From 1fd6a2a9aa0bd74e6b3a58259961720f206458ff Mon Sep 17 00:00:00 2001 From: Splines <37160523+Splines@users.noreply.github.com> Date: Sun, 7 Nov 2021 15:16:52 +0100 Subject: [PATCH 01/15] Fix spelling mistake --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 662bb76..ced81be 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ Testing a bunch of graph minor embedding heuristics and related techniques to improve the embedding of QUBOs. -| :warning: | This is a research repo, so APIs and algorithms might change frequently as were are trying out different ideas. Moreover, this means that the code is not production-ready. | +| :warning: | This is a research repo, so APIs and algorithms might change frequently as we are trying out different ideas. Moreover, this means that the code is not production-ready. | |---------------|:------------------------| | :point_up: | We currently do not implement the same approaches in C++ and Python, but try out different ideas in different programming languages. Make sure to check out both the C++ and Python implementation. | From 9db5414995352e90f00d2f958bb4072d699fe4f4 Mon Sep 17 00:00:00 2001 From: Splines <37160523+Splines@users.noreply.github.com> Date: Sun, 13 Feb 2022 23:57:32 +0100 Subject: [PATCH 02/15] [Python] Init docs (#9) TL;DR: - Refactor graph python module - Init Sphinx documentation: https://majorminer.readthedocs.io/ * [Py] Implement BFS and DFS for initialization BFS: Breadth-first search DFS: Depth-first search * Refactor undirected Graph and add doc strings. * Init Sphinx ReadTheDocs documentation * Add documentation badge * Add docstrings to graph * Init Chimera graph docs * Add ReadTheDocs configuration to fix doc errors Use Python 3.9 instead of version 3.7 for building. * Add doc strings to embedding graph This partially breaks with some chain logic, so we will need to adjust some functions one abstraction layer above. * Fix get_embedded_nodes * Add overview section to docs including diagrams * Add more docs * Add warning for outdated Readme --- .readthedocs.yaml | 26 ++ README.md | 8 +- python/README.md | 5 +- .../Majorminer Python class diagram.drawio | 1 + python/docs/make.bat | 37 +++ .../source/_static/.gitkeep} | 0 .../_static/embedding_solver_principle.png | Bin 0 -> 220981 bytes .../source/_static/python_architecture.png | Bin 0 -> 335664 bytes python/docs/source/_templates/.gitkeep | 0 python/docs/source/api.rst | 31 ++ python/docs/source/conf.py | 82 ++++++ python/docs/source/index.rst | 25 ++ python/docs/source/modules.rst | 7 + python/docs/source/overview.rst | 21 ++ python/docs/source/src.drawing.rst | 21 ++ python/docs/source/src.embedding.rst | 29 ++ python/docs/source/src.graph.rst | 29 ++ python/docs/source/src.rst | 21 ++ python/docs/source/src.solver.rst | 37 +++ python/src/embedding/embedding.py | 72 +++-- python/src/embedding/graph_mapping.py | 6 +- python/src/graph/__init__.py | 0 python/src/graph/chimera_graph.py | 29 ++ python/src/graph/embedding_graph.py | 154 ++++++++++ python/src/graph/undirected_graph.py | 272 ++++++++++++++++++ python/src/graphs/chimera_graph.py | 107 ------- python/src/graphs/undirected_graphs.py | 132 --------- python/src/solver/embedding_solver.py | 123 +++++++- python/src/solver/evolution.py | 113 ++++++-- python/src/solver/k4_results.py | 17 +- python/src/util/stack.py | 16 ++ python/src/util/util.py | 4 + python/tests/test_embedding_solver.py | 90 +++--- 33 files changed, 1164 insertions(+), 351 deletions(-) create mode 100644 .readthedocs.yaml create mode 100644 python/docs/Majorminer Python class diagram.drawio create mode 100644 python/docs/make.bat rename python/{src/graphs/__init__.py => docs/source/_static/.gitkeep} (100%) create mode 100644 python/docs/source/_static/embedding_solver_principle.png create mode 100644 python/docs/source/_static/python_architecture.png create mode 100644 python/docs/source/_templates/.gitkeep create mode 100644 python/docs/source/api.rst create mode 100644 python/docs/source/conf.py create mode 100644 python/docs/source/index.rst create mode 100644 python/docs/source/modules.rst create mode 100644 python/docs/source/overview.rst create mode 100644 python/docs/source/src.drawing.rst create mode 100644 python/docs/source/src.embedding.rst create mode 100644 python/docs/source/src.graph.rst create mode 100644 python/docs/source/src.rst create mode 100644 python/docs/source/src.solver.rst create mode 100644 python/src/graph/__init__.py create mode 100644 python/src/graph/chimera_graph.py create mode 100644 python/src/graph/embedding_graph.py create mode 100644 python/src/graph/undirected_graph.py delete mode 100644 python/src/graphs/chimera_graph.py delete mode 100644 python/src/graphs/undirected_graphs.py create mode 100644 python/src/util/stack.py create mode 100644 python/src/util/util.py diff --git a/.readthedocs.yaml b/.readthedocs.yaml new file mode 100644 index 0000000..e50cbb8 --- /dev/null +++ b/.readthedocs.yaml @@ -0,0 +1,26 @@ +# .readthedocs.yaml +# Read the Docs configuration file +# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details + +# Required +version: 2 + +# Set the version of Python and other tools you might need +# Python 3.9 problem: see https://github.com/readthedocs/readthedocs.org/issues/7554#issuecomment-785114155 +build: + os: ubuntu-20.04 + tools: + python: "3.9" + +# Build documentation in the docs/ directory with Sphinx +sphinx: + configuration: python/docs/source/conf.py + +# If using Sphinx, optionally build your docs in additional formats such as PDF +formats: + - pdf + +# Optionally declare the Python requirements required to build your docs +# python: +# install: +# - requirements: docs/requirements.txt \ No newline at end of file diff --git a/README.md b/README.md index ced81be..fc72b55 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,11 @@ # majorminer +[![Documentation Status](https://readthedocs.org/projects/majorminer/badge/?version=latest)](https://majorminer.readthedocs.io/en/latest/?badge=latest) + + Testing a bunch of graph minor embedding heuristics and related techniques to improve the embedding of QUBOs. + | :warning: | This is a research repo, so APIs and algorithms might change frequently as we are trying out different ideas. Moreover, this means that the code is not production-ready. | |---------------|:------------------------| @@ -12,7 +16,7 @@ Testing a bunch of graph minor embedding heuristics and related techniques to im
C++ - + # Build C++ library Note that in order to build, you have to clone the submodules as well. That is, if you have already cloned this repository, you should run ```git submodule update --init --recursive``` and find the submodules in ```external/```. @@ -38,6 +42,6 @@ make
Python - + All Python-related code and documentation can be found [in the Python folder](python/).
diff --git a/python/README.md b/python/README.md index 31e3a40..027fd41 100644 --- a/python/README.md +++ b/python/README.md @@ -1,5 +1,8 @@ # Python evolutionary embedding +| :warning: | This Readme is currently outdated. You can find the [documentation here](https://majorminer.readthedocs.io/)| +|---------------|:------------------------| + ## Usage Execute (from within the python folder): @@ -16,4 +19,4 @@ In order to get **144 unique K4 embeddings on a single chimera cell**, execute ( python -m src.solver.k4_results ``` -![144 unique K4 embeddings on a single chimera cell](./images/k4_embedding.svg) \ No newline at end of file +![144 unique K4 embeddings on a single chimera cell](./images/k4_embedding.svg) diff --git a/python/docs/Majorminer Python class diagram.drawio b/python/docs/Majorminer Python class diagram.drawio new file mode 100644 index 0000000..7e1f2c3 --- /dev/null +++ b/python/docs/Majorminer Python class diagram.drawio @@ -0,0 +1 @@ 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 \ No newline at end of file diff --git a/python/docs/make.bat b/python/docs/make.bat new file mode 100644 index 0000000..e5baf6b --- /dev/null +++ b/python/docs/make.bat @@ -0,0 +1,37 @@ +@ECHO OFF + +pushd %~dp0 + +REM Command file for Sphinx documentation + +if "%SPHINXBUILD%" == "" ( + set SPHINXBUILD=sphinx-build +) +set SOURCEDIR=source +set BUILDDIR=build + +if "%1" == "" goto help + +%SPHINXBUILD% >NUL 2>NUL +if errorlevel 9009 ( + echo. + echo.The 'sphinx-build' command was not found. Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. Alternatively you + echo.may add the Sphinx directory to PATH. + echo. + echo.If you don't have Sphinx installed, grab it from + echo.https://www.sphinx-doc.org/ + exit /b 1 +) + +%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% +goto end + +:help +%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% + +:end +popd + +pause diff --git a/python/src/graphs/__init__.py b/python/docs/source/_static/.gitkeep similarity index 100% rename from python/src/graphs/__init__.py rename to python/docs/source/_static/.gitkeep diff --git a/python/docs/source/_static/embedding_solver_principle.png b/python/docs/source/_static/embedding_solver_principle.png new file mode 100644 index 0000000000000000000000000000000000000000..1435031adfb75179e22b3f013c12e15333236418 GIT binary patch literal 220981 zcmeEO`9D>A_b(|)U0pJioRp%>6v`ZBs8Df`F`1_%3CGl_aLb$wnPonvjG2imG7lY7 zrp%Ff%KTj$NA7ceIjJLuP8`~^XU`EC>1%iQ z>^UH`XV3ok2M@r%#L?f3f&c8ayelQXC#CM>k3D-B_Q+hjs%WG6vunxsm|mX91hJ1p z&-H7%f6`95dydgso~a8L5xwO;^5~@33s(&>rM-XB66^YyciM{F>xoWw8J$q&$w=XU zA5{^_aPUJ?6V%HQ7ko))lx%Dq^ ziHOMgiT?9K!mk@Jd$Ceu0S*7p{o!X=S3AOw|Fr^EVCuzvVr9R#GPXud4_z zlBp@y+qiu0(*L(MF|pq7D8i5b_4=xu3{!?{6hZ&831PJiQ;*31brr#k$uvi8G95`} z2|xbVB9GeSkPv?SpT@zqkR23KEq=-Lud4{FJt)+A$Wbtd@v;@n2UFUh{w3{r?#Df7|_UZ~R|$|37i`zv%uq z`1}vd2^jkyN#TEBPDo6@6XO4J_kTDE!9@Sd-M^iLV3Yq*wSTAP&42k9Ggm$RXk&e? zuO(TnJXFxy(Yi2EIhA83%W-Y_!P3lNa-f&nS%TluraUXr$qDn6{0C}D9J84lxnuFY z)R||*W_j+1n3QI^u1uQk?9hYZx=_7?4|Z_>mMdH@(9+Jfn};?CV57CmCG7dKa^Sda{X|!Ob#K}4NBYCnYGX!x z|9E7w*mJj+^cl`H?cPG;3F)Fz#S4nyb|YinHrOiED&JFf zZi@T?`--f9?Wc5(&!aO}DJP%xY*665gN z%_y1~9Yhu0(d$ zTbecT9U~R(WbwxO^HR@cZp$!JmoVAJM4uL=E3Q`wTif6WHQq{V!(l>1A(m(`#=fK{ zWgOLM)0SFmOPG`9l~L6g|Mt;bE;(KG$ao*Y*7Q&)J+a5i{$u5`)Pc!)jA)vKBCg-} zJj}u{MXOjf_WNJJTkek#t>FYEyYyM8Q0+BBQAPaHxEtB#J(>ggzt<;%tgoepYIj8x zK}pnpvwx&9syMh>>XgH!xrXmQn&b5763J*d3O=|>iB=9)2LzaoPE#oierc7U>?P1+8qb0 zr8;VJ$=Xc)`0ipufPLy?@!GgGnkL*~;hvBG-LjL5lRca-{D?1Hd8%rpmoYcWx*=34 z-RsjERWw<_Fgbf-#{s4f9u)fA|C4R!3CJIAQ%bjaSGg@$>VI!9*6C!#N)h>(>aOFa z7$arG$zKpWEy5NG#-Zd_tY>z)kJ#{j3JzT@kL60o;}E35Bb}6g>*~zfhnrpcF2MYH zU|{=6SeHZKxOrS0ZiL$*PNhLD9q*mGTshRcWL#>4mmH32Gl?dheR_m&6(8cT1(=l3 z-B+7>((Sad_F!#!-s4?kbDX@JX_AOqR>k=RI-{Bajf2}Zi*SZzQ*#8} z++AdgecPYzR8hkaX@r$>r^F1XW=t>DXp4Gf_c*77Z#`=y2*TZj)mUV=tqieZ#U=fm zPD?k_bicg$tl=Q;6(!~6|6R&qKviL|@o$rdC*PA1?Bjk_te5+MZrm;xf?%iF-*L=l zpvt@}51sun=t}w*3?DcDj;k|)7!kO7B8P~uWyo9H3KdgRRmIaVp;2BaVT^XNKc|+a zlI?Fl@rBsB<#uK3$ml^{r=pA%D!IPk+qg`V(!!-uwwWD*4ygKNX(_tq85& zG`q!#Gg`7Jr?oMy{U}*YhSu%ua4QSI9v9Fvusa;Mj$_AKQ)!sx!|cBgBuq&AN%>Z! z=~TR4S)43>^vdj@agga~2f;vP6i00i-)yoV{C#sV_wQp(*F$AX3_LfMQ#VfhqV=`W zE-sWJM)|6c4ihrfe+AxyXQ!m6?wpeCA(!ao_E9UBAuMbk=|Q0b4`$Bn-iD*J*(L26 z25yj=iXXKh5f2_uw~*lSw7^s~thRa#iRSW!@o%nA{~#ea!O_5QcxT6l-PZ{yx*0uW z$8xO3lq>+YX*|=xmHIO3MObGFjTo;=5qZ6f`hmV6YxzW&VCp-t8p(5GIlEnvVd^fn zo#|}lwH4S}BEg0Ad48ahWe|dhFVE2+w?-2 zr?zl>cyiu*RLalp!u&R{$nEPCV$ryM;I=wLFwTN)+d7cth*6A0IT&%H#omlT{JYbV$9Ua~u~z4H+_At7=k$L8*EaAaSu5w#~W+C5d& zX@e(NwR3(`i0ZM+sE`!*TGpgn>Pa{u^TB5lzu}0_&CrrwIC8vI+E1nk=aa3Gu<$$T zHG%Csa@~F3XC+BQMjCz}7{810N8t&2+~+!reaD`pl%#U!;jJR=GMCe# z+K#R=y*_-38D?xE#Zg7SQZhf>XuFeo^!R6s;m7X4&;04)4V=8(V{QicM^;3y4fBws zp4$#NcLj)NIkRB`{vmH6Mn)Va>ZCb==gx4(WA~A~RusOZr@P^yXn*#XP5U~XWp1~k z#l!jb*7pVi9Ael zJ~gMNx(f`Dr={$eB!(R~(z9h?FC$4M$mvNFx+WX4S1HRoKR-85# zo!qiaTK(;eY1j5Uu8e==nai=A)t}sNxA61A)A0^x_iY1lWr6c2XkaJ_^%&y&s{5Nt zN53X0l+TZ~+7To8q|>x=6~RD`^_Aj{{DPF1D5vG-@K~#N2Z9zCdz`dZr^?6+TZ^VY z(+vuoAehbQ7_hK@T<}E##KJQbSOG&x1)Hc7PRJT-`;B_i@jrYU@buS|wpq}D9EDVk ze5Dj4UOv;d+b4x=KB#1yw(pr-pdi4GHN1b{)R#QRK zB?g*X3{T<~VMt0W(*bR>_H4|j}o z#%G&-tAZD2Pa2KD2~t0`JNHu>a6jsVk+~nAGNE&L{{$?l`9swZ0p$@O{CcRf(C*`5 z!Jv*(oGLAzzAXQGb2p1w3T}Ggn>o#7!ED`>T(302O#ihKAfw8$UwUk@@Uy*JJE)}; zCsLe(wqBiUmcPELpzX78w;$DBDMS~f%oyAhSB~#1cdKx?P)DfiX@h~Pn0}SJwu@q6 zrw?YvIHO}4vqn9anfe5+C)gl3`NN#UE&PM|&HdR^9*gQG-OGr*{AA>|Pj59LRG-{| zP%TIEGH;s=u~w{7gcez%(4+bni?N=tuD_S6Ig8m)BK9h8oYt3y%bQ|uGM9#P{TTS- zTj;NU)1U2vgqLhEpX>l8gbbg_A z4z#8m!oJF>Gs{Fd&7eLk_tW8NynMI_yM&k8$A|Nt9dk!b|7x~AzqQ2suVG6RGTUNr z{C<5g{{2nq=jqTJkopTrAAZYD?i79h!;bGsT3(duOU|NS?|;p=YE|&sq zR?mBqU`=XXw4|Trw6QLu`Non^#JV8$I7{4%KM6KMVy0j-kN1CiK~hNhaj|;3z%8RWYnKRAl8pMO4O?Kt-hV*D@l7;ORz(-A zOyqk!)J6x4KDLq?T3TJ2?VEJku$u<+rh{03l8w*Fby#`Y-ZwhkUorR?!GXiVEh!p; z@95g^5gs9d6bhtG+W&Y22NtYJwe9cV4%Gm@Qs2Piyby-iD1` zuo6fo%mNS+YOF>?5%V>+4u}ucVxxqK_@UrKUWypqOWYxOkG_lhq#8$8F|wx+^d7Nq z;236V+^si%J4VS@(r5t&I^UigizxoZ?5qzs&W=n)YemaC6bcx97^g5yvtX~%7!=bMzFdCPD+WMme)tAocB`JK*Gm+>F#E}mCZ0Kj8n>lw+UXW+x|is>O=iQa5C(UL0@GRKkZ=8x zkHmCVcZzQ-NFrhY{rovXstLpqY#NbIgaj2oQ+RtRi{D-#W5(lu$7Ml;d`S9%PgJgU zszDuZXN^keuX%T|+>ccm6R_B#W=;jwt=Z^c9>+F9h+P2E!${a8D{Ev{7Px0hu zTbj<)i%YA1I6+PI2+Xh9Zo5gUU_LYBUx%p6&5PHRTu}24dXNAVes*LfPPa}FZMgyV z2YAJ;dez_yyVB|r%3t4IPrU}cvd9{3METa^OGdFofXk>Sjq+@Fpy)TwXP#B!Y8f$#RHTC^1rm36F&-(p+WU;#)Ah{WJs;b)f&k#<$Vh3>ZfT|V zm^5S%Hb+p!CyDYQfH_k0qBb0CpiJun?fJq67khG32Tqo;HJn-*?+^mowN&Yj_QrJq zvPbklXu$96flZ(c1h-92qT~* zUt3uOevf#6s_~aM=k!L9X2t=Hn48@%{BdP5S0cpNvt@ z+%63N!_M;${2QGMHK1w)r%%vK_zY#~Ye*Y)M?NPKu+I|6WX+#7)r7wzIfg4(te9Gf zUsWEt zyYX>X?_sA(c8+S^6C;{fgFm+NAK(%(>WJFWfL-?$%O`FsWg*9bRM9$98kYu+`T!x9 zla5P+0p(?`3tWN0%QM&Ti70| zG1c}X$!Sm32~t(T|4_89nU!32GS7cJc*6oDqM2~G1sX(p18ox1hJ4C_5Fy+29J|Gb zlQ;^DDbS*;%0CEZ$wsv1qUQwtchl|C$Oe2zjhYpD-r9C7GT-jv4*53a##wYe(HSXN zlx*4VrR!cMc~}WaN4?mw(3%(OGmaTO0=&3@-bCy2UWf2^WDj|XMAzmNjz9gXrlO}a z1FkFYakcmrZi2RM#=v*dbRo16&vjp4PZ1|{cU+rrAvJiHN_@m3fs$?Ah=xP`{0!Q| z$XpwJ1>&LGt7LY#-mQ3JZL%CxzN%4AMce3(D3kt*Q%-DZ>Uu@Tm+svd@mUilrNdGiG_fyFk_u8_bO)Lj+5_!7plV^o<>~xdTmWgh zip9%b3q0xGU?bk=hCd~<+_8`5JrlAP(1N^9be+(D;8F$*R4*?G+l_&n0ftbNwlrfr zE`i$ye+_M2aKq5i$#H#k>5Lx=X-cp@o#?z$yf14&!=NtYLW+8BQ+`Jc|195DIP4{| zgalJ_z1n0~s0ALvno5Uxe98KNS$do}LEGge!E);EppP&|dTM!GxT8RxFYiEQ0H+p5 zU6}B<{2*Zae(Wjf0j~(&NqY^@^{+RryQ}~^|M6iLOW7YFuoMmeT$^QjD~AYLr{p~O zao6@QMe1?Lkf&Wu%Izq5V$1Q+(5N1h<;4TTcH=c^$?RL!IJ*@HT=&2dx@)1knj+W( zq=wqOzaD@WbQ%|>-im3Y(Xwx}o7$MJI90!RI~k+J$1OkNW5>q0GIVyX4XXIWq3;j2 z6YMlN{%7+E_pLDAH1DNbQ1P(Z9W1c-QM7g+W=fef^I4Ds36ZY;6|=p6=FE)|i~i3Z z-F^^Sacuw+FH>uNY~PLvZWmM_km9jxqkPDKU|98*U=wUV2%Wl*r=PtO++%lld6&t#6Qro@o&wae+zi8}HW_xux;(p~e!I z)nJvMf(cLM-;iJ4Un*z~5wODLJRMiHEdh9;ft+=``;*$E=}$B zCob}y*E(HL0h?MNYVHgMk$$7gm4D~&+km*8WV`Hp%TG*I<=ju3nE{zAldYO|$u^5! z)>$7;OmP6lFnsmaQnGfMEL?mIesyH&aIL8N^D0Hm>gsHLp_}Y=r4IGu+xNnP{?kda z`^FxK^ttrJrWD-lK>q&CCBIgNk}UNXL~FH#dE1A`U;U>xF28Qh>00YWdBUF2XaHLd`fv$YmOB6@~VfxgTTdI%(D>UIc zV)!k7Q<*NRhEn4klSBZ+FtRJE9qH%hDy8Y-z{NNR9);SNvk1wBTy8X3^plCv(CBE{ z-k*{uu<@}bg|+@Wu>iIN9ZdjgqBN_qmb!WeMM}jkZkF~XdVaIyrf!!0GICM2mZW@dqIC}VZam*bVXJO0fI23x`POZ|DaR;nkw{Ne-88e zJe|(IR1qycj`{;b$02lC)h-|3V15K9d|V%9Y}%QVcG+g?ej0$!wJirKIfkf-_kCo2 zey_HbAdS_FZgd74ceF<*d!%vg#nY3`(&6)=tRL$GzCHL|bp4kOomFeZtQ`Y;3QE*b zeZ81eh!S&a#gREGkA{AWxL!iK8qxSi?7JMc<{so5il;&j%bE6*Z_eGU;^R|QseLzN zZGO8e?NQks`tOilu9wCiP7ZcV4LN!#vI2bB&MB|~nF)zfrKs4}Z%-ghzT`{}@$Wq& z9%AMK-PYv@UDXE(a0A;q`+!l;@0UGC&m*L1qNi93wGPFuRnH<;1UkwV&`ItNNBRVn z0oyqK1VrJ+S}R`G-**kAwgL67J+8RB)VMW8qa0YAfbgV+oSap~<*Z@r6rsxceQWO9 z-NE1Eze3=bcYTQLi+IBADeOt_6H?YH$6eY+&jDxt3(#?48@W987u`k?pWVD= zNhV~H*tI{noPJyX2#qvr&`bLIFk#lzOW{>@p9fS`JoLXqlKO1*R!SDHfD7j_tr8BL z+iuh@YMPS2{nT0TdMmAIz;@12J$Cr*fUzp~^~n-5!(`e(0v&mH2u~lCL67&z;4JUi zSYJGYC)?~u*j+F#LY=X7(v)!dk zrA&~DL7ZtO0=};S;=jWJrZUwdX2liQSTBf{;@r>nC!>fA3f*B@hUOI5{fY zc$FjUNlY0vVCR03s*JEJma#cdq1e6_ik4Sn(wQIvd4WU1E8J;4cTpdG(b9VEkIma~ z$pO>5oE1vwg(EnB27${}5Y}TpL#A~Ty7slyn1>(A^e;JHGfCv9MA(X;uQGFtAT!+w zOPQ^JivEcOAb+=z^;SI;H#^IBb<6CMu#a@gwY&a>#p|61i{BRyJ zrqB>6QI10=3W!>7cVo?fzGv#is5AdYQ2#?nHHOd%;}#;^gkcNDz0Y{&kqG+$52#Ls zXQq`dgl2+%C zFe`%mH#0?$nLI}o6|6cHZ8mF6=suZugO0$CFs6jZT=%w&eGQCFsa($cTT3_0eFpc{ z6vNZkYKCiTb|GXc^Fb9dzEwu+S+dh@dI9A@RHtv{HbO7~LIj2sUi`glBhlOHK!aS| z)x_kysH<+=eK&!L$xYYt_q;WbaYn1E9WSFqs`&Qw)Dxs{oBE6aIm!fIF>Wts9{}!w z*qL2EOssjXA=MdO`Um-j<~jZ%QROafk+Im2AK%Q2*&p^4X=uvvan>^peV!uTF5r>S zK|O&6zTU_uTbs|GTRoWrkSGqb3|jrh-GenO-bd_bFAV=Ye%oWq6@t!1Z4Qy-<$&pkf7XnoM2EcM}H2^R6XoS%|+;>DP^nk zNHP*y3WYCV+$(ENGt;oqP;MlC%L-yhRinSVs;MJdQ&kyMs9Cy{(Rd3uR;_w~g(e=f z%q|nbMX2Ox5|xrq4F8B5RYyc5gm5O>tK~m6^PyIT7I6p*iSHH}>WB7R< z2B1sCDM3EIE@?1Pxw&ju^X{W`FnUEyubiqmUMK>{-*Ab1#(n5e{Dk2|hxGmvLg$}uI>wOvV`klmr5w98lNg3dqs5UKEx zAcYMOQ9G6wUYRk~^-n*8-uznFZlNZiab@WIBcQ&Zl_BKGTAy+j#wDl#?ceqL6l}AQ z5deorTE7!B!;~OaasL1|o?2e85wEKGcIEFQ&L9ee!phr3t;99|Ew=} zqoILJwDh&ssc5m9t9x>Y;iY?bwU8pIbTpG9u8+02Y!@gf0{m5ca)tn?`vJiOO^da?}N0F7vyy?Za7Us8S zSFlS^s0|GdX>7X3W@kiT6Zn>wZdyv z!nWx>C+D~Nl>wzmgo$KH@q&?*vvY#7k3M|N+FP^vHs|1N0+gE7f4@zQ1cBf{5(%tm zEQlc`(g4PJ?lVk4E@#J{kfe)!c>$dzm9-bca(##{;*$3G@Z%#$He6p{ET&m1f<{_; zRau~W31Db-1LKOFuC6cz=9jS0yZJ{-$d(wULK-eK8Ls-BhS^klk!c5zZ7>zky141{ zK}S_|y6Ap`%gG2J;+)@p356%gPo;sdT<26JLWN40 ztAvo!x?-TiLuAD1zcu#%8gh3KN13Zf-f#{HEgciewU*Q*&G1es(##Se|+ z@H}}XouL;LXByDuf||Lh^OP$?|7dn1XE$)0o5cSswzj+?0721ZdgeXy&|TZ_p!T#Cm}0TR=~f_ zzB*r9MRG*UCC$82cfvg&9MIN@z35k;+st(UbT*Nt0beG~p|2VW6V)J#zO_rzeIjfV zoVTA(8`)XfS5VrWP5R?^-#_9W5kgDKklHa*S|;&Wlpx|xBg)R)qig3lmF4-D`t4Xa1GBRNg z%KzYe?3-R>-n2H$dQBW@T5ZkinB$1XQd0Al5IXW-#Azu0keWD5K1CVoc^A$OB92t> z*KHYg<@w)8OJ6?A%LGvq4huhKUy~#Xe2F4GkauZj<-M`(qO0g?WaT7T)D@y0rwxZ` zkXq(A3_%OfyD7dcrTp4}f?;A;JCOcZLn-cs+wz+WR`8Art3$!&uc5jv;QFRWck7IL zrB!sH5|Q^i##Y}3ok+Xamww2}u0%Vn_MaL&2h26)SMLk*peME|G3TqqSUxFkPWrfD zf!XwLcS(+2KRxw`ZkJsHw^`hXI$4+}`?u$@&3?k-)Z>I%fKg9|)%jE>hfl~!oI(9T z-xH+56s2=?8l7Wjl6?^beVixddGZ3EdAHC7%y8&+hDF_$3&FJp0|o;?o%N)*niE(f zWMq7W{{H$-T!#KB9lmIKOC$s6o~P*(lP3xhH}UjqrOum!FEXC1w?c(%XRHIbesJj@ zV@mh~>6BGV#9?~9;C0W-^#_t2gWzq5(maAM-}4ZAt9!FBQaBIkq4YYx9w9woCrG!Z zg__>Pp5V(G?-p1Lz7v2GOgEP-8rA73awvys6y~BpnC3lFYv9T8@cw$2bPC1OL>3xgx>Z0u|-0#^JyF4zw`{OG5&QKV1V{@Vxw3+mWLqcdeu@ufSM3 z=`mzr@}w|k&N@+K;t0ON;v1gTjL)n?v0$;=uK#kfWsL#@-8%z`S!3OdC1_IudlT{+ zG21j)L?IBBg_Ka%ojJ0=$4K#uP(K%XRTbHa+Qyhs&!jfO!1xCnSyG|Lch>k6>o>xM zC7Zf&H~Y0VmX)W09Qi3!4Gk{18ZL}>!&ruCzJDCV2Xc{fA@^3F&{Uj*@A;ob+u0f}tErb~V()Z6fVzWms|C zN6eA=>|DGm9ml=&=)=NyW44-8SR;d7O&4+$8{9iS^K1>cr0V=p--=e zf7WP<1*zE|W?qVqYujYB*5Efo{1F6O+5D4B1mD<8#7HTf_{Q}13P>Fbbw0@G95mX5 z(q{!8%@TJgc1a#g#{HUAt4f!@>I5GelnKW1hNfcQEMA!PlyXnWA|3?S^O z-$-DXgSfA4Zy?f!GX7QSF)|Yb1d$q@&>b)C2?vN4Lmi%Dg`RZfSm^YS3}2j_KN)Q_ z{(jk+r=9gX98szMOUXXnwN}54w2i09g^fy2(vEn>(zfsKSA8(OJ$OBC{{wL^-~ibM z6e(L{YBk7#6%sbi9VcVplEVsJ1My&v45l^(m^Z~I^;i0#i5KwnMrbtomE{ZP4#pFC zzC4+_th)rF=WE5=Un@+GQ5^IG_uAz2kc1NWec`1fkW%>y?Oj&&;Q|4A)9%C{N=N+Y$h`V(u zoFP@*Q>Z4qy3(cEY2{mwTin}$#%9(>P$>6x=2{BxVNZ%()C{~b zYoTm?I1!CkSNhNs+be5qg6EtHtVf|T_A{s5FjOQLLzqJDQO|)aWa@|W+1hOQhB_Ox zqs|UnG&CNnDVV&=8)&>e;ql};JkihZ(#|wKd>90Zo#k^Ue-M90cX1mg;xglLELSw~ zIAad3dE@7!4oI0Ivhp({_oTjVs%(rzN}9+JrOm(^GI%t}Iwtrn-t`m|1;^VvHJ|pv z@lAiU!Ey7#d8IV#$?jL`uD%@V44VVjk_#_xj5KCey?3tv`X{mh_fJ4jHs_2E-6All zhRX=DLC9!jdvPDUcKjSCt(6q}6hP{UUcW*FvgOE@_!(0-{maj4;+ zia*6jSJ=AG8;%ELO=fXwE z+&h(B|Db1?WZ%llnQ+viaR_fYzOx~rM`3buv;@1a9LicjZc$&AoRSZTg2?1=AGBvj z$18kX$JZoL1InkRR1-Z+LWJ$IVZd~TEUsFF2C5xL${V>=ZnkNs1x^mlVl}*JKQ~ti!?+hkb0|uaZ!aAIl1rvXoE)h7F7{* z1(VThsw?b>?1tH(gNGuWNQ-{SN%3ZRVeN|Zr&RgW%JK7*w31d*BJZ>yctV-&t}B}1 zW*qK@_tt0Wb9%i)qil0F8l_Ij{$!Fl=ra~{rRk6JqWN%KB7PKqs(5wgW{<+)qNMOD z?bFM1$Y3Ngj6mUi?%54LDar+!<9;idCl?9RYR&j`Q&pvIeW8)>vYkqHjBd`j-I?_fLM ziH&Nl^}7f5^q(MoIl5O`B%#M#chVQLhsS--81&oDBaOG2C)-okyeUS4^#}LsuNRng z7v!2+oNG97I!^+TQA(sC$QiY*kV(gF#LFNOS-I$+F>aCz0?n8~J_vAHv}~M5R-{=g0SyR5)l=@IBU@;}ue{ zFtGt&nIgI@Oh^VLa|Z|ZB1cBG47KNBj1kIpYNck&Q#E?AFBGl6s-a;{`dj3?sBRp~ zX(^QAN9~%H4whDti3Y~2;zWV(bZCPUn1B9)yok=GR2$J`SQ1u9U5{7x!KVr@UMpPI z;n1#z#(*0Xk^Zi9pI5&<;*_iAjnz;U_rjfFqx;G{*9P)c=Fz~-#GI)PkubCW$Gb{!$uMmyKzoufvtXP~KFdW-F3cM$~2gbQcCi)GTdDXIH z7LMJkWbRdPo`q@D4Cx%-Y2dZ~T^O%E@qvp2i`eY|GH?6$!1bMl5f5?Rp0o{*8u)I=$D{=! z+ba2JXedqKy)K_Z3IxbtY@^Uy=QR2EV3(Ej21fGE45MH6YL|}iw6@oUTOyA1;$&Y; zs*Ii-ix6%!MB5cL?;CeF=8zagNG%`FN0vQ5S|3gVBwz2C)jMcTV^4NzW>0(KIVUGH zBh{;={OyTuSkWNUEx2VeVBtownT*_KcB{yKgh+ASPVw-(I_b$<+WjuYYMJPO_9yo{8 z@w4uaL1*{{_}0E)|3!aze$=bxN~)}%lq609spRfx;&kMtH+8rk9ekyO_cIG9zA5w0 z#BJqUPGICY5`=IdKIkq6O2?lOa-UAmzFM*G5KY!?dL7>*oruF!Hd6Ut;vDTF^XSDM%u1r;X|;)uisXZztX1dqqQ=~Xh`nAl3WE@Y zbaf8r@_fF7#tUD+h|KL^EkOVHd~RH5XZsWwBb@PH+2)@!2a!~vgK_rZs(RnC^IqF0p9&LL;EdS1INKOazmJ`G3lkU)C4WSu2)ifdTr!<$i982ua9 z>V&!Yg$`QlkvsPWyOUf`kxFRt&Ai$Gu5EsGl$@z+;=bkU=Iq9NO^pUx+;}}J= zOvyX4JgxKf`zDDQa?NLjizk;oh)>NgC~Fj14;!~Rw=xIb3QjaGSX=m3E;w1x?40m! zAL3n4VCJXM$N3UrB61J*%b|hO_e(v6xRPBw?3weKWCiT-IF`jPrgYbplX1ulT=$FB z?QV)ulcLL0_N9AY%9@3Q!Y9j`74L&k_1zDTTH_Efvz_s~{T+=b!>=ebrkVE?rDZ-0 zI=(r<27_`94XZSmh|Y?8`I(u^i^UtlW8a~Cm=)iX-Y|>V7}&3`#0`j-WoncS!x&$* zLRgWS9-DwvfNSh~2x(sIek9SwQ|kkJwMsqh`C}C#HW5wuV4_=%DcX;uVq>jmL!(F+ zTFm9)>vM5(M6rih_G+WgdCR6Lv~%|?D3A(kqW#it0~#TEqKX>dIYm(V2ES%DMDf72 zYdw#9-nlE<)U*VRXTi+N>D5a8VM)RLGZ#a)<~6TiR~-Vx>VmQ@g*AA=pn0(IBTdFZ zWQ5QyQQ16$gaq4D+Gb{N*8;rbNzyAg60FrLdm>D8tZd=hW&P}x1kuYA##R;Eu)3hq zw0>T@LY)7&6TXO!ESJ&J3<~7qCT({#%*8*vL?OMmja2)fb#kX)W#X|H=N4ODymFJFC3+gEh!;4Qy*7S%@qA5`Y>7N1 zroVFKi;2Rt;(msu9?9ALTf?PGwuzD*MTq{rL^HYh*^3BYSg0IFqRdVQ%Ka`wxLkeQ z*F+yB6se&8x5Kt?Tl?DjsQ_t=Go}Nwa5n^TECaNeS@!}EG5qY$cvbqCtUHeScaynB z@9aNiJ0eo4Nl(g8arfMaiXr|B*Ra2de2kP{;DT0yfKgRt7~{t3uxNGlm%;m#FMAq#eI>XhItVNkkeb8 z&`UnX-u8pq7^3RfkBT?OB3`1<(hZpnjIB!ODVX9S(JTL)C^-boeR<7(kQQ1knA3aG zt}Z0%R%{GIhlBk^t?_{M16B2N1w5M|U6KPFrvJ@T)Gk~az*?7jjyB_wl4fz#1`1?V zVNRMJErz|i^#On($G?7*Ny#X;Z>V^*X4jNG_c^7YOC^x&UoAPBIk{S4btUrihC&*Zu{X$ z*j|hCf+V~AP~TBpnEWBdQ>Z9L^&GzUB`TrOmE3By7&t-qE~y zjl=9o2O%1pf_IZ-^ycD-laF13~4;0UMdw@t3FWj;0{+Z_LelhBb` zeq%lSGy%T7a=PNYD*DKKJe=8@o0b>dFg|#YB$sSxJxEAVE=H=<%RTlbYRTc51?09OSK z*;kJ}Nj3j1r@9Rw@@c8H=8Ab5JyBQfEHH^G$WciAC|PwP$7IaxItxbsP-zQ~d(IRo zweYF3Qes^Za|`3-W~!;VX72!++u%A~87j9Yo#v*aKjm}9PxUpkf4@gLy7#HN2!G_D zpDcAIyIzFj{&_U%rqYl&g1BX%w;Zl$yt9+<1%;?iakBw39H~4p?*7yA z?Nj|I)KYtjvXkz`Wk*K48$jw}%@swBKU$pJ*cu0pvAQqGmmvx&giqF17o_9^BF9i$ z3GFy^%OUWYju^Y|r5Tk`yTV;c3y-0XtuH`4F8J-XS(DWl)*sGbd6E#N+Zg+4hI z98wr@u4^|q2cSwqx5-292ZA$e8w>0lq!2SfKsEi#V>|zgTX^akOv*cYx+0q2=Aj)_ zRmq_^PmI^P>5Z`PV3}{(!*%rCeoP~9ew`s1;~jp(OU4{$ z#7zN*_3^d2;-u?xECly4reZI zj3%aH%<9$wAZdK#qeuCtf7;#!1VUp69YDCWKfULjZt#a!Y`uTUVF+J5h$^0MQ7Z>N zD)ofV6$ve@5i&#e?RD_)+yqI~A!dfJf5acRRu#DphGLnM9tmh*WPkZtcy#fG?XE|=oZ=nyMmLnC$ zg};+=L2ZtYrC~}dVGhy$0iNka%I$TzcoGKE&nq6p((`+wFW^~U)Mb#SR`-+{S)k3h z!f{ndU$mWMdthP~CJ<_r>sEH+4L|^tZjpCk$ZViKn-P&G%RpdqtD}M%`pB8K&(M&P zhw>PQt+~ih`HM(~J3q-cK6 z-y(c3*k|F~S5-q4E=lHoXah3P@PfW1aSQ$q101Ste{KkwXeI{Ft_s`NZdVc*B8JD| zKxo`7MT|u~W3vI29?&HUrY}9gMW)NxO8!*9`?%&yX6)Aojo6A3<32mgyjY90I+dDZ zH0~_S7@Azay|4@#P&-+4Po=~P=GW<4PD}MN>KUKbJm~l_oShj4@@XcmDf%1FayLIO zWf%>8LZ9ls_d6DHVShB%k~~8>3J`5;m~ZwiTRXgJ`oK}zOeBvPViIwCV>L39^ZH>l z_qs@=mWTbQ0RFab2eI8zomAU94CKBFKYU2$kNX}Jb_5x?Z)LKWvpyU-vG_zg8m%n6 z=gay9=+MMs_Vf+MZH$JCIu+&EOh1?;?}5b0qt3f!Cw0iOmW?y2JD{X=sK)-UH?X9? z-qiYgOp_k&K#YZ)|15H&D|-hju@B$HgwgoP;HDT7ypGC*Wat?*HL38-#Xz4PhlDwm zv1}ub%bs^;^^wnpt<|WW!5o<*n@NMeZ}fXMJPQAp zysElKK9!nU!Pc13e|$`4Bnjl6!AP@tZ%#@eB=*&z@`45m9alF~+GVwIclo}Jy08AD zo|%4M>Sgh&Y~=BjM`J?+8#S@-;G7p6uIfMJIA+Hj<8j}S#@hC5XM(a*P4=lf9rnPK zK2wSFwu`LPot=~3FDr@sxHOU}HOK_SCNWDePVGH1<;|3`8GYA~cDNG#~+6|&a^rAe&aS50`P3EcZ)gKYX!=GB# zg|tB%Qq5+1V{(_@ol9;0GldCYj#i{7@cS28Py*`!Wfc03Wq9&fd(Celne@r?4k|Ig= zAnIu-?9{(Mk1)jUO=1m@}rpJ#N zO_s8?FNTYaqmV5fDKXI}Ox_Yssa7cR_XKq06Rl5sO7$%n4QrlIkPEky~Sh+MP93E&D(@^}#%^NFzo^@2>d$p=3FiP4>% z;4EHESFD-b?9=GHFAJ3e8q*C5z_JHOS5rD)@d9O`gZHJXJCOs|XP?zqx=g}+CA2Wx z_HK>t#v-Q`sj5xiY!U;=c@Gc4xcgw__-ZSrK?#l5?_UzBO~xJYdHBFeO59UX0&Qk_ z_lO_P6PmDp@SIEi5g~>;gPevRtZCxA;D?IpJ=F)x!G{h zA4}1uS*N7<8pru(B9clnPp8)KQ2tdYZ~($^Jv@A~QuRg?F)Q+=iM%?%dcCq)fTVG2n?d#c3<=LoS1wyms9QiIqWcmuC;b4< zN128Dk0BjM>}e>GT%L^_-8Ro&qJFAh>noFPrVms-gbKb$sNoO1NR~i(0>y@uv|Myy z{5H;8N0D5ZB)?;!2qy!3c+3X&P!<;zB!6w#xA6e>27}#MWQ=mP;toh}&j#U>cO4W* zzVqFhmjDuw-7`s=Jcd7Ic0?#uvru(iGf{HA?uJ`piekp$@BWVt0$ksUf%ycMfUal) z@g6@W&FYmY{$*b%jB?G7W+iRnBOG*EDY`)JhVz!NnKNz;D148s#uk9m(UGTVOmuH# z?R%PR_|}?rVV5GxJ+4XT7}ehSaG#SKYl}UTEI zQ~c7PJ>Wc}>g2*(A1<+F5c#=T zl;b?t`$gBI4y$`Kl12}rsh&kswU{#QRit|6{un-JS$j$Qp|}?u5?uJ>U4srB$|w_X z-lUacZh++Ms%!y-VU9p01juI?n6zD4UeZkdg+rsoJ&93kF=?Tn2(th#O6aJK3&!F= ze7}Ucw!l!}h^!58?ZJAFtM`v$GY{RUj&Og8G7{wdDRzcDegkIJ{D&*kC^5ACe@YK( z6)s2N_5|B5m_E=-T~{fxU$WtNgfd9@s9XIF(H$H&D@ra6;NU-0%`>)&IN-iFdXX;} zIZa@kOSh-eGL2DDd2NdM$oD!19ZxP*?Mrf$NW|Sq7Tf5TgKizU59QOZD~rq{(!JV8 z1KmotziIQtLI{Ed9PR5q7gNQEM{RzVax+o_3rtvViWshmuM zM(@T2@{e#5qYv88WdfP~Fc<*eeOhMJt~6!DpCbJqOfb)c5 z!$qcW*)MP?U*w(nQ5E>8RRbL122?EYmMEI)CPo=0WWqdFA2hU2c399GUM51$sPzpHAES|^PioBlgN#csv^DKP9*V; z;lp<5A3tR_v)5AGJr4V;*qPAFKn*1md7@2AM(@2@RuWZswY~@D=o^ zXf#?RCdidu(vq0zPM42tO!IQ`3DTk&%M8#uhe~qZ)E%@3geZp@--clM4td$?$&os? zK5yn3psO^cUd!EA=N0r)y_ScD|BtP&42W`z)&?9Yr9n{{a%ces5$PdDhHg+wK?Dgw zx{;LbE@`9@=@tZOq(P*+JEXroo}sdKc6eHPNhzKi&>vBxv zkzsJU*K@n71U#5^^(vY#<#PG4$o4>tTn*R_mQQdKsQ$%Po+B}gc)~Bqi-c@q-}b0; z?^2B&6jddbqqt&9wShiq;SW@gEJh@%wxy~LEk|=~sP|98j?5nJ_q=B~C=&3MUW-!c z>^gd%AZ{b!0hD_PHJEwJcC_TB^-(z8%@%O20Fx98bNWV2=&oWs3{W#Cx8(B&pfHnt z9n)_8Eq<-2y+TOU9J(sZo=`=;g1g{j8=j(g8g3iAIm)w!cXa^)!( zg*%owF^`*dPdp4?^a=bd`qN{&pi0ntQvuAH9}1oNeTWfS)A-G-+7mh9$?Ht&>B((!2r6ISZy;>Hr-4HFdJb3Z@U@w6m@6k6owK zz`0ol`^Q+=3UeErlwVqIPdCyQRD9*#JyJf@%-yPb(6z@{IRz#ur(eWo2P53zc|dsz zG}v$cRvz*qxM=Wk`IGFz2L!?TqhAQkPK!a#e>+zijvMDi7xoD48G5 z#m+OzwL1CW9hm}W?ql-hk!7wB@i=PKcKDQM=@$3`%24|CHim^;4j)0dAi(qhJ5ZTg z*!;NT%k2767+xM81_ueUR{>SC^BbOuX}AKMUJfQO3{&mLDF|0{L)f6)^8H|zOy}hp zfYEX|x4n3>w`!ND;y6FmaK_)l6a`3s+!?@_P<$mz;jbDakm_DE_fl6B!`;rO%k7KJ znk|381=drO)cdi};z?^x?ls~!gFNAdRKm%33qAsVe1J9&nuFH({mxvT62LJFY7=B(?iQjU>rk~I3zc>dWt$GaWh5V3U07NL ze)gtgAnvFI4&ndG5+lgkKC}%S>WKnwtQ#p2#=RVLrM>e&I#VX%C-0O?Q^RQzl@Vw9z=$*=2dTIAhin;+kym&0?tr ztF5yqK^|t<5bU^C0Xp(Opjz`k82NRVUBR&WUIN|-N0@kh;nY-ElS?c@VEVxC(020f z!FGD?=h%&{eipQ+pj|hYTayI|sujZBtO7mf>X*5f?+c$fZFag+xwX~B3$NYW9}>Q< z=old9$ z_Hb&;`n~P?MhLMS0A9ZfAw#G90DN9muGWbqKy2Ujaw^o=yu`cwEKvNyWmPqG(p1l? zD){VFf<;j0;Arl7-kd7RvX%qO`h9I~^|xhxaq|)A`aWK1jH4rn&-IZl(N-aIo~QY2 zT9BA~wD<%^Xzal!VH9``0uUD7^}OEvp>D=^B-9z_gZI8N{ZL;x0l?p3WzJ*K;B_mm z5iG|qv3W0mvx2i=N|cH0QIAA5m=inOkMjGfaXpKenmPd3U!F{hgdp0jMbq7_N5@AA zTyB`Zb(-nerJDF2YFl_JGcR0Qvh=x=688akl@F@}SpXgY1!n*>IR@S7CT^>X zjaGl!svDx{Md|PyrSs#UNTQw@6eW`K8p8pe*l^9@jsv!4SzderwD;p;Vnb`cn&S5T zyM65xjBGe-GZKdwD?I&^_rPDUHDBFn7r96>h`oJ$lnz?3zvb{TU)CR779TNuws`s7 zVUea04t z?7g1yYlD+nOw}#99vLt=TsrkAdYPqOV_a3{xQ;>S29L*~w$E^|iMs=#MnlJjqhSy- zg}LD;?1#J@v1WpS$)ak=W`S5HXS<;ViC|=I2dm}J;|*C=`Y_M5K6ok_DmV|mpuWQm4SbS2jBtDL2|-C) z=7mL(Sdp`jn&Q->LH9~l%lVpHIX_a(1o4$rTi)^zT)#dFviLo|Trn!B*GjL1F#X+1 zjtSgh_qbC_{xJL9!wtkF%r=+)SoHrC8cI2j z#-r{<5Mg!OSkk+lPS$0Ge}W87YQx-Dsl^%{%!aI%Zz!hkuPn>Z(&b1FSs0vRnztKg zkB_W*D1ZfSpPC9CLU4%r=PBIW#Nd}dhlN8Y5`2gS_6>EyL@$?ZmE9{ZH?rvZl5g^T zW>L9bH^zfMp`u#Y7RI3(g}8Ae^eTHRoJ0&;71n zjrnTWWQlj6=TydK;j}C3d6f9NrA*E!>BNlTLPjFXqUT}hVg8+&`PW5)1;`L38KRow zNk%ZbDc7vIdk{V*I~!FUC`ve?edA@Y$g-2CeKta#8yJ?E1Uu+ z$qCUTU2YJDYh+?%2&CS*8R4fiYJw1J`udlCh$)cafN6v!DPcl%T>qqHI z8+S6?ePAim(yp3Oo0avoDrkIgP(_YM;EMYw;dYI#j+Bb`lx{&9`oz8vu_(-Vng4Eu zLW$C0Wm+BW&1+;bA$(2u9$tG#r;I%xz|O)rmPS!JHb5-A-yiF^1@ZIW4OV3mHD;Jn zU+D5NMCpo31e%8gw-MKkKOf|a<39c>SgI=XZQ>f$5MPQVofxhk<-+*$yYo)Hs238+ z&6V2lTHRlhZC`{c9&kijvfOn#`&mrqh!pSS&P*{jGh;W&1}#5)Hh2aaS{3eM*%6hWLKpE;nK zWzE6&&{>mS)gwQEmIvyt)a7d^{V)ak(QLr{2J)|ZfUkJ(h94H0mfHJzM9Lu*8y_kv ziPo-;rs9JmRid!U_ISiFvrs`Jg*qqqmtaL{?5rN<2^QR0sLFcf2PUk1HUse$|ICpTC3Hz|jKzJF@-Sb_zy)Na%|&t%;>3QGlBymoRq#r$17`J#vb`oxX#u5I_j5Yy}Zc$skOsgd33qN_&=7As$+Jvo<}fcrhPM`wkiBy{+3Yv;ex~iIbT#hYS!#$qaa)jF zc#Nc+OLS4R#HeD~j+Sh#2O8uP60MOgAg?Ep=3kT9M&YivA^^j#wBZ>ayOSx}FB0x# zHS82SPbO|1FkCmYW_M*2TJq$+Y$mBCBG|bl$7VnW!{?O6MyOOC-`yParw-uy#VE0+ zjK>*&OXjob09D3^1*mbuRuvwIC;SG^&xz0w>9K6lmfirDBYg|Dl81)E#q29Y@MHg? z7{^AKiIe-WC>lmPz1wuyc-a@LKUYWS3%_6dMHBK+!H4Eyhq@KbRKb_}dLc&bA7^KqB#=~F!Px^S&s7kPT^wj3DO$vZSixGcD#?`u9s|5#yQ+ESR% z7tDr(hP9N9iEyq--6YOD&J1ol3fT?|BU;5DvKJJW47!{;Nj@Vxn~Q31XBv~ zW!nD)iP>u~+N7qbsmW~)h;`PmEp+AB3R4}pWHS-mt%00f^z4In zf+%gxyZEqch{3OtzJXU*oq-hfi-0ph*V^v>c64rT9PZ8)Pv)%2*X$CMB6g(NXlFn% zjZ0Y^KU$~;63Hj)6Rmg+&$Ub-Qt34q^8T((VesAvLy}Nncj&@TdbL2tJjIt`i}88} zJ?`w$+sh-D9JT6URdMO|k3iMF0>`TFeC3|Y@2BXOh96wDR_@b$u2m8gF-r4x7s{t7 z!&T?Rl^=(Pk3Y7(y&bs;rU=b~f`WAMh_b1MB6#gK$4kq%>Q4*1llXZQs2+I0MmpTpKpd2>at1#z!<8xV`}?Q~dC?IzNb$C^$}Dy!`U2JY zHx|@4AYWTsQCXF;vyquu`R3*(@{HeRH4;o$yy_S=s=7siqkt*<0KMUxb;AR1MS0F= zUNjYx={j+*zJ^H0H-9ut-rDlI?Ndkj@b!r&8e|p@-Vi^}jo^=5QR`!XNZ}#$k%KIv z1I%mP-bKz>FWI%Fyq{y~_2M#djKe{1IC%hu)<0!sWyM)*9+rSg09Re@@Z_W!6bgNL z)b2@$WI=D(N&)pRK4!8x{o{J4N08tF7S(Sz8_s)sd#BH|VeQf8$sA8Ue$I(`Cjw#% z0_R+uk!#k~NG zKRU${FV0V$PX+Mwxs88q-Jb)W)UW)rVkM2^BQKavmQ+{e2ZE2!48=> zn*)6i9n>Ne2(M22iHD9&O6NAM z7)aRQ^XE2j=%!;L1cG@?tcp)?C!wJ9yUlyN>a{>i$sbwY*9i&^f#U$ZdcKw0BYwXg4^i!$Ga~h;L~Lp z5^JDiv58bN!9+4y{gW;8B(Q)(FmM#vvB0apL>?t3x$w_h)2e0sDqrY&7LN#aMLk;E z+I-mn%ZarKc_*d2R-;&jxy>~mmOZDbmMSwjl|*u$V~C}B0Kl)uP+ShL^;~TPW^F-f zz&nh=W18sF)Gu>tIlwkVKcxMCGaW_!=5N6<{o#G1VU^bcQWay-p&s2p@k7x;)1he-tBJ+}$8& z_&PRR_cy}`GqEYv3$=;?$|z6A2?`60>J_YRD3eUh9Zw(R_N+Sbo6DxvL(s~N%u3rA zN>5K${>pAkPT`k+9oL-`2hat#TidV3r}2?aD7MW~F3iN#`?lqC@*uBLI)Tk08J}rV z#SVBaWe*Zc4GMcxFOzeQ&jqDizDnj_jFSH**RxBKbbkno7MHMPVFP_yrc={V=~=|^4AF^ zlZwFlw3<3QJ9qR73JUhnP++>lNP3s@Ac8K79o8wJ-FNY`Q%&TzLu0F5k}*`15C!Io zKEmFknmaA2$!1C9MLhoFy@q*S!BWnPCf``Q4a{~d5s^~+NGany(Utu0(A5X=(6($~ z^KXOjDnpkn?#dsX+$P-S|19Y-J){2U;c{a{zg8ti8yJ&vKJvszYVC*#f2q9M@iid$ zGnh8r079iqvCW#Og-2imw_EN_H4?kZ7Osg$b?XYo0%7k`PBZ?IRatrYFcH5LQRrUg zpx;S(Eq+;4HPcA8i9(ND+;=YG0PQf;B7yp(984c@{Lbr9506tDO)@>J0sbr-r#pxk6#FV` zcMC>M^Hk3#;W5&uiZ{4S8kHzd0Oo+`*6XV99YVrck*xj#LA(eBOI__*oB#Ke%bXE8P5ZFf+;yE&ok(@Y525DDHP&l9}Zlvclx5{wdBEZwR%9cQIX&Q>`GwN?`BUfCZ+_xkFj{ z6@*yIqMnU)Rc=Lz_CZf-RF(QIz00EauK>XfKnd<}!uQ`A7K)DHIx8|Bz_`Rpc-xkR zeS+5JYN)djm&*QF!U@Y}%Ouyw%ssgs0G1DrjPNWRv1k=B5oAv0ypvSn2fgE^Cr~Me zv@7?oV@T576A&=<^z@7{^HCjtl>D*4QysAyFuqKb7dqCL62upt zfv;_m@yG2#<-b#+yW z?mC<;d<{9i^4v#V)PziMY94yMQ6lBz<_%+i%47VGbFMFhneQ9{9(oXD2{+h;eJ0~& zQM48?Rr3}n*wDrqXGx*N>SSDO=dp;%_W9*$`B9#>=-wXi{=ecF>Ildg#H(_6r%k;f zeN2%VY(BEY@1gf#s;Eq6cKi&^c-fjpKdmk-MhR-XJ*as}i={KmT50l#X?GE7Nr+0( z3u|lZ{sk!nvo^|DF|8S%jH`=FW}0<~u(0mB->Q$g1>(K>W|JGX(>_B8)f@}m}l{v{mQHGp&O&DnC1S^HNDTHqp@_>$n9+| zzlOrLRE?(=oGwK%@j`jADb&DmOVA@~oUaEQzaymjFyX@iOjRZbPgUaYo&PqiXn-5O>#2dvXahvW$c|}8Y0+KV=(?oZ68(cRS#7kw_$Oc2WNNJ`R;9!kJYfm zzrTamoT_9qoT%7DL)|B**9u~rB>c72Rf=LUVb<3o_^)iI{#-qvFNWUsn#tw?2dp0is9+LGc@!kgL#-BDgZ(yl`{|7qXC%#!_BXt8!p>s}A-qruyx*0yzb$(K%-# zaP+4jXbEdkHSGCqef2%y^~-*h8JlhDHFS~)ZZMR>MSl=wrg0JnAt*u%_roJ^gk75; zCn(91Fw-@(%at-Y?BU;v6tJ2o6n5OtwqnXU`hcH(4_hVtGth$kq9Suk->fW#AE4Ap z@6+|euGdr3CS?n&4!|4epIjG*PkTkm@s|!tdfA*0GRM@Sa&HpjbP;0WDOuNoKviiz zTYt5LFpDcQK&x1+Ox)4YvE#I3a=3FqPhCZ$=6W+~?QRsP7^z;7Pi!;l2 zvvC5DlV31T^HD{$cRmwtomBTkAwK=96~P5NO|3P1KpFaJn7#tj&%a>JMIkukCGTgk zINEy;9_WM6H7U_bQ!~NF*7k8vio#gV$E1kS)Gd+b7WsBeWDFL3OLC$!L;iwJ^Jk0k1)$z0EAZN1KOMBai=2?wqnW>mIK_6IqM z6!~0)%)79t1LRa~_)fcIEJvqU)%}m@S1@yG#6j>FPYi6)5f_xA3IjQ66w@)vo@1|X zZ$AoxxV;{PPZAL8JM|(mSQ^CqyU<778EU@xpRCc&0S|+udL%0 zpO%Qi!L`VKM!77{7j;s+<9MrYBN3UNCr=7&Pihr4N<XIbT9)a;Domr_RHjw2WD3!gy0uOu4c3-wl!BNJREouv z5eCS8!oBe;f*ZnQ^dpW{h@|tcO8OGyVSG|tu$dQndU}@R#|$%cereCf4pqXJ()XQm zM^cZxO>#$yEf+fc<)vrSg??ygXviQ6JmbCKI6=F-fmifhMpg(Pb@AbfED^`p7Jg1m zc15(RzWt&ZLWegcGDOH4d5L~Lu`22$aBSRS7Tg`=K z2!xiQj+rVQ1}ysQePV&Ex_sAFE{;+ZX+@lS8%t>=Ni%1;hn|FPhb?>=qdt4ZmE?x6 zO>c{=jgU-?7*!1N<=j{TeW$!0h$^G0{rn0BiPUO}s*(}IY#p<1ulx;y;yr(gWB=fQ z5LW9*TB(*K!?KoOElRU)JU^<;^&d)A#v#&O1M(=y9u3k(C@^~Ux2b?r(?M{_tPA&r zqYnsN{Gi7djYXP%!~&LVBTG!z*3>K$>{|$+{ikvG)pcdU)+9HtJ)QpSx{F91f$fWW-*%_( z10RhpVzugO`yRrzQd9yrrgS+H_NIzfLa11MZOfm+NDvmHvEHW5RP<(Pc%G>`_Udi> zYbhUW@C=)L3;_~sN&??*J3QfX`kf1LK89m>nAP6ogW>K)KM&P=--2th`gswU;|N7U zsf`lQVKKOvHJn6{Q)wB)+|>0tqvo7uMXdUj4uPM4cd9bkGG^y`m+JAsPx zpsSfW-mCZS`^VG%6lO4avw@78P!4a4@#bLX`n4_Oq{qCs(sSmG4_0 zx;b9;qOPv4C)P+x@`yZ0o?n6k&FBqF#Mlv zkwIX#*+P#)6Z?q;tP`|nz0Alv_6-XO(}b)Ei;_3lxH^h!9_P!SY%kP+D z!7MmZzKwf5=8Lys7O}$2X=-X}yYS#-Z{Cg87 z3O#9y9Fq*A9FpQtnN?vOI|E?0veL7a%X1l@gF-aU0nbx^Ii`iAyf-EIO!P?RvTri| zxRUGrPU>O8g;8|0SriToA3kVEN@*{T0V-Kjz@n&Xm|EumLSjQL1cEv0h8iEbOQ912 z-vw(ip7!gw$J|L=R@z)9q1ZZ;_l;lDlYvTbt4CtKqat1K2>|>~0~e0m&o13gz48=c z?PW1gSyc25bgqycr|KwHs+y+kGnnm5)VD#Qfez`y<)jwqELznGZLX zdl8t6NA+v22xfW8-{ptw^A?uAH48JI*pF!=j3U3QtHCX<&u_c_h89x%976hf(Vs#` zaR5}JA6C&~nRZJa0L+nh;3!3A)>U4fK+(LhoT31AqZz^AtgF$HIRBk>7rU~_2VXHD zGlS(Nq=M2Hf3iv7ITZzkHLgNUmImg=#ztmk^jNuuu=$KtgJxrV?eJGJc!yu5B->|P z8JR5(gu^SgNP~3%2c-t4J>Vf0tYr=yEH)dG{+W{E!W8>r!f%xax&FpmZs=k7D3R*x z7(meZ9dyz{4Nd~XrrpUHQmnl}6nS~b1)Z&-#Y!GYCK6qrp7;m)se%A2N%BXM(J%(E zmp^M=ZMD(-^kl|D*x77?0AU@eyf3gE&cw0+_~0VCnFH74dstoPSndUz>Nr#=$U`dvn`y@L;I3iI>}4P=8qBtmd1G~L4O&dsF($|o zU0BV{nMt8ltcN%gc|4tZdd`xXu7F3QKA$~rX9O7_c!_KdR=C%XgL?5nRJmg!oRj9a zIiw~OLWg!CAr^GP)|wM_vg#w^){d|-&rdT<4DmKkxVHl0Le%WR2-NUyrlC%Dmilir`#kd_Xx zv9Uo2F>mnJ>F-LozWiQ`Xr;GA?zeFx=0JRXcMq4(t~od*;xBrA` z8NqI}aw<$CvUq8C_N6|E;(1O>7i6QUqdDv^hi!RQTdW6ND9~8neS~iAa%EwD3hdU} z_K`Nt`Jx6Ds#)Golkn3FnM-`f{0IIlvg%N~MgJJIu-)EK~spfh4?EAdK8$bCRhDNFB@wH1nEe-vB| z_<>%SDn&6{N)pL%4h63)FJn6#?rg9l`z%}ts%U*61o_q&zR*mrIUJOf{jYojPTc~T ztaX_4r8FzHStwC=WW`#2FAqX~jMv(28#woFsp=0u7zO9aOGr z06qGAvgzo@#>ft=1YUG#?Apg~WN;Ygah&Fnn9ry2SMQ~k!T5iVNRBB;>{Nq9cZZ+8 zsSBqD`f3w@d`h=Y3A-n?PEJK-S3P_?=OUmvw=x#82+~&m%?CU@ns#<}T3Xk-30!)r zFnnB3$e=NV3uL^clHT2kXnL((xB5}wp8H*(v~B&yT8T%6i{`A(8ay92xH}8C2aX(ku88 zV!TU#(!%jZF`ZnVJIL)p`3+U-y0zvN^OyO1Nenng-huW*huxLv=o=tIXDQ*KWPJ=r zRB5A&D^j~=eX%y5*}Hn}2I<SSk{IdpQ`~bMH9`A3w1nAY=qMqahQ}|ah-f>dBDkxJ2_*=HN3h`w4Z93aX zuYj+=4z!Jhvdy@E9WIA41*5N;eq#)9j3;UKKY59h-CL!8rl9B`tZYoFj%M`gRd&Ae z{nd#Yj&!*z86E?`o*6l+=s#_eh#rQq{}2l^(jXX7(Q*ak5f&Ea{!}31i3k(Tm569& z!t#3vkh`MCM2ObBnsY+_+|Go)Uk=R=IJ9`Rh^qgv1MGSFl!SG#KII;?sngmw?}4a= zG+x9a{a|VutD8L?ZmpFXzO(thPa0moDIi+nLA101`Wth_$2H4tiU)##M@Z=EF+f@= zW<1k6hrat=xpKu8KpX9ifB?$8prByrR&BFlWYZ={@p_c~t-*o}bw5Gz5v^ndaATzA zu8;e6UJYXv)7{<-#07Shnho4j|EKV-D}SsRs*c()+u*;SqF|+HoywzN=4`$}pzhlN zMONf$qw9lRb*ZOBHa?T32#czgq9Z>q0xyaLfDAgwz6~l)ggLn!5+5Jmd+wX|1(;QTCJ&wf%1t`w=3_!3f9}MUSdF)SP_y|6+60(w^RbmA)&OApvBb?~ z<&-3nvf#?>138lGMY|nOIGx{0Tmqk)l#O3onUD_WdL92nhI_d}s-^ z2GEPoWL^x)mVK9=?_CN@P?MBVP1KrIO6;yN=jZ1KPsw&;Q!2#@fv-N=V+V*`kgI`S2OhkpxPs1(Ne`FWOJcOh_b zPo<@$S(f4lC09Zx?wr%yZ~kWe2)HI>zcaVQM5MYu6hXnoXYwe1Ey!lnakiGQDXftwcTceMBetbG#*^ z-%jaMGJG9*crqi1vSpRPmihkhpC$nR`1f#dRU9w?I`r<{JBHT4IlR+c48P;&xg0Z( z-&XRtTWJrY=c}Ljej>D2NSt&bU!on-W1sobsY4qy$>ZxSqJBDH%OX>Vu~5kUk3BU? z5+6JPLuJE1eyjyjs&3q>SgtgFj|}bP_Io#(HYY{$t|bIbPvUGCTo5<`ED0!PzdGUN z@AeAtm#@^Y}y_tud#Rup}TFShwA>yY6NS0=XQz_XSz1`lUpFe`60&;V*A zfaOm8sXf;^kWgSNu)3v0=w>|muv=ypaSK>5r~3L7&l+P(A35yK>(>!&sBV0hN&u%4 z$3K5tDCrF3j99q%Coz28cWZ3=7V45RM;fRMp7{- znkxIq8_HY|lyK3(cCl_py&81Ui*BT~4&qDOxvzMw(24z#pvy-IN*0p)3PA)#+}zx} zO%mMrjdNX$$>uIDF3L)tl3G!1@uU%L_P|lJY8RBP2B~y-kU~dZi-~3b%5cMLZ=6UUiPr~EM{^n?<4tp&ddGW|zwbR778Pai9(ABJ8n;yZ*__`OWfvQ}*ryApA$_b?`sr(2PRqIIH~0~^>07L^ z*=NLT)U*aRoN%c8A#I<6LPGeHS=sMwaQi`}u0+EkF2SJq8!fd5E#T$FEQCSi6SU+{ zAx_}!As8-4$WPnYlY%-DCjwlUa%Z>xU&7@2~~J%1|V`dnSm=2Q$8N{-%=I(Tfm4p1FkG3eYs8F)}Gku(mKB>yzQl|Uhh zeTUiMSVeKKez@d5GXCJ7cz5nl=4urfOpH6-W#waU>;ur1+{#jTxtYbz&0;!sR(C4Y z`T9|vGZSl_>wk0+2tORYQULrN%rRf9$`Vs>_tiLdHoiB{!4PN_bJmWWo*{#?@DiAJ zP*0@Dr}buiaq*+voT=>0%gk&c68dCmpOiHQ*BC(IPtrNQ6@V`~a{r-%6h~3pOpJlt z%9T1=Ebd4tQHr&%zR+SF%0yJDC6omO`8gVL41d`x!iVne?&vk3V5(mM>cbVFRR7T@ zwIP;Jp#%763p!^@?Yx|vI9k`PWMN^IE$&Ugj+G>&I;9K7g;Niob@xQ(B7u1|(n{bm z3|?_51^ar8tCbFlNml^y7u9Y-e`sxEqdF1t5p$4lmHwK>D{YK4R?EsVY0Gm(N0tpM z9H_r>Q@;eY`ntkI6c{^x`S_>Ils_jO%AoEr08!gIXypH6UD4dh3AZWt+mj9tZP%8U zeccT!6(liObhd&n-UNJK3eNe$&vQbTkI@6jZsSOCz(TmFpDGHu(rHIw_@7&lErkQ7 z#C$OO%B*kKT+CqKg-({~2Atr1yr3P&Y%&M=z#4%fTRbgKU$zgo6E&&_0nTse`blO=RvGE0S=|4%m7*BTXXZGi7G3@Psd;}1qoGm8WRtqradxThNFm?rJamdg|77* z6Cb5DR^|t&o`mCYcpS>b{O_U^I<~kJ{6Iius@j2#&IP^E%}B@bD=l3mVb$guE=?b%NY z&LlT)9wMAPuaLhUr_7v#iu?YMx!O z9M@fhIR%)1*d^5FS+hwAbdiG7dP0y#2fze)ys~~$bd-HWhACZ8){JlG97I=4hi7td zc5DR#g7JCE{khD#JdZh2D8UOJ`UZmL;Q1mNE^r#^P-_%M{Y>QSzvdZ2UoSWRqt#Gl zqagiiN%lUv?lK%&^rUSOo1Y)9Sn!-j@tl0-FRQMuX2$S6se~`^A!ycWfvU@#G?kfs$F)+%qQ)=93hwBg<5@8c#=6DHRZ17j!S4{o^Torf8yP&`u@w)xYaMU&d2@7QM3Z2D`E7?x!GWjl%F}D#VE7Z z+-hnMrP8pL$$A(5TP-xHU(B~8pA68H%Md|pY&WDj_P0wqARtA!o;dT%{-#iahU|yf z|NS-^M3g!d0Gs<_H1O^xH>+Q6Wi@ofNFmFFNk!&|FBPms;|pR(Q;#{o8W|NHF^-0| zD;1$tr^-!!CuHVDAj~d)<;aS2)qhoq#(V@+qJiBjeun9H8?-u~?*q4B(G9@O2c}X` z20BZ&!_GT#p1#nqRKw@LtXi8Gh;R$g{|g||+(WSg0|TGDeS4{I-re0jJTU=P+Om$I z$KXpmdi?e$R4%{=|5$s6?sXX{t{+rn)tu>Sv`!U6nD{s>GMfsA>ZBy)3~anv$3|z7 zVlNhRX&H)q-vN?0N3p8Mi%4JnP~d5#e%33G z@PvH_ODkp)zDjw2J?JpZ96Sk~rfC#Ck5Y;eH35|fvuiim1EI6j0Qdo+tPdna>kcJl zd1IrSKMPI z3`v&D^kd6;R=!PKij$}7CCgy;Su#&OzyKKuQwddq->CC6NAS+KwN`usb6I#ABJjoRKRVpnF5`GU12dV~d z6EP}_hp5lL8CZ01iF`iiPqEtz4n2QU&?{@xE0RKp?nnMXF3B=}8SVsHCL9vh+`uWqI8H?RXhB28 zWpF>~M5?uv&H&8?sA278#qW{`koKjin`z^dF^#bLwutO2WS}Y^dq0Yn?L&``%lce- zoeuN&STki&W$`NQ9jy**YTFD`kvM#C4tG*i#J@Ak$^GY^(A<9#DpV)k;W3lp6Q`N} znJ?Qf09tett+3gD0P?x%eQCaXc2@~`hBP+ERev;+2}hpfjvd_Hr|ffTF%f}?n!E4m zA-d_$d|O6GM@y06T9k^ul>UWpKuh?VO8&BamD5;F1&BiyGUUEc0~1L3j|qgK0OEe* z8P@-92cCv=9S`q2C|NKr_5RZ^>Gz(bM?Kl?=*9(L_)L6Ylo^k!nMVbjg|X;Q6f#EZ zON+zunuU*@rpW|srxfYarPo7JD2Pj#sYs;y90V%8S|GWxZ^|uBP~gpK$<)#EO^TUM zhcs6Hig|`i@p7u=$x@s?$cT`O)ia>K7(igCGT!bgm)&3YlS@)*vlb1SB4vX$gT4&r z%7>$~%E65a#&1KVjxzRT7vhaY?3JHMUf(Gh8yf@O-Jm;Obu+a7n`G&)A%`cV(ZK;3BcXeao?7(J$TZV zaHtGAU$u)=O3%m_v7%&wIYyEMWgb}2@s9ga2-})f=VlwfHAxfs-3wsAH1u9+vmNxb zJ_pRt_*WQRV3FW_qBrp?eq}?SLAuuX_?OWAdwFni&<2mJ*iRO4n6*#2V&X?hEPM~N z`%cS-lpA!TIGMDIB@E7-aBNU2c*unishst3?E&4Qy_K#;nYnECZGEC?5(>ITZ{GA0 z@o9;$+;kHMWe|Y-=u!(s8D~Tq0Ep)kDp57D0X0}DJVXNy5dAPWL=)oI`!Rt8*Aoxp zzsCfPN;u1yb>ak2+Rn&fsg(k2a(|H&a(5KMMPb^V_fzDhd)4LbxZ7-V-C1E)Zv%>X7QW?~`W z4O*-HXbJ?rZLylm1a%f8(B&LfPWDphFF)r8>;3V=1Vngo`*rbU*NAbhe}H0u9?}Xh zd)qwwQG>Z?d^yB93=hD|$;9U~03l_xhXiF~JMkmM!(-#2S=db`ysvB&aVCQm zl6x!F+RVa#JG2OF%y>9N)?PL|tOm5sWzbjb)+I2ea%?mJokG=Ny!$zlU;%J&Ae@i6 z4)ff`Lokz&SvHh8P(sy?|1HJ-&Rw(bxzEh#Dqp-E$yH5AZ5l{B#UPHilP~G|KB9J(|_!6W?uBU!+bdJYvq$y&dW9oPE5Q8aohdv+{$ajMzze9LTB4wn2E>~ zC6wp=LpB4`0tJ}mxSya{pvRV%vj;#2!^ZIFDEYdGMy3Z`tr?$fxVhOYqF-wEV>0)H z2anQPLDPhCak&fzDwZEcji9(--TNE09VNC017|A=N<339r7larIy(P?ueL2|Rx(Cu zDlpCRSADcUz?KHkrg4>*b_mkf8@JP6Ge&lUDn!lL?U3M zgERA>@skL30QmV&QgaM_bKv>v0|35ZDzUF{Tk@Z7nQ&BJK$VHl(qC$Oizej?3&N49 zJ4(ifldo5&-1O;V?0enR5STxTwoy(w^Od5$c>mpJsoP8@20sx=zH3-i&Y=%#gB$en z<2j^aV!Yxx{JbcXKa||Ht(2zSQJVVTZ`ol8h|{?1?)@@cNCu#s`h|CN{<8M^p>9W* z4Oz(<8hE#~3Xxg)uTlW)#`l7;jNKFDbl%x_MnG^8=w(#jv>-_)@Xp8QHL#nyaql!> zVW$2NeE-p%?`eK5fG0)9h;A=#m700%i{=X^_s-x>)W>m3f-jBe?8*2G+X|PO1~nC1 zu)~*Fh8>k z7>IfS)?HZBe*I`o0$<;LHU)s?F~EYj$9@5Fa%i6z^ZLIZj1N9|KA-IUU)l%%Oher$ z*5qRX5c3|{*Vi#7*kXza=)jDvBmY9 zn*u8PRi5e2WOR8of48IOPM~3>9MEn^;i(q8nvYlN<}QVq46!raok4g9*JY9N5MK}1 z2i>M6pjDoiUE(PTy<}JTI;)<9Q6A4fZH#O`75RlO1qs?o@>9s?u#;lo@Ec!z?v^o=TIbFoNy(8*>3(Y%6SU;#@U|dxS*}JWM{|XgAZ8I`skF_h@o)?WJ&`{nnsjE zgwR^VbltiNmqeLWxE}FivI9D0*eEC^htKl4MkCRR)5V|jb{_~j?#{P+B;|t{97zlB zUp*&q0btLXt+cms|0{=~VbBxV?=1$AtjtVKzvniICRs_1$9nP*2ka03<;dF^tKc?5 zeIk3|%QQQwO5R<2Lt9`V#0OYQn86DN6Vmx%t6J)HtdSMrAgeSNy1>xOGH20vWl zv!-uFNy&iUJ~Ee#SnvU3W~`Fy`NuTDU4)$qU6fj^$^5y%^5$mw;^N}Hnh!X#;ZM*d6Qn|**|bsol$|4YwM(-Qy${sFXv;dDUvqtfN`@3bkm z$*U)dt|$&|E3k#YH1GF`Sw&FO%!q|iEoh`#fLf_=dVS|XPU4a^zqX>#7?#nKOH1;M z^IOfq9Yr67#K@SVzNv7S0LKz#=SB3-trG&tgU7!5AD2E)RB5#od;sRz`Rc*G+z+w5 z(QFu#cP@;O7FqF>Ak;cy)8Ev73hEfT>32pm#a#ej?-vx#Q6m|CV`3)hTA0p?(-fVp zin(kEl;2=(Zq5NqtMpaa2H5fKh<~5>*GJETS=z?M|KZ8~amE|oPJ!2Y0bS7*fJ z|G0jB48D}AH!~iBZ!gAo3JME*z#y6)Um|dbDGd!%j~_oyY&RP#Z3h)trTaUgedN0G z3f_HWGhw8tw7yyH--wRB#pdj;D5xk^vstbVGCP6YD>_(_Qu0kq|A<^4syG-dNcWc) zgQplntUI6iByWmzgXt-XKC!CS;(ZcOu8M<#lqGH%EZ;N*lR!CfrL>&DpDc&x^Ck0H3+h|OzvzjXQrVjuR76#NB*+1IYyw`zcqM) zjA!a=@1@T%au&ysVl%`q6HP{!M9lIfEK(JBuTt zH`V6ruOF&k`>>_xl1%H^Y!|c*uCxs`fw*44%k^I`G$G)Zpstwa@(vnkxDVFen*$We zh9OtQAa^dDK4N(X;M(nDH#Wz~x@TPI|MyOta>?}`X{>sPom*Ly=pLRe45ktTT(3KxI*fb*B z9H#fJF+j)sCs3mL4w%N1Xct)2g6U&Ga%wruepK^dWDksmpmL&wM4TCBluAHQ=*;%) z4BszZ{rAP1s6h^SMY-qggmVltUa;B4nj5Ax75Y}AmX%eBjh)>G^YB|qVLWxgt07F> zH=||17qn~gm_w41k3fP}0lXE=T+bdgVn(eCj6HGr^GYye@<$xpr3e*rsSu8Vp!PU1 zf|{9rvri&TQcVN?hfa&_zJ&C+MuPw=BzlKYImv=B(badXD z6jUzAa0a97CLolT-h}K>pdxh))O5k~us1}1d$u9!d-w0ph&u{6?zi2NBck-*S7^qH zX2$?i&YwUdl%bM8hQb51Xj6Xh+I|9vomyE(s2ET}SlTlyv{pB@EiM?qRA_87VW$ksxg!bp|`%D_9TeW*K z@F(3;kmE3)Nj*>Ojqz%>~y$6uK}J5W%{G#LW9&3-}`e zU6@SdMAv{n7md=hZ6}d88X&$We10cW9 z_;R`-Mc+=Gs67=$#W1t+vYbJ4BZyH#K)MCKP7&XK-vR;ArW z>a}7DiXvc*F%;)s6K+L!#YfRkBLdGk~xFpjd>E_OiRH~FfSH77s#MHc!4|U zwm?MqpLK&*P3H0dIe09Fsf{3`iJ_sTa4@L#;=4r?6hE;9UaJNO$mVqH?JE?KktA;; z;wLEYI1-A4gca)-M1h<1u8_Hw&w4R{&taR)LODI{?nl<^pJEo;*1G@SpFu$KK;;EX zi?R8@aDaqE!0wlUeaCOr)zy=ijPPWUdXoeyz&2LypA7HHIv~-Ttk{n6Lk~ds1K!{6 z5?WLJ&3K58hRPkhB@#i-OGXk9clOm+4RTY`X=;FkP07%v8WJ6ZpaX9-_SQfjnpp79 zt9!_yN=Zp^t>okFkSi9Oh`^t5aCr3#BnS&N#u129MD|C%-+7Xpx<~4=AG)&b3oc}Ns5%u5fYzkwJSR2I&Bu>Rbsbc&C_Br*6EY}ZD z6AWy`@wdbO1Ak+vnVFfjI4!2)=Zio!%*4#Bhc_x6Y1{8D@T1hm)Qfj>p6N=6fqrdM z9#Ev{iD9E&Br%xaqu?p2yR0g8JKfI#!b}RL@Ec7a(!*;532FjPP zpA;92(6AKH#4#^r^Echvm*q}j+sEa3`~+elQ`nj}n9=?wmCiMTBx9i25?B>YH#unR z1CDnUAggp&-x#w0-a9(k8NhmFhQBIcfXaC1aL_~=K^l+!l9HK&Lm$9P`%|EPERl}m z_&m%>{8>oQGyD@RVbx{J`*%4SSUhwh9O@T~q7ra}kE`UO~04$&9bt2Zg80& z2)r~ueF(18V&J*1uazJgOrs9IAPlc8Cj*SZTzZ9qF~(Cu7})f#k5j0Nflf~|6P!ElQZ5pY;4YPO62+P$x9 z!E{(5%Pid7+|O}1mGThy(#dN-FaMqBlb*PesfNT2g}=PuLhM&H7#7Q1BA` z3LT6?XcA7jZj~j?7ktkQ24TEz5T@D#ws-z-dikDFx?mn`&wT!r<0^c9S0^f&55|^MA4B`aZm--ab7rq3)k+`iSy#6eJol>Ft0k%LAzj!IN!p z1wl`L<-jZK=Rk9Sq!NKjLjhWx6n`2@AXb3V7hPaC^9i`-MVz_Pf>Fr(&y(w-OmLE^ zgmtdpXdBFZ!L&pE?^PchMI#D~nsl=cqBx_VY(A_>?ks=`Yw9iyzV38KFc zR)B*GHV=h{`#sFUcM`cd^9Ft)Ku@OUwZd!*U1LSy3yUcK^L4;ydxfS}?>uJyyOL!E z+3^RZI>vMpser2~B>8sDq9G!#*NLFohD0u)>6i^Qls!U^I32WO0G+F%IMRuNDs9gs z@ByX(2}ckm)V&{DJnZyj;b=zyMAi-xvc<`X_M3 zOAZAsf)LCx3iEr}e$be-}Ztq_{|{E!Ii!EM>s)csnJ5-(`Hnsh$nDI=d3o z|CBy~pAsqRhZ2VWi~n+T9w4Jr(bSxt*WsQSdcj11i3DbdQ~+L+`zM%K*ql@4`P$1J zV-%B^dwzahvq;Nh1B@qTMeZ|^2ML1+c3-j|?7H%FeviD`?{1SEFt4u=H3fIH#Q5)J zAESWc1pvrpAU<>9D(9mvP%Fz@KZPUF#pk^oF9FG6oI;M)EH2o@SWVk3l=+H!a_W1o zEa1RSy9tY#5jVs|9KmjF-FHI$=p|0jOE^n_a#+HD-Uj@!)z5uZ1d>{4)H|;nXPn-` z;jL8!@Wx@1Vz z55SCG$LVkX$6>1ggdMstWU%?)s{{m`_@ylC0zKr8_i9`bU)O20)nE%aO zyoCLnJi~W-#-dAaQZeS`wRH;@gd;&DkWASDUP`?8b%)xm9uNg8X`?{#S`TpJWgs^d zU6S$xol{;GH@G0f&~7K`4v;jDpkfM8CZl4Cz~{%ohG(MU@LoN;yWn4Z4Fx!L$Hl*8 z>Q~P_?kDk|ZEj*O`)#l`Q; z=6~MZr59*`np{A2lT>4AUnvAZ8|BesBN&i3nUK1j@96ryD7;Eu z5!Cs8V?f2^+f4AIiG(GCtdl*Lga(;(G1E6_Vq|g;p|ag0BBFR_ALNAopg>uTFRei=g`FKNVFpt_tB884aw)-T?uD)5p`2_m7J zb7djOnHeQz%d6CjOrPXlfw}`2ZqqhDeCQWFAhJ|cq~!rl$nnz@8!+T2)?V$7&#dPx z;PAkNB~+5vO<)koUlURaYaBtTH<6&r`(5njFo126JNZUB>Hz?PsG*Hu&hk1S@G?J= zi~(OQjnevC7aiNmz2F+xIMU>IdfvKg3RWv1CZ_t5dVsz!?~Jd2bOS;GKJ4Mp< z$_7njelNDP{HmS6h;cLU|L~7I5TVmx=hZ%>O*#$ZQAntvV5!Cj+Dc|kq z(;)kjNJc(Ib9u_WPo0eX4a(da{<5i$l=QHUm(zl!u-QN#jP>p&2p6EFqf)=G;eu4f zUQkQo3^wcy+52EaHX#g&*~gm2W#J{j#Rtkuuc?zi zO5T+3a(Ke0jKRLt*GE)&$Qr=cm`~SlNF|NqW^5r@^v&LoW(y#kDg`m{iHQk%<`_Ey zfuL0^E(nR%3IaEl`TxT|ER@NEipZF5?K`=7vrc9&q+Mu8Ttb5X83HPbkdb`r*?T=P6wYGhJmWWD2R8toDO$HAw&&Ik=-%AsXTZK9=Tp9HP^0E#rH#U+>eu{wtM7+ zgWdXSrU%_v&V1G9+G4js|2&|nKm(69-PGzkFyaWv^QcS-e%L7Iv_TCvT)k$0W=v@G zwW$>+F^0Ap=>VipV^v#W=ZA$a$|L0-!VAbVzZ)cMgK41I5FOCTrVsmZ{XBMu75-D2i28U z(6so4>sQgv6@Cq+If4Wb)_xxm^H-5ZCJMtFO98(8OyR6owYQ`&a>Fd8-kRt2 zGv8DRQ2r!KfGM@AwRKMplF*G-gQ7Z6xXW-;6Ma+x`n_vDOBO4}kICn7398~--c<45 zo|C@|7Y5(tvDz~kG(@x<93|^On~$_ATA4uOi3iFL@_5+j{~QKtSYwq_gJ}cL{(YC4 zb(KSW@F+~-d_R>R)7BuVr)**SKoZ+~(U|{AyRl#I&tUoq)C~!`E_8oK< z!4pxht2iF5xFMq{ar>L(=TLI;3X_;s2jHK-i~(`Q%^<1ckLk%`#GuqZ&-%Q#xvu{874*p#_!Q`7!0_F9zhsWaP8f3f!lYBvv z@C@SO_f}c2`3JPe+xtWLwW;4*sbvj#(*%Zh=)V>3oaz7WmEt)@$x>UWZ>NzAh3okR(@~aP(6RB@mb{h+F)io(cSB zZNO&mlW2)eWhMVwtY8Gq$sLZ+(|`_KTVf`^uGpKYP^O+l>fU9Oo7=ct&oZrd0UxKXwNTk*BMjc*oCyH06lU<;g?aB7$vx$^;M0T5$H*IGaXv?DY{i6k3{vO`Wk_q3(Z-$$> zT$OJ=kox)J4B_y45{NZeUTIEjshyREfdQm+^&$@d9-y?mx^$^=*h$UtDf?Pn+=tD# z2sD7~r2V`hoGxHA9W=!_-LYC^Df0qqzs{QcI}TAKDdoj`C?CN>ou_8z=Qo!yi7@#a zBRrv8PS6-429<8rJm!EQ@rdY;m)dQITn*`MC1ei7{n0$kqe)rR(Zx5)-t6W6xWL%WAc z+aaUmeJ$k*Fier>>hNs~X#w?#Z|f*#KX~s9MwU17!aVL^K{Odelq3pVJBk`DUzd8v3lt@B3<%Fl`G77N+BW;VYfb?M_B5*;S^Mg>ZP_UTIb3A?1}UO#D(de@a_e)gooFfSN%js*t7V=Pj^ zd0o#(SKfNR0Q5yM011{Tomv(WS*c}o5aSApGrRSrEpIt8iWRu&A*c?Dux9UV;>P%~ zcvx%prD}ztTrCqXsLE^k9mT6yfMtCFB^sK&(5wQ1n;mLPr}OZOF3GLPg>2bP;JZg$nm9qF8sP1^Rb_IN&&GC43P z3B2~f@V8?Z#VcSS$-=6GsV&l}a!?!@|s#b-=RJc;Fl8x;j!Ok=fU{${Q{+HqMU z>uoXOE01qCj9+=LpAKMBE9W}SnxCZvPWw45JZ|3z zwmVmN@wRPonO}{~B$4>-0cR&;KV!;V!|&rbyUi&k*}beByEt2R=fVw*6LwX(7KVe> zb#qa1WKfqaTP(d!SGW^bu)~@soLVZgvf4p@7l}6_v@;MlE_pNbK%zlq9aelja^2vi zpwT0+4Upwx%U4=jW{?=7;m863e(tZ#?M8#H>^-#ehLNjk7w4lTqFx(>v(LjxekoBy z)+-ga-5PI`T>hMQ-!mo{)12mi$A>~eloR~`ODSMGu6aAmVhrSmdCTjbK_B+Uu+J9i zx1#%}linVot14?c+!J|DJ5HN@v18j{w6@m3V`!a~&>93`^vRuc(Y-Z6?RKXgw+Xw# z^De3bSshf}n8ur&%n+vu51d!`XIAFQZD;Z38E_6Q#QIlP_mrp zZEdeYe&>zAnEt>36Zk%g z$?ahbjfs&_aX~@BAI$z{Ab!z00%^}z(B*}jeoa0=rL$k5FPj#ao@L@xfj29QAynNx;kn^D1F3`VPlcX!#X|tIV6ew7Ima z*2}KIE2B;yfuhT4Z-w3zzX2MPY>7K0!B4!_4SMfm_F~dG#6LVUIP94vjf-DOjBsnK zFFn}8PpC+mNugNTmEE&%6R;427@efCZRxDrVpw~RC_Ah*4KDL?; zzmYJDFi8R%?GxayuVcmkv&DdgYI`lJVWfcnk}1f(x~*VhU4_F}0LP;?^O>f^QG{Jy z`V6_Xg4I)S#VcX_)a6;|y$KAWsZ>^MiiKUM>NpaO3SI zCFBp&B}jxhr7~^>7aqCwc_q2l%)s27&+-L7*Wyp6&|r@FjWZll#s#4u9bxu98w2Pu zv+TlT!Xi!>ZNzo0GpWo&Y+xD%Zn4a#&=C}TshIV)YD6hbsP9ohPDqtPR^9o0v4t`Y z-{XS#h9i0zCEri4{NhmFX*|>maX0@C=B)QUuZ)D|+=r5!`re|pJla$j* z?x+BEELlQpNq;GYFCfBYyg@Ek+z240+RVO+G;4%~Yu$E%6b2E+Ho zz#;XFUbW8-@?M|GO)Bcmztr^P)fccfuj6wBlcP2?r?|EJm&&Cs$2v;q4)ZRq>Rfj1 zv?XfDJd-s)d6RPDb6jl?U-9Q_1WZ3xnw#_HB!01vTGsrmlLAVRmWrkV<>dHo`;w^S zh+q%LIw|I*U)b${LhS~a4UJI^SP8O_h$3Gs9tn35MN~X;%Z+jN0s0ZpdZZ^A>1;=c z5^{|RAXbEd{s-?hffe6)Wm`W%BCBR!tCa64P_y!?o3EhO>1uobPMpJ@sa3Mq3GtzT z>B;`0No>zn(G<^g%pH;oz@gN$93wkoNA_P?XkPdMbc3E%NVzs+#?Ck!P>IdE@eLi6{o(QND8c%V9gWYsQR2!)Q&f zXi`#KzrIk*(fH9qPO$aTiOL!LijlWWt~cUd&y-tk!-s{l_0F^$+OL=0URSy%1a(oy z9Ikz6Q)mq%=M_?g+D|;@S|;4=6_#m+r!MMXh-kyxBBu16WF@I&~Zu}LI1lF~+e?{LKT-?tbnxlCmAmS2kZlwgkl^-V$)Q0Zps8RN&HXp6P| z>Suw)pAx&W^YR~6^^SqP@bW*9~lMg;%dwY&zo!h~=&K zh4Nhea=ludPGnuJ&m^t5Dp=Th(;BvS}G zpdT8IS!nlf~Avfl+LJXl1VQ>}{NWEZ@3#eNN&&+n^0mS=FDrWbpaxSqaMm>(|-oWDc*$n5# zwE9I8ty_K0&KW?$^MwNPj73*=dv4#->|MEk&8Z(~mheft4cTm~)6ze7n3v2+Uxta; z;ovYz0ps4{LF%Nc&?UcCH{@Q`pCxPTl4 zYz%YUzT!%4s@=`vxNvl(_{ynstHEv3B6>J2WP#q9q_x-C%vF2jSc+sx1ywhw5y;yfu2jCBP-YEHcwHK*q#ZXb5SCa?+>vbgILpsQJ z>b;m;HRrNOu(rY-$;*7<)vOpn|5;m1<#ar{saDUy>}=*e{2QDvFp-amBRpeT^wD0T zWzAGg;89-_#)$OKNtx6KWZcNI1xv+JWJJ*1!+{hbZ`6xNT3{ggGqA;6;?*luF`~@F zuTL+O)YPO@R8%qxtap=vw;tHuW)=|>lgy~DR14TKDjuDk=ZSH-ONF$%^u9(=JsE)@hQk>Kdf**o$haA z8`3K%!!>sy!_8k-kyB~f$j;m{`9zUnc}WV{$txGSluunRZo|~ zJQ07lpCy^37LP17tbY^eT7=sW`4%?w~!7aCo`dccvD(-&{_kZ1>@(P}xGOY|ghO;z^rC-KJ>IrjOBr(b(Xm zot(~E3#vYp@1Q4tWe5&pz%jNn@%euE=)YC`1U!fYFN&TQ_ zdRO*}uA$>QEE)k9RRrm&!>2zvyNTd0T1Xg_a$^VF7b&wC5z6+FrYYUWRGEAtVP@gq zjfrWpj>QLPT&!61+ECmk$J#L&l7G%p(qU*uUp$S-bPe5Zy$nq}dIEoC`2GdniSs7q zr+Rz}r%X6s`Tka4U75pposHv9x139i`UPUywb*Q(5Y7uCIadk#e#0fl602L~=p;%f zGT5_Gg&8G$Z&BbDiZDaHj865V*{I5Wp|;mU}aB5!w1+jEL~VUE1dy zvac_@Xy_k5e(eLA7_UO*IXTEacKPjeB6`TdIKk&+u~YhBL8=Y^U_ZYOhDxPL&!sT<=i2a_r}$ z%}rnI;wycz;+r+HaeLs|(Jo_=8JlRG5drsllwpbl``OjMm3*>NQFAZR-`V-3W5}lL zh;m5szTQ;;w^#0pV0)=~#b>f}k+Cb$y#e#k?{*j?I1+jXLC^Yl#I}aigP(r<(f6mH zj`-v2Pok^RE^)6%9O)ctCmaM)nkxH+36Uw@zkKXKhATXlt@cb*qbpm9prCK_?#RsV z&VKWOgM0F)LHELDOY4+EY;K8&3fJ)A=G~q-|1iyzaEQ<*lBL3)Z%iU9=|A=dCff;n z8Qs{ICWaRuhthWa$!HFV9xD`mJK*RFr#x?((UC5`qkt z5*RF+4-8YcpFAxn5Dj=otX$aJZPcN#1($0-KqRbXKhd(^x3iVQTm9kZRu0*U6|K{3 zsbWJ0?nOhrY)%Rlf5SD<*^? zwJgvvSp4PZ;edy6lr^&+CquB=KWTHAx$rkn<1TIKB9Z{}K+b9_%8IzNhz9?&qD`#kW(@<6;r~iJirm zJsPpVe7nc5U%$>FSPE!qjK5Xb3GDR>wPl@nUIYaB~UkN zqfDbqky%~`ni7v=bfFbN=PRk$XS9|wJDpPQz&_&8ie}!kX(c8?w$cdm;Wxh|-!Q$1 zSfDBS6NSYp^7}xEnf@JFhpXPyTyBYy#o+W)_Nl|x5d06yD;SCk`53nK!WN`;?F;)f z2A^j3$|_HuF^|jOCooCW@s&mLSA|<;e*FR$6_nZ?;zf68c+r)L*9bf>T*U#Msk*f4ijRf_+2DBCblsDJ!|P#cAl4)ffx2n8I+sI2=f%rnBhJJ8X16j5)#7?|$6 zRBR{?Z%NIuAJ|=Sqi1KbH%PrbE;>T>s!mO7W8#;I={Q&tMdw{tG})F zSi`@S9*pdN*b`X346;S}8K3I15uBs(aoIhQc6qB$0RH9lXMFgj+&^yGol#i@|Tg@366!>6N*@P84s^smpW;MM;f0o6O+ht7rVp z$ZWhDgkv`SZWPCy%b`K4@eLA~yQ+{W=5|%J8wilrmt_{cPCV5S^vEAa8xvx6bxZtP zOqDZ8zQF_e_4SEB_4%07-`}5>p1x~^@vKLHfalyR_P#dKwPgTnzyq#hX2RpfG)$?t z5Bq9X0bXVPfXR5Lam()35MTH~IjPxJP%V$ig>p z#>CniWNRia#VX7dq!@_@o{=<=U*Xf8o5aw_zKtfP?;Li}a?N-jjAyTn!>UWh-z3bZ z_50-W<|2vNW;6R#=ZbL2u z7>mrzLG>d5FVu&)^H>|i062bg!N9G}+9oVb?n4wtft&6YVLm+J(Lzk3nd5XLo4+X`UWLn2rk5Yk$>@9jRI1*O<0rgXNt{LY zkT6$A#6@Ag?%{zZ+G~PZrYAG9NHi8h!*-W@kEr71I%$8Kfo6hFQV$-$VAN6PK(WI` z{M<@-*A^(ZfK$1@*-pKY1mX$$HNv^R4uUvZO_U+~j%H9)7L3Mn$T{2_bU4KwGFR4h z2J68tWAb6b9u7~lP3eNPw$=_fV;Ey}_gl}xBIs>YNXC=v`t$=Oc+?~JOy03>@J9v6 z4c}SF5BKUaLILHjIk3? zkJNFYv|gY{r5+J+A;yw&D_&$x&?4uKCVl$+XfS73_=Q`z?#r3!gu1uZx7ZJI;#}rp zC;a(SV-(e*+68GDd>D-V$@+BzqOoOvpBU|*Ugt+aOVk>6BRoRk*dGHzhCQr?2x&gk zI$G&2xZ6%NdhD&WF(s$Y=h1S0sH;##JzFEmr@_|esak8nIh=WbfLr7)sG~y()K*g6 z^ZR5Cw^Z$TZgmQSeh4`wB|OkH^6qrwnUEb=r=vACHm3CU?eeqx7n_*=#I9nD3^Y;g zVQzC4KyUmENNW>>uomVMUv#=*1T59k-PklUq7yLj_n69w5jU3}4@M$T>%+}X6}gSa z-?=bqlzK@lim2v8BKx|4`RNC$Go!~24%_R0@pAE4FZRL zzB~Cz$rtu0g?~-_9Y|KT`I>I*{TuGFp5yJnfP^>siXqOoCf{y*<(v3>Ru*{fSbl#! zbHA|W&ZS=`QVbdaNb~$anpf@DR$Io@H&mMVtW9j*+D4Zs;Wg?KG-adC(l5aZlDvkaoWn zoXpQ}cMWl{h+x7om{p3y10b<4vqh#LZ&a_M;(BZ>$jGxQ(fBLUu9^#319wbAEmexj zu5zLo2ia4`>Lw>G)6UCkyF=?wUmsD&ExX)ttNKtCCL8E-7bwClDf|&K!n9~Ok^3ka z7#Nf)p8mdn8k^jJ_O+}m95l}&)n9?;6|f~f^1Lx7IsG-)LvR}sxl7P_dsYR*tg7Un zce2b{BU?wW?0M{9ZCOfJjx8_Km`zr{uH3lJJ8984AJ=MLhpu1Hjb9E9;k>>emi&nF zWbFL#hZmEcqN)j;IK18AF*tfAjVj6`aD|t5We4VR;G+ptsyPKqF1c$Ll(v|hIHz%H zk$dz5rW#+XJY!D>^-{?k)S|9ZAE#HAs`w_QJ^zsu)f#2=VedEkNS*m(tP~c$hrwxT zUuu;X+Vo2_dF{TF-*^6fE;K#{zr3e@5cI*POV_5iMZlgSMe(rFmDxj%GC7}iD;$h7 z;F|L_;dMk8ax4T8|JcN6mb)I@CZg03!R_N$F7f&=QE32H}r+!qm z?v{3!wVsyU-z{&JF@a3GOwLM*WERD1S6O+HPXa6JcMMHU+Yoz-TIZ_p6(b-HKN_D& zX7LF|EuJ?Me|N9HgilHr0c`X#AID?Eigu$Kw$tiOWl0M1cxb#=|QP#xE_uwVi_ zsqE6f3IC554NEyhrPPKv}st^s})j5V3yI9YL)s%Lr% z1XS(w{a=iZVmA2@`{qE3@K7I3D@Be`hu!L1aAJP7+@IXCveB2-78+GG6AUwjbBXY@ zOZ^nm6lZfplwJ&G#4s4xpO;--4cE5e8j2JE{n)lPHm{t-k`TkUcPdh%P~m=!ySuxF z0OnrWkteSegGl14YfDxmq>II6IsGUizhtEJS0eGzK~_?3SF?8eK&Et>;~p>5-ox=S z2m5OvJVOpJ<90m06W|m88TbxKbRno9;i7i1u$j?%$oX9Lu4?)vPJz^X1$~oHIR2m2 zAIHeVz5PysiBZK??Q6TguTt9-w`@73;KZKoIVp4!K8Z3bVgAzUbLLn`OXYkPioKSU zL)3ZQ!8yWKcr6ey;z9WjP^NbbazD{w=W!Rf3%}$U^wzwX4 zb~7v(A4`dd({tRwd{i0WFPTDaWKRs9FO&46*l=~yMx=oMm8rfpA7x-! z;l&5z6#->Bdd?3C;S8*{Rx7Ow^>;|3QG2>Vik^5gyD26 z4jtUC8?&s5F{>f^ctL661>P}$)mEQc{UvAb2{QIA*+Bb^3;M86hA2DNjGO`110tfw z&&D^_*20Kh);a3JA3u4*-SXm5t)YcQ)Zx9oie>k89H60!WK@6HA0HvsuI-J^S)wJ8 zCc0p~*d6*XymU+qL2s1|ZfFK3aE6D3XiYcsvfTjqQ3=3csP62}LvM=s1OZ8BE^R+= z_a3*k-K$%V1y)$Ajef>ulFy!|WnH}#gHNUP%JAjXU}(21FC}i_YY#dQ-H-jT&Abt< zJ>$)ZsQIxCf9~bHKB>~cQqsNv?eqF3E^j|ZIqb4k^4>dVp(@& z8yjA2oG+8?=jW4A7;YN*un{G$cm~^)`uim-Vrplngt3`ff}p&D!b?L#5`m&q_zY^R(7TN(vCMBGj_0SE|@! z#2vd@rNM%3ZUSKBlxhV6Ob4~y^u}1RY9Xe2s#K@<2Db|#yqN7PMgG#@&8?Y=d*Ni{ z@YP%NJKV_f>wwPt7Q?w^6wi7x38#u3{v4(7;rjBTwn!_X<&z!rxeKt5{D*QM`mMs- zJg7nlbno4i75>SZ0euY%e(?^w-1Qq7Rgb;e)d!ApcwN83jd*?cH zgq+N%c+`^q4U#%tK0Y$CkE=tRscpS$JN-y!F|Ra6Q&&C_PXH6ep%F!V|Hq{z)nxT3UU5xt0%94yN5s z0iFF@sH+#nd!YV{nmp19%D?H0Q_QeU(9kDlX#Dd#Oc?fd9ktt~Z*o!^;`7ZvY);Q6 z?a?qXWfc@KPHN}9$xj^}eS5{#l*jBrM&DIig!9QIic-5(e|E;66`8#T37;2yC7w}J&jmuzF)4`6c5h%qF)SIcQk2*SbX z>5td$&k=t70?HvCd{AE^j%yjH2(!kr>PcuN+}#=S_VzY9v%5f60b2;mz^q2BX+Dc! zv|~{%OUn=-h7$pU;S>mHI~$GAbwX(I2?Kd!|2$typvPT(LP`7l6WQw9(BmWGmRP06ITY! zGHDi!tNAsjdnw=A_jrmGB@&(Wz*=EIarw9}t#t4A(tRXMnw6QsU0mm&OUg#zG~YhT zx0&z2hMEgE7tkMZz^1COju0}gFi3c_Cl)|5j7HTq3h_oyehm%^gGt=|2%+wBii$#D zJx<7{iPY3ocL76>eh(T8sz?4LvmfkBXRt|@x@$mUa2+%nVYOt;yu*?pr^zUorL4|l z`$O=HxQ$fNMt3>f$FXknN$!TD*sImyW&tnZF-9hHS zdT_8pg;UabU#Ysr=Du`H_)5#2pVegs>7gX~a#xuC{Vf&@rlG9G(6Imz1jZQKtdAC> zE$!{?(Qw$IX)CZE8U9*(%(gxrjxY6$Vg z&w3;5+is{QaLUK8X7bbQ`(|Zas&cb^-d5Kg3w8QwuFipncK%zHL`#SzQ5Ln2+O&ym zSw{!2OoHn^gE%Y1kp-jRokG=|!AB(EscqJu5CK=oYj~p-NO;NipZAZ0k!{FR){Xgl zyr2wn952iU_Vo(L#6A+(`Md#RX!;5kiyO_Cw{jNAPGRw3IfIkLWd}Uq^f!u!BKIpw0u@xnw0fraP6a& zrl<_*x`PZ356Bun32`j)iR!J`e;Q15WRoIOLo0ap_W3y^BOt8Ti|M5DntOlFvX!*=iG|(i8~`Nv zCS5vqPTtlW%~`$v`P;tt0133nplF0ltgthbBBn>P3pk1BME+1HgcUd8duWL%$9B*p zM0djcq-J!s9d|c`boT`Sw?gwI;uMpOn_CleI6P>7Y<89nEhG!yR!a6!b{m( zT=>Vg%5%Satmr%Tvm!`IaD2^ zj;bCnA8VSKi;cq4Vv3{e=thIH}DmX%kf=g_Q(2QAxr%R z=Zx^Uv@f_8IYm$R1NIvM9upvBPgLIPeeaKNP@Ad7KQ3dPM1Rsp?+DWL0X3OhbP(P+ zem`kpfhpg(t;MGM`WR6gVNV7w#vsMw(9|Fi&` z2GQ}^3ZU}jGbeG`Ig{r@Lh#UG^`d(}8sdrxo%e86BM&?npgs^Nk$h43)n`Xj)Ax_O zLKHl4O`Tu?(QJ6`VFA4$=|YNj3yd%B#gu2$vO#FAvsJHx{|xu*D!(H+ZBkcLB|_H{ zBE*!Ggr`Yy(0ybFIzx-{j`b6x_sGB z#^aJZIAXYv#`w(ub4QrE{3;OZaU*QyQi4LjF#vYLWCw<%vcXEgag=NdV0M zMJ#?uygT_`L3ZL{ec*M&nGvznVqC1Js+#)1NZMFbvwyXIKv9~Uw37^qF!!RtmAcW_ zAL6YBER5IRCngGnr-5zga^8dNN=8(8a9&0LP2|;XnJo#~V^+n3&%M2hh3E%FZ6zHj zQ@qx#ACE9%i{6M1_~PK=Zq6$!DZK}$Qd31GF72ZS&;7Rde1J=MGX%m0u|rYMRzqr{ z&tk5RCRCqaem58LfY3a>FTE1@gN~f6!N_Adlx448H~EYT7zRK7c8mDBb;hQ)i>Bg5 z3l*~0+)ju>C=I1S-0Pk#ZVnC?8UtQgD-REyKTd$>qZ!?eUgo}sog6lZ zlUX=Ff@*SKEI3Byg**LFgWX(_wN}MYgap(b*qEE`8V521egw9|%tOdNkhk=xmt*BU z)PXPG_2$K@q`T%6Vnzyr2Ox6lqc-(lCT^fx_zImdiuKa zkTw2vRGTsG{0pY7Qr{8UIjkHE+b#sPvLq&c@}GJHyj1&vos5irN^`1Wk1}69Uk!Fy zj>$QD(z2JDpV}+mOZC2}{ZO_2Tdcf8;ea4&jJG7sCBP{4eBvUs&x%5}G^f>7=OCT2n<9teT>p)gb+`za)aW~us zU3qxs?yxf1fNP2%GD@M+=rkP>j-&;I?xpAg1vcUVb-BCecMN8Wdb`Bw({s^A8-Gh- z7Yme37-u4jqo+UdD2c~j&TGarlY=2#*Hq23>B3SY}@3PN;R6icP3fH;b6C1vGg>o3B`%*sZi zCh_P{>zrZj;SJLzJyksX_ORZsk>fLPCE4g}Rx^>5BECNG=&! z5s@99Neh9|2P?PZg;U236MRimC-G7eRDTNU%;olxxZy<7&elG~c}A!*NTyFyu?Bn6xUqTL)AP*riwHYvZIE;Nt>sNrC+%OWB*il$m2v1C;X`3G#qe&LiB&z}0 zo_Tc$(zLJ_9(IX)nxm=w8Fi1fwc|%nDyURl-fr81|KF@|FK{=p;7IF_0vXlT^q53e2FSZe)tuf38fl+9cKK?R63XV*S(;ZXI+|;HEO~B zDdc=MU&swmmwVPD-58^&*xUrpRb2KmO0Wqkf<^;QGb)RQg!WCv&Nu7|2%f!T{ZS(# zBdNcQ+7>lh+ow->PiY9UQk|{7ulwyGefa*P=J6N^UJSmO0~6}VPg8ee!w=riK^Cco zv~cMP%Hp(M z&&_D&Px2)4IGaoFSC12oL-thd9N21q9Jmp808W9Dh?3FOm9{cG-u<5T(){mCGl|VDAJ4s z@b@A9Y9Ee-vekE#peQCQBl9$k>Zcg#*2abT*JzYD^NJo4$R0EyF{i|x-is;6gIBnN z^0&@*RdCtu8qa3!tK`P8T(*l45;OLux$5ok`7Jpfv3E5hbu*B^emHM+@656hCDWC!2>7uTXGsfAA{um_cd_1fgI+%8rk?`ZUSK^ zC#Uz=4DM#+u~%>RUXQt#KkY-;?n1pJ#`xTx(o(zC>S=fi9+%@tg#6uQpgT(9Tc=pr zwoh{UrMtTGEpAU6qe{Bu#IMzfqsH^H#aH*D`N_2)e7v`GJC@glqiaC&C`mkW<*ByQ zt7-9}`DZRaxqa$m{fuMjjqp3M?h*#_j%KYKjwe--jMcQHUFUV{(px z8@-oh#^yycnrbD$`7}+2sT{PX6u$R%Wn?w7POjRk2u9Np{d;;pec79S+k}OycRVPx zq-EJzDN~KGR54w@lL!rd7YmKg6;KfG7eBN8Vu7K9Kx-9$1p|ZEbbe{D0oF) zJT(?MiLfR3h*a{R7-k~D6X+ONw0~AHkv>LNK|)VY|LjjzIbQ)AiCxjVlD!C4BRHu+ zetE7Mp$Lpc>hpMt#NqK_*XH5s`5?Y=R}Tdv)g2Ci?up_mx~D0-rl>V@ESz&9$w;(7qC2FF#5wJ zK0^u`NTw=M{nP=x&UV&o>*i-5lVkA_au@fNM5jc8;tl&>O>z+)7XJ4S#I@vd+R9uY^8J6tKlhv{Q?S(iFhzD|K0DyLu)BWrN;w z<+2exnfJYkS~aLPxhL5=mCYLhMW?;t+p!QBQ2MA_E9WE)m(4p;)xS~j8!CDKfQ#@z zGyt0zTqM%1I@Unwi7E*D6XIDX4AM}|e#e+5Zoc-wtj2D_X?-0Cgy$m(#-XQssoF{wnh-uw82|0f#qdneVo=U)j zi{*5w@|Vgg+h^a1X8%mN#AjaX*zd-|D7*lD_1a%Gt&#N}4*)Fyf34XR;UsHGYj2u= zS@!(hqVx zHu{p!uAhUB^Qo5kpk<|p|FSpgX=rko7`q;FFOx)v^P0*tnYYUA@`+6+KK8tllvP)UllZ3v6Kcew0#=yVBkgT*_$mOi;3`Q7=MkuQ zL7ja%)Ylce(cizHmJ+{c=`bC5&(>^yG65Gh%ew3W0%aYgT=x|LQO&lL3;8)0Zh3i? zqDmqMh6v|8TR^)d{rs(WY0|Z4sq!~DuhsP@Iq27X1fx^WPu**^3$iKE$CpYyYL#98 zd-PSZ0;9Fxo4d4r}O*$r9#lUi`x)tupBKHzfRNRpK`h zPp)`3wwn7-KGkTwE%w!s3G_GP3n*EPZebjeT?>Wri>U(Puhv|`rT1BPSB8x&{f8y2 z&w^%-KP~Om`VV#=|Fo@p-`zi)Dv|sdy8t0AI+;(WfrV#3Go<9g=nGD?}wtp`+eBqKRz2rExx8`P#9+m0qa zp2sq*(YDmDqblBuuUHmRh~@Q5XWqt3Mt%wzj*B0!og`mh>GY#X+&VPM%ZGoE&YrSy z<%cRvG2=+B@DFTC`R%nzf?}~vAHXPvZ<`qGgC3Pn^H||6kTWjPPDvYMsP608$^F92 zhRb!1*#kP+zI*tcQHEgQ(LhdqxOz%Bg%92;TfD0HwHD?HD~_anF4;pPbD^t>w~Y3=+j~=bua{||x$O9V%EE(79#NjrzLwFt|Bc1|uZSK#Dyewi75)q$ z8=fmqi3&Qv+oa56#$|lNWQHbC6Y)2&EDG503bHxd%fC#|$|LmaKmHEhjU2s%5^lXc z55W0y)BCgaA6hAT($Ri8GHyU;acOyEEB?w4qWx`rgjb=V`^I;%sn`aPV;L2FzCWUv zJ>#JC`)jWk^V)W98Rr)U20MyzxNihy-2MFY>lYj*fWmj{q+j`)^v$|wuu`W3WS{79 zc9^U&PSM9pyKp*MWG=gVT zgFqg<^n}DJ!_@oR5RizPjyBTwQ@|{MM2yI1@D~T{xoYdw1v;i*b z(E&-vAEkSA3{FOm(h5Fp0~X*Za2h@4Naf~{v0ySn@1mTc0ZKBB9D*5`hy-?OEsqRs zG#69l&Jb7(%@P$G%X_5yh~VOP8)kT&i0OS=3t5X@>sBY+d4H$~yf8aKHt6!1RX&%I z`L3qJ9%T#YK<;7U?T0(Fssh8`g5(9Vh4#`A)p-8}O36n2?2Upx*N$H^+uDmb)9<5~ z_-#%rSA^$_FI}P-WTPgcDVvbp1{@$|&4$JNCYE^j|q~?t4+e?PMf*rU^=xT+e9LrKc8ZE+X!$#l-~G3iT3xP z&m3`rKIjpeC0K>ND4=>c(4^K}*4}P-kyP{I9^^hc&Mr1B@>JKFkl#LO%!m&>G3kRj=kfKy~@tk*>0zMM1w<+2<}!vwSWvsK@7AUClNU)obMY_;rpqNnyD|QP7c(} z(eoww73}gpg_24t>HktcX(=g*P;>gGGS}gM``Nv+6}RSPCuTcqC|QB6>={$)&u-t+ zYg@39W(<1`i4#0~Q4rsxQD*Iw259 zL)}%(enFkEVgtgVDF1i-el_(wqi6k`o^eOXS(p@ofaC_mJv(r#p4L^56EF_tdav#l z_N(^?I*+QdzHq+{1aMBYeLW!kHyUW$(0?(0@<7}!q~J)|H!_`=07m7$Tq$9EDuYbU zjm)e%1&w{cOaE1%C5W2M?aa%h%Ucv>z{6xdc|EWk8RCAR)jYXc@&3US))X6F%RRiR zH>riMS6gGars@h)p5W$xVAVV^>>C)!2l#*FvK+D_x0rSB8H*5IC-$5BzmP-j>o_^p zJR+b8z^j(!+Xe9_0XrG=x zp5$o%DF}f%iRd;3jjqWegx@am2feSHM_}Zby6So@h5Modit|gE(yvuP$3$mF0cqeG z5)jpUbe+G-up{`%iA8mHZE}aosc%?pzL!ntoAJ|GCLqG0`xkWPjX+j8t;lE|kI^onyUpLNDa3VFC`E+u4nPIL zXk{WvfIeWnG88y|d;u(+aSOe1Q%2)OtNxk$dtZb2OJL`iy%*o&&T~35jz6hC|D;pb z!gOf_q?Dho_Oy_+%QwA(f7*_o4)>?kgxRxRI3tPtq6ZQPbVd~PY#JoAZNvkQ>?biN0g-EReu}=}V!AIGn5}9V*u)@%VXYjWLt6 z`RY%t6vCwI&Nav`@jR-hr{}nDfWLP7WYAmE`))D#$2>Kgz82vfB5R&NZLq&^hoqvv zM#0-rEv!CR#z0}^ZkHyn@!!;;&B;9Dv=cuc4e=*Gr214x)BKu$I4+I0>eIFQ#bNax zW^b70A}*3glN%kS=yi46msHHfLfuH>v|s(fcQ}~}9Sk!U(80YaHDdW~EUMZ#I`B6Lnph7AY=h(lqrs&&H0R`%*Am^GuL@Y%;b z=Xpm2V&Vo_dAehms(-=egJ(fClk`JSw(#}9PQl>^W<~q_kXn3^Uc4L9!fLfywA)=% z#GaNkvj}ghz{|iuvm&O;AGXWwf)cz%aPB*6B6YZFt+)Nz@U@^5D@CO} z0|WCif+)2 z_EA?|Bl-*O;%=;32U(z#h+xHb;&1zrf%`KRT;fj{Q99&Qy`^Pzo16+A1q)6?G;2j- z$hr$UP%lJ&*!8g>aTo3*w?jF~ha+meIYc^aP@w8ClI1q&u0^yGYq@8Ngu@%4i#AhO8?j#^KjmrsnUHa^E&_V(Wr z*)P9MyM6Yp=vMiO!wB6Xo_o6#kQ6DpE4y`Lmc9~3%o<8C9gK(z_a%%IuyN|rRWY9m zsU5!es=BALmzXPB(o~{}gxjpbXQpoE?VJ1>jzACp<~i1E9yH;P2NScqeFs}gFdvK` zFNe8&`e$35ABt@M`Buw~XvP%ExxV|*>jtN$fnFd9f0py@hF|{T+Ti%U_3k3?GC5gF z!5hz#A6;>4>jl3Txd&ICw2U|sh{he;i`%ZGQo;`!|~lf&N#mw zWKPHedmTok=wAjzGf_p!9~W##$N8y2l>GSskiWvMqW9Xt?s_+vM?AG~2%ai8PXcF9 zC+suc87k+vRiV$Q)&*FF)lA+O`3rmT4>&{u!HB&uT2q+5D)6uo0Ux(2!6X2l4vP?< zL?NzqOZ+G!+D1$*JExW?rwFSbvu~kk?aVhj>hPGDqKS;> zX{5jk$!swo^y!*TEeO3ZqPzz1(+0Q2gowD<)?Jstg&0M^WLWVouzoTd_cHsvJ z6N2OJ!kIuN9SJ0h@%Edf7{sHg(fl*jk4F0MW=(Qrk)b&1!elsH&D^|b(Wg@?UyQaL zqWFh#7_81IEiWJ3TCMU6?Ti+TLi&8K2@j1c&xaS@+U?Csgz9M=+DY%l%7hc!IMz5n zA-C6Fv$}<7Ex32>IM};zxkG$kw|`X$p#eKI_`!O2{1?%4UB-b~t#nE;a;P{1^Jgwk zcyhxm{Wgf*@Wkp31 zU_BSI0>eO#_aJ($aM&lHYY!kr0k$YD-O@PWvzGXGq~e}~|G(a2jPe#CE3pDL&GnY( zSxVV8adE{0Zi{dRpL8NpRd8`<$ra15K2zjP&3MQfrBPADdPw!c%*W&HLSRg2Ok-%b zXs;ao#L7C69^W-N&0?$1ZRz4DnzBFRN)^}dmO7eCBNQ*AGw(Nvju_N61Sw-LqKbqW-|)-IeujJ&ci`rRc^Tx~ z4up)z1)*{AnjV;VT}gd1t42YgL5c=(2;)Ffs`V>%`)ggJr^}0ex2Tv1+yIL}{l86{ z(LlylJRHdJ@G5TgkrAmtuZP*)yCe&d3F-~Qx#8%ra-DFB-rwf|AIC$&7+5o#y{;O4 z?hL2Iv-Gb-J3mW@>Jbfgc6h@LQ_0TEG8V0icAJ7ouoB+@n1@8x5a-|b?z z^ehVJQm}cAkLTb1Vv~^yf4rFEC#EQ9Tt5mpI{|!$R9HBFgYCui#@jT!XQ{jP-a6LW z6}%C&Q28Ijge2tDdBq>JH9?LIWy*SAzl(c6Qvs#c|Fi(Oy~!rEmshwhBGP-jV!8TX ztwim&S33_ujf2iYGJ%>rKlQ0)4&PoJ#t+5Z($dJyt*zr*c2Y`ZkU9A1==-bJD9cZg zNMFsq^>BKq!*p_duo6Q~PF|XqC+Ygkz<>flt0e(FYYrljfN``H`>rOFp#SHo!Eg2g zwCN~to}o6!%Hs}?@s`}ow)VgYgum_iQT}Jj`Luh~$fcKY9IwF__Wg6KLv4it$>Z*= zMLmxSzb7(;5sZ48QM7)GxzfZ}`)9#*#XI6n;4%{}@fYzX0Iw5`qjkw!KWC3pM_~}Vkz7Lni zUfFR>8A>wA7S_!(Z>GBsoRJ8?breD4Kj<(ccDDN9iv zCiw!V#37aD5c_NpjAU?}LH(yVJO4DJy+WS@XloaA^DDWx_?K>>SEi@}OWj}<(xo23>!+K374UpO}z z$Z5=d?GX_XRfAvtr5IINw*$|@_|e7$yM8cZO&I7dQ;sXTcXw18S)}}4Fboj-+2ANA zaHO3(52%bDkt2u!HNQya=iTQs}$Fv=H>`X1t{ z0j(gnX6SbkQ&SplMVskizd!|zO03ehzvhU>>VU8b0v(BlM30d<5fP@$p^N`c+Vm@w zJS8O6y5I7qva+%~ufrPW9hkTe+#JB(LM=^Ax_g}nK_M^i6TCjpE&oQt7k6^+>?7+- zs3?fEU7f6VGkj0P{oY3cEYlr@{=D+^=5---z1|11VZ~?Qn1#uttKu9ES8c zEAjwpNNO={bvaLX=L7ieW>>9(e$n6fyvN=@864u%Nnhx2!Roi zFVzo5_&fF@0|VuL4Fizi@zEHPyew&zqtZ4=fF^Htf+<29J1!7%Gi;Lx(1Dev-9`+?dh4vRVqt7qBf5cP{4Gn4O>$Bp7 z!h-j#K47=`kD@-cx>a?Smh{X2=cQTQY!9n;iloU?F$j=qNRC$f-lD`!A z^_S%nTxoGC)=Q7Nx;i!2`sUAk0yMwjL%Il3ZpyQYA5l+`gRMu;>s^ zIe(08mhi)tXUpMZ;zI#NSEQG4W<*_SrYH`vaqfQr4$1~m9QfF8RwwQBEo8q)=$ zR7R4$6@Sw4*6ow1?T;tIboR*fy?_Ks!J&G#1%_o!Y$OEss=;%2N zEi6yKciC$lVPY6>E_MqFJ!n7a-B9gqFLWk8T?CmOL1yIJjEG9#$%72hOL&#X<9~lL z=E8k2N8HGIX#ki%BpeAlEd~*8iW(w#OJr2k+n~;-rlypX-oVkI;xA@-5;CJXInF<` zVO+uq%QX5=&bD_9rT+-2N6NwJSecpMoM(j@Qa3&fJ7C&a=aIIm2McC-NlcV4mIteCSz*z0;)`s#Rq=1 zMa$^9>hWi2p1PW4iMi{irmsyhk|i+cGB%! zubfkEAZZtjws5g)9iZNUXBrHvm9ZHxq!weR2qC7cMJ1)8y&MOVmiG7;$wt;i11fUr zLZD7mo68m257({CKGsi9b&Gbu+Mm4pjA#VVd!!)Z=6zA=%@bf1z#9OzG;|SUbm-Zb zSU>JaxlcN!E@g7^gJuMVk&8xddOj@)Zf3kNtD7qK@ZoK-e-bA>f_tbR(GR5;3XdxHiIQ$n|$t$X%q0_fk*%ue%{pr?ELSYC!97-v~XT+OCk zsPx4`!ot9o@SQ90fwS+)jK%lGMF(pK%j`IYO%-1FnPe&T%;0@+_sUT_RfJcgFQb^H zWilCicu@`baRE$nWaQKZGxfLl^^xXF?T0^eJaTFT!x4j#Al69;VlaY&or(`cWstY) zb;aK!;!1WKZu6wGevNC91m~m#wjC)=3Q-nU4litJSW4FZHA=PEsNiOKa15@R&tE48 zp&3Gx`?#Dv`Z=3ie7in`nV_vo%#?$IKT=m|K85p@lgaG(Y+07avFPQRU-$bBm&JKh z$N|&*_TUT+0>jNB6Dps(_}bcA!uE20>(RWxfgfU?QAPo~o@pS~@YVRY8gle(jsEhM zKP_5W8I1Xn&2(X&>_Cn7FCx$X`(CW>6XJVHc=NlS8eyEW?llV!}wGd?ZdU`&JN#+}1PN~#U)T@-CDRc?WMV_F@!yx0 zmC-^X>cWa&jg`ayCp0jV&~CTye@pL&^EU_N-dW2nOit2YOXzgrT|jfyh5h#TcCm53 zfwvQqRvwm@9^z<32kKn5(9p<*YQWDxO zgHL9zj7$(?eHIl}QlYNv0Rd);GnC-!*evQJc8aeja9okQKrW0hs}Vktme2}A4MGh; zYr%FMP#;#Xx!I;Rnf~cv2(Exvsz`sz5mS^N$**p(@8)VXCNbiJ3yh0P12X`)6kCX> zWJn#e(W(Bs7CNUX-k)_B&dnqnR<_bUDXt!IKIP64^-fW9Qs6VilvJt%sc?E%ix6#s z2J^>2p}yQ#3rBvr3z+C zhxggI=n}mCqx^-C zzdAFk>9<_?0|mX%f*tEihl_6q)awm#H-b!CU;jlIqM_s)lDVbS6PP6j)MnX)^$7l@ zN|R_LfMP&GLqp$IE#VO+-*>5h%q6DQ?f_=A?pJ-d%p4pq+Eyc%0`DIHdrfzfdK5Z+ zZ1FiQHg3PTo-&Kd_5W=A}o0&vkDAPKvJVJ>4P=iA%%z$pyt0# zaBH|xIM$n8kt$tD7AE9{Oh=LCI|07ABcE0N*ise)NV-c?>dLm^CFKtvI!$LTEZhVy zAD@zS$e{^kKWJ{|+7W^?uWq>~fhU zNS9=jXLZb69FhVF6}>|mMhHD};!@ySVWzg%#d*cZ3Ra#ra-z{HSwgZ*2L*LOK`5Y~ zaMr`s;~yDpM>?8Vb5cFRuhQS|Ok?4Gs-daLEGRg`aim^mxA*f9FG#XV|C7oh>UUxb zFfDBWc&dy!0lyxsvNkIEW5dn>&d(PKFopm;RziSaol;O`WZEZgU*F29zl2V7Z)|U~ zUEttt3*-0~QrtDKV35_24YC?k!_S4W=9n0)qZF^eqnRDVw(D_H@&I9NFRfS#1|N>; zsP18?W|Vsib!hf}!qFbpeEz}G=gMH{dEt;k^SgGQHM`-> zMM`E4=rO64on7I8f@?}kF)6EDPQ8vdpcjg~B0aotmqmW6boDT?5_C(OnB<30;0td*vJD3KOc(1mI9AIa(yhJ9ccmUp3`}(-ah}fFCvD31>^&O1@i7QWzvDouBKj= zIJ%^Wn5=SacTs*=oWvt_J*!RP4XoN6`hsz-d_S0;QA`M=$2TC}<>d3Rkh2xwc;+bn)$N`fnmMJB5Eo%9hM0|lU~3cVNKmCv|-6C)IBF1f#(B1M~7 zyAJoeP&Uc!)H$0Rzp7dS75Dg}Ozb!D)N2P9$*=qiPBL!jH8ODEZ#FgGw(@?L(3HpX zqKzBZO+F~%X@PD=QSZ4+`_ny&>oTZ(BigZh-Axb>#U;hz zC^Rj+tVznJ8@W|2o93r5y3-Q^5wD!&gAZIB&}}J+r}_h!5smKh&;_P#7D7iDGQ?Ef z32i9ZOgaZM0^$aOMNsMM)D*t;LBHGC+CJiWAYb76uB1G=E8X!k9&;33ZKYX=< zBfO9J{9^v|aUI_wHF}3=y(59hXwI)OX=kf_rEpyE>u>>!9~!=_N7R!?U-7ax;9l-a z?UU&(-rSFn_7R}CG0J^Nj6&|&MMxoQbx%o{DD_>mWhWtu2MT3(xb3<_fN?2h*wQsv zSK=b+qk0i0f!!&RUp!3{#lyo>Vvqwmy^Q1Bgs7x(mzM{v|HaWpw&CvN8Q3XHz=gIz z8gvAm+VO~@K9zQM=FYBwwhqb61QB%$wObvF&|J^7ADEZ zfG}`p(tKT}K|j9^sdwyP9ZK?Ez*cJ|MuZcSTh~{ad?luOtpwi6cHz5kpwy{>0uYO* zS<>}of`klaC1ff7uTHqN(!B~C7eM;T;~hJHEqBrMw*Y#5=FcI1Ow_h`?#7)|G7vyZH38Gmm)h z&$-)k0Jn41Z(a(*LO-k)L}cm?3!t4KqB9wwT#%n)Ui_4sKDzZeM?YvcNyLoic*Qp~ zKsp4qi?^891;^2B;+B=IkIeDxK+N7~*mh3Y&B@_)zl+^T9g!$-4Eq#H6Ix{Tg6#sD^paIIO5oxwQA|*Y{k{IXO8~ z(1P(>@B25c-IuwKjt?bEsLsQ-|Lp)Zftxg{pF|5kd57BFtRcgBA=WJ#U@YthxB0EK zltYn8%p3hlf=V)t-%OBuhSW4{$uBlS z&EitJFUYZE5Y9D=RMD#|t=8?T7hJ{l`YU#~19uqrT$6LLeMy>cdRk7ejx;zXHUfXy z5Dn%|b+jIsw-cO5kt8jep8K)kjo|0FQ}T`q)&)XR&SxxEJg!cqQ3oK1OTJ}}O8Xi| zRBUvsCnnElGP?dnBgN+97HMzJt3V^Sck?<6aZRX#YlpnV69;0~gj}5Jkw^8O;Y?zB zw?|sA>*KXqebpObJF$b2W_nE%iwO{Uhu&s_uoN4kEUR=rA9Cat6@@}17u@Xj)%%~H zyI3|Ju3iJA+!5@|+&RN0&;>?0t*>a}=qIcnKYdCCuVwLtzPfrMkxTuoOyCOee0g7K zwImurA12V}@t}V;4$c+J4ok%mrGVY*;`S6s-iJuzfcwhM;l}!6@-b_*m0i+jy zeR>yfOQN&W9d&Th7j_AuxgUh}4n`+OG*5i)(0dxs7=%W$L^aLlM4WuWMc|uI`m0PN zt%NA$?Y$8C%nS`<0<(vtS>m4wjusp(1f0u%565sRB^KW6N*W?Xpd()etBCKqc>)cL zfHt4jgqhBdCTo4MaCR*wZl+$on1WzZKDL4Ipl9#fVpNV;vc7K$^(g8J0OjxC)3+C2WxVcM>=+-H-B5fTGS z4E4S*eY^gQx#joKItFDnmcd?S6T**@ILq4W~qxMEw=g<3%l>^XG-28i_IPc_y<|rFeab)D@9O$?1Q;ta#cqFOFldn6HKI z*YIsoTb&;{ylZ=8`87{n@S^P~wk!v|=e~x?;YNGYCB}^CvUR=^bJf$R{yfCa1B1FI z_?F|J-b)1D(uyw8D$)5&tE`)t07$*0;w#Ni@|2NOZ|K&ozsjh_*`W5LHx!g7PpU>Z z{A^8w4flm1U4TW^LydOUF%8s_Y0;x=NXoNqGarN#=LRpJES*Ma^~S40e@OnMSil0^_fu^593VM4c+P9lck3tnM?!`xvLYU;}00A{1riuYFC2fWy(J z(ewt3@Rn=ly_dC8ku8Fn=$Q8@d-J6BIbKa$>Nq?6aZ%DOpFZSl1iclNfg6zIf+3hJ?q?oix%Fc zHtXoFIMdI>flIj5`$yv|AbQW6|DN4&TZk8*;m>uQJ-)!hK796!@u)>21q~G2LcxyQ z!U-zJ!Sha4bZ({sUY@C)nl3>vR|ywpg{E{&%?gZ}8d-nA8`Rm!lf`cC3yo!A9@Ycr zI6-lLVU+6av@%y7$5pufhARk&vf=Vya!B$2K)&L%O8o9B96zHdtjPpf|- zrzM7&=5vOB+yx!Ns_x#_q3eL(M9U!CEixuP3F-8*wq^mIqp`k-=I}zNmmsb5Z&g`u zG^6sjq3lXFB+}&ipuYFp*EB3!=Brc*ijlq-8^vW`SIjHEkeCt&()mcbJ-pb<6v!JX zaZi3TIXWr;dzlwmAdpr4_!N9 zFJcF<{`uSmJHK@{?Su5`(cvkhEsA$s%!&iMPv61u1=jv!WqU9hSv!`8ec|mvKk~{S z?Cz5JWg&1*nx)-m*D*2J&pamiH02!0B^R5Ug`_s9;Y=DQpO7RY@cVp5`7BRDcM*Ez zZfvo+eV+E`VA!n4BuBO`FJ+gcAK;Npp*m}1*`Wu4gV)A5>PC3zKk{ormnsK+4no2k zkef-nq=oMzyTU!Csuq+yAHOim6FH!KExVW`M;hChO5@eYa?Mm3zc*Z7&Nd5T?c&(U z!q-+-lo~e`b-CuL^{Sy3PGFO1P=bl69BoD-2e9J7c;cqhOJXu=ild9yx_<8DkWGbF$Z??jLOc4KX2mXnUZ}#$uR~T5GAg;nb1C21_kpgg7geG zx;#hb~w|8FkrAVHHCR&Zi z2&!lqV#Q94Ili>XKMeD@rylkH&Tw1) z2G5b-(@Kgax%K(YLF&;9QgNrE-+q5LgNq!-Z!}fcwZ8$uKS)m8X5_dN-M*8sgi0jb zmwW)Rl#wKZJY7M0h(($AW)-Z1FlIznC#8xYM33o)2RcH0@H1bKWj~Y`WK$g~=?F^m zlqrM*-S+)iZJmF2?Tw;wK6&DMjsNmaUNk?A7=}JrI9E?Au3BjUst{0DZ1LcC}XC?|Tu@syA z@g5lT^NjHZqMJsG&vbWJDM{sA_xF)vA~(Ke8#lp=C!CDu3LDQ{uFPMfD4-xRX_8Pc zUDOhmoo`z)U*V-W(s<j4+KwCBFKyL^GZ%t`e|my5W9`>LioFP>klTtGF7S7kZ}Vu zHIHU=MAWR_#QjFuHhx$$ObuJ}#BVf;exQk!g~esY+X}=y~02jvYS~!o!m0=JmOS=kUaWztsZRMm8{{8n{uKy33{6ir(@03o6*X5lWm;8;W zSHofr?-;BNcJ5TF?qyvraBrsOi${L$qW}UMhwuK+)-Q?8#T5%njj#uNb^ja*%XcXB zX^iU`{t9(bT)spI67E3Re-kLsrbtQ<*}5nDF0+tJ8XCfrbGJDHvthu6Yv|#R4`$pHyML779Zx&&8;hl8a%g2>gRs-vvRGriK^tU)TD)UAx9m3t6c&@$7jKNXqp zMB-1c~%DN7%CnP2*!~81mR*_Vc7303ZzNGFd-SH zG;566eZ^zDx3Q5}5g8ksJWP?srrndE8n^&fV%o+_Is&xBH^EAeX22#E`YsJC zXo+^Eq1{8#_(MXF>3Ic7PyNTLCn5|>$5~c+?PE#b`Ddkk>DYNhrlb)r5Yz1=BmdK} zA7|)aWau@NOliOTawqa*RCiLU_-;uqKL2zkl5v|YCtILZN5{}kuG{It>40(AX=>yr zh3GYBn?Z|u<0gPK)ZPrZ`kh3if?$Zd3FS`Vt41JE^m~HTP)0Jn6Lj=ty>&8X z*;8~0X`7=e5^CzxQvdJ|u#c5eQ6l^(bL-N1yrwiTa!EcO#PawS>vt6Yhq12?i$eMS zR>YtLL_h?V4oO8q8U>_5q#LBAyGx~{TSN&-mF@a z=H%zZ%uwS*AoIHu@Vsur|1oosV@EV8CpU!9pumCn422~e@fk4^VcqR7Z(iL*A*G4G z%}PL+v*I5(GsyWxlV6&EwrxLK>*`a?V8|U|Y7fL)6v6L;&nskfpE-shHLje{c+!3TDpS&xXMiL zn7khjJri1;16xR$qLrm3s*uGJrrNO4b8j5{<8%u(!y6ng+Ak)jZ*+uMr z1>qL)WEg_cL0c$e(U|7Pkq^a;6qM7bajhdgN%Ki+hK{SM#ygmn4yy!GsZ$(?7<^Z* zLjUmKxMR-Uo|>y2-0GUB;b!GBS?%Gq2sDHKIA*=QCPrx1Kw1}!c?9AXw%4qFNLcQU zt|0Gc&(};8(vLu|DB9;ShYaVRfa@~sPV39h=gX;bgcc|XiDx7I@)@F{Ia54t90d5kKK^*9({1H?V?q}b?m$wYq9NX zsu-KQk69`tGBQa;DT(kSd57D{fI?KQCxo<7q{ z4P-@=@gr2;)r4^o%1Y*RJ{x3+9yk6d_C0W=G-_Mq%=9!t!!rjX+5U;2B}0xj8~TM- z{0k5LCek0qHwgC${ovo2ade}9Qe3&3wT|MP_vT%Z9d}Y{s@Ut-%U#J!ecz)N8HmmN zhjF-j~}r=&|5uAel*T=I{ebwM~Y6ZQQLx`gtraI{JYlV$e=!B|)hZpGI)$ZSH+hx4cn@n_gvO#4HkO3;h$p z1GuA^{C22|TQZKTQa0X@vb`Ru`b0yg-9?gN>tTmtTKf-cUKV!Z!9!vj+fnQ5j^YNW z$KA?KK2H|1%4k}-@)r{tR2*`9YSKHr_H#NroU9hxF}Qie?U?Kn58hiDv(P*C9!N{- z3B}3jrb|qMV_!;rx zOe&scb*V^TEve$NHT^s`avRHR@FK*ya8J4CMV9}G=od1tVG^`g0xKGm z23kN-7 z;=CbZcVn@|m|nd&ud~Cj$6-J^t_)JXXPowy=k44X$G49I_zekiHs}L!Miy&P8m^DH z--!7IwVzq;=CKSR%^dqj;24}` zP?W`n#yy5SlDH^+r`uh)6(=!yYEvHNoU+>bIF@SkdtZd5R;$W+^Rsa{7v0_G5LGok zINjG27WP>*`&hQp6Tf4iag&>=!C_IFU61n_S4Gy4jT|=j?&DH?K{r};l}@HS^~UUccLwUO-~NM>D;*NCG(cyQ23(DJ!C=7W)R`l-_%w!)FiXhuY-(bQ9? z=EVs-6Z?%}#PKjiwK!?|MGA8Admp1$R9DwG1@fmd6DGUN_eb$y<{gJaP0dc8mAOK4 zoVqeuOc^5Qq~G{vt>`1qwSiq#YQmULvppR*n@E0nNAQO&)*!fIDbc~g=6OdfcQUvb zL(a9f#GwSDVm)fn;0yUWvz8zvY^ZTd$}MJM?5qXfDoZJ^-eNR#XK}2oNV~{qCoO$) zY8XR#hltrAc&cAd2xUoHtGzC1TaEbmjk<=YLSLc)3i~nX*sA^a<-wIR=14D^8?sdL zW$NEKU$@%M+JEny1$r(?#=R_YQTYU2&FJi8Y3)st+CbfV3z^OA>2DZVFw5m3-kfQ7 zYtAZ*W7D}q?6F-`i+yJ(EfrlyDetamGqUb{{f}HKw+yW}t{GVoR%PWc^L&r)UK+hS z-)E%RxjA1P?p-OV=Qe@oT@xwL7->*-gWI%eq~gBnOoj;7;x;=o4?X4LL(ahOW)qcP zDxQAwHX=J{Y!n7px^#4jH7|6%@hDwlK+Vgs-&liY4+L@IHLUT@-9K{2P_ z?$uH7pxUu&i$lot%(28Z!{!35+^Io|mpr@0r8VB@emF>g>_!1G&kWGpOwoA{f0E_A#1 zsOf1I1Ci-547zI7q!V-b@*gG%xi1lv`XzmHC4*4x4G5OL6`1K|l=5C@=+e%k;mmFA zDJjmhyn0qv1cs+;1jlLY4KQEW1us7SR>pP%^&T;J0zKW_IeKNMJz#s4?{U&P`@=H6da!f5n3b(%v%O=;aSaIq zk5w3(H?O*Esh__o=hASwsxiLvL-NK)zslKx3DW__fg7ErVb7{|4H(vfCb@Q>&~o>G zb2dN^{_*x^OiC7~c7E{}#()*an_?!XEq*j}-1MJLq87{N&giV8P|7%7lc}9`aBOTo zxX3R;hRp3OZRsgjcPFOj$ET9f(X~p~`oDkw&9&3{%lLI_`(93VHkkLUF1mgjd)<6@ z{UQFDiUuv&>1lC_hAsC4Kc;i-NhCC5nwc5gqdjSj$}_gNtCxu4>dCD|aO5{?UHq1gE?7pB&u4Vh>8-#!>)o%;-^2WI-dfuUsdt&y zG)Nk=DYY*iPArQz6kO^H6cxFC4IK*!#Y+{n;ir~ z>`6Ly2r>akqxhv(w~aixkMHs`-j)q(H@gV2Hn#@wCuK7aU~GORgarQ}JU0vy@VRrTBfnsq z!4(f^;YCE`tNB7HwLLT6>(OpMgu7hjK25T)tsmy`87k$7tKc%S3*z1Ia?PM>EKyV6 z(}x_fy5y!eel&e(fHSOAf1o-$P)A(l`cU|{5<&{@6TUEMJp4S_1A?0%?%;CdN-{4JDI2gdx&Zip^uM^V|#Jy0yBGPmA`%jY+9_Vap#41)e_fvYc(}8ii zL3RpNDe%!-SupZVMjLX<$f${X;~W}6OYpauAYyC^6Z7(FxSp)BAwwXBM;n57xlZlY znh0S3DeKm1lLpn}P|1g%S56lPlB8x?)JuX0sfL_4FJ^ms#U%KNy5@A3CXO9BQv_T8 zrSW_fDBydt+|AItv*0-ju*Sm`-Zh*a(NkkUPmv`C3k#n|!MHMNPD7!H2& zJ7z%*=!KdG=x-|J8(>}!TK;)7vtfOD`b*^w_vYhBOD~y=3R&+FG=8;#3D@(L<73 z!7+|mQ8)>YT$^N+U*xA{@VUBHLQ{(8&%J7E zYoAo!yY&R+#pa{~oD`4yNa7k3D!C}#sBr;Cu9d3yPecOdcRkVRCw9I$7tJvA$TIky z$(FM5cHnlC-~3Y(p)1f)@%^Z=6nn-8*Afk4GPCIN7_MIC7i&@pE;OeWcf$$7qw&2P z&)-OR?K5wYd+_E4KmL~tfywNV^8H9u|4@Pi`$Z+iro=I?j&A>oSJE)^I>i9h z>AFgjJXuU~S!_rg6NL4w7G$gBl+&%RTkDhmrOCgPf)L<_zOHFyIK{!;xuns#DSiYG z*bO?LeDCRDN?Xft{Ti+k{@^j&?Z{7GQ2Eb&GctqyUXAaI;f6lHbPjOKi?2ikF)oVv z;OVblR0|=#%;k+@H&nQni*)N&Xw|_G>C}%57xJFv2r!}mm*&Ref^Weg25m7Z`_A$E@uZWwb(>`D!EF? z!sl-Lk8nXEetb86QaWyU6a^;r7?j0F@{XS(AVzZ>4C@>+ca+slcTkORTy@JhDQhoC z*J^I|8o%Q4{H45q{s93xvH9UW3Y?zFpmes`mE93Ej06vfxx&g3iYM726C`q#W!i5( z;h%k*hz@@ExBSpZfc!{$OTejeXx_<+ZO`VArZY?bSYU$9^3x|=?y(f5K8Dq1TRZ=i zqc8y$JlQh*O~bzx3ivkwjD*Bh-@(Zn@>J11E)|gR$+1956060i;{RrBCluHCeGd4y zv-WrI;3WSRm;p7AJQ_uZ3+xx!(bZpCh32AKsZgbb-U&1%@x%y_SL@;R@r(jeRL5qV zmU?$*hbP|Q{o!O`QmG~bD?uJvV8XXro?BQpdsp`!v81V6(I?2B&%{-^!m>n#?~g#r zgj)5OMCme$_(}kW76Q*6Tk8}rcvhM7)P^UV92aZwN6^{g=N~tL0QRS zJwL|F@E-q8JubDHF9O8rZ{*Vm@bwR?)`}XJD>m*C4|}7BBW?Me-A>CLBSfNS4D&0i zT(P4h_y1G4P=(_M0ybF0o;-)Gsi+Dqaj2_~Nh6C{p@rOD*-a;y*vIkHpFG>785w&- zxi04G`=sWCP51fVd%{SQb$@dc{T7@lvNYLClekQrHu*~|MSEimzzohrvjH{SD*oZp zW9JJB5OTl2sBxDA>aVCv;RCO@_#x8`x_(a|HZrart2ipLR9ZFmd#+}u1-PpXLV0&a zv_n={sh>~u-?HZ81JHAm0A7RPOGd~_Ut<8^#mk7n$3e!i=>Cd=qqpBd^9a6F$fuu# zUga~&s?<@oCyiNL!vFU3K;pDWFE+EgUt^%ac7}sBXs44{o}(3SD0^=IsSjjTVMKQ4 zExj|_gF|;lPF4Lfh^OG+{Cj_syg*W?`Wa1ke;K65YZQP$1##AkJ2p#f15TO?kgDXJ zcsSkSv&j|4$L(_osD)XQFh`uF9u4X6}UW;KOs)ZzDIm^Xlqw{67Z&tv|`gPv_ zq8PX#kQUA!$*l=qSQBc`;0QXG|0ii3d;E3Ksp{R$XK&$6aF#t#Rwh>4B@w zHkf_)w<7{iC<8wfS3oHP)4FdInwkng*n5%$ z1WHJT8aXoLJ2}<{{gwg@fVoRS7xUF6M}jR@&bT>z%#(sv+OdB61=ZNAsuQ!(I^+%njP;FvIkPqItWLD%HdQbE|Uai~vlAf#;u z1-DHUkCM|e>fTF3A|5{AZl_TmgkJkwpntP0v${EbU^Zr#6E&>x)(R!tp7O$2jFNp} z(zUq8Q~DVRvfZN33^?kP@C5j`o8zknynlQ1DqJy85#o~6Nx$C2y;sSb-4abx3QlE}KJbln%TI+~I{eU)jL7@Qm ztjES6&(cJB9i5Eg#40+>*3ms?lZ>LB@xOjWV|FB@Oja-XlkUgiCF!8XrnQazy8I@j zzll=;J}`T48xvmV9LN1oVv(%_QP=ulZ_sejEV4%Fbm4{bNgBVr-Efl=)Kbh0U8Duu?;U#4u+m4`7B01Gn;w9wP(GcQ#sQ@1D(FNosU zh@bwgTdUN-gaW@mhlBCnkm}e|8z!fRhrHA}I`x{G$|CJQAVox(8?1WLovGOWtgY3EMpZYklwa%}wvE_IerJfhk_p zuluiAo-_DIPoX2u`uw8{zy9V<4-{h1a_ANeO?s4K9-20&D6zS=!P%A(C4^3C~0js#cW#_-_(p+}(EPN^y1j45}_6rNM zpr~_55@)@F?+@KU4fT@-udeJ|iM63DbKLmLoLzzSjXHqqZdAw#`d0}PN*ZR+A z2S7)QrNj&qElm{HIh5bo*f7(gBNZN`xsZEUIj8Ih={UXlqo?2KXbwh|-r>)u-`EUJ13`7RVTnh$1u3Yu54&uC^ zs9JYzkH?&N74E;fUnxbK(dsBsDNLGqB`{TZ!SBKE z$vN9+!!6G1ViYH9c)vTr>#@p(Hb}Q$6nm__c_`()&_wpRiOdBn%Vd3aebQ4ot$R@gw&CqPxR8nzgZNDe`mnwyy;R@|LoHV z>Hr%!FezZ)VM7yN#%Uepz4GMi*k`8v#2n%msXuyWW}(pDmQdZWSUZd2?2Yi1E5uhs z1fI&uYtR1tfVX!Ksp#MJ4?vg4Fi?)P4B|L=LFFc5O4bJb&~-yEafbEdO!EBl)|*Vs zDcNLpUt2}lTbSACZ4J8Kdi-VBR}l6wfzHMikiLY`ye$69Z&_)?WvdP|OQz?Yu+G+k za;lK)#N$2;ga##+*>C1>_zGt=@HVd*0M?(kb%s}%;xHQNhbd$RY#+A?;zt_ISZWaT z3><{6zM=Q(ebU~Hs}S?)pU?jK+v!uF2)yY`?68RX!k15P+%h_vtJYl5TvNN``vp&2 z{>aC?7d)fZ9)_j_`g37ok}u)94U6tq5L}6Y)X;IF@4`@Fnz*L+zG`%oZNyY)pqH1sd&Y+?Zi=bGD@z!(lO4e9aJkyVN00)Le z!_fb&{_a%(_ih$pQ)$37LKRV69iI$T*-;sWtN2gs54#7$s^s;^KO6j7pj$Ky4v;U! z;m!+XVS^l%K5T*WJJj^Fk*OC345Yd@!hC&cDRQODrIhG99OWv-s#=0&6kj|p`8sf; zOFQG<E>+TqX798otvUk9@R_>9C?md#wH~ zA-mkgK%5)@-V#`CPyr~I%RpcwTsaD=_dmtWxy3xcH{V5wZnrxkw{n!h`Xii0ZPt8C zonNtXIDYK)dF|WZgut|nPYr5yVruhna;ATmF@16+W&}!jv`Xp{v%uuW_CTY5QkXdJ ztlydFx73=xzc)6h0q8j!2u6h&LRwCBsG3xB2j0aa=Sr2lJY8$MnJy`o%8=_k#Y`(U zN0etoUc%OFEha8SVlVj8u74p%{Kv<@|CaU@)QLVeZ?VIEcIMOkv9F@rH;(5eeq2;3 z`P@2s861KZ(>jmb3bmfZ;s?+1ZGP3I#QSR@UJzHO8vLY|VI(`3AH5Rc+|9W9O1PKb zQuO4+8QEZY*fdl{XI1Rk#qBs{z0kk4PaCSg<%dauznE9uI!h87t-so5;ks+oO|^YL z?rJkv`Aa=ht~Tbl?~cx7pJP5=wCZ0GM*Q2O^I`x>Zu*J8hfz|DWp7nuk$WHg(tvS8VKn;O@^AHZHZE@`_b&Cy=v9J_G zbrS8%QWtzKK$jt0!;aUi(es>;C#RhJZ?9i14QSy)g{^$}l}}3~kgKZnv*CWxu4JTM z!e^IfdT@Jcq$oVPRl;Q(C^akmA4-UcpMfa}IN0RHZloQiXUtlA{qbzg#ZGu;Ql5w8 zG1-#9P*_!eaEr*=dUygM(Vj1X2*TfT2Fd>>Doj+9MZfL)bYrn91pIqKd zy&|N%MGj|BD#C-IxRy`(w5UTx@ca;qMk93syxmiw)kpyf%S^c|ba9QBIrtxtVZI-FHhIg*_Hu|AJ;D40o3KVADfU#`T z$OGOjzmLkn$}XL`bo5qgP+TL9dg!_eT8aPizQ?YyMb7`+7RXlh;kr|WV?HoJN;xf# zhjrk&W&+HsNz8~NX5NB7tFN1eu6>_9^e;aQek8z(_r56w&!=5!HpS+#a;bNu`S&f_ z7=y*Mc?&Bnm=pIHINVwio!IhF1Tk+G;hsCIs%?PjY zb;t00^bJO=>8Qh{Z(*!|$COH1;8W}dB3og+NR!oE%1oV0^>@S1^o3QWkK@`lvw&`qy3)uP^X$qU*NDP^li>%1uLS?YY;@pg?A>cA;O^lI zpXk0m6P1ZSNdb=5*lddWit%Sl`Ew2j+9kvu0?NH{a?Aumlg~sy{!^}Zmja)k>Fp%=-Yv_ICUogIh(2&=LnwE4Fu2YB_j2_T-| z8T`2O*134e`K{2*q;N@vS!u@S(7c5f0RGU}4HEcKAgKRg&nEX(Tl>TDkD>6AGz2MW z;hc0M6_rgD|NdQ)u#>fYgWKQL^Bp%vw%tak@P76rrtb>V{udq{#)1y^go+Fk42xEi zd9;?#F+FzhnHq-Mj*yk&-WL#576@xN3JwJ_^_JUv+O28aJ>7& zk(AU1rKKGCOftB~8<`iJ{4Y7`P(i`-J0K{vV!4zoG3K`OK-V&Iy0mB$-F&SQRt7u5 zYswcAz%c3x9WejhOoSQ(uu!~9H;U^4()Q?5*8W~-8-$#zIKZUsJc{XA;ljDG&qetD zL1S>5+XyQo0xT{2QwKrFy#}Xnk~CPOTna#mq29U3@dw>>`C%q)Ah)SBZaeysG-(ls z>g(9}|D^@XgG#|Grc^a1As6 zm!T$yO^fS0$trnMg)Aq`drY7~Ov`^tm0uyzzPg)avO{YAALaYgS5P9DnLd%+hlntp z&XzA4g2HLJN!xr&I!icyA@MZ!wb`ZokRV` z)>Gaf@;hd1-1sTZtWoBj`s0pqL0V2qUs=f84gG^L!{%$H?fuizD7xBWk8jK4>g0X@7nTz=B>g|59dSYcs*Yd#h zgAr=ZO=0&@&W9cU2Wni~4}<82_L8RFXSR7YVUO|VC69p$9~12yUC$uZ-VhxoiF9GB zUpy=`y7Y5EVAT~@xVh{(;9=a#11Q@A4YR7Y_|6oIFRF3bqmdjy1)B10kWzAjU@cso zmh%6hJAYaPzDL{5s!%Bz#>Zz%F4xdUx-;_A6=Tm6qYYOROI?V$RaA}t4{MwWy`0@c zJCks8`U{eUsG4dB6Fy7Ld`*k_byfD1v-CQ!KK9hRGZOT;SmvydEZHslhQlQ zJwMy=m*;KW9kQ{HAW6j<86(lRcJ^Pm?5F&LbDYK9ArPLz_#{|ufKLMPQfYWNifgK7 zdv6~M=rrHBXifbZ)iVE9qME%qWD zo4zFb?;@j`>eMC*bR{qGy-$TzkIdXR$i(pfRG$MVG=~d}k1ul7@g-FFPrtw`6ZD?o zpF~~T?Q1cd{Ic&sYcBs^CedIDx5qMC^<*-uViJ2;c2x6!aT_*CA7c}%9JPH*vI<8B zW8Ea`f7m#TTWQar*%&E&%fu%^NsTM`$1$Sf;;Iiq0;Ww;^I7y00OCRDDK=Xvllb{| zWRQUh;lEb#?`<_Vi_Q+og}i(zZ_s&fXwAjf>`}9==t-b)I2$V}Gr)d_6x|G?<<;6{ z0!a7ZF6{J~=GqjW2=^W05{i0jZTtw49^#Nf65Vcwq*g{QVR+f{G1UHW;p9$Y*wY#Y zLpz=ZpZcesb}^O(fT2DIR~ycr>;lX(RvrD{#RYksLsm}V$a%!(&`-;RjNb%M;Q z|BAQdY|PRzJSU-qK8)M|&f3if9%F)6nanhTot+*wTC)jBg!Umc2CVtbh2KIZV%eH` z{EPU%OS-a?m!)c_eA94ZH!)S|)Pv0LO&4(7@`0xiG}#?iS4&IjcVGor5JviNI-fP9 zrxSOn5!$e<`_n{D(Tlg&e*2Ek#0cBZ9vvw9#{MXQA1si^zSNX=xc_L%<**gWDyS>W z0<2>z=4}smHPtt-=TkM5pFL$VbITsEwJz4~PRxk)eX#vh@Fk2%lhEqlWj;?liE#-7 zW%=#w7bVfl0?=;qM0OO4KSVnrINmO7pjM~ji zJ|!hzu8MD-V5n1DXW#(La3zmdXmPg|R%wQnS60R?eTJ8WRMDl)Q7)~anmXRo*Qv-; zzVv&dNc@w)`1{yOq{H5c9Q=L{9D`UKJOX(~yd#?e*4`%@j(z?h_j$7zHi_WD0V?y- zRO#aIGBEe`anbwaN=GYbKjMa`uHubO#TAM-tIcd{eU6Qo85w`|N8Dbee<7E{k3y(W zL?1cTCPw{Y(CMr1uj$PASm<0nP%`RV50TKH^rX!;di-`X`=?{!vIyMPwZ*oy*< zy`eu`%?Yxs+-fHw;c9L6#_=6?s2=dufDG0^(QO?DrQDMdBi9|DyEfYoV#xFa?^_zh zF^knL8$MjWA7yuoh#Cz0I&q*4{2pm3!0CkGhjl*_42rQNEd4$+)h^gw9`4yiG%rzqW} z8P6c(<-XCCkIeD)!r_b!d=NhPylX&jXlz``j8;PUU&N>g97sx!cc@3 zn{5WX8etnS!0?F1zbQ69h3(};G%!zzH-2<2&6X=(CoV*PPt&P7VND z-|l`W;}upP!8R^lPiPmk6h&-MltXH~4*OPnXrJR6IRhND#35FWSVYl*@jQ~b{i!qE zXQy{mUKSgvx>}x;&F!WM8UKTO+$#|4&6xJr7qQf7I%@9@(PDmqWy#e)LFAw-fAY@j z7cArBzXe`}lASlh(=WDhM{I_6LCrN2y>5M%Kd>Gs=7PHm<+e8OOVr@;4KZJ&1cytt z;j?rdQ@Nms9MJ;YkccM}KyrzmPz>)Qx?w(%{lJiw`FO*~LU;5+#JYB=FwuOXm`i*e zVqR@~gmF1aHYheZvP$g0kT`82KU}75>+Df+hXg*rM+Z7iHPa{p_As6>zpJJ-Dif2G z_L}O4_cKQ@NcxszfxXOSBt1>B^7lP?_KLJUz3G{Sx&91pg)?277gdWDwyYgVWZwXD2C3_+ibT29r~a2dUki|}9ZR<4nQ+y?KD zNUDkMQC8&DI9%g_{idQ+!dG=HWe|dd0dE1aLK|*jo}}V153wvWdBDxsa=_`&$^Psu zsg7mU*dE^df%QF!W5Qgf6_y%j`kKKC5QIkZx91GhAm|QE! zhE((yO()Q~h>QE7SK)CB7uvtkS17mxraz$5e!G63Cik5B8{SD}7}My!d|liZO-K}l zHGG!H^K24wX?Wg1rB2PeM1Exe@lOGb%(pn%;QDrqkoU4Zl(0k$&0{}+fN?=kD$f;x z60=>hLKQS_yEnraB)l63At-+;?;a3~qFVs0^IOdZ7Cfxy2!&T+)Nv2B7OriNtmC5X zJZD{gfQ5Cjd3?64{qyoP&-ilWcoRsptz6#y;D)2Q>JI24LvO+uetELDpz&q!(9sme z759ScV5T#S-B4TnZEyYDaP=sda;BC^$qZmYJAn@ejlCqjggx0FK*{mx?vVTnpoj0k zPjQORLt!GSK0!FDJDE#n`7BOV399L}tVC01G5t0EW@cQ1wnXZ>#WJs2x-6v!?3PIo zOfSpz=g>Cvg#0JxUy68N6goTDWCd@_852KrQTw8UYswTu`%ub{TJz2=lZ<+S)`ek#>mGt2QdfAsjh_a3Q%d8ZZ zHZiYwF^MJM`Yi;=K6_$?3;WUdLALFL6SN#Cp&i$&9|q1~Xcov|Q710l2er0qUA&X0Z+*!45#Yjk^)? zz^L@YbFMEfE!|and#ug#ifI}qWzzktP8}FdJDmm%?GeG%<|^}omnnj##8oo_!(>hY z^$|ikqwRA#+i-MxdutnYdq^G~Xj=om0W!Qlb#59nY zUT=oH2i@V4g~H<*WFwZFMDWh;GH_q%mCtJ7T6G-}L_>#My5Z?B0%kwmJHwUf zIn62C8gD~&^~X}bC#mNVhGk|-P-kwV(ev34zZe}O=zF9Qyr|@n%wc6o58Ht}usyBh zK4Ki01nFq9O)pNi>-v3Dx+IqKL`a`;C^K(2*L07Q4=2_dcb1PviiyJ2RqH~ zN~bh02G5@;_0%z^gL8j0XUbC9%8ih^yecsGR9Ts|RKU!5;1le3=_mO;#Mrz~OPXQ(uy&&IxFK?Ob(yJ{j;eAvc4V?@LYd zY=PnmVS`Pv?ChS}k8av>aj&9yYMF_Sn+H%3+6sK|rYby{au-7QJqlB(@8_p0TZGQ_ zvF1Il%SXp(W1hnZLjz{UqUraT@Dq;vcZ;2jd=iMK+A8nIGPAmIlnNiSZaE8y@QW^l zBR0-8H5^AeM<{~pSge-WhIijwiT>b7R~Z}7GMk*)$JlJp^;+y{yaATeuZlR|8WbCk z2g4`7H&HwUqc4CnC1RVsf9D3vi2rd>q2OIsNYDUCfT7xO+Mra94b`0 zmw_|ewrc53DB(_pp0dbVsc*d30b+*C&Fs8GKtjrH=ZInX;>HBXR7i}UE!P{aJ+HT| zTfLjpeg_MjbQlD))ZP-ff!VMH)66{l%XPO+w_o&(1g>orfObxCCI5Ew*?X~_xjvgM z%iw)QOMvO}w(Oxo{w;p{aH^h$x~7HHanXWH&#QQwXrmDxjuuTn`fJ=GQR{d_=OA z^QFucHW0!BD3N~52DdJE4dlfxDM!Tc6@!uDAl0bN7!!$ZE8Lco2l_GfQahF-47Bh% zs3!YWy9Q-L4K!}kZ>%+8;MQPYd&(5sgRc_)eMhUSE>E}X*R`()1v%k}<`J(jt5&&) zrI9Zv(5X8pZ+5B?Mp1Z|%qa#dz96K@{DoW0p%$CipatHN**-g%XaN_Ul2cJNU^qBC zmoppnw=yUC_}mf^77l*;_Qnvk_Oo9f%KlglPDwQ{sAN4xTLDd`WI;uR@1Cm`TzN0O zz^ENX%0SRMk47mA{`!`x>hHnJ4@irC>sv8D$vcvG_a0y-GqHb5tLNnAdSGv#C*r7< zl?@$`l;+`Cl%}SCn<2AV%t9~ATDIE1l|Q*>Op6SWMNE=$W2X~*8jZYm}V8S7)S(j4N&kYJCUx=E3Hr$xJ_<$;?|ZMj*R|pA*7SV3#p9dwGCE}(mh+-z{HoQ1VsyxlNU267rkUxnOveyWRE@vabFcX2$oZL79!YO-r>Sj{FmHr=`V>s@%T8XM&(5A8#ITt~MnBdU1y4eMvTA2%dR2RCLh2(bJ;^2ruDKw{ zdMVz&UJyKTk|M^(*S8>~LW&tieA#(tEcj-UV=w4}Y97y1Nl)v#@;$uL}+C4mQe}FcR1_V5FB-B%OvR*b#9q8E5fX>arkN{4_>)}!XcE#d83^h%@U~wM}8jvs+{&7IV_HO4GBx`LyeaT+# zC<2%B6@CQ!#}7ttjR&TN$zI9J2Rr97Dk6V+O)$*J?+0-_jabL|+K~g`fT?(f;--DF zN`ir;Jf619GhH`}JtuH1UbKQ1AMm0{g&Nx_&Y$&IQd}0+>h!S&m`N!+O2O^S1dBVji0OigpYi8eFr?Sifj57F_M~!+o+-U2udqF65*DlZsy`x> z`5_RLap%7XQFx1n(_VMG?ZpCq)z?>3d{w;Vg1)18d-_2>4YuzZzwl$*c|2KJ3=IB0 z+-o)w#Ji0!cWy$0jbkV}@NB7T5QIV6Q2sehkv$ZM983B@QX4Wv`AYY*7e|Zu>NHXf zAU~g<(E0N0iiZ~fc3r{8rt2AuSp{HXe!c3#6_3qSHG{O@p~a8VG4A8)-LG<2&^EOe zcp#1^O<`0mwZ2&R#CJBvnW(6QB%e$nHY5$GJ7tVob#RYYco4N0S}%1YbGqkuoi$O# z87m>#asEh=iepHPb1l`Kp?o-j**QNxJUe28c#}1Be36PSMS(l7BTS*~oo6s}%M50i!j2=(~EBG=x6sY!Huq*IO+hz`f0h{FqroE zoZRY_k!ljejV5Bz8Pd7c8i~NU;~H@g+QA%f_NyL{Yb$u{^<3%K0MQU^zX{US+WR8YE4hpjLx?lXjF4K1|jK$h$M%FqYWB|_8BZyM49 zv_d!T1X5iO!o>gi?G;Ym8*kUeqECEB>zcs?bU4wy35s9ndwY_alZrve!APS55q=MG zZOO#?pbi97&EnIo2BIw6L`$iSCG-LIgRM^IRPkt1aHU3(&2m#y6O-kvu+VK>RdWxn zoz};N?G4C3%GPh>9!qP18*0V}(eym`h;KOED$iw=w0v)S|4jgV{62`B#&^4}PdcT+ z*7IgjB+`~xl9B<{$bv8|u>qGzogfT1@CP+nLWU0kCMa{==$5Al4JRVD+P{t$XxyDL zHOy6>>AhdvsgB!TqlQ`CqiCJlx?JNCdN7dbPx+KIm5nw+{s#*u<;rw`7Pe!o0fCJg zc*;*96PhucLNo3!flFdv#JV0Y4NE9{$Jr`uW;-UN+!pyzdKJ;N)n3?j zOt-&-l+SdfOb#@qnE7PK%XD?ixFlCL;}>x+Z-v6hE_H`gSa%e@Xvk4?Jnf4x5uI%t z!$u+2@*wSKATUDBJbM5ULyu&U49I2ah_>+jg4WjNwNBYJzv4&`b=$-~^Ne@*R>m@_ z84j0g2bwiAl2kie>~?%z;Erd$JZ4b|!wDeQlmAPKe@}Hf4Ub(yP>r>ftCQwDtx$Gvg)+UX?hh0^#o=amoC4(dq2zE+W?F zSA^(5#f9Tz8Yeoq2&Q%Zk;>9X<}18*{2z)VUB1!Sr_FIQv<PVAqcuk}2%S?=X1iK`MXwVV?zS^oB&CW+H&-&jOkJfHr@>Cw(y z<;l8L?L?{+(b3^dkV%Z696}s;?ZJTLt8;B#U6X#Ci(bSgss-2aV&Zny#aYMZ8E}va zv2N!ME%g$bl~kMaUNbryA>{n8;PaD1JX6iK4%Q~Nk*Zy1gY6GTsKkDo11fHo(0=;LgNno)4Z5(qFDNnkapPoGP%?A5Abl6=efXNHv&c;20S(7K zZ~P^!d(CEe&DF6#UFnNN0pUdr9jkoh;k4fk|9Uplvktd&nS2a+p7csAVY|H#ge7%> zL=*OqweY%bHK`UUybD&eBQsyxB%4G;&SdTTD`B)XWAhL5XWZtJY{O_zPc^4l0Z32- zQ_#jIqasij1XTiOscLY+kx1ma`r=AE+8Wl&n1nKrSkl;vODp}D`F`zbE*D#;baq!_ zsUs^xgq3nQM_>vKkqpyY!L0A=Y2P%Zc_z-Mui(YJGDg(sTi_m>dio==l(u0H?78|8 z@NhUz_d%LI_NEwe@mRC^O3y@KR@tp`&K>Xy96{TFjrC$@!q0ZZjqxToJty!W)m%o= zILAkGbMx$UwX*))D-$jUpHI&=+}LUd^7N&m+00^pg*B|sl)2&ZQR7`RmkR$y%T?j0 zWqKD@^<=p^12QR7-iWLrU{;+T9GK^DtvuO$?cg-i6zCTCnn}2R@3bk?5Q_~i?87v7 zr5|LE%4J!LcUR0MCrXH?nzw}=edufq-PN&5x5u%8Z(Z`dx^0=_pp{%c7|+dlUcg;z z?le|n;h>ZAX<)nK`JCRt=B~ka2_b~p4MQ85&BgvSarHI%iuz4uccn;t>J{{xjq5+J zG?-$Wh)z_A7)nHXbU<_NLgX81zEDxA)Elmufga=o$8eXJ>RGDz7y{0A41N@x z=ru)+n3|vFv6@t6Y_N(ko~@s=6bNDrkR5V$^{_C!>@pzhQ)+5gGuawfue#Z)>*dKAo)|V9Nq&Cu>ahu+L zey?+WPOP->ve@@FZI}}W4m!h?RySy~CLuz-&^X$lM`s{GBCNoHsYaF0 zDYks4oij8vlvLs)b4UWeck^ObA{uU%MwL24*=jEGgxh?y{_GnRhHQ!q*5q?=vms%Q ziVM{nHFsP(MPj>A>6{mzMJ z8eDljVV0o4Z;YPv-~z!6H&iSIPoPq=T^EeGvuP1`QnbPi(rLT8DV%{>JSr>@@ zvOR>1;$~32J^aK)OTD-ztcXMW!pXxe)w?l^fs;wknlU`BbGhms8)u5hiO1q21qVue z)MkxEBi9--5_gneTvr9FY*;cbQ2AO8?ON&5tng) zo1O*j!AUY`-!VTJ+-6X9FROg}eWKDqEVmPlvm%OsGR7jf1jTa${XVm>rIl5X>&8c; z%#fQ9`}kwF!fLAXtsu9?0Sz}7<~t^>xv zxrKjIs2Q9i&5`Q}1=sqJfa`r&XCJegdRY73do>k7%nUDmqy<#>wrU>zOm6U8kAIR^ zB6hv{ZA|MJ5qZ|yx8jkfemKW2dD@wfWmWRh9X{{4!1(6VGMLG{%(nurS-6h@KEnU*x(%s!4-QC^Y-QPam`}>~f{O99l?>A=FtXVS? z0Z3%~CX`@4OiIX$8oMNEEZ=A@q7@1wM8I~zI zW_5JFH~K-^Q7UoeDrA<#)?z87nbGmffn^*4zfPa#@Q#N>(cr<=JHE>hQ64m|cya8e zl(2Ru^7yN?#ZwaqDmH8n1ZSbu622TiPPU24BppO4E>d;7Xf)9eTVKbW0yE3jW!vD1PWm%k z8n9hcXI^!qa1!*&G|HV;lQzl-8*ktCCmIxpa1q8voH80%99frMF5eYAu$k8- z90OR`)h+d!Jg@g%6F5y?Z?BVp zXBRum6jqf?W3L@#yM{cmn#I%fic{87-LPBie}29iyECSx(qsb2o`t#-6=Go8 z;$Fz9sm`<%@6-PNn&4hkY^*}F=+XHUUF&tUL?m&O`(S0@8*TY zZ6EWzorNAHCN{_sVL$YG<^M13Gg1wNIGEUXVKuO!mCt$%7Md+M)XSDwWX+t^?e0(j zaeG58Q{|cc>8VxNFpvoTIn8MyMG1Dp|~uK9kWc>a~+!{G5fnQ}5!S;Kb#T5c&x0D7$Okjo9x zY=;*~*OQd<{p^Skyr^7$p8T*yD(poke(iIPh(3HTjkcFt^{&&H|A>ePt)iZY$w|F- z5BC9*gnqpUF2ja2yt!O@muO*rPNA|^Y{QXcl0ICg)V@sP2@$*LHqyevLe$TncgQ^p zBUrrd<}Lu=I<#cfu1V-Yg^$Dx42W|%?}R}ZV%GTs)p)n+_Tqp!&Q6E$%SSOV3oqp&=n!?ivWxsi%Zds3`hlKHmjw>RrW+22{`2dZ{vwOrIK zjA_8*84Bx~L`0C#(j5+cIXDgPv5l86k1}KN4>?t#$DUak`TfG)o2Rf$Z!4@&nL4#O z_T}aA@@;V>Q*Jv?>9^z*&!H;0Vc4?SQ{=bi1A5ghR>fa`dktITvgQR0*7<~R9~QSN zEQh((1tj8y=DtW;T5405@)xZwx79sdxq$ah9>C4%Vl!P1Ko83OQv{EsQm@1Dg!#uw zEp79oJ5BiaJB4Wuv#N2Y$s!^mU&;4FFLb&BzJ0)5MCzK#^kBMnrm(27V5wP`Rn6=? zu0Llk*KBqi7-3!0&>5VP;*eZ*-U`cJn-T&dZaSXFvws2OcERDRpn zyS~gm{%`ocdC>JMjwxN@q5eC~Ji5BN+gYKsMM_bHw45t1PFn!W8}&uoy^_{)AQe`D z;@ojkw2EU*g#hV)2vw$9&$>=dvkw zPV&dUZ27b7Z|8%vXr2e{ICORm&6@Lx`v+l?`)$5g5us6*Pxr=Fku9x#4e*2@-tFjq z)V|Z8+swH3WfqR;B5CJBPBeK?L{6ZBvBoM$M&HrBhq!du@%w(Igc_4I?kETOpqJxP zyo~6;omA%*z~#8Gac%Egz_3un^<_uAysb153pw>Fuz3M^`@$g!%ZN4UcrFk_*2?9$@R22Vuyk6}0NHn%UydY+4Yik;t#9}nNRWKZ&+L>MS z$8Uji@!j@DAbuHBThT7p%k>o1^%*QYyd92mZdYx+zo&GHTfO;hZn1s04oKYOtAVG94edQ6jUv-c$b!c`xYxVSZI!;nNM544(&O)=vb5 zPcjOhkf|sM3a(cnGyP>IhxAF`YU!jBZS(I2>gRxlMCsLI-0gP4T`#ArOVfE0Nm)Te zz0_#xox$?}vXSN;6n#ILQ!)<(FJ|aIoXhcn%cF^E0l#)QQBw8GCu4e)Nl6-&$}|e~ zcN3GZjlitAa(vv_A8-PP>YosKlsogdx9Ce#04cJnH=E6skyBIqX;jw$=#vUlAbxKn zZavMqO1J03^Hs)M4HkvZJU}0$op%s|);%C^@v^ihu6Y{1zCfJOVG%@JIU)77WqoE* z#$P_vv@hVH=AHPaRaZgzg^@+Qef&o%1s5l1$X5sw#0%*V{8QgSK`O<2P}Oc_)p0nD z7@1M$BhevAN!B zigo@=EXK7q;5N^#Fu#;@YxSI4_GI3cnWL% zw!EMwCl?(JL8M9;Pm1)L<~@YV)e1xQpVg*Kb-X%`Dzmai=rOu^HpKWBbr~>VTpMaCRmU?hTAC0JR@^{4q>O@8+vI z1B1YM z>!X#7g(Ay9`Z}TAj!rWy{-t$`bk%ARTz&GojR}{pD!=80oeS5y*Og=QI)7N?wbaSY zDYV^9ACj+A(F)-|)VPmXEeyF|tU>W(l zK7a%EQ>`{k(#&8qLUg@7E_{~2^K{Fm3p8Q0&xdgST2WFmTzVn4naF6YN1^a|F*WQdzEP;Bh>>w7V1?P6L? z7s#r#y4GeFD$NOAH@w^~S&YWWnGmTAtdf`sh~?Ir&WIhPY?g_(qa1K#8K$sUeAmx0 zlDu3F3%wHgu@g0Le-m``Chj+UW5La*blFkiUDNghF&B{*rIW2dzY3m3_IkA|F?ZTt99!J~?8JtgiV5(<~V^Y19$3baV* zrLtHxhTB*fG)_EoIRuncOHo!f$nHDKv z`@aBY;@M~6L2!CdXn~5+;9voGd5Qz#P2a_(GgGAG_UB7+&dZ>icPIyaQBhGF)-gaR zkgdoP#Oa=p4i}G9+Oq(pu;_tmG^%!GZ4YK(z@O2roqQ+%3B);7d5ceR8T*oe@*uKk zJCZtSZZW8s@A>t-3rS4RLHx=oKCt`kZuiv>jX7ind;crvx zp8lcS2(4-Z-EH#wdM>h!cyzusteBon5lPsC%P$5NUZ~m0szwny=ptFaGiYDO^o;{G zm;{}q3beG7pH*!H+UX@t)^DE=Sz{RD7x-OBGcp%*94l;_P53>QiWFfg*M>a|O5`UL zq$HpW{Vm<0>*2C*LcuE%jOT)J^sDibKt%unvwXI?OM&;Rrm|#Y6sqDR>~fSUw{iP% z)zEpzJEZl;qjKdmN-h-c=X3sIvq`^a;6NDiu!bo!(B<6u6>{Az+clgv9hrK8b~1qY zB)h3B*1GC=f-nhE4sT#mpgSsW_myE_Iz+GB&QVBrb?G&!CjL z+Far(x8L{SVyjQxLKrHGb=A2m+d^!3@_yxWwc_kyyt-v4z_4iAC{h{DA6gMFC<6K8 zmQDFmn?@UYVmkFZKUf1ION=vk_1wd0pM)nBu`1Cw1S3gqegGmX+g=hYwmUiAzeCWqxC=jb{px9bKX7VRSugT(MLwjxx@~f8{#=1iWaAO+ z?-rn=yrEo#M&aBr8p8-)OMYHIMCnIMHndtM;x8M-MOJ5v8*;Bj?$2oBRx3JF?*);J z_H899P>?6|)K&ddd4f9&p+%5jv%EcOw@B>%Vk~uEm{PBwBeQA5-6{-C*%#~kvJXq5F*(N4oAY2%FXsE1ygPLs=E|WztTwJovYun zMy?{oBQ0746UV<&zejR;(qQ1s$!wr;1E_35gh5G3F$hJ)qPrgXW#b-Qe!m7E)w*`M`>ZZo-CH|c_aC@qMkEK%RO-{`x9m`-p-CTSvuY5_AX zYnjm?A2+M1PiAaw^rez+{9P-fjW|nOwTHZA(*Y^aOCn89%c>MpgoljEQTO%Kj3BJTVxhKlH`Bx8=rYdxm-_6g%cD5; zqMNTN#wSil4|a_VD3K0K$Q`uwb2B(93fa#b2RcFj=+=BNvFEl37_p{sWwVRMK`VmF zL8+%7+FDd-jZWL3d8$^()^}wyMYmi;))cd&;VSKnXL$11(q-a}*~dyv_|c(xUD*n5U)N;GIKUkW6)0Y%C5F|!}J%Z3m6k{WrT-zD@#R?ECx;4kB| zwD#(!O*Q~cqJ9N(oGAKtK0zN%Jzz8_%yR2U+;Xb~2%-YB;{OCOIm8Ec=Y1an(wXok z3YMnPeCJ2y?d%|zv(`Jxoy_BfG^bUQSuefw_0CAro!Ymcf`Xs=o+`x8X5)KBCp zAJ8s$n+vtGdEAh0W>z2X9KGNJk>BvF&)4~?Q8h312GZ~MiEmg7!#sCV1*Yj~2uZ(p zM-uW6$162!bE0s9x_Y&IZHGLD9_5t8PBPo|IaF^G=|6m~6Kg6o5G@R2ZjAuFJGj5t zQWDl3;NvEa-qAOem6a9C_=G~ctz|cplOL#0`AyH%!{*o3b~U@D>h%bAw&78%Dih$4--{Seb-!+xks^ z#coDNYcPS=4OR*Awj0sI9Vh(m$bU1nZrrq1L`tgch2d1Vd@j4C1;?QI_D_Wa43Xop z&}Q9=l!daGMvnxBy!x&fMd8i#r|C}#1*1m9cKH>y$Z#qs$dy}t-@_)K-Kz(Dy<93h zEqx$b4>3y^_`8Gknas(j*8ON9pQwnfo3M;A-glds5_oVu=3vNZlQ4eA+Z|&^FXWtO zWv)&C65pxD0+ODFI@XrXgFfn1Pc$w%7zuyOG zi7MM}>S~kJ8w!oyvrxIuna6P7M<4h8o{V#Fb%pf)!;iAk`Z+=SNSM~kye5v_0@k3? zDvoFyBBX#YL$g%IR>&OH8+mCi14efghMc*8AUqDIQ-xm9E(4UWITA4{Kqqv?-oS|s zAWIgGLM+504Jt;ncYG>%RtslfuaP%$QTB!w&ztUWgN}fqF#!mZvWbW*WA1AvD z2=V}iIVhc&RJmLk?%)sQ<&o|J)_E#UN zd@V8uAfxFFW()u!ChhG^m&_wkvcz6+z^>|6`{q zwt*7Ywpnw6*k*xj)UT5scqjyj026N#Lt{|gpl6nVstmeNDmKhE_n}$8Yk6v(@q$Pu z$edXr!CA{Pm;Z?kn}WgnL*h~NKXB8S;OOzZz#=a3QsCMeL96XZRqaJ%}Yb1}$zE+w)r~y?+8nds+803xj5AaF1L~bhNA-`=E2g^TS?- z(#R$@lkt!0%*O1O;0n-PWMOax;axQ>yoreka-~pmF^7EbK-F{yb{lbQR;T zu*rPMlmM`kJC73;R38Nzi<+s!o(yGU!f{=U7+^_?Puk}fPaC#T`FtAhjc<>jUI z^}cL3-5Z<<)!h8>YviSp%@isBR7)`b1hMNp^PmbAIFvw^v! z`VPwAcPaAp_j;s&B?h|s6T_atsv~WYC^!L70t)G(T#2^7Dm8v*={QfF|Jmq0(uK~$Y_q{_z;o8yD90IjZgv0yc0d%dF#C;R8%IH|encVi<&-qf zM!MUn%|P7rL0q)@<;rwf(;=k@-A8#lkXHXYYZv6xL7W612c3%8bF~`dsD)pFc&;KS z)Hn;nNsJf3tPTz=CASqVMkhBZ5Qp$7ntY7s7u&H0vv|P#d0{h8j3+kgG?uxCOFYeC zV5csbYS2C%EH5F^vVr-@NFQW> zwQI|_aU^qqC3r1!6sq&FLVQs~Bkda_`DPr!>~4F&*(F|O2$@pKFB{F3F*W#P1O{Ya z=_&|+6!ST6Jfu}RJ!^^`P#)MAQHLFsh7F1HU%G7;F8hjTRzZe+NqSrAXpmA^TMf#1 z37Hhpbp2J36#GX^y!o}7vzknQt08{$Q`~?&S%9T1)v`Wl~3SsT$OONKcQJcoacv6 zEG|cygPM)Hrd*WzZJgw9uTN)Yn#`ututWv()xl_Fy1-CaLw=lKP+9lkph_+4s~`@l z5Wro!(AK)7Uweb+g+;$wF%7UqQhyS^7)Wvs(@RC+)Gu+T1;z9koBj#XsJk!f?7vwK%6a|RuKfpc+juMZ?!uwWBl9&Cx;|Sw zbPn=U=0nxz$L}pIg#66tEObaA#Jb49ns}j+pDv71HuJkWn7g<{Pge75=|-(_d6>wZ zirIniceco~TyK(WTZ9-t;9WYoc?jivRQi+O8F#WLZg?#T=@7;nj5n`tlgHPP2yO+D zv=jrAb?!E>z=fqZ63qC+mFmVbrn3dV7vRf~9|46p)B`3vDi_H8z?YzXyf_%E_e8We zD0jj2ADm&4oVo7pf!SKir<Qf2`TzjYU=Ba=kvsBpJAjoKzxm?pM>5rBWu|m{|y7v;DY;xDb@Wjky?pVx~vlyallz z|MD9v1{ROVeH@6xL(sn! zL1^pr{&pr6u(k3x-i@$$lh@CH@~{)g>c-YLvO69J#nY%SA_%UQX#;bbpb@aP6=uC- zy`ybq^3cgU`E{*x%Y8XPUcfB#5nUe7XSUtZG5)k|81iz(N5TSG}91 zJE>62WtGGYr-&dwQ7BKwWIWzML;9HJCi605TirOJCqzg@t90N^Mt75F_*I>jD7Qx6 zVk_aI=^BUPboC2!4~deEs300^oq-tOL!er0SZyw{hfMJiS6+gVo z6KW6Ib8?^(G#xPqhlX%_f0QrB>GwXLcO|ioZqqQExO)zeq_>*TyeJEZFfc1K;!Lv` zP&i|_S+YU>(EFKOKu8oHn-uLyKZ(>mEdT{n7c>uhlDd6{_}-SH1`Ms2O6NRa@g1UT z$9Z^osJ#liYjk(aEe|XNP_02NwWI*gP#fcE)g~wEIkfkkqecL6?ydpPFHfLmj)@*g z`HA*Swq)cjW98%}dqF{Ce824{abjC$rRiCeI0Igw`^4YF7zrg7xNNETy$Hal=3cL| zxkiCZluk26%BB20UfSNT5eT#LdU`T!=VCZ5B^>sJ6jIIT7yO>e%pr75xog?Sqc%lX zTX~WJOdR=tmzEsW`9uWN#%{2Zqv;yol40;_Ye0S)@%MbAgU`3U)@5&tzFQ)TiX*E# zg$syCtY86<#V9aBJ(D=Y(z!HyPUT4s^5j`IpRiPW!h5e%AT5xXeP>WVPAZL-Y70^A zPK2lZDm{|GpdN2fo2se(XcNSCvEsBwvC}9q5<`ux?h}~&gV-#jf^aiRt6cff3QPqY zxacj?bz`K&;()bEGw5NeSmC#xJ8{a%CyMu?a2&O$4r82GAAzZ4W%}P#7lAp|k&%(> z#^1EaAli}VwV&T{uQKyGlnU9T*|?2jwRfWw2*%^%1oA|*8#q05(yR#vPV0DokX3aO zTGu0-|55DPR5G*KuB|fwYQDGkyq--d zhD};K&l98`+N6uW%FD@p+ThosmP0e^#&mOO@Qd{o{R!pss{@||i_?=pjJc>Vsj1>v z6IEZh!y4E{37~}@Y~>OkUXd6DW#P$L**Rgmxi}nt?Im|-IDe@`boa4zC;x2BEB?u1 zEj*US`}gm~3TXx=D?Yu;!E6p<$_uM_`P`r;4L@*+L9gp4PtpyN8mNh+#u_j!C@hq% zk_IHL@YOW;-_Il8YfxYs4k)-5icl1$ST+qDO6Zs9>x+zGU;?RoX1h9_#``EdCb?vZ zHgz@f`0}ecu0aP#{vWHO#nu(wYN;{CIl_L|A+SaP6uJpD(*LxhIG12%Em0&=E!Hp_k=R|)wxydBMd&q=n5W4i~WEa@I%WmMvNErNs3 z0-GII zB)t-VtIGmho!@?^==^0~GweT?70P(FOQ^ibOeR?^pS8-hxN;M`TS)MV>YUEBM5H0b zuj8k&%&QyWO4cFE=vgl>1NQG&boM^(O?e zkx8ZU>gZ(Js*c_-7-jST%CM2D7)}}!lFba0x)^t@?P`M>LjHh)_z>G}`R-`2=Hubl zDj*7T3>?A(rSMB6M_~^ItH#U7+Yv#I0|WnJ<=`gI_!(rV!+Zj>r#2nD(AX53u<(x? zzB?>HSAJ`#?!tdX95_4jX!QD2mzrwjv{KBtCXi60{*0Gm!>2B}%aI?}@l)bSl@bCz z8NA4TT;4^}=-KXn(3GB@%}$H)n5oLu&PfLQzG+v{y~gdKIK1!*o+EGYdpgC@36o-y zQ`AQUdKNpdhz|SF2c>=Oje-a639!z;L0|70(Cs4BS?PG_I)CmlI`CmK`Vs-~Pa23m z|6FNwIVuYZ3J&_(if6B*qzcm_;F6?tF&uTz7)y>RSEYi~4S*9W79S0ZUdI4RRTX{~ zjR#gzI4JgwAvv}#nbW0;NP|reHB`ScsKK}2&{a_ni_dfCnybW0 z7`n9s4f#`!{Z2r{Ru@Wu_CGDaKXCUcygfCT1*t4urm85MSge-EmuLQ);`PtM`>e$Y zN1?}_ctvy1Cbe1uT}&W%HnhdmYSlF&&;GM^Kz3SCR=1K!xH3BZQbpUD~)Mp4$c{&;z=FngtVHw;g z)vs$_Z(O8OsmAdRn_@N5xEJMKFGHpwK`^U>8YtRCs6jmPnSbnMg?CDS*$G<9P<79v8*73~cu{WMel_uMOXxVE8QHO-ztQ`r0VS^NjC-VYvxTC0(n zO{YJHllD_tCeP??_`oz7kQ}?du$jM~{gkU8>;BCQ$QAPlqrc5E#fGK-V5T-*R}Au+ zQfol23~9 z;0`_bv5f)BaMx#R_)m9dtXHC)UByAIr{+WPG>PmEMN_J%s6Vgqq9hOxcu=VwpYLsQ zTjJc4)H1j|Qcn+veEcd08kxA}4(!G3oKWaNdR^EfJv2l1EACe#&YN&YlSrL^;%ufh zAv2EK(A`4giy`+TUEe|1yOSMn#2#K&{upy$lQVp|tvJ}l?se#hWC@MLS@}~g@jn1r znuIs^KHFC5i5dOh4D@&2(gP<^DfMI5XHWaXX;F%+gI|i}YJroP^&B`wCQBbGk;43M zQ>DmHC&oveO`bskd4`3Eb-HdNBa*~&|&KJ5VW+H3wTgt#BL=SXv zHjenmiAl7as!NH*3bk1gwzCX3cw9&_O2;3wb(RH%vR1lm3{P%Mk}_7Qxa`gLI0plR zEB8C+`sQ3Wg)5zlLB=1=o-hFm&f$2Ni^3u86%1T2nH!e8DHf2hk*f(w)8F&F2Ro0( zIr?o6CnqO|ZAYY3)a4ir>HAWy-if=U5IYl1%G_(~^MsKMvz2#}*Fhs;E33Jxs3_cQ zxwe(!CZ*l3Mow7`Z4wsGk%7RC{F&X(bT3=b-xQa~kKG9ocSkw1&wNYsSS_Mt#|A72148~IZn>KG0W2pVLt5;&@o zr~Jte?F$#a3jgu{IBT^W5?yS?l#*|H`4C@U8*%BXrmo553Qn*a;l$ zTwoguYY15!!tDI``|<2lds~5sohUKe$Q&>w8{oF}4XOILi+x^iPuj(JFz&vsh%5gr z7fnIs7zHK9LT3ZHYt(|tFI%OhnzC8)<#wyZ2m03{%H?)=C2p6XGVO3qmr5O4_$!FKG$MDvtjNYhFP=q|f(fiWB5B_qo-5s=QvC9nA$asG~hq zeS)q75ckCCkXGiXhI?n0?iq>XPK@G3i0uxJbeKNiA zg=J&vThQ^s$f>)Dew*vf;o_vyC(hJABYeQB6N;<{;7*WFtLNJ;PgY>DvMSISVEZiT z_XGdNCjn+L@Dcgt$<6`CzX4P`GB%5J`Z~db-@uQ>yOHC~yCqt&D5YNt5bDf5W{4H(wyf?kZkDb9d3@+Ci%nu*%TEK}=5rP^x zHq#%T^0Tb{5>1>ntOvT+xlQgZ^;@W)6w_ST497;ToFk%7P)a3jnWjsR{*zazjD*dQ z>S@doTRv=qz}~?+@TcX$9eJ}|>df@=MAyXTYx4>!XN@L1!NpNT+J`>0&g`tL?*o^} zfFJ*4i3o-ee2~=G!Ed`5Ot0nN0VI$r42I&>u=kB$?cKxwljV#=L`fwaCUpE znJ(f+yhDqJo()dS_26~FE3fAZVFTO`cv2g?1mJTEI@imDe&fnnZE*K={2X1&OxQs6 z_tnL~uRdu)KdS}_$THw_68Zq)F1_V4+w&Iw8v!nOrGWoV_M0(QXE$Do1v^nY`hsn{ zn08V5>8xWnW;E^wbt2nnE3h>@*r2o}JQfjn&1H~`?TpNR{b@yV8qb}B{!P<#=GZUTq)_Dz} zgwABGG`N}N18L1Q@QQ?o8bk^7!S^&NTlY5@#DKZ-SE#zQ$4{YmD@9GR76MF`W2#$M zq${0b4}V#fRC;YDrh3I$vCXI|CArm*zYl*UkojgtOGzqOt5)>e%c{mjolAb)*7_p% zozA?|@7un~2F{J@I~0^JW=`OCqmb zO{}Qzk@97234n8rjD}G`1MM0o5MGHngQ1WSHspK1kAVf}_a2Bpb!>huLxC?K_zogL zxFHN<_c;8qIPvl&C1P-AIsPM+lk_kqoZcHX>40b?%6}!E!s$(GatImC4}<>hIIb2e z@*7&(lu*-QH26%2bkIP`%@#GdX#;7!#F4qaKElVo9uf1&`Als95Xjti=oxO|Fw=eU z7Vtxr4{f=$1+_f!1Ri0+V7!mGjgaQkI3+B05iO4Y4&)4`UfCj{zQ=X^%8pWTmkWJj zEV5z7{~35lzxd1Tc-8p0FsP!5n_MxXGOW1EvV9pD_*QG6fC@!puhSTO%z@wUQ8er6 zj_0i2h|MZe=^0fi#Q?by&Sxgj)*no>6nEyP{0QMIfurQR(P38HYU{DD$CS^5rfN!; zyc%n}Xv!-#oZy9-2g%$F=qgBMWNJhtS<__&BC=qsb9)jMaliaA_3T00it@Z8&+iwz zvNQ3qG);E2K<3c-m<6q6u#;`O_)$TE11)A^b1gBXpz|eFO&S_gTrG`b({twAfD3lo zZI3qyxd`f&a%O$4(a4Q+*i_x$aN_s~xoEEt{Vp_+s4{E3$;KtY`CVS!wEvV+;}_rx z5CGx@Vpt@9LNLbw{CG9Vew2GRRy5YWi0OA{Xy?;g@YKTc;Co_`Q8|6<+3*p%%XWKY z0||ZeyjqCwk|g8qh+b}1q^mB8lke*QTW%@juQ;5)qTBchlW>G$s$}K32aOr>8uDw$ zf1AYyKzqHecT@hYQ+a$!*i?;iKn^|+ zOxBFqO!0d{$)W6s41vCjm=anu4t-*qhkU7?Q9cmzAXFQBZjYJpsNs>6Ss{O*Ge5Z% z1-aguS{`3@BGxoKZ_K&VB{6+_huS$CYv<25eYtbkLF@p&C|(Tk{t5*Sl>U2SBY7K; z3s@9>%+6j}H<`8{#>?rdZH=Zn1WnJE*W%G~nxAB=IDyvznn-|6kAlAR)5O*?w9_}n zWm5_NHe@=hewnnPDkV$89k3Pt3>hs*xbP`2Z+0o`zG>;l{fjgeQXHc;Z#INSnl2TQ z&;l3IH|AN}NPVAf35>04je`|Jl2R<17Zk}o+N$I)Gxe;SMjUg#-3Nl-BB6XDJBG8P z?vJ+@0yoO*ioQ3q89F;(6|lscp7*b*GI_{d@5h+)M%O`$su56BLDSF9X^yS`sbZ)_Xk5v9Aj}dq`Dj;BVmjCao|AB)d@zyiIK3@$N*C~)KzgjAtXle}6G@bWz<>H zqj54b-=wJnU#*N^NSAOauaf%(#N^n~A=3~3RUL(q^uVIAHX+GQxaO;@KqS89ShBQR z3!Dba74{z|+WoFltpne%i&jg`g+2h3%H{3=|Sy*4xiW7sBc>& z0z&C0XzL$ulJ)vB)nAE==3d`-y}paoB4qA^|7|jfu{es0eAQuW+-z^%8@G@MOtlYM zC)5?*WI0+DKVI8lkduOyg^YtxRtm%>^x670it5Wid zz^Zvue>TR_%nl;Jg2}BwR2KZvJ0ViSJg`o`GIvipv!9Z6H=}d_lokDi`UF1L#K3m_ z`-5WkmRq53X}!@<*q1KuT>$ioIbKjF)ZSBZZk4<9RQJW}76}#G)A&BLCiPj0tzPqK z^&lrEmb64OW>T&)c%hvVM-xdzAc;%>;ifBm5SKt?vCGumoybGLEEm(eD~L;5=Ti_7 z(e+xd&6^NPXR8Wy_6ZiDD2~QgS{yz-&q42SqW%Q-`?>LdHp-a1hF_Xz8E;}#2iyjPhAo=lv^coeMX54xWFDNaWlJjwYXU0SokTNQl-<# zqhg1ET5tq_w&@#=pHE=U>n}hfJa;(7Fz38TH?6sdLa;Fkr&`T1E}}wG0u=WizW8!tzrlO`v@*kh}>(+y|@@+XqEGpD9uPDhe-ab$G8PZ01hJCs>qsi z&HQe}Ei3~k&VN>_@D&n1O>~|2dl=h=Ur7$PI=BLSPG6zF_V1f()gs!JkyB)&=oR|A z2GvUi8hx zpffaRNytoK#JwUQY$!f5&lH{h zWk-kW-7D=?9yC0TNlLgMqet4vZ&{X@GC3AWwZo?8som@D3}-UuYSSYeDSZEgV1ggC z&IKtZ)H}}cGfS5$f3k%Gp!pKI5p9TCImODbJ^7Lg=TK)Q1bNLf7RLl@})`VVetf@P%vO2a1n4rr83aT13_Xsb1%F zp*+38;3sgMZD{&I2-p<;iRrKs&R^f_l3rR~RvgjpbwLmg+}mw!DZY7cN3hv`GyVRP0@(`-9C_=T&mtMu zbRZU!WBFAe%P@b_r)_*Q%rw)6Tje~A+lBIUosHLXq2&qUru^!qzB)}Ph!k;dTZIJs zYZWc*U7XR>H(jQV&0Ao`(a%MT1VHviAUT?lHtP!VWC||pOzfR$_-RnG%ndIE0z$|L zz`5Kt*r3BXhy4t~C30Q1>BDv2&kStYO$Y~LVS-e+;iUx_7;(?q#-5FnHo>dz&@N1G z+^T}PEUkDDy z$)GG3F~j6%jNV7+TOjNjDL?4bu-~NeR^rVoXLhy?!XB3fbwm}xD$EM}9{wlxz}vPf ziAPxYAIu46V;oK2UjP3L5nXkVvici}gq~ff8{8f$-hx4O}{;PqbQ%P$95*F?d|J&HA@DSIMLZ?zb zt6%0_j|dKTx4{Mfpt7iv@IqN@|NSv`&TC8W=>`eyQ}>nxdhPq1Q%}KKye*{e!ZPUz zVs~!&%%&LIcjsP9BVKf7pVfUaODUZF4wD!x!CnDY2-qs03k3}MG$QLIi+Y`rWM+Uf z`(ikpD4TyfIs!=YB7f!sQM205o+r!71Je9gWR0mq59x%$>ML=3;fkH@KCoteJHg5^ zsVh-xDH12`;F41c{Ahg0#vvtwgN%qJ^Tm_mz_;(#rxzl_T%L8)^4~>KdRy+TG|rbk zH2-u6o0RcTmHw@Ts=M>F2C)8tmzTEtH?BKwI~QmL3w3CV*$*Pib?_5?((IfK4JI)t zT*p{}Tb!5`wGzH?Pctb=Koyi9^`5I3f%X?~bw|OJ#sg%djv6I)X-zxs|NQzipqc7S z@rHtwSO*f=U4V-kFI8uC2a1Ft!UKlD>=f@lii)Q-=PM`ol;OHE(+d)`DOK!}B$u1qc9k)eMpd_V{U6o#}PXj->}t zoBNq3FSMf+9ZAVx4436KJRk3aL?f5>>D(nJD-djm&p`mWZlJ@+c$p|1BTEJWmCFxf zOIoNbt!NIc6sh6b5QXG;@he-fv~PtdG9x46-B3IKk&zZ+&^%#{HakwRm9#qR<*Btb zS$dORq&AYkpkt4u7rN|A+4)h^C$8s^l+bT{KRgPd->Q%|X{8v}gLeT&v7-+tcm?}h zDPTo6K;($T5ZWjW=YQa3H8g$!>LZF)&cC`uUdS>a#_!g^MhU}S^z=p-O=vt#WyC>c zlX+(3UY?P5z)4Bq=oV^FYDO%mb>WLK({G8!@8E~x^VXsI|*N|No-Kb#7ztN)Azsw zzWFU%t1Z)ybzLO;mTb_Us-Ski7+*-WHLlY$Nk(u?0w(1+lfnA0N%;;oDd#d6aw~+9 z2?>GR9*@(O&Oo6ZP*Z-6@gMhzZht(F0*_98K97$J4l#JiQ2;#xyV5q7Ipelpf&H)H zR|tv;8h#UXK72EP5@2L8DrTWO`CSK z({oRyxG8KVz>@N>5~e^&a4(_i`z0ysj%|BN?+;4t9KSDHS9d(F^90;Pf|2L}gu z5R}x^0ugvzrXD3)tyn;-B)tFQ>MDS;T(_>$C@r9XbV(a@cZVR|DIwh@As`^#jWkGi zcXuO=bax}+|9s#%_uhYoVVu!%-luk~z4qEytNQnwzy#GqaD}Q!5NG;sH!@bSn*3U% zU4$8_q5#&ezA`>WVpxyeOu*XqJoDsLmI&#;bMC3ujEH48zFp^E5E8{4$3?4O$4XyNiC(5J259|6&0 z4iNkwo)dXK!a#eY3wjhQ&>`ZeMq^n)BIx+6mXAQ!eZg6Y>Ga!jqmfq9?}-4Q<^>U` z_O$2qkx~n7LaGFWmOyS$XtY3VneR%vFm11B%W~!{*0~bO0I?{W&t69t=N1;)zp^Kz zja{kghqo|r@V-Nw{?&r&gDc6Vzrd>cu^lJ(P`wx3*61he9J;0ZW0J%EmRC25rVCnz z>JcWV=`V0no-LK$U*cp4#Jo{stwhYPeRaI%xabLQlAgrl&RuJ}wJdu&3cm_8OAm8p zLZFr(Hkinh;o?^?9VJgC4&Tbdd7>w5WOLhfdhw5bb2XEyv!owJm2A!ic*#*n0##dh8uxg5! zPg6+(?H?|HC>0Hrv4L@c-ls$1Pa7@{ml4J(lg`WxPns~}cwD1nt>g`cysw_gf zMb9vFJcE;Vd?`F#&IR?{Gcn(De3GdePIV!H4H@Q?6_$eBj21DFn^-14P0uBTS?`bY z0)76e_EkWt=?R289AeL4P(t8#Xj|py>wCLiqz3L&b6*)> zH`UC)9S<-k=v70GpUSo{%Acv{e1Hc~;#qM(KdXlgjHHCJe|Ol~P2O;Hbe=Sd_mpfJ z{MTJS*&yErj@|D^n_MHT+DDI6Kb9A82CL;cyh;-R?d3KsPej5zprP6vgjWPBY8G3N zXcw3v2g3`s0GXdLE4UQ`qfT@P=*xOw0Tu561DZ|UVcw43v6z6}Vu6$Mdbh0NIp8e# zEw%Z&tVTpY95B&1qWtF5Hx6A`uX3h7+R*sR;=BmE#Rm;_JSU7og0!SfbKp>?Uc9JMizrrU=e6p zwulgZmJe9@_2-Voyk-qM0HRMZpN| z%lEMq_`yez`;~$Mk+k!G5%a}dF(=z!@@Z+zY$pI7Z!#B2lix@?V5YdtZgYe zZA<56I%chg34#64gTlhX5?Ac{@gds;-XZpaO}FuCVSP0gQ4bV<0`)eyagQKe3^%!3 zG2>e%Rl;||5lu~}qY?x{`c!GQdox%dP$>EL5r*-C z1cGpHJ0#t}eR^JV<SajR@?2Hs1$6^FTR)xP+V#Kig+AJf4dqX*N^DZF=7F%D5{aupY zKg%-)kzArMsDuHDlNfbtMCn9U*`3SMKKeG$3c{tD15~-h2ei^FOs6q^xt;|5yU-|) z!S~-_UA_`kU7CJOoYBlI>ROXZZUMl}q-NppbKUD7u$!^Y&(au=mcDhTe@0BlNhl*; z4$rI*twmxnq&w^8p#&M3qjYnrw}PrIl4>L4v#(6%V;c{V~X;l;3)Zrs?E~29sSG#FtwMC$=>YPQJ!T2`j>pEDjp!Sg% z-A7RBjH4Ln%`}D>fP3Rw4?LVNi}C1l#A?wLAlo*)Wm{1OdT2QN6Ih0X7}nbuYBx#B zbKSxo;2IltSbdx;rvtOScFBErHfxfKbL1Dl?FB>tN&``YYmKXMu9 z6Isg_c2RIss4`#O`s^pB1b0K%R{XJccxC)wPEBYj%-ilMG;bxku3sI$wL|kmoyPY1MWfw&IsaZ@VYYFqlDAxLob<( z=&{RT76wAvyI|MJH`%-J4*C1a{t%$dEaJR)$TUPD6+5}E4(&F7j~nQ9p!>}R9GEXvBYr zfqSmFrrWvxa)Qo58qf1_oW%tB%Q+fE7}&>Dz&C6R&OEos@K&&o$nwKGF?t_>4<*y9 zEXGE|^wd{QG5R{(hTZkD_*f4eYjkYv)){sB8CN(mR`uGd3E2zku-Mp~cFIbe>VV{oJOIF zyKo1+-Q?;|POYPs<&Y<_wo0pbspl-ypvPVG^%u?E;>q_Me9-kHSx>fPnLHowq$~9G z_8tOJIhuut@Nmn!tBq?T@>%n2P(ic~fS<@p_x=7Gf50xAs8!|qd~YO$54x$V8`kT4 z^L?v}e~mI5q;{?o9)@*8*^F@imHS{Yo2Xb`i0f}FwF7#B(Xd;DJ+;;)}RJTjQm-MJ0$#-9dd2%T&qfBM6F>_1n zV7AJl3zQn8gvb-r#6_=WA4g3sojDxJ^`DajSHqCelZC^ zqWs?^RZi%h!LJ1QzFcTa+LydQan)umaf z8`3+@eU}Z&+wnaxWPu6xA%>u4yvmR+z38r9DIX|L5Z^6!;#rhGu>*ugKYxF#Pftxq zzOe#!JvM#grEZn0H3sBaj@v=4O;8r6F5=&)9AbaVJq|^S3SQmB&LJFw12q^S;rc&) z0p81TH`c3c-7)ch^8x`YwZJ%-FUcMzh=z8I(3=gGUCvuLGC5pCWo~R z32qPOrgG+-BIAsYoP}<%+ffu1Q!g1z;vl7?qa)g|PGg5c-3{RP?C|=e_u4G?iKW7k zBH2z~SbThLWc9b;O1f|u{b%ZoL@;pX0elrg9W|DN{ZA0|>BS*IHdzW}o;M!A*93X* zj@W=8bKZnffvQg==7o6r?sOSEG(1ZA@zr)-QJTzm?#DA!G5^E}Dg0V~F)aEyX+~kT zIOc<@;*#LM(K0PNQ+*;|D}db8G2=jjBY|H6f%s`NsM1~*Ox3rP{HU}2jHr2lra%cQPmP(U z1vhy7_ZbG1F(J0mkz3M9Wz7gy+#_1+_l%RG56_YGkcq1Qzk zSfeC#qufw0C}Zvmt{4cYz>l}CysQa8BYO|V*Mey%T?}DB0ek)hi+Q5f&t;N_H9$IH zJ(s^9Efu=u#$<9%fs!8)CkW$E5qD>+P-|*xDl}J9fu6PBgu*?6W>D@qzQGqie7R2X z*^&ld*=in*_Fxg4^pfn>`kzfdx`Zb>VwIa7?Locjt!@&yFihtDj4OAiC<(;NjPrPB zkH=IcIZV|~Hx;7;Xe26WbSh1!<*w2uxS+I>N0;pavMx$+7f;Tk>`>tx?(qq-MH{dX z*WlQvp&n*XB#wTEOQ;d@$3Vp&?a$ps({0Ji$@{Pqe6j+RO{JZP+Z9FLCr~yC+;R3E z2Y!BzOuNWC3bi(pxJ6&XU@;-r5E+e~u2MW|^{keJqp!F`)=9+shnnNtM2h0sf z)_k>I+n{5-2hdJIpz+q7E<}}-^X_uxPBnN3Vxz&22aadORnbyiy@>peVkb5WY)~)q zxZ$qR>q6PIW$)kvQ*FX0h#}BWy6y~8U9f=A?xwnx@)q()rI{K;!JA8&m|LP91)ZyX z)s@3`6AhE2w;-@NPlTi-Q?daGNXk(G=|Y^dGlLwZqGS?hQFm0;d7{@xyqG_uVt?Vq zOuSnx`Dl2TaNmFe3E3?msIFA}sSp%BMrhXBX#L#x^APtN=%R-6c%GP5)xS68y+pI- z$uR&WUK5?rjRM}IrKg7hVqRnaK_L(Q!HEI8-6nVgxbr(+xs5ls>xU!_YEaIoOh!kE_|37bw8x6r=q z`E4{+ObpuIWEB;&Tv^=W?lgL_Sw8{2?iTVG^|X3eW|Q$(?Ok0Q98v#9^*b=8Obmu9 zG)3uIZLcYa3}ngk+LRYWD`)DRY=8)@FgjcB{!7EMH#O)I51l0xDUrcjB#`EvRh=5T zom8$MO_86kVs@hNw|mxJ6enY>DU;Cx1CC;?58{p=moih zj9Npzz5Jl1%!|skbJ+lDf~mRL?2V!(p^0h`O~jt-VZ%%K`3H|Vjt?He_MnPQHlOHX zVcmW!5E9nKo`#5}LF98$(kFJ#a{0T#hZY0EOxcwe9C9mw74d(s0&?K?N$BJilDE0Ngo-Do`ef!)FreV7|!S3k|B?ih!O;oO_Yz zhkuS6sTGzXaM8e%l9dJ5zt8HD;eK~T2_Wl8LecMy+AgVE5m0pNt9dN%LcTm!dTz!q z-62cvMkPbRk4?vkxLXw1%;l0+z|7JRg~DdVjN9Z*`DFjT)+^d918}rUM8+86$4pSD z+?Pa+cfUWCNdPr(GKgGGm8Vo9D>@is!I&`gR?&QARq$a+glO6-G=#jFee43f1>RAo zJE8Ck3g2mkue>RDOZ{r}Sak{NpQE3JLk*hV*PsfM5s6xYjB-SV((qXw4^uE`$~XoI zK-Ak+Y&Ofh1|L2^cfngc&5~X2xaL>8NnE0-P>;0{^_^`N(C|T&efmAs=eg&>Q>Iww zSG^`5zUwQcCRb9_GxtFNI`9Lc-X{cnR!B%`g&47*C3Su1yG7+Kkdl4@^dahIMKv9l zU_lDiW!gB-R(TUQ`_z);{t|zwisD`2lT8(75VSs3P|%SRH{2a0wa54wkrE@Hn)JwwSs9%sKl=bxKP zZGf6Zp1*nkZr?P1rKGqrIc@ASOci{Lba0?@ila>e1A@Do5oujO96oklXQPnIdev{V zONchMkH3HcYlIZzig~au{SL+%+g!wJ8^eeZhzNupo0cCEy*Agvtc*!uDLn|&Z_Ze+ zJ)9zPcwmm8*@7DfGavRkrB;v^Vn`*;fLKuM+m7>Dr{GJ`PCxzN*!YZU22Imz!j@py z<9pr$IAX^HUL6JckEVmNb}s**;*TKi<#a12mXRr=9ffVo5Jh;YO7{dlrL$}wBAGW} z_pQ2Z7p3dF2h*pYuRh8Td{3)h^)UxUea z{6O~N0D9#KH~D+xM}_kQ(0#264p~ZiqPTd`*O=T%_r*(ma5U*CgxpmGj!iMPs0<_VKCUWzVn5_^JJT?C2ewzP*7IsfwuabAoGPzy;A_n4RUUvVgWSQDt17y z{t`@@k-ekW^<@NM$66)rJ-X!nv&f1=Rni*;opU^2Rvvl5NW({vE_QwiVfEJ}Dn7fn zM%`efx5-EvEWic#Rwe(SMj)Z~oQ4LXs{O24eoap`AEf`84M?bjCME6t;jKxVL@=cv zTTH$E`TaskRe_iz_?Dv{F8-cJ;Q`YR=-!LSd_a5#V)+7JvW?Py86TI26wb^=$Sqn` z&L16(XV11gJhp04ZH>Df<*Xn1&9Wc8EIJ2HBL4@ocYrV;5r z61=kzB*cI08rF7)Z+HB4F$)q*{EtlpDh|BA8b24%i$S-xw+mLKm`#_$3VcO+lR)!_ z_Y!Dd%^i1%L7em=0~Gu>_fFrs-&eM5dLRAty+Qgn{HpP32ikXxs)IRA!Vr)h@eKkH z&o0QL0YkAh&3QsKa{i5U&tb7aNdy5OkfQy9lEg?A^Ks3DIW3id6jzZZW~#2OBAo-6 z%vQ;K(8AEGR6IMkqT0`8en&L-c0CwN#L{ZZTwib-Ya|^g;IuT-bsF;hWnA3FJ#<@6 zH+iw#HOcAgWLOuN?EGF;^6#9cNyz1 zH9UotEV$iY=faY>F4m`if|gXaugChNdD%Y@7%M{mInlWAACQ`-JhzSONiW}nL=cx z)*(NNk#TG_w>bu6p!Ojr*f1^zgxWpvbQ3Cr%#Vn;i$Tl^q9N=bhQ3eZ@8fHMk%*&< znv%aAMR`Krzka|v+mhGh2|7A5T`V;t##8n`U_9x+#agMfM(#W)+y8aMFM$tWq#G=_ z2a#Wl94}xt$6Ew8qP+r|ky++EfFf2rEV)#dNC?56eF{E@y?2ZDoy4jP&#kv`5bi&o zpm`F;^vve)taktR^CJPUrk%9YCqJIg^Y@^o)(AH%u2?@ID70GL940Sz|KrvjGm>HG z2@;MF9vV1yQb?r{+N|rG51#+G9f(dKko@R6_;d~N_lFeU z<{hv-;!c7;y*Y3s+vS1_VUedw6KQI?{9sLFIUQ;zzc3Sjs)^JH z#orU+!FgjL$$J)jpP3JeCxCJY0coH>rFqm#?|8Mx+=72}N+yZjfcZ~?MI)lWbECOM zJjBoOC-dI3*AZ^zu*6mJWBZ$2yb`ybwdSLp&3+J9{ajwgu)0eZ^hKoGJ)`C^JWL{$ z4mtfxe|$(?<@@aukPyOUOiYmgY&y9G?=(on$@}_Q zC;GX5Rb`Bw+&%7BT4iX6Wra&=I-!3CNdy+pa3yAI_`NhStR0}~P#`jSgGKvpZHUaGtQ3rDL67A?E@1F?=@<$=y zk%%Ww~u2GQn6<(RzY#7y$4CP?BaKR!TydjnrNc6+hn(zr_TsxN`nY=)qsN zV)*pMo4Pg*O5@%)kqNF6f8cx0m6ddxs=BV$;9uwJFwImV6qsTkB-$T3hc(hZl~y*i z9~dg+FZ~%Dj#aOwtN)O?5kp!|5%94EkhP#tIS(HJEeXxKmgzD>fnK?qPY3lUC|S}; zCd{8Fauq`3hwobea{6EbQRk!x8-2y?{bp)#-U$az29o%1D?eLmk8bA1AZ6tz=fVXCwgMdqGxFUS1nanfWF_bz$2A+cMd{5H;T`a8lDnDyx%S zBl2P1Se?)XLkS3ATly3*bOqlNGieRiBszhN5M-s=36R zft|Z32LxbVG>6sYp-#t-$nuK%q58V`gND6azxU$m1(n1pVlcSlDNT1oci$UM9!2DG z&i;94;F3zKHkH{n%7>ihfu-i>W>18TAzz%(zRzPnZX^%G^z)So5`{_o=7o@uppZP8 z;Fr^d=*B)M2dzWQf4Bg%4%xRw*ZGD?No-Pg>JLut7Rp#{_D?u3 zDxlfLfWJG9SVpRaamy*`<>Htg{1yZ1@sRg_15Ab=q068oQ~^S>{^2*8!cc(bb%WmD z8OiL*N=0li%gQLia@n7<(uou0KDOKo^B4{9aZCj_*!rAJUrl2#x`Sxk}x4zX>x(6tH?< zbN&oyF0L1|cCMnF4RYdO;kiP5VWtC%5mdGi{uQ186@gr~J$MLZcJ&9B{Xm6euR~A9 z&384GB_c%!!3~GUSib)P(MbZ>lpv;3hCLggesu#LNd54=+jx-b6>iedqIX?6r`bAHH(? zs??9tUn8{+Ja>&m9i$e~mF5N=+rgW+(g0oQ1`6wui0_X+_rK{9v?zTMGPjBCbmpOP zS2Wu6t(haLY&Xi<<_|5RsSCl%YJ_X8d*tlufVF$eGk!`K8Mwc>Yx@_l(aP`FU;YJ& zz*Qh3c`c&xljlDKk0;&qpu>4b7#3-jO%B5{XWOW26Td#Np%Z8BG@6}+ zoX3&YQ~(OIrLI@j25Hhs>^-s~On+t*B}+;cNQ(BW`g$MH6^^!($Jm>POMG+e;)-|S zxd@d?Uf5x9lTr@LaxUgJmZIy$2elXFq4<x%ddiTxBDYG}X8kY9z1RVz`FhI!2N z+6>*-_{khM{eI3LFg3EF3vrj%?xcBw}ve9VhP{L}; zI;B|-JeZF5FyG3lVkCZ-*O7#)<->Uzb_J<@V9MhV-l$&l+%FjT2EHaQ37riT3GRaVN{m^+4V{Q86Oi}kC!FFt z=WLhNaC&Jr@+!ME*-~r&^;#1R5{G?Jtm2CxoQ9WgStA0|d%o*IGI&7j0@tu5@5|qU z^uI^TPlP7^lm_XO;BL3`0aFPw&I^9*bvDcid{q_>9XXUT>jP~&k=+YqU3fuML6BD< z;k+d~7i+f^?*4?v#m!~<)W|3}(lSVMw1b@7v^u}^bZ8$XXp zoSepL+YQ&FZctQIo-f}=VdM6l!0#y;Q-_6Y2N^_%%fCXaKl*=nga`$uTva(LGE&so z_=h?3;f}{*>T@H#sO~6y<;gUYJkE@fx+a-g5zWo9ag(k5eZMxJ>#<0q1~_ONL0Q=_ zq?fU=6M{=;sicd|MW)*{*#AuFZx;uY{}uW`~}=0r{SBxzWip*L^@hONpzY)cpf z_!<>tBlv6SAbt_z8s*S=B~n0fPgGAYy_7z0B3IsSv9mX9~z!dz*&6Nv(!DgLdt{~@H7C5+j{W9mgn98gW z3f6>=$hmo(lc|^+BT4X?kv!O@&tqK2fpyubKqKWIb&cJbezW=5D+V;$I3XfSO+l%fQBXZ({P z6YUtC%(-=Wing7vF}>MzokP)RGV%y$4A`11`tB4SU_~L3n~=xFJPu!Yz8SuZUT)OZ zw=g)X4vWDt)l1#^{B<@&;^r~NFga)xc@F=-x8o7wjUdrDwjv~I=*-qcP@eEi-AfOS z>Yq#&`^K!e-SK4`Mc(NWuK(LnMip-U{_Dx2Ngy$o(b%XdX3`(~COke@BU7(1KRrS! zLS*&(n*EibkY$^{+txs97Y@FAV`X|o6q^V#nLUx-uUvYY!Y?Wh=B*qa?7&PLy-m>n zGjER(Szn^8^<02>IC@1~Ts)(^T>ga9(Uy_(GK2NGJ7J{hOk^MV=NS#Y5Qz+EYz4Ko z)KbiW$X|HFucmqCc|O|tUfJ6LK2fRh7zKF=kcklmIz|04`ho9MRRT;<6Y_I>%$yck znP&?S2pug@A2XwIDE{0kb28+Ouq`gxQ*x;$s1}B7mnaPQLJXalSknL9G2U^6%gW+X zW!i6VoWN84m3X*en>z&izkbTm5HfwRa@hl8!}ToX?K0-=y)vYdBFoFc>x{x?X_O6J z4r7r>P`!(vz+Z2G;Uoy5RV^1ibn$@PzmyrTqj#PLQ9;K;^C&8MeNVq-8pewh(pvWB zB(~RI9h~}^=2!K$QX}9i{;-C{X8)bxvU=>Aofw+3gIt@+`S8AoQX!kRxux#G(Z6CtvwdW^J;HPRvmGCUo)gp2e9G+;G zQ!LuottHvHtUWcPq>|Xe#2oVGjJc_7rlRsZ`;xLE_}il>FaOxyM!NH8Na9d>Kd0>NlvE)zLE2(b@K+htnj1WWV0L)00+;s_vYMI;;WA=k{*lqqzt=W^!QQrL&^jcb9nDfNEH5ryU5DXd zq;k6(C#Z9^pK3~qs#0Og` zTp5++pgz8)`b8dbob+Z;&ZYKKRYq@c=V708=W6xZH>m8>6t)_w^9Zqr`vn91o|n=? z9{BHtCcaeBV05RF;nTa9uS~t*MLYX_JDByg<;qSp)q^DTZ{YSQI~oRh zRp!H3V_>{_<(-H+rH!3)%v%AU%e{<) z2Btd~_gpY3{yXA%Q(sVokO(^O-Xhuh8p5!!&kxS=IdtQN6akDiLg?&o zZ`>=SM3bl)Fa_! zsc=KXGw+_t@U4fdMTQPGM65hc{mK8@GKc%1#oAgQ1TA!Q`9!vigRZji3%A2))DqH_ z`u(nga-B&ZH!t6s* z9U^|Ms$Mg1K5a1+Wx;_I8B{6#xXiIMM&PSK=j0@5XDloJ-|uJ-1mRR{YVd#{1oVYu z8(&cg=_!+J?qbgD+JEnz;6lpfBM#ymcyGTp^8=2kz zAx(_8$VVZ1_F3t$&YmKzag`>+k7q+6AA1p5&UdZr`spu<_Fst}bthy>fp=PsKOy4? zG&sLtOZkBjrDB?znivK2%o5Y}PG!3@6%ujzBf2p{KBW5ob?N)7lxwwXmAbweV~m{4 zcGH_14R~szuY-Oqi;+gPX{}nQNz=VfAO3o5i5CJ_6eaC=J9R+Nq ziiOz92Zk4gn;tSEGiEHJGvi`Cez{Vg`0cu|62@Q-8m&Hx#LOw~0-z!RAz^0~)U{O_ zU2DSSffVa%PI~ZLr7wu#$ViJiFh!jXS0X)75@F`&IpMYG?ZgeEMjw-j)cP48+=3*K zX7lxDp&TE_X3(Tn(y&wLGd|fEiU9-XJ=%Z-B+D_FS@MKCbRLlF`9e^cC<$c#=Pra% zEY7w*S!s){PdWDc8{}CSi6h|uQ2HZ`&b~R88YEd%3oY`epj?dI2^aR400<2-GBbN1 zQ|wDN_}0mbozF~u9+^1&{^v$yzj`G&8mj?xr@RGZn|Um5P665N$H^@c;qZyomM z$Vgf<|2v`~!+TtSt$169Ezzs>r|{DD1>zHY;aC206RAq`sqs-3)1^Yay}gl-fwVg$ zQGdtG8uFITv&|Q^5Ab~>Z-z&o6coHzLeD8GQW8X!A0+yj?GPoyjuasr(nJ`{-exBx z-E#2!-=ikt1h1=gH z63lSx6E{0YRn;KR8hrANlBO5tTCl04dq45oXBt>>LfiF`S6GZ(93HUG_S601{bbT; z=#%zZcg=33yaKLOkF)1;=3K&uhTc_|VUqj^?EvNVySZ@%W7I{v>mB(&K{+0xF)%IA zv&vRVMAK(2#hKS+byMArZtb*u^8fn^`9T9dDW)m~&p8+jiY;%HbJVAGCkMuVZbkob z1AsG(Sz-Ayn9mgrX@zpW*f%>?c+2%)u>ffGY_9TAfX|cqO|MFyyzvpIRh!T*A9xXO zeqUl$9>UXUodnK`u6+kZenkh?-1gcPyOKResrHdM)tmyW=JTi1MoseDbQ(8b`On~0 zT|jS%|NQzY9&fA37-+fTa~bQ0{R;!WUoMlVdmHKC`RZojvW7ZY)^( zD+S8RYVnzXFHawmML$;H`Ormhn;rvFovKQ;rH%v?=wgj#vsr&76UGTf+m+gG$qlRy za$Tr9t%iw^fi@$z9-EKFBvseXv~jTz@t((-~K0zW-RwR=91d+_e^ z)-BR&+z5pUR8P~|NDUiJ+ea-W^6tP9xC- z`yucR<*DsqfahlF?~Gl^E!yvE_@rz5%~*V-W%JgWhB1o(lm6>aQy`-WF*I=Wx`LxX z!)%2rdNM_81Y4s{iE?CaZ~%SnD}Mw_s{i)B{?g5LJ_;sInWu4QmHPRb7Dg&YT2X&p z?WQ9^hLpCd$~W4=%HOw^w!vxyoBN@ly+Tw)CGPkHfQ?jp3H_L8Y`ed-OmcG5M`nb` z%IY#!@#(_DXH9UD6I+(Wda$lXL8CXP!yu6Xy}{g8j$F`5m|5 z_l@Udp~aA8?Ebu>bQ=|;G_EX?3wa6X+7JRUBc)6l*M{7G01BcJ#2gtGU)710bA^#< zCwYgI-ZmCU$%HEIY`t(l=SI5fcAR+UkxIl{h4%_?Y&YL~{?ZX$%E8$2bo%lH8;(kbv53m(+IP4{cng+4!;h%o0((Q@8DxMMvL9&14PC(*`8`FJ> zZ0u%epdz%6WGXqe9n4kv46_89qzlju@ymS_UQI1NAEkB65As7>#y!uV5()tY-YVD0 zT`=2{0M-^5}l!koq;C9Rq<%nR>2CF?WBAN#G`HDtHT+t>im5o zp|1D$DS2DLQQc`R%6cQofnr4b|6e3akS2m2EU)p&Nr?>~iHzCZ3s@`yPbhADk7*AReOK6*KZw7>U{vT{P`1iq2pnca+SiJ@&Y=wf9~(-mpnIinh^&re+m zLStca^YWrJi$I}@?z5c@NW%bo;>(36G(5$6Yb?`0sT%Jn#v$`2UEFOWvEFgHT9J}B z%5Pi2i&96E5Do4zqa+)%un%7eXI@Qlz;M1?T+_}PKG~l#;n6zU^O!=n#>+#XME6i?YvXaOB;Eh0mVT!fC}ad!*oMt`N``s(W=YoNx|1AGIRmDZjwp{Mz;RTPtKUbCiRIY4>I znj&v=8h4f3oWl7Yl+51GC{2GoBn~#x!Zk9q>sV)Osk7i5YfwC=`=bcLXX`S%)6J0) zY08WvP@HLLV;SELcJp%6nM&cz@E72G@de%+Rq$&zf3S(OqBZ9LNw{LH)M@h_0|4Y+ zqWH?qds3syySz>lc{E{ZWaZO~E9mT8OX3XFGGyKIE2z`DI-T8z@R`!ZuB1U6{!auu z^9+(p7td}UI34#;ekxoA-GQN91TM6QibYEeKL2n5ddO4aSHONmfMGplQm=^|d2gC4 zJRSbc*B&7XCU`hJrAc?gH~v5$1JYR`4yNEg&mPO$r?j@QJdxu(_OR0cfl_mwp8MpV z?AXWz;&EzJrkG$AY$~=J@n#d$4XZzxG8?iVMYVc#x`OdbA#CcQ!)TB1@T9dcME1O= z%}wbhyr-|Isl!!cUZr()`JPG*6uq+SCD(Z6Ea(u!`arMshy$79>oIfhxByKK8YG8K z9K&v{yW^PGBJ0K0qmYiWl=4W?Za0B7HKEy1=>_a zrxboDv&uy2Y(}~U*(V9uCRv*$8-6E|7J_otQYA3*CaJy92S0xN5RZZOCZ!*gbCie60_vY4J2IzSnj8wG#9- ztKnqI#@FhtO@D4JYOeR|(rYh&-JMrik4dpmH4-BI$7A`yKn&yy)b&-aKfe{5Qvve) zP+bBH9M-RVP-yH#jz%4)<;Zffl^R#FBp}|aO|Lvf|L|K9k`@CkjZuEtVOHo@6XlLmM!-6Sh$_w#j#rHM!s7* z3`R;g;125X8VR}?I_vM1>9guSQfq>k|Mae#kY%Q@S0m+%oINJWnQ?_> zUHV5zZo`-op1$z8oQqqY@Vml6Z)N)EK0NwnjbUUQgso)mVABED*tJxr4XD+wYGzTs zeWyYp{u=7m3Xg;O)9Zy^CO^cogOH^;L6b1uet~_u8qBdD8Xq6;A%H@_sq6;k2!FWr z!@PVI3>~)I`jlZj@iC#v$g=pshAJi3pPQ58s-{~yZ8h3JUlUYL^7jAW&7PK!C`zus z$FPBPS|S?$CH3CV9rD|sJ8f~nK#|WV{~;o*A2 z3q>`9fyc0Sw2hC;tjeq3&bU2MATUxg$mkVFdb&V>#{HhF^*_scObX+wrkokAB>rdP zS7_wGz+PxMlpB7|HmKP&hEX|6Vj`p*@cjOBE$lf@_W`taTG)w9sFpCWi$oyQb6^zI z3TXI|H`n5h{{CjRd-F;iHWd|-bgv`eISu7U0|SVW79jLCEcbt;n!3cH3EKYpSaV-r z+51Q>u%<9LV`ez64vc0o4-7^8#nhYgAr8ULu(f+Sn4@&;cry{iwc_|-z-_l!t6zL*2Z2q^JXXW5W4?kX0sVG z$Lc4ZLr!3+VK1WfyhXK7)(4=pUN8-(RfEdiolQ5z5NytA^HJGvCNZ&G%61$l*1vBk z7D9frIgk;ZPW9a=)@f69cFLvPSYH=cP>9-B1`&}GkU(1Lf=?_;P36-Lhx2Lx+%(@v zwH$bNz=E>|8Wc3ypMfjMV#GtTlS+N*4h(R)tJC`-fw)U}LRanTQfQVGs|Ysr5`iR^ z#B-I@{HQJp=Er_7(Ut<`(U$t27mE2=o_-VC{cLy+ajA<^ATPqYYwU98j;XKWK|(-W zUq$2CoJ9ZiNo=T&bZk596RInfvAOSG^l2p_r*pT`4%OeTYsZa8CBZHsGTAm_>lm4d zcn4J}pkS^kzRkD?bAw7NfR3y7S6ASwnwA!WL^Q1|N{0iSExLBQ?;~$Yg!d+k*X*k5 zW|kQ}d$VU;T$VSV=kcxirOOBr{&Ah*o&W~apAsr!O0;Z6lv7ceHc3;_l3Bdr~czI3tTRSHJJ?PI>TfGJUGAFzZzLM%gmZ-gbWw?XOlQ~}D zr_{firPki7N;X`rCy3h#XF%N%gmC{h%J{m%D#rV$VB&ocru3p}=b3RilNzhd;k~K{ zk>@6;mC?M2H~=6|9D*A@^mq3Ua_;KSEOp}}L>#mNgM+t&dlKZBPDw-tuM1;K zYN4H`V>C&kd)E{87D^lruSYYx-Uz?({+yWU79)CVezb~&A=ZQJ^0MLCo5tI`2u62T zvJKiE&ZRZKA)G-E027BcxLi;P5r62)VCA3MD-Z zQu^Z-1SlU1J9zN{t8^Sf*9p7WSNb3qA7H`zT&6~1ZX3}$KM_@ z_E2Sr0W#Q~qJzG>QE$dpR3;wi87Lb9e4DVS3dJVx#d)i%M%b*vecn+j8<*>~;BELJ z2I!~eOS>MK#~dX9!TJe(BKUtaon=(jSr^8oq@<-3kP@U*kP@Ur$xAoV9nwg5cL^nb8+6a=8GR@&3Nwl@3Z51ep`>R6lbr!qI2$8`tTDO{?OAef2X(v znI;B*ncfwo zcI9&hM#lKm>b$=7$6?HYarSfea@=21YJ#@?EnuxWA46E5uGh&0fH9AN7`0Mk9Ei=! zW*1cuUU-wcd0b?97Ww2v@=D_f$nx!0CLRN6EK3-QP3Khjufv$3s;tW`TPbKsUbUZ3>#Kt6-U zTJwhGkKf$ahAtA0Tk=wZyZ7OF_~R=;id)356(kh422^|nL)~qDc&*N!Racl2=Ud}4 zuA5aqlq7c2*JD(#MhE!c=#%~Xq4kVGzjgqiYgf-27H(zPFwQV%Z^Q$hWGk6DGUVr5m* z`i;!!FUpDIS3c*`^;+!L!`71h_Xu)pD}S?A@d%!z8%o1t57`P_1zy>NYX~5|LzGL* z@_nVYhW*p`Rggu(fB$DXus0#vZ2!fiOgF7AN^)hD<`2Umw=e6fG}9VH2{t1xqYchq zG@1Xr)&<3aSrebPg4}`a`L$o|)f@@i=)`VWh}CTeMN|+yER}w8$zOs8Yb@-xOqxe3 zyADXiD!q9_d0c6P?Xj-e+*pUC0fq|k$g4z$wBGxBE`@MPuKcxJe=|Sm{8^|^^|PtA zIkk!9=NlYYX$c$nZ&XhLYj$TDFFWito$L6R1UUo9Fgm+av1i?J!+vuS$_vdJ>r>4? z0J=ntNAq6(&J#3-q>Y3?Qwc#OD48f~Q>g=E;ctdlvvPV?b;Z$JV(wIBhmHH&h5H1M z%@&PMO*uC?3D@dJ(C$}>Mm@J_R2VbqJn>G^>p}c}kG)L(ZTZ(c(5jVj480M-VK`Wm z`V~wvi7U$9SXoN@n(nI8zfpkyLAzrhz6c)uJ`p@eM@J?H%=z!yqh#qgtU>X*kqO}` zQNwBc#(el5*+7RIpWj%u{E#lWHyu$`s5p~zJ73nso^?>SycE?qkW3NO>QpBsf&RoP z)t3uxF!WISdzJp}uc~7D=k!nf3Jq(@qBNNL(c?v`H5X#SKgaMu=ckl6L$( zt14xzGcnQQI2Js$?FqL0lG5!(nDQU8u>fQl{?Y@h-GFPLZ9Hf`r}#*G1=O6@tpkS; zOl!}T0O?1sbv!SPcrI7t66~kICVJ(|Z2(2=fdQW45urk0Nov6?whwqBJWU^ngC(%IDc&|f@d<~e)*!}z&i~9-eG_Y*&P?gnMw*sA%&b*G?Nq`#1M062%0(H-=6n_U~*nNu7P{SwnAq~ zl#$^$p>7XWfYSwKi4yNdW3vhcVToo6C7?n-U^kOdqWZEkn+cP&M;Px1|HjZ8_v>=s z(ep))6tiF`dH(z4D7gP6Zk!ZC6(`4+N1d2jdU{*Q4cJq z!n19dlU5FLe&JFn`tEsA;LP46=@gLls_!@bBv4t(iJDHiCM8H|l)8TWSEMlYo3*M# zS4~P0U-Uv^ZiSKF+Go!+N;;R;H2$^Y){+$YHXojmtG@b`Qd*m>O_Xk0p;nvl+ zMR>29_%To1b$CztW;R$A1gydSB9M9%4!|ATL-1G!-aY#IjNGl@+OK%HE~~ayt#m$? z-YDYAc-_S5Q?FH*tOKL}e@7VY4F^8wCqmNSMD9+@yigG__iIllG}pka%6g2wafZTi zcUl?j#SHUa$%3w)PNoW;w17V`jZ;`jXOpJwSTUC|bK`P*IqytSto)2PrZP3OL}ArX z<~4N=NSz2@rSyhkqL9U)X;IaxcpyyTYp9u3)%vQzEBL=d>B4w;Q?iovW5oz ztgi_D9Ox8?TfNt zG&0KUN$Ea!1C-~bKIdj%3iy6ng-xYzU54!Jy-`LJpTqm%I?ax4ohNc41oZR_^HEP6 zZ~z`%sR()Jfb}DAL$1j+D6VeP7g?9zjtU%Uz4(%nYQdd?@sJFAlfil;PF9&m%UE6) zB1OvD4uh}l`s;i{GhxH59!wT&Ur1VF}XPe$?a9)vmS+tQzME$z1cg2gOns@a)G zWdeJu>?Op@2=vUA@K%N7ZcAa&Dw!Gxe^(Y>GpAmet?1r#3_Z4hN6x=jQ4rjYXyBfhS?igo`+>vn z>1#A6D91Q%(KY7^IbN7@K!W#o?6&w~l?VCx1Dn5k`d3nEzASe@6!L_&f&v9AtHe_R zg3yWc=MMMPl~FsOP%o&g74CWpKmUHJ=!HPtk*zui;}6=pIOFx*73n2$Ko_BqkcVT2Dx{&KysyN}(MPxS1PsfOYvDn*+L76l^9&0A!&fkUun{DQQd zK1$F3^5L2UlfX3*sC4nvfxz>z)RRvslr&~0$TWhpVV1d~zv@N*UBu_8_#O4!_f}5( zn5)72XjOcFyCDZCl`PfDHDQkDBrPKR#4nfm*HVM63UvaI5u?&RzJQQPbI7#bj=F87 z)d!*6$;u&&rdyub`E*L>Ow7Jc$PE7M0O`R+ku zGl(B7=g#_8>|Q)*Jccg|iJ^W9*VV&A5O#-r9n9Eg==UDby3EAZNPVW|H*;I`+Tg|X zI$Dsi*=*+)1ON2WW-!9!O0CM<%C4~1hVKIUzaFp9Dk`G6{@Rxsp~9U5i1PNm;Frg1 zF$?jp!V6UAVvO)p63gGw_f<1g&^iIb4&pFbM=#AH0AUC_c6Jz!JBno)=81?q~~7LvyUS2 zPoQ9m4q~!ZmdU8Y3ztQ>cL@Q{0EsmzvkRh`&D5lN2zL%k-1|><*R@Jgn-4y;;$4VS zM(cJ1V#aMFKRI(2{3|todY8ttX^W$iF}bjgB^0hoIxkEG(XwS~TxEvlY#II{wUb7^ z6R5KXw3L z`C_26lr^$h+F>?lGcTXsPY|pA1a5u9E2v+=Lc)lxGu9VYcGgQV#^JZ@FT>gPG5#gI zaPW!jB`mw7&C%>+ju*w_2SIFd8BAw1xy9r^Ca1Q7X$F!u{BNOD&RJxaZOOz&&8&UM z+ngGa$0qV8tmk{|e6Ux;R2Srv)JvW#QqPj(SJt`xG5MRcA&}pB3G?95>T_A@Eb}~N zNMZXZ{wBY=!Qn&$eQDGEf({WKqF*4OHvTaPXw_78Tysa=`X>4BVkF37z_x-nQ{Vf> z?rS4GsMK_rlVpHE8Yw|ytKmH3vlqcmOGMiCp^I;6wdh};fm7VcD<@9(Zv1jQFj7H)jkx-$M*SP)?%7<%_f zox+yWJ8!09R{K7dZt0%`5}mQnZz@pFDVxEE&iCISL1ueQv~cgyhcOf~xM}smhP^H4 ziduIa;uz^DaD1(g7Vx*Www{vYNJOcSy)pnN2*|wn91b2VB6`2b-56_Dd+{1}>w8>vftg|uY~$;_?*il>{<@%gy5uk&nxYTH$DZ`AalW< zf+pTl;3Z(=7=ikGG)n}zO-TjJ`mGWWHR3*`u)j1ls9g$wzA_I7_p=5=aoESe_R-rk zWIWkv%I1qu<`76%_RF{CAy34oC9@JpJ!?cle0||B!G*-vB`g`n)g5sA8c=Rc_Tb7e zrg)HRw3@)bMngwWxVsuUzmt1L=0T~4&X5+zwPr7s;gqDF*vapUP1N#krh!VKi0``= zk--cmOGHCZ5a{MiwFqc-7A~A&TxR!)6rOGHLqAMfkhkS*7mjsVPqq-x<%P`HvTK|! zFOYy0kc${?tb%YJs=ga=hawm^UIwbNA+t3~3%YiDi^ehj|Ccx%!h9|Be9=P3B0Coc z9assT#TVJ(gx2CfK3lgIfQAsy=q}hL0E|37`G_4vJ^;1#J@-aaprgQ*gI^gU;<^)I z!@$09-+Xh_zXsZ67+;92y|14w9QR%uTh1#piqp$eDjeckH%$!eP?ax$JPy<{<5E@?j@Oo>{zhgvX9eyAPmHRThmsQ zvpI)_F#2QFkU>~ttMhnk8N0#p_1WxXnST0Dwx>D{2Xp7>_Z7zhe`>4`Ov~rpz z44=Q)Eg4>y#t2q<&X?3T=3d!VrIji%PdXfLNmNVrklpzp0$&>y9QWW3T~5?JSa7|a z$SHD|$$C9)5R;Ku>+Ko=aYgLk->LYOXf;z^MZ#q~K$P;@Lgo9|YBYr6q62Y=*U3(^#!c_Z;H-t6Tv>Rclo}|E; zNH7!avm38xz^qyJRXH2tEHo=GhUw9Kh*^O`W-bd{N7kOa1qVydK6wHA8mq9}!BmRp z4>0&E2Iwpr&1y@9(QU9z_sD=66OJgQV^|9VV#%`44l!0WRdtKcb6;io{K}1b2$Mqz zc0Q7_pe~7Z&|RsA+B9E^mo{H*C6d%T?=yquV3>t$2q#avo?nn}86lX_*gE_PP70cL zQ*b@*BGj$CsRb5+k~__9eqc?KL}3l7Wa&*VN~{eeP=!@(RMlF#_ZfO`$u!<_axzCv zIoZONmpX})%cC>=X_DK@n7d9+yi0k z{XA&_&CRsQ2ibTA>8m@<4Eqtp`fE{#|1(I z8`2IxCa|hGXvK#L5QT_5DzO9upWCmU=Oaj$RI3%wtmG2$K$B0GTVk0pI^~~DgPIgp zfYjt3>JE3m@M5f)bJCQd{L1U7_;!^&91lE0tmZT&++#qTa7)iCAA?s=Ny6O%2GxEl zBFiGo(^yqv9&ECH65?Ur6OIICc5UZh&}m#uT|-5A^Gy#|YhevLJsNn^YdPSeUp$;ZVeo5e&plIa!YSC71k9gS!pu1*<);4%OYz+na|s3W{zaA*3_Rd z5xIkc9d>p5$Ws%X&DT{%jR5*l2}#LWqtl>b!wq}nsY>Bia4+ZMa;h+ix7rdhJ?}xd zR=4^^*u;P-_RoKZg8@67iiCCb9spZm0su4%saL>W;R#mL9#bbjO4(3$B|oj^_qhl9 z4%G0zrj>q{miX*!$`ABzOo3BF^l;3S2z2Hl=w8<|3y8`DF`?U~4YJ^}6(uhDqLOK( zQ$FRVta?rY7VKs=VINol-fl`EQJgbSGaqiD7|TWysH9Y+<5-+8pZPLwPSh1l(_|@iFG_X=fL6>x`3{r_wi0PEJ~s{~8>$!r?hES$I=<`H^nQBWGcuL57)Nk~OZ< z*&Y(|dGn<~q0ZkV+VFv|`5vUBj`{mbc0MG`jnW6v#5$(xCe_}5Ny)rB_?n+*_xZ)R zAb$74768~Ajo5pMNhPCvnTFAoddhqt8c%RRH~RTci-0NzrpE0yS(gL{lP!13#zSd; z=-E)nE^PZ*WgqPp0ZfJUAYQu_EmF=Uz?W4&JJ!9wN_s-d3voyXOM1~YG%g?8`%NNH z{Xp%+R84~WzZO9F;LUF3m_`bz;(_FjMc^OsekZ4T>!34SI8Iq|nWdd3a`GRzw2FNX zNT@rXGIe6vt>{Ni;A-h$Db=9J#kl^cG3TSAJWq*i{pIR0luN$JM;fy+=Zadsw!bBz z@&(N$X*LS#$G5mrhlEn$)EoW<`AwhTq$y(}F03b#kJ1?rjNfspTOLW@6)G}Ki?5$MJNG1$+@F0C{lA-d z1Qv$Be45#u(y)p<5XE|H%OOmaIW8+rx&(%@knjPK2pN_ph)S{Ai2XFsOP3~pxDM3O zERla-A~G1!-JR&2sQVbPRI-YG?8wU%XnPDnzq1~F9C{G^XhKU)`UOMuWw+@`Cn)EinN(;d$N4uwX8D{#HkP-<&LDxI|#WM zFZ=5=(G)-r?P9)avw9q~%6^{jRi|kyjoWG@Ge=A+5zE|F;c?1Fo}v zI9?Q*4{T)>OTn`P%;dz5#xxvWxRU&XaRu_XjbJE6F_-CiKIgpVgG^>BwF-dVaX@uY zrfhKVw>9oUqb>DU)_#`yui^S?O7$iOfX?Vk<8jbndSP_n`SANUS^kBAenacWr~}M3{X6#eTajduBKCi>autg9SVy5~Sjq*I zK`KS`elifu3Z}~{HLOcj$`un+!T@uu3V*BPF@w3A_eG!hzeW-MwX=CHJ5qIqDz$K# zy>NJdV7E%f5QIr;?&?~DrkSEc3A`@7PTak=f8pqMl4mHr4Gj&6(gksm-BcfE9u?On zTOCujz1I1-=nSNlr@r*1+H|BwPWda2N|%$~;=PCWCUiQ54m$r{^9RLrFZUa={swS9 zYk*L1_1clzCi~~d4~J=Zo@56DtxB94J}i-@0s*O$;u!-k1U(yz)hon_hiVj8fgptt z;%q9Wc_Xsi8|`3$7i=uUP_n)8#iBGu)4EQ~neT-EV@J! zVOs!9E>5j!Bs6Poa1KX6rGj(45!0DQjrh}MxOA^}qsJ@PYsDv6*_p^nIk&p7oiBYS z3bIk<(tcrzACRaJg91?ruF#l8G6|fc@2|dj)>5rPflj8IPO%xGd6Vc*pp!n^R&v)| zS}Kbpm@Y6YoY_qTn5rpG z*36FslMTK9@i^|9PWWoK)~@`}XS84u%KRm=wXHdlhO%oIiAvFH^G}ujh>q-&-)XzF z*_%H&Fx)+FNG(!UVDn`Y_!?1TQ2u)#cLvIbxEyZdPw7$%b(XxU$-gS=N~enCP}wRy znAb;p1Br>)IiYG9ySZ+rN6r z^TCCtOj@fRB6Lk(`2&smfeul8u7f9IjX6StxoQjqkya>q}j1XQ)UZ^z26+BPmG=Jx3f0&Ijt51*!w zYaM3cVDm60$aLE4rN0`d;Kd0gA3Nx{k4rmp=CrR<)9T1$@WSG7SwM>b&XivC>&n4z zO~?$NRHUNvq&GJU;?qAQ#4g*xh&4r9QF`J>;&scf@q0I>p6LGhyY0;o%}(`bHv<)(sI#ra*gI za`qikhHnQ!()Oh_iGCw@@n*wr3$E0)TdKZccHgCPSNNK_l2EhGKKEpIMiqyyaV3n3 z>+&L6S;YcHUjx;!KJ{C-TsyL8G{0(zy_%Dg69XJIb)0KP$Z)6)aEkUVz_d+hXlPF= z7Jb%fU=X&o;~UyPeuiR!)j@xIfQ)F?FFUBtIra~%%`9X9m=!To*Cu^CRc_}CPBT{Q zj$06=_0(XgCAuq^DFb-x6fK0skUKG(=wl=YJM5N49_fmcvtNj35-4J`jC`U0-Aec; z1dkRhI8oxfb`}X9!yUK1%~A|`_~v)NKGIMFOlE~)MM;d=*`4{@zt5#%&G!dh2!jDK z)g=m;cr2c;=gyagl-D=Vw89=i)$2Y0H4V51_acf$%4Zzhk}VD4@I6ipzVn_5i^ zP4y|(^Hi$%oE@G}^}4eCzZ<> zZ9D1Fp_a=>L~=yCrShj)q2vUIz|~^2j}=Ujg;-j%-*T_RllxB#(Cu%}8}*t8?&cm1 zf1yGNxi62?if#LwR?X~KM0QYbP3-2w>9qsOT+DY(lljj7<}Vfrixt1#GMJ}V=nIG(R~J7L-vnEIoPS@PSHI*=f6fDsjptGJLLeq9J6l+mck>(92TX+( z0GU6*<36EJ+E^H&ndJuxJ#s17{aa(6$$>b&A>>{V`W*&_`7)q@j`K%LT9SD*55lR( zN?)JYXvYLKXtr3NQYC8?C6KVzO@z8sK}Tn_Wx6Iqr}TNsDJ#**-;Z?6bWl~IRz-;$ zA#2DJE3N+e4~OY7F3T>{dlCP9D`mu1M)CV{{M zVE^%XKNv9-`Fzoos`Hjzn(;@}*wLYo*e|e6;58u^K*I$yUI5;EEHG5&8Zm0wm^ZvW zWr?Vq43%Uj@rR92-%CG&wV<=AJ>Pu^2nc|0!K_jhr00dTZZdU)Ueao^8^5KbTiM7r z9xaKK)G##(s8*SeS-0zBTFYPB)Z6At7gq@KL`p=6;+ z-St7DX@ge!9T?6ng26?9l_}}!0)xC?2-jfXQFkaUIY&ASNR;@;$%|q=nOMbft!ZZ# z{H5Y8EFE%a@EeM?GDZ!EUBPfjLR(kU~Qedkf=ZV9TPl(9kN`(8W zx{1x4|F7+x*yo|JB0ZA*Uy=R<6zRAhGjN&v!PQbF1I^f%HYev@gJa?0;r^Nu*)PLs zg$_meHFSvCxK$@rwX}*Wx!S{ai*T(bXA)UTlR$-Wjp0lGgecW zYv4OQqY~x4*`<5P?e{>>|s516_F*Q5-Wc?=1i0Of6G zBr!+eXZ4jzcPJYVy`b$1qAyB%t*|>he_@pK_%OdLoxKJgwvbrVw1oNxr5nqJB$lhCsCn;50(qL_+&y6vLBaz*!M;u3^gURj^vMm-Od5YM|``5^~zg{{!MVc>}e%z3dvhbU6e= zIOFv`24~wT)5#Jo%3ODw(c--WYm+s;ceU9;yhFfh&RA$oAecBA$l?j(MvV;GsU6;L zEJ9WDT3bw@kKpYvjJHv=q7Gi@Q`7oHIZyUhNbqhlTYIF-H=nk0G@pwwYd?MW&RBCFXEt@ zR(+>`^(q<;;c;c_8_|M0W^UkM6L$f%Vp0G zr`wVZyN{((c|#iGl7)cc38JDxpH9LeS-A6lcc*3=&!VR1Pc_0QfNAD-6>nV|I58$} zRSgPvmwF++AD^?zwv-`d(LDcMO@jOmd0gJi%xwA3rM3JB(0EDN5vCi_Q_JQnK?!6N z+VjddkA?9=j%#cD)=B6_M7|cZF_jlg=b?}L_DBcjRR{nvJtQc0Z@w`{{kmbylaWGM>Sxmn{x}v$@Xu6YD+i!1^$|q;SH@U~`%4 z!r*uI5UCDlZb{kQntBo5sO$Vu=6*?0jgy1);|B90N>3rgLNn%4Go?&Qy6$muZLQae z(=I}2U&luon*I!HeO6~o$?bC;ww*!9)%r zH6{beu&9tN{HUa4@o&~kH@)_iNIqG4)KLQ6C_vK}!r?qwZ@ozdFgOs2cYVBL2vin_ z->it4B_A3HQ3Hm7l7<>vY|x|Wo6Jy=lGWC@`}q;QAN|{3yL)gn0~fNRN@gek&mdQ` zW;ncjMfjIGQ*{YTsH4TAh1TG%WK_dyOHg1{+YKUWNiwHw_Fxi$Xwtyb9e$k4<@5H=NQ3AQ>`1*`ncaLs+j7B*&A*`3#bZ!N%#lYZMEgn`}TG97~H!Krh zg_?45oIGHNeoc9qpHifpakNUQl+wF3C@`iL(RQ%0e1<7C&8$AGwxW|R-!a(xOJZ$u z@;@hmP%=!Jg&LXvkZQ5xqR_bM4YJltR3Q)ij0k=~gvSJxAMp{~?m{Be%7l2b!Xi$l z0Jir*gMP#VPMx&g@IVFpH^^?|C5s8%tlO z0^P!jODg)J997g6EbuEkLLmjl8<&YRo3SyJmw$*AlT+!soxY2iqebFT!52LF(mY1B zFrL3X^yUHjVrER1!?eWt@D6jrCXItC_7v3EUht=BGmnPvBFq^*rGlGJ3uoq&m3dUK= z<%{-f(xAd)&mb`x8|iVaOCIH-wRUUbyt2LTR&LV8n&}*s?vZ<{J&(J4%g+yfB_LoU zQ{XYzv9`zCExuj!Uw@lsKg`QjDUQM+~6%|6bq z*Du!BQ2tUD`;keizU$Vd2Mq|!b0nEJx2hpY9*KDHatkb+jW)^nJTa_vZ}&by={fnM z82FOh=6juc@l+rEC#1f8m_*4P4F85{y|Ry#N!@`1UETQIJD<_WZtI$w8`93mX;h`o zD)AP2OaqAt_p*^PDmWIR$~@mcwK_%gj#3XL^tn%L{@K)8MaP|7<+&}SFTs()2zbcy zXg+Fkm;5QBlB^9IN)-7@)AL2ZY;grwa5I56e{@$LPMLze@B`}0j9Fmu*(~hPJ`h7Um3ermNmv zw)Mlwr<;IU_YW~v5h8{&)mBX1+4V>U62`{H7ld%r5+z=*Ofi?_uvZ7-wQ>a#fA6CK z+M0q^M>^#FI2Exmw!rVx9kcSDJ({pZ(lV>@59L34nK2Su11FY_HjHdyW9kTqQ>aGU zFyX#k&OO`n=4Z)9Bv4T|TDMO9?Oy5JX^m4?mE25*6EM{FkeEop1lzsn`NWpGvvy!{Rk;JZnz{`WV4F~2%;i3<3q`aMs`&Xn zHmPz_xpL5Qs5|`meC@pDzA4S)s8>HmsE7gbc_2ej@SBtB!KKhk5?|>3C0)-Eb+$j4rk_yP_lXWA6sL-^wG*77Aw!(c#=!MCD*tf;TWXKCAOyfa4xye z8MTZa+cBZ0aNG1|qp}B&kLl>6U-O2YWwj;^;hTid`u|zpykT4L8fieWjtU#yXfY?H zxh#hq^)ZxnS|-%YyA^?RpzZSjs1qg8D4m-u%p@LBI2(!;!Tw4*wcqc^uH5+jHW?-)3 znP9>u*ZepLU3W&IoO#An-jsDoD!w@q{&tgW z6J6;f0};E?x$^j@`?r*wrty4mXxZid~35q#b?2s?vWC(j3xw@BxmoFAJf8N zz`JB)>#AY9WZwbDYZzTVtPQ_D^tEUpC>&I9vt@_K8pC(U=T2rsw%BhVc7>4IWS zJl*TgHFu5ppFfEF2r<0+d;37amXM=F=6?eY!J`oS&hIFh$_e!L8&yyMqA@>QVV#E3 ztFec`3|>5%mKF#QX7!!rXLs>$(1sKcg&{dmAA)4#Bmbhp!We*(KoyM+ug4F)h@o`s zYtY^Tl|IF0x?fwh!uj9VU8*wE2Mrx>1!wUFU%4&5BV7$>bq24@nPfD z`M@?z$voiDTVPp3lCXy9%;1v#*ykUU`SS=ue%gH7OVy{f)PgS`KOfWv+qqx^c@$V> zYLJ>tjp{G{NVi81CE^WO(_?sbvYCZ}?UQqV5G2^s=z1I<<94=F7)<73(wX>3qYzL* z@EwyGu$Uzdo;v%niSt6wi%+d(2+gE!`n|m>8fpqV!8dOM z*t4gh()c_l8p>^PVy{WDs+1FAJb?U1ws?**pRfP@-#PsmP9=~AjB9^E_9X2v>C?Z) zZu^T5=`ZkEAVwiG#(=yKx@bqwXgE~t*ei@9`6VlLxk>7^(A%VQX;<-PbQUTTQ9p~< zrQ-Hg?RZAV^*J*OWIVI}v3{U5R#Z1t7$FNxkhiuV3vsRNinDc`lUtT3QRbSEsJY7F z?4Zi2&}OIaW-36`ul(9-5@hA;bq_CQ2bCxVcI4i=r)kr&X;cqy-ZHGodEwrJAMO3Z z2asCmONy~!d);p~<-9`CU%H5Soc%HBn*{Tno`Q3*2l9+w)PdC^c92^#K_M|YOeIj? zrKwT97~ojGB25HMrBi&}-r?q^c$I8pRKNjDyyej29m0DXqpi#%-SFY{a6OuV1R&n2 zCmOuL3MRwuJ~$!}s(ic=t;qDJS|m2sxl%HeXTqFo1gM-IyxB+@I($MMsVffT?}xG8 zh#tZpdhVK+OR9fdMU2rktTQsK)(kY{O3mbGr#_PYJ%R+@qlL}!?dnPze;2|t+3_)3^;u&Uc( zXRSYpA%WE82-^;vT|Y2I;Qxw$!wplPQZxC;15hN4J6CWpj6Smn7t406A4tsgL2;5o5JeHd&m4T2y8T{05 z_s4oOW<7?#L1OV;8>?*Qs98+Xx!P*cv(Fq3;Q&_fMu|)c7Iu22LD(tZW1Ji>MQyEs z1GfXFz?%ibWV%La6KU zqx=RY%vj9F*{=m0FrzkKBbWh_7ko0HkI4&$}N~ZVkZoxj<2bbyU{Q2fw+A4WvaS~dQ^?fmZ$U`R!?bs#Zw3S*W~2y$ajXb{BWM~ z(}*JuP`WK1Gs0}+G3n{dIpPtaIB*}wV5#Fd^7GXq`qW}aBVsYOn=>K=4D1COfqc{WFMD0nWaYac^t9#Y5y}f(Ipr z^83W`)`&MZUKn}f&H9~X2!Da^IQbIAN5ZESh`lvLF$HV_ii?X0e5evZ1YxQHc)tg& zv~zM+eTU*<73C*2OlGv|Cw64_rIxSm?{~D3T_EEVb7P};->BmsWl19!!uwJZ2%UtG z;&?q3?eg_~`Z<^~`)#P6SQj$a?|gDB(FKGbexC|QDX`&v5K*WpKKI?1#5o7iIUDa8 z?wvHX*fa})mC|SGe~tUpP0E!0$nR;yK#qLTaM%?-z0x|HIgRormW-756SfzX59SQN z@SlM@p~66wjLBgeBwqUJ+Vd3oPWrA~hy*4H!^;ML&vgpN zGr!QdLEpxac`UHPhd-jiwnAZD!m(l)I*vd?Pk4qy3Q*#!Vmi-OH2Z3zCd z+-X-MMh=W;H-I>T)?;by0K*5kzR>Mu(298`(*1Ds5Q*T#g|rbHW4B{Yvx2Fe)bk*#EsT$hzhC#hx6=0|Gs(Jo?~UT3@;7m;(SeRxwa&RbMf@8v z9aSP~&ZB#}16yzittf~Xa5VhBj|H#>P%g0GBqiPnqa6a&-YBrZ-*P7>34FwZPauod z5w5hFQGvJt?Q3^`dTpJ5E9n1A;L*xf!n3=bm_8Hqf=6u?C5C8RzUHddakS4i4QqKGf~i?M+j$ua zw~lc(j#*y8%fOoef%AUYDF_u%wE9aFl%V|WKq>HU1)Ri_**o_TV-O14K*Zu9J-a& zPR&EEtQT=MB{Pd^TqBT{QIvW2NvoJgo+wVY*0ycB8TgRmV`6YhW!hZv6uwJgL8g2> z#50BYW2x>jvU^l=yjczcYGZ!i5>{t$2hxBHOX`hXSk(=Xck{JRh5ljV&AMSLBkgaGW*Ep8QS1&W;VN`V(sfJLQG7>p!6y z6+pkHjtE!YW(QWUC5@#kG8uhY>6P4yH>hjZiRDcVU z%56iiqHEWMpFN78YxrgrN3GHnXE0r0=4y4}{?54`xB*1qnTuZpGh)AZ@%cnSaieM^2Q}-Zu2BXBcK}1g+3J`|5i+Hwno&! zY?*ZzVS)6mUPQ@0T*%23&8gu%u`+4i#ILyAq4D^X6e&Q#t*J)p^=V0+no@hIw9cjP zE5s@l1?nmVko*dv#nz52!nw2+WRW8Mgi5GC`AReS7Jq(Ln3cbUa^(G2+=1V3+k_pT z#H`&a7>*7LIxtq&_uOvFrMeJ(Nkt?e`R`MY@q2_v7E_VPk0;(5+6s2JzWP>-U4Xa& z)~ZV8C@CsZ(hGpjDE(1q2ouB&ARvQ2&9_Nn8V&=;vp(swSQTKrkz-Y~dxjVI4UlT_ zTJ|T)UNix56GaRm?ZbWa=0hDX~;(7)22v#Z`G8GqAvoEo0}`#gm2;f*90#nx-5 z5+(2*(?k3%x(EzVd6&n3!sNVN5fuUpGTD5=M>STVAejNkowv}94H>0QpCC@ z84&+0F;A6=kdaD3rP)c7EOIBe#grpfyKztzm8GpWae@p`e*TO+)Vp)5he~O;s5)<8 z4pQvK$YgM@+H+O8d>LR$&#o}}g;t(ZUarX5@hl5U1%$@Ekh%{hK4aHs3ETTVGkd%o;GW` zLy~EkvS_;NZ>rCKr}G2{oX!)%2qj}+#$YuWBB3w}P^+_lS!FuXKK7F0kYCm+YZTUW zpv>5tYY3B$@<&{dV+!a*{45E-3Pygezn%bhyen5ik-AQBBP=?=ci zv5R`Rq6IZpHk1ka7mw!f>>NI}u4k>`)s;P)?adwuX`M+okRCP$F-Pi4pU zRAR;a7^1G4>P2c+P)F16=3nnT6G-80l3I7;2HnK&P7$U%v@Mu*l=!R5Cgwr|*@8&GyK zX3`yMCS`}FT-!z^CDA^)lBl7zyR<9NzDo=TLM6&e#N-2%-0?*%BDe(XR&fsSRSDi4 zAiOsJEt#8syMVzZBEL!TIc5_8`wC8i*I9mXm<)XbKC>ybx6~z%pAaqHcOBUK@9bFC zgDzp0GLW&pfZ>*O&RPfm{RjBr=cUysI?Bx|3T`r#_bcq%)>oAarlgg9R=vC9w1i-f zc6MF)adyatPsb1cjA|SUw$bE@7KQ8e4>uZfS-M^vW@zWNjb%))-J=WV7$9V0Y7j@E z!1rh#6PELhu8a5HuAP}w*iS}3f@K&J*JTcWhajL-$XvmOqNcUj`f#NcWs-LBPD}KD z65mg)q(s5Oe&O;v47Ei%*vdrObc7C_bYjxJ!Ekb-0D4wHs6S7W<(6Tu^Y2HE08z)B zs_&K!p2E8onSF}>~gZ956LY#Ijug@FE|&hT69S@P!1@2 z??`IZzcL@}1zReLJxR!Us8^gd8$a=WRn9}Bt;`XF_KoSzFLStQc!>Y~y>sTf``ZWY zMrAIGZdT^%gELNwv{s&}^$~W8h8)gY268^?BQy(C)FOa2a{EFi_@WI3@yki;=U1QQ zygk0GQV_Ob7qP#-pt9mqdasGjR9V9w$$mOsmd#-*8BO*Tcknmm(EFtBAgoI`lKHpt zk`|vft?fQ=sF|9Q;>|(giUc5aaCLYO?=5^VI43y7)F1;y_<+`LQgQzA_y)i}5Ffj& zQ^qOp>dJxH+><$qKwFF5lo!CvEfIL`-Q5y2<3W(ZbN9( zGl4gQUtZ++&BL$Y5+LMAUCjC@j`WDN<6M-T)cK_{{)-njFL~q#+w`Nni?%R{60rDM z#CqaDsUhz;RY{u^ZGBE%bNglb7o|f-!z%`cut+iibE`0=)9CL8n+oGeFB$osaBljT z+mgfzw_daG{Hf^+_>MT&{jCB`+Emk%XP1elkF#q;s>5h}k4@bKXP$5uyi}||g)u%d zEt{lOPitS@w%cH>4!881kI?yDqh%Gv4svpiOEUeL>DaeuNBEbn6TrWBDF~oG??Ca# zh6jC~T(D|7I2`!7q(DkR5&!iF^4--}8Y>x(vb27SUSSgsZ%i@@@G2sKaELiCBmyyc zSQk((DFm#dEx>+A?;gA5&Ja%f)t=~~q_~eDKyQdHf@0#+(W=z;>h|wKDlV%zoUO!m zN_yf`PGW9LJJc`L`Uui$7vd0z6ZqEHpQ}Q<1{&eqv*kg!1V_36k1PAL(v@F4~`Sw^rp$%Z6~ z$SL-}M1zsQ##Kvarh#d*r&lVSyFcqCn2i7Yn5#^#I-PcqyX=G~BWb?o4ePz{9p@!` zyIZyY188uQd#>(JEJAKGz*otFA?q~`F8p8jGJa@?gHId{#_+mD3nP!Jsy>4J#xt z?K#ip`DlDIcDP`(%0l<-Z48GP8-w@-_aQqqq6pBMiHo5wVM_%eQl7N}R9OVhV|j2; zapXvb&i4u)<%DdT5<7A8&S6;L(0?}SyOQG;R<>L+3@>74HE<~w!nPgs2*ZQht<#NF zT9D?<`I&{U6w|(c@LxC9YcpIzr0B2&X4jvsgq=! ztZ60KZY=*EX`p;4HX$SO_5^j9wmc$RuGR04?eo(fFsNy(&(!9foSev)kKElFe2%pqMJjmBrQpJO&bM$6m?DAT8{d>)FB^IkLCZCEe7C3y;#uOM?BGgQ#)Skc z?(Wn53XKZ8<*=O(Dmz^G+Mtpr6=ag9oh7t)e22A;44qXiuztgwz2C1`BJbX)pKHf_ciG)tEqL|Lv3>&rF(0*Tms$^f@&h$Ik zOY6s)!HRt8Pnug)Pr-no`_?s8-_D;X??+g?64SRG$qgoT{__9#_E93HaKfc|vhfIXf2y)8MXWaIP5&fT1s5#0u5XxlR1{K7b~P(~$UIQFn$b1KDV)fcr|zKZb(1w{=#*`d7)Mu z@8xorAiJ=)nf$PcQG89(>Z<84wBs%`RwhiABC;@83Io_(p^kQ zC;JyJDcR=+!&fel+=3N$Q)X#c)FqcXTbjtTi-44*_F=ouj8p#xV|2kYEAF)^9qf%T zDH(6PYMU~qHg)wtUtInUJ8=9o%7$VmH=1y3W)f>h^*eQZWs`a%^T}`-X5?-2q9c6l zA$U-Jk)6OBj?O`J5QYzh(}&y~N5580W7CkgQEIWB9CUCf47n4Xe9b4fjmM8uMurJ+ z6J8W@iv}XwbybuyrH@}bIPHHnX}GyHLB^n6q^8p#Y-D`YwPEg&*FMML>vwl-qe-rW zU=IDa{fDiB9XGQ^*Jpv9;qmkVNkH`!=AX}cR%VekYxGy^^=umU?SUt6<@wETADcah zC%4AD3ob*NK^}bdiui~k3pS()qCo2G+Dcj~`)@YITi=mYY6a27!Ws1|UP+X! za=yBxDlkz9bp3ZN5XB<)yx7`tk2rrcuI*nu9z^ z%57LD2CFR0+i^*^yc8c*`(q_AAw3r^kHn>%1x6tGwZgy?YyeuZ?CR|2kw`=xhhoGZIHYc(gFt~~<&JJ3yaIdl8S zM)K0+GuE@TpHrykxe@lm%+C$iN)&J%zBCqd9_sYI(z z69r>kzEe?A(Sc$fu!<35q3t1atf!`uxP7Vh`n5RtGKxh6E3ayLdfg8C5U)>qr&?^|K3 zM+GPTNnt`{9Dm-uHyswPBJ^-T5Y2OF2ZU~X#NL5k&vEAfchVpdWpf{Q* zgCRRR+tL}N$w>BqHRrjomZLxzNP8`HKrI12;1Wx8i^V~{HNWrlTz^l&H5Q$Cp)6uK zDf$>?BOEEASH{464_mhT-@^mB&{fDt1(-aU63&*@sxjokYHr z1uPnu>qn~!4=3A+S8O=eKp&UDd1~;&B#}AeUSL=0(}zANAI<2PsoI={r|1B${H2XV@(-9VL`3>7;{A_5JB2{q@xkfi9;AaN=B!6*y*&aC(5p z5Q`#^iSUQo{#PPo>|z1ujwY=yQk0!Q^24SzC*t##7e;~L$JNupGE3siR5Y2*-YudK z!ErA0-@#ViLvhK|7f9u8^4sd6 zS=TGa>@L;5MMf!uQEH*T6%nJ$RjfSwsh_#P_oT`W9UD}IY{$jQxZ+6faO^F7};e%Ih@HRr-7hw*Vxz?fH=~`ykk+u-c?E< zw-Su)OIUA6N0YX0R0~h)r82TK?`1egB8v?T)8n>cWu?mwVdN9kR6Tmq$$73NN2MqT zI}v^Rm$9=R?k036mC+)1!Ucg?6WpFJqYsAv_vz;$mij!SWDh$uQ^+)cyPNjFgJQe_ z!3iuh?E1c7-5_U-0a@v@fJc}0o`P?nEFmY8qt&=UtRg47T>rl@y9r3@8iZ(uf)4Ve z!LQ605c1^tP<}uA6FpN2q0zVNcXVB)b-&1@sLsn}oQkqU3MgVH|6v%~=KS zh{W&I*L~=mc3oH{of`maVf9jxk!6DK*hsRy4k6ubeEk5%ewkt+freg^QS+}X~;`WJR2P0cyKZx=#?GB@z{EXb`y&vg{xM$!k4ss zVtDs4|N5KdHr z6j3U)=Dl@sE~0?lj9O6?1FW90;{=ZB^0EoE!byg8CeVr#5LQT{8R!1*B1FnY&r9$G zwks}F0d49N4(X3`kVRP#u3d zeQA_AO>P6XY?jvCLf+qu(-5f#D@r!`$gLXJjrqnwU>>Ogi8N9GkbR7@26?9DU&TbY zJ^5u-D3Azgz)>w!IlFLyeP-jez8Fca>Jr9!?Z!5dJ=x3RVLl26BCF!7`+%ZZSr4Wx zf`b*iAZcY46{gjpr1gMrpCZO31!DUi+JoN!1z}sl+qtcAKe24P<{?T#?3R;B-5SvEJOoXp+8`Pw85OQ34|1Sb#1w3 zLXokeF@z($+3MlePHWv=pEGO(~AY zk`)o%muDW4Ewkn_-l3OB8}mhB*K@7FPqR6VF?_lpE$87Zx!1AEo@+a1b89d60ju_u z_JCU73!+7!2${wTJ&j3DuDm+?WfbtDyRXQED58w@LuPuqynl}v+m{8+1Ri~Q;d(4lY{+t5brcm~~!5bvEyckV6eJz)gvRM?>nr>x5^>TeRJ(VDS-D)qB z47#FH_2Qq;L_D9+Z=x#xR#LG1L zwCiBU|}dMizyu|I-41iPm7` zn|1ZSRmmm91ws#7oQPc0l^x4;oYljI<|gZ!KzFwpf(kBqXZ7RR3$ z)@s%O{z?-N#{D@XrVn}L z+L#&RIEXAne0H5MQ1aX1#?;Cy6+#!ouob|9z^Wh!X6y~x_W`V`2qaEAh)pDwkRz2w z{!jA?x$@_76||#@#j`N}43IH#rwHIkJdDqKwRr8+oR;er62P`eR!5QiYt5k}ZHLT)V^2&WDmK@k^V_lRpO(e(if}=0@ zGyp%661JM1IP2jtAL{c zOnZ>VRC7kpO)ta6kij5Q7mGzP)(D7u8Sj20bhpoDJ~JRIWe8od;g7rmes7HI+pWsN z;FBx=UIdIYh>PsuopjWTv_U*NefmR|V?wI_96s7{S+B$0Kv*WzrHde}hgMWG9Z<<5 zDK|Y(Zv?bOJ&b1v%U16Bb!?t%!;$_zcb3ff=;d-M(p&L@aj#ukF(=hZ(}{3oO-V`6 z0Q0%_^Kjq@KzHLs*@!^G!U^mpR17_RF;4Ed#UDqtcRCJY>3jYrQZs#mHt0fCXs+}up^Qs}MH!>qy)cOg7U%F%mQ>az>Rk<< zDdy%@%3DPT20OQSR(Da)O|l@fl-lK9XCW*a8_t#AFQ^YHN#E9t6Rc`M z#J}{fG1k5hx*|o+lf4Hl?2TwdNiP%eeB*Pu<7df43h+pE7X9TF5{PZf5=RG$nFKl8 zVsZF;G0#P~I&}F-!$}|ik~-t=c)*CnT)%S9DSCLToI;98SX_oz?4)E)GNG2>?2*2( z4g0+sR@bE16WQD?nl5#>Cxd=heQekc8ew3h03$}f3s{LagkN-7DMCcB`o%YTuWLSX z76xD0>+BKLHQ9Y);0tl&WDh6436WDf3? zkWqw~5FfE(l0PsV@AFNbt?yMmcCAwG68Tminnqtm)d&^c7BXoysrv%YR3=zUH|%~> zBRo%b0KLr&s5Mw}Ghb0vHu+#&Bjr;?o|)cmy?-UO!6L40J#{sTbHP^F1ulvNzTS*wn^S+ybyMcTNtb81Chlr1+}>Pak!1V?sy z=jHk{Z(!x+wV~=f3`b!q%C3E5_x?%duQS9kVxpLiDNWZ#l772|bTQAH8brc=f_D&u zUU=SJlv3aCo!fB~EZ`91r>%7*o(_UtS||7lIS*N1V- zlK`!u3WY-FfzRX$@X&G`f>V*;gVvWtA}685T>ahNF+04cKV8RSoJzuR_HzwTF8DL% zE4*fl0jMN;6_S{vtX43_ zDGg(;%|nCo*~Dr~;j8tl)QZyxy=2k1wGWg&E4|JbYBg2S&(62t=N%E`6%f|WV8oJ; zPHp|pQLel8@T)hT=&W2?U&?9jp_l3o{LWddf{|5d5~Nh-g$39K!lj1u{a8vUBvTOZInk6N`m%*G7{%)E6GmN4WU}Lg| z6MCViuivp31`CZE`4^e&e3;mh@EZE`PnW??V{(h(yWH-R>pck?}dE&~;hYUH{zh*I&UHfWiRj4gAuK|~{Y z%E3lVNb7Dw9N|+G)<=&LkLX8!+u@PU7t?)77#MHrn}sbbsyN)Xpe2==Zli^@1`qa2GfQ1#`ghgskDgRHB7XWCS(|@&F+tAzmi)VTJ{ZV-5THqgzg~pvE@V!9dTf|^ZZYa0y!@b@K!du;8kfBHBtp|#6hk2SHxI$ zXi4-RF0;4tNR3 zx^m3>ZYeBHn+Jy!e?uWUsgyjv*36BU2?Z2|Zs)C3-p_Fb>#I@?G6z4`6tzW~h-uf9 zqmb%^>Bs?nNm8tBN5%HLxHiknw|o>eFB^T^uv)x#$5fv#2$IjR)2EZ(nd6Tq{-f-* zk-@I7kCgHb&~VtuE2^*lPn4y)hc1~VeSf2;?@vZa8E+bePpb%;Z0o$u<0&4MEVbA@ zZMX;N)tVRUAt7zoxSs*k?Ed5JubPiKOr;p2f&}1viorvJQT5-WERZDWOt+!hB+>rP ziVeT)-*x}lh3gz7r;dHx`aRKpzSxIHCKI9^t1A{A<0BXkJziYrxxaj7&!ocRV zMpNlMytYm%Az22?z>Fc%r!Gc`1h2mj;@5W+96D)Pj(kXo0y^!=`M5&Hc#{rBHaRvkL z7ezcqsnw|fIr|dEz$4@yAgWm0g^z~o8wx1e+Opw;I2iR?5L(^(*g08I!gneG#>#}$ zj5@rT#6*mLx%a8cjW;bvqwmy&OL%c_1#{-_^A4R3=dYuui_!W*7m^(uA6CzV;|hi4 z+VRV30El9wYtSCGRi(Xw<$^X&7^0{W{kvA`)61tbGgmFufcC4=;^yH=K0ojhYDTX{ znMK`*i*P$V(UufFfD>c!qd+JjN-t?um2p?jAsX6k$S87;#yE(WA(Gpy^*4|7$hM&y z8($$s5l2UvjV<&C>g7>vbdN={OT;Vm)m)1GG`M=|H;-C7t?oEWOP6UhCkr&D%7YVY z2y*_%lQ;U8A+dos{AG!e(EC*=##7@zZ2&%9b@<{TSScF}p zbQeVAp1*%kP$(r6bnm{Mll56J9>$EXUR<8!9!VX|YCn9$c6VB)-zqwYrd9rn&=YMHUG^M9`0+ponZxZp2{3sGa@lf3F=#5O>BHQA4UKfp}@Qq>~`ar&BBN6WYM6+|$iimD# zw)>;?Yi}jcW+6a$L15;~m7+nIuhlxbiH%#PYPX6{)NuP|4KN+-PJx>UCJ3erZG6>( z7-B4ZG)LjhEN(MZAa}z}d@sw3`vSFewzRw3)LIxM$kyJ+zVqBjJlTk5G|By#BN*=t z`r?T4o`2H~cMN6S5d=IhjpVX4iEvmhaWX=D3@fsp*VFI1qGad&mYZ@m>iX;O*oMJf z7v$9Bt*OXibkEooSca?Iixi1o6>3t_0HN8+&_*O(Cr`MWXHC^E_1eeXsFx<0PH@ zbDVPIxa_P;NW{0&4NmP8upb*_N{o$z=F*66Qb*m=}^Lu_&SwkIw)QpiwgUK$Z zuD`Z=K+FKyODWwZX0AgX4c7N_m8V20z#@FTY}9e0lynqoG4e=I17$noyB8XZ$I9z; z=dwG&ngS!1#qXKZryf)96@l2%WST=Kk*O2x*obXF3G5jQOgjYBVc(c}t%mWgKs}oR z$;-tz#o%th5H9AWx&>M>K*ObCZ;Ym}*aPv3W_BNlCq4zyvQI)jRUBnOuD~n!15~4v z^z}>nj?nu=3;%;7#Vv#k;hRB6r*l1{_Zw)H7Tc();DG)F2LL28>jwg z|In;uNgYhk9?K$;W#nabL|4+zH8l)P*j>G3(1Ap%FkTpB9-9z`6+$#RD;mXc6hPNc zqvl;CrFjulEi>kx77qhuX{N(v{RfiLz(b=qPo8I>1_0g7UPZ36t}D4PSfRtT6~7Ix zFs9n>u4r=XCebTQ4oh>Nj=v(0bn;ItAMFXu@ab0?T*ex&??yvO5;z9zfznCo zWSQtVi((i7rYiA$W;@c=VS9w{JU{OFz^jMoIyf9~E>eSUpEXo4v8O@VlV4pot7UPQ zxQOaTViPtz`#$_U3MN9tAo3vckT7W@K2YcNBht!iX|z>hhMqZ+Ktoe1w+F*hjda7? zPMfv8EzVt4<<%p%oh^3q}?*t@Z}P^`?JG&~c~q5^&Ix2ty(qZr%>q*Sp=Dz?y=(#p|9(T}bjfe^Jd@ z7F1b3C&()%$@b1oe_&2LtYFjKmS18t!(LM9?D;{O9a%iAx4iAAST60Uw9(bGQ zD+4XtZp0y01@T zz!`J}T-Hn-qaZ~($&-P5@5@ijS^A)X8sA*P5sGnuKXRS0Pd>IrW2OoN*P_m9kktdJ zUuAO-U*>(;S@@{NkPpjPzkTMDxY0h44ot}AXDovCm;UG(NrgX8Onl?>a?kPF=)3_V z`#rt{6FE?mzhFg0lFQsPr6-9uU zdBdwthF~fcY5lQl4(z#hGtXm}DFcemMc0wZ^rPKc)wfMAx29TG>1fqLdL+%LYN9uH zUw=;9!M%wJmFE`_x`WjvSS%;L!olA%xYrSAcV72IY-P)DQwR8OzNCykvHtxD4fPKj z%kQh``J7T@egZQAhxr(6LItjYL}u(TU<4v6TXRG;AgwCEDu-Ji(|K49vZNc1-FJ1e zNI-aYJ{>CHx}UY~=S?}MLd0SIRpj;R6Hhb0&#dIXtP;fg-*r|4W~pM%yj5xzqChmo z1S%O|BB;2$^nD&awjqgfbleGKhw|BP$-uNP+;cjsw&p_tH3B)ISyDGga(qumL)sh` zI8|+@=D^!R7zVW4v%Ql~tG0&H^4Tg6ml8>`xOD~WN1tSb^rnM;F4Oj8TIndukz}3u z!ucPYq3_08N0uH?e6nzy3n$Q^=E|{rg`D9>mk>&a($&?~>as5Nwq)~>s-R29%gs9J zDCY|_oevvNx|qCv{up>Zlv@%LuDbmNMqmqJ{nsbXw~et}iQ^;pTj zG}!HBqou48!AO}c%Xd~FwM3?ejW{$1}{Xy=FPT9hHiYL6`3gdQ5H`cj45 zB!XDwS)5Qdrh?PkYcZ9lDFZN-2`M(S?*wrJoIge3AKBflR~~N^Qw>+SJn%zX)jlsG zrKpd=^(nGf)xruP=$gKFOUo~errSWK7L{;BU7)Wzc{X=a)n~>+5sHdQfVI@_fA&*! zk~kxZ7bAOWhQt z&i0q)c-Ee~6wJT90Q!BLaD{pxultfapo>A@ z{k?=(cwDrkYDJy+J`yipXC|<$R8x^@F)*x98jbyGbN*`LO{#GWTjebwM%qB0J9Z{F zxYKLb5k0Cp^oR}_NfA~FaOcpmDK-mnPc?LpPy$H8577CN1(m3g8^4s|I0z%w#zfZF zJ6vi}a(uu7s^FBtOW*vj2=DY(XGaX2Q>*HNLVsQ2yob%ts{LP?%F z&S1m>NNqO&AXDdwW8rDz&?B z!9s|{QpAAJ2}eUO-eX0ep@1KYgdNRokb(WTXgU)d1i;1M1$N1PBO}Bcm!YdO@5w0u zxcEyY-YCY$!{XQ!HpUSywb-O=(_r!DVM9`B1HzG`d_21;EO|bZ)CA?(Ub&NqkxM?b zlR<;g6#C_fT)n|-4`m-ekJJEjy>}Gl`=?1o!gk-absEB&?Uf^xfH)6qMg08rpAaYY^*pjjOv|0_=zwp+DRM_sXXHw>a{1i_KSs zW-n}!=v_visIVPQ2VpKf517TkcFt%n;w0Wc3H9mob|fT@s5=1- zvapxbaQqmh>R~Dt!3{7Sd(sg9vQu;a;W?G6lSJ9YEKwl!hZHayHIL?NPA)(B(f4?% z-UTc^#!v7ZviX^v!QyiHwkM=jJ@e>j#5cGXy)yuT*)W5xGN$CiZnYvN3eXf#n3O)i zzXzRmC04UiANj?_pXz%9kErq~BCIY)I;3}hY#kB1bNcb|rzc9N$R|LNbIt3&Z7K$M zhz)8hUaA)$DkbGHUja4?kqy?Rtgn9kB~ONgGmlTk<=(r&cSGRIF!y_D&aLG8#orh3 z@X^a1E{Cn*?v+t9qnS7GmB9Gsr%aobxPzrCYo3Mp6K2ReKUSF99(%pk*gX}`=T2jh zaMjxULr2O$93rmx0joSn~TmMu8)%6+;P zlSI1@{eG0Uy!&I}Lu3O`T3jkn)Zr+L-QnoPqy;T7Y!2WgvW| znhFIjCMsmeH{1=kW0#?^*54!>*n3sS(ygfHuaMSSOtvM}1Sc`~-3@C8QAzZ9Y1vDA zC?qh_SR_IIu(GJAsCQRcWhJgOADhJBZu_RZ8N~JHJjVv#gGk-kL4yp;QAhalKoVdx z)bc_*@O|9l2Bw5fhLxa|^6o`AO5ECJtSNMtcbjStm?WnAYF|;Q4*%yn7)_(UJNgaN zoLyh99Lu-CPWH()(EcNGw%wBct=|be%1~nMIB+AYrfhmAz+OX;@J;jb!kd;s{re#6 zul~wd9y54Tsu1NfZmedx*s`(l3@!v+y;vp_nm{ASd6b4#OdO3z&D=XG>tZ_9%@?7& zqYwU8fc!2%CDbvKr$5|v7zae98_dRiQcip5!u@pKjyF5m=IIKp^VLf?9H3fmymJ(;e+Pd@L60WJauy9 z_pq)Wr>dTR__v*6j%7P(MmZenfDo7OTgQOzO)b^oz7hXPos=5B2kb|GaUWD3K#jfoE;5NG>gK06AB&-EFj3wyi}Pllc3dR4A~#z# zI6P(eqOd#j?-?JVfETtKDL$7Ur8o&m)mz-_C+loC&~oho0FB@*{Z%TX1e^Af8}Q@t z-Qf$b!Vu%KQCA=+CKvEKf$n93z-SWd{1QRn2ZI4SC}qxHM5sb3IYxmn3(+~&w|Q}) zyPmTn*VCPtfCG-WpjAQQ{U2w=hYR^6Sr7FSEOu%NtGA0Q^Op;$r;{~TL*8BXbmZbp zpJZ}MAL(hX(B87Kvp=nsrql2y*9xV@phte=_I1)M|3o|Oh$!EPBGvicbGG1S*!kg# zDoNUyJSeR38s7l`VA=as9+i%Jn|I$I9`9Lq+nP=DZG&$|3k$}7zCD(SopOY9$m>MFgEzoXDJgHk>^50w2i|G`S|YmzO4PTlutz{ z*;z5*kFFn}DFXN&+d#9x(y2J}F1wZ;&fvbG)r{&pD93J8sLr_X^S3}?iwN$di+8o| z=Q-0$zklEf3c_0!rkFQkg?1Bzq=|9|zy=V<=L7JZ=eN@8H(MC}TCA8~$2X9MW)^|k#_Xbv_PS&HR6bEw~H`HNO3P`!a zU)~>Q9=WpelB^ZVMdiA9##(_J-g>H+b=``}ofO*rhwww^&?y~jyj5Or5K;cyAoyil zL!~1w4$d32n60q@d(%sbB~^=!d!YG2!m4{+D3(&7`kTZs|LD@<5Ky)7iqqNQhVsP> z>-}S%<2QN7Zh?UkVMo)y3%b5ke^C(qGj%G6MEfyWw{NP;XyVolV28n#-t?9%%U^Q9)v@iZAWe{Ei?|y{86YURyd*H%KmZ`-^{-wp8Vjx4a( zR-tZM`|J26^#~!x`|5_D7Zq4mkm6hmy*F024_-|ISP$4E5R;np%uX+L7!pe;4+`8) z7LQga0hFuLe8ZFV5m8ns0tUecT_CaM1&GJ0VMR3IP5=2M?eZHJZ4@AA4XW!Kvnn7f zHX_Omgy!3C$nG=?Z177@r4h$apq24-t&uRGPrf6~u$XoCR`S&kzCg{85E~%S^}+b= z{)KW~G&O-XU+bCyga(>9&gq(NY8eyz1}mQ!fjq$G4kbs&H)dy;-7pbZ+^{&WA&%os zMsJmjU%IjND?g6)8-*?~XPrXImPwnT6097eD^t%5*LbC#F80Y?hLp9|oqq{rV)@2{ zrX7oncogZ(IX1r{JmLHp|6<`k7BjMcSyPz4M%`{F9Mh*#s z2$3YCFXx=iWE7%1O?GPnHOh7T6ky-7gDqCIw$9gI4Oym0t8io&l%lW#izKA$7;-?| zNOzxOd2W8Pm1 zQ5IxSLb8*%#!RPPOQhJ1flqNxF$iv^34bYnQnn+M`o1( zg2;!H=zo1a9xVO?GH>SQv@H1BBS)g@mO67hE(~n1Q^Ir+jwo+`yxW5Wn&@v7E|EYZJN9R#aWd+aY)E^(%3W zullNYw@+suup)oE1>u$>K#e+AkN)^W!>jUN&O*5#FxvHRk@@AhzkPc4>$Z4i^rffL z&@IKj=+8w@NZnqE8BKYPnEtd=25*-a<=ddSd@O9}AHK?UnF<1fyXSynEdm7Vk{R1y zpC6wI*)%rH-+li`O_*9eiK`m5A(Q~?CmNlcEC(C1@kko$(oG7IGT|jI%utoP(S8-U ziz-R~IBYZjr4czNe{(@6xJ&j?%CWo#Vzxu&>+=3r98eBaIo} zIldoZ@6_^Y`C$n_4^=d7bseFVQ;SrLn#~p48n6=)_RRD^OW?ZnT!1g~lYr~F)-hD8H}l`|(*|q=a!&GH(u$B6tbX{@8cr%d>1=l@~Lb8oCdk*LKyt1L$Fyub67Mc9kVYE(Bq`xHN7 zhgL$4z*Dj1TwORNK8|Q<>m24 zeBLsp=Wkf{mSX&R?cRE^2w!&87Z|t=Zqjk7YL*Q{p0(t%xMKYv=#yC{`XLt0yklGWQ7X1H+ zw&8x{_bhxU3`DM{MJifa?8?o5#Z6NPsVLcZX@wjgFgW-Igj$ORUN-LA3SNx_B$cwJ z^nGVcxxRk-3dJiqkiF+-R+vUs6kD68SL_Z z5#tdSI^wH|H26k`$R&8v7c7}bW6)-Q3JM%&V~APwe~R9`HU3{PP>u*|T>%K_3{~F- z2yW{iOk`wtpx!~V-hYOdnvtP^ifNeN9_15T7aPEPvcZRteh8yAV&@9(DKuaaCSaw? zCr!I%CDsSgs$QKxE}`>L(rM49&j!$>E(X;J6*W3aN2!jSFZ|Ph@@qoVEFp7nbvt{EvV?vj116~pSQpX^PYPY} zX)k6o$ftwwZ!=Fmk#G4`PzjJZlS1#EoiGe|FN!g&oKhhpwUjVniwZIWTi#eZ!z_*p zptZ(a92LUxJU-Q_TWemUrziO+u!5^abO)3mU{QcPL9p=;xBW~N`w6iCiN|vaqVi%3 zSc1~N(g!9PP{3RLw^M%7#v9sIgOYn(|Gzs~by}Xh5b+dSU0j2;pn#yn zh}N*Id;Ut92?g}dv6}k%D&zM+CI1^#GYSoTpmveR(0hU(&#XMS=26{4Nsz-sCeVfE z9LpQRq2GyrKDo*%SXV(dO$^D+uEXXxwcT590-^SrrqtK@##=AZ!V!R%k#qg8S{ zh7bHamhr8BHuvw*C|5eI_nIje3%r4$(aVfcDCap#^o{mT~ zK2J#d17SaM-8n zwh7Hto)$A!&zAb-DG=EgV2Rs1uJ%EsT-Ob=y5%f73*B7gNC>3qS-@g2;o!*zRs}w; zQeB+|1`L_YJ>ii{Cal0WqO7rO8r18;UzE5T6tg3bgN5 zCgVahH!b(@-7ANw?rj6sEP_C>ap}v5gqOl3V=vsdXn-r3OxUK|2z<}A|6_Ut9PPI} zm+yaCGnt{ZxC^qXqoB1>Rg{zrPF=2M%qys>#$_N4^oh>P!IGZA4k41~Ka_MP+b?jK zWfMoo#)?5krF`vLe@2xICbVlf%-w8PzqGBGfND%k`ngdF$ z4=*!)B|kevigxkjHab9<*eABCEr=MC4k_Jp``vFNaJvq$QQHcPEX9(3;>T`ddHo&! z>~Y$<8$JbwF&HUYf8?S86*vQ~oOikT2yu~9?sXQuTB+P@ki5xV3s7{ZJI(ca|)Q8-MEfq&io z54yg;e*wn+a+y~c=r6XXscdIT6a;|D@g+aJl}0MiS3Avv^%*R5HTe3s%%sZi0b^B- z|E`xyEGl8g;>~w?L4t8B?PcjUg%45>8}mff$O|7a&81jbk6jmbIa;Dn*Z*dTA<+1p zW3ELe$|O7j-+r^5VD+4p!4copg*{FKyZUNqVb4-O;EQ2M1ntZK3a3&8g)Ji|Mn$LWV!JrM4mB@H`l~K9lmUx+ZC4Q~ujE4TPsip=e z;cU>JV3kY$#6I_j+r&x!5eH)UV~A8IXVqJ-51+@Fv;k&0O0egJT{$J=9f5-!&q;VA z+4(r?+{>nE08h^|vx!+;nm{yLvHN2A%FXvg{=~~^{_Ps+lH1o0w*t+6aSxZ6c95vw zsEk-veMyYO=$1w}cnugApi=X%J+c+Gq@f*b2v4&7qZ#%`6AJbJW6b}5&Pk9HSDptL zJ1y`j)D3bC^(|pC2EtsrkE6Vpi&^*1K*{>F^xZMxOXn(B3Tx3IqhAS-j*tCJKABbH znfdCoPLDmeDawnYlMIs?N@}K}d&(QX{M9$8zxKhm736#1+Re-83eHJ$dnoh@QT`;b z)3isD6oxMmd(*G=QH8q^o1GZaO>ESY5rrA;{6~AXlNTc0;G_|NSNfpc7FQxch|IpHCqZ` zo(0s121_(YqJHdPIQ{IfkTL-rfMOJl=nPU!mrnt!t>4Yy`}O@g4VI#ou92$v2MHNZ zw0Efr_Puv6D&Kq3vDQ8s15=xk=p~D^;MJ+Tx95Y2V!Ox6Gj=#okYE?V)TaIWIRyhF z;tYE0-=J-k)E-n+vsGEP$PIl{*8b3@TT9MfPvQ>JUqOz21SDAF!(vo~Hy6UQ`>A)FM~w^&0jMV*H82 zdaq=*L)q+!huC=CJXYc!2D^{mSeJyGM%ifcmsCa(r$>}uUbocUVRhhSA+7Cd%7vXy zyD+G3ho6SNUm(6E603hFbLszV&WJge4r;lyH-n2K1+Y)L{{9PNCK`L#v-gWx z1jC+Xd}oHDJ3bn5*#$43?2(iJ8xfWzI$8|br8xRAaebKu?;$3`I~?RyBZ&AziugBr#blsak=+m7DOM*8#P1s=E@u(7cXQ(5wMP9;+4 zc{xJLW%vYZO1otZu=kk08XcX5eq1;cR4;3I!~C1I55MhD($_2WhX{k-gw^Ly0#&K& z|7UJR_}cRf<2`K9Bp{8?22gT@T?$^DfoLH;py^^}c&zLbbh#0|=qEe-b2rz8V9ZZk z)mZ^R#-4k+Ibv<9diQl5YbCVKolLC9-^&n~r#Ra9eb?*pipkWT7x!Fg)y;lU5MmU! z<%Nv*6sZ&bmr|-!-k4Ck*0PbuR#?kRy7P)tK1Ya76bq1i(Eq{9;|Ds4!XPX zdx;)Xs}D@Sj_PimO8umJVYPoe&3+W!nR718A7g7$C2ldHG@CpR%2<)o}JwWy+!!IhYq zB176(-~GomyF42jx+?={o|$0H5Gk@h`xQwx^bA#U>fO5^{SM(=Bp2u*_3Vu?<8rZ^ zI!tv~vYPDY@Da%}GKO@mUiXZZR|rSC5fKcxRriwx^b5>&L`|ORC!>4+66r4f96sI9 zYdgTY`wzX_c;)Zk$s!+p@A$q|X)mAX%~_lolhsIQ zh<15!6Va4^-NurI3aLZEaLRYvk3HUjR-WaW@l81YDSj-VG^7@4UZ(Lg%|p;%W#ojS zmAkAw{ltGSe-G4}zkqJ>^YmG;8>I|XF^Iy}1MkAEL+`@iSVZ)+6t#UUc18x3pcdKy zihvV8-;sf}Hgs<&N296q=cPi98d|2C4Nm#Dm=G&$C8DYiL_Qy+q?Xw+h^A2; z`2W64W^3>4yOq}JJQ6;T>_FzLJC8njF6w%qWOM;$*_`N*ZQt6V^*6eU821cfDiNQ@ zyf*&p#W?;Ek~3KUE07eB`59*rShMFjW_;+$ZAW86F;q6VncN>`&!0~# zU7M1Hi{Xu$k+vW*$;rvp?3BJNfd$>tAcB^pCV>~QZo;XvZH}>#G+K!j9gfoD=r-(q zy@AC7A1MvYK&2r=oTfwz_YVoM{CAJQpn$yXQb~eoMmLP5=q^U*E!&~EeTsh$(3FT5Q<)v6_aY1tebF(-+0G~!6&np0W zRv63SHsQ|U+ zdvQf_NcN=VMO*HJ;sVk;+V#(DB(KtV<=kpIxH$777e+c0V$*hoF&Eo(JF(fSq3N;WwFd8~wp5z-0cWclqWmpZ170@`VUJ*h99Jux9PB>3Pl9 zb!Cs#ew%k+uO?bZrPNjed?gC%ii0Hr7N?7nD?K({2`S0GGG$(edhN>q>1vg z!I%`|d%$xMpynpJ{pVYkAwlrK>v{#O$q<^<{W^EOm|rl%Q(o1h*I!0Po^ke|*UHw0 z+y$Vq24n#&A?h@LYty6VWI4;)w~&oV7^B?CoA~zZQ!ICbV;n%tg0U0=Us3!Q2x0<3 zAc(1m6$d2K5LUG`r8(b|^kxgd^d@mP+yN5)pHS0f3%}FFcfFB7lM{I~*#wk4Ti1;4 z5W|FLJuLMH>_8262w<8IY5vz|Hi5}3sGlrH0kL+S%h|8psZG<Ypz{^xQXY>(~GBmBl2m|GWnZ!cp_%!j!)xR)y}2FbN3(wdUpk zK^lyEX{2X}%w0$fp0dg}-!VZm+@WUq! zRCvDAtp!+{=xX*-RfQ9S5QF;Oz0gXw5>M$4-?w4JGac>!i_F=2NC9ldquxNh> zpZ_MQm*(l7^PKDRQ$oF5x7_4N?;v6h88({^Vjsa}h*j5b!__>atG@d6v9I5|tz~1> zl++i#sld94i0P_Fh01;6)j7L>rU6*525`G#UJ3qc2aYxdf-Tc0*6(sp(Rl^DNL({x zCKiB7a$5Z$&ND{;15}tVLXzkUv{3>%o5rB0acU!Y&R-3DCVv5y8&hY(jjGgJCgewt@?mX|6g9uby7VC((a`J#2jxZORWtXzhKXjXaC zz%I?~Y`qGDw2U|5SP7&wPJY;~R% z+M+C=@t`PCJ)C^HPj*g8VUPQ%nR=$Ja;s9K4h|1XzwKApf8*oum5d1s<)BIpI*o;- z_T?Sp9OnC(l`Yx(%A%z%fgyY=S%##CD!zg>W&I0)%CoWti$8w5u{^b$z5KG?O_>=f zXDF&hS2`749wq<|aw64!BG_!WPi2KPrtc<#cK@`9=<3yZy-Jk5bgfM`P0iqSbowYPO?8@4h6gIr|;Fq0dO}`le4d*JorWL zSrbj8a`gN+iUNs91}R5j$!iL@kK714O(_NIQ<}`jZ$k-bMa?Z_(swB;Gc z3bik=vSzO&Lj0@0`_a10s=#ts0x_hRhTlw2-5X7Rt(X^0=i(|e+EqeY41;SN>Cyc< zc;QT;InW}9tac~3l^Sybbk`^+W5J)vBuoMQPXRr8z`ub;sKtk5_03UM1ZvI;;o8ZvA9y!^h7` zK3T*mbi4NG6u)^|i9@z;+Qa%ZmWSf-rLki_z?s6~H7IPOrs(c!4-PwgKEwOpCjdv{ z;zE@0-nqhGQ&@F@zNuZn@cXL=-GoUm6iU17IC{*%k>J)Ed zmoW!g64}fRrVU<)eLSMgC*bIR&^?)<_+*;f0i+kUAz&kE7|>CQv@p?K1_Z~0 zw|?)`ED?UX!0$mrwp@&-JKsIqhI?8thHw ztJd#S=(_x|vbM&}=bX}726{n(r{?>;bw_wrW2e&ziHSC$ zfI@||G3|ww)ewkOcTLF+2eSU)RbZI46QkCb^0u0LhHOJ?T~|ktK$-gszGyV?w+sNg z$@gN3@xjhoHzOPitaKTpSCo%9T_^!!FsIuoQGuWVW-l8 z(dnQE1*vS_F&H*gDHHSMcsK=9LUuiyZC)w;Vw~R#7#F$Z!V-J6QUxzqxKI&zM+zuk z`5ednT5j$Sfhbakjd7noi*3I^UH-5kZb6ZrV+ZPv0GN6M1$u9Awx2zMn8KX4tH$rd zNhOtVn>9{{amwaAcse0{OMYWUZOTi#&CA&ebb@Um+lAJ578}u+(xY8EdM4y98qGG) z_leQ;`sEh#-78(VsOHd|gx7IG2DK_*Z_{+Tj)zMswjmkn`}dI!hZwD9!0b_O5moO) z*W;u-n;-1`{YwuO_UMBNq$P(<8!m80>A!cb=3&Kzef)T1v!l{nSn%`cCY_n>p!p*d zc(kx4XX6J36jxbP=@$R0x+$ohoE$SKWY;bJ?b)3FbJ7s`l&)m#&)B9$X*COn1_GW0 zK>)8GbQu_Kk0_hy&8o??ub0|SNiCQ64JV#Wt36~a-la#ybCU?Grp=34pD47zn-`~K zIERb>ZV1*B!a@&g6~dT~iARA88$~1At_6(_1O5_OfFfQyp^t+34Va)Y1C^lnO7y_r ze8Oo6TWZJ9#Fnt@4K04XJRy#D_%1G#pM6}xvtnAhoXID*J{Ag`{ZwQF0+Dv#LqEjA zZ6WMe3a`gO4DL#7wey~={?{mzpxHy(_z+#<-h4# ztVvN#F6{pEY3e)7ag6AAWV;m78YGL7PP}=huc=PP8vJAJg;n~uU zYY6|aU5n_3;fp4^(-Rpo_&i27W!~{_$#vOz*q~CLsb*@4y^6PczSfK7&M#H*?tZ&I z&4VvzTggqkvnSiwd44i2BtIO__CmA3<`5@7t;6^KO1-lBigseMY{5xPn$w&8o#o?< z*!7Q72e>?3sk!w zVXKL6VqQuLpfej3N(yrKO+8y4+rIAnk;6B=ziW%M`YLDhIxr$I@h`E&#^$Ckx2(M~ z4ukkR`U{B=D=d$GrZ3t;@kZpp5#`Ut`xtofDaFq&`>YlJbx%X<8n4M@%{V$irOEn?n1#MS@k z7&zfZ^>L6SjC0^;O`HE-e(RVU1y3Ce>NlNf9>OW zx!1)+%Xpo5>(#Uc_r`$hC?$!j=3QgE;S6iZ{5A!58v!#9 zuYZjC_9yE?S`5uE=bH_aCp}N)y!mK0I=$8RcJSJXRH4JE3~av{{hE#GGvii1FU*K- z??+*r%M3=erMvh@Zy6bR?qK`W!+f$Pweafu-|Zp>!`q4Bb^25Y`{&v@X9WcuM-7ol zLJlc*M%WevDcy(-!G?fl1c$WGdy(!CdIUK14~?S4m4f!yq*s-0e;sr1p!oHoDiP58 zi~(_SlOJw?6PeEZmHBeOBgS^ZZRjesO&TL;^-5#3gybB-qDu8cg9^EoKuR$n0}VyW zF^8CKMM@m&3mzHRq_cEK-CB6PU?nbDd%hxhpfJ_+@1JAlnBFYUScB_8PtP6+Jp6m4 z?aIMMhPG$^16B8$Pj1!qB0our^IPe$$uo&1>Os5k_j%j<2Z(4M_cjIUc)Ve5ibg6! zswzH$rlxtcyO7q;ZXTQ*#1`T>*QO&-LZ9Q~s^KrkLUhQXm~e8tN3&RhmkDaA1zQ1Y zB<$>N?UrmJ*eF{yDkK^v(b5(sKO@4A1g@M15c8>*;ok-&jsE@EEb)t=>`T4bi}GhL zm*rOz2i_Gc$5XGPRz4=sTmbsWM__0sUyRG+4zBD?f*jP4C5wQ1vHsv^oYCtBK@vMB zHPp=s;XtS#f4vh-)Q~jyUHXOF?|dEr9OavyhM$tcOZ|(F$R|10F@2aT$Mig6LVJ}8 z8q?>PZVI*5odUCcjzuDy&s(i zdKB-Eljv$*e(T=5ZQjh%uZ}2058dLvES39qdPmVmPH3iVMBnR^>$Li@luB#!pIx{T z6}Z#5vV$LH;@g$K?jkdaG9hYc`)YV!Y0G!X3u2O_Jt&czv&-UCun=VN%R*S;R!WyIi7FV_VhR?DJ;|? zXW;!j4vE(!maM3#2)|@c<`AxYUr(1VaKx#KO*^R^fjBde}X6jM;h=>SDJE~DRv6!NB zKH*8^rwR;74jk>F`JMZfr2H@Ey`6z41c!}wHkgR9E#!Mu7mOU>%6RjZjY_U5$0c#u zznRqTdvZBN`!I6AHqI=f;#&pNqp5a-TbJtvle@qU}efuK;G0hdWpmg*clpot$%*W5yAr|pixVY zxK>fG08v8|;Jw$}XZ>S<*f8W~w6fkV` zcdX5w5YeGG^y5ubtitBFTW`7C9rN^*SJqnf{z>DPFAAUnlz0$MC#DOwN@Kb|wq|&P z{hkUiIeIJMqVTUAU)%N5Hf1oONBSCOu#oC<)*40MOo-2xQ+Q96rhmpay`K;IB78_^ z|1;b)7X?+o!|Kn*8Wp6cK;e-UNDQVMUIXg}PMb7m1sP3oU@x-|Bo{nf;Fy79E}Wk} z82GqopVR}=>dSarBE-`u{qI5^fDy9{Ql<8R#6ds5%d~TsK^pk=fkX8cH1GpGlUCjG z*38Xe2z?upC=n>WvWW5hDsCz+9$*UCnrku>_D@q8=a7O0P_@vWj~T|Sq*MEyH44o# zVvJln&^YE2AVdWU?!pA@&|gDC=!;_a=N@R^Zz%<(=$`|5TE_?6+(IMYu?8?5JgUCG z0IRZ*Jtt}+UzScAN972ad~Q-+U@RrAv0Z4znNr6Wde9v|hLYJ!q2HL!LhaQ7>M^MsAQh_73~`MoP?h$!-D6g}l0DrO3d2&w zVfe6USII{43g$L%EeW|MJ+13daY)p#E`KpV6E7u~Vyk-}$w!A&THo$M_rqTz#nIcM z8XsjIC)|$Re}0J0_s@}!|2At&fmE<(^OO1sj1^knz?b2*@j&$YbjgxWJx`he?Ao?m z8V-#!-YuW-xdM9QC~yHzAo*&7m&L1n@#7wux;Ue{MY_31vywSj7Tffs-ofkrpNY!&Vq(oKSXcZ zV2Vju?AzrRZ@(hhry~&tE1y`x#w>^>%x$;nPDQag$M%+~O0Vv?(`(b|=;?V+7PqKl zSs-J4tq;d^b#y*A`V#}^o4CNhKqrz@6UxYSkqqkBF>Oi?Yv=X5%rztqMHCw$)w9Zq zI$cDBMKQk=2(+6vdH*X2l$ujP2#_RVHYb6InD~RiNB-#iZwY*~B|3m0mt8Ip`R}TP zCFp+5@OoMQYu@KZaUNjEiQwNft{5f@;D=QFFI2S8vVLF;-h=3{loRV@r|@Eh>?^)~vLCkB^;mt2qicFw;;VNnCj^Q-yRtLRRBepI96m97sTLuEi3{uQfuA>qc*u z&#U*nmlH^S>Z{RJmG8MQv|{^ERt9{|kYqt6p+g=lr@GwC-^$B|aKi76 za+tf{_5F1MSkBeh;$0Qux4%8^c;L7@xAZ?zf*nKYy|*5Dp09r$m3!TI_QmTHX=#9+ zV1Hqil9h6?NAVw(17q*)s(rAKn*UK*Svh_Up%sgd`XMmH8Zr2y=I`UC>#Pi2<8AmV zvs=QH-@nC0?P5|p+e2^&an>-~c~sFpjD<}Wrwi2<2&o#!F7mI0Pt(`d{ifBSpZzdC zI{IKiHq0_oRDqA5zxZPJa;_IOZ~ztEUJ)6#9+(E%_r6`aSO7(~Ztaq2rl{+Sp|^1H z-*SYnTly|oJrdyph@lw#!Jr4il7YExdt0Y1h$_CSZy6SfP-D*rsInGa#fh$_EVH0VXr} z|DHKuZSR$3%KYaDQ|$@DZuis#@BaQ_2=O)+^%&c{TV4F_CtMi9bpD04^#hETs%VHF z7qg`WuJnE9#3rfMMZT}v%WGjgzUiFwC!b>PW@A&aw0$DLp(7TrgzJPQ`#T<(M$Pv4 z_(XZ6M&`V%aku@ll+sNSwvp!{-j~*v+5D~U*YdXS`HkC4z09HS(vko2awb}^Lr}%M z66_(!T&=C`VM@)XPz~$7#HLI6A3uI9$EizdZiiXWp~5(5(!^fU9I_%O9)Xnvef7S* z3#ECmN~=4F1!)qIJyhy6o$zh%n)<(=MSfM-l< z@_TmnU;bqPPBta4-h0$j@3Mq2yNSMX@r+O<{Nr;a-Y8XOR6_kX)QVl!B#d%NS2*L? z@d|qS;`I#1PE2p_Q|Wju1%>yZYE_ibQv3Q#ae1gPa9@ays2Vfj6TLnw*++O@5M**d zOYGi9o37KnrO&y!!P=-w4fU+3;+>IX4?@aIiGF!M#O&b^n|K1^*#Rib4YH`1p#^Pyc4k{DE~bbKD6FgH$@( z4_pA)H$T?}k6Cc*xeU7ZQChTv@L-FJp9S@cGl2@|dG3rkH}jAp1neUar{NTpmg+Gm z(mDqNv9dnWudU}H!PPO~458Bea~y4Yl^Ep4wsfIH^p=24j|Ijh=azYsvzGf)C1N@xrmobEMuM`S#>AoizKmO}#NzPm{HdWp$e8SM9n`p7A+B zzB~ybm);U7wN3_@>a#80ISPJDRIuj72iN8OpF6BF5G3wAD={C;+!mb? z<7*@AMVeD9?#8CN_+Id!;4E#`=1=hhl~4wsX4G{<-8claRnTVOP2KWzAff2%V87IC zC^tguUI<#fWPPF3JSIS?Pdzw`jT637ocV~(uKV=JdMZ*!TFLNh4w;^079KD4?UouLJeF1?nQ6B!yp#Pgj3VdMU_XX@fv5O+cM zTaDy6*)6aZlZFx}G$gK}K|K>_F~L_N5&oSP0+k{20BXX^p!3qqRusUHdN}*$m+DjI z=cuo9`(I;!az-1XPw0H)yxl_jg1ZQM9^^d ztPSV1HAp-k2R`OX$6J4Lf(a`ZN5X)wkWLSxltIJ^Zo=n#{^qT1Sd0&}mHdLyEvo_} zTdE^+*;}o~0`)*4Lf|6}v-a*OWko?t>i3_Xfo+p>4|k7h>D?NDIvQ+~&~uxT2Q-(M z)Ipo_mN1(77Z2I}G6SM({(vAt zj$gQIP}+7NxV+V2xDxbKErZVtscL+GkpGVhaJ9lsXdyk1Ml_(^Ak1_5Ft4hx^&9ll z67aLvO#IYgC@=qRl%A)A4Ie@*=2)amne-6|8>SN!RA4+m+(Ggt3@HD1!tmh$j6xSe zJcve<3z527S9eB7#CrE*1}S6V1}mEbkmH$&NwK6PsLQjeeNXD<;=_0v_0#`a{`ZBU zYyla6^G2S+v)WnM2+NM2_(-yqGoro53}MI=rjM1H>^xWHYjOwzsVojyh8|gX z%{L=9z70@ZVp_kdh?vbQ)GZzp zToL!Di5QJ!tbF8tEwUKCkKuPI0QER+I zWFn3r`L3^mNImixRbgw`VGOkToLXW;7djyLtSRtu-3Ffr;9RrLh4i)<<;6q?`}59$2louj5WZ72OR~gj#DO#`QzcpqDHIhz`^c;j*d0?18Hb zw1W`OK{8PW^?k7z;Vo^jdo2R7acJUVuvZ?~K0>fpYnb6(&tLtc;}un82{ASInI`Lo zUWN1j)X1R6C&f{i_ny1RK)HjNMenAeJgly0f`o5-6h2~jRTtfQ z(D&>AeCASrL8 z8R-rWNdi5?za(O%#`6u%VR6xO@x7ZF97$eYWV1zkKoj1iHYPtEvib7|+8COMAWLiO z&jmoLt5DSSFBJ)fYbYbS_S>uO;jNl+>fRiiwUM*CZY5T*A0^p<%VQyI#P`2?y2v-#({zS2c*3?lGg5uPzfEm3m z>k4qsedaJ$X%?_211%ndNSMtkv3uzsqAyf{NRh3EmfiI&0x^Z4&HTk8oFMOONSFkL znoi9!@_aw5PN{#Hr0mDLJ16-_OL@Af2D<{H8y*>a9sATpBWY8fd z%|2Cpsvg9~?`Yu=BjXc|zIDIH#tNqT`ucRHxE1z^ z^Td%8>f~;M;a~Lj7n6nb&Mxk`Xm_9-z%OQxs$VG z-NYII^|Fh6Nwl*OT|_dV{zLcAaBe=V#J^xH`}~VlcpN8J43bhbDzuHLr-`MUnY-*&>VA8+UhaC?O7=m#AlI zr0iM%JITOAm3`u?=^9M}Q6L-y*r04#Hf&+3S^O8xvo3rOVrz zQ+s}+5?S+o03+*LG1cN9kPIE{z&~Sha6>TVh^CRVH7Kxr&YDI*xG`b*bH`7LbcO_0l3oDRp4ne`yUg+TVUtk5Ns^J62D9JtA)> zZs_jqeb$O(4UoIA7W;cx^1Jy))~W^llRj1foB0Sq3$q68+uxd`c;DPFUwzSWp8sZg z*zu;mwBDSeRObc^@{P(?@i)of^4J_=8Ve-seop4aD%;}I3CR}7qfFeAXjH8jj>_aD zZU|9k7IbYLaex6!+M6}``D##%j*j+L`t-!INSERX5f+Hk(9m4|>r!^8Z+;OCcXj>d zv){uO_#Jv``}#Ez?&rKbC06x}tus{RS7h*wHERtabO#vGRfN+^JYJrt|F1BGTRm}2 zd1yDrv(jDhwr~5h#IqQ(^EZ+Pv1mBrKUShIi~E{-mm2xL(vC*0;z;oWuvr5=n^Gus z;Me&bh?2iJQ{~?9iBmYKp5{gI=_1=W$tyZ(QXum}|g1fNH$L(p-W!5oLi z5dJD)jhG!431{9TJY-gQ;JcH=`#g|T;Sdr}ds_e`PK<>{ap2Sg(d~VpU9}c!5knf7 z^a%LHdjcb&xAJkQaWuWhJVFV%a&(*hDxs2pGC2UV^e*00W0%DMG=kr82{e=?iss&5 zyREC-)+y$`D;!|I={sUU61=;(XZvj#w1c702Cx?irqAbmr5XN;MI4-v6-t#uoGxYN zp&DW#ff%MC#=F|l^Sn>|L1WQMf1<6Uli#4Ak|}ATbHi7p4%0tk)Rn6GCJnxR1O%M@ z^Fa(fB~;o|0A)>^QeBI2Y-qE(-#(c^qff2PKns4K6tEkt-6$yZIYnu)O=7ilEmb#N z6*GvPdS*Fj?7)qRKml-ZCAwb=BxPe?64gxjlflK_0~>B*RKZtcf&15pY+O!+8Wj(c zg5m7LOYMP<2E5{rd5Tm6gYAxEnrBi8d!&pTb?9xM9%$FfD%dDA$9UrOEYr;Dg8P@5xMUu& zf5~uj+9es*-g5@b8w}MX&#aDC^YCkTTk(8Lq(#qABsCGiak0Zm!{M&Bv_VaQirGrL zxXWFnRCuQbdRH_5s>yJ!Nr+h}sI-ofeh##tV2|dP(1J;= z`CSVgd_InAy)9Fu__upvAY$WGeOWK^Jv;f=`eFWc^UWqEN0uOZZdMiyhMt2%uQW8( z*DCg$Dtl>l+X?c1O(cAg&aG}naXI82(NmGyqeiUaH}~${8)Z;Wf2_08T_%KHSti3- z2-jSG%)VOnFixd9%mP`(fLRiWy6X7K;Hp2be*eKB9bOZN9i9pFSTN-x<-;f*{8HQ* zviCgdW{UEVBiXTkZcK>b+F+(%^fP_)fX!*EysJPL*Xxn}*uxfVj_4t7be?;al!R*o z5gC7MnGm{IlgJnP>k_lzlsKFLfU14L=~NY?CFm>qnbmEcwSv;53$b|p#^Mbfc;ei* zsHsLx78G|LW8GUAp)&u4z@(z0tNLmvK%iP&=if(ZyW!G(oOXx~#PA54L;4WHbJ&s#tm&5BnQopJ8PJbk@{S6cmwCoJ`Q0WsT zRYJQthHnKJ)S6n=n7I7O;9+-Tc8U@aylpfCZ~%Ia$s7%XG++`*5D}$qJqAN{aq5>2 zMTgJ+ZEbx7@SA!)K_AbLwfnW;nqP5`^Q&~pe^U8H799GkGa4-;3N(6yuYsJB%jhD$ zg;H)gsLu^R;is*uTVV8P%)Rk|t|jy2_*2XHf{iP1kCA&!Po@PJ8*k1sZ({nm>-u*VH3khlayHEbofqYrc%Wqa=lqmAC`blWKxMh2stE#L zv5dLH`*|L`2rIPmq`z;nI=Y!&(X-8o|IxZ;W!(jt+x(lUW796~k*8gSq!w5Ja#CYaOmX%@~8gbFAf3)zvoVQ%fVO?&oQ92P^+}DX3+hn_G+rW#;7rtiu^5wn}ZN@gB zP~0(<^XQtpJ{GP8{G!VeB9_0@Vf5b^QBABRX*1q~%9=aNn=z>zE+!we{{F>u5)=Mg zk)%V5V_aWiw81iE^M%RPYx$bbmw!(r_pZwwZHoCaOz}?Q(?6YJq$aALY{VlkNew(n zNnb)K|5v#3s%L`2HTMfv3167GzUfO1KsGao*nAoL%}5W`oz6bG?M{^x0BRoVJYM^v zjW__d;Lso9rfX~eS^n+Ysx;T1q8T@eVp)Li#FF*rxjz)#X_B@8z9;ujJEpeX3P=2Q zZU~QUVoXbgxzF_!Cz-# zs>Dy%)%^>gq*%9c1Ac=OytL^o{YjadU0|%|>bf|^{Uov3{z%QUd=!)~Kc9W2O}8gR zsFY^kH;&uA-v3p{KwieFTeN%eESpn3yL=2#=X-#I_o#+pysALw3RNdFaZ!Byi)WH{ zZ|vHeqNrS}`a^GVyyiQo`t&(vE!Hp6=6tux@B4(6S^JK-&|fZ8ke4J|%$Go64+hLX z5UYl1xi=j=ehXb+tDisShTmAG{UajxSco9InhZPFZ|aYF4q7oIh!CD$eEil9}eT-QV*z+TLe5~Bh*rj_2cNB$Ze`hKE@$e z!FNBCoOW}uXU$1OS-h7hd$yzMV9d2a+rqA>fAeZ^>~}+()+;AUIH-RticXq zhLrz20(%(76%pESz70Noxp5VJo@#%p@m1Zo44fx)o< z<{N=zI4hgzQbea-&2vH0kfu`CZli5aN!b1~c|WO6MvPzKH{ok%9?hH>QkKlU{7lhN zU8v0POVVi;YwrWaM-{wbxeq)=-;{N{LmfM9t>0c{T|Lv)eUVN6NC)-sAe_R$6{mJf zwiggUPx>eC{CNhtX?7f!my>;Z`X?U6ezu2#vyHd;W zJvPYX;n6RH!{iQycYQuhE(0dPKK{GaL$J4ha(M$@H500|AJoo+O25Mmx;?9ap6B%V z$a_H5pEfp}ulF0Sw8mAZ?WU_Xl#m2D)2tw;z0gL?MS%iruR ziuYSX1G|9FE?DuFUr3Ym{jt2d$_C+D4aYzLx?L|AqrI^KRn3LV_nvmmMn7L?r7*4k z!frHN2?PY0`-_;}Pl9G(^0CU)50$y2{810;V8CVBvHOHSW_;ZRu5sZ?2Nxux-9 zw8jm%xIWGLP{lsveOX5N6Hk_O$U9-yV~GHaXrFd_%bE;LPZt%4bJuP0Wh#ROmYuU3 zK&?}CY`SvGETz1A7iUuP|7P&n>S&GhgF;_=*e)o*=KUb|tRG7NHYZI=>Jme3k)5v5y(r#=i~Wk{)GJuYGO+{IYkiDM zqXpSdL?f;YX*jw<(MJVC(SNCO6W!Uw>hEcz7XSsB4Ff|3$x2X?|M z`)nG`#R6_okLPOo>e9`EM8+&FDD|G|KW8RFJ)vz6*0356A0HnygK@TL0>$_J2xLu$ zR`>Uoy86JPd#ZS9^M9Zg1b1G3423^#S7P=r2FfHFYuFOby@zI3F8@~lrxtf|a@I89 zQ$NkPq+;R3pk&)TIL12}skf$+n$>_YVbKMos<0+n=B{ODJlPoA;ckNg?t;K1UM|JDRo zeLv;3%|+s#X`(83>63WfYR^J(WA4QLeOr6`gCLT@#G{)7shcI?n`lPa?8VfvCX>i5 z$6aIa;59RjJ^lS3QLsP-x<}OmoQJp3^=Y&5!U432?Y}e*c-86P0djVT50p6|ykv^< ziaS)2J~i_!k4$M#STsbl$16BArivQ-TfF;a;idP%*i{aB-EQJO!vgeT^1oJpJJDxL za|--=XIZc5Jib6}Kav3ynl6Bdb7bQ+tBkro%tP1^-Y>phdZBM>j?7$I1~J&Y7Is>c z=pj5pU%KtRue=Xa^LsHYxhij78rO-^_WC=rj{m1bY_ zLX=Z}0sLfMQpW~=BS9INl2e@CGQ>ysUy^_l10opOT3ReLkR-t13~<46ym3|fH6w=W zI&{kR{+Act@<@+jo67OWhBeRKT)XT1S)xlc^~yJP9T2?28lIiy_V|m6|3G9hYS1G^ zuOH}{`XWAjb-&!QkvcdyT65>4{SV3k@RhBZi;+ozfcs|CmQ3lfa;Rs8@WUjE+PoeR z?uEZTP5n?PUPfN$zH@9(UFe`$Bp(HTzp@KNbCQ!GlJ+JhCb20g96%ij48+D5iFeu&Gg2;6w8({6L8&;(3O=9dNo=3fHv^1VA8Y+c)aROo<10psW#@p~*sG~Mf6*JXOd-S_{UrwP%_mO^(%d%q64oEP>s?~Zfx zCgqbfi`EAvS^F9&$8wc(etoGk4w-U2I6d*H5XUoSL;e5sKY(Dsxy?Fm@dR>obX0Kk zdw-?xqCxUhs2L+z8bXMa{V8?hGssg;6N93ym~)g+UXh4v%%GQV1M2AEy>s`bi}aUo zJ5U81nBfzm*Q3>Wx<>u3!^r&Gm^H*gdDrb8o81f2w-7O%c*PWv_Ubza9}zPyN4y6| zheX<*3j~C%T`0A}4#nJ2d@$!ab%XEnY89C_7=l0Ay&&VvBOdTOm{Qd?Ht^_V%oNZ4 zbWk&mx^&Cs57+d-y?tjOrbU6rSlY(rzmIML0g8@V4tWsj6zsP5Bc36wK$+*h3F$5| z{N4kJoPCC?HANSovv(GA4j7{(KS{(cBFbE<&|Kv-7`lI_Mear6KU)Wfcu@Lq{D19T1y_|z+Xh4tRJs({ zpa=*^cOxQQ(jlQpmvpDn%9id@ItA%gx&@_Ey1Vn6O?c41@V#f9br!nTVV;?}_-gS*8`T_Eu^A;{I31B;8DtfD0Y#Iw%K+=<+fGM7D zUr^o0`ZxgNjx)pIdoTz#FSDueMn%uI1oPZxpMaj5E=`Y$ctlJIIFH7I?M3JO8u6J? zx(uus@>I4*?w}K+wXjcvdT*F(?RMgwdxBq2>OifY5=1kZW9ZY<(;J{VBW`YP?&>vL z3G+An2<9YT^4AlFi}c*A2DXOcYdW>f?+(S+y`;uutgppNG~vJO1+X63Fn25(8`jO< z_<`%;ce|hzC3Wy~?s)qn8!IcTn;ESb?1G*)inkZh_k?SolscZGk6iCc8|FN03x(Ne zenu?daN5c{3t?4HHy=zcfB@hSzfFQhh?SpordPwHSVkD~!83a=sE>9H6gnF~NDI*i>Vsq78=OZvQ5qVBI zs!6)*17X!5ltUPb-fixY^z6RNU*ScEbrgwzzVC-xx&RfoRXDbt;fYUzB%l@009KXZ z*#0HgBm9Lw+6N3x{HRd1V-v89U_eQNSkfU zv&BzFBPVVB2f%y}9^&t7bO$eaN5|aO_xtm-54j|USHYXQvMMT+rp0QJMZ}hE4CbBg zSPfoq0AK1ig*PxCD=I#-DLyiYA!QA=l)u2cKBNHen!jsLhoSkJCPWg4Ve3Bi4bYB^ zB#AXj$iB=5@@d<5E3?#8RYQ;;4GPo@bNBmu^X7xHCWOY4!JHKP7tbN>da*62U#D3+O^qr z;-(&%g}aI~Q7hPQ&G@t^5Kh$~os<{DdAtQ*NAgBFaT_ZGbd`H2rKGd~(yksouTo_G zCA(zZc&7+HvT=d_mX=}1wx#pH+X;NpIM(?jz__p$c%MjYYY#}@C!yKPypG|dImx-I z)nS#GXs0^$s3%0>OJUCnTNX|x_ow!b+mkHJ%uV3!IQa|^ippwe zn0ggNYNLZz7+&>iNev=)>IAdKUrP{st&m{Ci{8c>Mp%YMm%0=kwu}!id_l&+&-jxh zUQSNV2XXvdM0TKE*L&;4$L`JOnR-6dx`|LdIu)cq>uQGdP`IlWT@AbE;rMUa`K?{J zFBYM~^6>ZUzTi+R+6@MQ*G;laN^ies&q;r>q+DfFSwXL#Q;?!N-*IOwAhm@ks8t}Y zWaSRU`J|i=4Unt6>DI2Z`U4{(Z1_i|+NH8)@fz{r&hk%nwI@&94c!x*!8D7q7d+mX z3x7B+osg|IRo2crFuJ_D%HLJ%Al)`-6a7LnoKOSOJ5*UiZD?v5wykya6`xPu9J|cQz5cA$&5TM_V`Nzy z^s5@Vz!S<0_(w2kdmTguyp%$S>R&fl!N`A5{&@TWZb*qd4&*ZK$`S%`SC37|;#tn} zLhV3L9JLVx*yD41tc1Wg8PY|*)(&4hT*36yOxeL+Fxtwg!RXvEWi$iE zu*ZP3`a@@34A}yrjJvvm0$DVp-&D4T0equg`M0#svu@`G=mxBw#vlDn{vt|0hsiZ< zFa`g@B3Z<_Meu!7FfY=!k8L-a&8nG=Cu`%&_kbL=VyUR8s9&<+p}W^VNRDwu6qPeW z`@p=qNtR9O%ncSwx=!w;p>OBFf&@Mj)~DGMJ6-nIG9>U|na9Jr;e$EYBLkEU54Gf8 z(NFi$(C#nOx_)&~w6BA+x$V6)H}_GeH7xz^#^xrhW1b=A!_!7T{*qTnPFx!I`kn=E zD4QTQo^@4X(jx+K^6I}qey(8W!po1)dp|)CdKO$h-}=%~bdde}_kmQp1>W8qaOI?pD z#0MB$w09SRn2@@XVmi^!WYBFJ*oQAC5KGSs2XVfIkLU<$oF@5i)XEBW=cGG#6p;tQ z(xl3?)KlgC%|eAm%hckC#i4F#9s%F9tgWr{!D}BZ8$jw_gFz;S2+yYte*EI%{)~^j zwYI+}ls=*6(wBu~s*jhPFCz312!T)e_n5zK2i9lc0QwBBJ)V54uD&7Y?;6?|n=Hk_ z$>!FrWAZRXh3JpftFYgENcL>ZwvqXk*e5|2m=ugsMUW5uyhhM2w8<$r{m1~r zv-adtDlUBsCA=Smp+5S@H??vTi{B0M^C9x_-2J^&i9?tc8(v;F20-buET^DA9y}uP zbhP%?`zLU(8o|Rfua(3CFu7Faz9Nt-#?6PNwy2osypPq!J>S(jtj3^`#DR99+~+s- zkO3^#J90E+=s1-rH5Q&@Y^1YvtO3f%1;xdg4}XuqqoH}NBkR9vT-bWKp)!imZ6JP& z%H}bxrASULuEEhW#-|sbJx2j#?HI9X=)$U=tBxDucTy1gHGztuoOXkUe6M8qz~Je8F0p)krJ{S z&nHay@l>2WE zQOlhMGO6I2rI(FAYEG?$f}~ZnE=_Zse(+Cn7*|4$hPqXMZwtHh4T+YQiUCcXo#FF8 zQwb%#jcdw^28gxI* z8*r+;j~Vos;*RKeG1t-t%aE$)R7lz_Lqo%)swxdhK7h8s44#xcRSX*+QV| zxurQaL)7!_X*~xf@^M+-3*0Mr3A!pgYwip!<)_s4t=%idvmy?PU&#!4qB75DzwsKp z)XUHs6vWthqw#lk0e_yX7!p&Gq>SQQTin3^T;l6OxpIbCGsMotx%M05^l80DiH8|y`dW;hAs_%)y zd|Y4r9Pn=O-k0<6Bl2%03|c%j5jvYfJUavdG&EksKOb`b!wr(P<`a4Qv~Sgg zII=$l(F#gE=AO&Tzjk{c=>c&!QD-f+@~^h@3{%uMsrTW7-?OQyzV=*Il?sGR>(U-f zH^_j0jU(C)BBQ${*6e$rui#d$bl(=l$kZ_kj){a|_^ela>aI=QS&^$r6VevG7l zDd6fgS^1nCIAoKN2k2b)er_Oid?{(8#4)~wH%&DD=6tV;FbC#W-oo&O6(hrF|P?>X|bdOgfGy3>P1-_2{7bbo<0fTii&TaA7u7yV4(O1DjJ z1WDf48&l1%zRqhBjAd~|3ysGk$xh|Oo+v>0?se1f(Yy*3=8nULO=qF+@kTO|eZjEd z-uO*;N{;T^Z{Cn#T59#ET5s>@!XomQz)o7+ukWvIf|%t4oD>gT)~&}5F;@CtCAdnS zP0Pv1B($~7OQIJqBO85+HFJ^$WS&32 z4<6-QXwC=>pKf{S-kVi`3fpZ-6I|; zWYjhLaPUf1H42mG1}dR`|Mo+*S9)emKSs)hg}8KHDY{8YvWhS$n}O2NufD#_Knkgt zN8k}87(@~hAd$_}HjjL2Ax9eN-gh1if`fMh{(%?iU!5XH7u#YNwP`L$q3XQ1=h4SL zw14J~!U0HHzs_SZ`6ksIvrvW{q~NHiseAln_F)YAx3W88#1s2pb~tPIp8v)fnB>MB zHe~$;B1qD2@^6)VV&xf+(n~F9S}zZ`ui^zI?Yj)G1Z5c*7hY{waDQAJNtTKXY^8$g zuY!plU?Ok25DP||PE8VV+sS|lwGcg|BhK+5j7Ju-f^qjIKfdDPF?~SM&UIl3$LWD{ zcf$M&@&QJwCkYum&rHW&qV z?ISIQz77>G*oD9z>gD$@2K;D%V@RwZb=>YHrdvN~zF!h%f7N&vXo=>LN>o(5zc5u+ zurL@Dp8q;mt$PTGgKF*KX2E95FBVifK`Z=gK)9Zw60d+&scTeb%>8;(ZM2;yb}&l_ z>RF#ym>YfF+=~12C_jq;q>H;|T9EfjM;P(V`9LTTn|Gl6{T6!jF9-P1Z5}qZTNON# zKB$%$diwz%pC;%(ZNsZU9-db#8k*KLIav+`6OBQuXiHLBy1fx)KsiB8B^9@}C8cgT zy|}+CB8(#UP85yzLl!N8vup<>GX}F*J0|k%U_l2Ti0n;-OCkTMCD0xbOxUhhXE>+I zC0moTvn4T_L6dGMDE--s3N$IVW}Wq%1EY{-0|RdPuBR?6N1!@N1`?=>a^}Nuh-O_|6~JFih%ga?E-9(kCSx|FoO7iSdg0FA@lpnz_Xo|cx7fH$kY zj?2YqVz43f`$c+qmYa&qlF#N1^K<*}{-=BCJg7Mb%Ovndm^X#D_FgvL7$~(&MXI?7 zzj_g0jVq|DMAJrdneg6C85E48v~6m7Un{f;IN@rN2z94@JUkF0S!upJvDy2)(eeh_ z&Y!4cw)T_u>krt76&E4DpX2Y1Y3mDZL5Iz|1Y%B}wdh{4iCz!U1Ln*FEd9aQSWmF4 zfk8T$9w)HiQIuS0uT0-~p&d20(LuKqcKUeAe_UkO8BFna|M-z$sy!{6v~^(XY?i03 z(-pWe#>hOLkjDDd8tF1OAwpsUZlz1(bFc*6rldz!v62k@ULff?pz@D^lkiGR4@ zTR18sEg95KR6*@7cKas?{;AkppPs~C3}1Z&1bLuof@uQhFN?vCK>h$&Vt(;R%Wj)i zm^VwE{qlTg{M%a{@JwpUuNVwRgp2a=*OcNXua}Bp{R{jTR2~=ua1~|Jhz|Zl9iJHO zS+{Q*ERszaybaeY(}DSc{XX${yG`0Kf<;EI|We1!j)z*6VAp zoNdJXYnD{F5@X}za|NM*^i(dZt4&nVHmS+O#HO08t!X*1Ts&4+Lv`4~wtOU`tajc? z3^*+C4!x4Btn37o;K(S>K+(KN1wvE6Fke5igMD?56bPXt z-zF?JEpFXlJ;mGd7v@NQaQJ5W4k^9+!GS}1dirxb;KN~n&6m0Xc1R%kwIRFmT($?I ztnZLN41&cGhK~2OeBW;A5(nctoeyyMxT^@ROoM`uZ4=h?p*n$quLoWzp>dUrbZ}B zvswcT?eh401ajPNzngde$1-kd7OQ%Z?S2tLixh^AhQ{mJ^gaHm=%}a=5pVqS82vtL zblr0t_bMMEX3E*xv(hM#Mqe0g>c=^0~~ZE%8yuyVDe4NH>?>?V6Rv{ciQ;3qZPH1YYe386JKi>x%&+ z@k!6f*s!xn_@I#15|BQ?vr+TNp{q_`oc-~|${+>x?Je3rK8Ifx-EABr?f8B1T%Plx zO?r0rHvL@=izJW=Ag9EycMQCP8vUY-Or5aOkHc^IY{JXlz5IGTmqKk@Uw8L|Or>1K zeLw*rm?9DRDq=V*>}DM*eh8Sc6`^T=u1vM6ON8+wfv_)uaX#GwNwOt-hyKmk;2a=g zgpH^%tJMqsBb*1~;~T2ZSeEbA0zoN2h`qINIdxUM>r zv-Pwbdi0sx4p?9cK5S-2ce_y-VxM%Ike&V@`a4E)asRsHZ~6UxMa&S1v!pJ#o5??S z1K<^D;1&nlKX>y2xxm_=e@oxu;6O-UwC3mJNq%kWSMUZpwO#4(Ps{#wrymJVU~#FA zVF#e{+xC{78q7X{P$%E@&gAaiE~auoj?jN-Ct8z5_*_PY1Q=4L=Q}f^J!(t(lI=mZ zNSz@!no-N({D@`-GK8=+d<)$l5KG+4aD)K5R?vKi!Lx%hGe2Tu zV;9N*^HL|ykSZ6;oGjrN$EW7z9z{4nP zj>nFD6L=9LM(@_KO^TNL$g~!+OXFWJPo)8NG3<`tB>n+^6KCZoW{{T-N#v+Qm3IJ- zHOT0M2L>im@qpy(WJvaQs>(>*1Ge6MCHwd7fbIDkx;Z-`C?=)L0OHG5Fhb)))`B?R z1OIj-Oe*z=#WlmYA~nL9b>GM{i8x}?Gj4j> z$~0nOkS9)Mfv{D7ivxk~j{)_;0meP=L96*c`XljlJkg7J|F!El@A2BUGV}LzjW?zP z`Og5Y$!`@kfYSk7kJ8N+lG5M^U2)?w@xb2v^TET#xk<< z3(~i@B-$}R+#DntOimepU1;p4(_j=8TJPazbodx)aezn_6%=#|hykVy4=~><(cIp? zOrSiPd~^Kpu${cPqBrO+ZlJhV*;LyT@9OG{345^h23W(*o@3qZe{LR=|E%AvqiVbg zg3gm7mWj#3$;G7*W_OfW1`TX^d)s(y1pNSZGTTMPZ^UCuJ3&T~Z zbSNyd0G!{9IxQjeD-&eyH{}aco8E4xcTa8X`p!E`2aaTCa5lUq@7!#l@V3GT}oM1_qUOv6L3%R69WW7j>T%S1bPBA&sW z2S((sQ7oHJ@TwpPsDjkD>Pnz6gc6o@3riNZj!j#zD`JpbJ0_IUH(BiePDQAC(Gvvv z5kc>Scizt1fin?k79mQ$>;?GGj^e+EbK-#*ei1iGb**;~GkgZJhpH1FO$d5hz@@thDip{Ra3` z73OZroU%LlMt!u>Hh?|yBOqI?XHYYe*cOnBs;Fu_6+EHySGVXLrytdbCaeX8+@!?B zC)o%+0-&pwT=TipPctilGzqMNJQRu!{9iO_y{{C6*$eFMT(`?OEVY^m&Pf7unnZXVDkx5z_hn^F59&xt7B2IhT zQr5pMsCyb#jqf^OsC;|iP;+g3cqKburxmyJh*aqP$2{#uAs%9Cw2~5D$&=9qI{FdD z@04RL#im1vV01(bbe0aPax>Z4;3p#UkC$kt@?>QM0PxF%M4Yp5*=h$H+66mbTp~Mf z>-x_+p;I8}hhOU=jmT|`kSKl;uTE!8kinypNP{tm#qgcPq)Tb)fYLn6wSb)rwO7}wCTPhe^bj^4*bgQ%e@i(RKh@= zN-9{>QVXC|#=$Rm@|24itiK1T+kKUWtC+T+Og~JC-u9nq0*Rw$N!qi%xLJBO;E!fT`E>uusb~RGoz$;y z)Es0qp;#L+76O|n9B;KO~ zR2sl^8=M8I$tFUV=9wUPyiKOvTwA?t+>uThdtk)E*%x?6<(|NCn#rw8#{jFsPIyEH z|53>EACzO^G-_zG#L*TO&6nxDZ|7=~0vf94?BnfjV$kp31u`e+`wlb=#e$V~_u?l` z?eoMt?hcRS=6$f*Yzd`KE-X|?W(I~@0l99C0xs~{D`9X4jZ-$%xu}ZPYm}E6k0}`B zx8I4P{yPDH>2u9p&j!Yop}GXpB%%hBoC9FOn}Q%_s?pcQi`RV_r1%S1)g2sgENk#j znk~G^z7!S|G=VXK9#s;z!~^f&(r{yHdyrc=)sHP&RGupLVEAEGOI<`WilpG?4Y^vj z|Jn1y7&wWLb=e}GnnOh&h_)K5IM5)9KJfG+GB5rCA|y>ZxKs5wliL*XJH%`@`m}xr zydcIC$_IndjKz9K(Qp|YS`q=P*;;{=BNl4u;sLMBZxa(=+`5PuIO!mZp;G;S6kPdi zgrrORm0GOvXvIKq3wWVIXSl>XPpUm+@-!1@*?{S8>v2Q{q|_woXNXaEkg1VTFlZ7< zJM~O$1y)v~GESdj3>3hKxR&l8b9$9>P35gq2I--#EMhDlu|qEHyPG+ztF}Xf9_#Nf zfcM7$3751v!;gR%#Zgg1UOvf*2mb^Sw|5{pgQtG=7WBPMOWos5MSEC}E0_fTRrY1q z?gqX$@)?;D0c_D3>(#JmifM5}!!;Cii$B*1hEh==y`!4vGpPS*ImtJ~wePs8Kd)V< z;?XVJ6#+9`B`;{L2i)MVg?PUmf$UWw(ox_4d74e802!HH9eZ;Ca`;YjFKu-Fb8=|+ z!7FbHgW%miMlh86mFB+gKCOXNC|UcrV@}3lT8>J`@)ykZkLm*=mJyLI-O46tNqHGp z`6}f<19z73At!?ybN9Z7P+j6V$3T&-0J4M>L_|b}p`gijp@5H<2^DK@2?G|>+Hg3j z;Z6fy!~q7WyRTNK4NVc=fNJTsU1>t>-N7gZLFejs8;g%Dh(b^0Yi+1T= zKDvP_`dc)F%e(lmxWmu>snLAETRvGBpqrMPIFPh0{(7WIdUrmS)Mo1T6BB=0TAOCq z+bgU%VKJ$8rOUo#v6m+z=uXN z;8O7aY#oB|+Xu3F>qSO4jEK~dSP-VtLD+#rFhBNtL7|O-suCocjB<(;xolUqB6=@q zlY(8KW250zohzuL4GZsz?l6v3X@WX27_2?UdJ1>(>&L;QF;e`^e`E|+)c`3jEF>%c z;y{*e?efpAX0iz=ZklMeEw(6a+8R~H1B}wQnB;AfQd1k(MVUwC6RX(9`^+_38Slmi zKLBkwp#=rw-+k5`n6n38XS%2LWKI#4ZsH}rFb5QQcW+m~t zRAh|F(HWL?s89vX(sN0ysosFlU%jm0`i~57j^lKXq(m?56gfyk)Fu%$7W{)=+oWOL zjZ|pzjxfG4O*ESESq6jdq$Jjolhxz&4UxC5;-BSiuum^wYTtqYij92Gv``q^FK$=x z(C8f|7fKmgv-GY)eml_DPiFMVB@x>&dFC(@3StN%Cpc zz>zsT%v^n2OJgw*W|eN+?^HzE+DqCQU@aP08J=m+%$6Om4SU22#;zsAvC%}T1L&KM z3A@mJA^YrWuZB4`Agu)7@QT zU;Ch#vvT%{tK%-@^{mPm(owNec2ZBhkvfe5nRtG-|1_2F{f0-r;wTIs$@zm)UJ_au zx$z?)V|Pj1dt_>W`BrX_`Il65Vx%FbiRCwwAWE!3RLUIVnz{hvckfnqd+HZM3#hYq z2JHj%rqyFDZN@6AXP0Ip2l8lmW}V|_H)E=I7RNS8`Q7;Ik#BNStu#H3fP+UsyopZ2 z?*`{?h%HhLH|ktr-uB~jYHI46N`;I)5z^xa>;#mDsIMw2!p)XvUqc3>@rb224;vkB>d;t%z0BuY@&y@va7!W3rc~FTsvGqD)N=u8&SIVeC z51|}`W2~PiZ=VXm>DKFYYhiJt!^vvn`Di~Si2Eggh^boW?A-gn$KGIpsA7;vYfEweucr}2A>PgU@-!>4CV#`6yGm1V| zrl__R)Y!W#l;2W|kB{#Ih7W`^H8p?V%Lmg`^oE8OcC)?AFJo7;ebFE$?>iWuu|2)h z!qy2D0OVI(Df1-UVP|J1U+Px#xdp9%=lr_PJ|j)SJx>6NZFAId5ZC{USvhS(qzCeJ z5_BN@fcdO)MmAn|h11=gvOQaq?Pu{$KaX+x@op97I@9EUB(9xM z#)`hNam=qxs`*-IoS{#pl6d_0wJ#tKL}b~L9Mthc6&bcHfAUQruhU6c!B^y!gYqNU zmff2!ey6E`(Yf+LjKkekXk1*JM^6x$_yZOuFy5`vGvvHu?0l4q+1~29T@+wvw|%5C zatgRaCINM~&C5HM*$29v^#}cyc_ryi`C!`%eci3+ODdq;G{h7+M&q^4 zxE~N!iuq`nMcpJ+0NQg+-BS#jlaqt+4ZO64k|=CxX~`0Zy*!<%WH|XV)jvAiwNK0O zsCUQnYuPTC^ydYSGrdr*UDVhuQ!aU9)5j!-pPoUgU>icPT6W~*Bt5w;Gr%B6F~M`D zmArplM&nrFvX~|!v=VR{HiB0aQC2|?&c^?rJreK z*Sc6_PToFMdJ)TA!bkg}df$S_CPQN%V!u zg6V)fl>fkUV^UAJdcshrR?BHCpen+3M+>}hH8V5AW;RM_)R&VDdH<4YUscb4QOw@BvaXHM@NSpm;^#um3ShI!kyv#9>*qYuKeEW@(6Kmx$R=i9F5%a ztcmN{k|bsb2+)dHpY5xFw@woW{nw4ua69L`P$As-VBgdgOxw>@0OQ>ID%TWER>l6nsE|{O z-COI&yQ4Hq5%aa{yk};bUKkM(VmXyya#ar&u=id$s&fx0@-58BKHZErWhWRB)+pmJ z+g|7~2QTf&6Seel8BJo5WpK}+Z8cPvex>N8AsjKx;5QvE!RQ1up1;l0MePk0HQGt9 zn^C$^_kAT@K7KnwSEp8FhHWFiiT7>v%;wZQzIBsZcOR}I?mv})M+n9dIn_H(m13#$ zRJ&(0b}%d)#r0|=FSl`gT$C7AC~A4yj)0*Az|9_Y*M8Nw;-M!IG@gd|VRB1=umfrx)Yu5ermX?qp5n~%MLY#J z!C}>3B=(;i@^7Ogoqlxz`fQisyhWW;)V}CjZMzyS(Zfllv!BX zjcfM|w~8pv{j`=bynAE6knU9hO!$N-Ti7_MM=%kI*~fWjtZBzxX`-F(RFe75&NDFc znArUp3>SRbQ8mq@v+8N!f1CVby@9*(~o7VRDjIagACgB&W47D40@s}U#ky; zNYJn`rLqPp1)G~(87p%pK4(`xrOH1ZxHy@|ehC_2cOmhDgoSy`GSTIiAvA2x*PH8v zRn>9u7TsW(wNVzJNSdH)@1k%$lz8eiZDAhT2rb%bq|1&PrGgSNNbJkXChV+ZeFzkQ z%4$Cw>)ET1Gpk=*8Og}kZrSGfcrIu7lKkVp51;&Z(QximxFXddQaupi)*}lC{YA6t z4cVnRUb($a@ajiBC?r#9OxGI~uIEkGD?qkcauw}|2bhl)AUIIvSJ%>?*q3#P^*{fR zY9xJbV)Ma0hB~__N?%<<0wFzdKhFO%8}nF?HM@;95hZtSVId2v>2SpSfPLInB-8eK zH67mSp|{y0R8u3nMY}>T+@X%!A%k5|tWz|U=ya|@eEooENZ#f>Ua!-|^@#xmmis<; z|Ekb5Ro7JI4DKxr9F+V}JD~bh@K%00FoUOCxzJF-cp#tblz>3T^DwukK^VyFL-(Di`u@{0rYcIxvI~WFBx$#uB+=i67)P zPSpF~N)(ople@l@W#@~O+gIleWx+kJ?>_jp*J-;gXtM7S-gYS2!z5kU_bkIhgm0Gy z--qq77~gT%i&B-Y_G73G*#1^hcQ~0|YoRZQU zue&P*8)=-Zo!Dzz3>Uv4;ms>5o&b`7qtEAPr_o$RM2UVFZj{?tL{{I!r0o%L38y1& z0IR^9;PCMLOV0nAN|fYS)^XRjfqhW@#5DC+6E_R9G${+C^qqEU6Q^x46Q_f%rXQcJ zN41W=rNkkdkzE%`FMbvlm{W8RyUmlA?r|@f&mrUfjz%_3X{Dx$3(aU%1J2S*fc*|oq1kQsk9QfB?LJk7w)A^pds z^lB-_Es8zI!>$}hs=^~N6rQSn4Ls?h(3Q;%+i1s$$?Ug3-v~fNFD^5p1R(qg8{W%5 zpTU6)ERhdwa?*Ylq@EByyKVlY#rLw~fgVsXf?_WS^zkb7)OXsVk{faQc;xhKhwj zy1h+q4xEmd(hG$_e27EHE$)MZgHKf_g(%)zW1!dz&`bC8;^^-l@-$3?I4|u{d1MPa z8>N|r28Gkt4+*FjRdd7+O;zbG#0BsdH`XmX1zqUS*?J1pA2V>{^fRG3?%isH5Ql<- zg1VjMp<9ye)CNh5X*=qflqw@#y}h^~A^oU47Nmdce{`DWjdEZ7-d$cvT`V)yCq>O(v2fghv_ zc1dDTY!~3E9)ZS0T;R9j0}Ca0#c9>cu)*_=hSfoN4Il-nUF&s+G~pf0 z5oR1Rg$h1@ChhJ7?fSwaav2-_750|D{c_bBl@o;*h=X!^qLu>>K02-GYbQ}>n-Wpq zyD_;*;Ao-rfpJK8^umBo0aFl|yZPnbRk@s!A~{BI0_u>@LkU#zsCFk8hlUV2v%1@DLLJ-)cWA)xOA zyzr|O{~e?o|Mi*VLn!7!A_ zown8w^2>Q3dj9l7yC4qo)w!@I&VM^^_SO8?o?>mMF^sQg(FmOT02aDkTU;gE)oV+b zKom04k7eE5p{A=3SYh&XHW@Bq01Tnjy3l#CRK1+uu!?R2ou_pf4c|&ENBNVCDrDyv z23eG*1)xwOGatO%o-pS9IU?uvnPjFhbZ!>2F=v6X0KffDs*le1D5D5mZ|hap3y&~~ zi7!1Dc+Vk~I&Ono_DA4Oh|7AsPLkpKL)_bSwk%f9mhh^yBiaDL4RzxDV?OMhw0C4 zGs+?|@{&#+3U-Qwjien5cB(MvtAEB31D;I`N7v58h7y^HN+yMA2F3nFvqpJmQf}{a zwTci03NB&jhzS!>|60!$81n}~3Lp`7Y>VgP!$YB55~<#c?*MUx z?B05Qu7pMX1RLOs>XbYsud8t%+xcC7Lm4eRWyCoV0RVz_mB{J3e-xpnmz8kG4 zZs%5heG%GdbpzEgx3@u0swZq|AdrSuIwtkXPX7^s?)8x0| z=~caA{S1?uOmr8}L-z@Q9=GN+{_;+SI8B%iNiLA|!O0UNiV2VtdcVD>xoE;LLhJhG z6U9kZ=2oG6b>-1?f9X+AMnIR4t*tF!lA$~}&{!6?FiI9P^f+0nU$HC8W|CqZ#tmQe za}2w!Am=o$uT4nPCH!#vhlpj$D-f+pOqZv;s*Jl-(ug$RDnD893jcLIWY;+lNzc6U zi)2lqSs($BBiBpcF&W>gkdee_~%_X(0VJ=4gos;&r13QP` zGbPXETsJA7_9-SC)x;Unt&nX5gq_%(W;C;*5@$cz|32sg&6)pzgeSRNMZrH!dI34z zDM8{)0{OG|)p*6NCL2NJ0OzTL5F8v)v8dn^d50uJXtBCIgAI+Z0Mq9DJ<50Xr-@}H z%xkK1^jkT1J~*$}&7`NN;8&fa>+L8Pk!WAW%?j_tuxIytY70M&%JwMN-rgJ9jB=%yO~nUG#l2es{kdp=VGqu9d56j0xBhI#(^3DCy9C4 z(e*yVsbPM-!M1Jgho6sK8*2Brb>ELS4jNw;5Llx%@Gnu;!6{YEhv2906(23QCh_hSO zP$WBA)xT~ho3N1^ua%nF)`j0t!gbc@XLuRKPU_N7-y4ulVs`BKg)z*LS_iKryd_Cg0~izfKusaM)t(WJVWzKVKyjIVm#+mbELp z(PCzt-zS-zKzbdL+%U92+u*&T!kwI9AU(E}K_eghIG6anrt};k}dZ-Vleh zwRkxkyQD9qm5Y|Gu5Sdby}xLSK?iEjy@)#@NQqcDv4>qXhVF*ABHsWA7Al`u_-reY z1(3eZ_E+!OX9u&{p9_n5AZlX-pr97ZILc?1>pxbVEZmIt7~-R;IYa3q8+yN&uaN9vS$#higtD zmuT`#>{5ir{gw}||bp^YS%oPzOmCD0VvpTOk1SovL zMCt1ehBdr{dmjob*PZ>5P;ek4BO|0KDJ)yLWlX$w1?(}RhbKR2*o2&S*1nLkJURW^ zGe&%9R?~aU5bCU?otFQK@tw-|fUP6V%FlEVjX}-1-+>PHw}}Cpj=wwCDm99IcMQ?3 z8xu?f4z0B7y=VFH_3dwAA}^s|v>7QDzn-fZKN*lls{O63*sE8e@aW@#1L1PchYyn1 z0v+t$>xGne7^anx@))JrHrT~+Ijy)>%HwI4&^zcf{y5srS@O3X(coMY=~GcxbKZT2 z0L9aEV$g8epB4!vqFhqWf88utJZX8U*cmW`+Wvg-=2e4wGYKV7SQ>{79i&bkg478u z9M4+KwXR=Vs@kjTX~*%c*6aO|-7kd~E55PYf7Y#=1fez_h}fXu?G9Sd6DNG6Ue>+P zvhe{6g}eK$>|7TZ7+u2egpaxi?&S-C$Y((NX3n+nd};b(L|N$%RwKW%C)LB_q2*>T z9v!VeMdM+{BZvGbiay;E8jbF_yzG03i-gl&mj~lz$zSgm;Ygv)J#{63_r;%f(imOOR`nYXPr)ptu8Vy(3u1Cn;OW7 zq2;>JeC+R2Q2XWNbX@Vx&O%PQps=vs{Thz$AyrU(tX^g%(W=QYi0@tIUmL(ibJu6YNJxWi`!uJwfsc=6V=$AA_MXq! zi$1lRTp+}80wwBaDBQ3>I(5)LIxCfY4&>#DEkBU|!66moBx`FXm!av|U%O{uG-29- zZWxZ<9CfaRxYNDqvc1~P?Pr!P+r4|T!s<>dOHKQyS}LwbM}Ae`trh20Gk<$@_103&Xv#9b-l0IB%;@FUq;|Cg6flj6G? z%Bz3kFFTWFautD;mupcD9d6$pT<0w)T~9r+2L4?;Cw*(p3Ii9V<`bZYB8lEL+F@0X zG%i&l8K?vmv?t{+m0-J`j|iFP%(Ti@C^cVmkaXJXZ@Mu>O>krK=c1#wiMDxvU|ev< z6Iq3(wRJV{H`_g5$qsFYT~Cj@hKC9HT;6C{g_V>pKvx!gx1=tOEk8-QTMcP>Xyjja z_0iJ(vAZxxo-cvqz^~Y&nP#s&p;;p($>Z*fs=cn~4u(!EFPxp`Lj&C#@mP23_K!P3 zIla-x_Kxdm?cr?bi^lMxk*3mu>9bl75W5WufbGX3l`$?w@Jx#&WJtuv10g)}FQ2cl z9F`g0YOmW>&-_q4vSUaGK(wK9+`Vu#SUr|!kuJOf7&=#BhsG5wQi9mjPBY_s?>o(w zA`{%8my68g03BV4tBn0Cu3kXQ2ij&}Z>YhmpuM~9CBV+eykdCoJsR2)6cEedRX$Kp z4bAB}un<<~b`k%)$z1wEdn;WvbN2GKGZcV0XHytyUOl3Sw+JfNpuhM?73?K?_P&NM zPM~#E_ZA#Anl66G7CtfC+WwGr+rZG!4+&zIur^3BxNuA1VR3+P*lr_ft8nh4$P8;o z)QiJNhysb^9;>LGzrtk>S{d54J>L%Jy!pXW3{GuzBNj-@W+e-V{M5M}3t2V#xY79( z9LWO+k8HX~i;M>_=fyIafsNe+18GMs?p(GDlSRT$@&MF0Zd~04i3|(E zGy=5vcAWoeRf$<0ueXDN#P*DwLL(s8#Dh6cNNiMSD(Fb;#Qu2Hme>%K+xx{SL%MGB z0yCAu%6QZiCh=E)Ys58#>3iiddNA%&f)+oF>=g&q*vyP|Wq+4_e<07blsg@UYxIFIjSZYdOyb-m{KL?YB zp0|8U;>AIS_%kEG8KnoaPu)gzwxJ3RYiF>6a>{PY>S>Z#h*~3vjQGkHg_!Yn8REAF zxi6zKdOTPu?{~=ZWe)vpQ@7r)O%vARMNx_ukBsA^DE3giLY^7nE#p>P_b{@&xM1#>JQ|@Yr?q}Cf2`h zld)}&*5?Yg{?5faRtLpun7U(mz!D~RTB3{i&|RG?DZ9&B?(`60ecHW$`AcuYyL;0i z{-ulZu{DmUEDfHcQ9*|ew(aTqJk`~&=K`r1WJLn4LvC@=_O(N2XL6z1?M4&bHT|7G z%Skg!E~^pl8wdz!W2jd@5j~C5y(@#eTeoAuonMJbWFE5qwri2u*xg31)S1}o!dkjj* z;xt3SaLTu;lGDNU{vPWjeIyvtDm3Z~GuCwhFUhfkm-xUx*u1v-qkaNS>#_FK4K(X# z-jnKOW65u)%UhHY0QoVaKYsY^4izYW3=roX3ThKB(}Hx~j}*Dk#+;m5SV24RY1yb@ z+90XACd;o7ZiP48#ahmUQN@h1I*oRXeqP@Meyopwa$k4(bx|$?88Ak0N}6~6J|$IH z?+k(n4l!3wysu+;! z%ni*}Bfwq$1xyEJMi3~s?2e3|a$6SKydW@HHmK&{yH1F8hok$cY7xUPasA=Zb>U4@?Zq=iaLPtZB}oFf;@L^3i-NlF=_BERFJ!f3!)98OYM= zUm^I-w!7{i5ehO?+&#QJyP|j0RYDysvyAa$m~vPzYrIWwf!{$()w*-laFEb{MwoRp zdevE9wr9~e^%m+`h=E4C0<|sJYD^)&-}oMq6n<&#y40C+qzaao`2ygf>4331X8MBg*A+Cm^DnFi-is!l&-w6qq~4iVmaNhFmZk}J z4xKP6Y8&R|62+iz#fj|lPv@V_kL)ggY+g0nGfsM)=s$c_1&Ve1yu_JT0q4bepW8b| z@VgjEBCi_!zqD~m4S>Ma%{GK>3Mc}S(g=uvbT>-3NOvj?(#;fuEoY!>ix)$XbI<14vcM9WvMkX?}!d8Fj5vo?9-y|!}2ji1(1v^1Z6Fr=15L+^`L zrjvLAYOEg{oiu>f2GOqW`}> z`K8_){{K;3_=-jeg6RzD9HW|-v5yN|IK~>0Td|3|64l#L$Ut1^8N=<;8p2g z;__c>^uNUAzaxPE5|{r_qyHr?{{fVLiOYY@EAUVL|4LkP5YM@t++{TQ!cqTgyXtit zsg$_fDtpTK0r@|isgQ~c|6Pt}W-5gjCH~gTH_j{np%Y(vqF44c24p7Eza42IHMp@R zJ~N&F>R05GSO3KniJ>p`M99e#u>O=qi4^b&?fCOvs+-7S?`59Q%&l|7D;M=!v+~xih1hNS5Nrpv?XyiknAIrz9 zfAzb3h}Q&=YA$yk_5N@DT6};o0>{}>Uy3dmWVFWI5n4zyIfPGVv`GXh0_PgmqmTb*0qeTm()@RgGo=fg# zsrTJ^`2sYCWatReF{=iT>^7sOCyb8-UD7p!;N3}L5$IXsB3OfebBdQj%Am_ra&UW? zYXQD`mdu6;p8AwLG!~h;{JH+EOl|yY=C~;aow$-OuXt@>m;{bR^$##EupI=A%ARS; z#X^sR#I^>@jG+B(fmomxueFpmGYE{~Wgmf?*KShg)!}RK3VIJPm~fMS6NPTud>C5o zZ>XYp5j8p>2v)6!e~O4K@<#8CAjHgAmHDNler8w6{mVJm)PjBiCVhcXTJ$Ih{QW!9{=cP8Gn`a zziF~F_4_OU9!B7UskS&%T#P^oyMydF@X#D2*I~AX^f7McY)29TC~nh3h3IB& zJ{$+9m2%a?*kc7kppw%h?7^J+uZ{Y zd0E|2o6sV)X3HU9jX8Ge$Kv;f>$#f^sJ^U0t80fZNs7^(-bkfNk(@LAUMZ3)u}cd~PCVt}zut&uf^4&kcm;5fLe9 zjm@7!a9sKjKcwsHLz2lLV4g|ebp`OvgYYl3>;Z;Bm7H;R6z&5L(UI?{nM^ zYD%Xce!oBt_Y-9bpc8veKE~hm=COe((o!ojRROH7ZidgmdM5IEBI^@sHCFc_eGE4+v|M5=&~AQ!O?3~9D3q+N zvjf2c+Ywy{*_t#QSPg_a?>&HS4ZY`ODtpcF>1-%=&dAeC$eO{Oj+dr@+fxRtU{sjn zZw7SNSA^ECL^>XP=vT6uDh{G!MJIg_3QwUbgrex<=B%LlWw<(C10YyG*Sdcj&;r?z`#{h{&H6$+*c4w9aS<(M80x(Db(+Y zjqG2fe$A$gg~90#LJuXRs|cfa@U^O#ng(UtRTMHI!+WVky`dlwZ|Hme19{vFa{NAM zuu~ha&I}h2j?+D01b-o0>FeN?rALGcpiAR5_u1EBw(;=pID!4~L`aOvS%G$_nNL7K?FVFihG6=4u;sw<#r=U@LDHqW38 z#+!kX^%S@~?YIGmf;kzzn&S-S#ODfKnJNqru#^aj(bpU2nw0e~t(OUINCM1X=XF!d@`kPR#R-X$xb-v;gh z-(QI)fquR89VC5F-sYb|xCs(=GeWZ2VuP7Ok?q4od+1WN`%Ja^N*(4K*WN&GfUE?$ z=3r^lH(O7AD9*MAty;m7(yftSFKNrl#wkk z*gJiFm+1N(xc#J{V0}6~@z>8?Wx!(1OZ?@U;A~W7#CSbCLVBuF$vM&!?(FqST#E4! zFKTjtQOA_%(J!%}@v3rZW70pwQU)t!y=qE>{G8aMPzn+&U+%0JU#W;mQ#1pf&)e=X zRoJ|cF(uIYP$6@fP1-<>Rgjal`#TCwhkPT`^zBHxeD?+}f{-#)6_j}&UX~5GRVsk*w^5nKuYe+!zHzQb439juq6b4c3DLiS zdWNSqFhLh@jZfUEptxTlD*<fEz`)l({gG%jnNX@klRhZGi&H!<;x*j{+D zb!XqJg9>=qB10t`i_quQrLq3+(z%he-d^QL<|Id}QvauDaH}hQA8h);oRt9+P0+W6 zyU-J;5EeY$p!gHWp|k)drIL07UV0#`DbF7TvBmyoKtZIV2J}(B{=q#-ViXY!_ zz6P61iZ?yrFjoRQx%}0c<3}0{_3YWT!yIBeVa)K%YS&$WEztFK24k_#bFcVJ@ zQ#sKB{epxmH@)I7Pvr4nU}RKi^S4Z0@W5j?qql#3k_Qapdr{bgpMpyI?pvxl%T#{BZGx7DB zHWZBX>M!M$rpzE%=1J#Jpht$fcu58c8))=@=@`xsf&fX^0l2QL2Sxn#$fZ{Re7v8x zWdE|J&r*7WV@L&#leg)FTR(Wa*84xK(nQ{J?j00LJA0&ZqI{zqkmGX%k(T3qV;Yk9~m7AX~4PJp6H8>!sV@VVr z@HlExOI@?M)3bG^Is|aHcGY%C$AVceUf|Pb2#_Bjnu>$80gaJfdV)A zpGM^$SVQnnW~{68gSy;nw;vBL1F^W!ZWfer1{s*DGIXo^mIi#yHpBP8GGx-=4)v8( zjXw$@KLjzBfA=36wcP}Pj~|{U z;kpUQgA%#>rqbB44t#YG<8}|^S*(%#^B@qjlx}Y`e4)tC)X_8RPjs%a8O+p8LxMt7 z=oplozG-2c-xh}+1{|^UAC5>%&6NLKAzM?h#1@_Dva&kg@M=mAO8XG}>@p3}G5{yE zF+l(2HbA5vEPxsRr;U%3jKElD3-J>0nw=X%k~PH8@|$ugp~#pJ5wJ#I|7_NY3-4T( z0biET?auzQnf6i$6RadkRzY$XA-yC8}JQBFA+UYy9DO~ zee7Fsn>~U0TmS9oSV-?*5P_K6eP6xkmP7%BMe4lNO#_{6emX8%#PuSg8w)(o-mhVQ zh6lAo$(O!`O6N-bJ*8nicr);15?nqwNt*Sy5cNm`edWI0{lEfV-?Mkvf;>y$HMsg5 zbfOi?MI<*bGYtq+U+&H`A-K7{{DIRby&3%c*Bf0mfM2Kaem|N7X{DFHEB^6Ia0;9w zCjq<0jG#z0${&J~tOUWDBj?VACDDhmJxwkM7o{?Qsl!3@3LI)U=JpWj3xDCA0utN3 zXJ|!Q!2cfW>2)SS99KEJ@gDrrFD$=23F(rF&_VYXy7c^ZDMAcK?&OfFfGR!Yw6V0EuM&WMh(xhAj_;SOg~EE`eF< ze`)e=J`e?+^UG`%Xi<`45<#Qv)q$M-w1{gcFCpxsD>hu2(K~7c4qLl@gGI{k%^+=o zmjIcP&~V`l;8LauNG4o%T?dF38tZ2J1DSB}wLx+m?#i7)(zpx3JE!w2BgtVAFEW+C2c>@95}W;QrXBA9 zFV}xP_;)V(*#!i0ln?-tZuc51-ywTK;&p7|@3a@K7T?>!N5d8K_?uGER@+x*&MH7%%PuECBhcElq>*2o}QR6NFk=NZvdW0 z_`&{uukcTj%NYh7u|gnC#2&j_3FNBM)Y-4Ec(EY|=D4wX4|hq|Kh1du`I;@mPpMg7 zh#fDYwgIAg#mg3;`ChSK>km4JnPR|FW*YkBIH2~YKgeqZ89VAXbqrKafj99jNnfBj zO@@sGuCyW+g#0elIii1cdkFmlj^Q{C;(Uy!T-b666y2w8aqlq6|50G#6~RlZA}p8}z5hDK2%y!g~2 zJ!jtwQ6=*TwSOT4X;*knS|J(ogiEENkCYw*;O=BDWD9`judMpvV3IxYKoB;=YtV4$&$8B6d9UGh;(4N`<+(3! zxZQASzNi7LJp{WCH59b4){70Ss0m&_g`^cyeFKkbtBc*Sv`)) z#+*LfC@2`JOlH-ERov97EGEZg)F8;ZwY1t0WIG$ph=st&5$J!^>A|890MDw4#=s$5 zho<}gW-KKM@ZiV!sX0)6*k(8Sy5_>X9wFIItz{m7*3Mb+5mZ$LFB^w`gBR=HNVH%3 z7z55hts4+7=pZVSz~knk@Cq~K!0E@UMw|YUx`1)dpJ`F7=ALW&pK@lR!uJEvIJA>@ zTLZ~L^}RrYV(8lc@|J2k8x%834B&|yVf*j^yG&J+AS?9dOppv20)Q~{_|M(5E605C z`OHkxj+u7$Ot+fNJ#o7Q57n}^R_hKX3kE%T#kUi{FP8e~^KH&nd(%?MCqPl@hS-N2 zsKy7=@A$~UDwfTk+HN#U>PowDHq^;{5>z&|S=%_p+gO|Ck@?vr{7J)lnl4Vijz>+s zjU>~IM>ENj5A2b}T%1^BPjJ1WO@f^cqMv-I=o4t25tW{q$GhJ=i(ZEja=JI_Jfq84 za{3fD+d1riGmoERNX^Y?OnU9Z-t^CP-DZc#iNO_h-nCNGSlA#lv$L!1D{XY3wLR;+HjG{xZ5T;$5TG4=_@Z~`e67QL zEEcU-_Ae!LC^PdQ~EN^;kYtA5!=F+ zc19V0?jpQmt~_olqd@%0J>9&z{XRmQa~jSjtdKzK{<@mmBLZ?4P1MO3FKZ{qG|?%Z z1R+RAug-q-&h_!nD&R1OQ}Yc_1eSEH<^MsTe%qb@VQ8veLx*Jl%t{EXMAV}F%rV$Q zj=x&kb=YHNjf0v$yQI2k40p5TR3%I zu8`cCP|Ryoyzn$VGR1g%ee?9ZbGAtL+{7Y(nc%I}-q8i(*iEsug6<)kg=gXoFTKuK z=HIX7%sJqdUHt5BUmY_I>71RQ3t^BBecrZe-BdDNO}BA$G#%NU@P=H#uFYq*CwYpr z#G&Nlw$d%HE>yk(`yi9xZx;efYo|?cO7OSxU-p2=bD%ukbE5Ay{c4ITR(;yiZ_}PJ zZM8fwrfG?ta5_Yzy)uSWMbiJ={f^e*L?<3D`{p&ya~6`rA9)&+Zr>}Kn+RfZ@L2E5 z_yM#8t{sa{Up><}Uwo(q1vq7zQMP;B;ZA^Ik8ke9G3QM&Gtfu<>Yps!dD-@k`94U+9nKE$R|qh{+_d(1kJPB*0uBKa46%pF0i{ zYPcZYsvU7{4oY&`JPvDKbP;m<>U-_>IJ=y{V(3zTnNzAsyvKG4*O8)X!)``VGgE=!{e^jJrsG7`(Q;$FoHfUgD$0!DmnMA0!)ShAeN25{# z5d(AM?5t`8fYj+p?#axQ_2dKslk-46*N^?Kgr`5{()eRtF7`yp%kTmpI9e#6n=GbM z!wy26_iJIzF<5C0Yn;zT>cdj#^NR3m_oGI3JvRO3jQl-ct1PeWA~lz&?u^I|`%&a_ z*L+vw#E{4my5leL4Rg?uDvvsf=cqI4aI9EDhvsJoR$fz{)rqEPu(Wjotvqc^+qzEO`8TR(EFZPmD8O&Eb30#Y+S9s-W*Tu`H*AEGNv$( z{NvA0ILJR1%{!ldpB8VysR+rRXO>u4>K%zQ{x=?&b{~Hg>4H>*q)IZfNI=` zwlb&vT1A_xbkcNo#37G%OTUh+o9q*;j^M(4-xQs#8ac*v>r{Xym0)jJdYG%tB z*Ap^S1=-j+8cRSvwe@fHA3jngA$B9q_rRk2+OK2T9sTs5hIM$4~$LtxbjZq}2GUl~D7~G26 zkbgxVnP8_mVbgz>W7R%GgGxN;I+#P<>{w;-R89pIU@W{_h-G%c+4I&Ka)W z=G!bP*vi#(Lj9bqCz4lNGg~~ZtvwLiYW^^nXKpv@U}1byc5^Vz$$e#|-(dIH9G6}E zQw#wi!AzQN?LD2NgQB-qmODr9rq9f>Yq!e7nrr%BHr~W-q$1_{)JgB-u{fXxv6AD5 z;h5>TUb3syqIuCxX6kbG?D)Mfq3Mwq{pGe$Q(abM zcW`thZ>1AEx9_f-$<-tYTvmME*c|K$TXXvv+*{@3fXIhPanGuJm2PX}AbWTemr(qr z5H(_0|Gh9pipzc>kq!#&Ue*tnoDFKX2BFZlG=G?#4TZMW?$>V7`k9pWRoHaFjV3q2 zTGcc@9#pYgB>WHM%GZ;U7Ee1$ZvgS`1BHV69hI0AuHQHF1xGK>C2>?YgsldP|+L&9%?&8S9$vRo7lSY0juSmrGk^4;5lZ9S~Qn&Khno)6$4x zKid!XnaReoGTECZeKC@2v(4>e#B-~_;OoJ~#@6AOA7?SDC}o0m^^u0nj}lP2%tO|; zbQ}RT7j4OgdDluexAr3Jt`-@01r!C>37p$Z_vfVIfW6_u3S?~R{KN{U>K>-b@|elX z(+B_kcpgd_wRYbl4K{Yw+s&PaPs#$$x_K%Uwbviu7fkKPG&a||DE*x7{CyU{K+^8M z*PBh)!Yjw-?4u1dgS7esKZjD9Gwqf2INWywe9unbMD4GvA`LsQg>(gBnupLh>l#~0 z=&ZkcLorq*uv2emFvpYS^jyObSt(9v8f*?KoXurws=D25b7M02MyEJqPVFvuzBAHp z>3o}i;o8NzPLy#6dzhiV=w9GHum5d$JPchby?7I9Q} z)9z}z1mp!KP?E&_?~-J$;7av}CtnKbPzc>m3&VK^2ZLW>#%%6Q9sXPv|G>9cbZ|!J zX|wM@96bJ`hu;wB7$k6Zg3Eufmmt8IT0Kyqo4L6)dd<*BnD-$1odMpV96M~+ytyIO z%|dfcX@lZP2}0Ju!{EKuG^O=p6|IqLbud0T?(Iw!^UiiZ%+|;mRjr>pZB5q4$N(n>Sc$|8FXB& zo?6t*iWPJ};%x}kzZO8EyVMkHMt|Uk8BQ%@%}qb=CqBhfW18b2F1~&I9_lfA?qn_O zAno9lWv9G9SMHo)tqx6*CY*@?Z2uclfZ@b-Lx|yKjAxBG&r{}APoZQS%xANS&;Hy*^x?SMTQOU+FUxquxNaMDmIDI=N^=!)AB&Uo zzZ`gO&4<;sz}8bZXHFHZv`CO8hIaPMLxRxV5BWvu*MHoI_nSrcIN43Gy@6Uuhu=Fj zHGPsuJX3sAu-DdAq(rCvJa*z|j&7qNdL6!G=;E$53GU{!Q;eCmZI(j~x20S)i>K|t z@NlCmVGc>wt+nB8f|ymti)W|XrFD(5>N}dJf-Y+}W?QfhOe+{=hr_7QY}Q4c8su|N zJlYFY33(sN@tlN?tP5+Z3{KOeL@eZ_H75SVll8L(t27R1@ z;?Sq5uLtAz{or5EVMKYA&0_Qp=truf@>XOSVW`TWSBody+ZWj04mXVvWD6rP>jE7sEYGK!0g zbupjV*{Ng9vz|E4Y7`wN##^;eo3J_J)H#YNKTaBg!6I2@6oWOw8Hd9eM|GW#>k8K8 z2%AYxtgz0G%LH(eYijD&yJ8xUR7v~iv6#ZJxZ^LnVY6G}I)SN8sUwGz=FQJF^E5wT zNsQgx{byGsHCDE>zz~R%CljPkalJ7g^R@KU0Turm3?|2Lx*Y;qZTHX5Ozy039r{kr z)`6?0r_Z`o`r}-d(`G1qHndhKq-q73%QvUQ4ZGHm3g#UN8@x9)Sk26NN&TbwY{X)Z zjy4;^FI;(lR-WHCZ{VzTvuMwtG_5`_0wW+1Qy6t>ft)$?a~-cXXn@r<)Bz`1@X_Dz zF1v1EZEr#QSlI6xLQ%yUP(%X-i8@K6VgN2-cXjsOK0ICt*s*6?tgD@ki!iOKFCOi?yEt=p_+ z+^9KSa9q@JDEVP?DqpAYZZZ13Pzn+lp#~K=u+p7H6?RNdMb`hFDYU#S4qKmUc*o=rwxB)qL-B(;-Wg~`AF9uqrf zGdgS)RAuFoKS(r)8(2PnELgm2H0sck<`{z2&6lpsHPdKJ-DKLVMTn*2a#F%Me~55W zk){(M-CbES=ttDb6U?Q*$+bTaVt<7AhOqW*wR|J2O5-T9a)TzX?(VR*t5dtD2Cm51 z(OFEh^FTu74$@J%$?$6L`Rv)e5ZJ_l{nxD5lATs^#WilP;f{*XV%0GuCs>$?()JN7r0sC1LQD(4=!cE1DrF)(+Jw z>4fe351^X(AQ=oC?=s8&I*|y{d7>+{5s-$b@>CKc0=V6}_?(^_NfM9I+H*e{iZ?A< z)#fXT47<++I@`?*s2B>`HYpU0-YDA~aHm6eJ*!Zi^&*`ho+Uk(_t{yuo%1Yc$0W7d zIf`4Fa_1{^ ziM5U0r38^;jQ6dcdQiRiZ7Y|-`VZsQPd*gtUTp4i&Du=|T=4C0Zy$vj$2tu%)9W_i zx&a!Qpmk7HzOq_p!fF(AV1>P??Vx=Pi z@kmz<5w|*T`TKOnO!q$K)i7T0X0oGHcElAig}vxx4XL{mB6wu{X;gVo{h+XaBYlⅅ8PQIM>VqsC)%9!DeLP~F|qqLU3i{7 zD@8^ZI_Jq)hG2k3%XLvCUyF+e+gngMfsH24IS{4kx;r<@1*jjfVCme-KP=MPZqD9+Y)U3%B3j4SH5meBflJdZ1h&7g4!+1p0q{yF4jbYaPg}EndK^ zx1+N~ezRXMKF}r16|A~sa|7=CS+F&WElkxc+nLyY%GfYjyNsd2W0=%IN9OMIFqrMeH}A^t@O^=#LUwJ&8u z;WoQPXRpnK>|*5LkP#v+JyRt(+mRcmz1;l%+4+7g(Z&iya}rux5d~|0gfJV9tsRc^ zZiWa4Ps|d-wraK+PgNPL5?)Uc>Q;X5QA=r1Mat%r-@ds;s=G7Jk@sq;BLlm&_oCJO zs*3xb_;xiIZU@-ao-L1<`Q#>07F(RHBT~eSgh&z0eNjec(V-&oiJv!j9l%1m)`7@$jgZgxE!ueR4?OE)U5|pY#uYn;4 z5u3W-pS=BO$*8U8TPEt*n5-nrmrn$$>Y%p&= zJ6Y;?t((7e$;H3M=9}WI<~Phdfn%*I;o#E^Rl~iYX8MaYFGAQ|^wXcJIU8p)#E}gz z^|NqKT1cuGGxlGwxz_RqG{TrDg~WD=FU=8Api27KAH=5LEZ#X0wA zA#STZ;oQOHsL`D!%3a-cbr0t2nYA0#ij~^j4RhC}tDU`EKX0~K?Avu3 z&8t4EPCe1H;DFM~BVV_aKXN9l*#z+@s11rbT+vLsMOEiIy_!7U7`!?D&}`LAnl`yc zPlRSwPEPsoE6zcK6Qd_DWmGK7i)HkX5ZN;4lWB_0;`9hz-u#)GNzA|pC>AL(;f#IZ zSbQq(vLf8CF*oh+Jl-Y@_V&l1AjBoE1_@ zz_FTbQ_&P;jemD1`s9N-&kjVkg>HlW6WbAcsz1MFo_hplpy=8vh9bcBlHFFkXPM4h zoASkG(@T59fyvffSxX-T+)qen&{e0W7S110csKY7TA!?TCQ&oIFm&_sF=|mcS-<0! z;5xG13k^O`*E)tagLT1}V>W*?RwFk>$v!@VQQm*N&Q-Z1ny;qQPQbGj&oIui$`jE= z^d=Lx*9A&oPR!kU^TpI}$$-ZNps-|XX>F&hCct(~PM22PG<8h#XG$QlRG~_Q(~1|| zsI{I$bGK~Vr_{fQfj6nY`IP#{%elxO(*k9C)3dsKC*MCXz6#)vu1i*=4r9Ns`)adb zbI4}?tzd{T39Ll6V!C4a=GN4KrOGYgEVoL6z^J{2YN$hQ5Io=BH;>*IF!AA9|0Z7? zd*?~Vpia8cXnF2+iZI63@P1LKQ{p=qFt?fBBrzY(i*m?ymVc_bZT7}cZj4by)6hBV z$NViZ$}}$bz4BF!xTbe}4^fO_orf+O`2|nhCOlSOTYi8YF7Eqx$2orCjZZDyP7KyD zF5J#~tU?sIc2;HWl0W|@{Mj%x0%MHbgKZ5YGd82=l^Y+y64ri%cL{L09xT_YQlElu zU*nY+olYwXKA~mlb1*`F%6E7|Jrh!Qt{PLPsZuS-oiYDieiQSA_;d=N&q%0OGo?l~ zT+3m#wP2DV2AjXxpR-i8{hV}~TaJ6PXK6g|kjW~IMCa3^UnePO*{V#Th5-Cf;uWUL zQX#>gEjL@}V7I+n z*W%V9upy>v4L0khVQ#te?MJp+F_tBA7UiQF^t$PJbz20?R<8$n_(T)4Qrm~ddnIqR z%W;qD^|Q}(bi)|qPlu%~rDXPX`+OWYHENc&$2FZ;4&z>7(j~kooJnYhHWRW`+jkq5 zuY*}sn4n^NZffd6)b?@AR+*q64y<-@daFe@!E*Q^_s98k#tlN!vjzsyII`ZUReiaO z1$~<@)K2u3)O1rLIz2PKSo^`VwZ*Vj>PCCBt2p?(@RJCX_zG7w6u~Ap87J_I3e%Fm zXRNoO{{cgu=VI9y@QW}jew)qd8CAT=kyIPu=3swlQixyX(7ZX|d1wp^6x4Fi^pPd4 z=o&ffK=007N-ftLHXQ3nh`s*q4etkS;yAN{wH<}koL<`t4NWV2;if=eulgI}b&nb^ z3Ja5v&aJm~J$9O$XE8jMn2sh^DkBOy()?pnhzIsLyQxg z*>&8XKW;a_imJ_92ixJ=%6@IQz9)uPS<<=KKNWRXm-olXR$g71XT%d#xu9PRzW-P$ zt{XQ0Qo^%DcP)!PEF3MjYHdTME?*uu!5zi3snMtThG3y($Hy8n2JW2?618iVn^JOS zTw8&!4b?@6Ej-j4XdX#BTRe%R!@`G0A}K_P1`UQ)%f#y?M8=tCGZN9%onuM;xoT4rY>fq$*Ei z$7h0LHmvum4eN?wL}!g2<2@x#Puq;^s$oQ1M>U$&Dz~ZZ7aF1-pV98RFn{%pSah~K zo;aM%Bk_Z_D4;#77;%fj#<6#&M^n$6gOW>2Q|qaU56r@H5$~#avWstj-*DxZBwy_E zJeQjN88xYNx~ju-LIgkcOjZS)XLLQM?aw^T792Bvx4OTWepn2g2iL)V`?1HSPQm&` zjo{SY`8pW!<-jVqSA*`_43g{8jQse$;efPBx9=^wgA461HSDTVHwXGzH(V1uRgU@8 znk5vb`YPM`Y-VkBX7uD-dCgE`vg}A_GYCDw(z*^lyh!8c2(ioK zs~j|!3u9^=rJlfmo%M%{4yrAsUPB+J7dU(CVbJo^t2ay4Q} zVEE2@7!MBndIf?*P)48MwO#JmL&UTPoY(sn+~Ok?{Tfr!2Nmf?lU1c$cF}q&eP=9- zrvcx^cSB2pnCf_gv8=qZqfKcvamq(QN34rY6Q-<&Tc>57mX!}N-kmP;YPZs{$(5fa zEe)ov^JZOa*YM6*b53h+dlT`ws>Qw-7o`fJd;X>RZjoWr8_pyfN#Tdu)t~1Ryc?x2 z4ic=-Hp3GxtYtjU2PHPNkEG-(CFELOV5U2InW2e2jH=_prB@@u(upGoz-91@j87QY zMmpcza4&DKo6$9&?AqS z#6}xM?4g_3olpt6sEUOcrv}ggkFE4dVl2Pkxovr{8$E{|VjXW|mxZBNh}T_r9EHzp zHfSJiQju3PyjQ%N6~iyBVUG#+%(1=Z;6Lzj76+&P2`_&g0_U;!0gq)FRS_-0lyGCZ zN3+BkIfWf^zTze4bTC31N0@hhQgJwmQ&t*HfkGGSelRcE>DG_O5Ck@FPw@Oj(KLRf zTJBHt@AE9r65nY@pDn_seH(Z198EXq4<@Sy5%{B*o=SpxEwQcOzDi?7@ zBSPJ|PhZn*_-*RA4{x7@b2FTsFM`cqhf~y)2F!`1ig$sGyU&~psKxE6@VC~& z^BP+dDh*s7P-dL@C%6|ZG1ihEtrpp=D5x@`J5he}_t`j+&(d9V!tRsMiG#*j0XHrV z_cJghuY8{z&nDEgD0^g4IbW`3ojj=N*;!|RpE$yJ9x!%=c;fw=*9<3PIX1)e=nQof zE;)_RP*6cXV$S|0G(;11uOI(Rb$hh;r0lkc&VK!@VI(^4!D1F2zZyp=(O2JR zcAX#D1ZtoQ-luEGBJq+7KTVB z0>Uf%$D7MRVcSD@JD8jn`>XMO_ZiukKR)Z+*xnK^deew}UIn(;XFQh;X#`3kgka&9 z-;kSIsVK;=-XZ(@hl7AE_LGb2##M0)F<+TU9uJh};kBay)iPnVyTXEaOjylF!;G@^j@e)Eo34I6Z?e0o z>Fc0OnQG5d1UYLSy$>V8!?m(v_9COlgR(Y3<`QJGD07ZC#Y4?4qBkueS-w^kZ`6kk z&klFrnLitsLiTEIG1aADQah@z&!i_=YSUc6=kxc9~+RPoD=_h%(i|fo1_~dKU)M;dEF4*_#4d1bglby00FX8lle#`VYH|Z^NDlDGQB;s@e|+w0x@rPd;JMD$!-K^RIB@V9g`)tb9vS=&uti z;vkg}d0_j^7sakB(K8_PIM}B#Uh^qFd2HWMrO3FGY;an^42Gqp@*DhTGpD&NMDKeI zs{6(;-eQ`{#-6;pf)e_27Bi9Q+m>ycuf$8lzkgS*yv5|Z-u38Tv>L_T)x$Rgnl42XYO|^x!nkO}b2$ayJ*D4rcqX>)*qU%gu}sc*6fSv05->faR~b>C?l9xQ7P6QsM|;U1N)bVx2T2m-~7nt z>W@d^ie|dUj+b=&dZv4N7zYPOg#AYE^Lz56NiCYS$fzm|&$fzd0{!Y6b>)9-d-Xdz zQz>Pg8L-olk(rZiD?doZ5F6=p_FTktl-GSLuDVIaP18D)JGeH2$j-}FQm#!vdDR@V zWgge-VJ`C!i*=Z`jpPFc+XD-J6op5Riy0nh(1s*Me9f3<6xNE*3f>Torkipvd%JZi ziP*HS9n4CdD>Z=`x$7YgyDcy8lw;-Zc;lw=T4)1xCW(yp1QwD%0Rw~EIolmWSH{NC z@VpQPpN86fsgVSs^koX=3BLa3-Om>wG5-A{lLjf0 zpO){8iT9U)_!A&izExLz29SYk_Ufv%!gnTJ2T!K9&~@s~mqbT5;<<88vtWGN|+%@`wZ?ri(& zx*=oUTN@jfiM&bluy%7x>+h>4xO}x22!_WDiX%$Il^RS@w1J`KU-eC_VAC)X!xMVN zrr5FChRJ$aVSIg=o2VY{4R+*B_`?^}txCdY91XQm6kUUTqgDC#`&Ev(-c96VuaG&Y z(RITtI6X`m-AD3YePVd9P~#cr`&O|`zjH>HYW2;?Tord5xd`iu@U%;)xmS|xElTRZ zd^U3rp=>Jfa0<#{DY4vpfz0&AbBOpE%xUb>9@(-ko^;HJ%rwVH_fkg|2ri4zA{mG# zySa}FVeps(VF&)Wh(YAVGR(^nFulc;i+1*wMWEEf@LIEa*Rn!j*`uWyMd?H{>Y%4+ zPdp;BZ@IVoQ+>QKnSt5sr($l9cY!j=8)EW~L(d5@$)%N?o44kZWS2f=&DGWhys&he zuG_hl?8@Ms&J@bibT)$WcrMXAy-Xj&x-%r9AE`uu=0*iAwl^y3t!I=@_j7E%X6tbn zbH3xX+ZjR^iHN4MC(%@(HyC{75$4FAd9$zb*!$Bov*E&|M2CMlc70|dzG0*tofAul1%SwdmH*N&?cmyvf3`*R8abgQQ-G(3?ZfOr19CAt&#qli32gsfLj$6{N5bm zX`Vs$s13PV<*)T8ac8z(GpW~x<2i~?rbYw`V3ihs*D&Cq{EQFFwWPUz{1~ozXf4oL zLicIs1Tongo09or8?krTtO+R%}fy zG2}%nEtkY}PYl=Df`;K=HQ7WTijZzeHiVC#Cl|6e@(YHa_HOh-_8GKKcBlKr5=S{Khs;+w(i< zd!nXPLkiXuh7yA}DsYLuT};($CJIk`-*2?eW_ql8n~#5zIdk~VvvV`f^q0&4qCC`m#$8=^CAvw0bN zD5gq>rts+5k3eFKZ?^}@ZC@-d7|IZx7Hu1P` zAhkcCZZ!Fh7u{~iokFuj7};pwk~gT}?1L$qtmI9$-da4rV!|Qdell zt8cbXVMJaS_^MFNE;@>BoT^9E*1ClIx`dZLZb;;LND~-}wW^lv z?^ob1Qf+(h`c?(^R(lCw#=bsHAV^dn5zdT4-n$ZFFiZNfI$H90QMh%}>~NYs;+$)t zU_`_SCz8Y`7vZg27x0-EJV)4yQy_l4doQznz+6RrRdu(w1~1Hv&>*Rj>48ImD^iUA zU;xe72comR>b_cX9En>;2lr|gwVcBVXH!kO|oW~jaC;AOH#9*CtJ1hmJ$EXELf!yoWeiGa&-DXH& zmJL+^8X?1ucNAZzb{Z&5S8vmx*MdsySrPZyQISd98v@+ z>5`BJ>Fy2zLAp!2CEtC7&-bVA828?P9OzKb-s@R0*PLrT=e#UW6F+dVvIi|Jo@Z9` zzJwHv8t~h^-`^y5Hp^~Y7N5~w{V7fycl_`IoMW?^)VaP$Vs#F6Si(@=&F=45Sb2gv z?3M#R>Oj;<3q`^@P^=Ua{br~YC&s3`#70KM7oss2qXa}8eeYPl`P+=A4}N*B0EygT z;wI|<>)C+VWrVov*#Doqdh0J_v(j zoH!}8#e5y|%!OqJ<||w)xk0s3D-uC99BlF69y-~%bbfCc%b937Qy!tULcT<`CgI`x z86-O6!6M{Cl*2d)6I&AyY6(NynNU$;rCyz1YBv_E>D5$)AOP0H!vn7v3-M!Ri=FRz z+zEViM>Gu&!$UVTx1(p}75y_yDTDQ0UpRx%R$_c?7T39*R|>yNj0Ku(gbC8tHI4Oh!5KN>uDLjF{Do_O#_ZBt2>ex45if+Q zD`bZt$M@7#n(7O+Zrel~N9$N^|E|#f z*_({XrLQ<>xo%*Q_NT_QjscKxc?<8Y_y6HRVQ58J!1~k*jpIQICZO@$6sXuIaJV9^ zPi1Jfk4C{*+k9tl+N}ri8;JOR+>$!JK5pL+<0={=Tw&bRKsYzKo3KS!yOpdFpS3%y zYDO!yHL43kFx^i`6_Q*WOYayTC(IhWEh|BA6gn;VK3Gf4m#H$aBN;;O?r2lUB3fmV z$Zzv4M;GKEou1$NxgGYX`}U5|&$Rz=QkFDuPVcyINppBU`{T%Ct&u#5(<8wtX&65ZX#Zxm#apBAa74%zM&JxnUFy@;~-v^k_zsY0kf@FrIO<(RNcN)kIwh z$jPB7N~zJR&{wBN+jBH*@_rw3VYsxgM_qe0B5>n;9xs}bVgHFH0cFpNqxIT#fbLF# z#ibDdhIJTRW*x_3&lzQIODighsC*dbrYa za|0tX{N3cUs})q|AQm&AvW2mg@FEH<_Vv-iAB}~Zt2ns3i+zl#JJSsKXl8espgI6O z_A2`a_4;Vh*$Wzt<|lJ=>$A~Yvr4dE#l1+6=0`ciHKNeeTH2|H=;`SsTr34OUd>O? zaa`TV4Q#T~F4V^1#>DG6F+X7I7Zdmoj z8?%~Wa(e&)6Q|D3V$RHi=3h>Eyk7VUwkOEg?543KUp+ff@wrn%U)_m$S5>ZnO6@zQ zV(T+F^7eEov*R+2eopH4=n`!F0)kY*tJ18=pdE|HzR$wibU)hqz%;5>B3Z~u{|t_Q z?FTqd5zEgoz-u$7Wl;z84cG;a>0J1r?G3r3lFaIpb^nfSqvI-Gr+-Lr?IQ&acQp{x??$l^l2V~1 zaRq;i#dZ;k;@3HSHO58CNd<-RqPP#Er9+mPmE$ zyl36U-iNsIZUN!4T&_0zkI3 z9O$;9e>>Pk35xJ9QWc0lYe<0Mt6Pqr1DVdmizicx!q^_hG)-!0V_UA)_3FEyDcD@v z`?h<>Wn@~IV!Fdh_7eoAY3S&jP6_6} zlbC?3#9(xPG_-`423llaGB`-B4YVPPvk;J@3s*=48lzJxYV+C z%PEPSfmePaSu^z%lguoNE8#Tefd+F}#9edmXY$G{^w5xy8y+sI&F(?0I&4O{b9YaBmYx9eFQgyl)17vHrjis|QF~zeLiHh{0-x47YSamlX zz^LbO%$|Q3@&A>c=jgy$2`i_(-2_lo*$K>dA9QJI=n*mEm7D!lSOKqRBX&Y%g*bT7 zw;#V5Gr??*gfe(klFOyp!1gB-HbYrDx5W-HzSPk-E5^^JjI?gJ;kt-4S7BT(HPbp= z1r6069r)x949))NY;`okrGOvB&a17$)S&Ubw2L*w1X^LOPmNq}z&@NzLLi+*yHRZ> zT^H~9uY&zrj9C#9oeWIAC8c`OWq6owqX}=qp{S-fxVkg47g^ z?Jb)J(krZ0o~&={n`+VSWYaPR z^x|k@)HMh&`F=4yLgy8!IB9S%)X~N1OVW}tfKy9KW5WGb zQ(dzpfe;3@=$rXYZ#I#X34SE4_De17-D*bFy8pXX-Kx>vRH3h|RBtx>4Q{?FVK#?j zBj(a$vUs$VnX4pnUz$gr!+pWs9nFK{J-2<$u6CwLQQ-BCU$5)dC-uLrVT|63u z1$&ZJKhbTmHHR0oRXExco76VL4&GawWXXX^&AE7J@c_EEwZG1b;)4WMO!fRu+vJc& zDIXwhoWjLM@Vo$o1s(b;8oK1^j%bW&*p{-ilyAPBp)wJ2+r~f5+IcU!8_nF~2Mr#SB?Xb< z_`S8Y>t2yBIqKa!Z%0J1Y*C-pJItc+UB3v=){kqaQRl}2$e@6Pn$s+Kb(weGLWo=? zb3JuxQ;xe!65>+bmM|tVDj*gnrjP`nLsBsio-Lbrb5$2R#j>BA&Rz(E`z$&%rLstPrCE`j@v=Rk*dpG0oGsF zz2yD54?eDbsDyeW?z|TqQ(E1d!z9(zch@uIhzHH6SsGDSEMGjqDJ<=2;?JCbNVxf2 zT}2I#GxFy6cUe#n&f=QnD}9?btg8n)!MF$FxvOhqt`8XO@z+tHNWi8c{~xgRr-cEb zuH2-V)jIDNstl;<8Ns57{|KzZGKD1#E1OzgJ;s-qPoIvvUSYiC2){5}SS!Z9(9@ss zUAPmIn1v&)DqE{{T!)f8(`WGFp+7IsY@nbT{1xUuxbaN|&AvArVa<|!N_Hl2D_o-U z&N2I9)KwVc^+>A3qD%3J5s;_b3uepS9+md~E2*bFHd z&|zI1l`|AG!?X{%ulNm9UCIORSYBicc0)lD{2CU_SV*Q& zrmgs?R38@)kQiMI4u3Z9(_kykmK3d!cG9M{SVkz#{$Q`I_n)K6QfLcUI_e4or=&d17Q=2E&ts2$wh0 z{cgft<&cHJ%2h~h`s$k&KdzpBqBCmEDI~>4xDpcE0RCE1&xMh({NkJ1!zl%%3#!3A zNbA1i>NWd$k@d~ARUf}sAuegp7#awzoYt^5$-;Mlyy=BM#zPi)nFd%FIoRyfY?2{t&Oa8*uWOFIwj&gv$fEiM5;>^?+W_4%4s^gvxxO! z2+gRor>Xrt-v}xOVd-4|{Jg@LucSHyYi>|jrU%QLgrE=#w=14|z2Dd}SwxvRzbe7Xop;<)^q@2965?|`V8v)kpcg}V{>P2~ zlRvmA05~C0k3o;k5sFpyQ<`{}788Sbza%X2 z2If9`Ff2VyuscqmhGXA-#HeHEj?J}xeR)09DN;zd?*l!lR$pK>cA&;B?baP4o&ozT zj<%~B0)bM~md`l_w7VU@q^jzx{W!l$cQ@yuw=yyQSj88CnYa*h0(|z)K^O7lt+I$}nf`p-mg@Kqh?|o%P@plU)3TdHCzNfx=4YW|N z_K*o&yk8@lc4U8~^8_P(Q2p(-v#Aos6Hl~&$40Uw^ijM}n@ofIV~xIwoV~fDS3L+# z#G@k9^kjzSNafAz-rW=&dY*YQ)Lnct$9;AhCE=2smfE#FuKHY^J+j_pn3qZZ`QBu7 z&H(ot#6SuKUHdk&-he!L+NLek8~b5qLDM=Ir3E5S4pxi5I2#AThrGT)B7ENBTK2N#Evr!9Jb zY!{h=FOzuT)#(EI(AD{99{4G$+jAtQ*Z0}~2@1I9y z`3QI=Rp9C?K8OU9N;xPprvQ!`XLbX>qxY9ql&v1fpP!qLv*omMvoSqshlSDsla;*W z$zC#O)RX{_vq{2k@p4t^fHkJ0pDEIK)t?VT786#)Wi_$GnXp%xWHSAPA*p_s0Yf!> z5H=`suEQz=O9o;IeE%o~F+eyXIprLrf1az12LcrJWw)X=ApI6r5qqI1$%Y5a-OM?G z=!l`joS$h(PA5f!`KK8wu`_dF=_Nf@aR(A$a%I*h0#R5tqo_xq78U-XqG&?XZ|=9< z6wFeL>>1#y)Qa25>r4=OAiS*{7?jGpTyirlGq_UBd#E=y9{`I~Ct!Gr|CI}cp|K&t z<};G-AVLVjMUHvB$&|L}jMyT7{gW!o!P)(N$OjyLEWgI(<=gWELtnwe;iad{M?D97 zN?ixO&2)Z#7jJ%H60 z@+C@^9Oi-#{hIuX59)nQjcDVc;^e~?=&Zt_P0fXDU6+Apbb`|dl&~d zZnDJw_$@uew+XK}#YaeoNX0)?3la&zb^zRk!_gpP=+~#+J^`Etzh>&MEA9+DV=+P< zD&-cp*&oh*4>E3Z?j-u*U#tubdD181pUa*?d`u)}iww|06i^SHWW*gWq&U^6=nVgx z1z1K%{qsJ06eQFU7DpP4h%YamH8u*^j=c$0Qb8-n9XF>{B&uWheX}ZgU~*c7d^liX z6o+H@<=qm1+>i!L6qSH44$xcG2v>G6V7ETAVQK!mD_Jg`3+)hx`}!JXoA(^O9yIGV|$g`=n1!sPpFu8?cDd++hcAWglI?OqhNg=oTkhf^7bCk+k*ept6reL2&C@d z0irH5Y4g)3%*NUi+>c6zB%BQJ<;yBygmBFpd2o~$y+7EO9we<-y<<@y~Z)DS* zh;(-W<7-+_sqf2(#`Q2=R}_3eaVbL%Aeqtz2Gwe!9Caxn<%W;?@bV5JV!HuRl!R3B zr)&@lkhcJ2-DO914d@hz`~1WJAx0_a{=b1St%lHbCsV~n8OKTjzipaFSA(===g#6N zj}iJu|Cers0c@Q3BvNiS+P@N(JZ;_=9CE)PdHFt17EQb}d(-lBxjrQViFsdO{%nKB z=ly{pz*8BdS_df6y5@;>hDjLzjE%iVgY`pu&(>2)lU1l%2?PD=`lkj6?x?ivk?db~ z2fF^z3Nc&uyGCBXJNKyK6KIKQKPS%H-Q;FJSnwQ@X0LlOn*J`bBv9m#!5In`#Tqr} zD4q80r>up00LmZLpx2F z^`hs{&BM&2qv`=V8e_o3#HyhZ#6Ho|!U2F>aCmsQ!sVL?jFDKj6%+LPmOR!$?u0+7 zUswo0MyG5mi2o*jF^F55eBY{ogLx@|i-v<1Im)Jm>UqAGzGWWI?0T@b8Qwalvy6lL zWbuj6CCp_T7fFYo(CyMHv#-+aT=PN{`|_3p92_@eK#Cn2teb*YdE7X(`O^P!|wV^16-xcIE z?wl~|!-c5g0KTwCyJi=K-j*TRy;IW{bioJMI@m>dyzz0YhIzj10Xa+;zqd7a^u9Kllj&dSguw*{Q6Q@DH%P%{tf=~zQ`-iVGq6k7$k2F%e=!2N zI2L%~99I;Pv``$E??wz7LZpE(2Xim+QiSrd@IeCS;hdaq!_-i&&{A6aonu%Hn8ce5 zX~e};7b3yJnqsWyIcu&6VsEFo%@Q2{%Rt(xtxY*30Lfl@`EXU>ymdkqhlrhmK#f%KUZX|1p#=;lHSmb8)WSO}2-COS4H zP*~OpUh^zH;2OuCW@SjLIWfx#lvi4#)@ffr!dBN!o<55pmy}KT=!|8!0e%Z>qUidJ zZ$AV-mJgCRAc^xM{QV#lOVPmjIP_M%qCtYLricK)JAL^A$EG_H1LtGPryMrDw%^W; zSVC)l)S%u^sg&p=<81aDF}aD^1a@)x`_qZtsdqpb0+2aMq889#ibVq77zR z=Kt?GcmwiZ6N9MA72+pFoFRQLx`QeZA>5WLc$|N^tbaBn0gbT@UM`@QQJQqlpG=k2 z-^#)kK&B})qXx~xl6Dh-Y}m>2}xK0DI$Q?2t-rj-uHkh-yb$CvH!^2#9hwgSmIqpu8E^XCX!P;1EC5}DE`}PrV%vmdk@V-YTel(d^eJ%V?Bgr`arc+8z-LD#X-Ve(;g{gh zNdk~MHkLLD{63K!f1-`3UPK8@ZXj6RB3)WNel9Uj9E3z-MXW;d7&u zfGFu1VI}|DY7Vjx?|Czm%3=ZZRV>?xNiY+z{3t%4Z|~odb27;O&Y4L_Us_FL?CXC5 z{cJv+6v$mq-#R@YX&~i?v}WhXzl-0sCtR)i56s*HI4e*p;L)fLFZ417copO%&F8rf z8Zh9wB1`QHtJ55=xiFFgM*_-4KfGXaLWF@70AvDk>PLr{=7LUGSQ97H-lm;LZ;gZ` z!&Vtc4xk8qoA~#k3`+uUXFgC{*)3-Rs(hQ~80$|JK!}mB{5@d2|Ak0hW#;_F(~qp& zY>wNc%HILZq#x7!$BlvK`<^2F&guD_9K7s_PaWw)+B<=O#otcD;J@>4N+87LKfZkq z2aLqPevc8>7e@q&0jQVS`-?8pJXs?7n$(hDO$A)pxwfR2-G6{28aoL@1#M}uv+ zfcbhg1pJe#7@4H2$uSpksaM~{NWNNQRx~tOONbgjzD~3zj2*>W3H>lFUE3a?2lJ&Q zLOwXfJ6Q3rE@Y_}5^HO_ud3aFAC@eo>7o7XctAomFU8kZad>M^&rc)@JT+A6?XcDu zR7i^Fob!E32>DP@lu*_fbeZMPL;+6af0 zwLFzAob%Myqsa!eyQQQtKJ2eLP~UjD#2lJmN|w6*c&6845J4|BOw&H1!!N|kgm1|n zrjWg{dR2bX?+W!Z@Nn{jSTrrcfXlDIq;W>*wh~s!lMU!c-(ZOowoqlsiiyM!`CN}P z^^h*20YmXW4%a*y^zWn$fQkFe+S&u4>ktUYBK{-=oCFCS({w*~ov#ow|GhEI1ib}5vL%Iqqk$!Vf`n9~2tW$+kYCbM0os@$G_0oC_ zcxB&yw!`63hWGyl*O~Wj#nY72+FtDX@j)^G#U2Lb>0^vO{LR0h1@PqOJ~VEMI#8q$ z(u8ja)TLsVs~tTU=_GbPSBPSlB{%Q^4K2CYTfeT8TChcDkQ6yBtBTp3`J$`T(G1oe zpNgdCJslGiK*pgG<7Hb=uk3G|L8twvMTL>NcqA#M#^H7mLh1AGK2KHPlDN}dLtrUu?K59gcvgL5CXdp&ebiNqW*7IP#C%!Qfc13 z)i?P7Q$+ix;*E{8Lx>kIaWfpj5t|8OX0uhwW;X*tY#oGkMfdvz_hfL-)V}OZZwxg- zKUZ;(sw-Wxi%$B!NN&K>M|ALsFZ4jEqs@qv#$7YDAtbFS@Y_>!xeZKUvB5}w+bm|P zbj4_8Q*iun_s7$9PXJhrncO+RY?v}T+bTC1EMz2Jo5dzNqdi(0SJr=$43V6HdI(HorRDWndbL|D!D!4qGK;8sGVLfV+a6(Jn^E-0V&() zmYaLNi)Pb}uq!R;D`m6CZ_n(Z-GE*l{+2f)+|l2X^X}S$O`O@utT-z$Wc^eX%yV$g zU-pz((o;HvXhgx}@`MS#!6}GU6Zc-;7yRSlSn}$;`lkMfl!A$67=M1yw1O<8K!j)H#bQkn~V(evDBaj;G000XG=gcq>_~rnMYoLUj z`P@ZD9PUCY>Lr=k!(@ZB6tpA29DmGjh*9UQ?g`A=vEcthy8ieGjja@#q z-5=tJPA}}+f+E~&z*$|xGI%m7!$kG>Qk|Q&+^SO|Qp{~GAs+7snR;4X0 z+RR4TkUZ2~LLTw%hlhz)gt4Q3PR`p!o$9vvI8Hk(52+f%f@Xh@-#HjVYNCS^-e-6y zYdCT@1%prouMhNYh4Z;Q3-^T|f6g)Q@_7}u7dc8y=P`GGNnY{LWORN^O1a%G$Lc2w6VcCAp7ooI$= z9lxp6zF=I?UF?cbzZ0FTE4k3;=X zJpRixO%Te%@Rfwn5Vhw{II0|7CT(5o(wzklGi%1|IJs#MxmZXHY!X#{tp3tv>}&uo|Cp2DNv z7_J7Lk~CmDYnsn1vRyJssW5Z9SMlvnXHb`v)^6umTm!qPjFO4C%{xrrOP8|FJW&m~ z)d9=fmr!*YX3-dukHaHB8V*kQK9tqo*2H*Z4Fy@an-q|0akMkj2&-_AkyvNsRy%U@ z-7&$@EZxm5ub2uyc!s6il0q0k3B`u+EB)_oX8ZpIB^?AVIR4Abg+P*`*q1mFOVqMp z7E_54+IN=+w(Evs=fgn>r8PRI%!J&L0G^_?c}<`4!XQ49bs&wLp<2R3e7cER`!bH5 zD_5u>_$_9|mVlE}JM7pi$*QO^uC*UOET&M2-EP$vRkPCuG$K(a^~AAofaG&r8$>$F z5%u5dTkC6R0CxlMyKU`E|Gxqg4A@ z`P#>YuNTQ*1uN>EVGRtD1wXTulKJwfz=%*m%B8CImy-s0KZiGQWQb0QZAe#YHPm~N zlJed?Y`dpvqt6~3*o)kOl9kUe_uX{z?CApw(+UM?MEqsmNdNQXPn2=n)RtaC>^=SJ zEoljnKprTe#T2e8HMa%JUvTC_>3r9*9Y);v&e<(`oStuyeUg|^jf6?(c=APgRi!$t zTKVsge4&iU1%3UyJ!S|C{WE+`;ylX(f)tvpU)lzuO2P(!cD9T`6D8&MLZwb6n_lOGAh7HiewV1 z|Az0tg3ANQ5wEUj~@gw+ED3Qf~#>0SI6xeGS{Ty zPV2eK<3BkLulyc!9FuPPC7)Dgvh{L~|Mmm>2(d=sVVoErlv08?rn4WSRu1Za4cita zYU;}S*-)FzOdL$=hwPYx2fV{~L=G;pzl1Q7fGQwT#dW`L7;a0o#pfYz zomxW81MXL-iq{4;el;*zPQg3*3tylFcS?*XUbUP_i}QPy=BE$M65Y0TY+z}5VPOB_T%yOW07&iXC=1job#}jCM2c${d zkqG*~J6!2jWZ*IDM|{;PUFnOZhDWxYsS?>3Op1JKDr3@VA6~Q4S?_~R z3?QX&05x#VFrPgu#V|DSymhyQniH5~-ED=g1>}3%Swp1hEEdr+^-}$4N_)3cZA#nH z%;B5UFHgBy{9=z+0mR?4iQ)Cr+DiWXy0gCN()Nh6?ZQy|!dFlTleNO0$SZK8PU8%>cOJS@Asl){? zqj>+;2}s#ykce?(kQ0U__#^|TiZ?lMYPOs*+aCdz~{*+(!${^`Qg>lqqjf-b}V{v?rE?rD;fg9Nk8S3+N znjIC5v*P^CZd#@-W6`B5%||aZXUA0#uj?8`NiXuE(2-Xk;Q(p?2vbR4X)xGb)ffTq z%YRN#_5^bLPd-xp>;I4QqmG6j#2X?k$G?~?3R)(Isgvc(#~h-=l2vfz%~y^r$MN)5>eB7; z`RdV^y7vUTD_I8mwbleu@dvHt8V!^mB)p!Dy%m|QJ?~kZ=D#xNik&g|yn0)Tza1f> z-y053*7n<}wPSWX|J@`tf}WE7d`~#v2P~Z1wC06gT+Ame3{bGW@e*xpYSko_=PWMe z^-rXWtOdUy$WD$iI@CI@KyyY#!{-4Sao}e{`BI{+k+DY>byVQ;f}2gt534)JUVYP64wWWUw}l1!Xt zXU%*W1p@V(Q?bb30OtZ`n?)hNX=CfFB;)AM)cvIt-QYr+{rw#<9dqM# z$o!(+3{peqVMXl19F{-Knm|fVGNeu*up4J++FiSAWsLG zI9`{(J30Q=IbptdCVVt=kYv3;`(yLZtqMhIo&6*aiPZ(8HUSfKxQ5vIpF+(E*>g@- zKqCBm2Au@T84_&B0wv!N15)|iO{dFDD!S=3i@-zzo*9xzC%Q7)vbc`Fm(r&NO$s`- z<`%Nm}eKv*P`X$dg zf7s*v!eRky5)-@L%iFK4WSf?|pX)ZAuOWuUlP%gL7r3LSQKx7(;IuG)+#t^pR&>#0 zRVBP%evxAgL1hQwK~az?4!|h>?1W?9Z2SmgP9z29ufy5c$*VqSi4Tb&f}VZEK*q; zwx2XAMjQ4Q)))gU6EVOt6_#t=7qdmPhHv^~mC@UI(SwCUU zJD13`dh@B}p4XjR{2Q!Tu!Wb3pD=+$I8q&{IPP_`QFvYr5w5ACn<7B{9Q|~kS1>HK z&a9WFaNW-^5Nho)y3osUTKwpn{H0CEIzz)7OVU2=>IFgY&{)}`M<2~==FcNm*Ss+% zCSVR8UIY=N55eNgjCgd(-NahN1mu+X+GCR`C6#OgG3UA1qIm%`th>8) zls@zHsO_*AS2{f#6unmzGno29ZbVtHK)65Q*Co@OB$oCzzq+Uy_>&NM3zp-A`6@4D zD6hdVz7Z@4{zA@YS%k9(RLtj-nM@hdKGkkZHlVa7vZPtdG3hm$G@~D-WnM~UhhJIy z&G$BuVyn6m=WQ}#=PMp5zbySKd7 zr|-@`{PY^J01uB%yje@;?A0onBcD|HZx(OhrN+ZoLv2tB3G>wJ0LpI&rC`t_7LRMgrsp0VJvYbCVbm(RqJMMn(U zCKpF6=M|HqyR`2oHi`9X@$xut=zeRjNwci5q(J%rpdDcGhBAM+VPKjgKnu{ilQ07z z<4%MxQXfq1Km?(5luGbu|MFgcH3-LF@ZFZYP0-^QhS>KqvxqC}n`D7%F2jBSP!uXZ zd%p*U(nI}h-}+|PT2xQex*W2*$!k-wZh{j^8@`mZ1~pMvnGWdEaMd&U&AwgV3QOg# zSDk4GbTqQdogPxp@^CpDxRdIuPCQw{+ZuVP?xn&0MQXnZ16FERb^Gxrz|Ah1HwOEr zhWzSS&@c6xfU3SXx0%cE9CUfkb@|`|>O@bSINt!9 zax?&cEb%P<5U}z2Qo)M(#5ha#px&=*GP-0Nd=8@y9I+WcTr7VKd1R+Z3A-8xYVapg zh;0FlOBzIAM-{yECM?AHz47UTXS+!N>9RoESWme8r6U8lK=(N+@V%o%%X#~;M;q((xe7`~ z_K5R*Q>I=y`1NH6Flh_5AM&Z04_|RY{S4ob7)Jk1T8OIc+zUrIadFbW^q$mfgGMku zxm0N`+DfT}BRKz%l#b&yETX@k^xHRY!X`L&u*d;A7VCaj=nXcyqt2qIq@R58temC! zRbnCx2po047)b5lx3TMuHTD`(l#=aV_Ts{t zfOhi78?cav7hhwCPtZNj@(h|5yJWo4BCPz3EG(*CbexS&tSK7qIM04=z_;ZEO8c#K zT$hi3M77MJXg6&ipI#8YuIr-RSr+#3MS{KAn^IbAHoenZr%P{D`|zK!Y*oI!D7Cpi z;&UItnZ|{y`s%}O$aelRD-*;Qfz7)=)J|2*4EJH|>ItL;}7YNYDHCdV;2FCwe*ztq`*9y;-E$Y8c;y0=kRmf*2_#Z}ps)KPViz`W!`mdN1^b+V zL;M>89?>wT!yhe;~?4v)ZISsEf> zZhnTFW_3(@OOM3GRa;vxT=h$tP{QhyM%A#geJ*LC@k{+OAUWQJ*#wcCh}y>r;%@{#_O;|e?~PO z7@)IM#Vt%(B+#PbG$q9#{Iwz^H{{83z5hEm{FjQyxxOE*_L$vXo#89OihxihwY{`O zagPp`*`_%a=>iXjx5C?6q!+KaIOAKY?}Bfg*?;EGI=Z^6=~sm#IE=k&8^10Fuk0P{ z_+13oax?u_p$x?v`y!&Ajmn6K2&`@ShPlB5)?srA9roCnB<`Omjru~)yQ80NXhP=d zv>s2KZD=%~1>AjxW{L`2fPtGuCk_l^d753-_L%4YsBbnk{J&aAhGW>g5Zy3Wdit~H zGAF&!=-O911i<`aV5{c`Y2=o}OTiLSQNkI&s{ICM#V|j}@3NfLt+EGWDeZW35oX)}z*}vn}Y$=QZ9Zz?#~} z0mc-D2TZY>(h6+CgQ%X73wDhUlV?6Ek^iri=fY-V4Xod*>-6v)vqJenE_ob!# zny|noF%ShO4Ih>hwuR*8;Ck`F&BO}KEPcW`ow&D?OIPAZ`Rxob+nZ`S8^{D#lZYAu`v|a696}z z#Sx4ucKPgC?^U#}j~H+>bG)l^=>d-BnTKg{3I6$+hCq3t7_upUB>*()n;fDoaR0E; z+{8eaj{;0e1p;tm7>A#n>JLZfKm)-U>b!V}f8mTLa5=yZOQ3mMJ&dTB*w_~Z0&z)M zuU-UJ5UK>Mqqr`j94z_WoD*ux@H~y9*3`4wOvmEiZ?X4pd?rV?C5No}02J0j?c?Qp zu*<=H-Le?x2C9X$Ii!U$bG)}G!vLEzT}Bh>gOBtZf1SY3c;e0}b}|SJkSTGq-h@;; z?tN$}_c(mavm+y*<{Z>6;qGU3q@K%JC-uS1#3+?o;NyEq3@h-OOD+E6_)kT zuku^>x!Q#cs;zbvl8S2`h}(S;W#o)Xe*W-QN{gKYmKg zpDP8BLH_9J{JOV|HpThKPcSgRAnlF5@{H7!#T{3VRn%wz{F(4`#@n7Ry7RmhHhfXV z3*;V#m1cmvnc)*z&bpsg4)1q=Tn#V2VvV1Yx%#QV?9D;J zJBRJ~V_;dIE8@oXqozCZ;38-|8QH>T;gKJlcKGhyY)p+?h&(nd2K!Q64%a}e=@y(g z>$C0-JDlEO<=E?3I#vxOxcj5s%8NJFggHTc%@INDd4kq3Ca2k-tlU6(NcIy2C5F8# z!;Juy@DVP1LfrTkjpWJy03Gl{4@4p|+nD6c`YZ%|O~6oc-tu5xx^Eaj*ya_)0=VO) zQ3Fm$f=%pYYUOJv7k!rYU2R~-)ql$z?eNrt+M(8W*Z!q$m4+!FjS{Cs_;W`SyZ#5Y z%!3*oHDP1rSl_4jTWQ%R7Eyz(jIV^<1JmyYZ6=J&^Rsk8`S_W({5Kbznx`pb9t`5- z2JunBM$!9n?qYaGx3>({5pnRiplNZi;zUn3K(DN>Np$sOMFv~sedJx6DLh?#MTqyF zZJ?g)63n4wzmVXw;3TSq`BkTFl;ykY!h~nj$IG2>ogqqBKB2Pd+a>QvrxaJS?HHAt zY@dGZa(3$QeW_b3VcO!-RA|9jSUGv_BH8gUHt{PWlkF|UN@WDlD6y|rJ)9&PjuN6C z?>qA+1$>bOgueMN?>P^_b^EGssgctKys(Y@ZaIKvl9C9ANgr3}_7tPybzjVvk3cna z1eV!$Q*L5A?X45`jHd0_+xLayc4?W6x+sgv#j5%f4UOmmM<=^Yfm{{C2=s>0)_%$W z8On~gphBLLP4Bj{)o&0p5)>_J0Gm-t*b@`AdboQo7D{+#h17klo=OZ%m;Y3FAuSKH z(H~}LO>LEEz~{gTEL5m??{BXLWnM3YhKR4Ds)&fYZiO=*oe=;8a|f}|L3{4|?{1j! zB@rgb8(~-$&W*P4_YmD4i#sQD2>Np4VA$Rhs{>`sytdan?1q zY3>*)!BpcQg%W!N5pn$I(cUGk1YFAmfaQ)V_!hTW9<%2bWL-c|)cfzLCt+we8A!_^ zpG?R-pDTy+Qpi`oV>}1}C(CVb#*!$261acnm7c!US7eoqmir%gn&F#E?L*w(mbF4} zMJEA%sNgnYfeq-s7%cc?>q;EXDlSdK-hP8+UG5G=nC2GM-OHB0-Lc>mRckb^B7ZV5 zYY9srdZ@g9!rQA>LIVuCB6ukoPfcKe_3W zWSKS9=lXP67Nas-pk9bhckwh3mIr2GT3tVybmEc=mbzjy>M)FWRWW=ygFb;kgx=-bYYF9f2%$z)lXKJv3OPl$FnV-K9@0Bv8stt4j`lZ zw^TP{G=ngEgY4+pTeyO+GVK?J)b5Qt%6MWdfdv^{M~BSjTyMMQ0jN_JYYyS;9nc96 z5uYfwq!GqPL}@OmUh#qFZEgJHY@7{brIIt9jQ2ln`=NXO0vUh6w9?N`71q|q-I@Fv za(Vf#F9#lr&iHI+(!teL0mmCitc_uQp?FAFR+mDrfs3u*lr8v?U{9if@8Uh6`q(ANaa)luWnRF%pG)aBU#76&W!wBH~k|ky61;B+20-BLizX`)V z@uSuasD-Q8(ZpbVL5DrMVkH0)u|7TcPKW+uW-)2cv#wFZZHnf#Q{0_>1RI;lF2tbG z*f42S*Q<`IU#h0VydHC|a6QoOkG}fba!`$lypgV zNPV<)cSuP~cc-+1l+xXu(mC&Uf%{))W=*WcLImTDQ+uC%&a<>Oqfz7nG|X{?^z`>C za#oyOoUVO7r1W%hebMT~;i^+bM+_dP8plHudmme>U;9D}HEN6%7Er*zYqqODm?i~s zki=Q{uhnP3!T|;|Ud*R%J1=-1o1jW8<8Sax4@8g?l4ZzGFvYrU1S`Ff6G;mNN|bQe zOkH~1<4LAK7wfU@5gZDrZrXu<$oo#KT-gSU7gtI1Js z%iJZe6ksY%Jgw9h4nQ=+1;ib)NDaBoU|=n_&xK+p(+JIp%!nrZn(2wX#_S4NL*KW8oLdqvBZ#w z0j;O>RN_1>c8CBMJ2ovQJjbcXxcs~4w%*~4YG1oKbK)E#UOH>FHy)jD%iM<8k36)M zpvd$zn(GJq-Lvoj_Y!ABX}MtvZ$_iY)b2moD_PNbG^}Q_fR6b6?>kMh))-ZY%|`cP zMG~S|Hg;QNf8Wu`o(@@15FO+TPAdN>du!|hTMiUjF0L`&92Ysz4SJky#~$_KC~!Dlsoe@V*0;a zknh;S4=kpO_HzlB3y*FPpaaQXuQsP(mM#uYx}h-3Ot+=_1`)G`d|pWH9Lf zYz0cNRG_UJ?;y*&?sA;_Ha1gX>+K3kx!a-a{!KQ)8SGs>E`fgk{9TV%5TwfzSrN-W zw91{V!1RY%Ph>w$`cH=^MiBQ12_sM5i4T?@ygWR@q^Ek_N=wR;>G4t=3K^C414t zG`K%lJ!TA@iH;{ZZ>F8Re~8+kh;0VP3036?Ut^nRq`xGM9l#e zKd-hv$3QldMebP%>NAkgz9#cYr%{0x8Vw}TUltj(WtE$mWU_cEXT|TA^G)#USP8c8 zyH}vpz-m0s3L`@6)RwTKe7fc7f>4*c6HecEFRAay<#4<$yN^jgNA7(ZlYfTx_CB%U*Aay)htUW&-XO?aT1FiYBt<}sNw2ir*Brs#Z~Afid^jSYwqo;L<`+|F z?hT4ed}#05g?KCb2DxE>xoNy-g2|DB{C7~zn-5H1GXI_9=)r2P#NO@oFWbKhKK;s< zFLK%&FTtIzK1wIcWcEjPCb7{w3G^6v)3g(QM!MsqKRXTm(u5v$@h!^Y_kO>q zLL?Gz7r!pc=%uQBsosY`!2_NakyqGA|NBkb1MsvSuOh>y+;WQPWOGCq-3Tb3FzB>4 zRie3-u!wz107cBqMk!m$X4$O;Ans)J=2rbDSv-=}g9zbvy~|-mZ#hpm&@~~N1$df8nmN!}!CdB{D8w;k z{7o=<+tau+FbxGhe__Km2mQZ@8Rd`(xKfuXpNmxPa2(bSpBGTdp69z$sDxfO6>8nf zmik>azc3jqPV0;rrFQ%fy*9&SF74}iJds5Q?%jM!GwQS)V;RX(?;EVYi+S*~r3Gx^=FAiu>px|_z$^tI9Gm64pA_YH-q&(J z9aEzsEl|qu0a^z{{4Hi2npngYk`^IW4ywui$#1>nSn$VRKK~xmi02bTih+0qKT6d( z9(9HT-)3cEfzt*s1?2*IK!B6V#n}5g4ZQV=@K*=$|M?I95pZ0*1YgQB7B=KxKQRRi z^BXs^0|c!`b$h9Hlk%&acYexYhqX(9xT=ez<&SM@D2FkIb+pEsVwp2_o&IFihZjzF zHRA@SLG5VY(G^8%v-GY11mi|~^COp&g+N0~6)J~9OD6uv=rE%B%UXcC5Xl7i?~qL* z)BoZB|G6&kQ(^~S+O@kj=G^{V(@3+cLlrz=LqX*X2hy!gQdq?3xOvrtVU&p3Ki?~x zYa_;Mj5*H{o6?B$y97BP_u8GVx@z&G1_wItQ!_JR_5~k`u@WsqBY>F_m}2~U%-Xx7 zy8RB6gXUn3xzC)|aZk#(b|`4D^z-XvB>{wR%%yjoWAr0R_%}IEx!6- z!&8h^1luzjKl=ku^d#?61Lqf&54UsH!6@X1hfBgLNeiCWv^cEhtMQplz?m4&7uq~= zr2}sxlx7e=chhGDIsIxqm7;SD0V=6fAfipR*;Ak0x4cxW+gBI)?R87G{G?rJBQLj` zeph^Nh5UoH$iL7Emji9%!Douv?pqZLIOgwLTZDHwALi)1A$h>$fc)sj{9iV(2=>Ez zxDrC#`3gfQjatis5QaBzps7`h1wONwH8a_(y(T5w+!#tX{1axxQSC%&o!*wU+zwf& zrt_Lh6haJwonEW^d&#xk(XbibOf@EbIxl_{V%?J#piU}(C6!nrnlBC#9Jku@p?N$` zu$;^0gnsW$WYL?|pr=xhL-@vADbqNPpF$ct-Xfcv{ImjcLe*MTQJs7aJG&s1wYxXpE?+QXr;;_r2YUKL3 zt#@&#c7L%I-ihA<{i~iHpD+A{myPi6wCg_IT*%`V^-&sSjc^?hG6R6p{296 zoqG3G8ajL~f6#=@OgD+TDfITKxxd!Z%e~J-lHljK_!c52snzWmVsMW)ph?YUX@4xm z#gYC;A$Km0s_6cq&<*pTQsBDiHD83AAK}i&Z=oCXQ6$3Vj;Xwp#0N6|$d!jJWiwd< zWAFZd+*PxFX8?!$MLAVtrf^^uP_F3URy6q|>%8`jh!()3EO$9X+tqC#7eiYOpDNtL z5tv^2r*G=bj)Jt*Ie2Md=Xk3lLH#Ky!gs7wvE0pUl}?i*kD`9C7Y1*x9Lnp~CY3Ry z^tG3W!VkTs>`_?KkcqOe>A94dmUPs|Dz!ZpTv3pDJnW_U*P!UYtW^K-Rl$-{zFemD zTw~#8425h6P|p*8-2SbD%L-g1h{Z7sa#oD!>YFfJ*)LA9Yn6Wjh-=vewV0qCFqq`M zfE2{zgaAskY)>c0O~p~F%4j4O4|bQUku+=-)a#aKt^kd2WmiSazbs)OVX<(l&bVu_ zft06zxVB{;z$BJ$(Eny=f%7i({k+nPcCtS6d2qdg$H|%gqETax#p_nR!}ihF2$gqMyY&*7T7# zQ7-T_ZQttfv)s*t4wg1YvJ3m}&fD%Y0o9`pJ}vOjJa`-il;}zoG7-` zKGK2mE59Q?{YZyFp-^_qgUW>!J03=p$Y3wh^jIf}KTX!}B9El9FMI6wrWD1PN8Gp$7_PbFR!%v=a^3q9i;d zRyz7}g=9UPXK0qMVj^L(Zm;(APMF|g+>>N>aJ->0xossy>F^nfY^cJzd#qtWAvJP zbs-*gqr$Yktg&`R_8P;i(!{ZkfbyE+Ij`a;Xej=)6aJhbQ}ecO}g#2Kn)b|CFq ze~=F!HVw_LUw`dsu{-}EyW)x6QJHC+k4W6{(j>fJe2B^lNk+VK7|Ai2e^y;{I06%V zon#VmNFL*14t+bazY_I36e18O@dq>4S^!{~g zhM%y7&b>$RQr%t@fMSe6Hc5?>7wWmd(c#B?W+$j{9{oJ7b3lm^xNBQ!gHm6951IGz z>f69&dcT*TfWo_`Ph2-cas&5HS>~P!g?hj;zw9|Sj;9Lk{~3@F0@J5%AGI1Czhfy1 z2s|SpA#o=Wf+cldPWo45>caaR8P77QQe@3!-M3-HJnVW}21^7H@Sxx5qNd%bB&kTx z{Yec4*4T`H0Ta}IUk(OafW%ATah#_9Y%kB_b%VoMM4#ctp~cK|<6r#Ox7;~{3Ey;> zQ=eYAHLwN2ZzkG7`0+VC)M&O)K)#q2oYFn(OQg@Bic95mFaUTLK4b!aWIj6?$C$_W z-<;lFJ5^L}JgXI-0YK!e-pXj5rRz_c&PRVhyaVoLjFnK8=hrr=jb)FOw(YUW|p2Nb8Nv?_w3^lXixDq z%3Bj0w=f1gDJQWtVQ?a~=xW1n}9%|ZCh%TeFb=%M%*k@0$nd7jtC9?Y-R9pR*l?Ba6%+_P|D3{G4I5?*N>jTbrlRgqz&46~s^mUnk(vKYhRcZX}?pDLhcHZNe<+4aqS6Iu1^5`JBT4 zbsjme^Te{9|1}u&ybheYtiImrWdoUiu`immN1`VjH;{e7{TC%kHbVzxM6ldb=#)o7 z0?tt*lM$DR=_!SF0`pW1M#0Hj02H38N$VmEr<|-b3S|s|$7Lgu{mjCLjQ+PFy8C)VL*?WKY(<$Pzhea+=Fsx#`@8Hbc#ork zjSxj>Xc>cFEv~xq?a?2b2G+-Re&LAD)0sH%QeHs$e7AbF_~Xc-P!FJw{SX5^mu$Ta zQ%*ZeLMN1W3`P?=m%U(Buy4s&QxyQ_pQM=cJzx6GI*BP$iy7-1`XB5vz zSnd1LjF#dc;)t6j++)z5L_8-gUk2y!O2x?YbL96NdQ1qV^QF@aK=u8Dr8F2429-!K z%TFSTff$8M%KPGn{H4w5MgXTp&t0$*H$s6WdZGHO(`(N#m!std`ZxPe;(sSFJujz_ z`ZVkLkkVVhN~{Gg`XM)Nz4m7Vshmo7S&!~zf^VF_x}z0H7U`m<8CwLtoDe4^xaDIR|$a52jR`=lIA8(&r0a!~@5 zyAFE*-$w&@vLMaGQmXxzK;8@%7kYY7i3gqV zkGxeoGVtU%ghC&W%zFB+2{<}1i?6+mh`?rkl`S5r%Cj|DLCWQLnC8_5R0Xf;khGt` zC_gb$g(Ygj9fK^otnKHxi{&yx9)hKR%D-sWwUEf(bI~4mPPF?j=iqPYiUl8emCaQa z(hIE9s%$Qefz%6Ny=D{<)4;lFHaluGN^7SNx7GvK=FOSEP)5|qd zNf+tmnbD}a^G@6`f%#)m9)i$upPH2o{T)JTt1EIw7M$PDp9@M_4UWliR9Yu?h!@I% zIfbqdpU+yaNqR*i8JoNw<^BG=|so{NwCMsu@ zKr1rA(Czv)UC%>VyC@C@X4#z|-u!E_;4cn819#dCAAxK-RY{(el{H*rp#~_}<}11h zQh%!A{O2{a4?$~j+7ZO^-_Fw%T8D}gF_0zqW~U8rTWIlTWAG{8)$>u+7Uy3$8J{Ct zUU^^-isCU}eSWKpkn=qn2Kz>!;gD$1wHMBNyfADd zDo3gt6bLJm_vflK1Scs|jkQXxg43zVc(uJRA8&LKysxJ|hR*8mG5TJxe=wfRPL_bn zKWc01C-?W1U6fme54$UmR1d>9h8OuEW5!Ex4fw0A@q~UnVfVI*P#OWP)_#hz#$<~g zz7wF&tx2q|b~z}jO`5u;G{lWuKBdlfI$uY)WNDT&5#e_+)%s=cNdMt&+zc`9I0Zcc z&&z8yYeutd?sODq=Z3e+KlC}- z0sa~vlxVG7@>9L=*=K|U6jG4ZQ`{{D*2ei2^^MZ~6$V_uxRC%@lQsulPgIw={ttu& zLqJMsQ%x?3;bV%HX2pZ83a1+$%Ui?TAK}#vOxb%jx=jN$TWNts8V;uHKNLwaMmvPL z@r<0Vk3ZgwTN44`jH!y;inS6G^kOQ+|7{7k@4IRGdIqe}_q8xU4=S&cb{V>$Hk!=! zOaFyy_EN0oxuMg6qH$@>5W^G|7`6B;dV0PdOwmVt; zdz)Ar7^*GECmpqbm*d$$Jl&%=GmHc^yjg)h7m&%23Yb8x@jVd@7UkwAc=0xppFRzH zd>VAb^YqPRAuxs4u|rJ%&9OkaD2Dj_h8H}|9d*J$_%Rjz~m`|IHj?O#ma!r zNcgXW<;?(Ir*703J~UDDcwqp1SPdpR5mJi{u%Nc~br^i4&gu~Vh!jKjI}hJ0i6Of` zlB4PTD^*;FO``BEUx^{w{5p33(Lv73!Wwm85UPKq#o#|)^Z);rB<$5}&d;Y)k~etSi$ z%TAPtxDDLLJcXvJDK$w1gi=mn_nXw(Ad(OyJHH^Z8xL^qyq8HTgJous2I#6Ik1(M` zD#AAR;nySQVr&dUE@%=L$uU8U2ct=S+FB;j`aea$Zy}Rpu*U2J!cRu z=UHsniL;=Q#ZATc_J1lidk#!9nOgCBo#9c|?W<9_21zX2{U)7zZ*gwwvwTW5)vYg7 zWMg|fKt9(nswzBfA&~;_g^!7t-tikjc%Wma!jTN<8igrNrsUCgHhzDtVgW2XLYAU? zD8p^R2MTLJCOi$iKeAp`;8aE9wZBgXj@+Rv=Z~|lKJ~z2x-IFX$tzsLa)3td*3@M= z3RzsUx>@?zlyrG4*Cwy<)fhYf>P`IH93g-GO_dMj%Cth`08PMU?qt5JoY6HI8#uyI z@v)6$nxou2<%cKWRl{!Xx=rU=cPnrJf2ZTz8uS9TO$7nPIpzZ+D(vK5P$0$Ki5$Cx z5yG#dCB(F7?qSn1EF9Nk%59xx9au4Y0snxO6iP!z6+| zXf3GWX>Vp1C&UY?I>sKYi#_|V3;8t@3>Qm#axTYjG}h$DYT*@1)oFoyv0}+d3)n)6 z7WnR5M8qI!4|JH3yxciQm(w|=*TsJkHgSznmN1sM2t&g0Ca9lD4kZVzrBpa>Du;UJ z^{2f&xI0j)!XTl8ACT?A^yJ5eny^&cQ>`%K1v0j0F%OcRqC}%I&)z!QGLVJ;}kkx>fP9)(PQcX z1nGL`Tef|jhUWzWwp+tyDJ0=B@P*5JgNzm+`xPxR4EQVfXz`)#s~xL&VFO5&s?F{1 zuai!`I~U65{tzBoYvbtTu>#t0;1BN!FmT+7=qePZKSBXnXLQ%5P#*5CIsBGTgTDO4 ze65Ofk^qTEG;FotD8th-UQc2rz%Z`5ABiVuhF`wiSl~{f-J6i`a8m|=1qZz+&3T>y z-Xrs01_8wu#piNCu1jAw*ALF-LoX%j6{i_gO)?M|8LsejixEv2V4U zMZ|w(#R2{*s?J@p$vx%#6cV6l`%4?9CBZpveWDC0l`X#e6w!LF8wlI+A*k;>mQTw} zT&#~5=+oPVYeoR4lqkMq>G3*27eO=N^2@G9T6%&jUO+dYYX`OEmJC+>K)2(rX~S-D z|D~3fyZj}SYe&x47&iX-@9$B*qfi`eqHlt1*~Bt#aOrhgm2bX&u6>3Pf8gU1w4vBm z-{6c?e|ABTl`cvunnjc&gSUz=*F75QTz3=1s)mSF;*!GPJM@7DG3jxgn-;iHrZ$>u zbpYlD&r@IWJ`Lfc*z)?Qv<>t`xRx!D#NfyJ2Yl(jS)!Y{`4OyELd_-;gqNY5?Qnuk5O7>N>Ia0*;Em#q2u-RiH$~YX1(oV&QI5A7=!B)`p-lv#{D+$ z<~Y1wu4vv2>Cfc72BKIPpf-t&hquvew)oce{_+n^yyhKNew|%D|3f-XCq_#2M~)HD zadc%jPG9iTt{Zv-V`P!-kgkFCzP!Q&0k(Z?v&qF`MK9IewtG`JGm7TDPG;Q#**D%- z6TR#h$V1nf;(F(M%u;0P5W*Gp?((aW3G=2u zbE_HYUJpu;G-S^5x3*Y}B>&m-1(+a0U}K6RSSJL4+oh=$%05+=0ZV?fHpcrM z7%DqI=r>$Hu?>E)t2f;ajd3(xLj!F#Gl$k{k2mjm@oE}bt2mtjvcq9>-C8!FphaC2KtgD9-Ru9Z*>jc&Vii@CnyTPz0Mo?lA-3QP#m7fHf z8FO&mazYYs3AI4P22lc`Ap%gmyfN^D)1Ny0-gW16ea3PHgHSf(ZvhBl=4)o8K=1`2 z(E#!55D{DX^xEV7XB1T4J?^u7(m8^rb_AU{9G|DH-g;f2jx_1QW??FlnkQ^5?J4( z%;>eKV|_DWs?F~|eJ~_Ca1sc8{;N3=%rHwM_*y?koM$lg{_Vjf*Npk+Z>m}}!neW) zUOF^%L+Q?nXgEp~MI^y_VTfY6+{}J~BA9Kq==$Y#o0Ifq`SE;nltXifJG!taSmYJC zlAhsg>0(%t7%~aJthbff_S^2zh(AlJiRuB@RvIkrOnt3+1VPW(Z0k_{LublxgY$IP z&2g4nw8m>Db?i_n8iN4PGwh&pINdWPi0yZ;iPw#=+E{&%`~1V`E7x9{?^~0Jlqq@q zD7+%-(?6F^IP)}Ni_BY<7P6fW_c#c4WCxDXkUDT`o{J{t7%rA}570`2V@Y|UB&*Z2@HOd^#%3uD{3zVZXqTzY4Tq{L%< zWcwJTpbIyNlZ;2EcmVpMieY)UCDgRRkS1cjtr&Fd1A~%n4jf7pcTFn_7tNppQPxWA zCOJ9eFxG|WpW;@tVE4VDmp(o7z-KDS(YU0dvNy%-*ifgz8agOrm@1?SvCMF;rZb3; zo^RWPCIT(k*D|XK#{<*G3NI`cu{7yt{53CgGpczG^@m>(?DB`K`j8otHm$M`xo{cG zxGc{`_l|f2RarLFQ2AqOBZ@$&cizMBy!?`=e!|MdBIJ^dV;2Y8>GaCSBr-z)66O0l zexMuf4|_e=2kejXkVT@@SCqg5+sTMK{0Lui`b@W#s1yowTIo z+uNR@4mX)@-x9A)^mhwXda#P}XukxBEfc5rmLX(FMiM@qt5^=+a6BLNe-nLJeSR{l zEiMHA2`9|?k&2Nq#9~t>_)i-ZfYJYal)+rYG6&qe3$QP!) z?|Izrx^|mBZ@~h#S&A`5& zv+QUJkQjeh%zw^w_5K45+@8VmR?X%|J&g2LmpN4;Nnequ9LI^~8V^2K{^Ks#T%3R{ zTjy?Q=~AC9@EX0I8aJQ zwo#u6Hj)uHE?AsLUy>`WckRB`4ExickI=b%%!@waSB7ANA?DJ_yj8Rz)%IX`|Keo= zaG$9+(i`F5K>F7g-V>;YnEG7}f$R#P6{J4-P6;&r=K&bzAwW6hddoSv@`X(hFNuiJ zIKWvb+|hqmeLs#92$JG;9&JTkl*_$ghrkLUD7^Nkl;(nA)s?BXCZKsF*iT2MNVJ}~ z695$MKg-2KtN8I-K8+!MK zS1Eo+WnYV`x*HXTjSB@YI`{bl`E&>aE&#e1N4~!Y!Y9c%wAoXS;4g&w4++%;Ozu8b>o5q$4!ay(-$xtdwYYx+%pB%P?y4du~N3r4Lk%}we z4A4*DyT;@?_eE}Q$lI+Q;WytL3@rDCM#@Mkk?1!=B1}~{AJ_Dr6Zt}@9XK3~(Egrf zK-wUjXKBo%R2Wvpl|V%b3mhUK-M%z5N>g6J(!4D*l1R!UjbZ5(?RQaCx_LC&W|;WxoPHQkO@#2;Z=R z%s%pm@>uoDL(tYxG)c4vItwFQFsH&&zh@I=WygcAvz zWgTHIE>+2lXc@}kbzdzlZM1(T96=}4HCI(wNK>gpwb=KE=j&o%UkcABUJA~@$E*sJ zp7=qyKm{6vy8)cu{A7Zu@{9AQGZJV~SdyRiu6wmNKmwsci)HuWog?sNcT2Zvo*7>h zelkJ+qYnoMmqiGOJDRY~)O?Ir7$?Q;@2JqQQ07Pof@Gy%fMUwujV*mD;m6eskq~mx z*gC7Qc3|A-P<5|0siacZBok$$p_!PoUh-Gwys$j~ka|%j>RYpuO3T2yp0MY8^DX&j zo+QL&tTyW5ME8W`NoA&MMY$F`B)N=1Dt)kZ0pH=wlou_Vr`BsnPp_WWK#_#!d9QIQr9aC*o)X=HOvxI5WF#4mndFk3^C}LfC zg+YQYB%V3&(5e+5DQJ-CSmxQlps=F9n71QnC-Puvj+WnGA(~Ccjd?42SNs;a5=xws0szNMC^=tlDf?)n~Rt@*oiH74G``kr^>X*X}e=E}_5K5Ok_Pe8{A*Qquw+R;&Cfx%B3)G8Iw+{xv zY^HI!aMe!mv}{0GrjKZE6rsEnwGAIicfeFBoxlK-7k`CklS^+|hYz9%d6Tu2kWqfW z?>e`IqS!#CIFF6X8U1|E_KrF*;^*Rtan9M>5koI zAZZ~_pyml_k@G?jlxS4QpUNY?h5<$vkoyB}t+k?>EcM+va$;{^al}6Qnnb%b#2rak zR4sB18-ikubQF6lt}$%ySA!CwU~OmkUokg%lCA~whvLa{Q8~sk0VQO+(-u%8jx%pW zc)cu*@3Jk?8S^fBg92R;YNHnr z{oQ;QA{Y=*ak!lOzGGdS?ZgEP7iG~v36khui~B>W1yxwofhZc|{%`Y@^ijDS{q@oJ zj%JCY8s8lK$Y8r}?B|fusp@{Z?52I;eI4v-c_cr~WAU=vuQsa-lq{w1wuK-S{|OBC z>qcr9qv)%xSSnuy7^viW_NB6*pX>wMC5&=LJHUvzF3(Lkp-z;UUg4#dpm;*B z9Kf;(g;)EdF^+}zo*&I85LTQIs%P7zqj^m6yq9~(ABPlxbGiI78^-*H-T7!~_9WH? zW6Q@b%a4QWvW!(sU_T>Y_}e`w>WXTD38>`bjg!!NciN!K1)26GFK29E5foVWe%Uk8 z@ult2+ZItFZ$z<(%X7H|%3f3{?-8szNU}(!JU5|eEy3TPR4N)iZ^tuaeU_Z^#uEaL z_BYzk%7osE>*z^`4H~jcZ2&hmQKL_yhy{K9a@IpkW#{v4D5+LCYV~vmH*j(Cw!bIJ zKfBq(M%t1D!v6qasCS4m0e46Qr3G9zYX2Em4Q4rsnPMulX?6anXz>y)H@cEdX;k^WLTSoqg0Mz-bKM%HmYZY0X`NhvffOs`(NA^ZY5(7o3<{FwxIIB6 zw8Io8teZ6*Q3>>;SE8Vv0u;*5O4t^nU|Vc(n!NqlS$^5Wm_7Gcn!?KS>ie-qqciqng7T^Ca07sMUF#OcJ4TX|8(hs6jX{~$8Q&4KFk~e%y5`(a#zCYg~0oteq zl@<$Llti947uIL(moxY?^_ULVkt%Rr42uqaDm3divZfwK3Kt!cJ(EHwcv0(AW6`g|CGGJUa;GfbJJR@AuYS{ z|4N@_itWdnH;j{I(WOX(Vsq`mP|<~jgtx~nfjasTY6x)~)nkK4Q5Yxz`beTdeVvZ( zwIC*A)BTDXa~OlBr37RoyDxWH#a*#=^Uf;?((`yBylNwVoj%`l^eFl$Tu|X@V^BW`)`feLb#ueAnDlr_cU*SIg z6PVkJz<93XncL~u3*hR?jA>Ef7Nk)sElqXE1@EnU-pQd#Zj!qj$rrpoGMcspbNdP-ZpS({xt8fu?iuckO`0EBo2Y_; z8{a$aY^yhQ6P^uEkNGx-bQuAwrKGEPkrA!PPEdZ#)^3?k^;dIky)@OS4 zM%E_Kci>{JRPt?ClUXKzTM%bWY_DJ3N;pn(i<0Msz@Jafnv^~Q7j-aj*&P|N3k3Jn zkm&wZVW9*)e^O+`$G5143j$IL#`0xt>GAtoXx#jkLSMxSBW>lo3;Y9n1_T#jeGxp4 z4*?Go>WeCnH;P!q-sB_PXTQyF><1)8PQ_yVS*K*93I66^-g_h#0$n< zpSATO-!wJ1SVhbY0=WQ^fx0|2$+5=^6sQ(D%SBeYGUcaH0Se5&%>i;H#3of+(Ttwi;FN7iU zTSA8I`PR<1SpXZZ+Za+#OZO-&Z#XUO36;vE)PCrv>1~4JBy2-V}^jx!!TDd1@9=5&I%O0jhHF*}qN#%V_-I#sncAiSQHKOix)3 zOxpqCE2*R7e)Q}p4u;@FkmXE^QKx6`d~Vr11GQ=$$@a-j-xFmJE1Py?TqYAAYR^AH`IjUWr)f78B6nGdi84vVpW1@h=?HDWwP96wKHs9 zs&<(M>Ds=DpR;nz{5y0oELh2r{0P~(+Ci)iF2_Dd#B?mDYcP5P`JvkKYmHq{VM$<% z3hBvw7JW1mRD#N;QPrNGszUTzGb)-l6YwMmQ_dSaukey1YbFprr}-<7CuvpUe<0Kp zmd8@$F+x}?HkzbfF0YZdY^{r9IdE7+Q~^Po9gr+TVNbK+9w(cbkIt+9s(Rp9gm-@Z3L?rLDYWwwefnumY6e zl6qrbIVX=MaE$s1`o%~jD+Qdb4`N!@PYC=`HFZz3e=5~7;2>_T#(0?iW&&QB3-{9t zYk|Dc#?qHkn(s>Y@T8_lyM&@75GkZWH!Yx)jDkL8ic^>$97K*AU(ehOM#{PRR?L*9 zKx-wq;#Tls#Oy$Mps9M!@}A^vrM`Z{J_a=&$7jEISwjt0p_F#?k-jg!gjt6Bb;Xs# z(v|(waltXf+pg8y@GhT-k-wa{Wv7pxbX;sHTc zd2!~ESJ={6=ff6D`qBbbr|WhslS~lj8N5u>-;-F#6XFhn%U7|(GepG}1p5KhzqW42 zY;acXw*@q|a?pbW7xlhMC<3678I(5^8w9b>AF5i|-dBzmsk2KOQZ0Z>O{*@WIoQV= ze-FAl_8%cMc}-eP0yo9Xp-+_F>K^g+ei@i*1!yI{LB*H1e_BkGT$ZyeWU3xY#a3`j zdx4MN%?7-!VE5kxfqX0`KK!fmLPT^hq%z61gxP3g0*-gNZ=+Nv!0!A|(IJSyPdh{9toBjFQwAA9@f9{O*S^}xkwALf;XzxBs z#0TJn3?;gQ{vg^=wdP8t$`o`EfA{PhPOpMCR#n~%M*w*#)vWiW(eU1tPC{+P_3@@>2}TxW6z zbc@MIj3Ehzc|r+~+j@z~=@5RTj;-~>dY{GDV5Nk=QdVRIKrM>wVvqh$XY>&Qkj`}N z`|rd_YGd97eTic{=-s6)7H8WHzGmNlvri_U29dS_{|94YIgAi^JIUF`z+qcpepp9{ zs1%k|<_MQcQih}DReo0KwrUJOqQSXdYn8>dK;z?BWBaJ6>8cRK>dW`TnsJU8PmuN9 z1rWm+BEJSGR1sIuoMV>=7V*w0%EGt?Twlu0M|OB-RaPY210yQ`tz7QO=9=+ols8_z za!F{czc70+8y3Wl;--EYR5yI{LM?_N-8IY5JK(EGuDczVWSKlh-RJZ8niO4kf1lX) zJOE!aL{pyNO~w}aWlcq}x5#uw^$f52SU~q^vgyQ5Fg={zmdaNopZ3vX-K;Oc?>pl@ z&7Q;Lk7wOyau&i8jkbO;&CClK?sk+Q4_u!S7v68ue_v#fS;93+YNLJQY5fVv;XHs4 zz=UFS%Y;Lz%XwhtSs`d z3%E_B*ELXxcZ$kjTJ8=FY`vFL@U*W7AE>==_%rP>3W6m+nXOQxLd!+M4i)Ru&#NHw z$mpOjZ-$Fm?!QB+9X_x{6Q%>I*ASf|$V%0-jB;Z=?e7exqsfZRl&5R4j?-#Z>)5^( zPgDvXY>h})zODlI-^@QlxKJudt|AV8sKXK}bgQ1?g-Ilw>jCgR7)IM^N&`LM0u17a z^x(z-^BpKG)T?9lPyo~4FC!S{BJtXNs(l%#%!gF*Eh*MZSmXs$4)EIy)6X@{Q;McV z9zjHg#x9hAE}_qI|B)6@S&Ml@W^6-d4}^U}p}k-A{Co9^y29n}Kv8q_y%fgf??RovLE@MQINkn+?;!>0IVjaNc+b~Ty0W<#5LD6Uz_@nyPh_)tlWi9#1X z{@G0c0LYXtPkQ}n-#eUo&ka=o^kTY;6vwJ`It==+W}jEdQo@DZlQU8jSC>kT!ASu> z*#WW14g3g$1IInolW64RADI>M|3zj+2}5(Mk3*8svb}TNJxd748geP;f=}n)y%nMo zOF}5XB913r{!#C+MsZd)TkMCMM8X+EAs>+Q4LJO)(0c|+i^maGiJ#D*RyTunC5lK< zsP6Jx_~UyfDg`>PLiahMctm4(a^l)5vQb^vghpK03v`L}KJW{nw~E~wDVH3ZeL`?tjl&lWxe4&o{u+Y* z?lv~LFeS9e&#I>xF{DY(-{^+ZjpLNaxV%RZ>(jgkjuiY9#L2^Z;z!c)&W|O4v0Ts4 zalATq()Jb_#|k$XkOak>*%LBRNWz$*>tl`b2~V2_@$L=7LY`b;kDH33jYDF(nf$ix zmoJ2U{XddlA-S~VjwnOr0ce!Y*b9TyL}wZDCVK%e1)b6Xz1LDR{)%*Ykh8hUmBX5^ zq3q&q7NnWksNn(}G=FC~xozcn^6%P9r0d*w>m5K@iX6uf+^MEQB`@(3wg6bhzZcvo z_BgQ6P6(bxi_HI#GyoPSY5q@~WDXGuCI9U%UNg>$YY^KPZA)0YC0BY+oPawJkWwn_ z9RUscKBR=7xz}!=j$Rbiz9qpd82`c!9_j-I`ZqAt%2GKZzh`*b)T#{`wGk1izpJ~@ zJD?arBv{`59tw<8z8zijoWqe0 zzpHL5thzf79>{C=6u{jRhUl5D5Xg?20A6s6%<8yh;TvZZWR?DVkg%>z-IyBUm#H&F zmx~45QzmixDKnr;V1xLp?ht;#1O~16@N%eBU-Vql%jHA;#ghn+7$KcES+rPyw)49x}EpDlg-{hlAm{+_yojpWb|4Rz?`vLNiZq?j((AmURwncc(}OhHCI8yS;2`J5 zwUX?@X8i(#E|Vt8A`$qSQOxeyO6`H!@!B(n61`0HSq^EeO!TH8rEx#p@zPAQ*GNm8 z6(YDSKi>5OvnS>~xWG*i@F+YTli<2x!DS%tqhokOYRT%2wCfVXe8dJM+CqRtTMPW^ zc4}-*&kWU8-&__>6!Rkly8>EdjF-p(N#vXhz!*XuQN0}<$_oG056d#T*8!x!7%cF{ ztWc2|cP}hxod&cGDNOrRY2aA7*u-K!_%u>{*oz@n0!yC*R}>&ox;qpAp&lQ-kUfVB z-D98UEpS=ID`V13CK53aMbzg?kS~t|nwnkjhH8Yxg!2|=99-N$66nthDD=1tNW+l$ zQ)~!7i6%N@%Sw^^3clnQ>7BK~=KoduvZ5|L0BaalWR=+}7YgKJiaOzDGrpq|#?X99 zUqabzRQ*6E{{Gk-15LcG&a!Qd6OdLXzg1eLtk}h%UgjT|F0nWs3*`c|4)I!@N9yIH z(Wc6?glr%wE9Ik#t*(h%!)fneL}W;XL2|W)kx7H>(Aog2r3h?5{Bv6+W1=h-JGA{r zUlK0MYENI|o6wHU-Qs|hMU--I>{hxz5Hp!Yh4c7~;o-UqrEa4*&8Tb|j!zy>FKPm# zXzdL_8!hnAj9PTA_P>4e7e3(SK!Ex)It#xRt|OM-k^7%${gm>b=4fop9@w8taHzHe2l+dK6s z8W@monuHV)d%(m7CtE_zSH_P@@uSA#b4)X!!rkU>u1$&R^@MMWy6x&G6^Rz1fHGo-_( zb~h8 zThtC57%LjgqzpsS{K$UmEqos=_>K&=L)WP3i;O7&xyYWYdZC>DqW%GM0eV#5Rg$vO z|H0l{hE>&l{lbbM2$E9L0t!-s(py4WrAwqkB{$8cK^jRxM5P;~V*}FCSahd!Zo2c# zg?isU?|ILAo$Gp@_uK!=h6Q`AHRqUPj{J==3F{`t?vHB7H7UcW6ee6(e|35N$pe{* zF{w!m91!&J@kTfQA2|Ajm%rk~dNnq?Lu(T^9LlZ=|Cj|GdEW1DlxLHhIhgx{s^G;Q zn?(W7onFcBOI%RR-UoNM$ppc8mY`U7MV(O4KKE43>I)BdUKFUTT&;k;2xo5ii3}tI zQZ+Z5s>rIDluw!8=ZIwBTvDR6j_T$`5pP|{fI^#%x%`WBlC1gKQMYY|;E zx%R{5i>;MY8s9zdyFNBZ20kCQD^n0k|ekEnZH% z=xF!)^gu=)6W(Y|lG`0I+(vSxG>qYy+>GV&#S<=)N|Qvcnv#B3`O=0<&iyX5`rGwhY(%}TL?EA8(Gq9Yu^vJNjuwL2!4vn@1 z5o`|qMkzTRAKx~EQ+T^OwqH+{f#I7j8+3qr=Y>-Aq8H{rBQVHaEQ+{n;EQ=KdW2Fk zBmVuc*4rew$VQ6TKN`+Nc}%>2B=+h6w)Xb0!otCv49O+9)P+PTw#=dJ{i}!>;12 zxZm1AzZ<4L|K84kRe0pybp^fZ>^b^n5Z3WUR{aAtg&eG(eg9i}8ML{W+okj|ilrwe z8$LdKYq@+u;c$Lod@p~j@ zR)}E$=wzT+qGB}WTK%h)N3+EmX!{_O$b_>hG2S$mvqXA*C}>U+z@tOWw|xokX0DIS zM$r3sJjZKZeM|Z12>0MNz@eIf);ts0uNzHYoBS#*pp%CneurG)!UueZG;wg*-ftE? zhzl-OVr)G#MpteLeMyyqZVm|g0fsz#1Pu{YsMN7fBD zIh1|w)qv8knFz2Q0le*x$)A%jf;$kN)KwNiu$s}RTt(a%7aVSxJm>Glf2Mfi_&vN> zt?B&~tyV6nfkuHN>984Yk?9(pnD1e1fWcaPNlPKJPiTdtKtjYbC>qvk_;f}$m0iWl zfBaqsyvy)0IEJYUp6=oo$o7m;?lpN`v_$|2s${h{cey?X;t{UI5UXjPo>J2ku%^@G z3Q!;E(&bSFNOsZcrS6{J=Z#rGNN>LQ%kDPRK&xy21BwPlhc4m!9%Jq_ikBhhC4`*w zbwAeR`|;O=KP&81WtZ8{#U6mr{Oz)v7uOcKKqn^hV?w>OM-tQZ)bUf%f%IXyu6>5h z-3xUdk$r2Js+LB(Cr122%ZLpmpAArBGHcR`%_ONX3(y?fFLydj7hSuRugsAHvGL z8MvlUAPEwDAyzMgYy3Yna+UTPSDKeT)adz25;l56s3<`7BNR=}u6)q{Sur=e7yrYX zjN)(Ax|;*atXK0Mz^C|>j?u|Avu+P-np7pd>m9iD4P`sr{AOD-uPyqSY;Z9d=3 zZn9Ieky|q6uki1_t8YtTzoB;30=LGDAj6yHX~C1XVoqnOX?|*3F6_6P>U0fuy6#N4 zwv_H-Gax&>)Cr8jIj6>Zq+j&OU!B4hn)JKr^=h2DtpBue+*nz&@we}9GGk=56AsV| z4|cg!Z3+89w&C+@F*%FV>qg57>#o0yjXDTjH9^aDNfmO{g3m)4ki-4c46UT@7=x+2 zE?aPYW52fT{hffEa{G@bnO)&r+w7(MbXEuSCfv-s-d<0IJX=5?L*lb|o%kEK6t}@K zmHN~19<&VndG2THdF5*xKaN0eB_atLR~?V1usZ+(83o@Y4eHO=@7m##JDdVdE3!cy zpn0IJ+(g+YDfFw31*5)Lq`9~sYdI@ztYQbdK@B_T&cccoX+)`4S91$z7WOgHko<{) z?&maxT9qNBG`Z5@iCNarqIhhr^`B_Yr$``y5AAm%Ki*Z*sy#K^)~PPF;gmn!yH)wU z=;r0uO`Ew-Ih4n zI3{{ll}{Q(HL$KV7BanJg%hX20r;$d<=L04H_7A>MByP3W490;5X}o?_*dF!y1qae z>u+D)J{oxwJ;ZW@%~`7IjJeZ%Bl5;WY&N!uOBmkwSP|QEQ8FLIP45^ybh}Zz4dcfI z`chp@iO?$`&`Wl}RPwTm+FhiY*i5Y(6c~GtwCaKs!f~fC?OkJ&$y*EVKk?tzDSw0_ zv>@nY(W0X88OqrMkjqC7SJ%XcH9@4iqg!nYFq3LH8xCCv{^+?sk5zpMO5>=)X^m2%!GlP4)N6UFN4jUApoW*!o z4V2I@PgL`Qen>0p(Z4$cuIL)e(cLW>QQ$8*3jC`6y9q$$u3V0wOml!sjh5DSqh=|V zYdn6A##K;>pQ#!|klcJq68knWL!8wGG#B9FmDNd!NhMJjtP=URTg?>!A{LAM^o@am z;JQ2IQ#6%S^+S3@jRCu%U&4{G{%{3u_KcOu)XbyJauaNabR;RPMZZ2hzQrhFCcoPG zj+Oo6yMy+l&J=#DM=$hOo8c@Y^tSKSD}~H5SS>c3s!*|b&Q;^~+gEb}3by#{_a9yT zm8elapsU5c*I1b8@^Z0dm<7{+E$y%|Qy`ngBj#4SU-M@M9In|F!MCDK2~7pMr9SP> zW(NB8EqEo?vuKa6Y$)HhGcff_z$#8X6qh|NL0YvZ*=r~#XLctr{_D(KFMnM^F-YjCArV@Enb{ei&uDzWJRgIXJtfO-{P_>T25EFCpuAK`3Xk@>IK~wb!otOp3A_Lo1ydeheLHW|F$kHi z`yXHDp4_ImDqJZ8B8WuG??(yqe^qq^UV|9vTC2s)HqaBo=&lh-GWf_bDJF1A zU6EHqexqWl{a>1HR?cSKiAcAmDcF$fh~Sx?n{sQqa`Qvpapj%ovU>DTUxN3{ghY(; zfmtJabZA!^0~6_LyAQ=ayy1`7-0EAKHKu2bI+Kqh5O_4x1COu)O^uF+jFH)g4?wdm z;#^&dibrG;?cEsnTV#iIWJYjmA^mwk{cZP*ig2R63%ko|VmeWi zOtEhEqw3g?#K3z}m00_9($*OV`mm z)%k)v69a4QwcH)wo0}GG_Y6%3%{u6pXR2e)J$SwH%e^^<27`?e#>yi^jlBvVL+Cq- zIr&}I?s7;@+%;k+;mC+K3;%i+AJ4ja75=M<$UbCP9IwhyW0|at*O&|=KiV|cx*xsf zw=u+I+izC|{SW4I7ycZ$w$I`P3YuBrm!HWrXc7&K3rbv|6T9#PPv~;l?%Oi_ogsf*sfJ0G!7+R`rVn1)`9-J4v~ zJ1ry+O5hhO=nGhxa6~x;BcyniLaUzWoi*0pv}tK!em5lCpgezYGz?EUkLFl08UiH&r-N@zWMVtoe5y{KJ^Fg(-bP60!TRS~vB-WO%SjSRUpB6Ypv0nstsR<$un zjFw^~we7^J(w#Uh-7i&~#q~S$7@>f7w}!SED(nMC8%)Yf4z8R|eKUFh{{i;M%VN24v0}xYiA375 zVC7+3fF|#3VML1o{anfYxHb1cL2|&Oyd_Ez;nEYj)BW!1NN*%h#O^JZMsSA9q^ppP zZvtmZbK8?Xj>kFC6H^n6GD&va5kgnhM#yMDQ84|QfRcU~c2sqp5T9_t*09 zW~|0#(1|2qyFJm98|o!=IbBd{?1#wDmg%DxJw2Dvjo`DVZ6K>lqw>Not*;r-x|H=I z)iqM(jg*!{FP5X#tOkN>L{^Or)=Xx)fgJG-bJ-E^Hk~U9Z>61Ym3m)&?D{1J zSULt8lXJW$Z%^3NRJyK>H_d#w58zOmtK`9{dv``=;Ox4w!2;(_K3K#HprmG#-Dy7F z(fW9QxwvAvKTo{Ue({*-3Q!u(xmQ8|&R-B^I)8NCo7L}r?$2S3zCs>{+j4Oi1d3CD zB5beQx;uVvPtsESYf#sb4KLpx62>}2w6;%9Jlq1d%Ce`)Kna<8GBa32D~oH%1N2iT zYa`R4kD7l(YY_!AKBNikpFX7H{+1K@g}!*dNSCZ+2ZS`m_Az7#CXNq@WuYq9k54U}#W$;vM*;@%#10u5d|mSP6uZV&uve|eTfOE zS5-f75I8LRpfB;M|B)WCo`0X6#>-?mnQzXxEc-VE=R8(&&9 zr9J;T6Nyr!Pp{n{;?#2^DheI_22k6oZ|P;>kCtE49KB$6RPa{~I$-gj2y%u3gdoHzCDEPYU2G#HM zAAvZ?3N{hMb=-m3&R|h+nBo$R6*G4wA~_--e|@eU zbHmoE1x|0oEIZ@D{w}5M<~tdBio0UTQf=vx5_cmF#U$vj-=sgLT{}5hGfJ%46EIF( z+tc11nlGin$FEzg+S4@`8W5DOTXR_}EgN@P4qDUFz{HYbwAEN7M#G|ec>xWJSoCMC z+cRcrCT9wvCHHYhUJ!V7I&1H!7A756b8}U@-xmpcD(8@dz`8Lj$~(E*e83$QUK6g+m!rd6dunf^35!`P$)WCBTf07zQB*S@ zRqHj)IchDT5y+s$d4sLZTCrf-!sk|~axxi;plkh%R~|#MxL(M0q>=YTuOm|@^7ebB zUaz^yU$b*Uk0cLK+(TlGn9sTMdUR<;Agrw)BI%qLUchtLk@gP(YqTe)vV zm?~*Y!tNj~Kb4v?`SZV(t&&=)dx+y&ES^|R`le*(G0coj^C0x(aJiuUxvfTKeT+j& zr}xps1l5aRkNuXgF++u_^qnse2=pwK^ec5wlT$is^~`$eP7By|4@5G{t1LQu5!zOE zBi1`6uvlM0(DR_ETONY&tfgq zF}E+S(+$Np&qcY>^|(y^qz_g7B4CC(KX91IkCD`);AiKZcJ|>1865pe%d>*$1fmzb zvI*$Ol}H+?y1!^y)%2}aZ?z*6@1O2ZmraMkZbka)OV9_rmA?V;0NqQ`2n-L+gH#<) z#SWw<^4jO8;a53PW(1|V`xCZRi-qH+@6L9@f>HB{9>rf65{vMS(H)-;x@E%Sb*@b* zB6C`T_k<1BWWS$AKMy`}ERoXUu|Z5*2P1y)?|q3aMoh1+J{g)i!0E}~nAlr*?)cvO z>UfIL{Zpr4x_ur25h&>QEwRYTU}v+ zr*=Y0k0p*)UQH3Ia_EYMtkPjq(EJ5D1Ccu;Yr?d_32tnRzdAj{g;Z zl)|{jgznLR-R}5fs}~mS>TpD1xN(1+)=IR>TJ85!tAM<_<6Co|-l0A`V7MgmB&k6t zY$lXR7rEg>i>;ly9w^2*^cCK!OMHM8a?NUSn#zwzy+Mq$%6|MCUezbpJb$JhdHV4R zr5sGV-&1oSka6Km!Q)o5TkfW~FPl`qQrM|>$ zh?;@cFlZ7L3)?H#8_X|iq1f%$TAarxD{I*l4%L@%KKV%f=Y}UghqP$R7Q@qN9e;|< z-FUQSDR``{weh34H+`7PFqpKCeF0y1>i*H{^0pmdlQ=1j31O!lxa-cOu^i5k(xc2( zoj4=jyKiMLdeQ7@Tgt`oI9ML7)P!5?FAiL$DVi{q)(E(E8dZAzfa-bo{Gyhuw2vrJc45=7VWU#6h2VPCtimfIYza$WjcN4fE>@^?_&)HpzcY?0j}pH$^$= zb*Ggo`|Vc-yJ`=Ya#a07Df!CY>3LMx<1*XGp))+XD(~=%!{}aTBX1qgOsfggQMnD@0*+zrX z{Dj3;W(Qtx;pAK>e6it9+yb;a)MWLbR%B}TsI^p|%QKsH`JJr2PvD3a2$j5*v2 zxKrIH{C+nPxm;#hl^V~vUmaHy$K#P5N@=avzico2^`K)kW+$d_jLH7k4-wNwoYl7b zxlmuCOo!DL5ruO;O@gdcFn2*TTi8FWeF1HQn2wyV!{)X}P7I$_g8G*=&ofuorH`3G zdNv=-0NrjmW&h>^FA1zshi;PHzShLdotpz3Sf^nM)$T}0wjWMBaGV&5aWH|KTNQ>0 zA!a*Y_HhmDBB^&dMwP7eJhnfCR@i1OPK1_^e~(!!&w+P7Gcqo}ME$f#zHvuc`pKuz z1Jl{?-IKHE5$wH0t7rk39vkQcF;{n*?_RaPELs(d8v8mYmq4;_hk=g})^{8!bH^FU zcDTnRQ|R`EZ`Y~Lz)P`BbGg81KD0^zb-m=4Y^lwO&!oS$w8JO-FC<}swro;^HWV(k zS9x@?A4;%KuxT2KhgC6KJL@2l0yX&teu==>4`1q|+gaB64(SGGBbs93sH!m z&M?C9Zg5z;>q7F+56urZZjeVrMWoUGVv8v0pMF)X{ICnhmOuLPRQ4Lp+$}_%HTCv1 zTk$>G#+{~`k(hZ!yD^Akx%uH2KgwUJdNp7%v{UJ`)*T6V?^I^ZixiaL@|jZ|9BPx* z-Z#vxahv$0{jTp|9y>IvH$9&e6Isr{A;O-=E^-1|tU7Fx?AA#>?mpvK8*yjQ!XyrJ z+ARyXG@aDhV%k{nU7*}kqqYHA6%f{k#R{{xFv=5Ld;WtST@y$IB}87<)`g7=zcxTI z7D0%<%efWs>*KWykan-A`l;e$V2=3?s9_#dw)@`L0HiybYymY^I=i`k-5bQgIlb|a zcXCe2bcf1jb|Sa=v`R8xs|xr2J(IM)Go4H3z4j{0+XIdC6O;is@7#*pR$-}iCxsT0 zns#MFr4`r00yQ_U+>#iop);#lbvWovTq~&=sDkk`zvKjZd|*i_K+h$+^u9^>=b8_P z)@=t&Ph-V<8aqC)^vmO7->eog$hLchDBxenwTy6dRb-y>D#4t)T4B-Wf;p1?1FyZE z{4}0%PCmi3ht{2=Qv!n}tftI3@B61K=L_s52ByyJOWy%W?Oz*2ln#N0&S1#Lc+;da z>b6R*bT|zV;)p>5#L3RUyQJMs)d!p@_g8y^e(6ghbW7plaCW`TI%Ga_xiZmV_2iw* zSdS7;xb}TU6z);o)g}1IYMDyf(X_2n2FAhMQCSHG*-4+eo_VOMN-3<#w?5UPRUQs6 zPu*2mZup+5TlCN|+$JoeO_kTAyG_1&_BgJJthYt##L0Nd{^+phj+vcnyKC5zYvq?F z_H2boEYB>)5uagN_m|Z6{Wi((j*oj-Tz}?LT1>{__juG=rsA#yvdRO9=Od-L+Pgh1 zyLESr`ROOh;+!5QM(*60D6WV%iU znga^_ljv33-H)$*d%#IwB>uSd7txrrKZmn=6jGi#sV9Y@_C}k-C<%_Y3R`?p6tCCh zaU@aCXzidSY4<;n?w0cFelK2XOe8bN(BSwh^_=_j4SpQyd~G3*pl)UkCx z!=<~rwa@D5kDU7NYt_zB&c}rEPV^##t@pCR@3cAC>Bbps>3I$Si@3tYQOS=u(NZH7j{t5fkxV?`FXZMe?ueGg5yWlQq_2`t9XXKTIyL}JxW-`jB zios6$)Un)K^LWO1#=^P@=S67Z64j55x;xPl)eKG_!iE*;q*^WiZ%Cn$jOE8rEmP`5N`stzHugzeCLE3TFySh5gr}(Aoq`i=O&os8gmO6RkwD+mkGG5KkXXfs0 z;{t2p(-_!9_koI#kqa(9dXR?sc0J{wpred7y1+WD);j!1!~DeI`+;$dgT+`VWsDf1 z1G^xRcx$fP(X8@_?L10$GSDp;?WR?j>yU7~(8QcVA_}?OR+~wd=6+BnIk4;$TJdJ0 zINZ4X2Pi@=(v;SU)=$`LhVmuPES~r8-{!Ua9QgU> z2x_Ri5|_U!B_0T4m!C3BqObGpt4=LOEW@Ko#-32X;8J!oJ51s%M!3F-A<2SiKl0TfSB5e=$cvI$I ze&)iQ64;m%E>nwLNe+6X-|Jl-rqGFZ@wB)_(0pjMl}2%sftsa0l$ZXuV^9s=+vMtI zLjBkFChdXip(@;p?!zU;9v&SbH9NdeQNb|m6xq<;RmVgb(a90Ohawx z!x|mq&r)SUhWJ}vLnPUszW@y_10*&**Ugm_a4gR7XoX#m3(t%1jn{(r5=Z^{JqRQlix50bKJyxv_0=d_RXYgy^UVH>ThdJ}Sy zqsRQFqaU`cvq`mFrK_ywG9Qre?JmzmO~Ox|>)CfF2F9-(uYA^R1@xy{4>Wa zJTU7%uJ&!BKYtNTT0+N?QXP98J0yIxVgyddlV3hed-x{z;hS5pX6eWy29wi`e)~f@ zKc~y*h9Tj!wCFK#v&?x5-hF!9Y@jeW6H(8=9kW_o6K_9)A!)@*@~;ulD+kQ|vExtw zi~-R3J+OoV7e5o1K1Gd`mp}g&o!-X_rVR)v=X3|=S+z^><#_JsIxeugR``| zC*>3A4r$G_!y|-G;-U{r1n#sKw&qh&3=bIzU}B?LQ! z#?kB_FN#1ksSR*z&{e9c)@3YQ>hwwW<=m36AMd#s5ODTqK3G!3%5RK+Z<%;Bg)!^8 znw{;LYQc%E#DO9ISf2J}8V;#{tQF=&K%C7Xm3x2fN=ax}N{nggC7VOi8n%4;*#G+184feVBY znb7K=$v+X5HVZj-0zQ0=W-l)hI&&)os+)rUkLh*63ma0n2A8Dl2>*ReAXp>%7!}+6 zKgMXD_=r_qO(->tS0MiC;+6V93H&?p;^#C;N<+hztQIu$u7R2Q=N)cjs*aiGSCy5D z%;EPh76iOS3aS3Pbrt!+uJS9HdHC;oVKvDB1`N5J$|(1N$2{6$xt~2RAL2Z4_R3>r z&kB|s|HzMF)5kW`52Oeuf8DUsH4-SJZ*R63$R}<$<8C<$g z3*HkLE;_Oq4JT<7(B!KST5tG2WO^y8 z1ij6Vrv*Qr)4+RYbqtp02iaTt+_>Nt=E9fWgmRP?sy{O~e=`q@*3X@{v_v6UD>u@1 z0G&kZp$CLSV*V>g=m?mg;ZlSuBWFKmCKPXVh=}B|coU|-&cp-5prZl9nBu}iqCtbA z(}k{hXpono_x+zu!}r4b8?ChEk2xwB^Blkk1vR*FpgX+5($gnx%0RRB3L*nsy&*1x z30-(!0qaD56aU|>B}yj`y^Nb8-Q-(pxUkt1Z5v5VH4t#Pp+F5yi=IkWAowMC1Dxd&EIRFy(&K6%9_h8vemI z5vNX4AE?}>f(f2QfDfLvL5`{E1>He#2fCub*Yp8bQ7T~D2<&|PTdSo&3qk>xrFA<( zm5;o>A>OSi%}Jl(BUu8?gdXw`(OAMIAo^xGfoGA3_}W7k%?Q;O+NYywuP4P}5^@Ro&v#4_(bdLR;Q_>0i+< znq&eNBuI*~2NRrd-_s972C|OT+XfWHEzZKtkZZ7}JUyfO;$*Sc?#cC~|^T#YmlbaL#+bKAJ!nNFq)uRTVz; z{GHB9W}?R{>HqrzCJ!pMN`fDK-z}0b!FDdkzSt78I|ELIvPehZlpr!gs z*%Po<(ji<1+C{0JbAHl)hx7ZQ8}UU(=YGV#%LbGDIP(z`V#zwdlAGZd+0UgxAY>fu zhhAZaHvU%-;7rlp>l?7ZrSn!XALav$U5q&tFU+0_{l3YnsrGj)HbU#mvXQ?fDc)dazi@(w>gm zbqqZ3cf;PRIx!ki5VnzGrlKPgRR<6E;g?kbOSMXJdu$pnf5DC$FOba~e1{8_Jn z?-mhgkai7v*8hj@R4$$W%36Q~=V8Il$0hjR8drzVUR=CG|5JG!1)&|)Wss-{(bC$> zkki}ssyRDJsT2uhf~HLZdB6>rujkI?GqEIC0woP+W@r)-(8jPGG~tFghu=)82)_`pR@9>4?1XYP@;te zXff}HkVx$X;#vRJuaOb}8Csuv{#9$h*_>qOdg<4POd1%V1RiTVHgtnBbOR4~*!wHL zW{D1c|Cb)q2CMiT<1d*`1bjaFh{i{mXwVJB(0Yb~k-tFuMWF}K_p#5v{{#vhpW8I& z`~IKM@qeZ&`kz&WcEEoa_&IOjJummq^x1N{DqT2t_!I3Ati z7-Z189_M84fuF{?i?`9Ro&nE+aN_zVh_McKgW7WtO)Afjiya1_FxrWh=;Y^*quGjj z6hy{!T^4UxXM0YjCOjRqM(qvKz%X@-EouMsXMlH-5oNHpNqHsdb__sPejWo zl!v?@8w!Yc`AEG1{+Aa$6rv$w3;z>IhMekZuqI!Z6;SCA1zAj&9$fJH1c(#3hBfAS zc5)srxeQ_xsbyd!E#+M|Erzxidr+^%@gC+BY19X1IhfXaY)m!pHk0WM;=xw*%>ktG zie%)IK5+V{(LLjKoX-d8EWo0jyq>k zyKi^RnknZlg;J<9OQfdumKru=SM3g)qgJcd5ZR-aRj9bLnhB31o8yNxK1rNSfcLDR z#2WxB32esC;^BTAGfr^Mkc;Ez>YKYJ&tIQkwJNA(o>xl0=Yum1oGp4`qX&ELofon=pkTnVU) z(E>3bD7)}nIbWyLAb10v!J{OENIfgwZ9Sja!A~dENWuT=bwgKF>67G`$hLWt%+LzE z`Ix!APd3vQ2b;6bdnKcZq4>i4pIx>W3`&eUg!^cZd8R1PC~#8~@U394*l7$9DZVJM^us_Wk9_4NFkkD~{j=i`k9 z+Z!PS+&tU9Rn1O6hSigF5yiv_#|ifV%bFc^%6l(l`&XHtK_Hff92 z+(}lXhD4E3+~Q3%tQpckaZWL-U{4UY%pjno z^jrZPJ#LI{+-*zl2vGMfLN)l~$>C0kIG#Y-6e*MOkC^AJw4T-O8_i@NPv0Kp?T_Be zwtuqku8A};X!OUm3oB%{f2BD9S`x)i-?P8!tHr%%S-sH`G*Xn->3=$ZTgDd9Z*YCG z@!l$dP3Hs5p$KUjQ)(E(9^tWpc@+r*$EVumf+xwZr^Q`F$GBhVxMsOE-=W~JlM>8f z+i*APE414`OiSfJo5v6ex%#tooQGV0dHzW&&~6t-=T2e-zdUM?y$K}HMYLHwsqgQ( z8aXOvh++loGEz%7S}0>lVdf=oYu{BlZ_OdPA2JC9XJbEAHN4__DPF(HieYi@_6tt> z#7g4zr=P5o?c%;&rnJx>E_$}p_oSfdwnh{$>v7tcPX4EJVO?q9hE13ZRVo0k(3);|O&LCQqE5pez)iFM(KeYruA(E>Z4R8z^fzI91D0 z9|A=raXLK5lT7X&uG=Xgn}zjoFn^1)*=+% z`5j|%0OBbteDeBWU93;IWEb#6aHdvG3Vqz6nJs51egyz(`*|1HV6{(K-CfCTNDp>a?Ddy$pW-3U)msWPZ+R z_$Bftq7j#GkkYE!fD(?3=*d zREMuf$;NQs?(_5}tdsLo_9p?>2@zA3*rk|nht;kk%L96zHP`GPi2=cJAIb-S!m&sM z6i_Y^c0U|!dUZ`@$BZxR@tqo^S>0oE*adV3GuBpjC|b1%!gq{TvWvd~EazPCLWs>R9tdSx}DUM-H{Gti7#bb+nCR=4wvVt+qn)Z9ndWiIo$|HoF2@> zq-`W_3lizCj#lh~B+Q`Ta;_01GL=ZFu1Fp8Qq-Lu=G2^>9`V}F$n+SNkPgQ3S*;$s z0=eJrH>~z-u+X4ApWfkidTtH}DmTj2^LRtLYAHKsCBb#|A&+y99G?T?^}=A0QMx^Y zF>IP3M5D;iuY|P~2%4VZssUZsAz;T?YFQLXwtHCDTY&|6|10;N58`ukzvFY~(|rZx zOGKMNy2?eckg`y;E=ekh!iSLcNj{P_ADoG{u@10}b`6B!yy^}?9wdK(+ofFN}iEQoGZXWM1F5;l|m?nrFO`@Qe01Q$4p0zr50Z&HfBI$`N?^Sez$zX-@#D zYiXeHv$of&SoBvb3F-sIdUs~u=?#OO0hCA51E0%??_8}K?>Kbg&Z;860uFdyP`w#c zv)+KyzMpNs&{;1JP*B_z5MHz0SZhlkRXPxMT+K|jbhMiOPSBPU3%O6qE2Z@Tx8wK5X*Fv(oy)s8YMvWk=MZXDO zb*|s=FBr=i8jnv5YI|PcjW88gD=Llqz_U<9ctX+#q8Qg;WxU3 zKvuq3$L@N$b{mg#-@d&ThEpaU<`9+m_&- zLe)a3dASGuz*vom~X^*qdMMAUo|Vl&3f_lEMGW zHNb-GH1-~`I;Ue`*r4q93OrA8N=Te|NB~xddw84VB6{(aC>VKivp%)yWVA9>db0IP zgp=Z!WtUc`cmQ50@Ja4QJr4dbtVZ8sn2bR0-0BBrQtyf8dIG={lw{58tixubR8~NK z;`>31gT_k+Gfw&ew0VC@OA|;MLBQb6kwF(9ZJa5imXKH5$=T+L4{&P8bnGL*0rejj zc1Viz-5l{0nZ@iHD8)L9u2IBlOI8UkgnIZ{5+jtbQh{+)VfhUpx=pw{`T}GngZrvh zD|1RN6c98&z@(mGi(CeW!w{7jH35v%H2NK48s;Zm^N;P8fz58e0-+|DqLfGC3AU+F zcvI1Z2L-Pq-CDzG6DwDNnQzm8ZrdJ<>Ta{Z|ga_c*!TFa`Wr+kIjCSFQM?Mhep>q`*d%!eR#*-!%4 zA>>}ozoto+Ado11oHLqni{RjUvj{1xg59-=iG$}ZrNrPLce}T*T|~Eq)?rfbevekO zrp3sMShy`ujl9Sn=3Qh~PWcSjut%TmNURlOIcm1MLmd1|wSvD5ON!w%o~G#glH!(7 zk136SU%r%f@|*Q$Ss9xwPu;|2+gIoYdWq#s0*|vNC^1T ze;2<emT4BT6i&MBrz>e-`5`= zf{c*^NuU;I3UBa;CZosJ559QzpTIz#fLVFW3ue;~q{I*Oc@n=w!x)B7elSk3DQkMt zMLz{V8B5ir1t~_H$inzVEUcOzd2}sdu+{fASdFAn0l>cj=CAgGkfupgJqDRJfwPU) z$iBJFJuOkA{@kaCNk1~sq^5uxPc?jx-I4lw3SFRMK)^6ML&JFXlMB;vcI`G{dWy6= zo_Dm$z6*3WvX_2=C!P<*1%51oO=-EOv39t_x;1P z?~9YxCX@V~m7$((Z47w3(B5cg#XIwW;6guF4D-WXl({sugKB$+xlY}D^q!C7m^T-3fuH+LF@j`qsEIcNzZX0e5$J`c7>8Vf)UAW2=3Qf5n_agZm!`gN((YZ zsj0%FMCuAU-h{()nNJFIKmL3lc29Z#!Gz>HZQF;#`4nb84Hk!SQN_S^Pv>=jQsEnr zUAMN8{HJOLGCq5i!46`dWSQfw!N@A#I`#vwg{wDkA;%t@1vqM0)HXK2cuFIsBvJeX zaIJE|7DJDEr}6ApT0VPSikFlsUy!q4CpS0Hw0c?9e8h`%j8KJl6A}Y?V?&wB$Gu&-ZG&;yc9B!rGmVH(KL$sH?5)t;)v`h|ModFoOu5evQVVhhhU2k|HXDqA+3K zx4>B#8Zu6d*W`SnhqUt#o7`M`vY)ZGVlcV~;$s#DM!qb}-mB-(r-lG(B_nLE(~=talF@d(-eM2NQv{M<%Vk8O+R#ytk_0lQEtYJr z%0!)JQ)BZuhj(?kAJ%pni`zY}N?o9J*Tv`md11cf4Lko#e=I9`@-i`j64rw%rU87D!U!MPR}q=%!KO2ejUel^3o;D zGihsANkV-Z6jmcR9B}g_K2RDAfGw6swFfQd7ZAUQsOCzS{%gCvzg{1hrf?}farNx^ zx)de+89wt?Q3CO^3!8Hod%fNqOhfo_RSIJ4Yo>qTsCulb6`P zE_JkqQqGU2Vmuj3J;MtiVV5{+Br~uwVI|%Go|*uR|5Na+CbG9|OH;e|3`Oc0Tf*Mr zk8&YIsETLAvuq0W->~Q!rVLuAFs)aeB(~zGOVpR(THajaOhFjqNcp0W$qWR4A|~A# z{@ypRdp_Z`EN$tXZju?#6QK^1h@O)X>?O0R=UO8!udf;=b#ww^#6+5Jx) zT@9t)!q^kfSnduORv_fo{T)Y_OZoHH^ARwU(N8vM40M|(woeMh;X5=|si)bx?i@7} zH(kmQocw@F45iJq=nI|6KG))uKR4(#2x}dnQ;g0p!o)6;q6Q~P{VcYPD-b`rYOsAw z_6XPb&5Q*+nWs+nCLGa}#>ez+{YdU&FxdMh&W!?dEY57UAl@1Tj|#XmB!fu>F2?=f z9bxO{5It!3V;;B`5}4A&0}0drL;VN+qIfj9D_{I;1EQWM`+;vUJSV`k-f8zZ>|FH{YwfR840NLGC zHeK_2J)Bt0HiuwGFPIAF6fj#6s}?v!Sd zI$S$A;}kDor}2!m!Zkc!jbGAzJ36aA&~Sj{xux^S37{HG8uL?Y@q#gkq9oqit4_Wi z`URNsb8IhiKH+?YRMR!@u6%u#RvOpbErIpRh7Gqg2FaIcLT5pc-4!b zA8wV3T``+r2)`d`Grk6#dwEKvQR7^!mG0|!#s-AG(j{W_K@d}l*AX5alOOdr#WTxy zt_#1*Gfa!#_WZ8Lu@mGn_XzWWl2SX1<9c6N2Qx<^j2p;HK1cCW9uqT%cM?74BMJ#3 zYwsnvZ9beYnZtea44ch)`8#n)Cx^(m$2?`y*S-R=(>Q&J8$8bEsJbEG6S24+o1EA9 z{6=$JhulGTGv5=#CsvGR8)-4v0AEc3KLmlNA#~tgV8Oamco{MzRpG65J@T;GtC9-` zE|gEL#$6p{H)$Uv@f|pD`?_j3LN*x{Lz1Y^BMs1{Sg4PKXmwTg)K8xM^4?M(YhSZ= zE6ohHlx)0UpL0T$$;W0}j5|n5zq7zFfWhH~w_@{%!IazT^^S4!HR<|eX9dwjCB3lN z-yb@zbT(9med=s5&X^WxXc^E;Oi0zaiu|;4N3(i$s3a5ENRLfLf+#|m5jqE#85+=7 z4T6_W=a+Cjo-Q-vSpgH(yE-_dBcWxy>SsJWVz};F5SgB5T{RTu18W?o1&xofJaO)o>+#ech`AO zbNQvMbdQcWfqQu)*h06H(l4l&5$%o%1E1J+e=4z})B9lA zzJk74e@R;6r$BK=czru`I-z%(aNom4){nVVF4&CD8Ix#$-Sq`HYYDM;~jF zyUo6Rf+l@mvbozZ0U^{Kc1@FW2lHaF5Yx&&+L`6m@p#(p+*r%XFZNAdS_)tdTk)MP zkqygDc8cT6@yvp7jsvOlSc-WmdA#Y!kwrb$SrK-{_%6Oyq33p&^d(O|tPw*!oIz~= zg*Bq#aa|au6IpLxA}IdgA3-^;4009l9jDR^O~zDA7q<&854tSpy%RhYO~!R*rF!!* zDutsW&f{=#7vxJaVbm#!t=XqohJ91UlB&bW<=a*q<%m`-y*Gf=NW3R|v$` z%xseLM+CRUAm_I5+WZ3p40n&38$N{<#Iq&2T+SdK0S8WVhF~!X24|SS961vsz@lqO zoPH0W7D#rfo=z$B51a4eB0jB%M>!Fe*8t|RPdtN3c}An0C<{VG=!kh#lPl5=k~^}s zkmmkj&y<)Ys`j12U)U6My*D?G;n1m^xt}4v=ZnF>QN1q4q@Cf?tLvACJd)7HsSo@V zb`=Ey?H)nc)$O_7e?i|bMXx|uvI`X!Y71mhhtG4$7v9Zj{>&;9<4hTriaVu$DSFFG z8H1sr4AtSNisT$9e*SnFi2w7T8}NFiHIs01m@M|ttvDObNb3-?iu_5YJsBTc{V*7| zw?Gwt`_uicHO^$pQZ28tl|&KG+AXRYuDs@Y+2F1Z-h>8|e%e~yM`V_>S#_S9S37v$VxvIEKC2cdS!O*<-1XA*I&I(RYh{(y`B{ zlp)j`=P>M>I`LGe<14MZJFRC|J(E}l_Dzhj+-phV)@e|Y%e962zO~oJ;&r!$J~9Xr zTLzimASWD%NY;Tg;3B|)MUBT%{0;bn5d1`R@A9xu8q|Ytji=<5?aZl{LJl_X)HZ-D z-n|mVLSAG$`=|<>gd5j9pe>2>T646I9tFIE1vWRci`p=B;%t+Fpl=*i-&gC-PJ0j9Prn++B2V25B_PX zq@S!;=h41FGmJekwyPJMVisQ2_;TX5#YNs+1%r_-TZ;Q+hW1kXjJg94wrqpV-kyzjth$)7R7efKF7 zBPatxb{c21$M_twJ&QT2RD#7FPt%^sxcYnYk*(qHRCLc?Gx)CG{LP0=MLGu&8_t-p{Pg?n zbM}9qb9FBEowC+?=R4;dbL2CgS;Y+vJPqLx|11*Wa5Nv9C8onKHW>A~CRFV<{WxkC zXIlKF(P$WlH%GU~a{K4)^|sOw(a~(Y^LK?#o;F;KsXLzNcNC&L8F5q8>u?M~t}i~l ztom1KWEFKsywHD|v#*WXpf@^qG>gsjKX)x^-P*^^=Aa_~CpLUxgT_bWKVlQbk|sk( zuS*M^qZsHZ@7>_dA)BMK>)&q#E=gz1R+%T{?t*PJ8jj!w&&-{_GbzZXe1?HoWz##w zFow*P)bK56eoOBs%<2hsSxQe*=gc}H9(e5ANk6>JYdz6i-9Z^`Ia=2Wm9H@Gj~$ha z#%%;ka^8!3b?c;e7{io1m3iK)Vqu2e&&tE^92LXsEr}) zA^3h7=SWtUyRClU#~#g1lLp%_$i)$E)3`8grPy`*Qu`b`zV_JcRIs1>+@WNvEx@); zVpnIp<{+3|3L(J1HLgbLEYqB%n%4R`h>e1HDK9`>RXdUzPnrbxMHNaF;vu-}q)G}kwawBU{`OcwhvmS#&F-S4f#o< z5Jlvs(QW>e@BQ(dec=ime@;C~-(H^_<+-NwXf1YOYd2Dr z!J;+)v_Ek}|NGm4??-3lDb{sQmKL31Z>)fcV9V`#`8ZIEN_c!R`uShmGzewhu?*`=#biS@%Qo;^sns|ypLBo76Z=U6!W;%b-{OZN+t#_rO6AH<)N zdGu6NYMN~%`9Ys#JZ)j%w22klu!HS>0|+7(P8RraRp;9I&$ioinaIhI=b3$KyMO4A znSrFxfy1peQ{!#d>`z!*1@*sgM0VI1<)|Z6vk2?#$g6 zbjz`Y=Dr+P+R-3bz~{W%rCZUp4WNJ~dBO4bSq)w`)4%9z15X=}vRoq}Q>$L=I1;K8 zToSW6)Suf>Z%MoG;=#GCs+m<=DZJ1o2bE?bne;5KY# zHM5yzbV6l`$ImyU3tSqxn;Mx+V|xSKx4*w*5}aUAMIequlWaWcbGI_S;0+n%66YFt z_yX!Bj_fB_@dJ7rv-ay$_?`x;$7joM^RIl?bQ;QM{YO@<>eaIc+v?b+f4F{`kjvwJCmWQz!80JN*UGCzo3lM zIS+Sfl*7P?y`m~4ZLLXt7Pi)Z#+M$Z7wuk##5_M=A*%_~F7^R_NXkl71!l4?V#VV~ zcZK6tZljj)_Z;&n9o&||5!d<> znBkizmm%?7I9^!6w#{_SPh?qbl!6dPKjZaB`;KTS0%~64x0cuBMJq}*F14@RZ7(`J zsUW)aW?dZ`=E&kjAxdE=fhc8Ah&Su-U*LX0q+kwcC!4jLPt(XYBsCacw*CBO)8@xuIdsO(B_-N5Oz?sNiH`5C$;(jvm&Kav;d{#n5n)9_C zT;Yv+mu)=&FoeGYyhM~)tx=hM|0mZvG1KZCNonw8avW4r)PGVK4s^0Pgla_jLyg#@ z;2GP#HeL$O2S1om2_sC(dWU*icOby~d`UZ0U}@VcBnX#uX0feD;7pM}+i+yEn ze?119x2Vk{TZyjI`ZM8$yMpW|jQ0zk^BfS9J~74Sk}IbaFP{xXi(s2miULy~KZn&n z+u^c@V!qG-UhddzNN3=kP?Ma~6Z&n=cI~E=y#mxc%>gOtx-!oa{5wya?0P#&{p*MA zQ=9b0RJPv19^H#=hv|gd*H>mE3Yfe6xbjETOr8=WHNN<5J%%^hzGt6L|lKU&92MFW~uO_=0e0N?gf zoaPDfHWS;#L#L_n3=q8h$u3>L7 zwugS@Z!g@t;>8jg?2?N+JNTjRN9l(2>B(=rmHA|8O9xAAN)%Vi*k+C}ulIG3eT+HC zv?+7tZs!AW?;a?)+MEf9dUqKCX-@SIo~NRAKUs8dsy&^h%lDkIQ?aWX2epgc$u<|- z&4{vVGOEK1`E|o>dM0F(n%)3l`ys&osmD)y$G31iE>wct5L)$SXcYR%aG1bkFi-Xt z7cR)GP2K4iW$Myco#9zK7rEXwCd$+ly$nCT<1e!O_V_PF)*oz$Y${XE<>^7f3-X~5 zs%+0h_Fs8l zaA`l)WpO%q#C^rS!_Vrv=jiH?zXB~+^v0%;v>Th3k?QfSOn?c-e)useBNXUEFV?%3 zsp$%=Q6%$(beBTZDB1BR3v+d@OELv_Ml#8hT(Sf7piph@7rXwyg z;C6fpqYlqD^j$0S{8*t+8@dEgtagAigpzqR1d^$0+s7_c+UFc=jW>>R|EMnl6nQo? z`J-_YsuYrX13lTF`{J)%r0|WE;Bt7TQB>vOHl5M0Gj$#o{isX3jQ1qIOf#SthluWW z(lU1ivOB1?)6AV$F>=-Mn_;IbsHbmL43I9gFo^1A%g5r;)eT{FuHAS_`%p42=2TIk zfAc*H?fSM+jfD=jjuP_Ch{u-lg~J*JM`&d-Ti>zQ)e!L1#~}5Qv0WBDbBEm zZn;_4LhrI^F?L?W`k-BNuK3yb+{Q;6 zUs4N$6O{LDKrp(p9yEn*fV;8L$J^G`2G#a_UpkRasIABxMR}SmLS2IL0*Z;VcN>a!gBV{dYj-vW4|mcx>{=5v6&z5L%+e3D8+;yDF%85k9P#(!+?8eaYG2VNOCpnUdHfy5_z^#&1oKu8$vz+(^iJ-nW#*PZyB`D2X zk$cNg#;pz2)1;A`?VGrhdhNo8L(_VRo{#wZZ8R|EYeZukmX~v96JigCMV1h3E=Y>C zV(s*oJvABf<+DjWq7hbao%~$GR{|ICPFLLbEso+lYuXLCM+v2^inXmxjr324V9Bd$ zS-(F1>!Ej{(l@XxV@}~c$Fk4QEOpvTInTc_E)29wd-+pfG;GKzPC2Lh;nh*cvr3QI zrry4E>I$6=V_jT=@;=+Qh28Q#bh=&7*ORIFEBEk~5oz=$NsZa{`o}6dOIQ0?y;&|> zf)&Ujjuiu3mxe1pgwV_BPYwfm$l(LEwf*EK(tczd)|#)b#L+TsddI1MYI8Z>XE#Ks zAE;&~t$#+Bp!RxhY?={Ad7)xz441b3Pg4CL&tNY7I387kW_%vx2F@=wlqaqDTJ@AX8Na-A_~g7`SuQpS6AJvqS)Drt+)g^4XS^8f-n30w*4M6#Ch7sC($DY0-# zKxD{=Ys#HmTXySKu4zx0mTty$Wb|5czo$@y^@8gmx-qv{-j2I38(PQnya6Wl{?Qww zwqRo|Csg^>b1s3(dGo!_0ZHAb#7xrfx4-Y?SO26YlTi9}@nTl-a_8Bh>2;b1qvW$R zjqKbRwOIsL+HLQ?V!HQmDe9HjDT?b?OeRpqZ;%aks&`0o@~;d;LM)gS_40~s-mN<; zV=?|mvMd2doCAr_FC|;)7O)$=Fhz)3*mh?sjH>aa3rJwtkgQ0Z2!iDNmucVxjD@dXjSi)~SkaT{b&T zem_)ul74w(5p=%32U)}Kc}&k-Og*Meqm0UJ@)S!C9ibUptYX7g>^A>QXw!UM<`x{M zA9QH~vGp%)j1@&puSYC~_1JW=4XrdDR}db+wk={&O<-yIOtPsM@Dox3b!s}w`m+bh zMY-13AQ&8VQrI3i>LSZ^E5|rk1YCXj$CZ=B_xJ)e3ttT{RcOa~<4M253pYd{QVPUX zGZ5Lp{1-fU0=2!)JezZR(#yD2qqBX?pc@X1N$Ez<>|nS<(Xy7cuFMLIa@ zqx^W&cLv^Y)eAQXF!n=DnJ`5{h!0hZ5u~WqkliroV9NlZVBS%~w$yi-{K=nOZPpd{ zebRZ@LZ8E*^iFW`iqrzhum>*xy_?`$Hb zi1`}j@+X4VZTN77=uS+@23?b}ULAc@Qs~3_>3xHbM)bM%NeUlGuXY8uIZmZ}9KYXT zoLQSur#kI754lr;LXEsCfjqvu8)2o85tcWQSZLA6I$H^Kt#NEFNY0;%X9MWsd+3}v zHC@0Oh1=7A^z&H#g=v-JKcB8a=R>I9GrSF&iS5pr?}62l^~N0;u?uS|97FJG8IamM zrRdV!a8s?n)}>jF#N(khP=jFTf&N8(@H-}BfS3&DiBFH-BEj9Q3qLfnmQo%K-0}s4 z0FR%bv-Cb!4%a+TczsMJw6j`8n@thhcU`s@A`qS|9eNPjRRBtv#hwhwBeL__#`tT< zfXgd>D)dayI%1mtlWf#v?Bg*q(*|qsukbhdnp|Aki&wfW{Sl05^wPrlyZRda%||Gp zOq7=SE4k!>$z!F7;wii@H{Ie$~5DUYDvR!YuNnag`Sk4scRQq#T%X35OZhMy%QQO>T|i6GxsAqn~-u$NNUKkf>af|oH3uOBSz-vs4SuHt<+;= zS3a18TDIIwjyUea`sQ3cf@qvUOb0)GDcSy_sbD}kG+$ZvuUu%E(09^Q%Zma~mOPOzfM>pU9^O$|S)&o_*O9GT8p-W_W$Q20 zV6)uW2o(?exEOXrqeQ`MJBJ?YHi1H=;WLnKwjjGEWHUvnPy*AEI#73omMtw}B zL9)u=Zm0X_!b11M5LnG(KPZC8E`JHqYq@bl7olY#$k2;y#QN}+oaiBzIQe%IQ@0^) zc8K3KQj-OM3iSvUz967f$n8NQ+!#o&{;_q?CACMsyz>Q=7LE1YHJ!gNTH+Ab35?Rj z)5C3BpTKQkaw#3N@4OccxR^kReIGPj54h_r3YgabieSR+Le>F!lPfuj^-|`%;p2* z5(Q#hI(#!6Vwu;hL_xRRrWWt#l^+HuR4Pv_lvSj509Nf)NwZ!X*_ z3_)}%tw8_PkXix!riY#Lf}izo5rjhbdF%vL_SYbBW-WA)(H~c7w)3| zA!pafTs}%(Jmvm$LU456M8+fyjJ<}y4C0u20i>9W_Ig+R|1$O*TmUb7cTl&?6No~~ z!oiPyZzEt-3fwwBKQ=wUCc-85RN|1RZF({d{Y2B-8?&}#6PrRzZiLY`Wc;iBPp3VZ z{650XGSZ^b64v8v+W>;Bu{UmxA(#*h6y09cI~5RB(ShhbQj6xl`Bd$5Yl*G6Mk^BS zuFWIkRrzXG6fln?4uO~neEdg1AcUQB#)gf{tI7V{%Rni8{Y$|K7z8I$a ziY!^snZBSecirhM#q}U2`(_Sjox>CypPE&sKg5_TLgx~G>&P83&)b*M-R%+gl%fCx z;Aixc4WQ5NpAHy%$Si$5kQB{MNFZ%6SGMuSSjsxV&lfV(yM-XvFSuXWCvH9sgRvu5hW(berAgo)QfKLo7t;=>-zpY*bQ&SldRwRob(B@U@p$n ziqRFLkS+d!_iD`39oS=D-=#CsKio1cf+bVv!D`%$*!7r_Zr1~bc^Wb(*#ed$?EqVv zf{nRWs1JD`&aIeFFa2^G^@}^dW!$R?>rtYEREct%knPMA4dIOsiptr+g~^%E4X$d{x|d4OcIg@0m^azA!C_8^VV?Jtmf>&3!n z8&B}C7^;k=`Vd2o{KjaS>0@TTgW2*`eq)}IfYTHd`oOxG0Wf~@G>PyjSiakgyQ`T8 ztNZrvLJc!YkurL;e20EHCVc`8vlA5QtcjoHN>OZr=;|1iEKXqIu3}qVll7+)F{2-*Z!8x~D?Z5X*a6AFv zpWIz4AK-UF*kPJF4{SYU z=qeFf29Ef5S9+b4&{1lvC8w8C%xDIqL!{ z_N17YI;t*1>HThe*h4Qiof6@j`4YtNu1@3B zlD@bksO6Ga(ViKJeiRaYt9}FCzeK-dw~+R1bFJPb2dqC}Ykun)W?KQhzQ6PgbQoss zE)uvvQ#4VWK*ZOaBA9{7(I0mzz zO>}$tPp9phs#>pedgh=e;)KLHYEt`t&~1c)$a4R*Xlt&S z4z;M0o%&VqXXJ(8?CbS9gm{Qs!Sfqa@(|&eYyoW4dw-6tJ+eNK6{3V2XocwPXhR#* zbV`-U`FgCB9H9;EW%o}XXUN6B{wyC4`Af)PU^f9NOf)_#2`AtKn*u3&A9h<*-2zH7 zWKO)-SyLq$mSOGgh+X1F#ICHtFxDT|)?IOlMO|iBrf;jMCLGv%$M6l23T0643R@zSxR4k0I*5Da5A;96C5zZ+7OV$tda=SLd*%sKx#E+n zW!!y^`Zsu;R?Rg^ob1)jc)QId3!%iA0+2n_R(#V=0cZjL2V6G}f-RZ)3XXtzzTq+t z72S4N+;@wnht?tYKk+Q=2-9P6)H!^O5S!>1{wA1?<+4Nc?aiXH5plEv*xwlSlsGm3RBN&i8r?E#*h$;3 zhWPxCn^^c67`B?9jJSRO!ROrXF| z$+_Ew4poU{a2MnBxLI+TwcsTEka@d}N>q&?MVE31ul#i$&mdAt972_pkoAb2%_^wX zv^N(6!PBcPXlYGr$vm@m66hU;9kSr+1$@L%8xSH);QEcU!IT*F0V9Re@Em$QzW_X3 z)2JhZMMhtFhNx*?7={|gtNe+C_X!eSJM(c2pEddu56HIc`j}DZFv4N%#)C;afW}A$ z9O>m*n@AUsU(>JS98jNx>VH`?cdmv=+xW)FM<7#=I_SS2{%cSF zY4-nLRw=YJ|4X3tzqDxoQwBJyXA)e$u>k+SXM=P7ftReA{{ujNWg}DYiU=t)4bFMZdH3Bjl!BtXG2r zVeGRIB~onP6J8;AygV<-ehu|{p(rVLI+5fuF=Mn>WHXKB8xbgG^b@K0P*1DS0Z^UGnyvl|7XZ9OfvbJ={Z>$uEOo)9G^Kga~gmLh+&=#9espX(89Y$h7w-B00Hhj$;(+$0Hh3gB8?cvfcgF9Ci_Bv>jI) z=YDvxWAI|UxXtpB#fp~}QhRBx3%Q&Xuuci4!TYdSe+zkEGp!aQFb|^!o2$o9CBF7)%~p3Hh_SdGFuv^ zA}-ERPQ16!KhgYg;2m(e;br*=us@t_c&+GWe#u(@HZ=32^^Uv@U%$xu42I?$Nxq7O zEeM-4*8Y`tcbSD@nFnh%tKdHdSK*5t42mMIGj5C_Nxw!sCu%=m*?UGmjDsV#&;5Z8 zM>I!FE9-tNT3i^9aqm-2_+jGir0&C_=(~zrV}Bq<`%!l;SpqEtydKP!AGd-CCQ}(^ zefhC?6+DraI{zv9)aw+OzoOvDx9}em^hIjyg7b>CikB>TdTAQB^3_~-pFslSME4(x zWWWz+4)x=d3kk%fA4zc6fc9HO$%d3_f_X#7#F~55MNYuPYBFY=+>!7a(cu z&NIIx=l{53S5n2_fJ(^_7RgpcmyzYa7Q!R?nhReS9Tl?s)o(W(DDy3(3kqdJ&{X(c zzo~!`bOkQt+77Z0)`Sn=~d7WPB*_0j>LED=JPNPzv^NvfR&l7T=c!_T|B zZ-UP2t`fpn0antlcUYtI4-DYO2k$=bg)#0swT)?w#hG|6Sl&G9S24o$-XlXFXqRL)r=x0@UlEIL!Qq`BBAf19} z$DT`j(hEO^8yWz&5?<0fO7>L}UY>pcS09NeEVU}(`@>S)xns4&enNXA zWx+^MRXUL)I86B5#wl>98T7HLM=!jnzt0>|KQ^ZB?7cL!)+eH3(vQ zD|~N$Xypb#=I~vx@d*P)!Fb+wXTo>>!lSUOL68Tqyy@LkeEX8c{S+m5kzpwYd#*2A zLA@kgsrgBt-@MT)}Amo<`l(irL@{B)m?xZaSy<9$C>4h3L*b8IgmT8h$gH zYX*h+{yqslGQZ%FyvV)OEw)y9~walZszpxqONRq7CA;O3}yv)!o^T6-=72$VPniT&~sB1qbm(H5Xrl?e5Cs zxgzb0F1A*_ML)yh7~H-8*^GUzt?-UvK8$!IpiYGK2Rs?y*%c#2EnWs6%s<+v4L6~* z19A@4o-6>7Gg{oky8#uusWBdTn9Vg@<@Gn7_F^7^PNqz2Zql);eR_w!I0!8!FWRgS zV`cyrDh#A%Kw7)~nLFcl-x%!qhRy+BB){V6aFFIjXPNx?8G*nqHI6sJek8akx9dI- z)wt6ZSAtLm7`k48&1o3)t_+W-Yh8TfnV+WQNI0SFGPyk7vA9M^zAKu0qop7fK`BK< z*^%_`CRl*4te8Ew1-oxL-fqm_qG)qK-!5i5b1=08cP@=yVGtwID z|0$+fED2&01vP%g*?1k7f3~TJ{&Bd7VND>|ogL0)e!oB}5}F$d%g%d!3zmi< z6sx+6E>*x(;=6<8{UECLyZ*g_MGvBdR5L161X zS_|QQ^htmzrfMDT5B%4dNRg7o$Bm#d3m(Ck1*W5y_vR-7W0D++HDp1lOisX*y;(x( zT{U2HNy>TjhU}Qn*B@EU$c{MSA!TjR^tO7MH~Z&BXT6&Jg_n*+<_#4k&dux9w~**! zw60-+$DZ-t6{5S>!6bSsDOqZO4E2angB!{R*M*?bWuL=)T{(FDWY#_s$X%OmLt?aRl+Dm?P@iCl{mS%*@8ddJPHC!B;a#m-v<24N_ZEC`JEkZ}iiCZ$Wj_rTgE^u#nZ>< zOAQ*$;*25kAxd!WYdYF?TlC&E;SF|UJR-a@re>P`I%I~jbS0g0vNqUSa@=w1v6`7j zxOG>(G!m7)Lz4l4QK0+j#B`?pQJ#Kof;)}_o^_%2yWtV;`)lxS_YNc)3LxS_P0&JY zM%q@5QmExp+1fw(+)0YS*OwDt!osZ)$%?)UEZQHPau!c=%D%Hv2S}?%$@f$iaFnL-$>#db?Vy)Z-=Dp>1h3VrzQ_MUD z%w1G~;!vnrhXRGCNlr)H{f$_A-7-&Z1sM~V%hw=rmMG5yb(9^8l->?5qI%lnAjsVA zT$+C-in|FOUisy(8J|kGm(oIB?~KPsv>H#VpWCcB|0tcTrV`S+ z0#0A^tK2egpbhJVZV`nnW#nj80hMG!{|Bl}Fp+xQ(@5B&@gM-4>t2)@3K?=~RE(Be z9;5A|PgjsM`Y7;6PjG{~`ThZw;bm{}V|icIIqoz{k;?()!QO(nS|JmqcO*OU4)9F* z0`*nOy*a45e*xy7txn@N^EYvrZiq6#byMODhp=ef8C$2DxN^kq%*OFaF}I!fh#);L zw(KM+q+m#CUn4-6Qa18u_CFwW35Mo|X2eqdi1pF0QR%ntLA5 za(-G(@X86^;xZ9m4A@8lN#4AdH^Zj0WY>?+s{Suw|h2h%6hr+ln zm=i7n42ysEA?6f-ovHHDAq!@jkFT0QxfYVWcbU zKH-@p< z%-&!lV9Sy90d>qSGI?U}dC0cfgA@6+iF@e=BoRCfFROd(8U&)>YPettdZv#9sTNzu z5O9$AZf|Y0S@mVHvr`1NRwp2Tu7jN4EKN_tS?M!hZU_IiQ$77;Yd>;acsumE^7J;F z*{21JC*I1on*ZgMWx$RG#;2`d!u8$R!TEkdEI@H5iLD!27cC%ce6tB~7C&#mzKf-? z<#q)D{XZ5Uag$A0%r$l|D`t1(8_D6S81zHR>uq4Q1V2ME74~5 zzU`RkB{)}fd()`y)IFYQ`-y?{N?X1JjTGKL{!@T7%$!?ZO3oMjU4upJsojtO8&~-v zh#$UZqUIeaq;cN);`yQz`0L!p+R}8+Or}_0e?pv1mLm#+>UH)P*jD7Fu^o^VRp2z9 zpaiX0H9_SkTTXcS>xukF0-MP%>W!Eqx@60#R&*ScZWaGNf)R^#ftYS06R&@ah+y}m|% zJ5sk&LZ=#qK(j^^1b2Au2?6qwslXfm!B5J=113AV@%TqEbTVNu99Xn73~>*i1A*lU zRJeoH0ft0G1fq1yECpzp6S6-pq1Q5Y%@K`HUniTa(vBxIDNoerzq6t1SOt+z*MwrH z!)K{^-scDEP7~fFbNo<%qS@UM{s}Do;0OpFn|It>C58haB$O04g02*S(>@5|an{}j zFvWAwVNrT@^4`{oGS6fM#VvS8+1yW{?x@HKH!mki`GMfeiY5hWLNs@FhC(cRq?X3K z?rWUF{VW?`HxBDNxGRHb@PCphTrkCuMs<|ugAWrTKxVg+CkvaP(Tx`Q2Gw!;@2pj( zAWg8u#>`TPC;k2|(KobaemHeqlkIjpDZ%$>d0pgV*2ww7IR(PsF5j+Y&Jj*9GZwfV z#M@?emZGuIlILuD`9DKr-#{iST9=iD2d0@w=`Mkhf>e}r>tXLv0ATy;xt9^IwnLMk z6=)awUHFUYCOGpg|C+=C(4dt7Qf_N6r^Ypjz0^$C; zj@_a|0IRE>ppN_~w7QV`yY#MXGN%V_e!T-5%CZ5y4kvP;^|_!WAkG(rkee_YnZi;m z6KDCM$ClFQ&>I*!Rr1(Y&<@47V*hq+zqQIgA^IK8gl-%Ov648K+j)g2u_pSTx4_O| zgoOq-E;Ae!dZ{@F6UZqt!CO(4@j7+Db)ywfyuUh;*Z+h7#h`>~Da24p=9cIQhsUsn zfAZD8=65PiM6Gr8q~oIBw10d2_-HjX^-SqvTuA?S+D`_(40w`Ib7<{7*637^RKAR+ z7F9y>WmmF4W(E^a$l4PUgYv;Gl*4#o6Dal8#wC)3xUK=)sd}RUxB+SU*6M73DBYz! zOYD=tl#_xE;%!%EH*>h~nDw}9@0Wn0z!PiT(#OJOx09E7Y*!g?6++O@-PUhH+!Frm zj|ZM{2BzOqomlt=rk~xM&ATTRil<=uf*0GIL(v_Abt1Wo)I&fv=?4@g$ursSbtOSj zUb{#L^Z!~ZeoUI8u<4fywTSs9r^QnGX!gd)vmCc&;iX@ztDglR7o}QpioW)Ap-Iit z^~yH~Y#yxHvp~|pR2xONX-ytEP9sb^$A6sI8ydM=%P1v4^#9;-0F^k=P?bM;96+i> z2U-yVm7=O?KHEQVlXKAOf& zJl`OCM|M*|y@x37Eqq(;P<(LeSm;!~$)g5qObG&+`zx?HH=kr(OGRD>k9;ls4MvGZ zuW3Dx05_$dR zYspm;1MA2@rfwXVF$xJN?j2#gJIt;=eyPl1>7x%Mi&>(XSWEw?;bd3~U755w8+Zqr zqv)vadg8w=H4sj6g2VZuPcA}Kz#UG}xln;<(_Zu+01$Pv+Z!o8y1H1Mx^_lwEOyI^b4o*A_k60~_x0RlQ9cv%R@1SqbH+&a7KbGiEAXhRDrq8-pE zw)pny^u2)!d$S@yLFvIoj>b!C!?u8=HqG@M?%=B9kE!JmocXky>;7$w8N~ZbK^Eor zQUd>k0kvcf%TtsPCu-Ns;xNq%n-rtr#5=K3Co<~Yx^)XqtUoh3|*(B?WG-Rf%nE6 zsF_}vOC9r)oiUlbA{rd%cJ9Tezmu(KEM>?|M|VcIqV+=R0YcNpeTxOA!O#-?_{){E zDI}0ek@W~Oa;9NOynSv2dig^I{@6;#EB*7gP zkxe<}@}7s$d<#aa>$mPREqBA?e6+c`+L~KJigZ@bO75P@XU!0wFDLX2=84G8@VD;RA8De{Weca?Ou?&A~{DAsf`4j0U9Bb|6HN z0%GPtBb^O(=Co-WOvtfx+zwJ08e5vu^Uplck)2QU0oMN4Bw1e>y}uxktBrTqh9&jV zWTpH+=MDWs@e)!$@>=z~e`T#PgnO_i90INYk_A`$?H)QYY z@OrB7dIixVlzW@Na1S1Ln%eW>-XvVZ@R%bSWqS`dzOISq`tvo6ubB`BlEK51vRg-k zs9qNK?&7Z;j1Pp*$e~;AmIsOPA-Gg#TDc181m^ma|3$zIUcqBxhNm$ZVP!~JMti+| z^IKED!qv2>Ahq~*I^OEaJ$F(SPuSlIbRrW+yZ`Ze_e9_D1c(d4O{3kiFcfGZ>`UOv zo5oD$32ry&$+^$;+aCu_U-C)PK&anX>f&PdJVCA2_h0L(Xawu1PM{I7w~q-=;SFg6 zOfW`*|hBmJ=BS7By~0`#Ikw6DapuppYYcG$WP`R}rS&t`Ak#kJ5eDK|d8Cx?+aAcxsY*@AlmDPp?< zeTXQij2^=zCTSl}fX$M-UiAOho&_M;r#W)->h517?cfO&q4|Cox7!e37*c_p1`UyR zfYPmb18rGa(1}}@Fk;jCThcIVXbr{rgtNJr#I9>6#OckIEdT&Tp93ZrK+a7hUUtw} zS<|TnEVy@|?{O~nymKNhiNhXP2J>F7VaTDg`q;TQKm{aZSX+y%f6KX2zt`DRPbGPQ zSmSCbvRlmT(A?X8`zhi7&Fb`k|2!dYDv4R0b(mWVUpC`Es{_rle9O?`VFz5xHJu`m z+|`S4UOtWWbhl82*k zJHt`O zuRCDeTfy_cCUtfMfx2%s<4_x1G!mC9^`DA493C*wEmyqvfO6O>5}QRT%mWIT&EZlQ zB>BqAz~-T+2W;RIKSJpKLsTAss9-X4XfLcJKy@8gGySar+08-Ls-isT)Z-d}i3|mt z_^C0@dsD{j%2%`ybnzcf?fzAfAB4EvSMxJQ+JbPsB*bJ?YcrKKfC9Z`F=NtPDeDL{ZmNNJ7Hd+z{c zHHQ6019JkO;3KsrXXgD@!1Dg{PXHOAL8em=_{YyB_~iV{E-}m^QH%Jvy(elXV5{&s z@5^EIde5;{=qsTk*S6E`pn|?Y7aDMIdeplxi}qX67;4d~g!^@3Rs|nk?~L0+YRsuo zbOrtl7Q~_i{cK0SVM8(`e04&#R9%tMh3Hz$qFdK9cXSW*?`Xw0GLd6%f zQOz}Kl_jg|Ih`$*Ib&b4E=hYrwGak-3HHqfMRB4;Ky_H79|He}{cdV!0| z^9HWAL$t1X(4sQ=?FNs_NxVzUWe~4IFMoP%u3>YLI5kF}VV?Nk+NA&~SJa~94K4Y_ z$&1jg!0abDk-(n)$_+QQWPKt7Kum^7K*B*j2%IfO>&j9QqRw}q8s!B+QqI*4<;f_> zx>rH%UQiQpO=>-|yp*vG*PT%Htyc0COm*tI{uMAI7s3>#Yvo=4TRRBCx%k0(=qBcs z9}wpO6Vsiq0VnSLbei+l@d3rhqXOQOe2_yWr9PrCQ<<~WS^K7X2ZAZN6VDwqOSh)Y zhG0Z5Lf&=;beBdP+bE&5ao)hQIcST>RhL&SCtfHCWE{5!4)7&|HoCoK*^@Vh20YLb z^0)I}@BLpk2~>#ssTd5@B$5+A08~KyT%A$-^5Yk{0!K(o8RGC^6XJKpD5H=EWEOC9 zUaP@MBe35@jyKW339!-6H7F3XH&+An?IRhZC7VA%dJ2b42+x+0|_%X>Iyw3Jw#Sg>EqW_?;{$tIIdU0}Q8r)Bfjw;%K5EytNl80~+~Y#iWrWTY4YC1fW;Hm>xx2NdN;aj9zT_sn?|p1d`c zSzif6BNPzMn06QfFNZHAz0Q)U-FEfLF{?c}C)WS?z!`^Lxqof7B0X&NI)9h@-c~0h z!dA=KvjJddSEWezgM@p-^&XXQZ`wD*?OL-(O#`Rc)Q!0D*qQe~%TLRZAWLy4d@o;AW%39Zf&f9g12_#g6Y2uGC;v$qpLdDF-wX;OF;)3QWp$dSk+?9^x)&% zDy}|t<`J9_t3>}{Un0xWn?=ngoB2!- z-0D!)7h*z|wbVYVWk(+ofpcx>QRX>p=0iw%f%y?!%aLmwv^feUQZ;J};vHhRH%qR% zSj1tGbuC#&iXi_v=H%?DVnayQURToo4NzGE<(}Z5sfE#PSp>`xNp^7kL(R8qy|)93 zsv|R1cT2Ae+SM9#WZHHEyg^r&uk_M!uC#P&oE#zKW_EBCzn!%JR{F}m?d9A!=QfaY6)~wFD%XKvLk3;U#Zqd@hW%qaP8ee#FzVzcDj-nB zx?^6a5~R}BsRKPlbirn@#s1tM8l5$!Lg*TgHGGb@)?|HN3czUxJBn<1LWb`IP zWyWhAaP1!z@X~6W1Gtx*7!<^s2H~=RU0g%UG?}J(nHm&uhJe_Ib*k zY#s^TAE$m@SOykwWBh2hYLY8dUhUR(9l?3wjPlnuZANU0jh*@zc4GmcJipp%_$cW! z(2E^I1+Aco86e8)V71?n%$S9a!y3`gjoK$pg_%nr)psw~_+!~Y2(?wM5)U2ySL`aj z1n=@e{{ag|H|c_IB83r!=;ad#1M83u*bwXciC#0#kSN>D0uDDZEocKbkON}j zAx#;=1POb(hA6=obdQN<3MT$-23$sTYBw)N<=;3Ju=#l#-HDZ)3al;#&N$mL6IIAs;Z?n9i5yGs2ev=jPeL-v>?V2 zJo4|(D7_}9`;6JAq0<^NI^6F2MoN}}>46{c0P4kJ_D$snjtV#2e*nkN0Ns0LGSk)( zZfL&)L?k4LY%x@06Cfx4v(B@Q+2_hS_tp@jQ#t&RBm3_}ezOD)*3shSTSc2?qom#A zWN0R=UZ0Y4b^PZ(+xjbr1uM1AYco|WF55zuT zt4H`ui4O)jH!5XjOI7Eu^_>v&^UdjtX>rirUSP7Qo;%Q)Z2j7r*K5C6aPzeGMD{18 z(onLtFz0KbT}zZ47kFnK#f!hCV^VYwOu6DXJenp*9}F5f`|)ur-X4?-*<-xw^KUHoqiN0M^DOy~8I#>RAC8#^J+45_<(IA12W@K%n@WUz|&gsD>^{p+N zL$tKivw1pkmFwSUXMHBCXnXG0QX6kPZP)$f&(-qs&Od=!#;K3i{^#+f@0uB(NkwQj zLPfUUNnw)pb`UDP%xtt((7l>K6s6hOG(e~c)T(@ukIHE$7kUb*Vqau4$LKKm`6Umm$ zY%Q{)&>)n(_nw7}vPU){S;^k~j#ER|=X-yD-}}BEkNcmi>+ybjzh38goX0wk@jT$) z|G55|RGqo`(HpX3JHvHwgF6C~c^j_1(wV%-^G41b1xX~haA?cN*9*qHo@&il>_E!B zey}ei&XswCInvv4W{tV0kJ;%$)z?9~BW4z5I#nFSp*J^Y zsdoQOBgWr)62L_unsn!T5!ZiF@WaUor2{9ZPptr6FaK^+&VL*vuFLvdxWH7!C#@N? zS;dhNDk}4!;@8=o&A|Ppcrv^Pn8aT4o!K@nTQjKU>$JiPaFmnmJej2X>+KTuaFNIo z77kH^yxNh+91f$Y?Kcio`Qe8vvQ?}# z^6-vym`dqpl38`7cKpU(*f6KM&NB-uJ zgH!@+WTK`&>z9Ahe-hkq<)&8IZb)v_E^jLTs%7AXk4MMoO8|u<69P4%Id_o9zq2*C zGZtHIxpbVog;NX#rRd49h#!6@pDkawtHC`;=O&f16+vUu^7iCk4s`-*{#)WmeP#h$ zF>g{>`sJ!Tg^zU!-@&}7qX12&cS#tzj*C-W+}xb@$%iYwE$5t2sObgS>a<>D)r$?Q z9#gstjfKZU*G&UIt|a_CfuFun5@=;b9ff2gl>05tzV@rExEU4iguS=!(s8JU@>9ju zM!3Wvfa*Fq-~LHJ!S#?z5}eM&nN-W9X;?# zEm8nblOUP(3KjltoikWri7g!6)i$eBpZH|}1W}x<^2jSq)S~7` z#h(@v0g+AdP#yd3fAWZ-u6_+?*aw|!HK9wHHF2dQ2c)++&TP3ZZhtJ8Z+|a4K+>W* zmz-AYl(NuIbHo2io)6A3UEVXIY|oH2{K@XWJI#3i>(W01A5^Ce_rO`mh(Ie1lO*jhy*3G^+wE@FT=g@p`;mWD+j7NHwdh>uSfK)Ez8wZy>CmKY`^Bq zm1&z&xMrWZR3=@6h0l33eREA=ZY({8Tu<}nntbXAwCDY1x{IjMv!`mQHx%`W{?mms zHywU{Bftl4)0wdmq^j!2QDCDar)vhu&6QhdQ-+%QlM@$4xC2G6cD@gI^!muu%7EyZ z(g?tbe7+T!uQho^EF$yUQMnqhzvOprHksxJA_wViO6lzrR!uT#xn~Et?5S?6-n^>@ zEycf?mYw(nH}IO&J_=CrN!2u=o#vwQ0~%h`U2OsLJ~}h4h%Iag zkIXr{6Gv`MJw3Z2cUR%i- znVcnfkE2Dw<^k2yc~P9*Nyzk<&0|B+;v;NJ`Am_Gs{kvmHM!Xm=ti<{{~;OI{v|eO z2+(a^MsmH5J>WdmA+Y0JX7qrwTqa}2;u{(WquS|KI-4ly_Ma8*wJ{a2@1x}+b3<7@;XJ{9?iAXIHtqddOv~m?-y)RaIwtdh+qF)^cF*tH^?x z`f3L5amstxDy5WOwLf%|(cU|7m`h_0V0!}~0UPtU*wC5vkHz~IP(c&s=OcclILX{+ z_PgMT;PR}yqI11euf&q)wuRHx`p(bS`O)mBqeHH9n-+7hM|EG9l2&;Lxm7W7~|B?4KRy2u6)Y+uq^m}b9MdhD+l|+ z_JN(I?(8q`-AicTo@e>-?)cK`tpY=VjcIrPl0I6VF{WQ`bJT z?~p8f+Iet!>8<*&<3{H`iO?j(&4mAt{Y+(TLhafY2%lPZPXUgmH`G~_a5)iMM&P`f^)$qyU!)oZSVg1%3s+xE12@EkmJ=5X4ch85{r^BON zOJ}6^nBpN2p06skw-vClE^I<^rdju_7e1FagvmNAb~wyW?DpLuhVLMg88{YH!e=lr zrKRWGdH=>!aRwiT6wd)HhANIqkDyau5y^|C* zQRBjkqt9(Wip_P(HHCJRRMS4H33a9kP1Gg%RZxLMOTrZyf+>riS?pb3lMmT|WZDm^1w8`s*MSnDY4a1^9+b%Xa*|LV#WVx|b@}K4g06iLv5m zbKR2dzPq;;Y?%WeO!hA%6V8&F>ATlbXt|5&&2^uo+)6BKoH^z5{=&gFJ=HT?J2E)PjLDCTI% zG6rOe5vZk2F(c6UeEClXI*FU-W+cJLLeq{;-j8$fdbI2*dGbsAIlqcqc8{a&$&55U z!|P`%y*VylLIq<9Wfcl5{Q}!t-SI~Fhehs~a^%-jb__N@{_`wQGE%Ts{%BjHajeL5`c#Sr_UGGXVs*Gxs5fIW)IIW9&}>6}VG=YPrCcx zqqshx0nR-V-;9p+hn%;lDm1O6|I5wziPX~R zT4?1ur8Nf#`g}8xXPByKPrNpzd*Rqw62IDa&)N}7PU8ECW*Bcyjkt$$icD{s%*Dor zrEfp{g|f8!7J7a-%0h}*soxBVja3FI0wnwv$?0NhbqVgZ45iLk}hq*v0u++ z0X9(L=E>V}_@Z}5j4gSg7Jt^SI#m1Y(h~cVUjzV3c>XhqhrUPxgcL=i<|6JDR5ysO z+c1?ja3oM%3?;RSx}H2Bz+uedVd8`1idx4KpW2C7jS11O`r-TC=VF+8(tm^Q!-xJt z8N&Wby4rnCtBQGNGvm_po|EV_OUC?f$n2$rJ-&2$3K?X0=}S zn1w#1Ph4i(kDkVVIPc4)dznOM&#$4s8U!M8@$z2@;wPxH4M}c4MCHDfMU%oCpn@a& zfH?)7`{Fr`3C4JlBhbrm>zJ0(9vlLck%G!kAkMMaTTr_$aKLhny$q@grHljFgU&@g z{l3algT_a*VHPfn+&f30HzRtT%uxC-&OZ&DAM`?z^{;D!G;E0mcgF@x%+4kpT+5o5`D}T;Xw8ys+Q4Bzm$IturYHaB7VL=+tgDH!-K}uaO zu){0qeNoG+l-`#5v0lZ0PzIUSpWRBo#OybAje;*wM)PDeA)<`hQ24ptD(Tssw}x#y zFRaSQ?K&8jIIArG+K(Z~6vG|HYdpXA^9%6Fe-9bTqoM?B{LptAx=$}P=111be^d*6 zeJuX&?*agcKMeAdQh&672_gz6@>oydG}4q8mu2$Rj^2oMC#8XVJ|RoAI>Z*^7Jff9ndIc;VkD zMIYJWIRWVA7Pje#0{qd$mJfcFuJ6i~CkmWXAK8=F-)=|iZ?ZvLf79Tz{Hdv#F4>oQ zHie`kV12kwdZ+Et;z$BQ_%mSptGGu7B`bQEW6CB$k1Ky@VT1kFzN~;awcyRtrIp~U zFo=(m+cXmVYwm%3+HC2PY2CvH7mE&Zk?-sOl6wND;W_B!?PEI(nw!%8=j74maS2=f zK$ZTCx4e(dtg7Nn{IP$>Jwsl@gMscPb2gW{8{Az}1sp$y{9E$i?^ty`Ut1rPJ*#~^ z*X~PH8+W=Mk^NtKgB}$hzo35gX73ntPC{%}`=4g3z`Dxv)Ix5UtlK8I!2a9uy8Hiv zJ;KDAf#9+L{T?&hAZ`Cj(KJQ}`pgcXVw7r<-B410`A%-kT1aOfJ>hEIsDanFJ*md< zd<;y;7H6|pV*jUhG&unH$c{P{WJj$Twj9T*-o| z36B9}v3*<>o~!>W@v?5I75x&SrpvK5mo#NbyA>c#ckGWkhyVGbWPaI-|I)0_)ryYH zsOhqpY*SIWFfY^cML(zihs82L7AvuD?>{z%TfBT} z0rIA<(`UbY{FnTrZDU^UxR4IDIaY4*3e!R^mpe5Tx&Jz^e|FEHFWQmgYoDhoj}k#I z{`AJRzY;N>K2{vDH_d?^0c5=-Cb7?M*O%WYytw_esE7o`g5KbX%r|b% ztxNA*YhPZv5_J;T@s~&b)Ao8wf!;^m;0a6xXnpe%xkRd{suy%yXDC=+ffp&aYuQ!IPwKnXr%aieef zFQT}&yHrQQkKP71T6T_kC%(|E{g_ySMC2~Dm2>S+;haU6``FzC=A{KEc=|0wPTkpd z9J{dd)wC$SeQ6R>DL+A}+EEJwpyY5A!5OzGcx?aCi8ctq;O%wOSd`#2pbk7io>~6| z;o9bL;VPfxfh&pQ=G+H4%kKcAL2cKr7{WP}W{JBwVF8Ij%(%_#2wh9YX%7g{ng-TB z>0yq)XK;TPKvF_od&@W6c4POSHK!7x*qZoK(=hxOp>=TN26b!VFrF4JdW=Wrm*8E8 zDpeC+!Fu}>ER^YCbyx&i$$wbK38-GXaerw=53M^K8~*cABMe)J(Yp5dqpBN$qN?+? zs2mp65gUizwju)sTy!uj=mWSEr&)}S(qH}E3t{*Fa(5Mbg+PH!nb~1!kdX73=5=u7JuQ3*>*mjrC*>e-VdX+-i&0+@yD;aS!-Uu33D|P}abZTGu8kr6 zX@?rBc{nA1AO3@Ib0dhzMI5bBe2*#cL}Zr$K-CLn`#BdwPi@P^0zVPB=L4M3Qw+~{ zz;y_oHWf9P&}3TdxjMhgCGY;s1N!uI!q{Ccy=3CrHxlLnAP6UayJL;@3d-`Er$XG*rAf^JoJIxMvh$g1x7UFft>TQNd+IvjD)8lb zmVBe1n4&2eE|uPR(S1@;5?JnQ4SHWtiVzjEU(vCG;`Q55bAL=GDl-*Ninp`8vlw5h zUGwugu*5fn8aQ6kcO~j5EMN9n-=8=h3ebTUK>n1W7;&G)yUPeV)aMjyutYx�g3Z zp#0AuHbnLDE@r|8nG;|pxG3oHFbpnq&;VKvq%dm-J}QU1!Gjl@WFGusK>LnofUQ6%HcB4eY3F6xd=^6PUiqBJN<#F>ninE^u;2B#zv2STh_m-s_U1LB z-|V+)w*SX(YFAp|=_@XF(jF4aa1dGiXGr7WAq-n*l>S0u_|*iXRRa`0Emnco01|Yh z-U3Mw(&`aWR5|{CkU&sch?)Q*x}dlI6fh!7@VnJBH5>h=k}4seup#O&Ex#;&zS^WqsaViKg>37p?B;B zHi#ksCrbLB#1gDK$;$NNp3)$I>-nuCB^FcYUSj-XzXkK(zwvgVBlvH#SAz23Sx7|{ zK=;Xw2)j-n&wU5tiaMo8;fXA3>)&A(l%7>FIyM9*5^z6j%lUVY;86F1ir{?8Q`mw804;rGn9pUUr*;uIeQCv6#&;EU*BLnOGrXaiP4}P4) zcf_P(t@j9pSWweW=-J;WL)inW9aF%TLMCivBz`hu>LeFY%_QO|5c>b7rbtj8Kx0|} z(941pieXI>XMY1ug)E)TVyX0&n(VT&0`sELi)!*i(ADhCvwr8FrBlT8PZZ#YT^d!? z{DC;PQp)@P*ujIp8kFtyCiBa;ED$&u(?$UKDTe)rX|-20Tg#%+ZBIF3{m)%k8BiSF zXa-McOY<;9+)*TjivT>7<@>aq?yqnFLPD^{8FKwy3-D8SNJPMU_$8{z-O_`0ng_N%e_&drTYlqHx z9Fs{U$Zbx+rcv$;nAC%yUPSB_z+C@Okqb zgZSVZfkQB6_&UbU__4CMqOY;9C%!xN-(M!A29KGFUM}zrl1_1_kz$H<-zZh&A?g!5LR@ z;vSI1Ns!=D0}-^b!tf%hD=iDBfrt3SW59?Wtup}vtMHtI+myHO|9q~*ua{KBV_`G8 z;E~pv%DjSV7{83n(NN6+Ghi zqtlyjm&|j@@Jx}80CzoX#xLoD&M}Da1*|Z#X5${7q#iu4rRy1|(%)~n>Pf8xKO)4X z3$YZo{YKvq%874g2HnxEQRnU@-1wJEQ5pgDwm=@{`VU& zNPi^4be+iaI9WZ=7s?LvNO7rpp|>f?ujbj|Kd80LoPdBkOHl19v@CkCFMbgKOtMFIS(s}36i@ZZ&&2M52d3ukN6MeKBPJqv9OX28i zOU;^Ie2|C3$!rVdy!Ow-5nzWcH+o5@7DGpV1BG!oQK#-}5hufzHy0JB7++9ABJ^_d zga{d2Hf}@+%E2;^BBu7qR@I<@vWS#~8na!_$h-!0oX#<7C{%;53ms+z@BF% zbY70I7nu^i5$}8HK)#`LB54`4@87~Nf#U)K^)CLZXL8>4_xnwtQT%hkV^a2$0Q+e+ zR6}_mlgRJjJGLsfLoi(}{gm_W?Ua@VsvijOLJ!o3551f{|6h_5Ib*rAI&yfTC)Z3}n3PTV2{d$a^;$6B z*au)Pw^hzG`GBCS8#e~Sd#V(H&R660SX-C;)a=9;o1z=V9QHtMuHZ#4}*FU}r`+k?%`m z({KzjXbRVfftRXnZ2H1V&fM3f{BO*0w8X3ia;e11xzRT)Wzh!e=7rq`H z$Q}Rqk2eLQ?|q75=v;nyB24k?@2&a@GNB%n>wiOd(3HM4fLtOwn|AZl%Q`5*+Q;8X ze+b5!9#K8Md;{p@?BBf)i5>k>Sgzz7)h``Pxn>dvi_L^s)K?P{JDHAoxKeY=o zAt}!Yq>4c;XA)B5px0NxhuAAvq~1tbze#7+`VW2+jDcgLJ}TDRA3!ar1Wn$t8TJs2 zZ2-aO)#5r%3Cwe(q3Rr1t0%sQllpw&>RH$omi-pCHitezdpdxuTBROiz>~lB02^8b zQ+Qt?8cWRrnxN;wUn27RQFt1;2O&cpaLB7zHt;8SCnAubSYCR6Qu1Fte15cU9*_tg z`uheDH8#LAthEGA?qfjSOgGE!Av7QrpJj`C8ytiC>L&@27SKjp*UtGIZrXtEeF?i>~vJ6tKQ+jq_0tm{ma#Amy1JAiA#(bBHpK!v~4du!z^dO@6L#_%F z$v^|*_=aQQZT`MMwl554gm;zGp5V?Q!4**sP@x0Vgxr|;_(w09$%j*Tfm$=~^m9R- zs!vt6?EXD6-L!~r{->rp1&v=_gWAi3Qmg9VF^Ngada;23=@SX!Ak!=h!gwh+{KZM= zANwDRs>TeUScJj6%t!xgl!4aKV89{z-=NG{`)PGRY%%`dp$tGNg$mD>oZ&qyBqhKN z!8ZxZ;e^BB&$cre-9w7Q(;Nwo);!L(fftdd9s?n8lBaeY(ldEO;g;G+&yc<7#{CaH z^9b=$v`xyoI?SU-#iG$)ais*~{K>(I?HUE1caicbaJK_zKMYF)hY^D(O8Jrrb#C^Uf&~7Vg3*ZQ=-~_QZ)-yQ)F*l4pts(THB5 zLaY0WM5*SX@XppXPc>2LJGXXpH5R(GD+jM=+I>{sX`+j(i|L}Xvxt|7X25$QBe-yW z>_p`kP_zfF{MGLv!+JykY2#}a%OP4w4{52sT=<7Muf^G=%*8SY!;QVNDpPEORhGPj zy|~72P>EL_bQj7zh6qWoizkUEHQiStzkjep%-nHHFOngaUG)ylymR0n%TySLvRzV4 z_(}e99=4S2u-P(}JMn=_qBEgg11DFBtFrF2QFa&K@Ezq=SC7SHRnCzNAb6@T8E~m7 zVAmzfgH;UGL}9g{^IPOI@&%H@>VIFV=^vrRUw9{-+6x^PnrIGr2Q5r%)4-LIv}nL7 z0)6hOOG_AlL?=NaMju<7PD-?&`EufGg~LxN{TpqRt+v%h#ulQR9=Hx{`5aeDo-2%Y z-!N}x%(~S%9=+4}io0AnK~Z6Oc7SWcVfM)l=`-)r%HPZqw=M=ZmZ=?raOqmMQAcEX z?eIS53tb@`dKZ7hOBTv1WoeIPoLaNojC?FN?#hi{wl4W2U$@!q0VQkebXJ;D{sd0Y z*;lFSU@n>HxZ{wgAgKeY_9u@YC$GHnLX#pC*_x7Qg;Rn99>TrpKOM zllR%?5L>q>-gK@JstX$@nXtX9QMmC&R;fgP;G09$u|x?!(jnb|%nI|@yGM=Yc4M1~ zGSGd3gJcB|(}zV*!1r*20quiYK8`rR?%I3-5UubuRHdiYuR2Uu&bj)QtZi;MU9ipQ z%MLAJ^0lP%DkjcTH!wvW`I?N;QaG9H1Qz-2#czshP~T<)beaB(+J0N*b@~55Ie014W?qa3vdqwp%sI@rE#N6We#M z*P)@r2r7wfAh}UTs-}HBzKWse3GZVgD+cKRYQ+`vOoM92$n__|`u7h9sXxGzOaKjf z5Xbkz(go?jhQ)IGx@l79SlzYrHg-=>D@8kQ3oKG^a+PTmNedC`aC`{ZN!^dHBUa9- zqQp)bFgbLXT9AuBK=WkVv6(};y*pmA^MmqyZ+i|?y~WB@^>7yK#LITwz2FQX{anE0 zV=ZCr>tTkC2TVB!&U-=T(Hx;lZ)_a_!dF1=7!^csviCcj3uOYsuZ==FMRyclI+O@b z4~n@>e7|gopJ07=O5VnDxp>=sdcZp1k}>wy-+E#EniXaggi!LCo@iLa;tM2Y zS7k{Z|MV(;xfuW=*idzDR1JAfB?R$$9$SmlMFEY6QokhV<+G|`CxcqPI3cs5d(YCEYYL&_mK**gos5(d?Y@hOsLqn-2-zr@``55cbemX(h2dZh> zi5McA{uoyQA1VgMfQ!()D(GcNV+=e%erokQA!w?e3@4p|4Mo9)`Lq{bg>DbMpYNKU zc(GloKWtzlzwvtV@OFNr*CLI~NKnU@5QZxAE<%jklfAYdYbVJ|)9@L{=T-*Y8&Wi~ zMB*Iwp_1TNr4Vt<=+WY6Q5%9@#V~{xHahRM@&qn=m!Kp3 z?Vv_*4!Gl&js>?JL_q|sTxwIENUpx)q61o#XEUPvCuN(m8*r>LZqv4CiJJ!>IGIMc zM9I!$&@gbQa5I(n(x44bJ6WZ-0JlA%?E%K%hyww5+u~|<@77MZ50H=E@>wYHDhpeo z6XYtD;(p5N{#xY3sc40LCa*Nv8f7zucZH!9#dTW3j;iJ!d>jpF4&5v0u-dl#BlYi# zM|deu!H5ku>s-?gHj~d8(Y%&@&(GFz;otW-BrnhK#5e?+Cobcd7^s|-4`<0AxNDZM z23V##15V>Ki8`;C&l$uzozA5)<1yH3eK0?8ga2l5%6pooOC!EQpJh$L?!Het*mbZ# zy5i!yRCB#@rH6e}x*yDF7$1-!rQSB+R@1rk=JMD}8@F+-*trKYrA7XeuK{!mP}Oa;bilIJJai8Ezu zU#XbRl~iD+i1(e74Pj$~eLcqgX0U(ql=#ObKnxk$kUMl%G>+ z+10w9^=hf&Y3a68ow0glKJe*&s`FDi<=oe?l9m(6gS?Mjc_1RS|&Jjh~a)DP1p z&qD|**&|RTxaF9rYEPz4kor9$c`m$&*`0J=ft9L_ARP@c_t1~qw$D?vN-CBYgyQp` z$XON*o}zg`r9JG>&xpgAV&A{cr6+ok>zhk*OkP3XEKimSw~RhEH9Y_;Qc&<)hQB1% zW*D;HXB;8oG;JXzzBWocF<4$+wJ!LQGl=+y0R~>6_;!J;qSsL~kHfC!fZ^y$_O1@o zYzLZv>M4v1;)}ZTEMCdRD`nrjlBivn72k?1i2R9F-S!4RXG`*+#-QL(rjJJ#^fva2 z?Wc;Mb1Jn|uy6I2Mx5+jp(7v&(67Q}^}?1i?|FK>>ySbi&eZaw&cy!2*s=cacCnJt zC6&GE)Io2t3c7>{h4#p7+mtRd!$zVzrA)yv^SH=9#u@7T;9!1c@6ryli* zhLgPxpT@LVkb#+B_P%T2rc-jCnB~Q|{W8rA-Pfb1E4a_KGC z)rz{OykB$eUcKhNqN&4~IIc5k=3*IAw(;%Cn%(3rL7Q(L7SNscvUVahJ@ibE_S2cN zY086GCnYoJmsj7>(rYS7)cMAZ4I z$Z9vG;QrI&kxDTVv@crIqj}R+M6NGuH}A(2B(td6DwVFhGD8^>Kyk~<_)nX2L#c|*rVvfnv4momjO*1Sh9=FnKZIXLc@YV? z3g7-B=>+HxhU1M9N-656NNtOt%Qi-aXgiXxeCn0o(i=>v&*uo8^Q=OH0vDgS7Uy-> zcWy5m$6iVfAi5;9lRQ^{&R`|a|9aQfV1`wUj8E(Jo#pdg*1m4S9taXFQ`394HGP)^+w#ro(U+#?X1-R2bj4s zuWdFJye3}@|5>oslfssO$cuO15juoAcJf*u0Alf_M&YLZ*pr%fjD(ddu7DKw(J9lf zp#AOZ#;OD zRols$F%putdVP&%hd(xv#M~jjb4_%~T(&*xmn2r;&xH02aM7uJnmX0?G%srT6*W z>R-?`8JLU9XmMHEW}k0(rWnAOQ(V(z+quc7hAy)ylVhcHL1(zjxuysA5B4kCTWS)o z^Lr3uu-If(tbK{U#K<)Bf!pE{Cd-$X8{5Px0u0QR2eFf294m#>N?P=1Uuqii3-9S0B`lk0rVvPU@FY#Ck1MYkOJNHea{59niig$W;~4vEz|T;IpHF}B9t>2#hjC`Ehh zD9&iyod&tc1-68zUwzauTx}^{r}goqw8me=p=d9(XOL%3y0L9LOgJ$&(0cXNFOMe# zuX;f`m#&!4acuG>-d%m4R4l#N+0cLsWRL7xM^bD~uNDafa|f2%y)V*{9?c6>t^LSU z++pXzIxwlJWhqcxGNq51Cn9F&U$T5U(N9BRm zJPR$W+gO^=q-=;!tjvSuOv-$35c&Ww6W^Uoj90ei2t76#lvvv{r%bQJW6)bPHvj#7 z|Jb*n_ss4eh2wK=-G(}v-Q%|eE{M5WcuetX>N>v~Qiw6C*HWl|XT|(Lr*mQAx|o%rp4RcWO8Ac=@(O*!m$_wXhoA= z^BSf76YUgQ0tmkt9?(g3Mz+FQ2Ru4f%9A%3^$$aHnDrSIm85i^4nNgM_gvBoyY zWP`-LL`j9W-wpQ$@5sE`Y`qlX@PmP>=P(v?>MxEa)x^e{WoIcBUp}rEU-h=boujAQ zeY9ZF#XZp_D385eq|%#M>G`<@^@wlzTK8~WDP?-wl`_?B@)B7ythX>t_)l<73$`RE zU4Jnku2N6haH!&Me`~@~D)-IliO&6bUFxL#v!9;W-)lQzv2d=JPv#-LD;zZ33-|fG zqk6fkYkk;U|nW6Eje{Ru30(BM59n zU)tOl+zAzPeWx%q9>9Fm7#D{Dhtc{|^M(*U25xEJ{1@^><@lggPX=oph@#YciVDYe z8+9e_%&5RU<+xse(c; zHvIwWLtMqvr^n2Pm&Jx0IG9@A09*A%pQB9L z@dqL>xDcK{8z-^sL~HCAbX=-Tz2c5^{=NV+lUM~X=~*AY7{EG0=V60!MCK7x4Id17 zh{GyyHGDuEzz`X&C0>d+Wwod4={-D5$3;MOR@stBL1ga!RIXcBTN>@+D#V0H=pj{T z)DRj1!CASn`jG54^YgmCIZW2xCap0(hsb#(8ig7}nTR^qfzC=Lj&lX#WJ5nfU%%#} zb6btpL`4?t6$hG9;;y`^(T2&>r^24ojGo8&0tCq%_Q-J-zLIB5{8%ChOMNuo@~RS7 z!ZmG5HCDEZ_$Sorp+v8d{|&B`_G?X9seX0tN#_bnf|KBtW1LbqNXDQx8X`YsHFK#M zbHX}qNg?E!&4bf++k-EtMtu^8AEjKyZEn9mur${Cu#u-BM%-RDa3!q%lzO*!ZDNS8 zjAu!F?WQ|DevYSIdBN)qXE$@wI^C&rgAEW7%r7h1@O!tEk&PLn14z zKt|M)POS+BWh7v$m8|=YjoW)dT%_@F?*t!2iEwJFlfE$q zW1&TiJrn0cxpb1~3H=nfb-%N$ZtFk_wLM8iZl(#A@POC*~ zo2DH=#Z|&!rB=*PW4wLAM^f60C@7)2NVy^sYYvMsT;A^0TS@vX(>g4rA{jBk;+u+z zibYYpiAs`_A>1jgOed(Yujk8xf4#y5QT-J=hAyGIn^qG$EqD~74qCS;tMR{vu;%kU z%Qhpyf7O%cO3^wO@zIhFNsw*S#a=3L-F{glEt0ozdnt4)mht9y)af=xi4+Ywqyzi zN8ob^N+SgY4h-FO^?Y~nnX}|v>sZI&DhhYAYLq>W;k|QsUX$R4{Dy;7*j8~~!vKxe zd3P857?l)vRrZPbp`9$7#2LOhdp`+lXH<2S8!s*?~JG{dWcg~9{F)#^;QUz zTxcy|Q*bVP{qz(n*yRQ3o>$JK>`%ZvRN++VMPa>8?P()$OPvtkLu%-x(SHBicef#R zdbqIRxG2sxfyH@o2_LvUq$wv{t!#Ty8Q2-*MFa@8HHSS6H&^G_D*RhhwfJ#P6kzgr z{EAHB%v4NNvXK*aV&8FtQLm#=JFh~h6Po>ixFR~f#c?b|jfCF&wClQU;qXJ^CN#sI zO&upn!XB?8jP+U^3k%i{OzJZjv=xHy?&f3Ldb>W#<@Y5#f-!)Rb5BA94{I6H^okoD zxNJX!?az=>4v{ug;=IHlPtqyQBjMC+w|bhkw8&?D@9OE(r`v@pt`JoRYT??_^4@xq zqFbt2nAQi7%(5#o_?@t+@3@$XxAr+F>sNZ=iJy}0dS!Di9jNa~LQX|2}E ztR{!wIwh06qI?uc8#ZtwwBi1s!+oLJ)I{FxZ7svGfD2iUZ9d8eiJXNMTdS=f7V?xYIdM{U*WBmmd2W&FS54t=;*mm zlHCpV%~C0?BPZS!-S*p!?69Czuk87(7ar(NF@#SNJ6uiWS20loi2M>qhBB~@D!zQY zp1A>7h>GG5-%~L3h`*FF3-7jg1b!yoQIHGn&PFGkEG#Mg_Hx&?%*%B4468HB^Q0^+ z<2oI3g6Gw72#;91)#@c=T&CHy&BOMaUDJ;?qGE zt$a%rc_Nu6eL)R+9)Aq+zJ3m7>~vxn%!M6)$bHV|tZOTY-jP)1JfTKp0j|1f+6YP9d-k|llY~C z7Iw$&dO8g3ifbMO*0mBtu8ZGVOx-MTCgi@CEXb?iu#)}w;B{%Kos7Fg zFw)6!hAh4bSISUDP*)l!oYb3{{CdDUk*&a{8#FHaNm^Fklg`(9&6o;=$dNq3b)9UO zP$|96kA0Qs+0JwzO|bYZYwMU_)_h+`N32Vx_4vnI)BJ6^Woip}^HO0wNAG_$trhaH zJ)pYoDH8Afj3ZpZw;a@c=M?bW#P*w zhy1Hw9j>pRc@(1_U1B5E@y6>Jw~uN@nzg=q$ygM%;CjA|Y2`qpk0`%cweEy~VWz%C ziUAg$z2&~~c8-(fDPk|ya};CWoi24xdX`-%ExlEAWj#Rj#h0UrPBjDCdbBTdgg&Oe z*}(}JEsrogS!Hw6f%}7Vu)V${?{|}rj3b{1vo?kl*O=uV%cf#6Gl-de4L5e%WM8?o&V7dQwace#O~JGZ1PiYHp&fFDJx`2{-e-xs>fKPmZjZi4b8{bE zxotj2gaZTL6?;5w?w2~9d`VZaYlsziu+H5Ge5?jrOoiZ$DsQ6e zTT>p=Q=O?QcL~{pcOqGgzwQ3#+{2ET z&hvn!r94AFRBk0Ut@tjE5LX91e#IPL6(hr8c8hkf4Fn%-vdf zU7YV$GyR(t?Jb=u{G67lqW;6p2k40h-eOn{(LOwDzfp08n8rKn^%ZsDGqL`J-BGl! zaWJl9$Vp~{QxNyk+!rtWDt*2uk-ND7{mg*;)0vIHhj|rSsmUxAm8l=KiuH=hiY3o} z7rb56$2OzD&dGQ;Mj&og;woWfp#jc<6gJ^=7*Xl<;GozWLuLY8ubuMrLGJXAee`W@ z_PFvfQ?Zb0v>6c`Gm?14hIh73-t#7-`vAjXw>+V1;x~)CTW~Be?F)?-PoJY7NEYxU zDo^d_RwKOhwEuvD1Zi$P$+NmGO4)v!;fZgH%h7}3AXzi_W-nxDpAxvDYAH^gWQv7%Gr}|$ueP5| zMRlWw&B*ub)1QHkZ?igjZT4Gbk+O%;}I(M7XH8r59TeRPZQo76W!aNfV95R8B zrQ*QaCC0G&O}mZQi!)#5P2*qMn2uS`ESbF}kQ(Zq`_$S$Klzbh^7Ve|=r9P2;x4zq z%ajO@bL^U`6R67}n2RIc2<7w~%zYg15goK00^y@{U>9)pp}RSE&mDSL+6TesQH~d! zbFiQBBX+Wz!P){BQw{nH7-pCI1ed2hh^`*GS_S13B-GZc6}qg~3geWmJ}WCVmdN0d z+BNBw-&qh^Ta9%#>@9j4uid8_4P_NJ>(y$-UU-&W>FXoLmp10)H0Cw}vz({)cj0iW zrKa(gj#3I1>m2U73n7r&^fsx6JUez3JpT(D5eoMv2vm~VWZ1ecsU!+F-n!#Y!hP-d zNh+S#`q)ai6<=tNEegy9VDMwbXmG9)>OpV^?|x&rVB7NjQX0pv*itSK2#T)Yk>7Nf zY-dfrfL}}~PvpTcbl%fz@kqu9{~%2Y37*@&#q|{*+Ng_9s1hrmoW#PsiBD2le8_8F z=C-E;Mfx*cA@bp~Co5vDyCj;)J+SFu(A6i>RV&wVxe@i{^A9Nw;uG4 zFlKWUMtfYdq!P#tbTxEK2TzGR6HHSXUiJ25q(^q5Fs1@3bWymd- z8Vl+cSezDhl{Ga@Iz%TXGOC~9viASc_0|tjeSfs~%)m%@cPWT;Nl8ix2uL@BC@tMF zFawAJ64KJ$CEYWiAfa@pBHhyc96tAZ?{Ci^Kn-V~z4v;*)>>|ff1tavT;v;I7qA1q zceo13%#0(yMz)_6Bo_PtG6w2%~Au6|r))s2sxmM?zT-Qg89QgCsxwEYqw4_AejKZ$l-re{uf;uH^se zG~Cp54!s|E{DuDhYaD$TIPh^C|FM(T)p@Iz#~Pxg6g z%nVu&C3b&0C+)@E%ZHz)-Z8OF2ko|Q{+p87lvAbr#iesqpjx}NSosLjKcMYz2Pi3uOY|$gEcd?4pG0jwEAz>4j6B_14tKf! z@o6m1CGSW7W~XgTUx^fwWKY#9sKTOCn%m+8Xjv+B%Qbm48%=T^$0R3kjV^hS&O7m& zNkZw{_MS>K{41W)8w02;Nv8%~UOLAPZaT-Z1mc*~+)jv*1fZlC!J{cTRr@3)Vg3w6xM z#*X^w7KLhiKtTI2@k#T#+tXg>vyR}isN-Xg#9WM{TJ3JIBPbRl8B0bHiz*#71<0&@ z-#(H}z`w$x072@B7}(BaUKYPSufwdU+$LvXrGU!=i7Dftd?! zg!vjQKQ9DN_jH zymMVZdR|eOjsdFuzkNaxC`>UQ%CQ|jxcHDr(>Q)px81;m$ii4pPP&FWWj`aUT-PN| zZ?L{c>U1fU0}&XtS=#gVZ$#r5CMZE~r%nXp+(w_Tbo3lWfOe!B9^+`IJ8!Wlmo{*e zd3Ym(tBEo8v_2tfCzbS-BwRRp&Aj2V7K8GB9?<6c?wxY=fYZ-57;Y>4@;~q>yy&IJ z82BdoF0fU#btMV6*AYYGu?ybo{}{}NIRHcR+2xh^Bf9^NpYP(xV4)@D7i_}PF&xy0 zTg$Yl^!3N*a&)H)KOXHCF{^-0EUrPHKq^P-lA!Wp0Xj z%UIW>k5m;ras^4>f!N!CqNpvbz(!IYV0wUs#@(T64ESvh#<6_^eMU_GA?at}!`bh- zyvJZ+Br=!{LTAoVXeAJ>;2>0l##ZAK6Wib=d^BJ{a&6g{c`yG^@|l;Lf|9t6{>AGtOxx3NBENd)2Z_JG zjsU%8>O*=9o9Lmd@k+B+@;Zbtp+qbg3x9w>Hk^r{5VQOc3%b;5=ugfNAO`gJPF%$i z;`%hd^r?`#d>?;bK$9)(iC3P-6Cfi47=22O#3WIvC<2W`45baLZvlXEmxsIpJzOS5 zdiMh!H~*Hj3ou)G2S@_ljPYeCOUB|x=u|YDvFJjqK&58PFx>5+`63fj1#G9bJPZb5 z%GN@;K#s-$Q?+prH6{T;1#d$$)qpFe?&eF7&vc@Q!{lQQ!X~Tb3_rkbQu>7n)a}5O zng#ggbOk1hAd9$|1X0wp6_v-&B)^U;>+@c8LI3#`MpoAjJ8R`s2e|r|>ORhtiHDKF zmsmtU8B;>&W7%_GOtAh_oUPO{8~YQ~pC!54LzEN-ov7%CFM!SO;PKD$3os8LAQ$=D z8cv5d-!x4E#d+E$>Z2jl^SIj9^Uv&!46AG2E|C7KI-OWOE>+YECcimltTpAgDf9U> zQK?z}J1>6famu$RE;Aq(!L6x^CntU1PgEbvF3-K?FkAaNn(Rx;cw;tOoj~629ie{f zUgUNrYaAOV^X?N4_2Fh0!{|zTfu&%Izseo)EdHfa-m{yF7IlZnZS$5=B?V$!;Q;?r zcHe_qk<{7l7nh6cda*_WXFoQY=Nucuv)Wf~{vK9ZLLPp4LXot2qf=m7bNyOE)$kY3 z$pBUVUu-LThco=)vCWj57AdA3Yp_<~K^<#PM@_Ga4-h*f&s{ObJ%~}**VB~G`%B!6gW8@55Kj35iQ`B8 zXj{x9Vwfzi$M)aCv|l42HsWi!>hE}6D6x4Iwk(O5_(!sw$6`i1Q`(FiFKVzzgk|9u z%=szkn`aJ_+!WaNGd8{D{wF`;qD3MmTWrqEakoz7z--7;&DSY$5XJZ;eF_5;IfI*M-c_k!K2_vrF7r|7v@)UnEL7l5Ad{u zb>3%wRt^e3-Rch2h_zk?xUB|H`;jrP>;<5lu=wf$R2CbQhlJu;ufDSM2NEZWU-Z2% zmQ_JyBS_3S)=vtaYdLP^X1GmpaOph(VeU(}*5{<_)TV6Xra9rC^izH2b8>!|s2U2~ zXnMS9lNfOeSzxzlf)jG$;Cf!Mz5mMsfU@mL-O5!MO7_1>autSvAmqfqoj z?$PGkZd2ce-GSKX{d}%Qin2G*u7Q4u|JiT}@9(Hs3O32&_u~e7VkxW^dOH4GVrOB9+lic4R+EC5iZdiQ&%kel*~2Mbc`2hAs@ zi@2&8O(%QFaDq;mVv`Uw(J!$+3BdCz@*WT=^ z;zQY5(BL76?Z6aq1>O@PZ(Ya8WDA~hfh>G2p0cq-69W$8_RGxC9NdLw(3ya?RgRd{ z_VF?&3cC)68DEwv^DSJ5sHx-{up}1;moQO*L3Y^vTT6QIjd~wXyT|3^6qk}@%WYH^ z0k3vNivn#ry2aYLWM{+~(;@Wys zD`_hFz&$Y*#y+A!r>AuIy^3I8+Kv3=B^#0zzq+<~ zy=-9HAV@~;s+dQHurHey=TUI`vV>_iTxn)Z((1ugyp6f5@I|#7f6HXWr_&|^B7clb zc+3!9h<7T93!-RBVs3KYt$A@ni#sZH&Iw|u^s}kik@n%%WzfL4@}C$YKX059b+S4c z3wr1Ys;Z;=%r1G0a6i5}PAl*yPk)0DHdNj)U|!DogYVv(@*ew6-omyy^?D>yt-_m}~zJR)HR7 zygHtI;Py%tr*{=2|KNOF8u4v@!b+5`TKn)xHG#`XcXFtsLc(v~K(-)FgH&7D>TrXkj}&*WfXo z*Ud@-D}3Wu+SwZ?CCpqPZM;MSw#Bj84qqnn2g`VW3Z!wxf?Szl2ySc$>p$Z#XUB(dbd8&i6#MgAE6NMV(J&!-Hz0g z2wY}Kc=^$*wV|B+ z!SDl#<>u9s_870P7)r~2QDhpBbGR%nc7XRp@hdiA1<`D|a0qYHG9z?}_66pH?!15v}mgOkmYKL_!!HvlyBY@RkvNVTFW9=X_K zS$`=rJz(k5Rp;(Y%{PK z_4ia9NUAFCbtnmLhlt}SInJcT^_?zqp5tF#5wr>=_;)v5%&iW5Z|$Nd=9g?`Zd@q0 zY=;k>>*d7kAic4pz3FNmCN#(qou?rV)MyhD1Vksuf+3e8K(qwc^Qx-6zRczHMQ3V;3a>fHp3+og)bgZ5&RJP#TnmxjgsK(H7 z`3LwOCSvD)RgvpY?Jf%GfW_)vkI$DQ5U~r3~*5-2YS?>Fh|=zBNFj3)n3V)Q(#|23W^1& zv{~ikAa#8K78bIo;VVzNS{(8m-czAd$S8V)ll_1OlnjiH%IbvU5)Aj=Mp;cpv|BDu z(M&}2=bO+Kle24l{}qQW-TqsL9Afi*x*3?}Pb1MeC8Ss|JdBra;X(w?t&Z?yN?q1_ z=zwbZPYV9uu=3k)#e3xX6{+CzPvR(I3i<{OMdN|hw^E-_f*N3Bv>E1W;^N@2Iz0dx zES)DiNYy(gt5};nNVAawP*)Y#;A6^azteapNYeM}-bplJ>n=VPeqH3VDGA$=Iy)T- zUBr#V>~y<-Bkn01RioZl4Ait7$uKPfjOn(FM4-svsPK2K=GT}?J8Sk>il|Kt2P`#r za?Ex83gZG4Mp+Yr#H-|08^ps;wtuU8n|9n?_3k&ve#=-MJ{W%*!M1F<$Mx4(dCx_x zO04%%Xrze)a&$KSFXjXfU^w8a}ghDE?w(@l4@cbQ!-0qn12pVM%H?ZfUW zWj+?q$kRPbuIk-{_o_sh#+%e2vnJ@-4X<^6(Q!rmhEMdLR?GebPTZZNBmAGZF4;rf zp%73Qi_}Lw55w;PPgxVg3Th25U3&i*+zQs zJV=I15o@;F`)NAGytdqhr%H8C_!)z3=uMcnNZq?;!}E*VAwVe=*ogf|cOC~Qoi`i% z5FaXZfTs;rli11Lg30LUsHu)$4v)L@mV?u-lw`^TA9YSq)5S zt#s-npB^ab+t;0EF1q5P8?xw7X#z~<&zrb8Axe4h1@^#RULt~*-nIe@#9DpoB`^uS z>}V4grmW{xMKTs#d_nCj>ZIGv0)L8l8aB1kO$p~cKCPN7b*|l>)pic9zn8vML1R~W zsCpTnNpP@OA2aP^mo(r@9 z@A<92?Qc1qjBjRFt$IsD(;Mm{rf^ioYcT-Lkn@-)Bv?el)>ypu#*ssE+wn+3$Ph6^ z0(b!EQ)mkz`>R@7hJ2q_Wzx0#oU>0BmSaFIt59xAjLRg14U4ATTUF zw%3~{BHlla@mam86=*D#W4>0f1E_1(l?no{`8G3bg595W{_emm24rN+HPL``mjbeg zRHZH)+u=T3iBx_|`RTJ=;PWh+ zoT@a8W;h=tWEH7G`;&HPE@MLs*u@g+Y)86WTMZAMEaDw39s&GM*}grw%+lQqlx;Yx zAR{f$zzh8W02_!*ybaY}~fXd64uc7o|;V3>=wzjdwKBWIdT46TM4 zW?W+a(4rXET3g6M6BBK)D*<1<-l`7+g^NCO5egf#%w@D=yH$<+JT?)zeDP^LA^FZh zPn=cKZ|uEAVEE~~Vo2phx4`5;IW{+(8&uI)n7) z0`qaRco12BwJB!=#b6mEuq7T;>FGYef7O5?H{3Iup`3pcD~#rJAZK6%nF_r5MM;s+ zs7+^RC0*}E;@hsqV`n~KA%SITuSvbC^3yJL=}@0T<9b=`z}Ta&$##x0l%|`t zr!#n!i~RT*w+ZRsWeUK8ckkq1x0Ik0uGChL-W`)IP2gr`7asdR+;_t^Pw35f;NQ{V zfVO!l{e3ZRgN}AXeaFU5(RO;xuWmAFQ`6vwh9Q|Y$;rIkV~Mq3Ty4DoxJhaL?TVk} z;!+D6P@g)}{C&DW2^>4}RODHGq_p|bBHG4p&Zn^LY(U=^_NP>93v1g?R*}s=|3_j` z(kcFAuOA;qK#S}6*I28li=A2%gE6z-@|6cl3b+(G@5cJRxxq{RX-1?Xmfj_t1PX?)>f{d4ZU_b9Huk z5DDs{CEqy&y_1X&+lR1asAI+n(v@vESocA7?)wS>6r}9jDCB>t3k_}r8w|nJ_FFc4 zPCV~rE2?eog>{k1cbuN#qx$Y>`UA|Zdn04NoID@=EX?!M!t@D<{*=k%eZ>U;c&GPK zKAVMwWKuTZ-Y-#~Z6~bI$(nvUmfvv)8SS<^bs#Nk*W7DP;6=IyG zL|wT6f34ZSCNF9Set9BYr8zfq??{wXG)h_<$_$J6gB5jfWwvhfidzL^h&7)FHx{8o1|4LJZ6;?V1V`ur7`T4dsRVvaKsWm>yrgwm4;$ZY=JD??3y&71pmGOFP zn5X-@4dP8m&c_cypP1(*_a(?^7CsnRkQo%%M!2K6^bZ(La-mAu6|KEh36|~+p)I28 zmJfnXI)1iWu0PEga=5z98?`fRQGITecv_U0L?We~U)+6@w;yKw7FYE*#P{J#wV6M? zip-yHmUXAbaft63g(TpT_-3J!Z3_skq|$@wY_f6$(>7kwUCkkrwWbKQzPfW9x(UeI zN6+Fr6xPBg5WXA7t1SdGr*Xzc5J?DduN`ABAOLOn7{S!Gy_o9IGmz}W3 zMxpGY4(8zJ+khD0WRZ*u4K_W|hQ6Jth8dJ!9P zPy5Rq&Un(_OTx-E?$u?0TMHf{eh#KRZ99*nD55w4GBnq*-5A)kw)NEcF-~@o>xCwm z@M~o)Dh^Ih6Fbu?tWxmH4X__xVQ^xTQ*+ezAX&bb)s*JRZ}%cpD+4*g6|K*}$@}lG z_{H<*`7RNg*`Vp?;bh0Ia|JG_5`(|JJu!dd$jN$KwyET>Y%7Y+U5rhN1X7;v7O#6e znfY~teiwLPq)*SbQ|XFpo%%6$>b=PLQ2CMA}8B zOK^c3?mnpeRg<(Ch>=n-m)fuCr3HZ0OQ1_g52L1b>WneRoj?kOlR}8rzkZj|bB3pM zjt zsA^$de+0PMxi%=O!HXd-OkFjqd@ZdB$z&9jV`l9K<{y1wov-)B3!VYvpp;$dyX&J= z`tQS?x8`q^f!OVd%-d$OWe?c8v719=MCoi1p0`TOS<-u60TwJteh8w`q=(zU3HSfW znDc${eby3q`PV6KCeOuNd-^;wFR3$7AIz{~UWDh^^)G;-U_CLMW#Kxr8p)poFe|O( zSxc})Z#$lJVa4pjO#Q_1zCf80wLz~P$cbiS883#hL5-9^)%HRm{KYEeApqx< z8u9UWg{rt12W-6~D6mdNrWO`ShJlWQrS7u#pT6G`hxYDjOZz}afAjtu2BstLwvYJ7 z3{#lZ@&VPX2h|62TYB#X7-AaK9FcM=&RYjENK_zuGij z7Pe~kJr*lV$M2}ru$7r>CSJbXb5oj8FA>jlGB7hvs2xbC35v72?qd@@c9=d zvM7}$H?3I$b8fn`bf4R13bC1IfSe7+Bq((6usb>7>z3shuF@vk4_KbDuNaGFqL1{F~sc9&$mF7!c(c*(rq zE_(V(8H;pT8wNEzpvlJh`?lw!ZhPQ$Fab3L2Em0ND`(F>f&Y7V1!miUOr2ZOgSjzr z2VXbX6+%X~*-}E82IJu9CtfnI*;E94|Gj~#Z)h;W%d2-MfAVHPA-mWgQj3&dZduzxl(-8c%@cFwKKM z?xM2Lths{hn%NVp!`*dhjU)+RuKf1V?m7vui-zxB2V|Y=nP8C|dk}h^URkGc8C2?` z-vv1PH{+Z$5Fxj1$%afo7}$$X?Z4&p0-VfXA(pm#LCJ;I?s$tIe7iN zld*Vm&P^>3;m5ABg~^mcNJklEg|(RKq#exK;<1^_EEO1|gqw9)64L>giApD_VVDtV zAxQ;^gi7Z(jNfLXX@rzc!i4P}yYw^xc1EFs=&>^d6Mq*y5sXSqnE7q^?P6(FJ)zQa zAk~@W?kvZ<#+S)L99RT58520t6LK-OMZW>d-C5s&pDwENevI8#eo;ZfR{gZiKVlo_ z?Oknc)u#0l{CvZ8Q_8wo{X8(dW%`#HnlNeut}pIuKa0}{71D|fs>RD}DPXI{U;}AC zySk8&3m$*sBn#e3DZxlDKjgTn(eZ2R93Sb!kehR|Ns3P!;^cc-O8IlL&p}A5s_0|2 ziNHepa?L;)=Xwa=s8>m;H7)e!lAtx_aS>*Dvfg|!lmQ#nvNY8aaeTLtj|ZX$-OiO* z7qUnc1T?k3ebifFZ=c;QY<+On3|x&NNBRP1?=!8x?+j~%`14hA4_O#>Q_6!A4*v}j z{5zKMr_o>pfTRB8NbkPdv8k{xXKv5>_N461oFRHC4(mew?<*pk3%#}x_1j+7M*mBM zNU>);>jJo`M2ArGoyx}6q6&u{SuV+Qm3<7YULBpOev{g#;S25>dwhqp1BHtk{)=BC z_b9>PH09stYM!l-vP9#%H8eF z#0x!#pE)EDd@m?7K7`!b6;B1Y1ssy0_%oEsZyp4mp718*nKz5iCtjOi)!RJFgn`DpO*5w&HZ z=mD;lvY-uv!Y~69aB7T$V4JT9qD4iqaLHW8FxD>JhlhmtN%2=vQSC>KY*WFe~D{NGCWOb?dk(laChI~k9S0=OKk8?wLuRpjld25CmkG% z0Y@*PlhYInFSp*)IT1IJE=%Fpq?-iYYaT2XDAnw}uba zH_Sy|N^%90mM32DV*FetM_fb$ci+WZS+Sp5FFu`V z6Me2xWvrl4p{qd54BtGe zf`vABTs}Kq=7Y44U5e`dqSkj+t9@;6Tj*2mpxJ3X(t|PTYU{V5&_S`RoHd27Mx^J7 z#Qo~;{AFtH=SjbgT3^{xy30Qo+VE5)#xE>jv=Ux05^U82D6DV%CYjAJf>TD^H6`9O zp*h(9BBi8qyaPR#nkeQuVl>Rz?uo4OFF0M_-1(O7HtlJiZU6O|&wSNN$e6gT#7)rL zxO_|NX2!62yEw|v-&OHR1%=&ug^$t)ys`Hp(P*hTPU7WyLVT*4=}CCnuN9rCAEmqD zs}m0PVdB>c{!Fz}|BYGF?@zuq=oz#BrRm1FHv;z1<#79J)JK_f%Rs=Hne%MIC=SHI z3M7RoHD7L(6__@=k%%I6%Ef4Gps11Hi^{uDW14*p#20@a-Pep_#V6(8*gyc(un zNM}!H|MNhJ85UY2b2KQFGtfS&pHd|1nxm8b8i;P+dc$hUuVp`3UUK=I$)v%N1oKav z`=aUyi~u4B?4C=2-0}oP_Cl_j2#mPeYaKdEKMuw{?rAFj!@&=vj4OHic}I2&xTOWsyN3{tw=pNZ+kV54+*B^5*^P%#OM-Xf#JkNc_8& zN`jtf(3JO5Al2x^fU4Bz_Rsj9I7;8VC}iN9PDT>@SJfJ`^FE#FbGPrOy{C1;Ly|3q|okOW_WwQZ*nA2nd#_7++x zmbD60DN0NlD%-yw4^Yi752ME7*&r91!1p?>;T~|Xv?QmBQs2pIC)+5kl`{0+w9gCsr!=f zJ)Gk(Z`y!xv?u1aLqT}W9*bDevLwYmGFb1x3G`T2b7G>+*S#62o}>t{-4)OgGYvTd zF21zbi$(Wit7$`3#|sczE++PACi(n&k|c%z?yl5(5c}PH(K4 ze{qS(zXA5_-K0xd%{SOfCRVLGz}l2XHa2SA_>tRtRN>c(Ei!FvR4bJLK&09Z zOSDCjSocG?>Q#3Iq21bFrp1ZQp={TMuWHt?Vhi`fx&FpO=O$#pxhdm~2OqulI~9jq*e^VzC7@Oe2QB`KT%2i zXIy05fbi%XdL;Rw3#X|%t*BY^Rj;}ZX;r%;mUD9fdU*e36dh;y!Tg5cGqdW>o1J(S z)Q7iogfCjrc3+*Q`h;nnI5p-^DJFLhIUSytxXrK8d1C_M7y$~;MV1cx zmRS}N@BP@ziP(?V#o?I~0(%^7CxN+Hk=rV{tZa`-RL(SVlV8EF6S~}MH!U}pFPMoJLY^i=d)=(TGiE#zF z+-DV0fB0L!UVGH0Qs;2LY`>fDPG}SE%3S2(`V9b4jUGX6#ej)GxFI7_g&X)kYh{>$ z(4^13hvfK4iBl3g9&@0uZ?349_`T1Oin63jB`=|6AtI#@7gnR*hIpF zmZ%-8hiQ>9tSkr^?@Y zn=P=YoGsAdP$LRrl|V50(OvrEk7oXs1TS&ukLc($f5MnuZYQl&@B)@B@bdPSb)Zj4 zh91t^4d*K2HUIsr_7^y+Q?;eFv`0!byJee2G5Gg{s#ZvkJUzt((V&>Za5Dz^_UovQ zZ?E%pYy9~@*dl#d4 z0};F7j$^ilQ$Wvo{^|AQsbiwHe9vhqpP0ZqgUNkq){O8XydHZBOr%9eY2jZi%N&Z< z>_)n}-(G1ONq1{@@P!++JqB7A^KLhSW?H$ON^(*+J2X+XyHB9YL-hbxf4fA1o7uV- zk=FryB+E@y!mwnZylDnN2Ew(!h!seU{ASo#^B6jRnfKZ*hMcD{#)L+7H@nELCd6j` z)VYqapfCh)k}fF8Q9QrJ#m(*9dXur<3uM0&kz5vXVd^$(Gd=bWt0+vC;CSMH=|2{~ zpe`XzNAZb*e~QSQguJ$Cs@kKjUWU_Vlbk*rrAz&;zH8ZBL*AdI?AOsL>=E>*#a3Kt zx}sz%aIKE$GoRyYj# z9aO-#p3ZV$5 zuW!CB#S{vKPf1t1gV40hCy`_3lV?#3ruj=U5+1FAS6+#Q-KxLu^Rm%bq48ty3z9pW z+ZHQWXUc#a)mM?8CBZUKHfF~IC?6gMTWs|2n@mo~Izes9aHIjsYb^6V>ap|9<|G*yp5WTP zRd!5}byM^FrjhLW4;8!L>#f=9aT1k_e=qhQH1Pl2-#!}<=}rpOwoS29-dQGc54>3j zjGOq1A$Uxg&WtJP4Ze|Ric#OrdO{I7SF}^(?pPCosjh+>i2t7n!7@wxm(%Im;>Z}z zcXz(DJp%aH_=Xd=*Gk}K=@+-DutY~HY0_ToF(@X1_4iG%|3%KwWT^K0H@yrTUl#^v z|6>oD?j6%k+O>J~_kOhKex}A>D}a3s%Rb+S`l(~eI(-I&JCn*f2Wb{-xX%;~1q{U6 zfE=`gZ1Q>sB%UZqUmrYA1=2?x;4WhVplBj7@%8m^+o;}4S85rpmGHM^K48pZ8>$_z zuP<)_gQIRgsnqHRUQzgPFJOS7KJm{TacBlnp>F5DmYuF>WoNPX;OI|hvH3Vti1NSQ zUu?GzB+;$K)wY*4C^`vd^qzMOcl#hKi{Zpp)p^_E%r7qkE~&Cf75qh6=!KS$T57=Y zK6e#!9fN|0lP%yzMy)1LImz_P3C)Wy+jf;qr<5>?a=bmfGKHhRMN^r$m+Qa`xK;kj z%PEm4bLWwyXx24&W=nw4MS>g8jDxAPsZ&Dab+vLw;#2%>{EE&}Rs&V8;G|7B%mJ zj#?*o$cC&y2z}H9PJ}Fz^)Th;2axy%ly=!4Tn!zyN1?&IYVa{4#g?>+Gq9NHn>TNM z015O3C~_2&(Hc54^bb4!E_~S} z&M%sUCu)i8dXe88XLgWnE-D*iZLfdebn)0aN6*j}PxV;|W$${-GVC@ZNSyYt#1OZq zJ1_q&+c?OBAdm~Dc`eOKTit$roz@E<=;$7NpFdJW9=b1=ZOM zefSepCbA9y|JD+5P7jn{?y9fjy6;E?BZjz{d&a*Lyb%bQb7FpQS?x}{;ihDi8rPu) zNTr4EH!#-#sB0$}QY4VN$Ev|;@E`PlJhK%WpyF_N@vh{vaf!>|o?feL>tZTdD6EAk z1*7fkPyfH`M3)!!Of446VE^?mmYX?B^QM$Le#qxPKIJ9#)hS9oXWBkfe0KIVL$bGS zPCJn;+MKd{j*sCzuRb$1?&qE(1a(ZHp>e%^*v`bwo+*m`{5PX4Si^Cv2znCVukT;@sda{^QjTFj z1Vd&Eqf~YdewvgChn)N*8}&N+BKS4}VxvW@A|LIES;O6n%@OHU#>0U{EDAgiPqTTp zGX>0KuO-r(pf7i1@f*|ksbiYqlVbgeTt)vHw@XxC`wGtNo8zkjmbV&n%$cDJSK!Pc!3(2?&kuooB)hlY`#zYi-xSbz_#8 zPi5>Z*zw7%xYi~y^0s3HxS_4`f_%US4?vV$tC*$~_sM*mvg5y8f6V)v+tmzS!s`bj zC@;N($`^e-88Who19v1;EYJ2}zjT6R8d^CHq>=mns9bBbfE;AOn7 z#6x3us@5=498}3_gphbSL5*;{F0u|kez9hzgMAYhiBMar8JJjCnd2{3d)JrD;r@3V zC#tE`m4;@dwi1_kmO=*nZd*c>UmlC_7!G1mH>=ZeVr*A0cvIbfKjd4VGic1f+fu-Y zl3mga>d-g8^$Xc*aQg@mtO$CZxCZ{ttF`O(c|Me)Tzn2{{`2N_;g@2Aj#$7Y!&aip zS}Pem!?>lfnfzozjp|2!BtVF?2>BGS9^#&FukfFJ&I)`}sO+lB0QQcPlriU2$+JvM zt^)EjEVMYugkg=E?8kP@?{sz%X)60KiZ0jM?I+wrhi~=M&z8v}WjwMOvN1BzG&q4Nm^{k-%c=52Z{@wX2D*c~g z3-9lvTHa1M&fa`+M-hD!1KSp?xTsMO+rj3`W8#xk3=RP=RannHlsNkj;A9x5c5NAd zqERBc!=1!dfA-WfJn?JdWp`yoxh$?&-__mD0?xFa&QkAT=bHGdhnywC%sPsnwIlN5 zJg4R?p}&l|130BmW!keeqv2XVU9C?t6i!F2B4j zk_WDA_v>%BYfl5cJI^jN>LtAQ979>;JM*VpXK|GBNx$(k8RZxvG!muXI+cP|d}42y3)rQVc58T#G$;Y}Qv``nX0*GBG!zXX$@yY+Gf3jB ztwW%c;_a&9QEs5hr~mCat<&%dmj?%apytW>hiAToe3uHhW{hQ7K)@7DtI~#m!yzxh z@6DwUzels1Y-50{Qu*`rOrrd{6<`7DAz^I6NO@26$1F}R!qAc>kmJrTbpF-id(2o#mDu@fX@gsALEQeO`!=7Pgl+9+yV$#fxG|#K7 ztZv1h41w`&EBCa~FyRRa7qulJedt~cMa1w5lahD2qi=wG z+o2&3q}RXIntSHSJ7pehEWzW8UK0cCaDnpZ=noXZGi?r?rWaeRBTr8v=#NgNu<}<@ z6qRgQJW^x$1ojy7_P`=~^n-Ryn5+v6qO4-^RJsjKq&o%FYp&Pc{m8p-Zqkjua| zxG%TStN>J7BHKS#)Vt0gYX@V9VHajJY}0 zWGbd$bz9hDWExPE{k=5AYzM|epbmTM&`r39s1eQ8VYfmyix9OB$V^C zo=FmTnB~>W7vxym*|Knc*20k@3&3yhtxqL&Tud9Nj732ECZQxJHI7X=A~TH9_YqlC zwM3BAh$**e)9^H-X2Zug*l-@E* z6U857@!^>{N9yH?e+irqhe0`K$;5+$-ko{aiC_LI+BCi4sPDw*#NPIKHwEqWhc*uz zY%`aM&e{`y^IYiEk39L~t427H{Zysd;CdTy2fa*X%hW85?9HjZe}Uu!*&uE!pG0YU zb$whnqxD6}zYKE&X=?9pA1U*hqE)kT7w?LD91RAm&(X<&=Xb=g-ppxp`Qc^ z@X^8LshTXVZk?OAJA;&V$#Z(+qV~;SM)Mgl^R7;*HNGgj8>G4s_S}eQOtEts3?L8L zYvA8}PwVziAgrs=7%EkcB+-woietf(#4A}FRx1aze5a#aFTta?9ioc>6`f!x$@0)I zd2q;x;p($32L{)=!hYn$A=A`2FAtx&ulC@A%I6!}hL*ck=cyO_hXd}{uiCOB79CH_ zleyCkZs+n^#w)0=wso@>YVQCCh{H!)7j_S$-Dj^eBi|rN+^2RD^x3Esb}20hzcpR( za^M1yi|bx?H~+2=Uhxq;Nsjey(NAQSe& zujeoMR-ortL`|wCh+{O@+5=Mc9%I{XKg&GS*=){RKg8|^+`^np|o7eA~ z3IcLS^?LBeL6Y`?6tKe|-hMYp7^;JX-aZ>IGvHgXf!rABWAv^C>o~1(2~y`Mmu|W~ zPJCjNb(Wq6mmezJUI0RZzwHb^fQ;NP8R4j5`@aFHH&f9rmR^*JRzLH69WD*=64%14 z%-XKpR~U`z;NJ6^+YX)jz}661cbV>sXuOW|n^zzx(Y{;)$=RCLcmZ#aE~A)1>VKVy zxmnyY**G8XI!SrllrMR1Z5mB4|2#8l_H{m&>77mO+HqPmw(y>#o^3%Mmoo*Dhb+KC zeGf>iJr~AcuZSfPntUHVUiCuUH~RwTw`L~?Srq?1E2*=9*m%x_e}2$p zu__MD)XCrfkG;2y%Bt(yh7~~(1PP@<1Qd`4=|&n!0i{tuR8qP_DWye0r5mKAr3IDl z?hxtjhIek`y1mEuzRwuX7}wA5hYmgWdG5XTTC?Xd=X_h{(ytK^Oc>DK_d|G$Y?NM% ze6w>e#`37aYJbf)So~vYW{?ceNz(Uqx1A?X?P(g8c82fq7trhr<=(GzGawApU??KJ zMy4fDRqkSI^w`R(fvnE!Ue67ZSg?w)jLXUZ(fH7q6JRbgJbzc%Io{F|lPUzx|HA)~@}h`O#MvI|K-d<3-bvj|wSOoZ8dPZ}IXs z&MrB>JPsRTh^|J@T7o)Vw#ur7o{#r$5wkt;njNFJV?Gl45bxKXdxqpmrw;9A*q-`b z_G)zgqk|&~Zm@^k_2ybhNbKaU_b2#}(6m>z*%qHVayuHfZX-U;nf(>z9YH`l?!wzm z6Mp4Y+FXTJ{>@peBgZW97kHANwxX<+rzF;f{fQS5lkP2)Se&}i+O{^d&6E1vgt%ey68w6?UElHLbrv9dJ3 zzr~=}XC5qht%~`EB{lIHF}7q)H_i*P z7iW3C$?a2ngQ>`T^$cxJ$lWTfE7+Yh`O>DkX~lfCUzYnmj2yUW=jt#!Kdv+#vZkEJ z<>zl=+%qmN-`P0Jo289g^6`mGNA6&S(5_jcHpfHd?j`PSVfC0tI&6oW_iYu+_qu8` zE6r`(bZ3=h_>bz4&;NDk^tbs1-d<(e zg`y=66zz@PC5$$i1kFuJta4i?gQq-{1~bl)BlcbgI3lNhO?jL9sucbO3Jl23ZauaJ zzMupwk0k(^?}m_ON!j~wadGN*W$o09d>m24V8t>6l7L;vN@Dd)qnO1yA%O^|OTc1f# zZh%IRS!C2_x8#B{TCSh%Z;f9X%P5~wce42ucyS}OxUfh`->_-<%=&oun_8}u&@%B^ z!BW9PkZ|Hmt3!_Xqq|Qlh7XtX(zb21i?x;1&)($MwNVg@SY~H+T)tjnP-E5ct+D;G zMFd7hv?vv!2q(|e5mNuDh&Lz8WDg2^Dtg2|?Db#V7@ns+5}s9-CsC)rzZep?!TqRF zZ(;=R0h6p&OFqTP)B8PmywdpOxAZyBse@%TnEu6_wPwC+>l?=Oo9DjR66D1RqMm)( z=~PS#^hPFx-u%M5cXSW;$8@+}@$%KQIzO^i%pAGXT>V~kD0nMMt!h7ewv}o}M|*TN z594sQubN*+p>>TjZ7kMJqwtnFQSnWwxAf}h4K4Nqhnyd*`HQU8h}U{FwI)(S64gQ^ zf+agC{r3hdXFP1k^6PnO=xo02lPFc46FQcQ*JvA|8+PqB{~(Ga*pU$PG`1+-J2hIRv$A0^ER zWws)QO5c_}>Y(b7s73wp;SUy|AG$!wGndXLy!F4J4t}hxsIY4l4E6iu->hi^=4iBs zZx}euR|C8;2^-CdM+m^Ri@yB8ER16B3E$;_c5<|Ws&;JD(%lUhoztXY9DRAY^~OCM zi=DF@Vm>AEh(99u!fisxdir(;j_hoIP`!w39(-74uyZE_X?LxBE3?T(K<0<5-E&+R z`_8f7{;jwDvI%oDe<+Ppab}R0%q6Pz)uCh)9nk1+4{Ip*%=X0-i^L@S(h0^DsT zD)mFZtE4^3{c^&ravOty>3HQtC+X7sm2OYmZ$$whlb38PEL+Mjmw}pL0 zx5)@+@{=y|fc_He)XkMKz1l!h<8J%oy%|#evoOVEG*9>F02zE00VM{*Jo_>%SQ4}0 z2PCGl)BUG2EY)PCg(rvAn zpHbhs4z7!Ld4{eIT^FGR7I#ma)p_0&2e-Y|;wVq_3K_yf-9;st#-xv3K0Uq1@j-Hz z8X0EpGGDz6?Ft4M?COUL`4b8HwkpGd>1ix%g$B?q?&%y{qIP%NPFmLTv8Cu6yadwh%&}ZO-IMzj;I3?w-G^Q#EDRTm z1+G3(7FJD+T**6oKHJ&)se>^(11-PQ=3%~TY=M)bsA_$~6Da~Sy(4oc&Ek#xP z+-H~6%No5Xx>uY@G;b*L40lbiz@*oaV7{)vi$k4)^FKB}$CnMVy)=PfHW{t-Nyjc0odi0EqH!ZQ1 zeR`kfw{~DDn>A)nkDy<2XQ9bmYH?i0YlGFID}@;3307fHYU5}^S0T>g9|~I_TA=_MK1{6<=@P{u2t2;#+XyS z{!%qdlXJQ3%8K;mj7b?P(tIbqECS9J{>P6<)vfPikMuhhXAUaZxX8$kT|n6m8PWe5 z)N)e4O3EzjXyfgFg@9{bHo%l1cG#S6P{jb?i9R?E+ZZO%vuR^DQvb=QT${qq*+2CI=CSHKC! zd|Vomh3O-o5%GFmir{rZ3e)OE3OtQsvz**h+uMuoKf?AR6A7v}@6_RE3u`C{3pw2v z{9$o9;A7bxZ^x(ot<3m?7NF@WP9}x9YOKdUUN89jCjd@MtTgx@VyH1jUB=nHQrPSz{k!@0D={96pR5 z-kXRGUumYVyBrFAoEb~oqnnK`6UbaTC6nTs;ha^geO!-Hi_2>l>@QPzHhOUr8O!;pZPdfNtyC z-`>-0n=HKMs?6rRiRY-XG-`m&FEN@EAJ=NZ7|yAcWgis4+2=*2a&%*y7ZnE`>1lFG zf#g~$CFDZU3Qh@qPu2J8p~{Id%Z|M#zs1giJ(sG##rOl0`4gp7n0gt;>lyLq=S1RC>-PbheBsU7ibqNcfVs&yTl!V-*eb$aDjx|+;l~))W&xsmZXJB-v1fc}-nPuc!&?x%IC5C`R_ZYemgDq_68<)AvQPssaI$GgO zdOEf}xvc8Zy=$YXEm=|b$nbJW1NuwvM+>-jeY30FG#yFAJR}Ku)LxmIbzm@3VA*Tq z=svr|Hk78ipiQq+nfIDEKJRsws!n6frK7Fbj8<|tht>dkNfEIu10CS#~GBxwOqS(tvifS|d_> zf97(6hFGa=qKfu=M8V}Y%7@$^{4m74qMYh32atiH{nt@mAb_TM78?YR6Be`**%(cRZbEh2KoDzozD zCAO41mksLB`1>OKi)Du*2*thQ9-y^#FXo*z`w!xZSGD>S^0Q61(pO~-(vOVkzM7QA z%NX2T*edd=YY>zVE{@{opPZmT#Sx)|S#s1UT=!o`CIH`Dnn2lp8;e8?%OTBxe?;5M zjP>G^t*A7i-y{)lnNP%A~Pr|zClvn4r(CB_ljHpJuk(ZQY8BA zCGC2qzS+pY;_Qm;L9({Nt#+o#a~CO01K1#-C~_ZL@E&>CeOiHd*SEp`?P%glCjlI- z=zaQX?&XSHn&cJnp19Gm4tFyrwZ5Zyh%HTBC&I;Gd@TI~paY>$XHENr7SB}?GL-lm z{qL2q)F+EJ3d3g?gl65%xryQ@$*fmw^PWst1Ywsvj&M_%=`>L>zZ1OOPA#;k>$ou$ z#(r5LJh3U7F1ay0LZvQ-@>&xa?KRme#)k)f)Kdl7~hKuiSSxr6)L=z@Eex28o zEEN$o`YAA~_ha%UMzVvI^RB%xEppp>bzJlvm)U#Vpxr&=1q0Ddp(8h_ro`;<));ww zy&%zxoPUEV&rR4J1{5S&-d|V>S}K^Eac&mAW4Rd|Ys^qMh)u>r87#Q{7WZXOQ-jX= z=F9RhZ4Jh@S{xc5FZ&DYO-Gkzy7kJL)m{{qV5Q=A67csZ^w5LZ2!0u{>J)4SSyQyb zOU+}-Fx;)8rBN=zx`{@6Gf;aIyO7-Ez|MNC^xpnbo>{H>n!ExteNQk`l!5V?45yZA zzro8d8_xCJ

Itwn=aEkYTuRr9vzob>x{IAyag@jf)=RAQfaf2YK>D4}!`Isu)^% z8quH6iaE1KQ21MdH$TR&y0Um$oCr{!G#Rdo)(@YYSBFT&UFN2+XLrB2;^S7t_9tc=$m z$>%LMbkxVp-7Ub`j>Ayhb^mgY(*L1oei?$SP}4t$n-AEdh)tR>;0+|Q9oE|LZ+RH!1;l@SK?IK7ZPFREIO-vP9Ab*6q9w*v?8Dkf8 zyB#LrDvp#;*?i;g{Q;03-hYhK6kQpVGvU0F><$fCABK$aDu|JRP;dvvG&6zv2ZSt!h7| z(ESRP=e|xh@`fS`XKhfMbnfuN+b119dhS03&aR-6P|L{Dg3hgx{RVs zzwpx|3QspDtuN;VTlsr?A85|**$!1)K67+MMLDh8pGqwH`x3m8gV`K zXte|fHHwz&dbU0?6V|x zkplK%xm~qgOE;$b2fi)$sl%mIf(j*XF9o+F85llRP6Xz^n`dVYw8zPxM%7REi!N36SUB64py@U&t7M| zQ;}Gb+3GR+EyDD>nfI3qZz9i+MFW&HAry$%5OeOkdk|Z<&8mp zY~$;usc{AyL7L4f5QO?e<4A69p>NtLw~6KOGU7x=N^Jx6eS$>KoJI!tv9;FAJ;%GN z{Zu08vo9}EeB0Y%kyt+44>r)~{6j^%IS~oQ-h4*R56^QHAtlx`J}Zw03(|3id8gkR zB*f&uZ*v$j)T%hJ3wqr?9_;o+Mffs><70G**kD2zu-ZOiFn)6i?os@5t(5vjbkkgp zBfsm}i5SS2#jnk-T_(ND5)o*kUY}CPV0cnlk!L((H;``~xj0&)v%OR#)K#q1@m(eU zp&7m2k_~V6I=$7f45!(Z^P%-tGes@zj$bJ?4!iEYFfZJiN#!){zYRw^BWcsowjw6T+0Qk)}JO-z!OH{6eRwYF2r zvTX`1j$@2Qlj+G_J5vr&LWMc{&(o)9-v7}SX!pDzefx6v%;pTskz|0j@)~d{3i|qx4fW6N~aJmGiKG1{W;G@aPX?hJFy=;Q&$)437Fw;(|7{m!1hoaqH z&nnQC&Mw#54(%GT&kt37(NW_ojdO9igO#rIGKZY|aPG`$uyRhFCIvIcl=7+ES#)4! z519fsRB);bhS>~iiK-3*%5M%^4j4rY5VcHb*@)`e)3N%V!DFfgBSzb{N3Av&|Amk; zX~{LKw0mVkrnIC1yHKeXFoJKxCTufDFimpyg#Z@~p8Rt(NIayiou5!;IYKL>SYx#u z7iqe_iC>=@10$&gI!=ii5>ah>xZO}GPVY64e4sPf_VNCg04M4kBt#|~&iHu1uAH0> ziH=x*$(j}++~thQhaTm7M>}JQPhJ$?@ln%S6T*5jTB^mLm!DOn_Hi6W?7hh~sB4@{ zjis=EKL)eEJJ6czo94rEH6tm$CHSmmBc4N9{#SnU+QagmPuBQ8vRf6~L)Pi2)Odjt zn@;tcEb!CdZj*W7JDqD>T{7c)QS0H9#kMbA@_@E!}h=?=f-Q*^9PPdF759jgS;& z-nS;{t3uh|O1Y{&@<#G`k<+z(4Iwq*XSnH&Yh)<7XoqA0`lC1^pM_CKRFN={a$VeP z2hNIp4#Cb_+>-zgS>)7Faq2N3h@!#PazO=~cRRW^4yWGoaGuxhYrEijdvnzt+hP2HQ6gVW@_ibnSGC2}EOE@)cz@AxjzgOwSGERJ% z0!^vSnjRqsIEuz449|O%DPOdH>D{?~a8YM#p^w|H-mjR_06XN74$PrU&DHYi$)*dP z%){{iI>Xy zneU-!6q{BaRy+vJ>U`2|a)Y+dj4`#_!hFH4*!=z4sNDKNM3{K+&D>HO!l3Nnpuqja z+ZQB1P00(RQ-+YE?B}OYbRqkZDjXK011GiC%8qj)-Yy=@;IY&zhl@UzUSFF^TUhm6@2Fu7?AnxMBC#*G3_^`jb9gRz}NW+&XnS z813dNbP}Cw(};Chm+5X3-{&v}Y(%HZ)oQ`;1N$J_xGh9AHK{rvt(yg!u zB_%eewQrqt))nnIJhD-7<5VL<(PZM!}R|br58sO25p9!>k%H<5_*G0JMF+V@KJ(JJVDgk;r^R<9L6M9u`@nPv8RwM zwkz^Zx5etcBw%`PxyZLu%FzIQbOM~0&QjxXkxlvl7pHHB&GK54JAHjg5qk$#ARhd1 zG1mAFD^=I^wNPy1A4Hvn7Xw~laGLm@@K^iYj{E%|NzxF2cb>Kq6C0Yn&fZ~m z#8SEY;4u_MM%ngi6xo@e7nayAsFy(bj1felYTY}FV%(1%4W0^*L@cw$xz6EUE)8)5 zD@Qt2A^Oz^y_U^8cKiND*8Unld_RqdCS5E+!*#JdVKL8FB0n;0cn|U zdCz(|lMHQ>giS&=oSyJ_1qQ~yqjr)wb^7G|Y+GRInE{x>@sRjq4|y@tcu9Ndwvll+ z%z2=DdJ(1JJTyjY^)JJ%m-IXj7DcNCbNHEa7rlK?l>G63wAP*+pC}B>*1X02sUlY6 zVVkcgU|dTUg`x=(CD;BWJs78`TI%pq8{|HaaG21sf7t)={_{0|6+yl@=};;a_|%|7 zfcyTbqwY%P+baY4QqTb6!D4?%_6R|y?ztsyi_vl!G%A-}O=XprD5Xtb0qq^IqZxcw zW~QvzW=_Qs#v%tMvfV`OF0;2VsKelws!HN1CkuW&YY5@!bx@8zCz&9$B$X0CIV#xV zf3icDL^Xl7(#NuuMEu$}$?n@?IqXEFo!n-ny0;-$2r`)B^wB%}_BhdS{;zY{7ETwC zE>2ck))ga-=Oz2!d>2Ap1Wx~G@huwNF!6I^i*s^I)5cVAVOh-=VaToTjqg8E$u{&f zrMchyivV{uKmx}a`wm9o1K2PsIaUip4A9nCC)MBKyWPpdxX+g2XAuTz>#$ovhsr6}Iv0v$Z zdV^x(Wsq+_?YkWW2xcs=s0+!-Rh6-d%JV<}i%yBd1S5Wh>)+hfCAL)!qM+_dRg5iI z4xiX@gm)Sv)?BM&)VR4Iry;Z>1=`PTSWGS=hml)AP^eB2mHLpsN)=vq04b~CpNUpZ zy$clL)x21Zez(NHuE@GcQsbl# z5B@yRsMxjF*dE%+GiW+H^zB`6JG!7WYYo>`ZYmJT*&v23z27P1-G-Hg%kzAZ`0Vrf zySrVJEdo}k(Lb%}mj}wz87?C~r7S`5|%X*$nfM$KPjWlUz*C?Uxk+`k| z#*a{LKD9T~oWWnQejOz0Aq;!0sj?2!HiG)UNRXupF9}(gOKrLD79b?yK#dr30vxia zhu2x5|I8fNMXDMQjf~q|9N@?Z?oh%3VOgHlrRyx_7RAnWH(IZ|B&XZ#so5|Wcq1?0 z`XXFk2f1t>1=;85=+)@DD5y9*Hqt-()cBK5zFuZGXy_%QbTX|q=~EAtdxG`wVx0tt|lWwD9>%jeJS- z%DsnskhuP06m8W=52$y#bd}_nv9eo91Ta!4-+lA@ne_$2D=EWIvm~>`PtpN&Q3LCw zq4|Cmd88U_VzyP6MmXZOyn6BQE&4rl)6qh`>um#!U#hgJ0bf~glP_NNG~&-&=_Y?C zLWly<(*jY8I8 zlywtFn*hFACol}7pwnjk{s`42s9P_ySO8b_$G0KPYa??q#@!K`ftrnLY9=y}9yb++ zVs@^}{|{Oe5%0Ay@~$uXg9R9)z384Nt9!I;FgZP(ugkR4&VxdwGM?V82sp(F1n_~at_=Im${rDLTGO4k~i`dGW^_}Nq zb4xw-#br$eykO&!Jzj*)Bq7ka(6F(cjQCtNx)hP?7?9eSA}$(L z2rf#Q{R&sjMbN<7s&onWav!ieZ9Xc2s2sxt2 zgloa!2~reH--7uhZ^Wn!@lf5mg{zlK+O8076+MZF;Hfov*r$c z`?suSqU|64UzU&Ka2o3>NUv^mk+(TWFAAR48+w&4o>x-uoB@&g+R$prRHKS7oto{H z$&|mxFiASIuNG`1I1`m(@sWurW(DD&UFN*8eLEE;Q8Dl$SxyRw10AsD|%sq)V;_0&y>U!?gFN%!bG$zQeV9NVSp2^2xS*STl*I{ zgjirl9O4yXf7^Qq=O#(O=4js2F}K-UpXvl>*fIy{6MOp1*-zTuRb{a3mA$7Q_@3b^ z$aG?(pf8SAXgzF;VFF}jk;`U>RJf<#gKsYzvWiEaki{yeDP3)6gl8CTn~1Vf<-Y`)yW_F zh8tk1H5_>itDaQIK{tHmv0SrROKMRMwmWm_9r4TsFMNfNa}*9DNM9c??iH`&^6-J6 z3$ohJW&?*L5)VV{lqVx0XoM-2Q(qMQfz`nUq5JLnA^x8(;#Y``%n2E{M$tPJInI_s zs}&=#Y8348XSZSLPWz^We`Jox1yAD`M@b5|-HA^^OqvBD&~sky+sn&OZzIw7d_54x z?*yv?uur2tqlFI~tR=r4!^0;|coW2aiyP#qO@Vzso}XG6659KLKQ~fl|EZQCr@V9b z5(9)FVD$W?8KS*6n(1(*Q$2jJoHu8$!t~Fkj+S@EG4zlq3j@%ptS1Uur-o#0fjldf zK}x3;B`P($vl}rv3OcGH9O>$Gz{?{R&}=8x;@*FqcRy4W-p6n3E0%xDDtZ>1j3`?< zxW@sE!~g4ke?C4sKumge(|%T@vRgG>MS{6}RSbO5K*aWc#iCbvo5XyuPK=dm>1&J~ zJnxPh9};-Af^8j77WwRmh>6Hfs=s!e0<7g#^wAFUI+*(od8K=wTEJ`8_PId({m~Us zivXZo<91z`Q@P0dln{P59uD?$aZ<&cuf7-e^5#n*pRah7MAc=U9viS*QQXNAf967pbzI5h|NLzxE!mUDC*D$d(x60>KWQ z{d!FUlm$)oCvv!tbUu*V%`?u!0@dijv>wX{uZO|A=$=Q7La3sgp6R#tL^xtR6fOmi zlP}qUEMdQ2<7F8Mvk+d#-}2=flxioXhVkvh1$Tw3(VZ2B5n1&KR$0UJ*kb=G(L^AB z1#+icV6|0q%JFiz(~SIM+@H$g*I&U1>!YqbDz0$e2?r~JX855$0n?8L+E|-{;5cqc zR;pQ!M>%fKaJQpAVZu)=`=P+))P&@#2 zl*p(Q@+In7WM}p-3}(dYdkNAmi@~jikwXeE;64IMsEyWzjq$t(N9n+gW2pHX8z5aBZQcD z|BH`hBr@Xyms*nN-#k;uVV5qBlyMI~1Q+ot8O-sQo~=KHK@97__cb zr_!b5rp2hhhYBdeSJZW!x?Hzk@8tu^sfO`71vo}uC5MsH9;Agqjl9{;0pRp2c?A(R zT0_{#?SEpUd&Sn%&7nY!Qib-*B{PlCY<2$Lm3Qqp5TJSc?W+NZ?|wgi#Pi_>8S*K8 z$xROoL+(^5cpu6b;Lg#D|C0z<*anIs?h)xYF87ra`(*ZPtf6va4g%{R<; zB)V$l6MEw!`t(Q$9AXQFV33_60&sxuj@-bbSllzR0T&thpgNM{#K#Yr3P<-f$B zK0-+HbYr6rF9)RQRaFL%a5ffmIx7=ZqqB66tc2-%9ZYW`(%~ztEp%Yz-2Z;D&~mH3 zK9u@jUhE@i093x&DOZ^_;9rB-S<7y*|8?ko&2GYoZFI=a2VMtIf!}xw@#OW9W2tW-ocPBDhtBBekxG>nEjNfdK0P%+%1taxwi8&N;p(Q9jnV!We^KR+ zUHo5JGebj=NFvm+2^H8Gw*Hql0ZR6N%KM@B6?6gmUWD_@J2L+zXX+Psz*BqJ#*%pJ zl;=1I9`w;D<=o#sX&TNyTX5=hBy5nW*xoi5lq+0|(53=l!G>9j?j=dq8cf@r1DgMm z0*2cM|2sq0IZ}=Fd#4=B8%V+Z+hj|?q*))PC^Yx)Zh|;K)Qx7_L^K{^d=8DI|@6<(v6;$@XhupDqK8 z7ufulHvvNXVF2E%`vJInv_iG78cj*P{lP8t8^CcucTYoK_QRb4?UghQz8 zU$hk}&5-m^^|>ovCQ%Ro$XVD*;Q4=;3&Dqu?9MJo@B;@u;dAA4(aiVnaaVH?6R#EP z&F_3J;^~GYf$c+6?c#g@*~=Ty!Z8G<{_Ph@vS5OJlU(WSiXULv_C5x&TKGX*|4gy{ z@xeXx!0Oz!eVB$gsfY;-e|aXsXEgG)XFQRXN%fEAN}-deOxW7bXQ_i7^mr=y>3_a` z6Kq*&4%QZ=`uO*4#}S)+Cv&br4!*5BU)IO1kXprXwphHprz%?t|R@4!mI0t0Z!F#K7J; zRD$@;KhOF7uW@czlv^b3{I9gY&nHqE!DsYcYx;3WbnQtg9l?LLpI}xxL?xx$U|)K^8rqOR~jMB?{@ad2`WC z$VC2mS&!$iF0!vl^na0jIRwflvV<$jeg&fTf0AcCmnTb|Aj{ZoA|u{KYc1PQpSvSe zkWgsiBB(|1%D;#^93W>;9RvM7}*9_&Eu8r(s1;A#d@} zYu=b-!ViP9Z99eMXGH4v>rzS}%uusN^w-Uf5gx7LjZd(FK%}(q4YOY^=4#I8vf#1n z{>JV`GSGfk_pyT-OL|`lso|d&g@>X_0t@S>ycGM3g{2|xhxAy9Ax0K%KtYU#JjX)@OZx2nlk?#-(9!L9~ z?IZWJ5GK0THRdMt&{#tDHG5Dm&qhMi2)&=~U#BXq3~PI7De(8voB(0$S}3H^k;B?L z<7Fd%y~{mJ#sjky7q)HaV`!>-I{}ht#HU|;mm)udnBaeyy%LEaG(C=|`|Ds;koCPJ zY5OOT{Bt9oF@1DCP~ZEWWjr;bI2OzslGv#BS`tpTr_GFHv06p&pSy}6;|c2P9~&wC z=Q+Pq+JXm?5U)O%j>7#(mb}kR-%5}->OT)zMAG>c)@}8FJwyQ> zQY%k?CJ#=q+8+sJQI02np0N<39+P)zp^Kl43$^;5Zd<`vw^3ParpZ#}!l(OCo}9L< z$gC(cb#skYCS!;qH1Ev^XI&Pwf9L_-FcsmyD0|7k|8OfZ?2z3`lUNlS7_I!$&tuTV zC>P$e>xjnN}HT(%&P` zC*u5hDas~9o(*_$X#e@-)PKVls)v3a5WJJSxdk<;It#Zf9aKASI;^|WYfSU7$gQi5 znMAaN5wBFzIsNe4YmBIh!wpIUNv+p&o9#cO@(!{fR2wsIarvk}x}Ui5T8?{MV!YS> z?(Ac&QpCB>nJgISjUx{NCi5|oxoLEX=W@@kcHy@9c}u>2y>0RS6PIZyMINy)NO zmCeLSvr0s=uVP$ZrHd>;8SbfcpKrrx0rVe8)3Aks>@+$dToP z&nS!gbqP6&rN=rpL4U6_7vUf~N_{5F@z19RDxB@LDQa-b1%DsNI0x*JP$W*H3}iz5 zZdP|PBCp}WlPBD>xxa=nfxxz0YfRK2Cw&+DAmPko9 zak7{6JFS)nxl?fhc{}xs(D+SVQTREMgSz1PWX;C+4;FxUrNZ#A3=T8fAM(YTlAEPB zKa5?E-mm9n;xE(1B>yW0>ER&=&w@+{gEQ)@^AcXF=u(Dl2i4NQxNo%tY^PX7rQvm$ z`A!w4+U^&)Nh-bB7cXb;->yUbx6&5*91E;=$jhQS6)18e-cKpn3s7hrf0Ugk9V|=K^(q02E+gcI zE=1_TWCLPov^!f>Vuk3EEJP~hY3a{5U2Ib98s)$t(e06&FJ747tN%K4wmypZPQv~Y z$G#lBc4pE-Vf)|FTyz>lkU`Ws?-nI@yk7{;1Ylq85&=F3kqtr!ZA~`3&>EZ!7G_2U z@pcPd6x241D`aN$<%5xAv=M_^gn4kVb;Y!rzgq;` z8Gebaq4{2^AKhm=q)b2Q68-n4C&Rw#UO*L(LYMF&J1?~=`P(q^@P$ng_}Zq{hoq)8 z@*heRc2v2$0|rwrd$6V37aCyCH?t$jJj&e9A0(<8-g@>)j5vJhnoPFYYkYCVZa1j! ztj(()fA@>UAL7xmq%8lkxB$8GTYuK;oTj~n8{c?d>Jz{3KgQ4fpIc7c$}@RkAm3O~ zbr0acZ}MCD7}9RZnv8(LZIqitC^!eLGWM|4WqZF%nNwGARU+NSNw9C>c&}@1eXZWN z=7@k%Th*L`&3p2ucIZTQ0uq&Z|JJp;3b3s5%kW^4ZH(sqU9-I(J#~qvG`F3k6-@d&ZC~pQ71zrZ7vde+ z&#r$U=sTzA`|})s{e_Bvw?1DFup-BASMqYBTY;HXL4}Xa{VWkI3ej(|m=Sct%7r@pxy9WkT|Hq= zCp(Ra><8{EUI*ElWuXOC3&e^~;_v(|e*Bm~I~G%uq7B1qYoC`goFuLN1CfLUdKqt) z%sK!HlHKY@eHsCC$q&4alU5_-N8E@?t=ILenm%E)xbPBNw7X=J z!_MvP_?Vu9rkN}CuOrU-9#nlg5VYF}wDbU+m{<*|CJ1p7BgAQkDbO?J0@Xy$L=$O~H>BGp z@C79Xpww<}euU8QAZ06oU-C7x-awaAUh+nVz5S&TPO+TC;2fG3=L^k#IMo3=y02n| z$)T&1)8o}!!Tu8!jp5vpPk(Ql2p{ZA(ycdKN7u)FmBj14EWO4?v48u?l!?funejm( zB-Km|=~4P!@-NV;{u%%{9=7{TYE}TQJTZkDQEL$>CnXhuruQlYw6#3NB$8GZ#`g2n zU&`iu2D7Z*D|H3$s91NOS-aC9E^07N!iitOVByMz1=@{=3QZl)eW(UU*j`(TlPoOKM&PgAp`*Ha#f#d3^v#9RGJ9VuGP`36b+kNolfjr zXVRT3ys1Vrp95b!`^QSGLclFex0R&$P!EY-q6daqit{~;;`(*H-U$(H&S(H;IX5@V zJHzq`lGMiZs%c99pY4eaaJvn*BcWO(MRL5<6HBAi&qaamO+&ZLUt&l_xvssb&Al#K z0?o~+@MB3s5{D-hvyI3Sm9rZkixOkl{zK&dI2-3s56NDlW3jj&AF9NOoIWQhhyO=B zc>rfpJz}YWJ~fOGEtFCnfO;81tlO5~fGewq5Ifhf`16&qV?`mC6!%Lth0mqryh)6W zxNnCCyR9rouMc`CC{Or(C?u8Hpg5C!FP*)zFL&^KvRN!`l4M0nWll88pY8FagzZ7E zVN^EALlFfTR4dLyH83#c_FGW+A-3A1oH|mA@~e<@kX9Xdb3^SF{hbt4GrH_vXn(3^ z&WFH(U1&c#j>tMr^fo2TKXE=#N`I=$G1en1x{Mi6KDnM|DLx?EGxdsMN4DffYN_6B zJi+%1*$%R1CDX^sG6kQr{=E2~ytCnZkq|N5tIjpJ@3slpf5(^v5OmD#`n~osjT>L3Gm7uO%SS<1MMFtVmJj6 zN#b_-?e4J1JC4ajOUJE2n>U#J+uJ53-BX?(ykzm$Zay08+O4zb19l_2A5@>wlXbBv z9ZOUEsCX%|w+V>=bgh_3?JkTG#s-+G)Ncit#(3}5wNK~q0u(;9V&bN*B$o7xwaajtT*#D5f1~D|dg@JI^{W^bJ#z>Y>8H243K)0v zla}+BuhE9cK#P|8^HMZB*p}SCv>v(_qVJcCX1mkFn%`eOO0Uu~FOh)6{^f%BPns+U zPJ9m8D$seOBm7fS{5c^^3wKGkbo$r0AcPXhVvo9Jk5# z@!R7*4WR&0XH3mvb0$ne=71YozpUs75I`MY`uQCtPw)Jcro$DX zHv*39e#@tn@^16$LYU#`=U&O*Ekn>gU^R(zp43wZOT*x`t{x-F0y$PH>XcB?-%*AapNB1k!p|IR zOOW50khz+o5OKtHXOzO~j%@NhaxC_xLR!PtyJ1Fs+e{N&oaic5Iv44cOHE~uRuR}c zuomP~4G~EmQ?ZyONGgUKKX8pKv|@#q8nMQ~CPvyi(Z@ONOM~@nc(A>s%qakqdI8mk zueh-83^Obag>H2N*yHET($Qyw2=*1rTo*! zbv?)LCwqwKBUEEIpI5YMiXq{3{hg(FZ{_kIoU$QYq+ytzIx5}LXnD_R{hIY*GZ8Y1 zEh2fZ(gFaQu~ZnpO<~VVXzDD-IuBhBi%d0(Rf^2+(Q0vLa%g^V+D5Zd&&NirILECR zlLSqRkppGk!hqpZ=beeNw%R;^M29r=ywb^`l_tjvK<_kFX866y zJWQ;|>HJ33JF&zq6cAWK#5eS4dphYpG+;}W7sD^TV`(>Cdgmh)UAB6$@AzS!1%pg zh1~qjmD&6bWkBuzCbZwMzz)aLVz?*o@q#Rmj}m@EC)pAIIpn(aXt`r2R9BH*JAo<| zmGa#Q#lxo>2xqnY;Xc$%G^8eI)cLR|O}KlK{iXkoFE1x`=S~HVdym%rL0O}tLa~o{h%pQQ6WU9m)-hoI*Oj%={Zh@+ zNMRJlqZq-2(|(XSotf1;gRi{?w6yB;>s5g2bI~Z~EG2`411?Cp2&`Y-14nDZ`9`;Z z7RXEftB*&Tvfq?4@yWbM43>9b;r{1mf07$9(y$4+W9MpcU9x^(^za5pjIx3Nm0Bg1 z3F>}_)@YEe^WaC}FER~bsm1;YipR{ETT)2feD?VS6X^uuvR(U;j3O|*QmxfwNGJU8 zFtB{%QO@gfS*Yq+S|+-&Z-Mxwzo=0f^yssjS_5hsK2$K@ks7Xv<|l7hO6d=p+?uMRw;+xlVKsgBTIiU@o-ZXL6aOs~$=1FN=F3h{ z6)cOtM5q0AcMLyfnRcTpGW^Re=+rzyT`TP9%eXtS@w$R}<)A<{V~A&J#_=CKj3wBq zUPIqEjio%4yvUQk?BE3btk?Rv9z#!LKjdK!YqzmKtjSK`1+vQVpwIRE%n|PD%xrun zNcem#+n1lb%RdLT=r~_p_BC^4(fdk=1&w!m6SHaCiUNh%s##t2=rS(HwXE+>j#7E| zEudvolvB0Q`sifEmzBpqTS3eWmW;TBp=|f$aso*cX0`k{Hz;5 zHZcl`RwrFI8ok;lrGRtHC)v7WdZZH!5WjV|z&f?jJ0gjs0Kq$Uceb zyZwJyd+%_p|F?hqomA4IA}t}2EuoMtJ9}jBRAxeUh*DXZAuD^!-YX>|WM=P@9oeJb z`Mg}p`}4c+@Ao*q_x(@DL9Xlde4Wp8kH-l$5vqEp-%`Y%*W@}FvY2XhP0%07DEjbajmP1e>FP*N5>2k{omRTh@AqaCei@HP_u^iJ zGEP~;x^;2@y}T4{WEbBrk7Iv%FC0Z3NfJG^cyKV``ZdiejBm2dn>dUZ+KK*~b|Dl| zkpaA!k0UJ$)@^ANatbn@vW=7m3;ljxVv+4Ul~O4yDTkwXVT$~58;&H8wfwot9Uxlk(>$*?ZzRZ~uCah1b zJh1*&Az86Wsk|4>#9){&mI97M#1`>D6*%+ZTepjEvSTk{PkR}i)*o7y7rVM2ku4h9 z9>>_Z6&$*)4S7bR2hXqgzGCtTdN{dibY-#h(ZH)`qz+{GcE3{eVy(lADr*dJ#SXzb z?j{Sze8w!;UNM*L#b`|LxZZz>h*n9mh&$y#&NR)1TS55)q;v~gD;IUbJ~NgHShz){)2;!P4cz+r84e9`@;xobHPK9M#Yeql5#E2+xKtS-S2zIHi7iru3G7od$LRNjSEaV5cz%gTh_GcKbD=fkd#AVkx(len{d08mGQhL>-g&8tQS}>?b1=wT5B>kf z0lzBt9z%1JKN9Bkv34ji6lQH1VdO3)V*p}U1}OF;NCJE<@N1zeGv1#_i;Mg zY`B4p`{Reliz&eO3T3#DTI31l{3`%YnQ1M_rWEZay4Gv{B(m=6eUA01Yy)`mP|@vQ zi+v|;Rhtp?5)7omF5Qpj=V9_G;$7<#wep76i&v3j3ytVaI$xp%4hBsV8rXFIxHmq9ZAh0HiOleF3zYGvc(M=@ONAp z=SW=3Ju1Am8PHkW7pqn7mRKN^|!9|1;jLoTyRtX zSn83w0!*F^>pZwfqRJx8)!OSjCQ%H0Q!!UtyLH%+LH~F)rN?Y1vI7V)r=n8Zg>OT= zB_ON@pM1&7Mp~q|j-6$vPfmvv;t+5A%oOs3)oJ^l`N)V|0DR@sbyqS=Hj{3J2*;%^g;4RytJ#K4K`dm>p8>{BV`25kJcf!^M|#=SJi#gL^8)4p@{PyW*LsFj;9lzk%A4wCRO$$ zeKHAB=euBl(p&8pNhlgM5)Wn!Pg%0v$;krUT#UhUe03zdfdtF96#~eU(md1$TlJ>9 zIUwjJj8%zM!fL)4KD6bQzcUM){jDMOP1{`kmp5Afob$5I?)Cu{D1iF98y)Ll@7X|E9v zpS8tFu8vbjc5$QcbD$*41Etd^u)6#!99U;>t#bYw>+XA5FwvG63Ki@7FD~y#nxVoF zhaX?~*JP(Om2|{8;*yo&mtN9U56OK+`Fu3KI9J1-z*y*Tns4NqrL?2WeC+fiF8B=p z;S`DTr{K5~e|;x=9s3+~n?Fz$!&IkxJNEelqh3uf!MiUX?lF;8r^*VRq5r-YB{GQ8gh7@TJ(4<5NT;E+AUC04QlFIfwS1~^BPLFg@~zRKdC zVw}3amwhKRLvk*T5}ra{_E`C;*axJRGawh-RWH1L;e#b|aE3t zsoShVpb+4HiP9+T=1XERA5w0I<%V!BWf-)MNaY~$biRiJD011Fdyh8+ zUKBYhTizyr<>&<-dO#q?vkAi&PISio*C95be;7Am4|+{dx;Mb{tIGM9fA@<(+eN?s zJcUsQJ+gdeVtr2tlba`hmoaG+jdVM9vUq98|c?5^H!dIq(Jnlmq7(y5-ifHL6 zJcj*h^!>_ESTi?J>pF=g10_@-DDGV>6|QzXSC9-#v^2TjqPfn0_LSld^SD&HX;;Gv z_R*D}BX3;^-6(!>N-OC3@GZ~u8T=gnKpwt<^Z*!AcS|X%KY=1hfhB0d_(#5LSfM6! zhntndJC)a?l&($#DWbOnYZFGR3*V2a-J&-=g*y;_9KUn;%2mTNvF zK%<(Icuy^QTS#!vokjz4$9rdd^*J4?$^yAGl_JN(4ojfz7au$bi~{y)^qaxO!p z+;$#zf&W*2`MLsyw0g*@>I75GM2(RK?lN^5#O?70!ED0ASsSfyj>p zrW7ttW?{o79bXiG;o*Tt z*A^Ec7w`07mpXQK?gCb7n7Po7c{C`I7eIyB*WPC_)V@JSaQZY2ZKC;RT@XW zkV?{~Sl9*$bvMHDcK{429@GaO8vTSA|GNydUt$7MgsHZ}M|mC$yPe~4xLp@O=!34EqreZhLo!~@V`9wg%f0hN_!Ud!@dq>Os*?bdVoPv zDgSo?ToO3)&XQO1jvTZjIk@!+7o&qBj?1{t8v?VIc}`TrBtx{7rHDofg}bmEX5L*y#nBU;Q3g50-s&wAR0)6lfj* zQ_NzZ2vdElpB&?Poyzg#{5h_{XeWF}7{-JWg^RYC^y2m0S!GSz4=nbZi=8_!L-ay) zDwh|RvbWoI=}&HhY!Kz#G{;%&camHGz*}4=-qxd(B2oNL_Gdl(-sqg4sLWRKdu!ck zK;jm&0Qcu;NVop%sC&ba{f75(|C$|?xYLfUwbOC>6&+urnJZXM;!f_og`3Qs#CCkm zsW-tm@d3B}QUJ8i##`3u4}2&d%SotzixfsmC(iMzS=%A z1PxYtTz9zod0B36_c5hHfzYi;j~H2YsA*mDXWxfpG{DHBcQZj3~}cVVdb#@5OR<4J9aT^6SRO`;aB z)tc_;th+#4e)%hyBu2#o4(KkTMNSX5bTotJOD?!kcK$L+w7`*xb|NvTf|~`yDunf? zV~yczXi3+;L&P~{5Js?`X1(h>z&i2dH$dxYnwBmq4Rrb^b47E`e{V8Ndj)VhvEsMp z*U_{r@X+c^*)X{qJ4BLHuNABj< zGiyuJMx~5`8p&ILJ6R8&l92lqT`fq$`U6Y^rQ&_Rfn)m0fI@$o$HB&LnFZ|VFM{j# zOQ}SSa(kY`B>jGRT8SX~j!3i0jnfG=>4|@`^I+)AK$p!am3J{q@4cd@VVU{WqlJTNL*rt&E$g%z(-kj*ierwza-qP?x9oZ%regr}&ds|+LmXe|D@ z_w#kP=P^D_=-NL?T_iaCq7XHe1U9l$P_l zV#c88l-P*}W^&R{#eH^RqwEc%1}ELQpJ-sPEM491&iWL| zTb@|cuT}1Sf!A~&vu-(Ktocw?7A#2dU8IkOfc@8xG-cPhl}%sStAse-2hUwMM4WiT@AhheT~bO$fXGh$-;n(z-mm+fZURRqh)zw|yD$-Y@$+K}wREC$HAHNa>-{JML2Wh{MZ76F%aQ-*W_NB2CgFv+$0(NC zV?>T2FuZ2A{a2Zz&E1NY;mz|jH<8e4$Lm59$6d-fkZRQ-JR(1tjHc)IY+%*0_*jq;D$YLAVY>(LZp>;g6sAy;W+eyxDYq_xFz8qgI_x`1fvbE%=it@*? zQicxJ524hM7f-eX_BAk*(1MuePe=mbdXsX~B8VUeEI-cX0WOKEG-sklao*x0*25!* z6>3XouQ_eloaV5IUDVNm@&nk?E43>9XHqmxuGq|JuR@AxxK9n%XOt`JB!;$4g4&qK zC7L)$cu?c!i<6LEnxvXkyinWk<^c~7M##6Pm^2UD*efWU9P$XLusDWu=AZ*qfR*@k z0X| z!TpngXF#$oSv}2%s}F*CeQDfR#1{45?cj-6i!lI9Vp*jks*oi=W5vU1HK9MRlz4uR zgf>8KAaIvw8|^pd{xmZH)9}rM;-hSO`31{BgJ(c^)9+n6i)raLmmGw!Y97|I)x!Fc z*Qsn;POAp@U}OvSz8pIST89RJBmH5UQO~S$)YkaX(uD!;WLM~dOTY|~ zlAA4ej4qa6@Sa0j(U+O!AV$4V@57|VEXQSJ?3rZWx;4DvkZk88TW3+uQ6`s*O?00~n~}h<=KE*IPK^!6 z8G-lSVJq7SL+qE)ux4;x6M}fyeK2Dvb?BU+Z^cs6c?Mh$%UOa&jNdxW(ELtMWOeu@ zlOMfBTcWHS_!pElm#B?jjp|b<-PQ#o)&k1F=KVzqidf)>`SBQ^{Z|90^%^6%joMEv zi=8`ihSeA1>ei)2E7d3nwjeYhO^Jn4(gNp^@K8a9-HOZExe^|J*pxJG$3MQ0f^1A0J{ zz%%#?x$Y`q_4u6%NI1Cexb6qP!5aw<0Q5OAAQ6`^H?wW=`-jp`N zvAnt_1jv7w;E%up#FCua0NX2k7-N~waoZ^Xh8JV`#{5gvzdJu#tGCGsX%V7O05TA% zFuyr9{lRfsFfpIUVP!5#OYrza?t3<^DD7(S6=G$g1%_y!Tm1)Dt3%PE>XMiKS?q&- z)#1UlM0z){8hk^#B3)YufO}FCGy&MV_F=D!E1|5c>~TWEA&x`r+hIM%A4LBUsKTeC z7xme(^to7R$>g;Ta^u;9J z;?B?AvFHI3<&@nJ5$OI))=}0M?KJ{# zXeg6q!@glG^k@nt9}KC$bD;}!@-JVGWPhvl0uzRr3lG+FtHn;%JW2Z?eyTu?D);nw zLlu9j#az?CSd#2-dn@6D8-mE@fg~%lQt@%g48=UmdEstw>bH7AaKDESZ8| z>^Se8I*|P#IqBvHyOzRa&5ZSC{Fl1BE&=Zy-^b+q6P|eQXj*?j&>-6YP zxnuVg&wkiNy+ITana*ZDS{7lhDlRqrzAZ*Jz@Tn5$D9rG0EX*o+MO8m{>?ZS($~QksOa@((oe;Sw}UXm70D4Joz?d~^MA9c}8*$M?nB?I~gfqL14V ziL-5gEt$3(sELc+La%60LLG4sNLfJ`krob6`x-?pD8iPaqBQHv`4q_$O97*og z#?)a<2gYZW9bl#$cyRR1vzM!Og@W2|_y(GU>srFkI#@mKb}Beo_o}nNQHB`+Pw*_) zN6)L28%nsIqdoT}tHs}sMo<{rC=PXj9W^Wn>X@YadfiS9s14X!G>vRI4D~#F^2nl= z{=wJ^iR^(OuX57`29ClpH91->S!xMw1{mE1KlJ9W-wvK{3N3jmRbKWfRpW~&Fm3VS zDc_;pd7l`d+%@Y!ZW_3-H+!+aolAt@`mpyu?18qw!k}y&_%fG@xRhXn&M&2M(K62o z8sY~|j&zFD7c71$tD?Hmsa1FKa=ccw0;Jmbp(0zuAF|NL5|VGF_;&e*>>A-cyT>Lp zp(!%W4?Q z7DIKHPOF!v&^<1)YxfBo%`Lp>a5u7qS@K11D3hf}13X*j#McKlJ`KGkLP4|LueFcZ zW{m}O-p_qi_bBL)S~xb_`VY<;(6KrHnnDmKymivTh$;5HnU&zF@6uxC^g-xEiBCNt zj!|jsnLg?ZeQv)Q(__u+CW^nTGJGz9(40{ep#d{P>rx1* z%{|XIACn%uZV+}L(r@V)8-BY*!;UgxL_vouRhGLmdK3v(dmdgPdi4Sr*+m|D)?+m+%dc0f%CnWCalhdu;>S*w?_mDaLn&_ z%<$jK<+KrG++Qx3rC*|=^eAk6v?Ub`*3mGVIzZ5Ktm6AHCQDFvke7t}R1L3-ErxlQ+%?*LIt(rUx6yc>FG} zp7Vg-_X`CvIiAKXT#4tC`Gnd&HjSo~4y=F7Pif(c$Y>!;Tn{H@wY(Vs#}LBTFTeH8 z%4XolmtRx&3J2Lk1XhqWb_QDZQXr`cY5A3pIPC9AC^2(VQ^1( zb~&qYJRW$9z+%_-yvwzQ?AkmF_!%T*nHI}bKiJINGFloHBVQ2{{bte}{V1O~m z^)*+ii~S^nksx~w3zKxB%>!8;nWn6O6?g|f6;tq7$x^DxSw zL8URYyOqH-*C$-(Vdgc)*l0p#j9p9(SDZ{8Z|dmL1T)GttkN2qcA@fOJr0)J3lc=ff?4+CqspLqKpPiO2J`1L(Vc8k8_3Qga6|sZ)GWzDG&?;`P8!$J)pBCRD95T-z?x zj+cN*3jH6R1cM6dfX8`f-r6_~G)!8FB#cAu$M;mZDnVuT=0b+WqPSOI`Fgpj-usl+ z(eCo!;xB7U_wvwCAh%^KMb<*F=O;eaPkM3x+Dzfn{blv0X3_6CbL{_9DOH zE35d9Um=60C){-lzImMYybJ|Hdi4Tk^|-s`jFouPYC}oXu3JNW?|*ire103n0zRui2TOti(IU9?ozPIf;gh;r>^Q?$r0D z(LE`nmhO0ymAR0JTcfqP&ctCe|ESjQ=bb`^$u$0^`id2t16wyJj_^#}ag4DVTWc8_ z`pEpRGTLWgbL0JY*8Ww=16R}r=;GGNYn4)SR5&rjdg?1VnoR7AWh@QTc9S?;p9ekI zu{e=tT67oE!x(7a!8RCCC6g*5#dy|d?`qA1-_xVaWx30>r_7rgPRnHGw}nrNovBt5%0oy5r?2~ zVLsm#I=lxfzb=TS2Z3p^ovb|-2adCtw*g-j&UAb!x!SSK%Y|9`!5^5M@Q8NZ6W&)C z2CKTG9e)f=pGW4GZ17nz-n|<_vA5Zj&$sK&Y$TYAO&zy|DBDvMnXtLbcv9Vkjkt!59V~g3fEUd#=y6tz5KV|MMLlU*@?~{BW2}zW!7s2 z8@5B1FCNLq^IZYsrb34&TU60U6Y=cq-b3_TI^jZ$=ky#GykKK|xcvoJe5@ymA-ys5 zsp?#0lz#>aO6c~g$~J5__zh@!z+ov#s}QmoZ?^=O*4XZ~P$oe{Jwa_fbQsLXSA{(A zNNbPV7>djFyAY%b)aS|UG&Ouh zCd^51T`5r^$q&lvb@>(8l;{$}-MNOH{1~4oF6sFW)kcl7*U5z~aksWTGjH0P_4S#; z8S(c`O{LWN3VDB-9x7aG(&~`s;4$tv#ez&7-@c0<(|q!1(`-ae-_uy7p;60xy(dt9 z2NxK$`QiUg$D&>`r{9~828emq#xL5Alar>MPfUPb6P_P!plYKDY>d8$%y%to#o8nn z#a#$GmBJo)#mKPMuxGf*pHAXvNca7y(S|qNAB@cPhH*^ZuGKER=amTZyjDM9dSVC? zrh>Tp8A+)Z^3(E?VWEf@k@sDV!m?gp#!_;wD9LSWR)T{1FvsPpbcj2m>!)@iI2@oS z^XhFV(~B(4^iB3uy}qIs3+cRnbC*X21il8~DUJ@e*IVeVouvewPbs)|82J<&4r@L( z#h)HLWaqFQ@|>N#`S6rqh{?daEvLr(dj0VimkXE7HWEY}+HT0zouW1Mc%foYR_u^v zkipn~sQmA%HJ_ z<}-HukB=-Jc?C_?Fn7QJ3o+(RbfBUr2U~Ld^Yzt`ml9(DX=CQwQPXXrt6TYz!_$1+ zi#nRmmgD-z8!aY=yMAxl$BQx94tle6448H2YdlT!@N=X-T2suM+|EbyYFR2qzh9G6 zwk6>fwF#+%c$Q&ZvcWXgOI6EVOlj4OxV+#IWF-e&h)cX;S&uLKxTCr(w0F6H$hUd1 z>AW4L;oR9d7}T3h;rdKJ7`8{t!F@ZSk1M>GB+ofi)P!=&N*=RrHC__5s?@4wr6Kq4 z3(FO7|7ho?Vm0SSzBv9&ZnBfVqp~=U`{eUL{7x^xxr@l9J}aNCZ(uw5Tl3fE z=B%N&nzZ-r^@aSO-$L4kZ^`l!npCklIp%n(T`&pc%(LZ9l1X$6GDzvXo7j0TF@@i~ zCf4wChiZqIEc6m)I@?(^O)l{Ig8f_DPgKZOo@1L?)<(NZ2JoktoMaT5aqFhY@?E5!Qy{;JO+p9(m1_D|bHAhm<@hQ~aH1 zXji|PAKa0ZGQoD)=co|_1X@&a^F)EQ3qjS|0x*2nd{`Vc(|n2ZDaDm;aWS&Pgu;Ol!KHx_B`0Avm493O@Edw@$Ov6_Lv0 zG!n0~ouDPSlDkM&c*XIlvmS3>mH^1ZmHuVRV`mdPT_CKiPF@dBD3)l~UA`pWQ8;AA zuqMj0zIDi`@`p)(kZwNF1Jegea0$ML4zD<*()X58^_M8Vy!k1GO--V)A>Ym678TZ0 za~TA-!Tnx+c>%Fc=T+JrC(Rcr{DXS0sebh2X9$VZl$_AeKqXATC#98aA1|ec4e#rM zR$v0lE52=V#g5ec)GC!BTQ_0Jc)$LfII4}z5aZ#n#FUyQ*|@5PR3$H@}1#X5ysKNRu?9?e&sPFmeM)WJ!F zAME??^IBIK)gdxx=c_oUGBks%Tl;+@y{CQhwHJqviPngOidIh9zM*-lh;%Z$2W?k`&HP*oUWIM zgbKI4bDB`8Nm<@lHu#X9k=mk}(k>jqs3lm#;>eanR@2QrAfD~PIqwj-U$s;G0qD&e zF6F;h)uC#|vlx83>wfXf?*yfJDg#z5gT#tDQwzs>c!eDX#iPULe|g6m zPobZmCCfjQ3S||81>zb57N~*8FtU9?kUBx~xau=)p#rXoHQ+PnGMo%2PKC0Sd)bQG z%V!v3YaM+i)#w4H(3u)n!Q&S9*muap4NvEr{&;pN%k+Ts^-QsCSD*?3HN06%H9=)A zE~}93)k}MDSs{xO{otV=y~($R5EkuE&LqVDBcU&@2R=)ZiG$ z?5E&z<9GYZ719b>%gas8udyHpGE-%6VcN)`ckM1@8XlAfvM)y%EYwNvAOS&`z4yNf zv(d!F+lb>2HYdKsJcDZ5$A4*90%pyqg$Dll#j@!Ro;JM+HATCY74CN^Qy0uPo+#_$q8%magt!Aypno7vF1JCcbxMxq3gA;V@APnH4-j?t4w&PF{5XatKA*@wNY`GzkQzabbiKc78BKm~ zz=to3Dria>ofY%XFF0_tmUQA}R(PDi$R~QN0oHy4*Ega{oH7Ui3}Uc>(Lw76EDl6v zxqp-H&o^y<=bx^*O$0n9@~h9m;Quc?Zo1R?1}p=vCoBsg+t3OsZBuoi3iY?4-9=*dq`VdR1GRNKNbggRVFA1UP`nDNbzsTk)2{!vB2a~4DGQ%g1Z4lZdQdJj=eF>oKetgQ4-ZE-QDsTOWd@qM&B)V|L=x<-V z01E#sgBoIkf%i(+_;)H%gRkM|nnV-zyO24Uhvhcn(A{OM{$VQVpz!NH-sGKO2GAX8 z6~1vNF4@(;aQ2VC<^K_1gw-pNp)k8Q^sT#3_@+FIVFM-P5NU2MKg3R741roAoH?3V zrUCCT>!SUtc6xhA!I>Q%l5=mLyBoqc@Zb+YV6cd*(cq7c zctYaU9ijhAubGqAArlkw^D{+Av4Mf>SxG5Aie@8DJKn7lqV&P-TdSZ1XMoD;rK&%| zC+(`(ZLJ1Gqt6kz0@ZjsDm~Rz3m>Bs+iI=S}?c+lfD#I_GCvlxP^Rzx@{8s4L zD&eRs-FL#*V>8EN@`U1Lb%BrUlixY7vSS*)2TkEgGcy^%kDvxw-)A_xeNY>;95$h6 zHv01k&pDawF2s7iI4*r6%XJU^?bIGEWps+&4^H-TRVhF{PRv^1GDMEXSUnu=*~@jJ zS2De!YwX87TdG#Re%fJtSIc5>k)9taK56NTn zjIseJpg@a{`=(*<+PKiQP$o4-ExzGzXU(!cHue;W?`JrDVYUpFsGRM>V->cFdwpt- zVp1yVsFp%xq7SVBAPw}}3Xl&Y4L7=NnoJF2`NJ+8#c|hNM zGrhKm_uP}S4sExNZrE0<78$0ow?sL3nFmycLRG@TMH}b1`@_-2eUvP*<@}sY=P0#i zdq}0Jz`shv#IMEbUentRBrpu_cDCpfDGtiSs_!`LX!OJ;=VwF@dnH~|?wcb>cx#W} zE^zchzOt2cm+SJU6~h71j!mg!Ti8^|K$cJc!}7zn69x(O+T1X$=gY^u=Q-Cyq8tHL z*o^Cc%J7Jv|EWgYlP^+x_$Pv#z6#nIV=9alLWuvYy+WU01_qAn?T`XZX`r0VNwn6h z2Gb);cEzP@fH4rZ?7VxLSX0_GO|b9_Pa|X7AC@hfZUgv`7NwsZJTC$(=K} z&XzS%bL-&DM8u8!`jI%&fFZhsOV_`}-Txf7x@o0B`CbY0z+Ni250mo-yq)m!=EOUP zK-%g5e;<ProM6;TzTPO88S*C|xH=?8UB5Uv6m_ObWF$eUQ-Em>V)3lObtY)G4=m46 zJ(Q>|lupl~KREp0IpfM>gJkhYPA0dq%XhY88%R-tpK$QgbT=|td2D~WeU^})&>7ri z1$PoHL7j+tPn+enSJS=b*EWtheE31iBEuWrXDJ}fE7@n%k-eY*b;W4nm6<_CqdI(d z@s)Tbt*|VeGUM)i?m>&V`GHH}DLf;Oq!TA~dA7BdA2h2_6zY0jgC%KhG~sWhwtr24 zhalSsp0I=i5a>l#lfwpxQA6>j!0A=JxwxpPC-7;ojQ`fgFUdp|e`|Tb=W^p8Z2OQs zzm@zWYy6qj!SwV9mY?AE>Lhw!+D=}2K&3HdW?$M#*-y;!6vQJT3ksYrNGeQ;PwcMKr>8E6knpY9_lE-h~z+>{bL%j?L*lB7# zyo}tU@~%pWUa1+Z-jsUeyhy;Oz5Jzgek_8);^%}x;jd1jLj6rA6-JHH;|t4sw${4K zJCD0x9c$7q!g#TRPDsDbzEge#J4I8%4F|CL6|H^x?&B=-4@hX=I8sw2^g+^49Asi(gnw9dl;CRl5=`)i~oT zm>pBYcn*)ugL5KD*9f|>G5OqfR7^Gn*H+b!gTLc%0cFSn;CBK^wd%XQ(d*>qs~IUQ zCh`q2Jt;(w`DQ+;kln0L2SsQ1`Rq{fHN$UHS+VucXhP|7uWj0G_~wMR)T|{LTS4dh zhJ$f=PUICnNR{68Qfa;yJNh|@E?43qF9-+OgZC=Y6t+bUM{LuS!enmM+}I{UEHaue zeiZD4Gf2MA!+ni^CAyDa3M|(g#)7bWwO>?#+=z!II?cDf+f=HhJ$Yp%DZTcnNcEAM z>I09jzu&Ld(co8m_PbgfF7)7EOMI>sMthQxTrX_#YMfOYB-PFwnz}LnGUrVTbu7`m zp@Jw!2*zjrBWl~{!N~nMbX*8zILUbJ@*nsf?^!(a91=7W%Hsh+W@1or_E+2hL-^9J zU3e-*q3kUS^pw%o|#9{F(X8SXZM52=-N~0muYjvi;9>l)M!)>A*)je&@QfS>X2srYpb0%kOnA-p--eP6%fm?QB zLa*fb15c0NBeZruO#C}jisF>_&y*A>+O~|A)jUa7JaV5iI$>&c#Cc%FV&BVp5%4p> zVRemo1~s`qM6p4&Q)RBEvTgl?L_r;ujpMuw)DYOLIVEC0vqRO6_)l6AH8=J^6OEA{ zvr7bVw5GBI4*Wg{WwVD=i@XP@Y7cZzC^0R!&ztM&-nz{4qW3gjw%+yrb(; zSIR=Xy;x&~!ZLFNpc;Jb^|pP-9LeSuoTig=rhOA4kNe-d&=B?+kXY~^o%9k#l zUeP~gn<^A16!OMFwR%y2c=k5at3$%;?N(Z^-`7aIjP?!fh}db7vEh`ez%=D7bcMmI|~W z^(cQf7F-f@1f^N%5lRcMy9_q?_vJe2R4OEleE{f=*!oIaGOW(TsS%3RfU8M09o zni6QEV=L>=@5{(@t0D|rG7Sbt^p_i6F@MwF?9)+E9Fnl`{)}dT;@1()sAd!p! zf?bcnHzWo{K>1cK(M|X}zPq?iybsk?MHT~3e3xFQD!FL5CuC0jF{+7{->g~%@7R5c z`)3#{Y3IfMZ;IF7f+rHEU-q_RxvfC+p$N1Jm$khPPG&oHgfx2>kq6Q1lHO-m+i}ss z&2ojOGFgUjzW@jBB<63`Prc5&7wwQ~_w<5j@v}2^3&(h-mvhZ|8HVky)HH6qkRu~k)I?N>Bfo}x7TnpKzx2wB2namf>4A$c6?Vba-1E-|9m{;KxE&N}! zpFZjKwU%dW>T$E_F3;LKhSf&Uq)6Vs!iTTlr000+8C-7AmfgTH6iZvojn4948^l`A z6TfWs?;@si1wxE9KeL;oq01FdIoJO)B`VIp$J_>in)Z*zBQ49>ubeJ>{g#)oyV23I z7Rm^TRE@z$2OiZnkI80z_t`7P{t%qyx0?BX8=DY?XdrFzisc%{l3^djCl9X@%KkJ< z0D*2+M@gcXtAH;GI=!-%zME}YvrL5aTa5mC02-`hp!4PTLP4rL60&Qt5*IqcBTLMM zK_oAxJl;@kROh^qK@2%?BqZx*Oy@f||5PZ^v(UcS*Zuqxf5T3`3N&$jpz18JR>>Db zYgCt^6w$7))R?dOwZ|#{WJ81qxQ%Db&Yahhh>jq8u+(D9VL6{TTEG#OC?nKwT<9lQ zaT~5+Co4lBiX3JU79hX+zW{cCue?T+n@O@mAHG%_!cly($-cOa zNlhcUSCRDkU#fugL;-JYH#7j%G1BvAjC%_b3a+hxbowqaBuE8`*N!9E1s>pxc1w8P zJ#jN0+mZa|GIp*29tN=bcuhH>UVr)hPgCW=zX_3lebNir=!c_BXv z;GJ=RA|jV_SM~=?4MTbL1ZYhH^G`|15SE*; zBvv<&6kEYJeg7r&pz!s&v_;)}b>E3;d{rjT&}_Q_E~EGx#ft@>q94|ldj0&%9tTmL z>h3N&4I=$OmA8PV@?myDEe=|o)1RO@*!il6n;u+ln_1pY z+G+{ZOyo_r-&L6{!%4Og31zEO}6o})twxPjT~ zHjT_&za>Qa>PCq3_BD{T<8(Y$-f$vsUwF;4=a0JHx%(CP6!SD68mgs|d_71PrY&TC zo|1&{jsGcOw0SYO3%Q7c2*A95(zf@!8enRl`pCa63N97pTANbL0zy#K8f3n*)4+}B zu?CcBPB>MmCUHN7g;JgJ6F)-P2qT$1P0HiD^G(H02I+uyq@!IclHENQ|)7xK* zdi+VmK+kf@{%INonmZE%!{yu+^u6h@)MYpid(&6FzC93O0?$v<$WeYeUBU(1 z0Uz04m=%07UwHF{{yuDggVinaIi~>%QFnw2BY|ipTUQ28c+O`BlMg*69lDKltHcdnZ&=F$bw=4V`wr_%h)Rdf60c!2n* zw(Ifw4$yO4Mh<_Mib+C?sO<#5-?15VIe@;nY+w6;bi|FWLY%{z&$ZnuKOcJV1HzEQ zb=zfPRdgqBkLWM}BpkMj#2nH3wKZ&jY=3v>4+YCl%Q zhcw=pJk<(-4C%_1UY__nAwWO@>_P6zYIDYwaQ`)*7R2A5!KhWUx@o)JIpA-xi=Rbd zOx&YwmE+MeOcheHu(X&}4!wUS0W(=|=&A+-A)M?jAqbZGW0A;qZm5F-xGXU81Nw4w z0Uq~Y!=&Ca9u#&f-Pe5* z^JOxa9VL8tU|ih@TAP!AaM&h&R_GQYY(42pc!pF;{BN3?51R8J^I`hE7ly}X0-%d| zg<%B-dqrV{Fr2Px4w1gUf*?qmnZoV0B;+=L^SpqdCaQ#a0`L&82zNyKP7LX3VATJ- z$##wtV=o3xkmCFG7%*XupFaIVc>*?~#z6^yDj?&g7ZTei#5XbAcXHdC(M24ypUoUr z!S84H@45Q zs*#$#a=CSz*pS^2c**XTiwDFWGen!ZDijg1yJ5$tVom7hUD6Nc*zIbRW=ynZ!UF&m z?NA#7U<%e~OOyMQB+<9%sxxqGGNEN{sY{?m+`E@4~&xbaYsOFHT z!qx6P5h*;vRw)=<EYT5G9g+QdbYXhp6n z)x$_cvoUVB^DVeBV^_Ajs&K(A1;Za6&{KXOaDF#`pxw8lwj8``s4+N@PI-+O zxG>wezoctb;IP&!ZMUH#hjms#5qi`rU90VQbajqZn9;OiQY&5q5_bA!62XpX<6qlz9olG=(y0I*T4JZwwFz;*0s8-(%$Lb=Bt4P_uFY}0n5J8z)0mRnCYJ5L2p45xrg6G{D5l=ccXJPb5H9DPv$7G0F>S! zK{$``vJkOyWCm=vdm%;Uj0GdXZ%Tyyj)HfZBBs@Dm~`hL)ReiCdMnBB0W)p9dI0kh zkc`LZ%w{xX#h!+zMh?k6;ifA15-9tChRO-hcANBOKl@j+&gB91!q))>xv3sjzy6?m z2lJd+#$7Do5*>N$u7urrAAiCMXVg)PVZWome&+wEEL?(%=qIZ~O&^CbQbP~SeqL4l zZ>Y;hb`Ner?5w+)5JFpq@!T>TTE%3_6Vy_NwfOgEz}AexZ|((_NS7MG8fc&j1Dx^h zm#3M;uxU7TgC6bDDL_jECAq-qnz)^PdKU*mF3@2=;PlYJ^!U%fuZgl35w=z1B_lPU zwu#z^jSg&Sqc-HneB=Op@pb3a)#IS;%m~JiuHBEZ1;mwjPmVIg{dMuld~-mUV!f)a z3hbj$U*M8X zFEO^@I?{gRcfEqiQ7^@1Pr2DsC}PB1xY@GSbOf}zV8oeB0a+MIFwhf1S74OokB!0lTzg)u z0FYxG0IxW~D029t(dX0=&AIw%lN2P;R`%x@0QW1VmmXt527Q5>o<*@~f+hU;Ihqy8 zA~TZ3BNs_@zE;NlU2wGr_c*AK=*fd!J7Qh}Go<2R9{=~qfl%e{0l1}>E%00b;9&hw z&FZis^lUET_9lj!rmQJ3rfJC>MZ1E{XP5+;1xCKfoB}nth+5Jz+dKgsv`z)v%TlUF@l1$Pb;h# ze|lcMZnvNypp&8qU%pC@CZ2W4nX+}$|J5%gqEixuNo&jhH9o`HcM;k#$v7-V|M&Rd z;7QM~MOG>LfM(U{mz(}l+pS~zK@Kcf^|r{yBq^N*flbf3cGy7Ra^~8z7NjuH09iFF z1Ufngf-Nw5b=yRVqKbYxHKi#t1@y~g>D3(7sBbTWTk6jL^bQ9CW#P{P+qVSqv^jxV zYaHBCH%T4Ri-$2TC@ZKlQq7$K4`lVo(E6jI2ya*{D-Lb8j$>Gyo>-&8?#`Rc0_(&a zN@S>aK?M)}c?CcG`B7b?BACIrbyiRX9_Q?W1T7TSt5>|2sQoKvc&N=!ptJSC;)Egs z?aV0ISY4>E3#7ARP+muxVSu6rAGWcRupQdg3QnMIn<#SLi&2Toe$bb4y(h#YZxrPS9Ak-S>pEppSn{^vAqq#pf|5E-OVY^`!h zDN%+Wx=zv`7OHj%GYd>ET~|H#H@AV!{Th`VhGyR|!Fz}vI*1-;fF7AoBno%a1E#12 zzMp6T^iKd%L+QBoi!(UY1bwxM*N8iO^_w^QFzj>= z<Oi+YMe<=p4?lZgMdzY>r=hvJ6(5#Y0{D)&BS)U%@_KeBw)v#K-tj~ z6sVaLRuwFxBPi?R4>XZEG=R3X)6qH3%|- z-L&^ILS+NM-@5n5c_q!i?y$J}&eh?9_ z(lV%I#X>h3{|jPe3#scbF{LIQ^aqkzX}G0{e|3bYx6tP;X1 zs%OaW)h!i{v-vsf2S~(oMBl#zGHI3315&du!lH3Rz!tH$!jz1TV9fX{WX7u+DA0+i zG2#frBGleoVb}(9;LAC0AmHq;?jEj7Btz3%HT~RBO^tL1HHg|Lk+17;`9i|^2TuqA z=q(VI0X^MNyy)Ueh`@wd?>1LtP_UVTKAQ(WfMrCOYfdhSx&Mtj`T zgOHNsRkwdNs)p^{%3W0MPO+BpG=Xa~j$t#^btN1!3t9W803@YDT34&wMwQ>wO{x-) z=&4Lb$L*ZEuQH_5)bfKqeG;t&w6K+9e$hmU$GF-K%v^Aoa~U|nb-d^QqwFois_we2 zaY1r}bW2JK5)y(S-5t{1Eg`T`nhgjD(nv|Sz@|gejR*>Yh)9=!^kz$JI^M-|&hwu8 z%X$CL|I7X9zAk~^T64`g#+YLyY<=RX?YsxHeL}vIj_JW0qbx6fM^W1YxAN{@uzAD1 z_5FTsAb8%YeH@jWE%B8qj5I(`IHWvPq)6~`yQY=?Wjj&0tb`Vy4>ty8>RI0Hr?*op zDM2M+1(yBIoU!NsxO$^tc8D}Y7SPOsuQ;XTHrL02%LB1r+0;Melc=pi!B!H3Px2lzce_j6+ICGT(e6&c4t2?ApNYrmj|GvTdw1-Z7b5ZY! zCC5`m0o+D`N~a}$@;3~4<9&uGf+p>U(R+xt@9y06Szw1{C7B1c#pI2By{$6LmK7J@xrP z`>{{A=a0!^;XLIY2*$@J$rN63&!o%LsNn;sXX->A;!s3-J8o zq!qLuUDMb!k2w>Pkwo6?i-lm2J5KS&Sk3P4xaWc@Ad9FbH}edZl{uM3bi zg1~L=#zX$8U@q%1=sY7$wiSKBs;o4DL50?3W2qEjLSSWi1F%8`CY=(hEB`1c-Sz)n zJea=*J{1c4XzhB~CfafblwvTIX zPlCn0>_^YIfuSS8Svik8R#chQk5mwd!as;r1v$2 zy+-Q2OdOp0=4n_lw`j*<9S3RbIu8%PRd-$<{!sn{+>z2j?Y+Cs*kO&9jywlh1;B@@n;-l=3r|2O zS@qHox(XPdPHaxV-9kB7Z5B|R!qataHS+`1y^md<9|Ho1vixY4KvUJ z-ut>Y6K%0bh!WOW!DDtYU@x5k&b>C{izSTvR^6Qx{Fdh9lNtdAN_yuYr?yUK&RQXk zigy*Hd!~T>7LL!^)hOJp@PGzY0E#uN*?3up18)w~!dKvCoZiu??S8rUnOc59`-~(Y zyzTnIdrIGHCjdlld=GaK+M0b9ud zrjZbn_mgkESqh55;brI`1Djho91)8aOUa-)Fb8&XM{M3V(y)KOL;v=3vb%8+nRR}X zGX)1_>$p0AGW<+HxKdpb&Ehoju80vRfS&0sW?bwZ}de+)cqdifEQH!D1UBDks1K2aHRb>JUbojt4 zOB|bZoQJbNk;zk%W&NzwQn5I%x->7$=d#BS{FdzBrLQ|L0CqM}XKl$sxzWQ4!`FXt z;#`LoARx&k^tmlp*Lm~8dH`zjKdRrel<_(w0CP_T*08$c+L4v&mkPyaVTZsP@!;{} zy}_6%KS1yGK`b^XT5bwG`ZWd`zObD^&L_@jh(`PX7>fP%)urLft**_jSj@>OYCYp za~#Sl6!cdzM+daFo|RsicCB=PHZw&!^eXB2<;G~?#7bkWRc+_~>k2DzEHV8$g4?LZog!YxNex?6 zKTJNj&Z^q@p`G+nkJoS5jiWa(hvkccP^NUgyw2|u4exOiKfcbOvvbyvow+4=0OEj)%Q-Y+6i{ZQJ1o|_j+=DMjl&E(4U*QI)#cYh28Fq zmuM$e6gih%t|(3rq_*%)1|6HaM{e1%oI}5{-!FqMJ(o9psp+$^t@So|978J?_aGeG zrHKMXawIkiT|BV|EVnT5WNu-Sgx$hoP6EMktk3@t#ea>z)f@9|lnTDmK)`BlONgA( zm$6MZFvLesf=R<+ODrWemamR8)?SvlLMRHkR^ebqOk?)~&psq3rbp1Y;Wp=()A z-yCzEIYOr$GG0MQY&prrWIEZ6b#!jB@pgQ-!f_cl@O|l6Oh-jZ3i4sULuPHF8NLC- zs&8-2JhJ*%U(r`>%XR1%M-rJHgJLKGP{_lHu0@KvpXPn#x+Z+S`E4NT@(D{)zG69W z<#Pm)GG!nLr&2+8OMO~f>iWW`aet5}5JM@Q#nt|NDT4SLXi=TP+cWy(nVwDLh$O1> z;2Wsg?==SXxFQ6Kl6eX;ga0Vf6uJeU{Qb>9;y>?a`fIhwk)mp6%uzrsL zWVbJJhfv(mHXP*1l&99B3oS90)cL!{Z=#A8h@7$Y&_ATVD(?kEl0w?~Ejy?VnO`=;-5#3!}=9+f9X+I#9xzX4{oQ#|QKx%;jV>y1T9Usq_Vz$)OKeQ_#+ z&Dikt>a;MtPLIKt(c%qBwh~F0NM027thtZ9ojvXQY{Bc(ojl1ax~DIx<^y5N>=w!p z%Y?h4@ZyWaXXTNk)aG8{LYY~xJQyLc z47|Zbf!m`XNQnr=-L7y`o@`lQxUsn9->5y`FzPw`Wh|{~UrHz$qRt&ZD)}5BOAB4Y z-JF{tB|B=-^v_k&-f4RLTMJMkP)vm=;H8=dzfo6;Avh_|Hq8C5FE+J9T|pXryw-Q? z>B?g~$=crRJoNz1H0K9e_GAPSUSYd$xIdMiVyS;V{T_(#%Kmy2ctx(ZHE4gYXsb34 z80gq(80!3HbS0!|YmhFkN0sL{X(9UNG`TuI^y;M#7|;UUj2!lYbgLIWyM8^4uoj#V z!QNpAH(+G)x^-vI~nqnP5PIf zJ)7_HFL#_QU*QLf5w+CmPeXf}@mMeBk=)WYs0-qwd|&Fa5fdP=dAwcSNEV0dt5qYb ziH$+=SNEfMH5xd>&LU8)rctCbnzbL(7@Gc`r`O3dmE2G!3H7~wL@xecRAUN1s?@QY z93z&ZM+`nHuRp6p;E2pSjX~ruWQoK#nE98|IBp{V7PN!By7Sti2@W;{rw)YL4s?RS$g+%5QaS}|9~mf5W}`5E9_MMEvMp3&trOgl_lEDc3rR}D z3sv7OGQC%^mT1ee^GdAPGyhmJKjKADJhx1Lst!GOA&JF1gqN*X4rSa-k;&HIL!*5q z{r~Vtn)!ti^W5fmSiHcw-IdWF%hlX+=#i^Xw<513K-)b>qG8xriN5CDYOf%F7cWqR ziEpC-``pX&uXp9YpBOG8j7ZYYdz5b{!E;>BcV2SJSy>s#mF zUIK$SRu|~4z;dT|w`4Gsr+vX1E5~4y*UB5wfP)xU?I(MYw2}e7<;1(d-?@#tVA?j0 zw==Az-{9!>-htV>8u-Iz39E1j`j2S6VJxI{k7|fDL9F-79w?HgKa$#(c>luHzvk+MmquV5HG>QUuKWJx>Sq?yG;A*# z6qO~AO{tvKW9_Ox`xK|SU=HTKp*p98*o>4kfgp0(cJfPY2%1ORcX>bkS>l-yiB1+D z2nSeCS5YOi_8T5b-&3Bf-Te(;TW$xVR3JijzLlMi08WapghR~u4##Du9*@RYA+NN+BIkd7_HsXPmI1(PIn#6xD9B|pEDpz?vle)SGu%C)CIDf>y_vu z!70N1kD3(lON`+JT%Qa`X9I+BN=2ohEO&>Sl9Y0%F#;RRw}((po+&2xBacVYQB6`U zZW(RY$zp9hKNjA=69dnYt@%cVpQJ4--%t|9b3570(tK9LAVBsK;TVe$<4aOt8GN*o z&9pv(U{9kt<5Q&~xBV9#ksfI$b|7aZ7kUzx3|oaro$zvtZM8F-cN~1y#7JiFpZh^T zuTsE_GbmW#yBwn4VVTxqB6}Yxh|bBET>+ryaU?C|f@i7dZsFT`iQQDkp4yGZb3`;%cOV9GX@E9y&viBR=NhC57p%I!0_gLc;ENKdT-Aa0V z_Y11@OXf{_^MO;$O2Br}rt|2Yk7abPI;hr7eqiv0Kv>;>YY0R&!dxMEIFs6A4+La$ zEVgwfs~SqbP)%1o7X!M)O_Ftb=#1u~^T1F>SB^0qi9h>z$F}8QL?RGIJYU=k zt%^Qnd)Ci{AKuhBOU*VNu2TAq*l|HM@ENCx1RiUO4)^iH8Y-nJM5qNWcks_*<-}JJ z8Ev`<*PhR@Z9C^VyCU4>EH*GTPOL_A1#Gm4C2udDY(dUiN=O^&Ihq%yYSB2OrcAr}VIo24#q50?{3%_4iD>R?04F z-fd?Y%rdr2*fZX? zj_uHHePVy@RVvXsX)xw4e)JO3={it{#b>*!_PExs)Glq)5ljb1t}_G8!o4v9$i6mrPEHwPl=V<@g{|Sx zOy}@V#sQdM!;c$xX#)~A7XG-pM6e}|RQ9T-kej&Z@ z^q;TX7fNtSK0L?mw^stMoTD?rq_k|}zo3#dWmJD-arA4Z{`*2J>_k=?; z>RriEGYkttH6+z+jZb*K(uIYmR$9w&i12~AL?H{Vh(k~0`ESb^tKW-H3X{dSh-M6^ zD87s2HmcdNZbu4ZXiO^m8Bq~o-)1}0nb}zKkR9fs*@^GCwKIPjVo20Md@7GfSlZP= z=jzk^=Ke+c4U44dXZna)Pc%NOd58I@1OsWl(6%)jT;iZdWP)5VNYPkpm;~}uW^_6a zew7JI?R58;;jQE+#@VZi+@>^*Df&LGE8Q&on)6ci3?;t$y4(gZp$!jx_aJSdTAA=2 zN5SLCuXa^BD3k^2D(rlp-M_75-gr9&(afIz{z){ZukFU5T#=i$gJD_}8~4G;;?2AYiQhg_#_) zmO)uzg~%T=#hCiMH|@%}QDF!tm$7dYcpO!mteMppp>Hp*Nx-R?2na=gzd04*|Iw)c zz0ZtIxo>}nsek(5XmmY5f|15crk+xs`J9e@W!lK41J=352>A9RcNK>@wl--VHhuuG?95+zCGc5Ym!)JIpUF~u8gYc@0$TJo0 z__p=Dz|O?8?if}zg<^(cDD9m$lpIhmtMn`QII+>6W*hahjN52bZJE|08pNv|4~Di0GDcb)9-W~R zefF3npw$DD{13^X9y@n9R&Ql&sB9ZyJczxuLq+Ji)m>r79{HT%?vu&xo+u=lk(aKN zp|#<04zm$9m#?(0%fE&aeurQ)8|4xk8oxKDq+~GA zoF|I3=L%ihMJRM7DF$y+?6Ry=EU-Dolt|UlaVBX(@S#XDUJmlbksh1-#@3kk#w=c} zi7uR{<=r{*`5fZEpKkyztb?NK#4| z9_yBc>O129fnsijo0H1WB=h)NYdC`E$Np7|7lWueO<`i~8BHy5C6p>mc(kd*q~nre zBjKE8`}iDeD!klGqb&KGbBS2E;$on99Es0Lk)$tRFbwZ`hI*B7e&R8SGYRjB<7@wN z!wyxYKAW6KIQ!xeC)m3sGaJ5B@InTm8B5TI7#aTo^r5v+BJ}=pK7;RI>#|enFPghM zoV!-lI4*=<2YXh4!PdwS66#<1%+pJ`7AlRSi1mg-X=<6k=p#4H6TB-A6eiJ71KGQr z7cQ;u#m;zLhubEM>w4HaT#-$`RT~sbhVfW(9xVp>9K7)i`ou$SQ#)Koh{IyNeV_j9FND)#^Bh3qGYgT_$FUo{ZxiOlCAI*wI zYut;kLzQ-a9N?2)p5bMrR?*xhjwE%7O-G#=LRfd)#49Um4Efo*sHb3G>fFXhf+*2D zm5KrtFK3P^I=-bXF!<%`wa|%}_1P?X9ug*T3BE{(j0!;MzvV}lYgnDF9COxB0pgD) zcAoFCV}^y^L=*_?d2uOqvJ{bfCXOC|+VzdBL9!Zvdtj;zEV3f{_C0{~8;Rkz>E8E1 zAV8CpeV4DP@<>hK#kYq8G-ebwi;VypMLNi(o(xD$pqLQ$PQ)yk)oCqmrPd7#ZaDvO zD`En^GR^paWANxD(lc~h<98m`Td6!%{W@@a11cjfzmchqpc7-ytvxeH>J*8nJr0HN6~&b>hgCHa>N^mVr$a zG{gL$BeK&!xQ*CRb#!DPOUMcOZc@cYLI2Y0jx#PXMWz^txc>H<2fpF3g;#c!U{~-l zaq2yBPi(QCceDc&-Yz^{MnU9Lv)PoVZu1Yn_$oqW0UFA~`uq<|6K0<1$h(M-K~v&m zGZKfR^24G%r<&R{g}EJruWVWcY$6#7=0Mz1*S=7QVLCIat(pF~!wna{Yd7=t!NXTo zA0i)!^SMhQq*8F?EmpPy(l)p^+@{|z4WnMaQL3RrOCm)Pg(7HHyMp}6##mySUlWJs6MS+!ieMANO8rsv?tOxp5G-yKpLo~M< zU~p~IF6k>v&I5T;Y@Q%`bRogvvIDlP>xWu711~r65hQZ!(}!$}pA%G%!B2l?TtmD< zK=t6StCYHZfpyiQ`Te3|*SKhGW;Q*rSEzl=)Y>>tSs;aM`q`Oy0BJbaq-7BfErln# zNuW9#TLX1qggt#qbB_^=$nmo?-uET)0&T^)F=v@OxE?DC7%egOlNSDHEDXRu)(VWcLv4^$- zUQ06T&Gxv#6fg9c!PL9htJiSeGg~==K86QuL8`fCW7h6YvaRX7qN(ZN2i-ISt*tqF za3#nQHy38-MvvXBKh#A!Ooj1b%Ncjzhj^NbLdQGg+h!m!RgLkzK_4ee^5K#@QskWR zb)OAw5X7N*&``wrbJif){um{l2T-OO@bsW$Y_f9bR7GP2db^d1BO{>qlPcCdYkKj{ z7u*vIzsU@$EiLBktiM*LsRuBjUz&jT{323=#+x?T{JW@wy0P6Gk#`P@`UxtJwsUQ} z(7=Jjc9uiZ2R(PtsLl43BHg**`no{)&-6uz#rGc-{B2RCWwWV3)|$9C zLmW5=*#FVQ3=V>KuKLE!?6Nocmc#0GUU&ky$aHh{u+hCQo0R7oq4X~7X<-sqwH3+(pVr$f$>5;lzy zcOE^B)oYTsnr1mfp-=j+GP{9f_601mZifl+akwfWgj~smOy;DCBfJxF5h3(>YAH(`wl&h>>k-H`7GZFNwA$EfW26ZgGuOznr z(klm#zw7sHlAu#(=-K84HZ8J5Bdg%%2<5aoPSr{hzttIUI$!%tnqFxRu6v{H`Y-d? z{%99PlD3d=BQM!sbn;A5a1xOm0~y!L?KzKO5+!Gi$;%na7=i^JKg&@m2{VOvG3x6B z_`F+tQ6q{py8MXc{6%h?KB4bVRwU&w!$Rgp&Xkf8$dyXEl#o|Nc>s&V5pgCc?;1;HMFGHBGjoF1*?lg?isOnyYPJ}+Ob$EX`JCaGRXlXEMa8B8J7(MQZ-0!5M+@9f`#cS5)Ydao*^ev8j-J!kBM2d_GDG{mi+ zZ;;C-(qdl@V;QI=TAx}(0Gd*}oZ-xSTSe9&miAv*Hcg>BQ%Iw9 z*+6Lo(Q7OULLF5?Y^fj{g(>A1lkjsfOT>dakh}_wPk^tPvk5fTX{WM@1MA z?CxKMX+c(nCFH|3^~b4lR6L&SH`aD%)%X`6H1lKxnj50j-bewP-WVmvxKTd=U}?>N zJ9cr|wYLLPU$z@wkT)znd=}IG7CHYL&RoHRcb_FOJ6CYt4^=;)OhfAL|K~UWze$b8 zCc`a;M_C{B#IHNIv^T`EYFzWAKR9L@woC;(BxHeVgoW#0L3?GG$^$;Q>Tanj?wuiX0idTlXs!(&o_@1E zy~aet9xo$cQW$Byzc_twpE*+_peB+*xjzO%8%c_WvyDUp3h&=%Kn9M-9RDRJ*l+JrtV->+t#o!D&G~3+;}y*pfdNJ01?hl# z77m;Hp1SWBk90kqumw-hN4BXAaakXrYeVPBm$?XD%@oK+bndVsQrKN!Pak<&Z7?IE zs<71)W3mKOROpwvvB_IPEQ%5gnNKc)VQKSJta|!_{gvJ{c@Mj4ex75n!Z5F@G?-&0wqq|?7eQFHC>dvOjH%Jx zb$0eqZqN?2pv|8`vkizl!y&1S`0%qDSTo0aADc$YSc#$6$8Q=(}MV^|-x+m~=W zR&Hw&rSXmwF{b}wasTTGe7FZ_JEPr?ncr>>0^zgY;vOvm_gvS5-u~Soeirgkx8of< zht5-GOALVHTC}F#2hu;;^7(@^8hCEh*kIOauDtkgHxta`HvpYBba;kx6<1(5YpPHj${~nwFXOjE$W>77pgUaOqG1 ziJaHFs_nR&`5|s)0?X7rCsCZ=_HwH1)iVWp`F@l8_v{aR5x*sO|4n-a^tXg_l)ycB zkddJdxOPWE4L^?G0%8bSMt6P6@x#0>UTI45b2n#hz*eQwcQ$m@4rxH^-e+7X|H%U} zjRH4m-0l0Z_hbtO@wkdphov=Wk`FDj?KL+Uws#u8KLQ!=>I1*Yb~a4tDC}^~#{ls3 z8AN>ixomE*zBccbZw?t26UomXKZx0x5&3|?x%&cRx^5q{VVa1BXEs8rVYZim;VyeT-jMxo zpC1Xr$dgpwkT|v9sKFWCDq@%{zJx(r*H1xii{_n>I#2xI>uXic84LVowXMjcOY91fG z@j&ymS{QAj@4L%g06VaupN@&x#;LH$Wr3vTWR=lhJ7f+4xH^WF`Jf;Xi!U-=s)x&+^Sia;IYWyvBENAk7AuN$Yv>BkvoY>KT_>#Y z>f*tjM;R3bO$?)N$ZVYnjlvYG7lIBnJufSx@O@GMvk)$4{E93iNvY^IKDME;O%zdR z7f?f3K8nk*45(Z|vE35eD2NchniZ)H7;K1~zYUW*5RwFeCjZh%@S2W$n@)*$0|oT( z4`rr#Z*$h$S}y+mgE7{pw3n^W9d5je9?voXIS0+AVuPztz>0A+Affk|e||Q? z_M!AS>`E##Yvbc>;=@P{?`42a<4xxq3RL*?HpEn}#^fcFiEV_G-0H?+gfzF%5P0~WuwbIeiPNb|vAkRC@v0W)Z!Wdvfa1#4kn+uYc90Rm1bhsU~X2S-x9qL}f^!$#2M|S>`EeLG{4VA=i+nIpfcJ_*smkk z|E&dR1!1_(3DQ?DP@e+z+n2%dm{Z;^!Fcvq3Y-iIdMxVLK3tG^U%~nJueABLzw{T^ z^2DR>&mskS7uY><`OL$kxiI2+4gaq14C2^?Mz;EMDBZ3xRD=*<^u`Ooxv$^=MC`>C+WU-{#Ei z{~3C-R+Niy4JnHTY}Lz26uA9BDw8R25C4;?d!s)_RbtyY%(auJuEclC6|uwTGKe}k zD!XI3^~3@W^;N41f?ZI& zF4z%t+dv+D@*|DTo&^a3CZ*ot3@gFNl@8>whMOAqe|A zs5W9MK*~Q7N6L)4!%VCN~@Z|ha zIe!1EH>5331vMy0jrdJlz<}ox@#siPE;n@We!1`X{)Dn0a_zX0#d)rdZUMR^A?9R+ z5BW7Pp&Z;ZUD;HON!`N5oLPz>I-4n#g}MD`_L1T%aC73tKcY66K#V|_P?(1Ay?Z`j zior!{c8CK!&SX#PzTMiIq?{Yw9Rtu~1*=;s)??@djzpD0*RfW*|EQJ$_CiD!S(^lT2s&=Sd5w3Klt# zwQbV_v*O7kKo@Vs_OUhXNBIHmxp#SrW;-?4Qs_@jQNOfe2+#EDem6t4|GXJ&{ntGj zU&#&%<`7_m^5loUIW%7YXe@%oHoMAo!H^&P)xpeojc`77`PWG~l@ZU(n4E4Yur!2Entuc&4=*&3h2R zbiw?cV}0TgpqTtLf8KFx5s7{NhL8J2L{7Pp;W) zuiFtFumNwxlZ+&p+~{AmN4Q$#@ps6T+Mtr$Umgb@xz{?r5O^Ai#R4Jo-Jakj%W-qE zrSpExF!w7u5L*CtzbZ9k)ju5*|Mi0utPA8v70^hv%o6Rh-BBZe2fL^2lO8>m?+GqU8c+)8F{p|HhTXf=-XE~;UOFRxZ~#+enBR1%WVk?<)b^!oBx zk|ny2#TBt6m-0B;B92UV9w?U_<9J&tehH(VNRT)m;6veIDS~V&Q!A}N`#3-zT-`LL zwqV6>5&@y#m{$&`p8v#Vdvb{iMLBfq{yh5|#Re3)^_;IpnKDRvTkSfKEeBAiW7Ohe zMUbX(Bg%!Wid*Q-L~XVL(;yew+Zv83&#@(YNg_EKUE;3i?`9!3k#5gsiy8tpwm#hG z3ZZE){x&KEgJ}3%HSJ3Kh=t}f+WzlfNDLdkI%sG6(@b9S#M1Pk<0mDb1KrxfMH;p| z$_0o8;pAEBG^CtMDgh|(=`up;khMrQsWcUt0n|Y^^SAg$~!N^t$MkGZ%qtr zRm`7l{bY|aQ;b;QI0la;zdl-yCfqZAq73X;{hLEiQbh180p`8U&%}O6j zckWG$$ad-O5vmLF?LD*|vjmZHM^$=%77<`(pS;Q%LN6rnPMi2h4rRudC7dLCpJ{c2 zr|Bu1(oW=PReVFA3Ovnvk<#RdB?FqkJ%ta6E>XZl>Y1*|n3MZEQLwYHoKCfm`hz%+ z+0ITG{R=?ozYEkwYL7nj*BH?xD+p|Gca-`=@F&xLbE$nHh4McEUB@@}4D)5lb#va$ zt^vQq#T$6}co=A4ghveeLr_VQWCk0-!yfSUtOafKbvs&k@;vWEO=c@#4Qv=KlDD1~ znMqXXr}#INphBBR2oS5Gf!9ow6a)bH_Y*0VCI(F*E%A7G_T-IHN zhXRmSXpp&p7zK5~nZ+^E5z*2plo|`7hcdW1;k*D!sVAggB8a7?zA7NC^+}jB>semg z84Dm5x;%~xZ@ucnnzRZH9?-Tal`v;oc{T#Y!SxgOURGdD4(B)Y3I=^a;f&l}iQBPm zxU2Av-7Rb`VArwmkXnL^p?Q1UlAKJ`*=RRlyN3Gp0u|{AZa;F#4;j-OarS-yE>h{v z9Fj^R7n;VaDEqSJVbAB&8EHN(ouo%zZ`aP=IxDd^-e80%;lT1|fGllij3#23(Opn~ z)V?*oEr!jRKHu+&%lM)o1C1EjwaqZ|P9Ga3vc@lN;u{m5XG;5F3p@}WwO_j+IZ5TQ z2I?+r&JNr2Hx>k(N10JlCHsu3rr_$QboVC6{`chvV}5R_nlSrYnkO&3G_BF}KP458 z$*wIu2<}--rYT@{GxK~6R3Aq(X2cc(o#l|DWUFsz9JyIk*ASObq5`eWumQ&)`?6Ol z+9+SQ0rZmo?A}uUgXP@9daejwefXRWZSlPP%%9~}kqP5Z8!H67k^tn}%t}Yc zgYicH?)j8mqDXD`nJX@6&D_1`kny)|{DLh0u#WrdZv}?B8+lEor}wsqya5L3Q%6r9 z@oaECgu%)X4@l{>F(wH3+6tbANhf55o>K{3sTh>$uu zFU9JGKAY){;X))JXWPP(IaW=Hy~CMuGZbikFL#ZIZ@&olw_rt-eau$lt!^0Pu2=ue zzJ>?C1TZz!k&M>W%Etv$m5($6ddcWJDqBz3OXM|A4eQ0jM(%bUTWar+Q4lM9%34Q-JHypSh8GJA$Ql25Sq4@)VuPOP$G#h13iGTY;QC zXWsbOhw;h00ePDYazzy-yvWP0f1L^kT>TGqZGvt#2bw7#I8@8-dp~z@e?2r>`rPSw z&L=Tr`co*%>y&3BTKIco$(2t!+$UCy{T8VZzSSkV^cWX^{xF`<@%D`{P4Y*qRrY7J zyHJ>D1OU2TIuxfh zG#!F5qQuE?LdcXQUZ*Y)h|ZPn2VRynbwmCt|7s;ZlVN&J=`|W{9;*Do%|9np%eeA& zU9LHzekZZhMq+nIBt?m)@ME;=t3~et28MZhfSy{uH+L|t!zLA1!NkBOLt{uh^TE!$ zlme9QK?1`cNE@GJXPX^vVQ9S6H`jp<tv|L*Z$oTb7TXbIDR4v$Z~CN8^o1un1Y15y1w=eux<&sKWdO&II%Y4 zvQ0MJ)~96yD{Xr@Zd>IRR5J`fx4Si}rLxEV3ul)@i-RO&Z%z8xN4(SD2Zzy2Z$nU1Ty3qaZXNuGR;b1G^1KG-iiWgh!f;JmwF_$N=f9@5@Cz&0h1v2OW+}g zF+6z#!I@rB!Y;F5w={P!8FxzY9XpyjGEc!$?_FCXv*8L16O_GKg*RwphyK_NdU(}K z-JLYG2p6HB`-Os}4d5#*;}|K?*4(w)C_+mCJl!+HzOMA^>M~hrANKt6jxQ1~QCt}V z4n#qUI0{IalC!5Sv<_}yizcq|+!U7V?L%-5xIa20qW)iC<~Hs6_|gRr;QlOkDR{{3MxDV=OG} zUd1+;%SkR8k&&o`O@qYm1Av-kfrZtVa&N8U0($TnGfLczv;AuAEVgB76%O+%tEmRh ztTPT0JZIU1I?HXVOme^(dO3MzAXf!E{m$~^o>Nyoc%5!riKp~tPzK<Bey2aQ*y4fKNFzv-wD{>kH;;t9g&!I94gb<^nrZN)mSCi zy@EFJL+>Lc>~FC3GSbqvJ}PgAKvUj$oww8u_|t%oSx)jh>!QUV5mYL9u6m!?qf|gn z2Kn4d%3f05fX}Vx@@Sijsgz-l+o;qjQhf=!RaqWDi*@*b$c-;Kd{B&w^=Trbq~57m zjX)8283>jt4*$4=^!_810S*7yn; z(98TUt300smBLk#{d+mkmps-o{{ti#^y2M}?{54kRu0UfbajC|aL&jdqaVNywqTm2 z2s8LAp|w^dxX8 zBXwoWOvqvEeB&7~?m=NMkR(2UvyZHAwlmCxL3Xfi!qBAdx@ckYO>YcXIq7i9~!__Qz}8f;rUzK z%&fa~Bg>h|ZK$fKsqd$AiQe%IGM{lbIzyRa<3b2k4}HKA0CbAPZ@2_752Y4;f5E!l zky`)w&!$Iy^A(Y?!SfZ>U+M=K-EfHLHyl2yj=9%I^+|cV9GmgRC;e5byefuMPtN6# z-jbzBw*QrWo(WW{3P#gGY3PxK-2AklcRKu2iR$)AhZX}ZoZv$nA_{gtm*bh( zZ%aDSD=lL){kv#zxIkgJ%=7xGIW5zh(!j1=zoV{&KLaHw(W?(+>RXqJ)5#ZQ{$@3I z%_uT`=QqSMrbhj`2j6WnI07m?2Dw0G1~>&N%lrHe;!ouTUbeR8S+M^NYQy80AF8HB zVb>EpS-S;5M4A6xNoL&dyuJ%e9me)rf#kAv7@OKW$tl&x?QU<(TzlE(t7bi#!mnGb zQ}h0d$n>w?$fTxlu7XPIHCbE+dmz%U?ZZ%(_*iXy4Yb(tPzk4B6v77F?%3QE&PEfr zu^Uqz14g4?q*Ep#&tkSheMbf@(LBkKYEm2dt`I19prWMafld~Q1BT8T(ZeagICUNV zgu4@>b-)759;)V)^8O!+dca%Sb~BS^N5l8I5it-h==8+>%<^4}_QBr;w2KY(DM; zK0+L(6R{}+p;|Gr&!4xIS4JmMoPKP45 zKe^T2m#GyVoq1`oz56(LbRt3X4XdtVam3W=p@5--s!S2(rEVAtUzkM|gJ1>)Eo?xA%!#hGV zm|I?rX0oX_hOLESFVhjiY8i+W;eWA_aguCp;N}AqHd=2+MqZ~zwE+;+wKZ)w60E!i z)eU9vAFDA`9)@9_wW!F2uUSB+Kl7}x*;tLa3x!-mKU#%*Vo$k!PHn2ghmI?b@h7~lMms$M+17R

!{WUs&@c}X3rb2E=dm-U0*(W+}gqt|E0z)+rv07l2kMQ$!)n? zn8{c>6zgiba6$~(9}#NbxMEgt&BqI|?x+nhaN6oAy}l7;aDVQE)@@x>6p-}Byxz{f zAFt!3*^%AMN1^|8>zK`D`x8}GK7+ii82+#23H6yFN*e`J+dmRgp1pWEb@2OEB%^rY zxj>~0ud0+ze>>&B80_}Ex?w4v{_)t*T4^`i;7^ZTF;Z(&L_xlR+H}yPdEcjv;L)6< zud8(_dN=NciN|p_LD(RAIEbGs+ggxPWdH%rpw9o!P~y=P>sP9&)4791+Uip~E6eri z2OT6z!g0P=1E7kAGTE?Tnaau_xMQi(E)kv(nNkNp7fc6Pln8S4`hK*(t+JHKQNmqDQ4l$REh}Q(i4W`vA$lb@1M=_w^1l| zs*b;tVg5YUNKob8s{nPJ(=3cMN*NQJt*e6B?u?11&zwTzh-SW@*N^n|+H)VkBV=XOxcx4&{Y?Bq_GP_3dG0 znjbQmzS!Ypq&iBt_>>ndzhB+W2Ev^jKzww&zMXkkp+N@5=MYV-2@@vd;F z`^#L8aSPIvq9Pe?{a9?aTO*w81%mgVe~jO!k|?DO=4zD5V3BCFjF{kYG}?hJ^Ij?& z1*ltm-aog@M==4OWqM2UN7Bt+o^AlrI&l9hrzS8{AkY0Sn+qCKYsC{Vu+~ul6f7sK zK{z*P|LYnc2azW(U_ajS^--NWk=loUEe8L2cy%_}!|^KMm<@17l*vx1(7lW;T$?L#EFU42oFa>o32xhY7YDEo}^8n@6pe@-sXaU+-XrR z1M|_oho;5A_r6{!$YH8Lr=BiYB3mAZ%a$Bm;<#XfX?qSmpU%(tJ@_yT2t|HBRtF@;kr)vLTv0K=pf_+HKj zI_V6xsZ2+S9V~GbgNd`7psmF%wHRdb$&?~qiI;hYsGUDY7NUuPF$FFo)~}NQ#O)?1 z{osOvA3bkH=EdXvZeL!eG}k+?-Lv!^Dx07{=6sskOouG-7yfveWpGqfO(b*-+(>5p zem`BBBZ$03+K=D6ETm>G*|y`Vw!s(YC6LhAKVwPOA_G`h zsq^(2(1g>rpgD)>zlHhi+BB2cewYBr4~4>L!Qr-x?17EYk^c{Uk==WrsE#MY7=4d7 zGrZ~S!3a{LYta=Qgd`~g{VOLM33VQlF;Inx%pIIS=F>KGi&Kk_e&7hB8+mv>hBM&m zIe%dU&_{Ad>coyHE|6~P2O);@IlcZ89Bj~gV}-UQEd_AQ;5jJu;(w4}_<$3FRI^+J za+1$Az_fxvNe|N&4IQppIQ=89fENr)TcHovap~j{dHxYJ#HH%Xk36pO*}qR`61t@H zbbz+}>22#FaKhf~8N+m+iWm>LteFd(a#S3a62O%sR#UEfm2{PauD54e2S$)_F5s3a zT+yOD3gn1Gw2`e2kH2vJ6*h>2umL-hiS$l24HcO2A7zRwxR9y5-Hq?oAVC4CA+ZmT za~*8Bl_NS729St7s;LBx1i9j=pdce_&aI_qoxKy%xP*NRJc(v(Q1u0fP6(LNBr@SZ zy-2}n@RaOuUi69qgNpC@OfL=@@ z3UxA`hm|m)W$UGLnucgI&OisRF(s0Sl!cbLU3zaZ(S%!d&#Hy%(nT@{ll@G_Y(Q46 zIp0KW6BDo?r(T@+qdD52k_3i*6US=1?|{M(GtaAu<|qo=D1dO*B&T=-PxXCVMu`h< zBHgFT1;^A=7N2E|XEU?`ksX^0z?8MHXw4=Cf4(*C5?U4J0`14r2-aQV3;k!Onw{Ai zkoWgub)l&mtr%eOSJ{F2_+-;~;ZLNF8yc|@^4!iz4ot&IQ@iY1X9z$ni;Ram)@#hm zeH0DIoprZSMTBf4V%i<>(GL>=GNHNzifJ$=13N7yy_CqvJ#uZq` z2#P}aW2;J(kZI_0w3z+f3xM(uq!5T4Ob@!t@|l16|7qXY0F7FM$!^er*;x*tjMca3 z=vce0Rs89S(DyH+l0%?M33spwj|JW)AW4F{=MFkc%JcWcxMGKeeOKbT_<_sr09m*l z5b)agk+w;=6#>}xV_MzOM{rq!ukJcm0O_e6fiP(Z2XN3jUdQ+Tv%sNB1itMy)xPi@ zpacU;btlJZUcR8rstA(jo1{gDW3-XXbjT1h&|I3K?qNy?4b*P3S&Q@ z%uCt9Abc=0+#dL@KF%k19o23XwA??a73J9}s+07#=}# z(CUBKg2IZ^*&a$I)<`ALnmm)+aao2qR^Z+RXvoYt|1&EtKn94~MIImk zJ?)Yr5Y8q~@a-BTC&i!f%mB1}XU#*vb6(InZy#z6)qEBK>3OiBqaF$-CqiU;D5(aLgcGC! ziiHFGnZSp}^skboAd0nDIq!d$-vncNJYS``_THN7S6Au$pAv^oHj)Es*iyIP;kyn`r%?F29A!x5g8kbP?{e=t{Nr+FePL_b${C=Fy$28tEX)IsoPJh0{nt-gvB} zw%VPRo2(Hae2)+M9lnDXwaEi2lGG+UD1$TW>(f@KAHkTwa~eRprj3On#@V944IC!Y zZ$>|xNkSQ~^FJ9c*h3^(4ag`L=YlwBDcGY>DTP1E4%xwFo#Ou7Ri*~?U66P)J_Cy( z4E?{0`OWYDOPO>3S7soK@c&_Ly03iwA>ca> z!QKG`?Q{|TTHq~TZvTqBj0!x?J`4fg?u*k)*F*)dnfr_J@x;IJ0j42cdfP4_jH3M60hLgDR`zKaH;Oiq@vx>xL z8-v7g6f)S~>N>hmOz4p?&SpP{ar$>vWpv*YOM&^OxBs|9@ly!NH6#d1ozBQ1{s4MW zOMLn!90j`lvwQGZd5B53 zjmeEv0UIv;;P3cD8h?8U5Y|FRWY71I;QhIzVQ7mK`d(f5VBww{7s`H9=8OeaUoAj@T4k+fp8JOt7rXY_QxC0_ySf1+uyyEnf~D21{avxSzd8avJ=dt>Q7H9bcpu z*)t$g_p$4o|A)TNH%j>Yv38X?ixb##0yrMkJ8>DOjC~`!QVasm|Ch`2RwlQJ_uaX5 zHAt6^F=fTDx|EOH0w{0^h-HxR)0R$u3IaC(OOdkp*>ygU2~w#uzWOIEsCzzOTCnRH zGj^okId6PGS=&)6_t^F>M+ewp>nX;AA^Rs2Gu0qogwr2=Pl0%GaPj9~yzt+lbLzF9 zPqLiwD6*M;_Qk5Mv_6t1Mh-~Q#==#*fPV$vPrMU6sXvnK1^y}sSh*a>g$s7URJ(Qv z$Rc^%Zv@~gD|TNl{XaJ&4wTcu*DETC-_a{B*7jXhmFHfG^*%2pScQKXB$2G69rS-_ z-$*D}WzD`97+*gJ`ldEIMgTb72}O+zk|SwJU}B|q6nc;e`8iZACkiIgc0$ z*BluMdx4h@b|sUA>_bk9xGKSv`>U$i+`GzwXWYoF#8j?Y7T#PUW7oQzi$}^8RoCdc zI+9;`fs+*M&L3RON~c5lr@aFgZvtcGG7nmLI>B8LBE>sn?svJIryKuEST^+NV}~LV zp3UA|QNW9H{tEt6^c4W; zXoas83Z5cDjrgzW%(ACOQ8RVc+xu~OZ-qdRL7(%=5r zN`BFtMB%k%vt+#W8w(X@_8(RtOvEaF&F}j<=mPddz|ZT@mbP&o{AN64e=`}u)@>T% zr*4_HMDai^wR{b~!3!KY+l+Sz*^=mjq-&52AUx*TsS?q&qnsLaxOc8l|9(ynJ-S*J z?6wv6XDl2HG+006NR@{8e@7rF!{-T%B&}mQ2|yMq!3ac=VsJ)66)J_!b~Z|mfT=4n z4xdo$=fSUVm@>5Z(NLY+CALi_m-OP;R=o4*KJ9NQ{EQ_XM%&+Rj-kTkZC9zjaYX>~ zHsbh@gwWcB{AEpcfXTU0&X?p()yQ^BbyiCdNc z+x6Z{()~mIOD?0Nr}VZZG^RUU7qrNgs99guJA!n$JBAW6j|9Q>C&v?(7Q0lG>gFqj zk1#rcSs^qh9l}Bp491rHdGOQqUq5Bk0^<&PP*}%9$@eLkk3kq zX0P4419fP5Sx^AfaxRjqtMxw`X+z7gyD!&Sp{uQxCgj7pQ!iNOGRaDNh0@!wzukYff?N%HpQ zEmts6JOx}-H@>xs@#UxqDL8iJ&AZ0Ir3t z73~(7CwBoYTD&DE50-IEq^rHsJ%M{!mYz(j^D(|)AdqF#*0OxRkmSR`)N)Wj<(cv) z-=2K=t&6Ms!}`5}L=3N0hh{2{nm1(}#E=ZjLRl2^lPzE)|9QQ?0aV?>=EICk6mWS3 z)q{8W@EH|3LMa~Tj4R%FDFUMHMczor8ODUyzrB0Xo9a8kqd9-Lx3-#O$a|od`+@&= zM&xhyI}WPaoIHyH8Ga&PK!X1rDv_oNV7mO)0!T7csUS1BZhJTk`k2c1K?CZln-92| zDj5_3U#={-@5V{YhgIgvT&@*-Eac19ItrL z#+H6Hk`5A-|35niB?ivdX%CXWu17!GqAQ+wbinf{hIa{JB26Zkb`31oUdDJ@s;_f7 zVosxTe-uNR_h5HCKVOGK_snE+!4wlkfONmF7wG2+Y)PWvT^YdPB8JjX@zZgG@lk)q zY(1BNrO}fRvFW%-<Vh+hD{44vy0=_{WmTMi_369N05_2|?t>)&v zy9o`h?Q3S+1U;^8ONMhGY$y>z8{nC6neJi130+xJa%tv^ws#lqIIDB?sG_r^IfE#k zOvHCt7VB|H)+;U$Jv2ca974nSjTE33)(qKdo%HS9GN&m?E^yYm-~}|v|IyK}fr)D( z#6gG~=n(B@8P*n72~*U#*z=Po873(0cMhXPXVdt(&Z0K%B)>*DIQmO&QqH4oIA-A8 z&tE(nlEOXA5(0fA2J*4PPTAW3DihemY1IjrVh6g|tcAiob@u>VQKUHW;o;`r!M(pU zCSzw^=jg`w+O#M`^X$0JTDo`KKi_@fQKKUN#~%u##dWKaT-GKNGp-;h>|9w-a}s0F zVfx(*fC=#-0BEopT+W2?w=_chc>+avk?NaKdf^|P!tRqnpr`VC& z!1s5e8+OHgjQR;Ky&Y#ccaJoPCy@}(@nxVWJ&cf(0Q%h=)Uia~75OJ>;m-&eRr;Q= zP|vd#y=e+x&}EbY4l6N=CSZI5;&1E*(UO_T|JJ4>SGlmKm1TU*{{7dVm&b|=Di# z77~PK(e+fKKHtc1&Q@#U)2XV9-sPf0>4+5@nlz$ww$lpOivJ_b!2=Xmjjp0Y`2h5D z8UNZ{UEMwb_k1Lu?4BIowJ#<=|lU+`B& z|H@j^u4w3?J+NAS`N)4509Dk#5k~P-%pukF+y30FyAiGkhMKfwA~~?s&!EuhPUX|j zXC~rweIQUAtOw&jKzsc|;o|g1zpRS~_4?%OF1zZnibtA=>V*Ny5q1(zFcba;WQ;Gib4nE!;M{8+-(OENCK z`SY4byta*IeYLiHIlmL+N$SiFIR3m6Uva_>4&T4L2KU))bW|N~v~OA&(b$7}@NaO6$-k-H=qA&+;PW5lGN!A3P>6|Q z&J~nYjef9lFdN26D?5l6A~iSG1F6O&lu>0aLze4+;oP}@{iZ*-Mx0oU&G%*s2Uv&> z8N}%}smV&Q!)Bc7+0k4qP~?t|PC6A5?vVPWZ0wGHxs{tN8HleJmP-l*>{n01gd!)P zFb9?T+RxZ9{@FG~3Gp;EBZ&dj2v8xy27GUu>XB_!ow?6I5Ww(TS~^Zqp&xW>0HjI& zNm<*zkl~!~{dK!@4~;2>g7@7s*Ow@IiU)&A1GxS2w*>%e{ZIK9VmdRfKZD~3J79dZ zd1yebWSx@>)u!h^0%PWC><6$EfJYi16oM!=h3?mqWz>-M-P@Lpz0-g!nG_I-}Wp83)nVHj*HYnlZIFbxn(~8z)QnE(nHm5VP$2Oi!_Z@eOD~H4q468hQQHqLuIp6A=oA<6nq4V_g;o}K@Q*R z{8o_k;&qy)IT%h(&VLdAltAj}ED6uwll&G@CZrC~faxoqAls>{nymu8BA;e$L&!1lBVVd64}Sx4a4%2|l`K%}qY4g590#N? zd}Vp!I*EPjor+uHh0JZ?wUE$Q;X^i~@r&Y_!-aG|(-6GZib$pWKp4Pw2bYYGfeA~3 z)oiTXbost*si6e=sFG?r3{Vs@28mjt5Md{eI??!5Y*X>ovCf6sP*q;KcmfoU<)Ln; z`@a1@GG{^(GwdydKE9tQNLbJA7N$1(Wmb-t^(7CmmJxo^Rl6#R=Okc0swPzi;a z;ajM1IzBu!GP^rg{m!u&mw$Mv(7B+h|F z9W-!rbCJ$Cs=0ySM$x4enm@Bd0^gbef;qdOk% zvvRE^t7+C+FhuI?%$F-hyH)df5TbSla0|sr5JLd}BRU<|fozAzrz5sU!b zO&3@n+>AV~{M1|vYHck%4L-l1ub%Vgr7!dtjsPLdI7i*XdAHRJFyzm=4bORG{KWKv zU9tC*PXZTETO)&3~t*SFxDz!5y_%(+NA zk8=EwGr8<1PxRM&e`8c;kdugaU4#m};x1T+i!XLN%HN4*+w{m{({b19?j8=+ti7H{ ziS@q1>%Bc%S&46cCOHgf=KgCpC2Q8Rv`JqW(FBQoUiRL)IZw$!E+NfU8wF55aUm#4 zk213C`s39MP|>on%iIPHkVEGR^cN5Y6PnX z_pQz`k%SFHh){}1+307SAq)3nAO}AJGjh)@z)MWpbrCYnwCJCI(Tpn8xkGv@Otld zG42B;N}~aA@<0~x3I%a4%ZTgJ0FO$`F4VZuE&9fG(TTtVa4Bp`lsFTEyUm-$r0!qZ4WnVAEy>kV>c$yu7WQd`Z4Y?S`+aswzB);0gTBt?rYW zj}#9qEQ_l@GbW84jSEm3&(|KT9F3K$c}|R8$D(b!83dPvQNQ&4!5v)ZUiv<9Mh}k~ z4g8}(WO7K#ea^g2FOL3zPBqc%>iQSk*v(IM?>pCUFV_2dU{^0oNP#~>|1#Cl31kMQxj`C<~}EzSb$;0oWqLolfnlZ zT3w8I{5Z}qmD~Es_}D4{9%Hyb&J26r!gKocG_o>TjfgG+DgJ}! zrasW3jivn>kiAqFos)E(XejniUf!-FOszxjZhpRIM|q_?$rMo&WV=l7%AU)G%8wLRq`RecO)V?O4XHv}jgI_4w%bToGZ zk8%V@tv2(vCSOqP1nx0s)P#ei0WJ1mF)_m)iY;cxxQIU73n%J8kcBjqw{*t8+Nex} zA#Wp`)iSb}=~T*yZx%4+s@Pb*rbz8pJWkSR#5IbjdHS`fO4RVj^SNBBii`XFuJwR1 z1h0%_e75wyAFdU24Ef5t1T~E-aK=ex2nwn|Dp*AWUhHt^`F%5RaFpM3+-&5IiHi!c8fW3=;4N(aJ8qug%5$u(6a~1KrNj( z&?PZxa>ZdZ(gu2XTZ{o5lXh?|qTRBE8(1`?ArlM6&lcHGL>BkN%j9T4AIrM;=B9LS zzhUdi!TZli<*JUi{AKkGDK24fVftde#7Yt7 zeqVi8&izy)=Cm2cNmb;3v8HKIBl2L^sU&ZHkAXj5nUv|tIV^r2G#W2{x5d;O zK|RGV$&yAmEmF%Z`8`XJddBSwauCJMnE=H-Lu3{!D-PR4U$P1WOdryEX60N^%Xg&1 z6!9jiNe)JH(0pl`mD`vdmOa@YMtHwd-ST>GXPq;eI&;vHTWX@5_#^b-S0e zTYR}kvsy0wo&53BuJ~OFzH?ur62{~td;qNq0<9#nC{2pgU><7^s#kSmFKpk4?Agfw zg};p0(2Ks`?k@9w-UuRyIC`8iusOF?{6jEwb#<-As!FFn*ZX5|g5j4URX^dPYQ$4; z>#V2Hca5+5za7n6*q94sbXjJN+*>@v;?CEl5=|f1+RsjZsmYq<{ZxqK#jeMmcQK#E zo6P$NtQhfZ{MOdb4T~qz@ag%NIWQX0yjB`LBWcW#Bs&rk;&9}T=e_g2s~81GMu#2d zJjn14_%1EV(nGfB0p;dNWq?AokAL1l7YpN_YffN{z;6A|9r-@&j(gPml?Be`A8~t0 zFVV5=2;E85M!viz6nnhhz0o|r>=>h$%rB{r4DjuX*;||6NZLfM$$cN30+!T>R-Wb+ z{3KI|#5Abf&`e`SY2wqv9W_AP2zZnHI| z$fHrw!_#A=S1!qw#~f96dtXQ#-JtR#{!Q z)fmpFI;0xj=!|u$JxN%q#3tdYHANX5UicfzjGu93;*dY0OXYgF+&|{)X%>$*WglkW z`u1|3M_cBTqjBHOdE|w+Ofee`lrKN*r`3p;1R{sHaaKP5B3gdUexjMne@|F)Zd-c$ z)^Z0r+>(2-Xu0Con5T7=zMG@81Id-uvQmX0tyF#FOQtfZr8hj}`Mn`pIC}Y-HV*|z zMbm!h`DV6RzlygC1jjl9l!_r4nM?-6>MvGU=-;r}2^dHa+M;`nVw}`Sj!Ln&;XP$xk>M=z8m> zQ<-O#wd({TA|8rqzTJto_AhjQLEV+c#K^sK`metv}K%;zY2 zW=+gK_}C2MED|O}qkMc9;ei zWHx}~lUE-Qu^UBpr3rm|$ga&PZxWPemh23SOa;1s>Y=b}GG7~g{|25c@F{S)A;EWZ zvy z@7-eFOffsB)M^Vp7mWB?6kfhM6Z+^CTn5Rv_93bIxuH!%A(iG+V( z(%x6V5he?L)?^p__Uf`eu*)G8+u5AVfF41_k}$d@9_i~i zG=A^_YUY4KBFzz?$l$3tIKWdFyhwLvIiJw%Akp>3)-fT1MjFARJ$iA%flrM~ zz}vz>)ITWkXFg><0_)kml>54Op2dbXa;C(VE~^ZGs0=6Cx4eVkb1Ic=G+la@^F%FQ z8$(H~bO$kTsW;(>UR&D+w)1{iDQ)BrUE6?&|mnO%R)) z2y*WQ1qjV@?#5^yzhP3+*?#Z3Zsp)=-%mK5G2ST@-zG|ga`UB_$_&SW_AR)^6B%+# zv>`|sjzpedrx{IP%)4qOh4V+Mf|(-%GUK{0QlBe*x!s&me=i z;yP47DI6LhlF&~1^UcEm9%A;o!^>>l0v=<&T$)$UV9lTfifsVlc)MG$RY z3lf*aq4@yQ@5Q|p?T`Rw^KR*ER9B2=Cb41BTCH zB4K9z^BU8&59xiX2Kz262uh-sH`#+C(61|0qLE)-#MSn-L{UV5TJ?`FhM{X=4X{vo z{4{!qxp^=G0>Z2#GEPR9c6DM-%N_z(+tDtTlM=?-_eU5$$90ak4eoMrVAdwPH6G=! zNaXlFzO&jCj8Z5?@sg&YM~CM=@Rv~m5Hy}9R|0t(o`0NoX=>Fl|HfQJJW6`~FkO}E z2Z9k<3=%(5F)D-){Ag8pEJlMfEmtJ3;_@BM732^HTMLM*aprn>)pt&)*L~26u}miF z;x$+!GM}Y$nOT)Tn1tQ;4NK6wg&Af0xSlg#wW;OB=nGZt8aP?*`Aa{-aU~C@)UKZs z2xV(M-ft-pAF5W%nYRDo@?+F7cB9wG(_yl)4EE?bHeQRPrbZs@#Od5&XgTw4;&PFH ztG?b6jX}DLIG(iCHru7FX6RiVJ710@{O8mUV;0W9` zNX%jE*HC(}T1N$%JbGVLUzx%WMqG(y6ubp-KnuZqgQbDOB_ySTRmG(7g<+_v#=#@4 zeapnHzJ2_mwLa~khrK1`Zy2P2m6}<1pi>=dndsFJWrCQZg#ImRwdGi>ptPNN*$Vz3 zpCM%LwZbRfY@SbU5al7~5`$@ANE}=GlN&GOt(5bl*i3@yE1pNN;g~9O>JDC$efg{S}Ipb@XA?NWZH9mi(R2v)b4o$*)9GnRE)-cxSLtA zBPi$P)VDmECV|D`-@O1f!tMzg*7fl;gY!qRk<$&dVfkNKd6wCDTZNK>Dvt9A4BqDZ zP>;N!SNesnT_*%CotH_&$|uCO@elBdaxDL~wx~ySt$Q{8XvaYvJ1Z^3yRd*ZKC6VB zK61!!NyPGdca!i$wL@d}t-I8wV~!j1XR(_89fNBwGF|KjpYZO4C$Ivfs@I;yjRgU%W18e4cCwyC%fe4SJ!f8@a?5~wGYF$R333! z7ts1zW-MbC=+o(-y}qM-jgJ8eHZFlUR63Zh{NAU%J&#dvXgNFy)WRCTM11=u8|5#w z;wG5g=b?CmAJ;!?`d*3m!^B(SAes@be8hGo{aAP0bjPpd%L{Ao6ly)2=O&*MnQztE zbdW3b?WIEEVuqeY+n7uzRCLm>2J)7&D^j*NfyA`59Q|7Osi@Qga8g;SJ}wvmnMN@W z*2e5tCP;-Ixo?9XG{3 zks`K*H_EW&L4;<_r~*X*{O(Iu(a2}I6ILJmSGC5-Ot23c*sGG}Wb!JERg&LJjoj7H zUvtpMzSUPJ{c)drk;~bdywZ(dI3+Y;L@qyA(gVR~99I*aXbL6(I~Cdc5ccm#5p79K z?hQWJ*0z7kaShuU<16*IUS`aPLv4fPy~;yjD=#^Z@;bEjz`@pxBz)j*zQkY> z4Ad$GAtcm=sQ2O=%35pq2rD$81$3u(3#={!3K0Nj^x(`79As#gtG& z{&alVMnMdJRO%Tm{>)LoCciZHlVsb~Q16)NSNc0(5EAVhx0dX9ns{R551OoSq{jJ1 z(W+|-t@|jd%V%x?B~|lW>Re5Yiwhpik2~QU{_xQIhJKl1^on4R3dn(^lNabAzUs(i z5{rKumQtDaVhkV)M z&OE|mHH?@>wz7Vj8Y?UNJoAibhkCnnwZnm(?M>j_l?$tbrPPlc3*s5F!5M3MGg{{@ zS!BD-Cnwz9z?A5V8z+^tzH@Hg^t6Mx*NX7Otv$#J5Ueyo3p60F+GuH>&*U$F-%@`- zdo=TtonO8oq9-!RT{~O71rhKvg>+wK{d|NN|lIZxhEOF?!2p_ z!E$@$Cf(DQrrK1zB}sw*PLiN#-jP0Xgc+N--$nXLMDZrIo&wV3F^41)8&B4ualo-4 zBe;jpo5o2}zxW<{eri(Qkja`FxB#J<&&?-Z`i`Du5p9=~ZXJffse%|2L72#SQvqV@ z-j`twxpj47z^55p5vmNib&1Y^t~(O=`Fb~)YoZXI=lT6`zdD~ojQ$+L95UEu-7n0a zQ7bG@#Xu~DMMd<~uMZDIHai)j;XI-4k{V%!Zb(8BkeWxbJs$DXq_N9xK?RE9=>h&99E2_xx`C1ZZ=>@qq= zkg?U+*G3X9)3ZGu%d%3S9_QZuIiX|I9#ga)bdUW@)r;nicZ|e0`O?Iv15*fyw&!%P z4kRP-IHt8c+;eSrSiNm^Y@Od$vXDN)C=K3|q<$(me~ztNlsaXXY*f)Eo0jE5<7ETZ zaz=Q<;Tb40SaIivfQ?!hyaLI0be_r02jD>PBI^o`0V%_4Qey#9d5=Rl$(}w8<(AV~ zs)c-6u8wqea8M}k^)5MG8NoSTEp0dWCVES02z=Yj{s3Q-4D%CvZtT_=2aavy#iXCU zat#ZQH%M)RFeQcY#jHyE8JjuU^oeO2g%g?`Wp-BTW<~PGH85xj+(Ns@whKzpSXgA6 zM`rHGT-GPniL+BiC9rrsLTH!hwvwMC=wv5BU&Wn@a?ec*Zilxw@Ly}6Y|jya=(Zhp z1Vx+v?-58N;q&usE!QJ`HtO@N2z5XBB24qXUVn5*em7$eZJxb_PH0uH@|LaKE~ES8 zw!eywP}(N2wg!InD)Y+5-`0=r1jF=0t)70VG$FeM|JVjE>z(m|;#g`lZTiXZ2AG;B zjq|9M*~9hF)cf6x&+k+o=57ZrdEqoRd8^Vuj4uY+rjj!g~=E8>w5M>jmPdvi6w z%FUSgJx3O?{K=L!y-1Z3A!&c2Gf_Z#r2?LF4ttmkLnu-+aH_8~U8(5%Q9N=l@$!4P z_zgmXhJ>w9?L7I<@xP{r>@@uW+|&6n&i&CdX~K{)%t8L|eb29;Q&vz6tk`3gpJTU; zZ*?i*4`KZg>h}fs*qrk>v(8I`gltl+5BH8{?7X`IXRAQcIN~GwnBlv8m^2Sk;c3}t za1%NM?S*n1&FoDOM!qpP|6EUlF36V~-sE|nah}P{NCj3DZSwt?9nJYj>(=xo&VEU> zQjUgl{fGSqB$vy@9U}zb0YO0svKRnThgbFrJj}%pzj;6QWY>H#3C>!fy?c#ED&NIs zPZajtFDD$a;e~7FvqRQPXy}X9_k<&hUufcG8Zz4kL7V>8@by)D#YW57YmxAM{CO#u zIF1z3QgVC&YnQZbkmAQ`9;-lUqO0<0#@EAzl8ZDjJr5g9#@4LZ1!KSNfzfzgZn|F| zsS!W_xz!^8v92(w{yR^x^TONr?r-4;7^gp_oQWEO?IojpKF_g|Qlr>sB4^%N+AhYs zjd4q^_z5lU;msAwU%YUFML|Tb!Qua2BXn(ZLna}_zNb>nc2WBbbOg`-iB*xsA!%U7 zh@<;D$HKVtd=8IBlerggjb_Wj!AtBXPi}8SlE8e3{ z!J4I3fIodPql=H$cHSDfgRLi}A-_iDg&mN-bZ(tjI9F%%0vKy{NxcBramM|8Z&r!0 zU%lU`rQ!D4ZMLxI?M)vt+U6d!4|8czscW3$&{%>m)8e(*X&J=l=@%i(I6wE*JzLK0 zHu<%2H=CC-#ANaQ1cyp)73Z$L!6UZ}^f348k(|M5nqE=i@Br+uC!*pSqdEJF4|yYu zg4PeY-XN)J2tAn!$_Kd!u}H|7k?k>!mnvJH*^8BqL=X?=d@F>Z$$@m0Av`%K`+GV`#1ulx! zr!j2YZ3t~^y4x^!u)Eq4goRJQRps_G1Pql_DPa3K!VYGhr%?)`07G7U5BnB8yM4EU zdt)F=1$6357I)AV!fA=AdHtwNmkzl}}{mfqJofBg`8X)y^ zH1GQDoM6OYb1vZuY+ji55Q2g$guUysnu0tm4B|c!BK4Ndq$9JI!*1aH>dw@iAx;vm3S> z52o5W?fq}^Z)O8ca;|IY;OA+b$1qXRFvcSOs#p9Z$YW)!im*YH{2ZuqY0>oM-ZoJ- ze$If$X?IVV_<3nFwIJtDW6qdgbMEpwa6(^2%h*j`V@Oo?20V z8RKl_7=&R4tN7!O$g>*T*(;f9-scZPkybn!1rTWAh;AC|?qxpbVrv*^GrV<$)gSn>tOus!2;4QUYHmj4%=b6fQ>G91k9VWVpynExPQr zudi?n!0b$yPrStAWw^BH%exO=W$edvx%m0y;O3oq3TY5@T%w5p$?ctp=v+Q6zA0l6bXJ*V)KVqP8~Adv@69^E z^O^dW1xq&W+!;Xgrf(ii&q_l&d&5?D_^9uFQr#EM`DRDV)n#xZgeU7*(^Y3^Fa4J4 z(k}e&KG##03ny4NZ|5r0j_@>Y-(?L8#`*Nx)bNdFh<61Q=FgJdD>SoBBH`rWm3OwE zYJLH@x&tBwZr|AQHX*MF8BTy83vI|V5BjWUY7z$bL-Nvvn6SD3xJ@@$@&(S>f@>5y znlYp3Q%E0KSZW_OnYeN2VBk3~XU(oA!>~2Rj2UScHhm~*Fy>D9X7d9NLK;bqEM68{ zBGg!SDsD}}hg1brRYM? zdO-RQv->ng&(b40SeasXJ|ey!<2hdS$++S+DfXTrce{qf;n=8xdlB30?Lntm{^0D} ziW(*IViMhN$Is>?B32t36_I>RP3IjOM`!>r(9Lr9hSHNpG?y!r8%r1)8VdG;{hAkX zuzB<~bI1#IiA{9w;w(-J>?aivBz$Q23d-lqER;xwK^R^Cytsw|oEA+jNkSyN_kIk= zJ&gCesj*aX)-iZm;gh&P9(I^Ssx&^N}OMNlklHnKYbs= z;q}yY-;p?rR%SA&jB!GLeUusRb3rrU$KW2p!Yp z94H(%nyakJWBHF=Zaq^4)z^Y?_dzK4hil?QUKcQ17JM8;^HY)SMyFw-jbRAcDg{Rs zgCxlDw#?Ub>9-7z9FO$LN+8a`Nll#1& z{3p}(9Q!@Rj1A()Iho*KD4T8+yBF1J+8Otyw}4UVg`rHTHyNFewQpw`ym^1ajvRd= z{j!t!lv~tX5M@$|3iHsQ$18lBjwKsjxoJzOhStYVCZ%vr5(%GhG*KTG=5aJco|9=8 zSQjA-K>8KstCqgAmWkUCDk)J!MIM=4kej?g({{4Z*8VBKd^~sWEx5-+r(Ahh-LRW; zp$S;pttVK&P;kNy9aQ?kHw{fUyj;$5BhX5$twb6W8y!LQRoBDw+dY^`5YNnxpc3a> zdq=I%!V84+fRE5WKMJgha1O~l+Q5^TIaow3QSY~LSt%r`bUS*!+7sdij=KiaOi|y$ z-?AUajEEq6k3-bJb+Rhme+H;D_+5-VF_poMGvbt;1StH~O296KsUbG7jm4aDymo(CJ^Wtq^st(41q zS{EF?1QpgP1POJRR3m(z1GqcnAXCWmfdDBa|ESF#b5}7ON7|0mp*LLGwpP!_WGNSp zj=V(Jv@f&K@*Mk@yd;f_l)@zK+$9rMfh=jPw&QPI$?){`te^G2mlDJtr+m`NV61q3Z&df9rjKyj zPo3V=61?9GC^t#2R+5T%aRX4{t&=*8E=WA!lNVr_PIoxhY3~AT%V3X#&GK5iQg}Eb z>ptei)2OrlO`|V|{ihVdJZWTxX_jU)K#X)KB%{M#sz9nKj?N}guNj2U%US*~MDno&}a6Y(R)>|urxvk@=o)7W?M#vOj zMG`$+?e1-|blcLK98vljTrjU()3AwzJLSEqx|(&v>?4n*?TB+*Z?$22Ljl3YZGmo5 z$MF=~?0Y%}x(%@Hrb_sF#d!}p`$e_SJgm-v@dW^l%VZX!vW|FnQd?cQ`I3PWFCa4J zt5;&#TjmgYO!>6k{HEf3QQ~PFMx|jiwbDk8Mt8;UY9$|HhHW*jAqL=*bGyCoQnT6$ z_!Cy99#wF!yYv+sf7ftUMq>kM@s!FfR_RM@FBRf$N*`S2#JNg39r{+iCs z(sTb0d4C;M<@W@Pql&ahH-a>Zq%=sUqLh?`bVwrzNJw`pjWjA!(k)$zba#hzgXG=M zIjEoSd)In@cilhlU5lmYInT3a&&-~l*)7|9G6lGe#J%XPJ#sAx?k^Wz-6>*qgs;_k zKAjcL{+ON=#I?rf53^C~si0{45hwGD8seKoEXoypZ*~pe6OuWHXB3@hu%#Dq)Sts> zbb;u{k`z|={z8R#YG;Jn=LBigokIi4Z+Jey9dWP_o*Mgxkgo4jNri~hGIPApmldW3xH5Ct6x4aV0xuBF#1+wf*6lx|U!-pH+W;$$gg9WxIoU&izM z8f#~m!zQ-YSTTUcirg1_38mzz5<&8g7{`2T*vf#?_=^TfK>57eX8z|23BuT|hOhSb zdzoF(XmSe;m+MSJBEm-DVT2m?C1M1w9_Q}~|HO<#;FyR7c6C~i% zj_{L&+(^MyT+b@LJCK%{fc*b>ye%wbzLHc=lcUoT>7IW{7qaa*?^CY$+3!#Xc}0-o z1o(6_HHbqLqk%kiFJ9<-h>!2L9?SLOOYm;7>l(r-f+x5N_D z5hXPE@k_-50l_Vn!STu(-%yF&5?@MsTw*L= zkcJHg5cfN6|;>0Y zwJ+wjWFMYD=J_|PaEaytHaeu>!+4E6wbjQo@P?lS)bv>%g&Hp&|V)hgwmj z-Gav3<^q2vTU7cwUmIP{~HRhEF93 zqnSV1U{7G?&{}xN_5||%D6h9s&7cGELN-e+Fy~bV!kP|Gqbg_#=??eg=oCru*zb zG%i407#|pCxuz=5CWBjVraOLPGCsQ<XW(R4yhJGzB$Pb_U#vlg{T_>!)98e6xBK z%$M&vO+RnT&d6>V6#j(NI2HO%qX(bfM0Wb)2XP`p7qL_*PrXr`5EtkZNoIR6Zr5k$ zy&_q%#+FZ|6PM9dpf>0b9DT z`ZJqvL0KPfC&+r(eo*=tY)M0G4dA&}n zwj)6WTBfHQOwVhh1(bhn(HvRF8%({si^I)tSme$1^aRcqLwIt-@&C5cq?QhB_aFytZH?kmRb7|=Lb4a zfIyy8lbsrt7kHe0qlvBNfQ3c3gTGnQ;jHKNu5V=paj3dL^Lk4je)oj6?e9UizM;7} z0Vr<~J8U*9`sOB$PZo{Aq-|zR1yQ<6px&{4cJTJ%QA5V36ol{?w#I4|#JQ8NG52-U zvxRio)Pb(b3wH39rwha$7{nS_ZhhC&s?p%h`#F~0@_lElvXSW8x|#MdnHn2*o`g?* z25+5=hSe80pTeH{o~g#uFtSuaO4B5j*RL_{8d0gR9|t^Vb@%rIsS!Q-l8c@nYLA%J zatWnOQCS|-gkVoEcYIwJU#+pGOFqn%cs7*s^eWk)zyh4&yF|GT+$Ui8z8)B(RPkyt z$YOMSoD38gh<$S&TYW50J+r+8N-mD^A6$dZ0vqU+nn7mbb2?}3YxY?_4UxW#aePk* z2}xys&v)S7x)-&_y3J2GG0O8BJBt&EbdSE@S&SPBO$k4tqN{6B`*rQA>=L9Id9SO1 zRvMrYiCn%$us-jYw|x1!1FZ?E^{C#B(K0(>q0*$4);o z60WAzmJksQ=o2%dpz4V>`=xDf*cP`~e^o7we8*D5Oj`2FOSKC_Ru-2EBrgLExM|GC zQ|JZIjFo}|PDG8rDFh=nH(%8=w~(4^TE&guU2b#78Fr6mdVtM`LxABkB8j0GP4(s^ zcK20Y%soGUF(v~o=Emc`X<&PDnG{n};enGc_LD%or2R|f1C4A_D!(aT96o|k}Y zcZm>OE+2+`=BfQy;O3r_95=Ps@M<(%3T7*4AkYO;lllxsOW<5g4d!zBzby=>7Gi#s ze5pSmAyK+wao{WmtBinFElBdX4|+s-QWTUe3l26MWR(Xk8AI+1u7Ja%!c6_j9HW`+ zKtsF)A@I&g{6vu$vsi&@J=K&F>yLKd#Jbo4^!j&fVn11VQ~YvJE+QEvP(_2&^gRkw zK!qyR`nikZLF;P5MNa&%Q*E%lZBp4v0jEwb5rO!Gw=2`fp{1MF!N_?ZDAj3&&!g9i zcOKZ@WA!0VxFEXmz1uDH{>`^+qxX(m@_|YCUU{~Dq9>a-%}O|JF_BA*s400h2A`g< zH=w~n<()pI<&GZh(@8piL)Twl3BMygbP@m=y->#F&0Sa7M$|9PKj38Yk<+z+S!4EHB_kwGy3 zHjR8exTb;q?U|ErHJ8~yM7ETVzrVm^;^-v?Uz}*aWU}{A+^7301wLKT=e{ch@A`OvU_C?WY^Iw{pzh9`D3#{kV`%6+Al>r{r=;#vs)wPd~? zk<5!XUz_{jq>p(!1?!aHewo|2-u+3h{hUv3N-luei^4kGtHK_i-e`XHXgSiI@%b}U zJ#|`^Y4e&MNnCCab>RpW>6~yMVaB#4(MQ+rLGhf|)b#BcdVEclr1VwaVr*T*A|J|A zV{`3IGI^z&p3NLzHO;B@&lQ{oFz?zr=Ao0U+GVM9f_ra#u&JA|o-?SiVq=m7la#C{ z;z?ymK3tV`H}A@((~}s=@0TGik`qcCWGEHiUK7MOQRrA+l`oNQHy7mey*qUAr0<76 zb0Z70qV#c__Y6<_TT7qZhg~0}V7{k9ArNO->QhGJc`iqr6;36I&3>NRz?80}o{4JCXzGw# zi-Zfa(;a9Pe7SPIZLPQdL~04pD!kal+#1%$^Jq*W+Tsz@*?6S`ssY_NmJ|8V2<8i+W4Ct%AZkis`wqI&rQ(=eBx-j_<^iXc^kVLL~1%r$HbY`wUY(XOOW;}11Z!yCkT1WSho(XpM(FWXRGShsvidAQA( zAgQq#s8N{wiU-Ii6M9Ms96Z%;Ue5wAP5qv$D*A8~8(6^YKiX6^gnY`7f~8j_%D-`l z!aLj>K1$a{#0KyF7UkgY5cB#$C>3BvNObx(8};iD%vjkvF=?qEwC)DkQNl0LzIuoc zZOFuy4wbdi&9pz9V!aFlN=C7zJiA6!OGAgWoFHCPe#}P|l?v**u#N?FKCfs%9wHA{ zoY*?unB{l0&RuOxwLgY*5MFB;<1=C^MuKK64TDDclIuHU>WyTVEh1CjW!tCRKp0}c z51TnkSx@|1!&T+!oI!6Dt?s_%tAiT{w-wzoGY^>>)f;^6e^tNxc6u^xS)pdc<1Do=*hd@47vNU>zwc&>qfLNJA(r@-hfF7?OP25k`%euIJIX&P6M3%m>F5bzwTf9 zgE(0#?`M(SN0Yd1pIGS`;KGQP6rw1z0l1Q<6%6OVx2gjdL_pPH8NNzs7fQs6X%&?u zFnfU5b5tN!e~n~i%bje4tlO}l>6ed)ea@$V|EKNG}|{iFT~f$KzKDhFVNH< zx7LF444E^stdsARV#2eiNQP=EjTo6h)DR!EzNU2jM_M*7cexiX-JU0Z9sJa?t-$<% zEq`CpwN!-vs~Vvz>uDBU0e0B{FaWorsJj#{Mv8DCfG^)cWhZcR_mi;`$%XCaj>O{#hZNqV$_2x-od7 zDvJ}?*2<(ON>;8X`!Dy`hUE)Sz@0qM?XJp?gYyeR8c~PaIWmCGw-H1@k-O6}aIi<< zIjxj)Jtp*R%YiPNKD<&)5mbsT`&}I_1wBM9MKIqz(8atVr{g&IbpxxTc+UXluI9lU z#{tsU7^lX9&&<^5=I1{rToKUN$?*GcNKK)46LLkm>{CA|zevND2nZYmVHi@@Nz1Z{ z+LNNu1X;BMx;nuzpE!e5g5tQf;X1TN3CZhZW2jjNh5*6Vwy=t*lZ zcxiJ`y@#&(?ykO`&KJobRhOvsua{!LJMrah`n(sqZKZuPUQ><{k+89#D&1F)<9%^9 z6%)>eP4f#r;WKl>ATH*+J|0w7GiD1Za*-RRDuvisc9*dp6>oDWeR%w+7+pZl+rzwOqZ2ErvBuRht58(!|atycgv-7j4o_VU@Zvskl(t z7Fth7%_1oLe(Hk_ZWkg1mmO#uk9V1YQd^Twrg>0JV)GgSG`+2yEQ!+-I|$YiHwq?Yog{fymh5gD6nl1ZqN?MfZaL-aeSH$n6%7Z9prKZ1z^xEjAUIn~y z1gn_nE5W^xp6n7z*WAi8q2pUt#*yATK932cvNRr|*8NmjF1UC1=KGJ_1a@^Ti)u&T zIozrS#E((VXKck&&z?^O$_9{?NcFyLAr+RWjw%?rtGqVZv;OAZlb;eG#;g=fB%47? z70%U2n>R$>>Y`zxxih^mHz7tVSg4(iYe2kI`%LmBpA2!~^--6uyNw*f^pe@{c22~g3;7jxM&>dee@pTqwN(DQJGuz>T4z|XUTh?>RbHWLp zMQ(m}%PGBA2?b=xeaX7d9(9oCqKGUkWGonzzaZl;q4n0!{UPdG?}UWgq~HcLzUh>< zmZ|&sdHS*daPQhVL>$}AdyRskdlA!b5n7& z5w+NQUh_CX?Gsx%8z0$@_b~Nx57O@szCYJ|>uvLxm$Gt&zcp9lykV(vCD`P01@${x z&zNXxZ=zvY`e8p%=a4}1?Rg_eg(wyywe$&3#?|J1x|xr2=*Lz1KF8N9{9hLRdFO$y z_OmWed~zH=-cfyi3-!{JGJDE&^5(s(QYdtuZyEy_qsEWpy(pJd7wf!=%ydZuZkF!+1#V6Z1I17p zvls8>g#vBoTlvgn7FT(EaTbGOTOqqDRS7Nk@|Wz-^IZd9ET~MlB`Yv`m52xE1{*m9 zF${LS!TZ<*G$l}_3-R>5F+Oh-m^BB5cElhDpNd7A_3&J|E4!jSe1aP{{gqFixE5hs zn}tGD2iEO=bgDg?xM2-y3SCfr$+|bl9$0oKR%et!JDYHs=pIFI z3`#nek12;@OIs7;ZL>njP!dO~mH6t%xeowkK`I2}b~Gscxd>< zi(CxUw?FC1%i^cf7(T|T{#I zn7uJHpj^gq>q7H|{^qiG7DD7k9y}=U$UzlOm58B0IS)iB8r6XA(+w(RgGRWx3!_j#xRMl4ds#Z<-XcU z0!=;*k29dtl6n(?VXj+uzl{UGHh`NnJqa0>9~gNL^tlhVA(~!HvfuWb%P$$Gq_%jg z{zIViF)Mi@gY}P*rU@BoSB2CHHdNYO;wxT4sJE@hrOlseTR-J5AeqcQTdw;DE*(DqVZoL`%L?gx+^z%3CY5h&iV6{S z`#pU6Jjg|llJTb zK%|lil{ew;oR}H4(1{gZ8Tt6vnfuw#1F{MK72wk0*&u=2BQ-E_r7T1alQ|w>DE0}1 zj9(6`nq8Qd1PI`wEBZJI2T)lD3P8WsN^CKz9K4T)@JD;hSz03a9$aPAOl$ z%>Gc&4faxh1r{0_39L`lVQm|u5g-_9wZH9y<~V8nncUP5>?axx>_=>2^-HMrT%vGz zTqX#rs|kG%NrLA@2qA{SjwV)GrjYoNYi-DxuKX7GewjQ~vbQB$+SM-w-lhD0tXNhX zRE`3onO>LMgmkrOPxYF)s(`-2*7qCW!K5}gV0UuN_3ruoEmIZ$BZc28vD)58MzXn1 z*MD_!xIOHEM)n_W=V*@?8lZfVOJeM{9xr2tuKzo5R*M78SoaO%*`a2v2cFt>?*2q& zwK*a-<{MJSHUms*t&JlgL_g&xqr9P}Yp@8uv^X;x(b>u5&7>m%Md*!1-1w~PSMqRHM z^$iSmK!0yTN5@TYy(}WQ&2XM6ZIliZoo3xDQVNQYij*Ttd_RutNR~9VDr;=Jg;nQU z)eu>AkQfGZ-AbYdw)hkE15oXQdH~7_Th3NqR#}Yh9c}{Ka@%3ls8@C6OEOm4TNz8Y z8=oEjoOK!~#dMeDZsVfbAr+8;=qF+eGoaZ5L0=;^DCP4$)0QD_QQ3#)!L6=D!^b7v zsG1{0Z+knLf~cGIOWD%l*#H(53Y(8HPA5Y;{)Jp+$ zsvvl*vQ9BJQn=&{3B-{#4lS=j%~ku+a&S!_;qd~NZ{B8=X_uH=302bc@52DWdsLmi zJ1_Ebi9Qxbw{rEFfeiD|pXT)U==tz&G6)JdR1KtmQld9q0{pTsF@MtXA#^*DssHEJOG_R8=j=y6TbD2HfBKA z|KM7)L@Aq?tE%~_%&~o*$$N6?6c8+~@K+UISZ3d@D*cqrA~(9tw`Bawkcr1M&>Wk$JH?;YG84o?t6srOM~HLp5` z2O71~Hpv)89uDYH(mPP-+irpJ3DRZ`RS&Jl1hI5w)?N?}{~bmUQU4ktpFRXTl4zL_ z%6fdslbYI!{Yin+yGcFcIgZU%gEY}}{`fTrNW2Y>ialf;LarMj5S4#jluaQ0g?n(8 z8tkt^9X7#<5hmG|G8q?atus2bVf|?}kL!>0sc$s0;!f>QLHS*kNza2U`-VH!gOf zTHZ!#zNH?TexI-CoKa=+PpZZ!OmFJW_W-g2bfo3}%(%%jL7YlUS}@1p6$vs%6ii5h z^Xq}g2sKR-ASR3}KLB!!k?;CMGW@^mE2DTN+_y9J%d5%Co5;LBDMz48K$5o?4FtMD zn%LRiYJ_wzj>fC&$4#36wt=ZlTYEXg~~-HnC!Uo=POkOWoE3rHH+pI&V5 z7vv3;w%p?LyjuN3goo@+8b<1r7LlR+XEM&N{sXPz7}J|PR2Gliod%e+34(%b#;05s zF71$Zyj8_fX`8p#rV;gIPsIZi{xt2vHn9$BWKpZk^oqF?3 zmg)9xh>Fme{RJX@E~h0*A8mRqZP?0CMUslcRdFDQM?^!&d;fdRiyGf(;c;Rmit`OC z6-Hx&Z|h1JT7uhHAll%mS%78sa1f2+_3>rC^CPVDe>}wq@stWbNyu~X%Qh_X<*|mX z{z_Lc=54hi&bI84kXLQ_#3Da7@jbw7ov?n(xbP>EC?H$%?ryr?aVYnANt>5{Or6I( zk-Y4u1nH@e@H9<73 zlJ9@QLJ=PKp>Ae^qMyY7WCy@3#Fi{k7O|MoKs(6^dqdW|D8daQLC>3C&|WPJx}6oi zoD(~CIjy3+yXkQAiIV|;Ezb77_khCMQW@xB~u_g1}{JX7Il()8R#qsw$| zE9ibO&37wk5_#D7CZN-y61Gur5I)31O7DYqD?BO;j8@1&@Pe$|hRkZic6_M{!!Z(0 zK!=-n>N`!#PDhD@=m^Cq55p*)j#sl0_yM~(RkB{|W+<}W>q6&svS{?Dlju#8o#eto z#n}Tw%p=9PIhdCHTGQXYlRLT1;C(FXgf)ml%UD3ml!ZK?_$P5FuMwn2Evz;}4Cg41o97AH=PZAM>Kux98&G&81X1D8MJ8OOXv2^WdYrApC z(ddp}=`U{v7cJ{NMbc#n^H5(GRcb21QNuSWOG#`w)0us7i==;q96!X6+K)-Fud)Xa zXLy){F(-|sdt3ayAQaADX`BhIrc258YP9&6W;PdtcAyTKTVCrLE0(+%td9joiFtlW z1J}7`P_@6Q_Nt8@s+xb$?DYY5}@0HS{iUwf& zUB#XwJaVA*2Ia5K|A{X`2(ozqVduFRNf-%qTuoufS;N5|q?Q;&owuFd5Zr$9l|3KD z8wUhDHw`qpA)Oy_BL7jlpyo z^*5%PU(UCt7BFjswgZ*EE{px4F+H@4XWS$=|3l+zXh42aApF3?c^#^-v-%cAwD*;lzq7_D#X>(X*UXdWn3 z-#44Op0T;IyuHH#%K!rm77zguvo870;V%uLUqpx?LqU>sMWPaHJADGj?gj*F51r@q z{6*`Hl!u?UnX@HL09z==Ui94q#@jAK>Y!K?DCNv)tMv@1@7Z-s1@C+!ABl*!inBoG zaY9vk|NDKbKTQoMP>si1JMr%SSvD0PEPEG;lf_m9!ia9)$^!@^z~xxr`a0V)I$y-K zmHpz_;>`7P?X^-o{sgM)pJ`@tnK?hOC}IGQ3dV-^A^>sZw4N+*8G7}n$2lOJo^VV_ zrU`iU3ZKA!DD?dwvGs@ZDBFERTlcx&tZx#B)XY!qPR0!ZUa*&}AJsHnLFZ2TWBoBe zCLbPcB-Q`C8CW=g^*G~jL7IvhT-fcAXkAOvEqHWWOib)H1=LxcB8CiOqmT3o>dHQ| zcZ7U7z7rXef$kwgqoY15DZUF##bx1np~I`c$Et9_Udp&0K!{TQa!`8wdi_nDY`hM@U=d#6p?*K z0t-#z>E66G`8fddO51pBf)}P$NA*x$u_Rm}-n|K!-98ZV^HX7{j^539IWY#3T!NUEYo;DqBj2k(E>y7YA%!lPz zH%He|d~vvG<`JN;+wdc#ke}o3)t;#13=2NpYBs+?VOOON2~1$B0h14#nRBlH9lp$2 zjqA?uOh?e+ADZ=#?L^)Kk@b-H-$4hYno)*if42P?dmPA!+=ObFqwlNH<{YdJHkqWj zAqxu&3v4RcegZj4-k}LtTf+Vm-Q9#?o0WB2-(WFfDnwk^-lgIG$pFs#`XxzusE6wV ztF9C%jD?F8T^_(XBe&>oT?tiKfFZ(z0wRV#)5@Sf!F|=4gJGT6$+hV^;iaGP8ETHQ z`(Uh-{}Zw#7{03Uz#uNFFgA)?P1enGaq-(nhoz@)A(Kks4I&6Bgg+lAjOS%5d1?)` zeAVvl`L4ek#S{gs^>>=WU&Nb3<7t@hsU;n4H(||#AwsW?!R6J>1$s@lF#*;wV;}It z>Vp@hL`wRxExAJ43b@_24Z{@|%NT9}DXYwMy_a9Sqz5~XGep|Eph{ivFf{13U-jQD z^3npPy8Xb?KH;C<0Oa@y2<~N)VTe$7wi`U4lu=NikX+%gp)ujSmWSyZ20(pGlmuy8 z&sTI2amij;NA&UQ?845ZU>cWpzDqwZ$j!Ha5j+7Pqj;BlZ*LcrN#J;<5zHex!p?89 zb>ZBfS^yZ^{P7+h{*Tbj0^4uk(2ExV6K|$mwglhIF_%wx0qQsQ_xJDWC;bF$$q<-I z2B9$(4`I%77gS*|*67LJN}~0*iVz_|W8$m0E{kQwR``I`nX!t~;+fQ%7Cb%&aTX)Q zS`f7s8IB*GdX6HAEY3tch zErj1*V|Cl9ZG2ufU=uRYD~rn}Eh4*5y96v5vS%(K^t}JxU625{TQy_u%F4X@zy=W# zuVOL#GxMG|P__Y~?`y>ix^N?7-p)cfVmblPNJ@Nw@hHn9-L8DB!ky*Gppj9fCc1D0 zZwFiikhu*3UZH|SKV@$IfS5OY#sp0KT0nbYF5!*+AL`mePV?kv8EMQ~kYZFX)c0MF z{Q8wuHBZC0HI!_vUDi?!C>*z-6-tO2%IKaYIq^=02lsiSo#dwKa+$e&I=`$f&+dP; zTbU@}qNuRDw(38i+RWp!taRqIL~K=^#(q+|9t5U!sXjiNh(i1j=z%Q(YR;W=NjXsF zTsr@ZJ^^GagKS$ujeq@huzglRhTZ0~Od6E0T9wqL1IKG$>kPk+m0O1!b;SJoKj9a zik8|#O8ZQ%23);gw%c;S)g~(~b!LT1hZJx@ibSk#M4I5v$(!GEdylpnr>jYA{~le) z-vORB2?^0(z@T3|lA(&)<@J@pa-bx1_ly@8dqEwTg>eZ07{%7%?6fK^yQ z!~j+@#Z$L)LYW$K`?i=E*J6hAkom7PGXiWU@qERW`5z|111n(wZB?>?H+c8A>MkEM zbK&CQ8Cf?qHGPaBJy;taHbMlpzyoIcAc$G*rA3&-3TV~UFZ#PmzM6FR@gp$bxMa*!VzQ5f zbxNR6`LN=TNd(|U1nWCtLK5WfPyH95XJ(au<<96*xa}*hPkqxYT%!qph_F*Rg$%gu zs;~XJ8y*{>bV+3)-_)IpngttuXLQ2#-^#tO#P7c|j^v^Fq^+}W+BdbZV=fS*+ws-q zsn9gz_5>d57u@p>T2J+S$o2a0A^KNfU-#y11pcP4q%WNmg_{djb4jq+M(Q^1av+p) z@pBF+mA5CG6|*N{L>uuJ0Y{H&>?N@jn8pEATY_6iKl&dw^5_6@lt!ax-Sz+V$v;5W zOIQ4GQ0S^B3PpXIxIca(NC{v|qel8rKtyauaD&-$Z8Q<_iJ^M3DPm&IMbDSFYQE4( zl>~d4R_bl6@H*nZy19$ruQ_NL)WXh@$JOu#?DP`Hl*1*)8{&q2qy`osjKBU6PG>Q4eKlelUKFkp`I1&ykGG%}TsZ z4nvGTRm6ukNakVd^$AS^VB}WnuOmwy&ekZ3jGj#6bEOt8lVRzRe^E!8Dy6h^K zs2}u1pn?w<8-a$3^8tlR${8vMRcYa%82q(h3upjOucN;I^zX0%zE0f*45j#+&xQi) zXCO^0e5{qK8L-%u8Q)sLOax4EkpL>6yVOFRu4^Hp<*(bKHfd(H2Xh8&^8|~YWlN<| zn74Mdbn3l+Y#Dp=QT-rlz}C8EwOYI0DG=9*UplmI-I)IyQNN1lU5BGb-qX{|xRXTb!VXIe|(5X_484u|=^6)(Q#f>gL zw$Ety#J`K83CuKjx(@tUG<)k;((xPpfY;GI=|B)1j7EG_Q9k@K2utdxee^a7!yg_I z;R6huetWhL#B2V;HOdbGt{9Um_qIUA^5dGrF>`v)&BO5@W%ar!4ebm%WNG;_ zaY$VmJz2K_I+QUTHy{5ozhR1h5t`Qf3Sn*6xI0O}|HZc_(^=XjrZ`pLbkDj11K(z0 zA_695{6wVWxb=mcNkK#;K?tiRkBp+qj?xU-Z-nbp^^&kh&Ko}TL}=L9{d0!#*LO&1 zu1ixDoGyd|Cs-zBBm`689qot?UZwVqe-tU)>Oi5v7&B3rm1WLm=6q+C+Q-6R84~x2v(r#-EHnCN% zZND0-RwGk(93~J(5W953+T4OanfK&H-bmFClviQB9alR+$N>yDO!@i`yx(~X+E>#mHvH&K z--sJ<2G^k7YFvFBUJiG9zCR;s`zZkoFRpmd#oTT6f>PKV|1FI%mh0`;X3BCoJpS^x zZ@>fq0Ga_Z{@ydh&HmL&knDzvh2y>B}9BAcR@bB?|maewDXbNiyUl)kL&X_%ywNP+fYDh@6%yX!s(2kzWA z8C@__am4zP;Dh}LvgXx_IBZ;!K0yhrrvhe*K6-sQ=XWH#jma&>5@D4vFs-QN4UnB5 zX(9z1(*~Esv@_5=L7RBxY9}B^Dvqz~9z!4Kde&b&lV-PUa?RnLoXlc&=H5cxF@N65 z<4)1=jBJ{d9Y>r{_%=V)CpdcA0<*%0T36E4pgFCKy(!HR@f zgQAw=Z>{=082E-wi{&j+S740y*I3__XuK}ct=GSsWgeP(M^dC-I7Ex?W2>J?Cp_tn%T5chdJ1AGY}*R7!0*Evs-ej}$k?uEURX&mAvvoyxy8Z~kK zY#OqLZ+UR>K?WgAPDGZLwpKP+|3&?GAC6<13k*5>4=vx1IY2S^l+`Q?1v^OXbCxCw zlETLZ0nV~vflh&%5Xr6o$UBb?5Kn7d4EG4W2L6`B?PP<=HaSEv3I-O5>Mc*SC>kkM z)Z8yh>y+AZq^IWNP$`7M9aPJP43suIKj<)=F4-k%;S)0Z54nLYk6tL@s_{;Fk&f>E ztv5(-wh#72xpu;1!}m|Y*?oySCcJ@n?CdOXUCky3gIZ`M&NsIUR?0{hr!7 z`u%%q{Bq~Gw);q+rq}dsfBySPK3Dre8f9Jm%R+{PizIjL+P0k`>)**L<(=NBlpfa* zP@$^{y>LdeI5H%zfvZJDpg-C}t~CVwjN+faK}Q_9gI2$dBXZ4?6!oE?OZMd1#Q9;f zIjfIV-iE$xg@;er*j@Xdt=ETBOrI_NG##L52$s(?c>5y=J;;quO8z^d%ELhYqFg!#Y5K*NJKM#fA{{cgU5)T29=7FLy z@=HXTI7Aq{rMNw1mpsBp9+O^o8gb~Bh7HFs4K zIgLIeVW;!`?Rk0Ou__Y`%Yiy1BK4kRzB#|3)7+Up&*7AT1=P^RaaK!yF@x`PV=5E$ zSbt$b0E5WlxSf6+f)vAJi%yb^mUfEt~ye?n}{E zM?Y9k!%e`H;|%I`3S>F;ahPX^cvzGJYKF2xl#V7$o)7X8A=;C+u#gw5-_C-i>` z)}DZcN_IF>%0BD37p8~TZih>c*5|u1I{PK!$W+w}GfY|%J$&Vsp@%W;q&DvIZA1Ll z#z#lv(QPuhqOG^bwY}#X8l{E7jsibaUzoKhY}kO?iQtPy;87AcX#If(!nF#7e-%08 zXUYKo?{7e0g8SJ&b-A@zZV10^?LQpl(TUn<{U{z@TB^FDawudaLirQ{tJ8HXtm6Dk zO8i9o>%scMhIAD9Qg_{%KFXv`(Jz_Av$Yk=!}95)@k|S{2{`+Mtu5RH+n4))*nZCh z0=ndc@cAR6cRk}9zWGU~mtC0CueO#p8B@YVCXqhXohEF&?(7W}a{MUQF&=uFq*BI8 zBzGLEeY&6Ybd#(I7>3P5r!j8HWbnfd=qUy^8Ao)50|=bV#~!*8*+1fY8zAGC+i_EC z+_sH8@AcXc5&>XQ`&Voh01@@iJlkHlb>%18m%ro*oEXfTf924SFRi}JE$cjHUgay| z3i4a$m6oqBE}jbM?nd&&ob~t{%N5aB34i@AC>XnGMzrNnQu@Mv=a~O##~%`yK_q8k z^%nmpj*@{mS|5CS*z2aGB)Op(3LWdT(0d$owi3BhH(-l~JSU zzD+{U*>yjlW@^u*`QIrTEuOY%I%|>>cz$}g(Jy4!>Mx?`d0~!ax@)4Q^CtS>SO4d9 z6Z<{i4Azp@$e0oW#-2LKF4Gp9YV7Xlois4&^gIL@N@z=xm;4Kq2qirLl)a(Pf*cXL zbh>)INH#;B6kHkq8Wg;J|BM%sB`$g#kZ`j?S0a|1%Q_Yr&gI*RGvKz-Vuoa=bj4w* zu-h-Iw`yJ9Z^{9u@Zw~+j_`IXXcOJ&cE2bN7k{Fi^7hT4Aizfs;|(!r>2~OZu>8NX zh)FB59k}&-Jl-UElx-Dw3FDQ^$>t}H7m{q$2JdO;nt&jGC-wk-d=(JDY_^=2JOwkQ zzn2nuPOL!~yF}BfvSqVsE#J#BzjR20+xTakLQ31yULcVqcruZoV}IQp{Nq@Y%-Ih* zhH$PGApnTU7MaJ9N3^OtcM#ZZry)BqPP8m5wCm#g{0Iw8%1Mc{N-+`;FsPz}1SY;_ z5um)xEsBQ~y?6N?H!VOP^OogQ&6~r`>a8*0j|PRk0=J`*+QgQRlpWX zUjl%d$vuW^z2uuKm;NprrNfMyMxX%H^6Yr0Y`gKM+8Gm;GOGw%y0btsOdD?NcffywGXVFp}UUtpeJ`AM-`qtwg@x)(XGu$A=IWsY;BbF@gzCGO-Ug&IuC_Jd9V@WRHU@u5VJo~6&MM@HUk8y4eT;mLu!$)1o3IV0z z!uv8TRV&nFyf(Tkr4$>dj^0nP$TSCpddKsY}enw zvgpI}rGWPF-3j)6N+g7n%Z>c1RYq`WuT(>?sUsWt=d!&nfy9eT z!Tcp4O?zDrT^~T~B60@aJjb(y_h%`vXjTSz7r*|VB0D-hzmoW!@*xfLQP2R2Ce>^z z-@gOE3+RrCft{N(BBvQo6pOA8eEAvR=8{smB>qbGwadEsU2#C7JFipW;%f&LJku7f z`d6a>o`KG3Ct`P7D`je46l=|PBRw-~`NS)S?ni3lSj9qNv(H}QdL9EdYc`SnBZaWF zfdI4@*MOmATMaBxSDI$>UoM~mT!79=v7e59lAKKy%@t|7dD2$Fr<{u4cd`$>PwI$#mz zk)h6}uEKos*u3w{;3_j)pd$h_;|{MjNErk$c-Q%1FvKr2)nK*h`x2M`MKQ1&BqX&a zJ`j8AHTjK#dq7?k)Gcr9I%>Lq79H%d^uhkkf3Nh+2FO=#X%!E|sQ^)q4dBSLj!auRTkE3B*sIrA>bHtZ7t@Kb zQEMI;m%wR2`xI=ek5S4Uwgw{(C9z^4;n9Dj!pt{-i!E6R6q=hMcZ8?pc$b_`7lP#z zOGym@^ZEPSkrbK-q<+#nn0Ckl)_oB+`>cCSgu{?bPT8SLD!U?u+c z?%t*INLSsalFMOdY+^{=JnqK2&S|m{Fe|z;Z+Rd7AN-;##pd-KCNCq5!2&PySq%Q8 z+)@FGF$e|Uizf@e%s*#aGpL>&JzXFByj3D!dr=c99*jg(gy#P32cfo8p4Hd80h$C+}*(~)t^e>!Ru1=_t#^2^S79p!S zk&3t1@A*GP3@K#dNc}$pdlQM~751~K1U>oMLodOdvAx4q>8*-O*ZtJ(kP1{imrSAkvaBIn(=VF%sh-zF98D(h||H9^@%& z(O^krkD@CkL> zP>rQXWl^u&iGkgY8VX#?t#NF#)=8V~zB@Xw;4&)#^FP(U!+f>lUTu3^AGgE5IE zfTd4WvGtic#EB&TAJh3Wi9p+*T7dthIUzQ1jqGJ0mZDV+6@s%=1UXoG^a~daWEU4f zR0&ow`S}O&*AVVO%s)5xfD_0PPagvBt_eu7ar}Qtb7o+zdHsrz0B}CaC3SK@hV-R3Xgi zin~%*U?)mIQB$|H7@1Na($t<`2#~$$i05`X2(_?D3C%)7AOQL;DVecQ@U~Tq zt~M&@gbk>G*J)S&X8U{IuOrR@G~kr8ZJbi|XbDJ7@V)j*a@`{KFL0}SYI%9fu`Eos zWbcOW3nyTDHlE`4iozd#zzm@1Uo_cBtGHjMr-8pGw%)_Pc3r5BEl>uK~Y zG8eCJ7qjD-bsg{OY-a;H)wCI^TXYxFz_UJ|=A^D5GDQZ+==A84hN;T|NRv)x{igg6 zysMCLL-E5^YVRhe8k-o6yY9(*hyA1sGOBfc-TULU)5c{=pBEGF_)|FD2Oy94^{`(( z&Bg(O1UI06c>Z6th8;2u;@h)HqVaF6feP}p4z8|Mf4a|HGs=@r6yqh zK0sg|fwSpl{M@eVWSbVJXAY>* z;`QK_y3|*A^XLXIam~kcgV`bhAizSMP1*fVRZz}EgMEDcA!?$Jw|$Q|O;qmfo)OvG zrte5?)#GE{77I%*&Bmfl-ysqBL8JE>oCE$V1pY@E!5xf$5xrU@8s&Fi>~sooc#@5$ zT`#rYqu*LBP9rbvWYcs?BUEN>0^mK+a`g*?2<#z(0H{QpDr1iW@qQ|_Tb2GDN;qy{ zxD^73-Y#U^|8j^RgiOQvBYvy1%wV&oXUX-<>b>ZZjxE<|2cgT@57|6*7i^6uK7hp} zq5|dMHe7C;IP2$SKr!=tFp(-EL`kq zIG5l&9qZ6I!z_Lekr?n#!^)Eoasa+e9awdLI1UHCDkR?wq0rE$A4#(f^nlNBpE?;8 zX>YfyC!YQ~eacvNOdUL0yM|Smwq}tyYi4Y+@=wkJ8vc*cr_2TKE>N0)42CO~6rqNQ zoc_fAL6OKiFC5ZbF&uR1yR?cc8lN?F#*fOybGKdzQjhm|)Pc>N<=qneV@3n1^AiC= z>Hl5o^m*Y_Qfprv=Q)hdmlNiWdfjANX~c2YI64|CYH5tmH6Mdau?+%aS2#qpnqaR* zYtmaVN>=FI~U?NS%m((aDGbT_0r5#XJ&jhrUTDK8}BTI=jQ(4hUgqOhe>MV5>>| zK>q=5a)-34Ogz|n6hYK1>}4QDNZjB9KOfMi{|!1)eh0Km&3B#SuHG+93=Xpe8faa9 z&C*0WMk^*h0vB+>y?eAxSBL8(K#P)wx*sfhFawD-9QcCpRl#`

z1zfKMPJ&L-yV zvK0E#VJCxUG~~@!qTA-9F`;fj@clK7VbEUl zw1*^>njpzjcFz(-8qV6U%kJiQFWwBXxSXjb9{u)5@}F?5q$peFA0P9}**8(5g^WOb%O<1JkDrhZrgV z*pP#}BEVKWF#sOg6$(ih|1mTn1VY-6kY1+Fh5#+Mx>LQ{Nv;D$GM;lZm)}XxpZ=(| zPYf&T@W`_m1}gwpPhW!;;8y}6NP_4JI|UGSt`I^3jIc;gY7U9N;=_{(T2!gD_~8%} zB8}HU68qL`m)%k#i$1b`i?Incvgq37KJ5*k4a_1d^4N~uD4FIFG}sw~CpX*xC7sMR;D>n^+KzwNve+-v1L>Yk9FE|>MEFgMTZ zxj+7%`g#Tfaij-zuOuA22aq;xYB5=XI0zZSL~1(*On$@JTo#b4NO^-PoT~%)DZ_%l z48Y_2=zZ?+$NM1rXY#bn!|DS#|8WU zOLH6;SvSyt+n{)fAapolaM&lyI+|df|MCVhMgbwS#y}mOtG+%`oNypBIr&#H=vJDd z)6MGcsW;2yn(pTZd5&9CW%UR*|6lCAc|29`_cz=?i6R*bDJr6aN{B+nii(iJ$yAwV z4&jhl85>Z^oJ^St2PaOHRHkE==}=}4GSBB;Tf?W{_xpVB-~D?%|2+5W>5se)d$-Tt z*S@ZGt@U2-^-Y3OdSZJ(qB}~ z_~?7ghn%LgY7Rn(Eu*-A#RlsF!VZgSE$E!sB#R2PsumcKyDY^(g{ zE3XB!3d@UO7>VtGu=lR%wF+ds{OZjF9oEvP8eOXYi)Y;=2SbcvHd{}c{n#ot+JF^s z(V&&wl>t_*ebQs5IR&#!$Ix*;CKA^iHEPHeWvU(Rf7-Hts?sLEYA+%GT%9EDTEpBb zc_$Kf%{u=tkwZ6C%XAKmC zyJ*+pU(e^b?1cz9&q8K&J!6BbL1rfPxU_G zeDse!;m4+q;2pP;27N}su}&209F(591i+pf#~$4Rw27{1&T`On;_&Hv}E_hQ~K&9zl)CV zL%sR*C`|lp!9<$@jZ3F*CMks+>&h4nm#5FAEE6cNBT>3yQpw&NCNWNt*p=^k_C zox%I+C&#-whEBW9a{G_ zd!Xd;@CV(Wn7icGDH zD|OZR+e>XQ~ez#VdqbMPM8Z$_bSK{=Ac z{wJsB+LE%I7&wAc3xtp~BNyat#=paIYEMgvH4j1+T+OdJar>f_BL9m0bd5M(2J&yw zXzXlrONMs#Q>+qd&*c&)%UWj=c5tZ$6016*y066`1sMFmf8Cco1@U;Vq59CS-%i$s zP0iq$r*?<(K^t$8#DZo4=W2z?#`b)3D{LhC%Tjh*#}bP4&K33gvXvB*g9TrgTN*fF z^{?XWR|?))sl~NhzrLPr@E#cF6QO=;B66)I^W7E}*(I1SN7?ZEaYJ2c8hoP-$tp(O zdJOoS7~Mxr3oLQ&Kx=^vxs1nx+iS%`ox^XLK&!%0~RXGh66Ldn=%e$cCcuJfe`{*-=TC;}l zh(#jjsAU`Ic9sQ#u36LCWPnVeT^5vGjk7;Vj=C=CYPcC?svId?x==ndp~!meJ*&R^ z_ooHi`A3^|rF8o?NvcykLfhly>X?E9-wc zCaZ`}mwdt0=1DKHE*?H4wb0{( z=4kgX)hBo~i)pnEnwR9DTWk4--gUct+kv|y<22IL#wr!p%^0Ei$ZdU?9vlMK z(~KpF@P|cz1QV}}>XSb#>V=V&aTD$~z^-nE)jTz#+@1(Ymp1)^Q7H;n2&+X~70tz1 z6=7nmzRan7*%c((El`^N!D5E^X+AVpDrIeH0F!IcwngfT2S?NR_8AzenSr%b^`y=m z^Y2&kx^EyP2eccw0_SS#{Ib>0MT;`&-I=<{D4LZkW`fsw%Oz?WK3ZPTVQnFq^%j@e zoAEuZd8OXyO=uM{@pTs1vudCfeCZnsHedR9JYpNwV7f42TN#=e4C7d6gUjk{YuB^- z)gnX?_aTKVV$A9+>t| znOvuTp#JN-dOXB$G%pkpB2`mLZC%Zi@lCssv`xwEr#BzD(_;=WKe%dtcdn&WD_Wm& zO^;%|N}zP5hvZu{e_*|ys@PX2*m}pCk@hTev7_q8xK?hXQOu}r))S)V^)Q3?u&;kD zxY;UGTr0h7$rc)DfA9o5z33v2KhZk)4=%M+gPKP?DvaM+RcyUII-G|*T zz6CMI7Qwvf%3`F&TNN5wg<%BxxH}IX44tsg!D83Y&RsWwQef?%>UV3oy3n~lwc;&2 zvfO>Kb;I-v#$o$oX=#C9nR+iIU>5>lt{v1k`}K+Vi!aA*-rP7oSQA>ZxgE{J7Hc|K z&J?nlnapZoWrYq*%pay$H`~{zFNrSJL|HBD;A6wi5ibO^6P>nbH)Gc1XK9qE*c|fX zF;ytsRm$3G#yAB^ipXuoVNM-Iqvsn!8S}5UW$h7?XXu6kK@4Qgiy13(AGhm0QXi}f z;Px=}TpiW7>MXRgrtw^xjw2U-3*}|5*P}k+fX9r18!HBsci~X`g|9)vo%B3lhjAK3 zOCuRplRf&B(rq5uj&DAEujIBt=@tZQ36C4R$B{fNl=t3#9>OIhX6G5#MB817R+*|) z5=p$${DNyeT;oO%rmHMVzJEYH%@F*hzxY$}>@RTwK``Z)$7>ZVDJ11^FlwPtn%ULh`9b0v&pD@k{}4L3?ZD zM2_Qg!xmn4M!mN5irwR76^1*y2MyjsC}7@-c8=+C`4-ZWg_hC<|7Hw)3VWM_uZ>csaNt|cOxWGHc~HhpP*O!$m__}O0}X+UfyQ$_6iKQ zMCyoiGcuYB8H()tC?Nxv%L2JQSL#cbMg(!T?DNqzi;9oMte$e&y=Q!(m;xLyU2zLi zX^GT__(y)Mr}Dp*L7Xwb%0pSGlxdfvLuoq2%*Kz{F7`)tz~tk$s896E1iDcHxuByR z+$%lx$sUlGdms>8>R@_j{`}`PzPzhd!WZUs83P`w>)P#+>9a`KV3jqtKWqx}9_V>CG!g zMECm1?R6d6&nB%VdyXWJDs&zq?w^@NoauSpM6`|hqVDAjwyNJwQdXwXJDT~>;1v`| ztr>ya!*KeAocKs!uzHeGk&I-|oy}v9jYG}Yvj^_W(Y5C)x8CK89U4y)Ez}%xXf7zF zJWXm>%smhc|zn6Ks4fIlD2A-5uwSg}-xF&tK;YB+V*O0+8sV!vnR91d^M{)11%0LNCGbUsbyk!HsT&n5q@drGq z#sq&mVfdVJ0+yePK2K{|QCz9bg!^3Svhz4)Z8D?IvfG5ay;9$Epm|@US;r@#rElt( zfrSjKhOsooFJP6wMid%_*eg9cl}Q`0NwPbhu^`jCzB0VXyxK zI<+&$Q9Yr%kAH~Nv;X9crYw95>-w6^T7~JfQ^uj(!8ha>*YX@MnZJ&EoVG?Kj7m@2 z3$47dsTDQXUf(JrPgjO<>pxPrit$()R$Pvz#D8!dN(d06I$O|bui~6{2h&WPn?o%8 zXi_=KFuR9?*w3obpY)X9>pv8wWfo%Hj^<2>jOQZOd3etXgf8X@m z{NcOAn;kp`oaG~RWLs<$MBXPYGapbZj0frM3$EGJrmIgd&gyN-ppm%zGKS7$xr09Br`f`rH|m2iRJ)qi#?rYcpWh_J$c>%3k4IxqPrRA7OiPYTPq$pef2Rto|9FC3 zPk|fu^yN3HgbdmoGu&eYNT5D_<0aY{iALBSxs0Tx=$R(AIbWNV9DVtEj6_+((cM3+ zdgarEq6mA!oygGWwEl>Rbdng^muc>)lylZ}5fl?gulQ$#ti+ryFNnqqFU((fZ15gh zAduHCHj<9#(^U8l3$KT3>*SYkO_(g_GC5cONxI9%17=EdND0~44-jfelm(xX<;4K8 zOBDCHgc3@BQXiA18z$dCDyIu7L)w9uA}#XTG^pxawiIyC5{ml)G= z+6Z47t=W{~O2s>KC8N8$)mytraYQ7hHE~9IdCV9Hh>kcm-H)_Fp%&tsQ3A8%4qT6N zAFEp3scF^5E8{xB+|uqY6&piWc6zf4n*cHl7X?=iIK7U+q8660S`14J8l* z24YyRIFWNJ_hLZyK|9Y@uOR%Ob!z3xk(uv0!KE;_tY(Jl$8jbhCt7SBF5~a^$?dA} z2+Pw5Dy1+;FBm+0!IFxsZL}M@*zxWgH{Ycf6N5G4q%mog{fDqh34(>w%GTl$9;-_y zBzY9iP;>dI*RXVUDNCK;-|(uOR#4PjpiO@@Ya})PM62HGr(q6t{LFSWCt3?hiusv~ zX~m|s0{arbIf5fN?4f(FS#ae0`6X*k_sOz@6zMeAJGZV_QTh_%s}a$XULZ;2IWp3!)m%&J`YX!;<#`o%z* zbyx80EAWdCXor>l0ih8gEk*T^hXa9m)dzd{2Pq3BSVo$QeR9kpl#Xn}dn?POYik{^ z3@kF+s)V{$TTxX`HEX6>G4`aJVpiiBig8?$wmDqIUx=@)2CY+-MR*F&X5w1%lOfA= zWLI(6qWG4ubHq3nIwdNSWeYZ$mDA~nFRP2UlmI``_T&BlO-En9Zp)TU(e0l~?ytRL zkSVN?U!9*Pd6H1+BP8&nK3>P0rON0W=muA~GrDw%Fw0sZgvv?xEODC`y2^z5(2eP^ zvUbCw%FSBCz%|IK*Bvfawy_-LMpIS>WvntX3k0qipHAZ1&zwU{_G_aPDva-S*-9-r z2R7WU_QXT(SH5`5H7z z%H}g8&4SyFFN_~%2~Mq8Ins14M2n7$5KEW8^*oCaw~3u5Ccg5%JT(Nh(n+^8M@?dH zfAC9ld|89wh$70~;sTa=z5X0eG0(pk`0VHu+7%&maZvba)KUzs>*_adiY?vOrBhsC zNjZ-PoK8r+?EAnxNAtADj-vuIw(a=sDT0Q5llAc>GFa1;u5vtPOT$ry;`7v_-gs%# z-s_&izNbBgT6Arkl-VMdmJd|B-0RYSgc*gOi~Kx^AOpr__32i|^VGa~Qod{M4bRU3 zNE=r4&D4H>hfb0S=jeLMNecOrNQWHAS3Tsg!XkaiH0*a?;@qjc?dB*iI_DW z!nhVm7~C!A=YCm*K8$5a3VHD_MC7gAZj+nht)^ygz1g(g^&7s;+uBxdk=(bv8#|9? zdlnwOY5$&-O>D_oJx0%1ALkSCus}plCB`V_9W3o$5T4tD&7DiR7&FrSRC~isAVu3L z`}MKT%@p|w&7RR658~y~$-Q^7pfg2{dGvcw70&z+GJT6O!DRuh(kGQE}bKB5_U%K+F(e);L_ptxq{>@-i;15W7d1YCemUnb%|n@Vk{EwSl=h;;;e;E z?HnL4_3+qO2Q5Q+diH$+t5`F431e19)23TZNuo1b-h6N?-^TZtwFO=vhAwrcA(zAc z$+4UFI?_*j_FfKh(UEAZ-_CSM)wbhJ9E6NQfodZ)w^1)grLC5;Gl<{m&2?wDy~YQ! zMv+`cQLStxUD-Q*y;&-RP!B8uf*~7#_naT9f9H7WY%Z$z8|)_8Ez^9h){}TPv7E~v zRV$PEHzeQ|xLtZS;yRSZGrxDPR&?(b7LBq%-uP2b(V$Qz_3-_KtfDSzN9N!G1887$ z-s6O~F^y1dm159mTEQW=%!#`~t6Pvb&U)UTo=ftPrQ6!dqRq=LymD~YpyOzLk;<3cLn!uy%s2TWMNql`E8Y?If<9p- zmi8%h&>6}0L|}^VP~P4bYOB_vGudPkQS2R*tCM$XdF-{-$MF3ZSX=DlnqQk-VjJVn zUs!;s7H`#8)s^DGqT|w1u5E3HD(v_8vW>BDKl`3~xolSBWl+Yj4PaHaDeT?iyyD0D ziRFmeM}?pV{j4kiy(!{QZ&)Mf^3gBjXf;*iq`L-cV=S@>YsEEBPgJc=T(&tO_%cC! zto5q#4qQC$>pj6@zvdhp{mS8ZyAMY_o2)%{D(BZfh^-DvUZUp zM#>o@W#1=6y)jSloCnSRti>lX%2V=;6&P{#)3dtq=nHw#zM=Mq=RdgR8Ytv29Ba%v zPJ7^Ra59>6CPwY!`HjJmsGzOQpZ)fDmpwDWAEIKLS0T@-jp123sS`WxI3+`sm9O`C zUx@Iy{&-*bQX1DuO+joxzKg!V#B0qq+!(M&KaLAMFmx;g?^i@ zaUD)Po{XZn3nkvHI-Ph(8K`XGWtJq~r`HJ=nxDgX1R8;A3}%^(!*_8_;W~w-_HPn5 zb>4t_Zt-1L3ca#A;prS?3{nhQ-=Ijwp=^uanY_si8GR52uJZ6@)vA*mJ<=+JuBfIx z!K@cwOL0KSS>SIkjvrS*J3S|tQUBeZpL+55AXjnr<|60 zG)Zw4+`_kHngsNQSobNYOjuDVg_5Emv)*guVe)FH)|eZ6>&o`I3tqct6@!L~@A>h} zn3Q$V&k%e_t40sSRYiE_Uz(>=o7Q}fwl4m(YQja1Cw{!Fg3_Agg$>!8#O9|yQ_@&3 zzNl?m=_|KC$6jBRdRyqp0e0u;ax^W?qhiNXK^WKiWYX4E2LzW#WAa}6cwC|*zkQ&e zVdNE~mvdoSjUXtwC%MV_qzk7)5vh8`u7WF=I7n@wH#QN`^ZimpXo6a%w`W)%rD&7c z(q0?L9typ6_&yKC~eCAt7m9Qx~H^D^*O z(ss%hZR*455x+jh+#nhm7m4`&z0G8XT4NeY2tf|4C^bPB0R zfs%b{3{8`gt=r0Fx)Q&oG(|0JDeFX(uJuV=hi_;Zv3`4yaH-2X-ZH;2{<1&`uBI=A z1DDpK2P;@9CxoHu$rE2Jpm2Gpq2t?9sa0ORQcJF}va^b9WmxC&iqa0d>beyV0omsw zz5_QCc=f&K1x25uc^tE|M5L%RcLjgMMh=X`ICl?Y)aw&VJh*FRDDF6#7|#e=C91G1 zYHGs}OA8k+D@;0PG?2dZ^_6V}ZrxL%}AT^We?>pJpC>=MSD&-AZ^$smb0S$l$R< zu6k*L;JLJzqGrrqPD>JCeM1?X~+HJ2j2;aYze!nc2*YKm}r@xqFW9*gl?go2^H?Bo(jfb zVtE29hcXo6^%uMozL{Ndbyk~heo@=Hbpz_^0PE*>E$Z`TWtRtv6K8UpOj^JTN|Apy z&8NE1*B_;isr=YCu|1*aBnt>{YTWb#b?PJcnyibWT^fun3cNAnf+YkXBs0k zTt$bQFpvcu8t%PB^iM90op>Erb*BT-3 zDzWnQkF}@(Bn!r_aMty8`s2qW6cYI=SHue*MF_2o;+rqjJ)SRyD(v!XDY-W?l>?Lo ztX5LDd$ZG69+wB&k=_AtL-imoUVEEV3qe<_-fUE*1H3)D=rVG*&wPKk(i+4<(Uupu zF?Nv!cZ%p9b!4Km*Fc0fsVnFUxQ_Xe1em+sBh>+ zqEnN)@(HTz-VBvTWgN(!U>{#_U3RSY7V>)tZ!N_eAH{zIa>i_h2Hu-a+LSK7xbRf; zZ~;6!cDo0KMe^`WNs}kX3G+v82MXikmSZk2BS%5!3_DHcWW9PDYe$-S5RoLTA%}rNZwIZuCxsjTGX0W|NVcG&BM6-_dgx1;F)|!4g$(8MUaLO2pb$e= z_IF1x1Hle-pLD7@j^7IIXxA&FL05E})0eL5jaSdZJMI=}?HHmxYN{M;-hHf=L3n6~ zJGG2JQR&K*3Qo$uz^0X>4l)pqVOvS6!s1!yrG+WoI#6He80Y}I>%)tZpK9#TO9YlX z{EjtoG9+>y5^AY+mQ5tep=kNd%5=1IE4p>+>hzSS*=C#``C|n5#ReUeC5{xd83F0w zb|$X`c+ci3v99UE1U7v7$@9EzS0=@C!ZjxA9FS}p(>-bd?>NSluFEB1CkGyT2MsP+ z)w@7Lg%R)lm!ubOJVeWTlg&-GVzpa!EKu_{T<9dyF>K02;Wzrm?|X~$qALI+&~Fl9 z!w?s)T)W9aw^#oWCER;w`xp8BTs6n@GjCrR7w2WaA#h@1S|%IJp1s4qHoj($@y?=J z?d$D34!W30n~HCzKG<^2gi9B^dtT~;!17;O{C4O^C~XAJG$RLU$Deo%Cm=CTC1v5q zC3PKYPIQ&WcB{ooV_iRqmzvZ(?XOL1jjk-RYV%y^-6}N{?_>G({oQe^8zl$1-;^H_ zF;`cY;xferUbeBPKvm!Pj$2j{ak?*?#HQ@1c}3|_PtkDa)^D2iz*q2}Zee%QdUX&x zKE2m%?5K8>JpIY{T%-3pF3T+3S^)yiSUJatP1-2X4KV($DmsSj)ViP1Ws8WI9xey) zkXHM!6HC()TwkBbOtnK0-L(>#*{#Xo_FVR4yxvFU{hLsh7S^zF0Wp`?7?uZWt2b7gG%kGs1grA~AA_HEo=*b|QE%uI+T#N~CR9F*OEtt=CEC_S$JMDZ zw_6T`sWg=t>L1CWrvRy>?moEV9}>#G9v{GUxzlC2zanOyV5cM9JNCV`4N4pIzuU6v z*zO;#zpbd7?7#*wR#0YvrL(Tnur&)1+2Rq5MYlrdQBxM9AM1PC9S3mJcUYZ$q~v|k zsoRCD2U%tF3!hWZg^0C(M5>M(h3Lv4woV$SEB%y7L7VH&=*bLLKWWVI^GHx6uH=qh zSThbg-9pXz8MS2#TYgh0>&KZ$r!+-~2$kqkJQv<^cZ!YoOXJm~iu^8EMRT7L+gC{E zA1ei33i^Tyy6hXn+V?QeLfrDZBTLkS$|sD~;=bAkx~)+;_wzf=$R^8hmMtBYZ~z)p z2RLwo^hydbaU;&QgR~HhImq`Oz$#yo=%vDqdWCino#oFYn|m`FZa#fdpIQRa$i3Z5 z!UY;~2_)YhPeJCM&)NEEq|BbU{@BL*Y?2s-g!>)V_?p$h%TgDZp9+`l3@sOL&pi_~ zv#7mBe>k~ZvS^=PM}ZXwCW3||nE0CZ{*XZaLp2Xd;WA`LNT*z*rUM{8%8R?+?6!^2BZ~yrK=#0{z}wl0Q7q&G}3^FI_l^HcvQK*mK~Ro@PcUZd%gkJUH+Ey645}>@>fo(*>yL*l_P7AI z&Hu!bF%@$*4ycMv`Ng-h`N>4C60gZATPGumoKIGnB z#h^3;h4Y53zD66fR>~rmVzlm@F^0&!!U||RqU6NHaDPsF{9x*7GII_v9|K}`v2M2= zPB0>zE}KXyt$Hem5KN{{mTge9<%{h+r4dL5f7*Ff*pd33D$It=(My2Hd=5>4WnzF$ z+`{X~s8_*F0(ci)n~GSgE7BNxYlk@aWD<~f5(sN$ zvZ^O~>9J~h^mcXJCHbD!M=K=+$+d~bbcxr?Vss%sW|Jc4HNFJx5TTcs$N58G*Ik)A zk2+QdZm>TCw>32D@ugno+CJ>NO_Ivu%D4ylapGhhAd3bM4_&aIq20s<-d6#*de?$j zQBNQ7%77Z2k-hTl(ENER$44E9lb>$T8UM(!deMJ}L7($=lEbXJb}koRIp?M4gFd~{ zJ$AB&o^(D=4K6bruK@{;j9HtdS85t@+s%1(a-zz*tGLKG(RFr23o}-n&_b$LA@=+PBng(wD1+5ZS~r7tZ|4}Z20I~ z_(x>EXNqszW#{2uR)D-6fA(@~GIytdzV7Qm;oz-or79@REo|<2SMvZZ#XGb+C~wTO z{POCqN)fnG_a_hmkdE7ObWh4uY=YLYM$T|Tg?k$u^uj~EU&N6d>dKW4(pn3-I=A{* zm1xeXrJ+#b#xo|O9rP_7mBh$nwF$!bv17W1ek`BYy41`>cnBV}#33oRxyMO*0p7|A%yjpt zJ*Sy>s=EkKX#H&*IhAY!9_PTy>Pdbes|l8?%-||#84cI&r0@r8we?!(WV0URsDHW3 z-nav3v);+q*8L!1zz<#2w@CgfC4~4!HWU8Vbp8Qm1`V6N_Yubm4|;mR>5lLl#x;sO|y6cP>5O#`0I)uY?@^PTTW(s%JEP z=QJF+X1npye84q5h8ER2(|}+uOj|;IWdz-`KI>SZDTQ#JY(UXl3~p{NBI?d1f0%+m zs2zsY%(ybt38(ey>|+aYp#X`&OKW-MnLEgyQrz!yYKvlY#J6PW%3s? zhykUI#WNl8rTr5x;z>KGBbmRdN$i)=W7@7Xbk+YC1>JO^NOE`)_|l)Qd#*aMJyI)_ zqeo&HsaW|+@jiVH>%xT9wRr*#vI{SU7`e+#ydC67`dqU~Cw0$VO=vK9uWM6s^PT?= z2hwX1RMpCQpaMY@5)*-}O_vWxfmvX0S`PsQ({V$;nJe?i>?SUlU2OSXg5U24`< z3q3q~u<8=Hc)eF!YiV44oFPANKGXrka0}o^+f(pO(eKJCis^*k5V@$;hG_A!T$u4K zq~ez2i#9fcxFp3BC5N+dHTi0KWA4i$Wi+T)BSTEh*9$7SoS)^JHw##{a*SvAoztW5 z#{>r+^E5A!@-fdK-szsI)6b!|;G8QJQEVy4ZBl+}Q%p-Ojyj zFIhosX}J*C!{d}|5V47&y;s37&?u^Xq6?3MSgrzz0W?GqRs!Ob`tQE@?sU<~1Zpd; z`J|-tj=)=UDj0Zb;cqTj$g7e-%3M+MCRM^*ZK95sbR60_^4eRR+L@}sQtzk*fwrO|{D162pfsTJK7su;0?*+S_KGFA>s1yMOht?a#iQG|mYX*(4kZ_D=kh;X`NgzTd}JjWGHvn`h{4shUHGPrmg z-Qj(;ECA)JsV~Xfda;sm1@MbGP>9EW+no0nH{b1sr|3Gww+jyGSuU?#wrYKs&@!FU z?$>KX5B(u*D{J{*-scYA#^I9Mzp`CuExoQx(FJwYA~dZ9G-M+P%13gtepS)~tM@k@0{huvDJqf5=Xfw^xo$ z4OzK;#XKrzrRarP9TJgZ*cUxz4nIo>_ZOmmjug(!hm~#}F)7UVWBM3&K%uw+v^ zG$*Tl0`T?OoBkUs7l!f$2LuY*!on-C7LJb9LIqHu3P1uAaeeZ|D zcL$!hGg^usVz4qd&&|Bn}LqvO{i24tydeI@;pxGSHhg5-gd5R7dCd2 z@t%xmMJvQA8Xsz#ikcrLo(b?aqz*LG?{ZaqGHYGLk%Pn z+oF`_Tu1Sp9K`l*3R0JtC1Yi+Vefe@&u}^~5!Dkkd$^FOJyz%|BC{zU1E5e}ojx^n z3z$NYcb1M}7?nbx=v=TF9BnYl!?4o`RbK&I0A3dDXOLRY^2SP zBFHPQ#h<6XHWk)D{4ObZF_{=Dzevb7^q}KL01nCu=>YYcVyDpok9SUb_dMcemS5cQ zme$R$58c0Xk^jgQ%Pf{W{L2Y~b5YyLXY%Qa9+8>+;n~6J}Qp^t`#9c90qflO0)LwaqH&X&Hq&w-Z)$BtU4q z<+oXD$=LUub=EwWTgPCLu$&j4MtyAc_|4Ccl)^9*-CbPSIY6{o=Yj%#j$w3%35q7x zbtG+v)CJQsmke3_6!JD)3-TC!J>|>>3__01EY@Z{c*7QJ)qwMHoq5pVl>F3KD{nG= z;w!?bH_ByI&OhO~c5xr9B6IMDH12vU7sZ^npVcIqN}4UEh2E0l#f|9g5l4OZJ>jztaxR;M0{* zOBfL$$HtUPafyWeOQl1%{TL(Bm@f|qjAsJC9jKuuhbHdx_HYyBo^rlLW4v=9wx{-R za_Hhm3Vpg2HMS`mYIBOt1`oblMae?cgHsunws#4W79 z_pyo6c`#+{ z`t5!ewoY{ed7CMyZ28J^VX>1_59qyB(j4=ljAe6GT=N>1;k4O9G<(p=6jjr-)Tp z$=E&sC2_Fhv#s(|e|CIx-`lL+@W6;oYB_s)4U{}~9p!^9*6KMyCF6v^9A{aePEZ4) zxO3;uB^YP-^exzRRl@bxBD)V^zjH!eu_uon~}k$^eH;9RA|VReHI z?ReiT_jGjxfy0NjeHM$F*@8U?#LYPJ^y%5{N@I|Y#(daqqWOj&i)61!YO9eWS2@U^ zHHKUQdUDx**4~JI+3~zVr*A@z@m7lec^TfZRq3s~<)LThKh1zoP8n7^lUsPnb zrteI37Lh|Yb$n}IH2}Fjgl&&=S;muAYq?NmpiEFtHAU)f&E4X&l|krBYN$lLx_BkG z=bL4Zkp}C-;4$mfQ@cX>Af4@}DahPFU5?q{6CkoEL{llowg{ml3%(9S+hClVrmpTp z^?-x$#X46y3vE#z4>;&nPTM;jib<99*ROu@Y%Z(R<6i0BVKC2X1bS&52R zLa#jt=(7LNh1*c6UjFSXF+Xur4P$UTC#Xus-6`mm>3^ird1bXYucp-dY{tu1=gSzH z?L>>Um2dThitmO369k$#=!^nGiidA{onTi*D?A3-MKQNI%lWOe$M`w#zW}FO$zfdY z{vi$S4{{>q0RqGy0&|5Bg}y(ig8w7?EsBihEyF?iQDij7``it7Aff7p`-gT;s`h~1 z;|V_wd*zmwATo(r=nd$A9#mafRQeu^$z~=I&Z3Ak#ODKVHS)kLwbZR6#+;HVewyNkh}YoG1$VQ2^P_CRswH!UbL za~sLW|7HSq@UYgJ}i$>HY@$Ds7u$+#GbOs!zjU8-IfGDTFVs_EB< z^?xV*bF3^-HS+X#pF`~T7j_-nK=qUcE+RblkvFVRL}A=C*j^QsNRy>*C0vS=MvAo` z;k%}M7|lAd`vP`uSF(Kd>5z5r>8x);pUagC&)|JJK@f8eh_i*V?*WUO2rWJP*$Ld% zqAoSZ;lSYDcLCxf6o^avH=RMMf~217-R_TQ0gw9m_Ark~MAB+zeIB3v-`8q>yzzxe z#uS#d@czxR@u_#@7!mlf3viJgcsVK?q<03{nXnwQWB0N5Tt&G(-gN#gD`T(gI?MAg z`-x6%h5=7Pg|3<=_{rh!KjQEy3*5MQOWWh4#;QPPVVgE5RVQ)VVx+k@rmfPN)I zq3-p1GK+l=p)kVQA*P|TX`B!8T`z6;7W1wm6Q}%q()z^tm7x2h$l9wN9O={$-ppUS zKH;an?{j@w)hffDtT7EraRXc!o;xt2=}bk?V^ZQUHdu$qU~aYTrS zR#SbSUf5l?t6*sXPHf(e#^vv(e2*Y4_E{-pPk*TQVGL3VgQ-0^com3_Z@8JbwgWcC z^Nh)P9mhPN0W0v>s8aTy;2F?9ywmRgP#t$@S2`!cW5sgw6iw5m9$+)r(GlD4%blU) z>Pk=?&O?_O%Wv7S=Z0iM0`vqjKwZGRw;Nv$n~I z5}d2~r?cxO>M5*lgDZbjMEoJxg2+kV|3?+f%aztN#T!cS8y(%xhV4Cl)iImT<4N5T zaKgwL*`@Z%7I~)i#i5ju#;_#bds>+9Fc<2L^cc>a$yKo23xbGh{mw!vVxjNT`k z{dC;|5mAj}`**BAmdj7Ob>dII4iQKw+I{J_+T1oJk*z;X_FEIUsI+!K>H6DI0O6tE zk@$}@CIRjA)$Wf!o(mpDU`V9DF;qP=@(Nw}nMRbo0T;Nx&1~I>zBPtl_Obo7boQUgTkmx71@FKnt>f$P zV-h4EeCwJMY}Ws`IudoV^xghrZlahPc;hgt@Dvdu)^iD)G;)dLw zb&D|xA~wF26$wA2bbp+oiI{Es-X2~@MD%xsUouNieo0uu;QSY$MHVUcP^Z4V_t((C z6J>){anYieWI}`s+Dy$Pl;E7BUmHY!PFw{sq*NBGpfN9umXboPWIl0(6T zq9H$h?4JnS2*?*lZo1QSsbHl-{btZ@0M%w z@%SWvAVKas_TF|sO`_N5!iO~18!xw|!gzI3AXHYZm_eyh%)YmCLj+QOUG!DrVumIV&8IG)-FipV?n z$==!Em9T4PFnfBx$dheMJA)sK=IvG-8HBN_NfF*F?&X!-bLK+h5-?crTJ2TEqxn^>&7qMoBe0{@b?o zFJ3<$0ms!)0iRSK!w27b$?poZ)sj^Tv0X*KPHGgMEDvh*q&GoscH<^_{(bC6eS?h7 z|Ga&;iYwdB;GwSC`$-4j(D{s;S^pgR`G{rk#oJp*&A+ZmMKf~^V(q&4i{j7W=H-h; zUMT*!;oo<*lU)u*VZR=;2G7rD*}0F1hq!J66UuoI4yo&)91i|I^y_)A$ch-{tYuyN zeYN;H_yX(}r{euAFw6~pM^V29{@3`u-HF^?Z{p)!zy7kps~d*W73a{$zl}yIxWW91 z;O|2}KN#e|WqoFyo&LERmKBEKcxvO0G#JWopyxH-2#e&ckU*c{&5t0R6N`uRcRDqOZ~2`~BkYF^UFFzjv`_Sb~Be3tD)-tUL~_2KWbTAu*_ z_b#iyOX=@Y`nyB@+&=!_?NEQ0(%+@@cPaf{N`D=^zj4$0D)|3I-1K)>`nxOr-Ie}- zuq$2hV$R^%f-n9!^e+$uFApFP zJajjo{)2V=hm(IndfxwvE&RqVetlqP1h9ee8h<179r|xhE=FLw?rO&W_S@eE(g5o9 zQSQm1Ul0BtuS_ffC~E#z=)XMa|HD@(DFF1L!1`JA-vF+EJ=tp6jJmLKh1OCqgdNDErRCV9)*oA+Es{T3W=Z(d?!Pt-2aGv>Z zzdbk*P^rKpkIeoJmHM~)=>n+8(Pn_=zx{Rt1q6V)k)ZnU-)`(*@8|Cn{X0efyGinQ zivG2t|7th>&8q*kqJKAf$XFJ?g(3-E`qMMSW1!^{1ueN=zkDJvUgLCUo& zdUh34Anx+!2xtpnrEpCDWNQ9xQdKj5yQ3VW zw*6=K;jJn!cw&u5@;MI58eFE5Uj9-S2~zj3idzPy=ZjuJ@$@64Z^PxR)2TtvJl7U) z0>M99hy<;hWT39~6{wy>9Iur~lEfLjkH6C9^q)N%UZ^cO+E8UObv))R6c}`+e=J3c zZ9#g@;{~3gUf9e0oyq@W+l_}8J|9kbc6k8g8q^=V);VzA5c!Iz>HH7{(Uc7_R^qRc zD}%cek~$PUpm9spJb|)m52|*Npl_Kb=?;b2g3yi5=m}H+RaxP>u7Ilh_g7zTMMpr3 zz1#i_Q;wspHG{9oRnSK73fBYFO?t_p_+!xY&B=i_?%&eBzkKf{#LM&4FgZZ<^g?<) zjO8_6)QFK#oCis{f}nE)lI{h+3ef|E>(ptd<3 zuLIR7RnT`t3;tY!Oj}KgkmoWnKw5J#1`0E8ez_SHbB5{=MGR5gcm*YV+HA4cBtNK@ zz7qToj-gi;;tL;g*x)tHTnI%gpEuDRQDeRC(i>Xq*dL)C8HOD*ZgiiE$acTE`00{I zL;XpmetEOmxSn^}Ae?Lu<HAKntaATeB`0b2UjkqPvN{@%wiQ{e}U!i<1``*|p z`>cUNL8zHl9_1bPnp&vz($Lh~%?z4d3>c_Ddk%4blr0``rFm%uxTMBzGLS%Mq*rwM|mn1pygbmu!Sar5+dZ<552q63aUjuuzoCH-^LIF;(*Otjpr+b zJ#vxmU?|+~+fa;E1!8JCSU$qqY<5&~qz3l&lG>bDz78ckn)c_ivv4 zkEJK;32$_1bl8%r9on!FYQ#EJXT4x0Bp%6qzYE1639U*pzTV2nMeGFArBk^_piD+y zIo1d>J_@x&8SM)s=;?E?qTE_ZXDJ&h$!;S350K)v+ZBS>>tDrp)SToSeLY(~R9zV1 zZ}9%cX|v4iY0z=kGE9e|$zGC;ErSYO>uSld&grLx9{U6Dk>`?kr^RU z_MX`zTXs}7;kH*qBr`KRJ2UH+U9x9(cF72Fhwf~C=hgRlp3mp=JWv1s{_EANS1#A} zexKtwkK;HCSnKzvF(pEG5YxY>NrTF6)5nLi#~g^{^UrnkY68FNLQcWce|c~^uDkH$ z{+o3>=jk8ANsmLqUTuO3-*`3>@$4|{^iN=$jc?a%1%;3EiMd!!)i<@0l~l_qk3q0` z{$XB7o44P=H`)Ybu}#;nQiv;?PiYS__LgAXU>Si*54fv71TkAG{j75O<)&q(d#a9*uC+-GF$kDjOnzm4$JA&X;xWW*F(QSk6O8Tmz*x}9Eu?G97$WCRCHIXJr zwNEdj>N(`tNqRAYTlU(c8IKd zLAPmdM9U9Z4AlkyNN3RMKB&fRJf@JO>V!m4SSzxS)uP#ptaiA0t1~elHk87FdhxQl zO8jtH?N4!Y+m3%7PK32V464Gt-)lzm5OXcTu>2+(tF!l%K$huU)Z1n-G}Rq+p{Egw z*SCJNS)R~P1W?h9A(wQ-2Tu|GWVemK@z#O}dvT>k4MhGzzja>94Or3@pAH{sgxhII zg88*efg$Gr&7UwpWEmEDDD1{moL&mTtAtwDtHn9!Tyta zK@(b5`7{Ww9OOub*{n!Ev@K|whLpSj7rdC@SFtRC`fgADr7&jjply;xb9cHjvF2A( zu`0v%oxTO+lf{ZRVSF&`$YM(c-H1K;ue_~wMQXKADupc$6OEse)aaB9xu+R#C5^@E zHg3ilk;@`lW2fbu1RVo4o-?ku+b{5a&hUl}Y8Vgpc$0%U3hnRn;GmM;#cGi4jV&}O zJ~D#+I%EpY-a;?3KTT7Dx>ElhYT!;cSpJDT;>v71!ndnD$Gji}wVVeMj})a8mz{1k zNJgvru1^#zNu7rsWjgm@Gp4YhN_YPO-0{)?Ii!9pY;q$#zp`sqb!w~rXpz5(HB$7q z-U!Jx|JX%U4*Vr*-<_`uHYWQMv5cBp{jSnbVXO5wS=G2osd)5VB7>SF=~uMqdwMK0+`t5ZjE7j0M^L zW41hz?%m>~FpJ7*?&!PS;83KC_nK<97gl){);94sZiE|&D&lv}Z}ay{`{u1|Ctp<2 zdR$Vdu*db^LupSwQo*lu)s}XW$PZu)X7@(5D7upySr4kHmd{47pT=%9V0=oEcx^BI zmF(S_8s3&)ilZ+^!CFpp7nbYlLXs(27G2Y7&$~Y5&hE8VHCBQyl`pICK%Co4C#Lc! zQ~9wKM$(}^%gR4fG2VIg%PI~@PV&xWVl?MeMK)SCN2?oMdTQLRgvpn21r2~NrK@6e zwWB{OMPB{3fnpfH#)F;)L>)UKck%ZQtRKTT9UpEdC~?+2P`qmfAGe@yT;)^lK<|B6 zF!m<&m51>~358EAsRX3&myLxFm)_tvDe$gfY*3+GIBq}o4( z^sqY2RIglp49Pe?@KyPuhbn1X$3*p&d)?^=^DNqQ%wL1-d#IMY!6>qj@Cx>=R&5N^ z-6#*HmS|PdnlZAJ3Orf#)8z;AmwWjbYi8S$stI;bP9^r@nzOfawfQ4)y??{HE~~WV zHkZvJ=9Z{0y8Mhr=geH-zf&X6v`S&@w+#K=3xUEoS5vO2AGF>p)U^Ab+q;my$c5v3 z`_2ywaf1j5%@K`6%apOjZlsh@6NnbfW=t70%Z(FU^A7~u<`UYWl@;pUJ{Hu=C2ksn zBssKArz?Hx0bkXAxKiS^W0Rk7^>PT%^T+JvoPSHJi6EEXBgYq^ws)BbKmWJAo6{?g60~H zKZpPN0ij2h$mE4=y`;XAm!T;dQ$ovHg|!(>?Jn7RMLm%W{lA{%l*l z%JtHQNjXLe1J&I4@1$y2CDvIH$4OapTwey3JB)WPCQP{<&2<01ishd$kBXr7h}iPZ zJ?jm@Rp&T$05;EA=TCigCGnGb8S)>h-MYK;^XYYCxI;2ONxe8IutNcdI%Ih(%#uQWEUJ6rvO43Us=yV*; zf9SkUrcjXvna7Jgxa@|oPg@(?;uxmxe$sKoLvw?dH~n_IN1R7HJ4CZXX3sWcKa~>_ zM#|HXuO5uzc;9iAslKMT_S+Y(@}>=-$T|cdf)p;5OcI_i?n|vgnti32Uuy4|Z3et& zkWBFqUJm=1p|grhs4Ogqh{fpO-1NA5F;hWOG>hbIr{^NKVB^s4qHx+zwZ^BrjoIhq z(2uRC(=qZ=GT0iPSp#$7@W6!4`o;bDXpD?6?aH)w`T7-ydPj1@dsaDdLTMI#3A~-7 zl;%FPq-W*xVnrA|&=*5Gx7o6eyyA%^h2-bcSj?FuUfOen7fU!D9xU<(`0h?CCM0_E zw@vQNL5ZP_6;8rf;2_2w5?JBk&Ul#^$I_C&%tN>luDNp6l)bAI?k1mCVKKM9-J9sq z4SbO>{>EQ9H?@n8ECL6t25KEkS$A^f6U_|K^xv~vJsXsy`!xN$8XRYSSf%5jX09KD zy{-|sZpW=~{BASAU>QsZvJu-%Y_)9lv&wKaIe_`C=w^V&jhgAM2Jh^xg&xu>1?90hwrY)7j}j5`#BFUV%A z_z@JbzN}tpi(+tXX2WlN@QaZ$x_a!QZHF7*H*h(;;ovnnnOokmm!o$GZFr7;JFXe& zggm|IYWn&a*kRtD=-ZphHQ|yhA3`^#_$BieX^OS&IquOrE56gNNtR*`i(a!n+u9$3 zMD};p8oj~?rc|ySH%_~i48&baCEC1E|BVKdxZ+f^WP5L*_qRmv>kw~~LB|Z=h&GIJ zT?9$*w&AgnVh4kPEK|>)8j^;!obbX^TpiL(`6rn%Yg#Kbv=ctG_JFq(I7_W_oO~N7 zL^XTt`HpS+&Ro;5hLX##)YLR0-e3mOb$PjD&+A!@>*g+D`Df6Z-j8}$49HdbMQD`% z0t|Z+!$k39FFkH9iJo~lZ-LKXvYfL3!<`ui->qbGf?SF8fbp=~Z3MDBGhbBYp4LB4 zncG5eAXdCiSmRa0CR19om}Do+)AGhxzDJz@45P+Rm9`hul#-Ue9P1l&jK$lDyFvhyQ7O|y(( zV{e;B=!f1r-^uDUMfwdU1Wf`ius+C5R;aV5zzPlvU(M!9s-E2X?S1&Uhknv^UWk>! zqB}x0fTZ`%kSs;$9=1YMMhNFYSaqCi-q++nu5xWTbM|LC&US%j<*l+uX~o=Bk_oDH zc09qC^rubM3palI)RNEpa;rjPyKzT z`QqHgLbUTDq5-Lpf8YRiEdk> znsl5`yEy3HZ7_5D^>M-{>P0KmV=Gt0NQ8Z9C!1S#%R!g<-th%n>?F@?{<-1Dj|-$DQm0WUrlwz_N}CLez*Kd?rGwQaI!3ocd5~`4JTeT?>$Pk)3JvR@FfS; zrmO2=@2@tW<1xQOU2U@dp5-Z- zbe5GW; zjsBvThAs8Q7LEuCFDp7C2wUs&j@uvyLw^e`?8&vZd0C|1=!M@sEH}zPqaCkj_I$+{ z_5~lU^sfa776*`s1KM2BcLx8Ug>NY-ZJ?e;p>FAIO`SZNOyQkX(a&c04oh?=;Qt-Cs9-b@S4pv5F1XSnm2 zaLfFDRIyo7^?J?zdR?Ba`mj}E{#cE0#J_ zCO4~~`?O8ad76x^V(pG>!{^W6t)u2V!&dJH>wE}7U6gmM-Q_qS`&CigjI>bNW6u}& zttrCf9fjIF0m&I0}S0UXqIAZoSh$8I~{?IGNlMztbqV>Pw-fANV=Q+b!ZoF&U z!#8QGnJR1(&n4BD;CjT0j;y*PwV2GwzO1K?IXk%W%BKGLY!|x5Kql+$tiYq9$FhA1 z9xS+V#ENa;sHU%x?J&Yi-})Od&t;Rz(^Qx$w+Fb$7kj{mBiOrr*Dr0W8pYMI(fces z;>_|{N5ILef1Hi}*}p%t-B@r@G4x=!Z)7Qb%Z(~bUM@P&aq~(-@ssk03jDKQ7x#Zu zK9!76s!kJOtm!XXG;ETEVy*2Ke#iW72zIS{))+5uv%zvE^jf;w;{_v(r>={oGZ(|O zB-GRiT~;42@E4)g?>&gVlk1@+JRXr{a%>V!r`>3Q&tEn9GH+xn)o;vtGPBmMF~Nfq zPR%cynLg>i#PeDtp5t`O;fJwC&8gK&W?N3L$tV9R6H-8VHA?z4?uH*MdSt&#mAbdi zAJkeIsrJFvlOR9bX87C;K*$Y4(xFkTpZR3r>4JWcC2i^W%w!lpjML8bM*BMaL4eg? zYwKmG5BD2vgKM$3;P#YrVW#sT$A&C_fX=qj&6LJ40y*1{p()e$4?kI5IS^U$U_XZ3TZA5$mlTzJrsL4TPrPan$aLZ{%u)U{{6iuo z;h!XM?jTir7mSn)eR8!)_>LQWXCPISIp9*PINMFBrA05^RsJ?!P-;<#(ep8CTS>Z$ zxfESYyV;Y&Et^)iQ4&4plJ*tl*RlO(SFpE!(D4DF2ycYSc_J6NWDa*N1=<)SGf>%< z6k#3CwcuKsfB?BGi_v||_!qKYNYt76@i!@9F-k)1Oo35$DoJuToEy}<=Pqg<4cqr& z&Fe16@#-SEFERRGB(zD8V<&UP_jr3|A?T&t60Iap9`F6|L zv~VUT*D+0JwzF-U-ynK^TXZ%L!LTP9JN|j6|2Yi#Cjfm4(OwbPclTxBjQfc?C`FFY zzup}+`CXo%ZN&5_kl$J}`v4lQyN$cO4mz#PWX+qSJ_JvYZJ>#h^vW1UbxiqPjDA#g z2cSM%@dkuEkf*cz(5G45b1lUIu2y@c)4<;9o_cD9KAeouJSyN&&2MjL<-#GE$D|9c z{5v`WkL(zUnE*B2phbJ4Wri{UeRZ9?onubO%^3PE3D4fMO8_j?`B%@qCSRWy5sMf3 zq)q_PXgGq;m`=k^sg6mE7PM&4_-W5eD%9CvLF4QITa;C?WxlwK6L!v@KHFb&z@$Uf zp#3=SR?-;v>)^$Ksm}XFCHUbdqzF33Z_}rW05Nr)<&TdFQfQdFX1!n#mS*n>+wG>fTU{wv4A4w(<7OLCo$_2IlO+;|wH8bC{~h6cg@_q*jXe3qUgO{kJ$Ug% zRhFP>JkLkgCmDTJOwV&UM+seEsXPCprEuCppS*t6=!AaI`4#8xD;U;hSh_tkggS3& zSP_HcA!cxFD8!cC@ro0VH6Zu#L4;d<)`DI3V`!N`aYVBz$WTiM;AUAyKh}{sLW-3-aTA2Q5|789U;`;T4 zCl`Ye=V0&G9GDZK++O5UtX_1L=YNS3w;D0ZIT}Y@Ll)l@M)kRW$dUL3o8;TYz>-mW zECRJ-N#1Pfw(gl>R=*~jYvG%EaA{sR#h!8Z_{~A?{Ps=yBDh<77GMus{1W5P{OGbd z-u=z}B%9&tZL1!RCgIiMYGd;6U4DatkLoQdWA-;M|AndbNft~Avm{M3p$hW3n#6&M~{EaI5%Lu&0hq{mI*mzun0tF8v6{NOToYL zpoBH0dLoUkePQh=@B~!TOvC4v$ITYNr<>!|N4-gr?43lxMefVXbU$GN=#*5$2hg1PmCNtaGxq)b&!C&$uRZI;931#%o6lN#q)S;9K9Tt5JZ?sx$~(v= z{x!&!{H2uRH;#?K3sA(NS(l34H08_cM)Z05>5a~6pj19Il7v}~DZFls_-2=*ep7&7 zY#*%uVv)3nz+oI?jWMP&S>1Qmvpm=%_T~Wl5`Tl{l-G?!ra(NkYV%%Y1F~1NX~Q3m zvPeGN+d;5xn&dCqH*IFu>ED#9jUI|(Jk+!gkdeZKSVb|q_p*&mh$`(T?^062F7Cv) zy?_u;m+Q^$5H42W>*wsGVJt%Tr%y9doqV;&Ej;SI>R$luI=&+lD$bs1e2&@R@q=?I zuI8CfNy4jo-QG>d(}maYiY3p!6=1R4DsgKl+;e83k%ED0&`Zo`Fpt(1twS2_&Uh|t zbP4nBS|=YPzRE9iuN>8M!F0yI+*2v!p6Wf~7v%B}q#=#^j=E9%JyTnN!QlLZ{h-VD zc_{9(uu%>aM1B5F7$xN(#KhxZGT^Qx=FsKGW=9 z=RHZKlRT<3`och=IB=_Vx93{xW=hit_uZy`T!!-A_u%t6vXM3TZprqty2HXTxJAa{ zDh>vj*4IG%yf8*4b_FWN4}oNoTib~FKU;0J{);Jz2KTA66!VF)T$!mJTk+RfbE{Y1 zJHh7N1R@wzEI^5sqVek(z*KF!>4B1%R;WfjcPxrZu0u#q&$WH?@@EH3LWHmFXrzx( z*%YYiX^r5)#EprO{t??bb$r42>UK0Dt2(B?|EJQ{8B3pS{vo6T@q4jweDXMYx- zsb3NMX7^fs)}C>iVo;kQl~dy#hL7@=abm6*1~*Y-s=wmpPuap^o)w$%vsS!l>rMwr zbep`qSrJ{E48#>9B_{`Sm(qN<1xu8`ZqxDhvChfVFr;Z)ojI$R{X+T1#Y@(x!z)BJ;hJ5?f7#KU

VzN5GfRL)vr$L$cdR=6+D4V1 zq}96lZd+e|b^cP)x#xh!_s2^4)$#AFLXpPXwi0`nNH+W3EB;=Ca8LS%jqNgYr2DS{ zxx(uCrtJod_J=Ssw~C`;Ss(Tg9f!imhj9UxLL}6VEhIxI-uz&SHn!U1g`0kFq;Ox! zeZ&GqgO;08J>41S;4K!d!72blJMjTZ{A<~ty{Uy+Mx@-a{I_0-dhZF@7Q+oiHBF}8v+w{+Yy z>|bT5+^E2lsV!1|z{Q|5zR2v{y?rh9LU~Sa^6bIl8~d`OIxqpoxq?r<(9}MWnd|$~ zn}W*dGS$~mRchf~gGk0kVGsn7=;-&M_@+X7Hsrq~Uz~hXP9v(zC9T z$@{-8Gm;Ts8lVo74-TlD>o@q$YMeXmyJblpW?5|{9Z^h?+s>wgCXlUUt6fU*SQQD{ z9a0l-NSc8y9rwh3mqn^n1j(AOV>2IAgO6b=lL1fmiJB>=ZWa1B6lU!c`WcRgp8jq{ z5f^$t1h_V0330K+3M}w1AF;<4ZMie|PSVZm;AiJw^tO)eUQQnxcwW zJ41cEN2Kx!Kk53FLznNZdY7(d2};DO(m~)I*GlhnV|o2D%-1J!bJVw)n)Mfd+JMev zIFH+x?=3mW7`MYZ0iEsVB5KQe<xh z(B;^Vum(!6*xb1zPmnSiV~9@M1zwLD6KwtjC`&0uyD#RVakCg@;{mAv&|y}bN6)d6`4*v`1eZlAJ@!Z4EW=}P7bi1)xu$Y zmc!vbW1JQe&G6;Q>`q(xpdx!5%$aPmC&Kd19!E!dXPXHEgQ;8c49)P!)lGy|QP{j) zRMDqT{-R=`1+JSIxwG@F+pUA!joS?)euLz64zc`^i>58sg~dALMw<2ZyeoL$%GR@d zn*`PBib;~BNszIUHjf?eSey6CogI7hV7^;UM=}=QeE7m@YaiMAP+z0RaJ5jr+gVG( zD=m*@Nnd0G2xh6TAz#bFLl2=40pXg)Z_)uZtslQQ8^@0PfH!__O6I~sv1}|JyOo%M~4aL?_C;g;g zwvA*SV`~rD)=-zIfl4JCCm-|-2R)NmtBdJ2XeunuI`_lZ3m(Oor#*Y{;;w= zaUg1y=2pldDs(8uD>imEi|K|&Q>kj&)?$Wiot>)CD@`=Y5~XEHVcp?T0+S=QSmN$Q zVs#d=3$wWCFl{+pn%F&hu%B3@D`d%ZBid$IEvUUQgv9|;FzP!Iht6u(Zn2& zBq^1dfijv`N$wf0$L)zAsulWzz+i+X@y7QivzdMPKC)!BD>vC*zqng(lH6s}aQFOw zAI%cyBMcGhv%jRjz|g`35{2*3Z>{CcD6_!?0Nrm1DiFFhl#O=%3H+Fg ze3Ws~{G}D-@&s>@#$Ee?{WjXA&P$R0U0JGpVf6yCgBKyNC6JA7^10PgX216U6Jaeo zj6pcuO!vu)C=ISYm!zj8*xlTnBthmI(OVBuRG}RftMq{f&gf}mv(+SeQ7wahJFfaC z_k_!hd^dK>b?Egxqj;5dUm%oH1hN?sTn+lNi1h*5RpBS;v}GL{Mp91&2`0RGvZ9N= zZ_bFW#GAV;TcYgbPrR8PWevB;@F2{yLUr@w`jB(k zzu{fdGwqVwJjl7CmR2KjT-qBwd`ng(!Dp?S{QZz&F<#+8s(I{eo9oGU zss}#L{({w20y^_kkNA7A#EeFN@;4atWsaX_Ft0b25!*snHxyfwq)S=Wp3KfTfYGjs z%L1o<4o1-k>)XJy4`&}yj8$uHaZPHsErqN45e*7L zq6}d6@a+@$7RF}#i4seAGc`%AfAY}0*fD^+tY?oe;37ig$QxhJg)T(Q86GCiI~ZZ^ zuxZ6c7prXkXk|DVVmr<)n$@UNBO7oPU$=5^+S)Dk`B~a9toOs@Xav9=;giFUy+#&o z!9;UAsoLjNNDc3C--EhX@4Uq{ul4171nqz0YCZ#m+`=Caa*g*0w3R0`63SkpM=n2h z&mxue80n0}QmWlGWo*L8a2=o#e0lhFt4TAEIwx9?g?jKaUuH6TAKPrXUSo7N!#M1q z^mwn-38v!-o+OQNx}x8sa7-7mn+Z+z9CiQ@?!})qu&dIp8j%|1#+yMAS%%pTd~z4A zO~%&4j^HjRO3K!iT*flkI#UF}W@7QN zsg2CtXRGNnHy?bOdYv^=;RXDfKa|THo7#sh4ch#ni>KNMh)2>fI;s4%9==yUBGWFg$ zY;(k7Heq+FIv(RwpJLK?igavz_%uAVMPY8Q_uL+N+OCeh@l)e2{k&M0 zHXAK6HVbr^!pJ;xSzn8bH*6MkO-gn8)wUXPyt<&?Gs08d6txtyaNfyDCKUQ6xF`IV zP`cv>{lZl|oI_H1dQNlT-rR6-|9Azqy!K{kbIl#^A0IVsev&3q*&448N-O4l6dTQ8 zC`9rg`+aJL%*1fDwfdhP4Z!-m>@O)2lA%Ma`PYccftnT%q$(e(_(lHxNtgJ1+Rt{5 zl|!a71U}RC@VnI)sp=OkR8WJH7`>T+qty7Wir)sK}Y3Vx;rTVeqIbc|I z*^g~HRK@G`tFccyfjvINXZmtBtjG%oFMKxfVDU!fCn=75E3*q5X$h)^tLaw8?SaIb zsd@k+3yEnroKkFB)SXq#nwH`FZ2Gj|R2MK-CtXXh7=5u}>c9fpM2xKO@#eA5ZUoDx zIE;QX>8|Jww6eSl{9^45OQM)J%{O;xZv7J%{kNu2f)*j>hAeC0wvo%f=EU3Blm8%a zr{DIKIxRjf59U~G9q-xBsqs;Iym3znx*?Sh4aT@$2pt$2FM*NNY`uiJFR-m-82x10 zP+)zY<0mq~zZSGjW_-NgbX@oFexq14KoeN=Bw@n&3#)(lThFh>C$5i#TBW@~u`8Tx z65B*?LkiY~C0JW8f2y!B8Yz$(TM-(B@h_1HIxD07Iz2hdI~X*LI1TuLKD2LdOaGFH zN9qcIn?94OmpraIt)rUV4_8fQ`KHt{?zcvN6Qv3aiw}WEe|ow&@_|b5cMPYSkVFQLLv{cg;mjkokA|cn+FfN6TI738T;jY zX)DrLhpW$(@%-Hf)O~pLVe!bp#>iv^vJ7p6+Bnb@1W;^DRT?23J& zwZZenZ@`(G{Jl&X<%+TTC^qVjkWu^2!V(RAa+JKITXEIs$^(5GKju`DO&xCnFGw0j zRfiwlTPJMsAH!rmuKrCr%%GoqqZ!%=Jeob@98UIB(=Z zx1k_=>jMxv#ipHAP3buHHKY3Eb>oU03)hLJXZ*xWFz#i*P1T;f^vm2PaM4uerhlL+ z#-hknrceE5Jd0`EPqjS8e%sJ3{PPdOv_GxGhcH#GJvo0*;XMP5sV9xcGo(({nT<=R zpTG7HHXIhzilVlt`5Vu?k}l-9vf`ZFW7>i+BdrZ0?b~GV7;gvTx|fS~ZuN_s1PvPR zcIifptK^Q_2wk}HJQhq_@NW9d@Ez*9NYvjfVL@sa+x~jt%gujcA;{kS_4Yw)%#^3-v1uqd)^^D#`THXiu+_c>F}g4 z(JR>K(Ya-^`{1ePe2$4Mj_~&K`zVeJ$cVihVyvnpQc-J`7k9#LGVP#XpiVl(0*vUU zT$#cigw<3P%-J&}SYxeai5js7^Tk=`&!6>~f8$%aTnSBVEEG=q%L^yAqz8-sGCHnT zI3OFs6kPg^1$lr{EFzh?o%a>I_s+kT5IV<$ZU+J_O&5ToqS|huwnkCK?&ZAFvQi{0 zsVI$32l=gz(QC-SxeNXk-^2ZvsB{5fSQXxF(VMJ6ObyVa%7r0 zK8pS4_pHeHN}bZkgoYmv7vN@n|E(pa_T>F}rl@rsU~B3M0x`FsPI2cxT%XiM!XXYb zP-bw#X}nq3R1DIvg^TGsGKiu}5&gQ;L0M?X8=5$FWX2Tx?P8|DN`982&~O<4BebbZ zA#spM{BJS^x&s55``NI%}ZyLuAm)TJHhQvS#@oI2=(wYZVSyO80KRO!aRK#wu##|pY- z`eLHjcwl=|BM{pwP$=(0q8!FnkUAM%1j)`U&1y9Q-r*~0y8F*y zX;1YJM6&gc-v1dQkf}dD#H5#)e*Cr4fG8JWjZo?0Z+Mrnh~Vy;fi)BAR#q5@Myd(? zn6lBZ(<~k#Q1%EerEqtx)e!w9*+`gLpZsuE4cEW(l6=`M2U9>BP-m{Xe|ezRiakqA z8TB5??gg4Hh^j7#;WjdhU#Y$i;L+7jMUP6l#ULV$TtJAp++*Q&27mb>TwBnb_juc^ zN1Wk!3>PLI)IhccRz*N=SztHW?aIho+`~Pq9Ps{dd)5T+H76{}VbukF%UYMZ9F6uR z!^a;K68)9_g2F+Fd&CA*+*j5$(?33)MWk>Gu%R^db~-YxL6lU|+~ODMB{Gh2Ko0eo z{D}}ebN9DMaj^v)WHcoREjr-v=l}BTFbeT+M9zKcFg`wt?k6$^Lb~=T*GapF&<2!* z<^ZJNenxKZ>`9y~rk?=h#oLtBu{fu&guWvHZY&K0YXDHkBwG}ZUjHrMC5D72Ot}3 z?13Y8QHY3zMZ$EEB>%Xr2X5FyAlux80>WY!31Nr=Zxd#taYzWg0p#z8pgv9aFr8xk z-@pC;dXtn_;X8c2caEE0!qgM*Us_}7Gg;^!U;k; z(B*~{#7+6`5v;pa#a?j+HeUQwLZSSFH3vWTe=5<~at^MpL95d8zkcffIXC{DV9k=~ z?X1fr0pnss$Bdj_?K~4i0{tg$ns{$G!S?dl0}gXQ1a4ZSc|5uYEIDRtsy<;U99H9W z)S$uwgl10RA8)0{K}jQL`8!wWJPsnA7X0$$RF_p=s*Z|9j0zvdQFCa9z0YX<7mt-pozklH7 zXf|)8{2OU90YYdO03X_yj8FrYQ$HTM&_(_1f!L+vvk5DwSv@9aDee4Gk9T@3#5Dhu zO$ak|r1sI3)aTULyQ2`QjDpIMT)Z-|d)T@2<&3yqg!s|UZRm|u=Cx9i|L4^I-w&Gz ztchk#CbP!rQ^tq;jA~kd}?B3{gOT zH%v+S>k}bN0O|ktM8Gvh+g6R}EC3^=)V_cOn6}KgjE_>VX*0tA5|<(}$`!2uk|A~> z>URD!#$u3b5|A1}ie+q_Klf@PoR&}59y|Rda&W~15ViF5g#Tr^41@-Y!TZM#*qsH1 zWI4#Y;-NSy5E?<0`iRzTS+w|DutY{84seDms6=WX80{|Gh?$N z#cKatWWMK!To{q(E_@B9O|!1M3d#{iH?#lxgTQ+$90q^<`eI5?-akIaLs5&z_{^)} zv}oPp(gF-wuEUV~YewF}o)2+{n_pHqUqK(wWrQoj4kphxay9>wCjFO@yXPwn_U5K~ zxGO>H$2*b7*JpS8+`5v1IH7SmON z78n@x$06+4=Ebiq{|0gV>k~>SL2*L_16J;c_p^YF{V7F}9?biPIW0S48Gy_MyAh?+ zAN}9CoAqz0-M{!RWIQEgtAHvc%=w$oyBG>%_t!{RE(xtE^&Bbef~z(WTtT?aI^jZj zdHr6p5ep7Bqxk_YBT^v#0lJVHd;#JnDwe`Io2ac451BS<*i8m2X2)t$TdgVfZNtd(m4d@_fVx zqD{ES!B35H0T>d}9uVPyjk^EGV?j!a)v*RDN=1U5@wxlZcCZ8CU(RIx+II9$^&>CP z{;o}Wqq7B|?EXl58Q`Ax4H>mr#- z%m1k>V=Cp~)nj;CH>6X_!)FfT-3AaB%{G^(^btW+|0u9ln{5J41kW>XN^p z0DkW#^fX#y^3_i<-b=!o({fuP8X02H%y%Pl%f=gPe;SfRADDbq*Y_h+vdZA537^Vm}$dkO8#1c^R|$?WiHyo(|t;-UFbu=|X#|^qm$K#Q<_-aWHRbF?yn4 zZx(95{&!>8|DJ9jikn`Ca`>6kJ>}37{t6WN6rIi+7#Ndl2H^C@bXq_>7<~`?%N&x1lJi2!QA|`GKeBTq=)sfg*a}t z_bLf&hWj;5w#u66hIj`iKH%R;fdWrEFNAE$JkjOg{TZ>lh}Fuv?ZMzWc9nUCIxYZl)RlTFjF+6evnMr7#wX z>q~k<=vx?fn@_|Z)?0w+Z(oY*K18gGva67W!eS*FqLQBHxi`VaVr6HdaZ-j!Tqe4x zVtNf+)o5Xd9a_{UN$nFE)AE*I0l0J0*0K*n`O4oC^nVUaz!El`JOPoJD+jEfb3di3 z6Uk0NL#F+neya;6Q-ZppQDq-aUx`KhTaeB(?RKQMSnC?Xd8;i&;DQ^_H)~EShHfu6 zN3GFry802!A#P9?qIQBuhE)T6qcR(3xW-Zcg5Bp3e}ga|CWDiL1T8)ts7)yrR+`%*%w(c*7}Dmt#0@SzxMY?)P_NX+7`1P!Ou zYfB0R&5~6Ny`gJeL74&~i%*xG@AZ#bqiJm_sZIky6tpG9r>|%v_I9B0m&Kwv_}ZwJ znchOLq)Tgs%c!B}pncvUWeHHQ>;2-#-bhW6C+OnLm93re1vXF@*Ggw!l&;k%D(_;; z@m0feh-yr!UIzhZ3+tF|px|ICy@3x8I_mqQTglQS%Yo4m=b)5djUD2ty^b2XWrlD% zOK@Ku>lsN=wS^}uge*b}X?NwFRTYhV?F}9r0en0JWlRRemk`4P6`>0<55zz|SL(gM z{t)ovlojgmrE;V8kj1JJw|e>a*S3?1`$1Qx<#I}4DZVY95&s9=D$IoYq<%K{ovd%t zb*3_+`LVp6*g>P5TZ5OgNcKA2c>U9$)+$VH#~wRi`m%~kRu4Ct)Nx37=;MZyb%(f8 z6ibszhH-+G)yY~5nO+78^mBg^i47Hq5u`V>4n0N4&sMqcsjHkxI(~VCfdf?SF7n*L zvz`r2Zt1hZy)#QcdIghx`o3-$cWb9?jbr-vx7_{uOfXBn4TgUq?%8;=7+%Y)wVL+B1hj^p+kTU1gYCbW^ zhi4i=Px7A-&o)QGtV{na*;A6TQK$n2{e;CPYpExU!knvRaKH$FyT@Lc!-RzZ@euvx-DWu^kw~*A?nG<)gowRYg2zs}j8~ zK9w%${AdC~qVsk0u2@!WqJadh))26+Voe5TG3lD-J5??TVOgZIxD=V?GFr#)fGfSV z#1^jDPrUtNDN=_@*VqGg4QZ&I$Q<+uwG-4o=h`x>R@s%G6QBr&0b%*S_$f{X?@Wdi zFp{)ACmG>0J3<%`W*sagtfv{9IdLw*B(+s4@=`y~qn<<_hnafn%tRimK`B4yRyQvg z5Ovw)=Pk(h`gwEy4fw^S0)wvs%llgw={~vOD$)n*IquTim8nR)3707&kgCiHc`H-J zCB>>m5?ppmk%MRM{T`y46#|Qtt&?_EGH>Yu&id^AdUICqYFG&033Z=2qye*B*T=p% z)4B2LtPVoT=b$}?8AHtE<(98Lw|?9e5#hvR&TNpym7hByTtE;@7=si@Qzc)Zg)+`x zljX3vfyQ~hnx!H4L)ycgso;dnTP7*aTbZd+dO8I!%a{U47W@`L_3qb2mHtMt43sR-Kd0KGuLV;H^)-k>@WS- zNgN|pFwpI`dxZxtk;~ugb4GoTWR5jSS=5{bTUC09&D`B>STWzPO=Bjr?=SG)80sy9 zw1p8}lio8sBqi6wcP@DqWob-4*)&CV$fr*lY9-ZOdaGwneOqqw1?9%tj%5%@7A3(r zxQtyQ5Y{4)ZQ(`;xHVXb1BW;I9{|CKBLp@A3Z^z3S}vKz*gNm&2;VXmkupwDwFt4- zAXttPV)9iB!j-M6;;N48&j>OLn&&%XhTy?wN1ayo4xy(_D&&Vr2Rmy4p-f$z|EV*a zx8?UX3-4| zy9-sP85PqbUAYEwud&6*L|t#@Cpkjs{1ml!cJ~dBs_zlJZfTTx!q^iJHD1tSeh!VC zm#xp=26x1IW)Rwy!Y0Dc5?hjld>n;Qu_&#~I-pTj@1LAZmC73qpueOkGR$%M%G@VW z!UZMrv!N%05Gelz^`|yN#~uBGMdIU<(HS~IGsY9d#TPTfrNXS^NJ4Ey0sqnnBxJBv zKhHD#Lcb_cJta?XnVxW+QRXhy0_+A4A+{sTbh=Y1hS>AymvCI=A)*oDp*<*tw`9k; z1recppM?42vkTp4z5*Vx!jS&LClq@pF`LKwg6yzU$n2t2H|KRU?eiznKh%nv2Cvf$ z%ejPueH?4BoFaW3Kvm4TU-Eg>0@`4apg}FU9CSWUCI5NYX}aNQB{FV1150w zuWdmtjKz3@rd9B71mVzn|C9`M*lL$thc-5rsQO!m*RSsbRuIj|n+}_@Uxfx&wn|T5 z|0)gv<`;m=ikF2Xu_Q<)OShz?KTHW z=p6NEMo19*#rP_+rdHaf^jqe#M{RyKS?(vU27mr)Qf$--2zQ(`&i&s|{PIl$n#rph zmcKyUWIR0ADEIbj<_k{!jw~LNTU?~tQp_qzu?#!6U4MM`R`9^SoD&K?A_@II+vI1j zt#On#TKD_i5pbmyU@~Ir3Hr;4BAMG3eJRv4JHS&)DYXBi|6olid-owk&ty4m!;KVU z9T?(?T^ZTT9|<67wI(5fD)!>S2!mow?4o6%Q~TV`-rtyvbZ=Y0Y9gMp>I#V-0q$J# zXSW#-3z#q`Y!0=(wu`NclxRT!3w6`dhTmQE&*x5hR^-naY$N%n zX?Wo3<53khcvX&zk?>7crbHk`CWoZQmGD7s9pR#q%B5C5!ZIR6H9G-s)Ii^vOkA^` zZ~YJe)@-Eg8FAR7Fc3$fxH7-%a7=0F`z=553+ElR#P=neZAGBH=qQEdidI-0M=w1H zCmTVb4IX4{^rD8K8qnNz;L^%9_0;Ua2DSzp5|Pkt2JZ=ii599=4-<+jlV|>Vu4Q4E!=wNC05_i5e>0wB zq5tZcB4qe+bd!y_h5xu3a6(m*(2%N2L|sZ}iV=KJ2zc8=0LaJKgVPonec+#WI{PS6 zhXRy>&PRHc#Ls`z+l9|nPe79~$zwNBSqXhcm3NVQ2DNzDD4FARnmE!+Ze)|rDc~qr zb4~V*zO0sgh(-9v?YZk$RTK0*WrCh>@=@jV%V1yROWl2ON3Zp(H|13rUF~w!Im|Ya z)0U#_>NOp&({4Z4AuHC--GPQW)fGBG5kI*zjA_1m%Z8Hl$V93dHKMJXV;Q3^hNKS^ zj5xE$D=e0*ZM7rl5Ecta5l$bWeC4IE{86Ets}Yq_VYtRhtW5(eOpp=ZZHFK7tc@f^{)ZD18b<4m#bz zkcJR9MjV-{$}8~7u*Hrve|u%a$Sd>ox)E{0{~Fs*fbnz7%-a_oFzx=H)Mwj2{2G3v zS%`ji{c58uC7l#mt9p?laqz68N>10w1)@E`6|$i>x!H>(IMoSvfI^oi;YojB5`56J_;l8QwDF0j!$2 z*#IYq9KNYaBN;xS1p@#Nj~B;0fhOz?oKuSQF=7-Wne%$5=Mbmj0Dp*@L2c6@!qg zlk-APZ2-(D48gnb;fh%ZJz*w`T3SjxRG+TV@n;y#W-RZMj9g)(S#R%U!(%Ma<_}qY zaW%)4X5j^A-{m-=T($HxgVNYYfp-z_I{<8nXFt(Ge*~x>C4{r9ZjF^}8& zlorQ%&4NneGy7%#UwdyJ5B1*ukIRygk`a>KNXZt*l6@V7#Msi~v%aA*4dtvV5}*NVxkBAaB!2^Ci_ovFCe% zD-^#z9=C2SAu{zW6i(MT7NQ~^wR04|9Eq;yL8y8uSaA9}P!bQmxFp8z)ImOgSGdI4 z$R&0j3KOlBeG~I=N6q=7&(=-KE}N!5{uH@s`*1y14buchBfd+hdL-92hde%TNmGg; zK7yUX+J#LdYjuNag?Im6t%#{_guv!NrE z_XDSgWw`_?TCu!Bgi{jwxXD@0l~}B;3Ww&Gr;Gkp_cE-yvs(I`nRgA`z6AvxrLyzE zy*A#gvvI&31&%w>D^u0MPXwRUD;y=RdmxgX`#eYH&3zi8aytwA?BuCdoT-azqCjZw zPaxqc#45q-NzQK+cX?h8 z-?0m8am@0^yB~iALCvrfXS@D}8VdVRe;9Ei?Je=;fLraFvo=m-Ld8gd3q-Tmx70k| zJa8@fR)=W*NjvNuIY$Wj@^OrHLjdytHxq{sU2bn<=L~~#_%)%5o)3j(8dWVi>BoeEy;xDfc>N-F^Bt(djjXC76IF^>U@37H4EG4c9GrW+0== zaXicXW&-flg@zq2At#7C_z0R?y>o{Q1u-jN{ALC=$A`2zW6uw|yA}Y3E_d>?8#yf< z!V@p&r1_%i``G8BrV(#5S+22)Q@aep#dBhco?#}xXIo+;K3(gwj2Ez7x4G?1s*|Ic zAkA1hw(;z+;zWo=)Mrbd#!%=_$^;3sTupGg;fswSU(P#T%jhE4iyf?sHGg!Z@%43^ zby{r;_X;&_9NNvP!A9YVIGIh~t?zajYE_YoI=D#`=-@U}%a{~dnH2dwM^m(|OR(ku zK77Ys?fLhb#)U13* z_{{(uWaeNvZGQY)QJ-2OKc3rmOYN+ANYStD%UT?yU{t z4Em1DquPV6=@>KbLW+e8+SVcF<*XpC>vYpH@H*z|3{tP|y%OaIk#uJicL*4bonL|D0F1lew`K7O&!N@Z~QcPZU#hiuO*hHV<1bC76PHzC|DuaSLWL& zP!~@q=ZKjP zYH(aV=+xdtjvvl19@B^Q0DQW#(}^mUl0toEJF3&}a6Y$a7@4zj99*|u-YdLpK(%A{ z6>9esuw}1V7n_~MYC+kMkSk`Rc)#7ZDvZVBRieTu5@o#?pOmX{-YBg3xM8#xKqkkb zcOU_H-D#IoOE3$dHV7>Bu|T>Fz(%}*I+mQM>}ALCHNJ~jtq}_DzV8_f<|Qi(U=O_J z6uaq}KBtW!12w+p+zi zmlw&#`QZwq&z!)T2vvMc0*AP9>>jP4nR|0GH3she-H}-d;*8FYY%rv=c~ccZg5_81RIm*;??v6b zDsn&)VzNqD@HW>ag%SYG=a@sxY!)HiXoz<`pk*GLM2A%Yd^jnJ(+-73v^&WEq@l6! zv|ivh60xF6#CG%H*SBtTK7hkE3+|+_U75xcJ@@7L##R8PlFo0a!A4B=Z(^N5eAi7| zp%7@Q7%AG+&z+}>%dosFR1eCJ%df%ND#wzLv{he-utvNq_UtF$6ffUT*&ng8(gU~2 zV|-Y-9F+uUpJtTDj%A<17_~_asngkjO`{Oi)R%boi>_h3ZI`3^qpZFa=}~C_u4ll3+Qwr~Rx@1_ACNFpRG0m2UVWjI z7>1Q-MXoMt+yygTUOQ)g(O#Y#{0gjkCV;RKl@<#7%CoSavQJeD64Y>v+a`|}t0dUS z4{@ zppOM5Qf9P%@+H$C{p~#-eVXj_N(%&(IURj2a~~T4(%{e)-k3IQNX@dLtl+`%E@Fp3oa>&9dlxDS&bwkzOG$Bp4)R zTE7EdK9j-P7&D~gS^F5W?Upb7&&z}^9>5pBwc7aCIQf6ikJZ!B$8_^}p;7Im%zf_w zh%vFw+H1c3)(L&1H$eMORqg}B#^VuIM>jug-K&ua8X4_8T8nAVCp9fjdOx@cNhI$~ zm8q>>Ah{_3T98}7r92V&b7 z=+PNTI{OPH@L^cdSp}D4d^WCHH_vc-t#{ZSXGOXRyL7mw)hUe`fWmyO3{yoDH@vl zqU_-fmKC<5;F5A5O8=e(H7!B9k3$JPj^;9j)eCm-cmkZtD5N-Ms8jk3n5I863C9ie z-8}k`4U$8;V#65_9n%^cvsRIyrvq%r32+p0YLlzmE%r{2G3Z9h?udUYul|0|O+66*O22aiX`|orL6Z@($-USR$--BXc}JU4^*o-1vw2jL zv3HL&Cf`0%WvBn|OY(0Y^R?a+-{YtXIv@sLV1uV zwB`7I>HqT=|0%_^ybhbq$x)8(rvCG%mtKJ@_jSp7(H)rb=cQv{5|$nHvWD)j{&8En z`{2qCre(k8{qIYi;JKgjDM@4??UntKrL(jHO&u6TBS^Xc8?x@J2yO)o>I%Z?z9QT* z^gj4i+=VRt_JSIMcviMsE`FcryzkO=;QR)w&%IAtp@>c#Zn$~97j!Xgl>in5e0kUQ z=!nHpx;H~Yb6b1aA-jlM9l_%V$@K^;|G(lT5#(Jh&@!0_iEQcOH24Opps62s_uY5y z8L84@BORCe0?ymAUuO~box!$gTLwrdSIogNwzw6_-Knc}eG9K0$ zf&SkDp>?G&(PH}kEa;)Xg33t;Pz-S)kerPI5cXO}L?`6z0@w{+htE~JME`-DM7tD* zEA|*47=Crb18mS6H*!nNqK;%5%y`HIYd+1}AUByGL1Mflm19IA=#Z19-ZeA61Hps| z{C#;2kNNLwb{&h;wK<^*nz0sS9z=sUk_9!oa&flDd&#xQ7deEIm@H7oQicEGu{u6w zPn%MB|E=q!?=`*1Or$H|{g8yVt8d@EBnEhSsE4Q(Nx`Oa5mpFyVmG?{{j&vR&98L& z+|y%PqPHlv0J4*yIsmOHHyi?yi^2Rd;WszPlpFd&c47QjNC6Rbu|hWwL!>akOv-KC z@=HdVSzJ)H*2|TUC{h-5sA#ipTf3gGsi`oLu8bFwcDS#TZ)M=VD2$*NIl8)vc6mE5 z2SdfZevgvk>O_Y-K7+NHP;zg*?+r48SMAcca#zj|>llafWKmY>2Rd#gztQ$(_-3{$ z^2Ot%-{`~<-F;|c=a`235;JCTg%J@ZDZ3Q;u+mE)k-36IZ?pqdVX*ugzk((Hb|f(` zx~zL0D_K;OsOsaEB=4$kkeh77Zp0lb$JhL;vj{uAIM4vr0`3<}gSbSS_(-7Y6bpuq z%Do8xsL;FXhCc!hzQeyYm>&3zjayn7|6qFJLN z+vvrm9&_M%%Og(*F)7 z$&eWreFCOy-2ntD1H4kCST{j>avQdDo*&|kZYUnP1I>sM=85uRvLJ`runD?*{-}qL zt;pFp(87!LKv4AnuH@JoE%QAGOxU>3uQS8(O~Sj)Kua1XN60%t;-z+|E!{Y7mCj7j z0VRXSSliu_m{>Zl-|#fEVf;sbA)J1?#_Zjo!5!7;o8OD_73-DdrB>9Y^%XT+s%2mY zLzhQF5pJ@2HXt^C;p^z5H)eBlgK@2(&PrN_9@sko`bsu#Ii{}-^}xvU!OTL3NoiT%*G(J}%hxM4C%-+trS9RdYnakum{c|zX%b4(oeA7^&>eE$BqQpY@5 zQw=F48+_}^vD?UF+pqOD&Y_N+tM_B&KPJ2@t1&v-Z==hb3Zt|+j183KLq+>&1suFOzU*R}C6zx{B ze8z8p;S3P(qcHTQQA7aFLdx^Gsi(St%ZgFh!-5SG;z>3i=2R{5T1x=}eO^12WHulWUxts{VO zYO0ok%>$y0n-C6k8WlO7NufSFDNJ(@w17pk3fFPNXOj5{4Psr|XrNTdZPRdNw+1l5 z+LhD$35btVUC=4)3uyOCvdhxgJ~el2f21k$lz+7*?2Lg}!3^dV_iVOmXyLg!WDQ6I z5_QN-oNrTqWQ(w&z>NT7b+^?p+NcbiyUKYi)}{p2J&0S$^}u5!!+0j0FM4JA)5JU6 zIp{xAJ?KsuhyJ$~S&*NKWS|q=35Y;hPGqLi3X3gK1;*u-o>)!O^1Oqki`S98TOdo* zs&O1j2hEWC;aXQNZ6?KS)l3o)}#N#C*Fb>t9Uv8WpymSU41dp^0Fxs*x%~sa( z_E|#m`g{ti-Y#eh=qnYZDu~n*{_%~zsGzwdzOkZtQI!PBv0{f!@fr&s!rBi zz~J#0&ht$QHn*g8Nv_>cFD+gzjKrhA&qE2g*I3X8pP$MZWWDZ9xJkHx=Z0I=>QqL< za8{fjXAvO~r;jN}0I7yj;}a-thac!MZ=eh!WW@E>{g3FLhpF7Or9A_2@2bT>5UU38!Ifp9v~*IpWnM$yfm)9%u& zCNs^P07{^p*GH;|=WgbZzIhXm9OY>p0CWktyYP}YqEfZkB6OU#p8O(`XS@tSVt9r( zQ;Q=C^Uy}1*;zs=68|RS@v>V@bmC5_5WH>dfcmpRAiU~%wtMD5!t(@A79*zNPl#)~ zoUJ52k|}H@Gt?jopnMlr`wcvwR=DGYWQcMJbv>Zi^|cgZRA`pU=s2|uecHRB%s$I; zgjST0y&ikbkeX@Iyn~nXbK{H4;?qQ26W8Yy`X`F}B`9ppA22sNr@NV3(oUcJ{Czfm z0dO>(U$=s&1Uf-Fr;7XcxdeZsq&VF=P>llO#v7l(VUU}(%jbiWa}4#3n>a_u;5(gX zYuam(a+n4Q-FtbxSKnX;qWlJcjoU|Jo`1m@#T(fuCTa$rB*K=E4v`DP5eR9QtH@Ti zVFAk>$w3IFg5&?#{v$SrRVQezEwEG^d?v6svfajJsdU=%&a?gOvbMW&Y*`{H7;N@k zWp~b9J2x6Sg1Ov|-t+;%%-Ki88uCr)Bt@Ih zbe^@TNmm$1a#EJ}m^tGty?8FDGRJy9Nr9tb{%nzv&n10iszgdV@%(xKhCa0KqH zh4?@`=h7{x4o6}3p2?CearbGYLd znC*5wr=k*4v>krXmE$0zX@W7|B(>4C72 zvzVI5Kl4Jc7FCydJ@tvc;4Nc}7*XjcP&#=y9ww&Ayu}~#t+68@azG<&<~enwaNG`O z@uIjKiR%84dm2W9N9+2L!Kh@o-Dt=f$RYj9Zq$k_uP`q0si?hh%KK z2(`vwlA$8}3pi_TD~=(bcnU?=t+%E$+rTs+J8gBTR}3^;$yo6g=x}cS^nB4x;!;PL z(2#35!lQ*C9Ol_&g2IXLkgd)=mn-ieP82(i0%!~D%6$q-R*q(`2*Rc0A_;}gRk5bk z?gAlWuL*n4Gm%d8Kt50qI>AvP06+_g`V`3~H-@LT>qff^_&^>p+<|GYg*r9GC|2-B zsME{h`4kZK2R35!()G;>-O@S|~$Q>QT<@Gg% zw2n_yzGZR|J615#ZoNSShdDM8^(}4gpNDmJ@*4@`0@8%_eDbN!ogYI>lF~kJa-pHF zxRl6xLDdtN=by{x9NPorhGF{!`6%Umxu-3YQsI%2u4b!a+c^i8$VWUI$x^%p`H)Vk zTWpdw#?4vnctdbBb9`%;8T@pQoJy;UUbh4AA?M{X zGC??6@`9zC3+^fQ@X&;*r$=40umk<6v>0x{cFH-JF*1Q9)pJjPxt?|%g=YRM>QfKO z#gp&YE3X3OrIWP+t>CR;?=v=#7L>=cjS|s)Oz4CTkj*7whJv-TpZj$7Q4=-%k2{+! zYUGGkhZ62mTS#Xdgt5$#V+>dt8T*|p$VwZH-cSO?-s0eISGQ-`?_*XZvRiZKGSX~g zsClOnRw~-~0d?M@_KwqQi^@^^8V^&}Z_PRV;3in#NK|i&6V;uw<41TWhjX}pxF{OY z=jfE4r~6rxdLK%V*L|k<{Y1+T*%f_o>V@-VwbFs~Q*q^Cp%f=Ougq@v zohB$RX=t>vkf**G!!a^6cN_%X=XJ!_X1R1gc_!Q_=f6BQ7PP7(uUiWd#y;E7AVBc! zm#S4n)aQ+pu$<(5K1*T~N?a=-$Yh~1NC@eNar!}>4oMn0wy67VUWjr4d3(g8D$Y=b za*Yj5r2{p2h7w@D373qSH&I!P0}an7egH53Am>o#U!Q4&Nh0S3j{0h0+7Uc^Jkv%^ z`C{YwuFi^t^FpXsxn_r%-ffinc|eQ11u{+WTz5ofuRM;|vX`1+Wq+ru8&11pwiY`Y zn(c;SXH>t_uTMlXxAOHX18p$KJn(h^yDb0-Co_B=Xrip28~{~;bg%m#%1P6RE}`Ow z3rCWG6YYX}ZJITm|M}O^R^P&lQ-pFkDTZpjGY;vnQ3Mx6exOg*cDch%T}wFfNf6o% z9nhzNG8g&J-9gHhi1i>^iv!;Fu}BT4{@ude;o@$u`LNvNU>T7b6(MW|S&CIifnv)x zVELr5h&R)+3fd)`t>(q0bU#9&Qo>@KIU<`^z!%N;%c0$8fUs;q(3!L(+|!W)5sBf* zcMVX1U!UEYV+T@W6`m1k=xs0Tyz?d(LuhMBI^+XQ442%kQ3vXi+ZP%d5|4W8)G$r3P!o)!r1*T?1tXU83O7g=OWIkv=Sk=nTr;4J z!jx@|mTfnWT20S@ZJKcjzcH=iF#u_gPGw?k*>O#i@Zg5##Xmd%9OJ#&O9M=^mAF15 zL1Go$>aft1NNHwv;F4Fr!V-+xlb9yMWzWRHT2WR)#LgTS6Q9Mebe*IOHW z5IKAOBna0>c(H^f*Yg`xUhv4Hfz^iEF6)h|cMhtVHda2~2nhywnhezoDo}|vh)^%s zVETvRQMVSnQ?4T5vJ{@{3Ve%G!^>C(qtON8d2CJa4iy?Y^joVJKun+;3Q8psQ8CHD2)Ou z`Mmrf(xdS{%l@{7N~r|^G6lM^bZEcpr?(wP1^EkG1(hDZ)`Sk>Z+6j-0Z#HAzf3d= zcSQyZexQsVekpA$75NP>eTffyB~nYS@K9vsWg^J(joKax@le6!2%I02}~kf{K4u$~5a-@dZG zc(|{S1;?Wq$!D7<9W&L`bEvz^Tz=U^hinB%`%j2*HO_r0 z`YJn@Sh#rUF*kp9af9LHiONEzPXqnFvaJ0z+vA#yXi@f%*83KcR39HdX5$${SidWN z-z&)?Y-HfeTsi!&;n`a!0p675lJscg;CUNm!+tGZN){h=33EvBR2w16MtaA^y|r;7 zDbK}G$F;th^jdMER|#Q!S`$E{5+a^<>knmOjgi2y_*DgDA$OTY(ldD}v4_Y0KA$WeqP6#7d_w1!mq!jjK(K_?hJ+OA5e-4Rl(0sFmzU%tpfOZCI zzd_m)&xao4R9G>l$9B6lplNMqKqhU?EKJ4eW!AI!j=Vk=ScD12=f(lO9GLdj9~2N> z)<}k8*dEE({)`EH{Cr@}a7a8FK7Y0cpp*nO@bn`Q^oTQCvG()eKW3Gp9XwS=%o($E zR=_>m4CC!xe7{AmEZko)Mg8**$y)lNh;Gi0Z9#G^2dgBFFag)ipFNosqzZ4{RU#e0 zJ9wA&(Y5XoLZh%qiFZKRDX^|u%r|~9&Y+JE_5ElcjWZa_e(?nm)6O0#YJg-n@m(4p zBiXVR4!54+;;~#?0e3GiN}htLYfQEh)-^(PF&Ww}_<`BiZ$)CkQRvaOqsZ$|>S_*4 z722u}#ap+8vu#4f;@b``&xK$G87{r^iDld!> z(;zhNo3-cYaZ3kPZ=Ja7X-UiB^^`1Phzz>EuM8?EsR@$;N*%P9wJ&~buHRaVG`q-W zZ?P9u_IoSACd>C!L<>1V9JxE?PhnjXFm^N*K+fF_xp;OBc&8;4$tv6j3Bvuds6TnZ z|MLe@EI0vv;4^*%ZXCB+sIqv_>oe%mlpdqp70GlGC`<$)v7F6qil)an5E9${>;OoW z9N!PtJpVrTD=i$%dlhp+qIC4J1qrIRVhQ(DnmW2D5o3@IB&>rx+t%4($9gMgt#|Nj z8}!04=G?g+2sHj(TuK=!`90u(_Zpv3Ua7EW5ewS@ob~GoedLn9szNkO+{!T%3hrp{ zpX8`e^e#QVWA!0TeBR;$k^nZCO}3g+XUJnTrlJ*uk~&s9pWg2 z*s~}CI*5492LpE4pNN_tgF0J^B({z2ew(y;LZ2RzcEAJp0ehlcYy{ z^K(&hrIHaioG82)@AqT8u3uO6g>U0UUR^IvB5%CzvWb)k9_3yI2`=5A5$0E;VZ&eG zZ+&Nv36c{m6KrsB%==o|_(;YUg<*YQ^j;)`;dl=l1B1{y6TF^{MYQ{GSXpPcZ~#s| zUVXlCY2lm0y(5w#*)|PZrL6D4XREal8bjEPXhH0I{*%T2*MDh~6Xhe6U6W?xv`=CI zucy8YXs_3Jg8Jx)V%2GjFnQdvumSI2SEE~{-067L!3r|37r{+>teLAa4fSVOLX6ll z_{a>kKpKA2fe)dKJEZnhtA2d&{A4OlN~KMa>Zwn&CSz@xlL6wmKs;oVG!9j7y;tCe zw1_FaWso9FS1p3e{f%66WJdE%CauBiU#MH_0AW$rMhB!D=UF!%_f3Y>PG_GQS=1!j z)KG%g6{nZ9mdG<;E zePCV&tF7P|o>ocb)D7nuIH1nR#k6*PcJRaamLCPVjRBp+nMc8??Nz$~QJ~PL}X#~qPK$Z0$>Dg~VHX@DbT&QFgNpH<=bvK_h}P?sTP8u_o!&x=PB1c4lM%@;*U zZE0t77wbSsbF#Q5^%tXPjBB-6kPXq^r-sL?!o|y0(DW+z{r$HRc4P)p^b$?kqn`lL z)(WJ^4)6U|r4^ccI7#scmLGH8+}Yb)b>2#zN-F|{TejF44X5>-+IdlPfJx{{MG|lS ze|ZQHj_ir2yL9jS?ZfQC;oBN5@Z;b~%mwi=T8PQ4`dtrMk?V)L->%A|+!{ z4?r+@N50UDY7GA58?}@=6wyxDkeVRHfaOO7Kz;=$>mp%NRDT_!@je#PzEwfH+4f+_ zXgt8T<~LXJT;CaESwOggF8`?k?A_+#q9nDKGc7jz9F`PMoRRA#VQy9T;!j0eJ-*XI z1?8U`K;f`2#zAdiTYri!)yN7;FFywA4h*NgDKo`Z+%!&*bS^vF()-tNL_`RIpUx0@a!^Pap zom@e~7_dA);wusHcU@mP@(&q>n(L)&qPs7bui=FYXY_>>jBR4GYXVJJ#Ho3EXy39k zFPN}d$h#G|h>Otej2;8-I=k=HcK8KJETA*ETJbH< zPV;HVSWR$uB!yEUA7mho8!|LvBzU4RbtYH0wevJZo~VNZ@Fp5$%Y97MEpLMDwqI88 zv<%%x7ynZau4ji^Jq-5`Dy4)_QE?{Z% zkx%3F(Il;))6QKGhi*dFTlTu>)#MISk(b?`Eql*aTZ`xeq}kVfOGmEy z8yE)RLSiKdb*YxKX-sBOY!zN>PQOYx@~PUaNQvHOp3@Zvgp5DUb1%B$!!5=*&8gk$ zfPuGy@zfNUPAovnv&57G;?HUr*Y(~5B<-+&J8KcmA8kR z(L=T@e%f8)+X{xcw}nF&Cl`O89IVR%laO8CCf>r()Y50HNIQ)BkdVB{4+I<;pm`~g zmU+uhuaaHED1=-9nyJI9BFfhioD+&@!8@3sX$gToC{51iEda3Kbbih0cb==#Stz(O zLBp<%x~Z6ssPNE3A9PdAK(6O^cjDoyF;uo0%8SfVpK0m)D`qVqcD$`4kVc-HMHoWo ze-(xOO}_%)M&t?)SG_G>d@M)Kbux zdf#$>Isy60!s(S6elBqB%#J+GZyZ6EYI{=ap8-BHE#k$(n~5j=V& z(~k20@+AKFE8SN3;-m@|UV7W_uScn53dI`X;V?ZZ&R^e^1gTN;SJ?*)^ndWbUP&qe zlprxzlz0B^75()&e|P=#y|1N%99s@c*_xO8(|K+v)aVhBz>KqPcm!T`b z{PVrLgLyMP{ZIqFrm!F1&5Th3s)0J{aA3_p|Bk;sXWeuZJ0!fE|Mz1Wg~w#x$H@NY z{m}gbzXUvc$^G=iM}K?H=5WrrFYwyaW!(O})h0=J_C~)YtqRQl`lbKyCfrNmF|`&y zW&E#Kp_~7?M1L+(x{LV7>iM}ue@4+CYk^)k{TW4n9`yfk68&3j`FYU)Jm~*-lJzqe z{h5pYk4W;fT>4oq{jG%h=bYqcx%9K5|L2wQXGN`>`m>_{2|E3+Nb>&&bP{D1=T!>c j^8W$H List: + def get_embedded_nodes(self) -> list[int]: + """Returns all embedded nodes. + + Returns: + list[int]: The embedded nodes. + """ return self.G_embedding.get_embedded_nodes() def get_reachable_neighbors(self, from_node): return self.G_layout.get_neighbor_nodes(from_node) - def get_free_neighbors(self, from_node) -> List: + def get_free_neighbors(self, from_node) -> list: neighbors = self.G_layout.get_neighbor_nodes(from_node) neighbors_used = self.G_embedding.get_embedded_nodes() neighbors_free = [neighbor for neighbor in neighbors @@ -34,7 +50,7 @@ def get_free_neighbors(self, from_node) -> List: raise NoFreeNeighborNodes(from_node) return neighbors_free - def get_connected_neighbors(self, from_node) -> List: + def get_connected_neighbors(self, from_node) -> list: return self.G_embedding.get_neighbor_nodes(from_node) def embed_edge(self, node_from, node_to) -> None: @@ -43,9 +59,18 @@ def embed_edge(self, node_from, node_to) -> None: node_to_H = self.mapping.add_mapping_new_node_H(node_to) self.G_embedding_view.embed_edge(node_from_H, node_to_H) + def embed_edge_with_mapping(self, from_H, from_G, to_H, to_G) -> None: + self.G_embedding.embed_edge(from_G, to_G) + self.mapping.set_mapping(from_H, from_G) + self.mapping.set_mapping(to_H, to_G) + self.G_embedding_view.embed_edge(from_H, to_H) + def remove_edge_inconsistently(self, from_node, to_node): self.G_embedding.remove_edge(from_node, to_node) + def exists_edge(self, frm, to): + return self.G_layout.exists_edge(frm, to) + def add_chain_to_used_nodes(self, from_node, to_node, to_node_new=None): """ Adds a new chain. Does NOT check if this chain is even possible in the @@ -64,14 +89,14 @@ def add_chain_to_used_nodes(self, from_node, to_node, to_node_new=None): # --- Adjust embedding # Delete all edges from node_to and add respective edges from node_to_new to_node_connected_neighbors = self.get_connected_neighbors(to_node) - self.G_embedding.delete_all_edges_from_node(to_node) + self.G_embedding.remove_all_edges_from_node(to_node) for prev_connected_neighbor in to_node_connected_neighbors: # Avoid edge from node to itself if prev_connected_neighbor in [from_node, to_node_new]: continue # to_node_new might be a chain itself - nodes_in_chain = self.G_embedding.get_nodes_in_same_chain( + nodes_in_chain = self.G_embedding.get_nodes_in_same_chains( to_node_new) embedded = False for node_in_chain in nodes_in_chain: @@ -104,8 +129,8 @@ def extend_one_node_to_chain(self, frm, to, extend_G): self.G_embedding.embed_edge(extend_G, frm, chain=chain) def is_valid_embedding(self) -> bool: - for frm in self.H._get_nodes(): - expected_tos = self.H._get_neighbor_nodes(frm) + for frm in self.H.get_nodes(): + expected_tos = self.H.get_neighbor_nodes(frm) actual_tos = self.G_embedding_view.get_neighbor_nodes(frm) if actual_tos != expected_tos: return False @@ -114,8 +139,13 @@ def is_valid_embedding(self) -> bool: def get_playground(self): return deepcopy(self) - def get_embedding(self): - return self.G_embedding.get_embedding() + def get_embedding(self, G_to_H_mapping=True): + nodes, edges = self.G_embedding.get_embedding() + if G_to_H_mapping: + mapping = self.get_mapping_G_to_H() + else: + mapping = self.get_mapping_H_to_G() + return nodes, edges, mapping def get_mapping_H_to_G(self): return self.mapping.get_mapping_H_to_G() @@ -123,6 +153,12 @@ def get_mapping_H_to_G(self): def get_mapping_G_to_H(self): return self.mapping.get_mapping_G_to_H() + def get_mapping_H_to_G_node(self, node_H) -> set: + try: + return self.mapping.get_mapping_H_to_G()[node_H] + except KeyError: + return set() + def try_to_add_missing_edges(self) -> int: """ Tries to add missing edges if possible. @@ -133,8 +169,8 @@ def try_to_add_missing_edges(self) -> int: """ missing_edges_added = 0 - for frm in self.H._get_nodes(): - expected_tos = self.H._get_neighbor_nodes(frm) + for frm in self.H.get_nodes(): + expected_tos = self.H.get_neighbor_nodes(frm) actual_tos = self.G_embedding_view.get_neighbor_nodes(frm) # actual_tos = [self.G_embedding_view.get_neighbor_nodes(frm) # for frm in self.mapping.get_node_G(node_H=frm)] diff --git a/python/src/embedding/graph_mapping.py b/python/src/embedding/graph_mapping.py index edaa9d7..9ef9b22 100644 --- a/python/src/embedding/graph_mapping.py +++ b/python/src/embedding/graph_mapping.py @@ -16,7 +16,7 @@ def get_node_H(self, node_G): # we explicitly do NOT handle KeyErrors here as they should never happen return self.G_to_H[node_G] - def __set_mapping(self, node_H: int, node_G: int): + def set_mapping(self, node_H: int, node_G: int): self.H_to_G[node_H] = set([node_G]) self.G_to_H[node_G] = node_H @@ -39,11 +39,11 @@ def add_mapping_new_node_H(self, node_G: int): except KeyError: # Make new mapping to new node node_H = len(self.H_to_G.keys()) - self.__set_mapping(node_H, node_G) + self.set_mapping(node_H, node_G) return node_H def get_mapping_H_to_G(self): return self.H_to_G - + def get_mapping_G_to_H(self): return self.G_to_H diff --git a/python/src/graph/__init__.py b/python/src/graph/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python/src/graph/chimera_graph.py b/python/src/graph/chimera_graph.py new file mode 100644 index 0000000..303a1de --- /dev/null +++ b/python/src/graph/chimera_graph.py @@ -0,0 +1,29 @@ +from src.graph.undirected_graph import UndirectedGraphAdjList + + +class ChimeraGraphLayout(UndirectedGraphAdjList): + """A Chimera Graph representation. + + Note: + As of now, this Graph is limited to one single unit cell with + shore size 4. + """ + + # Nodes of one unit cell of a Chimera Graph: + # 4 + # + # 5 + # 0 1 2 3 + # 6 + # + # 7 + + def __init__(self): + shore_size = 4 # TODO: init layout of ChimeraGraph dynamically + nodes_count = shore_size * 2 + super().__init__(nodes_count) + + # --- Define layout of Chimera graphs (right now: one unit cell) + for i in range(0, 4): # TODO: use shore_size here + for j in range(4, 8): + self.set_edge(i, j) diff --git a/python/src/graph/embedding_graph.py b/python/src/graph/embedding_graph.py new file mode 100644 index 0000000..bb3838e --- /dev/null +++ b/python/src/graph/embedding_graph.py @@ -0,0 +1,154 @@ +from src.graph.undirected_graph import UndirectedGraphAdjList + + +class EmbeddingGraph(UndirectedGraphAdjList): + """A Graph to **form** an embedding (using an adjacency list). + + This Graph is supposed to **converge into a valid minor** of another graph + by using the methods it provides, e.g. to embed edges, form chains etc. + + Hint: + Pay attention whether you use methods which are directly defined here + or in the parent class + :py:class:`src.graph.undirected_graph.UndirectedGraphAdjList`. + Methods defined over there may not be convenient as the current class + tries to hide implementation details, e.g. chains being encoded as + edge costs. It is recommend to just stick to the methods defined here + (in the subclass). + + Warning: + This class does not implement any checks for chains, so it is possible + to assign a node to multiple chains. + """ + + def __init__(self, nodes_count): + self._chain_last = 0 + super().__init__(nodes_count) + + ############################### Edges ###################################### + + def embed_edge(self, frm: int, to: int, chain=0) -> None: + """Embeds an edge (and optionally assigns a chain). + + Args: + frm (int): One node of the edge. + to (int): The other node of the edge. + chain (int, optional): The chain to assign to the new embedded edge. \ + The default value `0` means: no chain, just a "normal" edge. + + Raises: + GraphNodeIndexError: If the given node ``frm`` or ``to`` \ + does not exist in the Graph. + """ + super().set_edge(frm, to, cost=chain) + + def get_embedded_edges(self) -> list[tuple[int, int, int]]: + """Returns all embedded edges. + + Returns: + list[tuple[int, int, int]]: A List of entries (frm, to, cost) \ + describing all embedded edges of this Graph with their \ + respective costs. + """ + return super().get_edges() + + ################################# Nodes #################################### + + def get_embedded_nodes(self) -> list[int]: + """Returns all embedded nodes. + + Returns: + list[int]: The embedded nodes. + """ + nodes = super().get_nodes() + nodes = [node for node in nodes if self.get_neighbor_nodes(node)] + return nodes + + ############################### Chains ##################################### + + def add_chain(self, node1: int, node2: int) -> int: + """Adds a new chain between two nodes. + + Args: + node1 (int): The first node of the chain. + node2 (int): The second node of the chain. + + Returns: + int: The new chain's identifier. + """ + self._chain_last += 1 + self.embed_edge(node1, node2, chain=self._chain_last) + return self._chain_last + + def get_nodes_in_same_chains(self, node: int) -> list[int]: + """Returns the nodes that are in one of the chains the given node \ + is contained in. + + Warning: + A node might be contained in multiple chains temporarily. Therefore, + this method might return nodes that are not related to each other + as they are located in different chains. + + Consider the functions :py:func:`get_node_chains` and + :py:func:`get_chain_nodes` as alternatives. + + Args: + node (int): The node from which to take the chain to compare against. + + Returns: + list[int]: All nodes that are in one of the chains `node` \ + is contained in. + """ + chains = self.get_node_chains(node) + + nodes = [] + for chain in chains: + nodes.extend(self.get_chain_nodes(chain)) + + return nodes + + def get_node_chains(self, node: int) -> list[int]: + """Returns all chains in which the current node is contained. + + A node might be contained in multiple chains. This would be an incorrect + embedding in any case but allows for evolutionary algorithms to have + temporarily invalid states which may be beneficial for some algorithms. + + Args: + node (int): The node for which the chains are to be determined. + + Returns: + list[int]: All chains in which `node` is contained. + """ + edges = super().get_neighbor_nodes_with_costs(node) + chains = [edge[1] for edge in edges] + return chains + + def get_chain_nodes(self, chain: int) -> list[int]: + """Returns all nodes that are contained in a given chain. + + Args: + chain (int): The chain to retrieve all nodes for. + + Returns: + list[int]: All nodes that are contained in `chain`. (These nodes \ + might be contained in other chains at the same time.) \ + """ + nodes = super().get_nodes() + nodes = [node for node in nodes if chain in self.get_node_chains(node)] + return nodes + + ############################### Embedding ################################## + + def get_embedding(self) -> tuple[list[int], list[tuple[int, int, int]]]: + """Returns the current embedding. + + Returns: + tuple[list[int], list[tuple[int, int, int]]]: \ + A tuple of nodes and edges. `nodes` is a list of integers, \ + while `edges` is a list of tuples (frm, to, chain) describing \ + the edges (frm node, to node, chain) + """ + nodes = self.get_embedded_nodes() + edges = self.get_embedded_edges() + return nodes, edges diff --git a/python/src/graph/undirected_graph.py b/python/src/graph/undirected_graph.py new file mode 100644 index 0000000..8c9334a --- /dev/null +++ b/python/src/graph/undirected_graph.py @@ -0,0 +1,272 @@ +class UndirectedGraphAdjList: + """ + Undirected Graph using an adjacency list. + """ + + def __init__(self, nodes_count: int): + """Initializes a new Graph. + + Args: + nodes_count (int): The number of nodes this Graph \ + has initially. + """ + self.nodes_count = nodes_count + self._adj_list: dict[int, AdjListEntryWithCosts] = dict() + for i in range(nodes_count): + self._adj_list[i] = AdjListEntryWithCosts() + + def _validate_index(self, index: int): + """Checks if the given index is valid for the current Graph.""" + if not 0 <= index < self.nodes_count: + raise GraphNodeIndexError(self.nodes_count, index) + + ############################### Edges ###################################### + + def get_edges(self) -> list[tuple[int, int, int]]: + """Returns all edges of this Graph. + + Returns: + list[tuple[int, int, int]]: A List of entries (frm, to, cost) \ + describing all edges of this Graph with their respective costs. + """ + edges = set() + for frm in self._adj_list.keys(): + for (to, cost) in self._adj_list[frm].get_neighbors_with_costs(): + # frm, to = to, frm + # would be fatal here inside the loop (!) + if frm < to: + edges.add((frm, to, cost)) + else: + edges.add((to, frm, cost)) + return list(edges) + + def exists_edge(self, frm: int, to: int) -> bool: + """Checks if an edge between two nodes exists. + + Args: + frm (int): One node of the edge. + to (int): The other node of the edge. + + Returns: + bool: True if the edge exists. + + Raises: + GraphNodeIndexError: If the given node ``frm`` or ``to`` \ + does not exist in the Graph. + """ + self._validate_index(frm) + self._validate_index(to) + return to in self.get_neighbor_nodes(frm) + + def set_edge(self, frm: int, to: int, cost=0) -> None: + """Sets an edge between nodes ``frm`` and ``to`` and assigns + the given ``cost``. + + Warning: + This may override an existing edge with new costs. + + Args: + frm (int): One node of the edge. + to (int): The other node of the edge. + cost (int): The costs for the edge + + Raises: + GraphNodeIndexError: If the given node ``frm`` or ``to`` \ + does not exist in the Graph. + """ + self._validate_index(frm) + self._validate_index(to) + + self._adj_list[frm].set_edge_to(to, cost) + self._adj_list[to].set_edge_to(frm, cost) # undirected graph + + def remove_edge(self, frm: int, to: int) -> None: + """Removes the edge (if present) between nodes ``frm`` and ``to``. + + Args: + frm (int): One node of the edge. + to (int): The other node of the edge. + + Raises: + GraphNodeIndexError: If the given node ``frm`` or ``to`` \ + does not exist in the Graph. + """ + self._validate_index(frm) + self._validate_index(to) + + self._adj_list[frm].remove_edge_to(to) + self._adj_list[to].remove_edge_to(frm) # undirected graph + + def remove_all_edges_from_node(self, frm: int) -> None: + """Removes all edges connected to the given node. + + Args: + frm (int): node from which all edges should be removed. + + Raises: + GraphNodeIndexError: If the given node ``frm`` \ + does not exist in the Graph. + """ + self._validate_index(frm) + + tos = self._adj_list[frm].get_neighbors() + if not tos: + return # nothing to delete + + # Delete outgoing edges (by resetting) + self._adj_list[frm] = AdjListEntryWithCosts() + + # Delete incoming edges + for to in tos: + self._adj_list[to].remove_edge_to(frm) + + ################################# Nodes #################################### + + def get_nodes(self) -> list[int]: + """Returns all nodes of this Graph. + + Returns: + list[int]: All nodes of this Graph. + """ + return list(self._adj_list.keys()) # or rather stick with KeyView? + + def add_node(self) -> int: + """Adds a new node to this Graph. + + Returns: + int: The new node number. + """ + self.nodes_count += 1 + # add node to the end + self._adj_list[self.nodes_count-1] = AdjListEntryWithCosts() + return self.nodes_count + + def get_neighbor_nodes(self, frm: int) -> list[int]: + """Returns all neighboring nodes. + + Neighboring nodes are nodes that are connected via an edge to this node. + + Args: + frm (int): Node from which the neighboring nodes should be retrieved. + + Return: + list[int]: List of integers describing the neighboring nodes. + + Raises: + GraphNodeIndexError: If the given node ``frm`` \ + does not exist in the Graph. + """ + self._validate_index(frm) + return self._adj_list[frm].get_neighbors() + + def get_neighbor_nodes_with_costs(self, frm: int) -> list[tuple[int, int]]: + """Returns all neighboring nodes with costs. + + Neighboring nodes are nodes that are connected via an edge to this node. + + Args: + frm (int): Node from which the neighboring nodes \ + should be retrieved. + + Return: + list[tuple[int, int]]: List of tuples (to, cost) \ + describing edges with costs. + + Raises: + GraphNodeIndexError: If the given node ``frm`` \ + does not exist in the Graph. + """ + self._validate_index(frm) + return self._adj_list[frm].get_neighbors_with_costs() + + def has_neighbor_nodes(self, frm: int) -> bool: + """Checks if the given node has neighboring nodes. + + Neighboring nodes are nodes that are connected via an edge to this node. + + Args: + frm (int): Node from which the neighboring nodes should be retrieved. + + Returns: + bool: True if the given node has neighboring nodes. + + Raises: + GraphNodeIndexError: If the given node ``frm`` \ + does not exist in the Graph. + """ + return len(self.get_neighbor_nodes(frm)) > 0 + + +class GraphNodeIndexError(Exception): + """Error that occurs when accessing a node that does not exist in the Graph. + + Args: + nodes_count (int): Number of nodes in the Graph. + index (int): Invalid node (represented as integer index in the Graph). + """ + + def __init__(self, nodes_count: int, index: int): + message = f'Graph contains {nodes_count} nodes, cannot access node no. {index}' + super().__init__(message) + + +class AdjListEntryWithCosts(): + """One entry of an adjacency list. + + Describes edges to other nodes and assigns costs to these edges. + + Warning: + This AdjacencyList does *not* check for invalid indexing. + Expect KeyErrors to arise if the caller does not handle indexing correctly. + + Note: + It is guaranteed that an edge from node u to node v cannot exist \ + multiple times with different costs. + """ + + def __init__(self): + self._to_nodes = set() + self._costs = dict() + + ############################### Edges ###################################### + + def set_edge_to(self, to: int, cost: int) -> None: + """Sets an undirected edge with cost to a node. + + Warning: + This may override an existing edge with new costs. + + Args: + to (int): Other node to specify the edge. + cost (int): Cost for the edge + """ + self._to_nodes.add(to) + self._costs[to] = cost # may alter the costs for an existing edge + + def remove_edge_to(self, to: int) -> None: + """Removes an edge to a node. + + Args: + to (int): Other node to specify the edge that should be removed. + """ + self._to_nodes.remove(to) + del self._costs[to] + + ################################# Nodes #################################### + + def get_neighbors(self) -> list[int]: + """Returns all neighboring nodes. + + Returns: + list[int]: All neighboring nodes (from the current node). + """ + return list(self._to_nodes) + + def get_neighbors_with_costs(self) -> list[tuple[int, int]]: + """Returns all neighboring nodes with costs (from the current node). + + Returns: + list[tuple[int, int]]: All neighboring nodes (from the \ + current node) with costs. + """ + return [(to, self._costs[to]) for to in self._to_nodes] diff --git a/python/src/graphs/chimera_graph.py b/python/src/graphs/chimera_graph.py deleted file mode 100644 index 22b22a2..0000000 --- a/python/src/graphs/chimera_graph.py +++ /dev/null @@ -1,107 +0,0 @@ -from src.graphs.undirected_graphs import (UndirectedGraphAdjList, - UndirectedGraphAdjMatrix) - -# Chimera graph Graph gird structure (not needed right now) -# 4 -# x x x x ——4 -# 5 x x x x ——5 -# 0 1 2 3 x x x x ——6 -# 6 x x x x ——7 -# | | | | -# 7 0 1 2 3 -# - - -class ChimeraGraphLayout(UndirectedGraphAdjList): - """ - A Chimera graph representation (right now with fixed shore_size of 4 - and a single unit cell TODO). - """ - - def __init__(self): - shore_size = 4 # TODO: init layout of ChimeraGraph dynamically - vertices_count = shore_size * 2 - super().__init__(vertices_count) - - # Define layout of Chimera graphs - for i in range(0, 4): # TODO: use shore_size here - for j in range(4, 8): - self._set_edge(i, j) - - def get_neighbor_nodes(self, from_node): - return super()._get_neighbor_nodes(from_node) - - def exists_edge(self, frm, to): - return to in super()._get_neighbor_nodes(frm) - - -class GraphEmbedding(UndirectedGraphAdjList): - """ - A Graph Embedding - """ - - def __init__(self, nodes_count): - self._chain_last = 0 - super().__init__(nodes_count) - - def get_neighbor_nodes(self, from_node): - return super()._get_neighbor_nodes(from_node) - - def embed_edge(self, frm, to, chain=0): - # Chain=0 means no chain, just a "normal" edge - super()._set_edge(frm, to, cost=chain) - - def get_nodes_in_same_chain(self, node): - chain = self._get_node_chain(node) - if chain == 0: - return node - return self._get_chain_nodes(chain) - - def _get_node_chain(self, node): - edges = super()._get_edges_from_node(node) - if not edges: - return 0 - else: - return edges[0][1] - - def _get_chain_nodes(self, chain): - if chain == 0: - return [] - - nodes = super()._get_nodes() - return [node for node in nodes - if self._get_node_chain(node) == chain] - - def remove_edge(self, frm, to): - super()._remove_edge(frm, to) - - def delete_all_edges_from_node(self, frm): - super()._delete_all_edges_from_node(frm) - - def add_chain(self, node1, node2): - self._chain_last += 1 - self.embed_edge(node1, node2, chain=self._chain_last) - return self._chain_last - - def add_node(self): - super()._add_node() - - def get_embedded_nodes(self): - nodes = super()._get_nodes() - # Filter for nodes that have an edge - nodes = [node for node in nodes if self._adj_list[node].get()] - return nodes - - def get_free_nodes(self): - nodes = super()._get_nodes() - # Filter for nodes that don't have an edge - nodes = [node for node in nodes if not self._has_node_edges(node)] - return nodes - - def get_embedded_edges(self): - return super()._get_edges() - - def get_embedding(self): - nodes = self.get_embedded_nodes() - edges = self.get_embedded_edges() - return nodes, edges diff --git a/python/src/graphs/undirected_graphs.py b/python/src/graphs/undirected_graphs.py deleted file mode 100644 index 8d24b82..0000000 --- a/python/src/graphs/undirected_graphs.py +++ /dev/null @@ -1,132 +0,0 @@ -class UndirectedGraphAdjMatrix: - """ - An undirected Graph representation using an adjacency MATRIX with costs. - The number of graph vertices is fixed after initialization. - - - `-1` in the adjacency matrix means: no edge - - `0` in the adjacency matrix means: edge with cost 0 (default for cost) - """ - - def __init__(self, vertices_count): - self.vertices_count = vertices_count - self._adj_matrix = [[-1]*vertices_count for x in range(vertices_count)] - - def _set_edge(self, frm, to, cost=0): - self._adj_matrix[frm][to] = cost - # set vice-versa to preserve symmetric matrix (undirected graph) - self._adj_matrix[to][frm] = cost - - def _get_edge_cost(self, frm, to): - return self._adj_matrix[frm][to] - - def _get_edges(self): - edges = [] - for i in range(self.vertices_count): - for j in range(self.vertices_count): - if (self._adj_matrix[i][j] != -1): - edges.append((i, j, self._adj_matrix[i][j])) - return edges - - def _get_adj_matrix(self): - return self._adj_matrix - - -class UndirectedGraphAdjList: - """ - An undirected Graph representation using an adjacency LIST without costs. - The number of graph vertices is fixed after initialization. - - This class may be primarily used for O(1) search for whether there is - an edge from vertex u to vertex v. - """ - - def __init__(self, nodes_count): - self.nodes_count = nodes_count - self._adj_list = dict() - for i in range(nodes_count): - self._adj_list[i] = AdjListEntryWithCosts() - - def _set_edge(self, frm, to, cost=0): - try: - self._adj_list[frm].add(to, cost) - # set vice-versa to preserve symmetric matrix (undirected graph) - self._adj_list[to].add(frm, cost) - except: - raise IndexError( - f'Graph only contains {self.nodes_count} vertices') - - def _remove_edge(self, frm, to): - self._adj_list[frm].remove(to) - self._adj_list[to].remove(frm) - - def _delete_all_edges_from_node(self, frm): - tos = self._adj_list[frm].get_to_nodes() - if not tos: - return - - # Delete all outgoing edges - self._adj_list[frm] = AdjListEntryWithCosts() - - # Delete specific incoming edges - for to in tos: - self._adj_list[to].remove(frm) - - def _get_edges_from_node(self, from_node): - try: - return self._adj_list[from_node].get() - except: - raise IndexError( - f'Graph only contains {self.nodes_count} vertices') - - def _get_neighbor_nodes(self, from_node): - neighbors = self._get_edges_from_node(from_node) - # We only need the neighbor nodes, no costs - neighbors = [neighbor[0] for neighbor in neighbors] - return neighbors - - def _has_node_edges(self, node): - return len(self._adj_list[node].get()) > 0 - - def _get_nodes(self): - return self._adj_list.keys() - - def _add_node(self): - self.nodes_count += 1 - self._adj_list[self.nodes_count-1] = AdjListEntryWithCosts() - - def _get_edges(self): - edges = set() - for frm in self._adj_list.keys(): - for (to, cost) in self._adj_list[frm].get(): - # frm, to = to, frm - # would be fatal here inside the loop (!) - if frm < to: - edges.add((frm, to, cost)) - else: - edges.add((to, frm, cost)) - return edges - - -class AdjListEntryWithCosts(): - """ - One entry of an adjacency list. Allows for costs. Makes sure that an edge - from node u to node v cannot exist multiple times with different costs. - """ - - def __init__(self): - self.to_nodes = set() - self.costs = dict() - - def add(self, to, cost): - self.to_nodes.add(to) - self.costs[to] = cost # may alter the costs for an existing edge - - def remove(self, to): - self.to_nodes.remove(to) - del self.costs[to] - - def get_to_nodes(self): - return self.to_nodes - - def get(self): - return [(to, self.costs[to]) for to in self.to_nodes] diff --git a/python/src/solver/embedding_solver.py b/python/src/solver/embedding_solver.py index cdeb4c8..0dfc999 100644 --- a/python/src/solver/embedding_solver.py +++ b/python/src/solver/embedding_solver.py @@ -1,7 +1,9 @@ import random from src.embedding.embedding import Embedding -from src.graphs.undirected_graphs import UndirectedGraphAdjList +from src.graph.undirected_graph import UndirectedGraphAdjList +from src.util.stack import Stack +from src.util.util import get_first_from_set class EmbeddingSolver(): @@ -33,8 +35,111 @@ def init_basic_path(self) -> None: self.embedding.try_to_add_missing_edges() + def init_bfs(self): + """Traverses through H and inits graph H usugin breadth first search on H.""" + # Mark all vertices as not visited + visited = [False] * self.H.nodes_count + + queue = [] + + # Mark source node as visited + h = 0 # start with node 0 in graph H + queue.append(h) + visited[h] = True + + while queue: + # Dequeue node & get neighbors + h = queue.pop(0) + neighbors_h = self.H.get_neighbor_nodes(h) + # Filter out already visited nodes in H + neighbors_h = [h for h in neighbors_h + if not visited[h]] + + # Embed edges to all neighbors + if h == 0: + g = 0 # start with node 0 for embedding in graph G + else: + gs = self.embedding.get_mapping_H_to_G_node(h) + g = get_first_from_set(gs) + + free_neighbors_g = self.embedding.get_free_neighbors(g) + if len(free_neighbors_g) < len(neighbors_h): + raise RuntimeError( + 'Not enough free neighbors to embed node of H in G (breadth first search)') + + for neighbor_h in neighbors_h: + neighbor_h_on_g = self.embedding.get_mapping_H_to_G_node( + neighbor_h) + # Neighbor already embedded embedded? + if neighbor_h_on_g: + # Try to add edge + if self.embedding.exists_edge(g, neighbor_h_on_g): + self.embedding.embed_edge_with_mapping( + h, g, neighbor_h, neighbor_h_on_g) + else: + # do nothing (this edge is added later using chains) + pass + else: + # Choose random free neighbor + to_g = random.choice(free_neighbors_g) + free_neighbors_g.remove(to_g) + + # Embed + self.embedding.embed_edge_with_mapping( + h, g, neighbor_h, to_g) + print(f'Embedded edge: {g}---{to_g}') + + # Prepare queue to continue with adjacent nodes + queue.append(neighbor_h) + visited[h] = True + + self.embedding.try_to_add_missing_edges() + + def init_dfs(self): + """Inits G using depth first search.""" + visited = [False] * self.H.nodes_count + recursion_stack = Stack() + self.dfs(0, visited, recursion_stack) # start with node 0 + self.embedding.try_to_add_missing_edges() + + def dfs(self, to_h, visited, recursion_stack: Stack): + """Depth first search recurion""" + # Update status (visited array & recursion stack) + from_h = recursion_stack.peek() # peek first + recursion_stack.push(to_h) # then push + visited[to_h] = True + + if from_h != None: # from_h is None at the initial call of dfs() + # Get from_g + if from_h == 0: + from_g = 0 + else: + from_g = self.embedding.get_mapping_H_to_G_node(from_h) + from_g = get_first_from_set(from_g) # no chains yet + + # Get to_g + # to_gs = self.embedding.get_mapping_H_to_G_node(to_h) + # to_g = get_first_from_set(to_gs) # no chains yet + # if not to_g: # this is often the case + # free_neighbors_g = self.embedding.get_free_neighbors(from_g) + # to_g = random.choice(free_neighbors_g) + free_neighbors_g = self.embedding.get_free_neighbors(from_g) + to_g = random.choice(free_neighbors_g) + + # Embed + self.embedding.embed_edge_with_mapping( + from_h, from_g, to_h, to_g) + + # DFS recursion + neighbors_h = self.H.get_neighbor_nodes(to_h) + for neighbor_h in neighbors_h: + if not visited[neighbor_h]: + self.dfs(neighbor_h, visited, recursion_stack) + + recursion_stack.pop() + def get_embedding(self): - return self.embedding.get_embedding() + return self.embedding.get_embedding(G_to_H_mapping=True) def _add_random_chain(self): # --- Randomly collapse two nodes to one @@ -66,8 +171,11 @@ def _add_random_chain(self): if all(can_reach): # Try out on playground playground = self.embedding.get_playground() - playground.add_chain_to_used_nodes( - from_node, to_node, to_node_new) + try: + playground.add_chain_to_used_nodes( + from_node, to_node, to_node_new) + except: + continue playground.try_to_add_missing_edges() return playground @@ -94,8 +202,11 @@ def _add_random_chain(self): # edge to_node---to_node_new # will be removed when adding this chain: - playground.add_chain_to_used_nodes( - from_node, to_node, to_node_new) + try: + playground.add_chain_to_used_nodes( + from_node, to_node, to_node_new) + except: + return None print( f'to_node_new to chain partner: {to_node_new}---{to_node_new_chain_partner}') diff --git a/python/src/solver/evolution.py b/python/src/solver/evolution.py index fbc9506..4fc234d 100644 --- a/python/src/solver/evolution.py +++ b/python/src/solver/evolution.py @@ -1,17 +1,67 @@ from src.drawing.draw import Draw -from src.graphs.undirected_graphs import UndirectedGraphAdjList +from src.graph.undirected_graph import UndirectedGraphAdjList from src.solver.embedding_solver import EmbeddingSolver def init_H(): + # House graph + # H = UndirectedGraphAdjList(5) + # H._set_edge(0, 1) + # H._set_edge(0, 4) + # H._set_edge(1, 2) + # H._set_edge(1, 3) + # H._set_edge(2, 3) + # H._set_edge(3, 4) + + # I letter graph + # H = UndirectedGraphAdjList(6) + # H._set_edge(0, 3) + # H._set_edge(3, 2) + # H._set_edge(3, 5) + # H._set_edge(1, 2) + # H._set_edge(2, 4) + # K4 graph H = UndirectedGraphAdjList(4) - H._set_edge(0, 1) - H._set_edge(0, 2) - H._set_edge(0, 3) - H._set_edge(1, 2) - H._set_edge(1, 3) - H._set_edge(2, 3) + H.set_edge(0, 1) + H.set_edge(0, 2) + H.set_edge(0, 3) + H.set_edge(1, 2) + H.set_edge(1, 3) + H.set_edge(2, 3) + + # Pyramid graph + # H = UndirectedGraphAdjList(5) + # H._set_edge(0, 1) + # H._set_edge(0, 2) + # H._set_edge(0, 3) + # H._set_edge(0, 4) + # H._set_edge(1, 2) + # H._set_edge(2, 3) + # H._set_edge(3, 4) + + # Tree-like graph + # H = UndirectedGraphAdjList(6) + # H._set_edge(0, 1) + # H._set_edge(0, 2) + # H._set_edge(0, 3) + # H._set_edge(1, 4) + # H._set_edge(1, 5) + # H._set_edge(2, 5) # comment this line out to get a tree + + # K5 graph (for later use with multiple chimera cells) + # H = UndirectedGraphAdjList(5) + # H._set_edge(0, 1) + # H._set_edge(0, 2) + # H._set_edge(0, 3) + # H._set_edge(0, 4) + # H._set_edge(1, 2) + # H._set_edge(1, 3) + # H._set_edge(1, 4) + # H._set_edge(2, 3) + # H._set_edge(2, 4) + # H._set_edge(3, 4) + return H @@ -21,36 +71,43 @@ def main(): # --- Setup d = Draw() H = init_H() - d.draw_chimera_graph(1, 1, 4) # one unit cell of Chimera graph + # d.draw_chimera_graph(1, 1, 4) # one unit cell of Chimera graph # --- Start solving - solver = EmbeddingSolver(H) - solver.init_basic_path() - found_embedding = solver.found_embedding() - if found_embedding: - print('✨🎉 Found embedding') - return - - # --- Mutation - playground = solver.mutate() - if not playground: - print('Not a viable mutation') - return - - # --- Output + while True: + solver = EmbeddingSolver(H) + solver.init_dfs() + + found_embedding = solver.found_embedding() + if found_embedding: + print('🎉 Directly found embedding after initialization') + output_embedding(*solver.get_embedding(), d) + return + # after_init_embedding = solver.get_embedding() + # output_embedding(*after_init_embedding, d) + + # --- Mutation + playground = solver.mutate() + if not playground: + print('Not a viable mutation') + return + + if playground.is_valid_embedding(): + output_embedding(*playground.get_embedding(), d) + return + + +def output_embedding(nodes, edges, mapping_G_to_H, d: Draw): print() print('--- Output ---') - nodes, edges = playground.get_embedding() - mapping = playground.get_mapping_H_to_G() - + d.draw_chimera_graph(1, 1, 4) print('*** Final mapping ***') - print(mapping) + print(mapping_G_to_H) print('*** Final embedding ***') print(nodes) print(edges) - print(f'Is correct: {playground.is_valid_embedding()}') + print(mapping_G_to_H) - mapping_G_to_H = playground.get_mapping_G_to_H() d.draw_embedding(nodes, edges, mapping_G_to_H) diff --git a/python/src/solver/k4_results.py b/python/src/solver/k4_results.py index 4772ee5..b9153c5 100644 --- a/python/src/solver/k4_results.py +++ b/python/src/solver/k4_results.py @@ -1,17 +1,17 @@ from src.drawing.draw import Draw -from src.graphs.undirected_graphs import UndirectedGraphAdjList +from src.graph.undirected_graph import UndirectedGraphAdjList from src.solver.embedding_solver import EmbeddingSolver def init_H(): # K4 graph H = UndirectedGraphAdjList(4) - H._set_edge(0, 1) - H._set_edge(0, 2) - H._set_edge(0, 3) - H._set_edge(1, 2) - H._set_edge(1, 3) - H._set_edge(2, 3) + H.set_edge(0, 1) + H.set_edge(0, 2) + H.set_edge(0, 3) + H.set_edge(1, 2) + H.set_edge(1, 3) + H.set_edge(2, 3) return H @@ -47,7 +47,7 @@ def main(): return # --- Output - nodes, edges = playground.get_embedding() + nodes, edges, mapping_G_to_H = playground.get_embedding() length1 = len(found_embeddings) found_embeddings.add(frozenset(edges)) @@ -58,7 +58,6 @@ def main(): continue print(f'{i}: Is correct: {playground.is_valid_embedding()}') - mapping_G_to_H = playground.get_mapping_G_to_H() d.draw_to_big_plot(nodes, edges, mapping_G_to_H) i += 1 diff --git a/python/src/util/stack.py b/python/src/util/stack.py new file mode 100644 index 0000000..2e8cbd1 --- /dev/null +++ b/python/src/util/stack.py @@ -0,0 +1,16 @@ +class Stack: + def __init__(self): + self.stack = [] + + def push(self, data): + self.stack.append(data) + + def peek(self): + if self.stack: + return self.stack[-1] + return None + + def pop(self): + if self.stack: + return self.stack.pop() + return None diff --git a/python/src/util/util.py b/python/src/util/util.py new file mode 100644 index 0000000..a3fac89 --- /dev/null +++ b/python/src/util/util.py @@ -0,0 +1,4 @@ +def get_first_from_set(s: set): + # https://stackoverflow.com/a/48874729/9655481 + for e in s: + return e diff --git a/python/tests/test_embedding_solver.py b/python/tests/test_embedding_solver.py index e44edbd..f6ed8e8 100644 --- a/python/tests/test_embedding_solver.py +++ b/python/tests/test_embedding_solver.py @@ -1,45 +1,45 @@ -import unittest -from unittest.case import TestCase - -from src.embedding_solver import EmbeddingSolver -from src.graphs.undirected_graphs import UndirectedGraphAdjList - - -class Test_EmbeddingSolver(TestCase): - - def test_init_basic_path(self): - for i in range(0, 8): - for j in range(10): - H = UndirectedGraphAdjList(i) # init minor - if i < 2: - self.assertRaises(NameError, EmbeddingSolver, H) - continue - solver = EmbeddingSolver(H) - solver.init_basic_path() - nodes, edges = solver.get_embedding() - self.assertEqual(len(nodes), i) - - def test_cost_stay_the_same_for_same_inits(self): - cost_fixed = -1 - - for i in range(20): - H = UndirectedGraphAdjList(5) - H._set_edge(0, 1) - H._set_edge(1, 2) - H._set_edge(1, 3) - H._set_edge(2, 3) - H._set_edge(3, 4) - H._set_edge(4, 0) - - solver = EmbeddingSolver(H) - solver.init_basic_path() - cost = solver.calculate_cost() - - if i == 0: - cost_fixed = cost - else: - self.assertEqual(cost, cost_fixed) - - -if __name__ == '__main__': - unittest.main() +# import unittest +# from unittest.case import TestCase + +# from src.graphs.undirected_graph import UndirectedGraphAdjList +# from src.solver.embedding_solver import EmbeddingSolver + + +# class Test_EmbeddingSolver(TestCase): + +# def test_init_basic_path(self): +# for i in range(0, 8): +# for j in range(10): +# H = UndirectedGraphAdjList(i) # init minor +# if i < 2: +# self.assertRaises(NameError, EmbeddingSolver, H) +# continue +# solver = EmbeddingSolver(H) +# solver.init_basic_path() +# nodes, edges = solver.get_embedding() +# self.assertEqual(len(nodes), i) + +# def test_cost_stay_the_same_for_same_inits(self): +# cost_fixed = -1 + +# for i in range(20): +# H = UndirectedGraphAdjList(5) +# H.set_edge(0, 1) +# H.set_edge(1, 2) +# H.set_edge(1, 3) +# H.set_edge(2, 3) +# H.set_edge(3, 4) +# H.set_edge(4, 0) + +# solver = EmbeddingSolver(H) +# solver.init_basic_path() +# cost = solver.calculate_cost() + +# if i == 0: +# cost_fixed = cost +# else: +# self.assertEqual(cost, cost_fixed) + + +# if __name__ == '__main__': +# unittest.main() From f19f1344ca765ccbfbece4af6fa6dd0a92f4eff4 Mon Sep 17 00:00:00 2001 From: Splines <37160523+Splines@users.noreply.github.com> Date: Wed, 16 Feb 2022 17:35:35 +0100 Subject: [PATCH 03/15] [Py] Chimera lattice (#10) * Extend from Chimera cell to whole Chimera lattice - Also outsource test graphs - Do evolution with multiple mutation steps * Simplify connected test graph generation * Try to embed endlessly until embedding found Also save intermediate results as SVG * Add more chain colors and SVG export option * Init loggin instead of prints * Save intermediate SVG graphs * Do not return multiple chains (instead use set) * Add typing to util function * Only use from_nodes which are not in a chain * Tighten error handling * Allow mutation for to_nodes that are in a chain * Include max_total as bound for main_loop passes * Export step-by-step SVG For this, we outsourced the local maximum technique to not be included inside a mutation. It now has to be called from outside (evolution.py). * Change draw direction to horizontal --- python/src/drawing/draw.py | 140 +++++++++------- python/src/embedding/embedding.py | 79 +++++++--- python/src/graph/chimera_graph.py | 113 ++++++++++--- python/src/graph/embedding_graph.py | 22 ++- python/src/graph/test_graph.py | 57 +++++++ python/src/solver/embedding_solver.py | 72 +++++---- python/src/solver/evolution.py | 219 ++++++++++++++------------ python/src/util/logging.py | 31 ++++ python/src/util/util.py | 6 +- 9 files changed, 507 insertions(+), 232 deletions(-) create mode 100644 python/src/graph/test_graph.py create mode 100644 python/src/util/logging.py diff --git a/python/src/drawing/draw.py b/python/src/drawing/draw.py index b46231a..913e962 100644 --- a/python/src/drawing/draw.py +++ b/python/src/drawing/draw.py @@ -1,40 +1,45 @@ import dwave_networkx as dnx import matplotlib.pyplot as plt import networkx as nx +from matplotlib import gridspec +from matplotlib.axes import Axes -class Draw(): +class DrawEmbedding(): def __init__(self): - self.pos = { - 0: (0., -0.5), - 1: (0.25, -0.5), - 2: (0.75, -0.5), - 3: (1, -0.5), - 4: (0.5, 0.), - 5: (0.5, -0.25), - 6: (0.5, -0.75), - 7: (0.5, -1.) - } + self.total_steps = 0 + self.chain_colors = ['#55C1D9', '#F29E38', - '#F23827', '#D748F5', '#39DBC8'] + '#F23827', '#D748F5', '#39DBC8', '#F5428A', + '#3CDE73', '#11F0EB', '#E9B952', '#7D2EFF', + '#DBDE5D', '#3A2CE0', '#DE6E31', '#E0165C'] + + # https://matplotlib.org/stable/gallery/subplots_axes_and_figures/figure_size_units.html + self.px = 1/plt.rcParams['figure.dpi'] # pixel in inches + plt.rcParams.update({'axes.titlesize': 24}) + + # Init figure + self.fig = plt.figure() + plt.subplots_adjust(left=0.0, right=1.0, + bottom=0.0, top=1.0, + wspace=0.1, hspace=0.1) + + self.col = 0 def draw_chimera_graph(self, m, n, t): """Draws a Chimera graph.""" G = dnx.chimera_graph(m, n, t) - pos_chimera = dnx.chimera_layout(G) + self.pos_chimera = dnx.chimera_layout(G) + nx.draw_networkx(G, - pos=pos_chimera, + pos=self.pos_chimera, width=2, - with_labels=False, + with_labels=True, node_color='#858585', edge_color='#BABABA') - # dnx.draw_chimera(G, - # width=2, - # node_color='#858585', - # edge_color='#BABABA') - def _draw(self, nodes, edges, mapping_G_to_H): + def draw_embedding(self, nodes, edges, mapping_G_to_H): """Draws the embedding onto the Chimera graph. Arguments @@ -46,50 +51,71 @@ def _draw(self, nodes, edges, mapping_G_to_H): for node in nodes: labels[node] = mapping_G_to_H[node] + G = nx.Graph() + G.add_nodes_from(nodes) + + # Nodes + nx.draw_networkx_nodes(G, + pos=self.pos_chimera, + node_color='#00000066', + linewidths='2') + + # Labels + nx.draw_networkx_labels(G, + pos=self.pos_chimera, + labels=labels, + font_size=15, + font_color='whitesmoke', + font_family='serif') + + # Edges chains = [edge[2] for edge in edges] for chain in range(max(chains)+1): chain_edges = [(edge[0], edge[1]) for edge in edges if edge[2] == chain] - - graph = nx.Graph() - graph.add_nodes_from(nodes) - graph.add_edges_from(chain_edges) + G.add_edges_from(chain_edges) chain_color = self.chain_colors[chain % len(self.chain_colors)] - nx.draw_networkx(graph, - labels=labels, - pos=self.pos, - width=3, - style='solid', - node_color='#363636', - edge_color=chain_color, - font_color='whitesmoke', - font_size=15, - font_family='serif') + nx.draw_networkx_edges(G, + pos=self.pos_chimera, + width=3, + style='solid', + edge_color=chain_color) - def draw_embedding(self, nodes, edges, mapping_G_to_H): - self._draw(nodes, edges, mapping_G_to_H) + G.remove_edges_from(chain_edges) + + def draw_chimera_and_embedding(self, nodes, edges, mapping_G_to_H): + self.draw_chimera_graph(3, 3, 4) + self.draw_embedding(nodes, edges, mapping_G_to_H) + + def show_embedding(self): plt.show() - ############################ Big Plot ###################################### + ############################ Embedding step ################################ - def init_big_plot(self, row_count): - self.big_plot_row_count = row_count - # https://matplotlib.org/stable/gallery/subplots_axes_and_figures/figure_size_units.html - px = 1/plt.rcParams['figure.dpi'] # pixel in inches - fig = plt.figure(figsize=(row_count*200*px*3, row_count*200*px*3)) - plt.axis('off') - plt.subplots_adjust(left=0.0, right=1.0, bottom=0.0, top=1.0, - wspace=0.0, hspace=0.0) - self.big_plot_index = 1 # to start with (gets incremented later) - - def draw_to_big_plot(self, nodes, edges, mapping_G_to_H): - plt.subplot(self.big_plot_row_count, - self.big_plot_row_count, self.big_plot_index) - self.draw_chimera_graph(1, 1, 4) - self._draw(nodes, edges, mapping_G_to_H) - plt.draw() - self.big_plot_index += 1 - - def save_big_plot(self, filename): - plt.savefig(f'./{filename}.svg') + def draw_whole_embedding_step(self, nodes, edges, mapping_G_to_H, title=''): + ax = self.construct_subplot_to_the_right() + ax.set_title(title) + self.draw_chimera_and_embedding(nodes, edges, mapping_G_to_H) + self.total_steps += 1 + + def construct_subplot_to_the_right(self) -> Axes: + """Constructs a new subplot to the right.""" + self.col += 1 + gs = gridspec.GridSpec(1, self.col) + + # Reposition subplots + for i, ax in enumerate(self.fig.axes): + # ax.set_position(gs[i, 0].get_position(self.fig)) + ax.set_subplotspec(gs[0, i]) + + # Add new subplot + ax = self.fig.add_subplot(gs[0, self.col-1]) + ax.set_position(gs[0, self.col-1].get_position(self.fig)) + + return ax + + def save_and_clear(self, path): + self.fig.set_size_inches(self.total_steps*1000*self.px, 800*self.px) + self.fig.savefig(path, bbox_inches='tight') + plt.clf() diff --git a/python/src/embedding/embedding.py b/python/src/embedding/embedding.py index fafd7ef..cab4a54 100644 --- a/python/src/embedding/embedding.py +++ b/python/src/embedding/embedding.py @@ -1,4 +1,5 @@ import itertools +import logging from copy import deepcopy from src.embedding.graph_mapping import GraphMapping @@ -6,25 +7,26 @@ from src.graph.embedding_graph import EmbeddingGraph from src.graph.undirected_graph import UndirectedGraphAdjList +logger = logging.getLogger('evolution') + class Embedding(): def __init__(self, H: UndirectedGraphAdjList): """Initializes an Embedding. Args: - H (UndirectedGraphAdjList): The minor Graph to embed. + H (UndirectedGraphAdjList): The minor Graph to embed """ # --- Minor H self.H = H # --- Layout Graph - # Graph where H should be embedded to - self.G_layout = ChimeraGraphLayout() + # Graph to embed H onto + self.G_layout = ChimeraGraphLayout(3, 3, 4) # --- Embedding Graph # Full graph - # 8 nodes in one Chimera unit cell - self.G_embedding = EmbeddingGraph(8) + self.G_embedding = EmbeddingGraph(self.G_layout.get_size()) # View graph self.G_embedding_view = EmbeddingGraph(H.nodes_count) @@ -38,6 +40,13 @@ def get_embedded_nodes(self) -> list[int]: """ return self.G_embedding.get_embedded_nodes() + def get_embedded_nodes_not_in_chain(self) -> list[int]: + res = [] + for node in self.G_embedding.get_embedded_nodes(): + if self.G_embedding.get_node_chains(node) == {0}: + res.append(node) + return res + def get_reachable_neighbors(self, from_node): return self.G_layout.get_neighbor_nodes(from_node) @@ -71,7 +80,7 @@ def remove_edge_inconsistently(self, from_node, to_node): def exists_edge(self, frm, to): return self.G_layout.exists_edge(frm, to) - def add_chain_to_used_nodes(self, from_node, to_node, to_node_new=None): + def add_chain_to_used_nodes(self, from_node, to_node, to_node_new, to_node_new_chain_partner=None): """ Adds a new chain. Does NOT check if this chain is even possible in the graph at the moment. TODO: "insource" the check to this class @@ -82,51 +91,76 @@ def add_chain_to_used_nodes(self, from_node, to_node, to_node_new=None): # mapping for to_node is adjusted so that from_node_H maps to from_node AND to_node to_node_H = self.mapping.get_node_H(node_G=to_node) + # TODO: simplify to set_mapping(to_node, from_node_H) # other-way around self.mapping.remove_mapping(to_node_H, to_node) self.mapping.extend_mapping(from_node_H, to_node) self.mapping.extend_mapping(to_node_H, to_node_new) # --- Adjust embedding - # Delete all edges from node_to and add respective edges from node_to_new to_node_connected_neighbors = self.get_connected_neighbors(to_node) + + # Special case: To_Node might have been in chain + to_node_chain = self.G_embedding.get_first_node_chain_other_than_default( + to_node) + to_node_chain_nodes = self.G_embedding.get_chain_nodes( + to_node_chain) if to_node_chain else [] + + # Two chains constructed? + new_nodes = [to_node_new] + if to_node_new_chain_partner: + new_nodes.append(to_node_new_chain_partner) + + # Delete all edges outgoing from node_to self.G_embedding.remove_all_edges_from_node(to_node) + for prev_connected_neighbor in to_node_connected_neighbors: - # Avoid edge from node to itself + # Special previous connected neighbors if prev_connected_neighbor in [from_node, to_node_new]: continue - # to_node_new might be a chain itself - nodes_in_chain = self.G_embedding.get_nodes_in_same_chains( - to_node_new) + # Embed all other pre-existing edges + # To_Node might have been in a chain with the current neighbor + chain = to_node_chain if prev_connected_neighbor in to_node_chain_nodes else 0 embedded = False - for node_in_chain in nodes_in_chain: + for node_in_chain in new_nodes: if self.G_layout.exists_edge(prev_connected_neighbor, node_in_chain): self.G_embedding.embed_edge( - prev_connected_neighbor, node_in_chain - ) + prev_connected_neighbor, node_in_chain, chain=chain) embedded = True break + if not embedded: raise RuntimeError('Error adding a chain to used nodes') # --- Chain self.G_embedding.add_chain(from_node, to_node) - # Add missing edge node_to---node_to_new self.G_embedding.embed_edge(to_node, to_node_new) - - # TODO: adjust embedding for self.G_embedding_small_view (???) + # TODO: adjust embedding for self.G_embedding_view (???) def extend_one_node_to_chain(self, frm, to, extend_G): """Extends one node to a chain. - Note that en edge from replace_G to frm must be viable. TODO: add a check + Note that an edge from extend_G to frm must be viable. TODO: add a check """ extend_H = self.mapping.get_node_H(node_G=extend_G) self.mapping.extend_mapping(extend_H, frm) self.mapping.extend_mapping(extend_H, to) - chain = self.G_embedding.add_chain(frm, to) + + # The to_node might be a chain, so we need to choose the right chain then + extend_G_node_chain = self.G_embedding.get_first_node_chain_other_than_default( + extend_G) + logger.info(f'🎂 Extend_G node chain: {extend_G_node_chain}') + if extend_G_node_chain: + logger.info('👀 (1) Reuse existing chain') + # TODO: What about a node being included in multiple chains temporarily? + # Right now, this is never the case, or is it? + self.G_embedding.embed_edge(frm, to, chain=extend_G_node_chain) + else: + logger.info('👀 (2) Add chain') + self.G_embedding.add_chain(frm, to) # avoid inconsistent state - self.G_embedding.embed_edge(extend_G, frm, chain=chain) + # TODO: right now not really needed as chain gets added later + self.G_embedding.embed_edge(extend_G, frm) def is_valid_embedding(self) -> bool: for frm in self.H.get_nodes(): @@ -178,7 +212,7 @@ def try_to_add_missing_edges(self) -> int: for to in expected_tos: if to not in actual_tos: - # print(f'missing edge from H: {frm}-{to}') + # logger.info(f'missing edge from H: {frm}-{to}') # Can we add this edge with the current embedding? possible_edges = list(itertools.product( self.mapping.get_node_G(node_H=frm), self.mapping.get_node_G(node_H=to))) @@ -187,7 +221,8 @@ def try_to_add_missing_edges(self) -> int: for possible_edge in possible_edges: if self.G_layout.exists_edge(possible_edge[0], possible_edge[1]): self.embed_edge(possible_edge[0], possible_edge[1]) - print(f'added missing edge from H: {frm}-{to}') + logger.info( + f'added missing edge from H: {frm}-{to}') missing_edges_added += 1 break # successfully added missing edge diff --git a/python/src/graph/chimera_graph.py b/python/src/graph/chimera_graph.py index 303a1de..d2c3a8a 100644 --- a/python/src/graph/chimera_graph.py +++ b/python/src/graph/chimera_graph.py @@ -1,29 +1,96 @@ +import dwave_networkx as dnx from src.graph.undirected_graph import UndirectedGraphAdjList class ChimeraGraphLayout(UndirectedGraphAdjList): - """A Chimera Graph representation. - - Note: - As of now, this Graph is limited to one single unit cell with - shore size 4. - """ - - # Nodes of one unit cell of a Chimera Graph: - # 4 - # - # 5 - # 0 1 2 3 - # 6 - # - # 7 - - def __init__(self): - shore_size = 4 # TODO: init layout of ChimeraGraph dynamically - nodes_count = shore_size * 2 + + def __init__(self, m: int, n: int, t=4): + """Creates a Chimera lattice of size (m, n, t). + + Args: + m (int): Number of rows in the Chimera lattice. + n (int, optional, default m): Number of columns in the Chimera lattice. + t (int, optional, default 4): Size of the shore within each Chimera tile. + + Returns: + G : NetworkX Graph + An (m, n, t) Chimera lattice. Nodes are labeled by integers. + + A Chimera lattice is an m-by-n grid of Chimera tiles. Each Chimera + tile is itself a bipartite graph with shores of size t. The + connection in a Chimera lattice can be expressed using a node-indexing + notation (i,j,u,k) for each node. + + * (i,j) indexes the (row, column) of the Chimera tile. i must be + between 0 and m-1, inclusive, and j must be between 0 and + n-1, inclusive. + * u=0 indicates the left-hand nodes in the tile, and u=1 indicates + the right-hand nodes. + * k=0,1,...,t-1 indexes nodes within either the left- or + right-hand shores of a tile. + + In this notation, two nodes (i, j, u, k) and (i', j', u', k') are + neighbors if and only if: + + (i = i' AND j = j' AND u != u') OR + (i = i' +/- 1 AND j = j' AND u = 0 AND u' = 0 AND k = k') OR + (i = i' AND j = j' +/- 1 AND u = 1 AND u' = 1 AND k = k') + + The first of the three terms of the disjunction gives the + bipartite connections within the tile. The second and third terms + give the vertical and horizontal connections between blocks + respectively. + + (Partially copied from the official dwave_networkx documentation.) + """ + + # --- Nodes + nodes_count = m * n * 2 * t + self.nodes_count = nodes_count super().__init__(nodes_count) - # --- Define layout of Chimera graphs (right now: one unit cell) - for i in range(0, 4): # TODO: use shore_size here - for j in range(4, 8): - self.set_edge(i, j) + # --- Edges + G = dnx.chimera_graph(m, n, t) + for e in G.edges: + self.set_edge(e[0], e[1]) + + def get_size(self) -> int: + return self.nodes_count + + # def __init__(self, grid_width=1): + # # --- Nodes + # # One chimera cell has 8 nodes + # nodes_count = 8 * grid_width**2 + # super().__init__(nodes_count) + + # # --- Edges + # # Start from top-left corner to top-right + # # then go bottom + # cell_start_offset = 0 + + # for i in range(grid_width): + # for j in range(grid_width): + + # # --- One Chimera cell + # for chimera_i in range(0, 4): + # for chimera_j in range(4, 8): + # self.set_edge(chimera_i + cell_start_offset, + # chimera_j + cell_start_offset) + + # # --- Edges to other cells + + # # 0,1,2,3 to bottom cell + # # Check that we are not one of most bottom cells + # if i != grid_width - 1: + # for chimera_i in range(0, 4): + # self.set_edge(chimera_i + grid_width, + # chimera_i + grid_width + (grid_width*8)) + + # # 4,5,6,7 to right-hand cell + # # Check that we are not one of most right-hand cells + # if j != grid_width - 1: + # for chimera_j in range(4, 8): + # self.set_edge(chimera_j + cell_start_offset, + # chimera_j + cell_start_offset + 8) + + # cell_start_offset += 8 diff --git a/python/src/graph/embedding_graph.py b/python/src/graph/embedding_graph.py index bb3838e..0433110 100644 --- a/python/src/graph/embedding_graph.py +++ b/python/src/graph/embedding_graph.py @@ -1,4 +1,7 @@ +from typing import Optional + from src.graph.undirected_graph import UndirectedGraphAdjList +from src.util.util import get_first_from_set class EmbeddingGraph(UndirectedGraphAdjList): @@ -40,6 +43,8 @@ def embed_edge(self, frm: int, to: int, chain=0) -> None: GraphNodeIndexError: If the given node ``frm`` or ``to`` \ does not exist in the Graph. """ + if not chain: + chain = 0 super().set_edge(frm, to, cost=chain) def get_embedded_edges(self) -> list[tuple[int, int, int]]: @@ -107,7 +112,7 @@ def get_nodes_in_same_chains(self, node: int) -> list[int]: return nodes - def get_node_chains(self, node: int) -> list[int]: + def get_node_chains(self, node: int, include_default_chain=True) -> set[int]: """Returns all chains in which the current node is contained. A node might be contained in multiple chains. This would be an incorrect @@ -115,15 +120,26 @@ def get_node_chains(self, node: int) -> list[int]: temporarily invalid states which may be beneficial for some algorithms. Args: - node (int): The node for which the chains are to be determined. + node (int): + The node for which the chains are to be determined. + include_default_chain (bool): + Whether to include the default chain (0) in the results or not. + Default to True. Returns: - list[int]: All chains in which `node` is contained. + set[int]: All chains in which `node` is contained. """ edges = super().get_neighbor_nodes_with_costs(node) chains = [edge[1] for edge in edges] + chains = set(chains) + if not include_default_chain: + chains.discard(0) return chains + def get_first_node_chain_other_than_default(self, node: int) -> Optional[int]: + chains = self.get_node_chains(node, include_default_chain=False) + return get_first_from_set(chains) + def get_chain_nodes(self, chain: int) -> list[int]: """Returns all nodes that are contained in a given chain. diff --git a/python/src/graph/test_graph.py b/python/src/graph/test_graph.py new file mode 100644 index 0000000..31f8f15 --- /dev/null +++ b/python/src/graph/test_graph.py @@ -0,0 +1,57 @@ +import networkx as nx +from src.graph.undirected_graph import UndirectedGraphAdjList + + +class TestGraph(): + + @staticmethod + def house() -> UndirectedGraphAdjList: + H = UndirectedGraphAdjList(5) + H.set_edge(0, 1) + H.set_edge(0, 4) + H.set_edge(1, 2) + H.set_edge(1, 3) + H.set_edge(2, 3) + H.set_edge(3, 4) + return H + + @staticmethod + def i_letter() -> UndirectedGraphAdjList: + H = UndirectedGraphAdjList(6) + H.set_edge(0, 3) + H.set_edge(3, 2) + H.set_edge(3, 5) + H.set_edge(1, 2) + H.set_edge(2, 4) + return H + + @staticmethod + def k(n: int) -> UndirectedGraphAdjList: + G = nx.complete_graph(n) + H = UndirectedGraphAdjList(n) + for e in G.edges: + H.set_edge(e[0], e[1]) + return H + + @staticmethod + def pyramid() -> UndirectedGraphAdjList: + H = UndirectedGraphAdjList(5) + H.set_edge(0, 1) + H.set_edge(0, 2) + H.set_edge(0, 3) + H.set_edge(0, 4) + H.set_edge(1, 2) + H.set_edge(2, 3) + H.set_edge(3, 4) + return H + + @staticmethod + def tree_like() -> UndirectedGraphAdjList: + H = UndirectedGraphAdjList(6) + H.set_edge(0, 1) + H.set_edge(0, 2) + H.set_edge(0, 3) + H.set_edge(1, 4) + H.set_edge(1, 5) + H.set_edge(2, 5) # comment this line out to get a tree + return H diff --git a/python/src/solver/embedding_solver.py b/python/src/solver/embedding_solver.py index 0dfc999..884de57 100644 --- a/python/src/solver/embedding_solver.py +++ b/python/src/solver/embedding_solver.py @@ -1,10 +1,13 @@ +import logging import random -from src.embedding.embedding import Embedding +from src.embedding.embedding import Embedding, NoFreeNeighborNodes from src.graph.undirected_graph import UndirectedGraphAdjList from src.util.stack import Stack from src.util.util import get_first_from_set +logger = logging.getLogger('evolution') + class EmbeddingSolver(): @@ -14,6 +17,7 @@ def __init__(self, H: UndirectedGraphAdjList): raise NameError('The minor to embed must have at least two nodes') self.embedding = Embedding(H) + self.non_viable_mutations = [] def init_basic_path(self) -> None: """Inits the graph as path graph starting from vertex 0 in the Chimera graph. @@ -33,8 +37,6 @@ def init_basic_path(self) -> None: node_from = node_to - self.embedding.try_to_add_missing_edges() - def init_bfs(self): """Traverses through H and inits graph H usugin breadth first search on H.""" # Mark all vertices as not visited @@ -87,20 +89,17 @@ def init_bfs(self): # Embed self.embedding.embed_edge_with_mapping( h, g, neighbor_h, to_g) - print(f'Embedded edge: {g}---{to_g}') + logger.info(f'Embedded edge: {g}---{to_g}') # Prepare queue to continue with adjacent nodes queue.append(neighbor_h) visited[h] = True - self.embedding.try_to_add_missing_edges() - def init_dfs(self): """Inits G using depth first search.""" visited = [False] * self.H.nodes_count recursion_stack = Stack() self.dfs(0, visited, recursion_stack) # start with node 0 - self.embedding.try_to_add_missing_edges() def dfs(self, to_h, visited, recursion_stack: Stack): """Depth first search recurion""" @@ -141,42 +140,55 @@ def dfs(self, to_h, visited, recursion_stack: Stack): def get_embedding(self): return self.embedding.get_embedding(G_to_H_mapping=True) + def commit(self, playground: Embedding): + self.embedding = playground + self.reset() + + def reset(self): + self.non_viable_mutations = [] + def _add_random_chain(self): # --- Randomly collapse two nodes to one - nodes_embedded = self.embedding.get_embedded_nodes() - # TODO: make sure we don't use nodes that are already in a chain + nodes_embedded = self.embedding.get_embedded_nodes_not_in_chain() + if not nodes_embedded: + logger.info('🔴 No nodes to embed (all nodes are in a chain)') + return None + from_node = random.choice(nodes_embedded) node_tos = self.embedding.get_connected_neighbors(from_node) to_node = random.choice(node_tos) - print(f'Trying to chain nodes {from_node} and {to_node}') + logger.info(f'Trying to chain nodes {from_node} and {to_node}') + + # Avoid unnecessary calculations + if (from_node, to_node) in self.non_viable_mutations: + return None # --- Adjust so that new chain is viable # find new place for previous node_to in the graph # so that the layout permits the following edges # node_to --- node_to' # node_to' --- all_nodes reachable from node_to - to_node_free_neighbors = self.embedding.get_free_neighbors(to_node) + try: + to_node_free_neighbors = self.embedding.get_free_neighbors(to_node) + except NoFreeNeighborNodes: + return None to_node_connected_neighbors = self.embedding.get_connected_neighbors( to_node) # --- 1) Try out all possible positions for node_to_new for to_node_new in to_node_free_neighbors: - print(f'node_to_new: {to_node_new}') + logger.info(f'node_to_new: {to_node_new}') # from node_to_new: can we reach all nodes previously connected to node_to? node_to_new_reachable_neighbors = self.embedding.get_reachable_neighbors( to_node_new) can_reach = [neighbor in node_to_new_reachable_neighbors for neighbor in to_node_connected_neighbors if neighbor != from_node] - if all(can_reach): + if all(can_reach): # is also true for [] # Try out on playground playground = self.embedding.get_playground() - try: - playground.add_chain_to_used_nodes( - from_node, to_node, to_node_new) - except: - continue - playground.try_to_add_missing_edges() + playground.add_chain_to_used_nodes( + from_node, to_node, to_node_new) return playground # --- 2) If step 1) did not work, try to construct another new chain (-> two chains in total) @@ -184,6 +196,8 @@ def _add_random_chain(self): to_node_new_free_neighbors = self.embedding.get_free_neighbors( to_node_new) to_node_new_chain_partner = to_node_new_free_neighbors[0] + logger.info( + f'Trying to construct another chain: {to_node_new}, {to_node_new_chain_partner}') # from to_node_new AND to_node_new_chain_partner: # Can we now reach all nodes previously connected to node_to @@ -201,26 +215,25 @@ def _add_random_chain(self): to_node_new, to_node_new_chain_partner, extend_G=to_node) # edge to_node---to_node_new - # will be removed when adding this chain: - try: - playground.add_chain_to_used_nodes( - from_node, to_node, to_node_new) - except: - return None + # will be removed and inserted again when adding this chain: + logger.info( + f'Trying to add chain to used nodes: {from_node}, {to_node}, {to_node_new}') + playground.add_chain_to_used_nodes( + from_node, to_node, to_node_new, to_node_new_chain_partner) - print( + logger.info( f'to_node_new to chain partner: {to_node_new}---{to_node_new_chain_partner}') - playground.try_to_add_missing_edges() return playground # 3. If all of that fails, mark the mutation as failed + self.non_viable_mutations.append((from_node, to_node)) return None def mutate(self): """ Mutates the embedding. Supports adding random chains rights now. """ - print('--- MUTATION') + logger.info('--- MUTATION') # --- Delete & Insert edge # Delete an edge between two random nodes that were already embedded. # Insert a new edge between two other random nodes that were already embedded. @@ -235,5 +248,8 @@ def mutate(self): # maybe from this perspective, we can leverage some better mutations # and reduce the costs faster + def local_maximum(self): + self.embedding.try_to_add_missing_edges() + def found_embedding(self) -> bool: return self.embedding.is_valid_embedding() diff --git a/python/src/solver/evolution.py b/python/src/solver/evolution.py index 4fc234d..889febb 100644 --- a/python/src/solver/evolution.py +++ b/python/src/solver/evolution.py @@ -1,115 +1,138 @@ -from src.drawing.draw import Draw -from src.graph.undirected_graph import UndirectedGraphAdjList +import logging +import os +import shutil + +from src.drawing.draw import DrawEmbedding +from src.graph.test_graph import TestGraph from src.solver.embedding_solver import EmbeddingSolver +from src.util.logging import init_logger + +init_logger() +logger = logging.getLogger('evolution') + + +################################# Params ####################################### + +solver_iterations = 15 +mutation_trials = 10 +max_total = 1 + + +############################### Evolution ###################################### +def main_loop(): + i = 0 + while i < max_total: + logger.info('') + logger.info('#############') + logger.info('🎈 NEW MAIN 🎈') + logger.info('#############') + logger.info('') + logger.info(f'Calling main: {i}') -def init_H(): - # House graph - # H = UndirectedGraphAdjList(5) - # H._set_edge(0, 1) - # H._set_edge(0, 4) - # H._set_edge(1, 2) - # H._set_edge(1, 3) - # H._set_edge(2, 3) - # H._set_edge(3, 4) - - # I letter graph - # H = UndirectedGraphAdjList(6) - # H._set_edge(0, 3) - # H._set_edge(3, 2) - # H._set_edge(3, 5) - # H._set_edge(1, 2) - # H._set_edge(2, 4) - - # K4 graph - H = UndirectedGraphAdjList(4) - H.set_edge(0, 1) - H.set_edge(0, 2) - H.set_edge(0, 3) - H.set_edge(1, 2) - H.set_edge(1, 3) - H.set_edge(2, 3) - - # Pyramid graph - # H = UndirectedGraphAdjList(5) - # H._set_edge(0, 1) - # H._set_edge(0, 2) - # H._set_edge(0, 3) - # H._set_edge(0, 4) - # H._set_edge(1, 2) - # H._set_edge(2, 3) - # H._set_edge(3, 4) - - # Tree-like graph - # H = UndirectedGraphAdjList(6) - # H._set_edge(0, 1) - # H._set_edge(0, 2) - # H._set_edge(0, 3) - # H._set_edge(1, 4) - # H._set_edge(1, 5) - # H._set_edge(2, 5) # comment this line out to get a tree - - # K5 graph (for later use with multiple chimera cells) - # H = UndirectedGraphAdjList(5) - # H._set_edge(0, 1) - # H._set_edge(0, 2) - # H._set_edge(0, 3) - # H._set_edge(0, 4) - # H._set_edge(1, 2) - # H._set_edge(1, 3) - # H._set_edge(1, 4) - # H._set_edge(2, 3) - # H._set_edge(2, 4) - # H._set_edge(3, 4) - - return H - - -def main(): - print('--- Main ---') + res = main() + if res: + break + i += 1 + + +def main() -> bool: + # logger.info('--- Main ---') + + # --- Clear + # Clear out directory + try: + shutil.rmtree('./out/') + except FileNotFoundError: + pass + os.mkdir('./out/') # --- Setup - d = Draw() - H = init_H() - # d.draw_chimera_graph(1, 1, 4) # one unit cell of Chimera graph - - # --- Start solving - while True: - solver = EmbeddingSolver(H) - solver.init_dfs() - - found_embedding = solver.found_embedding() - if found_embedding: - print('🎉 Directly found embedding after initialization') - output_embedding(*solver.get_embedding(), d) - return - # after_init_embedding = solver.get_embedding() - # output_embedding(*after_init_embedding, d) + d = DrawEmbedding() + H = TestGraph.k(6) + + solver = EmbeddingSolver(H) + solver.init_dfs() + save_embedding(*solver.get_embedding(), d, -1, + title=f'Initial embedding') + + if solver.found_embedding(): + logger.info('🎉 Directly found embedding after initialization') + output_embedding(*solver.get_embedding(), d) + return False + + # --- Start solver + i = 0 + while i < solver_iterations: + logger.info('') + logger.info(f'🔄 New solver iteration: {i}') + + # output_embedding(*solver.get_embedding(), d) + # save_embedding(*solver.get_embedding(), d, i) # --- Mutation - playground = solver.mutate() + mutation_count = 0 + playground = None + + while mutation_count < mutation_trials: + playground = solver.mutate() + if playground: + break + else: + mutation_count += 1 + if not playground: - print('Not a viable mutation') - return + logger.info( + f'❌ Not a viable mutation even after {mutation_trials} trials (in solver iteration: {i}') + save_final(d) + return False + + solver.commit(playground) + # save_embedding(*solver.get_embedding(), d, i, + # title=f'{i}: Mutation') + + # Local maximum + solver.local_maximum() + save_embedding(*solver.get_embedding(), d, i, + title=f'{i}: Local maximum') if playground.is_valid_embedding(): - output_embedding(*playground.get_embedding(), d) - return + logger.info('🎉🎉🎉🎉🎉🎉 Found embedding') + save_final(d) + return True + else: + logger.info( + '✅ Mutation succeeded, but is not yet a valid embedding') + + i += 1 + + save_final(d) + return False -def output_embedding(nodes, edges, mapping_G_to_H, d: Draw): - print() - print('--- Output ---') - d.draw_chimera_graph(1, 1, 4) - print('*** Final mapping ***') - print(mapping_G_to_H) - print('*** Final embedding ***') - print(nodes) - print(edges) - print(mapping_G_to_H) +################################ Output ######################################## + +def output_embedding(nodes, edges, mapping_G_to_H, d: DrawEmbedding): + logger.info('*** Embedding ***') + logger.info(nodes) + logger.info(edges) + logger.info(mapping_G_to_H) d.draw_embedding(nodes, edges, mapping_G_to_H) + d.show_embedding() + + +def save_embedding(nodes, edges, mapping_G_to_H, d: DrawEmbedding, i: int, title=''): + d.draw_whole_embedding_step(nodes, edges, mapping_G_to_H, title=title) + # d.draw_embedding(nodes, edges, mapping_G_to_H) + # d.save_and_clear(f'./out/{i}.svg') + + +def save_final(d: DrawEmbedding) -> None: + d.save_and_clear(f'./out/steps.svg') + +################################ Main ########################################## if __name__ == "__main__": - main() + main_loop() diff --git a/python/src/util/logging.py b/python/src/util/logging.py new file mode 100644 index 0000000..7ca6fba --- /dev/null +++ b/python/src/util/logging.py @@ -0,0 +1,31 @@ +import logging +import logging.handlers +import os + + +def init_logger(): + logger = logging.getLogger('evolution') + logger.setLevel(logging.DEBUG) + + # File handler + log_filename = './logs/evolution.log' + should_roll_over = os.path.isfile(log_filename) + log_handler = logging.handlers.RotatingFileHandler( + log_filename, mode='w', backupCount=100, encoding='utf-8', delay=True) + if should_roll_over: + log_handler.doRollover() + log_handler.setLevel(logging.DEBUG) + + logger.addHandler(log_handler) + + # write to stderr + console_handler = logging.StreamHandler() + # console.setLevel(logging.WARNING) + logging.getLogger().addHandler(console_handler) + +# logging.basicConfig(filename="evolution.log", +# # filemode='a', +# format='%(asctime)s,%(msecs)d %(name)s %(levelname)s %(message)s', +# datefmt='%H:%M:%S', +# level=logging.DEBUG) +# logger = logging.getLogger('evolution') diff --git a/python/src/util/util.py b/python/src/util/util.py index a3fac89..56216c7 100644 --- a/python/src/util/util.py +++ b/python/src/util/util.py @@ -1,4 +1,8 @@ -def get_first_from_set(s: set): +from typing import Optional + + +def get_first_from_set(s: set[int]) -> Optional[int]: # https://stackoverflow.com/a/48874729/9655481 for e in s: return e + return None From 274c0630eb8cd185be4c0d76b380d1feb0e5371e Mon Sep 17 00:00:00 2001 From: Splines <37160523+Splines@users.noreply.github.com> Date: Thu, 31 Mar 2022 00:49:43 +0200 Subject: [PATCH 04/15] [Py] Improve embeddings (#12) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * ⚠ Overcomplicate logic for random chains We want to allow for more chain scenarios, e.g. add a random chain where both source and target node are in chains themselves. This led to overcomplicated code having to deal with chains that are placed on edges instead of nodes. Thus, this commit is a working example for better chain placement (although not perfect), but definitely needs to be redone in the next commits (e.g. using the already-used mapping from H to G instead of essentially redundant chains on edges). * Rename from_node->source, to_node->target This only affects the embedding and solver module. * Shift from edge to node supernode encoding Beforehand, we encoded supernodes using edge costs, e.g. edge with cost 0 was no chain, an edge with cost 1 indicated that the two nodes mapped to the same node_H, thus they belong to the same supernode. However, this was essentially redundant as we also stored the mapping between input graph H and hardware graph G in the mapping class. We leverage this class now and encode supernodes directly, thus getting rid of edge chains (remnants are still there, will clean up later). It might be worth to keep the term "chain" to indicate supernodes that consist of more than one node. This change makes the embedding itself worse, e.g. K4 does not work anymore. This is since we now also allow to merge random nodes to supernodes where both source and target are in chains. We need to implement the evolutionary strategy where we select the mutation that yields the best result, in our case where the most edges can be embedded (to achieve a "real" local maximum). Also changed: - Changed lists to sets in various places - Adapted drawing class to the new changes (to properly draw supernodes) - Made logging output more precise * Rewrite extend_random_supernode and fix bugs Split the method into multiple pieces for better readability and fixed several bugs that occurred due to wrong order of execution. It is still quirky that we can't embed edges freely since all nodes on that edge must have supernode (in the current implementation). That's why there are some special constructs, e.g. we need to discard nodes from sets to make sure not the change results after having embedded them in supernodes. There is room for improvement here. Fixed a really annoying bug: Sets in Python are returned by reference, so we got weird results since we used discard on them assuming we just altered the local variable. Now we copy the set. Fixed another, potential bug where we accidentally added selfloops to the embedding view graph. Also improved error messages. * Get rid of chain remnants Note that at this point, we still sometimes use the word "chain", however we don't use chains encoded on edges anymore, but now on nodes themselves. TODO: Unify usage of words "chain" and "supernode" throughout the code. * Explicitly use sets instead of lists * Draw supernode colors on nodes (not only on edges) Also slightly shifted labels of Chimera graph for better readability. * Change color brightness instead of transparency * Fix bug not operating on playground embedding * Fix bug forgot removing target from prev supernode * Init basic hill climbing (evolution) After each generation we also try to remove unnecessary edges. * Move supernode connectiveness check to embedding * Remove redundant nodes probabilistically * Implement articulation point algorithm (cut node) This way, we don't remove the wrong nodes in our graph that would disconnect the respective subgraph of supernodes (if removed). See https://www.geeksforgeeks.org/articulation-points-or-cut-vertices-in-a-graph/ and https://youtu.be/jFZsDDB0-vo as examples * Fix removal of redundant nodes Previously, we removed all nodes that were not articulation points for every supernode in one go. However, as we remove, the articulation points might change, so we need to recalculate them every time a node is removed. * Add strategy to extend supernode without shifting We don't shift the target node in this strategy. * Fix articulation point (don't include removed nodes) * Remove redundant nodes as last resort in the end Also switched to 5x5 Chimera grid At this point K6 embedding on a 3x3 cell is working. Tried K12 on a 5x5 Chimera grid, which is not yet yielding good valid embeddings. TODO: Code cleanup, especially the embedding solver that got kind of cluttered. --- python/src/drawing/draw.py | 147 ++++++-- python/src/embedding/articulation_point.py | 66 ++++ python/src/embedding/embedding.py | 397 +++++++++++++-------- python/src/embedding/graph_mapping.py | 50 ++- python/src/graph/embedding_graph.py | 106 +----- python/src/graph/undirected_graph.py | 66 ++-- python/src/solver/embedding_solver.py | 317 +++++++++++----- python/src/solver/evolution.py | 143 +++++--- python/src/util/logging.py | 4 +- python/src/util/util.py | 10 +- 10 files changed, 824 insertions(+), 482 deletions(-) create mode 100644 python/src/embedding/articulation_point.py diff --git a/python/src/drawing/draw.py b/python/src/drawing/draw.py index 913e962..57374d3 100644 --- a/python/src/drawing/draw.py +++ b/python/src/drawing/draw.py @@ -7,13 +7,16 @@ class DrawEmbedding(): - def __init__(self): + def __init__(self, m, n, t): self.total_steps = 0 - self.chain_colors = ['#55C1D9', '#F29E38', - '#F23827', '#D748F5', '#39DBC8', '#F5428A', - '#3CDE73', '#11F0EB', '#E9B952', '#7D2EFF', - '#DBDE5D', '#3A2CE0', '#DE6E31', '#E0165C'] + self.supernode_default_color = '#55C1D9' + self.supernode_colors = ['#F29E38', '#F23827', '#D748F5', '#39DBC8', + '#F5428A', '#3CDE73', '#11F0EB', '#E9B952', + '#7D2EFF', '#DBDE5D', '#3A2CE0', '#DE6E31', + '#E0165C'] + + self.remember_colors = dict() # https://matplotlib.org/stable/gallery/subplots_axes_and_figures/figure_size_units.html self.px = 1/plt.rcParams['figure.dpi'] # pixel in inches @@ -27,25 +30,39 @@ def __init__(self): self.col = 0 - def draw_chimera_graph(self, m, n, t): + self.init_chimera_graph(m, n, t) + + def init_chimera_graph(self, m, n, t): + self.chimera_G = dnx.chimera_graph(m, n, t) + self.pos_chimera = dnx.chimera_layout(self.chimera_G) + + def draw_chimera_graph(self): """Draws a Chimera graph.""" - G = dnx.chimera_graph(m, n, t) - self.pos_chimera = dnx.chimera_layout(G) - nx.draw_networkx(G, + # Nodes & Edges + nx.draw_networkx(self.chimera_G, pos=self.pos_chimera, width=2, - with_labels=True, + with_labels=False, node_color='#858585', edge_color='#BABABA') - def draw_embedding(self, nodes, edges, mapping_G_to_H): + # Labels + # Shift labels + pos_labels = {node: [pos[0] - 0.025, pos[1]] + for (node, pos) in self.pos_chimera.items()} + nx.draw_networkx_labels(self.chimera_G, + pos=pos_labels, + font_size=8, + font_color='#858585') + + def draw_embedding(self, nodes: set[int], edges: set[tuple[int, int, int]], + mapping_G_to_H): """Draws the embedding onto the Chimera graph. - Arguments - --------- - - nodes: nodes list - - edges: tuple (from, to, chain) + Args: + nodes (set[int]): nodes + edges (set[tuple[int, int, int]]): set of tuples (node1, node2, chain) """ labels = {} for node in nodes: @@ -54,38 +71,69 @@ def draw_embedding(self, nodes, edges, mapping_G_to_H): G = nx.Graph() G.add_nodes_from(nodes) - # Nodes - nx.draw_networkx_nodes(G, - pos=self.pos_chimera, - node_color='#00000066', - linewidths='2') - # Labels nx.draw_networkx_labels(G, pos=self.pos_chimera, labels=labels, - font_size=15, + font_size=14, font_color='whitesmoke', font_family='serif') - # Edges - chains = [edge[2] for edge in edges] - for chain in range(max(chains)+1): - chain_edges = [(edge[0], edge[1]) - for edge in edges if edge[2] == chain] - G.add_edges_from(chain_edges) - - chain_color = self.chain_colors[chain % len(self.chain_colors)] + # Nodes & Edges + remember_nodes_in_chain = [] + for i, edge in enumerate(edges): + node1 = edge[0] + node2 = edge[1] + + # Color edges inside a supernode with the same color + # and between supernodes with the first color + node1_H = mapping_G_to_H[node1] + node2_H = mapping_G_to_H[node2] + if node1_H != node2_H: + chain_color = self.supernode_default_color + else: + try: + chain_color = self.remember_colors[node1_H] + except KeyError: + chain_color = self.supernode_colors[i % len(self.supernode_colors)] + self.remember_colors[node1_H] = chain_color + + # Nodes + if node1_H == node2_H: + # Draw over nodes when they are in the same chain + self.draw_node(node1, chain_color) + remember_nodes_in_chain.append(node1) + self.draw_node(node2, chain_color) + remember_nodes_in_chain.append(node2) + else: + # Don't draw over nodes if they are not in the same chain now + # but have been + if not node1 in remember_nodes_in_chain: + self.draw_node(node1, self.supernode_default_color) + if not node2 in remember_nodes_in_chain: + self.draw_node(node2, self.supernode_default_color) + + # Edges + G.add_edge(node1, node2) nx.draw_networkx_edges(G, pos=self.pos_chimera, width=3, style='solid', edge_color=chain_color) + G.remove_edge(node1, node2) - G.remove_edges_from(chain_edges) + def draw_node(self, node: int, color): + G = nx.Graph() + G.add_node(node) + nx.draw_networkx_nodes(G, + pos=self.pos_chimera, + node_color=change_brightness(color, amount=0.8), + linewidths='2', + edgecolors=color) - def draw_chimera_and_embedding(self, nodes, edges, mapping_G_to_H): - self.draw_chimera_graph(3, 3, 4) + def draw_chimera_and_embedding(self, nodes: set[int], edges: set[tuple[int, int, int]], + mapping_G_to_H): + self.draw_chimera_graph() self.draw_embedding(nodes, edges, mapping_G_to_H) def show_embedding(self): @@ -93,7 +141,8 @@ def show_embedding(self): ############################ Embedding step ################################ - def draw_whole_embedding_step(self, nodes, edges, mapping_G_to_H, title=''): + def draw_whole_embedding_step(self, nodes: set[int], edges: set[tuple[int, int, int]], + mapping_G_to_H, title=''): ax = self.construct_subplot_to_the_right() ax.set_title(title) self.draw_chimera_and_embedding(nodes, edges, mapping_G_to_H) @@ -119,3 +168,33 @@ def save_and_clear(self, path): self.fig.set_size_inches(self.total_steps*1000*self.px, 800*self.px) self.fig.savefig(path, bbox_inches='tight') plt.clf() + + +def change_brightness(color, amount=1): + """ + Lightens the given color by multiplying luminosity by the given amount. + Input can be matplotlib color string, hex string, or RGB tuple. + + Examples: + >> lighten_color('g', 0.3) + >> lighten_color('#F034A3', 0.6) + >> lighten_color((.3,.55,.1), 0.5) + """ + # adapted from + # https://gist.github.com/ihincks/6a420b599f43fcd7dbd79d56798c4e5a + # https://stackoverflow.com/a/49601444/9655481 + + import colorsys + + import matplotlib.colors as mc + import numpy as np + + try: + c = mc.cnames[color] + except: + c = color + + c = np.array(colorsys.rgb_to_hls(*mc.to_rgb(c))) + hls = (c[0], max(0, min(1, amount * c[1])), c[2]) + rgb = colorsys.hls_to_rgb(*hls) + return mc.to_hex(rgb) diff --git a/python/src/embedding/articulation_point.py b/python/src/embedding/articulation_point.py new file mode 100644 index 0000000..735abeb --- /dev/null +++ b/python/src/embedding/articulation_point.py @@ -0,0 +1,66 @@ + +from src.embedding.embedding import EmbeddingGraph +from src.util.util import get_first_from + + +class ArticulationPointCalculator: + + def __init__(self, G: EmbeddingGraph) -> None: + self.G = G + + def calc_articulation_points(self, nodes: set[int]) -> set[int]: + """Returns the articulation points aka "cut nodes" in the given subgraph""" + self.nodes = nodes + + self.time = 0 + self.discovery_time = {node: -1 for node in nodes} + self.min_level = {node: -1 for node in nodes} + self.articulation_points = set() + + self.visited = {node: False for node in nodes} + self.parent = {node: -1 for node in nodes} + self._dfs_articulation_points(get_first_from(nodes)) + + return self.articulation_points.copy() + + def _dfs_articulation_points(self, node: int) -> None: + self.visited[node] = True + + children_count = 0 + self.discovery_time[node] = self.time + self.time += 1 + self.min_level[node] = self.time + + # DFS recursion + for neighbor in self.G.get_neighbor_nodes(node): + # Only consider nodes in subgraph + if neighbor not in self.nodes: + continue + + if not self.visited[neighbor]: + children_count += 1 + self.parent[neighbor] = node + # Recurse + self._dfs_articulation_points(neighbor) + + # Check if the subtree rooted with neighbor has a connection to + # one of the ancestors of node + self.min_level[node] =\ + min(self.min_level[node], self.min_level[neighbor]) + + # Check if articulation point + # Node is an articulation point in the following cases + if self.parent[node] == -1: + # (1) node is root of DFS tree and has two or more children + if children_count > 1: + self.articulation_points.add(node) + else: + # (2) If node is not root and discovery time of node is less + # or equal than min_level of one of its children + if self.discovery_time[node] <= self.min_level[neighbor]: + self.articulation_points.add(node) + + elif neighbor != self.parent[node]: # only if there is a "back-edge" + # Update min_level of node + self.min_level[node] =\ + min(self.min_level[node], self.discovery_time[neighbor]) diff --git a/python/src/embedding/embedding.py b/python/src/embedding/embedding.py index cab4a54..1dfafee 100644 --- a/python/src/embedding/embedding.py +++ b/python/src/embedding/embedding.py @@ -6,6 +6,7 @@ from src.graph.chimera_graph import ChimeraGraphLayout from src.graph.embedding_graph import EmbeddingGraph from src.graph.undirected_graph import UndirectedGraphAdjList +from src.embedding.articulation_point import ArticulationPointCalculator logger = logging.getLogger('evolution') @@ -22,151 +23,113 @@ def __init__(self, H: UndirectedGraphAdjList): # --- Layout Graph # Graph to embed H onto - self.G_layout = ChimeraGraphLayout(3, 3, 4) + self.G_layout = ChimeraGraphLayout(5, 5, 4) # --- Embedding Graph - # Full graph + # Full graph: nodes are labeled according to G self.G_embedding = EmbeddingGraph(self.G_layout.get_size()) - # View graph + # View graph: nodes are labeled according to H self.G_embedding_view = EmbeddingGraph(H.nodes_count) - self.mapping = GraphMapping() + self.mapping = GraphMapping(H.nodes_count) - def get_embedded_nodes(self) -> list[int]: + def get_embedded_nodes(self) -> set[int]: """Returns all embedded nodes. Returns: - list[int]: The embedded nodes. + set[int]: The embedded nodes. """ return self.G_embedding.get_embedded_nodes() - def get_embedded_nodes_not_in_chain(self) -> list[int]: - res = [] - for node in self.G_embedding.get_embedded_nodes(): - if self.G_embedding.get_node_chains(node) == {0}: - res.append(node) - return res + def get_reachable_neighbors(self, source): + return self.G_layout.get_neighbor_nodes(source) - def get_reachable_neighbors(self, from_node): - return self.G_layout.get_neighbor_nodes(from_node) - - def get_free_neighbors(self, from_node) -> list: - neighbors = self.G_layout.get_neighbor_nodes(from_node) + def get_free_neighbors(self, source) -> set[int]: + neighbors = self.G_layout.get_neighbor_nodes(source) neighbors_used = self.G_embedding.get_embedded_nodes() - neighbors_free = [neighbor for neighbor in neighbors - if neighbor not in neighbors_used] + neighbors_free = {neighbor for neighbor in neighbors + if neighbor not in neighbors_used} if not neighbors_free: - raise NoFreeNeighborNodes(from_node) + raise NoFreeNeighborNodes(source) return neighbors_free - def get_connected_neighbors(self, from_node) -> list: - return self.G_embedding.get_neighbor_nodes(from_node) + def get_embedded_neighbors(self, source) -> set[int]: + return self.G_embedding.get_neighbor_nodes(source) - def embed_edge(self, node_from, node_to) -> None: - self.G_embedding.embed_edge(node_from, node_to) - node_from_H = self.mapping.add_mapping_new_node_H(node_from) - node_to_H = self.mapping.add_mapping_new_node_H(node_to) - self.G_embedding_view.embed_edge(node_from_H, node_to_H) + def embed_edge(self, node1, node2) -> None: + # Embed edge + if not self.G_layout.exists_edge(node1, node2): + raise NoViableEdge(node1, node2) + self.G_embedding.embed_edge(node1, node2) - def embed_edge_with_mapping(self, from_H, from_G, to_H, to_G) -> None: - self.G_embedding.embed_edge(from_G, to_G) - self.mapping.set_mapping(from_H, from_G) - self.mapping.set_mapping(to_H, to_G) - self.G_embedding_view.embed_edge(from_H, to_H) + # Adjust view graph + supernode1 = self.mapping.get_supernode_create_if_not_available(node1) + supernode2 = self.mapping.get_supernode_create_if_not_available(node2) + if supernode1 != supernode2: # avoid unnecessary selfloops + self.G_embedding_view.embed_edge(supernode1, supernode2) - def remove_edge_inconsistently(self, from_node, to_node): - self.G_embedding.remove_edge(from_node, to_node) + # def embed_edge_without_mapping(self, node1, node2) -> None: + # # TODO: add warning on how to use this as this will leave inconsistent states + # # if not called correctly + # if not self.G_layout.exists_edge(node1, node2): + # raise NoViableEdge(node1, node2) + # self.G_embedding.embed_edge(node1, node2) - def exists_edge(self, frm, to): - return self.G_layout.exists_edge(frm, to) + def embed_edge_with_mapping(self, source_H, source_G, target_H, target_G) -> None: + # TODO: add warning that this will overwrite the mapping (!) + # not extend it + self.G_embedding.embed_edge(source_G, target_G) + self.mapping.set_mapping(source_H, source_G) + self.mapping.set_mapping(target_H, target_G) + self.G_embedding_view.embed_edge(source_H, target_H) - def add_chain_to_used_nodes(self, from_node, to_node, to_node_new, to_node_new_chain_partner=None): - """ - Adds a new chain. Does NOT check if this chain is even possible in the - graph at the moment. TODO: "insource" the check to this class + def remove_edge_inconsistently(self, source, target): + self.G_embedding.remove_edge(source, target) + + def exists_edge(self, source, target): + return self.G_layout.exists_edge(source, target) + + def get_supernode(self, node_G) -> int: + return self.mapping.get_node_H(node_G) + + def get_nodes_in_supernode(self, node_H) -> set[int]: + return self.mapping.get_nodes_G(node_H) + + def get_nodes_in_supernode_of(self, node_G) -> set[int]: + """Returns the nodes in the supernode that ``node_G`` is in. + + Note that ``node_G`` will be included in the resulting set. """ - # --- Adjust mapping - # mapping for from_node stays the same - from_node_H = self.mapping.get_node_H(node_G=from_node) - # mapping for to_node is adjusted so that from_node_H maps to from_node AND to_node - to_node_H = self.mapping.get_node_H(node_G=to_node) - - # TODO: simplify to set_mapping(to_node, from_node_H) # other-way around - self.mapping.remove_mapping(to_node_H, to_node) - self.mapping.extend_mapping(from_node_H, to_node) - self.mapping.extend_mapping(to_node_H, to_node_new) - - # --- Adjust embedding - to_node_connected_neighbors = self.get_connected_neighbors(to_node) - - # Special case: To_Node might have been in chain - to_node_chain = self.G_embedding.get_first_node_chain_other_than_default( - to_node) - to_node_chain_nodes = self.G_embedding.get_chain_nodes( - to_node_chain) if to_node_chain else [] - - # Two chains constructed? - new_nodes = [to_node_new] - if to_node_new_chain_partner: - new_nodes.append(to_node_new_chain_partner) - - # Delete all edges outgoing from node_to - self.G_embedding.remove_all_edges_from_node(to_node) - - for prev_connected_neighbor in to_node_connected_neighbors: - # Special previous connected neighbors - if prev_connected_neighbor in [from_node, to_node_new]: - continue - - # Embed all other pre-existing edges - # To_Node might have been in a chain with the current neighbor - chain = to_node_chain if prev_connected_neighbor in to_node_chain_nodes else 0 - embedded = False - for node_in_chain in new_nodes: - if self.G_layout.exists_edge(prev_connected_neighbor, node_in_chain): - self.G_embedding.embed_edge( - prev_connected_neighbor, node_in_chain, chain=chain) - embedded = True - break - - if not embedded: - raise RuntimeError('Error adding a chain to used nodes') - - # --- Chain - self.G_embedding.add_chain(from_node, to_node) - self.G_embedding.embed_edge(to_node, to_node_new) - # TODO: adjust embedding for self.G_embedding_view (???) - - def extend_one_node_to_chain(self, frm, to, extend_G): - """Extends one node to a chain. - - Note that an edge from extend_G to frm must be viable. TODO: add a check + supernode = self.get_supernode(node_G) + return self.get_nodes_in_supernode(supernode) + + def construct_supernode(self, source: int, target: int) -> None: + # Embed edge + self.G_embedding.embed_edge(source, target) + + # Remove target from previous chain + self.try_remove_from_supernode(target) + + # Add to new chain + source_supernode = self.mapping.get_supernode_create_if_not_available(source) + self.mapping.extend_mapping(source_supernode, target) + + def try_remove_from_supernode(self, node: int): + """Removes node from its supernode, leaving us with an inconsistent state. + + If ``node`` was in no supernode, we silently do nothing. """ - extend_H = self.mapping.get_node_H(node_G=extend_G) - self.mapping.extend_mapping(extend_H, frm) - self.mapping.extend_mapping(extend_H, to) - - # The to_node might be a chain, so we need to choose the right chain then - extend_G_node_chain = self.G_embedding.get_first_node_chain_other_than_default( - extend_G) - logger.info(f'🎂 Extend_G node chain: {extend_G_node_chain}') - if extend_G_node_chain: - logger.info('👀 (1) Reuse existing chain') - # TODO: What about a node being included in multiple chains temporarily? - # Right now, this is never the case, or is it? - self.G_embedding.embed_edge(frm, to, chain=extend_G_node_chain) - else: - logger.info('👀 (2) Add chain') - self.G_embedding.add_chain(frm, to) - # avoid inconsistent state - # TODO: right now not really needed as chain gets added later - self.G_embedding.embed_edge(extend_G, frm) + try: + supernode = self.get_supernode(node) + self.mapping.remove_mapping(supernode, node) + except KeyError: + pass def is_valid_embedding(self) -> bool: - for frm in self.H.get_nodes(): - expected_tos = self.H.get_neighbor_nodes(frm) - actual_tos = self.G_embedding_view.get_neighbor_nodes(frm) - if actual_tos != expected_tos: + for source in self.H.get_nodes(): + expected_targets = self.H.get_neighbor_nodes(source) + actual_targets = self.G_embedding_view.get_neighbor_nodes(source) + if actual_targets != expected_targets: return False return True @@ -187,52 +150,178 @@ def get_mapping_H_to_G(self): def get_mapping_G_to_H(self): return self.mapping.get_mapping_G_to_H() - def get_mapping_H_to_G_node(self, node_H) -> set: - try: - return self.mapping.get_mapping_H_to_G()[node_H] - except KeyError: - return set() + def get_nodes_G(self, node_H: int) -> set[int]: + return self.mapping.get_nodes_G(node_H) - def try_to_add_missing_edges(self) -> int: - """ - Tries to add missing edges if possible. + def try_embed_missing_edges(self) -> int: + """Tries to embed missing edges if possible. - Returns - ------- - How many missing edges were successfully added. + Returns: + int: How many missing edges were successfully added. """ - missing_edges_added = 0 - - for frm in self.H.get_nodes(): - expected_tos = self.H.get_neighbor_nodes(frm) - actual_tos = self.G_embedding_view.get_neighbor_nodes(frm) - # actual_tos = [self.G_embedding_view.get_neighbor_nodes(frm) - # for frm in self.mapping.get_node_G(node_H=frm)] - # actual_tos = list(itertools.chain(*actual_tos)) # flatten - - for to in expected_tos: - if to not in actual_tos: - # logger.info(f'missing edge from H: {frm}-{to}') - # Can we add this edge with the current embedding? - possible_edges = list(itertools.product( - self.mapping.get_node_G(node_H=frm), self.mapping.get_node_G(node_H=to))) - # product since we are dealing with possible chains + missing_edges_added = set() + + for source_H in self.H.get_nodes(): + expected_targets = self.H.get_neighbor_nodes(source_H) + actual_targets = self.G_embedding_view.get_neighbor_nodes(source_H) + for target_H in expected_targets: + if target_H not in actual_targets: + # All possible combination (accounting for supernodes) + source_supernode_nodes = self.get_nodes_in_supernode(source_H) + target_supernode_nodes = self.get_nodes_in_supernode(target_H) + possible_edges = itertools.product( + source_supernode_nodes, target_supernode_nodes) + + # Can we add missing edge with the current embedding? for possible_edge in possible_edges: - if self.G_layout.exists_edge(possible_edge[0], possible_edge[1]): + try: self.embed_edge(possible_edge[0], possible_edge[1]) - logger.info( - f'added missing edge from H: {frm}-{to}') - missing_edges_added += 1 + # logger.info( + # f'➕ Added missing edge in H: {source_H}-{target_H}') + missing_edges_added.add((source_H, target_H)) break # successfully added missing edge + except: + pass # it's ok if we found no possible edge - return missing_edges_added + # Log + logger.info('Try to add missing edges') + for edge in missing_edges_added: + logger.info(f'➕ Added missing edge in H: {edge[0]}-{edge[1]}') + + return len(missing_edges_added) + + def remove_unnecessary_edges_between_supernodes(self) -> None: + """Tries to remove unnecessary edges, e.g. multiple edges between + two supernodes. + """ + # For every supernode (chain) + for supernode in self.H.get_nodes(): + considered_supernodes = [] + + # For every node in supernode (chain) + for node in self.get_nodes_in_supernode(supernode): + + # Go through every edge to a neighbor + # that is in ANOTHER supernode + for neighbor in self.get_embedded_neighbors(node): + neighbor_supernode = self.get_supernode(neighbor) + + # Do not consider edges inside of supernodes + if supernode == neighbor_supernode: + continue + + # Only keep the edge if we didn't have any connection + # to neighbor's supernode yet + if neighbor_supernode not in considered_supernodes: + considered_supernodes.append(neighbor_supernode) + else: + self.G_embedding.remove_edge(node, neighbor) + # No need adjust G_embedding_view as + # this must be preserved by this method + + def remove_redundant_supernode_nodes(self): + for supernode in self.H.get_nodes(): + self.remove_redundant_nodes_in_supernode(supernode) + + def remove_redundant_nodes_in_supernode(self, supernode) -> None: + supernode_nodes = self.get_nodes_in_supernode(supernode) + + if len(supernode_nodes) == 1: + return + + removed_nodes = set() + + while True: + removed_in_this_iteration = False + + # Calculate articulation points + # We need to recalculate them every time a node was removed + # since the articulation points might change in this case + articulation_points = ArticulationPointCalculator(self.G_embedding)\ + .calc_articulation_points(supernode_nodes - removed_nodes) + logger.info(f'supernode {supernode} (nodes: {supernode_nodes}) ' + + f'has articulation points: {articulation_points}') + + # Try to remove ONE node in the supernode + for node_to_remove in supernode_nodes: + if node_to_remove in removed_nodes: + continue + + # Don't remove articulation points (aka "cut nodes") + if node_to_remove in articulation_points: + continue + + # Can we reach all previous neighbors of supernode? + node_to_remove_neighbors = self.get_embedded_neighbors(node_to_remove) + if node_to_remove_neighbors: + rest_nodes_reachable = [self.get_embedded_neighbors(node) + for node in supernode_nodes + if node != node_to_remove] + rest_nodes_reachable = itertools.chain(*rest_nodes_reachable) + + if not all([neighbor in rest_nodes_reachable + for neighbor in node_to_remove_neighbors + # chain connectivity already ensured + if neighbor not in supernode_nodes]): + continue + + # We can now safely remove the node + self.remove_node(node_to_remove) + removed_in_this_iteration = True + removed_nodes.add(node_to_remove) + logger.info(f'✂ Removed node: {node_to_remove}') + + # Leave at least one node left of every supernode + if len(removed_nodes) == (len(supernode_nodes) - 1): + return + + break + + if not removed_in_this_iteration: + return + + def remove_node(self, node: int) -> None: + # Embedding + self.G_embedding.remove_node(node) + + # Mapping + supernode = self.get_supernode(node) + self.mapping.remove_mapping(supernode, node) + + def check_supernode_connectiveness(self, supernode: int) -> bool: + """Checks that no supernodes are split up into multiple groups + by the mutation. All nodes in a supernode must have an edge to at least + one other supernode. + """ + supernode_nodes = self.get_nodes_in_supernode(supernode) + for node in supernode_nodes: + embedded_neighbors = self.get_embedded_neighbors(node) + + reached = False + for neighbor in embedded_neighbors: + neighbor_supernode = self.get_supernode(neighbor) + if neighbor_supernode == supernode: + reached = True + + if not reached: + return False + + return True ############################### Exceptions ##################################### class NoFreeNeighborNodes(Exception): - def __init__(self, from_node): - self.from_node = from_node + def __init__(self, source): + self.source = source + + def __str__(self): + return f'Node {self.source} has no free neighbors' + + +class NoViableEdge(Exception): + def __init__(self, node1, node2): + self.edge = (node1, node2) def __str__(self): - return f'NoFreeNeighborNodes from node: {self.from_node}' + return f'Not a valid edge: {self.edge[0]}-{self.edge[1]}' diff --git a/python/src/embedding/graph_mapping.py b/python/src/embedding/graph_mapping.py index 9ef9b22..1e47597 100644 --- a/python/src/embedding/graph_mapping.py +++ b/python/src/embedding/graph_mapping.py @@ -1,19 +1,24 @@ +from typing import Optional + + class GraphMapping(): """ Invertable unique dict using sets as values to encode the mapping between - the small view of a graph and the big view. + nodes in the input graph H to embed into the hardware graph G. """ - def __init__(self): + def __init__(self, size_H: int): self.H_to_G = dict() # values are ints self.G_to_H = dict() # values are sets + self.max_supernodes_count = size_H - def get_node_G(self, node_H): - # we explicitly do NOT handle KeyErrors here as they should never happen - return self.H_to_G[node_H] + def get_nodes_G(self, node_H: int) -> set[int]: + # Note that we do not handle KeyErrors here as they should never occur + # Might want to use method: get_supernode_create_if_not_available() + return self.H_to_G[node_H].copy() - def get_node_H(self, node_G): - # we explicitly do NOT handle KeyErrors here as they should never happen + def get_node_H(self, node_G: int) -> int: + # Note that we do not handle KeyErrors here as they should never occur return self.G_to_H[node_G] def set_mapping(self, node_H: int, node_G: int): @@ -21,6 +26,7 @@ def set_mapping(self, node_H: int, node_G: int): self.G_to_H[node_G] = node_H def extend_mapping(self, node_H: int, node_G: int): + """Places ``node_G`` into the super node representing ``node_H``.""" try: self.H_to_G[node_H].add(node_G) except KeyError: @@ -28,22 +34,32 @@ def extend_mapping(self, node_H: int, node_G: int): self.G_to_H[node_G] = node_H def remove_mapping(self, node_H: int, node_G: int): + """Removes ``node_G`` from the super node represents ``node_H``.""" self.H_to_G[node_H].remove(node_G) del self.G_to_H[node_G] - def add_mapping_new_node_H(self, node_G: int): - # Check if there exists already a mapping + def get_supernode_create_if_not_available(self, node_G: int) -> int: + """Returns the supernode for ``node_G``. + + If there is no supernode of ``node_G``, create a new supernode and return it. + """ try: - node_H = self.G_to_H[node_G] - return node_H + supernode = self.G_to_H[node_G] except KeyError: - # Make new mapping to new node - node_H = len(self.H_to_G.keys()) - self.set_mapping(node_H, node_G) - return node_H + supernode = self._get_new_supernode() + self.set_mapping(supernode, node_G) + + return supernode + + def _get_new_supernode(self) -> int: + supernode = len(self.H_to_G.keys()) + if supernode >= self.max_supernodes_count: + raise KeyError(f'Maximum of possible embeddings reached: ' + f'{self.max_supernodes_count}') + return supernode def get_mapping_H_to_G(self): - return self.H_to_G + return self.H_to_G.copy() def get_mapping_G_to_H(self): - return self.G_to_H + return self.G_to_H.copy() diff --git a/python/src/graph/embedding_graph.py b/python/src/graph/embedding_graph.py index 0433110..0d5ea52 100644 --- a/python/src/graph/embedding_graph.py +++ b/python/src/graph/embedding_graph.py @@ -1,7 +1,4 @@ -from typing import Optional - from src.graph.undirected_graph import UndirectedGraphAdjList -from src.util.util import get_first_from_set class EmbeddingGraph(UndirectedGraphAdjList): @@ -30,7 +27,7 @@ def __init__(self, nodes_count): ############################### Edges ###################################### - def embed_edge(self, frm: int, to: int, chain=0) -> None: + def embed_edge(self, frm: int, to: int) -> None: """Embeds an edge (and optionally assigns a chain). Args: @@ -43,15 +40,13 @@ def embed_edge(self, frm: int, to: int, chain=0) -> None: GraphNodeIndexError: If the given node ``frm`` or ``to`` \ does not exist in the Graph. """ - if not chain: - chain = 0 - super().set_edge(frm, to, cost=chain) + super().set_edge(frm, to, cost=0) - def get_embedded_edges(self) -> list[tuple[int, int, int]]: + def get_embedded_edges(self) -> set[tuple[int, int, int]]: """Returns all embedded edges. Returns: - list[tuple[int, int, int]]: A List of entries (frm, to, cost) \ + set[tuple[int, int, int]]: A set of entries (frm, to, cost) \ describing all embedded edges of this Graph with their \ respective costs. """ @@ -59,104 +54,19 @@ def get_embedded_edges(self) -> list[tuple[int, int, int]]: ################################# Nodes #################################### - def get_embedded_nodes(self) -> list[int]: + def get_embedded_nodes(self) -> set[int]: """Returns all embedded nodes. Returns: - list[int]: The embedded nodes. - """ - nodes = super().get_nodes() - nodes = [node for node in nodes if self.get_neighbor_nodes(node)] - return nodes - - ############################### Chains ##################################### - - def add_chain(self, node1: int, node2: int) -> int: - """Adds a new chain between two nodes. - - Args: - node1 (int): The first node of the chain. - node2 (int): The second node of the chain. - - Returns: - int: The new chain's identifier. - """ - self._chain_last += 1 - self.embed_edge(node1, node2, chain=self._chain_last) - return self._chain_last - - def get_nodes_in_same_chains(self, node: int) -> list[int]: - """Returns the nodes that are in one of the chains the given node \ - is contained in. - - Warning: - A node might be contained in multiple chains temporarily. Therefore, - this method might return nodes that are not related to each other - as they are located in different chains. - - Consider the functions :py:func:`get_node_chains` and - :py:func:`get_chain_nodes` as alternatives. - - Args: - node (int): The node from which to take the chain to compare against. - - Returns: - list[int]: All nodes that are in one of the chains `node` \ - is contained in. - """ - chains = self.get_node_chains(node) - - nodes = [] - for chain in chains: - nodes.extend(self.get_chain_nodes(chain)) - - return nodes - - def get_node_chains(self, node: int, include_default_chain=True) -> set[int]: - """Returns all chains in which the current node is contained. - - A node might be contained in multiple chains. This would be an incorrect - embedding in any case but allows for evolutionary algorithms to have - temporarily invalid states which may be beneficial for some algorithms. - - Args: - node (int): - The node for which the chains are to be determined. - include_default_chain (bool): - Whether to include the default chain (0) in the results or not. - Default to True. - - Returns: - set[int]: All chains in which `node` is contained. - """ - edges = super().get_neighbor_nodes_with_costs(node) - chains = [edge[1] for edge in edges] - chains = set(chains) - if not include_default_chain: - chains.discard(0) - return chains - - def get_first_node_chain_other_than_default(self, node: int) -> Optional[int]: - chains = self.get_node_chains(node, include_default_chain=False) - return get_first_from_set(chains) - - def get_chain_nodes(self, chain: int) -> list[int]: - """Returns all nodes that are contained in a given chain. - - Args: - chain (int): The chain to retrieve all nodes for. - - Returns: - list[int]: All nodes that are contained in `chain`. (These nodes \ - might be contained in other chains at the same time.) \ + set[int]: The embedded nodes. """ nodes = super().get_nodes() - nodes = [node for node in nodes if chain in self.get_node_chains(node)] + nodes = {node for node in nodes if self.get_neighbor_nodes(node)} return nodes ############################### Embedding ################################## - def get_embedding(self) -> tuple[list[int], list[tuple[int, int, int]]]: + def get_embedding(self) -> tuple[set[int], set[tuple[int, int, int]]]: """Returns the current embedding. Returns: diff --git a/python/src/graph/undirected_graph.py b/python/src/graph/undirected_graph.py index 8c9334a..e9d5818 100644 --- a/python/src/graph/undirected_graph.py +++ b/python/src/graph/undirected_graph.py @@ -10,23 +10,26 @@ def __init__(self, nodes_count: int): nodes_count (int): The number of nodes this Graph \ has initially. """ - self.nodes_count = nodes_count self._adj_list: dict[int, AdjListEntryWithCosts] = dict() - for i in range(nodes_count): - self._adj_list[i] = AdjListEntryWithCosts() + self.current_index = -1 + self.nodes_count = 0 # gets incremented in for loop + for _ in range(nodes_count): + self.add_node() def _validate_index(self, index: int): """Checks if the given index is valid for the current Graph.""" - if not 0 <= index < self.nodes_count: - raise GraphNodeIndexError(self.nodes_count, index) + try: + self._adj_list[index] + except KeyError: + raise GraphNodeIndexError(index) ############################### Edges ###################################### - def get_edges(self) -> list[tuple[int, int, int]]: + def get_edges(self) -> set[tuple[int, int, int]]: """Returns all edges of this Graph. Returns: - list[tuple[int, int, int]]: A List of entries (frm, to, cost) \ + set[tuple[int, int, int]]: A set of entries (frm, to, cost) \ describing all edges of this Graph with their respective costs. """ edges = set() @@ -38,7 +41,7 @@ def get_edges(self) -> list[tuple[int, int, int]]: edges.add((frm, to, cost)) else: edges.add((to, frm, cost)) - return list(edges) + return set(edges) def exists_edge(self, frm: int, to: int) -> bool: """Checks if an edge between two nodes exists. @@ -113,22 +116,22 @@ def remove_all_edges_from_node(self, frm: int) -> None: if not tos: return # nothing to delete - # Delete outgoing edges (by resetting) - self._adj_list[frm] = AdjListEntryWithCosts() - - # Delete incoming edges for to in tos: + # Delete outgoing edges (by resetting) + self._adj_list[frm].remove_edge_to(to) + + # Delete incoming edges self._adj_list[to].remove_edge_to(frm) ################################# Nodes #################################### - def get_nodes(self) -> list[int]: + def get_nodes(self) -> set[int]: """Returns all nodes of this Graph. Returns: - list[int]: All nodes of this Graph. + set[int]: All nodes of this Graph. """ - return list(self._adj_list.keys()) # or rather stick with KeyView? + return set(self._adj_list.keys()) def add_node(self) -> int: """Adds a new node to this Graph. @@ -137,27 +140,33 @@ def add_node(self) -> int: int: The new node number. """ self.nodes_count += 1 - # add node to the end self._adj_list[self.nodes_count-1] = AdjListEntryWithCosts() - return self.nodes_count + return self.nodes_count-1 + + def remove_node(self, node: int) -> None: + self.remove_all_edges_from_node(node) + + # We don't delete the key completely as we use the following encoding: + # Nodes are only embedded nodes later if they have neighbors + # del self._adj_list[node] - def get_neighbor_nodes(self, frm: int) -> list[int]: + def get_neighbor_nodes(self, source: int) -> set[int]: """Returns all neighboring nodes. Neighboring nodes are nodes that are connected via an edge to this node. Args: - frm (int): Node from which the neighboring nodes should be retrieved. + source (int): Node from which the neighboring nodes should be retrieved. Return: - list[int]: List of integers describing the neighboring nodes. + set[int]: Set of integers describing the neighboring nodes. Raises: - GraphNodeIndexError: If the given node ``frm`` \ + GraphNodeIndexError: If the given node ``source`` \ does not exist in the Graph. """ - self._validate_index(frm) - return self._adj_list[frm].get_neighbors() + self._validate_index(source) + return self._adj_list[source].get_neighbors() def get_neighbor_nodes_with_costs(self, frm: int) -> list[tuple[int, int]]: """Returns all neighboring nodes with costs. @@ -201,12 +210,11 @@ class GraphNodeIndexError(Exception): """Error that occurs when accessing a node that does not exist in the Graph. Args: - nodes_count (int): Number of nodes in the Graph. index (int): Invalid node (represented as integer index in the Graph). """ - def __init__(self, nodes_count: int, index: int): - message = f'Graph contains {nodes_count} nodes, cannot access node no. {index}' + def __init__(self, index: int): + message = f'Node {index} does not exist in the graph' super().__init__(message) @@ -254,13 +262,13 @@ def remove_edge_to(self, to: int) -> None: ################################# Nodes #################################### - def get_neighbors(self) -> list[int]: + def get_neighbors(self) -> set[int]: """Returns all neighboring nodes. Returns: - list[int]: All neighboring nodes (from the current node). + set[int]: All neighboring nodes (from the current node). """ - return list(self._to_nodes) + return self._to_nodes.copy() def get_neighbors_with_costs(self) -> list[tuple[int, int]]: """Returns all neighboring nodes with costs (from the current node). diff --git a/python/src/solver/embedding_solver.py b/python/src/solver/embedding_solver.py index 884de57..9d300e6 100644 --- a/python/src/solver/embedding_solver.py +++ b/python/src/solver/embedding_solver.py @@ -1,10 +1,11 @@ import logging import random +from typing import Optional from src.embedding.embedding import Embedding, NoFreeNeighborNodes from src.graph.undirected_graph import UndirectedGraphAdjList from src.util.stack import Stack -from src.util.util import get_first_from_set +from src.util.util import any_of_one_in_other, get_first_from logger = logging.getLogger('evolution') @@ -26,16 +27,16 @@ def init_basic_path(self) -> None: # Init with path graph as long as H # TODO: what if no path graph embedding is possible? When is this the case? # Start at vertex 0 - node_from = 0 + source = 0 for _ in range(self.H.nodes_count-1): # Choose random neighbor - neighbors = self.embedding.get_free_neighbors(node_from) - node_to = random.choice(neighbors) + neighbors = self.embedding.get_free_neighbors(source) + target = random.choice(list(neighbors)) # Embed - self.embedding.embed_edge(node_from, node_to) + self.embedding.embed_edge(source, target) - node_from = node_to + source = target def init_bfs(self): """Traverses through H and inits graph H usugin breadth first search on H.""" @@ -61,8 +62,8 @@ def init_bfs(self): if h == 0: g = 0 # start with node 0 for embedding in graph G else: - gs = self.embedding.get_mapping_H_to_G_node(h) - g = get_first_from_set(gs) + gs = self.embedding.get_nodes_G(h) + g = get_first_from(gs) free_neighbors_g = self.embedding.get_free_neighbors(g) if len(free_neighbors_g) < len(neighbors_h): @@ -70,7 +71,7 @@ def init_bfs(self): 'Not enough free neighbors to embed node of H in G (breadth first search)') for neighbor_h in neighbors_h: - neighbor_h_on_g = self.embedding.get_mapping_H_to_G_node( + neighbor_h_on_g = self.embedding.get_nodes_G( neighbor_h) # Neighbor already embedded embedded? if neighbor_h_on_g: @@ -83,13 +84,13 @@ def init_bfs(self): pass else: # Choose random free neighbor - to_g = random.choice(free_neighbors_g) + to_g = random.choice(list(free_neighbors_g)) free_neighbors_g.remove(to_g) # Embed self.embedding.embed_edge_with_mapping( h, g, neighbor_h, to_g) - logger.info(f'Embedded edge: {g}---{to_g}') + logger.info(f'Embedded edge: {g}-{to_g}') # Prepare queue to continue with adjacent nodes queue.append(neighbor_h) @@ -113,17 +114,11 @@ def dfs(self, to_h, visited, recursion_stack: Stack): if from_h == 0: from_g = 0 else: - from_g = self.embedding.get_mapping_H_to_G_node(from_h) - from_g = get_first_from_set(from_g) # no chains yet - - # Get to_g - # to_gs = self.embedding.get_mapping_H_to_G_node(to_h) - # to_g = get_first_from_set(to_gs) # no chains yet - # if not to_g: # this is often the case - # free_neighbors_g = self.embedding.get_free_neighbors(from_g) - # to_g = random.choice(free_neighbors_g) + from_g = self.embedding.get_nodes_G(from_h) + from_g = get_first_from(from_g) # no chains yet + free_neighbors_g = self.embedding.get_free_neighbors(from_g) - to_g = random.choice(free_neighbors_g) + to_g = random.choice(list(free_neighbors_g)) # Embed self.embedding.embed_edge_with_mapping( @@ -147,89 +142,222 @@ def commit(self, playground: Embedding): def reset(self): self.non_viable_mutations = [] - def _add_random_chain(self): - # --- Randomly collapse two nodes to one - nodes_embedded = self.embedding.get_embedded_nodes_not_in_chain() - if not nodes_embedded: - logger.info('🔴 No nodes to embed (all nodes are in a chain)') + def _choose_random_embedded_node(self) -> Optional[int]: + embedded_nodes = self.embedding.get_embedded_nodes() + if not embedded_nodes: + logger.info('❌ No nodes embedded yet') + return None + source = random.choice(list(embedded_nodes)) + return source + + def extend_random_supernode_to_free_neighbors(self) -> None: + logger.info('Trying to extend random supernode to free neighbors') + + embedded_nodes = self.embedding.get_embedded_nodes() + if not embedded_nodes: + logger.info('❌ No nodes embedded yet') + return + + max_trials = 10 + tried_nodes = set() + for _ in range(min(len(embedded_nodes), max_trials)): + source = random.choice(list(embedded_nodes - tried_nodes)) + + # Check free neighbors + try: + free_neighbors = self.embedding.get_free_neighbors(source) + except: + tried_nodes.add(source) + continue + + target = random.choice(list(free_neighbors)) + self.embedding.construct_supernode(source, target) + logger.info(f'-> Extended node {source} to {target}') + + return + + logger.info('-> ❌ failed') + + def extend_random_supernode(self): + """Randomly merges two nodes into one super node or extends existing + super nodes by merging another node into it. This process might also + create up to two new super nodes.""" + source = self._choose_random_embedded_node() + if not source: return None - from_node = random.choice(nodes_embedded) - node_tos = self.embedding.get_connected_neighbors(from_node) - to_node = random.choice(node_tos) - logger.info(f'Trying to chain nodes {from_node} and {to_node}') + # Choose target + targets = self.embedding.get_embedded_neighbors(source) + target = random.choice(list(targets)) + + logger.info(f'🔗🔗 Trying to construct supernode: {source}, {target}') # Avoid unnecessary calculations - if (from_node, to_node) in self.non_viable_mutations: + if (source, target) in self.non_viable_mutations: + logger.info('❌ Already considered but not viable -> skip') return None - # --- Adjust so that new chain is viable - # find new place for previous node_to in the graph - # so that the layout permits the following edges - # node_to --- node_to' - # node_to' --- all_nodes reachable from node_to + # Get free neighbors try: - to_node_free_neighbors = self.embedding.get_free_neighbors(to_node) + target_free_neighbors = self.embedding.get_free_neighbors(target) except NoFreeNeighborNodes: + logger.info(f'❌ Target {target} has no free neighbors') return None - to_node_connected_neighbors = self.embedding.get_connected_neighbors( - to_node) - - # --- 1) Try out all possible positions for node_to_new - for to_node_new in to_node_free_neighbors: - logger.info(f'node_to_new: {to_node_new}') - - # from node_to_new: can we reach all nodes previously connected to node_to? - node_to_new_reachable_neighbors = self.embedding.get_reachable_neighbors( - to_node_new) - can_reach = [neighbor in node_to_new_reachable_neighbors - for neighbor in to_node_connected_neighbors if neighbor != from_node] - if all(can_reach): # is also true for [] - # Try out on playground - playground = self.embedding.get_playground() - playground.add_chain_to_used_nodes( - from_node, to_node, to_node_new) - return playground - # --- 2) If step 1) did not work, try to construct another new chain (-> two chains in total) - to_node_new = to_node_free_neighbors[0] - to_node_new_free_neighbors = self.embedding.get_free_neighbors( - to_node_new) - to_node_new_chain_partner = to_node_new_free_neighbors[0] - logger.info( - f'Trying to construct another chain: {to_node_new}, {to_node_new_chain_partner}') - - # from to_node_new AND to_node_new_chain_partner: - # Can we now reach all nodes previously connected to node_to - chain_reachable_nodes = self.embedding.get_reachable_neighbors( - to_node_new) - chain_reachable_nodes.extend( - self.embedding.get_reachable_neighbors(to_node_new_chain_partner)) - can_reach = [neighbor in chain_reachable_nodes - for neighbor in to_node_connected_neighbors if neighbor != from_node] - if all(can_reach): - # Try out on playground - playground = self.embedding.get_playground() - - playground.extend_one_node_to_chain( - to_node_new, to_node_new_chain_partner, extend_G=to_node) - - # edge to_node---to_node_new - # will be removed and inserted again when adding this chain: - logger.info( - f'Trying to add chain to used nodes: {from_node}, {to_node}, {to_node_new}') - playground.add_chain_to_used_nodes( - from_node, to_node, to_node_new, to_node_new_chain_partner) - - logger.info( - f'to_node_new to chain partner: {to_node_new}---{to_node_new_chain_partner}') + playground = self.embedding.get_playground() + + # Both nodes in same supernode? + if (playground.get_supernode(source) == playground.get_supernode(target)): + logger.info(f'🔗 Source ({source}) and target ({target}) node ' + + 'are in same supernode -> Easy chain extension') + shifted_target = random.choice(list(target_free_neighbors)) + playground.construct_supernode(target, shifted_target) return playground - # 3. If all of that fails, mark the mutation as failed - self.non_viable_mutations.append((from_node, to_node)) + # Adjust so that new super node placement is viable + target_neighbors = self.embedding.get_embedded_neighbors(target) + # no need to reach source from shifted_target + target_neighbors.discard(source) + logger.info(f'Target neighbors are: {target_neighbors}') + + # --- Try out possible positions for shifted_target + # Always check if we can reach all super nodes previously connected + # to target from the shifted_target + for shifted_target in target_free_neighbors: + logger.info(f'▶ Try out shifted target on node: {shifted_target}') + res = self._construct_supernode_with_shifted_target(playground, source, target, + shifted_target, target_neighbors) + if res: + return res + + # If it didn't work, mark the mutation as failed + self.non_viable_mutations.append((source, target)) + logger.info('❌ No viable supernode placement') return None - def mutate(self): + def get_reachable_node_in_neighbor_supernode(self, playground: Embedding, ignore_neighbors: set[int], + reachable: set[int], neighbor: int) -> Optional[int]: + """We need to discard some nodes here as they are not actually part of the + neighbor supernode. This is because we construct supernodes first to be + able to embed edges correctly. However, we then need to compare with + the a priori state and not this temporary state, which is why we + have to discard some nodes.""" + neighbor_supernode = playground.get_supernode(neighbor) + neighbor_supernode_nodes = playground.get_nodes_in_supernode(neighbor_supernode) + for ignore in ignore_neighbors: + neighbor_supernode_nodes.discard(ignore) + + logger.info(f'? Can we reach neighbor {neighbor} ' + f'(supernode: {neighbor_supernode} -> {neighbor_supernode_nodes})') + reachable_neighbor = any_of_one_in_other(reachable, neighbor_supernode_nodes) + return reachable_neighbor + + def _construct_supernode_with_shifted_target(self, playground: Embedding, source: int, target: int, + shifted_target: int, target_neighbors: set[int]) -> Optional[Embedding]: + """Tries to embed the shifted target, so that the node placement is viable. + + This means that we check if the new place for ``target`` - which is + ``shifted_target`` - allows for the following edges: + - ``target`` - ``shifted_target`` + - ``shifted_target`` - ``target_neighbors`` (all embedded ``target`` neighbors) + """ + playground = self.embedding.get_playground() + + target_original_supernode = playground.get_supernode(target) + + # Get reachable neighbors + # has to be calculated prior to supernode handover (!) + shifted_target_reachable = \ + playground.get_reachable_neighbors(shifted_target) + shifted_target_reachable.discard(source) # no need to check this + shifted_target_reachable.discard(target) # no need to check this + + # supernode handover from target to shifted_target + playground.construct_supernode(target, shifted_target) + playground.construct_supernode(source, target) + + if not target_neighbors: + logger.info(f'No target neighbors to check: {target_neighbors}') + return playground + + # --- Check that previous connections still work + # --- Try with one chain first + neighbors_done = set() + for neighbor in target_neighbors: + target_neighbor = self.get_reachable_node_in_neighbor_supernode( + playground, {shifted_target}, shifted_target_reachable, neighbor) + + if target_neighbor != None: + logger.info(f'Could reach {target_neighbor}') + neighbors_done.add(neighbor) + playground.embed_edge(shifted_target, target_neighbor) + else: + logger.info(f'Could not reach ' + f'(reachable nodes are: {shifted_target_reachable})') + # Continue normally with next neighbor as next one might be + # reachable with this strategy (we then try to reach the + # remaining neighbors with the next strategy down below) + + # Check if this strategy was successfull + if neighbors_done == target_neighbors: + if playground.check_supernode_connectiveness(target_original_supernode): + logger.info(f'Worked with 1st strategy (seldom !)') + return playground + else: + logger.info(f'Supernode sanity not ensured.') + return None + + # --- Try out to construct another chain to see if we can reach + # remaining neighbors + try: + shifted_target_free_neighbors = playground.get_free_neighbors(shifted_target) + except NoFreeNeighborNodes: + logger.info(f'Could not construct another supernode ' + f'from shifted_target: {shifted_target} ' + f'(no free neighbor of shifted_target)') + return None + shifted_target_partner = get_first_from(shifted_target_free_neighbors) + + logger.info(f'🔗 Trying to construct another supernode: ' + f'{shifted_target}, {shifted_target_partner}') + # Chain shifted target and shifted target partner + # prior to calling this, we need to make sure that shifted_target + # now has the prior supernode of target + # The call itself needs to take place prior to embedding edges outgoing + # from shifted_target_partner (otherwise shifted_target_partner would + # not have a viable supernode) + playground.construct_supernode(shifted_target, shifted_target_partner) + + # Do not try to compute shifted_target reachable again here (!) + # as these are different now since shifted_target has the previous + # supernode of target + shifted_target_partner_reachable = \ + playground.get_reachable_neighbors(shifted_target_partner) + shifted_target_partner_reachable.discard(source) # no need to check this + shifted_target_partner_reachable.discard(target) # no need to check this + + for neighbor in target_neighbors: + if neighbor in neighbors_done: + continue + + target_neighbor = self.get_reachable_node_in_neighbor_supernode( + playground, {shifted_target, shifted_target_partner}, shifted_target_partner_reachable, neighbor) + + if target_neighbor != None: + logger.info(f'Could reach (with 2nd chain) {target_neighbor}') + playground.embed_edge(shifted_target_partner, target_neighbor) + else: + logger.info(f'Could also not reach (reachable nodes are: ' + f'{shifted_target_partner_reachable})') + return None # did not achieve a viable mutation even with 2nd strategy + + if playground.check_supernode_connectiveness(target_original_supernode): + return playground + else: + logger.info(f'Supernode sanity not ensured.') + return None + + def mutate(self) -> Optional[Embedding]: """ Mutates the embedding. Supports adding random chains rights now. """ @@ -239,7 +367,7 @@ def mutate(self): # Insert a new edge between two other random nodes that were already embedded. # Add random chain - return self._add_random_chain() + return self.extend_random_supernode() # TODO: Remove chain mutation @@ -248,8 +376,11 @@ def mutate(self): # maybe from this perspective, we can leverage some better mutations # and reduce the costs faster - def local_maximum(self): - self.embedding.try_to_add_missing_edges() + def remove_redundant_supernode_nodes(self): + self.embedding.remove_redundant_supernode_nodes() + + def local_maximum(self) -> int: + return self.embedding.try_embed_missing_edges() def found_embedding(self) -> bool: return self.embedding.is_valid_embedding() diff --git a/python/src/solver/evolution.py b/python/src/solver/evolution.py index 889febb..0663ef7 100644 --- a/python/src/solver/evolution.py +++ b/python/src/solver/evolution.py @@ -1,6 +1,7 @@ import logging import os import shutil +from random import random from src.drawing.draw import DrawEmbedding from src.graph.test_graph import TestGraph @@ -13,16 +14,18 @@ ################################# Params ####################################### -solver_iterations = 15 -mutation_trials = 10 max_total = 1 +max_mutations_trials = 30 +population_size = 7 +max_generations = 300 +remove_redundant_nodes_probability = 0.1 +mutation_trials_until_extend_to_free_neighbors = int(max_mutations_trials / 2) ############################### Evolution ###################################### def main_loop(): - i = 0 - while i < max_total: + for i in range(max_total): logger.info('') logger.info('#############') logger.info('🎈 NEW MAIN 🎈') @@ -30,13 +33,14 @@ def main_loop(): logger.info('') logger.info(f'Calling main: {i}') - res = main() + d = DrawEmbedding(5, 5, 4) + res = main(d) + save_final(d) if res: break - i += 1 -def main() -> bool: +def main(d: DrawEmbedding) -> bool: # logger.info('--- Main ---') # --- Clear @@ -45,68 +49,90 @@ def main() -> bool: shutil.rmtree('./out/') except FileNotFoundError: pass - os.mkdir('./out/') + os.mkdir('./out') # --- Setup - d = DrawEmbedding() - H = TestGraph.k(6) + H = TestGraph.k(12) solver = EmbeddingSolver(H) solver.init_dfs() + solver.local_maximum() save_embedding(*solver.get_embedding(), d, -1, title=f'Initial embedding') if solver.found_embedding(): logger.info('🎉 Directly found embedding after initialization') + # save_final(d) output_embedding(*solver.get_embedding(), d) - return False + return True # --- Start solver - i = 0 - while i < solver_iterations: + for i in range(max_generations): logger.info('') - logger.info(f'🔄 New solver iteration: {i}') - - # output_embedding(*solver.get_embedding(), d) - # save_embedding(*solver.get_embedding(), d, i) - - # --- Mutation - mutation_count = 0 - playground = None - - while mutation_count < mutation_trials: - playground = solver.mutate() - if playground: - break - else: - mutation_count += 1 - - if not playground: - logger.info( - f'❌ Not a viable mutation even after {mutation_trials} trials (in solver iteration: {i}') - save_final(d) - return False - - solver.commit(playground) - # save_embedding(*solver.get_embedding(), d, i, - # title=f'{i}: Mutation') - - # Local maximum - solver.local_maximum() + logger.info(f'🔄 Generation: {i}') + + # Generate children for one population + population = [] # list of Embeddings + last_trial_used = False + for _ in range(population_size): + logger.info('') + logger.info(f'--- Try find a new viable mutation') + mutation = None + + for trial, mutation in enumerate(range(max_mutations_trials)): + # Do one mutation + logger.info('--- MUTATION') + mutation = solver.extend_random_supernode() + if mutation: + population.append(mutation) + break # try to construct next child + elif trial >= mutation_trials_until_extend_to_free_neighbors: + solver.extend_random_supernode_to_free_neighbors() + + if not mutation: + if not len(population): + if not last_trial_used: + # Before all fails: try to remove unnecessary supernode nodes + # and try once more + solver.remove_redundant_supernode_nodes() + logger.info(f'🔳 Last trial, remove redundant nodes') + continue + else: + logger.info(f'🔳 All {max_mutations_trials} mutations failed, ' + 'could not construct a single child -> Abort') + return False + else: + logger.info(f'🔳 {max_mutations_trials} mutations to construct ' + ' a new child failed, will continue ' + f'with smaller population: {len(population)}/{population_size}') + # break early since it is improbable that we will be able + # to generate more children + break + + # Choose best child + improvements = [mutation.try_embed_missing_edges() for mutation in population] + best_mutation_index = improvements.index(max(improvements)) + best_mutation = population[best_mutation_index] + + # Leave room for next generation + if random() < remove_redundant_nodes_probability: + logger.info('Try to remove redundant supernode nodes') + best_mutation.remove_redundant_supernode_nodes() + # best_mutation.remove_unnecessary_edges_between_supernodes() + + solver.commit(best_mutation) + + # Save every x generations save_embedding(*solver.get_embedding(), d, i, - title=f'{i}: Local maximum') + title=f'Generation {i}') - if playground.is_valid_embedding(): + # Check if we found valid embedding + if best_mutation.is_valid_embedding(): logger.info('🎉🎉🎉🎉🎉🎉 Found embedding') - save_final(d) return True else: - logger.info( - '✅ Mutation succeeded, but is not yet a valid embedding') + logger.info('✅ Generation passed') - i += 1 - - save_final(d) return False @@ -118,20 +144,27 @@ def output_embedding(nodes, edges, mapping_G_to_H, d: DrawEmbedding): logger.info(edges) logger.info(mapping_G_to_H) - d.draw_embedding(nodes, edges, mapping_G_to_H) + d.draw_chimera_and_embedding(nodes, edges, mapping_G_to_H) d.show_embedding() -def save_embedding(nodes, edges, mapping_G_to_H, d: DrawEmbedding, i: int, title=''): +def save_embedding(nodes: set[int], edges: set[tuple[int, int, int]], + mapping_G_to_H, d: DrawEmbedding, i: int, title=''): + logger.info('') + logger.info('🎈 Current embedding') + logger.info(f'edges: {edges}') + logger.info(f'mapping_G_to_H: {mapping_G_to_H}') + d.draw_whole_embedding_step(nodes, edges, mapping_G_to_H, title=title) - # d.draw_embedding(nodes, edges, mapping_G_to_H) - # d.save_and_clear(f'./out/{i}.svg') + d.save_and_clear(f'./out/{i}.svg') def save_final(d: DrawEmbedding) -> None: - d.save_and_clear(f'./out/steps.svg') + logger.info('Save final') + pass + # d.save_and_clear(f'./out/steps.svg') -################################ Main ########################################## + ################################ Main ########################################## if __name__ == "__main__": diff --git a/python/src/util/logging.py b/python/src/util/logging.py index 7ca6fba..6cf2540 100644 --- a/python/src/util/logging.py +++ b/python/src/util/logging.py @@ -20,9 +20,11 @@ def init_logger(): # write to stderr console_handler = logging.StreamHandler() - # console.setLevel(logging.WARNING) + console_handler.setLevel(logging.WARNING) logging.getLogger().addHandler(console_handler) + # logging.disable() + # logging.basicConfig(filename="evolution.log", # # filemode='a', # format='%(asctime)s,%(msecs)d %(name)s %(levelname)s %(message)s', diff --git a/python/src/util/util.py b/python/src/util/util.py index 56216c7..3df3807 100644 --- a/python/src/util/util.py +++ b/python/src/util/util.py @@ -1,8 +1,16 @@ from typing import Optional -def get_first_from_set(s: set[int]) -> Optional[int]: +def get_first_from(s: set[int]) -> int: # https://stackoverflow.com/a/48874729/9655481 for e in s: return e + raise KeyError('Set is empty') + + +def any_of_one_in_other(set1: set[int], set2: set[int]) -> Optional[int]: + # https://stackoverflow.com/a/16138094/9655481 + for element in set1: + if element in set2: + return element return None From 80e754abe3f8efce54ee273d1779161665eeccb0 Mon Sep 17 00:00:00 2001 From: keksklauer4 Date: Sat, 9 Apr 2022 23:42:08 +0200 Subject: [PATCH 05/15] [Cpp] Refactoring and mutation class. (#11) * [Cpp] Implemented visualizer for generic graphs. * [Cpp] Started reworking parallelization concept for iterative local improvement. * [Cpp] Adjusted extend operator. * [Cpp] Continued with mutation manager. * [Cpp] Fundamental rework of the structure * [Cpp] Continued refactoring. * [Cpp] Still refactoring. * [Cpp] Refactoring... * [Cpp] Refactored imports. * [Cpp] Code running again - at least a bit. * [Cpp] Continued fixing problems * [Cpp] Refactoring. * [Cpp] Refactored embedding state and added generic iteration methods. * [Cpp] Some more loop replacements * [Cpp] Fixing shifting operator. * [Cpp] Implemented random gen and started working on shifting. * [Cpp] Working on shifting. * [Cpp] Fixed mutations. * [Cpp] Started implementing annealing-based super vertex reducer. * [Cpp] Continuing super vertex reducer. * [Cpp] Fixed embedding invalidating bug. * [Cpp] Working on extend. * [Cpp] Implemented reducer as mutation. * [Cpp] Started implementing evolutionary csc reducer. * [Cpp] Continuing csc reducer. * [Cpp] Added K15 for testing. * [Cpp] Implemented evolutionary CSC reducer. * [Cpp] Fixed some csc evo bugs. * [Cpp] Added super vertex replacer. * [Cpp] Fixed bugs. --- CMakeLists.txt | 13 +- img/chimera_clique_12_95.svg | 2 + img/chimera_clique_15_170.svg | 2 + img/chimera_clique_18_211.svg | 1 + img/chimera_clique_21_302.svg | 2 + ...lique_8_19.svg => chimera_clique_8_52.svg} | 3 +- include/majorminer_lib.hpp | 6 + src/common/CMakeLists.txt | 5 + src/{ => common}/config.hpp | 1 + src/common/csc_problem.cpp | 71 +++ src/common/csc_problem.hpp | 18 + src/common/cut_vertex.cpp | 70 ++- src/common/cut_vertex.hpp | 10 +- src/common/debug_utils.cpp | 34 ++ src/common/debug_utils.hpp | 18 + src/common/embedding_analyzer.hpp | 2 - src/common/embedding_base.hpp | 197 ++++++++ src/common/embedding_manager.cpp | 219 +++++++++ src/common/embedding_manager.hpp | 123 +++++ src/common/embedding_state.cpp | 116 +++++ src/common/embedding_state.hpp | 86 ++++ src/common/embedding_validator.cpp | 81 ++-- src/common/embedding_validator.hpp | 13 +- src/common/embedding_visualizer.cpp | 34 +- src/common/embedding_visualizer.hpp | 26 +- src/common/graph_gen.cpp | 5 + src/common/graph_gen.hpp | 6 - src/common/random_gen.cpp | 30 ++ src/common/random_gen.hpp | 42 ++ src/common/utils.cpp | 14 +- src/common/utils.hpp | 50 +- src/evolutionary/CMakeLists.txt | 3 +- src/evolutionary/frontier_shifting_data.cpp | 70 --- src/evolutionary/frontier_shifting_data.hpp | 36 -- src/evolutionary/generic_mutation.hpp | 17 + src/evolutionary/mutation_extend.cpp | 173 +++---- src/evolutionary/mutation_extend.hpp | 18 +- .../mutation_frontier_shifting.cpp | 140 +++--- .../mutation_frontier_shifting.hpp | 17 +- src/evolutionary/mutation_manager.cpp | 160 +++++++ src/evolutionary/mutation_manager.hpp | 43 ++ src/evolutionary/mutation_reduce_overlap.cpp | 72 +++ src/evolutionary/mutation_reduce_overlap.hpp | 33 ++ src/initial/CMakeLists.txt | 3 + src/initial/csc_evolutionary.cpp | 431 ++++++++++++++++++ src/initial/csc_evolutionary.hpp | 108 +++++ src/initial/network_simplex.cpp | 93 ++-- src/initial/network_simplex.hpp | 20 +- src/initial/super_vertex_placer.cpp | 215 +++++++++ src/initial/super_vertex_placer.hpp | 47 ++ src/initial/super_vertex_reducer.cpp | 217 +++++++++ src/initial/super_vertex_reducer.hpp | 58 +++ src/majorminer.cpp | 334 +------------- src/majorminer.hpp | 75 +-- src/majorminer_types.hpp | 71 ++- test/test_cut_vertex.cpp | 1 + test/test_graph_gen.cpp | 5 +- test/test_main.cpp | 86 +++- test/test_perf.cpp | 18 + test/utils/qubo_modelling.cpp | 2 +- test/utils/test_common.cpp | 14 +- 61 files changed, 3087 insertions(+), 793 deletions(-) create mode 100644 img/chimera_clique_12_95.svg create mode 100644 img/chimera_clique_15_170.svg create mode 100644 img/chimera_clique_18_211.svg create mode 100644 img/chimera_clique_21_302.svg rename img/{chimera_clique_8_19.svg => chimera_clique_8_52.svg} (70%) create mode 100644 include/majorminer_lib.hpp rename src/{ => common}/config.hpp (85%) create mode 100644 src/common/csc_problem.cpp create mode 100644 src/common/csc_problem.hpp create mode 100644 src/common/debug_utils.cpp create mode 100644 src/common/debug_utils.hpp create mode 100644 src/common/embedding_base.hpp create mode 100644 src/common/embedding_manager.cpp create mode 100644 src/common/embedding_manager.hpp create mode 100644 src/common/embedding_state.cpp create mode 100644 src/common/embedding_state.hpp create mode 100644 src/common/random_gen.cpp create mode 100644 src/common/random_gen.hpp delete mode 100644 src/evolutionary/frontier_shifting_data.cpp delete mode 100644 src/evolutionary/frontier_shifting_data.hpp create mode 100644 src/evolutionary/mutation_manager.cpp create mode 100644 src/evolutionary/mutation_manager.hpp create mode 100644 src/evolutionary/mutation_reduce_overlap.cpp create mode 100644 src/evolutionary/mutation_reduce_overlap.hpp create mode 100644 src/initial/csc_evolutionary.cpp create mode 100644 src/initial/csc_evolutionary.hpp create mode 100644 src/initial/super_vertex_placer.cpp create mode 100644 src/initial/super_vertex_placer.hpp create mode 100644 src/initial/super_vertex_reducer.cpp create mode 100644 src/initial/super_vertex_reducer.hpp create mode 100644 test/test_perf.cpp diff --git a/CMakeLists.txt b/CMakeLists.txt index 6c3e060..cee8fec 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -13,17 +13,24 @@ set(MM_LINK_LIBS TBB::tbb lemon) # neither build tests nor tbbmalloc in oneTBB set(TBB_TEST CACHE BOOL OFF) set(TBBMALLOC_BUILD CACHE BOOL OFF) +set(TBB_DISABLE_HWLOC_AUTOMATIC_SEARCH CACHE BOOL OFF) + +set(LEMON_ENABLE_GLPK CACHE BOOL OFF) +set(LEMON_ENABLE_ILOG CACHE BOOL OFF) +set(LEMON_ENABLE_ILOG CACHE BOOL OFF) +set(LEMON_ENABLE_COIN CACHE BOOL OFF) +set(LEMON_ENABLE_SOPLEX CACHE BOOL OFF) + # build NetworkSimplex, gtest and oneTBB add_subdirectory(external) - if ( CMAKE_COMPILER_IS_GNUCC ) - set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra -fdiagnostics-color=always") + set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra -Wpedantic -Werror -fdiagnostics-color=always") endif() if ( MSVC ) - set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} /W4") + set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} /W4 /WX") endif() add_library(majorminer) diff --git a/img/chimera_clique_12_95.svg b/img/chimera_clique_12_95.svg new file mode 100644 index 0000000..6b26fb2 --- /dev/null +++ b/img/chimera_clique_12_95.svg @@ -0,0 +1,2 @@ +Iteration 95: ReduceOverlap applied on 7. + \ No newline at end of file diff --git a/img/chimera_clique_15_170.svg b/img/chimera_clique_15_170.svg new file mode 100644 index 0000000..1b68a2b --- /dev/null +++ b/img/chimera_clique_15_170.svg @@ -0,0 +1,2 @@ +Iteration 170: ReduceOverlap applied on 13. + \ No newline at end of file diff --git a/img/chimera_clique_18_211.svg b/img/chimera_clique_18_211.svg new file mode 100644 index 0000000..9da4d72 --- /dev/null +++ b/img/chimera_clique_18_211.svg @@ -0,0 +1 @@ +Iteration 211: Complex adjacent node 17 (17) \ No newline at end of file diff --git a/img/chimera_clique_21_302.svg b/img/chimera_clique_21_302.svg new file mode 100644 index 0000000..4bb4bed --- /dev/null +++ b/img/chimera_clique_21_302.svg @@ -0,0 +1,2 @@ +Iteration 302: ReduceOverlap applied on 14. + \ No newline at end of file diff --git a/img/chimera_clique_8_19.svg b/img/chimera_clique_8_52.svg similarity index 70% rename from img/chimera_clique_8_19.svg rename to img/chimera_clique_8_52.svg index 7fa9772..d91669c 100644 --- a/img/chimera_clique_8_19.svg +++ b/img/chimera_clique_8_52.svg @@ -1 +1,2 @@ -Iteration 19: FrontierShifting. Conqueror 3, victim 4, contested 42 \ No newline at end of file +Iteration 52: ReduceOverlap applied on 1. + \ No newline at end of file diff --git a/include/majorminer_lib.hpp b/include/majorminer_lib.hpp new file mode 100644 index 0000000..eb051f9 --- /dev/null +++ b/include/majorminer_lib.hpp @@ -0,0 +1,6 @@ +#ifndef __MAJORMINER_MAJORMINER_LIB_HPP_ +#define __MAJORMINER_MAJORMINER_LIB_HPP_ + +#include + +#endif \ No newline at end of file diff --git a/src/common/CMakeLists.txt b/src/common/CMakeLists.txt index eaaaed4..15c05c0 100644 --- a/src/common/CMakeLists.txt +++ b/src/common/CMakeLists.txt @@ -1,9 +1,14 @@ target_sources(majorminer PRIVATE + ${CMAKE_CURRENT_SOURCE_DIR}/debug_utils.cpp ${CMAKE_CURRENT_SOURCE_DIR}/utils.cpp ${CMAKE_CURRENT_SOURCE_DIR}/graph_gen.cpp ${CMAKE_CURRENT_SOURCE_DIR}/cut_vertex.cpp ${CMAKE_CURRENT_SOURCE_DIR}/embedding_validator.cpp ${CMAKE_CURRENT_SOURCE_DIR}/embedding_visualizer.cpp ${CMAKE_CURRENT_SOURCE_DIR}/embedding_analyzer.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/embedding_state.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/embedding_manager.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/csc_problem.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/random_gen.cpp ) diff --git a/src/config.hpp b/src/common/config.hpp similarity index 85% rename from src/config.hpp rename to src/common/config.hpp index 401e049..e187f5a 100644 --- a/src/config.hpp +++ b/src/common/config.hpp @@ -2,6 +2,7 @@ #define __MAJORMINER_CONFIG_HPP_ #define EIGEN_MPL2_ONLY +#define TBB_PREVIEW_CONCURRENT_LRU_CACHE 1 #define __DEBUG__ 1 diff --git a/src/common/csc_problem.cpp b/src/common/csc_problem.cpp new file mode 100644 index 0000000..a2c5ff1 --- /dev/null +++ b/src/common/csc_problem.cpp @@ -0,0 +1,71 @@ +#include "common/csc_problem.hpp" + +#include +#include +#include +#include +#include + +using namespace majorminer; + +adjacency_list_t majorminer::extractSubgraph(const EmbeddingBase& base, fuint32_t sourceNode) +{ + adjacency_list_t subgraph{}; + const auto& targetGraph = *base.getTargetGraph(); + base.iterateSourceMappingPair(sourceNode, + [&subgraph, &targetGraph](fuint32_t targetNodeA, fuint32_t targetNodeB){ + edge_t uv{targetNodeA, targetNodeB}; + edge_t vu{targetNodeB, targetNodeA}; + if (targetGraph.contains(uv) || targetGraph.contains(vu)) + { + subgraph.insert(uv); + subgraph.insert(vu); + } + }); + return subgraph; +} + +nodeset_t majorminer::getEmbeddedAdjacentSourceVertices(const EmbeddingBase& base, fuint32_t sourceVertex) +{ + const auto& mapping = base.getMapping(); + nodeset_t connections{}; + + base.iterateSourceGraphAdjacent(sourceVertex, [&](fuint32_t adjSourceNode){ + if (mapping.contains(adjSourceNode)) connections.insert(adjSourceNode); + }); + return connections; +} + +bool majorminer::isNodeCrucial(const EmbeddingBase& base, fuint32_t sourceNode, fuint32_t targetNode, fuint32_t conqueror) +{ + // 1. Check whether targetNode is crucial due to it being a cut vertex + // std::cout << "Checking whether cut vertex " << std::endl; + if (isCutVertex(base, sourceNode, targetNode)) return true; + // std::cout << "Is no cut vertex" << std::endl; + // 2. Check whether targetNode is crucial connections to other super vertices + nodeset_t connections = getEmbeddedAdjacentSourceVertices(base, sourceNode); + connections.unsafe_erase(conqueror); + + base.iterateSourceMappingAdjacentReverse(sourceNode, targetNode, [&](fuint32_t adjSourceNode){ + connections.unsafe_erase(adjSourceNode); + return connections.empty(); + }); + // std::cout << "Connections empty? " << connections.empty() << std::endl; + return !connections.empty(); +} + + +bool majorminer::connectsToAdjacentVertices(const EmbeddingManager& base, + const nodeset_t& placement, fuint32_t sourceVertex) +{ + nodeset_t connections = getEmbeddedAdjacentSourceVertices(base, sourceVertex); + + for (auto target : placement) + { + base.iterateTargetAdjacentReverseMapping(target, + [&connections](fuint32_t sourceAdj){ + connections.unsafe_erase(sourceAdj); + }); + } + return connections.empty(); +} diff --git a/src/common/csc_problem.hpp b/src/common/csc_problem.hpp new file mode 100644 index 0000000..b92b17b --- /dev/null +++ b/src/common/csc_problem.hpp @@ -0,0 +1,18 @@ +#ifndef __MAJORMINER_CSC_PROBLEM_HPP_ +#define __MAJORMINER_CSC_PROBLEM_HPP_ + +#include + +namespace majorminer +{ + adjacency_list_t extractSubgraph(const EmbeddingBase& base, fuint32_t sourceNode); + + nodeset_t getEmbeddedAdjacentSourceVertices(const EmbeddingBase& base, fuint32_t sourceVertex); + + bool isNodeCrucial(const EmbeddingBase& base, fuint32_t sourceNode, fuint32_t targetNode, fuint32_t conqueror); + + bool connectsToAdjacentVertices(const EmbeddingManager& base, const nodeset_t& placement, fuint32_t sourceVertex); +} + + +#endif \ No newline at end of file diff --git a/src/common/cut_vertex.cpp b/src/common/cut_vertex.cpp index 684886b..a8abd39 100644 --- a/src/common/cut_vertex.cpp +++ b/src/common/cut_vertex.cpp @@ -1,6 +1,9 @@ #include "cut_vertex.hpp" +#include +#include + using namespace majorminer; typedef adjacency_list_t::const_iterator adj_list_const_it; @@ -25,7 +28,6 @@ void majorminer::identifiyCutVertices(nodeset_t& cut, const adjacency_list_t& su { if (subgraph.empty()) return; Stack nodeStack{}; - Vector edgesDfs{}; UnorderedMap properties{}; @@ -81,7 +83,7 @@ void majorminer::identifiyCutVertices(nodeset_t& cut, const adjacency_list_t& su bool majorminer::isCutVertex(const adjacency_list_t& subgraph, fuint32_t node, fuint32_t n) { auto nodeFind = subgraph.find(node); - if (nodeFind == subgraph.end()) return false; + if (nodeFind == subgraph.end()) return true; fuint32_t rootNode = nodeFind->second; if (rootNode == node) throw std::runtime_error("Loop inside subgraph!"); @@ -107,4 +109,68 @@ bool majorminer::isCutVertex(const adjacency_list_t& subgraph, fuint32_t node, f else nodeStack.pop(); } return visited.size() < n; +} + + + +bool majorminer::isCutVertex(const EmbeddingBase& base, fuint32_t sourceNode, fuint32_t targetNode) +{ + nodeset_t mapped {}; + insertMappedTargetNodes(base, mapped, sourceNode); + return isCutVertex(base, mapped, targetNode); +} + +bool majorminer::isCutVertex(const EmbeddingBase& base, nodeset_t& mappedNodes, fuint32_t targetNode) +{ + if (mappedNodes.size() <= 1) return true; + mappedNodes.unsafe_erase(targetNode); + const auto& targetAdj = base.getTargetAdjGraph(); + fuint32_t adjacentTarget = FUINT32_UNDEF; // cannot use targetNode here + auto range = targetAdj.equal_range(targetNode); + for (auto it = range.first; it != range.second; ++it) + { + if (mappedNodes.contains(it->second)) + { + adjacentTarget = it->second; + break; + } + } + if (!isDefined(adjacentTarget)) return true; + mappedNodes.unsafe_erase(adjacentTarget); + + Stack nodeStack{}; + nodeStack.push(targetAdj.equal_range(adjacentTarget)); + while(!nodeStack.empty()) + { + auto& top = nodeStack.top(); + if (top.first == top.second) nodeStack.pop(); + else if (top.first->second == targetNode) top.first++; + else + { + fuint32_t next = top.first->second; + top.first++; + auto val = mappedNodes.unsafe_extract(next); + if (!val.empty()) + { + if (mappedNodes.empty()) return false; + nodeStack.push(targetAdj.equal_range(val.value())); + } + } + } + return !mappedNodes.empty(); +} + + +bool majorminer::areSetsConnected(const EmbeddingBase& base, const nodeset_t& setA, const nodeset_t& setB) +{ + bool connected = false; + for (auto target : setA) + { + base.iterateTargetGraphAdjacentBreak(target, [&](fuint32_t adjTarget){ + if (setB.contains(adjTarget)) connected = true; + return connected; + }); + if (connected) return true; + } + return false; } \ No newline at end of file diff --git a/src/common/cut_vertex.hpp b/src/common/cut_vertex.hpp index 77344ba..21f3df5 100644 --- a/src/common/cut_vertex.hpp +++ b/src/common/cut_vertex.hpp @@ -1,8 +1,7 @@ #ifndef __MAJORMINER_CUT_VERTEX_HPP_ #define __MAJORMINER_CUT_VERTEX_HPP_ -#include "majorminer_types.hpp" -#include "common/utils.hpp" +#include namespace majorminer { @@ -11,8 +10,13 @@ namespace majorminer void identifiyCutVertices(nodeset_t& cut, const adjacency_list_t& subgraph, fuint32_t n); // check whether node is a cut vertex (needed for validation in FrontierShifting) - bool isCutVertex(const adjacency_list_t& subgraph, fuint32_t node, fuint32_t n); + bool isCutVertex(const adjacency_list_t& subgraph, vertex_t node, fuint32_t n); + // check whether targetNode (which is a node sourceNode is mapped to) is a cut vertex + bool isCutVertex(const EmbeddingBase& base, vertex_t sourceNode, vertex_t targetNode); + bool isCutVertex(const EmbeddingBase& base, nodeset_t& mappedNodes, vertex_t targetNode); + + bool areSetsConnected(const EmbeddingBase& base, const nodeset_t& setA, const nodeset_t& setB); } diff --git a/src/common/debug_utils.cpp b/src/common/debug_utils.cpp new file mode 100644 index 0000000..b7eb5a7 --- /dev/null +++ b/src/common/debug_utils.cpp @@ -0,0 +1,34 @@ +#include + +using namespace majorminer; + + +void majorminer::printNodeset(const nodeset_t& nodeset) +{ + Vector nodes{}; + nodes.reserve(nodeset.size()); + nodes.assign(nodeset.begin(), nodeset.end()); + std::sort(nodes.begin(), nodes.end()); + + std::cout << "{"; + for (auto node : nodes) std::cout << " " << node; + std::cout << " }" << std::endl; +} + + +void majorminer::printAdjacencyList(const adjacency_list_t& adj) +{ + for (const auto& edge : adj) + { + std::cout << "(" << edge.first << ", " << edge.second << ")" << std::endl; + } +} + +void majorminer::printVertexNumberMap(const VertexNumberMap& m) +{ + for (const auto& p : m) + { + std::cout << "(" << p.first << ", " << p.second << ") "; + } + std::cout << std::endl; +} \ No newline at end of file diff --git a/src/common/debug_utils.hpp b/src/common/debug_utils.hpp new file mode 100644 index 0000000..8d0de87 --- /dev/null +++ b/src/common/debug_utils.hpp @@ -0,0 +1,18 @@ +#ifndef __MAJORMINER_DEBUG_UTILS_HPP_ +#define __MAJORMINER_DEBUG_UTILS_HPP_ + +#include + +namespace majorminer +{ + + #define TEST_OUTPUT(content) std::cout << #content << std::endl; + + void printAdjacencyList(const adjacency_list_t& adj); + + void printNodeset(const nodeset_t& nodeset); + + void printVertexNumberMap(const VertexNumberMap& m); +} + +#endif \ No newline at end of file diff --git a/src/common/embedding_analyzer.hpp b/src/common/embedding_analyzer.hpp index fe54fb3..58319d7 100644 --- a/src/common/embedding_analyzer.hpp +++ b/src/common/embedding_analyzer.hpp @@ -1,8 +1,6 @@ #ifndef __MAJORMINER_EMBEDDING_ANALYZER_HPP_ #define __MAJORMINER_EMBEDDING_ANALYZER_HPP_ -#include - #include "majorminer_types.hpp" namespace majorminer diff --git a/src/common/embedding_base.hpp b/src/common/embedding_base.hpp new file mode 100644 index 0000000..a7b6c0d --- /dev/null +++ b/src/common/embedding_base.hpp @@ -0,0 +1,197 @@ +#ifndef __MAJORMINER_EMBEDDING_BASE_HPP_ +#define __MAJORMINER_EMBEDDING_BASE_HPP_ + +#include + +namespace majorminer +{ + + class EmbeddingBase + { + public: + virtual ~EmbeddingBase(){} + + // getters + virtual const graph_t* getSourceGraph() const = 0; + virtual const graph_t* getTargetGraph() const = 0; + virtual const adjacency_list_t& getSourceAdjGraph() const = 0; + virtual const adjacency_list_t& getTargetAdjGraph() const = 0; + virtual const embedding_mapping_t& getMapping() const = 0; + virtual const embedding_mapping_t& getReverseMapping() const = 0; + virtual const nodeset_t& getNodesOccupied() const = 0; + virtual const nodeset_t& getRemainingTargetNodes() const = 0; + + + bool isTargetNodeOccupied(vertex_t targetNode) const { return getRemainingTargetNodes().contains(targetNode); } + virtual int numberFreeNeighborsNeeded(vertex_t sourceNode) const = 0; + + // Iteration methods + public: + + // For a given sourceNode, iterate over all target nodes sourceNode is mapped onto. + // For these target nodes, iterate over all their neighbors + // but skip a neighbor if skipOccupied && isOccupied(neighbor) + // Callback functor should take as parameters + // 1. fuint32_t target neighbor + // 2. fuint32_t target sourceNode is mapped onto + template + void iterateSourceMappingAdjacent(vertex_t sourceNode, Functor func) const + { + auto embeddedPathIt = getMapping().equal_range(sourceNode); + const auto& target = getTargetAdjGraph(); + const auto& remaining = getRemainingTargetNodes(); + + for (auto targetNode = embeddedPathIt.first; targetNode != embeddedPathIt.second; ++targetNode) + { + // find nodes that are adjacent to targetNode (in the targetGraph) + auto targetGraphAdjacentIt = target.equal_range(targetNode->second); + for (auto targetAdjacent = targetGraphAdjacentIt.first; targetAdjacent != targetGraphAdjacentIt.second; ++targetAdjacent) + { + if (skipOccupied && !remaining.contains(targetAdjacent->second)) continue; + if (func(targetAdjacent->second, targetNode->second)) return; + } + } + } + + template + void iterateReverseMapping(vertex_t mappedTargetNode, Functor func) const + { + auto revRange = getReverseMapping().equal_range(mappedTargetNode); + for (auto revIt = revRange.first; revIt != revRange.second; ++revIt) + { + func(revIt->second); + } + } + + // Iterate for a sourceNode over all target nodes source Node is mapped to. + // For these target nodes iterate over their adjacent nodes and for the adjacent nodes + // iterate over their reverse mapping. Awful everything. + template + void iterateSourceMappingAdjacentReverse(vertex_t sourceNode, vertex_t skipTarget, Functor func) const + { + auto embeddedPathIt = getMapping().equal_range(sourceNode); + const auto& target = getTargetAdjGraph(); + const auto& reverseMapping = getReverseMapping(); + + for (auto mapIt = embeddedPathIt.first; mapIt != embeddedPathIt.second; ++mapIt) + { + if (mapIt->second == skipTarget) continue; + auto targetGraphAdjacentIt = target.equal_range(mapIt->second); + for (auto targetAdjacent = targetGraphAdjacentIt.first; targetAdjacent != targetGraphAdjacentIt.second; ++targetAdjacent) + { + auto revRange = reverseMapping.equal_range(targetAdjacent->second); + for (auto revIt = revRange.first; revIt != revRange.second; ++revIt) + { + if (revIt->second != sourceNode && func(revIt->second)) return; + } + } + } + } + + template + void iterateTargetGraphAdjacent(vertex_t targetNode, Functor func) const + { + auto adjRange = getTargetAdjGraph().equal_range(targetNode); + for (auto adj = adjRange.first; adj != adjRange.second; ++adj) + { + func(adj->second); + } + } + + template + void iterateSourceGraphAdjacent(vertex_t sourceNode, Functor func) const + { + auto adjRange = getSourceAdjGraph().equal_range(sourceNode); + for (auto adj = adjRange.first; adj != adjRange.second; ++adj) + { + func(adj->second); + } + } + + template + void iterateSourceGraphAdjacentBreak(vertex_t sourceNode, Functor func) const + { + auto adjRange = getSourceAdjGraph().equal_range(sourceNode); + for (auto adj = adjRange.first; adj != adjRange.second; ++adj) + { + if (func(adj->second)) return; + } + } + + template + void iterateTargetGraphAdjacentBreak(vertex_t targetNode, Functor func) const + { + auto adjRange = getTargetAdjGraph().equal_range(targetNode); + for (auto adj = adjRange.first; adj != adjRange.second; ++adj) + { + if (func(adj->second)) return; + } + } + + template + void iterateTargetAdjacentReverseMapping(vertex_t target, Functor func) const + { + const auto& targetGraph = getTargetAdjGraph(); + const auto& reverse = getReverseMapping(); + auto adjacentRange = targetGraph.equal_range(target); + for (auto adjIt = adjacentRange.first; adjIt != adjacentRange.second; ++adjIt) + { + auto revMappedRange = reverse.equal_range(adjIt->second); + for (auto revIt = revMappedRange.first; revIt != revMappedRange.second; ++revIt) + { + func(revIt->second); + } + } + } + + + /// For a given source node, iterates over every pair of two target nodes the source node + /// is mapped to and invokes the functor func using this pair of target nodes. + template + void iterateSourceMappingPair(vertex_t sourceVertex, Functor func) const + { + const auto& mapping = getMapping(); + auto mappedRange = mapping.equal_range(sourceVertex); + for (auto mapped1It = mappedRange.first; mapped1It != mappedRange.second; ++mapped1It) + { + auto mapped2It = mapped1It; + mapped2It++; + + for (; mapped2It != mappedRange.second; ++mapped2It) + { + func(mapped1It->second, mapped2It->second); + } + } + } + + template + void iterateSourceMapping(vertex_t sourceVertex, Functor func) const + { + const auto& mapping = getMapping(); + auto mappingRange = mapping.equal_range(sourceVertex); + for (auto it = mappingRange.first; it != mappingRange.second; ++it) + { + func(it->second); + } + } + + template + void iterateFreeTargetAdjacent(vertex_t targetVertex, Functor func) const + { + const auto& remaining = getRemainingTargetNodes(); + const auto& targetGraph = getTargetAdjGraph(); + auto range = targetGraph.equal_range(targetVertex); + for (auto it = range.first; it != range.second; ++it) + { + if (remaining.contains(it->second)) func(it->second); + } + } + }; + + +} + + + + +#endif \ No newline at end of file diff --git a/src/common/embedding_manager.cpp b/src/common/embedding_manager.cpp new file mode 100644 index 0000000..7b98063 --- /dev/null +++ b/src/common/embedding_manager.cpp @@ -0,0 +1,219 @@ +#include "common/embedding_manager.hpp" + +#include +#include + +#define CACHE_CAPACITY 128 + +using namespace majorminer; + +namespace +{ + ShiftingCandidates getEmptyCandidate() + { + return ShiftingCandidates{0, std::shared_ptr() }; + } +} + +void EmbeddingManager::mapNode(fuint32_t node, fuint32_t targetNode) +{ + if (!m_changesToPropagate.empty()) synchronize(); + m_lastNode = node; + DEBUG(std::cout << node << " -> " << targetNode << std::endl;) + + m_nodesOccupied.insert(targetNode); + m_mapping.insert(std::make_pair(node, targetNode)); + m_reverseMapping.insert(std::make_pair(targetNode, node)); + m_targetNodesRemaining.unsafe_extract(targetNode); + m_state.mapNode(node, targetNode); +} + +void EmbeddingManager::mapNode(fuint32_t node, const nodeset_t& targetNodes) +{ + if (!m_changesToPropagate.empty()) synchronize(); + m_lastNode = node; + DEBUG(OUT_S << node << " -> {";) + for(auto targetNode : targetNodes) + { + DEBUG(OUT_S << " " << targetNode;) + m_nodesOccupied.insert(targetNode); + m_mapping.insert(std::make_pair(node, targetNode)); + m_reverseMapping.insert(std::make_pair(targetNode, node)); + m_targetNodesRemaining.unsafe_extract(targetNode); + + } + DEBUG(OUT_S << " }" << std::endl;) + m_state.mapNode(node, targetNodes); +} +#undef ADJUST + +void EmbeddingManager::unmapNode(vertex_t sourceVertex) +{ + auto range = m_mapping.equal_range(sourceVertex); + for (auto mappedIt = range.first; mappedIt != range.second; ++mappedIt) + { + eraseSinglePair(m_reverseMapping, mappedIt->second, mappedIt->first); + } + m_mapping.unsafe_erase(sourceVertex); + m_state.unmapNode(sourceVertex); +} + +EmbeddingManager::EmbeddingManager(EmbeddingSuite& suite, EmbeddingState& state) + : m_suite(suite), m_state(state), + m_candidateCache([](fuint32_t) {return getEmptyCandidate(); }, CACHE_CAPACITY), + m_nbCommitsRemaining(0), m_time(1) +{ + const auto& targetNodes = m_state.getRemainingTargetNodes(); + m_targetNodesRemaining.insert(targetNodes.begin(), targetNodes.end()); +} + + +void EmbeddingManager::setFreeNeighbors(fuint32_t node, fuint32_t nbNeighbors) +{ + m_changesToPropagate.push(EmbeddingChange{ChangeType::FREE_NEIGHBORS, node, nbNeighbors}); + m_sourceFreeNeighbors[node] = nbNeighbors; +} + +void EmbeddingManager::deleteMappingPair(fuint32_t source, fuint32_t target) +{ + m_changesToPropagate.push(EmbeddingChange{ChangeType::DEL_MAPPING, source, target}); + eraseSinglePair(m_mapping, source, target); + eraseSinglePair(m_reverseMapping, target, source); +} + +void EmbeddingManager::insertMappingPair(fuint32_t source, fuint32_t target) +{ + m_changesToPropagate.push(EmbeddingChange{ChangeType::INS_MAPPING, source, target}); + m_mapping.insert(std::make_pair(source, target)); + m_reverseMapping.insert(std::make_pair(target, source)); +} + +void EmbeddingManager::occupyNode(fuint32_t target) +{ + m_changesToPropagate.push(EmbeddingChange{ChangeType::OCCUPY_NODE, target}); + m_nodesOccupied.insert(target); + m_targetNodesRemaining.unsafe_erase(target); +} + +void EmbeddingManager::freeNode(fuint32_t target) +{ + m_changesToPropagate.push(EmbeddingChange{ChangeType::FREE_NODE, target}); + m_nodesOccupied.unsafe_erase(target); + m_targetNodesRemaining.insert(target); +} + +int EmbeddingManager::numberFreeNeighborsNeeded(fuint32_t sourceNode) const +{ // TODO: rework and correct?! + auto it = m_sourceFreeNeighbors.find(sourceNode); + return 2 * m_state.getSourceNeededNeighbors()[sourceNode].load() + - (it == m_sourceFreeNeighbors.end() ? 0 : std::max(it->second.load(), 0)); +} + +void EmbeddingManager::commit() +{ + m_changesToPropagate.push(EmbeddingChange{}); + m_nbCommitsRemaining++; +} + +void EmbeddingManager::synchronize() +{ + EmbeddingChange change{}; + auto& mapping = m_state.getMapping(); + auto& revMapping = m_state.getReverseMapping(); + auto& sourceFreeNeighbors = m_state.getSourceFreeNeighbors(); + auto& nodesOccupied = m_state.getNodesOccupied(); + auto& targetNodesRemaining = m_state.getRemainingTargetNodes(); + while(!m_changesToPropagate.empty() && m_nbCommitsRemaining > 0) + { + bool success = m_changesToPropagate.try_pop(change); + if (!success) break; + switch(change.m_type) + { + case ChangeType::DEL_MAPPING: + { + eraseSinglePair(mapping, change.m_a, change.m_b); + eraseSinglePair(revMapping, change.m_b, change.m_a); + m_changeHistory[change.m_a].m_timestampNodeChanged = m_time.load(); + break; + } + case ChangeType::INS_MAPPING: + { + mapping.insert(std::make_pair(change.m_a, change.m_b)); + revMapping.insert(std::make_pair(change.m_b, change.m_a)); + m_changeHistory[change.m_a].m_timestampNodeChanged = m_time.load(); + break; + } + case ChangeType::FREE_NEIGHBORS: + { + sourceFreeNeighbors[change.m_a] = change.m_b; + m_changeHistory[change.m_a].m_timestampEdgeChanged = m_time.load(); + break; + } + case ChangeType::OCCUPY_NODE: + { + targetNodesRemaining.unsafe_erase(change.m_a); + nodesOccupied.insert(change.m_a); + m_changeHistory[change.m_a].m_timestampNodeChanged = m_time.load(); + break; + } + case ChangeType::FREE_NODE: + { + targetNodesRemaining.insert(change.m_a); + nodesOccupied.unsafe_erase(change.m_a); + m_changeHistory[change.m_a].m_timestampNodeChanged = m_time.load(); + break; + } + case ChangeType::COMMIT: + { + m_nbCommitsRemaining--; + break; + } + } + } +} + +void EmbeddingManager::clear() +{ + for (auto& entry : m_changeHistory) + { + entry.second.clear(); + } + m_time = 0; + m_changesToPropagate.clear(); + m_nbCommitsRemaining = 0; +} + +ShiftingCandidates EmbeddingManager::getCandidatesFor(fuint32_t conquerorNode) +{ + auto handle = m_candidateCache[conquerorNode]; + if (handle) return handle.value(); + else return getEmptyCandidate(); +} + + +ShiftingCandidates EmbeddingManager::setCandidatesFor(fuint32_t conquerorNode, nodepairset_t& candidates) +{ + fuint32_t size = candidates.size(); + ShiftingCandidates element = std::make_pair(size, majorminer::make_shared_array(size)); + m_random.shuffle(element.second.get(), size); + fuint32_pair_t* writePtr = element.second.get(); + for (const auto& candidate : candidates) *writePtr++ = candidate; + m_candidateCache[conquerorNode].value() = element; + return element; +} + +EmbeddingVisualizer* EmbeddingManager::getVisualizer() +{ + return m_state.getVisualizer(); +} + +const graph_t* EmbeddingManager::getSourceGraph() const { return m_state.getSourceGraph(); } +const graph_t* EmbeddingManager::getTargetGraph() const { return m_state.getTargetGraph(); } +const adjacency_list_t& EmbeddingManager::getSourceAdjGraph() const { return m_state.getSourceAdjGraph(); } +const adjacency_list_t& EmbeddingManager::getTargetAdjGraph() const { return m_state.getTargetAdjGraph(); } +const embedding_mapping_t& EmbeddingManager::getMapping() const { return m_mapping; } +const embedding_mapping_t& EmbeddingManager::getReverseMapping() const { return m_reverseMapping; } +const nodeset_t& EmbeddingManager::getNodesOccupied() const { return m_nodesOccupied; } +const nodeset_t& EmbeddingManager::getRemainingTargetNodes() const { return m_targetNodesRemaining; } + + diff --git a/src/common/embedding_manager.hpp b/src/common/embedding_manager.hpp new file mode 100644 index 0000000..97ca21e --- /dev/null +++ b/src/common/embedding_manager.hpp @@ -0,0 +1,123 @@ +#ifndef __MAJORMINER_EMBEDDING_MANAGER_HPP +#define __MAJORMINER_EMBEDDING_MANAGER_HPP + +#include +#include +#include + +namespace majorminer +{ + enum ChangeType + { + DEL_MAPPING, + INS_MAPPING, + FREE_NEIGHBORS, + OCCUPY_NODE, + COMMIT, + FREE_NODE + }; + + struct EmbeddingChange + { + EmbeddingChange() + : m_type(ChangeType::COMMIT), m_a((fuint32_t)-1), + m_b((fuint32_t)-1){} + EmbeddingChange(ChangeType t, fuint32_t a) + : m_type(t), m_a(a), m_b((fuint32_t)-1) {} + EmbeddingChange(ChangeType t, fuint32_t a, fuint32_t b) + : m_type(t), m_a(a), m_b(b) {} + + ChangeType m_type; + fuint32_t m_a; + fuint32_t m_b; + }; + + struct NodeAffected + { + NodeAffected() + : m_timestampNodeChanged(0), + m_timestampEdgeChanged(0) {} + void clear() + { + m_timestampNodeChanged = 0; + m_timestampEdgeChanged = 0; + } + + fuint32_t m_timestampNodeChanged; + fuint32_t m_timestampEdgeChanged; + }; + + class EmbeddingManager : public EmbeddingBase + { + friend SuperVertexPlacer; + friend NetworkSimplexWrapper; + friend MutationManager; + public: + EmbeddingManager(EmbeddingSuite& suite, EmbeddingState& state); + void setFreeNeighbors(vertex_t node, fuint32_t nbNeighbors); + void deleteMappingPair(vertex_t source, vertex_t target); + void insertMappingPair(vertex_t source, vertex_t target); + void occupyNode(vertex_t target); + void freeNode(vertex_t target); + void synchronize(); + void commit(); + fuint32_t getTimestamp() { return m_time++; } + int numberFreeNeighborsNeeded(vertex_t sourceNode) const override; + const NodeAffected& getHistory(vertex_t node) { return m_changeHistory[node]; } + + const UnorderedMap>& getFreeNeighborMap() const { return m_sourceFreeNeighbors; } + + fuint32_t getLastNode() const { return m_lastNode; } + + ShiftingCandidates getCandidatesFor(vertex_t conquerorNode); + ShiftingCandidates setCandidatesFor(vertex_t conquerorNode, nodepairset_t& candidates); + + RandomGen& getRandomGen() { return m_random; } + + EmbeddingVisualizer* getVisualizer(); + + public: + const graph_t* getSourceGraph() const override; + const graph_t* getTargetGraph() const override; + const adjacency_list_t& getSourceAdjGraph() const override; + const adjacency_list_t& getTargetAdjGraph() const override; + const embedding_mapping_t& getMapping() const override; + const embedding_mapping_t& getReverseMapping() const override; + const nodeset_t& getNodesOccupied() const override; + const nodeset_t& getRemainingTargetNodes() const override; + + + private: + void unmapNode(vertex_t sourceVertex); + void mapNode(vertex_t source, vertex_t target); + void mapNode(vertex_t source, const nodeset_t& targets); + void clear(); + + private: + EmbeddingSuite& m_suite; + EmbeddingState& m_state; + CandidateCache m_candidateCache; + RandomGen m_random; + + embedding_mapping_t m_mapping; + embedding_mapping_t m_reverseMapping; + nodeset_t m_nodesOccupied; + nodeset_t m_targetNodesRemaining; + UnorderedMap> m_sourceFreeNeighbors; + Queue m_changesToPropagate; + std::atomic m_nbCommitsRemaining; + + UnorderedMap m_changeHistory; + + std::atomic m_time; + + fuint32_t m_lastNode = (fuint32_t)-1; + }; + + + +} + + + +#endif \ No newline at end of file diff --git a/src/common/embedding_state.cpp b/src/common/embedding_state.cpp new file mode 100644 index 0000000..e1c28c5 --- /dev/null +++ b/src/common/embedding_state.cpp @@ -0,0 +1,116 @@ +#include "embedding_state.hpp" + +#include "common/utils.hpp" + +using namespace majorminer; + +EmbeddingState::EmbeddingState(const graph_t& sourceGraph, const graph_t& targetGraph, EmbeddingVisualizer* vis) + : m_sourceGraph(&sourceGraph), m_targetGraph(&targetGraph), m_visualizer(vis) +{ + initialize(); +} + +void EmbeddingState::initialize() +{ + convertToAdjacencyList(m_source, *m_sourceGraph); + convertToAdjacencyList(m_target, *m_targetGraph); + for (const auto& arc : *m_targetGraph) + { + m_targetNodesRemaining.insert(arc.first); + m_targetNodesRemaining.insert(arc.second); + } + for (const auto& arc : *m_sourceGraph) + { + m_nodesRemaining[arc.first] = 0; + m_nodesRemaining[arc.second] = 0; + m_sourceNeededNeighbors[arc.first]++; + m_sourceNeededNeighbors[arc.second]++; + } + m_numberSourceVertices = m_nodesRemaining.size(); +} + +fuint32_t EmbeddingState::getTrivialNode() +{ // TODO: assert + auto node = *m_nodesRemaining.begin(); + m_nodesRemaining.unsafe_erase(m_nodesRemaining.begin()); + return node.first; +} + +bool EmbeddingState::removeRemainingNode(fuint32_t node) +{ + if (!m_nodesRemaining.contains(node)) return false; + m_nodesRemaining.unsafe_erase(node); + return true; +} + +void EmbeddingState::unmapNode(vertex_t sourceVertex) +{ + auto range = m_mapping.equal_range(sourceVertex); + for (auto mappedIt = range.first; mappedIt != range.second; ++mappedIt) + { + eraseSinglePair(m_reverseMapping, mappedIt->second, mappedIt->first); + } + m_mapping.unsafe_erase(sourceVertex); +} + +void EmbeddingState::updateNeededNeighbors(fuint32_t node) +{ + fuint32_t nbNodes = 0; + iterateSourceGraphAdjacent(node, [&, this](fuint32_t adjacentSource){ + if (isNodeMapped(adjacentSource)) + { + nbNodes++; m_sourceNeededNeighbors[adjacentSource]--; + } + }); + m_sourceNeededNeighbors[node] -= nbNodes; +} + + +void EmbeddingState::updateConnections(fuint32_t node, PrioNodeQueue& nodesToProcess) +{ + iterateSourceGraphAdjacent(node, [&](fuint32_t adjacent){ + auto findIt = m_nodesRemaining.find(adjacent); + if (findIt != m_nodesRemaining.end()) + { + findIt->second += 1; // one of its neighbors is now embedded + nodesToProcess.push(PrioNode{findIt->first, findIt->second}); + } + }); +} + +int EmbeddingState::numberFreeNeighborsNeeded(fuint32_t sourceNode) const +{ // TODO: rework + // std::cout << "Source node " << sourceNode << " needs " << m_sourceNeededNeighbors[sourceNode].load() << " neighbors and has " << m_sourceFreeNeighbors[sourceNode].load() << std::endl; + auto it = m_sourceNeededNeighbors.find(sourceNode); + return 2 * (it == m_sourceNeededNeighbors.end() ? 0 : it->second.load()) + - std::max(getSourceNbFreeNeighbors(sourceNode), 0); +} + +int EmbeddingState::getSourceNbFreeNeighbors(fuint32_t sourceNode) const +{ + auto it = m_sourceFreeNeighbors.find(sourceNode); + return it == m_sourceFreeNeighbors.end() ? 0 : it->second.load(); +} + + +void EmbeddingState::mapNode(fuint32_t source, fuint32_t targetNode) +{ + m_nodesOccupied.insert(targetNode); + m_mapping.insert(std::make_pair(source, targetNode)); + m_reverseMapping.insert(std::make_pair(targetNode, source)); + m_targetNodesRemaining.unsafe_extract(targetNode); + removeRemainingNode(source); +} + +void EmbeddingState::mapNode(fuint32_t source, const nodeset_t& targets) +{ + for (auto targetNode : targets) + { + m_nodesOccupied.insert(targetNode); + m_mapping.insert(std::make_pair(source, targetNode)); + m_reverseMapping.insert(std::make_pair(targetNode, source)); + m_targetNodesRemaining.unsafe_extract(targetNode); + } + removeRemainingNode(source); +} + diff --git a/src/common/embedding_state.hpp b/src/common/embedding_state.hpp new file mode 100644 index 0000000..2ef0514 --- /dev/null +++ b/src/common/embedding_state.hpp @@ -0,0 +1,86 @@ +#ifndef __MAJORMINER_EMBEDDING_STATE_HPP_ +#define __MAJORMINER_EMBEDDING_STATE_HPP_ + +#include +#include + +namespace majorminer +{ + + class EmbeddingState : public EmbeddingBase + { + friend EmbeddingManager; + public: + EmbeddingState(const graph_t& sourceGraph, const graph_t& targetGraph, EmbeddingVisualizer* vis); + + void mapNode(fuint32_t node, fuint32_t targetNode); + void mapNode(fuint32_t source, const nodeset_t& targets); + void updateNeededNeighbors(fuint32_t node); + void updateConnections(fuint32_t node, PrioNodeQueue& nodesToProcess); + int numberFreeNeighborsNeeded(fuint32_t sourceNode) const; + fuint32_t getTrivialNode(); + + bool removeRemainingNode(fuint32_t node); + bool isNodeMapped(fuint32_t sourceNode) const { return !m_nodesRemaining.contains(sourceNode); } + + bool isNodeOccupied(fuint32_t node) const { return m_nodesOccupied.contains(node); } + + fuint32_t getSuperVertexSize(fuint32_t sourceNode) const { return m_mapping.count(sourceNode); } + + int getSourceNbFreeNeighbors(fuint32_t sourceNode) const; + + public: // getter + const graph_t* getSourceGraph() const override { return m_sourceGraph; } + const graph_t* getTargetGraph() const override { return m_targetGraph; } + const adjacency_list_t& getSourceAdjGraph() const override { return m_source; } + const adjacency_list_t& getTargetAdjGraph() const override { return m_target; } + const embedding_mapping_t& getMapping() const override { return m_mapping; } + const embedding_mapping_t& getReverseMapping() const override { return m_reverseMapping; } + const nodeset_t& getNodesOccupied() const override { return m_nodesOccupied; } + const nodeset_t& getRemainingTargetNodes() const override { return m_targetNodesRemaining; } + + + embedding_mapping_t& getMapping() { return m_mapping; } + embedding_mapping_t& getReverseMapping() { return m_reverseMapping; } + nodeset_t& getNodesOccupied() { return m_nodesOccupied; } + nodeset_t& getRemainingTargetNodes() { return m_targetNodesRemaining; } + const UnorderedMap& getRemainingNodes() const { return m_nodesRemaining; } + UnorderedMap& getRemainingNodes() { return m_nodesRemaining; } + + EmbeddingVisualizer* getVisualizer() { return m_visualizer; } + bool hasVisualizer() const { return m_visualizer != nullptr; } + + UnorderedMap>& getSourceFreeNeighbors() { return m_sourceFreeNeighbors; } + UnorderedMap>& getSourceNeededNeighbors() { return m_sourceNeededNeighbors; } + + fuint32_t getNumberSourceVertices() const { return m_numberSourceVertices; } + + private: + void initialize(); + void unmapNode(vertex_t sourceVertex); + + private: + const graph_t* m_sourceGraph; + const graph_t* m_targetGraph; + adjacency_list_t m_source; + adjacency_list_t m_target; + + embedding_mapping_t m_mapping; + embedding_mapping_t m_reverseMapping; + nodeset_t m_nodesOccupied; + nodeset_t m_targetNodesRemaining; + + UnorderedMap m_nodesRemaining; + UnorderedMap> m_sourceNeededNeighbors; + UnorderedMap> m_sourceFreeNeighbors; + nodeset_t m_sourceNodesAffected; + fuint32_t m_numberSourceVertices; + + EmbeddingVisualizer* m_visualizer; + }; + +} + + + +#endif diff --git a/src/common/embedding_validator.cpp b/src/common/embedding_validator.cpp index d8f6092..32a6bef 100644 --- a/src/common/embedding_validator.cpp +++ b/src/common/embedding_validator.cpp @@ -1,13 +1,21 @@ #include "embedding_validator.hpp" +#include "common/utils.hpp" +#include "common/embedding_state.hpp" + using namespace majorminer; bool EmbeddingValidator::isDisjoint() const { UnorderedSet nodesOccupied{}; - for (const auto& mapped : m_embedding) + const auto& embedding = m_state.getMapping(); + for (const auto& mapped : embedding) { - if (nodesOccupied.contains(mapped.second)) return false; + if (nodesOccupied.contains(mapped.second)) + { + DEBUG(OUT_S << "Not an injective mapping." << std::endl;) + return false; + } nodesOccupied.insert(mapped.second); } return true; @@ -16,18 +24,14 @@ bool EmbeddingValidator::isDisjoint() const bool EmbeddingValidator::nodesConnected() const { + const auto& embedding = m_state.getMapping(); + const auto& sourceGraph = *m_state.getSourceGraph(); UnorderedMultiMap adjacencies{}; - for (const auto& e : m_source) + for (const auto& e : sourceGraph) { adjacencies.insert(orderedPair(e)); } - UnorderedMultiMap reverseMapping{}; - for (const auto& mapped : m_embedding) - { - reverseMapping.insert(std::make_pair(mapped.second, mapped.first)); - } - UnorderedMap> adjacentNodes{}; auto groupIt = adjacencies.begin(); @@ -39,36 +43,28 @@ bool EmbeddingValidator::nodesConnected() const { adjacentNodes.insert(std::make_pair(it->second, false)); } - auto mappedRange = m_embedding.equal_range(groupIt->first); + auto mappedRange = embedding.equal_range(groupIt->first); // for each node in adjacentNodes search for adjacency to mappedNodes tbb::parallel_for_each(mappedRange.first, mappedRange.second, - [&adjacentNodes, &reverseMapping, this](fuint32_pair_t targetNodeP) { - auto targetNodeMapped = reverseMapping.equal_range(targetNodeP.second); - for (auto it = targetNodeMapped.first; it != targetNodeMapped.second; ++it) - { - if (adjacentNodes.contains(it->second)) - { - adjacentNodes[it->second] = true; - } - } - auto adjacentIt = this->m_target.equal_range(targetNodeP.second); - for (auto it = adjacentIt.first; it != adjacentIt.second; ++it) - { - auto revMappedIt = reverseMapping.equal_range(it->second); - for (auto revIt = revMappedIt.first; revIt != revMappedIt.second; ++revIt) - { - if (adjacentNodes.contains(revIt->second)) - { - adjacentNodes[revIt->second] = true; - } - } - } + [&](fuint32_pair_t targetNodeP) { + m_state.iterateReverseMapping(targetNodeP.second, [&](fuint32_t reverse){ + if (adjacentNodes.contains(reverse)) adjacentNodes[reverse] = true; + }); + + m_state.iterateTargetAdjacentReverseMapping(targetNodeP.second, [&](fuint32_t revSourceNode){ + if (adjacentNodes.contains(revSourceNode)) adjacentNodes[revSourceNode] = true; + }); }); for (const auto& adjNode : adjacentNodes) { - if (!adjNode.second) return false; + if (!adjNode.second) + { + DEBUG(OUT_S << "Not all edges embedded! Node " << adjNode.first << " is missing at least one edge." << std::endl;) + DEBUG(printMissingEdges(adjNode.first)); + return false; + } } groupIt = adjRange.second; } @@ -76,3 +72,24 @@ bool EmbeddingValidator::nodesConnected() const return true; } + +void EmbeddingValidator::printMissingEdges(fuint32_t node) const +{ + nodeset_t missingAdjacent{}; + + m_state.iterateSourceGraphAdjacent(node, [&missingAdjacent](fuint32_t adjacentSource) + { missingAdjacent.insert(adjacentSource); }); + + if (missingAdjacent.empty()) return; + + m_state.iterateSourceMappingAdjacent(node, [&](fuint32_t adjacent, fuint32_t){ + m_state.iterateReverseMapping(adjacent, [&](fuint32_t reverse){ + missingAdjacent.unsafe_erase(reverse); + }); + return false; + }); + + OUT_S << "Node " << node << " is missing edges to nodes { "; + for (auto missing : missingAdjacent) OUT_S << missing << " "; + OUT_S << "}" << std::endl; +} diff --git a/src/common/embedding_validator.hpp b/src/common/embedding_validator.hpp index 3e89fe2..c745db2 100644 --- a/src/common/embedding_validator.hpp +++ b/src/common/embedding_validator.hpp @@ -2,7 +2,6 @@ #define __MAJORMINER_EMBEDDING_VALIDATOR_HPP_ #include "majorminer_types.hpp" -#include "utils.hpp" namespace majorminer { @@ -10,18 +9,18 @@ namespace majorminer class EmbeddingValidator { public: - EmbeddingValidator(const embedding_mapping_t& embedding, - const graph_t& source, const adjacency_list_t& target) - : m_embedding(embedding), m_source(source), m_target(target){} + EmbeddingValidator(const EmbeddingState& state) + : m_state(state) {} bool isDisjoint() const; bool nodesConnected() const; bool isValid() const { return isDisjoint() && nodesConnected(); } private: - const embedding_mapping_t& m_embedding; - const graph_t& m_source; - const adjacency_list_t& m_target; + void printMissingEdges(fuint32_t node) const; + + private: + const EmbeddingState& m_state; }; } diff --git a/src/common/embedding_visualizer.cpp b/src/common/embedding_visualizer.cpp index f631457..464e87e 100644 --- a/src/common/embedding_visualizer.cpp +++ b/src/common/embedding_visualizer.cpp @@ -1,5 +1,8 @@ #include "embedding_visualizer.hpp" +#include +#include + using namespace majorminer; namespace fs = std::filesystem; @@ -37,11 +40,14 @@ void EmbeddingVisualizer::setupDrawing(const embedding_mapping_t& embedding) m_embedding = &embedding; m_svg << m_prepared; - double fontSize = getWidth() / 30; + double fontSize = std::min(getWidth() / 30, 40.0); + double y = 50 + fontSize / 2.0; std::stringstream titleText {}; titleText << "Iteration " << (m_iteration + 1) << ": "; - m_svg << "" << titleText.str(); + m_svg << "" << titleText.str(); } void EmbeddingVisualizer::draw(const embedding_mapping_t& embedding, const char* title) @@ -311,3 +317,27 @@ double KingsVisualizer::getHeight() const { return ((1 + m_nbRows * 2) * getNodeSize()); } + + +fuint32_t GenericVisualizer::insertEdge(Vector& /* coords */, const edge_t& /* edge */) +{ + return 0; +} + +Coordinate_t GenericVisualizer::insertNode(fuint32_t v) const +{ + auto findIt = m_coordinates.find(v); + if (findIt == m_coordinates.end()) throw std::runtime_error("Node not contained in coordinate map!"); + + return Coordinate_t{ (1 + findIt->second.first) * getNodeSize(), (1 + findIt->second.second) * getNodeSize() }; +} + +double GenericVisualizer::getWidth() const +{ + return ((2 + m_width) * getNodeSize()); +} + +double GenericVisualizer::getHeight() const +{ + return ((2 + m_height) * getNodeSize()); +} diff --git a/src/common/embedding_visualizer.hpp b/src/common/embedding_visualizer.hpp index 6908429..68f88ae 100644 --- a/src/common/embedding_visualizer.hpp +++ b/src/common/embedding_visualizer.hpp @@ -4,8 +4,6 @@ #include "majorminer_types.hpp" #include -#include -#include namespace majorminer { @@ -109,6 +107,30 @@ namespace majorminer fuint32_t m_nbRows; fuint32_t m_nbCols; }; + + typedef UnorderedMap coordinate_map_t; + class GenericVisualizer : public EmbeddingVisualizer + { + public: + GenericVisualizer(const graph_t& source, const graph_t& target, + std::string filename, const coordinate_map_t& coordinates, + double width, double height) + : EmbeddingVisualizer(source, target, std::move(filename)), + m_coordinates(coordinates), m_width(width), m_height(height) {} + + ~GenericVisualizer(){} + + protected: + fuint32_t insertEdge(Vector& coords, const edge_t& edge) override; + Coordinate_t insertNode(fuint32_t v) const override; + double getWidth() const override; + double getHeight() const override; + + private: + const coordinate_map_t& m_coordinates; + double m_width; + double m_height; + }; } diff --git a/src/common/graph_gen.cpp b/src/common/graph_gen.cpp index 6677175..96b5c21 100644 --- a/src/common/graph_gen.cpp +++ b/src/common/graph_gen.cpp @@ -1,5 +1,10 @@ #include "graph_gen.hpp" +#include +#include +#include +#include + using namespace majorminer; graph_t majorminer::generate_chimera(fuint32_t rows, fuint32_t cols) diff --git a/src/common/graph_gen.hpp b/src/common/graph_gen.hpp index 93621ae..e6109f1 100644 --- a/src/common/graph_gen.hpp +++ b/src/common/graph_gen.hpp @@ -1,12 +1,6 @@ #ifndef __MAJORMINER_GRAPH_GEN_HPP_ #define __MAJORMINER_GRAPH_GEN_HPP_ -#include -#include -#include -#include -#include - #include "majorminer_types.hpp" diff --git a/src/common/random_gen.cpp b/src/common/random_gen.cpp new file mode 100644 index 0000000..7633e32 --- /dev/null +++ b/src/common/random_gen.cpp @@ -0,0 +1,30 @@ +#include "common/random_gen.hpp" + +using namespace majorminer; +RandomGen::RandomGen() + : m_generator(m_rdGen()), + m_shuffleGenerator(m_rdShuffle()) +{} + +fuint32_t RandomGen::getRandomUint(fuint32_t upper) +{ + std::uniform_int_distribution distribution(0, upper); + while(!m_lock.try_lock()) {} + + fuint32_t randomVal = distribution(m_generator); + + m_lock.unlock(); + return randomVal; +} + + +vertex_t RandomGen::getRandomVertex(const nodeset_t& vertices) +{ + if (vertices.empty()) return FUINT32_UNDEF; + fuint32_t idx = getRandomUint(vertices.size() - 1); + for (auto vertex : vertices) + { + if (idx-- == 0) return vertex; + } + return FUINT32_UNDEF; +} \ No newline at end of file diff --git a/src/common/random_gen.hpp b/src/common/random_gen.hpp new file mode 100644 index 0000000..3133fdb --- /dev/null +++ b/src/common/random_gen.hpp @@ -0,0 +1,42 @@ +#ifndef __MAJORMINER_RANDOM_GEN_HPP_ +#define __MAJORMINER_RANDOM_GEN_HPP_ + +#include + +namespace majorminer +{ + + class RandomGen + { + public: + RandomGen(); + fuint32_t getRandomUint(fuint32_t upper); + + template + void shuffle(T* data, fuint32_t size) + { + if (size == 0) return; + while(!m_shuffleLock.try_lock()) {} + + std::shuffle(data, data + size, m_shuffleGenerator); + + m_shuffleLock.unlock(); + } + + vertex_t getRandomVertex(const nodeset_t& vertices); + + private: + std::mutex m_lock; + std::mutex m_shuffleLock; + std::random_device m_rdGen; + std::random_device m_rdShuffle; + std::default_random_engine m_generator; + std::default_random_engine m_shuffleGenerator; + }; + + + +} + + +#endif \ No newline at end of file diff --git a/src/common/utils.cpp b/src/common/utils.cpp index 1a78bec..34b8d78 100644 --- a/src/common/utils.cpp +++ b/src/common/utils.cpp @@ -1,4 +1,6 @@ -#include "utils.hpp" +#include "common/utils.hpp" + +#include using namespace majorminer; @@ -13,10 +15,10 @@ void majorminer::convertToAdjacencyList(adjacency_list_t& adj, const graph_t& gr }); } -void majorminer::printAdjacencyList(const adjacency_list_t& adj) + +void majorminer::insertMappedTargetNodes(const EmbeddingBase& base, nodeset_t& nodes, fuint32_t sourceNode) { - for (const auto& edge : adj) - { - std::cout << "(" << edge.first << ", " << edge.second << ")" << std::endl; - } + const auto& mapping = base.getMapping(); + auto equalRange = mapping.equal_range(sourceNode); + for (auto it = equalRange.first; it != equalRange.second; ++it) nodes.insert(it->second); } diff --git a/src/common/utils.hpp b/src/common/utils.hpp index e842418..e4e4af4 100644 --- a/src/common/utils.hpp +++ b/src/common/utils.hpp @@ -1,9 +1,8 @@ #ifndef __MAJORMINER_UTILS_HPP_ #define __MAJORMINER_UTILS_HPP_ -#include - -#include "majorminer_types.hpp" +#include +#include namespace majorminer @@ -29,8 +28,6 @@ namespace majorminer template void setMax(T& val, const T& v) { if (v > val) val = v; } - void printAdjacencyList(const adjacency_list_t& adj); - template void eraseSinglePair(UnorderedMultiMap& umap, const K& key, const V& val) { @@ -44,6 +41,49 @@ namespace majorminer } } } + + template + bool containsPair(const UnorderedMultiMap& umap, const K& key, const V& val) + { + auto range = umap.equal_range(key); + for (auto it = range.first; it != range.second; ++it) + { + if (it->second == val) + { + return true; + } + } + return false; + } + + void insertMappedTargetNodes(const EmbeddingBase& base, nodeset_t& nodes, fuint32_t sourceNode); + + inline bool isDefined(fuint32_t value) { return value != FUINT32_UNDEF; } + inline bool isDefined(fuint32_pair_t& p) { return isDefined(p.first) && isDefined(p.second); } + inline bool isDefined(NodePair& p) { return isDefined(p.source) && isDefined(p.target); } + + template + inline std::shared_ptr make_shared_array(std::size_t size) + { + return std::shared_ptr( new T[size], []( T *p ){ delete [] p; } ); + } + + template + inline bool overlappingSets(const UnorderedSet& map1, const UnorderedSet& map2) + { + for (const auto& key : map1) + { + if (map2.contains(key)) return true; + } + return false; + } + + template + inline void clearStack(Stack& s) + { + while(!s.empty()) s.pop(); + } + } diff --git a/src/evolutionary/CMakeLists.txt b/src/evolutionary/CMakeLists.txt index e876882..36c3438 100644 --- a/src/evolutionary/CMakeLists.txt +++ b/src/evolutionary/CMakeLists.txt @@ -1,6 +1,7 @@ target_sources(majorminer PRIVATE + ${CMAKE_CURRENT_SOURCE_DIR}/mutation_manager.cpp ${CMAKE_CURRENT_SOURCE_DIR}/mutation_extend.cpp - ${CMAKE_CURRENT_SOURCE_DIR}/frontier_shifting_data.cpp ${CMAKE_CURRENT_SOURCE_DIR}/mutation_frontier_shifting.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/mutation_reduce_overlap.cpp ) \ No newline at end of file diff --git a/src/evolutionary/frontier_shifting_data.cpp b/src/evolutionary/frontier_shifting_data.cpp deleted file mode 100644 index 7acbfaa..0000000 --- a/src/evolutionary/frontier_shifting_data.cpp +++ /dev/null @@ -1,70 +0,0 @@ -#include "frontier_shifting_data.hpp" - -using namespace majorminer; - - - -void FrontierShiftingData::clear() -{ - m_victimSourceNode = -1; - m_victimSubgraph.clear(); - m_cutVertices.clear(); - m_victimConnections.clear(); - m_reverseConnections.clear(); -} - -void FrontierShiftingData::lostNode(fuint32_t conquered, fuint32_t conquerorSource) -{ - if (m_nbNodes <= 1) throw std::runtime_error("Bad number of nodes in frontiershifting data."); - m_nbNodes--; - m_cutVertices.clear(); - auto range = m_reverseConnections.equal_range(conquered); - for (auto it = range.first; it != range.second; ++it) - { - eraseSinglePair(m_victimConnections, it->second, it->first); - } - m_reverseConnections.unsafe_erase(range.first, range.second); - nodeset_t newConnections{}; - for (auto it = m_victimSubgraph.begin(); it !=m_victimSubgraph.end();) - { - if(it->first == conquered) - { - m_victimConnections.insert(edge_t{conquerorSource, it->second}); - m_reverseConnections.insert(edge_t{it->second, conquerorSource}); - } - if (it->first == conquered || it->second == conquered) - { - it = m_victimSubgraph.unsafe_erase(it); - } - else ++it; - } -} - -void FrontierShiftingData::addConnection(fuint32_t sourceFrom, fuint32_t targetTo) -{ - m_victimConnections.insert(edge_t{ sourceFrom, targetTo }); - m_reverseConnections.insert(edge_t{ targetTo, sourceFrom }); -} - -void FrontierShiftingData::findCutVertices() -{ - // frontiershifting is not allowed on cut vertices as removing them would - // disconnect the chain. Therefore, identify cut vertices beforehand - majorminer::identifiyCutVertices(m_cutVertices, m_victimSubgraph, m_nbNodes); -} - -void FrontierShiftingData::setNbNodes(fuint32_t nbNodes) -{ - m_nbNodes = nbNodes; -} - -bool FrontierShiftingData::isNowACutVertex(fuint32_t contested) const -{ - return majorminer::isCutVertex(m_victimSubgraph, contested, m_nbNodes); -} - -void FrontierShiftingData::setVictimSource(fuint32_t node) -{ - m_victimSourceNode = node; -} - diff --git a/src/evolutionary/frontier_shifting_data.hpp b/src/evolutionary/frontier_shifting_data.hpp deleted file mode 100644 index bc96733..0000000 --- a/src/evolutionary/frontier_shifting_data.hpp +++ /dev/null @@ -1,36 +0,0 @@ -#ifndef __MAJORMINER_FRONTIER_SHIFTING_DATA_HPP_ -#define __MAJORMINER_FRONTIER_SHIFTING_DATA_HPP_ - -#include "majorminer_types.hpp" -#include "common/cut_vertex.hpp" -#include "common/utils.hpp" - - -namespace majorminer -{ - - struct FrontierShiftingData - { - FrontierShiftingData() : m_victimSourceNode((fuint32_t)-1) { } - void clear(); - void setNbNodes(fuint32_t nbNodes); - void setVictimSource(fuint32_t node); - void lostNode(fuint32_t conquered, fuint32_t conquerorSource); - void addConnection(fuint32_t sourceFrom, fuint32_t targetTo); - void findCutVertices(); - bool isNowACutVertex(fuint32_t contested) const; - - - fuint32_t m_victimSourceNode; - fuint32_t m_nbNodes; - adjacency_list_t m_victimSubgraph; - nodeset_t m_cutVertices; - - // source node (connected to victim) --> target node mapped to from victim - adjacency_list_t m_victimConnections; // all connections other nodes have to the victim's chain - adjacency_list_t m_reverseConnections; // reverse m_victimConnections - }; - -} - -#endif \ No newline at end of file diff --git a/src/evolutionary/generic_mutation.hpp b/src/evolutionary/generic_mutation.hpp index cc51591..03e7b8c 100644 --- a/src/evolutionary/generic_mutation.hpp +++ b/src/evolutionary/generic_mutation.hpp @@ -9,7 +9,24 @@ namespace majorminer { public: virtual ~GenericMutation() {} + + // fast check whether a mutation is still valid + virtual bool isValid() = 0; + + // Initial preparation or revalidating a preparation + virtual bool prepare() = 0; + + // Incorporate changes of this mutation virtual void execute() = 0; + + // Should an invalid mutation be requeued? Default: Yes. + virtual bool requeue() const { return true; } + + protected: + void generateTimestamp(); + + private: + fuint32_t m_timestamp; }; } diff --git a/src/evolutionary/mutation_extend.cpp b/src/evolutionary/mutation_extend.cpp index 70414aa..fb0d6f4 100644 --- a/src/evolutionary/mutation_extend.cpp +++ b/src/evolutionary/mutation_extend.cpp @@ -1,123 +1,98 @@ -#include "mutation_extend.hpp" +#include "evolutionary/mutation_extend.hpp" + +#include +#include +#include + +#include using namespace majorminer; -MutationExtend::MutationExtend(EmbeddingSuite* suite, fuint32_t sourceNode) - : m_suite(*suite) { - // check whether node needs more - int delta = std::max(suite->numberFreeNeighborsNeeded(sourceNode), 0); - if (delta == 0) return; +MutationExtend::MutationExtend(const EmbeddingState& state, EmbeddingManager& embeddingManager, fuint32_t sourceNode) + : m_state(state), m_embeddingManager(embeddingManager), m_sourceVertex(sourceNode), + m_time(m_embeddingManager.getTimestamp()) { } - // find adjacent target node with highest number - auto mapRange = suite->m_mapping.equal_range(sourceNode); +// use embedding manager only +void MutationExtend::execute() +{ + // std::cout << "1. Extend execute node "<m_target.equal_range(targetNode->second); - for (auto adj = adjRange.first; adj != adjRange.second; ++adj) + m_embeddingManager.commit(); + + if (m_state.hasVisualizer()) { - if (m_suite.m_targetNodesRemaining.contains(adj->second)) - { // legitimate candidate - auto improvement = checkCandidate(adj->second, sourceNode, delta); - if (improvement < bestVal) - { - bestVal = improvement; - bestExtend = adj->second; - adjTargetNode = targetNode->second; - } - } + std::stringstream ss; + ss << "ExtendMutation applied " << m_sourceVertex + << " -> { ..., " << m_extendedTarget << " }; improvement: " + << improvement << std::endl; + m_embeddingManager.getVisualizer()->draw(m_embeddingManager.getMapping(), ss.str().c_str()); } } - - if (bestVal < 0) - { - DEBUG(OUT_S << "Emitting extend task for sourceNode=" << sourceNode - << " to extend to " << bestExtend << ". Improvement: " - << bestVal << std::endl;) - m_sourceVertex = sourceNode; - m_targetVertex = adjTargetNode; - m_extendedTarget = bestExtend; - m_valid = true; - } } -double MutationExtend::checkCandidate(fuint32_t extendNode, fuint32_t sourceNode, int delta) +double MutationExtend::checkImprovement(fuint32_t extendNode, const EmbeddingBase& base) { - m_degraded.clear(); + const auto& remainingTargetNodes = base.getRemainingTargetNodes(); double improvement = 0; - - auto adjRange = m_suite.m_target.equal_range(extendNode); - int nbFree = 0; - for (auto adj = adjRange.first; adj != adjRange.second; ++adj) - { - if (m_suite.m_targetNodesRemaining.contains(adj->second)) nbFree++; - else - { // already mapped to - // go over each that was mapped to this node and add to degraded - auto revIt = m_suite.m_reverseMapping.equal_range(adj->second); - for (auto rev = revIt.first; rev != revIt.second; ++rev) - { - m_degraded.insert(rev->second); - } - } - } - if (nbFree == 0) return MAXFLOAT; - improvement = - std::min(delta, nbFree) + 1; - for (auto deg : m_degraded) - { - if (improvement >= 0) return MAXFLOAT; - if (deg == extendNode) continue; - else - { - int needed = m_suite.numberFreeNeighborsNeeded(deg); - if (needed > -1) improvement++; - } - } + base.iterateTargetGraphAdjacent(extendNode, [&](fuint32_t adjacent){ + if (!remainingTargetNodes.contains(adjacent)) improvement -= 1; + }); return improvement; } -void MutationExtend::execute() +bool MutationExtend::prepare() { - if(!m_valid || !m_suite.m_targetNodesRemaining.contains(m_extendedTarget)) return; - int delta = m_suite.numberFreeNeighborsNeeded(m_sourceVertex); - if (delta <= 0) return; - double improvement = checkCandidate(m_extendedTarget, m_sourceVertex, delta); - if (improvement < 0) - { // adopt mutation - m_suite.m_targetNodesRemaining.unsafe_erase(m_extendedTarget); - m_suite.m_nodesOccupied.insert(m_extendedTarget); - m_suite.m_mapping.insert(std::make_pair(m_sourceVertex, m_extendedTarget)); - m_suite.m_reverseMapping.insert(std::make_pair(m_extendedTarget, m_sourceVertex)); + int delta = std::max(m_state.numberFreeNeighborsNeeded(m_sourceVertex), 0); + // std::cout << "Extend - node m_sourceVertex " << m_sourceVertex << " has delta of " << delta << std::endl; + if (delta == 0) return false; + const auto& remainingTargetNodes = m_state.getRemainingTargetNodes(); - for (auto deg : m_degraded) - { - if (deg != m_sourceVertex) m_suite.m_sourceFreeNeighbors[deg]--; - } - m_degraded.clear(); - auto embRange = m_suite.m_mapping.equal_range(m_sourceVertex); - for (auto embIt = embRange.first; embIt != embRange.second; ++embIt) - { - auto adjRange = m_suite.m_target.equal_range(embIt->second); - for (auto adjIt = adjRange.first; adjIt != adjRange.second; ++adjIt) - { - if (m_suite.m_targetNodesRemaining.contains(adjIt->second)) - { m_degraded.insert(adjIt->second); } - } - } - m_suite.m_sourceFreeNeighbors[m_sourceVertex] = m_degraded.size(); + double bestVal = MAXFLOAT; + fuint32_t bestExtend = -1; - if (m_suite.m_visualizer != nullptr) + nodeset_t candidates{}; + m_state.iterateSourceMappingAdjacent(m_sourceVertex, [&](fuint32_t neighbor, fuint32_t){ + if (remainingTargetNodes.contains(neighbor)) candidates.insert(neighbor); + return false; + }); + + for (auto& candidate : candidates) + { + double improvement = checkImprovement(candidate, m_state); + if (improvement < bestVal) { - std::stringstream ss; - ss << "ExtendMutation applied " << m_sourceVertex - << " -> { ..., " << m_extendedTarget << " }; improvement: " - << improvement << std::endl; - m_suite.m_visualizer->draw(m_suite.m_mapping, ss.str().c_str()); + bestVal = improvement; + bestExtend = candidate; } } + m_improving = bestVal < 0; + m_extendedTarget = bestExtend; + + m_time = m_embeddingManager.getTimestamp(); + return m_improving; } + +bool MutationExtend::isValid() +{ + // std::cout << "Time" << m_time << std::endl; + // std::cout <<"History "<< m_embeddingManager.getHistory(m_sourceVertex).m_timestampNodeChanged < +#include +#include +#include +#include + +#include + +#define MAX_CANDIDATES 20 + using namespace majorminer; +namespace +{ + bool isCandidateValid(const ShiftingCandidates& candidate) + { + return candidate.second.get() != nullptr; + } +} + +MutationFrontierShifting::MutationFrontierShifting(const EmbeddingState& state, EmbeddingManager& manager, + fuint32_t conquerorSource) + : m_state(state), m_manager(manager), m_conqueror(conquerorSource), + m_victim(FUINT32_UNDEF), m_valid(false) +{ } +bool MutationFrontierShifting::isValid() +{ + // std::cout << "Valid=" << m_valid << "; bestContested=" << m_bestContested << "; improvement=" << calculateImprovement(m_victim) + // << "; crucial=" << !isNodeCrucial(m_manager, m_victim, m_bestContested, m_conqueror) << std::endl; + // std::cout << "Victim=" << m_victim << "; Conqueror=" << m_conqueror << std::endl; + //char c=getchar(); + //if (c=='E') return false; + // std::cout << "------------------------------" << std::endl; + return m_valid + && containsPair(m_manager.getMapping(), m_victim, m_bestContested) + && isDefined(m_bestContested) && calculateImprovement(m_victim) < 0 + && !isNodeCrucial(m_manager, m_victim, m_bestContested, m_conqueror); +} -MuationFrontierShifting::MuationFrontierShifting(EmbeddingSuite* suite, - fuint32_t conquerorSource, fuint32_t victimSource) - : m_suite(*suite), m_conqueror(conquerorSource), - m_victim(victimSource), m_valid(false) +bool MutationFrontierShifting::prepare() { // find a victim node for which conqueror is connected to and // all other node is not crucial for victim - auto& data = m_suite.m_frontierData; - auto conquerorRange = data.m_victimConnections.equal_range(conquerorSource); - - for (auto candidateIt = conquerorRange.first; candidateIt != conquerorRange.second; ++candidateIt) + // std::cout << "Preparing shifting. " << m_conqueror << std::endl; + m_valid = false; + ShiftingCandidates cands = m_manager.getCandidatesFor(m_conqueror); + if (!isCandidateValid(cands) || true ) { - if (data.m_cutVertices.contains(candidateIt->second) || isCrucial(candidateIt->second)) continue; - double val = calculateImprovement(candidateIt->second); - if (val < m_bestImprovement) - { - m_bestImprovement = val; - m_valid = true; - m_bestContested = candidateIt->second; - } + nodepairset_t candidateSet{}; + m_state.iterateSourceMappingAdjacent(m_conqueror, [&](fuint32_t target, fuint32_t){ + m_state.iterateReverseMapping(target, [&](fuint32_t cand){ + if (cand != m_conqueror) candidateSet.insert(fuint32_pair_t{cand, target}); + }); + return candidateSet.size() > MAX_CANDIDATES; + }); + cands = m_manager.setCandidatesFor(m_conqueror, candidateSet); } -} -bool MuationFrontierShifting::isCrucial(fuint32_t candidateNode) -{ - auto& data = m_suite.m_frontierData; - auto revRange = data.m_reverseConnections.equal_range(candidateNode); - for (auto revIt = revRange.first; revIt != revRange.second; ++revIt) - { // for every node, we have to make sure that the source node has another - // connection to the victim chain - if (revIt->second == m_conqueror) continue; - bool replaceable = false; - auto connectionRange = data.m_victimConnections.equal_range(revIt->second); - for (auto it = connectionRange.first; it != connectionRange.second; ++it) + if (!isCandidateValid(cands)) return false; + fuint32_pair_t* candidates = cands.second.get(); + auto subgraph = extractSubgraph(m_state, m_conqueror); + + for (fuint32_t idx = 0; idx < cands.first; ++idx) + { + fuint32_pair_t candidate = candidates[idx]; + candidates[idx] = std::make_pair(FUINT32_UNDEF, FUINT32_UNDEF); + + if (!isDefined(candidate)) continue; + double improvement = calculateImprovement(candidate.first); + // std::cout << "Shifting " << m_conqueror << " - (" << candidate.first << "," << candidate.second << "): " << improvement << std::endl; + //if (improvement < 0) { char c = getchar(); if (c == 'E') return false; } + if (improvement < 0 && !isNodeCrucial(m_state, candidate.first, candidate.second, m_conqueror)) { - if (it->second != candidateNode) - { - replaceable = true; - break; - } + // std::cout << "Found valid shifting!" << std::endl; + m_bestImprovement = improvement; + m_valid = true; + m_bestContested = candidate.second; + m_victim = candidate.first; + break; } - if (!replaceable) return true; } - return false; + return m_valid; } -double MuationFrontierShifting::calculateImprovement(fuint32_t candidateNode) -{ - // Two factors play a role: - // 1. Change in chain length - // 2. Change in free neighbors - // TODO: add free neighbor calculation - fuint32_t victimLength = m_suite.m_mapping.count(m_victim); - fuint32_t conquerorLength = m_suite.m_mapping.count(m_conqueror); +double MutationFrontierShifting::calculateImprovement(fuint32_t victim) +{ // todo: generic on EmbeddingBase + int victimLength = static_cast(m_state.getSuperVertexSize(victim)); + int conquerorLength = static_cast(m_state.getSuperVertexSize(m_conqueror)); if (victimLength == 0) return MAXFLOAT; return pow(victimLength - 1, 2) + pow(conquerorLength + 1, 2) - pow(victimLength, 2) - pow(conquerorLength, 2); } -void MuationFrontierShifting::execute() +void MutationFrontierShifting::execute() { - auto& data = m_suite.m_frontierData; - if (!m_valid || isCrucial(m_bestContested)) return; - if (data.isNowACutVertex(m_bestContested) || calculateImprovement(m_bestContested) >= 0) return; - - // Commit the mutation - eraseSinglePair(m_suite.m_mapping, m_victim, m_bestContested); - eraseSinglePair(m_suite.m_reverseMapping, m_bestContested, m_victim); - m_suite.m_mapping.insert(fuint32_pair_t{ m_conqueror, m_bestContested }); - m_suite.m_reverseMapping.insert(fuint32_pair_t{ m_bestContested, m_conqueror }); + // std::cout << "Conqueror=" << m_conqueror << "; Contested=" << m_bestContested << "; Victim=" << m_victim << std::endl; + // getchar(); + m_manager.deleteMappingPair(m_victim, m_bestContested); + if (!containsPair(m_manager.getMapping(), m_conqueror, m_bestContested)) m_manager.insertMappingPair(m_conqueror, m_bestContested); + m_manager.commit(); - // take care of free neighbors and update frontierData - m_suite.m_frontierData.lostNode(m_bestContested, m_conqueror); - if (m_suite.m_visualizer != nullptr) + if (m_state.hasVisualizer()) { - m_suite.m_visualizer->draw(m_suite.m_mapping, [this](std::ostream& svg) + m_manager.getVisualizer()->draw(m_manager.getMapping(), [this](std::ostream& svg) { svg << "FrontierShifting. Conqueror " << this->getConqueror() << ", victim " diff --git a/src/evolutionary/mutation_frontier_shifting.hpp b/src/evolutionary/mutation_frontier_shifting.hpp index 9266398..65f9b2c 100644 --- a/src/evolutionary/mutation_frontier_shifting.hpp +++ b/src/evolutionary/mutation_frontier_shifting.hpp @@ -1,30 +1,31 @@ #ifndef __MAJORMINER_MUTATION_FRONTIER_SHIFTING_HPP_ #define __MAJORMINER_MUTATION_FRONTIER_SHIFTING_HPP_ -#include "evolutionary/generic_mutation.hpp" #include "majorminer_types.hpp" -#include "majorminer.hpp" +#include "evolutionary/generic_mutation.hpp" namespace majorminer { - class MuationFrontierShifting : public GenericMutation + class MutationFrontierShifting : public GenericMutation { public: - MuationFrontierShifting(EmbeddingSuite* suite, fuint32_t conquerorSource, fuint32_t victimSource); - ~MuationFrontierShifting() {} + MutationFrontierShifting(const EmbeddingState& state, EmbeddingManager& manager, fuint32_t conquerorSource); + ~MutationFrontierShifting() {} void execute() override; + bool isValid() override; + bool prepare() override; fuint32_t getConqueror() const { return m_conqueror; } fuint32_t getVictim() const { return m_victim; } fuint32_t getContested() const { return m_bestContested; } private: - bool isCrucial(fuint32_t candidateNode); - double calculateImprovement(fuint32_t candidateNode); + double calculateImprovement(fuint32_t victim); private: - EmbeddingSuite& m_suite; + const EmbeddingState& m_state; + EmbeddingManager& m_manager; fuint32_t m_conqueror; fuint32_t m_victim; fuint32_t m_bestContested; diff --git a/src/evolutionary/mutation_manager.cpp b/src/evolutionary/mutation_manager.cpp new file mode 100644 index 0000000..9927fcb --- /dev/null +++ b/src/evolutionary/mutation_manager.cpp @@ -0,0 +1,160 @@ +#include "evolutionary/mutation_manager.hpp" + +#include +#include +#include +#include +#include + +#include + + +using namespace majorminer; + + +void MutationManager::operator()(bool finalIteration) +{ + if (!finalIteration) prepare(); + else prepareFinal(); + m_done = false; + m_runningPreps = 0; + m_wait = false; + + // one thread integrating mutations, other threads preparing new mutations + auto& prepQueue = m_prepQueue; + auto& incorporationQueue = m_incorporationQueue; + const auto& done = m_done; + auto& runningPreps = m_runningPreps; + auto& remaining = m_numberRemaining; + // const auto& wait = m_wait; + auto& free = m_free; + std::thread prep{ [&](){ + MutationPtr mutation; + while(!done) + { + bool success = prepQueue.try_pop(mutation); + if (!success) continue; + else + { + free.lock(); + runningPreps++; + free.unlock(); + + // TEST_OUTPUT(Preparing mutation) + bool valid = mutation->prepare(); + // TEST_OUTPUT(Prepared mutation) + if (valid) incorporationQueue.push(std::move(mutation)); + else remaining--; + runningPreps--; + } + } + }}; + incorporate(); + prep.join(); + m_embeddingManager.synchronize(); + // std::cout << "Ending mutations with " << m_prepQueue.unsafe_size() << " in prep queue and " << m_incorporationQueue.size() << " in incorporation queue." << std::endl; +} + +void MutationManager::prepare() +{ + clear(); + + // insert potential mutations + auto lastNode = m_embeddingManager.getLastNode(); + if (lastNode != (fuint32_t)-1) + { + prepareMutations(lastNode); + } + m_numberRemaining = m_prepQueue.unsafe_size(); +} + +void MutationManager::prepareFinal() +{ + clear(); + std::vector vertices{}; + vertices.reserve(m_state.getNumberSourceVertices()); + const auto& source = m_state.getSourceAdjGraph(); + + for (const auto& vertexPair : source) + { + if (vertices.empty() || vertices.back() != vertexPair.first) + { + vertices.push_back(vertexPair.first); + } + } + + + RandomGen rand{}; + rand.shuffle(vertices.data(), vertices.size()); + for (auto vertex : vertices) + { + m_prepQueue.push(std::make_unique(m_state, m_embeddingManager, vertex)); + } + // std::cout << "Prepare final with " << vertices.size() <<" vertices." << std::endl; + m_numberRemaining = m_prepQueue.unsafe_size(); +} + +void MutationManager::clear() +{ + m_embeddingManager.clear(); + m_prepQueue.clear(); + m_incorporationQueue.clear(); +} + +void MutationManager::prepareMutations(fuint32_t node) +{ + nodeset_t affected{}; + m_state.iterateSourceMappingAdjacent(node, [&](fuint32_t target, fuint32_t /* */){ + m_state.iterateReverseMapping(target, [&](fuint32_t revSourceNode){ + affected.insert(revSourceNode); + }); + return false; + }); + affected.insert(node); + + for (auto candidate : affected) + { + m_prepQueue.push(std::make_unique(m_state, m_embeddingManager, candidate)); + m_prepQueue.push(std::make_unique(m_state, m_embeddingManager, candidate)); + } +} + + +void MutationManager::incorporate() +{ + MutationPtr mutation; + while(m_numberRemaining > 0) + {// TEST_OUTPUT(popping mutation) + bool success = m_incorporationQueue.try_pop(mutation); + // TEST_OUTPUT(done popping mutation) + if (!success) continue; + // TEST_OUTPUT(Cheking valid) + bool valid = mutation->isValid(); + // TEST_OUTPUT(Done checking valid) + if (!valid && mutation->requeue()) + { + // std::cout << "Invalid mutation. Requeuing." << std::endl; + m_prepQueue.push(std::move(mutation)); + continue; + } + else if (valid) + { + // std::cout << "Starting exec" << std::endl; + mutation->execute(); + // std::cout << "Done execution" << std::endl; + m_wait = true; + } + m_numberRemaining--; + if (m_wait) + { + m_free.lock(); + while(m_runningPreps != 0) continue; + // std::cout << "Synchronizing" << std::endl; + m_embeddingManager.synchronize(); + // std::cout << "Done synchro" << std::endl; + m_wait = false; + m_free.unlock(); + } + } + m_done = true; +} diff --git a/src/evolutionary/mutation_manager.hpp b/src/evolutionary/mutation_manager.hpp new file mode 100644 index 0000000..5124a70 --- /dev/null +++ b/src/evolutionary/mutation_manager.hpp @@ -0,0 +1,43 @@ +#ifndef __MAJORMINER_MUTATION_MANAGER_HPP_ +#define __MAJORMINER_MUTATION_MANAGER_HPP_ + +#include + +#include + +namespace majorminer +{ + class MutationManager + { + typedef std::unique_ptr MutationPtr; + + public: + MutationManager(EmbeddingState& state, EmbeddingManager& embeddingManager) + : m_state(state), m_embeddingManager(embeddingManager) {} + + void operator()(bool finalIteration = false); + + private: + void clear(); + void prepare(); + void prepareFinal(); + void incorporate(); + void prepareMutations(fuint32_t node); + + private: + EmbeddingState& m_state; + EmbeddingManager& m_embeddingManager; + Queue m_prepQueue; + PriorityQueue m_incorporationQueue; + std::atomic m_done; + std::atomic m_runningPreps; + std::atomic m_wait; + + std::atomic m_numberRemaining; + std::mutex m_free; + }; + +} + + +#endif \ No newline at end of file diff --git a/src/evolutionary/mutation_reduce_overlap.cpp b/src/evolutionary/mutation_reduce_overlap.cpp new file mode 100644 index 0000000..345de79 --- /dev/null +++ b/src/evolutionary/mutation_reduce_overlap.cpp @@ -0,0 +1,72 @@ +#include "mutation_reduce_overlap.hpp" + +#include + +#include +#include +#include +#include + +using namespace majorminer; + +MutationReduceOverlap::MutationReduceOverlap(EmbeddingState& state, + EmbeddingManager& manager, fuint32_t sourceVertex) + : m_state(state), m_manager(manager), m_sourceVertex(sourceVertex) +{ + m_reducer = new SuperVertexReducer{ m_state, sourceVertex }; +} + +MutationReduceOverlap::~MutationReduceOverlap() +{ + if (m_reducer != nullptr) delete m_reducer; +} + +bool MutationReduceOverlap::isValid() +{ + // std::cout << "Checking validity 0x" << ((void*)m_reducer) << std::endl; + // bool valid = m_reducer->remainsValid(m_manager); + // std::cout << "Is reduce overlap valid?." << valid << std::endl; + return m_reducer->remainsValid(m_manager); +} + +bool MutationReduceOverlap::prepare() +{ + m_requeues--; + m_reducer->initialize(); + m_reducer->optimize(); + // std::cout << "Has overlap improved. " << improved << std::endl; + return m_reducer->improved(); +} + +void MutationReduceOverlap::execute() +{ + // std::cout << "Trying to reduce overlap." << std::endl; + const auto& initial = m_reducer->getInitialSuperVertex(); + const auto& improved = m_reducer->getSuperVertex(); + const auto& reverse = m_manager.getReverseMapping(); + + for (auto target : initial) + { + if (!improved.contains(target)) + { + m_manager.deleteMappingPair(m_sourceVertex, target); + if (reverse.count(target) <= 1) m_manager.freeNode(target); + } + } + for (auto target : improved) + { + if (!initial.contains(target)) + { + m_manager.insertMappingPair(m_sourceVertex, target); + m_manager.occupyNode(target); + } + } + m_manager.commit(); + if (m_state.hasVisualizer()) + { + std::stringstream ss; + ss << "ReduceOverlap applied on " << m_sourceVertex << "." << std::endl; + m_manager.getVisualizer()->draw(m_manager.getMapping(), ss.str().c_str()); + } +} + diff --git a/src/evolutionary/mutation_reduce_overlap.hpp b/src/evolutionary/mutation_reduce_overlap.hpp new file mode 100644 index 0000000..82f3749 --- /dev/null +++ b/src/evolutionary/mutation_reduce_overlap.hpp @@ -0,0 +1,33 @@ +#ifndef __MAJORMINER_MUTATION_SIMPLE_REDUCE_OVERLAP_HPP_ +#define __MAJORMINER_MUTATION_SIMPLE_REDUCE_OVERLAP_HPP_ + +#include +#include + +#define MAX_REQUEUES 5 + +namespace majorminer +{ + class MutationReduceOverlap : public GenericMutation + { + public: + MutationReduceOverlap(EmbeddingState& state, EmbeddingManager& manager, fuint32_t sourceVertex); + ~MutationReduceOverlap(); + + bool prepare() override; + void execute() override; + bool isValid() override; + + bool requeue() const override { return m_requeues > 0; } + + private: + EmbeddingState& m_state; + EmbeddingManager& m_manager; + SuperVertexReducer* m_reducer; + fuint32_t m_sourceVertex; + fuint32_t m_requeues = MAX_REQUEUES; + }; +} + + +#endif \ No newline at end of file diff --git a/src/initial/CMakeLists.txt b/src/initial/CMakeLists.txt index 76796eb..8738494 100644 --- a/src/initial/CMakeLists.txt +++ b/src/initial/CMakeLists.txt @@ -1,4 +1,7 @@ target_sources(majorminer PRIVATE + ${CMAKE_CURRENT_SOURCE_DIR}/super_vertex_reducer.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/csc_evolutionary.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/super_vertex_placer.cpp ${CMAKE_CURRENT_SOURCE_DIR}/network_simplex.cpp ) diff --git a/src/initial/csc_evolutionary.cpp b/src/initial/csc_evolutionary.cpp new file mode 100644 index 0000000..e662d28 --- /dev/null +++ b/src/initial/csc_evolutionary.cpp @@ -0,0 +1,431 @@ +#include "initial/csc_evolutionary.hpp" + +#include +#include +#include + +#define POPULATION_SIZE 5 +#define ITERATION_LIMIT 10 +#define MAX_NEW_VERTICES 5 +#define REDUCE_ITERATION_COEFFICIENT 2 + +using namespace majorminer; + +namespace +{ + template + void swapPointers(T*& from, T*& to) + { + T*& temp = to; + to = from; + from = temp; + } +} + +EvolutionaryCSCReducer::EvolutionaryCSCReducer(const EmbeddingState& state, + vertex_t sourceVertex) + : m_state(state), m_sourceVertex(sourceVertex), m_wasPlaced(true) +{ + initialize(); +} + +EvolutionaryCSCReducer::EvolutionaryCSCReducer(const EmbeddingState& state, + const nodeset_t& initial, vertex_t sourceVertex) + : m_state(state), m_sourceVertex(sourceVertex), m_wasPlaced(false) +{ + initialize(initial); +} + +void EvolutionaryCSCReducer::optimize() +{ + if (!m_expansionPossible) return; + Vector* current = &m_populationA; + Vector* next = &m_populationB; + + for (fuint32_t iteration = 0; iteration < ITERATION_LIMIT; ++iteration) + { + //std::cout << "Iteration " << iteration << std::endl; + optimizeIteration(*current); + //std::cout << "Done optimizing iteration" << std::endl; + + if (iteration + 1 != ITERATION_LIMIT) + { + bool success = createNextGeneration(*current, *next); + if (!success) break; + swapPointers(current, next); + } + // std::cout << "================= " << std::endl; + } +} + + +void EvolutionaryCSCReducer::initialize() +{ + const auto& mapping = m_state.getMapping(); + const auto& reverse = m_state.getReverseMapping(); + auto range = mapping.equal_range(m_sourceVertex); + for (auto mappedIt = range.first; mappedIt != range.second; ++mappedIt) + { + m_bestSuperVertex.insert(mappedIt->second); + m_vertexFitness.insert(std::make_pair(mappedIt->second, + reverse.count(mappedIt->second) - 1)); + } + + setup(); +} + +void EvolutionaryCSCReducer::initialize(const nodeset_t& initial) +{ + m_bestSuperVertex.insert(initial.begin(), initial.end()); + + const auto& reverse = m_state.getReverseMapping(); + for (vertex_t target : m_bestSuperVertex) + { + m_vertexFitness.insert(std::make_pair(target, + reverse.count(target))); + } + setup(); +} + +void EvolutionaryCSCReducer::setup() +{ + if (!canExpand()) return; + + const auto& mapping = m_state.getMapping(); + + // Prepare adjacent source vertices + m_state.iterateSourceGraphAdjacent(m_sourceVertex, [&](vertex_t adjacentSource){ + if (mapping.contains(adjacentSource)) m_adjacentSourceVertices.insert(adjacentSource); + }); + + // Prepare intial "m_adjacentSources" adjacency list + for (vertex_t target : m_bestSuperVertex) prepareVertex(target); + + m_bestFitness = getFitness(m_bestSuperVertex); + initializePopulations(); +} + +void EvolutionaryCSCReducer::initializePopulations() +{ + m_populationA.resize(POPULATION_SIZE); + m_populationB.resize(POPULATION_SIZE); + + for (auto& individual : m_populationA) + { + individual.initialize(*this, m_sourceVertex); + individual.fromInitial(m_bestSuperVertex); // at this point m_bestSuperVertex is initial placement + } + for (auto& individual : m_populationB) + { + individual.initialize(*this, m_sourceVertex); + } +} + +bool EvolutionaryCSCReducer::canExpand() +{ + // Check whether there is some unoccupied adjacent target vertex + const auto& targetRemaining = m_state.getRemainingTargetNodes(); + m_expansionPossible = false; + for (vertex_t mappedTarget : m_bestSuperVertex) + { + m_state.iterateTargetGraphAdjacentBreak(mappedTarget, + [&](fuint32_t adjTarget){ + if (!m_bestSuperVertex.contains(adjTarget) && targetRemaining.contains(adjTarget)) + { + m_expansionPossible = true; + } + return m_expansionPossible; + }); + if (m_expansionPossible) return true; + } + return false; +} + + +void EvolutionaryCSCReducer::optimizeIteration(Vector& parentPopulation) +{ + // optimize all in parent population + for (auto& parent : parentPopulation) parent.optimize(); + + // sort parent population + std::sort(parentPopulation.begin(), parentPopulation.end(), std::less()); + + size_t newBestFitness = parentPopulation[0].getFitness(); + size_t size = parentPopulation.at(0).getSolutionSize(); + if (newBestFitness < m_bestFitness || + (newBestFitness == m_bestFitness && size < m_bestSuperVertex.size())) + { // adopt new superior solution + m_bestFitness = newBestFitness; + m_bestSuperVertex.clear(); + const auto& newSuperVertex = parentPopulation[0].getSuperVertex(); + m_bestSuperVertex.insert(newSuperVertex.begin(), newSuperVertex.end()); + } +} + +bool EvolutionaryCSCReducer::createNextGeneration(Vector& parentPopulation, + Vector& childPopulation) +{ + fuint32_t remainingAttemps = 5 * POPULATION_SIZE; + for (fuint32_t idx = 3; idx < POPULATION_SIZE && remainingAttemps > 0; --remainingAttemps) + { + const CSCIndividual* parentA = tournamentSelection(parentPopulation); + const CSCIndividual* parentB = tournamentSelection(parentPopulation); + bool success = childPopulation[idx].fromCrossover(*parentA, *parentB); + if (success) idx++; + } + return remainingAttemps > 0; +} + +const CSCIndividual* EvolutionaryCSCReducer::tournamentSelection(const Vector& parentPopulation) +{ + fuint32_t max = POPULATION_SIZE - 1; + + const CSCIndividual* individualA = &parentPopulation.at(m_random.getRandomUint(max)); + const CSCIndividual* individualB = &parentPopulation.at(m_random.getRandomUint(max)); + return *individualA < *individualB ? individualA : individualB; +} + + +void EvolutionaryCSCReducer::prepareVertex(vertex_t target) +{ + m_temporary.clear(); + m_state.iterateTargetAdjacentReverseMapping(target, + [&](vertex_t adjacentSource){ + if (m_adjacentSourceVertices.contains(adjacentSource)) m_temporary.insert(adjacentSource); + }); + m_state.iterateReverseMapping(target, [&](vertex_t source){ + if (m_adjacentSourceVertices.contains(source)) m_temporary.insert(source); + }); + for (vertex_t source : m_temporary) + { + m_adjacentSources.insert(std::make_pair(target, source)); + } + m_preparedVertices.insert(target); +} + +void EvolutionaryCSCReducer::addConnectivity(VertexNumberMap& connectivity, vertex_t target) +{ + if (!m_preparedVertices.contains(target)) prepareVertex(target); + + auto range = m_adjacentSources.equal_range(target); + for (auto it = range.first; it != range.second; ++it) + { + connectivity[it->second]++; + } +} + +size_t EvolutionaryCSCReducer::getFitness(const nodeset_t& placement) const +{ + size_t fitness = 0; + VertexNumberMap::const_iterator findIt; + for (auto vertex : placement) + { + findIt = m_vertexFitness.find(vertex); + if (findIt != m_vertexFitness.end()) fitness += findIt->second; + } + return fitness; +} + +size_t EvolutionaryCSCReducer::getFitness(vertex_t target) const +{ + auto findIt = m_vertexFitness.find(target); + return findIt == m_vertexFitness.end() ? 0 : findIt->second; +} + +bool EvolutionaryCSCReducer::isRemoveable(VertexNumberMap& connectivity, vertex_t target) const +{ + auto range = m_adjacentSources.equal_range(target); + for (auto it = range.first; it != range.second; ++it) + { + if (connectivity[it->second] <= 1) return false; + } + return true; +} + +void EvolutionaryCSCReducer::removeVertex(VertexNumberMap& connectivity, vertex_t target) const +{ + auto range = m_adjacentSources.equal_range(target); + for (auto it = range.first; it != range.second; ++it) + { + connectivity[it->second]--; + } +} + +void CSCIndividual::initialize(EvolutionaryCSCReducer& reducer, vertex_t sourceVertex) +{ + m_reducer = &reducer; + m_state = &reducer.m_state; + m_sourceVertex = sourceVertex; + m_random = std::make_unique(); +} + + + +void CSCIndividual::fromInitial(const nodeset_t& placement) +{ + m_done = false; + m_superVertex.clear(); + m_superVertex.insert(placement.begin(), placement.end()); + + setupConnectivity(); +} + +bool CSCIndividual::fromCrossover(const CSCIndividual& individualA, const CSCIndividual& individualB) +{ + m_done = false; + m_superVertex.clear(); + const auto& superVertexA = individualA.getSuperVertex(); + const auto& superVertexB = individualB.getSuperVertex(); + if (!overlappingSets(superVertexA, superVertexB) + && !areSetsConnected(*m_state, superVertexA, superVertexB)) + { + m_done = true; + return false; + } + m_superVertex.insert(superVertexA.begin(), superVertexA.end()); + m_superVertex.insert(superVertexB.begin(), superVertexB.end()); + setupConnectivity(); + return true; +} + +void CSCIndividual::setupConnectivity() +{ + const auto& adjacentSourceVertices = m_reducer->getAdjacentSourceVertices(); + for (auto adjSource : adjacentSourceVertices) + { + m_connectivity[adjSource] = 0; + } + + for (auto target : m_superVertex) + { + m_reducer->addConnectivity(m_connectivity, target); + } +} + +void CSCIndividual::optimize() +{ + if (m_done) return; + mutate(); + + reduce(); + m_fitness = m_reducer->getFitness(m_superVertex); + m_done = true; + // printVertexNumberMap(m_connectivity); +} + + +size_t CSCIndividual::getSolutionSize() const +{ + return m_superVertex.size(); +} + +size_t CSCIndividual::getFitness() const +{ + return m_fitness; +} + +void CSCIndividual::mutate() +{ + m_temporarySet.clear(); + for (vertex_t vertex : m_superVertex) + { + m_state->iterateFreeTargetAdjacent(vertex, + [&](vertex_t adjacentTarget){ + m_temporarySet.insert(adjacentTarget); + }); + } + if (m_temporarySet.empty()) return; + + vertex_t startVertex = m_random->getRandomVertex(m_temporarySet); + + if (!isDefined(startVertex)) return; + m_temporarySet.clear(); + clearStack(m_iteratorStack); + + const auto& targetGraph = m_state->getTargetAdjGraph(); + const auto& remaining = m_state->getRemainingTargetNodes(); + + fuint32_t numberAdded = 1; + addVertex(m_sourceVertex); + m_iteratorStack.push(targetGraph.equal_range(startVertex)); + while(!m_iteratorStack.empty() && numberAdded < MAX_NEW_VERTICES) + { + auto& top = m_iteratorStack.top(); + if (top.first == top.second) + { + m_iteratorStack.pop(); + continue; + } + vertex_t adjacent = top.first->second; + if (remaining.contains(adjacent) && !m_superVertex.contains(adjacent)) + { // add node + top.first++; + addVertex(adjacent); + numberAdded++; + m_iteratorStack.push(targetGraph.equal_range(adjacent)); + } + else + { + top.first++; + } + } +} + +void CSCIndividual::reduce() +{ + if (m_superVertex.size() <= 1) return; + m_vertexVector.resize(m_superVertex.size()); + fuint32_t idx = 0; + for (vertex_t vertex : m_superVertex) m_vertexVector[idx++] = vertex; + fuint32_t vectorSize = m_vertexVector.size(); + + // Try greedily reducing overlap vertices + for (idx = 0; idx < vectorSize;) + { + vertex_t* current = &m_vertexVector[idx]; + if (m_reducer->getFitness(*current) != 0 && tryRemove(*current)) + { + *current = m_vertexVector.back(); + m_vertexVector.resize(--vectorSize); + } + else idx++; + } + + // Try reducing all other vertices + fuint32_t maxIterations = REDUCE_ITERATION_COEFFICIENT * m_vertexVector.size(); + vectorSize = m_vertexVector.size(); + for (fuint32_t iteration = 0; iteration < maxIterations; ++iteration) + { + fuint32_t randomIdx = m_random->getRandomUint(vectorSize - 1); + vertex_t* current = &m_vertexVector[randomIdx]; + if (tryRemove(*current)) + { + *current = m_vertexVector.back(); + m_vertexVector.resize(--vectorSize); + } + } + + for (idx = 0; idx < vectorSize; ++idx) tryRemove(m_vertexVector[idx]); +} + +void CSCIndividual::addVertex(vertex_t target) +{ + m_reducer->addConnectivity(m_connectivity, target); + m_superVertex.insert(target); +} + +bool CSCIndividual::tryRemove(vertex_t target) +{ + // Remove if not a cut vertex + if (!m_reducer->isRemoveable(m_connectivity, target)) return false; + + m_temporarySet.insert(m_superVertex.begin(), m_superVertex.end()); + if (!isCutVertex(*m_state, m_temporarySet, target)) + { + m_reducer->removeVertex(m_connectivity, target); + m_superVertex.unsafe_erase(target); + return true; + } + return false; +} + diff --git a/src/initial/csc_evolutionary.hpp b/src/initial/csc_evolutionary.hpp new file mode 100644 index 0000000..5998b78 --- /dev/null +++ b/src/initial/csc_evolutionary.hpp @@ -0,0 +1,108 @@ +#ifndef __MAJORMINER_CSC_EVOLUTIONARY_HPP_ +#define __MAJORMINER_CSC_EVOLUTIONARY_HPP_ + +#include +#include + +namespace majorminer +{ + + class CSCIndividual + { + friend EvolutionaryCSCReducer; + public: + CSCIndividual(): m_reducer(nullptr), m_done(false) {} + + void initialize(EvolutionaryCSCReducer& reducer, vertex_t sourceVertex); + + void fromInitial(const nodeset_t& placement); + bool fromCrossover(const CSCIndividual& individualA, const CSCIndividual& individualB); + void optimize(); + const nodeset_t& getSuperVertex() const { return m_superVertex; } + + private: + void addVertex(vertex_t target); + bool tryRemove(vertex_t target); + void mutate(); + void reduce(); + void setupConnectivity(); + size_t getSolutionSize() const; + size_t getFitness() const; + + public: + friend bool operator<(const CSCIndividual& in1, const CSCIndividual& in2) + { + return in1.getFitness() < in2.getFitness() + || (in1.getFitness() == in2.getFitness() && in1.getSolutionSize() < in2.getSolutionSize()); + } + + private: + EvolutionaryCSCReducer* m_reducer; + const EmbeddingState* m_state; + vertex_t m_sourceVertex; + nodeset_t m_superVertex; + VertexNumberMap m_connectivity; + size_t m_fitness; + + nodeset_t m_temporarySet; + Stack m_iteratorStack; + Vector m_vertexVector; + std::unique_ptr m_random; + + bool m_done; + }; + + class EvolutionaryCSCReducer + { + friend CSCIndividual; + public: + EvolutionaryCSCReducer(const EmbeddingState& state, vertex_t sourceVertex); + EvolutionaryCSCReducer(const EmbeddingState& state, const nodeset_t& initial, vertex_t sourceVertex); + + void optimize(); + const nodeset_t& getPlacement() const { return m_bestSuperVertex; } + + private: + void initialize(); + void initialize(const nodeset_t& initial); + void setup(); + bool canExpand(); + void initializePopulations(); + void optimizeIteration(Vector& parentPopulation); + bool createNextGeneration(Vector& parentPopulation, Vector& childPopulation); + void prepareVertex(vertex_t target); + const CSCIndividual* tournamentSelection(const Vector& parentPopulation); + + private: // called mainly by CSCIndividual + void addConnectivity(VertexNumberMap& connectivity, vertex_t target); + bool isRemoveable(VertexNumberMap& connectivity, vertex_t target) const; + void removeVertex(VertexNumberMap& connectivity, vertex_t target) const; + size_t getFitness(vertex_t target) const; + size_t getFitness(const nodeset_t& placement) const; + const nodeset_t& getAdjacentSourceVertices() const { return m_adjacentSourceVertices; } + + private: + const EmbeddingState& m_state; + vertex_t m_sourceVertex; + bool m_wasPlaced; + bool m_expansionPossible; + + Vector m_populationA; + Vector m_populationB; + adjacency_list_t m_adjacentSources; + nodeset_t m_adjacentSourceVertices; + VertexNumberMap m_vertexFitness; + nodeset_t m_preparedVertices; + + nodeset_t m_bestSuperVertex; + size_t m_bestFitness; + + nodeset_t m_temporary; + RandomGen m_random; + }; + +} + + + +#endif \ No newline at end of file diff --git a/src/initial/network_simplex.cpp b/src/initial/network_simplex.cpp index fbd451d..c026093 100644 --- a/src/initial/network_simplex.cpp +++ b/src/initial/network_simplex.cpp @@ -1,4 +1,8 @@ -#include "network_simplex.hpp" +#include "initial/network_simplex.hpp" + +#include +#include + using namespace majorminer; @@ -6,58 +10,64 @@ using namespace majorminer; #define OCCUPIED 10 #define FREE 1 -void NetworkSimplexWrapper::embeddNode(fuint32_t node) + +NetworkSimplexWrapper::capacity_t NetworkSimplexWrapper::getNumberAdjacentNodes(const adjacency_list_range_iterator_t& adjacentIt) const { - auto adjacentIt = m_suite->m_source.equal_range(node); - clear(); + const auto& mapping = m_state.getMapping(); capacity_t n = 0; for (auto adjacentNode = adjacentIt.first; adjacentNode != adjacentIt.second; ++adjacentNode) { - if (m_suite->m_mapping.find(adjacentNode->second) != m_suite->m_mapping.end()) n++; + if (mapping.contains(adjacentNode->second)) n++; } if (n < 2) throw std::runtime_error("Invalid number of embedded adjacent nodes! < 2..."); - auto lowered = n - 1; - // DEBUG(OUT_S << "Flow of " << lowered << " needed." << std::endl;) - - LemonArcMap costs(m_graph); - LemonArcMap caps(m_graph); + return n; +} - for (const auto& arc : *(m_suite->m_targetGraph)) +void NetworkSimplexWrapper::constructLemonGraph(LemonArcMap& costs, LemonArcMap& caps) +{ + // Construct base graph + const auto& targetGraph = *m_state.getTargetGraph(); + for (const auto& arc : targetGraph) { auto uNode = createNode(arc.first); auto vNode = createNode(arc.second); LemonArc uv = m_graph.addArc(uNode, vNode); LemonArc vu = m_graph.addArc(vNode, uNode); m_edgeMap.insert(std::make_pair(arc, std::make_pair(uv, vu))); - caps[uv] = lowered; - caps[vu] = lowered; + caps[uv] = m_numberAdjacentLowered; + caps[vu] = m_numberAdjacentLowered; costs[uv] = determineCost(arc.first); costs[vu] = determineCost(arc.second); } +} - LemonNode s = m_graph.addNode(); - LemonNode t = m_graph.addNode(); + +void NetworkSimplexWrapper::constructHelperNodes(LemonArcMap& costs, LemonArcMap& caps, const adjacency_list_range_iterator_t& adjacentIt) +{ // define nodes for construction bool first = true; - fuint32_t sConnected = -1; + const auto& mapping = m_state.getMapping(); + for (auto adjacentNode = adjacentIt.first; adjacentNode != adjacentIt.second; ++adjacentNode) { - auto embeddingPath = m_suite->m_mapping.equal_range(adjacentNode->second); + auto embeddingPath = mapping.equal_range(adjacentNode->second); if (embeddingPath.first == embeddingPath.second) continue; if (first) { // define s node connection auto toNode = m_nodeMap[embeddingPath.first->second]; - sConnected = embeddingPath.first->second; - auto arc = m_graph.addArc(s, toNode); + m_sConnected = embeddingPath.first->second; + auto arc = m_graph.addArc(*m_s, toNode); costs[arc] = 0; - caps[arc] = lowered; + caps[arc] = m_numberAdjacentLowered; first = false; adjustCosts(embeddingPath.first->second, costs); continue; } + + // DEBUG(OUT_S << "Adding construction for node " << adjacentNode->second << std::endl;) LemonNode constructionNode = m_graph.addNode(); - auto out = m_graph.addArc(constructionNode, t); + auto out = m_graph.addArc(constructionNode, *m_t); costs[out] = 0; caps[out] = 1; @@ -69,11 +79,27 @@ void NetworkSimplexWrapper::embeddNode(fuint32_t node) caps[temp] = 1; } } +} +void NetworkSimplexWrapper::embeddNode(fuint32_t node) +{ + clear(); + auto adjacentIt = m_state.getSourceAdjGraph().equal_range(node); + m_numberAdjacentLowered = getNumberAdjacentNodes(adjacentIt) - 1; + // DEBUG(OUT_S << "Flow of " << lowered << " needed." << std::endl;) + LemonArcMap costs(m_graph); + LemonArcMap caps(m_graph); + constructLemonGraph(costs, caps); + + LemonNode s = m_graph.addNode(); + LemonNode t = m_graph.addNode(); + m_s = &s; + m_t = &t; + constructHelperNodes(costs, caps, adjacentIt); NetworkSimplex ns(m_graph); - ns.costMap(costs).upperMap(caps).stSupply(s, t, lowered); + ns.costMap(costs).upperMap(caps).stSupply(*m_s, *m_t, m_numberAdjacentLowered); LemonArcMap flows(m_graph); NetworkSimplex::ProblemType status = ns.run(); if (status == NetworkSimplex::OPTIMAL) @@ -88,17 +114,17 @@ void NetworkSimplexWrapper::embeddNode(fuint32_t node) if (flows[arc.second.first] > 0) { m_mapped.insert(arc.first.first); - if (arc.first.first == sConnected) nbOutFlows++; + if (arc.first.first == m_sConnected) nbOutFlows++; } if (flows[arc.second.second] > 0) { - if (arc.first.second == sConnected) nbOutFlows++; + if (arc.first.second == m_sConnected) nbOutFlows++; m_mapped.insert(arc.first.second); } } - OUT_S << "Number outflows " << nbOutFlows << std::endl; - if (nbOutFlows < 2 && m_mapped.size() > 1) m_mapped.unsafe_erase(sConnected); - m_suite->mapNode(node, m_mapped); + // OUT_S << "Number outflows " << nbOutFlows << std::endl; + //if (nbOutFlows < 2 && m_mapped.size() > 1) m_mapped.unsafe_erase(m_sConnected); + // m_embeddingManager.mapNode(node, m_mapped); } else if(status == NetworkSimplex::INFEASIBLE) { @@ -113,11 +139,12 @@ void NetworkSimplexWrapper::embeddNode(fuint32_t node) void NetworkSimplexWrapper::adjustCosts(fuint32_t node, LemonArcMap& costs) { - auto adjacentIt = m_suite->m_target.equal_range(node); + auto adjacentIt = m_state.getTargetAdjGraph().equal_range(node); + const auto& targetNodesRemaining = m_state.getRemainingTargetNodes(); for (auto it = adjacentIt.first; it != adjacentIt.second; ++it) { const auto& edges = getArcPair(node, it->second); - if (m_suite->m_targetNodesRemaining.contains(it->second)) + if (targetNodesRemaining.contains(it->second)) { costs[edges.first] = FREE; costs[edges.second] = FREE; @@ -152,8 +179,7 @@ NetworkSimplexWrapper::LemonNode NetworkSimplexWrapper::createNode(fuint32_t nod NetworkSimplexWrapper::cost_t NetworkSimplexWrapper::determineCost(fuint32_t node) { - if (m_suite->m_nodesOccupied.contains(node)) return OCCUPIED; - return FREE; + return m_state.isNodeOccupied(node) ? OCCUPIED : FREE; } void NetworkSimplexWrapper::clear() @@ -162,4 +188,9 @@ void NetworkSimplexWrapper::clear() m_nodeMap.clear(); m_mapped.clear(); m_edgeMap.clear(); + + m_s = nullptr; + m_t = nullptr; + m_numberAdjacentLowered = 0; + m_sConnected = -1; } diff --git a/src/initial/network_simplex.hpp b/src/initial/network_simplex.hpp index 61b88be..0992dad 100644 --- a/src/initial/network_simplex.hpp +++ b/src/initial/network_simplex.hpp @@ -5,12 +5,9 @@ #include #include "majorminer_types.hpp" -#include "majorminer.hpp" namespace majorminer { - class EmbeddingSuite; - class NetworkSimplexWrapper { using cost_t = int; @@ -22,11 +19,13 @@ namespace majorminer using LemonArcMap = LemonGraph::ArcMap; using NetworkSimplex = lemon::NetworkSimplex; typedef std::pair LemonArcPair; + public: - NetworkSimplexWrapper(EmbeddingSuite* suite) - : m_suite(suite) { } + NetworkSimplexWrapper(EmbeddingState& state, EmbeddingManager& embeddingManager) + : m_state(state), m_embeddingManager(embeddingManager) { } void embeddNode(fuint32_t node); + const nodeset_t& getMapped() const { return m_mapped; } private: LemonNode createNode(fuint32_t node); @@ -35,12 +34,21 @@ namespace majorminer void clear(); const LemonArcPair& getArcPair(fuint32_t n1, fuint32_t n2); + capacity_t getNumberAdjacentNodes(const adjacency_list_range_iterator_t& adjacentIt) const; + void constructLemonGraph(LemonArcMap& costs, LemonArcMap& caps); + void constructHelperNodes(LemonArcMap& costs, LemonArcMap& caps, const adjacency_list_range_iterator_t& adjacentIt); private: LemonGraph m_graph; - EmbeddingSuite* m_suite; + EmbeddingState& m_state; + EmbeddingManager& m_embeddingManager; UnorderedMap m_nodeMap; UnorderedMap> m_edgeMap; UnorderedSet m_mapped; + + LemonNode* m_s; + LemonNode* m_t; + capacity_t m_numberAdjacentLowered; + fuint32_t m_sConnected; }; } diff --git a/src/initial/super_vertex_placer.cpp b/src/initial/super_vertex_placer.cpp new file mode 100644 index 0000000..362f2cd --- /dev/null +++ b/src/initial/super_vertex_placer.cpp @@ -0,0 +1,215 @@ +#include "super_vertex_placer.hpp" + +#include "super_vertex_reducer.hpp" + +#include +#include +#include +#include +#include +#include +#include + +using namespace majorminer; + +SuperVertexPlacer::SuperVertexPlacer(EmbeddingState& state, EmbeddingManager& embeddingManager) + : m_state(state), m_embeddingManager(embeddingManager) +{} + +void SuperVertexPlacer::operator()() +{ + if (!m_nodesToProcess.empty()) + { + if (!connectedNode()) return; + } + else + { + trivialNode(); + } +} + +void SuperVertexPlacer::replaceOverlapping() +{ + return; + nodeset_t overlapping{}; + fuint32_t maxIterations = 5; + identifyOverlapping(overlapping); + // std::cout << "In replaceOverlapping. Overlapping size is " << overlapping.size() << std::endl; + const auto& sourceGraph = m_state.getSourceAdjGraph(); + + for (fuint32_t idx = 0; idx < maxIterations && !overlapping.empty(); ++idx) + { + // std::cout << "Replace overlapping; iteration " << (idx + 1) << std::endl; + for (vertex_t vertex : overlapping) + { + m_embeddingManager.unmapNode(vertex); + embeddNodeNetworkSimplex(vertex); + visualize(vertex, PlacedNodeType::COMPLEX, sourceGraph.count(vertex)); + } + + if (idx + 1 != maxIterations) identifyOverlapping(overlapping); + } +} + + +void SuperVertexPlacer::identifyOverlapping(nodeset_t& overlapping) +{ + overlapping.clear(); + const auto& reverse = m_state.getReverseMapping(); + fuint32_pair_t lastPair = std::make_pair(FUINT32_UNDEF, FUINT32_UNDEF); + for (auto reverseMapped : reverse) + { + if (isDefined(lastPair.first) && lastPair.first == reverseMapped.first) + { // overlapping + overlapping.insert(lastPair.second); + overlapping.insert(reverseMapped.second); + } + lastPair = reverseMapped; + } +} + +void SuperVertexPlacer::trivialNode() +{ + // just pick an arbitrary node and place it somewhere + vertex_t node = m_state.getTrivialNode(); + // DEBUG(OUT_S << "Trivial node to embedd: " << node << std::endl;) + embeddTrivialNode(node); + + if (m_state.hasVisualizer()) visualize(node, TRIVIAL); +} + +bool SuperVertexPlacer::connectedNode() +{ + PrioNode node{}; + bool found = m_nodesToProcess.try_pop(node); + if (!found) return false; + + if (!m_state.removeRemainingNode(node.m_id)) return false; + + + if (node.m_nbConnections > 1) + { + // DEBUG(OUT_S << "Complex node to embedd: " << node.m_id << " (" << node.m_nbConnections << ")" << std::endl;) + + embeddNode(node.m_id); + if (m_state.hasVisualizer()) visualize(node.m_id, COMPLEX, node.m_nbConnections); + } + else + { // nbConnections = 1 + // DEBUG(OUT_S << "Simple adjacent node to embedd: " << node.m_id << std::endl;) + + embeddSimpleNode(node.m_id); + m_state.updateConnections(node.m_id, m_nodesToProcess); + + if (m_state.hasVisualizer()) visualize(node.m_id, SIMPLE); + } + return true; +} + +void SuperVertexPlacer::embeddNode(vertex_t node) +{ + embeddNodeNetworkSimplex(node); + m_state.updateConnections(node, m_nodesToProcess); +} + + + +void SuperVertexPlacer::visualize(vertex_t node, PlacedNodeType type, fuint32_t nbConnections) +{ + auto& visualizer = *m_state.getVisualizer(); + const auto& mapping = m_state.getMapping(); + switch(type) + { + case TRIVIAL: + { + visualizer.draw(mapping, + [&](std::ostream& os) + { os << "Trivial node " << node; } + ); + break; + } + case SIMPLE: + { + visualizer.draw(mapping, + [&](std::ostream &os) + { os << "Simple adjacent node " << node << " (1)."; } + ); + break; + } + case COMPLEX: + { + visualizer.draw(mapping, + [&](std::ostream &os) + { os << "Complex adjacent node " << node + << " (" << nbConnections << ")"; } + ); + break; + } + } +} + + +void SuperVertexPlacer::embeddNodeNetworkSimplex(vertex_t node) +{ + if (m_nsWrapper.get() == nullptr) m_nsWrapper = std::make_unique(m_state, m_embeddingManager); + m_nsWrapper->embeddNode(node); + + SuperVertexReducer reducer{m_state, node}; + reducer.initialize(m_nsWrapper->getMapped()); + reducer.optimize(); + const auto& superVertex = reducer.getBetterPlacement(m_nsWrapper->getMapped()); + m_embeddingManager.mapNode(node, superVertex); + // printNodeset(m_nsWrapper->getMapped()); + // printNodeset(superVertex); + + /*EvolutionaryCSCReducer reducer{m_state, m_nsWrapper->getMapped(), node}; + reducer.optimize(); + const auto& superVertex = reducer.getPlacement(); + m_embeddingManager.mapNode(node, superVertex); + printNodeset(m_nsWrapper->getMapped()); + printNodeset(superVertex);*/ + +} + +void SuperVertexPlacer::embeddSimpleNode(vertex_t node) +{ + // find a node that is adjacent to the node "adjacentNode" + vertex_t adjacentNode = -1; + m_state.iterateSourceGraphAdjacentBreak(node, [&](vertex_t adjacent){ + if (m_state.isNodeMapped(adjacent)) + { adjacentNode = adjacent; return true; } + return false; + }); + + if (adjacentNode == (fuint32_t)-1) throw std::runtime_error("Could not find the adjacent node."); + + const auto& remaining = m_state.getRemainingTargetNodes(); + vertex_t bestNodeFound = FUINT32_UNDEF; + m_state.iterateSourceMappingAdjacent(adjacentNode, + [&bestNodeFound, &remaining](vertex_t candidate, vertex_t){ + bestNodeFound = candidate; + return remaining.contains(candidate); + }); + if (!isDefined(bestNodeFound)) throw std::runtime_error("Isolated vertex."); + + // map "node" to "bestNodeFound" + m_embeddingManager.mapNode(node, bestNodeFound); + m_state.updateNeededNeighbors(node); +} + +void SuperVertexPlacer::embeddTrivialNode(vertex_t node) +{ + auto& remainingTargetNodes = m_state.getRemainingTargetNodes(); + if (!remainingTargetNodes.empty()) + { + auto targetNode = *remainingTargetNodes.begin(); + remainingTargetNodes.unsafe_erase(remainingTargetNodes.begin()); + m_embeddingManager.mapNode(node, targetNode); + m_state.updateNeededNeighbors(node); + m_state.updateConnections(node, m_nodesToProcess); + } + else + { + throw std::runtime_error("Oooops..."); + } +} diff --git a/src/initial/super_vertex_placer.hpp b/src/initial/super_vertex_placer.hpp new file mode 100644 index 0000000..e8e5f62 --- /dev/null +++ b/src/initial/super_vertex_placer.hpp @@ -0,0 +1,47 @@ +#ifndef __MAJORMINER_SUPER_VERTEX_PLACER_HPP_ +#define __MAJORMINER_SUPER_VERTEX_PLACER_HPP_ + +#include +#include + +namespace majorminer +{ + class SuperVertexPlacer + { + enum PlacedNodeType + { + TRIVIAL, SIMPLE, COMPLEX + }; + public: + SuperVertexPlacer(EmbeddingState& state, EmbeddingManager& embeddingManager); + + void operator()(); + void replaceOverlapping(); + + private: + void identifyOverlapping(nodeset_t& overlapping); + void trivialNode(); + bool connectedNode(); + + void embeddNode(vertex_t node); + void embeddNodeNetworkSimplex(vertex_t node); + + void embeddTrivialNode(vertex_t node); + void embeddSimpleNode(vertex_t node); + + void visualize(vertex_t node, PlacedNodeType type, fuint32_t nbConnections = 0); + + private: + EmbeddingState& m_state; + EmbeddingManager& m_embeddingManager; + + PrioNodeQueue m_nodesToProcess; + + std::unique_ptr m_nsWrapper; + }; + +} + + + +#endif \ No newline at end of file diff --git a/src/initial/super_vertex_reducer.cpp b/src/initial/super_vertex_reducer.cpp new file mode 100644 index 0000000..734c5e5 --- /dev/null +++ b/src/initial/super_vertex_reducer.cpp @@ -0,0 +1,217 @@ +#include "super_vertex_reducer.hpp" + +#include +#include +#include +#include +#include + +using namespace majorminer; + +SuperVertexReducer::SuperVertexReducer(const EmbeddingBase& base, vertex_t sourceVertex) + : m_embedding(base), m_sourceVertex(sourceVertex), m_done(false) +{ } + +void SuperVertexReducer::setup() +{ + // prepare m_potentialNodes + m_potentialNodes.insert(m_superVertex.begin(), m_superVertex.end()); + const auto& remaining = m_embedding.getRemainingTargetNodes(); + for (auto mapped : m_superVertex) + { + m_embedding.iterateTargetGraphAdjacent(mapped, [&](vertex_t targetAdj){ + if (remaining.contains(targetAdj)) m_potentialNodes.insert(targetAdj); + }); + } + + if (!acceptOnlyReduction && (m_potentialNodes.size() == m_superVertex.size() || m_potentialNodes.size() <= 1)) + { + m_done = true; + return; + } + + // prepare source vertices in m_sourceConnections + const auto& mapping = m_embedding.getMapping(); + m_embedding.iterateSourceGraphAdjacent(m_sourceVertex, + [&](vertex_t adjacent){ + if (mapping.contains(adjacent)) m_sourceConnections[adjacent] = 0; + }); + + // prepare m_adjacencies + m_verticesList = std::make_unique(m_potentialNodes.size()); + nodepairset_t adjacentSource; + fuint32_t idx = 0; + for (auto node : m_potentialNodes) + { + m_verticesList[idx++] = node; + m_embedding.iterateTargetAdjacentReverseMapping(node, [&](vertex_t adjSource){ + if (m_sourceConnections.contains(adjSource)) adjacentSource.insert(std::make_pair(node, adjSource)); + }); + } + for (auto& adj : adjacentSource) m_adjacencies.insert(adj); + + // prepare m_sourceConnections + for (const auto& adj : m_adjacencies) + { + if (m_superVertex.contains(adj.first)) m_sourceConnections[adj.second]++; + } +} + +void SuperVertexReducer::initialize(const nodeset_t& currentMapping) +{ + const auto& mapping = m_embedding.getMapping(); + if (mapping.find(m_sourceVertex) != mapping.end()) + { + throw std::runtime_error("Not a temporary mapping. Vertex was already mapped!"); + } + m_superVertex.insert(currentMapping.begin(), currentMapping.end()); + setup(); +} + +void SuperVertexReducer::initialize() +{ + clear(); + const auto& mapping = m_embedding.getMapping(); + auto range = mapping.equal_range(m_sourceVertex); + for (auto it = range.first; it != range.second; ++it) + { + m_superVertex.insert(it->second); + } + m_initialSuperVertex.insert(m_superVertex.begin(), m_superVertex.end()); + acceptOnlyReduction = true; + setup(); +} + +void SuperVertexReducer::clear() +{ + m_initialSuperVertex.clear(); + m_superVertex.clear(); + m_potentialNodes.clear(); + m_adjacencies.clear(); + m_sourceConnections.clear(); + m_done = false; +} + +void SuperVertexReducer::optimize() +{ + if (m_done) return; + RandomGen rand{}; + m_rand = &rand; + fuint32_t maxIters = 8 * m_potentialNodes.size(); + fuint32_t halfMax = maxIters / 2; + fuint32_t iteration = 0; + for (; iteration < halfMax; ++iteration) + { + fuint32_t flipIdx = rand.getRandomUint(m_potentialNodes.size() - 1); + vertex_t target = m_verticesList[flipIdx]; + if (m_superVertex.contains(target)) removeNode(target); + else addNode(target); + } + + for (auto& node : m_potentialNodes) + { + if (m_superVertex.contains(node) && isBadNode(node)) + { + removeNode(node); + } + } + + for (; iteration < maxIters && m_superVertex.size() > 1; ++iteration) + { + fuint32_t flipIdx = rand.getRandomUint(m_potentialNodes.size() - 1); + vertex_t target = m_verticesList[flipIdx]; + if (m_superVertex.contains(target)) removeNode(target); + } + + for (fuint32_t idx = 0; idx < m_potentialNodes.size(); ++idx) + { + if (m_superVertex.contains(m_verticesList[idx])) removeNode(m_verticesList[idx]); + } + + m_done = true; +} + +bool SuperVertexReducer::isBadNode(fuint32_t target) const +{ + bool initial = m_initialSuperVertex.contains(target); + size_t count = m_embedding.getReverseMapping().count(target); + return count >= (initial ? 2 : 1); +} + +void SuperVertexReducer::addNode(fuint32_t target) +{ + if (m_superVertex.contains(target) || isBadNode(target) || !isConnected(target)) return; + + m_superVertex.insert(target); + auto range = m_adjacencies.equal_range(target); + for (auto it = range.first; it != range.second; ++it) + { + m_sourceConnections[it->second]++; + } +} + +void SuperVertexReducer::removeNode(fuint32_t target) +{ + if (!m_superVertex.contains(target)) return; + // 1. Check whether for each adjacent source vertex, there is another adjacent target node + auto range = m_adjacencies.equal_range(target); + + for (auto it = range.first; it != range.second; ++it) + { + if (m_sourceConnections[it->second] <= 1) return; + } + + // 2. Check whether cut vertex + nodeset_t temp {}; + temp.insert(m_superVertex.begin(), m_superVertex.end()); + if (isCutVertex(m_embedding, temp, target)) return; + + // Now remove the vertex + m_superVertex.unsafe_erase(target); + for (auto it = range.first; it != range.second; ++it) + { + m_sourceConnections[it->second]--; + } +} + +bool SuperVertexReducer::isConnected(fuint32_t target) const +{ + bool connected = false; + m_embedding.iterateTargetGraphAdjacentBreak(target, [&](fuint32_t adj){ + connected |= m_superVertex.contains(adj); + return connected; + }); + return connected; +} + +fuint32_t SuperVertexReducer::checkScore(const nodeset_t& placement) const +{ + fuint32_t numberBad = 0; + for (auto node : placement) if (isBadNode(node)) numberBad++; + return numberBad; +} + +const nodeset_t& SuperVertexReducer::getBetterPlacement(const nodeset_t& previous) const +{ + fuint32_t scorePrevious = checkScore(previous); + fuint32_t scoreOwn = checkScore(m_superVertex); + return (scorePrevious < scoreOwn || (scorePrevious == scoreOwn && previous.size() < m_superVertex.size())) + ? previous : m_superVertex; +} + +bool SuperVertexReducer::improved() const +{ + // printNodeset(m_initialSuperVertex); + // printNodeset(m_superVertex); + fuint32_t scorePrevious = checkScore(m_initialSuperVertex); + fuint32_t scoreOwn = checkScore(m_superVertex); + return (scoreOwn < scorePrevious || + (scorePrevious == scoreOwn && m_superVertex.size() < m_initialSuperVertex.size())); +} + +bool SuperVertexReducer::remainsValid(const EmbeddingManager& manager) const +{ + // m_superVertex is definitely connected, now check whether all + // adjacent super vertices can be reached + return improved() && connectsToAdjacentVertices(manager, m_superVertex, m_sourceVertex); +} \ No newline at end of file diff --git a/src/initial/super_vertex_reducer.hpp b/src/initial/super_vertex_reducer.hpp new file mode 100644 index 0000000..4e649f5 --- /dev/null +++ b/src/initial/super_vertex_reducer.hpp @@ -0,0 +1,58 @@ +#ifndef __MAJORMINER_SUPER_VERTEX_REDUCER_HPP_ +#define __MAJORMINER_SUPER_VERTEX_REDUCER_HPP_ + +#include + +namespace majorminer +{ + + class SuperVertexReducer + { + public: + SuperVertexReducer(const EmbeddingBase& base, fuint32_t sourceVertex); + + void optimize(); + const nodeset_t& getSuperVertex() const { return m_superVertex; } + const nodeset_t& getInitialSuperVertex() const { return m_initialSuperVertex; } + void initialize(); + void initialize(const nodeset_t& currentMapping); + const nodeset_t& getBetterPlacement(const nodeset_t& previous) const; + bool improved() const; + + // Checks whether the solution is valid even on the embedding managers data + bool remainsValid(const EmbeddingManager& manager) const; + + private: + void clear(); + void setup(); + bool isBadNode(fuint32_t target) const; + void addNode(fuint32_t target); + void removeNode(fuint32_t target); + fuint32_t checkScore(const nodeset_t& placement) const; + + // checks whether a new target node would be connected to the super vertex + bool isConnected(fuint32_t target) const; + + private: + const EmbeddingBase& m_embedding; + nodeset_t m_initialSuperVertex; + nodeset_t m_superVertex; // current super vertex + nodeset_t m_potentialNodes; + adjacency_list_t m_adjacencies; // (targetVertex, adjacentSource) + fuint32_t m_sourceVertex; + + std::unique_ptr m_verticesList; + + RandomGen* m_rand; + + bool acceptOnlyReduction = false; + + // for each neighbor of m_sourceVertex, map contains the number of + // vertices of m_sourceVertex connecting the two + UnorderedMap m_sourceConnections; + bool m_done; + }; + +} + +#endif diff --git a/src/majorminer.cpp b/src/majorminer.cpp index 7d15aee..fb26dc5 100644 --- a/src/majorminer.cpp +++ b/src/majorminer.cpp @@ -1,335 +1,45 @@ #include "majorminer.hpp" +#include "common/graph_gen.hpp" +#include "common/utils.hpp" +#include "common/embedding_validator.hpp" +#include "common/embedding_visualizer.hpp" +#include "common/cut_vertex.hpp" + +#include "evolutionary/mutation_extend.hpp" +#include "evolutionary/mutation_frontier_shifting.hpp" + using namespace majorminer; EmbeddingSuite::EmbeddingSuite(const graph_t& source, const graph_t& target, EmbeddingVisualizer* visualizer) - : m_sourceGraph(&source), m_targetGraph(&target), m_visualizer(visualizer) { - convertToAdjacencyList(m_source, source); - convertToAdjacencyList(m_target, target); - for (const auto& arc : target) - { - m_targetNodesRemaining.insert(arc.first); - m_targetNodesRemaining.insert(arc.second); - } - for (const auto& arc : *m_sourceGraph) - { - m_nodesRemaining[arc.first] = 0; - m_nodesRemaining[arc.second] = 0; - m_sourceNeededNeighbors[arc.first]++; - m_sourceNeededNeighbors[arc.second]++; - } -} + : m_state(source, target, visualizer), m_visualizer(visualizer), + m_embeddingManager(*this, m_state), m_mutationManager(m_state, m_embeddingManager), + m_placer(m_state, m_embeddingManager) +{ } embedding_mapping_t EmbeddingSuite::find_embedding() { - while(!m_nodesRemaining.empty()) + const auto& nodesRemaining = m_state.getRemainingNodes(); + while(!nodesRemaining.empty()) { - if (!m_nodesToProcess.empty()) - { - PrioNode node{}; - auto found = m_nodesToProcess.try_pop(node); - if (!found) continue; - if (!m_nodesRemaining.contains(node.m_id)) continue; - m_nodesRemaining.unsafe_erase(node.m_id); - if (node.m_nbConnections > 1) - { - DEBUG(OUT_S << "Complex node to embedd: " << node.m_id << " (" << node.m_nbConnections << ")" << std::endl;) - embeddNode(node.m_id); - if (m_visualizer != nullptr) - { - m_visualizer->draw(m_mapping, [&](std::ostream& os) - { os << "Complex adjacent node " << node.m_id << " (" << node.m_nbConnections << ")";} - ); - } - prepareFrontierShifting(node.m_id, node.m_nbConnections); - } - else - { // nbConnections = 1 - DEBUG(OUT_S << "Simple adjacent node to embedd: " << node.m_id << std::endl;) - embeddSimpleNode(node.m_id); - if (m_visualizer != nullptr) - { - m_visualizer->draw(m_mapping, [&](std::ostream& os) - { os << "Simple adjacent node " << node.m_id << " (1).";} - ); - } - } - updateConnections(node.m_id); - tryMutations(); - } - else - { - // just pick an arbitrary node and place it somewhere - auto node = *m_nodesRemaining.begin(); - m_nodesRemaining.unsafe_erase(m_nodesRemaining.begin()); - DEBUG(OUT_S << "Trivial node to embedd: " << node.first << std::endl;) - embeddTrivialNode(node.first); - if (m_visualizer != nullptr) - { - m_visualizer->draw(m_mapping, [&](std::ostream& os) - { os << "Trivial node " << node.first;} - ); - } - tryMutations(); - } + m_placer(); + m_mutationManager(); } - return m_mapping; + m_mutationManager(true); + m_placer.replaceOverlapping(); + return m_state.getMapping(); } -void EmbeddingSuite::embeddNode(fuint32_t node) -{ - embeddNodeNetworkSimplex(node); -} - - -void EmbeddingSuite::embeddNodeNetworkSimplex(fuint32_t node) -{ - if (m_nsWrapper.get() == nullptr) m_nsWrapper = std::make_unique(this); - - m_nsWrapper->embeddNode(node); -} - - -void EmbeddingSuite::mapNode(fuint32_t node, fuint32_t targetNode) -{ - DEBUG(std::cout << node << " -> " << targetNode << std::endl;) - m_nodesOccupied.insert(targetNode); - m_mapping.insert(std::make_pair(node, targetNode)); - m_reverseMapping.insert(std::make_pair(targetNode, node)); - m_targetNodesRemaining.unsafe_extract(targetNode); - updateNeededNeighbors(node); -} - -void EmbeddingSuite::mapNode(fuint32_t node, const nodeset_t& targetNodes) -{ - DEBUG(OUT_S << node << " -> {";) - for(auto targetNode : targetNodes) - { - DEBUG(OUT_S << " " << targetNode;) - m_nodesOccupied.insert(targetNode); - m_mapping.insert(std::make_pair(node, targetNode)); - m_reverseMapping.insert(std::make_pair(targetNode, node)); - m_targetNodesRemaining.unsafe_extract(targetNode); - } - updateNeededNeighbors(node); - DEBUG(OUT_S << " }" << std::endl;) -} - -void EmbeddingSuite::updateNeededNeighbors(fuint32_t node) -{ - auto range = m_source.equal_range(node); - fuint32_t nbNodes = 0; - for (auto it = range.first; it != range.second; ++it) - { - if (!m_nodesRemaining.contains(it->second)) - { - nbNodes++; - m_sourceNeededNeighbors[it->second]--; - } - } - m_sourceNeededNeighbors[node] -= nbNodes; -} - -void EmbeddingSuite::updateConnections(fuint32_t node) -{ - auto adjacentRange = m_source.equal_range(node); - for (auto adjacentIt = adjacentRange.first; adjacentIt != adjacentRange.second; ++adjacentIt) - { - auto findIt = m_nodesRemaining.find(adjacentIt->second); - if (findIt != m_nodesRemaining.end()) - { - findIt->second += 1; // one of its neighbors is now embedded - m_nodesToProcess.push(PrioNode{findIt->first, findIt->second}); - } - } - identifyAffected(node); -} - -void EmbeddingSuite::embeddSimpleNode(fuint32_t node) -{ - // find a node that is adjacent to the node "adjacentNode" - auto adjacentIt = m_source.equal_range(node); - fuint32_t adjacentNode = -1; - for (auto n = adjacentIt.first; n != adjacentIt.second; ++n) - { - if (!m_nodesRemaining.contains(n->second)) - { - adjacentNode = n->second; - break; - } - } - if (adjacentNode == (fuint32_t)-1) throw std::runtime_error("Could not find the adjacent node."); - - auto embeddedPathIt = m_mapping.equal_range(adjacentNode); - fuint32_t bestNodeFound = adjacentNode; - - for (auto targetNode = embeddedPathIt.first; targetNode != embeddedPathIt.second && bestNodeFound == adjacentNode; ++targetNode) - { - // find nodes that are adjacent to targetNode (in the targetGraph) - auto targetGraphAdjacentIt = m_target.equal_range(targetNode->second); - for (auto targetAdjacent = targetGraphAdjacentIt.first; targetAdjacent != targetGraphAdjacentIt.second; ++targetAdjacent) - { - if (!m_nodesOccupied.contains(targetAdjacent->second)) - { - bestNodeFound = targetAdjacent->second; - break; - } - } - } - // map "node" to "bestNodeFound" - mapNode(node, bestNodeFound); -} - -void EmbeddingSuite::embeddTrivialNode(fuint32_t node) -{ - if (!m_targetNodesRemaining.empty()) - { - auto targetNode = *m_targetNodesRemaining.begin(); - m_targetNodesRemaining.unsafe_erase(m_targetNodesRemaining.begin()); - mapNode(node, targetNode); - updateConnections(node); - } - else - { - throw std::runtime_error("Oooops..."); - } -} - bool EmbeddingSuite::isValid() const { - EmbeddingValidator validator{m_mapping, *m_sourceGraph, m_target}; + EmbeddingValidator validator{m_state}; return validator.isValid(); } bool EmbeddingSuite::connectsNodes() const { - EmbeddingValidator validator{m_mapping, *m_sourceGraph, m_target}; + EmbeddingValidator validator{m_state}; return validator.nodesConnected(); } - -void EmbeddingSuite::identifyAffected(fuint32_t node) -{ - m_sourceNodesAffected.clear(); - - // "node" (from source graph) is now mapped to at least one - // target node. Iterate over those, to iterate over their neighbors - // that might be mapped to other source nodes - const auto& reverseMapping = m_reverseMapping; - auto& sourceNodesAffected = m_sourceNodesAffected; - auto& sourceFreeNeighbors = m_sourceFreeNeighbors; - const auto& targetNodesRemaining = m_targetNodesRemaining; - auto& target = m_target; - m_sourceFreeNeighbors[node] = 0; - sourceNodesAffected.insert(node); - auto mappedRange = m_mapping.equal_range(node); - nodeset_t freeAdjNodes {}; - tbb::parallel_for_each(mappedRange.first, mappedRange.second, - [&, this] (const fuint32_pair_t& p){ - auto adjacentRange = target.equal_range(p.second); - nodeset_t nodes{}; // TODO: awful! - for (auto targetAdjacent = adjacentRange.first; targetAdjacent != adjacentRange.second; ++targetAdjacent) - { // if that node is free, note that, else decrement from all mapped - if (targetNodesRemaining.contains(targetAdjacent->second)) freeAdjNodes.insert(targetAdjacent->second); - else - { - auto revMapRange = reverseMapping.equal_range(targetAdjacent->second); - for (auto revIt = revMapRange.first; revIt != revMapRange.second; ++revIt) - { - if (!nodes.contains(revIt->second)) - { - sourceNodesAffected.insert(revIt->second); - sourceFreeNeighbors[revIt->second]--; - nodes.insert(revIt->second); - } - } - } - } - }); - m_sourceFreeNeighbors[node] = freeAdjNodes.size(); -} - -int EmbeddingSuite::numberFreeNeighborsNeeded(fuint32_t sourceNode) -{ - // std::cout << "Source node " << sourceNode << " needs " << m_sourceNeededNeighbors[sourceNode].load() << " neighbors and has " << m_sourceFreeNeighbors[sourceNode].load() << std::endl; - return 2 * m_sourceNeededNeighbors[sourceNode].load() - - std::max(m_sourceFreeNeighbors[sourceNode].load(), 0); -} - -void EmbeddingSuite::prepareFrontierShifting(fuint32_t victimNode, fuint32_t nbConnectedTo) -{ - m_frontierData.clear(); - - auto mapped = m_mapping.equal_range(victimNode); - auto nbMapped = m_mapping.count(victimNode); - if (nbMapped < 4) return; // Bascially useless (or not possible) - - nodeset_t connected{}; - auto adjRange = m_source.equal_range(victimNode); - for (auto adj = adjRange.first; adj != adjRange.second; ++adj) - { if (!m_nodesRemaining.contains(adj->second)) connected.insert(adj->second); } - - for (auto mapIt = mapped.first; mapIt != mapped.second; ++mapIt) - { - auto innerIt = mapIt; - ++innerIt; - for (; innerIt != mapped.second; ++innerIt) - { - edge_t uv{mapIt->second, innerIt->second}; - edge_t vu{innerIt->second, mapIt->second}; - if (m_targetGraph->contains(uv) || - m_targetGraph->contains(vu)) - { - m_frontierData.m_victimSubgraph.insert(uv); - m_frontierData.m_victimSubgraph.insert(vu); - } - } - auto adj = m_target.equal_range(mapIt->second); - for (auto adjNode = adj.first; adjNode != adj.second; ++adjNode) - { - auto revRange = m_reverseMapping.equal_range(adjNode->second); - for (auto revIt = revRange.first; revIt != revRange.second; ++revIt) - { - if (connected.contains(revIt->second)) - { - m_frontierData.addConnection(revIt->second, mapIt->second); - } - } - } - } - m_frontierData.setNbNodes(nbMapped); - m_frontierData.setVictimSource(victimNode); - m_frontierData.findCutVertices(); -} - -void EmbeddingSuite::tryMutations() -{ - auto& queue = m_taskQueue; - if (m_frontierData.m_victimSubgraph.size() > 0) - { - const auto& nodesRemaining = m_nodesRemaining; - auto victimAdjRange = m_source.equal_range(m_frontierData.m_victimSourceNode); - tbb::parallel_for_each(victimAdjRange.first, victimAdjRange.second, - [&](const edge_t& edge){ - if (!nodesRemaining.contains(edge.second)) - { - queue.push(std::make_unique(this, edge.second, edge.first)); - } - }); - m_sourceNodesAffected.unsafe_erase(m_frontierData.m_victimSourceNode); - } - tbb::parallel_for_each(m_sourceNodesAffected.begin(), m_sourceNodesAffected.end(), - [&, this](fuint32_t node){ - queue.push(std::make_unique(this, node)); - }); - - while(!m_taskQueue.empty()) - { - std::unique_ptr task; - bool worked = m_taskQueue.try_pop(task); - if (!worked) break; - task->execute(); - } - m_frontierData.clear(); -} diff --git a/src/majorminer.hpp b/src/majorminer.hpp index 04f7d26..1c3020b 100644 --- a/src/majorminer.hpp +++ b/src/majorminer.hpp @@ -1,34 +1,15 @@ #ifndef __MAJORMINER_MAJOR_MINER_HPP_ #define __MAJORMINER_MAJOR_MINER_HPP_ -#include - -#include "config.hpp" -#include "common/graph_gen.hpp" -#include "common/utils.hpp" -#include "common/embedding_validator.hpp" -#include "common/embedding_visualizer.hpp" -#include "common/cut_vertex.hpp" - -#include "initial/network_simplex.hpp" - -#include "evolutionary/mutation_extend.hpp" -#include "evolutionary/frontier_shifting_data.hpp" -#include "evolutionary/mutation_frontier_shifting.hpp" +#include +#include +#include +#include namespace majorminer { - class NetworkSimplexWrapper; - class GenericMutation; - class MutationExtend; - class MuationFrontierShifting; - struct FrontierShiftingData; - class EmbeddingSuite { - friend NetworkSimplexWrapper; - friend MutationExtend; - friend MuationFrontierShifting; public: EmbeddingSuite(const graph_t& source, const graph_t& target, EmbeddingVisualizer* visualizer = nullptr); @@ -37,51 +18,13 @@ namespace majorminer bool connectsNodes() const; private: - void embeddNode(fuint32_t node); - void embeddNodeNetworkSimplex(fuint32_t node); - - void mapNode(fuint32_t node, fuint32_t targetNode); - void mapNode(fuint32_t node, const nodeset_t& targetNodes); - void updateConnections(fuint32_t node); - - void prepareFrontierShifting(fuint32_t victimNode, fuint32_t nbConnectedTo); - - void embeddTrivialNode(fuint32_t node); - void embeddSimpleNode(fuint32_t node); - void identifyAffected(fuint32_t node); - - void updateNeededNeighbors(fuint32_t node); - - // query the delta between the number of free nodes - // and the needed amount of by the sourceNode - int numberFreeNeighborsNeeded(fuint32_t sourceNode); - double checkExtendCandidate(fuint32_t extendNode, fuint32_t sourceNode, int delta); - void tryMutations(); - - private: - const graph_t* m_sourceGraph; - const graph_t* m_targetGraph; - adjacency_list_t m_source; - adjacency_list_t m_target; - - embedding_mapping_t m_mapping; - embedding_mapping_t m_reverseMapping; - nodeset_t m_nodesOccupied; - nodeset_t m_targetNodesRemaining; - UnorderedMap m_nodesRemaining; - PrioNodeQueue m_nodesToProcess; + EmbeddingState m_state; + EmbeddingVisualizer* m_visualizer; + EmbeddingManager m_embeddingManager; + MutationManager m_mutationManager; + SuperVertexPlacer m_placer; - // TODO: change to priority queue depending on fitness function Queue> m_taskQueue; - - UnorderedMap> m_sourceNeededNeighbors; - UnorderedMap> m_sourceFreeNeighbors; - nodeset_t m_sourceNodesAffected; - - FrontierShiftingData m_frontierData; - - std::unique_ptr m_nsWrapper; - EmbeddingVisualizer* m_visualizer; }; } diff --git a/src/majorminer_types.hpp b/src/majorminer_types.hpp index e74d997..e32c757 100644 --- a/src/majorminer_types.hpp +++ b/src/majorminer_types.hpp @@ -1,25 +1,35 @@ #ifndef __MAJORMINER_TYPES_HPP_ #define __MAJORMINER_TYPES_HPP_ -#include +#include "common/config.hpp" + #include #include #include #include #include +#include #include +#include + #include #include #include #include - -#include "config.hpp" +#include +#include +#include +#include namespace majorminer { typedef uint_fast32_t fuint32_t; + typedef std::pair fuint32_pair_t; + typedef fuint32_t vertex_t; + + const static fuint32_t FUINT32_UNDEF = (fuint32_t)-1; template struct PairHashFunc @@ -35,18 +45,31 @@ namespace majorminer struct PrioNode { PrioNode() : m_id(-1), m_nbConnections(0) {} - PrioNode(fuint32_t id, fuint32_t nbConnections = 0) + PrioNode(vertex_t id, fuint32_t nbConnections = 0) : m_id(id), m_nbConnections(nbConnections) {} friend bool operator<(const PrioNode& n1, const PrioNode& n2) { return n1.m_nbConnections < n2.m_nbConnections; } - fuint32_t m_id; + vertex_t m_id; fuint32_t m_nbConnections; }; + struct NodePair + { + NodePair() : source(FUINT32_UNDEF), target(FUINT32_UNDEF) {} + NodePair(vertex_t s, vertex_t t) : source(s), target(t) {} + NodePair(const fuint32_pair_t& p): source(p.first), target(p.second) {} + + friend bool operator==(const NodePair& p1, const NodePair& p2) + { return p1.source == p2.source && p1.target == p2.target; } + + vertex_t source; + vertex_t target; + }; + template> - using Vector = tbb::concurrent_vector; + using Vector = std::vector; template, typename Allocator = std::allocator> using UnorderedSet = tbb::concurrent_unordered_set, Allocator>; @@ -63,17 +86,45 @@ namespace majorminer template using Queue = tbb::concurrent_queue; + template + using BoundedQueue = tbb::concurrent_bounded_queue; + template using Stack = std::stack>; - typedef std::pair fuint32_pair_t; + template + using Cache = tbb::concurrent_lru_cache; + typedef fuint32_pair_t edge_t; - typedef UnorderedSet> graph_t; - typedef UnorderedMultiMap adjacency_list_t; + typedef UnorderedMap VertexNumberMap; + typedef UnorderedSet> graph_t; + typedef UnorderedMultiMap adjacency_list_t; typedef adjacency_list_t embedding_mapping_t; - typedef UnorderedSet nodeset_t; + typedef UnorderedSet nodeset_t; + typedef UnorderedSet> nodepairset_t; typedef PriorityQueue> PrioNodeQueue; + typedef std::pair adjacency_list_range_iterator_t; + + typedef std::pair> ShiftingCandidates; + typedef Cache CandidateCache; + + class EmbeddingVisualizer; + class EmbeddingSuite; + class EmbeddingBase; + class EmbeddingState; + class EmbeddingManager; + class SuperVertexPlacer; + class SuperVertexReducer; + class EvolutionaryCSCReducer; + class GenericMutation; + class MutationExtend; + class MuationFrontierShifting; + class MutationReduceOverlap; + class MutationManager; + class NetworkSimplexWrapper; + class RandomGen; + } diff --git a/test/test_cut_vertex.cpp b/test/test_cut_vertex.cpp index c3486cb..ddf23fb 100644 --- a/test/test_cut_vertex.cpp +++ b/test/test_cut_vertex.cpp @@ -1,5 +1,6 @@ #include #include +#include #include "utils/test_common.hpp" diff --git a/test/test_graph_gen.cpp b/test/test_graph_gen.cpp index 503625f..e3da228 100644 --- a/test/test_graph_gen.cpp +++ b/test/test_graph_gen.cpp @@ -1,5 +1,7 @@ #include "utils/test_common.hpp" +#include + using namespace majorminer; @@ -92,4 +94,5 @@ TEST(CycleGraphGen, Cycle_1) auto graph = majorminer::generate_cyclegraph(1); EXPECT_EQ(graph.size(), 0); containsEdges(graph, {}); -} \ No newline at end of file +} + diff --git a/test/test_main.cpp b/test/test_main.cpp index 6098b16..afd18e6 100644 --- a/test/test_main.cpp +++ b/test/test_main.cpp @@ -2,19 +2,39 @@ #include #include #include +#include #include "utils/test_common.hpp" #include "utils/qubo_problems.hpp" using namespace majorminer; +namespace +{ + coordinate_map_t getPetersenCoordinates() + { + coordinate_map_t coords{ + std::make_pair(0, Coordinate_t( 7.0, 0.0 )), + std::make_pair(1, Coordinate_t( 13.657, 4.837 )), + std::make_pair(2, Coordinate_t( 11.114, 12.663 )), + std::make_pair(3, Coordinate_t( 2.8859999999999992, 12.663 )), + std::make_pair(4, Coordinate_t( 0.34299999999999997, 4.837 )), + std::make_pair(5, Coordinate_t( 7.0, 3.0 )), + std::make_pair(6, Coordinate_t( 10.804, 5.763999999999999 )), + std::make_pair(7, Coordinate_t( 9.350999999999999, 10.236 )), + std::make_pair(8, Coordinate_t( 4.648999999999999, 10.236 )), + std::make_pair(9, Coordinate_t( 3.1959999999999997, 5.763999999999999 )) + }; + return coords; + } +} TEST(EmbeddingTest, Basic_Cycle_4) { graph_t cycle = generate_cyclegraph(4); graph_t chimera = generate_chimera(1, 1); auto visualizer = std::make_unique(cycle, chimera, "imgs/Basic_Cycle_4/chimera_cycle_4", 1, 1); - EmbeddingSuite suite{cycle, chimera}; + EmbeddingSuite suite{cycle, chimera, visualizer.get()}; auto embedding = suite.find_embedding(); ASSERT_TRUE(suite.isValid()); } @@ -25,7 +45,7 @@ TEST(EmbeddingTest, Cycle_5_Extra_Edges) graph_t chimera = generate_chimera(1, 1); addEdges(cycle, { {0,2}, {2, 4}, {1,3}}); auto visualizer = std::make_unique(cycle, chimera, "imgs/Cycle_5_Extra_Edges/chimera_cycle_5_ExtraEdges", 1, 1); - EmbeddingSuite suite{cycle, chimera}; + EmbeddingSuite suite{cycle, chimera, visualizer.get()}; auto embedding = suite.find_embedding(); ASSERT_TRUE(suite.isValid()); } @@ -51,6 +71,49 @@ TEST(EmbeddingTest, Complete_Graph_8_On_3_3_Chimera) ASSERT_TRUE(suite.connectsNodes()); } + +TEST(EmbeddingTest, Complete_Graph_12_On_5_5_Chimera) +{ + graph_t clique = generate_completegraph(12); + graph_t chimera = generate_chimera(5, 5); + auto visualizer = std::make_unique(clique, chimera, "imgs/Complete_Graph_12_On_5_5_Chimera/chimera_clique_12", 5, 5); + EmbeddingSuite suite{clique, chimera, visualizer.get()}; + auto embedding = suite.find_embedding(); + ASSERT_TRUE(suite.connectsNodes()); +} + + +TEST(EmbeddingTest, Complete_Graph_15_On_7_7_Chimera) +{ + graph_t clique = generate_completegraph(15); + graph_t chimera = generate_chimera(7,7); + auto visualizer = std::make_unique(clique, chimera, "imgs/Complete_Graph_15_On_7_7_Chimera/chimera_clique_15", 7, 7); + EmbeddingSuite suite{clique, chimera, visualizer.get()}; + auto embedding = suite.find_embedding(); + ASSERT_TRUE(suite.connectsNodes()); +} + + +TEST(EmbeddingTest, Complete_Graph_18_On_9_9_Chimera) +{ + graph_t clique = generate_completegraph(18); + graph_t chimera = generate_chimera(9,9); + auto visualizer = std::make_unique(clique, chimera, "imgs/Complete_Graph_18_On_9_9_Chimera/chimera_clique_18", 9, 9); + EmbeddingSuite suite{clique, chimera, visualizer.get()}; + auto embedding = suite.find_embedding(); + ASSERT_TRUE(suite.connectsNodes()); +} + +TEST(EmbeddingTest, Complete_Graph_21_On_11_11_Chimera) +{ + graph_t clique = generate_completegraph(21); + graph_t chimera = generate_chimera(11, 11); + auto visualizer = std::make_unique(clique, chimera, "imgs/Complete_Graph_21_On_11_11_Chimera/chimera_clique_21", 11, 11); + EmbeddingSuite suite{clique, chimera, visualizer.get()}; + auto embedding = suite.find_embedding(); + ASSERT_TRUE(suite.connectsNodes()); +} + TEST(EmbeddingTest, Basic_Cycle_8_Visualization) { graph_t cycle = generate_cyclegraph(8); @@ -58,6 +121,7 @@ TEST(EmbeddingTest, Basic_Cycle_8_Visualization) auto visualizer = std::make_unique(cycle, chimera, "imgs/Basic_Cycle_8_Visualization/chimera_cycle_8", 2, 2); EmbeddingSuite suite{cycle, chimera, visualizer.get()}; auto embedding = suite.find_embedding(); + ASSERT_TRUE(suite.isValid()); } TEST(EmbeddingTest, Petersen_Chimera) @@ -67,6 +131,7 @@ TEST(EmbeddingTest, Petersen_Chimera) auto visualizer = std::make_unique(petersen, chimera, "imgs/Petersen_Chimera/chimera_petersen", 2, 2); EmbeddingSuite suite{petersen, chimera, visualizer.get()}; auto embedding = suite.find_embedding(); + ASSERT_TRUE(suite.connectsNodes()); } @@ -77,6 +142,7 @@ TEST(EmbeddingTest, Petersen_KingsGraph) auto visualizer = std::make_unique(petersen, king, "imgs/Petersen_KingsGraph/king_petersen", 10, 10); EmbeddingSuite suite{petersen, king, visualizer.get()}; auto embedding = suite.find_embedding(); + ASSERT_TRUE(suite.connectsNodes()); } TEST(EmbeddingTest, DISABLED_TSP_7) @@ -92,3 +158,19 @@ TEST(EmbeddingTest, DISABLED_TSP_7) << analyzer.getNbUsedNodes() << " nodes were needed." << std::endl; } + +TEST(EmbeddingTest, K33_On_Petersen_Kuratowski) +{ + graph_t petersen = majorminer::generate_petersen(); + graph_t k33{}; + addEdges(k33, { + {0,3}, {0,4}, {0,5}, + {1,3}, {1,4}, {1,5}, + {2,3}, {2,4}, {2,5} + }); + auto coords = getPetersenCoordinates(); + auto visualizer = std::make_unique(k33, petersen, "imgs/PetersenNotPlanar/petersen_kuratowski", coords, 14, 14); + EmbeddingSuite suite{k33, petersen, visualizer.get()}; + auto embedding = suite.find_embedding(); +} + diff --git a/test/test_perf.cpp b/test/test_perf.cpp new file mode 100644 index 0000000..3708e4f --- /dev/null +++ b/test/test_perf.cpp @@ -0,0 +1,18 @@ +#include +#include +#include +#include + +#include "utils/test_common.hpp" +#include "utils/qubo_problems.hpp" + +using namespace majorminer; + +TEST(PerfTest, CompleteLarge_21) +{ + graph_t clique = generate_completegraph(21); + graph_t chimera = generate_chimera(11, 11); + EmbeddingSuite suite{clique, chimera}; + auto embedding = suite.find_embedding(); + ASSERT_TRUE(suite.connectsNodes()); +} \ No newline at end of file diff --git a/test/utils/qubo_modelling.cpp b/test/utils/qubo_modelling.cpp index f41d0c1..8d3f0b0 100644 --- a/test/utils/qubo_modelling.cpp +++ b/test/utils/qubo_modelling.cpp @@ -361,7 +361,7 @@ bool QEnumerationVerifier::verify() } else if (returned) { - m_setting[idx] ^= true; // toggle bit + m_setting[idx] = (m_setting[idx] ^ true); // toggle bit if (m_setting[idx] == false) continue; else returned = false; } diff --git a/test/utils/test_common.cpp b/test/utils/test_common.cpp index 517f92a..418cce3 100644 --- a/test/utils/test_common.cpp +++ b/test/utils/test_common.cpp @@ -1,5 +1,7 @@ #include "test_common.hpp" +#include + using namespace majorminer; namespace @@ -90,15 +92,3 @@ nodeset_t majorminer::getNodeset(const graph_t& graph) }); return nodes; } - - -void majorminer::printNodeset(const nodeset_t& nodes) -{ - Vector nodeVec{}; - nodeVec.reserve(nodes.size()); - for (auto n : nodes) nodeVec.push_back(n); - tbb::parallel_sort(nodeVec.begin(), nodeVec.end()); - std::cout << "Nodeset: { "; - for (auto n : nodeVec) std::cout << n << " "; - std::cout << "}" << std::endl; -} \ No newline at end of file From eb947e146e97fa43756d3c328ec26b3bbfbf9a21 Mon Sep 17 00:00:00 2001 From: keksklauer4 Date: Sat, 9 Apr 2022 23:44:32 +0200 Subject: [PATCH 06/15] Update README.md --- README.md | 19 +++++-------------- 1 file changed, 5 insertions(+), 14 deletions(-) diff --git a/README.md b/README.md index fc72b55..d58c526 100644 --- a/README.md +++ b/README.md @@ -12,12 +12,11 @@ Testing a bunch of graph minor embedding heuristics and related techniques to im | :point_up: | We currently do not implement the same approaches in C++ and Python, but try out different ideas in different programming languages. Make sure to check out both the C++ and Python implementation. | |---------------|:------------------------| +# Python +All Python-related code and documentation can be found [in the Python folder](python/). - -

- C++ - -# Build C++ library +# C++ +## Build C++ library Note that in order to build, you have to clone the submodules as well. That is, if you have already cloned this repository, you should run ```git submodule update --init --recursive``` and find the submodules in ```external/```. In the case, you are about to clone the repository, just run ```git clone --recursive https://github.com/MinorEmbedding/majorminer.git```. @@ -31,17 +30,9 @@ cmake .. -DMAJORMINER_BUILD_TESTS=[ON|OFF] # depending on whether you want to ru make ``` -# Libraries used in the C++-Project +## Libraries used in the C++-Project #### [oneTBB](https://github.com/oneapi-src/oneTBB) (License: [Apache 2.0](https://choosealicense.com/licenses/apache-2.0/)) #### [GoogleTest](https://github.com/google/googletest) (License: [BSD 3-Clause "New" or "Revised"](https://choosealicense.com/licenses/bsd-3-clause/)) #### [LEMON](https://lemon.cs.elte.hu/trac/lemon) (License: [Boost Software License 1.0](https://choosealicense.com/licenses/bsl-1.0/)) #### [Eigen](https://eigen.tuxfamily.org/index.php?title=Main_Page) (License: [MPL2](https://choosealicense.com/licenses/mpl-2.0/), disabled LGPL features.) -
- - -
-Python - -All Python-related code and documentation can be found [in the Python folder](python/). -
From bc2aa548af636da96d97305c9f101cabc50a0bb0 Mon Sep 17 00:00:00 2001 From: keksklauer4 Date: Thu, 14 Apr 2022 04:04:13 +0200 Subject: [PATCH 07/15] Feature/improvements (#14) * [Cpp] Mistakes were made... * [Cpp] Adding image feature for last iteration. * [Cpp] Improving reducer. * [Cpp] Fixed minor bug. * [Cpp] Fixing reducer bugs. * [Cpp] Measuring execution time. * [Cpp] Integrating evo reducer into main suite. --- img/chimera_clique_25_421.svg | 2 + img/chimera_clique_28_543.svg | 2 + src/common/cut_vertex.cpp | 34 +++--- src/common/embedding_validator.cpp | 12 ++- src/common/embedding_validator.hpp | 3 +- src/common/graph_gen.cpp | 18 ++++ src/common/graph_gen.hpp | 4 + src/common/random_gen.hpp | 13 ++- src/common/utils.cpp | 44 ++++++++ src/common/utils.hpp | 7 ++ src/evolutionary/mutation_manager.cpp | 1 - src/initial/csc_evolutionary.cpp | 150 ++++++++++++++++++++++---- src/initial/csc_evolutionary.hpp | 11 +- src/initial/network_simplex.cpp | 104 +++++++++++------- src/initial/network_simplex.hpp | 26 +++-- src/initial/super_vertex_placer.cpp | 27 ++++- src/initial/super_vertex_placer.hpp | 1 + src/majorminer.cpp | 24 +++-- src/majorminer.hpp | 3 + test/CMakeLists.txt | 2 + test/test_main.cpp | 76 +++++++------ test/test_perf.cpp | 4 +- test/test_reducer.cpp | 68 ++++++++++++ test/utils/CMakeLists.txt | 1 + test/utils/state_gen.cpp | 53 +++++++++ test/utils/state_gen.hpp | 35 ++++++ 26 files changed, 586 insertions(+), 139 deletions(-) create mode 100644 img/chimera_clique_25_421.svg create mode 100644 img/chimera_clique_28_543.svg create mode 100644 test/test_reducer.cpp create mode 100644 test/utils/state_gen.cpp create mode 100644 test/utils/state_gen.hpp diff --git a/img/chimera_clique_25_421.svg b/img/chimera_clique_25_421.svg new file mode 100644 index 0000000..65ddd27 --- /dev/null +++ b/img/chimera_clique_25_421.svg @@ -0,0 +1,2 @@ +Iteration 421: Final iteration. Distinct overlaps: 0; Total overlaps: 0 + \ No newline at end of file diff --git a/img/chimera_clique_28_543.svg b/img/chimera_clique_28_543.svg new file mode 100644 index 0000000..86098ec --- /dev/null +++ b/img/chimera_clique_28_543.svg @@ -0,0 +1,2 @@ +Iteration 543: Final iteration. Distinct overlaps: 0; Total overlaps: 0 + \ No newline at end of file diff --git a/src/common/cut_vertex.cpp b/src/common/cut_vertex.cpp index a8abd39..ca2a48d 100644 --- a/src/common/cut_vertex.cpp +++ b/src/common/cut_vertex.cpp @@ -12,13 +12,13 @@ typedef std::pair equal_range_t; struct VertexData { VertexData() - : m_parent((fuint32_t)-1), m_depth(m_parent), + : m_parent((vertex_t)-1), m_depth(m_parent), m_lowest(m_parent), m_recursed(false) {} - VertexData(fuint32_t parent, fuint32_t depth) + VertexData(vertex_t parent, fuint32_t depth) : m_parent(parent), m_depth(depth), m_lowest(depth), m_recursed(false) {} - fuint32_t m_parent; + vertex_t m_parent; fuint32_t m_depth; fuint32_t m_lowest; bool m_recursed; @@ -29,11 +29,11 @@ void majorminer::identifiyCutVertices(nodeset_t& cut, const adjacency_list_t& su if (subgraph.empty()) return; Stack nodeStack{}; - UnorderedMap properties{}; + UnorderedMap properties{}; - fuint32_t rootNode = subgraph.begin()->first; + vertex_t rootNode = subgraph.begin()->first; nodeStack.push(subgraph.equal_range(rootNode)); - properties.insert(std::make_pair(rootNode, VertexData{ (fuint32_t)-1, 0 })); + properties.insert(std::make_pair(rootNode, VertexData{ (vertex_t)-1, 0 })); fuint32_t depth = 1; fuint32_t rootChildren = 0; @@ -42,8 +42,8 @@ void majorminer::identifiyCutVertices(nodeset_t& cut, const adjacency_list_t& su auto& top = nodeStack.top(); if (top.first != top.second) { - fuint32_t currentNode = top.first->first; - fuint32_t nextNode = top.first->second; + vertex_t currentNode = top.first->first; + vertex_t nextNode = top.first->second; auto& p = properties[currentNode]; if (p.m_recursed) { // take care of last "recursion" (not actually recursing) @@ -80,11 +80,11 @@ void majorminer::identifiyCutVertices(nodeset_t& cut, const adjacency_list_t& su // Conduct a depth-first search that does not visit the vertex "node". // If all nodes were visited, then node is not a cut vertex -bool majorminer::isCutVertex(const adjacency_list_t& subgraph, fuint32_t node, fuint32_t n) +bool majorminer::isCutVertex(const adjacency_list_t& subgraph, vertex_t node, fuint32_t n) { auto nodeFind = subgraph.find(node); if (nodeFind == subgraph.end()) return true; - fuint32_t rootNode = nodeFind->second; + vertex_t rootNode = nodeFind->second; if (rootNode == node) throw std::runtime_error("Loop inside subgraph!"); Stack nodeStack{}; @@ -98,7 +98,7 @@ bool majorminer::isCutVertex(const adjacency_list_t& subgraph, fuint32_t node, f auto& top = nodeStack.top(); if (top.first != top.second) { - fuint32_t nextNode = top.first->second; + vertex_t nextNode = top.first->second; top.first++; if (!visited.contains(nextNode)) { @@ -113,19 +113,19 @@ bool majorminer::isCutVertex(const adjacency_list_t& subgraph, fuint32_t node, f -bool majorminer::isCutVertex(const EmbeddingBase& base, fuint32_t sourceNode, fuint32_t targetNode) +bool majorminer::isCutVertex(const EmbeddingBase& base, vertex_t sourceNode, vertex_t targetNode) { nodeset_t mapped {}; insertMappedTargetNodes(base, mapped, sourceNode); return isCutVertex(base, mapped, targetNode); } -bool majorminer::isCutVertex(const EmbeddingBase& base, nodeset_t& mappedNodes, fuint32_t targetNode) +bool majorminer::isCutVertex(const EmbeddingBase& base, nodeset_t& mappedNodes, vertex_t targetNode) { if (mappedNodes.size() <= 1) return true; mappedNodes.unsafe_erase(targetNode); const auto& targetAdj = base.getTargetAdjGraph(); - fuint32_t adjacentTarget = FUINT32_UNDEF; // cannot use targetNode here + vertex_t adjacentTarget = FUINT32_UNDEF; // cannot use targetNode here auto range = targetAdj.equal_range(targetNode); for (auto it = range.first; it != range.second; ++it) { @@ -147,13 +147,13 @@ bool majorminer::isCutVertex(const EmbeddingBase& base, nodeset_t& mappedNodes, else if (top.first->second == targetNode) top.first++; else { - fuint32_t next = top.first->second; + vertex_t next = top.first->second; top.first++; auto val = mappedNodes.unsafe_extract(next); if (!val.empty()) { if (mappedNodes.empty()) return false; - nodeStack.push(targetAdj.equal_range(val.value())); + nodeStack.push(targetAdj.equal_range(next)); } } } @@ -166,7 +166,7 @@ bool majorminer::areSetsConnected(const EmbeddingBase& base, const nodeset_t& se bool connected = false; for (auto target : setA) { - base.iterateTargetGraphAdjacentBreak(target, [&](fuint32_t adjTarget){ + base.iterateTargetGraphAdjacentBreak(target, [&](vertex_t adjTarget){ if (setB.contains(adjTarget)) connected = true; return connected; }); diff --git a/src/common/embedding_validator.cpp b/src/common/embedding_validator.cpp index 32a6bef..fd502bf 100644 --- a/src/common/embedding_validator.cpp +++ b/src/common/embedding_validator.cpp @@ -1,7 +1,7 @@ #include "embedding_validator.hpp" -#include "common/utils.hpp" -#include "common/embedding_state.hpp" +#include +#include using namespace majorminer; @@ -14,6 +14,7 @@ bool EmbeddingValidator::isDisjoint() const if (nodesOccupied.contains(mapped.second)) { DEBUG(OUT_S << "Not an injective mapping." << std::endl;) + DEBUG(printOverlappings();) return false; } nodesOccupied.insert(mapped.second); @@ -21,6 +22,13 @@ bool EmbeddingValidator::isDisjoint() const return true; } +void EmbeddingValidator::printOverlappings() const +{ + fuint32_pair_t stats = calculateOverlappingStats(m_state); + std::cout << "Overlapping statistics:" << std::endl + << "Distinct overlaps: " << stats.first << std::endl + << "Total overlapping: " << stats.second << std::endl; +} bool EmbeddingValidator::nodesConnected() const { diff --git a/src/common/embedding_validator.hpp b/src/common/embedding_validator.hpp index c745db2..5e58d0e 100644 --- a/src/common/embedding_validator.hpp +++ b/src/common/embedding_validator.hpp @@ -17,7 +17,8 @@ namespace majorminer bool isValid() const { return isDisjoint() && nodesConnected(); } private: - void printMissingEdges(fuint32_t node) const; + void printMissingEdges(vertex_t node) const; + void printOverlappings() const; private: const EmbeddingState& m_state; diff --git a/src/common/graph_gen.cpp b/src/common/graph_gen.cpp index 96b5c21..a673d59 100644 --- a/src/common/graph_gen.cpp +++ b/src/common/graph_gen.cpp @@ -5,6 +5,8 @@ #include #include +#include + using namespace majorminer; graph_t majorminer::generate_chimera(fuint32_t rows, fuint32_t cols) @@ -202,3 +204,19 @@ graph_t majorminer::generate_petersen() }; return petersen; } + + +graph_t majorminer::generate_erdosrenyi(fuint32_t n, float probability) +{ + ProbabilisticDecision rand{}; + graph_t erdos{}; + for (fuint32_t i = 0; i < n; ++i) + { + for (fuint32_t j = i + 1; j < n; ++j) + { + if (rand(probability)) erdos.insert(std::make_pair(i,j)); + } + } + return erdos; +} + diff --git a/src/common/graph_gen.hpp b/src/common/graph_gen.hpp index e6109f1..28d39c0 100644 --- a/src/common/graph_gen.hpp +++ b/src/common/graph_gen.hpp @@ -31,6 +31,10 @@ namespace majorminer /// Import an edge list from a character array. graph_t import_graph(const char* edgeList, size_t length); + // Generate an erdös-renyi graph on n vertices. For each pair of vertices + // create an edge between the pair with "probability" + graph_t generate_erdosrenyi(fuint32_t n, float probability); + } diff --git a/src/common/random_gen.hpp b/src/common/random_gen.hpp index 3133fdb..1e610da 100644 --- a/src/common/random_gen.hpp +++ b/src/common/random_gen.hpp @@ -34,8 +34,19 @@ namespace majorminer std::default_random_engine m_shuffleGenerator; }; + template::value>> + struct ProbabilisticDecision + { + public: + ProbabilisticDecision() : m_gen(m_rd()), m_dist(static_cast(0.0), static_cast(1.0)) {} + T operator()() { return m_dist(m_gen); } + bool operator()(T value) { return m_dist(m_gen) < value; } - + private: + std::random_device m_rd; + std::mt19937 m_gen; + std::uniform_real_distribution m_dist; + }; } diff --git a/src/common/utils.cpp b/src/common/utils.cpp index 34b8d78..8433a7a 100644 --- a/src/common/utils.cpp +++ b/src/common/utils.cpp @@ -22,3 +22,47 @@ void majorminer::insertMappedTargetNodes(const EmbeddingBase& base, nodeset_t& n auto equalRange = mapping.equal_range(sourceNode); for (auto it = equalRange.first; it != equalRange.second; ++it) nodes.insert(it->second); } + +nodeset_t majorminer::getVertices(const graph_t& graph) +{ + nodeset_t vertices{}; + for (const auto& edge : graph) + { + vertices.insert(edge.first); + vertices.insert(edge.second); + } + return vertices; +} + + +fuint32_pair_t majorminer::calculateOverlappingStats(const EmbeddingBase& base) +{ + fuint32_t distinct = 0; + fuint32_t total = 0; + nodeset_t targetVertices = getVertices(*base.getTargetGraph()); + const auto& reverse = base.getReverseMapping(); + + for (auto target : targetVertices) + { + fuint32_t nbMapped = reverse.count(target); + if (nbMapped >= 2) + { + distinct++; + total += nbMapped; + } + } + return std::make_pair(distinct, total); +} + +embedding_mapping_t majorminer::replaceMapping(const embedding_mapping_t& mapping, + const nodeset_t& targets, vertex_t source) +{ + embedding_mapping_t adjusted{}; + adjusted.insert(mapping.begin(), mapping.end()); + adjusted.unsafe_erase(source); + for (auto target : targets) + { + adjusted.insert(std::make_pair(source, target)); + } + return adjusted; +} diff --git a/src/common/utils.hpp b/src/common/utils.hpp index e4e4af4..e99adb7 100644 --- a/src/common/utils.hpp +++ b/src/common/utils.hpp @@ -84,6 +84,13 @@ namespace majorminer while(!s.empty()) s.pop(); } + nodeset_t getVertices(const graph_t& graph); + + fuint32_pair_t calculateOverlappingStats(const EmbeddingBase& base); + + // inefficient - just for visualization + embedding_mapping_t replaceMapping(const embedding_mapping_t& mapping, + const nodeset_t& targets, vertex_t source); } diff --git a/src/evolutionary/mutation_manager.cpp b/src/evolutionary/mutation_manager.cpp index 9927fcb..fded5ae 100644 --- a/src/evolutionary/mutation_manager.cpp +++ b/src/evolutionary/mutation_manager.cpp @@ -52,7 +52,6 @@ void MutationManager::operator()(bool finalIteration) incorporate(); prep.join(); m_embeddingManager.synchronize(); - // std::cout << "Ending mutations with " << m_prepQueue.unsafe_size() << " in prep queue and " << m_incorporationQueue.size() << " in incorporation queue." << std::endl; } void MutationManager::prepare() diff --git a/src/initial/csc_evolutionary.cpp b/src/initial/csc_evolutionary.cpp index e662d28..51a67fd 100644 --- a/src/initial/csc_evolutionary.cpp +++ b/src/initial/csc_evolutionary.cpp @@ -3,11 +3,25 @@ #include #include #include +#include #define POPULATION_SIZE 5 #define ITERATION_LIMIT 10 -#define MAX_NEW_VERTICES 5 -#define REDUCE_ITERATION_COEFFICIENT 2 +#define MAX_NEW_VERTICES 15 +#define REDUCE_ITERATION_COEFFICIENT 1 + +static double TIME_MUTATION, TIME_REDUCE; +static double GENERATE_POP, OPTIMIZE; + +#include +#define CHRONO_STUFF(t1, t2, diff, var, ...) \ + auto t1 = std::chrono::high_resolution_clock::now(); \ + { __VA_ARGS__ } \ + auto t2 = std::chrono::high_resolution_clock::now(); \ + std::chrono::duration diff = t2 - t1; \ + var+=diff.count(); + +#define PRINT_TIME(name) std::cout << "Time: " << #name << ": " << name << std::endl; using namespace majorminer; @@ -24,14 +38,16 @@ namespace EvolutionaryCSCReducer::EvolutionaryCSCReducer(const EmbeddingState& state, vertex_t sourceVertex) - : m_state(state), m_sourceVertex(sourceVertex), m_wasPlaced(true) + : m_state(state), m_sourceVertex(sourceVertex), m_wasPlaced(true), + m_improved(false), m_visualizer(nullptr) { initialize(); } EvolutionaryCSCReducer::EvolutionaryCSCReducer(const EmbeddingState& state, const nodeset_t& initial, vertex_t sourceVertex) - : m_state(state), m_sourceVertex(sourceVertex), m_wasPlaced(false) + : m_state(state), m_sourceVertex(sourceVertex), m_wasPlaced(false), + m_improved(false), m_visualizer(nullptr) { initialize(initial); } @@ -44,18 +60,54 @@ void EvolutionaryCSCReducer::optimize() for (fuint32_t iteration = 0; iteration < ITERATION_LIMIT; ++iteration) { - //std::cout << "Iteration " << iteration << std::endl; - optimizeIteration(*current); - //std::cout << "Done optimizing iteration" << std::endl; + CHRONO_STUFF(t1,t2,diff1,OPTIMIZE, optimizeIteration(*current);) + if (m_visualizer != nullptr) visualize(iteration + 1, current); if (iteration + 1 != ITERATION_LIMIT) { + CHRONO_STUFF(t3,t4,diff2,GENERATE_POP, bool success = createNextGeneration(*current, *next); - if (!success) break; + if (!success) break;) swapPointers(current, next); } - // std::cout << "================= " << std::endl; } + if (m_visualizer != nullptr) visualize(FUINT32_UNDEF, nullptr); + PRINT_TIME(TIME_MUTATION) + PRINT_TIME(TIME_REDUCE) + PRINT_TIME(OPTIMIZE) + PRINT_TIME(GENERATE_POP) + +} + +#define CREATE_STRING(vertices) \ + ss << "Final solution with fitness " << getFitness(vertices) << " and size " << vertices.size() << "."; + +#define CREATE_IT_STRING(vertices) \ + ss << "Iteration " << iteration << " individual " << (idx+1) << " has fitness " << getFitness(vertices) << " and size " << vertices.size() << "."; + + +void EvolutionaryCSCReducer::visualize(fuint32_t iteration, Vector* population) +{ + if (!isDefined(iteration)) + { + std::stringstream ss; + CREATE_STRING(m_bestSuperVertex); + embedding_mapping_t adjusted = replaceMapping(m_state.getMapping(), m_bestSuperVertex, m_sourceVertex); + m_visualizer->draw(adjusted, ss.str().c_str()); + } + else + { + std::stringstream ss; + for (fuint32_t idx = 0; idx < population->size(); ++idx) + { + const auto& placement = population->at(idx).getSuperVertex(); + CREATE_IT_STRING(placement) + embedding_mapping_t adjusted = replaceMapping(m_state.getMapping(), placement, m_sourceVertex); + m_visualizer->draw(adjusted, ss.str().c_str()); + ss.str(std::string()); + } + } + } @@ -67,8 +119,9 @@ void EvolutionaryCSCReducer::initialize() for (auto mappedIt = range.first; mappedIt != range.second; ++mappedIt) { m_bestSuperVertex.insert(mappedIt->second); + fuint32_t nbMapped = reverse.count(mappedIt->second); m_vertexFitness.insert(std::make_pair(mappedIt->second, - reverse.count(mappedIt->second) - 1)); + nbMapped >= 1 ? nbMapped - 1 : 0)); } setup(); @@ -90,6 +143,10 @@ void EvolutionaryCSCReducer::initialize(const nodeset_t& initial) void EvolutionaryCSCReducer::setup() { if (!canExpand()) return; + TIME_MUTATION = 0; + TIME_REDUCE = 0; + OPTIMIZE = 0; + GENERATE_POP = 0; const auto& mapping = m_state.getMapping(); @@ -99,7 +156,7 @@ void EvolutionaryCSCReducer::setup() }); // Prepare intial "m_adjacentSources" adjacency list - for (vertex_t target : m_bestSuperVertex) prepareVertex(target); + for (vertex_t target : m_bestSuperVertex) prepareVertex(target, false); m_bestFitness = getFitness(m_bestSuperVertex); initializePopulations(); @@ -159,6 +216,7 @@ void EvolutionaryCSCReducer::optimizeIteration(Vector& parentPopu m_bestSuperVertex.clear(); const auto& newSuperVertex = parentPopulation[0].getSuperVertex(); m_bestSuperVertex.insert(newSuperVertex.begin(), newSuperVertex.end()); + m_improved = true; } } @@ -172,6 +230,7 @@ bool EvolutionaryCSCReducer::createNextGeneration(Vector& parentP const CSCIndividual* parentB = tournamentSelection(parentPopulation); bool success = childPopulation[idx].fromCrossover(*parentA, *parentB); if (success) idx++; + else std::cout << "Dead crossover!" << std::endl; } return remainingAttemps > 0; } @@ -186,7 +245,7 @@ const CSCIndividual* EvolutionaryCSCReducer::tournamentSelection(const Vectorsecond]--; + auto findIt = connectivity.find(it->second); + if (findIt != connectivity.end()) findIt->second--; + } +} + +bool CSCIndividual::isConnected() const +{ + for (const auto& connect : m_connectivity) + { + if (connect.second == 0) return false; } + return true; } void CSCIndividual::initialize(EvolutionaryCSCReducer& reducer, vertex_t sourceVertex) @@ -288,6 +359,11 @@ bool CSCIndividual::fromCrossover(const CSCIndividual& individualA, const CSCInd return true; } +void CSCIndividual::printConnectivity() const +{ + printVertexNumberMap(m_connectivity); +} + void CSCIndividual::setupConnectivity() { const auto& adjacentSourceVertices = m_reducer->getAdjacentSourceVertices(); @@ -305,12 +381,11 @@ void CSCIndividual::setupConnectivity() void CSCIndividual::optimize() { if (m_done) return; - mutate(); + CHRONO_STUFF(t1,t2,diff1,TIME_MUTATION, mutate();) - reduce(); + CHRONO_STUFF(t3,t4,diff2, TIME_REDUCE, reduce();) m_fitness = m_reducer->getFitness(m_superVertex); m_done = true; - // printVertexNumberMap(m_connectivity); } @@ -331,7 +406,10 @@ void CSCIndividual::mutate() { m_state->iterateFreeTargetAdjacent(vertex, [&](vertex_t adjacentTarget){ - m_temporarySet.insert(adjacentTarget); + if(!m_superVertex.contains(adjacentTarget)) + { + m_temporarySet.insert(adjacentTarget); + } }); } if (m_temporarySet.empty()) return; @@ -346,9 +424,9 @@ void CSCIndividual::mutate() const auto& remaining = m_state->getRemainingTargetNodes(); fuint32_t numberAdded = 1; - addVertex(m_sourceVertex); + addVertex(startVertex); m_iteratorStack.push(targetGraph.equal_range(startVertex)); - while(!m_iteratorStack.empty() && numberAdded < MAX_NEW_VERTICES) + while(!m_iteratorStack.empty() && numberAdded <= MAX_NEW_VERTICES) { auto& top = m_iteratorStack.top(); if (top.first == top.second) @@ -398,18 +476,22 @@ void CSCIndividual::reduce() { fuint32_t randomIdx = m_random->getRandomUint(vectorSize - 1); vertex_t* current = &m_vertexVector[randomIdx]; - if (tryRemove(*current)) + if (!m_superVertex.contains(*current) || tryDfsRemove(*current, iteration)) { *current = m_vertexVector.back(); m_vertexVector.resize(--vectorSize); } } - for (idx = 0; idx < vectorSize; ++idx) tryRemove(m_vertexVector[idx]); + for (idx = 0; idx < vectorSize; ++idx) + { + if (m_superVertex.contains(m_vertexVector[idx])) tryRemove(m_vertexVector[idx]); + } } void CSCIndividual::addVertex(vertex_t target) { + if (m_superVertex.contains(target)) return; m_reducer->addConnectivity(m_connectivity, target); m_superVertex.insert(target); } @@ -419,6 +501,7 @@ bool CSCIndividual::tryRemove(vertex_t target) // Remove if not a cut vertex if (!m_reducer->isRemoveable(m_connectivity, target)) return false; + m_temporarySet.clear(); m_temporarySet.insert(m_superVertex.begin(), m_superVertex.end()); if (!isCutVertex(*m_state, m_temporarySet, target)) { @@ -426,6 +509,31 @@ bool CSCIndividual::tryRemove(vertex_t target) m_superVertex.unsafe_erase(target); return true; } + m_temporarySet.clear(); return false; } +bool CSCIndividual::tryDfsRemove(vertex_t target, fuint32_t& iteration) +{ + if (!tryRemove(target)) return false; + + const auto& targetGraph = m_state->getTargetAdjGraph(); + clearStack(m_iteratorStack); + m_iteratorStack.push(targetGraph.equal_range(target)); + while(!m_iteratorStack.empty()) + { + auto& top = m_iteratorStack.top(); + if (top.first == top.second) m_iteratorStack.pop(); + else if (m_superVertex.contains(top.first->second)) + { + vertex_t adjacent = top.first->second; + top.first++; + iteration++; + bool success = tryRemove(adjacent); + if (success) m_iteratorStack.push(targetGraph.equal_range(adjacent)); + } + else top.first++; + } + return true; +} + diff --git a/src/initial/csc_evolutionary.hpp b/src/initial/csc_evolutionary.hpp index 5998b78..dce270f 100644 --- a/src/initial/csc_evolutionary.hpp +++ b/src/initial/csc_evolutionary.hpp @@ -19,10 +19,13 @@ namespace majorminer bool fromCrossover(const CSCIndividual& individualA, const CSCIndividual& individualB); void optimize(); const nodeset_t& getSuperVertex() const { return m_superVertex; } + bool isConnected() const; + void printConnectivity() const; private: void addVertex(vertex_t target); bool tryRemove(vertex_t target); + bool tryDfsRemove(vertex_t target, fuint32_t& iteration); void mutate(); void reduce(); void setupConnectivity(); @@ -59,8 +62,10 @@ namespace majorminer EvolutionaryCSCReducer(const EmbeddingState& state, vertex_t sourceVertex); EvolutionaryCSCReducer(const EmbeddingState& state, const nodeset_t& initial, vertex_t sourceVertex); + void setVisualizer(EmbeddingVisualizer* vis) { m_visualizer = vis; } void optimize(); const nodeset_t& getPlacement() const { return m_bestSuperVertex; } + bool foundBetter() const { return m_improved; } private: void initialize(); @@ -70,8 +75,9 @@ namespace majorminer void initializePopulations(); void optimizeIteration(Vector& parentPopulation); bool createNextGeneration(Vector& parentPopulation, Vector& childPopulation); - void prepareVertex(vertex_t target); + void prepareVertex(vertex_t target, bool count = true); const CSCIndividual* tournamentSelection(const Vector& parentPopulation); + void visualize(fuint32_t iteration, Vector* population); private: // called mainly by CSCIndividual void addConnectivity(VertexNumberMap& connectivity, vertex_t target); @@ -86,6 +92,9 @@ namespace majorminer vertex_t m_sourceVertex; bool m_wasPlaced; bool m_expansionPossible; + bool m_improved; + + EmbeddingVisualizer* m_visualizer; Vector m_populationA; Vector m_populationB; diff --git a/src/initial/network_simplex.cpp b/src/initial/network_simplex.cpp index c026093..31d0cb1 100644 --- a/src/initial/network_simplex.cpp +++ b/src/initial/network_simplex.cpp @@ -2,6 +2,7 @@ #include #include +#include using namespace majorminer; @@ -19,7 +20,7 @@ NetworkSimplexWrapper::capacity_t NetworkSimplexWrapper::getNumberAdjacentNodes( { if (mapping.contains(adjacentNode->second)) n++; } - if (n < 2) throw std::runtime_error("Invalid number of embedded adjacent nodes! < 2..."); + // if (n < 2) throw std::runtime_error("Invalid number of embedded adjacent nodes! < 2..."); return n; } @@ -34,59 +35,88 @@ void NetworkSimplexWrapper::constructLemonGraph(LemonArcMap& costs, Lemo LemonArc uv = m_graph.addArc(uNode, vNode); LemonArc vu = m_graph.addArc(vNode, uNode); m_edgeMap.insert(std::make_pair(arc, std::make_pair(uv, vu))); - caps[uv] = m_numberAdjacentLowered; - caps[vu] = m_numberAdjacentLowered; + caps[uv] = m_numberAdjacent; + caps[vu] = m_numberAdjacent; costs[uv] = determineCost(arc.first); costs[vu] = determineCost(arc.second); } } +vertex_t NetworkSimplexWrapper::chooseSource(vertex_t source) const +{ + vertex_t bestFound = FUINT32_UNDEF; + m_state.iterateSourceMappingAdjacent(source, + [&](vertex_t adjacent, vertex_t){ + bestFound = adjacent; + return true; + }); + if (isDefined(bestFound)) return bestFound; + + const auto& reverse = m_state.getReverseMapping(); + const auto& remaining = m_state.getRemainingTargetNodes(); + fuint32_t numberMapped = FUINT32_UNDEF; + + m_state.iterateSourceMappingAdjacent(source, + [&](vertex_t adjacent, vertex_t){ + if (remaining.contains(adjacent)) return false; + fuint32_t nb = reverse.count(adjacent); + if (nb < numberMapped) + { + numberMapped = nb; + bestFound = adjacent; + } + return numberMapped == 1; // we can skip if we find a vertex + }); + if (!isDefined(bestFound)) throw std::runtime_error("Isolated vertex in network simplex!"); + return bestFound; +} -void NetworkSimplexWrapper::constructHelperNodes(LemonArcMap& costs, LemonArcMap& caps, const adjacency_list_range_iterator_t& adjacentIt) +void NetworkSimplexWrapper::createCheapArc(LemonNode& from, LemonNode& to, + LemonArcMap& costs, LemonArcMap& caps, capacity_t capacity) +{ + auto temp = m_graph.addArc(from, to); + costs[temp] = 0; + caps[temp] = capacity; +} + +void NetworkSimplexWrapper::constructHelperNodes(LemonArcMap& costs, LemonArcMap& caps, + const adjacency_list_range_iterator_t& adjacentIt) { // define nodes for construction - bool first = true; const auto& mapping = m_state.getMapping(); + vertex_t adjacentCandidate = FUINT32_UNDEF; + + // sink vertices for (auto adjacentNode = adjacentIt.first; adjacentNode != adjacentIt.second; ++adjacentNode) { auto embeddingPath = mapping.equal_range(adjacentNode->second); if (embeddingPath.first == embeddingPath.second) continue; - if (first) - { // define s node connection - auto toNode = m_nodeMap[embeddingPath.first->second]; - m_sConnected = embeddingPath.first->second; - auto arc = m_graph.addArc(*m_s, toNode); - costs[arc] = 0; - caps[arc] = m_numberAdjacentLowered; - first = false; - adjustCosts(embeddingPath.first->second, costs); - continue; - } + adjacentCandidate = adjacentNode->second; - - // DEBUG(OUT_S << "Adding construction for node " << adjacentNode->second << std::endl;) LemonNode constructionNode = m_graph.addNode(); - auto out = m_graph.addArc(constructionNode, *m_t); - costs[out] = 0; - caps[out] = 1; + createCheapArc(constructionNode, *m_t, costs, caps); for (auto targetNode = embeddingPath.first; targetNode != embeddingPath.second; ++targetNode) { LemonNode& fromNode = m_nodeMap[targetNode->second]; - auto temp = m_graph.addArc(fromNode, constructionNode); - costs[temp] = 0; - caps[temp] = 1; + createCheapArc(fromNode, constructionNode, costs, caps); } } + + // source vertex + vertex_t sVertex = chooseSource(adjacentCandidate); + LemonNode& toNode = m_nodeMap[sVertex]; + m_sConnected = sVertex; + createCheapArc(*m_s, toNode, costs, caps, m_numberAdjacent); + //adjustCosts(sVertex, costs); } -void NetworkSimplexWrapper::embeddNode(fuint32_t node) +void NetworkSimplexWrapper::embeddNode(vertex_t node) { clear(); auto adjacentIt = m_state.getSourceAdjGraph().equal_range(node); - m_numberAdjacentLowered = getNumberAdjacentNodes(adjacentIt) - 1; - // DEBUG(OUT_S << "Flow of " << lowered << " needed." << std::endl;) + m_numberAdjacent = getNumberAdjacentNodes(adjacentIt); LemonArcMap costs(m_graph); LemonArcMap caps(m_graph); @@ -99,32 +129,24 @@ void NetworkSimplexWrapper::embeddNode(fuint32_t node) constructHelperNodes(costs, caps, adjacentIt); NetworkSimplex ns(m_graph); - ns.costMap(costs).upperMap(caps).stSupply(*m_s, *m_t, m_numberAdjacentLowered); + ns.costMap(costs).upperMap(caps).stSupply(*m_s, *m_t, m_numberAdjacent); LemonArcMap flows(m_graph); NetworkSimplex::ProblemType status = ns.run(); if (status == NetworkSimplex::OPTIMAL) { LemonArcMap flows{m_graph}; ns.flowMap(flows); - fuint32_t nbOutFlows = 0; for (const auto& arc : m_edgeMap) { - // DEBUG(OUT_S << "(" << arc.first.first << "," << arc.first.second << "): " << flows[arc.second.first] << std::endl;) - // DEBUG(OUT_S << "(" << arc.first.second << "," << arc.first.first << "): " << flows[arc.second.second] << std::endl;) if (flows[arc.second.first] > 0) { m_mapped.insert(arc.first.first); - if (arc.first.first == m_sConnected) nbOutFlows++; } if (flows[arc.second.second] > 0) { - if (arc.first.second == m_sConnected) nbOutFlows++; m_mapped.insert(arc.first.second); } } - // OUT_S << "Number outflows " << nbOutFlows << std::endl; - //if (nbOutFlows < 2 && m_mapped.size() > 1) m_mapped.unsafe_erase(m_sConnected); - // m_embeddingManager.mapNode(node, m_mapped); } else if(status == NetworkSimplex::INFEASIBLE) { @@ -137,7 +159,7 @@ void NetworkSimplexWrapper::embeddNode(fuint32_t node) } -void NetworkSimplexWrapper::adjustCosts(fuint32_t node, LemonArcMap& costs) +void NetworkSimplexWrapper::adjustCosts(vertex_t node, LemonArcMap& costs) { auto adjacentIt = m_state.getTargetAdjGraph().equal_range(node); const auto& targetNodesRemaining = m_state.getRemainingTargetNodes(); @@ -156,7 +178,7 @@ void NetworkSimplexWrapper::adjustCosts(fuint32_t node, LemonArcMap& cos } } } -const NetworkSimplexWrapper::LemonArcPair& NetworkSimplexWrapper::getArcPair(fuint32_t n1, fuint32_t n2) +const NetworkSimplexWrapper::LemonArcPair& NetworkSimplexWrapper::getArcPair(vertex_t n1, vertex_t n2) { auto findIt = m_edgeMap.find(edge_t{n1, n2}); if (findIt != m_edgeMap.end()) @@ -166,7 +188,7 @@ const NetworkSimplexWrapper::LemonArcPair& NetworkSimplexWrapper::getArcPair(fui return m_edgeMap[edge_t{n2, n1}]; } -NetworkSimplexWrapper::LemonNode NetworkSimplexWrapper::createNode(fuint32_t node) +NetworkSimplexWrapper::LemonNode NetworkSimplexWrapper::createNode(vertex_t node) { auto findIt = m_nodeMap.find(node); if (findIt == m_nodeMap.end()) @@ -177,7 +199,7 @@ NetworkSimplexWrapper::LemonNode NetworkSimplexWrapper::createNode(fuint32_t nod return findIt->second; } -NetworkSimplexWrapper::cost_t NetworkSimplexWrapper::determineCost(fuint32_t node) +NetworkSimplexWrapper::cost_t NetworkSimplexWrapper::determineCost(vertex_t node) { return m_state.isNodeOccupied(node) ? OCCUPIED : FREE; } @@ -191,6 +213,6 @@ void NetworkSimplexWrapper::clear() m_s = nullptr; m_t = nullptr; - m_numberAdjacentLowered = 0; + m_numberAdjacent = 0; m_sConnected = -1; } diff --git a/src/initial/network_simplex.hpp b/src/initial/network_simplex.hpp index 0992dad..30e0f3a 100644 --- a/src/initial/network_simplex.hpp +++ b/src/initial/network_simplex.hpp @@ -24,30 +24,36 @@ namespace majorminer NetworkSimplexWrapper(EmbeddingState& state, EmbeddingManager& embeddingManager) : m_state(state), m_embeddingManager(embeddingManager) { } - void embeddNode(fuint32_t node); + void embeddNode(vertex_t node); const nodeset_t& getMapped() const { return m_mapped; } private: - LemonNode createNode(fuint32_t node); - cost_t determineCost(fuint32_t node); - void adjustCosts(fuint32_t node, LemonArcMap& costs); + LemonNode createNode(vertex_t node); + cost_t determineCost(vertex_t node); + void adjustCosts(vertex_t node, LemonArcMap& costs); void clear(); - const LemonArcPair& getArcPair(fuint32_t n1, fuint32_t n2); + const LemonArcPair& getArcPair(vertex_t n1, vertex_t n2); + vertex_t chooseSource(vertex_t source) const; + + void createCheapArc(LemonNode& from, LemonNode& to, LemonArcMap& costs, + LemonArcMap& caps, capacity_t capacity = 1); capacity_t getNumberAdjacentNodes(const adjacency_list_range_iterator_t& adjacentIt) const; void constructLemonGraph(LemonArcMap& costs, LemonArcMap& caps); - void constructHelperNodes(LemonArcMap& costs, LemonArcMap& caps, const adjacency_list_range_iterator_t& adjacentIt); + void constructHelperNodes(LemonArcMap& costs, LemonArcMap& caps, + const adjacency_list_range_iterator_t& adjacentIt); + private: LemonGraph m_graph; EmbeddingState& m_state; EmbeddingManager& m_embeddingManager; - UnorderedMap m_nodeMap; - UnorderedMap> m_edgeMap; - UnorderedSet m_mapped; + UnorderedMap m_nodeMap; + UnorderedMap> m_edgeMap; + UnorderedSet m_mapped; LemonNode* m_s; LemonNode* m_t; - capacity_t m_numberAdjacentLowered; + capacity_t m_numberAdjacent; fuint32_t m_sConnected; }; diff --git a/src/initial/super_vertex_placer.cpp b/src/initial/super_vertex_placer.cpp index 362f2cd..14465ba 100644 --- a/src/initial/super_vertex_placer.cpp +++ b/src/initial/super_vertex_placer.cpp @@ -30,21 +30,21 @@ void SuperVertexPlacer::operator()() void SuperVertexPlacer::replaceOverlapping() { - return; nodeset_t overlapping{}; fuint32_t maxIterations = 5; identifyOverlapping(overlapping); // std::cout << "In replaceOverlapping. Overlapping size is " << overlapping.size() << std::endl; - const auto& sourceGraph = m_state.getSourceAdjGraph(); + // const auto& sourceGraph = m_state.getSourceAdjGraph(); for (fuint32_t idx = 0; idx < maxIterations && !overlapping.empty(); ++idx) { // std::cout << "Replace overlapping; iteration " << (idx + 1) << std::endl; for (vertex_t vertex : overlapping) { - m_embeddingManager.unmapNode(vertex); - embeddNodeNetworkSimplex(vertex); - visualize(vertex, PlacedNodeType::COMPLEX, sourceGraph.count(vertex)); + improveMapping(vertex); + //m_embeddingManager.unmapNode(vertex); + //embeddNodeNetworkSimplex(vertex); + //visualize(vertex, PlacedNodeType::COMPLEX, sourceGraph.count(vertex)); } if (idx + 1 != maxIterations) identifyOverlapping(overlapping); @@ -68,6 +68,23 @@ void SuperVertexPlacer::identifyOverlapping(nodeset_t& overlapping) } } +void SuperVertexPlacer::improveMapping(vertex_t source) +{ + EvolutionaryCSCReducer reducer{m_state, source}; + const auto& sourceGraph = m_state.getSourceAdjGraph(); + reducer.optimize(); + if (reducer.foundBetter()) + { + m_embeddingManager.unmapNode(source); + const auto& superVertex = reducer.getPlacement(); + m_embeddingManager.mapNode(source, superVertex); + if (m_state.hasVisualizer()) + { + visualize(source, PlacedNodeType::COMPLEX, sourceGraph.count(source)); + } + } +} + void SuperVertexPlacer::trivialNode() { // just pick an arbitrary node and place it somewhere diff --git a/src/initial/super_vertex_placer.hpp b/src/initial/super_vertex_placer.hpp index e8e5f62..846213c 100644 --- a/src/initial/super_vertex_placer.hpp +++ b/src/initial/super_vertex_placer.hpp @@ -20,6 +20,7 @@ namespace majorminer private: void identifyOverlapping(nodeset_t& overlapping); + void improveMapping(vertex_t source); void trivialNode(); bool connectedNode(); diff --git a/src/majorminer.cpp b/src/majorminer.cpp index fb26dc5..e449e6c 100644 --- a/src/majorminer.cpp +++ b/src/majorminer.cpp @@ -1,13 +1,13 @@ #include "majorminer.hpp" -#include "common/graph_gen.hpp" -#include "common/utils.hpp" -#include "common/embedding_validator.hpp" -#include "common/embedding_visualizer.hpp" -#include "common/cut_vertex.hpp" +#include +#include +#include +#include +#include -#include "evolutionary/mutation_extend.hpp" -#include "evolutionary/mutation_frontier_shifting.hpp" +#include +#include using namespace majorminer; @@ -27,6 +27,7 @@ embedding_mapping_t EmbeddingSuite::find_embedding() } m_mutationManager(true); m_placer.replaceOverlapping(); + if (m_visualizer != nullptr) finishVisualization(); return m_state.getMapping(); } @@ -43,3 +44,12 @@ bool EmbeddingSuite::connectsNodes() const EmbeddingValidator validator{m_state}; return validator.nodesConnected(); } + +void EmbeddingSuite::finishVisualization() +{ + fuint32_pair_t stats = calculateOverlappingStats(m_state); + std::stringstream ss; + ss << "Final iteration. Distinct overlaps: " << stats.first + << "; Total overlaps: " << stats.second << std::endl; + m_visualizer->draw(m_state.getMapping(), ss.str().c_str()); +} diff --git a/src/majorminer.hpp b/src/majorminer.hpp index 1c3020b..65fc7c5 100644 --- a/src/majorminer.hpp +++ b/src/majorminer.hpp @@ -17,6 +17,9 @@ namespace majorminer bool isValid() const; bool connectsNodes() const; + private: + void finishVisualization(); + private: EmbeddingState m_state; EmbeddingVisualizer* m_visualizer; diff --git a/test/CMakeLists.txt b/test/CMakeLists.txt index be52db9..a47d83b 100644 --- a/test/CMakeLists.txt +++ b/test/CMakeLists.txt @@ -7,6 +7,8 @@ target_sources(majorminer_test PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/test_qubo_problems.cpp ${CMAKE_CURRENT_SOURCE_DIR}/test_graph_gen.cpp ${CMAKE_CURRENT_SOURCE_DIR}/test_main.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/test_perf.cpp ${CMAKE_CURRENT_SOURCE_DIR}/test_qubo_modelling.cpp ${CMAKE_CURRENT_SOURCE_DIR}/test_cut_vertex.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/test_reducer.cpp ) \ No newline at end of file diff --git a/test/test_main.cpp b/test/test_main.cpp index afd18e6..a4040b7 100644 --- a/test/test_main.cpp +++ b/test/test_main.cpp @@ -27,6 +27,17 @@ namespace }; return coords; } + + void clique_test(fuint32_t n, fuint32_t x, fuint32_t y, std::string filename, bool fullValidation) + { + graph_t clique = generate_completegraph(n); + graph_t chimera = generate_chimera(x, y); + auto visualizer = std::make_unique(clique, chimera, filename, x, y); + EmbeddingSuite suite{clique, chimera, visualizer.get()}; + auto embedding = suite.find_embedding(); + if (fullValidation) ASSERT_TRUE(suite.isValid()); + else ASSERT_TRUE(suite.connectsNodes()); + } } TEST(EmbeddingTest, Basic_Cycle_4) @@ -47,7 +58,7 @@ TEST(EmbeddingTest, Cycle_5_Extra_Edges) auto visualizer = std::make_unique(cycle, chimera, "imgs/Cycle_5_Extra_Edges/chimera_cycle_5_ExtraEdges", 1, 1); EmbeddingSuite suite{cycle, chimera, visualizer.get()}; auto embedding = suite.find_embedding(); - ASSERT_TRUE(suite.isValid()); + ASSERT_TRUE(suite.connectsNodes()); } TEST(EmbeddingTest, Cycle_5_Extra_Edges_On_2_2_Chimera) @@ -63,55 +74,47 @@ TEST(EmbeddingTest, Cycle_5_Extra_Edges_On_2_2_Chimera) TEST(EmbeddingTest, Complete_Graph_8_On_3_3_Chimera) { - graph_t clique = generate_completegraph(8); - graph_t chimera = generate_chimera(3, 3); - auto visualizer = std::make_unique(clique, chimera, "imgs/Complete_Graph_8_On_3_3_Chimera/chimera_clique_8", 3, 3); - EmbeddingSuite suite{clique, chimera, visualizer.get()}; - auto embedding = suite.find_embedding(); - ASSERT_TRUE(suite.connectsNodes()); + clique_test(8, 3, 3, "imgs/Complete_Graph_8_On_3_3_Chimera/chimera_clique_8", false); } TEST(EmbeddingTest, Complete_Graph_12_On_5_5_Chimera) { - graph_t clique = generate_completegraph(12); - graph_t chimera = generate_chimera(5, 5); - auto visualizer = std::make_unique(clique, chimera, "imgs/Complete_Graph_12_On_5_5_Chimera/chimera_clique_12", 5, 5); - EmbeddingSuite suite{clique, chimera, visualizer.get()}; - auto embedding = suite.find_embedding(); - ASSERT_TRUE(suite.connectsNodes()); + clique_test(12, 5, 5, "imgs/Complete_Graph_12_On_5_5_Chimera/chimera_clique_12", false); } TEST(EmbeddingTest, Complete_Graph_15_On_7_7_Chimera) { - graph_t clique = generate_completegraph(15); - graph_t chimera = generate_chimera(7,7); - auto visualizer = std::make_unique(clique, chimera, "imgs/Complete_Graph_15_On_7_7_Chimera/chimera_clique_15", 7, 7); - EmbeddingSuite suite{clique, chimera, visualizer.get()}; - auto embedding = suite.find_embedding(); - ASSERT_TRUE(suite.connectsNodes()); + clique_test(15, 7, 7, "imgs/Complete_Graph_15_On_7_7_Chimera/chimera_clique_15", false); } TEST(EmbeddingTest, Complete_Graph_18_On_9_9_Chimera) { - graph_t clique = generate_completegraph(18); - graph_t chimera = generate_chimera(9,9); - auto visualizer = std::make_unique(clique, chimera, "imgs/Complete_Graph_18_On_9_9_Chimera/chimera_clique_18", 9, 9); - EmbeddingSuite suite{clique, chimera, visualizer.get()}; - auto embedding = suite.find_embedding(); - ASSERT_TRUE(suite.connectsNodes()); + clique_test(18, 9, 9, "imgs/Complete_Graph_18_On_9_9_Chimera/chimera_clique_18", false); } TEST(EmbeddingTest, Complete_Graph_21_On_11_11_Chimera) { - graph_t clique = generate_completegraph(21); - graph_t chimera = generate_chimera(11, 11); - auto visualizer = std::make_unique(clique, chimera, "imgs/Complete_Graph_21_On_11_11_Chimera/chimera_clique_21", 11, 11); - EmbeddingSuite suite{clique, chimera, visualizer.get()}; - auto embedding = suite.find_embedding(); - ASSERT_TRUE(suite.connectsNodes()); + clique_test(21, 11, 11, "imgs/Complete_Graph_21_On_11_11_Chimera/chimera_clique_21", false); +} + +TEST(EmbeddingTest, Complete_Graph_25_On_16_16_Chimera) +{ + clique_test(25, 16, 16, "imgs/Complete_Graph_25_On_16_16_Chimera/chimera_clique_25", false); +} + + +TEST(EmbeddingTest, Complete_Graph_28_On_16_16_Chimera) +{ + clique_test(28, 16, 16, "imgs/Complete_Graph_28_On_16_16_Chimera/chimera_clique_28", false); +} + + +TEST(EmbeddingTest, Complete_Graph_31_On_16_16_Chimera) +{ + clique_test(31, 16, 16, "imgs/Complete_Graph_31_On_16_16_Chimera/chimera_clique_31", false); } TEST(EmbeddingTest, Basic_Cycle_8_Visualization) @@ -172,5 +175,16 @@ TEST(EmbeddingTest, K33_On_Petersen_Kuratowski) auto visualizer = std::make_unique(k33, petersen, "imgs/PetersenNotPlanar/petersen_kuratowski", coords, 14, 14); EmbeddingSuite suite{k33, petersen, visualizer.get()}; auto embedding = suite.find_embedding(); + ASSERT_TRUE(suite.connectsNodes()); } + +TEST(EmbeddingTest, ErdosRenyi_Chimera_7_7) +{ + graph_t erdos = generate_erdosrenyi(35, 0.1); + graph_t chimera = generate_chimera(7, 7); + auto visualizer = std::make_unique(erdos, chimera, "imgs/ErdosRenyi_Chimera_7_7/ErdosRenyi_Chimera_7_7", 7, 7); + EmbeddingSuite suite { erdos, chimera, visualizer.get() }; + suite.find_embedding(); + ASSERT_TRUE(suite.connectsNodes()); +} diff --git a/test/test_perf.cpp b/test/test_perf.cpp index 3708e4f..144c9f9 100644 --- a/test/test_perf.cpp +++ b/test/test_perf.cpp @@ -15,4 +15,6 @@ TEST(PerfTest, CompleteLarge_21) EmbeddingSuite suite{clique, chimera}; auto embedding = suite.find_embedding(); ASSERT_TRUE(suite.connectsNodes()); -} \ No newline at end of file +} + + diff --git a/test/test_reducer.cpp b/test/test_reducer.cpp new file mode 100644 index 0000000..8a7cb52 --- /dev/null +++ b/test/test_reducer.cpp @@ -0,0 +1,68 @@ +#include +#include +#include +#include +#include +#include +#include +#include + +#include "utils/state_gen.hpp" + +using namespace majorminer; + +namespace +{ + void getWorstSource(const embedding_mapping_t& mapping, vertex_t& source) + { + embedding_mapping_t reverse{}; + for (const auto& mapped : mapping) reverse.insert(std::make_pair(mapped.second, mapped.first)); + VertexNumberMap stats{}; + for (const auto& rev : reverse) stats[rev.second] = 0; + for (const auto& rev : reverse) + { + if (reverse.count(rev.first) >= 2) stats[rev.second]++; + } + fuint32_t worstNumber = 0; + for (const auto& stat : stats) + { + if (stat.second >= worstNumber) + { + worstNumber = stat.second; + source = stat.first; + } + } + std::cout << "Worst is " << source << std::endl; + } + + void runTest(const graph_t& source, const graph_t& target, EmbeddingVisualizer* visualizer, vertex_t sourceVertex) + { + EmbeddingSuite suite{source, target}; + embedding_mapping_t mapping = suite.find_embedding(); + ASSERT_TRUE(suite.connectsNodes()); + StateGen gen {source, target}; + gen.addMapping(mapping); + auto state = gen.get(); + + if (!isDefined(sourceVertex)) getWorstSource(mapping, sourceVertex); + EvolutionaryCSCReducer reducer{*state, sourceVertex}; + reducer.setVisualizer(visualizer); + reducer.optimize(); + + StateGen adjusted{source, target}; + adjusted.addMapping(mapping); + adjusted.removeSuperVertex(sourceVertex); + adjusted.addMapping(sourceVertex, reducer.getPlacement()); + auto newState = adjusted.get(); + EmbeddingValidator validator{*newState}; + ASSERT_TRUE(validator.nodesConnected()); + } +} + +TEST(ReducerTest, SimpleEvoReducer) +{ + graph_t clique = majorminer::generate_completegraph(18); + graph_t chimera = majorminer::generate_chimera(8,8); + auto visualizer = std::make_unique(clique, chimera, "imgs/SimpleEvoReducer/SimpleEvoReducer", 8,8); + runTest(clique, chimera, visualizer.get(), FUINT32_UNDEF); +} diff --git a/test/utils/CMakeLists.txt b/test/utils/CMakeLists.txt index 38a5092..0fa9cae 100644 --- a/test/utils/CMakeLists.txt +++ b/test/utils/CMakeLists.txt @@ -3,4 +3,5 @@ target_sources(majorminer_test PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/test_common.cpp ${CMAKE_CURRENT_SOURCE_DIR}/qubo_modelling.cpp ${CMAKE_CURRENT_SOURCE_DIR}/qubo_problems.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/state_gen.cpp ) \ No newline at end of file diff --git a/test/utils/state_gen.cpp b/test/utils/state_gen.cpp new file mode 100644 index 0000000..e828f0b --- /dev/null +++ b/test/utils/state_gen.cpp @@ -0,0 +1,53 @@ +#include "state_gen.hpp" + +using namespace majorminer; + +void StateGen::addMapping(std::initializer_list mapping) +{ + m_mapping.insert(mapping.begin(), mapping.end()); +} + +void StateGen::addMapping(vertex_t source, std::initializer_list targetVertices) +{ + for (auto target : targetVertices) + { + m_mapping.insert(std::make_pair(source, target)); + } +} + +void StateGen::addMapping(const embedding_mapping_t& mapping) +{ + for (const auto& mapped : mapping) + { + m_mapping.insert(mapped); + } +} + +void StateGen::addMapping(vertex_t source, const nodeset_t& mapping) +{ + for (auto target : mapping) m_mapping.insert(std::make_pair(source, target)); +} + +std::unique_ptr StateGen::get() +{ + auto state = std::make_unique(m_source, m_target, nullptr); + auto& remaining = state->getRemainingTargetNodes(); + auto& occupied = state->getNodesOccupied(); + for (const auto& edge : m_mapping) + { + state->mapNode(edge.first, edge.second); + remaining.unsafe_erase(edge.second); + occupied.insert(edge.first); + } + return state; +} + +void StateGen::removeSuperVertex(vertex_t sourceVertex) +{ + graph_t remove{}; + for (const auto& mapped : m_mapping) + { + if (mapped.first == sourceVertex) remove.insert(mapped); + } + for (const auto& mapped : remove) m_mapping.unsafe_erase(mapped); +} diff --git a/test/utils/state_gen.hpp b/test/utils/state_gen.hpp new file mode 100644 index 0000000..25ac9df --- /dev/null +++ b/test/utils/state_gen.hpp @@ -0,0 +1,35 @@ +#ifndef __MAJORMINER_STATE_GEN_HPP_ +#define __MAJORMINER_STATE_GEN_HPP_ + +#include +#include + +namespace majorminer +{ + + class StateGen + { + public: + StateGen(const graph_t& source, const graph_t& target) + : m_source(source), m_target(target) {} + + void addMapping(const embedding_mapping_t& mapping); + void addMapping(std::initializer_list mapping); + void addMapping(vertex_t source, const nodeset_t& mapping); + void addMapping(vertex_t source, std::initializer_list targetVertices); + std::unique_ptr get(); + std::unique_ptr operator()() { return get(); } + + void removeSuperVertex(vertex_t sourceVertex); + + private: + const graph_t& m_source; + const graph_t& m_target; + + graph_t m_mapping; + }; + +} + + +#endif \ No newline at end of file From e3beaf284ce2320a9cdcb02d5de25c28c5ceb52a Mon Sep 17 00:00:00 2001 From: keksklauer4 Date: Sun, 1 May 2022 15:40:35 +0200 Subject: [PATCH 08/15] Feature/improvements (#15) * [Cpp] Mistakes were made... * [Cpp] Adding image feature for last iteration. * [Cpp] Improving reducer. * [Cpp] Fixed minor bug. * [Cpp] Fixing reducer bugs. * [Cpp] Measuring execution time. * [Cpp] Integrating evo reducer into main suite. * [Cpp] Testing times and starting to improve ns reduction. * [Cpp] Improved ns reduction. * [Cpp] Added thread pool * [Cpp] Better stats. * [Cpp] More parallelization. * [Cpp] Minor changes. * [Cpp] Replace through network simplex. * [Cpp] Started LMRP heuristic. * [Cpp] Working on LMRP heuristic. * [Cpp] Still working on LMRP heuristic. * [Cpp] Progressing with LMRP heuristic. * [Cpp] LMRP heuristic * [Cpp] Working on LMRP heuristic and related chimera subgraph locking. * [Cpp] Starting to test LMRP heuristic. * [Cpp] Debugging LMRP heuristic. * [Cpp] Fixed most LMRP bugs. --- .gitmodules | 3 + CMakeLists.txt | 4 +- README.md | 1 + external/thread-pool | 1 + img/chimera_clique_31_653.svg | 2 + img/chimera_clique_33_767.svg | 2 + img/chimera_clique_34_799.svg | 2 + include/majorminer_lib.hpp | 9 + src/CMakeLists.txt | 1 + src/common/CMakeLists.txt | 2 + src/common/debug_utils.cpp | 28 +- src/common/debug_utils.hpp | 4 + src/common/embedding_state.hpp | 11 + src/common/graph_info.cpp | 15 + src/common/graph_info.hpp | 43 ++ src/common/thread_manager.cpp | 0 src/common/thread_manager.hpp | 39 ++ src/common/time_measurement.cpp | 9 + src/common/time_measurement.hpp | 23 + src/common/utils.cpp | 19 +- src/common/utils.hpp | 27 ++ src/evolutionary/mutation_manager.cpp | 37 +- src/evolutionary/mutation_manager.hpp | 4 +- src/initial/csc_evolutionary.cpp | 99 +++-- src/initial/csc_evolutionary.hpp | 11 +- src/initial/network_simplex.cpp | 93 ++-- src/initial/network_simplex.hpp | 32 +- src/initial/super_vertex_placer.cpp | 53 ++- src/initial/super_vertex_placer.hpp | 3 +- src/lmrp/CMakeLists.txt | 7 + src/lmrp/lmrp_chimera_subgraph.cpp | 71 ++++ src/lmrp/lmrp_chimera_subgraph.hpp | 62 +++ src/lmrp/lmrp_heuristic.cpp | 591 ++++++++++++++++++++++++++ src/lmrp/lmrp_heuristic.hpp | 77 ++++ src/lmrp/lmrp_king_subgraph.cpp | 69 +++ src/lmrp/lmrp_king_subgraph.hpp | 54 +++ src/lmrp/lmrp_subgraph.hpp | 24 ++ src/lmrp/lmrp_types.cpp | 48 +++ src/lmrp/lmrp_types.hpp | 61 +++ src/majorminer.cpp | 11 +- src/majorminer.hpp | 3 + src/majorminer_types.hpp | 13 +- test/CMakeLists.txt | 1 + test/test_lmrp.cpp | 73 ++++ test/test_main.cpp | 39 +- 45 files changed, 1636 insertions(+), 145 deletions(-) create mode 160000 external/thread-pool create mode 100644 img/chimera_clique_31_653.svg create mode 100644 img/chimera_clique_33_767.svg create mode 100644 img/chimera_clique_34_799.svg create mode 100644 src/common/graph_info.cpp create mode 100644 src/common/graph_info.hpp create mode 100644 src/common/thread_manager.cpp create mode 100644 src/common/thread_manager.hpp create mode 100644 src/common/time_measurement.cpp create mode 100644 src/common/time_measurement.hpp create mode 100644 src/lmrp/CMakeLists.txt create mode 100644 src/lmrp/lmrp_chimera_subgraph.cpp create mode 100644 src/lmrp/lmrp_chimera_subgraph.hpp create mode 100644 src/lmrp/lmrp_heuristic.cpp create mode 100644 src/lmrp/lmrp_heuristic.hpp create mode 100644 src/lmrp/lmrp_king_subgraph.cpp create mode 100644 src/lmrp/lmrp_king_subgraph.hpp create mode 100644 src/lmrp/lmrp_subgraph.hpp create mode 100644 src/lmrp/lmrp_types.cpp create mode 100644 src/lmrp/lmrp_types.hpp create mode 100644 test/test_lmrp.cpp diff --git a/.gitmodules b/.gitmodules index 42d7939..a311246 100644 --- a/.gitmodules +++ b/.gitmodules @@ -4,3 +4,6 @@ [submodule "external/eigen"] path = external/eigen url = https://gitlab.com/libeigen/eigen.git +[submodule "external/thread-pool"] + path = external/thread-pool + url = https://github.com/bshoshany/thread-pool diff --git a/CMakeLists.txt b/CMakeLists.txt index cee8fec..7b00236 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -6,8 +6,8 @@ option(MAJORMINER_BUILD_TESTS "Build majorminer test executable" ON) enable_language(C CXX) set(CMAKE_CXX_STANDARD 20) set(CXX_STANDARD_REQUIRED ON) -set(CMAKE_BUILD_TYPE Debug) -set(MM_INCLUDE_LIBS external/oneTBB/include external/eigen build/external/lemon/ external/lemon/ src/) +set(CMAKE_BUILD_TYPE Release) +set(MM_INCLUDE_LIBS external/oneTBB/include external/eigen build/external/lemon/ external/lemon/ external/ src/) set(MM_LINK_LIBS TBB::tbb lemon) # neither build tests nor tbbmalloc in oneTBB diff --git a/README.md b/README.md index d58c526..81defa1 100644 --- a/README.md +++ b/README.md @@ -35,4 +35,5 @@ make #### [GoogleTest](https://github.com/google/googletest) (License: [BSD 3-Clause "New" or "Revised"](https://choosealicense.com/licenses/bsd-3-clause/)) #### [LEMON](https://lemon.cs.elte.hu/trac/lemon) (License: [Boost Software License 1.0](https://choosealicense.com/licenses/bsl-1.0/)) #### [Eigen](https://eigen.tuxfamily.org/index.php?title=Main_Page) (License: [MPL2](https://choosealicense.com/licenses/mpl-2.0/), disabled LGPL features.) +#### [thread-pool](https://github.com/bshoshany/thread-pool) (License: [MIT](https://choosealicense.com/licenses/mit/)) diff --git a/external/thread-pool b/external/thread-pool new file mode 160000 index 0000000..b6cd773 --- /dev/null +++ b/external/thread-pool @@ -0,0 +1 @@ +Subproject commit b6cd773f37b1be7718f771ae7403726a28be5f40 diff --git a/img/chimera_clique_31_653.svg b/img/chimera_clique_31_653.svg new file mode 100644 index 0000000..2dd136f --- /dev/null +++ b/img/chimera_clique_31_653.svg @@ -0,0 +1,2 @@ +Iteration 653: Final iteration. Distinct overlaps: 0; Total overlaps: 0 + \ No newline at end of file diff --git a/img/chimera_clique_33_767.svg b/img/chimera_clique_33_767.svg new file mode 100644 index 0000000..67c3a66 --- /dev/null +++ b/img/chimera_clique_33_767.svg @@ -0,0 +1,2 @@ +Iteration 767: Final iteration. Distinct overlaps: 0; Total overlaps: 0 + \ No newline at end of file diff --git a/img/chimera_clique_34_799.svg b/img/chimera_clique_34_799.svg new file mode 100644 index 0000000..b657d38 --- /dev/null +++ b/img/chimera_clique_34_799.svg @@ -0,0 +1,2 @@ +Iteration 799: Final iteration. Distinct overlaps: 0; Total overlaps: 0 + \ No newline at end of file diff --git a/include/majorminer_lib.hpp b/include/majorminer_lib.hpp index eb051f9..883a53b 100644 --- a/include/majorminer_lib.hpp +++ b/include/majorminer_lib.hpp @@ -1,6 +1,15 @@ #ifndef __MAJORMINER_MAJORMINER_LIB_HPP_ #define __MAJORMINER_MAJORMINER_LIB_HPP_ +#include + #include +#include +#include +#include +#include +#include +#include + #endif \ No newline at end of file diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt index 219db95..cf20f98 100644 --- a/src/CMakeLists.txt +++ b/src/CMakeLists.txt @@ -1,5 +1,6 @@ add_subdirectory(common) +add_subdirectory(lmrp) add_subdirectory(evolutionary) add_subdirectory(initial) diff --git a/src/common/CMakeLists.txt b/src/common/CMakeLists.txt index 15c05c0..ff8e787 100644 --- a/src/common/CMakeLists.txt +++ b/src/common/CMakeLists.txt @@ -11,4 +11,6 @@ target_sources(majorminer PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/embedding_manager.cpp ${CMAKE_CURRENT_SOURCE_DIR}/csc_problem.cpp ${CMAKE_CURRENT_SOURCE_DIR}/random_gen.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/time_measurement.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/graph_info.cpp ) diff --git a/src/common/debug_utils.cpp b/src/common/debug_utils.cpp index b7eb5a7..329c66e 100644 --- a/src/common/debug_utils.cpp +++ b/src/common/debug_utils.cpp @@ -1,4 +1,7 @@ #include +#include + +#include using namespace majorminer; @@ -31,4 +34,27 @@ void majorminer::printVertexNumberMap(const VertexNumberMap& m) std::cout << "(" << p.first << ", " << p.second << ") "; } std::cout << std::endl; -} \ No newline at end of file +} + +embedding_mapping_t majorminer::getReverseMapping(const embedding_mapping_t& mapping) +{ + embedding_mapping_t reverse{}; + for (const auto& mapped : mapping) reverse.insert(reversePair(mapped)); + return reverse; +} + +void majorminer::printEmbeddingOverlapStats(const embedding_mapping_t& mapping) +{ + VertexNumberMap overlapStat{}; + embedding_mapping_t reverse = getReverseMapping(mapping); + for (const auto& rev : reverse) + { + if(reverse.count(rev.first) > 1) overlapStat[rev.second]++; + } + Vector stats{}; + stats.reserve(overlapStat.size()); + for (const auto& p : overlapStat) stats.push_back(reversePair(p)); + std::sort(stats.begin(), stats.end(), PairFirstKeySorter()); + for (const auto& stat : stats) std::cout << "Source vertex " << stat.second << " is mapped onto " << stat.first << " vertices." << std::endl; +} + diff --git a/src/common/debug_utils.hpp b/src/common/debug_utils.hpp index 8d0de87..f242b45 100644 --- a/src/common/debug_utils.hpp +++ b/src/common/debug_utils.hpp @@ -13,6 +13,10 @@ namespace majorminer void printNodeset(const nodeset_t& nodeset); void printVertexNumberMap(const VertexNumberMap& m); + + embedding_mapping_t getReverseMapping(const embedding_mapping_t& mapping); + + void printEmbeddingOverlapStats(const embedding_mapping_t& mapping); } #endif \ No newline at end of file diff --git a/src/common/embedding_state.hpp b/src/common/embedding_state.hpp index 2ef0514..03b14a8 100644 --- a/src/common/embedding_state.hpp +++ b/src/common/embedding_state.hpp @@ -3,6 +3,8 @@ #include #include +#include +#include namespace majorminer { @@ -29,6 +31,9 @@ namespace majorminer int getSourceNbFreeNeighbors(fuint32_t sourceNode) const; + ThreadManager& getThreadManager() { return m_threadManager; } + void setLMRPSubgraphGenerator(LMRPSubgraph* gen) { m_lmrpGen = gen; } + public: // getter const graph_t* getSourceGraph() const override { return m_sourceGraph; } const graph_t* getTargetGraph() const override { return m_targetGraph; } @@ -55,6 +60,8 @@ namespace majorminer fuint32_t getNumberSourceVertices() const { return m_numberSourceVertices; } + LMRPSubgraph* getSubgraphGen() { return m_lmrpGen; } + private: void initialize(); void unmapNode(vertex_t sourceVertex); @@ -77,6 +84,10 @@ namespace majorminer fuint32_t m_numberSourceVertices; EmbeddingVisualizer* m_visualizer; + + LMRPSubgraph* m_lmrpGen; + + ThreadManager m_threadManager; }; } diff --git a/src/common/graph_info.cpp b/src/common/graph_info.cpp new file mode 100644 index 0000000..c5835d8 --- /dev/null +++ b/src/common/graph_info.cpp @@ -0,0 +1,15 @@ +#include + +using namespace majorminer; + +fuint32_t ChimeraGraphInfo::getXCoord(vertex_t vertex) const +{ + return (vertex % (m_width * 8)) / 8; +} + +fuint32_t ChimeraGraphInfo::getYCoord(vertex_t vertex) const +{ + return vertex / (m_width * 8); +} + + diff --git a/src/common/graph_info.hpp b/src/common/graph_info.hpp new file mode 100644 index 0000000..4e15d3f --- /dev/null +++ b/src/common/graph_info.hpp @@ -0,0 +1,43 @@ +#ifndef __MAJORMINER_GRAPH_INFO_HPP_ +#define __MAJORMINER_GRAPH_INFO_HPP_ + +#include + +namespace majorminer +{ + + struct ChimeraGraphInfo + { + ChimeraGraphInfo(): m_width(0), m_height(0) {} + ChimeraGraphInfo(fuint32_t width, fuint32_t height) + : m_width(width), m_height(height) {} + + fuint32_t getXCoord(vertex_t vertex) const; + fuint32_t getYCoord(vertex_t vertex) const; + fuint32_t getWidth() const { return m_width; } + fuint32_t getHeight() const { return m_height; } + + fuint32_t m_width; + fuint32_t m_height; + }; + + struct KingGraphInfo + { + KingGraphInfo(): m_width(0), m_height(0) {} + KingGraphInfo(fuint32_t width, fuint32_t height) + : m_width(width), m_height(height) {} + + fuint32_t getXCoord(vertex_t vertex) const { return vertex % m_width; } + fuint32_t getYCoord(vertex_t vertex) const { return vertex / m_width; } + fuint32_t getWidth() const { return m_width; } + fuint32_t getHeight() const { return m_height; } + + fuint32_t m_width; + fuint32_t m_height; + }; +} + + + + +#endif \ No newline at end of file diff --git a/src/common/thread_manager.cpp b/src/common/thread_manager.cpp new file mode 100644 index 0000000..e69de29 diff --git a/src/common/thread_manager.hpp b/src/common/thread_manager.hpp new file mode 100644 index 0000000..eb1a3b5 --- /dev/null +++ b/src/common/thread_manager.hpp @@ -0,0 +1,39 @@ +#ifndef __MAJORMINER_THREAD_MANAGER_HPP_ +#define __MAJORMINER_THREAD_MANAGER_HPP_ + +#include +#include + +namespace majorminer +{ + + class ThreadManager + { + public: + ThreadManager(){} + + fuint32_t getAvailableThreads() const { return m_pool.get_thread_count(); } + + template + void runMultiple(const Functor& func, fuint32_t n) + { + for (fuint32_t i = 0; i < n; ++i) m_pool.push_task(func); + } + + template + void run(const Functor& func) + { + m_pool.push_task(func); + } + + void wait() { m_pool.wait_for_tasks(); } + + private: + thread_pool m_pool; + + }; + +} + + +#endif \ No newline at end of file diff --git a/src/common/time_measurement.cpp b/src/common/time_measurement.cpp new file mode 100644 index 0000000..4bb204b --- /dev/null +++ b/src/common/time_measurement.cpp @@ -0,0 +1,9 @@ +#include "common/time_measurement.hpp" + +namespace majorminer +{ + +double TIME_MUTATION = 0, TIME_REDUCE = 0; +double GENERATE_POP = 0, OPTIMIZE = 0; + +} diff --git a/src/common/time_measurement.hpp b/src/common/time_measurement.hpp new file mode 100644 index 0000000..a81d57d --- /dev/null +++ b/src/common/time_measurement.hpp @@ -0,0 +1,23 @@ +#ifndef __MAJORMINER_TIME_MEASUREMENT_HPP_ +#define __MAJORMINER_TIME_MEASUREMENT_HPP_ + +#include + +#define CHRONO_STUFF(t1, t2, diff, var, ...) \ + auto t1 = std::chrono::high_resolution_clock::now(); \ + __VA_ARGS__ \ + auto t2 = std::chrono::high_resolution_clock::now(); \ + std::chrono::duration diff = t2 - t1; \ + var+=diff.count(); + + +#define PRINT_TIME(name) std::cout << "Time: " << #name << ": " << name << std::endl; + +namespace majorminer +{ + extern double TIME_MUTATION, TIME_REDUCE; + extern double GENERATE_POP, OPTIMIZE; +} + + +#endif diff --git a/src/common/utils.cpp b/src/common/utils.cpp index 8433a7a..414d971 100644 --- a/src/common/utils.cpp +++ b/src/common/utils.cpp @@ -54,7 +54,7 @@ fuint32_pair_t majorminer::calculateOverlappingStats(const EmbeddingBase& base) return std::make_pair(distinct, total); } -embedding_mapping_t majorminer::replaceMapping(const embedding_mapping_t& mapping, +embedding_mapping_t majorminer::replaceMapping(const embedding_mapping_t& mapping, const nodeset_t& targets, vertex_t source) { embedding_mapping_t adjusted{}; @@ -66,3 +66,20 @@ embedding_mapping_t majorminer::replaceMapping(const embedding_mapping_t& mappin } return adjusted; } + +fuint32_t majorminer::calculateFitness(const EmbeddingBase& state, const nodeset_t& superVertex) +{ + const auto& reverse = state.getReverseMapping(); + fuint32_t fitness = 0; + for (vertex_t target : superVertex) + { + fitness += reverse.count(target); + } + return fitness; +} + +bool majorminer::containsEdge(const graph_t& graph, edge_t edge) +{ + return graph.contains(orderedPair(edge)); +} + diff --git a/src/common/utils.hpp b/src/common/utils.hpp index e99adb7..7c6e72c 100644 --- a/src/common/utils.hpp +++ b/src/common/utils.hpp @@ -91,6 +91,33 @@ namespace majorminer // inefficient - just for visualization embedding_mapping_t replaceMapping(const embedding_mapping_t& mapping, const nodeset_t& targets, vertex_t source); + + template + inline std::pair reversePair(const std::pair& p) + { + return std::make_pair(p.second, p.first); + } + + template + struct PairFirstKeySorter + { + bool operator()(const std::pair& p1, const std::pair& p2) + { + if(reverse) return p1.first < p2.first; + else return p1.first > p2.first; + } + }; + + // Calculate the fitness of an *unmapped* super vertex! Calculate number of overlappings + fuint32_t calculateFitness(const EmbeddingBase& state, const nodeset_t& superVertex); + + bool containsEdge(const graph_t& graph, edge_t edge); + + template + inline bool empty_range(const std::pair& range) + { + return range.first == range.second; + } } diff --git a/src/evolutionary/mutation_manager.cpp b/src/evolutionary/mutation_manager.cpp index fded5ae..c0ac374 100644 --- a/src/evolutionary/mutation_manager.cpp +++ b/src/evolutionary/mutation_manager.cpp @@ -26,9 +26,9 @@ void MutationManager::operator()(bool finalIteration) const auto& done = m_done; auto& runningPreps = m_runningPreps; auto& remaining = m_numberRemaining; - // const auto& wait = m_wait; auto& free = m_free; - std::thread prep{ [&](){ + + auto prepareLambda = [&](){ MutationPtr mutation; while(!done) { @@ -36,21 +36,23 @@ void MutationManager::operator()(bool finalIteration) if (!success) continue; else { - free.lock(); + free.lock_shared(); runningPreps++; - free.unlock(); - - // TEST_OUTPUT(Preparing mutation) + free.unlock_shared(); bool valid = mutation->prepare(); - // TEST_OUTPUT(Prepared mutation) if (valid) incorporationQueue.push(std::move(mutation)); else remaining--; runningPreps--; } } - }}; + }; + + auto& threadManager = m_state.getThreadManager(); + fuint32_t threadCount = std::min(threadManager.getAvailableThreads() - 1, prepQueue.unsafe_size()); + threadManager.runMultiple(prepareLambda, threadCount); incorporate(); - prep.join(); + + threadManager.wait(); m_embeddingManager.synchronize(); } @@ -89,7 +91,6 @@ void MutationManager::prepareFinal() { m_prepQueue.push(std::make_unique(m_state, m_embeddingManager, vertex)); } - // std::cout << "Prepare final with " << vertices.size() <<" vertices." << std::endl; m_numberRemaining = m_prepQueue.unsafe_size(); } @@ -123,34 +124,26 @@ void MutationManager::incorporate() { MutationPtr mutation; while(m_numberRemaining > 0) - {// TEST_OUTPUT(popping mutation) + { bool success = m_incorporationQueue.try_pop(mutation); - // TEST_OUTPUT(done popping mutation) if (!success) continue; - // TEST_OUTPUT(Cheking valid) bool valid = mutation->isValid(); - // TEST_OUTPUT(Done checking valid) if (!valid && mutation->requeue()) { - // std::cout << "Invalid mutation. Requeuing." << std::endl; m_prepQueue.push(std::move(mutation)); - continue; + m_wait = true; } else if (valid) { - // std::cout << "Starting exec" << std::endl; mutation->execute(); - // std::cout << "Done execution" << std::endl; - m_wait = true; + m_numberRemaining--; } - m_numberRemaining--; + else m_numberRemaining--; if (m_wait) { m_free.lock(); while(m_runningPreps != 0) continue; - // std::cout << "Synchronizing" << std::endl; m_embeddingManager.synchronize(); - // std::cout << "Done synchro" << std::endl; m_wait = false; m_free.unlock(); } diff --git a/src/evolutionary/mutation_manager.hpp b/src/evolutionary/mutation_manager.hpp index 5124a70..be7421c 100644 --- a/src/evolutionary/mutation_manager.hpp +++ b/src/evolutionary/mutation_manager.hpp @@ -28,13 +28,13 @@ namespace majorminer EmbeddingState& m_state; EmbeddingManager& m_embeddingManager; Queue m_prepQueue; - PriorityQueue m_incorporationQueue; + Queue m_incorporationQueue; std::atomic m_done; std::atomic m_runningPreps; std::atomic m_wait; std::atomic m_numberRemaining; - std::mutex m_free; + std::shared_mutex m_free; }; } diff --git a/src/initial/csc_evolutionary.cpp b/src/initial/csc_evolutionary.cpp index 51a67fd..e591212 100644 --- a/src/initial/csc_evolutionary.cpp +++ b/src/initial/csc_evolutionary.cpp @@ -4,25 +4,13 @@ #include #include #include +#include #define POPULATION_SIZE 5 #define ITERATION_LIMIT 10 #define MAX_NEW_VERTICES 15 #define REDUCE_ITERATION_COEFFICIENT 1 -static double TIME_MUTATION, TIME_REDUCE; -static double GENERATE_POP, OPTIMIZE; - -#include -#define CHRONO_STUFF(t1, t2, diff, var, ...) \ - auto t1 = std::chrono::high_resolution_clock::now(); \ - { __VA_ARGS__ } \ - auto t2 = std::chrono::high_resolution_clock::now(); \ - std::chrono::duration diff = t2 - t1; \ - var+=diff.count(); - -#define PRINT_TIME(name) std::cout << "Time: " << #name << ": " << name << std::endl; - using namespace majorminer; namespace @@ -36,18 +24,18 @@ namespace } } -EvolutionaryCSCReducer::EvolutionaryCSCReducer(const EmbeddingState& state, +EvolutionaryCSCReducer::EvolutionaryCSCReducer(EmbeddingState& state, vertex_t sourceVertex) : m_state(state), m_sourceVertex(sourceVertex), m_wasPlaced(true), - m_improved(false), m_visualizer(nullptr) + m_improved(false), m_visualizer(nullptr), m_threadManager(state.getThreadManager()) { initialize(); } -EvolutionaryCSCReducer::EvolutionaryCSCReducer(const EmbeddingState& state, +EvolutionaryCSCReducer::EvolutionaryCSCReducer(EmbeddingState& state, const nodeset_t& initial, vertex_t sourceVertex) : m_state(state), m_sourceVertex(sourceVertex), m_wasPlaced(false), - m_improved(false), m_visualizer(nullptr) + m_improved(false), m_visualizer(nullptr), m_threadManager(state.getThreadManager()) { initialize(initial); } @@ -55,6 +43,7 @@ EvolutionaryCSCReducer::EvolutionaryCSCReducer(const EmbeddingState& state, void EvolutionaryCSCReducer::optimize() { if (!m_expansionPossible) return; + // double initialFitness = m_bestFitness; Vector* current = &m_populationA; Vector* next = &m_populationB; @@ -72,11 +61,11 @@ void EvolutionaryCSCReducer::optimize() } } if (m_visualizer != nullptr) visualize(FUINT32_UNDEF, nullptr); - PRINT_TIME(TIME_MUTATION) - PRINT_TIME(TIME_REDUCE) - PRINT_TIME(OPTIMIZE) - PRINT_TIME(GENERATE_POP) - + // PRINT_TIME(TIME_MUTATION) + // PRINT_TIME(TIME_REDUCE) + // PRINT_TIME(OPTIMIZE) + // PRINT_TIME(GENERATE_POP) + // std::cout << initialFitness << " to " << m_bestFitness << " (" << m_bestSuperVertex.size() << ")" << std::endl; } #define CREATE_STRING(vertices) \ @@ -143,10 +132,6 @@ void EvolutionaryCSCReducer::initialize(const nodeset_t& initial) void EvolutionaryCSCReducer::setup() { if (!canExpand()) return; - TIME_MUTATION = 0; - TIME_REDUCE = 0; - OPTIMIZE = 0; - GENERATE_POP = 0; const auto& mapping = m_state.getMapping(); @@ -156,7 +141,7 @@ void EvolutionaryCSCReducer::setup() }); // Prepare intial "m_adjacentSources" adjacency list - for (vertex_t target : m_bestSuperVertex) prepareVertex(target, false); + for (vertex_t target : m_bestSuperVertex) prepareVertex(target, m_temporary, false); m_bestFitness = getFitness(m_bestSuperVertex); initializePopulations(); @@ -202,8 +187,16 @@ bool EvolutionaryCSCReducer::canExpand() void EvolutionaryCSCReducer::optimizeIteration(Vector& parentPopulation) { // optimize all in parent population + #define MULTITHREADED 1 + #if MULTITHREADED == 1 + for (auto& parent : parentPopulation) + { + m_threadManager.run( [&]() { parent.optimize(); }); + } + m_threadManager.wait(); + #else for (auto& parent : parentPopulation) parent.optimize(); - + #endif // sort parent population std::sort(parentPopulation.begin(), parentPopulation.end(), std::less()); @@ -230,7 +223,7 @@ bool EvolutionaryCSCReducer::createNextGeneration(Vector& parentP const CSCIndividual* parentB = tournamentSelection(parentPopulation); bool success = childPopulation[idx].fromCrossover(*parentA, *parentB); if (success) idx++; - else std::cout << "Dead crossover!" << std::endl; + // else std::cout << "Dead crossover!" << std::endl; } return remainingAttemps > 0; } @@ -245,28 +238,38 @@ const CSCIndividual* EvolutionaryCSCReducer::tournamentSelection(const VectoraddConnectivity(m_connectivity, target); + m_reducer->addConnectivity(m_connectivity, m_temporarySet, target); } } @@ -492,7 +497,7 @@ void CSCIndividual::reduce() void CSCIndividual::addVertex(vertex_t target) { if (m_superVertex.contains(target)) return; - m_reducer->addConnectivity(m_connectivity, target); + m_reducer->addConnectivity(m_connectivity, m_temporarySet, target); m_superVertex.insert(target); } diff --git a/src/initial/csc_evolutionary.hpp b/src/initial/csc_evolutionary.hpp index dce270f..5e32054 100644 --- a/src/initial/csc_evolutionary.hpp +++ b/src/initial/csc_evolutionary.hpp @@ -59,8 +59,8 @@ namespace majorminer { friend CSCIndividual; public: - EvolutionaryCSCReducer(const EmbeddingState& state, vertex_t sourceVertex); - EvolutionaryCSCReducer(const EmbeddingState& state, const nodeset_t& initial, vertex_t sourceVertex); + EvolutionaryCSCReducer(EmbeddingState& state, vertex_t sourceVertex); + EvolutionaryCSCReducer(EmbeddingState& state, const nodeset_t& initial, vertex_t sourceVertex); void setVisualizer(EmbeddingVisualizer* vis) { m_visualizer = vis; } void optimize(); @@ -75,12 +75,12 @@ namespace majorminer void initializePopulations(); void optimizeIteration(Vector& parentPopulation); bool createNextGeneration(Vector& parentPopulation, Vector& childPopulation); - void prepareVertex(vertex_t target, bool count = true); + void prepareVertex(vertex_t target, nodeset_t& temp, bool count = true); const CSCIndividual* tournamentSelection(const Vector& parentPopulation); void visualize(fuint32_t iteration, Vector* population); private: // called mainly by CSCIndividual - void addConnectivity(VertexNumberMap& connectivity, vertex_t target); + void addConnectivity(VertexNumberMap& connectivity, nodeset_t& temp, vertex_t target); bool isRemoveable(VertexNumberMap& connectivity, vertex_t target) const; void removeVertex(VertexNumberMap& connectivity, vertex_t target) const; size_t getFitness(vertex_t target) const; @@ -95,6 +95,7 @@ namespace majorminer bool m_improved; EmbeddingVisualizer* m_visualizer; + ThreadManager& m_threadManager; Vector m_populationA; Vector m_populationB; @@ -108,6 +109,8 @@ namespace majorminer nodeset_t m_temporary; RandomGen m_random; + + std::mutex m_prepareLock; }; } diff --git a/src/initial/network_simplex.cpp b/src/initial/network_simplex.cpp index 31d0cb1..1cdf467 100644 --- a/src/initial/network_simplex.cpp +++ b/src/initial/network_simplex.cpp @@ -3,7 +3,7 @@ #include #include #include - +#include using namespace majorminer; @@ -12,6 +12,10 @@ using namespace majorminer; #define FREE 1 +NetworkSimplexWrapper::NetworkSimplexWrapper(EmbeddingState& state, EmbeddingManager& embeddingManager) + : m_state(state), m_embeddingManager(embeddingManager), m_initialized(false) +{ } + NetworkSimplexWrapper::capacity_t NetworkSimplexWrapper::getNumberAdjacentNodes(const adjacency_list_range_iterator_t& adjacentIt) const { const auto& mapping = m_state.getMapping(); @@ -24,7 +28,7 @@ NetworkSimplexWrapper::capacity_t NetworkSimplexWrapper::getNumberAdjacentNodes( return n; } -void NetworkSimplexWrapper::constructLemonGraph(LemonArcMap& costs, LemonArcMap& caps) +void NetworkSimplexWrapper::constructLemonGraph() { // Construct base graph const auto& targetGraph = *m_state.getTargetGraph(); @@ -35,10 +39,6 @@ void NetworkSimplexWrapper::constructLemonGraph(LemonArcMap& costs, Lemo LemonArc uv = m_graph.addArc(uNode, vNode); LemonArc vu = m_graph.addArc(vNode, uNode); m_edgeMap.insert(std::make_pair(arc, std::make_pair(uv, vu))); - caps[uv] = m_numberAdjacent; - caps[vu] = m_numberAdjacent; - costs[uv] = determineCost(arc.first); - costs[vu] = determineCost(arc.second); } } @@ -71,12 +71,26 @@ vertex_t NetworkSimplexWrapper::chooseSource(vertex_t source) const return bestFound; } +NetworkSimplexWrapper::LemonNode& NetworkSimplexWrapper::getNextRootNode() +{ + if (m_rootCounter < m_rootVertices.size()) return m_rootVertices[m_rootCounter++]; + else + { + m_rootVertices.push_back(m_graph.addNode()); + LemonNode& root = m_rootVertices.back(); + createCheapArc(root, m_t, *m_costMap, *m_capMap, false); + m_rootCounter++; + return root; + } +} + void NetworkSimplexWrapper::createCheapArc(LemonNode& from, LemonNode& to, - LemonArcMap& costs, LemonArcMap& caps, capacity_t capacity) + LemonArcMap& costs, LemonArcMap& caps, bool constructionArc, capacity_t capacity) { auto temp = m_graph.addArc(from, to); costs[temp] = 0; caps[temp] = capacity; + if (constructionArc) m_treeConstructionArcs.push_back(temp); } void NetworkSimplexWrapper::constructHelperNodes(LemonArcMap& costs, LemonArcMap& caps, @@ -94,13 +108,12 @@ void NetworkSimplexWrapper::constructHelperNodes(LemonArcMap& costs, Lem if (embeddingPath.first == embeddingPath.second) continue; adjacentCandidate = adjacentNode->second; - LemonNode constructionNode = m_graph.addNode(); - createCheapArc(constructionNode, *m_t, costs, caps); + LemonNode& constructionNode = getNextRootNode(); for (auto targetNode = embeddingPath.first; targetNode != embeddingPath.second; ++targetNode) { LemonNode& fromNode = m_nodeMap[targetNode->second]; - createCheapArc(fromNode, constructionNode, costs, caps); + createCheapArc(fromNode, constructionNode, costs, caps, true); } } @@ -108,33 +121,39 @@ void NetworkSimplexWrapper::constructHelperNodes(LemonArcMap& costs, Lem vertex_t sVertex = chooseSource(adjacentCandidate); LemonNode& toNode = m_nodeMap[sVertex]; m_sConnected = sVertex; - createCheapArc(*m_s, toNode, costs, caps, m_numberAdjacent); + createCheapArc(m_s, toNode, costs, caps, true, m_numberAdjacent); //adjustCosts(sVertex, costs); } +void NetworkSimplexWrapper::initialCreation() +{ + m_costMap = std::make_unique>(m_graph); + m_capMap = std::make_unique>(m_graph); + m_flowMap = std::make_unique>(m_graph); + constructLemonGraph(); + m_s = m_graph.addNode(); + m_t = m_graph.addNode(); + + m_initialized = true; +} + void NetworkSimplexWrapper::embeddNode(vertex_t node) { + if (!m_initialized) initialCreation(); clear(); auto adjacentIt = m_state.getSourceAdjGraph().equal_range(node); m_numberAdjacent = getNumberAdjacentNodes(adjacentIt); - LemonArcMap costs(m_graph); - LemonArcMap caps(m_graph); - constructLemonGraph(costs, caps); + setupCostsAndCaps(); - LemonNode s = m_graph.addNode(); - LemonNode t = m_graph.addNode(); - m_s = &s; - m_t = &t; - constructHelperNodes(costs, caps, adjacentIt); + constructHelperNodes(*m_costMap, *m_capMap, adjacentIt); NetworkSimplex ns(m_graph); - ns.costMap(costs).upperMap(caps).stSupply(*m_s, *m_t, m_numberAdjacent); - LemonArcMap flows(m_graph); + ns.costMap(*m_costMap).upperMap(*m_capMap).stSupply(m_s, m_t, m_numberAdjacent); NetworkSimplex::ProblemType status = ns.run(); if (status == NetworkSimplex::OPTIMAL) { - LemonArcMap flows{m_graph}; + LemonArcMap& flows = *m_flowMap; ns.flowMap(flows); for (const auto& arc : m_edgeMap) { @@ -193,8 +212,8 @@ NetworkSimplexWrapper::LemonNode NetworkSimplexWrapper::createNode(vertex_t node auto findIt = m_nodeMap.find(node); if (findIt == m_nodeMap.end()) { - m_nodeMap.insert(std::make_pair(node, m_graph.addNode())); - return m_nodeMap[node]; + auto it = m_nodeMap.insert(std::make_pair(node, m_graph.addNode())); + return it.first->second; } return findIt->second; } @@ -204,15 +223,29 @@ NetworkSimplexWrapper::cost_t NetworkSimplexWrapper::determineCost(vertex_t node return m_state.isNodeOccupied(node) ? OCCUPIED : FREE; } +void NetworkSimplexWrapper::setupCostsAndCaps() +{ + // set all costs of nonartificial arcs + for (const auto& edgePair : m_edgeMap) + { + const auto& uv = edgePair.second.first; + const auto& vu = edgePair.second.second; + (*m_capMap)[uv] = m_numberAdjacent; + (*m_capMap)[vu] = m_numberAdjacent; + (*m_costMap)[uv] = determineCost(edgePair.first.first); + (*m_costMap)[vu] = determineCost(edgePair.first.second); + } +} + void NetworkSimplexWrapper::clear() { - m_graph.clear(); - m_nodeMap.clear(); + for (auto& lemonArc : m_treeConstructionArcs) + { + (*m_capMap)[lemonArc] = 0; + } m_mapped.clear(); - m_edgeMap.clear(); - - m_s = nullptr; - m_t = nullptr; m_numberAdjacent = 0; m_sConnected = -1; + + m_rootCounter = 0; } diff --git a/src/initial/network_simplex.hpp b/src/initial/network_simplex.hpp index 30e0f3a..fe066ce 100644 --- a/src/initial/network_simplex.hpp +++ b/src/initial/network_simplex.hpp @@ -4,7 +4,7 @@ #include #include -#include "majorminer_types.hpp" +#include namespace majorminer { @@ -21,28 +21,33 @@ namespace majorminer typedef std::pair LemonArcPair; public: - NetworkSimplexWrapper(EmbeddingState& state, EmbeddingManager& embeddingManager) - : m_state(state), m_embeddingManager(embeddingManager) { } + NetworkSimplexWrapper(EmbeddingState& state, EmbeddingManager& embeddingManager); void embeddNode(vertex_t node); const nodeset_t& getMapped() const { return m_mapped; } private: + void initialCreation(); LemonNode createNode(vertex_t node); cost_t determineCost(vertex_t node); void adjustCosts(vertex_t node, LemonArcMap& costs); - void clear(); + void setupCostsAndCaps(); + const LemonArcPair& getArcPair(vertex_t n1, vertex_t n2); vertex_t chooseSource(vertex_t source) const; void createCheapArc(LemonNode& from, LemonNode& to, LemonArcMap& costs, - LemonArcMap& caps, capacity_t capacity = 1); + + LemonArcMap& caps, bool constructionArc = false, capacity_t capacity = 1); capacity_t getNumberAdjacentNodes(const adjacency_list_range_iterator_t& adjacentIt) const; - void constructLemonGraph(LemonArcMap& costs, LemonArcMap& caps); + void constructLemonGraph(); void constructHelperNodes(LemonArcMap& costs, LemonArcMap& caps, const adjacency_list_range_iterator_t& adjacentIt); + LemonNode& getNextRootNode(); + void clear(); + private: LemonGraph m_graph; EmbeddingState& m_state; @@ -51,10 +56,21 @@ namespace majorminer UnorderedMap> m_edgeMap; UnorderedSet m_mapped; - LemonNode* m_s; - LemonNode* m_t; + std::unique_ptr> m_costMap; + std::unique_ptr> m_capMap; + std::unique_ptr> m_flowMap; + + Vector m_rootVertices; + Vector m_treeConstructionArcs; + + LemonNode m_s; + LemonNode m_t; + capacity_t m_numberAdjacent; fuint32_t m_sConnected; + fuint32_t m_rootCounter; + + bool m_initialized; }; } diff --git a/src/initial/super_vertex_placer.cpp b/src/initial/super_vertex_placer.cpp index 14465ba..9ccc9e4 100644 --- a/src/initial/super_vertex_placer.cpp +++ b/src/initial/super_vertex_placer.cpp @@ -30,24 +30,26 @@ void SuperVertexPlacer::operator()() void SuperVertexPlacer::replaceOverlapping() { + std::cout << "Replace overlapping " << std::endl; nodeset_t overlapping{}; fuint32_t maxIterations = 5; - identifyOverlapping(overlapping); - // std::cout << "In replaceOverlapping. Overlapping size is " << overlapping.size() << std::endl; // const auto& sourceGraph = m_state.getSourceAdjGraph(); - for (fuint32_t idx = 0; idx < maxIterations && !overlapping.empty(); ++idx) + // nodeset_t temporary{}; + + for (fuint32_t idx = 0; idx < maxIterations; ++idx) { - // std::cout << "Replace overlapping; iteration " << (idx + 1) << std::endl; + identifyOverlapping(overlapping); + if (overlapping.empty()) break; + std::cout << "Replace overlapping; iteration " << (idx + 1) << std::endl; for (vertex_t vertex : overlapping) { improveMapping(vertex); - //m_embeddingManager.unmapNode(vertex); - //embeddNodeNetworkSimplex(vertex); - //visualize(vertex, PlacedNodeType::COMPLEX, sourceGraph.count(vertex)); + // replaceSuperVertex(vertex, temporary); + + // visualize(vertex, PlacedNodeType::COMPLEX, sourceGraph.count(vertex)); } - if (idx + 1 != maxIterations) identifyOverlapping(overlapping); } } @@ -78,6 +80,7 @@ void SuperVertexPlacer::improveMapping(vertex_t source) m_embeddingManager.unmapNode(source); const auto& superVertex = reducer.getPlacement(); m_embeddingManager.mapNode(source, superVertex); + std::cout << "Improved through reducer. " << std::endl; if (m_state.hasVisualizer()) { visualize(source, PlacedNodeType::COMPLEX, sourceGraph.count(source)); @@ -97,24 +100,19 @@ void SuperVertexPlacer::trivialNode() bool SuperVertexPlacer::connectedNode() { - PrioNode node{}; - bool found = m_nodesToProcess.try_pop(node); - if (!found) return false; + PrioNode node = m_nodesToProcess.top(); + m_nodesToProcess.pop(); if (!m_state.removeRemainingNode(node.m_id)) return false; if (node.m_nbConnections > 1) { - // DEBUG(OUT_S << "Complex node to embedd: " << node.m_id << " (" << node.m_nbConnections << ")" << std::endl;) - embeddNode(node.m_id); if (m_state.hasVisualizer()) visualize(node.m_id, COMPLEX, node.m_nbConnections); } else { // nbConnections = 1 - // DEBUG(OUT_S << "Simple adjacent node to embedd: " << node.m_id << std::endl;) - embeddSimpleNode(node.m_id); m_state.updateConnections(node.m_id, m_nodesToProcess); @@ -165,8 +163,16 @@ void SuperVertexPlacer::visualize(vertex_t node, PlacedNodeType type, fuint32_t } } +void SuperVertexPlacer::replaceSuperVertex(vertex_t source, nodeset_t& svertex) +{ + svertex.clear(); + m_state.iterateSourceMapping(source, [&](vertex_t target) { svertex.insert(target); }); + m_embeddingManager.unmapNode(source); + embeddNodeNetworkSimplex(source, &svertex); +} + -void SuperVertexPlacer::embeddNodeNetworkSimplex(vertex_t node) +void SuperVertexPlacer::embeddNodeNetworkSimplex(vertex_t node, const nodeset_t* oldMapping) { if (m_nsWrapper.get() == nullptr) m_nsWrapper = std::make_unique(m_state, m_embeddingManager); m_nsWrapper->embeddNode(node); @@ -175,9 +181,18 @@ void SuperVertexPlacer::embeddNodeNetworkSimplex(vertex_t node) reducer.initialize(m_nsWrapper->getMapped()); reducer.optimize(); const auto& superVertex = reducer.getBetterPlacement(m_nsWrapper->getMapped()); - m_embeddingManager.mapNode(node, superVertex); - // printNodeset(m_nsWrapper->getMapped()); - // printNodeset(superVertex); + fuint32_t fitness = calculateFitness(m_state, superVertex); + if (oldMapping == nullptr) + { + m_embeddingManager.mapNode(node, superVertex); + return; + } + fuint32_t oldFitness = calculateFitness(m_state, *oldMapping); + if (std::make_pair(fitness, superVertex.size()) < std::make_pair(oldFitness, oldMapping->size())) + { + m_embeddingManager.mapNode(node, superVertex); + } + else m_embeddingManager.mapNode(node, *oldMapping); /*EvolutionaryCSCReducer reducer{m_state, m_nsWrapper->getMapped(), node}; reducer.optimize(); diff --git a/src/initial/super_vertex_placer.hpp b/src/initial/super_vertex_placer.hpp index 846213c..fc05fbb 100644 --- a/src/initial/super_vertex_placer.hpp +++ b/src/initial/super_vertex_placer.hpp @@ -23,9 +23,10 @@ namespace majorminer void improveMapping(vertex_t source); void trivialNode(); bool connectedNode(); + void replaceSuperVertex(vertex_t source, nodeset_t& svertex); void embeddNode(vertex_t node); - void embeddNodeNetworkSimplex(vertex_t node); + void embeddNodeNetworkSimplex(vertex_t node, const nodeset_t* oldMapping = nullptr); void embeddTrivialNode(vertex_t node); void embeddSimpleNode(vertex_t node); diff --git a/src/lmrp/CMakeLists.txt b/src/lmrp/CMakeLists.txt new file mode 100644 index 0000000..d7c6942 --- /dev/null +++ b/src/lmrp/CMakeLists.txt @@ -0,0 +1,7 @@ + +target_sources(majorminer PRIVATE + ${CMAKE_CURRENT_SOURCE_DIR}/lmrp_types.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/lmrp_chimera_subgraph.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/lmrp_king_subgraph.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/lmrp_heuristic.cpp +) diff --git a/src/lmrp/lmrp_chimera_subgraph.cpp b/src/lmrp/lmrp_chimera_subgraph.cpp new file mode 100644 index 0000000..81d85c3 --- /dev/null +++ b/src/lmrp/lmrp_chimera_subgraph.cpp @@ -0,0 +1,71 @@ +#include "lmrp_chimera_subgraph.hpp" + +using namespace majorminer; + + +bool ChimeraLMRPSubgraph::getSubgraph(vertex_t contained, nodeset_t& subgraph) +{ + fuint32_t x = m_graph.getXCoord(contained); + fuint32_t y = m_graph.getYCoord(contained); + m_updateLock.lock(); + bool success = !checkOccupation(x, y, contained); + if (success) + { + neighborhood(x,y,contained, + [&](const fuint32_pair_t& pair, bool inCrater){ + if (inCrater) m_occupied.insert(pair); + }); + } + m_updateLock.unlock(); + if (success) + { + subgraph.clear(); + fuint32_t width = m_graph.getWidth(); + neighborhood(x,y,contained, + [&](const fuint32_pair_t& pair, bool inCrater){ + if (inCrater) // pair := (x_coord, y_coord) + { + fuint32_t base = (width * pair.second + pair.first) * 8; + for (fuint32_t i = 0; i < 8; ++i) + { + subgraph.insert(base + i); + } + } + }); + } + return success; +} + +bool ChimeraLMRPSubgraph::isBeingDestroyed(vertex_t contained) +{ + fuint32_t x = m_graph.getXCoord(contained); + fuint32_t y = m_graph.getYCoord(contained); + + m_updateLock.lock_shared(); + bool occupied = checkOccupation(x, y, contained); + m_updateLock.unlock_shared(); + + return occupied; +} + +bool ChimeraLMRPSubgraph::checkOccupation(fuint32_t x, fuint32_t y, vertex_t contained) const +{ + bool occupied = false; + neighborhood(x,y, contained, + [&](const fuint32_pair_t& pair, bool){ + occupied |= m_occupied.contains(pair); + }); + return occupied; +} + +void ChimeraLMRPSubgraph::commit(vertex_t contained) +{ + fuint32_t x = m_graph.getXCoord(contained); + fuint32_t y = m_graph.getYCoord(contained); + m_updateLock.lock(); + neighborhood(x,y,contained, + [&](const fuint32_pair_t& pair, bool inCrater){ + if (inCrater) m_occupied.unsafe_erase(pair); + }); + m_updateLock.unlock(); +} diff --git a/src/lmrp/lmrp_chimera_subgraph.hpp b/src/lmrp/lmrp_chimera_subgraph.hpp new file mode 100644 index 0000000..64d706c --- /dev/null +++ b/src/lmrp/lmrp_chimera_subgraph.hpp @@ -0,0 +1,62 @@ +#ifndef __MAJORMINER_LMRP_CHIMERA_SUBGRAPH_HPP_ +#define __MAJORMINER_LMRP_CHIMERA_SUBGRAPH_HPP_ + +#include +#include +#include + +namespace majorminer +{ + + class ChimeraLMRPSubgraph : public LMRPSubgraph + { + public: + ChimeraLMRPSubgraph(ChimeraGraphInfo& g): m_graph(g) {} + ~ChimeraLMRPSubgraph() {} + + bool getSubgraph(vertex_t contained, nodeset_t& subgraph) override; + + bool isBeingDestroyed(vertex_t contained) override; + + // If a LMRP instance was solved, free the mapped vertices + void commit(vertex_t contained) override; + + private: + bool checkOccupation(fuint32_t x, fuint32_t y, vertex_t contained) const; + + template + void neighborhood(fuint32_t x, fuint32_t y, vertex_t contained, Functor func) const + { + bool leftSide = (contained & 0x04) == 0; + auto width = m_graph.getWidth(); + auto height = m_graph.getHeight(); + + fuint32_t minX = static_cast(std::max(static_cast(x) - (leftSide ? 2 : 1), 0)); + fuint32_t maxX = std::min(x + (leftSide ? 2 : 3), width); + fuint32_t minY = y > 0 ? (y - 1) : 0; + fuint32_t maxY = std::min(y + 3, height); + + fuint32_t otherX = (!leftSide ? (x + 1) : (x > 0 ? x - 1 : FUINT32_UNDEF)); + + for (fuint32_t itX = minX; itX < maxX; ++itX) + { + for (fuint32_t itY = minY; itY < maxY; ++itY) + { + bool craterY = (itY == y || itY == y + 1); + bool isInCrater = craterY && (itX == x || itX == otherX); + func(fuint32_pair_t{itX, itY}, isInCrater); + } + } + } + + private: + ChimeraGraphInfo m_graph; + coordinateset_t m_occupied; + + std::shared_mutex m_updateLock; + }; + +} + + +#endif \ No newline at end of file diff --git a/src/lmrp/lmrp_heuristic.cpp b/src/lmrp/lmrp_heuristic.cpp new file mode 100644 index 0000000..7a0d36c --- /dev/null +++ b/src/lmrp/lmrp_heuristic.cpp @@ -0,0 +1,591 @@ +#include + +#include +#include +#include + +using namespace majorminer; + + +LMRPHeuristic::LMRPHeuristic(EmbeddingState& state, vertex_t target) + : m_state(state), m_done(false), m_numberOverlaps(0), + m_numberMapped(0), m_currentSource(0) +{ + LMRPSubgraph* gen = state.getSubgraphGen(); + if (gen != nullptr) + { + bool success = gen->getSubgraph(target, m_crater); + // std::cout << "Success in subgraph " << success << std::endl; + // TODO: commit once done! + if (!success) m_done = true; + } + else m_done = true; +} + + +void LMRPHeuristic::optimize() +{ + if (m_done) return; + calculatePreviousFitness(); + buildBorder(); + printNodeset(m_crater); + printNodeset(m_border); + identifyEdges(); + identifyComponents(); + identifyDestroyed(); + printAdjacencyList(m_sourceAdjacencies); + + initializeDijkstraData(); + solve(); +} + +void LMRPHeuristic::buildBorder() +{ + for (vertex_t target : m_crater) + { + m_state.iterateTargetGraphAdjacent(target, + [&](vertex_t targetAdj){ + if (!m_crater.contains(targetAdj)) m_border.insert(targetAdj); + }); + } +} + +// identify all edges of the source graph embedded in m_crater +void LMRPHeuristic::identifyEdges() +{ + identifyEdgesFrom(m_crater); + identifyEdgesFrom(m_border); + + convertToAdjacencyList(m_sourceAdjacencies, m_edges); +} + +void LMRPHeuristic::identifyEdgesFrom(const nodeset_t& from) +{ + const auto& sourceGraph = *m_state.getSourceGraph(); + const auto& targetGraph = *m_state.getTargetGraph(); + const auto& reverse = m_state.getReverseMapping(); + for (auto itA = from.begin(); itA != from.end(); ++itA) + { + for (auto itB = m_crater.begin(); itB != m_crater.end(); ++itB) + { + if (*itB == *itA) continue; + else if (containsEdge(targetGraph, edge_t{*itA, *itB})) + { + auto rangeA = reverse.equal_range(*itA); + for (auto revA = rangeA.first; revA != rangeA.second; ++revA) + { + auto rangeB = reverse.equal_range(*itB); + for (auto revB = rangeB.first; revB != rangeB.second; ++revB) + { + edge_t edge{revA->second, revB->second}; + if (containsEdge(sourceGraph, edge)) + { + m_edges.insert(orderedPair(edge)); + } + } + } + } + } + } +} + +void LMRPHeuristic::identifyComponents() +{ + const auto& targetGraph = m_state.getTargetAdjGraph(); + + graph_t borderMapped{}; + graph_t subgraph{}; + buildSubgraphs(borderMapped, subgraph); + + + Stack dfsStack{}; + Stack currentReachable{}; + vertex_t source; + while(!borderMapped.empty()) + { + auto& startVertex = *borderMapped.begin(); + dfsStack.push(targetGraph.equal_range(startVertex.first)); + source = startVertex.second; + currentReachable.push(startVertex.first); + subgraph.unsafe_erase(startVertex); + borderMapped.unsafe_erase(startVertex); + + // Conduct DFS + while(!dfsStack.empty()) + { + if (empty_range(dfsStack.top())) dfsStack.pop(); + else + { + vertex_t neighbor = dfsStack.top().first->second; + dfsStack.top().first++; + edge_t mapped{neighbor, source}; + if (!subgraph.contains(mapped)) continue; + dfsStack.push(targetGraph.equal_range(neighbor)); + if (borderMapped.contains(mapped)) currentReachable.push(neighbor); + subgraph.unsafe_erase(mapped); + borderMapped.unsafe_erase(mapped); + } + } + + // Use the DFS results (i. e. currentReachable for source) + m_componentsList.push_back(ConnectedList{source, + m_componentVertices.size(), currentReachable.size()}); + while(!currentReachable.empty()) + { + m_componentVertices.push_back(currentReachable.top()); + currentReachable.pop(); + } + } +} + +void LMRPHeuristic::buildSubgraphs(graph_t& borderMapped, graph_t& subgraph) +{ + const auto& reverse = m_state.getReverseMapping(); + for (auto borderVertex : m_border) + { + auto range = reverse.equal_range(borderVertex); + for (auto it = range.first; it != range.second; ++it) + { + borderMapped.insert(*it); + } + } + subgraph.insert(borderMapped.begin(), borderMapped.end()); + for (auto craterVertex : m_crater) + { + auto range = reverse.equal_range(craterVertex); + for (auto it = range.first; it != range.second; ++it) + { + subgraph.insert(*it); + } + } +} + +void LMRPHeuristic::calculatePreviousFitness() +{ + const auto& reverse = m_state.getReverseMapping(); + for (vertex_t target : m_crater) + { + fuint32_t count = reverse.count(target); + if (count > 0) m_numberMapped++; + if (count > 1) m_numberOverlaps += (count - 1); + } +} + +void LMRPHeuristic::identifyDestroyed() +{ + for (auto target : m_crater) + { + m_state.iterateReverseMapping(target, + [&](vertex_t source){ + m_completelyDestroyed.insert(source); + }); + } + for (const auto& component : m_componentsList) + { + m_completelyDestroyed.unsafe_erase(component.m_source); + } +} + +void LMRPHeuristic::solve() +{ + std::sort(m_componentsList.begin(), m_componentsList.end()); + fuint32_t idx = 0; + for (auto& component : m_componentsList) + { + m_currentSource = component.m_source; + if (component.m_nbMapped > 1) + { + connectComponent(component, idx); + } + idx++; + } + + idx = 0; + for (auto& component : m_componentsList) + { + if (!component.wasSatisfied()) connectComponent(component, idx); + idx++; + } + + embeddDestroyed(); +} + +void LMRPHeuristic::initializeDijkstraData() +{ + for (vertex_t target : m_crater) + { + m_bestPaths[target] = DijkstraVertex{target}; + } +} + +void LMRPHeuristic::resetDijkstra() +{ + for (auto& vertex : m_bestPaths) vertex.second.reset(); + while(!m_dijkstraQueue.empty()) m_dijkstraQueue.pop(); +} + +void LMRPHeuristic::connectComponent(ConnectedList& component, fuint32_t componentIdx) +{ + if (component.m_nbMapped == 0) return; + vertex_t root = m_componentVertices[component.m_idx]; + m_currentSource = component.m_source; + + nodeset_t toConnect{}; + if (component.m_nbMapped > 1) + { // connect the component itself + for (fuint32_t offset = 1; offset < component.m_nbMapped; ++offset) + { + toConnect.insert(m_componentVertices[component.m_idx + offset]); + } + while(!toConnect.empty()) + { + runDijkstraToTarget(toConnect, root); + } + } + if (componentIdx == m_componentsList.size() || + m_componentsList[componentIdx + 1].m_source != component.m_source) + { + // embedd all edges + toConnect.clear(); + auto adjRange = m_sourceAdjacencies.equal_range(m_currentSource); + for (auto adjIt = adjRange.first; adjIt != adjRange.second; ++adjIt) + { + if (m_mapping.contains(adjIt->second)) toConnect.insert(adjIt->second); + } + + auto mappedRange = m_mapping.equal_range(m_currentSource); + for (auto mapped = mappedRange.first; mapped != mappedRange.second; ++mapped) + { // check for every within crater whether already connected to adjacent + checkConnectedToSource(toConnect, mapped->second); + } + + while(!toConnect.empty()) + { + connectAdjacentComponents(toConnect); + } + } + component.satisfied(); + +} + +void LMRPHeuristic::addBorderToMapping() +{ + const auto& reverse = m_state.getReverseMapping(); + for (auto borderVertex : m_border) + { + auto mappedRange = reverse.equal_range(borderVertex); + for (auto revIt = mappedRange.first; revIt != mappedRange.second; ++revIt) + { + mapVertex(revIt->second, revIt->first); + } + m_reverse.insert(mappedRange.first, mappedRange.second); + } +} + +fuint32_pair_t LMRPHeuristic::getLeastMappedNeighbor(vertex_t source) +{ + vertex_t neighbor = FUINT32_UNDEF; + fuint32_t connectivity = FUINT32_UNDEF; + fuint32_t numberMappedNeighbors = 0; + + auto range = m_sourceAdjacencies.equal_range(source); + for (auto mappedIt = range.first; mappedIt != range.second; ++mappedIt) + { + fuint32_t count = m_mapping.count(mappedIt->second); + if (count > 0 && count < connectivity) + { + numberMappedNeighbors++; + connectivity = count; + neighbor = mappedIt->second; + } + } + return std::make_pair(neighbor, numberMappedNeighbors); +} + +void LMRPHeuristic::embeddDestroyed() +{ + addBorderToMapping(); + + for (vertex_t destroyed : m_completelyDestroyed) + { + embeddSingleDestroyed(destroyed); + } +} + +void LMRPHeuristic::mapToFreeVertex() +{ + vertex_t bestFound = FUINT32_UNDEF; + fuint32_t count = FUINT32_UNDEF; + + for (auto target : m_crater) + { + fuint32_t c = m_reverse.count(target); + if (c < count) + { + count = c; + bestFound = target; + if (c == 0) break; + } + } + if (isDefined(count)) mapVertex(m_currentSource, bestFound); + else throw std::runtime_error("Error in LMRP heuristic!"); +} + +void LMRPHeuristic::mapToSingleAdjacent(vertex_t neighbor) +{ + vertex_t bestFound = FUINT32_UNDEF; + fuint32_t count = FUINT32_UNDEF; + + auto mappedRange = m_mapping.equal_range(neighbor); + for (auto mappedIt = mappedRange.first; mappedIt != mappedRange.second; ++mappedIt) + { + m_state.iterateTargetGraphAdjacent(mappedIt->second, + [&](fuint32_t adjTarget){ + if (m_crater.contains(adjTarget)) + { + fuint32_t c = m_reverse.count(adjTarget); + if (c < count) + { + count = c; + bestFound = adjTarget; + } + } + }); + if (count == 0) break; + } + if (isDefined(count)) mapVertex(m_currentSource, bestFound); + else throw std::runtime_error("Error in LMRP heuristic!"); +} + +void LMRPHeuristic::embeddSingleDestroyed(vertex_t source) +{ + m_currentSource = source; + auto neighbor = getLeastMappedNeighbor(source); + if (neighbor.second == 0) mapToFreeVertex(); + else if (neighbor.second == 1) + { + mapToSingleAdjacent(neighbor.first); + m_edges.unsafe_erase(orderedPair(source, neighbor.first)); + } + else dijkstraDestroyed(source, neighbor.first); +} + +void LMRPHeuristic::addAdjacentVertices(vertex_t source, nodeset_t& adjacent) +{ + auto range = m_sourceAdjacencies.equal_range(source); + for (auto mappedIt = range.first; mappedIt != range.second; ++mappedIt) + { + if (m_mapping.contains(mappedIt->second)) + { + adjacent.insert(mappedIt->second); + } + } +} + +void LMRPHeuristic::dijkstraDestroyed(vertex_t source, vertex_t neighbor) +{ + resetDijkstra(); + addAllMapped(neighbor); + nodeset_t adjacentMapped{}; + addAdjacentVertices(source, adjacentMapped); + for (auto adj : adjacentMapped) + { m_edges.unsafe_erase(orderedPair(edge_t{source, adj})); } + + adjacentMapped.unsafe_erase(neighbor); + while(!adjacentMapped.empty()) + { + DijkstraVertex next{}; + while(!m_dijkstraQueue.empty()) + { + next = m_dijkstraQueue.top(); + m_dijkstraQueue.pop(); + if (m_bestPaths[next.m_target].visited()) continue; + bool connected = checkConnectedToSource(adjacentMapped, next.m_target); + if (connected) + { + addEmbeddedPath(next.m_target); + break; + } + addSingleVertexNeighbors(next.m_target, + next.m_overlapCnt, next.m_nonOverlapCnt); + } + if (!adjacentMapped.empty()) + { + resetDijkstra(); + addAllMapped(m_currentSource); + } + } +} + +void LMRPHeuristic::addSingleVertexNeighbors(vertex_t target, + fuint32_t overlaps, fuint32_t length) +{ + const auto& targetGraph = m_state.getTargetAdjGraph(); + auto range = targetGraph.equal_range(target); + for (auto it = range.first; it != range.second; ++it) + { + // std::cout << "Targetgraph (" << it->first << "," << it->second << ")" << std::endl; + if (!m_crater.contains(it->second)) continue; + if (m_bestPaths[it->second].wasVisited()) continue; + auto& neighbor = m_bestPaths[it->second]; + if (neighbor.m_overlapCnt < overlaps) continue; + bool contained = m_superVertices.contains(edge_t{m_currentSource, neighbor.m_target}); + bool count = m_reverse.count(neighbor.m_target); + bool overlap = !contained && count > 0; + bool lowered = neighbor.lowerTo(target, + overlaps + (overlap ? 1 : 0), + length + (contained ? 0 : 1)); + // std::cout << "Adding vertex " << neighbor.m_target << " from " << target << std::endl; + if (lowered) m_dijkstraQueue.push(neighbor); + } +} + +void LMRPHeuristic::runDijkstraToTarget(nodeset_t& targets, vertex_t root) +{ + resetDijkstra(); + // std::cout << "Running Dijkstra from root " << root << " to targets: "<< std::endl; + printNodeset(targets); + vertex_t connectedTo = checkConnectedTo(targets, root); + if (!isDefined(connectedTo)) + { + vertex_t best = FUINT32_UNDEF; + addSingleVertexNeighbors(root, 0, 0); + DijkstraVertex next{}; + while(!m_dijkstraQueue.empty()) + { + next = m_dijkstraQueue.top(); + m_dijkstraQueue.pop(); + if (m_bestPaths[next.m_target].visited()) continue; + connectedTo = checkConnectedTo(targets, next.m_target); + if (isDefined(connectedTo)) + { + best = next.m_target; + break; + } + addSingleVertexNeighbors(next.m_target, + next.m_overlapCnt, next.m_nonOverlapCnt); + } + if (isDefined(best)) addEmbeddedPath(best); + } + if (isDefined(connectedTo)) + { + std::cout << "Removing vertex " << connectedTo << std::endl; + targets.unsafe_erase(connectedTo); + } + else throw std::runtime_error("No connection found!"); +} + +void LMRPHeuristic::addEmbeddedPath(vertex_t leaf) +{ + // std::cout << "Adding the Embedding path" << std::endl; + auto* vertex = &m_bestPaths[leaf]; + while(vertex != nullptr) + { + std::cout << vertex->m_target << " "; + mapVertex(m_currentSource, vertex->m_target); + if (isDefined(vertex->m_parent) && m_bestPaths.contains(vertex->m_parent)) + { + vertex = &m_bestPaths[vertex->m_parent]; + } + else vertex = nullptr; + } + std::cout << std::endl; +} + +vertex_t LMRPHeuristic::checkConnectedTo(const nodeset_t& wantedTargets, + vertex_t target) +{ + const auto& targetGraph = m_state.getTargetAdjGraph(); + auto adjRange = targetGraph.equal_range(target); + for (auto adjIt = adjRange.first; adjIt != adjRange.second; ++adjIt) + { + if (wantedTargets.contains(adjIt->second)) return adjIt->second; + } + + return FUINT32_UNDEF; +} + + +void LMRPHeuristic::addAllMapped(vertex_t source) +{ + const auto& targetGraph = m_state.getTargetAdjGraph(); + nodeset_t closure{}; + auto range = m_mapping.equal_range(source); + for (auto it = range.first; it != range.second; ++it) + { + auto adjRange = targetGraph.equal_range(it->second); + for (auto adjIt = adjRange.first; adjIt != adjRange.second; ++adjIt) + { + if (m_crater.contains(adjIt->second)) closure.insert(adjIt->second); + } + } + const auto& originalMapping = m_state.getMapping(); + auto originalMapped = originalMapping.equal_range(source); + for (auto it = originalMapped.first; it != originalMapped.second; ++it) + { + if (m_border.contains(it->second)) closure.insert(it->second); + } + for (auto it = range.first; it != range.second; ++it) + { + closure.unsafe_erase(it->second); + } + + for (vertex_t adj : closure) + { + m_bestPaths[adj] = DijkstraVertex{adj}; + m_dijkstraQueue.push(m_bestPaths[adj]); + } +} + +void LMRPHeuristic::connectAdjacentComponents(nodeset_t& adjacent) +{ + resetDijkstra(); + addAllMapped(m_currentSource); + DijkstraVertex next{}; + while(!m_dijkstraQueue.empty()) + { + next = m_dijkstraQueue.top(); + m_dijkstraQueue.pop(); + if (m_bestPaths[next.m_target].visited()) continue; + bool connected = checkConnectedToSource(adjacent, next.m_target); + if (connected) + { + addEmbeddedPath(next.m_target); + break; + } + addSingleVertexNeighbors(next.m_target, + next.m_overlapCnt, next.m_nonOverlapCnt); + } +} + +bool LMRPHeuristic::checkConnectedToSource(nodeset_t& wantedSources, vertex_t target) +{ + const auto& targetGraph = m_state.getTargetAdjGraph(); + const auto& originalReverse = m_state.getReverseMapping(); + auto adjRange = targetGraph.equal_range(target); + bool removed = false; + for (auto adjIt = adjRange.first; adjIt != adjRange.second; ++adjIt) + { + auto revRange = (m_crater.contains(adjIt->second) ? + m_reverse.equal_range(adjIt->second) : + originalReverse.equal_range(adjIt->second)); + for (auto revIt = revRange.first; revIt != revRange.second; ++revIt) + { + auto extracted = wantedSources.unsafe_extract(revIt->second); + removed |= !extracted.empty(); + } + } + + return removed; +} + +void LMRPHeuristic::mapVertex(vertex_t source, vertex_t target) +{ + edge_t mapped{source, target}; + if (!m_superVertices.contains(mapped)) + { + m_superVertices.insert(mapped); + m_mapping.insert(mapped); + m_reverse.insert(reversePair(mapped)); + } +} diff --git a/src/lmrp/lmrp_heuristic.hpp b/src/lmrp/lmrp_heuristic.hpp new file mode 100644 index 0000000..d05d1d8 --- /dev/null +++ b/src/lmrp/lmrp_heuristic.hpp @@ -0,0 +1,77 @@ +#ifndef __MAJORMINER_LMRP_HEURISTIC_HPP_ +#define __MAJORMINER_LMRP_HEURISTIC_HPP_ + +#include +#include + +namespace majorminer +{ + + class LMRPHeuristic + { + public: + LMRPHeuristic(EmbeddingState& state, vertex_t target); + void optimize(); + const embedding_mapping_t getMapping() const { return m_mapping; } + + private: + void buildBorder(); + void identifyEdges(); + void identifyEdgesFrom(const nodeset_t& from); + void identifyComponents(); + void buildSubgraphs(graph_t& borderMapped, graph_t& subgraph); + void calculatePreviousFitness(); + void identifyDestroyed(); + void solve(); + + void connectComponent(ConnectedList& component, fuint32_t componentIdx); + void embeddDestroyed(); + void embeddSingleDestroyed(vertex_t source); + + void addReachableComponent(vertex_t target, vertex_t source); + void initializeDijkstraData(); + void resetDijkstra(); + void addSingleVertexNeighbors(vertex_t target, fuint32_t overlaps, fuint32_t length); + void runDijkstraToTarget(nodeset_t& targets, vertex_t root); + vertex_t checkConnectedTo(const nodeset_t& wantedTargets, vertex_t target); + void addEmbeddedPath(vertex_t leaf); + void connectAdjacentComponents(nodeset_t& adjacent); + bool checkConnectedToSource(nodeset_t& wantedSources, vertex_t target); + void addAllMapped(vertex_t source); + + void mapVertex(vertex_t source, vertex_t target); + void addBorderToMapping(); + fuint32_pair_t getLeastMappedNeighbor(vertex_t source); + void dijkstraDestroyed(vertex_t source, vertex_t neighbor); + void mapToFreeVertex(); + void mapToSingleAdjacent(vertex_t neighbor); + void addAdjacentVertices(vertex_t source, nodeset_t& adjacent); + + private: + const EmbeddingState& m_state; + bool m_done; + fuint32_t m_numberOverlaps; + fuint32_t m_numberMapped; + + nodeset_t m_crater; + nodeset_t m_border; + nodeset_t m_completelyDestroyed; + graph_t m_edges; + adjacency_list_t m_sourceAdjacencies; + + Vector m_componentsList; + Vector m_componentVertices; + + embedding_mapping_t m_mapping; + embedding_mapping_t m_reverse; + graph_t m_superVertices; + + PriorityQueue m_dijkstraQueue; + UnorderedMap m_bestPaths; + vertex_t m_currentSource; + }; + + +} + +#endif diff --git a/src/lmrp/lmrp_king_subgraph.cpp b/src/lmrp/lmrp_king_subgraph.cpp new file mode 100644 index 0000000..fbd1cdf --- /dev/null +++ b/src/lmrp/lmrp_king_subgraph.cpp @@ -0,0 +1,69 @@ +#include + +using namespace majorminer; + + +bool KingLMRPSubgraph::getSubgraph(vertex_t contained, nodeset_t& subgraph) +{ + fuint32_t x = m_graph.getXCoord(contained); + fuint32_t y = m_graph.getYCoord(contained); + m_updateLock.lock(); + bool success = !checkOccupation(x, y); + if (success) + { + neighborhood(x,y, + [&](const fuint32_pair_t& pair, bool inCrater){ + if (inCrater) m_occupied.insert(pair); + }); + } + m_updateLock.unlock(); + if (success) + { + subgraph.clear(); + fuint32_t width = m_graph.getWidth(); + neighborhood(x,y, + [&](const fuint32_pair_t& pair, bool inCrater){ + if (inCrater) // pair := (x_coord, y_coord) + { + subgraph.insert(pair.first * width + pair.second); + } + }); + } + return success; +} + +bool KingLMRPSubgraph::isBeingDestroyed(vertex_t contained) +{ + fuint32_t x = m_graph.getXCoord(contained); + fuint32_t y = m_graph.getYCoord(contained); + + m_updateLock.lock_shared(); + bool occupied = checkOccupation(x, y); + m_updateLock.unlock_shared(); + + return occupied; +} + +bool KingLMRPSubgraph::checkOccupation(fuint32_t x, fuint32_t y) const +{ + bool occupied = false; + neighborhood(x,y, + [&](const fuint32_pair_t& pair, bool){ + occupied |= m_occupied.contains(pair); + }); + return occupied; +} + +void KingLMRPSubgraph::commit(vertex_t contained) +{ + fuint32_t x = m_graph.getXCoord(contained); + fuint32_t y = m_graph.getYCoord(contained); + m_updateLock.lock(); + neighborhood(x,y, + [&](const fuint32_pair_t& pair, bool inCrater){ + if (inCrater) m_occupied.unsafe_erase(pair); + }); + m_updateLock.unlock(); +} + + diff --git a/src/lmrp/lmrp_king_subgraph.hpp b/src/lmrp/lmrp_king_subgraph.hpp new file mode 100644 index 0000000..94d01e2 --- /dev/null +++ b/src/lmrp/lmrp_king_subgraph.hpp @@ -0,0 +1,54 @@ +#ifndef __MAJORMINER_LMRP_KING_SUGRAPH_HPP_ +#define __MAJORMINER_LMRP_KING_SUGRAPH_HPP_ + +#include +#include +#include + +namespace majorminer +{ + class KingLMRPSubgraph : public LMRPSubgraph + { + public: + KingLMRPSubgraph(KingGraphInfo& g): m_graph(g) {} + ~KingLMRPSubgraph() {} + + bool getSubgraph(vertex_t contained, nodeset_t& subgraph) override; + + bool isBeingDestroyed(vertex_t contained) override; + + void commit(vertex_t contained) override; + + private: + bool checkOccupation(fuint32_t x, fuint32_t y) const; + + template + void neighborhood(fuint32_t x, fuint32_t y, Functor func) const + { + fuint32_t minX = static_cast(std::max(static_cast(x) - 3, 0)); + fuint32_t maxX = std::min(x + 4, m_graph.getWidth()); + fuint32_t minY = static_cast(std::max(static_cast(y) - 3, 0)); + fuint32_t maxY = std::min(y + 4, m_graph.getHeight()); + + for (fuint32_t itX = minX; itX < maxX; ++itX) + { + bool craterX = ((itX + 3) != x) && (itX - 3 != x); + for (fuint32_t itY = minY; itY < maxY; ++itY) + { + bool isInCrater = craterX && ((itY + 3) != y) && (itY - 3 != y); + func(fuint32_pair_t{itX, itY}, isInCrater); + } + } + } + + private: + KingGraphInfo m_graph; + coordinateset_t m_occupied; + + std::shared_mutex m_updateLock; + }; + +} + + +#endif \ No newline at end of file diff --git a/src/lmrp/lmrp_subgraph.hpp b/src/lmrp/lmrp_subgraph.hpp new file mode 100644 index 0000000..3f5dac2 --- /dev/null +++ b/src/lmrp/lmrp_subgraph.hpp @@ -0,0 +1,24 @@ +#ifndef __MAJORMINER_LMRP_SUBGRAPH_HPP_ +#define __MAJORMINER_LMRP_SUBGRAPH_HPP_ + +#include + + +namespace majorminer +{ + class LMRPSubgraph + { + public: + // Get a subgraph that contains the vertex "contained". Subgraph might not + // be connected. If successful, method returns true. + virtual bool getSubgraph(vertex_t contained, nodeset_t& subgraph) = 0; + + virtual bool isBeingDestroyed(vertex_t contained) = 0; + + // If a LMRP instance was solved, free the mapped vertices + virtual void commit(vertex_t contained) = 0; + }; +} + + +#endif \ No newline at end of file diff --git a/src/lmrp/lmrp_types.cpp b/src/lmrp/lmrp_types.cpp new file mode 100644 index 0000000..80f46c3 --- /dev/null +++ b/src/lmrp/lmrp_types.cpp @@ -0,0 +1,48 @@ +#include "lmrp_types.hpp" + +using namespace majorminer; + +ConnectedList::ConnectedList(vertex_t source, fuint32_t idx, + fuint32_t nbMapped) + : m_source(source), m_idx(idx), + m_nbMapped(nbMapped), m_satisfied(false) {} + +DijkstraVertex::DijkstraVertex(vertex_t target) + : m_target(target) { reset(); } + +DijkstraVertex::DijkstraVertex(vertex_t target, vertex_t parent, + fuint32_t overlapCnt, fuint32_t nonOverlapCnt) + : m_target(target), m_parent(parent), + m_overlapCnt(overlapCnt), m_nonOverlapCnt(nonOverlapCnt), + m_visited(false) {} + +void DijkstraVertex::reset() +{ + m_parent = FUINT32_UNDEF; + m_overlapCnt = FUINT32_UNDEF; + m_nonOverlapCnt = FUINT32_UNDEF; + m_visited = false; +} + +bool DijkstraVertex::lowerTo(fuint32_t parent, fuint32_t overlap, + fuint32_t nonOverlap) +{ + if (overlap < m_overlapCnt || (overlap == m_overlapCnt + && nonOverlap < m_nonOverlapCnt)) + { + //std::cout << "Changing parent from " << m_parent << " to " << parent << std::endl; + m_parent = parent; + m_overlapCnt = overlap; + m_nonOverlapCnt = nonOverlap; + return true; + } + return false; +} + +bool DijkstraVertex::visited() +{ + bool original = m_visited; + m_visited = true; + return original; +} + diff --git a/src/lmrp/lmrp_types.hpp b/src/lmrp/lmrp_types.hpp new file mode 100644 index 0000000..fb4122a --- /dev/null +++ b/src/lmrp/lmrp_types.hpp @@ -0,0 +1,61 @@ +#ifndef __MAJORMINER_LMRP_TYPES_HPP_ +#define __MAJORMINER_LMRP_TYPES_HPP_ + +#include + +namespace majorminer +{ + struct ConnectedList + { + ConnectedList(vertex_t source, fuint32_t idx, fuint32_t nbMapped); + + bool wasSatisfied() const { return m_satisfied; } + void satisfied() { m_satisfied = true; } + + friend bool operator<(const ConnectedList& c1, const ConnectedList& c2) + { return c1.m_source < c2.m_source || (c1.m_source == c2.m_source + && c1.m_nbMapped < c2.m_nbMapped); } + + vertex_t m_source; + fuint32_t m_idx; + fuint32_t m_nbMapped; + bool m_satisfied; + }; + + struct DijkstraVertex + { + public: + DijkstraVertex(){} + DijkstraVertex(vertex_t target); + DijkstraVertex(vertex_t target, vertex_t parent, + fuint32_t overlapCnt, fuint32_t nonOverlapCnt); + + void reset(); + + bool visited(); + + bool wasVisited() const { return m_visited; } + + bool lowerTo(fuint32_t parent, fuint32_t overlap, fuint32_t nonOverlap); + + friend bool operator<(const DijkstraVertex& v1, const DijkstraVertex& v2) + { + return v1.m_overlapCnt < v2.m_overlapCnt || + ( v1.m_overlapCnt == v2.m_overlapCnt + && v1.m_nonOverlapCnt < v2.m_nonOverlapCnt); + } + + friend bool operator==(const DijkstraVertex& v1, const DijkstraVertex& v2) + { return v1.m_target == v2.m_target; } + + vertex_t m_target; + vertex_t m_parent; + fuint32_t m_overlapCnt; + fuint32_t m_nonOverlapCnt; + bool m_visited; + }; +} + + + +#endif \ No newline at end of file diff --git a/src/majorminer.cpp b/src/majorminer.cpp index e449e6c..13ae1c1 100644 --- a/src/majorminer.cpp +++ b/src/majorminer.cpp @@ -5,6 +5,7 @@ #include #include #include +#include #include #include @@ -14,11 +15,17 @@ using namespace majorminer; EmbeddingSuite::EmbeddingSuite(const graph_t& source, const graph_t& target, EmbeddingVisualizer* visualizer) : m_state(source, target, visualizer), m_visualizer(visualizer), m_embeddingManager(*this, m_state), m_mutationManager(m_state, m_embeddingManager), - m_placer(m_state, m_embeddingManager) + m_placer(m_state, m_embeddingManager), m_finished(false) { } +void EmbeddingSuite::setSubgraphGen(LMRPSubgraph* generator) +{ + m_state.setLMRPSubgraphGenerator(generator); +} + embedding_mapping_t EmbeddingSuite::find_embedding() { + if (m_finished) return m_state.getMapping(); const auto& nodesRemaining = m_state.getRemainingNodes(); while(!nodesRemaining.empty()) { @@ -28,10 +35,10 @@ embedding_mapping_t EmbeddingSuite::find_embedding() m_mutationManager(true); m_placer.replaceOverlapping(); if (m_visualizer != nullptr) finishVisualization(); + m_finished = true; return m_state.getMapping(); } - bool EmbeddingSuite::isValid() const { EmbeddingValidator validator{m_state}; diff --git a/src/majorminer.hpp b/src/majorminer.hpp index 65fc7c5..6975f9c 100644 --- a/src/majorminer.hpp +++ b/src/majorminer.hpp @@ -16,6 +16,7 @@ namespace majorminer embedding_mapping_t find_embedding(); bool isValid() const; bool connectsNodes() const; + void setSubgraphGen(LMRPSubgraph* generator); private: void finishVisualization(); @@ -28,6 +29,8 @@ namespace majorminer SuperVertexPlacer m_placer; Queue> m_taskQueue; + + bool m_finished; }; } diff --git a/src/majorminer_types.hpp b/src/majorminer_types.hpp index e32c757..2f18bde 100644 --- a/src/majorminer_types.hpp +++ b/src/majorminer_types.hpp @@ -14,6 +14,7 @@ #include #include +#include #include #include @@ -21,6 +22,7 @@ #include #include #include +#include namespace majorminer @@ -81,7 +83,11 @@ namespace majorminer using UnorderedMultiMap = tbb::concurrent_unordered_multimap, Allocator>; template> - using PriorityQueue = tbb::concurrent_priority_queue; + using PriorityQueue = std::priority_queue, Comparator>; + + template> + using ConcurrentPriorityQueue = tbb::concurrent_priority_queue; + template using Queue = tbb::concurrent_queue; @@ -103,12 +109,14 @@ namespace majorminer typedef adjacency_list_t embedding_mapping_t; typedef UnorderedSet nodeset_t; typedef UnorderedSet> nodepairset_t; + typedef nodepairset_t coordinateset_t; typedef PriorityQueue> PrioNodeQueue; typedef std::pair adjacency_list_range_iterator_t; typedef std::pair> ShiftingCandidates; typedef Cache CandidateCache; + struct ChimeraGraphInfo; class EmbeddingVisualizer; class EmbeddingSuite; class EmbeddingBase; @@ -124,7 +132,8 @@ namespace majorminer class MutationManager; class NetworkSimplexWrapper; class RandomGen; - + class ThreadManager; + class LMRPSubgraph; } diff --git a/test/CMakeLists.txt b/test/CMakeLists.txt index a47d83b..fc6623d 100644 --- a/test/CMakeLists.txt +++ b/test/CMakeLists.txt @@ -11,4 +11,5 @@ target_sources(majorminer_test PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/test_qubo_modelling.cpp ${CMAKE_CURRENT_SOURCE_DIR}/test_cut_vertex.cpp ${CMAKE_CURRENT_SOURCE_DIR}/test_reducer.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/test_lmrp.cpp ) \ No newline at end of file diff --git a/test/test_lmrp.cpp b/test/test_lmrp.cpp new file mode 100644 index 0000000..8675cb7 --- /dev/null +++ b/test/test_lmrp.cpp @@ -0,0 +1,73 @@ +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#include "utils/test_common.hpp" +#include "utils/state_gen.hpp" + +using namespace majorminer; + + +TEST(LMRPTest, SimpleChimera) +{ + auto chimera = majorminer::generate_chimera(3, 3); + ChimeraGraphInfo info{3,3}; + ChimeraLMRPSubgraph subgraph{info}; + graph_t trivial{ { 0, 1 }, {0, 2} }; + StateGen gen{trivial, chimera}; + gen.addMapping(0, { 3, 7, 12, 13, 14, 15, 8, 32, 56, 62, 70}); + gen.addMapping(1, {37, 45}); + gen.addMapping(2, {36}); + auto state = gen.get(); + state->setLMRPSubgraphGenerator(&subgraph); + LMRPHeuristic lmrp{*state, 32}; + lmrp.optimize(); + auto repaired = lmrp.getMapping(); + for (auto mapped : repaired) + { + std::cout << mapped.first << " --> " << mapped.second << std::endl; + } +} + + +TEST(LMRPTest, SimpleKings) +{ + auto chimera = majorminer::generate_king(7, 7); + KingGraphInfo info{7,7}; + KingLMRPSubgraph subgraph{info}; + graph_t trivial{{ 0, 1 }, {0, 2}, {1, 2}}; + StateGen gen{trivial, chimera}; + gen.addMapping(0, { 21,22,23,31,25,26,27}); + gen.addMapping(1, { 3, 10, 17, 24, 30, 38, 45}); + gen.addMapping(2, {0, 8, 16}); + auto state = gen.get(); + state->setLMRPSubgraphGenerator(&subgraph); + LMRPHeuristic lmrp{*state, 24}; + lmrp.optimize(); + auto repaired = lmrp.getMapping(); + for (auto mapped : repaired) + { + std::cout << mapped.first << " --> " << mapped.second << std::endl; + } +} + +TEST(LMRPTest, TrivialKings_SingleConnection) +{ + auto chimera = majorminer::generate_king(7, 7); + KingGraphInfo info{7,7}; + KingLMRPSubgraph subgraph{info}; + graph_t trivial{ }; + StateGen gen{trivial, chimera}; + gen.addMapping(0, {21,22,23,31,25,26,27}); + auto state = gen.get(); + state->setLMRPSubgraphGenerator(&subgraph); + LMRPHeuristic lmrp{*state, 24}; + lmrp.optimize(); + auto repaired = lmrp.getMapping(); +} \ No newline at end of file diff --git a/test/test_main.cpp b/test/test_main.cpp index a4040b7..5b4575f 100644 --- a/test/test_main.cpp +++ b/test/test_main.cpp @@ -3,6 +3,7 @@ #include #include #include +#include #include "utils/test_common.hpp" #include "utils/qubo_problems.hpp" @@ -28,13 +29,19 @@ namespace return coords; } - void clique_test(fuint32_t n, fuint32_t x, fuint32_t y, std::string filename, bool fullValidation) + void clique_test(fuint32_t n, fuint32_t x, fuint32_t y, std::string filename, + bool fullValidation = false, bool visualize = true, bool printStats = false) { graph_t clique = generate_completegraph(n); graph_t chimera = generate_chimera(x, y); - auto visualizer = std::make_unique(clique, chimera, filename, x, y); - EmbeddingSuite suite{clique, chimera, visualizer.get()}; + std::cout << filename << std::endl; + std::unique_ptr visualizer; + if (visualize) visualizer = std::make_unique(clique, chimera, filename, x, y); + EmbeddingSuite suite{clique, chimera, visualize ? visualizer.get() : nullptr}; auto embedding = suite.find_embedding(); + + if (printStats) printEmbeddingOverlapStats(embedding); + if (fullValidation) ASSERT_TRUE(suite.isValid()); else ASSERT_TRUE(suite.connectsNodes()); } @@ -114,7 +121,23 @@ TEST(EmbeddingTest, Complete_Graph_28_On_16_16_Chimera) TEST(EmbeddingTest, Complete_Graph_31_On_16_16_Chimera) { - clique_test(31, 16, 16, "imgs/Complete_Graph_31_On_16_16_Chimera/chimera_clique_31", false); + clique_test(31, 16, 16, "imgs/Complete_Graph_31_On_16_16_Chimera/chimera_clique_31", false, false); +} + +TEST(EmbeddingTest, Complete_Graph_33_On_16_16_Chimera) +{ + clique_test(33, 16, 16, "imgs/Complete_Graph_33_On_16_16_Chimera/chimera_clique_33", false, false, false); +} + +TEST(EmbeddingTest, Complete_Graph_34_On_16_16_Chimera) +{ + clique_test(34, 16, 16, "imgs/Complete_Graph_34_On_16_16_Chimera/chimera_clique_34", false, false); +} + + +TEST(EmbeddingTest, Complete_Graph_25_On_8_8_Chimera) +{ + clique_test(25, 8, 8, "imgs/Complete_Graph_25_On_8_8_Chimera/chimera_clique_25", false, false); } TEST(EmbeddingTest, Basic_Cycle_8_Visualization) @@ -188,3 +211,11 @@ TEST(EmbeddingTest, ErdosRenyi_Chimera_7_7) suite.find_embedding(); ASSERT_TRUE(suite.connectsNodes()); } + +TEST(EmbeddingTest, DISABLED_RunMultipleTimes) +{ + for (int i = 0; i < 100; ++i) + { + clique_test(33, 16, 16, "imgs/Complete_Graph_33_On_16_16_Chimera/chimera_clique_33", false, false, false); + } +} \ No newline at end of file From 0c032a0d0862b7c3b8d98766c9e60a7e6ebc5446 Mon Sep 17 00:00:00 2001 From: Splines <37160523+Splines@users.noreply.github.com> Date: Tue, 10 May 2022 18:06:06 +0200 Subject: [PATCH 09/15] [Py] Improve embeddings (#19) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * ⚠ Overcomplicate logic for random chains We want to allow for more chain scenarios, e.g. add a random chain where both source and target node are in chains themselves. This led to overcomplicated code having to deal with chains that are placed on edges instead of nodes. Thus, this commit is a working example for better chain placement (although not perfect), but definitely needs to be redone in the next commits (e.g. using the already-used mapping from H to G instead of essentially redundant chains on edges). * Rename from_node->source, to_node->target This only affects the embedding and solver module. * Shift from edge to node supernode encoding Beforehand, we encoded supernodes using edge costs, e.g. edge with cost 0 was no chain, an edge with cost 1 indicated that the two nodes mapped to the same node_H, thus they belong to the same supernode. However, this was essentially redundant as we also stored the mapping between input graph H and hardware graph G in the mapping class. We leverage this class now and encode supernodes directly, thus getting rid of edge chains (remnants are still there, will clean up later). It might be worth to keep the term "chain" to indicate supernodes that consist of more than one node. This change makes the embedding itself worse, e.g. K4 does not work anymore. This is since we now also allow to merge random nodes to supernodes where both source and target are in chains. We need to implement the evolutionary strategy where we select the mutation that yields the best result, in our case where the most edges can be embedded (to achieve a "real" local maximum). Also changed: - Changed lists to sets in various places - Adapted drawing class to the new changes (to properly draw supernodes) - Made logging output more precise * Rewrite extend_random_supernode and fix bugs Split the method into multiple pieces for better readability and fixed several bugs that occurred due to wrong order of execution. It is still quirky that we can't embed edges freely since all nodes on that edge must have supernode (in the current implementation). That's why there are some special constructs, e.g. we need to discard nodes from sets to make sure not the change results after having embedded them in supernodes. There is room for improvement here. Fixed a really annoying bug: Sets in Python are returned by reference, so we got weird results since we used discard on them assuming we just altered the local variable. Now we copy the set. Fixed another, potential bug where we accidentally added selfloops to the embedding view graph. Also improved error messages. * Get rid of chain remnants Note that at this point, we still sometimes use the word "chain", however we don't use chains encoded on edges anymore, but now on nodes themselves. TODO: Unify usage of words "chain" and "supernode" throughout the code. * Explicitly use sets instead of lists * Draw supernode colors on nodes (not only on edges) Also slightly shifted labels of Chimera graph for better readability. * Change color brightness instead of transparency * Fix bug not operating on playground embedding * Fix bug forgot removing target from prev supernode * Init basic hill climbing (evolution) After each generation we also try to remove unnecessary edges. * Move supernode connectiveness check to embedding * Remove redundant nodes probabilistically * Implement articulation point algorithm (cut node) This way, we don't remove the wrong nodes in our graph that would disconnect the respective subgraph of supernodes (if removed). See https://www.geeksforgeeks.org/articulation-points-or-cut-vertices-in-a-graph/ and https://youtu.be/jFZsDDB0-vo as examples * Fix removal of redundant nodes Previously, we removed all nodes that were not articulation points for every supernode in one go. However, as we remove, the articulation points might change, so we need to recalculate them every time a node is removed. * Add strategy to extend supernode without shifting We don't shift the target node in this strategy. * Fix articulation point (don't include removed nodes) * Remove redundant nodes as last resort in the end Also switched to 5x5 Chimera cell * Outsource Initialization to own class * Refactor evolution and outsource mutation algorithms * Modularize supernode extension mutation algorithm Split into multiple methods for easier understanding. * Establish "extend supernode without shift" as own mutation Beforehand, this mutation was only a surrogate if the other strategy didn't work. We now establish it as full-value mutation and switch between the two mutations based on a random value. This also means that we now make sure in the shifting/bumping mutation that source and target are not from the same supernode since this would undermine the other strategy which is essentially this. * Fix wrong reset logic * Add "before all fails" strategy (remove redundancy) This will remove redundant supernode nodes if no mutation could be found at all in a generation. We will then try to generate new children again. * Adjust drawing of graph and disable logging We disable logging to achieve a better performance and also save less SVG images (every x image instead of every generation). Also tried to tune evolutionary params to get K12 embedded (with no success currently). * Add bias to random node selection We now favor nodes where the supernode has the least number of edges emedded in G compared to how many edges to other supernodes should be embedded. These percentages (actual divided by expected) change the uniform distribution of numpy's random choice function. We now use this new method for both strategies: - extend_random_supernode_to_free_neighbors as well as - extend_random_supernode (by "bumping") * Fix illegal choice of target node We didn't check whether the target is an articulation point in its own supernode for the "extend_random_supernode (by "bumping")" strategy. This led to a "break-up" of the graphs induced by the respective supernodes of the input graph H. * Favor smaller supernodes when extending Also plot the chances with matplotlib * Simplify remove redundancy --- .gitignore | 2 + python/src/drawing/draw.py | 48 +-- python/src/embedding/embedding.py | 42 ++- python/src/results/chances.txt | 2 + python/src/results/selection_chances.py | 36 ++ python/src/solver/embedding_solver.py | 426 +++++------------------ python/src/solver/evolution.py | 116 +++--- python/src/solver/initialization.py | 127 +++++++ python/src/solver/supernode_extension.py | 320 +++++++++++++++++ python/src/util/logging.py | 13 +- 10 files changed, 684 insertions(+), 448 deletions(-) create mode 100644 python/src/results/chances.txt create mode 100644 python/src/results/selection_chances.py create mode 100644 python/src/solver/initialization.py create mode 100644 python/src/solver/supernode_extension.py diff --git a/.gitignore b/.gitignore index 05588e2..e6f2ccb 100644 --- a/.gitignore +++ b/.gitignore @@ -7,6 +7,8 @@ external/lemon.tar.gz # Python __pycache__ +out/ +logs/ # Prerequisites *.d diff --git a/python/src/drawing/draw.py b/python/src/drawing/draw.py index 57374d3..7d6871f 100644 --- a/python/src/drawing/draw.py +++ b/python/src/drawing/draw.py @@ -7,6 +7,12 @@ class DrawEmbedding(): + def init_figure(self): + self.fig = plt.figure() + plt.subplots_adjust(left=0.0, right=1.0, + bottom=0.0, top=1.0, + wspace=0.1, hspace=0.1) + def __init__(self, m, n, t): self.total_steps = 0 @@ -22,13 +28,9 @@ def __init__(self, m, n, t): self.px = 1/plt.rcParams['figure.dpi'] # pixel in inches plt.rcParams.update({'axes.titlesize': 24}) - # Init figure - self.fig = plt.figure() - plt.subplots_adjust(left=0.0, right=1.0, - bottom=0.0, top=1.0, - wspace=0.1, hspace=0.1) - self.col = 0 + self.m = m + self.n = n self.init_chimera_graph(m, n, t) @@ -49,7 +51,7 @@ def draw_chimera_graph(self): # Labels # Shift labels - pos_labels = {node: [pos[0] - 0.025, pos[1]] + pos_labels = {node: [pos[0] - 0.020, pos[1]] for (node, pos) in self.pos_chimera.items()} nx.draw_networkx_labels(self.chimera_G, pos=pos_labels, @@ -143,31 +145,31 @@ def show_embedding(self): def draw_whole_embedding_step(self, nodes: set[int], edges: set[tuple[int, int, int]], mapping_G_to_H, title=''): - ax = self.construct_subplot_to_the_right() - ax.set_title(title) + self.init_figure() + self.fig.suptitle(title, fontsize=20) self.draw_chimera_and_embedding(nodes, edges, mapping_G_to_H) self.total_steps += 1 - def construct_subplot_to_the_right(self) -> Axes: - """Constructs a new subplot to the right.""" - self.col += 1 - gs = gridspec.GridSpec(1, self.col) + # def construct_subplot_to_the_right(self) -> Axes: + # """Constructs a new subplot to the right.""" + # self.col += 1 + # gs = gridspec.GridSpec(1, self.col) - # Reposition subplots - for i, ax in enumerate(self.fig.axes): - # ax.set_position(gs[i, 0].get_position(self.fig)) - ax.set_subplotspec(gs[0, i]) + # # Reposition subplots + # for i, ax in enumerate(self.fig.axes): + # # ax.set_position(gs[i, 0].get_position(self.fig)) + # ax.set_subplotspec(gs[0, i]) - # Add new subplot - ax = self.fig.add_subplot(gs[0, self.col-1]) - ax.set_position(gs[0, self.col-1].get_position(self.fig)) + # # Add new subplot + # ax = self.fig.add_subplot(gs[0, self.col-1]) + # ax.set_position(gs[0, self.col-1].get_position(self.fig)) - return ax + # return ax def save_and_clear(self, path): - self.fig.set_size_inches(self.total_steps*1000*self.px, 800*self.px) + self.fig.set_size_inches(self.m*3, self.n*3) self.fig.savefig(path, bbox_inches='tight') - plt.clf() + plt.close(self.fig) def change_brightness(color, amount=1): diff --git a/python/src/embedding/embedding.py b/python/src/embedding/embedding.py index 1dfafee..118cdf6 100644 --- a/python/src/embedding/embedding.py +++ b/python/src/embedding/embedding.py @@ -39,7 +39,10 @@ def get_embedded_nodes(self) -> set[int]: Returns: set[int]: The embedded nodes. """ - return self.G_embedding.get_embedded_nodes() + embedded_nodes = self.G_embedding.get_embedded_nodes() + if not embedded_nodes: + raise Exception('No nodes embedded yet') + return embedded_nodes def get_reachable_neighbors(self, source): return self.G_layout.get_neighbor_nodes(source) @@ -153,6 +156,36 @@ def get_mapping_G_to_H(self): def get_nodes_G(self, node_H: int) -> set[int]: return self.mapping.get_nodes_G(node_H) + def get_nodes_H(self) -> set[int]: + return self.H.get_nodes() + + def get_supernode_degree_percentages(self) -> dict[int, float]: + """Returns a dictionary of percentages for each supernode indicating + how many edges between supernodes are currently embedded in G compared + to how many should be as specified in the input graph H.""" + degree_percentages = {} + for source_H in self.H.get_nodes(): + expected_degree = len(self.H.get_neighbor_nodes(source_H)) + actual_degree = len(self.G_embedding_view.get_neighbor_nodes(source_H)) + degree_percentages[source_H] = actual_degree / expected_degree + return degree_percentages + + def _get_supernode_sizes(self) -> dict[int, int]: + supernode_sizes = {} + for source_H in self.H.get_nodes(): + supernode_nodes = self.get_nodes_in_supernode(source_H) + supernode_sizes[source_H] = len(supernode_nodes) + return supernode_sizes + + def get_sorted_supernodes_by_size(self) -> list[int]: + """Returns a list of sorted supernode keys according to their size + (how many nodes in the hardware graph they map onto). + """ + supernode_sizes = self._get_supernode_sizes() + # sort according to value (supernode size) + sorted_entries = sorted(supernode_sizes.items(), key=lambda item: item[1]) + return [entry[0] for entry in sorted_entries] + def try_embed_missing_edges(self) -> int: """Tries to embed missing edges if possible. @@ -191,10 +224,15 @@ def try_embed_missing_edges(self) -> int: return len(missing_edges_added) + def remove_redundancy(self) -> None: + self.remove_redundant_supernode_nodes() + self.remove_unnecessary_edges_between_supernodes() + def remove_unnecessary_edges_between_supernodes(self) -> None: """Tries to remove unnecessary edges, e.g. multiple edges between two supernodes. """ + logger.info('Remove unnecessary edges between supernodes') # For every supernode (chain) for supernode in self.H.get_nodes(): considered_supernodes = [] @@ -221,6 +259,7 @@ def remove_unnecessary_edges_between_supernodes(self) -> None: # this must be preserved by this method def remove_redundant_supernode_nodes(self): + logger.info('Removing redundant supernode nodes') for supernode in self.H.get_nodes(): self.remove_redundant_nodes_in_supernode(supernode) @@ -231,7 +270,6 @@ def remove_redundant_nodes_in_supernode(self, supernode) -> None: return removed_nodes = set() - while True: removed_in_this_iteration = False diff --git a/python/src/results/chances.txt b/python/src/results/chances.txt new file mode 100644 index 0000000..4baab79 --- /dev/null +++ b/python/src/results/chances.txt @@ -0,0 +1,2 @@ +[0.5 0. 0. 0. 0. 0.5 0. 0. 0. 0. 0. 0. ] +[0.06 0.01 0.1 0.07 0. 0.08 0.13 0.16 0.15 0.03 0.12 0.09] \ No newline at end of file diff --git a/python/src/results/selection_chances.py b/python/src/results/selection_chances.py new file mode 100644 index 0000000..63c1f8e --- /dev/null +++ b/python/src/results/selection_chances.py @@ -0,0 +1,36 @@ +import matplotlib.pyplot as plt +import numpy as np + +with open('./chances.txt', 'r') as f: + line1 = f.readline() + line2 = f.readline() + p1 = np.fromstring(line1[1:-1], sep=' ') + p2 = np.fromstring(line2[1:-1], sep=' ') + x = np.arange(len(p1)) + + +width = 0.35 # the width of the bars +fig, ax = plt.subplots(figsize=(14, 11)) +rects1 = ax.bar(x - width/2, p1, width, label='without increase') +rects2 = ax.bar(x + width/2, p2, width, label='with increase for small supernodes') + +ax.set_xticks(x, x) +ax.legend() +ax.set_ylim(0, 0.2) + +ax.bar_label(rects1, padding=3) +ax.bar_label(rects2, padding=3) +# fig.tight_layout() +plt.xlabel('Supernode') +plt.ylabel('Chance of selecting the supernode') +plt.title('Selection chances') +plt.show() + +# plt.ylim(0, 0.2) +# plt.plot(x, p1, marker='o', linestyle='--', label='without increase') +# plt.plot(x, p2, marker='o', linestyle='--', label='with increase for small supernodes') +# plt.xlabel('Supernodes') +# plt.ylabel('Chance of selecting a supernode') +# plt.title('Selection chances') +# plt.legend() +# plt.show() diff --git a/python/src/solver/embedding_solver.py b/python/src/solver/embedding_solver.py index 9d300e6..6c5e33e 100644 --- a/python/src/solver/embedding_solver.py +++ b/python/src/solver/embedding_solver.py @@ -1,15 +1,23 @@ import logging import random +from dataclasses import dataclass from typing import Optional -from src.embedding.embedding import Embedding, NoFreeNeighborNodes +from src.embedding.embedding import Embedding from src.graph.undirected_graph import UndirectedGraphAdjList -from src.util.stack import Stack -from src.util.util import any_of_one_in_other, get_first_from +from src.solver.initialization import Initialization +from src.solver.supernode_extension import SupernodeExtension logger = logging.getLogger('evolution') +@dataclass +class EvolutionParams(): + population_size: int + max_mutation_trials: int + mutation_extend_to_free_neighbors_probability: float + + class EmbeddingSolver(): def __init__(self, H: UndirectedGraphAdjList): @@ -17,370 +25,94 @@ def __init__(self, H: UndirectedGraphAdjList): if H.nodes_count < 2: raise NameError('The minor to embed must have at least two nodes') - self.embedding = Embedding(H) - self.non_viable_mutations = [] - - def init_basic_path(self) -> None: - """Inits the graph as path graph starting from vertex 0 in the Chimera graph. - The length is determined by the number of vertices of the minor to embed. - """ - # Init with path graph as long as H - # TODO: what if no path graph embedding is possible? When is this the case? - # Start at vertex 0 - source = 0 - for _ in range(self.H.nodes_count-1): - # Choose random neighbor - neighbors = self.embedding.get_free_neighbors(source) - target = random.choice(list(neighbors)) - - # Embed - self.embedding.embed_edge(source, target) - - source = target - - def init_bfs(self): - """Traverses through H and inits graph H usugin breadth first search on H.""" - # Mark all vertices as not visited - visited = [False] * self.H.nodes_count - - queue = [] - - # Mark source node as visited - h = 0 # start with node 0 in graph H - queue.append(h) - visited[h] = True - - while queue: - # Dequeue node & get neighbors - h = queue.pop(0) - neighbors_h = self.H.get_neighbor_nodes(h) - # Filter out already visited nodes in H - neighbors_h = [h for h in neighbors_h - if not visited[h]] - - # Embed edges to all neighbors - if h == 0: - g = 0 # start with node 0 for embedding in graph G - else: - gs = self.embedding.get_nodes_G(h) - g = get_first_from(gs) - - free_neighbors_g = self.embedding.get_free_neighbors(g) - if len(free_neighbors_g) < len(neighbors_h): - raise RuntimeError( - 'Not enough free neighbors to embed node of H in G (breadth first search)') - - for neighbor_h in neighbors_h: - neighbor_h_on_g = self.embedding.get_nodes_G( - neighbor_h) - # Neighbor already embedded embedded? - if neighbor_h_on_g: - # Try to add edge - if self.embedding.exists_edge(g, neighbor_h_on_g): - self.embedding.embed_edge_with_mapping( - h, g, neighbor_h, neighbor_h_on_g) - else: - # do nothing (this edge is added later using chains) - pass - else: - # Choose random free neighbor - to_g = random.choice(list(free_neighbors_g)) - free_neighbors_g.remove(to_g) - - # Embed - self.embedding.embed_edge_with_mapping( - h, g, neighbor_h, to_g) - logger.info(f'Embedded edge: {g}-{to_g}') + self._embedding = Embedding(H) + self.initialization = Initialization(self._embedding) + self._supernode_extension = SupernodeExtension(self._embedding) - # Prepare queue to continue with adjacent nodes - queue.append(neighbor_h) - visited[h] = True - - def init_dfs(self): - """Inits G using depth first search.""" - visited = [False] * self.H.nodes_count - recursion_stack = Stack() - self.dfs(0, visited, recursion_stack) # start with node 0 - - def dfs(self, to_h, visited, recursion_stack: Stack): - """Depth first search recurion""" - # Update status (visited array & recursion stack) - from_h = recursion_stack.peek() # peek first - recursion_stack.push(to_h) # then push - visited[to_h] = True - - if from_h != None: # from_h is None at the initial call of dfs() - # Get from_g - if from_h == 0: - from_g = 0 - else: - from_g = self.embedding.get_nodes_G(from_h) - from_g = get_first_from(from_g) # no chains yet - - free_neighbors_g = self.embedding.get_free_neighbors(from_g) - to_g = random.choice(list(free_neighbors_g)) - - # Embed - self.embedding.embed_edge_with_mapping( - from_h, from_g, to_h, to_g) - - # DFS recursion - neighbors_h = self.H.get_neighbor_nodes(to_h) - for neighbor_h in neighbors_h: - if not visited[neighbor_h]: - self.dfs(neighbor_h, visited, recursion_stack) - - recursion_stack.pop() + def initialize_embedding(self): + self.initialization.init_dfs() + self._local_maximum() def get_embedding(self): - return self.embedding.get_embedding(G_to_H_mapping=True) + return self._embedding.get_embedding(G_to_H_mapping=True) def commit(self, playground: Embedding): - self.embedding = playground - self.reset() - - def reset(self): - self.non_viable_mutations = [] - - def _choose_random_embedded_node(self) -> Optional[int]: - embedded_nodes = self.embedding.get_embedded_nodes() - if not embedded_nodes: - logger.info('❌ No nodes embedded yet') - return None - source = random.choice(list(embedded_nodes)) - return source - - def extend_random_supernode_to_free_neighbors(self) -> None: - logger.info('Trying to extend random supernode to free neighbors') - - embedded_nodes = self.embedding.get_embedded_nodes() - if not embedded_nodes: - logger.info('❌ No nodes embedded yet') - return - - max_trials = 10 - tried_nodes = set() - for _ in range(min(len(embedded_nodes), max_trials)): - source = random.choice(list(embedded_nodes - tried_nodes)) - - # Check free neighbors - try: - free_neighbors = self.embedding.get_free_neighbors(source) - except: - tried_nodes.add(source) - continue - - target = random.choice(list(free_neighbors)) - self.embedding.construct_supernode(source, target) - logger.info(f'-> Extended node {source} to {target}') - - return - - logger.info('-> ❌ failed') - - def extend_random_supernode(self): - """Randomly merges two nodes into one super node or extends existing - super nodes by merging another node into it. This process might also - create up to two new super nodes.""" - source = self._choose_random_embedded_node() - if not source: - return None - - # Choose target - targets = self.embedding.get_embedded_neighbors(source) - target = random.choice(list(targets)) - - logger.info(f'🔗🔗 Trying to construct supernode: {source}, {target}') - - # Avoid unnecessary calculations - if (source, target) in self.non_viable_mutations: - logger.info('❌ Already considered but not viable -> skip') - return None - - # Get free neighbors - try: - target_free_neighbors = self.embedding.get_free_neighbors(target) - except NoFreeNeighborNodes: - logger.info(f'❌ Target {target} has no free neighbors') - return None - - playground = self.embedding.get_playground() - - # Both nodes in same supernode? - if (playground.get_supernode(source) == playground.get_supernode(target)): - logger.info(f'🔗 Source ({source}) and target ({target}) node ' - + 'are in same supernode -> Easy chain extension') - shifted_target = random.choice(list(target_free_neighbors)) - playground.construct_supernode(target, shifted_target) - return playground - - # Adjust so that new super node placement is viable - target_neighbors = self.embedding.get_embedded_neighbors(target) - # no need to reach source from shifted_target - target_neighbors.discard(source) - logger.info(f'Target neighbors are: {target_neighbors}') - - # --- Try out possible positions for shifted_target - # Always check if we can reach all super nodes previously connected - # to target from the shifted_target - for shifted_target in target_free_neighbors: - logger.info(f'▶ Try out shifted target on node: {shifted_target}') - res = self._construct_supernode_with_shifted_target(playground, source, target, - shifted_target, target_neighbors) - if res: - return res - - # If it didn't work, mark the mutation as failed - self.non_viable_mutations.append((source, target)) - logger.info('❌ No viable supernode placement') - return None - - def get_reachable_node_in_neighbor_supernode(self, playground: Embedding, ignore_neighbors: set[int], - reachable: set[int], neighbor: int) -> Optional[int]: - """We need to discard some nodes here as they are not actually part of the - neighbor supernode. This is because we construct supernodes first to be - able to embed edges correctly. However, we then need to compare with - the a priori state and not this temporary state, which is why we - have to discard some nodes.""" - neighbor_supernode = playground.get_supernode(neighbor) - neighbor_supernode_nodes = playground.get_nodes_in_supernode(neighbor_supernode) - for ignore in ignore_neighbors: - neighbor_supernode_nodes.discard(ignore) - - logger.info(f'? Can we reach neighbor {neighbor} ' - f'(supernode: {neighbor_supernode} -> {neighbor_supernode_nodes})') - reachable_neighbor = any_of_one_in_other(reachable, neighbor_supernode_nodes) - return reachable_neighbor - - def _construct_supernode_with_shifted_target(self, playground: Embedding, source: int, target: int, - shifted_target: int, target_neighbors: set[int]) -> Optional[Embedding]: - """Tries to embed the shifted target, so that the node placement is viable. - - This means that we check if the new place for ``target`` - which is - ``shifted_target`` - allows for the following edges: - - ``target`` - ``shifted_target`` - - ``shifted_target`` - ``target_neighbors`` (all embedded ``target`` neighbors) - """ - playground = self.embedding.get_playground() - - target_original_supernode = playground.get_supernode(target) - - # Get reachable neighbors - # has to be calculated prior to supernode handover (!) - shifted_target_reachable = \ - playground.get_reachable_neighbors(shifted_target) - shifted_target_reachable.discard(source) # no need to check this - shifted_target_reachable.discard(target) # no need to check this + self._embedding = playground + self._supernode_extension = SupernodeExtension(self._embedding) + + def generate_population_and_select(self, params: EvolutionParams) -> Optional[Embedding]: + """Generates a new population & selects and returns the best individual + from it.""" + population = self._generate_children(params) + if not population: + population = self.last_trial(params) + if not population: + logger.info(f'🔳 Population generation failed') + return None - # supernode handover from target to shifted_target - playground.construct_supernode(target, shifted_target) - playground.construct_supernode(source, target) + if len(population) < params.population_size: + logger.info(f'🔳 {params.max_mutation_trials} mutations to construct ' + ' a new child failed, will return a smaller population: ' + f'{len(population)}/{params.population_size}') - if not target_neighbors: - logger.info(f'No target neighbors to check: {target_neighbors}') - return playground + selected_population = self._select_best_child(population) + return selected_population - # --- Check that previous connections still work - # --- Try with one chain first - neighbors_done = set() - for neighbor in target_neighbors: - target_neighbor = self.get_reachable_node_in_neighbor_supernode( - playground, {shifted_target}, shifted_target_reachable, neighbor) + def last_trial(self, params: EvolutionParams) -> Optional[list[Embedding]]: + """Try to remove unnecessary supernode nodes and generate a new population""" + logger.info(f'🔳 Last trial, remove redundant nodes') + self._embedding.remove_redundancy() + return self._generate_children(params) - if target_neighbor != None: - logger.info(f'Could reach {target_neighbor}') - neighbors_done.add(neighbor) - playground.embed_edge(shifted_target, target_neighbor) - else: - logger.info(f'Could not reach ' - f'(reachable nodes are: {shifted_target_reachable})') - # Continue normally with next neighbor as next one might be - # reachable with this strategy (we then try to reach the - # remaining neighbors with the next strategy down below) + def _generate_children(self, params: EvolutionParams) -> list[Embedding]: + """Generates children (Embeddings) for one population.""" + population = [] # list of Embeddings - # Check if this strategy was successfull - if neighbors_done == target_neighbors: - if playground.check_supernode_connectiveness(target_original_supernode): - logger.info(f'Worked with 1st strategy (seldom !)') - return playground + for i in range(params.population_size): + child = self._generate_child(params, i) + if child: + population.append(child) else: - logger.info(f'Supernode sanity not ensured.') - return None - - # --- Try out to construct another chain to see if we can reach - # remaining neighbors - try: - shifted_target_free_neighbors = playground.get_free_neighbors(shifted_target) - except NoFreeNeighborNodes: - logger.info(f'Could not construct another supernode ' - f'from shifted_target: {shifted_target} ' - f'(no free neighbor of shifted_target)') - return None - shifted_target_partner = get_first_from(shifted_target_free_neighbors) - - logger.info(f'🔗 Trying to construct another supernode: ' - f'{shifted_target}, {shifted_target_partner}') - # Chain shifted target and shifted target partner - # prior to calling this, we need to make sure that shifted_target - # now has the prior supernode of target - # The call itself needs to take place prior to embedding edges outgoing - # from shifted_target_partner (otherwise shifted_target_partner would - # not have a viable supernode) - playground.construct_supernode(shifted_target, shifted_target_partner) + # early return as it is unlikely that we will be able + # to generate more children + return population - # Do not try to compute shifted_target reachable again here (!) - # as these are different now since shifted_target has the previous - # supernode of target - shifted_target_partner_reachable = \ - playground.get_reachable_neighbors(shifted_target_partner) - shifted_target_partner_reachable.discard(source) # no need to check this - shifted_target_partner_reachable.discard(target) # no need to check this + return population - for neighbor in target_neighbors: - if neighbor in neighbors_done: - continue + def _generate_child(self, params: EvolutionParams, child_number: int) -> Optional[Embedding]: + logger.info('') + logger.info(f'--- Try find a new viable mutation') - target_neighbor = self.get_reachable_node_in_neighbor_supernode( - playground, {shifted_target, shifted_target_partner}, shifted_target_partner_reachable, neighbor) - - if target_neighbor != None: - logger.info(f'Could reach (with 2nd chain) {target_neighbor}') - playground.embed_edge(shifted_target_partner, target_neighbor) + for _ in range(params.max_mutation_trials): + logger.info('--- MUTATION') + if random.random() < params.mutation_extend_to_free_neighbors_probability: + mutation = self._supernode_extension.extend_random_supernode_to_free_neighbors() else: - logger.info(f'Could also not reach (reachable nodes are: ' - f'{shifted_target_partner_reachable})') - return None # did not achieve a viable mutation even with 2nd strategy - - if playground.check_supernode_connectiveness(target_original_supernode): - return playground - else: - logger.info(f'Supernode sanity not ensured.') - return None + mutation = self._supernode_extension.extend_random_supernode() - def mutate(self) -> Optional[Embedding]: - """ - Mutates the embedding. Supports adding random chains rights now. - """ - logger.info('--- MUTATION') - # --- Delete & Insert edge - # Delete an edge between two random nodes that were already embedded. - # Insert a new edge between two other random nodes that were already embedded. + if mutation: + logger.info(f'💚 Valid mutation for child {child_number}') + return mutation - # Add random chain - return self.extend_random_supernode() + logger.info(f'🔳 All {params.max_mutation_trials} mutations failed, ' + 'could not construct a child -> Abort') + return None - # TODO: Remove chain mutation + def _select_best_child(self, population: list[Embedding]): + logger.info('') + logger.info('Select best child') - # --- Perspective change - # TODO: with low probability: view reduced graph from completely different view - # maybe from this perspective, we can leverage some better mutations - # and reduce the costs faster + # Try to optimize to local maximum first + improvements = [] + for i, child in enumerate(population): + logger.info(f'💚 Checking local optima for child {i}') + improvements.append(child.try_embed_missing_edges()) - def remove_redundant_supernode_nodes(self): - self.embedding.remove_redundant_supernode_nodes() + best_child_index = improvements.index(max(improvements)) + return population[best_child_index] - def local_maximum(self) -> int: - return self.embedding.try_embed_missing_edges() + def _local_maximum(self) -> int: + return self._embedding.try_embed_missing_edges() def found_embedding(self) -> bool: - return self.embedding.is_valid_embedding() + return self._embedding.is_valid_embedding() diff --git a/python/src/solver/evolution.py b/python/src/solver/evolution.py index 0663ef7..cb7164c 100644 --- a/python/src/solver/evolution.py +++ b/python/src/solver/evolution.py @@ -2,10 +2,12 @@ import os import shutil from random import random +from typing import Optional from src.drawing.draw import DrawEmbedding +from src.embedding.embedding import Embedding from src.graph.test_graph import TestGraph -from src.solver.embedding_solver import EmbeddingSolver +from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams from src.util.logging import init_logger init_logger() @@ -14,12 +16,15 @@ ################################# Params ####################################### +params = EvolutionParams( + population_size=12, + max_mutation_trials=30, + mutation_extend_to_free_neighbors_probability=0.3 # should be <=0.5 +) + max_total = 1 -max_mutations_trials = 30 -population_size = 7 -max_generations = 300 -remove_redundant_nodes_probability = 0.1 -mutation_trials_until_extend_to_free_neighbors = int(max_mutations_trials / 2) +max_generations = 1000 +remove_redundancy_probability = 0.01 ############################### Evolution ###################################### @@ -55,8 +60,7 @@ def main(d: DrawEmbedding) -> bool: H = TestGraph.k(12) solver = EmbeddingSolver(H) - solver.init_dfs() - solver.local_maximum() + solver.initialize_embedding() save_embedding(*solver.get_embedding(), d, -1, title=f'Initial embedding') @@ -68,67 +72,28 @@ def main(d: DrawEmbedding) -> bool: # --- Start solver for i in range(max_generations): - logger.info('') - logger.info(f'🔄 Generation: {i}') - - # Generate children for one population - population = [] # list of Embeddings - last_trial_used = False - for _ in range(population_size): - logger.info('') - logger.info(f'--- Try find a new viable mutation') - mutation = None - - for trial, mutation in enumerate(range(max_mutations_trials)): - # Do one mutation - logger.info('--- MUTATION') - mutation = solver.extend_random_supernode() - if mutation: - population.append(mutation) - break # try to construct next child - elif trial >= mutation_trials_until_extend_to_free_neighbors: - solver.extend_random_supernode_to_free_neighbors() - - if not mutation: - if not len(population): - if not last_trial_used: - # Before all fails: try to remove unnecessary supernode nodes - # and try once more - solver.remove_redundant_supernode_nodes() - logger.info(f'🔳 Last trial, remove redundant nodes') - continue - else: - logger.info(f'🔳 All {max_mutations_trials} mutations failed, ' - 'could not construct a single child -> Abort') - return False - else: - logger.info(f'🔳 {max_mutations_trials} mutations to construct ' - ' a new child failed, will continue ' - f'with smaller population: {len(population)}/{population_size}') - # break early since it is improbable that we will be able - # to generate more children - break - - # Choose best child - improvements = [mutation.try_embed_missing_edges() for mutation in population] - best_mutation_index = improvements.index(max(improvements)) - best_mutation = population[best_mutation_index] - - # Leave room for next generation - if random() < remove_redundant_nodes_probability: - logger.info('Try to remove redundant supernode nodes') - best_mutation.remove_redundant_supernode_nodes() - # best_mutation.remove_unnecessary_edges_between_supernodes() - - solver.commit(best_mutation) - - # Save every x generations - save_embedding(*solver.get_embedding(), d, i, - title=f'Generation {i}') - - # Check if we found valid embedding - if best_mutation.is_valid_embedding(): + child = do_one_generation(i, solver) + + if not child: + logger.info('🔳 Stopping algorithm...') + return False + + solver.commit(child) + + # Save embedding every x steps + save_embedding_steps = 50 + if (i % save_embedding_steps == 0) \ + or (i == max_generations - 2) or (i == max_generations - 1): + save_embedding(*solver.get_embedding(), d, i, + title=f'Generation {i}') + + # Check if done + if child.is_valid_embedding(): + child.remove_redundancy() + save_embedding(*solver.get_embedding(), d, i, + title=f'Generation {i} (final with redundancy removed)') logger.info('🎉🎉🎉🎉🎉🎉 Found embedding') + print('🎉🎉🎉🎉🎉🎉 Found embedding') return True else: logger.info('✅ Generation passed') @@ -136,6 +101,21 @@ def main(d: DrawEmbedding) -> bool: return False +def do_one_generation(i: int, solver: EmbeddingSolver) -> Optional[Embedding]: + logger.info('') + logger.info(f'🔄 Generation: {i}') + + child = solver.generate_population_and_select(params) + if not child: + return None + + # Leave "room" on graph for next generation + if random() < remove_redundancy_probability: + child.remove_redundancy() + + return child + + ################################ Output ######################################## def output_embedding(nodes, edges, mapping_G_to_H, d: DrawEmbedding): diff --git a/python/src/solver/initialization.py b/python/src/solver/initialization.py new file mode 100644 index 0000000..d3b407b --- /dev/null +++ b/python/src/solver/initialization.py @@ -0,0 +1,127 @@ +import logging +import random + +from src.embedding.embedding import Embedding +from src.util.stack import Stack +from src.util.util import get_first_from + +logger = logging.getLogger('evolution') + + +class Initialization(): + + def __init__(self, embedding: Embedding) -> None: + self._embedding = embedding + + def init_basic_path(self) -> None: + """Inits the graph as path graph starting from vertex 0 in the Chimera graph. + The length is determined by the number of vertices of the minor to embed. + """ + # Init with path graph as long as H + # TODO: what if no path graph embedding is possible? When is this the case? + # Start at vertex 0 + + source = 0 + for _ in range(self._embedding.H.nodes_count-1): + # Choose random neighbor + neighbors = self._embedding.get_free_neighbors(source) + target = random.choice(list(neighbors)) + + # Embed + self._embedding.embed_edge(source, target) + + source = target + + def init_bfs(self): + """Traverses through H and inits graph H usugin breadth first search on H.""" + # Mark all vertices as not visited + visited = [False] * self._embedding.H.nodes_count + + queue = [] + + # Mark source node as visited + h = 0 # start with node 0 in graph H + queue.append(h) + visited[h] = True + + while queue: + # Dequeue node & get neighbors + h = queue.pop(0) + neighbors_h = self._embedding.H.get_neighbor_nodes(h) + # Filter out already visited nodes in H + neighbors_h = [h for h in neighbors_h + if not visited[h]] + + # Embed edges to all neighbors + if h == 0: + g = 0 # start with node 0 for embedding in graph G + else: + gs = self._embedding.get_nodes_G(h) + g = get_first_from(gs) + + free_neighbors_g = self._embedding.get_free_neighbors(g) + if len(free_neighbors_g) < len(neighbors_h): + raise RuntimeError( + 'Not enough free neighbors to embed node of H in G (breadth first search)') + + for neighbor_h in neighbors_h: + neighbor_h_on_g = self._embedding.get_nodes_G( + neighbor_h) + # Neighbor already embedded embedded? + if neighbor_h_on_g: + # Try to add edge + if self._embedding.exists_edge(g, neighbor_h_on_g): + self._embedding.embed_edge_with_mapping( + h, g, neighbor_h, neighbor_h_on_g) + else: + # do nothing (this edge is added later using chains) + pass + else: + # Choose random free neighbor + to_g = random.choice(list(free_neighbors_g)) + free_neighbors_g.remove(to_g) + + # Embed + self._embedding.embed_edge_with_mapping( + h, g, neighbor_h, to_g) + logger.info(f'Embedded edge: {g}-{to_g}') + + # Prepare queue to continue with adjacent nodes + queue.append(neighbor_h) + visited[h] = True + + def init_dfs(self): + """Inits G using depth first search.""" + visited = [False] * self._embedding.H.nodes_count + recursion_stack = Stack() + self._dfs(0, visited, recursion_stack) # start with node 0 + + def _dfs(self, to_h, visited, recursion_stack: Stack): + """Depth first search recurion""" + # Update status (visited array & recursion stack) + from_h = recursion_stack.peek() # peek first + recursion_stack.push(to_h) # then push + visited[to_h] = True + + if from_h != None: # from_h is None at the initial call of dfs() + # Get from_g + if from_h == 0: + from_g = 0 + else: + from_g = self._embedding.get_nodes_G(from_h) + from_g = get_first_from(from_g) # no chains yet + + free_neighbors_g = self._embedding.get_free_neighbors(from_g) + to_g = random.choice(list(free_neighbors_g)) + + # Embed + self._embedding.embed_edge_with_mapping( + from_h, from_g, to_h, to_g) + + # DFS recursion + neighbors_h = self._embedding.H.get_neighbor_nodes(to_h) + for neighbor_h in neighbors_h: + if not visited[neighbor_h]: + self._dfs(neighbor_h, visited, recursion_stack) + + recursion_stack.pop() diff --git a/python/src/solver/supernode_extension.py b/python/src/solver/supernode_extension.py new file mode 100644 index 0000000..6f785cc --- /dev/null +++ b/python/src/solver/supernode_extension.py @@ -0,0 +1,320 @@ +import logging +import random +from collections import namedtuple +from dataclasses import dataclass +from typing import Optional + +import numpy as np +from src.embedding.articulation_point import ArticulationPointCalculator +from src.embedding.embedding import Embedding, NoFreeNeighborNodes +from src.util.util import any_of_one_in_other, get_first_from + +SourceTargetPair = namedtuple('SourceTargetPair', 'source target') +logger = logging.getLogger('evolution') + + +@dataclass +class TargetParams(): + target: int + target_supernode: int + shifted_target: int + target_neighbors: set[int] + + +class SupernodeExtension(): + + def __init__(self, embedding: Embedding) -> None: + self._embedding = embedding + self._non_viable_extensions = [] + self.selection_chances = [] + + def extend_random_supernode_to_free_neighbors(self) -> Optional[Embedding]: + """Chooses a random supernode and extends it to a free neighbor.""" + logger.info('Trying to extend random supernode to free neighbors') + playground = self._embedding.get_playground() + + supernode = self._choose_random_supernode_with_bias() + supernode_nodes = self._embedding.get_nodes_in_supernode(supernode) + + max_trials = 10 + tried_nodes = set() + for _ in range(min(len(supernode_nodes), max_trials)): + source = random.choice(list(supernode_nodes - tried_nodes)) + + try: + free_neighbors = playground.get_free_neighbors(source) + except: + tried_nodes.add(source) + continue + + target = random.choice(list(free_neighbors)) + playground.construct_supernode(source, target) + logger.info(f'-> Extended node {source} (supernode: {supernode}) to {target}') + return playground + + logger.info(f'-> ❌ failed (for supernode {supernode})') + return None + + def _choose_random_supernode_with_bias(self) -> int: + """Randomly chooses a supernode from H such that supernodes, which have + the least number of edges to other supernodes embedded in G, are favored. + We also favor supernodes that have the smallest number of nodes. + Thus, we won't pick an element according to a uniform distribution, but to + a custom one (using numpy). + """ + supernodes = list(self._embedding.get_nodes_H()) + + if not len(self.selection_chances): + degree_percentages = self._embedding.get_supernode_degree_percentages() + + # Favor smaller supernodes + # Those get assigned an increased chance of being selected + max_favor_small_supernodes = 0.7 * max(degree_percentages.values()) + lin_increases = np.linspace( + max_favor_small_supernodes, 0, num=len(supernodes)) + supernodes_sorted = self._embedding.get_sorted_supernodes_by_size() + # we use the supernodes as indices for the linspace of increases here + increases = [lin_increases[node] for node in supernodes_sorted] + + # Calculate selection chances + selection_chances = np.array([(1-p) for p in degree_percentages.values()]) + selection_chances_without_increase = np.copy(selection_chances) + selection_chances_without_increase *= 1 / \ + np.sum(selection_chances_without_increase) + selection_chances += increases + selection_chances *= 1 / np.sum(selection_chances) + self.selection_chances = selection_chances + + np.set_printoptions(precision=2) + logger.info( + f'Selection chances (without increases) are: {selection_chances_without_increase}') + logger.info(f'Selection chances are: {selection_chances}') + + # Choose according to calculated chances + supernode = np.random.choice(supernodes, p=self.selection_chances) + return supernode + + def extend_random_supernode(self) -> Optional[Embedding]: + """Chooses a random supernode and extends it to an already embedded + neighbor node by "bumping" the neighbor to one of its free neighbors. + + When the embedded neighbor is bumped to a free neighbor, this algorithm + might construct another supernode for the neighbor in order to reach + every node that could previously be reached from the neighbor node.""" + pair = self._choose_source_and_target() + if not pair: + return None + source, target = pair.source, pair.target + logger.info(f'🔗🔗 Trying to construct: {source}, {target}') + if (source, target) in self._non_viable_extensions: + logger.info('❌ Already considered but not viable -> skip') + # TODO: Don't count this case as wasted mutation + return None + + try: + target_free_neighbors = self._embedding.get_free_neighbors(target) + except NoFreeNeighborNodes: + logger.info(f'❌ Target {target} has no free neighbors') + return None + + playground = self._embedding.get_playground() + + # --- Try out possible positions for shifted_target + # Always check if we can reach all super nodes previously connected + # to target from the shifted_target + target_neighbors = playground.get_embedded_neighbors(target) + target_neighbors.discard(source) # no need to reach source from shifted_target + target_supernode = playground.get_supernode(target) + logger.info(f'Target neighbors are: {target_neighbors}') + + for shifted_target in target_free_neighbors: + logger.info(f'▶ Try out shifted target on node: {shifted_target}') + p = TargetParams(target, target_supernode, shifted_target, target_neighbors) + res = self._construct_supernode_with_shifted_target(playground, source, p) + if res: + return res + + # If it didn't work, mark the mutation as failed + self._non_viable_extensions.append((source, target)) + logger.info('❌ No viable supernode placement') + return None + + def _choose_random_embedded_node(self) -> int: + embedded_nodes = self._embedding.get_embedded_nodes() + node = random.choice(list(embedded_nodes)) + return node + + def _construct_supernode_with_shifted_target(self, + playground: Embedding, + source: int, + p: TargetParams) -> Optional[Embedding]: + """Tries to embed the shifted target, so that the node placement is viable. + + This means that we check if the new place for ``target`` - which is + ``shifted_target`` - allows for the following edges: + - ``target`` - ``shifted_target`` + - ``shifted_target`` - ``target_neighbors`` (all embedded ``target`` neighbors) + """ + # Get reachable neighbors + # has to be calculated prior to supernode handover (!) + shifted_target_reachable = playground.get_reachable_neighbors(p.shifted_target) + shifted_target_reachable.discard(source) + shifted_target_reachable.discard(p.target) + + # supernode handover from target to shifted_target + playground.construct_supernode(p.target, p.shifted_target) + playground.construct_supernode(source, p.target) + + if not p.target_neighbors: + logger.info(f'No target neighbors to check: {p.target_neighbors}') + return playground + + # Check that previous connections still work + res, neighbors_done = self._construct_with_one_chain( + playground, p, shifted_target_reachable) + if not res: + res = self._construct_with_another_chain( + playground, source, p, neighbors_done) + if not res: + return None + + # Check if strategy really worked + if res.check_supernode_connectiveness(p.target_supernode): + return res + else: + logger.info(f'Supernode sanity not ensured.') + return None + + def _construct_with_one_chain(self, playground: Embedding, p: TargetParams, + shifted_target_reachable: set[int]) -> tuple[Optional[Embedding], set[int]]: + """Tries to construct the supernode extension with just one chain.""" + neighbors_done = set() + + for neighbor in p.target_neighbors: + target_neighbor = self.get_reachable_node_in_neighbor_supernode( + playground, neighbor, {p.shifted_target}, shifted_target_reachable) + + if target_neighbor != None: # might be node "0" + logger.info(f'Could reach {target_neighbor}') + neighbors_done.add(neighbor) + playground.embed_edge(p.shifted_target, target_neighbor) + else: + logger.info(f'Could not reach ' + f'(reachable nodes are: {shifted_target_reachable})') + # Continue normally with next neighbor as next one might be + # reachable with this strategy (we then try to reach the + # remaining neighbors with the next strategy down below) + + return playground, neighbors_done + + def _construct_with_another_chain(self, playground: Embedding, source: int, + p: TargetParams, neighbors_done: set[int]) -> Optional[Embedding]: + """Tries to construct another chain to see if we can reach + remaining neighbors.""" + try: + shifted_target_free_neighbors = playground.get_free_neighbors( + p.shifted_target) + except NoFreeNeighborNodes: + logger.info(f'Could not construct another supernode ' + f'from shifted_target: {p.shifted_target} ' + f'(no free neighbor of shifted_target)') + return None + shifted_target_partner = get_first_from(shifted_target_free_neighbors) + + logger.info(f'🔗 Trying to construct another supernode: ' + f'{p.shifted_target}, {shifted_target_partner}') + # Chain shifted target and shifted target partner + # prior to calling this, we need to make sure that shifted_target + # now has the prior supernode of target + # The call itself needs to take place prior to embedding edges outgoing + # from shifted_target_partner (otherwise shifted_target_partner would + # not have a viable supernode) + playground.construct_supernode(p.shifted_target, shifted_target_partner) + + # Do not try to compute shifted_target reachable again here (!) + # as these are different now since shifted_target has the previous + # supernode of target + shifted_target_partner_reachable = playground.get_reachable_neighbors( + shifted_target_partner) + shifted_target_partner_reachable.discard(source) + shifted_target_partner_reachable.discard(p.target) + + for neighbor in p.target_neighbors: + # Already checked neighbors with the one-chain strategy + if neighbor in neighbors_done: + continue + + target_neighbor = self.get_reachable_node_in_neighbor_supernode( + playground, neighbor, {p.shifted_target, shifted_target_partner}, + shifted_target_partner_reachable) + + if target_neighbor != None: + logger.info(f'Could reach (with 2nd chain) {target_neighbor}') + playground.embed_edge(shifted_target_partner, target_neighbor) + else: + logger.info(f'Could also not reach (reachable nodes are: ' + f'{shifted_target_partner_reachable})') + return None # did not achieve a viable mutation even with 2nd strategy + + return playground + + def get_reachable_node_in_neighbor_supernode(self, playground: Embedding, + neighbor: int, ignore_neighbors: set[int], + reachable: set[int]) -> Optional[int]: + """We need to discard some nodes here as they are not actually part of the + neighbor supernode. This is because we construct supernodes first to be + able to embed edges correctly. However, we then need to compare with + the a priori state and not this temporary state, which is why we + have to discard some nodes.""" + neighbor_supernode = playground.get_supernode(neighbor) + neighbor_supernode_nodes = playground.get_nodes_in_supernode(neighbor_supernode) + for ignore in ignore_neighbors: + neighbor_supernode_nodes.discard(ignore) + + logger.info(f'? Can we reach neighbor {neighbor} ' + f'(supernode: {neighbor_supernode} -> {neighbor_supernode_nodes})') + reachable_neighbor = any_of_one_in_other(reachable, neighbor_supernode_nodes) + return reachable_neighbor + + def _choose_source_and_target(self) -> Optional[SourceTargetPair]: + supernode = self._choose_random_supernode_with_bias() + supernode_nodes = self._embedding.get_nodes_in_supernode(supernode) + + max_trials = 5 + for _ in range(max_trials): + source = random.choice(list(supernode_nodes)) + target = self._choose_neighbor_not_in_same_supernode(source, supernode) + if target: + return SourceTargetPair(source, target) + + logger.info(f'❌ Could not find a valid source/target pair') + return None + + def _choose_neighbor_not_in_same_supernode(self, source: int, + source_supernode: int) -> Optional[int]: + """Tries to randomly choose a neighbor (target) for the given source node + that is not in the same supernode as the source node AND that is not + an articulation point in its own supernode. + Returns nothing if this condition cannot be met for the given source node + and its neighbors.""" + targets_orig = self._embedding.get_embedded_neighbors(source) + targets = [] + for target in targets_orig: + # Is target in the same supernode as source? + if self._embedding.get_supernode(target) == source_supernode: + continue + + # Is target an articulation point? + target_supernode_nodes = self._embedding.get_nodes_in_supernode_of(target) + articulation_points = ArticulationPointCalculator(self._embedding.G_embedding)\ + .calc_articulation_points(target_supernode_nodes) + if target in articulation_points: + continue + + targets.append(target) + + if not targets: + return None + + target = random.choice(list(targets)) + return target diff --git a/python/src/util/logging.py b/python/src/util/logging.py index 6cf2540..fd74dfd 100644 --- a/python/src/util/logging.py +++ b/python/src/util/logging.py @@ -3,6 +3,10 @@ import os +def disable_logger(): + logging.disable(logging.CRITICAL) + + def init_logger(): logger = logging.getLogger('evolution') logger.setLevel(logging.DEBUG) @@ -23,11 +27,4 @@ def init_logger(): console_handler.setLevel(logging.WARNING) logging.getLogger().addHandler(console_handler) - # logging.disable() - -# logging.basicConfig(filename="evolution.log", -# # filemode='a', -# format='%(asctime)s,%(msecs)d %(name)s %(levelname)s %(message)s', -# datefmt='%H:%M:%S', -# level=logging.DEBUG) -# logger = logging.getLogger('evolution') +# disable_logger() From 59d2c5afbe50d4d37d2646d130cb6ebbf2e2b8ea Mon Sep 17 00:00:00 2001 From: Splines <37160523+Splines@users.noreply.github.com> Date: Wed, 11 May 2022 14:59:40 +0200 Subject: [PATCH 10/15] [Py] Draw degree percentage (DP) plot (#20) * Save and plot degree percentages * Keep plot open after program exit * Avoid overlapping lines by shifting them a bit * Draw DP lines and super vertices in same color * Outsource color utils --- python/src/drawing/color_util.py | 28 ++++++++ python/src/drawing/draw.py | 67 ++---------------- python/src/drawing/node_colors.py | 24 +++++++ python/src/results/degree_percentage.py | 91 +++++++++++++++++++++++++ python/src/solver/evolution.py | 23 +++++++ 5 files changed, 170 insertions(+), 63 deletions(-) create mode 100644 python/src/drawing/color_util.py create mode 100644 python/src/drawing/node_colors.py create mode 100644 python/src/results/degree_percentage.py diff --git a/python/src/drawing/color_util.py b/python/src/drawing/color_util.py new file mode 100644 index 0000000..f7de6f7 --- /dev/null +++ b/python/src/drawing/color_util.py @@ -0,0 +1,28 @@ +def change_brightness(color, amount=1): + """ + Lightens/Darkens the given color by multiplying luminosity by the given amount. + Input can be matplotlib color string, hex string, or RGB tuple. + + Examples: + >> change_brightness('g', 0.3) + >> change_brightness('#F034A3', 0.6) + >> change_brightness((.3,.55,.1), 0.5) + """ + # adapted from + # https://gist.github.com/ihincks/6a420b599f43fcd7dbd79d56798c4e5a + # https://stackoverflow.com/a/49601444/9655481 + + import colorsys + + import matplotlib.colors as mc + import numpy as np + + try: + c = mc.cnames[color] + except: + c = color + + c = np.array(colorsys.rgb_to_hls(*mc.to_rgb(c))) + hls = (c[0], max(0, min(1, amount * c[1])), c[2]) + rgb = colorsys.hls_to_rgb(*hls) + return mc.to_hex(rgb) diff --git a/python/src/drawing/draw.py b/python/src/drawing/draw.py index 7d6871f..65acc8f 100644 --- a/python/src/drawing/draw.py +++ b/python/src/drawing/draw.py @@ -1,8 +1,8 @@ import dwave_networkx as dnx import matplotlib.pyplot as plt import networkx as nx -from matplotlib import gridspec -from matplotlib.axes import Axes +from src.drawing.color_util import change_brightness +from src.drawing.node_colors import get_supernode_color class DrawEmbedding(): @@ -16,13 +16,7 @@ def init_figure(self): def __init__(self, m, n, t): self.total_steps = 0 - self.supernode_default_color = '#55C1D9' - self.supernode_colors = ['#F29E38', '#F23827', '#D748F5', '#39DBC8', - '#F5428A', '#3CDE73', '#11F0EB', '#E9B952', - '#7D2EFF', '#DBDE5D', '#3A2CE0', '#DE6E31', - '#E0165C'] - - self.remember_colors = dict() + self.supernode_default_color = '#858585' # https://matplotlib.org/stable/gallery/subplots_axes_and_figures/figure_size_units.html self.px = 1/plt.rcParams['figure.dpi'] # pixel in inches @@ -91,14 +85,7 @@ def draw_embedding(self, nodes: set[int], edges: set[tuple[int, int, int]], # and between supernodes with the first color node1_H = mapping_G_to_H[node1] node2_H = mapping_G_to_H[node2] - if node1_H != node2_H: - chain_color = self.supernode_default_color - else: - try: - chain_color = self.remember_colors[node1_H] - except KeyError: - chain_color = self.supernode_colors[i % len(self.supernode_colors)] - self.remember_colors[node1_H] = chain_color + chain_color = get_supernode_color(node1_H) # Nodes if node1_H == node2_H: @@ -150,53 +137,7 @@ def draw_whole_embedding_step(self, nodes: set[int], edges: set[tuple[int, int, self.draw_chimera_and_embedding(nodes, edges, mapping_G_to_H) self.total_steps += 1 - # def construct_subplot_to_the_right(self) -> Axes: - # """Constructs a new subplot to the right.""" - # self.col += 1 - # gs = gridspec.GridSpec(1, self.col) - - # # Reposition subplots - # for i, ax in enumerate(self.fig.axes): - # # ax.set_position(gs[i, 0].get_position(self.fig)) - # ax.set_subplotspec(gs[0, i]) - - # # Add new subplot - # ax = self.fig.add_subplot(gs[0, self.col-1]) - # ax.set_position(gs[0, self.col-1].get_position(self.fig)) - - # return ax - def save_and_clear(self, path): self.fig.set_size_inches(self.m*3, self.n*3) self.fig.savefig(path, bbox_inches='tight') plt.close(self.fig) - - -def change_brightness(color, amount=1): - """ - Lightens the given color by multiplying luminosity by the given amount. - Input can be matplotlib color string, hex string, or RGB tuple. - - Examples: - >> lighten_color('g', 0.3) - >> lighten_color('#F034A3', 0.6) - >> lighten_color((.3,.55,.1), 0.5) - """ - # adapted from - # https://gist.github.com/ihincks/6a420b599f43fcd7dbd79d56798c4e5a - # https://stackoverflow.com/a/49601444/9655481 - - import colorsys - - import matplotlib.colors as mc - import numpy as np - - try: - c = mc.cnames[color] - except: - c = color - - c = np.array(colorsys.rgb_to_hls(*mc.to_rgb(c))) - hls = (c[0], max(0, min(1, amount * c[1])), c[2]) - rgb = colorsys.hls_to_rgb(*hls) - return mc.to_hex(rgb) diff --git a/python/src/drawing/node_colors.py b/python/src/drawing/node_colors.py new file mode 100644 index 0000000..67d9222 --- /dev/null +++ b/python/src/drawing/node_colors.py @@ -0,0 +1,24 @@ +import random + +supernode_colors = set(['#55C1D9', '#F29E38', '#F23827', '#D748F5', '#39DBC8', + '#F5428A', '#3CDE73', '#11F0EB', '#7D2EFF', '#DBDE5D', + '#3A2CE0', '#DE6E31', '#E0165C']) + +remember_colors = dict() +used_colors = set() + + +def get_supernode_color(node_H: int): + global used_colors + + if node_H in remember_colors: + return remember_colors[node_H] + + # Choose random color + color = random.choice(list(supernode_colors - used_colors)) # "left-over" colors + remember_colors[node_H] = color + used_colors.add(color) + if len(used_colors) == len(supernode_colors): + used_colors = [] # reset used colors when every color was used once + + return color diff --git a/python/src/results/degree_percentage.py b/python/src/results/degree_percentage.py new file mode 100644 index 0000000..c1584a5 --- /dev/null +++ b/python/src/results/degree_percentage.py @@ -0,0 +1,91 @@ +import csv + +import matplotlib.pyplot as plt +from src.drawing.node_colors import get_supernode_color +from src.embedding.embedding import Embedding + +# Matplotlib +# https://stackoverflow.com/a/7389998 +# https://stackoverflow.com/a/10944967 +plt.ion() + + +class DegreePercentageData(): + + x_generation_data = [] + y_percentage_datas = [] + lines = [] + DP_FILE_PATH = './out/dp.csv' + + def __init__(self, max_nodes) -> None: + self.max_nodes = max_nodes + self._setup_plot() + + def save_current_degree_percentages(self, generation, embedding: Embedding): + degree_percentages = embedding.get_supernode_degree_percentages() + values = [round(value, 2) for value in degree_percentages.values()] + self._update_plot(generation, values) + + # Append to file + with open(self.DP_FILE_PATH, 'a', newline='') as f: + writer = csv.writer(f) + row = [generation] + values + writer.writerow(row) + + def _setup_plot(self): + self.figure, self.ax = plt.subplots() + + # Prepare 2D lines + for i in range(self.max_nodes): + self.y_percentage_datas.append([]) + + # Style plot + # https://stackoverflow.com/a/55762294/9655481 + #linewidth = 5 - 3 * (i / self.max_nodes) + #linestyle = ['-', '--', '-.', ':'][i % 4] + color = get_supernode_color(i) + + line, = self.ax.plot([], [], color=color, marker='o', markersize=5, + label=i, linewidth=1.8) + self.lines.append(line) + + plt.xlabel('Generation') + plt.ylabel('Super vertices degree percentages') + plt.legend() + + # Autoscale on unknown axis and known lims on the other + self.ax.set_autoscaley_on(True) + # self.ax.set_xlim(0, 100) + + self.ax.grid() + + plt.show(block=False) + + def _update_plot(self, generation, values): + # https://stackoverflow.com/a/24272092 + + # Set new data + self.x_generation_data.append(generation) + for i, v in enumerate(values): + # Avoid overlapping lines by shifting them a tiny bit + prior_values = values[:i] + count_v = prior_values.count(v) + if count_v: + v += 0.005 * count_v + self.y_percentage_datas[i].append(v) + + # Update data (with the new *and* the old points) + for i, line in enumerate(self.lines): + line.set_xdata(self.x_generation_data) + line.set_ydata(self.y_percentage_datas[i]) + + # Need both of these in order to rescale + self.ax.relim() + self.ax.autoscale_view() + + # We need to draw *and* flush + self.figure.canvas.draw() + self.figure.canvas.flush_events() + + def plot_blocking(self): + plt.show(block=True) diff --git a/python/src/solver/evolution.py b/python/src/solver/evolution.py index cb7164c..3f28fe9 100644 --- a/python/src/solver/evolution.py +++ b/python/src/solver/evolution.py @@ -1,18 +1,22 @@ import logging import os import shutil +import signal from random import random from typing import Optional from src.drawing.draw import DrawEmbedding from src.embedding.embedding import Embedding from src.graph.test_graph import TestGraph +from src.results.degree_percentage import DegreePercentageData from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams from src.util.logging import init_logger init_logger() logger = logging.getLogger('evolution') +stop = False + ################################# Params ####################################### @@ -45,6 +49,16 @@ def main_loop(): break +def signal_handler(sig, frame): + # https://stackoverflow.com/questions/1112343/how-do-i-capture-sigint-in-python + # sys.exit(0) + global stop + stop = True + + +signal.signal(signal.SIGINT, signal_handler) + + def main(d: DrawEmbedding) -> bool: # logger.info('--- Main ---') @@ -60,6 +74,7 @@ def main(d: DrawEmbedding) -> bool: H = TestGraph.k(12) solver = EmbeddingSolver(H) + dp = DegreePercentageData(len(H.get_nodes())) solver.initialize_embedding() save_embedding(*solver.get_embedding(), d, -1, title=f'Initial embedding') @@ -72,6 +87,10 @@ def main(d: DrawEmbedding) -> bool: # --- Start solver for i in range(max_generations): + if stop: + print('Stop spawning new generations') + break + child = do_one_generation(i, solver) if not child: @@ -87,6 +106,9 @@ def main(d: DrawEmbedding) -> bool: save_embedding(*solver.get_embedding(), d, i, title=f'Generation {i}') + # Save degree percentage data + dp.save_current_degree_percentages(i, solver._embedding) + # Check if done if child.is_valid_embedding(): child.remove_redundancy() @@ -98,6 +120,7 @@ def main(d: DrawEmbedding) -> bool: else: logger.info('✅ Generation passed') + dp.plot_blocking() return False From 9bdd24c5616cb9ff4f544d4e92ed5e6593d7d8b1 Mon Sep 17 00:00:00 2001 From: Splines <37160523+Splines@users.noreply.github.com> Date: Fri, 13 May 2022 11:33:44 +0200 Subject: [PATCH 11/15] [Py] Improve usability and fix viable mutation bug (#21) * Create logging dir if not already present * Outsource params for chimera cell sizes m, n and shore size t * Add crosses house test graph In Germany, this graph is known as "Haus vom Nikolaus" * Beautify and fix drawing e.g. lighter colors for nodes that are not embedded also fix logic where colors were assigned incorrectly * Keep plot open also when we found an embedding * Add vscode settings (autopep args) * Fix non-viable mutation detection logic Forgot to return None --- .gitignore | 1 - .vscode/settings.json | 6 +++++ python/src/drawing/draw.py | 28 +++++++--------------- python/src/embedding/embedding.py | 4 ++-- python/src/graph/test_graph.py | 9 +++++++ python/src/solver/embedding_solver.py | 4 ++-- python/src/solver/evolution.py | 29 +++++++++++++---------- python/src/solver/supernode_extension.py | 30 ++++++++++++------------ python/src/util/logging.py | 2 ++ 9 files changed, 62 insertions(+), 51 deletions(-) create mode 100644 .vscode/settings.json diff --git a/.gitignore b/.gitignore index e6f2ccb..f973ff4 100644 --- a/.gitignore +++ b/.gitignore @@ -1,7 +1,6 @@ # Own stuff build/ Makefile -.vscode/ external/lemon/ external/lemon.tar.gz diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..ce7d0a1 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,6 @@ +{ + "python.formatting.autopep8Args": [ + "--max-line-length", + "100" + ] +} \ No newline at end of file diff --git a/python/src/drawing/draw.py b/python/src/drawing/draw.py index 65acc8f..71fa783 100644 --- a/python/src/drawing/draw.py +++ b/python/src/drawing/draw.py @@ -4,6 +4,8 @@ from src.drawing.color_util import change_brightness from src.drawing.node_colors import get_supernode_color +default_embedded_color = '#6B6B6A' + class DrawEmbedding(): @@ -16,8 +18,6 @@ def init_figure(self): def __init__(self, m, n, t): self.total_steps = 0 - self.supernode_default_color = '#858585' - # https://matplotlib.org/stable/gallery/subplots_axes_and_figures/figure_size_units.html self.px = 1/plt.rcParams['figure.dpi'] # pixel in inches plt.rcParams.update({'axes.titlesize': 24}) @@ -40,8 +40,8 @@ def draw_chimera_graph(self): pos=self.pos_chimera, width=2, with_labels=False, - node_color='#858585', - edge_color='#BABABA') + node_color='#C8C8C8', + edge_color='#C8C8C8') # Labels # Shift labels @@ -77,7 +77,7 @@ def draw_embedding(self, nodes: set[int], edges: set[tuple[int, int, int]], # Nodes & Edges remember_nodes_in_chain = [] - for i, edge in enumerate(edges): + for edge in edges: node1 = edge[0] node2 = edge[1] @@ -85,25 +85,15 @@ def draw_embedding(self, nodes: set[int], edges: set[tuple[int, int, int]], # and between supernodes with the first color node1_H = mapping_G_to_H[node1] node2_H = mapping_G_to_H[node2] - chain_color = get_supernode_color(node1_H) # Nodes - if node1_H == node2_H: - # Draw over nodes when they are in the same chain - self.draw_node(node1, chain_color) - remember_nodes_in_chain.append(node1) - self.draw_node(node2, chain_color) - remember_nodes_in_chain.append(node2) - else: - # Don't draw over nodes if they are not in the same chain now - # but have been - if not node1 in remember_nodes_in_chain: - self.draw_node(node1, self.supernode_default_color) - if not node2 in remember_nodes_in_chain: - self.draw_node(node2, self.supernode_default_color) + self.draw_node(node1, get_supernode_color(node1_H)) + self.draw_node(node2, get_supernode_color(node2_H)) # Edges G.add_edge(node1, node2) + chain_color = get_supernode_color(node1_H)\ + if node1_H == node2_H else default_embedded_color nx.draw_networkx_edges(G, pos=self.pos_chimera, width=3, diff --git a/python/src/embedding/embedding.py b/python/src/embedding/embedding.py index 118cdf6..6c27095 100644 --- a/python/src/embedding/embedding.py +++ b/python/src/embedding/embedding.py @@ -12,7 +12,7 @@ class Embedding(): - def __init__(self, H: UndirectedGraphAdjList): + def __init__(self, H: UndirectedGraphAdjList, m, n, t): """Initializes an Embedding. Args: @@ -23,7 +23,7 @@ def __init__(self, H: UndirectedGraphAdjList): # --- Layout Graph # Graph to embed H onto - self.G_layout = ChimeraGraphLayout(5, 5, 4) + self.G_layout = ChimeraGraphLayout(m, n, t) # --- Embedding Graph # Full graph: nodes are labeled according to G diff --git a/python/src/graph/test_graph.py b/python/src/graph/test_graph.py index 31f8f15..7200377 100644 --- a/python/src/graph/test_graph.py +++ b/python/src/graph/test_graph.py @@ -55,3 +55,12 @@ def tree_like() -> UndirectedGraphAdjList: H.set_edge(1, 5) H.set_edge(2, 5) # comment this line out to get a tree return H + + @staticmethod + def crossed_house() -> UndirectedGraphAdjList: + # In Germany known as "Haus vom Nikolaus" + H = TestGraph.k(4) + new_node = H.add_node() + H.set_edge(1, new_node) + H.set_edge(2, new_node) + return H diff --git a/python/src/solver/embedding_solver.py b/python/src/solver/embedding_solver.py index 6c5e33e..1790bdc 100644 --- a/python/src/solver/embedding_solver.py +++ b/python/src/solver/embedding_solver.py @@ -20,12 +20,12 @@ class EvolutionParams(): class EmbeddingSolver(): - def __init__(self, H: UndirectedGraphAdjList): + def __init__(self, H: UndirectedGraphAdjList, m, n, t): self.H = H if H.nodes_count < 2: raise NameError('The minor to embed must have at least two nodes') - self._embedding = Embedding(H) + self._embedding = Embedding(H, m, n, t) self.initialization = Initialization(self._embedding) self._supernode_extension = SupernodeExtension(self._embedding) diff --git a/python/src/solver/evolution.py b/python/src/solver/evolution.py index 3f28fe9..2e4a68e 100644 --- a/python/src/solver/evolution.py +++ b/python/src/solver/evolution.py @@ -30,6 +30,18 @@ max_generations = 1000 remove_redundancy_probability = 0.01 +# Chimera graph +m = 5 # grid size +n = 5 # grid size +t = 4 # shore size + + +################################ Setup ######################################## + +H = TestGraph.k(12) +solver = EmbeddingSolver(H, m, n, t) +dp = DegreePercentageData(len(H.get_nodes())) + ############################### Evolution ###################################### @@ -42,45 +54,38 @@ def main_loop(): logger.info('') logger.info(f'Calling main: {i}') - d = DrawEmbedding(5, 5, 4) + d = DrawEmbedding(m, n, t) res = main(d) save_final(d) if res: break + dp.plot_blocking() def signal_handler(sig, frame): # https://stackoverflow.com/questions/1112343/how-do-i-capture-sigint-in-python - # sys.exit(0) global stop stop = True -signal.signal(signal.SIGINT, signal_handler) - - def main(d: DrawEmbedding) -> bool: # logger.info('--- Main ---') # --- Clear - # Clear out directory try: shutil.rmtree('./out/') except FileNotFoundError: pass os.mkdir('./out') - # --- Setup - H = TestGraph.k(12) - - solver = EmbeddingSolver(H) - dp = DegreePercentageData(len(H.get_nodes())) + # --- Init solver.initialize_embedding() save_embedding(*solver.get_embedding(), d, -1, title=f'Initial embedding') if solver.found_embedding(): logger.info('🎉 Directly found embedding after initialization') + print('🎉 Directly found embedding after initialization') # save_final(d) output_embedding(*solver.get_embedding(), d) return True @@ -120,7 +125,6 @@ def main(d: DrawEmbedding) -> bool: else: logger.info('✅ Generation passed') - dp.plot_blocking() return False @@ -171,4 +175,5 @@ def save_final(d: DrawEmbedding) -> None: if __name__ == "__main__": + signal.signal(signal.SIGINT, signal_handler) main_loop() diff --git a/python/src/solver/supernode_extension.py b/python/src/solver/supernode_extension.py index 6f785cc..2670f14 100644 --- a/python/src/solver/supernode_extension.py +++ b/python/src/solver/supernode_extension.py @@ -170,23 +170,23 @@ def _construct_supernode_with_shifted_target(self, return playground # Check that previous connections still work - res, neighbors_done = self._construct_with_one_chain( - playground, p, shifted_target_reachable) - if not res: - res = self._construct_with_another_chain( - playground, source, p, neighbors_done) - if not res: - return None + # 1st strategy + neighbors_done = self._construct_with_one_chain(playground, p, shifted_target_reachable) + # 2nd strategy (complementing 1st strategy) + if not len(neighbors_done) == len(p.target_neighbors): + worked = self._construct_with_another_chain(playground, source, p, neighbors_done) + if not worked: + return None # Check if strategy really worked - if res.check_supernode_connectiveness(p.target_supernode): - return res + if playground.check_supernode_connectiveness(p.target_supernode): + return playground else: logger.info(f'Supernode sanity not ensured.') return None def _construct_with_one_chain(self, playground: Embedding, p: TargetParams, - shifted_target_reachable: set[int]) -> tuple[Optional[Embedding], set[int]]: + shifted_target_reachable: set[int]) -> set[int]: """Tries to construct the supernode extension with just one chain.""" neighbors_done = set() @@ -203,12 +203,12 @@ def _construct_with_one_chain(self, playground: Embedding, p: TargetParams, f'(reachable nodes are: {shifted_target_reachable})') # Continue normally with next neighbor as next one might be # reachable with this strategy (we then try to reach the - # remaining neighbors with the next strategy down below) + # remaining neighbors with the next strategy). - return playground, neighbors_done + return neighbors_done def _construct_with_another_chain(self, playground: Embedding, source: int, - p: TargetParams, neighbors_done: set[int]) -> Optional[Embedding]: + p: TargetParams, neighbors_done: set[int]) -> bool: """Tries to construct another chain to see if we can reach remaining neighbors.""" try: @@ -254,9 +254,9 @@ def _construct_with_another_chain(self, playground: Embedding, source: int, else: logger.info(f'Could also not reach (reachable nodes are: ' f'{shifted_target_partner_reachable})') - return None # did not achieve a viable mutation even with 2nd strategy + return False # did not achieve a viable mutation even with 2nd strategy - return playground + return True def get_reachable_node_in_neighbor_supernode(self, playground: Embedding, neighbor: int, ignore_neighbors: set[int], diff --git a/python/src/util/logging.py b/python/src/util/logging.py index fd74dfd..71070b8 100644 --- a/python/src/util/logging.py +++ b/python/src/util/logging.py @@ -12,6 +12,8 @@ def init_logger(): logger.setLevel(logging.DEBUG) # File handler + if not os.path.exists('./logs'): + os.mkdir('./logs/') log_filename = './logs/evolution.log' should_roll_over = os.path.isfile(log_filename) log_handler = logging.handlers.RotatingFileHandler( From 5b3f13ecad612d065b55589630c1da0fc6f1dfa5 Mon Sep 17 00:00:00 2001 From: Splines <37160523+Splines@users.noreply.github.com> Date: Tue, 17 May 2022 09:22:14 +0200 Subject: [PATCH 12/15] [Py] Python results (heuristic 2) (#22) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Fix degree percentages bigger than 1.0 We just use a min function between the actual value and 1.0. However, this is only a temporary fix, should investigate why degree percentages are bigger than 1.0 in the first place (unnecessary edges embedded that are not present in H?) * Fix div by 0 in selection chances calculation * Add "how many generations needed" plot Using the "Haus vom Nikolaus" (crossed house puzzle) Inclucded: scripts & results * Draw K graphs * Add 2x2 chimera cell results and plot subplots * Add multiprocessing version of evolution This is just used to process 1000 iterations of the same graph faster, which is necessary to get quicker results for plotting. * Add more data (how many generations) for 5x5 grid * Dockerize plotting tasks Note that you need to disable the logger for all the plot output, otherwise you will get errors. Just enable the line "disable_logger()" in python/src/util/logging.py (line 32). * Add 2x2 Chimera "How many generations?" data (including execution times) * Add results for different k8 grid sizes * Add different population sizes data (all for K8) * Evaluate different population sizes Also init plot of how many valid embeddings were found including the average number of generations needed. (Per population size) Always referring to K8 with max_generations=600 and a 5x5 Chimera grid. * Evaluate K8 with different probabilites (for the "extend to free neighbor" mutation) * Docker: Make more params adjustable * ❗ Fix important bug with overwritten playground * Pretify drawing - Make color selection deterministic - Better filenames for graph output - Use LaTeX for graphs and adjust font sizes * Fix node colors (did not save them in dict) * Add new data after bug fix (K8 popsizes) * Plot "two axes" for "How many embedded" * Add script for probability testing * Add probability testing results * Add scripts for evaluation on K graphs * Prettify selection chances plot * Add data for K embeddings on 2x2 Chimera grid * Add data for 5x5 population sizes (1 to 12) * Add data for k graphs (5x5 K6-K14 & 16x16 K6-K11) * Add more data for K graph embedding on 2x2 grid * Double the dataset for 5x5 K-graph embeddings * Add more 16x16 grid data for K graphs * Add results from server (probabilities and population size) --- python/Dockerfile | 12 + python/plots/graphs/k_graph.py | 29 + ..._different_probabilities_extend_to_free.py | 117 + ...600_max_gen_k8_extend_to_free_prob_0.0.txt | 50 + ...00_max_gen_k8_extend_to_free_prob_0.11.txt | 50 + ...00_max_gen_k8_extend_to_free_prob_0.22.txt | 50 + ...00_max_gen_k8_extend_to_free_prob_0.33.txt | 50 + ...00_max_gen_k8_extend_to_free_prob_0.44.txt | 50 + ...00_max_gen_k8_extend_to_free_prob_0.56.txt | 50 + ...00_max_gen_k8_extend_to_free_prob_0.67.txt | 50 + ...00_max_gen_k8_extend_to_free_prob_0.78.txt | 50 + ...00_max_gen_k8_extend_to_free_prob_0.89.txt | 50 + ...600_max_gen_k8_extend_to_free_prob_1.0.txt | 50 + .../k_graphs/how_many_generations_2x2_k10.txt | 1000 ++ .../k_graphs/how_many_generations_2x2_k2.txt | 1000 ++ .../k_graphs/how_many_generations_2x2_k3.txt | 1000 ++ .../k_graphs/how_many_generations_2x2_k4.txt | 1000 ++ .../k_graphs/how_many_generations_2x2_k5.txt | 1000 ++ .../k_graphs/how_many_generations_2x2_k6.txt | 1000 ++ .../k_graphs/how_many_generations_2x2_k7.txt | 1000 ++ .../k_graphs/how_many_generations_2x2_k8.txt | 1000 ++ ...enerations_2x2_k8_different_grid_sizes.txt | 100 + .../k_graphs/how_many_generations_2x2_k9.txt | 1000 ++ ...enerations_3x3_k8_different_grid_sizes.txt | 100 + ...enerations_4x4_k8_different_grid_sizes.txt | 100 + .../k_graphs/how_many_generations_5x5_k10.txt | 1000 ++ .../k_graphs/how_many_generations_5x5_k11.txt | 1000 ++ .../k_graphs/how_many_generations_5x5_k12.txt | 1000 ++ .../k_graphs/how_many_generations_5x5_k13.txt | 1000 ++ .../k_graphs/how_many_generations_5x5_k5.txt | 1000 ++ .../k_graphs/how_many_generations_5x5_k6.txt | 1000 ++ .../k_graphs/how_many_generations_5x5_k7.txt | 1000 ++ .../k_graphs/how_many_generations_5x5_k8.txt | 1000 ++ ...enerations_5x5_k8_different_grid_sizes.txt | 100 + .../k_graphs/how_many_generations_5x5_k9.txt | 1000 ++ ...enerations_6x6_k8_different_grid_sizes.txt | 100 + .../k_graphs/how_many_generations_7x7_k10.txt | 1000 ++ ...enerations_7x7_k8_different_grid_sizes.txt | 100 + ...enerations_8x8_k8_different_grid_sizes.txt | 100 + ...enerations_9x9_k8_different_grid_sizes.txt | 100 + .../how_many_generations_nikolaus.txt | 1000 ++ .../how_many_generations_nikolaus_10000.txt | 10000 ++++++++++++++++ ...5_100_600_max_gen_k8_population_size_1.txt | 100 + ..._100_600_max_gen_k8_population_size_10.txt | 100 + ..._100_600_max_gen_k8_population_size_11.txt | 100 + ..._100_600_max_gen_k8_population_size_12.txt | 100 + ..._100_600_max_gen_k8_population_size_13.txt | 100 + ..._100_600_max_gen_k8_population_size_14.txt | 100 + ..._100_600_max_gen_k8_population_size_15.txt | 100 + ..._100_600_max_gen_k8_population_size_16.txt | 100 + ..._100_600_max_gen_k8_population_size_17.txt | 100 + ..._100_600_max_gen_k8_population_size_18.txt | 100 + ..._100_600_max_gen_k8_population_size_19.txt | 100 + ...5_100_600_max_gen_k8_population_size_2.txt | 100 + ..._100_600_max_gen_k8_population_size_20.txt | 100 + ...5_100_600_max_gen_k8_population_size_3.txt | 100 + ...5_100_600_max_gen_k8_population_size_4.txt | 100 + ...5_100_600_max_gen_k8_population_size_5.txt | 100 + ...5_100_600_max_gen_k8_population_size_6.txt | 100 + ...5_100_600_max_gen_k8_population_size_7.txt | 100 + ...5_100_600_max_gen_k8_population_size_8.txt | 100 + ...5_100_600_max_gen_k8_population_size_9.txt | 100 + ...y_generations_5x5_k8_population_size_1.txt | 100 + ..._generations_5x5_k8_population_size_10.txt | 100 + ..._generations_5x5_k8_population_size_11.txt | 100 + ..._generations_5x5_k8_population_size_12.txt | 100 + ..._generations_5x5_k8_population_size_13.txt | 100 + ..._generations_5x5_k8_population_size_14.txt | 100 + ..._generations_5x5_k8_population_size_15.txt | 100 + ..._generations_5x5_k8_population_size_16.txt | 100 + ...y_generations_5x5_k8_population_size_2.txt | 100 + ...y_generations_5x5_k8_population_size_3.txt | 100 + ...y_generations_5x5_k8_population_size_4.txt | 100 + ...y_generations_5x5_k8_population_size_5.txt | 100 + ...nerations_5x5_k8_population_size_5_old.txt | 100 + ...y_generations_5x5_k8_population_size_6.txt | 100 + ...y_generations_5x5_k8_population_size_7.txt | 100 + ...y_generations_5x5_k8_population_size_8.txt | 100 + ...y_generations_5x5_k8_population_size_9.txt | 100 + .../plots/how_many_generations/data/times.txt | 173 + .../k8_popsize/docker-compose.yml | 21 + .../k8_popsize/evolution.py | 143 + .../k8_popsize/evolution_dockerized.py | 144 + ...nyGenerations_5x5_10_600gen_k8popsize1.txt | 10 + ...yGenerations_5x5_10_600gen_k8popsize10.txt | 10 + ...yGenerations_5x5_10_600gen_k8popsize11.txt | 10 + ...yGenerations_5x5_10_600gen_k8popsize12.txt | 10 + ...yGenerations_5x5_10_600gen_k8popsize13.txt | 10 + ...yGenerations_5x5_10_600gen_k8popsize14.txt | 10 + ...yGenerations_5x5_10_600gen_k8popsize15.txt | 10 + ...yGenerations_5x5_10_600gen_k8popsize16.txt | 10 + ...yGenerations_5x5_10_600gen_k8popsize17.txt | 10 + ...yGenerations_5x5_10_600gen_k8popsize18.txt | 10 + ...yGenerations_5x5_10_600gen_k8popsize19.txt | 10 + ...nyGenerations_5x5_10_600gen_k8popsize2.txt | 10 + ...yGenerations_5x5_10_600gen_k8popsize20.txt | 10 + ...nyGenerations_5x5_10_600gen_k8popsize3.txt | 10 + ...nyGenerations_5x5_10_600gen_k8popsize4.txt | 10 + ...nyGenerations_5x5_10_600gen_k8popsize5.txt | 10 + ...nyGenerations_5x5_10_600gen_k8popsize6.txt | 10 + ...nyGenerations_5x5_10_600gen_k8popsize7.txt | 10 + ...nyGenerations_5x5_10_600gen_k8popsize8.txt | 10 + ...nyGenerations_5x5_10_600gen_k8popsize9.txt | 10 + ...yGenerations_5x5_300_600gen_k8popsize1.txt | 300 + ...Generations_5x5_300_600gen_k8popsize10.txt | 300 + ...Generations_5x5_300_600gen_k8popsize11.txt | 300 + ...Generations_5x5_300_600gen_k8popsize12.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize2.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize3.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize4.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize5.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize6.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize7.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize8.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize9.txt | 300 + ...Generations_5x5_1000_600gen_k8popsize1.txt | 1000 ++ ...Generations_5x5_300_600gen_k8popsize10.txt | 300 + ...Generations_5x5_300_600gen_k8popsize11.txt | 300 + ...Generations_5x5_300_600gen_k8popsize12.txt | 300 + ...Generations_5x5_300_600gen_k8popsize13.txt | 300 + ...Generations_5x5_300_600gen_k8popsize14.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize2.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize3.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize4.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize5.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize6.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize7.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize8.txt | 300 + ...yGenerations_5x5_300_600gen_k8popsize9.txt | 300 + .../k8_probabilities_free/docker-compose.yml | 21 + .../evolution_dockerized.py | 146 + ...rations_5x5_20_600gen_k80.0-0.2prob0.0.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.02.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.04.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.07.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.09.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.11.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.13.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.16.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.18.txt | 20 + ...rations_5x5_20_600gen_k80.0-0.2prob0.2.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.22.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.24.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.27.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.29.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.31.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.33.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.36.txt | 20 + ...ations_5x5_20_600gen_k80.0-0.2prob0.38.txt | 20 + ...rations_5x5_20_600gen_k80.0-0.2prob0.4.txt | 20 + ...anyGenerations_5x5_20_600gen_k8prob0.0.txt | 20 + ...nyGenerations_5x5_20_600gen_k8prob0.11.txt | 20 + ...nyGenerations_5x5_20_600gen_k8prob0.22.txt | 20 + ...nyGenerations_5x5_20_600gen_k8prob0.33.txt | 20 + ...nyGenerations_5x5_20_600gen_k8prob0.44.txt | 20 + ...nyGenerations_5x5_20_600gen_k8prob0.56.txt | 20 + ...nyGenerations_5x5_20_600gen_k8prob0.67.txt | 20 + ...nyGenerations_5x5_20_600gen_k8prob0.78.txt | 20 + ...nyGenerations_5x5_20_600gen_k8prob0.89.txt | 20 + ...anyGenerations_5x5_20_600gen_k8prob1.0.txt | 20 + ...Generations_5x5_20_600gen_k8prob_times.txt | 10 + ...yGenerations_5x5_1000_600gen_k8prob0.0.txt | 1000 ++ ...nyGenerations_5x5_300_600gen_k8prob0.0.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.05.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.11.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.16.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.21.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.26.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.32.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.37.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.42.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.47.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.53.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.58.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.63.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.68.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.74.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.79.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.84.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.89.txt | 300 + ...yGenerations_5x5_300_600gen_k8prob0.95.txt | 300 + ...nyGenerations_5x5_300_600gen_k8prob1.0.txt | 300 + .../k_graphs/docker-compose.yml | 21 + .../data_after_bug_fix/k_graphs/evolution.py | 117 + ...erations_16x16_100_600gen_6popsize_k10.txt | 100 + ...erations_16x16_100_600gen_6popsize_k11.txt | 100 + ...erations_16x16_100_600gen_6popsize_k12.txt | 100 + ...erations_16x16_100_600gen_6popsize_k13.txt | 100 + ...nerations_16x16_100_600gen_6popsize_k6.txt | 100 + ...nerations_16x16_100_600gen_6popsize_k7.txt | 100 + ...nerations_16x16_100_600gen_6popsize_k8.txt | 100 + ...nerations_16x16_100_600gen_6popsize_k9.txt | 100 + ...tions_16x16_100_600gen_6popsize_ktimes.txt | 5 + ...enerations_2x2_100_600gen_6popsize_k15.txt | 100 + ...enerations_2x2_100_600gen_6popsize_k16.txt | 100 + ...rations_2x2_100_600gen_6popsize_ktimes.txt | 35 + ...enerations_2x2_200_600gen_6popsize_k10.txt | 200 + ...enerations_2x2_200_600gen_6popsize_k11.txt | 200 + ...enerations_2x2_200_600gen_6popsize_k12.txt | 200 + ...enerations_2x2_200_600gen_6popsize_k13.txt | 200 + ...enerations_2x2_200_600gen_6popsize_k14.txt | 200 + ...Generations_2x2_200_600gen_6popsize_k2.txt | 200 + ...Generations_2x2_200_600gen_6popsize_k3.txt | 200 + ...Generations_2x2_200_600gen_6popsize_k4.txt | 200 + ...Generations_2x2_200_600gen_6popsize_k5.txt | 200 + ...Generations_2x2_200_600gen_6popsize_k6.txt | 200 + ...Generations_2x2_200_600gen_6popsize_k7.txt | 200 + ...Generations_2x2_200_600gen_6popsize_k8.txt | 200 + ...Generations_2x2_200_600gen_6popsize_k9.txt | 200 + ...enerations_5x5_200_600gen_6popsize_k10.txt | 200 + ...enerations_5x5_200_600gen_6popsize_k11.txt | 200 + ...enerations_5x5_200_600gen_6popsize_k12.txt | 200 + ...enerations_5x5_200_600gen_6popsize_k13.txt | 200 + ...enerations_5x5_200_600gen_6popsize_k14.txt | 200 + ...Generations_5x5_200_600gen_6popsize_k2.txt | 200 + ...Generations_5x5_200_600gen_6popsize_k3.txt | 200 + ...Generations_5x5_200_600gen_6popsize_k4.txt | 200 + ...Generations_5x5_200_600gen_6popsize_k5.txt | 200 + ...Generations_5x5_200_600gen_6popsize_k6.txt | 200 + ...Generations_5x5_200_600gen_6popsize_k7.txt | 200 + ...Generations_5x5_200_600gen_6popsize_k8.txt | 200 + ...Generations_5x5_200_600gen_6popsize_k9.txt | 200 + ...rations_5x5_200_600gen_6popsize_ktimes.txt | 26 + .../plots/how_many_generations/evolution.py | 116 + .../evolution_different_grid_sizes.py | 115 + .../evolution_different_population_sizes.py | 115 + .../evolution_multiprocessing.py | 113 + .../evolution_multiprocessing_env.py | 117 + .../how_many_generations/how_many_embedded.py | 63 + .../how_many_embedded_and_generations.py | 106 + .../how_many_generations.py | 45 + .../how_many_generations_all.py | 104 + python/requirements.txt | 5 + python/src/drawing/draw.py | 8 +- python/src/drawing/node_colors.py | 23 +- python/src/embedding/embedding.py | 2 +- python/src/results/degree_percentage.py | 24 +- python/src/results/selection_chances.py | 37 +- python/src/solver/evolution.py | 19 +- python/src/solver/supernode_extension.py | 12 +- 240 files changed, 59489 insertions(+), 35 deletions(-) create mode 100644 python/Dockerfile create mode 100644 python/plots/graphs/k_graph.py create mode 100644 python/plots/how_many_generations/data/evolution_different_probabilities_extend_to_free.py create mode 100644 python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.0.txt create mode 100644 python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.11.txt create mode 100644 python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.22.txt create mode 100644 python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.33.txt create mode 100644 python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.44.txt create mode 100644 python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.56.txt create mode 100644 python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.67.txt create mode 100644 python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.78.txt create mode 100644 python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.89.txt create mode 100644 python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_1.0.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k10.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k2.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k3.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k4.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k5.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k6.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k7.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k8.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k8_different_grid_sizes.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k9.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_3x3_k8_different_grid_sizes.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_4x4_k8_different_grid_sizes.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k10.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k11.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k12.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k13.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k5.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k6.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k7.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k8.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k8_different_grid_sizes.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k9.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_6x6_k8_different_grid_sizes.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_7x7_k10.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_7x7_k8_different_grid_sizes.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_8x8_k8_different_grid_sizes.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_9x9_k8_different_grid_sizes.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_nikolaus.txt create mode 100644 python/plots/how_many_generations/data/k_graphs/how_many_generations_nikolaus_10000.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_1.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_10.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_11.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_12.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_13.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_14.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_15.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_16.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_17.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_18.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_19.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_2.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_20.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_3.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_4.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_5.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_6.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_7.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_8.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_9.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_1.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_10.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_11.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_12.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_13.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_14.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_15.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_16.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_2.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_3.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_4.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_5.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_5_old.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_6.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_7.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_8.txt create mode 100644 python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_9.txt create mode 100644 python/plots/how_many_generations/data/times.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/docker-compose.yml create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/evolution.py create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/evolution_dockerized.py create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize1.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize10.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize11.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize12.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize13.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize14.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize15.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize16.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize17.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize18.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize19.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize2.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize20.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize3.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize4.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize5.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize6.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize7.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize8.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize9.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize1.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize10.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize11.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize12.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize2.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize3.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize4.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize5.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize6.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize7.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize8.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize9.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_1000_600gen_k8popsize1.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize10.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize11.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize12.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize13.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize14.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize2.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize3.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize4.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize5.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize6.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize7.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize8.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize9.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/docker-compose.yml create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/evolution_dockerized.py create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.0.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.02.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.04.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.07.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.09.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.11.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.13.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.16.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.18.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.2.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.22.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.24.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.27.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.29.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.31.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.33.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.36.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.38.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.4.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.0.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.11.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.22.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.33.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.44.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.56.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.67.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.78.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.89.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob1.0.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob_times.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_1000_600gen_k8prob0.0.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.0.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.05.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.11.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.16.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.21.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.26.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.32.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.37.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.42.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.47.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.53.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.58.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.63.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.68.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.74.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.79.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.84.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.89.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.95.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob1.0.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/docker-compose.yml create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/evolution.py create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k10.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k11.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k12.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k13.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k6.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k7.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k8.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k9.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_ktimes.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_k15.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_k16.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_ktimes.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k10.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k11.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k12.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k13.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k14.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k2.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k3.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k4.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k5.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k6.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k7.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k8.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k9.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k10.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k11.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k12.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k13.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k14.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k2.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k3.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k4.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k5.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k6.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k7.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k8.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k9.txt create mode 100644 python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_ktimes.txt create mode 100644 python/plots/how_many_generations/evolution.py create mode 100644 python/plots/how_many_generations/evolution_different_grid_sizes.py create mode 100644 python/plots/how_many_generations/evolution_different_population_sizes.py create mode 100644 python/plots/how_many_generations/evolution_multiprocessing.py create mode 100644 python/plots/how_many_generations/evolution_multiprocessing_env.py create mode 100644 python/plots/how_many_generations/how_many_embedded.py create mode 100644 python/plots/how_many_generations/how_many_embedded_and_generations.py create mode 100644 python/plots/how_many_generations/how_many_generations.py create mode 100644 python/plots/how_many_generations/how_many_generations_all.py create mode 100644 python/requirements.txt diff --git a/python/Dockerfile b/python/Dockerfile new file mode 100644 index 0000000..064a675 --- /dev/null +++ b/python/Dockerfile @@ -0,0 +1,12 @@ +FROM python:3.9.10 +WORKDIR /app + +RUN mkdir /app/out +RUN mkdir /app/logs + +COPY requirements.txt . +RUN pip install -r requirements.txt + +COPY ./src /app/src + +ENTRYPOINT [ "python", "-m", "src.solver.evolution" ] \ No newline at end of file diff --git a/python/plots/graphs/k_graph.py b/python/plots/graphs/k_graph.py new file mode 100644 index 0000000..a4786df --- /dev/null +++ b/python/plots/graphs/k_graph.py @@ -0,0 +1,29 @@ +import matplotlib.pyplot as plt +import networkx as nx + + +def draw_k_graph(n: int): + G = nx.complete_graph(n) + pos = nx.circular_layout(G) + + fig, ax = plt.subplots(figsize=(5, 5)) + plt.tight_layout() + + # nx.draw(G) + nx.draw_networkx_nodes(G, + pos=pos, + node_size=500, + node_color='#5B5B5B', + linewidths=3, + edgecolors='#858585') + nx.draw_networkx_edges(G, + pos=pos, + width=2, + style='solid', + edge_color='#5B5B5B') + + plt.savefig(f'./out/k{i}.pdf', bbox_inches='tight', pad_inches=0) + + +for i in range(1, 41): + draw_k_graph(i) diff --git a/python/plots/how_many_generations/data/evolution_different_probabilities_extend_to_free.py b/python/plots/how_many_generations/data/evolution_different_probabilities_extend_to_free.py new file mode 100644 index 0000000..73a5d80 --- /dev/null +++ b/python/plots/how_many_generations/data/evolution_different_probabilities_extend_to_free.py @@ -0,0 +1,117 @@ +# Move this file to src/solver to start + +import logging +import multiprocessing +import os +import time +from functools import partial +from random import random +from typing import Optional + +import numpy as np +from src.embedding.embedding import Embedding +from src.graph.test_graph import TestGraph +from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams +from src.util.logging import init_logger +from tqdm import tqdm + +init_logger() +logger = logging.getLogger('evolution') + + +################################# Params ####################################### + +max_total = 50 +max_generations = 600 +remove_redundancy_probability = 0.01 + +# Chimera graph +m = 5 # grid size +n = 5 # grid size +t = 4 # shore size + + +############################### Evolution ###################################### + +def different_params(): + for extend_to_free_probability in np.linspace(0, 1.0, 10): + print(f'Started with probability {extend_to_free_probability}') + graph = TestGraph.k(8) + start_time = time.time() + start_multiprocessing((graph, extend_to_free_probability), + f'k8_extend_to_free_prob_{extend_to_free_probability}') + duration = time.time() - start_time + print(f'Duration using probability {extend_to_free_probability}: {duration} s') + + +def start_multiprocessing(plot_params, name: str): + processes = multiprocessing.cpu_count() * int(os.getenv('CORE_PERCENTAGE', 75)) // 100 + with multiprocessing.Pool(processes) as pool: + # Multiprocessing + res = list(tqdm( + pool.imap_unordered(partial(do_once, plot_params), range(max_total)), + total=max_total) + ) + + # Save to file + with open(f'./out/how_many_generations_{m}x{n}_{max_total}_{max_generations}_max_gen_{name}.txt', 'w') as f: + for generations_needed in res: + f.write(str(generations_needed) + '\n') + + +def do_once(plot_params, j) -> int: + solver = EmbeddingSolver(plot_params[0], m, n, t) + + # --- Init + solver.initialize_embedding() + + if solver.found_embedding(): + print('🎉 Directly found embedding after initialization') + return 0 + + # --- Start solver + for i in range(max_generations): + child = do_one_generation(i, solver, plot_params) + + if not child: + logger.info('🔳 Stopping algorithm...') + return -1 + + solver.commit(child) + + # Check if done + if child.is_valid_embedding(): + child.remove_redundancy() + return i+1 + else: + logger.info('✅ Generation passed') + + return -1 + + +def do_one_generation(i: int, solver: EmbeddingSolver, plot_params) -> Optional[Embedding]: + logger.info('') + logger.info(f'🔄 Generation: {i}') + + evo_params = EvolutionParams( + population_size=4, + max_mutation_trials=30, + mutation_extend_to_free_neighbors_probability=plot_params[1] # should be <=0.5 + ) + + child = solver.generate_population_and_select(evo_params) + if not child: + return None + + # Leave "room" on graph for next generation + if random() < remove_redundancy_probability: + child.remove_redundancy() + + return child + + +################################ Main ########################################## + + +if __name__ == "__main__": + different_params() diff --git a/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.0.txt b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.0.txt new file mode 100644 index 0000000..cc6b276 --- /dev/null +++ b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.0.txt @@ -0,0 +1,50 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +30 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +77 +77 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +166 +193 +140 +238 +369 diff --git a/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.11.txt b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.11.txt new file mode 100644 index 0000000..e51d618 --- /dev/null +++ b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.11.txt @@ -0,0 +1,50 @@ +36 +54 +72 +202 +97 +54 +237 +-1 +-1 +195 +90 +71 +66 +115 +111 +146 +15 +17 +225 +44 +347 +110 +52 +79 +125 +141 +95 +201 +87 +71 +30 +111 +72 +43 +109 +93 +67 +236 +475 +155 +176 +161 +50 +71 +25 +188 +210 +-1 +296 +-1 diff --git a/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.22.txt b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.22.txt new file mode 100644 index 0000000..1f62b11 --- /dev/null +++ b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.22.txt @@ -0,0 +1,50 @@ +41 +80 +135 +130 +238 +119 +207 +298 +49 +180 +160 +566 +226 +63 +74 +-1 +108 +346 +78 +63 +87 +160 +99 +315 +33 +425 +-1 +46 +100 +125 +43 +-1 +116 +111 +-1 +238 +99 +122 +298 +113 +44 +369 +-1 +106 +67 +540 +352 +-1 +-1 +539 diff --git a/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.33.txt b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.33.txt new file mode 100644 index 0000000..b8ea03c --- /dev/null +++ b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.33.txt @@ -0,0 +1,50 @@ +77 +90 +77 +169 +160 +261 +31 +168 +217 +204 +245 +388 +175 +233 +65 +91 +232 +79 +181 +168 +114 +49 +14 +292 +186 +44 +191 +207 +35 +222 +-1 +230 +56 +217 +181 +51 +160 +109 +25 +-1 +147 +222 +-1 +61 +31 +80 +-1 +115 +339 +-1 diff --git a/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.44.txt b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.44.txt new file mode 100644 index 0000000..568a5bb --- /dev/null +++ b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.44.txt @@ -0,0 +1,50 @@ +138 +149 +185 +70 +59 +286 +153 +47 +36 +59 +17 +-1 +530 +-1 +66 +17 +116 +84 +64 +16 +76 +-1 +27 +227 +-1 +477 +47 +75 +185 +304 +188 +247 +-1 +120 +186 +115 +50 +55 +250 +156 +313 +97 +146 +47 +82 +-1 +418 +442 +-1 +-1 diff --git a/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.56.txt b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.56.txt new file mode 100644 index 0000000..0add582 --- /dev/null +++ b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.56.txt @@ -0,0 +1,50 @@ +45 +70 +138 +174 +71 +229 +134 +52 +111 +200 +46 +74 +344 +161 +342 +171 +228 +195 +-1 +37 +249 +45 +153 +72 +58 +88 +250 +264 +89 +380 +42 +252 +-1 +-1 +30 +381 +159 +94 +241 +187 +57 +154 +-1 +143 +236 +-1 +163 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.67.txt b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.67.txt new file mode 100644 index 0000000..431f4d0 --- /dev/null +++ b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.67.txt @@ -0,0 +1,50 @@ +68 +168 +193 +15 +141 +80 +210 +105 +105 +334 +-1 +321 +435 +185 +369 +232 +236 +138 +137 +-1 +29 +133 +199 +-1 +138 +15 +204 +29 +148 +102 +156 +234 +-1 +132 +-1 +68 +273 +147 +-1 +54 +464 +203 +176 +84 +176 +-1 +279 +-1 +568 +-1 diff --git a/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.78.txt b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.78.txt new file mode 100644 index 0000000..3972e56 --- /dev/null +++ b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.78.txt @@ -0,0 +1,50 @@ +14 +149 +282 +-1 +260 +161 +-1 +16 +78 +479 +278 +55 +143 +89 +-1 +122 +170 +-1 +15 +19 +54 +-1 +-1 +86 +296 +62 +303 +497 +535 +251 +-1 +476 +-1 +-1 +88 +298 +125 +45 +42 +-1 +162 +-1 +79 +36 +47 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.89.txt b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.89.txt new file mode 100644 index 0000000..6e28c9f --- /dev/null +++ b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_0.89.txt @@ -0,0 +1,50 @@ +53 +99 +113 +148 +52 +180 +258 +245 +165 +-1 +-1 +305 +594 +-1 +-1 +21 +259 +249 +-1 +100 +76 +332 +390 +362 +-1 +98 +513 +292 +233 +194 +329 +-1 +41 +72 +-1 +-1 +-1 +101 +30 +279 +229 +-1 +216 +-1 +-1 +-1 +-1 +306 +423 +-1 diff --git a/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_1.0.txt b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_1.0.txt new file mode 100644 index 0000000..fa21d68 --- /dev/null +++ b/python/plots/how_many_generations/data/extend_to_free_prob_50_runs/how_many_generations_5x5_50_600_max_gen_k8_extend_to_free_prob_1.0.txt @@ -0,0 +1,50 @@ +28 +242 +254 +287 +-1 +-1 +440 +-1 +-1 +182 +-1 +88 +-1 +-1 +89 +417 +121 +52 +-1 +270 +489 +-1 +-1 +253 +87 +302 +250 +-1 +-1 +-1 +57 +-1 +357 +-1 +-1 +-1 +-1 +23 +290 +-1 +15 +239 +-1 +514 +296 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k10.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k10.txt new file mode 100644 index 0000000..033cb5b --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k10.txt @@ -0,0 +1,1000 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k2.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k2.txt new file mode 100644 index 0000000..257325e --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k2.txt @@ -0,0 +1,1000 @@ +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k3.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k3.txt new file mode 100644 index 0000000..eb657d0 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k3.txt @@ -0,0 +1,1000 @@ +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +3 +1 +3 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +5 +3 +1 +1 +1 +1 +1 +5 +1 +1 +1 +1 +1 +1 +4 +4 +4 +1 +4 +1 +1 +3 +4 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +3 +6 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +3 +1 +1 +4 +1 +3 +1 +1 +1 +1 +1 +7 +4 +1 +1 +1 +1 +10 +1 +1 +1 +1 +3 +1 +5 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +6 +1 +1 +1 +1 +3 +1 +1 +1 +1 +1 +1 +4 +1 +3 +1 +5 +1 +1 +1 +1 +1 +1 +5 +4 +3 +1 +1 +1 +5 +1 +1 +4 +1 +6 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +5 +1 +1 +3 +1 +1 +1 +1 +1 +1 +1 +1 +1 +3 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +5 +1 +3 +5 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +6 +1 +1 +1 +1 +1 +1 +1 +1 +3 +4 +1 +1 +1 +1 +5 +1 +1 +1 +8 +1 +5 +3 +1 +1 +1 +1 +1 +4 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +5 +1 +1 +1 +3 +1 +4 +1 +1 +1 +1 +1 +3 +5 +1 +1 +4 +1 +1 +4 +3 +1 +1 +1 +3 +1 +1 +1 +1 +1 +4 +5 +1 +1 +9 +1 +1 +1 +1 +1 +1 +1 +5 +1 +1 +1 +1 +1 +1 +1 +3 +1 +1 +1 +1 +1 +1 +1 +1 +1 +9 +1 +3 +1 +1 +1 +1 +1 +1 +1 +3 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +6 +1 +5 +1 +3 +1 +1 +1 +1 +5 +1 +1 +1 +6 +1 +1 +1 +1 +1 +4 +5 +1 +1 +1 +1 +3 +1 +1 +1 +1 +1 +1 +6 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +3 +1 +1 +1 +6 +1 +3 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +6 +6 +1 +1 +1 +5 +3 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +5 +1 +1 +4 +3 +1 +1 +1 +1 +1 +1 +3 +7 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +6 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +3 +4 +1 +1 +3 +3 +1 +1 +8 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +3 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +4 +1 +4 +1 +1 +1 +1 +1 +1 +1 +7 +1 +4 +4 +1 +3 +1 +4 +3 +1 +1 +1 +1 +3 +1 +5 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +2 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +5 +1 +1 +3 +1 +1 +1 +1 +1 +1 +1 +1 +8 +1 +3 +1 +1 +1 +1 +1 +1 +4 +5 +1 +1 +1 +1 +4 +1 +3 +1 +1 +1 +1 +1 +3 +4 +3 +1 +3 +1 +1 +1 +1 +1 +1 +1 +5 +1 +1 +3 +4 +1 +1 +5 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +5 +6 +3 +1 +4 +1 +1 +1 +1 +1 +1 +4 +5 +1 +1 +1 +1 +1 +1 +3 +3 +1 +1 +8 +1 +1 +6 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +8 +1 +1 +1 +5 +1 +1 +1 +3 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +4 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +5 +3 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +4 +5 +3 +1 +1 +1 +3 +3 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +4 +3 +1 +1 +1 +4 +1 +1 +3 +1 +1 +1 +1 +1 +1 +1 +3 +14 +4 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +6 +1 +1 +1 +3 +1 +3 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +6 +1 +1 +1 +1 +4 +1 +1 +1 +3 +1 +1 +1 +1 +1 +1 +1 +1 +1 +8 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +4 +1 +3 +1 +1 +4 +1 +5 +3 +12 +1 +3 +9 +1 +1 +1 +1 +5 +1 +1 +1 +1 +3 +3 +1 +3 +3 +1 +1 +1 +1 +1 +4 +1 +1 +1 +7 +1 +6 +3 +1 +1 +4 +1 +1 +1 +1 +1 +4 +1 +4 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k4.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k4.txt new file mode 100644 index 0000000..44f41eb --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k4.txt @@ -0,0 +1,1000 @@ +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +9 +2 +2 +2 +8 +2 +2 +2 +2 +2 +5 +2 +2 +9 +2 +2 +2 +2 +11 +2 +2 +10 +2 +2 +2 +2 +2 +2 +8 +5 +2 +2 +2 +5 +2 +10 +2 +12 +2 +7 +2 +2 +2 +2 +5 +2 +9 +12 +10 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +10 +7 +2 +14 +2 +10 +2 +2 +5 +15 +2 +2 +2 +2 +19 +9 +2 +2 +2 +3 +2 +2 +2 +2 +2 +2 +11 +2 +2 +2 +2 +2 +2 +2 +2 +9 +2 +2 +9 +7 +2 +2 +2 +13 +2 +2 +3 +7 +5 +7 +2 +11 +2 +2 +15 +13 +2 +2 +2 +3 +2 +2 +2 +2 +2 +2 +2 +2 +7 +2 +2 +8 +2 +9 +2 +2 +2 +2 +2 +10 +2 +2 +6 +2 +2 +2 +2 +2 +2 +6 +2 +2 +6 +2 +2 +2 +2 +2 +2 +2 +8 +2 +2 +2 +6 +9 +7 +2 +2 +2 +2 +2 +8 +2 +6 +2 +2 +2 +2 +2 +9 +2 +9 +2 +2 +2 +2 +16 +2 +3 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +14 +2 +2 +10 +2 +9 +2 +8 +2 +2 +2 +2 +2 +2 +2 +2 +2 +10 +9 +2 +2 +9 +12 +2 +2 +2 +2 +2 +2 +2 +10 +2 +2 +2 +2 +20 +2 +16 +7 +11 +7 +2 +2 +2 +15 +6 +2 +8 +8 +2 +2 +5 +7 +2 +5 +2 +2 +2 +2 +2 +2 +2 +12 +14 +2 +2 +2 +2 +2 +2 +5 +2 +2 +2 +2 +6 +2 +2 +2 +2 +2 +7 +18 +18 +2 +2 +2 +2 +2 +2 +10 +2 +2 +7 +2 +2 +3 +2 +2 +2 +8 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +8 +2 +2 +2 +8 +2 +2 +2 +2 +2 +7 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +9 +6 +6 +2 +2 +2 +2 +2 +2 +2 +2 +2 +18 +2 +10 +7 +2 +2 +10 +2 +10 +2 +2 +2 +2 +13 +2 +2 +2 +8 +7 +2 +11 +2 +2 +2 +2 +2 +8 +7 +2 +2 +2 +8 +8 +2 +9 +2 +2 +2 +2 +12 +2 +2 +7 +2 +2 +6 +6 +2 +2 +2 +2 +2 +7 +2 +2 +2 +10 +6 +7 +2 +2 +2 +2 +11 +2 +2 +2 +9 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +21 +8 +6 +2 +2 +2 +2 +2 +2 +2 +8 +2 +2 +2 +2 +2 +2 +2 +3 +9 +2 +2 +11 +2 +11 +2 +2 +2 +2 +8 +13 +2 +2 +7 +2 +2 +2 +5 +2 +12 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +6 +2 +2 +6 +2 +11 +2 +2 +2 +2 +2 +2 +2 +2 +9 +2 +2 +2 +7 +2 +2 +2 +15 +20 +6 +2 +2 +2 +2 +2 +2 +2 +2 +2 +9 +7 +2 +2 +2 +2 +2 +6 +2 +2 +2 +2 +19 +2 +2 +9 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +5 +13 +2 +2 +2 +9 +2 +2 +2 +2 +8 +2 +2 +2 +2 +12 +6 +2 +2 +2 +2 +2 +2 +8 +2 +2 +2 +2 +2 +9 +2 +2 +2 +2 +2 +6 +2 +12 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +17 +2 +2 +9 +2 +2 +6 +2 +2 +2 +2 +2 +2 +2 +17 +2 +8 +2 +3 +2 +2 +11 +2 +2 +2 +9 +2 +2 +2 +5 +6 +2 +2 +2 +11 +2 +2 +16 +2 +2 +2 +2 +2 +10 +2 +2 +7 +8 +14 +2 +2 +2 +2 +15 +2 +8 +2 +2 +2 +7 +2 +2 +17 +2 +5 +2 +8 +2 +2 +2 +3 +2 +2 +2 +9 +2 +2 +2 +5 +2 +23 +2 +3 +2 +2 +17 +11 +2 +2 +2 +2 +9 +2 +7 +2 +2 +2 +2 +2 +10 +2 +2 +2 +2 +2 +9 +3 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +9 +2 +2 +2 +6 +2 +2 +2 +2 +2 +2 +2 +11 +2 +2 +2 +2 +2 +8 +2 +2 +2 +2 +6 +2 +2 +2 +2 +2 +2 +2 +8 +14 +7 +2 +12 +5 +7 +2 +2 +2 +2 +2 +2 +15 +2 +18 +2 +11 +2 +2 +7 +11 +12 +2 +2 +2 +16 +2 +2 +10 +2 +2 +2 +2 +11 +2 +9 +7 +2 +2 +8 +2 +2 +2 +2 +2 +2 +2 +11 +2 +2 +8 +2 +2 +9 +2 +6 +2 +2 +2 +2 +11 +2 +2 +7 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +8 +2 +2 +2 +11 +12 +2 +12 +7 +2 +4 +2 +2 +2 +2 +6 +8 +7 +2 +2 +8 +5 +2 +2 +2 +2 +2 +21 +2 +2 +2 +6 +2 +2 +12 +10 +6 +3 +8 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +14 +2 +2 +2 +7 +9 +2 +2 +2 +17 +2 +2 +2 +17 +18 +2 +2 +2 +12 +2 +14 +2 +2 +2 +2 +2 +2 +2 +2 +9 +2 +2 +12 +6 +2 +2 +2 +2 +2 +7 +17 +2 +2 +8 +2 +2 +2 +6 +2 +2 +2 +2 +2 +8 +12 +2 +7 +2 +2 +2 +2 +2 +6 +2 +2 +2 +5 +2 +2 +2 +2 +2 +7 +2 +2 +2 +2 +8 +2 +2 +2 +2 +2 +6 +29 +13 +2 +2 +8 +7 +19 +19 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k5.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k5.txt new file mode 100644 index 0000000..5a76cbe --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k5.txt @@ -0,0 +1,1000 @@ +2 +4 +3 +4 +3 +10 +9 +5 +4 +16 +3 +10 +16 +16 +5 +9 +3 +22 +12 +8 +3 +3 +13 +5 +9 +5 +14 +27 +20 +4 +3 +6 +6 +31 +3 +17 +3 +3 +8 +10 +3 +3 +3 +3 +3 +12 +9 +6 +8 +16 +3 +12 +4 +11 +20 +14 +3 +3 +3 +2 +3 +3 +3 +10 +12 +12 +8 +3 +14 +17 +10 +3 +3 +3 +14 +3 +11 +3 +3 +3 +12 +10 +6 +3 +15 +5 +4 +3 +11 +3 +15 +11 +3 +7 +3 +8 +15 +3 +3 +3 +5 +3 +3 +3 +3 +3 +3 +19 +3 +3 +11 +3 +12 +10 +3 +7 +18 +3 +3 +17 +3 +3 +19 +3 +2 +3 +9 +4 +2 +3 +8 +15 +3 +19 +33 +16 +9 +20 +9 +3 +3 +21 +3 +3 +7 +22 +9 +13 +3 +3 +27 +3 +13 +5 +23 +3 +15 +3 +3 +2 +12 +3 +12 +6 +9 +5 +3 +7 +8 +8 +3 +3 +3 +3 +8 +12 +3 +3 +3 +12 +3 +4 +17 +3 +3 +3 +2 +9 +3 +12 +3 +9 +2 +9 +13 +10 +4 +3 +18 +8 +8 +9 +14 +3 +13 +18 +32 +5 +3 +14 +20 +25 +9 +12 +23 +3 +22 +17 +3 +3 +9 +10 +11 +3 +3 +4 +10 +4 +20 +2 +3 +3 +22 +3 +19 +3 +41 +16 +3 +5 +3 +13 +22 +9 +17 +32 +5 +3 +3 +14 +3 +3 +8 +2 +3 +12 +4 +3 +10 +22 +10 +5 +9 +7 +3 +3 +3 +3 +3 +9 +15 +3 +7 +3 +5 +5 +8 +13 +3 +6 +3 +18 +3 +11 +3 +14 +17 +22 +20 +4 +3 +8 +5 +3 +4 +4 +14 +2 +18 +3 +10 +3 +3 +3 +3 +5 +4 +13 +12 +10 +8 +3 +17 +16 +3 +15 +12 +10 +7 +3 +3 +2 +8 +13 +3 +10 +3 +5 +3 +3 +8 +19 +3 +2 +9 +14 +3 +3 +13 +3 +3 +3 +3 +4 +13 +14 +2 +11 +3 +3 +3 +3 +3 +2 +11 +7 +9 +3 +15 +5 +5 +3 +3 +3 +3 +3 +3 +5 +3 +12 +11 +3 +7 +5 +3 +4 +8 +4 +2 +3 +23 +5 +3 +4 +3 +14 +14 +20 +3 +9 +3 +3 +4 +3 +2 +4 +11 +11 +12 +3 +4 +8 +3 +6 +17 +3 +3 +3 +3 +11 +3 +3 +3 +5 +3 +3 +3 +13 +3 +8 +19 +3 +15 +7 +3 +3 +9 +3 +5 +3 +9 +33 +3 +3 +3 +21 +13 +3 +3 +11 +2 +10 +3 +12 +3 +8 +3 +3 +5 +3 +3 +3 +3 +3 +4 +7 +21 +15 +3 +3 +3 +11 +4 +5 +10 +3 +3 +14 +3 +2 +11 +3 +25 +5 +2 +9 +9 +2 +21 +3 +13 +3 +7 +19 +3 +14 +8 +9 +18 +9 +3 +8 +3 +11 +4 +3 +4 +3 +3 +3 +5 +7 +8 +21 +9 +3 +3 +5 +3 +3 +3 +5 +3 +10 +8 +11 +3 +4 +7 +7 +4 +3 +3 +12 +3 +3 +3 +3 +3 +9 +11 +3 +9 +12 +13 +3 +4 +4 +3 +8 +3 +9 +2 +3 +3 +20 +17 +3 +16 +9 +3 +16 +9 +6 +3 +9 +3 +3 +14 +3 +11 +3 +25 +3 +3 +4 +14 +16 +3 +3 +2 +3 +3 +3 +9 +23 +5 +5 +18 +3 +15 +15 +3 +3 +5 +12 +2 +3 +3 +10 +3 +18 +28 +3 +14 +26 +9 +17 +12 +18 +2 +12 +17 +14 +3 +7 +3 +6 +2 +2 +3 +16 +18 +11 +27 +10 +3 +3 +3 +6 +6 +8 +3 +5 +19 +15 +3 +3 +12 +16 +3 +14 +14 +3 +3 +3 +5 +3 +14 +3 +5 +2 +3 +3 +2 +12 +3 +12 +4 +15 +9 +4 +10 +23 +15 +3 +2 +3 +20 +3 +3 +4 +3 +15 +2 +7 +3 +4 +15 +3 +17 +3 +3 +9 +5 +3 +15 +3 +3 +17 +3 +3 +3 +3 +12 +4 +19 +2 +19 +2 +8 +9 +10 +3 +9 +12 +7 +12 +4 +14 +17 +3 +18 +10 +17 +23 +12 +12 +3 +10 +3 +6 +14 +11 +8 +10 +3 +3 +3 +7 +3 +10 +5 +5 +3 +12 +3 +3 +3 +4 +3 +3 +3 +9 +3 +13 +10 +3 +3 +3 +16 +3 +3 +29 +3 +8 +3 +3 +10 +3 +3 +3 +11 +5 +8 +3 +6 +9 +2 +18 +3 +13 +3 +3 +15 +12 +12 +3 +2 +10 +8 +8 +15 +3 +3 +16 +15 +17 +3 +2 +12 +3 +3 +4 +13 +16 +3 +3 +3 +12 +3 +3 +15 +3 +3 +12 +4 +14 +18 +3 +18 +3 +3 +16 +22 +3 +9 +17 +11 +19 +15 +14 +21 +5 +7 +3 +3 +5 +7 +11 +10 +16 +8 +5 +3 +9 +7 +11 +3 +4 +3 +15 +25 +3 +3 +9 +24 +12 +3 +3 +11 +8 +3 +3 +5 +20 +3 +2 +3 +4 +20 +11 +17 +3 +13 +11 +5 +18 +3 +8 +23 +10 +2 +3 +4 +3 +3 +22 +3 +3 +7 +5 +12 +3 +3 +3 +3 +3 +17 +3 +3 +2 +6 +3 +3 +13 +3 +19 +3 +13 +15 +13 +3 +21 +19 +3 +3 +3 +16 +5 +7 +3 +12 +13 +5 +3 +15 +10 +13 +3 +3 +3 +4 +3 +13 +14 +11 +13 +3 +3 +4 +7 +3 +3 +10 +4 +5 +9 +7 +5 +47 +3 +11 +3 +5 +5 +5 +3 +11 +8 +4 +7 +10 +3 +3 +8 +27 +9 +10 +3 +12 +14 +13 +12 +3 +11 +15 +17 +3 +3 +22 +3 +3 +4 +14 +5 +6 +14 +8 +17 +2 +3 +3 +3 +3 +9 +4 +3 +23 +3 +7 +3 +3 +53 +3 +3 +18 +6 +3 +4 +6 +7 +3 +23 +5 +3 +15 +16 +15 +25 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k6.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k6.txt new file mode 100644 index 0000000..9c65b45 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k6.txt @@ -0,0 +1,1000 @@ +9 +11 +15 +21 +18 +17 +16 +27 +23 +19 +15 +21 +9 +20 +10 +8 +39 +8 +9 +12 +11 +17 +12 +17 +23 +25 +9 +14 +14 +14 +26 +10 +14 +37 +14 +26 +16 +27 +16 +20 +15 +25 +18 +11 +14 +18 +10 +42 +22 +7 +15 +12 +9 +14 +29 +22 +7 +10 +7 +8 +21 +10 +31 +17 +17 +10 +14 +15 +12 +11 +28 +16 +16 +12 +22 +8 +18 +52 +14 +19 +8 +10 +17 +15 +36 +31 +12 +22 +37 +10 +27 +11 +11 +15 +72 +13 +13 +15 +10 +18 +55 +31 +10 +22 +8 +18 +17 +16 +12 +11 +35 +8 +11 +16 +11 +10 +9 +10 +16 +13 +39 +19 +12 +17 +15 +17 +19 +15 +18 +15 +18 +16 +11 +23 +8 +14 +15 +12 +12 +8 +25 +7 +20 +11 +13 +19 +22 +13 +14 +50 +10 +26 +22 +8 +13 +19 +43 +11 +21 +22 +12 +11 +24 +12 +13 +17 +11 +9 +22 +18 +8 +19 +10 +18 +8 +74 +12 +16 +11 +34 +9 +12 +10 +10 +18 +11 +16 +30 +9 +26 +23 +7 +14 +23 +26 +10 +11 +10 +26 +9 +13 +8 +17 +10 +9 +18 +15 +16 +14 +35 +11 +10 +27 +11 +17 +10 +11 +25 +10 +8 +10 +29 +11 +13 +11 +12 +24 +10 +21 +12 +9 +10 +13 +20 +18 +29 +19 +41 +11 +9 +19 +-1 +12 +16 +23 +25 +20 +8 +11 +11 +8 +12 +8 +8 +50 +8 +25 +94 +20 +7 +35 +15 +11 +9 +22 +10 +9 +9 +13 +10 +16 +19 +15 +11 +15 +16 +16 +12 +9 +16 +10 +31 +14 +8 +20 +12 +13 +10 +11 +10 +19 +9 +55 +15 +18 +8 +11 +10 +8 +9 +28 +8 +12 +18 +22 +9 +17 +19 +9 +12 +9 +23 +12 +15 +15 +16 +19 +10 +9 +17 +17 +8 +10 +11 +18 +14 +7 +23 +7 +54 +10 +21 +15 +33 +13 +10 +30 +26 +14 +19 +25 +12 +17 +36 +12 +7 +12 +20 +22 +9 +17 +14 +15 +10 +17 +14 +31 +10 +9 +13 +9 +36 +16 +26 +8 +16 +18 +21 +23 +27 +40 +8 +19 +17 +9 +23 +14 +14 +8 +25 +8 +14 +13 +10 +26 +8 +14 +10 +10 +15 +9 +76 +17 +20 +15 +7 +47 +21 +30 +15 +14 +9 +13 +8 +9 +14 +25 +17 +52 +18 +30 +8 +38 +42 +12 +14 +13 +9 +17 +11 +14 +9 +16 +12 +12 +18 +9 +11 +19 +23 +13 +18 +27 +24 +10 +26 +10 +11 +9 +22 +-1 +10 +9 +10 +11 +8 +17 +14 +21 +16 +10 +10 +11 +14 +14 +17 +9 +17 +13 +9 +9 +21 +18 +9 +19 +16 +13 +51 +10 +13 +10 +13 +18 +11 +17 +8 +11 +8 +11 +9 +9 +11 +7 +12 +16 +11 +15 +35 +12 +8 +27 +14 +12 +21 +33 +16 +7 +12 +17 +11 +8 +20 +21 +24 +8 +11 +13 +24 +10 +54 +8 +31 +10 +7 +15 +10 +14 +10 +9 +66 +22 +31 +26 +11 +12 +14 +8 +35 +17 +16 +11 +8 +11 +16 +22 +15 +11 +13 +12 +10 +17 +8 +14 +18 +11 +16 +10 +13 +12 +27 +15 +21 +8 +8 +18 +18 +28 +9 +7 +16 +30 +23 +18 +15 +8 +8 +7 +15 +12 +19 +12 +24 +17 +14 +17 +14 +17 +17 +11 +10 +9 +10 +16 +16 +13 +15 +14 +14 +40 +7 +9 +11 +13 +24 +11 +9 +23 +9 +13 +21 +12 +23 +19 +12 +10 +8 +8 +25 +11 +10 +10 +9 +19 +8 +35 +25 +22 +9 +15 +15 +10 +8 +32 +18 +15 +18 +10 +12 +12 +7 +10 +21 +18 +10 +10 +9 +16 +13 +13 +14 +14 +17 +9 +12 +10 +14 +22 +10 +34 +14 +13 +8 +14 +14 +8 +23 +18 +22 +38 +13 +32 +9 +10 +23 +7 +32 +16 +15 +23 +8 +7 +10 +49 +10 +10 +14 +13 +9 +25 +16 +24 +16 +17 +13 +15 +15 +20 +28 +15 +9 +23 +8 +16 +41 +16 +31 +18 +26 +10 +21 +8 +7 +12 +9 +13 +18 +67 +11 +10 +16 +19 +15 +12 +19 +16 +14 +28 +23 +9 +12 +10 +22 +16 +9 +19 +22 +12 +12 +10 +15 +12 +19 +8 +14 +27 +13 +23 +15 +14 +14 +9 +-1 +8 +28 +12 +8 +20 +13 +15 +8 +15 +7 +15 +24 +24 +20 +12 +9 +18 +15 +12 +17 +8 +23 +13 +28 +16 +13 +12 +99 +7 +15 +26 +16 +9 +12 +30 +24 +12 +15 +11 +23 +14 +13 +8 +9 +17 +10 +9 +10 +10 +8 +11 +25 +22 +10 +19 +20 +23 +12 +21 +50 +19 +8 +31 +59 +13 +14 +32 +10 +8 +8 +16 +12 +30 +10 +14 +10 +12 +17 +7 +13 +17 +28 +25 +8 +14 +10 +21 +13 +27 +17 +14 +26 +8 +9 +15 +16 +19 +51 +10 +23 +13 +12 +9 +7 +8 +9 +14 +12 +17 +14 +-1 +20 +22 +25 +14 +9 +22 +10 +20 +7 +12 +14 +16 +25 +13 +10 +9 +10 +9 +13 +9 +22 +13 +21 +14 +8 +12 +14 +24 +10 +14 +22 +16 +12 +27 +14 +13 +13 +9 +8 +10 +22 +18 +32 +16 +16 +7 +19 +16 +20 +24 +23 +16 +20 +25 +18 +15 +11 +9 +11 +42 +10 +8 +15 +22 +14 +13 +14 +12 +13 +10 +11 +21 +11 +19 +8 +16 +9 +33 +12 +11 +9 +31 +14 +30 +10 +12 +10 +13 +20 +8 +9 +10 +13 +16 +13 +17 +10 +8 +16 +15 +10 +14 +12 +10 +13 +15 +54 +9 +17 +14 +7 +10 +19 +14 +12 +17 +17 +7 +10 +46 +24 +11 +47 +9 +9 +13 +21 +19 +25 +18 +9 +11 +10 +14 +7 +8 +13 +8 +13 +12 +14 +24 +17 +11 +34 +36 +97 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k7.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k7.txt new file mode 100644 index 0000000..f60a9a6 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k7.txt @@ -0,0 +1,1000 @@ +15 +14 +16 +18 +20 +25 +11 +18 +17 +19 +42 +19 +17 +18 +29 +15 +10 +15 +-1 +17 +22 +23 +66 +37 +19 +17 +23 +24 +31 +23 +21 +14 +52 +26 +12 +14 +20 +21 +20 +25 +-1 +14 +13 +14 +16 +11 +-1 +9 +51 +25 +33 +21 +11 +13 +18 +32 +20 +26 +26 +19 +21 +-1 +16 +39 +14 +19 +16 +19 +17 +17 +-1 +40 +27 +16 +11 +15 +34 +20 +-1 +18 +29 +11 +14 +36 +-1 +29 +19 +15 +44 +14 +29 +13 +15 +21 +23 +18 +21 +13 +24 +16 +34 +13 +17 +13 +17 +-1 +18 +14 +24 +19 +16 +25 +36 +13 +20 +18 +12 +34 +14 +20 +16 +12 +14 +19 +39 +29 +11 +14 +20 +15 +22 +22 +24 +38 +23 +16 +17 +42 +82 +42 +18 +18 +25 +15 +28 +53 +-1 +27 +14 +19 +24 +27 +24 +19 +-1 +22 +17 +34 +-1 +19 +12 +29 +52 +37 +16 +20 +24 +-1 +69 +-1 +35 +13 +26 +19 +39 +20 +33 +15 +18 +34 +15 +20 +15 +19 +15 +20 +15 +15 +17 +21 +47 +12 +19 +22 +16 +16 +-1 +-1 +17 +-1 +51 +19 +36 +14 +11 +18 +58 +18 +26 +52 +34 +14 +16 +17 +16 +31 +16 +29 +12 +11 +14 +78 +29 +11 +24 +-1 +25 +21 +17 +39 +17 +46 +19 +12 +38 +12 +20 +69 +-1 +16 +-1 +20 +20 +19 +12 +11 +-1 +67 +20 +17 +13 +19 +30 +16 +27 +-1 +18 +14 +22 +22 +24 +15 +13 +13 +10 +40 +13 +15 +13 +22 +17 +24 +25 +23 +19 +50 +18 +23 +15 +14 +16 +28 +20 +15 +15 +14 +31 +16 +29 +12 +15 +56 +13 +21 +17 +17 +22 +31 +14 +21 +14 +13 +-1 +22 +31 +-1 +15 +-1 +54 +16 +13 +-1 +-1 +26 +16 +84 +21 +22 +21 +15 +14 +21 +27 +14 +24 +24 +18 +20 +14 +12 +26 +14 +15 +23 +27 +82 +17 +21 +26 +28 +16 +19 +16 +13 +10 +28 +32 +57 +24 +21 +22 +27 +-1 +24 +12 +23 +27 +-1 +18 +50 +22 +57 +24 +17 +36 +22 +14 +-1 +35 +18 +24 +12 +14 +14 +23 +21 +36 +29 +23 +24 +-1 +25 +13 +-1 +11 +14 +13 +-1 +17 +18 +-1 +11 +23 +44 +15 +19 +12 +32 +25 +22 +14 +23 +-1 +20 +47 +17 +21 +14 +-1 +-1 +27 +10 +31 +37 +21 +16 +13 +24 +11 +-1 +20 +9 +15 +26 +15 +11 +15 +11 +13 +-1 +35 +15 +16 +-1 +23 +-1 +15 +19 +19 +12 +19 +14 +23 +23 +38 +12 +16 +17 +17 +24 +34 +22 +22 +17 +24 +19 +12 +13 +16 +15 +16 +18 +54 +34 +14 +29 +12 +64 +70 +17 +13 +23 +11 +15 +15 +42 +24 +73 +16 +16 +24 +10 +21 +28 +24 +48 +23 +30 +16 +-1 +11 +18 +29 +29 +-1 +13 +21 +29 +23 +-1 +24 +24 +16 +13 +-1 +14 +22 +16 +33 +11 +34 +15 +16 +26 +18 +18 +13 +21 +11 +-1 +14 +32 +-1 +29 +19 +25 +19 +15 +26 +16 +27 +16 +26 +10 +38 +-1 +19 +22 +14 +26 +13 +30 +-1 +13 +23 +-1 +26 +19 +36 +23 +33 +-1 +-1 +16 +-1 +11 +9 +17 +-1 +18 +25 +21 +21 +14 +41 +78 +27 +19 +25 +26 +19 +12 +22 +18 +23 +64 +20 +23 +17 +23 +17 +40 +11 +17 +20 +26 +13 +-1 +24 +28 +56 +18 +14 +24 +12 +15 +21 +-1 +-1 +14 +-1 +30 +29 +31 +-1 +25 +14 +25 +79 +12 +14 +16 +-1 +21 +51 +13 +15 +16 +25 +39 +13 +31 +16 +-1 +45 +17 +20 +47 +23 +13 +24 +14 +12 +18 +18 +23 +11 +11 +32 +20 +12 +29 +22 +-1 +19 +21 +18 +48 +22 +28 +27 +34 +15 +16 +28 +36 +13 +32 +36 +-1 +18 +12 +15 +12 +20 +50 +20 +13 +21 +12 +10 +22 +-1 +16 +14 +18 +17 +22 +22 +28 +23 +-1 +-1 +34 +-1 +63 +19 +17 +28 +18 +28 +-1 +-1 +27 +29 +-1 +71 +17 +42 +29 +13 +30 +35 +10 +15 +15 +19 +21 +19 +24 +38 +21 +72 +92 +19 +25 +14 +68 +23 +-1 +19 +18 +12 +18 +31 +20 +12 +14 +12 +-1 +-1 +17 +29 +22 +12 +32 +11 +20 +47 +20 +38 +18 +19 +12 +75 +37 +17 +18 +15 +20 +16 +15 +19 +18 +46 +15 +20 +17 +25 +11 +16 +27 +42 +14 +19 +19 +22 +13 +19 +22 +18 +-1 +14 +17 +18 +20 +14 +18 +-1 +24 +17 +14 +-1 +23 +16 +13 +16 +17 +-1 +28 +28 +17 +46 +-1 +13 +20 +-1 +29 +55 +16 +45 +13 +30 +24 +11 +17 +18 +31 +14 +21 +11 +29 +15 +25 +21 +24 +42 +23 +12 +-1 +18 +13 +14 +-1 +18 +24 +11 +21 +14 +16 +29 +16 +27 +22 +11 +-1 +25 +19 +25 +-1 +19 +12 +21 +16 +12 +17 +33 +12 +-1 +15 +12 +29 +30 +78 +11 +12 +11 +21 +21 +20 +67 +29 +12 +14 +18 +16 +-1 +13 +19 +18 +19 +57 +20 +24 +21 +20 +17 +22 +-1 +-1 +17 +18 +31 +60 +13 +23 +16 +25 +19 +16 +10 +16 +37 +21 +-1 +18 +26 +14 +19 +13 +45 +78 +13 +33 +25 +18 +13 +21 +16 +20 +25 +13 +15 +21 +29 +22 +17 +16 +21 +60 +15 +23 +30 +27 +40 +33 +-1 +42 +18 +17 +22 +20 +14 +25 +26 +-1 +12 +17 +23 +82 +15 +32 +14 +25 +17 +-1 +13 +33 +25 +12 +20 +-1 +20 +15 +37 +18 +15 +20 +15 +17 +11 +36 +17 +42 +21 +26 +22 +18 +13 +14 +14 +18 +21 +14 +-1 +11 +-1 +19 +25 +22 +19 +12 +-1 +19 +29 +20 +16 +21 +14 +14 +-1 +35 +12 +16 +21 +32 +43 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k8.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k8.txt new file mode 100644 index 0000000..02ad689 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k8.txt @@ -0,0 +1,1000 @@ +21 +21 +22 +33 +23 +42 +35 +26 +72 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +93 +64 +-1 +-1 +25 +-1 +-1 +14 +-1 +-1 +17 +-1 +15 +-1 +66 +-1 +-1 +21 +-1 +19 +17 +61 +-1 +-1 +-1 +24 +16 +24 +18 +-1 +26 +-1 +25 +16 +26 +24 +26 +22 +-1 +-1 +-1 +-1 +29 +21 +-1 +28 +22 +45 +52 +-1 +25 +-1 +-1 +24 +-1 +16 +23 +-1 +33 +17 +-1 +16 +-1 +-1 +-1 +17 +-1 +23 +-1 +-1 +49 +25 +41 +-1 +39 +21 +24 +23 +15 +-1 +25 +40 +18 +-1 +-1 +-1 +-1 +-1 +40 +-1 +-1 +-1 +22 +-1 +-1 +24 +-1 +-1 +20 +21 +-1 +-1 +23 +36 +21 +-1 +28 +-1 +24 +-1 +-1 +-1 +28 +-1 +-1 +-1 +34 +-1 +23 +-1 +-1 +-1 +-1 +-1 +38 +32 +-1 +-1 +-1 +22 +34 +-1 +-1 +-1 +-1 +23 +33 +15 +-1 +22 +-1 +30 +-1 +25 +25 +21 +15 +25 +32 +-1 +73 +26 +31 +23 +-1 +-1 +-1 +28 +-1 +18 +-1 +-1 +-1 +40 +50 +13 +-1 +21 +-1 +15 +60 +31 +-1 +24 +22 +-1 +25 +41 +-1 +-1 +22 +-1 +31 +-1 +34 +39 +-1 +-1 +42 +21 +23 +-1 +53 +-1 +-1 +-1 +-1 +26 +-1 +-1 +-1 +-1 +-1 +26 +-1 +-1 +22 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +28 +19 +60 +23 +-1 +31 +30 +-1 +-1 +-1 +-1 +32 +18 +-1 +-1 +-1 +88 +-1 +-1 +46 +15 +20 +-1 +-1 +39 +-1 +-1 +-1 +-1 +18 +61 +30 +-1 +-1 +22 +-1 +-1 +-1 +-1 +17 +-1 +18 +15 +-1 +35 +-1 +-1 +-1 +-1 +32 +23 +-1 +65 +21 +-1 +33 +26 +-1 +-1 +-1 +24 +-1 +-1 +21 +-1 +24 +44 +19 +25 +23 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +42 +-1 +15 +25 +17 +44 +22 +19 +-1 +-1 +-1 +-1 +18 +-1 +-1 +-1 +34 +-1 +15 +26 +-1 +23 +-1 +-1 +-1 +23 +32 +20 +-1 +24 +-1 +20 +-1 +32 +-1 +20 +-1 +20 +-1 +-1 +-1 +31 +43 +-1 +-1 +-1 +40 +-1 +-1 +-1 +-1 +37 +25 +22 +47 +24 +32 +21 +23 +-1 +23 +-1 +-1 +-1 +-1 +-1 +45 +-1 +-1 +33 +-1 +21 +-1 +-1 +-1 +29 +-1 +52 +23 +-1 +24 +-1 +26 +31 +-1 +-1 +36 +38 +24 +-1 +23 +72 +-1 +38 +-1 +14 +51 +20 +-1 +32 +-1 +18 +-1 +14 +-1 +-1 +-1 +-1 +21 +-1 +25 +-1 +21 +27 +14 +26 +20 +-1 +24 +-1 +15 +-1 +-1 +-1 +15 +-1 +26 +-1 +21 +-1 +-1 +31 +19 +-1 +-1 +21 +22 +-1 +-1 +-1 +-1 +28 +21 +26 +23 +-1 +-1 +22 +-1 +30 +28 +-1 +-1 +41 +34 +41 +-1 +17 +26 +16 +16 +24 +27 +48 +15 +-1 +-1 +-1 +-1 +18 +-1 +17 +22 +-1 +-1 +28 +-1 +33 +-1 +-1 +61 +83 +-1 +50 +-1 +46 +-1 +24 +-1 +25 +22 +-1 +87 +-1 +-1 +-1 +18 +-1 +25 +21 +23 +27 +-1 +36 +66 +17 +-1 +83 +-1 +-1 +-1 +22 +-1 +-1 +70 +-1 +32 +18 +-1 +37 +35 +18 +22 +17 +-1 +-1 +40 +37 +-1 +-1 +22 +15 +-1 +-1 +15 +26 +-1 +44 +23 +24 +30 +-1 +25 +48 +-1 +-1 +-1 +-1 +47 +-1 +24 +-1 +15 +-1 +19 +27 +-1 +-1 +39 +22 +32 +-1 +-1 +23 +21 +-1 +41 +32 +-1 +24 +-1 +-1 +21 +48 +-1 +-1 +-1 +45 +17 +31 +-1 +44 +-1 +-1 +-1 +26 +23 +26 +31 +-1 +-1 +-1 +27 +-1 +31 +-1 +-1 +-1 +-1 +42 +-1 +-1 +27 +-1 +-1 +23 +-1 +-1 +27 +-1 +19 +18 +-1 +29 +-1 +-1 +40 +93 +59 +28 +47 +42 +18 +-1 +-1 +-1 +22 +-1 +32 +20 +-1 +44 +17 +17 +-1 +-1 +-1 +-1 +-1 +-1 +33 +-1 +-1 +29 +-1 +-1 +-1 +25 +25 +28 +-1 +71 +51 +14 +-1 +-1 +-1 +-1 +-1 +-1 +34 +22 +36 +34 +-1 +-1 +-1 +21 +23 +20 +16 +-1 +-1 +-1 +25 +-1 +-1 +24 +28 +-1 +-1 +-1 +17 +-1 +-1 +66 +-1 +16 +19 +-1 +24 +15 +46 +21 +16 +-1 +-1 +-1 +-1 +-1 +-1 +14 +15 +15 +-1 +-1 +-1 +-1 +14 +30 +-1 +-1 +-1 +-1 +86 +26 +35 +29 +29 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +14 +-1 +-1 +21 +-1 +32 +-1 +-1 +14 +-1 +43 +-1 +-1 +52 +26 +22 +-1 +-1 +34 +30 +54 +-1 +-1 +-1 +22 +-1 +-1 +-1 +-1 +17 +24 +15 +-1 +18 +23 +61 +26 +20 +-1 +20 +71 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +21 +-1 +18 +30 +-1 +-1 +24 +26 +42 +-1 +-1 +27 +24 +-1 +27 +-1 +-1 +24 +40 +77 +28 +-1 +18 +-1 +-1 +-1 +22 +-1 +-1 +26 +24 +-1 +25 +-1 +38 +-1 +-1 +16 +-1 +-1 +24 +-1 +-1 +-1 +-1 +-1 +41 +-1 +-1 +-1 +19 +19 +-1 +-1 +-1 +-1 +28 +-1 +-1 +27 +-1 +-1 +35 +36 +35 +-1 +-1 +17 +-1 +-1 +-1 +16 +-1 +-1 +73 +26 +-1 +-1 +20 +42 +-1 +-1 +17 +-1 +51 +34 +27 +-1 +-1 +-1 +21 +37 +-1 +-1 +20 +25 +54 +25 +14 +26 +47 +-1 +19 +32 +25 +-1 +26 +-1 +37 +54 +-1 +-1 +25 +34 +23 +-1 +22 +29 +-1 +-1 +34 +-1 +53 +24 +30 +29 +23 +21 +-1 +49 +-1 +-1 +-1 +20 +-1 +-1 +-1 +57 +33 +49 +19 +20 +23 +31 +26 +-1 +20 +-1 +-1 +-1 +22 +31 +28 +-1 +-1 +-1 +-1 +26 +-1 +-1 +40 +22 +39 +-1 +86 +-1 +-1 +-1 +-1 +-1 +20 +-1 +28 +22 +-1 +33 +27 +31 +-1 +21 +-1 +23 +-1 +22 +-1 +36 +22 +33 +-1 +31 +-1 +16 +32 +-1 +-1 +-1 +23 +-1 +26 +-1 +-1 +-1 +-1 +26 +-1 +49 +-1 +22 +-1 +20 +-1 +16 +-1 +29 +24 +-1 +34 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k8_different_grid_sizes.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k8_different_grid_sizes.txt new file mode 100644 index 0000000..30b824a --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k8_different_grid_sizes.txt @@ -0,0 +1,100 @@ +18 +17 +28 +-1 +24 +-1 +-1 +-1 +28 +-1 +33 +-1 +-1 +31 +-1 +-1 +30 +24 +32 +17 +14 +-1 +24 +-1 +31 +21 +29 +-1 +-1 +14 +39 +-1 +-1 +-1 +-1 +-1 +20 +32 +-1 +23 +25 +-1 +-1 +-1 +-1 +25 +-1 +-1 +23 +26 +-1 +-1 +20 +32 +22 +22 +-1 +-1 +48 +-1 +21 +34 +-1 +25 +-1 +-1 +-1 +23 +-1 +36 +33 +23 +-1 +20 +15 +30 +-1 +-1 +31 +-1 +-1 +-1 +-1 +-1 +-1 +15 +21 +21 +-1 +57 +20 +-1 +-1 +-1 +58 +-1 +34 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k9.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k9.txt new file mode 100644 index 0000000..4e77b5d --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_2x2_k9.txt @@ -0,0 +1,1000 @@ +-1 +-1 +-1 +-1 +56 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +46 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +33 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +27 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +48 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +29 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +50 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +70 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +40 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +27 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +45 +-1 +-1 +-1 +-1 +-1 +34 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +41 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +31 +-1 +-1 +-1 +-1 +-1 +53 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +24 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +30 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +42 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +41 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +30 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +54 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +20 +-1 +-1 +41 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +40 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +45 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +40 +-1 +-1 +22 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +29 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +24 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +25 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_3x3_k8_different_grid_sizes.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_3x3_k8_different_grid_sizes.txt new file mode 100644 index 0000000..3d80f4a --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_3x3_k8_different_grid_sizes.txt @@ -0,0 +1,100 @@ +16 +34 +34 +59 +62 +25 +94 +75 +27 +-1 +30 +100 +-1 +50 +60 +73 +76 +-1 +-1 +29 +88 +-1 +84 +65 +37 +-1 +63 +24 +56 +80 +74 +-1 +29 +64 +-1 +47 +-1 +24 +16 +64 +-1 +-1 +-1 +39 +55 +-1 +60 +31 +79 +86 +-1 +85 +60 +58 +68 +71 +-1 +52 +15 +63 +46 +-1 +-1 +-1 +58 +-1 +-1 +47 +-1 +-1 +48 +-1 +-1 +-1 +57 +94 +-1 +100 +-1 +41 +67 +-1 +-1 +66 +34 +-1 +36 +-1 +20 +48 +-1 +26 +-1 +58 +83 +91 +70 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_4x4_k8_different_grid_sizes.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_4x4_k8_different_grid_sizes.txt new file mode 100644 index 0000000..3359bf2 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_4x4_k8_different_grid_sizes.txt @@ -0,0 +1,100 @@ +27 +44 +43 +49 +60 +-1 +-1 +-1 +65 +-1 +-1 +-1 +54 +-1 +23 +51 +40 +69 +49 +69 +-1 +-1 +83 +36 +-1 +52 +-1 +-1 +-1 +75 +46 +-1 +-1 +68 +58 +-1 +53 +-1 +-1 +-1 +66 +77 +27 +-1 +95 +-1 +71 +37 +-1 +-1 +-1 +-1 +23 +-1 +-1 +82 +-1 +37 +-1 +70 +20 +33 +-1 +-1 +64 +-1 +34 +29 +66 +47 +-1 +-1 +80 +-1 +-1 +-1 +16 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +50 +96 +-1 +40 +55 +61 +-1 +-1 +82 +92 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k10.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k10.txt new file mode 100644 index 0000000..8e94a7a --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k10.txt @@ -0,0 +1,1000 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +39 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +77 +-1 +97 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +97 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +69 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +88 +89 +-1 +-1 +81 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +66 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +68 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +93 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +88 +-1 +-1 +-1 +97 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +76 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +87 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +68 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +78 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +87 +-1 +-1 +-1 +-1 +-1 +-1 +71 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +81 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +99 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +71 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +76 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +65 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +93 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k11.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k11.txt new file mode 100644 index 0000000..03f3f2a --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k11.txt @@ -0,0 +1,1000 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +98 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k12.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k12.txt new file mode 100644 index 0000000..033cb5b --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k12.txt @@ -0,0 +1,1000 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k13.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k13.txt new file mode 100644 index 0000000..033cb5b --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k13.txt @@ -0,0 +1,1000 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k5.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k5.txt new file mode 100644 index 0000000..67ddc56 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k5.txt @@ -0,0 +1,1000 @@ +7 +11 +4 +11 +13 +5 +3 +22 +18 +30 +3 +3 +3 +3 +3 +3 +15 +33 +16 +18 +3 +15 +7 +3 +74 +4 +8 +-1 +37 +37 +16 +10 +41 +36 +3 +3 +6 +12 +8 +47 +5 +4 +3 +72 +8 +3 +6 +3 +37 +16 +3 +19 +15 +19 +8 +3 +28 +22 +10 +37 +5 +27 +12 +5 +3 +3 +3 +3 +3 +18 +17 +32 +3 +3 +3 +9 +14 +3 +5 +19 +3 +14 +29 +9 +-1 +16 +6 +3 +92 +11 +27 +36 +9 +3 +5 +4 +3 +15 +12 +12 +3 +-1 +3 +20 +10 +5 +22 +19 +3 +16 +25 +6 +54 +3 +10 +3 +4 +3 +4 +3 +6 +3 +3 +21 +31 +21 +18 +6 +69 +11 +3 +3 +78 +9 +63 +12 +14 +4 +4 +6 +6 +3 +-1 +16 +9 +16 +3 +3 +3 +3 +21 +3 +4 +8 +3 +11 +3 +95 +3 +3 +6 +4 +9 +-1 +3 +3 +3 +4 +10 +27 +4 +3 +8 +21 +3 +3 +9 +5 +2 +8 +3 +3 +12 +3 +32 +22 +18 +3 +13 +3 +5 +10 +4 +5 +3 +16 +14 +17 +14 +3 +11 +21 +12 +77 +8 +8 +19 +15 +11 +12 +3 +3 +4 +12 +12 +44 +60 +5 +12 +12 +17 +3 +3 +3 +56 +3 +3 +31 +45 +19 +3 +12 +32 +11 +3 +39 +5 +10 +11 +7 +3 +16 +3 +3 +9 +3 +3 +3 +6 +16 +6 +8 +43 +6 +3 +15 +3 +3 +66 +4 +16 +41 +18 +7 +16 +3 +9 +3 +3 +12 +66 +13 +2 +3 +3 +23 +24 +26 +50 +10 +18 +19 +29 +6 +11 +3 +20 +5 +21 +10 +7 +5 +3 +-1 +2 +-1 +7 +20 +3 +3 +3 +6 +22 +3 +4 +3 +14 +32 +3 +11 +4 +3 +12 +35 +10 +11 +3 +28 +8 +4 +3 +18 +6 +12 +11 +24 +3 +25 +3 +24 +3 +3 +19 +9 +15 +5 +39 +3 +3 +3 +12 +4 +3 +3 +5 +3 +26 +11 +15 +25 +3 +15 +2 +3 +10 +5 +71 +55 +25 +8 +4 +6 +26 +18 +41 +3 +3 +97 +3 +26 +13 +3 +13 +3 +15 +10 +43 +18 +6 +3 +31 +9 +19 +17 +21 +3 +20 +22 +3 +39 +21 +7 +14 +3 +30 +16 +9 +24 +16 +49 +16 +27 +4 +3 +3 +2 +9 +3 +3 +13 +12 +5 +6 +11 +6 +41 +17 +25 +21 +3 +10 +3 +5 +29 +39 +12 +3 +44 +16 +13 +3 +2 +3 +88 +-1 +8 +22 +5 +15 +84 +18 +19 +6 +3 +3 +21 +3 +80 +13 +4 +6 +3 +28 +3 +36 +11 +13 +3 +3 +8 +7 +15 +14 +3 +58 +20 +5 +11 +25 +3 +3 +13 +14 +10 +5 +5 +6 +3 +3 +11 +3 +3 +8 +33 +4 +18 +11 +16 +14 +3 +3 +10 +3 +3 +30 +69 +35 +3 +25 +13 +3 +15 +13 +5 +3 +3 +3 +37 +-1 +16 +14 +55 +3 +3 +5 +21 +15 +34 +3 +3 +3 +3 +5 +65 +-1 +3 +22 +48 +22 +4 +13 +18 +9 +19 +97 +3 +5 +3 +3 +11 +7 +4 +3 +18 +8 +48 +20 +6 +23 +15 +10 +24 +25 +10 +70 +16 +9 +9 +3 +3 +49 +3 +8 +3 +68 +3 +14 +3 +3 +5 +3 +3 +3 +27 +13 +3 +3 +4 +17 +3 +3 +4 +32 +3 +21 +3 +17 +20 +10 +37 +23 +3 +3 +5 +3 +3 +3 +11 +4 +12 +3 +12 +62 +9 +20 +34 +3 +6 +20 +15 +3 +30 +3 +21 +17 +9 +21 +18 +17 +13 +20 +3 +34 +9 +3 +16 +18 +16 +12 +3 +3 +56 +41 +11 +3 +12 +24 +27 +13 +5 +57 +8 +5 +70 +9 +12 +23 +5 +3 +9 +10 +14 +24 +17 +3 +4 +8 +4 +3 +21 +35 +3 +19 +5 +36 +3 +3 +25 +70 +3 +3 +23 +71 +26 +3 +16 +57 +3 +16 +11 +4 +3 +12 +16 +3 +26 +3 +38 +31 +17 +3 +2 +40 +3 +43 +26 +3 +9 +4 +39 +8 +19 +3 +3 +15 +5 +8 +3 +5 +3 +23 +3 +59 +12 +10 +3 +3 +10 +12 +16 +3 +16 +6 +3 +3 +3 +6 +3 +3 +13 +13 +11 +14 +62 +3 +28 +51 +3 +13 +21 +3 +13 +3 +10 +12 +3 +11 +3 +27 +5 +9 +3 +19 +3 +26 +23 +6 +3 +13 +2 +11 +3 +4 +44 +7 +17 +12 +3 +12 +2 +33 +8 +11 +32 +36 +22 +6 +11 +3 +5 +13 +3 +3 +14 +15 +10 +3 +3 +16 +3 +3 +61 +11 +3 +14 +9 +9 +3 +7 +3 +7 +8 +11 +11 +39 +100 +-1 +14 +30 +6 +48 +64 +3 +3 +17 +5 +15 +3 +11 +3 +3 +12 +11 +3 +38 +3 +3 +35 +8 +-1 +31 +3 +3 +11 +35 +10 +3 +3 +3 +9 +3 +18 +59 +6 +17 +6 +3 +-1 +11 +9 +22 +-1 +73 +20 +39 +49 +15 +4 +19 +63 +21 +35 +3 +6 +10 +3 +3 +8 +3 +10 +18 +-1 +24 +4 +4 +3 +15 +49 +14 +3 +3 +57 +3 +6 +3 +3 +4 +6 +33 +47 +44 +3 +8 +21 +4 +3 +3 +45 +6 +30 +3 +8 +3 +13 +20 +4 +57 +3 +5 +3 +10 +3 +-1 +21 +3 +5 +-1 +5 +31 +3 +7 +14 +3 +3 +32 +8 +33 +49 +15 +3 +3 +3 +3 +10 +87 +17 +3 +7 +10 +4 +3 +47 +23 +3 +4 +3 +12 +18 +6 +3 +5 +3 +-1 +3 +65 +3 +29 +3 +3 +3 +3 +3 +22 +37 +20 +18 +7 +15 +-1 +5 +21 +3 +17 +3 +7 +2 +21 +28 +16 +6 +8 +28 +3 +5 +4 +5 +3 +3 +9 +3 +11 +13 +9 +61 +39 +10 +15 +66 +14 +54 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k6.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k6.txt new file mode 100644 index 0000000..28b9936 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k6.txt @@ -0,0 +1,1000 @@ +6 +10 +17 +13 +16 +6 +25 +12 +8 +22 +10 +8 +24 +8 +7 +10 +48 +9 +17 +8 +52 +32 +57 +9 +22 +75 +71 +15 +13 +15 +84 +25 +9 +8 +12 +38 +41 +84 +16 +17 +52 +9 +53 +82 +33 +30 +9 +61 +31 +-1 +24 +48 +9 +31 +9 +10 +73 +58 +-1 +38 +8 +7 +53 +26 +8 +27 +9 +-1 +74 +33 +9 +8 +-1 +-1 +13 +9 +90 +12 +13 +40 +12 +39 +21 +9 +9 +67 +11 +22 +20 +23 +27 +9 +12 +35 +68 +45 +11 +18 +28 +34 +23 +11 +49 +50 +21 +15 +8 +35 +77 +17 +13 +9 +25 +8 +21 +11 +-1 +8 +8 +10 +-1 +12 +9 +12 +10 +23 +18 +10 +36 +57 +-1 +23 +24 +42 +70 +23 +11 +37 +15 +-1 +-1 +25 +11 +10 +12 +53 +9 +11 +39 +45 +-1 +9 +12 +47 +24 +26 +25 +20 +30 +40 +12 +8 +39 +-1 +9 +36 +-1 +15 +24 +40 +8 +69 +13 +12 +10 +11 +13 +17 +-1 +38 +73 +32 +-1 +9 +-1 +13 +55 +39 +9 +14 +12 +45 +13 +18 +11 +10 +31 +10 +14 +24 +9 +12 +-1 +-1 +9 +31 +34 +46 +27 +43 +22 +9 +26 +8 +-1 +17 +26 +56 +39 +11 +-1 +60 +42 +18 +17 +7 +78 +38 +22 +8 +59 +13 +12 +42 +13 +42 +13 +69 +-1 +55 +7 +37 +-1 +-1 +41 +8 +10 +33 +46 +-1 +56 +12 +8 +20 +9 +39 +29 +-1 +18 +42 +37 +17 +13 +27 +9 +30 +34 +25 +86 +13 +10 +9 +29 +13 +10 +20 +12 +62 +38 +9 +19 +9 +19 +22 +25 +22 +12 +8 +9 +-1 +67 +12 +10 +24 +13 +54 +20 +23 +-1 +20 +71 +37 +30 +11 +11 +52 +10 +99 +10 +8 +19 +11 +10 +24 +50 +14 +-1 +19 +49 +24 +9 +14 +15 +50 +7 +30 +15 +9 +18 +8 +15 +21 +41 +18 +47 +65 +57 +21 +12 +14 +79 +13 +50 +10 +10 +14 +28 +22 +13 +18 +9 +7 +30 +31 +16 +-1 +63 +34 +81 +18 +8 +9 +70 +9 +34 +64 +56 +14 +-1 +13 +94 +-1 +-1 +9 +33 +7 +25 +52 +26 +35 +15 +38 +38 +11 +41 +84 +55 +65 +14 +8 +12 +38 +9 +17 +78 +11 +11 +-1 +24 +16 +18 +58 +10 +60 +69 +73 +9 +33 +16 +73 +23 +30 +14 +17 +11 +19 +11 +13 +11 +20 +58 +11 +83 +28 +19 +19 +28 +-1 +-1 +13 +60 +25 +17 +58 +45 +-1 +-1 +46 +43 +9 +23 +8 +31 +36 +27 +-1 +30 +7 +70 +8 +10 +20 +15 +31 +11 +68 +-1 +19 +9 +17 +59 +41 +12 +11 +10 +17 +36 +11 +10 +16 +8 +22 +33 +74 +46 +-1 +17 +-1 +15 +43 +17 +48 +27 +14 +14 +8 +9 +12 +37 +-1 +11 +-1 +57 +40 +27 +58 +12 +22 +16 +47 +9 +29 +28 +32 +9 +9 +10 +32 +11 +-1 +46 +67 +80 +22 +26 +8 +98 +7 +71 +9 +24 +24 +30 +76 +49 +9 +55 +9 +29 +-1 +11 +25 +-1 +65 +13 +33 +17 +11 +37 +46 +21 +83 +11 +27 +81 +22 +16 +14 +45 +78 +18 +16 +22 +32 +10 +-1 +40 +8 +23 +70 +34 +13 +59 +21 +-1 +25 +63 +48 +12 +61 +18 +-1 +91 +9 +66 +20 +9 +-1 +10 +8 +40 +94 +7 +32 +42 +-1 +9 +12 +56 +15 +9 +24 +-1 +10 +63 +47 +28 +-1 +27 +12 +-1 +-1 +10 +20 +20 +65 +11 +-1 +-1 +-1 +19 +14 +16 +12 +-1 +20 +12 +38 +11 +14 +66 +12 +96 +7 +11 +-1 +50 +19 +37 +22 +8 +13 +26 +21 +11 +14 +9 +-1 +11 +-1 +10 +28 +43 +9 +9 +22 +12 +-1 +-1 +63 +10 +8 +22 +39 +9 +14 +18 +25 +63 +42 +11 +38 +13 +56 +37 +22 +10 +19 +32 +11 +12 +91 +8 +71 +42 +15 +19 +20 +52 +-1 +10 +10 +14 +9 +9 +-1 +10 +48 +-1 +19 +75 +25 +46 +9 +40 +18 +18 +13 +44 +51 +11 +25 +12 +51 +10 +36 +29 +12 +-1 +13 +23 +22 +-1 +-1 +22 +12 +54 +10 +10 +9 +28 +49 +36 +14 +9 +9 +44 +8 +53 +31 +20 +15 +33 +15 +77 +66 +21 +27 +11 +46 +17 +-1 +-1 +76 +15 +25 +13 +18 +9 +8 +31 +14 +46 +15 +41 +16 +35 +-1 +19 +16 +14 +9 +23 +12 +25 +12 +35 +26 +14 +76 +11 +9 +63 +17 +13 +19 +19 +7 +11 +31 +27 +52 +9 +31 +27 +16 +11 +57 +11 +51 +35 +12 +13 +18 +-1 +16 +9 +16 +37 +8 +52 +11 +40 +19 +10 +28 +10 +84 +18 +8 +27 +94 +38 +-1 +26 +-1 +26 +12 +22 +59 +-1 +-1 +9 +77 +24 +36 +7 +42 +9 +29 +23 +17 +28 +15 +19 +-1 +52 +10 +20 +10 +11 +53 +-1 +10 +11 +24 +8 +8 +8 +25 +22 +25 +12 +13 +85 +15 +11 +66 +12 +36 +64 +31 +8 +67 +29 +80 +10 +8 +28 +10 +41 +14 +21 +64 +14 +59 +8 +59 +-1 +35 +7 +8 +17 +12 +22 +13 +17 +12 +17 +57 +25 +53 +7 +16 +18 +98 +61 +8 +12 +20 +46 +11 +23 +11 +30 +20 +-1 +34 +13 +-1 +10 +10 +15 +10 +33 +19 +8 +70 +23 +45 +68 +9 +15 +-1 +20 +31 +8 +30 +18 +37 +17 +9 +24 +9 +12 +34 +19 +19 +12 +-1 +46 +13 +10 +14 +10 +52 +-1 +10 +67 +8 +40 +72 +49 +-1 +41 +17 +42 +-1 +25 +-1 +50 +37 +9 +44 +28 +17 +24 +29 +12 +66 +60 +29 +10 +17 +10 +25 +18 +9 +70 +-1 +53 +14 +16 +8 +9 +26 +22 +21 +55 +9 +16 +-1 +21 +18 +-1 +37 +-1 +58 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k7.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k7.txt new file mode 100644 index 0000000..69c29ee --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k7.txt @@ -0,0 +1,1000 @@ +13 +19 +19 +22 +26 +13 +37 +43 +28 +43 +27 +72 +-1 +86 +-1 +-1 +-1 +-1 +85 +31 +73 +37 +31 +56 +-1 +-1 +-1 +16 +66 +88 +-1 +16 +-1 +22 +20 +-1 +98 +-1 +26 +63 +17 +-1 +49 +-1 +-1 +13 +-1 +17 +62 +16 +50 +23 +27 +28 +60 +26 +-1 +27 +70 +12 +23 +-1 +19 +55 +29 +21 +87 +45 +13 +14 +-1 +-1 +44 +34 +76 +25 +47 +-1 +36 +66 +24 +-1 +69 +-1 +19 +92 +32 +17 +-1 +10 +-1 +13 +15 +17 +-1 +27 +20 +-1 +24 +87 +37 +47 +-1 +-1 +25 +18 +20 +-1 +80 +64 +45 +28 +55 +27 +-1 +-1 +16 +-1 +43 +32 +19 +46 +-1 +52 +22 +19 +65 +47 +-1 +-1 +24 +-1 +13 +11 +44 +32 +11 +39 +28 +25 +42 +9 +-1 +46 +78 +-1 +-1 +38 +-1 +-1 +18 +29 +59 +51 +31 +18 +83 +13 +94 +11 +79 +43 +12 +22 +42 +42 +-1 +-1 +-1 +22 +-1 +-1 +24 +-1 +36 +16 +65 +29 +31 +-1 +21 +-1 +15 +27 +22 +57 +44 +-1 +-1 +45 +21 +-1 +-1 +30 +-1 +87 +14 +-1 +-1 +44 +76 +38 +-1 +-1 +73 +63 +22 +13 +-1 +-1 +31 +19 +37 +33 +12 +18 +14 +86 +12 +-1 +-1 +38 +-1 +-1 +51 +92 +11 +39 +52 +47 +33 +23 +59 +68 +24 +48 +-1 +-1 +21 +-1 +-1 +47 +37 +22 +-1 +58 +-1 +19 +26 +41 +93 +71 +-1 +-1 +17 +11 +28 +-1 +26 +16 +-1 +16 +29 +-1 +72 +32 +33 +86 +27 +36 +-1 +-1 +-1 +-1 +15 +39 +-1 +14 +55 +12 +-1 +36 +32 +-1 +32 +-1 +-1 +24 +17 +53 +26 +95 +23 +24 +66 +79 +-1 +94 +33 +-1 +31 +26 +36 +-1 +89 +17 +12 +58 +53 +24 +-1 +18 +26 +-1 +54 +34 +10 +24 +-1 +17 +52 +58 +19 +18 +86 +95 +-1 +-1 +70 +59 +-1 +22 +93 +26 +34 +-1 +55 +-1 +24 +19 +33 +-1 +30 +-1 +-1 +17 +-1 +78 +-1 +-1 +61 +75 +28 +22 +-1 +-1 +19 +12 +27 +80 +22 +11 +-1 +71 +22 +-1 +-1 +55 +-1 +14 +17 +-1 +13 +92 +39 +-1 +37 +72 +84 +-1 +38 +15 +47 +-1 +-1 +18 +24 +-1 +86 +82 +84 +-1 +-1 +-1 +65 +66 +-1 +22 +15 +13 +64 +-1 +61 +-1 +12 +28 +73 +12 +-1 +21 +53 +52 +-1 +22 +44 +17 +23 +13 +63 +27 +45 +66 +81 +-1 +-1 +38 +-1 +-1 +-1 +-1 +50 +9 +23 +36 +43 +-1 +-1 +-1 +-1 +14 +14 +21 +-1 +-1 +-1 +37 +44 +20 +-1 +61 +45 +-1 +10 +-1 +41 +30 +-1 +-1 +16 +40 +62 +16 +15 +29 +-1 +-1 +37 +25 +29 +29 +39 +22 +-1 +27 +95 +87 +44 +-1 +-1 +-1 +-1 +64 +44 +97 +33 +58 +34 +51 +36 +-1 +15 +16 +21 +18 +82 +-1 +57 +40 +36 +-1 +55 +45 +52 +-1 +-1 +-1 +18 +-1 +-1 +69 +14 +-1 +-1 +-1 +36 +25 +27 +45 +33 +-1 +97 +55 +22 +32 +-1 +-1 +58 +-1 +59 +45 +69 +13 +40 +21 +-1 +-1 +40 +24 +-1 +26 +72 +96 +-1 +-1 +16 +-1 +-1 +57 +21 +-1 +-1 +90 +23 +-1 +31 +13 +34 +63 +39 +29 +-1 +71 +27 +37 +41 +51 +36 +23 +24 +23 +13 +22 +-1 +37 +-1 +18 +75 +17 +-1 +67 +46 +-1 +66 +15 +19 +-1 +13 +32 +15 +-1 +38 +-1 +84 +11 +-1 +93 +24 +11 +-1 +35 +-1 +-1 +-1 +30 +19 +12 +38 +-1 +-1 +-1 +26 +9 +19 +64 +33 +19 +22 +38 +-1 +62 +71 +82 +41 +31 +49 +-1 +48 +43 +46 +28 +-1 +65 +-1 +-1 +84 +-1 +44 +71 +-1 +51 +-1 +10 +32 +-1 +27 +11 +-1 +-1 +-1 +27 +75 +-1 +11 +18 +16 +26 +14 +-1 +10 +36 +-1 +68 +-1 +24 +15 +25 +15 +25 +31 +50 +-1 +-1 +-1 +-1 +29 +51 +-1 +94 +-1 +57 +-1 +55 +-1 +14 +-1 +-1 +60 +-1 +90 +15 +-1 +30 +98 +41 +34 +-1 +49 +-1 +21 +-1 +24 +-1 +19 +17 +10 +23 +-1 +-1 +73 +-1 +30 +96 +90 +50 +33 +90 +43 +-1 +-1 +-1 +11 +-1 +15 +60 +44 +12 +-1 +-1 +13 +32 +-1 +26 +24 +-1 +15 +19 +73 +17 +-1 +55 +-1 +73 +-1 +19 +-1 +-1 +62 +-1 +62 +12 +38 +69 +-1 +48 +42 +70 +77 +-1 +73 +77 +79 +47 +-1 +-1 +94 +-1 +82 +19 +25 +21 +31 +11 +43 +71 +24 +26 +-1 +12 +-1 +71 +-1 +11 +18 +26 +18 +-1 +58 +13 +14 +13 +23 +18 +-1 +-1 +20 +-1 +36 +16 +11 +44 +62 +-1 +34 +12 +-1 +47 +68 +14 +60 +20 +-1 +29 +28 +16 +50 +39 +-1 +19 +34 +-1 +19 +59 +38 +-1 +18 +13 +-1 +-1 +43 +49 +29 +-1 +27 +13 +-1 +35 +30 +11 +57 +51 +-1 +21 +31 +38 +-1 +17 +20 +33 +96 +74 +52 +18 +21 +82 +-1 +19 +-1 +39 +-1 +11 +28 +-1 +-1 +-1 +16 +-1 +52 +-1 +20 +34 +56 +52 +18 +28 +33 +13 +56 +-1 +11 +-1 +10 +27 +21 +21 +-1 +49 +-1 +25 +20 +28 +84 +71 +86 +-1 +-1 +46 +10 +-1 +-1 +25 +29 +19 +49 +-1 +-1 +32 +-1 +-1 +33 +20 +55 +15 +-1 +67 +99 +65 +-1 +-1 +85 +19 +10 +30 +61 +-1 +61 +20 +82 +11 +-1 +-1 +-1 +-1 +-1 +53 +72 +-1 +-1 +28 +-1 +78 +27 +68 +49 +-1 +82 +57 +59 +17 +11 +-1 +-1 +57 +45 +53 +11 +19 +50 +99 +-1 +26 +81 +16 +52 +-1 +25 +-1 +12 +-1 +-1 +43 +28 +41 +46 +93 +39 +60 +73 +-1 +-1 +75 +-1 +29 +27 +54 +28 +39 +-1 +23 +28 +73 +-1 +-1 +39 +13 +-1 +77 +91 +100 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k8.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k8.txt new file mode 100644 index 0000000..06a1bc4 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k8.txt @@ -0,0 +1,1000 @@ +15 +45 +71 +-1 +16 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +87 +-1 +-1 +-1 +-1 +89 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +82 +-1 +26 +-1 +25 +20 +-1 +79 +-1 +15 +61 +42 +81 +56 +-1 +20 +-1 +42 +-1 +46 +27 +60 +-1 +69 +-1 +79 +22 +-1 +-1 +-1 +-1 +89 +41 +40 +22 +99 +-1 +-1 +82 +-1 +-1 +-1 +74 +-1 +-1 +-1 +52 +52 +52 +-1 +-1 +29 +37 +89 +-1 +87 +-1 +-1 +-1 +-1 +17 +29 +-1 +87 +-1 +21 +-1 +36 +52 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +95 +62 +72 +51 +-1 +-1 +80 +-1 +-1 +-1 +14 +-1 +-1 +31 +-1 +40 +-1 +96 +-1 +-1 +83 +26 +-1 +-1 +84 +-1 +60 +-1 +85 +-1 +-1 +-1 +-1 +30 +-1 +-1 +-1 +-1 +21 +43 +-1 +-1 +61 +59 +96 +39 +-1 +43 +28 +-1 +-1 +-1 +31 +-1 +-1 +68 +61 +83 +-1 +-1 +44 +-1 +16 +-1 +-1 +-1 +-1 +45 +-1 +-1 +94 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +94 +57 +-1 +-1 +14 +-1 +-1 +44 +-1 +-1 +-1 +24 +28 +-1 +40 +-1 +-1 +84 +-1 +-1 +-1 +96 +34 +51 +-1 +65 +-1 +26 +49 +-1 +-1 +-1 +51 +-1 +-1 +-1 +-1 +-1 +-1 +99 +-1 +-1 +-1 +38 +30 +-1 +-1 +-1 +-1 +85 +60 +35 +-1 +-1 +-1 +-1 +32 +-1 +-1 +-1 +35 +-1 +49 +57 +-1 +67 +-1 +64 +-1 +-1 +-1 +-1 +-1 +63 +56 +63 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +34 +91 +97 +-1 +-1 +-1 +-1 +34 +60 +-1 +35 +-1 +59 +-1 +-1 +-1 +-1 +-1 +-1 +74 +-1 +-1 +-1 +49 +28 +44 +-1 +20 +-1 +88 +-1 +17 +36 +75 +-1 +-1 +70 +-1 +-1 +-1 +74 +-1 +48 +-1 +-1 +-1 +-1 +15 +-1 +24 +-1 +-1 +48 +43 +64 +74 +-1 +-1 +93 +-1 +-1 +-1 +64 +60 +28 +28 +39 +48 +-1 +-1 +-1 +37 +-1 +94 +52 +52 +-1 +-1 +-1 +-1 +61 +25 +79 +-1 +-1 +97 +-1 +-1 +-1 +41 +-1 +56 +-1 +88 +-1 +-1 +81 +76 +-1 +-1 +64 +94 +-1 +18 +-1 +-1 +-1 +64 +44 +95 +-1 +75 +85 +37 +79 +-1 +-1 +93 +62 +-1 +-1 +-1 +-1 +-1 +-1 +71 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +39 +43 +-1 +67 +46 +-1 +34 +14 +-1 +87 +-1 +-1 +92 +-1 +-1 +-1 +67 +-1 +-1 +63 +-1 +-1 +-1 +71 +20 +49 +-1 +-1 +53 +78 +16 +-1 +27 +92 +-1 +-1 +-1 +-1 +62 +66 +-1 +49 +18 +-1 +44 +92 +-1 +41 +-1 +-1 +-1 +23 +-1 +30 +77 +-1 +23 +49 +-1 +-1 +14 +-1 +-1 +-1 +23 +-1 +-1 +97 +36 +68 +-1 +71 +-1 +49 +-1 +-1 +-1 +-1 +-1 +50 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +70 +-1 +88 +49 +-1 +-1 +92 +78 +55 +28 +77 +47 +-1 +44 +-1 +61 +-1 +83 +79 +-1 +-1 +-1 +-1 +48 +-1 +36 +77 +91 +-1 +-1 +28 +-1 +-1 +57 +-1 +35 +-1 +44 +65 +91 +42 +28 +51 +-1 +-1 +83 +80 +44 +32 +-1 +-1 +-1 +92 +52 +49 +-1 +-1 +19 +-1 +-1 +52 +59 +-1 +79 +-1 +-1 +-1 +-1 +90 +-1 +53 +18 +-1 +21 +-1 +-1 +49 +100 +-1 +-1 +-1 +-1 +96 +48 +-1 +95 +-1 +-1 +-1 +39 +-1 +89 +-1 +21 +73 +-1 +14 +29 +-1 +36 +-1 +-1 +-1 +15 +-1 +-1 +61 +27 +-1 +85 +-1 +-1 +-1 +36 +59 +-1 +94 +23 +31 +34 +-1 +-1 +-1 +-1 +-1 +96 +-1 +-1 +66 +37 +40 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +18 +-1 +-1 +100 +36 +-1 +-1 +-1 +-1 +43 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +97 +42 +25 +-1 +16 +-1 +-1 +-1 +-1 +59 +-1 +-1 +-1 +-1 +-1 +15 +48 +-1 +56 +22 +-1 +87 +-1 +-1 +-1 +-1 +29 +-1 +-1 +-1 +63 +-1 +-1 +-1 +43 +-1 +64 +51 +-1 +100 +-1 +60 +-1 +33 +65 +52 +-1 +-1 +62 +62 +-1 +21 +-1 +58 +41 +41 +-1 +-1 +43 +-1 +48 +68 +97 +49 +-1 +40 +-1 +-1 +28 +-1 +17 +-1 +-1 +-1 +21 +-1 +-1 +-1 +-1 +-1 +73 +-1 +80 +-1 +-1 +31 +-1 +43 +65 +57 +-1 +29 +30 +39 +79 +-1 +38 +-1 +-1 +-1 +-1 +-1 +80 +69 +-1 +-1 +-1 +67 +68 +75 +74 +37 +60 +80 +76 +-1 +-1 +-1 +59 +-1 +-1 +-1 +90 +-1 +19 +63 +23 +47 +96 +86 +91 +-1 +-1 +29 +32 +-1 +67 +-1 +72 +-1 +-1 +-1 +-1 +84 +-1 +-1 +-1 +56 +80 +67 +75 +93 +-1 +-1 +15 +71 +-1 +41 +-1 +-1 +-1 +-1 +-1 +16 +-1 +-1 +50 +68 +31 +46 +38 +84 +82 +-1 +-1 +77 +79 +99 +-1 +-1 +-1 +68 +-1 +-1 +37 +36 +-1 +93 +-1 +-1 +-1 +53 +-1 +-1 +14 +32 +51 +-1 +-1 +-1 +-1 +-1 +59 +-1 +28 +-1 +-1 +-1 +21 +99 +38 +82 +29 +-1 +-1 +-1 +-1 +26 +88 +28 +92 +60 +99 +-1 +-1 +-1 +53 +-1 +-1 +-1 +85 +-1 +-1 +-1 +40 +35 +28 +-1 +-1 +-1 +-1 +75 +-1 +14 +-1 +-1 +-1 +-1 +-1 +14 +-1 +-1 +-1 +-1 +17 +-1 +-1 +-1 +18 +16 +99 +99 +-1 +-1 +95 +-1 +54 +-1 +38 +-1 +28 +-1 +38 +79 +-1 +23 +41 +-1 +73 +-1 +-1 +-1 +-1 +52 +32 +-1 +27 +-1 +-1 +-1 +-1 +94 +-1 +-1 +37 +-1 +-1 +18 +100 +-1 +29 +-1 +-1 +90 +76 +28 +-1 +88 +-1 +-1 +-1 +-1 +63 +80 +-1 +71 +19 +63 +-1 +53 +-1 +99 +-1 +-1 +-1 +24 +27 +-1 +73 +-1 +-1 +-1 +48 +-1 +-1 +78 +34 +-1 +-1 +18 +-1 +66 +-1 +60 +86 +73 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k8_different_grid_sizes.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k8_different_grid_sizes.txt new file mode 100644 index 0000000..961fe50 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k8_different_grid_sizes.txt @@ -0,0 +1,100 @@ +19 +46 +48 +65 +27 +34 +-1 +-1 +-1 +-1 +88 +-1 +69 +-1 +-1 +17 +-1 +-1 +-1 +-1 +62 +26 +-1 +-1 +-1 +-1 +-1 +89 +-1 +-1 +59 +22 +-1 +-1 +-1 +-1 +-1 +-1 +69 +-1 +55 +-1 +-1 +31 +62 +48 +88 +76 +64 +38 +78 +84 +81 +26 +33 +-1 +48 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +42 +-1 +-1 +35 +66 +94 +35 +94 +72 +73 +-1 +44 +33 +-1 +-1 +23 +-1 +27 +-1 +-1 +-1 +-1 +-1 +42 +26 +-1 +58 +89 +21 +95 +-1 +-1 +-1 +85 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k9.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k9.txt new file mode 100644 index 0000000..0b10358 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_5x5_k9.txt @@ -0,0 +1,1000 @@ +57 +72 +-1 +-1 +-1 +-1 +-1 +-1 +69 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +80 +-1 +99 +95 +-1 +58 +-1 +-1 +-1 +51 +-1 +-1 +-1 +-1 +-1 +-1 +98 +-1 +-1 +-1 +-1 +-1 +86 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +76 +89 +96 +-1 +91 +-1 +49 +-1 +-1 +68 +78 +63 +-1 +65 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +75 +-1 +-1 +-1 +-1 +40 +-1 +-1 +-1 +-1 +-1 +-1 +79 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +70 +-1 +-1 +-1 +-1 +-1 +64 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +63 +-1 +-1 +-1 +-1 +38 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +62 +-1 +-1 +-1 +-1 +-1 +-1 +67 +82 +-1 +-1 +-1 +-1 +43 +-1 +-1 +95 +-1 +-1 +55 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +62 +-1 +-1 +-1 +-1 +-1 +85 +48 +-1 +-1 +81 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +36 +65 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +67 +-1 +-1 +-1 +86 +-1 +40 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +94 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +50 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +72 +-1 +92 +-1 +-1 +-1 +75 +-1 +-1 +-1 +-1 +-1 +36 +-1 +-1 +-1 +-1 +39 +70 +-1 +-1 +-1 +91 +-1 +-1 +-1 +-1 +49 +-1 +-1 +-1 +-1 +87 +99 +-1 +-1 +43 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +77 +-1 +27 +-1 +-1 +-1 +-1 +38 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +54 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +83 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +57 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +57 +-1 +88 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +57 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +81 +93 +41 +-1 +-1 +-1 +-1 +-1 +46 +-1 +-1 +-1 +-1 +-1 +-1 +95 +-1 +-1 +-1 +-1 +-1 +-1 +73 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +95 +-1 +-1 +-1 +-1 +-1 +90 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +48 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +55 +-1 +52 +-1 +100 +-1 +-1 +-1 +-1 +-1 +-1 +35 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +73 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +70 +-1 +53 +-1 +79 +-1 +-1 +71 +-1 +-1 +-1 +-1 +90 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +63 +43 +-1 +53 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +48 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +73 +-1 +-1 +25 +-1 +-1 +29 +-1 +-1 +-1 +-1 +-1 +79 +-1 +-1 +19 +-1 +-1 +95 +-1 +-1 +60 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +90 +-1 +-1 +99 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +66 +-1 +-1 +-1 +-1 +77 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +58 +-1 +-1 +40 +-1 +-1 +-1 +-1 +49 +-1 +-1 +-1 +37 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +79 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +60 +-1 +41 +-1 +-1 +-1 +82 +-1 +-1 +-1 +95 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +34 +58 +-1 +88 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +91 +55 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +54 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +55 +-1 +-1 +42 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +49 +-1 +-1 +87 +-1 +-1 +79 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +88 +-1 +-1 +89 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +46 +-1 +100 +-1 +-1 +-1 +-1 +-1 +50 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +92 +65 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +36 +-1 +-1 +-1 +-1 +-1 +62 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +53 +-1 +-1 +-1 +-1 +85 +-1 +-1 +72 +-1 +-1 +-1 +-1 +-1 +-1 +84 +89 +33 +-1 +-1 +47 +-1 +-1 +-1 +-1 +-1 +52 +-1 +-1 +-1 +-1 +-1 +57 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +75 +44 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +49 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +25 +-1 +-1 +-1 +-1 +-1 +62 +-1 +-1 +-1 +56 +-1 +88 +-1 +-1 +78 +63 +36 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +82 +-1 +-1 +-1 +-1 +37 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +93 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_6x6_k8_different_grid_sizes.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_6x6_k8_different_grid_sizes.txt new file mode 100644 index 0000000..c21764c --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_6x6_k8_different_grid_sizes.txt @@ -0,0 +1,100 @@ +63 +95 +89 +-1 +75 +-1 +-1 +-1 +-1 +86 +95 +43 +-1 +-1 +-1 +18 +35 +22 +-1 +-1 +54 +66 +41 +-1 +-1 +-1 +-1 +91 +-1 +-1 +-1 +-1 +97 +-1 +-1 +28 +-1 +54 +-1 +-1 +-1 +-1 +38 +-1 +-1 +-1 +-1 +-1 +22 +89 +-1 +-1 +-1 +-1 +-1 +83 +-1 +-1 +-1 +-1 +30 +30 +-1 +-1 +-1 +68 +-1 +-1 +18 +-1 +28 +-1 +-1 +44 +-1 +-1 +-1 +55 +69 +-1 +-1 +-1 +74 +-1 +23 +-1 +-1 +-1 +-1 +-1 +51 +-1 +-1 +-1 +88 +92 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_7x7_k10.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_7x7_k10.txt new file mode 100644 index 0000000..ed3977a --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_7x7_k10.txt @@ -0,0 +1,1000 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +58 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +83 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +74 +-1 +86 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +79 +-1 +-1 +93 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +98 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +84 +-1 +70 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +78 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +93 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +74 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +56 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +77 +-1 +-1 +95 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +47 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +72 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +84 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +96 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +45 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +85 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +85 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +69 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +98 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +98 +70 +-1 +-1 +-1 +-1 +-1 +93 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_7x7_k8_different_grid_sizes.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_7x7_k8_different_grid_sizes.txt new file mode 100644 index 0000000..11d884d --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_7x7_k8_different_grid_sizes.txt @@ -0,0 +1,100 @@ +43 +48 +67 +25 +23 +66 +-1 +37 +-1 +-1 +-1 +41 +-1 +-1 +-1 +-1 +97 +-1 +-1 +-1 +51 +65 +-1 +31 +-1 +-1 +-1 +51 +21 +-1 +-1 +-1 +-1 +85 +30 +79 +-1 +-1 +-1 +62 +-1 +-1 +-1 +-1 +-1 +16 +-1 +25 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +56 +24 +-1 +-1 +33 +-1 +39 +-1 +94 +-1 +19 +89 +-1 +-1 +14 +78 +-1 +-1 +-1 +38 +-1 +15 +-1 +-1 +61 +-1 +36 +-1 +89 +-1 +-1 +14 +51 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_8x8_k8_different_grid_sizes.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_8x8_k8_different_grid_sizes.txt new file mode 100644 index 0000000..7ac1041 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_8x8_k8_different_grid_sizes.txt @@ -0,0 +1,100 @@ +43 +54 +14 +57 +88 +-1 +-1 +-1 +-1 +-1 +27 +16 +-1 +66 +87 +37 +76 +-1 +-1 +-1 +37 +72 +53 +34 +88 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +26 +-1 +-1 +99 +-1 +-1 +49 +58 +-1 +-1 +-1 +49 +71 +39 +28 +-1 +-1 +-1 +-1 +-1 +39 +-1 +40 +-1 +-1 +-1 +-1 +27 +-1 +-1 +48 +-1 +49 +30 +35 +-1 +-1 +-1 +-1 +86 +97 +59 +-1 +55 +97 +72 +-1 +-1 +57 +-1 +-1 +16 +-1 +-1 +-1 +-1 +47 +-1 +37 +-1 +-1 +81 +-1 +44 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_9x9_k8_different_grid_sizes.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_9x9_k8_different_grid_sizes.txt new file mode 100644 index 0000000..69b2249 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_9x9_k8_different_grid_sizes.txt @@ -0,0 +1,100 @@ +26 +31 +45 +35 +-1 +-1 +-1 +-1 +-1 +-1 +42 +29 +-1 +29 +53 +37 +36 +35 +77 +-1 +-1 +52 +83 +-1 +-1 +-1 +-1 +30 +55 +-1 +64 +-1 +-1 +86 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +93 +39 +-1 +45 +-1 +-1 +-1 +-1 +25 +-1 +-1 +41 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +74 +50 +-1 +-1 +-1 +21 +82 +34 +-1 +32 +-1 +-1 +-1 +31 +-1 +65 +46 +-1 +50 +-1 +37 +-1 +53 +-1 +-1 +73 +-1 +94 +-1 +-1 +-1 +47 +36 +-1 +60 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_nikolaus.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_nikolaus.txt new file mode 100644 index 0000000..763fca9 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_nikolaus.txt @@ -0,0 +1,1000 @@ +2 +3 +3 +2 +2 +27 +2 +2 +2 +2 +17 +2 +3 +15 +2 +2 +2 +2 +3 +20 +3 +2 +2 +20 +10 +9 +10 +3 +12 +2 +18 +2 +2 +3 +2 +5 +2 +2 +6 +15 +8 +3 +2 +2 +2 +2 +2 +3 +2 +16 +2 +3 +2 +7 +2 +2 +2 +2 +13 +2 +2 +2 +3 +2 +2 +2 +3 +2 +3 +2 +18 +3 +2 +10 +2 +2 +2 +12 +2 +4 +6 +2 +3 +2 +2 +2 +20 +3 +3 +3 +2 +3 +2 +3 +2 +2 +6 +8 +2 +11 +9 +2 +3 +18 +3 +8 +2 +2 +16 +9 +2 +11 +11 +2 +-1 +2 +2 +9 +2 +2 +16 +2 +2 +9 +2 +2 +4 +2 +2 +2 +3 +2 +2 +15 +2 +10 +2 +2 +2 +2 +2 +2 +2 +2 +2 +3 +11 +3 +2 +9 +2 +2 +2 +2 +2 +9 +4 +2 +2 +20 +2 +9 +11 +13 +7 +2 +2 +2 +10 +2 +5 +2 +2 +2 +8 +7 +2 +3 +8 +2 +6 +2 +2 +18 +2 +21 +2 +3 +2 +2 +2 +9 +3 +2 +2 +2 +2 +2 +2 +12 +3 +2 +15 +3 +3 +2 +2 +8 +3 +11 +17 +2 +2 +9 +2 +2 +2 +2 +2 +10 +8 +4 +4 +3 +2 +11 +21 +2 +18 +3 +17 +2 +3 +2 +23 +27 +18 +14 +16 +20 +2 +-1 +3 +2 +3 +2 +2 +10 +10 +3 +5 +2 +2 +2 +2 +2 +3 +2 +3 +2 +2 +2 +2 +9 +14 +2 +3 +10 +2 +3 +2 +2 +3 +2 +10 +15 +2 +15 +2 +2 +2 +2 +2 +3 +11 +16 +2 +12 +2 +10 +2 +5 +2 +2 +2 +3 +2 +2 +2 +-1 +2 +3 +2 +3 +7 +2 +3 +16 +2 +16 +3 +2 +3 +3 +4 +5 +2 +2 +2 +2 +2 +3 +5 +2 +9 +17 +8 +2 +2 +3 +2 +2 +3 +10 +3 +2 +2 +3 +19 +9 +2 +3 +2 +20 +2 +2 +2 +15 +2 +14 +2 +2 +22 +7 +9 +2 +2 +2 +9 +2 +2 +2 +2 +-1 +2 +2 +9 +3 +13 +2 +2 +12 +2 +2 +2 +3 +2 +2 +16 +3 +3 +3 +2 +4 +2 +2 +2 +2 +2 +5 +2 +2 +2 +2 +2 +2 +2 +2 +2 +7 +11 +2 +2 +3 +2 +11 +3 +8 +3 +2 +2 +11 +2 +2 +3 +3 +2 +2 +2 +2 +2 +18 +3 +2 +3 +2 +3 +2 +2 +2 +3 +2 +7 +3 +2 +2 +2 +3 +2 +9 +2 +3 +2 +2 +2 +2 +3 +13 +3 +2 +10 +2 +19 +3 +2 +3 +10 +3 +2 +2 +3 +3 +7 +2 +4 +2 +3 +2 +2 +2 +14 +15 +2 +2 +2 +3 +16 +2 +2 +2 +3 +2 +5 +14 +3 +4 +3 +2 +2 +3 +3 +10 +2 +8 +2 +19 +2 +2 +4 +2 +2 +11 +2 +2 +2 +3 +3 +7 +28 +2 +2 +9 +2 +2 +3 +3 +2 +2 +3 +9 +2 +16 +16 +3 +6 +3 +10 +2 +2 +2 +2 +2 +2 +2 +6 +2 +3 +3 +11 +2 +2 +3 +2 +2 +2 +2 +2 +3 +2 +3 +5 +2 +2 +2 +2 +3 +2 +2 +2 +2 +2 +7 +2 +2 +7 +13 +2 +2 +14 +2 +2 +2 +2 +2 +14 +2 +9 +10 +2 +2 +13 +2 +10 +2 +3 +2 +3 +6 +3 +2 +13 +2 +2 +2 +2 +15 +2 +2 +2 +9 +5 +2 +6 +4 +21 +2 +16 +2 +2 +2 +2 +2 +2 +2 +8 +5 +2 +2 +3 +5 +3 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +27 +2 +2 +2 +3 +2 +13 +2 +11 +12 +12 +2 +18 +12 +3 +2 +13 +16 +2 +9 +22 +2 +2 +7 +2 +15 +2 +2 +2 +2 +12 +5 +2 +2 +2 +2 +2 +2 +2 +2 +7 +2 +6 +2 +5 +16 +2 +2 +9 +2 +2 +11 +2 +11 +31 +2 +14 +21 +2 +2 +2 +9 +2 +2 +2 +2 +2 +3 +3 +2 +2 +2 +2 +2 +6 +2 +3 +2 +2 +3 +2 +2 +10 +2 +2 +13 +38 +2 +2 +11 +12 +13 +2 +9 +2 +7 +13 +2 +2 +2 +3 +7 +2 +3 +2 +32 +2 +2 +2 +8 +9 +3 +2 +2 +3 +2 +17 +2 +4 +2 +3 +2 +2 +5 +2 +3 +3 +2 +3 +10 +4 +2 +2 +2 +20 +2 +13 +2 +2 +3 +2 +2 +16 +2 +4 +2 +7 +2 +2 +3 +3 +15 +2 +2 +2 +2 +3 +2 +2 +28 +2 +22 +2 +2 +2 +2 +12 +2 +11 +3 +2 +30 +10 +10 +41 +4 +15 +2 +3 +26 +3 +2 +2 +2 +2 +16 +3 +2 +2 +6 +2 +2 +3 +3 +2 +2 +2 +2 +3 +2 +2 +4 +2 +2 +12 +2 +2 +5 +2 +2 +2 +2 +3 +2 +5 +3 +3 +19 +2 +2 +6 +2 +2 +13 +3 +9 +3 +2 +3 +14 +3 +11 +3 +2 +18 +15 +3 +12 +27 +2 +2 +2 +3 +3 +2 +18 +9 +3 +13 +2 +2 +2 +9 +2 +2 +2 +2 +3 +3 +2 +7 +9 +4 +3 +8 +2 +7 +2 +10 +13 +2 +3 +2 +2 +16 +2 +26 +9 +26 +2 +11 +13 +2 +3 +9 +2 +3 +2 +2 +2 +2 +2 +3 +2 +3 +3 +5 +2 +2 +10 +2 +6 +2 +18 +2 +2 +3 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +7 +4 +4 +8 +16 +3 +2 +2 +3 +2 +2 +3 +2 +2 +16 +2 +2 +2 +10 +2 +20 +2 +2 +2 +21 +3 +2 +2 +3 +2 +3 +3 +2 +3 +3 +2 +2 +3 +8 +2 +2 +2 +3 +2 +28 +2 +3 +15 diff --git a/python/plots/how_many_generations/data/k_graphs/how_many_generations_nikolaus_10000.txt b/python/plots/how_many_generations/data/k_graphs/how_many_generations_nikolaus_10000.txt new file mode 100644 index 0000000..ea6c439 --- /dev/null +++ b/python/plots/how_many_generations/data/k_graphs/how_many_generations_nikolaus_10000.txt @@ -0,0 +1,10000 @@ +11 +3 +3 +11 +10 +2 +23 +2 +7 +15 +2 +2 +6 +3 +15 +20 +2 +3 +2 +2 +3 +12 +2 +13 +7 +3 +2 +2 +3 +2 +25 +3 +2 +21 +2 +14 +2 +13 +12 +28 +12 +15 +2 +2 +3 +7 +-1 +9 +18 +2 +2 +3 +19 +14 +2 +3 +2 +2 +18 +4 +13 +11 +7 +16 +2 +3 +2 +2 +2 +6 +15 +9 +2 +2 +2 +6 +3 +28 +11 +15 +2 +2 +2 +3 +3 +2 +2 +2 +2 +2 +6 +2 +11 +3 +2 +17 +2 +13 +3 +2 +2 +8 +2 +2 +2 +2 +2 +2 +2 +19 +2 +2 +2 +8 +3 +3 +2 +2 +2 +2 +2 +9 +2 +3 +2 +2 +2 +2 +12 +3 +3 +3 +5 +2 +3 +21 +3 +14 +5 +3 +2 +2 +2 +3 +2 +3 +9 +2 +2 +29 +2 +9 +13 +2 +2 +2 +2 +3 +3 +7 +2 +24 +13 +2 +2 +2 +7 +2 +3 +5 +2 +7 +2 +2 +16 +2 +9 +2 +10 +15 +2 +2 +2 +10 +2 +2 +3 +12 +18 +3 +10 +2 +2 +2 +2 +17 +3 +3 +2 +2 +12 +12 +2 +17 +2 +2 +3 +3 +2 +14 +2 +2 +9 +8 +3 +2 +7 +2 +-1 +2 +2 +2 +2 +9 +2 +2 +2 +2 +2 +6 +3 +2 +15 +2 +2 +17 +12 +5 +3 +3 +20 +2 +3 +2 +2 +2 +3 +3 +2 +5 +3 +2 +20 +2 +2 +22 +2 +13 +8 +2 +3 +3 +2 +2 +2 +15 +2 +10 +2 +24 +3 +2 +3 +2 +2 +3 +12 +2 +2 +4 +4 +2 +4 +3 +2 +2 +3 +8 +8 +9 +2 +3 +2 +12 +3 +2 +2 +3 +22 +12 +6 +2 +23 +2 +3 +2 +2 +3 +2 +2 +3 +3 +2 +3 +2 +3 +2 +2 +7 +3 +2 +15 +8 +2 +2 +3 +3 +2 +4 +2 +3 +2 +2 +3 +2 +21 +2 +2 +2 +2 +2 +2 +13 +2 +9 +2 +14 +22 +3 +2 +3 +6 +27 +2 +3 +2 +3 +12 +2 +2 +2 +2 +2 +3 +2 +3 +2 +21 +3 +3 +2 +8 +8 +2 +7 +2 +2 +2 +9 +2 +16 +2 +2 +2 +2 +3 +2 +9 +3 +3 +22 +2 +2 +8 +10 +2 +2 +3 +8 +2 +2 +9 +2 +6 +3 +2 +-1 +3 +7 +3 +2 +28 +9 +2 +2 +2 +2 +3 +2 +12 +8 +13 +2 +2 +2 +2 +2 +18 +7 +2 +2 +2 +2 +2 +6 +2 +2 +2 +2 +3 +3 +2 +2 +2 +2 +3 +3 +2 +2 +2 +8 +2 +2 +2 +2 +3 +2 +16 +2 +2 +3 +2 +5 +2 +13 +2 +2 +3 +15 +2 +9 +8 +7 +-1 +2 +2 +3 +2 +2 +14 +3 +2 +2 +2 +2 +6 +2 +2 +9 +2 +5 +16 +2 +2 +14 +2 +19 +5 +5 +2 +2 +9 +2 +2 +25 +10 +2 +19 +2 +2 +-1 +2 +2 +3 +3 +2 +2 +3 +2 +3 +10 +3 +2 +3 +9 +3 +2 +2 +18 +2 +7 +17 +2 +2 +3 +2 +2 +2 +2 +15 +4 +2 +3 +3 +3 +9 +2 +2 +12 +2 +3 +22 +2 +2 +2 +9 +15 +3 +5 +3 +10 +10 +3 +2 +3 +2 +11 +14 +3 +20 +2 +4 +9 +2 +3 +2 +2 +2 +2 +2 +29 +3 +9 +4 +2 +3 +3 +2 +2 +2 +16 +3 +4 +2 +18 +3 +2 +2 +2 +2 +5 +2 +3 +2 +2 +4 +15 +11 +21 +2 +2 +3 +7 +9 +2 +10 +2 +6 +3 +2 +2 +2 +2 +12 +2 +2 +3 +13 +2 +2 +12 +2 +2 +2 +2 +2 +10 +9 +4 +4 +5 +3 +8 +4 +2 +3 +3 +9 +2 +2 +8 +3 +2 +3 +18 +2 +3 +5 +2 +2 +2 +2 +2 +2 +19 +4 +3 +16 +2 +2 +2 +16 +2 +19 +2 +10 +2 +2 +9 +2 +2 +2 +3 +2 +2 +2 +2 +2 +2 +2 +2 +3 +2 +10 +2 +6 +3 +3 +2 +2 +2 +2 +2 +2 +3 +2 +5 +2 +2 +2 +2 +2 +2 +2 +2 +15 +2 +2 +14 +2 +2 +8 +2 +2 +10 +2 +14 +3 +7 +10 +10 +2 +16 +2 +2 +2 +2 +2 +3 +2 +15 +12 +2 +16 +14 +13 +8 +6 +2 +2 +6 +2 +2 +2 +2 +2 +3 +9 +8 +3 +2 +3 +2 +4 +3 +20 +2 +2 +7 +3 +2 +2 +3 +2 +2 +3 +2 +2 +19 +2 +2 +2 +13 +2 +2 +2 +3 +11 +15 +2 +12 +11 +2 +28 +8 +12 +17 +25 +6 +2 +2 +21 +2 +2 +2 +4 +15 +2 +2 +14 +3 +13 +20 +2 +-1 +2 +9 +11 +2 +2 +2 +2 +11 +2 +2 +5 +2 +8 +3 +3 +3 +2 +8 +11 +7 +2 +2 +2 +2 +2 +2 +2 +2 +6 +2 +7 +15 +9 +18 +2 +37 +3 +14 +2 +2 +4 +2 +3 +2 +2 +2 +2 +24 +2 +2 +2 +3 +2 +8 +2 +2 +3 +3 +2 +2 +2 +4 +3 +2 +3 +24 +12 +2 +5 +2 +3 +2 +2 +2 +2 +3 +2 +2 +16 +32 +2 +2 +5 +3 +2 +2 +2 +2 +2 +10 +3 +2 +2 +5 +5 +5 +3 +12 +2 +2 +2 +3 +2 +18 +9 +2 +3 +2 +12 +2 +3 +2 +2 +2 +7 +3 +3 +2 +2 +2 +2 +14 +2 +3 +25 +17 +17 +6 +17 +12 +10 +2 +28 +11 +12 +8 +2 +3 +3 +9 +4 +14 +16 +2 +2 +3 +13 +2 +17 +6 +2 +2 +2 +10 +5 +3 +12 +2 +2 +10 +3 +2 +4 +7 +14 +2 +2 +2 +6 +2 +4 +10 +2 +5 +8 +10 +8 +5 +2 +4 +3 +3 +2 +2 +3 +28 +14 +5 +5 +3 +3 +2 +13 +2 +3 +2 +2 +2 +2 +4 +4 +3 +17 +6 +2 +2 +10 +3 +2 +2 +2 +12 +3 +2 +2 +10 +3 +8 +3 +2 +3 +15 +2 +11 +6 +2 +2 +24 +19 +11 +2 +3 +11 +3 +2 +7 +2 +2 +2 +19 +8 +2 +2 +2 +2 +10 +2 +3 +5 +10 +2 +2 +2 +2 +6 +5 +11 +12 +15 +9 +2 +2 +2 +3 +3 +2 +4 +9 +16 +3 +3 +14 +3 +16 +3 +4 +17 +19 +3 +2 +2 +2 +2 +5 +2 +2 +2 +2 +2 +11 +15 +19 +2 +3 +2 +2 +5 +3 +2 +2 +3 +3 +2 +3 +13 +6 +2 +2 +2 +3 +2 +10 +5 +2 +2 +2 +11 +2 +3 +2 +11 +3 +3 +2 +3 +2 +9 +2 +2 +2 +3 +20 +12 +10 +3 +5 +3 +2 +27 +2 +18 +2 +10 +2 +18 +3 +2 +9 +5 +2 +2 +4 +3 +7 +4 +2 +2 +2 +2 +2 +2 +2 +2 +2 +3 +2 +2 +2 +-1 +3 +2 +5 +2 +2 +4 +3 +2 +2 +2 +2 +2 +2 +2 +2 +3 +2 +3 +6 +2 +2 +2 +2 +16 +3 +2 +9 +2 +3 +2 +14 +2 +2 +8 +12 +24 +2 +8 +13 +2 +2 +2 +2 +16 +2 +3 +2 +2 +2 +2 +2 +2 +21 +2 +3 +6 +11 +3 +2 +8 +2 +2 +-1 +2 +2 +2 +2 +24 +3 +2 +2 +6 +2 +20 +2 +2 +3 +2 +2 +2 +11 +3 +2 +2 +5 +2 +2 +3 +21 +2 +2 +20 +2 +11 +2 +3 +5 +2 +2 +3 +16 +19 +4 +4 +2 +2 +2 +5 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +3 +2 +2 +2 +16 +2 +6 +11 +12 +7 +4 +2 +3 +2 +2 +2 +2 +2 +3 +15 +13 +3 +2 +2 +7 +2 +2 +16 +2 +2 +3 +2 +2 +2 +9 +6 +9 +19 +3 +3 +16 +2 +8 +3 +2 +2 +2 +2 +2 +-1 +2 +2 +3 +12 +4 +13 +3 +14 +3 +11 +9 +2 +11 +2 +3 +5 +2 +3 +14 +2 +2 +2 +2 +2 +3 +2 +9 +16 +3 +2 +3 +18 +2 +2 +13 +2 +21 +2 +8 +3 +15 +9 +2 +3 +3 +2 +2 +2 +2 +2 +2 +2 +11 +2 +5 +2 +3 +8 +3 +4 +2 +2 +19 +2 +16 +3 +2 +2 +14 +12 +2 +3 +12 +2 +2 +2 +2 +2 +3 +3 +2 +2 +-1 +2 +3 +5 +2 +3 +2 +2 +2 +23 +17 +13 +2 +3 +2 +2 +2 +3 +2 +3 +3 +2 +10 +2 +3 +2 +3 +2 +3 +2 +2 +3 +2 +2 +3 +28 +2 +2 +9 +3 +2 +2 +12 +9 +2 +9 +3 +2 +17 +2 +3 +2 +17 +2 +2 +2 +2 +3 +2 +17 +3 +13 +2 +6 +8 +15 +11 +3 +2 +2 +2 +3 +12 +18 +3 +23 +2 +15 +2 +2 +2 +3 +17 +2 +14 +-1 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +11 +18 +2 +19 +2 +2 +2 +2 +2 +2 +2 +8 +2 +2 +2 +6 +2 +3 +3 +3 +16 +3 +2 +2 +2 +2 +10 +2 +22 +2 +11 +2 +4 +2 +2 +18 +2 +3 +2 +2 +3 +2 +2 +11 +2 +3 +4 +3 +2 +2 +2 +3 +2 +6 +2 +3 +3 +2 +12 +2 +2 +2 +5 +2 +3 +2 +2 +2 +4 +2 +11 +2 +2 +18 +2 +3 +16 +3 +16 +3 +3 +2 +2 +2 +2 +2 +2 +8 +13 +2 +2 +3 +3 +2 +2 +3 +5 +2 +4 +2 +2 +16 +2 +8 +11 +2 +15 +2 +2 +13 +4 +2 +3 +2 +2 +2 +4 +3 +2 +10 +14 +2 +2 +19 +14 +2 +2 +5 +2 +7 +2 +6 +2 +2 +18 +2 +3 +14 +2 +2 +8 +2 +2 +2 +8 +3 +2 +8 +18 +2 +2 +2 +19 +2 +2 +25 +14 +3 +2 +6 +12 +21 +2 +2 +3 +3 +2 +2 +2 +2 +19 +5 +6 +2 +2 +2 +15 +2 +2 +3 +2 +4 +2 +2 +3 +2 +9 +7 +2 +10 +2 +2 +3 +45 +3 +3 +3 +2 +2 +2 +2 +4 +6 +2 +2 +8 +26 +2 +6 +3 +2 +2 +14 +12 +2 +8 +3 +7 +3 +2 +3 +3 +3 +3 +11 +12 +3 +3 +2 +2 +2 +2 +3 +2 +2 +2 +3 +22 +-1 +3 +2 +2 +2 +2 +2 +4 +2 +24 +4 +3 +2 +6 +2 +2 +2 +11 +2 +-1 +2 +2 +6 +3 +2 +3 +2 +6 +2 +17 +2 +2 +6 +2 +10 +2 +2 +3 +2 +2 +2 +17 +9 +4 +2 +6 +7 +2 +2 +2 +2 +2 +3 +2 +3 +23 +2 +2 +22 +3 +2 +2 +-1 +2 +16 +3 +2 +2 +2 +3 +2 +3 +9 +16 +2 +2 +3 +2 +2 +2 +2 +11 +3 +2 +2 +2 +3 +2 +25 +10 +2 +18 +2 +2 +2 +3 +3 +18 +11 +2 +2 +2 +2 +4 +2 +8 +5 +2 +2 +2 +2 +2 +2 +7 +2 +2 +2 +2 +-1 +2 +2 +3 +2 +3 +9 +2 +2 +2 +2 +15 +2 +2 +2 +2 +2 +11 +3 +2 +2 +2 +2 +13 +2 +3 +2 +17 +3 +2 +2 +3 +4 +3 +2 +16 +8 +2 +8 +3 +2 +17 +11 +9 +2 +31 +4 +3 +2 +3 +2 +12 +2 +2 +2 +2 +2 +3 +2 +5 +2 +2 +3 +2 +2 +12 +2 +2 +8 +3 +2 +2 +10 +10 +19 +2 +4 +3 +3 +21 +2 +8 +2 +2 +2 +2 +4 +2 +5 +2 +5 +3 +9 +2 +11 +3 +2 +3 +2 +4 +21 +2 +9 +2 +21 +2 +19 +2 +2 +3 +2 +2 +18 +2 +3 +2 +2 +2 +2 +25 +2 +2 +2 +2 +2 +12 +3 +4 +3 +2 +2 +19 +4 +4 +8 +3 +3 +8 +2 +3 +2 +2 +2 +20 +11 +3 +20 +2 +17 +2 +2 +2 +2 +2 +3 +3 +3 +2 +4 +2 +2 +7 +3 +5 +6 +2 +7 +8 +2 +2 +2 +4 +2 +13 +2 +10 +2 +3 +14 +3 +14 +2 +2 +14 +2 +13 +16 +2 +2 +6 +3 +2 +16 +8 +21 +11 +2 +5 +2 +2 +2 +3 +5 +7 +6 +11 +2 +3 +8 +2 +2 +2 +2 +8 +3 +2 +2 +2 +15 +2 +2 +3 +2 +9 +2 +2 +3 +10 +3 +2 +2 +2 +2 +19 +11 +2 +30 +3 +2 +3 +3 +2 +19 +6 +-1 +2 +2 +12 +2 +3 +9 +2 +2 +3 +11 +2 +3 +2 +2 +13 +3 +2 +2 +2 +9 +2 +2 +10 +3 +3 +2 +5 +12 +2 +3 +2 +2 +2 +3 +9 +2 +2 +15 +3 +3 +14 +2 +2 +3 +2 +2 +2 +3 +3 +2 +2 +2 +2 +2 +2 +17 +2 +3 +2 +2 +2 +2 +2 +4 +2 +3 +3 +2 +2 +3 +2 +9 +2 +2 +2 +2 +10 +2 +2 +2 +3 +2 +19 +8 +2 +2 +2 +3 +2 +8 +41 +2 +2 +2 +13 +9 +19 +2 +2 +6 +3 +7 +17 +2 +2 +2 +9 +2 +2 +10 +2 +2 +3 +2 +2 +2 +4 +2 +18 +2 +10 +2 +2 +34 +2 +12 +20 +2 +2 +8 +2 +2 +2 +9 +13 +3 +10 +3 +2 +2 +3 +3 +5 +8 +2 +2 +2 +7 +2 +6 +3 +2 +2 +8 +2 +2 +3 +2 +2 +14 +3 +2 +6 +2 +28 +19 +2 +6 +10 +2 +3 +2 +3 +2 +37 +10 +2 +3 +2 +2 +12 +2 +7 +5 +14 +2 +10 +11 +2 +3 +9 +2 +6 +2 +2 +3 +3 +2 +2 +2 +2 +3 +2 +2 +2 +18 +2 +2 +3 +2 +4 +2 +27 +2 +2 +10 +2 +11 +2 +15 +2 +3 +3 +8 +6 +3 +2 +2 +17 +2 +14 +4 +2 +3 +17 +2 +4 +2 +2 +2 +2 +10 +3 +2 +10 +7 +2 +2 +2 +2 +2 +2 +16 +3 +2 +4 +32 +17 +23 +2 +14 +3 +2 +3 +2 +13 +2 +3 +3 +2 +2 +2 +5 +2 +2 +2 +10 +2 +6 +2 +3 +3 +2 +24 +2 +3 +2 +11 +3 +22 +2 +2 +3 +3 +2 +2 +2 +5 +2 +2 +2 +2 +2 +6 +2 +2 +24 +3 +2 +3 +6 +2 +4 +2 +2 +11 +2 +9 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +13 +3 +3 +30 +2 +4 +15 +2 +2 +2 +3 +2 +2 +3 +2 +19 +2 +2 +2 +3 +2 +2 +2 +2 +6 +2 +6 +19 +2 +2 +3 +7 +3 +12 +2 +4 +2 +2 +2 +2 +2 +2 +2 +2 +2 +7 +2 +2 +2 +12 +4 +6 +8 +2 +2 +2 +16 +17 +2 +3 +2 +12 +2 +2 +2 +3 +10 +2 +2 +2 +6 +2 +3 +3 +3 +5 +13 +11 +2 +2 +8 +14 +6 +3 +17 +2 +3 +2 +12 +2 +2 +2 +2 +6 +3 +8 +2 +2 +3 +3 +3 +7 +2 +4 +2 +4 +12 +22 +2 +3 +2 +10 +2 +2 +3 +2 +2 +9 +2 +2 +2 +3 +2 +3 +2 +2 +2 +2 +2 +2 +2 +3 +3 +2 +3 +18 +2 +3 +11 +2 +8 +6 +2 +2 +20 +3 +19 +2 +9 +3 +2 +17 +13 +2 +5 +2 +2 +3 +3 +10 +2 +2 +8 +25 +17 +2 +3 +2 +2 +4 +3 +2 +-1 +3 +3 +2 +2 +20 +3 +4 +2 +3 +2 +2 +11 +2 +10 +2 +2 +2 +2 +2 +2 +11 +2 +2 +3 +10 +2 +3 +8 +3 +3 +2 +-1 +13 +3 +2 +3 +2 +28 +3 +17 +3 +3 +26 +2 +6 +2 +2 +2 +2 +2 +3 +2 +5 +2 +11 +2 +2 +10 +4 +2 +2 +3 +3 +2 +2 +2 +2 +2 +9 +3 +2 +2 +2 +3 +2 +2 +4 +2 +2 +2 +2 +11 +3 +2 +17 +2 +2 +14 +19 +2 +4 +3 +2 +7 +2 +2 +12 +2 +-1 +2 +3 +3 +3 +3 +2 +2 +3 +7 +2 +2 +2 +2 +15 +3 +2 +2 +5 +4 +2 +2 +10 +2 +2 +9 +2 +2 +2 +10 +15 +8 +2 +2 +2 +13 +2 +2 +3 +3 +13 +14 +8 +2 +11 +2 +7 +2 +13 +30 +24 +2 +2 +3 +2 +3 +2 +2 +3 +14 +13 +15 +2 +2 +45 +3 +6 +16 +20 +2 +33 +2 +18 +2 +2 +2 +3 +11 +2 +10 +3 +17 +3 +2 +2 +2 +28 +14 +2 +2 +8 +4 +2 +3 +2 +2 +6 +14 +7 +3 +2 +14 +2 +15 +6 +2 +3 +16 +10 +11 +2 +2 +2 +3 +3 +2 +2 +2 +2 +3 +3 +3 +2 +8 +2 +3 +13 +3 +2 +10 +2 +17 +2 +14 +2 +2 +2 +13 +2 +2 +2 +19 +17 +2 +2 +24 +2 +3 +8 +2 +2 +2 +2 +2 +2 +5 +2 +2 +2 +5 +3 +2 +2 +3 +2 +2 +3 +2 +2 +3 +2 +2 +15 +11 +10 +2 +2 +2 +13 +2 +2 +3 +8 +2 +2 +2 +12 +2 +8 +2 +3 +2 +8 +11 +3 +5 +15 +15 +9 +2 +3 +2 +2 +2 +2 +12 +2 +15 +2 +12 +2 +2 +2 +2 +3 +2 +12 +2 +2 +2 +2 +19 +2 +3 +2 +2 +2 +19 +2 +3 +3 +7 +3 +2 +22 +2 +2 +2 +2 +2 +8 +2 +2 +2 +3 +32 +2 +3 +12 +2 +4 +4 +2 +15 +10 +2 +2 +2 +3 +2 +18 +18 +3 +17 +3 +2 +9 +6 +2 +2 +2 +10 +17 +3 +2 +10 +2 +6 +3 +2 +6 +2 +2 +2 +2 +9 +6 +18 +2 +2 +2 +2 +3 +2 +2 +10 +3 +7 +3 +19 +2 +5 +6 +11 +2 +2 +2 +8 +2 +2 +2 +2 +2 +2 +17 +2 +2 +3 +2 +2 +3 +2 +12 +2 +6 +2 +3 +3 +2 +2 +8 +25 +2 +2 +3 +6 +3 +18 +20 +2 +2 +3 +2 +3 +3 +8 +2 +6 +2 +2 +2 +2 +8 +2 +2 +2 +2 +2 +2 +2 +10 +3 +2 +2 +4 +13 +7 +2 +2 +2 +3 +2 +11 +2 +2 +2 +5 +3 +2 +10 +2 +2 +15 +3 +3 +10 +18 +16 +7 +2 +3 +2 +2 +17 +10 +2 +2 +2 +2 +3 +5 +2 +2 +10 +2 +8 +3 +2 +3 +16 +3 +2 +3 +2 +2 +2 +3 +2 +2 +3 +2 +14 +3 +3 +14 +2 +2 +2 +12 +11 +2 +2 +2 +3 +2 +2 +2 +12 +2 +4 +2 +15 +2 +15 +8 +2 +2 +16 +3 +3 +3 +2 +2 +3 +2 +2 +3 +2 +11 +2 +4 +3 +2 +2 +2 +18 +-1 +2 +2 +3 +2 +4 +3 +2 +11 +11 +2 +3 +6 +2 +8 +12 +2 +3 +6 +2 +3 +3 +4 +2 +2 +3 +2 +3 +3 +2 +5 +2 +2 +2 +2 +2 +3 +2 +2 +2 +11 +2 +11 +2 +3 +3 +10 +2 +2 +15 +11 +2 +2 +2 +19 +8 +2 +2 +2 +2 +2 +2 +10 +2 +3 +9 +3 +6 +2 +10 +2 +2 +2 +2 +3 +3 +18 +2 +10 +2 +11 +3 +2 +3 +2 +9 +4 +3 +2 +2 +2 +3 +2 +15 +3 +2 +2 +2 +2 +12 +3 +2 +14 +10 +21 +5 +2 +5 +2 +2 +2 +2 +7 +2 +2 +2 +2 +2 +2 +4 +2 +2 +2 +2 +2 +3 +3 +6 +2 +2 +2 +2 +2 +3 +3 +2 +7 +2 +2 +2 +15 +2 +13 +9 +2 +8 +17 +17 +2 +2 +2 +2 +8 +3 +7 +5 +3 +2 +2 +8 +8 +2 +2 +2 +2 +12 +3 +2 +2 +2 +3 +2 +3 +2 +2 +2 +2 +16 +2 +2 +2 +3 +2 +2 +3 +2 +2 +2 +2 +7 +3 +2 +2 +2 +2 +10 +2 +19 +2 +2 +3 +4 +2 +2 +2 +9 +2 +2 +2 +3 +3 +2 +2 +2 +4 +28 +2 +3 +2 +18 +3 +17 +9 +2 +3 +10 +2 +3 +2 +2 +2 +3 +3 +15 +8 +3 +2 +2 +21 +15 +2 +27 +2 +15 +30 +20 +2 +3 +2 +2 +2 +19 +3 +2 +3 +2 +9 +2 +2 +12 +9 +11 +2 +3 +2 +2 +4 +7 +3 +3 +22 +3 +10 +2 +2 +2 +3 +10 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +18 +2 +2 +2 +2 +2 +2 +2 +3 +9 +3 +2 +2 +18 +9 +2 +2 +2 +13 +2 +3 +2 +2 +20 +3 +2 +13 +2 +3 +7 +2 +2 +2 +11 +10 +3 +3 +2 +3 +3 +2 +2 +2 +14 +3 +2 +3 +15 +9 +2 +32 +2 +2 +14 +2 +2 +2 +3 +2 +2 +9 +26 +2 +19 +2 +2 +2 +3 +2 +2 +2 +2 +2 +11 +6 +2 +4 +18 +2 +32 +9 +8 +2 +2 +8 +3 +8 +2 +9 +2 +3 +7 +2 +2 +2 +2 +3 +3 +2 +2 +2 +2 +9 +2 +2 +5 +2 +8 +2 +17 +13 +3 +31 +28 +2 +2 +2 +3 +3 +2 +2 +6 +25 +2 +3 +16 +3 +9 +14 +2 +9 +26 +3 +2 +3 +2 +3 +10 +2 +2 +44 +2 +2 +14 +2 +2 +4 +22 +2 +6 +9 +2 +3 +3 +2 +4 +2 +10 +2 +3 +2 +3 +3 +2 +2 +23 +2 +3 +22 +3 +2 +2 +3 +2 +2 +2 +11 +19 +2 +2 +3 +7 +4 +2 +2 +2 +3 +18 +12 +40 +3 +10 +3 +2 +2 +2 +2 +3 +2 +2 +4 +14 +2 +11 +12 +12 +2 +11 +2 +3 +2 +8 +2 +15 +2 +2 +2 +2 +5 +11 +2 +4 +4 +2 +2 +14 +5 +9 +13 +2 +2 +3 +5 +2 +30 +3 +4 +2 +2 +2 +31 +2 +2 +3 +2 +16 +2 +2 +2 +2 +2 +8 +2 +2 +2 +2 +2 +2 +11 +3 +2 +4 +15 +28 +17 +3 +-1 +33 +2 +2 +11 +2 +4 +14 +13 +8 +2 +2 +2 +3 +2 +3 +5 +3 +2 +2 +2 +2 +2 +2 +2 +2 +7 +2 +20 +16 +2 +2 +5 +2 +2 +2 +2 +6 +2 +2 +8 +2 +16 +6 +10 +3 +2 +14 +8 +2 +2 +13 +3 +2 +2 +2 +3 +2 +9 +8 +2 +3 +13 +11 +5 +17 +2 +7 +20 +2 +3 +6 +22 +2 +3 +2 +2 +2 +2 +2 +11 +4 +2 +4 +8 +2 +3 +2 +2 +2 +2 +16 +2 +2 +7 +2 +2 +5 +37 +2 +2 +2 +7 +2 +13 +3 +7 +2 +6 +40 +15 +3 +2 +14 +4 +2 +4 +2 +15 +2 +2 +8 +3 +2 +4 +11 +2 +2 +3 +2 +11 +10 +2 +7 +2 +2 +3 +2 +2 +7 +11 +2 +2 +7 +3 +2 +2 +15 +-1 +3 +9 +2 +2 +28 +2 +2 +3 +-1 +3 +21 +15 +2 +6 +12 +2 +3 +2 +2 +3 +3 +2 +4 +2 +2 +2 +6 +2 +2 +2 +2 +2 +2 +9 +7 +2 +10 +18 +5 +15 +5 +11 +2 +3 +2 +2 +10 +2 +2 +12 +3 +2 +2 +21 +2 +3 +2 +4 +3 +3 +6 +8 +15 +11 +2 +2 +2 +23 +12 +2 +18 +2 +2 +4 +2 +2 +17 +2 +2 +2 +2 +13 +5 +2 +3 +2 +11 +24 +8 +2 +-1 +3 +9 +2 +2 +21 +2 +2 +2 +2 +2 +2 +4 +2 +10 +16 +7 +2 +14 +46 +3 +5 +2 +2 +3 +3 +2 +4 +2 +17 +2 +6 +8 +2 +23 +2 +2 +16 +2 +2 +9 +2 +6 +3 +9 +2 +2 +2 +2 +12 +3 +12 +12 +2 +3 +2 +2 +6 +5 +3 +3 +2 +3 +2 +3 +2 +2 +7 +8 +9 +6 +3 +2 +3 +8 +2 +17 +3 +19 +2 +2 +3 +2 +3 +4 +10 +2 +3 +3 +4 +3 +7 +4 +2 +2 +2 +2 +3 +5 +14 +2 +2 +2 +2 +4 +3 +2 +3 +2 +2 +3 +13 +2 +13 +2 +2 +2 +2 +11 +2 +7 +2 +3 +2 +14 +3 +10 +18 +8 +2 +20 +2 +2 +2 +2 +2 +3 +3 +3 +2 +2 +2 +7 +2 +8 +2 +8 +2 +3 +3 +3 +18 +4 +2 +3 +5 +2 +3 +2 +2 +9 +3 +2 +11 +3 +3 +16 +3 +2 +16 +2 +3 +2 +8 +2 +2 +3 +2 +2 +2 +2 +2 +19 +2 +3 +3 +2 +2 +11 +33 +2 +2 +2 +2 +2 +19 +3 +2 +2 +2 +2 +2 +4 +9 +2 +10 +2 +2 +7 +3 +2 +2 +10 +2 +2 +20 +2 +18 +2 +2 +16 +4 +2 +9 +3 +2 +3 +2 +5 +2 +16 +19 +2 +3 +34 +8 +2 +2 +3 +2 +2 +2 +21 +2 +3 +2 +3 +3 +13 +11 +3 +2 +2 +3 +2 +18 +2 +59 +2 +3 +2 +2 +2 +2 +3 +3 +2 +3 +9 +16 +2 +2 +2 +2 +2 +2 +20 +2 +2 +5 +6 +2 +2 +2 +8 +5 +16 +2 +2 +2 +3 +2 +2 +3 +2 +2 +2 +7 +3 +2 +2 +2 +2 +3 +2 +2 +2 +2 +2 +2 +2 +9 +4 +2 +13 +2 +2 +2 +3 +18 +2 +2 +2 +-1 +4 +2 +2 +3 +2 +11 +2 +12 +2 +2 +2 +24 +2 +4 +8 +8 +18 +2 +2 +2 +2 +7 +2 +6 +2 +12 +2 +3 +3 +16 +3 +10 +2 +2 +3 +2 +3 +16 +6 +7 +10 +13 +3 +2 +3 +2 +2 +11 +2 +2 +2 +2 +2 +2 +4 +4 +2 +10 +2 +3 +17 +18 +2 +12 +2 +21 +3 +10 +13 +2 +2 +2 +6 +2 +2 +2 +2 +3 +2 +2 +2 +2 +2 +3 +14 +8 +5 +3 +2 +3 +2 +3 +2 +3 +2 +3 +2 +2 +2 +2 +24 +2 +9 +2 +2 +4 +2 +14 +3 +5 +14 +2 +3 +30 +10 +15 +3 +2 +2 +9 +23 +2 +2 +2 +2 +2 +2 +3 +3 +15 +9 +8 +2 +2 +28 +2 +2 +27 +7 +10 +17 +2 +6 +2 +7 +2 +3 +2 +3 +2 +2 +8 +11 +7 +3 +11 +14 +2 +14 +2 +2 +3 +2 +3 +5 +17 +17 +2 +19 +3 +3 +3 +17 +2 +2 +8 +3 +3 +3 +9 +2 +2 +15 +2 +2 +2 +16 +3 +2 +2 +3 +2 +2 +2 +2 +3 +32 +2 +8 +2 +3 +4 +2 +10 +6 +8 +2 +4 +2 +2 +15 +2 +7 +2 +2 +2 +3 +4 +2 +2 +3 +14 +4 +2 +2 +2 +7 +3 +2 +2 +19 +2 +2 +3 +2 +2 +3 +10 +22 +2 +2 +2 +3 +2 +30 +9 +2 +2 +13 +2 +2 +2 +12 +2 +2 +3 +2 +21 +3 +11 +2 +4 +2 +2 +2 +2 +3 +2 +12 +3 +2 +2 +2 +3 +3 +2 +2 +2 +4 +14 +2 +2 +9 +6 +2 +3 +2 +2 +2 +2 +2 +2 +2 +9 +2 +3 +3 +3 +5 +2 +3 +2 +16 +4 +3 +2 +2 +3 +18 +2 +3 +2 +2 +2 +2 +2 +6 +2 +3 +3 +2 +2 +10 +-1 +2 +2 +3 +3 +3 +2 +2 +5 +2 +2 +2 +2 +2 +10 +17 +2 +8 +3 +12 +8 +2 +9 +21 +12 +13 +3 +2 +11 +3 +5 +2 +2 +2 +2 +7 +11 +2 +13 +2 +11 +8 +2 +2 +2 +2 +8 +2 +2 +2 +2 +3 +3 +26 +2 +2 +2 +7 +6 +2 +3 +2 +2 +2 +3 +3 +2 +3 +4 +3 +2 +17 +2 +3 +2 +14 +2 +10 +4 +10 +-1 +2 +2 +16 +3 +4 +2 +48 +2 +3 +3 +4 +2 +16 +23 +2 +2 +2 +14 +10 +2 +3 +2 +2 +6 +2 +5 +2 +2 +2 +2 +8 +12 +23 +2 +2 +10 +28 +2 +6 +3 +2 +2 +2 +2 +14 +3 +15 +2 +5 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +3 +11 +7 +2 +3 +25 +-1 +2 +2 +2 +5 +7 +12 +2 +2 +3 +2 +2 +2 +-1 +2 +2 +3 +7 +3 +18 +7 +23 +12 +6 +14 +5 +3 +2 +2 +3 +3 +6 +2 +3 +2 +2 +10 +2 +16 +2 +2 +2 +2 +2 +2 +2 +7 +3 +2 +7 +5 +3 +2 +2 +3 +15 +10 +2 +8 +3 +2 +2 +3 +2 +2 +3 +3 +2 +2 +21 +17 +2 +2 +7 +2 +2 +2 +2 +2 +12 +2 +11 +2 +15 +3 +3 +2 +2 +11 +2 +2 +16 +2 +9 +3 +3 +2 +2 +3 +13 +7 +3 +2 +2 +12 +6 +2 +2 +3 +2 +7 +2 +20 +4 +2 +2 +2 +13 +11 +3 +11 +2 +8 +2 +14 +12 +2 +2 +3 +2 +21 +3 +12 +2 +26 +3 +9 +2 +2 +2 +-1 +8 +3 +6 +2 +2 +9 +28 +2 +3 +2 +30 +2 +5 +2 +3 +2 +-1 +3 +15 +6 +16 +2 +10 +2 +2 +2 +2 +2 +2 +4 +2 +5 +12 +3 +3 +2 +2 +2 +6 +2 +13 +2 +2 +12 +2 +2 +12 +3 +14 +2 +11 +2 +2 +2 +4 +2 +2 +2 +3 +11 +2 +2 +3 +19 +2 +3 +4 +2 +3 +2 +2 +2 +13 +3 +3 +14 +2 +2 +2 +12 +2 +14 +2 +3 +2 +2 +2 +14 +3 +3 +3 +2 +3 +6 +2 +2 +6 +8 +2 +20 +2 +9 +2 +3 +3 +21 +13 +2 +5 +6 +2 +5 +2 +2 +3 +2 +2 +9 +2 +14 +3 +2 +2 +3 +6 +5 +18 +2 +3 +2 +2 +3 +2 +2 +13 +12 +2 +2 +2 +2 +3 +2 +2 +19 +15 +4 +2 +2 +3 +10 +2 +2 +2 +3 +18 +7 +2 +2 +8 +2 +2 +2 +7 +2 +11 +2 +2 +10 +9 +-1 +7 +2 +2 +3 +2 +3 +2 +2 +4 +2 +8 +2 +8 +2 +15 +2 +2 +2 +2 +2 +2 +3 +2 +2 +2 +8 +2 +13 +2 +2 +2 +3 +6 +2 +16 +10 +11 +5 +2 +2 +2 +2 +9 +2 +22 +3 +2 +13 +3 +2 +2 +24 +19 +2 +2 +2 +2 +16 +2 +3 +3 +2 +21 +2 +3 +8 +4 +3 +2 +2 +3 +3 +2 +2 +2 +3 +2 +2 +19 +11 +2 +17 +2 +5 +2 +2 +9 +2 +3 +3 +2 +2 +2 +20 +16 +8 +7 +2 +2 +4 +2 +2 +3 +2 +2 +8 +8 +2 +2 +2 +2 +2 +12 +3 +2 +2 +2 +15 +-1 +2 +2 +2 +11 +20 +2 +40 +2 +9 +14 +9 +2 +2 +2 +21 +2 +-1 +4 +2 +2 +2 +3 +3 +2 +3 +2 +2 +5 +3 +2 +2 +3 +2 +3 +2 +5 +2 +2 +3 +2 +12 +3 +4 +2 +2 +2 +15 +2 +2 +2 +2 +-1 +12 +4 +3 +2 +10 +2 +11 +3 +2 +2 +2 +2 +2 +3 +4 +2 +11 +2 +2 +2 +16 +2 +18 +16 +2 +3 +3 +2 +2 +3 +3 +3 +12 +2 +10 +10 +2 +2 +2 +2 +21 +28 +2 +2 +2 +13 +20 +5 +12 +18 +2 +2 +2 +2 +17 +2 +2 +18 +2 +10 +2 +3 +12 +5 +19 +2 +2 +13 +2 +2 +3 +2 +2 +2 +2 +2 +8 +2 +2 +3 +10 +2 +7 +2 +2 +2 +14 +2 +2 +6 +2 +2 +3 +2 +15 +2 +2 +5 +2 +7 +3 +2 +2 +2 +11 +13 +20 +2 +2 +2 +2 +2 +3 +11 +2 +3 +2 +2 +2 +2 +2 +2 +2 +7 +3 +2 +2 +2 +16 +2 +13 +3 +10 +3 +2 +2 +22 +3 +3 +2 +2 +7 +2 +2 +2 +2 +23 +2 +9 +16 +3 +2 +7 +14 +2 +2 +2 +3 +2 +10 +2 +12 +5 +2 +2 +2 +2 +2 +2 +2 +2 +2 +3 +9 +9 +3 +14 +2 +11 +3 +3 +2 +2 +2 +4 +2 +2 +5 +2 +3 +9 +2 +2 +15 +7 +2 +2 +12 +3 +2 +2 +3 +2 +17 +2 +2 +2 +2 +3 +14 +3 +18 +15 +3 +14 +2 +6 +15 +2 +2 +2 +2 +-1 +2 +10 +2 +-1 +2 +37 +22 +4 +-1 +2 +2 +3 +6 +3 +2 +2 +30 +2 +2 +3 +2 +2 +2 +2 +32 +2 +2 +22 +2 +3 +3 +2 +3 +4 +2 +2 +12 +3 +2 +9 +2 +9 +2 +2 +2 +12 +15 +2 +2 +2 +3 +2 +3 +2 +6 +4 +2 +2 +13 +8 +5 +2 +2 +2 +2 +3 +3 +2 +2 +2 +23 +3 +3 +2 +3 +2 +3 +3 +3 +2 +2 +2 +6 +2 +2 +2 +3 +2 +2 +2 +2 +2 +3 +8 +8 +15 +2 +2 +12 +15 +3 +2 +2 +17 +2 +3 +2 +3 +3 +2 +2 +19 +7 +3 +17 +6 +2 +2 +2 +2 +2 +2 +4 +3 +16 +2 +2 +2 +2 +2 +2 +16 +3 +11 +2 +2 +8 +19 +3 +2 +3 +12 +2 +2 +2 +2 +4 +3 +2 +2 +2 +2 +3 +6 +2 +2 +2 +2 +3 +10 +2 +7 +12 +2 +2 +11 +2 +11 +2 +2 +3 +2 +16 +2 +10 +2 +12 +2 +2 +17 +2 +2 +4 +2 +2 +6 +3 +2 +3 +2 +2 +3 +2 +12 +13 +2 +2 +16 +2 +2 +2 +2 +9 +6 +3 +2 +12 +-1 +2 +2 +2 +2 +10 +2 +3 +2 +22 +2 +2 +2 +11 +2 +2 +12 +2 +2 +3 +2 +2 +2 +3 +3 +2 +7 +30 +19 +3 +2 +3 +13 +2 +2 +21 +3 +3 +2 +7 +2 +3 +23 +10 +2 +3 +3 +2 +2 +2 +2 +3 +2 +3 +6 +3 +2 +2 +2 +14 +2 +2 +2 +2 +4 +2 +3 +2 +2 +2 +3 +2 +2 +2 +3 +3 +2 +2 +2 +20 +2 +2 +3 +2 +2 +9 +2 +17 +2 +2 +3 +11 +3 +11 +2 +2 +2 +2 +2 +2 +4 +2 +3 +2 +2 +11 +3 +2 +4 +22 +2 +2 +3 +4 +11 +2 +2 +16 +17 +18 +7 +6 +3 +2 +3 +2 +3 +2 +2 +3 +25 +2 +3 +10 +2 +12 +2 +7 +12 +3 +2 +5 +2 +5 +2 +2 +10 +2 +2 +17 +3 +2 +5 +10 +16 +3 +2 +12 +2 +2 +2 +19 +3 +2 +18 +11 +6 +2 +2 +2 +2 +3 +2 +3 +2 +2 +2 +2 +2 +13 +2 +2 +2 +3 +2 +2 +2 +2 +15 +2 +3 +2 +2 +4 +8 +20 +2 +3 +4 +3 +17 +2 +13 +12 +5 +2 +2 +2 +2 +2 +3 +7 +13 +11 +2 +4 +10 +2 +2 +2 +3 +2 +24 +3 +2 +2 +7 +2 +3 +2 +2 +2 +2 +13 +2 +5 +3 +3 +2 +3 +2 +2 +9 +2 +2 +3 +13 +2 +2 +29 +20 +26 +3 +17 +2 +2 +13 +2 +7 +2 +2 +2 +2 +2 +3 +43 +2 +2 +26 +5 +3 +2 +14 +2 +2 +2 +16 +3 +2 +2 +12 +2 +2 +17 +2 +2 +2 +7 +2 +2 +6 +23 +3 +2 +2 +2 +3 +2 +2 +3 +7 +7 +2 +2 +3 +2 +22 +2 +2 +2 +11 +9 +8 +3 +2 +9 +2 +3 +2 +3 +2 +2 +3 +12 +2 +2 +2 +3 +13 +2 +2 +2 +2 +2 +17 +2 +2 +2 +26 +2 +2 +3 +2 +17 +2 +2 +2 +12 +3 +3 +4 +2 +3 +12 +12 +16 +6 +2 +3 +18 +2 +5 +2 +3 +6 +3 +3 +13 +3 +2 +14 +2 +2 +2 +4 +3 +2 +2 +2 +15 +19 +2 +2 +3 +37 +3 +2 +2 +2 +17 +10 +2 +8 +-1 +2 +16 +2 +10 +2 +39 +-1 +2 +2 +2 +2 +2 +10 +2 +2 +2 +12 +27 +18 +2 +2 +2 +8 +2 +2 +9 +2 +2 +4 +9 +14 +2 +2 +2 +9 +2 +2 +2 +2 +3 +2 +2 +2 +15 +13 +3 +2 +4 +2 +2 +10 +3 +2 +15 +2 +17 +2 +2 +2 +2 +3 +10 +2 +2 +4 +2 +2 +2 +6 +2 +2 +2 +3 +3 +-1 +2 +2 +-1 +2 +3 +5 +2 +9 +14 +9 +2 +11 +3 +3 +2 +2 +8 +9 +2 +2 +2 +2 +2 +2 +2 +2 +10 +19 +17 +3 +2 +2 +3 +2 +2 +2 +2 +10 +3 +2 +2 +3 +3 +10 +2 +19 +2 +3 +2 +2 +2 +2 +2 +9 +10 +2 +2 +3 +2 +2 +2 +-1 +2 +2 +3 +2 +2 +2 +10 +8 +15 +12 +2 +2 +11 +15 +2 +2 +2 +3 +3 +3 +2 +2 +15 +2 +3 +3 +3 +2 +2 +3 +11 +8 +2 +9 +2 +2 +15 +2 +3 +2 +2 +2 +2 +12 +2 +3 +-1 +17 +9 +3 +2 +2 +2 +2 +4 +2 +2 +2 +10 +7 +13 +2 +2 +13 +2 +9 +2 +2 +26 +2 +5 +3 +2 +2 +8 +2 +3 +2 +3 +3 +9 +10 +3 +13 +2 +3 +2 +2 +3 +15 +2 +2 +15 +2 +2 +16 +15 +3 +2 +2 +3 +7 +2 +2 +3 +2 +2 +2 +2 +2 +2 +2 +28 +2 +2 +2 +2 +2 +28 +2 +2 +2 +8 +7 +3 +2 +9 +3 +2 +44 +16 +2 +2 +2 +2 +4 +2 +2 +2 +9 +33 +2 +2 +2 +3 +2 +2 +2 +2 +2 +12 +2 +2 +10 +2 +2 +2 +3 +2 +2 +3 +13 +4 +2 +19 +2 +13 +2 +3 +2 +6 +11 +15 +2 +2 +6 +2 +23 +5 +2 +2 +3 +17 +9 +2 +2 +2 +13 +13 +2 +2 +2 +3 +3 +2 +8 +2 +3 +16 +2 +2 +11 +2 +7 +2 +10 +6 +3 +2 +2 +2 +2 +2 +14 +2 +3 +4 +14 +2 +2 +3 +4 +8 +2 +2 +4 +3 +3 +18 +10 +14 +11 +5 +2 +3 +2 +18 +3 +12 +3 +2 +2 +9 +10 +2 +2 +12 +2 +2 +2 +2 +3 +2 +3 +2 +4 +2 +5 +2 +2 +3 +3 +2 +28 +2 +2 +3 +3 +2 +2 +27 +2 +2 +17 +2 +3 +2 +15 +13 +3 +3 +2 +9 +2 +2 +2 +2 +2 +8 +16 +12 +17 +4 +4 +2 +2 +11 +2 +3 +3 +2 +2 +3 +2 +2 +2 +2 +2 +2 +9 +2 +11 +2 +2 +9 +2 +2 +3 +14 +2 +13 +2 +9 +3 +2 +2 +2 +2 +2 +13 +2 +2 +2 +2 +2 +6 +3 +2 +2 +3 +2 +6 +2 +8 +10 +3 +2 +5 +3 +2 +3 +2 +2 +2 +6 +8 +2 +2 +2 +2 +2 +2 +8 +2 +2 +20 +2 +20 +3 +2 +5 +2 +3 +2 +2 +2 +3 +2 +2 +2 +2 +5 +2 +2 +5 +3 +15 +2 +2 +13 +3 +12 +8 +12 +3 +2 +2 +2 +5 +2 +3 +2 +18 +16 +2 +2 +2 +3 +6 +12 +4 +2 +2 +2 +2 +17 +26 +2 +11 +22 +2 +2 +2 +22 +3 +2 +17 +10 +2 +2 +3 +3 +23 +2 +-1 +23 +8 +2 +2 +3 +11 +3 +5 +2 +13 +2 +3 +2 +2 +9 +3 +3 +2 +2 +2 +2 +3 +2 +2 +5 +2 +2 +2 +2 +16 +3 +2 +2 +2 +12 +2 +3 +15 +2 +10 +2 +2 +5 +2 +2 +2 +2 +2 +3 +3 +2 +3 +2 +2 +22 +3 +2 +3 +2 +2 +2 +18 +2 +2 +2 +11 +2 +2 +2 +3 +2 +9 +5 +13 +3 +2 +2 +3 +2 +14 +3 +2 +2 +16 +3 +6 +3 +3 +2 +2 +4 +-1 +13 +2 +15 +2 +2 +3 +2 +17 +15 +9 +9 +2 +2 +2 +9 +3 +2 +14 +42 +20 +15 +19 +6 +12 +2 +9 +2 +2 +3 +2 +2 +2 +2 +13 +3 +2 +2 +2 +2 +2 +2 +3 +17 +10 +15 +2 +3 +20 +2 +2 +13 +3 +3 +2 +2 +3 +3 +3 +2 +2 +3 +2 +2 +3 +2 +13 +2 +2 +2 +15 +12 +17 +3 +3 +2 +3 +2 +3 +13 +10 +5 +3 +3 +21 +2 +2 +2 +2 +2 +32 +19 +3 +2 +2 +2 +3 +2 +2 +5 +4 +2 +2 +2 +6 +3 +3 +2 +2 +3 +2 +2 +3 +2 +5 +3 +3 +2 +2 +9 +3 +17 +13 +3 +3 +2 +2 +7 +2 +2 +14 +15 +2 +2 +2 +3 +5 +2 +2 +2 +2 +2 +11 +2 +21 +2 +9 +8 +2 +2 +2 +2 +2 +30 +3 +2 +18 +3 +24 +3 +2 +9 +2 +2 +2 +3 +4 +3 +9 +2 +3 +2 +2 +11 +2 +9 +12 +8 +13 +4 +3 +2 +2 +2 +15 +20 +27 +3 +11 +13 +10 +2 +2 +11 +3 +3 +2 +19 +2 +8 +4 +3 +15 +7 +3 +4 +2 +3 +13 +2 +3 +2 +3 +9 +2 +13 +2 +2 +16 +17 +12 +4 +3 +2 +2 +3 +3 +3 +10 +11 +4 +2 +11 +11 +2 +7 +2 +2 +4 +2 +2 +2 +7 +2 +7 +2 +2 +3 +16 +2 +12 +2 +22 +2 +3 +3 +2 +3 +6 +2 +2 +2 +3 +14 +25 +2 +25 +4 +15 +3 +2 +19 +2 +10 +12 +2 +2 +2 +2 +3 +2 +9 +2 +5 +13 +10 +2 +14 +3 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +12 +2 +2 +2 +13 +3 +3 +3 +2 +6 +2 +2 +3 +3 +3 +2 +2 +15 +14 +10 +2 +2 +2 +2 +2 +5 +2 +8 +3 +3 +2 +3 +10 +3 +3 +11 +2 +2 +2 +2 +2 +12 +2 +2 +3 +18 +2 +2 +12 +3 +2 +2 +9 +8 +2 +2 +2 +2 +14 +3 +3 +2 +12 +2 +2 +14 +8 +7 +16 +2 +8 +2 +2 +3 +2 +14 +3 +2 +3 +3 +3 +2 +2 +2 +9 +20 +2 +10 +3 +17 +12 +2 +3 +15 +3 +2 +16 +2 +3 +8 +2 +2 +4 +15 +2 +3 +2 +3 +2 +2 +2 +15 +2 +12 +2 +3 +12 +2 +3 +3 +2 +13 +2 +2 +2 +2 +2 +7 +11 +2 +8 +12 +2 +3 +2 +2 +2 +21 +2 +3 +2 +2 +7 +2 +2 +-1 +2 +2 +3 +2 +2 +2 +2 +11 +3 +11 +3 +25 +10 +8 +2 +3 +5 +2 +2 +14 +3 +2 +11 +8 +8 +5 +2 +2 +7 +2 +2 +2 +17 +2 +4 +2 +3 +2 +11 +8 +2 +3 +2 +26 +11 +2 +20 +2 +3 +17 +11 +2 +8 +3 +2 +10 +6 +17 +16 +3 +2 +2 +17 +2 +3 +2 +3 +2 +2 +2 +3 +2 +5 +2 +2 +2 +10 +2 +2 +3 +3 +2 +16 +9 +3 +2 +12 +11 +2 +10 +2 +22 +2 +3 +3 +14 +2 +2 +12 +-1 +13 +2 +2 +2 +19 +2 +14 +21 +3 +15 +2 +6 +3 +2 +2 +2 +9 +-1 +5 +2 +2 +2 +3 +2 +8 +2 +2 +2 +4 +2 +2 +13 +8 +2 +3 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +20 +9 +4 +3 +14 +2 +2 +5 +2 +2 +3 +13 +3 +2 +9 +2 +16 +20 +2 +3 +2 +2 +3 +2 +3 +2 +2 +3 +-1 +2 +2 +20 +10 +12 +2 +23 +3 +2 +3 +2 +5 +29 +2 +17 +2 +2 +2 +20 +23 +8 +2 +2 +10 +6 +2 +2 +16 +17 +7 +2 +14 +32 +3 +3 +2 +11 +7 +2 +18 +2 +7 +16 +8 +2 +3 +2 +2 +2 +7 +9 +3 +8 +2 +13 +2 +23 +3 +2 +8 +3 +3 +6 +2 +2 +2 +4 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +13 +2 +26 +5 +3 +2 +3 +2 +2 +3 +2 +3 +8 +2 +16 +18 +2 +2 +2 +21 +2 +3 +2 +3 +2 +2 +12 +3 +2 +17 +3 +2 +3 +3 +2 +13 +2 +2 +3 +3 +3 +2 +2 +16 +2 +10 +3 +2 +2 +19 +4 +3 +3 +26 +2 +21 +2 +2 +2 +2 +3 +2 +2 +2 +3 +3 +2 +3 +14 +4 +3 +8 +4 +2 +3 +2 +2 +2 +2 +2 +2 +2 +3 +2 +2 +3 +2 +7 +2 +16 +2 +2 +2 +2 +2 +2 +3 +2 +3 +19 +2 +3 +2 +3 +2 +3 +2 +-1 +3 +3 +3 +10 +2 +2 +2 +3 +5 +2 +5 +13 +2 +3 +3 +21 +5 +3 +2 +2 +3 +6 +3 +2 +10 +2 +9 +2 +2 +2 +14 +33 +6 +9 +2 +3 +18 +3 +2 +2 +10 +2 +2 +2 +3 +2 +11 +12 +12 +3 +10 +2 +2 +4 +3 +29 +28 +2 +11 +3 +17 +2 +2 +18 +11 +2 +2 +2 +14 +2 +15 +2 +8 +7 +20 +2 +3 +3 +2 +3 +11 +2 +3 +3 +13 +2 +7 +2 +2 +3 +2 +9 +11 +2 +2 +2 +3 +2 +5 +3 +2 +2 +2 +2 +2 +3 +2 +2 +14 +3 +2 +3 +2 +2 +2 +2 +9 +24 +2 +3 +2 +12 +2 +2 +2 +3 +14 +2 +2 +6 +2 +2 +13 +3 +3 +2 +2 +2 +12 +10 +7 +13 +2 +2 +2 +32 +6 +10 +9 +2 +2 +2 +9 +9 +2 +5 +23 +29 +11 +2 +2 +29 +2 +15 +2 +10 +2 +2 +4 +2 +3 +4 +3 +2 +8 +-1 +2 +2 +13 +2 +2 +2 +2 +2 +2 +3 +2 +14 +2 +2 +9 +2 +6 +2 +2 +12 +4 +2 +2 +2 +13 +4 +3 +6 +12 +2 +3 +2 +2 +9 +2 +3 +3 +2 +16 +10 +2 +15 +2 +2 +7 +2 +3 +2 +2 +2 +11 +2 +2 +2 +24 +13 +28 +3 +2 +2 +3 +8 +2 +2 +5 +9 +2 +2 +3 +2 +2 +2 +2 +3 +-1 +2 +16 +2 +11 +3 +2 +3 +3 +2 +3 +2 +18 +2 +2 +2 +9 +2 +2 +2 +5 +8 +17 +22 +2 +3 +3 +3 +2 +2 +2 +13 +2 +2 +3 +15 +10 +2 +11 +2 +2 +2 +2 +3 +2 +11 +19 +3 +2 +2 +2 +11 +2 +20 +22 +2 +3 +14 +3 +3 +15 +2 +2 +7 +3 +3 +2 +2 +3 +2 +2 +3 +7 +2 +2 +11 +2 +3 +15 +2 +2 +2 +3 +2 +20 +2 +2 +13 +11 +7 +12 +2 +13 +47 +2 +7 +2 +3 +2 +2 +9 +10 +3 +3 +2 +8 +7 +2 +2 +5 +2 +3 +2 +12 +13 +2 +13 +2 +2 +6 +2 +13 +3 +2 +2 +4 +12 +2 +2 +2 +2 +2 +14 +2 +2 +3 +11 +7 +3 +3 +7 +3 +3 +10 +2 +19 +2 +2 +4 +2 +2 +2 +28 +2 +2 +3 +3 +2 +2 +-1 +2 +2 +2 +5 +2 +2 +12 +2 +2 +3 +3 +2 +-1 +3 +3 +2 +2 +3 +2 +2 +2 +5 +3 +13 +3 +9 +3 +3 +3 +2 +2 +2 +7 +2 +4 +2 +2 +9 +9 +2 +7 +2 +11 +2 +3 +2 +3 +2 +2 +8 +2 +-1 +2 +4 +2 +3 +19 +3 +2 +2 +3 +2 +4 +3 +3 +3 +2 +2 +10 +2 +2 +9 +2 +10 +2 +2 +14 +2 +2 +2 +2 +3 +2 +4 +2 +2 +14 +2 +3 +2 +11 +11 +2 +5 +14 +2 +2 +2 +5 +10 +3 +8 +4 +5 +18 +2 +15 +2 +10 +2 +2 +2 +3 +2 +16 +2 +2 +3 +15 +2 +2 +2 +2 +5 +2 +5 +2 +3 +3 +15 +2 +2 +2 +2 +7 +2 +2 +2 +8 +2 +2 +5 +2 +20 +2 +2 +10 +2 +15 +7 +2 +3 +2 +3 +4 +2 +10 +3 +8 +2 +2 +11 +2 +6 +2 +2 +2 +2 +3 +2 +11 +2 +2 +2 +2 +2 +9 +13 +2 +3 +2 +2 +2 +3 +3 +2 +3 +11 +2 +2 +12 +11 +2 +19 +3 +4 +5 +2 +12 +3 +2 +40 +3 +2 +2 +2 +2 +2 +9 +2 +2 +2 +-1 +2 +2 +15 +2 +2 +14 +14 +2 +2 +2 +5 +8 +3 +4 +2 +2 +2 +2 +3 +3 +2 +2 +3 +11 +9 +3 +2 +2 +3 +3 +2 +2 +2 +13 +2 +2 +9 +19 +2 +2 +2 +13 +2 +14 +3 +2 +2 +2 +3 +2 +2 +2 +2 +14 +2 +2 +2 +2 +2 +2 +5 +3 +2 +2 +2 +2 +2 +2 +2 +17 +2 +3 +14 +2 +2 +3 +-1 +10 +18 +5 +2 +2 +2 +2 +3 +2 +2 +3 +2 +2 +2 +2 +2 +13 +2 +5 +2 +5 +2 +2 +2 +2 +6 +2 +19 +2 +2 +2 +2 +2 +3 +11 +3 +2 +2 +3 +2 +5 +2 +2 +19 +2 +6 +5 +5 +12 +2 +10 +9 +11 +2 +8 +15 +7 +2 +2 +2 +2 +2 +2 +2 +17 +15 +2 +17 +3 +3 +12 +2 +2 +10 +10 +3 +2 +2 +2 +2 +7 +2 +2 +9 +10 +3 +3 +2 +2 +2 +3 +2 +9 +2 +4 +17 +12 +2 +2 +2 +2 +7 +3 +2 +2 +3 +2 +2 +2 +9 +2 +2 +4 +15 +2 +2 +2 +2 +16 +16 +7 +4 +2 +13 +2 +2 +3 +2 +2 +4 +19 +2 +2 +6 +2 +2 +2 +2 +2 +3 +23 +2 +8 +17 +2 +7 +6 +2 +3 +18 +2 +2 +2 +3 +2 +3 +2 +15 +2 +2 +2 +2 +4 +2 +5 +3 +2 +15 +21 +5 +2 +15 +3 +2 +2 +4 +2 +2 +15 +3 +2 +3 +9 +2 +3 +6 +2 +6 +3 +2 +-1 +2 +3 +2 +2 +2 +18 +2 +2 +12 +3 +2 +2 +6 +2 +10 +2 +13 +48 +2 +2 +12 +3 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +11 +2 +2 +12 +6 +2 +2 +4 +2 +9 +5 +10 +2 +2 +2 +12 +2 +3 +24 +3 +12 +2 +2 +18 +3 +3 +3 +2 +2 +4 +2 +3 +2 +9 +21 +8 +9 +2 +7 +2 +8 +2 +3 +16 +13 +2 +9 +7 +2 +2 +17 +2 +2 +3 +2 +2 +3 +2 +2 +2 +2 +2 +2 +19 +16 +2 +6 +7 +12 +3 +3 +2 +3 +15 +2 +14 +2 +5 +10 +7 +7 +14 +2 +2 +2 +3 +3 +2 +9 +3 +13 +2 +3 +2 +3 +2 +15 +2 +2 +2 +2 +7 +2 +2 +20 +3 +2 +13 +2 +2 +2 +2 +2 +2 +2 +2 +10 +2 +3 +2 +3 +28 +2 +2 +3 +2 +7 +2 +3 +2 +2 +20 +2 +2 +2 +2 +2 +2 +3 +2 +2 +3 +3 +15 +2 +2 +2 +2 +19 +3 +3 +11 +2 +2 +2 +3 +5 +2 +2 +16 +2 +2 +2 +2 +3 +2 +9 +24 +12 +3 +3 +16 +2 +2 +7 +2 +7 +2 +2 +2 +2 +2 +2 +4 +2 +2 +2 +2 +2 +17 +2 +2 +11 +14 +3 +2 +3 +3 +3 +3 +2 +2 +11 +3 +15 +4 +3 +2 +2 +18 +8 +2 +17 +2 +11 +3 +2 +2 +2 +2 +2 +25 +2 +2 +15 +2 +2 +2 +2 +2 +15 +3 +2 +11 +2 +2 +2 +3 +4 +2 +2 +15 +2 +11 +2 +15 +2 +2 +2 +2 +3 +2 +3 +2 +2 +5 +11 +2 +2 +2 +9 +16 +10 +3 +2 +22 +18 +3 +2 +5 +3 +2 +2 +4 +2 +13 +2 +3 +2 +2 +2 +2 +10 +2 +3 +2 +2 +2 +2 +10 +3 +2 +2 +3 +20 +3 +3 +21 +13 +2 +3 +2 +2 +10 +7 +2 +2 +2 +5 +2 +2 +14 +2 +9 +2 +2 +16 +3 +3 +2 +3 +2 +2 +5 +2 +2 +2 +2 +3 +11 +3 +2 +10 +13 +14 +2 +2 +2 +3 +2 +15 +3 +2 +3 +2 +2 +3 +18 +2 +2 +12 +13 +12 +10 +2 +3 +2 +5 +3 +9 +2 +3 +3 +3 +2 +2 +2 +2 +11 +2 +2 +2 +10 +2 +2 +12 +13 +2 +2 +31 +6 +16 +2 +2 +2 +2 +2 +14 +11 +2 +2 +24 +4 +12 +2 +2 +2 +2 +13 +2 +2 +2 +2 +20 +2 +19 +8 +6 +2 +17 +2 +2 +2 +3 +4 +2 +2 +2 +2 +2 +2 +2 +3 +2 +32 +2 +2 +3 +13 +3 +2 +2 +2 +3 +2 +3 +2 +2 +2 +2 +3 +2 +2 +2 +2 +2 +2 +2 +2 +9 +2 +8 +2 +5 +2 +9 +2 +2 +2 +4 +2 +2 +23 +2 +14 +2 +2 +2 +2 +2 +2 +2 +3 +9 +16 +16 +2 +2 +3 +14 +2 +10 +15 +2 +2 +2 +2 +3 +2 +17 +2 +3 +2 +2 +2 +2 +2 +6 +48 +12 +2 +2 +2 +3 +2 +9 +2 +2 +3 +2 +7 +3 +2 +2 +10 +12 +3 +2 +2 +2 +2 +5 +15 +18 +2 +2 +12 +3 +17 +2 +7 +3 +19 +3 +3 +6 +3 +2 +2 +3 +2 +2 +22 +3 +2 +7 +2 +2 +13 +16 +18 +2 +2 +7 +9 +4 +2 +2 +11 +2 +3 +2 +4 +3 +3 +2 +2 +2 +10 +3 +3 +3 +25 +3 +3 +2 +2 +3 +2 +2 +13 +3 +18 +2 +5 +2 +2 +4 +3 +9 +2 +11 +10 +2 +18 +3 +2 +3 +2 +9 +2 +15 +2 +2 +3 +2 +2 +2 +2 +2 +17 +9 +4 +10 +2 +3 +16 +2 +2 +2 +13 +2 +2 +4 +22 +2 +23 +2 +2 +26 +3 +2 +8 +2 +12 +2 +3 +2 +15 +3 +2 +2 +12 +2 +2 +2 +2 +2 +2 +2 +2 +3 +2 +3 +2 +2 +2 +19 +15 +2 +3 +2 +20 +2 +3 +3 +2 +3 +7 +36 +2 +2 +2 +2 +16 +4 +2 +3 +2 +2 +2 +2 +2 +2 +3 +3 +13 +3 +2 +4 +2 +2 +2 +22 +2 +2 +2 +3 +3 +2 +3 +2 +2 +2 +2 +2 +2 +15 +2 +2 +2 +18 +21 +9 +2 +2 +2 +2 +6 +15 +2 +2 +2 +6 +2 +2 +4 +9 +3 +9 +2 +2 +3 +2 +2 +19 +2 +2 +2 +2 +2 +2 +6 +2 +2 +9 +2 +2 +2 +2 +2 +2 +23 +2 +8 +2 +3 +12 +2 +2 +3 +3 +2 +2 +15 +2 +2 +15 +7 +2 +3 +2 +2 +2 +5 +9 +2 +2 +3 +2 +4 +2 +2 +3 +2 +2 +9 +7 +2 +2 +19 +9 +-1 +3 +3 +20 +2 +3 +2 +2 +3 +5 +3 +9 +2 +3 +6 +14 +2 +2 +2 +6 +2 +2 +2 +20 +15 +7 +2 +10 +13 +17 +3 +3 +2 +2 +32 +2 +2 +25 +2 +2 +3 +2 +20 +3 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +20 +2 +10 +10 +2 +3 +2 +2 +2 +2 +4 +6 +2 +2 +3 +2 +2 +2 +31 +2 +2 +3 +2 +2 +2 +6 +2 +5 +2 +6 +2 +2 +5 +3 +3 +2 +2 +2 +2 +3 +2 +2 +2 +11 +10 +3 +18 +6 +2 +4 +30 +2 +9 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +3 +9 +2 +3 +2 +2 +10 +8 +15 +9 +2 +14 +3 +2 +6 +10 +2 +2 +2 +20 +2 +2 +3 +2 +2 +13 +2 +2 +3 +2 +24 +2 +3 +15 +2 +3 +3 +3 +2 +2 +8 +9 +2 +2 +2 +15 +2 +3 +3 +2 +2 +2 +3 +2 +2 +2 +2 +2 +3 +2 +2 +2 +9 +2 +3 +2 +2 +2 +2 +2 +3 +3 +2 +21 +2 +3 +11 +24 +3 +2 +2 +3 +2 +3 +2 +2 +2 +2 +2 +2 +2 +2 +8 +12 +2 +14 +2 +9 +4 +3 +2 +25 +14 +2 +2 +8 +2 +3 +6 +2 +12 +2 +8 +2 +2 +5 +2 +2 +14 +2 +9 +2 +11 +5 +2 +13 +8 +2 +3 +2 +2 +22 +2 +10 +2 +3 +2 +2 +19 +2 +3 +2 +2 +2 +3 +11 +9 +2 +3 +3 +8 +2 +15 +15 +3 +2 +2 +2 +36 +3 +2 +2 +2 +2 +11 +6 +2 +2 +2 +2 +2 +3 +2 +2 +18 +2 +2 +2 +3 +2 +2 +2 +3 +32 +3 +2 +2 +2 +3 +2 +13 +2 +2 +3 +15 +4 +2 +16 +2 +2 +3 +2 +8 +2 +3 +2 +2 +3 +2 +4 +2 +4 +2 +23 +6 +3 +4 +2 +2 +2 +2 +2 +9 +2 +9 +5 +2 +8 +2 +2 +2 +6 +2 +5 +2 +3 +2 +2 +2 +9 +2 +2 +2 +2 +3 +2 +2 +3 +2 +2 +3 +2 +12 +11 +2 +2 +19 +3 +8 +2 +2 +2 +3 +2 +16 +2 +11 +2 +2 +9 +2 +9 +2 +3 +2 +2 +2 +3 +5 +2 +2 +5 +2 +2 +2 +16 +2 +3 +2 +13 +2 +2 +2 +2 +11 +2 +2 +2 +19 +8 +7 +9 +3 +2 +2 +17 +2 +3 +2 +4 +2 +3 +2 +12 +2 +2 +16 +2 +2 +3 +2 +2 +14 +20 +4 +5 +18 +3 +9 +2 +2 +5 +2 +2 +2 +4 +2 +10 +10 +2 +2 +11 +2 +2 +3 +14 +2 +13 +14 +2 +3 +5 +3 +2 +2 +2 +11 +2 +4 +2 +3 +2 +3 +18 +5 +2 +2 +3 +3 +10 +18 +2 +2 +2 +2 +8 +12 +2 +5 +2 +2 +3 +2 +2 +13 +2 +2 +3 +2 +19 +2 +2 +21 +12 +7 +2 +3 +2 +12 +2 +3 +2 +9 +7 +2 +2 +3 +2 +2 +7 +2 +26 +30 +14 +3 +3 +10 +3 +3 +9 +7 +2 +2 +12 +8 +3 +2 +2 +3 +2 +5 +14 +13 +2 +3 +13 +9 +8 +2 +24 +2 +3 +7 +15 +19 +18 +3 +15 +2 +2 +2 +2 +9 +2 +2 +14 +2 +2 +2 +2 +2 +2 +2 +16 +2 +2 +4 +2 +2 +17 +2 +2 +13 +9 +2 +2 +2 +2 +3 +2 +3 +8 +2 +3 +2 +17 +2 +3 +2 +2 +3 +2 +2 +2 +2 +2 +2 +3 +9 +8 +3 +2 +10 +3 +2 +12 +2 +2 +2 +18 +4 +2 +13 +3 +2 +3 +2 +16 +9 +2 +2 +3 +3 +5 +2 +2 +5 +5 +13 +2 +2 +9 +10 +2 +3 +2 +2 +2 +17 +2 +3 +10 +8 +2 +3 +2 +14 +2 +3 +7 +2 +2 +14 +2 +3 +3 +11 +2 +2 +2 +7 +7 +3 +2 +2 +2 +2 +3 +2 +3 +2 +4 +14 +6 +3 +3 +2 +2 +-1 +2 +21 +17 +3 +25 +2 +6 +2 +2 +2 +2 +2 +2 +2 +3 +3 +2 +2 +12 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_1.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_1.txt new file mode 100644 index 0000000..24b000b --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_1.txt @@ -0,0 +1,100 @@ +54 +72 +124 +175 +70 +267 +295 +396 +365 +132 +312 +381 +252 +359 +210 +489 +160 +185 +177 +-1 +-1 +443 +-1 +255 +147 +141 +-1 +121 +-1 +119 +-1 +139 +140 +-1 +-1 +122 +535 +258 +36 +-1 +-1 +171 +523 +161 +-1 +534 +204 +-1 +197 +-1 +326 +54 +111 +72 +90 +-1 +187 +-1 +243 +174 +484 +136 +-1 +176 +590 +583 +204 +171 +227 +143 +110 +242 +165 +240 +585 +152 +251 +449 +343 +234 +67 +289 +322 +161 +-1 +502 +77 +98 +39 +503 +175 +358 +-1 +43 +56 +206 +368 +-1 +324 +352 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_10.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_10.txt new file mode 100644 index 0000000..ea6d8b1 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_10.txt @@ -0,0 +1,100 @@ +57 +113 +121 +142 +178 +62 +190 +275 +149 +185 +205 +500 +391 +242 +21 +148 +105 +-1 +189 +23 +-1 +-1 +78 +175 +189 +152 +438 +236 +84 +424 +56 +14 +223 +130 +-1 +108 +-1 +123 +63 +118 +118 +-1 +320 +336 +34 +35 +112 +75 +-1 +32 +34 +45 +43 +21 +29 +165 +40 +463 +160 +273 +440 +95 +293 +165 +472 +243 +52 +219 +120 +36 +81 +49 +64 +150 +-1 +107 +59 +45 +252 +-1 +-1 +70 +-1 +116 +80 +113 +118 +78 +81 +46 +205 +121 +303 +109 +355 +65 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_11.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_11.txt new file mode 100644 index 0000000..6785cc9 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_11.txt @@ -0,0 +1,100 @@ +36 +33 +99 +73 +187 +182 +62 +303 +89 +228 +199 +75 +61 +83 +84 +179 +308 +78 +-1 +161 +147 +103 +16 +34 +37 +115 +65 +148 +19 +95 +136 +187 +76 +122 +154 +40 +135 +125 +22 +-1 +152 +146 +222 +64 +49 +28 +36 +54 +343 +-1 +83 +41 +86 +114 +340 +163 +-1 +56 +185 +22 +142 +84 +593 +343 +92 +278 +71 +74 +131 +17 +38 +251 +-1 +353 +72 +227 +70 +83 +45 +234 +50 +225 +120 +38 +41 +293 +326 +515 +-1 +64 +300 +81 +123 +273 +21 +306 +-1 +142 +-1 +320 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_12.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_12.txt new file mode 100644 index 0000000..e459ee8 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_12.txt @@ -0,0 +1,100 @@ +16 +48 +29 +14 +191 +199 +29 +257 +341 +527 +345 +374 +87 +39 +-1 +257 +151 +-1 +-1 +63 +16 +22 +124 +257 +128 +-1 +201 +102 +114 +184 +30 +116 +47 +202 +214 +266 +224 +95 +31 +21 +97 +87 +203 +238 +141 +49 +-1 +60 +139 +25 +238 +18 +338 +185 +141 +272 +250 +184 +30 +153 +127 +98 +368 +23 +83 +44 +-1 +65 +-1 +15 +39 +238 +122 +46 +272 +23 +320 +32 +36 +73 +191 +199 +351 +223 +-1 +181 +109 +-1 +71 +91 +36 +139 +556 +69 +163 +216 +116 +-1 +538 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_13.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_13.txt new file mode 100644 index 0000000..23f92ce --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_13.txt @@ -0,0 +1,100 @@ +40 +62 +29 +83 +118 +85 +30 +110 +196 +299 +98 +50 +205 +328 +23 +21 +63 +238 +174 +546 +110 +84 +31 +235 +120 +146 +118 +20 +24 +61 +151 +56 +-1 +73 +133 +-1 +159 +45 +67 +283 +43 +-1 +38 +37 +17 +49 +-1 +96 +127 +55 +-1 +108 +489 +350 +138 +94 +172 +36 +167 +211 +15 +314 +242 +136 +140 +20 +-1 +317 +250 +241 +189 +-1 +454 +27 +596 +193 +215 +57 +137 +256 +184 +30 +186 +61 +37 +129 +145 +20 +165 +94 +226 +-1 +44 +128 +65 +-1 +78 +75 +386 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_14.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_14.txt new file mode 100644 index 0000000..c115a6f --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_14.txt @@ -0,0 +1,100 @@ +20 +30 +24 +50 +111 +32 +94 +15 +45 +248 +21 +140 +213 +291 +62 +39 +71 +119 +196 +59 +-1 +60 +50 +311 +52 +191 +-1 +-1 +80 +69 +-1 +-1 +26 +65 +127 +61 +163 +99 +197 +204 +-1 +163 +117 +98 +26 +37 +259 +95 +58 +278 +41 +23 +466 +71 +52 +23 +173 +175 +105 +28 +177 +-1 +75 +49 +41 +36 +183 +541 +192 +585 +23 +84 +105 +-1 +121 +210 +32 +32 +-1 +39 +33 +58 +80 +73 +174 +497 +263 +250 +78 +268 +97 +29 +180 +-1 +96 +115 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_15.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_15.txt new file mode 100644 index 0000000..2f845cf --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_15.txt @@ -0,0 +1,100 @@ +14 +16 +102 +-1 +-1 +60 +47 +-1 +-1 +-1 +89 +-1 +197 +256 +198 +280 +213 +283 +113 +280 +395 +-1 +-1 +357 +-1 +-1 +-1 +-1 +224 +-1 +257 +134 +64 +-1 +-1 +112 +-1 +84 +283 +-1 +-1 +-1 +-1 +34 +385 +165 +-1 +236 +-1 +39 +-1 +56 +-1 +189 +-1 +74 +116 +-1 +-1 +62 +-1 +61 +-1 +-1 +-1 +-1 +-1 +-1 +75 +238 +263 +59 +-1 +16 +-1 +-1 +243 +16 +198 +-1 +-1 +-1 +-1 +62 +517 +-1 +-1 +172 +49 +40 +-1 +35 +225 +-1 +23 +112 +-1 +425 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_16.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_16.txt new file mode 100644 index 0000000..f8eb369 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_16.txt @@ -0,0 +1,100 @@ +147 +201 +149 +200 +-1 +18 +498 +-1 +-1 +222 +86 +239 +-1 +101 +47 +201 +-1 +-1 +17 +-1 +-1 +-1 +49 +-1 +251 +68 +141 +472 +-1 +287 +149 +-1 +125 +445 +164 +17 +-1 +-1 +58 +-1 +397 +496 +90 +53 +-1 +-1 +34 +597 +-1 +264 +405 +239 +-1 +-1 +-1 +-1 +17 +46 +73 +97 +285 +124 +65 +306 +479 +213 +-1 +320 +183 +36 +-1 +29 +99 +26 +198 +221 +434 +152 +-1 +-1 +-1 +-1 +-1 +203 +185 +61 +-1 +70 +132 +392 +334 +56 +368 +162 +471 +-1 +511 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_17.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_17.txt new file mode 100644 index 0000000..4745351 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_17.txt @@ -0,0 +1,100 @@ +170 +288 +-1 +-1 +-1 +69 +-1 +-1 +-1 +275 +95 +355 +267 +263 +174 +-1 +249 +-1 +80 +400 +15 +-1 +141 +115 +43 +-1 +233 +65 +-1 +45 +-1 +476 +194 +-1 +-1 +109 +286 +-1 +-1 +14 +-1 +66 +-1 +228 +78 +-1 +356 +162 +-1 +60 +141 +-1 +-1 +37 +-1 +-1 +-1 +422 +264 +-1 +-1 +476 +-1 +-1 +213 +112 +-1 +99 +310 +538 +-1 +-1 +-1 +-1 +-1 +51 +376 +-1 +203 +125 +189 +185 +340 +50 +64 +16 +-1 +-1 +250 +117 +-1 +155 +34 +16 +18 +-1 +360 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_18.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_18.txt new file mode 100644 index 0000000..3470af0 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_18.txt @@ -0,0 +1,100 @@ +14 +71 +223 +73 +323 +451 +77 +-1 +-1 +-1 +17 +80 +-1 +167 +326 +15 +198 +151 +-1 +191 +200 +100 +164 +-1 +125 +-1 +-1 +-1 +-1 +181 +437 +-1 +244 +108 +-1 +303 +-1 +268 +-1 +122 +223 +285 +343 +101 +-1 +143 +-1 +84 +124 +170 +62 +143 +-1 +-1 +224 +91 +-1 +-1 +-1 +86 +-1 +-1 +52 +193 +-1 +-1 +81 +95 +-1 +33 +-1 +404 +291 +-1 +-1 +340 +14 +-1 +-1 +-1 +-1 +-1 +31 +-1 +-1 +255 +141 +-1 +52 +-1 +-1 +16 +472 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_19.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_19.txt new file mode 100644 index 0000000..aa51f21 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_19.txt @@ -0,0 +1,100 @@ +160 +292 +57 +212 +67 +83 +37 +434 +165 +342 +157 +-1 +-1 +139 +-1 +230 +403 +-1 +290 +56 +-1 +220 +419 +-1 +119 +-1 +281 +216 +355 +137 +-1 +305 +-1 +79 +424 +-1 +-1 +260 +81 +135 +-1 +136 +16 +54 +76 +297 +114 +-1 +-1 +-1 +49 +235 +-1 +154 +76 +-1 +571 +90 +-1 +194 +96 +120 +-1 +-1 +-1 +96 +-1 +31 +-1 +111 +349 +204 +-1 +-1 +-1 +-1 +274 +102 +38 +495 +197 +278 +-1 +-1 +-1 +447 +67 +-1 +-1 +-1 +87 +-1 +-1 +493 +-1 +211 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_2.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_2.txt new file mode 100644 index 0000000..5f72205 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_2.txt @@ -0,0 +1,100 @@ +34 +148 +175 +29 +87 +40 +277 +323 +305 +245 +233 +172 +51 +299 +-1 +183 +422 +173 +376 +52 +370 +15 +113 +-1 +156 +-1 +28 +98 +311 +92 +360 +208 +45 +197 +350 +-1 +266 +-1 +148 +158 +104 +52 +562 +274 +93 +115 +-1 +500 +257 +16 +262 +-1 +128 +-1 +474 +98 +-1 +-1 +-1 +77 +232 +-1 +82 +36 +141 +134 +75 +25 +206 +81 +-1 +-1 +-1 +286 +-1 +121 +-1 +78 +265 +114 +87 +236 +101 +-1 +190 +139 +151 +-1 +125 +90 +270 +-1 +115 +218 +-1 +534 +242 +319 +489 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_20.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_20.txt new file mode 100644 index 0000000..02eb352 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_20.txt @@ -0,0 +1,100 @@ +137 +114 +207 +184 +226 +147 +127 +140 +317 +328 +-1 +-1 +-1 +184 +53 +520 +-1 +137 +-1 +262 +188 +-1 +187 +-1 +69 +161 +82 +-1 +458 +-1 +-1 +174 +231 +-1 +-1 +-1 +427 +-1 +-1 +182 +234 +-1 +83 +218 +-1 +271 +-1 +33 +-1 +-1 +42 +-1 +-1 +429 +406 +-1 +481 +279 +77 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +95 +112 +117 +-1 +488 +-1 +336 +-1 +-1 +152 +40 +-1 +-1 +41 +113 +-1 +-1 +318 +215 +-1 +-1 +75 +152 +15 +158 +163 +205 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_3.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_3.txt new file mode 100644 index 0000000..10136b0 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_3.txt @@ -0,0 +1,100 @@ +27 +25 +126 +83 +204 +127 +17 +239 +98 +103 +175 +446 +564 +39 +309 +238 +354 +126 +94 +83 +54 +165 +392 +156 +147 +241 +120 +111 +415 +71 +145 +203 +-1 +52 +195 +-1 +54 +148 +-1 +-1 +155 +16 +72 +383 +266 +216 +26 +422 +245 +61 +296 +45 +151 +164 +-1 +119 +254 +37 +141 +-1 +-1 +346 +154 +22 +69 +18 +96 +312 +105 +117 +-1 +120 +50 +51 +151 +240 +548 +-1 +161 +111 +-1 +-1 +130 +75 +95 +151 +-1 +225 +-1 +-1 +181 +38 +210 +566 +132 +110 +-1 +203 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_4.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_4.txt new file mode 100644 index 0000000..7faf3a1 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_4.txt @@ -0,0 +1,100 @@ +106 +131 +129 +146 +151 +49 +70 +264 +80 +37 +131 +88 +105 +211 +119 +71 +64 +76 +53 +134 +41 +50 +213 +259 +211 +533 +57 +235 +65 +210 +110 +227 +101 +187 +343 +140 +38 +168 +158 +48 +37 +77 +42 +483 +-1 +15 +59 +98 +548 +456 +79 +-1 +235 +-1 +155 +-1 +507 +94 +23 +112 +75 +24 +253 +239 +68 +310 +68 +88 +59 +34 +74 +114 +142 +42 +159 +245 +-1 +120 +62 +138 +16 +-1 +119 +439 +116 +96 +26 +-1 +96 +283 +122 +285 +37 +63 +118 +99 +265 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_5.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_5.txt new file mode 100644 index 0000000..b2def9b --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_5.txt @@ -0,0 +1,100 @@ +46 +58 +47 +135 +135 +201 +245 +405 +130 +200 +157 +-1 +-1 +86 +29 +264 +34 +-1 +44 +-1 +166 +-1 +73 +17 +368 +53 +-1 +37 +335 +18 +76 +195 +-1 +164 +300 +108 +74 +59 +216 +46 +56 +96 +46 +109 +71 +173 +314 +72 +-1 +184 +-1 +123 +410 +243 +-1 +78 +-1 +74 +166 +63 +55 +419 +349 +76 +125 +94 +112 +61 +339 +296 +287 +93 +492 +193 +134 +74 +90 +125 +118 +-1 +134 +62 +171 +101 +193 +446 +252 +517 +-1 +-1 +80 +73 +252 +88 +119 +188 +189 +313 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_6.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_6.txt new file mode 100644 index 0000000..b443d90 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_6.txt @@ -0,0 +1,100 @@ +17 +44 +87 +112 +89 +55 +167 +59 +101 +157 +28 +128 +93 +260 +67 +-1 +57 +53 +154 +-1 +81 +154 +-1 +-1 +212 +-1 +113 +108 +196 +268 +149 +422 +45 +103 +-1 +130 +-1 +312 +234 +81 +-1 +76 +51 +62 +342 +258 +78 +40 +250 +-1 +88 +-1 +124 +109 +188 +80 +244 +423 +364 +179 +57 +-1 +29 +78 +124 +50 +165 +246 +-1 +120 +-1 +108 +44 +193 +-1 +22 +118 +95 +217 +27 +37 +127 +60 +276 +66 +124 +132 +61 +101 +111 +78 +163 +49 +207 +55 +17 +188 +117 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_7.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_7.txt new file mode 100644 index 0000000..e3e739e --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_7.txt @@ -0,0 +1,100 @@ +43 +102 +190 +168 +206 +227 +149 +295 +313 +184 +61 +-1 +372 +26 +178 +-1 +63 +-1 +225 +233 +63 +318 +203 +248 +179 +39 +95 +168 +590 +-1 +571 +562 +163 +218 +46 +323 +123 +563 +82 +20 +229 +208 +31 +442 +-1 +195 +-1 +191 +131 +301 +128 +100 +196 +-1 +42 +191 +71 +189 +50 +75 +28 +107 +340 +64 +27 +63 +50 +73 +183 +97 +57 +-1 +490 +36 +177 +464 +121 +101 +197 +285 +93 +48 +14 +494 +-1 +21 +84 +142 +109 +80 +117 +-1 +133 +112 +19 +110 +-1 +349 +-1 +363 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_8.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_8.txt new file mode 100644 index 0000000..81b6962 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_8.txt @@ -0,0 +1,100 @@ +40 +60 +98 +155 +130 +92 +33 +107 +175 +249 +248 +-1 +-1 +264 +137 +112 +84 +283 +-1 +50 +-1 +55 +240 +188 +-1 +91 +95 +88 +82 +177 +315 +66 +350 +-1 +-1 +-1 +182 +219 +75 +315 +24 +271 +570 +16 +-1 +457 +88 +157 +340 +160 +41 +480 +55 +-1 +195 +274 +135 +49 +523 +25 +469 +531 +497 +-1 +487 +25 +-1 +45 +39 +-1 +422 +169 +141 +269 +148 +159 +228 +85 +212 +213 +41 +126 +69 +205 +136 +34 +147 +315 +141 +-1 +102 +30 +205 +132 +177 +210 +171 +-1 +583 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_9.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_9.txt new file mode 100644 index 0000000..4659bda --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_9.txt @@ -0,0 +1,100 @@ +74 +77 +164 +132 +176 +180 +129 +76 +151 +173 +83 +83 +61 +159 +47 +219 +263 +98 +-1 +110 +-1 +158 +154 +119 +160 +54 +73 +49 +88 +100 +145 +28 +28 +-1 +-1 +132 +390 +172 +228 +37 +462 +17 +396 +15 +154 +151 +409 +176 +66 +212 +-1 +130 +-1 +90 +-1 +144 +411 +101 +-1 +187 +121 +74 +52 +388 +65 +54 +164 +32 +151 +205 +17 +95 +87 +276 +71 +126 +37 +54 +139 +171 +-1 +129 +25 +16 +60 +175 +-1 +97 +-1 +-1 +65 +15 +164 +-1 +-1 +-1 +83 +-1 +445 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_1.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_1.txt new file mode 100644 index 0000000..98e43f5 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_1.txt @@ -0,0 +1,100 @@ +84 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +20 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +25 +-1 +-1 +-1 +74 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +69 +-1 +-1 +87 +-1 +-1 +-1 +-1 +61 +-1 +-1 +-1 +-1 +-1 +-1 +87 +-1 +-1 +-1 +-1 +91 +73 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +69 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +55 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +99 +92 +68 +-1 +-1 +-1 +17 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_10.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_10.txt new file mode 100644 index 0000000..86fd461 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_10.txt @@ -0,0 +1,100 @@ +20 +36 +60 +-1 +-1 +-1 +-1 +-1 +-1 +94 +34 +33 +-1 +23 +75 +57 +-1 +15 +-1 +-1 +44 +-1 +-1 +41 +22 +78 +-1 +58 +70 +-1 +-1 +22 +-1 +-1 +14 +-1 +-1 +-1 +-1 +33 +14 +26 +23 +-1 +-1 +-1 +92 +-1 +-1 +66 +-1 +-1 +-1 +-1 +61 +57 +47 +-1 +52 +-1 +-1 +97 +61 +-1 +-1 +-1 +-1 +90 +-1 +82 +-1 +-1 +-1 +68 +76 +85 +-1 +-1 +-1 +69 +-1 +-1 +-1 +-1 +18 +-1 +46 +-1 +28 +-1 +-1 +-1 +14 +-1 +-1 +76 +59 +-1 +39 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_11.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_11.txt new file mode 100644 index 0000000..d0dbd9a --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_11.txt @@ -0,0 +1,100 @@ +39 +59 +17 +60 +-1 +-1 +-1 +-1 +-1 +69 +33 +26 +-1 +45 +-1 +70 +73 +62 +-1 +99 +-1 +-1 +-1 +53 +-1 +75 +64 +14 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +64 +-1 +-1 +-1 +21 +-1 +-1 +30 +96 +-1 +-1 +-1 +14 +14 +49 +88 +-1 +-1 +-1 +-1 +40 +-1 +-1 +-1 +-1 +39 +28 +-1 +-1 +-1 +40 +-1 +82 +-1 +-1 +-1 +-1 +-1 +-1 +77 +-1 +-1 +44 +-1 +-1 +62 +-1 +20 +92 +37 +-1 +-1 +-1 +63 +-1 +14 +-1 +38 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_12.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_12.txt new file mode 100644 index 0000000..008c989 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_12.txt @@ -0,0 +1,100 @@ +67 +70 +-1 +-1 +92 +-1 +-1 +-1 +53 +-1 +24 +63 +-1 +-1 +-1 +-1 +41 +-1 +78 +22 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +20 +22 +48 +-1 +-1 +-1 +92 +-1 +80 +53 +71 +18 +59 +-1 +-1 +84 +39 +-1 +32 +-1 +27 +91 +59 +30 +62 +-1 +80 +-1 +72 +-1 +-1 +73 +-1 +15 +30 +30 +-1 +-1 +-1 +-1 +44 +37 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +22 +51 +86 +40 +87 +-1 +-1 +-1 +-1 +-1 +-1 +31 +18 +-1 +59 +42 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_13.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_13.txt new file mode 100644 index 0000000..1e39d98 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_13.txt @@ -0,0 +1,100 @@ +21 +33 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +37 +47 +-1 +51 +97 +-1 +-1 +64 +-1 +19 +98 +-1 +-1 +44 +-1 +-1 +-1 +-1 +86 +-1 +-1 +-1 +-1 +68 +69 +62 +-1 +-1 +36 +-1 +-1 +-1 +-1 +21 +-1 +-1 +-1 +-1 +-1 +48 +15 +-1 +-1 +91 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +30 +-1 +-1 +-1 +-1 +-1 +53 +14 +-1 +-1 +-1 +-1 +57 +-1 +-1 +39 +-1 +36 +72 +-1 +47 +-1 +-1 +-1 +-1 +-1 +41 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_14.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_14.txt new file mode 100644 index 0000000..a0b1090 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_14.txt @@ -0,0 +1,100 @@ +38 +73 +67 +-1 +-1 +-1 +-1 +-1 +59 +-1 +88 +54 +-1 +-1 +70 +52 +-1 +-1 +-1 +-1 +43 +-1 +-1 +-1 +-1 +-1 +92 +-1 +-1 +-1 +64 +91 +-1 +-1 +-1 +-1 +68 +-1 +79 +54 +-1 +51 +-1 +63 +43 +-1 +93 +-1 +-1 +-1 +-1 +28 +-1 +44 +38 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +84 +-1 +38 +57 +-1 +-1 +-1 +45 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +65 +35 +-1 +76 +-1 +44 +-1 +-1 +33 +39 +-1 +54 +-1 +-1 +-1 +-1 +-1 +-1 +88 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_15.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_15.txt new file mode 100644 index 0000000..f7c1a2d --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_15.txt @@ -0,0 +1,100 @@ +14 +50 +69 +58 +-1 +34 +-1 +-1 +71 +-1 +-1 +26 +52 +42 +17 +-1 +-1 +41 +93 +-1 +-1 +-1 +34 +18 +93 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +53 +-1 +-1 +29 +82 +15 +50 +39 +-1 +72 +36 +83 +98 +-1 +-1 +-1 +-1 +20 +31 +-1 +-1 +-1 +-1 +-1 +32 +62 +-1 +81 +-1 +-1 +28 +-1 +47 +-1 +-1 +-1 +-1 +-1 +-1 +14 +100 +68 +-1 +61 +-1 +-1 +-1 +37 +26 +-1 +96 +-1 +-1 +24 +-1 +-1 +-1 +-1 +-1 +75 +-1 +-1 +47 +90 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_16.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_16.txt new file mode 100644 index 0000000..edb79c4 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_16.txt @@ -0,0 +1,100 @@ +14 +45 +32 +81 +-1 +95 +-1 +-1 +-1 +-1 +86 +-1 +-1 +-1 +29 +-1 +93 +-1 +-1 +66 +-1 +44 +-1 +66 +-1 +44 +49 +-1 +-1 +14 +18 +43 +-1 +98 +-1 +-1 +-1 +20 +-1 +67 +-1 +53 +-1 +-1 +-1 +-1 +-1 +-1 +14 +28 +-1 +39 +58 +-1 +26 +-1 +-1 +63 +64 +68 +34 +-1 +99 +63 +-1 +-1 +32 +91 +-1 +32 +63 +-1 +38 +-1 +-1 +38 +-1 +41 +39 +-1 +-1 +-1 +65 +33 +-1 +60 +-1 +-1 +67 +43 +-1 +-1 +74 +94 +-1 +-1 +67 +-1 +-1 +87 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_2.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_2.txt new file mode 100644 index 0000000..2f13c2a --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_2.txt @@ -0,0 +1,100 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +38 +-1 +43 +-1 +-1 +-1 +-1 +-1 +-1 +33 +-1 +70 +67 +33 +-1 +-1 +-1 +-1 +17 +-1 +-1 +-1 +-1 +-1 +26 +55 +-1 +-1 +-1 +100 +-1 +69 +-1 +-1 +-1 +-1 +15 +-1 +33 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +68 +-1 +-1 +-1 +82 +56 +-1 +17 +56 +-1 +-1 +-1 +92 +-1 +22 +-1 +-1 +-1 +51 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_3.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_3.txt new file mode 100644 index 0000000..5a1d718 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_3.txt @@ -0,0 +1,100 @@ +71 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +33 +62 +-1 +-1 +-1 +-1 +-1 +-1 +74 +-1 +-1 +-1 +-1 +-1 +86 +-1 +-1 +22 +-1 +38 +-1 +40 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +23 +-1 +-1 +-1 +-1 +73 +17 +-1 +-1 +-1 +65 +92 +-1 +85 +34 +-1 +98 +-1 +-1 +-1 +-1 +58 +-1 +59 +-1 +66 +-1 +-1 +-1 +-1 +30 +-1 +-1 +24 +-1 +-1 +-1 +41 +-1 +76 +86 +-1 +-1 +54 +-1 +53 +56 +59 +-1 +14 +43 +22 +-1 +-1 +-1 +55 +94 +-1 +-1 +-1 +-1 +96 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_4.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_4.txt new file mode 100644 index 0000000..34118de --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_4.txt @@ -0,0 +1,100 @@ +47 +58 +87 +-1 +-1 +-1 +-1 +-1 +17 +37 +88 +45 +78 +-1 +75 +-1 +32 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +98 +55 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +84 +43 +-1 +-1 +-1 +50 +76 +-1 +-1 +-1 +-1 +81 +69 +76 +-1 +-1 +43 +77 +-1 +-1 +-1 +-1 +-1 +92 +-1 +-1 +60 +-1 +-1 +46 +45 +-1 +-1 +-1 +90 +53 +24 +33 +37 +-1 +80 +-1 +-1 +49 +-1 +-1 +53 +-1 +-1 +63 +-1 +83 +-1 +-1 +-1 +57 +-1 +-1 +-1 +-1 +47 +-1 +64 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_5.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_5.txt new file mode 100644 index 0000000..8127599 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_5.txt @@ -0,0 +1,100 @@ +37 +54 +73 +17 +-1 +-1 +-1 +-1 +-1 +82 +76 +15 +-1 +81 +-1 +73 +-1 +39 +57 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +60 +-1 +-1 +-1 +-1 +93 +-1 +36 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +72 +-1 +-1 +-1 +48 +16 +-1 +-1 +-1 +-1 +62 +-1 +-1 +-1 +-1 +88 +87 +63 +80 +-1 +-1 +-1 +37 +27 +-1 +-1 +-1 +25 +-1 +95 +29 +72 +46 +-1 +42 +74 +-1 +14 +-1 +-1 +40 +-1 +57 +-1 +-1 +95 +-1 +-1 +52 +-1 +37 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_5_old.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_5_old.txt new file mode 100644 index 0000000..1796809 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_5_old.txt @@ -0,0 +1,100 @@ +37 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +48 +30 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +27 +-1 +64 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +44 +-1 +-1 +50 +16 +-1 +-1 +98 +-1 +-1 +-1 +-1 +-1 +-1 +99 +-1 +-1 +-1 +-1 +53 +-1 +88 +-1 +-1 +39 +-1 +-1 +78 +-1 +-1 +37 +69 +14 +-1 +72 +-1 +-1 +-1 +48 +-1 +30 +48 +32 +-1 +-1 +98 +-1 +27 +57 +-1 +97 +-1 +-1 +35 +-1 +-1 +-1 +81 +-1 +-1 +-1 +67 +-1 +-1 +-1 +67 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_6.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_6.txt new file mode 100644 index 0000000..785e04a --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_6.txt @@ -0,0 +1,100 @@ +16 +37 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +25 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +71 +-1 +-1 +-1 +-1 +79 +-1 +92 +-1 +42 +-1 +-1 +-1 +-1 +54 +-1 +-1 +-1 +21 +-1 +16 +23 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +49 +-1 +43 +28 +-1 +43 +-1 +99 +-1 +38 +-1 +-1 +-1 +50 +40 +-1 +68 +-1 +-1 +15 +-1 +-1 +-1 +-1 +-1 +39 +-1 +-1 +40 +78 +86 +100 +-1 +-1 +-1 +99 +-1 +33 +-1 +-1 +46 +-1 +-1 +-1 +49 +-1 +80 +-1 +73 +77 +88 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_7.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_7.txt new file mode 100644 index 0000000..1b0e0df --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_7.txt @@ -0,0 +1,100 @@ +18 +50 +81 +-1 +-1 +-1 +-1 +-1 +-1 +40 +-1 +74 +77 +-1 +-1 +-1 +44 +-1 +-1 +-1 +98 +41 +-1 +59 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +18 +100 +-1 +-1 +-1 +-1 +57 +31 +-1 +-1 +-1 +38 +-1 +-1 +-1 +29 +-1 +32 +-1 +63 +-1 +-1 +-1 +58 +-1 +-1 +48 +-1 +-1 +65 +49 +39 +-1 +-1 +-1 +-1 +35 +-1 +-1 +33 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +65 +74 +-1 +-1 +-1 +34 +32 +-1 +-1 +39 +-1 +41 +-1 +-1 +-1 +-1 +33 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_8.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_8.txt new file mode 100644 index 0000000..0c57aa4 --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_8.txt @@ -0,0 +1,100 @@ +50 +81 +96 +-1 +-1 +-1 +-1 +14 +75 +-1 +58 +51 +-1 +-1 +68 +-1 +-1 +-1 +42 +-1 +46 +52 +63 +-1 +-1 +88 +-1 +-1 +-1 +20 +-1 +59 +-1 +-1 +-1 +-1 +15 +-1 +-1 +-1 +61 +-1 +-1 +-1 +-1 +73 +91 +-1 +67 +-1 +-1 +47 +-1 +40 +-1 +51 +81 +61 +15 +-1 +-1 +-1 +-1 +-1 +89 +74 +-1 +-1 +18 +53 +41 +-1 +51 +36 +34 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +89 +28 +46 +-1 +54 +22 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_9.txt b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_9.txt new file mode 100644 index 0000000..143612e --- /dev/null +++ b/python/plots/how_many_generations/data/population_size_100_runs/how_many_generations_5x5_k8_population_size_9.txt @@ -0,0 +1,100 @@ +38 +47 +62 +29 +32 +19 +-1 +-1 +-1 +-1 +-1 +-1 +58 +-1 +-1 +-1 +80 +-1 +-1 +49 +-1 +-1 +-1 +-1 +-1 +15 +81 +16 +-1 +44 +95 +66 +64 +-1 +-1 +72 +-1 +-1 +-1 +35 +-1 +85 +42 +-1 +-1 +-1 +-1 +-1 +78 +-1 +63 +-1 +-1 +57 +23 +-1 +-1 +-1 +-1 +-1 +-1 +98 +51 +-1 +32 +61 +-1 +62 +-1 +53 +-1 +25 +-1 +54 +44 +-1 +73 +49 +-1 +-1 +-1 +-1 +-1 +61 +48 +-1 +-1 +-1 +-1 +-1 +51 +71 +50 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data/times.txt b/python/plots/how_many_generations/data/times.txt new file mode 100644 index 0000000..26e7d70 --- /dev/null +++ b/python/plots/how_many_generations/data/times.txt @@ -0,0 +1,173 @@ +Execution times on i7-6700 CPU @3.40GHz, 4 cores @ 100% workload using +Python's multiprocessing module + + +####################### 2x2 Chimera grid different K graphs #################### + +◾ Params +population_size = 12 +max_mutation_trials = 30 +mutation_extend_to_free_neighbors_probability = 0.3 +max_total = 1000 +max_generations = 100 +remove_redundancy_probability = 0.01 +m = 2 # grid size +n = 2 # grid size +t = 4 # shore size + +⏱ how_many_generations_2x2 (1000 a time) +- K2: 2.96s +- K3: 10.90s +- K4: 25.61s +- K5: 52.77s +- K6: 131.34s +- K7: 276.01s +- K8: 632.42s +- K9: 839.06s +- K10: ? (around the same time as K9) + + +######################## K8 different Chimera grid sizes ####################### + +◾ Params +population_size = 12 +max_mutation_trials = 30 +mutation_extend_to_free_neighbors_probability = 0.3 +max_total = 100 +max_generations = 100 +remove_redundancy_probability = 0.01 +t = 4 # shore size + +⏱ how_many_generations_mxm (100 a time) +- 2x2: 61.78s +- 3x3: 119.37s +- 4x4: 201.84s +- 5x5: 299.73s +- 6x6: 430.39s +- 7x7: 502.94s +- 8x8: 638.90s +- 9x9: 803.30s + + +####################### K8 different population sizes (100) #################### + +◾ Params +max_mutation_trials = 30 +mutation_extend_to_free_neighbors_probability = 0.3 +max_total = 100 +max_generations = 100 +remove_redundancy_probability = 0.01 +m = 5 # grid size +n = 5 # grid size +t = 4 # shore size + +⏱ how_many_generations_population_size (100 a time) +- 1: 38.82s +- 2: 61.40s +- 3: 90.75s +- 4: 109.35s +- 5: 140.66s +- 6: 168.38s +- 7: 192.45s +- 8: 205.01s +- 9: 233.09s +- 10: 236.01s +- 11: 251.86s +- 12: 288.17s +- 13: 339.22s +- 14: 378.01s +- 15: 343.30s +- 16: 371.73s + + +###################### K8 different population sizes (100) ##################### + +◾ Params +max_mutation_trials = 30 +mutation_extend_to_free_neighbors_probability = 0.3 +max_total = 100 +max_generations = 600 +remove_redundancy_probability = 0.01 +m = 5 # grid size +n = 5 # grid size +t = 4 # shore size + +⏱ how_many_generations_population_size (100 a time) +- 1: 128.87s +- 2: 224.79s +- 3: 281.21s +- 4: 259.75s +- 5: 385.54s +- 6: 408.23s +- 7: 505.68s +- 8: 648.50s +- 9: 652.14s +- 10: 718.90s +- 11: 618.84s +- 12: 862.02s +- 13: 843.26s +- 14: 914.88s +- 15: 435.01s +- 16: 382.50s +- 17: 607.80s (started to run another task with 100%) +- 18: 735.05s +- 19: +- 20: + + +####################### K8 different population sizes (1000) ################### + +Marc💥 +◾ Params +max_mutation_trials = 30 +mutation_extend_to_free_neighbors_probability = 0.3 +max_total = 1000 +max_generations = 100 +remove_redundancy_probability = 0.01 +m = 5 # grid size +n = 5 # grid size +t = 4 # shore size + +⏱ how_many_generations_population_size (1000 a time) + + +###################### K8 different population sizes (1000) #################### + +Marc💥 +◾ Params +max_mutation_trials = 30 +mutation_extend_to_free_neighbors_probability = 0.3 +max_total = 1000 +max_generations = 600 +remove_redundancy_probability = 0.01 +m = 5 # grid size +n = 5 # grid size +t = 4 # shore size + +⏱ how_many_generations_population_size (1000 a time) + + +######################## K8 different probabilities (50) ####################### + +◾ Params +population_size=4, +max_mutation_trials=30 +max_total = 50 +max_generations = 600 +remove_redundancy_probability = 0.01 +m = 5 # grid size +n = 5 # grid size +t = 4 # shore size + +⏱ how_many_generations_extend_to_free_probability (50 a time) +- 0.00: 132.61s +- 0.11: 276.20s +- 0.22: 359.29s +- 0.33: 272.75s +- 0.44: 269.85s +- 0.55: 301.38s +- 0.66: 326.49s +- 0.77: 332.97s +- 0.88: 357.85s +- 1.00: 226.74s + \ No newline at end of file diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/docker-compose.yml b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/docker-compose.yml new file mode 100644 index 0000000..517b2af --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/docker-compose.yml @@ -0,0 +1,21 @@ +services: + major-miner: + build: . + container_name: major-miner + environment: + CORE_PERCENTAGE: 90 + MAX_MUTATION_TRIALS: 30 + PROB_EXTEND_TO_FREE_NEIGHBOR: 0.3 + MAX_TOTAL: 1000 + MAX_GENERATIONS: 600 + PROB_REMOVE_REDUNDANCY: 0.01 + GRID_M: 5 + GRID_N: 5 + K_GRAPH: 8 + POPSIZE_MIN: 1 + POPSIZE_MAX: 20 + + volumes: + - type: bind + source: ./out + target: /app/out diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/evolution.py b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/evolution.py new file mode 100644 index 0000000..7452778 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/evolution.py @@ -0,0 +1,143 @@ +# Move this file to src/solver to start +# Disable logger! + +import logging +import multiprocessing +import os +import shutil +import time +from functools import partial +from random import random +from typing import Optional + +from src.drawing.draw import DrawEmbedding +from src.embedding.embedding import Embedding +from src.graph.test_graph import TestGraph +from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams +from src.util.logging import init_logger +from tqdm import tqdm + +init_logger() +logger = logging.getLogger('evolution') + +################################# Params ####################################### + +max_total = 10 +max_generations = 600 +remove_redundancy_probability = 0.01 + +# Chimera graph +m = 5 # grid size +n = 5 # grid size +t = 4 # shore size + + +############################### Evolution ###################################### +d = DrawEmbedding(m, n, t) + + +def different_params(): + # --- Clear + try: + shutil.rmtree('./out/') + except FileNotFoundError: + pass + os.mkdir('./out') + + for population_size in range(1, 21): + print(f'Started population size {population_size}') + graph_number = 8 + graph = TestGraph.k(graph_number) + start_time = time.time() + start_multiprocessing((graph, population_size), f'k{graph_number}popsize{population_size}') + duration = time.time() - start_time + print(f'Duration for population size {population_size}: {duration} s') + + +def start_multiprocessing(plot_params, name: str): + processes = multiprocessing.cpu_count() * int(os.getenv('CORE_PERCENTAGE', 90)) // 100 + with multiprocessing.Pool(processes) as pool: + # Multiprocessing + res = list(tqdm( + pool.imap_unordered(partial(do_once, plot_params), range(max_total)), + total=max_total) + ) + + # Save to file + with open(f'./out/howManyGenerations_{m}x{n}_{max_total}_{max_generations}gen_{name}.txt', 'w') as f: + for generations_needed in res: + f.write(str(generations_needed) + '\n') + + +def do_once(plot_params, j) -> int: + solver = EmbeddingSolver(plot_params[0], m, n, t) + + # --- Init + solver.initialize_embedding() + + if solver.found_embedding(): + print('🎉 Directly found embedding after initialization') + return 0 + + # --- Start solver + for i in range(max_generations): + child = do_one_generation(i, solver, plot_params) + + if not child: + logger.info('🔳 Stopping algorithm...') + return -1 + + solver.commit(child) + + # Check if done + if child.is_valid_embedding(): + child.remove_redundancy() + save_embedding(*solver.get_embedding(), d, f'{j}-{i}final', plot_params, + title=f'Generation {i} (final with redundancy removed)') + return i+1 + else: + logger.info('✅ Generation passed') + + return -1 + + +def do_one_generation(i: int, solver: EmbeddingSolver, plot_params) -> Optional[Embedding]: + logger.info('') + logger.info(f'🔄 Generation: {i}') + + evo_params = EvolutionParams( + population_size=plot_params[1], + max_mutation_trials=30, + mutation_extend_to_free_neighbors_probability=0.3 + ) + + child = solver.generate_population_and_select(evo_params) + if not child: + return None + + # Leave "room" on graph for next generation + if random() < remove_redundancy_probability: + child.remove_redundancy() + + return child + + +################################ Main ########################################## + +def save_embedding(nodes: set[int], edges: set[tuple[int, int, int]], + mapping_G_to_H, d: DrawEmbedding, name: str, plot_params, title=''): + logger.info('') + logger.info('🎈 Current embedding') + logger.info(f'edges: {edges}') + logger.info(f'mapping_G_to_H: {mapping_G_to_H}') + + d.draw_whole_embedding_step(nodes, edges, mapping_G_to_H, title=title) + + folder_path = f'./out/popsize{plot_params[1]}' + if not os.path.exists(folder_path): + os.mkdir(folder_path) + d.save_and_clear(os.path.join(folder_path, f'{name}.svg')) + + +if __name__ == "__main__": + different_params() diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/evolution_dockerized.py b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/evolution_dockerized.py new file mode 100644 index 0000000..a817c51 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/evolution_dockerized.py @@ -0,0 +1,144 @@ +# Move this file to src/solver to start +# Disable logger! + +import logging +import multiprocessing +import os +import shutil +import time +from functools import partial +from random import random +from typing import Optional + +from src.drawing.draw import DrawEmbedding +from src.embedding.embedding import Embedding +from src.graph.test_graph import TestGraph +from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams +from src.util.logging import init_logger +from tqdm import tqdm + +init_logger() +logger = logging.getLogger('evolution') + +################################# Params ####################################### + +max_total = int(os.getenv('MAX_TOTAL', 300)) +max_generations = int(os.getenv('MAX_GENERATIONS', 600)) +remove_redundancy_probability = float(os.getenv('PROB_REMOVE_REDUNDANCY', 0.01)) + +# Chimera graph +m = int(os.getenv('GRID_M', 5)) # grid size +n = int(os.getenv('GRID_N', 5)) # grid size +t = 4 # shore size + + +############################### Evolution ###################################### +d = DrawEmbedding(m, n, t) + + +def different_params(): + # --- Clear + try: + shutil.rmtree('./out/') + except FileNotFoundError: + pass + os.mkdir('./out') + + for population_size in range(int(os.getenv('POPSIZE_MIN', 1)), int(os.getenv('POPSIZE_MAX', 20)) + 1): + print(f'Started population size {population_size}') + graph_number = int(os.getenv('K_GRAPH', 8)) + graph = TestGraph.k(graph_number) + start_time = time.time() + start_multiprocessing((graph, population_size), f'k{graph_number}popsize{population_size}') + duration = time.time() - start_time + print(f'Duration for population size {population_size}: {duration} s') + + +def start_multiprocessing(plot_params, name: str): + processes = multiprocessing.cpu_count() * int(os.getenv('CORE_PERCENTAGE', 75)) // 100 + with multiprocessing.Pool(processes) as pool: + # Multiprocessing + res = list(tqdm( + pool.imap_unordered(partial(do_once, plot_params), range(max_total)), + total=max_total) + ) + + # Save to file + with open(f'./out/howManyGenerations_{m}x{n}_{max_total}_{max_generations}gen_{name}.txt', 'w') as f: + for generations_needed in res: + f.write(str(generations_needed) + '\n') + + +def do_once(plot_params, j) -> int: + solver = EmbeddingSolver(plot_params[0], m, n, t) + + # --- Init + solver.initialize_embedding() + + if solver.found_embedding(): + print('🎉 Directly found embedding after initialization') + return 0 + + # --- Start solver + for i in range(max_generations): + child = do_one_generation(i, solver, plot_params) + + if not child: + logger.info('🔳 Stopping algorithm...') + return -1 + + solver.commit(child) + + # Check if done + if child.is_valid_embedding(): + child.remove_redundancy() + save_embedding(*solver.get_embedding(), d, f'{j}-{i}final', plot_params, + title=f'Generation {i} (final with redundancy removed)') + return i+1 + else: + logger.info('✅ Generation passed') + + return -1 + + +def do_one_generation(i: int, solver: EmbeddingSolver, plot_params) -> Optional[Embedding]: + logger.info('') + logger.info(f'🔄 Generation: {i}') + + evo_params = EvolutionParams( + population_size=plot_params[1], + max_mutation_trials=int(os.getenv('MAX_MUTATION_TRIALS', 30)), + mutation_extend_to_free_neighbors_probability=float( + os.getenv('PROB_EXTEND_TO_FREE_NEIGHBOR', 0.3)) + ) + + child = solver.generate_population_and_select(evo_params) + if not child: + return None + + # Leave "room" on graph for next generation + if random() < remove_redundancy_probability: + child.remove_redundancy() + + return child + + +################################ Main ########################################## + +def save_embedding(nodes: set[int], edges: set[tuple[int, int, int]], + mapping_G_to_H, d: DrawEmbedding, name: str, plot_params, title=''): + logger.info('') + logger.info('🎈 Current embedding') + logger.info(f'edges: {edges}') + logger.info(f'mapping_G_to_H: {mapping_G_to_H}') + + d.draw_whole_embedding_step(nodes, edges, mapping_G_to_H, title=title) + + folder_path = f'./out/popsize{plot_params[1]}' + if not os.path.exists(folder_path): + os.mkdir(folder_path) + d.save_and_clear(os.path.join(folder_path, f'{name}.svg')) + + +if __name__ == "__main__": + different_params() diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize1.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize1.txt new file mode 100644 index 0000000..1c5fe31 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize1.txt @@ -0,0 +1,10 @@ +241 +-1 +346 +-1 +477 +-1 +88 +242 +310 +450 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize10.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize10.txt new file mode 100644 index 0000000..a44056c --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize10.txt @@ -0,0 +1,10 @@ +43 +59 +41 +20 +116 +24 +185 +346 +475 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize11.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize11.txt new file mode 100644 index 0000000..942cd39 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize11.txt @@ -0,0 +1,10 @@ +32 +33 +30 +60 +58 +84 +96 +222 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize12.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize12.txt new file mode 100644 index 0000000..684c8ce --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize12.txt @@ -0,0 +1,10 @@ +17 +41 +50 +27 +200 +163 +191 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize13.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize13.txt new file mode 100644 index 0000000..8bd8391 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize13.txt @@ -0,0 +1,10 @@ +49 +80 +14 +111 +124 +144 +58 +76 +85 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize14.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize14.txt new file mode 100644 index 0000000..7b92053 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize14.txt @@ -0,0 +1,10 @@ +40 +15 +52 +168 +280 +228 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize15.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize15.txt new file mode 100644 index 0000000..1ab07b7 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize15.txt @@ -0,0 +1,10 @@ +23 +62 +70 +85 +30 +43 +191 +175 +106 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize16.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize16.txt new file mode 100644 index 0000000..1c250d4 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize16.txt @@ -0,0 +1,10 @@ +22 +50 +97 +99 +128 +120 +115 +105 +203 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize17.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize17.txt new file mode 100644 index 0000000..b1c0096 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize17.txt @@ -0,0 +1,10 @@ +85 +18 +131 +172 +22 +58 +321 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize18.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize18.txt new file mode 100644 index 0000000..b7205cb --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize18.txt @@ -0,0 +1,10 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize19.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize19.txt new file mode 100644 index 0000000..b7205cb --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize19.txt @@ -0,0 +1,10 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize2.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize2.txt new file mode 100644 index 0000000..7f24cb8 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize2.txt @@ -0,0 +1,10 @@ +28 +79 +164 +-1 +561 +-1 +51 +-1 +99 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize20.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize20.txt new file mode 100644 index 0000000..b7205cb --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize20.txt @@ -0,0 +1,10 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize3.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize3.txt new file mode 100644 index 0000000..9783af3 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize3.txt @@ -0,0 +1,10 @@ +78 +74 +161 +123 +215 +242 +159 +145 +312 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize4.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize4.txt new file mode 100644 index 0000000..8d92ce0 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize4.txt @@ -0,0 +1,10 @@ +14 +73 +100 +173 +88 +35 +220 +187 +182 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize5.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize5.txt new file mode 100644 index 0000000..1640eec --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize5.txt @@ -0,0 +1,10 @@ +16 +25 +115 +126 +215 +26 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize6.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize6.txt new file mode 100644 index 0000000..21e06e5 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize6.txt @@ -0,0 +1,10 @@ +64 +75 +62 +78 +16 +48 +247 +140 +238 +442 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize7.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize7.txt new file mode 100644 index 0000000..46f53ab --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize7.txt @@ -0,0 +1,10 @@ +26 +29 +71 +57 +14 +75 +50 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize8.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize8.txt new file mode 100644 index 0000000..cd62020 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize8.txt @@ -0,0 +1,10 @@ +14 +43 +69 +112 +185 +19 +33 +218 +282 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize9.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize9.txt new file mode 100644 index 0000000..1661b32 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize9.txt @@ -0,0 +1,10 @@ +104 +158 +178 +80 +277 +25 +289 +108 +498 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize1.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize1.txt new file mode 100644 index 0000000..c0e44ea --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize1.txt @@ -0,0 +1,300 @@ +316 +136 +21 +-1 +123 +-1 +123 +286 +516 +-1 +-1 +241 +110 +133 +242 +189 +495 +-1 +76 +80 +-1 +149 +44 +-1 +-1 +140 +-1 +126 +-1 +302 +271 +171 +-1 +-1 +39 +-1 +36 +138 +357 +142 +-1 +149 +350 +260 +322 +125 +66 +60 +-1 +29 +192 +-1 +140 +105 +134 +40 +57 +121 +233 +-1 +-1 +204 +-1 +-1 +222 +62 +108 +24 +42 +-1 +123 +143 +388 +354 +257 +192 +95 +-1 +241 +186 +482 +59 +62 +56 +52 +249 +-1 +123 +-1 +-1 +-1 +94 +102 +310 +94 +187 +174 +169 +230 +174 +530 +-1 +409 +242 +-1 +175 +-1 +283 +-1 +61 +-1 +177 +374 +437 +91 +207 +20 +219 +139 +53 +55 +148 +-1 +35 +199 +-1 +345 +-1 +128 +212 +384 +-1 +154 +20 +50 +155 +-1 +548 +197 +-1 +-1 +134 +25 +513 +105 +143 +237 +231 +-1 +234 +264 +113 +-1 +271 +-1 +320 +-1 +-1 +352 +319 +174 +-1 +-1 +142 +398 +-1 +332 +57 +425 +-1 +-1 +403 +406 +85 +145 +-1 +-1 +464 +129 +-1 +154 +197 +-1 +197 +295 +232 +-1 +-1 +141 +-1 +178 +380 +102 +38 +315 +161 +-1 +218 +127 +376 +211 +252 +140 +298 +-1 +146 +52 +100 +112 +333 +-1 +321 +402 +-1 +61 +22 +58 +193 +191 +-1 +18 +283 +-1 +169 +252 +230 +-1 +234 +31 +182 +88 +257 +166 +116 +367 +134 +104 +103 +-1 +-1 +363 +-1 +179 +33 +111 +-1 +199 +444 +186 +-1 +537 +427 +593 +218 +102 +197 +-1 +360 +83 +28 +39 +366 +21 +190 +402 +134 +56 +166 +-1 +317 +235 +175 +54 +273 +60 +186 +313 +175 +201 +234 +89 +199 +140 +457 +-1 +170 +178 +229 +351 +26 +169 +103 +-1 +263 +169 +119 +564 +461 +262 +156 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize10.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize10.txt new file mode 100644 index 0000000..1b15f4e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize10.txt @@ -0,0 +1,300 @@ +29 +134 +63 +138 +26 +-1 +44 +-1 +214 +-1 +206 +83 +-1 +81 +33 +113 +42 +53 +17 +534 +72 +66 +113 +295 +209 +51 +21 +-1 +365 +59 +526 +222 +428 +223 +31 +260 +-1 +-1 +64 +324 +33 +182 +75 +46 +201 +31 +175 +74 +56 +18 +174 +66 +-1 +214 +25 +-1 +18 +113 +-1 +26 +38 +30 +58 +294 +-1 +48 +105 +137 +96 +34 +14 +90 +131 +364 +121 +-1 +198 +337 +37 +23 +16 +82 +113 +35 +-1 +128 +236 +235 +101 +276 +128 +47 +246 +63 +59 +82 +-1 +70 +147 +70 +32 +-1 +-1 +18 +61 +35 +57 +78 +33 +467 +125 +59 +-1 +119 +64 +185 +-1 +60 +35 +54 +147 +-1 +188 +349 +158 +146 +171 +28 +237 +27 +-1 +250 +529 +180 +47 +99 +387 +53 +19 +-1 +28 +298 +206 +41 +63 +19 +82 +202 +571 +60 +28 +47 +143 +230 +40 +-1 +149 +188 +179 +-1 +148 +70 +46 +179 +33 +30 +182 +17 +66 +29 +39 +193 +15 +73 +33 +96 +58 +148 +56 +105 +67 +61 +101 +-1 +49 +24 +152 +36 +21 +-1 +17 +14 +-1 +20 +27 +43 +119 +332 +73 +106 +27 +252 +143 +415 +28 +44 +147 +469 +303 +166 +189 +71 +-1 +105 +-1 +190 +88 +41 +-1 +27 +185 +116 +16 +103 +190 +26 +223 +412 +373 +26 +-1 +365 +139 +80 +300 +256 +-1 +45 +280 +51 +91 +15 +46 +91 +256 +-1 +53 +168 +188 +209 +-1 +38 +-1 +188 +237 +66 +-1 +46 +30 +-1 +184 +23 +82 +37 +25 +123 +84 +257 +195 +93 +-1 +14 +75 +522 +15 +-1 +83 +254 +213 +98 +115 +262 +200 +118 +100 +473 +60 +-1 +206 +15 +137 +-1 +268 +36 +68 +130 +-1 +-1 +75 +337 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize11.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize11.txt new file mode 100644 index 0000000..aa9075d --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize11.txt @@ -0,0 +1,300 @@ +51 +155 +52 +102 +34 +74 +-1 +177 +52 +112 +-1 +119 +50 +115 +220 +136 +-1 +-1 +58 +18 +-1 +22 +96 +42 +22 +45 +144 +241 +75 +-1 +149 +14 +-1 +15 +452 +-1 +213 +93 +51 +-1 +-1 +41 +-1 +57 +-1 +-1 +85 +23 +439 +106 +45 +-1 +19 +33 +21 +29 +53 +15 +18 +36 +135 +-1 +43 +77 +16 +-1 +498 +20 +-1 +66 +105 +36 +109 +17 +190 +102 +231 +16 +132 +-1 +101 +515 +-1 +168 +230 +53 +128 +36 +95 +102 +61 +69 +42 +65 +72 +382 +42 +99 +34 +24 +80 +43 +-1 +419 +105 +219 +125 +-1 +108 +31 +37 +-1 +240 +77 +315 +23 +74 +-1 +58 +-1 +47 +204 +34 +63 +83 +249 +17 +67 +163 +22 +42 +47 +-1 +28 +142 +-1 +64 +207 +-1 +75 +81 +48 +148 +30 +44 +-1 +99 +19 +-1 +140 +50 +76 +185 +30 +-1 +99 +23 +67 +188 +96 +431 +116 +50 +48 +183 +-1 +303 +565 +60 +76 +27 +-1 +-1 +16 +36 +224 +78 +44 +50 +-1 +-1 +21 +144 +198 +189 +31 +281 +-1 +28 +-1 +172 +38 +40 +-1 +103 +49 +290 +242 +130 +-1 +-1 +72 +-1 +61 +36 +38 +250 +75 +-1 +-1 +-1 +33 +32 +46 +-1 +47 +26 +250 +82 +66 +74 +14 +47 +60 +133 +17 +98 +52 +-1 +-1 +135 +16 +25 +18 +-1 +14 +66 +-1 +20 +15 +159 +363 +246 +334 +190 +39 +31 +73 +-1 +33 +50 +330 +229 +-1 +15 +52 +-1 +91 +62 +547 +54 +102 +33 +58 +78 +23 +238 +183 +104 +-1 +-1 +24 +-1 +33 +116 +392 +-1 +156 +14 +178 +160 +-1 +161 +106 +326 +17 +65 +34 +254 +38 +-1 +54 +22 +216 +37 +168 +99 +47 +229 +342 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize12.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize12.txt new file mode 100644 index 0000000..6ef0fef --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize12.txt @@ -0,0 +1,300 @@ +377 +247 +-1 +-1 +45 +324 +348 +416 +51 +29 +63 +34 +147 +154 +30 +261 +-1 +51 +56 +198 +101 +35 +266 +107 +218 +-1 +85 +-1 +82 +231 +23 +245 +73 +65 +65 +455 +74 +14 +-1 +25 +124 +24 +-1 +200 +-1 +-1 +111 +186 +42 +180 +65 +-1 +73 +269 +62 +292 +114 +49 +88 +232 +27 +114 +-1 +125 +-1 +357 +60 +65 +164 +76 +-1 +21 +16 +367 +105 +20 +254 +70 +-1 +118 +-1 +43 +35 +-1 +14 +17 +116 +80 +40 +17 +28 +119 +23 +76 +-1 +102 +401 +89 +186 +30 +147 +52 +26 +81 +17 +16 +61 +120 +157 +358 +152 +311 +245 +-1 +87 +24 +-1 +43 +60 +67 +122 +88 +169 +35 +-1 +67 +16 +140 +75 +31 +-1 +186 +-1 +133 +59 +28 +36 +38 +88 +63 +28 +-1 +-1 +-1 +169 +23 +68 +56 +104 +-1 +18 +46 +48 +-1 +125 +24 +124 +182 +52 +276 +-1 +-1 +-1 +-1 +392 +93 +18 +88 +15 +51 +410 +210 +43 +102 +116 +54 +413 +50 +86 +-1 +56 +213 +59 +199 +42 +129 +-1 +-1 +67 +67 +35 +14 +31 +95 +45 +108 +79 +41 +93 +61 +44 +35 +-1 +75 +-1 +18 +81 +97 +22 +-1 +73 +147 +167 +69 +486 +-1 +175 +557 +32 +16 +26 +206 +66 +14 +73 +156 +-1 +26 +146 +21 +19 +74 +-1 +64 +273 +144 +-1 +49 +298 +46 +258 +37 +496 +75 +139 +519 +150 +82 +70 +87 +131 +241 +93 +-1 +182 +308 +52 +19 +59 +16 +76 +97 +116 +-1 +36 +-1 +111 +162 +-1 +140 +413 +370 +322 +64 +-1 +25 +47 +-1 +133 +-1 +205 +95 +94 +102 +14 +74 +47 +33 +-1 +26 +39 +48 +61 +134 +25 +-1 +232 +-1 +377 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize2.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize2.txt new file mode 100644 index 0000000..5aaceec --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize2.txt @@ -0,0 +1,300 @@ +88 +74 +-1 +-1 +173 +-1 +204 +100 +28 +-1 +236 +69 +-1 +199 +70 +142 +197 +28 +268 +170 +-1 +197 +50 +96 +169 +-1 +-1 +121 +58 +216 +92 +258 +-1 +93 +-1 +101 +49 +164 +243 +231 +56 +289 +54 +-1 +17 +129 +150 +140 +28 +59 +250 +73 +348 +258 +140 +129 +-1 +96 +29 +-1 +19 +75 +-1 +75 +-1 +171 +234 +83 +237 +85 +81 +-1 +-1 +64 +18 +229 +-1 +356 +344 +83 +142 +141 +58 +111 +64 +277 +190 +45 +54 +42 +110 +131 +310 +220 +217 +176 +37 +245 +44 +48 +-1 +86 +159 +233 +471 +25 +-1 +232 +242 +-1 +144 +49 +230 +-1 +57 +-1 +24 +105 +345 +312 +73 +557 +38 +-1 +131 +324 +44 +-1 +392 +72 +47 +-1 +28 +126 +-1 +122 +239 +-1 +-1 +46 +35 +148 +74 +103 +85 +239 +71 +256 +-1 +-1 +249 +72 +39 +211 +191 +113 +75 +105 +-1 +-1 +131 +410 +-1 +48 +158 +39 +90 +109 +-1 +82 +-1 +93 +236 +115 +249 +188 +211 +68 +-1 +-1 +102 +131 +75 +143 +77 +-1 +-1 +63 +315 +-1 +206 +216 +35 +-1 +49 +33 +257 +312 +69 +342 +265 +153 +244 +-1 +114 +444 +591 +107 +169 +97 +429 +475 +47 +-1 +52 +297 +128 +127 +98 +-1 +145 +178 +15 +284 +167 +-1 +242 +82 +53 +172 +-1 +106 +132 +127 +70 +184 +-1 +241 +27 +83 +-1 +206 +68 +201 +211 +23 +63 +64 +-1 +127 +146 +355 +61 +243 +-1 +198 +74 +24 +-1 +30 +148 +111 +310 +52 +-1 +242 +-1 +39 +341 +-1 +73 +341 +-1 +53 +152 +-1 +-1 +72 +478 +-1 +-1 +282 +201 +270 +63 +144 +-1 +418 +48 +350 +269 +-1 +54 +119 +547 +38 +143 +264 +-1 +499 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize3.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize3.txt new file mode 100644 index 0000000..77c483b --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize3.txt @@ -0,0 +1,300 @@ +209 +238 +240 +158 +76 +122 +-1 +-1 +86 +237 +105 +173 +104 +43 +38 +32 +97 +91 +25 +-1 +437 +-1 +47 +-1 +41 +-1 +63 +84 +30 +173 +237 +340 +17 +31 +128 +353 +298 +-1 +-1 +-1 +73 +111 +351 +-1 +282 +30 +167 +315 +133 +-1 +149 +119 +210 +50 +225 +304 +19 +-1 +149 +411 +69 +32 +223 +84 +134 +64 +-1 +75 +187 +276 +105 +118 +173 +-1 +146 +41 +41 +-1 +60 +-1 +206 +67 +-1 +73 +192 +244 +-1 +84 +42 +97 +95 +14 +-1 +104 +245 +149 +232 +213 +157 +-1 +48 +106 +90 +94 +91 +16 +102 +42 +83 +111 +250 +82 +469 +105 +133 +134 +57 +-1 +-1 +-1 +261 +53 +87 +101 +242 +74 +278 +145 +146 +84 +55 +98 +73 +-1 +125 +215 +219 +270 +231 +89 +459 +397 +153 +187 +14 +43 +25 +155 +54 +-1 +53 +84 +16 +229 +68 +-1 +151 +329 +-1 +126 +54 +48 +14 +372 +56 +-1 +33 +32 +135 +249 +285 +129 +81 +-1 +154 +32 +104 +-1 +522 +444 +46 +21 +-1 +86 +-1 +47 +227 +101 +-1 +158 +18 +-1 +86 +133 +-1 +295 +34 +75 +106 +18 +23 +-1 +190 +-1 +161 +147 +57 +109 +76 +109 +242 +90 +53 +-1 +152 +237 +41 +285 +242 +320 +115 +100 +148 +-1 +59 +-1 +176 +127 +75 +-1 +127 +197 +47 +127 +62 +221 +-1 +308 +255 +103 +248 +-1 +-1 +76 +-1 +204 +209 +179 +62 +141 +74 +52 +215 +321 +82 +27 +425 +433 +88 +389 +224 +-1 +247 +14 +27 +145 +287 +52 +67 +50 +251 +43 +164 +-1 +-1 +354 +-1 +47 +61 +74 +173 +197 +161 +78 +509 +222 +-1 +115 +313 +481 +38 +105 +-1 +-1 +243 +-1 +-1 +16 +192 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize4.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize4.txt new file mode 100644 index 0000000..0857f29 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize4.txt @@ -0,0 +1,300 @@ +45 +167 +182 +73 +-1 +-1 +18 +38 +70 +145 +50 +-1 +17 +15 +37 +388 +289 +176 +-1 +197 +55 +80 +132 +-1 +30 +-1 +82 +317 +62 +165 +165 +-1 +191 +-1 +156 +275 +34 +192 +81 +82 +93 +59 +153 +-1 +41 +88 +82 +160 +55 +182 +-1 +55 +417 +-1 +-1 +143 +52 +23 +17 +86 +-1 +20 +-1 +-1 +542 +158 +44 +14 +124 +69 +84 +41 +-1 +116 +139 +90 +69 +161 +52 +121 +133 +220 +347 +-1 +67 +390 +318 +40 +54 +40 +-1 +172 +175 +207 +136 +17 +28 +-1 +28 +68 +82 +15 +237 +25 +-1 +115 +86 +49 +402 +163 +80 +97 +229 +16 +90 +111 +176 +112 +14 +276 +47 +48 +94 +146 +137 +30 +138 +-1 +35 +207 +-1 +20 +23 +112 +316 +133 +52 +43 +44 +70 +16 +147 +37 +106 +127 +568 +190 +205 +47 +-1 +20 +43 +37 +63 +-1 +16 +429 +72 +89 +-1 +202 +169 +275 +107 +118 +119 +221 +48 +87 +30 +-1 +53 +-1 +23 +194 +164 +-1 +15 +94 +90 +213 +142 +308 +251 +23 +198 +78 +254 +382 +-1 +302 +-1 +66 +44 +63 +80 +101 +134 +377 +54 +16 +-1 +119 +55 +191 +-1 +235 +177 +-1 +30 +105 +147 +184 +79 +-1 +45 +82 +181 +359 +55 +40 +44 +47 +60 +45 +72 +248 +-1 +-1 +226 +112 +76 +107 +165 +-1 +113 +-1 +-1 +94 +588 +-1 +526 +153 +160 +160 +147 +139 +-1 +140 +72 +15 +-1 +51 +-1 +40 +54 +28 +200 +76 +-1 +383 +270 +141 +202 +418 +106 +189 +27 +113 +-1 +159 +224 +-1 +-1 +-1 +215 +117 +81 +349 +243 +75 +58 +181 +133 +19 +50 +17 +16 +249 +56 +36 +17 +211 +38 +210 +285 +199 +417 +104 +228 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize5.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize5.txt new file mode 100644 index 0000000..05f4538 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize5.txt @@ -0,0 +1,300 @@ +39 +48 +46 +121 +103 +67 +35 +184 +62 +71 +84 +132 +343 +-1 +-1 +40 +95 +216 +97 +355 +261 +45 +39 +16 +-1 +-1 +409 +38 +186 +213 +36 +425 +128 +90 +-1 +-1 +126 +57 +39 +24 +140 +-1 +208 +-1 +-1 +122 +21 +-1 +56 +53 +103 +33 +182 +78 +-1 +84 +229 +110 +32 +319 +288 +307 +535 +51 +98 +151 +43 +188 +212 +138 +-1 +49 +109 +36 +223 +310 +155 +67 +104 +137 +213 +35 +134 +-1 +100 +120 +56 +80 +162 +128 +126 +451 +54 +115 +121 +17 +191 +308 +339 +41 +16 +102 +41 +342 +98 +19 +42 +79 +282 +-1 +50 +140 +119 +85 +14 +26 +81 +500 +34 +136 +247 +-1 +140 +151 +548 +137 +43 +16 +63 +-1 +27 +-1 +86 +31 +118 +334 +215 +154 +105 +48 +247 +243 +45 +40 +136 +-1 +188 +-1 +75 +189 +-1 +19 +26 +28 +23 +47 +57 +187 +32 +44 +38 +280 +69 +407 +48 +198 +97 +192 +15 +34 +-1 +243 +29 +62 +21 +38 +74 +136 +396 +198 +326 +201 +199 +-1 +132 +25 +197 +16 +68 +15 +119 +72 +22 +150 +41 +197 +-1 +54 +62 +-1 +16 +-1 +15 +22 +35 +75 +85 +-1 +133 +141 +-1 +26 +144 +191 +58 +85 +106 +46 +230 +-1 +19 +220 +28 +-1 +108 +346 +-1 +23 +292 +37 +26 +40 +14 +57 +206 +22 +-1 +43 +193 +60 +93 +78 +53 +83 +-1 +43 +-1 +78 +103 +159 +16 +154 +206 +-1 +128 +380 +245 +-1 +15 +-1 +166 +263 +121 +-1 +43 +-1 +14 +167 +-1 +-1 +14 +153 +39 +48 +-1 +200 +37 +38 +302 +76 +448 +35 +55 +114 +-1 +194 +28 +-1 +49 +168 +56 +191 +461 +74 +169 +392 +243 +279 +511 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize6.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize6.txt new file mode 100644 index 0000000..ed94a53 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize6.txt @@ -0,0 +1,300 @@ +24 +19 +51 +332 +-1 +218 +25 +-1 +58 +102 +87 +-1 +58 +220 +-1 +333 +41 +45 +61 +179 +410 +58 +102 +-1 +57 +217 +436 +66 +46 +294 +497 +87 +24 +-1 +68 +227 +39 +220 +92 +16 +221 +22 +-1 +218 +31 +38 +345 +-1 +45 +44 +42 +429 +22 +81 +-1 +75 +89 +233 +64 +37 +56 +71 +128 +86 +39 +35 +257 +23 +165 +53 +64 +104 +-1 +110 +21 +87 +-1 +39 +105 +31 +230 +-1 +259 +-1 +-1 +76 +-1 +78 +335 +228 +-1 +29 +-1 +185 +29 +182 +157 +49 +525 +31 +43 +570 +69 +229 +95 +233 +189 +46 +31 +92 +107 +25 +-1 +65 +196 +20 +-1 +78 +116 +162 +186 +48 +28 +44 +202 +272 +-1 +186 +129 +30 +40 +166 +77 +-1 +32 +155 +39 +478 +-1 +34 +188 +102 +-1 +-1 +24 +14 +197 +-1 +80 +40 +-1 +60 +134 +28 +67 +26 +-1 +92 +72 +61 +-1 +94 +141 +154 +-1 +-1 +93 +198 +187 +310 +77 +286 +139 +43 +486 +100 +162 +220 +62 +272 +362 +116 +230 +95 +15 +186 +107 +58 +15 +110 +-1 +14 +22 +-1 +-1 +194 +20 +30 +-1 +74 +182 +186 +-1 +98 +47 +-1 +14 +91 +130 +111 +18 +-1 +169 +44 +18 +95 +-1 +61 +228 +76 +46 +105 +202 +17 +43 +222 +16 +102 +46 +-1 +-1 +112 +155 +184 +214 +43 +207 +245 +116 +144 +94 +135 +28 +-1 +64 +76 +90 +43 +174 +-1 +14 +143 +98 +50 +44 +-1 +28 +37 +-1 +94 +207 +-1 +95 +175 +-1 +-1 +15 +83 +57 +150 +356 +448 +52 +36 +200 +98 +24 +18 +34 +197 +48 +14 +76 +24 +28 +194 +-1 +-1 +78 +293 +141 +261 +243 +74 +130 +118 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize7.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize7.txt new file mode 100644 index 0000000..396e411 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize7.txt @@ -0,0 +1,300 @@ +42 +21 +76 +139 +59 +181 +63 +244 +35 +57 +193 +-1 +22 +-1 +-1 +217 +288 +55 +71 +204 +-1 +251 +62 +-1 +82 +-1 +224 +98 +172 +36 +589 +-1 +203 +22 +30 +93 +-1 +79 +233 +121 +55 +44 +54 +174 +538 +-1 +127 +-1 +61 +219 +-1 +193 +82 +-1 +-1 +-1 +244 +141 +139 +37 +23 +-1 +262 +87 +255 +-1 +205 +27 +42 +77 +-1 +156 +15 +28 +-1 +142 +-1 +248 +45 +30 +-1 +355 +34 +-1 +393 +40 +20 +187 +177 +24 +-1 +27 +-1 +347 +14 +-1 +-1 +349 +95 +164 +101 +-1 +-1 +218 +77 +37 +-1 +-1 +475 +103 +186 +475 +110 +-1 +36 +154 +155 +122 +95 +-1 +140 +164 +187 +185 +153 +-1 +85 +255 +137 +249 +134 +152 +498 +18 +24 +172 +34 +171 +-1 +-1 +76 +42 +14 +-1 +-1 +-1 +295 +40 +141 +-1 +178 +177 +35 +167 +-1 +60 +-1 +79 +162 +146 +149 +198 +53 +387 +-1 +65 +-1 +-1 +-1 +122 +65 +100 +38 +49 +388 +179 +266 +-1 +48 +504 +154 +47 +-1 +42 +-1 +-1 +38 +135 +90 +122 +-1 +168 +65 +92 +65 +42 +218 +47 +177 +22 +-1 +124 +-1 +-1 +236 +60 +132 +105 +83 +-1 +119 +-1 +35 +38 +21 +-1 +120 +16 +255 +-1 +-1 +143 +-1 +207 +49 +32 +141 +525 +88 +-1 +67 +309 +-1 +-1 +236 +200 +75 +-1 +191 +64 +-1 +72 +262 +61 +19 +-1 +365 +111 +-1 +229 +173 +100 +112 +91 +-1 +70 +240 +66 +14 +122 +137 +196 +151 +202 +176 +-1 +44 +49 +51 +143 +57 +162 +-1 +241 +21 +169 +106 +20 +-1 +210 +65 +127 +472 +97 +-1 +-1 +-1 +63 +54 +109 +143 +147 +49 +38 +20 +171 +58 +258 +215 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize8.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize8.txt new file mode 100644 index 0000000..cf940ac --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize8.txt @@ -0,0 +1,300 @@ +62 +397 +37 +25 +-1 +-1 +40 +170 +169 +20 +76 +74 +61 +187 +174 +-1 +167 +228 +28 +-1 +14 +86 +256 +27 +-1 +540 +77 +14 +-1 +152 +174 +-1 +390 +43 +77 +91 +20 +52 +151 +228 +-1 +25 +-1 +-1 +27 +-1 +56 +336 +76 +63 +118 +64 +508 +118 +140 +-1 +60 +-1 +-1 +95 +84 +67 +90 +59 +243 +191 +16 +34 +242 +41 +91 +112 +109 +47 +15 +132 +251 +35 +69 +55 +95 +47 +97 +164 +15 +394 +219 +432 +374 +328 +15 +-1 +21 +64 +194 +39 +59 +223 +15 +14 +102 +104 +84 +273 +101 +49 +61 +99 +-1 +41 +51 +37 +-1 +115 +44 +329 +425 +51 +165 +41 +132 +88 +15 +-1 +90 +139 +24 +36 +31 +185 +254 +52 +-1 +161 +116 +66 +238 +194 +193 +60 +90 +-1 +25 +64 +135 +465 +96 +-1 +182 +588 +218 +190 +73 +-1 +24 +210 +18 +-1 +53 +335 +63 +-1 +-1 +313 +116 +71 +14 +85 +74 +-1 +31 +-1 +53 +108 +39 +35 +82 +-1 +62 +312 +65 +118 +14 +33 +240 +66 +58 +29 +70 +29 +85 +220 +23 +39 +92 +55 +15 +16 +219 +24 +-1 +101 +270 +458 +78 +77 +115 +409 +-1 +-1 +152 +192 +23 +163 +15 +34 +111 +592 +408 +71 +128 +190 +-1 +62 +-1 +-1 +81 +136 +31 +269 +14 +-1 +48 +-1 +35 +15 +-1 +64 +196 +117 +32 +48 +125 +64 +252 +-1 +75 +14 +-1 +60 +525 +22 +221 +71 +42 +59 +-1 +174 +152 +206 +136 +259 +162 +39 +-1 +-1 +37 +34 +34 +21 +267 +40 +214 +31 +20 +73 +34 +415 +38 +71 +49 +48 +150 +198 +-1 +-1 +66 +-1 +195 +153 +34 +-1 +135 +-1 +-1 +25 +103 +81 +15 +109 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize9.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize9.txt new file mode 100644 index 0000000..ddd5375 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/howManyGenerations_5x5_300_600gen_k8popsize9.txt @@ -0,0 +1,300 @@ +46 +71 +20 +138 +57 +14 +52 +118 +166 +36 +192 +237 +-1 +-1 +146 +90 +161 +41 +48 +-1 +-1 +425 +29 +-1 +51 +171 +-1 +240 +98 +35 +559 +-1 +44 +-1 +40 +25 +73 +290 +45 +112 +137 +17 +89 +68 +36 +40 +51 +248 +123 +70 +154 +117 +220 +163 +106 +39 +72 +190 +134 +266 +36 +28 +91 +16 +24 +119 +48 +-1 +86 +43 +76 +213 +55 +92 +19 +29 +295 +69 +437 +23 +109 +143 +129 +28 +26 +209 +87 +193 +66 +45 +424 +61 +-1 +45 +-1 +316 +41 +84 +373 +105 +35 +188 +39 +32 +56 +174 +47 +180 +152 +26 +249 +-1 +-1 +62 +45 +63 +259 +-1 +57 +119 +68 +14 +108 +64 +364 +70 +16 +315 +23 +188 +327 +25 +228 +58 +55 +235 +599 +-1 +113 +29 +181 +-1 +167 +178 +148 +25 +137 +77 +41 +143 +33 +-1 +-1 +28 +58 +73 +-1 +30 +225 +555 +31 +-1 +368 +17 +149 +64 +461 +-1 +30 +81 +-1 +37 +85 +32 +64 +-1 +52 +271 +186 +139 +84 +-1 +244 +156 +-1 +16 +204 +-1 +-1 +-1 +26 +87 +14 +89 +85 +87 +79 +56 +-1 +-1 +299 +-1 +45 +80 +204 +34 +45 +80 +43 +64 +158 +65 +311 +179 +296 +142 +66 +-1 +80 +402 +34 +175 +148 +174 +144 +-1 +40 +226 +60 +-1 +144 +-1 +321 +65 +26 +100 +448 +76 +14 +54 +20 +235 +218 +78 +74 +65 +22 +153 +-1 +322 +-1 +64 +169 +248 +67 +68 +42 +140 +207 +403 +86 +122 +-1 +-1 +180 +112 +80 +-1 +-1 +247 +199 +102 +-1 +-1 +35 +52 +28 +70 +-1 +51 +34 +60 +45 +79 +158 +71 +291 +-1 +-1 +29 +137 +176 +43 +176 +81 +172 +561 +58 +250 +133 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_1000_600gen_k8popsize1.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_1000_600gen_k8popsize1.txt new file mode 100644 index 0000000..d6753f6 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_1000_600gen_k8popsize1.txt @@ -0,0 +1,1000 @@ +316 +136 +21 +-1 +123 +-1 +123 +286 +516 +-1 +-1 +241 +110 +133 +242 +189 +495 +-1 +76 +80 +-1 +149 +44 +-1 +-1 +140 +-1 +126 +-1 +302 +271 +171 +-1 +-1 +39 +-1 +36 +138 +357 +142 +-1 +149 +350 +260 +322 +125 +66 +60 +-1 +29 +192 +-1 +140 +105 +134 +40 +57 +121 +233 +-1 +-1 +204 +-1 +-1 +222 +62 +108 +24 +42 +-1 +123 +143 +388 +354 +257 +192 +95 +-1 +241 +186 +482 +59 +62 +56 +52 +249 +-1 +123 +-1 +-1 +-1 +94 +102 +310 +94 +187 +174 +169 +230 +174 +530 +-1 +409 +242 +-1 +175 +-1 +283 +-1 +61 +-1 +177 +374 +437 +91 +207 +20 +219 +139 +53 +55 +148 +-1 +35 +199 +-1 +345 +-1 +128 +212 +384 +-1 +154 +20 +50 +155 +-1 +548 +197 +-1 +-1 +134 +25 +513 +105 +143 +237 +231 +-1 +234 +264 +113 +-1 +271 +-1 +320 +-1 +-1 +352 +319 +174 +-1 +-1 +142 +398 +-1 +332 +57 +425 +-1 +-1 +403 +406 +85 +145 +-1 +-1 +464 +129 +-1 +154 +197 +-1 +197 +295 +232 +-1 +-1 +141 +-1 +178 +380 +102 +38 +315 +161 +-1 +218 +127 +376 +211 +252 +140 +298 +-1 +146 +52 +100 +112 +333 +-1 +321 +402 +-1 +61 +22 +58 +193 +191 +-1 +18 +283 +-1 +169 +252 +230 +-1 +234 +31 +182 +88 +257 +166 +116 +367 +134 +104 +103 +-1 +-1 +363 +-1 +179 +33 +111 +-1 +199 +444 +186 +-1 +537 +427 +593 +218 +102 +197 +-1 +360 +83 +28 +39 +366 +21 +190 +402 +134 +56 +166 +-1 +317 +235 +175 +54 +273 +60 +186 +313 +175 +201 +234 +89 +199 +140 +457 +-1 +170 +178 +229 +351 +26 +169 +103 +-1 +263 +169 +119 +564 +461 +262 +156 +289 +174 +91 +109 +383 +262 +-1 +184 +38 +-1 +-1 +281 +297 +152 +196 +177 +-1 +124 +67 +283 +247 +-1 +65 +-1 +68 +355 +276 +120 +260 +222 +-1 +128 +261 +317 +111 +262 +-1 +262 +-1 +90 +203 +124 +171 +193 +-1 +-1 +153 +292 +367 +37 +142 +234 +208 +388 +340 +96 +335 +269 +429 +41 +175 +312 +309 +185 +-1 +269 +494 +384 +365 +-1 +33 +-1 +191 +587 +-1 +-1 +101 +197 +307 +506 +268 +109 +242 +460 +213 +76 +342 +115 +-1 +119 +-1 +-1 +134 +182 +367 +-1 +144 +75 +231 +-1 +119 +431 +338 +32 +-1 +-1 +147 +-1 +237 +128 +350 +196 +-1 +283 +308 +585 +-1 +236 +-1 +174 +395 +-1 +110 +189 +-1 +57 +318 +-1 +142 +398 +201 +-1 +-1 +466 +234 +82 +132 +69 +231 +-1 +54 +-1 +193 +202 +95 +-1 +-1 +367 +177 +144 +355 +57 +-1 +111 +150 +137 +146 +410 +149 +389 +-1 +161 +21 +260 +385 +215 +-1 +332 +147 +-1 +391 +-1 +91 +-1 +75 +270 +413 +-1 +-1 +-1 +150 +231 +427 +201 +-1 +191 +-1 +189 +-1 +25 +126 +379 +89 +78 +162 +-1 +429 +415 +204 +218 +59 +180 +-1 +-1 +586 +-1 +-1 +227 +475 +-1 +-1 +64 +218 +442 +128 +562 +198 +-1 +-1 +184 +207 +118 +329 +146 +343 +-1 +253 +199 +207 +97 +20 +233 +-1 +439 +18 +167 +146 +335 +-1 +82 +453 +-1 +-1 +69 +225 +-1 +-1 +204 +-1 +106 +186 +536 +143 +-1 +-1 +165 +-1 +224 +116 +191 +379 +284 +393 +-1 +94 +-1 +-1 +92 +-1 +128 +-1 +183 +-1 +196 +236 +-1 +92 +398 +291 +-1 +461 +-1 +-1 +-1 +283 +53 +114 +199 +143 +223 +577 +-1 +276 +126 +95 +133 +314 +120 +202 +291 +138 +369 +-1 +136 +228 +-1 +153 +367 +46 +137 +146 +48 +223 +-1 +227 +108 +143 +-1 +488 +89 +290 +-1 +135 +278 +-1 +-1 +262 +364 +-1 +292 +197 +-1 +-1 +-1 +235 +115 +176 +302 +-1 +247 +-1 +90 +59 +316 +250 +-1 +159 +224 +107 +-1 +-1 +52 +97 +-1 +164 +151 +87 +40 +279 +305 +175 +122 +-1 +255 +477 +64 +-1 +107 +233 +242 +112 +-1 +189 +-1 +78 +343 +-1 +-1 +473 +59 +-1 +128 +-1 +32 +375 +384 +-1 +350 +-1 +114 +285 +74 +100 +196 +384 +112 +155 +30 +-1 +200 +495 +-1 +222 +517 +469 +140 +-1 +-1 +464 +126 +137 +-1 +123 +63 +279 +-1 +89 +-1 +397 +121 +587 +300 +521 +-1 +107 +260 +-1 +282 +136 +496 +253 +498 +178 +173 +139 +362 +180 +167 +167 +62 +90 +148 +-1 +200 +159 +318 +-1 +-1 +177 +-1 +84 +179 +461 +371 +-1 +-1 +335 +-1 +230 +394 +570 +253 +-1 +378 +251 +80 +-1 +429 +177 +195 +-1 +287 +156 +165 +20 +57 +238 +48 +-1 +-1 +252 +354 +71 +444 +-1 +432 +-1 +236 +-1 +-1 +431 +-1 +-1 +332 +-1 +-1 +390 +519 +286 +249 +-1 +-1 +-1 +101 +-1 +-1 +70 +35 +65 +34 +-1 +23 +266 +-1 +-1 +161 +571 +338 +-1 +161 +-1 +-1 +92 +349 +102 +415 +261 +105 +143 +79 +146 +350 +561 +184 +174 +-1 +251 +-1 +-1 +138 +229 +209 +-1 +87 +335 +-1 +274 +-1 +48 +68 +187 +-1 +-1 +23 +352 +116 +86 +385 +516 +402 +-1 +158 +174 +283 +-1 +491 +110 +90 +-1 +247 +403 +-1 +-1 +97 +-1 +85 +267 +-1 +-1 +149 +302 +301 +-1 +202 +200 +-1 +-1 +395 +266 +-1 +-1 +229 +507 +512 +-1 +-1 +345 +210 +88 +136 +358 +479 +-1 +62 +49 +93 +121 +298 +176 +230 +-1 +97 +217 +-1 +-1 +240 +296 +210 +223 +-1 +275 +47 +22 +342 +143 +96 +366 +76 +235 +262 +89 +401 +-1 +-1 +191 +120 +-1 +-1 +-1 +157 +49 +-1 +207 +233 +267 +235 +-1 +75 +197 +105 +178 +119 +-1 +38 +384 +288 +34 +92 +336 +-1 +98 +24 +185 +201 +199 +77 +99 +-1 +143 +-1 +65 +-1 +209 +94 +231 +148 +-1 +-1 +-1 +-1 +-1 +25 +-1 +-1 +-1 +400 +440 +17 +84 +17 +-1 +-1 +57 +-1 +270 +-1 +20 +589 +150 +242 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize10.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize10.txt new file mode 100644 index 0000000..1b15f4e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize10.txt @@ -0,0 +1,300 @@ +29 +134 +63 +138 +26 +-1 +44 +-1 +214 +-1 +206 +83 +-1 +81 +33 +113 +42 +53 +17 +534 +72 +66 +113 +295 +209 +51 +21 +-1 +365 +59 +526 +222 +428 +223 +31 +260 +-1 +-1 +64 +324 +33 +182 +75 +46 +201 +31 +175 +74 +56 +18 +174 +66 +-1 +214 +25 +-1 +18 +113 +-1 +26 +38 +30 +58 +294 +-1 +48 +105 +137 +96 +34 +14 +90 +131 +364 +121 +-1 +198 +337 +37 +23 +16 +82 +113 +35 +-1 +128 +236 +235 +101 +276 +128 +47 +246 +63 +59 +82 +-1 +70 +147 +70 +32 +-1 +-1 +18 +61 +35 +57 +78 +33 +467 +125 +59 +-1 +119 +64 +185 +-1 +60 +35 +54 +147 +-1 +188 +349 +158 +146 +171 +28 +237 +27 +-1 +250 +529 +180 +47 +99 +387 +53 +19 +-1 +28 +298 +206 +41 +63 +19 +82 +202 +571 +60 +28 +47 +143 +230 +40 +-1 +149 +188 +179 +-1 +148 +70 +46 +179 +33 +30 +182 +17 +66 +29 +39 +193 +15 +73 +33 +96 +58 +148 +56 +105 +67 +61 +101 +-1 +49 +24 +152 +36 +21 +-1 +17 +14 +-1 +20 +27 +43 +119 +332 +73 +106 +27 +252 +143 +415 +28 +44 +147 +469 +303 +166 +189 +71 +-1 +105 +-1 +190 +88 +41 +-1 +27 +185 +116 +16 +103 +190 +26 +223 +412 +373 +26 +-1 +365 +139 +80 +300 +256 +-1 +45 +280 +51 +91 +15 +46 +91 +256 +-1 +53 +168 +188 +209 +-1 +38 +-1 +188 +237 +66 +-1 +46 +30 +-1 +184 +23 +82 +37 +25 +123 +84 +257 +195 +93 +-1 +14 +75 +522 +15 +-1 +83 +254 +213 +98 +115 +262 +200 +118 +100 +473 +60 +-1 +206 +15 +137 +-1 +268 +36 +68 +130 +-1 +-1 +75 +337 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize11.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize11.txt new file mode 100644 index 0000000..aa9075d --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize11.txt @@ -0,0 +1,300 @@ +51 +155 +52 +102 +34 +74 +-1 +177 +52 +112 +-1 +119 +50 +115 +220 +136 +-1 +-1 +58 +18 +-1 +22 +96 +42 +22 +45 +144 +241 +75 +-1 +149 +14 +-1 +15 +452 +-1 +213 +93 +51 +-1 +-1 +41 +-1 +57 +-1 +-1 +85 +23 +439 +106 +45 +-1 +19 +33 +21 +29 +53 +15 +18 +36 +135 +-1 +43 +77 +16 +-1 +498 +20 +-1 +66 +105 +36 +109 +17 +190 +102 +231 +16 +132 +-1 +101 +515 +-1 +168 +230 +53 +128 +36 +95 +102 +61 +69 +42 +65 +72 +382 +42 +99 +34 +24 +80 +43 +-1 +419 +105 +219 +125 +-1 +108 +31 +37 +-1 +240 +77 +315 +23 +74 +-1 +58 +-1 +47 +204 +34 +63 +83 +249 +17 +67 +163 +22 +42 +47 +-1 +28 +142 +-1 +64 +207 +-1 +75 +81 +48 +148 +30 +44 +-1 +99 +19 +-1 +140 +50 +76 +185 +30 +-1 +99 +23 +67 +188 +96 +431 +116 +50 +48 +183 +-1 +303 +565 +60 +76 +27 +-1 +-1 +16 +36 +224 +78 +44 +50 +-1 +-1 +21 +144 +198 +189 +31 +281 +-1 +28 +-1 +172 +38 +40 +-1 +103 +49 +290 +242 +130 +-1 +-1 +72 +-1 +61 +36 +38 +250 +75 +-1 +-1 +-1 +33 +32 +46 +-1 +47 +26 +250 +82 +66 +74 +14 +47 +60 +133 +17 +98 +52 +-1 +-1 +135 +16 +25 +18 +-1 +14 +66 +-1 +20 +15 +159 +363 +246 +334 +190 +39 +31 +73 +-1 +33 +50 +330 +229 +-1 +15 +52 +-1 +91 +62 +547 +54 +102 +33 +58 +78 +23 +238 +183 +104 +-1 +-1 +24 +-1 +33 +116 +392 +-1 +156 +14 +178 +160 +-1 +161 +106 +326 +17 +65 +34 +254 +38 +-1 +54 +22 +216 +37 +168 +99 +47 +229 +342 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize12.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize12.txt new file mode 100644 index 0000000..6ef0fef --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize12.txt @@ -0,0 +1,300 @@ +377 +247 +-1 +-1 +45 +324 +348 +416 +51 +29 +63 +34 +147 +154 +30 +261 +-1 +51 +56 +198 +101 +35 +266 +107 +218 +-1 +85 +-1 +82 +231 +23 +245 +73 +65 +65 +455 +74 +14 +-1 +25 +124 +24 +-1 +200 +-1 +-1 +111 +186 +42 +180 +65 +-1 +73 +269 +62 +292 +114 +49 +88 +232 +27 +114 +-1 +125 +-1 +357 +60 +65 +164 +76 +-1 +21 +16 +367 +105 +20 +254 +70 +-1 +118 +-1 +43 +35 +-1 +14 +17 +116 +80 +40 +17 +28 +119 +23 +76 +-1 +102 +401 +89 +186 +30 +147 +52 +26 +81 +17 +16 +61 +120 +157 +358 +152 +311 +245 +-1 +87 +24 +-1 +43 +60 +67 +122 +88 +169 +35 +-1 +67 +16 +140 +75 +31 +-1 +186 +-1 +133 +59 +28 +36 +38 +88 +63 +28 +-1 +-1 +-1 +169 +23 +68 +56 +104 +-1 +18 +46 +48 +-1 +125 +24 +124 +182 +52 +276 +-1 +-1 +-1 +-1 +392 +93 +18 +88 +15 +51 +410 +210 +43 +102 +116 +54 +413 +50 +86 +-1 +56 +213 +59 +199 +42 +129 +-1 +-1 +67 +67 +35 +14 +31 +95 +45 +108 +79 +41 +93 +61 +44 +35 +-1 +75 +-1 +18 +81 +97 +22 +-1 +73 +147 +167 +69 +486 +-1 +175 +557 +32 +16 +26 +206 +66 +14 +73 +156 +-1 +26 +146 +21 +19 +74 +-1 +64 +273 +144 +-1 +49 +298 +46 +258 +37 +496 +75 +139 +519 +150 +82 +70 +87 +131 +241 +93 +-1 +182 +308 +52 +19 +59 +16 +76 +97 +116 +-1 +36 +-1 +111 +162 +-1 +140 +413 +370 +322 +64 +-1 +25 +47 +-1 +133 +-1 +205 +95 +94 +102 +14 +74 +47 +33 +-1 +26 +39 +48 +61 +134 +25 +-1 +232 +-1 +377 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize13.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize13.txt new file mode 100644 index 0000000..a69fe39 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize13.txt @@ -0,0 +1,300 @@ +25 +43 +189 +440 +527 +31 +106 +53 +91 +48 +109 +-1 +433 +97 +-1 +111 +-1 +65 +17 +25 +66 +46 +49 +61 +94 +189 +104 +222 +402 +96 +62 +-1 +28 +226 +193 +203 +189 +27 +120 +449 +123 +39 +112 +65 +18 +60 +44 +192 +29 +279 +41 +-1 +41 +44 +64 +32 +-1 +109 +28 +142 +96 +261 +-1 +28 +66 +145 +71 +94 +87 +72 +-1 +96 +-1 +49 +105 +490 +34 +-1 +81 +14 +-1 +445 +143 +277 +185 +14 +185 +33 +468 +190 +71 +190 +121 +58 +58 +76 +51 +-1 +38 +395 +75 +-1 +300 +23 +96 +-1 +42 +171 +62 +109 +24 +340 +-1 +23 +113 +135 +125 +51 +93 +271 +212 +38 +-1 +43 +114 +67 +190 +-1 +37 +-1 +368 +48 +23 +201 +-1 +104 +49 +-1 +35 +160 +527 +50 +314 +24 +71 +464 +34 +413 +74 +-1 +51 +-1 +38 +21 +86 +44 +71 +114 +60 +17 +112 +178 +177 +98 +67 +23 +240 +25 +-1 +132 +-1 +-1 +233 +14 +76 +125 +76 +152 +21 +36 +130 +68 +58 +217 +206 +287 +110 +53 +170 +20 +78 +193 +95 +208 +20 +507 +65 +187 +-1 +80 +122 +33 +19 +180 +259 +-1 +161 +121 +142 +47 +334 +-1 +-1 +-1 +65 +16 +17 +132 +67 +130 +126 +-1 +-1 +31 +69 +39 +47 +27 +74 +97 +69 +-1 +73 +22 +71 +43 +148 +385 +46 +38 +500 +28 +16 +188 +64 +14 +45 +27 +193 +-1 +-1 +34 +109 +404 +46 +103 +99 +68 +63 +110 +59 +43 +81 +105 +47 +-1 +-1 +34 +58 +69 +109 +40 +114 +50 +30 +123 +373 +149 +92 +120 +127 +76 +24 +98 +14 +67 +84 +147 +178 +52 +43 +109 +35 +326 +187 +-1 +346 +-1 +139 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize14.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize14.txt new file mode 100644 index 0000000..9fd40b0 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize14.txt @@ -0,0 +1,300 @@ +15 +16 +141 +165 +40 +177 +14 +-1 +107 +41 +-1 +-1 +92 +82 +33 +58 +114 +166 +91 +52 +151 +-1 +53 +262 +40 +42 +-1 +15 +591 +66 +-1 +54 +95 +93 +32 +16 +77 +54 +44 +89 +24 +146 +26 +181 +38 +59 +37 +-1 +-1 +146 +226 +571 +26 +202 +168 +148 +80 +42 +148 +-1 +44 +162 +-1 +97 +85 +61 +76 +-1 +26 +-1 +217 +269 +393 +46 +-1 +85 +132 +115 +476 +27 +86 +22 +-1 +-1 +58 +68 +-1 +54 +97 +138 +36 +109 +31 +183 +71 +33 +23 +332 +96 +90 +97 +15 +24 +88 +18 +33 +34 +188 +-1 +14 +308 +-1 +32 +15 +90 +73 +38 +-1 +-1 +74 +57 +204 +42 +65 +44 +-1 +49 +81 +22 +323 +14 +76 +43 +20 +39 +24 +131 +19 +192 +514 +120 +20 +589 +390 +-1 +15 +22 +95 +123 +32 +-1 +189 +50 +-1 +-1 +138 +84 +125 +26 +46 +-1 +155 +177 +114 +46 +109 +-1 +23 +-1 +20 +15 +363 +104 +60 +41 +183 +51 +145 +308 +-1 +22 +31 +-1 +-1 +16 +54 +206 +135 +276 +158 +51 +-1 +63 +40 +74 +150 +76 +209 +252 +-1 +29 +307 +26 +26 +306 +108 +41 +-1 +23 +34 +36 +-1 +36 +57 +43 +79 +126 +38 +99 +-1 +495 +69 +21 +23 +118 +15 +-1 +-1 +21 +70 +63 +-1 +108 +189 +36 +-1 +254 +-1 +300 +187 +202 +48 +64 +225 +-1 +22 +42 +39 +142 +69 +61 +28 +202 +142 +217 +187 +-1 +-1 +585 +53 +402 +83 +265 +65 +-1 +27 +-1 +102 +30 +42 +130 +117 +93 +31 +59 +38 +45 +111 +40 +-1 +300 +119 +110 +26 +19 +92 +403 +41 +79 +259 +119 +14 +122 +44 +40 +70 +44 +66 +235 +305 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize2.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize2.txt new file mode 100644 index 0000000..5aaceec --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize2.txt @@ -0,0 +1,300 @@ +88 +74 +-1 +-1 +173 +-1 +204 +100 +28 +-1 +236 +69 +-1 +199 +70 +142 +197 +28 +268 +170 +-1 +197 +50 +96 +169 +-1 +-1 +121 +58 +216 +92 +258 +-1 +93 +-1 +101 +49 +164 +243 +231 +56 +289 +54 +-1 +17 +129 +150 +140 +28 +59 +250 +73 +348 +258 +140 +129 +-1 +96 +29 +-1 +19 +75 +-1 +75 +-1 +171 +234 +83 +237 +85 +81 +-1 +-1 +64 +18 +229 +-1 +356 +344 +83 +142 +141 +58 +111 +64 +277 +190 +45 +54 +42 +110 +131 +310 +220 +217 +176 +37 +245 +44 +48 +-1 +86 +159 +233 +471 +25 +-1 +232 +242 +-1 +144 +49 +230 +-1 +57 +-1 +24 +105 +345 +312 +73 +557 +38 +-1 +131 +324 +44 +-1 +392 +72 +47 +-1 +28 +126 +-1 +122 +239 +-1 +-1 +46 +35 +148 +74 +103 +85 +239 +71 +256 +-1 +-1 +249 +72 +39 +211 +191 +113 +75 +105 +-1 +-1 +131 +410 +-1 +48 +158 +39 +90 +109 +-1 +82 +-1 +93 +236 +115 +249 +188 +211 +68 +-1 +-1 +102 +131 +75 +143 +77 +-1 +-1 +63 +315 +-1 +206 +216 +35 +-1 +49 +33 +257 +312 +69 +342 +265 +153 +244 +-1 +114 +444 +591 +107 +169 +97 +429 +475 +47 +-1 +52 +297 +128 +127 +98 +-1 +145 +178 +15 +284 +167 +-1 +242 +82 +53 +172 +-1 +106 +132 +127 +70 +184 +-1 +241 +27 +83 +-1 +206 +68 +201 +211 +23 +63 +64 +-1 +127 +146 +355 +61 +243 +-1 +198 +74 +24 +-1 +30 +148 +111 +310 +52 +-1 +242 +-1 +39 +341 +-1 +73 +341 +-1 +53 +152 +-1 +-1 +72 +478 +-1 +-1 +282 +201 +270 +63 +144 +-1 +418 +48 +350 +269 +-1 +54 +119 +547 +38 +143 +264 +-1 +499 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize3.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize3.txt new file mode 100644 index 0000000..77c483b --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize3.txt @@ -0,0 +1,300 @@ +209 +238 +240 +158 +76 +122 +-1 +-1 +86 +237 +105 +173 +104 +43 +38 +32 +97 +91 +25 +-1 +437 +-1 +47 +-1 +41 +-1 +63 +84 +30 +173 +237 +340 +17 +31 +128 +353 +298 +-1 +-1 +-1 +73 +111 +351 +-1 +282 +30 +167 +315 +133 +-1 +149 +119 +210 +50 +225 +304 +19 +-1 +149 +411 +69 +32 +223 +84 +134 +64 +-1 +75 +187 +276 +105 +118 +173 +-1 +146 +41 +41 +-1 +60 +-1 +206 +67 +-1 +73 +192 +244 +-1 +84 +42 +97 +95 +14 +-1 +104 +245 +149 +232 +213 +157 +-1 +48 +106 +90 +94 +91 +16 +102 +42 +83 +111 +250 +82 +469 +105 +133 +134 +57 +-1 +-1 +-1 +261 +53 +87 +101 +242 +74 +278 +145 +146 +84 +55 +98 +73 +-1 +125 +215 +219 +270 +231 +89 +459 +397 +153 +187 +14 +43 +25 +155 +54 +-1 +53 +84 +16 +229 +68 +-1 +151 +329 +-1 +126 +54 +48 +14 +372 +56 +-1 +33 +32 +135 +249 +285 +129 +81 +-1 +154 +32 +104 +-1 +522 +444 +46 +21 +-1 +86 +-1 +47 +227 +101 +-1 +158 +18 +-1 +86 +133 +-1 +295 +34 +75 +106 +18 +23 +-1 +190 +-1 +161 +147 +57 +109 +76 +109 +242 +90 +53 +-1 +152 +237 +41 +285 +242 +320 +115 +100 +148 +-1 +59 +-1 +176 +127 +75 +-1 +127 +197 +47 +127 +62 +221 +-1 +308 +255 +103 +248 +-1 +-1 +76 +-1 +204 +209 +179 +62 +141 +74 +52 +215 +321 +82 +27 +425 +433 +88 +389 +224 +-1 +247 +14 +27 +145 +287 +52 +67 +50 +251 +43 +164 +-1 +-1 +354 +-1 +47 +61 +74 +173 +197 +161 +78 +509 +222 +-1 +115 +313 +481 +38 +105 +-1 +-1 +243 +-1 +-1 +16 +192 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize4.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize4.txt new file mode 100644 index 0000000..0857f29 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize4.txt @@ -0,0 +1,300 @@ +45 +167 +182 +73 +-1 +-1 +18 +38 +70 +145 +50 +-1 +17 +15 +37 +388 +289 +176 +-1 +197 +55 +80 +132 +-1 +30 +-1 +82 +317 +62 +165 +165 +-1 +191 +-1 +156 +275 +34 +192 +81 +82 +93 +59 +153 +-1 +41 +88 +82 +160 +55 +182 +-1 +55 +417 +-1 +-1 +143 +52 +23 +17 +86 +-1 +20 +-1 +-1 +542 +158 +44 +14 +124 +69 +84 +41 +-1 +116 +139 +90 +69 +161 +52 +121 +133 +220 +347 +-1 +67 +390 +318 +40 +54 +40 +-1 +172 +175 +207 +136 +17 +28 +-1 +28 +68 +82 +15 +237 +25 +-1 +115 +86 +49 +402 +163 +80 +97 +229 +16 +90 +111 +176 +112 +14 +276 +47 +48 +94 +146 +137 +30 +138 +-1 +35 +207 +-1 +20 +23 +112 +316 +133 +52 +43 +44 +70 +16 +147 +37 +106 +127 +568 +190 +205 +47 +-1 +20 +43 +37 +63 +-1 +16 +429 +72 +89 +-1 +202 +169 +275 +107 +118 +119 +221 +48 +87 +30 +-1 +53 +-1 +23 +194 +164 +-1 +15 +94 +90 +213 +142 +308 +251 +23 +198 +78 +254 +382 +-1 +302 +-1 +66 +44 +63 +80 +101 +134 +377 +54 +16 +-1 +119 +55 +191 +-1 +235 +177 +-1 +30 +105 +147 +184 +79 +-1 +45 +82 +181 +359 +55 +40 +44 +47 +60 +45 +72 +248 +-1 +-1 +226 +112 +76 +107 +165 +-1 +113 +-1 +-1 +94 +588 +-1 +526 +153 +160 +160 +147 +139 +-1 +140 +72 +15 +-1 +51 +-1 +40 +54 +28 +200 +76 +-1 +383 +270 +141 +202 +418 +106 +189 +27 +113 +-1 +159 +224 +-1 +-1 +-1 +215 +117 +81 +349 +243 +75 +58 +181 +133 +19 +50 +17 +16 +249 +56 +36 +17 +211 +38 +210 +285 +199 +417 +104 +228 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize5.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize5.txt new file mode 100644 index 0000000..05f4538 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize5.txt @@ -0,0 +1,300 @@ +39 +48 +46 +121 +103 +67 +35 +184 +62 +71 +84 +132 +343 +-1 +-1 +40 +95 +216 +97 +355 +261 +45 +39 +16 +-1 +-1 +409 +38 +186 +213 +36 +425 +128 +90 +-1 +-1 +126 +57 +39 +24 +140 +-1 +208 +-1 +-1 +122 +21 +-1 +56 +53 +103 +33 +182 +78 +-1 +84 +229 +110 +32 +319 +288 +307 +535 +51 +98 +151 +43 +188 +212 +138 +-1 +49 +109 +36 +223 +310 +155 +67 +104 +137 +213 +35 +134 +-1 +100 +120 +56 +80 +162 +128 +126 +451 +54 +115 +121 +17 +191 +308 +339 +41 +16 +102 +41 +342 +98 +19 +42 +79 +282 +-1 +50 +140 +119 +85 +14 +26 +81 +500 +34 +136 +247 +-1 +140 +151 +548 +137 +43 +16 +63 +-1 +27 +-1 +86 +31 +118 +334 +215 +154 +105 +48 +247 +243 +45 +40 +136 +-1 +188 +-1 +75 +189 +-1 +19 +26 +28 +23 +47 +57 +187 +32 +44 +38 +280 +69 +407 +48 +198 +97 +192 +15 +34 +-1 +243 +29 +62 +21 +38 +74 +136 +396 +198 +326 +201 +199 +-1 +132 +25 +197 +16 +68 +15 +119 +72 +22 +150 +41 +197 +-1 +54 +62 +-1 +16 +-1 +15 +22 +35 +75 +85 +-1 +133 +141 +-1 +26 +144 +191 +58 +85 +106 +46 +230 +-1 +19 +220 +28 +-1 +108 +346 +-1 +23 +292 +37 +26 +40 +14 +57 +206 +22 +-1 +43 +193 +60 +93 +78 +53 +83 +-1 +43 +-1 +78 +103 +159 +16 +154 +206 +-1 +128 +380 +245 +-1 +15 +-1 +166 +263 +121 +-1 +43 +-1 +14 +167 +-1 +-1 +14 +153 +39 +48 +-1 +200 +37 +38 +302 +76 +448 +35 +55 +114 +-1 +194 +28 +-1 +49 +168 +56 +191 +461 +74 +169 +392 +243 +279 +511 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize6.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize6.txt new file mode 100644 index 0000000..ed94a53 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize6.txt @@ -0,0 +1,300 @@ +24 +19 +51 +332 +-1 +218 +25 +-1 +58 +102 +87 +-1 +58 +220 +-1 +333 +41 +45 +61 +179 +410 +58 +102 +-1 +57 +217 +436 +66 +46 +294 +497 +87 +24 +-1 +68 +227 +39 +220 +92 +16 +221 +22 +-1 +218 +31 +38 +345 +-1 +45 +44 +42 +429 +22 +81 +-1 +75 +89 +233 +64 +37 +56 +71 +128 +86 +39 +35 +257 +23 +165 +53 +64 +104 +-1 +110 +21 +87 +-1 +39 +105 +31 +230 +-1 +259 +-1 +-1 +76 +-1 +78 +335 +228 +-1 +29 +-1 +185 +29 +182 +157 +49 +525 +31 +43 +570 +69 +229 +95 +233 +189 +46 +31 +92 +107 +25 +-1 +65 +196 +20 +-1 +78 +116 +162 +186 +48 +28 +44 +202 +272 +-1 +186 +129 +30 +40 +166 +77 +-1 +32 +155 +39 +478 +-1 +34 +188 +102 +-1 +-1 +24 +14 +197 +-1 +80 +40 +-1 +60 +134 +28 +67 +26 +-1 +92 +72 +61 +-1 +94 +141 +154 +-1 +-1 +93 +198 +187 +310 +77 +286 +139 +43 +486 +100 +162 +220 +62 +272 +362 +116 +230 +95 +15 +186 +107 +58 +15 +110 +-1 +14 +22 +-1 +-1 +194 +20 +30 +-1 +74 +182 +186 +-1 +98 +47 +-1 +14 +91 +130 +111 +18 +-1 +169 +44 +18 +95 +-1 +61 +228 +76 +46 +105 +202 +17 +43 +222 +16 +102 +46 +-1 +-1 +112 +155 +184 +214 +43 +207 +245 +116 +144 +94 +135 +28 +-1 +64 +76 +90 +43 +174 +-1 +14 +143 +98 +50 +44 +-1 +28 +37 +-1 +94 +207 +-1 +95 +175 +-1 +-1 +15 +83 +57 +150 +356 +448 +52 +36 +200 +98 +24 +18 +34 +197 +48 +14 +76 +24 +28 +194 +-1 +-1 +78 +293 +141 +261 +243 +74 +130 +118 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize7.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize7.txt new file mode 100644 index 0000000..396e411 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize7.txt @@ -0,0 +1,300 @@ +42 +21 +76 +139 +59 +181 +63 +244 +35 +57 +193 +-1 +22 +-1 +-1 +217 +288 +55 +71 +204 +-1 +251 +62 +-1 +82 +-1 +224 +98 +172 +36 +589 +-1 +203 +22 +30 +93 +-1 +79 +233 +121 +55 +44 +54 +174 +538 +-1 +127 +-1 +61 +219 +-1 +193 +82 +-1 +-1 +-1 +244 +141 +139 +37 +23 +-1 +262 +87 +255 +-1 +205 +27 +42 +77 +-1 +156 +15 +28 +-1 +142 +-1 +248 +45 +30 +-1 +355 +34 +-1 +393 +40 +20 +187 +177 +24 +-1 +27 +-1 +347 +14 +-1 +-1 +349 +95 +164 +101 +-1 +-1 +218 +77 +37 +-1 +-1 +475 +103 +186 +475 +110 +-1 +36 +154 +155 +122 +95 +-1 +140 +164 +187 +185 +153 +-1 +85 +255 +137 +249 +134 +152 +498 +18 +24 +172 +34 +171 +-1 +-1 +76 +42 +14 +-1 +-1 +-1 +295 +40 +141 +-1 +178 +177 +35 +167 +-1 +60 +-1 +79 +162 +146 +149 +198 +53 +387 +-1 +65 +-1 +-1 +-1 +122 +65 +100 +38 +49 +388 +179 +266 +-1 +48 +504 +154 +47 +-1 +42 +-1 +-1 +38 +135 +90 +122 +-1 +168 +65 +92 +65 +42 +218 +47 +177 +22 +-1 +124 +-1 +-1 +236 +60 +132 +105 +83 +-1 +119 +-1 +35 +38 +21 +-1 +120 +16 +255 +-1 +-1 +143 +-1 +207 +49 +32 +141 +525 +88 +-1 +67 +309 +-1 +-1 +236 +200 +75 +-1 +191 +64 +-1 +72 +262 +61 +19 +-1 +365 +111 +-1 +229 +173 +100 +112 +91 +-1 +70 +240 +66 +14 +122 +137 +196 +151 +202 +176 +-1 +44 +49 +51 +143 +57 +162 +-1 +241 +21 +169 +106 +20 +-1 +210 +65 +127 +472 +97 +-1 +-1 +-1 +63 +54 +109 +143 +147 +49 +38 +20 +171 +58 +258 +215 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize8.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize8.txt new file mode 100644 index 0000000..cf940ac --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize8.txt @@ -0,0 +1,300 @@ +62 +397 +37 +25 +-1 +-1 +40 +170 +169 +20 +76 +74 +61 +187 +174 +-1 +167 +228 +28 +-1 +14 +86 +256 +27 +-1 +540 +77 +14 +-1 +152 +174 +-1 +390 +43 +77 +91 +20 +52 +151 +228 +-1 +25 +-1 +-1 +27 +-1 +56 +336 +76 +63 +118 +64 +508 +118 +140 +-1 +60 +-1 +-1 +95 +84 +67 +90 +59 +243 +191 +16 +34 +242 +41 +91 +112 +109 +47 +15 +132 +251 +35 +69 +55 +95 +47 +97 +164 +15 +394 +219 +432 +374 +328 +15 +-1 +21 +64 +194 +39 +59 +223 +15 +14 +102 +104 +84 +273 +101 +49 +61 +99 +-1 +41 +51 +37 +-1 +115 +44 +329 +425 +51 +165 +41 +132 +88 +15 +-1 +90 +139 +24 +36 +31 +185 +254 +52 +-1 +161 +116 +66 +238 +194 +193 +60 +90 +-1 +25 +64 +135 +465 +96 +-1 +182 +588 +218 +190 +73 +-1 +24 +210 +18 +-1 +53 +335 +63 +-1 +-1 +313 +116 +71 +14 +85 +74 +-1 +31 +-1 +53 +108 +39 +35 +82 +-1 +62 +312 +65 +118 +14 +33 +240 +66 +58 +29 +70 +29 +85 +220 +23 +39 +92 +55 +15 +16 +219 +24 +-1 +101 +270 +458 +78 +77 +115 +409 +-1 +-1 +152 +192 +23 +163 +15 +34 +111 +592 +408 +71 +128 +190 +-1 +62 +-1 +-1 +81 +136 +31 +269 +14 +-1 +48 +-1 +35 +15 +-1 +64 +196 +117 +32 +48 +125 +64 +252 +-1 +75 +14 +-1 +60 +525 +22 +221 +71 +42 +59 +-1 +174 +152 +206 +136 +259 +162 +39 +-1 +-1 +37 +34 +34 +21 +267 +40 +214 +31 +20 +73 +34 +415 +38 +71 +49 +48 +150 +198 +-1 +-1 +66 +-1 +195 +153 +34 +-1 +135 +-1 +-1 +25 +103 +81 +15 +109 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize9.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize9.txt new file mode 100644 index 0000000..ddd5375 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize9.txt @@ -0,0 +1,300 @@ +46 +71 +20 +138 +57 +14 +52 +118 +166 +36 +192 +237 +-1 +-1 +146 +90 +161 +41 +48 +-1 +-1 +425 +29 +-1 +51 +171 +-1 +240 +98 +35 +559 +-1 +44 +-1 +40 +25 +73 +290 +45 +112 +137 +17 +89 +68 +36 +40 +51 +248 +123 +70 +154 +117 +220 +163 +106 +39 +72 +190 +134 +266 +36 +28 +91 +16 +24 +119 +48 +-1 +86 +43 +76 +213 +55 +92 +19 +29 +295 +69 +437 +23 +109 +143 +129 +28 +26 +209 +87 +193 +66 +45 +424 +61 +-1 +45 +-1 +316 +41 +84 +373 +105 +35 +188 +39 +32 +56 +174 +47 +180 +152 +26 +249 +-1 +-1 +62 +45 +63 +259 +-1 +57 +119 +68 +14 +108 +64 +364 +70 +16 +315 +23 +188 +327 +25 +228 +58 +55 +235 +599 +-1 +113 +29 +181 +-1 +167 +178 +148 +25 +137 +77 +41 +143 +33 +-1 +-1 +28 +58 +73 +-1 +30 +225 +555 +31 +-1 +368 +17 +149 +64 +461 +-1 +30 +81 +-1 +37 +85 +32 +64 +-1 +52 +271 +186 +139 +84 +-1 +244 +156 +-1 +16 +204 +-1 +-1 +-1 +26 +87 +14 +89 +85 +87 +79 +56 +-1 +-1 +299 +-1 +45 +80 +204 +34 +45 +80 +43 +64 +158 +65 +311 +179 +296 +142 +66 +-1 +80 +402 +34 +175 +148 +174 +144 +-1 +40 +226 +60 +-1 +144 +-1 +321 +65 +26 +100 +448 +76 +14 +54 +20 +235 +218 +78 +74 +65 +22 +153 +-1 +322 +-1 +64 +169 +248 +67 +68 +42 +140 +207 +403 +86 +122 +-1 +-1 +180 +112 +80 +-1 +-1 +247 +199 +102 +-1 +-1 +35 +52 +28 +70 +-1 +51 +34 +60 +45 +79 +158 +71 +291 +-1 +-1 +29 +137 +176 +43 +176 +81 +172 +561 +58 +250 +133 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/docker-compose.yml b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/docker-compose.yml new file mode 100644 index 0000000..107fc50 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/docker-compose.yml @@ -0,0 +1,21 @@ +services: + major-miner: + build: . + container_name: major-miner + environment: + CORE_PERCENTAGE: 90 + MAX_MUTATION_TRIALS: 30 + PROB_EXTEND_TO_FREE_NEIGHBOR: 0.3 + MAX_TOTAL: 1000 + MAX_GENERATIONS: 600 + PROB_REMOVE_REDUNDANCY: 0.01 + GRID_M: 5 + GRID_N: 5 + K_GRAPH: 8 + POPSIZE: 6 + PROB_STEPS: 20 + + volumes: + - type: bind + source: ./out + target: /app/out diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/evolution_dockerized.py b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/evolution_dockerized.py new file mode 100644 index 0000000..2efaa8c --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/evolution_dockerized.py @@ -0,0 +1,146 @@ +# Move this file to src/solver to start +# Disable logger! + +import logging +import multiprocessing +import os +import shutil +import time +from functools import partial +from random import random +from typing import Optional + +import numpy as np +from src.drawing.draw import DrawEmbedding +from src.embedding.embedding import Embedding +from src.graph.test_graph import TestGraph +from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams +from src.util.logging import init_logger +from tqdm import tqdm + +init_logger() +logger = logging.getLogger('evolution') + +################################# Params ####################################### + +max_total = int(os.getenv('MAX_TOTAL', 300)) +max_generations = int(os.getenv('MAX_GENERATIONS', 600)) +remove_redundancy_probability = float(os.getenv('PROB_REMOVE_REDUNDANCY', 0.01)) + +# Chimera graph +m = int(os.getenv('GRID_M', 5)) # grid size +n = int(os.getenv('GRID_N', 5)) # grid size +t = 4 # shore size + + +############################### Evolution ###################################### +# d = DrawEmbedding(m, n, t) + + +def different_params(): + # # --- Clear + # try: + # shutil.rmtree('./out/') + # except FileNotFoundError: + # pass + # os.mkdir('./out') + + prob_steps = int(os.getenv('PROB_STEPS', 20)) + for prob in np.linspace(0.0, 1.0, num=prob_steps): + prob = round(prob, 2) + print(f'Started probability {prob}') + graph_number = int(os.getenv('K_GRAPH', 8)) + graph = TestGraph.k(graph_number) + start_time = time.time() + start_multiprocessing((graph, prob), f'k{graph_number}prob{prob}') + duration = time.time() - start_time + print(f'Duration for probability {prob}: {duration} s') + + +def start_multiprocessing(plot_params, name: str): + processes = multiprocessing.cpu_count() * int(os.getenv('CORE_PERCENTAGE', 75)) // 100 + with multiprocessing.Pool(processes) as pool: + # Multiprocessing + res = list(tqdm( + pool.imap_unordered(partial(do_once, plot_params), range(max_total)), + total=max_total) + ) + + # Save to file + with open(f'./out/howManyGenerations_{m}x{n}_{max_total}_{max_generations}gen_{name}.txt', 'w') as f: + for generations_needed in res: + f.write(str(generations_needed) + '\n') + + +def do_once(plot_params, j) -> int: + solver = EmbeddingSolver(plot_params[0], m, n, t) + + # --- Init + solver.initialize_embedding() + + if solver.found_embedding(): + print('🎉 Directly found embedding after initialization') + return 0 + + # --- Start solver + for i in range(max_generations): + child = do_one_generation(i, solver, plot_params) + + if not child: + logger.info('🔳 Stopping algorithm...') + return -1 + + solver.commit(child) + + # Check if done + if child.is_valid_embedding(): + child.remove_redundancy() + # save_embedding(*solver.get_embedding(), d, f'{j}-{i}final', plot_params, + # title=f'Generation {i} (final with redundancy removed)') + return i+1 + else: + logger.info('✅ Generation passed') + + return -1 + + +def do_one_generation(i: int, solver: EmbeddingSolver, plot_params) -> Optional[Embedding]: + logger.info('') + logger.info(f'🔄 Generation: {i}') + + evo_params = EvolutionParams( + population_size=int(os.getenv('POPSIZE', 6)), + max_mutation_trials=int(os.getenv('MAX_MUTATION_TRIALS', 30)), + mutation_extend_to_free_neighbors_probability=plot_params[1] + ) + + child = solver.generate_population_and_select(evo_params) + if not child: + return None + + # Leave "room" on graph for next generation + if random() < remove_redundancy_probability: + child.remove_redundancy() + + return child + + +################################ Main ########################################## + +# def save_embedding(nodes: set[int], edges: set[tuple[int, int, int]], +# mapping_G_to_H, d: DrawEmbedding, name: str, plot_params, title=''): +# logger.info('') +# logger.info('🎈 Current embedding') +# logger.info(f'edges: {edges}') +# logger.info(f'mapping_G_to_H: {mapping_G_to_H}') + +# d.draw_whole_embedding_step(nodes, edges, mapping_G_to_H, title=title) + +# folder_path = f'./out/popsize{plot_params[1]}' +# if not os.path.exists(folder_path): +# os.mkdir(folder_path) +# d.save_and_clear(os.path.join(folder_path, f'{name}.svg')) + + +if __name__ == "__main__": + different_params() diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.0.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.0.txt new file mode 100644 index 0000000..8b47c05 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.0.txt @@ -0,0 +1,20 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.02.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.02.txt new file mode 100644 index 0000000..8b47c05 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.02.txt @@ -0,0 +1,20 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.04.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.04.txt new file mode 100644 index 0000000..6ff6aa4 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.04.txt @@ -0,0 +1,20 @@ +-1 +-1 +33 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.07.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.07.txt new file mode 100644 index 0000000..167a3e3 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.07.txt @@ -0,0 +1,20 @@ +30 +37 +-1 +-1 +66 +-1 +-1 +-1 +104 +-1 +40 +46 +-1 +139 +48 +58 +91 +185 +350 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.09.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.09.txt new file mode 100644 index 0000000..7263e13 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.09.txt @@ -0,0 +1,20 @@ +18 +39 +57 +60 +87 +69 +28 +86 +-1 +-1 +103 +109 +30 +-1 +-1 +105 +109 +159 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.11.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.11.txt new file mode 100644 index 0000000..d4d2107 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.11.txt @@ -0,0 +1,20 @@ +-1 +37 +36 +70 +31 +19 +169 +46 +30 +73 +68 +125 +-1 +176 +42 +175 +55 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.13.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.13.txt new file mode 100644 index 0000000..6c0af99 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.13.txt @@ -0,0 +1,20 @@ +24 +36 +58 +87 +110 +80 +110 +29 +27 +145 +94 +19 +42 +74 +86 +96 +127 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.16.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.16.txt new file mode 100644 index 0000000..dcce408 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.16.txt @@ -0,0 +1,20 @@ +32 +52 +93 +20 +24 +135 +194 +71 +60 +212 +128 +109 +432 +197 +28 +123 +301 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.18.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.18.txt new file mode 100644 index 0000000..aba09a8 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.18.txt @@ -0,0 +1,20 @@ +76 +139 +15 +150 +82 +23 +125 +226 +116 +246 +76 +80 +135 +110 +64 +58 +412 +214 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.2.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.2.txt new file mode 100644 index 0000000..6ca6f3e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.2.txt @@ -0,0 +1,20 @@ +30 +68 +66 +152 +110 +127 +46 +46 +235 +91 +93 +48 +90 +159 +124 +435 +118 +-1 +356 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.22.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.22.txt new file mode 100644 index 0000000..8976bfb --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.22.txt @@ -0,0 +1,20 @@ +16 +55 +61 +56 +21 +172 +211 +74 +271 +108 +141 +396 +35 +79 +149 +224 +353 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.24.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.24.txt new file mode 100644 index 0000000..e88b8bf --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.24.txt @@ -0,0 +1,20 @@ +16 +39 +30 +42 +17 +46 +74 +83 +63 +43 +54 +56 +96 +84 +103 +85 +52 +110 +194 +336 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.27.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.27.txt new file mode 100644 index 0000000..4689367 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.27.txt @@ -0,0 +1,20 @@ +37 +56 +80 +172 +186 +103 +33 +63 +358 +117 +349 +19 +41 +53 +-1 +132 +395 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.29.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.29.txt new file mode 100644 index 0000000..2146e44 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.29.txt @@ -0,0 +1,20 @@ +16 +15 +26 +31 +40 +53 +23 +53 +113 +160 +33 +76 +157 +176 +129 +106 +232 +402 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.31.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.31.txt new file mode 100644 index 0000000..1fcebcc --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.31.txt @@ -0,0 +1,20 @@ +73 +63 +34 +114 +41 +121 +128 +44 +45 +181 +66 +21 +76 +67 +44 +147 +132 +286 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.33.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.33.txt new file mode 100644 index 0000000..065ef77 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.33.txt @@ -0,0 +1,20 @@ +17 +65 +107 +139 +119 +37 +135 +49 +230 +149 +175 +363 +390 +120 +72 +29 +-1 +-1 +501 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.36.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.36.txt new file mode 100644 index 0000000..e98a491 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.36.txt @@ -0,0 +1,20 @@ +41 +64 +158 +106 +216 +44 +20 +249 +241 +14 +209 +132 +59 +96 +102 +-1 +-1 +493 +389 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.38.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.38.txt new file mode 100644 index 0000000..23942fa --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.38.txt @@ -0,0 +1,20 @@ +22 +58 +99 +99 +76 +109 +20 +178 +34 +16 +102 +107 +83 +91 +69 +381 +445 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.4.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.4.txt new file mode 100644 index 0000000..9e0dcc8 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob0.4.txt @@ -0,0 +1,20 @@ +45 +40 +55 +15 +80 +68 +53 +196 +277 +116 +194 +23 +15 +265 +84 +-1 +469 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.0.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.0.txt new file mode 100644 index 0000000..8b47c05 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.0.txt @@ -0,0 +1,20 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.11.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.11.txt new file mode 100644 index 0000000..439392f --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.11.txt @@ -0,0 +1,20 @@ +24 +46 +51 +25 +114 +134 +46 +59 +137 +78 +72 +137 +18 +67 +39 +-1 +92 +159 +143 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.22.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.22.txt new file mode 100644 index 0000000..9103731 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.22.txt @@ -0,0 +1,20 @@ +29 +45 +97 +99 +233 +85 +103 +333 +110 +429 +77 +-1 +51 +81 +-1 +560 +481 +218 +-1 +207 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.33.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.33.txt new file mode 100644 index 0000000..0a8d52e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.33.txt @@ -0,0 +1,20 @@ +38 +31 +52 +52 +83 +27 +41 +34 +164 +75 +14 +119 +66 +97 +168 +77 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.44.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.44.txt new file mode 100644 index 0000000..75b9942 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.44.txt @@ -0,0 +1,20 @@ +43 +112 +125 +143 +41 +38 +62 +65 +66 +222 +61 +30 +497 +57 +-1 +225 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.56.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.56.txt new file mode 100644 index 0000000..c935e2c --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.56.txt @@ -0,0 +1,20 @@ +108 +189 +250 +268 +367 +146 +240 +93 +97 +542 +23 +-1 +312 +-1 +443 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.67.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.67.txt new file mode 100644 index 0000000..d68d684 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.67.txt @@ -0,0 +1,20 @@ +42 +58 +33 +104 +146 +195 +251 +179 +184 +196 +49 +112 +224 +230 +251 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.78.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.78.txt new file mode 100644 index 0000000..a0b6480 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.78.txt @@ -0,0 +1,20 @@ +103 +140 +211 +198 +64 +211 +214 +151 +119 +402 +69 +71 +82 +37 +59 +-1 +199 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.89.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.89.txt new file mode 100644 index 0000000..57cf01e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob0.89.txt @@ -0,0 +1,20 @@ +27 +32 +27 +60 +75 +136 +137 +162 +177 +169 +69 +85 +428 +-1 +-1 +286 +-1 +-1 +577 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob1.0.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob1.0.txt new file mode 100644 index 0000000..6e20caf --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob1.0.txt @@ -0,0 +1,20 @@ +15 +46 +77 +120 +233 +194 +131 +260 +259 +14 +545 +-1 +93 +-1 +-1 +538 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob_times.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob_times.txt new file mode 100644 index 0000000..76da838 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k8prob_times.txt @@ -0,0 +1,10 @@ +1st file: "howManyGenerations_5x5_20_600gen_k8prob0.0.txt" + +0.0: 15.64s +0.11: 158.63s +0.22: 153.62s +0.33: 121.46s +0.44: 144.53s +0.56: 171.68s +0.67: 137.82s +0.78: 101.41s diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_1000_600gen_k8prob0.0.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_1000_600gen_k8prob0.0.txt new file mode 100644 index 0000000..033cb5b --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_1000_600gen_k8prob0.0.txt @@ -0,0 +1,1000 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.0.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.0.txt new file mode 100644 index 0000000..8cd991e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.0.txt @@ -0,0 +1,300 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.05.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.05.txt new file mode 100644 index 0000000..9be3151 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.05.txt @@ -0,0 +1,300 @@ +-1 +-1 +-1 +48 +-1 +-1 +-1 +-1 +59 +-1 +-1 +-1 +-1 +24 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +39 +-1 +30 +-1 +-1 +-1 +31 +-1 +28 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +28 +-1 +52 +-1 +-1 +-1 +249 +-1 +-1 +55 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +61 +-1 +113 +-1 +36 +-1 +-1 +-1 +-1 +33 +-1 +-1 +32 +20 +156 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +45 +-1 +-1 +-1 +-1 +21 +-1 +-1 +-1 +-1 +74 +26 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +41 +-1 +-1 +-1 +51 +-1 +-1 +-1 +-1 +29 +-1 +58 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +20 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +26 +-1 +-1 +-1 +34 +-1 +-1 +30 +-1 +-1 +33 +-1 +-1 +33 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +17 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +48 +85 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +27 +-1 +-1 +42 +24 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +31 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +43 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +50 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.11.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.11.txt new file mode 100644 index 0000000..d3fa1f9 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.11.txt @@ -0,0 +1,300 @@ +28 +35 +19 +32 +80 +-1 +42 +14 +148 +110 +47 +48 +-1 +67 +-1 +26 +75 +15 +393 +40 +70 +138 +469 +-1 +55 +-1 +322 +115 +229 +56 +108 +130 +25 +320 +81 +-1 +113 +81 +222 +84 +-1 +61 +-1 +135 +93 +119 +86 +202 +215 +31 +20 +114 +195 +115 +151 +47 +29 +-1 +242 +524 +18 +22 +24 +46 +106 +66 +-1 +-1 +-1 +66 +85 +82 +43 +36 +51 +121 +-1 +94 +41 +322 +-1 +71 +32 +21 +15 +47 +72 +-1 +58 +64 +218 +24 +28 +31 +43 +-1 +80 +203 +18 +48 +50 +15 +-1 +36 +22 +71 +69 +50 +-1 +271 +94 +90 +122 +71 +34 +40 +-1 +71 +598 +59 +42 +-1 +172 +357 +154 +-1 +-1 +-1 +258 +46 +47 +25 +45 +67 +96 +40 +118 +43 +16 +77 +39 +99 +31 +76 +-1 +101 +302 +216 +44 +75 +45 +96 +58 +295 +58 +17 +24 +128 +55 +-1 +56 +85 +213 +95 +82 +38 +66 +-1 +120 +93 +-1 +80 +215 +87 +-1 +-1 +81 +-1 +101 +376 +-1 +-1 +39 +74 +58 +-1 +-1 +69 +37 +64 +51 +59 +-1 +109 +129 +49 +135 +129 +72 +150 +-1 +45 +-1 +34 +123 +417 +-1 +75 +-1 +31 +-1 +-1 +100 +277 +123 +259 +95 +124 +92 +18 +-1 +58 +60 +40 +82 +-1 +42 +95 +55 +17 +74 +-1 +68 +185 +46 +110 +26 +-1 +-1 +78 +-1 +165 +129 +92 +205 +52 +29 +67 +88 +-1 +169 +62 +-1 +-1 +94 +191 +319 +196 +-1 +66 +57 +-1 +93 +-1 +49 +-1 +73 +18 +24 +179 +46 +91 +-1 +157 +33 +-1 +15 +40 +49 +261 +68 +-1 +-1 +42 +33 +-1 +36 +129 +102 +56 +296 +24 +22 +50 +34 +14 +44 +35 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.16.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.16.txt new file mode 100644 index 0000000..8c5bf51 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.16.txt @@ -0,0 +1,300 @@ +244 +47 +407 +31 +111 +47 +-1 +43 +-1 +-1 +-1 +113 +111 +66 +84 +215 +141 +-1 +129 +107 +57 +50 +194 +271 +185 +68 +77 +227 +65 +73 +80 +-1 +82 +123 +47 +72 +37 +131 +87 +-1 +493 +429 +-1 +-1 +560 +-1 +134 +75 +170 +41 +99 +21 +112 +18 +33 +149 +41 +52 +143 +18 +100 +-1 +292 +49 +341 +36 +87 +-1 +109 +-1 +247 +46 +17 +41 +68 +53 +322 +18 +160 +191 +34 +131 +138 +87 +24 +17 +314 +71 +231 +26 +42 +19 +104 +-1 +31 +142 +72 +109 +84 +35 +47 +286 +-1 +253 +143 +269 +368 +55 +20 +82 +20 +24 +-1 +111 +-1 +152 +214 +60 +89 +22 +194 +157 +78 +577 +121 +14 +231 +26 +-1 +-1 +55 +90 +73 +67 +99 +67 +43 +198 +67 +21 +233 +29 +18 +82 +35 +61 +56 +117 +40 +15 +27 +84 +68 +-1 +105 +55 +53 +175 +-1 +194 +131 +35 +102 +159 +-1 +309 +61 +195 +74 +35 +14 +39 +397 +100 +539 +170 +252 +81 +184 +91 +223 +-1 +22 +43 +122 +-1 +20 +51 +102 +62 +129 +503 +219 +141 +-1 +272 +56 +-1 +91 +16 +81 +232 +444 +173 +116 +245 +-1 +-1 +64 +307 +59 +39 +28 +-1 +152 +234 +94 +142 +66 +22 +174 +317 +-1 +45 +477 +80 +-1 +138 +447 +-1 +530 +-1 +18 +-1 +-1 +183 +-1 +170 +69 +60 +61 +31 +148 +135 +56 +98 +-1 +38 +19 +122 +60 +215 +96 +57 +-1 +179 +107 +158 +45 +109 +157 +189 +37 +36 +207 +71 +143 +48 +77 +35 +67 +254 +-1 +14 +402 +141 +450 +149 +-1 +66 +40 +273 +68 +270 +160 +123 +97 +15 +48 +56 +183 +274 +177 +251 +-1 +58 +122 +96 +156 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.21.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.21.txt new file mode 100644 index 0000000..9a9f163 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.21.txt @@ -0,0 +1,300 @@ +27 +63 +31 +93 +130 +147 +328 +32 +208 +-1 +-1 +46 +107 +286 +51 +69 +157 +186 +40 +153 +153 +96 +31 +14 +66 +45 +-1 +-1 +571 +20 +301 +-1 +413 +-1 +132 +116 +141 +16 +16 +42 +62 +58 +35 +34 +79 +21 +-1 +-1 +143 +94 +-1 +175 +23 +37 +-1 +-1 +156 +-1 +174 +236 +137 +54 +24 +14 +-1 +-1 +88 +203 +64 +113 +97 +60 +281 +-1 +83 +69 +-1 +-1 +-1 +-1 +50 +118 +87 +513 +29 +-1 +212 +170 +90 +412 +35 +86 +21 +-1 +-1 +58 +60 +15 +94 +32 +166 +381 +90 +-1 +22 +135 +354 +192 +-1 +29 +131 +68 +70 +-1 +39 +566 +-1 +-1 +14 +178 +191 +-1 +134 +17 +34 +-1 +-1 +47 +220 +81 +60 +96 +104 +-1 +92 +163 +-1 +49 +21 +343 +-1 +63 +460 +18 +112 +92 +198 +44 +280 +58 +231 +83 +102 +26 +23 +93 +68 +40 +-1 +33 +-1 +-1 +136 +108 +17 +56 +43 +16 +238 +41 +101 +117 +-1 +-1 +-1 +33 +59 +23 +44 +98 +90 +93 +14 +59 +-1 +23 +136 +47 +41 +261 +56 +123 +71 +135 +17 +54 +41 +-1 +61 +101 +278 +162 +195 +223 +33 +28 +58 +89 +114 +44 +93 +145 +168 +35 +46 +246 +37 +55 +-1 +40 +32 +259 +135 +87 +150 +46 +85 +96 +-1 +-1 +116 +183 +17 +209 +428 +-1 +16 +-1 +237 +83 +83 +176 +95 +233 +115 +153 +189 +122 +166 +21 +31 +296 +-1 +28 +49 +233 +56 +104 +32 +29 +33 +16 +273 +318 +122 +204 +97 +65 +33 +140 +-1 +168 +20 +168 +58 +50 +14 +94 +156 +24 +396 +158 +568 +-1 +-1 +32 +90 +56 +16 +-1 +67 +64 +66 +-1 +-1 +72 +-1 +89 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.26.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.26.txt new file mode 100644 index 0000000..4f1d00d --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.26.txt @@ -0,0 +1,300 @@ +18 +104 +163 +64 +85 +-1 +-1 +195 +21 +284 +21 +-1 +363 +70 +104 +-1 +358 +50 +-1 +179 +47 +72 +113 +42 +163 +153 +-1 +111 +129 +38 +-1 +180 +-1 +51 +46 +84 +32 +111 +508 +244 +59 +35 +45 +195 +229 +70 +217 +-1 +40 +170 +64 +254 +370 +142 +-1 +33 +312 +64 +98 +44 +52 +134 +42 +485 +42 +171 +103 +115 +125 +74 +301 +50 +-1 +168 +31 +49 +199 +-1 +41 +73 +95 +41 +136 +106 +-1 +175 +245 +23 +17 +145 +-1 +-1 +120 +122 +47 +235 +-1 +-1 +71 +61 +252 +104 +78 +-1 +312 +163 +-1 +22 +90 +17 +192 +187 +27 +574 +85 +-1 +356 +101 +231 +208 +424 +346 +166 +46 +120 +44 +454 +15 +278 +301 +43 +519 +201 +112 +83 +16 +85 +14 +95 +138 +22 +-1 +117 +22 +115 +91 +138 +174 +39 +42 +-1 +242 +-1 +39 +64 +-1 +73 +-1 +-1 +400 +-1 +45 +131 +68 +209 +40 +188 +449 +106 +36 +62 +89 +-1 +62 +49 +-1 +47 +138 +55 +73 +-1 +37 +301 +113 +75 +-1 +102 +-1 +199 +114 +103 +26 +15 +92 +75 +214 +107 +47 +167 +32 +65 +129 +87 +217 +26 +-1 +194 +65 +38 +-1 +40 +107 +201 +92 +130 +21 +50 +-1 +335 +218 +31 +219 +-1 +69 +-1 +33 +-1 +54 +58 +159 +-1 +47 +92 +42 +-1 +56 +-1 +391 +-1 +40 +14 +15 +63 +231 +228 +-1 +164 +-1 +86 +62 +218 +-1 +-1 +61 +51 +16 +252 +48 +491 +-1 +76 +73 +113 +530 +135 +218 +233 +315 +-1 +-1 +377 +23 +29 +26 +-1 +160 +-1 +15 +72 +18 +-1 +21 +559 +63 +34 +68 +-1 +-1 +32 +163 +100 +164 +67 +39 +77 +196 +304 +147 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.32.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.32.txt new file mode 100644 index 0000000..3cb523d --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.32.txt @@ -0,0 +1,300 @@ +113 +60 +345 +-1 +-1 +73 +87 +133 +46 +108 +50 +-1 +53 +67 +22 +37 +76 +15 +102 +44 +157 +63 +546 +-1 +44 +16 +16 +21 +192 +165 +-1 +80 +220 +-1 +166 +63 +65 +71 +193 +145 +115 +53 +304 +338 +214 +204 +203 +265 +175 +184 +-1 +183 +-1 +398 +85 +-1 +209 +390 +-1 +270 +-1 +73 +35 +-1 +-1 +26 +-1 +68 +151 +115 +57 +395 +-1 +246 +87 +491 +138 +-1 +357 +104 +182 +248 +15 +335 +41 +22 +-1 +232 +303 +30 +24 +202 +201 +20 +67 +69 +42 +105 +90 +60 +76 +68 +63 +253 +-1 +45 +53 +24 +193 +73 +351 +159 +52 +15 +69 +94 +-1 +467 +37 +30 +218 +213 +28 +-1 +23 +393 +71 +141 +431 +37 +223 +56 +115 +300 +-1 +30 +21 +-1 +41 +52 +233 +168 +25 +246 +80 +54 +-1 +-1 +32 +228 +25 +36 +120 +178 +517 +26 +-1 +15 +101 +176 +-1 +25 +50 +164 +-1 +74 +57 +59 +-1 +61 +256 +16 +122 +404 +142 +-1 +35 +-1 +99 +186 +-1 +54 +58 +117 +-1 +59 +322 +190 +-1 +121 +233 +90 +178 +56 +139 +-1 +19 +221 +111 +-1 +434 +34 +200 +198 +249 +68 +-1 +52 +-1 +183 +111 +-1 +86 +170 +113 +24 +265 +174 +120 +293 +202 +129 +186 +-1 +16 +51 +-1 +246 +219 +528 +356 +531 +69 +505 +109 +59 +31 +67 +32 +410 +25 +20 +-1 +48 +217 +41 +102 +16 +37 +318 +159 +94 +179 +52 +74 +-1 +483 +14 +253 +-1 +150 +69 +35 +48 +-1 +-1 +28 +52 +292 +64 +386 +71 +72 +159 +123 +291 +77 +-1 +290 +72 +65 +37 +16 +36 +22 +40 +-1 +229 +272 +67 +318 +194 +529 +24 +178 +170 +98 +53 +71 +154 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.37.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.37.txt new file mode 100644 index 0000000..1c55408 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.37.txt @@ -0,0 +1,300 @@ +155 +199 +16 +312 +103 +275 +45 +126 +260 +-1 +82 +19 +102 +196 +45 +247 +59 +105 +20 +-1 +88 +14 +196 +21 +-1 +19 +-1 +69 +-1 +43 +138 +68 +80 +426 +-1 +-1 +-1 +379 +80 +67 +25 +62 +35 +-1 +112 +33 +225 +369 +-1 +123 +93 +224 +144 +-1 +179 +143 +467 +159 +365 +120 +169 +155 +-1 +137 +16 +-1 +28 +161 +-1 +59 +34 +355 +71 +64 +277 +34 +-1 +-1 +50 +73 +74 +42 +55 +45 +179 +30 +15 +-1 +344 +89 +200 +-1 +-1 +287 +-1 +39 +77 +360 +71 +20 +15 +17 +-1 +-1 +223 +52 +180 +14 +190 +-1 +-1 +229 +-1 +259 +48 +88 +18 +381 +87 +25 +83 +167 +-1 +-1 +256 +194 +-1 +102 +-1 +111 +109 +60 +127 +42 +-1 +199 +25 +16 +66 +-1 +148 +529 +33 +78 +363 +45 +40 +129 +92 +-1 +67 +39 +38 +99 +27 +275 +-1 +-1 +222 +196 +190 +527 +-1 +51 +63 +-1 +110 +374 +283 +207 +114 +206 +162 +150 +-1 +-1 +211 +-1 +273 +334 +-1 +33 +240 +95 +95 +45 +66 +55 +336 +-1 +108 +419 +173 +-1 +87 +246 +197 +132 +52 +217 +-1 +43 +233 +158 +203 +-1 +129 +49 +341 +45 +150 +75 +188 +14 +50 +-1 +233 +110 +-1 +29 +55 +183 +217 +401 +77 +37 +70 +279 +79 +111 +14 +61 +51 +-1 +108 +57 +56 +-1 +192 +574 +111 +53 +25 +39 +-1 +-1 +190 +187 +43 +230 +-1 +152 +133 +202 +53 +-1 +168 +32 +152 +135 +34 +39 +214 +-1 +292 +153 +15 +59 +15 +223 +-1 +505 +32 +20 +17 +58 +51 +70 +496 +291 +323 +122 +67 +188 +481 +-1 +60 +203 +173 +282 +20 +21 +199 +-1 +-1 +103 +82 +-1 +109 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.42.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.42.txt new file mode 100644 index 0000000..69fd650 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.42.txt @@ -0,0 +1,300 @@ +14 +64 +93 +20 +188 +252 +293 +403 +43 +47 +26 +386 +74 +129 +54 +130 +194 +78 +-1 +141 +221 +97 +494 +15 +170 +47 +29 +35 +73 +-1 +84 +188 +45 +186 +16 +99 +-1 +182 +130 +62 +-1 +172 +-1 +22 +-1 +109 +139 +94 +295 +68 +161 +36 +98 +-1 +123 +42 +32 +38 +-1 +72 +69 +229 +-1 +356 +-1 +-1 +243 +44 +30 +-1 +-1 +343 +103 +-1 +54 +101 +-1 +118 +77 +-1 +193 +56 +-1 +164 +-1 +349 +-1 +173 +174 +29 +588 +218 +264 +36 +264 +144 +322 +17 +-1 +15 +108 +44 +84 +541 +173 +108 +-1 +141 +499 +205 +37 +292 +230 +150 +432 +227 +-1 +53 +16 +-1 +215 +14 +53 +315 +-1 +93 +437 +55 +167 +177 +41 +182 +286 +16 +260 +148 +67 +29 +67 +182 +44 +92 +-1 +92 +212 +-1 +339 +67 +-1 +55 +42 +89 +66 +-1 +66 +282 +-1 +208 +56 +33 +28 +-1 +35 +-1 +196 +498 +62 +61 +69 +23 +44 +43 +-1 +406 +130 +81 +-1 +61 +314 +41 +186 +231 +-1 +104 +-1 +26 +139 +45 +42 +193 +27 +122 +552 +-1 +111 +333 +318 +37 +288 +-1 +57 +22 +45 +185 +377 +44 +153 +76 +134 +48 +30 +135 +67 +117 +47 +42 +167 +216 +147 +-1 +35 +-1 +110 +37 +207 +38 +89 +38 +-1 +140 +200 +-1 +39 +17 +20 +15 +138 +26 +435 +-1 +77 +70 +69 +43 +67 +193 +49 +123 +208 +72 +106 +199 +-1 +65 +156 +39 +156 +50 +93 +44 +-1 +298 +214 +360 +-1 +217 +90 +99 +315 +-1 +343 +545 +-1 +151 +31 +-1 +71 +253 +-1 +31 +50 +89 +95 +56 +76 +129 +104 +454 +70 +-1 +21 +124 +-1 +31 +200 +334 +333 +-1 +296 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.47.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.47.txt new file mode 100644 index 0000000..72e569f --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.47.txt @@ -0,0 +1,300 @@ +108 +245 +260 +243 +86 +232 +51 +96 +263 +101 +-1 +163 +18 +248 +57 +53 +44 +380 +216 +153 +311 +210 +60 +-1 +77 +101 +537 +197 +-1 +56 +85 +154 +132 +-1 +437 +127 +263 +-1 +183 +131 +66 +117 +91 +87 +244 +186 +324 +97 +-1 +39 +-1 +-1 +-1 +129 +413 +108 +373 +89 +181 +68 +-1 +51 +173 +208 +44 +140 +95 +222 +45 +-1 +-1 +157 +45 +-1 +16 +-1 +44 +132 +26 +95 +87 +147 +179 +129 +23 +-1 +65 +78 +384 +-1 +123 +28 +-1 +190 +357 +52 +-1 +-1 +30 +149 +-1 +196 +-1 +197 +241 +-1 +107 +71 +170 +477 +-1 +82 +42 +149 +80 +407 +-1 +-1 +434 +76 +208 +156 +66 +297 +29 +-1 +230 +342 +139 +113 +379 +448 +191 +364 +34 +553 +60 +45 +60 +123 +-1 +14 +190 +-1 +-1 +-1 +308 +177 +222 +95 +116 +350 +-1 +-1 +-1 +-1 +-1 +98 +89 +-1 +59 +197 +53 +116 +41 +-1 +117 +-1 +15 +46 +-1 +-1 +149 +-1 +-1 +-1 +136 +143 +138 +-1 +-1 +61 +80 +-1 +66 +80 +89 +52 +48 +37 +442 +83 +184 +123 +145 +27 +204 +521 +338 +395 +63 +91 +210 +168 +29 +209 +-1 +197 +71 +-1 +-1 +151 +155 +-1 +459 +52 +68 +347 +-1 +-1 +38 +22 +155 +206 +-1 +46 +103 +16 +-1 +83 +163 +117 +74 +-1 +-1 +374 +360 +245 +18 +-1 +122 +315 +53 +80 +564 +-1 +62 +324 +-1 +-1 +-1 +98 +-1 +178 +161 +15 +79 +156 +228 +27 +127 +-1 +118 +381 +296 +98 +22 +14 +-1 +21 +167 +195 +19 +214 +61 +568 +-1 +359 +38 +91 +27 +-1 +576 +58 +15 +490 +100 +67 +390 +213 +35 +-1 +53 +-1 +179 +111 +211 +208 +519 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.53.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.53.txt new file mode 100644 index 0000000..b3d37c0 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.53.txt @@ -0,0 +1,300 @@ +31 +43 +207 +104 +57 +437 +27 +99 +142 +-1 +63 +56 +114 +216 +92 +130 +43 +178 +-1 +25 +194 +187 +113 +-1 +48 +109 +155 +-1 +130 +314 +-1 +498 +-1 +190 +16 +128 +-1 +68 +311 +-1 +195 +69 +379 +17 +72 +37 +-1 +95 +312 +323 +154 +77 +64 +101 +101 +268 +137 +122 +192 +95 +146 +441 +76 +49 +-1 +25 +72 +506 +-1 +94 +53 +195 +107 +272 +-1 +162 +19 +68 +49 +80 +41 +189 +370 +49 +127 +84 +47 +41 +-1 +155 +227 +578 +-1 +51 +91 +48 +-1 +107 +279 +374 +504 +38 +201 +306 +42 +-1 +163 +58 +231 +-1 +-1 +-1 +185 +22 +58 +-1 +214 +20 +132 +40 +-1 +-1 +599 +93 +14 +203 +-1 +98 +-1 +-1 +22 +560 +187 +204 +78 +242 +-1 +37 +156 +-1 +45 +198 +43 +201 +-1 +221 +-1 +178 +20 +-1 +20 +48 +44 +50 +34 +77 +17 +-1 +99 +-1 +56 +179 +57 +83 +522 +-1 +416 +281 +49 +193 +101 +48 +14 +62 +64 +86 +192 +64 +71 +77 +84 +67 +274 +595 +136 +167 +451 +107 +139 +-1 +61 +122 +127 +-1 +49 +120 +-1 +91 +47 +-1 +-1 +322 +248 +232 +84 +125 +149 +393 +70 +121 +-1 +-1 +-1 +-1 +326 +21 +64 +321 +-1 +25 +51 +-1 +55 +72 +99 +-1 +196 +-1 +222 +55 +475 +220 +403 +37 +-1 +66 +-1 +44 +-1 +205 +111 +185 +205 +78 +38 +195 +-1 +423 +170 +-1 +424 +18 +110 +17 +30 +106 +248 +112 +51 +126 +259 +330 +178 +77 +113 +157 +79 +192 +193 +134 +118 +-1 +119 +-1 +-1 +439 +-1 +146 +115 +292 +491 +117 +151 +-1 +98 +51 +80 +310 +-1 +37 +73 +38 +162 +-1 +-1 +89 +14 +163 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.58.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.58.txt new file mode 100644 index 0000000..b7602d2 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.58.txt @@ -0,0 +1,300 @@ +104 +98 +27 +16 +135 +182 +-1 +171 +18 +-1 +204 +151 +192 +35 +-1 +43 +-1 +-1 +200 +106 +130 +157 +185 +89 +164 +-1 +95 +224 +16 +348 +117 +57 +192 +153 +227 +243 +25 +42 +77 +38 +22 +73 +266 +152 +137 +81 +34 +-1 +25 +124 +535 +-1 +95 +179 +64 +124 +122 +223 +-1 +-1 +162 +62 +18 +119 +-1 +76 +-1 +246 +63 +-1 +206 +152 +80 +61 +180 +48 +371 +94 +-1 +-1 +182 +341 +410 +239 +67 +115 +83 +85 +223 +269 +265 +75 +-1 +127 +-1 +-1 +82 +300 +51 +187 +135 +444 +49 +166 +60 +34 +-1 +61 +-1 +291 +73 +-1 +-1 +383 +-1 +-1 +20 +-1 +181 +154 +59 +62 +-1 +134 +231 +137 +174 +-1 +223 +446 +61 +14 +32 +77 +53 +129 +213 +113 +142 +284 +136 +55 +-1 +-1 +110 +120 +85 +137 +-1 +99 +139 +-1 +355 +40 +94 +-1 +121 +143 +32 +103 +23 +363 +-1 +352 +-1 +-1 +158 +39 +-1 +43 +43 +47 +163 +84 +86 +26 +196 +-1 +102 +106 +227 +50 +135 +59 +153 +305 +-1 +151 +-1 +46 +66 +239 +-1 +15 +16 +190 +176 +207 +31 +-1 +358 +28 +75 +60 +16 +84 +258 +91 +43 +-1 +118 +67 +54 +489 +375 +191 +192 +231 +431 +51 +-1 +-1 +220 +55 +-1 +67 +40 +59 +276 +135 +-1 +210 +208 +62 +276 +310 +51 +14 +-1 +82 +140 +81 +83 +109 +64 +90 +306 +-1 +208 +35 +27 +-1 +41 +40 +50 +196 +-1 +169 +153 +15 +-1 +149 +63 +-1 +91 +502 +71 +18 +76 +155 +-1 +86 +120 +95 +65 +56 +222 +-1 +71 +433 +53 +120 +179 +29 +357 +127 +62 +583 +-1 +-1 +223 +65 +426 +48 +203 +80 +96 +106 +-1 +390 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.63.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.63.txt new file mode 100644 index 0000000..74795a4 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.63.txt @@ -0,0 +1,300 @@ +150 +141 +428 +107 +110 +-1 +-1 +53 +94 +55 +144 +284 +104 +68 +268 +201 +260 +68 +-1 +-1 +34 +160 +137 +112 +220 +132 +195 +75 +88 +260 +24 +56 +29 +-1 +49 +519 +66 +-1 +123 +61 +230 +92 +424 +95 +189 +298 +-1 +212 +83 +290 +76 +188 +351 +142 +163 +101 +208 +88 +17 +-1 +34 +225 +-1 +101 +76 +201 +121 +36 +-1 +79 +60 +187 +34 +36 +279 +61 +59 +142 +162 +263 +-1 +177 +-1 +-1 +31 +160 +207 +513 +16 +93 +16 +68 +82 +41 +150 +-1 +-1 +310 +176 +147 +-1 +227 +197 +200 +14 +193 +22 +-1 +133 +145 +92 +-1 +-1 +89 +183 +60 +19 +-1 +-1 +-1 +184 +-1 +-1 +80 +99 +292 +144 +41 +157 +103 +-1 +23 +-1 +-1 +119 +74 +58 +61 +-1 +75 +189 +-1 +207 +-1 +88 +75 +-1 +110 +95 +209 +483 +-1 +283 +47 +138 +-1 +235 +16 +222 +71 +54 +226 +-1 +443 +49 +167 +100 +-1 +166 +211 +430 +83 +241 +-1 +131 +271 +279 +480 +183 +-1 +-1 +-1 +211 +31 +178 +228 +60 +149 +310 +168 +232 +-1 +156 +190 +-1 +271 +-1 +-1 +220 +-1 +343 +233 +218 +81 +-1 +-1 +189 +-1 +-1 +-1 +113 +113 +19 +44 +47 +-1 +73 +194 +-1 +33 +75 +409 +31 +39 +139 +99 +56 +198 +72 +392 +120 +-1 +205 +51 +138 +-1 +213 +220 +96 +24 +63 +61 +-1 +-1 +149 +103 +72 +143 +204 +187 +378 +20 +63 +-1 +81 +117 +127 +327 +323 +43 +105 +-1 +45 +380 +79 +130 +45 +191 +284 +122 +-1 +64 +43 +54 +50 +149 +257 +187 +-1 +317 +340 +357 +135 +-1 +142 +74 +143 +27 +80 +-1 +37 +273 +54 +148 +111 +58 +102 +131 +490 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.68.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.68.txt new file mode 100644 index 0000000..5394445 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.68.txt @@ -0,0 +1,300 @@ +113 +94 +114 +470 +205 +73 +39 +165 +-1 +592 +-1 +-1 +14 +300 +460 +-1 +-1 +78 +69 +101 +-1 +48 +89 +-1 +152 +93 +198 +298 +214 +-1 +-1 +116 +31 +181 +129 +50 +186 +55 +229 +-1 +38 +121 +-1 +128 +34 +444 +33 +267 +23 +59 +175 +42 +225 +-1 +91 +138 +137 +22 +28 +188 +37 +145 +93 +-1 +16 +150 +451 +162 +96 +165 +-1 +198 +57 +275 +31 +143 +241 +200 +106 +80 +106 +192 +45 +336 +58 +-1 +87 +43 +45 +332 +202 +66 +118 +247 +47 +23 +94 +95 +85 +56 +170 +113 +103 +41 +77 +242 +-1 +401 +238 +131 +244 +35 +53 +-1 +79 +29 +-1 +48 +56 +49 +-1 +89 +-1 +279 +44 +-1 +-1 +21 +16 +70 +33 +17 +-1 +162 +-1 +46 +-1 +-1 +81 +202 +222 +-1 +348 +69 +75 +28 +-1 +176 +431 +-1 +-1 +439 +87 +142 +-1 +52 +194 +149 +17 +89 +105 +42 +213 +108 +110 +34 +68 +55 +-1 +68 +75 +422 +204 +-1 +90 +-1 +143 +548 +89 +73 +124 +41 +128 +-1 +56 +130 +96 +108 +460 +34 +193 +-1 +-1 +100 +-1 +24 +266 +303 +-1 +-1 +-1 +-1 +116 +74 +381 +-1 +65 +94 +-1 +150 +111 +112 +106 +76 +154 +-1 +-1 +152 +83 +56 +37 +198 +-1 +48 +390 +60 +196 +484 +323 +-1 +14 +77 +69 +94 +-1 +-1 +45 +159 +47 +124 +-1 +83 +-1 +64 +64 +37 +30 +-1 +45 +-1 +-1 +56 +-1 +57 +193 +514 +168 +38 +224 +106 +-1 +251 +14 +90 +261 +-1 +-1 +274 +-1 +593 +183 +-1 +219 +19 +137 +56 +-1 +157 +121 +39 +-1 +196 +223 +367 +62 +129 +-1 +-1 +-1 +40 +138 +-1 +392 +113 +65 +161 +462 +217 +453 +162 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.74.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.74.txt new file mode 100644 index 0000000..05a1864 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.74.txt @@ -0,0 +1,300 @@ +135 +31 +190 +50 +38 +-1 +433 +122 +61 +162 +-1 +112 +265 +15 +-1 +44 +-1 +-1 +417 +-1 +44 +368 +76 +93 +435 +479 +172 +141 +386 +39 +-1 +-1 +-1 +-1 +123 +122 +63 +211 +-1 +-1 +-1 +-1 +165 +193 +-1 +84 +124 +74 +217 +-1 +37 +170 +216 +195 +-1 +75 +26 +165 +159 +-1 +-1 +389 +75 +93 +299 +118 +-1 +-1 +147 +139 +-1 +54 +-1 +-1 +251 +185 +-1 +230 +128 +311 +241 +110 +293 +175 +73 +38 +152 +46 +277 +90 +45 +114 +-1 +67 +75 +107 +-1 +39 +120 +63 +-1 +14 +-1 +173 +-1 +403 +228 +-1 +366 +37 +70 +92 +33 +86 +26 +365 +-1 +251 +272 +27 +32 +75 +70 +25 +347 +-1 +381 +-1 +98 +15 +90 +81 +203 +175 +277 +-1 +209 +69 +181 +294 +-1 +74 +178 +146 +171 +106 +348 +43 +41 +75 +-1 +45 +-1 +82 +89 +116 +53 +17 +139 +62 +372 +-1 +165 +297 +29 +70 +394 +56 +-1 +203 +62 +126 +-1 +111 +176 +-1 +63 +-1 +169 +-1 +50 +176 +14 +476 +148 +37 +257 +144 +97 +257 +-1 +-1 +218 +-1 +-1 +191 +149 +246 +16 +-1 +91 +-1 +20 +124 +44 +-1 +-1 +82 +116 +-1 +-1 +85 +22 +27 +177 +15 +-1 +161 +269 +177 +-1 +-1 +279 +129 +272 +-1 +36 +277 +135 +420 +166 +118 +225 +84 +133 +-1 +242 +368 +269 +69 +33 +-1 +362 +529 +340 +41 +73 +70 +-1 +52 +70 +66 +171 +229 +170 +53 +479 +56 +541 +200 +-1 +-1 +268 +124 +231 +-1 +188 +-1 +193 +45 +371 +69 +34 +-1 +-1 +-1 +115 +183 +114 +120 +72 +323 +41 +116 +68 +177 +101 +-1 +374 +111 +42 +256 +244 +58 +126 +216 +90 +-1 +230 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.79.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.79.txt new file mode 100644 index 0000000..4f17c05 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.79.txt @@ -0,0 +1,300 @@ +113 +187 +188 +314 +164 +129 +351 +61 +-1 +47 +79 +196 +180 +-1 +580 +265 +35 +-1 +187 +-1 +199 +153 +-1 +338 +76 +64 +130 +43 +-1 +46 +279 +102 +135 +-1 +95 +375 +125 +41 +55 +351 +91 +200 +-1 +183 +63 +136 +49 +368 +-1 +277 +153 +137 +94 +145 +55 +288 +49 +73 +-1 +47 +29 +-1 +-1 +150 +199 +178 +121 +121 +-1 +-1 +220 +-1 +-1 +115 +269 +43 +82 +-1 +141 +140 +-1 +142 +84 +249 +228 +189 +-1 +-1 +495 +255 +-1 +62 +129 +-1 +584 +155 +176 +203 +203 +84 +271 +-1 +88 +239 +114 +382 +278 +197 +-1 +-1 +115 +-1 +24 +115 +-1 +401 +202 +-1 +-1 +239 +23 +304 +-1 +85 +48 +56 +326 +63 +520 +55 +63 +67 +24 +44 +120 +85 +-1 +59 +74 +67 +227 +104 +85 +260 +194 +54 +121 +243 +214 +35 +203 +67 +-1 +66 +125 +250 +86 +586 +-1 +-1 +-1 +356 +-1 +382 +354 +155 +131 +14 +159 +35 +85 +187 +-1 +-1 +123 +526 +-1 +-1 +55 +218 +70 +208 +122 +531 +346 +310 +-1 +188 +226 +120 +-1 +-1 +71 +151 +115 +-1 +-1 +336 +588 +128 +65 +101 +-1 +54 +-1 +455 +135 +148 +266 +95 +330 +-1 +60 +56 +103 +-1 +65 +278 +-1 +31 +34 +-1 +86 +250 +-1 +179 +-1 +-1 +-1 +72 +-1 +-1 +46 +254 +-1 +324 +91 +25 +67 +115 +451 +51 +22 +79 +19 +-1 +225 +25 +32 +16 +25 +-1 +58 +198 +-1 +162 +197 +161 +18 +266 +269 +250 +22 +64 +366 +118 +-1 +59 +154 +-1 +337 +407 +129 +53 +76 +-1 +211 +-1 +138 +150 +63 +413 +277 +58 +-1 +15 +38 +15 +110 +242 +118 +-1 +28 +190 +229 +272 +-1 +26 +115 +439 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.84.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.84.txt new file mode 100644 index 0000000..2cdf51d --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.84.txt @@ -0,0 +1,300 @@ +87 +99 +178 +241 +397 +49 +-1 +339 +58 +206 +126 +35 +102 +278 +124 +43 +94 +182 +14 +201 +-1 +69 +246 +298 +98 +72 +554 +78 +-1 +338 +108 +-1 +269 +253 +80 +186 +350 +49 +181 +-1 +49 +101 +360 +-1 +124 +-1 +202 +57 +-1 +254 +400 +248 +-1 +137 +-1 +14 +61 +168 +-1 +187 +-1 +-1 +78 +-1 +63 +66 +-1 +145 +93 +21 +396 +51 +192 +146 +154 +349 +45 +15 +-1 +63 +123 +325 +78 +-1 +162 +35 +36 +365 +59 +460 +60 +122 +49 +45 +392 +284 +482 +-1 +106 +-1 +-1 +193 +33 +-1 +57 +285 +48 +78 +498 +287 +-1 +165 +14 +46 +-1 +133 +69 +218 +62 +310 +51 +-1 +234 +75 +-1 +116 +114 +-1 +-1 +113 +-1 +101 +-1 +92 +97 +139 +-1 +37 +14 +50 +156 +127 +66 +95 +61 +169 +24 +42 +36 +120 +-1 +586 +223 +-1 +14 +56 +233 +49 +552 +73 +183 +-1 +77 +25 +202 +-1 +64 +-1 +175 +314 +-1 +50 +-1 +-1 +250 +15 +-1 +96 +37 +128 +158 +493 +75 +75 +442 +40 +-1 +235 +445 +358 +137 +79 +478 +115 +592 +80 +64 +41 +118 +131 +34 +-1 +-1 +257 +84 +84 +16 +146 +52 +447 +179 +71 +137 +-1 +71 +38 +76 +132 +155 +-1 +43 +190 +196 +139 +54 +51 +53 +67 +449 +-1 +-1 +21 +175 +269 +116 +194 +156 +442 +100 +-1 +173 +28 +53 +195 +79 +88 +-1 +50 +116 +515 +127 +218 +530 +99 +-1 +-1 +72 +-1 +-1 +583 +441 +-1 +-1 +-1 +58 +77 +48 +-1 +186 +53 +-1 +57 +305 +102 +65 +146 +517 +-1 +20 +-1 +295 +-1 +296 +18 +171 +473 +26 +73 +383 +-1 +231 +169 +68 +258 +15 +55 +184 +57 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.89.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.89.txt new file mode 100644 index 0000000..1cda42d --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.89.txt @@ -0,0 +1,300 @@ +150 +-1 +-1 +-1 +123 +355 +147 +67 +363 +319 +-1 +259 +15 +-1 +63 +55 +213 +70 +81 +53 +45 +25 +177 +103 +478 +281 +291 +326 +-1 +423 +464 +439 +49 +157 +19 +-1 +51 +418 +56 +31 +266 +217 +200 +-1 +48 +553 +127 +14 +23 +214 +40 +52 +34 +202 +-1 +136 +85 +90 +211 +102 +-1 +-1 +406 +143 +386 +131 +-1 +328 +311 +69 +34 +234 +-1 +146 +-1 +117 +-1 +231 +122 +185 +-1 +110 +54 +265 +244 +-1 +137 +81 +456 +236 +413 +77 +69 +171 +170 +-1 +387 +-1 +246 +-1 +-1 +85 +41 +-1 +-1 +413 +157 +-1 +-1 +154 +42 +260 +-1 +243 +16 +211 +-1 +141 +-1 +315 +58 +67 +253 +221 +97 +340 +326 +63 +121 +412 +288 +-1 +67 +83 +212 +392 +57 +-1 +566 +166 +123 +194 +15 +-1 +-1 +69 +-1 +250 +402 +138 +-1 +201 +116 +196 +265 +305 +204 +-1 +-1 +350 +-1 +241 +-1 +312 +407 +186 +88 +76 +136 +237 +330 +-1 +122 +71 +81 +129 +49 +92 +80 +-1 +41 +126 +-1 +148 +155 +-1 +53 +-1 +99 +130 +-1 +199 +320 +158 +134 +169 +47 +236 +-1 +36 +-1 +-1 +-1 +34 +107 +306 +425 +70 +450 +-1 +193 +41 +240 +499 +-1 +289 +279 +116 +281 +347 +262 +-1 +188 +73 +53 +45 +296 +208 +150 +-1 +98 +-1 +151 +-1 +364 +261 +358 +14 +186 +291 +104 +131 +-1 +-1 +94 +120 +22 +186 +32 +50 +152 +73 +132 +-1 +193 +87 +42 +192 +-1 +93 +-1 +65 +-1 +569 +68 +181 +94 +43 +-1 +101 +-1 +563 +171 +129 +118 +-1 +104 +-1 +365 +37 +265 +-1 +477 +-1 +293 +62 +400 +327 +64 +514 +-1 +59 +169 +87 +-1 +-1 +36 +247 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.95.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.95.txt new file mode 100644 index 0000000..8739c3d --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob0.95.txt @@ -0,0 +1,300 @@ +78 +144 +247 +16 +131 +35 +-1 +-1 +228 +286 +-1 +219 +107 +126 +52 +111 +377 +203 +188 +61 +217 +306 +167 +208 +154 +324 +15 +338 +16 +-1 +-1 +-1 +-1 +-1 +471 +48 +440 +-1 +357 +76 +40 +159 +292 +542 +-1 +119 +97 +147 +35 +120 +115 +20 +-1 +130 +-1 +49 +66 +32 +211 +273 +115 +67 +-1 +-1 +176 +351 +332 +-1 +-1 +-1 +286 +174 +-1 +225 +-1 +168 +72 +38 +124 +-1 +125 +166 +-1 +-1 +73 +45 +-1 +-1 +276 +134 +316 +320 +37 +-1 +-1 +124 +53 +452 +417 +-1 +-1 +-1 +206 +-1 +231 +192 +327 +350 +-1 +526 +110 +-1 +76 +-1 +-1 +-1 +-1 +110 +159 +357 +269 +-1 +-1 +292 +62 +85 +557 +22 +-1 +-1 +355 +130 +57 +240 +63 +17 +114 +190 +257 +148 +103 +-1 +144 +108 +138 +-1 +487 +-1 +272 +175 +572 +48 +43 +15 +125 +49 +164 +171 +231 +91 +-1 +318 +171 +186 +137 +250 +364 +130 +113 +-1 +-1 +115 +314 +65 +534 +-1 +-1 +141 +14 +93 +201 +-1 +94 +29 +247 +-1 +235 +226 +426 +240 +141 +15 +223 +-1 +165 +77 +155 +391 +31 +246 +53 +199 +47 +543 +-1 +44 +114 +233 +208 +-1 +-1 +97 +186 +-1 +81 +216 +219 +251 +286 +134 +-1 +122 +-1 +459 +401 +14 +129 +556 +-1 +-1 +15 +-1 +-1 +346 +116 +128 +57 +152 +538 +380 +465 +118 +-1 +206 +-1 +209 +201 +400 +200 +50 +34 +483 +73 +-1 +97 +-1 +-1 +299 +82 +170 +-1 +245 +-1 +194 +44 +299 +207 +139 +-1 +446 +58 +15 +102 +165 +-1 +-1 +-1 +-1 +-1 +-1 +275 +562 +-1 +141 +-1 +207 +-1 +156 +-1 +163 +109 +139 +143 +-1 +-1 +223 +17 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob1.0.txt b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob1.0.txt new file mode 100644 index 0000000..96eb8fe --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob1.0.txt @@ -0,0 +1,300 @@ +61 +321 +440 +-1 +14 +-1 +99 +354 +452 +-1 +504 +32 +-1 +-1 +333 +-1 +-1 +-1 +-1 +84 +-1 +244 +77 +29 +-1 +28 +347 +212 +-1 +-1 +-1 +48 +97 +150 +-1 +-1 +-1 +-1 +164 +48 +184 +79 +251 +-1 +-1 +309 +-1 +95 +-1 +144 +-1 +201 +-1 +356 +-1 +172 +70 +440 +52 +-1 +381 +174 +36 +-1 +-1 +-1 +-1 +-1 +-1 +84 +544 +159 +-1 +189 +14 +-1 +330 +142 +539 +-1 +388 +-1 +-1 +463 +537 +92 +-1 +-1 +16 +174 +207 +-1 +-1 +291 +-1 +242 +134 +479 +15 +445 +488 +80 +290 +111 +14 +188 +110 +208 +165 +-1 +198 +195 +347 +-1 +434 +418 +-1 +126 +499 +373 +-1 +-1 +17 +-1 +353 +77 +-1 +-1 +-1 +-1 +-1 +334 +-1 +141 +-1 +190 +428 +264 +50 +180 +-1 +-1 +372 +70 +519 +-1 +-1 +93 +-1 +322 +-1 +14 +167 +-1 +-1 +101 +223 +-1 +393 +49 +-1 +574 +51 +-1 +75 +-1 +14 +119 +418 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +68 +156 +129 +-1 +417 +-1 +-1 +293 +-1 +-1 +575 +153 +-1 +21 +53 +-1 +280 +-1 +101 +511 +-1 +224 +-1 +-1 +-1 +55 +244 +-1 +476 +-1 +-1 +285 +-1 +-1 +-1 +-1 +198 +66 +-1 +16 +291 +-1 +-1 +314 +125 +-1 +253 +316 +286 +-1 +-1 +325 +406 +325 +-1 +-1 +375 +130 +139 +67 +-1 +-1 +323 +256 +220 +386 +103 +73 +14 +-1 +-1 +161 +457 +14 +170 +-1 +-1 +-1 +184 +255 +145 +67 +-1 +79 +-1 +-1 +215 +14 +338 +189 +-1 +-1 +15 +513 +-1 +48 +-1 +-1 +-1 +-1 +83 +-1 +175 +-1 +-1 +60 +-1 +183 +-1 +81 +-1 +102 +196 +-1 +60 +41 +-1 +-1 +127 +153 +284 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/docker-compose.yml b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/docker-compose.yml new file mode 100644 index 0000000..1bed37d --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/docker-compose.yml @@ -0,0 +1,21 @@ +services: + major-miner: + build: . + container_name: major-miner + environment: + CORE_PERCENTAGE: 90 + MAX_MUTATION_TRIALS: 30 + PROB_EXTEND_TO_FREE_NEIGHBOR: 0.3 + MAX_TOTAL: 1000 + MAX_GENERATIONS: 600 + PROB_REMOVE_REDUNDANCY: 0.01 + GRID_M: 5 + GRID_N: 5 + POPSIZE: 6 + K_MIN: 1 + K_MAX: 40 + + volumes: + - type: bind + source: ./out + target: /app/out diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/evolution.py b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/evolution.py new file mode 100644 index 0000000..baa515c --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/evolution.py @@ -0,0 +1,117 @@ +# Move this file to src/solver to start +# This is a file used for docker with environment variables + +import logging +import multiprocessing +import os +import time +from functools import partial +from random import random +from typing import Optional + +from src.embedding.embedding import Embedding +from src.graph.test_graph import TestGraph +from src.graph.undirected_graph import UndirectedGraphAdjList +from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams +from src.util.logging import init_logger +from tqdm import tqdm + +init_logger() +logger = logging.getLogger('evolution') + + +################################# Params ####################################### + +params = EvolutionParams( + population_size=int(os.getenv('POPSIZE', 6)), + max_mutation_trials=int(os.getenv('MAX_MUTATION_TRIALS', 30)), + mutation_extend_to_free_neighbors_probability=float( + os.getenv('PROB_EXTEND_TO_FREE_NEIGHBOR', 0.24)) # should be <=0.5 +) + +max_total = int(os.getenv('MAX_TOTAL', 100)) +max_generations = int(os.getenv('MAX_GENERATIONS', 600)) +remove_redundancy_probability = float(os.getenv('PROB_REMOVE_REDUNDANCY', 0.01)) + +# Chimera graph +m = int(os.getenv('GRID_M', 16)) # grid size +n = int(os.getenv('GRID_N', 16)) # grid size +t = 4 # shore size + + +############################### Evolution ###################################### + +def do_all_k_graphs(): + for i in range(int(os.getenv('K_MIN', 6)), int(os.getenv('K_MAX', 40)) + 1): + print(f'Started k{i}') + start_time = time.time() + start_multiprocessing(TestGraph.k(i), f'k{i}') + duration = time.time() - start_time + print(f'Duration for k{i}: {duration}') + + +def start_multiprocessing(H: UndirectedGraphAdjList, name: str): + processes = multiprocessing.cpu_count() * int(os.getenv('CORE_PERCENTAGE', 100)) // 100 + with multiprocessing.Pool(processes) as pool: + # Multiprocessing + res = list(tqdm( + pool.imap_unordered(partial(do_once, H), range(max_total)), + total=max_total) + ) + + # Save to file + with open(f'./out/howManyGenerations_{m}x{n}_{max_total}_{max_generations}gen_{params.population_size}popsize_{name}.txt', 'w') as f: + for generations_needed in res: + f.write(str(generations_needed) + '\n') + + +def do_once(H: UndirectedGraphAdjList, i) -> int: + solver = EmbeddingSolver(H, m, n, t) + + # --- Init + solver.initialize_embedding() + + if solver.found_embedding(): + print('🎉 Directly found embedding after initialization') + return 0 + + # --- Start solver + for i in range(max_generations): + child = do_one_generation(i, solver) + + if not child: + logger.info('🔳 Stopping algorithm...') + return -1 + + solver.commit(child) + + # Check if done + if child.is_valid_embedding(): + child.remove_redundancy() + return i+1 + else: + logger.info('✅ Generation passed') + + return -1 + + +def do_one_generation(i: int, solver: EmbeddingSolver) -> Optional[Embedding]: + logger.info('') + logger.info(f'🔄 Generation: {i}') + + child = solver.generate_population_and_select(params) + if not child: + return None + + # Leave "room" on graph for next generation + if random() < remove_redundancy_probability: + child.remove_redundancy() + + return child + + +################################ Main ########################################## + + +if __name__ == "__main__": + do_all_k_graphs() diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k10.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k10.txt new file mode 100644 index 0000000..fb3128d --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k10.txt @@ -0,0 +1,100 @@ +128 +223 +356 +175 +-1 +-1 +505 +-1 +120 +-1 +-1 +73 +528 +536 +-1 +263 +290 +244 +-1 +-1 +-1 +327 +425 +-1 +-1 +597 +-1 +-1 +-1 +-1 +-1 +-1 +459 +-1 +88 +-1 +-1 +-1 +-1 +221 +194 +213 +-1 +173 +-1 +-1 +159 +371 +-1 +-1 +-1 +179 +-1 +-1 +232 +-1 +-1 +-1 +-1 +505 +-1 +376 +-1 +-1 +-1 +255 +320 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +278 +-1 +425 +441 +-1 +173 +392 +-1 +381 +155 +349 +-1 +-1 +110 +-1 +75 +244 +234 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k11.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k11.txt new file mode 100644 index 0000000..c1f217a --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k11.txt @@ -0,0 +1,100 @@ +171 +307 +353 +-1 +-1 +-1 +-1 +-1 +207 +-1 +-1 +382 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +257 +359 +-1 +-1 +-1 +-1 +122 +-1 +409 +-1 +-1 +303 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +407 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +448 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +561 +587 +-1 +-1 +-1 +-1 +319 +362 +-1 +-1 +-1 +-1 +-1 +349 +-1 +-1 +-1 +-1 +-1 +296 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k12.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k12.txt new file mode 100644 index 0000000..d3cd83d --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k12.txt @@ -0,0 +1,100 @@ +400 +-1 +578 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +489 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +371 +-1 +-1 +-1 +-1 +-1 +-1 +345 +-1 +-1 +-1 +-1 +-1 +479 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +172 +531 +-1 +297 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +484 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +499 +-1 +-1 +-1 +439 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k13.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k13.txt new file mode 100644 index 0000000..1b9e49d --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k13.txt @@ -0,0 +1,100 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +328 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +363 +-1 +-1 +-1 +-1 +-1 +-1 +340 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +529 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +536 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k6.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k6.txt new file mode 100644 index 0000000..f6c02a8 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k6.txt @@ -0,0 +1,100 @@ +8 +11 +21 +13 +11 +22 +27 +9 +29 +53 +19 +12 +10 +11 +18 +38 +18 +9 +24 +30 +30 +9 +40 +30 +69 +11 +19 +23 +15 +10 +18 +17 +14 +9 +7 +10 +28 +8 +20 +22 +29 +8 +30 +19 +11 +7 +24 +59 +29 +18 +14 +92 +11 +40 +7 +15 +53 +27 +13 +9 +19 +57 +77 +15 +13 +20 +37 +8 +14 +10 +20 +35 +44 +10 +26 +28 +9 +20 +20 +7 +27 +83 +84 +20 +12 +53 +10 +8 +26 +17 +14 +24 +29 +77 +210 +62 +103 +165 +142 +326 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k7.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k7.txt new file mode 100644 index 0000000..e8d9806 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k7.txt @@ -0,0 +1,100 @@ +14 +25 +20 +11 +33 +81 +30 +95 +187 +158 +116 +98 +17 +39 +24 +124 +61 +22 +15 +17 +22 +38 +44 +204 +342 +26 +299 +16 +222 +23 +28 +89 +274 +315 +14 +13 +14 +42 +-1 +107 +27 +-1 +86 +18 +186 +27 +34 +127 +19 +58 +50 +-1 +62 +-1 +40 +16 +-1 +100 +44 +47 +541 +-1 +72 +13 +11 +111 +95 +56 +50 +24 +20 +12 +37 +25 +-1 +42 +23 +28 +18 +55 +111 +18 +66 +24 +13 +19 +46 +51 +56 +156 +129 +15 +76 +80 +56 +73 +160 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k8.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k8.txt new file mode 100644 index 0000000..367af2c --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k8.txt @@ -0,0 +1,100 @@ +34 +115 +122 +217 +155 +41 +289 +23 +68 +357 +26 +74 +599 +-1 +34 +232 +41 +82 +-1 +177 +86 +326 +20 +43 +184 +-1 +-1 +327 +-1 +321 +505 +183 +45 +355 +-1 +68 +176 +480 +425 +59 +59 +-1 +32 +131 +58 +-1 +22 +-1 +21 +-1 +20 +199 +423 +408 +-1 +206 +23 +-1 +191 +16 +32 +-1 +-1 +34 +142 +104 +19 +-1 +-1 +234 +-1 +57 +-1 +316 +48 +-1 +-1 +-1 +477 +45 +267 +-1 +-1 +15 +-1 +61 +83 +87 +39 +59 +17 +215 +63 +47 +-1 +585 +92 +-1 +276 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k9.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k9.txt new file mode 100644 index 0000000..bc87122 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k9.txt @@ -0,0 +1,100 @@ +61 +66 +189 +254 +224 +69 +261 +61 +-1 +-1 +158 +-1 +-1 +312 +86 +110 +-1 +126 +188 +-1 +-1 +290 +69 +-1 +106 +128 +94 +-1 +180 +-1 +188 +82 +85 +-1 +-1 +246 +-1 +-1 +198 +-1 +-1 +36 +228 +31 +64 +-1 +54 +478 +373 +-1 +-1 +-1 +563 +-1 +78 +-1 +-1 +179 +-1 +475 +108 +-1 +-1 +305 +597 +263 +-1 +271 +373 +-1 +51 +173 +40 +-1 +73 +270 +368 +-1 +238 +-1 +-1 +590 +-1 +-1 +190 +-1 +-1 +152 +178 +205 +212 +-1 +-1 +-1 +289 +209 +323 +-1 +501 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_ktimes.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_ktimes.txt new file mode 100644 index 0000000..aed1cbb --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_ktimes.txt @@ -0,0 +1,5 @@ +CPU: i7-6700 @ 3.40 GHz (around 3.6 GHz at execution) +4 cores, 60% used + +- previous data was lost (terminal closed too quickly) +- k13: 20154.59s \ No newline at end of file diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_k15.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_k15.txt new file mode 100644 index 0000000..b16a9fb --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_k15.txt @@ -0,0 +1,100 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_k16.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_k16.txt new file mode 100644 index 0000000..b16a9fb --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_k16.txt @@ -0,0 +1,100 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_ktimes.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_ktimes.txt new file mode 100644 index 0000000..2bcb5a6 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_100_600gen_6popsize_ktimes.txt @@ -0,0 +1,35 @@ +CPU: i5-8350U @ 1.70 GHz (around 2.5 GHz at execution) +4 cores, 100% used + +- K2: 3.04s +- K3: 5.25s +- K4: 8.83s +- K5: 16.20s +- K6: 20.99s +- K7: 109.49s +- K8: 239.84s +- K9: 197.11s +- K10: 98.86s +- K11: 64.00s +- K12: 53.02s +- K13: 42.98s +- K14: 58.70s +- K15: 61.46s +- K16: 48.78s +- K17 failed at 64/100 + + +second time (80% cpu and sharing with another process) +- K2: 4.77s +- K3: 8.05s +- K4: 13.13s +- K5: 17.48s +- K6: 29.51s +- K7: 108.64s +- K8: 351.69s +- K9: 221.80s +- K10: 107.57s +- K11: 72.60s +- K12: 70.01s +- K13: 58.08s +- K14: 59.24s \ No newline at end of file diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k10.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k10.txt new file mode 100644 index 0000000..122001e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k10.txt @@ -0,0 +1,200 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k11.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k11.txt new file mode 100644 index 0000000..122001e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k11.txt @@ -0,0 +1,200 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k12.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k12.txt new file mode 100644 index 0000000..122001e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k12.txt @@ -0,0 +1,200 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k13.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k13.txt new file mode 100644 index 0000000..122001e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k13.txt @@ -0,0 +1,200 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k14.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k14.txt new file mode 100644 index 0000000..122001e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k14.txt @@ -0,0 +1,200 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k2.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k2.txt new file mode 100644 index 0000000..c3aaa70 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k2.txt @@ -0,0 +1,200 @@ +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k3.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k3.txt new file mode 100644 index 0000000..56baa43 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k3.txt @@ -0,0 +1,200 @@ +1 +1 +1 +1 +1 +7 +1 +1 +1 +1 +5 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +6 +1 +12 +1 +1 +1 +5 +1 +1 +3 +6 +1 +10 +1 +3 +1 +1 +1 +5 +1 +5 +1 +1 +1 +1 +1 +1 +1 +3 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +3 +2 +1 +1 +1 +1 +1 +1 +1 +5 +4 +7 +1 +1 +4 +1 +1 +1 +5 +1 +4 +6 +1 +1 +3 +3 +7 +5 +1 +1 +1 +1 +1 +1 +7 +1 +1 +1 +1 +3 +1 +1 +3 +1 +3 +2 +1 +11 +5 +1 +5 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +4 +4 +5 +1 +3 +7 +1 +1 +1 +1 +1 +4 +7 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +9 +1 +3 +1 +5 +6 +1 +1 +1 +3 +1 +1 +4 +1 +1 +2 +5 +1 +1 +1 +1 +1 +1 +1 +6 +1 +4 +4 +1 +4 +1 +1 +1 +1 +1 +6 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k4.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k4.txt new file mode 100644 index 0000000..1bfb943 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k4.txt @@ -0,0 +1,200 @@ +2 +1 +1 +1 +1 +1 +1 +2 +1 +2 +1 +1 +1 +1 +2 +1 +1 +11 +8 +1 +8 +2 +1 +1 +1 +2 +1 +1 +2 +1 +2 +9 +2 +1 +2 +8 +1 +2 +7 +7 +2 +9 +2 +1 +1 +1 +2 +2 +1 +8 +1 +15 +2 +2 +2 +1 +2 +1 +1 +3 +1 +9 +2 +3 +1 +1 +1 +9 +7 +6 +1 +2 +2 +2 +1 +1 +1 +11 +1 +1 +2 +1 +1 +2 +2 +1 +1 +2 +2 +1 +1 +1 +9 +1 +3 +3 +30 +14 +15 +11 +1 +2 +1 +2 +1 +1 +2 +14 +1 +10 +6 +3 +9 +13 +2 +1 +15 +1 +3 +2 +1 +2 +2 +2 +2 +7 +2 +1 +1 +3 +10 +6 +1 +2 +7 +6 +2 +8 +2 +1 +1 +1 +1 +3 +1 +1 +1 +2 +2 +2 +1 +2 +1 +2 +1 +10 +1 +1 +2 +1 +1 +1 +15 +8 +2 +2 +2 +3 +7 +1 +1 +7 +12 +1 +2 +7 +12 +1 +1 +3 +3 +6 +1 +1 +1 +1 +1 +8 +7 +1 +12 +2 +8 +7 +1 +3 +9 +8 +13 +11 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k5.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k5.txt new file mode 100644 index 0000000..87aca9e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k5.txt @@ -0,0 +1,200 @@ +2 +2 +2 +2 +10 +10 +2 +2 +16 +2 +2 +2 +2 +5 +6 +4 +3 +16 +2 +6 +2 +21 +3 +2 +37 +9 +3 +16 +18 +14 +2 +2 +20 +42 +18 +9 +7 +2 +2 +14 +35 +8 +2 +4 +2 +17 +2 +17 +2 +19 +35 +2 +7 +4 +32 +19 +9 +3 +4 +10 +11 +3 +20 +15 +2 +16 +2 +2 +11 +16 +32 +8 +2 +10 +6 +2 +15 +2 +20 +14 +38 +3 +2 +20 +2 +2 +4 +53 +2 +11 +23 +2 +2 +2 +5 +16 +17 +20 +28 +14 +2 +2 +2 +2 +2 +9 +16 +4 +2 +17 +3 +8 +16 +4 +19 +4 +2 +11 +2 +3 +2 +2 +4 +10 +7 +16 +10 +16 +9 +8 +2 +12 +7 +16 +2 +21 +13 +2 +15 +4 +4 +20 +11 +2 +5 +2 +7 +3 +13 +2 +17 +7 +58 +17 +42 +18 +20 +3 +2 +10 +3 +13 +6 +2 +15 +2 +11 +17 +2 +8 +3 +21 +14 +13 +8 +2 +2 +11 +3 +2 +2 +2 +18 +9 +19 +2 +30 +2 +14 +2 +9 +2 +13 +2 +20 +18 +3 +17 +20 +23 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k6.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k6.txt new file mode 100644 index 0000000..3bb0d8f --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k6.txt @@ -0,0 +1,200 @@ +7 +9 +8 +15 +18 +26 +23 +15 +21 +11 +15 +30 +10 +45 +7 +21 +11 +13 +8 +13 +13 +8 +13 +13 +34 +16 +11 +25 +12 +10 +13 +9 +27 +17 +24 +18 +30 +44 +33 +12 +10 +11 +21 +22 +14 +17 +24 +19 +30 +52 +7 +8 +14 +17 +19 +14 +7 +14 +21 +9 +30 +30 +21 +12 +18 +8 +17 +11 +7 +7 +18 +26 +14 +8 +16 +13 +8 +9 +13 +18 +7 +19 +24 +15 +31 +15 +12 +10 +17 +9 +7 +16 +14 +17 +21 +23 +18 +9 +14 +38 +14 +13 +12 +14 +9 +26 +13 +23 +19 +12 +9 +27 +9 +25 +9 +7 +15 +31 +19 +9 +26 +9 +18 +8 +18 +33 +11 +19 +11 +11 +56 +16 +13 +20 +17 +32 +19 +9 +19 +10 +12 +17 +18 +9 +13 +8 +12 +7 +11 +32 +11 +22 +10 +25 +30 +30 +7 +15 +7 +8 +15 +24 +20 +19 +22 +10 +9 +11 +19 +24 +11 +25 +15 +21 +18 +7 +9 +16 +25 +12 +13 +44 +10 +13 +9 +11 +22 +11 +26 +10 +9 +13 +12 +12 +8 +29 +8 +9 +22 +23 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k7.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k7.txt new file mode 100644 index 0000000..89bb5a1 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k7.txt @@ -0,0 +1,200 @@ +19 +22 +31 +-1 +21 +42 +-1 +23 +15 +15 +50 +19 +22 +26 +21 +17 +36 +43 +-1 +53 +28 +20 +18 +28 +54 +87 +25 +17 +30 +11 +20 +27 +17 +49 +16 +-1 +11 +24 +12 +36 +14 +23 +30 +18 +13 +46 +22 +17 +13 +26 +21 +17 +16 +13 +22 +12 +-1 +29 +23 +15 +113 +17 +-1 +43 +18 +23 +22 +12 +24 +35 +-1 +-1 +-1 +20 +57 +16 +27 +27 +13 +14 +35 +31 +31 +66 +22 +17 +36 +26 +20 +21 +15 +28 +21 +29 +27 +23 +-1 +-1 +-1 +-1 +10 +14 +18 +13 +28 +25 +26 +12 +24 +19 +39 +71 +28 +17 +16 +17 +16 +15 +16 +48 +35 +16 +29 +47 +28 +15 +11 +29 +19 +56 +55 +37 +25 +27 +26 +56 +41 +16 +27 +15 +45 +16 +27 +22 +16 +26 +20 +19 +32 +17 +21 +41 +19 +23 +19 +19 +21 +45 +28 +20 +18 +33 +24 +110 +21 +48 +72 +-1 +18 +45 +22 +23 +16 +45 +13 +29 +23 +45 +20 +42 +18 +16 +19 +32 +16 +57 +14 +20 +14 +30 +20 +30 +27 +13 +26 +27 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k8.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k8.txt new file mode 100644 index 0000000..c3f4643 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k8.txt @@ -0,0 +1,200 @@ +27 +18 +28 +-1 +-1 +-1 +-1 +220 +-1 +-1 +-1 +-1 +27 +-1 +24 +-1 +-1 +-1 +-1 +-1 +16 +-1 +19 +16 +-1 +-1 +-1 +25 +-1 +-1 +15 +34 +-1 +-1 +69 +16 +-1 +-1 +-1 +14 +39 +-1 +30 +24 +22 +267 +-1 +-1 +-1 +-1 +-1 +26 +-1 +34 +-1 +-1 +-1 +51 +-1 +61 +32 +-1 +-1 +-1 +19 +37 +23 +22 +55 +-1 +25 +-1 +-1 +27 +-1 +40 +-1 +-1 +21 +19 +38 +36 +-1 +15 +-1 +20 +-1 +26 +23 +24 +-1 +-1 +-1 +44 +-1 +36 +-1 +-1 +-1 +-1 +23 +25 +34 +-1 +-1 +-1 +-1 +32 +-1 +-1 +67 +31 +-1 +-1 +30 +-1 +-1 +-1 +-1 +15 +24 +29 +25 +38 +-1 +-1 +-1 +21 +29 +27 +-1 +59 +-1 +24 +21 +19 +22 +-1 +-1 +-1 +-1 +-1 +25 +17 +-1 +-1 +-1 +-1 +25 +-1 +48 +-1 +22 +-1 +-1 +15 +36 +-1 +30 +-1 +-1 +-1 +-1 +-1 +-1 +40 +22 +-1 +14 +-1 +29 +26 +-1 +31 +-1 +23 +-1 +22 +-1 +-1 +-1 +33 +23 +35 +25 +20 +-1 +-1 +30 +20 +-1 +-1 +29 +131 +24 +19 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k9.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k9.txt new file mode 100644 index 0000000..9ec5fdb --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_2x2_200_600gen_6popsize_k9.txt @@ -0,0 +1,200 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +30 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +35 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +18 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +21 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +19 +-1 +-1 +-1 +30 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k10.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k10.txt new file mode 100644 index 0000000..674ebd4 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k10.txt @@ -0,0 +1,200 @@ +92 +226 +139 +329 +-1 +-1 +-1 +-1 +-1 +206 +468 +-1 +88 +-1 +-1 +-1 +-1 +-1 +-1 +349 +-1 +-1 +-1 +156 +-1 +-1 +293 +-1 +90 +356 +-1 +409 +254 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +176 +247 +125 +69 +-1 +-1 +-1 +-1 +104 +-1 +-1 +-1 +168 +-1 +-1 +-1 +387 +-1 +-1 +-1 +-1 +-1 +-1 +393 +-1 +-1 +449 +327 +-1 +178 +208 +-1 +558 +75 +232 +346 +-1 +273 +223 +387 +-1 +-1 +-1 +333 +-1 +-1 +302 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +196 +-1 +-1 +-1 +-1 +194 +123 +138 +283 +174 +-1 +-1 +-1 +-1 +139 +-1 +-1 +301 +121 +269 +-1 +160 +-1 +167 +-1 +360 +55 +-1 +-1 +-1 +-1 +-1 +-1 +296 +-1 +306 +-1 +-1 +589 +74 +-1 +-1 +-1 +274 +142 +-1 +-1 +371 +197 +-1 +188 +304 +-1 +-1 +-1 +204 +63 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +461 +60 +-1 +468 +-1 +301 +-1 +-1 +351 +154 +-1 +304 +-1 +104 +558 +486 +-1 +230 +-1 +368 +-1 +-1 +-1 +101 +272 +-1 +-1 +-1 +-1 +248 +-1 +243 +391 +-1 +-1 +586 +561 +260 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k11.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k11.txt new file mode 100644 index 0000000..ed6c8d9 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k11.txt @@ -0,0 +1,200 @@ +418 +-1 +-1 +-1 +-1 +-1 +-1 +533 +-1 +411 +-1 +-1 +-1 +273 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +223 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +453 +-1 +-1 +-1 +-1 +-1 +485 +-1 +-1 +366 +284 +-1 +-1 +368 +161 +-1 +-1 +345 +-1 +130 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +325 +-1 +-1 +366 +-1 +-1 +-1 +-1 +-1 +336 +-1 +117 +-1 +-1 +-1 +-1 +94 +-1 +-1 +-1 +-1 +-1 +-1 +197 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +410 +-1 +-1 +168 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +537 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +110 +-1 +-1 +402 +466 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +365 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +156 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +143 +-1 +370 +-1 +-1 +325 +-1 +-1 +285 +-1 +433 +-1 +-1 +590 +-1 +-1 +-1 +-1 +561 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +540 +-1 +-1 +143 +-1 +389 +-1 +378 +-1 +-1 +-1 +107 +-1 +-1 +290 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k12.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k12.txt new file mode 100644 index 0000000..82ede9f --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k12.txt @@ -0,0 +1,200 @@ +253 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +263 +305 +-1 +-1 +-1 +-1 +339 +-1 +-1 +-1 +-1 +275 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +286 +-1 +-1 +-1 +-1 +294 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +221 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +524 +572 +-1 +547 +-1 +478 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +473 +363 +-1 +-1 +-1 +-1 +-1 +358 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +293 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +578 +-1 +-1 +502 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +291 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +333 +-1 +-1 +204 +-1 +-1 +-1 +555 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k13.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k13.txt new file mode 100644 index 0000000..1efcf13 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k13.txt @@ -0,0 +1,200 @@ +333 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +269 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +384 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +312 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +292 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +348 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +580 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +461 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +441 +522 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k14.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k14.txt new file mode 100644 index 0000000..72c5c2e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k14.txt @@ -0,0 +1,200 @@ +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +478 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +333 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +521 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k2.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k2.txt new file mode 100644 index 0000000..c3aaa70 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k2.txt @@ -0,0 +1,200 @@ +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k3.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k3.txt new file mode 100644 index 0000000..f79159e --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k3.txt @@ -0,0 +1,200 @@ +1 +1 +1 +1 +1 +1 +1 +1 +1 +3 +1 +1 +1 +1 +1 +1 +3 +4 +1 +1 +1 +1 +1 +5 +9 +1 +3 +2 +1 +4 +4 +1 +1 +1 +1 +8 +1 +14 +3 +1 +1 +4 +1 +8 +1 +1 +1 +1 +5 +1 +1 +3 +1 +1 +1 +1 +1 +1 +15 +1 +1 +4 +1 +4 +1 +1 +1 +4 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +6 +5 +1 +1 +1 +3 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +24 +4 +1 +14 +27 +2 +1 +1 +1 +1 +3 +1 +1 +3 +1 +5 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +6 +1 +1 +3 +8 +4 +1 +1 +1 +10 +1 +3 +1 +1 +1 +1 +1 +1 +3 +1 +15 +10 +3 +17 +4 +1 +1 +1 +1 +1 +1 +1 +7 +1 +1 +1 +1 +1 +1 +1 +1 +4 +1 +1 +1 +1 +3 +6 +1 +3 +1 +1 +1 +5 +1 +1 +1 +1 +1 +1 +3 +1 +7 +5 +1 +1 +1 +5 +3 +3 +5 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k4.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k4.txt new file mode 100644 index 0000000..0f8e6a3 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k4.txt @@ -0,0 +1,200 @@ +1 +1 +2 +1 +1 +1 +2 +1 +1 +2 +1 +1 +2 +1 +1 +8 +2 +16 +1 +1 +11 +10 +1 +2 +1 +4 +1 +1 +1 +1 +2 +1 +1 +1 +1 +38 +11 +28 +42 +18 +10 +8 +1 +1 +2 +1 +2 +1 +1 +9 +1 +2 +1 +1 +1 +2 +2 +2 +1 +3 +2 +40 +1 +3 +13 +1 +1 +1 +1 +3 +38 +2 +1 +11 +25 +10 +1 +7 +3 +8 +2 +2 +8 +34 +28 +27 +1 +11 +1 +1 +1 +1 +1 +2 +2 +2 +9 +10 +77 +60 +1 +2 +1 +1 +2 +1 +2 +2 +1 +1 +2 +1 +1 +1 +1 +1 +1 +3 +4 +9 +11 +1 +1 +1 +1 +1 +2 +14 +2 +1 +10 +1 +1 +2 +15 +2 +1 +1 +1 +3 +1 +1 +1 +1 +9 +2 +1 +15 +1 +24 +3 +1 +1 +6 +13 +1 +1 +13 +2 +19 +2 +15 +17 +1 +5 +2 +9 +16 +39 +11 +2 +2 +1 +3 +2 +1 +2 +1 +1 +4 +1 +1 +1 +1 +2 +2 +1 +3 +2 +1 +11 +1 +10 +1 +74 +79 +13 +44 +14 +36 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k5.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k5.txt new file mode 100644 index 0000000..5c55281 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k5.txt @@ -0,0 +1,200 @@ +2 +5 +7 +12 +17 +21 +10 +23 +12 +18 +2 +34 +2 +3 +4 +2 +2 +2 +5 +2 +2 +4 +3 +3 +5 +14 +4 +63 +5 +2 +2 +2 +2 +23 +2 +8 +4 +19 +2 +2 +2 +2 +22 +3 +41 +8 +12 +26 +5 +2 +9 +2 +2 +2 +9 +5 +8 +21 +2 +3 +78 +6 +12 +2 +2 +2 +44 +2 +2 +26 +8 +2 +99 +7 +6 +9 +75 +26 +6 +15 +2 +2 +2 +18 +26 +15 +2 +2 +2 +25 +2 +3 +2 +7 +4 +17 +12 +6 +24 +39 +2 +2 +2 +2 +4 +8 +6 +2 +10 +7 +2 +2 +17 +2 +18 +18 +6 +3 +2 +2 +16 +2 +34 +2 +7 +2 +2 +18 +2 +15 +46 +2 +2 +2 +2 +7 +2 +7 +2 +13 +7 +59 +29 +2 +2 +4 +26 +2 +2 +16 +2 +17 +6 +36 +19 +15 +18 +31 +2 +6 +5 +2 +2 +2 +18 +2 +75 +9 +2 +2 +3 +14 +23 +17 +25 +2 +2 +42 +55 +19 +2 +3 +2 +12 +5 +67 +17 +2 +2 +2 +2 +30 +2 +9 +6 +37 +17 +26 +229 +181 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k6.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k6.txt new file mode 100644 index 0000000..79e3113 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k6.txt @@ -0,0 +1,200 @@ +11 +15 +25 +16 +17 +28 +9 +17 +34 +19 +19 +19 +34 +15 +51 +8 +11 +48 +126 +9 +23 +11 +13 +9 +115 +139 +21 +42 +9 +17 +16 +21 +9 +16 +8 +51 +110 +25 +19 +12 +16 +25 +34 +22 +24 +28 +14 +18 +13 +39 +36 +19 +15 +16 +56 +44 +9 +18 +11 +35 +9 +23 +9 +29 +14 +8 +24 +36 +36 +22 +53 +23 +22 +61 +26 +17 +10 +9 +7 +10 +95 +8 +18 +31 +10 +7 +16 +7 +8 +25 +42 +27 +26 +7 +40 +47 +19 +25 +60 +139 +10 +11 +7 +29 +22 +28 +24 +42 +47 +18 +14 +42 +10 +32 +25 +12 +17 +8 +7 +16 +13 +21 +33 +39 +25 +84 +36 +10 +9 +18 +60 +36 +7 +10 +95 +33 +18 +38 +36 +18 +57 +45 +59 +190 +19 +46 +12 +33 +8 +47 +23 +9 +18 +9 +9 +14 +10 +24 +33 +13 +10 +12 +10 +38 +29 +15 +23 +31 +56 +59 +21 +25 +23 +7 +9 +43 +17 +35 +25 +9 +28 +26 +68 +15 +21 +19 +30 +24 +11 +62 +113 +21 +15 +19 +26 +121 +185 +198 +175 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k7.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k7.txt new file mode 100644 index 0000000..4b07dc3 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k7.txt @@ -0,0 +1,200 @@ +19 +23 +29 +68 +95 +46 +11 +14 +25 +84 +34 +170 +186 +43 +75 +14 +115 +178 +35 +18 +46 +114 +13 +91 +26 +241 +-1 +29 +22 +35 +-1 +-1 +497 +19 +64 +153 +46 +134 +22 +11 +105 +88 +19 +40 +14 +52 +20 +34 +149 +11 +77 +25 +15 +87 +-1 +43 +159 +24 +20 +56 +111 +17 +88 +168 +11 +22 +29 +347 +400 +31 +102 +62 +19 +69 +85 +89 +21 +111 +302 +126 +25 +333 +111 +21 +80 +65 +202 +22 +67 +29 +24 +38 +17 +-1 +35 +32 +66 +156 +-1 +-1 +22 +23 +33 +73 +53 +27 +134 +100 +179 +70 +11 +24 +18 +124 +26 +178 +12 +10 +34 +12 +191 +57 +24 +16 +82 +65 +228 +76 +13 +14 +107 +29 +19 +21 +95 +12 +17 +45 +19 +89 +319 +35 +165 +24 +28 +12 +17 +43 +34 +29 +39 +21 +23 +-1 +115 +29 +246 +-1 +24 +12 +11 +27 +32 +-1 +12 +27 +22 +13 +35 +14 +67 +66 +13 +205 +11 +22 +174 +19 +125 +20 +-1 +12 +-1 +52 +377 +440 +59 +126 +71 +46 +22 +27 +42 +122 +74 +108 +388 +-1 +-1 +501 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k8.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k8.txt new file mode 100644 index 0000000..34c9410 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k8.txt @@ -0,0 +1,200 @@ +35 +51 +52 +50 +34 +52 +158 +155 +304 +-1 +-1 +17 +-1 +245 +-1 +71 +80 +161 +-1 +147 +-1 +26 +16 +19 +-1 +47 +169 +152 +151 +36 +340 +99 +-1 +88 +69 +-1 +55 +196 +140 +22 +-1 +82 +120 +88 +48 +35 +232 +94 +127 +24 +270 +238 +183 +206 +27 +33 +193 +32 +92 +386 +150 +-1 +400 +32 +73 +52 +-1 +238 +-1 +204 +165 +63 +94 +-1 +152 +-1 +-1 +230 +257 +-1 +-1 +266 +42 +73 +61 +79 +-1 +105 +286 +87 +311 +26 +-1 +81 +-1 +533 +-1 +468 +569 +-1 +19 +19 +48 +44 +129 +208 +65 +22 +146 +42 +21 +52 +122 +390 +22 +-1 +48 +506 +-1 +51 +42 +274 +-1 +57 +135 +56 +139 +391 +17 +129 +369 +149 +98 +62 +62 +15 +14 +19 +-1 +308 +-1 +51 +228 +-1 +45 +175 +-1 +88 +-1 +183 +-1 +82 +24 +44 +319 +44 +-1 +101 +32 +38 +88 +200 +221 +33 +280 +17 +287 +149 +130 +421 +56 +139 +58 +41 +16 +44 +337 +-1 +176 +62 +103 +147 +136 +40 +335 +72 +102 +353 +14 +265 +66 +141 +-1 +-1 +333 +102 +236 +292 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k9.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k9.txt new file mode 100644 index 0000000..466e594 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_k9.txt @@ -0,0 +1,200 @@ +216 +362 +385 +67 +-1 +-1 +171 +198 +-1 +156 +-1 +-1 +67 +76 +83 +105 +-1 +296 +145 +302 +128 +226 +153 +-1 +225 +109 +109 +-1 +478 +-1 +98 +68 +165 +40 +-1 +97 +78 +124 +-1 +-1 +-1 +379 +-1 +63 +-1 +56 +146 +94 +-1 +-1 +75 +62 +-1 +127 +-1 +169 +-1 +54 +137 +253 +-1 +88 +423 +-1 +-1 +138 +-1 +-1 +-1 +37 +261 +353 +121 +-1 +98 +54 +-1 +95 +-1 +97 +117 +-1 +149 +50 +167 +-1 +360 +226 +118 +358 +482 +60 +49 +134 +228 +72 +-1 +-1 +580 +-1 +62 +209 +317 +157 +324 +210 +262 +-1 +-1 +-1 +-1 +76 +57 +270 +204 +203 +-1 +129 +-1 +228 +75 +-1 +-1 +-1 +-1 +240 +-1 +166 +96 +-1 +-1 +211 +-1 +-1 +96 +53 +-1 +443 +-1 +136 +-1 +51 +191 +-1 +312 +-1 +112 +-1 +-1 +-1 +75 +-1 +445 +-1 +278 +216 +-1 +64 +202 +412 +68 +-1 +-1 +47 +208 +163 +-1 +41 +109 +133 +-1 +177 +-1 +-1 +-1 +-1 +109 +326 +208 +109 +373 +71 +370 +215 +-1 +215 +-1 +-1 +154 +38 +160 +293 +111 +47 +-1 +203 +204 +-1 +-1 +-1 diff --git a/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_ktimes.txt b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_ktimes.txt new file mode 100644 index 0000000..f2b53f7 --- /dev/null +++ b/python/plots/how_many_generations/data_after_bug_fix/k_graphs/howManyGenerations_5x5_200_600gen_6popsize_ktimes.txt @@ -0,0 +1,26 @@ +CPU: i7-6700 @ 3.40 GHz (around 3.6 GHz at execution) +4 cores, 60% used + +- K2: 5.46s +- K3: 23.17s +- K4: 54.17s +- K5: 100.35s +- unknown + + +CPU: i5-8350U @ 1.70 GHz (around 2.5 GHz at execution) +4 cores, 80% used + +- K2: 3.13s +- K3: 11.70s +- K4: 44.09s +- K5: 108.74s +- K6: 232.39s +- K7: 521.61s +- K8: 3722.22s +- K9: 1655.97s +- K10: 2720.19s +- K11: 3210.61s +- K12: 3686.02s +- K13: 3449.03s +- K14: 4362.36s diff --git a/python/plots/how_many_generations/evolution.py b/python/plots/how_many_generations/evolution.py new file mode 100644 index 0000000..151e8f8 --- /dev/null +++ b/python/plots/how_many_generations/evolution.py @@ -0,0 +1,116 @@ +# Move this file to src/solver to start + +import logging +from random import random +from typing import Optional + +from src.embedding.embedding import Embedding +from src.graph.test_graph import TestGraph +from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams +from src.util.logging import init_logger +from tqdm import tqdm + +init_logger() +logger = logging.getLogger('evolution') + + +################################# Params ####################################### + +# Params used to generate "how_many_generations_nikolaus_10000" +# population_size=12 +# max_mutation_trials=30 +# mutation_extend_to_free_neighbors_probability=0.3 +# max_total = 10000 +# max_generations = 100 +# remove_redundancy_probability = 0.01 +# m = 2 # grid size +# n = 2 # grid size +# t = 4 # shore size + +params = EvolutionParams( + population_size=12, + max_mutation_trials=30, + mutation_extend_to_free_neighbors_probability=0.3 # should be <=0.5 +) + +max_total = 10000 +max_generations = 100 +remove_redundancy_probability = 0.01 + +# Chimera graph +m = 2 # grid size +n = 2 # grid size +t = 4 # shore size + + +################################ Setup ######################################## + +H = TestGraph.crossed_house() + + +############################### Evolution ###################################### + +def main_loop(): + with open('./out/how_many_generations.txt', 'w') as f: + for i in tqdm(range(max_total)): + logger.info('') + logger.info('#############') + logger.info('🎈 NEW MAIN 🎈') + logger.info('#############') + logger.info('') + logger.info(f'Calling main: {i}') + + generations_needed = main() + f.write(str(generations_needed) + '\n') + + +def main() -> int: + solver = EmbeddingSolver(H, m, n, t) + + # --- Init + solver.initialize_embedding() + + if solver.found_embedding(): + print('🎉 Directly found embedding after initialization') + return 0 + + # --- Start solver + for i in range(max_generations): + child = do_one_generation(i, solver) + + if not child: + logger.info('🔳 Stopping algorithm...') + return -1 + + solver.commit(child) + + # Check if done + if child.is_valid_embedding(): + child.remove_redundancy() + return i+1 + else: + logger.info('✅ Generation passed') + + return -1 + + +def do_one_generation(i: int, solver: EmbeddingSolver) -> Optional[Embedding]: + logger.info('') + logger.info(f'🔄 Generation: {i}') + + child = solver.generate_population_and_select(params) + if not child: + return None + + # Leave "room" on graph for next generation + if random() < remove_redundancy_probability: + child.remove_redundancy() + + return child + + +################################ Main ########################################## + + +if __name__ == "__main__": + main_loop() diff --git a/python/plots/how_many_generations/evolution_different_grid_sizes.py b/python/plots/how_many_generations/evolution_different_grid_sizes.py new file mode 100644 index 0000000..56eed06 --- /dev/null +++ b/python/plots/how_many_generations/evolution_different_grid_sizes.py @@ -0,0 +1,115 @@ +# Move this file to src/solver to start + +import logging +import multiprocessing +import time +from functools import partial +from random import random +from typing import Optional + +from src.embedding.embedding import Embedding +from src.graph.test_graph import TestGraph +from src.graph.undirected_graph import UndirectedGraphAdjList +from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams +from src.util.logging import init_logger +from tqdm import tqdm + +init_logger() +logger = logging.getLogger('evolution') + + +################################# Params ####################################### + +params = EvolutionParams( + population_size=12, + max_mutation_trials=30, + mutation_extend_to_free_neighbors_probability=0.3 # should be <=0.5 +) + +max_total = 100 +max_generations = 100 +remove_redundancy_probability = 0.01 + +# Chimera graph +t = 4 # shore size + + +############################### Evolution ###################################### + +def different_grid_sizes(): + for m in range(9, 10): + print(f'Started with grid size {m}x{m}') + + graph = TestGraph.k(8) + params = [graph, m] + + start_time = time.time() + start_multiprocessing(params, 'k8_different_grid_sizes') + duration = time.time() - start_time + print(f'Duration for grid size {m}x{m}: {duration} s') + + +def start_multiprocessing(params, name: str): + with multiprocessing.Pool() as pool: + # Multiprocessing + res = list(tqdm( + pool.imap_unordered(partial(do_once, params), range(max_total)), + total=max_total) + ) + + # Save to file + with open(f'./out/how_many_generations_{params[1]}x{params[1]}_{name}.txt', 'w') as f: + for generations_needed in res: + f.write(str(generations_needed) + '\n') + + +def do_once(params, j) -> int: + solver = EmbeddingSolver(params[0], params[1], params[1], t) + + # --- Init + solver.initialize_embedding() + + if solver.found_embedding(): + print('🎉 Directly found embedding after initialization') + return 0 + + # --- Start solver + for i in range(max_generations): + child = do_one_generation(i, solver) + + if not child: + logger.info('🔳 Stopping algorithm...') + return -1 + + solver.commit(child) + + # Check if done + if child.is_valid_embedding(): + child.remove_redundancy() + return i+1 + else: + logger.info('✅ Generation passed') + + return -1 + + +def do_one_generation(i: int, solver: EmbeddingSolver) -> Optional[Embedding]: + logger.info('') + logger.info(f'🔄 Generation: {i}') + + child = solver.generate_population_and_select(params) + if not child: + return None + + # Leave "room" on graph for next generation + if random() < remove_redundancy_probability: + child.remove_redundancy() + + return child + + +################################ Main ########################################## + + +if __name__ == "__main__": + different_grid_sizes() diff --git a/python/plots/how_many_generations/evolution_different_population_sizes.py b/python/plots/how_many_generations/evolution_different_population_sizes.py new file mode 100644 index 0000000..bc8864b --- /dev/null +++ b/python/plots/how_many_generations/evolution_different_population_sizes.py @@ -0,0 +1,115 @@ +# Move this file to src/solver to start + +import logging +import multiprocessing +import os +import time +from functools import partial +from random import random +from typing import Optional + +from src.embedding.embedding import Embedding +from src.graph.test_graph import TestGraph +from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams +from src.util.logging import init_logger +from tqdm import tqdm + +init_logger() +logger = logging.getLogger('evolution') + + +################################# Params ####################################### + +max_total = 100 +max_generations = 600 +remove_redundancy_probability = 0.01 + +# Chimera graph +m = 5 # grid size +n = 5 # grid size +t = 4 # shore size + + +############################### Evolution ###################################### + +def different_params(): + for population_size in range(1, 21): + print(f'Started population size {population_size}') + graph = TestGraph.k(8) + start_time = time.time() + start_multiprocessing((graph, population_size), f'k8_population_size_{population_size}') + duration = time.time() - start_time + print(f'Duration for population size {population_size}: {duration} s') + + +def start_multiprocessing(plot_params, name: str): + processes = multiprocessing.cpu_count() * int(os.getenv('CORE_PERCENTAGE', 75)) // 100 + with multiprocessing.Pool(processes) as pool: + # Multiprocessing + res = list(tqdm( + pool.imap_unordered(partial(do_once, plot_params), range(max_total)), + total=max_total) + ) + + # Save to file + with open(f'./out/how_many_generations_{m}x{n}_1000_600_max_gen_{name}.txt', 'w') as f: + for generations_needed in res: + f.write(str(generations_needed) + '\n') + + +def do_once(plot_params, j) -> int: + solver = EmbeddingSolver(plot_params[0], m, n, t) + + # --- Init + solver.initialize_embedding() + + if solver.found_embedding(): + print('🎉 Directly found embedding after initialization') + return 0 + + # --- Start solver + for i in range(max_generations): + child = do_one_generation(i, solver, plot_params) + + if not child: + logger.info('🔳 Stopping algorithm...') + return -1 + + solver.commit(child) + + # Check if done + if child.is_valid_embedding(): + child.remove_redundancy() + return i+1 + else: + logger.info('✅ Generation passed') + + return -1 + + +def do_one_generation(i: int, solver: EmbeddingSolver, plot_params) -> Optional[Embedding]: + logger.info('') + logger.info(f'🔄 Generation: {i}') + + evo_params = EvolutionParams( + population_size=plot_params[1], + max_mutation_trials=30, + mutation_extend_to_free_neighbors_probability=0.3 # should be <=0.5 + ) + + child = solver.generate_population_and_select(evo_params) + if not child: + return None + + # Leave "room" on graph for next generation + if random() < remove_redundancy_probability: + child.remove_redundancy() + + return child + + +################################ Main ########################################## + + +if __name__ == "__main__": + different_params() diff --git a/python/plots/how_many_generations/evolution_multiprocessing.py b/python/plots/how_many_generations/evolution_multiprocessing.py new file mode 100644 index 0000000..381716b --- /dev/null +++ b/python/plots/how_many_generations/evolution_multiprocessing.py @@ -0,0 +1,113 @@ +# Move this file to src/solver to start + +import logging +import multiprocessing +import time +from functools import partial +from random import random +from typing import Optional + +from src.embedding.embedding import Embedding +from src.graph.test_graph import TestGraph +from src.graph.undirected_graph import UndirectedGraphAdjList +from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams +from src.util.logging import init_logger +from tqdm import tqdm + +init_logger() +logger = logging.getLogger('evolution') + + +################################# Params ####################################### + +params = EvolutionParams( + population_size=12, + max_mutation_trials=30, + mutation_extend_to_free_neighbors_probability=0.3 # should be <=0.5 +) + +max_total = 1000 +max_generations = 100 +remove_redundancy_probability = 0.01 + +# Chimera graph +m = 5 # grid size +n = 5 # grid size +t = 4 # shore size + + +############################### Evolution ###################################### + +def do_all_k_graphs(): + for i in range(5, 13): + print(f'Started k{i}') + start_time = time.time() + start_multiprocessing(TestGraph.k(i), f'k{i}') + duration = time.time() - start_time + print(f'Duration for k{i}: {duration} s') + + +def start_multiprocessing(H: UndirectedGraphAdjList, name: str): + with multiprocessing.Pool() as pool: + # Multiprocessing + res = list(tqdm( + pool.imap_unordered(partial(do_once, H), range(max_total)), + total=max_total) + ) + + # Save to file + with open(f'./out/how_many_generations_{m}x{n}_{name}.txt', 'w') as f: + for generations_needed in res: + f.write(str(generations_needed) + '\n') + + +def do_once(H: UndirectedGraphAdjList, i) -> int: + solver = EmbeddingSolver(H, m, n, t) + + # --- Init + solver.initialize_embedding() + + if solver.found_embedding(): + print('🎉 Directly found embedding after initialization') + return 0 + + # --- Start solver + for i in range(max_generations): + child = do_one_generation(i, solver) + + if not child: + logger.info('🔳 Stopping algorithm...') + return -1 + + solver.commit(child) + + # Check if done + if child.is_valid_embedding(): + child.remove_redundancy() + return i+1 + else: + logger.info('✅ Generation passed') + + return -1 + + +def do_one_generation(i: int, solver: EmbeddingSolver) -> Optional[Embedding]: + logger.info('') + logger.info(f'🔄 Generation: {i}') + + child = solver.generate_population_and_select(params) + if not child: + return None + + # Leave "room" on graph for next generation + if random() < remove_redundancy_probability: + child.remove_redundancy() + + return child + + +################################ Main ########################################## + + +if __name__ == "__main__": + do_all_k_graphs() diff --git a/python/plots/how_many_generations/evolution_multiprocessing_env.py b/python/plots/how_many_generations/evolution_multiprocessing_env.py new file mode 100644 index 0000000..31e9c9b --- /dev/null +++ b/python/plots/how_many_generations/evolution_multiprocessing_env.py @@ -0,0 +1,117 @@ +# Move this file to src/solver to start +# This is a file used for docker with environment variables + +import logging +import multiprocessing +import os +import time +from functools import partial +from random import random +from typing import Optional + +from src.embedding.embedding import Embedding +from src.graph.test_graph import TestGraph +from src.graph.undirected_graph import UndirectedGraphAdjList +from src.solver.embedding_solver import EmbeddingSolver, EvolutionParams +from src.util.logging import init_logger +from tqdm import tqdm + +init_logger() +logger = logging.getLogger('evolution') + + +################################# Params ####################################### + +params = EvolutionParams( + population_size=int(os.getenv('POPULATION_SIZE', 4)), + max_mutation_trials=int(os.getenv('MAX_MUTATION_TRIALS', 30)), + mutation_extend_to_free_neighbors_probability=int( + os.getenv('PROB_EXTEND_TO_FREE_NEIGHBOR', 0.11)) # should be <=0.5 +) + +max_total = int(os.getenv('MAX_TOTAL', 1000)) +max_generations = int(os.getenv('MAX_GENERATIONS', 600)) +remove_redundancy_probability = int(os.getenv('PROB_REMOVE_REDUNDANCY', 0.01)) + +# Chimera graph +m = int(os.getenv('GRID_M', 5)) # grid size +n = int(os.getenv('GRID_N', 5)) # grid size +t = 4 # shore size + + +############################### Evolution ###################################### + +def do_all_k_graphs(): + for i in range(int(os.getenv('K_MIN', 5)), int(os.getenv('K_MAX', 30)) + 1): + print(f'Started k{i}') + start_time = time.time() + start_multiprocessing(TestGraph.k(i), f'k{i}') + duration = time.time() - start_time + print(f'Duration for k{i}: {duration}') + + +def start_multiprocessing(H: UndirectedGraphAdjList, name: str): + processes = multiprocessing.cpu_count() * int(os.getenv('CORE_PERCENTAGE', 90)) // 100 + with multiprocessing.Pool(processes) as pool: + # Multiprocessing + res = list(tqdm( + pool.imap_unordered(partial(do_once, H), range(max_total)), + total=max_total) + ) + + # Save to file + with open(f'./out/howManyGenerations_{m}x{n}_{max_total}_{max_generations}gen_{params.population_size}popsize_{name}.txt', 'w') as f: + for generations_needed in res: + f.write(str(generations_needed) + '\n') + + +def do_once(H: UndirectedGraphAdjList, i) -> int: + solver = EmbeddingSolver(H, m, n, t) + + # --- Init + solver.initialize_embedding() + + if solver.found_embedding(): + print('🎉 Directly found embedding after initialization') + return 0 + + # --- Start solver + for i in range(max_generations): + child = do_one_generation(i, solver) + + if not child: + logger.info('🔳 Stopping algorithm...') + return -1 + + solver.commit(child) + + # Check if done + if child.is_valid_embedding(): + child.remove_redundancy() + return i+1 + else: + logger.info('✅ Generation passed') + + return -1 + + +def do_one_generation(i: int, solver: EmbeddingSolver) -> Optional[Embedding]: + logger.info('') + logger.info(f'🔄 Generation: {i}') + + child = solver.generate_population_and_select(params) + if not child: + return None + + # Leave "room" on graph for next generation + if random() < remove_redundancy_probability: + child.remove_redundancy() + + return child + + +################################ Main ########################################## + + +if __name__ == "__main__": + do_all_k_graphs() diff --git a/python/plots/how_many_generations/how_many_embedded.py b/python/plots/how_many_generations/how_many_embedded.py new file mode 100644 index 0000000..61f6d46 --- /dev/null +++ b/python/plots/how_many_generations/how_many_embedded.py @@ -0,0 +1,63 @@ +import matplotlib.pyplot as plt +import matplotlib.ticker as ticker +import numpy as np + +names = [str(i) for i in range(1, 8)] +embedded = [] +average_generations = [] + +# --- Prepare data +for name in names: + filename = f'./data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize{name}.txt' + with open(filename, 'r') as f: + data = f.read().splitlines() + data = [int(value) for value in data] + # unique, counts = np.unique(data, return_counts=True) + embedded.append(100 - data.count(-1)) + + data_embedded = [value for value in data if value != -1] + average_generations.append(np.average(data_embedded)) + + +# --- Plot setup +plt.rcParams.update({ + "text.usetex": True, + "font.family": "Helvetica" +}) + +# https://stackoverflow.com/a/39566040/9655481 +MEDIUM_SIZE = 8 +MEDIUM_SIZE = 14 +BIGGER_SIZE = 16 + +plt.rc('font', size=MEDIUM_SIZE) # controls default text sizes +plt.rc('axes', titlesize=MEDIUM_SIZE) # fontsize of the axes title +plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels +plt.rc('xtick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('ytick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('legend', fontsize=MEDIUM_SIZE) # legend fontsize +plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title + + +# --- Plot +color = '#E53054' +fig, ax = plt.subplots(figsize=(10, 6)) +ax.set_ylabel('Occurrences of valid embeddings') +ax.set_xlabel('Probability of using the "extend to free neighbor" mutation') +ax.set_ylim(0, 100) +# ax.xaxis.set_major_locator(ticker.MultipleLocator(5)) +# ax.xaxis.set_minor_locator(ticker.MultipleLocator(1)) +ax.plot(names, embedded, color, marker='o') + +# Write average number of generations needed next to data point +# https://queirozf.com/entries/add-labels-and-text-to-matplotlib-plots-annotation-examples +for i, v in enumerate(average_generations): + ax.annotate(str(round(v, 0)), + (i, embedded[i]), + textcoords='offset points', + xytext=(0, -22), + horizontalalignment='center') + +# ax.set_title('Generations needed for the crossed house puzzle') +plt.tight_layout() +plt.show() diff --git a/python/plots/how_many_generations/how_many_embedded_and_generations.py b/python/plots/how_many_generations/how_many_embedded_and_generations.py new file mode 100644 index 0000000..d6c9d4a --- /dev/null +++ b/python/plots/how_many_generations/how_many_embedded_and_generations.py @@ -0,0 +1,106 @@ +import matplotlib.pyplot as plt +import matplotlib.ticker as ticker +import numpy as np + +names = [str(i) for i in range(2, 15)] +# names = np.linspace(0.0, 1.0, num=20) +# names = [str(round(v, 2)) for v in names] +# names.append('0.22') +# names.append('0.24') +# names.append('0.27') +# names.append('0.29') +# names.append('0.31') +# names.append('0.33') +# names.append('0.36') +# names.append('0.38') +# names.append('0.4') + +embedded = [] +average_generations = [] +max_total = 300 + +# --- Prepare data +for name in names: + # filename = f'./data_after_bug_fix/k8_popsize/howManyGenerations_5x5_10_600gen_k8popsize{name}.txt' + # filename = f'./data_after_bug_fix/k8_probabilities_free/howManyGenerations_5x5_20_600gen_k80.0-0.2prob{name}.txt' + # filename = f'./data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k{name}.txt' + # filename = f'./data_after_bug_fix/k8_probabilities_free/server-run/howManyGenerations_5x5_300_600gen_k8prob{name}.txt' + filename = f'./data_after_bug_fix/k8_popsize/server-run/howManyGenerations_5x5_300_600gen_k8popsize{name}.txt' + with open(filename, 'r') as f: + data = f.read().splitlines() + data = [int(value) for value in data] + # unique, counts = np.unique(data, return_counts=True) + embedded.append(max_total - data.count(-1)) + + data_embedded = [value for value in data if value != -1] + average_generations.append(np.average(data_embedded)) + + +# --- Plot setup +plt.rcParams.update({ + "text.usetex": True, + "font.family": "Helvetica" +}) + +# https://stackoverflow.com/a/39566040/9655481 +MEDIUM_SIZE = 8 +MEDIUM_SIZE = 14 +BIGGER_SIZE = 16 + +plt.rc('font', size=MEDIUM_SIZE) # controls default text sizes +plt.rc('axes', titlesize=MEDIUM_SIZE) # fontsize of the axes title +plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels +plt.rc('xtick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('ytick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('legend', fontsize=MEDIUM_SIZE) # legend fontsize +plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title + + +# --- Plot +fig, ax = plt.subplots(figsize=(11, 6)) +ax.set_xlabel('Population size') +# ax.set_xlabel('Probability for "extend to free neighbors" heuristic') +# ax.set_xlabel('K graph') + +# Average generations +color_blue = '#2981B3' +# color_blue = '#2EB4FF' +ax.set_ylabel('Average number of generations needed', color=color_blue) +# ax.plot(names, average_generations, color=color_blue, marker='o') +ax.bar(names, average_generations, color=color_blue, fill=False, edgecolor=color_blue) +ax.tick_params(axis='y', labelcolor=color_blue) + + +ax2 = ax.twinx() +# Number embedded +color_red = '#E53054' +# color_red = '#FF4A6D' +ax2.set_ylabel('Occurrences of valid embeddings', color=color_red) +ax2.set_ylim(0, max_total+5) +# ax.xaxis.set_major_locator(ticker.MultipleLocator(5)) +# ax.xaxis.set_minor_locator(ticker.MultipleLocator(1)) +ax2.plot(names, embedded, color=color_red, marker='o') +ax2.tick_params(axis='y', labelcolor=color_red) + + +# Write average number of generations needed next to data point +# https://queirozf.com/entries/add-labels-and-text-to-matplotlib-plots-annotation-examples +for i, embedded_count in enumerate(embedded): + percent_embedded = round(embedded_count / max_total * 100, 2) + ax2.annotate(f'{percent_embedded}\,\%', + (i, embedded_count), + textcoords='offset points', + xytext=(16, 10), + horizontalalignment='center', + color=color_red, + fontsize=14) +# for i, v in enumerate(average_generations): +# ax.annotate(str(round(v, 0)), +# (i, embedded[i]), +# textcoords='offset points', +# xytext=(0, -22), +# horizontalalignment='center') + +# ax.set_title('Generations needed for the crossed house puzzle') +plt.tight_layout() +plt.show() diff --git a/python/plots/how_many_generations/how_many_generations.py b/python/plots/how_many_generations/how_many_generations.py new file mode 100644 index 0000000..abdaeea --- /dev/null +++ b/python/plots/how_many_generations/how_many_generations.py @@ -0,0 +1,45 @@ +import matplotlib.pyplot as plt +import matplotlib.ticker as ticker +import numpy as np + +# --- Prepare data +with open('./data/how_many_generations_5x5_k6.txt', 'r') as f: + data = f.read().splitlines() + data = [int(value) for value in data] + +unique, counts = np.unique(data, return_counts=True) + + +# --- Plot setup +plt.rcParams.update({ + "text.usetex": True, + "font.family": "Helvetica" +}) + +# https://stackoverflow.com/a/39566040/9655481 +MEDIUM_SIZE = 8 +MEDIUM_SIZE = 10 +BIGGER_SIZE = 12 + +plt.rc('font', size=MEDIUM_SIZE) # controls default text sizes +plt.rc('axes', titlesize=MEDIUM_SIZE) # fontsize of the axes title +plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels +plt.rc('xtick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('ytick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('legend', fontsize=MEDIUM_SIZE) # legend fontsize +plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title + + +# --- Plot +fig, ax = plt.subplots(figsize=(10, 6)) +ax.axhline(0, color='grey', linewidth=0.8) +ax.set_ylabel('Scores', fontsize=18) +ax.set_ylabel('Occurrences') +ax.set_xlabel('Generations needed', fontsize=18) +ax.xaxis.set_major_locator(ticker.MultipleLocator(5)) +ax.xaxis.set_minor_locator(ticker.MultipleLocator(1)) +ax.bar(unique, counts) + +# ax.set_title('Generations needed for the crossed house puzzle') +plt.tight_layout() +plt.show() diff --git a/python/plots/how_many_generations/how_many_generations_all.py b/python/plots/how_many_generations/how_many_generations_all.py new file mode 100644 index 0000000..3233d65 --- /dev/null +++ b/python/plots/how_many_generations/how_many_generations_all.py @@ -0,0 +1,104 @@ +from collections import namedtuple + +import matplotlib.pyplot as plt +import matplotlib.ticker as ticker +import numpy as np + +names = [str(i) for i in range(6, 14)] + + +# --- Prepare data +Data = namedtuple('Data', ['unique', 'counts']) +datas = [] +for name in names: + # filename = f'./data/population_size_100_runs/how_many_generations_5x5_100_600_max_gen_k8_population_size_{name}.txt' + filename = f'./data_after_bug_fix/k_graphs/howManyGenerations_16x16_100_600gen_6popsize_k{name}.txt' + with open(filename, 'r') as f: + data = f.read().splitlines() + data = [int(value) for value in data] + unique, counts = np.unique(data, return_counts=True) + datas.append(Data(unique, counts)) + + +# --- Plot setup +plt.rcParams.update({ + "text.usetex": True, + "font.family": "Helvetica" +}) + +# https://stackoverflow.com/a/39566040/9655481 +MEDIUM_SIZE = 8 +MEDIUM_SIZE = 14 +BIGGER_SIZE = 16 + +plt.rc('font', size=MEDIUM_SIZE) # controls default text sizes +plt.rc('axes', titlesize=MEDIUM_SIZE) # fontsize of the axes title +plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels +plt.rc('axes', titlesize=BIGGER_SIZE) # fontsize of the x and y labels +plt.rc('xtick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('ytick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('legend', fontsize=MEDIUM_SIZE) # legend fontsize +# plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title + + +# --- Plot +rows = 2 +cols = 4 +fig, axs = plt.subplots(rows, cols, figsize=(14, 9)) + +i = 0 +for r in range(rows): + for c in range(cols): + ax = axs[r, c] + + if i == len(datas): + break + + # color = '#2981B3' + color = '#E53054' + ax.bar(datas[i][0], datas[i].counts, color=color) + # ax.axhline(0, color='grey', linewidth=0.8) + # ax.set_title(f'population size {names[i]}') + ax.set_title(f'$K_{{{names[i]}}}$') + + # Same scale for most subfigures + # maximum = max(datas[i].unique) + # print(maximum) + # if maximum < 100: + # ax.set_xlim(-5, 100) + + ax.set_xlim(left=-5) + if i >= 2: + ax.set_xlim(left=-30) + + # major = 5 if max(datas[i].unique) <= 60 else 10 + # ax.xaxis.set_major_locator(ticker.MultipleLocator(major)) + + # minor = 1 if max(datas[i].unique) <= 60 else 5 + # ax.xaxis.set_minor_locator(ticker.MultipleLocator(minor)) + + # https://stackoverflow.com/a/38096332/9655481 + ax.yaxis.get_major_locator().set_params(integer=True) + ax.xaxis.set_minor_locator(ticker.AutoMinorLocator()) + ax.yaxis.set_minor_locator(ticker.AutoMinorLocator()) + + # y_max = 60 if r == 0 else 70 + # ax.set_ylim(top=75) + # if max(datas[i].counts) >= 70: + # ax.set_ylim(top=90) + # else: + # ax.set_ylim(top=75) + # ax.set_xlim(0, 100) + + i += 1 + +# Label +# axs[0, 0].set_xlim(-5, 20) + +axs[1, 0].set_ylabel('Occurrences') +axs[1, 0].set_xlabel('Generations needed') + +# ax.set_title('Generations needed for the crossed house puzzle') +plt.subplots_adjust(left=0.05, top=0.96, right=0.98, bottom=0.06, hspace=0.3, wspace=0.25) +# plt.tight_layout(pad=0.2, w_pad=0.1, h_pad=0.1, rect=(0.05, 0.05, 0.95, 0.95)) +plt.show() diff --git a/python/requirements.txt b/python/requirements.txt new file mode 100644 index 0000000..5ab1bca --- /dev/null +++ b/python/requirements.txt @@ -0,0 +1,5 @@ +dwave-networkx==0.8.10 +matplotlib==3.4.3 +networkx==2.6.3 +numpy==1.19.3 +tqdm==4.62.3 \ No newline at end of file diff --git a/python/src/drawing/draw.py b/python/src/drawing/draw.py index 71fa783..bb6dba0 100644 --- a/python/src/drawing/draw.py +++ b/python/src/drawing/draw.py @@ -20,7 +20,11 @@ def __init__(self, m, n, t): # https://matplotlib.org/stable/gallery/subplots_axes_and_figures/figure_size_units.html self.px = 1/plt.rcParams['figure.dpi'] # pixel in inches - plt.rcParams.update({'axes.titlesize': 24}) + plt.rcParams.update({ + 'axes.titlesize': 22, + 'text.usetex': False, + 'font.family': 'Helvetica' + }) self.col = 0 self.m = m @@ -123,7 +127,7 @@ def show_embedding(self): def draw_whole_embedding_step(self, nodes: set[int], edges: set[tuple[int, int, int]], mapping_G_to_H, title=''): self.init_figure() - self.fig.suptitle(title, fontsize=20) + self.fig.suptitle(title, fontsize=16) self.draw_chimera_and_embedding(nodes, edges, mapping_G_to_H) self.total_steps += 1 diff --git a/python/src/drawing/node_colors.py b/python/src/drawing/node_colors.py index 67d9222..8db660f 100644 --- a/python/src/drawing/node_colors.py +++ b/python/src/drawing/node_colors.py @@ -1,24 +1,23 @@ -import random - -supernode_colors = set(['#55C1D9', '#F29E38', '#F23827', '#D748F5', '#39DBC8', - '#F5428A', '#3CDE73', '#11F0EB', '#7D2EFF', '#DBDE5D', - '#3A2CE0', '#DE6E31', '#E0165C']) +supernode_colors = [ + '#FF4A6D', '#2EB4FF', '#FF8C36', '#2BD8B7', '#AE1CFF', + '#2BC2D6', '#DBDE5D', '#11F0EB', '#7D2EFF', '#2B76EF', + '#E0165C', '#3CDE73', '#F23827', '#F29E38', '#D33EDB', + '#0EA54E' +] remember_colors = dict() -used_colors = set() +i = 0 def get_supernode_color(node_H: int): - global used_colors + global i if node_H in remember_colors: return remember_colors[node_H] - # Choose random color - color = random.choice(list(supernode_colors - used_colors)) # "left-over" colors + # Choose color and remember it + color = supernode_colors[i % len(supernode_colors)] remember_colors[node_H] = color - used_colors.add(color) - if len(used_colors) == len(supernode_colors): - used_colors = [] # reset used colors when every color was used once + i += 1 return color diff --git a/python/src/embedding/embedding.py b/python/src/embedding/embedding.py index 6c27095..70ae8d7 100644 --- a/python/src/embedding/embedding.py +++ b/python/src/embedding/embedding.py @@ -167,7 +167,7 @@ def get_supernode_degree_percentages(self) -> dict[int, float]: for source_H in self.H.get_nodes(): expected_degree = len(self.H.get_neighbor_nodes(source_H)) actual_degree = len(self.G_embedding_view.get_neighbor_nodes(source_H)) - degree_percentages[source_H] = actual_degree / expected_degree + degree_percentages[source_H] = min(1.0, actual_degree / expected_degree) return degree_percentages def _get_supernode_sizes(self) -> dict[int, int]: diff --git a/python/src/results/degree_percentage.py b/python/src/results/degree_percentage.py index c1584a5..74d1f12 100644 --- a/python/src/results/degree_percentage.py +++ b/python/src/results/degree_percentage.py @@ -1,6 +1,7 @@ import csv import matplotlib.pyplot as plt +import matplotlib.ticker as ticker from src.drawing.node_colors import get_supernode_color from src.embedding.embedding import Embedding @@ -8,6 +9,24 @@ # https://stackoverflow.com/a/7389998 # https://stackoverflow.com/a/10944967 plt.ion() +plt.rcParams.update({ + 'axes.titlesize': 22, + 'text.usetex': True, + 'font.family': 'Helvetica' +}) + +# https://stackoverflow.com/a/39566040/9655481 +MEDIUM_SIZE = 8 +MEDIUM_SIZE = 14 +BIGGER_SIZE = 16 + +plt.rc('font', size=MEDIUM_SIZE) # controls default text sizes +plt.rc('axes', titlesize=MEDIUM_SIZE) # fontsize of the axes title +plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels +plt.rc('xtick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('ytick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('legend', fontsize=MEDIUM_SIZE) # legend fontsize +plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title class DegreePercentageData(): @@ -55,10 +74,13 @@ def _setup_plot(self): # Autoscale on unknown axis and known lims on the other self.ax.set_autoscaley_on(True) + self.ax.set_ylim(0.0, 1.1) + self.ax.xaxis.set_major_locator(ticker.MultipleLocator(1)) # self.ax.set_xlim(0, 100) self.ax.grid() + plt.tight_layout() plt.show(block=False) def _update_plot(self, generation, values): @@ -71,7 +93,7 @@ def _update_plot(self, generation, values): prior_values = values[:i] count_v = prior_values.count(v) if count_v: - v += 0.005 * count_v + v += 0.010 * count_v self.y_percentage_datas[i].append(v) # Update data (with the new *and* the old points) diff --git a/python/src/results/selection_chances.py b/python/src/results/selection_chances.py index 63c1f8e..06ec52a 100644 --- a/python/src/results/selection_chances.py +++ b/python/src/results/selection_chances.py @@ -8,22 +8,45 @@ p2 = np.fromstring(line2[1:-1], sep=' ') x = np.arange(len(p1)) +# --- Plot setup +plt.rcParams.update({ + "text.usetex": True, + "font.family": "Helvetica" +}) + +# https://stackoverflow.com/a/39566040/9655481 +MEDIUM_SIZE = 8 +MEDIUM_SIZE = 18 +BIGGER_SIZE = 20 + +plt.rc('font', size=MEDIUM_SIZE) # controls default text sizes +plt.rc('axes', titlesize=MEDIUM_SIZE) # fontsize of the axes title +plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels +plt.rc('xtick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('ytick', labelsize=MEDIUM_SIZE) # fontsize of the tick labels +plt.rc('legend', fontsize=MEDIUM_SIZE) # legend fontsize +plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title + width = 0.35 # the width of the bars fig, ax = plt.subplots(figsize=(14, 11)) -rects1 = ax.bar(x - width/2, p1, width, label='without increase') -rects2 = ax.bar(x + width/2, p2, width, label='with increase for small supernodes') +color_blue = '#2981B3' +color_red = '#E53054' +rects1 = ax.bar(x - width/2, p1, width, label='without increase', color=color_blue) +rects2 = ax.bar(x + width/2, p2, width, + label='with increase for small super vertices', color=color_red) -ax.set_xticks(x, x) +# ax.set_xticks(x, x) ax.legend() -ax.set_ylim(0, 0.2) +ax.set_ylim(0, 0.5) ax.bar_label(rects1, padding=3) ax.bar_label(rects2, padding=3) # fig.tight_layout() -plt.xlabel('Supernode') -plt.ylabel('Chance of selecting the supernode') -plt.title('Selection chances') +plt.xlabel('Super vertex') +plt.ylabel('Chance of selecting the super vertex') +# plt.title('Selection chances') +plt.tight_layout() plt.show() # plt.ylim(0, 0.2) diff --git a/python/src/solver/evolution.py b/python/src/solver/evolution.py index 2e4a68e..6fdc161 100644 --- a/python/src/solver/evolution.py +++ b/python/src/solver/evolution.py @@ -31,14 +31,14 @@ remove_redundancy_probability = 0.01 # Chimera graph -m = 5 # grid size -n = 5 # grid size +m = 2 # grid size +n = 2 # grid size t = 4 # shore size ################################ Setup ######################################## -H = TestGraph.k(12) +H = TestGraph.crossed_house() solver = EmbeddingSolver(H, m, n, t) dp = DegreePercentageData(len(H.get_nodes())) @@ -80,8 +80,9 @@ def main(d: DrawEmbedding) -> bool: # --- Init solver.initialize_embedding() - save_embedding(*solver.get_embedding(), d, -1, + save_embedding(*solver.get_embedding(), d, 'initial', title=f'Initial embedding') + dp.save_current_degree_percentages(-1, solver._embedding) if solver.found_embedding(): logger.info('🎉 Directly found embedding after initialization') @@ -105,10 +106,10 @@ def main(d: DrawEmbedding) -> bool: solver.commit(child) # Save embedding every x steps - save_embedding_steps = 50 + save_embedding_steps = 1 if (i % save_embedding_steps == 0) \ or (i == max_generations - 2) or (i == max_generations - 1): - save_embedding(*solver.get_embedding(), d, i, + save_embedding(*solver.get_embedding(), d, str(i), title=f'Generation {i}') # Save degree percentage data @@ -116,8 +117,10 @@ def main(d: DrawEmbedding) -> bool: # Check if done if child.is_valid_embedding(): + save_embedding(*solver.get_embedding(), d, str(i), + title=f'Generation {i} (final)') child.remove_redundancy() - save_embedding(*solver.get_embedding(), d, i, + save_embedding(*solver.get_embedding(), d, f'{i}final', title=f'Generation {i} (final with redundancy removed)') logger.info('🎉🎉🎉🎉🎉🎉 Found embedding') print('🎉🎉🎉🎉🎉🎉 Found embedding') @@ -156,7 +159,7 @@ def output_embedding(nodes, edges, mapping_G_to_H, d: DrawEmbedding): def save_embedding(nodes: set[int], edges: set[tuple[int, int, int]], - mapping_G_to_H, d: DrawEmbedding, i: int, title=''): + mapping_G_to_H, d: DrawEmbedding, i: str, title=''): logger.info('') logger.info('🎈 Current embedding') logger.info(f'edges: {edges}') diff --git a/python/src/solver/supernode_extension.py b/python/src/solver/supernode_extension.py index 2670f14..9ffcfde 100644 --- a/python/src/solver/supernode_extension.py +++ b/python/src/solver/supernode_extension.py @@ -79,8 +79,12 @@ def _choose_random_supernode_with_bias(self) -> int: # Calculate selection chances selection_chances = np.array([(1-p) for p in degree_percentages.values()]) selection_chances_without_increase = np.copy(selection_chances) - selection_chances_without_increase *= 1 / \ - np.sum(selection_chances_without_increase) + + # Norm + sum = np.sum(selection_chances_without_increase) + if sum != 0: + selection_chances_without_increase *= 1 / \ + np.sum(selection_chances_without_increase) selection_chances += increases selection_chances *= 1 / np.sum(selection_chances) self.selection_chances = selection_chances @@ -130,7 +134,7 @@ def extend_random_supernode(self) -> Optional[Embedding]: for shifted_target in target_free_neighbors: logger.info(f'▶ Try out shifted target on node: {shifted_target}') p = TargetParams(target, target_supernode, shifted_target, target_neighbors) - res = self._construct_supernode_with_shifted_target(playground, source, p) + res = self._construct_supernode_with_shifted_target(source, p) if res: return res @@ -145,7 +149,6 @@ def _choose_random_embedded_node(self) -> int: return node def _construct_supernode_with_shifted_target(self, - playground: Embedding, source: int, p: TargetParams) -> Optional[Embedding]: """Tries to embed the shifted target, so that the node placement is viable. @@ -155,6 +158,7 @@ def _construct_supernode_with_shifted_target(self, - ``target`` - ``shifted_target`` - ``shifted_target`` - ``target_neighbors`` (all embedded ``target`` neighbors) """ + playground = self._embedding.get_playground() # Get reachable neighbors # has to be calculated prior to supernode handover (!) shifted_target_reachable = playground.get_reachable_neighbors(p.shifted_target) From 93aee45a8a5fc5daed24cb6e9c6faa0a09984ffb Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Tue, 17 May 2022 09:46:29 +0200 Subject: [PATCH 13/15] Bump numpy from 1.19.3 to 1.21.0 in /python (#23) Bumps [numpy](https://github.com/numpy/numpy) from 1.19.3 to 1.21.0. - [Release notes](https://github.com/numpy/numpy/releases) - [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst.txt) - [Commits](https://github.com/numpy/numpy/compare/v1.19.3...v1.21.0) --- updated-dependencies: - dependency-name: numpy dependency-type: direct:production ... Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- python/requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/python/requirements.txt b/python/requirements.txt index 5ab1bca..485c755 100644 --- a/python/requirements.txt +++ b/python/requirements.txt @@ -1,5 +1,5 @@ dwave-networkx==0.8.10 matplotlib==3.4.3 networkx==2.6.3 -numpy==1.19.3 +numpy==1.21.0 tqdm==4.62.3 \ No newline at end of file From 9ca4beba35f5441781444b3ea4f64bc0ea2aeeac Mon Sep 17 00:00:00 2001 From: keksklauer4 Date: Mon, 4 Jul 2022 23:53:07 +0200 Subject: [PATCH 14/15] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 81defa1..8c70e62 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# majorminer +# graph-embedder [![Documentation Status](https://readthedocs.org/projects/majorminer/badge/?version=latest)](https://majorminer.readthedocs.io/en/latest/?badge=latest) From 352de1e90676bbfb4faea77b119bfc7a9e2b64fc Mon Sep 17 00:00:00 2001 From: i518183 Date: Mon, 4 Jul 2022 15:04:29 -0700 Subject: [PATCH 15/15] Added Studienarbeit --- .gitignore | 2 ++ README.md | 2 ++ doc/Studienarbeit.pdf | Bin 0 -> 3448258 bytes 3 files changed, 4 insertions(+) create mode 100755 doc/Studienarbeit.pdf diff --git a/.gitignore b/.gitignore index f973ff4..aea023b 100644 --- a/.gitignore +++ b/.gitignore @@ -41,3 +41,5 @@ logs/ *.exe *.out *.app + +.vscode/* diff --git a/README.md b/README.md index 8c70e62..fc176f8 100644 --- a/README.md +++ b/README.md @@ -4,6 +4,8 @@ Testing a bunch of graph minor embedding heuristics and related techniques to improve the embedding of QUBOs. +Our final results for the project can be found [here](doc/Studienarbeit.pdf). + | :warning: | This is a research repo, so APIs and algorithms might change frequently as we are trying out different ideas. Moreover, this means that the code is not production-ready. | diff --git a/doc/Studienarbeit.pdf b/doc/Studienarbeit.pdf new file mode 100755 index 0000000000000000000000000000000000000000..0e9137774d5b173b2edb7c58438a36d2f22cc92d GIT binary patch literal 3448258 zcmagFWmp|S(>93Z;BE(ZIJmnz1PLy|4({&m5;Q zrn|bTy6(Q_uAXbI9x5dXDMnT%P6Vpy`GI8w4pJ6Udm}3Z0Rd8GRZ?bYdo_DfW(iUq z&VPCpQf4Vj7d=uTAp}!9lmA%p{2yxsW_eRPa~BIzZZ;0m|G5zUS=+dnI{ovqF?2DN zFg3O}F-7?2?Cj!XYG{k#v6`f&XFtb+<$F~=temC&uCzTy$ zeB2H->El_;4?PW0PLZT^9e$ywOy{_wA5K3C4mLf(qL4b}rjRX@Ec@^KR-ZE<0Ly=2lk{boaGG@sERCT=*cPgj{r$Qg`FK zRT>)keXYd(#Q3n2r^&a7cf=?w9W`U)^<6e*1zi8=I)~d)l)g+dKFbRC3kBktCfi20 zig7|hEVy(`bQHe5*lupzGGU`nZ?xSINL3Emc#*R9wG?C3DTa|*deymiloJgok9-S7 z{GZ+%nlIpy;ve>NF}Bv{@pBJmf7Vh=0LBdRElLSD6u-?~ZyvGgsoYh72drd_L4g?A zlgmlrY=krj9#Swc=<%Z+-m^`vnz*rVuEwXAr0%66e|M`sgT0H@$W;XT1#$3X3T<{= z0zZU%%ik0(VYLqXmN66u|DY&~V$q1HEUg+k4${(~L@K8PNx$a!?U`K$o(5J;KgMTs z<)E8Vvr51Z2PjR~#u71b8ewEZ3KPJ#>h@hGyso|4sJWZzuK8VX9;7-f{}i0OoJ?%oT%r@sm;dG?W$$GBkE{RWfAeGg z7h6qIi|HSEO%)AoO-Vsa%wm={CZlfB*us zq=$>Ns>{DZLi(ScA}G@e!=nM$0PM#`_uR=2Rvi2M|(u zO!PQkafIBqu_h#!X6}pP@4K%pWS&i6Y%lm`UP;g5R?jOu#Q&(keIEC*nwl`wDGOda z>U}#ap4z+u8u6=nJdhj0Zu+}w{dG)(1#?oO+z*LU z*npzZSq-XiBc%B>DLh>fTkHH9&RnEsqtw2?E+6(7hb!dhh%Y}?nnXoBp{yr@4;dO3- z>u*)ht78b0FDRQ{nJt4kEL-0m-&cYDO;?CLDgMoR3w3{p4>qNOuD92QLisnO_%jPZG zY|lGlnW_e%n0e7_&-vu*>Jk5-$6c%`#ZZ@(C)cmFN3r^-JVL61yQeQ?ME)uE!XaCX zM4lh0Cok_zI)8IY&)vzrWlX`_e-V>jz-N3iKRoiaY>~v}m^V`SV!+CTXV2U**$Z~}zPsNeAl{vYnl>!H(9Wu6=4V!h zFcw(0HB=+CgV27hJhtQE$%|?7QY!hN1GSJq@X+UvBlqlg@wky99~WaVKCRWMdA!=KV>IskX_%HWW8z@vO9Zu;2zc%Y`kWBORW&^rMMNgoaoNOWhw|Oz+Hmt-TILVI_%?kEwq~K zbHj@QHBWC^FEhV2v_YG1d4{f#E-UnnYqYF!|#07(laV&Cm$-a zy8MMJg$Zz9ks@VT=5Ovlp8otL%a&NpmzN$Bj+kxbt!$Hc3ssqc)7AihQ8)I{rKm%<7xO0CWh!0rAqXgNn5OBB`&s+Ma(!9R-{*Ac05vsZGyZoO%$ zZ2a=B6moCazO+b1-kKFBo8XM6h{X(xezQ7z(O)~uNFD&HY>8%}M}VVXOhJdC%@P+& z4K&QR(ZzrQX5&-#b3n0Q{;qR`pSb|_my?kPXtNczeRR#i@sh7PG*+J_qwR%W+oyy8 z2M>##xB=G{Z`l+*MJuQSek*~?H-9>qx|dZ9xDB=6z1Z7&vG7oPWO|07zHu4_)_QLe zrz%e>M7Ltda1k3_!*pGxkPP0$K>eckMG6$wvo|7#+IQ*baJ=mheVi9Me~~s!vv{en z6*&6ff4&)V&RZQ5pzjlHtL{xg1^vLO9wgF1qjb*srp`8vRx~jy%ZYxwJ=u{#(v&p%Tz*p&EzGB?^g8S! z>({p4=$IRCN5YMnsHz%{#|jIkQ_-QPVShJrmF(!SK13wN4ChIsV@+DFR>{>l9NYZ{ z%TTKl;hI^7HkCSz-s)Teh(*Uu^tcBtY}jeJ0=PBR?PK7LG=Oj_u0s7b-B4H1LG@56aYld4?vI#KT!W1!zM@?g8}GR(TxA|xu{X7jU2O2Ch9 zMcuKk3oDVNW~ceAbgV35!s&U{WC)yCUWtZe@;&--syZ$vFAchiAGmCsM))qb8Z!NPr_s~UfQa*mzrz8qYqrI#O-RNw+K_Eq^OoL*;S{Ta~0%diGq z#<*WZzzPJ6JZ6>S?Eqq-<(ke-&qF62qCoQZWJw?ZN#AvR zU~SR;WvnT|15~}@8Gv|C@U8SfVdWlz`SCG-A|!$MFj2b5aUlr1 z`S-*I5@}Qxz*n*mLuqJ52f_(2aA8#!f-9sUQr`rAgP_Dbb;u??*tmfA9m8lc7B%8P zxJRJfCf4z9iKrH$j~pRFH(M0W=PheraOCoEQcWFI@yzERl!Ji{Yc*{Vlg*jNiO(rl zwruM)GxHxECB_0sLHi3n;X8Ry&_ALmO0Z49YaD>7Xn&mN0oBln-PCXs2y0CDT=Uqa z8~)z0H}bGdYoIYif`-C(9EmRxGtn{9XJ*?_AT0t9ZX4oZcO1z<#8TCLT^WEu_^v3> zSdbf2_gtcO-43#i^=+GUOjg9dpU^F+Y|NH8ENHj#V3)@0;^P`Kix5ulh(?nfR~XWm zYvqvU*scD63wp+Egj-ycd4MTCFCajg22i#NV%E$$B$aqjzKt8pD z8`Qe$%DKc54~bnqSrW4yR8YL#Q86?ux9#|fLwyvbqJQ7|`X7HvJ17~h#UI^^xk4-J zFh~`N6AB{NEvrP!khbGdSv4#r$6%UnhyI|f>r1@6*gnPOY56=FHzN*6{NWc^^JbaX zo^Rbs5q$hR^Akqv=P+d!0(D>-rCABK-WB-k0R>Wlx2r?yTuPaKg{)-Hjdhn2-e=3i z_nqG{tuOH8NY(Dov@C02ULYPrh|UHeYW;RiKX4C)4axfpOJ;wKCWPEfcn8!H3Dd#;}Hv2PrwGWwPrJB}#2q8i~nK7i)&ATw=MaVJ@qMJ%TD)&y;HNI)u&scb85C zDXf}A%#fB`C1+JLy>QGWGGL3^-j6uuyIroBv^3}|N6Oc~5eni}Nu;PSKtxJoywF$~ zF&K>4-Q4xy?h^q$X{B|LeGO|wXJ1=m22;v4964TUEx>B|^*XXYmoAlvm@Ih(oh_U^ z=LfUc#^|-gVHAZBVsT$m5<#Bn%Ek@a-Zn}Z(ST=%$X39tqb^>?-B;&VbZpGr>w6*% zmP(WZh)G_%aiIo2_JSt=pg^|9fi(S!@*mSst}I7&oEw0@(1RrYTOcJ^3Uz0}Pt*us zWY91DAg-DyG26sEGorf*M*Jh1BI~Y+4oFj#Qc{fO<7V&>K_(>7Tp<3?YQRp%MGR{) zGG!M^vc&QD$Gjl6YaxDG6rA>I-jeKe_L4LlHj9FDVw6vai1O|pE}C(ij1ineW(WT~ zhDiEK#AD~&NLhxK#G#of(~QJD#V62+n{8R;D>Aceei?!q7*i?V7mjKBj}UP@ znS!!RX8iD-6Da{EiZmU^6v9QK6B3b82<;IUmuSk#M>`tzI8fv(@fB=l8TjS)AvB_L zN+b7yDB1#=%TZ%%@>#fn)_*Gv51z^(el%}k0ch$UFzoSEseh(}=gbIw?7@U)r`I<<0zUlvq-hqFn*4*Z9y-@?ZMW&tR=c(DFrNpP8|m` z1D6}umO@!=Q_%QVX*NveeXJ|h)!H5S+leJrtmOr_KWO)n6<2e2o&pF;3yQKWc}R#% znO#PL&>dVTWYJ0IzdRGcs6tj^%|zb7Uj`t8Cvlf3b=A$(P}`w`kGkhjD45WT*)yUu z4iE4G}u1wd{VKR*b%ULFb~r^iXls ze!vZh_P13v)OQ^T%M($OOig17RHdDHh!9J9hc$`8F_8hL~-b3 zQ`(wz4^QG5HA}YtG^^O5i~kkZc8EW|4a9iV@sBtY4rNaR}U(0rq7Iynn>KJswG%~OXa|?oDTx}%%L#b`zHsPBT!Mm=e3Pj$KiH}owh5o*1LW;%f`g(f z0Bv9xFgxlr@1D!0v!1GGT$zxEgNGPM++Dh~Hrp#opZUz@1IhDE(+_S)oVSCK(440D zK$&P0GYCBTUJ%>E&vI@YeIJ>+u44#Fq;Zqn_rp|8(3^nSWZd@im;ORR`( zl2WT>Y&%TV`rSyzARjTkv!jkY?>PpXo5wNeeauIR2O`HOqA8F)_85JwfP|yEunB zc51XPU|N0XfN{(q?$NKNkN6;P|7k4WQ`xjdXw0WP>OCAE|%W&=MYS6 zztF{2w}nW_`&k@hAp0iS^PtoLKZ_~8mTGN`k)+Wd)19Y^M4Lz}@di=(p1~`VhrZKt>erk*m^-%NI;ZZ$1utryvO6EmuOkG$HNlLVcdfuG(f`eQ+7j(hdtWcI$+ z}tLbOh~l*)A0J2k?B+X?VA_?SUm&A;tiRWfodz8opF z&Z351)sRm9kOlRBkrmLx<3&Y;n&jO_+zaCI`H)B^2d4*;vLvWt4%m|*q-tUiiYl`q zH#p?2xowNj23jIPKo>9BGe8;)kmQ|<+|sZF^cGT!s&NO7je5_ROHY2sb&2aSp}Nij zQ|NS8<`3a-^1$NR^akt=DGd&GZGE8_xtqgS#SNhKXh zG~?hxSbhvl#AK&|VlOkjMHGXfXM(DNmPdCP&FD@khshx%RLpK4=*W1Nf7Za;nSc6W z=3$l3J@lZLgDfhfpX;O+H34hLoDIJEFELy@+9r}VV6ui6uigSy5m=suKYNVBznIi{ za_Po5*gp!26Y`landIgy5yXuY zn(2~Qa(LTzIdAVB29(^2s8mqFD<&X=pl0cMxeo09Oe2!iBQykOPa(5fjnnSAs7FEy zR!B?Xw4J1g5ImzP-G{2&?J|o|HQ6^jbZM+RiYGyJ-F-NJ*Q83g;EDM2GNg1ELn2R$ zwzgLOZ!w(PBZ-Xa4N#86Yg^={E#b-aia&4MJZ<7)o2MAhx?}(hg-Q(f86kZ-Hlelt zc@&t%PjbjRRaY}=0Yl0r-%~c#ZwT9EA1M*7Yzv$|RAR$c5Zp@K^c2&|mpZz1Aiqfo z<($!EeIWuw0>jtf&DB+75%mig5+ExH27cLSpQ*Pyn!Bxj&8hl>RtGyA4YyAUXG-Rr zTm^z=(SMv%$FHelUSFQR^xYnL-(3pTzBSQE9(n8a@_be*O{vVA?vl)|(F_&Pw(ySc zT9KWKa-HAqJI^HGM7ri)$z>6cQPr-Fnb6ro83p^(4x&GYX=JDmFitzwN9-HOC}NUK zynKzJRr4{{y)~R(1>hay%@U*RA+W7-3)C>p_4W3`} z@c8rRJ|<0F3h|k^i@FwK(0BN;(!V4&Vwa0eNY=z7oUD)4qV??fPX^oXT?%Ok% zl)fI=SDf6OU)VE9`uA>Vsba9a#~|DD;T+!bOmi>YI`Sqj5fH~1jd?J~^@&JUuJ3hw zo1p%C!GbWGxNzJaNEupN9tP`3LR)wfE|0S<-th2Y@S56LhTSPmS{*%YorrPx)utlB zg+pJJBhiK$5~yq z2TE)b!(QeGd~YVy!so+`9fL%A(O{A`Kee$TAq>D?zGDj}J*hMj zo#g=c9&A?~?K#=t3n#(ZC&lmo^O!XCCM5MtGCUUx;XZ@C<%VF(J^2KHTTgV-gSAX{ zhIb&w@u}T;PzWh~S)6!0!s|Ye{rhjYo5NUpw;-0^+_z9DiCW&oUUdWPjn)MikoV5*7-$lnZg51Vr=2E$YhdMD& zg63}oDfN&r>M5Bq()~@h{{l1H=B=i+Dy(fl)Q;>SoHQHUV3e_t%n}Wp)bNfvio8-y ztVD9gQ!r~@mx!ZQ`#EumuoNEi65Las_ZdzC^xy@nhgWK3cPeSj=M23LT@Gvl45gNx zxdPHS9x^8axsef^|G6l!4JQasMPwqgeD&oq@BZGb!WED*&o^7Hop33 zvG~jf+&-9J6_3XBUtu9?L#LVDGSt7BCH_F555CWYW~!a7uJ?6Os@mM-^7g`Mc`i~0`3j{AqMmqe3q1zca_6bGI<-wrpRp|rv*$)KF2Edv#iMzS zhlqs66ndOKPMnvZMzTm(WAZT5XWu5EH1E#MzHcCfaS+>Jy*b4+$|8?fA@8DyHGu%st|e7^Hl~qO`-62XCjxt zp%ay@N15e%@yhLXK>`;KCkM1G>%FQHt+lb3r1V8?oB;`eaa&nfNpP9~sQdOEa02T< zvZ8|=X0?(`h^Y0=B7(zQ`6TA6r^d9ndhFi2qD*p*;ubrKTzpD z2zuNf#4}Fcp-jy=uP3YxmU(jeFez)@A{u2&dD6}dXPDAAN%d@Ga_efm2Eo(s6BOl| zQjPe-1S=cEqRt|t^@~HK;NYn_5h{&kdDXu3oTm>g=wZEw@rFva+WZj~ZKkIS>D>$# z=jg2F2BRD~{^B9#%gG>}($g~xaOO?kz~!#`_|zw!Ym zpJv`zr~Uz_)xp#ikM6*xA9=sJ#eB+J17Za-yMP09m6)}^TM1(1p2Dkwy&{%cbvgSj=I+tS-C5=KjuH$Ul4#A zTaneomzC)k{hZ5QQbJq?J3ik}mzaB@v5X;^lrM?Dd8!8{)Y z4XPz3=dhEBUcgHw!Zi-OG=YR^_?E=VW6b-$zG(8kZ&ab`P0GB7TP|Hi%{)){hf`Rw zLHs^qml0GAG53YvRU3?Af7RPc3eYMp zc9q5+_hg0PtykFsL4<1E)HS9IeEU$H;PJjv+R=}MU4@(ULJ0R4&dLcTb2J)`IXcs1 zhx&#G#fqvN-2*9F&pekW5GNDgElSiw9}W+>qD9e6>-`a$ z4sye%=&GWy89TpOkJxQ(&CKGf^*=Yg`@;xA&QKtCa&#CK69eZum{fUwfn?nmqVTt@eBlb%NRQ@OuhJr$O1bY=WLlD1)G3N?ge zc+jKT@D`2OqiP)$PgyWf-6bx+`y3FYO{OxjoiXpEj2*5f!-3Rkxfy>Fn1;7Z_a&Qx zEvtR9!gvE_X%zS5uSskKsDz#Y2q^YxHD+{}9)0DR3>0XdD0aEA;%7sFTln#Hu*Vy; zDRG3nUtS8OSO@h9IFk|^93YIR*xQGiV%$4Ui|sUBN0u9$AyTDPALfy^#cTTTPjPg) zJ)Po_ditsi&+8Ss={6)2(H3(w!O~?`h~@;5-FLn(hihUYj!p&eHfJX*tX9g$3`PAuH75Y*epb5Hx@H|#i(fL{91ujO z5kV~}p@V~Zh8KXJUu#U!DX#J`F8s#DagL5$(xOT%QWh?{JXSvT$h0YV=L2b)N`L*8 zEb_pM%&r4?YsSWHfs+e_N!%S@cC|>|1S*UP>X`$n^s3!0c59KS@|PRAdn=W6@*7K> z^Ae^q&G)PG@%P84S-mmaCy`i*+Xd!WMsrK=NGr&J&>T#Km4ZVrQk z13t$AIf{L~P064ZTP>VbS(Z<@8H{6G43v(o0T*FdISeDkNYrfHOuQkFPNws}N za}q4GD&s>73pgbaI+knQ{o;szsv{Pq>xlC1>cR$`Uw|PBVc-I2`1}LGPb5ElPcoi~ACp_11>yO;cZW;yB`rpbz?@ayO%t96uz?Fj8de85J zN?)9v5ryAfw?PNm5oM8u+$rp{H&4TfL9(V>^D(|6{RSkbsYz{HIabqgeEB|z;|_pE z<3B7L)_UR&*dN%N{zZ^C1D$oEz{@T4j$_{sCzl-V@#i`x;H;im@DAIZ}YZNeNa zgSP?qglUmZ_(1<((mM!f74WGWZVaM#d5wFNFcb~PE@7`OvZ0LT3tP#i7CFVLjsEf2 zAE7+sLA2vd-TOR^nyJyeMx;=()8ntSvBu&O=uX+1xvUuYIFX_q`^Q-!jcdIdtW(sk ziV8o17Ajt{y0qp-;i`=x#E%WbOfP?fxa4w5BO6%iZR6(?gLq+sTb(5q${jESf!nn|CN=R(70> zN0=7j?+~jxiNA|rA!v#CNUhwa%2zRvr`pNzxy~_aIoe}*g_&`W55#!CdYcn|>&pG| zW~-PeyrANu^qbFKBA<2-&IP(2ALkS%aaHN}N-VKCX2S?z{t}!|Xm*d!%sc@U^=8}e z*2p|hm7>JkdC)|j1hI9K%I{-`eGOpg`NkWVR|{h5n+Zc*`O~iReH$7*Hh--8E?5$V zIh-o|G~FGe_+0#9;_D|w`YmuVCe%?fLWJyLs|v>^x|{wJp*7r0cbf<=GXSUCr%h1@ z-A%_?0UE2k!Jz0IAu526v1MFuyO_AI%G(5z6R#w-?+fJvcWYzYF5J~}%#q5i8s{*f z>r{R|TiEq4;@_8s+kg@>?|M)B){tf-6+0NC!(TfCPmyy0(*YrDTRcp|9~w+GxqXY( zXknW~_9E!Naj;1KUI#4Aww)M%J-IeAMl5!?@;VxkEXG!sp`IL&r(=y@FMdbqD(Gg zh$Hkc4r*mMv#Uypn7Ld1v}$Y|BQAK(#IaF6EpD9 z%BW0?*RAb9{=Pf-YyB0^0FuO-}o8%dlW4kBy+m@ z3qz1&Gsg&!RLH1i093xelbW~LiQcdDD;#gW48gN)QdGS=IOcJSU!k)|Gz#JbKn~e! z;I1ACKBgTk=_&62jUI_l2UWp}HiN!oDb3r+GKD%{oZ-7d!lLM3C~IS-$gKc4)aCBz z`1r;WPW@zRp43a2jubMtKVM?|d!!_Kiv!+imMIa`QO6VEB&$W7AJX))sPOBa^Nehi zO4@3Ul4jg4K{qsSCwHXCQzM*Oc>%)wc$(5IZPCjD!*5CPs92 zr|{|<*4Q1Uf`^i#i^5MMg`jbCLnT2{`x1~xXg+`39Wt}1Y=oQOo5#S+2z0cp>g@FPCybv>Oqck;c9tSgq`b z2wUu$#^YDrGR1v$Wz;){jV&spf|^YT`qMOy92;C!j}kRWLbgVXH6TPi1d8nMIxXzo zJir8p6xk0mnsWoBBGH>^A+3sDLzho-I)j};sb2(rLUB;I#8lC>F&6qct}IEOVOMd! zi}p7l<`jgbXU0N3oD>JQ-l#ydvfxv@26~Ut`U8db68HgifiMX_F%UfLn~~Fz*ZV%2 zA{2tc+86dj!$5{cRcHwg1ne6=C{@M7{Iq3}F<4S5=4850qOgKlxw{<99wDwxlml@l zvKt4akqz`=SbB*bc$j+-dEktAuXN7@&hvVH(&QF>@O@;sP}vFJuD-gsk}WZ+X$-EB zab);yp*i1}ArXd0IHzI^Y)tQ$C07W&?luEhMh!)Q`JGBz;$Po5C0Rq^VRZ2+%k85( zxdOacYLChpr5v#d*axf?{T2quGu8KNfQ*QEH>#1-zs$EDskG>XtsDj(Ut9?W`hZrG zkz(0DbtY`+XT;cs*u16UJkjKx9>YQ>K-iV{szF$a@L;#%+$2cTM3I_VANH>U>&}PJ zbaU1L8ShH55(q3oiDCi>2Ka)|fKbvy16a{iioSy0q&t8}=d?`#+BX9sT1w|tVMdW0 zx0dh?%=sX{1D3OP+<~zTz1re0AYWUNvR_o8O?FGtFzs+ zP}j7b&sl7XG?qBrcjp>lF-||&*^C5IB-#dH4t>mh4*gPKbE=P$6gPmuGO%WNtm*gJ zo{2zq{-rT@juCg0XHo6a+UD#f%_}M?(zpcoRlkCuFhgP)L)N}_Z=Hzxd4>-iFHzIV zuh8+}R@fi**&VB=WN^4-t!8LdpT?apg$sym7z#{2gA<}ZD^QhsWQrEK4&QnsrtRhP zEDi$-dIAu;Fb8<$jS+EjBCr61^SRW6tfUsj#Z0p9Y)F42jL08F&FJ+dQaG%kkCxtu z!iLgnHSrH&!%H-MFKwcda-72R;aXl-?X*JxCh53-=m;B;LxoWx zqlPT1V=NGqA2!s*uuOgqUE^&H?XmFAnELp2`7zjufTWj`z1rizE3ZuW#@HDF7U$V@ zjKF~I@lsx0jAEI1umvq$);qDvz^WT>@T;Op?PGt^fYIYEXogmf#SrAV}Z`N)4&N5`&3T^#mZ zv@}B)<*CCYgkk7M99-^?<+h#Fu!6!$YipExOTs;w&tO&M@1)r=D-3@~VoSg?eH}qA z-jp8D8mt{rdRPH8Is}QY0#nrO@%!CeRPo&T*cLfuLv8(B_06F7_-aA_P2PQ-EhLcf z)_n%W`O3zQxzArIeWJdE^9jPHOcU6B?*o>doY)rI#tkyB*+OQyu(*k^Mu8$x)B3!) ztKSo08eMBbf}F`HEem1a%DWF;tpFa{wr26uC2r-&q;wU%R%gRqv^SLH$Oc2A z1Y?b>kIcPRdqno-$PsH+eF*Qc=b!R1D+M*H%|4QOX&v9_mfXuHGJKiKE9-qMLl*`& z_%w7lKJCh5vQkWK%VXM@>0^J@f=HSc2Ky55h8k7WU7Hthq`fP+G6nIS)~zUnyYtUm zJfZgY7Hfs?zt6XAI1R@XH!xnufA1tc@xf{Du zI^Tpw`(wDeSB$CIRvprbw@91FTIvoPR~)=5+y&Uk0Q;>IVRtIAoc*KrLE-AfuUNB; z(JXx>2E8TEnU>tE_j#cdOAnS|DU~yJe|Gkuzgo){ZSO(P8Dgt#mkXW&O}F}G-0YH^ zl=4Kb10i|)yNnyZ&ZK}Ai&UWM)e*WBYVFExs_h9(eW2rzdqB|b>mp)PhBu9Cw#+wc z=Uq6bYE#E%Iq0B%Pf3(KSdneqii-DfF^;wZ`D&qg8tpt#hafok1*WL z>C{lq?xNr1%cD%T} zm!-m8;P+dIQ$M)xGAsNzM-T*C1(5=P`wgChXI74!c7mbl$lp`H z2qo@TLLAWuHet!eJFY6a?EEDN=bph9_&JaC+JmP<3FUajtU8UOjnOX$^ZJdZ>%1o& zx?zqf{C75ES_X)=Yiy5Fbz^LRFp5=EymDsC@E(`g%s7w8?y_A^9W%rJLjiKc(1o+Y z!+FsZEf5wtV#B=t-GI3ha6k__OtzNZRya{2bNzSFME!{me|pF3`>-ly*kheT|4ZnR z{s$(7GSvIe-{e)*)k}<~RP8W4owr_y+qC5?asgBdw^T3wiMOZBK%+y77tK4$XoCSP zH9j*C#*d3|yjGBUKP7?r?S^ziXaktob}3{C&7pXa z19iot6H474MBL&xZr2@sNTKmzX}}>Q)3j$4Vy9~GcnjWXJ!ULk>%4W#gwpv(qgaRc zr&b%IDJjo61SGyQzVSs%g|e$pWZdY4iGH=R6>(8d@gl5e#!(?HFC0`duP zYNeA0i)nV;GmJ7|XjzweuGGCDS8oylrAm$x%skn-a3{qk0V&tojpm!F&jadZRL(RL z4g*bAfBZz?=^YlBL(^ktb0pL9izJRH2)yF?%OWA|w_tag8lQ|mEAR)hc|EiP`o+?( zt6Q8vgoXFW?N~-!@11NOHu`jhnI9|l2?jQYq@;!q_L6%s2i#aUAZfYbW&v&_LI`ma z5+m^T<^R*e?eWb5x<*RH%fi@ROoA)mXO*!DbOuPTbQsW>c3?zP$LjPsJ~Y_#Kr4hc{u5Y0cS0sc6>B&Eap%>E0K|+#Sa(145j?dc@m_AIKfNyx!8u2{6ITI)wZb z)q0hPHXz3DCM3*GZ}*M3xT+7^XY}_@Vz&Kb?~iCj><5P*I1xA0r7ZAXUR5D{+Nn1` z(`c=W;u48V0V$z7k~Z}Xx(BIRc=v@SnL?Cok7uTowH+I$=7*7d8plDvl$u?>kSHCHNp4r?t5By9IjlXx1K+df z(K1}Jo5Pe6Z^bYFtEkmQpS2zA}zUP4}Yl`}&zd|$EFW0x@)y@=j zd24$|oVAU14B!70l$raL7}|HkgcaR*1z(q_^V%W#_xqN0s>Ep|hpcg@U!)H8kfV}n zP3ciyY~OL(G2rQty6ev+Kccdn+oDON5e~IgIKQ0;M*0X$uyoRwEuxEup3K2&#(^1; zh%^jPQTjC>nmlDap5(`%!d|!KtxbQvl;YYDNqh9cu|S4q#T*mFF1Y(;;6ra9-o1J! zUHsIBuP|w zbFW&6R_NGJ9YH;sXzqnI?xCy?$sy4opaa1{&NiIiT=^$Xn~9K_^0nF32*dFcJft}Y z!KDH_gOkk;Re%5Qu?Vb!&;Nc9;zGBP*z<6VSS)&fA%%H6 zxe+^OHrn3GJBMQ+DNmQl~AKoL4&|jO+GWk}G z&_d%1(en_+ry{X1tFCbm_Tme*d=~+b9q~^HhWVYr-*1CC0J;=NPJ_5{e_CO5cn+hl zTFG5X)jCjV#+_#;s&Wsw>o4nO%ieqI&my6m*^JNv?oh9j#ODM)y9IEq*dP6BgeGr% z7b|xe$#S`Be&!ugK4zH=?(ryhPO9SRx;0=4m4^vp_Zw;c1rE@LnN}DI9l^&qtHR$?O4T|J+wO`aM50^cm?dg z_#hRDWPWtgRbb7$4!mMXJrf46M(p}hmQ`8s^OreEgNwDUOl`Rk&FZW`yewbZSHDTz zM^WJ;6?Wj4R3H#O5u-gmbiMXJME%3IqJwXy_I(Z^BxTea=)_9m2mCSv^#6Af`9dIB$x>289kh1PJfM`S}G zsV=r#P_~EQeLse42TRF>2Skx#McpX#`$ns=MwUG2W@%q1+ez@*n3z6!KOsr7&hEVG zCxvobwz6Kh`N;juL~797NYWERoJsIiJ(lt|YEY0z%5uV~$Avh|B)zx72j`dL#P@90 z-=+g{e-j}-xvV`{Rr`x9qsFi+PvyNtEd3j3MU8RR+(2LW{40W)cE2 z58wCp!R&`FiYOfzFG9gNzwaOV?&1;)j2#!u=lmRtCGp_^llMW9?yWZ^!O*Nd>;3K~ zhgF@O+s4~O<6{Qx=_f&>kg2=vM=A#m$q3O_wd`;Ic0Mmnf!EdE3Sq{iKNI?>)OQK_ zE69Iz5;vnYu2!=HOh_5@c%t*ja3|I~G*QMdyLtJInuU4}TtW~9o6jCYp^J$bL=*`I zA(@#XP|Ep3qXjE)AOi}eltc9rY$Q_`9o{I~9gdUyidCO=8rMb|m70YKHp9ur#ZN=n z0Qn39O(N0(l94ldkVwM(!6qW=+hS>~z%KM?aybOmWruu z6#YT`(7M7gHfa>@krh(Uho=~1EeXc+b?p%Hb{e|T=J|IhHQD-?8@Q3TdB`_}_ZZbL zRV*_tiXPm^O>OJwQNUDAdTxw@BOWQ08XG%rdA5 zb)<9RE-eB++n$Rg5w6MYH(Oxfi{Yl;uBRdyxNJ#T=tyBMwU||N4XC(wjYNGvbzE0Y z-Z&ml{cGyCPznG@n zpC2DV+sLZ}eoQnMy(5(ItwvU(M?;zOSYZxc83tA5#%e*_jV5U;|N_BT3swp(^p>#Drf~3S6*Y%O(Yt3;L*9+CD#Acub zO*zPBOvqh~v8GvDf`<)C{Uc}8x284<;jHP4+GJ-~tyI)5B~p7!ZC)jJ&chB#KG*1~ zu5~V~_zeA#!;oB(d>y@N`yvb)QooA8M9wW|2m=d6D=43UNoWb0sJZ*rNcGS@RHL~U z`Sk`Lt>-(ZoMoF1N)VPHtS;Yp9THKub|>}3mN0e77}om;qw|?qoT0J%Q6kaYqys}a4-^)8rj6Lpi@$-Wfq)0A4ASWCRI5LF0lo7dk z3w$>Nge>5d_Kj;_$)$$U4aY^7@8T__?G&5yUG^luap-TB%JTja^o`FvwSQdhfxj#s zreNkLU+Pe=ntvt(bfGv#(+I8W%k(+;648hUjAw1{uBY%No%l zJ`@~dbxeg-hT-ZlWYSWF#n9P2?G)=g6?AV|AgmIYnVq15aT^Vou$PqH${?aRkk;XO zSVuY`Hr)HQhZu&T$;uX*{*+oKvVGY9McsSHWBvXA<3+Nvl@YpRW?Zg4va&-;Mz%;Y zvR7s@A|sNFBqiCDD61$9L?u*KvOC#yQW&^*HA| z=Kb+FiLwpq-Cd6Kw4xdL7y3K6aGH{BZVz@jC@?uOEzMw=G_Epy@F(l7;Fb;r3GmL7c*~g+Uz+8&P*p>A z9oA~){gf};&NuGI%Cx23B-Bu?Z6_CexE;<`XdCnnWG(n9Y-iMH;BQV3MZSFfz`CgN zF%>jV8xBGLj(u@aJv9l&TJYm$mN4ODHW$BRPd?-5+CF^wYor(Pk zgae`_Y=qrAC!D!lL?0*5uZg^vX5{ynw){o7>{NSHY_{U2&&bdGW6qkS$gT2ELTil# z@=XhN;x>I8ye>!2vL*!M8Jxu= z_W9nqeZG@CBR*$eALH~K=|F45`O!ASVUwHmhqRA$8M6dGd-)(P0!4NMF>1ZgIbz-9 zh6=yRiFGcFowzgUb2$3`XD<$#gZ=dSjgNY9{Nu+njS96|&XsZdQ68Hqhuw%R&TPCW zJy}vM`fmG{&(s}TcHVZYmN4#szYw0K9SZX%pH{n9)uj22{+N*?=&x|vGWf+b{Khep zeDj9qU8e$%j=yK^=M*UJ6cKnHHl1jRJr$a9?MeB;X>4QMVZB=#^lDwYmofvhc_5k8 z&etLYGhX;fhVS{T7DYCtwS$)F)HTlJ;IUGQ;~|%ASxCrpPaY6P?Rs3#cwhOnZ>;jH z`r`_tm+ly2GFt&NjVw=!5YoJDhjq^z7nCc<1#1}6N^@sWhMSBsPyRvhuPYzl8ICl9D)<$HP^@7C$Reo#Fq*{Y~I)Z%of(Rk3|wk2H%2O*&bhYE%n@9>Yc6g^;v8if4JE}KL)YB*8{Q9!D_n& zInd<9#oh@bXl82VWDkKu;czGdVkl_o;^MGZ4D>7j?^-ySI#^nnIYaH8EDZM$dMP;B zA9pnaO%(pksK47i5ZfKB60qEDg3u7*yJinsPOj#J52(asO`Xk&-4eu<)emXu9u!ux zva!)LwR2X}5|y>LIZo)1;Nr z;|VbZJJ96C%FY5JrekF%W9MwO`UVwv{U#bs=$Qc; zY~YY9bRn>-pAr6|P&fz*LFl6az5!ZPXxVGqSrIzfKoEqFH3)qtR$6@!DOk__zuC0R zHeyqaUo#yrR?*bf%EkjCNLUdFVM!orS`fmTfE@yQ=~y@u7lg0`%Pln^qHxd}L=*`K zfWt8u2p&o35Tfj2YGY+4V`pJw4uMgL$vB%48iwEzp!WrVB*F_(1QL8AXX>!u+{(fd ze24@eYPy))9)aM%2ZVp^C;p4@EJ8yN1O&0R#R!oNtG{}s2@nE7WX(S{07^8vP;2)D zLa#9G{Y<1$A#mtv2up0LP`i87-K;jcM=;!eG$fp5aenNaMke*^%T?yZa$?^MZpV<% zb#2@AIzUSwXZT_O_xN0N!_Az1f?szXE}eZLk}M-(6INBy)NrAYY>q87?9|RL#%I|^ z&u-e}bBg3@1JjpsF}Z^@+4rPzDO2hfZjt&SBu<%6Ri4AVDopkXK!VLPt&S4wPW@wM66JLz-EV*X3>=xkF<#MSrs zTdJYa{CCE)xeX2~a~w$xxDaF#cf8qFn2>fkHOcSniLgs#ZJ+ z$H`5y#`QbDcs~AA|I|9y1olZ+wAgR+Yb4nVmiS?$7=k?rK5(V@@X(zH+&rHdps&iT zDC4F(>DYG$Zlw~R?X9?)5EU0ynt#BY?DJzfuFMl7WdaeSUV%ISLU-u^lc^yPf5kk8}R zx2J`k6}h*CVLf`DwLP$RU;6UaE1kKKjL8h~88-QKPpoKCLyJi02i=o*;su8MD+keh zgEVlt`_-Z8A{L_I3U|-&?hkc2(tXqM$#cHP&svgTb~z6$ZdEV_Rkk>Isr^#cDgR+TA1wB+8Amk*x=!C%SF%)<}wF)+@4@;Q`? z?QoP2URnM`S;RS-8wIgC^dSm%SoAkzE5*K?uW<`x?PN*9FR9&G>pR`(2KZ;IW(yu1 z`RH2Olz5~4GjqtXQ}6b=?ykH1;DjGVXuGyBMf0P;(&DY>1M}YPi9UaIj0zdlXvZ(! z+{y34%e}Qiu-RN(n8I$JHbA2w|J{XHl=yprFxXXDew?a!tAE=)-K)ZRw=H%aF36Q| z4;Dtr!nMgy^_j)>M?N@^S760+T-;Bi`w@xBOMJa)y3gVBZ*SkyFAc;f;hs7vO}#&& zs8V!QYV`4wsv;@ft9WsjgWqVy$E=rB3_8CCNP5vJo&NA)AhURI@k*g|!pp%U-n2D$ zOm<|bQ&l8jpSQl)TTmHs{#wTtePXU&YW0uP2E(+Du9;} z(-qCRJlA!tfWcYg`iDODz=yAn`DYZ>P*EHs@7|%%>a9J){F=+-V%yX=A2IV+L&FBD z_stJVPIO0=2(Z>&ChtqC#?Z>m2N^{8m~Cb#+;dptm`l@<-cwe4Y3@9jOfY`3k1NTQ zr26_k@uxCgn-^v4c)7!jQ4Ebz1u?q0o|~C^)IXKLGFc){hS&x(Jeqk>+j^Y6Daqwn zu`m4x${1=?x1RS!=Q`NCxrijL@N#nD;1>S@A&TIA{ldGu=toUO@$*p+eJ*&MFFyTk zuj4@fyHC4ReZ)0oX^SHyRY?Sjq8^Mt+6?biHdtF`QI2Ua+Eu+$WwSRli)b_9`Umu1E$0QC2 z`E%|EbYkzNE9O!7Z<)v?Q28Bn=LJb`fo>7RaTj|9iI2V2(s&hspuzi?p327LZ^jv6+T^_fj$W3D&LowN0-Fg{(?^V(wpc_hJm-E#X|z}Ms_6f z>r^N&(6=erj8NT#g^rJqRL(J080*~1JbGBiK+|YDt@e>iVq(HH#$`Dlvr_%|7LQ#M z*}mOVlFTlS>F7>OwgRmGO1Q^X$=i+AxCM;>jT@y2DUEhUuY1O4kC{_DRm9}iYz>_D z7Sg@V`f;|JcUbA;=<+# zZu@ADf3fcIJj$YOAu-{XLss0I%SL4eoMAFO;oE95L&|M(?&rgg2P@9qfra>Dgm8zV{EV9*@%o?!S4>g(IL-tb#3VzeMa%hdZ}MTn~8qGX~0Ka`Mvb~ zR7}ECf5n~jAINJ8=L~u>wX%=esXfySnOJDne<(7e*=TE9p@9sSuH~cq3qT!!Ep1B0gQP zS3IijaO?i&VprXsvv=z`Cf|ytrF-~I&RU*2cyqgMnEzfkIg~(c-n(&>V6RM$QlkDr zqe7hB&DcA&vClp`N_%?n&%biZSZH{5O^@C-YSA<1+_ht0Yg@DpoG(qn?r>DO>(;RO z&)mdjyn>AJRWR@9$~n5-Ka1b9rjb6Hj5=x4UC-=qw%DAIny5F&SU#d$<5X+51Qsmn zP$UVt_fZI0RnPIZkdlwz(=fm4YI!ruFv03Rt;wybceLHd7x>)j1FGT}-@FSeM^yVH zUl4eAG$HHc{b%n-q}-i`Z}D_wJlyxWe!(ZwBCYT1n^T|NI(5Hwv(RX?ryZbN93HAU zV4gN%v}^ud{dh*h0zIw6`PYvRR^XTdhrU2^x+5MP2|P^e!6ES2$RXs?g~4jRG=H|^ zr=yINBQcz)&S|=Uj-X!HS^G(Q1~C6TZY8jGR)bVY_x)5#Qs~l*m@3+Vh%2Zw{y4%P*!eQm>pCbeNAKIp+L(<_H}+}f2V{$P-tBWaTK zYx(K>>9?gllqwecRLgxRycnh+Ulil_71NmtfM6eosrX~T#}u-bzF4uL!LC&0z_RLL znPwj*F*V5h;5=lFs&b%X;E-VC?r=zs>PUlrpnBcQ2XD^P4|S(rp=ZR7X>f46Aa6jo z%+-x$7pi9{b_p`ldsuVcVh>JfHO+O3e?n_koqXHHQkcW0gfv!MrS^pm`M7HA?>~^@@SY^l7swhg*r|Qm>ZELcNUJ8zf4YTM!zu4LMa>Z zQP6zHtwRZFQX(19fy_Mu2L?Y&d5R|lVN>qTg6$IUkX<#izRw>0wr-YIxT-rUW~ z%v?iB_B(Hz5OG+Y;qL~ux_bH$EEd7e2q*aMzZi*G9*M+3 z(ZCH`H*)po5js$=dFJv+3H})>09NfWTKqDWX7wOG3k5LStSW8UkN#(hEF5v6U{L#39PI za0nrOp+RWeONcO;X_~u$IE)zR{0o?E?(PElo;}1^$0~bP{CPYKw%pT~K*~Qf^-a}Q zvv0%Em(A;ZDr8nKShyhQ;bnc{W;@j1mR`&=!%JO6pHZYdnVul$+}s zsop#3&PS<-cc>0$|ulsJYk}3u90b^tu~x5u~9pTIduS#~dchH_6s?j%;d_gW?k2w;_-h{Qw61UCLVm|&rEe`hS zRo4f4yK`asbU3{t&y3T)46{)cLSC=-=FBL++ON z1wI>2H=Oa3&y>#f!x!Xk>a(R}bD?HvhD0lmO5fac*7>~nR|l5;oO5#HVqA8W1Gnxa zJ<9A(L_p6_vi2wT@r9em=8&H&s}HFApt$2~a80#hH7uI9id%ieu=3NREn$pe^@z*t zM$(aIqKB?iiBM@=q0F@SxX{zWGNGT&$K%Z)5EdKo9vz24(@gj2r#!qrZ9(IcTY zv0gUkg1Ldhz3@2oJx&o7<{y3B$%V>EVG;+-IH!0^hHQ3DoW;LB;^$_lqx8zz&BtAw zg88VC8IQyLD3#g9L&ej&B9C@!kx@qv7V$CWi;zeNqM;Tfbh#)J1mRxhCAB3K34` z+Y@ogJE%{9)KtHThSZu=={kRgAi_r9_t>G&L%4gMc6r<+Fz4-DrU!3j(H3oCIu_)o z<*;S;`mU6o^vvPDMjiH6w?GN$ZJZxju~O6YnwAADgU_VHGeElOqs^Z zfzu}Dx!ec`<1HK+Hh%i~%Wih*TX6&Ou#$@?ojcOfVO3RlEUHIf_%)ZTc*yL%rOx>! znK727fX=(jHDSDaEa3jqrzrW#J_D2Lc-LeOvLhLsum<2&Ut4>*Oqv=>JMF*es@w4FMv z!EC6da7p_ji#eCATfKl=k!zzawsBy*FAgj4uq? zB`&{ONI7*9mP&Q%tXdgcPL*ofSGhNK7D1$Ext^3BcWe8clxS+8IX%ZW#>ev9dF<>* zMx9Z_CVb4Ela(cK*I>oU3&sBDnMAn$!+W+Tnpbic zHE&z=hvb`l97hh-MyCbaTa%X4?-(GV-4eFMyN!{obXpZLC|jy(Ds@p<-kaQal*2b^ zbW7`p9xV5P(6LlTWjiS<&_7YwLs`SMguuGe7<3ab~Dv@Z#!Xms3$7q}RFr(nMR6Rv~w9fIw{HXoC! zx_**sD@7ymfs*uT`B!@buru9*?U&zah*yYRPvx8#5OjE-{JAf!{?$-_#FxQ{zS~Z; z_Gcf2YNfgZP~zm*W7hl^hm_hHnFJZ@lZ7-b^Un$zmI~4Bbzm2u+&Mwol45)lcPc65 zf(CZTr2G~4%MwG&;*^I)b}x>~roJ@5=_qWSj&h0I`e`c-`)$_!9}T9W_%G3lwb%|# z$bO+O6usAcIlARDD=({@&?8(!(7r=u$l#=hhu;VZyC*+3Sv<>M;=yY?1PzBlQE2cr8KP1A z-Q5;~j;_b-_YjQZzqJ>U#{WtXu*xB@zX(EM;ZPJ72?)YM;TS9g1qea`-l9Q17!F7M zlp-@L7jr0VpPhr{QCllJdna?ySpPU7uX@zX(#qD{$#gBb1p9uKT%a+DiwnGhKTx*B zHQjiP35TH}NMhfApeDcfQ-HpMAc#!JpS?}7nZHMGoi6o#3O?G{U!Vi8TYwt z-1BirT|sg8nLFf%SQ_`!>NdaG%A)LEs1oMT+J376!7*oS-OxdkFkzpr-=^o8b}vU9 z?`d>9XS%RUA+4<5ZM&bU)lDCFiDKgz2@cxpeg>sotP5HCkNfwz?xr}MeO&xqaM_y< zf1ToheQCRGZn|Op4jkeU{cy;@UTyx!0406BpI5kk#LFC)F8gBoJd5Nh?3wm0nB)H8 zoZLQ?>`P%6_Z^LVQWz~cW5VIE8y6d-qe4evddV|-PMIf$zfHNxph_pj<$f+h z=l&`Wcj)pDH(wNO+YfR$I29I_nk zKTt$*+d4zJSiUM-u;&;w-7V1t*?(e!`lwIdLbX)=!Y7UmVlT!?tAB1kqJhslzEUri(K~C9%AxzkPOG6uqgnbFRa?bFGtQ>P7+EM& zcvJ0WML@PtFU7NC`S+c2n4(}SeM|xh?`H#3RPkI_lUo?2J~_vFO(h%fMW`M)&StDu zSZEzj{(|_46#Gq`$4r?*U^gwqP%h!>qwNu%XrVaTccfk zNKd^lm2fpyqZACSx^9};D?gzfvMcISLoeeFmVtxlu`9z{zcsn=S}lc2i*+A6U2vQ8 z+bzg|;ys@satm8SBZ+d8;g1m+!va-wmR)LoCy@7it|KG2Q}>PY&@?6&U7R?>@X+*9 z%G-pQn4t>O!r1YhK7QuWy}KXC35ZeeO1?3WbCUeHtCm|wooq_poqUd&K*j>z_q4=>W)_&6{ zb&i=-vLZ%ZtL=qn_(#R9(rBaV-xYg0rfhZ_ffVLnRU3^-v(r&57h0kuzv>&DTUoGoG3;@;u z-3aF2NL`5f-pK;GkjTV8(}hId{r^N40u$$NmA|SBk$B{CobI1}$)N;g%^pSOs$p-c zU2Wvk8K?FX`E8P;LTup>(njK|-ORL7&sHOl-t!NPkBjI*NTaE06Yn-pM4z^we~76t zk)qfdEM9?(yx((`j+~oQJwiL9+Qb{LPNK?Bj<~3s^orGKkotg3&t zTQ*~n&}4Q}>|V8e-pE|xi_m=t3Woav`R;jKdh({+kh>IBiM6d4JT@!vOjIFWWt(rk zAc&K$3+C~kpjW>fje6c+Ss6^K$gbKzFARN@Xhaj+eL!Lga&6|+QgHH)(~O9>H#*X! zve@nwYu5QRxyK1p_uFBaLOZC_8U%S5` zSMpefRkBWciLZ=)H2Cvd``0(BB+ABjmyP0hOA9%utA}j5HpyV#se|GR{$kg}0jGN9 zaI*M)3a6tO+MgYo7#SaK?5>i0_ykd2?i8N?^th+-Hmh?rP!vNIgP9m#tZ}RWD;+~J z-TlYo&Pnw51Olg@3h0oX=y<_hc*`-I?8@edS~eIZuohT8@xV&!}!wD`}~^ zJY1|)m3~mHxRpvEwOk|!B2i;=xpb?&y^g16jKGoz)(hd6B*GAN$galb?WM?lxL2;9 z87FXlrRD)ojjqM=n^J$OclO$0(c)vP&%i-Hrl?WWIGvSF=|v*?>TX!UtMu~E{71-M z`i)5Hv6!&ePe;4b;UQl%Wg@g|H@ohVep3Ry+81R>)u^alscc+AVu^gsp~KeP8?N4U zE<&m|w0Z}@CT4bjN+ z=@E}0+3RDfEO!T+i>O+fZuW{|?_BkV%SCnH%rq(1f%Vs(ynpyurg8}M#RosA@V9o# zxNl$fo=@M~SolCCh38B4UAz%}CH?s%5wjVUN)A??l8W8V^OUc`kThhW{UJKqCnqyY z8@^V~K3lXZx)}nCTezp1@QVGd&g8f3B9kWl6Yuv~Sn-$7Reg0D_NJpcf<2N33weAB zVpTd8NhbMG@~Yy)USS4jr4KhD@?N=uVh0wQ_E0pvWDcwwV7`0pG>yE8H@Q;xS6<`O z7a=xpiY^3X7`-j(2tIK)^INO8i~3Q&i<4L-ozu-J@4$N4EO4nyJe7D2eWNWnhCm{yp->7#VUj5{ti5O zrfqJ=JM&ipWg^jMTVfXUQ2KeZDWR32ZlZ36x#}4^@GNo$IPYBbPY1Bp3X#Hse#ukN z`lI>6d-bL+h0IOri^N!z_-fu%<>6-+AF%K&Onk>EHyP-}3->xpRi>&mV*8eN-+9Y7 z3uG$pXb(eOc*$JvDDU%jyZHNopTeV^)RbBsE#*`-82u=EyQ1&i{PgZ(rt{|=d&g!z zewiq<**P)-Z`&&Tcqd5%BAe`Z+$O){4AT0iUsI5Gs|_DNwOy*dNxt}z#)ZOK>s}9? z#+;r7n=hK1?k>i(rMlyo9)z4yG?rSZU8oeBB;gmOYBwZ{r&{verNk1cpCa`&^3)<( z_Gh^>>ytUwbJ-$XC_ z=pd6t_zHSC$%I}G;i8vkK`+mOUY-TLJPT%d7T|Xi#$lFc!7R^$S)K*6JPUxS62G!M z3ubv1%~%OA z0|nOrLNIU;!GYm^PZoA9S%fv;P_ociEEESeG8_%a14(Q&4hID!{+=w{8nTF|YGcU) z=$9Anft*Ev>n71aaDbdX6h*vfa{Y#P2GK(+dpjs%J-60- zVgEHaxk48T4|X_kdyq&36o?5l3Q)rHV?Yq)X3eRT~9*#Mwx5NLqcAy)VRiGlcedSG=C zk?SM_(c0M7|0kP zfdGRef4{kq>z0vd4sI-67%buJfrLDG8nEz?Kx6<@;@iT3Hn(uGD4Z3YAi z55)rm8wo@P0`+rs`1kf&dl-oZ^TyHzfNgLr7G&aH%V8jqD;?@Eb$d zijY9U2~a&WSVtgQfxV9eLId-QY~6}wx_%WmT+k!%VD$(R6$5q^5E4irG~oE(?=EmI z)^cm(Bs~HwA0AKG?*D=?H*<%z6m6Udzaq8}ID$&V0o?=S7648X))9;Ty?j8ems=Yr z=HVzHt-;;stAxR^NGKNU+ustlo>N3ebYpfp9FKt_fg7<((Vwu&%-L-1+7W%?jiG3D z?Eqwz0FxysY9!d@2pk-W|Am5Hl~v%IYxWe;N#7W{kO%^X7Fg{daZb1)9*G9lJ3&_i z!jLfR&xQL>)^5Yib_8&_fD{Mv07!R05Af=NgZOiLR=f$+Ix$6zUu+Dc5Wsza0VFj7 zIL>I`3jPUQKjG8&`I7(5kyzbPDBwg9qyPd~$Y5t7fHp+Ie{Wo&*2O=Fp`DFk)GA%T zNd*QwzzqWOz(xm_DE=P|cc6yWZuE^4=c{A^wL(-gV1MHPh8uxE0`&Pm3D30w5Mu0W zW7xH#lmW1UAjHA)!Jsg(8gSqyBC$U=Vpf&%S`&sCirW~fR=5QRsD2E<3n9Q?6fms_ zZWtc%d+!;zwQE+97#rMJx_~DE2k}`15=aH$48ws~Mg87Z05;)TvNkR-v#J5%D|CSl z0YFHARs1zwHnvV{)eSLfy0Lr$niT4ORr zRdg{gRL~)5&npDi0po*io?7_zXvO8N14e{dF&e=G4K>Ux$-V?sFNr zxWis6So_MQOuRtZ{yY6tHH&38IoRhM!hD|FKwKR(1H3M!Bh~iq?<>i@SbQ#9A!~eA zVMeKUeCJtd3I|^)B&qxR5!(Z}&~BSsB~tjIP>F$F)yuVPbJwEp$6;FJ+Dz*2wj^MD zC2bcD&WB*U(q1$}k84FRu?T^JIU#N*}_A9}#o;4pp$jW~ooGa=MG9t{2o? z!_Ntvp%2LBs6T?&DY%Bn;pj24=0YHX3I`}z98=40Q@7k7CMlukEE%>xG4EBR`vtEa zv@iIp<~_}K%G%a9PO<0jVX-COY{jF_@-qFD^x(7M3b}=xXNMvlE!jEjoO!+}KrSK5 zV%t}Vy2m#$(;-gxWYhfA=mk%sJ5L#R!p0d$qz1Oz`H~mCbYZT$h`Yv8;WS!2uSmg7 z)~K2qv2Q$Zz@xg;LRg;O`GbqIH;YYoyzqsD&mS{*t^8p9mk%B()!ev(nAohX2?m1u z--#DXX;aCZP8Vm{Y3^^`ebsx+Cj)ZesPT;R9WO5U*xS?-_(000^q_{9*ORNFqoo~5 z1I*SZ65#+|`L_`HX(n;`K>d(PgoAJnNQnLCTp~bS67y-xc{un=c?W#CjsyZHmVan~ zzso5(_)5tHe5G6hzJdjYuYiF;Fo`%FdKNGu2?=;I1ac%Kq~;t2M6$~Sm2RhP(QcyS1q5lb|R?9Te~R#W7Yr*@?>aWharH) zg9TM6Sdb@!<9}~fW7b(d%PX}p>{>C&FgSo{1||;zq&|84A^8KmIFbcKzJ8~doftB&(Oc{ zY*#!6NcKu`zxl3<6e5JvDXvA^G8z#m>m*v6%0S9Ta03C<)T`~?F90Wb?1MF=GR zTh_e1P8n!}~5D3ApB*;$LLRttIPw+%%!qciAHSGY@## z4qe%r|L4BwpShnuBv4n}Pb3nwS|I-S&)DjALj!w*5{A>$w_h8WLyoyW-#Ed?!0UwLpnX`<;Npf!DM%rmd$e?v zbC-m#*=)G#u^iKa9x-G}2%~k{RsPoImeJ2&rf2W>eg%yZPG#5ChCMm^`b7D+QYpVf zE~h>2NG^=e#O>(qx4)YRS4`A+ADvoo7ACJ^r0%_4&2v$)!2ve%2p@bc^iKB6u?tsb zCv|kA250*!Z@(OpxId-U5EH&TD9qCd{`8y!Mat6w>!-UejX7PQC3n1$L$S5~*oFKq zh*GiRBm`O`gV2AqiBFp*t9ryCaQBh7C(E8%?(b%gWvdK5sz9ETvH$7qNV-MmN1Z$r zo+mna1+Q7{phlHkhlX#xA9WNx^4nzp*Y0e90(T{}i&0WZoPt4pZA$-Z^UfUeq ziSp;K_Kk{Rdz*TT(pz?ERjaw_dzXnoWq6Ns3q~ajDb)Bs!CaMpnwaIr8zJ?!k4gJV za#pUB+p&A$Z25s!Z*!g<{&q^(dat=SvCfFRqgP(*O5;zQ4Dnop_n3$6zNgA z){=a-zG{wY4ak?TW=Bh#G%+ZmbRIs{cHpHd)iHVO{1H1YzI4c~`q7p*s(k@s53j3= ztKgW*R0ApQez(`MFocIYghVvC{JZ!9+ z(>F1??z67ool)-f$f3x~c_zUVU+Ii{q)1OH#LaVBBb!@BKg^_=Nshc`JJVCAkFDu0 z{wJ3<_pn{^(>I{OSGWotpCv8aDJxVg4hAZ=&#to@Hwvb@+!UmW&z(!N+?kHP`R z0lBT9pHETpo69RtgkGpi8}ZG+zwVPacTxq+U$x;CT85+GU2zXIFjWrIm>-b z*b;t%Vc?SD4HO00iMS-UOxH8@6nrX)jj0_knFSOtv*DWQEjM9LLcFiGpJ-~kSnc_F zXkYpcZCZ)<4kUZondWH7gcNfM%v?h01}-JJ)J5*?)Tu7Z&=S=7`iOcnYv@xyD?QFl zhYu#6p=5kY+6TS%I@QrBu=1YW#W2I;=FJx>&(4p+w;zfu%Ku!fNI}_m=##rj08;Yg zp3OUsK4pq)`*82>^Yh|qKDL7<0^EnwUGr==r*SLhpbvfKdG8XqBt)~M$u8qQ`bixc z#7of^T&pbgQk1I(XI3?Q|8T>^YtEu*`u;SYy-lO9oCiPj@}AX^^Bd>ki=2GW;h5E^ ztMFAB{>Vz_m4s|w%A+SR@5Q#R$9c1})>r+oPdJNrl))wUQ{Ga0eq?m2V*%8;(xNs&#p_IcV#x6~@>M zR22)n--f59HN2KkcKOVBWT3 zt%l0G7$du&%mDluNYaZelW9H5LXUj4J~r8gTK|GgIzlb9Lh!!#BMLNZ+t0*EsYF`p zmG^U3}4F2)48u02$xQPsDobMjC%*`_U1~{HAS@bJr!g-(OaIqN7?D+jVluVlH!^FSy!NVXY)i?qWkO8<-iBe&(bU z!>vhrLpcg+mFSZ;^vn~bZ^o_|4sb;drAP2W@1cX5E1Z?YmE$2dMn}HBDj3|x!@G$z z^m)|TVeY3o> z=$N~_kFVP&?YIxkhux|VGLBI0Hle)sLTZb*KP7A0tYU0oT#M;u{^wZoG)7mZ7cY0} z7b;99h*LyqduQ(Y#FL>!gN19`b_8tq^pbI8bvhux84^EZvv^)Wovm@EOQLx={%+$N z@h<*WD~lKUwUg;wrZ8$MJGj-;T9WyoLk3gYN*Q0ohZO^BY;vl2WL}zo9FfSmSVb=E zam@P}7rh$!Xw0EG66K4rP8-k(OG?EKIUBxRsM*i@t0X+ej1V;q#bC zE%Kpg<3{}K+=NKj(-R3Nt~a!c%*6~m^{v%8b44uptib)ixQR3H>_-LXjBJa)ZONZZFmF zBnQpZR)}x7274u2X*!W-!X6)#SI}VcFuGWnp9^QR z)%DGPTeN>nFHik~-}S4h1C3v{rJkU8`vtBtDcAc>TN<1I2OjI~;svJ}<} z&VCLJphX1DRcpz%i=iY(n$JDkZ6TDMm@y%7)S|aPtB$ne4mphS4rJzf$+N8JXKea3 zXEG$*>+>R=zA3#o++s^5S9nD5MzLINktC#pL82D6XDl;&n%k-Q?Z?(l!PlE#YcyB6 zihX^lY=0h}MfEzcrg6BqXiFE8_vxcq`*W8<6 zzG~)IZuPgd>TF9W7Y`+8o?yFCW_k8dhV9h;+>5V^1&{^li-~(|9owBQm7dEnlQ|}K z=F2{$PHqqVW^LDyst;MLDLvjdB2MWoJ(#}ad(up|NXlE*wAID!pnEucfH@_FkejVgtAOKo;v?nkf~R0Q0OYJXYoH9+gi z)pZc%@u(}~bFg3K$05BB0-p!{xG{^NI&){wy&37_v)hR`b)5Bn|4LPEl2*;l>UyP8 z4{ux`<%d~s8?O>BYi$Jme6umfCf9&{MU(0_{Y@ppM_$BbP>om$i@vt>jw_D4-AJnL z=bF2$DLD3Pf*zD4->QF&=$-leRr8vgF0vqoSwGE%rBBz~akJGu)i@zbucCmz0zb#=w z{)RHR>=R8MJ-HZZG!uFZHE$`%w&z>BYOKW34|7GNv-#OCq4z(0^mPtu>Dv+aaPoxU zT^>|#Kd1F^<{9TPUjaF8{+p89`=4fM8Es{}Qex+ycBH*UoW|obZNGgjU`2KKCJ(E@!dAhwb?d(Or}U`j&xnwo3OB*-IYA z(Iae=BX`o@W$a<6S45M%VHs@ilC2-G7v%ep$q)5b5W&o=TV!-kB{~rzT2>Lbl0v07Up=Kdq2rZ`~(`irgRxj^s;`;Ni0_p z{c%nLVCM-bjKAA-?C+DY@E82 z_yf%BSA#(=f&fBXKX^?Z_{X2TOg0AK@-X0Xi1mZNkE8wS$uI!U0r>m%gTGI4{9-V` zC4o%z`i6+`AMh%_8VsVo7?Al{|K#rj%)c58swyzBpA7y1`|*pxC;)gy|7@v<)nxy$ zNl+LV6#cWM`T`45%~2?C86P*=D9$=}E5 zenBA---;4$Gmms6wqnvdR?FB z_nFSeKs5>7fi(JL{h=Bu>6^i~b0}MiXFGD!gm;a7Lev;+UyluVB z5aGSBtG}?m-xP10K`;5GKJ8 z)Fosupnb|bNuE>#HLB?o3vVe;6r?#2I7kB%&N&<) z4VM2d3mAZ7UwOTJ^g%(y%Ijre0&1R#uL**YFb<@xR{k!}hX6-;`Tgbj5FoX+{Casl z1i)J?zh0S-*sdAOLu?sM_`5P6Fe-@OTj_v|Sm}O@0D5Hk{gwHMcVZF7t<1N4Z4=1D ztkAc7R}leqyF6~W?p5pK3}141I)Bc+g~gLuyp_j{b}y&Z^G7r9f;>)V+i|;Wh;~s zY9goYkS z;9DXH=#~FS89_B{3}vgk3<*k;fX)6F%K!iz{rlP$At-V!-e*}iZwz67?Xnfh2vuE# zQeE_aq-?{*KN`4xI6^m+)q_a@u>8ZhM6LxQEn6=e%rOG81|Z-G6)pfuwv4R#_k?Y@ z@JC@lJszRrW`$vd#-AIy!H{z!t51?D0O z5koo~doEWgBN%0P5a>q!N6I!_`XfMV z87#<3t+EUO0QR6-`}Zz6a^1NkM!hzeWdu{x{1A z9sV%?PApRR+8!r2Sq65`7f7`Ld-X*_i9Ql{* zN363jez@0ZgE+QA83ObwKoRPL2n}fd17#a7`{8(Cw-VX_teF0U>J8jKSpJB0mj4FU zE3I1ogyx@wm?9GNLd1a(#(yMi!$m)#F995^;3~ri^rC*>G7Cg7)|q6)==;XXF_2mX z_BElo7_hU6lJ>t*w&9|m*t7tY5&p$8Vl#z*Fffp7%Loy~1jPok3`kfMa43+#djtK& zR@yxLd&<5y76Eo(ITiM2btS~~)#|TWH}>~v9w3Lmi&6YyFb0G_upkz=7CM0Vp&a{H zgF!L`Wa!q9{r+72YAj$X9>j;%5B@&j`HR75;2eUAvY!n8etZ6EFcw(Yz*1QIWN?kq zKl2L>%yR5cKpx=2rau@=Xx#&HHEW-YSbN*Uk6UDUnbE*j!vV)&{owC2tH1copau}6 zJl1m?PRtkn!v;fv&POodnyi2F_d5DlPbPr2KumZ2;NKpL<=>0~b*aEK{K?=y*xE=! z>JD_^TKnWbITlDDgit>LKY=bn|GdmdP<#pU!)u=l?4Umw3o<~2#z5-_|G}{!^cEvz zfY%NtG*S6GTKS8GB1D7;f!ei$K|TB*3f*x~-U@ zeE9Zj(L^EY%ANm@w(9_=x_{qRwh)rCBN>^;-ZR-FJF>Gknb|5)i0lXmV znKVd|nIidrzQ@r(y?*a|{$1Dmy3TRN?K7WoKlfwqt1n!^>c}Mg;Yuym)sW~Zwf=-_ z6vFjlqbTyxq>Rp%hH;*(Gi~RUs6KkPnZzS5|`AGPM4lty}VdA8oYY*jIVB)ZbEAc*<6|E*O*iEw;W_U zf-jx@*;Q*s)luUWKoDjW*<&|37Sd=BT9O*Tp#gUoyr>v#*N zVoD05Ko1Vh(}@c=h_8p=h;5p;dVI3&S@TI|g&Z2UcWNxC1H_N?yz~bK+bFK$b~6w@ z4NNt(Qad{NF#4(BTrp>rjl=zU?t)zX_S4c`f^1@s$W9kvhjwD&5In%MU!}{J{x(ED z_9ZoStw^MK@`CKS(p#T!$2{kn)Mc*l63;CPU$Rnl!ACjhp#N|tArRN(Ll;rO1)WrL zOckRNjk89ib_z^|4?G&CmW?B5BhE{UX(;4sD;S%NW|-QfhBQ5<$-O526R9Y|61*yfbF!lwr(FKg#oIUNHC>63Y_MXT| z>hWWu)j}#8jSDzj3ipma_lVP?uo?|)^@~#XzCLVoz=;IC|BjnaTI&^b%|tHK+6$edVxrjYku|DJS3l z+7+ctDlC|~_nRwOq9}A9M?RJf%R4FN)$1fRHk(-~Ov+3!_>1?_8dvp=4U@*?47sW} z_8cED)x7udUVBz-*BiDeVS{IU-3FhOM2{IbDjvCj7S}{UmFjkI#$`2awXqxK=-c`3 zG()UDNekm9 z?S|T(gJ0(23d@H29Kvo6@+TLr+@s|@XfH%if}RtAsb&=OnG{10c2If3%HOd|K|vl( z@0qc!q`ooBWOg%qioQa`CGRRX?a0sjTP|80yTwRm0{gt!C~5!7{_;KpQ|?QcLX=Uo z-gm2JVre;GEJU~xzB4VI*RP;ptB>HH=ThbT7G(S|OGb*f)!<}f6>>3?w;bA^UY-ul=hq@drB~2yn!TW0na;wCl142ORqJOg zIQXLQ`m1bW3XFX>^Ha4`x^Z2yzifmjtBtfP>IZj3x-1J6p28g_{-$f|r$S(ZSFMPj za@5mCztd!v-sJn^cBVE|&*9Y-x?rw^hNgrDWA31CAGF7&rd40ZK2=gHcX6C1rszf~ zd{Gj9yd+$J;|QtTbv_DTTRejtK^6+`ikc|h)mU8bGp(r0#dp{2?BmCuDn5ME6?r0_ z-}-H2@XCi1y0*^M+$t6M_R)S0X9DHsOsE#E;+3vd-VuE7xhS)sbn@0A+{_~dA6c)4 zly|?aGB*EIOnE}U9Ak3Y#JE1G?Nt_sr@M<7+0<3W<52=)LfRatH+yPp+NN)%)eUPN zc^>9B#2u`xEzrD-5r{`BVLe%u7tz3t7VrDQvM=ZrmwJwLTQNzDS`*6A+5}RHMpQ6wh_Sh0qsGYA3Nyk?om?=DD zC2+P=>y2AfydQ*z?Mk=5Zdvxs`{Q=?_@Sax@n5LEk;&(M@@Q74xa$2F7b7^}==E15 z{@xp_qoJunf%xa>&Neeyn%E`>9Cx7W(9Us@$NY>!1k;^zG_KV+8DBvg8hD83z;l-m zGdS%iaxCYqeQu8P-w+H%8M|**+|QQ6`glwxIxoj-cK+&wGTl9`ef=Veu2!7l*{SOt z{EiEcSLYvD(3FV~9u>)<5~rQasyn?cfT=I0e`cGC{i z<{O_6ANipAzD)=tRQnmm5}RL5rR(6cG09W2T97l$QAFlEQ_^I?_V4u@ie95ioNgquVe+h$3rYTD({o~lpuf#Lv>p1;(HD|na z2|p>JZ753P&gL_sX8CB%x%;S&wD-@a^~n~_q11b8s?;B+V_;k&x>^?(%YLT+o+{O; zQysGIMFFIhpSUwVpyN4yNQg-)lDasWZz4&(A?H0dV#2t-qN5ncpg9$+*`qZRPu{Ht z8?yM|?(isNn*IEM;j)Wm+tYnSG8CM|>z}?#hj}(cQr=K78fWF>UJ%)6s5Mt>lxEcI z$s5s$a~3iYdn%shNY& z7ZqX-Qqw)atob6XZ+~rUq35EIdU5d!EZ44Z_X-8!E`g@-?-{~`_cGm=Fq4KK-MxWk z;p*rrux~m?>T}q#sBXg?b-|HI)r9h|W{J{vK_vMJH3<`|JqZuR$__uHl%gnjrWHwm zcaol4;51le+$5$9E^`3FGhv_0)V2QG_PWE!S3ZuGr1^(r@E*boDXV1pO z2Q_3dv5WJDF0zw`#L`}}Tjr<_)NXg+xGJ;yxb6DTb&eGCv*kyh zAG{l9s{Q7X&f&!U9DQD2IRZ1J-h5`GVWe4_PAL|O=GHtP{C$`(?7G^8zzm-8t8ABB z)GjPE!#vDu4<9$etc^=IdQj-=ckr>lFLG4tCj{D(x=Jn zF0Bi&Rk20b&HGb_Rgn({sk${t1z`(wVkcbd@28pG$5&p@ixW)z#+jUYD!Te}pqP_Y zpYv3gvi8Mv)D=JUoZ@$1FR3xSE0Y!@OvRd~GV+rQDPm228CFns_zWQ}f0_r)XdTI% z-~Fyq%>;S;m$&Mc2=3fBcPZ_EsIO1%wQ&+_eP+_^hHd@Xvm0|X#n--9?_@y(-L7AJ zsm}TMoZ9d-oK9IpfJl^~ske)(3 z-u!%SxH>5KegqquhYRufnl^5$BOY(!1X1J7_aRu* zkfJ#p7lJhngozNZ-~2uv1bdnX!Jht=1-&`8TYlMp%LgDtoVK{e+@K8+AE?LO#@+MsC^S8F$Jnc|Aub2 z@q+J7BmsiAOyhyKOydE$Ot8+u0)qtd{ybp2G)V%|jbM8q2h!G(2dn}>GXpF^Fi6l8 z0^$hIA5!Mqr*OL(*XHSk9C#q_#S3XJLUn;)pm;zFELXFJ8JqGqCAkPB0oUq-K z`~L(Fq)3sy_MqZk=w^Wg{vm~U(5eXV8}|lpM|K$bf~mZqYyv9q*xDK(9}BpIyXX10 zjUM;*#3Gb@K-SJhYz_-QY1?w|xJco8=>Hbn?+wI3l@|~{1XGGY2lYyTG=#yl{sEntwVMSyr-X&GyNR8( zo7Y)4YddR)bKA)r@M={gK?HXxyf$D9BA};11>OG$(c0nfAUAEoe+v?_+jcZ61#(7k zPV0|J2E;G{-rf0D+t=XsX$BSG$lf7<`USuEf$#|<~2ku!LR z9RdTYy?nqQ*cv=YGXV4!*~`_&z1?`?fmb&o2Oi>h0n{r%^nippHw^O;=vu-6>4TFK5afZSEcl0JKmP=8 z(>X&9JjB}L0UF!z?yp;u3l1GX8Q#;{+iq4tbpS{nJsu!G%n4HSpb8o4nG2}7V5{)$ z?OfRoZ_|}U?&twhH7_6pY^^;|j|aq0_cnSvtUkDhjU0H0tpPQ>;sUwjAMhZi$sZc; zY+rjj;X#f#a^ZmrE`AW#0EM7{;s$&nUa(dEP@?fq@VI{y-9d^;54DR04f1}D9@J!a zZjD)!NS{zhDF@uI zKh_&43Ibgi_i~u*7%|}IAsZez0Km=g^QHiCJ|O74Cof|sJS4K|5xW(lHG`W02qgd( zF+@QH-4J;9be8Nuw;6Rq&T@lTi(oE5(1;!K4uBpDJ7_NZH*{dJZ8wYI(LdziL0nu= zk2O0f$M&2D?oudo^OSi zu~OuW-qu=!&N84b^aCDLw)cmYi2n=^={6nIXC3f%f5HPg2K<71a=3RHJ*3-opu8EB zF#U9Cxq(Ii5AU8l?p@#^FPegwTsSiuY}Fr=3lIA2DHyv8Jfz!n5X%_aut1ZI6QcBj z0|oX6ru{!HJh=l?prRfPoenR*3?31 zL6z&CPQ9J*kT-Z+D-Rqiydc2_U1d-V8S3f4^@o-T+vj!%JaBscG&lkEa5HnaN7DAM zn`*~<|4!Q8%=ICr?f;#52n5)ERa5&-f$cYGH4qm4MUL%Poi(Vz6g(yi$*cjwCe&a6 z%B5}7Py0oHZBN|`cz#op{6TjFQDpePf9_r|qi^6k{Fv-QSMj((=AEj+HPiKj!wScg zx#wTx4Xcb`T?&xTX2_tEc(PFZY4Auus6>!@(&P6_I1kyM8a-VWK1a^+9Ph!GcX;1A zCfh%7)O|~Oy^l^FPm+9~60ei^xo_qrxrn>X?sZ?7U&&`&@i*GA_{Je86zZH|FL_)t zAzO5G|5TBfWlfE}b7}S+`Eb0L)8vXV1>?8)>`xhK+YacxOkz?UQs&|%p1-T6Lew|U z@M-L9ZK58f7CslR{+Z`h%y+Mo*aQmP;(AM1T$h#{tsZ*m(v$Aym`6GOBj=vouL^m> zt2(=X?W&|+Tn$;_imZC|z?$jH8~Hc6`jpF#xW?MNJ@1D4=#vTTv2M&;@pJh%Z92)7 zlOCnM^(;OA(qu$&<*rGMef=<6PtnogL&pYbYz9j5^7C}Rj#cm(Oo({-n_To@y|+

}t++*%y_T6Xc`g5(mS;G8^0?|x^s|z0k!*Z-r$0f%}h8ij4 zV()mW>KJLgk)kW)1z2ob&f}ka1U|?8i$(;O*||h#o1>)l`y3iS4iGG zQ#V$<3|ls-7djC{t9L4jXejcTk`T|A;w&_>P*GVKFj0z0Wvc^EC~l$Mr(W6|EEl`?KJ#Eq+kk9YYq5lKTYzXuCVHU&jdS}7@x9jrSk zoj>3xVaBJ24HLPHCL+oLkx4BhdfYge?Ng?w1Seh?R7;d3-MT5{W$@;ap*LA>L%tM= z&*I}+0a?l=-;GDZ{MVCj(&8Ta_CT4+r}bQK>eqycTM4f$UJS&baL}218fmySwN2^r zI)__vmN^#Kq;Xr(MWH-tKJBV`DiY;jvrMJ-J%TE={wu1)B%g(Qq-)4U-J;%BK8rc= z($775;>~JTT7gF@RdsaT2k+yBeHZy``SdJmpOT`7SRN;+7>rFcMOMCT54elm&?vRMt_YB)UDt7o$ZP{)(g9+Z2;1 z`7i+e=HLd`UGrlS$xD}7s}JgSN>`8GujU`DJxj-SZ=~k2p~v}iPOB7G)sF|%^k%7} z_b;INo|)mi@k+@dI*E5Cz;N7sYDi0iM!$=@JAL0ZMJ(-|OS;Vq;dZ*@n6l*vYhQZE!zy|ghOJOdyAsDMU)g|_Ae-(3ml})Vl_Li^Ee=v z*l3>Xoq8+gX$`WB6GmC7SShBF4H7BeXXRaDF54Xo_;T;0mHJ_-FVD`fdGNEBK3!}i zoR3YdsAkPfh~|H5KO7jUPK{=SAN=ToSQe9B)48RNE+JE5;mWipj2R=wU4faWIq&*> zn8DZVTq$X^tV7qlGk)Vvj(yYVKHi4Yi<6Os_El$va)zjN7(?EPJx#}YT7@##(u?x_ zVGFrYP-nwOi`yjJZ2nSLF@pHDzTH)+y&$Z_)NJi{6h#Kdsz?5175|eJi`vdr^A}-; zX9YcFrG^|II=|XzRWvAiA&qkHS-}HB25m!H52~=ELd?%^7220q3~{|(Dwkr`t}n!A z8qBp6Njm%DlHbimtM3vGLaSqVcNjRHk9}%axvu*?u&M%VFsjENYhjm47A zix-vI8-HOqcMFwkb+Jv_d^JKuhJKLD$zyq)*828Bfz4VgF*kqW$Nl!tnMgz9pV6Fn zH_c;KB+EWDBjMiqwk0_om4{ul41FJdPhaAPHd2^QA(q`ZN7VEy+wzmjkG zQ43FnLc5-XXszOtXtyZpCPbo@jdEFU zb+a-DZOTu0dmJVxO!dv2ye)VBmN>TjfjQgqkfm%fR{U!E%gicMuKb#~O7u1^Ij`eR zMMgiQKQ?_&FS@~@lodTa>oH6gf30`PCL^&=DB?SzYq~Cm7iNbR=DW0bZ30dn$E#`PFCZ{$OlPLxr_z4ce9ZFFC`jYF;)5d~}WKi*J?}9K*)qYG19f zF2=n)_iTZZH%tGhif{EWy>h&YD4%_4@@W=qvO^mRZeLDn6rL^c;At^SI@+1`#l*RY zCMU---`CUU2n+oK!bAoxE`_MW5T)b9~~np zk!+ce9r03S%VO2N)LW##j%p?{>2=RpYyRPvHyY(KZsjrLcdrMO*&ZN?uBNZ9Zl^mb zbECO`AOE-kK2JtN$`J3lK^hqrNl^@z)sku2N(CvE6lHs5$xHIW>@`2l}|w zj>^6F%;;&`7qd?M4amK!(HY3!A662II33XFpT;#M_*s!cj^UOW`u@asnkB^|c{C{o zg`eH~Fo+$erAf-ZKgv}dHf8f#J0-5MBHHkkd*c%stLAsMlsnz#IKc|p%p1*Q5o>ln z*c3jer4lDfJ_;6u9rMV3j2DHXep8G*G&QzC3H6#ws8e1Gw|s4Q9cxANIA6QXb*<4S z?gH2K$jOfDoyExv{+MI6f4D+;zVu>IU)i(IDxJl|4#(Law@2gPFovR%$eCupD>J#M z`A+xoDco5=q+Kd4QCfNtO(L<8Lf!r)3**v$4K#%Zw@A*tXV4X*&=*pE9<||ZRvGW) zE=6~HXyfz6wrjAGeKDjf&EMzWXsODN@iMUY^wuX=q1*{PeUhBEU9dtTA#{%Ibty+z zlfZL~d-!vW+QFYN8BHx;=XVaBqUSJ7G>-RkOBte)s-?Zlk#_0WOkIa>nJP&b$Ecd~ z*bo&)>8!#l8?!RD?&ilYn?Bft^m#R2mkG>{Iv%oC^bVzRYX801bVe$wuhp>)qrwgy zlEsGi6i^uE6;F<@3=hjy9kFVEHR)WJJF%cKA`<+#`jEb+YEu z_9G~C1{J<*D`#PHo<@fL^Ny>t605rqCgI}Fzk9LU36pS7;djF1ratt4AWXuw9RaZs zMBw4XK!hADq_+Tn3_PXHpPSAO572Dfe2gF%B4lHE;8mf3zz8q!gnlA^4t7tpoD5hyZMdiUE8nAO{{Ot_ERj z9?<(3gtNht;0CENPLQVk8@}C=DDYK@BuJpYBn;48w;(}WN)Ye)DfIcD81`klw0L>oc41v}foTdf|v;z|t!uN*+j+3j2 z+YZ|Ud5E^A6CALRY|4)T0|N-#8$oU7fc+*N^50Hd&~6%BOaK>9qXEkVYT?5REjK{9 z;^*I;hOpb|@mmk6|AuI5z@YOUI6FTE45A19K`nCo2H3H}kXZS$1rHe9+`v}>#y8M9 z0SgZBHv|Osl)>C(J|W)=Ir|gRN96;FGu|KgK<_P}d-K2G+j029eM02mL!2KlXxN|} zAMjtGGZ-+gV1HO{+b4IsASj@tAZ_%v&;gPV4A>sPjR9G6h-eMgBKMxM=e#>;;BW^T zxq}C)`JmdNt*rrZa(VZ-_O>(nc#v3uh1eP}(3y`Hs)7N;K2E^SgMqV{Yj0IBygT6i zCfxJi4wkLS1sq(6J_m7fVPJA#kUTE$o@gb!J19-?CM2uA_7I+$C)aN-x-T_}3{#@$}w1T~I8GCHuD*}33z z3*_7Z@dDn;V{dcIx1+-8*RFLONLhM3pyU8z(`;>A5QGEDb$gmyz8&WZ5{v&38yB3U zfc6czh@gZL6iVS_2Usd#GyEJpsK{<_R7AcV#|k_eiJX1A zHF!{g1PI?i67p@P2E0iH$0%9_#+TGLK?zl4G zfo|l??bhIdjmiz3cA#()T)J?MvjF$*#{2fc+W`+Ae@6~H#L|PRVfn#f3RzRUz?y;- zx`CqNo0fM$(A(EsO! z3+Y3Gn(@6XyY6|sM35=jlQFdmI;4jz08JAVV1pG0IR8-BOGts5 ze{T`ko$$b!{?pcjn57^(EuYp&h1w)K7S^ZiE2j?D?E6g0hE^^r!224vIA zdNNOu?Z0=}*^qB}=1oPCPBKwF)`OBerQa6FSe#UAKffq_;m{q2emAp8a5(v@N349a zlTiBc-0v4&$Mcf9-k1aUwe`S&wV5k_;~>(Qo959{PSQ7t`e&U+Od^)~tre4^Tf+#wPmDu) z;6DH7JEXnbGKLQh;o_*2S8zm1bsTv5l>;|bk>L3x%{PX`rdF1cjP2M_!whP+U}h@5x>nn)v?XQ`GxQg=v|N)0(s}ehgVt zt8-v_d6-Ux(E53xWxm&;+s_JYdGRoFZM7-nKNWntHR#IwfxWLlK0fW#*8M#YcQ8ygc_~ z(-sfSMhSCHXS~dQc9oh=??o<3%sqYcYo3A3D92eHo;soDpzz&7scw7aQjvQxx8GA| zs4w%Ju_{eM_tDST@;A-BS#31~sH8JoqUa7%m`2kzq&{)zB78Hwc=VaDTEJ%(spELc zWmvQ&X)NBl@^{rr+$mTV^e8oBLq1Ar>XuQG%J$WKGT=@L7uUytO?Bwq_#B zWhTo_2=9w|>001+VBVOBgk9;e-q$0aFC=$VS~sokH{_i#o;`8g?mgRio`NixI2TM@ ze&8W(rCCc5niAUE#gV-Es@e4+4*n0BW})8?(o-?qWxwTjJyuUgF~O79k4ifsJx4m~ zBg3(YxC$nwn)3&rc8LfQw;jNt>m2!V_56)l(tT}B(^C34rzqVwgbVLGi0~KQH{0;kcb3Om#%n8Nc&3(=o}xW^ z3PV4%euK^O&J8`L`Z8>+_bIO~MmM{Y>t*s@NmnB>$fVNrr7CUawe1p??)q*)pL8o8 z=Wqs@_kr@D9xf}cM#I@j&5ohOh6^9PJwD2-Wy9uh3tY0=qZpM0KK78)UlAoQ^n`PH~2!FQcp@+=-k=;r6D2vSl)Cg7uX%}F-`3(G%RA2L}|Oc;1`L<{5^-~a|=zV zvN2Zd{cpylO^oN}G)o-B_kEDh@*tpZED;aDu}!~?_W9=W8rzbS^ZWIF)mJxyna(x3 z(1#om68u0V%luyI_IEEKv6%$XqI}Zy`VR!&+RE$ZSB=(A&i62jz03ZRt@`$zx|;6y zP*Yl#VB4Jad`(XWhlM*dtXH@$t{CQN3CKn@O_N3>-<7j&KR;0X9o&70{rf)oq{`T+0e-xH)jlmYqx;2mrdkU$$b#N$n36cmTu{QV{&2!>EpgD58O z=Mjo*1dHVo018WdO}UXS>EaFfH|53=8zKM~)D=%WpV8aAKbBp^YW zQk&nm^*jPM$Z&4H4uKP{9sqs+=IehYCT;$$NVUH~2Z4V}Oyb`jN#C3T`fIZCjiviBJcgoF9c<^n6oWVo*^?d)Ha>Ktp*a||9 zNS|9kx#9mMMg2EQ%eJVgj++KM{x0g@2s-tve1+XLyF7YA~724ds#0{s+Du;I4g zK}}}(_Le`~1>P^t?|)1~Y{3ImK0uK8F}J)xR*GwH`NN&?kSNrIm|VaSg8H@o96dge zW7-?HgnxUWfAjW7?&JcB2{@U5!UHOLK$2rmF{K^wkl4^{YjPpEH7LilsR{y!9e|jy zw;a>X(fh623sNHKpsX73C4L@zyuf||rq!NCZ+o;A1~=i5I=L{A6o#~Xe(YSJIl#BK z1S0=Vcu2Qb07nAQC4R;;VSqBsyT{4h2@mN83k)JPfsKn;dN9C6;oMttc<123&2Z$* zE#h2(dU|vIl0byIqyvHEy(~R}?UD3N?*KXQ5E~a#fDr^{(ALs}ffT#I-c*NnfroT^ z1vq*jIQ{e311Bpx|K1XayTC)by#j+aDv;6mvGyQgOs+khD?8!ABgDv=T*TUg$R<$N zt{;;NwP4#*0#RUlngqs!^fU=X8sh>T^tRAJeabln_LQO91s>Av6-fUL{PzuriQ0o(OAl;R0Vsh8CYc|2lRS`L zw6_GJz>Ww362<+t;6WP|@RVRsN*!VZLVgkFo>FuIJH5zXC09X~X)~s^H?5V;NETw( z|9@qfK(-HRWDEt2IOKlKCH}Jv(nr5h<`C&4UQpV&*Ywf7)5?xR5=6C& zte>ARH(X!;u6Bz$Dk(fK_c<0rY%nVN@L}P`FoyMIL!SX+BGQnXX_gfAemslsPGA%g zOTLtQ6YQK4IXg=rtrWnQbki=h9PJ6ChIU{triCKxk@%UuW6U~-2lCljQW$Sc_!=El zUWoGZe_K;Sj-igLt?)croj^lB)&=j(6N$%xQs>_j9K>E^5W9GMQT(=~g3WkrmfeR> z>n_7BWpi%@Tdv%<88V#Bt9X9^U%c9bL|$}|%i7#LXjP@3`Ss!?!!4p zVcG;xycFDLZ*MhX$nr4IXZ@;L^de)xJ)!qiYpe3X zzH|DZYM!*weTzc^j)yCYDrDy>X!x;-wD7O6uw2_1F1|y~P>O_(L{C)U6E9!mjf2Jr_=GVGcgTy``@}{aK1@)Zj3eT9UmRf za)-@V2eJ>#IhSaEKRY}^n;LC&U-NB|Y%B|EEK96{ff4gxS5#R{p`KLz2n?PB9RkuYe9Vx0AU>}yai-GP|pNdIs)9glMnt8-LJ>) z|9YqXE@;jJkq+SHO9*&?ip>vHLH`C1A!&Zj&e6ld<*b{#o1=@hiQTrEj?KwO?gWFY ziwg`L+!O``2Pj6y&%3+L`TG#^Z>L>>#<)m}e#EP1Jyu#y^^2ZPKxmQu`erz;#v_TxTSigBIQ*!WgoGj2ukYHEh!LZ%;& zsBnE013ep=hIx-0F;3b$*fq}vO?Gow;Z2Syg%v)PW{rg%k!iJk5YZbw!K88agtouXG#Gfw8dRo#j>>!tHrl9u#p^?HwjB=Qzl z44&z^zb+D-?!V7InWtX3d^K*!O-O~i-$3*l$qnb&pv3lihMR!(ko^sDD~!V^U_3;Kv>xzNC~e4D z&iB81^EmIb@#sSBeX`cWpA6g-yj1f8Rs)=>lL(xTh0$EH5Zv&YUOO5qC@PhEmD@|c z`pErTx$iHxqc?fc?$7P}2UUtm0G#~`?6n<)Vr2omG zNdHesaq9w&oiCUQr!yiQwET{Ehuo>Gq4XfT`k`<64Z2+fiFfZj-3#?IBNy?SM*S&s zWuqnOoq~>x&x^D%W5-IHqeovayu`1&`Pgj=P><6fD1nP?Kv{J`3+HR{Zesv*ge0w)0(t}%c z4Hez?&c-gb05EEQ?t#rqV!JH>-zLA?0-MJ2UTp!`W?M2`4mj7`mDT_hpKRXspa=zg zJ+K83dl&|1YC?}U)3mUyH1ww62Y4P~Lu_h-K)Uyv?}roFG-!Xb9gs*k2A((6!yO#h zAgv2nAi2C!(rnEmBC{sq|%TMLOCUIa3z)R-U4CPW*D z79<}Cf`e;$*Q*$T49w*&WA^Jc{J+{+knQ`k;mH;W0#Hz}@z2P1(SQN%TXr1K|F&djYp5W3 zZV=hn@_<090xCxR`y}piiv2$n|AT0@0ATcRgHk7`S{4%K7T7%%@M98p0|sp>N?>2l)+-Zq zgCld&!9*#Iv^sFbdw%}iqvrR)?xFg}ufLIH4|dnnFt;>OOg#SN`I9#ui5AQhbN3cr zt{1#54erfmd&goxu=;TE0@hu>L;3Ht$xIKOALp``eFiJa3(hL&WcX%Y} z4abF50QkI-X0DomyvhJB$W&_Q$g=y~cP(IzFj zq5Go`G}2FgTvX^3XW#HKuu{*Q5{$SdMss$pVaD_7N+(Nojk!9D`ayhL{o5m#L|2E3 z^OD3`(%xFpiDe$WT>e6fHDbQd@r-I@{*8iMQHrcDTnVqVXRh|5$OyNRFniAKU#Y#Q zMfWhG?OkRd)qW!kMU~e|$L=H@xj}a96p!+a8DZUnTF>=^6yLx9J~U8BGZoBtVp93h zb8*eWQJbmB;0lM2K}lMM^)a_c2`@};yc?AK#4FbvF1BIykVX`PL%_;UWwE%D;Vxfv zTgn=|F6%260Hv*IWB8+0Q+Pj|+9iPnN z(F&d_ZYzSVTJMu8QlItmrjtqx7r=fFJzyF+hqAIG0+uBU6i&s+W(CiHZn%sl~1 z!)>Xv^lI^96Q*PY@l@wsiLnSuuq2A}6Y^ikdAr%qu!lI=sCM*Q-*l0+JaCh_&5v~zFa(QnJnjfd&e zZOD8>(A>sa7qU~5dl}^3nOl&fkxm}R_8Z5!+!JDs`hxzY4RI_por9lpIGOJLN7tQ4 zMr%Wf^Nt@dnEpE9Xxx-tuC4ZjN0jKHPSJ=KgFORUQH`5nV!%61G1f#PTj9}{BDOg6$}U#iof>3Vuy zmSL#_hWsgWG~2L}!+s%XjWknS&KNN|J|*eaF=j&ZGDEkq6Xy=5x{=jzsbws>P1p-u zRA)}89xThlR8S^enR(hXES503YB?Q8%}FI*Q8XqV$?GR^!fuLSs^TRqu=>?GPTm4F zM^1%ChZTmTyvF|I6n{gt9M5l25sSiZVk9jknsogUU#NKqFBctDefV*Tpw{W+$9NX} z%b5z?Rl~%z38;wF}nY-WqbB*tl%13}}7Z8eg zZpQ1h&+gB77DcKoq~!X&R72xZn8j+b zrYbp@);IRZXUT}zHU2SCcV8g^7qNCAdC_kIk#$-eh7VQXSO zD^fM6G$#wtFujaOo`=)l6gd~6AxqIJC*tmNS{2j#&Q&hp4K zq7<&pi)1EZr^%*icj(m8vv)7w5$XAi;nrv}Dm5c+`gozWK4WrdCBO8Xq8Pv9!zTl8 zQTB_UvROpeonY+3Jg*r?k%FRae|-NXc8sp+7Z>SfO3j+uCIaG)Q;* z6nWbE3pWM>-RTqE4;orj0;mohc!=tG^G5n`#d&fQWg5Hdy=80%W@$Kj-j_;U8M%sz2`ts0c|rXWu_Hmv2N z>(f=KdoDox22+lOV91RW?qlS>$>7*0Be@MTI!ecSo2v3Wwp>>o)mqZU2m-cxaUtfM zOUws3_k9RoyYi_iZR*KP#lfJKn@xSWZx7-vxr&1-Ko80dC%ytn+v|uiRo~lHN zR>bk;!M9#9dcp&%M=E9e*yFrRBU7&3YQJgwJ*=j+%y_8dg>2ffW3#mnY##IYFRjzu zp-{TBGqMGB3i)X+?;6?Kv_OB0Z1Dou5d@_ELu3n~gbFBY&pLCB8-j}a~J zA&s-m$A}0RqLn=i9+-z-hlqf|o6tay5ub-ptmQ>0*8Udpf`2!X93QCJAk?1@bixt< zRqT*}0%)WRB)cGD!0thkU0R864g+!^aRdJqA`^ijgsT$p054Gx1gs$PB8bNA>c8#^ z>A(2+zvsocfh-K9ZwdO)0a+Mmlt9}dkUNEe(F4h&T_GXzVs`FkCa!0lTpU4)(cX1? z90I;t{_U`B!w95mxWKCVff0lTIRQU-4;ZcO0X`24^RxCQPEMd7@lKdX^t6FT4GO_Q zY;}`F&IK}|f^elhKv(=jJ6$s?6DKzd7xo>IFZkyAx5M{)NRA6?a|z)Bx=FmCiirzo zVnA}xJV3DMPmQp5TXmr3Vf%6PZ{s-JAe1TqW)x~M$Olye08t_VQ0WYsoC6Vp-OK#9 zhH3{n2Y&7#XQ;SAmRJCa4uaLs2eJkbJ}!8G6?FIeLo38xhw9fT$^RNq{eAI+&@PxO zprr}`fVl&7MCbs91`sp~``h;Xdz0(U)A`?y+V2p-;sPNhNJ0Vu5~5xK#_1kF{!=e* z7!o^}ae>Gel&0YVjUxpBAC3#e@wvc016c-kP(io*SR(f4j^d90BnAHa@IlfRP^_E_ z&=0{S1%?p{{DQ19D9ZxR?T%}++q%8AgQE-hAD|~VnK)Uv>^Ow~%SG|~DFTBEcR=<7 zI@KVBEf`4u1Cd9ddLRHMfA;|TF45r4TmRp#yWb&!tpO@vz&t{dm+sI$x7@ky!jg`b4xD*+#Y*n7ewkPx(@RZ)qT*Jlkb!{ zj)F$(ZqM|Dfuz#m=6l9Y)MM5-Bx0vy%07Hwoi&wIH=TMx?p*rNbY+;SDa)@ZYlW4% zu6|a#{=u-rQMwn}wiGk7S^b=;Q^%iCD8^p(kX_=fb5og`)5rGwd}A4_&zw+Tsz0x<@a({d!qm&O60(G(}FQ1@Qx@ky&-C!J08M)RsT6eca zny@{jWk$60qBO}Xv6dgqh%t1xGu z6BDmXZRgwk4edXjd5d{QB(gF~lRV1eJw64w5{`1~_ji|V?6gFqV{ZCBWNpV)mX*^K zqo3Qb3}z)eApp>fEI!p6Bmv&nB^%u(Y>U zJz$+tyE*_{a*sTcQfSpv`Rqw<{aI1!Gg@ggOgH!C;fXlL@p~|1WHdetJQP$U^rj`4 zL!@{<_BFvpi>wO=Dv2|Cl#WQEoLn5dN&DJVm_(aWiabR8%i#mgS23wSI?o9NX1?qm zAXhvEGuN?aT{)|(zbf$+^4ZtMh3m2a5`en|xJ;2I*8m&b35gYosY}Ip<7!5zSrsiu^RPq|QL0S!kD#GMnrCIp z42In<644)^OO+6(Pa8G3ICdHrghu(QDD6eM*|q5|m|zi{Jty+{oZm9VlF014LffbJ zFA21)1SL16>wjvb{D95x@canA&T!8H&tN4bYnq|ivqTd)2b>Qxu_`#_Xr2Dr2c#_V zY0tczd;e~6MlmV$)FFNz$?jt%sf^rXfol)4RMwAhTeNk(xqpxog2~b@xAzhIkf+gz>$m2tFJlv`ZynFDnEJ= z5a0g2@p4#Fcw!P)YCX+a2?x(2;e|mw>HLtdh9S$t{lxBeQ?KRi2fU@PXsS@DTs(*_ zBU<;Mf1(}l+8F`@-LuM`{x`m$mQah{Db^=`dy9H;fsE_=VYDJ_%B3`xFI6bEt>sq| zP7FKvh8-mgSov6e+0HUt(A@SgX}#-GMIh!Sl#G7gYZp0`n|mf7%0EI)XJqV2kRMN+ z#xP42m=rXW@=6?er`p8yDN{aj0h=*714Ue*X0dtX&8z$KU!_n9CayE_6+4x;G4yrE zii|yR?+ZzMyEvvy@F=27T&Pd-2#f8oA0ao4u+!HxS-`B=yZ)rcM3#ii5k`jBbB&+< z$=~FMkblSjMwoJt-ftJ@dl$m|Hd+ZNF@sKATn-HjS4VdjGYeOcWP=y+|9j_~7txjl zQs{(Eb6$iB0WU&zfEQjl2R*;(bpL*#AkUY9YpHPx(DFkCu~2(!P-zNb;s?oT(0qHZ zm+R)Av30xtuZHmNw>=jRaH9b4gbxUn0VJTV1Ta|uO+*j?+C9U%r?y#RJ?H zUP!PPYT*uwAmRQyJVwLMzk5t(3)OZ$E2K{R(?y2tL4;_>UihqF%l+lekRUEJSbV@) zfB|P=hc)?YZ5cAH$^T?Q!nISjX6Z+Q9PlIH|Ngl}ZnK`^wbxa|bt}c)C%C)cEih|f z6B(nKm(@rFv6&hZin^)|+ZbFvu`Ivf=I!s7ryI+5|82!NE=hL2Q_;^BrFt-W;Rlf~F? z%o#ZFY1M}2XpiJeruz?V76`q$7(?)<#Swz1)m%-$W3oglWzD^ZE=>4m zdU~s4s;cXrDT=07y^)BjJQ$dO{pNz;L3e+Vfal!F7jAzjdy!R^1M~lKyXo|DkTZqt zBLS?N@19JfltF zD`Wir^7kv=y5+}Y?b|vTdm@6kly9b5>ofN+y{;1(F(ZV%=XIA^XHKotew#*#b#C=u zbDEeJN3f*8fQR7Mo4rMYG||2p^RSMkyg9ca+^a-6==D5d&7%|>ZJcQa6XH&IH}d0@ z{G}+e6&NQe_eBYX!8@&gWQN)>CPip4C{6;jDEPoI5Kc6k%T`)wi((_+42jrMj2uSbM) zvK!8{=^Qo)o>==_HG9W^=!8I;OEt5)OG%ZtX0P_re9MH|%vw%S0BRRsiLiz6T)|=r zj@i*1e|)?%T__)%z{dmY!;0wm~P&rB4^eYEdURQB6a^4pzz`oMM z!_ifyne!h#b7an&#X*EWVL8&_3ZJ z$h$lAoOF#Kn}7Awd0EvH956mi%JJN2Hcg?8BIXYR{U^fia8M6m=)Wm_=J>Wm(MqZB zQA)}=ZUwvzx=F&xum?+NJ{^lqS_irG327clT)G}rXe)tgBzkO}jK?kkh37*+g|zpo z5H5Odxe#}d{Ub3SxI!&LRu<|9VxC98wai^o4?NARA zL60Kmtmit)D@j7PA){o1t*c@gX06?v9Nv+_7k3v;Dxn>vNqYQH#)Ek7BK2%((FB>d zYJn0eBCHw_E@sga2_7D7>b}ee90ht^DEg|iMRgWeTQlCF1Sv$Ww!R~Le}?AeVPdo9 z%Mp5%f}I#M@2?EC7g-TTabB-pWgj|XUE7nU6OV@5d*4yLG0u*Ww$Ay4nZ=>~%V``( z-vwv4n&RK$#)JJn<>PA)*3beZe^H|wX0<93}&R+o=H zKCM0^gelK8mQvqd6ij=r>+1Y9WB#EIpCUCS174H1Gs2?f#}m`JLYdLZR{xK%tZ?EAvp|ka;}jA;~;u9wHeIj-kvm2}zQfQlc_N8H$ubWfr28G)O2E5|JTN{Odia zG<^5o@4Ns1ce`}X`@Z|#d+oi~-s{T&S%#)nz-Z-VqPYzJIh>P~df4xQ0W=D8JhpR$czkoUE@@DYQW ziNddop$$Ia9Q@X^ci4;YTF8PVUo;$KrhC}b*TC$Ys`hEiyBV~YS<0s_o-~4Z>bHsq z6*rfwJS_nLHT z9ebjtICUgFkNl=~Er-lm;w%|;Jd?NPLxZ}>9-qTMS^M$OA8DG>dp7u-5U-UPk4`C~ zt(?t7nVWX1&s4wDWZT!%c)p*MPN8^-g1#(QO&)C!n0>mKFEDsKdrM1yp)gf&@N%e% zIJ;kaAH7q%M_UV()Ofd+6On;Oboxb|+r|T1_%UIxWlm07og`v=zmsy&kyxi!H7HMI94>T@ zm1Sz#aA%Xz(C*3PbGqV{?$_A4!p)Za2K4qi32 zN^o|M(A(Ix_0gsc=3Z6o6@1ntyh&O6D8`QQsu?JgSK)Q!Z^}Q)lw}(z^n&G?HAd!~ zwRNNnyBy0M!vp-%)~BK`en=%Jsw|HbW1_OSP8yj`ks@F1iki-)OZ4^oz!sZzOIQwF zG)mk1k~R-7`ka!LzgbP;7n2&Yj73#C)6$e8P6Fl)4+kz25}G>Dl3UnsAErur;B(4J zY)6gj^b=viO&gCM-BkAV4tp{0v9@cEi;{M4wsj|NpPX6B?sS`C33rlKRLi7j!`m6_ zo<$}6I{QumN|`Fc*xQJ5{-zXT;RY^!4?~r_SGOP6*H$xY+%EGfW?|iEn->-p>9IJW zP-~sZNx^j-_3*5FgthmEqYS*p^+%2Z{R5KKjx*cy)+*@Qm)MaN1pbbcn^TRg&pPIZsoeUs;&R|qY(dkM-8qR}>9?*g(h*rnv+XtVh297z8Fd#6M$2u99%(3JG%lV>LA$Jv@BfJ$$jh zM2R470PBGYoWfl@^@3Rpj+=j?O<#8;i+~*Kp8d}!X6uek|M097gqHyE*{=`>j&XIZ z*MEK(aqmG$EhR)(2z!13NN{|te|j46c0tY#A&>+Ze}41oAF!E!6J7b!S=~Ac`E?ZV ze~u*nfzU%leI3<@D3kz++Hh-@h&qz>0ir)vKS8n<__VT~{k>yB9NWQ~AlE=08Aw0! zH$k28y*i06rD&=b_sj_Gx83_X<0JuL^i@4Of^G-@=Bc_lrN@`gBtH_0=knveRuj5Q zp-X6gS7IwGg`oE+H(!~#sUSlQe@eT%lf&F&a+)O@t2^^^&4L+*>5fKa-B0fCE;8|! zecX9rUrYCs{d4RKdByJ>t6%NrYI1zw>%G(F)lKuu_uet6)g9LhJrLtp$yaonFV=r) z^xe4oDV61t66=s4B|}c}s?5`Q>Z9G>(*q4WVwSIadYHBN(n36UN{h4m?!T@Wv~%%O zY#WcmIfJvCj^^-Ta)X?S7UtjYCs?Suh2Kef{(7PtF{#x;_P!Fg<6LUxA9b;BmIJYU{6OJw^ip5l+blT~mx(=s|^ zA;Jh>;bZxSFoWF>u>0c@c=!sj<7N*^GTsF9+$(f$%O{DrF&o^I>L=oU=fe)kG0kgc z^88=pW)Bf(%{#>(bD0!J^(K7&#cn2%S6c-b@{2P}F*iw^tgRAa6C+~_Nw(dH7a`m@U%hMC*3J0J ztt$TMclFW=?Ps*=OWiEz@4kFiGEQ`G=8Xu!Ys22><&tKBHXkNF3Wv0Q=pmR>Rxjca zPo{Z;wX8#(>izskgoT0X)L^8_{T@m(n;Xxt&t8;m+OIZP*4I}On@_pj={ZLJ@3TKV}au9$#@ z7t$~LE%?}ayt`i<;&=9z9Op015Zfsx!y-|<$KQA;bnDeDnlI8#x{m@o9E2{+Ewk}1 z&@rEL%gGEG&EF((Hh9WooXh5`=xKc2HvEI`*k_WvhbVWLzubT8{kbQhH*ClApA`zZ zD=*uPw{O?!^BrfNFeFP6JGZfft$PE-EsCuJH)gh8`1s_&#s1TM6uS)OTt0?i_$8S$ zF@$D@fzP@#1-Rd788yAnxh2fT%w;^o`4roK+*3hK`(h&npH{zC5r*ePO56lrGWy)x z2E8-JZC7Z=f>Ijv;s#9YuWh8zGU%Tbn`tBB8IJH~D&4t*^m7r9_a=RdP1vc>zK_#{ zl5eD%jG1TI`TO+}Qdf2us~>eg6Ww}M%br-kBgTgr^G@~OW6MWOO#R7{D3c)*FGoWtD@_Bza+W~e+nQ%Xq2 zW*N_^82_L()6bcFW2W=2DwSLBClc5L$$F$MWAwUsC)EeNu;uvX@9=$-cAibr>U*-4xZlwI!?tSW z)=CKiNHpM?u7M`13ZQ ztHWI#%kdsoJ4lwD!``_K_XNMyCp^BJq#`M>b9>9};Z&DPv}xR1h9{F^@3wL8w(j3y zU{*5L(_FjfVT_829EzWsDph1STjNAOTko85J$J29W262>b4J^9qO^(Ltao*-i``@A zPA1}4?bBR6%1wKja+t~QFi^auWbh`K2 z?FeN|@7Af|!*^O~YCI|N6LMyS%mO`;s_2_wV@&P`9TWvSh%4hPWli6qqpDQ2Z)Wb@r z&plA|9Nd?hnCa@%7wLGbiOPu~wZyvT-k>vYdwI*&{)!o|0zcXP7Ita6d#`I4J3Xar zY~M*9#bS7gy;jRY^)tS!_8Iw?^wBy!$*9GlHacvER1E#S_zn9hM9WW{rQ~wr;k+1O zf21_6{hI9}W>Y~~hJL(->cif?9SR3Bg=rO7&BR8xC3=(-nFTY)a0k5hiN5lvd^|m; zYJB2_?PIzgY`A?ePpiv4-o`ejtbL_UQj}fsH$>eFKfj-0y}V1ecU)dNT!1r{)0c;U zQfEK;&LU#}_q<8NFK!%dJi4oF(U+fWk<#fv#+MuXAvv2QGZ+M)3Y?b8YTbO<;}B)+ zJMqo!`SORdDKZZ&J!A;^_*Hzlz@1v)g`$L28U?N0(30zv=#N(oz%G< zK-yjyqKlKAIWWU1|GL*Rag2-1vxGygw1~G<&|tUQkp$eAUhp)Cf)vGr(kz~ zL1k`%tQTs`(Ube@Ilsj!i<|RR=c&(@M!%(|Ztz#XIV%$yaC5fH^HWk*&E-Tbhvzg& zJMTx!sYkX8D$uv> zN9iel?k1JFk*`*j{!Y7}vPpF>vGT{395U1}vCDp@GFHTD;CO2$h4SLK%Gm-c98t(ShYoZ^mhP8*NANbQX$2x@ocCp`Le zbHXXZPI3>H(_UW|C1&moBt`I_*-z7H^P!N-?&y`)wtH6ZIVgh54?eF=u^HU6eLnbI zeJ0Sp%+1rQ6Ku zOO+-^dFbT#?J#6FB7NoAKJJWi%eKGSK+=4prFifrUVL68R``Civtj~!u)1ernym5j zWUt+>ulB#EI!{K!G4RP}`_~5Az{59sU)w3bZ)gw+S(h>rz?CoPu{w&+Bnb?8p#wbV%&PcZ#xIAC@M!r;nPX+ zSKQ>${=K0iew_J!jg{K6w4&rgk#?1}vINF4L{@}PDts$VKU7`5Bj(L$($LKM_$Xc> zJHw%KdE{RC!d(W82ls^;Y9ATGIUIOvXmzApWbW_-aZbyOwUWe~z?izf6 zavq+ho3$2@`ErzK2gPzu#}?@alNEP}u5QFkC(n^;SodDJbM5tmbG}lShl_-p2cqVw z^VlBoT>H{&`{bOBfTdtPqrr=LC*|SW!SXYmanz|agyQ6*y``3PQ-Uc38q+p-+Li3T zfy{oBy!&T|l@*?{b&%N#rP==gnc-MN0Ww=nS0M>5p*Uy^sE}5EuNWFgj>whItI!!R zN3DEbaa)vxaQ>CgD|{&H99#ZHW>OrVD~?_S9H@bQN&-kVfm;hD1KjC-)+DL(r zz$*egBEW+LJT|}s2tsMV=U3|YuC=QWnTrpCGdW}29X$Mef36~KO#C}l#DR9;47FB8 zF(f7g@R7e=MLVpM3qYdYJ~kK!e~i05*5Q}hA|v--sx7#tm|x34$G9o&|^eXuqwvUT%t!2V1^w=%o_+q$ktn#6#|6|#Inf@maJIn)*0 z(qVSMOo169`Fq!|-wa1UBmR5ot*;TnU@ZpDcH)pvKoT%7;B^P-K@w(!ROa`7L*JpV zpCfA|af;_(5*2t<$%1GgdH~|O5RO>{q=QHs$iFD|2Ob_IECWZb0Z#wFg#7@K$^Rg= z^^+KhzCa_V1`z*-^q&}n0paqHg1V9VQ#jHJ66*uV@wf5zmj?(q&HdjB^rt!_8R(&d zzSS90LxOi7jKROGvn$5i3H#?$4#4~Wt>K6S2_aOHKqDj!LlT07Ku=49I~x)p@rU{0 zXXo*=dRfQJh@hFPY@&b1R}3b>_tyOK>af)I!6CZ{Psuhxb>JV;@`Nk>i}E`$b=-! z(C4^k!1;BRH4boI7`qEoYYHrdo|uSM(DpOlKtxIf@CbMtm# z#v5&|t(D$tkDcwyJ@0J4_7roK8uO5sxJQ;g+Im^gh`wcALw>9B9$^d=?>rrA!iGh!!NL^CvUqQ{f)pSqArETL*B ze~rHrRU z_4TdZi-iX_gk!dhvZ4nZ=gvn_Gwvo=S**Gz8K6&B)1y*8@v-XjU~vs^1I^@9dQBnS z-K-0tPlwK06zJ&*IDYLwwzx{tP*LsckSB)q}-5?Viaevpmbp4^v;y z%6o>fieV?>iD)xZ7R@$tmerwI+#M=uUS#f?DEGFe-Sb*0$9d{qp~u^9Uh8>2f2psh z+p74?jxk2;*U(d>QP0Hh z>h-Tl?T!pRy1ivNc6(z@1GQtkQyulp2meSfVRKTUGmR`q>CN9cX(=Vdmc%`F!8htq z)=|kOC#pWPr`8)iY1>`yB&Ci{;i1rbnvbV%B(8=g>v~5Wr7$BPVdbMGMJovn z`pD1MGqu#cWhPIpXWp_{Q#vA9*@7u-p_mafIBrKRQXJ2Gta0mmtjy4X;^AveabB`l zoXixHxJ(|D&K$_QBx856y^1^RLa1o~^V6F?o|@hyDJBVN);38hWc3Xy>9_NCUPC>^ z)bQ+kSu7Rgzh{rd)V|tdw|fjbOiA)~Y(D)}b*Jh37A&i)Vj=4`n#S_Y93n5P+_yYS zQS?(&wA$dQoRv*?QP(r4Mc}k#m(4*snhg(){3+2go5gO-$QDVd?tAjY<4S?cji@L4 zv#$0xNn(4Z-*42)k7#GBOjGnb5l-A1j*WQE@j19fiZU%YUPUjZS?Oc$b5=p_NBv{M z27b4Sx8o~fq`VI^2}NgGJ$>6`JhE#-Y2p;o^>7Wg7pR)(Io(5+wSLjnH-{C^=%ETP zrk_9HXhj)af#1Y@R`>`n&+GUz)IC@UX28Y%OF z_P7k@^rz}=oWIz^t#5QxHTM29IO4Tc)ED9QaE98TGF8HBL_iSr$nor z7DLU1vvG&>pu3jXGPM=6WyLh<=Ov3Y5m$BB4ZLPLn~q8lKED6p&3#!O#_-r;?Ykz= z*urjm&M5ojZ}3fQ;pLDuc@v-8htYStlP8s%-y(NO#Qh89%+9EiXzliE=Srs0{3FF< zhn^oUq@0`BHxeml%GgJau^aTct3uEF?tG_JAZFz9W|@006y6uK7dIyDT?i1L1ClH>qH?5NN53oor*-2R2 zWUlx!J*L#`QBT~{+k}pHg9}uznY(n3@otOqph|kFcT|P=@+S$`m#n!j%LzvCA8)c{ zbi^;&EJ?7@nd1_7$kOC!{V-XWuOG_o;9m3HqHztu?Lk&-b5vXm(tlUDi?8xZ&RebZMCDjIoaL@UO>R6!|V$q3K7b5!& zJw5UV?p%5P;c@eE{IV9S6RCOnlp@bPj1o`knX`FKP?t?oZ#~s*^#jJ$&Ki6SZBDSoE* z^hVzi8zG?96MS|u>E^tD@dXye zL)|Ke)I64CXp2kKLkn6&rZU4R<6AB0n1uHAyyNg}v<-W0$}m04DeOQ-a-BHY?ODaU zD?PKaALY&-Nuf&?npMGPeg8&-^-BP2XCSvk&l3Yzc10>)EsND(EO6+Ip5k6|Tk6~OUOL-u z=#X2}{?4i;6P5v!7)ur%?hzYGRV{Ii14i5j+vodC4}5s6eAG2!`PQSu(}X*#viX)b ztN0g&on5l2RTDxjOfC~_692sA%CP&n+@2Dbvc7=%J*o_mZ?rsUMIzq6CT!pHz|y0X zQge&on6+0xa(Id9W(=QKPqZh)QLEj@dlOhNGhtDQp|pqes@q?BN*rnDXrR=v#15X7$Psn^3q{x^hSBj+mpuz=Fj_1&}{EA=fc$KOmaM_G3T?Pmg-YI8Fr|rDnTyo z<=1o-@#$*xqYTtNFBjeA<|TY*ftqGx@{(;|UuPXVq+)z=AFr}ot@W9&a;S!``9geN ziL=EcDtJ1jIW)yIEjFf4v;we|l)UlM8qD!78RGo!e zA5dDzo`&qq5&oN%-)o;&(b`ouYROd=YROg8MH2S^$o=ckSX^2Et-Ze<*%6b5SUxa_ z*0K$YLzI&!gg{DzOCESV{x;0;cW5lGS^rLzkW76DuYn{$4+#AAjbj$j*+0TxzcKG| zcG$mDC4}@t224gk`M{SB2o4YzI{*{Gtx^>Idm#ba4c6VkB~V!DXV_sKWx+oMuGgbA zhz}YI#{V&e}PN`HfC;%3Lc)2HAU3rPbJFHR&q3Unqo zr6R=a2t^b`y8c#pYqY$-(owI>*Z;O=>w6XOXaF+-h=Dj;ap+bth_IDJFgO5a#Qqcz z`8U0Iaq8s1t>*e3MWQsNz)xEgeghmP4o4I+fObM)DN@_Nkl!z$Fpl4Utzrncv<8p- zjYK4pFpj>D)1MzkP%Wq*xF#ZLn14a0L~$%=e|+-_l!xdbnE$_^S~7@8{^D7L;0s|% z`Q>5UnzH)v{}V`T9lW&;_*#cs{REKx5&2s02>BxnwhlU5hjsnvZYc(XM^a`5zxsQK z)jFc7HN;8+Ap5_GSUuU>>(f&~9rnql?xvAAb&N;E=x(Rr0+9gefX5E+@;7_2I+NZQ zHM*c|WEc{5h|%1D!$sRyAz%8CsFv+j8}s)|3}W#U99!;GXT4r%c+!*^w)=6kXbOK* zZcz{KBUMs*u6tDMroQC~ea$s*u%;rXBF3J(GsqwJV9=RA@NDe%?IU~moM~zb+>$*$ ziWT|v2rBIR>Ye2ME-1)vYAT{mApW_bFpoOVqy0WpO9b&x(VuiwNeQ?w@jl@$Lj7s%Y_iQaK@t#Y2t`O`)c-rfr$JCo)?zn)V$PsoRMRxqK!dNxOb_1N3)q{ zlJ$$?(pmB^FBdmzotyky;Lm^NGX=O)Tvx{ zN5|6;EMIwW;}fMUyHu(MLtLxot-zCNnG52Kl(BOA#O>cIvC{Gxrcg2tE4;FO z{9cm2?D~N(?O!};`pwh~W#<;(a;cV~r^Z+U3Me99R|-4}a@!*$rumTg61B4!CI%hF z^w2Kr{(*hTBXwkYOpK*1JZT5CRXBMcU(_bm?Tvo9^Qq=H+Hr(6~C~E+$5T^`<+KqRb+` z?__GI3X{XDThn4^Y+s#w^s!C$48X&%qfryxS|fpZ&7fdrx7Msdg0<(-)TtnBPP8YO8cBOknm%z=UM1zD9aglOWu@<*PHYaHP$pBp&1~eh z^IkzZ_vTwoUzN@flWT8HG3ZP5m)UX5cZ9RL_UisU_RN>j-mF<=QB_;teY~>IZ&Lr* z3~B9l4Jj^~-inQhB0K3Ej&p`T!kp#we6^!^!t=tp;*+I!I(_p#Tx_kPI2Nt@1S?tG zMk<3PHN<<^U|fAp#u+X0RV!DuqIP6kIp^r34Fl4|$zkVgIivN0=|k(q2vEFU1P0wZ zpGdQWa-JMPT7u@0s+Efc(u$FeG-kEDT)g_ z{b(1m$z(Z-ITamM&K;u2G^f}>Iw32F*-2_KKcUS;fgwGStBq12osJk6-xM)Z$NOkV z=}Qg8L1CgI$qNN^{seOud#)c4o~3ipiDu}CIDC8iJp%lYG&^FM-NByH%Ha(sY)N#x zW%w5iE}LxQwAS0ghtki#^SJTif@k55oHMoCwrv-k3D;BW%B{-Zr$-w3^z=0m+IjRF z4g>kuhYpt{X~&#Eg?|3h()C94#V*&+T^OI1kdPM@;f}1^Kk&SF4cR+B+%M6U)9vY) zPD7Mh(=jt%6FT2~R#KKmvGWmJk0-e6M{|7flF+WZoHE=n z4U>JtoM*coEJIo?Lq5+CbWpId1$0+E$f6-oqxA)8h_W(BlZ1LA_?Uw`16W*I;tB#RI&2K0>V&mUR1`=t@X1R_ zx;&>Cmu~RgQvcuDuhZd`6wtW^nrz1KM)kI?(= zhVwUftBjQ>vvs?8)Vqsp%*7Bej~!#d=VtIdT&eRsE?mx*ZqxZ5{rm(^a+l1$jdg)h zf>iR|oxLLTZZ~z%o9Eo*{QF!;f-!HYirW{3Y6SGlCAa5pXmF+`JFr!_Uog$!)!2s{ zn~r369A;$XvLJpxx#Tu1=w7w8!cV%Il+My7vxwV+V4jSysJP`F_2TW@0lm4-GN zGV0rohu^&Zs1a~_S1F!x%T<@QwnyFDKHWhN30|)};NLMjWQ6xQHQ2e2@o?jbgcC_R z^n$FVR~{V5rJp%A`pkJ6eKG#9lqmDK{jmPqLA*~JLUta((#5IoQ#_(XaMJ4lS3m&I z(s9YEkJxU?#1~u&)oGE`d*0kJf6z(mU75sscr)i|(;d0Od(t)ej&{fzEyu(Uhfj^7of!de}GDeBpuZ+*)qP)7XWGs1n9CDTtsp9twc^)0ycDI-p! z?4(k<<7;n?keaq_OJPBk_SLVvhxaA6({Oao$m)s(Or_4;yO6HBn+#uHFL;d9dZ3?L zoP+UDONGryrX{n>vGw*g#F__RWT{CANV$eoDb zDL>>9L$Zb75E8M z;GXo`3L$d-cPfM<3<9G=3QR2tV6YYk=m-sG;ZjJ79ns&DwEnhA|BLg_dg~a+`3qwc z$-jk0tYnC4lt4mr5w0WYKll{>2F1dSzJEtb5`ZH>O%Nw8$VmiVj^OPGd`aR^Gl;+Z zt--#=v-C6NFOt9L-|9SE+#vX+APHg-B5W~WhXtDv>BB#O9Y1(*ft%zn106wD|67Tz zM`93s4IDs$kP6((aOtjq*b8E6#lcrqQuaT_Q~&3jwJXZwzpdm?BTW>cN(LV|7+KO# zIiPQbeCtStLGXSj7I7G@LN$R1xpwoVX^!&n7`{S#{z>8ECurF{c zf_DGv@g@07#O}JMp`&EL?M4EZ2~Xlzpa{UDKi3@G9Ff#(AY^dff;RpFGyUSK_T#(3 zj|nhEKtU15vERKK@t|5Ar~jWZs&#PFI)AKnE?DcZr**g%%!%)ATmKk*0*Acsq7YdH zp8)KX{=4AQxP_%hj}%=fP^slobP1NwJi#Y;D%5M1WpyODSLHGB6C*pns*18siN)C+ zw>7EhUzo+()(VSI>#}}4JAE$pl88(NndjtV{GQ=!vjbDpoTMa5$EhUDZHT-g32BuC zIqmiljtK@bRtvt%x4Oa)RA(=4eEq(w;!dL)&|8nv}5)Wc`yurN_e6t zD&`-9lJ8U@*=&~*9wunM=T-lGDGwj)$H8ILu0AJe>IiD=2`k1lvTLJRV#=c09HSEg zb7a~K`S0o)&fP8RX0)2Jz+~(aYg^Ran}69*QOjGAAdezBx@wER&iTlobEkTR&Nk&v z`s}qH=5fs68}vz4iACr`@GZ} z`cJ1sR?b$JZyi%V7dTk%p0YI!r5AZs@Tdpz*RH4G6bqk6<;G+3LmeFE zbVZW<9Zh^4oAP~Myoh(JzFBFVKkJzD?#oT5n)EYOqcaQoC%@XV*T2Fq&XTcHnNqa) zGJ0QR!@Liv!v5CGcuf{rCNw9>xSBBf?i@<=l(s?fjPeaHJI;>FOyqVa@w~Okp31hA zpfZ?sRTMYx@R2h}|1y6-Yrx+LH<$ z4`-X%^-?Wi<4d>AlQ#~JH5Jd*x*m+yyFomM8b5r#{=|9L%|y0ZL{^Q7499j5+bR<7 zvQ84MmtnrS&nE7b&|RfB(i=y8x5^aySxeTvp3I=kQdJnUyOhYsyJVrTY z9|mmxG+jHo!6MY}m3m8VWr@cqcjgRF=IuRpCnBjM4^E7A>Fzo+Nqn83dS?0QZ0Tj4 z2Od_9TX};e4!zy@RrN#8=I&e37Xy0j$uH^Tl5EHx91w7(+it+O79Nn&o8=pe6 zW74q%Z|w6jg8S<>rHv-kkuV&2VuwE%mnBMS(<$#IoqsU5mx`V9VD>hMVZc^bA##PFoNa@H|kS)N7dHzU;qKH}FaRt;@`N z!}aSW53%Y8;QQU>ed$JLabaNojxZ;6IyaS)RLW%Rjh3=xX`PJR(n~QlEgzq{UX41w zqiEwxPyeQT@sMHzm*ULu2YwlelZUG~4EFek5HZ8t(J3LfqQ+oi+t)0JzM@F-@Mzz)%#X``;F@l z+C8#+TrYf;Gt%9ynpA$=-j?l!arITztVp!e2ZQ4Qksqm&0zL2S_dVnoL|S)dIx$h@ z?PJ0|5qTpCu{|EHSY`P!)s7moCH!#G;mKbOUMU>4@cK>QPX_PGqO;E6m4efHut)!~ z!K>lz;pYi%q??*(W=jUdJ^+v4~q2=!Aq3UAq3(dnB?_?s% z${v9zOT;n<8em|N6+_`@aBz`6yD>h#x*iTLjxJaS6tAirq@NH&0|zb~p;kZMWS0NxQx;&TeRnoBk-Du_&*f zf{I8-Fcrff6Ty=fw=n5LeTV!qN1C^L_4U3t7ufhzIlEYJ|Bk1TRkh_^b4gSMMS={h z@>i@bQXTBMasZrXshGubh0Q;@zwdd6vx%dgsqF>JoPbEv^%4$4684 zNKM>NH4p6x^C3O=OwJs=>9a^f@cyx0-Vu&w6DKX#l*da!G#*>sCo}dlPiysr(7fv} z>2r(J3*A({t5p3I;WNXzs^;jtE@fx0y1R>SH6)x5`5w9cfcUQL=qu+*b2B|prU@P8 zD-xK8hk48&D>`3gE?1WsPvW1pNRL?3MtZ6GuMDuPj zw?~r^80Mc*QW;c{xN4r8HZZ;Wq!jg=QQ4)+WqMmY%Ow@k-)Yw$@g)^+EH3Cv6`71b z&3Q5O_c@Qd4`w*8l7ojG7WLz#7Xx?#wU2j?3q)21`0V2Y4FOu@uL@jIagce$4so)9 zf=!%Vd{FRL*G0z!Yc2$e4St~jk^!6uiU$A-30=b#53}0A&mMVbr8Wkt>L^ziJ8z74 z5QLe4s}EGc#KqSYTJ(#?6!LMyxVj=Yfd2FZMJJ+;arME1IzU8)EIKPnY;F1Z+e*>f z#UGKO)C%X+y7Ca!wpN~!mNCi^_eK$AU6hC(Xnl+;nTU!KqO|o5)~@Lr=ptVjE1`V7 z{jl&4U5w8Gh@OT2%4r?Ip zgE%7nwG|o>IDB4_JF*IqiR^K4@OAb6ND`I$biOeCiGP_ z$V5ziU@ri7uDtZe0+9u7Z78nn1ps}5_;PSF0;fGddc;tW0uWO60MH2Gc49~b@aj^& zLeuqa^%F;fM07E}-Y&4AK;fXbm7nm$-(BsYX7KmBoN+rL_y+b9Sd1GP3X{L1?8LnGldtN}+_n_Ybyku4F=R zUI4`jfyWYn^Fn~VNrB6u5apJwvnLY*(eK>=FGme$#AqybD+PE)}w}ZzNKw*HG%EB&5 z2x6F}KlAq!d6fK?#D7t2hJ~gL5M^ zV@2xrWR7HpWWUk$xE;(-y$#-dkYNqi4sj`@w*kRLSOuZwXmJUdANw1(@BP-_(&)e0 z-6|fg9^S^D82gpooeHwM!%^HB;X3=9+WNltTOoPFT?N%{Z;bUtS&D#C7twNqajdfP zOAE%;j~g~EWWy%DvaS7#apd)F&;S$+2M~y+gAsxTAXZo$`2-(VhT8w|A@P;O(*CiWDH4yU#AQRSPGy|1?+ip_!|DJqT_SVQ$ z`=|27*)~YeAP;}jhd<5Jb@E*k=uh&66DJT0GKyCO0lDt}TDf6_AMZt3*`n9deH+D=*5i=KTfCwxxE>7-N->)OBUz_o(HTY(!{ly**mXL29tmN$* z;Ng8>wd2>`j#~lNO4nN3s_3l!!x#)RgcAZ{^s(;tu$r%|NVw(W$3}qb?)OUm55=rO z@RlN4?he>MtOJO{-^Ctlq@fIJgA|TV!RWhea9U=q_Uktw|7;f~h2uhi(X!IMZwl={ z?Za@2YVGC9F1|hnSZ@^%H&58l!I~}u!{xiyT+^1&9M~FQVRc1=k27*w3y=Vi=E9cM z6}FlySII;)u`W)|zKHWZD65q{0xZCAhl@WJSE>t8?RvY|f79e}O1HXu5HW{7$L%bU zQ#?R1ei#Bc-MiMtZ=eNk+XL^CKst1Fnbti1{#iFAfgy$RBdulKi{U}BjHQMHmURot z13~$t&psC)Af_|Ag0Il1ZL1tYM8>HYz9Wa|!ghN_*)pPNg2OFxicu^C$28GN(U%BZ zqeUm9@s1q!6qg~ncqD2P9Zhm8;y7Bof@J%Vc(mv|33;xv7xpB|J!VT|ykVY<*gYy9 zwQU29mrPul^GK+hq737x3(%tAP+a-WNF(z!(&x-#V&D8|{f zGBxo!&|i)=jI*Q5^%Rh};X{|p)Wpo5^KjlVH_1TWJ4WFy?^6&a!7eN5wGH#0cf2cq!6B*&3?!gAu%Tn!Hz{$)YyYIi*p#Mp4&c z)2L0NRO;*lsRW}s6zwXgDb(=}J4I62YINaYIjLkcHXX(|P?8YWC;4SjFcWuD`DIaV zAUXOfl8RED)XForYeRm)r4l>>yu^p12ESS2VR!Ja%%%03_Q%cnKb;#ZE5<*X8$a48 z|G(#kq{MIL#_DqOO+EhSxgq(}+^C}_5QVv+i_DE;H!Y$It&;+Q8iB0COJyAgzvAb; z(KIlqC&}S-LMf4v+`bSKuIx^QZV|%AS3*r}Lp5;`Uaas$QTq{_8%DmOrzciP_V=W+ zAl6OxrlMyiPNnwuq&FnCr1qJlr;bvj_R?h1IHvC9eTnX1)b6VRB+Ofn8Hpaf>g!Bz z%tU@{ujtXKcMk>f(bg>6$i(LoSdTLA&^TQmcRa3x;wZDDD$6-C@pg0r#p(~HTBfr0 zug2}>Vq3O}GbJ+XsAt#{4W4Or_HMWR!kdrY%OcJs60@n9;%<@hhqO9#-mV1ZxIE>t zw7TcKkqMWThtuk0cvTZ}l?O<8=@O`pOhofNPq-A(Mj~)2Au?h_lg~M+IAX9xfGHsc zf8rAR!-O(?vP#2RmH-mEA?pp{ic~k@42}q2&4k@kRjFQd2&JlWvYzLxpz>j#d)4?9 zc=Q>fYQLKlKbo3r?(kAF;y?5Y7rTM65Dq;Mg5+%|N-{34)#XtR^$WzoYs3e^Cc#Rj5x-~N=pO5wyXrM;i?|?er~XoA^S_Lj}LC$@sUHR1Yz7!y0D3d4HC)% z>+0$efKqnF*dKrzD``pEAQ(5YnZ&^QwIX08Em1KWWk0~XSFmhop{z9SZgCr2sW{sf zN=DX8-1pKpxakO11HvQ^FU9o}Yyy6)3w#Uq92zp;BFzvLl|uX$5a$aS83-prOMrg^ z5Xgw4c$K}8)l}Kl4~y$H0k{iN)rkZB2N0bD)fk+W!&i`sTN-Gm&;TZbc__K|n1(kN z>%RINa+{3EDq#oAWO5~2-pVud*>f$IzO>X3t|NojE;W#%vS!_{V8ul}w&K&^ut zB5;HQbwUIN>}@c%q`}P(N``@jh~|42BYrq5Pe7YxWWWrAQgQtYkw)M)3C)CWpm)B{ z2(gtie(G-tQ5k7jG$LeRIYZ1QFzaAM%K$n9Qh;l?Zy@3lf+W#0Fw{Z&@UH73X&E5y z0Zx0syWj_MKYRm`q);tzpF`|IBM z1kFTnB@h+Rn8A1jg^7kF2)F_-qqLEAnLJ+nL-i?S}m4TMXtd?tng%dnb z?>JQr(Ys(uf`UbT``6lSpd44UIrvF|29SXHAq6@YfC(YsA_M;2UyI|kw{Wcw5%8!RxV)2!$EHdB8ZlO1rKH^I8aGIJ`f4e zp3u>tI&nCyG(;Rw)z%wM5E@(E`H$cyd!ygHN&wk%FM(l#32E)L(9dSC;9RKUm&oTx#y z3BT()LJoC4{f!;+H1PNGkrGWqw(LaCn&1zpEhB%<|--e`^jf(E~+JPgnt})!n z1x*EGAK4%IQ2q|6UB{5Rx?u&)CXT~?R;_H%NHF8}!m+u#1IF9I2En^{%SFE8nZL}( zPmljpB$(w;_MZPHugvx|H9U`xJ)Iu?;`>i}Z}@O}sfGJi>qrZkh4tydHx;%LvSu6X z$mqyWWEK7H2gk2JuAYiNAV0`dQ_-}&z~_PVvwhR;qBSo+-s9`PapPM2_yNmX9@VoC zwtCze%Rl%y{q9VjQ19&1z4nL7pO_k7ej}*SnR@VTkkdJ@yWNiI(#04G%ZkBx$p`ZT zF?>(m{Y!eL@7(OWzn|gSsW)alt|jF+_U_;AQe@FoXd3i{evjpW-b?D@!H@K$@6$cj z-maw>pu1x%iE#=C1|R~*euNYjYYa`M)a`i9g{Rq?32XD+lXVHThH22x)#wochc zzy74ANGTC@Hq$V_{!8w%)W%2CbXb00#l-2{yBBsJO<6=`#CCthlTTQX#yA;r@C}7C ziqa)8JRFNuh}$f@_hgo|U3hlWv15*N6huYA9k!+2;%9bq`@A_T!bBnEGdp!BWsxIP zuyyKSnCgsr!k7AZHqx3JW|e`Foeq~~UNuiubsT&%qEj{Bd#Y22#9KAd>o z^THQfbEA}A#;C!~uV|yr>oW!4^K4kStwEuqe|h#;&M{gQQ_iCy%)xj0Q{=D4a3)@e zxj;2i#L*g?vm9y7tVpjl8?Y^Let|qcH#hh5{5eLg<(;OSZpv(X)Kb{)FeyhR*$0|UVxtBF@s3ApLM-XLb#&#sto;NCYUZYy~ zlUubeBUx+8OuumgJCl3kLrs~4>KM+=jQH_36dK8#ENYJqq7peZ>OYXn)-1kcYnnQ} zl(;SBOaFY+#}gS;S|4{kU@Ox6%rd|0fk1;1VQP|fBl*!U{3*2}QKp=!*!f-VGaLm3 zDoKf)`lCw8Cd^q+RHmC~;x~0&z~6GhY-{OIQgY*h6?23My%x45EbHOO4%-%EH6uI z$&}NtP_vMuporsm5r+$ic{qgG|IM;z=u4AilPu^#{uH@FO%4M!8V!1_t)`qVCdn5H zIQZbL>hxMnrkqwL$qt5UH2Ed3pLX(af}+NrKr+to#Icq!Jl%SKc$R6rIbJA z3V%v5e~Pw^8Vyr0*TOC~GG@{pn`c@#2iL@KPR53m#csHnZ04>_3J7{K(fYljeu52Q>Z{?qB4)`FpFa@nU?nw6zCNnBG^iO$uf@5b zVMvk82=z3h*Q$oHVlIe$Y}TdMGUYt%sh~%%#R^T|1poIhWW_@BJC8u+nL=6l+>uiH8ixkCp@I-le0J5Q_di&7E68twrkl0!B#DYUwqA?Dwq;YzLrm|#f8kfZdK(k6 zHF7^bhd-C(FD$pj77o$g`AB|PxG)y}@TUm!>lauFKY5em0*y#D!=yTzZhN>@sI3g7 zSA1_yPV2$&PBx07snfZekA|R&WtNp$MwNP*A~5t?ON+NBd|nM#z56JqlJ)L1`-A0O z!T0u4+?k4H7h~ZQ5F-pmiOn2`9#`}zuJs&}|33hlKxMzE>i+o03j7|i#8Z_a_<7Fj zgkNQMogef-5A-?RSR#g8RdHP-Y4jWLf5LH7XBaAlKfv8cGVBbDv~~<2mQ{EW%awyD?z{VkiG+dRsQb_Z6c}U{4e7=wTr6c{O|KZ zoeB&`&uOX-^kgXXl;amGlK*i)A#U`z>f3bV?{s`uMH1yBm7h#o^)=z zE$-Rs+cCWqo;l;oZMB@@Oyzv1*|)y9Yic{CI?dB;_#Q{70e?oWUjYhP@G|s;ZCwzY8(F&W8VaPV+mXulT@L z&jzyez>V>Lp$w%MYs%63$R7+XX2Zz$ME;0j@15+u8t2X_-0S3+Qkr+CbXyAJKFv*S z-df*`X{C10)8}QX>X|9pf9XFF^fkEdmEW3a##G&Tn%rjEsm_$zO>tVMi7TeOR<1jz zRHl2Hn)9CRuC#MZ-EODZKz>FK62nme0T_B-=VuI1CY^Ntuj@PvWpCYc)?DXmbLr`L z6_mMk)xF}pZ?Blw%`@lK(wceKyi==r$2@1gDbx0iHK%mvYIDUDoqhA3xuu(9y({MZ z(vCCjn^$bHrRdaG<9aF26rFr?UODa*#dqJ$@!qxKZhPOGS6lDCnNxiE-52YgdDWCs zbaGs)*0pw=?Y>uEy(_0^&6Q)EbI%mTefN$pwY1}GOa5s2j6TC$cdKvSR&$;2XY?6m zZfyCcmU60ly`0;AEzcC4x?W6sy_j#RD@D2OwfC#*rRc1?W{WlEz5AJpb={bEn(?-n zqO)qPZ>ODFiq86pV+ey^ys_=HQgqh3JFQfAo3G`%1N!j-=Ua8uWc@ zx>wq9rs%BT|Dz>iORd$kX1uND6rFW;-fg8h+kNY`6jk`4?aJ_0Rae_D<&~nd;j(0A1K9z+vizFg@u17co(;d_$&HVDu_lqUdz}sA-+)3E z-RFg_4_hx*ouvnj;r2go`^Xoo``!N*J(Dk(4iC+R!Dgji7;H9>B^YiW&VSb&3BT`q zOkaY(<1rKTCD?2r$M6d=lKfmaVwB(qg}5-oUE92O=XF!I*I94pwCdV3RlBW|SG}{g z)lyE~nknsE-@7?w$)E8gdY!i0Ix(+xnwRToHjso@2lP5H6kd}_Bwc=Woee(#k0iYa z=rPvJw}IAaEwxpz@@)8}&%n@A;B+GOeI7(k9?_4T>3<@~lat7afGD%!f2F4}nM9HT zWh#K)|1c)!fgUK#D6?SHmmLCXqBLb*H}xJ8RNl6ifmd@)JWB7+S(hL_VNT$<_j}6wMGbOT{Y`pCqC9 zZ1|CCBc$v^l72r~&HY7GA9-R^j%Lb-05sGY>J%SvT6WSoz&>$^X1tBRh<(=lt z`_+4MzVF4B-fk(*no^4`##rxrx5YT~i!Z&{W^OA-QqeG62zL=FGkzto`E(f0Q;vi* z--9Q>-i=oGq3|#zebgZ&4Iwo*^Td*hHlkrUKJ5GgAjo3uE<}*)6_ujH;^MLaX`Zvj zyXVb&-<(r)T5dDO{MwB%-ZVt?bga*oxIP$Xcp(-SQ6m8I+33iBKOX{_(L=8a4aO%! z0gR!i1Ha7}`Zm_{;%D?7t>ySdMv@ypj-(am#jsLz{xRhIYj&U)NwisVpTp5~{Yp=x zqWsU>swswJMo}0EJMYm5@bf^?RL^qJxw{`Z~cjvg`yZhA`>&olSJ6n4x z^{H4u*-~=Rbrqk>2xw=I@r;s*&Va|Dnc)M67fih{r`BS9o|#soj_BjV)y-$gFc>Rtm0Z@0(tV zPOB@wx!QU!rx@=`IoG-3O)>7dYTPrWs*>|E668mZL4F~QSBCt*F4l+QIjp%T(_xmQ zRn6HjIX?rkxv*3sou#=drO+U=PUK)N?&rdz1Cb#iA&qsIoS$)@M5`jH>n^}AqJ46s zPWtK4*m8<($9(HbDMjbz8Ec!lzSd%!^R0UKYc1}yQ*_pjcc;7Vi)p3b=WXBTZKW6L zzz{1(k5SD?a+uSBG9zg^OitG^>8unTv!VOl7;-;Th8ESVB8g$V`0W3LW2xah(qA9W zmzrYyt@pnAvF_Z6VDSIhP zYb0^BQch93DN51FQgosdrRYQ}t(3Jjk}7DWD8&?=F7H&en9G{79@L$1)s&q!RVP|0 zRkNk+l((krrtGwL?Ubd|oiKH4-ZfL#QdZYa*}N&MscR{kQET&ug+sF!Fj}cvr%2)` zMI#BL6Gf*9G-b0^V4b?xQg^x&Wv8i5b+VVLQzT)wQq^M0ZpvE9PMoTgoiQB_lS(j0Sn!j!FF=!m|DtC`BHV#S#OF?k;L&$DN3o@sTxTbr|itO-b~q< zH`m=#m-k5GX5P0`s#0~@)ZG_TG?GA=y3@>7)6S_n(OUiH9cR2b*Bs;BG1b=ATyO4G zQ*`c|d#yV6s=4NQ@0_=-b=TS{8c7#5l0pj;^@t^3r{q&~-e~E7-sd^Z=e$qTKPHhx z;*F)peEw%D>ds8jIx}VM%+&tAnK9Os!jsKAiDo}0k;E_+zF4Ah>&2qX z61-G1e@r5&VU~>E%gWKJJ|>a05lNg#;^y5pQ>sq0XPP->r%3uH=QwW)PkHldsU1n& z)I8@+;fXWvn95VRGn2*OV!#lrWCG`)R{DrE;M-4N+}*m-=y>I zt}(SE2{h@%b&4d*q>+@lkpx!EJylGR1e$y18cCUsNu_R51O_H%;yE(w1etVBOd3fg z9oEE=6pEy8O&Uof9g{|qHL0Xf=SVn?7A2B!?LaNNB8j{(?^*Xwd%m2yc4vI;-WcCZ zE9aW(dbO<_V_rE$CygZX${&+R(p(>tNok!lPd)3jv(B8crIzcvZ^bw7Tq!y;zZhHG z^`>-ZP0{iCm`uEF+NN#WwQZ5KZFswz-RxF3y3uXZG)>bo4YRbab&YFV+nUz0hBd5R z&1zPw8r7(_Wm=YHSr$oHc4b#)Wj*T|&vvFWo#hN?IJ=q6Y*sUxZP=kmR|JQtVr52 zE4!@AvMkH$R=2ptX(Z{MZN{;y^UgWvd}Dqs-L|$h?CM-^y))i--yKP|Zn|X}yR_9c z*IaL{v(6f8tgqFT>Md_s%aNqzEN54~I?r3@ob%1M=9+1ydDC!)vkPC?!kXPIz4h9B z_1!m;`0dxa*TuF=am5y2jQOSE4bxn4&RO?tS({$Hu z_tkrEzWcWJwXvOT&GO4J&s_7(BZ*_S-;R6ky6?_=?^eG$wsmS%ye)3^&59&?)yrO2 zU;E-$$FA(suIYgyCU*0|O+ zOS?2o%QQ{fG`iKzZg<05-t@LNzV*%8t_|C=P20AOQhF(+mtJb=rI=cZDW;p|O*yq_ zrx(34jc!zD_E3?W-@h zv`aC?7Gtb8<{93whHuU}=bd@Ba@Vr$*0PtiY-Ta5+01S>k~B*%z4q37@4fimt8c#h z?tc5du641C-Rx#}yW6d};)^ZLIAe`B?zm$Z!y1kx4bx1s&35OVd+zzlSk7{mw@h`_ zRbQR8)?0IJX-i`o)0);a-E`Y+H{N;gy?5VzN7A*go$YLIoASylzx?vdGv9pk&MkiN zi)UQp8>hYY+Hb!-_uO~iz4xB=j9S!+Bx_mgT31`zvMvj=GApw*OS9-juX@$%UiZQm zzVel?eeJ7X{jx6Wx~}WWu1vckNxLXUv5HyjVi&_0&X~qFwlR)%tXtTHT^NR8ScYYo zrePblVKl2*BngP5he+ytTiVhYTi3c)Bwg#;YEf(JTi3eQvz~RVU;XMENAyWI74B{7)}Onf}ZdE35FB&pEyHd z$tTH;No^Sh=qKst|2)nF{p^6Ah$kobJtLEx^LxtqM?XLLJsK2x`5lh|@Sy$r@oRi?178(?khi$l68znz149h+J~H%i;042GG(3vh0lkXP7><;q1q#Q_hcd7d zKUzw^2}jQQpm6kXAsAw6i61T2h8yd5Jm>0nqmG#wTWjYekS&`fL2T17nn^P?!%@#98O{370%&63URKIn0N zM(KPBu9MY;(=N>B_rN+j_PL~{FF}t2 zasT^5Zv1{1f;v&8zLMP7P#izbLye*+Qi9(bL%TmFqW5vAZscg`m75TR^WTOVKTd}= z9HB;0Y`$j`Y+f1o1e(<3S!ZilT=S{WpG*km^RR6FsQ(Hq<5r5k=}NNy<3- z%`ZLA2qlt)CFg&mCcWn=kpvWS6e*Ved+(7;hA|KEoCfI1>ckz+TOfH(@oRaFOi(5vV`Kd)JB z&4ovXpf^Ks_KP*G21CnWQ}jM;YB02FI($sNjn~L7<1fJr`9a>|^ITZLg<0t(zOSK7 zhm!Lva@M5>ZiHpXniq>Q9lXzXUZgy+yI;tW9u$fs$Rp?YMK8|o|7eNfh}FxlcEFbN zZF#3PQ=9VL`MkN=>Wm( zIoD^}Sx&xvPxx~Bw7D5iev|p6EzO&bHx#Qe-kjH*r>W_-HCt-;<&@=hsv28sE!DJk zOwo;}d9lWt@_lvH6yJ8rSM$m3<(I=d*X3$&=hOF_KK-rn^y$V=oZghuO|Lj(YHPNd z;yO?B;<|CAI_pYx+UupcZ<}+?o3i{)Q*V6ntyH~ZsN{a>dAQMMPHUf>>Q6bY_gyiz zeCplv>2ofgJn!68J9oS7JjZ=goo%g@rL<1dX52UL9n(y=tybSnJC!q^rmcDNsx7a& zQk&)y^c@)L{y2S+5cJ2*ZJ*t8xT`y^H=k}M&e5A`YmO&gx1TDfxmS*-*xGU4wDXHQ z#rvh2XIgjFo4OTmnlrun(mGAuIo_62nm4yp-P_haIj-FA%6at~Z$EJyu1|S$c-nBd zPq_Qmddg9(wUkp@`Rx>~v`%|lx-IXNu9)|{Z@&0uOX1C@nXS!PQ<^o`o!Yo0y>I#* zKm9*;ewR1zpW`^1QcnAwJiUCn9LE#pT%WkzzxEx!wP#Fo?Uu58t ziqjXWba(!CjOpjxJpIn$)5jH0dUN%}?d81plwxh|*!D{^rgqO+*Nm<1mTyXNjK}XO zL(os2(i@qs&D&yY|JRt;J8`h>lja#uoc-(cGv>NduIHRLw>MLqsb29kbH<(CoqMjG z!WQF>yVd$)t}8{i4T)39hTeMb&e(2B=gMd1_x6rkPS%IZ2zZ7jqDL!|4;Z!JY1IgDt(4S9&|u zah-6Ty3Tob%`5MkTHSf(8P`nhZl~}2-1OrIc^>T2%V*cS@=djy{X`DmZ_e7%UN_Zy zcG=kAI)~Ho{q}Y|(O&y>yNoBxRXy2Fhd;I*#rC~%?-*y?xutlXw_@D6?wHz5&ZJ<-ea-iMOxMfj zwpm|Hj^0M{JMfa>ym-O+72V#tcdvY6s`u9Xmn2%r`4u@=ODW}9^L-z?VyJ=fwX}C! zE2b*$dv=U7r!-f*DcdU-LyY-5KGXqy1@@)aX|p8x8uN>c9nkZT9_Tr~h*$dWm!KD7 zHg>; zKPJ}zJaTs4*qJ393Hq^|y)(;D_~AnE^S{mfrT;?Go3qx7H3P`ZG9;Fvi`g&M-B@n1 z&7E227=9r)yU~Z6a`dy`oOK`JkR|6=fWop2H@03{F|E~RO7H8@x9`3?)|kS(S5Mh_ zBP1jgTk^Rv6l&_{yl;d<*6M96%C8x{$Ol8P`yVd+sz?JldJ!wq-~b9sGQ@q5AOgjL zABe=4K5Gzh2z_3p{9Oo^p^Z0|r3e4meV&JNAj_}$-^P2R7xAUXQ%Y;5+-ll&$Gd7xwWikEt1I7|Qe3IEm1cXh<@jd0sf%;%dE>sjrg-zM z`R#buO0Cwk+P<~Mmus!-?Y84y^SzbxTWzltottV+Gv+<_UGLVtb8Iiy9b+3wpGf*} z7?Bi70c+YAoP@ z1RJ1#>;y#lP_bBvyLmt;u#o&?=_=diHv^##10SJ5=(GaMLuC^gJVXW$4S-B!@OY>g zOdc8l8iNN0GI&r61_>Ao2pAF8LOlQ>U_4|lFbV@gM<<_;&{#0w;vZaeA&Y4;7(XNs zE}H?vhCVn@aG(z+I^@_uEq=pMeI^+R1RJHD&A>xkAP}+O$rc-*LnRZD!4XLC>oHm^ zxxiuofX9Kp(AP#M05$_sGf>zJIH2&!1lUkKnN}E_QXt@yeZm0``GaCAz&;O^0*vm1 zpM29yHpUOF3?DunSY)uOx1P9o`JtEeS67LN*ofybpOj6*4mLn*Al z({Wi3%wqEBxNPm1I0htGO=;lJ@nig`lm-qh4Gc)I6s3WI(l8lR&Lom5#Ta-4Phku^ z1IEA`)Q|&~kOLM19Sa8`6$ZXyG4M5kAtZsr5R$-Q2ua|G9vmGU932Rk16svG5;$}r zB!NRKAM(=ymC)m0E!0UQQIRw)I9Lnye#lQlj*!E0Lk`QsMn~9SEmVbUEz|^y&{0gI zL!*PD(V?I~O$-$Uib4Vjiq#MQDG0+di6jt)pdmfL#b|Iq z+({%Q)P?}JLfi=uf`LIpfO{uERLB9##j}B23$@HB5DAqMfxUoS4$2FNr9UWuBm%4X zgpOW7KmthghlzYBu}LJ^2|@xY(IK!IKz&Hq3JQk+SE8dpp-~_z5(b}+%U&5TaW@YY z2`kYd0qD4F$V2&1fYQL}2ua`&_>deQzUTpR@W^v^>j15=sk1ui>@B+6!h zR~7V+L_z>xEuDo7uZ{r;_R9E?e?ssik}@tV{lNf*ap>kNl#3z6ZYZu00=szz%zy-& z5c;_E&qHOKMADV<5+QaY)=4Ch8_PpQvy=wD+9*Gb7(c4)fL5=JN1(7=k%7R6{8R$~ z0fb?B5Cte8P#B*cOcfLrqM~se&=?vHysBjIKu}09i6qP9@ler329J=Up$`v(%Aul% z#lc#rSH@QyLIezPFN8iY84VDb0*s6RH^iVZTqs0>J;=VNnq=QoU6V)}F>9fQ7>0@V z@KDLHkO;Jz8L;$+4nILiAVD!UEd3z?6VlauM&*D(w>A({F9v~oe zeXcTc!RuPl{ ztw5&Xu@%TXHiX88C6rafq(WqHENCnOee? zlSukdxtugf$sb!qMFp%Ne-q3=LPxQM3Cl3xi--ac3!V%SV8LT8SQ2PRWC0WgL1t)F zB(ejg0f2=88kNWm3IS|^RSh8Q1j657EDd4dzy+ZIp+d6(xk<+ZwiA==knvEN0PwJV zKpB_i_(+HtB}jk`z$C$dhU`E=wV4p8WE`MoVzbd;P&ptDUS*?)Byh+L0TKujTw=o+ zTsUwpHWdfjLV%SDt^k6y5&-ZXo*=Ve`GJND#_llifSP~EPc=R&*ZYG^unI!Kfkw!z zh3W}S5=c-_<^a_UkA@Hcgbj(TKm4Z}34UlG!KsV}h)E<}4Ir5;ma1&Tyk-?KEiVC3(BpfOwHeEIYlG5Oc7CdZ_BSV3JOZB)6_yYw8x&l!SKnTfk z076GKJ|-$c2*^ihWYFM>S`7;cXvF~u%0q%(@D&9VB)G!eJXAjRM`#RbKqma8QeZ43DM*CU8&`3K+2X5)=js9~wFtz~e}- z=2IMKvZ5xDbQ2sj4I!6~U;#t3NhATVb)S8peE|a%RNUd0SkT~#)@fHz0R`|lP9kah z9MBF7z!ne^oHBVpFdUSl$EN%Qi&_jg5-?b($1vb$a-cT^2sV0QL74!%vl)<+NV1@P zqaGgE@~;F1Pxg37AU!%WfT6FY z1Rf!4;TY0}c*Ui#0e@ih=*)mgBw3K*wLcvd^)g%l;$pjWp{%I(yP$Om&{e9$LV`@C zO`EF~q=7HOW8k}>7jz;~Iex`}ioP;_5=o)}1@Qr)!17Qj=oOa&S*}7s=wYEyuzemX z1sV_!LqUXgU@BO!5TH@r*0|nK{@Tx2vOk4#bV}OXD*cxk*;4^PfF|hGktivYjEMU|&`ct!p=;pKN(cyJDP$pQ6(sC!ff%$+4Q(N&Du_VvRF8uK zBSJu?a_A(I3{Y%Y#I`Ohds`I{U1mWWhA-kW8JOIM9b&49ZeiV#3ZNqxI>mAsCXw_( z(119@S{{~3NJM~Kz*^adqoPhC>EJ*CBjRB|h^a8z)htK=i&_&x8U>qhFj5q7m_$+l zk4~|rxWP~ZR9IN|>ku;)Cc%XfQQ#0jM{K%a!D`y|iKtLywgo~%a1u$|rNN2ZI=uyANRr5CYs%P=U@p%S>LDEd*u{)_@gLhu8ICh2j)`N`1yJeUQL z%cw*#2jj_97$-3%kwQudVN{v`gAxEhKrkeijfR6=5$zO!0$5T!VnRSJE)Paykw6$0 z2P83&p&*9B7>2?aWSByZF@_ufMaj54wW$RzC}M4R4NMu>f*wRw9qLEw11^loj;Q+6 zECqfutduuH1EP0~&X3S`S7SIQD#!m^jiw}rzGwoT+IAM>ulXGY$5d})lz9VXnF{Gw zG{*I*ajbhkNHjrj%JFp?b-7Yx?|_vn`UE0nKurm$fXr?E(vVe@>tHK%BoHBxKMoWy zgz>Y(s{-HAH8Wu`Qwx;s9f~X0cwMq*W%vsNId&&}L{(<(W=y=bfohnCDO-Yf`P&L< zxjwM#m7w?*9ao}`j(=G5JcSR@NxnE0h;R+B34Gn>T>T~H$b@XAImT)({>Bf6ng~_% zp^7^ia>G&Z$pIJp-GvrtdVd#_^ z+c7TjOX35h!TL*9%3skZOdl-5Bz)cON58^g}CS z=IX6yY%>B0-cnPGH~KC1t4r+xfv)~@E#(t!m{L8kxi((RwU6Sbk-m>~3NZenfubFr zC*3O9j5y>|0353Q_@3@<9n!oKjB$=c$e@6G{MM8z!Z~g?!GTGZnAF4~L}XZ5&8Ood zID$>H%}u1M3`_G8Bgd#zO6)i#i+q{)S~sN{g42F@KDv|f#R=`?uGYDug@f_}xw>J8 z8C>b1j+cg{f3+c6%pFB8+lGAh)MO2)B=}jT4RuUGqf0s&f`jVR3rei*1_FME9$Dr8 zKH>!ohQ79nSe%GGIE+gX>cBP_^ez=5z~)J7!yk)do{Ybe3&K|d96Ay395x(;)6&C0 zry~s4&E?AREl8A&C9m+r<>7;vJL4i5>lM^x@^riR)k!iXmQfmrdq;i{<)U6Uz71*O z|Dw-aM|}+n8r0jh$SuWLA-C#KQfexYvVsZ>9|zyAIXt}#%%xkeGn7^?x_XUkibzA5 zAhZ@unriEDxPvM3iL~Eo&d}ty!_yIDZ@Ffz`L~jN2=O3yz5V-1t?sfX&oj)PZMNHT zm!OTB1Iahk#%ZBKL7?sq!a_g1awcUu&AsW+#79*|S@bOxP^`Q6MXv%YcPoGilKSPd zg2_rLtSU?l&U!mznT6Mn29bbn7BD!zdH|`ho^2l=GX~QfN@91oywsq;zqfr=v+G^X ze+E5RO^vQ0Y?_W5`&nl`PVC}(c(Fp(=jrq2GcfdUU&^?|WW9~1JGtoFI|~cI2;S)l z2~ovr&Js!n>nVbfcMw{7i6KYU4%%?nhyyv%#iFlxZx&;}j$kKl1GMMXjirQ9}*9i!(I&K_^M{JE^OYac2xA z!|OY$lK7t-9QBJOx3j*}Oi=O>xg@|N6q)S85)O!oZ}^*>xe6(OZ^YwT^nAnt^GStmz;wJ(`% z(_!5TediYoIiQX8cJ26tMI}*X+dm=Tn_h>6BRA9Oj^uc`?T;kE1sTJf!?c2@F;U@d zWOfOt#^mDNZC(m;L=+7^I&rA#1#RJo06tj_M+TDhcmqOB5ORcnR^G6g3CuQ!zf=6Y9!;fd3ryUHsKl;5X1H*aVcw%=zBh`LD30cM>R~yC)D;&wYHS4 zHq_^lE6JOIg;iTus}M4!B_8z7(_8;?ut~iAYaakdeda{9@`dMI>_HITPKUD{Pi*iN%@-fXkU4?xv$whnKFKPpfCj}~Du3PAPx=$AS z_zBhl1smi~t{W37=zhn*N}{>|p5Gt-5*!|r#1i?+IRy z2g}a1uY93W?T0FoUgmFKIlyM1USSaAy;KvC&uIg)^2*qgJ**CF0@@qe%r2@nqvZ~? zW$U4CfGo!9g#&pc_AjI)N*GSD63OELmOyBv+L#ms-%@)}nVd@RokGGl6w4-hKQ>+% zDxIbf^h_H-11ntM*1$v%3XQB$aY4ZQFJ2yn&`3+E1vi1|jh2((Oq6P`HGcXcu%7{; z&(lv^%4yJA4p~NWgU$Sfs{tLu&P?T-5l2#p)X^2w{jQzM9I00c7lK8PerDB3Sxn&P z=(Lp z>*l(=nSI61c*YSK>Z4eN(tINM%-QQ-)ZMY&%?{%C%!ZGTD_Fy4aUANbpjL13SR9na z!dJ?BbaR2)M1(!cB-Z>Qy|-!(#y=X9P{s;dblMNNY-b`D`Vj9ahO~0Wm9RN!9EF@_ zC9r|2F#=QS3r3VQ1cbqR!J1K_e|L4$+z`&_yVr2y0X3dKsjYEMM3lx$nw7bS)uXm> zqZ#C6!~1<4BKU#N3aH9tQ6!?tz@u^s$Zy2OnLR6>M8p(8MaULcg6?Jr8j#KNlG6r1w>mX2t*B^;Cfhkv4ZJQE zF9*)+PI|VY2!t^t_zF}%spcM^MDC6>BnoW>8qHj>dU!OLDbI19$JWivbvxeFH-Z}D zb`UC`?%E>VF?s}!OVt>_vNE)baD0b>^0)ZSIS+^^zC_0AYd?Us)P!T%sb*CsqzhQ4 zhb@6bg%Td>IISHVjSing1P%bW4;~&`!bE0*qZ2Dx(-V{C`Os9{ui(E4xt+Y}en*|^ zttcc&?+DE4rhnS7o+7$lK#c{k+C!*N2WX9enaBtb>8UG=3FnsW?@M(b-1(?zdJ0|e9n5~erQFfl$NY6)8 z{UV~NcYMFr%Po`>YfiAQ=G$0D=Za}8T;!u08X`sR&{RCnxRCnubVEC4iIs?JOI;OQ zIfJI#j049a0^kt{lJ?^Roduk$7Mi+RV2dKc`bfZu9PE|7Q|JOILTMwKKP-utxzq=U zGSzI%U?S}d8B;#V42UC!sc%@^3*;w{fg?yo2bF9AxdFu2UEC;kO~<9r2j1X_Yz`?5 zU-<>ZH6VF`Ed)Oh5fqb$gN+$`u%Fqy5h4n>wnKU&c)8CSRusU7?TyGNsANNB1_$M8 zycWK(FhXqsST-E?-}?MHbR9q~;*lc(1Z?;aUeY3 zsGS$kcpIgd(>W>1_PmC$Ig}t{`Pr6yN$!_6vZuud9Qh&yImzs>qL@=KD!;TvbiS2; z&DL1)G(*m+6`Lg=j1q*38m4k>rztBs$_7eoBZj7+|V zAK`fSh}q7}^BLI*kTZ0P@A(q)jFZtckbvx^1oECxF%>>59G_*pQ?B}YG9uJ9uWGJ= z0dq*uL6>uHlE-cyQH|B`z@V%74Kx(vgW)iPjX^%4x_}js)pM2{(P5^Kv|4Uwhb0 z8}!~uEJP}ABR%2@njuy<2Ad+CY$3sI{(o@~%u2+fJ)_>q1`lU)Q}W;+u3Hp+Xn z*8`g_8tBVSV>qXLY{C6&@5xOkTdM`h!=-;RCKcXAh1h2T>8KMH%nU`6(>@?*N!@_~ zz~BM1@!7(^1&EV@2<^MTE-E)+s#!UnLT!fAK=kb(HQk$KIIMsthU1_;phIAUStYlBCIEF2mg>m={&R8lI0>DeEnb(H1 zZ#MS|*^z)7cP<%2oB+IE#|(5{Y+xO8=GTDBGALfj7($vSgR0-}4oapOq`8CLb<{Uf5ufRJHfb(lvuppP6d8KH#)Es<|q3p~r5~v*&_$i!bw3Z*NJ;_O#2ya!n z`$xx!FofWNM@h>?G1qs5r|6A%?Yjl)ek=gh_Fnl3(7ulUZUp=C3a)DB+R}|4SUziw zoQ?bO6WSX&JuUW)&6hh7Ko2BRc=@L!19r~*RG?}}9_nAr`QcWzUHxX7w7w{TIqGKJ zc{=00zkh->PQib~hV~aEJ0W|nz9vuk9AyhThSj1^45p0A(Yx)ItRqy=Z&7clORzFU%Yfh-GsMhvAWmn-)!jpZ1r|eE1+tJ@v<+6f;D6EPND7QN=fgXi2sl}Z0b&7OqCO-M#Cxr3cMb*Nsw{~ zg;IKPGQz=_8PP_J5Bi$u>J}lp9c1t&dLBDf67Akbbu_-9shZUmH*LL)qwK&jXke4` z)PPpzYE4>^HiZE_+=laZ?A8q_9&%36Ccuxs=u})ys2jh-u^ya|{ki2P=&WQ2d|pK` zR&4Ai?>wY}JSMoOFmQyVCRO4BSSL38$qS=GWJ-JGA+Ko&;n=8s^2Pfu4t38Oj2b~T z{fP^@aY7R1=A803%IY}!&wwX>bGe4m045rEepaU&N zs9g2)lwg$BL#HD0jWD5U6EQAL6`#-UQGp&=L^+S@6Y5?_7zLkt%d>m{Qng)9lHHJP z=e}BP5X6Ka+$Id<`w)*@xQLo7%Zkp0bfyK0r?5Eb{AaQjQTZWZhft}EYshWI$HvXq zL46-3Qo>wIhMiQ!f}Iqm6=l5sVG2Wi;3KR1!@doqO%r+7xA8W9`(>qQ!U>xWQSDa=1Z zb;_318y_%GOqVcwA4(aRzUud=zk%^PYG4Lj^F`mOCTBJCJtHNMZ?^dk#1$*Ki!Gds zhk(Eowi7Kms!)jSk)+v3azqR;Z?>q0a~#H$zNoll#9nAL?WmXRs5L}fri17}sEuWY zZHrzO4yb@aN8H*Xq-k0 z>P;LY07!e$+)vyL5(>Rp$B$WD=EhD^5>KXLy;IeFvC7#jcXmQTZNeZr-4Fc?CAR;~ zXyvxqO2i@SMwO&il-Qe=%&xn+4M}N%aI;D4C9VU{hvZ7F1CbHXp(4&T1DOsv= zNQQ`O{vZ*clGI1LgPDg3$lLd zXhTf5mg}f)&%GWd)hE@`*Q@+@79)fid&pUU#ghb8P;>4>5i96=`c~whxm{Avi+Sva zLK~4Ks_WJu@fDz3+0IWZ19!j0+iDF(5f2_w;)2#ii!p^~$BCQrCWic2mo1#8gO8?mqS|76n}oZha-!JIocQ@@l=;W``YT@a?^ z_Qmu(E!SQA{McmGowDCOmX?CViUm|P_)|`hax#54j=Zw7VwC0Gup`H4JI&9H-vvN z)J1G#4B-<|)ZGzv(u-DNW>YMR2q!?$4grcGG?1CI%#jaGftvn{^~e3kTfzs8&Zdqq zQ8PfT+q{cykvsE{Zog#66U|dkhjKl$-Zl*m?xUiH&Mm0_qFSiM}Z1r<98hB0j#wSM~<#A^j zDceNa6m;o^Rb0K%=IfumxA4E)ZHWBt%8zciuykvovAMaSq=!Sy3Y*W7U=$VTLtUEn z(TYR@E9Ux5EBQ1)9x9-6n$-RKXvaC__!s%;+`!q;<@gNlaVWzEKs)Wg zMzR*TwF&Mcy*v$LY~CFis1Bks11AAWq%71wfO zNjRD2fdSPUpK#U1><{uaH(Oz_-f1L52G)T+QX`5MSWRU2iK>6J=>_P3N#w~sX)5GZ zw!!=_LqW4!5C~Ov?C52q&+^y?WL&nuAn$9rg>vA$^R98*M*>EcXW_0)Tp$eA3hthA+&~lnw4it_{ zSMJAqC=%hJ_eA&C(g@M)#yELIGJ%%PH`ZJTtl@V85pdrkjiamLN@)JGJVzC)BH>&C z(mq^5%#suVGY^NCuKu0f2|o&jV9x6%vlSR^?h+!#P1Nhs@{XD$%xG!UTH5)^vnaKG zOD&J_Ehqw^vMB^uWYOk7mHV*CTyy|}q-28|)X|fr3=xMjk%g{keu;QeZ?GIjrd#fY z)@~tRt6nM%gH3L@KnzO&8@9QT2kg4SeNk91{Am|WNAgN@6q9K=UK=Az6h+8bONS4N zWMWWk9^$5S9jE3IkC_Up(QXg(aG~u~d(Qufh)(YZh8$^9!6L_95Ru z=^iG*J~mum$MmKsd`pm?qvgUOg6`-PrbmoaQLHxO>B*~ z&1jCVn9xo?=)15viO1macrJBwr%Cj4s#gJ2QNHF$a&6Uh>t*yMlH4;&NmKxnL5G*n zpeL)JS0BM-+X_f}giqTd)F!U)VQ1b!RE?+(?Wvle-rIZ@dZM7I70WBnBYBuxfQI7m zZs$=QIQE_{|4H6LKIsf|MoWpMW?iS1WykF;`90?f&P1%nM*#Rh2fs4IAI4iLtEZgQ zV+%erR(bj5i-Ftd4YR5*(l5WT(QzA2g@?FxC2u6Uh2JgeCGuibZWlyUP_c8jhyE>$((Uxyha;eC4B$W5S&M&7Yc$S8*WvvK|?flV`qSh>BM{Pr}#{}+cm-1$t%`3r z@>&j$Ux62B;G$igUVO#^>mBhwK`!E% zer%;F8Wx#P@lR5?2K=~V;n~vXJ7 zmgb^iA}TOo)w8Kv{<*xu0@7kzr?T+0@`*N(2dq zy;Gco$g{dVMK!@TP$k9%|5*?BS<$vaxN<)LoRM{PJiefsNs% zDy5kRABwPIdfj)R^AiAUNk|Cn1eIv0?t>)&pcY$bx&kY%F1QeF`-4+Fhd1v@)4S2* zS7(2`nbhqm|9K%NM`^{trTdL(3)Uezo`-lR?g#rv%b0FR?*gvtNnn^$lEzE0nX(4W zY6$jS;0(W!#ICP!IuxL$vr||fJg3A~Kcs>#rHpa8U!QO77YXjAn3b5Y1J&7@OJ+)p zSW77^4AJ3%Eo4W8h%FO1Xqh%->tiBuaV1=OWwy0nKsAb`WX9_rvSNr;fSyA)vAg#W zXZHRoe`~7C-9|QSc4myhe*G%H0uHSjxQL@n8Q|x|%oArRRywGc^p_o$z)9c8>&0;P z4~j*jqD5C}$mVH;IQ>OXcspsyD@#Mb(7QI<2s|?j_1a}B)NGXU5PpU%*%<9*j64G1 z&=4l@$ha?_EYOQl=)I_mSgh&P22JrSGSXMn$!$3+EI9$lL(}dg zwob9-X&4EY-YV~iZsAPkef1d;pd`e~QWgc!3C83^As@}m3JU$jD8)OWkFDqJJrNH< zafLGW9nwSTKPOY@15<4!o#vI%%~DNS!~S(f&Yi8H(4#8*I72(chE;75X*k1b&0q71 zs(~%*;Gb{s9;^hQo7Rg53*LixhN;DDczf)W6Gr}9s>*+%ZBR-aK!P*h6mM7`&jJlu zjB>(`H8+Ml_gU0Zyu2p%Qx*##6mdD-m?Q`v$>^>Fc=vrkU8QaVb`V@Ng#d>IeMWlL z6LogJ=?Pq%i58;}SHZXwp0~mB5isQ@(CUt^A&umoT0|`uyRf!bicna0Y?Q+g4M)$j z1FW(4(ve=@KZdyoE(Ar9R1B8)-T-O1OF~Bu z+i{XDi2s4q6& zqX_?6B{*}jkGSg}XYe$dkS9J&`_^$4G*|^)`-y>lurD_mN^#)HnQCe9cjZ#gn$%Z%&M|`|Sa>2TEv2H?Vo=(*v6T_&N8Z zzu0G0H!B@<+5Hg{s|l^&pw$ZA_P9vP>R-hF;`(ntiQpHE0$PGswNXfSbQXLW{=PDAGUddvHSX$gGoCCliVXH>$a=LVCX@~5ml^`z%w&#n(HItR6M6e1azGXfc9fv4tFczQahO%k zI6>lr=Z6@;^3OUesQ*^njc72CW^MtJ+G{M#v611x{$ z-Q~wJaN&I>_)iE~fJk7rKiv=9|DT)z+`o|0r7=i{!(+M%guxl^%W-iVmw%|K}AJl4BEqzmf2TgsP#(foB@7Hw58WiAH;{E(n#v21` zxmE}*4Dp7FBA5`&^cgYZ9xf792!aAV5WfmeNo8<`6v3sNq~DZ|lBd=y`Y8V&WE?+O5fUAkfT49JyIeS&J&aKgFxAt*$j0Pob8paa4CF( zFHj(+7$DHOnRrOszoVvk-ycK%u}PUnLeWuv)-yCznDs@Szr+zw}@xpax;t5zZTg)SQU#uCfY` zFOIJ8HHM;7tptp8JONGbsXkIIq&q{>a(|@t28Jpg#c?TORWSM zBvY4(;!y+_`=}&OH_~FJhzeqf3ytn*vlX()d2);HYB&3Je7^`EieE50+&t@AA<4zm z3Ma3l_emG6N&C1!e`~yi8|mM~6#MNNAvAS8N=o+08~@c=2jl<+J%fZm$J;ch!a79vdb#?;2S z;A??CXpQ$;Opu}@Q$V}Y87!)Y+|%k7xrVTe9szj8Y2sHjCNl0Ced!*PVv#GQ5jkWq z%S{Ap^MUy)GSq07H321SRb}Q!FM~S>a8`Q(KzaPT`d%TMv*cI|OkKDi|8JpZCQE0? zKkrcQ$43>nQ9TID5*+BpOHL>$yM2VHdvnx8DwJ4y<+5mUdj43NxmYy108Pu*Kk>QN8GTh!SNhu&6O>j=rbeN$0bQIp5vB?4ze11{P;+4hF}yw? z*s)uqH@61J38Y~>=}B=bdRlci5&iZ8zIPmSU3jyuYdOK(3J_%!_ckFcemb-{kv1tO z%yVCUpC5IAmsnKP#IRrPfM2ieyiZGb{ps-qB3VjApUSd4p z!F{CVA;ZoeQr*-}&0mP=7~uxtg!jfQwHPii#oYagr7$N)M;_Z;E%FxWeaY9UK61B9vH26ufmwv^^UZ>#BQ<^RwgUZ_v8bkV@Ra^J#+H!m|` zDJZc5rlx+HtpkNMyCpCVV0iS6kl8B)09(zn7s35*lz&gpe`0J}nDf7}b@(7DME0Vs zN};qNO9j*&1nzf*I}ss}=G_dzg25Eg(>h1kl0C^qbeTB}Y{j?{i2wi?Jc|H;ND&PY zL=h@cX`e0Cfph+lfD;m|v`v^JrDLVW=sAFZ?^|Gw7!2O;It;kK#!C55X9HZXePEdU zeLyRpS@h@!xC2F-ol>0B24^f$NLH3>T!d} zepsxogcxP#YOUdGITT1qFcXsf?nN||9@wzbj&QG4Mj?%jYO^;v@vz$B;G=IVe)VT7`Q`~p zRoWB~#P#1qc6Y7p+)XG@CLR6#F&RGtrrq`v*D*V#&6UP#b_OeL2<8y(7HMzy;;LwH zv*3%1`_EUv;w4-ueRBn}Q1@WMSnX9}+7$v%oWp^X1k;uocId}UH~MW-da*U(J~gE{ zS0tL)rTVb*4Yvk%a{sGUVX_W+X=klM{^QC(MPF9V{h99NaSk9Lw(!szp|0$I8>KV^ z=D>W?g7}jo+>M1v(PrVq^^toY%;#i;0uK(r_)``q%ga70Og;_Xv7hb|;2*Oon$ox5Wsd^)6BvY#*EGEM2UVcIlbu7jA10Y6i6{S1{TXpbWrzEVx$LNh zjI%5GUJppP!x)BtUm@Szi7H^{00Lgi0NBlw=)gUr&-GU&v{XUg-?``z?n!TX{8Io9 ztiG5QxL2@r_I9t$}2 zuC~jQviLMH+8^Y6neS;ZgCqN05*b;od3Vw*rRDKbbx3t+jc}tFGS02~{tiw`to|)^ z#2cO{;l{rmc)Kpzl*KQ&e)YR@eY0gWSA~UXTOKFOr>Gyy5h8_EAt+xVZ`VCgh1KTb zwaSTsRMhO0{+hP5NB)q2nG2-rX#)cD&t6zqo%th&=No+g3=|sug&$C?!}MC6Z$mbB&IFx5TfSoZqdQ8@p{Ew{J?X%zLwp|C;sK;^21{F z3{kjvOIJ{MQ8g4cHCfjsoA)?m0EKz!Szzbr79GCp;%}9%?C)Z;XL&7@J|sAG56lI?UZIe&a~SK$3N$YF_|@8i?4ix_n!*R?-G?{#9{wU zHyJ};3$#NJ7L;CO2BdA8WSsvNaPxU8zb)}$oGSux*Bb)x@9MXX_=0l@cyY-P%YPpb zf^z@?gH+1mX`9ggY=<$KfZ$BqynrmdsvMYCBB#agkgO}a-#B%1aqBu-+3D^igb5cR zc!Aq2x*KqcW<_Wy-HKI|_K268KbT>)Ie>r|C|>-jDwsCHZFtlE1y0=yaTV@K%fxjL z!dsefquYt=3zAE~w&B&i7FH8Xrt#mlSKA{^?oR~>{BMcvcNih&<`t&!ICp3)zC{53 zUF@w9PtlXd$JT+OzeqeefPk4Px%feCYkMeu+uPybh{!iH){x1{#!#N{vFZ9 ze^-e)Fy{aQOmRK=;u3$W$J38f8KvLZE~fD@i^1Y4g_xT;qtD_OG#IOmV8ur7Q9n-I zq^eD6aHXO2*-;&MXKAb+FB`qdP4OTEuWds6lZlj@W2|BH zX93~yiRy7x<%x4>Dv=-yD|kH8aR31|TIzm7jWz8{!2ss26cX;2$YbfpcCk+pXh zO4zJHaI<|&mamiwnOt)@>F#XK_`fQ~v?UcY+!0!*1WEy`kx7Fic z6TX?Z+LZR4wzNapsPo`UCvA`|wrtIGOCpDG^RzqZj47A>v6fJpoxMs=6nEVenJG;` zaOz$KI?P{2tMz?Hbl@C7KutuxxjS8p&z#=-L%yJHawX&3DFhNcMLXOR1={sNBH@WZ z%o3{?<{{kU!I9E`5ytsNd)GVGOT<+Q1m&A$6MvT%VX}Y#+VuiMx9AjwyRM>vtZsSA z(R;^%2EwZT2(YTT=Bplsu3r%LSjTLnz9g0T!Vs=RhotPfdH#oG|8-C>wvUFAY~*$kk$ydM;S>luMFWf zKhXqvQR?H+q%>qLs~vdaJ*PT4Ilx`Hw_BTNl3t~{MM$&q_gXvN7oAp4expmq1GDL%g$_5Cd>a+ zh=LNcao|#d;Pim`z^dcHnA%9U1tb3AB@#poj3kKg10&7>1dN=K1V zI4h=euLCDXa7GeDMAVaq91b9Wb*gzV1XAcQ|9G-)#8@VD%M5tD^vrEMoI;ELCN!i% z_RxTk86j^iFp^ndBnun;@FK4fqFkncBLq$kg~tU(66~yuo56`E>-`xpRaDcKod*dw z6(+=GBn#qYBtdb*N*lb4Bq-b3hbM8O(&q0-g5&?TuB2J#HkD~21}+jOsR;C`M}SrB zIa1wv5n@8N5(5uC#34fW=WrYjCmlK@$gFoJ#byZuaX6H(b~Y%O5eS4Csv`-8gPr=+ zkpw^140SN5V zYc2tcueq|)rcHSKCn`}&lZh0i8~f#En47phjid>;tTG_&9ExR|xK1V@2;Br-yAV+j zN;N3lu91kW8Q4%jz%|+F;!e746=LMU1smYT)DC!$RY7wg<>hRz!sTVLf@YOT>;ja5 z0|;m{E*AG+n@qu>5P1d}Gx-}PRvNsODe@ze_D=>*+KiNGbni3(f5OUE@6xH*7;bz7MBBth_cSw<2(p$eK45SaYU<<>U1Ci@^~hoDsH8i|!N6%Y<@ zZVWhpfC0x^b!?ikaAm=RQLuEl?%PxYp^Z;9UbUj0V$ne3G8qk%$ojw-)npsjuE`!R z&`g$5nM`&$xUe>KI;?3OGt#M!NTe%+Qb>E6a6oea0f&vq(Y1(ZqYG$yqf@JyMsMO( zKsUOZ(JNFzMXOS+R*&Ab)nen4>Nb8&^uJIh+9494IuoF%ez9T!(1UqEz($OGfS(|O z*jB2@u>EfvHVz=513}y-BUuE%42Q8l3!!BnW5_NRJG`nngxhftaP#Js%l??8toAC2 z$IV5G(uZ$yzqyheK)|a&RkD5|U>6o4Ypb-j(o_aIo+l&Bl!!1>dJ{2l#KDo0jnYo1 z)9JENst=A%N94pnF;EOt8VyL>9PE@1Js74DqG?EVm?wpKJSq8^2#_`NSTmIFABq5_ z5j3+qY181j0vk!Dlj&p-u&P^@)RK~zFhNoD?c$)oD4a&pDX@b>Bk3211f;+^0;rL6 zilzxjI@@AnjY97=mTj?=EnyLkLZ@sAi%_g)A-)oLiPgHU1hn%YnK?WS#Yq|oUQ|^D zi#W`;h{OEUDLDrapdL_Bci^3c7a~)PpfSomok-4-VN#Hj05#aj?5M*gXc~a5$I&X`7&Qv)ODwAat9C zlr|Vr+LIbIou(UP{DX?5)H``)+tWl`3n{6Eujsn|a3kOGmZLwQIi+~dCN-*k_ysIic zBReHmW1Vt$EOFi)i-abj)kqo{BWdX=CGb8Wr48~s^$9{ZEcB452nA0Nx>3<4dPr1+ zek2IpkMols=jZ$Q`8m(ep*Cq9KInhDT#c0uDvA*lu2xOdIt`c}O2E)g1~bG4SuGAI z!v+r1#B350@fN1QBXCXT@mhr#sWMP2!Yot1jFV}^?v9|~nKw1r1d{;|LBTI74gp03 zT$6PJNW;Mg36&w^_Dt3l8f{0Im^0j1gbCa{!7AJY2v*_dX|QO66*p1;;)aSg;WoOs z#7&iXP%J+63{-UCVRAnQ5D+^_M!Z$5ZgQF&j7`WN#qzy7WI8quM?3BiQq6zb)B+LWzY&ruE z2&Gj(=r&`9ls<@_O~>N^0yMA9Ym>e<8ngZ1HYfkvB5Q`yn$G88Tp3p;b!E~_N`jdf zDATEVSk>l;gwi7tN{b^BO1CU21@>(hhot5eu|}b@tyrVbYwVU7C|lCm)`1;RwglEF z^clNHZxwOIgkG3)00A0z5%b|l!n~jW=4MTS>~~p;H0g{)3EUXM2y<4%L)#h;t6A~H zbyakr=+ERyw9If*wspiI?RHZ1syCFA2+r_ycy_X4`E}zI?J;e*Q&%bBVKtZ~-0rS9 z6c_(_Mx)OYmE`0QN65{K@`E{v+37aOMsE53t|~s1M-H?QcO_fb*8xt~SIwzH@XjxF z{gWA(bQxH<`0Yhd_(-G#ZZ@OB@}Gj__&qgJ8r zi71V828O#1fn#$fo*csPK9U5At11NLAI~HH?Er}DGlqZjCETkGEAwg-CUDo?g3jLD z)DA$nl0bs0t(}wt+ZpDL3K({=doFajLFQv5#OJ6b{%#V;@kWZV^6U-sq zf4|&Z$OZ0Kv3m3a$Ac14YX$Z%TJlt7=Z%|La{htVpb$Xe_ZO*IB`| z5hN7mTmixTYAV8H&XlQk8h7@F#m0+QMTEK!h7&_$b!3oo^P=#e=n1JU?LkN2NNH8w zU`}qb-#ti(^IIS@g?uvr_H6{iWbwU#z5Es)=fDrw4|}ud0?7D!#Ei20N?Y0#-8wnK z#8OCF9;bZkh%-`H!L&;Qteqpzs_(0P2l2 z-Xj1}JX}Lv*-Mz2(jAHbr6UtE&R-~V5iZ`t*7#??g}Mv-)%q_(?|K<2ft%8hVX~}c zp|nePt344};*99Jlb$p>%*TO%n^#pS&J|AF^~fGQ87uLRfg>y}V9MIPZd918DPWj3 zd-|+?i(u1k16K=tH)91}n5!^x+&1BEAVyYy9!x=Bn3LO4=oJp9MUJCn|)Ooy)#NJhMc2)UW|eHNYBm?r&kNUbub5J<2hAp0G%@UXfQfHUn!lm(X0 zRGXqDpn#h@MnU0Ay->Gni`%U_M*9!2P}k=G0%C;ckVsh_skEj2{Q+s8W*TS22&=kP zC!#i`(G6kRlL1-RKc&;+S0t-x3p`A#|4@k@uZf+zWrpqd^whd}kOG~Y^Pmoo5_8$j z)q>Io2!RAm%ps*GCrwIstKl@_ln@H@hvs71s~d{b&SZmJ-Ssi4xa%(h_vTHubUk9& zy6)Ntj2`WX4m|A((=IrS5XZ>sN&k!toT-Cit^PJsi*F!=JYJe9O1BMP*xs}!99KoR zW}Cf#rG(PoM>(14CQY2KpD+{GzmQPLtIZ(`RzI^jEq;L;r(4zU?=k|(h}T+*Os2Rv zOBW0=n2)rUIO~^(1Sx%k`AIM^;vH8KFnMT^TKtZIHtDl*eKYqcb)Cf`-OoB3qbDne zbjKzss|()r^>|wzKgI9&@c(bOkk#XA>D3)>8_GF=088z~@|26Kq7NtMe%30&WG}Ls zwm+%D&0#T^FJPbyyj@3ohq>ak`MvZOl+GUPqHnmlm|@zJ4|DQK2(;)~p2)Dm&FJd&jADs3P%3Fg7bTO89-qU8^A1{kYS_m zyl~e|5uxs`KOUDLEGV5hp^4z^W*|7np7D<%F7786ER=3xg8NmKMxZkheDfKw+?#|r zD`XxLYv*@1tJ^x_V7Mcp>+5pl@EC$5{g}mHwdqb(8aG=CLZg2T!~*X-4vKCC3>L3$oC?%m;`sTKPeiH% z=Zx;8UC4*>2WE$R6f&fphH{O#NnoZl+8`x7?6JN%MuL?#43rdjFOr-*Bl7$k3Id$B z>ynD7v=^ka>#Qh^a~`mi10YM&L_4Js34-g-C7O;3&Oknhdn(O4> zZ!N4|%Z0ibWh>0ENJO4l9NBM;$LWZ;95)U)bW}+f<0(kfMHJ5UTaFG|So`C?Ig zPQJoK)BgUYz|UMB_ZP@a;C2l$HxFR;Q8Jk4yppZ!1V~FXZ9^yI7W!#R+mX4% zgo)}FwbBOJHY)K4{R{Km%M0^?$ZdQ{5?Sr)Vs3tsRHZFDs74=3=#A${OcuBoc@P!~ z{2*0YJOUj#{Mv1IryPON$2y_|uf!CYT=QhpzA#*epY%*Y-1Y2uVSbw;V&26>P<)*Y zaGe7PP^~abR$-#YX^L*O^XJiZb6ZCtkiVb5+{SNSpp&a2v$W9<#^kR3tF4CMuG9L5 za$3d0>P)FceX_2%B`P4=v>RbyO?t|S?EUub_qVaW*_EuOJ>#HO{#6o>a~KfCIUj`s z2zaz@>C-?Vc;WL`n}ArDc0s3ba!QXenF9z=X9d$HTbh(+fk^jzVcK;bPaLmRb}8s< z@`yhn2A$kRzpkq?*6LqsbV~+vvt`ZhcF{)uNtFI@ap#A`s<^@+8}c{_3{W znbKFzQ{(?rx6JpPhq8M-j`u^k7pV?>b4I1r7b!mGF{A>;4Uf_O?MQ{mu0Utn7{#D} zHXaN7s^HWuTCKB!x+973%~~Z&_oHn~yEPDv{zCwwIE_G)(kx6HZdOV~>472U=Ctv_ z97X}HTqGEe|!GFsXNHJF@%z^oPd0|~R zjW`*xpmc(pQp4ykp2~kX^6ob!dh}gl`~B6$+*~nTCthnG@%Jr-$3fA1{6Ha);MW{d z`U{m3GgWDu9Z|YF8+nYr^F;`bP{2-n)%Q0mHPjCUs57IExGrx+NicjL+Om=?jLzZU5r?Mxaik8jXU{9|Uy%^F!QdjW(+@KfASKFBA_U$|!FChVfu zlbZzM$v=cB-HyX+mAzGR^7w~o44=u~T;zlKM2s={5=t(QuKZ1oy_x=)s0XPT5w#UeEE zqe=HKoVcC|3Z|W6cDgw$606PC5@!_h{{BF{x>W-4}(%z2N-2{ zy-eWZ$+Gd?cGTgCoe6;!i~-(rVW2;CqG*<&aVXhJyD3I+cm5sz6doW zcke$rg!?^l3h#zMT$hdOn^!b0ZEiqv_yU0;?H&oVXwm9~NlvaBJ|0(~9p&eC;yR*L zU_5TNc1kc4a@}gX z7lXyC=F83C>BXPoViun=02=WQ3sZ#~(i-uP+3D_F9E{~F4R6|Dxrljn0b2P+kgUE1 zeD_{Y7?Abi54xxy%p)pTX)nG}iCOSpV0AH1*q=qKo3Yxe_~AONi@EtNtkOL$EUZ3s zvb#I6L8Lkvb^i0$YjC-!qSO0%=~QVX5z^a zo```@G>&jml5%2O)SnP_n!v@^bUWP3|`fCq)xD z+2f!)3vpBAiF4*yNN^=^gu9#-#2s1(PA;jWaju}Ko3eO+Qc*;NX{QZ?#jicaWVXPt z+61m#d{QM!>5b;G^g%314vH>Muyik450saVFwUIA8xsfSr2_4`BchS?M`Vn%+wg!) zV3+X|N>e`Ln=ReO;aRAZ#b>mng1dfl4^2`a`~A0VX*cpi0-gktlb>5_#9L5p(m$5J z_)CVJxI|=9w0i+@z4R|PXFd@Wj~xmZ?+SF7Bi31gA&$cRBO|N71;R|}uSw&)O1`dp z8*9>Qh=SEeJFS~3=413QPn>Q~f~A`h;oPqw3;1u8ATJ3?b>O0OYl7))nYhmQYmDXF zS7&by3)Xmx1>(vWEWYJ2+YftI^tgUer`&a+a_{)!2CzXI8QXe zG9ztFq+9KZiiW$D$S_&Ya@oHDVcK3K3O714ftv=J+>drV;#xv!bF$OTIgO;Ns#2Ue zC*1*F)|Fk6D53N~1Vs#7(*zu;RpuZB5(L$e1S#(ZQ$89kpCvGCL_&HOWC3+iR0?3* zfEdeBg@6ClkObXbMeFtq^coSgNNYMbhQ>kF& z00Lkc7oy_HdgcI?Aj{X8CfwX?g5u^5SzRgDH_JY%Qel+RF#=e)4K9!WX9&@Q#3R6_ z`1b=>`PZ1Tb`MDGYSUEN?=b?&h{IMDCePH&$_pWe$5pwjzs-~!^y8WgoF9k6<2~e( z#)O5^5R!-TNt?!5?Y-;Wz=@mEQXRPVxC9(P9Q045RvA_FuAATYyY_gcvG|Z^D4j7Z zlukd1ffW(z200#xh}oJ02vD@7gC~-;3k)M;)(wwGgN`w4eu|seW+cb|ZCEC+DXV>C zWOWa@1f)=U*Ugp2YSd$Cu_M_!41B!NWZ+|d`^6I@5=xIPpCv9D^Z5NcwWYn7aSk9r zU?g|Pll5sm1yBY*Ng0g`gY_CM?@A8Jw{b2maT5_Rhs~9CZ~J5Guz@5QaT_p=Leh-O zWCT_xYX*T)P!f~|LMf_Xp^fFkOT5E@mSr9igzmIeiZcjqTHI<6UO3$#2vOiEC4Atn zVtq3~pfl}t+&DZd6SDY$M_CFK^ps;O`*ccPdJwwDZLkXW#$kAz<{A91LSjrNta-In znPIhK1eiL1uMk5J^s0xgcsN3{}IG4J2 zozDuUZLStn$R*%KvQRe#jej3m5d%M4nslGvD%_yc0Y)+u-s6&l1*Lb$C16U>rh7u+ zz?^ZQg*fJgbp8BBDb1pslmxXvN}>d9xIcG5+Wa6339zca@qe2gwL++2VcG{)MSou$ zUhYAYZoeSpwqV4)f30%(2c&J*JZi(;V9JNu2TGp4U_R?a42Ka3r5}cs6C-6E!$b_+ zBN;e3Obc9oYKBJ=Y~fsXj?hR5u&TRDN`jg*X3j{0*}R-0$Fz`~JR#6AiM~(C8?G<# zVU)$n1VzQl4fZ z4)SBx4K`%9DXDgLMxf+Om^P7tB0zoL*8yc_=Lh;kGkyV`h7II-9gyeoJQws_o>JyK zgbps4HTSt#4vB{Y2sj)Lhs%M0O4&xk zR3xOZQ~A^~voj~)4Z?L#Xl$cN*4<~8*lI6Cni!Ba=;JA6GIa32jpoPvKDLFdvv5<*QzWn?RF{ z_=HtqGK_>vJJJ$8t`3C!56pP)M2Z6l@R*2%0|?*%0wgRF+_cCLx3K)Y&C_7}X~amu z-c}JA;`SI^!0kntz%4|u3OB=H0NmKqDBLEA0&w$(0dRW_S=>103^%9b;$!Ln#WSPL z^;_G<(x&DUNJf0%65jl}r^VM~66T+1f*e2q2M|CQh^#6K7~KSDqsbbfY&>c+(;9&= zfg6QIf?M0dV&MiM7`{zm@c!IrSG(r^5ubh1H@iBb(w2=lDLoOHl#Nq2LdP~E3BuY| zA!b=fWHJsQAi^3-HGweD&ca4RsvJOo#UYW&IDh~SAb^{xJ`Nxtvuk6@YYenuqDI|k z!198Kht+1Az8MqCepkJR!>?UT<6o}9;=@k{!CByl7&I^}_ThJkHkxoC2*k-b96$gh z1rnJ8e{`DN0g9mxUnpc5XCv@e12Krs2>E}Tk0x2i`YG^Pku*I)XMyr4V2Cc!K;s-h zKmn%uHVz9Apao7p7fzRq2~An3cuHLX}CUT_Py1_U-qUU|RhY zn!dysDQira=*WkJ0|?*%0=BM3f`dle5f_Jq0|@v=Cf@pL0#WXQb25ut>-qDK`5jwS z^l~_`${2+@Jf?LJ6pYR&`)JZ)Qv(53HTsP-aR34E zIG&S`w^T~kIn(0!zwL4jJdpvRTjm;>U=mt7&F&z;y3~1*R7@v#xg!Y@1|qW45ZY!Y zYNTq+?2n5=ozPMG6Atn-t9~^3#&niCac_4TQ zd=JL3@oj5@D^^NOy+HB#|^hr|KdjWFK(F$ z54Ub`0XK{xi`y#Ngq!1qc-uSS;Z`C{;Kl(2c!UYu8UwGlDQMx$=wZbhneDJw}smM#by8Z_^8hGvGQ) z*I=S_Lwxw=uf!=lj5X-Gn{JtZVEyV7Y8Lme8qce-Q1{vHh$;R(va-N!@Dv4}9T$sl z5LclF!GA@QZpq}3?pepZIeiB#z2U0Sw>DirD`T7&q5{t=31m6kG8xRxvyw&d!a;95hg1vR2FA4Yz)|QF(Vu*QNP(>ZkJB3P-ULl# z?+WLSxcb4E?1|=Tx8cFvkOd2+2Op5-9Z$;v1Z=dxavCQBcC;*6UY)^8`y{vyPv|ZM zUJDdVI%vfiG!{RjJpZpm$ZAy$xce&ErthrrSGM;C^7* z8iC#xt&_JP%F^m3wEwmt-|TIN)kY(y#Y<)ib$bQhv@^VM>Sh}Vb(bA8rNs{d^9-Lb z|1kNw{vv$oCR_5&g)U^;5K-|vU^v_!cNXGkf%6ceHr$iWqck9G zR$PS}rEmlgn?=v~ht;3qkapJ6!hBY@Jl@9S>c1NC=9XNW{hEYt{yZy-ca1 z*L5e&N?IOY90c3}g=^(#$C1*r73$;@$7ugpC4F;EWvupPw8lIES#y5@rb#zN@u6I7 zpuda49bQrrw3y5fd&I18iTV#ZbFXWTuWtH^J>J}?)RfKW>MyRd+pyoO`2SrZIbc5{%L3fNhunQq#K z;c)>2MbSF>hnYs4p>~+71frB47`$n-9JK4>hLyI&L5TAu#DTeiHga7>6;w1~f$l9^ zMVS2Ym?oVCDo0;Hk`jK_afBP@@X!pLX_t|a)vn}afC6sz>lkMNIPUu7J8`}7@H{25 zz!wDGaAz17_roj(i$_W6c37Bp%K+J%gKA+u2KKEUkANww6|mLs<);+q4?>uUQd$+i z-yiLZ!kiST(p^gB6G~q?6TvazNaG`il+}b6!TpjMY0@{+1M|&;I=n}D->xehC6wk{ zEZk(mg3_IA)Yp?w^amx-gj?mn-~B8;&DEnPgc_r7XxenI{X==|G+2BMrpROrx3RR^ z@x)pER^k2CHz`YzPT~1lN`--G8OAx}zcn zzIHruVkSyA;tfgAa)ET+e>`!n49L2!kbE#dBO|Lxh8MaJOnRnk5!^88C@hLIjdI3(w&Ov?};=$sY+WdF&@vTMxhH_AYBh5>dE~|##s}H z!u@bD-2A&n*)=ERCr7v)2=;wpUe0PQsgNzP^l=!*c)unPZytP!#_zi@8SpEY&KSjFiCLs$C`xfIphXg!V7D}fu)#JJ(7*2{7`Tur>!-2VIUQV8#EO8dwf)Ovb@AnAFC7=p3!+jby zIBw+CKCEDk|Gd=lSYv+un5E6aU~cYY&iKzt&fbIaqv(qO1m_IfkI9$o*;C)Dg@>|mT@z$6*fL&F->}3MB)$g zPT-bdRG19TW~xnl5lp%YI~=}NI8`*K)V4(74r>PqNRfOfhqN1&Yvph17hfe1Sv^?5 zn0%f@r5B^@sE3I8_B>(!;CBubZNgNKj|8LN!3G4h?!g`sq%cu37oP(mhO*(xYLN(&og1(g#jL4^IYkzP?$dx!H(Itl9=2Nl5PA3RM4fj3idoucs>0-o8kaV= zcwzn*6-;_d>F?v4+Ps9(`|N3%st71(1g)q7Q zBgI`ulo-=Ou~2vEM^-1mP6ok6i4^9`3a5%r?3C5BQtJM)BRcQ`Q-sNvS7^+c0cm1k zbxPSjz6lu2w}jY}f7$c9tYB4PvaBIfZ5TwR+9v@l+%>(yyi=f1B#^HAiJ9)c9Tfc- zq*l3+3nXy6L5mRPZ?dq!zf_(@uVf~0OZLmnyAo!;nl~EnDU@cgaGx5XssyS7=OZj` zHlvq)FH7$gckySrp?qEZ)kb5m#?9V?kA8#Ulm;zC;YKxSoI~?+a)~FzdGJC|z6wBK z{^*!IKB;&DAa`6Ki3%fgheG6>0|@ZA7qHhra7xE1k(;~r?RuMX8}HiUcB?We;ZuT5 z(Hua)g9RxgDXTqEv~mgrE$!H2ee>XjOZ)L@)BUPw(p>{lEZ*xJKmZ325X&@15A*2J z$0FgIJ3{(68<=9zkajw?@xbf~4FCQsW;iJz)EzN*xVy|EvyfoEEMlH=dAt5k zqIA19vUHoGf@!CQ?e|v^V>0Yhi%(OD5Q_MB+1Ns9E`qZ3YecSo%Zo4>{IIKyVd=Um zgTegf_0`=osD*&+_wys3oYE4d`>Y%&|I~(CLULGYjIxsi1$9?SNY@#YL%0(YkYV&OR(SEQ5xM#_7vbVnlJJ%C zP%QpMGF5a;<*_tP!s&V}{Ua_(yxd$E)dD|hAk>YK4PcI$y&PX8LFjIEmPNs|Q^@yw zqO~dd<>ZnTvDk_u+>qZ(0!O$X124=QJTXzf{ADkMIfnI%@2VBvETAGy`r~7Uo5Zx? zHYX);6aFLqicHJJ0R$Xc2SwL9ELMZ62-pdX(f+MRgvpglTzWAP6z^0Z%Q=96gy~{f zpbhl{^BS`6>Kv!{p)w`}6yf9m0!E!S=^Pz-f59N+=B^|AU7|Obx4(t?g;Z$&jE%D@_ z>}AgccMc_nltT_6fQO>Cgnk_1hMW{IW06{A1~NIW^i;}Y=1 zlu#OiIhgHE=@A4%_xqg`Eoo^|`awFo{?P1+>T!M0NIG~P#*xI~P(H@O>cpy1=xeLs z@dV6;Ib`u#<(Odr+(gLcZKB$}&EpP+jiw@XTc~h>(|r<1PVVtw7GI)UCqGe~r8$5A zmlN7wz+E{!##8X`H7;-0B`XWuh>a_ubXPFwdK+#+Xz)AB6k+l}_D$O|I$=JG_y~T& zRHY3QZ$j$)-tO^Iiwyue8 zdnL+mi!-RV4Pq&{c^GG5;{XC^twy0E2CV!-IB`!X@b3o{4X;w)13L=UX4bPT5V5OABzeqI# z9nq*_qbE1-@$@Cq_!Oq1bit+^{cGZ(H9R2=$Tul2^sUzOlI53xZGR}J4HsLmei}z(*IH9Lg^6<-|gGOjZ^=}?8T+aLe zto7QU_&$!M1IA#51DE^5G3|Q0Qe^U*@J9a{=uEl`F_jyxdH-ER;Uc59MCN3PqPM@COHkrD>Y*&7Q))_*R1vDS^B5 zS-;Cf5*kTh(pBCK<=O*6w>O%Ge=<{=gqcQsL=8xig@x5;!A)t#I&kv!v!ThJ5xto;N4KpSrG%zaJG+oZ|9vSPBo8vF15-(JVEG2U`koH5Zy_W+7jU) zkn)ZVi|{z@g@nH{j+P9XNyY&L9QG*ljG66DnSu&S&t{@&yH@heVJq%B>w&nw%fLWz z6;?QT;o*Tf1hg?|0+OC~JgiJVJWc5oJh%Z77#rtc?n`3%H?r0l2vt)Y~$V zLAP}-E^!NS1_&4O@pvurh(D_d-;D9pCY{AkC=J_yILOK4Fc!p@EstX$-n2Id;(tpw z@qdxs$!9N^o4J>O#S@GKM$bh!dxMg}1>8gpR@^)yL;O%psSR;ZnB?UC1WR|M!$N6@ zs$klDMPfBN8RJ|Th&^ItwIag`>PAsW*BKF2xXHyB=e9(0;U-V&i1P%iQRrU|KVSNBYN&oF_lZy;Ee9p|5v+(c)6J~iWg4+qKtl$GT;8CTcaXP`ohvZ_2UpK zBIdbKa`7PN%X|V!&QK)(F1KWP$sy!s4r`ip5X4u^f*5B3e*M8_ zL72eJV#wmw_AhQ0!vMHVCOq6QB17D|ZyUDDjAIO}8A^LFhtnSaw_lcz7+F0NrJDiq zrcD~ui0NUqFYt$6h5N5 zFnrrdFnk*+GQ@2Ii-%1`d4!v(e-0qvm9$QdsBH;I1O1bSK&FkwFTTr@O}jufFycP) za&v89`8_1av@Bm3RMUmkxUT_(FJ%IG64Rk&ed=Wa=)1n!Lcc>lQ| zc!>^#h!CY4F)@v}iW%dK7{9{@p$AW-AWd)v!2T9QSen&~H)lGd(K9NJa7Qqz()NoK zr7gQ#^t)l;H_~lk5Pw7QfpSnCQu;9#R_UflTGk~L*E|Ohkkyu% z(h7%0(h-D{f)ck{Oy+I7fH`b_O>~=wf)Y2FaTYd&K-e*P{4ZXsoH8<&f3>ybL-}OEqOLChb7%yGld~2PCQDSX(w2y)lea7>mhU?9 z_c7ICN|8fq<%JwTKy4+f3`qNewmg1Hde;>Z_2g$e#@U3RUFQU5swJL~im0?h6Ac;X zcOdTiCTLT7EvzH{$Xo)lkgw|<7D`;b^db2!;Uy(O#0BxYlTJG?M%gDVb;R?E#A=r0 ziSwsjFgq43a2Gx!zRtvxqnZ+{LysHcbp1eSSq>0zQ?%c&Rra5(>kbYe03;*~{^TXh z#Pt}A#+vp3{49shqFu3y(x5eUeU}2>o4}&6+N-Tn5**t^qj%kF+R_#WZMxsiH`nJx zl}Q&x$7)+vzxo%+`sSMAW7-te%705^rgUat`}ntU00EX!EBqD~p)r}jE?i<*AsN~= zT29B5A~T2hLWrZ34h2FIG1 zfv^b%f(zskg!|69lVK z=ppwEEE!Ma)txXMkT&ZaTkfERc+1zBCfy*|hIkP(C3)m=?Ea z$mEdjSPR4C1A$`N2ylaRJrn9E->@RfX@%`~mK9;LVeM8M?XhsPGzE_foF@Le&!9

lp+DZ0lpZuSx_6ah+?2E>?kZPQ4)LdB$UuDod1_e|k&$YNx5 zr;Wy$gQDNY$GHS7MUIq)BuXd^wuh7k%@Rs`krMx~P&!;$D6KUdSh{~lM5+dYkpxc< ztJ63*Qd+IW{E%T)BL-n)%-&$9^rw8Bu{j|Zj|8DxBgCx{V}_L8i2T3p6R%aiypXOZ zAds$8N(jmmX?Nl9EpdiiS|0!2kOW(UKY3Rh8QucPVIz1i+#33H*iISL z+bFRV+yuiY`mp5K)IT>TK^5X zjpqOYUL%70*$?q%O&(!hxxk%CDey`!DmD(xNp57dA^&enT1%W$2&C(&-cYXafY6N^ z){{3dZMr$7M7vITHzP3G_$P@cA32wRo&)U!q1)r# zNh3z#2|~AC%|cwDlQu|LW^5JeHrq7L3Q!~Im{HULF&@9u9hZHmL^UL#G>%~$g+T}z zgpguRkrwk22mk;W5{pU3LqciQ0TciPSUe(BLQWzs9umqzkuWF<1_QAu2!lWff-sUJ zF$t;50RR?`!hpkgb(J-(wmlLmfc(ozjJH(To_bO&GVU2v+1dJXn(qMW)Pkb2$@As- zTGmCC=KhQ&dJ;)gmO{TAA9a}7#8+7uZkD2xP*Y`7UJ}!7C<|$@n5B&WCXfU$pRJ5b z1z{~-UflV+(`6K*6l$LMoyVHTuGH*;o#85T)Y%_E>eOcEY_J@+(0P5}ya~H_x1sZQ zIB#Nb#2GrDIOh$&_2F09C)xm?`X2U~70U=c!QH zT-tZ|+g~+>z4So`m9<@3j&ORjaEwkP(9%@)CJ1TBv}ap(+KJeIAt(qgsI1x^Gf~@* z1$4ovvOFcr5NdnW;Z7fw~7tKV-x2%D=7bDUKRrZ)H0t6_9WmRv6 zqOzc<#ps*rZM_e(dpA|@7u61|AUe~sr3aUxRxe4Vpm0A*9P;jinZ zG}5oS+tvM7EcRX~oi3dQ;J+eV0E6`0-tTP;+v@=a3bFWio>xYaMQ&j!MY3X{Co8Lv zK6itjm|a%oUrAQ2eGytqGP0FIZ0nBwQH~r~IX2#vtxQoi7XMAJ{6O61|8T(r@|7~o zUxS^+RUOiNX4kod#RY`ixrFpec#O?nqnSUC+zs)#MzMF9BbGvRNYA!r0@Ts6(KH{) z-Dstn%U+*^&=NGZygdGfrE3B$p&NfC^nFvHJsRU@cAu2a97v?t3vearbG*cLWJ#e=+9Li&9e)_(<0033@nt5e0iNj9Of-~t?OzXOt5Njrb zGaXp&&J{u!XI(QriKr9G6ZsLzjWZ8q;aI7esRTH4XzrD6sC9Fq*%!0QaX=r={ColE zw-0ahyK}Ao_Sqsjd+#azrpg;Ke}tc=5l3k>iieIBXC71G6RVjPyVzTILNyMqX2R*_ z>$+YI!I?VcP(sfW45ZaWo>5`}STJL=u=K=XJXf^lgfp3<$5a{+p=peZj(nP^nI`7v z<@9i_oIun}x6H*7JJUwKYQDcphnU$k!DZyD((qRqhH7+hDF=mb|C6th`m2oGQIxcJ zpTW{@3MDP>rGJ%*X3!+Q%2b$HUFqL5AZ@-%PYNYIa_Sb*pMw6&kL2K~`D1Qe(O=Tu z9T_QZ*J~*N1k$?jLBB0a=BHACKovR&i6Kx{Q4SjjbTrIRu`2 zFUhF4+(6*1Lm*p=8sk79JF83N3P!t=+;P-3aj=Kp-2H?nx*`T~t;XS^F8*4DYPYCa z*RISiqt%t?uZpv|^*Gpr<<2r3b)mr?|2a*)Rb6+Nd1OqRbB{4Y1}8$IF1aj0m<`}! zQ5W`Y0@Gv&Qq+}+dQ}PsBGi@E)m!RSP;iwRbvakBn&p>+2kK(WfEqbT+m5V8Mnez> zbu}i+19@>bPF>U5wc((PQJ2^7N*aRDi`A8;bLnyPO80l7A8%U+&NyU=t2M~`^%+PRB87@dgFX|-QyTR^MJsDZUf*Dd7pN-%-OxmQP zxJ_+=RN(%RM_i{#PzoDCAuAvb(VuKswOJMl2`TYFR&LITKZ67NoIcD1eiLAoe5yGw z_QMwaJ>U%_(L2D3k;9_to-Q!RhX_tCN_%$KdMMD4;MGl)2Fk}R$Tp~~0!fSwB>NM= zZv1)ix58{hsW(y!mEz43W$qM5Y1F$!s4KgPQYq4SQhe@Cpgjl`$ovizh3aFt23eQ4 zsrpEQd`EJ&pYwpDh6MICwcoz6N($e9j8=7iddT@ah;Ax1=TE-GeuB^uF#j;{}2zY(sS-H(a^+QwJ;aZ>8~ z+qqxKS74@_{sIk4xX&xD2lwZCe$%6^M+_CoCSC1vU?yy+n-F)Fv^rOo0*DSJu=y@e zINW#($t=|ea-cU-pvlW1PHn^{5LL_8sVX2aEk zkgh(+i|5~!)duQ>WflZm&{ZCQjnx=N%fY4v2lkTyIdmo7Op3#(tRy3-N|eLiO2v{; zWziL+7alnjN}`5H7(WOSR!rdRLT0Ioiz=mbQ2{VQfV&eJ+x)eX0R5xozZ zGIh;>saQ6FQI>oIrH#Sx`44OGq>eJtiaQLd9cUU(#O_ViEJF=G?OWE}YElZ*apsc<=9)K8arL>_PvUAR z5!;9%d=l^9)7xUT;jK}1%t$6fVa_cFHPQa96bG_V5!u#70@Eb?kPa(pbtE0u+f#>3 z1V>E*K3(E}1shmI32$RERHo>3;Ym!JSo-EgD6GX~(#2$(oECosG~(k5Q`5zQ?s{wU zRg2S&IZr8Dyyh;_yokHy8V+c{6#|PG;Poith2c5@1pVqdXC6@N?{BS_^8CuhOPiy* z*EHV}?_$-ypcpadvpgbfgTWz5586TJyzj*)rb<+1A28L3$3Bkpu3M2 zoJy7D9-v}JbBNsAH5v>NlPy;??uLy--hxp7z*~mb@y-Nb*7?eSpY$!MtSGcv&GQ_d z+17^Vwm5O?jDmy=^}?THA7KURSWu{p!|HS+>D6Rj3+Rh!Q8Egrf`$;51at@3tlDQ< zYA|yO2jx6g==I^U-lvGcvT9?+`O?e&#wiGb>Mq=UyD_Jr#TA^vl*a|Mt;MuBAYmVzifK^qR)5$)iDY9s~sfe~~s4fA?#5wMynLIFeZ|I8tWv4ko6 z6ytz*urEwIF8Bc!Ye1b`4z#3B@>U(YSC|IWFO2y^`;jWEWVXj@zRn%Zc*xdZ3- zFO;vjQ=1zHw`S8LI^%Uuy%?(B@oCX^# zasIH+B5T=zNVQRi_`#tOeN!ljW>V_Xj7bKHpPU=w!N7uoLxrQLlVrR@2_~x1bm4wy zAps0WQW)Q(Tb(kxyo;&MbEc-GkSeYAAonf5CS3`dGOB9J$GjJZ`o)Q>JZ;UxBX6fn>tR9-TuMo&!M&>-N);u0gi2Fj^lOLdC91mGH+~*8tXIFcerJGUG7_rX(O@3D_Az>#{m-Qz)Gl4 z$_!!}$EWvvR`fhN55*1!5Gr)14W;V)q1tPo>o+O#u65sgL57i5xYB8VsVyvm5WhXC zufq0KXmJ~ol+X|@tM7^WZ2R_*&M2EY9k}Me-B~g{Q1?|!!v>Mq-}c&dtpO78n$^IQ z?DtF?M5#91xvLU(teKfY!*R8VkpZdfhSV~SHNaN@GSs#e@xw2|`6sNaq|UxB$S z=km?As!WK+!QS4ST)nm9oq*HZ>~yBrdY}#fkib4>^WE#FuwYka!UCq^iFAzif$>6n zpMp<~42z8RS+^P_2tgD}p(SvON)-nV=7qFoV_%ZUKo-eORGuQ2)Ti=7UPKkG4-Tm& z{hwFCL506kQO~H%ke&`kq3fvgBU8QhllCQrN2=>qo1!2`@@0@>z7%D!wELrU9m#8m zCrGhh5Vn8JUE=W|1&Jp;f-L}0dt+TL-ogP|QV%#cnc@;ui$;gkYY=JBDlRP#I^6ef z3#_<;Uq}+8~Mls30$tcXCpvyuT#WaC}iHwI^AU!l?P%44~1M0h{jQ;8S z6ylr?%h7x{mxz=DtELZc=g(gl{3QC>4KzhmFf=rJo)Hd?v}TAq5MYH)J} zCV)RvD=&tLC0U(W*)-OdQru;?td}0{h()QHxP>XCyZs`(A$a0u-FQpC&?UrRU8Cd1 zLh4>wC!FkPo~Ksm?GmO&7GVx66J*@pohP6ip@<62qLx{;{m_`8xtum?_t35;7HL;H z2*0K*$xIVaW;oLTs8KQ$KdrS?&_;Mny4=2w$ z8A5?Q@Rr#tcv%t~g+FRh(rfN%NrKyi(-8$_@J9hkr2Kt?Yhlu2kzn`?T*w#P&ty+d z{WPDK^gWJvr}ZTN3RA!D%d#qWocqRacf(u$L^cz0U3{X`$zGv5QJEc-pq;4~YrE_T zuZYyOw2~ZWNRitH?-pm>{8cEDGqdrn46D;Dcv7=K}ks%HAf0161|f= z^dY+m-M<%ul9%PH^e9Xx@6-(~-#DL7l506hVS585=ehW=--J;bGD5&bE+K1p9L=W2 z`DBnaZ~CwDi~FS&Hq(B=x|{{g^i2PhF1&a$@^f_=?LWV!OZ1#_K1#5;DCi@h@iWL{ z2l!e(now8TH*)NnPZB+$))?Y=?2wqC^b>jwhR8(m;0Za6p<#Xfq{%d)HaPYG`i@0H zu+54?l2l{YDH*@MiIf<^eZsbc;2JbS#E_XMtS6-Fee+DHFHL9`(l<}rtP)DJ@y+xh z1RgL;sJU_gzFA{~VALW^ee>F8#u+b29^w!9(l>!4AsVE<89P49z8Thip*XTyopi|N zv(+xd@eo$#=<^%1#(us@vfqc;@kAhx9~?@lrCZ0{==safP6X6lya=4 z?{Nv$<{*c)z1Lk$k9JRz7FVq0~m{UY%xp<3RX zN<^xVGcpec&n$=t)M^+>Pf72@rFagBH99&pQ}m!SiFpQ*t5}#S1hrP1DuK_Z#GVO9 zSKA)5F)Sqm+AAxzB*}j1XYQ7!!3y=~5}cIAd-0oG4b|#{-C(76#2rf+&f)t72dF$X z1+A(V`U#7g`{xoOZoFG&g-XYvnljjYs!m4TQ@Q(Gj`0{I37%uQ(u%Eh(vSb%xTj2| z{zi^W18S+SPqr_8X!*!!W_HBGGxFQv5;86Dy*$>tnb>d?7~Oh_t6$~#M*L@LawGX0 z{R`Jvb<$v>H#t%VRgJWwpwek_C72u5bw@Mpzn;S$5yjncBu-L{Kj&9S)kdCkv&ofI zUItV&ROaK~I8qf984#IJm77#{J~m3IBtxnh4-?X5Z&lePRQpY;h@=lSRNY18r$u3; zickT89|S%%Zsw=`d`yritx9S#ZO1a3$3K$^goOmnzK<)fWly>a!K*4kSIcG>uVabQ zFu8M$FtWK8LDv12Ms0B=e*i)W?9T*XCulnWC@lTh?2KB4!vQEIGC&;w5PX>!>_-4g zC5Vi`BbcILe*jSLa~K!(+3FLfs6h$D*p4zJps1&T9j!Z{Y|C4R%X#LPiaS&{OMq<= z^maLL#eb658iKKjng)cpSg04EA%J!!J zd*~J*^BlM(?$)n1i71hyvz_;!UyxGwWfh9_?9hxHh)6^|J?%MRZ<~zUps4%b0o#kB zP3!B5v$Y{5_7a;``@)SHzNi?f1!y-QI(xHnYuio<_$yrrEmG_Q?Rq>EPo9k!Lp6P zpmT`%Uu9n&K^+~N0L#_Rs@5k?V;`5(pmfBp{Id_mr^z87`!nhN1BpoqCPD~yJhf!= ztSEyxSWoLvflK``qI^=zKY-bHEyB!|hfwSt=y@mxFlxN9C}jsS(YP?PFl&mu*WGGd z(z$gQzSMdM0v=tECgqD{!0-ofyOshwF(bgZRh(_Ta0px$HFe^g`oez^HumGOHeN&X z7`;N%x&bGKBiH#PpYp<#{lWDHc?MbR&+%fzugbMX7&RhG$FR12{IcYFUfi4|*`mqX zpvUR}2e!Kh;e{dcXO091y83cRodGOjc&jM~$LZ{W|b=SUyG z&2zF)1la_&5&M0E2?I{G9O^luQ_Kc8ORaoepx+T6eEMqi*MJ0czRXr)fv?Tk*OFwJ zd@&o?ri1c(WYUr`wg2y&>83dH`^fAS>s~ro)?kuLl%~pK~-^IG18PQOUx7c|DPBf zQBt;p`|&HTKLg2FHe80?_r&(6u#(|QYUPlnE0)s?o-B}cMX?ZVW(}SmOx`I9PDVsv zmYT^4+L-i~+HDD;TawTKNKEW*BhHWdK%WL5f!&3o#FI@s=WYbj_8?Cf3~hzCZ8kBBwQr6x zKGc9uWtwUOB0fUv+bq(8!xd#f&9fVF*X#Nc z{@D(U{Dhn>M)2PTB0&_D#>Nz~l3do@kQo#m2mE4-C~fQ%2{{-8mq|{yO!B z1d#~DJq(+=8&+a_m&8D*D0WfH#jIoaE0M{n02D-nT*jJ_sLSyffm^s@zDt5e6693T znJ&-Xsut;bh>Auk$~V77mvmF7!DE$~EfNGun_xzl#H_Goq)eoS1VKj24G4Y!J8x6N zWt587pEWcf1&RrRquX*jU}7Mh@_!uj4JGQ+oXEHx30c^sh18Rkwi?Y-njJR-l*#G{ z+Zup?QkF6;-4f-jvO4QWDh`~DWuK8;2f%QuR<;D1tIh#RRnOA@P}f2XfxrA>}sZOBr--w&@YI#f#72VXDgDR?hE zJvMLe4!q|nxXf6bh(I$9-?klET7bSRW}rM5J*w#78pmimn-Q#|OLG_9HkK1D99S#189&i(!`h}8} z(Xd-OpzPukov_Q!akqezTzgos?!B^M|(6Uw6NgA z-E@hiozKG^6Jr|KL1Hg0#n^}kl6!9{OC1G?Nm<)@CqPTHZ^mtn5=%dkDP`J>sM81k zoe}R{rn%BK5AEU7S(uuyqvdPcV^JpTOVxXD8oM1CMl!) z+FS>4U+(-u@u-bI{SuwLKd$R6+BB&&u^@UC^?_LIN@e`}4FJiK?3&(Ps|wmS^lG)k zE2CyR215Cx+UNs6mN7}q8AsSqr96ca=Bui*&MA&}@61DI**+NM=sdPjOuKIn)3?3P zcr$aH3d?G=6v~I7=I))f^BzDRn8YJwO==_vw}55U`$uL3{usLd#FI>!T$&M4=C|pQ za2^2pw|@Z!7}au+PY6(s{)7(&uuOP>7wJNqJn;sU2NhZMzMbu(KEeCetuqUAN1QhZ zyb4>v&*|VfGv789>EYJj&%Kkc$)WHRTZF$nIZ}DP6+Qx=SHJ`lhP0DueA2${rZdN} z-`^^M0oFoK2!C+jmsxO3_$KY-o`Zp33V6rFfR4qLw*dXXq=nLE6Ze^*(Q-@l_!lGF zZ?g5YuY7^&+$x;Ip&Wg@PgbW#q-H`lP&r@#6=6Dm9jl7@qUv0&s)8^UF__3{@G}|6bI*oe>E+I^KCS z2^PR#T`GK{Qd^^##6GTey3eJ-t;xx!n(6gHnJ?XVdRaQPBYekV-JMpoup-egIZu1uw@b?Gvp%z;pemQo-^{t`WSJxI~~0Q&JZ zKj<%&wNlZtaQMXia50@c%H+Z9F$!qhC>snod^5|A@R`lY3mqXwYdHaQ$VO-c9H_@- zTQjg1MIqFj)hSs3K%Tf@Bp_EtXg^Bv4^A8dy*k^{4(@S{UA(P`9f3{xq%Uc%%r`DJ zT7j41RMv9dV51d5$VuFRr*u(SZO1k-e5IhWe8&)6g-N4u<5$fll5|MJ1B`wUo1;yx zKJ3;`%NW(RMG^CCy$|$Ae901o<TYsnHEip@nhoj_jqwoR*+dz?@_Os5V}|j5;OTW})`-34b6J&TSQn zkdp9PND2CeL2xyRBQHD$hi^h?OyR4aG_thxD31ys;DL;+rb3<2bacC+zR3{yO$y6U zaa4DV*GD$kgwffq`si+lWeM^q$l^x)kx6jX1#Q@1XacpyYP- zuJ|h3qaOHOF0 z-$EjfTN(lSj|x0iuCk}LppU8u0wUpn7EC*vc0-Ktic7J1XhF zUGEg%CnGr;_U2-pJXy*PGhk#5?#3r+g{-ECqKZ0hi=3$VF0)xzrs$M@C1V#^&R;%i zb|P(VM@xy|_Kw6xGdXvcFvsN@)C%k#jf-ayMKylLZp5Jlud#dvSkFRPvajUSC5WA+ zq(`a<-936Hdr&p5>`mE85*o_z(0C?>Xu3I>6O&EK#$zP%Kn&I^Z-_&#)uky{tYPDd z+=5D0UxUPaHUI+O!oiXUF73ImRgZG^4JGGNqVTxmWAZI~=H&b{Y+SAOovs{~gIZGd zD_M4NMI897KK4w<#kCzLAY7yQr@#txdyLOGVSFkL%)erldbVdy>_O&wBOBgTK0d1M zo~U~6C;3w(=7eAr=qhigkHSTDNO;gyf}92n3Z zx^Oy?8rVop1GCzbMv(F2E>aViTAU>jH8qSAVfxLEZKP6F zSiw7I-7pj!1eNmTA%0e83j(}q=F6(k&|ZP0R@#RbN3PVlxZ(`yR%X!K0sW!Lp)wP=Yxs#ffzf$5BvZpBxISmT4>+QhMU ztYq*gw@q6ffq_U-c2oh)!rXi|Hvn?8Rtfo2$dUu$y~;!w~GfuW(qB`=Q9 zvdYLUuEb_s49sBQ9>p!Y5uR3HA|7iQWrH!oy1WIs#P!t{uT{UA>74_wq&c612o@Nh zs;LCQNxTvt(^BCNei9BDGllBUq7Bemn8rsJr)jdIlwV5_zyV7d0>l*xwC??*$veS*E4rg>)`(af+UKyWMOWn^m@%@9yr*9_lc1(xb#i;s2kujotxcc)JXMhlTM5ODONz`k$bUD<8GkKrboE%N;5F11k!*=kmglf?LUBZG;~Id}(9$X#R8fx+KOq)-NdA+d z_X!hWW9Q{Zirf?gQsU&#R0C?&lc^*8{zxO z&Gh++F>rlMROCg7JuHc9tO1h;&9uo62M%Le@m%)YL?m5F48P|<;0QLV=T^8pqOU^M zihovW$9`j}p!rG!ITDTFD01A^b2InBFQH2nB5elo%iZ0idx5~MSGweN*9(r9mbV^3 z*y`>jjVk0kcfIR+2ioaMDje7Z4sj$=n>DLT~xh2a|bWUMXfr8{LS>J209oDMXH}Wz+CzY%QBd>RJ*z@kH zdx0%~CI{NNYk`ld|79dmz$m12$h|#)GXEKN(T>5*i$s+%3J0%F^Phc0z;3dqD&hCUnp32tfJ8LoDvw)n`30)=H|E$6Tyl3^mp`-74RR-{wp77!ut z$xJx$GMa{Fywvi=w@v`CU56VSH&2P$aYKuXIC<5KPC__)VY&!xMndw9DpXx(6i4-0 zhjlqfLv#?pSuyh|M8h#yoKacqM|?uy&t7YwUoh?GG}2)Ekrdn#2shySDllGO4GD|( zU1B|0X+NaWL7{_N!<)uSvyL+Dsdr9D+(nT1wSBBJ3j)`c#MXHxYCDf}ov_l*9hRU5 zBh3fN7+uN1KX>M9;>cZNt1ZPRf>pH+jaowAWD8>Qr$nfI$d+)SYy=r_e+(S81 z8GEMc+OFVsY20UztBE&XWwbqR2I7jQ#vU01RhwZi`q63o%weonwTKcpg+up#qyzdV zU1@>aNc4V?ShHCrJA2gt$O7pUqz1w|Hcw)Ulh)L$=8v7BvpJoX{;pQOed3R7(@$%2 z`3AVJfyg2gz=s#{@47ft*y?`-Vt-ZfYQ^2eh+tC>Z~gR)04P!UIw(YDN&^cZJkv7b z2zAJb2f%&Wh^urBqvPfZc<7R>Jb z%ebD;FV&a7rJc1z63a2CiOPa2ypAFM0}d4K-WI)K+N<}e8Als@Os1|tC*2<)DDfVw zoR@{U7gxZNO3b1v4f{uwe)wshaCg3u67nVE{s)hIaPL8=t}|q~lw>E`RvcM$4c2@A zRGPRrwHU(z+zq_YAQ|T-`PWg;u7`xkz=_xAnX-C$DJxje^_M9JoON1{2sdnW9MuQw{p%!_Ya^P82%#V{lKKn^ndw@My1%% zcTCS%wN+-vD^{P%Tq^Px7hvqORkbwhzrc()T=0i8nA#^4wKNXdqRz1P6ensL0qmdS zVpLlu6X$fpGr;`CDN)!`{m}3b?7p27uaY2+7<)AoiDarBN?NV;3{-EzVH8>^miTF= zq2j5Vz%;rbG>@Ck^XE z0l|}T%Bm``q>>fR49Gc2v~mbTZPYPmC9_J_b}nD zQal?^r{H(rAOAp>UmE!Gi|5QGZKbG874v_7xwSlL%gs5JFptdSm zdS4up*!DfbMI01O6agY@XJk{3&=ClLaLjVy04Jzt&Ft+bXI9{F^`Wxylf8M{q~{v) zWVY02m9H`2a#_j3)%^f!FxqtulghSuFo*?WoEhQKIY{Q30>8crEjf6wlMB_1RlnD2q?r!shF)23qYJVu((WICJCZNz@m7{Dylj>o1Qav##DgXG%EAafe zC?;hP({gOErH&?*DsNjPzgMQcrp(Een$ywF&Fu1_i@ro4ccw;S*Q!;lWjbJI+y! zvha>eT`le;1zmq|!Ah+vmpsaoag=YETA4ylSXxZ3Ulh`}5fb#F`Q+5d4Z94!8b*}L zP+aas=G4+3y-i;NQX`n+_$6I1S;>lGPS#1=lq}-LpmiE3eQ*Om=*i(kSKA^ zHX$Sp01GDScGUq5exg7;7G*KlE=+OpMHRA(zWs6&Mvs44MXaBy2{j>xuzcW;@`1%E z0}oe@4j-S2O-)ca=tQsLqozr)_y*+NkjB=#cmt{}aU9&G>_QUGt#r#M@&}a~r-w%A z2!7ajCgX%sS6fA4SskLIoK9(BIF~ckzawI&W{{QlAd7r%&M_uaE~SV%Jf6r1G$(*0 zR4ps@^|r&QxAw24P zCaLLg0^uw$G6u~4K|_YbRSheeZ3i}*>uox!-;hcVJOSLwf?-s^d+cD9b{rHN zS%CuIt8fga+-O>PS++LiZ4r*Jg}xJ`c-OTQpR3lcJ=)Jpv~gV~{K^11n3UEa9e2d{KHfhSMEe3UXt?x4+8M)`@?nB>5lQF9V9BOkw(NwIMeN2_*Aql7hQ4(lQmd+!qe zZF(fjIQ8C&w*}N;5g4w6@%f-R*oDtulXN-7vNJe_l%fMv0ZBwfO^>pF)Uk%7c;=Ji z<1pu4LsVAl&+HJ_qM}>I7!skKRn{mu??W2*HP zB(>`+WA2Tj59^#B_()*xQOv#!dF1vGwh~Wgm{4N zYWff#PH&Q|US0@g`_!eLE_A%A^E;Sd8pU+m{av|S2>v@qfj=dB(KCB)4& zif{iU=;LGu+X*o%UvzUxeQ%086>iK#D$cABQ{w^`g3=7au5cWN6Hz=+3_iej{GDQ} zFyXQBJ?IEb93kY(U~DKeXmKjiq+~fAv=BD4Xi`sA4Ad9{=kH{==3*CpJNnyeL?r}$E>Se) z62!D90E@s<)C<%xjL#-6nJM96$OQY^l9 zcRj90S+Kc2;38S5wv;)?TjTBOkWv^{p)%_K9EL=s3NDH$#!m%;Ms=e`)%tK*!mxx) z*HAz|6k>h9FJ^68EEqab92SnQRoLMi{(Y4wxvLxbay4kWrFRy~7(e1X-;|2&bAap=Mi zhSONS!&QwPYA~fx%q=R&7NC0I)w^^ZTWM{9d^ z4sHE1Hl)FscvTQ!c*qvXAmh-$Od4pp7TYHukSy@e4me>TE<-+Ax|COB5E9mYMsY;N;&&5*3{7s>W2!HJ}UQR_D#6xO`m5)->V4_sX5uKTFa}Lh4KmT;zG( znSmuvhMm{tBBQ57f%Fy6U^zM4;8G7kw?ZUnOJE(Panp=|5Iwqz>z6I^-Le=W>9B&N zMM?cSO@DsO5ylV@W+}WXZ}36ULAEF{MSk$JIHEJW!HD2lIRRzC22WPOp2s%nnFM1O z8(f1cWR*8qvg{p)Rw-Q)=(pS(T%xj$e6CyD;2}X`3H2IUpT;~px-cOniEdysg$K}kOU7tx-A%5Nz)|bi$9ozS-Na?_@zO0Cr*c?l7qf$6552tD z2YU>YD(X2zC~=yC^bp?)Tv}DGD=VX4bI8NMDu)R^#AnAhW`M$bmT3r+@MN$8kSsF; zL*A9j=^3+HP!%w>3vuPg=mT4gXzT#)cX3p-ZYnm3w~wl~^^BcEUtpR87Cia^_~9gb z6`RUc$%t`{Q8>o9{0fgh@d8bTUivw)AFaMfoc)V$&2#n35y3DgfhkLTdRtfc(huA$ z6&5=Q*c(JXcG#%I<^Mo`QRPli|7pzqHH4dVy~1TO>m>D ziv=`_4btSO5o~_gj2a?x6TJ%h%ej|=(LPZR6ip@CPV8_#h+~@aqh0pWaHgMom4E`hY~B*lNE| zNZklf&Jg(tx_Q#JF;4Mf5{CxEA%0#5H9?>l%`6*({zy;Pp1k^(Q7NGCM)VR1RLpg+V$lp63Bc*>H_EWtPOZdc?R>T z;uH?UWo4EDMG7|JpNqP&jE##)R?u^<-2me9V1+O1_yc&ejK`|#p#Ki5l~upW)fbil zbCx*`4|UXqX4583zmiRVY&~$8e&q)!ul-!VHnNJ$nScSH530l+eOoq$kA0W_ShXrE zx~rM#ltdxP8V8loK}p{9tZqLnmTB%{U55s)8y;L(bFBUyyheij>bkFeR! zsYOYkPCa6aVs5u5@0IPio+&*_IfI=yWrDqx`e|*r^paC5S3B@I6n5^U$o8gU}3h_pm(2NiHGBP>v_NOw%}ane#Cp!Bu-4ZJ+q*6|+!aaEj8F5*tA| zH}68CH0phN7~}*QJ~`b-Fk4&IxJV-`HELMZIktp*%n=p;_29O0c@Q*kX<81cqnIn` zr-p#h18=`3bV9ymccd=~lf`XdG_Zpv&qL`O@!72#cWRV|YAQ(I7^v)xEe4+NWh0}( zClgnyFsODD38XI(m&){ORkjx^eR1Qvn8r|xVXNos`S+|MeKo01Epmx>()SGsLkt99 z?j$t&krgUGc7XKt!lC0J!_&up7IrGtNcMt_lRJPoYJ)Gsg)3nmErWl+z!k|~7Qt*8 znO|m|Cm}D|ej&dp0nF{mGjksr*!KUE%;df0-utpABucixmY8hBbwIZ*%@v-UNY^+6 z$pH0a^4-j8f*|R&FX&qcHkBpEct>}fQB7jLOr2TU2P6Ccj*9K*7UG zjX5mei!}L=#y({|pVUrozW23SH)AcK<;Y1QwD>hZyn1W@0_)i}xG z3znU%?9;O8GMX-07fT5u#Ne|HK>ow$5{%`(2-JUh+|AzSHnvEqfr`2JWe5>Cw}blO zt0@N40Yq@~*7atPl##tqfGGLF4aIOl=ZY*1d9DK&anu%v6 z-fu%0FJ=Qss@{`Bosc3`0yX7Q^ou=;P@PY(Wm0FKgfVv;)`W#3GR>lx1Fr9c>EPOY zm?xu}yS~5}8udK@IK1!E&NI|^q5xxceV^rdBzGKj$$ou%^j@E^a>8LF^(_b2SIeB0 zOl9u+Za_EdFBx-3{n*xscvT>s_bSf>se{}4`hMJv51sPl_4S3pG$n)z@1v(DO;2@L z@d6Iy5YwDSO+UrU0QRhve{Zfsbqj*k-BxezPi5D^L2rJe1%?+@qlK*7XW0!i!pmS# zd#m}Zjo`qlzz-!6Y8xOSIG8-B7>T&2y22AD3Ae&C2gk$b9Xll7bA{wWIA-7GAPxOC z^M(j^<_iuGAJ{iVZKF1;9r#*MlUO+ z?r)6Nei~ryc6!?@waDR=IzPVD27^Qk8g?2 z(%wh8c;9m!LLlb?0fCS?Bttiv@>Qs2sm?T23XMsq+CGc^xVr0q56Q)^T({bBNM!X- zyxdGUEKECwJ@yWHnzI9zZr1Bf$$pn;x=CvBHw@G2cV7(VYlDH1$ZAO9<>s{U@pwzZ zA~?sgiT}rq8D&35DIFm=VQxwm7ZU{KUS)>6u@0Pk;z+IXT7F$mXX44*i^tPXV&DJ* zPMB!gB+2~3FMKbu-}R=$KLe&60S72Z+!7|(Z3LlBxSj1I+y)qi&w%CJ0&e$;8mMTM zT*N%9fWW-AB3GYV$S~P=c1o+?D%>8D|8TR3KgIyY-vvF3uP9(l-dvUp(!`wO^J|BLDn~OEn~H}702OQF0#NAIti8rMT8|{ z;H?64^3UWULGEAp=cHWBdkjT^pHQ}s7hu|OyEdWy)w0WE&#^G=$Xa6cr;c7?Y#rW@ zX_vj_@!v9Weetax_gibkyT^YXT_+ucIJ;bjM$**|Vv@2NZFjmwkOZL}<-N8g3E1lQ z@!&YPAO{f8!5TGiQ+$DM!-zKFwlHLI`vg#L)0{@(HelLd;r*RMtR6Q_3#-3Ibl|RW zeRDU#n08}jq4Y^`IXO6spg0HAHfW$OR~mmH#a#zocl0zcbSZJyQb2t2uFh zq(vF?nG>SGmyQ&rC2jgtD81m_ z141`@d0`F_wc&0o)cr-G$2;4dbXgds^n_%IbBeyN&QcrHNRW>r2EIX6X&=V!q*W1% z)rSE~EWwbKETpVtA;IwjI^*w2B`6p);x3eH#5ckK|9&>WbqXeYGYw{{=)tA)_@UtP z_-|Uiz()`vH@~s$_eI3QYJU<<8`c`&I&Jh~`B`g#Mu>^RT@dILU2t@Z*C=}oHflGl zVwN@{_Qk&-ON~Cmt;2ur$l^N!d_N0%7XSLFFd380)h1+W{Fg1$h}UQ@i#HT_>uE%Y z)af<}2N2NlyptoPKS4p=3e0WW^Lb!-r2>Rs z5lo6AoQwE#(C?Kf9hwa&30WWaTgDh{Q`|gYl)CQw*L8`gVA``0i0fa2i}{!9eVGUo zxJgc)lkhR-^c)3~AVG(?mVEwK(KBf&; zYA=g_WnqDb!6G+r9+s}lR$1NWNn~~Bp+ayOSJ`6W_Olw-9V(9U-;QxsRTPD3QUZ-) zJ5$>4|Jf9c8r+oToC65>G}+zn>9hJAKmfr+gvo;tX7RHvUVH(;rroo%J2~b8fjPm& z;<_NNpPodeJ@b5z&kPI%A8>xeX)>6b4|zm+Yr!mj_f76MO#1t~qcIWHy^1Vxrch9n zWLPvlCr4WrxEuK)0TBt2V%1W;TFieofffzPbi=pzNl?HbT=Ty*8kj_9H?==}Jtl{y+vgc^Mf;Y9f_Ap*uHcUY7=odwE*5`t;x67JLT(mNAuhgDU`(6EhFBgp zDS`Xq@J4^OsmldA`KH2HZGx&Z>5@;I(i_RSA2kh=xZSY^r`-ZDPT@a>-TZ8d4i^Q} zR@*Ud)i`mhcrV;&0x-koY7unXW}tA`IH;=NanI<4`Ik=QpB7`NIIWwznO^P5XNTL5 zajsC%-xVkX=BPe#y#Y!~PS-hY#%fbT=JS7>kUa?@dlGQeWY)zukUEpz+Fn@cdwdYq z+^@bR%Qs@In+cN+^8*JEAmEt{oFW#h2`E_OU6ql^gcE7fVZB>4#5|<*%R7O4qS`6V zqMaf~xM3tSr7bD;BRputS1lEiuX|Yx71!1pBA>?w-Nc~&Gbz> zjY;ix{nFyQRtN0hH&BUmo5dknx2M#cMxTI8MmiLuly>BY1gz1rD6k0y$a3_RIK}d{ zfq3zQS}EaK5fLU2Oxd*E*~$Gf0|UXmE@avseF7mk0>&u2hYgH)C z!;^FjPf{re3p_}II|8`tH1Q*NBax!CgO+i#Ix|xmok>paAzXZiU;_4wgO7ey6;5s$ zsW6!aVwkoeL0SCP=Ed@zbD+RyxD{AM5*z1nFKSDB(MUK7{X1T({7T4^xp*udniF?; zZc^HF5wQ9t@Wdt*>}?!C07jA#w~ZttZUTtL_qc=_1ow#8)#hwq{9oT@(H{(1eTc-E z>?wEzLW%no39zr|2lEXBHhNb_bl?_Jk63tF`Q|DjW2tOc?0hEoUZB0_IGhV8CDIf)MZHN@Op zsJK?n8c(eDSR9T2Z~y_Ad^&6#KtL-d^R|;=0Nhd)soPd5#bIltV6PBq(> zR!d;1K;j}(eOs6j(2#n=oSd;OD6>*RX;Xs2yn8^BljCDpC=J0#)a@OFIIj`~L|l0M zdw|eAS_|Ud6|d{vSlh5Vi32UfPsPWyy@8RK3Dpi<;u&qO4|8RuU0Z=&-#)ABF%ao~ z7D7t+^pn1s(5Xy1W!t1QK><-2-=abBv4L~oTwklsG}lp^uyA8mQ$@>QqLfZWuWmM0 zN_edutJRC;4U*0E%UMC)p;dbjJ#I+A;ss6-HCRuM)*KE`L*cH=R^;k$2JX!@f;Qc- zv4ZN;SiKfbTuTp#0=G-anM`B7Sbm^20Xyr>LIwvAaM*7XdPU()`=55W z9h@2NhbQ9-lbk$!bq<#U3%_CjuAKu7 zkpKzo2bf{CKcmm$r{Kwo(l@(>SZTLFdh`MWhO~FGZ`$7mcT(5S12Fzw7@~aPJ**~o z38iZmg@5x5Bun>zOY3?Dq|9QoSjXiy9`w;BUDcFOnsRa*-w_znPJs#TFGa}j=Jz?d zLFB4vZx%uES_g)a{Z1KSCk{gqF1{`J5g%{|3cO^rxm+2KcVlh!U4n#v*l6Vc#r_fh z=F82o#}{t1gmfJ;FA-i5^>rCXR{@vu>8@vYyTT-J&(d4<7B+mw7T-^>^0?~9<_ zpjB;9BS){)l;Z447zhlD)$6Pv?o+Zi1Jd5QT21|{&3U55e*{-CF_teYnsk#Dv$Rdj z_~x^)o}BjC6kS^}Oq;+EFTU+DCL>my!mIIwr70%oe#7VSXJM)&@_tZNne+w6+4#eo?shgTQg z=+(-|;$y0FZvq1M=0e1)n}w_%&%7+&^59~=&>~H`sURhM;lPbv1yQVMoJO4dI4HWeDJ}UN2w{y7)-D`CKw-dnyk%Rhe~PUUXBi`n-)d=rFG!>) z{n8YfJUG4hYsd@#2Xv!o0?SP483FO;7wcv5vV-M!iE3cP+me*0Jc=jTAtjrG7c zfAU6z1#Sm;9`x3ARWTYFBjdxI+&}^$xU3?=TWR`X;@^W*9aB#PZdUb=b9P^#asStOabi7uXZM+O|lhP>6 z#C5JVIR7NI=}!CTV>qe8iHFsZ2@BjVcO>0);N-GZi3By-o%CddtftK{cer5;R_lTC zke{sw$~k}lLZXa$%?H81IB3Lt3$rP@)qUxPEM9I7IiJNhZ0~W;g4HN=28|*?!_87q z6^-c>1-`_DZze>ty9Gu?f#(1Mz{v-}KL_3LVRZ^wIl1f(&x1g400A{rX!M{25%Vajg56arEhb51RhyzsDDW$Ig6mVv)8Z>F zYUKry+xUaUjeiXCva|sFPwo{&5fqONRQ@%d=l5A;pum?cQQfJ8l<+Rx7(LojTgk`c zk&h$Xk9R}4NgzsTMQu)^2JU*gmcU(+_%~l>2}yxZX))FIK!L^gW-M2M zpj-x%cwB&A3Vbb6WCESkkzw_3X?Mh4AY*0g#ynCQBmAHsnT80#J{VbMS*wUuIw>V;p8+-_+|`& z*6zYaSz5zH)AkV-xEcJxA7e~F5}nQ2ADZ|15=yg94j{mANy&wn%RUiv*)KbH7JuFQGeK9MGM|>bKcbEhe+kK!Abd5(CL496&%K6nzFvyZj88cGigCK_Fp3n6~63p4?4oloc`X%685) zDUFJDN~aXrx1i|nW?_}?2yFHHxp=K|OF@7C4v?ds!@}zC|8Ji#Go|%tK-y~OkRly8 z9?G{$_aae3=|S1>jPhgJjl;-l%ygH9QA+=gWgHKs4yz+zYLz=Denh2x$Y?&EMVGCD zX;VxI7J8~M`F-KiE+~Zs-lAIh@2uMF>6HAp6dn%?N-u`vpKbJT6J7$NrzHvszxn}+ z!$cSNgZb~sZTu`1IWPsRnCYH$(z4}oh-Qa-V3T=BnTG^XgFm@9LKOIJflzm0V2Js% z-Ve|(MAfR(&Ebp3}`^{5@$>m8@+Gp9jeiq@ zm zE$4UG%LMKjMuf>8Y^K_3L4~DVDpN)CR13o?_F@=4g`q-lmoRd8Pb!?{`eqKOyFL$j zX-8xPG-PC_R{3m{ngd0b{r!uDhmC-QIJYm2<)N`WG*TPx1Iypfb)wOqj>qU%Q)=`V zQDxFA9Qbz;EZpq2vYHEZrVW#sz>SgkHxp6}(_YgL=Bom^?3PCi=5t8VI(eksDa|M& z2gSA~T8oJmHU(*2t=guU9X zHvx8-NOJNGD*=0_G&6)Sf19wYJ*d4#|JWszUJ)nDo9oNXTnl75En$JX2Ejqh;8f8b zMdJMgl|m-JHs&`7|9md&0L4Qw(n3GTXiR%jyJTV?tmyR%2Td_1r&XZcW));{=NKHZd znXm901Q=*z4Y`=dcuttldc;hQp~}(MUZhEPZ3IR?fJ6JsPG(A^JSvYHMFz45GxBi!ePIr(9u6m;U|oK{!6__shh@m~wVi!UeRn=uTN z`&m_wesORSIF}2!To7^q0VSAP<%;_L&Q+VDBPVslCyL(nuThouqdl=$eHJ$1MsytE zMokM!D>w%bFwPv5@B3XLbIDu=61&=z#%kK00G4h7i(&M&hU>)5$syh3O1`-jc)PyI zg^M>O3iSt&!Kf6PQkdfqLI@#aW@H9vGZPXJ000OG1qOuENxfzV6aWK9CKggQOeP{C zA}|yS#X(Uh6bOd_!9Y+H3IqZ8ZE2XVGOZ$iNN7KlzhnD8u;|=f+ETQf#g;NL>raS8>C-%koG6fZ$yZJI7 z@+c~W>w*epn9#q_J5RC|LvHh8@o17Yt7rXzx10J!Hq+JpT(DCQR;+mJ=?@r3;q}Ux z;b=7urPwEIf57Na;g4HTwh^`HB!>z;?z$UftDns}d=^`dmqCLM*=i+YJ-O#t@WocR zZ@(OoEeAMx6kB|x77)l5xzu)8H05He_}F%UY$0BPT{FjeVtIya==wi>4t z$LM;jOvVm7aGoNJon+Q+)C(6~Up=_gm0@h9J$#ZROJF~S9#Oe5gDuEbAORT=^||Q? zjMCJcYT}Q9Y$7!2V^u9(m{_UzwA%#6qn3{g#3N*jnA|S?YEh%!@r(;;j*jUxakwaw2P{2VWLo+|Hr*%Iu1VZwDDvS->|B}U< zGlcm~lw8Wc0Q!G{Rdr0km7Gtwbf zy+qS4iOphyy-5Md}{ zm}gk-Cn`^{D!~w(zbqS16%VxI*e5nJbLzo6viU z-_%e;nW?Dg=rVwkS*~pd@{@D8pL8+4*yHxT$$Tkrnz?-9dz>ca!-x3W5a-I}g3x|( zW|d2mXF`wUE^Lu}mKhDhMbHkIsZyq_-Y%$tlL=Ze%3Nvk;-_#B_gTB3RXv!}cEh9u zP@1`-DyLKIqYjqom$}%DZxy>?Lt#eexiFRLaRx)k9R}uvIiA#24KWvyL92Il7g6$? zxw_GVQn4wq=<@dPUJ#h8*{Z}IHaVurvCm?BCy|y>HfYDKZd!qnO!=&gsOz+)QY`C7 zrA?)}*2l{wc~F;b(nRob^Q^TaGbaF|(x=5!?TeoF6H?|cL>Lh82Tx}lUW}#XIxDZ4 zFH(bSzPSTLdOrlg8L>ZFw|c?4RPd!l+m#p##^^YyC76JKrghO_ys!sORqAr=2zbq` z{=cm2se$RqI82M-aijmbYawGPC|gGx9)!I&!^9#PVe_U}I$YpQ1pi{0-oTAaGJJOeVOA0WcMo6JcX3>Bl$uZ4odQKPKPq|w)>BJKlyHfs-xY1U;rJIVCNNtFa?c_dU{NGm87@%7g!GJ~nwFsn zp+5`YHt<=hdm5?4a#rA*pTsHy%yI5ufbHWz5qA>fV}LD)3qa3vZ!Jkt0~F|UbQ>^a z;)1IM26;8`^0P#)u(gu|Tbl_0-Cy_q4YrB>Bvf^}m3EROAvGG7sElOUIo9|0C9 z!@f=n+v2R2J}X~}9SYM04E(^m46x?+QZJi*+fWS|%Sc7wD?_f-Qx6`}Qg|bh`X~~dm1V6C<$*#ihb&5SpwNLgOLdDo zHeQU7s;BcM!1o(KU%u+`lZv8d;1rI^2XtZBH7b+RYqj5jwv#u8BQH}|kXT!K%P(2# zK(4ZM-Ux$FBC4{-UA;i$B;3JwIgAF(-1Wi<@L%dOFg-$)XuxW@UT~p;l&oGjlH2tH zG475Bi1s&LS1<6vesIH=DF)BeK&1^|N5X}bsV9o6G!&_2fJ45D%Jp93%77?icv6Bx zC%f+xCSpo#V8N2*44PO5@StHOf}1A)f+|ArTB<@>9WX?Wmix4U6V`<;(nz#iNjZZ` z!}wWUy6#d@cP6K&#&QN?XPr+UDV6`CHBhq9C!UM2C?{HMMFVY-OqjD^j@FGWXTW0t z5V6jxLbMo$268frn?}p4(Rxe`MTgrypv2$sqAbD}6((d~G?00XduPGH(kU=gQg#EcWeD)aXtAkz7%rWy!m$*x$-QJCQxLsLm@7!N}5%8n8Q;pi)1uQtq2-i)~bT)2p(Yd zWzi|9j==xX%aWU*I)dS1@@0)EP#sa|iI>J$JD1sc(hNZuR}H&Q4M*dX43fkLiQ)|@ zY}~n!gwy@&o!;U?^gJvsX^O36O7@00Q{y|$nCm`2j&uEn(cEoTx;qC};6oXCaBY#mgM93-&F;O@nLsyEp1!eK6PsC<$GDc#$ zQu+E2fD@Yv+=1^)c=yy~icAXuhq^O>j5NX^CFy=Dm(}!1_kU(WK6Juw|5#W*ouFHS z?4`)ZNs#so(M%^K-tB-wC-{HT{VSG^cq?^D+3j2`>AuoJ*)NByRXvzh(KforK+^qm zvno_7@@<`l9YoV0B;6n2acZOcYhMST*meX+%ST2HtRyx80j{L`l4_2O@k1eE_mg0jeg>ooEZb!9n)zMLoP+HaPCc5sZ1Fup z85qt8Jnr zzDg*;#~}&G)4DPDWH!ku_5j)M=7O^~h2C)Bm(W)UCBKPJqPFWW5d2*oR4B|uW(@~K z%ou~AgvDnzC6oxQVGu}$k{e!|w^c$(J6>4JP?BNi*G@u-qVuZr-ZGMek~yTZ0QNDS zgc6KrC>ai55|!;en&#*#w6pOo=w?C-4DEW&f}#&2UN?M%Y;)2(jP>|1I!Z=jSb`)t z4Lpeym~2nhezA2Mo?Kd>Mc00Zy$u{MV_0H=)+ZW!?C!lttT=<{NX!;tA)21T{ssVN zfW{W>V-U^X9)mWq5F&RiUG3d4zKV*xUB!tGJX_CtmS`%+&ksrFGHCgyoKLMtv?HCV zet;lE|7t;(WOumU6Rp4?TQpV{#@2Zx9z~0$=SM#X&Ps;mksyO{ni)1RfT~>Qzo8XZ zhYfpVntlwrGO&`@i}u@y%>b{OkWNU%l^$CKlpkzd(2*TLb&j4{Vb6&DPBpFm*Rskr5qG+{=7L8cA=cH{2MuuPr2?G7*2W$y*iC}bqP_VXB zrqznKWZAX!Q}gryny0|lmmCBMU_Hc&Q(XxIlP7S+tr+e@Rn5t)+vIWFO7L)Meqlf2 za^r{ScE?$83}c~TzN?x;Lu7|u^-zZEK$Nng{3)L~jbR86iXGVW;JDF&cR6wAZAjO> za6#)rxKDoxYz4vVCe!(J-2-xdIU!^o7tl9SQ!^r&6psqAXIs^NC^D zR7ncDE(|e@ca3C~iBreYH3_=2spQm*XNk278?xw$xa_0)5k$7;zpw%4f<%B&wX-5q z`=|{yK*f2k1b!bTz-kUiwZ2&^ieLrZJ}R)keMpYp=1#RpK3TAj`j!``sE;~QX(Yy{ zbucA(mEwtTi~VsP+*qi6)Q@Z{tfq)jvq6N8ui*L=)bxWCCazvBNt9G!N)pbLc9I`x z=d8|t-w{|L^f$UBZ(+V@{%+ApT?2Mk!SHSG3HiI z`*E*mVVp%}qzZ>DV_Q0)qx8NTOW(9%cYl1UTfzGSMavL+fHCLmj&I@3mJWeqQQl~O z1(g&5v=r1wWyZ|V|KL1q3T19&b98cLVQmU!Ze(v_Y6>Z(?c+JUj|7Ol59o zbZ8(pH8nFf3O+sxb98cLVQmTt|MgxG^~g*NoMr~@qs|p@H;ru+8rZCphywu@C`noK zp^zj`3`-<(^~u)-nyeFC(koP2mK5BS8~!sG34gQy)Sff1tnqMV|36_Z8YMP0%>^W# znSqjOsB}P&gqKeTRYC~^2Oy~7x=Dtg{LpT|FbADMTS-(3gm z28Le`oLt5rC0n|;EJPT=5VLZ^o(;aS4>4~NkaAGOGuyw)Q7DFYtZ-al^?>NJ2~h5AGhy!zwt^kxIt%uZ2rjK-vw6ecH03&(RF&PuU0a2p(qVlAK zfPO*IXP) zbBNNfN-{q&aN=-3?Dcok1s?U*l(}-_?0e92Y_m0x!V&hjGX~gTRNnKMjjuue7npWn z*WJ*#(jx!u2nAtc+xla<1F!#UG(M4YeZ(nTs^r$Go%IRWWuNQj+^{fBd?7y)$Nr^C z=<5hTqH;~4IAC~#mTc2N6vG@l2g!|8Np`D`OTKY|H=G`|lyfl1AR9i(T~x4Qlq$I& zmx?vmc%P_N3l^k;S@S9$I>hWkLeKe`zI{0YQUHlI*ErZT|)^ zXjvm{f6&gJRp}l)d`Y?UgU%zf}RC7;WXrjj24jvA}O}&-C?vUwLZ?Km;4t4DlqZ- z*F}KHCud0Alt>C5#V(XlH(&aQH#O0rkpXss5n`aBSuqf) zwlxcK@5Z~>ze{BskX1Y&SG8(h_I2K|Pq~g{hd=?bxXWrpz_|9j@bWo275>!9(@fiG zYUXKZ{{vF+t%~Jo-uDCAkD&{RH-TK*-}Q2-Srplva#5{kmY{Oqjwh!Fq!h#Y=V>-j zvz!oOBSL>6#p0x%!aGsY>=eo8%S1OSPoss8f$}sob-E)nA$}zZDf6glNGE~uAdEgn zP?C_67ml3MO=RRt64GbURXhiu$;;SD&^eXiPF`+PZ8FgJAw+_lMKeiWurg(bmWC$% zSc-C9B5t{Q;W4g(gVUZFCvN&z5Y_LJcX)OHNM#2r$ImNy5hID>5hVt7+*V4_oT=i+ zMRzMvdtAquyhIYqF-me1IeDpi#s{HmWV&~049hXBES!(Lq(-L|EDGB6lgmCw21L~F z5Fg0P0O2l7PgTYkEJeogJWiEm=tbw{U)g{i@xk}GL4-TICj#)VOc zu$R~^VLajz#uMb3TY`K=4>eFi0>%3dk$VYsFDO56=ePt_Ic3M#M!*lOCie<}&B16? zq{3D{%6UDAIZk=596} zXY#X$ymW6%6~lQ!xN@MuXF_tUO7*yl;Ts;iw5k382Bk<4T&y(6;zK*qS-BpL%}sWY z#oo@xuQ;*r!5!M$B7-dYwn47PECpge6?NN!EUrH*?>tsBHlz#=WKo+GKMhe7>!9&G zz7|!HaBAvWV$Fgw-9l;b5k<226{o-y?{_n3;?&qJ6z~oOjxh!|g{9IBa1%u@W-}L7 zKJrxAj>TGoLq1N;ijk%i|9cgzt7fxgtgN9GO#{RWJsz7;U1bHe(i*GBf9E!4L<@Hl zMVy<>_C`Jh#%8mSj$w{D+?7ngNJC!G3@0*Cl*^u>k$D}b{SHx_u#PX$q#RJdAW~w3 z1pGVxCn%f%`9c&~y5G6H-_Ik-^g3S`Q504e#oca6D;KFX9tvkov3A_Esi?R0iem~ctVVtE*WUc3{geIbl<4J_F@2bks zB4=*3nWxG`Iz|)Op#VQqd1PdlNQggtb)1J6DWE;LBXHL?t>y(MG_PD6A z1n5iz0R5o+#TMnN)H}zR%yn(G)puQ4G*zuDN-PkJ@o7wewj$`Cyv=Z z6V>!UD z18d65s`1E?Y1}udZ~mC3AJ6~g7Zj|RAHjvUP6N|FltRQcp@MBDO0^3ifhK|~pM1a> zpg)%44Q>_aU&Z;euo1EaoXSNyB6!gMd<_&sIy9kK^WYbNb54%Y8UFxPM@mGiRf?rT z06^i@a;oEuRZ#;nM0z$uE)zTq#1kAj8pg&>@Jr+u=yj5nM#JIvjnlTv&}%01VLu`) zEGBvfS1cOj{T#kU!C3`E;_I5yS0eJYy+=d1?V)n2pS4Ih_*@qRG)%eY6@Cq8o<)0F zemPNUvgOtq&MAJBWD*v~Ojru$b<{7*Xt9>(oeqnc{!C# zp^%ZK?WaGia0&}AJv4W>yb=GV?= zrJBv&U&Gf$bU%1XGZ8c^y^9l*_#mQOy(drOco!dN<4WL+4_h+i$}x!GH&H-w6Pu>i z0@mE~tSA9VJOXv*fxPl|>l_)Nd>#&j19T#T0)KfMbmoE<0ASAKS$AN6o!Qd5%Ilh| z#GN_HV+VgL5Zq_hkRl;EbD_+{2;K2%w6Sfx$8Nb^E2DhN0ef&ZBiPsypT`av&8Vfc zWgM0kYU30QK8N|G!5>_2z{@Erw+cRMe-f*g&pM4`$o>SC5}+r_=caK9O%`JMhC@!& z*{O<>0UCl4(&>66jqS+qNoXVk@!!yGHf~Bb5h5rp3mJ$!*rNx;k@=IdO~x5Chbh=k zj+j99^pmheX9P#5-~E7Yr}F}?DpCND5jZVT-}5ePm=I1$aACupl5nE-h=q2E5_71Q zWI;^_u%9H&9qAG!YkL6ytHjVnjisg^%>f8=Fv@{_##tudllC;lU-@8!YZAiaHuiu- ztN^Yk=`B4!fTBd{&qL-Ve(&fVpde1CQ}_#H2t+S?01PEc>qjTcy-*m}4u@XDrJpY) z+SBk46UK&^SLuuWOigqGlA&W29-W>*xQ8Q(Pjn87U}9-a=)OKbs8~hzBC-Aw zrDdX%zN9us=O6)^?b!zT9HV;Z@7NWvlvmi`dZkfOWz&`pahIS;OYiF$s|t32U+T!e zt05AaDfv3{B_Sr43NC^nhfy7e%6<+@nj2K&QRFm#XUr3_o#I^LG!9SWRPtzs?|x5` zjMbY4pt@dC3c~nQy%{CmSdvr<|GAU=S9`7+V25pY#FJAco)rUcw;WS~DDisS^|b#f z@$Q>nkTgDrgtmL|IbxQ00Cz@cA+Ra&noJc!xa)K%*YTVH?fW!hqBN=jLsWg-t`kJm zdQBy^s8j7&uSS_(KBtWOuCLHYFv9+-LFp@m@}_O%4LYdmVg`qC_lZeWe*uF-xwA4w zFY5h;(fZA{p%EN4o$imu!(~Wjx2V8`#RgcCUv2IHvr% z3F}XSxl3pY!%Mph0*e12s^U>BBrw6^zy)lzFEv=~uZIoT^i~ENMr+3pU`uqcfAJ{A z4A{PPEB0+En%Tt>CLF(35oOuWC8z3=Np~#Q9u9;=rmAyjfG&Az;t{aV)OJ10$%13Qmb6|k&Gfl+=^lzbVp6EUB{Nu06y)wo-@G~7O*#NNyH`V2MV+I%Ax$+d zDT-juHFBsAQRC~<{*QGBX8;xf7^BMGbg-KlAkeE3^adL^e*u8#twbLL&7Y`o%A1)G zYqd$}V?vGR^zHD%?=F02%o5dCN$Bf1?xt1^s})>r(_OWIZMhn~5l(BWaT`W@=4y12 zQw04E#m5+r6!tDk(0)(Y3j%(k`v3bxGe^~ShV|x~&SQx*Kq}D_P5BcfWN#HWMr=2> zq=%l2UX0CP+NXyeF|1Ft2{D9Xn(KaNO$nFu+db;;T(Qq-AZgTf`>kJ@t%v(iv=vB| zG0&qT4<>pfQ1&M}9eAjys64G_N@?~=wr1pbj(pZziC0)6U>|w7;!e>$Tgg?<9>nxRn%CiFmym?N;LAG%<2t(-1+U zk)}kn1FhG^g6v-+<`wg$bX@`};#}ID&Qe_}ekYYUBxN2g8; z9h)M`gI~DltCbIbS9@VnJEQ?}9NH~K-6;9Cc1S$H_6)Wpe}yS1okgDZMc^t8>F~0@ z(sbW$hXhW#fdO)FgEZPI&p|IvTp@~!ZgqRd6~Mg*EOhmxN`j?H6A?y?VO$?9x zsS!Y_?Yq%7!oc=BY&94jG~M5j9@3g}4}nE%Yw{wre2p+gI?T$Akuy5fK{@(iV0?BS z!p1=JYaBLB?Fw|C3V~~Lq#h61{4Vl=^nu#HYt!CEHjz3$UxBc_B=KWA1XNYr>TfjNm^ z@>%ulz7P1{U<|_Omtz}4O;ulG49khRF&v`JX4?M`FMkl5%$vys;Xytl5Fk>mL11&R z*R?V1izdPo#OO>EGFgSS)GHHcJJ`Q4x843W>Z(YtWDiUsPJf87xB{B48W3P1)E*i3 zY8WbokLG7fgrdp@$GU2r#)Ia<6t_-*Q_}q=q@^OOv?i zoNsY7u)d!kw9>h7J7DBVf4Dh?m822LoBmWS8V4zukIoM2ie1AN!wE&0+RN6T4HFjpSHT-keg?hQj3fA*#aW_)Evavj7R5dFZizIP&|dN zEJ*W&J@DnGHA%CEELrW zFMnI?j?n%Ph>mxwJ~^a>2Klzz3$gj?kNV#0(7P)E%DT-KUZa9JdD=c9k5#V#^yKnY+Z0lP@{ zW5BuQIupIjYi}5UrWTYCQAdhe8IP~MA3Le6I`Z-iL~KLC4t7x`uf4l>jdWfXjCr`V zomwNck=OQbsjol5qJstI|KdqQ5=ZVwG$m8vf3 z$EfqX_XUyIA0Il9I1nY5ZQoy8_uJHI>t{bcdP~siORy?L>{jk;Wy#Qv zRpMVk+*>?Pqzm%8x&q*|m{knJgYK+cSb>gEJxHif)9FU8dKelEGARCX(Gqz}ajwrB zkd?;N$X8jItnKlP>Q6R3Sa#iJUnUzmQlDq&3EL{U^^^jIH1dEhK0<&*?Ib?B&Z{XG z&G&Q*?}7n$jI?!Uxb>R*$F1jCClxl1_aUlY1K&MY=SnX)9}AWt|NmC z7fSj)C)xc=(|eaeW^+Mj^$)LJK53+;V|&P}6x9nux;n^ABb{~$qmHuZ*6*SuGcFw^ zG!kRD^sXQpt*8NL%fFNG*I=PRrZ8$O@vcRuSJa9}=3S440Z`Q|2an0aH4vdrRVX6{bQ1)P?%3ooDp(9ll^1fl`1}-H zL4MFhtyJP=J3W*2EBm0Ufp;71=J`#LEaDUJ;k9J(x%<<~-EPvT)A>R7leY0%nP<{cIJ(DzU2OWGGnN85Pg?kwgoI=C z5BjYVe*!Mv*5UP-doC~+;~u~abPt&<6+xTBOX47-&H-R3FF-(X$yBQM?#IQ0qelUE zfRqpD66=bjXlWGJWSHIZKIf+%pUF){8IeW_fyzjI>FKp*^coN6&cMb&xf4N*;Yq0*2tfQVH?FpXFSRd z0|)Raz0}HRie^;dn6+OSztW5mZ&tNa*P}S=tg{XJf9}?mXcDq-#+(c7M=s_iE}T|r zsV*c6v26|g4G9O;jMX-_G?i_saL%ucS~X)*;RO`z_$Aqek!I)RM&rFjVc}QbHP@Bb zEb4vPuSdxm00%s{EzRqLk1`sjtuz(A4U%0CzZ7$aHdPg4zWpXNUV+rAkBye7gx;xJ3;<~1HBvzFvAIu#qM0s?sGmdvgxp{h5?n z)>3-4rr=FVH>e;n9ZxMW52pr2MgNjoVoJ=jC)C=kFe)CIt+sVJTuxh}r!6l-_l649 zJW(Z`LckE5(C3(J5UFu|blHJW+Y1^4AgTgX67TZZ@YZKWun#jO0%p2HI?d z99FPkFZ7b%2Jnw1%sia%m}X}e+&1Sop-KP1=saKKdQPueP70Gy?a)%# zc-=$(Q1gXF4qGHhHa1Nh-L(Gx;1~E0sS!Q`qIXY%8!T8kWe<_a#mPIY0KSXgL>!5y z4Sg^-IKg`>X3Ckf=~6YJ3g$`32?mC*da9<^fKpt7sgG)`>VR|bk4 z;vx8bo8SbU_zZzwgRoKxBpi%V^si>fwqgQLqlDr-m>YS8+PM9;6UH)>Z+n}ILCGj^ zR!q^t_b@L|0q6WB53$-YqmfeqV@20#)v=Hov9r~5)t_(GYU@b~p2>!6$Z-!7<=m>( zpLUG}9GrnEl!#)@xS|I`j#3QPY1z~SK}FIzwl)-sF*9?@i3Lo<)^vnoI6yKcj!U!) zHNa5JL#f&BiD4_MGqZt^M^HXey%tu5{-ZpfVnRlDIfXY6>Y~kuWGcL+lDN4-o+PcW zU3_z)f7a!f-zR}}1>WGuOLB|e+=;23>pl`_$eh0nXx){M1KtUkS0aJ8In3flx|d?? zqz#BWP5>kcd*ALzAA%8vpNe{x>~>$EiN4xyG-hHoRXNWTLQjN zPH#OT_4xvLKpfs)Gc>5~O`n>YGhc~9-Y^pOCQ!;!fvso9&{}!xbz*L!O_IbRLI$G+ zBRPM*@}iWMUE`LDJ-8iaZ8AvbLqm2wDutrARqz$3>hYC@r}Wy{t-2MYmLA4g-%zKm zZ{@E|&ZV=>go=P;Us&0j12dbl$XOG}cwknWMfMzmJ|$65>D-ma>Rc0FfCLg1fVA^L z`z(I%$Qjn{6S@Ob1407Qd0zQP)Yf(H>O%u4ZqRuX$XyttVZajqo z8bS)RNKMWg)~1?)8xPwB8hoy=&o{)##uJnRZL(-Xf>Do+XSn#NVrt|!o^r?y8fF*s zUNdeYN;y?Y5>fIn0w%%X@koty=OStg9&}QPIb*4q6SW0n6%99$sgZu&fxvD-(2*F) zuH6ldMmg6O@aY!VjO}7;3*fp1lq-ZX)XkzTh->}?*y&XyRFutEr>IVHkIpWtIIruSkxA@LFKyq z_2E!;(6$)2kluBXqAf7Xv3tF{c%2~4f4G)lo7$=4`Z_P#m-0}%zG(^N5JP8%9861b zrb^gV^lD3p2HQF8irWPlUdzGwy_sh%vCEKy2o(cNTVl;47mUS2trCkcW@|Y6R=0aI zsZ3Kb(>FLf;-f0&n04LG_RPaBd9qAD1!Yw-BNG#lmoa(`n4r|$mG2+HP_f`j00E&g0t3*Xl3+rZ#4>#A(qcCLp!VWXRYi%#eEb) zgBRF^Z31o)dlswdD_hE#U2NsH&m3zOO1V`wli_5RTcOG8=cBDBwd^Um$y-4bZ(p;6 ze6pFDxm}KI)|9!!2W2hR#cM{$X0YWxGIJ#>QR-rpgcR8fZx)DOvy8GCV7|mGDmM%! zR6lh@;^^;XhkKZC?*(x9;J92_0RzmZ1R6vti6=x#P<_la0D*=bsU5kA!qaegdS}aT4{Em?7+Q_>AEaUl z6}N2puU_F!@B1qI5rhu5Y*p(VcPh&u0Ks)(Eeo(IQd}GZ+WBIYDUc+PadrT}0O`;j zSc9-=6tkK}2}U05@NZH^^lYmMP9gvR0E8p}03c@xUI~5)1`ki8a96xr>brm+jF8Pw zSd|+L{rFl0jHFvn+_y=x+V7Dv9xu9O6X}6Zfds{B2;z|(>5`tzPVp$dE?d$Mi3w?R z+cA15y1jl}s=Py<+k0Ob$&i)BRhZ|T%2@NW~^#_z^R__ZaMtI*AhVi8`;b%ij+X;j$t$uEvN3T5=A@JoW>?x8xTg_r2DDkt z5h0R3BbimJyo|?;s0OjQB(0*AP#cewOR0}6r|wc^N~VMC^h7YdMpWyYvid+D`0muI zzs`QOwgsk?sPX7w!UO8TO4|?%qQ}8_WDIOphc2joFdOo8;+9!KZon0LTqFVdxU}T) zxY!FNxJ*SAVg`0e=Y-AlPijyf{(z+rSnW3|qXhVCrq(B`?qo^H3xQ|{;O1fh|3-}C28IRq~M#=8Ta{7m9cKX!> z$0PWv4Yca#S}%~z>iw%1N^lkKf!yh31vi_uUwDSvcmzdIWWhTX_4XV2YW0}ft$NZK zX~u|Rf_e($@oo0fK{g*HD%s17Z`B&J?sR2Ie+*aOYijh4w1NSc+YVq!yFxEaR?pM- zpn{iV#}}BV2c8)XQBuET^A@BI?!9?Br?H&l_mfFLgN(3sBs5D}hxx z1t$pZtFhj|QB8DZGt!Km*LM510KJ{VP$Zps72e)M3-BKy^LE2L-oSMT5D*KGUl>qv z-z=oDUr?>v3|E8tLx8{u!SEi583+8Y)Os$P%JUGXZ$lJZw`ZJ@W*oqDV9pqgPVc~Q z+Rqdot&S)ZN;-=VzR#Ni84}#LDtVlOGegw4hAU4JCCeu`o|1N11k5em;W8?^ z8+vcuW?`NqkKr5h>{y{?7z1Y?FKP38pu%)W60eM)Q`Im zOkpAt5+ke3X;#e|j8=)8NK-Otl_i-{-w#9FZN4bPBgGSUThicI-A)$#rV=eDRSqrt z?TY^tx=ZD6Enr{4=n6{siGUwjz^a^vK&W?E;CS>1J_y*VSq`fpELI`|YOvbnQY4LV z3!s`Ja;gke8S#F$Q(LKcx~=1zx;kzkT8T9aIbE)&F&m*3&N%2EHY^|?b|CaCx|B57 z3$+25d)mx!mmN3b#(-9GZvt*Q4EFxdNNTGen5-*L76yq*NNXSAfis@IKae8UJH55w zH7>Ti#UuLua*Q-%OmnL&c9qozl#zwF=56FT6Iz`EoE5(iKs@Z)n1Ou}3mXmAaB%;9 zrF^u~C|U^cOV-V{n+x5eCfN;8YMIa?Ql5eb-(TDrb-_I1PEvaqs=|6CIOO3G#d$M zRl&?hs~PC?n85LPS(O+Q%jwasAD?S!DOu%UB$c5b6HqO@*~afHiqnUZ=twA8f+D$D zbYEgBSgmiWw)0dA9FK}f$fe2;5@f^FVV{voPIwN|vdRYD>p;J#pvJ;LhX(6#SwM^k zK@^+tCd4Gbhjgtcq}(c7ZVXqpI8+lo;fJ?7UiOY3SvkAH5<)#l)s8cF)$Zrp4>_#} z=9mb{#U%>TDr0JDtKTf@Wjv4~>JLmF4yUZCvroDXhvyBKW?H7Y%Pxsf)sQnYkq{^C)6sHd*gEYkIJ0vPOBs}MNkFVqUh_uwO-|%!_5xdmS1CgPp z+u7;)Xq6+gaMc$S3fW)BfzT5}ilja6Qq2h3k1Ytf@fCYq=ktPGK}rd^R=Yj!0FH$b zTV~azEb;h6Pjf!8iAESWRJt(xDB9L2^*v*lNG^#KI5sZsGm58u-Bvu^hF~J#D??Ce zSM|aitXy2vVPgx~I~p{fD^p$$SI(>;$%Yf4kK2qoAUE*vK!YX`IUOPD8xA!d2Nqu; z9$!?c+YZ!wd=!oZKAUn1?MU3X!b|-+uFnS(OyA%Hl)QgUg`U1l4B;az7S16+pkrKJ zrd1Cy-NRIYs9$%p`t87AJ+_QaZ~KfA+J)l0G$Jh$pNpKKz{hHk2y5IJbEv%X?T9X811 z-t-V4z`fwt&JljdHV{bQPi7C2CY&YBc#xsAUPdr=cgzkBdo~)K9^@)Y8cmdx%z@Rn zYdQy#%__L3YYUK)+mU)16Oj<=W3d&?V=7hmg0SGl4*>$hpganKu?3O|-&5@NEqNx9K!R%G0gbRb_;B zUwn2e=x!jqtDFcB2wV01DxmtUhC}!T@-ZO#=iUwJqt!(~2148sqrv2qf|+K_j0TgtPw)GQA<`1r%q zo=1i-9rqFqa^|Jsad}1qxt5qJxDM=BpqFG5xDJQAY@RFA!bZ1UA4tiOA9%;ZH(dE( z!0~YcN@fiVZfgjUbcFRVyh#p`vN+FJ_8r^T#VB`2Xy_@SfInMygSueoG7^) z-M5P(_W^q=ijw}=xVUpvf>Mpc;giBatJ7YHi&qF{no+a3{1Z?P9j-vR6a-8AA7a2w zalnsM;`Foj&4#{`zqNpZo~TtfqQTwIFb*^hvYf^lwJ)KaNIo&SZb!n?(;(R5y4z-t zRo4pQWxSLIU><{PCR)}_BrkAkecw#(t?`u;lYk!r1lCHa@5v}~KGs8kz?(Im_H3qq zjB5q+7sUfUgiEb@RfG=o}$e=pNez4qCqivVUu6d$fQn}DtF7<1yYTaH_ zF5+EfM&#Sy7Snyz6axuh1EZ2bM#;@#EH!L~SQwDS-3Da|N-D9+3lbDLiB*np6OwkY zDa_N|Gy?w<4W14?@f?A_PC!Eo{7-kq$rgm%3}(=ACj<54TAQuodL|ZfCWP(wC`&wC zR%DeciWBv-d~xOW03zy{3boH zyZwf#!){XsPd^?Z4)}e+d2AJPqvY08B3TIp<`MFA;r5m6Ac)@aW0BwXxajN#9RhPc zNwi;ztj_L=dA`SsgJ>~_b1d6_jbH`yb#l6yUDR$y!D>aS)NRC>H3YAz=o`JjJpB&T zx~+-}!=A84?LTs(?@EfmRdC&AO_54|ByJ)NKTh{4sJPpYaD;4i@exHQkn@$?I1x;r zL6y4A4#Yc^;1<*Ez%>1}aoVSx44bi28zCChU*JZpyPQP(p%dfMX&-odbnk9)xQEkQ zKg&2&8ZJCqeLZFGxEb-c8*Cp%%QQDtF3_9|>Orq`2oQiQ3h}6s#ocCrN`1GXqHh)T z9v>t(y1gJMV4od`)5~Uc236}eq;cssqvb$oR-x#&D~h{4(WvowL0vkbQ|Ez>a%`Mn zCqEC=g1%i@N&XWmN_Pj$_4MRhT|6eDtQu30(sU1FBVr;O6yG>7V}n2JVN$*DZ!{qNuv+0+YgEBdkX9nkC%9JqNh0wb=Vce=|03} zdb;(LI>oETW6F+B@hFl8Ye_e_+F8ZjHq9@C%JTFo2$k*=1^4tTrCr%#a(%yKvvNdJ9F-$bU2cj)3SJL6y zVLUPTuN$8pW->Qp#X^F4tR-@BLQQS;5A0ofjBRC?tXXx-V!2`>m}4-XN`GL+rQ2Ae zRhG;Qs|K|Oil(```=FWR+X>R!3QwDcyRv`8N2{zRWUWzyVwemPQ=*a|n9+&CG7Ot+ zuzmAXxavy-w(1Wp6{n{`M>)b+2~gDL^5i`BtYun>yStU`AwWQb-nv&|wvmS#9R%zw zIJdYc`5OqG{Q@4meI|IS19tFlCWF-7;s*ESLsvE>sCf^N5%!ez{SFf{_`RdZE2 zlM*wWWr8jf?Mr;)=fQ`}!c{Li=S0a}!)ZMwz0$0&bl$Iic6!7)Q0qIAa!IWL3+c0AdtGXtK!&(Hw#H0SA1?^$4;=0KwFvT|}66Osw)XQ}5OHnFs? ziFB>sa1{=sc7VR=SD8V=4Ns|W28m$$2_%I2m0d@c_8p_p(*p-6WJfA--<$BOEYXzl zcv&Me1M0Kr6oFOw6$q@cvpEd zI$zwPNPVw)OfDnX4WM4;=~v@WX-*WkFNz*8PlKyfN4-}=U4m)BJ8ZGau#~&%hz)eu zw9!m6YP#m^?dZX8r5;aI@z%~>x{c0G@d%eZC7oHU)3X*)#6&%VjJv&XVXJO=Ny!a{ z_xL7msc&vFpng^WS3+<+h6zsl5e^)W;ps!k7S>5oc0~u&DCy2axDQl=)nN()t_JRc@{}|vOFTXgi$KwZ zLYU!sqQ-hYguB2t3g<8@Cu5^jOkYu(0NXS}k%9Vie_?AlDCUc6U+nhRVN7s)} z!ilKw0U$=_rHCR0{4pSD)ikB_;2n6i18rvIG#;KSO|P9wtK2b>(?1-A%ecRo?wXpY z{VJBo%@rQwXHq!FICs^Cr4qGzO%*%X1p!znaZ zL_Ud2g-I+~WEmnc(0V4a_aU^sQ}C$s1JXK24vO z5rZOho4`<6-I!R~hgYKS+`vULURJT9B>A?OIdr(j!zmyW)Vr@!t0N}pW~`}f`=SKg z^bh$MkWd&B&}w0Pk9BRVChEAqNeGU|%u3^F%IyCFCKjtqF~RW|j$$c|kib?ATe+%C z(4egsZp8Wk3)bpdR3S86IpgU(O@oD-@fD4b{aSY=vs~)?3CF19-C?o*@IY=&fIeWjSfkDkXeWb$yv0s7*QwT`sZO)gY18T;xB{Cl6hMRnu67V3D6q8% zMk)f8b|U!9NCX801q3L9*Uc~jf)OW!KU{&U1*#K=6nJgGL0PQLF=VuU4zx zREGcok!VKHcG^z?+-eM`goyqtv@Z=4O}&9Uk|Rk*qZBCOopvpxXqC26JOl_3Xh*4* zxQ&^%0o5;$E~qb{`gsVqa}P2srorZdO}9j_V6u5MYF}+E394)`rm$7>8H%L8SO!1z zN*0dPzNdss+5m%IoHfX-I@Dgq4XV^_kd0?J;^Qf4gDghU7Z3r?wFc|T4ae#G*T~$A z9z%id9>&x6i0Brkr(FYrczh%V-f?2^G`CQ6I|09R@3RA5a7!m1a;!ES4(@vjEE6!U zxzumsUixlr57Zxe>ML2Z`dDBNm0oaul_fCO(+jdyH@NHKYTFxCn5DRt}p}Y zDX95vju(h}Gd^_p3>X8c{YYbn3(iWBY1@;=YjCOk+NJ_aK9zoG6793F**mtjNF^T> zh+zIvE^JAE0|oWtEQ6;X{HDr;j(w<{L?ychtkX|6hRtXzNK4L2S}tC@wJ+|9B-%%e zI>^VoK}wSU1g25aFhy*6&*e7VPSo%;W8FP%2+3ueZCFB5X9rCN)6irxpZt{H7NQ{8T#>I!nKkerpKyL zwZ*CLj;U30Hk_b7;#Ob|%L)>Q>>W8PQOTp?TR$=|3-D1<^p2!0Qpu2%>FG{y98P>rhlPa57 zPcFOS!AGMHz&zvWtNsWUkbN7qm+_#{pmBlYRiR8#sea|xQu1jdbsKVc zOOlrmc20)sDI}d+NgCY7j7r_c{H9wT-B6z!Mq;)iD{rJSVF%h<(xlCecFJ`c<&f*+ z8gr;|k*RGujajBAsj5e(F?1TUH?f?)Kzc=D1k)RI4b!-Wppxa=A$WWaJkmZ84PxLi z*DwUrqZVx=(UT({U8_O@lhiTS3N*#zLdbladmuNWtASfx>c@2uW5|)0hR1aU@kGf7 za^mURNo{qTrM--aP;WiqT|hRU9UL}-Hqto3$zs?v7W@{9fdAT9?`Q)NRGOkEXO}Td zBu9kEZ^uM}8{AILK3+JDxA06ea^8$&cb$i9%Srm4Fk!yECJbZ`QnyV+S6Mv(67=nf zc@`1OD4{<@;{8rAI0Oh_*zv(AIAnO68nq9LNALJCaD1E4T^-e&-2f^$Y>pQZwaf#n zR5gh#72_}h1i%1efL&@dz~@H;1k?f86dYEKms0)4#jFj#OQlr5N99!JaiW4;ogE_J zD=MW}249oiQXO4xlR-36DseW7YaQ`*!m=6qWBJCAQZvF~B5Ul{a)Ci2UBS$-Wj5U>Dg&KI1=mSjqu z<5FdJ;L;;)JXS=W*nvd-IUfMSRon#M4=%m+r&qZ8<8vC5!BowpK`WXWz|I(cmt*QEDQME=8`nmSlVZ2DAM>@z()_O z*2wseSJDiwa&))XNh!IhvIqHtr#~G0?XQ!qdewlJ5v0Wn9(ynDj}Hg@m;h4pZA?*e z%t7$@WUcW-y@p29C$L%j1jytvQbcjLImQX~uSlYOk(p@s>@(%tfV$wUGH7wXMQJi< zy;ug{6G0-=uRJ&uN7NxeAg3a$9LcO2aR?AN1PEj{G8D2~Puv*2JpEeShN2{DRf^)f zbc>lHX>cH=>2J-|>W7o-y93T(UOUC$XJQe|KL?4Tqz?pA`v^zCO1|nkJf(pGC9$jhf`ArAY45+$36xWO;6_ zGg|IaXVKiDCm-Ep`Hz~Wcpr)0S|`g@yV{!oBG&rgzQ{(Wj~ig|1DOP%ht%%_<}{pn8Alic|fcbT5~ zQ~jj5{}j*HW?Gthr#dZ9Eoz;bWSXYrnVwoS-$dWs={D2U+@?tClT4r7I^AS8vuKjx zE_2SQd7@}OvuNrtKmeA}bEhX+n%WdeGSnscIz4l$UvDu@1DxcW>CUgwji#b5^;z!x zdYkB(qT+c5KtGeOO_bDUCPnfL1Ee`M%M{IdqbQn+I;6>Tqg!k8L{affb!lodZ}R-T z#q>naM^BPWQS*FKBug`YYM!XM_nC_N3WrQuS?13r`6sGTR5VL6oBGTA zsXkvMO|#THpIOvq`TNs1vuU2Bn3lG!bxM+%)aUuRG|kl9W!|P){+s09kDl5rf2aBU zy?2_)eUf{VqN$%u%kxA_Gn=~F<)%r?@wnqNz^LRKNJ!X4B=D z=AWjCW)V$Ovph{*>J)u3=SLsi=chV7N%73D^J$)2Ec2sj`5Qe&oj*VT6(E2@(e%rm z(eyPc=3SyW{n9K+or-z~2%t(c>z$^lM!yuxZJv6cCb_fz7tsxSl6?JT`X>2W%%m+q z02LsB+T{6UTB7HdCn@Uk$-FnY&GS4L= zWtoyXqo;|A|K|BmraGhNd77_vdZH*Q<^VYWiRLt?X5M8=l4O7YN|Wd||3t-7ho$*s znU-Wu%~RZ4lPLPTJYRernwvcTB+avYv=q^YrTNs_)M=WcCn=gA+5!YnI-{RS5`8U_ zrJ2q0(-JNJMO}sg0;uxM&)LlSwJyb!4AXs{|DQ=zr=m#)2*A$NEO(l-MoW!~B#E(| zWX>m9rfHgzXu8ErMgjy-X+FzSpSnZ?XpNF6s!{RN6n!#(TI$j)MU952dFoA;sA+1G z6f+tI2%ygYCv}WgrI^t(rzwh(kA6v#sh9(x zkD@!9B$}conU*4n>TH^3na|f{ivCW~U8bq1&wQ3AnU-&ox)e)op4&w8e_ER6DdtRu z0Z#JNX5Kk9&)2z3cNR5D>aslZF3D4TbL%oSv-qdpU%t*MneJ0e%@W<|xk)qK+e}|f zQ5^<2%kxalvfNw0XqKl*n&_EHQ=?iW$sGnb)BXB&YL=fx5`EYK3e_Qyv)tzvHAALJ z(Q=ojPRl1>+&5NCW!dO!{bZSv;#vNOEYEyy(JW7tpr*RTRFTC3%{nC=0t9NRS1M+5 z7Yo(Q)Y_;35Q{B~MQlot4gmt200E1+(X=GfQlq74o@IalEWrOZP18(sK2fnO(=fpK zr}?OvGkRu`+^4?PIw=S6o)lmaV4ZL*?`LFtfDaIeSps+;AQ2#NvINKhav2~8AoB;v zTL;Km2lz0+2ME+u0x(%pF_v^t2Oxu-7SsKFSCp8VV=7ES<6##zgZqro==3QDwdyt0#^c4a2*L5F$u!VkaQ*{IPMK4S z-PG@s3Yi9^Zo=8?m~UU33(m?+jK)-gLlI-hi3Nm$gCHU=%q6pjr!8j}wTv}dWn1h- z@}BtGh$)_y(L^Qhj0!~U#Viib6|uuR4Vz9bBd6)DcabV3KX69KhBE|L))asW zT+wY$33t2Z0(F;>D66(;K9ViNL{3i&g`4r9Re`x{(5za7XjS_5@bs;bjgZaLUD7jy zj^%~8xWfTnMmX%O^2#0DpIKJf^{9@{L9N^0%OxvFOWrnMo;IL1t8R?GlGzz()su#a zT&&)apeYcw?V=L(N6-}|y-|FZPH>dErUdD(j&799Q?t{DpBLoPS8PdggdUMt!5H3Ob*LpX+8Ya+SL=C0cE zin|RlXjbigRzvEr87yxp88TwEB7p$Hzeraega(UM4rM2iz+xpB>c>q)k%_F;MN)>u zHox&748`p9DiMW}%Zc25#pqLMSZ4s{g+%4-Z{a}Wlv3gC7L~af;dPDsCT`#JYR-Px z2inXKKE>@Moq=JRK0AajJ~>?e$4TmPNYr@DfKsf4Mn}x)WS}^GD7h~R@n{|rBq?Te zm+h|g+}XVko2{6n}nzPl3D0Jxw&pT z60%pZNjxSA@D-I7g5YifLD0evuG<;qQoF9>%-T0By4KfLM9E>VkdklZ4n#1Q zSPr_UB23AQuT^DOX0p&4GKc6PBB-~QV!?}Z8Mcz$QG=lHR@cZVs4v_)8t<^U?jz*| zNp_|*s5C{9S~VLsy4{Mai@y$L@2Gwjs~r1KZ{HZ0BwG<`Zj|g!U{%(Uh(Tm^iM!3e zrDV49Sa2Tu5#qEzDSe(-(tHdw^>&urJb<#5?bs~=mWZenIO9Z$ViaS_7=o0Vnc57a z5&!@IAP5P?p&_YYG#0i!6o3OwFdj%gMj#*_8YnWIN`j#{5X3^)G90?#S;2~%NRm(xWPk?#Ls%XAXw>{5NA8pQe1Y?qL1~l)MSR=KZvP~vW@2=7W{iuB4paRF zd(+;lhVRcjt5}Ex2?Z|$<8j}zAVvqnKku)?B`Qhl{1vhrjS?pnfo<`EX&TL0;z8&B z|Kv{%hNwPhN~hT-&EI)8P9@wIkNBg1|Cz>jp4CbMJiSqEJ(tF+FH%7CHK&&8#m?-? zv)&f*x_6-l`&rax9MLhyNN?uwnydhpjm?udJC$n5cxDVdI|3DRVs@nX7v46 zZAOQ`QtTj%$4Uz|Qbrpyb{Bwf!@ot_7*C1?%z~c<8g}wFj4ovE!2$lkz!wYB1S~F_ z*NYOdjebnW-szBA8i%$(wEW&tno#m6Fj$V|BtXa&};8EXd+}x~<4u(=VPC5^z#3H(7T*wXA7nRAN{0GrC!K#>R zB}7a%N4laC+CnS^=|8GzG`6P#epz?VacXr1w4=fyvMgaq9DfSv+gKko#L58`Qq-8! z|5<8>m11{@Y8XlrYrtYb}z{_*_0wy)75q_d?Cq$XjQmn5 zNdqmc0b+4!vei`I{&2Yi^+c3?#KIqC<~mm$v4LB&d5jH6qi5 zfBqJvDY++Zl`|!B&`u!o6^oVhhT)oS^uL9(fE%(T1w#TN5k&&fTNCnD7+T6Dd~a8s zplI8#G0h}COK@n3TDV~0H|IQ~4DH~&UUzFcrlcx~`cR$G5n_c+9DzG3<&4dIW>`iP zF|!D@3`2}s(#*AFYXTFWZA$|3;+VkVAo@#B4$?xtV{g{6B{*_#;}bTz>h8s&GxCA;Jr;pl*nuzo zDQOMEcKy6+zJ$!8Las3TWV$U}bg4kd;TTxZrH#Bm;T5HOQAf3AN2BKHf$``}s}B^* zH-#;K**v6#MIa<<5EMQw;jm(fr3c|+J93u=#{O<;32|59K_%XEW5ZldJuGe6$$4#H zWSJ$OacY7xCV9w;v7A4GdZRAsBoQInn$6j=3EvM9?f3a>@Nrgj%gG435r8Vib^kWN zW;Nvz7QVFfBJ_RpL{@yj;AWsWgQ*p;ot?Y}XT&1;S8-Md0wLL$YPe$VjSTz^Wv!sk z6@$OezRXhx}7TRL(n)rlk)Z z<`;U)5u+%Yu4chq?9Tig^F*Aq4xwo1>JPC8vgjj_==E>jhr}F|^#eV)X<+YJ?MF9$ zF)e!8*eD4LxIK`to;-eUucUq8%wGu17M;WKY%dAuH_cc z;;}4n%n`vX%xX5}Fb&W_s1&O_xx*#PJ$djM@{b=lpt z%aRH=a1Q-nHg(^L0M2DK+?`e;R2lesav!lh{AkB9!R5wTW0iY@O9(zb{itSoo05ek zhltuNIfZZ_4!#G|%NONB#}HP7utFc50QWIc6n+FPRzDGuS_aIg${5fyJLz)-YJ~P}|?j!tDMo7Ib0VWm;Pr z`A1l&p)OBTqAK0Z+?~`6bUErj6k~6$zl4~4I?-g3T^*yvxQ=9e3M$kWb=x?~t7HE0 zGd^I_Xlv+;;4>NhrPKfxa;xUO-XYGMuZMSXfDWDmMEroF3OPWL&H<_^IpreB0b=#L z5j_W}?i%$Ha)9hZ%$V^oHaS4M;X>x}D8GdeZfZyYcN`6<^FX_!j>%NAR#m6-F|q#P zGn@aat8Y)VaG=*+me(~$Bf|HB++@D0NGQ*TB`rk=Fn zR4Gg8@Q5Bdieg2@`&*6@D{K zf&eBIMGL^pi}gR&^%bVP4H(U2(SQ*QT%>ox(%X^;x4U7-SP=o2xyz7l!TQEiV=Oeh z6A&pbAoSOPL(QWXz#q;H)9%1e2OOMRaOwNaC2URQf%gNDQclW7C$3^cXrA5KBdhT| zC(N8!Q6KuMO&y~-rA^=AHuroygM+YE0@M^N@MX^fSQ$0(4j9}UF66QV0IvjAdL*%| z_bET8zBa4?_i`{qlpz33@3%K>0f>;Gz#)GR@_@WpbRZhBpB? z9~|%|X!PMwepI^rKotS$Cw^$OB=!RAtO7{TT*hS_9U;XXvj}S)7&YSglCtl{S4PQY zjGF@QV4XEbAuVFL6txK|%_Mg6(5%*9|O35I^v*R3REMMRv(to72*rgBrDKIzz&Wp4=Hj z^QQ_PCWHj<3~JerW_|714e!ik9oc_& z&?MqqqM=}oSneRq0BDpjeLb@S#CEoP*gZLS4%$+s7{LuF%lt3fuR-8d$7CmldQJK< zRlhJMug~B40fqSGY@nl1uP5<92=(Xha8`W+JFAY|FIiE|d%1(a=XI6@)+xCG*r<{A zB$nI+M>j$7#$TNyuaYb4c9Js+E}rW^Fct)?n4(*$wUdpC1~LT&U>gYuXn=n;$P_S;v5e7!Gn?ISK1&#eyvk(=K4IBk$mHz7!G`pj``W&E`X z8v<&5uw^2%m6$dy-EwIqa6%v_M(;@iy4v*0F8vvyeIwtVy#Hx9o}LVbQgfB^Ri~sM zXcXXs&YEY$PvrzBEEtnbKvg)0beI5toDAQUpVGMTWdoRtjhD_id$ z77F5eAJNJ7#83dQZSFMRv=^CZDI2RdwTkiWH|lvVoI7CJ78fe}1o-6Q_skvIrvf>A zRFF(({Sa=7)uoC^vt+4#Qm%N5 z02eE*g=SlO=a6QZJ{mn?tvV)Yu>N9X`MAKXxOBfWZ1aq5m)!`Eb(a9vm_R1E1RB#N zbd^@{HLVa;O$(%*$IjN%;uXqv!i|y+p_vL3JsprnT+u;N=P{_|cor_C#&%0(f7QB+ zF1a<60ImazvQ_)Pmr@otD~Qkond6Kee1hIX8xj#WaE+)tgfvZ-xcKGwDs3>YkVH|* z_{=PSLHmAfk^H_@JzyEOB8~ITkSjD%<`t6e+2Dwwy_gz)qOBXP>h8*z?VwjPyOBDJ9hg=fzasYT)O^a2|KI&o`WmY!hDx zzK?8^mej;^3ZVZ~0J=`if6k?$o`Zi0ZI@jt13Xx=NE@n>4zdGQ|8!FkXyivb$YG$pJA{722d*gVUCAc%kf;Pq9&DYgTG6z*J0 za|LKK%zlP30J4PVUEc}RR3m0uS-{c=>5>oz;9gHe?FtfP!?!G^>8MZyP->#73o$X-^G9zs z26gTe4D9AXU2LEM)l_VLUlS7A)vErT#}rBC0w=`0XPjZR*yd?n2k+)!p26Rm!%ru! zgx!G^D&@EmEZQs`-Tc*o6BJjH2>VN=XC$0Zj`X(dSQ2Nu;Yc(#j~lLL7q*M+pYQOr!O6|J%R6O{lyX!Q|@KiDYjLKaeqV zwh66N?`1Og&Z3Y~Wv{{3k=BhP3Kqcf*;|4+9im}MWidD>*d}c%9Q^PNR z$K7cz*wnZTpM<;$Ki08)psh~|;u4%0PYT)kaVd z7%^@)N=4R<{~O~_fINbTrBb2JEz%#O31&YCMCUBFqb}m-ngT8mA@{})(Euw7*FxFa z2yRmyGRe6mskUuiP@V@jIUasIcQ^LJf~jnS<>m1OphQRyhBA@@@|Bhd=_lx{=wmxCF!{;LWEQN(ZZ6b{WJFPHSYq?AWoy2vs_ARV<0;fXKT$Z%wr| zVFl1COk{ZqHS8$g=lH`R0_-rmd4S*uihzS(2&^aqaNl^bt`2CxwdedHNJUWmGG|+q zUA#U3?>9eAXh2|q_5nFvI&#so0Xn|Hp5gsxyV2iCZAhYWR2)(S0#IuqQk{*RE(`ZL zb}*v+AreXizoj!56Fb_e3Uk;2nPdyvJAR&jX3;hO{6FtktE!?haivn>e8+#2?G)x5kib(nhg6~x4h)L`%%tSP+9dRpA$ZvIY`wPS~(CLa+{gF65&V=oSco}4J+4%dueduA+g{v3@3uF?(IB@GS*|L>PeIXW)i2r`Oz|_Xcf`o=5mDg;G*YA+;j&1piH0r zTVt&#)d~wXCybLJ13SnF4>bAzY8RY(dF+oYL|;s_&!S{%KZ8J_HZzVJcs?mn<7kf7 zyA*R$_c-~JR0wATnST9^9NK;y2L}#lycMW2ef1IBCa(J+#7i~qnpEaB!IX-zYK@+W z-mN}HTD>gLUKC8?W5O^>i|?|<3V2m|fs4Eho{tx7QV+Uxn)0>T#9w#7BHKtx22OMv zPg%4*%VE8V$n|L9IqF9HKjY2RCUSlzP|uHLK2~VSDmRo{7N%Lz%I?F;L2uHz9!nQH z%Q%-mWll!8$;{EbYZHoC2C?+_p0eyv&?L??xEFmEozystV~C`%YY?r1t5cQyC=_)o z2s_X7?>>S7Zz%>g1|cY^RzWPUbzk#*#cWAHbFTVurg@z|L#n{XVUHdR6p+d%M-ovGH-lpR!gBn>HP`2dD6JA~<+qJQg4p~Wb9%>R zmL;Ym1m(4s6x_ucJkwx|F07Me>?o?iHhP7CZ)O)(ADJyK7f)nD zX{6@HH2)UF%)dW40yXw2o`}TABte+~EME#lpvJ__aT@b2r3c*tA`s1+{1DYIg@^Nl zEctB#W)Te#0VKYwsfDwEz=Cqc%HhA}Y7yz0j1+X79(~Ii+50>Ve+nW)JSTnFtppy0PHWH;gv(+EZ# z-=argq@PM85!bBze-M;;S6 zk4vo`Wl0_}>{|wE^eSj-Slk6{M;?k6a+~( z?3xmZMvXp?SaFwy15fQhNBVHpLg>`Eqc{Kek8Z8-kqEwJ@kWf8zm{(AUwG2XZDiZx zS!7GDv5KxZS$w3^2P9WyXoJvh`(rc^0~DU=DJ? z8c8JS-(nxkd{__uvNWH$MkXP&ld$fHEV3IrbH*2QJ3V0BUpwi8@t#?7OJMJabO6Jd znoEHT9kJOFhuN!~&WO+B0elekvJpDR>#tM}!WjQgdD|0|B(t_O^Pb;}a|i}U=fEE_ z#Bs<3up$9Gd#M?Ai==b(8rtfQI-{uJm-{2KV3kU&_|))>Xn2+jQ5l{D5IVo9(_G?|$R<=n=h%&mDTt}VgUM@1Z#dv0Ivj%uNjiu9 zzeb0Nrp^H!ck?`N)fEPQnW(y_S*KFlL77OaCTbK0p}++NnJ83;*Q4Aqv$U*6SSD_P z5$A{?%*L&ys2f`>zr1z}fb+!6y?nKR$t>3Du9e$sNE_&h7$httjTk_(t_C(;`=xR*vLC=XX0w0}IxW|Fv7XYat5Yyeu+6_i91p>}+(V6~K8_ z))l7P@kGcZ133RhO|aDpxz;H0SH-TC5@xClOnUgjzM!fQ2IHue;!ayob8PoXM!s}J z69N0p!D+>|+1U_)dQs5337n7PRA_XSdn4N3^E{vQ(FD!$vR(pnUn^6Zl_>S$=hHfV z$YbG8Z>}B<;v}_XN0VR{NG24J4dWm#bl?Kc4=Okm;K@3j#1b50a*0$?GDkep7S}oG z=BmD_n%3I2o6QeOSZRtVZBTeu5@Kf*{8F}f2^H~1H5h{W_O#9E_~P2?suIp2t(< zmcV{ETIArqX5;|{2pfTTN+qMn4XF3pbu{Rjm;(jE;&?UzZc71E>AiTdOYhDn1f>D0 zf=oo7f^1HIZ8(E0G{{WAdpC^(%^!6ekR-?^3>9QJk^8 zjVrJY15az}Og&Tvi9lH90_rMi##O@heFgcjHiIfbp3w^OF}fAZrz0{sYoUT1qf=8L zJR9Z8;*;(h3_#cocldJW8yH#p&j0>Ls0W*`yKdXZAxH(-A zVthfI{pRk`>xSp{vVwfk7&)bq$xD?rdE1BvodjMoIhmn?j4^tKWb)T#5^HwhZi2+n z1T}&x--oY8l9`z~gBrcnuST}#M%_x%oTG{w$G5A7^znvQBhbT*R1#`Tm(B%(+sEDw z!x{uxh#*&pt5FGR)WXifHoF3Kv{a!+VXLtr(iJ!|16{zIXt`7k2)EFHe#al2L!L7b zck)s~s|=y{B8dqIUm3X?LyFvEUnCZ_azfZ*(q~T)0F;wdIRR~Aw81?zC;t3? zr<^$4uE}jz=y7L{=0t1V+}YIuMHuPLb|^zf`zlQdH;Iw;!7SSC=vcW(55}J9?1(we zF5DQXb#vlceHJbcu#Z2L6J?qc00s7ED<_bKBs>ho_2hTGmJqC*P@AE+&TUj#;@S!c z`iA1VW{(SqE_oggNfyOT+!8_^VyeUlrI)KqI zfA$i4RjyS4bUF)WQ10CqSp;1V(T&gjN?hSr*gZn*bqEtYZk^Y#Yx5(vE?qi}g&>N{ zU*bLk5M~Dqq9+Yw$p<@DC~i&a8n7kqkU?=zG+Bi~D@JK1a}Gv2A_#;0L=`w;uu40I zFx&6)x270DwokOyPPfwqVG%HWRXSuVMv$YrVo+QOf|z^A_A8gKzegjMVw}JspB9)2|)8CKf;*lGcqA4?tX;xrS=O6D6Tvb`8Dwt zDsmCU1zzIzu2h{OiyeAk4`GZN(6HRFR0d&OUqgIs0lk@4`rojamtap|9%o>WD=Wdg z0yH}8u#z2t6{t2KQ6S8Wn>-sMgU6^?`@QBHqZXKaGbVdI26`OBzabKunC5J%eK6XD z8Zr$=o-Ufk11pyLiC{SRyYlLh0?@2C9aO7_wtpHJgxoE?K*dF+y1=9+!#*13N+Yr6b~$xKrl-J88sNk`NIw4 zf{WtQ$pk{&d;8R8ql?@F3YyuVXQLC+v|<0?WndL=LEd~S$vB0Df(aTeLZ-LSOx@dh z1q82O0|thMdcBH$ds_h|!y?|!XK%|D?8i?@0Fsfki!$P^&wC5@not05VT$}O_tv>+ z`TqoFV4ijDdyYMn+gle0)vCU$mu7(x{2xfm{RELQ&i5D12H4vX*aRdS*fhfjWG;UZ zS>|cf*tf4H`1OT&S2?5ifO~~3^U*nPU}eBD zUvApK`u1&^EV9>WAitdKh#S;>-%=|T6S;I@11lR<=l@TN;sv8Ig5I4zpLgE2me7N% zDrlHNaFsj4!E}(-qYj+)-7_OtLFN$zLq8a79HAwkDq{x*yFrpxoCHlkrAzHdJ`-5T z&E`;J8sL^)^BWZ`LL?;m=tuDYS9H;uSLk4=TS@s6?8kaDs__D@JThZ7+urtqh^+Clmqo zVW$W#hNTb*8oUw!+*7`+VYO%|K_~(s6rx$fuGB{+#ihbHU>E^tXr2VE9snNf2{&Jw z`{`i1UH}%F#`;^+XcmgnFF-ya5GzAo*N_C4I!hQ032zO>T_Ar7hp(u2g_v+4xSI0h zycIjmmNlJeV?sAx=fIlLw|~X0p*AHguZuILWY>7<<@V%56)5`*A(&Va6>DDY0 zW%*H5+)TPCic#(4Wqyx(36sU{X*iInvrtj{WF-SCGQ!Jb6co zHFhYc#kfbC-rc3El~3d>l(*wGrA1=`C?ng;Y>&KH-b49PnCpCY zs;hc3ff$PbCW}J?9n}uyxLZQ3_W^H=qzu=d+|s^lCWn3$?K1HxI2Lg0q#kM%`Ncyy zUF3tpvKR${G!AO&udO9myY4wefWKL!lEz$5<3a`+ z7NbPj#u(A2QZYG+RnbJ>k~SZ>+5>HH85ex~4F*r(Brz?o&Iht=GC0cXmZ6zXY&}6> z23an#igT6C^PP-9NT`zhlbv;@z#jCegFuKxQxZzQNh^Vih+&5sE9Qw24c`HKNg%A0 z?LncOt@1%Z&8reHpVVtZ&j5wl`eKHA(*&sqlU-@qd_`}BhuWj^Ys4^swk)iz_UQc- zNXry@zGGPcaV2ms1cL=64{XQHNLj`_jMqrjpb<`1rp_a6iM3ee+B}m^0aB2tC__fv1GPdanBJIDG$`*G#k*U1Cq5jN#Aqs3W8`V59DE2vY*kil)OD z5kvBQ86W>UK^wRld0_}#tmYX8%6Mv4+n~+_>+^pd_eLg|!4K?rthx+zU^8I2i;U@%bKV}#xAnR7a@#mfj)G51O27XBH12R1mkGPuCR z99Ze4#13#6gFYFqEig~6|B^fdkvPr17ub^SN6vwb?5z>7CALWTQEnHvA^I`v?!cak zEYlcRy1)R^Y_E4WCFzs`dvdGU%PjR#9GIdTH~iFL+_(i+Is`hAKF}c>o{VyVxfA1N z<7A6)Ud1K?iiH3W!({o^+sK_Qu*|ICxYXj+tu&`Ego~#0-_95 zV`24Iu(|`3@dzj8_Ve9C&|QPWoq(SOGoW!=z;3rrBqmpQ2(CNGJkZQB^|i)&x=U}` zOJ-?@00;R8js)pa^@3qeFX9g4B?uPDx)}pwE|O;&LShgB#>{8m>vbp$lrW|s?Ks|K z$&Cbt2~aUq@kP|(G^9uwV>JX~K?~99r!LQ zEJt1bkd&q&#y0;{$|Nun#uXtPC~v&73}akK{I`9zs>lMy_1o`r-k!2H07F4X5;1vXSka|fB+sjD$31&ZWF24_^dW~tXMhEoDW%XKS`M666 z7)Ay}?y1sZK&a1bU3F9K`dr1=I^2Uu^KbNOd&T%bqh2PsTwB z)+G!Vu&^&*~f-x{q`*%@w+>4DI`mI9R3%Gsv?p;iS@ROtA|twAEjC~*cV8R~}>hq7?z z0N4E6BS|x3Iy1(%$7)ZE_tS4mFG4$Is(_KAiy5}I8j`i7zK#Lom7BkCIrsgKfM%+w z*bk;**7=<^AtgK6bMC(}DC;~1EjTuvpALbG<_L(*`Cl0ScC!@$WckWEm{1Zz0lOk( zIkjD!0$Fi9FgDHFtz(h?Xd~SU46I>upSYCk(S1gYrCY?TMe!~)@Z4;LmGTM`?N(0y z%;J!Y`My-`>8M{SB-Wx(W~{ef2HhW<)?Trn{H?9y#28p$Z~7iUQ$V%pG|R^r5Uo&Y zeGf(*-hlASR|M0D=ZWQf%~he=NPKeP3@f{$qqaBHkn?TdC5_d};%b-#XW9w_=RGz| zQ;3Nme?uyCWd04#+e1&bK+nwRKx18H)OlqBrV->rwxZ8joN%QD+#8thL2>pKaDoqfSfF3yeoG%wOw$b?XEKl zI$Fe=h`3i!a}|Z?z)r3xvjR%R0l?H~5G-Asj}9%~KCo!_ruyOg6HJ)=E5Er1f-g95FyXY9hh}+W&efC<>-(c)S6aM~M`N@SJ3);e^tFr{}Ej zPhthB$7f(8F?kO=nwi0+RuE=BdPL?$L;*5ak}$ehVXS&E6QJGj3=tXdzyvTa9W>%J zB{SWyd4)`jQqaT1DbIt)&!%*eZhThcrwejOF>szgDBG1S1e=FZQ-Q$Z-;8V?U`A;L za`FOKt)3=2IyK$ka=v;u0?zrB0nqNF%*YHaoY~K$*s@9*&GDYxfHCJ)VDyA+il1j% z*Tg7hXcS9ylfR@Qk%llico&IDYO;&OZIWYLw7xt zTwM~U0>7>*{TdR`^(H4Q)fmahCM0Q6s1z~!cyUkKWe!JXN2aywYo!{9dwzv)cq-WP*qde?NmkaE#FA&OF#;D(80Czk zW4}$w<4S>sT9_d1Nhr%N5LAJWM(Os=1Ecm(I`#&1@5`cK6e}*RJRFOH%K1AmtV%|` zhmT_>@g5T%5ce_<>)im!#>i#i%%m_J0X5!z`0XO>%*^^Itk0$u6~18L+k>Nmnyh~? z`*+)&bb*3Bs~VjRzNz234uSe$a3{*emf{=Pp`p9CVyiIW$90!V7LN8oJ<5BS{Dh+k zo!5>{oM*BC^IWDH1`q~(!gW{WKj;!rG9jCbI7YcpnGZenspvebsXka(%uP8s>%eN@ znLbRbH81R-xqj5BoeID^<27i7dQkyd1U*c_T zr;fj0^xS!O9bD{Ck1R}v-_yn;Ria=9$czf7RFw$g1M7*;PTw;V$%E3gQXX@2#bf2j zt-Ox!QMcmX1_nXj8LDPY-nJJ0A(~k@s&pt%;MVvP%+vL7Ysn3+k>eV@R;e*W;q6&V z4g*VL@LN4tZAYR))F<0G+F-OnXcpU^Au?wl3Y&6@tpV~!Sz)W$#fJFvNKDu~(ESSK zMT-r}Fwsjcgo)N=2~Sl2fNoW6vS&;sfc6~MW9vfYByxyUoq18uo^#!vQ%+zr=?21f zW<))=34MU^me2~&d>9^5P;AE}32_LyHLKaLXMR;|I01&}LA^Z~nLSs$aXl2xzHX^p%dQk_kw;FdqZgE6dv4-<=(7GkU z1{3qLZBJBedAo!W+^@p?zb`MeDR1!d(UG1gypQlDA4jUO8BMU7E7Ws~pKcdR(R);d5nv;(rfcChNEIYs}VFmH2xt;fBNFtuUpnuf)Fpf-e+2KhT@ zph7*L;gp%XUL>(E9?asnw?f?3uS{;#@m6~TxSfI`Q5+*o$AT>u1~e)F2=!hZ?Ge{= zGU=vVTo!5V7Ab>qV^;%kZn+rJ;sD!_?x5&OhvTx9XR=%zYFyibxYlf7%iok2hmq>K zaWPdP(&h{Zji+a()LIe+6DyOly`bSi1DrR8V35C2Rfu0x)Jz83aOZaqSARu~UdFQA zf>9P1CYPw|h?AAMcGN^^ewjSi7q#r=gRmQJa3QB`6C811lB`NQY)2s{+vyi>16?Tkm)N za!hn^~yR`h>1HH+bFhHDL*?39-zfy>T`NJ&A_tk+f;e18Rj}qX&PtYH03I z;zG?=7jmJr01Is!GpK@vO8DQpVN$>7+0A+vrO71Jvp5weMOk0Uu~a`$t}WEk4;ZeJ2Cf*q4ryK+YT-Fr@CC}3fF_Q~=wg5ms*X0s46C698EeUc z=$x*-822j-J)3al+I}#s#LL1+r!ksrAF0b`m8&LNFbJA;<)<(RcQ*;PV92&eHG+tU zG7qO3`PZ~z@H9htDsGQb;Z6XeyAk_Pr4q`Wnw#ou*K-iuql%l*ww{eMVlb3a#jRxB z5nYg$9x(%%1MvRdjQURAR=RgW*FY2GM`OtwXp2efT_oUX%bTa%yMo}Wbz<+9uhjhN zU;|H)SV2A(a7t^Om53#&Jo1u9(K)iURt}@QMvPtZJjh{Ihj%2WM&xPF*5GiMK_fiE zD|*eEayzgs__veJqqFh486ecgpBGJD!<#0Wr(XIey^hTwsZY&0q2oa#y!2VJ>8q{< zcOpCj6D3YHr^(0zm4*q~S4W)UX%stxWSl0?&%lQ8z~R-nXD5#ePI#Q*{dsaru;jrU zARbmSM+OlsK(TbR9Pr)K zY&uQXJ0G}LfbUpR6e65f5lf9|aLk%RSYpZ?hGX<=hO0c-T~zxyMWo zf!_?RW*a=9-Kx)Obe3KXbA4ono0?z=MNTTg+FBO8)ll(u9X7}d4S6dQ8Jj z2XDvx5;8M2W()~<7y!)R@Fv$6-NHJb_Pae|SY$I+dmx9cOkQ%PGT=}mU2*!hZ^1oW zoS_l|?n5cxcAULC{WQMfhBHB*9NIzrZ`!+Py|CUH<3vHKEgeeW1EhywVb^QX)@o@S z0pabINNhAMNXGo6N+Wn2>T`zfLOu0pH?%YYvB?cOp5cso+M;H+w}@DKJs%Ui#Jq;D zDQt#4T4vn8{;+W$zE+ej1I-*gX;}=)E_k>``}Rq8^Y-5zxEq}p_IZf`^YoIPYY=lOQXs|mo}+Nlt5g=+@J^=uA;dg5(>&Oh zlfai**iE%(1YPxu4U7%Ybz+er9JuGsiusa}-8FDdkX|cMPp;bRAFTc(mcfSpC$#RvK3s-zS&F3XO0RJ z4vAjI@{VhKWDk;78wcSl>O}oi%h}RsXQ~^iibe$TgE9qsuvJch;gOGdnVV%8Iz~a8T%{w&yg{(I)>m^oD{<*4 z`N7&mUESf`>57YTKf_~wdmVFb*RmA3)Q(9W4J|;vRt;xJhUp)4IK&!ElM59?SL=>R zk;EPIEm~F}$JFq66#d_3cogZIBPg>z(%VZ>A9*F#bb;vh=gI8GL>GduR#T3beSTpx zU1ssUz7H}`s2E2pie-{n<-BYytjJPK6O`FAiG?B<^RnjhOECLcQG~=}T`YZSD@oit zU-0H(94d=42?j!?iq)F8_6+eZoFLT5S}Ob4G|`2Zgf}%2v_iz_+J7|J1Sp4#c;Xy7 zw}8?Oj-wZUgFNgYB*}EnVxC?sY9J3Ah=g)LwL%5tVKTdq8?G#`#K+(&iY|6si_XXv z0kW*K`w-acoEQ4Tnh70+fshAuru7&rOq7D`c@>FIS@EO zk0z_Ai^EoQCc3t2)z$M~H_4R>C3Q*6eL-VXN%;p6^@=CxLo2bq-o|GEgoXin6k3GtpSw6fQ z&*=}+&=j%6u8T_fEXET~uSP8KD#H7YY>ejQtoH0SQM*mem`?xs7>@n5pS?!xD7FhR zNrdj)kB-GK{@SM!b4W{^2gBVaRRvPK(p|l^W=P6>r_Qm?z7C1TryD)U_8Li@qzx$zHgh)}dWvz=+_A{N zGfWzW%CTdd{hyTBq38{-yTpo|KFt0bx6FhpSLYfdKOeJCFLgV!AsWllln|+mTr2Dvd>%h8mV^k)P@S#MT&7G*Hi0ZmB1h@rmUq9M*-| zoxY5SMAeX0T-yoNsA}=4`;5gi7gaRe6pO}hJ#j^guQV}aAl^xAe6={D;izL&ztSzP zLp1U2N?g%Ex#uS20Z4bs(}Fcrm7(Y1q8lr(cB+=;5gI#@u=3fMYtv)=%QHeDMszb~ zP|@%U*Y2W1%0WdV`@K_PYxI^>&<#b>i;8D*VPi6!7oC40 zH;fF~8=INpL{&A#%GJkW@|egmt~j38ix&Cu?2Zov2e2a(n$?)%Y#{R_yq1^+l>>zb zrsJb=i3M*U8`;cxmZ-X=Od2s6w}E$Qf4GPMBvm=`#BDgu>n`u4urknO^v#Jc!5gYS ztK8Xh+~&ez>v1-eo$lvPig7JFpY&+QxHAlUBxlD87cdw}S|lQr`v4voXs9c7d-EdJ z45iMUc~k=j3Jdn_y)&9PZB7()ps-LSWaVGQinD!8)8clZut1Z^nI{{)!A4|Qx;&yO zD{;^bo{p5Zu`t(9)yt3sm4?5{Tu&_zy9Q>g4j*H~+;c`E7bVPr!a~{Rem2I7Ty)ZU zcnz8Zg@w79=|+}0#tbI+Ww}cx=7#dZAsf3W%nU4jvf+$0_>%t0tBZwgAlGkYiB@4V z$dOsiJ6!eUvj4T|CR;x$T+my@A6EIkxIBoP}OBtm0_=#A43h9AAoP96t+O!cx@ z+0Yq>r81wz3o!+>OZi3S#7pBGr#{!HvR*V4lN-{`nRT*yqbTGOSq+j8iZ!B(jmAzh zhV5pzv0|PfpUwR2O9%wsbW&7)g-Zf|=w!TOCZmrrhR7NUR@Jr6#N-o4Jrz+XN@d#W z%#0)RNpaJIp?5-*YKbv)Eh*XWY+|Mk6cjK44@<-nG@p5?95z$NCM0p1Tx8?97}x(< z_Zg?5i>H*{ou{H5vl_;!Q)U+NnWTtuD_^i|SWSuW}qP6cb|?CQnDbwf2*Cen0M=_gnm zyR<8Q7oNr%`#mK2S&9#Nkr~~36LRIn&nJDcS0y7(%|)pP_vf71-`guACsIO$5UMn0 z{V;DO9dn}nW+^@L&c)(f(_htib=OFgd{`ytWSdSiZ`PAC6>n66> z8Od~ULh6vr`d(?RnT{c})aGmu&tzVIEH&J-61p>}W3!V&Fon-{F^gO_2BX-^GM0=k z$Vp|Bse;qPNX50LQQc`6R+sv$T5+t9&qi{I7HxIo&=kWOxgKKB{C3n)_&Oe~9A;)D zcZ%KFD#L0WS2iY>cO*Tu6CzZwK?N5izySv|pg;u^ zCK#aZDq@c^L*3+jXOT$A!l|zwL;Xg(PD-VPW~TVWH;8u-+qed z<;CVmYeBCZrR7Z@V>}kgY!X&RcOk=r;i_K4mTCWAF?2^ot!Wvh%dtIcc2syUluY%2 zro8XwPTUV@jdR0!U<$?hprSK{R8Q26)sDuuPggS`v&Wp(oRscSTreVwUJ`U05y@>N zlPD7{WHu6FvLOxoN1bcN_X@j}RlZPTzdRX<;t0p2=7(@*OjL5xTRWUyr^uKEQ;pRP zJ&d!}m1Ep;$&ZdsT2bck z6bcU=ida;-vznkWv^=3rFe`YC zlA$&o>fC9fXyG(Rn>WmOCgiD6yHfS$v{6o6bTIg578`LVs!FzeMr5oF6UoS!Mrwx; z*%e*Q!%Bv3pF_f_k(=Ak7`~fEqQg~f+!Y;OHY+{wf+yQ8X4&4f@753F?}zlyRQ1pi|85+NHptyI%dP-tqT;Pk%;m0>amgI)5n zsrSE>)fvUHM9$11PQ&+i#Uzt2t$1-EBpR>J{=W(kQzfFCjT)dX+rmAdW>~Ajj zOh{dQXss*eh9@PaV{v74drFqpi|wIcvjDmMODxrUA!w?C1AX1I9Sj#&N&GY^v&)qg35iHDF?2<_ zl2Me2rSnB`x}VU0!kVb*U?B14SQj#GlV#2-gmp0Vc=VGJdvG3@JJX+pX$nr7trFFP z@1Y}9<}Z(Pd6!Kz&f~5ZOD#M*<{%i6Oh<%vcR@ZQTZdhe>xmqd8!3r6e5n(okt+8g zX4490q;lPP#fStR7|0Q}QyE?mK?4yqFkvBr1|~$%Km-j$(7>zc3nB#CQDW0AM#`0= zT1>)K8EP=Wfx?1NWQrta!LhA!bjh4U#tsxFERYhfNON7V62XEDFj&A)f&nZ{;DyO;hV9i2Eo#Dofvi`zAPuZ3IzftJ=(8=+Pom6j zQW9phUxVhv<(o;=grOLTP%Z9jN<0p;IvA)@B@2=p09CAof>ICsIz^PSVaUgUf(7>e zXCWj93JUPK!bhFT@PVS48yY9h#({zbwtH1pFUNTvn34H5463W6ag@e^f(7StiJXOE zY#@--qS6O$gys;FI=k3$Lg+#LjHDq$4;&4R%HDaH<3Paz`ph^`n82AYC&Q#K5izbF z=$RJ_8}ZqQ50rKe6fCf*-!-R>ks(32<>L_3bPuh9Y+eslNIAla1{J7af(Q^)GLUdV z1{e@v=zs$fD3AdNQ~(1A9B^QQ3MNFbzy%2aK!gnzBtSr7spbbdZeyzD-0L(0M>yj^ zVFEqXh)g6(s#^9cQ8M$pDv{yI{88`p6e5w}D_7LIUk`KV$Y^91VwR!W+;5y3P1JOP zGo3JgL3lCe;bb~17G%;nS7(bKjb$c77In0_s+zK4zcQ?Y?ZJL_7e_l^lqLSvlYepY z@~19F7EWB`8(QP8JR2Khw(>N_S|ui;37zpOmDxGNJCadJ3p(2_M-*j?_9~5S7a~nf zEWdoMs|wpjKlWrkl4?b&g3J*Utynb~xz4*bY&A)2tWF}XS+01!i;l0S>q;5+J`lSr z#<tm-4Yk7LeUTe(V3ab> zmK_`@EEs4;Z0@K>mLQow*5W6McttlQ_hME^;>K=O^boPw^naMK%I0~eLm!q3wiseb>h#8q@^{_VKpWp2KERLW@Mf7>EG?fMFnvf&d2OPzIwkS_@VR zm%u`KCB{#!vSL(q*Jn;3Q+#+$uNuFp*D2H|iOy zx=t0c>=h^%k@HR&+t{Gy(KOKG+?$#F;>T>Q%7(rb#v)+(X!%PS@!r>d>n2~?X!oys zc)&M1abEr&itN7N^pIpwf=uWviI{?ctI6)xcaAmt5r>(AdKa}+64Je#;^H}Q!5c4_f< z)=0z82u3FJi>J-EW&@`$q(=15zO_0 z`XRK7dM{x(hC!UKAJGhWsdo#ksPtue#_5qq+t<- ze^cC3egUAN?UkxDE0ejl;ElUwK8dd~`HNsFJoSe;Y;Yr3A}|$q5Q#bBm;?G@dX&(3 zK;a4hR16-yKw&7%jF^hiSB$}59tmwW>?MaKSxQ<@hKb}p0Rdzishbvb!B!s*kh21* zY+o8O#`>>V>rNZNws_!L=JJ%=@yP&lW*Mb?4+R98H2u0Fo>1km^g>1?SUdtgoE)r| z+W(xeaUx5Gr730j@Cf3HkU)t|57>a<>8kas(*!jqD^zzmM@1#j3(?>L6@F;$=F%9tLy~V)2K<#i@h(DrNL8!l9>`; z=Gy`n;EC;{MS~EQA(KnrG_RLAx+p-4DYtqzVa`pcJ>~BsLY@JVJ!i0C8^G zysL2UawW+@mirrxQp+MA+k))mfM?7uckN(U)}Ne864zSWODIc|IT#v3bMf6a6@Wfu zvra1#@V!LZ!4;w#lhy9b+t8UTv>>!pR>^fRZm`obmb)7MV(Z$ z(+|SjW>iR9#gfr<9ME-@P69GOe{RQ|f!={#!Q<@sH~0)d|0j$8;5O!CATpshY6wAx zl#CR;x&V?=E)t!Lb<3U%#%ciVm_o114z{~Qe~_druGDJqkM`VlDUdi7Gr?*@p7k3BM-WK% z%K#UWt>980Eb{|E5TOvZlDd&;{6b*7>}#ot;{)8+BeV6St3q}y8g=>4TIW3WA2i8z z!YbYB4ERI8yPyZ$yUovfKAT@I@473H06Gb`CMa0h6(((vgRX=?{%MqerIH_Mz@k2( zZxc`;p6Rgk^UWg9TFL}`csL}>yc}4ttvhJ4oOd72lq4u=cV{JkKda`nszs=Lcc3Zl zK4Ap!w)PTmHW!jQu-hktlvoGD2Ikahl-l|$69Z6J8A*Yxr6_g;^U)s@M9&|weg+*b zUTLHTpW$*hM8)u%P|Vz3U1@!TtK`bNfQJxBh$Y!DgCx;_5E4a~!&e!tV?WU)npsqr zVQr&@aG`w3X^XgDe>Hv1-a3DQINDKtL;7H%;BqJ{yE1!cRhH{tSKevhExE#)R5;5> zUlO!fEsF*;4YgNMs2=X^6Ue1Uv`5|@=uc!!ftQ3uad?4Xw}3Rmy&&DgXkO6;up+CU zN^TG5#lT>HZYP3mP9~E{@zET+12`|A5);c8pv$H;SMAE3!$b~^nzd;K`BJ2~gr`Yc zN`5-JA#cr@C(~$EYV42z*=xtZe?z3n{3q+U?Z{{%4|KgD%EBp4f>R_I7|B+bOgvFB z=Q46}oe0KwYJ$PRCv#vw4l(b@-bXiuDD;}TfDU*wnsVv+5gF`h^9M}xqG zWL7!bKiU?m;FQl?FbS!d?Neqx+LJIL3##b5P2??&5{39=`(feNLQqePl1(hB4eUxAOyvbC>y8d&m9?KqWt(1=N{4f6I%r%bghZ9 zcEPniE`Z>n@s9q)n<$tT-Uq0E{u&h5h|ljP3O0-Gqke0Mc74^NCJHiuu2n*eQFBn8 zeCBMTq_%XQvh&e~nkZNWL|mmm^EPlsdootk3vmGO;|xs{BG*z}L-9s_i#Jg+FXR{m zHeXU`Oz`s4Y>$GKW{DcwM{3Tkd@3i3xx1~c*q_GHn3(i!m|&rX_U~7TJ!nOVliH7f zd!p<`r~Iz(-wIm`UcoTogyqOpR@^=$RA*W@TApC;e~;^Oq7;-!GcaLh1_B$ThL3Rx z8=>0C6uvZUW6Ce1;mAt5-aU&39`?suu%k+*AK!F|4q&edc^AmiMAd!B(O?LnIkeh zAxS%oN)T{MY?yShNqNMgtcaBa;cf4=4XW57Rd55!J>}58=qNeCHC${!Y+E^zDp=(F zDnci?PTxy&(eveTi_R9eyYNuJ4NxfXfcA_bsOkohA18FLaXw2RanFJy5Gy`HDc-

f-|r3#k(9i5j*%Ek>1kpVR#zI@o z(UMc3_UZi6@oLWiOV8LOV++Pkn`X38r&3%WmAYOmHmY2WNFm|v#gvfqzO2QAAjx;P zy6#7E#y?p@x}<29*r>3-Xjz=9S#TUMq7^zW1%j7UW!xlSqQEESn8#?7-Z1=}3eoZqdyRF9$g38pDTYX&Ua(>y$xpV`g zkPfrt`6{>Vw^8Qq(5+xkv#K1SH@Faiu1seuA8n^J^99{hS;87CnD(9669JXtFv>nS z(j6RiMptm=7uWV(!P3`R82ULmF`CFy0r2 zJOD8$2fCeN>WQ())9Vp;@XMS8{QH8MTlaYtBB9uL;&pwR`g&9x`m02Y{2|O!3g1g` zVQY`6*D+NCh3{u|27n7Q{q?#U(?6IZkN)Mud#(jvZp=JEfCPs`Pv++onFjSJ244KM z_H$IHEfgGmg@bY1h|r~%JP0>QJbBfU^=}oS&VTOjlJ)4OruR9$=R1+n?pG@aLaQi% z03z$h`vNR~#zc)UXCJE)lBOBe67#jbMU7A&*%5s{MZ45#G1=%TQt7 zT;S_;tM1+-1VX?;Pw_wo9}Naq#mW&3i-sY7EKZBq{3=U6%32;@kp1sJmYVw)9~qV$ z;ol?fXXD8;@Tz^77j~lAe7b-$ zJwZi(CE-Ft2V<{cJ!=Ev0ZJdEj&t`?+yEPX)rNAdbje@Ky@c_$Z%BXbTjo_%M|KD} zSb^uYU{*M33d)LDWn92PtuWj!TrGhfiyNyP+kX6CiJTiuQ|F@zWV%xdC%Iv4v%J{# zp>;Ws@qzrIhQrQK3%&vhwaDV9r@lq2C)f#DMWhLGnBrdnu2R@Id|HBK3$msfXFL98 zCU{WL;vh;4-g%0(WF1lX6KaRjo3O|Xg+9FZ{8zu4*Jz86KhF)wRv}GVCboM<$Pm^0 zc^)ks2_Y#8*A?xb6;}bfl4_)`GKnI_etPz886lI%v@5bp`Cig2dOG2` zlHXi_J`3B0{1?QSzNyMnPj>Byh|x!2kb9dv6DJ03DbkvW{{d6kMR)$5;wNZwvV>Q4 z&yTjrfq^lBEMu6$wpjy)=(*ANsMO|}S)DMH zxaFi@Aw;~-ziyEOXX4N%J}sFTi>B~)@zF4nI2lovQo^a~%Fn?>uEC-bFa!^YSw8*& zk7<4rK<07&+}~|%E6B0O8;LJ`Sr@ke0Q8>IWvJ;Uz05f6N0ObJ(dvJmn)dmTIG!E9 ztVN-wn+Io0+9v^n=}z)PhrA)>SDlM3jkg)%!xUwjZgaFBloPK#FeBSvvKl=0w-U=b z*BkSAHg+|Jzr4ZyA|Fq?>He`JVEj(=STGxO5}*b)O5H68C9LsY>7D-#nqu z3RPCtT(#NqqAI-pfIuEj{1cmlWnN!Y5P4Dx)J+Z@X4vW1X6*VcR7HbgZlMRb-n!p@ z!{`^XT(nrFli~~_1KHOvqWt!$JZ~V1a1RiTTBAN$%XMg7OQ6SE=IYR65>2X zo!s--QU^rkGjiS^QXC}EX~(BLdg0Hn#pFCWdH&D1pT4JoeAd4fRW+y`mnppXH8&~R zJ%^Cgu~C0WNb{r>0%i!={Vic6%cJksAiLLg_w2M5gl2Pk8O;5b?(*Dt1BrhA`ePx@ z6U?V3XtDd}(rcrvW%3Nb}@4Omu!pbp59F zBA=(+!h0*$w-C}i32o-iFGJJ#&hJYDO0>0$2LnFJ3-3qPJf7E2AksYX9-!uz_vuXp z|I0t(l-F8|YFMX< zNgVENoT1GVP?%qK?QWR%cdWk))jXMhzE^-r{?GB8p&R<6ev@)~_Bi>>0)}c9G#f$s zyrRrgsjlE&BYx4NKM9l(rA(@=?|BA?SMIfFNfGWg`@gpq)h8BZo?_EKWuC<^s@UNY zSq!6Fhjz8ay6N?7@<#m`(DyZUGxkCfdns2n#Y-9bwn`VYYE#r1Wt3W)A`9VMO~^flF+g^@GF-}t zP#$Pbmj0tVa)L=zvqYdcX87Z==`X@n`zb6iLG^TC8?v!31q2`D56kD@ME!vEKv^!^ zpU9;Jx<6-VVd(Ed^<(^c_5o=oxvWgDXRH8%l3jCh>9kAYY1-B!YTmQRsXHwVl|>A) z#r$hQ;`<&*NZbFWxR3eCKbCw>RbnDW@F@dlW}SE6k$+KmnXGT*7-m@uGhjT)z)h z@OveTtmGY!nXL#kK0AwUrCb`*d>a3cPD`S$IK`NKkzwdhyI z6z+@M`WV18;-Cz(aG_}@U&hq7WAcD4^PCb5(wvw&?K-a?zFxnuR9+ecg)&!oR&ZXX zy*}b^?nZ4AJjb2hdLGvE;gZlfqb%QYcyVdT;+56=oZXgoqbo0hNi{)L47QEHirgYU zWNQe;X8{ndMb>*%sFj(&N-w;9G`t5`z-y|U#F5W=SEF|DF1Ij$ZrQSw5c{K&9>qrC z=1NU=wu9rZ|EtPA^hXMr1 zKf>XJMF^|=>P7qhc*0QM1(dpVE0c`I-rimv zW~MA|yV4Llq1~L*qI5VYm25uDG{Dlp`gzH=3A8Z+qn>1?a4fSP_+Y}dcF|@ zF$F#C2o*g^vXeI29=*Cmpx*vFc8po1bcPj*Mef`AtcHhWi%)GHa4JY;XTpdxX+ifY za$9PXGxx#9t&AAqgnCF13di5gZ3?#}aYu%Nuv9%Ut+zW{D|E#?hIrA2F;x@iSxG*YE^8rsBj6Y6RFjZBWLO?nU76AnHDEG@LDGuW;EW2hnHJul`(* zFlDdER#ISc?HM_m`q;*i@aofAguCfQIk41o=b-RJW?Qx_jTD2Ct23DD=)&TZM>Rakk4Qi8@Gx~` zB9QR5O3aVODX|P=c8e-~dXCHxrb=l3LK^B_e$*e4qD1T_gN!>DyO{TzpG1!-3V<6E zK#$~QSX`!NLWGqfrlCbHeDkb5ImoR{Ag(ayE>q zp0f;xYhkWVxA3EF`O+pWaSfFq$?8H34mQuyoNdbqgQ*sIuc|~T z5>72(7>A$K1SQ_i4-;#PvRlcNPFt!r)cr-tL0?7gR2=9yTc#Hd37b!>UeYXV>xY58 zMb@UYR8He)L)inPpcTO{;oR1uwNRpZCsibhI1CA5w-L4t`;^4-!U09o_qA7lp}iL# z{w?uXY4JK^QSJRn6b{w+Li1D;MvpB^no?#unu@H8L%DfDzUoz*kYE^uw?J_nq7)m2 zpI$R!Yn6W~9~`WLy#)@#;={)qM8c&<#^OMysWw^M`V>sVSVEN_WYJarDHB#aHZ&|s z$|})rHr~Dni}ydq_RQbYHyGDb0!7*#Tx*W6HETX}SgJo$D#96JKRhCHTA2+mu=?Aw$ zkO`I$R}}2?7-qBm)}pp_V9pV(=Lb+B=lV%3qgZWKG#<{?z3Ne;IM`0N<@Ty7KRNKQ zP=70|owO(eq(Z+Ve8WyXdb*HvRkB$kQwHV8rX#skEhBzJj z2^a{Bn*rJu*4xa83ZiD%UA1nMJ=}wf0oT?tXj(fOYw1x@Q&naEO9U2K!hDb4GJy`Q zP_qd1d4R**h!##n7KTc2H549%O?=Lhmgk3f1-$R;{fbj1WLyLsPKw9Jf>^CU0cMMM zvEacfPV`fe}tAS|Gnb5iv(wI{-dYHS!rkP ztPZAse3p4Z*l*tt$Sj%9_X|$K{OfQ23%jJ0gOnva)=mle>#ML$%H&7J_t<5scZBQIgbE;}9_X`EFU-K=rs1>S~M;e!)o_ zMC%waf!9MB7bHIzwDb^5+=U%<{h!WuQ(p_M$+}jwMzk302xkQZ73kHc=2bNaQ#>>d zE$csae%$b1D;Z~WRCs9TMO-E@Be-@2E);1r8GW*+5LO(XRTBAdQYf`5Q6 zm|wJ}=9{>zQOIkfIdgH8M}{`4s18`(R-a~d!NPJPqpx4H*zA2@LmYCPBXT)V0h^9p%l!EQcp&YPf zzV;7r)_X~_-g#T!l=Fv08FUR1T}Hv(YgFsgjfX{BGT8NTaLM9GL;}P--`SD%En_*p zk=0{am4exa6<05oBwjtXKtrQy#~`R8f;FCgNi>2VO4ke<-Rl}lmoCC|F zl^pUnr2?zCTjC7BIp7YBszS>$$1}(3cZphhL#ah#c`%_wjbJz`{M&SVLx&1}yL3dA zOW^ylL)^#=XUW=v#pR7gimXDjcW!TITCUK9XCSTx8Ive2IMK~}2$yk$vTJmR8EAx@ zXo%I1A2YXjBxygdbFw@>d8Xh<*Dv}N->zqwJ2`r>o>^%RuzL| zy5b6wkcfg~&w#A7P(U~d{BZ$#g3T@;U}=(S1LAA@F(P3deWt3094Dld+>&;E1zHj< zrNAZK0^tGz17bnPDM=FXOhq%F3f@;>@x|C!Nz4MVzij+Fv6}0!Ol*$rMBPm6uY1OX zOl3ByY~I?ubHy;T_A2*xpPQ2^qbLy<>!i}wvvo=Do+9D6s-}A#nTiuY!BkL*-!iEp z#B;c=9&#Nu>p8PJDtm4#nUc6nl>>lMU8O!-38OA_Z`C(_l#@C)#;ZANPAXwO)76P6 zcbt3$y_0Ck`22@7dl-qQZf5lMb&cC3rKov8IJ8qVuan};MQ5tjrKUw;XLo*Hl^tX+ znfgbB7H4O4Q;WHeEN*+}xI53yczn_6j6P;zdQp+_Lh7$0kI)5~$1AH_h--1R()WI1 zVdli7q+X2rQKH6d^xc4PD3nyF*f~RC*h&#!D_l*DF-q>|GRY_zVSxe(9C9swHa(GA)mYGNKsey@O~fqjMp&RQ1w8&FC9RrBoQ2Pgy^bZ(0pUPq zHWtHf+s0>5Y(O{^#7rh(y_uX98H2Qf$L3m7D$!O|k@Hg-otzUzlY%knDvqc}&s#v2 z+F2d+-iAivbS~e=p@z+AbBC8Pk1cwynSvtTi;T(!+*C(B;yQ(2NA(}as*>Q72!E<+q^~KLfj?6`N zzan7;wPzD6Fq$>di)C;+W13^CJmQSS2mm0Ev#?weQaG)O?%SO2%t&c-cF1})(}dXM zYOcG-$&k~ryQ9akMWW8Td{RV9iAWVmXA?Irsh`F}t@&Y#+~n`}*D*})XfzUzM2imq z&3A^vTx=ej`8DJ6VRJ))^^FnG;$6l_TxC{t6jDW1u~L1*iI-Yteq0tWBKGB}M%g{j zg05zCuBdC7y%oNiOjTxFsTP;StGmgYZf%YWNiwe;lxpW^I%Q!g_|i$%F*1dS?_6cqqA1~j zaKJPam)6DXW7Z=nN1gPkIWBbCjiX*;Q_K`!u&&VpBZMii^(SPogs zU~xb=6kgUDhNlKAk|E14s__hY7o*G`KqHG0nbIvRGawvDjHZfbK@Qo(EX*mDT{y)H znISAt7=j@)o?VA`#sT3Vt;HNYPJa}4L!lKvBo=ep>qO4zQTj{qsF{ixUxx_s)`Bair0?aHCdY}Q8VXaXGLuKIZp<1A zC&Ln)CHl<#B1M15&LUKPej%q-Gu zi24EHK%2PKkjZEjysG>|nWzJ1YckO>ZA0M{uNAh2G%>aGBqW`%@;xz0GJz#fuiNoR zV*KOZ-B!vV@fkf;N9WipGk;A$9k;{+l|mvl1Hyr(T#mO$QdA2m7Nr^x4p;scx;a|q zR;Ow{ikZ!KEUb#KKw+*lWh2LlwJrlwu99YI=qm!-cr2e9S)K{S{c{8~Hl*?vFKzwq zb#9$7>38$tjGa!wP!jQREpA4wQ_ThG0ZjE?v-bWi%`PE(z-p z?%du@Sad7Ez|l%-eh>Ll2j`?pW27+C+o%@oL(<3HoM)Mp3bKvrnwp~=jYNSX-J-6v zmdH_}?vN1KdRO8$=w_^Zr+SE6pqEdFT@8iT$-DSnha}`DFS*;|s)Rd})b73sUkwGe z&i-UBkKI-Rox&0M$rWIrc2Rn)AqGG)xvMK%a9rS-NP8@O zR#KTEtGns3^pc3Vr4Xu(wXClO;l=K8N4l8oM`Q+hgjKCE>{xhvBo;m)DMP-j`s1$L zE;ldgI3OH&#Q-yHhd6Z%P@=dNHDZqWTmcQqP8W7{g^G#& z{?t&Yy8Rb&5*ybV?#GYbYEAoh|yAwd39GY&;8NzWQSi zZB@P$ZtA;GsxI2;jRen&siLhF9e+kx00EMK0pS3B%jW9WZU%&d&1y&@bJFvqu+M?9 z{ccZmwoet6#9JwqU-CTIbMP=c zqnOTAxP_tPnTge9NEfLv2}v22gFoAxhVG20gzjg_Se*%fH3Z~2x^@XpR%KEr>BP>D zI(xz{6uS|{%;{GpBc&#{XjKrcTDyq+)Am`>qULw1c8*rDPuxjjzY~dUS9WzQzhpA@ z`RJrsotcSGEO}ybybi&Cw)buwU+wG(jVkkIF_mVWT-`WD|0%_beuz ziMD2ChueZ>zbHJTA)+&c~RWd~3gHx!@wj#Q_V26ckweF}*N;1`6ZFqM#*Qr}o%ngTxMiq8* z;QiTOByw_vS;5Ro6Y|vfamg7asBr&H#+f?mHWbbZ&8~t!`B!)PMGKKy7bB5sBtvx$ z5eSb;yOGvW)k~z#kul%Ogo0>i1?Iaj+fCjFhnr@F=c!qaBnW87ouKkFmF?Z$A5RD*^y>6A)k_JSL0E;(4YCW*ig%1XD057!V2)5FjufLO4WB zoW+440HY89U>Js?5CA|ahM^#!xd8|O?`u*a8_O7&sUz>!mwyY93W5pa9lhq$`GV|v zN4|>nx(`|ZAFLlc5oFtFo=C3Iq$Gurfz`O4wCy9D^TNj}0W|_yk8&r1;Y_($9A~LA zRGc0DOscXbW>6WRz^XV%$(8oe5M*TNnh9);z#c4t4TteNUqpoyz6`n!83qI`x$B6p z)MvKB$^Cm!(X&}kqKNgZkFS?-FMp{XEdX*f&1`>XFTAEZEV2HwZlCZ=axN^*%jCDu zXG{$-sxQD|o^teTu`PZymM|Aty;#3|ClD;%i1B?=JsO(XTyGTCrQWbg8X4}L<9IIC zb0ky`%U%Cf9|HHSE)YkXVs~|yCA8z4K-sAlKfkKD+%qgn<{w^(p-_e?} zf&t&iQ>>w#WI+5{i;HKQPug;n%R9MBvRVgUi<+D`IHqE0Pal^_P*$7 zklBdPeY>S(!-0l<-1=u!yyDjxbE?$b(*87b!Z;G@840cOBmg<`v;b-nG~?LT%xjWA zFL9e#uZrvaHk6l$QY}olAW+)MB#<}&D2Z`eexDzn%%HBv4I! zBf$F##hAiDsIpoY9-)v*9tLfVF&ME3KQpQMZWWk@Qp=esd`d{N1)2(zV@4xaA%H~o zUS*oCd=gpKXz&~67#BD^!Ftu53Lp>peSO6u8VnHxG_5b+P=IEQ;IFNUZh~kj=J09@ zjq!-R`xr?F62uJB839N}yHf+62uwotAUeCiiAZWh@A8Fg%Nc z9jz-E&;p;Y$KM?NG!XSXdg-3 zN-Rq=ABDlOnF4Co*}o)7^6$IO1}ZE?ju3C55Ga}qFJu-Lr4<#zL*l&-^yeE)J+YL$ zT+b+x+mg3JL;kj{<2w|JK2(A`*>NElDN4giXd|UdjFei*B>NZnFJCnMw9FfjE%FoP zHt8gRBTzc`=UtGPT!LIwJFJaW9$+T{~;SD`xswp4qXfK z`fD#E1VKwj0?NZVbv61dMAWP4n!lFKm&ZMoJ<%-6n;H(v7<8#5X8i9?ErOVj5 z10pee_~f8ubx+V0*(*U#vHVq!)lV&a=1M+nymQ;0Lqj81-+#Zd*ZJ$PvP6*fuynhr zaaIkA52or76H@g%oJ{k_;0H#8NE@nj6Ge4SW5^jthhE-iJh)@VAivO!mASIb6x0wV-PIFC!G3_SzTcLdwaOzaGt7X5_@W= zfGhErgM)qx$m%}Xc@w}h1QVH7ww_BtN*nKn88;4#Tw4Br*wHE=%X@vS8xcZFnyvbWz> z#8ST={dUy%#lc3?;&#)c@W2qbyC>6|#3e4dA5?Hs(!4W2 z{Y(=r$;Y#^s3gq*%32U0m8WYYBz_M^r-!hGPX|O9i=t)to9eTC(_qc5BB47>O@msh zJ0J2yg&`R-6SC+43#X~EX15&KZSvnT$_9%se*6)gRkRz;K6~TFJ5uOVOs9-ss8k4J zCUIF&q__RT!z}YmJ2-b6qE@Y0JQ(Zrn*&N6^40W8QYZ&GoK5?2A0@)0l=TSA1-O9h zxjH&R4F(n?)23kyW{~FxzTV}D&R2o4s#q@+K3U^j3 z=Jy@i$DAA#q6|!-ra^%_i{Vp_j;wxWh05RaVmPuE63(X#n0SFvK2-;r^qY9#2+cQ) zeSM^K;2a1!BoM6MOtypVN>XUZe2p91iIC)Jr>wdQYb9B$(vzd?8rd#&<047FWH8x0 zIT7p6{#L+5G9BsfHrXcW=E&@Tj_rt}6f9oCYGM2WXGo0gNK8$MHxC*~aRxmLOmFqo zefFcitTi}lH&7l5l?K7bS21mdg5g0SV`7~q(zyx#CAh&uqTHlu+5C5 zCg$(iB?7*;rr$VbNT?0lqj$mdMm-PA zZZ&TWMv|f}DsOf7fp{1z#v`JVN&}y=%n;08Pr>GSqP9wISAkq9O3F13 z(_s2~61-lp@ktGiDMd|;M^nZ;BmdO4+YEPESyXTW#RM0aFLTX9n=_1P2wJ4=NE*{* zB9Oy z=yAYGf^90Fdu$kNpGK;`OFJ}dG2`x?IMA{QyTPy5Y@bMcs0_A?MXZ0b2eSB=L8mOl z69e?z1iM4?XDeAa$M@D?doqjlJl@M*F<>VFG1XwZzEb^iuVA~yX^A^?cQ%LAR{?8= z%aNlsuR-C7EFu=VVEbu~Z;0c`u#wul?GY+Ic$RwWyN1h~Eqpb8$kGAZNweNKupQ#i zEUCq}6$0Clbd4dTgMpOfzuI___pxQbb`gKsEjW|Mg!Vf@V0(G6@$*^nJCONgD1K(* zC-GLm9oX(qY6xQ4SBzcM8eCx1la>|(wx6MB3j12dKPYb9szy`L_Qr+>juP|(dHA>m zY#+5y$LXr6X7k~`8VYFVl>O_~h4TXkIvzdcM@qp+BB%;%4{S+CpC)SNAm`zb(x$ro z{VZ6Am_FCZPjTrTjl<}MrXJY75WV&F)8ZG;CwA{5ee5|3yLR~OeMAtjT|U(OcJ6E3 zhY8?DKRoX5o<9U^FUK%@&c8U6TtV$?sj!B+V)8eG4%l7_iqu#&{}^>^Auz+SQ2i;iQWRK3L%9I$|_$5|Jd8?rY0*i2h z<`Odr^i}gZvC2jb2(UB+fjqPeZO3F%l6S3Vb*ci6?^n2?uc#3*1PWaZciOKrG9IxP z$$IDAEGxi1@FS=lM0z~V-EWjN83tvHrMosQk~xCl0jKm(41mE2LXlhATpqWR!uswX z(a;tj1L!pcNC&v;wBz6L*CqQX?JP#uW?fbqFwBy=%b_QY5^xKc+{KCH2aJWMVZ;&> zoI9TYnH-9nNQa;z@3LawO9qGqvsD-T7z+^zCf^;<)PK>9DPbs$%2M-ZYr-;Ghp3dRh z0@2g$BFP$tf|k*-Srvyu$8$Cx6@f37BypP%O=F>*%#TxicJyQU3uEw#TEHpSi4B(S z2+VN8Uww$)Zn4*qk%FL2SCuSuEiQoMs)s69vrHb!8JCX;U2@p1Oi6`V6M+ZG5YiT+ z!M(S6xxxaN7Jk|Ve2rX#kBOFwqjrN=oGXvJ`!9&3vP9BoONei#$>~$wfvYfdvV(iw z30kO4QfS+%=Nu=GyjFR_PqfpTZSZAQHQV=owP{1Kok#pQz(KgEnXUd3{wj<#UhFY^ zk7l5Y1@R>MG3gXCeaq~bFB0adefpB>-oiv|X}4!lR5#BlC=djQ5dP``h4UNrF2`Fy=9Etn8CafCUT( zX=Q5|U6vRQvod?=pNra=@V{cyTQ@F= zmQZ@)WB%-phv6sbSoX8kk&^g$4ztiGMYa_Sb<4OJO z6^X!6y8lA?X+u|-V@8IF@8U(U4~xGPDflTEB3vrd$!6jgW4n=ZZ|@ zaL2NUAT|;YA2UoGG|EZZ@MBQ(+YYEpxQXcn+wA!U8uFVR!-kTU1u2kq*`#J{w9>%a zHif%x2J(mTn;83{hvb0Uo^h5i#G5e&Y#OUxfCyKta302{xN|rYK{;aRl^7nGhDTCK^CnJ`s#cMR zI|+oz-U89)UXrsCz-Qh~;4(aWM7=+k)f%6fbNspEw4>vm$kj`11~maxBfyhflRPR= z>sA%QpxBHD6Z^d5_4qYueLeGmx?tddgXv9D8{jHSlhel8RWyY0NC7Qpwa%bj>x4+E z&){)Q2WPpHFAW@pP(m2$@C-^r_b1sDVq3*PgJuAW6Tkx&JTAk{&RNZGA@N#m!+RtZ z!=#~@_f&1c2gY<5SX;0FYfXENcjq)^E37y>Cmg>LrzB#Bv(ZRiL0@4Nyv<=UZS0yTEpjkcg>XL8*sj3}jFm4zzClss5 z;N|#KFE{vDcxi1fm8F3Ahk|kgicKJ-WA+VHBQSC&H~4;RHqjU}@x6p{gZY~9d5bmh zJeVk}?BoV0a^#?EqR$M0F8YF9ZM`l*H84tyS1oPIX_lPx7!GWyhK)0mh0kC4l0D6Y z`(Be5j4`a|aj#44c>-v!GI?Phqxv96k;mpkhUA5aX~qksTgt0OA$&867r_5f>rko!jUU0E`jbxqL6Ghm|TD-6r<759I?KPhALOfaWhtSTCJFe;v zZFvDR0Mq2k4;eE2dUjj>#FI#Piq)3zGMhkS9+yn2@~-+HzS))`e=z;2y++TnM=Ck zEz(SUm_GYGi#vUfwX?4eC5GhpOq#ptswMSd$0Ktjz}q*XStXoYY!x#x)j$~4)dgV# zvJk)mqB1tiAwqNPK-G0-DwN5qK;apE|&h$7-6QkP`6KWjh3vJ)q5+>4CnsOFR^6hjr|Q zM_!>tkZhrYn&#K(o+<{K;AlEp)-2)Br-E?gZVrJ{Aj(;fBN~a9$`5-nB$Vw@dqdfA zWvfQ_QQ(mg%6o)F=?F+zzrCX@b$LY^QR19^q(wID`<4$QNl>w(lZ4?#b2dE~od7|6 z6|7PXZe=}UfbKMEW`#S3Tv7`Xmr#)8);A(sMZ|+hrUa8Q-PEK4c>-S>ZcUqnmrB^p zQ#bm^h5wvAhOe_APH!e5Fjoqq0&YkXu^nI(ds#Xh`pmd?qkRPM>EL-FD$)gL1M`lw zijNPbf);8bM$)0xCbA+Z5$2W1{=yFRaFN~!1uZ|(r-QCyv(fbQ zK@-?IYK>COT(AQ{+&kvpU)#;bsCO;Wh))CLn%-knU-!t04w%kAvY| z_lmo%QA!w9TgM5)x;0oX7SitDyWpCCV!zJ0tibLd{sQR%wQsJ@nvRixr?|qI94K64 z11WDf)l&`gzffpdBqibx?cE5CXTyQ&^?7a-lgUmWL5^28a(^~Old`k~zt>WEKXgP! z_3_br10ckYAkKkRKEu)yc=mDYoM0hYjOth0e&p~62-^KvNi7F+7{=1xQ|VRSUN`>A zB2bx`Vy1dO!p{s+K`){L4EoZJRLdN!=Yn+{H6X@|iGoX>Im3dqqXkw-B*4zr^LuPu zhNX2i;P+tVXm0!R3+es4r)olk_g8d5x!}hTI)ltIDkcE+H(-J9w>IB1bGWpX&)gq> zZVAeBqCtB6?@bOqRoqsFA5%M2K+#cDdaehK0;icSHyKR!{wG}KL-Z8o5hjGt+xzDV zQX>K*hqQ1BjPT>$XV6AhAy`sBtY%q7q}p>mgpLP$M(-nOVt1{dV(Fh+%^UhF(C zEF+EtB$CEt#V%zemr)n(Kr)SRNozF`5f6^EpDUsGq)Eccco5NzG%4WR&f<@NP1h^$ zlsBY7*?b3>r~O!y7XartN2a#7ph(XF)@i45TAP^CfUH2TiooFI<19f>OBk4}$? z44jQn5Xfhd^gw~n-4*}u&Q;(t3D#gDT@P#LL&YOHmkknS z3r48uj93F0cN2-+ZkFiJckOy1S zIwM8FtU#~pgGyy$?s)HU%iP3(Ahntc{Tqk*_{{Fae5fF(cEFH~6ro`t#F0!Tjj(pB zqzY;^B?3Kh)bcXDk*;n@6R3~5R(qg<0qS-=UDR(C6$c<7>FHZse(OMj*gmTY99wNVRzPQZdwb7qM>6AVUW_Q<0CdUTHYuiDAbR-c?F5Ik7bza>tHD&EamYu=#I>Rr5sfDe2xhpX`;>S; zz6cnv%LW`l!$L~@a)Pl#1@7Tttu^tGOo(j+Bj7$s_4n2{STtq*g&g~iFHDs4!IY_O zWegh$i{njtG{V%wj3sOJ=rYZD5J4SKX)E7CkX2IZx<~~#HRvy!fExyvBa-+5;_6rEWaRXT;K?B9^`@ts# zf~%40gZq1hC&>jAU+{z9`*Wa36Sg8i<~W%4)g@=hq~)c0e&Ne{^k=oBf~U42>*tat z=tRj((D5tb4ci}$dLa8!{mkywhai}V2fbioj7yP1{<0JR+(hT@=8W)bEkZqS_O03; zN*Yic3@A$!Q`#xQulBId3BXdJm?&A|Zk(T3#rJy__c=e>-|s8k1kwroK6q&YGwge| z4eSA8QT>2K(D0=X*Qi6A02LF$&k%*C$7TfCqay%e2Glyz2R`fPUwde%=Ad92*2ARf z9|Qg(5Z?O0rK|8BF1yCq4<6w*-n%C!SV04CIt9aC+lh7!6S7y6ds4k4hM)C+k|D&jv{>P{ua;WA&w$|G%B1Mz-ivD|j}-fbax$>P#|8%>@9@qB zvRg|?i|n2gd*_Z9#WL)#LyO&M$P@50A21X9K^|Ybk^74&JO&?>aB8(i}6sNv`uhFkn< zAEE()_50RGkUF<@GRNH8dhIZBo}M*aX!l`}=zpFZU-YX)kU~3x^zY0Hnm;6C_)!l! zX^5i9KPoMte3^Lon<$oB#rPjnP4^5`0V6XobrsBy7itRvw2`>^^Z;|hW`j!OF9?Q|$z9amo%o8W$V!z8Ls%p3Vo(Z&X&T#hglbMZ;zZDW(w^M}VqldbZi?Ve zwPu47)FG3Z<~5M&A9LVG^M(sFty(HYLRl5}_%eaZI`W!*cAq_%p?tTt&73wunh@(I zmL-C)ODIUv?Po0fnG7Ut=uN~fNJ@^7ZH%x4s-zQ%*e<-y7|hg!R1k>>_{ZuRWvU_( ztegBUV5>hCE|Cy5DgEFm&CfOq>)WEnP+}7jpHh=lwlSMEw}`e=>|sSHMBa)RCKBG? zRZ}WW5I5zo)fKyfXpG_#)sc}9SgsA>1ihd|7*>I5T z(7L+JLyyatD5USP2gBl1uC2(H>idu(L}N?hs%^?Ws)EqO2Lei1hYIaI<%COwgaTGu zYhEl8Z>Y^j(MmEAxFSb1szo(lyRWIJ>R|0KT}5gxv2V8zz)@TDE<^oS&De-->G-3Y zER}WdN|SIR@YCG^&f_FL5O9Op68hQ z<5&|P<2d-!hd@C5P>LSJg}nnk!y z`%EAL+#iTj1)`!I(Xa_A-wk*CKROW|5fPgz$QGy@9)^YDUR)vD{VpG8N24Ykx072F z^c-~HqedwRr`PC0Z9@37?i~u5W#}V682#W~_!bIH=ML+PhI{0!-AL_!rhF zXI$if%TTo8R|PN|vEZ7@Ihe%|7!-| zlprPN?XVaD$oo_Ijwk<|`t`m>^C@jDANLTB`Oiq(sX_41>Fz(WXJXRK*wvbn6`N_+ zO6d>q{$P0hgvBI(g5mcIN!k*A(lNzW3Ed|9B=0!QP9hs9yat==(#-r}SAJ4ZDJr?3 zv$;bAHoEYplj(Yf^?R*{O|~X#x?0LatTr~pX^=np={(qwv3AyEMZq03TuiTNXQ)V) z&msRfMg%C0Y;JGm@v-yJ!y;*w_l^ULeA^{2@Z z$!N}dd4P$|H2xp05yHlga2k_&JAdT{v4M~!)ZuHE7K$t(e1CZop#4-4QRnBDSGHOx+3)DDBr4yl{g6`3aqbms{~` z1ueErrM}vVyPgKoFh#=V{HOIk@gN_Bqf(SE!HLlD=%PyHL>hmwYD$|3m35vR zG7eNqA=3S-bg8e*)X>T^sAo%P%3=Y!bCtSFIK@g6ueefO1nx?fD^;obTWQ*SfJRz^ zp(&PagvkyhQUTf=AtN7fCrz~heBsrL?LTSX<(C%o0=IJ0&Lqog^@WO+bzc?&76LQ^ z2ehW7EUHQ*;*i=qHC`>$-HU(eSxs1#Q=gV-@~Z}|x0kG~7-Q&G08-n0ilqzHYU&m(bZ%c)#F>s@!696bY<0OOiSxx~U)9?gpsJ-$ZX!eWY9y){=Fvvm?? zVZH-Kx$Jybi+PJ?yIQ`W846T2H6o>w6F8NLd7 zQY(4b?6DL{o^eqXQ zxdaV+Bnc_e#{NmTbpaA3CxDfWVP%rzu(3qw4zr_`(XAbJz18PxC{8T;4mriYs)x?V zY6($Dky=)FRZ>;7vU4P=?o8udX3D%X``1?8U2HZlEUdfMH^nl}UsiJm4j8bVbLh9) z#bQd=o%!a(*m6e(y;fw%=2{C|qL`@8K5}%{k+f-9_gq-)POM}mCcME}&5L5o%O4vK zPm~{T_bGBbSO1lU@{fh?RqRc5g;ANGHPdzN+Rl}~-8$BkMU;B=e+cTk%&&lRe zu@tVVi``S^kQ$$u!JKR>^Tk4>P;zu+VG=7BR1=x<9ST(1h{akKRH!S|y1B71haIvw ziBc&PJW5@Sy*%hjfZ#BmkurJaHVP7ZZpwx?k27eUwxOC^SB%iCP7_L)(A_DK#1wAC zzv8B}1=7x`823nwBDAaaQ-T8&Mr3aOw9npxv29wmOg1^9dMi=ol(D=aBc6iJkHI;w z)N3Ly(u!sP0WwoTIq{3M3G+245@}4qoVC8GYr^~4Tu?}@ptdmAUxahVcHEk&tC|Ws zJJ(F1qnnr-b_OBa@Q5Gp-zK{F)SGh=xumh7_7Dq(d-(IZE&Kxgm2-!x)(=Z;IBU(@0nbjgU== zXBAVxDZ80>jTc%hxlNqPo4Zyi>CqqEQC7un+-*W z0KuVv3Q6h23|4UEw?3xCk>P#EZ|4e7K!F4Z5DF-e-~ffvP>MDEV@N1aGu*b};0XtY zA{zrHZvyd$grY-%gEElZ3{5z&p?4TV!Vy@u`if}AnW~AqZHm)q*(zqjhL!2%Ohu$o zvrTrR%&uM9nB0^*CLK)hdLDhAvm0COXvXT*x2$Y+!dJg@z2w?0Bl={cTVx^7JNji5X(i#LQ|@ zvGN~Qb2mdqK0So!cAl~^@QW6Fo%w8Vd07_aI;qvg@B36@hR!`d%5^jsb@xPN*HN*0 zO30^}Au(_`AB_s|41OIL5R700Ndg(_&>L3)p#cP(0R$L8fB^&?kUeObfN(I_fd>XN zV8DhV{D!$44hJFtz(9fz2LnVq;DMoL8(aXP3^W8EoFuEjr-0E46kr(&I03;>Jg|Z6 zGO%pmUO537IG8d}2nI}KNT>n_hJ*yO!3c6-=mFsd3Xo_;zd{aS!N`3w$wTPmuFlu5 z+LL1yq`A3Q;vRzj&g%7Mirxtj98kQVlnuw|36UyXrtUYTpQ!-^*fvx$lvA&)G6kM# z+4ztA>Kw&iI+GJSmSIZs)42D;G8D?v$HLwl%W{=vi+YX3=li)FK`bgEib-fB zbrmLMkYkKB08?<0E8AuwoA)_IY9198t%xnT)seMTR@u~5?k!`B74zBYS~WfG_FN93 zUa`b#dv0SebEcc?TrNE!x}LaNQ^k*4CvrU|V!C0K-TWb&`w^W;(Q{HK)dIV@Y5jA( zF5g{TVg$Y7?`}KKgQiZ>+|v< z<}#BEtn#}Q4e2ITyUSQ!y}vxHsZE{vHVur}sFYVUMaq)WF+^0`fC57k000172$aVn zf>06(t12H900dhm92yJ?5EK>^7(Q-XI2MS37y!c%DH|tZcn;z`U(%SI07j^e-ig> zKK@soFvBa>Zn!i1jK=)>q>8l_Jjlp1dT9|-wvu5%!XnB~wTE%0Ow=b!CQG|XB117s zMAjK&$(R{u$~V4? z)_w@ve=5;{I1-emR^LzUR_tF+hrgdu&;aKtruxFJP(f}DTG%h*AZG%FC#J>n{=coS zarZkAKIEa$Ig{w#*4yL}&HDH|7g;4-9i zD2g*dy6{1{5FxQzyOq#zvQSXsGe+piw(^K4+MrFPns>6LUL=11ggFy3KT=hacvp29 zxukcf4Ub`gE1B$JK}g*q#?`{&OtwTwe1vayM#JP;3tffEjO+QrZy)&62CUKBs~Lr2 z{cl{))DGqZ;hR9?? z6@6HosjGS;9xV9oI_CItB^m7=1^C$2<~*CFvhBfQm8j&Nn}NVb+TD+0+Z9vYx6hiH zkpBnRx9B#(irutqj43J2H{*~02_sNVpJ*SP4!`0JgQk@F^e;Gd0_D4GAw(-AmB{jdo-OY<@gLA z4tAaEd_%Dnlvd#*@|%fjAY!li1TY$NDgrk^?Q(!tHWvEnc>@^UMuYQeuU^_~u!!CIjq0*usdq|NtBumfJuY3w5F zJyujWi(`C+h&6-zbl)q-FaeNI38Z8RtvOJ8Mi-eECFDc-Lfd&%KMkbw&w>_o-2T%J z>l01vRLBw*h4QAXqw7E$D_AzUs>bxyuv{dceSUB!%4j`#Y2c1N zKj}xSDSx2TD)sp(TLIFIDIuM4FHsoKk7WGRY2%~u!>Av-mHv941P>=P@uwtSKtH!` zi+}YY-=IA$H#I{)xWYb5N+Q(*epc#4KQAw#MBtcPdms*-Ah%NmJJKF}z-#$bNbgbe zc05PGcVVGdpuSl)a5K@eumb3+q_0Yo2%>;m8v_MXon<{1$9XCwS?~oIJe#wtF0@ zvU}K0yRdUqRiPP-)+(Q8vtk`n5#ycl-I$=e=A`-zc{B8mI1@L5RN)?INNf@D%pcsA zsPwZ~VU`U=r+YL6?lW8}#12!!(s}5-0~b|^(CMB1YcLTrcqen~kRmar8*fOh){yj` zxBQy~{ULqOjn5+rsc7MX6l(Qx5TJY+>Yu2+v4R;DsnKOo(js8X!Sw zN04emga3`LqpO7W_V#wEk?a+zF?xd?0V7!QHwa;}x6)LiGn@>$8tDQrVu8XS!j7Ys zeIcdCSH(t&mhD1YnqN{mr6z_E_OOW7GC@>%wgsc4W~D4t<5;YSwg-Y}yD5m*yx=(m z`pB=?BrKR~NLtdL+q&(zDjCpI3Ecow+8A;xxgBoFYYBR$&x#TGsp+mBp@LG^>~L0A zXLz>jR$(TN#+Yg-MP-m({CQ=udlfw9fY)1St|)s6&$Wl}-8Rp(Kx?U%wa}giSn(+I7N9Ntxh726uBhaj|9i-Q1VxE$>|57yVMl#VCG~fWCq430TCh(>kAaV&=C2I);0H2p z0a1Z?m-8{QJXH}0nxK@*WgH#K`4}7UGKBlW$7p0oVg`FRhmlp_KhBl~QXu2T-^#`k z!Y;)TjbU8*Si^-U>uf`QNy|!AF~%@oe5@tlS-LJWnJue?Ds@=j8E)IRM1W$^tTJWv zVNtY?YC=-Lm>$b6XRjG$$j=zuh>6BAm+Id?Z-iB>&paXJV1$S&xM*nfn-NL)XACnh z(C?9ow%@;>V{iMgfezv2)AoGXCqxkahPmI63&_3HQ;D*Mf$5ie@WbMvFltuQ&`Zvh zWw{aLBr5oW#|hkgEXyubBH3A>t7U#P*pgdnZdq}0tO$YSWZ{A_tACqMH(l47_+{~a z@Ux|jW)6woxi3MU`nt9$y1IG=`D0c_5iLV%FEAX6ERgOykshYAKNSL1`kjIXVf8(T z4n@|`-jJ-6h6GTJAZQd2aG$}x6mftjVl<6;PFN8~lr-jRM?iTEM7M9~a$z<4kWanq zeRIVn*dHV?Uu9*_1Epd*>`^Hw4Mfg6}wfdY@?jlSANa#qt=dxSx;A`cJp zo4yOhV9Tc4p@hg=^?5^sDu9)A!x~&2s}VX<0;TwW-a-5bAr+`Vvib6(Hs`qjKcJ7p-3OR;A<$3{=-bi zQ~$Ps0+tjhPVgM>uYqRNg-jCLK}J>KZ0Z9o^am=>={cNs*CAS{QSP@)#`C`p<0%j$ zv_3xO?mLZ;)emL4)RE4e5bAdO{0)Cr$j2~ss*dTKgGP5Ji&(!-d zu)p*(;>^o2npR!uhYacQFp&D`3)Io>ecKW+y030h#h&@P4S6>AjnZ7A4-Q>99YUpm zMwMy z$xQWp#gB!Oumu8-S5TTUqP`m1^@xg!U|EY#Is+9XC&`x8rZC5|WgOqXo$GaB3!~OZ zvmO0@|KKx@>2#lsV4Hd`XiKd`FJX{~VA^aH9+ZWdy#Q&NkQ-!Yz%!s&AjgT7FIA)q z1SB_1Lx*$LTXSF93ohuY2HF0d++Gm%cxYWII@*zqt9wc6eWyev<0@EiKmvjdGbS?A zI;4Rg|U(+UKd&qr*}eGCxA>Jtq34!1ap<#|(229sG_|w4#cKN&yb^YMK}wtx$Ek zs7!5HvE~T60aOY?N8aGf=b-if3(^=W1^bgOYMrtXNO(<1f?kSUd#l2!_l3kH^1}SefTOo@ zc-xZ*`f*P3F+`Lln?)5K%GBcUEh97WL)Vi<7yRZIhcDb*Coqm{!vzL1DQO( zV2?J>d5D}#8199WZvtpI3YFRcW{bbI{G99oKeS5>lD%~@$2NR}HQg37nw{Q-L34!{E8Gyt3Mam(KE!NamsM&0ujtv zNE^V&9)zO~_owI%!@E`E+S!z1!~{XHwCleU1jFaJ)+|CfSL%1pdPi*5#>(ZlVw!C#X-_cjEl5-3pxo-6ABAIl(&rCDfKd%X}TnqS)FcWEbq`_!)lE| zIy47Oex@P&cG5LbHQF5pX>o*R2jPtgI2)DZ#ga+8dPJzBi6&PDSh&yjGSQOD(R?`C zX*`0YfzwmwyyAXdma_(hjPDbrJ(r4W#4``O=5Aq^wRa?V zUUvqMEB@$-cbwt$VhRT?RKoxt8iA2EiH&)LFoxd1vDFAgkz_!(D(;d2(#dz5OHs{+ zQapX?wBaddH+ux{)Pbm?aKN6j#av;L zsKb*X+gP_yhkO-g6b_uHa5cRk)KdfU4uOdFc!Ju7k%YrcLCD6nUJ(0q`oWi-r2^(A zV#Xyn!Wirq#BMN!s~`ToJh94#ScxqrTP7`5s`Y7dCe4b_`j}>M1}h;2Sx=oLguI5_ z*y{NAoPI7?!qpJHca#3mCyfs`oB!pXMVe zB`hk7G1Yu{54zBPUStZou_ij+PN1SsyFfog`YX_|Y4|*lpBean6i_&Qd&vWDNy|VR ziBRyVmX_2>=<1oo_VDLk>?7RGXb6!$VjRyq_GOQ z=xaMc?h+V22VKTsJA5Z72np`oh5&NHo`q>fBPK1HrE(v+@J(S|=pD%Mi2@JlU_)X# z#n3{9Eu=f#GtHh%uxbz>C#w`JHD0^3-Ai4lwx<0dp4NxK9dTG2r0f6T&4W)gfBI@M zbdqx47T+gf(~uk&O_>1tvXre47bw0Y9q*tS%086{kais8x&%;fkpQZk5&$+awd9~x zw9Ek1ctDYUQv~Xq6d!M909KRful}C0#0>Dn(C`-u5$Ug^>IRaT(?^pTfO-=B!&N;7 zbOw;(yAH|d=@Abk31%SMZ@e=AI7a%2fxSOrVeLZqfi?^uOf)E7dH`pZUGsR2sq|ND zAV1*%r%<09^-}44tB?GMXd0Q-MoI*pQ24RN0MQ^zpuQGFuU*Hr_Gg-ahZmwjb}!?O z@OliW%tH&UA3=lvNiW2-2zxco%yaD*K~wD?IrG4dhwsq9D2(42JoCT+>*v^TzK#lS z`tHn=X7R7iGY=~yiMkpw@i-vm&OG>yqWtppA3O74XZ>F0yy7H%J{0^oeYjK64@_kl?U$RtUM3=*w;Hpkk1F7HEsmDTn*pMr&8_mKJOG?eRDw23^$M*0=5B91(4Q_hhZQr!_`f7G|gYndaQzL zKQ|I&h1Xk-U(#?=1(k6o<%@08TH0RQ#*tK*DGbR-X6;3_LM?sm=c^m3)no1<+#qi; z{@f$9Umq3^)`ukPrrN%Zm;p^J9_Q#24aidrzQRIzkN_*HguX>)hUEfa$Rv*Z>x1>5 zqmw}Ncx?pIoD_j}Tg@!==H{<1ksWKfQKfxfMH6ARcix`DF+*UWQk& zfDfcI4+?jB@WUeO?p@S(yhykt;jjgANF~$QiW`Wo~41baG{3Z3<;>WN%_>3N|z`ATS_rVrmLJJPI#NWo~D5XdpH0mR7lBFU#FCMdT*N{4^7_-|ALhsYO}^AjXlcj=%fP%^R(i!S1RUsc0_Z2 z2@35vt!5mNHplGp)C0O0N?9$zUK8G6f`YupwJR~Q5o+0enC*&o7_~xnG z&Q{}UZm^Z5;8|21i;;l5jLu@3R2*Zk7lZ;oXm0BD1T-Dj%D^@X6Y7KbJFT873CA+& z(GofJb$Vi{vBfEkE{nnn9Y7)5|_ALe*?B!f#(Rdj?b8Ea582i6@zDLa>?lqd=k*s3DVey`x z2*ki02bHsl^{Wb$_@$-Mb3{djYib|NyTHWjeg0hAMJO5bclbJN^!!tru6eA|p>gz_ z=cw?1P{}qfSZc80F5#7tWz-VL4C_B9{&2cHOE!;_`ev&H?%VMnGCvF!r`zLJ0TiCK<7d2sS5#{LMZv=40WtuP)Nf6N4ps2O^K<-B2UtU zxb-1QE@CFznz=w>GL`H`Ifcykq{6v90a(tJw0X``K)medq9Y7ezk*~NQDMIK$dq{b z{l(B&u3L_JL_M3jnA8l(hF_djizV|49Zo$GV&;Z7L7OKmii1EzT!pA1zI?P~mxUDC zvxRKN63Yo`33`tzVIwnT!F4=~7FS%gn-UrUq7c^z2q7smk)V2E!%nSP@6ztx-X)+% zyoBgQjlg7m%y#E3*plEkB%|F;qKfURkkE}tX&PqlRnQ+<+S3sv#^h&yvqB%71!F?f zblxP5eiA1ToM>CCPb9_}y}$Yph~N}pZ%!6v?~yjiZp%!YWH03A#33nFVpy`pl*@ex zBs2dD2F8^7>)+}z{1T*jH`=sUSZSE0xrYwf7Q5I?gq~h8&>UhnHcw(T?`8O+-)u<{ z+@PRWht+fZiis*Nm?RARbBK-eqel!QroyJi6h+d7+PaY?cZ6hHKm(&CIr}i>fE27r zQ3BfdCuynnEMW7U10>i}iLSnYv?s<|;lm;IUJ&;Ao-Ti_u(Tw-Dk2UQ7xVy{Y)GOS zx(K~Oy*}T=`K;Y4VCW@>kXZ?bWaF`sx^)<^tQ^tVTP1WEEE`Ik|3kL6-3C|k^Xy^_ z6M~L+-|T?lh6mA-=p37aj!l0lDWvodE6G%M?Ng{RZ|W|rD*;~ki{F8K#~UpClP(LO zRck}Mjd_(S~ z4mC$}7}gs8mRPlV4%{?NuVOLiC>KfpWs3sLXfq1{ERfBrTId5Jz^rLDS{6g~+r%lP zEyUCT8H=!t4%%4>Lo?+)s8Go*vM9$h{-6AGM{3vZY*;L#3Bkmrh$+31dvb|$U?3%< zJ$-|-$4)X!?r%)OBFsAPo#)2$)o@95Hkop5bvNQoGcI;R zyL`3YMIvcEL2$N0oQvOdH=3wkD23;$2jE8ui686)=48xFNo_#TTFdovsuyqtf>I`t zRZB>QJ(EgQ5svX&P9nmH-aDKQ9@#LLkPcT|0Myc?t8{kZ%Jd71U-F|l3g5* zQ2V#`nUEMb;LNlI>p$H-IpRb2Y`=l8LY%Ln`~Z(=QwNYEVx&r4i?mbTH&}}VFzaz` zNG|fzC+w}nv`2d(MG$5f@-V>JI^Dj*^=>zYRJ4cDu4hF-$j}(x(B>_%1(x9!*A5Nm zFaAi7EAoZDkVW{aCNYE`rq>tlh}neq^90n0hm_bJwyuov;_Cuo6x}ip)*)9UywYHy zQcmN+gklpQ9%AkJsrXkSpyf0vkamtBx=`s<5QP*#^ONj2OQgmo!W#)H3wa*E&q}5O zBOTty_@P5?0?0VX;3c(%iMX$g%r5`y_`7sCKdnSMYB&;DmM=U^o&I-;c$ej3G_^WA zIt-K4zZCo_P;6Mx+h@{&*(?R__OXQXzu?#gav)HCFZK?fxqiz3k{I)uQ`nbZOARNb z;C@@W*%RC1#$kWWx8y0-)(=9sX`m13x3GY}TJ_1O?J-;mTgr8Yhln3L_gpPVe|d%x zm>BooG`>(Ena&~;sM!uJXIN;bjuA5-uS^%Nbh~tgzAPr#N6uMwpM^7Ka?HY zi{biyB0qb`&iw{w=%}uE+ewNbz;}sjMaTzaR$({M-;$rs-?XkzbI?CZxX+DdhxZp!7y=Wu?Bq8-6v2oJ zv@Y~^2{MKp8UMr1X*10I*`#ns_%jKW<6l8hfu^3+a4I5H&NOnqfo98D7~?(XjHEUv*VxVtXy?(V+0 zyK8WV;O=fA=!;7TmIRVJ_kMrwKJyGcGu>6Es!kOvJv}LZ2+C(QQ9=*{KrSLQ9{i=o zp=xW)#Pt76;52x-1gv+9%XK{%ve@~)N$6O?5NQlcMOAKX@jciZ{E{XXm-7FgUzs;YSIX!9zPLF{Y3 z+jl`Xy+wdOL2@}<3k^^IC_6-CS6!`Kl6yuki&SB(*@kL%x(ni)SywQZS7MYI3(`Uk z`q0TKSKFz?)~q1t+0CbCEM0q4hknVfZ(3|$DH2-9!HUiabCrn>AIDI43Rn6JJMzN3?-=Jk1y{U=jsPBk%Dwks% ze&E>?hs5`aWJ15C1&S!SN=`(Q-IBV5#fIQlas&%dIEvKnph;GPhOTTPg@9y>_iqsqjQoUj(LX+hO9O*sX=Zb7tI`w;H64GYT1|dJ z*V~)Sl_hlYJK|~^YB-m+Y^inQtj9>(-kfHbAIy6%xU&-4tQD7A*A}*W{-MyD{{o_U zXIJbts@GZOEH6NWLu;t&E{EH##MHud!vI$IT^O$+kNyVtB1MP$Fqgs3s&3c-TmEGJ znHF|8ijAxth4xn(!BFx;h8K&Lu>u0pyFYaPEV4M48@oak?0fzHUcykcND)-){`Z4R zxFysHQ%qFx{+*ecvvgHpvIei(w{$b4ZrC%}KG>bIzTcfmy%XJjFU?JZXm2NXN@8F! zXRQgVjZ))GoeewxWN2K%f5}ud5kpPQmt!bT}q11^x+fG3t7>6$h@ct=%p1 zUK{Go%*A)t?V{_yZo?cU>*@IkR4nfG)uZH~JMFaW@#Y?|l-7U zs0+{_nVUOPKAImU?a_cx;XirRq}O9dQDcjpm<0+me%?agp^ zJOr9J{y?$zZqH+6{oF>;qiu0)L^Mpu-ZBmv{xUka7|3sRV0i$&weu_Y`6*kPog$ao z)C7KGoZsXwawv$LV!v0}H;d;pXZtgY@rQY6;rn-d3S<0(w>}si3b4teCu^#PhzM0h zTlVq44mbbcgN@_eI(HL&nXdH)p2nd84w-@dKm~Cl2~MLehp&@Hoxea0>%z^>9tO+4 zwe_xM(d#AT|De`3rR-aWMD`yJ6O(%zjU{z(UHe<5ND01gtF{BvWA}8n+xcHB z+scV)P5q8Wu6GP#YxSq67xKvsF?~8UzPPvc|6sd0fI$Ga@^g0IUkxv|p?v9v^)T|F z^z@{-gV&k6bxY3s`f$|SwrtW1LdK&w%-+vDxMu$yC z*)N?&B?Lx#SJ88-e+PTHJMv6D_XrU8MaID@qM#Fmx#Om*Ns)tkm(6zDEcflTJI63x z3({^Ko<<9v{0*PleMb*x2OC-|566RLHnQ)XE{QB28kO>rqVt!AT+a(Q?zW7xNDa5i z5Mn7T=3o$y+=7uR^(R`{MPg$5$eWPgT`Mb~bvM$vvBXI?bYb1dr)}mXWcr@A#+h0Cj>6%IT(o#gYDdGl2k_L%MO?CFcx8^xzFh-Am(r#& z56{Pg+riMF#H72P=8Cu!dXL4!Fhi5SB3N561-#x}r@V)D_f zUhLB1+CF2@c;Fh;=cOd2+s}eUrU)_SO-saJ&1LMeX~9k z8F1LB@UHFKGgRrn-)t&gJ0Q3-4r*}5tjgLyy4n4$f|%#@)wafR_~VGuqX6SEIi|m= zTqmvqv`f0PT>p&m(;M^IXm}VlMxaw? zeQYrxWg{Y%xe19SS}oY+(k?;BB>7|>Yr?OvXNpR!1cNws(jGMbblfu6F7}&NArse& zf|1))!N{oq`Jf;>y=^~wQ4py?twtfuWwW)_uORk`$f*L6S+UyU$}2uX?(B;B%`@I2 zz)PdL0$WB-D34Zk(#SHI%<3nH>8HjlO9dUa8#nv2{Hn*EbXDXv1EC+xiuyj$2NbOK z5wKZU9K=umWiWptQBYv6p~!JB?@m3Y(ooP+^av2DUR#w}qNfPzW#Z3AkI#^Fe)Kw^ zmvT9jNHMlt1lh^`#5zC#f<594s;)?RtOoNGI8O@JZ72Bk!r&T=Ay#pl8I* z*w}Uxy!i&N+h(~q4D0P=G>OEN9fN6n7eEO z$UK}F>20w_JaP0=8m|hAHK+NqABc_g+&7on@xk_EpE?7B4`pd%*<)9*@BQWEzfg66{1cwVO zV?npK!P7>==1_=JGKavB3n-)*L`^Dam|O`s-*5Ytl@cHEU<=@uPzs^5+?n?yC$?!KL_`0?i*)EN{;p;UbB%{xOR9CffG639zk>k-mUu>0>) zTxU+DVQZJ$!>@_`fWq_eYK&8t=32|MseX*S!rJDd6L!*QpLNcb!`5_%ZCF1$T8Fyd z<;z_@nGOQBY}9JX7+tffox+OZ3}s`RHklH_u}4NP2r0Tq4pX}PFxkUsgW6Ic*}05I z3QNcxq$yWq>6pvJDk9E5V?r)Wsxo#H#gdKl`P;S%e*B6FS6mm@_M?ErXN1WtP8c3c;7PLaRr3h zcsyKrzXl){Z+liomLskyq$>?H2<~sh(G-oVY+_&)3T2J8VP^_^OcipVuU$<5uKdgUI)0TE+FFx znRHRM?$8`M@(nM2wd(G1TUkOfS1sOxT6^WnIABR5!;va)2#@FANHtUvC)EW?ucv7y z1w8iK{i?70O;>I%Cvuyjp4~-;_6OZ#8`yvLw!%G0`*pGeuG=2l+`4B4mpHPTdbzsU zw7dR}wwv{Kf0y2rbL3rH8*=rz1G(J!Fn70#r3Sn@Hnbgt+*$n1+{<*At}`(-1r-<$ zzioMMne00HG!meNHqSZ^ULPk5gkntY8#yN!&l@k;koWE2yz+zF%fDTlH05`rWDh#e z#Z$MZ&QIbSl4{&`Cnn-+isUr>stZgKI0)PPex~_%Q1Iqi=XJ?0CZX6)$K^sU@BT=pIzcxEeDkSy_zOd+6FKDG z4clv!7!U19dQa88q918pW4$~O*){3{w$kRq6eUAk=9L} z#*Q9&n`-MEOi+!hlh|8O<<(0s*=m@vvE ziOWbthZ~6~vq&)ge3G#$Xi5@%f$YvkE;^Z3-Z;WsGNeO5c)#mmYO=f!kET$i%Xdf9 z2EWlcK7iV3v`Y*n!FheHA1K)xe!%AD^ghvo=v=?$^GVc(5A`cNn((li>2O%-U@Of+E{0+AOP@VR zN|t9lk1Z<)#T$hu$FW!y{O`1Nl>+$klhg+bQ8LE>?O{&@LL9jU}o zlO&Rs`#7lL_tJjI>w61M7wG_-%?D&Mv5Lu1htWi7D{T^bAVxqP1 z!b&JXvcdJmVNK}i>SobP|8<d)UR4|x@P{5HNoBz!Mh0gm+EHh6YYfQY#$?JF2#}OxuNc! zk>8^}4c;ho1Ea3$1&!PZMiCkGZ63KZs~GImT~B>39jDPQe>&mSR6~ta#^bM^w2lfI zGD@I6!_$tdaqz^ky*NlO$&f{GsVbwdLhdX?izmofZ!_^|D-@VP;(2b(5M)ungb=4y|MdVZ#m4D6-Sk;b=RMIiZ* zd7VT|;+zln-5zT+%GN}=v)aI$v=jUrb*;K+xlqfsRW5wylVa|M5_wsgr08ONCXcpw z%Q$hgYr`$yuL{G}Oc^zmMfGlCxG(0#BpkJ$`jl(ESrTjbYp|BAb!zU!zi{CH)Kd(I zC*es_u0&ZwcBc`^h1>baYF*dN_cSM-gy>t*$QOdzFNstGcV^2KWC}7)a_3F7P6X5N zq9>;Z%FDl;nLJu;mpNJ=?`H@)UMLhu{_fmjpy|~2p?hOjcNF z3KI+$zqN#F;-;vpl#L5U8o|l&4{G3Ktjin|mwxq|InTua;jxJ2Y35X7DUkY-La0|_ zU#(ZxSs4+$P&Jm+^gL47G;HMmZk@n^hbgyXOW9QagBJ#C$wEYgg@i*wM?%G`Bmp9v zvXCG`Ly&+#5yewpv(d6eOs)9PKju3-pLwtc~nRdy#)6kWi2}0=ntm_XsZoz!Yqzp;!Yo*S-C0TZlfjbJRiFk-@Ez`V( zw9K!Hso&5PRmOagXkZ!^8LS>2Vav)(ba(jGl&-SLsgtK$8f9c~mxfaKqH}MY^s-=| zWXX9{EBNpUSCJrdP|@7^Z7RHxyvE16W0`#0ZG9A{G27Lgg5e&VXoJKl4>UG0eTl)+ z)OBCJ(!C=H*75an{Ve>&zf2X}5+$_!z*z;#8ImxTfFVW78AsWo{)r5>wUV@l^AY+J zEr$puU_;vNsgBwj`tz83XUOLep(@2fLeE=Y@;c8F(67qcwAAC{A4r9Dxp%Me3AyqM zxq>$GTDNwjS%*q>kZy#kx!$O?*wcUY9~_ctJbCzDV+8A);rGF%Y|8J4b?Z?!7Pt+`ez>lhyqq zYlSYfUO})lH*<9Az>Bqq{>NR9>p{g&ZaB=KK}Nb*hho#2NX5S%(^gYR-wcbso(zMr z0h^)mT*B?n`vOe^{)Xx?>qOy#t*kk~FMrVM+9tlDwW}=Se4S(r@9Li%86}xLdy8N~ zNoy4#3&pO_HBO%SfnUqc>Eri%z`O<~+?b5A(#i}6BDGnp{dnp-phd>+VMHw#o?svF zABTH(^3Q|X?}jMD@V~)=erzKfX&$r^iBDY1Q#!QnBHmeVLg?sKB!nwmvG48KZJA57 zu0I(Ev}qDt*j$KF{D%tRINJttu1g1xv+n2V9W;-ST*Y#ubVv{H*iyA6gUAGF{!uq7 zd?%M%Ah}$`9P5bZ<-lUT{)LKLCLt`f8!p2U{adgetX%V>O-BfBclGj$n+}5{SRKkD zBxnnM+ih3EGC=X1AB~}^5)Tvf6orSP|IuiY5UH4!>9%d9sYVu~r-q_8R*NH>-&5#F}V6ACUwpEnhmk5ZPYxda5)_sW6>P{8s6EX)NRYul6zOLR>q1)t=Z*^s8Ewr$TFxSm7fJ#G;`H`+8a3t+wWc4%94R&;1PHt7!ag!}Q zbM8iMJNCht%L=EF+$FUgk!Y&@@2@{ZQ-xp5WQ{A|Nejh`?k6Q`3y;pJu~O{9VWdL8 zHl}<3hWo{YBzI5$5!PGUXjnE)oN?c&pYc=B)U49z&4zGK>8D_X8-wJGQ!1^`zQBuG zG==;hdPzc!i2ljGlZ#{LZ|2euDJQptw+y-PQ`m{{tzoyyWb(>4$>h$q36(BnQ}OmN zQ|_|zv;p*4e-bXw1b1cA((LVfevr!FLCn7k7ONeY$yFSoE^amn? z#p?S-{DV!&eFWtccQ$*M`@ok;az)FNTv2DX=l*Us@@+x6BT$evL-Gl)AB?MN>}jq8 z8^yZdRThV+6kiI-8mV)#I$o-P;>mXRmVaKKb&PqEb{dZAi2@Rq!cNP*jK@F#pK*kh$&gl_8q}`RYLVKcE2Ev4XoBR;nYA^J>eACzKw>MBV{__ zVB6@*(2R^+;4ept{GX|5X?8Y_lrJx`>7>2k?90`OwA0a=C%iZ(@vov4OHt^1r(faP z?u^L{l8s>U_4YoC7yl=Sf5VxQL##Qn=Xxmfo)o87sWy2oEqbvKB0Am2CK*WjlvttK z6nm>-T8uEr=*qjCABG|qPSwS)IK)gqc&Qzz8Jx%4)pG1gHbH6_P|U;ppM5W`{g;q? zEZD9;dHd3h9CXU0Qxq&onWB8WqFzuVA1|J{yMmw%KK}Qjv2Rnqc<8xfgO-5-zHf$cxRVL39nY z!?AtUQO?ev8k5^3I{)gco(R^Y#&?`w8K_e!t(*p!5rt4$Pr7e`%E3Zr8vR&)K{Vrn zDQwRK#OQ6+)qN)W7;;2Se1rD1FV!u=%1L3vf>LW|WVx?d{)G;u3nS{$YkLt6Nmfdm ztk`cCs-!iQ6Y?i;RppePU@|wHDS?r3s3hS_!RqPMDJAY?q8vA-{d*-c*p|B4r+_}i zn0rc>uB2J~fQZ$4qJ`kj-{@g_vVBJ-a!^?UVoWnGbjRh>Hk*$R`qZf$GRK0&+zyQd zG1TtE@UHr8CjU^1YEO2>{)+x9^}Xg{*2n{bV5`vxs+Tgu)pr&_W=|j-&N& z<3$B2o{>g3RV;d>P-hg!IKPM;$B9`VVh4ybB?%_H82Pc|(jEC5Xj*2LM4dX7@S#w> z;SB}Zr!d3c{2B=!{`?ObaTfgOMuyS|T`{n*UpA=29D%BE}A*M|&v1-P$en+BS{ov)bu~nlSu=4TU{t0=;s0 zjQwkx#JyQDf@#sU(CkZ+fw>0nXUUxYR=bxe8M zpa-IDvBHkM*A|v*L7Fy~&d24asDX^kSe?M|Q&|_hr7V z=}=p*0NjI@px9H{+q=Q9Z;0~;j4`oEIHb?DcL`e0QK{P7Q%f0iH%j%T=u-n$*d zXC)S_nOt@muNM6$aK(7GrTmAJVp5WUjo@Er6)p0wVjXgQBq>KGF$D4>L|i?Ll^XBQ zY+iktY@PA}7nKNq%L@-pdx%A&^E5}e+78X^N@u)LLN+N@9P3YOT9#1z&P1159#pX1 zEO4|O-t=4P=Lq-xvS0@KkZO02XA%l-vxL^QdkZ=XR%6CH+kEf)f>mDa`rWO>y3!q( zI-i>?aDF`1Atpi5R4vO$pt#xbDID)`DpeH}^*^Z;HI0I_3}kg8m328<5U~o>r_`hN zZXuVYmT_zKFadrVROjE*8=Q*q{a9PwuhWvL<1TJe0;3f-+IgXbX}&N%chFt@+7ZWq z9XtaE(LdBBt6VEW&`3{N?!zn7!7`r5gTWMR;}L&F*&RTvJRI z(>=Qx6y)D;f2$di34jUi2nuHP(+y&TXTdFO`p{H^`g>=HA_3S!UmqEY{fwiI8+`e( z43cHvG>vwQ_-J7f*|jN>?gL|d*<~h8_zjv0A>x?!fZc!1U#+7lmmn+#?&45A%p~G(&gA;M=OQ(e9v4jM zn3M5@9SNFacFwMMT0*)!Bj06{mEgNWSbOWVMtyUe=U$grwh$p^+HQVeLOsb1&(nA})iOzaL!wzIfe#()~bUlk|% z_}yDzfC^m~&*D(u85-AJw0wvlR~20!9D@gwsCI>`RyZks;0%Y%>Xw+09z*rHlgae@ zav_IUm16>xw>P`P^p0;rjlDC%Qxs>!A{b={B^xQaHR6i=R=_=~F;G&~pafB0H0D#* zIFqro2`%)lr%hH(Boo#f(pmGh;+U<4kS zF~?ds?Rfa>&p!)go>%jdF?qAJKk700aJi;_SCv2>4|Mg1lXcm53M;$UFa z`TK7?ki`?b4^l5x6za+Pmhe3@X*S5C`ezgzWvvVPPah!!a0d<5c;IpB^yC1C;L;*^s+D}n39P{mbTr!sN;0QKe zKjUI?q_KHx5j8SLBRHV*GO-48Px|kf^;7!Tb^`@7+9+eiElW%>T%}=U2jL7p*<=tf zc|+zzM~6zBcxbSlFW7_TL_cC#%D=E^KV%1mPRpp@4vo>B?NU3q{nIQCf<}ImY=PZv zd>~duv}fPe(8nq9+Gsr@s`XTV-S3VRKZa?#LHJ-+8Skw{@bt6nyv*X70KIjV15c6P zCCSgbP6A0=WZ3LwB+%bKKe)6EWtn^ytkE=xXQ6t3AX*4TcKL@Ei;-+rP}>hN5Hv#B z5d@Xy^kkEqu#a#!e;GH2yM(G10-iR)VOBC2ib#@>-KGwcTQUvdXBa3=mR!;gsw-tw zy`3l6%#f_x8>x!GHJj_Oy`t{V6mHbO6^wR0Sh`JVl1e@ zPERi>6~m)f6W_1Rp@5$j%kXD?a(2F=Gz;qLr~akW2aJWJ5*Tm3$R!Gj0V^y;Js4E$ z<_FKK@_8TRR_-Z}lTFQ+m0pdM$thp%m-Cf~4WXob7onWa^OT*=1c&7Y4wYLNn%uCC zJr3T{gf%CNtCJd<`h`X^b*_RFWA_?`S}RL|Sbew)-N|JAYDWxaY-eWua;E*S+3G>J zrCIbx2%Ze~rxc?aL}@J;2C(05%4s3{0h-okqGbQ+nH>6zd%8l)p%ZlhyCQqUDX1hv zrYIix@(xLLlp{u33tN)CFM79L&j>q20{iF4$=^OL zYN~9MDaGTze;;zkjY5TmauP?J?AVg_Llt8+bCM2U%4V5;9UoEJ*N$F2 zMkpzkprctvPd6Fp@&+3L1vP^&k2#UN2Eej~ec2+q76|GLBD@{%EWf_*w}%}gWgMd* zN#A-_#L@?gKNbDv{^bl8tA0>>k@3?99Pq*^X)&`SqaJ(=ybn&XgZ&5R~nO0-fsI7;tUKEj`t?xB4`tO5ttF1O}erV~= zxkA^S0GV*ynykUEm_8% zD0A%uq0fOC`cNFK_6XjJvdxGBjb0PF~TYruDO4 zCPTt$j4+usC%AbW0bI(tSPdnmay+-$7dwCBQ1@!P^qM`k++k+l`QTvuVnfy$xS^>b z=lQj6=D(tet;$bkdX-Efe4T6+S~&D8b)ZYN=}UWfITCgpoHnXh!-f$6}OZ+8qB9zA<+5hFo{jwQ9{1w}UNJfXOCer7!~vXQ%8^jqbLYUP%|`leD%r z)jQuM$nCXw@BAOD1wG=f_FV||%EO-I{fW!ku?h@LS}}pH{^VfLH9R^lWdy&Z;W*mg z!x<^qX_k`F!QmKtcz6@C`rQs(9f{b5&I~B7Bj+!%lS z%yzIogb35~ypFLgcm4Ie@S6CK58Gzs9OfmdO@FC;k4j=)ZmtXwteM~9P>iD<$f6Z3 zh?D-Q`U~PRYwvx*dZ*7`)==w68ju}RtzKb4OvvgDzWm#$KgarpF?17qXm zZ}uQuf#Y8q?)b>&z14KiWZ0O#;|&iri5#pq_G8bf6R@VPRkkV^;@^BFo*C~&{(n0QnheT zsL1A7BW@4bMvlN~x|a$#Db{~xesv_ztZS5>1|O5`I`;f{MsmePNC=VJkjWs8N$Qgz ze#@=x=;Nk-hjL-l-yJ=Pbckq+K%sOVbsp= zA1BSvj1Ju~s6sM-(98#J8(!r}bS8YjNwioV==r*a=5M%YS$1T*UjzL3MVVFqQFE&f zc6`fARg{Lg+eY{Gww;@;iF-=*g$~@IsYt}f3wY(6M9=(lP&Mq1ksqj|v_fp768l>7 z@E#LU6}Hz8V#nWHN(?R-8NLwznaTk(;xzdUVpc#?%r<}gD0aOXjz@}X&?sZ*zCpJg zc0?|8R_>Rq9l0C;<{-S55+kaG?{>KnT88y9H&I%_HAKYG6F64%x@|!J(>w{*S}lAX8rz`uCBSF>c*w6r)39c?S`iN;XZuCnr%e?NqXf@xMF)H zEIWUSZ>W3^$yEYHJB3QEvxPpT5){P~Rc$QQu}B`B{Yn(z%JsZ&V^msgd_LHqb2*gM z={P@Igk6MtiqnCC_)DE*{oX#@YW6`#bM`A%{>_3A(cRY_!~fP6=45SEzNS!n*AEy; zrPu-U@x!kWHgWMF7_{jPRP1Q-t&+@?1+xQ^)ZIxH?p9sG#LW#nz4gLb=0UB(K= zQ6ml)lz{iMSj|MN6~DXuERuP145ohG&G@bYpNw@THXS|LjM<0I9hMu#6sv-2?&Ca% zHA(#UFS4FrjeHzP)iC36f`@(Gyr}2f?+(J!e5`Z1g!$5asAa>UT_$Y0o)0a=J%|A# z-8Q)QFz!VSx&r$f^&o4-8|+1--Cc@Amqzn6pYSEMbLB7RX*!f-AqSaKyGUKDXBvnc z)KiVVWXbgW`(w>th-*3=K3k%K!g>v!V?~bnAf}#!yUxMq2{pb<6zT}|GTPrVnLIzV ztjYf&ecrU~h8=n*e$>J`)XOxL3_(ehM*OyoSQ~m=6TqY5e}_JLh(c*)oxI|!S6c2> zEy^%$anm5nYKf030wh&v?E;17v?i?d3;?2x>%|l8nx#xLD zb^7BhW5e{duQb(9XOJ@)BN{!bk?lUGuI)h!C^S@ZTl0vFu}X~9d1#Ibk%jy zzwuY%y?{pt+H~Sxm|@o)2NU`iJ9dQqIK2W(E3{g!PWkYLTq6$;1aAP$nD7q?QC?0nV;~6{D(q$Wa<%GsWbghIXcQdwAwsbb zgKH4$H-4QRvzX{DBWi~QFmyD>ICzKnqn;n4C__OZy+A{~{}aN3`TyIQFi@4SFJ(tv zbw{l&$4#9l^?fJRL#LG^r{&|PWfP~Rlcy!Xe(bbtR>d7X!6s(eEAYorEf5D2=gmpSs(Eb_SY^&#fuPu;hdl; z9yteHAs+k;ix`h|E!*4UL1a+7?%syj}Fm~(w8*-6^c2%ZQag= zHOM5R`_VYoNhX{Y)|9kJy)&7?XWq`Bv*!){9Bj2@HFLcUVfUkJ`9NiwRxfLRYn74Z z>#0Zl^E6$Uh7P@}2E4jZv7o7*c!1 zQf|6c*xN~6f(CVeTtf!!IF8H_72zBEg8+T zg)nn_gORI-anA)eABn-9RSs?L>dD2;W^5?D)8+mf;CSukZ!9F~S;+gSP;>|{ZO4ss zXN5HYwE*r-os|Fw11D7g!GK2FaRacgJ!%732Q<1*YP*0x4Rt{0x{i~|qfUUFKxg1w zOT%%?%vll8syyl_I_zyPKJ1xk0}dzq^lK#)yNEO2+wk-(u#O1sG{WAVbF zk4VEwV~t~T9lpTgP&Xo5j?~-Jbq_>AzVY#`_4aVlaNb5W@`phRn^qoLspyPxxg*%9 zc4#67q(cOvF27bgRos+d<_%-70xN^ld*ddMxe-K{PC!!hO%EI-F`qDET$Nd;#{ae zle2pAx(dAThp^F~+=yi4P8~-uA3F~b*TvznhY=gCi(}Z#>;+8^PaDQHr8H~R6>ZTZ zWAxyxDpN3V+^~8im#OTK{>B_q$509k z?$_;%w3X(dmW=Z5U_1iM(Y-8d4^<2-RA8Z6pkGyAC~zrhrZ!=+O3qlFQpP~lr#f-^ zC?60r{w+H)13Yt_?-Ha91w~0ql;7l&xzQRkT z9$|W7G91htlmI?kZ*?drAqm!jbqF8@?551dO;bM{36ywoH91O3N|*cybw^`LN|P`r zMpkCKv_RlAAk@D;b>^g?YcVOk(#_miiII&001Ds%P*wMb0;U67*FqwYYJi2Dd~|>% z3Yvl=JDC#+6IJR?#()$6qm=IF_;Dpm9RTRaZWaKpb3PFe=-{gX;FJE$1Na3vscRu6 zD$UU`m+)Cz7zzaq$t_eDfa>3n`bk5cTZ9il=204xx=;@|DQci7ak?gB-K!!Vz)qPw zH}O3;D$9nBi3~sp2(fhe>=d8{Y|6SKf}dEq1?T~JfG$8O&{Nao6JXT;4bWUd`BA4G zB!Gh-th~yID1rA*cBGXsDh$u+{_O?yOW!HK7#u%ySi2%-X4%7zD z_{W<7p4IaK14FVl+W=?)z>M`4EjM#k5C?$QD&A`Vu+1}EABeMzGH+z2b znIzy)z(8OR1qB3G)<`X~zX))6@@y@?w5Ya+#Yj++84zl~2A}~1Yw{3~1c1-1@!*vZ z_9%;`W2Dd71y%y#pkttq>@UpS?~>3|0FZ=r=VflT0S&-vz;-z`egJK1xeFiz@IPQn zbhZtjC^I!ZF@V3Y#gCSO&LYM`!^s2~LJ5fbpId?O13qU33Cf8NZlvj1O8;M)DsX31 zy8}!Gcm&Atjxr2PFm(^p8{5xTHxwJBp{3FBv=Wm41aMPSS=unb4seHeRU*Jmz%>BJ z%%j}_aR4|W1qn(@Mz*A4CqNRwOEwy#{0mw(d4#0YPCI)?98$d4rQA9}!5Xdhh>RA>CS!@L88( z&<;2RYC}SSL!nWS1E9sPF2xq&59m!_ZI(CH&~P?Q0iXcH6ZtF!kU`ts!ZOa&y(9*J z1(4k$+FjOAwdwc^P-y_YpX9j!T>zB;s{m7>0Ip9T4R2=vQ3jd-OM!d@4uKHY4MjNm zX#x=hj91hW3{ABd-QyQy0isvd83csRHCP9L45T1XF@U@T2Fa@O0R;kJ4HOhWJm3m2 z2IvS}|6kew)eWdR-~{jg!L`o_3hTO}S$f*e{dV+xj0Ne>=6_B7nh=DSYSm*%62p9$Mv|%I)AQO=Pl;J)3 z(z>6OtN_=gE;hIpMgk?Ybt(?nXV-fHiU7NLg_(e&s;mnr2Z~g2dw^G@0g!ZgjoyGT zfVg34z+6=*C}0R+46p&$DkErWapDg$OBKqz((vlJdd?i1k?D*jvJ{fpUSIPB=KrLAC^)jNAp2@k zaAti7xbcIZ}y9kkwH>B5%%r6?{c4fmNIjj>fX}7FMr9O ziYGFmAnIPlUBs}y6^0MjvHC%3arKohalxCw;x9bqyT(J0Omz{VEeZ(Hyfw&R8Ew~6 zhR{kN9vr`GPz~4lwXzqIvCzen4fRJGOqaJEM?=NCUjNiE!l{|CqGiu|Ui0u8r>Bjq zfMOMS&+cgB_p^-@XKYW5T2hzS2u<0sfg6E71%se|WE&!tFPm{!WpRa4O8{t-#0`4+m@Gqpa-g~_*`XW`Ik za0X#r8iwz>~@Hxie29Xh`)i+w{V#^aY;;B;kU6JM4c&q zhI2c2>mShp{?eg6KR>3%hbcto$OKY(EsU&_{CQ&A5$YS`_2ksBbctpiv^4bUk^<72 z2RENAY4sND%mEI@!oVnjDzW^QOwNU>Jw9%r5iyhUZ?!&%Q&; z&4GKiNV}5IjIxP*> zDLm_*h{lG@>&bTd*)&`7nEdbdrbOuY#bZ-x5UP^^4*E40!oMqq)uD#QDL);Ms$h%i zG%Yp4xtoT_BSs;)qe%>S$`+)_>+Y<+p+&j!ro3}T@3;kV%7K*CTGX95IN->oDx6Ab zy%uAe3qD-3Q~31iE|5vGmC?|bKvGki8O<%WuhA>_&YPNg5cEOe_}xUgNA#EXYwTk*rs)msqeR#C;O_6H2)T3& zx-j%CjC9kbG~UG6GHa7?EpG8s%3qgdYQM6&AGaGoR1~(IA?&<=2_Egd@+-R^PvA*c zNU5icJ0CLf$!WrAGvBnyi8oB8BAnoR%`M7k4E>b$M@!!|AN4|Dy+mAXNWniSvwM87 zKSv}zt4scYE+ZjmQU3cbkSO*-`v(Zz>@`tDrEv+^Jm-HE0ays?>u z8L#B1p#MYCRlrr%JZ&1JTSVg0-Hm`;x?38gr5mKXB`zV2(jg!v4N}rbE1;r)h=_o+ zq9WhC-~atxc@O7o%+Bt)^UO1|i$|xd5;@kq-ga;W&+b44hNPQCvMYbXW8sW%c?Gb| zy4m&qO~n{3jj1$6C+{)e7K!KsZmEDzbCsO0QRaaLR-KJkj?eCmsQVBI`-)%8o>GP` zJC4s=4bCv<7X;a>q4Xy-OY*RU0&1fySAPG{F(MY$l-;5I=yz9l)Li&rVpXmtZB(-$ zJx}tZlCf6dG*U$fmB#kaW#32Ko{L=&=_D(_8c(M_WpPK{SCkT?3t?H5H|p}&-aDup zN$!7SqPnfZlWB|ou041loxC0Etjv(*EWCqDn`J&iDD6u`)GwM=Q)YLpWdU^5J(Am) zuiWBYkw5zjutbZ{uxu{C2H%hM0=wb|{{W)Ehv{KWDmynP;6Z>KV79?#0W2K^yaqN2 z>7MFVxTjKjnL z?t%Mg;E{k(ph=hkr~u#yzy_Z%pYVT518f620ntItpuLBQmY^KKjG#Jz#h@bhyh!L@ z=#DrbP=`l>V#qsy%K_i|SEhiXvKDn*%wZBhQvh55rhp#=_ye#OC62hItAc>rgiBS3F3u>f{pETAV)igTbIc$5ICL2%G7z|CjiijH2GfEN0J4xmp!rU2ofK8zov_}?-F?@dIC1DqJpo`KhWK#`zf z_`qPm)#DQ2{ePHV4=@v)4}kuFtlS<)IHd>KCHg`YSSWy&L0k|Kpe|?!bO>__qXMmg z#IW#9?G<4dFaQ8}Fr`}eq+yYP!eL+l{6MGh(ttcr9pr??3i5zd;2Aol1%UvDUN+$A znmlww8mV&&@$rcX!G*SyDY!WBUTQg+g14aO26G4#2c1KcP#Y!=#s}g6W|UQeK42E$ zwE-*(h##Cgc#$lfRY3xnNr2k2Fg|b(0MzGy=uDq^2I_=6*-K5}p19{nLCa7RssW$} z<-s+qBG4$ji!d@LKX4C0^^xsR&9fjH{9`^bfTgfJq}AkMwSWRZL;n#_-4W0%s15XO z7VI4K40>=(dnm1HrElzS4SmfB7V$_3?i` z?szru1^Mqg{^wePFKHU|0NgTVb6xPR;Jb;7p9e5F_zMP}*3f5rdB=b6IJo=Z^uuhx zub?G>!QdDJE(RY21M`wMR|3^69l0akAf_(||p1&;udgKl9>-&LLb zQVE)XmSD=EF;FrH4B7_l4&OA*V~J24t|jjRoCcQ)C<o0Und|XYOWESL0FTpPQXXgur-3Q zGBGo;adB3TmtjmN;fHMFe8lJ^9VSZ}zgD)EpQLD~Uf@ zMFs2c)xD!8Y}K#ZZ@@1`2Cm`0obY+`CNJ$x|M1i~gL?ZoX5wk)!8_{O7(wFO=ug)k z1hzA}G7A6oGnB`ikN=EJP`pjd;Wy-$v`^_}&#==myJWGlWQ50;Z@Tr|%v2`eOERU2Z++R}ZsuK7epfn<$VwyP zSSr;ptxVTm&tOtg<9DWahIgJG6kOOih<3-Eh6a=wbnGP1|NA<*cX7{%y96r~Z}eMH zhS0=^3!C5@_mQqXxx=f-KU*YMDI9zB-sX~@b( zr6Y~+-E+JVqeXm7`Fm`#U1sHWz`(||XvuF)COb$27W9)6Y%aFMWI$78oTiE89q<);nrK~wHE5rC>oSCPoBt>N824S;ne)x7Q#ps( zh@b9T*66gkKhXz?7FC%=BHL_Z#XV8&(KJjYJaXm);rMYI7S>IB3Z`oO6KdKT<2NKd z{*E)JlB>6-t9Rj;Vc3<%U>sZ!9w0B4Ei7u2BCuJwOHy9FAi}n9$<%GoH5rr|L-g{q ztc`k;IN37hl^181Y<#q=JjW72(b2<9zlbd)J59gci zhK%Np9(BvcI^7^lwI3|AYNvB>?q-;*Fpa}iZ#TJ(Q(#?0kQ7sFSmlfpjpsRN81pUO%QfBQeV==(#$U7;ItpwkK@uc6+o~&8)E%_Rh!Qb>idmJVQ*M;kV+XNa5u_ z>EDmW%b)b+rC``5(y2AxqYYd=B$*A_anl^Me(i6EvZ64Ta?dkGqiy^>|DstvMOoMwM0!+nJ42|fq+(16yYjuyD@VQDLtkAE9LFs2Jl1orUNi7za$A2^+{5nl$?6Nwa8MiD3yILX{3V?t8TlgH_k zuyp-daQK9H-^BlRz4fbt3Ci&|)(b8YZ{m-U(FjGVJGXwjpM`R|YTTl6K)0#-b>SwU z_NFLIMaO04UNf1h{|8D3$B&LGe~e#|f2Fymfj9{pbvNx%i%3O8@mG0erQcl5u7(8J zXsZu{ecp2h5L^TmnraEhAh2E%{;ARrd5;v@>3f5RDia`7jvLw;s8&&2Xi|ClioMIX z@GI;nG2|m^)je%+;N3g%k_Vc3>zWnP{nyrVjzux_J9$qMu4sCtve4aW>;!*Ys5xQynT6CgN zK<#rW+;VNlcd7mk@LvW3{sE>Es`FtlEpW=E}GI?7ED|0OS)U+$COF5tI~Kf|`m`>Hwm zkJ|{3S+<36YPz2%%0KR}Y>#NhlZJ7U7;m@UxQ%9R(ZY!{@fgAwOns7jnn*4`rkIxO zM|@73T;#!K>tPI%6KLhE748Jo=Y%pV*qukR&4j%9D9&HsS+tl$+9&m%rU*W6I?Sja zT-h?z?b;h+G;3E~Qp6WVdlT0b<1o&k$fG z+1JD|_H9KQOv0xWmS?(*RX%5e*0MGPY!g`MZKBlCby*sA91+xsCB3~X(@FaE)%Ecn zedd2;-J+0V99uVYSfluHZcU8aMD^XqHT)?!@i)7lLztBI$Bbv+aOSniTk6x;ByvRH zTFpoP@#B2&Nzu>Y7fW)13d zq-toc(l$3^t$FDxNsS269qcnKsv`p_r%xXVFV$92=>7Q6Rj~KfSv72=`&Zsxi~2|Q zm6u8ZO6r$U@~#Rgo~V1W%Fn7j7-En|mXiq7oJ!-`op$|0?{|R_u?Nm4&5xr3u(6OAj1Kuo)kw*P@yjp7;iP|DX&B$* znk#U|?Ay7n>nvuyS6i8)Kz#{4MtZ4b3D}@nvY=zWUDA;m&eMGrmh)5PV=ZfBs%KJx zR?2(z@NnPshWq!~$Q|@*%n69SQX-m9iH%>*yF{CH#~R=2c8Ss3oe1W1EhOJ+E*ZcL zzS(vsulvy0*a6*_zAwMNP5;4^8BQjq7zcre)qwR4`6;W<2>WifYm&X0+s9(n1l}!v zAG0Y1#Awj(%4RSdk$%YkjqMUs%C_tpqxIR;T&OgIWF=9^@?{!=XEriCz0=H8r@WTp}lH=5CVQXuY)4bZ9Ua)$nhf3t^!2>`F$NZs9o}3o+_W zZ8R{IQ*Yn!w!JZ0-mZkZZkpkAp~CHLaDUFMx@xcsTQDW$Mih%wgOuUzY+BPRAy(al z^=qQ7rj{;jGn0jy8W6Y&-1*cj zue`R9Qv2b?^0<~WcKadAHnaT$r~LpEnw80$Z%J+lH??6)3G|VsvNkU>NOqhE5Beoy zJ-p}Z`%9oQt>NAKi5r(ao-X?7IpyKf;=kq*QtgUV{+kvV9F;hDx5H5Js-1>6!FoHS z4;4Gs9b`mLf1!NrP2V50-|kjxU8+mJE^E@7+G_Qwy`+?cK{-ULVDWty^L&{}G!q8K zv%8(&q-N2SLvXKXS=ZWICf*fP6R5Eypkb`_Y5qhBvQC7JQxj1q$-5Y$64LFEBk;Gxi@r?}w9cts7-7g(gkr>&m1$Q>%$9G6A;V=-c}2rHY;_l|3|5Vwmb z0?T}}*U2zlRk1npGXh@d7Wym=*7aR7ZsP1jon~xfk`1R%KI!RMZXhNnZcV!ymxsTX zMIA~#>!hO-%lqMesPa+2@UFI0KAH70Yue*39uG-M2IGK1!@^|hVU@^z3e-QD10nrg z`WiVpthyzmg^zdq!fyJYTJuw^wt^H;b?pRRMw z2?t+T3@NSUXae3LaAe>tLiiJ$Q}E2dg9gXb!bt^OO5oAJ*$39l*xx}63A_N10>%Lj z&;WSHnG4{`0iOWgGmr_uMg8vr+&XY1!CM8|s}5)*aEif81m{rA+5nodPx240N2SjI z;RG%()B?A(0-~jw4#vO@fJ6{wgP3o4OAff+1?yc9J_6~0B?5mHng#)ZQUEdw$^csd z@yxh>$T$Jd7~E!%7(7-e1vvmfT5$A%HY1vukS^ieVR%P@Rk zY5o_`1PTc?*AUq(jEex0K>J8_5>xtO;AkY zP}$>^HV7sg`PxOc=Rxlf9JF##10n#Z7LaXVH5-_mZuo;Yxn^xsDUe_Q;b?dYQw1~~ zkYeC&gKnIFyFnUhfLqSP!OIPrRWj8EhQcP!8&n4VI&=;K4#xqx0gOoK^DM98IEP08 z;JrgA7X}NgB+MFu2?0+*eGhBWV5AUx1(F0}te{p9G^{DxyCmK*H4xY<9cOch97`(8 z@rnunJHX7s0#Q_8xPbYA77_-kVBJCEk}7xk!~}s|0un*p)(B<=m>D1!V!8|6aw8yi z4fHG&5RsFFl29FjurLsa!&-#9LMYZXI}D<+LC-Rx+VepG;E-|ys#2gope>r;m4;_FafR6%= zz@h}vQzvRbM|tncH#;B+3J50%q(^raz>ES31vOyiU|v&43qN%y43q}eq{7PqZ2_MK z?-+~#(gZ+}Optd0*%v_P1=sg9Y&Aj70AvdQ%?EL4CF$AAu?7`Ff~l!RG@^$D*cEJ&DAn0pvEu!=y~0Z9c^6%ba? zFQ^w(1w?n!a5)Se7Bf6$<$wmDCFmBGAH373xulT_7*dQytuVt@k|lzol2x544L$1y zBGnd=f+WS7bhduaK&}>rXAacMJUN0_VUWxL>sE|j93B#j%sv&Fq+l4hHte?<5G&u! zFc;UpNk>vjyi}VT$TlNp7rFif<01v?R^p7nL5p`FD<(^>M7)+76I-8tzxqlvwRkz| z9ZTfCkb*Uq$1v56J4@((MB(`D_By*CYF|l9e5LAfB2K8uqSnkCfFfD zL(p*2?#K?TGfsaLs~_rSmE4M1Xj4a}2_Cn``12fSJ5OO7h7(V@i{eS0#2I4!8T_2c z=xZiBw%U1VljGBSXS1s%Ws%1}L`&-GwCh*M9Wy^^P8wk>Bdp(2Ws@DZDsa5SFF5ST zZ3MsJ<9V?PT5S$$7UuPnMDUMsDG!=5I*@B;5?ic=yy_XIa#FCtxkc)&h|km@M!>~$ zocWn3+-iu}Mt=Dkxg%4|Ds4x}OQTx{f8F%OD3=x8S9(m>q37NHeFOr$22{rLpKh9mmqg@BO=+8&; z3TW1Jr&fFt{wj3md7%BPYoVnu-eQt4zCU9r^ zGG>MR0e?rW-#+ez{2MuDZ0%C=H+3}ST4L2?H*CZBYp3fKb0Q~1rBcFds~D|!@inY0 zF?1Yh#1n5iWV{UFOvLP05c4bE@3A>H7v&}v{v#S&c!NLCE`?4Y(oS9OyR2ygiSWDB zUJ9kLX8trPCRS`J$ptt09|`uRJc!bmWM1_qdU=$c4R3OJTUDV%^atEU(KN(&vE-A8 zs56iGx2y7~J>eS%WE+8#n?vV#!QOp8Z(7pr5({r@8#_&fQh$1i_EgS2ns?LO3(Me2 zsQUQiRMM)&X`u8we=7H_pT7~ON)nuL=}o$op7Hty+JzsrypO{gj3vbF9a8T|4V#t1Eh-xQY}*qiP$RFAj)>@=HZIiL37GR|?cjthR3G z!Pl3MAq;+*dTo!jjpb&>fErC^kn6`b^PQrRt{5@rAH+{Z23~AaACTL&HIF@BXbD~> zaPb%xY(Y5aE>x~y&)hprd+%FhT@`)H;*;J^M1PFhSDzLiZQ6bLcP(r>fiy%~zPLt7 zF3VV>GF1_*>29yDT0U7?qRdVA7FhnF^=vv*%+r`{Qr>#6K7+_UJ3M4#d}I)!s2q(; z9zl79{(3I8!Z6ZRD5FO%Fm|X~Mup$l+$Z)-K~q3FNYn+wG||Dq;ix%XS=>v!8K z-$b$1MN(vpGu}yMnj_yBI9W1Zan;z^8(!iIV?0-n!#BLuA$d zLRc={)3c1$%Z_t`ZaLk{$T+QOOy$D$(aM6#*geC1aq7}RM|T}|K_SaWjn?+HWH|S> zOwx7^7M_RJ`o1Rq=Ek%*;)`W`)|$r^)U!bt{FylGRxWv_?WVaD zvBgGpTR-(asoF?8ZOL|?kv>YR;hzY(&!?rpKh!FmE9|F!I42n2DTP9ah{!)U^Zx6J zVtX9vO!SclW71#_A1j&LDP@>Wbk(|=g0Z*2*OYmM>&%?wQM*vf!1GkA%g39(d?dS= z?2(smk?M)^gr9J@cJO}Pm}%eWdr|I2dDm3#dHQ>@t#=Af=M}O0a!8prWokb)$S6)O z-oNQkT41hJlpE5HH>MpkG`wXsy~g(ZKJL<8@whK{a`UFLV%^ETMS3Y%HL?)#O$bf@ zM6uX^-Hu5L!n(;v+Aki7Wr>I#lu4J69){^Rl1qnT(5ps!A*`mI_Qn+A-r5i^5>L`t zD&&O_j}5!5Y7BTEKG@;aq&Tg=ZFFAi@e4=FVu%x=j;GFYA2U6;Bv!Gxoj^Fja+fjD z4WCrCe$>gEC{;R+t-02Tym!dkvc~ZV>0o)9woJqK?5~XIEr`?dliiGh7mW%O8^`%o zGH23cKyA`QOxq293stK}%wp8YedPFlSe z^dy4?#J}D)cjbi^RbVV|KF|I(Lp;)z|LBeU^Wj?EV1vd$gT1KbLra2K!tN=DZ2Mo9 z!R>z>FerJ^&Te0Tp#w7pb``8E*jTW%U~k3br5}yuuC{?8gxo#=8307U`ayabgfzi= z7k&bm+6brs!j6DPxds1=>}V+Hxm!UfuJB{`T|L$RC5DR1OKI2{*~EGSQUK5fZ4`cl zoKI*DkO#mVuOfh@Pr&g07fFTWMzE~e%Yf@7l_6kRH}$0iFb9M%A$A2}EV#A^cY`=% zvOVsZed!EA#;Z*@$42qxdq#}-$hS{Q&#`v_vrJ0MujDafUJg*FbiFTtaXK{eVW| z`b1o0CEMzAVdgBW*`_l7YFVyn;Ta=fO28$6#GpHXjtIH;TYHLD@0h z`PxV5O(Syea*%{{)K@EI06}mYOV`$6*93Xq)4NG|b<^#<>!^R~Cu5swlXuYW=W0B~ zZ!KMehN$jl;g}f~kMUoc_N;`jMPn#Mkhw3n6cSRSs&)A=C>%(axV6N08cha8Lg|eZ zMbRo#5#QBrj%24N&*_~IWCTRr4{oAxfMNaKFUfgj~pnZYSM zVd93-T1;d-7X@mayqB(Uk1Kn>-;NkfVA{Z}lplY~k(45i7*{G%%I=?!6jXGUH~-E?p^(be5lZO3n9 zYjoKb2t8pf<)V8@PS|d*GQD5Rjqz-lMJQ}KVXfW2P3LLsc+?u9t{j*NnI+bN9VJ_!k>blCf#i147j{Mrn@+S-I zFa`lL{8r1E+_>u=Zhf=|91Tqx9kj(~{m9jJ-HqZuT6vcEtr92^5dqhDZ<>b{ehpg= zA^!xo&N#YE&oc>x#or1%s^%aib~tFNo~>}MT_wjXR!vhZL?`Xc&|ka%EKN*X$gz@? zf?8HZTQjqP>J~Rji&XGmlsLCL;)!hjsx?BjFBXAEGO|Mxs_X0ET$_(wN^_7KVMg0tIy@29Jx-YDYP z?|5Y6nnvBk3%!HK`h3MG!9DZTtwlbueDK5FLK(X9Gz_N< zNSrCXnBaBJbsqeicjLn!vb;4Db9jsC+N?#VTqmB@LTQMBx@&AXFj2O0Trua~Fwd78 zqVk<0l{$eUESBqpc)TzLyCzxr_b*#*El0H9NKR6I%Fh(gf7M1O~Yu22-yEm$4 zv5(Ncp`D|xA3lCphdFj;p1-3ketp;XGgge~9Z#&?v9U2TqC+|5N26QUsukb-rGFZ1 zG~i&~>ri<@NQ{YA6cTO3_DtWv-nC)n`*W-t#^b!^wuW{RL?AEf(T_LCM&e=LT8yS6pixQteKF5k(_^8Yc8q?8xo zjIa>NTzkb0X>1S=`uW>eQA?Dx3*>wFDhxZcFYROHJqvu_@wA))L9g#3V8HEuxlXDy zvE@4S+JYdZ%Pr2G+Cb%al-xFp-?+Sxl(;sP=lZ4rDN_Iw6=4;9sePKZPL1yIb^V)X zYwjIew2EC*#BADD$A9G%q80Q)D9n3pz5d>%pV1rAo0^88#99#L+C8J*bd-~`R0qE5G>*;0koeB@vf7dTxSRN{Ewf-b;i}@;Hz}?5b z8P(KEDt!h&wVp7&p5;`;te7Qn>3q-i*uuhstf#ef)>UwBA&vUO-)r73E-Hm7Cnm3` zFRaePv(I0=V&6Rb8`=5(>iQL1u4KieO2_A#f|QiKAi}10=?NR@`k@X?P7DK$d|8=+ zcy%njLm`#R6SD8}8u399Ulsr2VIOL0rVG8LCLrLUezZ`ERP19X^Eh5h(SFJwN6C~N z9ObPypy8E6{Br6Yaq-^)I8BYD^4VRx5^jBM!|5n?T0(i7?dyXtI&^g@EjiOaXw!{P zPxuVA^95Vl+m#Q=qnG2~;EJu+)czXLy_Z^Lm6DyktI+zZ7p<5=AF3$LA5l1XVfh-+EL7l`UMId!Sqj)aGAIH0q zIt*b>rGuq4&Pjw0d)Nk|yA%6nsN!KkXZ9%dp0gz0o=-%b^>4gIDJaP^vsMY5zW4mQ zUUCU)6g%g>BPaRq{tVW<(MCsL=lXYeu~yF23WxJ4DB<#4BC}Q*4S%{<|&r zFZ6O4h!d|PKb5>?Gdf{^MR7yGtbQ+tnb5FPX1D=gbSuSpWDN&y;k-U5~Ym|4c?d7Bof^j^2l@#h7{a7n0~u}Mi4ix|K{10aL-R)z)@%tj6#o-oN4G*%^)f` z9VXz$!>x#Y)m~a>u^4x!*S^Xa0{qRGbwra!lRW45$UTfT*RkE4Nc{<2#gNkNVj;#q`6TbqZV@o)p4~Om zY?CV%wxG@CEUYd15!<^pTBsFsn{5Hd5TN>)(fr!11FH^w~a|7R?G7ob$!W z$xfC-yUQyPOQMhN!l(|LOg3?W0ZPFi6I>H1tfrgiccmllHZZk48RyzD74g(86t4fc za6F|IzEyqod{8b$uogQ~Stpy$#PVN?vZ$Z+%htV5H-Z?tgON4C*2D3(VKIfj3~)JT zZn#RQ(5DX4yb09W7{NwXpST-hYA1!IeI{xRJ@hysOEBwKlyprDmCr9uD%_tdqLT2K zr8vhX+b}NWjmqoTQP{d1fA47ZNlb!6;olnJ-{Sp@$Hp8I=OWmizWCGIh&yKOBg-v8 z@OLBK6x$`lKH3(hU49zhU{^gsT)efZPnyO?UPx*94cTi@jqBstiI3) zvDRAV_BiMeZ#uqzDx__@aK1;CgLmFRWr%%B-VR6U(tLj1j3dvLa z;aSxv%_yRNo=b~xVFkR;(VIo+DzS)DXF|F=OWT-4swmI*u4GH^9@xbAbbVEj$Pnhu zaJ=QhYH;*3e&gFz>$KgvQ*hocgLm8BErD5MzW7ZewWPRB;wOb9r_%;XRTK%OF8mA| zC*QxwtoZvrZ3&?vFvor{jAOWNOmtkv}T3x+{md53LHJl6=T z)cF@#G&Vzafp17EPO|t%+~G{81E$r}m_H)pa_GO`r?brakQ9jPkDzCcQ{Z1bHXGcq zbKg71Px1X&koVlLeUAb6W$dWf7}0cVqQKK;!8=1zjsc_&ZunW#DD8V23epwXy~_5)rSI87*VaGP!<<8Wm!@O6idRc!Cz>h?E6&}qBIC^%0;Yu_qz)aj)fHbJACWQ1)+z)h z#%ujnx!}#2+r_h%oMb~ zTu7#B6r#bz-VSMA7b*Xz4bZn|$`Ba^;xw zv>6H&CCdsMm>kygwdV-puUd>sox4&Jb(>?K_=jsVgW;&BNJKvweWMbu^;-=ifuwHJ z?QBwqz1P$`5B7=w4B#{j_x3cq@u$j^4;UpVTzGR{m@6@{<7bCtl&e_{ia#7x75Mn- z-5^3*d2JZiUAr50!`+Hvf4>}1zooInxFmrAXeR#eooE zQ_^@5xw*H4?I-J2rAR`$^}h_51J>6A$R^3e$G zX@1BH8mk`0-0~ zzJtZK)!mLQoQ0UwHv&8hAGAUb*{#{X92?rAk^VYS$eiDczH0HR%Y6l!M7;zr{#x}$M9&2vn%AtZv zBjy%vr8?4Z=6FADYNU*PYqkhKd}?c<(wRCgUUlOGlJ4GBy{xu}OSL}+Bg=%llrDe7 z;+pX!?eBc8QqTKC6W9c;zd5f>t|YgY(0TBQB zUlhn47z`~3i8~rKo2|CCw#CK8_u&q3L%_NKt0b+Cgl(TH7P`P1!6rhJKu60+cZgR3 z^#idMmn_(VX%XfH0Z?luW@h66s0te!Afn{$?QJ6sxyBGp3U7HF+fxi|3vgBt1;L zxP-``hn%i5h?V?GA!)?BL{M4`HtfR|{`~wzc+Tqc)X)nOoFTXeeF0YnJPj~Ju*=WL zSHli|2hvE_)xyXZ_EdlV{23IZudjc0c9sKa&!83jc6@4a^qdhF@xfuE>3*yI2KD<}saxDbIf;yg&~hugp~0eJ9=`heSER4kgikn$vR+1)#*m-TbWX051QPZ9&{#olvE>u zUB{~x>VND{k{qMUg>l?T{puJfq*K%gPuRx&-O3OXzvQV^tDnyazz#6|7m@&5gOgV!2vO5s$oLx=92P<8CG`k6N&$ ziZZau*$a8s724K(-}Kd;f|n|@X|pp=tAcn1KHiEi!Ic-(j{n)xWkN(r)_P(+bcu!x z``&)#dV&{F&AROS)|En7FTVTIwUO{-BnrPqCA|- z)@Aa`N1A`nzKC>At}f`uFk}!?J1kHzoVKRki>{7B7!rsGopb#zk(e?2x%K%v zR9xgtX;4BcI-cYmwLK^{97NZ@;ml= zg9gfCpBWpjjyqA_boD%R@Q`(LyoX##A^;lgJ&RVL>M8SQBgn>Zm*;%?x?#_>^MYCtx~u?U(a>6EhLaGXy^V?;zCOGWnyQ~x*1wM267(uda%lF-pa~*aN+!+57Xrg zmxaX!*}hU-j_$gnT3NW9d-J^-V;LJ=N#_TKmJSxRiR)FbFAPh%lF6ia!rvmcbnmdU z{xSN&m(Px*PRDM#Z^@Nt6ee+W{g77A>t~RuZ)ktBx*2xXFmITMPS51chC!w$-|@@v zKGWdMv8zhVJgvS;^T0U$cG2vIPM<1zjpWb76{f&@(IQizhN+F1AjBuELfx!?pv}$| zO-FwpacIi<1%a%#x7!k>Ye_t0jw@QbFO%8aRc7Q&X=y|6hNEyIn4KU__SI8uqV+?x zsVYGo7cbNJScj}}5OYIW=Ef$^2^s3m&y)ftrmN*}cYfxK$6*Ze)s~VO(Hy9r;jPChzwT+@<;JOdDJ!rP2+GmKu!bCS(L2<%x|5mBM{W z%Olbp^;{o0l$znZ>1rPLrETwa45~_x!#+XoW5|j*g>PHG#Ji+`;yGFSrc$(qabpDm zf_ChfnLFK4=HqYchFC}`p8n*;{5ccfyrLZD_)tyF9BHjhKRUz3`*8Zp=@~l%U95zt z*~p26>(~u<%Vqb-zSwKP%hm7qGQR4=OVo=*qI7&2y}N(PE>5 zFFbTDl&)>QDt5q=ep`iE0#C+3;C;TvSBz(k=oxKW--u-C?ORj^WA3rTE&%)c}=Hmuzy4!=s%SVWG+1V!38`LB)6U<;|0j>1LR?h*S2Ir|O8ISnjic>Qp2)Z_gYp-} zY)|E$6=dv;+D^-@Q0;6+JmK~%fjKAp_9Q$}dwQ`yLeV|9Jz3wTGx23ihL{!m{~A-< zlK8QghsRV;A9`Qz3ZhF%UgYFRx=OKFU z7zyxN%ZbC;d^OeZGnY-LZ4OG^U;W1AJ|^*hcH}M5XV9K4<5V3ToI*~9WtL~4!ZrG~ zS7TY%J1^P&K1)}pWE5{h8!~0uZH=pmz~f}&7k0xVdEea2apG8kpQwdI5?!$B_$;vpkT)#Kv@s~c1uRK12#1?Gjqvuad8n7 z69YK(|M>c$OIE0RZX^VoAt?^<8F&$p{0EK%2n}*U@EFo5Lqb9l!Lfirz%b#kllw7H z#n;#$bO5dA0!Rcz1sD#F9s*niv1=#>C(!_UhjcX0q8K=Z1=@wu5Hgljk-50IxOeZK zhK7cyymhn(bO*>8a?C(ni0d+fWUxUHh75>M4`3Y(7pP_N=Lep(ipTj zM%LfOXO8pj^xN6qj?V8-W^82S#mKD5i2SD%3}QH0X9HLC$4ANbW5;tzhqsnh%fhZW zr4fG^9X77MsaX;e+grKM3dZ`|N{#%aSGpvez^a?v4$4)_QgRlG3^>j{vvFMOY_E@^ z#J*gdDe>n8=H;VimGa(XPP8(>8t0VU5~C6HFKly+&yAORpza2VLBHwRMu{5Foe6i3onMI) zO!6P(7IH3aK25fzkmPX$rRM~$`gUxj+zWoDt3^agP02cIr8G`xvl;n{#5mRHcqFH|DMHT8Cd%pNjJ-;E*^Bkw%dB-=3cTz1 zu>2m4iPMieSGxm|s5dLW6rQ14<|(EeQI+&`yOET6CA#ib`JcE0)iN^^=fwmF8zLkf zxW5wDC}4|`a+zN_JkPYhAQ4VYxM2N(exX2zAjc}f#g-_6^Kw7CX9rm%-K2e+X6>TaBazLIfs0MXxOfSY|yM(&F|3HfmLbEu0pJNh9kF?H#C-BK1`%Z>(!_gpAuMi2BQX)S~!s zs|K}`^0ynMw=Hp=7TY^a*E;kmpLAu!H=|{OJ51E!a*e>muKoCTC(=&Xu`=W5tseys zxAZHt1Imb{Y1aLPMG@u`p@QV{8vHEBE#4FsZ30YjFN+#m4Z6ONhk|12%IBn#=uRTF zWpb7E&)sXWc1ZR)bz#4*;MvXNtAbi#W$eOfwmZ#u~hE)j{M%K*VTw{T9Lzk)FD^KJ85S4)5yFk={B>OW@Tf z`~Zh*gduOtwfsn#0n2jshnpQ`&4@p8m(f(4y*utpt(zgzNP@QTyT|>uJM`ihuio75 zdG0Jp>g2K%A9h8sxK7~kzV7x%=(UWU;m=OSv!L_7Qca@CKgsAgYb!yO4}10``If%Q zsfGtPu}F%MSMgeKsgmj(O+O7Ex^EIua1}fA}h+;%4MP93t>lchya=74B_lBb~5@W{>kZnYo;0lnPrphJ)Ft++^D?0 zrKdr5(}rDgw=zRYg+ev3-^~lG`VPHEYq7LYTiLRVv^^N?OPE6Z2^;f#<&N8U5Kk_7 z^foIX$@PJJ)>yv63$9{QT|unSY6gNFG{HK%i*Wg?NcmTdTSO%bmfB}MC`!;d#e@HEdEN94I zhQ=US2M84o-ozm&9M%LbJy0w_8bHQ1Br(Hgd)O)ux%OI)kjo86H9TbF46$`!p_Mca# zfcp>D_rEhcfHIIgzc?TH^5)TEbK*kd%n(+qL-*;wFkr}sk<-H5&S(6noC}Mj$dmb-4z-l(;yHk={V83GE!sW!77$%1q8piPg-V&Xb$kbV1TkGIVi)D8oK#&usN zLGMr!%0shieR0q`TtET6f#j_p-`*c=m%V!lavBakf|6mcs~bO#5!713H58uux(4IA zQDZLL9-!Hu04oMIS-=tpsE1l^!>s|0fPk=YpvlywW@r@z0iobm{ecvi#sAGEtO(ie z@Rj{7rY2Y18Z)T+_-!Ys1oR92kUg`36#)8&iZGP6jVV}7@PVb2ve*RefF|H3tWEmo z&QPAE+3oQ37}N%efe$qM?qD0ytZ$yy(*Fj$^|#Gnk!09UKG#Rv)(DI*ByG?otv1i5Wr<$zj1^Cm;-(38_xUgzd( zXaaN#1BNveK3fBwHGQ0bF@St9LXH0T`ETnnc0j0&BugeEd2Zuk;B(@YbEd$NQtYww z>ig($!Y(OR0zx$A2v30w0cWE{3F1XFi(;@KaBh|7lo>bT=EgKE=dg78oTt_fQ)mrL z;InuP)itp_{DdPIn`$#t&DPQp-f;TY{EQmwbGgy*ZSKY40{f>c51S$^9+3|bwwqw< zy$*g|PL#o(T8w!~;1#&)+VG)^puov3i{i^xw#bFlw8Bk+&L*w5s_Mw<;_2w?e$|mJ z!E9yrSVF~Cckf5mWN|lQ$R>FwnXytbTN{r0>{w>hmHV-FMg1@;ZtM}c4%RKOKH`)5 zV76u4lR3V(9s2Rc3R$dW&6)nICF)7v$m7MoLT=wo4a{!y6Sl}=H-0Fjo)Ey}e?pTO zBj}JsKdZ5t_-$Ff?BHLNnnKE-zvKD4@A-mg4YE54g=HO#$$1oaez3&Y%oOG~eZ^`S zCqSz4>B{4nkp__&kos##FWZo8C&YM4U{OA``ty9hiMru6ktHEXYY{7Jf$7en$WOst z0;Z%vAs%j2kA#Hq%>+DlV3IfqwX-keM1i=?uK4)I9wvF3+_ zoLiJJ9YKEuY_bz`jYsZtYYMPF*27EQT%~ZKCwGWxXgm2Wl1TDd6zh=a5|f5#ltR_m zJNr~xxf1dn5@s1h&iA-3gj7WSkEE*rh^pz@bayvPcXvulOLwy%E!`^J-AH$Xq=0m{ zbPCcbAt52kKkxtPy57AzcjnBQnVsi6bIy$OYbNDQ1ue8=Mx0>kHE2pwGLB+Bd0R%gG{UrV@ocGs!nzk1X^B!WhTsQy~$ zmmxJf;4hPo;^5Kt%S5n?LzYX3m3es>LsR|7vjFKExTzuF;7*W%RJk=B zpcv;rXBPU5E-Fhe??LP}`Ff}o6sU#>9<%grD8ve9SuuLE6m*ZE_rLgZ=c#OxvY9>~{9o&Qp&86X#MMSQ zpA`{c(M$&)k2Lk#F`B$ke(S^t%apc$`L2DnQmKS?6nYT{N8E1ME8GZyPodv|N1?oe zOO!bcu6sLJzTUe_-0)V;`1R)fU4uQz!Fc$shtqv|`gOt#Dq(@^2qen!!e1>T7UV?*yNICpS|7nO*7D~wRaCA0Fa?&pMwRs(v zcS|R-0-oK=@Y_xi>eAvmZU_G?%5C&IIb=Va7!*xNknB)3dA;t$x{CB~@{bsKO2o)( z*h(}t7p&Gv944aXStCywmus+i0_#iJ`qu-s`j^*h_vdj$uP96NMo|C2zV3$mj(mVY z^dWOLex{M|ql*3ni=12WZ$(@j4`MDh)qZ|{C=JOo55I~@Xvoz5S#mCN`uEh2?0EvH znyjuSoXdQBGw8nm{%E#lcO~+9vV4R_j?zSoB@Q)2%wrK>t_P13#zijku>9J=a=inD!Er~v_tr9yM{N`3yl;NR6@`byC0Wrp0op%==J!1 z>&kaTwUe<2vT5Wk$X7EYO8viNF%{GS5;iohLItK*zOVN~{e`;H2?b{@e<4$A4LLG= zNrm>yvdlW+M?l}r?LtZ;(f@er`SZ%9*Ex5G%-SNay|xtbxR`cea+IV-nhHeddDq_-1@}aPsmNF^{B_X zAL6y}ADXzL>KGk{2o(hp3O@5bZQc;KV}5ai@GtAzGF%fDD7JYgp&7kg?RK1OZqejC z?IN67-?<^{KOxrq#BOy2J*7(UjfR?Prm~Iq{>rBR{9(mui7vwr9;Bl&vbQeo)dhN` zk^b1LU`h%S-L|IvlL%c=C*un2PqK9{k_pOE#S z!GznqYo(v$l{noXe`QOPu&KOdJqFHN_R||?N-cbY^pNimo(P@#Z7}$gn-9h$_wzEwSnK9#^#U_26PU%pd}lBq)*c9^K`>8(8zYA+^QT*+bv9tK z1}VY3ym@iR59U`MFh_b#7J=yyBnOja6F{PI;}rk^fM;FC^8kbZFEG)A2^QcQFn@yF zz($Kn+`<&J^;7^ zFbn{%AZcoO6UZJQ!~Z=G zFuuV+0#GY}yQTo20X2h1063cfS3vpnpPd2j0O$o&6zHKHU`2o!K_=;-wxE1)rPLh; z-ame;1lR|p1u}ws0NS%l0pHhC>sduA+8Vz1V{%y0&EFH0QL*O?dC(NKyXkB z&>_$d&^r(S;B$}(&>PSaC=TQaMh?Kr!1x0lJbof!3as#gcwF!W=mn9WGE`t3&V$hd zx+TyiPzVSoNdrC%3S2_Gra{hup8BVue-+dQj8>2s zkg-5oARY&(D(E)AP6+Rg>?;D+m^|pr|8sN*0eelS0TFNJ711`Yu2DJd)#So|rj4&WI=qTVFbd=zXRq#9r2m%fqKtg9=@`7+1 zpl^@@)CUYepdnyf0#oMe*ROBiz6FFah|mUMMZnPnY&H)9#6ge_s1;~2ph93u)NYM{ z(m<6#0YGlhY3x8({NI=XBN+VLfc_0EGLQ%uGiqvTpn|{!;sc1P7I`fNwps&g_`u(U zff>Bh07noIGz8Y-fe{aCqUmf3BFsTB5eTdXL@g^f$Nx5H16hCu76oP`5CGV7!2SbW zsutL|z_{ah5~~UBmzZ)F$fwO7#*M)KyLvZ4-5g?21n4lfH%$6)m4O2 z<&C(4{Js)fx+NAoo`od@2Ma}xHYmsz)@#8E?C#bl6=sn{i&KjLmj+QqutdelfT6(+ zmPLqx!16?pl;9`}Qi1VOJ3RU;SWolzy>vwGUjtG!m?b{>^==Us@iZ?sA^O$4WZbYD z^(SnO#eML!rtSY@F+7 zLoC8BMpn*kfI@~u>gchUcFz>f{uQ$xkwGG9pMcQCUB3+`KFFL~kC|0zMtPxQK^2o# z9GaFu(<)NWgmjJCv^Y>;VoTRjssGDK{qK9MF4sg|5$imnn4+j!KFTl;wRc7$f9RWh zr}I!JL%!~4-1Hw^7TJ9GDX8sm7MXpGLF%E|us)#OJ~tFZlGcTb>&B3bx{EGcjd zzYsy`E&VC2;u{!SrhoIIkw954-aZVWZk#E{eYS-$CnAA1Kh6B%%D5(j8z7n_A|S<= zR(LLp{C)n4Kw;C!@?O;hKUtHH{mB1X`=7EfHMxA%Hq>(`=cjiPrKDOPIWcsq@rogt z=r-0p*+!P;@f!B{yoOT9UB1oaGV$;5`EU*4SW0|yj~zbAvPMm+bm&i8g>S|bOdj57 zi@}IJ@iE4E>oTd+()UHDF9<|EFgRF4Mv%;c(5NrH`cmNl|j z9MAjGW6s8c>e~po(2izmA{5**f9Vs2BF(ET21j!?;^!4N57pvir~(rq^!o)Y6D}^a zK#UJg3~PtLh2&y7`iOOd?`D?4Vlq`y8;dn6K77#i1qG?hCG5mnyHIK7Mo~iYu=O+5 zHWC(QfXGcsGsX%*A<0L-3rj*`2gAb3pRaSe`NwS01+e+yD%20LdG+NN@pXcyZ5*V! zG3c(w(C!=*sPe0NgG_Jos9heg2NILcyOBGOd$=1y?JYcu|9-E0Fwe%2u10n2gAc=( zOX}GCpm#mz%1lWU^c&~0;<$>PnqZ~$(|Zvu0|@qdUF|!$hbEDb3PJ3C{_SKM@_slv z4(|v76w8J%v0(N;iF?=`(!%IE=`(HmYcmlc_Yz^oOCHyX+P_7(kXwt;l>BH7oIA;C zSY$X96JE1gYKDA)kdIZNAcl2v!Y)B#chjB~8y{uo&+gl#iQXw(1ZJ1PDt8(^d+-{B ztXA1>8VjX7g1D#u}-khwX=Sa++ACSQDpHPMDqlt@rLHMZZ08bn1YD_*{0Z%@j&OFC7 z&V%%IgoJUcfO-Qf@>8~dSdH}WsQ%2v+xQ3$+{X5##&*}BUp(;@>+P~A59+QdDemnf zMQ)SNxVw5q9ZQ(uktC>Ebbo@_q9A8t;|_JVJY%$*zQ{~flvi#=6HO|zeC&=RYxwe- zd*g&O#!n*)2!@_iyq^gH!DT*+iwB|HVO{PjYehUPnt!zIQ??cR_iJ?-%fq8}%7zzoBmlpLOr#d>zVLj*MLVaHKP^~%6~K5uYpYrH73o&{ld5&gz-n`B5^=2V|ityI<$b-TUt;HtA5JS zMmRbZ&4b7@A_fB^_%}wA`@howo}Zlg>U`nIfparaEeBdR`nU1>_=&RKb&*|#HGVsT>o1r^u{wMb2H!fC# zTzn`fykV5xX6I{cNT^Z8uC>7tp+6OaP!F9qbEYzWTJAC+tHqGQig1atQ>8w;rXdqY z(dh~$w;KH(E+w%Ou0$J*ghk=qQ{?^3MUQVDd-g`4!jk9VT_>xg$@k)<0@V10*B30G zOD(D&WxhJSx?s;j_j|jbl$coP<{-ongKNW`595vGtEeBxaiWlsE12|E@+s6pbSgmJ zwlNE)r9e2apS5P3oGA*zmWKu_DMFcGU;n-M?SoQHp8 zgIJ2hQwg~mqRMrwQ+HCC(Hb|8kThd|$WX{>2ZR90^}`+#OC>@ehGI)lU7x+(ApsLa zc5XAr+T4WJ^aZodi%6wEfl)-AWNvnF7F!jGKkLWM$G>}j|BSC2`H(`_^58}rpJ$?B zX^g^HEWX(;#G`@VMsHHuP>TfnNgO>=L;GrYabb%Ok`T!VxGqFTVg-W?t}zncg#4K9 z{PLWx$S?EfBU1KBeAC<|;rSgCmAZ5f8v1oz;;dndSxi5s@@3P+BH8B$zfJSF2*o2x zK19b9B%OS5Xi5w!%hR>T9wRO5Z}d8Qv2j!CGv>ti`WvuMm%SW60hugL?*HLcfBfSy znMpi0;7dG%2$)5eC9ZHiot2A`-q!XAk3B1abJ}<&u-JF3gCLW{w_XpCZo-SgDWBIz zLYfLTcu{S^QQj~EENLDZC|-{tJKXIVjp^Yhf|M#XO7HGM^)2wZy{%-{M9-<7o;o`Nt-v?k$VA z48`STUoAw%#J#V3Sf?kJ(`V295X5_J>z^WTuN8_M*yJyvUGP{iG?Wsm+rK zCE+LbQdwk1G%{&8#z8&uu;->$l&Y5PX>ST2?lwkF!G1n}OOHQ=YSyAnW`}+&_2p*- zP5q4J^`zo{C>ov##Spe*OXVaU-_{YhzejaK^JlaBwTAx~qNcOID-K=M=f+MD?0@7+ zlqMqM^f(=i5Vc)ziYCiF?%GWQ_#z$aRl4+m(q>X40_2toszKzp*wy+nZE~k@Uo`PD zs?Kc{iV+IyZ*5xsMiT&HW@LA6birl&hb_jUr`~xAyQu}<}VE@)I4!B z!#b%SwGuHUqv`da-!)up`;?jl7!(bU-&(B|{Qq=Xb&{7VKva-FC7Uov#4YFXSG-9I zH(71;QU5l$yaW}aX1GJpnXXP4qaCYM@!r77M<>fR9aIQz?3+5Pkp6Vf9sM>&$HGuP zDgJ&+z0~IoCx*~xt5Q81rkEAR=oWPPBm9++$idZNgv%d4hrpHke#VR4lhBAyn z|FXUn|8)R2u^uyVlgLw`A+j@&woCXEm3C}ulX_-pC!bMg&TnB34L#K;DzUu25gT>+K2;Wue;>X(?a05i zZ@AgAiX%=a+=D^kWaTRlh>t5TM7LoT?59aFZR-l^8*NvfL$%qEW+_nUuW?ozHS|67 zEsJm$bap9AmG|MXFb;`}sXtYINsPWIy2A7tZ}xMP8*)>S zM+Ef=t7RUa&)s7FGI5gsl{}o&>~m;*B@dxopi$`Ka8S3!j3^FT(~}`zi&eDZFV_Uw zqY%9&m(qVxC?GJ8^6zvB6!0BTbf*I~@J*P;C5`SqG& zuwT>$iJ7>!OF-Lao4$}N`0xpJ-6W`$8#^MB4!>dwdU_i|^J)x9Pl@JDvu748um8=O zU+9w*P45|pq{K1Wg-3AM{ddoCR)^ZmaFpIrm*Kt@mkR4ID0ljvZ2e1Nzek1|Fy5TfZMr`)6h5Y$`PT3)#ENt54W%I@OegeqWYLs;*wCX~ z1i$j^O4r3lhDw=>oa3lh>MClnh;4bs6Um72ZLadun&COaBW^h#vldJN5KQUbRnTTF#blpSy-M3$>v8AB| zx(Oea>{!X17b&_7V8S@J!8$rv_63W-fS3VP4-MUaw9!W=Kvn_D5^$Pe85wXVfH4GI z7g#F>YxaPZ{U4zMIE>J1fUV;|e(?*9fL{53j&w)0 zI|8t0fFuHBDxi+3>g@n|1h_Rop8~Q4rNRi%EZ{4^$btKSQUiPtSS|;Z0XYDgrvG4J zdU~3gdU<&n)YUxX9f+OyZ^IT*WofV-3)qSfI1z#`KnP6ALIZFw04{rgDARgp6YCB1 z1YUrx1e_V*enEbKsRX_cfDHz(ZNOmy)c}Ua^#9k$f!4}4`hog@w1CY66ei%3LAs_N z<3O8$;liml2l|MLikg|30d@S?ng#eU5W)gn18soZpak$FP#4fKSk4Cy31I&Qut*R5 z5P@T)qy`|_0IvmNSb(Pr2v6bX=hp;;l??c!rvhSRfLjDOzy&xQ0DlZ{KpoiGN8VW7 z6L^t;04Wfn1P7389>$p=SlE9 zSR(-MAO+YG2plQ{$_8OepFaI}exh4JIB?bkyWfDU|36yhze5UvC?J3cgcMa(Rb_%) zd@4a1;0|b!j*hfN@BzrKuKu4-4rp0WUEsbVAt3=gK)1HGB-q*6>8`J@X=rFbY&|cP zRSbI_dk$|O zt$ZKu1R+@&jIH1IN63P(u|8Yfpx2SoFk653IStA8%+9B0u~EnZr)C-3E#^mc@h3zWjOKPz^>V$$ICVPan#lD84( z%ptFB^}oGsIo9#fYsi5cY5?Y z(AKm(Dt_?}URECha*h;Cy<2?efrxWPUtvxGAG1-}Sc2I@JuzXf((C$LdhUlQ92b}6 z95SgZYC6G0B_|nXy*}sdZ8>+@4~&i+rhXdoN14WyCU)0td8Co|wZdD-tb>MQK3Iix zLs61r7?>1jl^&eX%=#pfV0yXrEYfGyY$Kq9^#-6)+iiRF{=54^eR@hg+BG~1c&@{BQ zo1W^wv2!W`SB_U7EFK10aCG}hQDNxV{#L_zsn)O&*fVdajret66=dg3l){-OB9;M7 zu{O|<6=}SpWea!8h(4B4+dJSt(p6lBi=+&Bhjkn>ZyxO@ML#)?heB55Ccz-LUydd- zytWX_ zGlW$~=0Hu^4lQ#CWB$OR3vI`iV}fwtwamrW;i;iQ@sY6|L3*Vm^41bhf?ifSpGXu1 zHA*86YKMXp;*+@U5Iyf+%PaH5F&;CY*R6z62Iu9+f6SG4U?z3+B}BEUljgX7j4)RY z)XC6%Hq!aIIbqgd3~wI}&M6Xk;`ohZ7c1B$hphQq`fZ>0cdw@j4TSE8S6v^pZ%(aL zv`F74Z6@Aopcu9Zt1KKVsd>b6beGCjoNa^?v0z9RNfw*Js<&BA>_s4dSLYCY zKASazs0P)ebIy&zy&QCXJDc=2Xpul8=p#EHWw(sYh-wUB?KZD^vW)HdhSP5vVS)vs z1mic+nqBjDioAC~d4cFX_%)IzHDAPgNJnIRN*jcZCoKusKvs*7F3of5_pKMO2uuEHbgJDgD`5M186S!>%!@W;pxEwYpir!a?3%EoI9e zG2)nEtDJ0>#DYDqfT(~w7q^9`r^hnZVz&3C**$`mVxh+=&qlBS?h@&OmVuQmm>HT**>wFAm?Z=oCm3>zscLV5wz`1x&G+Jd=PhFNK*I2o= ze;$Q=&I)FQ_|>uMEH%U2Y$6GHF!!;w6K@by7iCXt>}#93ZGMdbTKIFob!YbU3ys?r zA}NO}!q_IBs0W%6E{ko!4D|-HnR-%d^i;oWx(1(N&liL~JdZ(^2wmnYxD8x0T1#@Y z__OnfyRODDlGis6Hq*TW!z+Xk0X1Gi!qzo&JAgRjw1U(+M_T7;M3LA^$z*ywj(Y>LruQRDIO z-??lF_`H|?odWy7LXESmqZgT5ARrbm>&yrP*Mqk0w(!Rl3{Si>b@{5^&@CX0`1jI=<8i zgyljKlu=)`JE<%zERjD55G8XJqB4ygvU_+82mGBU#_xF-mgwbT;~xQwZ@ZwnTL(`R zL+@C|!uxfg)2Csj`uIcfOStiKNcJjIR?D;+i4H~4S&o?Q`QsK`qkadE+b8{sPt^pP zNTgVsaWuK!UonXEhSrFo>Y_LwO(G2+sjx?>s%kYaX%(sIV=N1fqJobP96N1EQl;x) zwlQwzsNT{_|F#!+L$k=&2uYrn{ibR5HF*dPWpQx>xn)9{m71@i2SYZW^?V(*pL|rk zKkD2MR^~npA{rJ#_gd>vrxtz6!wtsrmwm$(b&Z?`cK>&PeYHDI)VopxZ}|M;NC;<6$M zj5Mb4Xkx$EP#6pUHpDpWt&6iR80Pibgv375BfAYZ+7XA=#+QT~3m1~VcKtv-nLBoP zJ1<|_x8@tw|e279o?gt{2K`nVEQ`G&dvaKrl+TW|NebbQ&UJt z2++sM3OP))MPVqqMxlYUxBnOn+P-L5(qT+x{0UlPrL!;DIqyJFn# ziA%J@slvdZY{SAlzlh+#@sq<4nL3GZmrcQst4+4GQt+G%t)dy0*vSx{bJ*6sK_FKB zQ?QEUosema&63V?GZvI{^iAz#MaRJeyf<-Dh?S*_=uR8 zm|n?!ru!ZrAD@{34M93{a;c3Y$cSKg>(5K?!U@!{e9lgF;dYA-0T$1g3yqjc(1-fCYD^9Br%fpR23S&g7$R zC37f9p?6y=UYMDan@)n&)y2%6&c^h-33Rc;10>cz{kFEmXlROxi@|o3vbwr6epNa~ z1_n`bwD()Nd?*NT(z8%rzx+rZPG&nhyN4GQMMYN%pAOfV$)-jA>HdCc+T`y6@Ng|y zBqSsi3oJ)n_qK-1{L`0z+-DL;2dx?dfB57dy}VM>t`itp?d#iq`7t*qow5%e{8YXb zfF9d@59JM(f)Jp|gFr7wN?hFjzP``(HPzLYB;KY>c+tW~nL+85JTX$)n$n7v((`1= zh{{q?S_;LwI$9KXQrz4qNR}w0IDIIvGB`8{sIao&9Vd7Qf`Eb=5+$LO504MdX&Tgl z8AN4D+zFA#;L}i^Nnvz#zgJIMvr0p5TV)di5jH5ENV^)lcJ2L1f>9DMHo*z(cUy9m zIZp53MK#&n(jhTH&GVw(f5-8H4 z=D^Fax9mJm0)@Papj5#h8+Lm`(@^rX1N+YEbHC$f$>$&cq>)IB^SWVV<<#Q#nMq6T z`1+BR-kyg2c~^q5^wWCnO`qBNYwC#rt6$H#v5-kqyDK>2Ev+*ZYfDAaX2Lc2=2u2G zt417O5fl;V#zwyGD_z1BMz%#esyrjYtq#bEriUg6Nlhq8b_ZF7&`3vYNet_-Kc&^T z4%49;`=OX z4|>QmEL#?H1z*+a^yySt3J)qDdgv{`Xa8e~xxuoj3hNE)3F`$5?7P;S9P*8}aG4_I zGB`N60k`MAV0cx=g%i*G+}y6qv)$c+p`kS8vi$M|dnKjl*w{%=Q30~}mlwUW$3R=? zkegGhQMBCdx%c3X>#!9MS^U2jKVM&mR-=ZMnlmyaq!F(pKW}$;t40G5ez@cyz{q%b z=fC9Tyx~nT3T#Slj2mBZdOSZjx1F2Ee=qPz7=`xh!@~#Q7$xrZmKFjGBt!P)KRw{r zPOD0XF?Fr&@6C;D$()pw)Ykp`ZZjSp9$LAm_Df^d^fsfqtv~J^U1kknLkwV#F`GIRb{++Z;pZkNn_Tu zva=iWGBwQjabI`VS%2o2@8#)fvhtpTo!x@O*2)U(8sT7X@ApGrUViw*bHvT5d98k> zCIX27?ckR$9=#%%-z*G?A_wbgYke;rTi4(J5KfRSnzi75@b6x4!$b;&!0~gWE5|F8 zs8`%<#YRQ(=S=(My9ww1r~hE#gi*Jyjq|R1Zjvd7)(h{i!U=xjW|w(j8_8+g)L|>X ztL>sSCt9hX!X*b(RMffI+0X1>H_m|sT2-DMCfz<|TBxD@{+DcQZ2V-?0WUr8c(XwZ zabsX(VuI!|%y@YL20gIyfkxdZzBuQkrh0tcgc|l-8dog92KT+Zgd$__3LpORrK6+U z`m^ccBTi*$Ve#*UU+qs|&sG3*y|NSt!$CIusAB9s?RTUi)0tbgsv*f=W zq{Di!vvYFiPfJS+M2#GDXss?S9qR8d(qWYl7Y8A#UH2p;fTICHwB2S6vXNLSDk_44 zf|8Pw|KC-SLZvfoEJ^-7K0dyTS~Z^CDVNM$i;rFfN@{9o2s*6>?fLRyAUSTd8L)@I zz=lLe1I}8#LYpWyJv9}6@Cpz@H;-Wa59VX*YywP9(p9|n!qU4J2KM3ad zT{>^r@@Chc?Yg#a{h66j-)IAx?ETSDe+D{Jax!kgx3{fEEX>R@VJN@+yCViIH8hf@ zZO^(F_&Mn4fWCIzJAB3S;SkY4W1-?R+BUDfym)_IYr{l2dkfw02E!N}gE~JyKRWta zOA8MdS97Bc%ypn$!6bSk{}*nWbaZ<9(u4#%er0;RlW#|S0QZr_ANnQ8(f+tU z2Ti8KD)8+FmrmjN#n1o*%EKX`6xu(%|AEh>e(T>2=<1T3I!vta?ZB^>xA zarv^bu#l?5s>_;A#&2gQm;-iPsz1}K)UXuIJM`n6~ zvY8up0yG=mHK5RqHY^HZ60Ath%vc*k3JMDF2qHR>@1;ja?!w9Qi;&&y_Fa>+Smq>) zMqyFWua}CVBF!qD-XCBusBy1Nzx=nhwg4FGu%^SpBSj1r-EV~;qJ!-!Sy-y-9do9= zJv>799smS(Xa&EA03d)8s&uL=Dqb_DvZPM{$kf06%NGos$G;zLD8iX5@!3&wNp!+W zmj=kR@nB>~a0t-lWpMf`!Z(yffgc=9c#sq?&J+TyiA*0I0=JA59UKEhaSS1bL@rK7 zKnG8Ps?e8%XDlfbSJbOqRlx1S96KJpDas0+g>O+`tcQE=Lfz)%Nh{v$z2{D46*=nt z^hnRSL;ZnK+0}0?CoMF@jkA)ZCW9gu3|{}@46QqhQAE;hcIuNQ|CL-kZM<==&Z3(} z%2V}r813?|#CgRyuQ58A427{6!!=CYCrIp_0M&s`aRu9B9oGR~+EY;S44!9_NUXc1 zdr4Zbt13>2n-R``^3~(M&aV1KY8I}e1WmHfJGyK5_7-t;kL}kdrT2Nb5~&wS*3R26 zOTIWo+Q9=04&P4qEfuYW6L6vKl8+qmx`p_z=6|D?nPETP3!vvwK{v?=nkyFzD7V5f zDUDJHp{$$YRI#ZlwC#T-J2;T+L*shi+(AYZpBp_}`X6isUb&0BbBnE^VY6Xey8ibH zqiLyLB4pa2*Zq6Z90#UxbnYDkQnm@ym%4&V<{>HZZ_v=ET8?V{YW{H#Z4R#3VxD_) zXi#qb7ysSpS3e{lNHe)hw%J@tKA&as(c_=P(Y(huh^{`4zPMi=Q_|0s&XC{S`o1c> z6dJb)yxhMTtM1?KADhb#gSqS>h`!fZL&fo4)(LMg4#6;tu@hhux5!<7;7Jh0?vQ50g4T`B|!@p-C z){=<9Z>jSg98G^*Fpy5Npqr0`U82i=7O*$49NZMp#wc%H3+??P%A~$0H3HY{{x;wx z)6gK*xp)UY`2xe>r{=cO`lnU(IccI|xM1Cq8$@|rkq>a;ig_f^B5O)9raYNX;`RF3 za}&Ls6CpgpidlZT(EN>QkNEXz$uR>QIS6im{XT-+rwaL+uj*MHlcKa?M0z_O^JIb6 zE*v%|t2HTa!q3wM33L0hi}Lik;rNpOil+alp;2qW_(IOljUL+SJ5yD(PC`dAe`_=1 zA(G4=9#_Egdyo>RxzrWtX4g$ZO zcXrJ1zU$|TagOh}HO)WjGxdDK^Y%-*Q^Ebr$xQ*358K9*A<(W!fTWV*pNkt$+S}rB zP)7WevZzlqofT=YNNy4MFh&TcPL}@#fyK(EYE%z#t(dP1E@U5;Q6~x3+r5>=G&H0G zHkh9gft~qE5P#OgD#_-U%z=gFvC9c*jeF8uG+JrwBavJ8oGQk<&Y;29NtA`gbY2Ko zkQ(K^4@}c4Xw4bPE}yVao^^Nw^y849twebi-m`f%6KAlTg^G&}vQ!^xyNjmiHIFtTo9euk{rPV6Q`~g?kuBwnb6B6llwG`3bq|MjU^TgI$gPvTQ!4gN7**_wq ztawR&Y=!?CC*_mLC2$P6jX!DlIbe@OY>OAv;zZMbK~cGl-0PCxfMHdEYs+K{A!daT z$#unDX_!Qtp4=-4V@L}k9gmjv@i3%O-$al&t&lZXr$|OxkQ2t4#ydJ!9kCyN?Ta@` z?~Qv*OL&hf;^A`1OuqiXUXFMD(OY+-oi%9%-a-^t@0}QoD-TU3gPDPabRK>vJLgh% z^GyBk)$3CwM(){0?w^U`#p?7!u6zMeyL6LL2(?J0a|v!ycm(1;hnUhL*yMM3_72Yy z<&Y8mNT$eb4%cf36z^3#a<#Ol@Iy|d{++J!{9XS}M%RoK?6^Bxl&D%Bbq8mZxYWT3 z?L_&};k1wcsENBH-;wdLtuT-Mb_|2vX<70OFKCglt9_4q6Rb-JKjKvd%N4q!3uhJ9 z5>i8wW*9IAMiho~>H{%Txh-p!IlnSTp4pqJj%L!kE;WS(`Bg(c{dc7B!IN|r*qm=B zjP?12N&RwYOb%q%T*BRCNj{>}&zhjJNhrtv{i~5F6R)7kp3E*s!=NGMQ|y8K&)Oq^ zu&fe?i@1|0ozn{Co;R`a(*4=VyRn~!Kd{-Bsn@s+d2J@xdU-wktIjRWB7@0lG|>fGN%xX~ zcnd32viL0cRkxPE8C~t;*}!@n)bm>p`A?zgZ38L{g6`SD1X(*atfi`+1(*0=&lhH^ zju14%n~-z<$PAm;Nt+q+JIJI3<|91We8(jz2VIKOvu`_;SQU39W4E+}jKf2xMwE1| z65-ZMm`;gR3Rbm4wZ2efuJxviN&4eVF6D7`r&+U^Ok$CFw_H<%EsirI8G1&YZfU^5 zEaJS0MK(M?%E#fFSGzK?PF9`yOSW+E5d1r&jAmfFS$K?BBz1p;Z*oJgCLCE&oemmY zk#`{dj$e}VRZ%6;gCW_EqsZ| zb-@tPoZ#?&#<_>A8_kEXNsH-cv1G{-zxiq5yiN6E`3YfRT%ui^cr8z8RoW#P&dqVG z96M^4=FfRejHZTq?)tS&!M`K;OaEH^x-;`H#uwf=WNC-OSGaB+t63<#or8tQ+ERD;x!jslFc4o z(_Wg324SNVY2;(T(%g#DpmRc?O z>T$-FpDiOFAI8e?{@kF=zxx!zycy>bAkQ=Q!IFSk!(KohDYA|nN}7CU+pO``ISxvi zB&)Z>x|R&@iNqHalw>D zV|wu@%>!9X=|jX&j-A7-^6h^4P9z$^9)vW4s8dDBOLIBLE{jTx(S{uXMcT=XRw=gCuBGAZ=I(d!STT0-VKyxUqP?1hPAc9X0WiQ20N)0+syuL z%KBrFZNrvoge?N;*SRMoEi>c43b!IstW+rQ-7_gL(uIrCjN$m-8E_e1aTCKcJ4!}` zrI17weya553(cmsh1S|&$>ug;G|7}zc|Aei>hA6n7~3l(Ip3c|r~jb1py1&OZbJA{ z$nI_*Zlw9-;qXzqT!pG}R$^LHpm_umyAfy*;~^~p*999;PwH-0tnW&ESGsq}rh*i) z%6DFAX4!LYi(gqz9m+3-ZD>us(6HV-`rP|c#-TM=WQ@~A*Kdm#gzGPRp_+s$F+}qh zd%R!f-ReC2M+})SqN*(`Q~@V%9uB@uXTkfGpDCd>d2jSlWEJM4kcK!N%b;g}NAd0v zqodqNpw%v1REM!Wh!K@)Aa7urQ`IU{|4=7g?vZ$A1V1%gl=a6)9Uk-Yhe(F%3m*=@ zTA*WS-Ldw@HXD*o9RJ&k`YD)HxQ{TtF#a&~DXq)>{WO48@)Yf8ZwG{`>x_u7FfjTQ z6e5IzRA%^gqe0+oZ~sf23j)~|ejrc1`$pP-Jdp#YU?*W?31S7tt`U!i0 zSDx_`%sI%_uhFeoaO*JnRPJSp3>Pd%JJ;sCY(x|ba_YIn$Ho1%b(H(H{!gIfe>^un z9-f>gJutWt%cpJO;er)Y*eBgDF+(iC23dv~fR=`VDO@;-+glBIc_Aku`5th;1t<+* zCFb4$$|ET$Y3t9~-L9+fk9$Ddl-esxO9%5XDgiSX80FmDLB+=}KlrD;Oz8j#GZJta z8HtR9gcR2p6EpEb9WDb{FuOYAy4)K;G`YL)b`#^^thP-L4TbFq$1BLvCbujjA|fsu z;UGxk?B^C7J-+|ZO^k>L4EKc-dc0^r^^Lgkt7(_aS;P%;%W3N9>ZZ^$(9@f65~Cx9 zHh%s*Wy_a1ijNk~n;pj-6L7gD=1B1xD^goa>-vS7l$0kME)=J7J_C}tFrFHHYz^lvBuQw(C_-Z-k=QG(wa0VEU>_z3cH zp)_ziokQKrS7VEHKzp4t%VGO|Hd~v7Ry=N@WeB1Y8U7shXr_x<`gb5ZkCOVUkyVnL zXONBpaXE3`)EYY1mmx?hom9=1>pYKo721oLRg&Mvg|GB`Y-6M=S$OZGptZXS+jZAE znO|#~J_K2#=2l5OYLdO|I^}_HNoj@+onkqR>Q_Q%wN5t|@k)SW(>p=g$j*7nugO_- zumTTCLH)lOjG4-K#2gU1_6mm~_$`c$8NL*+5m2*EiO)*=xO5`$%$9~b>C1J;$>B2Y zRsskDp^26m=dFeemF5pHQMB+x{(IYo0tQ3B^Nqv_GE z2Dq6J)gB7 zVoo8z6SB2Y+>-apCXx5Kggz;z5{0tQ@f+9ie&smbPrI9?BbP;eo#vVK9aSxShInu! zFaJ$FN`{H~3u^2+v}wOk8mnaQ74xp0p|t}-hz#FYzBh%cgUX%mq~wwA*7{ka_AAE8 zFq0_yigytndp>GrvOkM_F5ydD|Aw}!e=boe{vIWjbP^QQ{G>k9dFl236LL7_x)On+ z(`|n}Sp584dOJ}-6k6Mo>1e*Q6ta^ncWvhqiN0KEtp1*9{~62sevc2gtcBk@hAf-X z^;Szga&R#AFpSGFltp^xgoLxXO$ZV=S_u933Mp<*rwbmd+qi5RlC!2ZS7k2$`dj*K zJU>11F zCvL;+Y4oOL+&fzOcN?dL&uNTEbwPw*)_c#;{C}m!1M@QJfu|kjEP+(Nc&-QZw?3_n z$`99Di^H_M&|Rne-jPiZ4MTstfoA7=pdVT85{08jh`0RSMq#HqOn8^%3pEC4|zj zTG(FuSzh0^?;f(qO=oi3iKPlAu?TWlQW52q@WhJGITq%2R$bh$brP`G{;D4zEdNZ`Keb@%4@^ zRY06w3qgKa`jE+st*fd4Kl2;MDu3b3T-87cG--_u?rexmsaQW8F6mkldH%s5+pkK= zJGYpVgSPz@By)CE2tPu)++23%Fd*Rg@iqO@;`K$6Fqv^v^{k>``k(YM#I8?h>RfDJ5Ofm+o!^i3BLeZz#zhgcU_N>jm8!SUDt4VVwbRsu4_?lGZ?>?66K6%IlIa?#8|mV68YmIA z0E|bl2s7^k>+|Cmj%5J{4k*r1&>?$~w#K2LY%O`75u}S% z&6X&8%H$krkKtj6x{U@lwl}dUHZ`n)fD(@o$Na<6Ih%0H^$Meh%#E64;x1CNaS z!VDz;fk=i`7Q5v~Sm_B7VK~uv*d5PH3r-oTS%*QaI3aKt+1{JmHX;?ngVU#>`JN&i(yqD+0OWNy-OUpyb zizGZcN5wZf`~w}bk?-Tv*o8#jLX|wwcNbiCFa@NC=JdVrUPM~Mzhk23qkJE8v7E6J zl9Bq7p;OtLt;qGzhZ^?s6HsusLWK2dF@ANjPeUffFzT#tWL6+o^mDCqF=Qm$@vWeO zR6^4F;1vlR8EC|7B@!@q7?kI95V$YS9al zS|SJp9H(m&GoxYmf&W3WfkZMy==oT(xHFhr7$*Jl;av%t>loorU{^BLA!7ujnU?fS zCH=C*dt!*{421k|$|P#oFTeAvDiw0dO{lkED?$BJQWJi9&V7t!aew0o(mj3_`tr16 z2q}M}(6$ZsJT3hd`S|^hS0|DAk-Q7{VhD*$#M3+DFlK~PCPM0lk6ZKM!l)wBT&YPv0~Q-j};m&oJjR&X_y)D{u6>k3d4>BcErjrL;ofVEwd|1{e};g z3;{9XYf^iQ#xl9Js1-8;FIF8Y_p4*~jx=B~G!VX)*n5q?X2#DO>5%j>kHM(EdGn^= zN4I-s2#*MlhyZX=2EOqB&yD&&NCw~$|39Z?^FRO+2u@_cX)wq>4~|d3TLI@m!0QNj za)W}P)Y{tDuU|pZ4d8}dTU(1j09WU}K2Q_*3#tJw*Nu&h=U={j2_i1FQlllf0Iv>< zL0$%nU7nGNkc5cXiwK2?VUq|Y62cIP#TX3!SYrJr>Y@cv<`#Qm8tge@MnIy6q<$%) zh6@|pDHu?|=(7wVYv{6YY^s^RZbsV7`2^m1-`BHmUSI||70UBJV5e=3wMiFpAt-#? zufq3oV^Mn#(dHotqL477S=lo3Mp=sIeH+6mZ%Q5H&ZlNm(3hXE)FW=|2pAAzU19!V zTX1#9MZ#CB$o1K+SJ6-CScdmwgkR_>tU8@sKgY%fgq9%W&e>@24ONR)#O}y85Rq4mc&^k&!P4N=SG_2(##k-yjXcCuIxDcA0iR5Jo#U#))7Q7DXt+Et%uC0Z09fzzFYE!s@5u;wFR2o}w zWyDh-k>6`L+=ibEBi9nyrG{Y*hQd(XdQ>&o>%xQ)oHW?dclGK`gn;F6ZT-Abf=?d$ zGMyUi`PA^J0^B>%>TTfw?B?zVcF`uDczB{g0_op!?nVf8gZ#qWz40(seQ8I%XF6qw z#XCJ{ zc=j8L1Xq4z!d(sRgRGh9{9{8FM6U7?uf0ZYXX?tN-F7G7|CNT|9v#+Kf}0RW^SV3J zAfJ7XD@c2TcAc(!N3}5l72YK=A-*?WEi^)Ws};V(5U2cbiQC0=iY308k4_6SNJpg6 z&?kTYN}+XV{U@E+S6Kqha>`OqwPoYNjF1>-w|oqf zh*;!Jk)sa!g2%APgUEfw*nmTSrOsb|%@Ovkr83;2^sm|BbVX~zWZNslQIMqvjg>!n z(}vGefnJ^(T{Mq$J{S2b4boNwEi?QD?Z>pVJdUL%AJ&k z%2=Di`@00|A?p5t;@_-(cvg^@BDG3>yS6XN+lN&)6|b^TS?7LFVgE_5v$HL^-&KX_ zL`JReX8O#7%j%Z~;UK+@`{6r9p;OEugcwOT4b-l9>?W5OvNNh73+rwHo6INbmcxKqaBDvP> z?nFhp-QbplYl%kvj8q>z&lyyannRLGy>{-MxmwUyYRx<4(-Xq-S?Fq7hDRrfQ|qdulJ+3$Bcw$*zasF@}8~pUQqN_>D@2w?3I|Nh+;| zJ0a{AqGueS{0ZK<;?=mTxO{O(XeygU+p(WYu@W_zsM$F~w~zB*>r6l9&Xbg+ZQ4;C zbU*IYN%>D-?|WS>Q0qM^eEI4R4^qyr;nkciBK}y!zt!rMnBM*%JDpx57zy&23Up#p z6?0sZXDg~Z9|n5}xQUf?*s7)+S~X!_+wh-J8zWIv3jbSL8m`YEW8;4t)@HF~E@_ni zX-fHtG4}cH6sr4-;y84UAWPZMN1dI`8*pX1&&0nuJh4gd4qVQMk(R;bTr!-Yw-)lMNjjv#sJbT#0T*1_Qh_!zxKTj|M`~1x*wKyx+$v z*`mwa{bjLiVu#&D_aUKU*_lbq-YvS1layv@3hYfCr`;WolVhl8C^(Z%XrXd}C~1Yvd?=?TMawg;EcJo4M6c`#aRA9~a@j@fMNw`@Tl~ zW|AB>ZxX_7URLq#WtZ_kaZ|r?iZ3KI!g|km2qj;FDAjK`W<+mIE3#}x&9EfPYy0Yy z5=fLECT@nSt9NaFOBu2?#P*SY`@~zdrt1|q8>qA7xZ~UzjA8_D%VUV4J!Wk%mqAuW zUZmH2 z=LkBn^s*rK_T!77hnekD1w|=e6aK7{AXDg&mF>;SG$Kz+kLt2jerJP}ynW0-joL9J~Z5(EEOLoFtE%UKOOD&q+zqrGp#dgafJzy`24M_H?Fd3Y@nDU`+YO; zdjbkQj@vc=sBWomaae!*A-UVD`AMGbhwkC<&ft?~{6G5f5?GTttgF zk0Y>@4hyL8mVRNp0&#ooQXj^vk9bjf`)xt*Rb3!?{FiUiVHjt8wKWib`ZTm({N+Sq z4EC=+s#`Z)>&;AR5GKx4cbZrhQV%TC75>BF53}-y!1gjiFD%ec5*TtxL>#JODm&jk zKSSft=R8La6+(hB{j#&O3kd-Mn&2QHCME_1C4h8cmX?+v>=F1xuB@y8uRf62E;Th3 zfTn@agoua;5EcqzIu8yGfV({m2EM7P0#~w-kPu*Z2Tyu?d;hAgt_Du|AOaOQ(gDR6 zBmn^cX&{~f)C&Inulmu^(cE0ns)vUM04W1GKR`<$dmO0G)6?@8eJ@D!0n%rbm4Q^& zz}XE1g949P;8kaC-qX|LB*tX}4gpTk=g zm|4A(E1V)kWE4FUOTl*zZcy4OB0H#1T20R@@pWMG%0cGH*-NhoK2fQR;h!QWsp=`{ zTk1Q!OX}S=b_o<$)Z`HsXJ$2c;}42}1S~0idp;QrfT)PtDgV4KH+Y$CV47WUMsOJ- zD74gFRi{8z6(@`!A1#)$5RaHh7GF+o2o;<@U_nx3jdAkXL*=o^fN04k8yiT8%zz-W z#$vP~*+ISaQNPC4?r{^q-qd0fGoic<9@Lja11-b3-*%SJ|2^d17v1nAJRyhlu zvIeqUM^MFO!EpSwTFYcq)F9LtN*~jz`mI?SR(euDW<>X=`Pr;=SILj*<(SLeU(*{* z{#?C$!j@Q5X=%K{)t=McmkJ~GY?bxacW1&JMqDE3NnJDM4GMyGyKW$QX)jw75$l_S z9MY{>l$l6tKZSpFpY3pA)#F~Vpu_fbeO>+V*iN9$ubSVVG+;PB`WjD%yvD-q{mXdm zb8}mi;`K&FN^{7NT$5Z&1l2%G5f8zKxEsR4afD{$EBx`O#UNs)oYYk{DTVs?OpV@t zUBvxbA{fN{;@Q(meM;;Q4gv&U%@&_^XdF}#kw!N^So#5BS=VY$@ew_pOIEUiM(>E$u(n|C2sucZ`~`rdwH)+CllHpf?i_br7Ii(No& z$^NV!3b^u^LQ977a|^eImhgh&p+%}-7kPGZsQ+bv;2VK*DPrkD;Vt|tg*5Dj4Da>2 zFerVHzs|kPE!SkSGpt<4DB~cPBZyZ|p0QH%`ngHEyFydg+&v`VjxB4{Y^CZr) z@Y~kdDzpkRdxp5{3A0b0AWyo|grGR-9+<+}MbHy9-jB=p2v=0Gw0>XJR-MK7;-y^w!pJJ z8Fj%d=ql0@?~eGoh*PiAlQ-94k@Gjks@#rmr#OKKzp;dfWJIq{s5prFC8C$nJNN{x zx;D}Eo2rYG#Ars~KpVixXiZ4-SNr;_SV69G7=1bCIVI+w7~4;^XD>wiFeW?lws;N_ zkVm!}s*tFx?7H{dupv{`9UVICYkp0K%$X#d#T?k{S><_^nKFO4)D3$4AMSRF^5#b!~7$RPf_)=&1 zlHym&;ag5bn#Nv?Ccd}rQt&ik3*AS~V4B@k;y;dvjIVXv-tJ{LVk{8CYRGZVXeb|F zECbRG#hFW-h>Wt4^9K;n6IDO!|GC51*cg1};uGH6lhb*rYv%(@TjAm1+=4G$;!9Eo z0RIZD9Ajc(^+>J)tPk)}uhbeLNqO)==0Dg@z#R>pK7?0KfX_A`k`)cD7MZx^s!&}vN6qO6vwLwF7spAe`5uv0cJ9${%k14m_J zuxSZO$oYTvN~`-&*lXqyrf2W_jPrS9-86U*)W^iaDH+lPhmONSllp*|m({YPFE zz8O1>NT!2DF&IalILUWXK9F-)Ax|J<*Y6sCpD~U>Gx|}4xy(Ehg0ot5f;Cq6WYu_T z4}q?7V_pP9w$T+u*{QZXJ@>)o8LV1uD#A2T;8=N)(*EoxMC0G>z9NcHuN8s|x4W$3 zmS<0g-rfB5d8-?fBw~vJT{MI%5u4!lTEpaD_*clAf#F9zuWD^a9P-V`LxO)tkO?5`Y=ba~ShEb%3kg@r*&2}hj zaDK3_HO(GE!xM-ilWffKJSOlE-9DVWI7*_*@Hq8;LbA!L+0S$^hBgW|%%J;ABA-2P zI&P<;yJs^u4i+kuMQL9-p&FooO%PJ*!S7SJrC^}l0}G6Ddp#Ke4d(LIh>TG=bW2(d z&?Kyf0|eP>e&wnCmVthZ$fAp^*8zB9{_dFsc{DIH95SN5|DhrDngW$EJu^Zoc z9RrkgDsmu1OT(Mvwncr|*lKDX4$-p~P0e7NZH|hz(m;MStSlF-p3QbzFZQ+FW;Uq# z_?3}y6xwo*7D+j=EH18#&^#tI^q=Frl~Wdl~u!QJPH7mV37c`g++2;O)RCrx} zBT~WY?#vutb?;tTM%{+xUJ>ApTy0^!;tEsO@4Y96ZBE}kcd^UmE;~S{N@+-dpgNFx zQ&?vfY-?gt{el`cBuEeG&ezRxJ)eiZMAXKqj}&qseNQWE@umM*+1Ckib%@oI)OeaO zbz3(r%=s^f{R5g&l-@N8L`znX)2`m*l&&0%UjY=I&hM;F9DR+X=>}hvmTQ0H;viXi^{9 zmVSM@S*c*Bcpp?Z@^Il*aIz7~R8QS6^^dZ+z&~2k0v}4k4|mbs$rrN_B3{Be!9ps+ z$OOC>@WQmgBlhRK>BA=++1q0utXB3hrol3g?eCWW2mngh}(hW_s$9a z8IIm-jv_6(EZ*f$>iO1_>_cSaAsZF;704t75dVO$W(;x7l{n>Ojc4wPf$Wy%|KEPY@2er=Ad&xxe%6C0$a7Ru`TE) zSZ|`TDrzqsMP*e%hrtH(LS9{KV&i1@@VH^_R7_q&$JPsc{kHyd_uyDf-P6mvWgcjN zA3uHsLkr@%LqkJB9!a2{A`l4mQiyFQ#s#{nF`s-?B-#inSWl5ep$sTVn~$zoG{H1> zCR2oG|BM~v|3qDH+BBtE-+Af7@ip)Gh?kY*#5fQVx#u>v+C3#c`ZY-EcYI&cYLtg{ zK32X$Mxd1!WuQe+__G@ta3DPT4GMnt7-D(<{(u)l7R=RW^CfUH3@$8=h!o1dbH(Fd zE=8s0#cy|vcbJggw}}Y+yv;GI43(TmhDffHar#>PLGQDx*X8ObtH`iED@f=` z^KZJCyx8T{$uZ!`K#Y;1G9X-b3*6~vdD+7Oi8SWjzPTL z_#YC0r8ZVQ9nZ^DG|lw5wYgf0kokL*`HQ3%lM=#=54l zA6>=zb4Ndsh=JJoN!c5@lIX({1L)A_P09d0`Ugh?cs}|7Vcnc-UdmiKB&J_X`k%-% z5;}8o*n5leDU-mk7%n>>1Gt|sHzLrWCifNg)S|z-(uJ?6)X;({6UFpZob10E%Y1h4 zL3;CQG@6w^`b@W_5Yntj8e}R1|4cT1dZ+hTNHCQD&Y}O)=7B8$m)0BAo*&%at5LpxGM$^g-xN0DQO0)X5c*9254=$?5_ei}4M%GS_&aOcBV1*Y~H=vKjh@HBLJx~c) zj=(|&j7@-;Xy7V3ItmB?lEurHFYSUeS=l&&j19~!+BUSbv;dzBJO|nYwa2!t1G=7l zL|ote0^_%JbO9 z3`k&Ga!V*(TwDYU29yFF1w97+1|xHDdIiW5jQB?Nc5rg@XJY3Dpc_;M78B5}d@~TI zK!*XZA4~-x?*O9{VEBMLfe2S%_yc`f+&KfiG|ZZL>N^OY1i!~Oeu59+m8A9j0D}(X zCIEI~;u_?gULRO8D5VN&0(%J9LjTimJVL?i06PTG_`pU0i0NK93~pSLjvL2u?E}>S z!T@gJ_3CR=wzT0`@u=2*5unGK=rat62zFnmcfvPU<47Njmjuu z)k~3RGhpEXXuN#lP&q8N;OIc!NF?GQVhA!rD5RLEaLUUB?IAcV_HdU|l_C5!`g`fw z2nI~^*~D|U*i7Dq4AHl&p91k$g)(Lnh6PO|>2$3VXjsR5TF!X?w~$ zcjP9f-OoIMQ9IGo$d9ZZbV8x1W6saoyd03XL+>BBene$Z(ywZ1XCRwmQcYoF%@T`Q zSH3+URSd1)o=EveX@SIFrh|9TU+6VpIOh^4LBCv;h^{tK@dP>8k`@ZLt)MYv;6O+6 zM58-o{*1u+^Tdg$XboN>i^2nk&GgInZIp)!IpBw=gXBK^Dpu(@l?aKYw2pQYc)rgp zW0Xb7%uqgl{c*awP^3>ZyRn(;!q535g@~V_KC6x{2^QvW-#EfEjaM|5bWa_}pTPWv zvYb}v*3XiYavQH%**bpYtV%G)b)Op7ijn^d?m$WUV*CZls$I$9tVsA))^8ZZ5(=qM ze5I&trav~2bL)_w_ydeh;s1>1Qc=S`HS$#asr2{r@fVyGbWhI?QfDWK>l>B7Yskc_ zw}KZ65Ok3Tn_-wlezpPU z+*E|T|99Fm6}s7>)D3BqM1SO$ z;X?$f1+%?~s9kP(MvK2~woe{Uy8t<~Uy?*y4zn5gc9Vl*=x1&Le?e6T&n>}>%^8}c zIf@u?G55Vcp0{UaMT9=Y($%b<9lJe_m9a=h#Cr?vrC*@*Y4f_nQ!17Df_L!_4}Xy%$! z&eyT?G(V_wx4W)^WXno4IEEav^K5FT+%mgJlvE#K`B-h8$wdi`cxDD7w~QJh6o=QD z1nA!eG;+T0OLT_LT4u?#)DIQu1*DxL-dwOSuiaRTzon;w+VS)13_0^se{qaWpzmHF zUTazsYgrJUXq_Vesj$gSdmdu6lME@W;(z?EW;ENHs$rsHE}7AS=|4c^Na5p|i`_pM z;Ib|qvH6tvfItDiewi9Z$&DUjm!1bPP4=LLg}uC$y=xWJ8Q0M<=3Y%f>)@G@vG2_5 zH1cg>vg^9YBe%)X+5JL=D`0_Ub>qI-nWGNZ7-5@7i9)^pEnoxxDaDr)ARg<6ZFeMB zx=%RxbkvW^0B#WXS@uJG7-2fe^)fm%e-UqXoo^&?fwOSpLHQL1vjp3|K{yWoSKUew z2Kl)9V-f{3{6k#tatnG@1nU7BFC@2;W~@=Jn%pxTxEaRh=N$Z0*Jv`8ct#lnqh)xe z{?oKP|HLWy)NWyPI3r@!R`MC#XFTV9q2>pb5zRObeLZ+tXF~1cQ{{rH(O0u^sz`FP zS24>~f3Y-V`@<6J$OZeJR{YD@fOWQLNzgVk5Kqy(JfC3-kTeuft>&m7h$tTMyVr&; zRB*k5LM(_mB0`}>ah&w;klsId(!z94s17;0R-DKzKUmOpuna$s>%cU>cdH0S{qhqJ zjcKEx@v<4+WOv|#9@7}^u$$u@fA|G`<;KPBu>U~_&vH}qJT#c-OlwNbZSJA-_#36s z1#Lt&jAdh!pk|t9|7REuzd#21t1+t&rh%?MHxzcCN5|!mXACIPnqyMM*-%!Rw>#+l zsYP9_(DMCGCT0Bkx3*>0Jf$(=WE3HO-)ZSxA7SB-rA}7Pq-P;`mS)YXLKmL#%#9+7 zy-hB0R*uM-&#yMTPB_o4Mnp0Aw*O^Fuk9*cUp{3^@PWYn1@IT-2H$4Op)XI*wIV8$ zZh7CkE&3mzyN1kPl--e%%?-Y>h5Fv1Op@slF8un1jO||dp@cF#y0SGS#3{|Nc4B54 zkM&3|(EHAM%@Fr~X=T7LvIMmnmb#4b=RM(!K%yI}ncJ_e95t4YPOsN7~1viJi z@kiY-zvxdg_^u9rX2UO;oa@$LzM^(|JjWJ=)61vE|h|clpIP+M6E! zPI6W<-mAUJ1D@&w3xw0yld5L_vMTU_?9MqVwp@OuclC3!z%!cw;glVTlMIhB2Dd+P zXJY&&UkUESOzWhR?YPG-#N@YrWM_5@SV1t+q#)xgF9|9`V*NxI(5spSUqei5SM3E5 zhBW4(hgbt82F1Tkv&xZ_L>DC`kpdeE7|(6^&hOvbpt{T^p!bw7+K*z3{vC~bg^iW% zL4?FFgZcth2vtQz#YxyqODo~qZg5~A0Hi|;>D#}0!OvfR)&a!c?lW*y9I&y`>K?Lx zzk@#$_j_l*xhWW>e_()#o4eYyN-Sq0EscUP5$iSTZ@-U_&G%9X12_HL>ZXB2_2+2= zDBWkjMfl&+5cJ-De@O4xb~_h$Jg*wOdK}gr*$&VnyZ+IK+$__6EZXJ@B~yAYdS zupb0x#KMv-;12CHMRE|jfpuj-XvyHJ#gIUxemBvSq@<%i>-cYflA!0oWM0uN6B3jM z2~**zY4mnPU5GojZo45Ke;v8h9@u;vf20RDB~BODhu7TgFMU71i(T$XME~6d#u67d z28%J$Qt+v_`R&C8I1MMp31inS5~WLEQB7I8m1JWp{q8dGLiR^9bg>o%;II;*EuZb?e4%(61Pxj?RcM0<+HNd-Z%7tBHyAT z(IvciLs)@cos$i+T_HqsG&xes4J&R|?DEPKgtI^7ChYk{p+p|n-|xCh`?Pf>OlQ7G zEtJ?Kr(a4VSmIzWDlU#2wjm=U6MX7yYg>H$8#orc>xz$x8nJ8m)2*bS02KG1fBwCf zIzBoA>P^`GJVCs2);GnfF3a`FM{lJKXvs3?<~#XsEwnPWfP>|wB-n|A>lkK42FeZ(^> zLaLI2%@-X1J-S>{tqTwNDJD&v91@~=`Gw>cXkZK)C|!F+ihDuJA5f7||E^25bLJN0 zJ#PlUKsvcHJ#WbfOWx_YP5lW!JU9RoJa@mQx;j*rfs|BFET_7>JV~`!o)IAMba!E`*QV!n7R1m4%DaYe>N)2im`>WSL`fVz{f9jRCd0FaiP zgmadYg{fc-LF13FG%+St$uXSTYH>+Btra$XscT6-9X(7}M6Q|73avDZwj8LPeeR{(JvEck=bq zr%wSa63~dZFO=ovlEI>mQ~b7DfA;6?i^?gHk|CSPvpE&qg|T;hKZbGxM2<0@M3WSx z=zXK1)Sz`pjjDWd^?qPbHz~x8ynNYdCJ)NQ!Qm*DBRc})e;TK$rlwcX(?fmw+s7N~ z-;%gU3spA=$~KxXUm-U_1PfEWR9l(qNgRKa?phEckwHiOaKbOq4JRz^+b*z8(Y){g zE*A&wr(R-<3k$!yc_?B)kf_9DAyC4m58Omw>g$JwhYwvzB#&fgW&Qrp6R@FIrf5D&=`GkjIKx9Pw$9?%B{cQdxk(N%af$q`;GmvL5 zB&9UAztZJU6R_7LAv>{?oNrIt^O2gdpx;o=YIO4%DNOeyjy(R_TFSukibD(hviNVs z6JVTaDlI&uKeio@34Cakd$O7Lw0D1L?~&&*Wcc>(o`*gL4tV2r!6uSc#k42`01G20 zPXz{;A8wR**w}ph{NOcj`Q-x4C}w52OyM*#P=^CH0DRc;(h`WInVXw4u3Grv1{lvP z3k$&d^7rjfR%ehm$mmz|a8_V$)M&lA?Nv0p?Dc%a=LMTn>&{D76?5?zn+>Ebe14m6 zrvPsaPj%G+=5<-?fv~e{nM#1p%wjTLg_9~Gbe9<9AwLi zBBK2_F<;o+Joz1yp)%5E$0z5*U-qxsGRlMbmnMWu`&-J8KIhyKqLGo3f{l{b z0?d#;z@+CL4b;`gZUcyj;0+A|VAcb8Fyksi#zX+3Il1pC{Aqq>1_vYL+wP^W1Z(oh zh40$Bb1AK@j9%QcXDu`B8ULSHL#n_9?sqV4cNH9UR<_%S>lt@M;oCiwT)wv(ZIc!gj4(G z4aex?uOXA?&K#70tNiop@ahG_Z1J5y;*=uSFh<NDkrS( z+c(aqadZj8_JZwAP4l;sPo69S)U?Ipu;5@-H8mhhEZ>?hdgp7m0_QjD!RUaEfDJ-i zTuyd&tA-%&7~V~XroBg3f~$Ma#T!?cYeW1U9ibdc?PQl(+}-i~$4ABHv_|MByx$l0 z&1Be1wpC7o%TAWg9MOQfeq`ychJ@4j2KZhr(awdG;FGIY)#ywKx8HqTLO8Cs>+wNf zzBA(S!RF%mCBhzVynec+ihKPyK5<+3i9_4$o4bEJK0E}kYIkRcD_u=OqSH+@d)y8X zIPZA#HHuW8@j@YyAQl9&e;Qwyo@Q6_>(wUo>M#e<|4d8*Ihp_i4}@(2qgea*(+G@c zV7LUvbAWrOSm++NS3t8%OhU5d_dzU&BFNf{GrsllDVaU&J_8t(!hGy> zbaVz>Owuh?ZlWh!TO@Ic0Kg5nDdcG%jE~1vAKTj60;AM_xNMd+i{iq<7@uvJT-^bW ze_Zk0Wt*ItNs5hC7t87H=%D7aMg!=1lz3^$$^MoEn7{!sb>8vs-5uCIfzaaN?w+Vx z+#@j&Qnmskn(Fc)eWTacn~p7CWoT1p%*k1imj@vuO958_U5MPCHH(h|FtVDD8QwyhQvjS0T8vcWUQq{ zn5axc5MfcXc<2?5Ma)QvM-ekvRaIqOXWwL+Fud(6@$dWxs!mXXld!+1XR9q@a1wsJ6wNhM`-GP@@IC{pl7)Ozq0cH#cs~8f;(|UIaaz{qKm;Lh zlmuKxlqM}T6^INqH8saKIAOACs;a?#0M#IR_7LEC9(w)$`{DECzGKtM{QTh6L-*P6 zHZka$YH`;1UiaC!ou`S(^1=cIurSjQ^f(>?;T#5sVt_a>mzEA=E=C51pN33880eL{ zedW)c@J(Sa>yW}~(=6t#gv!?YpYDb+#DpdNP$BymtxX&gwl86Ys&m5GA0c3k`o$H$ z8?X+V4Q~4ubmQ%F$MGYzL1{m&g%uSO^NT_Zg>1gIygV}{UUXCxFbe{?A+$n!-m&Qn z;4G+u8)P`MLhw#D(IwkgPN`%Q0!bb7ktO$!g=Gq>l&@Z6-cXWC4cif10cyZnaaN}r z)o}O~pP+{tfPsxdA zry4K4@pg`X&RBvs>86dZ3~^86_~Gf~s6_Qu-7Spk?l7l^UFz2pipn~DCpFBk`R)tBcmqzm)Qy)qN0N_iv2un2DT!mbq&}tbVo@O9x3!%e}?9QErivDrrIBr zZFd~$doFh%=J3yu^A5o)w_u8JKl_w6NLfZGT4w(TWL0A}H5d;?FxPVdC>4{}8ai=R z8SZEE;Gz1ZJi!6hpDae!S%d9vNuP3bkzm2AHX&*;rw$1E&w(gb|QXB<+;ErRA zaZu*`^QEO0oWCB6n6t;3Ib-ep+?1sBk?HEHGqmIUH5n!J^>a3@QWR2jy@rW@6ddbD zeAF(*A?zgin7sD{qD@aopfbiKVhV|A^n7U3Ef8FddAx+zqVfSUOUW|-9H75Ox%QPx z$21#IUojyB(a9Vn z7>i;?Y4=7Tk>#t{Kcx##q~ZH>e)RD~zB!%bQYpHf0}Hyx@$64!prmIzck>WqAg@yx zb}Bw~r+zkE*w|W2hHjr5LGpH;>4xD6|4UNIT7jZ_MxB(% z;QMx)tRs@hIGmMU_9Au&cCp8EhmBx$*Pga;T{F~@u^CTWqZXl#UNNO;RZ`VJt2ur- z(}$n-xl#i3X0I`jKBtHNXjfvwBQ|%F>bBUiajW#Uz4y^eygAXxADv|EeH{L!`nI4^ zP?8zS;728@#T9~4Yuw<{=w+E;VT$b#JY+jkjfEb}#hs(#r!;Q%8-KE=x>=71_92Q; z*SN^VBa4-OR#0tPPOG$SCfpEiHHE!9t3RTtyjm{NdHZ;|W&~%jPTzPbz!HVjw0n{D zS_xy-h7pG`p2h@G;jI$01iRzOrN-LMv|U7d{^3%9za&lg4w}{?DM~x2RjoaPItDe=d`qj;ELSNUIKU^(hFqUt zxMQAgwhMT(=D{U0 z_tDKC(Ml&}9KQh}yZYR^uK2+O1f~6T?AmecO-eANe8!ioPk%p0YzcR!H(kyIsL$JW z7>1d_$-6$PGL^xZI-aF`!3jPLh}pKO|I@L}R+YDG_P3XtT`*{Hc=)8WJNMP0VU-k_ z{PR0KW=5y6LmTIg#!}?R-n70l%pS&NVcn3F>+1^oWQfuD%EZ`kzk}q;f(L_$piIdb z2YUZ_9dVUVS;+3z9R8E{@Bm}Rm=z;bh}v)5V5f))+>h%9d;Ndw)Z^B%ch|3t8O-MW z^Xec)&Ed*P16VZcJu{&Y0rkwDY@{kag`|+pXXp~>{jRojlQX!2iR-fKRCIp3T5uii;+3w?GhAGryOQX|_kYheUFYP9iMOU$f^!FLZly|p zV6xgQzhbSpSPuXBeMm90;OVE*a5vFK6AdaUoBT2(&1_UmL5qPjw9%1@lsH8VYqRjx5VO6>aXAofvi^?8*pnjmWxzXu?)#$=fNDGqPE+xwsb-C!L4Ir1ov@ zUk`Z4xb_{y3whRwa~&I9$q@CnhL`hClf;%dcPb(jRNu)V)*m0GJU$c-8`^EkQ=cxN zQ?H%S9EfY^+3q?2I>i0^8tQ2daH}M+w3Ff&?D1#QaVS<5|lqFh^ z#B+1VWR#JB-$uqXwuPK-LbG{WA;qZM6d%f1L-EG5d>@Kou9BM|B>S|6knP)G5`@$x z0zJy(;MGTTXmc?OoUidUKGNrJ>U_3sF&pQr1^Iu;=tYlsS!o1=a5x+=GA+9Lh~)RH z@?y#*AL=fpcI1PU+dXnT3%U)SpQ1ii3u0-VY}#$JXZ(|pInKdP(-!U-jof6XL9-{soMY5_uAi7d~lh~>b4h<(uwnK|N z;L)NAH)LGz``tma64#;1e&Ah%S#yfN>q^~T-AXW!OL|OR%ID-;ZdM~<+s<>uTD10s zjCt-nj5UcM$ez<*Li88?4hMOsAtn_ItDWw#XV`bO06BvA(KU2_sIU$>K3-mq$$aC{ zD)Np~TT+Q2rHtj*y>Zg|&)ORe5>3)(iBDk+EgwUSQC)L;`I~rkI_($|BZ$QrFPap}t;9yeA!IcI-F zd@9Kw-c0fHWs*T^s6qPiWy{&$kG^Fm%GhnObarebKGqx4^r$NKZ!-j&W%=RIZ#EJP z--F1s?+1uB5zaig7k5|J_`fBoGGAi+d@zcp(0}%$u!#Wsfa3p1I_rQap1+UN-Q6B3 z-Q7nc-5?D|cO#*6NgN1Lf^>tFbcw_vpoBCCNT-B=pujWV=jR`|ce^(`J3BkOJD<<{ z^$uvwp6WlcNGwRUwEX0Nxf6@-%Q`ge$P#65ff!d7J_;VjGdTlZBbPIyQP~tPd;Ka?I!g2T zgvIBc*}4IzpWOom9#CeH_l#bjtWO;Jevgan5wsi}K8+~w&&6d8V57YOS6+D`rZW_eVnxaebHkoS% z)U3;rtR8R(sl)e^na0v0xD6Ovhnvo1WN`>5I~qe~OD9aIe^MF;l}AOVo#PjnT9$e^ z-Hk7vd?P2p@%TcJSAVy0sKn55XYGfdsuBDmT&7fk_%R@~38U5nb-{q+6NCJ;t#tef zVQEguW=15J?W2HP{^-+t3}Tv|{g{}*HI*72HU{*^T6Ah$2%dVj4s~Nf+`mtuOW!ew zAKt(F^b$TfY5yv`vi#g0Z;a{ws-l+#;aS|%L4B>*@m?a{+cf)fDdNrwR=3NenLXjm znu})L74?#L;Mp+M1~I~Q*>U#s#~+=>_&+sKFxh`8DlOF4C1Yv_Od(&Zk8{^&1uBhm z?Wh~IhnO!$zivRUGdzIJ`0yXT>~YpK&adBQj|1&dx>39Xzon(Mm{6Ps zw(=Dh;)S1eqW(~+(23LQS1?5Wv6Z7}I7rZpeqcQFI;X%=Z?R>d<;dQLoz|1tnSYUIHSWTvoR-RA<>31v z(q)8^BQ^4miXe-!v`yOwWxFSY_sd{VphQNG6-E#I@$CB9hv(`)-i1eMBZb;s7uTaQ zF&JumG&YracC=+Lbjjy4(DPh*9VaQt9G zx)Z;++DwPPi6JcFWU1wTUYkwrn%WCS$%eRwRW5zK`Um_81sDU&Nx7`!q|}PJMLzX zEj4)H=C_U3ho!po@)MH3 zF|pk}iy8Gx5`((0f3NU`Kufhd)a)$d{V4M3%;tUUZmXVgtB8B`Eq2gvuG?E)GPcPL z&3ve0zbK6Uc{*(*ryv5ND)?H(_C)AwIC*O2r@rd%eP;*@gYv?-pt_wJzKVrir-$~B zZv)-n)ny`FQZu`4%9B&$LPIGLZhUn@IaHcX_$sQ=b-ytkrRMEoYc(6$_U})~`xb@g+xNVw}&CZAKI_K~ImOj<1-xOXW${BXULN&Bw z7e}JnK|~gc{5cP*HN*dmo_r|gExR7d)>g=TW?zsI6)5v5WpV$LK(e0UciRA*JW7*q zrfsE45+4E$jg8}6P+0$N2#Kj`;v6CmR|>}XFSQOVrVQhD<+vMB8oS|a;wqRw`4ek- zLRj(O&c#9XC5;eYn|!>QQHq`=0k*_)Bs3j-vn}1gCgRO=_$o)|^V<=$v@;F^Ot*F8 zv(*GutY%C7$tcY$jI%gr)Y@>VIuA@^bmNpNgOJ z&-v-BeOt`?;h$ry0?g%VFv{#j*dlL2eq2Yjlf6b)7yM)7^|?;p`JR9e=U#lifFRj{j!&+$;{14zyAF1HB#@On19+UB0HiB zFD~;KrWu!Ir*r`iJhFIawJh(g%hc?RTNRVRHy>X(d5miFeV4Cpz)FUSc*mb!l53Q6 zXQS;VFzP4?^oKLtO($)05!VW-L5-J6$sq{G^}?^KEW=;(AI-!Sy43C^jl9zQGKjvC zz;x$$Fh`IF&d+DW%;;9>E8x73b19h{HeQ^~=6fmbh=0NFW#+q5+awFGP;Y%U!aKWO zGGR1Wy-dL;mc=WU$8W~@6q(-_fDkXi34)V9Hof`wGMOZrty)m%v1ySxIys7D?3(0D z$V&l=&#C;?B5DmGM<^&^cqyh`VaQ+HzZh>Ijke8Y6i0C)dg5H9vb3nHAIN{HBhgNf zer-WtIv3qy&3!pE@MG=_s*Iy+w*F-;k2H&7&%_IsRiXAYfXA`2yH~sq35OKl zX~@&NU=%;Ou$Dd$@uc}rh%$qaYncw4@?G_FbV!jEn?A}GlWG%TRx^oBVYGpnf3_`L z?= z8oBMN35of9-RH_EX6-FKK)7cbxXWuh1^J`4giTaz8A%m=?c9YnQW_mCNm& z29tax{*C+YiFBJfrR4d`w1uk@k)3hR4+@v3aw$(f*yk98NUUBuZFAd+2#b zAcSs~Tsi+b%G5!x+|_|3g68$jqw8C4q!H4Z#g**HCHmNVlhX^E@oZ}3g~-9?L|fKs z%}E902)ER24sCrwgzJ6ZsUd;mYWakJy1G28yT+{h+CU30BCHbC*4X2hodCDfS)zx6 zrwVy!`E9WxkvX@wB4M6Xxy$krh7Elv3&snKrFYiPY&A$U2yAFzD)el7oLRqUB?$S( zcLa3iCTI;e0^K%cOdjJ+95m5w=t7?h|J6OqLU}q9Da;h$Qj$~_e|uC;498Y6pXDX# z-ypN8J{CUM)}4bA40_{R3X(xq2K<+CgNqw%XK@xrS1LzfZgBiznk%l3xLX1OBSco* z$}59U!dfrvNbrvaR@UE{r;|lVd<%udYG91SUTlWpA)q7oZOM}+Juzw2qFZI$Q^2b= zv^!o^73rX;8j}CT$zoldGu(^axpiB8hR-pKr;O-_jS(*GS?_+}$-tA+A5mS2)J(mC ztXvU1@hv$cp<((l$*7|4t$kU$LuTTwYbHNG*T;H6`m2rH>-NPFM9P}!5|oP^*j(|3 zWK{TqC${@s{$wg~n{zuot5P^RD^%7G6`pi+=XuR3Xll)y84Ml6rF5bM3cZa4p zw)1l*n^5=qzplHUZkFmqtGf&)rLp!NhwqZ+Ak16X*xV?bw-QkWqfGTR=f911ZdONA zXK~gdzxwl_E=?oPck0qhST^ph1Rk4x2P5`$Es%l&wOeaZYT| zVoO<@VdN`amirRO2=&%%k(*pq%lP|Z z+a@~Mjy8VXyhUK{?qDzxgRyHE6ImAUgwpFRGCyd;1|Kd+uH4)NUqwk9U`7+cv`O-73+Dq#hD4G;7hVpP>bXKn!!S4Q2jB{M*lqK-E~s=zu97H}%O_40Qz?=o&In-x-qM?c0M;&WMkp2S3DI_>v7B+@-h=6fC>B=e5y zMIaDC*VM;lx~DZ};_HdUlzik>ExBNXHpuP@Cv6x@u$rfiFgC(HOr1qt%`-6IQmmkOlv=)J_h_|+txYVwKQ{k_@A5=?;d+ExaH|36iyA?PSNZMj6Su zu;P!R@hB7NLO)=f<)XWg3kszS-roiySll%$9ua#o7Mv>A7X-VAq<#ylo{yR5g6E+^ zA%l9C!4KRM)2=>jKZsb4X=4PDc4n!!3r+%;AzL>;Cj#5f-{Mrf!j<5P+{IqRwyO5& zQI?cp>-pj-g*z|U<#HqE9E)4wRI}q_rdG_3N7D|eUG{fZT>E+=YzgMyqF43CWi#(?XXz|$X zM6Y=4Ip)i1<=uFDLTuU-_ul!odupK8z7yLqXZTt&ANVG&%C2`o@-@Ft?mpFny-TIg<70x^?jS8MHu zLT!^hr1MH^i->0X`QO#wW4fbJuJ{f`4I49t;->h2aMvye{aX&EIfpXu58F%4Xo~Gp zujsYW^0U4cd*{7gzZG*>%Qa?ptY+#U74!Q|E7Rc|RJ->&SH*nBOPQIz|3J6L?u40vm?|2<#9D?LN-U-0^z&jrzqvJ@hTcdr1rqx=lFVOy^Iq7y{2_6 z$2FPb@1UYTUiy1q4Mh6IQ$zYgr7ah_4(@2k(&f*_bbh>#)A(IQNbc)`^?<)#)iLh( zAwx{{>{qI`w?bJ*p3rvCVkTtx>Z`4U`gU8F@XEMC#@7_Yr z3A)9VFJH@5aZIz@myzF8hW_O5iM-9o5_Ox8-b?<2w4C~FVwPv5>C+gH!p3>1CP|6{ z^7ta7L)oakq$3Ys;6@Ct#Oz1o)k_vGST^QhE62xr698{*Y38aMi)R*6Xb-ja#Nwh= zC;W=S5W!kXW)e}?_eFecIpK8Vzh;T_<>BbMgnez-f<>b5s%tTCpWehee0RcF`aN^e zde`16z4_uP-?w9nr`HrVtvb&A#mVc2qAj9mKhY>VG(Bh{&3{T?EXGC`%&%ZCr1v{< zh{CmX#Ya0YgFOdJU$P%MQa{A3e0;$+ing;?V9mW1B=67tNJ0ANXv@a0PrnF5>%BQo zt$wgG7J2LIgz-WyYIVawH{2!o!hZNK*A~)-EmFXv!*l9~H z49K#em!HU8=bvL^!5q;<^51>%)FF^V_y-+{Zkjd|bn~FLQw~)_P)%D0d>|Sx4a;ym zclSgf*)VrjMtMQAc^ST!6YMh20=$E0QF;~eF7UMFm42RL37&A6puTtd{z2-?`{c8C z`6&~2f4bFWAMniZ9t-vQxPFVsdIv04b``ywikesx654{jX%Z(@Xb*4*c9zG6M}=X^ zEn6(9S>i3BIeF5&Xc>sMEoC_P)U(LMEA(M4jN0alcKHkZ1nTV|Gn5#>^EtrNRRqZv3OCe0GcL93-cQimP$U-XyRH4 zo#b$64*qXFo2w_x9rM-m{Z}~1@%ZO<)VZ`(RVY}3?mvRPL~#W>-xmmNjb3Z!$M&yx zndHBWn(SPq`A~YlHo;j=ej@#q(W89n7j|8m+a&8SqNg~-yI>6|DZu^{*-UMj+L^YUFjsyO{T~8=oOW z$AwNq0<7u@?Y&X$Yo-Agp2?AI>#!Shza+T|ys9^xoE8(dSqP?ygDz&JY?!RA$rU!%{MstBDIwZVyz!@|RzPrO^brao=+$Qo1+L zifFP3aRz(XJ^g6&dRu=Fdl}1}G?y3pMb;@#!FI73{D60WHNcA|jLxfslx#1*I(;g% zfY-0ZJ#Xn{3y!%fKKq4}Cb%(u|N#fB<0K8->~w-@<9F zkPx1nY-ajfhPeor2iBw9whqmknQoD=lrK2pU!+ATZU3R?J{Q@XK~?K zb_IR%0kjny%wRiRU`Z`Dl1o?MBl?nvAfQke>V5Ov_K=MDx zS_Bz}U~}g1(f|NtxPJTgt&fin5WN-@6aa}Z z5I+BpdI40ipm>0k0lcY@g3idQ5g?=oB$(_GK$nqL1)vz4kW?T~0Y?W88R)*gn0}e)0Qxotfo}8Ra?F85< zAo2y$Z6H{d*D_Hva|9%f=RVN@>6F~Q2;hT8u7J$(qM#F`^mli61JO5Q*a(ml10gpM zBd_hBm5pxKPXyJ2g2Ab=D4gy3egGP(s;UZ{6wtol$9|w(z=Hy?DG};^Qw6TNId{c67&bKA9cWM0lf(@5?I*Sg=G{0r4in{0aV!lIsi@*$dC^Qs&cKY z|CI3H3;{_zCfUEPz=6YeEXU z0I*9@50D8!O?6?Qy#jMufk=CIcNbI)w8ZGj5olJ>^g!4R>IP~B`Y=$r12PEcali{6 z_&Eb$2w>QN!%J+LjjA364V^u53{VaVx_|>FrwPbp!TF$JK;HsA6m&I^zzZ%xQ0M=W zu4iXK*RZp*17a4yF9Y2kIJ^U@23Q7|q&J^-L1}=Y2Dp?!C=Md011N<{US_7;EaOT06VEc-S z3Q!+_H~>HV^yw4uKL;ZOpe=m<{264*e*E|mv@IwcsL?@tf+~R_0zf^%GSH-h#ADF; zL3akSbnvT`loW8;f`8zY1BpCHRs|{l;OF32Kv(>K)&eL13?$$e;6mHp-Ub5`7&U+j z3#8Qo!~}p{fMWvJJ@^PV1H=Vz+{SKUKqC*%c3Rh3NI@59Q7|%b@&Z;TKyw1VC+NNJ zhk#59?AOo*G?KeJfZ%{DclYE1z!AWur=bD*Swa(3=ebu}B`C+SY#s>vK^uS$0D6SY zisLL+;eFk1fQp6EM-}-)kBk-GI@-NfqUsl9L1C#J{-GM2Q z9OM3{)LX@#4sHH1AMu*y)TR1p{nH>Ynj_$)Np?pE%2x`>{LuL>fm^ILU2bNE8O*cT z0b(H86XcXzVd3 zOJ-f&uttGTC>y4rp7G6-&C_7de?P>BRtie3E;hmp>)Q&`6jdSOkWSHrTQ((qqd#8Y zVnp2%LrCg3ea1+yNn^Yoe^`_bK)w*-3M)na6s!^iVRsOwrf?06;-*vMvzT7bd|ev~ zg^vyMU#}t!jq@_^r*<)h9_%ojjzrfruY8O+ofKk6K??_Rh`1ZZZKgweIW-O<_*Dct4_@%PFIuP-~{qZ$mb z?^N1#x68tUXrlza_X6z$(C>W?J&fW>$wrNq6>G$w(cvAgjax_9Ss_9(E+qFjU+^ac zZ|@8yw;~9|X7TEK73&MWsNZvoWgp*R@#+&bkbe6RgSNdnAx%pWqxF(|m;$TW8~ssn zJ2Wr`P87&~d&G^%u+m4$szI3W3?;lt-h;lKQxV00mdS|L6YY+D3B(!vdnRzpFqMPd ze7&e_JV<#9O)4A(4$$`WA-mQlaO*$yVW_!C6|+rJet+g}(}_yd5k zjZBR=0|$Zf)(0@OtEY&s*GbyOoGE;k`n5&t`-IK!ZYe|RhKu8extvl@j;6bgLMke; z!}`dH_0(EI=0_@DUp``=QQR+#jK@m$$43OoK1zft2zn7TlZ#u1IZXtK+Tny!)zV{z z70r_0zsrY05Z578DVQa*(Ol>}i1`+R@G3jT)+8rxZFm3~uKV)OwgcX`L-H#{={$=c zIi3$OP;=tl3s{v4XKfAAyY9HoQiU*VuHx6aS<0`L+!4#x+!7l|G>aSak3TurLTz9& zd7Ho@rRVXXWH5M^E5qk>y?|`=)j?pl`iyj4+~7Zsf1f{ef90?U^ApILwxSSol+yNc z$bB?R-g#pt+tg6?^>dPct2Yx742nth+R}oMw4-vcoD#P8!#)f*Sl2lsi{x#2xNZ`K z#_U|%aLX}^m>EtQn+OGCj2v)7=Cfr(czTYGa7elljt?JOW=@lmD2l(PmAsRlCU!R4 zYI_%dCxd#-`hb2)dJ~<@*e7uJN?cR9u$W~ifj4(T*U!f9dEb1RGB@20TRghw2V~-> z+>^-ZD(4J`?0C1TRH@a(hQ^ksob@Xo7^!1u zN_ZlO-nkz&G0mANMbi1&rsbI^msi~Ln@_2S=8;KiO`T{q2px7fWriKYP_Q!FSW9Ps z8$PEGGs5Ea0;j^$*zfbg&qLK~eOianmxR|?7D^l>`85s}>`{-Htlq_soxC%ZU1KiRr-Dq^51Kz^0{`)VTRp4vRQ98yp=<`LGTCZ0uuq{)3JiHXF% zzI&<2HCQ|H9H~9m@w$7|>Pyr+75S@Gy4iy8KRjB8>UByNI~2lLC%(%l`p`T`mo3Ad z6I+>AdrL*2sXDCe?->U<5$xHSnkzY?81qBEDABaQr0H+_{s&e^G0akj&Hrh?fz3GS=6POOm8)$?oV188$QHkRbk3ltQ3aOYiv~F zVaC=58_`7CQ9W6QRp(ugWHGK$hQEu)V^fSxZ-~fu>Nmo1mjD?Gs6we6Awv|J-=rZnRz@*twRQUSWi$;ZIO3M^8O>e_&!Z-( zqGp8i7Q*u>)s+`jB_BTp!*?yG8EmN?HnHA9Rj3XvoijLky`B-!UdVp)=d@s_g!Ol* zJ1;#So1S!r$QOl`IXl=K{mF=FU;A#OQ+ojd*rsecv$ zjmtuQ$5gKnH&x&hMe>W;RWPA6?P%7qx07hgLT`Ua>`lbM4fGmKpft<93BJ$c6ni{p zesbxo;C{HtAGwl(hxIS%M}H_ICJ{||xd+KVb&P#vKWa*C67pw)DqZ8^i{pPQ-&HWA zPc-Z)`DHqpqgh4#C}22aK7RAQY3|t@LAsI70M?I1N3V2w&J@t9&(X~8_KkXF@p4vk zmyxF#wo#&vr*YF6zkla8w`jmxpMtsieqvVlYa~E4MN${(;rS3m(Wa*@$!uq8Pf6ga zOKopW(28kCHaTPC65|Nocl^QM^B#}l*5!Uou7VR*y>rGX;^VDJi7%9&6<*AI8pDj- zp`p!*^0wS0?jOYR%~;-2S!vS^C-g_|mcN)y_v>Y?e!?9tSoDOfgaBVPxvi)Q7uB}a zyQE}t--!1u_To~gc0Z$zjTuA!6*!lD-sTayzwE$1`QFUnfWT7sm%Jv z*WCSzH4+4d8$Y5@(g%mSA%r7lm9^Jsc$6esqZ02_))12vk5m)_X#1EXF%BJ`Qzt8| z==4r<0|Y|uQog7%vDj^*hEtYlZCUEl*5V5^0|Bp>F{#G}D?-v2ar?31C8c@_(Iw>_ z95-Keo^1c7UXDo!SI?cP;lw?ZsmH2lAT6#@KSrMrmlZ8`MCRDXjzXXzO%-;5-aGZ` zPFnHTD-z=BwX;<}v~=yew=$$K+aQV6QAQ!Bp@Ai|_#2gaYl)tOsEuj&ej6-0J|&$MyMHCkg6Vsg zKSQ>=A+b>dvENSDd{v6i8c>#CsfZ?wZGoT6Ug|Wd)fZNf?MA{z3iGu<#;bpN;r~F4 zI)N6*SV|Lv5{Js?p!$omWiS2n)J@xYm_W+hwsU z={<-N<$fTvBl6d~{1CaN%s;r~_WDT!!~B&afz^YlHXR=l6S5VdcD7XfYqZL)FVHQO zh~`0(suc0zP4$Snv0(+~0!&!duOPJx9+4%aKAE~a; zb2~!0=9IR%6#EmG+5AU5;XIQT&?}R7+5*DRh2Xx*%FnF__$rH4_KhfGFV zNq+)jlrttKqhNS>R3l@1l*YZT6+|M812y|7EL?zl^E?#OW`7h%2FH~v*<@I|f{P|xAwrj7psHaC7{EUFK za3W9;kv*cC>G)054h=U^$L)H=UP50?jMe`RLH<7ZkiGhf+dO_`ldcS6ztnuHIH!su zj{E5Y&e>>}@o3Qd3&%8d!&)pKq$et*Ux-%;gL_{LT<8W5#g1oi_a$x8>GKTZDp+|M z2*rK;7~8sLCUYL}Tvv&t-gz?;q=#=rbVe|!9H~3%)6{Ie<@(GKa{h|c}041?+9?Pu?4Y+mo=nr zb**pM8Bj@4V=gxu(J@hXg592DBnTBcT1W0as9j5p=kt}{ ziIk9hLDb&f{n?7g_@$@u?oPub*u-?Sxmc0F?7iD8`oQ_?G>0=Pk5vkQ$iyY#v&_r$ z9u9a&K<_PeNi#Ke;URfbZk4wDloi_8KWfG%=-i}f(|iESkZMORVT}C4gFtaLaHsY7 z%wI`VPhjOjb>ZBo0w;zH1`6)nI-(7tsw9 zGTMT1MO`mR6WTl;1*|)-3JiKXpC)D0Bwe=k3^Fnwl2)#vER~Y}F^Z9ff&^&dhn=DNLsf z=MQ83t6}iVXulvvj+owi3fS+T?8mAoct~`Lm@m!En~nu<@P(temC%MtF|?OixxaWp zvvMBk%HEffP|B1Ej*RIHoy3a&%~`^>zWeQPBK;HpYE@ycY1&uBq$$94U`QxC3oXd!dc+AMo&;%h1HFCvCm+c}l5N?6a>weBB#&D=a4MC2YIEXsa5}oGb{M|Qd zj)=Q6x1H3jSxh8~bBmj!!?V67C!ia5xycmR^V-A;<~|W=Kp`bM_#M&v1pc+H`-qn~ zeJ>y(?o&Y_GorZX$6B^-SHRbCX9BcTV^XEJ5l4P6QjhLle9$X`yM)*+iHEcaeWfx; zinEtrqA;xT*TPQbZ-c!E$IM~+m)R11{51_TkGn|%((7lhX-)Mfr4T}9V= zlsi|Ep751($!CT^c*Za?VMk0R-4mGfoLT{@FbNVG<`I~JP3ek_jRmMy9ziiM{|2TG zf$@xE8JOz=Go)Z*6wGG>W+j+#t{vY2);nMZ4$P~8NwTdifK3IaJz$b9EG!Jng#k1r zn4{Ft&;SNIU;+%F0l;J>nDPb~NHC!W{@UBy1GG8xwZ+t3GBOlB0V^Q_D=~smc`A{C zWQyoF5ekHH1B)gq4#KGR-+vKIx>yjDxS~l&EFm*)^UK3;G2awF^w&O6J-7!5vZK~o zA%7P*uYPk}oIPVC@$1U)9ov*5-(fGCb(mAzOqR@ZmFR_0PQ(b@<9&tf2xm=It42?H-oOBd`Z^5!AQ zd^t)4wcHL)4^29%#B7T%?c0Koj>NX#L=s3K&iLB6P_w!yQRNVVmOWf-+&3aWl!b-9 zQR(1MV11Vu?iXc2e|Tcfp!_w)qaP+5G~t)h;J;yCnNckvBVgEwmg~#Iye~~Ni%M=|<;pc22L_{qC5(bb^i-kx8`#X^bOI5f za;%+bx%MSI@S9wbgZgU$T9QC{SVxdpsx)kovDA2$3oS1tCYpF{g_;;9{QQ@EKSy^C z*S{XLTqjm8>Ree&@dWI`wo@~q?6K6BRuG);=t#~-VA>W?YXScU0A_h0$Z`DwD&9#^ znCYlba<-vm14GB3m}bI|Mt^@cz8aW-jd67Fhjg&}tJ?^K!jC`Fn__YYwyG1lI}mE7 zyC@$h2y|W1I$K)xn2;wNbLe$7npW{D2xy!68)Kc z3?s5FmO8|NaJzm&GhL_6;E}%5G zh??A)EfE*{;uEz3xKND>Og7@vL(>LiMUJT`VxP}I{xPsBy5Y-=nVZm2 zB5mXS0++i}OdhZ~0Sh1)1c1qJhmXKAn3@NN4-62%vLYiR6PQ&79BA;tI`}nM0qC<} z8O&LOiRtv-OnRYi0_y?Q z`10}+*j@o5lB=sLpq9lp=)tUlk|J`e_?4fP*y5j~fk8$9MIk|zIWj?(#G4Td2g)A9 zh)om&fda=vFw!Jo(Zv)+vg4s}oL(XKxxQoXoc4Rh5fS#aL3!#f#=~wX+=aNxeh^Rd z>EQD|%M?OAoMs29^y)qP%s2l8;;C3m4Qi)7t83h!^E5{1e1?292sgR4)`GJA)`s=U zRxAh`Ma4|1Zf8Ukm;N)4)+FtN_nr&X6#f&y{AfcF?DWxA>O4Wk=grxOf(6dok+0lw zQl;XE!b_$3+Z+oAf4ouo5Y8fTgy@x$@m&su2AsnguOqr?jk4EHU+m>%BKc|cue9h( zC1W|-+156+Tq=RFZ9zBkyX@$=tMn);ucSa;?)9AcEIM~)Knp-*lMXPegr#SA>Uy#qeEGGQqf5bR} zbfo>okh+N@eex?J$Gq~Xa2IXDmDXrv2mI#tU$t)eQC|+}QRTzgem$du%^_JC5cZ{i zd})k>ha+pv`4i$7s3Y;5tLcm8>Iwk?CiS1l$Ad}5KXbe7E9QUFB*Kw+VP1(^-V6@` z<9V3U6^^ZW-te^^lsYk;u{SBDS**1GM(Nbv?I{%YFEd_7dMe@s_F_MsZ>%cYfOOM_ z6L0lT`jK9~+<=%XJf#nQu)a@Bw6{TKh!}vjp|mLuVp{MZl@X1-dL<^W`m)TxzyO5O zfUSUq3*fc^*f|?JCx{7y-UY&3pi2Q(6tJ@f)Iy*18k-lXN@2wyjt1^tYGy9LFb50{ zZ$WrSMokY8ph2V)^m74m5MTqqa}ahBl#~bGf%_jAJpdjZFsJ@!6=V%MEQnPlw=aQE z9SBAPUYA!|RVavBf$PaTtr}DeM5n;@=4H=zmc% z5dQ}I1lJRY5`hZ~+_6Ee0EGnD7X{~oiw#60LAd-sKcke2tE(%pEdaQKV+A{or~n&* zdwpbZ74mqMLYxRPx{5p&V+_&H#EInn|7?1SAXr$o&T$dS;QIK_qK70Z1_J&Ae%(|_ zCH(K^!2iH%-`<-Lv8LZBKLTQ|i#Aym4~bFSn!5_dMPcp|L@;K;mCE`z;~UKA z{2Aq_wB%VsG^X|N2t)KmxZM079QN3o<`UK)JLfDYV?7X3;|#MF`-mt=t;-0v*xKKQ z#fip|-~?DBAC`DiWnMb_CP=#N@3%rmGNyv`x!a z(l_$~Di#zaN^1ARcdS;LHl|ko3!2^^d}FFluSdPbw$ozOqUvNQ?Yr=0i1grBC5d${ ze{!%G5h}4I`2Impj}V&>64lg~B}W)$kIcFrmV3o(<=8+qa~MmXz_1nLpE3a4p#pv<&MZeKEx-yfB1cAkkF1%N;R#u8I~+ zGByn#AXtLQ_t0M)#%IboB$%cyfe5Xl6}q7m6Y-a& z84*Kwcc5g@%=RyDDtF_P6p_Dc;LF3>c5xgPc<>)osMJ{y$Dx7oKfb@~2~mR1ud_At z?%Fpf!L|0Xtyn74IC$gMwLTLqbs9%+?^e$6dA?N&{MHp6yhn<@w4epE8W|NOgTC!B z+F_o>E|#R5O5fLl84ipdl0$cg+0mi< z$oUdvX+xsd#;ktmq%RPG8Eqv32^LsR)-T@KNiy&5=P>RIy=1GR-f!AqM~Dw3a+k|i zbRam5mylkv>F9|g->0k%Se8=e<#x1BY$>$s^$KxmM=z=!;QW}@gEz&IF1-$OCu2sS zd}qd^V?z)k3+U0%2v8H=#|HFrTi>!gBDV9f#3I;IoG zRLVtp4m?>^;*MzklEarL_h6Mw<)l5rDf|dM|id z048X_?gosEz;Dbaz1B7UJuD&%q#THWM+#u^0Fd=yd;{!%kkcZgt`8mzz_QP3*zr4shH7$q2y8!Z)LqgGT^Zpn>NU zkXQnHl?4XN|0TzOu^ki&{(|QZSq(!l8iRU)#~o0$^UK-q3!PoP?+SYR20ncrwy_1D zk50~tOUl&L9UPs^<>ckhFR#Hj6_wSlZtkIB;n_Kwnpz;e20XOZ*m|#0+@Gzf&dzo zlM~p=fl2{~2mpiy84U9B;BgovgMfO0M`KVgVD|v-j36zdyu2K22xqu_r=t%;u-jfZ;T_!Pp2Yv0Rhz|Mvi9g8?N*!D5U6?|3mq;8l+d z4N8P#N9IB=cRnzO{wbh+FxFQ4(}$XUuC;J}1s2!i`uSedVGF2Adhnp%VuEBcmr+C! z;!w(dmPJZ1*CXU;{V&dRw7GqUiD1iLKwdc}Kp*qxV6Yc{WcGgZ; zdj5vrbwj1$3eIE=kbG%EM>^v}0jOdnQ{pU_=H8|$-Oq8s+Qtq7W_>j88mh2G*lD^T zG@|A?mId@$dFO@sr=G3_!}6SOC<>P9wK9+R1#M0-zM^kV8C&e$mN_1lg-j5AtKBtj z?e<2`rSJNNH=k{Rkc#e4Exnrgk$C(Id8aH{;-4E{0J{w*Os?+YsFwo=NOQ{pK1!qYtJ zk^LB_HnIE{RhCEpz3t$Ry0f*Pj;q&1`LpGv0Z{UdY%&s4SCW{j8+=Jfl;Co(%;)oI zklhQYQUB>9hcl8^V%)Bsj4!dox#XW#^D61J`_(;YT=Fx{to{7o`<55aVPvG`;udYX zpnw-MB-FfHe@)|#25K_v*=gARu#R7fWT5R+`A?$K?CthJP>bO7R~cAd&zKiou$pIr znd6oiBE?re;*#X_nbYm!P$3aXJ_YSYnO~K zwMV_8x_BQ0AJijjhRruJB7>46K30drms{cQDCVWYd|#T!)EaH}2-=;lYBF^iKtY_1W68xEbCXAVDI%Med79Vab{Gqn;9=fK*|YSdv$;`EeN+jdk2U+ z0d9hI=697vA{SWvG(wAmsWq~xh0Byn3AovP=25BF`znz^OfQCRGfKPyvKs)*R`T|4- zE-nz61{@$jAczM8@0U9JwfxNstfOXI;FgT#W0Rh0%$I1$BfXV=O7DxaJ=vzRTAP@_B4h9kU z1wrS5a8L!12J{OUN1&%cOdP1o-X1&(0y9B2R3I<`^bD-r!59G{ppAe52(%ac4>S=_ zHNYVQL;($xn+wE)p#viYmSkW=z~2arf`S702!=vN2HXbsz<_~FufPcj)F5Cu3yZE! zjc37A)~d$zEJ4BsOB^Y*FeO%bZB%@PA>7DV2#-`KJrV>OiAyR)FCfJLL9oK)9V11| z=tcEXI3IR0V4^&vYAAC3AoNG|fzsY~u`CsQs&+6V5Z;bupL_F$@J z?R~|f0I|>ublOx}Rg~WJj2>dXMJ|Ci7o%+F2FZIX^-8UNYYZ|}5`8$cIS^$oRB<*y&{CTlilWNRUvuZ?mqp{#EO9omL-AQVwDv+olvf}z%A z7#F8}Kg<{nR_3*y(+tc>3YgF+R@82j$?sZzu`yl^VTjXwA86`K%YkSo@u{|mMXEBa zDL=N7rRMMvylJVR*q+lglmKQa-LR8_9#6=dFerJ4(4=bQM^DMWk&>8!6EmtCtGP-!du z7I}OHnkW6bcgX3=W~uBTHWI6YCXRmo$V7OVRT|;ww77nL zbsGUi3fc>)zuqYOMlYExv>Q&_wfx;Y^F`~cicslxfp6p8nEclr)XeDU(oKmHrNRbIbqsfuo7jC=y^ge9Gg;9$k;8>Q%I4AjDs^OhP zM!+Wr6Pa1^DuvO_EQM~L?taV6zw8hOyc;E_Pxy7kd<& z=u_5m7!@6Jbw-JkE-C_OV6n^J$Pg&kvqxjTHn`D6urL{T=-A=@1Z-OWvs7>bb(o=<> zlD_Dr+FnEH~dB=rh$d52sHca+UOVa+Sg28Xl20QZUd4mgGqfZG{pCV*N1 z=>ehvv;+ta;0svRz*+}*4`3c3F1QP#y@5snB`YdG1UdkHfbT%9fXHe9(HtBA0fFKG zcnHoqfDIZ31|S&#e|vj7PN^NNP&S5jC#-j&K zh#GedXVo`jku^XbTb0M>=!SvdQX54>VQ_BBCv!cuUyMh1GHNxYyUsIROB`_Z=GaHp zc>+P7!mIe$jtBM6HO^>TsZF8x5-=`#4&0j*B-c!bR>c%+&gE zGTe!oTp@rwf@AOxEanESj6qW*^W|%q7jG@eI)axMD7Ru1ZY7zLpa)NTdX!Fosf#F_ zV_I#o%SmK0cQ#k#oP2ee>N%!w^QinO%#DpS$-#iabpjof(CPjPOIO7@FK$%8; z8fOwIxX7(-g>u%)6S~DP7&|*Y=eC*%Oyn;{2T;A7AM+J#a)5z@)G3 z%@_F3a|~IM?+a;>&Bz!D;&FKD0bs7@+aT@3t_V8FF=S#F^S3;BTkr!QEKssD;hfZ&_n;^ZXBT8%bIJ)`$XO)oMgW3-a7LuYvg)U^pAIirP-XW8S zOD&ZX30fAX*HC+1hMj%Tm&{gOz-Q#gAscr^?xk28#-9(Co4;;>Brstsdk>-0ZWf0N z!M?}{{7HQjHyBa|zR}FZw`SVbzD)y@UW5y<575{v8-p_u-~*Vgo9P2!7X4Q&+dg6k z9H|N|2eV8;7z(bay^{MFTA?BeAa60TLtElME1QRvv&=OS`k$EYfI=V%OuyN<=1@Zg z5$ImV@Xq^>08;idhe0br5zt&94NU&wuu8zP4UlIetzT9M+!5meVyZk~;P!V|kB5ep zFeg8F9)QTVg!ZZEFe7(R2y|GG<1lOVb98;Z*ZUO908kEqfe`0tL^TTo6DVOMtpOxV zMK`c9GV4RtM7jCdc{If2!5sk(p6&O80Ojat=>Q0LY1!1gOX2WNPuv251v( z;0o|bSyTpeHP+0hFQ}x*ISyFWpfnFFfQhehEuX^ubsaz_MYse~ECV@Aq%}c<80i>5 z724uT22eGy)^Sxc2R&U${@|)^&Z{aa>!wZ%fdF&`M_NFa(``cH-uS|-0yAyH@*QJ% z*|?+yU%$5rrG2P4ph$sZOxAzD z0nh=3ATP|x!fvZ%1pcsQvi-rOeZihuHekTnnI!l`OI;7LJ~1%Wdx4P-(r@$20l2Na zoYW=3=cr-|c+Y_WKN(dIlE_O7CRqgNIVrvTj}#Jg2vnV68wNJ*fHw)ePrDf(eQQR* z8v^c{%jqs9b%pU)!zZ^!Dmku-&>~0UO2^WEGMBQ_1;#s!G!mJXL0S@uL>VE81~2s$ zf);_xf`kS?3_*}$X!sz$1~DF1vv?#Hfh)i~in~dR_Irw^Tz3AtP3X1e1s9}`ho}#M z);`E8qj~KLj>epohfcDPyn{77VZ0B;KvfOKFD_}Q(zSSHI=yBb^)aclu;ewx`>12d z0=%jGlp5ZbxOk)%Hb>C0G95q3fG-s7v~6D;3b(?GB&Z44RY)ltyIL-&KHLS&(34=| zwb+VKhQY-AVZTsT;@^#*Y2fL^M^Rgo=C~y5kxVPz#}f91XboxO4@-n7isp#7EnYKN z<)abSJq92-Ja1kN|8DubB}nxB8qzBQvWU0XygnAjem&tXDq2!+K8l3#m!-FooA#cN z;QPJEx>DSOTPhDSF^leXp?BsJ&1wQ^`p}44>dO2Dq%L|XoXDx5i)vB$2GV(O4LjxPQNA%Q7Ck=at!k_x zj~rfhsCOwr&B42*L-s3Tv5b(ifv z`vtkdrghPEZKt+I^*!ydlEvk`f9o2=nid&Jo7{8(*N5K`kdh@%MP!WAO7U90DhX}m z6Mv_j(h7>JK1jilGL$(LQc5r!RlFP0-cXCW+CYqSRf&C=PrBFZ(wFh|U3$vcKe?a9 z(QJzm^@{t*!O!$hW}osxH2HKS#(jHsmF{8&Y6 zG9gUbei}GEY`S8JP+RQTeG3W5SN{5-9Gen^-rgNivc@>=$3O`%1`Ls#J=YwTbJ{%o4!w1FI7XmhNt=2d~Ph~^51LSL)D76SbTcuASfxI6FH0^8j>#pHkO^>bI$HH7nebff`8vFZ4%FSQ2;? z+WY|YHF&+};AeL!c8T}U=m`XdR)Ld+ydKaC!kiAu`Hs;m$-oc;I3g!xrJxVA0f5|v z#E#80@EZWTzpkUTVwPRFgR%)56U#y7NVt&)D0lPv=P zj_OIO0zh<8GcR{b65`|oR^h$xSZ?|hUIA(=S8S+=_MTTiIP(v^whhm9 zVZM;WI|+u}^=68EYJb=rIu-@~P@gOMu1?EWSp+<-hmGGlv?Z5uF_RpAQrWDdA6m@1 z_%Hs9E08*%CZRL(ROvgYF}rGLk4@CFcQViWLK}(5ca$Efe;eR(@)3Is_TEHmGP&r| zW3~3vlEEFY^DJCXs4*jLSr)G2THjzXj>h3t`U>m`5{)I7yDRD{G+!S>nLcXr8_fAh z_7U($A5?K7lSI&hft}?CnGn6&kXUQX@tl8{YM-XmsI?PViTF63ZtgW{RWzyg`l?b za+#&X8FI@$qbZ^?!*;_(q-zE45+azIwx%8R$i zpQzILSjkI4{JAin5e|vuuD~fqT}&QKJ7BJS3a7%(lsnpRj6m@r`8vTmghfH^HA z2<93<3;+PYT4JIH-*O#X!HfpB89)y3qYvyVumA*e6D;|ble>Zpz`762JTNgqVPJXy z^9Epsxtxx^q$)rmSs`&S8^N3gC;}b=#oRS48@zx?2uz~!$Xaj>EEK^*z%&5{%2>qz z472~1ehw<8U{wl?L9oOFEe9CG&B_4;dw~@zcx)uB62KBL{s0gGoEQnK0t;JUI02z^ z@onE>y}(9n_s;`@G{h8+K?}e$qY*Kt-~#vrpb&fjJp-mE=n41?R>NSW3A&eI8`|m% zE;IpC3^ZvXO3x|E)azRUfHCj`3^9N;U)ua~U-JSvrC?0JFJO`Z^BNe7pm(597+!VB zXO_6McPgm7$g#Lmv7xvKL?xd+fmMYY4P2tqp?pY$;SeM|sPtD{Is`h1j3gSJ0$bTW zVkeZT{G#bL?tx?FfH?aPxyH9Y;VCWKOfqV7kT&ldv9p(V5h;vwmTjU3R#@U=7`U;r z9yb5%$>t!4f;=fitb(uB_-A){r!OpbkONi3HqYn$zo;tWVe$2TWeUMsk6Q^c=$0#r zs6i$Owq;ViCCQl?Cq-?T=J?hvA~5kjR}{i1fXg$wZN)*fg3k{rqxaB4UoDUlNJ+iW z7hh78qjgZ^ck!`@h2^0%M3~}rzoQk~vi5zpm&~x$IbjlKQXZ`hhd%KRNkw2fllnb{ ztJ(K5YL3(Rp)^oOP-2h;Cc2alq576Uqb0E>Xs?3yr$00gDb}nO)ecw3Q6kcMEr1T^c&E}XwfA0_ z3j|Y*{O11MgFHSiFu%y>kwcmm?&60m)Mp zr>v6X*2=yk(nv^+Yf-^8N%8-^`khZgm#DptH zy!!wq7g*o{jSc`y2P|r4JHR{!OE};e15P-wmvJ(+esXyHvvWa5=VW&CXX|`K#L29l zo@I40BP)lK1&Do)bB}pn!z+%jP>hR!O(*#RH@TSpckC8HIPd^XC}ft3ETgXDw3ffC zMQa&)DnK3337O`Z9lB6$?uki`vm~MZMV3C2ycuIu3!(S_m5}z*pL0PA1ZW7Lc-kau zY9Hrku}zp5+ivUYUSnE&)k1dPbx&j;oQ4 zCjgbpP|=I+d=U4cLrPxZT9YpnZ&BYKQ1DR37{YJY4~s&%T|ryqvWLxCFy!i&J!U(K zT%Vg1@s_F)2?$2ATc=K#e;2Zgc#n`yZ62nxKobI!pOyNRXcIk(ztEsMe{k}(5Sh$< z4x;=oK%tT6!cwi0g4vdyXWq}}_l5HFW=HxXA_qF0HNqVqA0I8qq0A#g{E9e(D~|ET#odRX+|O)XIjE4FYk8Tex0mZ;?2m zvR@%cgke&WcnnCG@R7JYNVo{Jeo?W3W6ZsVN)|rx8H2VDcscljo3_Mm!61F>WyWeq z-oxJhHEm8Xaj0f)%0=n``TK*+ogGTNHoAvbh$z46%${9a~f;4G)&eR2Kf&uIIR?lr?{{({Y`Ts$kxvnrA0k{_?6wIbIwdxQLw)dqFb z8An_qCYNpft`GI&f2MHeF?(oNkB$3Hpk>t(Y=2l%i%A(iQRa~r`@6>%Pv*H*Um z8pxXH0kD~WHEXIXv#7V);WcgWv*D8PeGPCudbos2TaB)WJcOLIM2!FLA7|ar3gmwd zqxxAEtAuY6DjIK)JF_53S7aMg(C`dmr|Z0mY*$IzO_VC{FRC#oLTFemsl(vTG-f!m zywG5Q=Z5Ek_y6a7=F_`-84HgX{Ty=sci?>gt;6?Djwx?b?kr{M6q51FpiOxO{J7oU z?jkA`S{si7s;0}jY#G;LCtjkY(Kd$E*fD_Xb8r&}WTqM1RL|UhmcT@@;>+aAb@EwL?F#&#k9DTyZj28+AIhI&4u95hJ^oYn`Uc zi}nJAA|6r|TC5pL5ZnpNmU)5EZFi{>_imFfwr#d;WaF35&wx>R5KuYV=VC`mQDI?W zW!eDdNWk`5|LxceP)C9{+k|V`S;(qoMQj!jXQQB?ARz#@*DVoOD=TR!DX_^+M~Hs@ zc=q4cxKhRZu~(~0FW76jKkH{sRcJifMfL`P@HmH(Ecl|k`+Cw)#Y*E{QEE4wpDjZUk?w!W=@LPcw)ps zEK8@!m6d=?8-D*UXcKHrY1J$odzq8^h!%hyr1QrE|H7&LjeFf4y)$e2kYf zDv!lxg@uHizyJIF`>6l<`At(6IuRQwk2&BlKlIPE@h?2I=2N6gwHGkr%ZapD*}W9V zQzawIfk#BajguiJCI)1mm8=P)wI`xDb&E1|a0c5~_X$s^y!kP!X$@^UWV{vojOr13Pdr6(*U&x$3xzSr&`_UYC+#_!$Q-w*r>Kn+<6ZwKb%924yb>GVc7F~*M8PCXkforY01fjJ6?R_P z>Ic{9QjhK*;ln_THN@nD`}TkvX>|WRy<8$73+0&l_pD#1n_CH*Ke7$_ovBpeUwAF{ zX1N0pXm+}!$d!pCfA18`QR(;1n;}MzGAFH^vj;E9k(Vf-N1nJA%TNMb_Qe`3fQ6eW z{RI+&dX;v+nR=!TA^Lv5Z?_5fvjUd*;*t`J7K7e(Y*|fgN)eHQFCxh_Vt#--b$)IR zMPqa1hnUg@yb>C&JV0saU{asmBj&(D@EzqdzFb#)bCknKx96RxcLf7cJ~ zE_L6I!Q0i-2>K-Az9kurNv1(agohWmONxZ>%jXq{YEiIOP>2P)lPXNwy52T6`_J6; z^q!l(-#g(EkcK?^8l4Db?b>o;V#a$KK`=XY3Mvvpivb4&x4QP{FCT(988$XHwW{mu zhpz$+wT?~8BOZM&-D^HHv*#2i8KhYqG8n$oCq4> zRYL+%+XVO!DO^I77#T~C4=&BIv7x`=31FeJp&w%*Ln;tlWX;G>IW!FfBu4AVM4r+_ zP4t``?PF`n%_`EJ6s)qn!>+Zm-GSf}^-89iDIC%S3>FemM7j5o(>2}CmdX5WKX!03 z=uEym!t1W$)Tld?1bp**p{3#b8ybq~!XRpP(M^=tm;6KKv{4rPrYj6~Tuhu9At=G?EQoO4mqKZHRrh^F9ggi7;% zaG#SbnQJk6)bo5cl~sMasUEq0W!xP7Cu7U0wYOSB4pXNrq3kO@KKI%Ai$ka@?Mt|V z1bDx`_qZgVc=0#{TOij>B9a>FyeVRBZ#UjVxVb$*jJ#Ff_LsvXFfn6vT^oa&Dz9b^ zJ9fRASl>e&zr4b=ZcsgYKiB#+dso3H{WrD6^fS!T^A{w5_qy-4pQgTr zZMbN=um*V+gJB*)oWUo?lMu z4u?;(PnmgD6z$xdXJvQySdp-BvOFiKaZL2p4P6mlZCcpYWpz5J!;*Gcg~fuA3U zc&86X+fLSCjd%5oU9Gs!hpv>@OJIxWt^5p#gOh|Cdy|qo^1XiR1vXAO7ioYVNucEkoG43pxF+wu}^k>)8gsuk&%ZXk>iBhuc+i94It+nsX5FZKk z{Y2lMQg*AwDiC~-ixZ;ak!g4M(oT{$os5@)KP;=*Q;Fd)pMa8pmuX{dlt^!KbC98f zD1{2(x$5WMUv25dH_^+o%ADbGUz>ekIlW6)TWdHXW*X7W5Q?IOe<&6olEb-!E$M|bPU~V>ndl_0mQ$}^-e!T?p9g2uRgVc|bY2>(?jr&t zA%~cGKJ%BI=xpfYBkG#k(N&0?aAJFh^*3B+1xiuXYd^Y9oXLsT;isiOPlPV%JEe7D z!?HHsT0(6L_~42xgKkDn6Zc;*ChCVr7CL)eIjkNr<}S-hTqn+FS#2&F3i(ql+0u=l zc1mBK3KdWXEu_@ZfiR}1x>-|VY=3t_FNUT6)l&8+y+nO&#TR(G zvlMse8ai?s7=yrnsTFTVC9L{tmGX=Hp(UxR+Hux8{j59T%cge$jw!jtd>Cqn8%uZy zTBadooFARI$A~AL8SR2-bH2+QItYh&(6~WQQFBJ;u`u;vbcl=|LR|gtzVv09U?B$N z5T*?-%(`vv>@@awXruVC`_o|X&7b6nkN&>E7rxvdh>7K@NL~mna8(v17tnc~ZXewK zfUWlVO90o+55^d^J9^*s2x?rNm*GnnnZ(yyoYkQ-2uvrF-ZE3ey&JY84y^{>c1Vle72_N=hZW-IH6nmp<=nGp-P{E;j_k|elGEDzTV8ZA7(@y79 zZrp4jku@E?;*4gAND9%;85ZP|Wj1G!#Y&Led#fe1-Q;*LU1Azs$Bn0h8h`ermjgld zX8kAh-+G--W!k$M80{~HPJ6JGkJ~^erZOt zgau$^u}QFa1fFuSwL&ONZ!6VXejm%4ySpWo)?*oK*N;p@FKa&eQddKZO?Ng_JTt|I zZx)*eJ>8f`aHc4YEwqV3Y7Zo1c?h0Hg@;c6q}?H#_4a;twY&b|J&6~TT#~U$#O3sC zJn%7Mx|AW|BDc6A0a;(n*!)X8N<3wBrs!=65nFJ-cUAbt4)$Q3xGk)!$_B(<0 z&dzfGNPMd6y2a+3VQ+T_-oxO-oHJ$HfJnoy(Kbnv1_4 zNotb+-d~{D5YHt)lS^LynRAZ(z3gaeaEpKXnNe6ag`_tXm%^Gy=8qC730nG(vAT;N zSG?Y-l0Q+pA6?Hq3%MV>hEq1nH+6q(Z92-48~)OUjrD9S)|Lh$o<=RMcE^!*hzMojX#r?aR! zjHtHo*k?+X62+%WA%m7JsLvUaLI%DDk`AY42XFfd=3=01zzNe2R^MR83kd=Y1Q>as zysE2m)#~LtBnLV#&F)qak%?gtVevXxIuh?6%gnd1ZUo_ZuO(#Y;Ox2(3C3^IQ}uZ3 z(_DP`ljV6N3~m?9$GKe+wT}VvLL0NxM_TWRArr}V;lY^8TPRu<>~9~hJp8wO;Spps zOPtm*qy#I@L*vSn(j_3N2b`yt$s$x4O1`Hzk3ot^ec#j1qQze3vjrBaQeU5yyG)1I z>mOaR9_WxgulCEhZx7bBzpKY%pEHK%*=c+y-syfs(x_EAesllIFQ%+w8zIPYi5`zO z#r-YwvVX_xG=5Yxq}8GZKstpN(OLjcZB4&KPX)8fB)^G5@XzJTdOflSKr}`wI3*K8 z7<2aGan?7wu6K>-<;G&{OPS~PU@hnJGc`%%-hhwim`u4`osT5_8e|xY!lZHQxP-uSo#nm^?Bp-Oa;MVA2C|)RUOo~P;`|kqOMY$NfQT5c-T~U{YE50*vqHze3(U+CE zepv`z#=Mn2H^4d>7<)E24?iLe8K!7<2-E23hqP(%u5ivt6a8cKAH=|QI^^R``}PA~ zMxOq2;|xX|Cz6_{gmYN`hG9M~wg@>gyn={b81HRtBvvjJQYWM>)MMxIcy`6?M1`{c zk>Z0$@RL@|OX@GRlF##kqo`-PFua_xFOa2!bmMLOXbiCk9A@=iy%)E`y4KLjLKrk$ zo!7*b?+1&}S8CJPnT4yIR6C-op`n^zg$@4DvW=NmlBaw7-hRg)xJ{0mVsCH@G(SXq zkV|Ke-AF>`9)9WLW#pd}7I#uJPoCx@EfO9yDp54js(9+Kv#Csjv??hd_GQ1;N@m9E zve3v*l6KRugn8<_-B$&aQO|3ueBbQhH4K`D;1x>YYlY96U*9}pMHs9H+ za|=O^y7a^SC)^)m6Ye(Ge;d@LkygETcMrxMqyw~ZhhD;jc-43`IRggY$;4UDN6lME zOQ-fdEa?g5YVIfYRctdWp3k62bK)F!YoWaS@)B}xm?$qgs=DDaKZeKC4B0hrv2PeT zj#wHA&~QUhvy>H-eTn!-&l+CtAHoOpzlEr7upWWWm+9!3D#}G&kZ+Ah>)MGSeMN!{ zSG=xV&r`-TsSHIC>Kw#~j-Fo*KP-w(jIH-k(VIkisTDYW&PF0TQ9J#pUied3hg-x< z+y8pKGQ*d?>W9nnZv1c_F=kf@MB9EkE!Wfwkw6?nHZrinw5v`G4Q<#Of4rl;;V+&* zIt)YMcI3sk*E8~oxCzK)>;CSrJ3?izQEHxh$=~%IFZGuFjwxD0>J!sz`#ybpUP&M- z^UHi8DID*n-3r@kM+gTGiFEP&BSYr)P|986xnF{lw!P<|bQ~ zzBz%wZUHl^P&fewpEokBDx1CZps`C#VQ4RySZI8Iwnd4%!q_$(rIjKUb7yP?i(|)n z{FFu&rRS^Igt@8@E~UhC_H{LDkkQAH#81+{eq_+u7m2k%cI%cFv=d1lq@9Zo4NxqU zu2O7(6gF?qPjGg_{#&Ar(FeZ_dkh}D7O4KpS7-Z9SB2bXK|Gs#NZpFKj>f>tpdo5{J)> z#)dbORMEp(pjbO{3{;3JuoKRN5g&oOe_P7LBPf3~9J9&jl{#eyFe`0ykB}z z6;kIG=3Oz>h^t#yP@hJ`J1B0kA$+0|tE#0veFJe1dE1O~MQG&e0ai|~M$qOiF6o(7 z>R0Y&=HIj!-%gu2CFABAUlLoFtM#w!vyN?+tum9u`&0ELJADW!4nPY+W4SGlTJavcBe3mhzl(Z-?=<9lU$F=+ZQ>0 zgYQLamA4wPIQ#XpCx4BY-&HzRAC8SBG#7fJ#%NfRUm<#hbYTRm zFniOdJsq<4at}iVq^^`*~K1W1FS&vYaaCPv+GeQ@1y6|P-V)_id? zr5saJ`+Qkba{^T3Eg(*P(Xn9078@H|g^53JW?q1EiVp)rx$FD>r5^+r4G9SeCBn36 zxu>yi(UEc-oLd5(nvDS9ty5vLF~mlRpr)n*UN(x({N;j|0v}4HnX9M5IwmO$PjZ|KPW8Th9ZUmV3LqK~Ov%dQ^weOaRUZ4>B@x z@-7Pt3teipQA1;W{ZY@x$*sM>TF@qF{K)o&PcJeO5?a)-y}+O6`^(Gjb=Nuj_hDi1 z(c9)c)!&XaSl-Vb?!N8jAXcu?VMGoZJgB}JFLbnMQdD7VKrBn%wV+#0R zLHDb^S(uwYJzt9fA2vKVCM=-p+5Kbrq@t{hVEppZFOm#91|1!p0l#L^QMKxue_@AF z!<_vmOK;N{sgmUr-3l!tLPE)suVS+<&d$Jh-FPBG`6YlRVbq;+`RiA-D5>WVG_=^~ zLA^R6TwHMUpjfNMgv+<^aP!=EQ#g5d_OPwA)KY+)HRJPhh`Rc$*zEGj;>qofNb;zq zd|9eeMcSlwjm}T7A2o0ePBZARF{V%2=N9JVOkVe`Iv1){X|R04i1DqC;DX1HA!2u; z$A@T<;$pst3=eBIq|#Fr1-a2BW#ORm#d(rk(CWxg1vCSxc(nH#FJO{nk<+ng`(C9; zIY&ds+Vv7vsQn0X`fZMB@+B7L{rP6m*A#jc4N2ISnF0OG#R72L^0V#f@sYxB>60r> z6k$nvb@R}nmLg`A-&Q9G&uT6AzXGzbjJwb792o5~&r)0USr$vWV#&>aN0N!Ql*Bo6 z=oUVH@fYydBUvY@s3T?SN3ic;Tc^}jVctf3d?eJqA%|fTvu7q%$sy&?j(%>f(awD8 ziZdN%H(U!3U16ft)Eap*1eNtl4XC%Y`9C{6wXpRB&t*5)5UjQ77biVLYD4mMYuU-N zyk)*^IpeQ?aqN?wrx!2ZuQCYv%)W6%^;2!mh0xlhJaI~!JlZ<4vFkh z?sdy6Pv}x5|IRysV10M4FKm%=VMtNQAnC=tO-7L=yjxnrLjK9RmV^E!oyE+M-oAAg z8cX|g%U%AY2?b@$SjK>LbMY~=N_T|*hqjvj*Ed^9&IsRrVra8cMm-?s06B?mmZT4? zokt_`dI#O2+G8V_AtK#WMJ#lm63@5tBIJx)f&!P2^nZp61i+3fiv$)cnk_DLXOGty z|2z>wmxvC@pCz7tt=jJUnHopd%v0B&_lwuh_oL=4Q$hYhS+Jbf%l2MC$7JO6m((vA zDQ1at))G8%v(56SY4~ zjU0-t(On0fTVn8SW&djg(w{sh&s^1z|F4 zD`l#<2}28%$3L)ze^cXhmRppQN&L;@^2UdKD3?IvU?{M#cjnjc*mk z*V4jL23r(A{m6^QvSD z%ldZnDRRhjm=4uwbHD*7S9s!|?5p*ka7IjQ<`_f_<(h>E^tJCad}U!S`*l6~*Kve~ zidI~hd5Sb0_F+L2rnjH3j=F4I1nE&$X^)*9y4`G(9Bsa8+tc5K+HSI#zF_4a#f-j` z?RYel&i~VOQ1(N4p7tO0Z>@r?qsF&CU(~_N2?pLxYrfs2D-oCpx!)|fCcZ*?FBU*( zynHQb9xMej)E~Rmo?Z^3L0YkhJD)=l)>f4LKKbQovdoQ~5kH9obsX$d`-24k`?&KwaGTtuU!<+)ll z)DX-T$%tuwsr?RB?S-!l!cKmtG{mGBIp<`ti?xK)yB}P*(I%zlX(^R>m}d2qH4q$) zd)rI)uXwF%s)l3sqcNq5Ch^rvIEAkg&FF(L;X+QbH3NJ&?f(3f!TGVI^$>3hHPR`i z4d5-btl+>(#m=3${aqhp_IH9)L?(-)_$0%y5ZAh-≷!&Ie>PFB!?t5uf&1Evel& zH1+=V#r6HfOw)lqjH*s8-6ixba7gAMxv!`3CJmSJcN5>Kl<+eb!Y3c+Gej0}pD`~3Vh zYVYQEt=?^1VIhPvJ)4uWJ7k4vbE}m;L|hXg>ys)~$DZo2mZN@c0{TKs?NODaBNku( zsq*3H=FpGcmEv?kY7`LlOlG8<SW_VH@#|Adabz*J&_&}8>SUBcJ zARfDukgvOaXPuCB77ubW^FZC-;qfu@6`GB@r4(o1-aOYrggo(1ZTbq_yjneI~e%;8R5p_YDlMm2S_%Mww5Jq_E zS!fXd964|*$AnW`4>~VO>g9_*aG?FQ;^t2Dck}S8RAm*8vkqugd|#h}IL5X6_SK*8 z>4tAd&vI!_!kau7-x4A@;dndBD==4YRWcm81JDzR;M{K%!P{_*Frs$(RMVRA{=+)i zX@q(|#+z_#V>*5r&Ra3W#TR(3g41*LjY*>EZF&|HFVo7+Ys`hW%^aF(M`DyLHYPd! zJD0!qRqaV&mno2Bf6W+Y!>}~3C)-JyRijrGUvNY<g#*GR$rgp4z6k9O!4WrC ziWQVxX{R{V{A^AX??`hSGYwJ~n~i7Y)hV`Eu^#OBI}UrC!^&vrK979&YK= z5~H1{PC$P(N^rRI@Q}S^za@JRUWxSj=E>tSD65(+mL^R7jo(?rR8FAzElMt;a7Zem zL>Sf&y1k;nDzto)incZKo`70R=bIra6O3G{e-7`>n9s0rjHh^hK|EvWWJ=m9gPh1S zBr%y&X>8^7vJ}snw>Sy=AbAF#9$pCEZf3C2Z(Vlg+(=sDZ@M}nIgF3C)KVw>?0Urb z`N@aDiT0y$epV@B;DOwS2vt;ek_KEAHjL-AD>(nT8_^-5sQ{M1=ly@PY#tsj$n^}g zKD`(VJ9$y7yRcp6T)cfhh>xY`HuicAn}_x7djmOy7^PN;Tuo?aN1r)r#>J<_%f4;{ z9>vX(cSEgk`DYM}Ic{<7X$&e8kE=+CcGd^)`27ImEO?K1lPU}E3uqvhL1?!-+yiSV z5{`wVmpvS#vWl|7AK;N5_l4po{5Eh$moh4;5wqBvkWsIAKq~mRsp3AVO+%Waxo0Aa zm>n3_O`pk>`M6>j3eDdLJ}H*q7XahpbJ9DciAZB^bZSk zmixH;cTNT6`tr-XI2FWQ_-q+X-TZy~`7oy$pecieo*lD=vGY6-mFS(DQ7HX2k&ckJ zmH)0-G5rG5kOWY@4r22eu5fg7lpSCqKZG>=F5UR*sPf|*_2(jT1z6NE0v+N6>>q6# z^3U=?)nX~#dYBiLI}ao2L@yU#SIYG{wpy-b>V81V+csi)vA4W8jEo5or+Vkh%gA0*Z7?2vX7lA|)My zG}0xYfb!p;?{B?py?eQ?mviRK%$Ym0&zU{*Jdcmi4gA`{$8L^O)q}S!1f7=%dCh9m zyH(v9DbcG*47NV82?@N(VeZvb-YWiPOwF0X-TW+`Dr(2^_S7kAT`wgbyFhS5Wmf;Jm;O(yB*%J^LK) zx{DIIYNhC@QXB|$q>?;AP(E@kJ)zvrs;_J9ws8wQ@r;hVXL2ZP(fSI}xRsu&G{8!5 zg(;)(j@?yd^;v3)-TinjO*$7b9rVd#=XpL4AMYQ7kIBoJJWDO@azn9d?!F&tioO^V zMG^n&@*#Zgh-=K8smyk-B!cfku$b)tbnrb%VZP`pQv>y#i-!K%LCB zV#=}wf%D$a)rVw{?*h|g=tr& z^L`C_;l9{|kk*O9irM)hMK_WCz(Wv&q~|bgO&5wKpM6YVFVG?jy+wZklsEso8xZ zB@6T+iwzxtjKi#vy8<}LE8&8Mb4MO@1h@Iz`7!a9)lz1f44$#F^AEQmC0;$*cFVwv z;cq|VQrrBTtyy_--2G~Qb%VrDT#he1ep4mPb$u8sNjxuD6ZdiMi}(w<8j7|Ryl!MF zbJlGOJ&`H1gX_|Z4Gc0vm8Hryn?$@BwZnU?m*-XE$S02X5j@lZwtBQL#;R!X#+$f# z$_NzBcr?ej60`Z*HQv4q-<_gXG@QZ|oa`c&{{Nj<957PJRjs zN;yfOyC`&5li=7b$XCTA$oFTn%FT2;Q3czPQRVnEFKGmK#Sr7sdC3r+k*<7^`{aSI zXnk-yh*Dr~t%x&Oq1T3dgxk&E;LAw(!vv} zAAkHfF)A<*!rJ6=?&il562?r5;XB^xV%&Px^H^HJIhi{}mfMZGSxBtO`kmm* zSKLLr(UkK>YSYb#NWaNm0>&X*id$6qX5Ytjo>+{?ZhT)p>k@STLbjPi=i_yiO6_`OM#GD$-?tH&U|nhvAn~tdl6+x4;+eODv6u#`hE>rK1-QEh0o~ zEY_GR=PoUvYLc3FbMJb{HhGtZu0%_FZ#E)mQm}vJaxcWTMlPyc{STMpD6Qc{=QA=> z))^!1upo>uGJ^iQk97W6$^Bzo==r-x+l5zuIgKS_ce|hFYb9+24>qNlW%h3p!6r<&dbP1bt%juqYhzMbZbeZ{G z?pR@(ALu<6e_M}?{*GoMcm6x6U*RmsUfjm2B;uy(!w5yYi&fe{ZQQl!Y21qlrOWJ= zwH>^$+!Fbgnju6y4xPF{pqu_>GU8lS*zN6SbRFR@PtU8}w2H0Bzmub_s8G>W8{J@zIOUUe6Iox!u5Rz4rOKp}WCIrL`ENo%UME2~zU_UY%IpS_u z9)eXJ7*L~f|3}IY37mCgF(L0Xi?%Si!!pmF$|%MbhiMacb07A37KN4_O)$lsxtgQi zdBk|j)puEYd0_y1dqcX=h>(fjjwf{BN*<@c)sjo$`}WcK#Hasjk{+?x)|fl*3+ z;ksHSVQxAa%|VALM^qFvLo2H7j3+gBPOW+GCzGj_^N&6GhofXlUD0KXezU>3Nc2Vf zYLdTBHGU)RuxpxvO9VAZ|0Nv?ga4=uPlx6f@_FbW>x3D{UrQm?zHdH0lx!V&*Jh}Y z9DgxZknkTT2E8F%C)beZPGpbR5=^U3qY z`0_ZG>osA2!0U`c~}A>~wAJ)^d!{JI@&)9;AQ~rdtyo zPllA@Hh+6aQAtEqHs2E%<*v%vOqgmkY~7Am!=|8GV!VY>iHF^|#c_sdgo*Y6B?Q75)AIq zaNnd`+pV-eF>O{q%QK-d2;f|x&HOe(v3)s1uX-5BiKzKI0B?;ssipm-;^^^pI!c3e*v3nJ!GqPm2xc&=n-#go?AL|tE@~J!8kn{n&4A_> zE$*h>t=9@k>_XkgeN*8z%0<)fYzORYgr3oT4K|;Vz&Xv2d}gM{WHA$sefsYI|8+VV zdx4sR$z<}MU{Dxay!yNJ@E3Ae>ppn9r2gbGKR;jp9FeFRq(h6KI0N}hYZbUR2!DeC z8V;~}0Ja4RO0dWWfR2rXv(EpsDsN!E0fU18xPhJ1U;xAgc>yr^tpMN)pKvuOje;4= z{YP&Gj0Zs50?@aQ0XfjbK%WD)^dAfX3>X@ifbRgP#lY;;OaS}`ab++m0dXdP?*VE7 z4A^h}GoYIRQVaNXK=c<30D!E_EWo=12FO1HS@;=&AqNcjBLLh0280XmebRy849r+g z3rG>*YWU4T8y8ILjuQO%OhAhPwg9-95hy$iA-rfoT19yZFD(2{ImJV~t_{-H*mNR)OlJ0~W9O z;vQX!OIEDV1)Ej}lNPg16Uas;u&xp?rU_zPCEXb^FE@0t_b*-eWULs5{h=zAi+8I` ztM2Ucv8HX9N}3BgX)Q`6<|m)6Vf=*7kqUppqr38f6)&lEI_y#M^AA~CP1H3PQa|S{ z*(;g|hfjC+{mC%B?z!_t)?mOG zT?MtH=%;d!GTWjFodQXBKx&9Hv0}(j=t0 z(`2e*_yZH`Q>XfeH@hF!on}-sFVF&Wmw?Qe&IiOyV1TrTBS0t!2DB{ftZabxgiYIETF?hS|Igr%vY0Hm zx-w5d>BH7`FhHyUt_KWIvPg9^fW(6Vg9yNO{zL9KJO`>2pdti=fdM2U;K6{x4-8;$ zfcgOg;18IkvH@@}f&sc7z`2m@=zj+ASLppPn1O;E>|-EQ6FNH7101YVV<5nC;ZG|S z!=|9OZ`@)4M%xmU3&Q}$2T-HHrQrAgHVaq5Fa{=8BTS zg@F-*hrx^&g`iaoAx8puRS`v2fxrtR8$_91p=0+V91d$Rx2hDS2Wv(qDm-xLf-gCV zxf~?iHi}m$hON+V4-V>gXM#-YRi-5{=OsD>E#D)rpK z%+%=9RX#08x|`@Y@_b&#_Q=C$yaeC-nz0mnUGP?My+y}uYa<1PB}b-*D)>%jRy;{u1Nyg(4^%YH4qmh!NAmhqJYI)f1*1(51!0l!k7K9Lc3Q?OIe`Ffq1#C^o(Bn(`cNO;o`%xZV z%pfMh&7I!fwHj7B#WpAAEdluy|5v7d42($suOBh?k26YB*0pBz9U>N^K4BE86yLZV z#EiB^ch>&AfC;(`bRu9Af^G%<4?yGKgS(;g0Ky!`&FAn^=urU2?vE%3b{gR4`5FyC zZ8+m+>;j}U(DfPvbD$ps%?^-5KyCmfhf^c5H8MhyfCq;JkTaYejje?T4LqKp^TN{t za)7I>Rg3`V4JAM__!Ig&e24l#PlpHlWPAhU2G^dRZN#4X`mDXcsgVbwSs>zZkBgug_D1#_n!RN-u*DKQ}yj=d@T;p z;(!ykR51h?IDCPkAte-gdU$d)u@32gdu=VCVLR{Z;qc1YuhU;Y4|eM&He%Wi2ba!H zPmg~=q3{n*PBBLBHBC>Dg)AE7|JpfnahXeM1}X~}txQlCcvm^yJBC6RwBL^71ufZ> zp6(v>e20tR(!Ki0$r}++@p0^ct*m~?1~OiDshSf@Ia%EenJRgbSRt=ztHC^kE`%LL zs{{aaBz5K_It3Xyf;R$<#fBCmf~5prxnJb6l>A4A7DM(z36V@Oiz_H4`GNXXC9YuD zE;VAz^vBt#>YrR8ofIBg62Y6u#vm^t>mUM$Iog+_`SLUbv#e(|Gcq5(49PSkqV#A= zmh;H9)OCakIs{1yZXcn70N$MQkGr3LcQZVshz<7G`l7R+YQZpQ{TYqjfSjdMlFMcBGwj4D+{dw*&&PDh~(V^>Wn2N0N3jHnQlHr3Y zN2XE@96ISYk%w z7e>oh_C0_2Bf7K_{|u4{=rr|){A%GPAAi{DEPH+H)6d)ay$z&kI7m18@5D~1C(P{s zK0OrE;Qu(`k+N#@bfBz^UP~}6LZm-Khp`MTHH($+O#G&jY!OQ-g9M>_F$KOXOO#0e zZ;}_Lx1zMkP5TnQ@Uo#w4_f7E3GgI#RUU5lmK1x*h>sip-$7X}JQmq{?a^U#; zP^e!fXk%tE@s5Zvp%aQv^Bbnt;^YMX`bKp*+UZNGVFbhLWbfVRR+ZTA*{N%!PAFp2 z#eqrx)+0`d(pSiclcc8mB6pWs2yFBp&GFmPd()>I&wP#XM`duV!7b}{u5I}wnUZ3x z)r~z#m3=28M_0Okw9<3vXDZ_kHSXwMU7ecxz{K;@eyvwK~u)*VUlE4hlZUG)l4Wz<%fW-G{fwYxqlxY=@vcS`lVAnkHHZRtWHzvACScINIf&gpPxZ105&XRalZ|btid6p(8r3Q3_#dX{DvGrzAP~^>`)$XCbfT zV{U;n#pYF6Gt|xRO&X$nUeU*53o%n}ULP-HVnx1k(cbbmX8PRPlesQJc&{!uic4+k ziEB|_9z`JY`qLl&J<-A*#!;Jhi&-mOMG&W7P0td_#4!ybTTRo(4R`S(f9D*A*!CRx zRq)Im&dQ8z{oTKA=Pec>*R#r!rpDPcBjS30iIgpBCtXN3b@0RSi&zMsKlG`>4BheYD8yME2c zrhP|9Cpngu>%v(kwk`o0u5Z;G*~R(gg1}0~yC5B2FEv7wILQrBTWVf)6MB@FX0=!O z_uwQ^s`}2b;gMlNP6`SNQqqwW>e{r88qYVnqT2L}&E%CD=u1vC-`QItTR#rPct1Rs z2o9V1?SW)#!Z_unxpuag+5PwI>P6(flZp|a-t^LNVYpoudZ`kfA1CHlciT^14$!n& zv~dz+G6qPcP`3#?PVYFPBoS<@+Y_ zs;@UN_1z!Njc0kb!%wAdQAz8V)rT3mH!QcyjcnDv*9cg2ydYFm5z5HE&{nw3@hHaX9kK>lb zJ!Ymn4#oHf6;%Mpw&@6IDs4^Nn~wT5wg2Ryb&t?{;;mAK+lJ`tRi_Kt6+M{_9-FE< z&Mfb@D;IWV{uLctygt7awH4Db+w)~2)~LmeV-{~?pk?#vuyuGB9P!E6JdTPhS$Q1C z_fayvBQ2MBkdMIR2mb}NRZmXqr|#;wzWf%|%|_$@u9I5JB3skH-X7kuDv6G1%qRSb z8IOEFJ#V0*rJ+Ghj*9PE*Kcf%31J&6ud6LyEoT;DT2{HFObEh=Tduo2 z{}hrp%=)Gf)0@@8#c%#V7V9J)ymbq9$ti_msNAHi_%R+kdk;U&Tx!(K>wN4L z-=zZkFmK^#M!58J*>@I~jtLWgfn3gsTkxTR>$$(zwdM1wqHzV9N8+d zk$loDN24@=?B03NKtV86gsD}Cu2KF&gkizOkEbtE%uYTw;aq^m)9U>3Yz`G#k)kMc zlNr0x!P0%zuqct0EX;oA9cN;O^hlW({x40TbDFeo%B&YZ%Kq}$@RWj7kAvagU|1d3 zH~q%D1EV+JnMQX6@9siTWg=VQDj_^ihp zPX(Fz`KzXP(9zNVUXx}mSaRf9eyG;MO0|;vR`^;x5r1mvi{^&?3z~|5&nXGh%cXW! zSMzt8y_>`^4LZY+wTy;r#2LDxgMkAgvmVR`mJDNxW3BtEwbj;bwWc@U@XuBvSG)Bw zZq^mvrOtDK4n7_Vne*c5o!#!a=6o&wVNJUIIyg3(TFxl zpi+^K_>VolG00BfUMp`CqUn!-gXF+9xl&hO`ZsTJ>ZW(xC=aSc)hKBZ^8+ zxQPllA7l_1^n098$m`SIBq8io5bQ92v+)y$GNc3Tv%H=#Z8lEWFhU+k$;e0)BqPui zAsniJh_U5-K^M&z^a5eXX|}A_M}4&D^<(SD#kdNIx;MNn4 z>RZzsJ%h3{CiavnShEu9lH$618gG48BouFK(4PpgD~KNpo)8=+pX<+?QKOgef5Fiq z_N7Mh*_oX&PbI7`CbAP-)gp96kVdy!IQs1xXX^CnCej%5nIF)qCNyq$EGanl^}QI! zP9YpPit!fOeW=CdLqCPn(s;UlCvTqM=i}$u-|}=laP^fo)|fh;z8mAlB`q+pm-2re ze4jX-DkpTR^yCedkAEzB)$`#!k&C|6t+cs~O(CBTlAbZ#A-6?yG*&Ii6X@wyafYPT=R!}-Ip$uxd9&}Ti_ zi}zi(Cnen`=$~J`Lrf5A`sMl<<0SDxui}t3?#skeo!H0X!&hB@GD_|hrj?~jkQ0W_HO7wYjECuq6M zm*4hn0?Sp65l;myjvyJSvGc)1N=6t1`Oj?P?=k zJ?%bftT=gN7>CA&X6-!uy`OH;jbkN8V&I}syrx_>XT68Na4<0>HsB%gu6>6@IJ)D3 zAKrVWWox>dDHQizN#Lg4bVGlJQ*CXKjyj?yi%G=qA&su$WmuRDe_djmqAEY$WWO)d zN;gNl`y};L7ioV{lQ1WUphW6fZycOBxV8nPW2fXgV_VAWQW4c6XtAX73n#*exU)Bh zEj&iTcecJTeMzh@bP|=$Dt*dWUckeYOLy1G@bgza`#?Lk^S#K|J@aw|bTZ0Tb!mtl z407c!(wK_&w5R3;A9=jDi%I|VY!vz3Ec4-yn$s@nv28@Ov^C+V&*>t`w`rc$;>L({ zO_`x;X!#$}r)%1~&drEOt7JQR-k8)-5lpjrnT%gcl3k}&q#Drl-6$hc_dCjaG9 z6&1(mv$N_mO?2*-r1)8k86`hyF&O(ucVKT$QX*rcvyvK)50cz=; zGaoH-c^ArWQx=TJwkav79Tki4s$aVGHdtIBD^3#MZ1^#l+;GsG9*AWv?nM|5b*KND zP2&BB9r>amMXE%fu<~4jnQXHDt+Ivi*-`C&!~<@sEP% zaPlyB$wwpY2SwNPBo$5V)pNZn(9kdPk|v{nR!V#{E&76G&eLkHIJi}#<81oC`^1Z_ zKOla}{I?mc$IPc6{MCgneYZtEXx4Y*pyzhTJ+jS3GWYX3*lE_@ExvJ=JGHK!njum* zC&LKqd-PT(enjM1ocnolP*D3Dq1sK6u3V!=Z#(I1H%si-^gM%zzCxP&HLiFSAw~$3 z-TB_dW5u@G8RS}oQFC~cd~57opV0?Asm=;G%(Z+5^+JBC4E&S3MAk8jO5~AA@42vt z$kw{l|EAEgmpZ6qBElm)3=FF35Q0$X4R^tR;!T@z^V9Ns zulC`rC%FnM`wn^wz(8FBB{usA;ZH`A#!_2a(??jU%OR z^*8;?vdu?Cgl8qz(8UnXoNnQ6Q-v4HBcw4)0^aZYXJl2{HF~+$c*3tw3{?e4Ka6M5 zedUN+zU?YRaCqy7+Hg#29zlMyQRG9;=&Hh{@CVFIimJKU=stX}whU!nuaO?$iq}4D zR>l`xiha~9`}i65r<2@fspW(?mwIDL@z01@>#*Gk2eR9(t)BTkVeziwBOL8C3I{K` z1XGOm?o8h*Kd*VyFIlYBW{a!PFiL%8dxL6&Hs(s~iB;S9P|+)0h1nmQ*pcenc(qfl z=mdSAWAud!We?AX?wlK)iL^119k6*6jM)2ig^#1C%yfb$urnnJ7mFu)tQd4%3!M@zx&2LB1IHV8gOPflQfoY)6n~p$*Z! zk5~JQ;WFRn5yBl7`gaiSownnV?$xeM%kW0m8VK}r)Mft z?D*8TdU1t6tp`bO9AIanryXHWq&*fBnG=m&efUKu`;EXkPos6E`GAgZd$N_K%;$o` zuur@8FE>2YCrrflKpd5O=Vnn zTJ^t92@l2_C~;_%d6sWH8g(8oO)kzE%R^FxqdYue9(I9Y0= z)v4~w$98PmB-_+jT7K=vD3x!*=*zdU{q4G(%e5|6kTTz}WOlb!?Ky>%X@2*K){vvU zGd8HDqoQ+Hj2bktDi|mGi|er4NBOK$<5S|6vsuG-5Z@YLv$!eL15$N#PhndA9lIkgR2JOeRpn5Fk><{)|3g4k^-$HW%eC!w>RM08I`1%p?CKE>P4_F5o@?KbjQVi zRuIPaHAO7V9(Qm_oh%wWMo@&jGVXj|kuecioi0~|3}Sex8cAu3#oUVOG{e(mzR~Wv zebPT2X6$ss%2J~e`-dWZg(JcHlCW(r`O!NS|DwyQg%lRPAXYg)Vk4%a<=-uI7co-K zH5SST_ikUh`%BZKjMu{M|KN(@WVmrPCjQjE`s!}~k_OgOHq?~jqVa?8A9EZm_C6C8 zpx!bTyW{fwBquV+i28l4BCjypY=dJSNx}K6fx_05io^Y1z#ku>r`8;Ax+g!Om6=2@ zU~$f|ZSYJpYAq|i5qFZnWE4;^DLzzAWzUn0wTI=Lb*elALhE1D`^!dnG^A{4G)nUu z4c?>mMwVFS%*)pMzrO6#A#dsJu`%1ba=#uA^Qn7TqfAlz$6j1Et#v1?!1JgtXgKFv zkvwrYru9EFip{^H#P?IBKQx--%r5p_ksoR<=c+d61|x-}Zyg#wClk7XvOn4+KSe{w zd!)s86N{a=R)g-B0*fne@qpQ1Q>uMq?l9_ki5iJ8{;gnD<|{`rE&gy`9*MIR^Ck_$ zLtN?ze{;3373l>*l@6hvdI@6v9Eud>(GQLW3gcVkqcnGOtrCV?W}ZuM&s;tjD6;`9 znRK(0KyF)tsqm%QIUXUovw4TZHwTpYD4y;oLzSp~CI3#}-^fRQ$M4>VItp)g4|fx) z_)VU6$m&Y)zNK?QW%X^w;eGh2*RDkhsB8k^`D zKy82(_02;F67P4+LFjp2K6ATh==AJo+UF^{$Z7Vt8Qvra5C0cpCJx?jn>AVwXxUU5@LJdF<1@uw|b?>S| z6d%IcxBtiTuOX>;G_?WI@$V|xP}!fUJrFftcBp_5_HOO?5A(w9fLh+CV2(v&) z9a!^#oHfeQ3yM4(U4^JRtP0HBhNfEasDXrgAE%CIH=zX~st%?9I)ww!won?>2pSCz zFR15$C}f3K3b6YxSr)^>!Vl8|I6lq#0-6#+|Nlk*(?0*-y{|s4`>vd|>RbQgei2jx z1j%5X8tMTJvJv$Ou7cm|coymlx3p6+3Pr&ZAPAgkYiomw0xW7ku8?*U)djgi`3pL^ z$1`vYn)&O}!RG~FUOWS;T3F)vwSBnaUOmH;xb@}>lmxdhbu(&K=;dzp*wN%VG|rN3 z+3DHw%qA=!K#t2!l~CBmi}nT0H=9YFN7EZ{kFW}{WL2`)G6NX^h!0SEAWPXH%q;-x zA+Wyj-aGB=^lUqS5b{~r`gID69ne^-yQ^MxP#^f!c1ni#+vlK+MdN%Z9l90VDyW6Q z!Va_o&=P`fCWyd52LJ}&U#DAd2cXu_M9}vs0832LD&pn zc#s1uEjlmKx06O@B@J4g0>XsHvj=I9ER*c^njIxbu6w<5SCUUA6W5$ zbsy+p>yfQ~uU#TwW#tT(U!aFXgqPUMM5UUKg_-nXQX*^-L_|?a3W!DxNkrO5bO5D= zgxlmQ(6-_cFo)&}miBGJhNC7h~`~C z`lnrzK6U7ZpPQ(OV>ZFM@~*T+QCL547I*U`twfLNg;C3qLX>9^)uW0#U7_Zz z%zCB@XJ*thQC_SKjZPoGue~L?5N#VBm=>cOx_LR9_Hsezgnq1C^ZVe(ly6IMX=*gy zsLH4zv8gAgRyuFA9{4Bsardj<=j&tW*$FxiAXKIC5^1s!XK+Y(M!B)SkM=qy@#~>b z6KMxRskv?XRbkVMcUYTmvP`8>(l0LTcj|+gk?(NQUZZCml*I*Kh4MGp6DNzFlsY6J z0{_JiXSG{x-77(eXh{WrrH^oz(WX49W>pgbKvK4|j>yWdg`1eR6(eI}mg}v>#b%PjSGM}4n328R(_^8vrw zx%#Pgex~8N#W=J+O4aHts=NKI@=b~xZl95z=)V`4ONZ|CT{amgmMo-sHZ%5i&yfFn zD+Tv{31{VmL<-8FekV%Fq&lW)&3C81mr7N9W}c+TS)mOa4Xq0W)E#fUIllM9QMZT^ zKjP>sY!E#$84mmDcJ=$X2IFc_j+2lr>N(}ewWh+^?FVct^lkA}t*yg(T)s#ujnae- zM3=MML$5R|B8Pu!i8@QGQmh5U1*&_-(wGGE|R0KXLnW zZ{J?wmEo8%X1hq*lJLDP3dOf1PK!1H{u8eHwF}ZhCJ_W`WJpU_bqwdxn%wlb1iJ(dOwQ%gdz| z3X5zyT^kEgwKt{)l3%rRe{UH}=9iKgy;!%=$H!v7HLQ_dR$*+?{qBNmVa754d#+`p zwog}_0lOaCw!u5m{+|ICZE|eHHn_d>AKNOfob^JXG9UEM_Q6pzmnE25K_=VWnRJG^nbNNRDbc?X1ZZ^Ei{+>ypm>UY(Tv?O85 zB1=}EwQ@1TU$rFQ2W{kMXa}E{_A-zr|d>(iO0E{6NOZ4sO-&B$>6OV&%zE%73gtM98>_@IK5xdbr^%QImDZ#kn$DVw7&65|Ha zMw}~U$;_LrldkuVp@VcIp74dRZF%4_--gGYGHc_7y%qLgg85)y#*16TF^Sg)%8wdaH}VpKba$KC7yHdnRsfGZq)!t6E!S)ohK6 zx75v}_Vpy5EqlK_KW>;yG^-v~dRHES?uh32siTEr`O)P2ZUwzE3kAK%HNk!(+WIPk zd=-^{^c5tB!mlwun|3TLG#~$)wi4<$DVcYX+n>7BVz^AdjHRP>&Hs)&i+AP6qEpp7 zm6G;zGQ6{fucxn?G4sHsp-hOFH9%7i-@|Z?5*fwIzb5?fLBgQQboca8_frk(^YDgQ zsYe+^_Y7iFiQ;Y8O#cYil@+Z;X|iwLjKfOv4{`KN50OhqUFDA*eeR&5Pt@UVtbnBV zxh34KVP-Sm|HD;OQzRZk^oQyr%dmt`VL>O!?_KQ!UcZb~_s&okz|;wuLT@V=dnNk# zYDI!yb|W&Z;u)PjMGFCbf4)%Ez6xz3LGA0(&^?dj(L>&Xt-NoPOeb>>rdo9nPIkai zls=h?aVR_Lw2L)6-=1@~E#B%a8}}TwK+Zv_PITV&oMHOyX1bd=!Q%Z!7c-9a%l2CY z@35(-D5KW+8td`fCg>JJ@l9$rNT@uz%mR6$(yOeylV2^l>V0Bj7m3S{m^JeFn3MXE z>o9Uwa-OX8^I&uP1-{B&)i#$_zb-%KBtu-hQm6`1>CLdouU~IQeP`(({K~0IwLn&+ zVfEox+RglbGxdz(H8JnL-RZ~a_t_{{v*Z?M-mBEV=wJ=knVzEM z@%hxwD}LXGPH5quy#h_w1HNI!szigTwBoMyVeur`X&<&Vg@~i8hw7Bou+43r$@qRS?&L|l zC(>{az31>{Xr#hZkFedG2K;l=u$pL*aJ0_ld&XFqb82a`Mz|5)8$F5AYHQ0j)d<3` ziVylE?DPE5<34>VROZ6grg{9@;5uILfpkNqH(~NA!8|RET(Wpe4?Azqtdg#(7-~-~ zry0w|XIlLC&6~)FqjbYRFzb#O>S25XpAa=4z0+x^66J5Rc`veVH5?kW4CQs|2udVTC?C0=XjmxnZM;>R@3%Tl+|0S} zHnVL~^iGmBIdPWF4(E|K`~)eTZi0KJYn8&sE*!J>Uow5nBxQ4=E2xP7!=; z7s~XDZILH;L2t&XXji&LP(j>j&x)DFNCgM6UNc*genN*W~4mX$;KHnUz{e6K0$YNI83S;uqNa=|FJstdbU$J3iHMYP_R2agP9yme3$IXBJO*F?3|P4{nb~n#SFHR@pJOR zoIx6{`{4H)Hgv)MN0@1Zz}8Ea0F#GIAba9|&l=MGr!56ygoyD9fu2b=qz2VEDFLyqjNU+)cEWj>ML{v3$p;%qL4HkHOokI? z%kj3b*%~%p!v!Yt+AukWy~>c73Dhou4IU=Bpu-Hj)}T-aY9w$R6gojWB`)qoVIfRr zZnLp>!!*a$wY?oOfawsV0QozZFw4u!Z*Rk2AaYU%r$7W0_NW5sJRAaj?U27Eor$?d z1d$u$p!=qXC#0yJ5oW?jp>9Kl^;wV>y_*?}7d?!O4T~5A->`@<$Pq+cf>;sV1uQ?% zn*k=ApSM-i-|MT?5I3q$mgCqPj54+zp2Qisi4)P+(0}{FFy~e*XoM?=RV3PxT?j;Y zU890g><4|x3M8*_yX+a*!yDU|leiKXRt=Xhq;=W)TgTMjW(vRMDSXX@^qxG8&#j}} zdhBpr*3*Q}TS0^`?08NXBG)=pQ~K=+k#9ZL6cLo4p{p}XBipV|lDCCWI9qs>-^J8K zOZxtq`;`^5tjRaVm$DH%Bl+{0Wij8$tm)oLX_5U3$1;D`FG8agp2xWID-ioN<>SbQ zcS&#Xzm!uI{Y;+s@y^lZ9EvHW6YLJDmESb>jWBq%;huH}eN z*z`y)va(y~qmK&3f+Wx>1;4E=5MW>GSKl5*TsGw8S>5u_$e5$;q>X5m_4COw(l}To zxJ2iW{5yguS7H17$>tNb6wwNm-{CEP9(B6i>=KuqYha!z{VUW(7lgZ>L9`&s@y8?}TW?JXOa{Z?g126n|9wqx9P1P^AAKWw`_kJO6uK0vFmZNvaCmWM&)} zCLudGt{J}Gsc#jcek+YQ;&>7^_&SL;q{>PVH7`uu5+|v$is2HuV0y(LqmmxT0|d}25=@3DxAG@;6a>Fa6LO_i}1oSopEt2XYrw!I~?hOHuW3^e+P1HwR%Am=sG- zw)|yT1?9A#|4^}19QJWzU!$d;D3ZzAKpbE3qD|1BK}ZHfc_G#Wf)_A)K>Hj<97sgM zsPfde2hMQ7SAftFd_oKZybdU6LZ}HgtAf*jlpu-$qZk4ga4m#^;Hv*q!UPFT@FYG) zr7&2*LGZ(NaPj}_m18J~TUsdU!QNTWc2g1)`A?V^IQEUeQ2->O&;vAwxwycOfM=2c zAV$2c|7JQ!z(H9M6#|J4P=a7#eyWdz?0dnFX=!P#u0pX8fPy{d9IT)o4;eZ*IKY-& zkc9$SC2&))FBVkV*jQNq6HHPA4+d(zu#r}hAM`mvLlnd%Q;-m4dHp)m8T`-(kY9u1 zK++yiAaJu|FF2txpymnj8#w;|=_9j2#u}0!jRcJWo)oGKw*U!2J_+u@L|zAksi2YA zIPM6Df|MoP1GrpJ4Fv}YqNPwts1MW-wBewV;BY|*xD;F{UhK~f*34_ z2r?x+yC{zf_TTnQE8e$k*&mJSGD<|L%Ls&+#f8%0kv~RKdgQ5XakOfno;j!ccw+cQ z{&Ho=&TmOdDkToH`fF$z5%(466JECc=aC5Iq#@$g@ZJqc>J&s)MAT*b-{**aqGT;n zMlrSX&~Hz=R$D@OTZHhbh5wdg+~F9pO-QqFTl9MAN>91@G`yCDeRSM2qEp-$G|&9E zUVeN+KQ1J5dz8oT`|1sKQctaZ1amebT*Tuu1HB7p_?eOpBVV;`A446tOPIDBiZ%r= zsb4s(FH|GZWpNQPen)}3U&b|Szck@C9}PL@!BXc}AqtK(!&atPZ2AqB?gBieI9Ec_^5vrUAFXV0BnJ?&J=Rh<(BwApW5lL1@s&o# zE94Mj1yUe`U04b1M7yrpUTKHS>7=V=rS}okvUmR=U>wNoVd%qnL7n#wi;gPhP?d#6 z#8@8nte`8{WA7mYD{G-N9$su+Crv3Go2u>+zs5>UbHSBR3z0j=sgiq|q&&)h?xC$K zA=A%Qzbr2f;Yz)=@jz>{gyxWkTqMe*&7@?=y5M@Nq?DZdUj~>ys<~!e(Z10yD>2Mt z8lhq!9>Gx1TThbVCczE0Rx>ct7xE%U^tYn!4|Jo;bbYn|HXPwDOWu{npG(G{iL=5Y zOh@^ojSEd-3jMuLM5U@!B2R^s8Gpw7EIFg!eHDT-!=Kq7B(zs=*KVXD@^e%MwO)or zh~B*U@6JJ`3!?L<$;z96vxX=x} zWm-1JY%Q64r@#M9_~)vDTzxq$QKQn2E zGm4tR$g22*Ddj)*N;pIEmjWV|?O|ajG%0com0|72%MUs~{23p!Hbq=2P8=uh2xXr4 zZflm}@p!!@?a+SGTAiR&utojrM}=I!>$@N-AG24Us=NpKJvQxk7wwWv)X@Ew6Pny~ ziuYu>f77bJ*Gz70r2hL@{?GM{K^RX9A9_t|6O+0TZw;P8!pPfa8|m~kja0AXC(jH^ zBqhb$1FsQ0pc-h&kvyfe`i(LmMcGIGUyaQAdAJ*sXWrdjF%4qpZj562$K){u=&el1 zgO{J8Ig?agKkBU@Cd`ZKaQ%Tgpj^=@`gW;;qs)%B#sIzzoC>T2pzNOwM1gCN7K9ZG zI11hb-s%8S_TMT&N;|w|fs2B7MZn*H>i`j4NCvnZP#Fg$V{mZ*69n%A>nhqy;4I;N z?yeBL@=bzw0&U^@N&p%I-~b4zgVP0=0=RT|^#s=g8kFFD)ZrNbSUCUzZGc`foCoE* z>4b)WYzN-kT)elTI-r&bsX>4k+#cX|;4uJ59wv}Meu;#25wrhZ)8MTSUM6AJ*ljkD zbq9a}ytfs3IKl!2C=TkEH~+Pdxf{}eT*ra-g_9xL#0f(0Ge1Zr<@4^e-2cXyB@ zf_z@TI zp`ih1pFDwPW`Ya>s}~sw_`cH8Qh0PqOG^g?zzH^1w$+fs5~0Kzq=A9?1~Y(zl_Mg^ zv>Yo2|8v=rM40)sG+|~DA*>~M^ook|F(@)+A_Zl6EahCPUdF%Ydj15ouCeAzL379X z*E0o>kW@yDl<=L$JnGJ13_DwhbB=_r1YdEKM_L!9 zG0{zSseXTFKR2b(VbS_Q8>^7t;@e)Qrh%Mim>+(dt25kv zvqV8=O>jm=QF^YK9X4R>^sj&TJ!J~23j{UvczMfqOm&x!atP4q zjuX5h9~hL3i7e|83;)Y5L_hIl)BKETPF_`{ug_9bG#7t}yT~W;)KQaIczDl^qcYXa zG4|Ye?C*op$L-9c`obITRu*ckDvQyAC=I=E-htRWBg4J=68`189eXH5xuaHOwC`}s zvdXS#KW(Bs-Jjg|nFf!&lPSXT%`NE_92@s~*$N`>e%Nqhd^r%Pl8G~`Z?P2hfjtj@ zdpICxr5<0p0{PtqE7Rs3RjxoGc4qQI@~?MHTH(A3Oz%@$F9wYSCGB*@R;Sm7r4>&JCzJd<`lvJTdBD@31i+~q_bu1}F zD0UCovI~oW`7NfWQU&k3D6!4=(8YN;iD*A?Yu_;t6U;-*cfVZPZ?EcFnXqdRQ|YPis1`ZlJJ1aIPVfOQdEh2M*B2TEK$oxK z5I`&86I>&l1H=~iMfejyW*}S&UtpaWE(nBoOZcPIGa0bQiJ&4M2`(89z!N~Z1fk~E zDTa>SgJ(^N&O9)WN#Tq}hk**o!&3}P1$Dq5z(Q~p_Kb-0ItSy`JE0aTq*dmXZ%`?J z>FPaKu6}Ok!rwVVBD)CwJLUwn>T~heWOog-jx`l%l1^$&M6)E;)e8}UAI9IOKEG!+ zl^UiUd|MTpw_ldVNR_L9_riH=FP3WR+jouU+8Ce~M^hEjdL_ju*U)9FLm=GINI7>a zqRfMztDi!3|1g(CBY^#;CP6J)V#=!*Y5$L@ua2tfi@K%r(jnd5AT3?e(k0z3E!};I zE8Wu4-JOz>BHhv=A}u0s|GxL$7$1K)4xDq3oPG9Y?KRh&Yci%$9-1;B8(L2gKass5 z@}PI{Dl7fhy8IzLf#I9pr;pB`ln@y#kw)l{4X6Kfvh-bLJ+k1vV3ou1n1lNZZ(!cN z$Y%AU@>km$0Rue4N3l-LwG^ivS`KV&Do= z001tifanN9++pSj*q(#%2m%dwdtj77zEE3R3u>ky5*-~K9UmWqKoJoU0ZgDzPftOP z05?9R`H0;98Ic0XuteryvlT08jy>uZ@k3 zplbjKAmGIU1vw~r10n4=xE6R_1BW~v9i9IEejtJ>cAFdvoup$nuA%T68EF4}75}F)v#RK8x7n)2cE;Ba2O_VmUgE!&306&H+1XsFS}JdOPl1S%cW?Q1eTpALuU}J`_Igus0M}f zN;&uPw8Nc$hGn@W9YK*iw+Bd7Q!PaOddji+G*XRicRYw+er8&S#KB$Ttq07S*m}6X znk=wG+1Z{w=0k z{E^z`%<6CvmA~aSE91C$*0evXprx1E9pfHr^!Y8;_7N&75A0Jl$Os@*7^J|Q^2J?k z8bf1KsAaJQBtVU=bTST5nrmoH|`&9&u-}PiH80sn(*tC{zV%X5oFR+ zG-L&Xat&dmaWhv}jHaP{g_h#ctrt!hO*?eOYGZKUJA7Z~mD3=;RjS@W6>o}C%?^j; zeX3z4Vg09&;-e~!vKimc$YU>pxhWjWI-YQtAjxw%b6H07>RniaqjfVJhL0kJta;k4 zMV9_UWMYa&k6%anO}h{?$(}nOu8G!=1A|1B$Z=-1MY7Y{+UY`gld;reI&K!6sDk}C}AcjdXrTTSm{(SuR@Nnth%ab$|jAdFbFVb><0WG1_lF}z2Hzu)h z`<<<1X>>2r#uFiyjfxq}!q^Fqpy-2X;223R#ZzQV5(H-1u5jOM0tqQ;Tv&?@?N{$& zCHbxoe~Nb9AMWT+Y_K9tIpTMPg6<_z>&e*L{Sl|lMCnk zJMoH_qw^NsTwZ?h3nexh=eIQmEG;21k(8A5#H%YWj{(2azw9GYOw4LyF3>^x#OqI>1aJ>qz^NnrK7ocNg^7XD zb@6!j2pA=Xwci|D*Uo)NHs4H~s=-iD0X{f0?CR zw$=tZW@lz(0GtN2t^lx2g2MjX9Io18s}X1JmpX&Sp}QwHVPMk-X28`(+j&=A$^7y2 zbN8mJlM{4o9~cRGd3%FK%moEh>uv7B#!6rGWN4(hq$5mS!>72IqUEy*UB|8R-q>t= z78;QTS!7QRm^aj&0bjZ~@7`5s@ZTSG8gOjg1r^wlB?8$X`1*Zwv*au|YIzBL!Ts;K z-Q}%{ij%YRkLM83GWqJkZD&9_3;~$|-*8y~0)b>sCC0^R{%6COo0YZU+D;ounvYEK z+M*p%7y;e4a~p~i5xpx>Dh9j`>Lu)t{Q5RsfmI-kR+fW!U)XfnTTM;P&~VjRuzA(_ zN(^+bzVD+>RPZ)2NytPu((mwkj}Q?5ex-7tdF>v$85# za*TnH7MGTKZQq^ytT$SXISb|7Kv5{UhR)%*B!mBsUu{fH zL4kduqX6hO4qV_?ol(xiXqlMwYW1W;;b;jl+$mn*@==WI%w22O$E8wl00Afo)|@TT>Ijv-bR`#xB>- z%R$d;A|fJUVkTl}zWOJZb+GV2M-ywl&Q)gwu$Y;cYV}l@Qad|3{`A@LWeZazl{+w{ zuHFR+=3>PR1BuqyK8RD#&!d*^z%0)d)s3E>zDH~}Hz%ij(cynSx_!}p@tB^TE;d_V zSLf>L>RW(%`e<6clr&~VF;+6qf{8f=hK1KkA(=|tey;GtQ77nO0%mgGB7d(l-{8w7 z-bi1rM?4YTR8te$ugLqd2E-R%Ze;@{sPXXTZ~T!X204vdemw+&ISM3rz<4hT^95k2 zNzpW11b}wmIpuM3maRrl&;7<+)fz>XHa7Ch-qlNgo`RpB+gF{nwY7(L=i1JnpNll? z6UhYH);aOxMl2gag0)yofq=FGVKETdRWip7JfTeHR3#_*h^0V}1JBi6ycnI4L7c5h z3>^gxVZ>(7j*me$2fR0{m)O#k8x4MdwX`TUG^qR1cRM%B%-!Bdz13#IUgi52AKTQ344(eQi=j`sF2VulYqRwpOp6-q9}%=Gj!jvl~YE2Rm9ZAe@` zF-RNz3Q|9ONT0G{z;_r3g{Mjun!UQXgDRAOF{*Q_UOM#>)z;FA9=1?cp7atuIAEGX zdasA(t*NP*os~6x6}UHo4ycLiZNL!|LRo&}+ewJ^$%&3=Us*ptm<*x<&2Z2W_vPw;6E!e58uTt$4|aL|}<* ziEm&DlM&U%-;pLEL_>cafji(cQSmbR0oWnFh6_ukfm5V$LlTID13l9b0IVsDw2PJn zM;l3#Hlpm!r+rtLhDZR+Md4d!PNJ;hW{r$h z3wq?yRJk=`-#=xIhUeU^xK=Fvmkh_u;dO>R=N5cSJ^%0ns@Jha{K=9CiuZdUO@HE# zr|vuI71{H9{%w4 z`VpZYzv#Y_O#hG`acA@iwp#w+2(U;UnQ8R~Wk0;#2b3j7Fr$rwn6$EE(*iS^|!jqcxguc>O4IM?6#R!&(5*1cxj#>!Q6 zB3(}66F`TfhF{*2N4h346Fz;nOC|K8T8Rb5Cb%U~ZKT8$&e;0k9A~A7yTifxids0h z&Er^o#A_MSvwubf_XY8oc#!K0!T52UOP9m?|>OK5OIm zm`F8#IvIa27+(=q+!OXM+DLh5#TcLVwfMN!c?TtgPJBAK$T6psohZ=)euerCjL6ge zkK=xANp(?(`_=SpL`_)(-0KlT4IXMD{L52K>zyYE_ZzdC_~5ze_Hp55xD$ocC{o-J z{J7lN-#4*&ERU+x)&m>MCE@Q)4}F5HROr_OC#8F88Cqj{!>mk@kC-0s?b7H~^@wD*o zWlgx8!WL2?-*gh9p5E^KlDAT*+(WAffLJcZZc$P$3%_*z@@;^fG1xSdTj07^&-f;o z(fnMoG8pwYUugQ+eVNDaiM|8h3QBgxjfh%Y(|w*74bzkKN>35foD5WI8Cu(4GsLSE zge9;ZraU8-Gzm=kVnvYO>eB3hSzhBTfWF zvWwQ|^fU4D!i_1dGvBJ#+aSh;&HLEFW#~~CebAp?jt}pQyQb7QbX64xjMycAy-8{Q zT|HLz*t>zm6=wX0KdDcn4Xr2D+9v>B>~3k~b{vU2^?e|O9?j7uzL0raiOBBoG-vcE zb%08>5Q}KRr9t6Nc^NZJcd+Vji|sL652CPw-CML)EH|N2J$w&&-HZ>NXB=>W3N(%J zV>B|n@DXQDQDGiU1n>NUO{MRx6d+B8^W^EIzhlPW(vHiX$AZn4NdLabL}O_BWA#QT zSH8F0gN24!l7u%EPkqB|rTv9U#|@!GTPA z(VL}&`)TU6!(m$gDdi!RSCm5rPrJk|n~|#-#E!U&K@u}0QK7w@(PF5)?eJasS@E<# zx6%{xsur{tPSIdmO|&h$1_64iW-GOkWy1UWP&z{wg67Zci~4Y&$G1S_YIaQf+KOCs zKtml)nCFg?^;D{m1|tp}j9ST$9RK zAluvG;aAjxIpe3Y#d$4x_UyNj1u*r8s=ydP##pfpfHTv*dsZ)$0j$U_>d7vsVrlZ_WjSNRJ0+tg-QpD~+w+HsE*eXt-%EUlq}U!mzmo{JjWF}Jp< zvEHv_JPw2*)NDG*{n81ZD)NQh2o7&HbN8lJjuz>O?Pl{os-Cl$_rZnv(>O^j&x2VmNq}gtpJAujKp8(RG8txoAE}H(ibxQrvZ2m; z9`~ws-O#grhWN#SbBG-EiGt}u0HydhIYxK>26VzF;Jg<1kFS3qvWFXA^oHQ>33TB*WkFg^cQNVZ}1Ma`1>6N*0`CW0%+g+_H()> zLi1|>J|NT=k9@4EmA~4L#fvc^#81C^f(F`eLr0H79&5#4f3tqum27@8xM|jF3A4}- z+YyXsL0R2!tvAMBi+|#un7wSd<>)^Jf3Dwjb{t_HHVOH%_d8T+y!}^vz7;-*L~5eL zWRU6y%QtNpzw@Hjwn-`}@{h@XpEMBbPPZ9l(wxx8D{d#m=H#LFFByTIuWdWNY#N!A zcIjX#Cdw)N{q^i+s5nlWMFhdWd7qJc_ zrDp%-VnJjryEOHkR334hFyaSI)2AN8PsR-TS%{E${&jh`-!#o{A1e6o&8r+y_R0E! zW0nq1Igva#FWT~+gVQC1e@N_@sPO7Ak4Slkn+jbL?5)V)x3k6#%rNfP<)*nU{N6u$ z7YsZ3#y}^rKU{|ElDA_|`niR`#;6j`_11k4we^k6$*0d>x@mI1>?Nf!C)yap5!<&E zIlfQ~E5ZLZ&}hD#dO{#%ZY*MPf!bA7NQTN=w2(g7c_#M@WyJq&=$lIriT?>-9z5jx zWd3=OCMb}9k+~7W6U7^kgyP=SuC`a9AOmS~@y&LALw-2NLH5I6?puJwQvICk-OLyc$2~vV5`9wrN;DbS@B_&# zkk{mg?vK7MR+*R$JnN$479TeGj}qZU#^0+}t&-_Rr?@z zS?^)K)~r#pbqix&Q0g*O zZGqmrRN*GU9c>J|=T26Wy~q&|`v=l&WqJb_mqpbG!ui1Wu1o@Opkw_U&S!C~Iy?TX zt@F7|*ux;w$H0(eAZuLU09K7p6)y!51*65=hibu{Q*A zIMSvI;&N;Mu*C#b3aUIy{-p#kd|lNWdDFGPj|C+@{W6JmPWSiwnxSB0l>f~4Dm#ad z<{9N!Efjrq;E5P|L*E#Olsle?(pCLA<8a8C9SXiSZo$_ z{+jYH^T4>#e7cKsYfzqAi8+SPWSZ46*HSyRLJcgDCb`e;i-Ze`0QziIKGNz7=E$LU z#ym0KOfAr3i5&RE#RwsM22cuV@8={ae>SmXL}cqEJL$d^sv&-OTqpi=$z8wH0jHW3 zEIm#%&k*^Z{FV-`%bwmcqmQ$u4F`D31Z&c{gHt}}Kcsdjks z5_9bBhxO`|Mof4q)V?WxZ?s5ZqI^wNBQ-u-d3SX=@;$DWWf~577&4`(?${rmb*MBk zA9l^iWR1y(KN4M@BC@x0F4PznCbbbYnS9^5Q+Z32{d$}j*3j#X=Em_->b{I=%F^z| zTrJosj-aLSP#4~p86z!t<$l2~{S|p))IGe9871Z^V69MKInn+$k*^auLaAhVKvx%3#z>B>yY!;cWNnfQuatwV%zH3){8Y^`Y`m(xF4p-A)>ho zuyj}#4+qA1hy+_JoRSi5Ox+*h#O7WObR&H=#l_4nln0{TGP;znoMr_w+6%oR?Vs0= zj`>(o8*(HidOREbcSyH<=W8E3AyZ3@tYt;E2TK z9w&^|{x#ps>Lvt3aos{WWE+k>3~|l=V2a5`3F*i{s7stak zn6v9I;wbGesuqJ&u+l~~G&`0)Ub3;^T`M|3K-F&1SxrRAPKkn^FLF zeaEBTPdk@AsUe*h?FTEvC=cQis&VCt{`!;}9#ET;GrWZ>ugI2!V?2Ss3<>1W!cgWG zfzX&!ezgt7g&6BeI=f-I-5j@sYI~8u&c#Qfth%jIPOgqI@-WRqBpsNdF)AXTUKqv0 z#ll6y(cs2LM;|`+0bHWZW&7^w8MxTF&75@!s->1YWY|c4Os=ZpA%V!x17AJ}BmuxG zy+YX7GtVI=`UC{27msq96l1)!v=$e&00)DP8f56EqoNrQ;=&EkdB@wZZF_G*p_sb5 zE`sY{zNoPfdbqg(B_EHJ78aU(-C4oWgvcicvM8A_DVlV4c6JdF5kf-3tpIXz^318F zwsYYm8Z-$pG2epMDc`pO_{l~`MnKEnAHCX@I-%Lwq&PS@IpsEd088VT3Jweepp&=B z-4?L&tE%!b858;V#g;8SeqWd*y7vxXG*=IyG>Rz<&{6;G_pL^{Iy&P`sxmTrex@vh zWQht*9GS|D%ihn=@M1tnYO*{rK3?i@+M8+9>9Q`I!ykyN+q)`EYShB=J@Hm`F zR*iT6f~X>oKhIDAdt`QUY*9RM&~}=02D?>jsl*E(eUmRnQ3W&)R3qC3EUDF z*U{0@oF{9-dM)6+mzQtBr=p_yfOoA%HiiX9BC}Upuhg_>{3>)0_cCTC`_fls5!GE01XF&aEPEq z#Ql4|cm!|B%j7lP2VY-=h~Wx^%mKnWoeW+XbSbnj8jKNK1Ri8jQ(-`cFh@fBSg44m zA){g+r92)9Fb{MExpG^6))taI7ETRpUgq)g4AoyK@}YdgR7}tc!U&_+3<-u|RVpxD zBkuuzZ-m&&a1YT)F)g{7n(*OHEEuZ{f6m!x;B-O(o^JRLRB91mA4VleuJV>o?V*ZU zWbj}xz2<&1+#Ti5f|6&Rsz*jv;x8kea7e3gW9o!NZ5T#l63@t|i0z+34+0wRpMe$U z@jVsMcLY0P?Qk9ByDSYWO&fLerf}k^Ek70&F>P_|dT&$rTE&4IHluQXKU}E>!~!_! z=n+v=cu}!_EKg>D3L{bIc zhT3`!y0Kgv7EDCO+*YXIPZd$Rn)Qphkw|ZExb|jKemlKvrtfPK--$q*drM;7I50#9 z^L(&+ICMRmx@*L~a5>RdfyaHNj1OhWtU*M|F0m=aGwd98fcy+vf81x1m-OHp*Ae07 zieL=Pj>hQG!;qvkyv^)}ao9{}FWci06ly&%LJ+RVt?gqGQ-)D+8(w6(mu&TvhFy>2 zG2(XjAT;tu6YSSjYi)NMDNwTiKtNiZ)eP#f4|Lyydn{!8bJcOX;aNo5cw2?;@x5`W13vTD zHTk1yglM*B%_DuK*ufI4Sv>dWBss23htLl+9(}KWyc2xq0y#4%_FV1zv67b4Pb6j| ztrt5HbjZmsiSVne(I-NVE5aN;9O59oJ&WTuY-;7Jdr4CKEjMQpBFnA%G2)2sEe`3o zTWLYm<&~8ZYCkpF-3(i7`usO!YEsh;{gyWf7_8O8A{IK9f2`gQdAw@&jhB=jo}g`q z$@bP`^GOj#0euwuTT3}YN%PI%+aU(0esa2rss@xdl{L(K3;(X}V_b@#P40RU`i`wS zy4gt&UnE!F@qYSY&2|pyn$`$xjsSeXbdhNc1ElBG~b(IKP4Hdh_iUo5HYH!A*PbgMcMs#AuqI}tuK{? zg@ZzB`r+k8M1W8dO}!ksUgObP^*kQv#2W3U0j2%vB=tr!KC3dUdxO}?Isvx+uu<3@_*HD)z_%q_fLYD1lm;F)LV9O6~*7Nj(w*L5cWGZz_hR!9+&G9{R zbzJM!;i)t6oIdk#M=nA=p$%l^web9}PqF<|sHALc3o?El@OPAn>@u%DtWIUu%*TBd z6toI{VWu;;WR-=<)E3~pzTGCja-gd?7}zzmK~TvGtO3eqzKW${h`xBnQ>h?T4Wzh! z-2<2Xk$Z|`ZvlN;h+lq}jmU9ZE|eyApiJ%J_d1K(~6n_dLEe#>IaJImibf2irnq9Qf#)bg|O-sVDy+qU<_KQH{<- zWEE+B`RJM>a6WA^VNS}ZYB7=%qQ&`?!BjL@vZCYggb5)5NUZcd+B7ZR&Bp{nC_?mS}TFRIfo!J&i|MNk1 z;_7{=LWFaM$1h(I!uR!>yD#lhkTvnqF4-P_y$ZG29h}Ki#KA{Kg9HW0nEjlzMrA!Jw`8UrtMq2j9${=#aIDU|T zuVLhb$3DVKHu&pkq&FEO^-8upGIFA0Eu6gFY4vy?8Fog$7Sx-O`=AB&kCB8(w~j*A zUq2W27rtW|%8U^?dKf?D@eOk|ucg=b%K}A&x7n}hhYATq;v$zK66__CZlS$zLYMWP zcuZ?TgeDsk!qHsR^{Y)fBl{r|2z{a>FM`(MY||L^!K`1~noyp0T3D7Zo! zCWR9MC(%(mLmg93VGRG@4Q~I}hyMTZbqrj*Um%4dEU67~!X9>`>6`|^`kIVHS`$@- zouB__AVCQ>gOASNOO4}4Jtq9bdZgG#{YvUty-M*y1~Y;iwVbIDDUF1#FlSc|2@Y<& z12ipegC`|L23tPo^^BC1pr+!xps7aCHYzs7%Ia!de0=<JO)g@1#>~I@r!Nq@>zOXnl(7)Cv)Imb8Uyl#R101;t3%HWxef-H6JLm zn-31%J(_UkeqlmDLaSOjHLca_y`!Y01SMy{r1`Zqd-bE2n;0sb^fG&T{aj)38dQw$ z9+BY@Mk3J(dhWQmxB&GR_;Jr(1%aw9*xmxpfw;K1QLT@a)o{RtmuOI6pnZ;>me!x= zVRIft6i612MYwXAXudkI(q23P51^&B5VXz2q*d8s%r!MW4rmnv!^6Y2&3+f@%8W_- zK+wjQt;#{X-ln$Ll9>3#OLWt<9ZggFeY6%<6KnJbZjIWm;!lGgpCPfcg@&edp2n^~7uW?B*eGtxcRN z`S}?Pskcc0Fi~DE(_)37NRa|Yy0{5d1%PL*L2?g`g!~8rf<96fTPW* z*4yOGr^U)jR+DAGu&H0Z+KLDbwQpSmxg-l=d{h*2l%PEgJ^gT~bivW$$ydkLtvkT) z@#$Xj&YwB}cjF+gJ`*K@puoWm#Nbdn0#|cDUa ziulQD4LF(_8jwK$ZB;orBqW45kiE(kPaObm#H4Mr7}Z7JJHRE#{W5vbwB-2o6buOM zfP|q?G9Lg6_TY6IbLk6H07{K;(s~;fB4UY5RQz+l`X^bs4?1i&&-EaMJQK}Uy?p>o zU;{u=n6PGHsR+9B?`>aKQ&c>D4)ON(-W@`|08|rBR#v4Cbn<|GqEJ%5T)ljjIA&F= z2i^BoQ31pkke~9ay>i>x@$Ut{@84iaLKY2S5s}Ti-quzyfm)iH_B=X4daYMo<^cFG zw#}=6zzAlM?**V~_=;hpMC`g{DU=x2>Tz;%ew-DWeTf}YT~!5ET=<|lpw94ps;by1u=RCxS}tA@L%)Db*r%HZ*vI9o15SgDP1*W6plaa8jhy?utzH6z&4Sq@ zXF(NZef?G=mx3bzDUd+EEiN`2bM@W&`mS;*WD=nSAf*>M#Zr}A?$Q1oL zIZhf|X8t{dC@89dwov+H2o1MLSC(ghi$CN7m@r}uHZB5N>(AeN0 zFHpr@1v)q=$;%)3bl+TG1M8!-DI09;B+Et?K(5naa}ms)w}-?GGb*R~_L{c2yvm>1 zbyHkynL3D%i<74N;BE3TFHbmMJ*OP3ys0S_Ksw{g{`(B(v{(1$a|jQK9Nh;1W-u@? zOjz@=v9Zm1l92&JOq3&;GsP!0oc+d3#hRX5N1E9GTHDMnk?T1C6n-4T3bg>SW_jB0gysNQ*++F1wzV~ zHg#alchU<;UOXfrFC(3R)o=72@7b|JR5fbxJ@S$rUS=#0X3dX51J`-ZZl&&SZT#o#iF9?s$AR zQQM#i%aHuVHW}$*W;vkUNk>QCP?6pZ)HI#+S3C_`tnVW}n9fvip@*jJ2>ZM^Wr+K? zw}s?OE8y@7>i4bu(CR5lzu5Kx9jhNHXCi1;J-!u9p#K(`RJ(EbI07x>rc}87cfIuP zmkL>F1)&%lD*boUjUG7V9ksk%Q@!7$|2TXr&Adqe!qq$JBieM2xFe_WcbYgG&)O~S zJa+`96{o;@>~JbuR%7OXqZFO?4&I7+Tw>a-IBpa|F&KwLutxFmi-266FDW9uter?p z?xlsXh8`p8Ay23v0ul!@r{s8p1Mhp>xVYMdRz@cBg`ANc1t%EMw-IU$OGtj>*L}9M zE_6+Nm1orS^nas*e!49TRR$7~yG&04x~sRByil|bsZmslRLrACG&(p(t7YCCQUUvO z;@4UZmHgb5hfj`c#u}}qQo(V0ED)|9K9%2^klblyju)fll{Jp6P#N;&LR6L;Y@Z zhTnD2Y~KoZAerur7W)+~?Zl+f(7VeE4>!HPc7@SaRt=f$(fpL}8u>oLg-D6h{<-0^=sPVWVJq^>XO4(N#R7iBIJ?Tlz$j*up(sI?maI=#}v?oDm}GEA|`5 zyruO(GM3y~_SsAmN>m;E4v**b`za#a1}q)R&QR@B)^|$fMj+_fA)m{?k`{C? z;1Da^>DBeb%yjV1p;97sWXR*!i?D#>9!TY69qMRLAwkY2TEqw-b)KUC=vA@iWR3U| z!uQQ*+t)(sKxuenUHnevLyw>M<+*~l8t90>%G{VxETp};= zl8>&7@^cp1Fkf3ra(c7babE4$uHxLG<^`|KQ@O8o>#Gh7&{o-PHJkdQzOMDs=hB3W zNx@PqRL6G)i?zFt(_(XtghRrV!z{0on*;y;CCR^29`K=AwwhtTTt3=~n{u$N@x&Cz zjI9XLte+4b|6KTi`CtL35m5`zVstzau7l*fu)Q${iO|Qtvb^Hu zLq0k_mN>U#^a#TI(NXN!M@ZSzMOKGxube`E=75%>qI2K7d^#LDJheVz6k!H`yNDod zu+827NU?b#hkH>%^s$pbf;~b&6po{ZH9Jb&E4}%Rcs3m(_U4nCK;yh6Y(mCz{rxpf_V1^-tz zZ>(jA3J6IUnp$aNmE$jSP6QS-75oEDrhRn*t2@g{*mK)3fumk#8uZaU)N>md(Eo*f4&tCD@`e#*053VgsJ(wBe6T5lBw<{Zp3Q4ZP!6r zoRe#crBPi^@Rng&p{)DWDTli$l;yc&*(3PEjRuli>MkATU8BS`lWtlcI!Xse{LD*X zA;Yiw<4MRamDSdcIRTjoT~^R3`HQrzb=bQsx|y>LR-R6i3#|$w6Ryz}?jD?$674`g zgNDecgSUsIB7^Y1#tft)2&~Irwy4AqDK;O_`HTyd=m{}n$Fa|#W7V8p@H(Sisnjrk zyi$qv;F{^mA|h*)t2yzz)hek#pMN(`&_p^bVUHjCDS(ED=8_B=v9shDSInm?C z*V(_*Fq_;HS?Gz$1HZQ<8U!dbPdy;wvqvZ}=;TmYH)O%nW2;c1Ig>U1WX49U|FkHA zLW&z7r--dJj&H^*tn~^0gz5`bi^UF-VIKEWlrLAL+X}X0*R>VBU4@VlY&gZR0U`Vc zvYPJ%GR?*-?a@$<4J7L7c#|?YY8O8W&xbKReSz*x3*oEe&6(Z0tw>+J=zB;wCSUj6 z$4iy?;%Y-w>35a%Lv{V#P&b*kgL*xlk_OJa;f{2kp@s64ux}~sa5L0r8Z+)`C7dHi zjG=acqE2(MjToy@6mNS1Ox2wqKIwO0!>i(*e3=xTR-H3JGH*B%C=z+E=Q_&P;HR*# zKCM&y8F#pTLz;eE@o}|KlW^`JLRRU;OWaV#+TW)i3;g zpjiCTP;JtnwOe12MK#c38F>7Bp~yvKMP40(=h_S@W>Xn@;RN^UB-qtzOw8VVsCG_(AV3wQZ6JWi!wIV;SvG12pMo^zPm zNa3oeR2oC01sT!5u?Q{qe==WZ8JqRWM9*%P6IBgL5NM$}py}X|?GQTj^l*HRXoG@9l7rmU_BDNCm`^Cw5>*LdlS zvsmpX5vJdDRV2^)lvYVkuxfDy>Eq6vO|PE!D~!oQW1}`{j;v5+bdQSjDz@Van=Vwj za5#VI4jj2TkNa$b=j+zY2Dn4%gE3;enUo(f+O0heqkr9-<3wNTdRjXNy*DDpFjkFk zBs5X|rSv=hBLWM$*!j2CA{g6`Xw4t2Kj41A9l()m5Zdr%(<>zSN_-SfYUT(K&G!|f znriw_fe`}gkR;K(B-3KE%4PU*az3K@Xn1tfR}}OL5Fn(Gjll*AEdY)bY1}_Q1L8OW zGDh(Boj8zPIJR;aG~m+7p&_B+)|@Fvpd>y&rz;Xw z21|SdE+TXvDzqw%Kvp$5i2)hrA(^)42U$>uaUBX4*;jA1MSge$Bz`iisU|Xhdo*-( zrA4py^)kf|bZU$Hm%gI;GDR9W<-@zb`rZKu10-+x>UVwb*4y~i9{c)Noq^!w`8k9y zJ3f9g6dqBS0vkK#m52zSrfXK}oORjqWdk^5`+W>H2hIlqkynwPTaC^Ja3Kcr445JB)iE&vMbY9`H z7>YdWf`fyzZ#CjqyLkNhC^6LpDv!9d2uKKiVg;6sBx9EVp8*?v4K1xbFVXG0Ru}S! z!8!g-XF++o4^>s*QG(2Habc)9R5fRlP3(F#JiNRokN<+U@fnqc^JkKiaR>+qJ}4p$ z^UPj>q&sy2WG5B>fe6S*2tv+i0AHA}#*Z2H6Qd%O2RT&TnLEXW&#N*mC6JKPeUR&_ zt9Rlc26>1(1<0R%iOpK`nJj}*1}UZYX4|Ahbq%m--Qla*;yBdh&8DEg4*~o0^7k1B2|<%Zr&e##TU;s>?)ka8s;jPg@g&WLbnG%{`%3IJ5ctFl162;d^I~KF zM@i+p9t_|O4vsRd384PqvmWo*bQR67t2-kXa{U|Jzkk^w`Ek~^83@E&)~T>#{0csm zmfrWxS~hx_yf+a7$?a%X99!rZ6r#gX* zV>o~u3NIHL@V!Q5k)n&W*Yfwb^x5AF7?198_`i!2f7U}kTz4kMBOFbP?Xc&`Hg6<1xjGe157 zafA*&bAGM-=iv}rgr6^>QL{S~Uq$Hk5a3MOz6hat*DVD@HgN2X$-;3#fjn&Y*~QY5 z7%M}vS@QUIgkGd2d(Xw6s7K`I*E6-ac@lYJTOU@XtL>4X4WzK2W58!3!0WOo3|f8- zO$+~FOtzd{^g9>BLkM>xASdush-eee;Sud=!vw;sF`9i_`S*b#HIFGO$u~cXf8+GP zx4{)il)YIRpYL(GKB;yM`yDVM7b84gUv?eX_MP_Ub~Ha`)0`^0Bd*p{jBSwb!qeXB z&u=SRn{c_5e~#iu(6cf;uPj;SOKM{`G6jair>7!i*-T<4AjN-^5k%r_kZ}gWX?a9A z9yK9I61KVQR&oiNnX?4eIwKu;%N)$?VFjB5?|YMb5vWdn=ZNVDc|wFSQ%vFK+V0fG zUT!q_jQc0AO67faP0hSlnuXkK8@JzK1YW#c^&j+?E-%BE@OLxM6hTDvcNkUX;>Fb7 zb(JV}Ow&O889AENjHM;N%Q#}0KMo(su_kjkg{J5ugOo~vkfFSMzRMK-rFse8>HT@u zjMvs1yrTyqr51G{YwrK`v16&_@+pFI>a`gtn602qkQcQ2GeZmtqN!t6@ zr=V=cv3BqHoAsC0GpgT&l_?3_tz@ZOi$k3ajxz)+rQ3)oBZ9Rk1Qxp=I2$J8qDlSX zu`Vq+hemX;vlh_&6gC@_nrr4&Pl{g&z zi98e;cd1I(P`Xv@l{9gGtU*m>{Uke6RFv;v=G@Tx&@ow+e#k`jeJ{~DI zW5wx(=&UKoM&FwYiB12p3nO`}K%WVGK=M-W+Xek_<9L zXfGxxe?!bI>*e0i2+eyErANVjlk!^Rtyyu7?I#>ttMDYehj`t`SFyuT|17B93#KZ| zcuNS8;E`Nbdj)mwqq6M-!dKYci|Mq960DP7_=^p94ws%EChEA4NfPylQykV{yOa^>d{ge};{1@GK#cu|WjLlVO?Y{jY5^C&M znQWlg2(_lpD>;`L;I9>vJ{%hTRQP37R-TO;+E`O;xK;SFn`(1z7^AwwO{a5i_C3${ zKv@hiW*^S9R@%+sOd8LS_HL|sQT>h|iAySU_2EfuN8CLMW7O^TKTHZX==S*vpXk0K zqfQu>sG5CJf*9~ud2xtQq8K>x3?RQ8Leo+Zfu_)>1u;TimZ&WL}|xwwDSNaKAk_uQ|pRViDR+MCCSbbG+i-sGiL0kdZIYItlWb7y5RfSA^~B zqeP6P@Q1+qFSJA6j@S~x)1U9K$$Vl^y1g-q7=C_AR1tI#LvFkLh@is$SM#fqF{;N* z;Vn(|)#rDpbp7eg-}Tyx1^13WeCKeg$3w&(pvbwH{;oiIcDoJdP)als0$xw@pSSn--iAyDe4}eJAFukWU zddA1FN)jT62z+<(S}HbrU=g2Y97m~Ec5PQa@MOyiCPiFAmO}Hia=b;eijv3DXss1IJ>H_ID%!3ySs%f?(PJFOK^90_uy{9Ex5b8ySo$I z9fE6c!kwJ^bYAYm?fuwYn3}(;x_g@Gp02;JGdOvzry{7}>sJocDd^hD;(nv+IMnn? zs#iO7{6%6FH^b~5!l|``K3Gykt{ep+`gO67-s|ECNf={+<@6K`K?6JsUE^rzir+^= z@2O<`o^R-n2NGsiphts@1BNe$Eh8Og>*-~|qz?;`u_}AV7L|i91CQyOAairI;rq{U z$#V5TnzUHuFxbP|I&zo%V~c^bdC|8;>K!83Hm_*Z*yB|9&PZ)FX^}rzc{jnzUNxyl z-^4ugT(&ZiRN3Z!krbHQ#;F!)Qk>jS+B_|Q0+KP2>btutKfRFsbr6lK+l*V12vBhB z@OP2c7O;`($K_`31+T`osW=xb5W?BJy0jGO44R|@Z-!#)MP?u}E0o&atH}U6C%(2mneBm1{=#OPo89E15taMEZazY3*xZ@Ghx05%<+RO!+Ul~(p&W~rK-o;>3X|6P^gK2S z3MJRxLRF@ReM()AqBM?k)F3k(cE<9*oMi_iQzoWLJbs`=qQ0@7o*j$4uJ5P8 zz(ggtg?Xgl|Fv(=ZidpVJ%ELhEFvP28v)^xxHgJh|qAxa!L7(qh zhE{qs*W98)>VmOAlKhEK_kO+}&&2wHNfZj{vjj`^6ON-`gm^G@2aj?;Ap&VvYM`v; zBE3cgYsD!9ezM`EZ=9?h#3l47j&{TI%c)76oO%MRpr{pr5Pr=%%>jHpeRj|y_7hSe zI+)Wi4u0<;IFbeES;iFarUd1dYnRrB6|shFTAfXbh6KtO3Cw?KZR@qGWvPBiipIJs z@fVM|R5%(dQVzo@hpTP>M` z1$q>Xlv~&`3?u;LIX6Mj3XIAHsC)hFxbms7v=OD{+l-Z*`w*g^;qJIPL_ufVR@e?Bq6YIgEka8*CS@= zg^F2!@g3O4Y&A&ZOq$coPZ{diyM=B zCy}Pe>lBudg*cUz9B6Yb7;mt@G--4Y?adj_^vtAJA^(sJuoE4NWi93sBDc|4K`|0a zR=#|)<1`8Wg^dA51?8?Fq{iwvi!u^dkCvgQyAczRT@2EGK-mNL|H@6yAG~?%DNHq5 zSPUu%hEdrKn|*m!kNx_30qy%Uz--i6m-6I$|jVL1($kMqhTCxDB934@7& zC5e)PD@Xy8-y$Vo*=5U15zFg}2xUYIc*qSA0EQ6q^3kKmga*}fg$V~`hzC55U%xO* zKjMx7o}d1E`0T=~E7 zQf`0aRztIq62iV4YIzFrF>)*=nNM{TeSUzaOx{GuwfaI2A#0d#Gn={S4zBH3iresK zk-KV_*+ZS>lC0CAme5(*56`QkF&KQqGvXOS>Y$VZ1Zz^iuU^_R34qwRJlS^`ewC1^us}sO6f+CI1!Y>q;H8&Q0`uY9(vB-l@ zz4!IaAg-=lpaMqnk%5x>4oH@hee8ZI*=ysM3DzucsOh$Qwd99jjUl9$Sg2*&h8HBPyw@EyDD3 zJQo^`vj>ONRd0GiQJCMVDK>u(!?UZ~h&W~Y(PKr*f#z4)CwE_CresR<+>%#2JkEW7 zdh&Yn!*}hT)kkz7debc&60%san#%eit>COEpv#oBh-ss5iQBXChC*q6FeD}OgqP$iO!aQFUlE=@>YK%cWsud{K0Y_3lL$Jf9HbTPza1P zUqcvBgteNAz1L_wKtB$FI3w~^NfzbDY-q;p6d5#yel1bGD#G<71vu4=)U5}h zCZ~)UU$82!e{YBVk{!h7CD}6TKqBhl|0^Hp*mDU#Y%sV^%gapjWMyI*#T(e8Vw125 zayEN+>HV+2yg!>F)PG2%JQzKx(A7bILFc@IQqK}_+>(&r^|U@*;QL5rgqP>tN`0A} zVE#;pP_O*x={b~tyGkd?iuTuPs-qtR6a z^WY_)cC@~V0@c)tG_QAz4Oa(|PP~tXQ;NPa%|A zJ9b5mS#gQ>2v;t$h5imZ;nA|{I(L7~Kw1)?-xp9fi1SFoe1gJR{sPuQ>6BE_*^L1! zY7va`E2Cz=lkck;nN1fA??+R#N1QCnah=Gvi6l{*$wSlE`PbaRoMywNOds9zVy&t1vwd1 zK0G)kl2Q~gDPWcB(oME_Emv@PugX7Uz>2Z>F$$hKrgG5Vfxf3s?G|L5?@X9wD1nSW zl=Bd{YQ-`qC=f({D=hneG;&-Isd_ zmU)DmRaBNyZDpA2c+{nN_$NXBHj1~PGou-pF=#GFLeY_yesOM;`qS``SG(-{*-4gH zW2q%XatDXcWHcP)JENt#r|XcXErAWGIbLt#Y@4c1yiwAGRUog2Dfgy>aBn0flkgLs zgYYtNbACPb-^h&N2e@pMJoldH?tS0$5wRCRp|Xm8fv!dC7Llbk7zxaZ+|K5l ztrcLeRYJ(`(()6rfs zg8TuhYQU#5or03M;*9xmQBU%dZ?xN@xx;ZRaN%5>>*eeAwS0}6kl9v;hr@Wx#SgOC zPX_k2-H2MP&Xsk-_L%cnkUGl;rIQfa)|+-IdJ)j_6ib$kPrWU@>y#`E9`w3hB#$6~ zC!K=*Q`LB-IR#60S4Ssdx67}j8$9m0hqU702gsq5C9+|mTN4sG9aGwDzEQ2o&T5kk zw&F-cgPg0(+3~r$jVU%QP7nMa9LK){PH_htHS#O6AkO-ZSjaQk&e?AuV^^usgTY5@ zWe^CW1nYpE8di@vk%S0?``!C=xLCWFWCCn;aFQ%wupIs=iQkUd$!EdrUiK>ji~WQ_b% z7+3;9QoPb~H-j+uL2}gkV98q%&tQ%p!+~x5;`#K-anWU1M(2Cg4GKdWV*GTmBjybL zh(A4!k|CSz7#G(R-eDMdqQL6(odiYsEnPNORf}2jEZfyym+5Fb=p@JBPoeog ztWhHQrrA9|Ij~A9G^76rLUI}67`$&S!fpGW8c4y)!8y~^X$qyw6an6d4wfH^O8`v& zz~*K4odr8$oKsc$y$Za@Pa^1&abs{l?4wA66{ND9ixTmSrN*?hvBa!x@nGC=p}@hw zhF7%Cx+KtomCBcBi#i`+gswk~k=z81T^=(rg;zG=NTM94d0_q1N_(+sCkVg+`e;&+ zC|bA?8b5{ux(mE;U|23$7#we46o@no4oip>hNh5+70VOJgzOW-qNyS^l;7&-pwl4w z)Gs2#O8h1#2IA^ln5`HU!aMaK5r&yO3Xr;3%6*1l%FKH`DDsz38J&qST(J?8g^-%% zt~wiN1(wGWHob=OiTuCniJ_|Q{G-`4DRtq9!*Heom zD+nQ)twHpR+fEFip6JH`Tj*zUc-Cl@R!lA=?w?K@fl*&OF{!YAZ#ehG(Fi^4oDVtr zn`EDRT$u4Z3wue$#?!lh8F3XR67sc;^9ZWeZ{JzjQzw+cH1Zs*9j_zp%j9r2+cG6I zaZ1D{UO^c0Z1-#G>mR!n3uwXxH;8*qZh~jNKd+tHr|*S8uceu8R#kB1Tx>jyz+jw%T%4{0Ypj5Fp#e+yLHMb+1zdFS zu{?wJ2}i80hAWxo?T#jR>jmmY9(RhZNe$>Gd6wxP`pF?6IJXZ!DH>z?;nGCfh`lbi zE88kfYnEXlH13$6&f;hX9>ic^na(VYj$_^H$ljPgT)MV!yu33>#ec(4u1OnVHbOhbg+`-wA_e z3YOsaf-3W0b?x)eCL+6FP2Q1XvSED|K-y@;F@je0>_Jfl)i5vQI8gdg^r4Au-?&F( zG8Xw>N9Pz<`g-(n!&ghHGr#E!qs?j#IcEq>JR?DR5HB_}6PwsxEd~k&Easxvu%$sp zdi=>hp0h$`?RuhctMI7hp@K9ryR;)Q_=C5B2&N(*cfjR&vkJJlqh$xQ)8? z54@q~6V?VF8llTy20r0Co5#sosNF@e!g>q}hJA}GlZkSe9MOY!!h~`@5fsdpcxReRya=()|gcSqDOXODm#smrCEe#K-@+uyWig~MTKCb8kQ77)cTOKU9flA zL7^S6cpxj}V&jrveEE|4hY^sZFQijF5!7<@@Wkz*ip{_ssy* zm0j*n@X7hF@i9`@CElZ?uzacj5+o`0A>kUHNl#a+yYSg$;n4;5+#TFBNN@}4nn`)n zO&OtnPIe>>heOS1Nm%k>uwUThIn4Xx;*sN}NIvJ$P_fIkA%u!mqcz6yPL6uM(F_@_ zd<PdY=EKa9IB@CnA^X>M6%pX6ubX1hyFi7Xu^zDk#NRo|zF z@Sugzgj>C=t2$`FzNHYFIpREPWA|&-2E)5Mn9t}Ra7g%T=jD!Cj zd<0IQHTBb~2(&*AWt4GJtlPdmF=dq+}0?h8SN|& zSkWcYhoxVme$6{swpDVq`u2opGMzKCUqS%KwwtP|Rc*o{Uzr-{6M=2A6>QPskJUf1 zv!mLWbh$uX-r5DyryhJ3KqrH`Rl7?}24#epJUyC~)Z3MXhot)On`J^Fh4#5iBVpBQ zPc`&=n{RQBqM>fqh%MLgWYMh6VyhY8OrCh;Bp4X;c$UUdrMGX=JR5(m_j4gTOg zMQ=|=n!v~CR+M>~@20hsOC>O07GVob%pqTd_#A72?yVr?dWsl%jl@41s8Qij&jeS9 z^M&0Lbxj0U4Ia}N=)hGw;(=8rHb6Ak+4Ky$Q(eA$g$G*BQBG~(WN%}-IfD}!2UpOV zO140B;IDMkN+kC!Z|%6_vS=HvIkt@)Sa!Z6U3a&Z8U9)PucN&z=zy2^hH`_lX1#fZ zi+pYUJC93KcX2@{>yVZaE)I9gz6g*7TdXsPyvHL*w|wv2zu8%gPpr`Aq~X@L4d>7| z9JhidHxh#@04r*%?XKy?s(vLVar(>|8)!`d$;_I}Cpf-%!^n%qZ$wz4D7gK4D>R-u z;9ZS7J}JLPH-mSsf)Z{~kc$u_8NDMm@vVdMxHJ?Hnbpxu3sAdrA3zJ_koJ6bTY|43 z`BXWrfma$kng>gv5ESh~73vM)K}-sZZOu9}R@oLjAE=IDyB!e)_^X8H2^3*bZ4mQ{sklooG9)@qhZ!|} zzw6uS)#1dEf{-q6{r8N|ZIkuj(7X6YhmA#tw5Qm_m|+$tvS(2uI3)>`V_sFEEyQ(x ziU`>-`)ExCofPIp?hAVlht0Ume;6x@q&+Pe-+$ig9Y$0)A%bz@q^up;D}14H8Du}b zW=LTSGR;kcn3?)aI+35Njuto~8ifZ-&(msA0Q;T04~*~v`vK&9>4UVoE4v%_K3&P` zj^7QCxk>Jy=UjsJPb!bnytZgk8lptJ(>MyAG~(W*JR#R}T(Q)~u}C@Nj%lFuEhyUw z>*Q5q$KkCfglW)BAZSp$;?j)wcdL$0hH7y@LDcbRzo1tItB%Hs#yWM-i({j$W%&mY zRpaKT1JAmpuY~d+I{(*v_Ywv64PW04KqEXn`Bg}Kb5h(w=h9na-@9WW^Q)L(6QsM@K~ZSn2UlGm3C$rG&0Fc zl+8?A`NF9#mC`eF!gO8+9e0er5yWDw(cYv!Td-U(j;z5{sKXsMu&rd?BtAnHRo@BY z0fXOtz!k@EtJ7M`@dYO!;ll4E7{q;0BMMdF@vAUv+hhIf(AKG|uH{%;nFDPVd7e7f z{XQzO4rux)re#nF90FskOS4%$6GJ4sMEV>~*&_U-I%qNov%iUCw6U(dsUv?x{GPAf z9R@$`OiLpbf*l+PBt}95lMm$y7Di2ZM?>J(c@Uw#cUVQun;kF}Fc3z~eHWzqKxmu* zvvN-2`s&d1jkilP-^wErI!`EkzPvrX>;?zJQFBYK(6I}GV=^%9S#T4e4bS;= z6U2lTDCPk>GKs+iVUSSG0~$BFrga~H7@~`osN)&UvQ`_GY_HzzmOLksh=k70@_dnZ_TpDn%vrBYp~!{~3i!=Pb(F!HQt-jC?#S7qE`s;v zeM{$($>x1<senZ@6%)UNlTYIsM+7yG~6s$Tk3TZhK& z>LLzoT-xf(6J5AS$fZBGA2t&@);RK}^&XscUybge3xc3c;NtT{nhhikz(297_&0$6 z5`;h)0*73P*a|%w_FFQg-n_x&pYySuK+`XOFY+YR$JY{XXi(SLZ(wbF&*=&+@$@kL z-Mswtr+u*j$?)T^c?0o_+iKu0SUq$BDa3Oiix3pA@fHG_B(;JhXn?KaY=d7~AdC1r zg>F##IRWL#vC+osq~1e8rctttN8*A(!HJq?0^4*BgKrci(+t1sOhT$|;z4(MvU;k? z7sHWCDB~tf%6>edzZ#+3HCuJFWRmzgvowWgb<#bDYr4>;>k?ge9e) z#CH8ZEMY$lf~`O!py2sqB3URnf{Rg-q9e`n5O^P3q!#R2TnEl+2!`5d+O4ZxCErI% z3+u6`eMx?a#(ym74@3`uRsn;&$3Q`W4w+HHJ(A67tgSB`(wc8rv(y}U_P{{`qsM~< zA;n9C-1<|aej^v|@5{UPuZ0{6HtB~Phu#Mp?6V|AB|=6JgFqd{iGrLJ#Vp(5#)9X| z)n*381qX@jUJ4Bk1lAe$IgrLN;Kd9Fg8L6Iq=q=|dnL3nz~?NRps<}}m_4S320$vN z!o%f@65|nLp@87Upp5)M5o9<1Tj!e&HL5*TlXDu(D1y-3?h1K4l;xsufQl>VaJ zcv#4&aeF~IIx?+%ui@#A=rc(~#Ngp)|%&TZ+Lffm3a1S8H~uWjjuQnNqQkX2FhuCZ|-b ziE(PBl&&6yJ5rry?K*S&E%r5G+C#Q=#e`@w8@Wbu<(HjOu$QlF;7^Cy(z{ z=lsvpGsqcr#QnJgOMH|1AN8W06;W5Io8PlLn#(HILegHU*0RlgtX5)L{uZ^vcRl{m z`s?fQV${OR+TiM=-J!kx_&tr6aqXqu$gRpw__z5>TTkra7B@zE*2S7nN$m6Xdu#aR z$e7QQUZ}>L?9F1v%$hp>G7ma-3lf7J@gr4!w-0{%vhUfM%9o#Dfj=UkNK2t$tz{n{ zVXgy$BM?~Q|Nk6+e@B^H(7_S@P{t$mB4C%j*# z^xH#idi-+q*W2HpOU?AsTeCB#mvzrVH)b9;zMpydT}4fFgrND3bl%x*jDO#Du~UBC z-1}-gd1PJn28%{p%8UZz-x~nO2rAe}ZwVULcPf6qXD>ey8Z0zu=xpGln>1lXYVh6L zpx|#P?w(#~)Mq1rz$H-m4UGa33If8wmz2YXQpQn_G@a*-3EfGu9x@hOTbRTspi+T)$flRYc-WiA-}tS*#2GB zUyXcAZ+$5$gSTvFIqk___7Q0C*`g%C{mY<#OJHt)SVPmj%Vf4(Oc@NGW?PjSs_hf$ z<#}RZHC*D|s`fN>qV3g|R0CheW`B`%q!l0I#EQ(YiRYeB(@p)f?CJ85 zqf=ks$G4UHxj*{Hk-Rv~PFq{hrN*{aj15YHTC_ zw8IGq#2tMJU_ ztfFIE>rJih^N*{GrQxc`Kf}e3Bd4)yWfi(M=2O}a=h@Y1i$}k!o1Z4to{m!%lWW$r z+h*L87mF{Vi`w8hDsTzMRm>+hC-^H=WbVByr@OqH_?Vidtwj!|uWof@{xUXqtN6^g zHjZ#Gu&WI$HXSqSz4eT!yE59|F`68YNN6iF4$D%{u&i=;wR!)%m_OI>}bKd6zY3yFXLXGnt?F>tWpQ`m=P{e=j{;?Ila?VegEY)`6k> zeD}tYHza+g$|N?@D76th?RE3M$uNP-pKnIo_;iVz2IHo3Ax8w?!G#0KkG&=nvULqJF?xMll>q_dlNye^P z^^tQzrn`g5UN-D8Ds9fM?yB+*ePRh88T7>j%p?qasQn&VWT58C2=~ae}1f94G>>Q5tlQeY2$AB0t|fA9bwwF40!JsyIF;12`?G!Fv@0zvLL2?#EK zcp~cS9T-6eTJHZ0dcY6@$#0_SGR!`CcyVg?sN*dw-Du3zaQ$4Jb?Nh*VUvBO7M|i7 z*_AqG-tqLbQSMgr_f${3Pb6QE2>xJgrZd|@>&M^9$Vk1j6ts$NvbF9bk`A-FZT@5X z)h;Wt+m8KDr!VPCf6892D7F#9TV|lGHB_(~YiAh=k5+bX*|;4x!}}CFeQgIO1svPK5An85DlCVZ zzR$M8Tch^+IjIY}ugL4w-XFFX(RbF!m{KkLoVr|hZtF9=1Ho(E?+y04XSZreb?Z&{ zObl0k#yO|BuP>**_4cd!PBRNNix+=P&pmtYH6Hk)wf0+{0H$MksRBx|h6DDm&5iw) zFXpTC9em$z_;#Js&mX@nJ+*&X&Uj^>NkFFk9e(mSIA)=wl72Ayd`X`kThAB6;aujf zWuAB-XDz%gZ~icoc9=zZN7qe1Qpk3HFy;9((G2^~QJ;>S$KM9aq2xjDY<F#t4cK zM`95jrO#iq>ocT_zMVEw9q1?AF(X|WpFM8!$uOD8TY2*T5lDae_4Brt1+hf$>o{RS z)R$Ls+f<68TMJe@3QOaCuhUoR3HH(@c~5N$ig}BE<@82*%7M3muw(iB0Xb`@Y5t=8 zVsEqgUmLum-R{X%_CLDJ^?r04h%)c*FVOKXsZPr-SAI0;JF5=wIs0t(Ol&I62g}V7 zwlV2v+5U`|Lf_^E88xfoJ%*Hrc8hIkVbSleOBVv57W=4eYZ| zLU-F-dYDL!t+|N(T%oy%StE^%t=aWn$^3`2>FO7I#~Nj2y>))Et0q|o6`gC_yYA_l zzIry>Ld;e7b~5fKSO)K2CGBiAu%;wHI(4iQV~h1 zh<*@)F`B59u(_x>5w9|~APA&E5HGoJgX0B@2?jA%*vE|q6D%CCqd)|L5<-I{feQq| z4G5wIgWv*{k_)a0jzA1=-cMa<2Lu7KXgi+q{BV1}MmfDP%U7m992&WhC3KUzcIxWu z8FbWenoXw}FJ+AtbrN;!k-v?rY5gGgpc@c@91{1(kblv&pg2vhQlLCBUN2{7*@6;v zI#}hxpo_AvAe=zgULRrm9UZbqV=7@N?6UneKQ6oFO28U}a3Edewo4v9}$S3Ps)% zrnWf0)Jo);3vk%0oR)C;-^B#0(pC$!LaGeJ@J_nV|D=Ru*LVwI27HC07>kGKG^v;}&WS6z|wGBL@I6=OadLlG14#VImwI4%{XmpUbV*HJ0CDsiB|=6GY+YVRXa8H7s(vc=+@lwV2a#}J<2DIVE=aE=!%*1mD39t+Fq8~)5A|w{)30ki zn}49>$Dc7@q{MAD$ROADw=&bH8_cfdT6Va_E3hSrw$I@ zYOnb81{8Gg0Z0R9e+5U#F)es(!voW5kKhtizfi!N+C%yV@)1Dpn(;;>?xt!!oe)+) zjn=-v9AkNjmX7|&2_(UDp%BJ5Ok^twmacrQVtL%-s2yj?RKD&YnSz#@Ue#vUcGQQ( z_o7y_H*Z-(k0~YTK-^I<7A2DKPIR8bgp|alf6f@wfs%Ew!-iyH#3c?fng$s#1Y~`+ z8fL)tUnp(i^7ERx)9DF0aVgbuNaebg3`P~(qRDzRQ)H}p0urcobL9@Cgc-Izb#)3P zsplUqO>FGumA3DVDrjXgKh`QO?yy6U-@#4Q{#|@j9y1wn+=rY_a^)KQ@oVeNfJ2V| zZ*owT3oY1Db70XGp&TJhap;UL=2juifl4SCA{1-57|sx9r{(m_60;pzl4$@*bT+#s z(!!}>c-dp2YDHs{`I$4F%z|3zoGg{mH%v04At<3I_jZZd3+DQ9X|{P&`(uCek zAm$c9cxoZhbid})kdP~YO`k=gSGc1t$D~3AmXa0u{~^QxJ^WzbaSZ>KXO>B`eRqvK68jUw%K{;jtH?D9M6|w8{5sLgFtwf>vuODuoN-z8wFCt`@}nM zQGzWnJvdpvdxK$cr?8^&{nSM3`?Wy)EaHU~Rsib@8Ts*35O_&~@;$OLy z;*Ifb!<;l2YomQ>=zD8WKAUtkWuFCbrczs8OD6PNgD0yMh#Z)odsKXoUpI|m<8WN7 zem&OZO?!OZ^{bk%ZF(yCjoJ{AG!Sp9xBN4JB27WVJ|I3(xhLC zGctc4<29(vEnp@qb+h*q`%D}xgW>?)0dDkP4dsMF8{EZl9$d5wPCnbq85;fiQg*r{ z)1E{yFx;lS1_-f55?{_k_(CEMCr8mkpRWu&Sqk*pSTFqqzdYzGGUbW{p}n6{MZm?i z7usQ(%^k+*zZmI394zq1bshNNUik8Q9u(F$!OPt&2XJsXGN8|dY@`}9;1(a{%q6U{ zg6W5e_Fhy?(P2}ke+@%&PNR`|Pt>qq9B%bo3hh#2n8ioMLOhqWuLlBy5=7)tOY_iA za1@V*bc9daW5*tzQ9}a{;d>cpOOunIuvTE8lfsDaKMJ)32{ysp90K*ZpsO{m=<;CZ8I~7R-2kdhUt@K2a4%blPG_4on4yX0LrkmBb$sPE}-x7eBrV z#h}92VNfdZ?EBV+<-hGQlO|+C`I?^`s2QOV2TmS&PSsB{NP$QV*1t9-#!Z;>^@ja- z#I(MO@>@>3t%3cW8dx+aH!(evp~+F)pXYOYZ664?(>S1c9n0%LbP1TUsb#c%G`IXU%Cc_RT_2{1S08BteBsDn>)8A%|yIR2!8AYtY(`9 ztuo8jg@8jS&d&_bg}FCq6p+%Vjm!N>T`MiJeY$TOZlbXwcn=`oog8i+8_y|cI`o^% zLZtG8PtmC$q>CpgcPJ;HX~7!QxkFuoZ!*Q?NzBCfyLn`neoOuBs!uMw0OEzSqTklN z?10F(T9c|Kut$*johQ}m*+?PTI#5s&`9X!DHDauS4NQE9^XLzQ)9-7v36Lzfi`F$e z0%D?(=tKZfDS25X?G~FaX4aQEWz^MG%;cH_zD>fC^G*0gF%RtEeJ8K@CsmZ7H~-`a z?i=QtDLaN1?&uS_z^?FZ(Fuq4v^y)I4h%m;U-@Cet~ZebNwu)FL>x6t13if=U#Jc^ z*yfM{;rbOe9W3u`Gym0m;;f(J-j)XZBm?12nbvv;QWEpM3FlC$`X~ZA^5+nx$;B#= z8bft9y(=Te=aAkdL7b4Dg(f`D8BYjciD^Nf|2q3TX}0G;lX0y2ymHPb{_Spd@+Vr; zvfLCTy^IZ&H*k%DBChKRmUk_7vZMF)i0LGl1s795>d)$B)ufb3r!Lkls(|1#v7>1X z9(AJ0Dy39vU=U;$BS@JWR{*a_sFkuvoWwNmut-o|A9;&bL`{mVO)8YfZNOvxE?Tn# zUgT0eHSt^!V_CwhpTt;Q?4UNb7oqAAXa@D}Gf0kPZZnA*z+a#^9eygFuPr~cq+@|x z_zSne2eg_#pFhySf(z+u)pif|h8yHE!^*8L^u*6Cn}zL0cXPkxBw~&DjGTlCMMRuOxOjN@1cZb{goFeH_;|R0BqqW?H3*1+4s?uv0{DbPpNKyLynv*n0KW$r87V0V z2=tklh>!pu7YD#aLq$SHMZ>@ZLRLK_21dpvre^<&sfn?nzOJ^WnzDlI zH*sNsFI;R)bkyV|p9la`fPMysfsG6JK|#X+KztPzmy%Ob)6_9AHnp&_v9ot@bOMT_ zqrIK2wWXPfp`Nz7GVqv9l$MGNa0VOmpD#ea0Qx303{dANXqedl45FfAX6NA-7MGS+ z(a)zR9_KwDM*o5)vgHbxq95D^|W z1UxkZEB9AXDFrnhBMUnh55M5>==h|x%$)qf;?nYp%E~H$YqX-gtfZ(QH!D5mXKX}h zfVZoIm5H8)l8m?@FFO-01q?ViI4nFO;b(FhMm8P+aTz5|eKQ*;58vR3*u>P#+`^Lb zs+zin#-`?$f2FypvA(vtqO>SKJ3T2rDm1|ByPbuRwu+pD&=(FY7yt0b%}9=q4Ds`DvNq9G zSNJB($H|Nc3-=ERhv18lq`aE0iH)q(Dguf}M>zmnq_YRJX zPt7hUt8QrN=;8Xja;ep=Hw#M3u;@tGa=ukg52Ma?@ zCGyXNxR_|jkWhf9NGKTC_{5~t0IbkA1q}mpdpEz(=){b?(yIEF&fdY1@u}Hg3yaGu zt81$(%S(&%bJLS!L;c-tjWy+kSt)U00UnN4Mp{ZzB77W7G~}NNa4=BuK9Nu{u<;5> z0(ce?*?XAs?wUwoXx#{uY{;t-B zs*>Eagoq$7r!O3g)MUi?*dR)JRvtk|kAR5ywA_;F#`d1U(W%*m<<*U?o!$L|!=t04 zGAX=*A+3i7bhQGf_>FoDL#!uv!@&BVzsCabDv?(h#bqoAU`wP$dA zW`22nYj^+f_~h*T;_~w9>iS=~y1KkLKRf+>bg;L*v9d5bG2GkUSXGpj6dmm4WNDx- zFCoCiOiKw9;5eYLZ>vM@6?(AiX7l$976=x%SOqbvo~ zD?J4WXm=u@7jg27%V`)|x%mEwPcNuw=;$Avo?qGAJvcr+zr6m3^ziuj^!WJj@aO*a z=IY|?_u<~w+T!dufLT?P`7^@b)z(-`K@#wphU^m_78nXTHo<2KIyPQmX%#&SN3W3B z)V%Wg_P){Sh1IRS!;`arr~v5G)ARGo^Yio5awDI z>f_rR#+oYK0s{iDMrW5cc8^Xkfa-XAd47EOhjF~WxiU9C&|X)Xofz)tVyUkp z4b;NFrozPgL`KWXDs=~C`U_iU3 zyci!lJ;i4NY;^E{jZDeF!7r|$ZR+3^8lPEQ+txomx3abW`~2$m-;L!fV8Nfe>x+}a z?X~&I!On)VoWyWnpgxqp334$}Q!{Z3NvY^tefN({&Z}tZ9-dwVY(Klay?=OmdA+?l z|GmGtJUiCgQeBu96Xb4d1aycmtaRjHz#S&U7g0G4V>^%FIKXW{?XT7CgOiJ!yN9Re zr+-eL9_{=OTW(kIQnB!o3~Mb(N)1!aShi_~eve z0NA-f%awJ_9eu)+bIa>HUg9d>J3K!7{N>w^pSW2B%DFrTO?bO9H`dqHTvd=39dO^u zP)!yCh46}s$wa3;tZwe=AD>^vRkpq~1q@tUk{KW3VP~wRAPyI}bBmdQhT<9p7$`PQ zei&9>@OD>%W7nB*D-nDDpm zfN7$rZR+3^mXuRo|Mb=9?8?@=qkn(@{P}(Q@%{GN!bE>}bM?ctX#e|`2CC9%5nc!Z z0U;yHZEhhXu6xeDk-)Z1U47&8YuoQXp8h-B17;a|@uapmGcL&8#z;esj+z{24<0a+ zRKZ{b#H1J2wDt^6f(9NQpI`n1V|aD(=>r&w*^!qW^<~+Kp`P|8Y|OIihBj_N!_#jz zfx+g-`<^vc zVCH&90% zXcLR;yN4$q_TN4($%+pKW>A;KhyrtS2_htvbj_WB)e5Rxx(6l~H?F>dwdMQU)j2Rw zpz{eK9=7+G=xD$%hfB~e3e16)oCgPw>&}L9`P;`}{On=;w}?o{@bC^n=7sZ}A7BycA3we5c#E5h(=tWX z&CgzqOoIjU^2@I`wf=phGfV5+U;jL>sGoiFeF7|PjbL4f50$TK0L%9H?9%$%y@L-Y zmo;Dsjd1mgNCFFb(^GH-th``B2YbWWj~_!XRlySK9$3@#bY*iJY(d9hQ9l7Y&+gXR z%g&bCV2hHPsrlt~kO8+noxb1O-dI_jX{jx9L#J$!Jq_GWHsr2oa! z=Grotn6$F?J!@z0keF1kdp11jdO0{YHNUjF@%ChUb8UHHW_;*%Pe;>#n`D>^NS2aa zRQb52^EvP@rstPd)`4TNcQ`xQP+bDH|1e)yPT<+txBw3#IrCxpqoyZaz5O8N+~S+n z_1#h6%XGBVRTgEZ#)kU3-jP$){m*NOOw7nDse0Vf(cRlWG&VT{yrAWc_4T#2)!C`> zk%3pwJKGv+$_g@*qeFbuQN~tI9s%KTso4+9YQ|pnbOw33*qG|6%S$rjd{R-=T{#u) zdzKEs0gO({$Snd6U`u;vPw#8s0FHt)NBTSyl{O?^NJ=2YS0YSecLl{~tK+ViIyHn))VI_VdK${I5@K*+65u)`tn8fKynF*g!lPp15)yGbClx52q=fib ze;aeCATQ_bn*=y{#0KHw6N2L8nzFi%fr*8U15RQ21q6kJMnr^%g#-us`*^zRX{sv7 z+(pBg8Hs_nM$ZJ~Dko0np~X!ttnD0utn=~&s?NzkMgpe^uM4X;Wn+uekxow5mTF4!Ks+L$LVVmDw{NmA(bJMJFbU$Ms{~HEs%z@#85rF&#wk~z zTJ^zGwc=<5REVFE2#8b(Adi()RMj}0w|!ORLI=N+KRMPLXtMqENlS{8_HMMWhg zAhs1G?_$wNxTr8t=$!1gZm`?}ik}yS2Itw_y$htf7zzo80{za%LQQy$98d&0K0pIR z01be{;Rpl*4(FvM0tkW?umZppxWGXQf`Z^5hHKQcH#h);xWz;UXb97F04Z+VxXH%G z22LZm1^%O_U}OZ}0`S2^NC$2qq{OEnBO}2Vvk}9fVOY2@+!2EiMnWAOg)xp|C}DdC zlmprU^bv`*aX>&}HjZe7umcS0AdGZ`*$HFBU^c=wSbH&h6bz1pp~R3VBnplK!-hn| zP*?;S0u@0bp@0pb&=?F9A%+pdAP@j(pb!`s8V;@^pa?7+3lqa)p=b;eg-Z{^h+&~9 zBof^9^$5%# z&?7jmF(@%K3XHQD0uB>{VsJwTM?ld~Kwm&wGzJYy;?s1ow|8?;ry_?#0;zlz-P~Nf zd|^->7Y9WTdwo9}A3tCXxCj&qO2NVqFboW|4Go$l28BVPz;G}a$j5EPZ6)jDVZJ6v}-0jXlU!NN>H2ly8bQE}Yi=H(L*6c!N{66ELQ;o^h< zGKFJbv^3;^60w0_3pbyD5U@NLYBUl76BQQZ2gz{23zv!-hmzPixdDw5g(Crul8}rNHkF0R=xh zF5D0NIw>fRUkJc0aY-3@B~=YALw#LsO*IuoIjOrC6ifu9gOG4=gOvy=c2`@HN)D{-1MHIp0>J*f~+JKmzIYRKp|0tn1qaiiiVECJu^!idnXrHcMmVH3VFEQ zcXqI|Ha9WS(^6BClft5I<6pxuAYnNAu8e}Jrk;_hrLCijo2QR|U~ouScz9T7a8Q7+ zw}-2IP3(_067&6SRdKgxnz|!a2Xw4y#V8hic3sM19T|sL3(OZd`v`W zfRBfZy_Jc9wyJ_O83YG%49#pD-Mj-rqvDd%9%Sb|EGj7j`vKSx01qlFEiTN@%}P&6 zhzSq&133Z3(FChKz)HM#0HVUdGXgvgZUIr0m4mByU|4iQ>Vuqu;D$( ztEnh?nDZbxE+WXs&C$w4PeV}}ix8nABBZ9{kyq3CZ-WkwN=VBtD5-o@-`v*m47cUJ z=;?ae-qKiCT~?U;AQ|k^VDB_D(8Qr904MJGggQ5~Ma*Hc! z8{0a2UiJ-+j89I_%+5?ri~`*9qN}5&zPhX+D+PcdcSp;6+A6F#vIM*f0Vo>OtZ!y_ z-zOv{8K9P$hPKYRkx5R$x_o|&DiUs!y4ZVAqD>+K(z1i)u?V{03r9)M0(mgc6% zhF(8^+5#v~R&unKvNQ%J$PK!}%*MeZ1fUUcC~fmgA2oIKydD~#Sy*1%+y>C(0FaoE z#{j_`0#LHEwGPUe8Xfo#@f2mJM1uxd0*6u(Ey@pQ0gh1l7QF3wJl3Us$O(^Hkj!m05A{{qI)z#*WJ z*tEQ|+LmW80RcMv00<2Zs9XX@a|#Msm>%ta-q8p!MN)*ntF4KSGCnC8R#sKd%)uil zIyJX+?#(eS2jC`Oa0CYA!THv!i!)>W&)XZS3Lhkd`M6ja{fAzpl(da)UHv1Ivr8T| zcfK5&oL}C!`i{$m!z^2COCVFvllqE+^w?l8KyFlt32{wy_6bYK#QFBULlYp!&i)Y& zs(>25e?L35*5@S{@Yx z+TsJJV`2r3$StdD!xi@J4^9IA+*)0j9O`}ASottrSqdmppt?9Ri)xymy&l2okgKoX z{(S%X<#J_yV!#m41X3Gk{B0 z0O&YA#UYN*=Rk#RucZJgVQGMq*8H4o%=ADtlLEmkr*3HdW@G35N1*G0sQ-L+e7M)$ zQd5K@5kO-r-bDyN84{mays-Lq|L6qBrGGdL@8e{lr$P;C=fFvJ zReehrzsQuliiW4JuD*fmIC;Mcv}+g8(CIOOZa6)Rg+Wij*)s3a8p%?9S zrP&FgUiPMdet>))IPE_2IVsG`-bCvpw6AOg>Y{NQ*FRx1n`IfUif`} zatM_DM1NNkFoxn?JOwQi9Jv6E+`#Gm=BoVENM9$oxI)G6mZ}1C0r*`&BdT?|04T{- zuY1x9TGMvLnpRM~_!U4U9Gc1dD*zM6ksi;`j+c1AVn%>DfYJGm8_6ipKW_j=%1+KM z|H6Q=0AC4;drAI*XfZ9{{`hhLljy!m+ui)I0zgpAP^$%nx<+3W>{jSk(xAa+C8b z7eD^sS-JRzCuJ4afZy%#fAywROE7o;tw6(2L769Nh#o4<(_fX=LT>6B?gUQ1Q485`x zYy@BdpPwGb0eC6J@c6Xc;;O;X$@P^ti*vnTmw7}c2m=>1L4G&C(AbnLpxPT(Hl#}D6%ArFFMFSNb+)&H zy}!K3OBt5{G)zKXRolqi4#b7RViMD{^NY(n+S{5NAJF*WryJUkLY@Cq6b;J0@~**MrbVugVa zvk^wZ?SMW++S>^`0@Z^OvqxiWfCdy30}93#CTx!q!w4f0SS&)=)*h#&kU$*)aRx*n z7Kw!8#Gx<>h5%Q9Zp5HOfI>l{p$H%xp+LLA;b;-87z}|z!(c$eA#rK3B0yMS(P&U4 z6e|YOfF5AcP!v=Q3zV7|909T*u|SWBi2+FpKBM4vP*AWK21qe9P6c8iP?!h`fj}d% zSPTLR6fqVA%0VVL6v#vb*2K=)+0HJ&5MdX9v;)!&yuSwpw}%2f>;U=;h1m<+*dTy} zhS@sW!jNz=fEAGTKyAVt9EB0KVh+N#phv>?w)SE+z!oq&dpH7RgKz|gonpj}tdR#?o@!OO`d=TZZ|4Y z0g_TpZeN~<8AQxdlpYl?rbg7MNNsKBNQg71?fMI)E;$V>KdeqS$+()Y-eWNmSZ<25 zTP#)7Mv<#^FFZNeQMoarRv;m&mh$-ZG5mZ6HO2a&ed);qon{kV&W#9J`qNF)%KILL zOx6u1A6kl&q_wLKscVawlE02%5|f#ZCdW;g3Jgv!FynvJ+`GJ(xay+{iAr3kC7D*| zDC+zeWdc6Lr2ECbF#S0p&`ivs^<4I4Q|VA$?2I$yrTPqc>rX33^{(-6RenEgb@*GhX3L-iJkE`a~m=q8h{sC8Tnz)MNP~ryOD=Z&Y>}JOccAS3rifG zlM{M~Cz8aJ8{fCv7w|Qd+@dXScCfrXd$Ll>U~m-c{4;+1h=QL}H73{HJA4{SQ)pwb z`E2xyQWc9lzu?-OIic-UWCHhH4!6g!vx2H9E3@C>TVK>^SdJN6C_?91?}}<0DM$qb zq;w!C{wQ%T+dpy|CuhB#$6F@wKDA15WP*%8)m5gwU0Evc=s`cRc}Z#wFmXwDl$PC?%12UoL{vu;0k#v+fAioBaT{x$=vgBR7K2(^iF z@?&Gw2~H=*QxU)OGJe&gYtkrrVb$SSKW^8o6~|NxgI(i7rQvRw_UmF?3v7`C(cKw8 zxg3hTdLtx0GPhev+z_NJ`os(;JzP_Dm|k7UcjjG9%kx;@NPgW@rN4)2*@%WdeWjdN zw3AAhXnv68Oc#O@-_$l@Xi~9d@x`cU(r;t#kxcXWjTN|dR%8n=G5pY_Pc-c_U6u}? zEAr!p7q2W8+lwoLmmMFGVc;skm*B ztm#ONxnJSyWkY9xQr#85+;#Pl=HC5gh1X&otkPUYM$+&Q=DT-?Q1H6YPM}_>^%tGd zyR!ES!q_N#%>F$c8XTxwj9{boYWmp+xld#-9TtF@I;s1)R3?54gZ`3TqOksyPR?rR zNM_GDMk3ECcf;vBKT*zedP8c}4Dk3zLh(yV4ctrs|OE9^4Yu$KDFZ;J1``}7xE_xD^s0+jrkgBd?Fn+M72n^wqXVjRP z^C_;3-sP<2d!ER#Np1p9(CoIh>~0gKq%=%+Q{^@y5>NTw+Qw~fX)jCzxe^YpfN2|Z=oHPE`V1GfY zJ%3=%-y!R#XU#e;7Nl13zEx+oxrwQGb3)(;*Uei=)(PAEKb0Mw3dzM*i2m7as*O26 z;`Kha!a4UEFQl7k`!%fs!-OC|?U{~kYP{LCe7uOfYo22p6TQ}t zXrD(N!QZrw9oU%+8)Um^K3$8ADA*tmeV*^PNH}CGIy?S6;*syngC=`4!G~vgT>6P+ ztPHoNTdyeLca>h-4%NReauY1;9W=n>eN9hxvl2X6vs@;cm)1iL6&f6}?R{puDw1wr zT&u)b>8384N4`N`tV{ogV@bBIwWPjTr%XIQ;rv=#v+8uC@*NnG^B#<&x_M5-ndD9T zIVVqdCy%?Lz>c2oV=ex}CvDz&rhIo5tu%9umx_M}qmomf(ffPWJAbuR7G`p_6nJuz zPDmq7%t??yD?7PpU@ZmG`lzat_O+i{qSPe6j6t|!kcIZuu%n=}`lBj%U7O4|&etp*Ecp^Zo5M#vW(d`uV98WE4+ zDN3G9n!Hf$fs1y-9qdV`@`3fto`h?a@!ljw;S$jkeDG1qt}TqaqN z_KA()bJ`)rfnS`*|B4)%t;EmepI+pq(3G|+IH!iQ3hTL5v~hXx>L~42uyqu*?hHRM z+;d6hf)N`qcF7yQ8fX=bV59148__#f3xm*RwF+4@`V}qK)q#A~nY6LjZ73T5$F41chv#jiyR9cEuDaSooaXxP z9@hMyCuZp1$~JzGn#x)2OZvkla(tPZc9P*HpAXBC&U;qtXp@abk8V|Y8?&zhXWMUv?{Hhh}z_1*>&PT8MN^LG0L3?8Uud2T+o zzMd3q2;HiVF-;eG-w3COG~}ZsFE^n4F6cG(Qs8Fdhqc@1EAb9Su`Dl=f)4TH>c0$6 zAc#(#Zhjv>SS=uB%uG$mzBtjYQ5P176lc4+AWFF7N_fXQr1P=uOe3L7r=+u1D?@0Kr*?CnoSyPWuhl&* zFIg!wM_UHf8tB6TMToEux5k~N_7i0V$7VAM;XS=)kjF1>lp?tCHXNe|`jTbVoM^v~ z@Ua{J!e?Tl<{X13FwAFts;pGV$=)H3!xMOVE~FDL53f%2&Lr_gFNpQp4RRA!Ut&h+ zi$*DV?~v8!>etYct2|K7e&tQ9LLKw?VBb*Gjh7)Ti9MdaUqT>DyS`Qq|6Sa@naq#Q zvQDas6rzvqUXbCHZYdJ%z@fQZNu=`lH~U~7^dCo{l8+zkUg6u+>WtVUcw^uT_T|D_ zzH0rYwaqVisOT;*)AP+Yr9v-As32K@J3sZ3)colIc$GMcr zb}#rfuGDfUP-}N&KZZ=RDu`)z1(@EDo4P=5+@fY#bgzt{tS0>l(_sIfN-g79Ewo&m z0<-Wijj2RC>lSfZ@cleQjarL2li~BvPp`A;YVq4XfDiYz@riUUz1q)>o8nGp$JQs= zBwZ@r_{_HKGe}v=ScrCgVKllC8Z{ks59v$ z72~gw6++$H0xyKG$4xr%7h~v3Ud|#`H;Pyl#(o<=-40^3TaJ?+vElhEvb)G-q1u`& zkePN}cKB-v2fC5<)|(043kYcIXT1-U@RhY!w)*{$DbUpkh?Z`*PTNlf{0LD&uiYCSve(l z^O-r{>T#b)%|o|;gRi>mZ>c{ed*~SR$Tp}}eT>rMr7?pqEESyz!b(*`3*_hNaouq1 z?_O6ZFPZXs8^+2CDRF+zyu~@|slmW+P}WsV1t@?Vms3 zuy{ndaF!*USo$}oIeu^9i&Gxo^-6n*S=|KQQBKVl0}}kheGdHbx30!B;}xhf_CJ3V zd|=^sS2VU!Vmt5Qt*t{{c(=hny_>3{zE7L)-1?WDUGCN5SScUNx<2V*e4{ibcJSZ8 zcF(mx4H;XmaPoRS$3`^!bXZx`wePiRPXzr1?u<}1ef;}6i~r0p>qs)=#ZQ8;w5FER z&m62q@XP0fj!PCYZYBEZAMtXw@*kE5vLWuR?!glYnEP0q?Hok+Rs@kHF19LvUeJCJ ztntrt(0q)gSgq3Gyf)I;K^Tg4LRCCkNx1H+Sn%#si}#+Z?s%O~>O^Uq9${$(Dtc$_ zOs<@#PB+lDSXMA$e^~bkGfkvM*|_4X;t*pbY z(q)umcbkGFtcSuR9x!n#xc!rzk83op_VV`qU|Q%k6ucv#oRj!N*0qjIc=4;;@1Z}6 z3X!M=8`@v$LIbA`sS9U+W1j~a?rvFp8SEoHcwt)=0}YYL(|tT6yl~D)7;(O2K^2+4 z(>6-GAgfR3_oI&}e(ATsa1cKu?e7(tsMTw6ANLQ|sv@iMxjSjKuK6hv1gTjKz`T%d z8*I(hQZTz+KE_F=j3{ONgZ3+y<=S9ss|}J^XLpM0#NDwzq*1CA1UkR?B3^z~*uhsZ z|MMp@c!IV(Hp@xXAD?15_;0-ySyo`elFl8%_epmX2X5kjOZpY{ke7-q%v=9nTBNbkar<@!H=_TDoQ872Q1bjjpcL)OE@+k``63 z70-$*zsLen9v>wlQJ}iIxEvk%TXqT%pEY`28U%tI0%JWYiv0I(gE&+u@OGKWH zUJPD&e$U)n9=G({#JNGel(!ia?ztE*9sJx@$XiA?acl)^Rvc9xJMrDmAC#Q@TV*4K zw-gP}9eMuOq=IczPexx2>C(Ng0gs3|tO(6w7Z~zV~frvVKv2 ztAaAG`OfWV$`J9Bq9!ymhvl23MaGW$GZ~^adtS#vo=puur{y zLGeUND2SR$s_XQ^e!OykGAYE;C}EK7ccM9YBlSaag0mG7n7<5$DBvr7cmtmo>$POs zgb3fYW4h(irb403Nz;Zzr06g53#huAb!?x+FG)SATqRlTnxp92UunH1 zs?v+7^Z4D%{Wj-pA607dSBd9h^_uFnB8hVNAFPG>ccU|8E5BsC4P~ohVYl%u%Z*e| z##Wshe$F-1c`DZ}ZmI~O88Hsm(&D+gx4YU(tU?Q^A%GT+app)8k@^oYjv*a&U2grO zFy>*Wbh~a}Fmy}Po}8JFy_+nS5dYnyX5+moV{7Y%Irj8+8O(*o;`1)W3cIwvSTm9x z4sS8UfVhYw%?2gBfk)1o!WBj^csClp~8W@cN}z<12)BWbIUwILESv4-K9rgSqA9V~W72sKCE z?z5WP`8LoQLFOs+v+<)>JxRURdz;^GD)e-2MEbR#C6u^?vZt!kOx;aQ1170RxRPB4 z-K!TQr`kbS8|@aFiOdNQe~enA zCG8}+DOWk6B9FehbffTNhBX)Z4X*8vKjtd7qe`pgK!gaJaWyWtD|QG7o8>m*NjFC> z;IB^Ag+@(>JttY4s=FCAO|X*f(gqPoNN0RHw5HUrlq}3RHr6&Dvy9o`TjlGBCtx)} zr_4>X3lrr>f8taaT_cY{Og^JC#($PdOFU~trX}=D(fU@~Ex9ELGbT*T6U}}lxS3F9 zvdtZ0;U_lk_m%Penee{(#f9PF{{A!%36*lGyWO$iOx=Dto&L^`#{-@y>D^k}adI^x zAvihuYGQABv~7@U_}?PDX?(V5KkTdm`&ymz)q2M{ubY!<&x2a-TfD-vqU53(f*lg4 zUca(4>PX+@h`26Tt&GCA5%nBzNiDHN;4xSo0Ms@MpShT4Am8 z$G_bC_0AI(BB(R1yAfRvK5M=3`F?Fys`AqLK5g;UM;2+d4R~tR=|9_Ity1lbj-vbv z?w$+r?HhtcK2(GFpM=hwx7*&GGzb+Kxo``Q72P;n*egoV@SPG&SM#}vPR2@KG}OL3 z*l+!G?ByY?Ch%S2?@>-kfc98#t)*MGokl?H*N;LQ)u)(l&Gl35w07qO65%Iig25DJ zJ|}#e(|b^t`Ct1xE*~v5#~L^HHrHtEsKk=heU_wA*C~_;s3CLC$Qu+1v9g5~G0Bun zW0emx4KR!>nc$1QEWYeya6=6>u^Mp#aqK{}1S2^)HOc#ECA)r=MKlm2%t6eT%bsu3J-(w22rdf+e|EY(>RWO{|KJt6oCz+$xS^}RQ%O_t5EUL}xqgM85-cYv18cm(fBEzSAs=2M>E+KOYAhcibmW+xz5bBoYFJ;66!6kc(Qsn=W4%}c59=ZH~Wd!%9{qKx&@(>W{0AJ{liz-9VDCqzCs1Fg<@OO9d z@bq=@3nmve2=;P-h-%vSy5cJM-z@+)_WhrNT>N}>9DL+G-N9W>4jz6G47sShC%BJE z-^<1hWL9tpaItex_OSuQDLB}9+B@jj__+H*aIKg7zw;vhC$BFA_TMLecMtFpfyC7= zs^sG4=imboRdTcObNF9Hk&CK0xHvicfix&`QB@B=TmwY)96$<}0EhpY;o|P#=i_4c ze@q4LB_tQsvT+A(GbR_+_qX-?uam0oHck%ze~*o|ZSOnS`H_p>bFl~J{ht>6kAYQ^ zPnLoua(~?>J@-A6JgjM_v?D=Kj);GSEk6+*_c(F=sxXnSFqWO zj9y$=%kuJ3chjz3`1?astXYiLFgoVWGJO{mWaJErLqptLs$BdSuI!q)?uU<)+Gu6* zW=B)sAMEX0lTzg ziIg8rLlQ!ywyaHk%=5SHa0u!<4(!d6hoZbW*Y@5&nlTRxVIM zK}m6R=oCLWJ^k&i9zhAAAhW3Qt{17Xoy1-`hGXqqFdb6k_Z_T)bUR#g#!~n?aV1p^ zwPjhX({G2joYbw)Gm^Go-q%!r>3yxMjjpM!<>KWYIZMu-(#>_(1 z(zHYcuhGjVj3@SQ3MZMC$8EM~J`v$og*PzdlXl;WbMV+^YSP=BZqI+wS7}psOxBcT z+dDGYq^=hGmvUcTz_NBZq9ZIlsFx3vLT(7yv#Qd`N{E)?mmk&j^0D7Jx29rkPpN&Y zL}A7oxE-}~{&;n0|LN6KlN~nr2XTD7qGDZ23c2?6k}=7$aLl{Dzct-QNpmvN+V?^Q z83^4`DQv0+N#)Fg_F-zQXLPQtWU3~LD0g}NqS)fDNSz=9bG`c^jsY{tIdy7U<-)Cx zo0=LLnwt1T@9LYHKP(SD0cX4U$Z05y8CeDL-t@g=(U9Gn%aU{Pt`4?S9rc>wm@bY_ zHKVG<&feqQ$!?dh(0y$^Q>En#hInqLiN+bLruvr#fvjpxsRXU6#iuXl2DG*_FJu^{d-2n@_NiY zi_jk*JCDU~6nn_I-0z*&iG0*@Am?D>V)J%>ityK7)c`@b7pb<-nWOCxlw$!>Hc~p`1P@DV4$|PcHpx^Qi?%kh?<<{!?_ZPE~2v(b*Q)v6eb z5c8$nJwr%nU%|K_M2JJZ@*^u@T%?Nq@4xb+^x5->I?o9gz%H`)0sear- zaYwG2egW=FK3me*?Ag1uKL2Jz`g@SQTbK`+UXG3d0RfJVA@_Z3!~BB4vUU^WfnKuU zyPH?w59JRbwKgt3(&uldAJ~!WcYzc)RaLxZx28FQKVmfSPZPQ&iN^{1q;gu{PT@~A z9e9R6ICs7}v@~^+Q|Ehmc}YP*ae3+Mt6e^&p`GzS;`Yh$sq>5QcWVBMsuAd^bDvt) z;|4*sSc>7QT}>nYSQFwP>Au?vs=-XnRM)?rn#n;FEWH)K)Z^T6T?WLv6uE9yK8$3sqfzxTnUN3HYUja zQP-i*a7X^n)~)7gs)7csSoGIZ>Mwy^UC0g*Te>AvsGq+~QM|u3^ZYifPzT06TLLY&DLH z6YmyZN19;^fk89_V@|Ekm+6zuKl0Vz9N0t!T3cR&N5}7C;IKb_x8ZmL8(n8_|Kt<~ zp1pk;9*Y5c6|ZvQZMn4diM`FK+|~2uvW)8qMQZJPJ2L&??YooK)N-wImWHG!yEhpN zgU*k}JD6KJlg0~s;)j{r@Hu}|>~HH-u*<|?^2?@U4e_c!Eq4}uu6if^Y2(&j*El%o zwv_S~pWeu~*QO*AWWQs6C;s?Mc^^Le?tAfz(u;t@Q;Dtl&I&BVcKM5^zbfcp+w{( z94zd&cH8l)<23|kR8v#KXm`Tj^sjHqFcandiTEPnsFJdm6yMBnMRz?f*F?v1BTY8# ze3UqcB{oUsDvpf-Lz1pm-zqermVS-q>t(ln;DoU@!$4;Kz*HZJA2qofx*(F5*hq%4 z*66S`h*To%_CN8ir?vGjU$Dpa#e7e?6LvjPj=GN)LMh%{-SbRB8u8)%yBDuKGSH(` z9F$X(tCZsrDdf>>=6_zEESDNH&a8NnN~Wt$i?rN#{`ApK<`x-&Ka4>(?cE^bQvw!^ zkibwo{|_5ayOVVO-4r?0x_KPUdZdv*{l3naLvTfHlE2~pEx4>MkyJ?5!z?RZ<;t(r z?eVmHWWUe;iiF5f6A-HHLVrFt9XE_O8K1ZL<{`&&Kq7ws?!Lov^UnbO-9yS0(RhfM z*q`sSlFt)(XT*E9smULN=jrQht-h6aqPiHVmHjRC?i!YMWC#=aP*SBDy^{a_(Wr95 z&(IiFWtzu=f^H*!at+3>0j2w3iC^{H?3(N zWDNRGk#Zzl+^+ApxeCzxIB{t?su=e@7_(u@^63}z_iK5-Eo`~tu1EeL5wS0&WNe=u z8~9q480l;u79y2WRX(m5t`Qz3evr@yy0G+X+*>McesNjHFgNe_XWfc#OurUKsqdex z^E4>Hi7SUgOo$!)n`qDaMs>$chHFLwgvhHN1ao*%RxvP=cTQ_nfRgF_xW%1#QVwrD*-}FGJoy5QlMZ@ zJLC@j@2hU-&;jS|+uig}_vnZE`2PNWlig~ASy3Cb|G>f~eeAa-$_1CIuE^e8)^ti% zhKUl*U!xm=G*{O@$K1t!^se~k@JoM$^y}%Sz>C`q@&v@pc z`$xArey%aCRQ0wzq7WpyH6~X@o50aflVxzlbMb>PQk!;A=bq*@D@yZO6UNo#is|** zs%t*tmM?Do77~$Ue|p4f{UB{GUWkiah_aXdcEP-|dkg=#R&ogA(R zso*C*x1}=G^5dMj{g=j)>m@%Y%KvJh)Yep}DN{5risi`YcrvT(TbM=UGl>8l3s!0R z6N6#?p#uVHLoHR!(et=ZinDiVtOgtn#q@tYlz&)4u_R}FjfW((f^-ofB5{;|lP$Sy zM1**}?q@u~f$h8N+$f7XspUI5?23=<3zm?9oaFsn*}gWWNke^CCoY~*TQPTf!ly6N z_`MsB2E#?juS}kKQ%Et3Shj8RV;{AZ{AuFwASoja15peb#K|Qe-Nt>;bBC6&i_v(;1^EX#WDo^Za zj;CuPcDr6X%*I&3%R_RKKOjQYL@(N%Jv2qYNb*%Z@5o*&ZB~wKiIm1)B6fKO`qV@nA5hat+#R%K7!F;(YZUU)tB(;;u;#{6AkTvH@Yj zG4f;Zq~G$sue*t5h(z~?;PKO?dBTqqYmiE4c8t@d+Y9}Uo>@D@M+3N>kjjmWq7@KF(h=Ol(Z%ILt$bZEbqNd z{7jX7ErKH)7bZso!#PskB|H!9oBraA;bxZ8*~x1%?yx~%`iCC=^fn$Dy8>Qo{2ZN6)FkYG3oCF+$HF$|fpWHZdQYs&e zk>bC-cdKcd3X;;?-d&tck;ORj_K(u2JDWu~L1oU2utH1w&wY=Ro zLF@Kw4V778jx7GAvIvq;=Q!yE@7{6(`rYCpIdFmpZ7&CPj@BULGd#PhoaoQq2V2i; zW|hwfJNDRpd-xmnwXOP7-r2Zq^(cR9D|{2oto^!zS67uaN>}^C(dkWVS++h7JX(mX z(9w3_8ILY?b+3(xYuoF@^#vV^{PIFJhTA@)$0@O2ya)e;=50;xAgk*ih=%iY3|==-R;kw zFaI&M_^jK{erTXBYRda=m!Q@rBffXdZK zgdtT99zRD3ZdP=aohuFXyVBJ9v%i19KzrkM>38wEw%(%6&E>U4(%`lp`N2C9x7kA_ zAS`=6#%a+JruUT9<=qv%J(S=wze5)P>|xdQW5ef2^)5FaT`FI2r*UuhMYWicmhzo# zIa%L#ISiZTh3vZ+$e9{NxEQ+MdGxZQt}8OC-~I{K{FGKgq+rmdgC+J#%G%kzfj5uo zpoVu?f-vd0;G}tq>RV$YpGOux$_A}S3TGy!BcbG5PVTKr`57UPnDmYE=KVgN+MPSq zrTD()xsuw=P70YL!dOZYhTE~=;j*){YX87zUC1m~ft1U)y=qD1G=IcGzx;T!&zgYW zD>>A{WJ#2DM$Ka}bn=Bthg2h*F|BRVpgTs8b*wM0sj-PcePV z_{-7NDgIZ|AO1*q%E=`X*h+u-+xNTg%zWj`D~ty*+;)boQ$shKQTq{AL7Ea0_Z5$ z*qk5pZ$BfZrRygbrD>rkO|fKhE@Dp~c*<~T2&KA_DtJzi08SUKvvzWDw>zG1S$tVQ zk{J0M^>^}5a^i#A(xpWqBx0y9SL4-IyzHAVeSeK~Rz|<-;1yqg)!4Xhm|Gl88=+^+ zvlSgvPO~}6%hb(qRnmt%5;3Q-er!jt*Kw&n;rdmq%ik~d-NanyyqR5KL{H$q{-L4$ z{r#cXU*AsuN<{n``Lf$T8SVsLB+5Sbsd>{RGpDQ@&34DSkn!du_R3};N-K>r*}R8G z+(Z5#ziMH^)IvQ}`CI*EctI;=x;gtx@8hqltKYw`u6{BTQ*M1=ev7SpHMF+wQpHu@ z!rw$SBH(@ukC1URU7N;&T9AKaJI$h2QoL<~3@3$wVvD-kiia?N<9eN|%iVz9!>b>! zQVH*oB(_k~JV>LYvAXs1VxsTS-?tsSFT|`GvL86JAL2^ctND#>i3P_YBh(yWa zzX#Oox#!&XyWhR%d)NBc0@rfS?A^V)y1KfjtE!(W2En((x;oqTHqOQ#`WklG>}o8V ztvCiG`ipt8n~wMtVc@MB7zJ6Q%sB}As~?PO?x;4E9GFbRnLq7nRNZ+Jyec>}IWp#4 z)l{8h<7e;Q(Ld*7FQZ_n(Ev%)0XcGdQ&CC37BPfg&N{ zhSpkvt+n0t!Q1&w-*_5!Yes{(lp7AmS9&Veq`k+Z2`-e!*(TsR5~sCi3W?ECp}u|z z^boCue+Spac9ep`YmTD5x1%HQWw!>IrzNI-lg&*djT|0p zY*UXO-@{j5G4Z<@5!+=sJoAYMw0J4xGCq3y@FTnR<vzvFyUvVAs9PZ|8b!Cmjc7&e`urM&Z^jE-YFgvU8b=-$@lpqLELT zU8H|3?ODZYV8D%H`eNUb`Z@eYoShmiXU$_Vro@A*k|S}Da_5MvG;g3V1j4pjP*C6A zevOuzHkvYxEfOPVZUcS#(r!?=ZD}liZKv(<}rLP9FUiMpAp2S zMMs$rj9&!scS!`pj818Iv#3~{75zs6lXMo$oLyPT21u5E1%SmL3B)2d%M62pb}9qjDN zDywD0ms!hEf=>c4JC$gI+h0BW^kQ*qpFY(LTyVcsi94Bt47c8JarNUGGw}t?FAlUi z6hVt}RBA+_M*WpBdicJy9K9J795fYlBXL-}>53^*w0R zmK5bq!Sb}cguG-puX@Ill*%jf0y~C=E)ZT9R4dr^0F{XcCsO3&`BJBmzAP4qCdAi^ zV1~hJfJ`6~v=8l~P?$)>TOm~VX;J$<*%Y5!13)-({t}FO)PyJ3QDRYulV(Mz2+|^W zIs>*^12~OBnJpK)p{^7Zi;J;skqfbCk*4YdyoA1B#c-)ujB#np5(@nOqJQ@E{Xg&$^8cM)LLh#}|Gk&+l!D*AgaU7WcnK%7 zf~bzDETir5L(6H7lDH<~p0Z^~>0Ogzla`R*m3)vRFe+Iimno%H!Bp_sAZfVdOOxM+ z^*uOm{+$v@*`@0PzWqm~vuWNU>jOtZ(>~i)C%xYhCtIrr(|9LxuX`MiR{iELX8I8B zPp}@)Zfg^8G=HBMsE9te6^lTpE4#3`z60{J&opgLvd9TwN0~mR!)e!;xvAA}^?*PY zg!RZjz;t`DZ#syFF(9o~G#yK0`2j&N=aqacF@F>p78Vvu%SEm#|NBZxv64Az%rw{s z_^1Xbm^=ZcR;CE)3^lu|bhYAQPEN7*mpHdf{ht;G+xZ8^ph%0MgUV1)XoRq_St%(g z;UwJLDk_8?9xyVFbg>J|7&j^)M1_Ho{?cj$Vy&+_`hpf0I!yMh+f2NMgoQt}qOtM4 z%8Mn)HzRGru|~n*1BYIWA|+}C!v415;LdHL32=%sU=dukV;j6cAR*GX?!>8$3P&Y2 z&{g|PYbb1uFM0z7%*4s4Ky-zqBMwM+kD*R{SzI_K?LMX4`!QX;l!r;6mMo%2fwwO@ z#c&m~d8jy;w9bY|;g|t#!mBnF(b1eF)YKJx@*071MC24?t!Ni0v4dM>mXi;l*lVDw zJ0NAJt&J_y0C6QljYv+8y!3n}b#-;=ObPWH8VSkqaV+vg0T^BP#U*is2{gJXuO(eX zBb(-hY7!p{h!Y12$m`!Qjssj(89C3gifYMaR8@g3v!;=C-Y?%b|(KE@swDJ z*!JRyat+iX6U4`P86qTnHyW5Id+NDqQ}-LZTMG z``3HQTs0H#g}ykARZsLyqIXW(*RHBqv0@w8DsJ0{-X32e10drsHZuxBd?L(q&}f6{ zv@V0BVq=puHQo&K@|BlWxVud))O5YE{f>H5RMd}1^ky3R)X{Fk`qU>2M{^s?;?gWs z5K|@&{p;6#ZCG^ptL~f}Gn{I)CgfhkjPf_swG{`t-wt=Sjg7RwndlOoQQMduEGxSL zGR?T$CLVzOjnHe&ed3da6{1=BrtDKj)g+L=gjcKS==#1Cs%6`~He3>>?kzF`BS}p~ zgFK@zsYl;Cu~8nfK_xTvO?3AECZ1MgpqJ12+L z-ZYW(ve@~w|1u#B3atckg8^FD;=F~`Q_YbyEp2XAO5#4+In z1c-GlRtqh&2CPbvc@aC?V3KqB#;@&ie=)urCUIZ-X{4%xP;z3tXF+;deqDA|RaG|N za$Gu&s;7j$(IlD6ymB9{+gOK{2JecIJ3{Y43V`~htJKf)rA}6ts=BJZ%wPn>& zP4ka6XH{j*1{{2glt~GRH%kgj3PK7BN(zhjbE@)Z%sduV z^V!yf^OM7t4VE1gWLn`8AtmJ@&ng@D+5o@kn+ThSg2}jwuQ_Z>-op8e9dCu&G)#G| z-7>NtS*Vx`d|tdWzn>CbCdL3v7!FNeE^_Z>|0DmH>bK%_SUybAGdY1q{@e*~zt-rD zuYdSRN<~3^2gc9K+OnVAGk$2R4A+k8mM@&R4OEy7gDDo}vg=(t&_2j2F4ULUFpMA2l zJ$icQsnMi}NK;djh{&YTp3u5S)nvnvS9MKAF%Ou7>oSay&!h#gT-9Ih3s|%;&k#+X zHW^e!BQvCWQYN5B%uegMzAfq_ylAIC+L5`na@a}pY|V4sb8lDVGXs@Zw8f0N-*ixF z$sIa-E@gu1WJNree&#M|I>GtME==d{IGn&^VcL8yTLHXpOx?ouUgZ)}HkkZUv+g`h zb6OfQ{R0SX_j~a1Yu6eXgnf4QKg|qobhGt#cW(^N#0Q)-ryhAuIPx1kD`0C*Nu*$) zqo2p4!_p_ylUEmJc=E~dUAYel4?bT@dP>6c!jf`kwPUK=jNF2}rTLjP8TDWLzojVstwzZL~XQ#GkY3O-20qXzKZ0noZq0LtXR=ky!u1FW5tE+1z z??7%IOQ#GL1A6yl4GjVRLP$MzMET&Xoq2<{k@_Q?rE<3HN6W@HZ$z1(-26r9#ksSK zYyDFvtnKFUZ+KnLe0Yx5-ro*KUWY7gR}SQM$^x$5hA&mH5hLz?p=2u3yVfm_vvT5K z(n+@|HnN)a>2{#4*V_y_NaakZSVsHr_*|5IqVlQ-TvR_g?EJm0b!PeHPVez{h)(JB zbKj#clXvu|n(iE7$r+<`&%fV@KS{k~-}g1K!<+iTkSyAB!!<5^zQk^+%NzPPN`r26 zdg7a;J+Uq>tHYO`=pG*WCN@~E`D&>kvZT37(p)qBg1;9YMpP6-QbpZ9y#mPMwwc?8 zy5rK?;^AxQ`cIqc87HaSu-w}-oSA4;b;H^#``P%{HxydsdjSVOT1+RCr7`=n=24ft zquKb`%};v%Ug$(o4A<`-@88eyImTgIpBC??WwUUaL3MhoO=g+bA&qf#TfiRMDvp@4 zGgD`Dvj~44j-G_NcQp@9wc?#9--?}#vAnjVBDPwzlJMg@nHJNe4Rl65 zpYOYUMIi?d3(7CgSlc#e7{?~k($Fuj-LfhvEdfclmKtM!V|n~t+4o`CNXoABaj7To zc5^g>6Ws2^Eb)k_V5mw_pDBYaPELI|fk<8bhY?PL90+08YDPqGDcVjl98v6fNCMlVRL!sV~# zf1(w{O!7Jmd6{j|%>7J)Oo_)Lfnd{NOPmP>Es%&-xtcs=EFn0&Ys%y`^%W!K1-fk7 zGCJP67Ze|h##~M7%c%6jqPe(@TRxJKJxob8(9oL>ysB&dkv4qqc^JqWJy1*nC+5*s zVDa1cYND#i95-07j>KXZq|!OJ7klS%XD?vvOuH^hDvw4ezA9RS^Hn$B-WC`05@v49 z&n&6WN^Z*)BU;a6z}Ui~L8q-MsR;#6kLfL5Pj9CvI)CKaqM-4&!Ca$64K26No`7t~=xxRxan)~+jAWjD6 zg-z3**;#)de4g8_NfpP@^Z6i#*pI#C=qr&Lk4I-??}|jZg*ft+u@VjT4J%w~kXfWG zncnoh6#qb5O??8tjVjp9dj@_QV?~Z;?j2w6ig`)sJIHHa(S`E#UP?33+z6Uk5Zg4__27G#v}DC3 zjdgq4qYT3Pc8uV1N6GOL$6Y)iscvmcyEOXk3KHSC>89_?pSIt9@D0q27msd8QqgC? z?PO(pPaCTl-i4CY_$;G>?MT|NJF8KJk}KMcpDZViBWjTtuk&J1c;~V7V7&6M!lQ;R zE^fi;ZM=JV^JMX6{>*8at+aJuQuD#2DMGof)tx2c`wVr)f}SLXW0%WKziu((nY8T( z2hk8vZH;7-K!x_`VdWKJ{?`?Iy^OG4%|vcGeR0J$SjA+eA*-l|&#>Mk|n|StvmkqLe>)$R(6eO_&yJ?IjYS)X$lp?}(`? zBZEnf{<_U0Cy%aSi=Ch4eOF)G_**f91=b7d@3#+J_q9TT0y=HKVqKsnw-3@BC3LtL zl%;u-TpL!k*XkC)8Wv3mMWX0j)N%X(eU%CeI8xH?&Z7ug7Od#ZOfPYmZ;p3w3omWtMvCJ zKHgjeTsKBzLqzx=(c!c^B}wBh-PU#An`n|bqX`R1wF88@b~;@kYBxKWoYlFnO@GBx zl#{%$CUJo|>oN|e2WA*LqN;>Z^a_M==DOBGT}fzQLS1)ur%DIN5`9nmTY6ka4$aT-Ufk-uo_Y?K!WrU)2F{4SbK8zRZu)OaZ#XxA_p?Jy`&EUJ2 z(Z`Y349S8on@9-07B}H*1rF;me0c8i1p`8hW*Y9OGdL(hSm`V}Gsc839wlK(#-mFc z4a6>O6=32C4X+~uV?k(Iib~@lCIUn5zqr>9#;*@FwpVhy zdU9L}gJ!u>avLxQ(z7oUtS-k)Dee^UGcEOzwbD8m7VAadn zA;4;C?i3sr1jY$7GsC}y_R2b+vp?f>g*2=YMosOO3xDvjgEfN|9|xNg+eO-;wx3vY zwW#(vy(qe%LSZ_mn;l-V`K9hVjFfCtA34ji^XMMLrNz;b&wu=4jVGe6lOU1G8M-+~ zNuVMy=mOG7=MbtU6qkFt9!MJ-vo*d*Xn_|NgyJpwFhCJcYR7E*eiB7T7 zPPOMN2h#S`)>}$6;3+2)o#vp+i5mW~kH!T2X^Ag@T_f|qay@NQBE&X`eYHflf+G+Z zI3&9YsHE(#6jh_~Z{wJy(0sbZ{;dwtzH;9S`ih)tn4c|MKTPFG)BOA_4Q*mVoR0p; z;J9=G5jFkLL#-gEzU=>$7+_XpawM07-qKY zVceA?0_A6Gj#I!XD&;<4)8t@h?yBS@<~3k|fvQYrPC!cb>qoSE8QP| z&|%@1xdYL!WwF}nY`B>Ss$Fx#SLz>|+}I$9^f`g%m7zKBKo7CQ^s+wUV94Pl)h>U8 z;{ySTp?s~`mm_-~Jdd7FAwr(=w5`m-<^xd&Q&n2+1h4iKmo9+>L3GfbN7(nD)|7jG z_1WRO2AnO%5zrU9v+N7Pu_ej46;&QO|y2i=dC1oA0_W- zTU@55h3wyX@e%iG*R{jcO@kM!v1vV7)l`lw0o+)pGt-ImggPJ`(uGf@*puLN#(6fn2OyU}Mj1 zT%3ETBDk*$R~}D@5m|n39o)c);>YEDNiB^p8T8FJdg{w=Qs|?|x#zua_rt{)?$adu z!9;GWY3f-Pz1PpbP)cZ>Or2WYb;Zb+VZ9b#^S- z7(ahno*a(g(I~~9!p}n@mb=>ss~MaKm28Uz@?@P6{u(qn@Y6PogaC0LEUd$$6nuSE zPgw(3NrLKZkPw$3jF!!?G!+iNUfg6r&q;i8_o`iISI11ZxYDQ09F7pUUD5-c$s#Ma zOU_;gqW6^K`ns>O737!L+S#lwuYAcF`UJQb34_G*zV5mK4n`RN+Z##b3kY=*^B1Z6 zAlxX@!|&#K{ogbCKMMG-n={-uiin92?8E0xfndAVcjA9calR<=kwx|jbA}{IfmE(p zgw_K#jtuPw6+J^&joemCo_&MwZXeuT8qVU9|MqqjyK{fxz^iF$x>TWH!)>A5u0V>@ zGGlD%HP73O#~~fAaXpe*q#0SyZ~491?0@r(67X|PKlRx`dKXWfizn@2e&W}CyuJ@K z)|TG9o_71#WN!C;Vn#q^-uQj`;)3AFgp@Lrhm9ytE#d?Z`}a8|b+Dg=SlDCtw<`u* zi}d_bU~4Dhyz)6jF&TLC>FK_=+mt}Y;k)R_gN(`GRArI7Uf-vll^3-KEvb0c(Anfq zX-BfXK!4sL!5t*iY0G+GN8NDkE-z~7P6vgT6Fn`e6I;NQJHA7N%7E5f)1TTLpqTZp z(_!*y-S>^5_&n9T+*D;{Wf9-4{h^>&cRV{C4XNpcrzdkkskfYeDWhexU! zJv30$sA0EVNrf&yr_5Sai(#lgR4zP>Ud~7mp$F2NYhgPMSSB+ zm*}af>FB7b=^F$D2B$q2OZ#`t`@&WVIXuZ6d;1g=!*5`DUBPuqo#C;BMwGW>2v_T4 z*Ig{QsaD4h5#jLsn6yTI$94}6t34STaxYx!9cy;|_HAikZ!c|iRpiZ^N$)u?#Ww*B zx0J_5UmV-HD;QejOR!Lghmg~2`{&Io#xGlm51}1N9q2u z(h%Btg{y0PTu8;k-95<7J@vD-qpireo0H$#l!Cu*S|yZAot$`n=@YlxTlN|6ev1b- zmFa|o*nO#et`x7y+K3C0XMzF$+i-=^ox;5l1_8Hyx$U8(8?i}Qeac}MVQ)vYY+h&!3xjM~$kl3msN`2#^nM-GDg zk;n*twfom2)0Ne|krVam#tNUK(agZ(C&keT`^y`kdZo|3A97m|gx>`zRE0NlQ-ZU`sM7xRdN*|pZnM#AKA*~w;$@XBbDZ?^uxDc<1;9Whb z@Rs{;m6y9K^3=mC)qFm;>dwh)HHb{eFSBf7#mZ?*C_K7mtL$(R8u+5mAW|`wjM9Fp z%GuW#NZ?FeAYVR2d>OSl)y(R8n2oJ6i%D`TV8843?vFP8?7w~yk2cQE{Pp~X)E5m$ zZxd@NH#-TJTQZiTEBv;u+gou!{v?Z1{Q{MnsbqPP_;|Z}Ur8EqOvqKpZkEaLq#`#9U9Eb;ZN3f#7lbuN$<4eph1j76hF3}z`CCCaI=~G_VsslC>NpP- zDyuzBT%YbsSW&_~%fqA?6BU?ABEsHJk`sBw&{DjKagZEh+|lmU$Z$_@ZN&< zTbfJvRBELq^4{1L7m!tuNBDQ?bGP{m;)grtORS6G4M|dfNEF2`6UhT1bss9BqP7&v zF)^avM;9?MA+}^goBTLICKCc8x^e*volBRN@IF>pyD1kJ@e7HU8<4rjWQP)JIK>zW zAWU753?)90UiWyjYz)06W40!6jphkWClM3pLNO1&K!y@H#q$nFM2aD2rIrG)d~0)R&VGKhQ&()G!6_CHWT z1L5lE?qZHO120N@xyb?%`rQzxP)1oz9^h3-Xr{)g8&b{1(OeVZ1~LGvNy&gu!G#jQ zD}DeAPpin=BdZ`mnWt5d5XWC=L>WgHd*pk5I1`-#YJmo_vjQK8Uw|7X z05BB>XG}9PWD#_dSREp2L05;lAf^-*dR{Io$Ug?t2dRJ%{_A!+p=;zUOe?bGYw0 z-1k3&`||%D%lGf|R{jA*{J-EbJjec?V}H-FzvtNBbL{Uq_V*n7dyf4*$NrvUf6uYM z=h)wK?C&}D_Z<6sj{QBy{+?rhPXlP2V}H-FzvtNBbL{Uq_V*n7dyf4*$NrvUfB*l0 z{e>cNnLp8wX9!7Y2OyWIje`}CRn*4P5`jcd0>E4YC>(4Fr2YiES-T*B|2-YSmH=iK z3}7C?0LBu?V2|)Jw==Z|JG(o&AuP=7zz**AW(XHo8!HE}g`=IFsSDT%0bqO`+`y*x zz$aHz2aB`9u0UgU2=FOT(+*+jcJ|2ynSK;(>I!5gwQ;otJK4Frg3TT6?M=bf-cHsC z2jtsq94)}EcBZb@;M)in$5UF6gq@LiO5Q2St~Op^SA+*p=QO7&*ue%M+8juw>Hyrf zw>kS{hj4WTBb?n$?Z8$*T3Dc2fI5V$n+;IP)D0{SmHELRbo4NqZ zvvRkwJALyhRjSfIo76vh{DXks={PNTO3@kVKSk;v_kmW=9{s2WfO(NpfUrNkob}Sp z#nb{}Z|Y(TcKs(p&Z;{8V#MvU=Xw@4fV3lf_`5(`IC?sOPsJ7~igtjkg3aAsPBFz` zZ$PBXTpVo?4rYLOy8?-Ak<#+(HRg^^-ap!Mv9JUr?NsoP{IEj+$pTNiW9MjPV{U5a z;OO>Ku3ZpTHpr$B7GQf*b0h~X5P(Di69kw7z&n6>00_CO`>Fi9oC*7{Z>Hw%ZV0fw zJ8}-00#f8;{bQaWdvN+rbA$!ZzA19D{Ho>XVqtIUYVHp74v@W{^!*^+0XZpLkn;hk zVr^p;j1KYNBt!gcRK$OAM;wqaE3mjUSn?-H(r1;W&nip* zR$2O2E%~!D@@Hk_e=8&ZtBkapHCW}WIn}e`s%OPje=Dx~qrk6P_U?9WHcoclVAZpE zs(n^f`>d+=Z&kH_)zLe9sAcWw0th++fQvf-qUj1ovK~2s&mNopRu{;hjGTg|zg}T_ z$_7(lLHfxCV6>5y5oeVVzf}f??uUfhoRzUTEAwLoIh}zvzsev0HaMI$=Xh4!@vJxy z{u#O8oECTdQQ%iC3mXp`fI!DHCb*wfbU&-;{#!-&Up2hX9s=_oV1oD0+eW{G>>>XZ zbpIcad454;;D|r|UWq#ZljpYx4@x!;wg7$~kZFXA0rKaK$LMsumNYmGI&m6q!W@Vn z!7ISS%_jiFS`ZZA<`Lur@j>9+a3FIx9Kyp5X?;p!^VSIFuK}&kN@k5QKwxApmI*D2SgQAeH|wDMC(8P&0J{emosOrzt)_;9rqJPNUywfN;Sw zjt*|8D~*hxAc&vmG;R$DECb9f-XDFC0Ybt+V90iW_sKvZKrw-zkASc=5MW%-9sxmb zcp;~;a)5F`{2d7VN2@Y$I0zzu>?ZOJaNr5-XFL3YK(W)nF336pz>}X}_>jfU>HzEA zZy|O-KOV;p{St@W08n&wVVdR@N#4VaG?9?p|qk|#cXq2JbDM^!GB-jl}>m%({t zXvnO<*d~=3EE63yZ}#Z9vLE*i1pg&o_BTF)ne0up_huchKcy(57Iq2MKD12)MPb0*WGz{HoEnSO7}g($SSQ@7T&wNA}YBXUz7uhQJG6=dJr$_CG?%W zjG0=VKAkq3pz4t8WixAKTa503^=B5jl(RikfA^U3##%5nM(~B_QVLuB=q3{_^~_!; zmr{09@B(?>ff_Q7+v3>9STEyWkT7`QN%fKHN>DzOYe-hM4UrkEo}!Bu!K4;*K|@A} zeJ-cGRevyyRiw}}Wvfn1=G7#|a2Q25y*|j#I)IVI$&ShY2}*`|@CRu&BJUW9y$FAX zwZX43Bp1c$!^y+vVl>GNFA-n8U9lnJJ!{SMF%OrMFBu-kxokA~NBLpCvm)T$OlV_n4qRmln12-* zCCXA~fy14dk@mK6c|~8msg~SFZiY6>f_N?X2={4zz{rs{gA=L9GRxiQ$IB3h;jX%f z)Vj43KDaN*BMDdlCq4Wo-mY$pMH*xZi&p-7@)gx`=Yyp=xlR8VVNAx4IXEMiOf#=< z9<#DMYOw8t=q(kNj$@~XZHy6dEEDnq)npj zsPtYGuNS&BIW&LZVIRJoI)R;P`Nl?_(r-fb@?8s!5}12U#T9p@iBzf{vV>yxSkjS} zZ&Q+jK`32;7i3c;>%||%n~d}BU0!M^6||nz^)w=P|3aU)5WccA-ojR^t)x{%uSuH( zOK?3odVP~HzYEnUGUQFt0?rHXYkiauh8ncTrTT*u7`##1y&(x8502L;Y#yes(jR`k zxxsDbquf*C$vRRMyZl=e7@@R5+9{+l_Jr-<|0XdPn1N7G~%t=YB%ZE#0)WZ;^vIV zEmM-K@2RkAvK$z#lrHoG@3WCB4^Y%$y^x zOTh8T{VkkH>1t_F^eQ{K1)pzZXR%dZ3Om={C0J-57jx6X%nfh$tG3aDXkGWL`=`RM zOG8ATvy_3^m=@a`j;b$Jpqkaq9g5SC_$QbaPK1sgdQ4)USagiOu%t? zAnf<7O_dhHJvk0B=nJ6i{2+5@#VFEbJ99|4_1ahw$CXgcJHFCAJ0n{p^m2FHndj*i z??Yssl(P`Lzqm=Trd#oq-Qgwy&=_zL^^z7(cYhX}rI!bKPbIu2|1{uZV|r zf?HEO@y+~v(b_FDX*AUhHKW66@9PO4B8b%72V>tHl(sNvpumVVV%vhe-9JSJxTs6; z^Bi^AY}{xG>zIF%>ledk{~RUjU5D9hYTx`f(#4Md>#`kuJqMr;OrCGYw5lHfet_Lx1)w-m)0p#ht# z?9*a;=nh4bgKgxz;b`mrldX~Ncv#GoWczJZQ-Nb66~o|XEGL4lqLu6h1K4*^(I3-$ zc(fiJElab5vN>JiR#M(<2V^}G1?g|>(BOPA%q}$(&RDMDA9}W()P<~YSW2eI+Nhkq^QstF5 zX0*E>Rx`)n4iNHPfPL1y^KC$Gy|^SJUgXJyaTUW!HlE)#96xTRX$-#fTkA)Hd<}Kp zF~j%^^LWoe3iu!eSC#$zL{bYoG1Hn!h#tY{KA}{iTfM|@|0su{XfZi$y zC>{JffMN#u>z(soX=JC}`I|_B0!jrO85@$9o0lKZUts`Kfh`^{gr8gRuhpNwqUe;d ze-A|veqh%Q3@;Ex5ztnFEie=atjG(30#Pdk1^xw(oZSCe-#H!O|CFH9FqeQ}X#nOy zz>Lm|jGxI55X8p~2ln7lK3;Ap@(QSma0u^T>SN|MZU}B3F$+(?EOgV|72$FdurmRM z>OYbByAJfElkz_u%0C*AAUu5B0)P$#M6w4c0(GOhyPy~kp9dg`0w^3r1JSw(fc{Hs(hxo0yB{t4rr7AtoEL*h(9X- zuV}7+&{g>W#Z};^uKGuf^j|2U|D@6aw!2fi;-7V5C@&oN2{>DZ|2^##2tWD{vG}Q- z!U4Vd-_%YM^%Pw{b`m$Qm(FmRBnF!pd(Bf!=-qkhGRDoZ*|v%<6~pv75QV_MG0D%j zIn}`*C7CP{Z}3futfy*ATrs`QtCb0O#PgPhJKKA;(&ZZL+)v&VHHK*?b@tb3FK)fp zt!^rfdVcWX!W+*+DD-Z<83Z{rL;Vv4%E;$yT{nERQ1y40`b=71(9`gJ84F6viq zZ_<-5s3~ta&$^V4cKmQ;lJL06Xo-c9(EX8gdpzrkYAw|#t)7n2@dYf=xbmz1FESiuzJL;3j%xw(<1}oShMYS{YAcM6KYTJSTw zo3Y^es?CUyu443AqeDt`^IplTT~Xp?p$(LGAc4Sm>xr#K z8*EfzoAC0;PpFH&W_Fc`x_Q;6>0~3pZh99<40?Y0T>)Gaym9Q4ekghwhqIuU7EN=U z>xWjO?9No{3VH28%J^H$T0{rI>awFKjy<6P861yKGS)nv7ha+=f+TX8E6Pm8Gx%7( zWe9V5mT51m1+|n_cp_tPGoFo?z`d3A^VZ90QEWkm`+jY`vMlbzR`NYcN$&5{v%6de z?$V5Qh=KTg2-?+`QP8*dE53fqEs~)GPkT|h1yqBYO;B7nIS@KFX68%56+#u+Wz&`d z(Xec7XPb+dtTIz(<*!sS;}nVReR;Q&iH)7bA!YNlQ#vD=Mk3@Ai)}^Lri{FalB-Mu zX>i$Q6Apj=6`uIjxdUxK#t9|MT(#;hb?s82i^+hTBt;y5bh;SDdgN|4ry_^$Z(erb z%CJkAaP^D#hFQ@6fky`*Z0&v(ZX#A$wwHs zl8kKd0%9Kuv@^bV{18nIb`NYj{q5Njq!L4Cv5e@lP=qdl(oWx6DIce_(3o4mdfHLj z`XNpE&1NdAECr7pa>7-Wm~V##<84B?>XSKM-aSth=Q!i*c1ba%zw7Q|U+aDkevf&} z;Ok?_Y3xrl?Zem&do<3TVk_^})hhJdD4}GXw}XktYKlcG<^u>>BD=k)yn69N;%9CX z%n`5>MdQDtVG1gkb1Z43wu*f^7G3}0aAx?MD8(!K&w_gIT`L+wT-iS(_} zP)MxTXSvc$#4dy&)=86}+wKMkZZTYb5UY|rxy!rRp--SRgZ~EchV)iKHAMJJo&9m4 z6nSHcUGwW_H#Qh@QD)4T^|tOjdqApgSml%`5UXBnmn3e#RqrX4s(v90Wegvk_5Hlz zb^UDTP)^(OH=a7Q(OB2ItjoinWfFDBlPbs+_B#?i4^7Yg1d-89`pT20f)hi`AQvR6 zOw1WUPpJGp2>b*VH$YJOFTW5S-Wf$*L#hw;%1w0Jxt&i*sw!0Gy5!TJbe=JVrAiVsHn5I^I}Dd zlSr*MMUk*kL;Fp_gyaIY;EY~z@ph99zb&tu$uuoNx6wqNG@+ zd-UQ3=ExbRGtV*b(!y8dVb?U_suw+T5^gIN&4xp#F}0I#S_+}ksaX1q7#2t{e@I8^ zu+OP98)D=4mSrB76jxGTRL8Bsbym*lVwNCDSGARmP}QD#7kJ@T-j4HDxlHSf(E#cV z`O#EWW9CGKIMw+vt*`sfo=nwJ-ZGIxSFfTP!?k#Vt)^Gl7tdIeE|rTZ zuTU!rln4iV<)8Li#F6=YBH7Vm)3?1(Kzzu<&t{xh^@u5GFP`t>0!Wz4sDX}pqfS|~JE zV9OuZMJlmfF|%yEb?p&z$h6UH&m&G1RZ4sPT~EZwPToB2%HhEa5so`9R|gZB`f^1c zLuhY(iv$ikNJqbLFMrkI9imJLH>eAAge^Vhf48hDS5KNwd1oL>mMfLe5u%TR=-#bc z9BzB_+~T1;iP`jAxMHLY#e9nbWa%^2<1jKy=NngdE)M$}l)YRp_kQ3~_QovAJQ#&% ze6EN#GdH)iDlL~HIj$y!np`Ya_30kIO2D{+vo%3&Us<+8y#t1!D@Va({5LY2osxjb zgv%IXbIUf6_}j%ab1M-N7aT8?;@A1^FcCV`4!@;SrXh{k9(fM4DIR&xV4O=`Afl0` zAPKEzedr-pea{NTbS%d7Ae5KkVhou!-eweTPF$XTW%kkl?`~}8)f@ffJ;nq$ETh*9 z9F*6vlVw|Ow8uMj5#p)U%Py)_l;d3Nl1ZgI3g3N?lfzGWtQJSt@r)qnqj$0Et6+h! zf}$DTNFvyFc+vOGf4eY{WU(jbUZ6*LiTm2&OT91TC!ee?3h%q*f%R3vY~fjM^y=>AZRD6&jn#-E zHOg~_8FGS$q1BJZizmCjCNx`UMou2sA2&SFL2!>oB+S1pdxyz?Li{CGeh9(bP1vRQ z>A#*&^7iJIw!OOgc!!e(wd^Wz^P+X?hj#Gucdj6a< zh8UY6J6AqQgDd;hqv%_)O41?n#_C#PYTggHZ4SR&y3)y7J%jpjKj}{k!Q%BN&VR8B4qk{eLZ^3?ereJ`H;nczcxLVJyXZ|nP4>uMJ zNGpK6{|C#<>AU{eh5yv@0s&lse0&1HNdZ7fMyfIV$lMn&5F9FiG=Kc14*yr4=hJTe zJtQIBxp2UJ3P)Li~Ji;BWr&_4e=pQgTR6N|Gszu+V($m+W*cRbm~AyT7Tf&fYJ>dB>*y| z046Iz;6%t@GRoZA#vb8f`X?s+ebR+&To5=a1BD3!_FLfm03Tpt1S|qj;Cus=_g~o2 z{smRY)#C3NIw%BS4PcXnA`c57t$IN27$`Ey2^27+LH^n#^v^Q?C(#l_+L?dShqUqh z^yB|K2BOn7_($dcS2mtM9!P*9C(&8%AHbXcyD0{+-~4`#;Sc8%ezOMsdlnnP-=+J9 z#Reh>*xvt5i_JY<`S^(%lIDTZnYhBO*7tQYlXFZp@sXr?Q_qvzy$ETEFO_pXfXaCn z`=vSXvBlAHxe`-k4Bgqo-desoHxx!g-|6WIcbujnz0jugpnKVY9C1}qiv%IxpP-W2 z2yM78s;#_AQLB(!{)`eD#XwoRVf(t`R;o!M`M}&jze8ceEnJ;3hfSxwqkz}-o9`MQ zJHpX&g-K+aA1v5VaIHQ*!lqB$m|iEgLJRiUWnGn9jb3;ddcbnH-ZyPk%HTj@(}Mw5 z&(yHQn8G)FsN(iuC}QZz34XBY$2G_5$h$THZ`_S*(JLpez#T1^J7sqBwm21}dR!78 zBu?w7Mn`i#v|#1J$vfdaxYB?f$a(TLSZ5>CL)yHh2G4Kf&G*fjfwUlAKeDeL<~Eyq z->1HHa38LPP(%milJ0$aQmGZWT!N(@RZ>~fHNmei=q)4v+1OQm&N<8>Ej0Sj{fFJVacun@*{#w(B}0^{ zPIF6o@!sNtPqXgH;(rHi*BYreWR@mb2}Jl0Unqy0!$rA6MtqvKfuAQ4;;rdT4s zJdDk>Wvy^M3gdZGIYHzYHu-o2yRe7X@Yp3)gwske-;;;+T-BD;TEt+*7VbmETX=+< zaS>OCx;UbPo(tETE+G?d0Ow-6=iWSBX1q ztkBngGw>OU3fB-<8qhj7!`vb>JK#pDme8 zV(LiGd$yk1`E?ijS?yypc}RkJ_Uz~_>@J!IbAg&wGtKGu6H%y#IUI%_NPd6v;6QBW z`KpEA%R8l1IY2UuS)t8k`8g>g!#(zsXP0YQKAZ%VtECH1OEP&C>=`+(g7~$g3b+}UU&KW} zB6xqCu0sChVm9rqTyP3CnUa9jK!S*%dmuDlMdHE5r{b$>Zl)E%&o^w)w!wy5%%ctN z>il%Y7^B@U-*qbstTR(Bj#vg&VnojLTpQmpe$z}o%2zZCn`Vo1lyy-w?Z+v}aLSRt zo=D3p_xSy`T>O5c=kw`LCGW*Q@^7y`w{MCbu{q2l4jGK=A^YeQmiHCQdQ!(@5;c{g zHGMW5ROEuWZ#)vK>wBdhXqK`VBwsK3alf)($eo|jYe(j#<&3KuV z=$x`gMAMnVu}{2XOcxPUd#Gdu8N`RUmgNc`{Uj{f7cW!^-UAB1N^)_BTR24 zp=pnqp_oPYuT?BsbFU=lgE^AaZZ$;eix%I+b!Gfu97dKiq|}{|!0Cy)P0;-crmAiJ z4DUV)@yDWKaM?gys@hSj5MxMI^r*Pw^<^#@eO&8=48=ojViZFgA%6toynvM=++|vHEPvTDTBlI9 zb>n^s4jX#Zi-zUTkK?~OGsS9zZo09kVP+KgE2G`Zs1Fs_CY0lhf5U+llxdMw)`sxc ztMbQw32{={78I^0!CLQ@d!cA#xrK9F)+gMsTLjk(vd0on^=yi0OzI>GVF}&I8iau> z+G(#{QrcWhd#7!0Bu*1vbI6>v7cqKlk`r@sv%V&E6Rj3)=nGTJyO0POt(>m4UBpb?6sg>U1nbqAuL?87lE#-5;G!j5${utb8U7v)G>@LX7^=HDNHm^s(TQ-f zXvNx(D(#(Ia~@{HSCkNCIey^y0TwjV%}U|UwaRRaL9Pn*me2|xKQB#|yu$c!hUFHs z?Y9kuH{Z3t78z8Xx-AcK7+OkZSk@4Kv0R|UP;xc%7(0oYoFX$S4GsTwZ}j3vZIy?X zppVh;vr04p)UXNFDU|Btt~fUD~1`bS9#K@dS24|wSAa}bb*LrZseH-b_s-Klg)NUM}I zh=d@WBBeA)qktgXIp{B+_kW-J-p~D9gyY$J&z@Pc*34RKX4ZEm%PI7!0Ns1jmREO%7z#oRV>t0QN8&?@W#VyO1RG-3Mw-R zhMXipRF5FjExwI>?fZ6P1CV~S60IcvU4i-0l4=EOztG)2+1SkmVSd>u*OpdQj}B1+ ztm323pE}SonCA^pn~Y|OaT9S(>LE>4(~fKQ+95Aq1g-7`J~4XR#w{>?Ybd7(zg#%D zBuHSbyNxaK&b&{K&P#2-oM3Ik0hq9{v(f;@7qK&C=Ht>Zm4{nDNgL8U|EB-|uzvcN zNAy1rM=#xje-1}Mj4&7#{;!9lzfUs+F|?O&{}m4ayv@teC+zon|L?^taDd;@719a^!fD>GSK`+-Y&LgjQz}2sK4dfLs7=8Yd0`dwu zT>c#e3$8$XF!!%{gZ~=`6dCA>#5mdhKC4nm5)=;Nagl5j1wVhDb_w|L-(p(j!pF3g zVkrgjng=U~xJ9D0pwfN@RrqeWkDyoFaN;DV`}5Xr+W4-`?>v`T{5G{XMd^S`c_p8l zKX&XkbIkpN?-R34_4wP%m32*eLc23j<9(QR2?N8sKMz~GQP zx5y|_(G%i0mK*=5GyOv5;$G@odX{?T$hWb*bf**%k1H}Z+i6fDlQ(e{7jnYg;4?p% z?W5gRiWZ~XM%b5=!*-52Z?h0>d;@$&KF|2E?e5*dh_9_-|^bHp6U74X3YC1U)tV<;t-&w1WbjjK0E zC^3s$v2W%QBk)-@ecsDo1Zes4>CMACCS|Ozjrjjyf2^@fpVFkJ&dK*}TWfPML485X z-|jFNwdqidx}0cIVZ8}$7;(L7Q1Rr8ZYC4qq|EAhkEJ=koSKMb!+m8Hn1c4(wey_Q zHCvgiEdlTK)7Hj~+3ch1(!7LgOM-`Ha=LPJ_?&`FR^QQ|rsIPNy!1xYS;w%l8#U(! z?-TO~h@_>9mIMeoB2~oqIn(d94Rf5t{hY9PZ}I%|(32lTmPSM0-4bKNL`#&6!|<<* zEJhM&QmkUW3VtN~%8#?AEQ#&8*bU6Xn{OuHEDak%1;6{GSlxe=So#H?PfuFygDTjx zR*Y5NZjacaCDh z)(8LX%7+yuraA4?CaqX2t4ZFQ#;+wc3eJ`?zfyE^D@!>MXUO`~H2Q|jMzG$}=UG0~ zcrL`LeKL?Gv#%BXHG@UudAN4^=kauX!867-6y@s#4FAKd=cPLQW8f``1cd^ijTG`= z+JEak?!WZjWjdhcn8Yod%`72^zbQWCX|50hCT&|MfR%GMUEOpp{atHrG_&{_F2N%d593{)e!NYf%JFByCLHAUuMTgPcsi67fXO_0H5IcmyJeRAzV&vTMG{xWQZU?ux$VO0~QmRNXpXP+|AYnY5oL$ zn+r|}fV90dV*)(CC(8eTUIUwTX{G)KGy7%J{*zE7ZAcOPFA0SqXUP6VnBXrw2f)t# zL6{)VWoRQX#lJD(fUrx0`47VW?z;TNL0(}0{`Z7&a{(3#3LV7$Ce`~A%zyRA_+*01(%?KIZYziRSZd%BF6`Y;GOgxBrM%pFkKX35};Bo^0Uc$lI+#bRY zqE4N`wgTYLbr*FHknq>Q0lf9+?LV>t@BNL%m)u0kUY}FT*3z33s4uXO!=DGk|Ki~v zZR0lufBO3W#R3AM{HaXE-2jx`%^q3w-%Cfb{g2%L2*v}8e#kVx&uyotRaIxdv}x=B zF9^ZMrKkU0tPtcs3@?)!Gl;Y0;6kPnN5G8#$uc1@OAl6bxRFo6*h&Z(cV{G2-yEXq zU}@{b3}IqMKDsoM;Nd^*~493V_ZFazL)ra04VH3=SF|H=GAV7z0?bAU{|%;k&G_lrzAA zgK&2wd=Kn@aS2{@7lKIom^wj}KyLx<4WbJ+esK1NNH~BUEC9vg2!3Pah!Z&sHT3|& zua|rkM{x5POMsmNEPf3xK@H)8m#KM;FLS-@d?05eJo56spfSP`l%Q_u;Q^`-3cVB$ zIL!U;w1B%D+%PU)IEeD)=HdnzNYKqWfDwYhz`_C-9~gRpl{;<-lf>m_1riRPmY2d} z1*v#=xxp$ZfKCHOfMrL}^EhC@((>_hgK%LW91uJF`!!jxyMoj2_mIi>`QTj0r35~J z#lDQ@=K$+EV0BfH3kJyG1ttD|Q3V_@Z~a$^0)Qxf9ymaRbHN3XnjW}h@Js4>_yqZQ zky8ERO;t}f7l%LIM5g4qERqY(1qVeUGxKkug!7q3TIimr%40yl= zS`7!`2iF8vw9?f#rQAjJLm8=%fG7&5K_^l_wo0RR{veL*$B9Uz^*dIZm} zJpLtbK5m#GoD0chfJp~2>Y#ZcTQm$fnt%)7+2tL6kT3A=VW6o4?ZfmB5edQoxSkIn zpuzec3>l)%0q$@EeFKB>!;pIA@(v$RS%UoFQveAgW>Q3M;`5JekVSwt!Vg$4csUmX zu=@Y)4wI6tg@uFV-}3}AEeEj+Ck7PhO{?g|B0A&I|0-%2g0G-Pv2w{iw@qzVVE}$O3 zFo6rSM{YR45C9z}z{?Ay2$;?ezWgJ}?_B@V)RtbrA`3y3!EP*<&-jgj6;=ObRrvUT z`^=5}{QXGH)4|eB(+M0DBLoq+yvM_5tZ3?HZ7F$ajldo~4oGu!`3U|?Rf939rNbZh zE^`N%>`M)O$#u|pz`x7S--T!(^YcJX-Z^+8B_RZX{Yd~Y2bazmDF0U>+=9juKx$5) ztV`F;*w)I}>z6-cZ0#Wg;Q4%)*>ZCktGHM?X*dH11PBs|YT|k zKM0Kg1`qU7Bn}DyR``JS1cC;t^U})`1Unvp-oY=x2S8E)zz+eM4Y&(HvH(rO%ZJ=% z0J%QR4F?AF(%t2PAVCSgYKW{O^4qV^UknAriz8v`PM{h5QGwsA`;%B8oBub|{_iP~ zcCs-3?Y>!B{DT_)OV%Mhw?BCQ%NGAX=KcSvnjnM!Q>paGnPnAVhHagM*a6N8hzMA0 z_$7A)jb+_zE&ej~0JQ?5r;s0)tVVA1fYbp%8v*4GLUNGG{=eS=(nT5sK45dfW*e7E z`M=%yEi2?60{|%aXOrYHmQ?zSIxa2_C3TRJ9#mBl>^O!*6yoFl=lsyGF~Gn4RG`^- zFJ0+B993}y=y7`L9$;r6Q#T7^L)2g?TaLx+uPk*;u-nh1QJnWb zjX2Nq+9kQ6?mRv3VQ756)`P2S^mK9gjR_xI3)Kjh2$vdH#CyiIb@uzTZIRz1<>dV? zZhzNES+&&+=ZgB3RCE9Opx_;P| zmKN&u>Bi)<9(_0%5L%3?>gRLT=^(3h>87;L*y|)wFPr^pRJZ!TxjB8D&5FIRy!NA! zy<^Ro%!pQ1gl6e}32Q~|M8myktHZoZr!?lmWSNA(?KH0uas+POz`$40p2rJUECrGl zj)d;&wb@U|r4{1+px4bixwV@7yc;Ecj?_tvK8^E>W*qhLU1jwcEx2CRhzAhT=s}E(!0P3Qyeg9||C&Upt8yetdpg z&?q>R^=FtBo2w%0n(~d)caHi&Tj|uq||y)In9`;*mEXv{K#$@R5OV?zeACXBp~SjN{*-X zEvwz6%9vCt>mEJZvqR>Li%*E|Gr#Z^*mh2R*9m?XioV z*+;#@Pc2pt#C9VeCcL}d8YUPbF>p)dv)oDh%Y0}fCtmlhHby*=Y_7wk&mjjsv1BP( zdYc5&1dJgia=0fvhf$hPA2SjJ4T1zgJESe0Kq`HK)65gdlCZHOM6-85swgWf`)%(I zXTte|61nLoq64wicYV2^;L&yuaEd!Gw#O|t4Y=oWP)Vz-U%>W1pA|+xuU}UocWO}* z{Gl|CDze($zv}0N*AaW*Lyr@a`*KMXeok~K%(Zm=g7iz%wX;03lkjm!buV(6QIIxaDInvnR{SA+Hy}ehqyU?RwmFOx z_e2vKWQcz#5FJg5_TNj2Xy`Yw~A8ETM%AHXDyEVV|1l0NBCPzjduw=Df7 zLOFtZDVBhHy2)Ff2^oVAM9H)kIc0C*o|x#ko(IE59yf4fbg(3x9r?_zwhelYFMEcF zjdMz7Tm&2@jg$Ep3JWX z3z3k;WQ}T2uf11YWA5hEf?g~JO3bXej@PYs&95IEn zb#Uiv&P<$0pG_5eWM6Cs(wy{h5vzTpL|mam;3XT6;qiMmrHSZ9#;f zz>{Xaa{6+CQ{lq#*6g(7LFcJi6z^=4b%aXe9p~zYUyW=tt?HVT@pC5kx+3TI$Pz{N zMPg=t#$Fqf`N1gyJKwJo^(t>t?%!;xnXIpDu2Orr)0}E0KihZmj(;=e)xeaR-jT@q zjF|2(gOa23ZEjagBYKIhw6n}l=jN&AYlZv(CLbZyMkc1 zul9%20&44N!OAH!h2i4Lu5W5t%t9wCO>Q&H5j!pEi_P|(v)@|;D{JTcc#Dqr8#yOL z4oa8{)|TFAmD_K@KKWI)_-ZQ;r?Ga!RJ`NHdd>VZ-`o1cC6<(}8jj&S>AzoR{=Fs$p{f7AZMgCky&%?9or zzC}lFY3p&ldF4Ab#F^i2bQ4}_y>I@>wqUKy(_622Tfn%_6YFphbD(accfHGZ(vDfE za$?fyp=V|FqT;Y_`-QARSBhS#ZU24!erBP~uT7ui-D^)L?3qh;CFeDLh34+xv&w`W zHE_>Px@D~wu8kQ^%9mEu8uzkFTX$H#|8V6sy07I4f9s<7(^wHo|L#P}TSsO}bhbxA zlwGZ;!E6nKR}F8~8kGqt5Kwe%1ry4?zJ^DFId{V|u)}yL&$WFi5)n{l z)k3tjp9JP^G;2X`qj)I0T+$Wkiq%p^yaWPsWn;1z9~+mwhbAxuZ)xN^b+JCQr^wS5&WjPj#kgK0L=q$S`F$A)&b@=qg z$E`fr#h7Xw-Vi0GDa?-*dXi6@zhaf8qc$wV$JQO1X^euQ8#Nn@?be*9=AmO?AOPui zpSXY2x!sUA{(VQ7zAFs9JmE+!njztG_gnX+;d&4ao@TzjjC$E}*dO4oj;r zUbodqy71BG?{xXVgnQd`RV0l$#9U@GbXuXf@ad@G)~wD^nRm;5Z~exC`}20Cb5BQS z%IBVS(9O&eeul+P_&k0-HZ&zXCb^hr#-AK{_(nAPt8QU+0>CsvEU%XpRsMYeS?=WRcZ{9%EW)GtLfACX6M$_ z?+U~9?#(Ag(XKU=>fh}K9#q2IAAZ~NU2L%JH_(q8*pCw(HSl~=ts5XW_}t7UmGeuu z1{&oMW}S!ppfl9LGuOv}Qa{hl2KTD)TU$(5NWM<{&T@)cx!`i`fYIqTmG(pLRtj@N zpIIMkd(Hw;lB-Pm@*E8nU);%2x4v>`-QyWfeMx4y!gQXw)}XK0Sex-lp=za0&Az^n zWK#cR9R8`IuHc(ml9p1{IKOilZ$%)z^_{f%XrJTgA$rw7Gm|JSmOURaScQ^RH5aB( zTwa-QQ-Ttl#jUiBoTy=w@sV(Un58onWgr$=AGTkNemRudw6btS6L?~YByg(b(J@4dlZ!X=1ht~qsUepT=lBh^#+ zgM2&xmfxttu&w8^ptkv*3QqRG?MRUi$yff1)Vqki2+hfv?yZrF9 zY3sD9{7{0L%xrm$yM!EZ&0R><3aS+PeqD$mGda&(z@wE?a@)FhC@)PD${j_T{WIHz zjXy*7$7aWg+JU3+$l?pDXlRHov*OSJjlm zNP9h6xFN+_U{{-zxj&IKo0R#zBJ*`p!;M0x{zj_}z21#!=5#?zeouC3UOUJ0mo7Hn z(PUUPH;EBc1vXGqkGwU$phAZU+%okey$xmWysv!Y#me8+JR_hVv`X|8KPu@ed<<7l z2BolA7RkM3@htLXEV0{APBZ6FdG?xL-8%w`r>^jk*|W2P+Nw8~ZefnGdI4@|q>e=?$l55i&&B>fUJ|?WWO^Z>2t7+y< zcM7Mc(>D8??IH&J+$%L#jrb>pcQOxZYqs_7NZ(%1lTouV&7*m>w3+lUVt|sJdgxTR z=p^IF_D44~L9Xf5;j_UDMd{g8W#%y#kVzUt}Q-4X`&ZdK^;SCBhd z;agG#KBs1#B;7|(?N(wDQ2q}I!w+=fdgI`!0A2VE#7xsCEBSHT?~1%dUx^X(OH`{$ zpP8MF*lTWwr>CtpF$=q{P^%U|dP4PwZAqa1IM%9p?+n9vqcUlhTdAm%=3aGQCQyLe0~qOI+nqOh!0 zCM0nn9C5oizatHnAQ699j<{``Z$2XTnjx8Zg9@j6I8TbGg8GG}HZ-1eMPzf%cJQhC zs_;K? z;a9JQgGEDUtNLMHo^x<8m-C^r;L}8Hh+*btxp&v;cH`~$ z6H0Z8=1*%IR?;@hJtuU{qrcTOs5LLM+rty8GnT*hYOnfiX1KSUOc?Nj*&K=i7q8D( z^>wP!3+jy0D_c%wh+2Q@9W_jOF;`4|iR5nOYcfq^9e{6Ul|Qs}=!=)~9M>|AZmc~l z;LfyFa!%WB*lO|J>Gz(WXc4HbD%bUgucX?y_&{AheE;M+Xm~X1vopJ)-Ce6(9#Pj> z-l7{XRq6Y2bHm>FY-1|faJt5jd{j%OD(&M}D_CFZfY(ig@MdbVA$f{rYKkNIc!^a_ zsVTd?-Y1I51}odAA-1W7w&^l;4Ij6h?)Rn7eebGk(fw3os$XmSsrH^cXTjl!0(&#D zx&n8n$7mCC(ao*HJnh2aXuG5d-@S_XYWvDYy>BJjov%wY%bYw*$JHJ<)=t?qI@X=N zP8(-yPLIy_`?j3o#auXL7WJ)5xPx+Hw;#UR#5<_9tyep%_x*KBKbsYQ`p15m1grIe z$vNMhX43fw-$3nWom(esIJ{n^&wh3CZY0ru_^OlKx@@nD+8fVYrz1Y!G|jg5<93t# zpolSfpYFhZN^wQQMrqZAuYCo(qphO3-e_83x>Ms;*PWf_qwU5WxrXmGRhe6k>P9}x zPmQyDR??m4>N`38_oD0{E>=$(oo>~wW&v>@%~fUHi`0v^V7E8iv{TTZur$@OvP`kE zz1h5`S?N2wX>|NnyJf$o((hZT@r0$}q^IG>WLs^hEomo{7I&oKS2MB>^3ka-fv#6E zo>v=RUhUw*>wAee%IDA_5M{+52}O-RBt&F7E9eWEZ|Y4(L;Tn}5I$D8>%XfnGauA4rc((G_)acTc)&YWdYoN!?~ANLt|>fn)9#l`p2Mr{b9^{vKi~(06Bp z2ZV$oFZQ4^60r=D{vSy9(jtRdiyoVP9`ewE@lm7(OY)Y(?Me2|24nMdx??G&_ag6` z3n&Owo#u3(kQeZVXb7fg2)aSE>s6NIN+|2^5w9~~FpG09F~z?-g~>y6rHHQKxrz;G z_bTfhm2hwIa4Ll4N3|Z%B!mdzzKgEDDxOR%DG&YlM6Lt_K2Lfwzb5W18BbRrHyoK0 zS9(i2q7_2~_ubE(tMz-QhS(cY@jv9<%q3mVUHeaYlkaxl zmY=>(aUS@V>Xnk{Jb$AlL)6i!D{|q_6!yJG*W@4egnuD;B7)VoKl ze`g@w%ip!=eyhfT;%0@fdfgW#_d;!By`thf-Jjg#4^~o29(`p#4gjX6ZZZXDm zd}DULrb2n`2*-O~PX!)Plj0`N+M1b{JYnms09Zdla*%b@Pde|w+;qZMRRgz|uUctP zr+k`!q|~}tbkRMqv%m7wok~`{*S0mW=&8!n#rtnFHgD9OPPQ!8eUGxOm{s#~ehBYu z_UhI9SwwUw;rc@&d3#_!hWlqmdeJ=m;g2_85Y81@Z<;fXvee4TsXzJKc8zVrH`88? z&+aQR$Lt-8SYrQpukL$$w8lr@Ve5k8z?bn_t>1|7Vt7?Rrhk`#cJH^0gO%@A5xnE9 zSylsYMjPD+Yt*OAW?bv^j6Zl5tku%GvV0uU-0zTFAM7S<(-R!DsEJ$Pr`R9e3lK>OYaN{FQygGZXNn%r~98l1|J*xo_zJyZYlN} z4fsCOHT~WyMy2)BLh+aWEP?b*o)ytfqbAnon+LO;!R47N6=O#FN42%;bsN416~x{V zE4CB;-&US|(RVM}r|F0;TJ&@I5wN6a3XeYndSdjrlMo*C_S)g%SWqkU1dmd^alPWH z8nwFUQNOPK^k$*&AO|I-!K#Z;%lupnPWgNIsC~8uMdOM-ARl#wkw1F_)g`)^Uep^ z*+w|NN}S;JrUQdVb4)SDP+|rAm6U$o+S4yH-fN!cFvL0IBMGO7xo$t|p&uFZT<jT8gtg{<(m&cxR#E&mmv)gL#R_kwTeV{@ z5Vi+|Y2)#8wWNHHvG3IA^c#$ET}fJr5VU--Y!=2H&>bq2Q`y!6rngd{#^(O zRX5}vj|cZ@X9Hy)du=`MCRGRLl9k{O7xftb@99rnO0o) z6Z!Fd*1MZR{r=Gg^Bw0WPo9`5h=TPwrJor`(JnoD&C${){Le{GOt8H!I)aT!Y$39o zX3`W?Vy1|YHv~jdIXb)O@y8?97dOPS90*;p{fzR@46##kqXkn6ur8+jvO?V1MZGJVTp`Lpu=b>W5P#)UoXN7FfU^|78 z(lt^Us4H2Gn!{ej_;e<7E2;f7|6ryUP!$^L^7e%@cGI5Sjdn^kg%i`Itn=w=2E{eW zRu8I{kF6StBi*-r7F!w%?;n((Y~7!fFQ2HMZmH>dYG1y&Rl8_((42gr?^sC;)VLDw zipY`S&P21j1Lq{QIVB=n?uQE*SnEM`;9BAAyYPv+Hdc}>uIf)ac#?{`?eAt4M*S$OoXck5^+P&N)Y&Og!W(_Wm|n)6nXj{aS`kFgy@q}(SA4A+ ztxwYO2Dz}*6$1P~MT_10FUS;WC{QRKV_o67uX^ z8e}2S?=339$zwB?Hc^6Pw5aXJxh6yiT1@mLv}o{M3>^ha5;aJ%OI4Mc=_alygD8o{ zR}^yjAX)1xWKXcU=+O8Ko+zN2l+NJ9T{AZ&#umMPB?)cQNQm+o%ac8}@w~}I zr7!3OZ^q(23hFLkj*>+FmbHz#>Joe~+h2R*u=Naf1*)TDyD+q8e)b~i$~AU;Jh_*| z1wlb0T;v)9&;*uFvis;Nrg*~WU2T+Oap);==r_@*uVT@XTxl`m-sKOXg$8vHCbXGi zBNoDFsHmx^sIi}->vc*H!92htN!DBYqo~P4ize)22Lrqv?6VtHZEc_2q^tn2uhvA3=ZL=AaTjS2aIAGJ*a)1RY3+%AIQaF;0%idK5^B*sWg3{CDZH2fjcD+Kf-jszOZFzrinF+aH}T-;C; z?Y!q=x%VI}L|3w7`i#gqT?Gk9a9D?FQ30oWBu`WWN7~i_p9qiRsBSH(E7a|MzFT8J zg>ig1C`pg5p1Ov~aVH$wYZa(Xau_Qmfnv;_8H`sMgNpOL_c%U4Vi%gg!@>5m9VOUx zZG|-{lJ=bwQw1SfqtBHOff(t8Ki+_BEYqb%lJ|&cy>3q+pz)M_lG0U4S6Zf-?naZ{ zE%_R#RT(9l^U@$bs4etN104nRiK!1ECKE)JESpA=gqS2R&y{M3jN)2TiN&s%svK81 zv~Ouoby(_3Y+PP00m0+m+`Q1vcD)zcUD{L<71ioSvzS*mOq8SGw$BYA3kmbSs=4q<9V(&q`_qq3&vs%~Cl$+S46ZPv* z+mK7#-e;F~l$+=`DKe$hWJ547GFP=BR5tk0F3)dPlgH5&gaw{-h0rHyzRQ=eaAC7yL-RW*iwjaN z)WcSFdaA7vLUE2|uW4bB9flj%n3E{?L$yAG5Apt%zO*!E86@Dw2QdlRSHU=aTnmw5 zXoOd@@UEM*o3rZ>*~nR-5?>LwveAIPMlV1O3`V6$?!m`JbqLbLhkV6&J8!~ElxcIM$hP4h^)9YFM0d=zN=3wN;u@^m8HXY zY^J*}JwKu^?bnNeE`fo~gK|7X!$ppXf$DpYLPr#a#~^i0C_En(jjlHOeK{dS%|$gb z2rsq}oxw$w7?X8#zmF%yu0uWBT^3!M#QD_ zqMK{M+AT*A16#n?R6G@>v5Gt{QSNn)-*Xz8sr^a}OqK8VcKj*Ji+g*`g7x%@GW={-y6ZrRm+@-j>s*fHHTmmtrrmR+_T^H+#C#1O9p zPL`gj^b;wQYZyZsq*Mf-LEAjk!4;6w&q@O{>5B$3tc}MrF(*ZZor({Ewc}j-g&}!t zY;$G{T6+@cSH~c-Y9)L}+Cr8vv0aVW$7r`D#0uTkpb2=Y4!ZAZIoKZPlMotOiBpDf ze&Hd1HWNy1Rub-HIvbChbDK=4(~X=V{!n}<5Z0kblY)?w3N&cb`xyE>4|q8XVyL&j zn2LoJb4`!4$)QB*-H@QbOn2c@BX$8Q9VJ%zRl%EfRdfvlroV;1P_?MVl#p~GLVPM{&oyD4lE3Gm@Wtwl9l0O{9TyeGxZ4zMp*-YONZ4** z@<-er>GDK5JxJUFq#bU|Ainc5)b-tYD2AV$3u=&fPDp8@9LoZuFn>^Dpk#9lA$Bu{ z&dag5$ApT~hCDV(Cd7eSGB57E#N>jaDVQm>)#jqM1#7yry=|8v&|@aZ5!(tz(~9Gc z!XP5%Ye%Jv3v|25MC-82e1ejeLrsD~e)V=+p9aO!Kp1w=E(=Srqg>oDDFEcG@P{D>uml36^Hh~W;QLfLzz z#Rq+gDTrxsl}Cqi1pO3qq902)!B8@u<;GL(D$H-^U<1}bJl2c;8G_+eyzSf7Z%SRW z6P146jk!Ua(7~9NUNjNaDPiTW8)5ELi_p#bz^V>EC81yZF#yy0NZ_V46tnN1dPTkB z-NYS}JX|8(I-VS{M;2l!I<0&b+*=J(8?87dxE7JWzhR9+LbN z_voUFGUEsd|3E1vHgH&WJjIYVUDnvNvVHtv?ulm?isIG!&2o*2^xSD4%1WQlRo;+* zqIz0Iyb4#^Uh1hh4>2!oWAVOFPb})``w&LvwhOY}VFD6z_q)y_=RCKc`0zf_Yie}X zuH^VgfNipo?ZF&t(*Yg7oo;V#R^i9uPq8*CSCn%^Dnh)q%eJo7ZY6~yO1|8)89MLb zjGnQO{4Ca8S>pSZ8I8J?O1h~pUN@+oS%f2$*d(MvlE?20iM}Oqm~?a!s_#AF=$opH+KZygD9C?4UFdKc;WP*}tZ;9`cx%UBtt~x5Gu#kcMhLTq;#> ze?ys=M%1Q}*DB$ao;V4EinE`w2vj|f2N%V)vWFnY0P4BOyUuWq6PUWWHjx8~^sT&E zUkrP?q{S~U|DK5Xs#p-Mzrzk)uyEuwkgDuly=*>J=bw_xNH;nE` z?)2v>o=?CXlxD*X*2z1s0wU)^@zJ7bmYOPkNK9laR^l%LGu=A5zd}qU{5#P8={V7EZq*zy!RZOc_r1b5(mt}Rl zy=)pkZOCx$R|OU?mOe_MQ0Vj0yE1ODVz%99M=|v^w%{D4C^6rShhpohOZD7Yes!V9 zn2Ufn-F!?!V72#1fO6Wb++e@(R;1kjDoY38ZGij2|K|7&mk)q?|g%mPzaw<_bJGI=&b1m*C z(CPSK`HU#MbhE%53UP^M>!~+jYr7YILsrY#sZBkL@=JX3`ZzHn(M^S#0Zvv91J>X{)gK2^)cT~%-5=ON40)#8!Pe{Z;) z9-Yxo*m(Fe&({0_O_8AS-tE3BPNIl2a(<5mb~3WW0FMOX*2Go{dhZG5)a({?7Um1) z_Tf04FHbi6-a)x9(4MUurTei5U=q?ojU#A^F5KS~Z7WsY?#^E<>n2EoYC=B#yz)41 zkhC99YMkFQNL%AQer^V$$KrJ*+pt_FNfKUhkbcK}$h9xZO;0@|Fz#<8T<52rD<87< zuaA2?{mgVS2FpN$LUZEh4Z4TtR^;uBqq`=seu9v z@OjIf0w%P37`uBRi&bb2SFH(mi+y2~L(je>liShtkYDIlF;YF~9Kzb7J4v#NAiGu( z?~H*TIJ2rK!0G`vgqZqEN6?lgK94(bpNr0kG3P@Shjw*CB3d%D?&UQc$ZWW@WsK6B zZidD7wm#LP*p6jMU|${zW#~1a>xC_l(~_Z-p~#fsSlv)nM7?6wM>X<8_n>l*(ZE=r z|FyU++YDE}K|#s}Hk)R+Ey+X6BSL&bm=;M^oX#1et8K5t=BAg z#;6QbI*yrCUR?c-YQFM9Vxe0j=s|*vBf~;q>gci7+KnF_p`!JM&5Ey@%ZW!lm~$6? z1O|n6V8IA5XwX}xQu1ybXY)UK+I-1zjSIe5d z2aFelFDb=v5BBkL5!=BxWKg@5Ds}c*`>Eda`fyA}URgF8iy>mfbZ#@au}0}~m+5=% zVmW#%h19LoB4U=npVtPHu?kRxorzmIZqe}C5*;UGyEX{D9}UX;MBu<@uBjQbW8Okz z@L?deTsSvtn!q)|2yb2#(zc&NGX|k*Y9peXw?&s<>YTa}phJC(;Xz69%{v}j^)@{DI8&m`*`}9)EI`qi z%t)x2(Bqka3_6p+LRk~^*i{8nL_hI@^yO7zLzpnKTb^z7L*j*$1Of`Tk|(=;@~PixE|7$SLtU(E1?Vf zQnYT554%x0-1KwVFd456B`3qzE7x%m3QuzA=vTeg_woKGw$F+;p5T!yWmkTFMxI-t z)v)DuP}W3#*APo?kqO5$Nf*;d^m;IP=jJ`)l*Li2?v!X9fYs@K{s`m(!k z$mPGj4M@^&sOOsAO%~~dPM$q#p5agHy6a_oud7$zW1irRne`7WL%JRAkZQB;R=OV`ud;}?nmk@xH1WR7*Co5+R{{W?|6HR#?fY+G)~%lL8Yh&5G|(_hbDz62qo9Y zkDEJ~YVlHArXSs*qH9CX#(qKbK2Jy1Ixx*0_t-f@mRFxOTj~)rinN^Ymk=MTY6`+< z2j(&}S=%&X6c9^V_*Sb2=Y_nKY{b`(pcuRL+*hAdB5tqLJFes5HBBv|cw zsjlWh6gtzGhBUm1o|9x=GhcYC9sR=)0mKH0+ zTbb%d*T-hJ#I$sq?d3eWS&LyIrQKKhl5I4fpyNHhFkYTKY2pk&ULj|#_(?eCrW9(v z`bjMnLCT&=^8-VOL|*d6<7O`licH@GLKtL5^!|4n9O6`*7`rkHB^AZ=RY`Tz)<<;= zO9@L#lhj7q&N#HG8Duq;`Ie)Le z4kxh8e#R;OfNw~9$@rn{9OIjrhj49ow4;jTu3nFdgf2Qs(Spx}uiU;C=Iuq@9?xc^ zuQvZtCdH#~x8y<(x0$laFunN-JytBk{w~kj*DnU&o)_z*>gUt4brWVVyH>KfqO!D^ zNe2|32dj{!Mz;_~tT3=EtU7KkkDb|wl7&*X)U|taVx&5t6-m9k7Ev6065Z1{kxM(h zmL+lbmT1T4s!4U1hA7f!_6sxqN-q9Rba8mtSn!A6>j&*`OU8L19Am5hF92Uapudd( z^Y&}lDCuq48%d*#Nf4C@KgUITA*98^Lk$PHWV-*qpYZ3#I(RLIcO!v!*z;DQWS?z4 z@$ssD$);Nt5*@&o!ke%8Xr83{-;vAUw;cfu(7D7O$Mr9i?UaSwrd!ONJ@=yh|Rv+*BL12f}k4 zc`Smwy%|v7p3@kWQ)qj7<<;}z`>1%LLr$YxnI}KS6okqJt8#7EbSuha=}pl03zJiA zaS9C%TO+SMm;RRnAhJnmOg@e$;Z%00a^t*nR@n)5Gju}l`3~}oDWhqYkn5$~^_~zG z6{;(o$+8fqT$Oq<4%aoWnyL{5bBdvZj(2a8Y}`Der&S|?L09+8>9B(Hr)?0f$($>S0e&>f-Dli z)$+p-5fTBSO7)@9XcxpC^b9V>aZcJL{;48JPk^Ko;1yqo8G4CQM8_6Evy%aqN}h>J z!p8FJTyX*kbbXxDb39>Rdss{x)YZu?M5=5fF=DniL##JOG({-ccn2#B?XNq2Y{*;) zn^%c4FSM0XWTk25KYrpGdn_|1VY3ea5GE!jTF=p#^NG>f4+TYWN?X?!y} zM2Dh7NiQWvKGSjM@DmQ+sUQcX)!I^5#zvj+V#y}4&BTTh>OoSiv<_Z?1dJFqvge$R zIrYqf94-XMJ5_ig@B!CFjQz#f*s>3@EQqt^I8@IlS>|60JYoJ1hdCQ?9599 zYNwL?bf%fP<;P@CqCy#ux9Z$=s0Bo1h2TG9t|k4LYiWe1^?t4PD}nkNG(aVHKkNzq zUpM`3#ASJPu4*@Jsf`{iK5LE6#y#=V+>MZ)3Vn^m%AEp$loBb_|1*&qcAouI)U_l( z-@owuMpG5mese>#z9WI@=Vq;Tx+lDce?k=xi_g!7#t4$#TJ}7B0>AidVapxEK9r{i zIIq#|c%T6*hW1;fhNg0&|9|kB@6t2%)QhA6G zc{2~agqb=v_Y(W9e@XHW1Ao%UbpQIl(3>F%j>AZ5`fYXs?=bPEoem~M-*(v%C)5s7 zTT%89GKv7O&K`h;zZNCMhFzk@)dXqKT69!^tplCE?}Ow(yyn?ECsYhotX(M=ZSByR z!OTB&cgW(Gs~-kI{69&#W?R)+jPy)Z>ZC$mu83}To^-{F_xOi1LP1QEx^rZ?%vj+2 zNCOa6#h8-Ub79297~9q5_bX3A)gd!tYKjtB>G;y5!gQ^4B*n=LccN2&1c5n(36RN9 z{`Q@7VgE2P5p*>=2{)-l6SD`53rC$Cn3|SP)k#<&9jQedZ?y~j7j1>4;EHoTj5Pcz zt-uQp;OE%B?{__?JX>vRWl<^N&}v7K4Fl1?dYrYPv->pWO>q=%*$IIhiDLraPf`ag z?i4^IIiY2A@k)Rn*JGMAQ4Tj#1uxDq+?F#7+AR1WZeOo%UuQRH2KYtKV{s+Xd)t_Z z>I=G9JKjQ|U1c0)K^TMXHbfDprVIB(Z)-H-wyX9;e?`}m7a#nptm z@jD#rAqm+Kx0Qm<%7@(NH3ehe$L{2vMJl*sf@KO*j4Ep)B`&b*gxH_BFbat5v{xR& znuZV<8{tj91n}Ze>a3zkD6dvuahWzYB@s`Y6M3VqXI~^~nuy^MA>Vf`6Im>!R*al9 z#l|X0i*J2?kfsy0nONwEXbw@idT4PP-xo$NU#+?5Of_0tTz~{@A)neoLMqG-(YPc` zdx(iiXkgU5J-9=Wi|FYr$XTl4O}%{k0U$=!ObCp*>j~y?M^*Bz<#!D;vw^rH;{Z$y zYuPon2K(kGPZVCA4oDF~0s<@#ANJM>k%Xj@*LJULNiS*qOyCv&`xM1@`=Mtd4ABUx z0I3vJ4ckBFG!A1D-sE;(`EJJ2Q@MaO(dgxyAF!!AdKvD6LU*ihn`Jt|j}iMa-+=n# zvASlQ=`=L+KfuloP#J(Ja3IMV8Fe1OMzMH&D~#-7&?BRh3sAjQ zH~xgn^SQS?V+-J`je61_4beN}s?|t96a!%)!ePGu@d%1bB)N|)$XrMlTDSKU7bjhP zCTl5`7bJ`cmCAGtxlMe`+kldjn#@Q_(erA=?44G<)p)U4~e=bU+8cK z&or$OV1v0{s?j(77z#Iq(PyYc*^(0D1BQ-i6J`%XsYugTI3M+!7|Bt?_2NRl-JKP3 z@MgH#V*+{jn(uJ1V)0%`;anI51YWS67$O%73)mi&H5*}wh%tT3OEn6{e1hfP2OAID_t^_ za02`IQWAKnY)pof9IC{+Rc5N?)HyOeEE1 zMIpCLWVijGwDY>K_WmUsgHICGY=EW(MrIOdmHEjojgzC$U@^bQ6KzC zaT$v&MqH1Kg)S$h-$KjYhL~;**HPV_dp(;}f2yUeSFzt&LvIkRKP1`JHJx~X!RCvr8N{UJowth1=<%)#}uWG z(<{nDH{{2f4~0t%y{PL04Gp5%DGs#rw*uglEl-6_8G{2Yq(NJ6#IB|PmrZZ%^mZQy z^X=RW_@z9B>ug(tSC|r+EzaqAVASnf%6-0^htNSXdq1tv4fHN#p-yZ+1&%8suk*%k3B)O{`iH$hSnwmk1^9u1cyy84_(jx7RXP3WbT@kh zD1fw+5{%0WvOt1~DYs;?6U4)XEM!&2Ns30^tD))E#-_OjvP7d!|Di|Yu3J{l@ET-{ z#f!13`e+q(v?)fWdfNuMOZAMzD>UCFe-%lusmMlT4N5PF_8YP9=9NhO+7Ky)4VJpU zAstplIMvDBvf^6Xs3l7$I?6(@arN6(OyXnb4a=St5%+h_F6-*u6JCne<%A(+vQx@) zZsG;$Y3~XJ1n0IqYYV7QT@FS5a#_1spF1;t^`bm) zX#gE!r$^z{JA06t+czs#uh^)1a)4^+DCrj9Q5h(cwfvyJN&O84?WUFkM9xhPwS5r; z{D*L3+VFS-6Bvjiq`x)PMY1sl{}WLl-W_q$w^w4h>GVZJ7T|D)0Fej{8JY9uNYtl5 zoBqf8nf`&D=7XZoMwBoSBS78U42TV7cNUZGfTWYlw_R=Fq*L$}sh-BN99~$Apa%Z8j(YB!k z8i#NdR=}Twd@9g~bT#W^7s(7(r0&5gVaot{@<1P%)Rp+79eB#|RryGB1Lvn@SDxi| zQuraUPh3F7X~&KNHP8Vs$(nj=6YY*P@a&dx(=GAU&%0c1I^T};< z37CnVnX@@M111!d}P6(Qm0HBt@ zw+OLC)0vuFu1Q%-SB{SN&?3@A?}_@?(y9@63_5w1iUKX&YpgjLSVM4viQv9v07qBF z>S*GlJjf_k)53Yeu6($bnnkGrV+;;2UHv<|6Mhs3!Q9o2xD^;V-_^k3O{a2ciA6ad z%xJlDEr0mQd6rtQx)yEo7A#~^*=VY=$U@=|%wNxBE`%OogtDOxedx*ZjF>zzk)QSwSR6q9Ky zUI`;hGzHeJrNan{)u(i@2vcBRW&OO}7MBK5EdvpwFP{3*j3pYlu~d)LSD}H6 zHA`A#^9N26`yt;zb`O((Z&I$Wqx7aIyCq2P&~o8GL3ebPsS>b|!4qhAQ%fb?*XtIg z1*KvSIQ-nfCg#R_Xf(&GL}=R)^xfE;1jpdM!slucYNM5?urn`b+RLvjYq|HN5j{ib)!T%d1^sjngJVrnAql|;W zcTA2@zU8l?b3Y8|X?k-oOGJu!cgUQNjvR8zF5=+mY<260X2D>JHfG^t=v_LxINMit!~ooEtAL z!ITEC;v0p$mNVm5pa#mgyt;A<2`lZ};D2V+;Sb1&Ymhl@8s(%G778CzTx;cdL)>b@AN9TXqTrKpRvGj zM?6lDi+HFXTVaZZRpwLblav($e*AZM_Oeq=me$%PKlwtyGnZ=CGSW7O-RLtPwQK?O zkUq^i9SfbMxiC!RWoZf2?N3oaiD+%O-+&=o;A(EysZ#cGkzZ>zwHE z3bcL_l_G?Nefz?oKMEx=F-yQB_a3LD>dMynNn!AD18Ws$LEy!D{ndT^REM79RfG8l zkB+favc?6v3s8ZpWa-PN8$H04D2aZegkmFzJA&%7^An4e2<@SNIhK7%y%yBnYsnL; z&(WK7{DGhH=?Y8PUWynZ&f0u<>v9B@1;+5o>2|3!0m0o;HXt-Z%|I&R z?@22byk%=5fo_!CI5-mA1{y~6Acks%$BihCA}&tChxv$QTz;_QX}RZx5a8_JC_Y5x zOc^W_$x>EgVrcZ%Q8A4_Bi^w|@lUN0rLGD@+{cg_Fz9Jn)R9V)fZ&?hJv4C)-fffX ztWjgJG;P4{y@zfWF`Sx@t%m8DU>Km3A+)A%J9lOJsnX2NMYOl4iK8PHdDYxSZw#%3C z#v9BolJJ~6pOd3JxbJDH2~Gu-V%*`MOSoqcZS90B9|(?fu;=2InKq;A|7iCO``rgN z%ZTRZ7uQO=f?9~D@^08+4GV%XVgL{*z4C=Z*bP4i+be}SFj$OTgrG+sxc|cAMS06F z<5rSu4DS^w4R~-62=UQt=?;vaz{xFvLg3D+1fA;sE&&K?v4vwRFyZQ&3(?viJj8QM z^PYy@?LK~``r|Dt*Pard7k08r3y55U-;}nXAEM=Xh4x+$;JTg`hE+Ui z7#XrCOV})uAkhWr@Eca-`wF*1(Q2wZg*CwQSZpIh4RpPfv6=e~`Bp}eR9w3qmYzL!wy7H3@!!q zb6^vH_g-;k^>6aGR&~{FTfKxmY==#+*aJ`H21j|Ww~({;(TiplnNGJs%b!JUeMNv-5}Z>^xkb4EMc_|jv3@$iCqEO2+ZXgD z8UV6x8kFSGsir(IBQelhxE*mVtj;W5Js|)u*;p{jVgO2lX`HCRN1j=#LOU=jedp`3 z_<6G@Qifnip@)5!Gc3LF$y$Bbs;xq&pfa*&DNt6qf9uE(&XzNruC_iN)eiFTEgMf7 zP+%PL>nJ(gV9vVU^TT*AD#7Yze4)TX13@IkG$k9Ay@&F-@xv|c@{eKL*^&;BP|`QW z8+yjGSU{GhoUmn>jiKXx7ONC5zlm*;1r893BThHA3Bn#_boT+gyEst)uiKm+Bc4ei z*kGZX(V+DNpPhqvqL3z0k}1TIU=)J1*&zQ2ka82Wy7T9dg1KiAQL}_y*z1)de5^aR z)WdLsqdl|3U}SmeIH>P+!*GHNfKe2VD$0qEf;8Nd(3Zei{c1Bdcg00d*+$2if$>rl zW7&f5!-AdLv5_s?OJW|kCaB4s6_>wuvc>JEN0-?UgYgY)A8Q8yk9($s=Go`EO{*{F zH~pQ{7puHS5!za%aptCvP}e`=;K@zMt9_XEw*|kN^h5&qT;21#akq=_Si-%sZrX9J zt=dj+W%QFC@PB2sL1;fsqXoE#T}%L;{lbl92U>{Hi2fycR@_@wUv4mil4u= zr)+U?N;9zW*lJeRI$3E;)nG8y4W5=nX|qBarJ7umYf#T#*%_k+c29va&7v210wQ;t zRgFSb>QUAuMF>S-(G03gA%onBhT|_0L^A%(aa)pCD^OM{%dplw8=e8wwN=em+Bo}W zl|;Z8PsL&8EqHqT?8FTLmA;)* zp(b~yWRBLV*Gd=a%bW7fDv^;sBXec>Ht^JeF&---YP?C0Nqsu``CvZQ%E*>S))P(> zL$orZakr1b-&XhAXjo!k4E7k~dTl4BEW7KM>J{D$$eiV(u`l2n^7$iwKq(e5x zu-10toK?g)q2j~n=M`zja_A40C^|ICKgh-%XzqpVGAjS z+bLNCEPqDa<%h6O;(aFePY79nNO-#$34&YuXjv|nWPn0_dA zwM2jql^egAO&AWG=`v2_QK%cVbs+->aZjg)n(n?Fi?q6DD99NVTco2v1qOn-j1jy- zerJK{wp%_vV8$-m8f<2SAk30)C^|Drz*5H(F!V4rh`|$hVW>cBsSr~*vsX$FN7s3Cpof@0OVB5U zARzb{xPu%#yLz|4v+y&n1Cm);hj@?b2_a1Oci+n9A zuy(doK#+km)R|a_5_YlgC!KdA?PQ98AVOSd?2cwzAx|Kax(HOOy@TQ!j{s8~3bUZi z1E4izI!>*;dEMV9Dbt$K#}WG5`4Z0E{!M^JNTt(oa}HJl?lu_&e*5vF+Y~9I&OpcI zjUD2zR-R8DG93))XM&}pA<60Pg<=zU+Uo=%(OdKkZO#=RNN=UQ&JqD&tce%yw$o@) z$uw$A9L`Mq#B`Kasn@#+(j93EXgi%jt$JuZEr9shkkaVcfmgs_-(O>L;#s1f<#8;Q zSt(5^hq$xc^fCnx_+NzsjCO)1aAieRW>WO>umghgY%k!Aq2IsTkK>#r?P5UCg)8`f z2zm}#Iy?S3J@x)Ss`QBJK{S$}ME84gLP_=SBLvxdp~fzugQF``iylo+iKU#+MLz}L zwCp^GmjEn*udY6N274Mn4Bn#^c`k0?tCE`1AE207>%L^l6k5)p;_%fniPY{B0;T|z z3%Q8F{Q-p?lQlYW>q1Vr4ev0@031M(( z;mi@YOF7|$`||sYr~`b&$`ib{X40YLlJ{`IsgOYVKt<1?|IpG^1e__!V77t6B<51= zGkAIV@o*3ByOxJUbzVia#{D#Z1a~nK0CMBDH{j4>t%0TI?I#MuG)@>`Y!h1KEu{DO zn}5h=sFMhM=@G&?V$UoOacNPZjJ@kzyR|s84SujW6+9%5w_4g=@w@t1WPFM-Jpd0^ zo4<-)wkQlLK2~VU_BpUcTPtokwKcF!RZJ9p+yaQDL6m7>MGW!zP#uk&idWpYM%G|+ zDIVpdMrJkfUx{CK=@y_jQcXLRKc@ZRAM+?FPlIZOlh9D()O`cDrlXrEHi1$tQA>bJ zog(qE44l$DA+835b|s?#(~D3iES(S_EPngJb)m5Zng@HV9#$)_M?3REoyO8A4V=pT zehaDj$b==Nq)EG*`eC*jD6cFYz%Br?q8~bR_ZWa??aEdJ_q);gEj@pQF?wOn>qgS! zLlO|si?&t@4H8x=oE-#icZE3-A&}`TKxYKC|f24{!&HHan#_rwz_*(g(KEq;ot4lV17~xKT02RAc*U~iR|uL*}0ogpiDaY`(rYG228u{C$3|5N}DT<)$9yb+7Qek+%3}H z?!{Hn;AX)W7x$m9fW=F=Qu^i!WTEcCgt6MI#I!2}o;ZgCDG8=6GwjfhnQrvkr1WBI z!hLE=ajr--u}k$~=NoPf?BxDetHNX*^3u*)h5W~rfr`GYoclA~%i|nCKy2ZmH9}q4 z|29f#2+V=`qy_OON4OgclcLSSiR&ZxKA6wR2n8M-fbpj+PL`K_RG54kylD?yvBtAn zGu#G-iGNNB)?7>*t)y|LAXW>j&6Nf21*lS}mp9xV9eIDa@v9$WtZ%l!*|b;Q38h;w z-n&&l9@luz2^nWp;`t0m9(jLOCUb?b>T4{qk@g8pVHH_ZW&{*Aakp=#L%+h}B zmz&uymhO~~9DXaHSiG2GSm0J{A_k5@TPN3DL8CmKe6p=0p5PA&*cwLRCRZA(L9LjK z1oi@qVA4Z{2*E#QQ#7S-zsnv4?k6w^AFpY6?+>a#e-=A z7jxNB4H;)w^1U9AaECDr|Gq-Lxf4~u&H)6xmI1JvC((g>MxX1iN@%HqzQ1$PA>5PR z^7y9!99VrZEpWf++T!1)Nd7AX$?8M)%gt`#LD7;KEZv0od;D`}7E14W+v2Y_Y;s6ufK6cE z`~m(!=H=w7#uMk9N=a~{a=Jb-cy)IuOcieO)P_4TXw&UjgmJc@9|OTL4Abh<%#@oA zqy*Sk&s=SnCuQ+zVzfWV`7+}rRtFC&>G=JF=U)u_5B^3 zlvw>+>WDWyQNoRXJMea0v?+^UaQ*6c<@#pJXs!wi)3!WLm`_nZm?K0At3pt|Lf)=> zpbD$a#cP!l1F5LlDg8BVX^;FN0W%j!*V6_B=AXT=usZWc4$n9E{uwAV`U^p_`rh$! zGokhx{RLDo>8+2dw8f4rm)(mWk0E+ufprVdM3RyZC|UbbT$mlTZB1 z&E<#1>KUSN@s_Tj@SSAW2pSIKBC8IG;;N2UCaQU z6kQP$@dpK>Rc%-iq7b;;u8<`~&x zbz4GRAJakbZ*XTJ&dqhFd#C@~6AOzf#BGf%A6JV!d4(WD9UT)S9to*lz zNc=mZi~p_?b70N^1eoG_^2H_oR*$D2r!q>vvt3N%V-|zOQwlLRb4H)VFK94U8^MZ= z-lKk;x=B@=(%?!%>9eCc@Xpd$Jzh3?*CVY>*ZmsCc~U|QFejzOQEc>t#`@;Y8@t{D zWlj!@u~xs`R#Yu4@G66(C17p1eaixOVlz0@P$$ojKIS_j5r6aJOq=3C2wvNS_9qi5 zH^*4R=+6Se;}g~6s>&1R&{QHp7FO_hq~ibrYP8h-h8k6*9Tza?;(|obi8EjA=_MX1F7?PRUurLfw#)D&1^{26251 z$!&b*)0uQN?zH>Vm?>Q*Qj~^O$Tw#=9pwj1{Ci2oQ7$>WRvBa?2A-nm?`dJ-asP2p zG=vo~aLWMa_ftfeHv7T2pVO7<_RfIz*}Bd!6{gLKN^yQw)B=Gdylf+2@fJ99@>k^Ej3!Qt zhk*mDugWwIA6ta1K4`X&uUxPKvcbG8oKDWzWWS>)@#Gx@0(pOL6*%qoAY9D19nz$? zlJ4Y_$ji+jD1iAG*O&Qeqc!5-+Q68$1LFuc|4t*0s#FJVkPtGSh~{*Fk&Z?z+!4pf z>O|%e(A*ZLEg^}*Eou?WF!MQpfKH(_>8Rdd-Xg)$-6lr+v-Zo)T_~IOq_4v5p~*D< zU~a3&zb1S$Z?!4yJ8fx)vQg*3mrmLsTWr~y>6Sze;pS;~(iu}O`(rJkG&_5ho+$3R zDKb-J3XR^taxO^|?sCA0kq(@c1Q(%^ z;c|4MfYDa75QnsUmf(1?gc?8sm~R>soRg4%S^2F^k4b0OKaZ{#5*pt1973%%u9uzJ zrc9RqsSpJvX5+x61i|S6^MO^zgE6&{ZVN{I#Y-fJ7#K+q;Ri;X0|*#7BMFWwJ|cN2 z7kz46Q*c&H=UxX+j^K=q_0P9rqU)sUrz~tQqQHP{&MwRXqcZq)32O9gaFBFPx}V9z78Qr+mE81k@^!_PVNvNsS9n zP{iR-{;YkqKEu;cy3uw-17QL;(8VQgWI^n0qArUY2M}QCU)&xn65QAUNjz*FjvIDr zlhC)Kzt>y>7GHB^rA?dg_)k=#lqM4?N;me)%`i7{eHuv1+bYD!g9|pmjj0{*9;<@pK+4P6UWLocVg=1A zlh_3)0|yY$W?U@pzc!hILm~1EGG_8OOsq6`D^ui0CheaLoU|D!)9BupNOpHTpmB2n z!|D1j#M1rRUY3q)CUA2A0qeFf?MZ^*^|Fj4ctRC4Cm=BSo6D_ja833>&JIDT(lrt* zXDT2Z-rN{)009Gzwd&Y3W8unz2cux=aNW1520|O3YP@PiJ;kDd#$_@ZCXw}lF{;Tn zu3eKoUZ9yQqcWN7a&Td7=yX`qI%cF(9g#>^2BnbpG~s~e00Ishk)vx7(MA{0^hT#v zGmYNFtAK8FH=|dmf{Iq9TCEGn&^L_OteEJKy@ZSQT<}Y0-y);fPjq{ z`2asb1hK7DkzxDaHf$U~KnH@jO-8Z^fEf;Be-=W^KE{w;EOvNRa|pNNAmHZBE0_H- zNm=bx5|5jU6r~T}syfvRNvLclI8Le^GkZKbIUbUaT+m?;rqrt~Ia;E01G zB^#xkPN&mlqf{RposP(ffnuN-s5BaowmH}-9eOZKBSh1X>M&0V^LSG7GZ7$b=CNid z-9HooN+W1ychaW8a|Je%OefRHAYfIuEU6_WF=2wD=-b6Xfl)Y(q*GuAhepyb4hcws zbp%i&=@d;9kaV`i#u|m*Yb@JhDOV$=g3!+ zg_ekc7x+YjqIyGl85or@K)9reLOO!aH^C7U76@gc5v0k$OB8%02X8gXx`koJM+?K- zASy&@HE0G1X@`M4iI9g`6bK6U(-XZNa81_nJRj3Rstj)NYzQ-qP{)#j zl2ZY~uZTbfl$;qBML0Qt01lf=bF)r?i27)}zk|RK=7$=Q_ph6=+5}lC;aP~6n+bbi z+Ai8_^k0v`Jjb1d_+!@2N~s59dOEX`Vjmo`k!%zLrQ%?Baj<&~#Nlu-1JX7@>1MOp zfI#Rr4JmCfq_ihBXgW$@=Q2Mn=NzdbmA=t8{8E-^F8Ac=ujKXOo zeWSoA-o+uI7#12y=PnKjrBh(J#%{L7_E@7(V>jD6Bpd~{#TE{Z0^4G@gcboM+Ld6` zDS1~_d`5OkuEsj$?pWfyI~EB|LaUK9GDgzUQ%c}{LP{Itcj^;_Zdm9cQ4tEBAatXm zP4tkc2>nP9x*z8!KhDqh@$++@pF?fZI(*RocDWiW9aIz}C|s?YsC61JJ(PfJRxh}|7Q!831avI!;w9)f~j zR2%||2)HKe29Sn>4-zUv#_gG`D>T}UFfnJiu?Q2md4g5A2@tHp&C_7f1}ko&{>2Ry zZNhDIafzEM^PpIK>KUl$!o%c#4j>?Ql8kt(Sl=w0DNH++H4uCt`o+IExQ@bUqK`%D6JAE0bnY z63oOvnNH2asy0U?lpc{#S{#v3x@Aczuy4CKBsH&yH42?=#TtcPW4FXW*^I=N<{UtP#$CjGIFc|gD1f zJaJtW9Vq%Uc@ix%+>~t{aY(zJ6us&V%Im8ii^P>Df#RwPLHWn?h<`f(;`)r?-+T%8YQxIB+Jp(*b+@3i zH#fBd5UwPUpei|eyh8~J$j7uHey3aU;1bX+Pba5H;NMGWt-{im%m?!$BpBq=rt}1J zNcZ0_Hy3h&`&FzS{lKxId|>N(rZozkG{ZQ5Cu)_svO>mLAOv?^p}t+0m==_V{DB6D z;@%(Nzg9Sn_zSd(*-Z-6U55^GXkoG{)GRvFN-PEd@6Zijm*9|KYt0x*u?8$Xj zFl_`0g*jJ1aKD<0Fqt!Ds-4E2y zRX3QEo9uTF65{+8$V?&M41j$b!7y2TFJLdfg~vJY!}Y`7EV=+Pz8*27?7q^LHbu8i zjxezll9tCQ-#X%q6jm_p(g69r^n!GY4p)eaM^$D@qb=3rt`IHlEq%H9@F*xe2M~aI zBaQb6Kok$xP*?U6W~Ow9B0%ZLgpBhS%3Oqt_pmko*>9ol!hW^>%h0=CMoQqOG-Q}8 zYgs7m(%ouLM3y)sy6&VWjSlm1AmHXzRf=r|;W;EyR!1srX@7q}+NYVu88O1D zZqB&ix(%ot}jW{KQ!u+ARnD*+1;2qBM`W{T2n!xy$U?Fq+K z(XH8L?_VjQ^!HItX1Yler|T!o#Pu&ERPt(b$b!|+Y)*?`;Ku1z_4~VwKr-UBmLiiW zF3!>gLk#94ttHO-|&4TBH`gW1vm?Y+T>WJxX0?u}Jr`&c^7; z$|2pcNy_SiH+?s+bv}ExLSI3huem74j{l%d$By_;;QJw$+@4kiZI!W ztfuWxs&I2y4CV_MCjXHIA$IJ+4L&ar3wV~C6U$ps6gTbST}RizQ=Oa$M21}yg` zAbYo;1TZdrk@15g>uXJ6@~I zUnLTxi0jEG68QH+*RHO`7hG++QcBapJ82j4q5Of_;U0wyX{VuFBW@CyDUCKr2@iX$Z;p{*r40im1>TD!C(npH|AvA9 z=k2FhcyO5>adEad>m(lpUdX+(nH`ZG!b#a+rD@zlTEY>5Rd9u^ZAeWB($ z`S)83tJiX&ZbsP(Gc1yl0$;lfQ2g!Q;{*oSkZ$77azguWmhjCYLELqND1qW6g3<5j zn#P&8c1k}w1&tRA-dkB$eVk zzC0wTDo!Ua6(7pokYV&2u334C)4Cbt3>&YWYs|Z5o4p?x(SZ*JP>N<-D(yQdn*4|- zr+iAR7GI^3@}a!Kt}$P0iNftxK$gQwq5VsD^yA!F5M}svYI+`MExfB_%w@#PB!)n!dD3RoV^|!_A8l@_W8m z6rYo?FwwNXe<|=Ym&g4DG84F6L(I(sm_0dbfpB6_5>4CC3Au%S+R}Dp zE-_)Ex<#$DLAH%b{6YW1eE0Igd?0cgUy?*tySkX0UnEs&%MPm1hZ1_@ITDiv?nNGi zg#tfFl@^acM-IPs+ubQgVDzz$=)fy6MJCrg*|aYV*Wo8UQxJDOJ6@RIrihq#F%cAB zX9Ha400LAi43kxu=y95&TkZULblu$6Q3&Mk=P$SMn-}Qhs>m#D^n)?EYyWDiA-Lure&h&Js;7+8~@aw2=bef#}wtZ#NDt7*?TsFi<}#N!+WL~+hX z;Q#_2ZCm;@PzYZ5{M9BP7N%X$DV&_rV@&1%0@PW-w8@qxrCA`-{a%=MoyQZ$Yn5FJ z`kFlAPl!P$chRrws*JVzmm0bHrulO7Vc|`?<|uW2V22j}D=(bizbqDb4eZ1}`h75e zttD`;GnktNUSQYLmtnOn+{C{@^plw;rTOb1nGsl%-tnj?&MAOcY&m-0mcUK(FE<}P zao0(LHl-=6J9_T{D|np16&GLFPKOuRpssHcs3_f%!Q5X!A{lyO3?=x z%K-#*&&NFBm6f)~^*X$|eYpPms4%(qEliu0!s(6~hS8&v59NoMsr5kluXy5|c~Q`y zfPaDX0`|5t8ojF6ey2cUOg?7{)4sSMu1^3W6nI+av|IC0PRi&jneO_!w28mEZNJkn zB21?AmGjj2|I{t>J?Ek99*^VwQ0_&l1K*rcY4t^lk9iEKKykxkw0}ENVX`aGnKni- z=%03Iab&FQ(tf1~lB7Cz}iPHUO+tO|gM5F%@fGAEQ(4;gA(}tUsQc-$fh`Bj! zd@zSmKr0ss1}yKmvk;FM5T?yBak^d^be4X#xJ7dS0kDjgc0mp1W(rIheH(LN{$5^K z7fvHiMl2|u;HK0t`irOXACA2HO^F_Tm)L%Pbul+rOxKCm+DH6-OW|=)^d3J@2qgG5 zhm`(8rNm5C+GaJZVd;ZbMz!UF}W# zRH?$9`M~%WOoRyo!C8iP?^Xtb`4$+mx}tzFnNYwm?W{>%6Ee;s1B7nL%0g+6!w*a+ z#_}?m%Ib9_X7WX|8a;u%6!=sELAm*DzyHFC05ZPL%?-B;Ih`B>TMPW`T;I%js?is) zaJmcFa`fGJvOK0mFzK&FI!HT{M$6+Hv=jfBnR2s6mdjoMVG;ZkHJ603J@OF;I8f9C)K5FAf}k3N&0@ee!O$J+r$ z*xeHx z4awd6PY&UJPn^QLArRMPxq6=+BKxt+L< zXcZWbo2{MFj`relPn_SfcYPxx;3kYX8jsId_P3Rc>SZ&YFy{1;eV%oFx!(duTbwkm$O4(noWehaH~j|&T{ z51s7pPHa%BdlP{yZ$&Juu5j=DGf>I$uo}$GHCo7jWwg2eVaLM#g(9kOpXM0n6-5bF z?S{ER{zVQ-%&Vor;%kic%^X0$JNc^}D`oA55p3G68AS+g@wD!T@VHqyP;^4%{*G2G zaSk)AYQ38FZ(UBlpk?52bJz>mFXtKm5BX3|sig&8=9Vn)Iw>-luz;|1q75@Y8@icz za)c*h;1i7_+*)Rlq+Xc+lX!APey9rFqE~S>?bvzr6Y_p=kUhFfqAJwyY7f+B>fQ?A!o|A+9p;F2R$z#uaR122>TiKCQ~GPtIIohg z>)yti^ctdI_0dl2W{UY3Jo5O-N-eQ5cG6supIbLqAZP=67FmC+Q?=#|@1TnJOk=v1%b^-Q;`2cc3jlPyt zIr_o2()gK~qV&eT++0}M)sBG@{tu~wQZ zBk8KD6lcy!wGY6;yS-#FR;pS!&6gPLs>Por3S@uzt3Zs;c5x~N2aC!VcLx>(E z9sxGRzaO~Dzs8icdq84Wo2JTsj}b^l9JZ=3d8TGoUI;NfuF75gZKmX)AJ=5y{5TXI z?;)2oCM=YOkUW%6+BD8;?_KW(PTZ81>cF+fCEx(!pnoE@%BZ4u-Tc1awZ|)s#fL;g z>5O5aboxmQtcXxI$nii#%+?%0fTATGJdvzjU>F&*Zg@Nzbc|W^Q{2QhBRT$W!!mhI zS?wbut9!^LAcfMqZmu*|qaI6(9m&>V;Ny)Z10VC-FP<2YP+aFtp4J65k+kj~l zl4e{cBd|JIGYE`=lAtsYN>K$1Z7d&N;vEjOEc1{cbf>LSoI!BY;#Pa`!s!MzfGzooTP*#^G6+ki`!?%2J@9ryN_^r&IFMgU~&0gH^aU4#VR#&)|0z5@Rx9 z&8w}-467X@*tC0702O$!K#70~_;S7pPV#w~w=#q~e;IU8&ku|?8c8rjRbY%n-KHnR zxzxSud{!`RbG4vCE&(r+g}Nzd{QJm?82H)Jr2G6<;Rc-!Fp{D09+xC6D7`~20aJoD z-4hB2=8OX^#4#_V>*qI0X%^+AB&Y>a5+!KE{ka3u<_B3wfK~mC|J&@S6+#UQ(>|~& z`upPWau1qx`voDl1taeLYn8)4AZ@eeQ5)_CQ$Ex_Q1bKz^I0ciIE+Xr{V=SY7%A%* zCSu?o$-v2BTHx|iGdz-D3+J+PghoPuRoz`u64abAb4C)(=H(PQriJ9>34xAD^nFU+ zaD9Ofqbyb?2M_>1I?Xp75slV(vNk^kOvyED6awb3Vfq)h&mzHX`#y(Fj10Q%!8i*W z2N2L{V215waH$*~iU6fovk>q7>pBmWNEGyxG>GeS1SGH@Vman3;-LS62PxsXNzP#IAqiETzQG*geu<8LVl`9GxI`&%)>#j_?fR@XM6O%l1;;Ck;DARvK#E7cg2 z@-z!^kRP*dupzTeNwu>x0wrg{w22H90qXm{4k$A_KhP(d@eAlQY#`6;fIN@qxuECr zlrrZbba26}xzELNNIV=sz~OK>WLBfl4K8R1T~yrTR!qCbWinP}(KiktKtnJtmj?Kp8bl+OVKjHOwKg9FwVBYCV&)(2E2>qXh}xM4KO+O_!K z&V1IsOTC#(vSVI*AIk(TIjbs*$_V8(kVQXD{l$3!F?KmZ32AYqZIy&xH%;kA5#Y? zo*8Yf-`X~oHZ`9>GU5Z5@aES&Exsm`F#kjon>50gsY@E6gI<^@} z5Z1N|G0Q?ClW_n65!O(u350=m7B(7EkjNDHqtomTPz-hWLLtjI8-c$Xh(UBl$p71XG|4*FPl3;hr0EGd3zSCzLv)D- z8s`843NY2TaR31vK!6!~aVrHT0S#ulrsmia7M1NE307Kjt%GO$Y1 zguSyBY?i(LjOqt=N0Szt8VIne(Ql+7&rSAw$rVYNG8lt6M=Q`bGVun8 z0|b_W60rOu0_Vmi6Y9Z8Td5RsjR z&^9wsBUNK&m(*EEoC3dvs4AbJhNFo`roMcvW7v3EH;K*g#jSD-F_A$0;84qaR`FTS z1HnV!doYHLhjYy3Stv|GJxxH;AF&AtSS$zw{Qz(GH+8mZn&NL7dNth zam!42xOIaIxM2)g+*Z*h+#D~&+ujKew-R9jHx3}cBTV4d7sOypv$%iNcwUW#y3ck;O!4oLl?85trzr63 zxLACHxC%80{wtbvOD2bO&pPhS={sQQ4Ofl6wdwj<8RNVV6?k4rI2(|zLq4!lgJg!= z;~-={cbcI1JJ$F=U8RJV$zX1tl`Mi64tnD`q+0McFs7{sjzXu1{^Scp3TzE{oYsK% zCTJpiS2%yf)epvGPc&D%4G->yELbQ#_<$_$cv=o1V50?=(>M{Zqh-nR>I_!eC&6`i zLU$?fTA*OkK`YLnvG^I~`F|xsR?8|XOs@2WX;WAX=5qi6vTZf(Z4fJM9*3GX-QK|h z_XE?`2=umSoxBB6mR2vJ{kIMIW^X&JHX1oCUNTdt+bj5{o#BmBH`_p{yX=@LEq)M~ zXZVEqhsoFV7vW1c*^+NAbRpA*klJt)Ru0THnHJ`QR;|jU=!mDGv6>dRW3?}%HRcJ(n)?edO}Z(H z59MM5{aqC9@RE|C#T0jak37&U#3_)i>xhZ!aaKddc>p0wcVv>rSs-QDx_+v}lQ#^L z&Ee*1$1sO*a|;-gF(zZRX=cs+F!P4zQHkcQPoV{6Y$?_aPKp9E7 zIa?fM=Zxm+Vh&Waj5UnjA|qUUA)hQStE6vMw^(VbB8>YtLT&X2HP^{GC~{(^8*F#D z%eF0TQ8rR_=bbZ6iUR+>T23GLx1`VN%QBpBM?Qy?MhlSNPejPgoD{L~-6U>z`bj}X zchV+IlhTq-`f37Ix=WIH^2ehy9VuOybeMNw6);3gp={bJg2_sjgji}iR1)G8Vu zkC&gev^m*`k#;A|exH-8m-qLT0JC^a!|-2$|H(5ni0hvM1pZ-e$@1G~eDgPYJ+sBd zuVbA1Xh7PO{yF*LFg7-rmzB1(9S@IF$gI4O_`3eWTJD#uC2-UJ`sPBLSDO}Bz|Jzw zbkjBrj|&(miq^?L%rxQ*wZmK`5T*3M;7yz5pj{s~th6N#LYyxl4$KX-k?Sg|prQ#2 zbZ^-z!sL&~H0dl*Ir;*Ul<>2TBit~Dhi2eRyNryib|o(Z6mYX&$2beXan~o`iR+Dr z=P8i|z98_1JHxoRA7(LFJW5Kp!@{&%2FTtVR15Pluy6Hv1WZ}2fUSNnKczT-5W-B9 z(yI9V{%Btm=A=lK?oukBQ2NrD2#yIy8Xq~NtR}n&?w8C+lfIE2m~S4`;XTUxc3t5p zp)}uO;U*InlhKbJoj`(S~ZS+zQr?o>p7Po(KdRoZHa@pwix3SHm=>3SGZPwrPT z&YD0J?uU!v=HE5St~nt;Il}Eguh>5GxDRbg zz~WuRyEg%>ar5Svx_%bCy3OswbxP;N&3-Hj6moL$1fkniAu#W;jGK9_u<;p-Y0~>5 z5`UO?0=EpK!enqZQ*GLdVA56C;qbM>siHZhwj~O8SUX5SisVB%q}`}oD}PhJ_$qcIlWW2Eu16+_*h zKw;V~6uJ7jwBUa`EsD=6vLJMy286oNvgPrx)%u6XyLTt*wEI`g(mqoaCRfzBw7JC# z^S`KI(pyS@9|t!@L(DYJiLihm!%67_Cw$yR8mQ^ffftw}OuoEAW6lgn6AP5#Gd@ip5J8!s|u544Vh}gATrfH31H!_=?&(c0)--hblp$PbocF`=*J+n z%8gtgf!hsQgfM@Tg$4el@+^8KGl5&OUvA!&F!R;C(RfdxG=qiv)Cg52P#riQVR5q= zz3h8gdat;PKg$i}>*B9A8iO@%_8xrn8w{s3XdwzWs!8J%z#S>>tjLaPhk#i0pz~f%PUIW1?9j8QY?%KEOZOU!DYm3{h%A|x(2{uJ@009pc zq>QAj_C(RjDG;=@V~_RCgBLFC$EQvAtD;GF4MeecuX6wa96&%U(-=L>qemZ$gm3N$ z>F=fXrv18K<`?{u ztL=RY%)xG8ibX@(>D0ypvnw$C`>&Ycq<~O&#N6TTGK#7U}^PAUK zch8^}0eF0=i&sg)SIR@N_!r4k z(J__B(liOD>#_8YxFqp%b752q{G@?UH%2yqIcD~9e31m9yVY411=CI;-|vamrs$WG zOIE~UD~@nOelH0e;eHIfFmLe0ME&xYy%6RY)-S%RR(P|3iZtnuj~Q+f(}vrel)z2+ zkN7JxEf)t6aA+MAUF)z|4XPqwCoo3)w;mBDS1xhs#Y9lNQ-Lh!00I)Gi(!E_)DO&S z$iAy{oZg4Zm=I8elLH7Cb=stJbmaX7gOHoMj_h}d-eBJT7UmaHq5V730&~-|&{`Wb zrM<)`r8A-DcLGFoMLvnQ&@^+6-);CUEF5{EK z#cP#gh5>LBA)B{}YWFseI~X>aiqvhP!UazENgz47$AejXiEf?zL~)kp00LZ2Xnz5B z9EN~+>u7uKE!JzAHxCx=b?<`Y<$phIpZOiC{`7Gii_z6>$HVCC* zMRq}LQs##QRLc$JUektK!HO6-3Tb)V+*|`^+NWWY(xi%`Tou3HdB`Oo`h5dW$sw=W z#Etk8N{1H<36A4BaIP#?f1&h+aJNmkL(jVycm_4kpynYv2N19-91PpKCc5pFD8DVv zpx!o!rQqgaoP~`82%xnZg^n1o@(ba_J)ywAA26tuzc}&Y+m}e=Ps8^6nMk=ggNgWK z$O8Tk<_L3Pu2;h-++6G$ahF8CSzu!VJ4-@bJO>c4)k+EfG8T*98f~u@XZd~hKnY>j zTfzYUl!71eg2l_tukB;$*EaD_Fo8~<9gx-_n)XZJiLlc6BnU${y zU%F$Cmzz7V4%lOZ5#|~$7I^U^e8fcjD-urJ4?n(nMIpbNg;Ba+rLe#+z!arrAckqj z+d?Z1RKj!siipGicH7vxp7zlORakwlmN>WQ*LB8)({+^8mbT*jNKT^1IlB|0$786H z22-mXlHfv;D_+-42VosJc~(V)i9DGp%{k`)0vIe3)Q6dd#-&}~3baX|jR@{fB`1%& zV(?2WrQO>EK9z2(6-W--K%)FM5EctJat0E0B7`{OfAJ*l?~JA>k{CC{{E)Tk?RFQWpOr)d+M%ql%55 z+`Pxrmq_DNn2OQ`n{xE8iHFwkgft{aE5)LLc2;Pto)k_e=WKVYT?Ngvh|N+Ym0^mvP~Qo=(ZbFN+Qup&8Y`dAx8r^8>KfYlGtZ zIF=3=gB1>3?hnVb>+MRB$#23N{cE5z=`NIK^|^eq{DA1E?y8I+A$%E{y2<(11$I>u}&Oq()09H7QfkmhswO2!9(W6kB&aQ? z0W>buGGE1rv=@(at4fFTwV(rQ4j|w~J2WD3m?#|s8iV3J3IppE0SR2Vv^SiDIpXxd ze3OkAZxJw9d<5}wGug6G`b0mJdkrfTUB18{91xbKX~H*q3jg9;4MwB{?#^fZE)z*; zB!Nj+c{h}64+!1fXd3>>OlcBk8u1Y|AW0S$R-Xkor5WqM$=8o3&TPqX>2OC5uT@?} z&a}x$TVhOm0#m(?s?vnpFq(L32QC3gsnI7GH50l2M}=Bqs%jAwmW4CDl9#liKgvZ$v20sxa+J3;`%NF1Hn~T;pByf z2j&pa#-IsEdfM@@dJ)k`IzgWfTWiQ)ECsh%yb8CqeT19II1AhMvXH6xcfWoABN5){ z(QQ@QlnbQmteF6NyT#mGVNaN^7F1YzRUw^jFCG_RAKY%9n8crqgl{fnAP%3R7!!dZ z?W}6B_>`bv+9&sWiJs^6wvzy=@DY+G-I3O&>!`{T=L>~A0>0L*ZAqlpjTz0WGD%dXIhUx|2=4McD%R~m<*15RE zEyNihT*$}cwa6p>tR{Rj##5Vg7C)ghYy;vTCy&Ee5MQ=Dj)8d7-W-VkE#1WbMRq5j zy_Kb3@fM`MIl{hL{#A>7h{~;67Bjfe83fn)gWtz(%Yd)X-8+2U2It> zo!S5Gg^q=rJgFnj6Rbv|e>wbo>Bp&|`k~w>LWQ{Sc&qq+Hz3xQxI3)Kiy~Vn4n3r~ zN@~HIHlnu6({>vlk6Zj-?H1zYX3i*HJOPL@`bo-s`~-X;34k zhtFHWlR&Zl?Y@fPh!hIys`YB_Iv-PaXo9HWt75E>AY?0@c8X`^d}9wSndL zkRX>|*q!u6{g^grDw!|L*H})A|1v}rr-fWAS2+&hek4+qHYbEPUkr)(Z(?7jdp59! zed^2ky^$z6G?LDWpOc?@VcHK7hk3e=aaJ3v#Ize+YL(d;Xe2>StW0-yC_L_kN+jr( z4luRKh7+~Qs!BbnO51R;U?`BT`$YI&Uc3a`uLM!s-8phx(wZw(du)MEYQX^n_)7=Y zp7n7_VG3>3OEW~;F*=OwcMpGg{DpLx?4~HAkF-?bhKZfKC6N-iGw$R4=YrrRIuIg4 zly1btG~y~|j5A{V4j+UbJduJl!5IMiTM%JsRxjS1>5N9ts5rtM!Kg~xFH)4Y>~7KT zhJoKmxAFa@Aao;2o_g35gGJ%hO@3e3B^w9kzfI%(Qc&-(p!C^>F(>YNW5EJ9gVRy& z*cMjCVz~mFOluUns&Y`Yj?F^+4aEn_L3K#!$5>dUn<8mhmrz{u96&%;TV_ft92!YS z5Kan8+-fnIx9tMvu=zF7Z5|3r++fC8*bo9?$K>(9c&&2gEH(ZSr}+0l=vjPg6=CwZ z#Y#Jd`W|nLzWe;u){+n9lLd>qz5vXj5fo0&T11#EQNc=EBA!m(vZPqP>&V~7REsG^ z4ylzFasUCfm8>!#?F-uS_$ldKS47m4pY0fD6M}Y~6PT%%ctR?o(hf~DWSrlDxa*ss zP3g6;j`$;U3CKdeu6I}{arM%NA~E6Hkt6N~{h&Ziv(M1Epm-K)_AWe!o`Pf3mJSIDi0pA%IkT@)Rw zZCU;5UnJ|BYl@F)Q&cPeEsdGdnSt%&-^Kw1SVpbzTUdm~WCFWziD89gXxC^t9aDo$jwvl?GB0+yW^Hf|ry8#Y;+pSs*3BpKuiV1~)~Y z{@s8MGFBR&@5u1g|hoE5W8(P0@5Sb|;APYt9T|`C=}x;T zNJFF;R|if9$;kl(lp>@|rbZ$L{xL7VM1j!FJ+pQ4vn4q>LIgqig#2Jy+@c|qL%L%v z43iH8ifJRj4bt^YsH1$tiY%uUw%=J+gvo}rTWz$*!p+hYJT7pW`0qZ0CgnvFiNM4I ziexB^gB>^?i{Yf`9?Q7dOSDh~C|w#5W7f4zBk2kilg7F7qFvuJg~uU_k=30x8fOlQ zej6X>60j6GQW}ydp)}YYQW`W%DD6c`{KG=&aAl#i)^K3y{v8pi8VE)bJUy&V%xw?>Q^QhFou|F%!OR{8Qmx}JbQx=tw} zC{Lu_smH>Nb_6S8JdUbx*Ciq|rA_TkdtwseT%ka^e!|odSM*q;fEaa3-f(DAx^p_f z$c6g;ZkjC6go!6lbUc`cxikxL@M3{qm`6PMW)2_#u@Hrut&DNbx^w=XPQo~Abwl~t z7wTrX=q5L*JEcwbdt|l58FFcP{Ch(ZYz_Y8U2SA|3nYh);Jt8b=+j|4Wl(RU#8Pk@ zc>2qTgFgGoj5A0trQJ6isCH&4cqUANzP>+0|c<-oUi! z=9CicI_2F+`mdPbX3#n%Pa6xNB%w5pVH|})2pNQs zVos430}==T02mUBNybAuY1IJ~00dY(B2+?7A}$^h%0iJaC<+Dxu_y?GKnQ{`k|Qw* zsmlQXElb40$!dTEBwA&6tI+-)6~Op%MC0XDmW+DRK^pe}Dr>^}a`YYG5Na5#vO<12 zmMx2Xm2RJLaXks1%HFSEj#^Wgy%$xMz?-FRC8VXY-ztgO8%nXNz|2xbj0ptv&1VzE zrHx37XAACJ@pM@fqGZj-ac7y_V_!9w-_Bl^IpXdQ>`<-Q`Ef1BaM1ZMIB#GVA9m<` zt(-T5IDZYDAIEvyXnoG9EMQ+wg|uw6)tG}LUL(_+N8}+S>GfT^Hz1_2a�c^l>?2 z0Iaeu5=60XSy;$Ra5?S#a&+teJI#6HsU>JBAiK)a)IND9g5{zIArGC;`J^gdWx*(D z8!@>}+SxhEsihgEi&76Aq_wT zhN7~lsJ08|Qvg0=&d~CVXyt78qOv%^J}f;bhq|trUaz+;?))bNg?}weT%7*v8p?D8 zi>@1U9n|h%zY1|@fQ7F+SQW5#b@vO)@FErqgc7`n#l6Pk9%3g_d464I!~kle+T36F zQ#Dd7br&o9S1jsXD5+jL9iYBqE&zkz-Tv>|7>3sa0ESrP?+j0mBJlT6qy#OBQ4+g_YJFJ5!DvsB$#km90#j_6q+^sr^9Q=Kn;&1M-zJ zEM9}%#kHNJ`B2xn42vs>+_{AGO7Iw-U!$RKkKB#o5uIY=E_*D6=#ZYRW&-rl0?}zc zk=<}rHJklD3AGaR-g$Z4&1Ba!T531{CFJE<&Fke*-K$GOXc4 zmD1Nlqv_U~gfB93iR-1hFZJZOHUN^xqWScZg8=}b1~s$g#YBdk0u^VruNb%MY7VTK z4`&{*9GfeMVZ6F#Vu%PQC{N@gnmf)M$Ub{cI5YDB z;66Uy@pI=}@7rfv)NHk<%+1OhQa=%6nns<{U=$u&7MyuZg-@hrRxo1k+zHhUq@i3rPco2J6M0981;D|KW?{(_hw)s|suRw1iY`-WOoXPfE;{mQqh^|z zAC%L@xpD$gGubj1bL7j^m9id5I4 zX1I1ayF9I~Jbx9O%?;yV50E>>aMU#o_R!}v{Z@66yUZdZ+Ppo+Oc|UHiMq;V31l|F z7K^&pw+WIa!%0z>C+byHIEql$SyyAJSCN8C)Tk?5y(%ofTs=_NEd%<<$=-Hk9~lh+ z9Mq+lC_l)HwQ=ftYuAS(U5vU?!z)P$!Y@|WHl53bqiX8HB0@#)+G@h;LM)+ob%3%y zQxFmzD}MA2?f^MNT%LA8@2pzF!i~k4QFNh>(i#ftVviCMDnhBQ!jBTWnFC>-y58-& zZ+Pj|b-yGuQPHR$QlQ!;agC$zjoW3V)b)~8F<1b+-Vgz>x|Bq+Xz+9}el(*_c;jbB zprnSq+&~yI(fEXf4&)WN<=L=Xd+CVLY})P)JCj2eNZ>PW%}h*yr?NCh(gUtK?IS zc(EUr(ci;wz=_@gRg4@Cn(lppK^{c#a8bImyOu+N015uxsWebOZe6xPZ51eDY@pkp zICcZCioX?Q!%Dr8TBsCnmMC+lI7+476+&IvO_WBF1}DYmjsop~P*LW0qUfkT-Ze)*5IdR>@8MUbts8!T$bqwjRq*-DNwMvARuN0RB$4@t>kTR6KS9@oJ0YvUEnE6z3i ziw=UXh3|FmvVv(W05ryr0pfPUE#W`QmPVGx_SdP zfBXB9?o12)rz@o~YvkP(Wa0%tx&jZKEqsNRyNakUq=+K&&{em)D)WM@%%Q86?y8T| zOoVjBATKumu24&~6E3qL$bzo)0PL;CFfIrC795zI1kRx=@@7>WMrE0dAW)(N_EHL# zgdmHqDqVQwR49ovL_+x>p0Hwqv&%6{U0hVD7F#hL6035~M!8z@Z-hTFe@@bC759BbDo)l+tBVwdQA)2SIr3vy45FL{gS`Fd?> z_l9lVsRag&#iXzef0}#4mM8as-i2?D#g350OT?;N_q`?R%I^|YRr7KV>u{?^_DZ-+s zNaXv3L7m#^o*I~+UZ+YHoH^KyT8Q%aMx@j0<%*2>I8CYD=+tTPt^ZC%)jS%SKuc6W zg9^zAjK-$v?ulK{xHWC=Xf(N*QJ~?~M%Jf8dC*`(fnPVRiwbg1j>hZ{y5Lx4XHA_W zYrP)4z}JXl{V=l7P>pu?DbfoQm9j8dxXSHHyzT-24E5*!*> z!C7jD8Dzf+K#(fRL^JL%D0ZM}I45>*TC)r@_=Im+2dhajOvjl|Vwh{%JVn*#Vn2zi zr37pvhVV&z|DJM-)q=N3)iEQP439at8Pr7cZ-pGl#zbUW7l}`kP=|ELq}8ExSY}Th zG!Ps$3HWr${}nV~5hcux$)rpX(uHR-ZG!5X7oo5gmq{1bHg{V52zsK&t-rsuUW)T87cXs& z>R!_vO1zIXVQjJ4sP{EkLbtij(RayzvYGG0*2PD5jrE#yip*tN;!SlOY=<>K;AEM7{j;t zb+%};QM{Da1{r#^xxv12Q6WH2M74E>lo<7E4<`{)j~5=|h9g(QfNpCS_2JWtsyQue zu*8YOJ}cI;0V35V9pVFrhV@P1B$`U8OH(EpEI)g0h_8VKVuuPx5hlrag%V6uqv^u^ z&O!nhj-)W&N4Gd-1bG)zspm{hNg-8Q?LqF_eowmcG-X89wvTx)4E4(rS9#jl%Q2y( zGxfwOQd%icK`C8_3-C}H>;Je9pQ{zpB;q86vPO16v-@0(eC(Nrl21hzqQfcd^GaZz zzvvOr2_&rVWZ;5LT`wWfq8FKucT5rTGT_L5$s(NbzJ?v6ZVmr6T zLPw4TYUiVS+c}FhHsmqF>0jW%3-aWCI~Je3E)&0T_z6s8ubY^=5PRJcsno}Qun=ll zve#X~c)E|*K?9uHPCAa)O=pu)6J_4e7&V~JRL|j7>Gj^X8plRr8?PYQmcX&jl}^HI^W=sXlZ06?hVP8*i0ZwG1DK38s1skXO{v51g$6FUg{h!`=G>rKq{kGeR_MfKfmN-FyJ#cjnNj~8cfJC1 zS~Njf1_tIk|dk$2$S1x7q1Tuhl>u06+qB%>KLAoWcUH%mf5Xlqb>`?E}aQ z)jkC|H8L0()w5nTNEd=Al0r+s7L|Gq9Lx!6&4YbOHh?S=H&J;&E@@BYIe8J)wmvAN zTKYeyf`dYT1w}ohkRiPvjAGZ3&W}QM*-z+8${eYrTQ)_J9LdNa1$-%r!O|{`(t8ZA z5KoX2zaV7an7f3>gOn3bdJbCvy!OU+UA%<@w4|POZZgFss1~gbska~!qg7m59(1_x z-xv@m1VkR_^a-d_p_Sv!-Jds0DdX5ZC)I+HV4D6_XPZ`yx z?{kQAIxNTdZir9K>gYMq&HxKOmJ5wSJj51QQbu{r#QlzSL!-p3P~2$gB4~N~iK@ZP z6_^12Of9?^CX8e?W@S@YU&?ZqU9w*Ka7TPfE#elYVD2`H@YdjolXWvK{eqSdk9AEQ zH?~su$vWY(qZyx?ptp;e8d-!ntjv>fTX&v-l7%8NG>ckh)%F8og64ACsNF-mnpmV? z=^*@?vLrKIK$*=QfiS1dj3E*%FcnIRtqCA7YX#?cfPvxE+=Cj!>aW5lU)Ig3`qC$W zVl)`O)tGMee>J4TlbTWbwT2kJIcO@hu{w=>{-*=v}8L*($vkY&I4-+KeSTepjf?9?1HkKs*6rXg7J(* zm%h%}_dN&x)_o0>00Hc1?cBh$lUs9dgpW0~?uhQ!X7@BU`DoAR(d{uc0OQLEm_D32 zi)098?15iqui|A%Y7~B|MMJMSPfHx!CP+s#D1#pbD3|hg2(AT_7K@bO^KcblP=a=#UM%dg zS9nFZuB8>`xFJP!8@yYTb@Ni8h|b)cT~e9gGgT2Q=4)<#5~d{n$P-FR#Hax&lx*}) zvY-#yP3S(o7?iy%Z>2|JI{Bw>XnFVfd=g#DNetTyl$^K4e=QRR(2y4bZgL4(<#99% zHO@DKta<6bYF}J0t+1W;3+!?hGSf5lQ=0JN-N?^X%V^*EHC?*rl=D!6&7+`?guu@w zkA1+``Dj8~Y0t>9!+d)5gji!J7h>nA~`39-Sk6X?4y z60&Vz9Fp`Ji%!Y>`espL$nBHc5+c{2ArV7ko@PBEU+FJVVTs;;j@MGZT#h*xkW&h8zxY#6m~(Ki}$QW7dMkrQql(){^#cNpi-t=uwbk zEn$yKP@6*?)>4kRbd7n{qfG)$&x_5?(k9MVk&z*X4b+qnEyO1vOv9?9df{5i?$l0b zD=}mxH%YPy^|SgRJI`*c;jqUXLv5?O$_ZWUf_rQ?TMRJMWEJUB>hQx=Pt!_NvzS(p&8MG&O*!^M6P9Fx)9X0+EfufpAv8; z9H-j$nB8D08GNs-h>|4qOFwzHR1MatKbJtHG~UH;a&M>xA9RDY-Vt#uaR`UsFE~o& zsVQkyMd&A3)ZC9th*;p=QY%zCmTJl%=2Jx(b)L!{b2-9eP)YEQ<$_jht#d#Ad*Gfj z3H3K}G7adZzW&+1^rYoCqnUXk9-hl@=S#?Xf$!z8-g#n=qri6SC8B;6!#CodsmUM7 zAM4*;W7QdhiP|KQI;b?#dIi;|iIrgPS=W7c*$sc|zr?dM~HL}^u0lW9Aa**yN4Odu>IX!d<%c`bX=RR~^H3A$P~yLcT- zl!nQjYlM-_wFt8Aw=`;tEBON`N??B`fH*PR0l;DD$7W~LDh>xADUktn0EOV_C5 zd@4cY0*_z-4f_Q^ZJ)!wsLxlQutp8)5MyJMAq7Pv4eV&$VPsn#J6z5?zbW0Jy4eD3 z%cHm9z{UQPoYqjsR%#jm;?6>Kzh+=L9>Z7nk_Jsea0QLFWyCaBG>b|n^@GY6T~@X* z{r^L^fSKpOIk8*6(j=mU9KCklf8v5vx^JmaglC6ltS%{5Le-#82bf@jp5sw-v0S?`fh|D7laF0E z>CGAhY`4&IIdE;{6&#%c0x?0>OFgVbu?Z_p%yTL3B$F20D#TpG!kcb#G>wtYC^Ab5 zyY$z7Jp-{${p2{<>@b=?rvq%G)yp;vOsNZ~XFpA8p;cRCPeR*#Eg1%PAypl`!=R96wKTLXG;ES+Fa%n`Zc}lkX=l`)CVT^bemzI} z0B)X>g+jjM3b=-|^=qrV0upz~$65(|88&X$%W z3+Id3&^8^EH7r?lW_K}kC)~sgKgqt#k#1dHagA2&GJ!`jfx`!@080w{&&;Y%Zzfm} z)U3KY2wXXk&11ha6wMaY)UQaG;)_9(X&iLKE-vk+yav8{tklp})qFYR5JhFq921Ti zJ+vcZbRRnd@O9iZ&`zNX+XA+X%+@ZgsCN2YIoSotzUK!3H)Hu<00;Mm*i zqjWpNYLEeoRYikUuopNUaZIxA)p?1u=bAMxrpS2_iGIj_i5XNB_f;ZI$r_1ys{j89 z!4XBub`T%G;rjECj3vVb*nLlI?G#qBuB22B*}7tUnqiX&Syvbf(PY-(X@|)>b-~HV z1ZJuCoS=h+Z5V|D^&7#y(_cAa6N~U_Nf(C>3icY)s3$t~)e-e;Y2|jBg3iX}$ z)6kH~FS9UI5a>9`b!EQ|7a!65s2}h%wVW1(ze;(EZlN) zlmNanKC|WTfb7oEYH*nOI|pt<#o$snQb?Z**_36f4T$(it#7kP3l7(l0X5HV$X&1N zOZZ_sEb^0ZwgADu8;Ar^QyLp%AflgyIunzROqyFCxTUe&^N{|s(k4pI9NElgn#h1p zeHL|{-y@r-s=0_Tw7SPP2_ZLo%FYSdF=y(5lXhMk3v zpzFtGdL{9UE?+DRL3r6vS9E{>xBg}5`bT5vDZvI*Uim4vXXouSH?^@aYznKZdB-|=XAqYb$5|xSpo@`nhM=Y z??8_$H{C_=5}jbeioi})I4*wO{tsTUz$h_MqCL?h+l!5P-yRsMaVCt;pSyEFiv4x! z4GDs1je7t#bs1Ko_AUv4P*Cimc8gip@K+*}RRJi70J)4cBTW zE=|H1lZ{ zIXw<Z;2OecHJg#IqhoVN-8L&H+8$W@wn0D9PQ%(l8y9zg zn|)Xe*qRNr=A(g_wpO?SsS<77wW{qgeJ&JKyo_Kus0#I{HJ~ix6P>Wj&T+SppUa-7f0rR42i|FkU@=838Nx^w0t2D8odlmIZEOtR<{QL$0WJz{Q@9tFv zEgO2b+R>F!vvmeSc~Wh_fxpU_Ld_W?Y^YM6k_q!sRmsjNzIX4^Lzis7k8*Mj+vuj< zw}+kvA$@kSOz3F2 zC1w1J$@ZIU`t2)UU^=%7=Wr-TAMcaZ=@F@+&<)fI7)V8!&RfUIV!o)7t5umG%tZ_* za#-pIa{}t>nAA@YuAUhmUsZG{TE{~X;B>f9X(2G~_&OE!T4;hB84>L;6*eF`k0$W~s8^Q?M^tLwC??Uz)qaMYGrjw1^^^aTrdg9l^5ENUi^a-gn?eowzLKJxW_JPD`JPhrfkxY zG*`|W7mZfnf~ z^;)JJpF51;HYD)L?=rhY+u*eTA#pRkTkQtQ2?MB{5B*l;!09Yux=f*9UQlq8S)-^R z?8=*bXiT6oAAONICs-MEep%t4Xxui0g$QsVdbdt9V+$0;7UE6*hg|Hcx^t!CY;Qmj z%lJ)!MAqX2DrBS~%ZV|O?GtzvF&t7(8~j#uEIQOzl#!Y)i5aqqHHI(|p{1>Y<8s5H zuwnD>ac)UtU=>VkP{9d7GR`ICXz(@nkPusauhg2ls)^oRKPsudX<+g~04lP^Et3_Z z%B*SFt3!p7d9rsY#I34Ve&y8Y=BLmCId{kQ(qT?Z&?#U}vH(OIZ(l~8lG|oMd-;St zkP7Lx3RO5scv46K`obW%8pM$oeuKj|BQ&P?)lV8-T6&g8g%7|$23AwSPG~y1-BjOX z26Q+>Ery&ca_}^ba zdLe@TAjz?i$m5nqfc~Q*kCm$o)K=)DI)V@+9H9l%zNXy(BfS1nY#tg?3QhAAA82T< zq1M&4>$sXz=U5qAHrxBIk%blkz2zx2Zx{`IWwrdq3V(;@cu85}wO!R+cFmO25z8 zMF!_Dhnk&uo4c`6BDlRHvCvFT-6hOfxdwFtyGO&~S#(j2pT!$-X2HW)J~P&{K$h$% zIdutQ=PT*)DnfOSp2;3mjVt?7_L78$GBz}xjUk$TPUhrfld|v_g*+I8^~xLKP-}H5 z$`xzixFXk}lGVonFrN(oz_&1A$pc4w?n~99oP9~jy_6_C?)Zp&%bqnk{|p;fTl-EI z4#S}Kl>L@0ySO?Ie65c?`*Cq~$5{whYyK^;+T0f7vrQP6N(bg&Tcw`enbUiax!%aW zca_f`Rd>&;p6^Nj6p4RAFpxmw0PP5{TMV6=FWtbIxxIX~w{2`hz+a>F!gh?E5K!zk zj-aI0UKvqS&V&vmFaX>K_ZPCR@Q;?AC*zCx0z>w)&>|*trw}l5i(_S!4%xjeJKt&Z z2X$Tg&r#+2h56RV~Ct;A;CRZ1$35+bxmWUb+<5d`c z^I{vxR25dRo%3!43QoaG`Qi{ild}b3Ts70ODloKnAgKxM!|RbN{ajsFc(HAPXGs)= zK^y)EP@p*Q$~qYbOW#XsVl~e9&*=0Tg?ltUQ@A*Fy*XO6L={!5bke|hMoYh9l_A#p zAgDI+?Oj$fJ<6@7t&PA$qyP(5K(l~0pWO`*xmi;}J`}QKN?);FUW{@#%ZxZ4Gy`F1 zC}qiugSD(0a*I2$85M&w7^p{a#crUd6&Mze@r>@l7GYh|f;@43wZ&_tuV#7Y_$z6c z&mjg2Y^Ul}f?q;a5(MFZrH24Pg#xWP zzdyCK>-3Dg`+0Ve-v&9s)J+4uvqUr#Sdt;Q74kCHH4OH2_O#lRlD~k3$_aKeoXMJ2 zgIN^zsPGhA_&9@(O67NVeP$AM7&*Bpu~Fdvr!As)!#LkA0N`z59D^m?{cQcu&_TIBw%v$nyflDwPXEx*l`~7-Mg?CUIYGWi@VkygWxSSvyQJc61AZci+3I}b}?}(r9 z#U9H4ROo#|MA(dTad#E?7c?!XxO?tGz$jl-xV8JhG12qNAc5;S3FaJ9zq?czC(EYS zBI-u+esVuu{KS~KJ~AqK5q1w};+kf_!a*}^^0R@Xn0`Fhdu|d*_a%nzIS43%t?GFd zE{Eu=P;14Lm6~I}u`Otx5h;aM%+E<9tHH?Y z-5i#@yXjtN%b%fvcJf-_qw9Y;Nfa&v<`nLBq&Y@;%?xU8Mvpz%r&K?M%ob(=2K8MiMp(F%*18?U@8jG;3n z9-LQT5ReufdMDhUN6tIfl7W=VJ2>j1$4d@r_{rpB6WIvMPTLR$?___-0 z>#Jd4(LRzG1}lw+^g1Yaa4UJ!c*CsooIUma35mD}5?^f}>)ay1wUF34%tUR|<6P%f z+PK3YsClIM02$*bIr!&J_!>KM*JQP|_(Y(pHo|QUM>zbu+jvHZ6);*|r-53RwaqgS zHz=XI2f4d}vyd4L!9|jMM!2STz&65?e(qN z&V_p@M=E3gR9)K@+%Ap#>~Tf$=Btdh$1Olyy{WNBW1vbitVRDjZJ%ivi>ek;0;h21 z-p6!6|D-DwxUGra9}?>_t5j#N+5uT2okG+=SjFZ@Y;nOFdiDOXGjuj5)6&1FmA_B? zk!bqI+FU*Z?rU(e2nP7}BK{p0hYDN$&p_<2DqgL)n;Q{s>izAXo)rKkDPISL$V_oy zfx@W|!i#4LB>tSr&V=b`qKn{9XQX|0T zLoh>kF_l6O4R6pjebE6|_#gC(cyR9*Bbghf+TFc}W1B$8*TP1Y5D1(R?0UWb97f%< zU(lG@y|0YxiTR}(^0zctOLSs6rZrI+bA{Iq#DBm6!`<7WJ4}1$KDFX#1C7blEYQjF z12iSx1S{ulVeZ5gTvCZqRHelJait$T?GwnIHBth8$@u@^kpu2M7}a$K2A7hIL|YI< z7Fff2?=h9uE>2y>a4dHND>O*gl!?WulAuw>_y?JI>y?n|F6ms zC_YY*b0KwctHw?7swgl`$;YtPDT@sJoigV9Wa6=Nw}xAJ&PDeOP~HuHQSyG!($@RG z{6wQtY~wqoXRO*Pv*Q)3Ph~C@_=^iT_SvFZn)O2<#zPnU?hLG!7m89Ehiw68Qag$f zm4N{E&v7xTEt83Jy5R|6{^FDn%!{&d;CN3)?)fFz_Lhs{eoo^~rkJ2?PC)C-IUhwM;r6VqJI&tm4X{ zk~x^1LO{SmgOdvfO;MfW!I6uq#qeft+z9vM@n;y9*27|Hu+85!B6%mGqUn^}II1!% zw?8<<0}nrxbha$yPrgtBKq{M`Xll5vH+@(pEyg1tD5HS{qDl`lx%LXV9dKBh{}qM> z@XlG2KVQiP_o{j|T3pj}2ybciWuC;`xx5TJkv!J$$ zS$YQ!Np1T+!bPkU9f|-EYiFcUj?xhbgK*Sx;Rq+VXU*`fmNQo1u=-G$@sriOZLH@S ze`2=O7nL(H>2g_F;qv_eYBAb%4wK4XJUEC2W1bn|)j6nhO@Lp2g*G_|*vSCZ4B^8h zNYnFko!dXQ*LeQg9V|KuSen$Sw-n52COj{Gq)AD2fdR=0uE(TON1r{sEBP4FVpFme zO)B4|W7KL?G?WPUpZabSgfS^L_-ucu?PyY$1S+7=y2?_!ph@L0JFT9WlqmnG$t!sN z>?kG`5YuvOu%(VB#VT)HB(qnheN*PemHO#u%H;1VpI%{1uxV z#!wvZMdsAfAH9uV0#YMb;&>%puwKc^Vougc+oUXNeJ+@x(*Zgqb_!2b1YTgmKQ&Y&w-yn;;Hs=_SESFM=I((kU6q*x& zBvvge`L(yht+)2sQmi}7RK651P1tEPBJb&f4j#BCyjmQMC~ELA>OjXo%}F1{r|!6a z4y=oc&j9oS+K_7jAw!2?1TM%GF5tY@BNh@5wCF+3>gUqqKYE+{N6jx{5006Zf>tsf zGbX8NZ~|c#7y$#${y{*7#kGbNlWhkZ&Ejpks!K?H4?H#8ih^NO!Sf;q*}d;zl{*d! zi>!zOA5}O4Q!Z;-Z5g&U<+cbX*h1Zj(Y@=W6dzS?_UOLTBu7JlV`9F&ySfQ~!L zAmGt@^zf4>%Y1|~$#>AnRYvWJ*PImK%_wscl97*pi=^0I5l2+J1*1eZXAX4{>U!@M z>uq`@$T;=(inkH!unHLNgYg-lIrxRcUvqSkVp%XafRxcuY6D3`O-+wdf7Dw;Qg~*V z)-4U$D*QMJbqMjJ&hz!Nw9K(6$*rSOdK37eN!{(aUjHJ@Tu-PFeRdQ zh}Y`VVVCbD#1z=Ai;v;ttyyN35>bj5eF>}sp>CNFQx)ZvL;M@9-Kn)ni1)}2v16+B zRpW=5an6Jg_cbr*re?l`7;yWxo|p;!*FzliXS&l*Etvn|^xZ@3C2%N3t(6du|7UfU zK%9xS zda>rlWcgn5tx*t_i&b_=CDe9MtGo1a9fy}<+!?4b22S0{K+VNG`UZ5d*NjRC`&^`G z$|s0vQ2~4ERkFsKOKF~$7O>Hf6lDDth)ghrUtU_hf{}~L0$P_%3P>i1n1d-}Ujnw*hS;R1f zjMtEWKNw>Ae&0>lSu8j@RU8wJU8``w`TXZ9MRKbfnQ}F3N~Ihd-z;+Xuy%JUi%%bH zuRipPPgdj(a3VOvR2_=V9o`m*3q^veIswXyV7~lCq-Ty{mM3er$!N(hJy;MTEE?%R z%O(tN5ivuQBMZ%S+6S5O(Ic9mO~)@Hh6BM63CRGu5vCXq4eXM^;M?hMxt8iXiGxrn zYUx=`N8JmOEde-g3}!6EA0QEPM7@VR)r5t{pen3Nw7qVwCM-S7E-s4B;7${kmKuEQ z32Q(@NPxW0V22zq0J4{a^b&Ih`wr#de1!d~23!72eC$~^aG-hyi+lmAlYcz%l5yg~ z&kiTCe21x8JJeuEp{QFF$QDBNfT~x?IyPu+i+l!?GO>|t7<6hoocOF-I6fK$xZQsl34iMFZKw#1#3#&-{qK@CGA-XXXTi1sg0`9eZBeq;C?8 zUTkm;u259oU}V`}99pGxNub|zZ*YmqHuAY@ZG(qIi6qo(vD9)IY~U+AKIs|;Ujc&m z4ff(w>^s7K3}u5&AGmMu$~M&o^BX`Ugs{!9w@tL(re+>&u&W7+{x^~ilxFFIl1ik* zAkF2Nr*&aMN&?-$HVO}<_ZE!NR=S&9Ljp(Du@Cn&D7uL&#mDOxG*0ZW$}VOH#U6Tj zu@Cl`B~{dOh!DmwMd=~E6}YsjTvt}6zvfVfhgI$q{E5#_Z_I#%_pH$ncHzlj1t8gG z21dLqmg6&OwV*0sS{I_r57P&{8gcA^?{{-lyly%+iEkhEZ|fP6LtjA30~UGo1NOsJ z_7$7jRT&Y3T2MHMarqSvf8qz4T)lKSu^(N&7@Yk}Zsl|Jkt2dUC@m<@>?A!WS_cB1YK+>ZM*OLz>`D zR~HUw6dR<~Q6s?oxEVD=#3p(c^p^uK1*3hU7ATrZw4K=Dd=SYr#aFxRqrp@oXeP11 z@SLW2IHi0G=QPEU^_gfKSduuza29urIyFHM^_pa(hIMR2!M8zx|MJ9WhdFhyy`rCJ zH0=Pt0yr#KPaxMT00BEN4XKU*_m+vL@ea&iweZ#%Vhr)f*O)zzhyvJJ3eo!=N)h0A zHI6Pudh|S|ssQjCLmTk|*!1=hU?6`#q5zhdd&C|BEU7M#1@K|b>_81|Eg4}W!0@d= zCWC^oVFBzPs|m0q0jX`H<@iBekQh5YVenF=SPtj&8uO=&U8p0dtcJlS-YnBvy8{8>ePRytCc~&%H<2o z0CSc(4FPr3on{j!O}~;&e{4N)n11C4D6joIzcy?YnS+1@ zQ*>9e@svbC$r=Zh&_PM=^sH_lES71KVqJ#@qAMO;o`61w-mfIj5t2KCfLa!xfWx|p zV&{j@3iu7WT9gA%>4ZzM*+n`hZ+G&!3q|GCE#uK3Bf)vc#Wz;*^O0OaYB`IIut(ag z&Z)H|Ag3CUMKQPBlh?|2+|HC7c#}($^5i7Tzttbm98E4yg#_ia~&X-E!ZW< z*Dvlp_A-D1m9H_|A4a2fmraQ8ei@Z<(;A^A(}0;K_m%O|EC3&S^e@_G`LHlsYf!u{ zr(sW!>v)>54cN*MCM>)g(%=%}jCP7~({|aKI7WfP1ub>dJq$3&jEp`V=sq)Bmqc-qP*_j3{k~^6$z?1S6>-dg*2+q-7;tGQ4oM(_ zku>|q;D4-ItH1YK1Of>rqT>C3@Y{*<^J;EtfCj>7sQ}N)%BHKidH0?|d%7X!Zr5{HM3x?EP-B&B~gnpL<-15Qj@U z$RA%pWtfgY1UqkCZ38748483%sh`|f4cCQj|K#6BiNmO&tMf|UZDnH&+oIg4Tg?}F zlsz*$&SS(Iu99cj8r98B0yV}Z-=Ku+{uKT)4p-4o-S(B3&HGQlhGUkEDF^W-ux4U) ziTK-8#*5qllCt;YRVP%WTA-#@ihi_5k*MZ=hC`<`S$%zNFs%uz!tc>jNz+pu zR=j`%Im9%jQOl3))5}P+bMVcDL1=n^U=UaKxKmXo1m1)pjAP_F0yO8Spe1 z%)V+qb0aveD)2)|1ltB^2o@#}E=Dr$qptA6NyDx1%)xQ+d4~qc_gp1O2*=vD5u~Bt z&AcIko&17BgIuc36nt?jD|oIzP`EEHa*Vd4SH-jJLU1hZ`9+j88y2HHOgjRr>&;*a z1`Y-b1_O)UYUJv#tO%0@WQJAdO=J zk8<(8=Q@Ny&IJMjA#+HEZZzeqP|Z@EX{r<&lTfvN7X5K`*Z&@pi(k2Jwd0V;>YsSI znQ&N`b_{#$9r8412Q1yJ*PD|4F41(8)Z%X#rq%Dh7|hoO10j*ski^T)Y2)MZmV`xc zj%5@7j~g?}evVQ)LU6*|lq@bL2+F<640mH4IQhhpTIIF;x}MI&leZU-r=P^Y0R)^d z(X>gD`GsHjUSz-PO^1I5OgjP&P>{GKOt9MsLYr_q+ef$!Fbtmo%ee*I?iDpq(JHx! zc~${|d2L0mKDUrzvhVDaR=-uaJtY6(W)pvm0gS&3dKO<%z?i(fveK5cG~t$sAHgpL z35&jX+Kp?!EThPY+iWRJ`*C*CIJ4zzl5wV>?^i#j{U@%ZHR9$8magb`=q~^BHubT2 zo6LoH+bN$8+eEYpyLIs~eHCuX7Ax%nM~Z^1Z{}LYYHur!!?#>yfhTklEDeeXOT@ri z1?J?R$wPwNzwpmVxtRADiUL2OY#%ScwBdGbLi?*_m&u-EVcLztJli+f4a27#v4ybL=KwYjh{y>Vm4!Z8>X<+D5;;yGCBa=U_7ynjs;{HgB zGUhWUM1e0IDN0M)^v$NYnzk3A#5^oR;Qw;2i?2Ie5XB156?$ACB*f{u#9L5$!Mg{9 zZuauR93pDN-B_smi$sriwma#vFiPnO$r9%jeP5lWHmH#xA4Lp&gR0U#jNM7AA{MI; z1D05VAuCx(S;<0z;|Fxc-;+vEFlfYGDA$N@gaQ8jY=G+&O!#IR%v8~XOXu-J!R7Ja zw0wb&AVO|_W7+SEh=tYuB$_s?HNbV+=*9B0)&PwV6NS4V&?&m$=oYV0_84r`Zdk=E zZA9#ge?gWSeTG|y|J;$qcLex;7W6Fs^-*CmCY!5G$kg~RTc#1O(OwpBDDc+Ph!CmM zZ4wS3pyPQbM@oN!g1Qx`0ck^2Zr43{N?tM%#+g#Sm2x%hMdT3f$0O(S!17832)`nj z6h$}}@#mo5D^WT$8&DFmKJK@SG1#WKdB7-j-S@BS5>dglXCn~TzXlicFW37r5hiex zoJQfsUx>H4hXHU?z+&Mx@cn_V?A=(f`fALx==30Kw*&EVv!=r$_$dr%j;4-eV#lr1pHLg2U9Ob_q| zwBP@;DH=7nDa|bE%mo5-f{Vp< zL0msQiAsCs`5vDc7zjS#{D{+JFgG9ai1OBgS^Vys+;5ol_jgBQBC2~8S>jBgpeV_( zXnanNwk&Wr@SEKO9mPOdq_#>X&)Oa?og z-)l00NpBH6Si01tgtxp+a;kZpB`C$&MNbH% z>*lrzw`7z3es(;L665jqTSr{M9|tf5Ls4BU{^rD8yhnuGETBSMe5t^gHj53hJZw?| z_r>9j{%lj13v}{Lg|XTMRcF#ApEjj8l5;<58YXeOV+~Hb1z?=Qe+)X^{A`L27X{N+ z+c9p{IB~0ZFWhJXFvI3*5p>&Tpm5kYsH)&`&*+5tmrmrL7GtP5t(&`F zu29h56(|Jes6KJM0ZL0w*Ewy*YEwhz^M9L=JqaOu5^&UH*2OoFI+NboURddSd=S>$ zuf8SAH)5=t36l=<0|yWw;F%1ZA{MI&C|KiNm66GW6KT?6y<0TIJf!r?JAr$m+9}PV zogzoLVI(u9Eh+ZoFR`cF>Etes;^rOc#Q!v`ClA$%_fYw_)Ls^!7PjBF5&7oL^i4aB zN$qz1(&D>T2khWCP>FP##UWX@r_`KApMXq8IuxUncI1ZytkJS4un7goa`crr#qza* zc=3Z;DdAZW5hf2z*|go+$^9||1Hrv6WZE8m0wFj8#wfdo4UBl?SlG44p)emFZ5I9bI%j1j1LKJQlV~MjXL4R)`)NL9*9_Jmy zlXMJEQYi=vJV=5&0=Vlm@gsO6k)pJNmT|K>GgBI!Nlxw|TzrRM0``l8kA77ZPHq{g zFqsBon6@E7S^U=K#qynVpulIi6<9?Q8|QH^YD;_3NH_}pJ6@~&O30JBcq|^86L)xS zQrdG7u=*wN#3mH%Z5%)VMv@V?jU*#(0*J=k80&@O|278@z%VZ- zKP#R%UqIVI(SNnXnS!Dc%}#gYtf=~im9~tW)R$4KbQ}c zP=_aX$m$q|eDfg;nRX2%peoOz4=#`Yp;Kb41+nplQwQuKLT@~V?XEvLi4OcV#N1q{ zxK_>@PptM>9F6~Q00EeMI&2(3Kr1Hmwv%B1+)@>(+g2&XVQZvduMla|J)?kD9@j3c zE>EHZcQ+zT-dtVG#|R5Md+fnpPkw-PCf$;nskZBBVLk^CFzJX6e4{Bc+1u3kmyIn} zOJJ!$;v!RhTbL2hkb1+MoUtt^vr0Z|#>qCxSofpg$oU#reE*HN3WaAQ_eMay8KlukvjZZ=j* zc�))r;i~lFjwYSwY>QReKOUZb-o51x^t)SWk}D91c%I;jYV8%_%I0mUzH!lEVqknZz~FfnV|vt9cAr8@V1O#_P#bylO$S@Gj>O)yP5!~jAa9)=3} zFDP`DUcZyaf20I%my$D?#(J^*Kx+ba)|-V44j|yL#}QPO_M}3_IaTzE!khL#?QlCd zGu#hP#u*$(>;Ju7{fK8H@k&cX}3Un^a2Eiw0E*^+TR9uQrFJ|F#cT_qI}^!tR{B} zrE3<2fAb6^OZR|F>v{&H%wn@x$K^I2^wB0=)s#@0a&jBr5g5`=feG#}Mab{w_c^&i z?I7D4e^2ZoXTP8ne*4nq+xzAg9>A8-c>ykxYwTp5pdV{P?af`otAXypIJ{t^G? z%gwRJ7jCnJbR9Fp@GpKM>d8|_YLzMFOHk+@8jVJy(bk!Rq9+v=N^3e8%Tu;Q{9PiG zqG1G*5hvgT+)NnwleZh*g~cJITbN?;uu*C8t>2wo)`~EBg~3YOlzcGX%opbGi=f@0 zRc%lsN3YbB;_ONo2n>tW>#QK|Q?fS$(%!mSP5rCQd7{OC1XnRJmM<%sbdwdcv`x(T z=CiP#oc7riU0X3so4^n+zU?t4BUYTktMP=TDJJKB!{_m5VX7qZeo$4J^a|t)OPQ1Z zwN3YI6WX6crEkuVDqzQSy!*Y(E;}VAwfiqh;GSv7H(yMdYHw+Q`v-{+<%+lkeJcH1 zJuW#R!huy<;4>Hyf@2sWibrT5t7#wd&1uJ&HsrHY`jQLy4;`WFdm<&pff*}@R~O#s z)yl}?W2$p+0s{BuLd2_^g{&UWye!`G;9|beB2BufASHa^z?n7&>WzmLAiw8>%l)Fr z0R+GWQLJd3Mx6XOD7v>PE%_V>VT};hE*wBWVZeF3Wm~O(imef686%C~YH5KlNTewJ z(iE9IIKB95$P51mbfahj%S`DR0rBP+>t*q>gXMRLYGB0Ml9ce8M-1j$EYt;=!2ad} z_iz2f>Q+UQ?t&3M@N&Q0ycyL3?-dTKojsfxZqp1?$XnSS6iu2eR`(LqmUicqjq~`U zatL>#lW2S}XE<2k?!1${lH{SB0|+>TD6bs~7jH!{}a&;_kb$^ zDwuQx=ga)TjxkxlBfIWCR4b=&1Z)wqny}x!6>Q5DS+Ky(xkPga_uoe6=Rnbo^}siO z@=L*X>z+!6SUU1PNY= zi~D1+ff4T}XxG));{FX}mUb-ia&v`naJPzjb%U`S^PS775O6^kjvsrp+*SxM2)d>w)r+ zpREVVIe-8{qKtXX2f@EMXvBOAvnjgOed&fQUTzLKpT#$9?{Uw9)hKiZjUqwA%~DVm zjp-BxzQlxYCPcEk1x7`I=Kuo0$p^td2lYCQ%T| zKVtchEJDLrSpAMGjVFkRFex0_JLVz_JcsyjJ+EQrvn|$(^=J)S9&nV~@=|@K0;0gY zs0LJFbqZNIx$F+lgFtWq0X0-;^q>S0^C+r<-Bl_rCP`#fo1#r9@GE$N>r>3r;wvp` z@GjgKJ=#)R$;ac7 zk0acVcSE^JAWCUPZBQFeo8KE?YLyWWFF!bdfC^1O(({7@2w*!NR##q(vd28cn>$!% z(kCfWyV(Io*&ro5zLaO-fq4P_Qo53e_l{F4 zO3yGVOy@iZ|}A)m;^PRF^`XV{LVTE089uEsjFNWivZS-&xUIL@1B?=0^`T>f= zL>Kpi`R~YW{45nYFa@lb>7I1bvgL7zW`}!VlX*y)hXhfBKe;zT6!>m|P0DC}cX- z{ijG(+LsB7;A=sr-K&BFhueEUi~qM1*BxF(MT|C>MBT&ZsnX+TG@n#?w&W;}kzY@tMdh?HM8FX0_}nm+gVoFLW;gm!$^=I_3#2 z=Xco41nwC|gvlOkrrK&jg{568Q$_Ps3&Sb)Vi-Mzp+az%FmiZLDxBr|W)7&kJ`Z_m zM`Q#vWMrpS`D~P$14Wnp{fmW%jevwWw=a$5p|LzPQXB3A%iqs+qS2p@$LLp6YV;RT zWzs7g_;(R3-0ZfpnhSNN4U?I`jgj~_6H*M*Uegces{*;~mPZWcb4bxTd8FMb%_t+} zr17dYMK?SRr48uHLxKaEnbI8^?C=B?P5L?&GP#iO9&6+Rnp#DVW+(ok4=w(dPnMrm zNP+m9c84ez-&75ZI4$L*n~SHDpPja}`$q+OZwKs>kC|>)g@pT@Nk*K~{hKp{z1prf z0d|;3a`Fu;0eh!3GlVdIo3N`rsJ%x2*d>%+5hu%=>&wkt3uHMhVS&2_!9mR6RM8$q z;{61bLMFd9<~K@d8H8PJ+S#4l1rmT>#{8U|A|Nvf6ds?5o0R4kbya*kp6U(R?sT^l z4$M^v*lTZ4I>kAP)F&$H|MGr9!5j+~}iu(S}RhyzCCw0Upir)3FQI+%`5;A>HIkzPS~6yS~YV zi#H_-^#_o_s1%w~nBx#a2q9x;WCmz66A};r00;;L287c|y=Dg#00T!R7E(4$CL$st zFcb^LK~X3a2!{c|Ku{D41OhpbqCq03a%3I_-=J9{(EsC>$Qf6QSDcYlQeZAUsx_@) z@q^iT!GkhaN?UoB_7CNcrjcC_EzP^f8{i*ULfu;mrw}Skch*r(?2GYb3MxEz^JPBd zQB(@o1r^FLp?{%wo@6VA+~&pN(IjhD&-w#zH}#8brmOq8V5c6eSn=4?A25!>>y+|q zemNpr4sh})w)jXbAdoF`sqL_6%EeakvF!laLc9dKW{&m5@(d$mBhRsiR|i^bHBKpx z(e+rFj2(91JVh8g$*kL`7cRQKdT^;L!`MoD_#{b|z}*u~P48w+W0#Egu(%N5~e*z30mGn#OgDyV$D0o+R;+Ejj-b z)IgECku71d@h#F2WY^Sdf0^(??Il!C7~4uq=waPggyj8H7#q0%C5ty_ z2=kjLxs-na^#1~@>X?EnIiHSsE5gkwT5bJb@V9Y(6y*6|is7x$?=}MbdQZs04iLS{JhR^miNDFuqBbcGCuhg(4f)-bO%z9lJcFwBQTi}o} z&%$1#zL5tZbTq@y%LA$J3oaHJVMVgIvrMEs*0BjS-5Z3=#c4qZj}-QKBEg$o{8!Kr zUK3)<<=CTcDuE4q(XtW$HZqrK)Hfj`bsd%KQT26g;az90P(r70h15SXR~Xkfq4yTQ zsiB54Q&G{;WdJ3!T-y%hC+BcK>0*4b$L)QS`BLCCbNR&gI8Dlj5AnAl&Xvmrq5a~_ zDwihDgdWLV*dqBXGa81ApdBz%rA%49T~Grj6SQKKxzgmtPvIc$vvxtNdN8H!hDiya zG;>8&PN&#M9W2u?bFmxWDt5z$!i>&yVJg+*42F<949p30JgKW1VlEv;C*J(?oSk{k9 zn@V-9kC#jGpf25{iQwhtS!+jTP5?xuPm8D87d`DKq|9H4Fd*O$p3XSD7)#4_R$en- zqz2i1a|ej@eh7jyVt=%5^@4S&;7f_ND=`*~(Q#5sFaZHg>!QPWVGo?D)aBR_@S0iu ze_7X41Jjdnm=?q1M*nr!LdH^1wvIMD2zzgaiA6HP=1s43xWJnT{=qUB4>RXH33&y9 zAeka97FWfwAee|dz||7jr2sm$ICX7#24qY>K!klanUgdaDn_AU+szHHAvK}_y5?p! z7W1Nj&ygBdbRG7?f+Nf^)u&+}n6ODPP0~{%9+IxyT59_H9`m$#`mAd|j^TxDb~mqe z(F-pS4U&8pKi0Y^@WS6Ose+(g9O{d{iw*Nl7FN-|40YMbZmXLur{imt zv&f*X3|>O;Uc3n7)t8OHQ9>%f;0FJ9wK&`7s8c% zw6EU!J44Wl5ft%G`5l7LF6a*g!m{PHBnkiL->9u=tXAbHkVl0Q)|(HcyurywhX8H? zru8}16scPgxMRA?THq%lOg{?&H96FP>y*`QBgWf4U41lnH)*1$#@5eDgg_DX3Tmr? zl8F{N1&U~XRP+L@rv=@~~gEkhGR ze-^-P;ImZsG*XG>tiU%viB$%e6U@@nAaXNg>4YbOV`HWL84zwZ4TaFNeSt*Xxi>%{t59NQsfz9QBpK`tXd0xVF5 zeVrDz#aS(VR=yNF6s8Lp_Orq}R`a9P%mj|Ca>`^Q2dc;?aAa|#6@#-E zB)rE@3E z7OydT;aLvBjI(y5+UT*%(#}#nnl?vE(>AO1Q6xAk%UT`E1BF@+S(N5Lp#yK0>K1ow zyci)>Pv=X3?>B(HeAVM86-CX!DIAp#=)$mTR3@d@YQF<*CvOZ#UZ$=fv9|PxC2Gztm-5dW0y^fYoxn;6eo{S-o&1x9bIB z+#L@P?QguUUf_fM;D#?#44$WfN*lh8gbOQEPZU*YC{oJ+hkO;4>%GR60a3>Aqy&df zcHbvV#FW^;f+fotG_efeLBmP}H%JQrb6PPEvH2HGN-FlWIWts7g;fX4zL zVx3imXfX^8taf+;e$B590WPh|jJx1u8#xjdGE_PP}rKA=Gv&|SBpW^kfY27ak| z$mB7Z%D_Et0Bt~$zeS3m0St5JJ4?{P<`&KNWb+JYAne(!K^DA@zaVF=!%)uVMJn<+ z#aV2%Mjp;(PC5cFzSd7an2YhWfZthH|7yM$^f?fr(gR-FE@+s;;ig` zEB1<(WBa{8SRsM+bU4262(e3{IkC`oF#^>Rm4O0UqSUsv3i6~RE(C~MD>yF;#<>vC zgke*BS&nicVDM5MiP-({mrs7@|c zTf7Kpe?zG;YL;tsh&bF$c=PWra^+bbO`ynNheBLdl{BmHFo&mH7RhLqS`jq3tW^co z5j?=^%c4_I9fAL&mnAnrbp*r3D$;@p4r&p3y2n?1%qlVxn+DhOQKG3(DeCpNP%i zWQ@dgrSkP504FvTxC7sp@b0O}6qyzR4s~Y$8EJ$;O49vQF01L2?*Gh$eCUMV{;{xr zIzhJt*-Md+lOXLGqM1%eyxReVPVoPv`&TR-@mA`RvfH^>(tV|cvR@8Yt9mf2qRk$M zfu#HCW>u(EBOrU% z+2VVIGBBJG$`7g#3tq~9jBGN7m6xFedj!22ACAkdM_fbUMQ3t`l6vU@BtZ6pipHO+ zF*CBMe3ejwk3$lWr*&iQ$!wBS>;bah%>`#~3ccaLFQKmzN`4ccL~Yk$Ao#mFs8E=R z%o+}em@x)J35(BcN+=Op!yu3hB{#e_Z>xlocD%5bp(Ml3ubqSvMdwxLy=5c`C38q+ z0qkQu2_+cMP%<3ABr4l`G|kafXlLVF(9MJv7~1uk1w|i5yl(gi+2*8o80+z2bd-$5 zumnkP8h8>ZFxj50{bK7jJh`+$i?00+dmA`j#<0W!txq)e*xh@PSaAl?k(e#QLNq;v z{S5%l0F5o$#~_-&JqB%JAw=$4y4t&8d=(XWyNVMXc($JPEYVbspC6LUWzh0ZIiFgQ zXh%9z{QyCT{?&pm$?kByCt86)wrH#@jIHxXJc<@g&yRi(oRtjABS8k^G&5{s09Cop ze?u#-4jcB!H2oNKWnd+*7wxwZn*m-mA)SzjD?PRfC_mV^pd(k#F~i4G^JF0T%-T+l z&YyBIJ*Va=p8?`#=DcKoNHVCrtO8I9MbT;#EgG?K&q>=5j10jL5(N6q57-js62a&I zpY)tRfhc7~`BOe~8p9AC6g#l#!EvJl?{ebK z+mNn%;eytMaG(AX*b0uLjy4OgCE+!4kC!Cy@NY);eFir{{KAI4=gWiRjqJB$36?8o z&hswDG>j6%Wc$>dqG2>ua|I$e=nJ89IuiV+Po-FOL|LSM z=M%%Qsge|QT^M2*?;6P}6Q_=)YZ7#4Q^~0r&k}1FHe}HgaoI=pBZzFxe_;d81&IKm zYG*~J_E8&ZfQs{63H&}xfYlt3YJIa-6u}C*eNQ6F`r z(nyR?>tIUoD#a7w7W?BoxUo?Cs2|x@SWOY5W`hVFU%~Y$sObkOOkBNMk|?Rdlq8%f z?Ib_Y&RL!Pz9XWN%_>3O6$_ATS_rVrmLJJPI#NWo~D5XdpHXWYvG+8IOq*ti4EGf7tH~eQX68>iYsXb?2S>xf#{(r(+G)io0 znhQueGXo{nQ0agk2``@xs)P~-4nR=Db(0J~`Jvr_VGcTjwvwn62=7?OT&PP(cZU+^ zt`?v+i+Be_%-vGz4_ZCkNGt2wI!W^WlO`Z6vUiS?fB=#rp|wHdQ3B$lXeW6~35ZHg z%@9d&3=F>>IJt~LO15-wS%@%#A!g--JsW&uA7b7lAmyNlXSRQpqfiX*SmC(9>H*Pb z6R4aVpa^vqWRmMu&sDfCEq7?QgIu|vj3?BO=SqF$&?IlE;pFCj&e;rArC(Cs_Q)d4 z@q{!_8KJ~|h!zsotMuRCTdvROZC0`?a5k0IxNYQ;3}InbU~sYUK|J?JlMb7d2?8Zz z;VE8~e^AiH!aHgX5XIID)ZN8W5C`TUT>&UbS`Vq4OdshSX=Q(Z07mkrV=^Xy1ENIn zMde8e0sVra&phuFDGLi6E$FW=K#3@z^7h4UFQ50&@3vu(9J+wvjSxMq1-Z*LIIz2L z7*2^;)_5XF@DNjJkyu!Kh`#A}9;T@<->9ulgH-(+W_X8fXAG_>Y(d!JKJ5E80HM-Z zSWyl;NBv4-t0G8#eu}l;1t2mB^uD8xY;?*<2vg+4tY&+K7n4H`WqMeamPvrDNc#Gp z?Wki%=Mbe|m1KTm;Kbp6*z5163q0zrDRbq<+4rF5*k)@Wg(K{5XAH2xsJ!Ph8()L` zFEH)EuDhXerA7YR5emY@w)Mwy2VVczXnZ2)`iN7wRLQMVJL?m$%Rbl5xnW_N_(Fap zj{QrO(AN=wMCF=7alr5fE!n1lD26$94w4(GlI&I=mwe*_Z#X?_Dd%92K{kAnyQpBr zC{=PlE){FA@jg+l7A!~wv*uMi$l;J(8jN8|DbHD1whuUWN0uN`L3F{0wltVeE+;MY zy^1-O%>on@yd%<^G{Viva=^Mpv*^tLF0y3$Ug;SLk7$;1%Y+1e|I$h@1A+#ZB-vBL z+Wrk-(6UC@{-B*b$pzYRUWl(}0fj;la=pJkG`P_pq_NuWb6OhX(Nu(zw9ab)29Ykv zM)y7iGeB{Bci9hs)Vn(8s}m#(y~qhc1U(CE!fD7487(3UL{eeYqt21K(>oNBf#q(B*#Z;q85W~O+7ndN})?qD8;RT=Q|c3J`aV`SNze3 zxD6lFpq_S?ui&s%`19D->)X2A01>DLdI&H&QvE{>;Mmq_H)j(%jK^K)SH>tba~;%R z*H8>23KDSW**dL2o2oCSGH2@vQ~5S#zrBuat-h_vm%0Gi)^aLW&SbcYyKgGnS@Zf_ z*4x@pY-<+e-i>#$f0xQOAgg#lu4>i1?CZQ^pK=|^4uJwU2kDLi|b+Qsz<9kWK>Q zK^T3Epd=wBFC00io5;wQB&5%xt9TARlb5lRpmQq2oxI$p+GL>bLx==9i)NC%U}ee< zEe%cju@vRJMBH-q!ed+m2d6zVPTcgbAgbRb@9^vZkjf5Lj-OZZB1RI$BT5YFxUH0; zIa9@ti|$sU_PCBQd5I*JW0d43a`IC3j1NNB$aL@07?xvLSvVhgNsUe`SQNDBCzpMW z42Y=TAwH0o0m5CFo~n#7Sc;6}d7LWC(2LH?zp?>4d#smW=A)&#hct~h6$+>pzy>1um*Ad;Xf(UnZ$;;_sq}$%E48V9cLPBp6 z(h_%R|GZpWZ^*Y@y;1ens1nN)Eb=BHJL76j@{iMc7e84g=ZedZGYENF5;|6*-zBG6 zj0>X>VK1>;!g$0bj3>x5w*>i$9%`V31d8_^BKH#NUQmAC&T$E|aejes9mP3{!{ zn}gA)NcHGc;u6+HVmcnpT0;A730lV`q?j~(1R;(~n)|b_(E$AG0Md)5SK#CyQKa=8 z%-w7{&g5qgdFkGkDu(ldaOFUQ&xGVymFjU9!#6y3X;b|H3`&t8xL9eB#fNsJvvNHg zo15$)i@lwXUvXmLgFCdhMFv^)ZG&8oSqj8{D(bccSzLcs-g&HMY)Ba#$f7nWej1`E z)2s(= zAyK4?gdoH2csUA0)P>_Qz=hpHTX&AT6L$NN7h~=3{eG@P!#GQs$Xd@?2~9*9$CC(U z-&K{NMb6x6Gf$O?bc`mlLjiuK^2o?8kr03Q>YUd_eFRBFa%%e)yJ3H5=o7GTsq6TD$^lXM)CU_W#CpdC6jE$Y(m&h;B>m)0UhQse0r)`&^*G%TaenePU zO!N+}STxA{Ied$PvkHd9*EOZDMC5CGkA`sDL*-OIYmsp9xh@E3m~zi6{2IQ~W5&BrJ}ZuoTSesEc?VIV6~;9c&-Yxt93ZTp?kv*C&#tpM3T6aw?fZ zA=7c%Pk&h96c%23oJnH~Z;#epr)F7-bQY^dnyf_PxcrdUJ{9wu5ju+-Op{Q|ubt0I zHJiP^hOdk0e(;oLB4}267bhn1K}5NFPoBo{E~r0L{M55G7x#NM-PZ2^CxASj5BBsQ?Q>L zF@fyqCt-=s2#!v_`vKif=LK9;Z{b z0bEhiTY7!~MTyd%hs;a--qAZiL7Yyf@E6Dsh+g&p7)q4Zk4~0*p)jr;4!wp;KVM3; zwRzXj{o$-8j14ib(ii)gn&<>1L&qvSIz54K4@VTA=o}Qm#L}A3eSLmVv5M?PV*Mpb z%S0!ANo|hKK>{?}vkme&M)lC&u`6IHudu=ON~5C6rY#-fEkv;$Z7u0m?vaA#ks_39G=Fh3*GfKR%B&ihsb0_()_FOf<4%_aCC#On0D+b_r;`O-eY5!B= z-8a7=X?zX|ZTH}F#4Pau?u^hvU{m5XnJR>E*XdBM<2eD^_i4mLX;cG-sQS2FCy1!^ zno4X@r`oYzjWWG_P8s!GU!jp;g#A^6(pL!OP20#DbWqjB3=ZS&6O*d`0tSb2XJv|F zw31U!5!c*dGewZv9lq*JlFx>?42>RUDS*AhsRoBz=a??Xco`gms!alur0vTLB39S6 zdvnxUVQ~AV2xf3~o&V;p%>_!e%kobVW#-L97y#H8OZvJq!k#FvwX0Wvmj4E?1{L(h zDSsU%8ylkC&YC-P8j$`#+VZ9l>DnAbGT6(Hb^%f@*&@@*c#dl~u$6)BUJd_oO!;*a z)}I7(m(Uc3mv$Ef6#qd~#iLkAV1mVg3)pI3YOvT}4;!%QtqeAd){Y;*mgr#r;!%nj zuzl-R?AuZ{NlL@N-#GIdz1<4O(77SdV+PA}uz=0y6j1|*%(;9H^;&4f)J;jj?+-j0 zNkJqW1A$g7t=nqXe}5KCIDV}n%CetJPSquo?pUrp90-X_Rp-zEUGmh#BVeDY`HI$i z;R5!O1;>6ZX}w;W>2vAQJrsMyq)>rNX0VBpjRX44K{H80szrli9QILKT+e9H!~sD zYLn2%gc{H3+u?=ZUHHzJC91EI(ARO?O|2SME4bRGyJ`X3ay5D*oYqw1HjMPl)#xIp z2>Kn0k1-x8>|K&-Wv#}a9PRH7%E@+U~h-YRa4*luh| z4?P*Z7@NVgPY*p}Sf6MUVhF`F*Zt0#5-#btd(_>zVxQAM(x~h9TfZ_}5BH&HE08K< zo<~O>O!P>g>`!z&Ty+huL&3N`4(;t(;&~V%X{X6i)^B-Yex%Ik+u{oc#(i`r5hotB zcFJVYazwRyJ<$l%rM;CRH+?Jl8W^~g;k|d9 z91XP+k=CG+1M2zNN{+meKBBH(mjVV!zkB5Sp+wyHVt5)J4S6NCaXo zO^Ij+TCa-**}p{0E9Oh-x&&0jxwJc-rMgu7PAYN8+acQCrn<#nn)*G+;>dq~VHZ&= zJ$AasZev*x6AZy#u?h|$y3G(PUF4JaD2U57zJZQ#prn6!nt~3676~&8j;)t(G9ii* z!k`d!4mBhFp-1A^m_e9IMbu?QSD*u+DKc68(26@aIHm%B3-A4MO6QfPMsDy zHbs;Nzi`o4DAu|#37m8T1LWQYX|z?IgI=7tLKGL>>h_K+fO`*E=;}$w@5v3j;r5O|*fi3W;RxNW ze%GlNb!l+QkRLxV%_nZmIHZA|vl1URAn!2dF?VP{iF@wVcaUakJbD7!IXy=_V9fPW zBY;xdccX2Df$ewLYA`%#y1yYkq&4Lp0*ltxUIfsH)(BriV-x zwM0%ZP%iqjJxo7CDnV&k!__LIn1%X(fPf_5J-AuaaQ{29K8xDV5ta4-a`w;za}vMg zv+CJ>AMn4y7=+O;$2NwVs=me;mJ@ShI7FMxwErJo{vbA)HPQuzz80yZvp{RgqlD9+*O${t#ht1vFhXAizSXJu>Xo zFjNX3&CiwyMU@SXb=5kJ2hD{kZk+(9rU@iC{?C;``FaC`bqy&H`de4z;|3W7DL1YrH`Gee$_6 zWFY13>r99tZ|)47{|=cU$ee*kNE!gZ^^j;kf8Gptj7Ix7hkPEC?r2RR(IEAl?&(F> z$ZQ`EvWLr(wx>P>B<=OI#L#3vZFRvRH_tAm78mQY1w{6#If$_tkIvU#@LkKHcnV)x zkmd<{;LAMsTO;{Dgse-f z$V%J~0qAtAUV>|X-oG0dEb;LUCBE8R=v){FPT?0 zi`vwPs*XHgw$w&j@8+NoZjt8~6B8mp9Wh68xzndmXEy}#(JnQZ7teV(BwY^&tfQwkK)$OF3g2muncllbU5uclly z-_tFW2N`$;DXCzvv)tGqBgdD05o&T~Czv>wEVq{$5JdN|v+KfHSRq>-AA?IEvHR4)wa>L4?XblN41I?AG3zl)O0xO9}z zNQ~jqyMk!6q6VNX|4zbRgM|i}!l<#tyB3{ZQ7ayqcRdycKvl0CJSL-eT|EO(qZ!(u zZ}qDYFDr4wqYg5ce*0h#8cx+A*P$<}UJ>ekl3HFuNk*q)0SW~WeCDfE z;KI>2dZ?os&9~Tdf9tGS1 zQa+$dtSgeDrBPgyVRp;=oS%ApCN~vjL>eUoDkJr!r`MX%Ye1+}nn_#M*GEwqiQbG- zVSxVg-&RJYOm5vbqjv)$SH_b6+od33XcDAXWHhHdA96NlTOG|OpRJNtUIlnS$)r?7n7f`U{mt+@4nw^&$jrSIXgR9wlo49Pr?_G_Man%4nF5mnM(H0xrmX;jWUjxmeHZ9eo^>$*IJRC4`sWF&RZU z-5v2r@5o_oxXV7&TCOdWwG;!Azzdw?SXHKcFn6pF?dcs4jg}2rth7=w zf@#h)c0?=oKmK3ni!mC&uWhN|)g5%{hSgXHsfe zOX<~`f;TDMpn}A7Jhj9;oEj7r{Yz?zDKXEUP;0ZosCZc=gr2PQyktm<-SpL{$2Bsr1uOY48D2Bl?0B*$#{&BP6 zbr1PN%@-CqY>^<@*feo;)B5{^U*JEaM)(Mb-aQF!uwdnsJwzfGC-1NV_%41EaU`BL z^ugTV1n;ewDQC{2vp?e`wLY{6_)t5!QORQCc2pz0iK*qaOZ;KT(GBDL%&IY2Y7Zgi-8B z(0WKztizYE@SIsNqcsIKVz+#gqiApagJN>Aw!gM*{{giQSWG?{YTt*4h#b;XSjLZJ zz#%Zvx*IKE41(iaUIsrQ&$=DxoxBcAtVa_lKdi)8Lh}QA)QWY3%C1(^II(G887Ojy zhv4^Zf)jM&GX#1K!b&NSa4<^IznUT2iU~Z85{mO+ZsZke;p(4e|EeQIjXd?gBb!${bhKq*TFww@hBYvrxiiMfe3NfL($8H^T; zQ<0idKhPYL!Gw1 zmA^JQm(Dg5DgusuVP$U)%xuacXH6jEfmv-9*>ec`lte+Lb5|a#b4`2!5=c}4(#{9% zv-rIuXIQsS=nhZ~2nk5%dF3BbTi3m-4-KHWLFY{*Kc_&WiGT)>0!dMzmGk+#@e~SZ z2r1AaH92osn`#DbJZu+e@VUM|-w-1kPf!Z9$)XJjMm;v3;o_r;sgd7!${{ysm|e_! z&A5puNJl&`BlcjHO~u)E10YG~7g{M*4LJ0=or4M`9$q zb~iK{39r(0k%wu`MTfa?}et`N#lH;c9)uK5#StCK7U?mM)dt0ut(5*#XuNq~-Y zZGk~S{hfCUT#bZRIa0~F7ps#QCrXkmFx1? zheOpt+hW{8de=pYw!kdM?)C2Cb%Hei;aY-iYNw9t>%3@R%0un?rX`d^44oNrFfGNI zDq&aAt1TfKZ0E2mZWm;DEeGTGW}dagE<+9?R17d}i8YU0FcuHBN-V;dt>Nrj-R{k# zGEK!y-{9 z{nQbOqraDtR~Ct3ueSu346RNEvtC7V#(&(NZ0P4B=^Tq@$1A`50NG=iI!(rZ9MpIN zpjy-7+?*!#xXXTpwxz%b!Dh3A)BM5F5cFt;grPm@&>~-Rr5k$0GPD^*K$w3GR584E zn>r9Hxy`>{`lW~kgw}SoX?#?Q_~hB%ml=wChcm zgRp26vzkT;Mjq_&Z&F6|Y^w=QA^-pYgd_j}AZ7_&34I9Gyj$wKfFF#I%}-dB z8w~yUS_F)wTTk4#NwV7Skun}Hx@8mTflq-1#cBxRksRrgp3F}1D84RR(hrFVX>{8$ zdMLWReq5@&L!PD#?25 z0~7ZRhX(VuK;m%L=fEJdnne4MQ}&LR16j!{vJtW|aRuh2loDoF+8Vg05pD*wSzlIrKp*(-)T+PE zezmp*rj)4h=wZSG>cL9e5DTKm!FXg0Y*vRZsD3aT@^s>sSwU{V6?jE04xq~A*nlf`$XhJ9(k zNP2v=1gGwmkh^b4eZI|(G!8$gj7#q(!>T!#xfwZ!DOp_Ml17zgBPTUNHMYQVP__)) z0|YxCx7DceNCB0)ZD!GZN~-9)4-D**evDY{H!7n9_-m%tC#&vcNy!U_etav;^zgQT7kj?7-s~1Xe74CuD>172so3&qfhT3=pMNnkHI~Dcz8~JMWnA)v+(iv&S zh+=|z3ghu@_R>K%A0;Z;%ZzW;8nfm_+;=O1RXGJG z2=1$~-oQ~!bY(NrjGfnZ`?dhRox@Nhop}}B-a`xUA0hL0!#v)=bqEj;3y)tIP;uWZ zq_JO6t=kM&gZe{&zzM!Qvz;N2n z6dtXPC=^OMwb^;{Kt0RBcvKufgULMvsBc%yl4j%>n7&P6h2CzfkSs)sq;Cm~tVNMP z*yhtlIBh&;5GQJ}vX|U(AQ%(Pw||Nl7bCG)u~s6 zz->CrfZ@trd(gd=C~t9(6_N;LEBao!$*Ls=2KV_d44VSufX}mn8{FrSG9F=B95HyT znyq-A^nvJ8jI6TO9FVkPz{D~Q){^d|tTmz{=dmfHw!@TaeS<9Lq{^yT_(dgq39sbl zl!n-d$*L){a7Cn%uj9VYn*tdU+_x%uoPsk$)VPK#PZA}|Cpeyxc3A|>E!^QUD!Lnb zZ{22Lo+FXY4DN3@;){o19k)Ck?D8wVh6L(wE;8@*G7W}3XEhkkDE&J_? z{}j4Q!uU%}`KO8AL@A6dYvoQ6QCcUa(f^awr(*s56$s~{{^A_Ho$+T~Itjc^N~ znj&(l3{)BMezsFvsd&1rsodcW|zYst??An-teGv;A4c2gQ|9z!= zw9+VA2=GhR+ii;B5Pl_xP+t&!U&&r2!znbGHYT1C|QCcxmk2y zVk%gzZ>qNQR0|xBib%+%$`2A`!_;A)kxEW@4$`v92HxvHzo?+b!a#=x>u^~>j0iy# zoA4&YB*2GsttX`1DqC(0SGG7*6FuRFw>w_;jvrY$yTTGeJxJA#Gk4YQ=i3iCtqA6r z2+74I3eqZLYHF+BEb3)EkRs|2OdbxWtf{k4x()XxKvp{Lu~ z>G^1tBeQVT7ZeKFU&n#a6GMumJ?>J?2-=S=2)XeUdtB%9f?PpL3At9gJ?;RGg%Mk3 z)uk-)_(V^0KCy{L7&uhAF#9Ol)+qHoW0*)Ti4-_CF77jmr+wX4Jl%$1BH$}SP-$27 z!W^tzT+?A=3)wpwG@mO|UJh5ztRTsT6QGaVj5;7U@bEx`CJ{LuA?h0rH68~RUm+e} zRH@qz)O&msjs!lNatiH8+_=I^{W`AC2NO)+-~^Pse@%s+zDx|^BP8@tRDq~pceDEKz+gSLj81R+j1t;~;=JRnQL;R@>NuZlBF%X(5qxEh-<2CG3(uB$2Gc;T|b}%zM!c9C~P%*T?PbHDoz`C+#Ra#{O`g%K$MA|pJ3U6m8vUj}YlI3kH z%(p>@0D&=-sAPwP;fBPJrTz0ODcQl$j|l-KyAQUc8?+BZOH2#!DFa)ToG4i}0FgAq zh8y_c>3&VZ-WdqSIF)BSVh*O3HHj#->#3JMuA%sZsmu=nxk~z* zeZzbH6I<+XgMy;{hbVi;4s_q{Y877G)>?TE0Ro@Y0&)6Ka%RC5Xh8HCHZCwS1&9WV zsxVv>Ob_`)8?7z^G7#d97!4+;6wEYZW;B@G9p44Ni7(w>9np8gqGox>!N(t-_B=9# z>A06@kTWk0kIOR}$hE{&!F6E20=*=gz;!s>W%FE_7B;%=`anvK{J=XNzTwIT1CEaq zP%>*^a9cx&q$8|{;Z1Ugq&JhZ5|nBj4xbbbTAlVnT)aXs(~O$M<)46Z=x_zfr65?^{}2OiiUWS6 z5~rWFZ#MLm{H+BP^hB+?5e@EshH;>AkmWSasC^0TMDmHrbvqKCo(91d*WEUIth!bZ zFXN>&0P`4RGtshcB6)#R>-%PMZ;h{sw=A-J-qB`r8;yP#6H*-NQ! zbn-yGYXRf&(wM;UsEOllQ?jD(MF!PD_JifF8g08&cFhy@lFEhFa;aZqRqOVeauM$; zGa}#qwwUg#rWi;78yJ-gGD>a^W2s>?#KM3q?lve(P*RCiUXY;3Nvv{&n~=1FO<|ty zrV;p`Xz+CCiRTFXbpje%;D5R+PPQQAW-x<}I~k}S*V=3y*E6w@Ga+oZM_J3`Oalr2j&SR^X8zr}%63I#+FprR@3%9Ri2SN0XAB+69$3 z81{rUYX6ZNeOFQhu7c|}Yl>9zBXJXH_;I>VLB-vEgd=3Di;pNeft;`8#))A1464*^ zb|BuV1h<%O2d3$-jnh8mWY~gy?c$IXbp-C+ADTBfgLx2EeQHV#4EbcY~RO-786@9Cy_xK>W z(d`960sHJgoL)AoGpJg(A&pD787&7wvkFDGT~XZaiAIgb3+mDdojMP6lw;!rJNbE_ z7WD1PO7fpjQMx-|uBRv8>f$jGW!0F1l%{(aBTo4sQu)2L+H z;-!1#5kkH9+C*ByI>qCcT`ITX0rdrxXO&?XmS((|4jC>PX)}HR`g|MaNVKn6Nn9Bg zfgzaK6C8<~NPiNm+#p#kX_09$E=rDB@7Qu&s_Y=a$iDRLxP2gcz~kv#;<9~f8e*0C z=M;~cSKLJyo?EJQ+r_BySQ+q?G$i!xKUDqrDs0Nrswq;*CxbRsZ3W;h1>a(0wLex` zR_N(WOVbnekO{2Hrr}-XZeXc+`uFq63%D;5&WV=a-36KZO!e_-#@V{9wCWX-Bu7RwbA!5oA6RQdxmF5Si&t+Hfh zST(3MP&Cce-3QGi-%gO;R(RSp+?D+!K3ZipA#05q6vJeYm=cxzz>H25mSNargYBEA z!c|`yuvLF(sW?3iI?55oN`Rs^mnY}3XD!o8+}*8g4*>!i^wzx!vyD8|=pbNc!MVjn z$=^We>=*Fh?JL29`F9?&UzH{5iz&K4zP6FDh%KLB5Oll66fR@tgQ*cfubQjMnUt8} zEE9B@XkX$RKMy`+7Or~HIVVc)8cype>6K=ErSpFEv(qEafm+{@luK$2SZL?GAYbc% zkQF8GdI6Li8 z`nQ1&yHmB7vE#{Bof+`-eTD{@r#VlDdd~v$GzSuWmz9&tn2=0RKTAFTu!*I8O{8o6 zhO2N8wFC4`zsd{}Zg@(4Ge`u}Paq-Guk1RqwC@;&o*pDV;n#ZN~>*HF37ASrP!n?|w(fQ&Q zMe2LaV{#e6ZUFT%Prn+6N^_#PeNps)c^X`;I_kX|>Jm%~-eHSXhNaw9M{Jb0rj&2xDtZnF-&mUk8t343{M|Qwy;i$vMV~EMoD)b!hN6`tPWeqW;GWJ2=3_z z>Q4rW!|3#2=x|rflB?GEm>o6;ZnFg;r@=Tnm-=xbbTx1nl&7RYS>o||SOkhL6v7P8 z6E)T=o7CAmm2v3@q{7>68kT14FkY?xf+P+f5glZEo3#MHHL(&JHRA9C2ztB4?Iit@ zurwoUIG|p_awRSMEYy-FaHUHGh9s-~M?%(WQ?3Mz$G24KHknf--R9I`JGy>+5>7;Y zHwZ696e-}30ZFT-DWwPRz^ff-Gb^X@@LXwn?NnOjj)|Q9;V4|j{l#?G)I=pWIH^eb z*0}WDNl8@NMUugsRzT?6wawm9G_)!WXFMg1@Vr$8Z>knOBbCgi2pk?xp}8XRNn9#S zVsTPsMZ~4bH-a7yXk@q9I_^U>bi87Zi>%B92hV6=ZV9GuZHr3YpgQ+y`n-%76rtM$ zhRW*3#L_;z5`E_eE|T%GiWMcvx5dn%!!;gG0hyrQeVtkzF+n$DO=a5`CE%ui$j5+$ z!jOPg3*&pNYhyK0$Nf!0a6D#K8c$PZ{}(W^SY?U{j>m8mOKF4zwrbeQRb_$(ZM|?K z)(2RyR@b5mq2bCIPv>bGEZmH*XoT$7x+|IGQr}NFMkVhKi}i;Ga%%$gaf<>XvS=w; zg^>wP`;B#Cn8Y?8=z1DsOE7InFip2q*pfDYVTSV=2YefMab*LBiR7@6VKcfcr_k^K zyUMw2OV&gWU?`%V)~rmaOD(VO{V}>ryh^PVk0QQt&X-uN02?5FlVcVVNTC#dJGJ9MxFR z;xQmO1PH_$b#_2I85HC#cCxunwH8fvnw?IYRtLcq*mR))A{=nFgBU@9twk_W5va5i z!DmJyC?F^xKoPudh7k~qI2rum3S2E%mC+&(gF*#@Ml&5^k1QUX_#p04djs=NirIxKoRe>YavCew2k5+K!89yO0~po%(M-t zetC33eF4?aL%5xLkYOlxQ_@P&_aHRG< zC0x=581&+-L1xvV_A+izrEY_4Ji`$mPe~hOF_ON32ym`7SXXX1PT#*q=4SL53Uv1{ zp1wy!w=g~J8W6*VV^Ma}+Z3vOBOwxcnEs+tZAAGs=-4z{$I>GGoZ3u=S9!FJb*cQm8V+*T6(Ra$wj}H^BmFzG*R*kAHPJMSw zt&+3h1oaWO0&`eakT_)T$XSU>9u?pEk%3u&kBXvqByEvOhNMhScjB|PZodPy(`!tc zx7Spn?`v4nj4vdF`r4ZrE>W<3k6d26Gd7B?Ahek7Uo34X`FJ}qgfEE^UXYh76(ysC z1%9PezwonwA4-kbPb|~~sUEsfQhqRPs)~_v%%S^*!c~u;%cjb(4knpY*~EHs*%c2y z8hrrf8BbsJN3ekG+o-*a2aN`eQ*?WUMOOK9>I|z2Wr|AmE5DYKPaCP*ki%P&yo9iG zGE`3?>D)@v;5KGd>Ne&#-SX&$`rI%QvlUr+Bb5m|(B6_JZEmzvuG1)oTp!n%Lye0} zZPRJYGCfIEJvxn{)0n-9<@5#8D-t7^-k@uk#x(?$EZ+{n<8$DV_JL>+1CP0eA($Su zXd8*19P#K{6%v@Fj=5H#DIOO>=HuK0xe;9r-0D(4u7emuj=VHHt}BQqNk01yvia=buo1M8#tBXq!=|y|w@?K9*T#BB8;GFN6g@e+jA0@W zCKBA>c5?Rd!fCvPXPS}oW+c1oJY-u=()WZ3^X)ZZAbXIyZ6dnL>H(0TZ%@p#h+swu z{UH+XcY?toKmfyz4@SWu!`sxTeONqt$B%*I+l21wsOIbjP{Cnyyojh}9$2NSNo1)Q zhY=tE1{eeEQlkMrKN=vQ4#1}1uxbEYK%>9Bl<|H8 zQ7OeT_?qmN>gaNt43aw^h?enCENvZ3h+}W5B2L%$siM~HQlnuo7bjINVYe}NUREOU z&~J?pbV`y8DJs>EWWC*fQK^bb^~)Hq+oH$>l?JXc8(eE?gGRda83ZcTZ%a@l4JuU_ zgC)18R6m*LJ*E12qSGEVB<|sG2nR~_3(3&ag+@XBHYbDnOsRh8$!od|+S`X|GUn^H=bJXa(4%Mqs2JIoi=<)N!IdI3S1? zMN~(`V0w{5^-fikC*_!L3(hK&mQ{93^$Qb=RsLuQl1XK;z@KeoFo`5#d_?g#cu`S^ zo^E^$o~G>5Hdu%vW<2TxQikO5xD3~Y9BND@I1u(oaHxgxAsivpAIgXBFNe4Kx{fp> zYcM)}#PF`N&9qo$5w!9CealW!a);SWbd17+&sHEM?-KAbRy>qd=R3u_E%s4kYT=aec&10s9ggr~QyZFnPdMomC{P15vF$x(;R-YsQM>g?a7F zy!dJWI_!h>(!K%cBztH)4STNc8&uqP%z)v_m4Qu4lfkrLJ}{CVoj^y6RR#?lt_)I~ zz8x{m+J6n4q-`Il)mJN`N|QnB z#WMJw2ojlo<-wsiq7DH9ITcyuNM_ZDLx8{`Kp?Y`p^)8r;>PIZ>DS^m6eUrsQWW2% zTg((mg99l|e`~H*Kb&0O9dHKo+9?J<6N_N}IY<;GeISt9KaeHO$dxK^Bx;^oB+>Lt z|JL<ErIL zo9LOM;&}!@Ka;Obl+=lQub&D7jw-lkdpo8;b)p4u#br}_N7 zcbdt4l6#Y)sh>>C^F&KCo4XWIt<#e%Pc*-&QL)_V?~>G~xHp-isZP&Szxdl`)8&`u zpQeds5lvIGJWXBd6n!!0M<3nir#d}J@yxIDX`Wjw^P_3`8$CsxKR^H#Ab>*A^vj*m z^ffBxU7|Vt(kw}xih2hKph`3Aou;WqzZA=Do_e1qxwHNk(G7c&eEntmCiz;-q%A-I z6(E4x!n>_y{&9i*86w!yJ`PACfX_}%ZDViVJ0t8Sxqn}9%>X_}H~y2VUJ0t8TLKFd>|xe4JljfSXs>P?oYX=;-c zGa3d6pw9m%b(!uIHBs?A!vN%&%kGqi^c-#eIeX0SNE`0;W%Z9Kg(_n9(z*DToPU7_@~}qzRoF`?o&+765Z*!Ni*HsOkYe< z9R@hd^GwaM+*`kBmZwRY=$T1Vqgo`%9R@hl{rYukmY+oueb@mC)gh3x+~*cGL#9d5 za+jt~%O_vlH&#q#+30KiWSNrUS^kGC&wOstEKii6rn<#ck;MYdIwc(f1Zt{RDrRyQ z3)Rfj+Nb~!i!F;qY)X(00Ro!<0gJiOv?S9~qort`Wq<%I!2dQ)(@b+dQL!x3Fu?hz z`KXyQdS;Q_r@qxXDF^VL6krixop3DgXJmVT4-kl10(c)F5g>4~1jqq$86XEB^9RUV z2gq6n_%Of+2-H*pFj-PDmUK`DAcLG1)BSu|%-TnZqxQR)2$nXl94s;Q9Po6Au=og3 zK=3m5V9F)w(DfN(DojG-VHY-o`;5@&^eG0l>NV8H1DV~bu^sSMNkj>Lw(ldjO z<%PJo!vS7KIP9$Q${pOFSytKgsE*D-t=r$rB`Ziv-Zo&KHlQ}EZj8Q?*%@fnlZJ_0 ztlp8JDG;^oq7wB-&=n=UQGAz9aFn{H1nI7hZj{VZv(ty47v$1cY)O$oE}}k_4H3VW zRrZt|QA;?9Rd!trSDqX^m>0&(+qsRi%D2=4!+zpkE7|rn1D@EN>|pGGetNfdIn4NLL<&28&e=WharqVkH>r$4x|$iLBK{QijAf zzwsXo#q9Jd5rvY=iQIj~=u>G}X8`7fMCI&n;Xvb*QsM0umAM(=b&dNbZr}52&VJYj z+RP9>#qA`Wfnl0HJA^MjIb8n7N$PS))OgH*QmlkVN6hJDpg4Ufxi1RwXdV(IDQ0w+ z?XLCQ*}V^&t*+cHr|-Lkpi+n{&BBpzojU40Z|2*c7NmP@WI%mEJyZ;hzFqI=X@h%d z-y_i=te~(dPxGxPY4Q*OA41AnV-FjBM>Lkxr;M_(yFF1%NZLW0gs1zGS?E5wxo$fW zvRAQ5JSGY76_pl(;BEpz(83R{+Zp9jyRPHR+BYn^*4I`<$ziXMl5geYGQtbA^_5Sj zasD2i!9Q#mj-x!!ATM=q*l+;;1Th?iVI=3J zG%?JhQ_^)`Qo(J&vJ|$-cPC_81LvWtj{j@aD)2Yo%YF60^$Vf|)PtgcPJ1PM0Ngz>_(%+vWmb~c)>I+-z@Q> zbN?^$=LSPm7Br>P_>$)DJQGe3_=`vV(Vzbg{++FARRd4QGF#`R@#`BgAgY>EXnHYc zr1DHpM7-o(sFnRJcC&~`nd8-)<)6BOsbt$*xjd+BA%w66RVvhc8XLU?%lE34MT{BY z{;MjZz+Vw|P{m`7g$^m>$IQD6M6mVTA~r@P#Tv6<)&e~{g$-jCGVzvrlal@3fnLZUM+=P;<_2I|w9jIo)kZ zsv9=f6L54HfT`Un?Kg0gDghNe6!t1ghPsMY-g7g7hW%AcT}t54YT?3BL*5|Z%7!uI z2_jH{Rxir(NfD1;l*!gC?yB&pV>NEB)J6wGDIBMqhf*>S-7qf1hU*K#WRU*{(Y9b! zOtfMmCW9mWQE6@AmV)V@)-*DtrviIpclThmn)2E~Q4m#Du{=h9Dr9Yp4;s44(G^l@ zOw<2a;E$+>y6SOUV#0AEQB&+2(chtDgelrJh||&qnlV#{ExVzM(G@AMDZ;Xj4&xdQ zSs?9E-P%GtBWZCtsVVFm(cYnC!YJB0W~isDR+ddJ3rFlDd*DZ#WUy z4p*0Wu1&fX!336$#e{AxrbIjwk=^<{fMXAcZX?hJk&@zM)F_t>VT`UT61MK0%nC=VqgOwrcCc0EaQBW6~wjylFyim(_ft`pY={~<2!L)0=$ zDXjdBroo~P>RvX*WF=EnVc{D=){l?l1^=TLWZsarVS<|ZPy<;Gs#w1qjm1INdu)?o ziEyr>!_XImC2kGZrk;*~D49B~q?{tFb+i9Q%bM1$%7~sKlarMch%s9>dvIyx_N0;Q z+hlffoJ#w^|C!La>p1h<1ApGgK z;7ut!ajl3cnu8|6k*`>*q&EWBbff<*oCVyFB`FvZ5Q!)ffXEt{x6#ltE?M{1)d{Ay zEgGXtvas3px`fE<5!5Q7Gpct>Xs+ewrSEX8CXpbU0B)=CnQhNeFyt!>zEx)peyWN96IwKSlnX~Knr{Kr6nb* zVQi}(s_cu&S=7!I&QAv0!b6vSgfx!f1>Lw26)23NXfLX()^;&!Gd-}3jrraEjuZ%4U8-g zmWpA#VFEe+@X!{%&a*aW?{ArMvFWCfS6h ze8Iw>mL3azYo3A?pD?%&6w_d8g}Squ*N}`@%>Vk%3P&JH1SSou7(A1KAD*lg^0~sy zSl1~;i1f|CYRM4W@l$htssup~n0o zZE0fEMbp(RxQpGHpJSeglhz>=#a;a&_COSU1O|G2&HIFygYte*2R9A8d)E2rMkS_5 zFAW<`!b*2qRf`m*!BO|`sVz{c4#dx?V}p~621PBcv#9kAq&3k#T=J91Mckv%(2P*; zSI_vKIz>fx0P0Q1meDAPEZbp+r0VbJQIxeV^&7v(-+4VFMOk~OpO&Vw;rNW+B*ShC zB0DPA7OI0|ne!Onw{n3({)4%LR9&eR-aU3c1%(n?q)o#T*OMifT8$qmOtY(V3uy6J z7C7dJU^Yutm~t2gN;~Y#rBU)hmoow^{5O2-8=XCM%2i>4VhSM0$9&}ouI4P0gaC@1 z(bpiOfpu>o7%4Lb$VA^i0BT77y4LK3i1$O9pfE>^2xK#%ilH0;bf7(eT4;5l-L%WH zQ#Wv6{a-e{--!TDx*G1HRtHoW_;hj~MLl%1#qr>BV_0LAe}hXHA0K>FHN8zqz^X$; zZ9No$f;<#(tr~cKfiQi(5Kc}=iqZ?a8*ypU zLq|hNr+03{1r-Or&Iqc@C{{DrKZ7~;5PpHhomSQ`Sk_Qm-^;>m{w@}D8QpVQTN?RC zSg4^cZ&0Et-7VamQ~`83>OT}?Z?3g@+vv4Jjns7^t-os z4$$EmW(zq$NJC7=cvvVoKn(0c=kh4Ng#d19NF#R~4XE=#yQ7ZDRI*l2r}Htf-r+O5 z{;I1lPvCIi*CvvJ8H-g=HXKb{5dj zRtGtS6Ay&BS&NPdT4Xn1Mc$3`VjL^iSpZE%0PrWy=sYPk5l;UPaA&G5)3{ahX4<3x zCgg|~fQ=XHPu9&VOuP*kb!5>%5e!_Zcfu0ek_TUR!;aY^0?u=nA>V?fji>xrXpkW; zQe1%QuS3V4M=!u1&b_AH*-wXYICtUF7n_S~P308t2e493>J2BZ5<_UQyt6y2@jOw? zobXm35LTOhM9HO1w8L!wsaS4+dG8s z_}!x;3keYbjhRC;3Tc?=>)Y4a%I|G6bi(&`KVk3~ov)PQCMxC1A!RsW_uLk$Dy4qR zVAU843r-WEAcQw{%`hECN1LMYQiTSvZAYw9UOCPgQhD;i;Ackm&z_Xbmoxdy(LmWh zdB&mUiWE~wLAUrpo3siD&@5OYf*O?a3tSKoyJGrUgL4BJ-=cC4X9~C_5E1!{p$&o;$ znbOd~^1Hd{b}(nQ*dhbl2lK8QSX3Z>;J;9XXb6hz(rIl@TY3&^)Y5b&IxDMkXKwGG zsu@fO9Pe!HWk1UNTIEjO8Teo&h+wxnBerS=oL7xCbA96YmP&Yz!kI~jJ>9@?$>{rg zv%S#1;Y?Y~y3D_Kgz$Su_sL94LYoV%#Fc&^Z@Wt$L#BrePrebfYBL0U$%i*-r0w@Y z9f|bDlz;|>E5t^hl{p3JZu6Atq{ewjHV@}6KmjGeY}DzCC&W({MaJ84RW7D&>n`T|dw^ zz{id?&-k3m3B_128k~TNuny5M3;s9|zNk7Fu~Za7s3W5gRYoe~4vVBMSNw;-XWJzw%&f8AIejn`N@ zh%<0RC)*Q4VZ64vYrctJWMWb_R@2lf=-Y1u=ecn1fO%USsO%HqlZ)RocW9p);_#WU z-Y%jvwzyzZ(>h$m*kRcOqVcL zTFKG0!c;Xil6D?HTTjbZDBcM-iaUg+EKCq}KssMmk( zYX}0y4=gCI4*gzAnbhnfLJwe$^KcDI<9~gS^!sm=^;$?sz(%CmGqMdK~~0 z*@h{p;^!0qGN%IIECK&H_m_GP{v}jjb~y`hVaYOWs7i9k4p@;ll(Phq$~Z%dzbKWX zG51u$Ynvx2{++Yz&?lxQV%)L4d7{s}1lv5>FYE$iLl=8G)L!p2yBsy1)Q}{*E>Z}wy_lc0cU&V=aws(jQ@1ekUxs^eVjtYlFoDJf zFunuG5_a!CP7tp8L(|FvP9vmCo-hD+JrR{FNRSdb2Ug zxj#9u8yDzeGa68>VypO?kn+1$^=~_-$S@aZA?BBHhP}l$&+9rIHwTjpUe_ERp12Z@ z53H~i#+7LEv~+aTSBGz*xROxV-;$mYdqVlXx8>84_}vYEqVa#+prBp&X})u_Orx^+ za&IG3XdR;T*5N`rx`X<%&Qo;ggZHgN@uBfT>pSY-e)%?`Av1!>(ys%Ry$XIH5nI?M zv_ia>iR+z3Ar+LpzOEy!Ax9MagXOb>1an4+hAGuza89s=x2Z7u;ooWn)0N?dQJ%e= z1j5ZKrovHsFN8G@*6rLFgGgm~8x&CnPsuubgAPSFd2yQ_dTyo+9`F_7vn4n(xZ0u& zUX&*=iVO}&Y1=;bnMW`(IHVMX`(e#d2A9I}Ia*|J;>Zk3YE?L*3@-Ru!H*1{U&`Rl z%|KRmDbJ4G?2&efA`uk`pz@9#?XpW;wcaQ)IM%*n?|9l_Wct)1gQJ*A3kQmzckGou z@nFaP)WmN)@7QIVzr#^ign%Q13w?z?zhe(Mn|_!bdo00WyO8qds5GgGO>z>VM*xny zb6l{daTyW`c_;kX#qxn!pA^6)cw#)MX6wg?FpfeAz&|>P&_`WjM|c!^D6t2KBNXW} zZD=a!5u&#~Exye452D|~lY$kvv4=`y3>+@8d+qoD4s}5ygk+ z%3hDU)Lt)iyXJXUcwLzL0RuTg>jZ4f>CSpy@`lz5c<#s_Ex@jnI`Iadr;pYg^}}LV zQT`|t88!Z6jH3!N2yB%~gwDEne~fN30Ys#+yoe9=%c<56AVLJtlRSi0o+wi;^(jfX zjYr6ACR8)}&q#`BN^y z0(zo`S5i@4goZEsBa6Q}zoelq3*@PXTJ;R=t!ns9jG>e!x8OfrJ%RI#nvxxX&^C-5pU)wW(nR zpe{_MJjMRnv9eElMk8WyIdb!W$_R=;roRyI6aiS?$TY4FNWis6_{TxTTl_L6TaBBew_M3z!L2PiY^_=l4k>Wyg@|6`_FTuzf5g@L`A5O5(fk-)`BgajrCX->N$4s zqWm%QNQB;{GaVB<@~EnN*a6vP3*$R}u776CHUIoS?^nmFp$Bh^3CM;p0jhggZP|cw z0n02V;2obL0Dk&hz@eZ`2|48g#B??lKM2N_jbqqjdziaPxcC)DC);KKQ^Es_0kpm}0uZK#=;2zMMMyT#ogOR(R8+BkTq;#b z+X%y8g|ZN?w&*!WeSI0R#k%0WQ}?_ zt*)saw3hXQXZ6_Z@N4R0_G-OkRm1k^?8S$nXZ1Yr{P>J_Sj2(_l{)4&I+$)`7Z(x^QTF zsCb?e{cb5?0PB=_?OeFLpfLT{BNAj2l( z#ZGWha2N)PpbJQLp2T(QmsmXs%mEXS(+_gA>@S+PXnnb`LwlV0Jc$J{1Am;;XV1`B zpQKu00n!O`WXMDTlGFoD4!zoq7`;50BMZ@qCfaA=GPR#_pitX~<3@!~Nb<~GUIx!?1)FFGUHU-zifH1u9mpk{my&@id>c=3 zZqKq;Z(`$mw9y=^(f*&{W@?lAp9!hw$AX9z)U(?SwVZ_&Qnal5Q1YO6>HN>q#n3YN z<28}HgAYAv&t{@$xub||=s^9<{YK3kI--NrFaC~U=uR*mZvSj1p!;PK0(-M zybupV@_3BO=Q%w8x2<5s10)wInUto2|8to@?JPTOt>0cvRKTh=lWxLP1o*c>5QHe* zRz+?=*5b%xhh1Capi_5_inNY-2 zb7O?uf*AhaAAvxPsTWUCVq}tFCIE{S1R_vld~=+}G?&tY&XWj4vo1fR@Ryo!VnLR? zwE(jS4I+R9mDSX2EFfT|9CPI`vpEwjROH#HP4=KX219l0>@5ah$C3j3gGP2_JmC$$ zYo%s&ddycBngbyA>rl;=VLMGpJND>MCcd37B3R*$S>Hw*o8?Ku%FBD6W2WK6sm}|! z(~Sg|70I{DhxIiR(z<{~S&huzqo|V$Dk|`>yhYUvI$TtPydJoIFLN=!)I)5PYe_y> z1%K8<(w`!miDR1Y0TS3aOM2O|ZOdNk!&KrKW`5R8C(e`iybYdV)a1SxRu-Y?CCH}1 z6Gd4sk4W>D!4AF3R5dIPfo;7G)rFj*1ZbAbSRC)?qm{W_DjP)#s3AG^I9hU_LmE4* zsG`x=o<}^_W#NRUb}&gFuBs5)W9iYGe^SXIa!1BZjY~pZp6?+UPd2(OC)E z@?ezE75A3{DePVeMFYz#?I8_i@7x(aKzV+`Cz=kEIBd&a72oL;VjLi z!G(_9?1;m)6;5Zw=Y2pwh=SJ$odfk(ss?S0|8KnQ3rdpdEzP|7@5MPPf}?ZH4;kWk zWCB>h2+v;74ACO#9C-~b`lIeq)bPmt5rK|VrN>2Tc*8Y3>$<26ZvqINqZ(9qk0mTS zE-*&tAXTm>=K4vbDp?iQR;p>PHzl(9($G2XM#fZQ>TqQ8`p6p&u!s(~U_z44VgIku z-9%I8@Qyni&l7cpi(V#<;%OGGR4z~^vZ#r7g~4ZVJwPV@t;0z`?u1!FRwF7CXTdl# zLrBBM?Mu|DT5Pahn+bsPpPBn&wb<`0c1qW3?6vh9=n38u7WRyoQdyTAHvVVK?b!Jp zt2H1%(r@T~Y#w%_`cM@$$pzWF9UBh|)-eCtP1&_74dDD284!52UgWGWI*S#+`77(D z((Ncj$io4g=S0obY7w~>l=!P?|4Iqtstk;M_*#dcDinhgsFh+tTd?BT?gArUV+eqN z{j|a9SKF+;Apl`h(1irfvvDfGyUM*i+um`WPa4$(ntItOfw@a7gOin(dhqAddUnX8 z;HS5%9u20GT5d;^Kub?16!3=eO&2;R0?r2&918Yi9Zq7&716mwsxq0QA89KG8FX_s z-&AF5?OM&|2PLfhBTC!z-j%SiGYVoRTf~Hl*rOT@S$%ujMmoNHZFOucGYX2i@%(Rm zu^SMybxH4Re5C*e9kcH@YI9!_WaSVP{6uI^_pC%dxLk0P?(jiKa zuN7pdq)@OeCx_(8qWYgaJQrbN6gwGBH!Y!oM-5&&)A+8Y` zh{nLPIA~K3bw?r)@VkH&MNRE0;nZJ2-q&WDNRX3XL7t3mz4^pUCO0iqkZW}6!wApz zT$x-L?4FMYl`?p#GEx^R$S^x+ITHT^5@qtYzHhclt&efW^FP?kWO8R!uo^eT3j(|^ zh~wYfK5E@?T4h#{EgB=aR5H0)xh7{D(V&pPsZ34Dp%ZR!2`E)abMt!ACj|_cM?d@OG9<4*?+%8W8yS!*ED4MB+~B zNoan4{B!z++N36y>r?a~)UA3KhBx($!IRS1D zkh9%;WKiQ8uf~=*hx@2hp+=(NqW(ou6)rl+ZM>i#`~y-BzDv7wN{@GaVg~YvOk7&`(Dj;vO<6u0$oPFtuU?YBJ_pJT)ffuZ2808`7ISm5G4gwiZ@1r>zA;JwlN)2QWDmk6xqU)eJ&t=@hCc~{SC6J- z%{|+B1!w@@i(J-4=vz=u)W)cmA3zhqo*_J8KkNc%I+b2~p64kdZ4lFtO*J2kHWef@ z^vG64d3ay}sh{Wxj(CVna5QePB>3*KNS)98>9C5Gz@Dn{C9IN7L-072WaN%F)D#0qNg%X zJFx1;=@(#f*=|*g`Xn~et*j0EOp^jM(fhn+4-9b)M&88(>kSo*(0gw`+H9dBcW^<|Ht5-SLYg-IKX@6a!CR3x?@BUKVWC8Vri&0d78=U;wu}OT z$JT&dL&LFNMbzGwLCMgFw^Q2NS_P@`Q>uqkB<*U7cF!IS9C$&kC zFTpO65rC%T4Mq$96)ozv+p;WP8vb1+rON!yLY*Y8ICDab<3aQR^3&?^))LJ04O}c4 zt@K;9&AY!@Q#XBG9yz!s^guwU7{vv?YNZ4-`!%Zn9-ec0QSC@aBbvW9FWn!@l`9I7 z`UPz>+R&}+DjjCu%JZWTT>S22k8EjE`aQFSL4#!evlNN()tYNFFUA zBveRP3n-9_5TQgNnxi77as_`!hyo3Th;qW+(LyPt0t`4Sh3HDdmXcU6Nom;a7u9=o zp)*cHBK~$qnoYByp?m>yHv+LBm%64QxYS$1XlQtA`0fHtPdLm)y?@1o>w}B5Ctpdi z(@|N|?lvY2_BzK<7=8Ox+!~N6X{Nn6+abxyYiKT+N% zPsJUjO4?O5Df%4~$%uq=8FFai$*cV797@;F9SbH!mXagoAIke4osWVPmei9EO0o5a zauLQYz3H+n-GcIoS31hy!0O5W zE5*1E*+HUiede^r<``GVh4LaCxyAbv-Dim zBLT#?2w+|ulAUPnP#%XRAbTJ1_DISQ=*cbZyJm9eN6{`5pNeAvH&5!}PLb~(%6YXO z6rRN>2qdvN%r!t=Al#p`fd4V#a@l1wex^0)eaEC<6Rp5i03d^)v-C(9jqq z%9h56HYhcTlNcRM^j)&~!_^*;gUhJR$KNpF1QZer|LS~TpiPFjyl(B9`IO-azB35* z5|cEpnmyl%1$2fgK0no&Fa`D?jyed8Nc1fz^qbBQxQG~bsIg+67}f9{ca((1O4$|^ zs@N*u5!Afm0rN?{HpL83SgkK+s5ec}iZIxf2F+Kqj0jqLApUv{0~}>x@oEqEPk~0J z(DN6TB^OuD^g=KNAbGCs_?DCc&$%P8kmmoRGYNd@pRqT?p?PV<uf6EEXH3J+^ZpGR*I;)QF^_A(ONCHCL$7)pPPxtyWa z7j7AcMupThb)rQ;e(WM;5{{Z19ve0JE3+IL(mb{gdt zeT1|D?@PsGmcmn&P=1%dk)sbb@6}IY)^TSW<5NuF%I`V{mhEw)FjGtzTp*EKl)oXn zwaGr}g?tD0#=*$j`<{^d$?Z;#yO15z&NVDLhSv%?>T>gtv(Pt%>7Be!@z z<%TSnf3h-sT~aOvOay;*iUkHU)jdX7?Vcg016#a|T@^E*MDFCD>2zS^gA0-i>@){9 zR7zX|98%FIv!Mmn!qridXI>JgIq(9Tq5G9NFy*}!16y|&2~Ook?lu%B=1Mp)vLeew z1GpDhfQ0S!=%yqxrNCa@Y5cDX3{_khIh@9SM8;MffmnD?nsa<)%4LJHD6H3 zuK|NhVC^T;fz=3CfooOM)C2<^>-QIDHIvbmE#EwcIUAHsO!luyb#6w9v?Cp2e9rGP zJ@wZblq4w#TW+}{aPIL8j3GAa3NC1P4())pTm=%s06DI zh7nk}utYqh=C6kl^dCU5{_{;8j&Vy*evzBmPV zt2JqMlX!AO-pN^BkPS#eUPP-lXwxiUwV*y5vX~Ej-70#5b-7v%R}q$9Oxh)QBv_yN zs_uS+AGGQxo|~Kw^Qj2a90;C8e4r&mA7`GD%pPcwm0Rb!X;#`#ll5?YDCi1vR!Bfu zjU=aJ9kE~x48?w?Y3B<2s%%g^be5U8lAN{)as^S!77mId4^cNMdxr$VfxQ5=A>T#m zE&^h4xU{h2hC7L)IXCO`*awy67`Ygj91$+9hghu~Pwx%z9yot|`(z|GXdl36{N2Ix z#0rOU_t5wCtytzO2L=H;`vAk#9!cZsXqv14cd{Q>&EJ$hva(4Sc*ZYN0wmcA6i%-MiXY$dDAwI=a7{1Qq=`$FiTwC;4&Hl^g zF_^5aNh~`f>@gA$+V4_;oLVXQDF8@Sz)%VuhdHjUd11t)xjJah ze_Mq#v+QQZc;Z;ClJRc)4f;iB_nRuvnG#Z-!uSG=yg;W{sElDN9r=HP@-&+T{UId&_RRTmuYDmCyC{yL@>PZ$`$0q z(r_jUJs2~+@CbF0No-azxd<+L$fD;ZvY18syUNJ(D8jbZkJ$9m1Hod7HfS8La3wd38~;WvCd|XXd?JByI7%=5Jk+L3jhd7)IxTSlXV6nfXkRMinBu>aFf6mOMl&C zH~LkR;3Jk!{Np1UQR=-$E&kD0_NHBMONTitgpW_&6j82N>)JL+55Rm!H&49fkb@04 z$vt7mPYN%Z-$<!KY4Vsri%Hox6$WdvEyvJMB7giye)2wA{v z7pFj091o05vv%uPq(9n7w*mue*xV;B)p~TF5o75VF>6u03k^IsTVbWV!bH0jls~iH zDPu=3Rr?k73<`-!bkZ5~)XTu{$ELAY?5BHcdp|J-7TBA<2hbEy?J~`xW9(Zi#ChL? zP=_}l{PGpvG{XMGAYL20s5TNcayZPF(Cet39E!nw+jse7wQ~10?A4jJ$iUev8+I0A zN91p)9XhfdgYzuWlLHVF$~RX2Yy1t*RyPrnmSS3cM6DAIE0R++L1V>ks||t}gRx{8 z>f}AJwQ>&7hP8btNxw?e6k^3+tK(2d>dDBwZAX<-ri2Qhmi!iaYp78c$!OLdHbp{eXm?g!jZOK>+0zq;}H9 zB(7g79pMcbMQ&b8cO0?dM5a-jhML8NX>7zJnW3IW!#2Pt3)$XP+)ecgTxg4HjDn6v z=}ko0EBIVR(K@iPR}`y&QXw{A>NNMwR>~@@O=m-P4{(!i+M0^<&&2x zO~;8(OU%d8!?-lKsLNlxXA_aqgPGYID#etra>{vL#G~m%WEBvci z!7i{Q*hr7w!?I^)?9{M;nQ@QE-4RiM#g!zC!Yhnb7tEY!x3NP+o*yv5k#6bHRQvN)P|JGy>gT1$_|F~#g=Qj@A9RG)VE)oc+_2@Yhw`XP z;*{j;s^7ncv`M{*hNYUrGP1QLO)e@$(m!4dNW08U$c&h2zm0AxLfk#c``4f;(?C|NJAoJVMIB37>?r^98aR_&8U(ZFFGN-Wra5b?<#4D2{sQ(u%;bD7>7%8`!F3(0lnf zW*Gl5;Q?_h^N8LJ5NeEE7Dgt8(-F|(--q7-!_Lg~kHUO5ZDV200^cAwDyqr)H?x1Y z?W7A7#Iv%|#o!zL)^!M{4+i&HE*31`-W?jcr4?J~4NtGTB(iXX59)E0MuZQnr)qYpftlDIlzU2f7@8{{ z%TjJ2b(DzudH*&P2>MPUHEWu-HT;L@XW`h=p#*_j8?j)1wTD|fF*tsXEAyJ|jUk1% zOYM9Zwi$zE^$TlDY=k|XdOa$!ovqFRrY$`is$xTt#jtcH@pI3F|5mQ-xQx2R zb-d1(FK|Zgx$IY=LU05C1`h?}pI8){Z`$^p(eJidwdLlEI)I(gxWi+MBeIG$oS}nO zE)h0Nn3rvPqGHS2C5+&{73Tkaav=tJ1DB6a^+f3ntIcNC=&a300r<=SoJy@01g%Zp zz&zpw-*S4OhjyYtTgI|7wlfZa2A5HyUi$4^5*-*{E;oT0Vy#HI%eAbeRzAQne}I+} zUUvYU#C#iT{L+?@-anv1sF-ndS4Gr^I6zy)43LC7KvsUL+#REx;%aDMoIL6SQE@@P z16M>A7dAcG+2y*&ic`K80ji;Gg!Q$iRX5EE`Ueer+w1E9?sb-_EmPMtEv^H#A$%ps z-#G&p>eUQq%-r=liG8_X7MC?1;%t3oa-)uS+9QSADHw_32w^(rY_aI1Q3dd*_u_hw zIGdA6G3Da2NNd+i8H^db8h~`m#efzU*oJfmMOQi;m+d@*<>FA|+FrzwX2Vc^puD&e zs4j$ysWT!4W&j90ePl|>mMA`PnJ(>v8XmF0IWh!8*Bezs{FHyDmPzjN9A3w-o4 zRtpwvvbZp@L|uoTtjq;N+anG}8;Q-q!cQ8(o(A7T`2QgGl^*g?o$RzjdBLTi&N_sy zb34>~n`&cmLe+iFjg+8bBZjaq_T{vc%p&;{w0@ovsn7Or@-4STR>J^eKFc?^l=ajX z%ajoCQE(+%cUG~g9=I=mG}^=3-BdXZounGIg>Wq~StwUnvF=$q6bo4uibbj1jR*DYTY7GOSFY)+3vPHP_QD+C+B_{UX4 z_YNhleE#8(3ylR>$kdq86)aRj{MHSI^^5Xv*1I-MCICH)GdL-#d@09{{;Burb+Thb zrOn~XJdEJXV8h_rC?fsC@GfcKy20y^>9rvQo}<-Yph5{~c1%Xs2KWH)XyavA4K0wd z))z$QOzMkqkHXN|ge%q7reUT0EsSUyqwxDk>o%**GBtuhs#$(Ng~7GEi9`y9$`&af z?13l)a;l+ZbQ`ozGsLFiCMX{|0g$^JvGXaF06wWXS7)a^2f=+++zM^$X_yg%%qmq} zCF_o;HpScc=#KY5RxBj;*mG0JNM?2-qA9QrvtMRIyX9`|fbhr>)Y z!ZW<0Yu32411rP7UFkeJgV)Uj4NqLf!yuk=NIwFGNJ`&ypEQW zqI;Z8H*vk}1NRK@9ZPdUgwrZwsS^!uSTi0A@gs4r6IiX>ieQq=Y{gQ}&3sb~o8mY3 znA?2t&CqJLod^6_^>K}k#;alEM`pOci3y>|gA!V;Wr1NethKJgwSX^P%IX0w0q%y# z(T*iek7bGy_}%2>{*W{NE1~;UeOy)h96uyW&5Zd%I7#vfMih(6vyjtEy2vGF4T5%$ zY20*h>zH3cV`j#TAps8qfEgU#QKYszT6sDCOIZGjyk)#@9sP4Cj+Wa}fWV1Q)H>YVVBkEl9PULkWBb=^@zbdM%<_ zEp1dlc(WxEi>w8SnV(ce1dq#o&Kz96wH?hKEsX>=xslwHpHWX6)$I0i5o@pTV}h%g zSFxPJrt?S3y!+Q>H}39hMNVL#nL{*M_DbV(XzQlibEzEJO*RIr)Yfm zhYAzUL@%TAj%zux2dq?UkMNaO;{Q}jk7=|s$qi$r6Mz&LAYLe(lfpO{a~UDq{rZ^8 zheRDsarQieR{>cvKlVl=F$0TzdGM=V`p$f<=gXy>-OK5&B?~YP*$fM$^|gYKEa8v& zEoM1Mrx*?!uLWMPWeuy0Mg#&tnSxES6{)}+%*VXR%`$jCMnR`t@g>JRi?F!NueqJA zb?GQEU~QrlVt9AH1w^@@$uW<$jxpS|L`AO4W0GPGZ6{x=u`?tg=^rE=V(mbai`~%G zn$e`FF2}qAEqmwDO+Fq){I?k%LHg!Ml39)P_7c=bUU_S}K(v~9GK(?Mo#5-8Y2sxm zzOY6tvsJx5dl@KH#LBwU)0v`>G2w5Nb3nl|400bnYc#PfY|`A!51q9}PAEJSU-e z;v9u7ApVi#=;gdY9tshXFl5eRsTaFDkcU1*3Ot}%ss-es&+g+tS9({XoNyIIK_8b# zXJn56SytG6i1>BRQ~hBLgpR^MfkB}mOn5AzVvJE}FsU*WVHAS!xN6wu)YTR{!v=Td zrVaN+p@Es9knflAP%)jnLRWIYg!pC3bcL7bYD@g!+&?J81;7RDjA`o9^ zK_>vOCe;StX7)^6imaMziUTG%C@W%N3mlmuyLTqJQs<(oDlSUD5GVxt1K|Tku9@4N zRzyT*qTgBcI#RjNkp$7qjt&OOi;i9I^&6qkr_`Yq*{4hnNW&|jO0UO;j0f_OL|nvbv!H!nG36~j%uCErQ=DXX8G`L zJf}ZMLsP^OyDlo_vlve}y&AE^s|fEqvN4*Iv)Z%UMC~>;V>tHLe)bx%qu4IQ zBoVrEM?U8rz8gn+eT9@yrYAS|_-mg^%pomt9t?MzSkd+%!YZq4=Ab(m%)ay9-|+RI z(1{R17J3Q35aB?91V=bTkkX+RrVgEef|GzGL=bbJFu?81{jb4fdCkqfebL%-~kwrFu?^0 zkYGWC3=V+71Q$d=f`kkX5CDTXP;kItPFda)$4h2iBK_SAhxUoi48@nTGRM_tI%V39 z_fsQO7FD#3M&uTCuNijfuHITRBxSx+=U8W7heYGkjUHrsjigS}hLi@Ixtk6>#kgti zSmfUsCJjU7*fGxjPfF}i^oG}6Vnt3LX8(;_W%#0#Uq(ctYRD?C?SyJnwfNM1#^RZaDjIHzMdP=gxT3{Zniw(=?<6+9S{%`E)G?}G z=@!=^n)r4lu4tg#a})9aq&wwl!5XT{(DQK7jg?nBRm<`Sjh#qX`E1O!=`sH08KDp( zx*0R5X!wQfuI5#^=1P|Td)Q`%d?!csOkXtRprVoe-l?!PdP^$kh9c=j#WT6EF&WN_ z&cBcwMuzN-%}jBks+wZu>SHl^Oyn3>9M9`Ti~M+Y#|MG~*pUg%YD{r9ka-ebOU#1G zfx-jR@zJ=%f;W(jZ00;mRNYc0jhKwvz`L|RTtonpsvLRZHk{^lmv>TF8E7*4=ERra z4b`7j?(8{kbK$V{I2+1N_wy&kxR#wydbDHQ8HPQQvtxw|7>pz>5)sOM01pf_)Rnru zc@b-dQs>S*s(}NA1^f2i8BLrvCki@HSf~=R@~>jW**>OeaXV00pvmOSla1bBBQh-A zBbu@j2i@T5NNF1jbNy7k3`tOF_^ZtI)bg-vV8-h3F*eLSXC!h_!W<|plx^;3W4y>k zC#{FqpgB-jn46hyWSL{kU~*rUyJTW+C@&ncv5UgYz|toh&PanV>94%HSl9+~{Z^J} z6*hw$nbk~=u_1<+Wz48}Vvz+8I{Tc+Cl5JOKn?A7X(r~%9;=^k;;xM3y~HRKe7(P1 zO`L1&0c&~;%1>A<%e6r<++Ms!$?4^!;)f(+qk}|ftPs6%+QIOn*V)PAppU6u z7AqS%^4@+Gvu?GpM42|z?)8r%CB%q;18XQcg$q;F~$&CL&2)L)|r@m;;5%03Pq_* zTb-G4WIicwdNA}(h*B*vhOQ+g`<+e9)PaHmCg5R-Sc2v=FO|b)%GiV?PLqplJQw5o zKkGi@G<5Nl(!29iv}0DoICaX*B0iH8F>d7xc1*3DV?UB_N&yduEMvMDBC6fHhrLGf zB4eDy+@lzis?VneS>!ss(^bao%~SqZq?lPXiEGA37m|W3y&4-yeAknyDET(!YTO_6 zwUT~zqM8zGXJ|_L#l?{FP!k~=v#M*fB0KxeR65H={lckW4V_)Rn7D4J=E_8xZYuo* zi({8|#qYw?SYyA3BtJ{>AulqcTW>G$IHPbPKmfD;R;+f3rkEMotRzi0Mb!>K02&VAaE@qL-#$XhCS;msl1v#l~ zGF5PT7^%3{G^#rd!|GC>RV$7a^4Ul((W0$x9GYTSBiBO=n%|B(3SY;gmBY-8dNuf~XCQWW)Ippqid)b-@Vr^nJpT|%+Q}POyY(#9^M9FMsGg{2>!O8!li|od__}fnry}Z~Q zX)WlLqqMx~V~oclnN7mV=q_Y>E&I3~@)&~`xDWrO$Zmf1RzJ0oy37I|StmdS2kK%$6S@e>i+lWYRBbh{* zXd$za5R(mQ*gxuAGrm{Yt*r8e8vEtRNEAmnCN)2VGh?EXliu3l^g2bxESPGnZs=j0 zt*#v7mP>wgbkd44hbI@~UN}GJijisArHZqp83=V*@Pv2axuh7<-Q8SK92e&8#idYq z=upI>(w)@=jiKcUZHnn~@{%Lp1eFd3+G;4SVsFh%Na-vV*DGDrGZeZaeGA|4<;QNh zn44Rj7q$~BnK}zHtIbF;Ztq;-Z7WKeO0~J5g1#O*T?F*iJ^QC)~3@W!yYs~re)^%Wm}a2ty&quYbpSCN$!rxMxqSL2FI79lb>IK|h? z{wSGiu@x4DCXO{GzoU={Rmruhkm|K)s(7xGmNjl_efRp*%*Bw^`Mfz%M?^GM3hIy4 z+S$ZQhmXkAiEM?(C=<_KnQlF6$>eLPsx00*7*0|yvbsq`E@tXrXJdBTM^Y}=Cu43e z?v;zsTH~`As)NDgWv(3opi;5%$I3Ny)VTeL3^em?OxwMxYTyW+dPd}_GQ+C1nWLLRa)%iI%bgRXVvyY54dsk~JXgetC?O|d>_n{|$ch@xVgVhlYn zvZt&RmH+x*oQ`aB6dQ`NLa;dwKSv_bqSk%gA9JjV)Gs9o-(00`C6OOvvskO+%gH2q z5|Rr|Bil8K=!%9V_w zOe~!*iqrjs{u9!i94>6n8 zwE||Oa@~2why)%O$Pu*iv8{4+$(%#R4iqLVlv$m<4n>i{CbQg*hG!g|4P_{7nz9Zr zdEH&_=;jHUAhuI_>{(sUhFDK|ymp|F0fQLG09Tb5RVGzs*66QzBQ(Lj&dS6xdgKTz zHCk>+b6v0!!Ga7hSin$%0W3`5g~@G(?bQt}YQlnntXH=n4Xi0TL5gDNvn|n2qRehm z5@xkugXYBLn@QA!p%{r!E$(YdJPxxu7^qSu3z8cERjh@AQV;w(MU=8($j5<#1@``D zAtVP13h=qYN1e*>fuflk8Yj-ifr16LdsS91$9W!@k@+?Zs;i@Ml*WOA1?O^!oP}a+ zAdu9e(g$vY<`9!QyV!9;=t2FAq#;8O91V@i-g%hgK*0j~%s5b(z?m;6!=x_}F|Hoy znHLKi@!5zEly(jjEU>BHHK&e|Awjt1;}Fwy53Pc1UJq4BIl_tt6{ui>2oO{ofyLIO9NJ z0zK7;Oe9LGTJ|bYGV{ACk>SbwQSbB=B9Y)LSJb*+4|C_pXk->*mZ93*Z=4!U)O3O~ zoiKhucroYUWI8JrWYRfTXNw<=WhO%wb+oyvnzCWPGOUB`!G3lZM>}7XCH~cue{u5i zr!GboPF&<0TH~%f8yjP`@-)U;B_^T?o$)G_**U{Il2J(uI@>Ns6lII{DvfOyB27&! zzkIE$3fo3M_GCViYDKDo%n=i(7=>La|5W6oS#xk^rQv&6(fCa>96iF>Udo&*;tG9#t8X19|BIX7h%4pANL zW6Z+T`D&!toh+}8>}JbqY&Y*_`EF}VS&Yods=6_;`1$EgT}MrH3(>}oVrcN3S!|Yt zvuj-K@bf0em>SG(lFx={?CBXpI~eH5pW==f7n?CTV^zVU87V8yX3orLw-vRI-I@n-Es5=*;50@!fiBQ7@iQ{Q6KW%GDA@Ea)PcZGuE}ZD&DPQzwinkueFD z9ULeu7-&Xp?x;tWAeleb;wOrDMK>k)Vpd4v#%@*g5V6?wf0(h#?sPU2ws*IbUD%2A zj~MNY{;5VTPAy79UNr4SMx@RoL@n*8;#j6PT$~?~**v?Ds?M0vuX=ZqRunghhfZvg zaY=bYUI?o$6?GN)*wmwaKID@NdHbhz;?Ihtr8UoCH6|el=djI8`5lqh(5~XXm!0P% zjO;uzKTUA1HA~Ii$PCFwPU@^LE4uqwNw@VNjSQ%iwd7zZ%90?*VUSYj1V{q|6cDgE zOel;9)I1VR+yNAT1WP6+91sW+5EdvRFi=WTLW@Mf7>EG?fMFnvf&d2OPzIwkS_@VR zlEA`rCC1OMvSO5cT+t{e)(KJx*+?$#F;>Wyp%7*3@MiHn2~?diSqm zcnCT>aVGp8itzs6^qSWe0d>Gg5_m}g?ZwuC-u`rwo$>6vD<`b+FGQw{!usvSUuxzI zs#q^ia3C50G=-eVs~<<4K%$WXZOTXsG=YmSYtp$;WPx;}r=iT?qFcefsO_4wLaPwkT?$xFvDXKJgR#?b1>2 ztSR1*9<9&ZQ>6ygXlWSMwkzjCnixqe17cKyhO^`382x~D9^v{>ScE_1$qz602Q1|eZ7aaF%(9fz_+-#NvrI{u6$J$3nclb}o>%3t$ApZCSQr96+!rHG zjsKkRi;*Qm#VBR?3sJxYDnw{D_xC4?mfNG~Ns%qq zD6QBPD+auz4duypi(X=A=F&4tL$W=r%`pzyLn&e`N30D$xI2M zmT7@V@CPlRMZ*%76=~c#LY@I6duFf_8hx;i^~SDAG4qlIor)j1k~A~NUzrNlOI-d8 z-qyKy`RU{!oBfSOEo31dj6xRWz%yZ&yLM=n^;xHq#3|PHvd-6JA`T6qzW8oM5P&{p zS*I5X?!AJWXf~mYOQ8x4)=yN4w-r^-;y_QSx|-TFt_%y+&)GDEswZzGU7NDLqMoSP znE+vKlq#gnb;)Q_4!}&MlXMTzpW88Kpm$(bfH*sT8GMG@-$~~`z@7ORiA*qz8bZ(^ zB_l=eE`X$vi$p17-Lfa2u^K=-rqJuM!|g86A0*+5D^()+M=!TsYDk=lAh6m{_!qG= zZ2hY6GBI*{b1-0aeyi?Y{o)IC8W8l-&dID>Q_=J|tuF+B8%>pCo;s9X+UX+35d?bp zUqB>eB5mizz+0$0mzq}s?7zYrKN`?eJ2_yF$facn)wRe@c3MqPeq{c|4t2U&78 zVU==q2K=qxUCkKkk=DUwGB?(TN`&kuWoK>%>YVrBLJJ77W zPng2H9qS!9+e4)mYy0F@%IIJ?2y=Am+P2`Zi2|rEue6?*GTs;I#hH42xRp$ z)9v93F))}v=R{7Mt7Ku)zcKIK;pe5KM8)zQ=;HK=8oScxH<1uovzA*yBZw3i=xNeo z$xpE`gr?@qlHppFy89(8*|=js*brlxlao4Yo3l&|(_Qz5a`{bz>M08Ycirl86aOfN zoCt#u(+!ZXxs3c)CxShj8ZbEH6Ea@1q^n|&q2X?7fJb7A&iqL;Ic&?Ac1(;}Q>KfL z-wdZf*P7zQSuu9eXMb}2L}xT7>ar02a5;XQ=eYua{N@}>JiwsV+)OO4T)o!J>8OG+ zFkwIKSBZ*ayVlRem;|yB?rnj-kr0?5xAucL+JohsaS1H%7imlaab$aEjpvd0qaZLL znOBbOA5(=YIL+rBOhT&6_9>f>_9RTm5>@ox5_wBUi9$Tte%SDfnkZ4iGUmVdBPNjU z$@Z9q7Rp$(lklz6K3+c1TIV^$}a4!!FTsuoD#((9JrYT3JdP<*Efg3ry%6pmN8LOhoJZ`%0`#@+l$OHQO44Vxkv2%Nm{`Oz1Boo zd*fOk79enFyrVzSO%%+9_W{;FzZQyX;`4J81=~gUQQsP(wZ5vTiGs|a+bUrrwK=G5 zK2J7LGFiG$(D}$hO%zxiB3J3Jc?(pdJ+~_AJ#ldOap@)s&9xLqL18Ap(VHk~E#w$v zHD73GOptriZ12EI!}o@EFp_gmK9Li}Fxb{6>>uZJOiX$*Ot5=H`}eEF4g#aZN$p4C zo+$hLQ-1dMZ-uP|uV9#P!f@m&D{dc>sxz$%El-g9yT^4qQ3_A!3``g#gP9Ev!^gOU zjZkf6B42i*F{Lk~c$5;l{EWp8FRa5_=!q&bkHx%12PlsZc^7AApb_9EellHo+7m02 z=enDt+?vlJt8R*T&-K=VD|AQ&h#j>N@Uxj-L$Fdf=B89j16Xq2DpJ_1CBUUU#gQ7G zyhb|=BnTi|GfaAKRe1y}L&Qo_cpL3ChANJgs=WcTIHh43TuS*rYTr}Fg}m$J(2AzP=S*dMrf1XdiWu~4(; zXwei*d^*4Oc&#(ppl58!*y1v$O~crz(^vdQC0#ETL{ly$@=JL0#gve~FB{B*;K6sd zru#vdF*&Jmx+s?=a8B5|5oPLxtv)VvIX`gaT)u&E zr^BrEe3fbYZ6tGd09UXFu2dd~8(dJJD~q!gU)x!lc|mWgEaAoqX8um>ML?x+7?lr> zbO%m4lNHo*D`it<%s(X23~t z_baM-9VaAie2(aFPfbC^s+ePg!U=$re6a~p#O-{yIfg$Tx9$jlmZ8egb04|4bWISU zzC3|fRoIj2hIt*R8|x83;Fp{P?E3^Yx9)i*MMBZKr0Dv@>3UQI^jC?C{6Uzf6u#Hs z($*eRZ(*ti0^iSc27ps$`gwIVrdu#Y9{=T|>|6`D+!%y{0Lcr9{>aZ=WE$#G40!Qn z?JuXtTPP5HL1Tip5m}>`JV0*BBYD+s)}Il9m4EK<()H-3u=hE=rwNhKJXR~@Kx>YG z03sTX_XQ$<#-tfx$O)}SPu$Rja(116S6c(9!5z{T-B0cOp&|B2Zuw;>FQMX>Z2Ckm zz3XCorBHF^--rAm%o8Z-R4tUIi)dg3@&z;;$)|55W{U$Nk45`X&i_Wp9znGc0F-_z zP(Sv3FpCcLh7%JtwhxL>YH%F!Bky3AjbMU7F^^dLp8bBjBfPKo%b~)& zx!~*UR^8ttghIeUkm7*`9}O~B#hN474h=*6FiwlN`Hil8lr=uSp#ATEoSOS5KC&A* z!k-gR}aLR*lMeBA5`8d1lWBtmsoF4e-Yajtf(Agw`Xo6y}dx1lD zwm3-pP>yhLQ6^Puib++#ofIRExw~Y-By#I|Jt`pECx>UlO5R)B$T1Xsn|?+o#@cez zA`_cpN_UaV(kP{MjWVUF(|0AG??eX5Sy^Uu%-9c9!m)sFRbKa~eLS}$c2Z2(RT~#Xy&ypvP!Bx94FQi24X>{>t zXo7(L$bC(KGdkHga-;nidx6D%!jNlM( zkiwl0!K`)C6to+$%Gim6T2YF9xLN|e7I#cJWBUkt5+OI3n$Aa)kf|UkoSeg0&T>xc zBi7|W_5=CD7!IFN7JLN^Y5|Lzo_dQ`rC=wrib!zeFnoUnS{10x@P!0B7GjG^AaU%P z7vVuc5(j}ac;_m<$aO^CC)5;53t^G<75eb#*e}{fudysXww@bMB?@VPnb=;9kRj;a z>-@DalnYZ3D_s1MfIX7Tm0z|Q=qRY>^F0~?727{ID$1uQ`IkG4oNXl60@{r#h;afY zs4N8%dqp~BG-f!_*@gZNURU%#3tt87PpXm9$|Rl`+v)AMWkOA&_L7dzC8JO5@3rkB)tY(_}UF7*I6d#}|lNG$E z`+PJ`#uEY)Wf`MR{(8-7K?Uvu3A9CgcJjQZnHp&4Z)(CSf}1sfqJ@FJPQ5qVX4{0J zhm9}&3Mt}!{=Ee_(21Wm&1u&}95CfU7e@^vi6anYk@8GZSLnPZ5)u}bl%Y(Jm_g$o zuuS8d0635HIq==arh*)MTurR`mvx;50C?^>eGfI={P2v^enf(~8IAtu#nV1NiR0Pv z%UU$lbn^hVqigfz@EmzmuLX{;3Il zbZJIqwU13zo>e{c*A3+1#Xk`{ScdvS0FftUA%*AAF(XF5wr-u;Le&`*b2b^kb^iVG zXBe%ThmZP&?kL(2IC}NhasX)I!5ddJ8)Z*s%Vo8&reZYnejF?{-qv z?m0V59n<;)LYgN{GcZHA-QThzSswasRoT6^cF$b3AT*oP%V6@ibeGDFS0d3L*53$e zo>=xZLF3*3oL)D|`it*q;mwXnR--dO_t`i*ml|>QzH$^yTvX=aLYgNhX6W-v?(1hs z#qxPdExb2nePbcbljCpe{4xoQ@BF@vQ14p1XdLhnvG9JH<}rW$Op)dZ&;wn`|>^(4)(9;@z4<3-Im4R|9mK znA_prMhR`6fPnesa^;3pe`oz&P|cJ1+It0<@_!zW6}q9{={G5-XHUteieacmd$ZBe zXD!M+1?>U%(&87j`h$itqGVD%`VvPbymFQnEvXZ3Bl>$QPkmxh<|!8aQ|3whqRI}J zki{^{b!b;rtfO5IBX87~0e#0)H&ZMmv3|L#eOSuSgR68wZ=0gPD5JFPbEAU6D6xsW zQP>16`&}AG*pv870+*4$UA#RCS>z59}paB{Y5Hm$}>r+@~f@;p1Pa#?M!=dS<)CA(^K>9m)EY0=#yB0LeuNiSL&D&87o zeEe&vi0^w#KTD-x;Q3%!CVJFP_v)G3Ec)Rf$=e(Kot#k%Cc3#Y&N5?lO69{E3s~uA z&Q-uLH(Y&0S{#^u1du(U-~^pQzv*Xi6i^S$Z#lJ-W&Z--e$kJSMtzCOC^iAlulaqT zfawQ6`w}$6>l7P4BD`uj_{eV!tv7}kQcl|nbtvveD|Da$zo{`T!c^M{cnYjLfO zDZm%Gbs4}k;zAkj=0ejRyo@QbgXIBxkaJ3wt~oI;=yhH{jvIbqg-Kw<|M$NiV#8B)kP!Kx-<^#Ia*~SN3)=GxsoXXSp(!N&BOg2F6C= z7E4=)f`dnYkPYgWu1~3QAs`R-&jf9YVPwc6g4KET$`W_xl;6Tqu9tYrEzULNhXMp- zKjF~CA{49p>R&y(iPNs>F$7_xmiM6F+hUcXf!JzHco^IdVZu;v1(dpdE0ci6-rimf zGp80;TWJtGVXkUwjIpLiJe!5lD~r}bDG8qzQlN-`^Dvb5?OX_3?PZ=mXte{Mdd`S} zynvosgo@@$lSvyn9=+BgP;dXcKGrP~bOs8BMepBv%Z10h#cMYY$SN4w%`o&CvEVrs z`7&yiGugrKR)#!3p&oaG!U1=4pTZwX+_6GIAgHMLJU#Z40}H5kOxes^Cb9JJfYfcy zTLvOq@5;<#VEB~xhofbPW@5#}Tsp<_H5Y!IS>lwE;do~2Pz<7vyzMAONiz<~1bzJb ztay6T_WYEhq^nVM@%iXZdq_ zN8bkQDKWrXN@#r%=8eTsEh1xkh$TkKCX{i#z0NWRh`Q&EhOOiIgL2w=%w2&z= zS>$Pl;I%jovQyvYHD3wKXD%5Z(25TffREi^{wp>omP2(3?IATgA$Yf zC;`PzuVM{woPSaBJw33_3UcgGo;k&#DIYtgGY1TqCT*A@?Z4ie>kDqTc|ISf+y#yE z<{os+|Abw;6M!!|>NA@?#DE9!{qE^K-cx;OqNGGv6KLU@m%09@l2 z=KUTUoNhF)BsPVkV;V5^<-g*n#K8v*YV=WvTE@K`Y>pLf)??e$*dXiW0G_9R=;5kb|R(3<52fTBe1pK_E!&XkmKl-@SBmN!f- z$fQpc3+nXeM>L z4K?nJV2h=xyy6)A>M?K#luR`ZrBKaM{_v{!&KoNKkky479BlNYDQrs#^JW&sM%9Ya zvN@GUVHBCv5}r@24y4I%>kor{ zi@dG0s7~YGhOz{s5F2qX;qJD@w@~6jrwwF^I1CbEH^SD2y_Cdw;eaC3_cgDdue~20 z{w#4!X?Z>$RbyED-f0+%a|-e zWn7}&E#AIp#rruHd**D?H+0ui0xi`iJzn`0bV#t;s*pmtY6^9MExTlfNAW_J>tiw4 z2|HaD?2NMMrza=BkX+zxn1^Sj)J>dLjvS-eETR*`!I?A&!LN?cge{TyA2(Eji4I1E zDifHnS}~aO9%iBajzy_-K%7ghCl0zofci-ms(9L}WFP+Xz3TB=IM^3%OD(Ayj5%n~HNp$he3)oRr7Mk65ii5p0`2 zu;4{2PK;BL6OM$8Yt+iaW6cAjVi}Z(qodgNp;U?LOI@Hxx>xI%XO1FOOLtd^1lRU5 zQ6VC`f`LEvng7uLN{?s{r|kW{BLS8G(YJSp3TR4P8S_)nla2rY1OhDETZw!Zkf*)v zFi-mo2VAZ!zum|(g?~ahzEO!Q5XP_2&cQYfykpk@3(}6=+|Ea7xow_rwB@T2%Qpg*EegQl*zY@@3H6fVef_M zzwbtsd0Q`>n&`KDUwnSaO^IcO_crC?t6zd$iSMk~JTe5o`@)ytc)d`-A#LlIfue*Y zIlNn3$5lZ)=1uiy((a>)l$JWzQoH(A2O0SOR%8iS!+I>?ODI^3;ZgcI-3I_xBqE4T zFWlc+cR2H75AbV1twb2=AKXB^$eNLti+}GjLN?|>%wkg~n9kRi!RMKyHfoYVDI*PT znTTihv||$MM9BJ7wE2jX78lUR#a%c>MljZ%3`tT~F^7QX&v$2O1J&qCs4HWP@C!@Y zAX>+W3BDf6xFG4lpw&Yx@zi$E^?y1`rhP4-H3F2uj@VQH!$2Q^ig!qXHi}PHXjw;G z4-i0oaDr7g19uc`yYZXZl)BX-mC`XAVA8$hMMSZvOTsAcYg${U7FodvCHMn4G4`Te zZoY|69)-L%nsWt5d1NSpO0q*k;@?Qut^?sGwaV5<`P2>re|GLr`Vl0=G;{*5V(9Q1 zos8$GPAK@J4At?AoL#rP0S7K0oDE!ldv$86$-t3KLt{cd85dzlja37e>XoVc2g2B; zQq%9XH3jmaw-86Ar;;S-j>MM(X*xm->l;WJ(cXEhz+_xNf#~=fp%lDc4)B33^F{vv zXB{eO*0y#*2`Z&UF$b)K=1TiUQy73a!WS-S^a}w=;l@4@wuQbWqqV7 z2A77*a0~pcy~mO><`dg?Dr%5XmXf54n499sJlDWOE3?H#)}h4IQMQY;;R1l@WzrA8 zRFTsT(}E((B@>z48BjRysuM>?AwwG9a?m8l4+__OY|u-KJJo=bW0ONFdy&YQrsdBg z-F8)hjl!P18}$BZXHv6MPdLDKI8;1WyWqtt`c1N0f*EfO8y??94*iLq|`s~`UQQ(lj<3CHO}?{ly6HB2WEt_7KtAW7Y^8U-5Q za18~709t>u<8Sm>&;E1zHj;vtRYp-FF4jqP??=iBVvjO2i z9y#P%{A_w6wW_h8+kkMu=bMOG+>Nk6VG4NsNlIEZkvI#V8+#o~q65N#%xo-%-L{R- zpxA(LD2SO%!g@0~D>4RY1&__Orc|P>sv_s7GCDaYiY5hP(p4N$kDj-HEVZ*b=)Db% z#OYkVk3$Wc)8-B@V;)=dUNZ$nycZdl`Hi)AL!qUToZq=`e#}?3H@h3xTnW9Mp12A~ zmoW2Z_M06+37N$nTv9)chg$Q)7P-ma?XP2)+|g(x9Elbm0GjU%g}K-~ zHuG!7<-_KN0_z(ipvAk4k+{mN=qRL$s$!-3h7&Kf%>1}4UPSE6Q;o8Fo&{aa=v-0P zGJ7k0HJPf+xKb@H<0S=1XdbTsN@pC2j{^1G>PCvSoA$*vPKbSk*2nM0e!kc}h}}DOHX2pDHOk zk2$vzLG@@GDjtz@Cvnst8}lInWd?-9fN(@LQ&}lc0dW}snQ>eYVQBQ7VVJ;ozd^9-=Ug;f?Fe@3$C>9%XSw~zR zGvuaBH#Tdf_Rqw9e6Olax0@ms5Lng9nW8F*lftL?OAH5ugP5xGlQ3dAWG#cm0pU=1 zS!WoY8mvf$EWfD6Gvr;2GJ61xEJkEXx3J8Ba3C?7DxL*7WD~P6r&M;~6fb0kus~r5 zhRk?&9o`uSgoCsebM!dB&a)2&nj4RGplpd3V4@!B9);#!~#9gxJW7_p>7BNbD$MZ^;cWMMUuHUEQmC38suu zy3!^?AKi(0riybzqRgXaDrS5gBE(w@uAGv-ms^?~CyHt)Or^?99=*CTYbcxyOK_Ix zGxLiS{UJMxQ2G6h7|AA7XZo!T5gGx<_mxe4LDp+jkD{2YG(_`|nWK!Y%12Ed@a^X0 z>hY-&`l^(V1z9~ZRkJvIN$Xq8+v7XOvbdAdyk6cTx*Vr8R$1ji{-=668W+^KZlXTV z`BU03PhF(d;2lTmq+xdQQ&>G4V`jD^u{$~|*q&?sGZXb25DvY#KdLaZNV6g82ZRG{ z;!;BhKYCt$#`CsVfXq8)?s`&s) zK()UpW;Wlkuqwg=g}Ks{jT|S|22*F=Q?8O`YUnEh+juOW8d;tR#r<;xG&ZF27B6l6 z?savdkj(08lv7?iT^U37T&C#Eu)BF(`7MTk0ObHppb$uaW(;EooZ$u>$Y5p-LWct& zfWSe_fCCJm8gPICrvU~SPVR=o2^oYC5W|sIrvr>n3NUb{Z;nJxY?qJ{kk4BlHWf%`4!84wQk8rzKbQ^#uxb;&7=q{9k&_gJW-JEBcl?t+r>YAFP9F0VQBi*8| zw3f(GqVA9o*?L#vHt1%oe5ZPdTcDRuhg}VY*U7v1U56y(Coj3%;;Mu@lhp3M311Bb zw$A=!E|1+-0-eGU`N_=nNp@Ac*OuSZHG8@6nEqll~Hb)(VPV?W4`)h z4{cSx6mIIfP^vE4>5T->i>acm6&-&@SO5W%fC1qEeaq(R*KP)cgUxD4B6HI7q_EF{ zvHfmObhb|wmBd>qm0$8plsX_B?4)(gBw8I14zMJ3z<_Xg(EH-itSs*J{XUaLh05w$ zoX~)9;HHFZG?V#^IBY7ro5>+o&ec)Y5!N{5N;|pucF;9}5|S#D{g`E<*a6{C$EYcZ ztF6z(rv$B%xv>ugGRKFVkY$b!JCg?gl9P}1@Y$Lvqz8r6sk%oA-_FrY-W!J*k^ROT zJPgk$rZW|8Vd!{fVs#nPMJh}}QikQ=&o-x_J0mKg`&lwpXTo0%0eOzDU4oNUnbb)- zvGb$Op0EqWZbUJ2`c=tDsmU!`6-2AnE+YT5eO9!n`JJkrqgCt^caqreL?YXjT^-9W znT<I%!sCX5te|o|qi3LohE2m)P?m(|aVL_~I}dT}sMszjm~Ka&!Ez?vmiFKs-@% zRV~^~Rt)j;qaZJ5x>Rjr#ip_xr4SsbSSE6Mw6iAcmpdd)&`9N@vXM^MXwDhggdFQV zi%Dmqty$UOwqV&W3eV{Hu>x~{HFc6UO6+6qDN@$B9ISqxVaLkktE8>QX|JtCBIk-~ z%yBA=RF0;^XwieU%AsAA3{m*t6l$}ri0&@fVc}Y>J8F}XOtn`V-rdc0>Q)tV!y%zj zh20!@fA$xNoLpg6FtgHxJT-n?az+U%+<%jCrjEJ|g|kAltKd)m)t!FPLZsHkNTeFc zP@O{r!lTk|q;*vF5~*`!%(pV3Alg}h`7X?M)4A6eGTY=7l#Gp)nb!KB88de-{!BS) z?wavaM_^IaU-?8VHFeE&Lg%xb%5;vop;3K^;@2W)A&>$pqnK+*kKF*ak4(ob>TLMQ zAtKGO*tjN!c$%};T!~L}*A1f4>lZ#Vp18>BGk3=-bBE|G5+Z#;)#>6XK8MtI{alHN zkw)ROp5RD*^y>6A)k_JSL0E;(4YCW*ig%1XD057!V2)5FjufLO4WB zoW+440HY89U>Js?5CA|ahM^#!xd9LW?`u{e8Os=msUvUMmwyY93W5pa9lhq$`GV|v zN4|>nx(`|ZAFLlc5oFtFo=C3Iq$Gurfz`O4wCy9D^TNj}0W|_yk8&r1;Y_($9A~LA zRGc0DOscXbW>6WRz^XV%$(8oe5M*TNnh9);z#c4t4TteNUqpoyz6`n!83qI`x$B6p z)MvKB$^Cm!(X&}kqKNgZkFS?-FMp{XEdX*f&1`>XFTAEZEV2HwZlCZ=axN^*%jCDu zXG{$-sxQD|o^teTu`PZymM|Aty;#3|ClD;%i1B?=JsO(XTyGTCrQWbg8X4}L<9IIC zb0ky`%U%Cf9|HHSE)YkXVs~|yCA8z4K-sAlKfkKD+%qgn<{w^(p-_e?} zf&t&iQ>>w#WI+5{i;HKQPug;n%R9MBvRVgUi<+D`IHqE0Pal^_P*$7 zklBdPeY>S(!-0l<-1=u!yyDjxbE?$b(*87b!Z;G@840cOBmg<`v;b-nG~?LT%xjWA zFL9e#uZrvaHk6l$QY}olAW+)MB#<}&D2Z`eexDzn%%HBv4I! zBf$F##hAiDsIpoY9-)v*9tLfVF&ME3KQpQMZWWk@Qp=esd`d{N1)2(zV@4xaA%H~o zUS*oCd=gpKXz&~67#BD^!Ftu53Lp>peSO6u8VnHxG_5b+P=IEQ;IFNUZh~kj=J09@ zjq!-R`xr?F62uJB839N}yHf+62uwotAUeCiiAZWh@A8Fg%Nc z9jz-E&;p;Y$KM?NG!XSXdg-3 zN-Rq=ABDlOnF4Co*}o)7^6$IO1}ZE?ju3C55Ga}qFJu-Lr4<#zL*l&-^yeE)J+YL$ zT+b+x+mg3JL;kj{<2w|JK2(A`*>NElDN4giXd|UdjFei*B>NZnFJCnMw9FfjE%FoP zHt8gRBTzc`=UtGPT!LIwJFJaW9$+T{~;SD`xswp4qXfK z`fD#E1VKwj0?NZVbv61dMAWP4n!lFKm&ZMoJ<%-6n;H(v7<8#5X8i9?ErOVj5 z10pee_~f8ubx+V0*(*U#vHVq!)lV&a=1M+nymQ;0Lqj81-+#Zd*ZJ$PvP6*fuynhr zaaIkA52or76H@g%oJ{k_;0H#8NE@nj6Ge4SW5^jthhE-iJh)@VAivO!mASIb6x0wV-PIFC!G3_SzTcLdwaOzaGt7X5_@W= zfGhErgM)qx$m%}Xc@w}h1QVH7ww_BtN*nKn88;4#Tw4Br*wHE=%X@vS8xcZFnyvbWz> z#8ST={dUy%#lc3?;&#)c@W2qbyC>6|#3e4dA5?Hs(!4W2 z{Y(=r$;Y#^s3gq*%32U0m8WYYBz_M^r-!hGPX|O9i=t)to9eTC(_qc5BB47>O@msh zJ0J2yg&`R-6SC+43#X~EX15&KZSvnT$_9%se*6)gRkRz;K6~TFJ5uOVOs9-ss8k4J zCUIF&q__RT!z}YmJ2-b6qE@Y0JQ(Zrn*&N6^40W8QYZ&GoK5?2A0@)0l=TSA1-O9h zxjH&R4F(n?)23kyW{~FxzTV}D&R2o4s#q@+K3U^j3 z=Jy@i$DAA#q6|!-ra^%_i{Vp_j;wxWh05RaVmPuE63(X#n0SFvK2-;r^qY9#2+cQ) zeSM^K;2a1!BoM6MOtypVN>XUZe2p91iIC)Jr>wdQYb9B$(vzd?8rd#&<047FWH8x0 zIT7p6{#L+5G9BsfHrXcW=E&@Tj_rt}6f9oCYGM2WXGo0gNK8$MHxC*~aRxmLOmFqo zefFcitTi}lH&7l5l?K7bS21mdg5g0SV`7~q(zyx#CAh&uqTHlu+5C5 zCg$(iB?7*;rr$VbNT?0lqj$mdMm-PA zZZ&TWMv|f}DsOf7fp{1z#v`JVN&}y=%n;08Pr>GSqP9wISAkq9O3F13 z(_s2~61-lp@ktGiDMd|;M^nZ;BmdO4+YEPESyXTW#RM0aFLTX9n=_1P2wJ4=NE*{* zB9G5D_Ji92(5Hiy(#0c(cKk)t)Q zLE(ukA{M$}`)Q7Eh~vqyk=nfN5h^}-mU`>EhRd5Rd^LW^(gE8^v)(wc9pca|sl~Sy z0^5;vjUl9ift2LG+IW%ov1Pz^5r5e&IFrYO_B%mfdwH<&^I7pbkojaNerDn)@m9bc z*zQki2x8e+j9t_kTwv6bmKFoHpP^_9`&!07C~n=VMpMxC#)b!u67&Ok__zgZAGJ`& z>8hz_^WnZ43TWq){p;0*^8*Ju9zEqpO2J4Xs0wTkY)MC-CTiv&=i!jjrn>$8ELew_ zKG(@lap@h6!{~;l9@xGRz4i6e;up^+cJCs6>^Ta%cKGalL=doDKGghn?rYqK3E)OQ zJnrwFKLl(q$1r=&zc`d!LG5d)u!g!~@;8GH*j@^X)L1qD7<7cioBKCgQ=OaNeiNha znnpv-y|!y*ZPfiY@jGGiBwTcM6!fbCR22Nsu2>TRxq`PRc*Nd>dp{sZ2}Vvyq$~9% zbdA{%1K>KZ$3Eubd7uz_#ZKAq8Yqlj=95p43A$Ae`!X3LKwr(Ukb*Y6-@Iwy3&SBE zxo)6V4FO|#sd9&yvQKf;aH1!W<6*X4k6V&YV0C7ERWm$^ilH~walU~Q__6aU-luc} zj>I4j4>i6#j!;YPp$v!HV+ffKizZ}%YW+curvgLJhTgK$7E8Hcdci2ssfJhSGb|Cs1Y#)3SA9%+OIP*9-yP7@g_;NTCS3=G(ICp5+Q0-JF>QCXoC;U^ z7{U+U>f!I5=nj6wgdW#5T9H>VxkrZxZ?nWjh61$s`hDOLK2^U>T%r!J$bs+)7 z&D(}Ud~_+xmZdrs4TUKu7fO*P!JCxC&5`ly9+DhSDYp>^4-rtOh{5BY&f(hv(bMfB z$r^@&meH|U6^BB{b2c9pfiIRMahniLW1*eQk5hbh^kex8WAKVvz$w>>4VLZ*%y7bA zeTd#}vDcB2f}l-Tl`M2EE`a2!hbmXIOdiS^myZZta@eg*NrhPxfd|PD(iWn@y|;O} z!UC8Ue%b|mja-9|iI$3^c7s=(E04STFNmbFMAB$Wh;OFJ=~LZ-t1xu3gL~ZxTBuD@ zXxpmi94C*wR(Zltw9}ex@MTst+xLF8X+yD{NBlUzLAa=yt^N}JDvUH<>@j?gW}u4& z@g({&=@c@3%j}si66UFW`jYD8J#Q;bgKT<)&$_F8|U9vyIql`==^NfRx_mNop+u&tMf;&kt<}q-r?2}A@1q=siWosB+ zmKYARGJEKsi`tp+zhdA>j;0C-XqgLTg~2AWtnFnn0@=q$?mRa0aXdv^H!g{mP_OsQIlK6opNtAi#V?0FDMu*NP-AFMU*DQ{|)8a~NBe&k;N&V~sicI5h$FhhZ zHWCjXGfW&b%1PSrV^H(k4ya4GiRlH~?D+;7@|zvQhLV;ADUfy9q-Jci(!kp`g}ZJB z@`v%882h1z%7)b2t-0Ib!IQ7#^91M^Z`iCQg#7R*{H1353bs z0@3DPlCu)PXWmWVGCX@ky+4=L8lRbS{JG<_qvM{))k|y!H33v3z>{2)JStG@Ru#ga z*o+4g`@G}z_%&&LJ@bLOVBmm*=}l4_;3`X#)5h6VG=%X;0WD{>&Y)fEgh;B-;Bid{ zXStIv4IG6~LKy1s3`#@yC)pHYTg5c8{8IjBR?!M$z*(gqB)4bPERB`Rm2Sv~UVl5hg4svTx9ZWu8q6sySK<@i)D zH~3h1X>Bi+rGWT{f^q|jO(3LW_6<}cFmfk1_yy3 z)8xtz88ZBOc3b|$nNNIq!m^VWa8eOxWi**}u==H%#4Eo@h384nDGLn~joXmU2Jp!X z|MqS-9U}*`$_uZTLx7pcw(|_8**Fi2F|3VQOZ?(TJra=@s?J&%yAn$^{FEakt)|Pi zXYj;H1pA!9r?9s9Mi`M#YZx%TWC&PSdZlCu6Y)4VBb!e8Xo*`0a~I#4OS&hUE85n!D+$CG}y)BXcCc+c%%OJiHy5rnJVBbycXK01%@C(hPpaD}%0H&l zRW(}($|16kWFYedk~c?IY(9v$3lk6$s}2lNSfhVL(}Du}j^=AArbaU6xD@K~GJP%c zYsel24SR~CVZVX1*6$kfS(EqGabfLKz_XRlMpig&$RA zc!YdNe0?JVn$`Iccq|#8I>3;}YMP>u67bb!I|P(Hpv{`;fxfm&JQQk&b?k*lUZF*h zY@vgi=GW<-Dh8V1XgXTfEaA|nf^g(+4uMl3%2|&i8i|+64|_2rl|%-HzHd_#Dhqt1d}n{)T9D=0$&?$O`C+5O4!X)H~Pqh z|C~LBud^UdZzdryR|=v6Zb%cc9bgoDSvnm0%(!-=eFX67;CUb_(gkP(^NzHNj}NAT z7HT3!(xKHRvLYxE=9S3)w@gC@5jVteRV`$Qs#Q73Gfn-7UEHdr4`d%fWRnyj@q6XX zLYnluKCflue_6XD`|Q(EwoV$gC_hUfnZScwZ%e0tHZWKPEkDtxgRWw;(e(5|6WBUx zjZ)2Aw*cx(?^{7xgO#vva|%h*HU>ubVNq=@zHw& zAjFR#&Vf}v!_pFX_HpZ+U?EwI>Q~!-HWK>YC?qfS9C$S;KvX;gUm82CIIy}V1e(qHs3RIxU`ke+#i2#3CeS# zL3;e}O%6U)+*XDkQ#({Z(NR=-t_O|+r^v_lBaQ?l zlE!4kE@dQ_Q5Wq%GL3LaYc&xO5012-E1~$LNy5r_5Yde^Dd61B;*Wq$*DLRoH>5$? zdkMXQQP3rt+g154B+Tcr9tL2`p({*Ada;ii7MoePLGKUoQ+Tr z$Y+uCK!MNQ760$fRp2rS)?gxC6tKlq!ZE(%Y=bAeHm4DbsB~;Y#UnbG4H9JwMyTkF zSOXY%>X_=M6%dbjBTg1{bGPC4fWc(*2z5v;+4aJx2}hw@J`j2h413HwI=fy~ZX}RF zRs>Zo%tVQ#IMzp`BdEj78}tg-pUKR{)Nd6P2OuEn>04ZW>p+6oL32I#&bk!6f1H?V z9|tjEch+idS__Dxp<@kUkkYE-BQ`c#-Y6g_)Q`G(3;UsWF$`g>1#p+WLU}0RqJVKs zJIz(tqQJ5telTu|QUPY^=mP^6DIV;r!BnAf$VbS;wW1gijVBEVX1JvLlz2bB2pF%+ z1{^`dLQ4E{g0Vvd?%`prHSv&4h;0NT;66$9_trO9G-dsT9Q%$hOqBD%l&NiH3>yiH z<4t-r!qmfzC2RHQGR=7qK^;(OE8jwpRZ{A@NCh`F=r5aq8wQsnlK27TS%d{{Lt|WU zM&=%dR8M0kp;PQBxY$>+YXHg+RAkW#k&{sE1Pz|{3kbk*16d_O1I6z9!6yZRtC8x1 z`+J2a$psW&@Pps`bD&5Qwjx00IGFa;C1=Q_<)wOl;mdmTXSJh(r?w&M=aMGqM9ECh z@hjmC+aHa3Ap27N%;Ym? z{eVQ!@TCves6(3o6%)eG5QV14W(3)zBLHCr)H>1!KI`XSduXWUpkNx-!=&jS1O6fq z-ul3$tMDE!yT;fL9^p3LyC)}DK?83(1;bw3iFOSWvRBrl=`rqtpd;OiL6QL?ZVnQA zQoSRFpY?x|A;h$_SmC#?mRi2gfZ*QBr0C?{i)$y36#Ip8GO)wP1_vSU@XiLZTT4ib z?4A>Q=Z+V}GVHHIi`{9+6Yw)1FcbSh9$&kW`->?&1|EZFP=`voWc`_+9MT7d&>Mv6 zt#XZv@leoR+8@ldq(gls66-4=)t@{|_pILe=fTl{Jtq5*;R z`_@O0I=6K)$K2a`?J#nlo;6%(_hFIff1Vs)^s7XWLOX)=@5~CCKO|%LQ4cz4h@#0q zDlMRVnRxh{D3)8r_#abE_Y714BQr2{70izpY6}9ik+}Kv0CU1-gG&^>Ft(rz#8VggfBSWE8HJql8Dc|E+AGP4&~&{YUyNBB+@;e>4aoN| z2!@o&UDV#4_=>5>N|g#jSR?LYPzr@<8ryb+YEC=iM9_WGp4|juV3i_nir`MQW`h#c zA(NTrHIV8bbKpnwh6^;US}H|CSrzyAGJ(rF@|t~ipFNnNe7CmEoHjz55bGwEC4#U^ zC`i)nXDs}g3?yynO~fupN{*0ijIac%q!WqQF1*bc%+!Qb5Qzx*$Lbnosv;4roBS?d zt3MVlkq|X0{op9g&o&F|+oHx$ViOXdQj=7+F`G5Fh_+MgVMQoJ-ijC|65iicQz}gm zH|4L@6}y6HjN%g2k&zHst_|S?y`Vf< zmewi~zLQ|4=AOUJ>VOp8mp9d{d#Hs`u-C_+S8Kvq6huWGAgPwT=k4G)UaF(7wn^By4VB z_M}RaErB^&fhqC~DQnwDF_n*K_86A1VxntAnA0MOe4&&~#?uQ(kAJGnx548dQ8NnX zUP(ZO?e;GUabp~N*E}9FrjBbbaR}P@j@Q6?IML!(*H4o5ABJ;5h-H(W=a~BASQ8)P zJgpik`%u|@CubVRBHmmaI|w!~Jr*PtGm%Ih($K9=7GqiGU?I~3aKtBuN2o*8!{}Ih zV@BzoF?;yJHb^SL3>$|sp7$Xu4SBQhabEqqP0yHVnBiR9blvr52Cxv%Z1*q7hUgk# z3FQ?@r8t@UODG#O62SGBncBai{XE+e!NJFIUO#?$g?WfVpn!=$+P`El2h%F>A2J3J zJedo^e|q^4fhdnj`xQgr`EiW+#(C~TB#Ca>7O55v86d=>hfR0tV`xX3MYvA;OdtZ> zABa;0qM{wqun8&O4R`!MIuRWa5t}N=7N{E@hK1r@Tp`>2E+1z{qb41`YX;zyASLJR zuowZz`&0RjC;y!K^}a^)DQztu_YjWx&q&*;LGaJ%?mx0;V$#gm)tZtOn`zcc=@0P! zV0it6#Uy`%;r9zk+7f=!F~wF1-6s1a?>Nm)A{!{Y2Ak{B%=}?jeo{~=D!HJuxkCgt zy6~ox>3W9sd##5}wkB%2TFOMMHa5g*kU#n9JlK%2cGhG?!5uVQOs{EYs7RL2A^$i= z1SpMcZg1uBvGdTwB59TPjsuH-B58f+wY+znWE!)j3E4l4tuux!Y=K4fr^yk?XwG|i zfQimD{vWLo!p4tq8k2cDf8_?TfsiHC;cJ!_iYy^~e|Zw1{Z#Fw2xaBIM_#(xJC**= zg8v3E4@5}ikmf0L5U_ZzUQt5b5ih+WwxK~x-3kyW?bjB(aDxE(37v$OTk&fJEw)Uh zzS@ero(9n{MZ)I%r}aMZARmOIQj{*_kB^+eiO}%qqDtjN8h^2BN}C9kb)FnD4pd4Z z(*3G*sjtk`(8@EYXG>_xVgb5ymAXqf#Yz*exKdpN?n;&`RjK-0Y1({%Mp}X)6Nwrd z0W?wp${ZmhA8;p4wE=wL)r;*vY2W3S7V`qPa?{Qv%WL(8ij{R=6ap6lGy<(DDT}HS zi8!S8PK{R!b@$?5dR7xw<+L0LE5;bQ6@b(>pJM4kwVJxe6`0GmnHYSC z%xQtj_t;|!J+bLskw0NGU7`yz0t5$8U1L}|DT=C=EXo$B{qKnzp`KaMO=e-9UTT2X z@;b?e=yEDo&wAILCP&Y}CBV2QQZBJDmPhjW=1GwsXA%2Y%V+B)neYF*{+r^Xodn+O^rxtXj)MvT~nN?e}=Dup41BDF4*Zy zfSHo`xm>(76io6kzDAB*qenkc4eEPXe6rftIp{nqpU~q~xk|NUUR%QGD=G~u=C%Ax z%o&m-k17p?;gNW*quRXZ8pVlSo$L)c#AHU#y>yk|X(-rHOXJe4Vuq-;Oi&fflYJov z-jGB+B!;={!k8?4)ZIWM@?l{<r2L6gj;>C}v1)eLnV%!StIUGN!i($3Pa`D11@%UX zYVs8qYTScJHRM98Yn|!v3slsKMg4u%^cpTjwzUr`&&%{aAJbg<-W-dX)9!Ww< zw6T8@Ze1lOfR&A5Ws>8tu|((&v!j*KtsQo~)#qv`PAvKkImN%Kht9}q2~kLqT2^;e zQdP9Fb0n(nOygZ<%DglC*H+zKY&I_}th?4X#WK!cR&xgq7_gml=(pO%VoKMY`R2sf zaz_TeR%FQLS_@mEn5fP^a&*>_v}sxQTv+T*tYju8yun$`i(<>m9~%x&lpk;RDRMkl z|CNUFkA?14>`irrQK~dWQ+Mu&hi1995>{H-nTpp54di9MYZkO=sX(rBH)iuQpH29_ z)x_D@XFB1Va)%AO+jmAvQAyTMJuKo?!>-gDJtmi5`;L>_Gog^r$>vhA6t1d^-Bad} z8lRZKoNO!e#X_V|a&%;25-S%}6PfZI3RK#N#ab3rs4LXExv?;Z9kMuyQYjQXN?nb; zJm^Y*;4q$%GI{1U3KDy6%7!-- zGE+f0@r$$x^ED?DX-vVKwZ5rq!u#1=P)MzywlLRUgmcGs+?uJYnhHBR*G!?Ko0uAQ z1|i$zjkhHGhI@o~BpOduazo*MUqsRZ=}Zi=BX&zAjWV>TuoXa$u6W?6Xeg{|xuFJ~ zUG*H97%K=_Na5t?wx+6kkpRH~0dhBxo@3_9e;LuuiE2h@c&GOS@Ve5-dD9oq;x6Uv zs4RZGg2imd8U+h9bd-=GpQkhplLO@CFjel7cunIdO`-Dh*%>9M$mK$raO&)JltoII zFXTf&x;wrPqM;LtA%$iO=@1NHj?#O5ZpfU|Fh-`zo1(SoG!m9UBV<$JS;Z7^%5LUe zUzXS*lM-!TAp-lR)m1$Ll-QDj)BVivfDig&*s&LYsS3y-1 z)?KvqS&59dp$Un1J_%9_)tjG0Dh&JiF^LyY;GyAa0XHrY3!%>aW<${-KyWCaLQ*<0 zgB4u)t&b^jWO(24+qnW1P#^&UgaQgAI6$E^lwwW)7!nH947Y7Kc*239$i{%ln?U>_ zq3BTHpbR88LlX{c=pDw8a0HgEz9O1&rfTADo8mNDwu+gsVP$$bQxR#@Y?Iw6vul?& zCO75Jkx(6tE?!nExtUkai<@oFE=f37>V=2K&V~pO94KRSU__#p^HGS=9Fg^5o>ckd zc0POugn!u0Nrq+3F+^t769IyQu+HkF;OQb(qK|~)rvpVCvnk=~5_RsJ$|NX6`He0? z5&?n(a`veT8AK9KoeE4OcHaz+@>4;tW__9MN6L{+0dFz?xI_9orHV7U>zK_*aBg-X zA6boN-Hnh`&58Ua5e8J1P_xw360vU#6Vq~=jk(TdoTTOCJ>|@w&ykm zGiSQF&gIe*qU(vPHC6n$bt2beBBmQw+07raxgXJq6g?+(QZ2BXo7O+q>+;>jB}ULI z{_eK(JZS19&An$Ad-nYXbTuh*=Dr8Oj9N64I%G4-7+iWSSy}qhJ+|X-WiB(xz$(8> z(U5LZwY!Yv)%(lCn%dNvZ&R8BjM=D^S2RV+lF~6mRNH_8LlXc109*)^$0CAI5(%p+ z9~1xtTP7SD3Ntsa@Q_hw#(oIw=?5=;ya!ptehRon;+}1${a2mk z@bb7D;#;4&&s3jIVbz5Wa?)8oA%rYjVnozfFY;6OEzVTB^~ut-)xN06h=h#DI>Ahu zWWrfOp99_P5?aGSITJ)uRIG(MX|mUzC1vRArc}-ZW&3_qMK(0U@0vqA&b<;7R>N%6N{0(P1CrDArU`IKsE)aD}VF3?Z3lSTN`j{XI zJSf++kXY~9%4wJ^l$P+HfqSwo9PuQUX;Z22X13HCiJzY^XL`nuq{<@BRbA4M^oFJ3 zF(Ys#k@YMHR+WgcT3DQ^mk3FZ@XOTbo;)i-S7DNIeO&nND}UO6DSG=i^-!#Qjq5qp zaXCTwW>fh8Jj%7jON%%hGuDfb@7>!0?7RVQQ4(|}N6V&A7feY*3%-YrIetY+M!QD=K6bS^&t|D?d$3p~D!J!oAn=iP_oLW$#Z>q0vt}mb{{i+b zx=pZRH!T}uN=oz1_~U=V2vpN2+6Sk@uXw{?sv);N2C7p(d3-18Ruj&IZ+)n6Lx*r6 z+`;??()c|a!21BvTrdD1)=GDt=m>7i;!Is082q>l%bqX@IMeqYO{YpZKEsEDUFSOA zP;3RIRrrYfW}+I1*lRukjK-XbzztBl9H5nrg?@V80EV~G;Jn(a7j~0*V@$ZxD{%p8 z>5(}J^H`Bo`vyGlGeicI06*7Du*BPV?ycvsT2Ye|Vp@adjCx5+Gu*R%nO-Beff8^ZgR+fERQcyU2Qv6&23n z7+)b`&EP)W_sTI$03=ibDOo~m4%D8}Mdn2b`B1*lb{^GF1L^#;pamVb|FpyUL=!s| zvV=vUyeaGGI?%=nmQAjzF@5#;Vg1winR0!*gjq8s1>?8nK9pph{w7s+RzAKZyDT2EdYxTDWc`q662 zALz77eSXSTfOKO@NN3zj6bAGo89#N}_-Onv>c?)SzuqUo!wF6NDTx=*&#l|yUwz0o zXiv*c&Cn07u+Nf`NcDi9l{(SS%S$K`IOf(Kh(jmH?Nq^zv=!D0H+?3TULk0&J5Zkx9#x_39!IL|9=6ji z>>O29Xa=LT%IDdvSjSYvcxQY!Cg`p?sXjyA480@H#El?TxCa^%TSPqb2e&0E{VZ0P zWkb>F9u0x}43`SA!<4Xe9y;&9MO7kndT0L{OvDV{$=o`mNQ~*m8&az^B)#V?|0Y3y zNFQ|L^N2z!TDTy^nkFDc{mPG`Drs!(Jlbw-gYeSLf{IyN(~&Gdt|k^F?Zpk(78vvZ z5w|!T0)@#fG&3TxQGzT1C>AmsC!viD862ETXkc5LKRS!6>O&DGSv&7AvCdfgsv$3gR^{cn*O+@+&q8 z3+5V?dJAjG>8eKvzO^plv3nn9I3~#Ehn^V@F$y(A=kM6$&B2H@p<2HFH=5-g+}$m zs(Y?QfKrmX9)mT8daT7SoXtwuQJ+&u{axcpkNlJt?32-B;A5!yD}z1wfs9)~R3P5v ze2gqlRRn@2D5Y{4M~8Ag#s<6$;lA)O8X1z9!QRbbWEJ?2vt@x4$hh&hvay7)OL0VF z7*{^laN)^1+mK({oS-cuTn{jrrOUP+kMk?HjsWSdBj9Q}24;TyY8Z z2MNqqS=sYIshE!tAxmzI@G0vtN^1THuLCV8bD;s&>R74?!nPw#J13ynyqD|~T7?XN zXS8!{%r`9u>gYmgnw5K#9R23JRmgwf2Bub^z~gwMuXd4~)il-~VNk5d!-M>$??N%y zvgvjxA@Wu|pet#m*g&Tt`37z9sZ?Pv`+UndN>F#YBpVB(_*V<(JO4H?kwkVWjxdJt z@Y0FRvd2>|dju;K|DfjYwm{KGorf>l9kn@Mq~fGF7~{<2DaT;2j*+G20<$O$=nW<6 z;6FwPT5=`=575zg3N)8lOa9%QptOwGqsCJ-hlMtyFnwDn(g!d28j7R;Fw^nWzips^ zB}Ix8JjeTMpc!=`lf-tAQB^pb`alc)fy#4w4yWC9h!$#;`z@34{IA1!3d9JlkB_3$q;n^Py4^m1!=DxMF-)DRWBTTx(cMY8jf9xTv}`pAUMJ@>^?nTOFa3-- z^Ky))Rag2ULwY<6q<;DWb+mimwgimstD97@XTEMjp3QxuG?(auLsw3RP${61roSSj z(lwpmOWHYBAVF_3F`}BVrF|1UrF}g*h|)5)iI-dCpOT9%j44P}sn$Yp1L#j%?~fm%k;8_fmC_9BLyPb0+6xH* zAvVDRc~hpHwhW>@i-wXHP#V?Ku@`;~x$0fsVQymZ4YEz`j(4U%_(YXeQF>T1Q$1ht zW1%E$fxzPxlxB>muZDI#qM{;L*5Z@SKn2N3vSqa?%<*g)$M5yZ-De}%rrrzMQY+C*7$hQ?HXDTpWnpG7K$<4x2H6?#3@8@Jabo3573l&2$qm!c z;hgo>+?V!(3%aU7wtpwL7eqZCT33pWc4Xt~UXps>DN)I|3KkrYfMCOniOjSPD@NV+ zf}${YN@ip)ka;cnzxl=C3pdvZjN_P3y9vI3l$F~+CeJU}qs?>P zBa8L4IBZKXA*O~{{J0_}u$!~UzSR#W&054_upI~YT`0^C0MsvrIQaQ7D4G-~8d^whh!oi-dfMUHl-LbK~OC1`tJn6@HwtEi%`y$`kk}h5u3H~@*?e1vx~*fnZ6?% zI0+MtVJG9uaT4Rt7%|Vl& zX~@2vbWK!^c85V)9HH4kcw++2MkRT%WYVr45$b57$&~>X?z6p2wB&L$AC7h!k05E_ z^prWTxSyBhtU)2;`$TEarQ#a#%)_p^Ti9jo9f_!{+G#q4$k3B#@m91_sDz!@ox$UZ zKYHRFXE?o>!hs9bFu;dKV5CiAV;&)lp*L`BH2_~gpua*hNU9Hr6fFAzy_Vg#+g)TumW69`5A+I4f zwmSYjryr5bB-2|~av_E1|)9Fi0zhNUguPViXb0!A>A>b*ML6H2?o^WYQBpT1fQ zouu5i#rH|rG$hAGQzn4EEM@D%1&S|8$2(|-vQH%fq#XyjE&@Si8`Dpbf(Z6Ag-&9>AGp*F0WhD*Y83 z$WJ)HDby!Ny;M5i>LWiQnnq@|krII?6n?BRKs3k_sILXlYu9nD{h21<;e}|B-OIQm zydDE8^Uy-;N6_GZ(hD&y!d{It^IZEy&{X?J&OET=;X5=i3gb5h&pa@|`Z+e7ucN}7 zzB}`zS^TT>%)<&vqOL|vJPt^?GY@{FD8GFD$Id+1S-+P#uQ*Ac4+a0z&O989>kA9N z*Y)}8xKGy3JVcC!Wn%v857gduISj*1bG?>iBa#VV(G~qLx#Hp<1ZTKePEISGD(smgG4Kz&9Qc$%lnWdRg&`T*4A6T-dCRfaqNb< zJMd^VUxz{(SHm~+sZ_hX&pX9e-y9G$!wn>dfNj820i<=~VHgO@aCK81P4m~Y9;@Km z&y56G;q{i|mo%JIL1mmt`C{9&mbTZnaU>OH3PUoIS$k2fP)lF?`RYb$^_Y7IH^^Iz zKlcdj*N4S}^&!c+skUz;WL6yVYvVpGKnMq`e6O% z=p+z5UK@e5=MRX}51uXwlm#oieI1mmsbD;2D$+rlkOVcuoKa*EF*>@cS`Z9GfK_H8 z;s8mQM)>D0=zF56e9#+2b{ULzCN$Y4MM-MrM+Fe%Y@|Jj?xT`Fh8#iHs-^u{SKJ^5 z9V1g3;xzm80u24BW*^fd#cCIb?uNv2bZ0t8&@4i_6*Ie`BF!9q;pg9*IC@UF2$f+v znH&j4wepM$BL}(pz`)li$2?B#BZL;}aA`2~I82u8Pp=(VZpBU%h)0}Fei_1ym*EvG z-~*}JYcEi8H0=a-Lwtxp-)Iq_BFtV}Ozu;=_*ST6t+#A4WeEK_zjRE0d;o8ar#&bm z%HkDcjCOZK+3#)zj!S4siG#FAlin4-bn7x>D{{{BhkYKbRH2$p<(9BY0;W{J8jG2D z^?G(;Hx*Ly)YmDcp5EJL$V1cj!oOgphuW-hNn;9SZe(+Ga%Ev{3T19&Z(?c+H#0FH zFd%PYY6?6&3NK7$ZfA68AT~8MGd2o7J_>Vma%Ev{3Xd{7I_ZGHJgvCwm5Mo@9nqX$ zfno8*F7McotR1Vk96hqqCSM701}?1);zXnwxq(0ZqrXGO&%pg!&-gffe>At{DCB?C&U0U-NL|FZ}{*NLKLrA zzl%bS*H)LYr+L{X`P3wXcn;F2{t@L*P59M^&urT!xrwmCYQ&+imZ*>#)DYAIGt7{S zAQv$A3H<(5<##56wcjr1HhC|Xk@P~l0wjiKPF8TN9HD89BD3i1ammml~hk!&Ai z!EI`Ma=2wkzqMzjnnW&#eT%^cdpTEGG+u_!+!`+h#{O@f?@_aedyOV|B&%3(SiGkv z0x@vMLFH^>{i*^beraj+98po>n%W2RE->+WpFh`j5lY7V9lj15J^z%ZYaXj~XdFG~ zIV$`gRI-f=mKtohOL%2u8MOp5!}`yOKb$VllFj2TuJauqRn8hGQ~fIm>lp}u>}PjH zShBGdLeF=HH*aT5Yxj-4VXQCI@B>cc4Fwd3p99#VfAre8era*>#1l^bw|E=WNBe!} ziMLuTUh>hgoW(lo9KUtit^$pV?!ots5PBYZdjaPh`ou8~cLC6I4JM51T57BtXe$Bq z+}w~t(-ok~`1|Z_A)ddjQ@+4m2K@!M;}9`1%Me|l%7qIcgTBluTv|4LCha6%qUW+Y zdy|2{4Xw<5CWCI4a5!wmPKX8&(0NdM>O#P#5K4YILmlfE6q4}&(JqF0Q(~&I$dfc7 zZheT7isc>#j0G4wlZJzTK5HI_==m>+=uOQh*RG9BQG9_Mq ze=#(c>z1P)QO~9>CN)E{;TLDsV#&Nhhf|M)n7QFi(B=t?;vf(aS0QSMFCQ)0Wg&(3 zY$2Pm#BxGfg5IM_*vL#-a2?O0#T8fWri4a-D8w}aLP*L?B&c54uv2T+yR^HvcM0eb zFCltSBQRMXv)y?Mwj}rs$!K?zsA9V+By=NEnughX74%1z_H+b^G5ML_tk4H%!I;oA zoi|CNpTr3SC)(EP6Nzy~@2@@tA~*%uo0CP^d!$XW+cMK8*$cTjaY#y)7?x}?<#Hba z$;|(Pfib22`nP%vzXWOCjW+ESRvKn$?x91r#V$4zp{G|2G>6!Y&68Nodl|myH(OE! zHz?@UVf7rpVxo!*CJ6)o9Ae}A=n=z+sj#UrMUix&wr*s}9U<8k(7+XqW7A(s3Mu`=N;1`5`xI)-o4O0@N`M#s;&&k5@dgY3q{{+m z)!NW|3<%PtGB9f(04^uO52XDm(wB=xe0TCz;yu0wBPp7#27yLY+C&gF$bS>OM;bgG z*yp}HtM(Npx*(kQG2vcLppEYF@vaCY`E=S$hUkZfxNs95RZrWs)To#?BVAV1QKoL9 z4?%Bo+nAaChr^|~$|MN~jDI-)-dPo%i86~djm*HS)~ualtxOs$(L9kp>oO%W#ayO$|| z&6jE&kO=LQYX31u4JU+%80n2~Op7~Z)8qGQ1$KfqfZQSErQAOZn?g%mBXz9!Hx_V@ zgX}%ryDy3(njeOK*$xMbj8r!ih{K2qoE2R!3f;K|VTSKUzh~UjnRLH}ofWSW-;jH$ zL(S0~hP8&jC04DT12;|6t5^&=%0<$D*`fe5+ROp~3uLpZ7W#k)Fl(BPmc>y0HgO7R z3o&&-#v&}EgLYQJ&`fy`DpYcdEXwhW|0h4)k=nI88y3rGLNIYDVoGo1o?PM_7)Z%z zPv79|v6IY_`x}$62(!+6=ehBGHC$4iO{QEM`R2|mSnuSamF67mKQj?|-HmwDjEmjS zE?=#8kw{uk5S*IGbZpp;2u z)e@3n&!iGn1Z1nN0CPwh&pdMRY@)W3+EtfQLU=DZAy>`)p){tOpwg9JRwlIc*n@Fk zYo|E37&`ElY&mlA{hpf?vY+&mJ<|MCSi(qmB3W*MKOuDh}mB{;UJ zw|eKoEaSGa@{l5}4A5c*B!icml+;{j3(f^HIJm~Pw1hse6{GBk!aw0TQxfn~VGwL`=C zi$4Gg#>Vm9IZJOMT0Atknltt(@^__{zCMYqg@b;uP7uQXVw zl+$=Hq1Xh7hgf@lD*lxSXgN&^q@5#(E>t=dL?H#x{3JWh5~;C?@J52lLY@ckvy!R6 zNQd_^e&~>!05T3Tcu8$xBJOJ=v&;WF{w^KPPb-m*8jb{(zl*Jy#3TU!GwE zCdR!tjV}~PrnATdYPLhm85Y{9W5mqIE7OH5-7X!eOe4e|p}OG@F}J$6trZ~24`s*p zVz|Da$j=_KbHBkEI;tz)c9J3p@Ll3s5%K|m${xJyS^2D-`X#pA;r)dahQLHEJNb#8o>kDfWpGW;Q9^ z_Ou7upHwg^ybyIBTI21EH|<)NUp|o4Pwc~qnr1}6A~lIg$}{>LWAPBS=I9hgf7_?c zw(eSVW(vhh4^HCt$NL|`_9-8@$Jbg6T4WTB;O0wq z0NSU?L~gc!ado&Gqi`32B;&`EJhjshjtoh+1MG6EiEP?jO=cVJdUjya&_CB2m)C? z;5f!nj?RM~t%6|*B zy_I($aDbpurc}Wq%D3_G%!WX%=OieO164;T_3DGd$R03ar)urfD zHfe;^s0FUJX2}WYw7oJD@AGbOlS;DheJCxpRp4Vke+~u~s!Pf`rX?nK47pW6u{D^F zq@n{5Q{_m3GhOXsxNG%ph5Cp%ryNtflq~<*M*@h5YG9IF;o2LqQw8%KqL@wO5rt}% zVVZ7Ht0}7_Ew}mGcw6{U3E&7O3JW#RNZva1Fv+D1q(c>owsBsn5-`8Cy&E|a{{)ic z-S}#5cu!dEsRmQ|l*_21i5Tb5Z8XG%pDEOtX{t4O$R_{uS+3vmH&{hWlx zow`Ob7A!0PMq{bbPEdK~q+X14- z<1L@@O4h2aB?gjSV;Fz8px}wk1xaCiKQQPXUy+FNWqWC45~tK!{^OYOPs7!=F=o*P z8(uh!tncdikQgi~+>5G1B(^oO33G2I|EBv`jy0-}5jB+#T75iHuBN?=2!Bh`?Urg4 z^o!``0Rh8m>8&V%HtECE1e^oqq)s#OX-8oVPOc*wV;=HX#eg ztinisq=j!I+)+y~3<@d900G>20gB26J}_`CNTmb(s;a80s;a6w03!&3Ak=y9z0VV$ zA&SQ+Ac=Xklv2thrDPndbg1}}UkJ7X1wmx~dA74Q$!4+ccQoDxcXg6l1fQQ6bu?E@0q+>`*r& zTn&0_?7mGrX53Z{#sR)M)(d&bXQ{`{0JDAdmFfnxCw@6J8Wt;m!|@DIaA26%XQ=l! zM%C=%A7tZC4SP4R?rFAV;OlK{t!sumHoL40cRXlh&Y(AIpxVp_e0xk@y=h+)*>X3n zF8cs0x!BAOmGjsNS0k`%tOr_(me*W-z^}r+&U-dv-eTSX*V*})_4JlQEgqO5UR?#% z#5P^-gT8zn9^AQ1ca<|sFSGS3T>W5woc!Mv9$XdP___i!9%Nneb1RQgJ3AnwvX)Ba{s94Cz&6*ur4|cUtuW_-v@ht4#0tRHUHZQmD>cGyj3a_^Va$9mAb8{Z< z1y#%KaE+P2{p~J>M6C^*zb#wdHRX_tn69h09L8nO<|-76;rr#AHo8GUEoz;;rh&JKm~p*0X1oaoE%DYk*c^8@E+6 ztYI^n)pn@dYjSOBW+P*AYu?Z-9N)EWiz;$aq(?zK%;{P%_01A-XD7-CtL=@D8A1># zeKIpf&09_(KO;rX85t#m?0)*T(a|#0a2w0Ri^gybI#z@9*eTBmm18SmSRA!BctX6X zk}wg(Q#qrF3?tQN`F3=YQjD5ILKqW{K3SbXS&NLVscC)fV3(l+Tk`&rAM&!4jRRip zH+%69bq(InD+}NAp6{Ly)@!-pp4(Or_~cCt^=vK6)Bn)0pLv@63ifRM6Av{Mc5*Rl zT3Mf6x2huQ8K42%DsozeR%XqBt96UHoUDu)kTd&OoXE*%dUzV_si+$AnVXr#*O1%R zb*O2XcDIIiwPxY;kQ*)NJ`b}i-2V1uGtA#sT@Nd~64lf?bpL+D+J24U%2$Wa&ePl{ zhT>xG*H(r^jT7-0MPJ4rP7Ew(vc+fZb)_JG^Suqjjjd z+geS#@7ArJ)7}>DTzso-52cmd;q2P_O$V85zh|dn!2RJLa+?nFjfT6WqE(2aGHj60 zaZ0g-*!+_GYOpa}#fB85J}9Upp8Cp3&)OT=(5m$g^K}pPTfo2rhBviU)Wgntj@5#P zDXj=9g-?BM>1c{MU5(?+5XE?$xW^zppAH#^#%VIl^y09~vpxDFNR$(F9w#wgNLy^1 z3ErEQlCs=|&Nv9GPp3$cZq~7}c$U4>MM&;@$_;ZP2dUR2yqY*?# zIhi9)##>^I9Aon?UO%jrVn|gi>~Lx2nx*o%l1>TJSvm13NmzD;-X1Gyf&-NhE*bRZ zlPNzMNJuHC9+z>Vw~yi=QAkrsa(X$Y)6zuGB_4daC^ni6iIYKX@^s!MLT=zdl3P%S z)Dt^6s7w!1JttFS$&lC4m~NU?F5^XLWHXhnQ;kY`If4(~E-PYM;=P)i^BwT`F3h`= zJE90Sqzw@}rmLRBHPbkT$4_{(Z0^$(Jx7GgAlp1;6C*RDYI%Fr+_QBUwIyNIv?fn| z(1>IgAMNJkH4U>q;W@on+_;-EO zXO(Vhz*pImtviOH;$$LrCo@dSqrWo|ZKTIC?GQ}odOFD_HAhMwapF3-9CBSeQph!y@EKcJiTp5~h!YtEDYcNw6!)rgh|rrYB>pCWbuvc_iBYLrNbfZ+ zV`GJzS=}?_83Pm?^v$lw(=nuJl%H_bP{|M0t0^V7i#5j~#0x^Br&f`4WaMr!yGX8$ zo);>aa+;2Nx`T#9S@#KYY4XUzILHKP8jPnGacC4ZLIQ)++w6a{fT5@(%w_r8FkwimjdI)Xc#w{kJGq0RElWk={{A@1 zF>-jVE#4k;;OfIKRwCs-G^FUHJYJ;#;kKy3kb*GCEGbV;WX{b;C%EAj@KmWU{P5 zB=MA2nnsSnhplt0St0g_HWfWV=6Aa6qbn=O)_6Ovm1a~@if&5&iJKhR8M!x_U%dlQ z>^agw(S%q|P4uWxSdw@09jQevaf(u@6?BCsGD?vZGhb>Mn=VW0G$E%`Rq09f@0N4iZDZW!nE_*GcEFcUYQ{vSNxVk7*T8TlVOR_1IDr2bvRv#36!4snfVT zbXWv0pREvfYVr&`6>)PS%xI`4@`HyN&CB1s;W+rLYa zj%qrrC(~Qvv!V-*w<(%U)HEhi#4utBt>Dr+$eB6+!KVccHmBwfI(lRjB#M@H?$TeI zR&_YHaU*MyH1FHt>WKaA>%h5<-Kxr)by;~?xLakMXP3&>T$o!HDqDZy*{|H& z?;&fWHJa&Z-#0sV88>&kl-t;zN4@*CRatL8_b`9TZOXWz)GjSAnN2NV{Oh{wF6}it zRtttdSLL1)y*PV-D5$}#@m)08o&fR*~!*yA8 zRzL6f6-wIzyvbqHdbe%!v~oi=qv9>`@37Vuum<10e%Cr2)iCes5X1Gm82Ed8u&7mu zTG_mJteN!=+^<_}p@w5)02Xp$BfoU_{h&v-09L(jJ5@D*fsd*|-?-a>+^xmLfVqu# zklSdi!LrjbXx>3vVK=fds+tELj)UgiTIhG*F=)WS531Fw5UcVSE7%<(Us{DN{&Hsp z>pZqMzk*u+$H#jC*_ad2u5aJmZ&2IK&NBJyrVB2*uR4t$4v+)iBDpUbyxNNeSrlG9MIsv01AkJAsaY>K>z_3Fi=2)13M5v02VMPfa$;n5qFYD`AdqJ^*-Yjrz{Kc>bZK~IHKRjkN3%>;nI>1j}z<{9g!(mhCbCYS`1xr5o z^W1dMs#l2Ne96a|!IHVo3Nu3;Pap&!7{LKP}Y(8+V+Vx+x3 ztUAWT5GzP|?o?JvdNrDiPZojC6=O!mC~X- zrAeQsAEKmKrPFNdDdsDRX<`O-oeB9))`#>X#a_y~Cy>jIYcut$sqZH?a;lL9Ta?uf zsipP|9c%(g2{PTx3AL4;WNf#pA?HJgQL{(n#dNKwAqb%}c~Feh3o^c2iXr6`REVc) za}sCh-jbh_MFwuAp(UjWwVVuz7L(MnU2?LVH^~Sy^|6yUDo7MG+}f&a7XCAiFt2ll z>Zb|Gp19}{5++0xVOqMg3m2x-+{lscXcl4OLH8G4Q ztksYv70Xmaoz#k;ZOptGoX6Ca&y+;!+aMv#$($TybWOC8HO*rdLGYC8j2Rkjngriz z5W<9KT}-v6S#=w=Wcmx!rk&87Q*W_GfyqBfnAJ)hp^-s6&WV&WR6el88HI1F?KSzM zTGEt6PfgBHw;2SlV4fN-s6V<)sC6ofr#7b$&t+Ao?mn+B74ug~dWjk{j7+2o(+P1R zJD3F7{gtuQQkrvM8OD%UV0zWaF|W#6%e!D29Q5QqDa_N&#$`qUV7Kns8lI>tQz;|YOJ_#MulG`}j*$oI059v3MVWML6DoFhS=lN7rd zlCp;HP$Gh>ZcT>3@drW0pT??h9}1NXGbS3*fmw+NC!T#RYYM^aY!@mA=!+jSPNp># z5z+`imjy~=G-W$z260^C-ou1-+p@ZT_5EuV4iV0$3&=-cnXeiEdw9Y|CO)0b3( zU#Lx^d{z=pU{}&*J@n?P{VqY(IXx1QIi%bB)myB-Q+?_P&=+(X zxA=08ldl*i{x+W>Ie#^o;Dtb=MPK3L=gedj$8Y%~aF|__(hoFRXJkFxNnzvETnTL- z-j@m`=B18tX4I{JV_OPj&c?t-gU@75I03xrzouX7H$z(iDP|6YbR4G38ecO~ko5I; zt1jtphb<-z7%ralRRB_?>;pCs0}Yg8CQ;lXnuBCl?{p6{aR1hrI8yo?vFV&;(Z*sZ zUu#^n6o+XE{$rpMav&xhTRfmxja6kV_z~LRo0%=^yGKBQyfC%wgN_h3T%4j{^Bef_1>t$ zS_%LK`ebnMUV_z;ej`AOlwp96t3cv*bhY_8C7Prf2cm5b`DZO(;!k+7L>S$8 z+%gpKd^rhTWO*;vL3_lj-I+_&q{0y%dLRjFHh{ZR9;t$`IB>-OLs*ffJB*Sw(ked; zYZGZ)AX3)x7bcbhsf4rx$-5M4;i!_4PUB_ka|pD()74`@95niX0m6Lwt_!f?w1LF* zlGbe)TuMnL9%SeVX%vw9S-unplOieMu*amBI1Hzrv|SCOCW>&gh$>)$n`pm67{)xbc^8;w*-)MPH0rBaxmUK5J-2s)P`XMehAQ z#I8uk)UV2Nrlob3Z=HP?L^3?|GgjTihukWS&Ewz(gq)3x%C*w-B3sZ2RVMG{Tt%CDmA42FW61c3yxzJ3t|LYnmCS_*c&_A?iEShIF1|B1dii~j>hv!Dz_Ko z%W<@eB4g0faN{?Q)FDB>aU?#qzl=tKFF3ASk>vD1&1|3!G+{kFJNkk*$8jmP>TJnz zoXm)YL8%%N%yIk|@{J^=RvbqcImlEiRS4T0IF5;B5BCUN(Cwy$9LK)V6Vc5+--jQ^ zQJ1Z5;}~B}I+DT05qa9!>UU3BIJiRzRv9&Fz%Mne*5W6^L%m%L3FOGC=NiUAb(nLj4E{>BGz42R$wZ1qaZt`6m zgZ7WHLoIY%98>L!B{y;tTi{I>N0bZ2$7w{z6XSVGp9veX>3j)<-MKi@8n*;Ew>B3( zJmEMM&R-k>Go*sI-$0G{84-&}kBrZUXwaMe{~+rkg7!A-7e}3958I=>JPmqt-e}-4 z0TqryL2PZ3cvCDc(y8>M`Z8&3Va4A#iWju>JZDnO({d-$Uj5xD1}yh8c7s@5aF{lZ zd{7uE`P2Y-=nw?=?dR}n`u*;W&=Rfns%3tWPuPy%f_)`%m4@M zBK^GoMK_LryCJ^K%;JVbY*8r#VW79h5n;qGL_=vDf0!eoSY_mGS@5oIQ2lAlc5TywFTE0$B?X0vhdNJHf~9akH!f| zML*`qIN&6XZ-R*d7Ez+K6j%eQyv+=y!V|Go{9LN*28gnZTNEw>I(ch{w!dUz!azGjduk29wiL&Z zcYMx>9Pm)~hU*t}OdMOoijY=_P8^H#8UM$e(6w5= zta({xo`{_?A^=Jd;Aa!p@}M-ay#%F8vu^_mwO*qEBDT8%q9M;A*am(S>5+bw)hxP+ zkgN#OUaBP7NW-Y!7Pk0`8mQnzr+eX9*&P(viJ#WM`g8*=cmw5L26x zRxqyq^e=?Glg7iUZ-L~6w-Ht->cM?#o|Z^b)W&G1w&AAd>Sg4=6JOV^m!^|JT387( z+{AU|KnPQ22nbdGAlPXP%LQ3vPAL`S`~v@CG6632JjJ=n*@yH>Dsae{Ekty%SoCD0 z#Fk=5{cK5$j9F$l{%uWD{l7i5R=OLG;a!FnN5B{`xF@7h{PiqEx|A%nM}Fw!1AkGD zaqqf0JcXHR!5mreUudAob_)K~9?(;&%%`x=6T0P`XIRjt2)FmGSjT0R)ZufuC)g+n^31v1m5kC@t{&z)0!fBd`Tc? zz9q+Op0s%@w{h!~jT?w4?2dZ{NY%4x0JKG3U+O7J&@E5V5(YL*b|?&`M3I=4*SX2kYM1Y*eP6)n@zi zE9kq!4&`=oS2F`>H$P?^uV}~t3(nN5jEaOWi3Z5Vjft2n4n|UDs`Lzu2Ae&f7J_Lc zkQSD-*`l}j!d-wy za41ETyT9QmztRVpIPw8<^ji8APA8I%^)NjC1#7$^_j8X75Cd7dJ#54z-GIcW07zO_ zGMsFCtE^+Zpt1~6(#lG11KHoZ5IeM(1pEzLb1bISo$KYd(45v6tsd`JdO9PgzwEy5%r<2O{oTFif zMHrf~%l&SFhsXz79#v+T68Qp#CFS-JfgV_XW=n^2haY^}CM@B@m9WT)3>qb4F6fL|3>AHj|dxTJj6O+y|u$d=<0TfAB1_8fpYn%x70wm|QF?!RL za0WO5%Qd!(XJ^19PdzrEfOCpb3RI#9^CBe;wvi?=gQB=zSb0Ig?mpy9kk|Pg%*R5- zz-Y-2l0o49$67W%TYGF1XUAtqg}l~a8cDkhPc!!PTLtGQom85A6ikQNt1Pc^Od{%6 zFt(G?XTJk8f}u=ut7;X$cn8-}PmenpN4B$csL6t%O(`Oe{CC|IFF=EJMHo0%T7X0x zi>Pk}rdNX_G6M*K1t;}MBu+CQ?>2&j1l*!WNkhpJS`@EUdh_uNCrj}H&8sD?Klhp< zQ%mjR91n`%u;xOx;w3^Mt)O~G+f5K5E4=`xtmFYK9{W!vF$%9?u8{!qoI&O3CJJ0W zLb>aClDkGn>M9d-nCo4V3P=x13g4x82=LJ)^A0jW48DfP+Xfa_DXFU-ZeU^ndY{)^!oedoFN+$Un=&J=H)MX4#j5D; zv!)(Jiu7oqZ*nu-k{T!XLVz+c-OBR01LvE&y0sx~3SooV(}yrADB_(jEy(%g&)^&~ zY3DUgfz?Tyy=5yCw=$_a|A4rm+(&y@-ul>&nX;+Jf;|pp83oids-~Xtdu) zqS^foz(CzGrm%@0OJocZL4e2V-A=<5d}^mdSkE2#y$LS;CBEj( zo~DQFl6hdw-M}fo@;;0lTXj{%H?0i3F;c)<`F1n@ZLoS`yURNh4x-0t#BGEzSjNT~(2lFf}6qarUA| zk4vF14$A8aFiInaqwLny>CLkaU((*UVqca0eiTFzKgL_92SZb0 zCuDfqjs%=79uMQzi%GlW-H!dc#1lT6ZTJNmlzok@XKljKBaq z#=d?lmx)pU)E}}~FBik1PZ2>q-9l|uR$CEvpon?zaZkEaAqY!_GfCoJ|M2+Ztv`~S z%SGU}cPp9*ofKXzwm<~48Ewd^B3f%h$sMe4VxjGo;j-$%wM||sb$>^as9n+RL`Q#$ zHRcl}U*H1tos`K|ZDk=ql+Q$4<1B@g@N=_0D8K<|9bRqF0O1x%JrJ8$(W7>d;H?V{ z&q{m$tVk;T80Z^NbmfydF`@v`QLh^$ zN%>d#%Z4;re7B*umK&=u12mHznp}Q`{BQ1FKygfy;s}Ic>~q`0?mi#-PW>qSHiAJY zZ)9|eSCvL1FPo<#CS7)tFajmkN{EuuItuP4w;2#Q1Eiol?j}tV?S5Hl0m-bwW?x_Q z`zo8Trf{`AKZ6gFWrmoOpP(ul0 zfym4ux~>GNM-2%B`rQ}$UXNOn30w=jB6R^vOyuhlD?3l=DHwd*s@qVz?b;!~#8%>} z9n%&>M%I_cBI$cfu>U*UUq-OW&s}^b#eHRJziqd~?Q4_Mzdt(HB(7njCSRc9Hckhq z4KUH+upj1UrQ^~b3SA~S=B8i2uECfO2YO}D3?&6#wUvPwW5)c4P;0a=?&IHYwsOai~7XH1V>-kxfkAj=`hxySE#s>FT8u790Fxz@Z^bd zT|(Nj8PwSkLcb5JIb*8i0RuF$ZsrC!Xi1nPfOrhj(?`F|_Bk;O&hKsJD`_PM!c^`C zA$9OeLGS-=lhaXU=Kq0lkNkzk69<0x#7?&vExG5k5cJ~aBIcU~~u53T+nf8n2(KJ4mR24yMuhzeAM@LYgNK^TnxPI>SXDOB4p9Q-Ag&`~d1 zM&3ukPNvf;hr-HSe-!qgGydU*h?ONdc$EBg^%m#X=cd0Rycknj`UPjkabSA6Lc3a^ zr-P<(hI2lFx08OoU^v4j{XYOX6v?K6li(zO7YEe#{#LyN%WM9kHi<*mZE1!tjR}T> z^M^n6g7B(kD5GC2JZ=ml`pXDW4@HU=9Jz>gu6%_s5i1x|({@34$~1mg2+V^4hAVZ> zj>D+&NG%fE>dVev+(uAWyKk`3Nq97)B4aJwAk>(^O+~$B2N>V8!N3GkanKvKB%w

Ua)|Z}%y`?!_eUBH z#ZqJ(M-XxinpRpM{0R&dX&mZbJv;-R6hi+Y8|S+8+?m4!Lt^gOO}n~t%gU#)`UiCZ zds&eYixmpJ``5({lw3V3{-|& z$MziP13Iuyrs$22g{LH1KwW-36P} z%^<&*G1%*94Ze(#p2^OC;K*vm6#v5Cd83+W#|A@aldji%60za$i1 zv=ccPs4Em2K_NH>t9%@A;ELte%FhsLcb!pnG@wAu;~J^xHitK$0+l03r&`#eBdH9< z8A6kn5Y6X~0_8o{-5X3Lx7pTKQ?B#IYE`~3W1Tc+70!sx1i1v=!$Cd(7wY$5;Fz-b zmXz`@>?V722FChtwwBR!^Kube)2{=OIwkLxki#2XQn^5N1N8*eq{E2xDo6{%qS&C0 zk6mS6P{6I>XnZhRoq+4=?5?U#$p-$FV2B(1WSgo}u%->hKPkYhPO*jO9(GW1Wb>c} zoRPE58AZ5Av39oB>m@^a{{6FpK$U(1;U=zn!8Jo zZ2(u~8c2Fb8`AVPWYR)ojyfVxv_a5Vy-1~z0{T->&?nMow*0Ai$TvxX9F|2SEb3E* zwb9F5@55D7T$NX);-?Nug^)+6(1kt`rJMLESjRsCC+joW0bg#0{8S6@D@s+6pHju4 zgEIC33P15vxtXRi_XY{L!UwUk#t6GBP*plp9+ctssVZJ0IzfS*fqA;`DrcX{mU*${ z1586!Jpvb?t&oju5F{i=(+7D?t!UFyni)t+nsJSCGMfM)B-GMkb8}wqfe5u>O2y_P zVb_u-iUwdT(Ez!^YDI=c7TX}LWJxKZ;KDS>4-K0&L57*Kpn+cu@QGk~d^m3_+TLSJ zWFDyvZ!nPfj+pn&fiiCk1trnKQWc;9lj4Ur71kZI_~r-4FQwJ~w5jc#&`HcBnsa9)GG4=Sb` zFcklE1GU6-ILsoBzfWf4N$Tb}Zn3&U1MX8Dg}dD6cDk6u+G&{&>Hx}eFAgG*u_U2y z7$(>pVW_|<2`bs<2}ushiNws5sH7?MH1b+q1Y?IqEGpqr)7ptN*@Q!yOo)%A5RC~w z;XxFQ;)OJ!p$ayabwt%8#9`+;8JL1aY)4ZI24fp4DCmPSQ3Od6CvCJ6K~9rx--9G& zI{}~9{e*phl8>^|WohL4wA{3Dgh?gFsfGF#k%@37L27EYw?K)IF%?OBwv=JYcKbl- zgV*R4`gqo-b6b@byshlBpiRe4Qh?W8JZa-a3r`fXw<1n!&Fr3Wh?7*rfI{kP{EL;M zMtnDblDaODPp6I~L_s!lsJV{EK80wE#E5He`)m#9cJLyz=U+0_W1_6Yw zn!!pG11JsNxGyt4{h8bt6-#2s1+nFqyb#nBQzaH3VD$GTWna`^`J^pb9-U*vz{V{U zQt|$goyJ{PsLf5u{+td8QhiP+_jy^u;fPW5uMh6Ie~`Tsx*v9)!hwIo=4*VdD8A)6 zZyZvevicX=eGDQxl#%9I2-QU5IE915yiBy1CeJCcGpLYhkICG)T!^A`!_=RwMo5I{ z9A=JfT+iv^LD)T&eORPLvW_Vf!vrBWF_X^;^a|rRY~j@swNCQkG?_R{G{lU;GCw#+ z@N*&o+uUiUqaWqm%}_U2=giHm$jRtqRpT5PvrK(;TvXrl{?gqcNG;vn&C=c7-Cas3 z-L-Tp-AG9a(v1>=fJupp2_lNcZ{FX}KR;jVdiUNFGjrzL^UO2nUbR({UEY|~pjHED zdi58uB<((%eCY{R#=pVjdTtUX{zSW(OfYr!hu6ShX0$+aE#0tf(h0{}J#$W(;95># z5ze}eR7u_)@c}!hZ(ms&IIxRFTm}9>cDHS9CjABD1wGMeuio|Hjj7#ijB{=gY$t9Z z87@6F$2xarqeK49Bb$fO*feuQkK8i5ggk`2ywgl$wf-^$W~w?7;hd@ksu!-~tN-{_ z8EvD6E-8KXxBuo-((*J`;T>*zwk=gN?MQqHGfyugz;S-qE#qAD`cJ5QFHKl^a)ZpG%-2;Txu{Mv_^rqW>V zPt=^#_nR%57>YdTu(>yhu^bZ_E%9ep!(XUiSFovE=gq;s-ju{XOgq?s>z4knyoS`E zP4mukiH4Yy(-#=`>cW|$HzwhqeAT~nzg<1OTZd+-ly0~;J zt2g?WjQALvx?tT|Q&3zmTQ1U6ye~cjZ&$QXTQrUX#l^`r!Kd z2|CuJYRVe#!IG63xO2H5d8T>&(kmJC^;Ao}lNrL-uFL4~wwP$miAM z+X5JE^d$OY-+bS)E~PNaF>?bKpIC`;X~y6owKlT6OWqYf{0rqo8`>ta)&RLLngunADA zX!1YQ7^(<1Y~$uzohpd*v$;-{$tzNArrn)*lPS#BR0bcN8c~i7tWR^6wC%=GRJL5^ z=>}iwDBOhy|F~`Qsne$Td-u<{{j?rl64n0x=cFP!O38$5H_fU4fa7}EHm%^8Aetyv zaisLiyM1x}(wj?Ik{_Aw%(rukFVy9wXA97hMq=ESP7lY(dT?m3o4?D8oQ2`10(PL+G1c|{}K2^uG;-pV{Z zqjwK$^z98X&bf2XNq|sdp)P96J;VIoOG5gBVuDQ~1PAU#??K1%o2q7TE%3ehH+SL3 z=wTx`7##E-w8MAHelK_(91I?|48T9_tx&l2{$ay@KR728hI8HR2i=Qrs^O?%|9j>W** zLE!4r=EE^KnvH%bDfy&xNQ6x|CplXx9^KNp{dD4h&D8vN@& zz9yrepx8L@xq=gp6gtx*iF6Z zcE?n>XW5_$xA_bCkQ6lgyRvfC_<}2S&gl9W*UE6-k2od~*d_aU7SBR9-R|Y~=-*TQ zm3xZcx1z-=Hq|z2xh6rFg28i{_*KRW|NNB$4%RMpOnCh+fe!iO)ChJ@LY>w(gJiGR zO`l}VCLN*)f5=cfIQ|xud~}!ma}(~yEIhBun(_XcpR=oQ8il$eqR9SYv3__xuj1Z~ zvW|#*v#Co*l`}^*9a+_W^o&#pAqn>0#fjrO8(~?a+FZKvEBqb+;x70$p#*sL1f6_V48rxVWI=H>a2z4!p-pd43M2AXLiI{T!AIXxUPhT;RGJgogTA0sC~4}T3`+esK+BnR`~BYNXdx-Ffbs;eotUCDJ0}M; zDIzNYKZ7ch3O2grby1*i??QS>YuJrcI|D0uFkV26Ih={gZ~)6%MY=iQB%MIJ+|IkT@y&7DwSP*4!Q5eOJu4LhTx2i0Kk zoTU~iH3jofm&w>{Cm3qb0S;iW=Juc^5Wc86R6<2Av^I@{o3r#;KfkCD2N!43gQ~I@ z11hH4AW8gSdC}8eH~_6dcTFQHkT$O_5ZVCygDxp0o{|c@teo^9e^vKQb}kN=)KC+D z2dKgV&Hc};F#KS1elZzMrLnDiD_6Du+*Dh%uqgyQ75oU=iAc7M$#e{fx0-%YVr;7j zTpXK4n47GYGWe!~zM5^cH<%-$F$;VXOangVoDu@ffpD_gDl9DA0@-)`p(XH30dZkH zH%m1ueZVk@!UcLHXa&a2B-xel$j1(GVrniOIzRc zERs@{cTEefPR_aO55j`QZ|A!FucVWo4){gTZOf63JQz1H1I$Oz1GMMl;j+Hr3H^eI z^17v~7$J6at4SZV3hT!JW(;RKRnhJi)(sV$lX*B3!L30B}Bv4u=Ah`?ljP^vX%(+1+D~IfvO1b^@aV3 zokAF8I0P?+`3OH@h+7{f`rR~z5d`IR%w*#7T&A8&De}SS)%M52&;{MH0Fhw|!W{$V zB~;Qdl!O}ucntypjt5tu4itpz|C=^&cZ0i*duGJ{#PunRjUOoU&W{$B5$}R-;dbW| zs0U(#(?c(DXjiZT%sgla<~ryPZGrbUjm9&vUaKFv1rq?w39||&C=4;&2C}MrVT_;_ z_-XrOGB^{=f0l%y3N=eTT{kdY-sAS5swB9D_ROclcS&0~bOd@!$nn5URo@aihnv)$ zzUc5I8<=$E9TCtNIBtAC>{CS`pb97hAGp?#$ksy1k!+C8V@gO^CxNRf=(o# zN!e&)rt}Ub&ukzkXH}s{R>h~ocEP8_P9VojjaMaC&vr{ySy)l{fn&pCob^Ce_^GFg zWk|8gh~?;0(j|l2+rba_i^+f5|Lc0euIw%)FwWkNc6>#6xU`CaMkC#iY z{LcHU?Z>}PaKn^ESTG&wL1^V#LT}{mB>Y`-S}A4WkyT3C#}{`92*gx(6MgzD|7a>l zt`?Pbw*D-5z1CGRpFsz&tRCE;dQ9r^Ne(B$!tIp7A>rn))%Rd~JKPF#?)SIfW zc@c`?IrqfctPwwRRlnvYo#CGG%%%yuf4pHBUHE7~yae&v+?}I*C!Gx`vDtRsJ}GRP zxo+me|F-$-k8~?@0&POKq%VSgo;SbsGEh!GS7b$5O4t$W`?ZVWa^{lKwoUGk?!EFj z!jzVnIb`-)V}Bza`G+!7AZR`zBj>3;a$46%n4yLO_gB=XXA~zqN_V*#-2>(%>!m+-~1iL@pZ||w;mZj(H~!A zD)H93r&SPd-m-B;Md>cJ@J6g;3hyMfeg^q7*K7hg#J^|yHm6*9&fwKYzohpKg3}4L zD{(8aQ@?k(Z?ji!vGlE2X-7Fq8%`TW=p8k^=WEBP&OJh|zmMREPusbTGVmUm6_aY` zzEQO%k+rI*ul>v38*R*!u_(M#wtYqSie`1sM@ov!jcMI_Q6QYgjXx~ef z7%PMn&@>i%kVuT9SO~y>G^y#@-SM6 z^GV>ff9tkQaklok-+b{Kv8r25T}={1J0CJ7PNB=Dvbm`BT^MpUL-=pRRhMZwN-W#` zp{h*Rk6~#tW9_G;bWd7sq-;>L>bCdHsVOgZk)&cg!YODP5Oc_JvwPST!$75dKl-Dm zr3H@-k1VOvOO{q#ifk85`oHf7I?*t)2}_Nxh4;F>ex$5_33zI1g(ex3%XpThc}8;a z=L5w7G0(!5`F>VV->t#dj<{tUT$Y%eeB2xhHEa>|6zWgru)BjZ=Jm(d)LX{+Lk{|E z&<5H&0cb&qf3#=b;S~*oXNNcp>kO>(_WfUrXqea%*o%IeGtqB3swVp53_H8jvf19$ zeKA$@$MnqVHdeTNkSBxtDND&vB!ymL_IG2{Z;aaOw4M6yJuccl^7gJN_}sD=>eO@o zBXk@Y31TCkgJz1$(aeKcjxG{uMOB4An25vz1{KvQvDb``qU!nIjn`w!_}OLn3Uw5V z<-IR0hexcteVwkUCF<)g<*0cE&xQ6#Cw$_Qjd;Df-S?>X=QB`89`$6}GbSn{L`@lLfu%Qf$$PmU#Q^UtbK(NyYROkFUQ9Q#P8l75lWX zqtu);t5=>|D)UO+Qomvur74Qe;k@DVF+|FZmrDfYsVK~m!l<)kC$AGKL5(?tw683k z_4(r#d~+B@8UEEu>qwJ7-v#4Yf7Ey`Wk2?Ltr`3ItpQ#G_O;uhId5*q|D@}+X7k71 z6vjYXkTGD*_@($>UW}DvOH?AToiAVwc1j9@btMe`0z`oi>y74YEg8(^T*@iU> zVCe+lHCU5iJ%ObQ7OxtxKp|KgA3Q;v=w zeFM4$Wu?^>VI3Eg5P@UBe*m&z5oZAm0Kf^LC*Xv^)g0&!usGtszX$~MR@xrUCxXnc z4}w-@Q3B9Btgf(r!vuB`bc1p{?BhClghoq)kXM2KzxkA~byQMZBmu=0c50eC@IfGI#s z5EcRE=$VIs0o()U5fG7pP+&Huz zfW=@U|I#?=H@PH=^FfEN0J4xmp!rU2ofKIjip{Lc*`dJ~uBh9Cy4 zXBy-LC=x6TA5aEDJzimf|AXo605c)@0O$|M%CGpgXYNhcv{0x5jsj>I#03!n>VkE^ zhA^g}6<7@<2FJH{Qv)?X0RVU~r1}0vJhv+KQkbga-iX%U%rTuC#$U;Y{I^E(lNj%i^JB zs0q~o(1Y>d7`zB93Ud)O^9+OV5KJG}57h$86Cgeolmu7`?jfhG0^R}!01N%cKMmi8 zX2EP=Z<{FZn{Cj8N6rm7Ee8|Ja5vBxA`DhGum$)mbOJ&e+bO|-{V&Lau`J!apYrg| z?cU=5V%+&A;0wy05Bx8*gjmx0rWb@|8n#9dUBSJHSBM`lIK&I4fsW8;f8D@;a~#5b z2>M|(;3rrKU@!#6fQump0XZQIfsursz%+>kFn?hdgNlg-?%=)65GTQ{3N8U82it;A zD{C#jX#h(=OEBcn7#JA@25SR$hdWL8TpARIV;NN)%C zz^wpA2K*DeALbs+K=AU63ZJUI5g--dHVK{s0R~JM7)-dGfRyOfP6!6UC&5o3M$>gM z2VGg&SUI@4cm(+%!iKvQm;pQ)h5=$mnvZnzaGUWN05e z6Fd<50>1?Ts(YeRBwG#zk~uV~SyOO$-DS)ukuFF^N@5KZGTlMdMUjjuJ|2t#J_w8=C%1fNEkAX9_fz?Wv%AD_;ytr_VB5*>rWL{}2#kp4Si_O+@hZJ>d?(i9uUcRh+->^DQhqH^1;Lj?S8|f%0 zMCYO`Ei60;67@+>sejEa_A6{NM2zn(OH}{TV+|8TaGWGOLZu$HT~%XVn>%(cpZaae zI>wX7AQC1k(p_bb#f;EmS*A-87!MV_o90-FJ>iy5e;IxKNazRQ9G~*_mGAq1zbUyt zzWu}hz!Bqm$q$SPk_|03@wh&hB&k4je*ztAHNTQA(JjK{Jv+y)6IE+%p#^ON-FX6; zfIstW*_1lHxjI9*Hkht8iI|@*h(Dn&Htp&Z9jFtVDEokKnl zV&9z&Ci8S*DXpt2tUmaFj~f%8-(x9Sr@C6U{Pa=GJoX<^p5{=#?`(A#J9n<(+uc~} zQjVT2nf*GfnB+-7ob5JI>(I~W?mf)BSZ|$-r_*o6fLrcZNtB*gW!C78n}8oUVHW?E zm<=9FrM@brIVZCzC?ENIDm~G|73@abJM5RW(Zr^E5c@2|{ZU%+_fj*gkg2CqMYc6<&43}iHO0wRV2Qbzg4z6lot{- zU@_c_-o-XhtDAp6j%3LdU5FeJY?WGH=lbM%&PjTCvz8veqrC|B?~5f6_aJ&EJ+YlyB*-=paqPNjrS~Yma#S?W(sb8tT7zyM4`w z3K2UuqC%eYL=auvtgzM>OGIKnB>vrK68#({dOW&?kFFIa)<~W_9&gfATkq1mJHs^; zTJiQT=9QTsNw3kj4tIf*vq1i*H2>@y4DAz&@$LA330BME9ktqQDPnA5w&*`Xy-|*r zR~#AoK={7!ME_>a(6y(X-*UZK5Y@Ro$ohl_F1KyWkN5cYgHJngijL8LoK3H)aJCv2 zh$fMGsL3wdV0Kq(@+d}kzpS6?BRN*|uIgB;Jt>>wuAQsUI<<}}hqVpW?zAQPq>iayBx$=jmDva$Ta=MZEx}=oxllI3rp-I`nwB$T| zRy&B1ADdn$D#`3Di#UaU5n5a>p7l9#qAx_pv$hUCi94V!O5UY6?Y-T(_1an3(fzW_ z6hEKIFzdx7of4se{=4BD<@4#@kG|1%ejL7U<$1M%(VAl0^1VW7!S?T*#LeKz(H7S? z;zOv$n>Bl_Ww$o6M>$8gYFB;#?6e;fd zoYy|FePCuZbTY|e)35bJjZh4+mE4u+KF_SjC2+85J)*lp^d#d(P%(A%E9G)b+?|M| zm2tGw`tR=A3WGzPB&?9 zYEKCmwf(K=7mu3bKDbuI5if*GzcB9{Kgxh-_CsXhPvIE182R-tD}kd^`Bzp?X}=|< zQz9dGn_mgdpOytLN*vz0c%l@kx~WUu@l@y`>5HM`k2ORHLQZRIyov3~c)A~3e}j^* zACA=qqH9Z;J|E<>(Vc&wc{nD-*vAt8gGlJlr4lJ`yx{2Ybt8qQ6Vd2B4?VrtKKEE& zY_Mi|e_%}#T3}n!-pTls!`>N5IT~$kj;@}%gD}n43n(tql~y`d_()k>H;m2+&S+*? zFu)z@$=21|x!&E4y&GhtE;}vC_~|3_h7Kx{dih(H*prqCt(`wf#^%LS5%FUd2~6GZ1Z|sL|FGz?_KsYQKm?uWH84)%r5JCJ9_wW;B?NBA4ZGvVansm-W27|r+LSNW1eziZe^?Jnfa*I?8I|Jm_7P3IX8 z$c$@s=VNdjhvKi#UbmCE`Cfn2Fp97&q@I&pT;i7964A%0_9|`3t4WK5he)j2peuw& zqNE6zkY<-UR8HTT<8I{htGL*-jiJ3CA(w^c1H{RfY27bVJEYGrFo=7Ph3J|3 zOeh&2HeWk^L6S?u&QOn7etG@niw7TsrzO3-&$^4_BXF=$7cA~&D6Ke|j`_{jg7>@wP0vyI22~?IG4v}udoL6KgD-5TS zO+>*xVXq3Qg(c}Qloj*X%*kJr{lf7{tl`}BP1HZMwiT_(Bil|BwSSm{bZB=O6Z37u0}Ic2M%SRtq<_M zPeoabmi9VW>u8S%f?Wt^>-yF4URvjQUTE?Kn>wx9G&N2P;fQ2L6U4L2cF3AB6kfOf zE6QP%`tpk8psQyH$Hr>C`85CazA%NQ%evu5+rlqlQulR|W*;zK$M1Z*-^PUudNMBj zH}d#(w~EH@dS=TDg3Wn-Z=C+m>_=>FUY;K#tmw8EuRSFr5bNs0krf^#&*tdfWR@8? z6PpN2!@gk=8v0YXA*bWn^96#-kw71l+@iW$a#BCnkh1-1G~xSpdE5=S_zbb=6s7}AoZ+5T4>;CE*GG>iv{ql|HLu_lc zRtc<_m~F~~?`0n&G@|kTUgy~D?^$?O-bAF$o{GTS9o74R7U5Wkou?(CO;_*eLwl7%oZF7mzikq+zRF@0 zHf>hj@B7|V%gmZyoRObJ7Xzh4UZtq%O5DdLC;iqNNKffr-{-L@A(VufgiYMg_5I|u zMIXsfwGdewTKJLz%U27ByDTr_zEMTUlZn>ROO}1yC z{?4l?DIL?s&_4DwG)xkB;S{6sbxiD?fovIt<0eN=@eqH23^lW5#DrNz2JMt)+(#<( zKZQ@CChwSdbxxBPC3*Gx&){%7=4l6{s z>P7Byt8dXQh=nCla{3-t5FG+X2EihvKOs1U$P6NA2t4gPH6f$~9u0zhV9hMU-6c`L z3jir#8Q~5MKy;kH4xt?I2@pL4nE+hW{|+FmgFq6ZRiM3Efi{Am7@|Z74z(Rkp&7UI z@Thil?g|i25b{DT2utfBTdL=73ETik1X(u7`QGX&g3!DCu!=z2t7H{`KGTA)THLkxDdWYnogO4^40YJ5YY~wqHz~l_CgYj(omNH?30i>hh zDhw6SbU=zhxDB@P1nvf9t_xu~KeqrMSXSNI02m7AHa;1yzCkje#Rft7?&L$V^_Dwyv^a}H<5sr1?RU|7gatc*n#*&>uPg zLjWHI76GRO(X$tt!A7Oe>h=d<4-^nikVsD$EQb*V5(;X-$icW~&sMx1P93j_Y|e(s z0c`=F26GHFfNcU`NLJW)0lP1N&Wmav={V?uJp-^?0BAnQLqjoBZ2CmwWPB7hg%@f^eRfn$ZiYG@oG$1v$#_lz?)Ncqi05@XgpP&ap}o})d*QT zB#C(WPxB8+ZaGYnI;(76p^g=*IOJTZ1?Y@gt$0Z9&+}2xN z|611J?~*OPa4*ks$^Kz#}VgKTM0f=vELF&6$C<&u9=L&ajrT_9~7-S z$i$vyKcG^d>lVtPVdcP~ky-as`I72p&5x`}%n;D&Vp2i7Itygf^)*&VC%nMhkjO!P zkjyx{9e*CM_H;)DeIiEiiDEBuaewkVepK-2k8Adf??}at3@kmDVrXCAMch^LPY~F* z4Z=44E828=_D#m2$8)^qgHSdf{f}SBZ|c%K$+=xd4S^{p3u*>|m6yh48A(Ox=Or8iQkj zHj!-kA;WW+E0`&ecf}# z>pfAML_PsiB0WfVqxFVuoE3|2InP5Y9UBwq?Oq!n-yTcUejCygVsQPV%CjC$!$>+3 z{ZKsfbe~P^S%t>i9Jzjv{`S1Kw@2GrpRBY0LyYWuQ?1e2>{HV}*I7Xpo`3$#$&zIn zt)`KHM|qq2FUF(Q?0T~}U(vh~rO2eoCIw9)OP`08S;3Cle3J=(uJ+ffj{n6kCh>jj zU2A{W*RU1O*&0WcH_sxU&ALjtH-7fScH38X?_``^D(9hlE$hdi8Wl@V+I+OikNMtX zj};P!{`+D|xq*ST*MnSn78o~kgUl^+y5=-5e6zOKHRmkM%A{y(COrHNxkN%Su^1Qc{_vXkRanvDc0ezG-rnOOr7fVu|>eUT> z$A0S)s-!CO)`K6$ueF@zJP#BH&&jiLnuQjkodoq&g(iE&O2oo+KCglC3YN}s8}A9hg!33^Pbz1W%Y~pjNi+4xGdfe z6(oCy#T9q?6s410lBYGrGsd%4dk4xXvrT~osuEh1;#S7>?N zp`f<7;dITtrrcJ&vLw16f6gFra_Ycgd6)B^6W$YLspL2EC8bLRN&b|<;t!}ebPJFv zT}Zv~G|8lY!yf6XVn!KX4en=27KlrJs+FrI{~T-5NhueD$)uGKgmhT;JegBXe(FrR zLApq1uUZ;SIydFBqdOk_+3Q$9kLp`HgZcNCfSjC#>A4>Lj)9ej>3{ z`*$p9euU&&?X#Z2B-wJwoZT&+ln*9@?VCOBkWbX*7$|gnD16I;(S!U}clIu?{C=k@ z)!u1Yqr$ly1yGxGx0hWf-p6RSBOhZntGp#u@$y}0H1B-6{gAw^C}rvvu?GhBliqR; zJ)Y~v_nF8h%1M7d?H($PsjSCb=ebw-euZ>;s4Qzs<=#|_QIu(Cr0Gfg=4X4NB;w&E z_d>Uy_7?rW-7%>J5a$dRu+YIW2J0%UuCT_!N(<|)q>5bDT**!!EQGMP4?qS05m^0T zdl{rOVfC(f4KTG6PywVJ0gv*D{Fm9$RWBrIE(-c$qTfD|U=t{{yC z$9A{;AkP?gzZ8z41vsy0pbkkgkf{Ss0j_~G3_wZ1DUgGK67YeX9KdN;7M6wzJ)MGL9hB5%xKz4v! zqHqNLfJKr=#TBI?~OLcprvV` zlS7<8^ZfJ*?0L3aSjAr~Y7U4rsXi#e86cX4Jst8tM3`|k{ zStRZm+LcB9?I>|Dow&v21R42ksD9=+l86D@$i@Ag73%xQgMI41*ZjT@eH~l+!O~~l z6@2sEVH3XE`<|f*GxTt`SmFwM!2C}=HxA-Q5{cB}sFH^Vs;SxWO-6#4RPN+Y`1GZY zJFOn-B3!MxJw*5#-| zlE2E?1|IJzb{Pxpkj7&A8kH95o;ZFp`N5Br=J@w)ZmaHlV(&UJFa}zBeC@q$VAwM~ z_30gE8Ty0|?>4V$5GhLM zMLg(eeK1N&)S!MYJ${65>nS>x9B8ai$xf=KK(O$ry zguozj&pv9#Z*0Y*I{nw%eWe>^8<7tx-iAtE@J2G>bno*24K#8QeVh6a6);R*UjNxa z@K|Mcd-Js&PAs#q4PmeSN=fq72%ibUi@T#sci?)}`50=a-)OJuw|=QTVXrh=TwK^U zC7A9;eOSkVd-Ok%gLCd7>+ktQVp30qvzoZcN!>qnH9fBPZrP#4s?y3)tH2;1%rn__ zYRi!{5cOyvr=nHVG|1U(zO(dpQV^zu~@GnICy)uPVvPe3reNWt7J5>`@;WVFFt0@oMRj2^SIT<7jTYi zjkX#uqGSHXjKWom!<>%sOtypvCwq?f}Qdi2MhuDb{@`2dz=H}*XNIolRWX&F2 zY1O|Em-}J5*MW;=F`#*em=p_98J%Fx*=Azu=G(FT;T|>t<;MH_Pe#;fwx_hJ(Vc~9#w9?i6!es%Ws#EU$Pd;LownaW4xLe1JWHRv) zHs$lbd`YgpaNs-n$c`v;$S>KS)>QL!meQp_$g-}2oU|pI|LU44Ico$f4RIq=ja!a^ zVYAWcRr^-kuK&Qnb+w@-QceSh(?3e83981?RJIRXg8nEotr$-lFD)*z7A_(aWoWK1 z8N~b3x>}-&BqA(!8~=>sBgqxUefoE=ot+)UNN>$!Uy;@I9NHIut^|g7 zX;hayS%c!=aClEWzIT6yYybRD+~D)SS2LU?GWCm^1BcD!nVBayiM#sc7M$hUCkL>2 zFimyK6cxr(bg+#-i)vn;QG8I*O}Tmdt=b=aoX>iCxuQ>LiHP`Vv({@+YNK2f0jIl} z26u&$saZ3k;)9LHb%TmXA1*y3t@<+#Z&D*`Xj68r<})!cTaM?tPORd5boJ?tA!BQ1 zPto$1>$#TS&IHX2%0znl`!zmOCTyl`;Yq%1ZuvQFWRczIkXcyxPPPAi$D@fU??n6> zTurGl907i=)YJk|275-7PekS8XD#=w@J8QAYp2hXcH0ZpuX_`^k=va}?<$BopIxD- z>Q<^3USy1rQ|h*VpgOwOLFL5N&dkt`DLAB~$2+_jz}1JrE^fR>=VzyRT1|p3UURqN zsG=A5{CZP?mp5b^pBUlj`5|!ga?E)Ev~eUd^UEhO!kzzC$(=-1uE@w--YR`b6-is( zDOE!C+e10dkU7?~W}>FqJDu451jkh3-NHv3bk&rIH&?vQ$a%WJ$ZL|p_N`zEDr(C7 zf*m5y4E*ouO#!&sjUs(zhJs=Lvq^$9W(avip98+SMc=DG072^^0 z5~mt#_`4pb3*#bY(zL6%*VRus&CgixY`WOS4!ADQi^^c(98cQ|jhF5uUbJjTa8rru z5Sq3SyI~TFB-bL-QTXIF>^g#{Sg@>%;A17yF{>J5?~^B^$njA;>dyG0n5x90*kYQ5 z8aKM|%5!77*|FZ|ZrplH!2LE9fw)8s78 zOrKXfr&a#-_?h}iT6p%(xbsNrhj-2)j7%Y%J(g^bf1*fkv_`nkQy-{*pYm>zkV zu@k`cv7u3T{o>~i(WSC{@qLq()=hzO!9@Kv9O=aV7VIBM44gmR{E)BGmh95IWfnTV z9*N6J(FW4p&vfp#`YK!ArbRmX)l>FeZBsdB-S|jO!)?;8m%sS;rTxot*Kt+5MB*`$ zWmYHzfBSG;p5dO%>*=}N-Gfeb9#MrxHYY_A6SZ4C`UhzMHeO4>eVjO(1b_u zbnpANQZS>Mn)k{DHO+lV&HZucpLnB=+*o2w7I?y3oo2o-e04ztG+KtUA0mc>Y+UZI zPsCF{ID3*XzDu}V={wqxNJO}w_!8Nr+oi(uA?^fo*LUt+QJl$wky>=kQI#mm?=rGy z2znw`qjO~&y*}wrf|d$*wq3dmgx?_lu`Rrd_?G1y9K~T6g@cmv82a}jFLM5CG{)mm zx*olH1>El&i;IKopItBiirbUC@)tu7IOlUp36E2Yd|BXK$mFoz|E?@|Te*X^@6J5$ zv9)-hUWHiutM$_*{aXi3fA38wWs0=m#Az57GFsXH%hZqvb9~r)@|xf#^KcZZIm&S= z#U(be;-@Jd&kBLBv?f#b1l?Ao{@yeWs_D$%49g%rHs_F}H|BG|8AYnin3{}lT8v6r zReHt8)k+%afX7tdaVYjIYXss;2aZ(_F6W$oWM}R z`O-64N3Psp5GNUa9RI;LQ{nQeSpRc=QFxu@A<7bzbPywZ>sLQ zU(+uvD2U^JM;C25)4Ub@zI3#U$xhOHFi0c)a%6CZagO(0AYW|D z5f>s{+un7z*=TLCSNyhju?QV&w;vXjLS7K-;A-{POGs-_X!XnW^2R`?uc=F84 zIWc7Dt*UgMm_VKfy$^@!*B>c+@0WU)U0-@emA+#R?mM9uerze2vTv@Pp1eAkT26K1@JNwbo3B+I>N!gsqxaWcElSzdl33jlrQ|kL*ZdoTjTwIR%anKUws;H(Z!H< z?rGB?mKRD=f>+tqzYy0tv({yp6@4c3={i-apLt?)rl+~S?LC|%KHrTgY+Vse?mnQ{ zRR5;>m%v!aomon2P55nLfHy+`vkN8w|tKaP;w9&o?954|JdKdb{FMd&VQP?)>bTW~Vrt zNJf5W5HHQz7>^dSCQs24PxoaOjY2reMZdOcmR6KFc2>GJMn2tZ$G|&YM>%~~c{eg3 zrICVtP&(tyD|5uFizENNTM9a?3r$#SB_2Hzj0JLx0a{EkL3Z$3WNews@l<=;X9J~* z#>V@kE85fAECbg1LWJ*QZfCx)5TFNoBR2^wYdfk{o_i)TT2J)4c@fLDO!6kP>dFT+Z7E0 ze44^BS=bl+WsQVxZ|qtwUjJ35UlZswxqw5|`-|tw>aWbvW)AgU8nelBiI{xS-l@L+ z6c({l?OW7Ud1af;f~C2o^z%R6n9UVk?URqj+Rg$sySD3Uw<(+x6FXk)rSyuGkHVWZ zPaG7UuSi|brxu&P5)z#Gx4h|r7D5d}mN&Y&}EWisv77557Jw-#v zOxfB(s{;cA@D!(-H5@|bFF?si1H{UhQB9u?t`?D#gy;3)3I4LOG`P+Ya@Q;fHaJ6a z5BdVG40sw~h~Ozd^H5z^_zk3yk*}S3C_Gbrcz6hgF)=YYKR+*mZO>p9&>I*o$X`N6 z69^;7?m;FEa!(1cQyxqP7a+p~vcUddc)r)d0(u-78G&!~Dm>%>2`eZEA2<+)ZN#Op zu^&zY!vy3Na6-^M%0jp8paYJXe=lw=OX94 zZWa_2Twh;@5=J00Y$gZ$z%aR_hJby6jRTp0P6P*o94HWsa1wgC)mscyAiT+=@1Px? z2!~gFJUDEEw}7BfsQmnV5E|GqC|SSX4}J9=wnKO0NA=L-{F^%<8&nxOZ0R}ZfOm(q zw`*!@LdF-0gS~(d1cnXX4^jhkpuWC-QBe^%+kE&dK!yqvYoddzCqodQ((vtY3MU^u(vkH^OobVCG8G%Tq3mvX2Id+Sw^s}N+w;}f&Z(0jEtMa#U5EQl2NA{VX;ilrE}|tQv`N7H*dQ1daA>>r@FZWhr8JOk6&<%@!Al{J~p%((tMN`PU+qmUiM;F zM1U^>s}g}ambfCZ1n#U|t|fBeDzECe7(3+{m{{F44d>Rs zV(&U9x_`}6R9=qiIl%Y$gLpp5%y}7g&XpCbzaJ`5z;)vR$zkA@hGy;{S7p;d604?F zM;tOy;F_WedOe&bUdo~9#J6rJM!et2`a*tDN&WHe;}w=Cp#s8zlquDCHX;T&KYDg7 z=cp-qzd25xAyARF@!gK^3w;VT_Fp|~VVj!|t{L*VCW{hG;~zG)f=0!<0w3dP522!S z*wxN5Q$A|+nNAgyF3UUrZ1->tEF7w@7hulw7hDiS-CR+mZ^z8WOkA;Cif=WVB*R0a z=!KteJo`k%ti*xwjwnRk3p?t&aiPm=l3Je~!;AJLikt7>KGLh_jkw0ZY(bT{DX5Y# zubU=?TxfFm{lWaSq>cNhA3i6V;!SPNM_BU3tm-3X{|cW|J>#r;&!23E>7#wl_o_uO3? z5qgN@zVcx?OEDCesT1U#^3D7H@14gx_uM_Rv$K2d{`R*sa~AXmejyIqlwSqz-`*k2d&?ib z73o0Pv}Z~AMWN*&Bkb!FdcKZlksH4k7~`{j5qiPsK^VLa-s4 z=-e8gNxc<*);_Ohf{A8D^-oH>rIMnei;Tl7B0$rPV61N4LHcsKzBOOV%6XZoSl}o; zY2*ITtzRDYXlnEtl`&fNxENU_zjW~YYl7yG5oAM?$C%#}>^893heU7P)^4@=k-v_U zFLf1rKbh=qJ#Ks$afK}W~Y+A_A9DjAIQb-7s*rv-j|U(WVBM=^(O zm1>EpaD*L=V!s3~R?y4gaWyd{w8n4}nv6)kBFhd~psC8)k3b1EO~uZ7$FYto+}E}f zJ6Uu=RBqQ|^=95s=}nD;X6&0@GAst4=Fb85)ijGksW(p3t?T=he0Rn$372QtM!4~@ z-{0!uYTDYmA#I9cL9h9|S5|xVQTQLtv?{6zf^^ow$^erhYX)W*E1w`IOU|M@5#{6Yo?=7XUS4#-hOjG4WaKs4pfo{-=RJxa)DC~9I0u`tb+DhrRJux^zN)$0 z7D`1=jTgoai=$|x>q)?z{cySx{jK9bN@<0xb;+zdzq9hbmw+smCEnxO=%hoBR4E;J z^E~RZ20_^jws6cigOaXOOXZMpuW%!_fSB$F1_DB{wu$ohelIFoTbFplLKyzlRIl}T zhUuuX;7`p7J&zhVt6)Icz&pc}y9m~72^FHk4y&*%^;P$${Eb4%`bWJ{kIMh^GK&5a z96DohnZjgIs~UvxH=F7l*zdJ&Qomxrrk#$?yw8iXHTbAoYi-AuSMP4?QjaQebE{A! zrA0S-5n}g4{BWm!83qG#S%eQi*L+z#{iI7@Ms%0!-7||jLkxCIOH0nLuR{@f_ZBu6 zTq=mjL+vZjAO9pTecl`2*KYgumye|YzFL&R$6L?qs-LTgAoB~)H>WRn#b@vw&!^-t z?+fK%b~x6DSO>Ksn?^()4-^wR(REe)H9iT@`E@@X%cM-<5!Vx3e=K&fVuHE0oOokf zS&|#sczk-_-q`nt8$zS>r6rs(h#{w6pE=*nFXk&=WB7`US312oqH4{H@V-Oh)+})E zmQTJO6T>5`?7$V`wQxd#S@)WPj~E& zj15HdE=Wb|lhL|2qn3$LVumV^F{N(`efmavcVt|7HSJ{V$hb1K?0hRc`jxua<-U5*K?%g{(J3H8s z1^ASinfY>ng^l&Uz)^n(K=^}$gMj=2Cn}l3)+THPa|?lh+qWTT5Q+o91D8kuSR5Q2 zl4|1O;*S#{+7MtYC;*X?!3}^*O-xK2lN}u$#l*w_3jIH}_H|5t=8_%^8_nPl2iOc& z5a9R+iwIB}^n#6JaHR|g2#A731vCPh35iY~g~2TzhF)L;ke&_z5zrLiH%L1KmI&5XY6kx@P#5-enL#rM z4umEH8q@(u2MvZO>(K9|sH1sB$>(=bF(XOjqgh_ahEbRi|35NAlP5`+i^f>Pp$mJF z$D)cuhlUqQqd?(-Be@+Ai&I;~^T(Khu9Nic*_HoW1Nu9~dqAQbF)z0z!$7x>YVKNTzR#B{dNF?GKO|eSr&NXE z6fX-!Y&|Iz%;+JQqiDZxfZsV~UY*nO-BSl5Ee3h2tX6 z*?*#*%QGOzFy3He-hG4Djk0@d1Xblw6`JM1hz}3(GM;@4E_U#oP1X1@fTM( zK`B}z&-xLi_Yawox#MK4GqPEnMu`|(h&@c((Huwo;>hK_+dL^4CN1iccWk|_RNoQQ zaGD{8^(|j%ZNWV+CAJka20jk=l5*SoQEg6yOx@|JRj0C7+QrSIH^<7&u|p0mIq3#7Z2bLbyU>a;RQoNAvN`>b}NHw%yN_GOojUYwmEYpqogMSC-%e zsdUMmdq3}Qe*Ya|he(K+rG7Me=AjU7F~f37HZLy|-U|GHvO8S~awY-AhWW8WiyC8Ld^9+~Xhg{CQw= zOT5`z|3v6m%dNNS1)(eP)heYT8VB`;oUsZL{YHV6V`om;t+^A`2H?^EjkeC57l#TD@5=B5ZEOZHN<6910y6Kh%v$H|IKg2tEt z0aEcXf=@k|F{rEj!=vq%EG4>9Ge#SGSi?))i5Yv-xqddIdLLzIlLGRDo~dIlP6*6< zbT6UQn4777`EDL;ebChwIfA$f9C*^_f?atKK_-4Qm+T$w^jJ1|AXC1cE64bOAjY#| zCj3+s!7`ikv5vQ{M74w*2ic)cC4o#&IA#hKS>Imqela>L%m0|j$HQ$?_WQQoQ24r^ z$tUka3ke?dJ|mPOg>0CJVD^DS4BVAqE`(omn6FZ%KR`weyZ^j#ZfA#a9ovZ`V8#sP|m^xg*x-%Uta^xwis(WC64EKmHK32fP8EQn!Dd zos=*4K`9XXac!IkYBK1Kho<|E6_!AGuqU7dm{7s}8>ZC%hYi}04F$9d`CLX;ZvA?` z1=J@ldvv$af8Phh#Y|P2pnRfQ>%yehr^^ z?>P8+@c_Pr3aKh=!R;Ox9AMsH;)j-juA@7P+_i4-E!?f$5#9RzGt}TRl=JiS7u+h} z5&|c4Kh{8G=9lKJWFdz<0y1<>21=aocL02mCb z*u=6o8FJ)-OxNKYqB2X+edB14x6T914h;k04?3cub|?wuL9A-q3#c7Vpny(i%=e$W zO9vbIiyfe+URNxX3>+`6Tp7SGHHUL3JhHt2?ZPcF6>jj>Xpe*u0|6E=!~yCh&eUO- zfJHz-7&ss@Zu$dA1w}w9`1r8%CG_I|`VvNjbaT*`AKzK3ov=$x;MTOcCNK%u7wRD` zw}KG>_J6|hFq=|%;Zcluj2sU=HX0r$P66jjNGEkWd_wI9DkRq>!H7hNh8^L^lOiB5T8JP{ zD61$M8v={AAT{5x5<54nVkVWX$^9&@w1-@?a|n;kwY#kPmhUQ-V0fI>Sn;iz#-NIm zzow^D80!W4J@njDJz2K7Uwo^do5hlK6EqlM>Wur37ZAR>9hZZCiT~7R-l^j2NBk^% z=VbED?n)VjFET9UrN4I>@q9cION znN(YG)Mmprrl!=6u_NkP+%Kfz<|U^O`=+Ue zJ%W#?{t7wo8taXLY=OU_skZ$ySY zxr;%OYjIWeqnfH>oY0(rxHg-eJX=A!oe<>+%gkV6 zI^smVbD_f+MF!dT)QxkRY>Gr$4;dkMXW)Y`0q1v$utvYX0#+$e>4v?JxHSaW({ylR z*5=6_8Oe}g6?MPuBAjt@mTn3a{8`Y0|l4Nn;E zkMMGZ|~^^U%j zs^M*iAI70ke>CY7uR)+Ev#+7!Fdm`3lHUuheB4{S*!i8h`mv&!%JRiowIj{uaKx#n z%SG|WA)^uux!_dyOQGk;5uY8(uag~R8aJF=JW_?djL0dhOEbi6&&Xn>bji^51Se&Q zV)TLTy)c(doUon#m@Jy4#P5Q?9#snX)VE+OlR4bp=E`pbLIR#`ge#5U+#P%n7 ziSrN}PUu7_|s3CVwA58E@jT(D_SdHcVA-8QJpSk3t%z;1YKNnER#1?0>jDGc0 z82$XUaB&bvb)T{5%>eEds!BWBSL{s!s^=LK@tM_F_zS+IM^)y z_@j;w(G80%6H@w)7jZW!&lGJlE|tpgM#Gn{m|D9-zv;%YR}ih1Sd2#3bT3PopGn)X zxZTaQIPz232oJd1mPUDJ!ulASS+~#mR#OVHTY+oBg*+1Zbn-i*C<_0|%P>G#F|E?I zJ#4}rdqKro!t-$4iNjfj8EZtM!IN-4g5}dcPb<@pwiXKf=EA>~LW?d1**4O@9M`uyum+0rK04YQ)W9};vHkwi6OXE>jQybRkE+C&jiP{q!T7b}z+kgR=iJ`z55ZruArPz1$1XRk?bp_Ir! zlfAyd2Iruy2?Hbh$hA7@IPf4a*+TBePL~uK`v(+Jla_dx8ewjRsTUAZ?n1jzgEvgE z959W;glF7y?_(g$gD_FTg@LUvQ+q44m3A;&LrIvJmk+l@VS*KcNz!{XALc_S4zpz~ zK+(A253~MPD3IMK1nlm zc?%r?FF+_@8#o8-1ONsgQ1uE_D_HLZmnq-d0ssJ#3HCPQhGG5(MPLetmNc%70idwz zOMxqqlOP`cFWD3TXa~*#5CD>J8hQ-^0aZY8fFPh4RLW8Fq-?nlP!s5&W(AtU1%N$Z zA;5^qvkib}put=q1mGup0K5Vq2GA=MO^SlcAQjLiG!($p{Ev0fMqdC~0G0u<0Q>+g zz?SeWz^cHwXnOFo2+EK`0#1?J&x~1aLp}D6|Dy1k$BG2Er{#Py$2%zJs9$8`I)S z&|`2-w<{Lv2BrVE;((IS@$Kt?CQH8dz_8yrK7i5pKg|L7!B7U%Lp^|ZAq5?D6pR_L zB`iKbbC3>D9Av=50#ZRiXob&c0jLQ!0-y-ttq24Hw1ba;EkOlXzW{E3)RzK^LoHxK zun*WB6aahUel6@hY$V&1711%MyiD8XPl8(Yc8p@`Rfg2~(M-!n_d;GN) zucCkOI8^6hUXWaR&b6@+UI+an$ec8+- zx!3ww>^S^M3i(Rv9aD8GeD;lp4`%X4ZXLCmeMQ@16zkYAZy+J+^A@`=3B9C>5vBfsz5+^(P0r<>O`2_+e9Q(^;Sv(v+QZ{EMIMXz0$@+h6HmoqU9lvF>4ygH{mFrW||Ql`kmdzk4i zRfOZ7^x?Kr;=3w_4u!Slfy1S*-wjC}xj$iOhw*;RY7XLVjNC(;#~Y z6_$l;f=4FXrIRmN0OJn z(03}mDevMdHO^jOANMy5yk{QL9aY74uuW~if1g4ers=Bu`F=tQnh&1fFxqP87sC>& zS)}JgP^qM7XoLWYeTphR^6@wR?}R@oiv;CEt#Ak3lj_-!@@e=;wC>dd4r2Ky+qLdw zRfsT`mg{oaXq0klSuwo0uo6BKiDr-ePMy17Zoj4!lDsEp@B1`;LoTuA)@xGXZzS4Y zy_`=!;qza<&N|_jb9sAeB%z9eB@!ift-_MlB2@IsPImh3HmPKw%SumjS7p3;v&T96 zx~F1ldH&>rqPGr~a+O=Ri091}N5oDRiWG~Y0gATM5)s+6KFJ$909B2ZXLvKyR@ zlkqRML~Gr0&K3CeR3ahqdYq|chj(nh(9X)Mpy`QzMYSd;V)h035lRCdD_~w`crCfO zhKgnu6YC9E4)6ZAez7v$N7}|zL%lwH`}?FF3Mv<6HFAQ4%t%$`4-%@e3-*LP2e;O= zL+q~I{^q-qgeV%sE}R!EMd=8ZMb#Re1u~6~$i$AKideEde1I&|;&E+V~LVRjp_qu3@ZM0G2ul&rHQLJ#eLe zsQEO{xu4rZU_t=bpYS2egVq#2^5($p!bh^so6W`yN9>>T9EBc`$k{*nn|e=-xcx~y zcJ8mxaO8EEYm0YERyF1wFP!Lh1bNkRXPLtVn%dtTJ!ewSnp6V^n*>1tn)RKL3DgWD zl8g@pSorBb2yX84M@HOkjB+Bf!Q32^ufJ%~(XFEK{rbVU&u$>-AgLiG=gf)za@cfE zXxQnzIX@&fJ)jCJ%WQ3pb<%h{aHPC0AwPL3TA@u}c~hu&gS5>&O)Z<}#=! zuTeX4Fgq>C>v>Us{_UKkCt0NKYJ(9xEX26X7*>b^7*#u|HpSF|OzUqfq-YFCN}j3N z^dtS}N=im}r@d9T)+g3=!Y-#~y^7vMDSeWnc&7T+Rqn4v1M9s2N+(wnqK&N=Hk3g$ zLk`Y7=P6acdM428Er{&%WA^hktLBF#9$(j#5k^<^xVomM5m~VteMEBHdQAEw%qBA+ z_}`QdnG@Zfgkd-Vna3lUsk?YQq{n_NY;J46ujai}^FJyG{?>MT!M*9$lka}>7snkx ze`=O+DVzqkmhCE$Trm;%-mtF!uKiHKqTirqnZ=R&_2_r$D0}mXxXE6nhbhS#p)Q}} zRj^H#{Oxv3Z7oGgo*IXky?Ayk_GnAY%&J`Kf}_bM5p(S9OvkgvtE|}9LjjFmbxW+@ z)cS}H`PgSbje($)G?>3c^c*KCN6C__a-c$#!ajdujX|*-%Vb-_w>zRV2sywUL*&@S zI!gI;aE{(wPIJ8~Ilyg|y;3-_VN$nxT+5Wm{VNy7?F{YJg=xn3+pA5JtkH<8mWw{= zwOoOOje`Q`(KM5|NVnv!8yCii{R%Z<7;R51$6`!+C$S*?dAIoDg};v5Mq&b42oV zM9KS5^0-S>|Lw7Razc2JR25)t6+#`L?bcb(9XzwA>rnisUE@t^!|(3dX-c&BEDhWn ztao!rkyJ^MWxdswMoE&Pr^c^|3{=Aj9?I6s@_*(Yc`{3*P?SU#VasceZnf4Yb7Y-@ zsW&W0q48TqIRBm9K`C|My>rIR`3f3yEM64xdNVmY%vci=IiJ?+DX;l^baNWbZHv$4 z1o|*d@@-l_rKVc5s30XXKQU_;w%UFOz8L&o^x{)3P!v;tFN)yEBRZ45J^S9dqS5PbY9f* z29rYJ4XVO#sqnF<{%7qtt+9_w)YgO^)r+wDH_!ZwBG_KAxkp&&s2Pzg{rlHX9*HL< zQKOD)WfcjjZ@)N*M08OzN1CV}H{d-FS8TwQyK;~xkt^Q)fxCK1oGL@V^Ce`SWQbr5 z;n~5q{GO%#``C;=g$F%K5~7YwFv9WK&Oz7x~^oXrI^cg|U@ zualfttX$`=A9LQV^(Nv8izM^TQIjQB_s2dkFfbu_@uVf3n7WNKg}F^?w=f7#R#(uf zLtVFVb=rg^qRnrwC?K{uo~dh=>gXw{i+;x=*_=URZ_sfLMF4Ljv;e zza1OBZrd}~B>|*gh0FXHU#8lQnhlE-wN%8}-OeOgybBZ=EOyh!@5||5Km3V-9Bg^U z_9He!waH(>hH+fiq2|_OzBu!M%t^GAH7w8Bzs!IA;sa}c$+ZyFx)*l22X=VcBo0zo z9hU1HD-<%)M{z304q&S)XbsgNzhif@%a8ecg>4)lV(-PsKJCBh8?>|vS+__(S zeDTkBiB|-Ew3Q{XQCg}>q@3~w)PdAW;8MrbIamypkZB~YRSoZO3YJPyIFKXTTQ$!6 z(VV2ztvS?*Nzxa&7%ug-eFfiC^zwipfRNKtKv{{_ktWBoH)4-yg^c+(w*Nk-x*^xir2pZmf z*MbNmFke#gf5W~zaEKC&nN(R6gEaZ)a&XOarJUp+I(H9G=YkmLOX+HG_rogS@dV;4c;bVTzcD$mx^%L!C^{Z+nFAHsq zvoJ}K>f3*GHja#?8^|aUn&~qyzp#1+=pl3)2GGH)$J2X7H4U+ zS@xgUAji$;6uM$RDd5!_6Q>Z=#u`NnFMJN#IxZv{_qa29jB8_#;TmInnBp0#DHl2V zO=xKATkSiU3f)1??99^cnA4XhoMAY^?Z4fb$Uc1{%zB9ObkAMXZh3vHa{R6y*8By$t zp3=%9gNRmoKl(n?w@mT1!}t}pS=o6Qq{x;n*1-h2-Rph4k!8WkP+q!;3a_*oK~t5f zoHImH1+@=e`QG0NG!|v;e5}NKk!a#mGT-^pS`6ZA=#JSOc}i* z>QQ02xx&ZAtnEx5`3_dO^xjEtIzHanFNs(ERQ{2QnGT&Eyt3+o0$=wU56@ZW-+GAe zkd7$)Ze+gh^@x9myRua33-=Z|1v!5lr=@i&B23f#dd-~f&{6)DzMuTNLot*5?;At&-X1;H?}1joPjCt6;*}B($|@WJNC%DNS{4^ExQxQ z_8y)aBR+D|qLHsdzwRaWOeZefP_TRA){Z$`_X&x&|9IEJe7 zjqVNob0(|>Iu7!{3hNFjaFjc+@{;}ITO8BMCmVAn@HLT+JGpYOay-^apTAQk(l#*-7 zF)HDJb*~jEzr4ihS*qN(UYJ+ST|cGob|S^Z<{n$G{;V;RK5AIqo##_uraVzU;>wp6 zIp(ogCA+VR+$hJ)qs-`Ako;|Pmdq(3uZ3Dc9hrNx+i>RdsUghn)_Knjd z|6nc-Ax0!3rQOCumG}EmhE(0zDW!kovJQEzruA}6H{?bMY1FVTlf)M;6imJ8WJ-t= z9ZGCBNM4E=vz6VvMwR+o5P5Qv`&iC|;#)}~udHJE;_1MzHub-M2Cg3aVz7nXw`A@W zDh!Sd+t!qqTFT5EL0pQJ${*V9M&DP^80V01EPvu`{k4_Q$*Sr-^0wUE5A%y-*(L#yCT;gBWlE0D1@L4In~* za0TKD&VjH4HWdz_K!B!$uYhlZzd+z9DJiY4uKvd_fiHtH_(ed{IFJ`VT?6FG{}ZHZ zn(dLmodHDzOe*lkOjQm*9Rafj+$m5kI3=b)vcOls$H8?V)PN0w&2nfANC1+idvkhx ze4LqiZf*|R`Y7xvL{0pcszp*=4id3I5<+kxgfAfYC3(6UoD0BV4`?#or*^SEU?(_$ zs|3ajh+mKgJSBKO02K_!H()TqG{Emz{QnL)Snb_XH<%B!1uhQ=Odyh>Tto+1HGXJxD(6;Hipf7a7Td54X{NIUWnipDWd}v z8?agsy#jtJ5SSt=D*6!UDtY+FPy?c4z$pS=-2(0g;Ee&Vrh}Y5N@m(#;6nnTQ4pL2 zujv3Umr!7|UjFAnkr4tKK=8_=M~@(ZAD93v0z?=X0w_IT=YRr);!qlT1{`F-0|E{( z4LDtZNuE7>29BRl7-E`W96+QMeEgpsA%Z3d;&~uO2AFzqorL>gg8=?Q2}lM6uakkg zAz;K-I=$;z^u9}ed21NgVoXmf(Cj?a>bO?fp%F4js=~TOmbcB-b9g4mG*Gt5- zxS0`8Wv}g-AEg_Z8dr}aDfzJ`t2 z#5SJ8>>)0C6HBVuIDwivj6sPFQ{QbGJ~DI%GS$5Fiud2!J`c3FD2|SwIYU=4LV)C` zJ1J)~Pdzb7_Ss7wF`&O(Dy=Cb>|h=ld8ExP>~F;dD;M_6UV ze|lOh_->V;Ih&)Kh5k~$Cb^c^?VA$TKv0GF3O0AI$&fEm9$R0u%n$(~174{oKQiOj zpZoskGu5*An81Hy@*w|3` z{wt-#tUF=hp}PfHPARJ?_gj`Hi+NsVVm&PUI! ze)rUq7<3ikqOkE?m!o-WzUQHE2vgk1uP6W5U{HB(=171cS z!PKTz8{V2d-w0)oiu_?~|5#t1)WFc%9d@-u`i4R;icW4e-zXeqEk;v5W~ba_>fN~Z zFhieC>!U}nhJ-AART?OxjSq@vZzz)Z!*`D55PPRh5&Pk}+~Y2vuik$~bTHa~-*0=acd}=rp-UT-xcur=2gjsQ zTw{7iP0KT$uf0g2WPd4wiiNT?^{%TcW2a^vWiQ2Y?FVAtqfIJWaxIh`Cpj`-5{f~Y5ppq zXCBY9`4upgN38SB?cW#uXvt^Z(?#Lc8PzhGxD=RQ&gJ5x|5z?-FB&=EoNlk4WSPiC zJf)1OOgb62f@f&RHB@i8-c;ui$;vR@;qu1rPGd}xKj#l7r^ydNsDE>A&^EiLUzgma z>`kMqEqUWQzls>gclIU>n@(1>C{zx+>}11kNas(->z(C|&#+9?a#8AX<-Q4z^%*rQ zlM%{p;iDo=FBQGMd64KXf9w!_Rjj@k#-XS$UV*4Q)G};~{2Z-mrZco2!4R-GvuMg! zA8)n9=bRYy)xq{H0jJ*O%Uz8Px4Rz3$W5^Wsg4-D(#(#^%!dL)#kK)&7?iTV5SB4=zgG+}g+dG>Ne8gL$=Es0A_-^I2W{8AFO^U}OpH;*=GNkuFG!Ogt8@mGhQ`~qm@~2N$#C(I~ z&XZApb9lynk2k7|(_(d&L>;EhGxfu6NX>AeTXgzO+jPl9_S>GH;rDs5^8&@|fj+gt$P_wvaGhZaPZ|)gl8v0WrNMf-j^AC)0;_|Gm=IdHnObvIH2#xoIqK8SDG=p zRj-A~%E}u1xfoTFKprl~&=#+!XaBS7DQfbLr!QW4Kd}plL?ySM*8E)h?=(49@^7JHf$xk{981SgYB zk6Go;9mO87%!t$=lExK2KeTL3>chjCnOVZFACco`7OCzaP(?sQBT_XiQ#3 zy*s2kZ?w}OWR8a-ikZE;y9=SXYin!5!ou_O^Y`xE1AkTsFNZYC5U2tH!r;>jQ66n= zZB0#0b#-;)+Y1|e+l?C|aI#-sUJjw}DJdzhUcJiB&K?~dU0PbwD%H7FFLaEltQwt1 z!kNcXfDLaY$06Oo2@8wPWBCpLSwUz=R9+~Kpz0~=Q<_1k*!U}7{8&Vn-ph#COLlDc{u&4B@QV1tupRL{dKI_l%%eF&TSreGIEFBY z8=CMAu~KNip*L4pA6V4tSC#dNMu|NLOpHOIcVb~{bmua}_dGFs!RPyFmU=tf<&>N- zx6E3J1&s(PofM%GIQf++pzG2yAK%?;bhMU?nf0p$&-Zzk7U1=ZHphJ}TJJ-&RQ zM@hEI3&+>VGnVrS7(&6@kbIH2^|Ca67q2F2GYHQXQ+fCaD`RjRCBiljz2-$FmM~U; zIBn|Yw|-e-PtgX3E};ox2K4JTnw`*%;En&TzTrU-SrVMWi$*q zRpB8aA0|XAc}GRHc+y7Njhq=n>=q8&SMN|L-P~By*qiuVtQ2tC#9?EJZ&OoKv#WW0 zYQG>SC+DQV!;s4uoo(a`F{S8Vxw`3`-bI=ePdaE$pRTYW5LR&#+xa@2DZ{1ukXZ!DEAS?w8-y6K2?XeQfP-Jazy*fJj;7UK}UO0(^ z6@Iqz#hWl=blK%jd3gb6i>n#CZ~|Lwe-DlA5C4^wdn_#Z1qG~ZYzhVjpZv@8O^uDC z6WKMMa=at8&SA)GaHG!+XZ?|vmYw1;r4a|3SeY;tmoRmx6fE!;IuROz# zZNESYhsq)-@RT6T%bAgsw7aY8L)H88a%&nN3l6dv@$HO|v{Ip$vRM!1RITNv=#nti zWutYK3k>vi8OUS>1#z&faRy1ca8Tt*STJx=72q#PXdeOt2RAHQTJ0@51H7TBS0AMp zm*dr1m=b}Aj{2wM+io5g+KCG`so0J4Jog~J2FDBQyUurqkKKuPqNP#nLKAq;RuoIK zU7n&3Aj0Rh$fWub?v^2mUTcT&3s84M^bUS~L`Mdg04vWU@O*@K$qE_4nCvD-G zNH@0H@#$Qad`5r~dwD6=5*%39F_7Iye7P-h3>3)6QKdDt8 zdtNLW_s^&_yxjSRxSa#PdO9s*)JfFtahTT%XKqPGgyrho zCgPhX@=8Y;ar{W5_JQ{)`qM`F%d3dlKJe zU9s6g57DzTId|??>UZgvS&R3oZ+RNd1@T^46E1NrYohv~dZBuw!uqZuJDYx~F+x6H z{T&(_T95nRu26K%+ta&VZ*y|me(rz&-qY8Ys{Zb6@wB6wT1;&0sF$P|UHr|B;r?Zy zJ+jZ;rNJ~t@%w>K@0we`jSyY@zZ-u)Kc@!M>M!s2>9DW{ytn;*JUnb_j3M}N)=BL4 z?X9zbS#Q@RABI6#QwkEC_(`#o`MbNXom~FALB}GM} z@jv>Ozu>|u8bw?aHo!rPNiW=Qd0BJdufoK-8?QX4ktn$LE>Oz(^Kmr zoK?Tz(rkWs(`n9c^q!K8EE#faBq!^tst%o8{=I%axGt2Yt`tp@Use_q7KVm~@qRYo zTZlgQ=GxlsSpX|5E2tXP>(o$QRMgkqov+U=EhPm3s%;lEG{Dh72yMG%wL%n;hK9zS zJ9lJcWd47sVuj14+ga26yS%)-8MLX{KT|K9{3SJb6e#mhN9T^qe8{?=2mzM!Qll|% z7z%1wOiYaWJM9uZs@SxY6!hLBAcRgXUxbC>;o+5+mbx{Y4s@nhV_HpIv(*M7$ zgcQ!#5&tX##;r8u&)~Uz8w)R@ATLk<{p_YkR&p|0guIxjsF$S0&o>bfN)WVLGJO`% ze$@dZeW~%i0e{B(($YLf)AY? zr$7_nwHK!=uLf=3Zd3D{qo9S-($Xrj3VlA=_2On@D=aKrZ|7iPSy)&&K03-Ax9?ni zrT*^I2`>eno$vw}bg7YuL7avtia#UP&V+%10dB#>r}F#h*_<=I`}gLq!^F3j>d-E?=!Z7h6Q6(2wS(S74 zxR0l2`1)^vz)lVDdk6plYADk$FDX&Eox+ti0+6Zu+p!-!IG5MYPZ%ONOUZe0a%l8l z6wUU~>5-wx(~wZ$E6I~|l|(G5OM(|1N<@gPFv%DOs=0g@8-}2~EF0P_gz6B+OB%&E zc``;BW;KXO`;C`*cQ)Wl4w)X=us}=x zNe$zk_D2-G;!Z1U;KLoZDh2uc4SV$Z~wHuVcicrGgiHpx=|gd}|;^GcM6 z^|1CRObvC@BnfjjCHYUkDpHlKvd^@Z5&CM#M8`MVXVsq{V-BwK9KTizdP6Fma+qlA z`t4@ck0f6&v}fAs^WKKFs;zheDbhpck}uvMkKFCib<7+mYVd^^{u?IbG95)-=}a!; zN(3RJX)+~}ds&JpHbsN=)(BX+Sw}UuyNx~kFWWYe1v8(IcK-9vdocw%q2|nzY||whxEO!;43#O7ajK0;}eK2 z5W1j8hU8Q=1$>XWzbf;aHbb!R8_$!%5BnJ+?BoY%EJ5VPG37fkhZl20YDPJ7=}OBh zU+2YV!{e5bzZS5GF`muKN0nbRbe`i?I1^!>Y6pA_h))X{oqO99pcgiFZ)E9RR)@W+ z$dKpAsNScKbmz|v!hYX#PwFx(-RMJ%-m*4yKrQlV5muLRU+^tv$MBrFCq7L^+DH4a zoj6%8eOSgn2DD!kt3pka|H{cJeNQ)KWwI=4aR)yukx zbt;3Q8N~E!y#Y^3s?Y<8C?#wH#vUg$bVZ#Q_2sr$L08e64*zV{UE2GmR^&(%_wZ}N zlRg&S2qKSAh13cw)vCAt%|Rl!UHII)qMFZ8(W$I4?g#2uq0H&Z%70_njwX_HEt$6Zo<*ykpov~o5I?-Z?^9X+ zA`KhO)T!Nor$mxyL|m@W`6wkFGT|lZDb=SRHv$*oW6KBCELh4k4}HI5$=r>@wON-k zi=la>(yQC4i?$^xG^D73Qk2K2h%tEPUwfoD_9$Lz)&kG3jq8L(cnE7VDX!P&l>0MU ziT|~axRcnq>)M(n*;k{Sd;G&|?zK~wMjRcV$$b2i&ooFs@Cz~^m0o-!lc&%t`9GGv z0xrs?>znQ_X_l1kE?G)IKsu!tq#Fe3T{>jx6hRv4P)P}aMUa#ZkuK>FMfv7_pHKP0 z6*FhznmIG)KPO&6GUzCO%3F@QI8g{N#U3fy)~8xc$~4%fwMvAes4;Zui#}lS*gIAa zn_w@#73;!)Z=rJ;A<+YU+jy)H@OJblaV{)=?o&z1NuWgHxJU2G!*ko^j7LRi^6H2jc#LE!wqy^$I)%K`+6;gA^$9^scA95C3ErKNXozVt?w!4?$V?bt zK+A({ok~#^uF9kZ?MWRgEypX^!TBo2MtXJ0J3wiRlj*?foa3l;N}t zYK0GpzXpT69~zxPD>l6NS`l4W54_}zfiH%sYQuw>5&u{objNwoi}B5Kqpsbe(SNkg2F1K- zRdB8iBfp3;rp6o!s74n;%o}6aN4LV?(Po;5pumhG^2qr0;9-RmZ?28FmcVQ4r(^9c zbXQ$E>N9E!=3=H^beK`2?6#zWPrq22ic8Z47qC9tR$26n@lm0TAmo^QhR>&}Rid5wK2zgZ`b72_@S7zW*BK1gBTmqG`3I0SSo#Z@Ziat1w(|v2gaPmPg!z`FUdw{Uki0- zI`BOkC7};&J!g#mHo}c#?jL`!riX#{jqGU>uKCa1A~K1VcoMP0+o zS^L*pq*0L_=Gdsn);P{q5ms-)b{J0T$*BO@bp*d z*Q>gFYG0(K$!RvoQVjfI)tM*sWEXo$s{Hs}`bX3HM9mHL!u5-*l7ELNXaBVYcjpux zkIX!E%{4?|R(h}P>Da12A4_I-@Vx#8cl~`TjD}2b2uR{)mWyepIJN&sWf1M36QuqK zl_}(1>HYA-e766$8=o3?^{ zc2wMYE)r@uadiwZy0j~&7QIf7WEdS%#pDO?MqcPJ@A0{(<(?ty&g|i08J(hW(?qo^ z=GQHwJ@ei*9SCYlIG0Awj!ya9{{<489uklh!SBjESKRvT%U?(Jg`UIv`{n9je9kM2 z%}au_`nJ8&IAa{P69$@FiQ9P;t{+bYD+9c+ZakDc6#^**%@93!IU8Rm~% zqF;9dc`wN3AN|GdjcO2kn!c|rff7FDz0|u2^*!+z*L|`lGEmv^c|BAfYg;TDmW+k$ zrn;+|JPTLjbpGls+VLZY%`YPmN&YbN2gTb&+c?PY&yqdYTFRX%UpW?$j%NUquV+Ah~WkvmidG zy~HlsGnCutFzB?^o4dA-nP-=&9w~8Nth(x%KFT|^AhphVWFmCRz0+#taS$p-wq)B~ z{{5X?Q6W3!w3>?;7K@>M#i>z)l3|#Xn@vbqVi?~I9eM$|NM2GJ9qgA|z#k@^R|&H* zxVYQ^w_fz1QZ9+Qrg<=XQ8<4fpIQ$pg7ZfN`JkDyY3fYj^Q-PDb&M~Ye>E1dm%sg7 z!{pr)VtA`q91idN^3VIQ8dotlcbm{2VSMt)BX%OA6s5q$z>+obk5;#BA8TocwNm8y zNgQ454iS+~4Qtx5PFQrEQ@?QxtS$elU&<))GUH)( zkEf$Si@!m+VklQQ$vGbhKfvU6Q;dyHr;RVpuL=}Hb3Y&?VmCLIGenXxc zZ){Onx~L;PZuS$hzB3*(iU>tDV|^&*_jQS}(Esh{8Ud|%!rU~e@Ks-;WeAeA9BP*6 z2UWo6LJz5@^L2h}>iyuVZ1aTg2~O;S*v~3!yPls;lvNch2yrD+a|f20hNYI_yHEG! z0tQnhmSkP*eNGgS^XH&yf87g%$lA3u$ynORV9@P2oW z7U#r;9+iiS%bC0o1hOvwR6^j@ruIx|@X7r>bLw+(`f`Kn04s%wWp_yi1_ohTZR6Ps z`A3S1{lZ;0CPqdpA^O}@LqS%iuQma$JRU4ruw7{S&bV^Mr~O%eMSvA9MwBYs)O(LP z3z{TAspo`}ocwHUx3IJRPpIO5I5#B)g{nRW5V)}`zB*xIL}{e+kNTbv!)<|kEc0vt zOQWF`&+I2}E`;3QGtknmgxstFNCQZTg%<$wKq8TAe-5uUyrsY20NAF?MGFdz65-MW zVlWWOg@q&E?%jVE{~BP$4nUZpkdwGLTpS#nLFZV1l$^Zp(uCuHwyZ}IxukS|p z12VFO_g_DMj^30`QCDG0Yn{W!#-6hv!-A4+6~5WM4g22x02>EXkv$uji_$jQ0U z^;L!8_^L2f4VXCdMfG|{|7=%;gv!;OPJl#tcZfTJ=;v?YauJb$3B)|&euh+}h z@UxW`Ng$0Ug`$lkoo}nX(x=+9v4gsIE78-8Pc-JC(pEg zhCGRjxr@HFHYP6n+n@KEiKWxR9_iyBX{7$3;=${&MM9wupCK9SO7GUZr$uzD3GS`! zk-^KyLC`Q#OPo^`%)s5q#j8rECGR@rvqk+ERJp@8_DB&O#ZUZ36`{}RSO?ABlLRd4 z=Mj?z2dm#GN`YdNm!wKu$23!CS}r@f#4pXrzH3g)hvg!2u2@~0#e)#aR<5S(AjZd7 z__+rU4$FFljAALQX9qhtDvU=MFtV@IstnUz*1U_%^sXiQi^4!=Vr%b z*6}IB_(|kNErmq?}naw?Z(ob0PRxy;Mbn_AShO@bYD;8W? z3{@1!sO|dX%6L?9*LZE|u*vWd*J$*!c#cZ1Sij8|I@T&jB`;1eOTGUhKI%4>K6$$m zuY}x>jBNR>JKk{;5SEV{L%gI(rQv?rR}T(98_O=gyrDtVw&u9m{FsIRNK-v`_KYK( ztFqJ$d$@H+5_q#IMqb`39+*g<$K-u!pc^+ZkhBvmuE-EJ)pRRi z7lv}<&qGgwKOV1nwX$%mCX*O4e)q~da{F66Z5;_rfL^~Bw0&`qC{yz$HaIuTA5rwL z%(8!4IV<#_-G(QW`Ap=z-*hd1aae7z-a#I%^`8Aa{rZQ>E7@qm+Y4A;p&#L{-3Cnz zVXS=X^*SCu^UfQ&sp|BP%6jF6zkbBO*;*+pP1WyzqGnd)JN<-WSDl5R zAO+h^4^67#J;fI(s}mSkgS{pq-O|7)q()2R;Lqk2!Kz>3>qIsNn`~Mbb(U$)%+Qy* zZoYM)qFKLyRivy0bpup&M!Z1?C_|5%@KB%%aBC!NDA07)4VPf zPjU&Tft_;V&>cQmkSJMz*XQ2-^pm5)V=h>ZAJLKzoN{wt zYdswxkd^hn#kGmS)Ms|FZirOqyyDA{kmonRQk#SBJPhFLs(wS6Ga;}bUOYZk-Cqhr zF7ja{$-XIT&)>c_*PJW?c*az&g6m=Wh}J9MrC{_BxLXQF~{t; z^JAnmy=8OFq=sbHfEk@o>So{IbfKj^GOyKL-j`j`c9b+cH6wk?OuYDz!&6k7Z0HO} zrl#F7II4d>W-y_&<15Yw-MtU-XxrL#X z`PJ(dT9hMj#UoyZTO7_Ma46$iEzj`f@toY|U%DQnDl%TN5v|Ag;d7V24w(Esd{Pc2C8 z=u#I}`Y}xWn5uzT{FcL)cfuU%oe&TRO!=1mP6(x_z3OOp==s~dCokt#q;kzjG(Tg)JDUTyJD2bSt}&0*autYYcPOz+nf`*24I)jc`J;k&Ar|*C!(_rNxXqR_Ql?w^W4G}do=XT$e&0i-X6J%i(P`T zI_7CR?IfY3SedI|+gqs4f7gc@^Q-^}xElyb!$zFzE}kjKge*>z{gu)Zj2l+ExZc><*XZQ8eyM9n{ymLB2!i=^j9a-Ew0CeDJAz<2($s^0S1D6Ck# z)ZVNz8Hz?S2m~Cb>ydL{;rD_6QOc2IN@Un2c*=y+xQ96A{i?Cusd;NSu@7JuO7(~_ z63RSV7WRsMW%3XHhQ1ERJ$V zl#`_<`w&7YnkKR7fIrK`azXv|_J_?;d`Z0U+^sB1J`Y9z%PfWi<(`L9yb__-MCRq8 zVz(TW(;*14wDx0%XX%j5=WK_24&LdI7H77Z!QuFHh=U8;;l6_sCzM7at?$U8Cmk~2 z%4T^g@+}=w>c(a`IeY-pxU;?6b|B({#!9Bq{aG01K!p~dC=_v=C}0O%qDm}o`B-_~ z3EEd8unY)hA!cD*pzr%|rdySZ%IV}xCidb3&Sun26A3Fy zwmT*yW&^41I!|h|jNV-M@gng7Gw1MblBA5G+Oqr6r2sxYNYBdIY=6^KNCq?agyL#4 zPA5I_I)+nOOGV%>VVU=%t8?i>v@B#txKhk%V9$BdI6tPA$3RA#u$ee;vAx&|OqB9( zL=HS(Vn2Rz#zKo$tnv3(jS?SW^KK@vu^m1q>h7Pk-s6*hg^qqcP(dLiMVik-9%?bA zJlC%eIP*{L>5anAHP(PT5kvPSiNP?+|6uJ=8u3cE9+ zTCRgKRIxHpCy3i81cOu2uVE*1AO4NGQ+=2GBL)kku_>Ej zo?rl;i-{zZuo?3S?0ISG2thV%VO6_+9VKQv+}J$( zI5n^sdy)AGOki^OiyAT@&F)3%0PO155B#!qBDvT!<5bGOHG-`Wh8ESiZ?|T{c+FLv z&3-ww2C$~9i1cd&QoF>U&gh+b!-1iuU$Jw}?7 zCkp#`FruHlNqL*?hIN@^@Qd#II8<_*!kqlpY`N4FHQFfo3rCJN{G70x{TNSfy#$*H zW}Jh{W@O1&{Y>+8-~LYyd5{LMieBezZW$bg88j_NIeyGmbNH%-YkthxOt<0S$$^sp z%42&UBOf;}oTO{MZ$rlix z2a8KIW8Fc-PmM*D0b9D5V73VTGb7qY91{mphAHA!HlPq4gLsVY42@pni7o3S`p3%B zYSw6Si*K?igWYB_611^R{D-V|s@$)Rd*oDWYqX5>7JV2s)Bioz$AV5CA0OXWJEDsO z6+NtswfC{zi9{=|p;BYrSPi%-!w})XyU%eP8T-@*RHyC_J7^t9qX?>e`23~&uo8hw z=twfQG~Z+nc`&uN$S|@YoG5%{crt`dJX%!=3q%2A#iP?8JHiZuM&$9r1`Z(uW9;~Trou2+VT zK_azCvR;qzQKl~3ylb=<*#rH%CY-Hk-XYohQyNi48BKH9o;k4i;6THQ)(F+K)SJSa z_sos@?s|PLuTf3Wi&6?e4eN?(^8kW7EUTkw^bH+;RKPg8cFAFdSSO7g#GpaOlUp+2 z;)x!i&>pXs{WR*w}mL#KbdNFl#79kSULOk4l&oS(hFu-s~Ysjt|TKAjZ=J#U-eUc zP>0Y9>uzyAn%!VAkMyi-{C`2gq@qiD`y;mS^0`9`Y{k+Y-d#a8bYc^H5kys)6cc37 zbBuyvGt};k8KzaVp8A8axz9zQ#&1*c6Kb|U3N=44nIa@5!7WPoTF^u2F zika{PTG99$Dajh#w(mTe(!6=b(i$x;cfFov@}Ba|!`Hs$3ggt)pdIS{)jv2>!-xEF zr_27K9Kx>O?oaIR)JawROVUlafncU7+t?LWXtMv)aQy7E&n6Ub8}nAk#)ZtTsPuUd zsi>Cm9-nkd?$R{&w$r-5_KVR>?wJ8s(!F8Wnp7hiznRBfQ&Xy=2#+4@n82_5bLY!? zWvP-h!A6Sp(GuK^vXp#86_a>c?NP3Q-hm*YsJtTkrST30*Xh*idMbJ&u{j@;3a+T9 zWt#!V12i_mhYyP@Wt5gFrkJwHkl5@SR`BD$h?d*HP@F3!Pmj+g({%VkT~5DEB?z!F zM095C$sIyZ>e`H`p~x}!x_}QgiW4oJIx`>T9Qf0`O^pYH8HY8~x9*K465qDb3<$4| z)p94+bc875IV2DJNbf?T#|rb(IRZWy+)vP2W~=eEbsqP0-cO8SVqp+Wv|&Z7L}H+{ z5g4(t*m!UfjL4oUTTa4#5$t3#<>+WK4J{q)mlS&B5Dqwva&c^=DjozLPex8rLjF%x zH2M+~{aGbR;-*m~_o7cD#4wa6SjzQ!L^Omv^>^RDg)`fttQ+7Leap4^gWu`BUjXSuA2@5>x6(B>8nh$fv`gSS;UR@sXa1l^GJ>;&|j zx1610)O_*p+dJvJX#7nAwCOA88os&j?GlLYV#A=259`)a*VEQ{bD9iu2cFUA9qm$c zMSQ55796V%1Jj)LmrZvsTF;FHbUCHnD|D@yUw(uWwP#bmha9(>NDOCwAbV+Khj2(` z=0yH_eVA%xH9CA5R;%Ykhv3VWva@I}-=nWYFKwJfEeBy^*F*fEDl~F)I!>LD7)Xrz zM-^m{z)0S8xN_~8##Q57y2v!v8jS~bo?@SUlLPnN*5EFSrT%+iwAcQ=bgzRfp(caP zwgvG;?FUt#-Y|AADCijGzr^?&Z^}^cff`0)zO2ePGiHk_sMf+3aO&WLQ!(SG8;8~7&{~&0X_|xO6 zYE_+h3`g{}SVH6Jbp;fb1sZPhXHqoZ5q9=SN7>Qmhws>j2bR*&U-BNYQRr)-J^D<2 zK(^G|F!7K#PYZALwWIlbfTKAalIvH&O#p{zre{0S#iB!z9?M0$bi-2?PtrLCgpC7= z?h(D>Iz*i}6j)Jjt18Urd>HQwDsFGWigtYpH>uRn@dmu}D{SUxS7XyEc!tc3XE`+M zxq-5dK8OpCrB8*4?o=i0sFj~0A%gu1@2S3;M*I#sg@!E|78{B?c>_;48chX{3{DLv zk49tt$VPC0dl0K3@M=WSidk!Tzcy0V+)T@cabTUGxj`2;!bKPH3Xv?TQKddd8|*da z`K%lMol?gaN6%l-KmR9O^FvA$N2lzA!10&KRL#!h-HalS>)PQ&TNFX8BXGgg`ogB% zdI%yr>#8cO=&t4FXrcTtm6dbWjQ&f%A0xN5p+%GB2QQceMd072X0tlG))ty?RKKqV zevd<;hbh}u5!$v!*89yj;Tb*t?;jL9hW8A|cEOL{6aO)K^|iO`{)#{p9pjxB1wYw5 z!Tks5Rmuw-Lhi`J0I zvO3#DXxq138ct8>kfu%7cbVIkG7Ky-m;NIVjj;=Wz;<$@&#bYJQdx^Aq+IHfYP((t zoM7P?@tvYaOQ6BnubrHn5C~wO3C;nMl9GT;0*Di4YikRv9)U{a($W%8>H`t&va+&( z$24G>5EmB*tU`fF=ic5P(6)!cz@3&B&?G}35CC=uIRgR$uIuaTflfX!Km~eqK<)(* zK!A5NV9o%jf`9)b|K-bjrE=fx;|Ms7>FHlnK=m3t-04YvR z&i_=?&dxv$!AsDR?ChkVpdf2&Ymg9Bq`kczJO^f+!0_VPGw>id7?k#D`Mmh+De}V{ z2UkGGJNGy#C3U~FDsay$2vWPp6-JdldSd9G_B=9UX)kZ&6$jU+A^r)D+F_2Ef4CWeF6jbnDLcuMeMBCaO6z`E- z4%Icc4@Ejgf>J@`-8WqzjjWm!RMQ(-^CG`ZOinqiX9Hw?Yzj+yzW~T+Te&G}8LAoC z8o9ho@7*->jFeN?6_S+W;4*d#0ZBmgmCU}Kz}yy4skp|;km7D{WVK^twi7%TUX6;1 zuJX~+f2*ZM5JOUel}uYoL{6qmtfDf62@W6dAeqW$1SLGts(4gjXUVOc97&7LiXyYe zV{@R`!o)wy{q|7l_4+@G-Zy&w&BDjnN!2fr3M_>i>atU(=Ok*g)=zxGaIdyrmr?a= zAgR}9ORRZR%Y$sLAnXYtnR@%0PbAet;4LO8X@V9%jr*-!w z8HamIh=`(pT=qB$`#xe$279pcga9>Ge!6x}tG9q~|KxtV@SOPDzq7`-xD#YFk$=?o zejc1?^6by0hZZK+@fPwHdE(R*CDS4ukY_36RNvsz42jp{~v*%dGt#Yn|zYN zy~$RB#vq~5mXiDFg|_t{W1Ze6$WLdBbnH9A+q;$>*Tfx-MRKSxVHs^l+h?kwfYxv`EA7k$9>`qiIj ztR4k!k@`ffe*(gHJXHBmFfNR&h~_-XgDaffiO}R%@RMxKLbf2TPI`cNIK}mvk7M_>64pZ5WE;fLlYp(@SAGm0BCZpn64GRuJn(Sn&~s@= zzkC_jPs|Hs<9e?D_#7v0d?il5G4i9H(|g>REl&dcLWQeAw19?&&O7=WLCzX~zscXX zYeV#g`UOxiub*vj?Zry}%`SD@*J_%6pOMnbvKKC$P(!4Chpn0DEZTJ@z*@wA zX2TlgEo`w zm;~^@17BwQL$zDEa^DzZAl}1|T5JUQ4c(QmMn3lm(GxwFihQJ#RcQ?)_$67%DH$9V zY@|9eC4Nw@_b1-t@RiTv{_9H5xN|y-#6;5HU5ED8x_N701Qa9eZj$&TT zrCnobuV0w$MhVS2n*QKRBX%i^r@}uIESWDK*so`iA_)#w2O9>50a{AT&!BS=$@mWT z$*gEwG$)=ZQc4=89^t^AC!u*J9;1mdut=QODL2((+R~1~xb!@_K+_zsZzC6=CNCf+^&HNk_E?eQqT=mlsUF1a60<=1J$jkWD{&3dC+>?$<2niaT2ATHNdSxn;O{DTny} z!CY7AE84+2Pj&BayWv5au3od-c4|On+Ay1NhZVQ2$#nR%>&R^wLvaWlU$oG2i?)H_ z2hU2|%swC0id zq|Hd+KDJ&|V{-SyKtEO1V>$%ZBH7%2eU!z4)mKmj%IohDzZi0gPjpSr9<4u|fu{D{Z=Y8_xLmKS>=GSGfkm&r;I|MvKR;5 z^D#oFer(?5FM;LE=HJv7jy^3$gfvhMP*#cv#AU|biP)DCQV34w;|b!BJa;wo7CCKV zg>p^C4l9ko18^L4DF?}a=B;TCnVbGpxX> zF*QrTT73PKqJ~_VkkC_N7MClQGNmw#N8k4l&McDlNPSIfT96!08sIgH;9sy+OrWn%~CJRq7J8#@P>H_`7#**Q4D9xbi`>==)a!F-jHlH%rk$dmMbo|Bsw zOfj(A1>xpEXe9_u@X7c~!K@C4mLwy*Vn920QN>`fmE6xB|?% z8e0CZ_0uglObq1J8y(M%$?OmK?S|^-I9hsYtMT51TF%KyR2XlmRsM zd2cs$ap|t1CM~Ith74w#zVQppLZ6`;Q?y4)dC^w0t3L#>MAY_mLA+d&4Hb0gQzvhl zrX>0PMe&4VnI;%sVnCiMi&LzA5>*Upf5e4S`X!FXG?5CSOi&Gu=bwEy8*7bEhvxFQb*~9YyW9*WPTdrk_d}R-T44Chrkh?e_7Q&V!c?>m1=R(}vLAC0udp-*}>D zU+25q?2H+uVSB58@R}0{TxOn8Z!?Ke{qnK$;r|LADU5L+;S}60MqY-wM++xX1}cB( zH)5VqguA~A#Pp_)m0Sh~8`12|4E>7#Xv^P*BngRQ-wxU>LR zgM=hxg(c-A<$xd{EGaK0t0V=M1`%lmuv92YK{Wu+mQi^kt0b$YBPIuhR!urv6F1>d zXmCv7P0^501j(rRU=gXE-ZxMQ3r~_3%m!H+YAaB8>WJ9!1#%7&JsvzaAfln3*`p#9 z)gufJh?*0@C++@u{iYkvk@SlU)wM_D1BEB*lQ^NZ4mfR+YOyW`mNrC7*&TZ3Mn2R&HuR z@IBBpAI|Z)&0hQQ@8_D`*;u%RhQzte^sxO%($x&^RDmNIrTDmTC<%N6=0% z-=vi_pFDGwR@MRy1`CXgs`k_I??>DFhb`ZZWmR?b9sR-W=-SWiy~8Kke*OU;W`P74 z5fK5p7MOKMM@NGol0ZB~p-|dY5XUZ@Gi)t05!HlvtPxBwpW?})SuxVr@4fIC;fzk^ zlcc}?nYpO`Nw{2hXv?<$pbE3-5QQ}=z98#A*nLjT2K@b0?{e)=s;DJxKUv07 zg|wYboQWWY=I-~`N@Z>oe>^s430$}~y6@evviaRUFe4K5O#+)IP?^_cAk$ur51OHr zELFILhem~Qn4O&sJOTg#8_45ei3ei1mzNhX!!kDqCwjm#P`Rp+b6x~ngO*$!8;5+e z^*=`dwt9HYMCe+RWJXxTeNtFbSS09}gPFa14mkVNcq_|09$dM?%$cn9Z? z&#UhiqIb+tpHTc`hQF*3qicOm&}&|?V#bdX>{mYE=hU?H_2Fyh2C5LcYy9S5CHscf zer!$qH=X@tQpU2UN7ZgB6^Z*5#?YZR>$G8pEO)NP$P(-U(xz`-#hKq~AW8kQkN!zL zq+qt9hJ{+!Oqxf=B=I{18Y6=x1yPa44MjHilk*|kkI#an6^G_5*lDINQk4HS*p~1F z46<0&V=*rMF=D@|f>7q;(W28Chvcz{vbcxhp}{czJBI#Gng>__fD3?4A2{~}qX$3> zU>gOFqX7m1z<@`PAK0ov3EZMU9M$eegmXEc+8?vd2p*xm+K(I5Al-D3vu%1wwqHuJ zz7TFU#{4g-9Fyi9Zm8lMdeToj*^f1lnGzgXZZgkeW~5Ne?t0C?1?I@cd<-;-9)v*S zB-Cmj>Rz=k`r}}|2KaD=e&Iu>!luI>Ch2fhbRr#l5lo9+pZE@e@ebEo&j>#B)fhWZ zL4$`LkLPsqkfgrG)K<0?NAu~hYTp*e3q8}9WRx|omBP3N?vJty-W^aMKwYI@@!aWvp#WXm+TGkW>T7pXwbGsQ&l|#_)0{1zkOI*eA6^Q zOaLMSZov;=V5){T&M}4R#_Gm)VABbp1CM0D$TZEJJd(=*6cQibJoCRDYh=aew4NVY zmd=3TNkcUSL?uB!@CpC|V3vcOua1oe*y;jir)pred3dgwF~Jovtco1}G6r< zs-&dk`24a0wdGbZkL>)uzJJy>wTJ1}i{|nP{Lln`{<`+_==4%6a}wOTl+Ocn#x5ik zj2c}#Z=k7x28ibOZ3xGFS=&3S|GGozKQOX#bZ~M3ng=UAySM^vEJtlMjqd;=U^)VX z41i6bGKoM_^vf4e0kE@p_UxGxJdcZ;5A3l4+@j~e#KZ*LlYxAoOh7%keGSy>VFc>( z>KgRl#=#jNe0X}Podrq+pd2`)2T<3?j~~O!`hZXpTMr}@u%5Vs`T>0lpcViwK<9z- z0E7lSgpdO_2MY(p-u-~&|7gd)U-hb9Xr9;wm1lZ6=vlRJet89h!Fuy7yw9M zS@KS;nxCHs3rVknfIl=F*-+zJ&@JX^i{Q#W~_D#Uo ziMdx)Ku&XH#h{`Vpaj+su!R06-}pv@&jD5lAn}2P092-DZXe#d@+jpifma_O11bip zcXf50(y<0^!9$P$6bo7bo>Y!(fh^8C5l|BnpZ=iwB{2N94$q%}G*u(ppjy)##~}B>;vpD92LRa| z8ym9=K?2|n$bG_6V2c5IK*J2klol2iCMG5T!351o{I~`>A5dG_1+9@!8Ux)AO0axA zv$S)noI0M@_XCvdQ?meg9{@kWZ~Q#uS(U6rdhL(O<%wmcMNt zgE96veFF3cn4TL4fFAhX-}ldWB0>KY7Z(Gd6#&Gbi-5=r>I1$4n5^K_fX%Ijxqmho z&0uhXfeye_@NK}(7a*)aPX)MQ0p-KftL&*aM}X*MpDvCwjjx2G48e&a!}_A6j@PV6 zp~s3x3_RnNkVmWFal;cMY1x#N*_AMq@t|6)>LvRv=)bT9=w_CUGnE-92#&%l8d!0y zCeyt2X$kH4bERJ>7DTeVcjF#?!F0Y6q^>aSiI`aSw0L@dSK9kIuB?SLSnoo~qq8V2 z`*!*PjKQ6SQ5An_uL}yr9P@bCelU$8kAHDX7x&Ph4my$^ zq$fAeydpkaR%EZ9zFuaeFtK^TZ}yrXqR$F_#ISY-Ldk8CC0QCLSJLIci;B$W;Ikt% zSx&vGVf|>uw)@u&+gv4r|KLkhzs^$5Y}j14f2TseOX0^SFh~f2GNv$$?Ou}$F(-^d z8&YFC$CATAQW+8jh}VupM0!~uvHRT*I3uo9G=lh7>Mi#*b~;a%xHS5rb&4&xu848+ zq{gP22yIocJeH^)&OqcE$rj@yMP!R%)9q$BT+K?e#ngo#p}fU=tsCrkP^TV)4Rkd* zwA7-)sYYuglPI0Nve&;Y!M#LU-mTYb`eO)3*)BA6jok%EsmBmz z@~5!&TyQ7vI>7YwgsY#KIP;T6@fE1DFoO8z5hhEn{g1#)#^gsbpP#i;4O!5y`S-D-|VHbu-KRt&PaR?mJ>CGS9-ecIy+b~Kf`jDMwdgfB2Y35g+%3tq= zIzpj{Zu%5kxOU^4)qU#QFs7n6GM#0+drkHZf}+-tK*kRZYnMM{?2z4rQk60V;~X!F zt`?QJ3cf5YXdHG34np-Blsuh3EnFi8m*5=&Q62uYEJ^6lAqu-C4mYvpNnCA(4j$x) z^h_Rs!8*e-jqe5%HaY&Ua`A4{3J%ozHTLJ&EcU-jPoXrwE$~S9{AJNn(q$)jN|}n9 z=pms4eq9e5;QVn|Zj`St2Cil#OVLK}G zk3;$&tSr)q^Hkvb^SNou&OT2_?V_=y}Kl48NYLGTDj!@Pgflt1NboW{hI4ILkiBxtT^ z?jnl{Dz9ODiK8!7Z_kbHeYz5WY;SsA_U_WP#W3G762UVnS~+gve)ZK(64Cr2Vd{_mGd8~hm&{{|B?k6& ziw{G>ZIP$hw_X^35`Q-0R7V;-DT0{SlAyEk%pWrZ5@)LD!%cV4pUs;Myk4Ld&78FW+3ZUcFdlhxe!))zd*?#guN<90#;kxbT*Z)~Wtm~pD5 z(**~*t^fkmId|Tec}TJDOZPt7p5x)mtRSX0Uv!49%1WPCN2pC@)c7LtznZ+9ATtoE z^SDm$_$)apORy+#UP__)Ag?;VvDIHUxXKraPOyhP(Pk#2X2sYNOgBb}R}hwreOg{( zJ>j3q{@UOjBdnZ>4#I)E6irbXmRrT7A=8#WRd=^LY{^{kU?BT~%W}wb%WvVY{cPBu z^eg+diw6RK?ESxSa)vOLUfFXW+wc-ny^%b}Q_Vz|U0fH}fFuV?v0~S~7k>`1Xk2y{ zLzysIMepMcR2Y~4w#ctRdn`S#pnw+H@|Nw?LFDu{)B)3TCKdZr&Ajs$eCfYmQf%ru@ zf7fAh)_f1CULEovc!-BjcPvm-Un2HMLaaT$R zmx~Fu1W5iZ`5iPoz{WkN!95RRAtg=C$N-f9R&c;q4v-49$|+LRPyPsUa>fkWdwF^S zRqW93pR60yOQ-hz&*f7Qh?WyMDuS@!U~+;O&?JNEZ#QA3Qwu)>e|QJAKP$@1n}SO? zRP6;r%J4AY$SOkC1{x&`9R+hCE)87lG6NnwNTe_$NqJe>@17R}R-LNo+;o#UkFOC3 z*J2%<0RzfYPkYb~(3^X1nnnH{dZU{T>Gx1rb#_wOhCX1m1qocs#QvB=J zOvJ<~%Rk2#m9Sm!AC zkffQ-9-WkFtXR{?$Ov?osHmuJWrkLH&8%zpdpc*=G~&uPyQS?`Z_ze7+{1%cQms5s z9Q>Vhx4B7!265k)W4_lSaB*?jJfj7saw+PT=H~ky|1K_CtQ#Ec?VA^mdQO1E4&;YF zJ&)c@0OAMToyp?DLaoVREHOiw!T#i=o|P3-mX?QPfhY{+-MI?fQSlm8Ni(Mc zy#QO`Ty3t(cv@C;Kk=mmpQsH)BTosV4bPZq_4Wh~2Pv&Wq$lzrc`bL%$V-tn3y*I% zf3Cv5kBt!}s4}MxmnJ0Or)hAovQAA+EiNzn4Oo59B4G2>RbSJo?OrYx3pp5N56L33 z6`}aP`Mq8+^3zw@y|Kd2M%4aE!nRFjbaZ)0BpGn{1QT8S88|UM4piaAohKt>Vz5b_ z{5~uzFsA~k5IE=Rs9#=KNKQ#QBf-(N__WfZ=dYN9^B{_7X#;acbLDa zyc*QfebzOrR2~c}Zf5PPx9i0>#4}S>_%X^{Tou57lCd#omKN|MWKbO% z5`y^885ITqP%O;Nqm)bj^xTBmNM>}@&$|I-4#|QP-~iCV!^-OQ$)Eo)rxLOh^$Xw* zaM4}1<)Mct$_caJ{!<}Q;RimV1z)=dT(&gq*r#=at_NJ=7sFz7rUTCq?>wKW`P8-&pyUQS$oz58jP7gQ}!y%>z!)<1tN{cIF%Guw-BH!Zg z-&ODV5AO(58y!&w7Y0GPkZOvH!xOz z{wdNbKjpWjp$`gA$6{yofeE}7j7|=; zhsj6ncJVd1iK*>$&eqQOL^71o<-{wdb>R?(z)GvL#nZNb}KR!q{Gy zf0c8DPjpB{Qg8h05tFL;KNognum2vby2|;2xK~UJqDqjB$yj7zE*VO9zKm;OiT)R- z^sk9{Xz*>013ipb$KQo-SyTHTL~8fCo~Dd!zFqXaYK1|bhmjZ(c=>csCDu7K_32*s zGe-SL4w$ul^y3CmacSR{l$1O@Jz+%jnaasUCME)@8_v`fn{G8VgckfY9Iyf8VPFaX zlQ(Du-HKmZu0q)=CdS6L(>b~O)^IC7VK)e!_8nr1nOr@1?7u*yB>xpaqG;gn^q%?jTfP(|AtK$VKFdzrhtb?tgbtiyt0zgi2LpD&I6NiY7v==@fp%zb$%UFEhFN}81OsW; zO%hx;14CiwA8_N1CE<>hr9(rDp0Rbbvm?cd03#o)63!mZ-986w++Qy&nHd&&C-=OH zkd@d*(@U@8SV%&vc5q-Befc}6$L_>JGR+wJ&$rF98#J@=8kX1@(KqcFQBO1F@MSe5 zC!RYixGjSSU#=8Z%bu|@R}6zoW!{!%#idVGwtB zJpbuMwlTFH%xMo7wv7a+i&hnmd`pg|PGH#hw)MhFcGM-D#n(ais&RHMB>0H0OezuS z5^mRgoI_czw`(!MwXD%%a9hsB^N58#-FTk5riglO9iOX$DcO|g(c0%FR% z{qx;jH+U+drFD061NW~kvB}WVWlNmt4sU!1jh^l_)VCGd7B#x8tYtYl)C2^{TdpK{ zc(f@B*($}cu^6bRQCP1;pmGH(r-2v0Ww=QECBB2FgvU;kDxIo@$D5l5Lyq})o@?;@ z72w=bh3EX922^TsQTP3O>_j;VtO(<(g+tG96kJ*o45FBUii!&J8ruf_grRL8v47`V z@M^&cjshP&JiaI~#thJ+;?a8=MM&q0h=>4KL2!-at6XpnI5w^ zf%!DzgsR8R=%0aAnL*+Zc7JoJ2c z4*Wi~Z{M&yKRZ7+mb4UI@Q!%==9= zJ*MKYe1$oIub-&FAoYza^y@PZo(*Xk3%>F4zGK-+se8Ad+QbNtj9e@eLnNK6`t~h7 z2}X2O6j&An#!ql(owslJ12hW?-~$4*S$=3clhC4-iDL@EByUpNd}Pu6OMa=$3W=C6{rmuEKW+4qnh>HzBoFsAW~A*x{i@JG$3mQES0YRX_~PGH!HEJzV2=? z^_Ob;^`gE;2!#lcr)Pah{Bx#k=!LO!eEQQA^rWjQrX00fD$ACKqy0P5ekIp1w!6dZ zE@p|p#6;yanvROd{kd)t9QC&~0*u(MHy`2(X+0)DLO{vvrpog&l?`$bscRKw8FuNymf{h3Q6tIfn^CgkhvMg@wZi3VIVQ zwTofon+5i!*uP5RGK8c4n!?KJD{$==dHE%!u4G3zX2-`hnmF#W3C@pE=X!G+d?N8V zhKyY%$!~w-N)S67)9rJ-?h{9c=OqGnM=;+mOdb$*Zh2ImFmZ(B zYE@ZFPNEPtc3y}clIJQSZbd2j_cnyMn#CNxKG|i(%KqemR#zTDQ7stD5T)1|bqc6` zvTr?JIVGNm34M-VE@}c9c1Yn(!{Kp30o_1m9?y5WrAxF0_$Q^_4+O

dR>LT;DhU z4Ia`6iJ_Y+5Q#^Z@YALajU?r${DV?UL8Ag0==%ycc&%$upI)305J{aP|6bxvs*mAy zAtI|CfBXDq1@A^AP_|i~ZqT(VB8QOXNK%%;TTE(X{R`Z;T^V0^Ti^G3mv2oo`=em@ z(Bx;`np%YmH{Zj=2}r<<%*X2nXUwxNHoFi$yDuQm9%ry;c=d3Q;8R6%WF-H5HNjJr zUL;{zI^-%rBthBzgZ5U&zGmbobw`q#nME4g;u2G+0TmA-rEBdKotH|*jWE+hjh_93 zlyXYwZGhC`m!PNFkdraC;`h24*>&(Hbi;ga#TWzy+^zFAF&=u|n=T#FsW>VbQBQj* zu=y+7rwJjlv{AV}NTtD)QZrO;Lda37AT=K+SKgM41A|VO=kfgL)5+U#4u+is0xvBT z$R5kEUCXJvB-t#n4Bi0y-(p3s|f9^e} zh_zIhd12?uTFTRMwisOR!qnyc;$Yi})g~KqV=ac`6Xv>TeB*uAV+@kzlqb`$ERc~88pUVa0&7%EDvG@e*D zA8-%CYu-)}zcIY^K`GFUMMlG4bf~f9wmCF1kC({{eRn<^$>^vio{@kphLuO3rlNlU zS6Xf0uqo9~g&pDrVbqGNBro|ldXC77Fj_3>=ITZ4@AkH6TGoA-y~EW6lV>7<64l~r zVIb+~4F{hgzPPE4+!d`_awNi)mrdqT5)QdleXxd{1~qD-JG)&cV#a!4OSrlLylh6{ z{%EDMgLk(`1VIX8auC?QD7^k|MeUn}jYQ)l2F!O()IP5SMhx7w&8IHo9Xr=@FRT00 zBHH66<=oK(nV^@1Q^gN?wswAUA<~yTLf>_fFipAZoIMY_2|DVB?Lr2vMvQRLLfAO6 zQA=duq zWw*rxn%mFO)nbhn1=Fy5aWtudv|>SvrcNPT3$^i*kEs#9FcA~P*~_q6fKQrQ_7J*F znQa{v)yjYq?iQC7K;}Ni2}Wd_^}HMwBeFa})S|e*#N(s#Y_#IlyrXU`dOhLz!b@HH!JscF@1JuxvgFu{$DnG=qz#f=Rf9HLFAm`DX^2_g2n zSW!+D65GES^Hus{B&(Fo=1i(t0df2sH!fL$KN`)R7XV! z8Oyf4Hx(iEiw-mSJ7rWVm-8%NolT@#)kAyvTF$Z-H)KalOF?G2VNqo!iwHt0S4h!^ z>AH2{S&`&e;mH%RSw&*o7PtNbt_;0NJJEd3bzDl>dKW&Zm4)`@JXw;+qRwzygp7j7 zo8k4B7jgH%{2^`Y%_xD@3Uu;SC5i)4^{A_AHZTX31gu`t5T&J1U0z(IdgHDq$q$?*>;bZ<(|U z(5Am@Ua^Z{qfZg5n4K|1Ge-$;4(g54B4u#b>&7+_QrZ+ZZp$R=m{f#QCl(Vqc>LI> z4mFnlmcTDfR)w8BHjqS(?;L>`C30QW6+*p|!~o^4Z$b*{7*pc5x*v17bDGI{CZH1X zB*DkZ3`S#N4poxu=)rlruRSd@Px(*RS8}&NioU`<+e2;RN9qauOC{gu*WTyW+sx^K zlsPw(NQz9NU89k|i&Lrl51qg8^{@)O6NHliTH9(G^3s5nAzUQ^SSUFO`5mOlIry9Q zjBxbHtMf>%8Ym<@S)Lc}?E&X|(r^~sKc>$e6w7gK1q9b3MaWfWm^V$B9hJ>keUni) zXmcb2u0IT_#H^NyyYG&g)=x_|KDD6Fwr8*1y6O+-TRD~gxMMnfq_$l8aJ@i++fqVqY>W%b?gDy+W zptJSTk-&o_fiTN=r0^JojO7Y}Rgub{-h!V?IV_6?;-eZn&GG|T1qIgjFN{+8B@*;` z(0IOINY<~6%g8HbrZDm;){rKi-UYdrChcN~N;&EbCK_MfCr>4{vJp)59UvZZ(R zpM!*8`g*T)j7Dj);hbG=4w|)Kg6V%|D6aiZ-@|;KZmuyOI%1VLLjOMLL=z={IiJyw zK=35@s@FN#@T%-r8RRhPsR_O8g=@hZoMFW4;pW)hrOiA>8NkrFg9tqM9u7#S5lzmt zW7n(9YC*;SkcN}5hL`0tsjkw z!ImXcW=!`b|GlaSemRUDHF-Xzy6R1hF>^SSe_en8{-yvI1?qKT^pUoq_`ojUgBzuRulXN=&UM}IZAu2|h7O9jp-R@Z5vIv& z8l;8w{0vS|YJ97?(;~BX5Skve5XXU!Q4YBRoLf) zwSt|Wp0}06uhaX_A~0*{^*tsnU-QA|&)ywzn%|Wu5nswsd5EM)lJee@R!4@5^?qC` z#iV_b6z&UzPE1&+1r%FZ*kX*(KHn&RWEif@Yj5T`iExz^jd0aXJFbJhF|jP)W6$8o zm{G_;NN5cSeb8fq?!|{#wk0I`u%&;Afu`xLtwEed@NQ53xUcq4`o2Q5Ai8gtQ{gPWP%H@;%{ zK>q$I%2e$@#1@Vu_}OF*e)RL3($SJTkLN>6h%9a{7MYyaVaSEQETbqitDjmU)pkka z59cnMzZQ<=HcQUmhSAx;J{8WnZwES|$&S+jUE)1RV*hMwaU48{kdLspIA5~G7L5eW7$fF_J{nOd zTJwG@vZLgSuIh|R&!y{l4B246=$A51B85PW9+1-TA3tMa>h^~Xw#3U3$+?ot{(~30 zTg1)A+W*bJi-UNbT02@p*@b_St}@~=4dWJ9oH?%QhfnES>LG~8-;p|N98LL3qkVM8 z7#<(`=28^tcbuhMv`^5IaZJAi$2XizdFJ@jhTp)|pbp84-cKVGK%SYsQ*j(JByhX`qt$>+K^$_o3Wig1j;` z*iZ4w{Ni%`E$JQ8kYpYu+>4HEXt~rN(t5AO1b13#!C|X3p+kPRaFN`Ok+5k6EQ8q| zcW(NI&WU--ckINL*au7h{?odgiJD7WUAVMNqpQi}G{RLBCmz!t>a3auT>PraqYF4g zgzgYK%-S5I2F~ZYElmkg-Eji5!&L^jpmf_rsHk%*4FSdJyD|Yh(jp=;&l`@Fdaib@ zOz4l#+tDNf(Y%hQMhyIyv^5p#kZl>Y4y3f_jwL}@LFZ;uJp0_6ilcNTJvFsz;@&^K zJS=yw7W?K|X_Z@|#8>=M-^@Il{zBhmt2?A;bE6(!zZ$V@@%Sgj_Qo|Vc4Rct&|Bg>IxU=X{|ih68|%=A_ow72+t=zeazqS5`E(|Og7%sYSak8^Nck+Rmos!z_A zpw(mUM2HgKxPLCqnV>1#_`xYjtY^{YZ{PLM!)9P3FX9ra~S4K=qnLYeY z;o*T!!y@(4&Tv{_%_iP5l`L%D=IbL1#rx0zjnaUv#Fioj@wh*_V_GIkRTByK8xHKJ zzo<3j9e$k1O*q9wOLM-DB!?C3s#f9RPM;);jmN4z!XEc7k0a#BFjby@Tw(PW{XSY! z$#r_pqjJL$+G-)2s*`ToU3Y{UA!|>*fphbc)Dhx{mt{drpU1?U&1@rFs)D>6wDH{d z#71jUPEFP2+4NmrRpm6cd!B~JzX=`^E*{mbpjXN{kam`!lBeHi*9tN9{)K~7(x0;l z!!?=+FYa*u_($7voREw-;w4zJ_sg-TZSeTqc+Xaj2AA8bw&`{suj5 zxC!UhZ3UT#8Aqhum@`P)kKVc~lSQ*=EQUXFboXD)7+GPJw3qKYh_fKn4?lWA{;xY`Rh^g5!WR!)4e<*f=CDV2d3xyh&s zo_=U~4Ga4Vdj3S%<8fjPW{(PN=i;=uY~uQmyQaFe0NrWCJu&RZuuq4SFVy|i1zlQ= z2r>n;wNtc1_1sKYGf@cCy*0FfhB#U!Xa`Yeb%;=g^MQ;Ykq}OS-G==aZUWUdu;53)nkD!M9^a4^isP ze)s$W{TF5^h%Cb_h{(==E8Yx7v8+P0pAxeD|8gr}WELc6+$RihAY1Y=B{rw2{z@aZ zsPXJ`-B_vRhib1FuI_{9ZUg|h1cT;sK3%6)0;U!@J zef5WwbL9FB#z|#3Hj8@D=yk>F#JFoare!y*UyC1I8J~=3sROs@+UdXrqG`IV5S=&t zg0Qpcwc(Ok#6Rf30_$aZjqC$G^UwG5_AqcqJc)QDO+wKDs?23DR}^9?GHn>4<@b^7 z@gF3HLY0>6M%Q~E2ioG?LpI@?t(h|PV%VRVlmf4r7xY6hbSk@#S!_*s#}BdRg4SqL zS$3*ITnFFJVk3XrG=WCzE=OE)ep{B%kCZPDI59C1tcQ#JGF9t}6=KO$CF8GH%ook4 z6G?+xO?VEI@e(d68ndf4+EwwFBGfwhbY*jmP4Z3gdS{|hK76I!ebdZU7V3K7P$A~r zAkA>(bGulrr%jm)CZk1taS8f<6vX=~ce-|KcalbxI|8QNE@UgOEavZp!dTM=J)GyV zs|~NqeoeM#F8-g7?UlsrtR{PZS?WJ<5;o2A6&wh?>!!M8RY^7tkvdV?oI3VQmxm7c z*mp4Xv!HAJ&}M`!scC-Exf+Kvb`MDej!r#|@yD=VdY3U7Y=&t){~7HCx(aOS zsLB@=4y{)^)Jm1Pif>?lVk#AP1hLMM2~@ZSw12c$vd65=ZC2|FaY&!)$^C3-*ZeF< zm|m3fnsKI@$mcPug-~9aYu^`Jz4^q?ssBn`c7U~xFD~a zZ@4}pmoqn?iwC2Mqk4D!;;KIGu2EKdTvM*YjL<5z*zq=!Qv?Hzr$d^#r;h_YJU8Sd z7LUW*5svoWfzQKCXK6^YG2}Kyj{-~VbI|Qy63f%73XL$)vKO*b$p-zAyj1h@@Rb=h zN^VzU&5?V)5p2gwzqvp8cSM%EJT6e9P0lw}=QYDHO|`UIC*67I>*ScLJ|&r35j?}! z-ywTF3dIeIE?x}SY+o~;o?oSYQLb;4AZ9-pX!ig4q@!uu-QOECqC&1E!D*{!wvWuY z_${m@xEznR>Bo?6*D@b$=RF*!mi@|{55!vg6Zs0?9e)mu+xI(>!TZj@tWef3gx7fCjng?i;e0%jFMFW*i?xR9zL)~VFDo0L)t{`~p4T^5y443{JlX%5Gtj)!(HEhVFW6A2OQC&BJsy*+1}A8IzGZ)Lj$Ln#q<*@tK&U`=H%GLUu4(ZhVRQ z&b@wJ67E{AXzF(18@ydRPURMiU^W70r{@Qyk?~+NJ%KEPuq)rb5RP2o&>K{&G}PCy zald>W6O_G7CO`ret5e9z=(c^mYq|2PV)Iv)mSQx)GE(vq@2anK3$*w-0<`YGKQ7AX z=ZY?7Od_Hqr=IiI$)||M(mQbMkNW>PAvhn1L_idMQptRy?(GdrlRPj)AtqfIi&cTH z*)^_AVkwjPM6lN=Dpb&lLY$MPT}1EdIu5sI(Znh2;D1(+Ui$+U^Yt7x!V+*dS}lJK z5Ptj6PX*K%#Fd}^{6%g4fZme9_Po!!zQsVX=tW-Z7z{@mSLI6{))LC_H!sneS;E|2 z;KZEp%6^|1w;fg4V2zykal=fQVSM=CPKMLG#W??!t!QV!S9XJD672ZHhvE!!d3VVK z3P-4#C#?jAy%MesXFFmU%1^t1vizW;aj zQMKylK-nBA)Y=n=V2;4V56>^x?R*v*t_PFur7}a57jW}+I}OCEhFwm zm{h-t`(3bigW!0`+CH7$U<+p|p{n1^G2Gk~cq2U(k)nYWD!N_zDbZWFl{3EiRf)0m zO*AW4#!W<*h2qbv(;bU2&Fb{N|GdDyK z;KHm?yoyU{MZ$@h@Hj3cD$iLUJozN~V=(yJOvcj(`sG$zUI6r(fqFJ9m*F?)4>T3=@&jbu^$$lf|Q(BIHFq)d-Aw$_QKUYRH!DR~T{OZbqO z+#Dp0H~iC#ZRlt`rl0Jh{*#g_Jv;MZ(3g3=UzvYtf10VjV$>97UU1@m-sq_^&=Uk3 zIf>?Tpw4|Ai%So(GklR8K3SjjVWEoir z6?M@(?s6;k=thj{IX8-~i(vKLU|^loy=!h%?Wq3A@9)ng)&G23gas*_^pP$TnC**7 zv>~?CC~KXECTZcM*5Y`*VG=oZr&p1nms=b9nvdd~s!_W!;{%U=|COK1npiT&qZ47| zR|=wSanL<>6~?N3JB+wYO*XN%8*}%@Kdb8;`TV;|yP{z)h;@w-)hXM~#4-A4oqL3l z$aFEnZ6bno5K2YYh^E6Y_*{Z!X|z>ym~?g$g7~`0`}ye%cWSZP@YmMKFRke?zLRUw ztQVF`XqO~L*fOqmGu9&C%wf&$Osnd26AgpCEK}pVyOQX=^-f`$p;?8F;$>-?-{=&J zu2{MB^aZL6MmEm#N3Xp~TcuVt6&evE%a#*@5$96I4>$GmpmlTh<)tT5bgpV_& zd*~JX9!#e3UoTWtnHvJ#)YR2=1mOSwm_*-QwY`O*0XAr~S0+eovn zBc9Mk@4ut|YUM|yO6c)Qu~H}9^Vb=#PMm9er({Y5146YUhK%K%Zrn^i8CxYvjmAAu$2EuzCe6U@s@Jm7e` z|9$=*sJxAnIo$A9Z|jTMEA$_)Mx~5;3QJ9^$<7H{_rsPZiiVJJH2$t^#5eK<_EQ|A ze?<{s&HmDB#}RmoJ=)5v7pJQxqx#x;@2AUkz|2|dS59jzC;2WyWs!fgxp&b$`9*oM z2sl@_RP_V@h!Vy!Lq-w)xuNqsnz}VZcLk;}Km6=|K^mckKIGpm6ODDrbF%m+b)spU zl%~%tNL^GFOlB851iF#l1m0eH8XXrMJ224(Z_a*i-yr9hQKMqn`AK^x*skW5wr|Yf zg4)w1n!Wj1&W+z@c)<)G5`CQQQ7lD*7SnOBuhu5`X5Le6S!Sw~vWF{CD9@ zDPeSeQjt6D@F2aBfsI@hVh;k3aC0h*Xb}=FX|_yf!t12aj&2^ zv+NjKJG?=)dY2M+$X#;4B0;m+%7m9|x*+Lw2eDo|=*3oGz%S%0VjNC2;7T5lKISul zL;jG#x9$Tse?dx>+9h(4D zMOA2j)z?sPD_?@Zs}AE+??i)dl10en)g)(X?guGPwofsrPxITRye7<+p(@`EQni@H z>ahvy(TA)OQex>@w!C5-haIjvKRnmrSN2P!I$t5|>e^n6lX1F2eGT(sOJJbuMza#) z)wbU4G)A;CMcm-S@ISlh$-~ zB>$Z0sa}V(g@2l2+8}%&qiPm8(J)fQvW4uOWn{Ruj_7_x&0T5b730f6kb_8sQaM#R z7I1_(h6oDAwd-y6RI4Rin;JXfW@aoncVf627U%h5$_cei$L1HEHnxoQ@REk^mHd&~ z`dBTx;MG=RXdyuLFldg7Vc`Tz&e1Zv+Zj2cuMII^-Cv~=AB<1EID}yG-Cfv-d2A!* ze`rcG`Ta>vpX8C>SB|StQN}x|H|Ar4zCHxb271N*UXK9kc`fQsxR;{*AgL65WD?i4uT26a7fDOIV%2t$_8LmWiY z_#qO#PsOz-O{bikXv|R(Q=l=r6U!xL<=mUB{yQkS#xKk8JK^O^CMpFdr)^41(*RIYWL`f*S!evSR?-L{4JYMy)4aK)cgvDrrs%3!%p3{(3h zIx2NeNQ;qeqRUczmME>y#IGs5N=+~Kea4VAZEP2{Mj7K*2prqBofzX&9ZF%huFInD z)R}aTo6ncOy52bi{LpvEXBm96c}rNAZ>q2D#|<{lh7VX8mPJAlm%Pg;)~l=3t7eg% zoPs{d(>cpQFC_H3k(GSIyNFbmm@6~Fr~cB`nO%u}F4WH7U11xRs$p{Ri}F9Jn&Tk?_y%x1 z0N@#9`~&h8aHzmV2VR1lLy(9Mh*^MHyOwTjY=DeFkb(!mRKV;4F%sAXR#a59w6qi? zE`lUO@O8R?q5rYI`=?jRv%k*(@d`L(;5r25^!D~z1SW$M0aO+E0(W=8=b&Bykp_?~ zz_J0N3l1V0*Dzdr0WS-%TaM2ofUg}`J_cNL^Xx%P%Q|4LQ&Usj+}r^7nw^~uC}F@p z|4)1Yz*tZ`u*v}ClwWpBaLFKG>46L;Z4d}%#NGi{jHzF|n3x#2I&jGV{dOqQ$N(%c zf5aF#n`+t&;FJMuTspe@Kg?J-dK^H~gkJpsp#~oTxEQD~YHDi04#g7_6Y(v;JOwyk zKyL$PSxQ+)PR|<1H1ypItX%YAbwd{eM!#BGHP`YhxZGiix@gD?4F<`j?kGytp zUNE#%G5(s2iv{p!PvY zPQ?oVxdxm%0JPiY4#9ED>;a|UAovJe6(oKFoE&HeK=nZ609G2H*m;B70DlJ6`Bb|C z6p>wBT_7I7dE|kz1w<3jB+xT5@rl0yqDE-PCIGX6t^jlr*fJ^rfaS_5|H1H}hX551 ziUBM*xOxygo@GnmC3q7M*5I6=I)Kjx|L>k$f_iNoT^N6#1JNj(I0g7@pfUkm3t-+s zxgdm`ot=T4zpShb00AB;Rlq&~TwZ{({+|+tjhm1DHHa)=S^%H;eQO2It~Y8xP5^4E zY6;rQJG~xo+IxF@pkkmUhE|S2vx24vY&WPIs1=A|0J;NE14JAEPQZ@Nz!?HGHsJE2 z>SjYqhd@K84W0m-gS0A8fk`R>IhjuuXc!P%AVNW?fgD~i1VNquOT3<)1)*VX{vT`v z6lNgo!5;5GtO1UJDd|hk9w-fH)PR~2u;O4K0N)GX*pH8oH#axICI9;M3)l&OE);A} z0LlbC0D2#&GlAq1SSEpVDYR@fqIw1d9Z;YF*&5I#fSw0$g6|g<6@mHy%K`XdPfrh^ zy1)zpgbRIreIQx3p`ih^EhroS>7YG9mB17Myq@3~VCf+D7z95EXF#TdU&Y16fnf{& zfi4G>JjhoCY5(Bo;95W^{=aSk6aXd?@Cz`|c6N5a!~|vypd|&FwZJj~d>7!Fz_bpkslP<(>u{oW6d9&lbwJJ3juj=+Nh zM(*C}CGaDFp{J+_;w-WT@?PI1p%|27UGNLA{h$p%0Dy=v^^J>fS&5J>sbhbOFHehK zPmL&V;ekhOPK|>V-WSXTRjyZYIKmGK>JF1Sr@<*efJ>oP{T%cTC!Jabh29d5o-2~X zih#7>a@egqCYUH37n15e_l5hKXyTD}=#gRgvXYi>ruIQvZY7wG7wFZ3#GvMWNyDg3Fvz`08Li6kl=;|_J8)*6J` zNbf7MVni+Nbd(%q-?(e@32aCrsSS%o>e%LG=e_ezo52}*Nly{qkk|Yn&B>c)DJ`Eg z<;>`;vF~}{=SD6HA(a;#q_gbY_E!>+#bFkUQ-T`RL{GgsSzx7s-xeGeQLpJkO8k*P z^LOmuqL>%#B`>RgK5UPV><4NlD?U;pd+!i73OP>0nT_O_vX2nx$N<;hRha%U4!VQ* zR+^88yOd{xq2;wJ4MArUyiCK?=8~gqQ+U6jv0xD165a2%IC9@LX{Q{E7U6N5DRP@# zB@V=j)!ELuphsgN=ow*$mbtfus!)rf*KP`Zml<{$-3=I0q_mtPQ7OM)=Ho#a!g7D+ zZt8~2by~I42t~(gRT~wp;r1ayo9(N&k5NIZWw&5gW zb(oYN!#eE!kzZo>A*u7S0!WYoae)e)y^&FGwBE;a?t9AVbky3vi!$21#9I7Zioq)Q zGFqK3J+wm@wvX*kPprm2ri$Aa`>FLBy#!_Q&ISZ&)c8pCuC7QvJ)20O;~5^{k+Wh* z#n)24?(+^%%7;kcpzsusrlRfmU|-&a5Lq7F^XnZf3`yTMk$tg&S-+o>lm+9N+qjS~ zWxMy4{jU8ii67i+c-+E%(ZG%$qQVRoAqlpw}=Nkv=PUr>o&=MH= ziD*7cg8h&=%@~KBoreaQMI5ll22PBUXYldf2*r?#Jc!NU+UjjLevNn#hd*KXhj@m6 z8yZW~$^Gz2NJ-{fE`2}9z#doiF!j*y{FNZXMzPBnf#_TXi~E{w0ya_hg7Sz7V5V&|P}=j?i&k7NtSeu^?q3NwF7Rjuzt_~oKIK7dIS3h_VM!Ln zYl$(fQxITv3D>{vi9a$3j+U!wK`cxWO1V#HjG(dk$xRE z_lr;eqkNfL{Q%+;-x~cwo|Oof;^Be?{4uQw^w7Wb_Y>OMUo^v;X$}5_ChDw-R+g3? zGe?#;NC?u@fAXFtbtE0*YbTcdvI|C>{M+S(QpjMG*d9cXVVE}duHLZrmJRB|G-X)- zZ5uKk4f!f7b+bw_n;me+u6!h4{`PX0h!5q|eHl(2l1bfaM!9dpSm4rBSLCfLZ&~no z&P<47sc5T$Lq&Gs8Whdo7>&^{23|p)F$5Pnqja3k*EY-h~d!9Tz>po_d3q z+s1@%=-+cOQVQqfnzuApL}x&C{IamWwmT~&F`|#Sc*6@PUd4H8PS+1`Yh2rYGdF_O z;27rcQ`*;ly>`k~jroOjpKK-UwP0&>nMWN#2n^BJUn@g}90Y0g#}ld_?2Pv#iWd+r zsv+LH?iIrK2e02sz%Ttwc9nx^>rqzRbi*wu@s~kiAku{VMTN&5psBAk6^J4qQj@S+ zwcT@y6=WTvd|W&knWm}vfuWmhD^kkUCr{gOZp=-6SmY+IsOIK zR6m5Dr_FBQ%j3ynq|peH(3WbV^&v=unhuvjMl*ji#$Ko^6oMe(DX?E@E2P7xv)w}Q z{?OU;MCKcC04;BRN#?q9TQp{do2E1M432Vx&PK9*~S3DIA}ea z@|^DE%lDdjg)cl5gDqYR4LQf3RN2p^5lSx*^d1hhIwUaCS2LDjXDD~zLQZDT6KUq= z*bEFSQ8uP6?cICmETMbQ_c{w9QF!y; zAt%~2eoxu91${g0yw6w7sHbzaly*p@sOH`cu>x%ysG=MQeD&NDf@X-$dNd zNGtuAKd&-$XblYEg(?>~ypE#o@Zw>p zjRKm}MhT56@?s`J3uN71G0VuLBfUj_iHqo6sL;H8HR;g2!e-{%$@f${*QCpzBLn0! ze*R!VKN7D%DXPTJ{ULvXI4&e1kZTRge1IAiquf@u3h3Cox8LiFQ^_=I( zYSa-}$`;d#Tb}VKJkAT)%n**`f{Gp9L7OZ0{`0)~?A6E z%Ex5zDu^_CgTRMsh#AY2Z!@9X>7SkEfX9e$>23&%QStiH^B*q!ID$7#KG|ouaClCu zcYj#w_9I3q0^H4If;U+Zr~pX0AfJe%T*WaxX@eloARt}C%+a3S_?A2_C`i}izI%6< zD51yA2<#V|&E>yM`(f6y{6$CINh(|@w`R1UBU`v(tu?Z&)o@S5wHGeL@sM|y|IxMZ z2)3@k(WmqDIO6^$N|V{nCe>%BsYi|%^z9k-|n!!>55ur z^c-}CvQHR7Zgjq?aPvVHd^(GZ`|1xdWfw~dtlgetHd}6T1?;z?rmSMQz;C2C}M9dme ztIFGulO{D>7v51FZTZK3>PM=owAD{+1`&f>6a~~4OSNZj=HH#bo7j zDU4!X!b_|3zrWTp@3|;C?i~?VbeoIpy%SNx@F&igyvH+}*^_sE$|R*&<|klqD@zJ$ z&P?9cEQ%`lxKWJJ?J8V%3+s#TRF9*C9;Sou03_g5Y()BkRr}&P*g-|$!V_qN0<_E z%4dqFlMuy>)`%@ZC5|Gz8`kA!8u_QXCikt?wbp69iPQJc5%U1tY z6uU@WUjK!O5*{D^^VMcGA~O80kApr^B=0wCli!RnmEX_W|AGSTrkjWRP`2fY48B6j54CFp9~ zvEzLyG)`E4%>b$H8q#Crv8_=utv$3%5^aLbqY1uaABMBna3pu?<0{6fz%sTYxwNg8 zh2m28dh_hwTO-0YV?09sDZAEUg|MQdK&{o; zzqVgU=A#|{@p9!0Io>Xf-r&Y)Rmmcd`~1><`m$hl(qzCXVh5LO+$8S~t$BBc>CYQ4 z`jgI)wKbmTx98i&T2&r#ITov)dDc0z^t9>zY2`b8k5_bqxg%S;^t}lXh=g?&(`%Z& z>*#sLVErYnWjS2U4RyNIP^1DZLd7+o&I4|k&#ip>_|(Jam!Xy8;wn7hIjw>Ck&R9- z+$JqI*%}=!ucMQGL|-+w_tMZE5f;(p#Ldv^beQezn7LU!_vXf1{?_Y2sO4Hhd8cTJ zZ1e#Z-~AI`Gj-I1)vz;hMj5knXh%$tWH5d#Dvy#|nLL}EA}lXjP3{}!to(1xU2^|O zhLDT-A^mq4h{o`;tg`3fkDj)&n+fj2-{nP{(K~rWd^oU7f4F_3q`^Ad^}?D z0-nK<_x-0~LXYW7s3s5BR;OaWF>h9-_iJX{`E_c%?7RDU(^9Bsg?u#3V6U>n-U<-8 z3nA$Jv%(|up1RM7XU@fN(KGcO?Sx~?ZvW1)Em(??}VG z*V7cvzvx-!vOhhMGG(<;&1T!etZ4P|eK)?9k=W&gDK?=d`gKv`t4>)rv5+&SA?*<@ zb4{IL35b?GTB1ZNjs{;HW{@J zoN$Nmc?t}Zzl2y6V|KU6-1{zDC_Zeb{FQL{IEU9k9aPZC#F#cplI{kPSV~E0=?;lSB&EBh1SJGPU=a{OB}5QJ0R=&%Y`*z@e;yw8#<_EXd)_l= zW_Di7%v5)cReGzY5aTOZ5`C!17{X$%Klgf)4qoIEmWp&KB8G$Ajjl8P$nGT~op8H3 zTGlY|KG9dW%3S8myJnny41IS3o8nROJys5s%Cdert_(F69^pQiV6z8OQc@sWtEiMb z*x$f(2;4KCbztiP3n>^z!JZ9iE5YF0I`auqGJypS>}p^n+unxEsleLJlWuwb^0+zwpt@+$TJh-2s*LZYmiU)pzU$FmeTxOE4!TLpQ$mLz zJtgvQ7e8yN@k;RhCzKVeyv_`mHZO>`DxL3{*X0ftd){?5(hyJ#uuC6}w5wfqr!QSX zWQiARleda^c>U`#y-LNm66@XBXw;^m`~(Fc0)%- zdY;jgY?kP?;>3s?5B@(6M|Pb%5six$EP^8_nef@*?2eF4_r|-;imH-Uop>d;c;iY6 zp3#>Z(OHe(i2r4tsctiK#Z{r@UP)DcPD zz|2I#Qe2MWkI1^wX9rKY7NfDIPRDJ|MrTpef{!F_KN1Mhcae-jA3S8UBNPei)u-_F zpfJkw(ZUWNbu-mGmtgB$3Bgx2gL?%XgbEFn{Vi#AYKK*$Y@K%L8|-zs^um6NxJoWv z_t2^ecB&Ch*NxDUN@$Na%%hTjN4x%FtW_CzpLm! zWepON=zl(^`$LG8j8hUH9}jl+iWzw0!3bP219Tc-jRspUI4^Pr;ME1*4)DTABNFfp zG?F>7U5WG&9u!~OSJl5MckF!5s`{FoHyW_Yv_wMFCq$vISlkj%c7=y+@9BVo;JC_J{`iCUaF`9pY_VMz+s#RAX z%d24!dg|X?DTM`AIP}WV(k;3uwfLw1x;7DO>ReUvd*YTFmtjpw9nT|&33bfA&CT`T zsT(^H7E7pVhf&RNSS3US`sSl!(ZW#@^!JKrVLUqNZo7nCHz3|D{yRjc$}^EBNL;q< zXv@lg^^x=lrn^^iDKMSD0XTyo)pFs)J{*H-9=Z=42ym>$$;ky)Wk>}LC)XqHzzs-1 z3&&uy2E%mT@Rpgoq@r3-9yor${R20E2m$GE3y$G7cq_m&1N|PbT#TgP9kEYKr-hQ z%47r*I1d47(ur7;s}clAaRd*~u%~X62|Qj1HV}-De$k=x@>jB-+p`!SswVd_QX~E` zhbPyvDa?txJ(TmBcir#h|B*~%J#os4h5>u-F7IHpr)6#bK&XZp6DY*}%Xo~89KV|+{~)_Rk$J;=KIk6LfuPkjD`4Ob(E@5q1^^#;q?lHy6; z!&n<)Qew61LLU&pVWx@>!d=ge-mQ_76Egisxcoe)_2bP>|C-~ET*VkHF;qZ?aUlD@ z(3w&~l?Kn=(m?e35Kf!C>2!W}Z2>RKpD9+ovR%!Jk++;D3I1BdVZ&GWmpYs3HW7m? zF;v?lbHOwxv6~1-O@6kBf7kzJWVpLvv&WAj`*7N|#t5B6vFa$N#RiMFF9;zP^4?UW-d)j&^i4_|ahX(zEwTXq*6W zCJvhK!$Y4JM}-dpzH9$g0Cv8e-&JH z;EWa#5edj`iUO|{%%{NIW@s3Ar(iw>fo}+0SatzG5uyO}Y#JtZPzcs!@D}~gO9uXL zs1xQBc!^+Q!HNy7fO!*;WHf!%crk*MU5s|BRYP=52kN;SDs1uVB@Bxh7jF~kOWlPb6 zZ+4fpRUQ|R@@*i%yM6@VTzI6g2$HNE9*J(X^?G_En@raZ{`{w&%}ma^p+ft;c1d zD|p6i*N%?2!e2qFFa01ENV({);obOj%!4yMgrKpxYv1D@pNMGnnG}&<|J|`N+d26* z>(<9_cr51F;mkvVq!J9nsyUcxVyT8GywkcSYVBMB3|D1F*7gs(cL50I%+nxoHZGTM566cce` zbW>``Lc;m?FqcOo@lrQsqeo^6<=o+JxQgX>4 zOH1`YDn9oabB|{d(x}^K`06*`-+RQ`4Q)5RYWT;zl=)->-?BsgvztBR5lWPpd&;3& zgE+CJu}|A{=h8wOqrP-20{h8>DE05;G{63t?%PZ&DNEY2sVLC%O!y zPe@wiz5eIf?YMVn zqm6fqoOv2^1;tX|8;?`2KDJ5vxYM{O?q8@KHb0OQu}g!$x@?Sco}7}SMHW7?{>1(2 zO0^Q}8xe8&WWjruEmMox$7h_C#g&)2(}*e|2y~4B>3hZ~tI?@1bjY0v0es{h_I*X# z+-GvxAmNaK(mSm#%n-V%Ka{VXICFbLOqM46`I9GQBFnvK>ufjR*FA#OtwLMx$pVqCH z6aDPZtDCyd{F@H_c248z^y{cLI(3>ubF?5|B?ZWkiknl#1=yz&SamEVz>ok0Yk9+qFSgdE6&N&(~$khLE04buNZOpB_%1tJE_ZKrjNZS=_qYDkv%mENGyoKwt?ft^mOD zf59<;?I0BXg8rdqXa#5t?E-ZNns$8h>h<#Df#I_9;U}X{$0uA|;e7w=x9XZYJ$(;P zFGqC^jpLJZxYE$reB-8XRCG*Hv5}E6gx7%5^8dsK5MBgHr2PE+-~up?08M1f=qZ2nG!e zP=_HH1lk3vF|-R9A7EvKu!#EldMF63gIJQBoE!+afM%MQm`F=Q~2`|p1fFC;lC zTAQVp3uA_+>SvW7I<;n9ivIA78zujIk`>@k#rRG~!n80Lza)>5e5p@C(q z`r>&U&1?Fts+VNteO}48@RRbCWbwz(ok9{^a5Lvf#x8Nbi6Y{Hj^AUU*IM?h}28t*(|N%Zb*a z7wsv|?5?byp*pHZ2W3^e*$N_dPH!IjCC~9wCHhtzmNHH5C42SB-;Zp%w*TL5hh)l^ zum5mHza=q*uQc~`>*W-W0 zEh@!hr60YHO)Beu-|Zq(vkZg^_U@nVUHk5UqNS-4W>_jQNA)Yp2x>)wk|weScp1BR7vSj<2TqhR}}4 zkdr@gwCuiP%nKfUqHhZlhKaGV@pAvz|%1slS>+ z>b8>QeU7gyi4ZbHjc88}sZF9Nq#EovF^*M^C9Uzl;v={#GkG6wqBK~Pv7}opHe3yU zq>BVDy`VgDIRL0DaF^BP?U+jAG8HI73(fLy(;zLh!5j27H&pj`>3-v-{^e{X7_ z80Z*`4}`Ko)=mI*umHkZ0Y$D|gXTft8ZaS21y`?L1z3k>!QeoHqoTmlCnyLvpfaG( zf*hd0-~wTSAQpNKg9vs(=sXCADnJ^nFEEagR;M-E#YO`-$?!K;>p)Ow?o$>|6Q&3JA+1TvYDQIlIn zlLvw0PAWOch+8m77^8PIcGHfJb(gKZHUNiqeym}KQb8k+cbzWtXTrzmj&Bk5XWK19 zRh*)aS?jNKUkd+viPMQ_*&^N0TRiMfHgIWOp6uRftsd^px5IJJO@4OZS32LvSBlUI z!}?QH)&6uc$t(=%3r zU`f%QznA42i$pPzd^?bO=ge!jvS@L6*Up8ZoR5fQ#pEo9`Mm3^5byU<5;cysClC7W zmLM#%rHs2&l8t%Z8vgEP$}5qgx!zUJvbA7iLNZL?5-Gr>%*1%ed{n>r@me2417`|C zmH3_3Y<0h3N6D4$l6V4CYb{-HjL;7fQ~Lgy2qp!FJY%uW6@1AygXV9JzNeWJGq}`t zT177(9`~=BA+_9XyRiAaj=lIWlvg7=(iMp<_Y2)srtgXmsl^_W!p zi;b8P~<#(7&=g%9p${p|y*Cfn3-fW)!U~dGjJPsI1!2@}S=DR3-tM z--so-^0`h7XacIvNsPslI)-`jv9FF)1m*R!wH4ahJ6mZo$s$vk@dIC<^$*!R+RR8` zSHYoht4Z_C4nH=b+D}fx&WWXSc9S$n;F?>C-#XZSRakcXP`>diX|}i>A0}j0GrE<^ zJNuUwF|xwXOQreSN0#@*Gup98hNY0Bb?3%B!m!v)OUJ&A^d>r{Cq6Q6p>u{hPeTf? zNL~NKt70B2|M;=;-$}jGf7B#04=YC}l#YB}2e?Q!G0O4u4!D<726Or7Cp_%Dr4_EB zFG_zGwc|-lIZzzvK;GlfXW9&)VS~2deXDZZ!9YnDbf}g&%Yf+Lvx6<;mn6q9rG!|nh zPWaiHBaQ5HFSgmrE$)%hS@!zO&U0EEKTG^AK$w( z$EBExbvNcQ^$}%Nr;BpUlgIxUcYepZTPro^ZftYP1d4WjSxK-K>sa_or@bc988S}R zq=2#boXxI5?Jj&t$Kh1J4syRbP8PQ1#eF}1`XX95g&UAQ^zax3?FTJtzdJ<6%t%B^`DYKtl`o48RM> z46qC<4{R5J5E1|!79>~{07yZ>2c;ew0L=hE1~3PM7Hm0y0RkWz%wvH3M^E1FS3G|Z zX{@X>cgIP`;``e#B~w+t8ER6BPTH|{etD=^aY50!^arIrDb;>=k{oYwA~^SoCsUk) zrG>*Rz51idLoGd_?(>mhq12*$V;L4M@+V+qFF#%yHr7Nf2 z5SY7_Ka%1!7*jQw)EsE$YkYk&xf$dMH3mITZGRG5j4B+!~C@@kk=d zWGqf^B5Iuf?9+_INHbRRYI#`<<0RVwKK%(@iGM_`-la;I>&71~;W&Bx^Qnqx^g7G7 zaIjt`bK-r*+vsc}KRGp<4*IgtG{z}ZZZ17TwQ_~3OuEvm&sS5~D-F~zsn75acx4iz zuwD!nzDyDs9FpoSdFg%CN#zGmowEVD=qFyV7XyaD-*Jy!pQ77mN8d9Q-OTiKqW*}I zYC=JbIZ~dl`{{JzO@3y*DCQ)QkzeSvQ=(cPbA>`hRqZRc+?XE5F282oOw&8l;LAqt z{P}3Zdh;)PC5vxbwaDd#B|QkE@2# zXoVkB)uXz}JGb!})HIjs=w#ih@|)R1juQ?a*=iIUzozDureK=##~);QJ4U@2tGjs8 zg}B2+$sY@x<`0o@w+%{a!?pK$(VRQ|s&q0BoPHBTY@>;Ulu2D8O4HW<5g@g`4)dijj;Isp461-2_ z1y949$KefuyDqxcOWFMi(oNVo-N^T7cm;y8REyy?7Er<5=pd>h?x!SLJK7Zyi&fX7^Q8 ztFqin`K(b+HB*+`EU8FI#pvp>hn%dniqMF9!P3jw^TMZMGqF;gokrM*k+q}0>l@pn z^Qbv)22!dnPX*Qlv`QrUE5Ss3rB7dYrye ziCWK_6CU?6BHGs9QFuO=@4t`z=z6{>OSg7{7*xncaCdpAewHU!#RMuTRkyiJ;F0_l z7;F&dyr897yHHp+$oLtMCxK5dV0}^%TKI=!^$uhH=(tJV%HlUfYwA)W-OciTwm0&p zh{0XTu3H|m>K`$-cFW24sqDWU$KOMz1?d@Pot8JLb!|C55%WbOxTF%3n*?^4SgUmAAe3t(Vb?aIzc^UeVgkPakG;8+UJ@+ z_6DX^+Z}uZCTUGQ-5%?kt(jYKM(9T@i+&l)DrVJ$Ouy?JxJOj_Nd7(A9J^U+!+PDZ zO6l{FWMfA&bMn}-Pn%ygVF}eS7k&s1si?N*4^dm6PuTO{8z!Ub4%|cck$qxrUY#VI zVf}vy;sbRaAAUugl5_f5`}eY=2*VE^y6aGiUflAJ5xkq6%$f7x8`co@!>HUMH8wg& zif$IwtBu)2!pYUTZx&JsnyC0|fvAX~jV8FZ9;p@2g`v=hz3iJ9LE1NTC zPT_{62JZJy8#$dY@{GL)(X(UMR@`t}s)8S%A)?9*U;Z>q&y6AOeVkPNmUlKnjIp6% zF<}2~tgZuxW5R9x8YJVNAsLzC;Qf%}7D9X6lG)nlLh6h@t#_xq&F=rPrs(E-GFd+< zEKgO6DJ%-P^?~kfm;^qF1f#xD?ib`a=2P&rP`~fj)1hbI6^-LV#%863!cN^5ZB;SP z&xjI^zO2&6z0I%_8_FvGD*PCY!)+TGoGq%)y%nwi{c8?AVdSl|fBikdS8vgQSkU#4 zeve?BTN3rCzW*P^D%+jm3tlTZNv@rn=7e>eSiLmoVC;Apc^{w)erx>iG~LR(WnLeU z1Is}Ef1y9R@)}@K=!pR6YY(|6A}#D!<(C;`HV_SpR{2fWt2VGM$cy?Imfc8Q$pJ+S za70(mUC$O)1AyGuSr6aeg--zXNb4IY{UWbKA44Z0K7pOW@kECpL0*11DHZPVF?2Tc}r1DCd(!AzsjK&wL&#Xg*^8dSRA1H@!y*eIz|q9 z?#Tal#R93VcIv@fY-$N4X)e+%HC~H|GBJ4*LKPS}%@E11l=Ql@2iWFFPu(heeWH7k zwy}l3xGg;-PAbae)NiZvY_E5+l(9#m&xy%cs7HtViMOq~Uh3dbS^V7iVZ~W}oRKyy z5}{cvIPs{!<y)TdGTw;{s)lfxkFs==Idy^h)_R>M zpOJh|&86)YA~c3*q*HeqMe!Lm=H1q9?$1sU72#oQ{|A4B^!V-`V^Xq3!*!pA=FH?s?hBU)?p9}(fB?oy(Hn^~D>Xa}0~ zFWuiOJQh-zE)mnN?yM8Og0w*|5U7?3^JEbr^7XNzJ?J0&D|Qq+KSEf6`$CcOuX;@eag;a zFSO9}uSSR9jQCw@^`)1mU(~t~Ca`$O)fhc<2*7#HlNo=P_OtZxo=E*Mn{#yH8H$*QkvvUfccA+~mt%9DV2oYAOk$T2{Kc*0qn{VHF!^DmnU6FRe zshL^OJEOae7W6V+m4dkG=HS-Si*!L5FU0APmtj{wNYlnHuWHbuu({7i z`hH3%QtC9a>PpqiB%>#JTclfx-@|F5yzf_%dKoMVJ=NUnTA$tY*uLpm)>Vw)rIMl} zy_bt0;)Achc|X&&4AW@!v_bL}-SdhvUMxI@^YWW%rYcuq+JUJqd_+V!~knv^hA`ZN`jmk7!&val?>EtP!^$gP$+?_ zsrtD<#@*XSgp&B_l$z=BlsI(N&x1j$qD%#os8+lb9&I85j|!>vl9CID3!$w+#HA-x z`w4dh$yfL7!CA&nk(C|#;$O^WuYM)wc5U%#n=BxDLQho=70;7$c^BMzly=<7)Fw$N z({+M8{&_PkAaG?Ra_IzRmETIwZ%fX8bNhfFZKU%4Xd&{2u|5@<)Zk0LII{JOl^DCn zx|K=I_%yMee8y)CC391Zgzd8;uO2JNVD6PFA$VmdB__7qMd((jr4hB1nNzquDyFE`cvldfMe z;=11G)h8p_G&RZ2Qo7GKNn49< zb$P8>dbiDVqaRY&8&^KjvSr-%E&H?bTTygdCU1+3%m^S|6+ ze6sGh zk`*ttaLWglGxbWt5T??bC?*RX-Y4DH>{Pkm%_At`Ox$s#wtaiwPg6I9Xu)7$ zqTGezen7l+z`4|+%t?v{6>MteAHqC_EgV?Jzz7GvjQyGQ{oT)B`d(XE?a#me(!H3J zv_EfSS^xBOgIB!qEt^xU$wJ|RVgv>>)`KgJaA93)mPcs~ftyzwHca;qhTrQTseCVo9a z=}yXgU%8#gy8_k`hD0Mv{cD35qZ3sg@q{+=IEhR5o7kjkRd@uik%gM| zN>PF;Trx=A0wbIBzMpDgTzEMvVsEcjsCAicJ<$s?BpIddwM|GNI9nllBj$}>aOEkr zt^HkmL*eAesZz4Wgib~_Ss0avaaoh|O1g)W&+d|7^_n9NeRW>*YnDgq1oi874S4urCtkjnw!5%N!f z2kd`dGfqxUM@L66eL|E1ghSXijnZ{s2jNc=y=SVoa*3k;MtP5jkq2o?Nu`ZP^_1-C z2>TWEF|KWAE~gxPv&X9bIw8%MdGFw>A`|SzqQ7JXr>v3n_;NFT)x=V*0)Bfo_#ETO zH#n44X8g^xuP{}=ojNS5pH^{Far^s|k-q0=ht!MYq^%%2x-27Ggp?*73iH{oxUatY zUa}BoCHEe+OAO+YlqfR%u=wPowdLdMlw8*61<4*Jhfq=C%sZUc4=Bgk zmz8|lzBsoaTFYK1nKjL^NbBsn2a`7>cSg!oA0Oy`mA2NoI=^!!^uXyVi4i3hEx|b? zvH%AmMDv3^8FFSomsQRKK_ zHSYe;kDpFBOJeEc%}aB?xB1j`!ci@A&|t z@~dCQ2qWC8j1o6#^&K~ueFgBe>Wdv&I3z~M^R1MVdyTTUvo!05E1O;DaN1X^TS>$V z9eMWLzL^PNi(`vnNB;9Y3>(}&PRGVgy^K5h`{d};EuXbMk(tnI;zfq+xeQasG4HSP zP-kra2vjhtx7heCV|;DdTBzVeWj{oTG1bGKojeWrK1beDKxUee_ojuPF4aj1+@(rF zuT6mu!%Y%Ml+6TAe@268DPE%r5~N&gB;u2lo9srYJnudj5X;d1zR_ycVkMN4lr+A5 z{I>7f@*8iN3WXredJDk<0|X_;t!q(cVk=OyI`Fa63(p?U9;T_|%gdPemm|RD=v_*l zq6rk(WQ86;9tn)EZLdB%1A8RA*-m21zH;teD=PCwd^7|E1b8^W_`0d!@9wUpsR>SQ zE?VNF--rLX#trHhKZkVt4T7)b;&7NhPp@PD#YtIy{>c+@kestEiG$FH_g*WUMlFT@ z{V+jN=%L(hBW(PtsE7dvkLZz;7%OWT4nA?6kHhlA%uM3U8leKAqM3yF_&ST`jo+7- zPXa3EFQU}~`W-8FA>)h$Bk-*Lj8Gu2m<2!<5RwgLL$JC$eJZ)5e8$l?JliMp{ym zlR5(^!~?g+CQg3JxQ-?74*&?={UzA>JcB zEXrK#ba@Iv3q2h`g>GM%l8~Uto*P-gpFh1Z*wXUUg>owB{#>CEpK0SO$j_5}g+?Xf zTUE=K{j(aMfeUgR9E;XBK*E_u&ZdC?PHsJ5VE?W%wH0_7hf6?8dq;Du zTwi_&9GZQ8xw^FqIct5gB}T*H_vh$|Q(PDu7QEpl*$YwP)J(>ls1z8aBqvvy3DDBg z^5tK_!!d2N9CkJ>^q?jFG#vie3I45u7IjtC)vjH3gX`ov=H#pj3gs^payV2XfIf9` zVF7X{<;{GGP;q9R@>^^0dE4jLZj%K6glyfYVdu+Bx2_*sbOa(O$@&rmSlArW9u!qvT(Jlp*E(k(~2=iLX2 z0xqW)zp<@XDVj}v8KPcAT(PjY>8aJb<07vA{3;c4Deo)lF9)x9%g=Lhwl}N=af8!( z{0Yeqg-io*<(i~M7PPNl1pnfWdM8{Gd# z`|re$7?xZtc!Sy`o?p{3zV+TTdHuU%XX>wl&70kWO=h~JR<(C(Us6+xA0A!VMf!6p zVwK;)ju^T}$?!~)N<_8`aq>Vx!^~7NSEc9H#`UCtfS(A5P~%&}b!c@`(ll%Tj@Snc z-{*E84#Z10uu}(3GRq*y*5YowP^Lt+8z0_V=>9W*UN5EfH?Qm3bF^FVS45QL$|3BHqwLf_Q| zRi`4|{ClCJr)_obSg6Ch2rb^NJoY{cBoM@w`IcgPqw%Gw2JeZaB<{b^mRDPt;4U(` zc%js>D~eO2M5Lb%yB}*{t}&+jt5#)RK5?-aX2y^8Q{sIR7_2k!XwXh8jTS{MR6tL6 zsW@vrmN+Xs;~Y|7`QiMisQB@KJA;6zz~vni5zJ8Q=y%$aE#|kFnaPe^PSOcZezl3A zkdOMD*+=tv3|ho55{4c~1(!HRFt4Kf>|~<<=`xTlkPTX*ku%6Zbv4W;NnhYrwww%^ zvpY%dX$t@Nqf$%b{hJ5Zlrdj;@ANn%y?fD5$d6Ne9c`bHsoBo+`y|CFbos@=*Zr!U z@`wnCc;`+e+R8B#%=8aVU#-6=L$1`dsgo<%tbB>ez|z2)yq;S+zSg#Rg`A>Jj4{fF zb%khGoZG_UT1J=hT>3TGebTj1GB(!^dUi32DpUt7lr5@AKA7~))S-eAVhpNy6<&eeg zbh=Yug{w&j@Z9+2<6ldyH`h~_bqqxlGhTLvp-TprzHh#zP;fR&?L@FtzWztx`pD3G zJs^Ze#Ik>S%u?H>o9z6>IOp2~O|)D}B}s6G;n6>9`L0XBwKP&;t3FH$UH+Fb!!7MH zJ^J|ah6d4Ix>=H9tXB!Te;#~0DhtTI;!Dx}rnXjTn$qItV8s3Rte;)-IaeB5n26+0|9NNIZeu7BT`nSLF6R`WR~ ze#!Rc-F|X((Z($|q-VJlR;63a>G(m`rz^Z!wu#9VzCqu8R`+;Imvz)nvKEWn-@mb! zi)35!gwoD`$^+o!iOwC4sH&((SNU3X5~l~?JBG#IOp6W z@BYYM%%}Ety4~>_{-roZ;Y$WvArq@+5kl*4;`;QATkiIq*8xp8l`3jf-z4P!wJ?li zJSJ3imx@04u#~auA3uH&orWWQY?0~ACU2~~%KGB!t{bDV$>*YV?)gAk#Rs>eZse9$ zNs*ZBZY)vZSX_&%6@7YBe3E|Jm)9$Xvt&(s*GE1sh$8@bKv*)dNJeUl=ECI-k`o)g z{bH!li3~TYg!b;p>-m89A3k&pKeQx>5RT*^ky_lpuQu`H8@2rLrzdIYV)Z$%LL>02TF$);#i{2UJ7{&cAJ%osBU zcbJa*10`viO3$6pQgjc2{9w|7c|9w?AXC7|^eBOoj2WuQX(d<=Uqy%N&ERBZuE9&wjGm<(o+NZ z-64{an@!=2dJ!DM2>N|uqhrHh#~@@Ony9Wvgyr)ucip)Uu6iDf=t!f`Q#M+g#r!=P zm*uAXP5&F{=@`*@ZK=%`b`P!DyC0->NxK{LJkQUvM8m?DO0`cP^f*%{n$*XUJ`=&b z7DdCb;E5-F*pFRbQX}v+RMmMfnVj33id7&rv`F!B)#803M$LEbSN5*an)R^;ZA;Tb z{Q5K4tvk^~P!X zor>w+yK99KpYMD%PZdarA}JD57YK?z5EJS~uv|N9Fzx#BS;r+XAiJiG%+a!K9Fw|i z{wJKh30ZaR!-i3Cq1xE#o6eEo0RC}`8CFMEOS-t09gTDenm-frqX)n4p5r?Y4nFty zI(Zj5O%;<zmHgvCu#t$=%r9l0!q!sAT(>sa9dKc)Q!t zT!C}sMeIoj*j-;HJF8yqX_zzr`1G1(L#>qgP&a4!OUV)bTJ7G<$foq{C9k|rF2i6R zB@0SI`V@WFfkfejrnMrU+CT-`- zXYufpomia9a{iAr{dw+@eyMg%cRzgI+)LiSDMjRc%S~a%dLzcn`q|JaPP7sa-9F8i zAAJ{MxAQ-(nDCM^FZ?-7X(dVNNld?F6{yz#b1Y}qwTTQn#M3LFHp82LV-R7X8mpB|^-o~#Rl;K& z`NfbWeB{Xdx*P+^55@!2Ow>UsHTM4UA|8pjAL;LfZ3dI4QCH&+ziLY(KfHXxlW=fTYnUvQEQN|j>y{)J#foWU@I^PKREpzqmMVV zmVcP4qF5#rU17|Aa#-g#o7iT%cPzML#dNtktR1*D(%O5wjY@dI5nJLz$8EK~z&(Zz zi-xJw3+0Hk+WIY=7`G*ED$d-%Tl~wB4^{6<6B6OAR<^&nTTPYJU5?F;;$GrrLwgl6 zpQhkMmP!?=j(-FYP1B6cEkw|!9bWl8AD-Ge_?Av_<4wAv_GNFZg>T)Vi3a{))YBtU zzEZKi-weZMOeAmQ88g-?X&ueH`yLQ7&D@BnW%@n(%<>{PhOhJZjQf=T=!N1GHx&*Q zPPS4FKlOAHO~`bmbw5eImD2*c>_TPNO*Z=XrbF8Bn z-#*>s*5wacQ|%$Gf0WyzmYAd9i~cf`H>=lu86HW7V7=u=6NC_4cdDFd7(S0ORTAR~ zCA2X$^(R~!t6$?2B@&Ti;;yarfAKngnegQoQQ{tB+!#xzPlDOQVMLFa zSlu^ac*DMol3alqA6rksD?#!s zJ(;YO4X+Q;6Cd>9_viT)=Y1pAw%;s|6k`8aq$#q$XwkS_l${_vv_?~vOuj%Y?c_Ud zQKyoqBvJ624%%Ef8?#0s8!FJqL{mv8f2nr@axdAhrO&q z`LC~$2xE)B?W95eoBl}cdeWYv@3AJ_R9XQ!>hgC#{h@rPf(i6E`P*))g|`~Iy}dK} zQ!C1na#Rs5Cut&KE*dp*TRQ`_n6l`qrIk1IbIC@o)cjM{Q2iFa{?QzPmMF#UV+#Vs z7mA1@`>d-<6UG~Ui<49morrChF7Nj7&q+(;QDy-ICT=>iI*PczY*5&`|8O1=|E(Yl zKo7_~Kh7s6H8QO1N4)C5Ter-L8>*D$`7Y@%b~)oXm&a3?WGX_Bdn5S8?xQyv7&x`Sx_Dv3+npS*~w-Q%ywv0SkZzu@oZhYsryq!6ApPsb88e!=@d$;sj z2ri8piB58K{k8s96(XWB6!p}@-uAy#GWlo{y|eKvuTMb3XIhU8M4!_dhD@+a zTxk4gd#Gr$9Pyc@JFYD&zh&sztIL%;bhQzMS2W}^12;sIa&J2kP)Ld7|5Duq+etX? z6{W`huGf`Q23$6diG=*X(rktLTk> zjHQ>G`ZV8VAYSk2nMlyhl1}3G&N zt*`G2xV$S>x)9r~ORp`n7=CK`R_)pmxEkoToylOwQ^(B~9Uv$1)%*fY*czX_)>hgv zTMihJ`|QEnH$3Zz#rKtD8qWZ~--e>vR0Q)b193a^?17JogK+zh@>dEDmJvdG(Sz-9 z%#BdgXtBd#!)t$oI{z|x?~$)ht2VMl!sg62Lisc+e;!7w^x~%><=CS8u$*|Qam0tW zG@XKC$|e#?A2=wRN)~PS{`hzvP3C|9t4&J1=8>yQe_9jn>gIQ3SO@MolCsJkJIg@O z*v*@}oqmA1XU?!bK6!PAtfbT|=KVG$)Hw z=xKO+S(BqCX~4&}TyKwnt8_QyFN98R@kigiy~-fM@#tP?*w*fxP@yGGS+3Kd>t*R+ zp_5ac+w>b)ebLRYXrU{fb$gEQB+%A4k}M0u&rZ)wq?i2)w%_e%;9JpZ6fAqqPmT{- zGL}eq-^+yQ!?7~^r%4^YVK6Mt$mcts#Cd)r7ay;~>pYtC{mclKZ~CrHd(3a?^%kZo zkgk-Qq8r9=UW5%ARiiE5^`C(clyuZCcK;DVWJHH2;i*ov9N! z;h~52kboM&2$4GdpI?#&zBOuwYlCZs%YWZE3grox&1D}Q-R4Oio#LY! ztOo1U=j=1bt#NR0R2g~G$EW!?MtLwXRT_V9pL;^^(2$UjPy$UV7g{Px=jEjJ=IRPX@IjF>k>?ZeQ;roatr~85YKsIyPsYKeG=At=6@M0DZmv(z>$Lz>%nY>&rwC4!}nZ zX0i}Oq<#xcdV+1QFD@=Mr{0wdt&guVq(n1e~X(1<=@k@E*KqR>dLkUs~D%v{E?pOXoWXo&jqj z0JAF&2?+^7G{(*3^ytW^bJZ)$&eqn|X)Ms z<;k<3D76Xa!u!Tg!kGXsXC~U&+G;bc1o9VPng8x30N<7KFYbLVMZHh0cv7cq>Axwu znS5yc-BRJvY9cL-kf?n9xxHKu6A7XDEhk0vz~;Gh4vc*i;IE+hg)`=6W>3$Tq5#8& z2Q*MSQU)foZPL=&9&g8U`ZT#_ET4%6rEf+oIAYU5Q^!yP{{kHoF6v~E!H^z@u-ed zz-G{4Wr!cPP0LD69lmV)<(T!RP=mP-Gt{FfkP{wLmYB_fjsT)XhKGe76!5jmkV;QY z7-*wQ%E3t~WT#7VN)-k9E20@lN1!EWpu;4|gT}(pwp~k+Qun&{waX+dQQHyZ^=s|p z6mrbX+A~Z;E??;7mq+8ACwaFsW%I$kQkblZj|dWUp^GVas|1VIE1j0=s{YQTdS`iv z@cgFw_Sica+qn7U#*V=z>Ev6DKJ#2oV;F_mT@bl&bxyb=yKdIwgcqNe9_b2cekmDa zJA!RJ>k6f=D$_dR<0Fyw6$K23ge@t$P#!6jwtu9iSUc&dG2Enw&2TBef02<^Q>*vM z5LDJG-JxDx>-B8+RL$D*Wh$krm~g39KRfz9NE?!&Tf#=3>?S+2=18zIVc#YQt+7V&q08^WVGWZ@j6_gWIYe9C;(y-U7ptsX3tUb_+2}oA1uDp2DQ0ZPmAox@xLM%R$%%jJN9omH#J;a-H#Jd2n^T21 z(K4vyS*+1JMB>m4(BfDX9eVOGHi+2YyEHyOK$l|FXE`ifly}CmwK;fCDqVFgBU#nU zFS{SLZy$akGy3ua=3r7vndEh4f;>OvW4H z%-4SBvXb(|GRw^HpFV35(hDY?;0;q+Nz0ez>Iqf8Ac|qBq5LNPmcCkw%gd*lcU9w@ zB8g&MC3%yQYUCWkOIpw{^zXD8qmY| za|v4AwA7EmS5ip=qRd+}--k|lN6ef7PMtukzmE z;0%a*NV!-!fHPubHNzyP|DlsAS2Bm99inZ~N7E$mDwD zVz1H4iJuPT7wx{IUGoR)XnU)l+O~98{?@C^Cg?1@{a7LAa`lgfG8qqzJ9*10)3pDn z@3bJMCNk1hDp zAT64QpH86&YAeb89(%5QIa=}$!{})UjpxF7wMZ+gLc%R!HgaNkIt>GhCp#!&LwW(1 zRl_I-1IAH0rQ>k?hUbk-Tx83+!GIi$BUK0m578)kVXEW}svlOhWZ)RD^me_P_Uuo3 zK?lzx8WJ+h)Kl`Xxe}tW%_gT;Xv5Oew3NzRjFWmQ8VL5rt#vuu7u?X|!k*CW5G?8M z!vyL%9D)~7rgXkoaDIm=n%?dlHV+4~xXbfe_Yu}oMmo8)-rQLh`Rv%=aMFgZ@5(|= z{|<2o$tJUBA0`@R;X!js9Uh2qn~>35WhF-f`?gsus6Vi4>iugAZ#%$>(}CUhtBuaz zM7GVcOQs_^uf%aj_vG?6liV6OjC+KA_xiFDA=Ckv998*eXNX}q6K59dD}j_=Djgqp ze%{7ErQqsGn-tu+p6i=e^5Hhag9*M&t7~wt@Jg+?t7r&~9JY+v$WN^w))2KY!!`s8 zo%?e84|WL>-3rk1oSU?mJVMc%-DNdK5zMzl$)%9eo}YgPZ(ZG$=v{|rWkD$8Q#d%9 z{T3Nl*J|ke#5EC;`_!oFx72#H?Db0`F=j(c_6jBKv3c5$RCY(I{JY%>#9#Wpc>z&R zVnRyYPdZ#7>J>!gXR;2hf+xeZFK4A(A<-s?@KJq&1z`R0!Dn+2@Nl+mC>4Mvb0JqT zb(H??862Qkr1?`iAM5DRn*KfuAzi#dn=T)3zb8aaVs9WKx00OzKQ$V0$b`OMz4e4K;eD%aUeWDo}& zcm0oitY6oviT1C&F`|g!oUfF?XxK;SeRKX)T$7m4v_gIqsNRnGE&#{)C9f>UwJ72o zI(`lR*i>0Xv~YZ_p83%0xF2T4W`gUcc2%^!p~~iehB>?%7JjxBZb{(eDUzoAOdMpz zv@k0p--w=kL#HM_YmaKknSyr1@1uwDM{9#U)5%!;OWagNZFd3&#VeAM( z#(|9lw8ih=rBnPGThl3T5t1m)?GVmM*Iwx93(;;6?!DrSwUnYz-pKxDb}}W5zo)s5 z6$dE|OTjmFZ4jNyU-@D$7GAsK$J#$ZqmGtO8nuW1RT0DAMV(rqSID;%4>RX_D26K1 zJL(6^kdW)c$hH#x5ep}IN)E2#yOy&W>ZNTPi`YuHp6WI&QQD!RNDPsF!rhJg`;>Xx zHMyOD0wl4kr;q2p$wjPTG+))&!a_hTKAzH@U{Msdo z7Vi=)$Ez-?x0q>E|LhV>nNDzUjYqkTA)mrt%I4G-_&QJ|N@6j6qp?=dOIA9mTH_#U zgQOeu-J|nguO_n6t(`ZdUP)RItiHELvK#ELE}@P*Xne#x=yRucpzSu!NX|v{*^zGw zR6}JWEyq)3#e9ytfb*KV67CWh^=9^Y-u^eq`tc(=g`R;{ANs)8L-Z2e+4Vff?DgAD z0&Kkx17b@!Tr4gL2J#4@$~6*cno#ifrg6||X%H61ne zEu$0JpLAxsVbXd6{K&yDk%u=tPH#R}w+0rfDs`B2YOA#4V_VrE&=N(wfBNx~fTU5O z*-TwVImbs}{VmMK-|wMk)Pur|*T!^-)r#V=llV4wAIktGT|h-_2<_cQjt!PJ#K`9E z2XoV`XJiL{hJW?aIrmtIR!c^*4;8%2H*xoGm0gkKq$z{>pX{@KW#hUh&e1zHeWCpKtxTYTwZdrzWXC+fm|#bDoH(H0Xnx{f9-{7hj=bT4gtB;_91Wf-o% zk)GwN7ATv?C(g@$gEy-^xw$Bf1dnk6V-@OhU5p~Td|JBRp>XMbHG0-pY@#WpB|2|k z#y(y0CZZuwSvR$u<1D>^9(aBnxYB7UCCmT*EOy-2-1tux4^7NUa zNF+{rg(mha^J$K&_T5jY+Q7Tnzg%Z;o{r}#9Lo{(*cI+ZhuXVVeX3)dBn|V@x0qz#?)J|I=SlCj4-759Ww0f!P{JEwb)8YN^GNOS7 zln8Vmm3qkNO@E;M5sde#ji9eWdc@nBNazwm_};$wlJFqCzP7E`%+dSOB{cYr-WiWk zTOy=sKRH2Wgbw2gQA{d_!Cr3DHzD4_IEqD?+>T!je(u8dH;1#k+v?Z{{1O_MViSw( zuSnIRmE+B!57T@w?0-G(n10r%rfcsqjk&^}{e&&GivzF}RRgt@e8ir%cz545Xlf^K zoEKS2F^7My6?>MBUpKF{@a}_ohk?}y5c5aM|2}q_la;FY_5l@|-?oLP2Skw`d zfV1es#U%lL$EFW|c3KUN!=?6wU=Ckb!e_xGL) z&9ai*q6z;x!ICk8A2-@jdzEsQJ}LSNC2k{-OMB_unH+mY58VPNnbP0*~gZ$i_az5fJQJk_#=RLIlNGQSrqGk`Sz; zBl8}@1ns^yRlrrx1Q}4H&glz=j?WB6Ea8N8(BrC$AC5JNTBo=#Zh`w0h5oLPOt|@)#3ByJscNN3B z!QB{^Xm>`Jes{{`L-=ZGtAII9YQPMCl2zMXu{wAjNzT5vs`d57q4G;4EaTP~3!IV& zI})gKasDOI>b)m3LK)&|K!-%8XkIubX4o7*y7lWp#-~9f>V4n74-7vP!Z)BEKjR_G@2COSzf>C;c^-#Tsf5M z!K43FVwsG}O-gAjm+F(mq4?cP-4AN5M#-(#{KwED*dBryx7A(GK@vLH5OLIac1 z5vtTa8N$aAiz51~f^qQ%q7Lb5Jz1FV)aPIa+SWGa9c@NZe&~!t9~GZz7ITX`6ba8Q zA(dx;=|fpT{+k{hp+1^5N2R6vhRUdw_%Zo?q{9ZN&b-`+ z{yheskB6p+hNl`I1isfpLzm(7ByR6whoo+NECtL=i-IWS9fG7S9yZCmRZ+J>7f>I9 zWF9kGw+_()vWp~JtH&WxDCCN-yd57ojW1lG}QTTz9+4UyG)2SXiChLF`@<`V^Jph>axlR1>P-%h-?j3V32AcTWMTYp|j z)cW_%!A&rqFTbvJOcjlLfa{Y7Carz>MDw$he|k|iu|X0)HxOocNgrT~Wyx>_)+58= zLqr2|A#{pB0W~E1f1(V*K(h`n%s)rDU>}h;Aob>xm~?nyfGTz`>)D`7!Pk=WS(?Zj zdqY@`bC{b%eUAxD=H82S=-*b9U7}>yz~03y4I6dqUE&X=J1uEEOG^)l&t#sgyH@Mo zAu^tU>MBJ6j%rFRK4!ntO-h?_~pCn}$M2s`^NDf2bJTF00BcX!&eI28lHDLT}!Yw~IM-(t2T9-ln$2E# zO8vyLpDgVEF8`LnoZnJ0Z<;0srzW`5c)$G90Hg1q?Vcq~>uiauSe|-`>RNE~XQb2y z9|E{Z422Btg}|rkGvz$X&%38&gfn6^cWi}C?Uu&FUMa!`scJLU%$Rly>*DW1p>?JBD9ZyCv|tZk(TUtjyZ0C<`&EZor!myXw~#m@Ft5N*unj2nasm>7SO(ai4yvYrJpu@zfX)Rr0PFNW8W*V91{?%p*o-Uy z00!3tz5OHrfk#o+khMT6e&3DAe-FQ?lSh4s9rFO!;i~x02HyXf`x3Dh+CD9sL=&%L z^v~S!*dGH+Kfe&ey{%f=zk$yawvB7$hOE0b_+_l>3S$wmszsW0+H#xQ;-UHlV*|~B zwE>X1g^Q%Lph}a9W#I0;7@QBRmMvJwF(0uo}#MwW3(8Ge4X?E zZ!Ux)uMjiR=*|7(@(G}iQp`yXjF3Ruc1JtH^}-k1>woT>6s#B{hYKRO0qHN_$$_>3 z_!}5t!vU@yAlm{7N?^fn0XsGr9JT$QRk#7=8(?53Al!hJ)4%``7o-;e2JRIg_=2C{ zYLICZn6AWs@@7Es0LZog>RaRIOwh$ZJ_p#^e>4POK%s#K=p6uQF<=%7dVu@~aAjb^ zuLNiSeGjk}fC2TJ{|v~@08tBYcRAaaWzH9vqhGX#c)z>OBlMJ6pt;EIIaEg^k|*0Y0~hfL0U zueW$y6~0s@nACggANl@KK&Whk{EL3o7u-U+1q|`vXu3@d>Lf0Nr`XryhNaqemR`jx z?Yhzd$aNJ7EbRLwDz!KL7s}=Va!GdZxHT}jussfQ?WkF`b2-lF_o9;CW#5R^x-4Om zza3t-=_x9&B=qO5SxW2i1TORr-lyn4_mO@GxXiL5!hW{gSvNNS?qRnU$pq`zDI=y2 zU87ntTZYTe@7FkE-=(0222(9^2BC5O$sflc2y<&1_g=ZO8UB3+A@pz5H&tzv&O!fz z+aD<%hYgi0$LAB>)x8_HY?c?qtnBHjg5()#iFv}RzxtLrx$@d{S0bDVyl6!Hr4jiM z_*|X-j;54+MK!sfcp{*|ZqFVY)swg~a!bF^wM;>T@%Kh>;4KEh*8BSuMk~)*%N7np z@~q4G?LQc5zK&m@X~df;b=$)5&z88nP?#Rl>+7$gGOEmRS{i9TrmJ0IGdu=dAc2zr zs;o~}q){3BJWXCkY|YnRYSxL9JPJn*ZKy0aJMv=pD|c25JRY37QPqG|#OlgsKQ8_` z(zBWesW0{XTe|h;%O>h*=swxhJ5csI)Ly4l(XNmI<*rwnA#|}$vCU#+Y_6^0c@WHU z*Hg$A60|~q1&s@f98L%C2FN)91CIniLI;Bn2r~f#Ona~g2nqrNvMdaA^nmRN7HtDl z0b{WLe+G8R@{5B4T;1zyM)nI1zZXqe1J9!t^(5-C_#Zk z;1TKH0od|wU|s})mvs=HJxmxCObmZC1X{EZ2${4$J`|8wrD1qw5VQciF_^&Z}@Zzd~AMta@^`%o&CJ%Of*3iZ@geg4J1jevs@B!CM3fG{s?p=(j;Yre; z$W%+~(q1_=-tVcVD-)6BIBZQ#TQh;Esbp*@F%~W?uk`f4(jY6;V~v!24{AnY)(+1e z5f&HtgA=hz!xnTwO*p|>@a%tT3E=~)yBNG~Z-$VMEX;yb=S4BuJc$#O&zIrZ=F1={ zM@fugR$X2>W2p9DmH1gViI+|n=YM|M;CGXIc^L2Hq-JuauRXA$!8C;EqLdd0{UNA;!j0Ez&yMC~GrzY>FfX zv*x8&YC}`ZXI0V;&OBLb!d!Z0D7(0~+(h>#D;Os@KP@pz$#H-*Nz!-YKf#M`e2r!DC^V%%xR8ct?R`{@Q$L+SE>B*ZDt(rxAuR7=hdZ>!uTMZ@x5}2%*>#rU z;SFq@zV>CW#j4nzLq|d0U$dOi8v{$BUaO0LbVS<1{gH5H@DLd{KK9!*7-3B+WOwIY ztO0xh+v3)C9!_4Cb2_#B$;OW8LxZ_{I54nPO-C->VMDwBN;2LnQQz|gHPmag5#i(_ zr8s_DWl_^A=ub#HLc!kxQYIf-xGnOVPQM>CV90<$1k{AUuma-`kjB9?xEBl_z%U2% zra!P4j3_|I9ttW2>NG%~XEYQLwZRcjT{|FJ1BPCccP1FeKxPMsLx9o%l^h(J46hdB z76N>5Z~`b99Q_$y170-X^#lelcw2xHz*X<$bO6sA)BsKce}eH2wt+ujq=OgxTvP)n z4P1MDvlH35#25ctB4s~&vO|F?&#UX#?96B)!yk*?d(oi$JyB0&Gq%g6{r+^z`=Ry(BtNXSv>zgI(b)z=XQ2W zu`NK#0?bw#;0yS!a(#RODqT_iK7;17W>$QCblSHJE&`Vx*U!z71_8%skU#II4}oGp z!RvMvOZ@Sdn@9fhMIU3zB$dsTXvg8XkweI200A9JoH_?jfQJuZ4}yDXMurgdvIuvvl^q&}77+!=7B#z)0>T6-4I^x7~RIY#{V#u`q>djC2`)qEtcs4Q|E=p*Vk1O{( z9}KG{vTr~0BuOxS(cM%piq#E|i#5c+G)RipbMaLa)u3kG*M5?D3YURvzi(3^kx>%z ztluSzp30=9rYdlFhI+9nMa)O~P;BD(*=5YfIsD2f*1vG#ZU!kHTqD=Rv&EWkesqO> z<($AN$tc_)KJ=JVjb`|iQ5}!$2xqvf>1bITo5oD?Bfi)7nINTVPiF)P>JS#O2dUk+ zR%*ZZbDm+ryqC7>84ZvV*WI9?g05-5t+1vkRze{c8Njn~938b50{nD=DSs^cvA=cP z4k}Uj?72PU&@S7`O&kH!a?BWXe?^y{{0}GK6>N4ktpNDnu1ue=vHOogP+v+9pYcfwoKYiCBW` ziA8YteT>v!mmdRz^k#4yRjN_Er`C68+(TkMJBxo}Ui0!`+Q2xJrw~>C%*}Fc?^Kn- zU4J8*fV@bHb2|!clM7$YNZ7))fnn?a8JY8HJ7*RwPJ{+s#x@)CimtU{m}$OW;xwml zqe#|W91Zh=r7&)RCaZUE?Yqb7<05R;PJc`g&k>U#FFrZn=sWY&7jpt0clB;=&d=A; zu9Rtxkc28x9mdBv0ip(?{l3PZWZt1 zl7uTj41`mL^GB+NFN3duUtkq2_uS(dh7H!&&8?Ivx z(T2y%sG%2nKcjksGjRk(oiwW_cP+d8yYZ1!>{o75k<~HaP(3P^@E&d-S6*$T@s>QTU4m8)D!m%qgF5!H7GOiWH-G7}IG;Nnik6W1i|RJ&xU^Qlt& zX~8d7f?u;CS!QSrZfhJ5b91;A{1UKu=M1H9M!04tdA2oLJo@MR6cK!4Bd5cmv9LCg zA83&dUo1oJ$&5JaWZv#-1-dpJpY8jjJgsgO#L#$qzt55ObPfaG!H$|$dS)P$P<|^K zw8FG9`N!Y_dM3$Gsjz$v$CO~=;DC2R&OP&vZ?5^oCt)fg5jBJQ03D}>^-hV&eRaK| z-@hx_mQ+L~&mATUWM7@b<%dk|zFzU_Tdy^?o3*wQr%3*E-)ASU>)6ItZVOtZik#qV z!2kX6uKxM2BQ6R30`V~;mC+konp{TdsJCSmfRJt0<=xTmOhqNlA z#P!sCM3V};_*pJ6B5#8vF>^y&;iX)|=iAoU4Fn*yQ56cDQLi3BB z{)2<~yxfsM}z>ePsQ87AOO?J#@6M%Bw4>?0IxYB6%|+|C-W6Sj*_r! zbte4R8}uYY;h&DKx6_Fnk5UX1?D;=a0!0=|mS5U+&FXo*%4W_?X`dqmPl4{t$8DvC z6w3!_un*CtgCKV+v8ey;PZ2=x<2+~*%%wP zB8ta}vHNq!Ng=szaGT&x++~XdiOdMJ_b{S?0AsuWQ6(Q$^-UiPPQA`uvF*b5 z8N(m6uL*E97+?Gw3#et8(rgkP`AL~$C~`}6yAa|E=0#c9!=tri2@%C5n6ac9;I4w1 z+QfcD99jswon|jWr@Pqs#6`==S+Q^k4-fzM88>~!gfZ8ou1Wr0ky`A!c%^@ZsiW-eHSdGe4qMcL218TALm_MV)WVdxZCwGwrF#i)rcUwv)}8 zs&^eV`jlCmzsjMTy_yJ=wfUmNxprWH&wK^*<0ZUjy=5BEfg*xzmqVp3ti8OI-u1L~ON)ys-@f5f>Xq|B_Vt>*R${;16Tn-&i05a!)T77( zp4Mc12}WBv?a*!RAMpxlhUu*wpW5t84nh@s-zw%Y@&$^J2FG9)QoSABu30$z`=#^w zxo|lpQ(^fu|D7uxN`ija&(7!2seD#Y_wAi4_Q`TRtuN7K0P?U5`C`_6c~**wu1Ozv zV7SG?{@G zMk=8<8}^c6ws)A|EK3#D0%PBp_@bUAp&ZgLK}8_}^<$;)?i+&Aq&pOs+ze6z7hIPZ zXK}ZhzYU1ti#Uf-)UZ8>p&S+lH?;H7+kavhuuW?qYP?V#s#eA!i>Ad|P4d|!>O9)F zWb)BX2VHAY)`No)Gsy9nBj;gm+(!;7EbbKZD6LJ`+plwfW9)tK%b3blcShBe+1aA$ z`jj)xii-O~%Tn0O?~5^ZGEwH&`QpngB6qKF_zJ&?W8R0sg#Dzy?OQM3cado9zJ&JC zmlbZWU@acg92Klwz_jx+hgiE*JT@0EeHWIah>OE}b#WIhh@mSU^u7%%=Q|%>>t`vN zP=8irwmCM);!`vuce^b`ufgQ3a7lgIfJLI(qoFXB#7cad)HGdGbLw^OytZQnMCN75i7;%@dL zYZVx$Rhs^^Qr2dIf-Gg3ctlZ%o+$nMmK0u>|62FU8PcyEd*Hv_yS*Q1HkgQoDQDu= z)+I&ejHaa%DsfOj`>=a=+GDpVY}`i98Od@5N}05pNj=aCuMMokX@uc)B}f7xF0ils)FK3L@b z!uIC1Jw6AQ$vQ_~$J8v6A^*pV?5z%`ROlequK9~*>m~eiW2|GBhk{}MdE#6m!4Cbs zRpN@2UJ8qvV0#yfMx_lKHw4|U;a}4a9qvw&je1c`C2+LtqzboWOP1apqpzIKj`NQ= z3+8kl;_!raz4b(^q*;GQP8m;NY>xvP?Wq2BFOX<|2luBnY_1ST;0;vgDN5`mjrP?e zvOcW5k&?k!tc`q$?C4{{wK~-Dp*nhr3qlChc(-$UX=UH>IT<-V+ZNeGQk@8^2114; zoR>cvfW?}zJ7MHJ8F;uqOfwu)pKrq_l3x6Yy7UJdO*XlxsdoRUhNZU!{q1pZTHkL8 z40179)7m7+Ap*Yaun3~GCE2y%k484PgF@WYezGR;*vTP z|A54|1~rVgXWjr-O~(12B3aqeerb_cL@vYHg>+6yjw{LRTO4`~PDZUtf&Ay@Wu25@ z^<|pFvHgp_Y4c$&5_s=A9QN_A$mA`an>xM3*^8@pc>N(nBpt>$4@l$4hO-Rbd*-5~ zLMxun(FhY8a@L_YH&r*v@T{$|QNIutWjsar*-#A?y$oi3?0>9D-Av@M+ljj>d3x!b zIKsilUm$;mkBdjO{ZQNzL9bWg0?U8CaBj%{vSIMirZ`C%Uy8!&0bf$@;wZQ8kok~e}mj|L~ahsClXLaq(% z!}(_;dF%q z5bg2a%pTU-6d|Mhq()yN)*{)@9@DI7MbD?|Xf{pqG!$^i~ZHCfg`_*c; z`fuGXUFnBDN6j1F8IUzj=$#675PNQHOgAC@A7+2e) zmHF#H^p1WH{JD_ss9A(=1?jW|HcPgJi@N`O%a&j(g+g1yp;gcADgT0V?g;B$*dH1E z;MhtQu@$WDLbta;cEOAZP99vjXa+M64bBJGLRM=huVNOP~EAQUif@=pWt4 zQYhQkD_uJ$(m!TPZJe0EW0tTt>CRAeVBa@rQA?CH4HH<}%lp@1eRcqtWh+Z}2Kqt2MIUq4A_$YRkXE zt(!?FA7u<#XR_zUIHOusmZ~E5LX{44RH=ra#82j=L_1_*Py8QEJ7&fU64j-Ct?nWRD;}WL z%(uZ~4EBd<^5l!3-HyM$)w$vApusz(cm6SH>Dd!F10ym}`!b81D){5Yq3lpffr1zT z`%WZ7FqHSi_$%Wd6t}siyQG^Brg#KK$kOiuR0ZSRRDYsCBSz}XUTzRT<9}IqLh#bz z#>p$A6#5bDeh)hPvj&9O^rTPYe;|^rjw8a$>Lm;)ecPa`%|qBE-Zv)qNyg&( zMsA(~otSC>m8X5%M`Y&|ITb$X9Cd#`V%?SSr{UT>q9PUciw{8EeC*Z z)!U!Kaqo!Dnl0>JHEvo;LeLZ_pgaLk)erxk@@bn&1glAYa|ryHLe6g z^xO!cn*1hY_GNA8J{q<}D_gRd=ds?VLSiS@Oq~s=7CJ@o2Jqd3R|62bHEbojhTh1i zekmSg4}HkmuZu1g;mbc-A0Pz&iMrjDWht}XRml-W^pU#6Dr#tK9*KW$lbG?q|~n#GZe#M0_Lj*0&{&LMyG$D@7=jSy<^Pkook0H(FcqW^`kSi2!3BozsM7dg+@2-eX)^*TGaOsmsWPa~7 zxc#ixF+nnGvjT1!bnha5X{TY11KT}@MmT$@a0_7H=I@9*U<0ge!p6}vc!@;Ay zSK**UV!*CZBEOP)Y0q9bV(?d==tP$_fcUpywO|0}{ug=LCu@Ec&OmlH!J7@kW+m-2 zRN^2nLxs_@)&Ufmvd(D#35L`g%=16!N|9l6Wy z@RQEy>@g}^yJzLrPi+r>)63IIh26N#={w^?vEQ^uRdp0+3Tn|3gqbEF(tEM02vSO*mz$B5M>Z40yzbN5;IUy1yJ@u&S-RWG>}*PKSfm_xCnw+K!O>d z&HxPuNHfS11=PWSrhd9zFc5eKJ3;vXNe4kPHvq1KGk_BSao_T30v>>TC?H?Tn7XJu zK=A>r&GbK&e#?4z2QRm1#)A7j8TppOT1r$KN4 z1O$L;EI_?C-Rb}i50H5o85xj77?cCBaR7o}{NB610U$eo+Chh0EbU!g11KI80TQzS zNFAu=0ddw46IW2>+0RXYs)MM&A`|GU4d-fb;&J2r#jjn^g8)?rwO?I>9iVSPZNMYY zX<+w?VkSrmS>_rK)cw~?3PE6DRsRRrzd#oOx)MPD|Dpd${r}hY%}=$Z>j9;L z`d8GlFBZW*(9NT3r~NBHdGQ8F)q)Vm)xp_@Q`I6{%zoA|s0lP-o-*VY_qU^}>GQd5 z&^c@7CD%6>i@P9v07_i9DF>D9M0BnwXYIyzpD*lyHi9U`nrYE->mn!skoW*=52U5+ z;$eLS;vpcuQR$X+bA5A=HwMaC*}u95!4A+_n@5|jwZI>6*A9y&PCA!B9e;H5Kmq2MCAq3a}!sKB22Ive>Be($|<$|g($lm}2c)@N^JV<&#_mXZp zvX%>kRzW!+;sfG7V1R80w|S=71%b%Q4G6!05fT(wWGNPsU^pG1H-Jb8F^6Dbg~&)j znv{efNsaJ;l;$63mMulrhK51=HJb-53NITC;U$pm)j*>SAq&LfLD4=ygqI3ot}gP^ z-^m}$SI(_lq{)@>bW;%Dtj>xd>izLn`X8cr!=KXpuO!fRLe|f91kZ_X|LAkxwdLxD zQ{nI)*SEdHF&x?ao2v1ueEk=JBvm3-RgprUjJ8KGH20}~~JYLyr|O|d|Si>>37R_{!5ld=|Qs2$W*Wf?0~CvwR;`Df7JE^ej~x>8@{z8Q$M zeaF0P@F@tfR$e;0BH*Z+wF-M*-tpt)`{rQ@sw+F6oWx28p0w9DwH$P<={x*C^b?y> zKQQHWlXAqeA3%(;(;dn-58Bg2lbbH+V|8KC4Ms77VGH*s*CbKwd)6-XjshbTkBnn0 zEAV{yRLSd>E;Rm9A+ElaY$~6KWzZ+Y1S{Pk9z@rJ^A3NdhorID`4PERbxHr;A(}W2 zQqbG&Xpd4z-8_+J3i`EAXKF}UC%N7v@uU6zoWi(ct`K7#0r@R7m1f-80F0VHAG4pbf_aq)4bkol_C=+H-n0mOlirNw zS4+v1nr^(_^V5d0%ujLPF5-=Pt}rJDsM)CJ8jCUg!ig#Fvwb4w?Oy-Q7u3x~D1kktlt5dK3EAxN3`fsK#;(J1*%e5c25& zug=&s6I+Cg@&k5mz!>>PSqAddue`^(MtWejjocPp?cl z?UNy}!s5laRM6Do{2qHd*~n8YWqQ}3o4n!+#ptC{cNC%qI_U2~&-X8A5$q-PC)!jb zVRrn+1V7)N+Ax$a3Z4E|mW$RoRbn{!XAsYijr4kT+Zmahjf{0jnRmiD(zyXu%JyF5 zUOQhS^2!$JSH~75sb8bTqtJupM3V7KiUXVVT#7to?y9d!;S0aHuebfNXyK7%85tzM zsAG=6)HfF|GM5JfSPOrYqI|Jo@3zXAW(X3enrQ33x+t2QFl%WyFK!#doVMsr- zEu~(OzUX%x#oK`HF{xm&x-NFkIK{~+R_my}xmWs%tJ~_;hhCkNN4ynB?W-oo@W+r_ zOCFZl!Uw^m6DzB9ozby4vBa?|{;qq>*Gv7T>3l;&!)05QxVu)X;JW#jyLo;?buF)kWn8F*z>+?elWexQxyw2} z1U+?qLl)RB^Y0^??n;&5Rc;-3Gjxq|`PUIjS$!0Tqnh01T3xQptS?dl>h0KeCWrKR z*G`+<%kF-LIw9Vyt~%Qo(aImrNvV?OGo{Y*+O$PPqusd#Xv)GF@tnGbrDY*9*V--B znmSBMT#z*sKyVzfpU|BlDl=PlH?-AIAV(Any`Ex zt9Pt6BA%mM7E`Y&b$P6dqs#S=HrmK`@ShI+ZskCe@49+^dQ-cPh)A0 ze$P#b6t3qT#1z-XJ;#TL$%(e1MfBd?&0?yu``=S+ICsHcF(dVYUP0c@W#zX1Zn% z3}C+>MJgE1eT$uG$X_s1fa{YX@@zoXr{j1;u>QVhUXvn7nK39Ld>oN1OLQ;i&}!zN zXTB>%0mCN!a2x8exQBU(HaGXw18o$)&U+$W?U>|hl+?h9n)ehC^eu{F{2uO4p+agg zn8=(%U5;9e-PH$*0lZO{g(L3ZJK2?0kKS#M@!0xOxV-cAU>ioti`tY}ZekG%JgVo_ z@IUXTe{27%E?vCHhSVPDwc2_08amco>Mqp<ZjQ_n*JFp!aepV7bBzc03OgrAjzM-IG|&cBS8`TATVTYEe}g4n4Nmy zjutHJFuk`Z)OSEJTDlW@KKo#u4zJFVO z#jrtCNxd{=86to??Q7k?>1W6E`OL!XIG;G(P5e8Au;$Z;!rJJtH&vwdlZ3bkduFK- z1Jy&?23o(?p!}uyJ<71JZ*h=ja1^r9ID_Sgv$7Hk4#(?)^fpW1g$8Ep)CXi^44cD> zx$I5y|qr?1m!1c`(B@M0|(MKtt z&F;@#|A)6eW0=T>k36~b?!*Kz1xu`zNG?iZD8Dx1?{)f|bwkA&xjZKEo%-f7uXM?Y zKC~K%SEVe-Yrff&i|93tej;8zz>R0ETL>oqJUmoy!Kv% z<%9MbX6?rYTCK=bH@|Dbh$WLb?IhUuwx(1dE3} z|4ok!Kfa7%!%K_Wr6qmz8=D|jWvq^Xtaz|2*U4$3WTzSXnssvpaRgo&^ldZwVEGWU z)8+>JKc?OSDvl>u`$iUb3GNVryIb(!?v?dKXc4(87 zeAmo*8p!R&vIu{)3L;u0ANPUB`py1imTm;C3oXsB{B49zT4Z2d5v}ZMqNG%0G#*N8 zDmN$)Ea*-QEi?KWDYl!)cZF0xkDNWLx@1D~VKbq(HJ&6Zfy;5p9*L9^oy~4J-GU6; zJl7^B5xu$ZkKYg5kD>Y$`PPp42+=$Ah!|mq+mJO;CxRah5K9~zWcbj*{2ElAwj{Qe zYHZZAsTfM{#IeEtcTz+d5uJ%HBeK5`i2VJPW3*gyPqUFE;)%9!Uhi}zEHt)K#GCg8#d=S0glLX|lPy*QmK~}6l+tLV zy7a?oXpTT(I|7}Dq&ofJ6b^CgkkHOZqrP7CIx4>7geEcxlMRk5W`Y&<)ffqaF(2MIndL-JbhN>48_9u>1P0KurK@H4#m3*l15%z<0-FJQ(uEE z)jMl@Fz*bf5C8I&`PLA^>tn^w`jVfD8)sG4yuHjr9cR{iq-CpOF(oG~TQoV}!}z3v z=^yA&LVW&>q(ZsT)O9e{S;kJ&KK<5oa)BF&K`@>Xq`&R5RE-GaCZV&@_v!AA!1sQQ zh)EBZMsPO?NFKmt1>`i~A8<0U0cQp9es1s1>gIso7!C+_w|Bsk1CH;uMNPP|JHXD_ zC>igi1Bn@sl5sGx0iQt>?APj(0|Z?_{|G#dU?9Du^V4&n2G|oPwYQ+%f6OEk&=LSs z_}I9CO9D6{KwtL1Z~_-~bAV6*`+?5}P6$66H{hA%f!2T;C&I~pk~QKF+)l6^cv0YE z0Fw_0NCAFLmS3C+c+2tTKx_?!*I)-dNfqE61FbS>Obuw4pc*`Iash`K)U^hLIzS@< z>j9w?uv6mVV#~{cGxLh!I|pUJlKf>@=a-!%<^=LR?QH~6b%wFe3krqV zJcX>~In+?k<=gn87J?HOtLK`bE_k+DOf(+rdyL@MpQoFu=l{}_zFp`F4=Bx2S6w5L z_@aqjazZ0@_szL&DMIM$YG)<fz1t<3dO9kjWO(HIBf`iXmh zGyr8M^$+zm#Sw`wtHCkLw62!YU*55j&I(KYw=Gx3Y6gD$|6U(%h5FB8O&85B_P+Qm z1TA&Or9j=afrVTuT3Gw>-Pswk2nQ=hzgIxX>@szwsqBz`kjXK+;vM@(@KKQNB}aog zx*f@QlDrfPt^wm8z2Gxs`z&wIv_h%K-!ik-$nF^J-q!j?uoTq1rZYo}$_@mZ7thRD zk(JhD5`|KC^Vfs(FmvIAoT;~0ksRdewo%f-4vQL-lhoZIA>7=b_?)Z#n36E0?uxD0 z;M#up$$UCypK|-RAfvGhF;DTi-$AF06Ejrh zwMNZ)ZSfYNof8GGOt0jND?hJuiKHC?!;8YIV?~ck6j>}D7mZdtJ6PGiJ(XQW<4n{I zI!VE0Xe}cCw%duX1U=Vlm7wo(rqVNBjxYB~$d)R^y$@-Ap0mM~k==oi41n^2SQ7wV zfTstr&%qN15Ru@ia@Vv3HN!!E1ppm^cM!t>RtFF?L8u9cRe{j}Eddk*JjEbz0rmx9 zAh6f}k}v^66Ic>2ooeu~0t3MTh-CsN18ANgegoG3|9oTya9~9tfJOor16WdU z%HS)2h5(-gzJs2mDgaY~i^RYv%*h8(mf$-8lMAS!z(4|MDL6@RKHv-i8xEW#Ft`8& zTn$VpI2wS*fgM0dDc3%-)%QPiJwShk$W_fxWT_}-OkYF(7rR84pfxe`UrvVt1Qk=t zATk6mTox4|faw%avFNxE=xD-mWl$|5UH=p*UyZIL9*GQ~e=m9??u?o2X9m|qgvg6a zw>8GNEt|BU>XS2*favzk0 zX*U)|DFHOB`=G~XNf;?ZCY6|d;t#~qz3@?QL_;r2d=}^*eI$34f zIbufd1``FXbr&GnUun1*@u-rmAW4X+6pNpGq$=Kr>cIS$1iopLs~fS=X>9d}Wm+<* zuvPlJ2AJ|GxkyF4NQU`Q8bc& z=|#G(avHVH<`zuzt95l?iAZ8@^jhFV1!`10R(apsNahK@sznh^jGv0vI3;gq6un$9SUrOFNtMUB^JkYk}zM|jta@G)9;G!&rpQDkOIU#p%t-C)UAsw+Z200od1sx1_h1&h9 zEdNq3c^6T2K)GtkbD6N5u7#&}EI}Qdz3XF69;L9zdi=#O2(~Q!z;xcoau9E@RT|y@ z!T0kpRb3*&)d2bXwH&pLK%FaYm{~f5uN&*1@4-Kxo5~^jUd9L(zVBbdsthdfLdgnW zKTdJ-v$-;}gw$MAYPh*Nez^Z9r6;6G^+|=HE^4Io)eU3JdGKFL|A|YKHHm#$-*|@< zvbjhkwU8}3Tt!5m*JE4s{y3UcaeUw64atdQu|k%6X}`Z3%2ly^mP1x~33o&OA5;?9 z6fhA0vkaVw1eQUR3rtvmwZNEwK^@2_`)`sU^$Qqe0Sg6&iXi<4SPsCz18EvIe&0X0@u z0J917Dxhxy^Ep5RYH4W+g8oiUPJl)Pj%#OU2Ut#^KZ=Nm03tWQvtL?T0zmq+vokg} zHqfboHlXi&`#-O(tu1gIkTwP0K?9Ipsi>$3wz|22%S;Up2vYSTB0zdyb#*o9IYmW9 z{rtcN26~3Q;HxU`#3rbgmf;~S$PJba564xuuATbNXbWK?mXZ*K8iWVaSD})H2cx3m z;fF@kMx&zAB9t@TJ>B<-Az_}4vY|>i-IP9mRcVnXz#RW!NkeouC+#MK?T>ZxSUmemDcRvkkFv7Gm|cr|NBk67`YC^+@+LRus2SPN zDinRI_3t+&2ISetMOeni%@~(pqPG}r{d;RB2zSdg%B1%_Z~+Ef%^pt~<=n;4ahuP+ zCpJ-A&+rEPW0J;BwaB5zOe=F^VcIo}vbqNMOcQDwH4OL_`^$)c7WnUrA`eY^0HHo(BFtfK|yNXIVp)I3akof6MCmh(ylWr6)L8R_UXYUAgr3b7vMF6Os`yf;7PA+ z!alv`5eAo`)CRnPF&;1z0P71b3dp(40joe}C3pv>5o`kqTfi=Ye?g8J;Ff{~Fii}0 z@CQRn@K3dS3P?Rp1Q7WMV3NTK&;!U;(Y$f&=Z8lcLVZgBPdl-Jh;Iu=iU12PL6r_o zqoM!(oz|8lwD%n~BJFcN0*eg&Cqk%M_FwPw7E`U!>}4&O?wr!KX#VRm8V=uPLa5Yw z{4>nILf|4jw3hnFvhH`T;Db^*jdAN@L)xFb##Uye?0;(U=mx(fh;-t$V5GP63;qPm zwUs@o|FV#)P>R`1;7K3&xj#5Y4CW9*KJGAc2n^3b{|I^-@biJo4E%+FW6)ECg@pkK^y%p-@Dae^Jpv@Pg8XriKLHrhpkD@^-zy)4vEKiH6ET6am{^ix91>$ZlWQ-v@ya|@u!;*+ z36V~*uU|`p&qo>iu-gAeJk+ID!FWix60)|5$h|``ON@5d8^W8#IOy@yN0ky<#Mm{} zcfe*Hui8$E4}VPGeqZouYJYdDfR$y04!yCZazdK@gp6Q5nntuqm!8`Dc&VxDMhbau zNy=Jcg~D(5b(hciC3kpGkLvl$Xk!~reWdppzf~t2lWFP3q&Ibm756G#lMhLyvD%DRxDLec9Y3ghq%a*viHAaIS!xP);^C5q`|= zI#Ebf3b{Q+uOG(`ijmEOL@K0isLiGIH-X_ID-^T)MUe8lId`INH(YHP=`?B3yWRXf zWht*-c=KhG7C3Y-1qzvWX?NyX`VZj=DH@-BJJWAF1YeQty7AzeY7N*iNYn@)XMQwK za#&wKT?lP9ksLScGOTxR{#gH_=bhs=T5oLYjy|*pz5%`tzSSR2jrNt1K$Giw-;OJV zkSloKxDa4vJp(rd7?wN-v80n>B40kv9JnheDD++;hDb7|`hNQM{B{$yIDZ z5(w_H9iiUYcoI_5n2=U0+9l5tMY->BC4jN+-gTBz`FcC3n4OuC0pc{EbOi|8#LMr^&Ecvpwi&VKPS+bW z4ctGu3IR+XxC4G|wqJDDm(CwQKY#k>?BEbLx(7gl9-f|{5OYBR)keFUkcr~7o-~aV zhg6uEbLb=oW29U*q4St!p1Rfd_eDmef#%s0eeW9U&j6Qh&a-FD5q$hnmjT<>ePDqN zSprBK1h1dBx66(K!xqd)TfRiQ_f`G(;Z@9{jiHVsx znGh4B`5%TcH!Ew?xq~*GG#`oNjd=&65CWP{*Y`M_u*e;WGBLn9Xppcy^6mZR3{ZhE zS{XK?Jt4DIPgPY_L&G&kftEGLUt*wo_3vKl1bI)>w;Y-3>gv6hXLH4SCnqrq45waR zUiGW2*(w0M*j<0`C!VinV`*8sY#)V5T2fZ#@%{e7Yop0>)KMV!=;84xadeN`L{Snh zM`!Lf1}vJMpJk+^(kBmkFE1a#?{B~c3Y8!2?=z$-R_jb0xPxa9(v!-FmY zByC;$OaW|VPJ44Rh-dBkQjK13TvULX*DqeYAR=NUipy84blLz99;j#n<>^{;L;w#n zBV(POGGl62XXl?@8=h<-io^;##?-a@K!IGWs6mjTHM$4-spscm3pW7Eb4GEcr>Flc zHk+H1Q?Y3GKf8Xv?6`bPPfr({ZK$tzc6RnDKskLh`?#DqYDqC#I?sfGF$pdUx21d% zmALI(QSwn2s9^%`g30C10j6g&Xli@+cT3N=ZZ#!G)t?mMRvPqd-LNmOS)2%!8v%A79}i4 z(=80rgmV!Y@D&$tK-QH8lL}+1r>Uqz5if_ZNM1N;@S1y9tCR7nCs_ix*cnH{s*AHn zsQ@rIc@WvB3BNapyDJ|X9c|mOVb`|){H$3diAO{vFDKV_=^u`Y=TmUByNez*c;LP^ zF%c_YdM)-=PcP%>0az==afI)fG5JKmZ}crlO-@dqv|_-w>kEdbN)nv?b$K5rUka{K zy~D@lQx6esEv?8wb0wt-50Qfd#yN<$9;&CNre=0l*3_?n-61p}P26Y)L`>jtdVrMB z|Im{=zGhKz!SFtNw03mEW|kkrVVCzG&;I-mOcC4!%l0oYk?#Yk85Cf>mw^(6izk1t z_eOg!NB1<9lDybQ;zq3wp@ zbzH&(W-c*xA2+bM{m2RkN^VUso7ZEnCObPDG=8a>y>>ozxnqy&JgYsXpyb28-nP@} zs9jqhSL^foa)s2ybrI6l^BSGou5>q}HW2=8jK<#pBmEV6&SP`_H=9=w&yXK4Aq*E^ zQf7)Y&V!YyHOg~^5%9G3;MykDUdj}vX<+ut`JoD*W+l-&EWu%2U>RG7(vz7hUOKF>A5NMgB%kWE zk8^(i#8lDbb?)+mXdeH?QN2K>Q>?PBAB;KjTfvx2YB)2yO=Npg3(c><&e7>%dvqlH z;gLq`bk6a88%37_PPcP3gtYR5UBt>+J+*Jd+zEamQNO$Oi+uYi=^bw=5E_~(*Y@72 zGgDhGViS9*&{^2Ak8LR!Zy?;BP8ukcxDeCa5mG+%CD7RyX}Cmx*HEtJlgN~n)x>FT z6;0feEQ@;JPF70w@RYR_g1b}4X)eLW`ZVzF?AZ1Crp=_tq;#lgm9`or( zDlrUQ`%R=Gc{bd&rBf>!DOjr5@584@?zX4vKgO+;5ba<1v2Fg1PAI#eBrzRpXH|kF z?@3;{lQ!lo=q4k4>(IJEIi3?d%JNZYIP;|16-z_H3k)Et~moO@GVFDFf zqG`E?s}lQA$ByStg0AIt@e`*cspC|H(rJ)sodlZEsy{Jq$%=BK5*gIbLcul_2VL?Ptv9fDIM%sEt|Tff^x*O*FI z`n233eBeki=+a4!a)Ecj(ntvXd~d-hmB&F{o~`|_#yiV@?nQ;+z~-N?A8oq=x$_K< zQ~t934P0k^9|XCP6Y(_ z>h|^eoV@hh1EKL@`Pa<#3VGO*_$on8LkJF%+m@Wmx!}0!*x&l{lebxG0Uavv{$xKa zI<5Mh1EAaKeK~5HOe+w@5(PDv;q1}6D|yO0{o_mPI}UiX4pSW7`{jX>BH<6tPlUSr zf7V#m8kt)%6q-AbTd$@6;BAVjYLc`!`7<1S@!(6=jg)=R7oOi;AM$Z|wn}(&NHduf zsm0BeptvU^EJfskCN438p5^lfmj9U(V-L~s9qeEw0Z&U_Z!wnD2d9~@l2K$re*;qi zHaUm7vWrV?gLTfwGBzWp6&Qsrdw6JoOdGp2fN8dhNj{yqCf31%6Vu?!wI>w5zxZsL zZtZuY!Aci&4op&w!$xu3oaM zw12Rf4Pl+y@@KJGl<-EZ&fMFI&z-f~)bs|Ba2y`F45sPfo{ z*}Oa_xZ;xLuxta#J%O-xm#t2WBFh6Cgy=vL%2T6^`AkVDOWH$*gDFy!c^yY!hp6I$ z4RL;=Yer9Kk{W^hn+lFCKhZ<4l>e|07iDr4Tg(O<@jDA5c#@LfZ zfy22El}6oXiErSt8C@^@;$9rVuGib5@Vflm?RZ4%W?1A&gyDz zEM3FrX=}Ylc8Vh-eRW8y#n10+IM)|~NH?knnfxn82zoz2gpWfoY%UF>ogPeEaLgb- za6{S7Vv88mjHAXU2ab`NKl7^ngBUXEj*z16qMGU7DWf$;%!b+e&cQ2=VJUFlJ?*l?Z$xvZUo!qazXuK#>Lj3e!PjNoB-{Xdl zf*$L{->g85yOZ9X^nZH`w0h?HA=?76Ovr1S&J8B`>#re1Tx^B*Lr6_^7!6W=Vfki_WA`4^+E$6B#ePxw-idwDZgk%wOk3i6 zxy5Y+SsdI||0N-?^0a@CEuTUnB^uzJ?UjZQ$(u{ygDAJ#!7FDum>K79+HspVd#qJtT2LD>cTB#(U|8Yf zbbY6dD)o`1PWnxEd;>(DUKkQWipUCcGN*tlFHc62${~&shMm(iSAI6EG-1%sLd1;a z+mLhpNz-EdP{sHAU5!2R9$D{)sO5uGc8ELsWqaQ9hja;{bBS$JWp15ULz14MW`frQ zyI-a8JD6koW?t^q=cc(X{MD_AT34!1{6Jhg9lTa{a>HmbT4<7QpGXFeC5fsP~XKqGuMKr}iB0WDhs_quaTVpoYxo117 zlON8pk)8X=uJ}t#{N~<5TI2J6<}P_y`@~R`RKYre)W|tgQB{;1H|exFyGk1bzbDyp zfj!Sad`v$@d6K|I)~z`^ee*A5>EkBTyW=ibMf$*ri?QW|t5}*S1!q%?=vu~}Ij-O} zLw8 zJ2~;+?{}%U#A-91qFYHDc%=}$Rmt>u@u|-FbdJ^=WSx2#eM&D;r|#Ey<-WY%_GZ2& z;S$5wZmd)BkI&U{yrHiYHloDws+Jw;tqpjIvjNyvj?aa+z_UJofipsCuuaf8)=@sX!R~YR~1E=F7%4hrv$0 zbaFWLOz#E;+%Mi^ZJLn-qy?2|B~dh-CscG!K`2zYFV&X2G=s*)@lPFDcVC&>zhKM#DlKl~zTDEP&SkuaY>$opqyE*`sM~On{Z`S zX09GpaV1OpFzkIIg}mobeXRfHz7%_l;2l(|&z{`)g4$-1i6ktaXNRO)`ErAkUT<3x z_U3J;b)i65PPomoTIhKkf%J|bN0y93LnCA;mM@!%3LTlWRxYuqJ7`ocMjii}ev=ASb`0ts7rtxu&v;0Er`)XCwa)=NI$~hy7kZ zJs7w2-7%J}Xk9^ziLCSJiuu9sh`qY83*GUr5pYF_->q^)AkulUGfa$ijHE3kLa$1& z+=$m5a5F$rY3%$O%fPIQVHyll6g>;8m3oCh>Tg|nwEoBKI1!EYD^e@Uq(3vqvoy=a zw)pWc!u8p0_fZu=UR6~w?)9MW2`_^ML@5hLn9SN8K?OHQ?U_jDH%p&I#$^5P*{0=8W?kY8 z>Y<-1bYa&Y@+J$*g;z$10$;8^atW%NolGFm%3M_Qcl{F=)$pT&LJAO2GfEQ~Q-*jD zviXm?6KZhA-&;Gw&=j`fdT-a+R<D4~Ai2(KKvqD!!FQ(iCi zLC&Q*n!yvyvd*P>xXjdD-wFGLvAw!2jW*+^Qa$0CKvnfiC{{xKQ!X;*9u(=g?fmbi zbG*|r(l(Ajj))6`b_jz9X_qkI#u0rJt1Kk9BcyABtK`9q{K#*xz$5i6)9J`m z_w!q_EEy_jF*UkD=AyiMI3m%_nhO)giOVqyPVoHKC8-r+KU_agLxXrP+pfNTLUvuR zQmG2)j>Y2*MhlH~L*(MFswEqh`wk_qv0V^>RQHNP0Y3DNFWnvsM3d=OY^)8Uhu2&wI41b%L|A zNpWy+aw@ENKq!rE@8Nnwv^7h5?4A%wWY0Ya(foP{rcp>? zh#U6%?%igjtD`g4tRgMF>ubhDNR}Yq%$BM2a@F(s8D0$Jk(#cKkBybto%Uo}bvbPa zCEDeftu8}(iZ!Z09F{EM5PTi>M9Zf8e}UAPga2J8VICfY(Cwk2A>RT#JUkFLr5K&J z<+}{L>~Y#ybG-BG8Q{{=lxyUjI0a`j)Z4_ zZHcOC&-hmBgqnBieGCZ>p8CZ`OAC*P*iz4mjy^FngAFi^rmIY`u_dVR@U-|bewQ5^ zSaS1xs^YVjO$N_Fi+t*8YSPluAP)EM`SKC`N*<vb}?rO_l& zLuk;4a1pqWM9hSM7~&lSwV+4=RYO|YHbQAET%Hdh885k-R27{a`HYEO1DpHRSVe}) z6|!6~&ma|JToqxM(Hn+%!;l(fn68m$AD<^ebakk^NVu4m(oAjWU>6n~i!@)(nQp*T zd;y+r=s60tFrbG~36Lw>@g!jDsJn+wCbJq|e?r>BT&hSt6w2Ob<0ju}tAdc)yIH(S z4Sb8JJ1R1OUzlk7>HGewp)r3rcRMz%4Ymt(c!zVXSfO>KDx z>N)Pe2YH7#oH*)b_(ND-MO1>WD{!la^1lFPsF<=soqt6z%!;r%Y7uw(1pN)j}> zBmbd)*1uLp8WUfNq+U!Ws#ZT3_iGbDBeFJawxoa2!@VVYBgnMRBScIy1|z!psNL{!rMgdrT0Bjk+CIzuUuc6KgUP!qSW5cnq@&Ryk!{1 zU#x61r!ULNuiJ1uH%1)?m5Otga{l4^@k1%{;Wp?raEe*fa6&W;6mWU#i1kKNeiiW% zo>)g->gF>SMNWt#1hv^+HgfiE+S~uVkI=4NB&Ub1__CRuKU?96Ao;)ZkWf5dM zdkX_{ox~;9^;u+aJLA^ z?61EDVjZI?epTZ#wtk`h)3T`B$W)7E#Er)2X^RoY*N_+My#K8% zOZG*XK+xVK2S=Yjs#(Jv&R$%{;3VDVL>lfJB0+O^MS($tx$*`)L}4wZQ1^JAh+RCI zF^w>vR0qzeVfnltvcVHV-Z6=ha4$JQJXZp9FP)#nMs{%eW1|`k*TBM-t{Wb` z!cO!y>;F~d$F=l=$2X)j6<6_xy@6nkP!<7B^M2VczoZh@tfGRrh~)&Ykd)qc_uj8} zFD;}ZqtWe)CAx~N-q6R+{jj=oXLRtOYfDhgI~*oP^SC8B3{AeEBERc!A~p7Xfy`A{ z&vh4Iuf+OBj+vK#tt@0_*kwq|4jGsF&0oA%eNMBPPDGl=kVEpEUe|Q=wo0JG9G_>l zeB_-NJww@y2{;I!{CiW26kfKV91Xci<-*t=&vlIr=6)qz=Y)JapWHK-9QZz(U6KUj zSy%^`xuL$iPoH%RS$94^g^^FIQx->i=kwRY;PR0_bTTls$rJ`_Ei}I_StK&DZ;wmD zEai;nlI21j&WK|f^{;q7IjSg;W(?)&4{eE2J*Gr%#A5Ont$onUz>q-+4>T?;%*wMZ zASqX#`pXzJ^3ePpViG*2&140?&*iLfZG~lP4~J~%bSQ_664Rlt%HQR_X_~0l5IoT! zbb8s7^*R6FXtX@7IiX6&8Ocq2k}{k38RJr~4&@~C5@C2rZ|p>0Pp-GZ?1ypNSsU{S z7_I=>Huag-7e41BE=ng|?zxXNO=B+QpAwT<(Lxx0B?#__24;Pqfr(x$M=R@k6bPT00vSKB$!y~AQ+AyjdkL^r$VWc(+tHo5;|_)F>1z*=qcYGT>f zg^kr7PVxw9N8|LvIZ(G0ri8YBuI86Ra7?y>8y9Lmvo#VJhk82k7p#l2s|_np)U4mB zR%=Dv5D7`SFg#;okJ5i$mA_RE;cZbtG7Ndeu_WSTQKw{>A>MOMbgK4e#;i3oyGPz~ zn7?g~--hY$0@t|5Vl44*DqgaCcAnqph~MthHVv*jF>j2#-?CGHN7A;_gG451Rcoiw ze>8M?q|M{)G^}`9YQhy4S6^YGhqOP&&D@$dtdP(HHm!x7$QiZ!gP$efP^Fos27z`) ziRdpX?vERDn_-D4$y0jy9l{2c&(JOwV`5hk0Zwwis zn~?Gk?hwCiBl9LsJ@*r-j1%}TyqF#4Zwtn125$bQsM$#R^(#G!e0HFLQi;EmVl43Q z3(j~ErR%Lpe0mATZ~8)1)oF@P&G@C{4zkVW2xE%2$h-)CEo+5)-aVX5Uc%J*cL;TQ zOT!a!^%g4R`rLo7k)l_-Lh2A5uO4@qRAGuu%6ulZydmuyMb2vPoB^C|nA;os;0e;r>V#PC+$hgDzr2F3>;KvCp1u7i%l=sUKn4zJf& zutN~15?wGi__K6#AuN8O{soGK6kNo=7G)c^yu|7zLZu31G3g%aS!@wQar{8^z^h}l zfmvzQ9v&Wwr-9%ok!jVSQ{0_n}MyO=WhWXscN#t)$VuIb1G?Q)KkLa;v-;Cg! zXXfdd*10WxctF1DuzzSCv58U>0MBs>B4X`(>8*c zdK&g+7Ecki3P8x5!NdK17RE*Rzspl_a5QJ9xnoFha-v_&J^P|I5UKxGKOPydq3HkD z?)3lcGx~p)v;W`n64?I~6y8RHs}}f58zPAl1Sip1H&YneKw$#^-vRFa&rbjU@=X+6 ztZx8?0xYo|aoiSmtLd1AiM5mjA+3!l#?H_G(-*G@o54rp>!HT+r5+V}Vm?ynr52TZ zR;y9Cl*S0-M5$nGf~1kq73J*6Lg3)WIziFmc6d@!BrxW4+{j2t8Q5_JbBNvb8||ib zdZHf3+rJ(_tqT(lVnFA%uxMU$1poOK#NpEJ9vxMhaJ)4&jTkg%O#N@<8`kgKu`xM0 z35se2en-Kk_`0?h6B`>lY|&)j*8R;H@S{;s-f(1+C;bQc7RUv2jnmdGt7qwHX;84t zM`p*j?%WX<69W_@izkGb$Q$j`P#!SN{;q%E{?U{pcbX9af?BhDYF4M$b5BW038tKZ zlICh__Sbn2CsCYGB5(H8#)bUi4VW>$e?)>u7z#%t_2X=(j=9(>1zh>V%VWgelWY3bfuSIYD`j+CtHP$Xro;wRIY4%z_t6ue*4>3UGC!eka1av{{}Oxr{rhXXs+^pa zg#|t)vWv6xp)WE5NM7O=N(7q#jNG@t)5F76hyo35+*JsOQ|3=Rz!X0O4ZpjdoRsu` zeg!LYb1BAD-71ZpUk^%3;nF*o_m&nG3!bKmiYI$}^eE zb+ottcpMoR@ar*~x4n7(esPR)1}U1qa)~#TJg52qegXU%Xr>74<(GEly@}=|sV8R~!oF*LlLKHw!Bb2z&j)jO= zDjgB~{6(!&hAvr$<@UJ&_>gBJ*(!Gr0RXN8BnsnDCZ?*ud%vEJ4OIn&J$0WhSiU&X9=U0b$W4oKFZ2K_yQbMK2=fI?QOpvaK3*(ye4GQ z5E2&tcHh(125z9%=H^}ZF5qA5eJr;FdKl}LH6UOFcahH}kZJgcVIzm_xMsW zm#+pi4OUj=8y7&Tfg3Y);br`B83;BDW{(^Nl$DeQ+&)W3pzG`Fw;4GV9D$eu3FgY; zVv7k!&ppuF7_bo`A`TvD7fHesqPI0RUTxuEVLd&!tkp(Fj?B!=T;As%8Oq2Y#tj3- zRY`d{5)zUeV`_O>+0-vgM8x;s?|Uz$i?2>j6qyJQeg8duFg7wWK>%3$|3VSD;NJe{ zBQ|5r3v^_u;{f&po@Vfv`iPnFk%2D&*z_Qz!I3$6;C}5R#>)D!qJohIyl{W}^>}^C zS7FS}&R)A0XJC+JOcgIwH(jl(t-T8z?eFIXS#iGt?Cccf7}c&7awERak7DJcx~nk)liXG%d`_6UtZ1sQ^#j z4aNF#{U~auX^}c3epa2_f(Z;XoV<;zQs8YH9+4*<=+)D;`7B z)%(CC5^f79G<+ONl{5;X6dIbE^R}&+q&#Vp2T-1q9w74KBB@<-JoE)(rO)@z&*0=4 zQ%mP*VOD0HZ0cci_pc zEiDb(>r|^0rAiV?ynOuk_%yK7sKLa>!qVN{{pT5!83&yLQ038ahxJ$O5|-eXC~CwI z67f**plLwNY0yh?!xLld5YVVV%%T%j#u}GMN+Dc`?wxEONHV4;>xavm*7! zZlx^qGJTq(XTnRQ`8VRWtj6CdqHH{uw3SJIh|y!hciW>)&RIcc7v>KRF&Z!vIor`VfNN$oE z{Z2G4?ZlLF0m<&`a=Yf5`bQ=%OY(Byi|d@>z7DFju}~+(YFahwAD2OZ+B^a$aN3x4{@N?6o<65vl5rhomB)4LrU=rmWxNdS5&uHdR zKF*dpc}-;QmM#_J2nO3G$8bi7D59*l_Ib-20c1?Mv#hh3rj#f;_?_<0>Axpm;5K6E zSabzzpEA2F7Z@V`<_`($3nTZQF?(?l!)L}f!)iS&~+*E=9E%>C9X{) zf`nY(Iq?!DqYH+BsoqcDg}#v~w6^}J>`rU@y)^ksHpKHN?-!%bv zIh6_SsaSoo@bCM%kWRvRvsA&c3PWv&&o!ydFQ5v3f|6GX-v!tqiJ0tYLx!&dd2%_H zo3yz1TL_sqELv00y>xQqC|S5RL)7U~ZT!_>Xan3t`0fL-2{}ZRFXWK4U_*-rd#I?zMSG8(5>h0brdoGK=oDe9(La}!-SghN5oD!RBA{-E+9ApwrY6_wpLQ;bM0Qw3)z~mkq8$4mEjhz81T~ZvcS0;rAH9ri;Q5!K7wRV6eDFwo527R#71MfD%^%NS6gdNW?mFUh)S73VY;)>PXu|pTg z>T?9T*Cf6T8?x_^-P#BC;0t*4*p8XI-cXb;)S$%0Vz5dHI$0H1i2F$~Cf2{|M{BO3 z9~tNPU1RbVOXB7#(e6&oOmpid@)!JHnY_`~0jf}y4-Cz1w9!hj*EuKr3!3tN0j5(v zx^p9v7oepub=P`B6yQ{<5+AG)HP0l-?HW2YQ?#4H9s4@()=;G$E!BJEPAH@- zrEE&WO8z}e)ysv%=3-L%<0qmftoFMO9puG1+2&{(m5q2$X{N7~^;cc8xZeb`-fvrc z79e(|!OSgllM3;yRpgjSH){wUrh_AT=B6;0=2JO;68!)8I;*HSx+YxXE`w{x;5N7u zAh;9U-QC^YH3WBecXxM!yF+jdPB`=Z=jz;?nTxsUwWfP_?^^x7RZo@qFIqEm>KIrm zL=jHw_-P?ClR*14vYGQuTIP1$Yo#(AUB=;6rY`iRLS-LMjk=J~Bkf}Xo_@%iQ4PUh zERzzpCYf*?$;Klxw=u3lH7;tjNctH>)T;Aq78`_nnJVhsdzlC)#+i;Z9Kw3hs#DKL zrNT1AdHZ>+27*}u3(Sa8Zy?BUbG&XD|KHTESBZlt@1Hk`^t&YF2FF+$a$F*x!=_jb zZ}G;-7idiSU~vkS3=)&NG)QtZ84?5=!ul&}H0avW1s*s8Kvbk8n$j4iJ`1-}DdZ{1 zG)a@;E{tXt(?_TWV~E2lnpMYxF}ZmemsY}HqGlab&;_iV$2cr-^PBQ;0B95DYh{#f zvFKM@Ph#hnQ8jgr&Miak`}nPyy_)S154Esolpti*&Zpd4nW%zFO?V;ua`J(i-p*(T zVeNjkF6ZwWHY`C_WX=J3VqX%L6X_vlzMd=0I3^V`44qI0nEUWr&qdTDt%VY6cX{jm zuz4v}Z$pEW#WbVIvf8@gh8q_|W<~VNP=?YtQnEr+dZJM~Gsqk&sd^bj>)>E|n0*li^0V>Jwd-~HSRFTI4qgy)I4X5%*~n+jOoMo#&} zvxwkK^^sVGg{Z|Yt{ugaFc_q6GFGWY!o%jtoad00VS;4gNfZW#b5g?YP_c~;uBac< zbo9H0!)CWia4Px*u#^xi5mYb;cd;$IxQMdQQjsd}vOsgE$sC z8pSoANxTSGZtkiZes^q)~vVoA@0s#?GYQd#-qge7MncTv`tp{(maK1uD z$>82ik3HDJ0E@TmA5T5@8!hZ|Z#}(hHelf7^V6R-Jt}G<01}#;7!57_8xIe-G+nV= z<-Eg;H63h+?6`-ceOYfAHelwPJ#lKsW72!>$(1gqQOK(^=!g0>esVu-#PVyLV$!L0 z1^GW#Wq^6})I~r*z-MQt-WWc5SULe17#?oB!D+L~Y&Z~d-T?stVbQF`E_eNQ^(HXc z08TvuNTFb$Jo$2r>hVW!!Tt>RMPETlY2Sr+=c(D2D7b%)eanVZjO=Gc1^7~Y^#Onc zcyyAg^N9v}wJK&7meaR?zB`zd(%jiI@$u+bSXe(LVFsCJ@4=$`*Em?6l>KKSz`{Ur z*&u-Zg>e(i@Ig;L5^OQBhN?MtB))e0R;(li7Nlf9MLTM0twFe89pXp~)=xKlvnH&% zE8tZIOG?+RmP-qEuu>JuSE#6%XoxxBM#QApeqz9lo;^_xMZzKb`RD1a`rK=`FHo;` z^x!sSk`jP0^&h!2c{Ffv3${j(kfh61z+OSWL7jLkVY!OcNDRS~uQfX%K1vuQG+g04 ze)KS-PFp}h*?Gt4fn&4Qv>6-N;lf7J)XUJ=ZF9#pfL$9usit7o414vKkJ8jqbTV;6C>B(^ZEafcX5ZtmvqzTsTcKB^bT+-MQzJ00TbZgJ3EL?B_*9{Ewuv+3*9~8z4}z(m0s@ zU^N+Q+p^=$uBkaE;<9`9>pi$_`<^>%)(8f~Y&S^I!aZ|Ji;A9mW{v7yblr8iz~WYd z0`sj$UP|ir#iw=S5{wamZvhO92|FQ9^e|Wwf+@=c$s$)>u1q<`)NhXaFbFUe=NY18 zU_=d^Z*ISM`}g^Y%b*2bR%r0P0lNsy27SAp0-+>j#tfp^j+hG*4$zoDVE{G?lDIGc zA{^tJ_9<3Ep9F+Zq96dN0s&GzfdWcqEJWG@M$#aH6e&`692VWE4>kZ&G{F0?N@jt$ zh7nWf0Xzi&X#8-7I`0c>53lCwI+?(BtTpfal>s++`MBd8D&>@`<-!MK2CtYYK;CoVIX3;+y>9^Dmk&*5WVlqaTR`6fT_V{j5VJ6gq zB|6vF_Al^Q785v>js_Ks-C^t)N1dl3{M+|;!96hA=^oCBlEY+PX59k;F&ox_(C7?a z`^;e|2;?qEy|fEx#0ci!lP_V5)FTZs*N1$ykfR-YhniB3vxL_yp!E(Q_c%TXr5BAE z-=!9#Jl;rkwcmA0yYm-IQcB=CyCu_@Ym%bbmDDRhn1SrL8_kh3G-R$jj+QOXOvGv6 zafemvd|4jt?L&|ja)ZTNap~N+trq{noWR=qi+GFoIi{1qU-M^i6;>4cHBN#V()2_9 z?{-VILDKaU)!!kACIJMWXVl%ZTr;ML2pKGh0XQ{=;Vc_4efmr(8mn zVesi~lHY>Wy0FkE%<%ky_ML(Wuo_m~;c4i$a40W3J?0Ul_&U-k=`>mFyIgol@vd`G zr$2(TvumlE9Gr1n(M*mjlI8aC5&9D8FOeWqp&(Uh#QTjF1CoL+bO=}C^Y1c|oVWm+ z-Wfin{=5z7$0wv`b>mRqMu7)rV(vcvRd0zh@qe!h?$Em+TOe`-ishHa=DTbkPAlyK z@4SaZ!@0+5iywSi4oRX1*T3KlazImRGm8ATqzao4uM^6uien@kE-!qW1-nGV_4m6j5LV%rfbXMPn3GXR%CF zhT1SzK-BbsIa_`1-SOQ}B&T;7d@5YdDBQ@2dXRH1PjaJdn{{quUh!*!StEA8QlF(} zQU31ev_2vET(hlt^?M1G6k`f_IT)n!Ktp?34ofq#AS>_L2^3i+DL`L^497L1Dv9k; z4jE;SL56_Vg^wo@B;ABzei1{ZNUvP(QH4!cET6AzFH}76<)# zH62p4jWay!4 zxFbRi>N?1)w~pngpLaFBg3M;gf$qyPV@N((2k1L@utU4V7nADI3>($2>^Ig&w7-CZ ztC;i9@AUm*Fc2NJk^&g|C&y97X%heNts06uinm&j-{)3?eR!FGJOK*I!9}Dxx@MM8 zM8vyBO19IAXJ;Z09l%P^UaIEEcS#dH#zx=Bk8kVv$eh%xKXef($HL?y8?My*QbtCL zgQ%|Sq(s#B&sr<(tr)v~5@IW6auW6anz#kUY~i=|ZcIkg=|q^@vp1?QZKPDn2Np|l zJguh5Jn%=`X#7dxEEj6Q`4a4>M9i_!`NB{)5gA6{1&MlV#4s?Vf|m9h!Bc#zPO7nL zUiJ(}Wq6BSC$ZI3Bt+3bILP(lZ$WpD3>H}8OYkqJzY0AS)S&`{VUsWhnor(?d~K8K z7^F?ww`ujJZ4xLO7yQ4Lr!N{q%=N(M8 zOA33awrHZvnDi(x^Mf(Qwc=OcWGUwsF)xa3_CFRn6O8n462d{p6BF^Rh z<};exB4a;Aczi3#VWjD)!7Dc0BF5wM2A}KFQSOO!BWk3YzskC}NZ7Lh7vI#Yc_6;F zIJP5l_CWvpxv6O1xYnguOu@Y-)F^_om;u7%1R=@*wgn%j*k4>G5f{h0`sl0=UUE1z z`9ujGZT*4_vr=?3QXFl{1LE@u!V@PTy-5N{kV6Sii@qK~Quww3m zWg9?H66c9dBv10CM3KORq#av5o0JO2%Q^ab8!1?pg)2$D3XEcmrzBH)%gT_U} zwHFJ|WYA)D&$L-Nk<}(FmZNm)>o(7|e596-=HVuV3nTuDW%3@~CT5On1m*0-dfZ?z z-Y?WzABqb(KglbJY2pXla+?b!L;tS0D5V4MG?VuTth^twhbQYzZah?LDd61y^Yaj7 z4X%el>m$y%o;no&a$?DvVzp(M{LL-`31ituh$LIB)OH|aUl7XA+J6Qy$e5C+6@<$1 zqE#5%7^2d)_cui@B6ul}&Oh=OA*45oz+WnNGObTcB;z|M+&-(@=sMU`#-H))}{ZGvi{CgtfZmCf@aFfauR zrJ<+0>dPznKL^o-`mKazi9iL%&Hxt~?e8|y19;rbeULRcHkB8Gg+jRd*H@MzUBOe- zkS#E5eW(n?W<}CF`?Wb?azZ8ku+ZQEqC#<`6Ar5;-355PX!C6L@X)98PTM1qpDM+{} zRknz-A8K%#;zQJ9dR>n5h^`h-8tRIICM02Yi8Wtw%V`~=!cFGR5~W&W>>JXGNcM>Z zBf9%$VWm-U-6?5!-xzNfA-+f)^Nj2811f%YlHlTm*?p{akhSmQIbIx+VO2Pg@i0(1 z4D;&Q91K_k2Cwi>^~L5eK?QE*fU@KHmR1!q7tBS{lrKcO4+{QI4-p$cIbKUR&nQJ05Kbew1bs)4C>FpMSyTMmQnWj+Jvtj!bv9{Q zQW#?th=Aqw?YHjM<%VTxTI=eh-#q5hkpNbdU?9RLI;qPOzA*r%IEf{!)4JMuW`@Uj z>XST#dE_L^`x-u=xU3FGEro*xb__tqEo>P9{0^RTZi1v06q844fj}4(vKtlvzz;(} zU=i=@qCVjWIyQFd009-bgv0PTrebuA@*t=b_sQ4ca8@END?pn8TQ>YTV;RB?*y2l0 zmPZm1`Clg`p>XhmHx;@zqGmxtB`hU5E*1UnIKNQD|5UDKOc@$h?+ZOXB-{VZ^vht5 z=d`Mq#$F*AG^|YlM$;;{DOx)%iz1Gi3(mjm!-^@ z&c&4~#m0W0^b=|lmtFI59iTY@YInFJn40e`-3}wjV^IY&fo^QrSBr8GmY#8pdAp4q z8RRfdfQ7V<8GTceup|iy<3Bz~WhnEzgeByl&LkxV+uaH$8tt!4njA#?awoF9vOp>n zpOS%gqT}(bC0s%jHX5sFMnWmdSI>5wCLzCZFd?X6JQRe~SRLokMiUwUnR>dLae+A{ zKan5{U||TH%3cr``%YXi;ugkkG4L()9mT?twJOubyOYWt z>M}K`ipcT0j;U+ zM;Redatn%U<~oW>G+LHvy5ZzIB@>-zvQzEudZO%r$5=r|pAV1!+t64DmvOSn;QAEod*+bYiq{@7i&b z2_7PpF!93rCotR}Dhvq~2*v>V4S+u-8B?RdKE|HIiRV?faXtQs$MqMaP;fO1V=A~n zrdTO*6d8P^^Na!WL_?7RjUm34wf8krXpkTgtJC$3Y;XF}Hr*k%IKiFM`rbVQ5JJQp zcL}_7Ka`Bz%IOxG{;5PimFbeI-7&q?oWj@sM*ut397O@Kojg){vm~QH;dpS~H3NPz zZ+pEghOHrQ=*O3qmZs#R(R$zV)5BVZEy!Ol#^x)EXD-^?cuiO)A2PUonzC0)^SpN? z!}qxQXxt(h@o^5BIu09)}|^JSUkYq6tntM6xFH z7x2cR{-Y-7vwO#QmboK5HxNvPDVs2CAX+D}m`FWr#a50GSwt6?Mlx0v!SVLMF~;k3 zqUop4@+9Xd*%C?$#WY69bSEDJJ73BbD_iT}nyuCf`j?&xvo?Emyq5vCquW?4aHQdlND(FHPE?OCyf@MgMADtBj>81~%LiMm?lmR*7#D!c4PTT!nv=SH> z!~jpA_7W=*Jlh{p_-4pAOdQr7NvguY=vEvR*p#o%#Ju+QFV*0u(Yn_To=zagD4Glg z3%^i8_WXG4+1HPor(#b&^}e@vgM|8u@0D>2c9ut|)oIX2g^5*l4b@dK|rP z@i9`55$<>@dJt%B&*wRDqoe9sYI83QKQ9&=I1ZsMuD~ATFfc+Dy7UXRf89C?{Z6!)%dr)HDj1`lS_ImltN}g4X@6?r>cg) zR#o~)qC%71PGp z7Pn{R4TI7AWJpfoi@bR~S0x`6zr$EqAVH8xYPCxcY8e$*jUFGaFpKX5E+m52ef6RQ zhGbn3rd17bZ}}Id$+FpJuNLkNhhsvqI4#uizV>>TIzF3^CI(v~fhcDP+Iz$8j~lZ* z}_y>)qLyVJ9sB>aZ6?PW>PJ8@VNwWGv?fk{W z;&bZm8l!xzW4hoecZ8o6LyNwJW)N#+T+VAx)hlind|RE&Fm3g{g~ z*xZE-zorFeO8h*5|8*HSm6AGce95Y~;o1TJEhm`ITe5Y|fmGBp;CBJ|!JbbHx54B( zt0*_kmy?ZW6mMjYiBHBM%-!nS0|nfC`*<-$YWS2$eKdMjp|6MihQWCYqn`cUaa%%u z&&&E~k?%8&5mBCZJMDF9lKCq=QiJl7m)CH?-5R|lE5Owp{-q8Q69oE!>V))ctHPQB zp_l>ypikRkU+=AKHo1vl9ljROjWtwLqMMp?vdPXpXb4B7kq|+~H!-Mq(sw~Z$uZZc zk?*D@r5AI*)=Vm%GZ;nEl&WyvHxvbj0Ji>3$jdmOaSKP zY5`Yd1D(A#M7XcmRC_n$#D6`0gf;xqK^CN}l9V|L@kGjT38-uCWH{Hl%aaaHBOx)d z)Rq*u+{2SJo=2D4X~HfOx4vkRaT=(87YQUWnJdm?tmK|C77*q=;)RV+1iT_?1>4LO zob0knm``Gmx?qNw>vZ_+@|LqnznA_4ldA25M@OP@)glUA!m0OmRZ5`1mr!FJEL1fV z%UB$G&x6fXi}ssoq%v#A?&xtVF411$swK9tKM|)qT2|c`9&ec_%i;?M-_;EgJd?4W zVQ^QzL9|jiC0BO!V8V-9grNP-tUc)B6EGvU>4xL|Y>xFzkYhQi7uhk9ByKl(Y!)~P zTnKD9>CH4x3ZUALU#h&3Zm_k{wX!p{3NUMzQ_)^cWPlKN;5)1PQR^@0F0W$r{W{5d z+C;yLT_qF6~r+xSDP z7+%;|UjBjBA**Bk8wAyZP&(BlWO9h5_t7n8j&)nXp^O6>L!@vLBd7|gO#}`QZ(ORz zg))gwY|_SbzZC1S(nq+$Biy2*vVv|a%UsW+F2ln=1q`rJyaS#a&BBetayb%-j#6@iWsE$;W254E@WSxucP&81SptU1Df$Pw6>nHX zm)THIp*QFY=RCMU2!JnBXCxL9NB`}X9MKOwykA<0fANj=ShRFHjt4DXh;zLP?A*xL zx(k_YcX~QZ#9fAy&wVkluj@h9YIClt7q-V*z=qaYIV_uk(zf2ROVx{lm8V>`Y8aPnHnoLiq06rM z#YyTXH_>1lf{AxfoIrA<_Z{#6O3%;iUUsg@w_59+2zzb-7lNccQ{p4rBT;t(p`U$$ z&AAkLa#2nKk;M0vG3NKCkG;cRGHg&+`|m9NF~XtbAuI;ZKhM&BfHO@Cym|wX;Lv?J z!EHj>gdqNM1XRp|GdOrcK{EWZ3U`ADk0A>5h7id+5w8%A@R6W)e(?g3azbo5w$a6Y zO{2o_rWikc{HQrY0P-)-;}qx?`-H#tqsAq*MfaFSUTE+-{ine({>xV_)iq+4JS%o} zH|09o4mv4u1k-?k$8{-}W4$j%;t|e$) zrYOiJ42Xg-JVLPigIJI~a2D*0b52tk@GkVGIE|uD!HdKDw2vVTQIO7dE>6NXmLAvA z#ul@-#fNjpgMoyA7+KXi@0I|BC{--e6?Z+s3Eg}eqqu)Rae2zZ5?zg?Af(A`G+nlt6W{)Q3#L)Y*>)VDxXH za(WYEgc2hr3n4YjJ#{wVDm;w|9tXo1@M+*}i*FFeCl7|8g`ou3#Cv7(!;a)@Uj%v) zx4TQN8{pSUP|Vn!t&X6GA_8vdPkW13S2W1PYITE%2?kV(6M%O(Cuk;tEBW=i@8az~ zty%)V)uKrG&GZuKDpIIsTQG=m$B6;h8~Ze93;RNW$QrBChQ)=#{mW@HC`OLyGqdb za>ZrwIiTO;C#=VLaA@r(krJtz@beu<8{LomYCyQ2WDg6OYdLlbKhuN*#VfeVKv~Xl zN0Q~cF2_narTp+o6x=eZdBiEkMcwQHs1FLGj&`O+Rl$*Ssp%*RlW`t;X@(S{sS?(O z79ug6=u2NKr0CF7MJC-du2_35R|@U>J#EPLE6lAt-ZWdY8u&5Ex6Js|PYDGgxPSUf z(;9!O}2^lqB=6y=W`Iht5jj z^_7PkDg>`dx8adD%zV7*=@CA;Ac#gmT#!hpACLL?dlK64)z!>(aTIk9d z@I>pnsS{W(<%?__+3YZXrK$v zzZ;-&&{~J~bnq4HsDWW78a2$3@-F*hI!F{&gGO6(+BkWo*CnadQM|*r7!_V+L>fUw zXC!314VIw10x^<`_%|2V9e#44R{mK7m9&9le3Okd#BK8EODS!4o(cr&R#g(ngpyrH{gt_DU z=e@|+5SAci0PN1G2q668{LlCVrTYs1Nm5uo?K=uI8O;$9xCL8pcbkXs`Bc&ICC>ak z!VFMw8|H>ddCOfHsbOAjG#!^i&1hLz@^NV3`{_%B&*$Y6$7`{C?vtTnw_9T$ruJ>{_Gy1u+gh|8dcp&QMk8Y`j|G177ywifzB8kJIXNBrbw-^gJhN^Xay=*-Pf zQaslkbD!ycdy*^{=_uI_8{oA) zid5uRxVNQnS-5BpvEx98YW?H+LuvKPCH53OL{QlOjMml_gAYa4k8o+fWMyn7k8{tF z*9$+TE4ymfnPGfbA%Jk3w{>+VEd&IQdB~i%JZ&gTic*d<0_oE>3taIc{=wB}u9B8@ zvQo#}=Sdb|K#SfOgb+j;xC0K3lKBl)kohoC;P8kc3qzXuzxLT$uq;B-e-P3Eh(7^{ zv3+2pbtnPxPslMOxz_YAt77261dLJUX^C#f#^khBPW)UJK1mid`}#0qs4Q>~LQ(C0 z%yCDfh<2>2B5+lgSRWp=PV<(3x?-#3W+nBEZ!(iRdr(SFQ_kkU_z&)1Gb|@G;-!90Q((Y_de zt#lo<%7J|JnFiUDlO^&ox)*1i6}W3H=TU!OD37v*CE<`SMt+I6!0=HJayvtgzCqz1 z3(~0cY+ynt!u`hXg}yF=r-q1S41R#Ccg2IMO>Dq4*!j#XhEsikN2Mnq_c*sMXsWL% z!<@m1oP#TPT_xvxY|!rv(<&5?Z6ED~lk!*_t$DW1TzGcAV_gsT)>-~J0)eqU77XxJ zJ{bNOk~8beFIwVjAJ~0bp1w~AKHY$}jB;_fU-3hNF5G6FMdm#jMY-eq==sCWVti_a zF)xF#v12%ovFW%SJhhn=QVBkbx*EG1kXZHaq-0Ltd1C{uY49+!X7fpoZ$5DHqCYpI zEYTF)f4>(QPapEGC7hgAJYbk1I#hw;2J{4O%5qnRG4cJDC= z2;z|OdU0PytR($XHKT!F7C)8`PpJ?b>p~so1La9V29M%rv7+x&RigJ&8FQgpAJPJ^ z+2vR=2;Oom9sN|XY5lJpnHhAPCA94=IGya5i#vh3yNuY z%dfJeI!;HKwf%n@IzZ|O;wZr=S9byX#uv6JdI%WZ{9_}=qQlzLY+}rCOOrWsXi=P! zgvxPms<0N~I=@7OY?yturh`w5@}m!geMTZ?T^2r#6-CmYmyI93?)Qx#tD6wRIdM|e zjqVq{Qo9VXpWQH|G6tLGr9;h5e4x)N_)%XcS>q%i+fC&^Wns-9F@xfm8@#%0KE-;wpC*U{inqc+uc=33b z4n|3QthF5f5VC5*!c5S4kIc1D!DH878xYw6#LlxuvKEG9ecoFZ>B6maq%yR+#E)>` ztnxFD;W2Jqstw&(0wH&~GZ`ps(Y8`n%Ch}~ZEUQ5{=dIEw)gOcO)lD02t4bhPVF7D z%8_cFK1D68E;4Y#568AYy--0H=0$B2sWX-W?zYlIc&lS#%3^!u|`L;`dr~k;RLD%Q;`mL!r+dQ zd9(N|c}znWoF^PX&mmU=!<|lB9mhA^z{E@c(-0u{VXY`krRVRW>>bYyf#K~lH(kr| z_HqZhYKnYy?1uw%5*^^oaa`+=5F`}lc(-PYdKRWgPN~cVg0e;AXHD=_FxEgb=~z>J zMRRAtsQ3e4hX))%dZCs^8WcMu7$imkKxl;Vgb1UjegKg8bsj}%9vs%t^XCRlzZ(dn z=Y7;seIhkYLRdK`a|t*!OYwI7`24@0?sbXxqGoZq7|~+;r|mbY=2!or&z&g4+pk|S zZvO_jbrdHlNz)cDDv{xFf4bh$aXvxwKodj1e)?YjQ>(=o%~#lc)Ny@kmF@lHK)rOm z&H1{NGyi2Fg?|>1efiMvrOl*S%(EkTM5-bxvFnu5_uKpP>t09*0u8t1Dm}X(Bo+hH zz6CcSU}Qdkn=me{P%$4|kx2p}2#11h9@wwW{56ZV@_r@(=Rb_X^5qU*0`40 zoS9mmP!f+ZgmO=fu6gXU)%fTV0@4EzAXr)EcOkcmzhqDpD6mh2K?){?A7Xd{Bl$c8 zBXNjGV#(^KPL@4KdvwFa_e5!^U?3FP6=WsHf&(0={s=;f9L|e!%1R0fN^%NP(WM}u zM!_J#{}xSx1p>1WlTfgTkw`FrK$0lvet;rH3^^p^tpYy#4-uArZp=hPMD#!TP(c*X zVen$maDNi6^eZ{O@2uVKmA)jCiiFM0@qCka_U2br%-yI;rObg14*bJNeVoafTKLJa z;mFylE`tBw8d^y#oh#plSndz$eQHdrY9%5%HI%;H~mS~s{`7osEMtNp(o zRd0Rj?IYt3brAm2zrdXLV!Z$=NWg~6~U2tV^hS_~u& zAiuDx1T;ea7KB0?hJ;>>+73G&@n1Hj*}BEzpZB$$1n5_M6nhcr6KIJyHmd6!G_p2* zP0+lCV3>`j z-G<6_%0sk_upWE*x0Kgdf~V4fAdEm*6$t1DOf)pu&{-wCW4YX>x`v`*t%b&QOU=<2 zPh1oT5I#H*<)=jGT>uTb6ov3WfBsEC9rSRB$pG{O>;c43za<$uF)ET66#5u$4D_5R zR{1VBHX>i1HZw3GBv@qcN@!>>sNS&Ofh>UmKW-!lGGJseE!6SAJF%SsF?YoTjqNnk z>?tiQ5Lz(}5ureo1fK*O4TvZPV-x_4BEJpTzSwf8Rqd^wn%7`P6NKgVP{B2C|A$C@Hn+JnTod8+!|9fwjY*8Ml-A?mWg0i^`i?# z=-;K2r)%{E|I5rQYGysjK;Gao-<1AmgJ@S}%yrt9YffiNdF6U&`fK%ij=8VZYFz8T z;ts^_r@vbN{5)TcT6tL;-F&q>wRfIe(|H-!UptK4tL=pUn7_97#vg5SV`gMuuKSk8 zzwCUpMP7}L`#$T1Y0S&rE@jTHs}rp7VBoZ(FxZhiQ5W?15_GKiou8|G`vnmc9tA^I z1_N&`_w)phW9uhX$u6ViGH-I6;`d@!o9v1&!C$|{{N=b*U2h?{XZ%Imj^G4o!Y#rf z1`6K53Fx9@3VmD`$Slm4+EwZ+q3*B4&yRmn&%ttPHbL+el9Hbx|tln@Tu+s~~1 zieo2zUZ?dt!fbl|bM-emK3>Yq^fKCVvSwCv&%-unpEh03z5TCaCObm`exqIYcAFEf zJ1%z0Z(I8U##6`E)$i~Cx-w=oxPZPu1V&)tW=3o9guYYB%L9AGsnAf7L1R}VAN`aG zD@vo^{w5`VV@c1}A9b!vb98c8(v!Vri{cCtC@8zoiKamAal!pT z?q3rHotjG9{InewzjY|ngS#G?QT#H^UH+!9oH9rcxU#c2QHhoIyRH8~jgZ72V$Ki3 z4FKkN1@EUw!W4d=ceaT_UmdbJqChlZdVWN%iv1F>6W+jHP@%j_1dcC&_6xl zw*S`j*P`Du+Fpyx5iL7d&U$lJe7`sPZc`EB{bSI-BQ&=^s-^AOV=`MQp$dUax2;YK z)Ao(__Byq&8Y%T@Q+u91)%I>ru06U(a z&P+w<@tL3B(|d9>8W+~JPp^%4e}K>B(Z6&KKe8SHH~(5S|C-!t?YljD{}*#%f45St zTHENq9f*eXN-n-?hkxZNhX%G_*1V4XT{d;deR9qY@SDnB^V&5<`nWxoUQ`utx{Y1v zwr{jezP~qb?i^R7T8w{8)}*h0jzztU*hOFd>va7rt0=RX((;Il&-S-EdbEr?+xeSq z6`8e?U3_9|y`|N2@p*l@JW?I~cckQL^ekSjyi(W3d|LbQBBv&O>G)4g%kz}l^GWJb zO6|IK`>aRGQpsg(aXTVMB_7d)iuu&mB!8uf?1N9$Ot()nA5)8rwaDSj^_`CFKgO0G z72jF6rcn+CcD2E!<`YJ}_uf%;H%8lgMw63K32kM@5jmP!mNgFVcAsCD3m4km){d&N zs*Q0Ab8;(;_vhT61od)?-Nam^A9Chw59dmHCJPJxy^IIlf0vI29%M#pyya*-?VYjG zJ27=%?%z4`hh@%HnZ!n$q&Gumyl+3Y7$))f3(QD*owqAQj>XD@Tq8eiELzh1qUmFuj;%Z}cORw?B;t|@yVlys(N`xRKTsHc6UrV1f z%i7hbK57C+m_$GhcRav~4Ax#7;T^kK75JJ` zWwczM;8d^?n!pOKW?TDQXJm%Lq}3S+Ha*1Zvnks)&Tx=E4Sp(5ermajLreaIoFj#s zW55USmfe$|a5mhV5!~6mU%l(Rfke7fGsi2!t3$`HK1%!zqV#CLd1O+ys ze~~^60|keQWP~FHWZlxC|1u&V1J~g9Ls{hogbec0I1uxJ@R2kG!;uUCo(2wtg4_ub zP+S3s#56a%aDonW-2V%D;1B}MZ=&il!aj9$d1m*d<0B{2WX#lf^HP(2<@=IplXI;W znd%nZoi=XX`TV?D;a>aiOi#RDq(G1u@o;^%E5|}B{9jdcwBC6tpt6U2z2}&;)2x1n z|HOW++lu_I^We+bYsT{5^4DuhZ(6FFbu~8U{o8U&ek0-cP4mZXi=)T5k~VkEtf_LZ z>ltl}j<|5sir%-C=~->dOu%|$C9AP^wvq5yRnNAK`%w#`Z;6vY2Urwv?1Vi2v~5;l zInwldu@&APv)9i}Thx6+-Kg>Tw7rbIw?@U1Zsq6H<+^v@nB^S|S?~F1wAVeqQ%kPj zXntT~xb`>BJ;Qr@J@ad@U(#le*>GbI!PUl3IT5__mVy#yp#dO7|!7^l50^LP;g#aO~v@lo8*+7sugT z?xAI#boj$scthU&aW?%Zo9dpv2Q*s5_Ha1u^()B?=kIa9&JWLjjh4eHLq0h_;w^DnE;$gNa;HtIX8j_f=8ZuL%XDJ_Kj zm?vsy((gV;Tk+AB+ptdmW}n{qe)sRiXSVlwmH-pq@M(RjO*eXWt+_UPty^OYFpC4O zvroow-&%g0OpC9*jQ?7xxrJ3LgNmcs{ZYmIm$Ui$H+$zgRaJv^L5Z6tc_%f!Tl-BeQOrpUIk-Kh<*eV}w<3iA? z+G-4jJsl?FzWbqS@{4Vx6n(evzfOd1A@%p=HL;MQ`werZK5{OX)ZK23Kk;{+RSLyE zlcu(~ztu|RnG12*tDTnd_&>x1YZ3%Jv(V0TN6mb|)BHsVu7H8wq*1EtTtBuTU^m2hUCCRNohw_t#d z=LQOT)q+8(o92P_v3u(d%-YrtbO$BaZdm4 zjU4{L((u3Ieke&hY|z1O9q;9)F}GL(hi@=!?N>bq; zAGJ3EkO3vQ?I6nF`9Hx?3M>mA+sL5wx?_Yy)o+xDruNW&L41VJduF_`$a`s;&!m{Gi%xmJC6GB z1l}}i_U5hY7;$B!oyfZi#-hX$K1t5=SkRIX9T+(WI~-^xMm&;GqZyz9LtwUm z)d&M#z+zb|m%sPyy-siFsY{ubLmJnOWC*(0Hf{EknIdEDGkAbn4_Dq`YJ_3ib9dMG zWc7lh<;l&x{IZVyF$JwG=BGNPrCoL?ihG3Vx_?Vg%Ht-Zjt9^)$!=Uj;lH=v4LE-A z|4Rw3cAi?v-ud#DlyfegbMDTX`D*=0F1yUc6{NHz^5jm=@V zL|HsDj4XdDQmt%iHa~Z!mt9l~o0p?DlENZ48io;i_UMq9yJT*dkYQUeMSX>@$h9G% z5ZZ)Eh&Wp#LRg#Mx_V(N?aOrP#Jk~z+WOv;A1%Z9{0$UWRPdrVeINn z%s~B``mw`$^?^&(DZUrZqBiX>gdZ-}?wg3(Jf{7FjT@fFVsB$OY-Qjma)5Q>&AYUN z+~((;0vw-}=F=t__fk0fqU-UsN8}n9mMsZfhhJo9_Pk-Wg$Avv_3qpkX!X-o&8DXcdj`p> zA~%OGmI>d#$(eFn{Y2viJ&EyyU0)lU_W1QPFef)He>ZZiMW>Ok0+}q z5_RwGXqjp2{M7JRup__ZQX$Lx#{P7rY;%mnTZZbDKy!5aW!s9P`(+2rnf;dJf|>^+ zUo#uy(?Qlu`q2%r#ZcasYA(GcdX_7)O$l9SVCslpgj}g_ESQm=f z*d#mecW{_olTRf-;;EA(MMWAvO3_8rD(p2p#lG~*OebnI9kxBH&$a#2K_hlk&)GBF zrvoBJG&cKrb3B~Y*>~oFjTlT2PGdxp{ayd@-oV$WHKBweS-O zho#G2hELDz9r^HCFgxQBPoL)0vC`5{VsqSFC3$l8`v*=%4js0>CHh9G=v25p8+R@& zQ;SIzY~*wki}(I%H@Z;7=soB>9(dx>9n1QvtvAnRNgR*K*5=NC@j3tWP>+b??ftj< ztObvm;Jq_8iTS3#-o<|w8@o#IXyxmKC$gG1`M6?UsGd?G-c58oJMki+FZBBT&a;o7 zWJFjqFa>9+DSM0Z-u7+dNIxX`QZ}RYZseQqa>B_oN@;;DJI=h$Ail9WHrN#+GT1|U zd#p0`w9!lYyLagxG9rjXi!dSxbV?JTY+s}B5s!uLOs!t6ZKR>&hYySFx&bbB^iuU~4um1U?L0u|$ z4eQ*3CT0)e9rB)Tk#-stdxX8`^RT=!kK(v+OLy(qYj?(H@9}{fBN~|+{A2O*a?MUx z1NXOd`s`)KU7hJreXM_KYjJ(ZyiE>ipy%3nz%4yj4Ye;Sf{IsJN4`4_2h@t}!OiS0 zk?7Yc88uyA$rjlpvWRwUNV;gzBbIhIak9)HMEPq?X@+~g+dg*1g6Et1RR@&#RM`4& zj+;h<_*+-D-KeVK^26xPNYgahhQhXsD9K(%`sulc<%jD& ze}409oo%pRt$o-Rif{pIBFwdDw{61@7pW%Ys_$acTYY6)+`$#_)_f#WzT&x zdT8#NTUIRLD(dTPwvx(ucFpS3J1-fw&k?-DwpaS6&DX52*gv{G$X7@HQeM>IU~gVa zvzfl4=bQ(91oXV@o^u>4t#@AKcKKvT-`o)6`Ks*=ndDVTbxhjlL!Wrripw%L{D@BZ zZ8ImQWN*|%1p7F z*z@;S^x@r=t;<#Fw;pZc&}N3Ic4rMosa70QcI-gwV@+fZTphJ%Zz^iD3@pAP8gMqS z$Z28d+inNJlD%yub#{^+QrKAI6N~IeV_L_@KG*IEYS8j2(QK`ca2>gy?~<6|&-p!N zK#@NnWPrJ+4y#m+PO-pv9pytbGYA&6{Nv=xW*7J_-n`CCpB%Zp( z;FAv3ro_-}S!t?~*H6hTe&iMB^V95CR5&0%!+-z9_Va)F2U$1R*w{JPSHTlYIXID@ z@H7NYE^aR57yD{>twDZpb91w;TD1zUaB*|PXOL5b2T4Q<569)@h4*XLu(QEmeEj@t z*RB5)u{`fkz&|;bZ}UwMa3jy&B|#Q~^ODVG&VL zG34Q>lJFo=aWOGbC<`T_Ad~|=*pL!p;*wHQ(lWBLacoA|@d%yKV!NS5-%2a0DWmLZxYK*3zO;H8s>WL51~l zGHdyvYaDD~sr9Ih$|~xbSOSTnrLCi4$h6J621X`k7M9jFwsv;*_I7r*Hr7^_=BCDmdOBJZB2H6XMM+_U zoV28vh>!rZxC$JzT3kwI9SS69;z-oZdWI(EmNs?{PA*&A+&w%zA*ZFg+ZI=6M|)c< z3sWO~9U7T{(U1@o7F^56vxaRA58qlrVd$XThK3ycdGn_S#ra{(byaYUg_ z>R2L8$I#Tu&e_e&ml+rw78xCvkeIwZB{exIAwDK5JS529&)dV*!N%NJPm7F0t15v; z&^dk(AtAjE^wGpqv<*zH>|H#(83DoJ(Q!%Jccf?S%*jPk6+=GFob0TOwAAE;n8?r| zmapd)M;mh^T^bRiuB@;g`X(&MAuJ{-vtB`29YfU8Gq$jE_V8f_g+;|Br)KQTE!e%c zaDQ=0DZEOG_ZRKkvnwwrGi`f9Ohm9h-OJU%+SFh(8K6_U)d-?@M#HD2B?JX{=tZis&Z9mo3bN1Z%3w;-nSKo#6y=S^lceFJ(9<4f5 zT3E1iM`BbkbL$p+3qx%(mT&bMM3RKeW&?9O*R9Nu=%loq-Nj``>Ka>4c6Rrkzj*2L z;PA-k$nenMK>vkvXSzC0G}TuhD&3ctxji;4z{kzO(nwZPOla*IUVcFl37Pd9RW*s5 z4K3`q`1ps#ZqF(xJXl%V*xJ!`_Co*Vq0uW7lT%lxr)Oqnrl+q?O^lC?3|{K%?K#!f zR9{tIygPeGd_*AK-BEFatfZ*W+Etv;Q+@#vaq0C6Dj?Rt!rsj{AUu9Y_U__C)yG=e zyL$TuhDOJyrf09+n47;jKX>E$wVA6ES4J-PpYJ(!;&@%ffql8@iILm%GOr zyLWEix;b}!_UgpwVE?)9j+Tb1vZDOV!~vr z28PF{W^c^jy0dui!NW&OOH0ek%S%g-9zM8#@9yn|xoguP>SFKdw#J%6#k;bSqd`Fj z3qvgedXv1I6j+lFdMzQdK~W7$(KEH(;u9E|n32D~yr!}3bZ`IA6_CAfd-49mrRB#@ zkjL9UfByU#Jn8<)IHnn$O7#N+Lxv_BP-h)TWPo6!0@$%)$$}8lxvhwo9^Jh;VFFm|} z_txC()YxF(nNuxCD@t}}B}WDMZm~1dqhQq(!Tq9=vM6OVVY88yvzLE(LOMvUYw9@D zH+bdhwfWnN50)N3eg0zQ)$2EJUcUmN&z>wlynkom#`O4be{W|?eMQNx%%sRbZxV`o_ZD`ylYeOOW^W-FwLE`}WPN zmBrh0vy&s2dOKT>RumUxB!v5WIaz{THIz``cR3hEWF1pmH~O}i)SSZd+NO@P{lgP8 zbGPq3Tz>leXP*Nvo8Cp4e2Sz6E+9@)!xOXfckVxW@(hs*LO*@_{Q1l0 z&!0bieExL#!QF-Hh{#jTwdI95DKXo8x7ZkK6Vb}xBN0J<#FU^bhN1`kW`-qX>?%ES z>}1b_rKitVUW1q~U*Yu)c_DAUe0lZa+493h5IJ(`Y{&8HgL`%+Mfh)ZvNWLK)D+iC zBa=MeS`ETxV;fiBZ84Awp`!jo_l2S5r!QW;dH4R~Cq&YBkoE5E>zB_SgQRPdBNuy4 z9y?M}kRBh(aJMrBhisCUb@cL&fDV?`Hg}%Cd}Ze4tGDkyyuW*Mc4DZn>%`H+MY$=_ zf!@wmhS2QB^$>Qf;f3KQy&kLsO>dzG$E6pPRyDSty)-sGcl-YGQxE`IhQEIK^zr>W zq~!;9=Vz{5KG)e?b8t^)Vi?oI9vT)F;A4ZEK~{c~CRxuMREXT3U3lo|iSCQTQ`c|Z zTYCBe%<=8Z=Z_x{8OslD&s`n8bmru-%Hq5oF+o1gR$v9hRiaYsHmc#ZjI3P|MRpyi zZaQ^taD4XW;-e?uzCp*IF5SCzeRB9hS4&;l-YjU{-OfatsG+n$MqHR3ak4U+q+@FD z$%;tME<9Y{*3&sS1+DCx_fix%0O>Nbbt2p&AShuzI=VN^8E3G+c&00`np={%JyU?g!;jN z*o;?KWP=EkW3#cX8zU?+YaetQnw_4%`|!z&*Ka?3`uqv$^wXuqh1v1Tz3s;;_vfZW z`g=K;>5|aOpg21(KR9565@>Gb;N>5cl2?4BvEv-l`2FQ)D{tO^{QLzOMIh(xD^TIi zjj7?ju9lhuyVB#f`M6jbP_d{@7>a)Su7kBLT^C2L&LNH6oV@}Du0OnQXHpo$&DK~8 zueNcWq^KYt4<9&6PC*q%GqT>|7m6rcfAZ|WmDz=ROFwU4pBy@W>Nr>>CCcB^!Au8i zyIvX|VaCPH!v_O?-9{KDCUzdIi0!%ik2Ib-KQwvc_JhYie|-P`?d8))cju=^FLt-o z9^924yUp9#LXWJu3B|#&N=$0Kk_Hj!USRYNux)c!-^kVZyN{l}{JDG|%rbEHWc{Ii zSqY(ZS8GFI0bax&$}o~Fz!`BFyUXfM^jsPP1(%<_dixW6`0n+KC*X?7!E+srl|?zp z;Y@cqNdqevdPu_M@oTrhU{^=_PB&GR`k=^>@YS}urx#Ha#&J!QN^*2bD;X2 zhfiL<{;~3G>E6wmvHtGX+5@}NVgk21f@`4PT1K|+%;TLGhOf?ns^EwZ@4)`|Zy}a# zJ6g6U1I&-~5xfXCm6U^#8<~<EkqYFoSe z$7UAZeSo>;)1A2~a1?YtJ1NX>i@2~L+&PNsF=;RcT6->mGw(ls{`%d|74XU2)G)ZT zazB`f;bvnrzt+L*W&6d$f@ zYVWyldFk=|wW%wE7tfw*sjtLQ^vvwG_y$HMWfZ{bdHiJ8xl6-WuFlRa+JqRL* zynP3c9Bn??)q4?2PR(4KyLoR2VwsNChU)U7g3RRT;EjeB4!@$79XWeS4%ZxO?da~k zI50dm0a4KPg_}3$=jSG`j12alKhxQEysq-VzP$9LC@YeiPe52)N>)M9!OFVfb3L62 z5kYhhM=K*8NhBu4kTx5d+ime?K>(PZyQjDu0>IYx&Ys>25C9IrGe`Okm+s5YOo*B@O77?EU0c=V6k=kQTC)zu^&-9){0?+>bmd2yihYu9(%1%p+4q@v5n{le@2fXmsL^oe=kyRaDm;xcL9Xn@sYtSANSP| z|3lzT(Ka-Gdcu6rXh}J~J0j??_FpsR|vDKI153nvG98g_=v%WTh2_?8t z8v%;q$yz!FCg#=vB;7o>`q2Fl92pSc>uqUj1mKZ~)lgBAUoR^qE+WJ&Dz1(|S8W8k zTG`k;I=gOhLy#+=RwwvYtrnSp)le1V1dyr?@YvMc!pa(8r#KIvq%=UzjeyEEaRf3| zOIugZ0Km41iK!`oZDXCyG%^v7K?6cp*sxAUY8@c{O(Zfr&t~&xfbJ9$5swA@t|BF{ ziia0i1Ys3m12lmRz~k`*0s)WTB*Y06gfwskz$+-igA~-&;fE-XfRKzla1iUn*8m$L zE&(KkjEt*Dt;S&>sPl5OlUnLAj2>IFh)~w-Xr_d=>GLD8vf_BN0BNk+4((g^Y9y=@E<{ z=n)=KhD0Hgz|Rx{9!J4a5!c}fSTYva7br`nl0lM+O%RhA!m?V+i$}$;jW!7h35tlu zVeNxhCSgpc7ecLQ+^d01Lq?E*fUpQ~W9*_L>}z;{7L%5ek`&_Nl7NvX3qubj2lSPs_*yQ& zU_ciEc?D$DdX)S|#f=KURLRLmNpc7S|AkOg@*9;lsi>)=HPIUCs+*J*6;QxTA>5ac zATO{)a&WgOsi z&dStKhepH#AqHfYg07LdjpG(CIx8qNGBzPOH7#>zc5Ys7&d#j#9ov)QqQip&7~bwK z_Ex3{?F7^S?^;2aALTYE8kkul75#%Ffa6Ka%E{ja>`>v}-37TjGg6b|qQZihKJLzT z7RGvOPzaIZ;z{=piHu85%gWugx2WV``Qb`f4`4w6KB%(dP+4hl;qLtGjFiL}s0l2N z4b1jHD{a~c6cs|Aaj?lNsbNSytl-G_?djPCd-oqWR9Rh%ut3M^>uQc1E-NYA4SW*R z5A^eLg~d;YDk;jXjwQotWar}L7Ze_woSw6*u(Z6groOSc6_&u0Ct8j-)KwimxPNb6 zR%$|2h`*1!qqT`1ji9-fbCrOwvXQ0zuLU|WEqhndfy32D8(Z2sP9sb1*`BUb?X67> zwUuSXd-GtGhPBhv*#@DWfS>@zLrM;%q>iQN7+X2I1Azi@K>ohc!`1aoCpx;$oa^f! z7#teBeCgu(v)!F1TN>+*l|;p7Z@fqZ3zWug~4Q1vJgV{EchV5b|8^JA3+M6GS|FbJG$c0(^j(0Nz7G zSzeA?Kv+x~SP!6(j4T~J8No5zckV7ej0A4I7YE0H@R?h%_g42(=nU!T8q7f6#OU}By=0}5st zh?2$IH$l#oq5fYKPkB*(Iw<4~0i_NZqY7*R!f4pL)3-%$-?^u>vcBci*^5I6NpkBh za5|5l0_E~#8DVm6LMVz5IVX>Y`)_r&Hqs{Ytwp-BQ58eh1zyNEC@MK?cWGrq>*?N0 zKx81K2twbyc<~$vn+J=xA!r4@rl-BB_E1q?T6`$e)6v3!h8JK5{tJv@jZi>InY&6V z>swEs0|sdM2{1GWq4E|unwKDCdVJ{OnT{r)DRNU|gZda}Y2(hG_! zrmj6hY5;HY9${dh4ia0>%}fkmJkx%>rfhHa_NX8q*I(3&uBn}yUvTV>yrRQLTRP7T zj9tCH@a_{*3!zzV&(A`oo|BDL2X<#BMgVhT!L#TlaRT$yzWHzPXMY5vsVVrwl`E1 zWhX~4J%IgyHaP)b+as7fXMg3fj^4}TF96XsRhQ=Phz2lgu1j7kBrap_v^6LOAvOS> z4o}V90l?dH0(gv!_+VcbfSYVUen9_1;xqS@1A}pCZ06>VYZC}zQBepW6QHA!mX?u? z8za2EcW~l5p#JBtUIJpBs{*nhQVKz{fPRasngB3Q&E0+Y9?SzYM9qN$b09hp7J;N& zaG<88`{L;I%^v{!%K<iIGt z`_YSC&0q|Z&1}ZD?g(=MN-iLHzon+MU`KQSUdy=ZTWie$FE#vTU?XZB6oDuywrV)p z3)-~3liqcpcIE?+N(ePm@RQA)ZWw{zU>YQu%!4?GGFn z3;30Uti9!rp1l0wJT!S-=gg(CRX8m}Ygb<&=Y}S(0p;@a$H$zaW$65RMZb{v3}EcO zeYJ4(3TW->8=6E0+Y{ifJ`%N!Z4quRt)K)*#xwmu536GRBa*WA9IR=ATW;*?jn|*Q zv-t!?r{oqMs)PIX^4Ro^TlXHl2XaXikg&ZwBQ!oOzZgixE}#YB+Tz0}>Ub?fODEt9 z6ElIlY-sDcaQVs-LWaJ6yMnNrz~+&(O>A6!0;7_5?m19(tPSdpO!DcO4uB3I81j7-kV-FkU-wJb^r=yqfpW`xA1=D_8K69_9lj!dA7$o#jw1al_> z<40=`Ny#a|(!&fzN**`@Q!QZd(dP?u0C}~It)0D)E7^NWE9#m6#rF@vVsQP@eOL%! z0>3&wf)Mb!CMi326(6d(G&FYe#Q>m4llPplH~uIoErptF!$Cto=vI zBg~KjpqRFig`KMx1NMcsXXNZIDm`?hqrI)A=~!KL#lhme`4E>NyO1KthMh8?T>$fd zkbNN{iih$AdyAV}YN{&AN{e>qi6eV@Y8WC705NQT(E~!F;`dh^E;~?MxCa8H)Wn!@ zBtUY407FsL45GKKegPp7v3m=PN=r(R{kej??2H}B@gBc6;}BqNY+>t!#CY4n((_Z2 z;-e!%AgJ?D0t8DzVn*1;^z?z4F*E`oF>E@<#n899Ion&AQQgA*8NOR#n@Iq+Ns+x# zH;7cN%}tO<74P5#AlBW+3Zh&+DLxDyc5yAtk=R&U2iXPILw12l1lZ11Ro*C1ByEPh zU=%OJ>?-iMMA+Syk(Ln>SS2VT%*!Ppz{AGIy$Vv$zy?3lpG0T*`P0w<#OP=uo&orf z$Yh}X0rik5Ofr=Y7?45%1mlN8Gf5OGnnX#zqalCcB;j#$8McsyB?M!^wCWE>7K91$r?(*$5eBa=ZSmPUax&;uG7OTtoU zfYc~>0#qT=0FO~907>CJ3D3ZSUi4szyczs!A3b$!eap@ z5@_y>z(58g&V|5;BQgNGLH-^Ro{0rK%!2-6aZEIwP5=mv^Yiz^5%CnD6^Kkgn>dy~ zn&3xaq5YsoXr>>NLI+#m7)(5YL?`&e!%nFbGzsqypqk3SqW!2~A3Bi+fE+rAClggb zTO43aDj7?`GXQzw(0())6HW9ZQUQGvSZD^0NMbPQAc8?BQ3xc0KgEv--(p7-uzpYu z=SN1<{9p%~MaI$zI2IAWwI3P_2E#+=sYEQ14lZM%nOGVQ90$Fj`QiQ06n~aK6VNo1 z3_^)S@RmP90}%cE(Exbi8!KcM1x>{fS!fE@A8{?7?hkmBh{NKDSUQ^CN&|h%^$D!e9`g|5PdiO=MBAU_=%k>;)~+0h|-^l8zPc z&%dZLOcygT7(_jgaum7~BPx}~#>QDKLgJ3Zrq>9viLvqOyK1`PRjeTdhX;R}3$5W? zRjrR&vxcqT7bPXNChL;HRqcYzD7H65?a#s^x@s~3%(^nj=;!zY^=%+j`X`5|>T&9Q zE_2;S7xzgmF;Mt;C0XUT<4PfGSF3SX*eFFSAKb$!smmW$b@s}j)!Nm5epB3B`^Fg; z%XHr=ID0>t8*kPR_L|!w<*IhQIg2q8C->U7xH~8;q#B64ytTS|TUeR6?{W7ht%q{;>}r+;>JN$MeHf(XzEcXjg=|Vq;nv=iwj$9r3v-zJ?ev{kSI?yJIrXdVCpGYvGc&J!5dLxniIp zb0QFR&T4}9#1|ibtFDocKA9S;b9($r8m<)?j|k=1SV%>iSymFn4XpI92<2coYdjsU-)#leVX0cG$h?ywnOU9%E=oQ zqRx*q1HbGXdCaG(V3AQA8ksVV6)dAW-#R_?-n2%_NL77)%4?P1yB*m|o8?1};Z_dR zr1^M$OS%2tN>J*VSSw%hRq4$bJ6B`fxVZcd0^fI2rR&V20VBN9>q|COsy!;GF&P|P zqgoKG-`?(|(Q1BTSD@1Vf!o;!9th#(-PyaNbL=Z>W>6-fty}LHjSgGhZhm`bwV#{S zK#f`NZqi50{%bA@>YL6i*_NwyHn{ESYdkAsKRjCg=GnH>nP>V}xGv9kNe=VQldp-6 zMbUdscgKW^m4^*hmB`x1();Hwy{;W1SdJdyedcB{st_RdQZwdNrK-ha9zBu~+TwC% zj8bsn4gUf@=X-8trkA_*+a)N9({eld)4TV4QDl`z^rmV*m2CIXmQm*~e<6uqy*zKh z8lSsS8n|h0S4r5-g}e(rHBR?QtqbYcQ|HY}$`=b(<#;U>1_~#Uv~JnCiZ+}3Nkvo5 zZA9);w{VXu#|$3`?yM?8&x(F_5XtfA^SG{;GF2X*u>Yhb$Q~p1U6}5y6>LC`n>&zdU8rGzoy^R3ERA5 zk$B$4Pg(5KQsb2w`Hj3~{`w|v<6;UT!}f>Pn9POo3ggyoTelF`7~Wc(C2E+nUtOP2 z5d68QO3P{2RlgkHwl$*1y{;$cKYu$AI-5HEy=uL4o{hf%bz4<*1YOvfWN}aH?Y-bA zJ*9geeb`!k6U|#H*Ki*{h>O0zah1A+#$vo@A3S3YT#0T!%V82 zKt%JGKGZf&rr!2A>XqjWUuG+{)=|mtiw+y#JSA-CGw@jdeqe@nNkH*Jz$aDC{bxj6 z1T6Nz*FUlkebFrOYtnvN?y~9hCyr%znVY-VL$bZGn&EK^6I<6CJj8n(J|X{PpeJI! z!!WhDQEe%ttjo*VSNDyo2Yd9rQ(xt}KNZJtkc{Sa`Wx);Iv#mvd1FISzU$n*`MH>} zD{lnjc!Z6f4#x5AwtrX9vG91xw$bpejMx(<)jJ!$fJzi8H5wXGhceYsXNhTj@mnrle$ga$(0HwPhIn`tm2yUseZ6JXovId zk@1p#VGeilfRi_x&{d`W$e`A~ruIj^GS^V;`^8sc->f&B6|%d!vDaw@2Y+=^A9NFrQG2B$+%@X9C%daY5MW`G;hJ^Tu$TO zERM5*#XOr(-QssI2pNlxs;dgE*!vai^yDdJOD*9EA6^*k^*t(dChal)+KJ&MhWlmb zq9B`7^O>m!7I>4-l*Y`g8t}tRj+{w78a=VMnMvk&a=Jv(DW_6eblv!gcl`LxrWgDM z8XuL1s8{x0a%S6fL1c|=HGH$?dL^c0R}U{%IgAy$|Y-UZ%6 z4kF*>XAK%o9Byo}uhc5de#O()Vlm!iwh>2E*n*R>n4+JjE_9Nvenx1(r2nhJ zv!CUx79XuwMyFmE=L=SxFb*t8kw!a)RJAFFZL&ALS0&d`eq!bu!ldhkG%W51u z@A~k0Ocq$J>*UQg=Z_QMM}_e28#yiUZR~n}rA((~|7CraK(T?TNx{H@Q~6%bah32q zxeapTDT^Ae5?9rzomrl@I0b^(L+Ew7IQsZyMljip?Uobrw;tQ zahE;8(tM@cG#j)JVmT zGUsDiCDPV0pWP*ACvA-ux2{p7jQ;RD+}uy=H?DhgJUiEloa&)UAnZw4ea(|l*Iv_c zWp935bJWN^W~y^$+0@kJ$hJ+UpL54Qb1wS=LI%@|My?I%3uTRZ+uVrEQtz*6tx#=$0 z+qD@UyEPs);rVvBsPOY1apwP|9x;4QO*ZGr{Q6fncCuVErOxIiEVE}dzP~(5;CvY% z`)Oop?!aoXeFgbNubSW>j}L^* zMV<=l&*G34v)MNt&57Mh;Cn5_;>xc2X0el&^1>;f?VSrYH{7nJ&(P8AX~f)p+Xw?) zPk%pAi#qJVeiIZrO38ZTZ2NOFWB(RUKJ3y-PTfrqV_eVD8>B1$(7ZRJxYgoB zvD&^}5(bw)9F`|HNw2$B#kpq3rR?5(_U>8z_wS}k9&_$=U2CG#sW10U<+#agm4rO= z%2&5ceSY&Q`QaeTN3Tv(i}=UJ21MiBH1%a-up=?5c{`1Z=Pzvzl{Zf1T&3k0an(!G zEWh~HX)l$zXMLJ=2Sa{dI^V@yXLV}LLH~@SehKwf!~9|A+(e^s1>}9OtyD8G&HHM1 zRyW@FQ^Y$`g#M96x>)tm%(?#8dw3*`rN$oZ&CYUmchR0Co=|DHT+=AdylUupugWdq zLVW9o;vOw>%a>yJtBU-SHDRwuuaUWrldb63cR3FxlMf5~jmSE+acED9-?RH_msEJ` ze0-niqD-l(?eXrYgMAu(lWxfxJ2Mz{xtc~_EcBl3j2HH-%nDh)K3dXjt}>Y__;&4R z&2HwIz4BX+@=vc6qH`*K>~Gn5fBJnuiHbxuQ+v`Od()7D&Dnl!)ysV>)t&3!jqKZL zymrsSH&4~~ZjITD$!yZTTXJyS?PUjixARX&Sqn_`sg{lFeijuSiD>n&Hp-N~ITqw5 zQ<0H*>1Y4l9-i;V_uLM~^ERsZH<34tZ?8<_`BZOtQax5}3L=}uy zv^lP-s3N5=&aW6AQEqUE_d8^up8fE$!%0cO9oCg2Cg=0|?<%iP3$O8iZOg&g9%1b2 zsdC-5O052b^yOf^O8()^%?aAR1KYLtiYpk0{4}_l)#O$i5gGl&qby<|aZ$}|f6ixv z;D$BmnGc5F2ELmZ?;stg3w^cH=zqy7m|ppjc_!ZF-tDdLFZHcnI_p=HflbmbaX2=C zo_-~^D)rUu*0no!FSZQ{O&d4~$9(SN+&TMA?Q(*un9#Qy`e}1KSx+A>&DZRxDOKte zvgL^};YhIb>BmJ7Ll)#(YISjpdn#gM;(OA}*q7ShNnNi`6!2N#&I}CYli=#kj9Q&$ z!N+0$RVDS@2jfL{bFc5;cO;Gq9my;Vu!v>nyPo)?(RNK?eDC(RHtypg$uXLKmliprjQDA=z73=A{;4S{_ zR*~c> zRX3teb73tnW*E^A;8!-}s&_1#S6gZ&mlF7c8tXPbiuSgBpnO(m_v$81t@>}xwhonA zRo%*sO~Jte0u5#vI$LWln5-xzHug!y2zb5t;yY3rxP0W!$FxfMfqRP8+cRToE*iBT zP7D8D!WGh>dyj*U)tXvDcg$crQra_hM>%BodamMxUjFr>##@5iW|zL)H7>bMZkE5D zXjApL`dNU=w$e*FV?S!>x@@!Q_~OAcKisS2ZaL~ZSrUV~A6ny6GnSP`Rjuv~qCE4S z5_s~1_fHM)0{QOz;=CL?uLcpSf?3tOV zz|cV1w)`B^yfwR=zRb{rdkhRP)(_vN?TpHFd%3c=->x7vtxe7#J2Y@-(Ny8PW9hsk zsTKL$_~gYz1#Oj!L&3GrB`4B(nFqavmmGN|gMAkcKNdROO<@+V*_y|{Cu{de+Y9tM z1^YE_&m|&urt3<56HT1%c&A!V<&3c-{k1y^MO}FW} zkcm1y#x*I#^-0>e?}Eqx<2J`bft#=SPU>nT2&~oZdik0;Qr*v=o8;}9eQC|N953D` zfrGppD>pQ8vHDcbxDO&J$5kSvdGds^Q={jf316>hF4MR*=5aj7?Pj&mZ616O5%ZPz zHP$M`H?vRstB#{?v8e%V-XAmnL(g$`ZN=-fS3B>$eb^RQ6lEd6dp_qCrP0Q!UNgs# z{fRGH^~7bmzP6q@(`8b{*wvTm$-O8aNg?!WY5EH;@Z*mw8~VxzN{V@C$mc$A zzB0CxRbej3?cX*ht^IWB$JkE|%Q80CwMMIF-gx=;3qBBjyzK$!i2?I$%Q@5xpD*37 zjnEfdTDFb zX7}IU$K6(CKsdVh*kaj2MPmQ*tIZM-DC>RgT^JWmnP7AxS zpDqyMnsi-bt8v=IcU{{$!&z-lacag%n~SD+PmO(f^o?BTlV3TunX$);vwe)o+Rldj z`{I?9tQ*v@zGFI2p#AOm?guf-VfY-K$P@J)&)*GdtB(zxAH9ElsO^&C<)1V7=8?(r zhuc@GXcw#$&fn~KwJ9XPqGxZt(z;FPNenM$k9vpp%ZRT+pifsoopL2)iqI0wtP*QCS9Nnr(TCv@n+O_wM z?b)bLJd?WBZv(dp9eVdvO3!iuUr_V%r{5vl3cEcW<)yEcdR}YYl~FH`T6>B8g~m$Y z-L?nMk82!o4N^i6m&>e7-!IR$j=rM4+cHX)oJZ4peZ2m`(!&!ko<)S|S*m@~{_%MK z;W)eD-g@tlB8GKb=7*;m3$-t)-8MI0+U;r&oaRQK^i)setBiWCa%=oPHt6cthl@c^ zy={h@Zr#5%FUVL+$+L=@)gwvpnQ{oArUHpFeA$@>WmOq@{Nlsa2lqKs#iaJZ2YrPq zMR{XweSRN%0(63Qvb#34gBXk{1aqeiQ~1! z795-ws|BkLl2X#VZ@y#CPc+og$2GlUKX>ZMDiwiRgTgm&*{kPzY|?Xd^&_FKVD5eQ z8`?9gO-{C=tKPBKEcZ0@73fm)J#TNedj5ICAbY<1%xZ@#<+}P}lR5-zjuiHp7)h-0 z2IJS;z9=BqR5D1iysR*0bW9YB9*VpR_uIw`n;9r93VElk&5LnPj9{TKCSiD$E0I`gM;9WmB4_%F_E$1F)XHE2qr8x)Q=Sv9TX6T zVTOl<(4#OBtSAO6ECxdlg?G{PFy`;V(I7j7g^8ep>kKG&+VA6%-we zi3o{}#xTM|L+O~n#E3vv7$PkwoQa7Jp+^T|l2}pUnD8(bCMG@{6B8K4VqyHlW1}$s zL2)chbWj2&niU6iSigjZ1wlbZcu05{d>k6|`&|etIvT@@jHQQQ0>C2BENI7yjtPQN z^cai*#t>tKF~*o+OfhB{bBqPX5@Ut2#@JwNF?JYxj046IxL{l{TQF`IcZ>(d zFN)3xX2tyKlOMeOt?FN&{;PkCpddz26eBhi6C1_^voOM=SfBwN^rmC{FboV61AV~+ zU;;5gm~EI~Ob8|v6NU-LL|`H@QJ82<3?>#6hl$4|U=lG&zuIK|)ne4|zy8ruOi&1u zh4G6G31P)xOyH2~zuy1y+Al}=(W9X~I4Kqs_O~y8ea8BAdN3#&!=wiUfOUTVLOlIj zfBz6x0^*dI!0^~#&UIqYqri9pu|XlfB>&RN&g5TBdi=ipmok6-`lZLOg1_GVR{dW? z>OVe*R)1gms~U`6WE8MMfBpL1%a|xSlNCyj3dThLCq;f&4gcE^Nx!eVGlO7oM?(+) zIiQ*0@nM)>!xkBeAuv`kjMymTCP>62!jSTd3J+$5`N8mxW-)$^mcPX?!Xpy@YAcHA z4 zal3yMxBIKW-?c(xLt=s=LJ~1{zwc9*-&I|HS9SSERhPf(xc|QB92g!21DzEW3X_^& zNHhj9J#qv8zD)l|UHb24>3@r$|1tv|CZvCv0lbY=X8o?r`bTAO-CrX#=y#c*-(~)q zL4MtVL4TKFff>SnHy8f9c=+$);r|dB{#Sv&YcYf3f?$pa|80cW-xXtjSB(8f#n``V zB>uh#_dOUP@n0Wr<<-^wk5z^E|6x`6J;wie5B@z7{aIB0EGmB%l|PFLgiF6ByFZJ{ zFEjjKx~Sm(tBVSr_8Sc#-~a&$f7X^ifaR|lrVgDyO48CUaXOrd6Cd;2qmVfOU z{@G;tv&jPcR)02GzzF~CO%^QVy!o$f-Qy{L?U5sd*njMk|DneI?B)N10Qp0W{h`KS zANtQ;{-3@4f9&OxY5%0gjGRyyV^&-cgXL&u$cwQ+`O`z9S-cplf4zb0&QbI**m3!F zWagiOsQ7+#E1tY6Hpqi5DZVZpo@LpYzpih}3I!oRJ*&R!XLB6~mBt-KgV zICKMN(Xfy@jY>t4a3oDCfrcVL`Z36!hJvrwBMHr*oB>K(8-)RF%)*_+L1&aoXdEL# z6$OVB{^OhinF?9m{?iir-&To6(uD8egGvNVPzyyQ;5A9GME}336dCIm{%+C4@IQlHOZv^y_Fb2F)U52J~JMUr1-=_t~Vbz z;{u1|{!Pt)hqV8FHOZQgR{@1&QlP*fA>fFbkPrdXCTda$|65=FrDa$|pbv1caDonw z9x{T0)Yk@D*lHI38@nQr}Twf7@BzS zJ07wS!rg)*VX>Mx3j7Us&i}!XfBF5F&*2A*&Ime$E&pcJ|3A0&|7ujw5i%>H@Sq!{ zqC`QOL`^biOw=Tj{--SZ&l9-DC{M^62_|+#Vc@A2C<@%MFsVQ~3`k{2M1{dg&VL@X zBH$s<$lv4o-zt-TS0+&5e!~4*Wk_oIAC*xUqj2CSoRFivD8ziAfIU41jsb?D5SPQB zCJ8ZSkVGX?%7D9E1q*B^MeUr3PI z`u8PBK7t}3i;E*ND`VX3{I(&JJ2G!ugc4AYMe^@!_EF&sCl*Znpp>yGEHSKv7}P%v z0eLc^@W0M6TeHFfVgkWwkj>@S3semXfxdu3AO8r3fqwkRyB!*DeUEuL(h==(yQlZe`JuDHXOE+9RtJZxciZco2$gvI;MLoMlI)z^Iv&MjK>IBNKGR}AKIK~k|ohImZTu3hGJG$$0PlpEIU3cQhY<2Fe2lXhMqAJgg;)U%h3)ykoZl%e-=K5hY z(96L6Kh(ViR9(r|EsR4TxVsbFEx5b8ySux)2lrsX-3cDtH3{w{Aq01ax07`Lx4Uod zz5TuKjyJ|X#va+6aMr1HYS-S>tU1@L=IWln{ILphmM^7IYiyla7B>P_cTNlPjcz!H zT1c=WS)ZvLoN*Dz1Ng-v;cz_0%)#aKKwzXX270l=_ytZ%C5|awz*oUtJM|V9hdXG6REdUojdEw)@HotL?cNxh4_O9HENNepZ?Z(0~t9#XrQqpzj!oCv1#1iGJ zolSE@rFy0RvG43RhZh!4cN6`E7ioLA(Eb#`5ICgk(>pU4s8R>x-)g$I3D&zYcaFrO zrFp5O3#z80$UVKGZHl566wAm~3mfc)pMm+JWE7|IDrUJE2njo^CXIOm|V8%;_U1OdCJrU3dzr6~nWD ze5~0GN6-<|Lz(o>?2m)ig7(+19;pDm@=KTd_Kko&#u&c~x1FWUB%dVWIXh{7PH$kU zG@b#XV}QPq^9lkQRAJ~_0n&Y%{7^?6+dg-l?Y33$Cf|+C*f@50gg^;ye?{U4%#Ok; zu}=m3_HP}_iE8U#6d;+s*vs;rfHcGKPs!LNgELA3k(k4d_FZ}x(8b6o?1$TpL?WOy zX}gcDtn@4*bLpZdEj=-Y$XI31)kMmr(%onQaBJ=icEHmoi%THPgMOhlo82WJegY3H!tVszyrpMD( zFSI^_(PlMBZgW+EslRZ^q%CL_Ytg%=6;5IpU?2~kyMvwRd3RU(vS7RIi;2sqTes&- zW>cMz;9A?(=f1o3$xop;<4-Or?j0vgGT?|BP?e@-XW*?H8B^FD@#gnU9N7t@sew`!<7|x2+ubij*8q%AVi9Bkm;XMQh-E zjU`1{&RKMh%X40G7fful@b(?@LX9f~j*#{!$s?niiz^ydX@Y(DjPrIU9}fEzQ$sXc z>h*rvLD#_z#JdfE^~_*!q6*t?M@r}B#h~{%U_nBNov=NtWMtGOKY>& zJnqeb>1!j-$9ak}Z6`fp%T0h)zzChFF~1-7KrYC7Guj4sN{BplL?6o_|1jXB^$vsh zWadrzX>bi%zWaO=Ta(l6IqACUP<01GNzDCq6zNUpm$%P}RX=wEzR+$R8FJFKYSU#k z&<{(z_Otu~k$U{E>#1OL%&0pJFok&A=~FC5jgodZ;c?ol@o@=Er#N-N+4zR%2* zfb-8O6~}k;^B=Fj&lQ#aJoEYS-rr|FKU4hsNbE1LnwgazuvsHwV+X9$IXH+|*qP`# zfEgU%lMVn#wqIhKU%=|0Y5$i}0-X2Q*#M-^!UFh~1K^Mya9U>uU^Xi-GiLjBO22^B zKYQ@MlM*ur;OxfmRTGzX}GND4CgUx;diPC;eWN9fiDi z5kxBxIqq`k4{-PZCyp#W=1lBxX_k9rCm>VC9REg-Iq?8hukuB7zSCbN?7y8WxK8r!8o1SO4%5rZ z_67o1QLY2$@rx(}qA9$$1BJlO2PM334dUSvakXYt`Bxen>v7yQ)D_s|_3LRkeSP`Y zCb_1UV-))6+DNcp@C-mtaAlpx83jWUU0%4%9zJ}8Af@E6tSNR^pykcVAI(P_c$tF7)iom8W(tH5&6X)X_YwWI;_SoE6bq(J1n07$u<| zE_a7@W0@fdn*L{zNq&edF8*PHcs3X#3PD4|Fd~l9Uk>QyG(6i@DvO^5Hx(DemM}*<{-~aBl!u`K;%6El+(I;J>jg(P8xk9_`U1AlgnMU# z5*f7aI%hnoODa|nZH;0J&+b&%A*GnAreg3;KB12njgy9w@Bk zg;rdGVZ4+0c><0Csf||Wqqhy|v7~9vLV*3?$aIb!#eQ16=jO*%yyb?C{Y1hpd8gSe zyit}k65>13UKy3{cmCu|M;FW*IFg%;N>p53Z}HrnN1*2<(BV<#2+?8-XBxaPUY$no z1`CPf1;d*?6Wu|TIC9B7H9w<#x@LK-)T|hgM-AGX)UDYuVs0XTr2{jO=cmAjb{nNM zxItY8kMHo6`1ZCO>(sl6uR4nHV76^%Cn+?J8Ai z@UqQv8u(F7*1{17IC%y5MOe|s8#w3GkVYTgYhkMT z!UWzrY*Plia(TA~ICOc;Dq-jEE+J1z!P&Q{+PU~4bwyWGH#oA@VIz6G_fEBIF&hGQA4`_Q6G7}KO;v`} z4l1e^_810@DG8rH%(?2lD@OL_pdkxheZOt=SaxqHmRK?Z)&gd`?+irtV1D!p$2@PP zdHsSR3MVcS?M@W_SLqPe-GU0=&WkVv0%Y$i$HGYKP!bKsCxj1@XVK~f?eZQY&^0fV)Zm>y_a=m<#OSIW zBkmg$bBM1h#M!98?j4TLkec~&IHQhMzv`PYG$M-x=-dI;)uGRdt-w?);mJFK=ywE1 z0lagPM|vV(H_7IQAaPeaWi0yG8=Q#8f@Gu`u(Ir248PF+%;NT& z!dh6rnZC$nV;r?xN&gO?`wdtU3MD}fGz@-BvSBf%Y*zlAB`WWuPEcchWQ_DBBxScp zz!RfrkH5w~bvri=Hm`Dz;gJuuP!y=`N=_Tq{o^@Z;zboGi_FV?k53qphThTr#XhWJ zo-kF3@yYSLP@7^&QmLJ82oAgSGd#ITEn>W*DiV~Rpn%nkHuUOc^T&4Caa6&Wm<1f4F?U9C*1DA?)C5Ib?CHdf@YMveh+wWc}UZ&Y_Wn z`3rKC>CaBSQ(Se$(w_sUVMI2kv-_yE*KXRXJm21hb`^9)ZAfUe9S%vn%BkRs`)01X zcS5ujhSL5j8X7zs;}uBb{@4iwZ|Do2%9pZ&;ev0bbZ>6cQ|$>dJb2?|7|XiW4u)$V zKJbPt27w}>r+h5KAs>zJ{ie9u$7FHgmYgFLHBvG|?c3}y;4L%2B1$XQ*v^|RCBLmQ zH3pq?Yr;Fz^bt)$z(tFGsXtQmDkOrl6Md5hp~5G^23PO8s(SQ1v!k{#nz_Jf+juREb_5s#J#hQ$!v z8jYJS=3E;)?RhrE`FaA!V0_izTqgAqpv-%rp!FOijmmuU4%9;&#=`L-RC*j72kz6hLjyyv2AmY@$Xchb>x#Q};~U27#iW*EUMTkL zZ*(-s<{9=5&l(kNgSC%_>NL}XmcfzWnf)M%hYsVF5E8dT2+l2OYYkRPe0LzeDOL%e z349G!d*x$s$6s^H4F8K|0)YSf$DH%m%LG5BrGH)~0Fd<$-2eBM34l$(e!l%5%LHsc zsT2;jpM=bx2$3JZ`yI^vPvPaCIWPbR00bQ;z{qd{TYPa6F>|s4R5v>jJ3x-HFtPs< zUj99%?q}xzoh(^7ndq4Sp!Iu}fcHN=2S6kLjVuAP8go;9LpwWD!|#S4f5pWB|M!op z`yDU+xZD7{^*0zgz`y?A1^)+J%=TA+`KOkDgSG%JW&*CtKOr?>P2%6A{W~sZqi1Dj z`$h0y0p>4S1~wD`h}vI3TeiOf%wGhv0BaV&egXg7GW#EyynpKLpJ}rIA`6yZ!TBGz z)c-?t`hC@f?e}l@XR?!n1zuE^9Arp z!0r;izW~Gqz#`nw-vIAt0#~-H@{0uqR6my$l@_k)W_i;+zqAzo*ZEQz(*ZG9?O;sp0j|mbEp* zw>4Aa&coy1(S7$Qt0*E=OCo9F@`PndC9Q&DDmj@fS8&ICi`4B3u%pdV#dTF2%+ZAG z+Sg5{yP3Sto3=FXs~b`(bd9;p?Qm^NkDA4u2+C+UN z<#8q6p8-OV`!LEi%Vq3YY^Wpp)b8zn=E0ytPny6)h2l$R^wk3{IXyZh7N!@KN~Ux%3i|52!}=5{0W~@v zPENRh2Wz__2{wP?PMWduQZ<)n=ypeQaQ;kB-0MB)7H`qBHBa2w6l@zwviGcWDzzN6 ziy2{1J@KrL7j^a8Xm)g{=AvCFR3Bx=l10jG8xlPCYmziETHtwe*(Gs;`5TSpLzedA zn}V(P#rg%%m>kH?c<5KftCJ6UB^&Pzrm+|~EMN*fgx@_&BJO3@Icp@Aj5o68>0Vw& zk%6-r^tX2sWqAL#@uAw8(vz=BoK7FJT|&)iFWJ&TjNwWiT77xaqv*>C_ov=N*;lh9 zJ*?#Lj}R07JCR8ct!Wz~WT-*f!JRvRB`8y5{o26@qQ1k4R1*2Q@h5$>w zx^QI>jf+wRk@!-YSrQDN`z~azTrNwez!D7tqLt{mL?6Bfjuipb0V&^r=g2rCRAT71 z7pp}Wl<4e9K$7y2TQSLKFs|KeQ90{&brFB4XaXHmOS3WFflW9aRfkk7S(MafOXx-~ z`Yl~J4iEH85g0zEJmSuE&E*h|9NA}5H^Zo1)(r|ZgcD=Y~FrJ6w#)qpn1hzW}))se+M?b&?>w(4Y zkZlI<`WDN>MwKK7^B>})!H`s25RgEt@wAs0%xr6fwh%lsWD3|sZS#Sp&viaufoQyh z8tMWGDZ-=_EpeGU56Gj`)e?wND1%{`HdQ)e-rZ+@4EbU`%`!5CzTHZ61Ey#6&^n!5 zBD07jbMZ-LKy3gUBLJtoGuelHNeC>Bhj-qOM8%&tL%D||e13kk11<@M@}}{FK_Zg* zRXB+2j`3#_tIgz!cW?`3>gEqPZl#pQqJxljl<6v5ORyky*(NuZ4HJyQa}iJVAjvmS zIy95a)8|{%U>Saj-bRzkZF}J_t0Jy-LSIMRF1T?7_(*N59EXxYxZ(0R3A|)KELCgW z`kYx3W1c@sHVjR8h7rCaq4z2|ET^C8x!>Ajteo|6K^db++o$aAl1-m%Hr>xYvmuiH z-=MWglLf;f{0Sqx)Zk<$mjXtx2WttnoWRr2IUtlhCqr`15G$vmuY-sAdIqS7`m77G zUqe$U*AE9nZD?lA&RX!yzAr&8EpeyAI1~1`+W^Uj;#jD;$)RS3X|)+y&TSMffm^3Z zG}`pOjS9Cq%Fo8QcleC;E%JIRBx|j_$O!D%u4iT8Z6L(TVmU0Arn)r)E*3!=Ko5_&5#8<>OZdq;AH+io?Dr!1jzW7pC-uCqq zOsXkpfW&|XZsu;Q*_l8j9N4HT-Gz7#`@BtiUAx6v0!UE!x2G#JE=w<*VZ3uykYcuC z82#uI*2WgUkI0#{<>A$l=~TtV<#W))JIb1vLWnoqKo`8jLG8at=R2X?);~5D(eTwe zY!`WFl&LtPxpeZGoSwETPvdlI6Zy!R~y^Bls4jUjg+rSrnDJw z3orR^l4K0neTuiza?1oD)>FLmdr?_VA~?%Q<3BfrlyLeFC*gdAaZlaQ9;l z_GgUpR}T2c^y<&x?&k#W?{dJu0C(TFwEoWd0(|Vx^KYE+Z*xkH-)4gxzfCLu1pa=+ z{yF9UTTYk>(7Q4*0-P}COL`VSRSIl24X8;0(i+$ijrDI+i$A`^e=8w?lx77~&CCFq z2u#13nK|e=0UnkWV2A;!;jhu?FIB<7#?XJ5760!rGQhlkmsWpgUO9j0L;*qicP%rp zF*p+w^RJWoDYZ7UbaHmlw=i@9G}lh1`hd@(or|mOzeb}!uK$0hD_Ph%06vxlAk~5W z>;Rz30swnp6LlgMfcyj4?O$eXW@+x~WJ+&r=M z^qn$g1WwF=9)Rgz=m7qibpN4p{k^-s!`$K&m{;Qz-oFd!=aBTNQ#4osXspN)S((|JErng1JPW@iJm z%zqOyAL!~PEwk7A=IZB*%c}Mx5%s+4lwVxsbamcSTO6@jg&smYeQqwMiZe1Jj(1ek z4G;E}4`ih7#VMans%o=n6He^m`w1u6waH9r)OM9tFL9b(w0J+&_$AkJ3^sgE7*YR!*b&C}erw6`zs6MU_wJ@vY|owntW z&sx2$-Hn?+vh(|-SIpPl-FkZ=HDlVPFk3U3S+2Ljr`ze9#&Gzxg%H!TSYqTA@6P)I z+P%s$>9#d`zb-EpsxFS|893EMa#fRTt4I~jZ5K1<*Sa+^BWX1?(LRg3m9KV4GqhF5 z!uxLfj7`Q{YG6Y>%4p|}f(jT^l}$~nFgWDN9=H>g=f=+Loa@y;o;EMr;oJHj@y#Cs zb9jukX^t5}gn6so_NPnqi?GgHde<2<)s*v_V0%T{ZVb zlOx?Ibx>IqN%AN%t#t2fnEuqUKB>|$&l_;z8*IjuYUZ|Oqt(aDx1Qe+tj#kK3EJv= zjAy7XPW}A(IE~z|rtx`Uc;7(|d|1_W7Z=oJxAHu*uwOiz;o#wQi(7=mYvu0GK6fCe*Sx50V@W!$<`Mq_Hhjbr5r}K5ZpprxP ztA}cDPM6p1#l$0h+|Hp}1BYjQOg`o{M}F<>?7g~QJidydOV?IpRZifRe8`%Ax?Xt@BlS>Y zb!^~Ug3oYi=lA()zx`n7`;BLjT&2xpwF0-k?7{S?wdF2cKCbbS-*&#_{g*k8Y!^6d z(QRY3)JV2b?qd4EeTIFH#1_XSeJ5MKWp&vzn$@@~Hh7&G3{A;JRx1pY@Lh2X`}Wvt zzm2Q8qkGY*d(p@~70)?#zpc%o%C=^XJ4fe64mCv%J3mns-L@%*_lxUm>_g@ig* zjw5khmkH85#nq>cMfYAyxpQ61E#;o(FXC<6@9$cj8z1S(+3j{p#!HfLMTX)lQAnk6 zZY;JoW6rT}ID$&$lUQs0x0M(M_0N3nQ|vTa94+jNQ0&Q@R>Iw`?3(3;CDO065+a{C z42c|HyR>9oxb3yqp>&NWEt#-_JBdAd>8;PiHr>2=^J-kJ5=$wjHmB-c z9lj4cN_$yhQyNqH;P54=zu5T7aH!UHe(Lrs?!)bebwU^4d3<}sEJOk|)M84PnF@hi zd)LRfWl^Q7;h~2f|7GRmHSc`JO(JbPCZ|nDBi5p*ft2QlJevX4s@KZ+52}c^101rZ zCAcli4Hd2j^J|)y&Udx^Hgd1zA8DxOamD7>cvtOQ3q8GZcOt#okI2_u^GgKQ@a4nL z4o0rr>PHIcQ=dBF+FX^3u|``BzkI_x_Le~Mox9m6d3|^1ce@_8%m3igeaPL|Itr=l z|JgrAIQ=x8CPX+jCBu6~#;CEnNOD`OvkgIXsR7(gGrjWMT`Ar7Ze#5{QjfcVa{lCA zU>Wa#8exl@u>J0gJ$m%=$iBL;K!KHUiAmK|rDv%qOuweS?dhXG5|sn)>#_pf#+T@p z5B2>ua45HZ1!+Dh=Az5#14E(Y-Mde&{xW7NZe`HrHa|8Vvd#AlKM04hCNKOg1WF^g`hu^Q8J%4w#f_IeXEiAxf7h5sNDuS|g4d zR=&+rCH;W{!xr^x%Oae4a;(-^2HqZ7EDz_=DQAdIdB; zB+Tv*ifJzyKRWoU6;Z@k$Q0Iv7MpZ}RV2Dp?U&0DRoh5vvxaucE>~7IF-gEN(*_8b zQaP|$kQT1FlFn*|=c`TI=S4!imAVG+c?qI&f(icOt$r^wC^lZL5QEPoYBk%KfqbQk zBvn3$b``41>lwSw*}kb zRoNEXjIe6@a+T#enQ<_>Kdh{ zx}(&#X!G7W-pGY{IuFi0OU(LK-xws6qO#lk)wD7y>cjhoJj$ywe9J8MA(PsRSj#nC z>J)X_*h=cgV$H|qsgKQ?wBuI_qV;}y$4Q?#^tE#250rPrMDc2=c=cr%CSA{&1q?opShR#)oxc#)*LX6pw7EOQm zfO@{`j*j`(xpjjM#Kn@s*S7sGY28gVM3<=fph+w2%gJDHenj7w%^AL1=$D4?!&i^* z$1lN}BaK?9?kQ4pR}SZ;nuq5MqiJnA7hMTg2aEmg(hhhRC#>By_S^QQ*S!oE-7>~Pbc0xobe%cgmP%2O&U%NcZPdNK+|%DNhn=|o0ZiVHd@-;2vC8fXz< zggT5FcOx66^FY1a^!^$%^x!urc@tzunjWH5Kg|y6Y%Y@^*e$}BK>}?l4F2YXyWZQ! zu+9AXjj4`Cni(;(r_q3cD@24LBy=9)9#0T&B{b-DAWmM2X^}uYIS&21UM_?W`gUdF zqYQfRL79_h5{sCho*zgD#$Fc^l+`>x;;x*wO1s?_P$-y9Pg;vQz~X4UzzZb5<*1K_<&kOX?`cTy-X^^ek`1I5RrKyk}wr|eZ{eYm{Gj$M@eNjI)6v=-W9C< zbFUEbFm@T5fN(Z7=}R&Pri}MI8i5~!0w}YCnqVMsWY!b#1|brL!9mQhDe*+4H_(hV zHX>HRr(`e@_cP!s!imf)eH28CqooE|H1mW&6U<#9r$SWpmf4osy$Xv?nJd0^fY95n zXH<|X3iX*=2z(ylk4{1nY>SPK%*$~IvOOhpFsN~diFoaUHh-qW(+Y1SCgv{H>AA`( zx(}ZZ8zP#c`Z5*)tg(7zkSAxGT32aP0vxK=vfV>ptT!a=5rn$$#VLf@E~it31!biH zVKm;-J};Ql3tl5n8Sgsrj&$T#D%3PhWhk#;R0UXLbz{|n8ksb+md$a#B6**}$6{E>P(W8 zaD`1!ALCqz4-VlUC@N$LYCKD|%w4OcO~$B1OW837SzTZhu=x^RFiH=d*n!U}X!P)5 zylh{uue#UyT#AL|pT1%;UBl=BHAqLWx>zbD%X%8nc3>miWF(8#*15X?Nx ze2M2cWPV%3;Dx8h0XU3IZfM6*nj|jIgY!#}a;W5QPPUBXBeNCd9S3E31|$h>c6vZ< z4UP7xHX)BiDN%x3L&!s5sFp89XkCHGI@?qjy-)5!7_swcjiVaryvYVIN!f;sTYX_#kZV* z)1nl_VeATDBL>jd$SF%;d1+q6Zb=_#hsOtEB_Opvy(om15iAWr#1V-Da}C8lfL9t~ z#8MHS@}&MCjOjfJhjWpv0#jEKFq!T&1G*qhjLa=%g>CYs06GMg&IxT6ypTwx78;&J zJhHhrdJZbz80L9-;m$qUx5DU$Pmr;{=oDc>f?Lo9N3HZ139NbgFKMhIkj>E^@JD(-Ds}}>g!us|v=C_7qqe)=4f zBArK+3NC?gLn!mbQK<5r(lY}SX5)#|5HNCBR8KNcLmmr>77fC{pkAu5+J2@i4`GP}?tuLh@WAH{F0lxp zQNJgBi0<6_9OEh4tRw0L@-mN7`z?gcVmkVbXmcni%@F}=q>zwH{JtSX;B)r#SU*rU z^0B}Ky{+`sU9$#r9@OS6-EY_o<{Q|a-7+%)%4)U;`p=!`gE_7&V2e~|+Q*i5*2+t$ zitDhu{riihR~rLg3n)}&)xoy&LblUA1h+@@9vyk@h%o$|5 zB5uFHYm`7mTvyw4PmIX|jV+Hj2E~%CS02@=D2nXx zpd-iZb1Z>k1YHCPA#FsTEN#SED>|Igi)cti@MeQ|Qy3z!fso3uq9+WBtPxysBr%o| z1)QbC5hQ*H1<9`uV$Tz>GP~e3b{0UsV68#z7cYRFd^;A4$gD-~!*HSzv5Le8Z{kc8 zN#aZvISbsy<9B2%@(oZ^go`T{1dl7$pn6u4uVf@1@Pa9L1}`1?T%yvTDcsBeuFhy$ zU|it!yC}=o3&xTvMZN+Wbt`0*8nK2NqOxR_P;~vL5)3dEA`I!sqJhKUI$KWZD2AnD zFlk|2GEudG&z*vynCXOKO|qp~6Guexf_d5{gpp(hDbsF5t?DU5?wNZeZu%fdXT{C1 zzJ`mvZLg9JkR}dr27gyyBG^0zY71sZl~(dQ3lxlKYb| zHcO&&!Dx#!v_^y5JkiETXe~zHX_6&5FuL?Ztqtjv>Rr@o4@cplSbH#L_r`Z2D>KX1 z;{*);ME>W^=x0NwFHeWs-?j?YeUUR)9Qbf`vzl1Ox6;aA9?_z zPgrmT6oJM)C^&LzU!`q0vwlmMyZaLo3=1I`(;tqL5>AL-pA=!DaUYoe-;ac7|HBM8$dJv(_?GO4+bKQC_Fs0{dzZ?#-~qPx#{C}z|l)(wm#h@ln|?g zS~E7f7^!)sG9C;uGq%xc6aNfGH5iW3Iw6^RX2VJ(SmRJVN?JeeFvaL~c+Y2cCs`0N zcy^rr#BMIeDWQ=qzSOcDVw$Cw1D9&a$S&C3LZ)w68C+ELgY*>6s1_&D(R^F`^Q=e` zQhcfWPMj)W2`nwO=<`+0mj#!bTWL$%93Pr^lSeLcD~C!3>M?jLtCpH*S6zt|#};tNxb$#J#m zUsFUDzuTd^vO>2;uWw6GzlZ)gfqZpx@uEG85PB79UcZ1)sg?Ro2%4K5Hg{waUrye1rBuzH& zy|;8;Ms^C-JUluuZ@pjM{!+$WiGQ+L`*{47-hV{4>)=rSybN#0%YDc1bbRQ{djs)Q z?p0Ut{Cu098{*#fO+@d|xf%a7nd+S_vnnzY^Nr!zu|*N2>F^05M~S$5)4DDHVnt>( zm-tdO-BpQRU@+-J^UIw1bM({+00mK@RF4>U$n?(wfIsRz|CcN$U>^k3-V(8MGSf3L10*bPW(8_e0iPmzc9vheh&h;= z8#=o>{}cE6M_us$E-My5d;Z;V==ZDu<13(49e537#liS%_Vqtf*FSpvcSiJom){TL zCO{kf{R}YIfP#Xa1)w0=zN;yI&0PPYAp6Ia|G&-WFB*Qp91Iw=Y-|A2|6Roac!O~Q z1L}Ka|9|iX`%hMIKgZ>NCrehKmY(T{r21!?tjvJ#6;PJ`H`4rV$m#z`_pbx*$1U^U zNs$E@{>(po{eW@Y}1NgqN0tN+a^o&1j9sb#R@V8=!f4I~EA`cUNb3+qzQmmN9x5;0I<@eqL zto}Fw0|VeTVPRsVX9VO1tS^D;bCzGgJ$b>B4=Kc47+uV8}% z(8K&gD*sQx|6WtU^27J+_lx&0f>{BRN>*Ux{Iy_%1@KM#k1aC;&o{UgjXi)hp5Y)L84N>RoAdj)8~b>)KmKZ_XUMqikFC?Z-K{idQY}$474$Z4l)h zG~3IyANE)eo9_+`eV5{Pmi3RiOB7S}x;wjX9tPi;s$vn$r}{3VBi>~pcB>6Q@!fTm zN`VtSWosQqw;hglRcv~xcXWHUeD#B^ZV4?TPGo;J`P{&Xm{Xg*h{paXvsmi^wu&W@T3Ic123Hx=c0JYAJnD{@v&)~LN7;OlMki^$W<3aXm)48< zHH~hX*Dbx9gQz-!uBp#me&Zy%d+~l4AH-?jfv&k4AF1-5Xl3)a(PnvZ&e&YJZBL%- zPkJODF6=Pr-L~Iz=^egmQGoEjHZ!(y^Lbu_`TVM-jPm|t$-y;J?2xbvjvhfr_|AzB zLW+w{F1tO3!4zzv?OlD@9*8%bCrg!XY*CGzhc5Kcrfz^|Ta16`6{=FSMAg~ITeb@M zsm;~C6NfGv28J{$X58A|v74*33(FXK1QyIQfp>)cD16$4>^PN#ancJjhB9ZhBEW@D1>KiI6qtDGqck z_uuWSrF=nG3y;IWXXOX4%-20Ec4NVT3WrPD9fM6ZjI7n%h~w7OsEC#23N0s8%avo) zw3xx>=xKXxhNW_Rxl2CY=BHJ_JJR=UXXk((=gINv%=Typ;T&Q2nwm?G5MkSkBWE&y zvu|t{4SLZRp?HF+kq3{Vhw+gAAg*gm|bGCJxNWhK<4!?#T@sfR3w&d&b% z>qRf;do+?T4np4RsmU4H>-TpIkgFQXOKXMrhO7;>X6h`>nfY|y9>lxa)fIC8&8Hbg57KCi`a#2mre$8!t~ zzHP0`vojB*B$rHV|Nad_tSK!Nejn zVy?Pa&^sBUjv17O+bx-qAZ+l{Pzl~e4#;x6cTpSADmUr)VU2;~U9 z-~g>vUr8Fkw$PtHC9%a>=R@OYraEB6vIFJzUTz6%PlV*Y(=+Ki^kK4>gZi4rJz%)Q z=uv5og`n$Lc=Q4)g8xY{oZ%e-Ev&-)roZPyErXKTdRaA^9XozCLi#Iz!+a%Oc|l|v9l56E&n`Kd6^tU;okkce0mIPU~F zTu4I;`JiyLHTEk#*1_;m`>#qcCZug%3y0^vq9K>Enjcl^ULF}9A~wIFz~7IrYKnUu zFB<=j-6ZNBDT6irQ#MjU0;!<7rcI#hWlMjX{brc8Ch$pf508$e28zj83lhoL;8|$u zSB=2Wr)^ygO$KXN8Z9f+4y13(4wmy1(Cl~lkY-->Q%H+~$1}1jO^>aZk zQ7JgY*!$tMLD1|4;9bK@(sRx&tWHqmpI@)ip%9j}C3>J~g?gZnMh3=W;qKyu30aYs zzK9jU9ihB2jLr*+mB8{Ok+bBHVQt4>66&zIBp}B$dN>-lSfhDj85>FL0Ee@6*G%Rkw|m33PTaW0JLNF-s&S zn$)Jihy;=*N;aC%E6|srOHz9qCCNZ)M{>IiLcC9xq(I8F5WgPLB>1Z1qc16vJYkI* z_^pD>s4K(#;`0L^wQh47MKC~~ie_EeMK5hjw}|T^w{W<3%DF7(0ofOF~Q9igJeunba`2HUy@P2;z_b*|EbmgfbiC>(n*l zkJ@qFe*?C&-#{S=(;GEY*RRM(tIZ5fo4FESn6g?YsX$UGf!|K*=c$tc4MmBggtbo} z?Oxq8)+%t)L61$=BgHO}o@i5>@>Mv)I8L%H(In5tiF;PfZIB`Zt{KJiYbXAIE0l$PUOCZIfISMW#5qC**03U1UAOOwS(BpnjXO-lxS2U zr!;(mI?<>)PWN7kM`pY{t$`Ce12K*F3;e&y|5f7JQ2f#K98GThNj zS~WXUCd>{Pn$w{}Criote2aJ(Qp_4nJ`u*~n+Pv&TRw&6CLc!2X9$*Ju%A`es79U* zF=V31_9oOm^D4~1pGlde8i_f~C8k+08%Z#vGlSmkVCNyC;|J_tUk&H52!)KO_|2DHo zu)i)H8tsDSOrW6plVGd2gb02s>J|QCG4Du7eLLnA$c=8GL1>jk&fBA5JB36UN_XZh zzZdO54T_LReL5W4IgPVmQ1vGv?R#ZG^9+N}!Q*hP4Y=_msA#paFG5IxdM|k{yb|0UjLKs zY`?`MwlIQq4kq%nlb*tG%>>-D)-ILL(8%5{||F-9hSwq{c+RXAt^1=-J+y)2uLUm(%s!C2uOpJbVzr1NlA%FBQ4#X z?>y)}+u)qz*?Ygg_x;D`8oB0~_1tscGqXOk*7xhsz1@O3+nB0;GXJD5R2{erYsZyg zV9}ZPjSIlGYer(cJsx}ulba7nR?27}T++s=mx3XF;ycdU3g3Estofu&Xe77lxJMWQ zhmZZES8# zhmjH>5nyz2igq|97WmI&#Pab>X^6?>Bw38@#LLN7!;MArC3B#jynYOCtS+Ilpav9{ zY4BGqVEPl{&W1I?g&+jcusW@aWn_~@$bN>8gUCln)EcA0qu2fq~`*qIy}kn2tN^M1_A!)vubH*@Exg`1b=1yo{; zJN^SA5@<2hA8+$A);Cjnvl$p~_UW}JENVHXvYGW!k7Dj2MtP*|{8RZ_t5l}b zXMLCo&Z)x0i7$~M3`damWu-s^kWir_s<#B_fJ zqQ5ZRZvgi@Ay4k>_WQrVbgw-xfF`bMqY2RGH)hNAmDzG~eQoLI1lY$l%LSTUK%YOb z-0Sc7gDL#4xaG%=6+m17z>t8p`X4Np323YVR385m%Qd+{5###j{4*i3fI0L2MV%N>ZJflL(urB48) z{u@GNX7LNvyFTH6HKZSz8K@(V324D%2M{>$wJbm<9v3i=IG8{-8aEqId}C%p(y|Jg zvL<#;+GamHWPF{8e>K1#XBo(F0z^mwRCR660x)ncU>g+RzcXjiy=ln)!A>o}uz?8> z+++u47jP0;fYw1y5RC`uH_N|i)zUQtI^6WEe{t*p^`res>HgkwWC28Muf=S?g~iSa zXx##>mcJ1e`%iP8>smzkkMnm;9=~2nen+H+>lcxlYtx@Ufa!l`o-DrzwtT-c3p?<( z2>4ALfT;(tynkh$KXU} z1U|bsvz6uK_a>v(Xp4PkTJLtzOSR9Tv3zkvx$s%mfs>feAoi|s=)`V6f$fl z@kkg6(P{OSsWVNpA^Y6&@M4SAD5>+UT=sKzJ)`(uWBOF8_veg_Qy)U>sEfmn-#D4x z!%aHXjY6$36XT76(3^Po;8mvP{mBcSq%V_O9-HQg=1^=xvg@)`K5Q~|sSVX0aP=4s z7pu>`!0a?8JI9B3;6Dfp)$TS-ojch(8N7JxEDtLl=MTx+77LfI#rjsO97gfU5SO;} z{3z@^9C4XC^{m5z#>A+Ri^Nb!QWO_kEu3KWM@A(%5;nq25!40b@eAyc@9a zSY$|%-O;QberYSCjTx~9oY*u-Wdl9cYi844FUU|X)JNP4rKWu3!?pwKQeJeqsMgEJ z`*`y#oU}PjM^f}S9pVh!foV0B67~LUs%vfj*?uFlC+pQEu?T5Qt)Hfqgb!1vyxlX- zFwY(=BYq~@Oe%|d-==a9!a9UNr1s&ML~D@Q2T-TcLcns^e4d-lbHHUy?U zbLA%x@b}wc%ZzKsc#>y&rMYh{AqBl8w|k7BO(*^)jp778AAxB@2^QRw5StEMTqE2X zBTRIK_#@PwPsy8Ja1{P}qUJHh&~rAeR!yUxwT;_Q>rT} z-gGQx(-fYs<{1~P%e2Lnervkb`u%iTA=tp{T_FfGL#j7{7nkQ}L&RIR6}(pF9l5uX z9ZC3>QNy7_9X^mG?Pj>>$w@+NcPGdn?i_q59urGJDw8tYa~CaE8m&t`nBgiST8v+T zxfh%6maf_Db~u2ZMM~0wF;~<%7+a8;?B&W~dghXiOO(E3!Q#x-txEMinZHI%&57Fz zy?7o{-Amh%$BQSdsNzaB15G`O9-J;a)#|oqm050>Qsq_zxEjFv_{dzmQSQ4;EavrgD=LYLzdRpYcW0Zw3b8a$E(bSne zrLDAkr}?*gS!x+}r$c>P@EVX*tOgGA3|5I}1Z$d}M_u=pPhj2QQ~++E;xrlklDm zPHZhbm)OAw4Hx-r&EGhVZQAKK5sTF7+}XX=Fhxe)NXEQB7;{$MCwR5SeDFg0ojZe4 z=ZDWTV4u9*@p)<{pS5sc^9A1qgAYDRt8Z=ZNFV0@8FZ-+^1^=Pt0{B8yPxO zL}sDsd~)BGPQ`L*zVHpT%+TOpWJ06s#0&w)%CMY5*dC|4&De3dKqtwA9UCgjdeQF`oxg+~vpwqq?>J|`%j^pa z=*t){?_qmy!hwxAMwnEmc^~7m1f5WklTZ!SFX|OoqNs8&WfRu4coO693BHuBN zJ2l(VJ8N(|{&r+$U0FO2mvYm=r97SQVLI464YN-|X}}3T)LODHOEVT`#69diDoS^O zH?j7?LaOu66XghngRK`aYim0t?IYzK36L8mIS;O%BUR9Q$t){2Ag zW?N5zD(?JPqPPTIel`Ql*j4uafaSf}yKUIBj=|YJRTsd%&p-g z%&bmN)dw34In&jbPb2nM>3B1RnxhH=9-lVRBQ)bco(oq;g)c6d8C@kVY6#~;BOP)B3A?cKFMp#^=r7#$ydEs^b8$4eB zN)?qyn;KAZEvB#={<}UioQv2Yt`Jn33Cwbpz2`cDkDd%(7*hE9Fc$Xh2w4t$P=bkn zAc1myB059k%H_~+v7;CvdmcZpS<7kj>DLUOi{-yoZGC;T`k`uz3rIbIg!`{&_*{To z1}J0aV)~ldgTz0+Zhy_}LCPdwx4%A)a{<*Y*W1irtGl=WE5WbZU#q(S<%nZosO;qXiP`**VPA0q_ZJpt77U4($2CL8Fq{$_-h z)_RtJU!k6j&9CI_>+=6+Mv{#c@S2)U0E^@|;sl*y%|F7tInL|L(_fAAM;ye$ z3TPpL401RDWCmPHSU5q#ynsV4pe@7Bbn_{{X%b#vDgSCnKb~TCCO|U^;GRGo>vi23 zV2^n%d;}`Z0!(~wyt;i`x!QIHW`Jvx-ZM>8pgLdM+(7T=sR-1w{q^ z2`ivw30n$Qj0Q3NrNdmS*|0zr>V66a)#m>~$$kNp47mL)dx0$~>m_MCgU@$>o z`&u;$B!_g3dO%uO+yKtHF-TjRU+xq@ed0egYS*sNK;0wAnF;U!1+I1gy9J4JUDrR} zeDC^pcJ+YDOj9FUCrw+U8{y}3w&t?DK5f~)Z_aAotZz%WsMfmfP zSpgd?7GN0xh#KJdzbbcg0r#T+dT4f#NE&d~eg?r@!1L38-5FFC3=*RMb?5IN>VA&< z8$||gLBLyyU!~50+tGhGGU%qo3{n>aJ#_*F^S>VY`?dCO4$aC5+yQ|J@$1gtFNc4( zGw^f?l<5Du^L6U-?PBzQLBD_UYyPiJTwFi6x_u+r%-q1_{Y{cxt}+n}crv?vE*wZh z%EOx$FX#87FdWB{j;jc~Wf%^dpSNBz+#a^DzO;33;Zemx=Ni3t!zcwig#ilc7s0qm z3bvD3?{`-Q$~dwb&z`j4c16y04g0kjrus?*l?aPPshNdWuF#H@O&QZy$@Dn4OFP#; zZMCQ#t6I`8*OwTib3551!0L*BWf40bHY}6(Z_^RzF=K>tI&OX z&1UuLEH^L&2PuwC8y16p0E#SCKP443rB&PvJAvp zMZDTCEHf9dV4}g12({6C!-nyLq%}E&oD`hJ%EUeFrDF@BBz3Q(N2YC^)Ll$7-`#g2 z9mQHB_eb8%V!82@Fr|jy8DkQ zAxYj-?cA0yvRf4)7@yz0(KoT&))-6N+N$~(n72Rh0T#PLi8nFagPwn0 z)f7g$RE!MK#p|7kC09@^-p3BkC*qd}Jkp~hbkh_h@0({?W-8^wA62y}v%jydrLVOf z#A_E1lG8y->aXD|#heeKdeeKC+XMLy^vLdvJHljk`Cj%HI^AwG`0YN*e9i)fc%nH) zjoH5V63hGV7?*nqH3@eHi*N-)ecjK%uhQmsQc@dT#hkXMeP5Cn1!N3W`l_DItU&G^ z`CU!4%&Ml67Qu5}oa_iC@WMIS9ZuAxskH~@7_it9+l=BRXLOT{_HNumr#XyK@!wj9 zi&(>qv2?o?QJUOIO?3c4)f5%vMo%>(zQG&j<@pd-O$91rF98EWS2-A}B~12#2?E_7 zj$o$^m^BT*Hn-;0iq5j0Fo9EF*76l%)0m(FSUfA3^&S5xee)E8LGG48vS5~cKqBub zv`ai24D}eyX&tS=<-kerq4P^?huj#Vpj=-mGFO@%x|;sGhW+nn{kdHg-`hM+^=7@= z2^IBuYjQHUaE0Y2yVmYYArgBsF0{6Hn?wJ|FIZ+my_A~sHP-^zz04<1G1fx>@xOj0 z+ZSBB!3bkjDQZ5wWWBk!GnIxET|CfuB{eIB64;t}=m?dTefNBolw07d$UdSQ%qvzY zM`EDlAy=3^Wka|X@hFdN!}C=ER4b1uYULe{irZ8JEju4a8ONP#33l&`KC0;n1lRT4 zTDou#Gbh9+V4t4vyd|=c+6Y;G=NU6=xhCWX`7DdR>JcQV=rPyLQ;scfAC;ze_msiC zIN;1{wM@1`lmpAGuku_oVDFRU!0H+8g^9uJ!gVhpHk`J`pPeUsN)S)wO6qs(**JR( zht^!mpS_Ho!VE=NSibU4~2BVubSy*fR{ViT84E_RbbIPvo-C=HL$XFY|1TsSkcXs1?N>Z>eZxKu7MBY zkg5{~tacekn%S%DN66>EsT=xNWI`pGTh?9gXd)-cHQC4uB**p!>JeYHNbX=E_0al# z#2+5ln$M(7AzJ?=0Od!5rB%J=hEpwdW%vgFOax2w~~l$7W%ljnSV4m9lK8*CW^MGzrZh@>h!C z#2_#%%SB?3qd~W`>X%Qa);}`r!yJ)J`K~pd;M?y0GV`*Q3?b$W}W!7HO8MuZywW^k-cy zX`?w>m>)k2?02~!pG(ksBsx&+?%(et*K=Gz?H^ZfZh||wAQv(c`lSiG{IXrfyPW00 zCez;AF+|zfD~MNU#W%Pfas6QV`W00DR8#f!5#UGS3UodJ0P}AU*K5OLfVh4$N9F<& z<7*cNFKu_$~3J1V{2g4pGeAn&fQSIy?i*9f8*H4v4(wkI z>BnprB#{i73;>J-EQ5fg4PaNCoB#s?SxB+|$5uojGR>RD>-$INzeh=#*_i-&X<)p7 zrdW`_6~Jy802e7hQJjf^o%`lg{HBQhxlEE3RLcbv8nJ?a4`AWT3J?r-5Yb=*+I4RZ z=+C5^_2;Df1{3qYtOgIT9WHJFr2t9ywaz&kH*j7-Xa&d#S#Qp||BURHqNVGl`B!Jy zPs+Z~v$C=QUmb_O5FCr( zK<{wYt8g)4x;;U3(AWF~=G zZEr$*_~mtz>0#z-KzvJpus3dw88Uss6Qj2C^X<5>VoPS07agWz(&(6`Hg=xam+o|V zK~kTF?GsnFH6VQ9gjb%ePkh$Ah{k8rz>E<}7;w}Yl_I%>xCQ&5VB^qrXG47loK+)g zin~h-RwyLXur_njzTKQ;b#q<+JE0kxh435#9dhYd%eFL>?e7>1)B&lUP z5k0sgh=0T%{Sj<|-C>f=tF!XWo{Q&Cb4j@@e(YCQVrT6WG9 zS6^{{jM?wG>b~pTSh(@_OglP4>&JNF8f z#sVTz3 zJ1}8%6VtXS1ciY`26uK6bKjrkUY7q=s zm?wLg)Q`+U_6y2zqqdGT=?K+EPvn;oC&l_Mj@9Lcr%D*m2l!_w@IOJJ7pZVUDUnZQ zQgh1;?xi z9CO16A)c)Mvf_0rAK5(31n!dScMfNja!S&?X>y^!od{ScsW5o#Nuxld;Gk(=`N^rw zU2Sa4Y)@9TkoS{M)I`ZPetA`z6m|OXvr{u`QD(`_Wx7QvNnwh>tO~!d(shIc_AgI{ z@{Ucj=@Pc!=^RliCUl293$c%%z6iKvqef|?2ZvTsXg-^wRwb@0?^vs#t<|;Mh{7>9 z<}MPN!H+^Gy-pcuhtb0vy4N<1{=ygC6OSq0|D%lmj@oNN z9!o8>xd&u!9hEOnn0)1xaEkWOQs?tUrk0PZ61WzuKl=IHChojTjV{I{C}TOw^x5p; zeQ9AiUOXWwmnQgnrKYtfHeM!T@cQ@NcI;Vu{8XSr1a4i)put=sE_3?_b;NV+yyc#? zr#;hP3^(xd@}m`%pkWe%ac?1dWUAAf41sR>kn~d28w$#CxFbm7S$nIx##r)B`;d-` z7kHM-V_Zs%RkkpljWY}-{;1cVv}P&L_<4E)Qb_|9>sX;3>ucC1mRn@7 zF7F{11h$doT(sSkOH8-n%FX%Ns-&~?M9`op&?IEhB<{`_(0ArqU}$OG*W(W=4ok^q z2mgY1yB3*vW-{Z}E&n;~SxWXO&(ImDq)0fXH_xO`+nUB+(}Zh9-q~>iC(f1|G||AU zleFBhC*88NBdCGuFRh&XglDJw^om=m{cJt5QnBT9M3OlHX2yUbb?-@qo3SzF^f;^Z zL>f68++!{Hm>x1gqwdgyi{?mpUA!TGCZbwX*J-H1NO*|N_BM!oFPzugv_c#^3R8Lf zzQquUL1bNzYLuDa8e&s+{FRMh1+q!?>4v=62~d_bm9q>-Qh8BOB|0MW(=q(Zz?$Zm zWrtchGW-yX&gq?xW8Ao#{f+XZ#K@Eqr_2NL-`}mROz*=YWQb2#LV(n2Z&pk1(@K5m z+Q1{*F6y-}xkSEzTlvKa!UJ5^i7a=v>W)53=TmOe5|8n+t~>MNqJ5I22pnRN6Pkq& zN}*T~z+T=}z{!`?fjo|8z+Uj5TymHyw(9J2*#dla7eZf09g)pkNV{`JuvvHArA#~X z>&u9KQ#mU?Qqmv6KkxVjbM&(NdC&)kOYSX#R)4qYNi4H3#Do_eK6VD@o$iU5xOY~B zX5b39HuU@gsb^;&DIb74YL?MMkOVv>;L=}rab7}wSxph{ov{=*r7b{uoX#ADBMV2# z-KrJ#UXTThkgFUi4~=+MLB>WJ2ief6F0a;^bxaoZWY*jwqK0t>8ogDoT_+Vrjn{;v zW3TtlE}p970xd(5R-d1)tZO&f(*%YrE&f$~mbt}omPoLM4qe;b4_dg%O(^Y2BGC3X9z%PKFTHkYFks zukSBB!fJxV9Ez1h#98rTTuX`TR#)rXZR0K$kE_`WtNv`s<0gxQZ7-Zs_#}7=&!KFv zwA9izN`sfKdgBJu4p6nUlz~GFb3R*ePZ{RHWtp~psRpcxLdbixDIi_rgO0=Z#WK5Q zxErC?#TP#1DelEVSv{NtItIx^-Klhg)c@X7}&v0>ZJ4@SXJKdD#omLT{Oe;56%SN|bm`Gf<5L!B~dtC8Gt1l0am!ggPjMI73 zvGW(9yAPg@PrZ13zznu>->8CP`vveXm zTWu}gZ?+PCK0vSKHaJ?>DD613F3x|hs;D;26F`S`MkX=`b*NJi94eizZ7~2DR8Na~ z2Un=koeFck2O=aZrwM#QNf0JEBF@mOI-QqUHv38|FotF6l|&HL=-|${6P3*QI#TM$T097{>askH%RJp3_C07&#q#Vl! z)p;D3*^O5Vt=Ydu+cbu-OhVf=2rBk%#AMlj{{sJcn&db}dvnccOV~R%bh+JWlqX0v zZ(kH4CsU9u#%oR70(WoBTY0OLttMTHJ}@4GN$kmTt77oe0-L~lPU+BO7yLQ~k@_v8 zFxi0hj@r7FB?*%Dg;5=Ev82ltNs)R5m)UqHs?}n4J82CRMY{s1w~RX0elBW8Ydv1_ z4;HFO-o9PO2A9$(8BUFc1cS;=WsB9aN`7hsED^Uv5!t&iCZNur}f$@(g5vfmC61_^I#aoWZ zK}}TTIiM+zuW%P;)HD}(W>okgRS?YkOu}>692B zM|BIc$Gf4V5lF26OhRu4Y}a|wPk`;3fBi0CTtM1(4bXswDbVK+;OzQu z|4_yb6t{q0lXG0Z5(ctR;D!EmtKEM9XE(hrzYg=ShV&Dr0*VMYnE`gk2B^yc6)CJt zz$d^80pBN33D}L~>|aG0wt5D7)_Uf;7SDjXFB?r=3o}c=(CyjJH0Ii@{f}@#?|iS% z^6!#`pI>zUu=9T*3*Vb#GyZ&JpzI0oRs%`}LDg9|ys8Fzxc;1rzw8X0LM~w30E=qi zE%~qS*tq~6`meqJ{{%Ju#1KDpY5^bwL^!^d-u}cs0J_0?U91Em9Gn2}{noSl6YluY z862oF_yddl9`Cqzb^K$N{J}ez0g7uhV#Vzmk>Z>=GLOs<2SQ z^*~+jJykCv_1OBVex@Qrb%K$RHN(QXF}us_i^moYy{^r%-8sDpE9=e;O%~-(hbJaZ zyd}f~*8M6QkEs{!^%!kGJ?5;1*^{o&e63zTaXMS@biBCM?7~X3d=FKb@9>=P?CNl} zy#oj9^)nGv!jeg<`>N&|b!Ytgw7h3lBGw32L{sm3rQqHW&|B6gUR=(Nq%BNw;But# z7(5P`SfQxENE-5C%(~L7HZ!mCO=G1_KX-4OG?ok1obqQY zo=J;1%v;bAPR+eic+oap2Fe6=d!KEDN)UXZyNK2f#x=_wYBN>&#t7nuRdd4&#<(-` z4tux{XbnG2JaZ_G502=|vkso)yhIyT|c|#-;cbr4}x+Rzp4Oa23_q zRulo<)Yz;U!VEFHscPK%Wlf0Pio?fi<1ES5Zbrjw!`&hF_pYvjb6!`m@XRmx5Z8=7 zkK#OonR_0;ssInqakQ3m0NFRX?NM1u_#n6oWf74#O3B-x2L1z_uC)#z0MdB5cEA@A zh*C>}CnX|XK`Kj6=A`{@Dc`pn+H@>`W#bh!>!eGBoqe8Ib=;d(`|^VkCC7W^`5PPu z{R%w^eyh_$7o+N9C%Gl?xknofYOM%E@%&@LB>L9bu{fQ(j~GoXT7&c!?{B_2v{JB; zrS`!Oqt$-5FGH2~#YceP#o$g$ShlXNrt_^&2TAs2yAD%R1$M6|cb8sF7c)h8@Jpd3 zsO*{NYQ*U)pWe5Hd09N%cV*!)^&EyDegP}7cXjB(S$P7i6#+^`@}%o?+0mmHT{(Ii zljFg*z3yWh@!g*{&9_l6UFn*dKDw`u&Z}>X9aQ$wPHoRfhuFI>zVzbqezEsJ()o+Q z40e2z&RSC4-5}qluzqUBb+G%XRH^R>ND!k3%XMvroxJQG6Jma*6jO+lHD^^0SsS6!?Pz?2tN=a5 z>4*mVj#xy+1;1CwI;RTfUV&Shg-7bNCUR}UWm)>4^e%H(#wy8DUJFN zm?IFJqM%8AEF`%XESjxzmQB4#Wy<<18Y!q44P|CA5F<)sB2D2{%(=kolo1x3&c`$wVgKDxy;(8=VD`F4H2!9Esa+~H)t3pFG~ z5Zm%|!$ETMc>a~i(H6XNAh}l|8s@|TKAA*+O9{$bz1vbY>Kv6`*ju*46>6wvN11B& zVDK-ISCBFJWwBh($%H9m$2TDa-ul-bhiHkP$G`gz(*eK8fklk-|5Zc6&g z?Wui%kyZ+vI>V5I6C46-9}zIA4ASt{8rjEp?PoUFy}VnWjDmNN zd~wQ$&ZBl@?@3449U*q=t%XGF-{cahS%>YQSPHLPD^6j1+zQ)e@;c<|ZM4$81EHkw zGU(YJ6;xhU=~kQenG3?1wwUG7L5kvepRSnH)6s)Oxv*5YFyA=GMxrtL)DmVtrY

zXjU*x?JL~LmR>1Q%c79C#mR(s9>*M;coPX2>CWFlU_W^+YAGzSR7C+@OXV9MC|FfZ z9-6-I8;ESYmfRF`2Cn&=&S@zzhu2BuUM=03iR~yXl zj-PpW@xO$t51Td(8lwCX7UA^SwyYH?c=?RnH3+J>>ACD?aoo$q7mKuk!p}S1$Jw=K z-E?VpyHn*hix`#e;Z>W#-BBqXbtq%(K$KHo5YalqE6PpL%t49r7~QHWLOIf30G=bPfvISQqSCCSk$^43ASHWuV1MhAy8qMr z6Y98B6&F0v#$5e~<6Etihjtw*xX>AoVWqkqOOR5w%UWKO?jo){)yy>6d1y=Dm|ie; zRbcYqkXNuxc%%ygGKy?a?w#xk!%M6S2G@B5u*o1ptP)h)LQJU%+S+(bO%7c$LgRZ< z-qjTG9Q?(w_I({09MVE)R@|@Fo^?T2iKoXsR$CWtX9r)9LQ`>H7C*0B%Nc#|K-H|? zu3s-?#(aQLrD~XZJW*j??^K(bO?<8mZcc_5DU@o|+I#ST5b^PZ9+zU-_68I_#>b`z z%Jm8ZVJxY%1l{?EI}6E3rdyCB4Ox%d?9cVMVwj_C@KL5;&|i`9*9-JC!o>t&LrOi5 zKhyW4Ch&~QFiFB5o1pPTmXN~7514Ec6t(b(ux`?cIY;f|tPqNpY)ynsDb@{=vO*KS zYfdL^5!fS4=R)KY4lWIL609>YvIo8W=x}v7*D?yh5~-(%R%o@u%@sG&nV7G@qCk(q zOGreOC=UH%?D2M>N^H3zCl{#=tggmZh4RKkUjawWds+A#3*A$ngy$r)MF;}V;IyKk zi|kDURyQCuwPjlNb9_-!-cUi^wi|hJlE4HZmW0*x>2(HWuzx6qmQD?+Rxzy9@=A zEDj?hmvGk6?!~$#usF}y-satsmah&CmI?9Bv}gaY5pVnXi6Qqu124|Z9kdt7zCr}$ z;O+~AeW)A$d`!|@IOS8KL?dS*T2fqP>Laush%6OdGY3S+ zt)Z$1xjQkZ8GDBOXNALD2MUOrdPz8s6%QNTzu3C}AD zsr6(~;~~HoVPZmrk;PXO0H1Gn+!#XN?p+YyM(&T=r#oJ{^oj67PdF}nxfmzC$U`b^ ztM~Fg8~R$t^OV&fIv?9ZRl!@3t>`kiPO(gphLt|#OEMBdVUJ(Yi}}%R4k`LlKTu7W zPk^8agikAo@s~DmIh}s>0CR_vHqf|@!@gR*U+$#e&GyPo%Cvq$4|Q`t6aLlaKuVzy zpFXZsENbRm`X{4=_qA)qw?2``x<$NKNGjJ9#KV!i8~4he$$k2f-_YK!3d9@_CreXz zs9_$aO{I3$x^L}MyRyrbykPKFuOZRExfR6zr;o|<74?S`FW)tj&B3opkI#yc_8G(r zG(8A6Yuh#qd&!2E?ab1Vc0huro^g)`A>%}cX=5^zMcPLDwtdy@TVVWaDe$lA^XDDZ zq?Hdf-{8*Ci4L#(vFS*a4OJAOuKDt@B<%h_aOk%}3y|4FB zfW&h1%e|&2H8tvk!+aV8$0w^x?KqmR7Xz5(Y1)-JEtEwt?|kg0lJtF?8{fN{HK!?E zyH-#DJ@U}aqg{GuX%*jNtvA!iqOc%VzKrhjWaCI%V%U7rhq~r;qoCDQm9TO+WvpEL z_)+21sQN@5->0)&P4fo4W$vSsqj;PxO(xzC*aXxIZN{ZfKQ|t);M9!IR9YxSG8OGL z_t$BP8~L+i^iK?jFuHR+`Bcg{8tEp{{h^OT=Z-L`66X;bpxaW#2c?us*z)?IV2ZdV z$7rqdO8ZO9*_=rp?^ud~PgL|H@(+tgv&d;#7Aj=f@9t^f6k3}^`>Ia&J7Vf5dCkv{=wH#y9b`Fq|DdRA3|h!4Tp>XCX#o=8o#-c~{H*ilEjEb*x3@y+7@ z;GPb@=UywH^R_0_xisI#lts{~JEOu|tZ1{^b?yGs;?&FDmE6q-?S&Jk(>9LK%Jvhq zt6~QPOva_rrr2_m>1&M|$?)zH=`x>B1_(DHuoXugEwka7HOhhqZqenfap4LtzTi_@ zYvo`mHJRV4^`p{4a$ajPC>ok-Fz@1KjqQ^4k?n=Zzp|Pj4yNDtp30-r5Q#^`SC;Yg z$9iyHzf&RaFzYupfp#~Ae~Q-9ql>vp&R6I2vnvNgHXEvkhHo0M)(tV2;Wz?9AK>mi zJi>a1Ms4tT9p^2Y5~l742lLuDnB9JElb7>8pKsR~PaUUZS7>;U3=*_K$6+aSg7d03 zswazE5gUX%Xz1tLWx7AZq<`j^awNU+o?0k{$#?b*ZusZL79NOb>N7l#Ugwx*%(X06 zoTK6uvJXhC?n^;0#Ql9E!~-mO(qV~Sqnq17H83^L)$%KaYRkt@NP4-|*Ca}{zM#2V z{Y)t7&SNV~LLu^9)5?2a2#I-}x3l-UPmH%#GyPY}$IL^_w`U;aiHBgDKXZ^;m(Q-b zI{?q>C4>|xHVu`nhTI!xdaE|>!m++xQ%BuR^=ZSY+^zR|ogfr#MzuMoAp z!Exci$TmBTKBX^fT}pov@-H&AyZ>ZGS07KBEmKoh`PhOC;*EU&EKJ0cLTg?K%2z}k z*22)D{;ZeYRc&vVS0o&KeO{-kmEk?;FjH8X9C{pSmPoN>7h&Yl2Sb|zes|FjHlPIs z`oY-zfLF`i3}#G^^8DPsMfTObxM(8EWg<$d}{5zm;d`-e(JcvzRC;Bf*o#zz>y_swZa_FMW(pL(p-t^PmsTP#C%?)eH6rt>+XC zW~ZiUtplI*5xm^_hDw$Nbdjf5B^Z71K!V1jmvTMfW#lm~<++d;c{Mx+8wy3wpTZ}G z(M9z@LZ-I1VW^roVkzT%ShYnpgO|4|=@2F);U0hg;L!%y^1}ggcwN1k=?>Rzjutvx z5 z`;a_e(qACaH)052B+luJEq@rgYJaqu9ioc6t3o8!M}XIGmip;1jPVmkCrSA30k56 zpHo1?C3<&y@nI|=TKG{c%ZEkO_{jQo6ejg9eGP{PR8f|8Js)0a!XW!%RpgnzB$LN= zcLvKEf~+!ro4aVqgdyPrr(_KQ5uD~KMm*+xYq}Ta>NBzE;%agTp`p;+$2~<^*#m3R z(4>cX>WRPu-jHfdWmZo|DE@Qq*MV3vV0WUPxH6c=&e%BgMNOdTryXFWI-GRN4K-J# zzF~uV_+DUOIiC_fcjSF6ZYuAR;Ihy_1dk}Rgd=yv7x*Dr>Tb<1VlDG3_?{RMieUak zIX<#ZT0+(C(+KnG4K4gMakp@(Tw@+PrD?U8oKxGMg+`z=#j?+{s4cxlcSW;{V&_BS z(c7kEG)5Lmv_7U5mFIp1H52q@H<#3vH%POE;%t%wCR<6CD=RR;!2si8nfi%g8fE6W zv7BVu=RR-d=T#Xo*wMQ?&odSxRkA5N`sBAQ)qL(QaUM2zBX=ka)tG#m9ceXJbx^Er zaOCKUqQr>OEg9|{c<(*?Mt9-N8azip&=ZVKJ&s|PI`>gfzlIwUm@cR0*x>mG`FSMrz%4&=!li_bb7;PZY2`-UkVK6%`Vnzo^}* zl8z9)}jEQ;&CJ;1oWn%JCrE@l_3#p6TTBJqJd=Axpyp1=~1Lh0($@mX<< zC;8)dLpBZ^AXMZMf_Z+(%dh z#bam(V*gd}vRJsYnTl76%{2iyiRz^xMZ3pn#Tu79$}D1*`2C6xDw(SN57kc2h20-a zvMccNgf?23PrRd_6-l6|e6R>k0e**hg@mAm=ffLKJ%v_xjsvisdHmXq;>N;{?Puig zSppDliH8TCEqG7A@ulTQXikvZIYF)m16#LPjs@3EK;_(DA$w7sb_?a$jDg;JC0s0f z9{*A)X(&C{tCruCUI}vjl{&H}a^lK|AcMPltd9859#mMzBoDnKdr*GRk$+&)x4Gb&|9s};Sw|<7>`|?=d^g_+ zN79Og15O;0uRLO(t%rWFb3-FNYe9AVv)bLWPifjS@|^yb(&md*VfR!{i>p0G`)U_E zY?w<&x4PK79jk;(Ry!Qk!xUJ3VB6NRt&4HYSZEnyp(zK3(#!XxTH$ZUBWTdGM=;^) zcFAYHv&oqi%PJ7Wp`eZ1$a;TZFjU|$<-^xBW#<-OxHXf+Hpi$|$VwsQU_LvJtV7(y zV7hBkpEzx6QkXln!(^@#D1;-c6S6kDTc6L@CONv{7=5oc<5gBFAM*ub_3;%+^%Ydi z8+%qQRC1l89!L9C{EdrOJ{|!E9&46@w_p@})*oK5oG*(Z${xABw&q$xekHY2R~{F1 zIK^K!x<1a=-cfP*)QZB<3cG|g z&%6hJ16KqJRDNbkKXb+F1>0fvp9j~Iwn9ggp~tmrUPQ*1iHom{q!42 z4@f!2*2uz~0q~;)ocDgAC*OB2{mtlrS}G2J5CCd1*K*}-OzZ&j;Rd1wWUJV2_6_~B zRqU6@uE+YXj@wU!j2qOf1~fN;A_SCUK+Sf5I2sFJlgQ2VAB(*H3y%FkN#uVWy&q#_ z0d)5`fRZ?nauFbz1*q%m$ z4sZlu;Rfg|s0a+`31niuxl7Sj8$gQ;x`4DgXb!UcdX~S(U4Jh;Kw1o-?0<&$hjP(> z3h&SP_e-nd^;-U`^Y6!j0~Q1;fd8369<0D{F@w-CC{7U6zL{eG8P_k3iU6Yj^HK<+ zbl2C$-=m9MKUhoryfa9*4W!h^0kpv~0qw)TAif`5Ab#2VTGtQg@CBM_*?~U2pZ8|_ z;l04mdw*u*A||j+P;5J2frhIKeRIbR6_`qO#X=^ ze?W!5$tS<78vF@7eqUYqd$5uF`-T4vHnK4RljV0|N${1lXrK4mM;jgWn$B(QN!OBjW9wUNJvKQw#0g)LgCEDOBM!TGV^Q zsB(O02Cf5~(Pxk$i~Lo8?cHn>i%$A%`WQHAW84JsCzktzG+d|@_GjV^56 zoMPhvX6N&JT{%Of*4i>VNsSS%eeN=N@#x*LqcKk(WiKubgIgXud$qDJt-Wj_SPuz^k(Zg#o?Jf zFZnCU54dKlYQFENa(s6po83ty*x1n)(TH31YF!+%{vYbzI;_fUeFLVE4r%G`+%%HX z-JMEHmvl;(bV*64bhmeSht1%eA)8Uhli!z1IEQ zp;*e7&}>1}NU~rR4N285I3YXPDAZMC#}!am;mws@GJ#b$EkVvW^IEIf?Q5P>(dFJw z{&19)##>p`xmzEe$k;>o_5s<>ELgXYZi-iZ3eZx!!8guakpxFeWK~~ZsE5Ie(zu=x z<~K4QT)5*`SiImlyndQ=?zp-$!qa;*o=l;0hy@R)?7#fJsE1=94fbmjH2D`@?AliE zPd@oQVEGRCkfBVdrdaPnQY`5Fprli?S*HWxM?O98>i>GT)n-lb4m!V&Q4WGlB~)D> zwo?J&+WI0spK}fhaXCGZ^ZEcaVIM}o9e>Dc#B=5#qdRks7_rUt&~g3E^7xnD@wX_% z*X@Nd4*v5t>7k7%CJb0<>*090e2@4Kb6Q_;$3dJSC`$tWBH?xPx|aX2PeT-8#R238qxp=BRX09Jml3~c zKS8N|q!AcMkbw_)OpsRu$T3vM%8{&KbL#2k-OyFW#`|z}r_0BPrl{p=s_qA!uX~v5 ziO${SUx}mSiJi`yA!%dm;OIVo*MTciBt2r4{mQFa*vkBF9f1qD>F4r@C4PXNHjGemE|s8Z0EF%&3?I>I3K-UwZJY~ zNjHT?#Fq)e4#1Uugb>K{v>`x8kfmu9>!24kIMUER{h=__W}wXj8OfQI?5!y14*|-^ zA4M%_jcoUCSuIWbiQA{q6>Jgo*t&1~3sK2X9HHbF*6(`ZR%NFkwMl2qXcpOV=m-K;wmWD$$k`(%$+AZRp4?h`4tk=jb! z;C&Vr-p4AoViVKO$+H36D6!!q}jxyFV&g%j=Tl5QuC!^wEfVENN`&s*nVE_c`oBon(|A z!cbo~y@r+}{Uzi&EAws_HY0j&6-EvEsdp_R@vvp%eD3bZf;y2M->dlb#GB;54)brXsg z|I2AG-U72is4?#NA|c6_9~=%X6;+)|%T11?w%*Z+Hxp&CKly}7?k)b=-39L^Z-0gR zuyVWgga!()oqaw&R1roh(eO-Ck0S_y5PD(#`Q(Yg?FrUN&Zup!JztBhaG#IN!ed7Y zgk<4RFk^i%SB7V!JRP~yJX+g{8z1xqo#Gh%0<2)r^B_#^{g`b)nxC+gmW{IfsEym* zjVCUAok-%-PL9+Z{iI;VrWB4N7q5z;$xQ?F*sqDHsYSE8yBq7eD#fQJrxjfmBZl;I zU-w~pOiy47qXdOhcWo-bf5k8I6)So8Htj1Swf{!+l#a2rCTEpuioGUw+BJSm&eVsO zHgz9KQ7NUahzpwa^895JnEYl;gSjw25HU-3nJ;P>D9AEA*W)uB^AYjrB&RnnQ#nIP zTJX<7Brq3BBry>*^Cwp@CE3lc{2(TTOX&cY^+;seg`sc-_4bp|as~NpAO|h$>bw#J z?=TN}j;~u*Q=No@lmf|VDAYj>CIcl;Hj7M)0}Gl($=+l}bkYM&i#g^8q0!B7!RL~pohe!W{qx}CyGfC%*$tFY8q|snUwVq1NAv>FL++| zp$v4RFmCRJ3QcUCDNSRO7G>cWP49&V!q2}GbqaAXNaVrA987=gH%1lTW6=e#pe|Iy zT=2Qg%3$^4QQa5lH_`JJ3hrrMyLVr_brfJ++V3hpM;o*S&E|k_)@eODy=J%B==Kq1 zhlmTP1T9(XMQ?gm!U#=?uMU}G8TbX+aKI%gsc_;gf~O@g8jM?X;7J_66@LcRFLB%J zK=SsLnZB3rLx^37haIE~yO-YlON1QU{tuzRYi&rIV~o)jsMJ=ASV^3jUluQFEfX84)t^}_?|=3M1eq2e zLu>MOAtKgCPWdTq2C)nq8pLy%SU6$4lIeWhnR=MiNIfz(0kk+`-68W~b|KogIAE&E z?>D#2AtpMiISSxWjULVFD7>tvFZ%+eiz=E>KMuz=byF?* z6jvjraki0PyuJVMhW_{k?6+95Ygxlo{2<5s?h zp)_#T+ek^g*XfIa5Ux~PS*9jYQPhk7PWJ1Ocxd{0Op|I(C5qKZd`M(E z-q@9P^>E<1Iuh&T5RM=&-XrJSFh>D0ns)g#CvDQFF&M11hK+?nA|@i7^wS=_avxD4n_#~l?%e5F$waUa%R$*zn%04xy31_nkk3qKb`$AeMu(>+Z_T+bXGMpZ z&ui-6d%bpdJ)HL}Z_bcR<3P&k$`Uc2@=w4!Wo*GMB%vsI|FtLVRiLm5k@|o;-jOJ( zGh$#mj9ZP!t#eRd^yM6@#3t+~ri4a3qM-cSp(y1Zc0EKJopogaz6dYUQ}Xq6s%6f@ z^0(j`w1PKWfu*ZR%*fZH%a5I?C6|MIk&<87SYRTum*Zt#pzPhp-J>`mQ12xxaXS!&dIy!30@S=H>X=!%W;% zDsa$as8N&c3zLHE(vl^J zhroo2>&?YqZW#9HL*bLlPf$h(8_Hn27D zuOVitMX)e`Z=1nB;F@NDBoA5)$YCl5gY@FMFJZ^eN zpg}(1$IC61Vo{dx+NaoB7#zl@CF6_h;>H&f&MOsBqppZSS9LR^b3$pguiR-()TtaC zk-#bJ!tfl9cl?~_Y2pdDv1y zMt=Ku?!Pem`}P_C40LzTQv{s#ex-Y|0FLq?fOYnNrF;HQX`nxXiQk;{0HlcnaN!5w zG9W+|$WsL>VgVGnoPQ0%{uN2_+r0iWb98UJ4*-7bAU1&Q4EV1BhVek?&3*JH8`s~# zn}71I`xcD*&(sA109IC3z}63#ArL^v1_4HmEC2uo0zh@jz`s5H?!oGBkHeos+3)S+|HI(_%;9AN8dHBe`2J4j1Y92f1e1Sz z{Qfev|34?;{(ztVdjKAgc(DA^b_F2w-&FTM;O9Sum;dcOa4zt3Xlw$4)@0fz82gOd;=$)9R;nDyDW59` z2|qL36d8_eCE4I^izY5Ed3Mu`A(EJ}6(d)@ydu>W+dX^Eyst`RPxXcfd-L<{!T2WM zp{KwBN7N%2L!p_AhY2bmhTZ(Z+g4)8a8FWbW3X-Rp)?8II+bencVt(MSD%$*l&zCS!KPAAN#_d9 zvv|)Au`}-eE%TH?q&pW{*(N6CJU?7_#0+_h($7(8r#q%^awQ)Pz?Lgr$g_Sr#=yu_ znuR`#zH@Cl<$o)(+^IHF_Hg-_Wk>B{juzazi)~G+l;+m>wv~P1Zxmq`}2b8Q;>?Npg(+(btnU#gke=WWfEJ^D2h7e%p_50YOn^yblg9E<9>W*1;)=nis@4$4F+@klQpMVO@;=Ce2s-l2wf2bz z36UEviUFntX4Ki9n&=BrS#F!9Cc9=$B#;v%V|see3cYV%(U3J#UQ{17T@P_hp#HPI zWlZ$Q-fA}m!GUPC%w9p;!1zqXM~G4>dM%KJW_nN8va@7oNhps9M%YGzE4`rJx5OxV zKr4uG*=bx{HJQyc9N2R$0ktPq}*1nu~Nf#j!~0)6jG+JqdH$>itf*Kmpeey6p<> zUHMz|J;4`{p;99o>z~OS`AI#&Iq^SbO_sA?$ZtDKi;02L3Ql>xCpS`w zbvcl@X;bR8Zg&Uc@PHiU&%0P|pzZqG)ATQQvEP^d54%|IZ`s=a%PyAt{=WqXB0v}Q z`|B^e*I&Y}@1H97|Na9}tZ_L3UuZVYzuuDl zlp^Tc*ZGG^DG$Je z0<;I9HO>k60|8VB&cBv>{W6o^c4zmYYfsG`0Pe$|HW>fhJ`x0&6>$PLIy)c);{<{d zK|uTv8*qoQ0~<_0zx0>1pr0)A&$O$b7tZ}*COPl(qkgLq$O;4Ymp@bEzot;%@VV(9 z)rR+ch2Iu9uu=QI;(uM@@a@?(O|_(#x9#X=%Al|CPQ*&C1WhoVu!Fs(k$EqaX!2Z3}N z0)rPp?iL=iGbp>}b$DRY`h~KeR7#SPBJ6;Ov^02wb&Qol=fjQ{ZcEtLin)Wn*)%px z>{Q(GWBDrX8-4o3;{EmKa=9{#HUCv$vdbPE-UD=APvV@qi35zM^zIng3wRlag)me9#9iSk%{id)XBw&Pm z5+Z$i6ou0Uw&M|N4t;hCGp(ouObR$|5(Okx%)pkOw;+k%S09GlcU>Vq%=p~c{iVw4kVLI`u!_Nd8zrb2q|=Reoey#RF*`OI zv0!>FQpxW@9zD;bA>=-HlncsbzaUhftdnK`=gPMz!`iMDog#aUISLF$fWD*QL zbXLmA04-0fYzJv$vSqdgZB?GF9CvSZW_I9sToSlAr_11nCFi$})kbD;@o$!)20X7_ zAFS}%KM-sG>~rO`QLy|NPY2xdg%8as$xEp@C~(CQjQtcQhi6tR6VRs0BDC48ckmVg zU_);LVP>RQ_6rr;-09n=%o29M6nDr6HHx%1P;skc0W;Xq8ebJ`#L;yEyryv98-<&A zRyUiEjEd%;U~!tT0t!`f#5$gfDqc2F1>U@!hr{L5vI~JrS*Y^n%WG=)t%>`a= zSZfxnggxD>`h_D(P$?5}uc;*3 zg$HLXciAs&^OOc^ABKp+$kx4$iAO6mO9A3Z^kV5pg>m5Dl7lxq==)fRo?A=f=+nFyH|Ddm zZ;%i5rdLCd<OgLvUQSP2*_4~Qu!gEKT{8JTlxd0S*x-{5KZr!kg1Ue>)$$85 z89$vvX;ich(IsW>?WlQTU{d%%+RxT}#iBvVr0}x0jHG>U{2jHx1Z10db_cja^qiLC zNV1K8wOa0ZJE9+w*VIb*cw3jbyiJer*SY>J<>rjMIiuB66LR5l1UN%Az(=qP(qF%2YbOkM0P~6qBbiMd|pY`AQ<{KADDp%elgrPkInB zvcAiCr!Q^cC(dM6xs}u;ncftHuYtV_&iKRt6gtoZ2(K+;sIkYzGd{b%dx;C_!VukMr{1TKBPvUkeqF}HBuWqQ+3N>QIJP}*0k6h$fRW#6|rr=sD0Er9D9)W{P{r!!W(wQ>bedoL5SnRMblQXHAd`^@$!gwyO!h!cp>gW zIG!UBlXGAd%hODs<*V=#nbr`3!9k9#&(;2?(bQO0F%f=T;7rU?Jp_W z_3#OT9?!w|EM=Fg2oV{b1oix-r&q>^K=lDjn=j+o{m)#By5lA%Q~3LlVUl==qab8p z-djfR;yr7GNzU7;T1m@^i`=OycWPi(b`D`yHr1Hs8fPDJtPS%(Vvz;JO0O!q^lOKp zyQCR>^r`DXaqTnJS%@#d>S4_dV6L1wQu~ek1r~zpf<3F;$T>E{ABwq+vt~`{%Wbh6 zks1stgj~nU5+%`G)DbHqJ1mY}W-VA9NzSM7C74iBp$Hfv6Wn3VzaQGzVnEQgjiU;B zDU^;6Dt&IKcNMj#8=@HpQzp4oJv_W=E%sD~w>sJBaY#x@7^(u6XkHkK$(=cxK$46m z!}^+X>rA=8u*-a>*Y2~=vswa_teV&;?w7f>DY6+a<*&S2XH~Ba!KlVCXu3|Nah_+( z2nXRZoU4`*X2>{9ljNOlA<(;4+7PK3Ctw;(FB zDb`~2CD_=dsTN08S;*?qM75<4n(GXr&GM56aHIzehA_|z?wH=XCQ!1NiwD(WULl4CK&7VF2k7?b(TJ1{;AX)`;8NfivdY}G z!m?^ehvHJx82Zgy&~2;kX5v8_u12WGpSr60QOjvttE$se^csluK9Ie_pgVxg(NcQ_ z7V9U~k$LI!0v_BA=Dha37LSo+K%5Ct{^WyM4?k%dwnC3KO~wjE#$AW{cli#x)&Zh1 zwAq^=WJ#EDYRkF?fKWEQViA(~_BI`8UO8HMi`SS4ooA6AqM( zz4r*8 z(@LH8bt%tGF(JMbq)NUnFB~O}X!6_MGxj_B_6)Zhn|*BM(#m1uW5fU^JpVzTl*x~F zO*9|r-83X9kK0UXA`rCK$z+HR#$G}!hFY!qGCU3j7b*^7!swRObiZ*#G|%E5HJ`KI zJQy)JeyWKv4~{Citpt&-=&<t>@{qBcarE2b| z&+tPXNK3H%P+l<+Ay9F$wq7iCt`E7vt$2a31=5TuxojUlq>Z*Slg~}9Ews?3H5AZP z$IVdSe~s{@1p(^4Z>{2{&1HKa;R{3A=uw>l#nObAw+3l2A9aLaJIEGs)mv}mTd7MD zACu1&`4_7wB-PkKi)wRw>ShxShgCjcVzisd9@DlMPvI;(t37ETETcJ{PQ8??UD?LY zxY>SvT`wN#XWr=j`OHmb;KQ@kiVd2MDlV*kkG(R^io~S$6_i{i`?~EF={1Hn=L90D z5*p5kw6F&K$B#;~a^^O~vR3STrLlFK6&wgcouJ~Kpj_7^+mUjk%X0U&-`eVKpI2$i zTAiE`?s?V{DVo8|q&lJYp#M_puA7(Q;z;{Lv6*sa>KU`beRGH>B)-qkSe+69hJZyDQ_ zR|)(Rd<7#9hw2*wbNy^N`=5XQI<%l*yQ}=Xc&(OWwG6+U!_P}C47aAJuw~ZzRJKN< z-12(K0A9d()@VwrsqgV!a}hEzVH?IlH+AtiEy&g+q6fCT1$@ZIB~dI~$`4jfo~Smr z{(XuldQ|>rw&6LwDB9Z;@%YH$8qdNLsor*y7$z69!l;6_pjc@{pOqqmAslupF4)MU zCX3c7iXlcPLpi=?$L8LT^qtKtaD!-GByh&NJ8*Z!idUYv@l_KCq+-UG&*l>O;F53n zBj8Ku6}`K|LyONL-mtzXD?&J_Gg7&n%+q;t^Hm|TuiQ}i?l2O*ZDf@xTtb@1MA@ST zdnRsmU7sMShvTJu9Zj>9QumtQCm=w$%=MIbX0c7&C5}P1-i`FJLZdU zWdh3+bP{L>NGi4OtRfNGz!v9KNnQG-R}(ug71jLLM@2Z@$laMBY8`t{yhI zbSMqxvMd@Z%(}wJ_IQ6G1R%NB%lGS-i5F8sh6K|>C-XzFBJT{I=E%}}rf7_G z9<{Qkz?BWq$Z+S$S0d+mMSWQ{xF|sdf2e1sKaVt%d|5m1NmF~&%vDOmZYU~6y~!k) z`)FM`sf>#-bWldj#a=jomAUJzm#?iYPFtn}@q?SYQXNNypRHKxymi+epIQ}p7nx$~ zHJrmks}6}tV@<2{kKQNF=o8As4Gj;JGT|7Dm@C;gQ`ZG|27 zU!ZY-Smd|E`d_1Q-;TmRqHzGE0f1%yeNUO2`FjtU`&(Z|iTK{eZy~TBJGm?XI>!yPIezuSW(9;H_pxOEDM;=&VF>6C zh|>3O_up3b2e9TFeh5_Zi#HSqcxAhX!T#RB>OUuyf1mn)s7L@o1k##+D-wVZS%FLV z6Gi@Ap!)YaW9Lo$4A=m)S81UozOBnX= z>-)Wm=YN~Odsz5BSNvYa#|_W~?#{QI5l)z2Z-08iz&OZKa(j0FJp ze^OPpPtY6lsP2qkzeC%t=m`$*h@2|2lxA5@%uHz92J!9)sk;f!Dk-~U@0V*n`WCQH z@gnbwUKBm6dIUvCxD;52iql-Lzw$ncbHf8*6=G z@7HM@vlTOkIwvgp$+bbc$H#F**2^t-4iWOp+bHEW{7a}W-XV+`NW4n0sF+)7b`8R| zygV322!BAoUA5n!Yg-nrhM&$Erq0PU+&;I-Hm1ifRv5WOLZjfvpl9QY{*`M6lP!g^ zC+H?RRU8T7F@C?1)4=pW@%3}h45CGs;#(8_&P@MnS_h&GYiLvpm}hl! zkP%LmLnvpCt>qL;chQFnP*+T|AM39w7Y;pO4KPPQdKxm1Wl*U)OKEu->#n;hAV|P7 z2ui5woC9aYho}6X>Q~IB4J3Niu+lgmoG_T&+^KApJrco(ZiXgQ<3dfyR;hRi^(+T9 z@FkIrf<@aI(TK{K35Fyiwshw!g?G++U=u{xSf@y0^pg-TtW)&ozSa>vfS|r>J3p~# zda&ADa_6Z7^7B)Hk7I2o;Gl4X;!Dbo(PW;V;(hQ)HH8V(iGljkIU7g%wSv+ps052s z`X%`!sTE#g0JtL8DtlVqd(!55*Cm56+}+&6qID1;lAviiQS3CsJI0K>Q+>yqvZ`qIG<*QDbP}Q`ViAq2?irTHam-W zKuD8TM3@eG9iroeew;n0(Xes_ZA2$;lWYe~Fv%>jKv*h=rxZzfQK1->T`hxcNr^2< z!mM}PhZYI}2Yyhtn93Hi#5zd^i%I%y`{ldiH;;(NcdGcOnI<#pgs%0ON8DygFKHaS;SsBPpBA}|s!LoZ= z)euidDagUDk)D@q>xZ$Pqy?`KUMe_gbw+6Ztk@hzKfr&}9K7VB&*WoKVc0W<(~5*C z1hcA!xs22c*}cUR`PA-BiDIH_3kZmrFIpAvoU)DhAt2p3R!@3lxtKdvc=BcDb2ZsV z${Kj{(>cd?zVK|r%c^YJQK7h}c5CkJ6Bf0vKFoY}@vR|*Uwg&dAL zvihzv!eKye1|HUI?9oZ@Q+89hRjW4=aX$a}|3Gk+{&WC!NBm`{AI54*d z&=tQ5cRDk^%^i&u-IK{MgasMyJDqYvm#ZEtdY&&bj+o9B52FnzWF&gUSF!V~HFk1D zth??mH`YHU20w{&MFq$HEIG&U5?fLSw0wjZ6?fvWX%XgnF+l*z;8YFsbD)HS^Tw5J zQlB1M3xROT>mr_7>CqPtqA~uE$zIagIt`6C@CC#LflKpNf9*Lm@+^`eF@?;ul2)6` z+s2IR6VMAB$W-a}W^FL0m|ELbq04FXBOIN>=GUj`oa%z@t`FZ=w|%g6WU9=4r)>OD zCM>>pagWZt0-RL*@m|q9wA+CD8J8a}O{M3M z@r*uOdE@$g)&)+@K(_3=0v;Xcl|s}DmEdb6?6q_YY5AJm{5hq0n!w&qVti{D>WgKX z+M$O0lL^4z+7{==;{9|eYtGKQPiI}4Osr@EXH~V=zKt1EwlaSbq-?$(%R+DtjM4>0 z#V59&eI9$)*RR?qeQSPRuA`TtA=0GfDyb{}ihEO{VwBcyazAA=7so{1Rq}CsBB8e0 ztv4N$)2+f~VKYc}7Ft9j!fi>l&N3mG99M)Ihu}fj0u8ffEHPi*)^IUg zEL)znIa8?nMr7J+0@h;wtm%smY}1}qR7&$(Hh06ZxHJ4Mi3I^0_A->6)gufdxq}5e zi8YkI#h7>L@v*(fBOPgZv~i@_h75(w$$FfxY#{^8p4LIRrL2*Gl4Tlo&xTvcEQMeK zA0m?$qHU&gz1+)FDSjlXmHIhk{|M{pf-kvv%&Q`lV+ZI?Y6bWr!-RGSAw*^iI3qk# z^7*&qmAMUh>IigGJygV8qyaDFgp0evd6U`9XtH~I7`|w zB?F?XRZQi92WKGK`%HH(;ob4l6-hNL+>+g+=VnUqyqFO|QS!9hoiqsI#(My&lxg}% zK6IQ(aHZsCErDnS6o5{ZS@9&WUBI~@R*;+myI`D1he`R+a^LqzrTFrM1;Q4!IoK?j zH+~R(_;k#2z})zW`y%vcT;8J&(g3CxANe2=j!#6a4J$3!0)o1{Qc>VvMSpmq4xWjo zoddacmMuZ7wVvq>ZkDgz72El&a_qEdv5^4ctBQHFo&) zMTDj?_>r@tZ`#@rTDt~sA&$}-nsCko%QFyj@IA6KpJd%XA)%5zUWm|f#Z1|2nw{bjW}lw8Sn7-u(9DgA`UI}ZxK*2 zX=oM5PN5i?JLJVhNNrn;O1_GSUB2Baq(g8~Quc>m!0KzF3=B@5!n>ZV)1EO?;aP() zQ*`%fJ6xztwq2Xs*nj#Aq_k2JU_!0ujPNQQx<+Tz4(Ih0q2ue?TTNeF(oQ!hf}`*O zV&ulUoXlv0CfJvmu@ueAiDffH_0J$W$}lU*;>cbyZ|iGDzGx$IeVlVlJy!L=Q!^Y@ z0VV@`n`WC-21sQe9!_N< z6T@^UFlsN=)eZGM&$tGmw0;harpjDj!_} zCc|%VI-)f~0p(%7lWX!Q38tZsyB~(GX?-#hnZFR@C`9*HdL0(4vfEi`-1o&E7>>gvJ$B#eW@AbB(nc)l)=n zE5>MFKe^46&FxIPgcBN;@;W6&(iTYC13|U)-9*Ht+fcHc_Lh(^>0Yy3M|qyv#PdK_ z;G$l~MeSd#*rh0mGw<$rWeDpe_Sq_cmyw**nJ&fTFn4b2A((PGR#xfbsDIeZeYO^^ zT(@m*Ka_Gk4|>!S)|eJg8t*Rp=%TNMrzcz`5*LR%F}g;d2PHtwKZJ;W(I8`5{p`Rp z<rQKY;WAdQ};&!!=Ts7h}Gn2S;#Ek@oIReXc>{cg!CCMsJ_d9>-2^K71@(lev_1T8qL!`1>KHMW%YiK~)E+nyq0HzlpQEc?)dog75F z_NUcbGPByr{)$U&x4SJ2#~9b+9THHoAG4*M)3%;QW2gkXZnxOKZE!|p&M-bMe2b}6 z#=|N%@{~Sw9m+ho%s(X0ilT`nO2p?ZnicA`Yc)SFWaY60@_}>r@|#@{2CuPy&}$8K zO6PYkF5Ky4h|L3vB3_>q8yF6u^e*5 zMxGJM1Fpm8t=S|58y1vOHyU&x>;o79bP0djO15(TC%9VN54X|~nzs6Sclyr4;~$l4 zg#@2K@9@vSwuwEphsEv{I&3h~k8M%xUbap2Eeg)m!5!N4mRtPD;ft@6%uDZ79~YJX zT-Oh#gmO;P5PgQf;l)6IDT}h!RXY~pfx{!c8QxPNe~N-v!>MMwle)zTHf#Daa_>!Q z)Q6-*PO@f7J)$NH=~I)?@W3oD+~&Sqxis<3Z{&(^lbp2S7Etwm@p@1E2D%c1W!3w= z0g%XCuEgGI);7C*je68Nz|Y6$AT&vGal3?iJ7i;7s!v_`tf~CYL(ovC*=ny`?8)R; z3xA$cnMBi37m5cq2ZmTdaIOsQgc(yqySjQDZ7?SXy^rn&*n?fn#)wLNbnzXRb%;sd z-a5d_sa)lB5O{;Hw+)va`Ta#Z0ifCa21fjKJK-B%@nbvTyWh{xwiCF&K}EnPd?P+O z5NiYNf?wJRfJOYbHUfY_et-R?eE^8EzQ6zO4#y2(f#2VMCjoN9Q~$TAyRVK5 zkcP4W?W}uq`+rpjq@V!dAb*L2|6O(eAPNqM|5$%9uLHR7016IxDgxYiHb64Q&Gxq* ziok96=QZ(rt=RuIclVZrfKeeUAf;pnE-Wi60D=REIxE2N25jtpV(R{U+uc8O{@Vrn zV^{EAdCCpkb}T@*2v`^2T3H;xGx*+MkB#N8rKi8}%>R>Q@%!`epDFR)nve|y=mA;o zf&cr`0CDVn#enePKL_vpO|uOMEBU9U@!NFWd(Hh?BOsIoTERb4 zYiGe9J2<}&F8RSf5D+!~mNfkDnl?;gzc&VC68k|k3G_;Ti!}bBJM{15lt0%40@l}W z*ZP+p5THWm{MjDRq?RNQRgBeoQNHpDq6FU3m<1fh)@04sKbhDc#0)zR7z;|{E9b~4 zS-W`MHWyull1@&H1+(<$s?tw=PB<+6L_YUK@^rc>z{|V2?fO7AK{TyO#u9B&;7OsO z)<^2e1j*bt*G{L5ckY^;`$jY`L&6q?bB=r7qu*ieIceHpNtZdrytny!PRH20SMw;x zPMZ(JP*QiC)puQ4XxGT3W^JvVn1Lc%cWL|eL~yuaIpg4vf7uR)5=}sfI*Hx9dTz1h zI{Jy_iwlQ1X5>$NU*el23gc!~I_g8cny!0h*IRH(f?xDOOM>R?N+I5t>V7<5VY_~?8tvmJP}o~-|Y+}g$Wisj96%PS9hry=xoxhpm`=0an~ zHvi&fw^<6iHU@+CDj+(esJn0tP2~t)pTBV%qUXAHCloqr585oJ=dsgqFq6O0*ejzI z&(`HS*;e}#ZG~|CFDsZROid=@;x6tZ{KST;t@1fqtK`91d-KgDiw8@`JYCsbt0UBT z0Yb>`b;ssW?H>h)Xr_;EJ1Om|G-$1(oj8e)z#Rn1Tm~9uw|u=&7?AlVsWXZ+Y~Z7# zmGnFaUbB)xdQ1D>Jmk7v;BXPX5gv15a~hX7qiJ^D)=&wg5zH~QQ_pl}slyybCeIK^KzcyHngr ziZ1~yhRJf!tQ<9vS!X%7z4_HITLVJ3w`VbzjS@TRm8&&J|eIG%&F z*2Hw3UWO8XxRRvjLxv*}Y9>>j^{Ndq@-r*`B$DmM*T-CUS6`9B)|}~S6X4}EFub9{ znzqEK8%O%q_sk{+xSVb5BkMX9J=qQ~tyYs3bIzaVOngPe*MBly=kvz5TB3P`oszyE zgMyH6bjgzj5?i~^L*M&TiZhW^`*TD&>6L*8X_`l|v#!s^R3SQD57+<6UqRVJ9vwga)y$GRAH z*$KJQ1aFXuM9%MvRg5g!HeD3`UG8p}Pf@e?%dSc<7*K|tHfFZ}E+Jak?-(VR)p;Svp%vZc{2IF*#v7-p9nnslD| ztnE%-FP+ZrAfZWPS0CnMZI8a=O?ZgOQT6t_&17M1U!!V~()EHjQoA!*(JEu@cDyb_ z6?zFO1YPCZ_+A38o>=ZFXXIV&;$!~HcXkC^3kbu$+6ow!`m~ZnUX~c(1agabf$U2H zx=;OwC_c0o%&%p$1=mr%e_c)E6V3DF@zjhGwBP0{gGZrFSo*{rw09mKrWqa>i9XVm z&s}u7d@|Hvbu)El__BlsbpyG2bX8GR6Wf*d(+d*tr#sFL-S&MIy_v$C59PhF_J|1} zNmD;{IPQdv8!8*_b=c){p`)}(@FAwuF2vP{)9}fT)8vaDC6`~g&ab<(!g+)7;28@y z?Ou7Mxi7Ug=#5AtStrECx-Y%uRUgLIzfe_1e(9l^q4L4ON_V-xl!G|PtEp+U!pEKj zUO{_Dwt@SyHeqB4dSyj=mf&;IO-p7i@~g~sS;eL)teT)a2KuZ*H14I9=S}-xnCG!3 zPIf(|Bk&j<5w@`0N?;VCEL*4*0xVn7%-xNtZh!_4Voh+L)9SoNjGIa*p5mBp6{AJD zI~rf1wi@qClv3MDNOJD?%)+ofh6Qf`eZF0B*k=zo9*5GbUUZwvLN?8@H;DVSstz;i z)}Li0UbE7%J}CI?dh#I~oEmMpi3j2qnTj*zon;P^SkU9U?59YJmeUyG`D3R!KAZ@2 zM&$-CLiT039W8H17C$;!DCRQ<$!%1heR>pLa2>*BZE0t*|&7MrrEpZr1>ktmxATTd8psk zazC%-zlKAW6Kp>ddQBhKvuC7V_CX|?H$Zgg14kELr4eCs_=8udL>~e=>US}o(B1gi zIoEHYHTT-S{E9chGc^omzo7@!j5!8IO0%ZOxiDF|S(Hgiik|^4@W>uc6Y))R&sMb) za$`E(O7{g^JZp0D?#ng2cwuSEOycBE**Pb6Xw7yUx^GPIk7z{1#~V3 z^~LD>E7ifBxk0sbIxA;8Wo2c8qm_GRudKv%4{efeLD|A(GLyd}VU$8! z%jWAAm6RmCiHZ2UtzWgWNzBZdhY`}_I!)j#I+K2p7z48#F8G1Q>Wn=wXLZ1yfAQ>N zzzSP(1abbmD8GP)L=$cWRMxWI!{!2NzDMb7Ljg?=9+lI6NV|B5MQd65*2gCde9oxL zwj0TQ%lO`TLKxdiR6M=B_yX6CE44<}qY7W3!GZ`DJQJkR!|~OEPFNh*sZgtreZz69 z2FK%oZ5er^!EuEbtTV!K8c|*v!fxx%7yP*MG7-3@R3-+&`GIION*fy?@}iZPIBeJewwAwZLBFxp=Q(ahRx`GH6HK znQxmkH!2`jU$^H?(8%wxh9n*os&K9GVv)unn3wcTI}!~uW~D}&z*k0>&xWfY@up3E zI$~sv1Px3EU#LfTRl>{Fu3KM0cSsouddq(S-2p~HzwIHvpPB#QF2((AoB1Pj2hf!O zTe!KktOkphdELDIi&34aD1#qQrELDJI z$_79>z^VH$A)G&=u73h?K>r}H$;}SXk%4ei_IsOt07GP91wfr&*sA}=ck1u!`{N1x z+w%Td7U=JxmHXrS4}TweB!Yn^`PP$>Vs{%Mhd}%n)ArM55;Mt=>)ZjeE^Jk+r(tp7E7!|KR8KeRzTX zv&K2kMqQTN0`0q_I`3|h_tyK%Nt;>C%S6mej2X4>3+E2k)|FkiGpw8^xAQ;0xZVpQ zdc-GEzU*0l<ne`UuJ zX=K<_@#ZW=S5xEo7FRK6g4u1^XzBT*9#VTOt08DR8M)E2AYGwU7jqZm&1&_K32HlN z`?x_eWV)>sS#<^>Xt$12vWu}((sW68A%g5qvod1<$#`>DCf#W%lZI(bV;b3O zyFM*+!!y1iJVJ~Q`5O6#>PH;d&AgS30}qSsK1MzyGr?>04{{oZ2g=B_W-0*6D5O$* zGqJAtDxBG({M0HOeTdHvNnLs}+D5wTqoVKFG~rq(V1r&cS%YJNFBNa=?>|XE29S%y8h2W z=X-T@=9}*w|G(?3K?WTI*U ztPP{f{vv0gUwkC>Ptw{t9v!Bs?$*Pv5lE39NXS@=2alcDE?7 z?)m%V=W9gj+Wz-cFqe~`WkQSQ={?w1UY^RQ1m(vh8MDb^#eOVT6vcZX`2|)pLtd4^ z4_XwWe44@1vsyg=)hqb-w#|=oqv>8C3#ypVpsNUGKVO;NMM|J*m&EeU94D0KfQ=dXfhtxpnDr!}U$P5zrw>shk z*+QVx3e^~F9uuO4H5(+|RkgL-8_^HAg+Lwa3j5U07sEI_T80!UwNEUr6^V?M`jqDA zzL4pw`@S(L58<~+C;LRfpWDkbV|T5>vz2P(($Mn|KHwqI!(e$H4!LrJz#$-Rlu%JQ&vI61oYII3?FOAcsGko)YhP5frf}ck7a?925L8M zeioZ0c_G9`CPV)YOlSDo$)qt=vqleEYq;{GlO?2#05*8ZdrCb>F&(1){(u<|g=4%Q z2onXeN{Hj%TAXKEl>;4AJ;TvBc6+kZci1c-WgC$565Qnkilj^we+m9WQ5f_du>~8y z4>|q*Y9XIno_p2o+U052OJ43P=j#zGJZy5c#KMxaYf$RknpI8}ucdzoA>_Jqi)lS^ z^I4Hr!G}a`fiw79y#%OnmmXF3QQL63)hg+TNl?!h`*a>#EJhCV)feT@jiCkdDq>JCZYv~1;ordf|vCY^F`_p1gso1u3T0YC}I8i4{SPgo9lodm%oT6Zi z%&ivMmju&KeaaM`#Dp-Q7#Z$Q6=JY88n`QMVWi6tl=Ca4=4lTg6R%CreJPrql-JXh zCJ2NUkykr&Q9Rs%DMR$P6E4pqC-+i!_!1GQSYB`bF*Mjh529w@<(zHS+~uMq6lxQp zcq6A~KZbr-dECRp3#amy9C0ej$q6WQh9vUsrH6ZAVV`jRL9E5Z^5{!Fk^Kywx0O3+ z74gE(AAN?qY+9cz@kDi28?7^;$;4H%io|-&@ISCznyh}e{F&30*6dS*5r+fDtm++{ z=#hvn?Z8eDpLF6z45|@2|MP|b%#bnrb7!(9Rt(w1yFH~>OAb{$F^30VvL{cGEg2}a zCtX5Oi8CgP;QDSkm{<~~N-mYd;a6R*-ir-Xbik!c?WRzn57EAO&_sticv5At8l|(? z$*NDnUl{bZL*PNDUJMDlQ5NMw^Sp$x3-z6yrpsJztGAm|R8{Up6;q|dDjTQ{@kXCZ zwvHY*+p%`WQ0?xo*o44zIh2UOKTM-~nP{p$2P_8?IU5abWaHbm7FClmZF_GgcU)hb zpHR&ZSPkKu9SnKYemS+rnKHSqg@5^FoJ+W4F&)V*H)h9@UT0M7?WbqgxxonIZ6NIj z>lMW3waotcN~;beL7u^lN9t{Q``JVCDEL{}%WQT(Vzr!w--q zYBq_B#B(22obq_20+WnvGKlkL$Vi)IU7A-1zYWji`khRlzWfE+%!ge5sJ0D$+h3Oa5B%5l9xj#B5v6H@yLY6SUu1HdT|QYkC9V8 z>5O-&88u-N6$gFxikJQc{ZMS32EJfu!lZ#0Z&Z$oqZVNYEq)N~@Y)%E(CvQ zvS&{{%qS;*j#^X3`LzA$nWp?aZzK;nhq=(IEM}AK;DT`Jiq4r`#=)2hwO)@F>UtOF zxF{nQs)OSlsN@VfR#U9mSDyC)V#NtV-X*L66|?$ ze&49NW6Hg5%5z$SX>%st)$t$;f@C#>yg(U8s?!KwKZ>1)sUDtrY!&;guH(qg2yVTO z(hlBn4xC{bcEzU^B`&Wz2wFK<*9S7^bJlBY!U z)+B55E(O8~TZ~1QwAp}{*MvjC_PA3!QF?n4$1@a)QCV$uWcx1EoYU?u)RikS$=aBV zbVH2oNVmQ*)MG|#Mm|%#BC(OCtXidxwA9^8kc9x1b1L!p63t1Z%cDj@wu&CAhS*wSqQ7@dMjE6vGlwSeybGs&;LT)R`s~2L6-n zNTdCHaLRRGTpT*7&DIq@+Ke;=NgBz7VW(H{zV1JQGE9uFYB)HYgD_*1$=S7iIiyqW z9@Fplp6i&&Z1^p6shP+lLBj6VOo%)1ASVWjt|giv0{-fV(;AzUXP?+0qMm=Dq#D?b zgv`YVo{(luoy5k96W;B6TpvWIDC026YG_Aq*?m4N&oBzY5D6;e*;x}^C>pNiR!U`; zv6C8`7)$&hNja;&Ih6Au{sj6p!nlyCQm%m5VDo*tJjiRJcy?WO0R_(S%!t#hH5u%w zWb{Vv+4iX1)5IqZb<`zf7@vB=SluBDeUoAnrT?2aH+@NZ;o(DvzU>lrE#75~b6C%*rX$xNJ=^B{4GkIDoJO!k&XbhyRvF?S0d| zV?=_~VoQd4mo2R(JR8Zq#nmFF1nP8zOgeN0Y>uhLwO;-Wk16fPh(#PD+YyPqQ{Cn# zg%wk-*W3FEG$J#rB>We5B)Tp~8{%YCXWkJFO!W#WqBzuatfp5VK0Q7^YY`gJxw1XD z^htfaHfPDer^V#_8ivQVGiW6H{fzd-1tNXL?$)_42J9j)Y?n6KYqC*sXRF{;hO2`Q zB?9hEtF0y|t+>=za)(8hT}3X{Z{6+u1*cyi&;)L1Poa)&)i(!BInJSKtMAlh1Y99# z2A(7E#H6tnhm^&WcT{kjt|X2%4*9XILW3l+9twuWbWSN|VfmBw$*9h! z2}QC9?Uu@H6ymW;*Bg5(#b0Sa4#$YEyhOTB3!k%VSibDHpXtMVk{L}J(}XiAaJF8ng7iM?(L=$17FSS@gCv zsHj~h9NJN!Y<(#H)#6CkT^p2aXsYlYLYrQxOnLLi1)n8PQArr1$D_2h>!02=a|?_r z4M||YeJiRxJ+12I4fXjQte@S5(YkR73#-uV_GGqMoi7R0r>VhO$9@?zQQPz^>GV7QbF0?_yGFAoE9! zmW3y!c$m-yeezWF7P5RhCd4{6gx_k3q6_yI0v;6%J^p8jjHPzCl#mycFN38siUeg^ zQ1)Yj5eMMN6=r)NC*^SN&%Z`?c7c6(A6D)mbdouKRGk+Z`jL`0;CP2h7PNOL=48)cN6X?v{+Mjz%YjIu5q=iMgTAxDE zx&K6=5jQ-!371-0-6etz#!ll1TI2bod@HB!xBV%l<&rRS@{3N@ z5hPu3ym9EzU$VSwb$hSdU*scuq)BX;v&B>RfP+pkPXqBu8)pD`jPAr_*qt{?OS<&>7bbS{Rog!Y>lP z`8jc836WxviJ3XNgWeWatJQ~2KK}5iz>7xy14smZEO~cN@2Dwp?$-Lsl*M|>3cf?` zchQ7#Nw$pWg^$r?9;Wp&zb=e_o#r>yzp&bEwV5j{3B8sO{88DwdwE04CVlZ>&}4ab zhfU_qm**_^A4I5&Kh_^A(;D@W)}Q0mV;JPnz4C$7v`>j*jB+DPZ?DaoJ<#&ze8jCT z(OjMuu_j=|yineLhG1++>U`kPnTsH3P1T3kcd_pVg>@v4n+|W&?E1#r-=mqobQTkN zuu^(=F)Ps|9fdjB$mqk23pLyV-J_TH$OE-hLq$v)H`DX;@*^+sg|b|^+)}fYlyEWg zC}X1^62KtG`}r#m?Ba(=OcZ5qs!795gc-qk`xEnfW~5y$6po=+v=4B_xXR_qXb9kO z_AoXS4BLYdpD9&O8HB_!ha`UQgER=LdR{1PN?ggZDImhdk0O%JW*B6rNAIi zjUWAk0Gzv50olL{a^dUeUYJ>YD``mqwXbq``4QD)M#yNEvwB_|6mv@7-bFecbh)^& zK{=p~%n(4o?WH<#_w_xT4O#gU0umvV?iG7ucBs<)55@;n zOkm($nmZmvGB9%Zegah!*x9>qMxm928z?5KMNCgeR|;J~!=v+b(lH;`2{m(BX}ge^-Yu57Gg7CJ}liuR|{p_38TVwfo0O^G`FX!6Z`}})Z*irlt3}=MIzasTV*Q-IGqL zvMwQ6y)JcCb)0H3`|OiERaV@dJ$y(e+w_U-y;Q(V@m@227AErso4%^jyY?j@{iA&` zHkQN{_?+|x!9ND}=-@as1GpX0F%#~eq7xMXmM zPu_ea8n_~x#%#{Rrr6zL7=>whjOH#Jltr1V+x${^!#9RmrQsr+gfR@JXE6R2Ybc17 zKj}kZAbj{nNz_)q_?sMpS3Pr@T}owIs@z9QFU6l@M0i>_utVV7;!+wyBpi691?jR|v)24`PZvy%O!8D-bL zs=K>C{pSN-ujCVrt+~G37@5G5Mh?^{*Y1n_J<^dW-^G!$0x`wxK#3o)emM)c^bI>e>H;yktUzwXUyyuy*4BX6Wai8u_~*<8_CGsO zH)HnC*gY;lK;=JIYOo*lePd=ol7<aW+`mr?#NGJeQseqt) z5Hs5^TL0M*`k^&YYMceAm%;`_wX*?H?LYVZeTc%(mILzjfC3XMU^zgJ|J?Zd7}=j2 zfAzswfCz9PJL2coH_Pk)2OsPQPwRUg@&~u;NAK$Uk}5yAZU2b7{GnX>KXbx>@BPn; z`5z|?SRMb+3F}ptvYHads6SWT6^B3{-m%=)gSZz*$2^{Fqq{}(A)UU0a$7trAglf8 z;;hg!Tz@!f8KSK5ajU13vcrRV+H}Lnv}F^l9qsNg>Tbo@J_DV3ESv0;Y#Vo%~vT*sGY4hQGR0aTK^L4px9WRZtgs~b*HSWL%u zzRXCQyj9WXexP`o4{3E$fGm5`gV`W~SI{i;>caYsTu6@?VH1Kv4MQkP5#x1DakF0tJnb%jP^Sit5QIa9~URwlGj{iH?|F7M$e zQoXDolgogNYLP%J!TqeH*OL)BYG=rgD!AAe)Dmp?r-?c43_BKTBHwlRSa%Iw%f3@TDe0SPMGest;ra@nj( zWn^3)1tmFLXUI>rCm^}<%@2{eO9z~eT`y8g*yWNVXPrO48LL34SgVrni~3{@FOMGJ zw%w%DPqbvT;nFUytw3X4G<2rYy;m#%r(B>gdhduPAxZaMpI?tS?cQapc|`-F>Bt#Y7yZd>cBOPbsph z#v4a6V#Rbqb6F5Rt{|bat;#SS(0@j%*zG$ec_90chI+eQYo9er@t)78FY5#{N@<~c zytCNb+rCDb_BxgoeODeFcmX?~ATMBH)<5)aA z(;l%_9vxhyUEtK)NBcrYg#1orTGS@a>;;0hRJjccpJ z?xSVW#GZW#SY-aphh1JSpnFM7q;f{Vt*d9E_Y#7nbW3u0^V#8{soQR?ECmadw;eo+ zAOzmC3+db@tnnlfh_O&PI$GJ5D5<>1ul17TY}tGPIf}b2o-48OCziuHX^7-%$zl+X zy9SvfXxPSg=S=z_4tP$3`|bMXmLTxFdnO92AvyG)=(`MsYNT3g9KQI%XAc=wNDbnQ zO%f4z$*{&4Uqjj^D!d5b%)npRZ5!JoYo|*e8inz7;Cz!WSd$c+W$5G>EMymuZNEj$`Zv1b~|S-Ss}~Wk^n{UAXiI&|)FCcSez)u@$%q zYSy9BchWh%HiJ9rC#4{8yOqc`jxY!B4CPwIk!MPm8WwHuFfX+@S$c z@HxlHH206O2Gr@XWCHDEQK6E}QH7cqKzg9)=#hJT=S(|Pe#H4177wds z7YDppvz>SS!{&jX@!JG46JuNZKz5(aXoWvo?v-iC!sbh zVTs`J>jdf~g{o+yHbe@J__0$7!`JK0%o#_E-)gJcxF0F<7*YCULwfwi#F-}z}) zlh3eHpnfUCm7PV6ry~_*4ury)Xii;Wou;QYzX7p1@O2 z!cdwzuNi4xH6W_0DW=#=j!mTxT6TBL^GxWvh7I(RFkdQS3UlA z+!rExYhg9b9AbHGXL$`~UGEgf_kz0w0v&RlJUOEbP(J`~snwH=hH= zT))14jp_T*A^Z6!{kJLGK&4i&+$$hf3y4Yrso*RC^}`8}H|!i73><$^w)KAvyS(|$ zzsF$&Yh41jdv<29zsPk{ixePi*jd5u;;)mU|0bOFW)A*ayMD|$28yDBT}W1-6e$-_ zAPoetR_tKyQb6mM>+d6`EgTH=?11`PR{9o3Pwjs4X@6f@G>8ds1%U|N|FIF^=U9N{ z^$%?P-%6Qr-K^gKb|im{m}Umzx|x8f1#3C8-^8i{S=>O`Ua*U%)t-&qEh#sC3YCM+yKKfuw>0+b160{B-JAm^Tq>DQ6&cJ@Dy z)%PIHzq1H9#K4oq3~Wd?;9LhE7ED0eIapWy*X#RNi|PA=0Sw&SJlFmq*ahfG{0F-D zsqr5X1Hcjk>OlSk837p7|Js<18JsA>{BvW@KVx*?n+=B9IDpm63Y6vsN^<|y8i)z_ zo36Ql>ViQ20uVRwt7rq}n_&1qcHf_WGq^Z8psWGxCt$VyN;d$AK=|t)%?w5@fj|oI z(ZvDmfuD!$JBaRg#wvUtc<`5)*$<%xKVW8mm0k~oC;X*)^IvBVe226BGXM=3=l_i9 zADIA5z=h}^0%#+eUjei=)lcFOHaT+^`aUp@5uDGOs5+ZPkHVK9O1*7+LGeVqi}?Dy zaNUwGAzR#K^jUnJnqfJK^2p&yUX3)a6JqtrZt&S$YLQM|m2?D*0mY+W#v&`+QYy(e zA_Yk33iL%|A;p6o?mAK3h)oVrTQR&ZEn{$ZIW&t8E@$?AC5lAs9eCfXOtHMIr$Y{m z7w7bBA!==RZ7${=e> zHKE2C=*dOus0*MpfKqZzAdWGu*{+(*Qo)|LN%qJT+-4CoeOxKMoz}fHH1M2`F{*t_ zi%j*-7#R`yZRy6{0d8eTIu~vG$Y$rJM56<4#-k$2shl)>YHG3!gB5~8$7U;ySt6FX zw-OtxW(on9_1c&S{ zB-9eLU8TT7jz^Hh1VXMDLUUTS3DO%Cq4;_|`MovP^qJum_?HH>WJ7)jX+?18a2CjS zUz*M^)gF_-464Q5!!aPL)jndqgiM3I!~BqH$}^^xL-}xWiGO%(V(e;5YYrze8m~lxTWx2(@lGjpK~_!q>Br-~S-u1&q2Xr;I`- zy(F5keR;QF4X6~pUH+~BDqo!9Ob`p7AQY{~T}#MyIDAA>g>3Hm;bvm)rzn{!|C zvLk2kTZhc>b{#@)Y#cHROATgDFjBSAXx*hr@9~2)!@~}VqW~FsKrr8S)wTAfYTuD< zaU9w})rluusOHZhEwv1~Wa17ga|P+1vUWix4|)$mSytmAq}<-i(jO$F-yq~2HY9`+ zgIk8R>xFuN0!tIgNf{Nc;>Q_m{bhYoTncvLqJa<8-TJ}cl;z@$U`wh`E^5B zui5jAMI-x|{tY^>c34RSLAh3W*GN85-|9F;9HOC2iRRvN={-+(f+rCCCwm`rBZ9&wm@m-x9?DIC z9QpgWw>zU?eS_{FnYi}K6ZlXyI8t}seg3XrJduu_H+Yw{3L7i)*}J93w@x{!XtE`y z9jfq`KxE-fy}^U`< z8~dF50MgXHf-D%})ZhMAhX4F-nz$X3T}-wIA#$Gghou-Cb}BvIBbU1id>-k6P{XRW zj@`?OBrM~|5>W(0d?gqHp_@X~I&>S}Ce6!AEYNSxSdT_j}YS8j$6yj^_? z8fQr(*c3`Hf?x}Zl=!_?%V!H~}letNa6Sl$xk{sWikn$g0I$_la;mR|}P@AH` zA361d?@L+mmWBJ2j>=uQh?GXsIUgo(vv-}hm@2Bvzlj{~*d&fLfAto2=>sH1uXZsm zoCW6a1#&UTM~SB$9fMz1o!;=Iibb$4l)oB6y1Rn5UoLFl^P&fWY4Xd(%g~N;?UB=D zizKzCkEdsQp3^W0m%N)!qV^X$59UM4E@KZe=BQOoc!sLV704(CW!U$c=C(I;$~XgJ zkt6)cy+Y4PX1EL)O|8|NRCZCe-4l2~-gG28?|l71P~knPQV6wuYAewViq8|jyfH6X zi_^cl+inWk?I)G&fDXk&c}g8*c9>}!!f(N>)?kmd5ScTx$ZERoW1v?YFUk@_HOvZG zVNkL>y?Vc^@dFa91C1{;=9*2jsKKfcbBZFGOzJcJVgNfts!~o#H7+kCF(5R*Tcakp zitHz~ckOX-c$2~!TSO5-DWsNm#Vvg|;NmK8n zCr@`6@@R$^5TX!C^-Jc}Z?{m-Z|bzQK`PPSHZhKT+d3Z$!G~n_$S&5i{Z`M57MsIt zx|dFomO}82{%W)~3_F`zv;M+7ukoBXQ_K8%9Y%J|Egs@9anMY!ubjaH(Avd~%i4 zvL7#Ts3iOjO{fV9K+BERn?Veh%eiCgmmn@1YPC!P}Tw{Brd|H&->P-UM87*?Zc767Jdp4|)=oM{^ zyM3|10;2u&`!cxCUzCK;^}Swgp|JI>Y*6_|YB)DkI?&Ewg}GE{SC)q!GzYvSVlkyB z=qM77va~aQBJtLocH)yM?fC4u#J#9=<~TC|`E3^$k}Q0`-_Vuz2`AySSWdg!qB#3$2lz!h$L=G*@<20dWFv@HVylNlyl8TA!BA;Cxyk zzTj#9cuEo0)>-5tkd`3stMz3q`6HAl*>U*UZAv?NcA5x3Y*4^CBr=($kZ$&B^Yo~WKSzlo-wXRGiYgNM^|_>x<~_M(EY4}u=h zYNp$&qq+5NQLXCgDzZcOQbV`E^?dMWm=SJpaos82j>_m^3wBI zlhMCtddh|sGAU_>e|q*L#2KFgjUl`_1MVckb=>puJf_+bZDQQ~P7BBEBD%PX@M;5R z1(t<|W2~d{39aqxu#>exw)bUL{`W}Q`fvqR=;2cIun#5Mlod=jiFSk{2tY;o^14)lx)~)nTH}AS{7pGGK3ubC{XFu={&C? zviu4P0xj6bPmF;9>kYvPzEfd*5}Wh#9R3v|6R&aNFHl{;QT>lE@oQA~#@+Z4)dgbO z0Z{c{=rjNh*bOQR2sM6v{TeRA#rX~G1wvcCe*O*R1)SQifB%N^a(zR20m$&?bHHW( z`ugqrfU-wl|Nia!03`wN-+w@VZ*2I(vHh381SbP0xH1_KYQhP4ydZGU2#}f04k%)R zehqWkIU4;Ly15yP-(wFmfHnMK3|IgFKzjeyl%GJGn+im~#}*bQP5^QS3ZijwGH?MQ zP%HrE3@(ty4o+|2{0o4~(dcKBejiv5XcYqBJYW(KEyctPDANMEg@9}!8yA4wu(AD8 z!olDdDB#T^{XK)k%EHCK36#rX1HfAj0NMe^cQFBo2pa(20=mAxH0ci%keT5py$c|F zh=4K!gTo4d zxFCQm0E&14X*OW_NdUwJ{l#GYV!wS4qx`%5&&&zN+5r$3SXk^pOdAUb$QlB4Wx%2! ze<4c>8~{Hp@tafa_be!8V0yp`I{?gnv!H-=eWRbk3=l4W$mXvX)UQnX9>4o{g9PFN z;93AHWCqv(u+B6Xwq*hi{J#^wH8lQ-*||CDf6pKR$S1JvnSrB`3wU6Fz}y&E^%krI z{m;)OVB!7Fy~YL^@0C57)bAWO!@Zbek&jYlV z{`mq2-wgiSLHd!)WCqp~6EH}B2>-GGajU@k{s-d3Pt7c?Y=Qq6+3Hy9SsU5@>1qHF z9e;-ZZ|-gXjI{uP{99S`bwi;;scR%`D z*Q_kez@z!+m}a2$_b0+%bq(I)0P_EfzQ5xv!) zftY>}ps)Y9?+~} z!4aHpa;0MF9o?fa8_uecB_`w_z;J2{5`G$^z|mK{6NpFynbGMm{FV_z9CB@bn(<-% zd!6MF4#xf6>$a_s{(8D#nAch15%iWjI2!05Rs^Ml-iL=w9WH7g9am5AKc?qWRDV~a z&wXzFuGQ+@^xbBBgpsq11Zor`^6{W!)?W{IJAuW|EdLY#IE+6dTzVf1yXWwH=p(^Cp2V>E?$%+!x4fLEm<8E;aVh#*XzJae&o#>1naj%;jLND_Os zbl7|7gzl2+@!@m$0vC<6bQE)_^#|Nap80cxBz>6v_0g;H0(WO>5_(h_oO(ibBfPD| zE;)^88MSvPiW@aySCNr(Hg0c7D)emKE_UbJ1_DH0Tw9MTUHM~I+X!;h4Q%<9AYGs( z8DHOWL`xVFlaO^0Ov8ZYUb;O!r><;0?#Ot)K%I5VA3-*__IVR0Sx;Jy28N_VEz|tl zi+9(`QyMWeB?Yw^6OQMD^=q<8Cl^c6>FUaJR!JDD=GS`!EXOj6h0S+jW|RVV&8$qW zHu5TwM(@|TozTRdVwDQsiAeMtC!v2YTb@lF6N-^1T}wdy8B0<;NTF0-5FJ9u);xv% zuaPbt@scz-kIqL}<1j?A0a8(1(~O5Ntt`KoSJRZ{hjPqi&() z9qMz%;k>c#Dmz+LJyWfz&h@|=KgCUXy_94K8!l4WvH@a7%;1!IBi$%$__8|{gI=1W zEs(Xca$mkO=6N2Ge`x44@m6DLDvdTe$t;1}k#&upT?g}ydkiu0zQtdG@f{{q=*CMP~mXxekXl6g$$7L*&(_C$JiklOB-l zPP0_fE_tYljq~Gjf^N~`7W{{=g;z|dboDU@d}X;cgS1|!?zP3eA;0(K;5{yOcB%ja z{L8l0yJ?)F$UR21HofTRhGnZ|x9#Jo-ID?if?~K%?Ot8le#yNRAjkf+P>VSr=g3-X zjDe`Fg{QAj(k9YoZ?<87FsYk(sQ*Q`cM8F^^Z0rHsOv39?hoE$gD@dZCxwMbj~097 z@7d}!i;(m!Fsv#GX)nG1sGA#my;buR?OR1toA7KYvXyLwa7Izk6m@g`N=N zGI4)zL2gTpm3UtZA(ln>Aztz__C@BbXUB@0YES~# zyCsb0x^n27F7KA!@Inujm`-F{TpBNO57k!{C#;uFk2XZJvsiVcO=+l7Dl8(r9BWk& zWc!SWvP78Zv5A1fa|8n?>g2XIsoF8hUvuK;rCK!!(Z!Y$W$wIT=ZR#|X9fIm?+a7S zSwuoDZ^PH38NQ9q|5$e`+?g!=MTucL;t+~ei3~TcqKMBpwGz_m8U6{SkYtZ@t#v(v z6g|>a50-5$9VT`6Nz&;3_nuw)4`V)uYo^3ZK-vm1@t*8?sT3VnBcI_9gBB;A6zcTS zPc5}^umz{@58__-Iq8epEq0?Dy?Wa2ZH%mFjde&(mtn;Cpq-k;c0`XyI}Ljj2=J{< zp78FW%&Qi*P%%k;6gnaQh#E86H&u%r+10o+#Sqc~P&{wb6~)`U<^Ni-t{WOPT)s;l zb`MWRN8=IjXQhnhxHg!u+i<}9)|)KQC;p;70<^X`Ha<)PzSlOmN8Nr+e8RQs$5>i; zPnHlFCRMeb6f8D7hUk}m>wN2OcC6GusJWm21zTcpqsfUa#rAy!6n|MP)>+$qIKRV zZ&6BMe92-Vj`V(K1a76gqD}-gBnbaX(pfTL^7P8tS+wezRuEoSpf&|I1~l%&te)_< z1vMx}pLhyj7hnX|K=w>>TUd`aFYXf#&B+e_-jZEGNglK9PeR$(%)jY*=4A|fg2 zr%7v6+qSok;sih&a$icG?On!!n(U-tK+AsRi(W$w-aPUU!%qs@BVV@4HsJMk=t?x( z#(XkE60Hfhha_k8`ONWPR{T-LDwYI!o7R)8q|`;G%tsMrO*Ah@udv{*&rxN~)-OS| z@PV9;%LrE=n1{UAsFlc(6xB_3b|2~C6BKVaDxEbbVpu8C$97d+&N@sb6|q7GFWQ?N z+*z6=cBZ5=-!N8oDOk{IO5u^I5{8&-!CX#V#8AXWPv~_OCJ!WFj?9PGMoU+!72=kN z+(RHKbY>Hcyp`ZHiO2@45?QX&i=QW1{rPQ&#CHP_%ldK#r3J&r;NjMSXNU$xw?XVtu$QQ=3k7QYI*(PEky}HC*w+)gc zl@sAnkC#GN687&_lYK**(vhF`{4JBU9Mxyx&<-W(kkJuK9Ml7lro!bFG5@tXUc zX|tzAobAV9D=n)oViF%8S3jh8c+yH&MO{#-SP%c;V}6&bO}vTrmQ!wimc=_G{cw)* znejz;lB4H7!JAWcJpQ+gRdb~spNAV@sVMWoaA2ssPd98~F!X^MDGtn2=he2dGPNzd6a^|ey0cUD*> z=@>Dv(INMErZow)lG2jt`BNUB>{IRJd2;a06g5Kk$4x7~G(of?qT;I((Poc59)p7I zmb@O%uS!s~gV=~xF$xsc>VL$*G_|7LqTJ*U;h}l0A`^{}G2c3Vi4=RCQUhsmRMfar zOIz~xo--kBMb_CzD!xNIF>hPpfnoY`{!PoEonjP5P|s|EM3Hd|FH>h-q`>^ z@9%8-1xEqc1RnZ7{MCO6-~wO^7ntS(LX*M4kpK_^s9}TUl7WEpzl7cYjB*1effvE= zF^LsOuV4ZY*l#AWF$0VM;M4z|Nlw2Wrr$^g0H`gXz71fcKn?>KBLyP6!2(unKpZuI z>i!y;{3*s9*dpJeX0ECSLKv7tMIAKn}5+DX2sEG#4lWtS2>>I_kNa+3H!E>HJI@0@M0EME5TT5tvtYfW~G8R@hBJ zMqncXhc7FzKRLO6y&=Dip}C%|wH-6)=h6EfeEh!}_u~l$E?&uWliCBE8ek!M0H+5F z(Sxl6;Jkmn4SwG_&k7_CfT?j-pui#cNyZ8sXaKizlb`Yz()~`qoWkFC&a(oXGw>w) z!y-0dX96V;{?4Lb9$z;P*xz)d0?0HNCT0N^7bg(=0mivO0JhHxP(L8%|HHifzEd6u z6JP)e69Qx=`%OJmW}v(VJGhJ{ICbIwG;zQ0ln1I%0_5R;Y+?b?G|<4Fm+iHrf}>zhT) zH_X!4`TGltet8JoT$6v#7_kC(I}RYU0tAFsZ~%&-Y(U-|AmRhu`GBwjj$c2Xf3>=S zxci&m4zBJ37B^xAh*vIP z@&36v(EayM^1rekh?W6vTR-!*K=c1)@PHErxInV70x?~{?d=!c|E>Ao29FuI5d%Ry zzi58r-+o)l|L>{DA1J~f$ip9U!a#s~49@xfN;3YC;PnF+`9r1GA85|+=*J&~lmN=| z``WHQaGpSiY(QV&PXAH57?8gF{ZsD`%90CMJ^wIYY(-1VZV9O8+Fv}6o`DJ= zw^tyl_&Dd?@?O&tRDd7FIFbe|%=MWE5nA=cE%7i5tC7dTezH4=7h=>twpAmTjhfwy0_@)csutgP5H4&aAR+gyX^zUnBx$A6^8C;e7!Yd&jxibt;Vc#9)F-47Ldk?xtk^ck^+X$5*TreoogFuo z#K2)Wxp>ppM&LU=$Zg^pr3!Qn!|2)~A8 zH)f)OSAF~4VgWM?zurXcg*UZkwB2!^rQUS*WKrx!@1-^y;vKHLX-yW$Lyxy5kDa3^ zy3`qbdcv$s?!7;jpJ=n|$#5psN5A&RD5 zqt=+|VA1U;&vew>c5KH$lJBJcfIhf@hg%ewC4d@%$*}&;YN3cqA zBI4X44O@E@NH>3x6u+cHxH=oPgy-&oq42UFi#*c)0NrAUMwZfhS$ab{Mf92~?&S~Z zY7&f?c-h$Qcd^v&zfKZgHhGBHT~rs;`eMSBbBPzqjm;@+?Yzuf-^QHZGI*lMQ)y~q zze(J@%EhrV|M1CV=`bE_ANX zb}aPS9c_H9v6v>HM;PqJs#&bEVxiiHe2=<+RwZA*)S12S%QRcSE3M(n(aTYs?z$s( zaYKImjL@1+sN=HqmW}w_-k&j9EPip4p0~?C0a?y%>Ej#;4_7TB0e)PlJ^uNrqoQW-QDIp%kfA z7Vh2MMQ^kcqwqd;hS-tajOB=j$#pz9%>mQ1Fd7*+R9b?_eHU9aSXwH5 zkr&c0^)rZCC;dapX~qtF=|s@=xVGY0d^=hj{bcc|;Q*%pcsOiio1tnwK?m=V?gL~u z?bo3=T4n9kUiS2OTbL4%wJ_({NKz5?MURn!V^$15jD-(6|`V_@I8@;>ykQ>(zr5%na|2wCl#p- zhDd0_Yn%dGbZ6HHt&+~$L3NlGPIL?>OonK5`phG}5BX1EN?*D+x_Y;v`AWctKVc{X z;rOr#a_hfhD`;Q8jT_z4Z{ZP8K1$deS;!W+t=vI~l8eTY5PTQgm8DE@myK)bm9O^) z66UAj?jVV~837h|h~GWcpRU+@G)0AKp&5*zi_vi}j^!okSk|k~Njw8y?s*N3e2a6s zeC2lqo{W{A>b$y<(Asw+X`m&00#Eo#7vGZmE9xue(s1HpJgGryb}vG0sV;h#IeKz} zW2JzEU3DuTAvb2XTY?)7B_Id$V!_ax=zXOj{Oy_?F>Ps5iBp>(5?ngm&hxn)tpY#Y zd+v0LmZ}@tY~{tI&d?%$bq}2IlX?{vazz-GjD5*sNf!&Ob;S#l(Tr0nKg@d@Hu|Aa zh}^Gn_1e2sV{a#u@foN1w5F&Yb!nor#S4?KUpY5EK3M;mq6E#aurVp_+(ig>pk{0E zR${7s{D+6sSp~>-{Xwcz+NBAn(BmSFnbM6I%XqvpO!}DbU(&-Zlbet}60o|%5xKeX zZYt(!)thpqFgff7fg;!K6znTyZ|zccl3UrlRbn{DlU7dKeNeg%Wjpj0B=$9rW0n*o z=Knw1-a4SFt=%4`OOTN6?rsDDkq+rbx*MdWyOENT?vfM`kQ5LENu|3Rq@{jqqrO*P zIp;g~9>2fXY}k80d#<_Wnrn>lj6p#~o4}8AOcNR{NM;!fGX!7j9AGw|oJ2+6;0NQ> zz2{Uj^VLZ=MrFqwX=?VgRjUmu)v`^g*&!j)J^s_lzCz;B%CR!bRJQy5PHZ8>EV%v7 z@^;n1WjaHV1D&uWRqpi3k|%6pW8&I=l!~#VZU?8v@=8)`3^EXY$n^^ubW8SeT-r+$ z#!C1++tsR^c7C&Mm)`HbaDI~9epa03v7IDx+T4*`WAWR2TBbfwGPtI9W?;`#b&%}Fw35K# zlLYyQCn`_}uiwKFN%VKZMruM>N(e$E30Zp;QXUP_%HH}$f{0J}nBQj=VUAGdxs0Ej zY-nDekv+<*BelIx6kUms!NPZ;MnWP5l*Y=!sVkX^+6M{c#KLsZ+x2Ikn% zjB~bS26XRncvrUkB2zuQEhQv<+oKF?dMDl8X8kHj$YGA4tHCQ01``B~9Xpc?_|j*l*cYlCDG6SARHyLu%N%PGaN<)=H9v_kN*ol&lI>j zRZvAo5cqB+if-diM@Avi#ncp@@_~_Gl@&t-TI>z?Tg(nKf5N~(5-?-|6v`n?`EtDmu*aoOda%}69G>Z(3+b7c zjSL&iv9iJ?5Tt<#&B3&0h*35EqHY(p9r<(*^DO?1uqPb zFBGO*bR8SZk|iyJcGs*nGZ|YphonPsk9v(4CW*sXRzIv3I@N}kDuuZjX$smJ{B7&7 z%zM6;w?~!>8Gh+#8c&ZZX&$dB(I4_CQ9h;rWVZTTC65J?sOWw#C;S#1e+ZIqPJ5Gw zoCKGg3Hhi};H9*~2YHVye*9$Gcqws3-z%GY5(H}~du?f=>ps*UUq19>u+;R}+W+i- zk-F~K+{SE6?jLYr+8^_*1;y4sR5WE&QIBlGASmr6irKLM&U?Xf$~c4&hc1kwSJ3iT z=!1ePT!fmhnX}tt1AOdAM)qx)_)1j#UTd}C8wap8;qhuKF)qQy4`8gd_;=(h zMlfU;V;r#$iyiVLSZdM@a0?>{!Fbb5K6H66vl0>|>7|P8*@&WT_ujsP zSIU^X9BsF6U$b<&GZ}+l-!-{6@w@`8R#jA03_TcI-=uG{9bqH>S37(sOdldth<6Mc zJCnr@1&_L2AWE*Grt+|AAOhY+td3@f@ju>}$$b;zotiH>{V16)XGB8bBr47COA%yYC_gF+-=**n+i;?1=nuRjWY1fC!~!4tIId%cIU?H0F?CvDd{NRsq(>ov zY5as{T&tD0a*l>A8)iG%U}Qu;8t7d!=whahJkf>?OEWBd0baO+EDP^bP86gG-d)>5 zd+zl1;6)4U2imXhxhBs%dV@LoSeCmmAn6pjrQ7*AW#x`m5kd`%>j`HPqQ~6`Ou<4X zL+h(@Je+7l%;@*>TCrByOno*f z(m3y=`No&kR6neU-^W1uVPtNH8NNY_F=6cN3!_{%6~E?tONv@zNi8*Q#f-C#vV6~V z-0B#FPM%yceN3~8A_!(OnMfc_`h1}2^~t3=?c%NvxG}fZrw&tl3BeBKvF@D=I6A92 zr)Ec!dWhP&-8EPnX}R-OP3BhWKw=!V$2d;r*orQqs*|m5=WemwIpB^ogH)bDqSqt4 z1CdoBvJdzbp(1C*E(%FxF8$#)C(?(((}mgL2(@=MYx7qP!}T72>>M5l)Wce5SQ~lK zyyWviH(XE4@IaoC#grVLq93!kXzNH^8H?+aJn7a~A)_&>H&ZUGitc#9Lib;XZ00;h za1n2&_mr^f(`A_CzMSul?nYFb3f5)qNhySkDa4Eo5Mhy9B+p6jIPt$+GM%U<0~v(aBqD{ zd_^dvnv?KE!slUv*^}d%Crrmpaq#E6t@|!Vyg^{`^R_vIMPrmuBb+ag?>AJAT8rg z_`qs~yB-(*_Jf$3pK_P4-V4LbvIVb%&8!^B1`a!=Xjxn{SOYIf2n-#OXK`W6TH5cx z@iOatc{PMg@2)xf$$8BA*!%*>twcHIH}l=G(4DN<=JxJ7NGe^px&of z6q-6=SG-$9bvX~!A%^tg)Qj#KTJyyw>}`628w2cLA;91C1i#yz0}#P?eSnOSp_!hL zjSI0Rh~?ndcC_|qgzVo@ZR|i74hH~N{-_D$ zx5f^jwtrXCZD=jf3i&^npe{>pHqP5A$={pezR%-7GoL_+IvX(X9KbOH z+yGgD7GgG_;{$;B0Pg1Y$oRh)r=RiWe|PWz2?fxN3bGCa2yoyh3lGpC2b|XI+<-vl zuM`Zoj?>Q|^uMbKXvqVP5kNzJuL;z%%gzpH8vdrHzZj^Wq3wTJ6fiJ=aUVd}0!IyK z^#X;$1K2ERvU9TBKFM$CiUa1;pIZyqIDyXwPP`u_u>&U}=S@fPU)S^(UFG=|J6D0O!pGv=p-gc96_}p;P$L)(A*ueiJDGNBxg2Q$WKmD42pBAiaSGb>PT> zSRvpD0v(qe?6)65LnC7|YcmHk8*9c}tNR&k|98`i4K(KgQ4Aa42?=z`0iKYc^AO|} z2@=WN&Q;!iEPu&K{C7nG?SwbIer%waLcmxMM5poqWEUGq?)1->&|mTs|7ArWGf!au zzyfHB*g(x=%F?7%O1p$qjIjEWoPuR|3A<$LYTlV}Om=w>{cFqIE&4p#M36 zZ@9@{UjB{OEB)sSa6S9^LiyXLvjAEu?i&#W zFr9CuHgERI-w(*2tPtflC9}<_q z7y6%h@*^pR19*>rNL=;-ah;2usGzt`I2DQajVuL9Z_KMGY!+zqEv3|n8u@i4f`uR; z5a7%yuD`k;fCbMlknr>@3W2?Ikad>zdNBQfxOh6WgkKBA>vDLzgQ!Vn7$et?mO^uS zrW6fBicvLWgaymqvEj)jnum^(V^!0Fw8)ufU(DLUSA^y>Crzb>BMc1b{k4_TxvSS? zv1^MOY<$&cvDu9?0&(M%v#as*1N8!4rW^efE>~{nPnbqVj=ml*q+_Ai8j8s3SE>~o zz8(j9FX_~+_IDaELTDVm>Wl5D3XxYlhT8e?sjnkSr{Xo|oP#MOTK-o{!sIr5cgKbx zo+|~MdG*5q!<3q_rGyoE;gh4}^|i3GZlcl8Xjd{SRsGn#^?>ErU}`>dCG}E zxIAv`d$tr5+&i=c73$9jK9#CJA$TpK@}eIlV0di+)5y$PJ z(ed7#j$msh-TZhIOAWuv<5Gjc8LX@HM=9H1Ts$bC!aRGN)vLD0eH;x&R|>~WR23&e z8qV4JQ#bjIPlX(lf@Dut(wW7x6hb7c4kuF{=^hE{r2eeBk}n0Zr3BGW+TBY z%2`6*bY_E+uDQH|yH;suu)NgBXH2E+jXHUmoKG#L)E|=He+*vYy;qrD*)4$F%fjYm zB12(NSYS|9n5h(t5wA`nB^5%5Mu&mNW4ZMPXZi7>@S1fn2efYpZ0gf{QUQaIw1xT< zZk=LWn+i}Xh}lFaf>g*bAzhW;z|=(W|l0&FKV%3WacRX#U4D z8r($4%=zMqkRC>D-rf?=s*{7Pu0m|(m$MmX<{>G=LL}R9tUKAW`BuV_4^0e2frhRv z3$lQf&QcXftYyQg;asFMr-52eC@wI;r4vZBxAhR16;EIi5ui;fvY7YG#w1Q{JJBDV z((|{5eR06dU@lntYK0<+g-Y9WJb}aM#oir*AB6UqOQypMUWz$J@(?XiNMJl-l9(Vl z<^#0gK6(;tY-aN_@+29XyL7%1E@;SR*PK2W3}e>_bl1pflbc7Y^10;~mc0@medyML zG1|wU+vy4UkI;n>1yy>Kx|Q!a1H5*>EHdLy!53#k*$dM7$Mj1`2m{dgUH1Y z)5~Xak!xj?e6+a>%JU{@YwqxC;wVZs1Nno>lq?B0ckGK$aeeee=d7-F>s?vGvn#o7xjE z(XL_PjBVg%w_4^b`2uMtJT8G9|KM)4*`n7263p=Xj(j7E=%8vKu zmEE7*vvKv?MjUioaH7xbkyub%xhQ4i9=UM2x)C0^plvE{T^Re0oAK5W)}p9hM~7BI zepV2~ict%KTktlk5l4Odv|?E>I}d4*m|4UYC9fO` z&mV#pLmfa>vu#INOVXBaLe_z&ZtstD*>B$GoXqOxdR5rodo{>@)@p_BxE$o5U~EE( zpk0rNB4xFosEjv@Qnag`lPQNzqes2g*R@FjErO8U#spcvHJ8W!q+|I-q`xeAh|RT8 zP2oA;N`m<3b(%1(;Qn>#W4NunSK-o-?5SrO0~z~GxiM95B`Y6N`BZYmzncn&2y0bc z-<%YEs_!9SuA^8@p8xS({2bck8!OwkI+>=t!9odBJg%CGP=?F6o;iDGOX;AG&b~z@ z?pJ+zjCn_kG&0vXQ*Mt*F%?r$ieS27_(YOP!{KYUcBP9a9AEAxyY0FSN+re>PM1T9 zDl+n-d*{7Zie)Enbg1%r!^BBh`^GuyqcMA1fT$z9GLcn+@up6#YwYU)sU>e+a>q2; z72d5UkhpP8?K4ImJKXJu`px%0GE+fZ+I6}sc0&XcW9LbX-gER38EVyEASvT~?J=`* z^;)Fx%|~3E)6b+Y^=q01q*DXR&mIa+^=&jfVW*XHq1Hv8#^(y$_n?Y@i&&an;<#sG zk{T(GmKtaM<*m$PqEV{ps%ZC7?8h06;*DCo&7q%4IN*-eUO@=COetWrQ-}sB?X-ww z8W*03N{R$UvLr~bnagSf_7ZkI>ZVCb6~~IhH2HLSs3D0;#X8cO${_d!i-Y>jIxiaT zgmqyzq`xEyL~@aJ>at~T>lTjhXn1Q~9*fBQgQfi<$|dPL2uIjX{v@j(c;uns493X!TC-K3N=<{*|;*VxmeN~?%Sv31uV9uPk3*DALN%Je4{+`}=_c0y+@Sm|sa zpnaU=sr-<2JU}Ah@gtbk8uX+*urNW{drO6fu*5wC-f~-Ll)h$ot<>v}<+q;fSUWkY z)Mq*wWb(UaFFBBM;d>%@+&ACmPZQpi+~SF!bf}(mn0iQx!D)=kvH@#(Y*o=c;m$jc z1^iBLKNq$Mympjoxt`TtnEhm$QUiWZLOPcZ zOCcs}BCgBItDYNG*V{a)>2>I#m9p^t$RrVJ!$JMrT}u@(t3u6TMjyDUhZip!uI*$&bW8dgK}9Z6dd6X;g?C2RYN^U!|{>NrYqhNI9gSb zxG^?p^rvWu1?j6|7-LP>A-o^)JMby2BI95%_adGVLybA57D69*$?^7bZ(+~7V4>JI zUFL8PstEzC1Cn;2@frrajMe!~e^dk#y|vosnzN>J#6|X^R%_N%IPmK+Fnt)MNMru6$)J$K(zL4g~VA87aYSQ}tx{Nov*Kj$0B z{eAZi{OJe&eG|S9%}|#+P=Xh|Ls)weI)+O?JYYuGXPI={09dAVN&&XF!=5Fw|_8r2ZY0c8uvgt zW57iVz%PMb9pDy}6L8exy4_{$R=VJ3e*Bqn0&XDz7yw8{1>htukY5#m-~hsG00sx( zrN4l8Z?Ea+`?G%smw-}h*a02%kD5SkUYvlS{qJhJ6)w3sYyQkQflL^=0Cbmw9e|pF zQ-~eJUEEkS0-c_>BVGTQ=>KiT_WdmWGlj8$8qe2}q?`06>)u^gE!Z2Jph$ zOS=u9|C3oi09Ocdl>*RIU{V3@egL@312m(7;&*viZwCf%Kl%P(+z+ro0_M)&jBQy1Jn!$RKNm|s6aF9H@{Edlmw9be_qj_ z11ebnrilZ%#IOO)R3H;u0L%f1OaKc1yORDh&pCe|te@eve>YexKsFL+5nuy2A8w#Q z8|0)1aI8S70J+F^dxPWu5C>epm-aKGafAHb>;?XzjUMyO2H^V{{Qnp5_X|?@ORvCR zqkF%AfWN?TKjC@*3~~dgsGl}RKY9g##HW7>xy5TpMJ;lo0lfly@<`Hb?xEneGxoYvsSuY`(p1^)ctOn{+OeRjgVC)TMc4Fo6_4<$ z`K{MM-+7S+d@HTN(#F+r&x>B_s>)85+`bLZs;{M|6%X(mQZy+(WR1^?Yw}G^wb@jS zR|j>aXl5D}hBh4Bi~pKjbGqCq;ljhAQ?Pt;p8w>n^>H8gGj93$pql zlk3aNl;#;YmnAxuV45VlZFAsrCwJXn``8GSaNlFjH_>_8JT$>-!ojzz;%sxpHu-im zAeK%q30*YGk%V?2fc%MR-dJBLOJm(ECv(UUrgO9VHF$bY7PJxigO4jIC%z4KIzkD( z$}oXnrZ4=>{mvAp-PP9BI*Qc}oHS>tpF)gpN+;?j~(c6iCPf3E3v|7^XF-gT{~EVaymPj23M(rMO#<1L@l z(Qr*ZLjSgzRPK4r?jtHAlqHxIXY)~+0!<>$oCK_=ac5r=a*cJ}**iwcFm+v0#I|Ja z$X72y;~Zhuqfr!m7;7wZcQx)nd1a_j*vLSyRtt_-p@n(P%|-rhUEJQabm5Vg=iWwU z|C6d>Sq56vX6PsBa$Nn|4`ohcM#3WGWD1Ax_}Z(y32AD9Cd2E z=VrhvX)1B4FgrhbvzvnCVUA3#pnTYu{O+Alw{*dDn$YXCqEcs>Y574j&Gdo+S%R>E zjF;&-QZNC_vIJuf%W2%B7Q><6^7To|uE1-)SCcrvFB!n-l0DVI;Lwjuh0QXHTr2xa=Y!0(HTn65;Dlt6 zO4#xgmKLcFnX8s;MM4@~l59BBkQ=@ulGMgh@m%C@4zU9cO)q8Cyq=6Kc8r?sbF_{W zmvk}|Mf)G7JnD-iXUy>wBmLsSoxI&f;!s-(~bt4#KA4SBM zqFkl3labm^RsQ^WQjL+(XV^N3P(Ep4+Gt7?zlgG@DtX-dkw=4#v*RjP0-&3_o(q{< zAK$&+3x|<8s+sYkX^CZ$Z6Fhpqs|Kg*WI@QQ?o=ZU-c(I2IDpVC`OqBG1S?wTEg@3 zqjwpTvafoIF6LX!xSlFvFg`cSrkA(^2qWUJuueW%`IfS7)!OIvr^!(JE`9Pvl7csi zgu1j=tzGK_x8sOq`il0{1HKe{O#Jhx$H;KCx_$kNB!$(8Kq~=(#HASJWnudX9J@Yi z_61&aIJq#d%xz?hM#9XOHO<#6Bw+l|aLlBv7}R*%D%$SHyttDCc^Hr~Nl7^zy}sJI zcnFNzb5LX3NEgD0b5AG7aq^~(Cb)4_?K?|x_B%f!x2*7m_C-8Qz=$;(+q%9F6*O)Y zJkX%)9@#P@vVy6l#k&qiDeQ&8=p`Obww8VA z&(ujuLR2)W^lN^yB@9WKP|-7;`9fo@RnLFhA z+a_@)6lpy03Y?<>LhmAy$FQ2pVPO#i0ruhdlUT}FX4IER&IbA?^DJJu8FVA| z>Z(UhgMSaqew_SSvbv0y$35e%Or)!nCkPc-YSeoqaN1v7p`^-}4Sigb=y!aIOgYG^ zAq-y4SxuFO`zq8`Hlb+O|ia)nDS*Rt#|qdPAV+@mIG+bMS!^vv78e4 z_?Buk)CId-rT^aigMltiRtJ$ZeCGFAYj8(^q5i16lXx8#$eGAC79R3T?G7 zJ!J!bfX67S(Pai;c>FTzY zICalI8A$~%BApU;&L3T79_S~f5r0hf4yF;#(8Gi8F#oIf7TG%}hPP0x5r+nk7}9D( zPMnW2yHHwV**b!__0fe-(;5!k;K=pMW7=TCquqs3Tc{0{ZOyS(vS>3}Da*&8p^Av7 zg4Vb!zBmAg_q&c!5;(-s_r)meXv*SuH075esos9*ftZ2_jN9a_BS2g#$JVd!>P!he zbWl+7pD#Sw+CNgnnn3X^{A96krcq41*VmtwL$hn zJG^=C+2Z`7zK6FV<{3_98YV;ptBsiGY>-dXVN~n{`yt{pBoEn`k~_;*riwa7%M_8< z3L_#)uy}=(8=({XsIwT5!!1z*DMk^4LrnJMA9JMiCTbJDmL`6JZ@kuMdjhBTlJjgX z(HK1C48w=hJpK#Go&&c+y-VOT*=SgFb60VBa;-b-&OPFM`jPCpwEP|SGFGjmlxS6& zUQ8=8hYp;XvVGvhRKV?eiR#*r2&JyUr4GJs$7#b?GI>!@PK4t&9AaJnYJJ^w(`D>% zQ8=7JIo>Crz1_{B9_`Ta;ns(T839jn^Ay4aF~f0LO!y>xndQWUvkRAD4JRaw8O*^K z)GrtOd#Mv1zXzMm6<;;D!l%b$bTp!`iqDdll}&gPfC`3)c&znYW{l$XW{-EFZ1_7e z6P~5$S1Xe(4}83r-z7rA-i2En9=?1t)5_}4u8G$~2Iy()Az1AZO^;5s9gPjrn?S*_@iN1*-s{1*-nL9rA+qjDHQG%qw!E53S8J#Zr1!E-gJO_!RnxF++kBTKs`%VVHKUJ1C?CFF5DZ*o87#Emi;ZSliy}p8!;+LRcqj|q z1)2L4BbqhIK?ga4Mn689xA6IP^*p3QjhWEqb1&uc!TNswQuI!et6X=4y2znMMhUvN z%CI}|n)stMX_6~N+RQL;&U$PTVDh~eQ5eGaJS}Fexq44w z^Odkrd40IU>a8DZ^nDrwsu^-=JLku1B@*Y^t;tNP1cX82(20(m@%>@o5H9>|X2OB8 zPKBaL1QC=~GpSticee3o=Zz~h>Y?N+qG^Uhj^agNYAhX-xKdW{n6ZQN&w{fWZL>z1 zc-IFGm&tb`To5apr8s20b#<*zTO}Tna3k<8n7IJo-f(mhA-#W3&^LGa(FzS!B~u^v zsI2rMp6sr)_s4lH^F&P7mWS|c?^(N9q#7qtyq61i9;1^E2CnA7Ud&#ws6fOWE`Fdu zu|b8)c$hs7dHlBBmmZTMG$M%0LI2&bD_(>PLv^`}=OU|FdV+C*RtGy2*rI4(g5v>t zo;TFS#D)*@aPIqLuTEfxNw%rL$|7%#AkbheAUUeTkBIU{CzgLcKSpPBQ3R!pL=7D* zvzJ@UnG1r1z&c!RpQ?v%Fu|dx`-PBan~FS*Kx=SmumyK+8Tz9R$7N%;^3}FhLKuyC z)_?<8YdI8|_hFt9kIj*UmRMh6Ex`yHW>vdp2b^j{T*nSAS@AO=Eww023qPtpX71QG zV@1wC@{3tpF66iJ`_k5m#kZZ@Zomhd&N7PTQ`rOSsSz5@z|2>CAX+E2?~AB+m#cj{ zBxx$TJZ<1g=MLJOm>M6St7DT$E9Qq}dWN96&tg_*+^Nkc`q9ex-lv19xMI%c8K)RC z(hEkgJgCO}k&>S?-^gMc_XQ_sg5{Ss+dlQ28hR$##mQreAX@6}#&dDOInpO^S?33k3KKIXw9q29 zl`dNoGSogsUx;DdSzSy~vvt(jj|8FLot7^bC8Nk~3r8L+;DWzo=8Bz~CT|V1OG+kp zS-nTxbHeR?_PvX7IXSyMe?H#`qd2OG~)u~>j31l`Bvo`2BnU;L7rxDE`kdJ zNm?9vG1;^ja$ zwF9wlaTn;@6ie>jrq+R~d1;y4BsUh%twtK~Hy{~!@J+J;Joo`oe^2KDp7|ls{;v4|p84_4-xGQOtntS? zf6wRvp84_4Hvt8pdI0mHZ!q>PIXwV|^XK$_f6D3Ymn`4^Ey(e!%M=SBIRtPrP5|Rz z17H{swg>Wv0^!4ei0xKH=(~xNwXLbnO>%&dmA;Xop_#Rbj)AF}m65&PZ^*|l@xlMw zdO-*9Cucgqa)JXujX6Q6F>q)=;lnHdU=C!CgT!UG7W@O0`8}!zm@%NY|1-EK$W((9 zP)mWLg*X9~C>tPESYd)E!+(c0Km!s1P_EdaBYoyq^K3e>d|0 z6TKUx@+Nu+kb(n&(>G>98~`lH`oB54pw;Hj%s7xj7f_%Bre;8B3;+|efv5sd5;t%* z11R(DC&MkydVerVij5n{;s9BQeJ_dq27v$jif-cu{$Pd_3&=PUknMrg)j%W?NSFwm zkDw9(x%^*{V7K+B++1b;%z*<1*>D1vCUzk7haEVlZbE>7Rugt$Rb&5)z^z||->ko{ zv42kZ4Z0?90_ZOY_y!rB0S!mMA_8cvfo2D8&f8DTTNkoFm?*^t94wG0(vO;eeh1*J z0~Xo8uj#j8y4er>p@Rqrmw}!qKo<}E1dL8WAy+pMbHIWIxFX$t_Wc$F25dk69Gk+* z0W$vtIU@mlCcyFoivkdw1pE$MH38$(TT3!FGjX&xVl>dRyeY4SM=w&au!e=7$70|(OSR)NDNqk=9T}C)`I^o z3D92rbR7iIVc+ge{vjQ9;vuUDfdBK8WPU2Qoc^ z&#|A!bC>I>S33R(;+A3DIQJq|Zr@5nai30Yv%t)>fYw%A^JsIW|M_*`HHPM zV_oeO>x|1kYuV&+&<8(34M`!&iUMw!5rf!t`9W3OXjVzOs+T-~nFmXwOmmIn$yWHu za_%@ud;0cmwwASY=)qwAce;6}@sFwZ(i!ERMVakI zjdn?0c&0Y(5V5*)otKQKq_ltH`4Wc~t3*&Wn@2cdJ%v6+pGBR`=+uIE5#ozZCrv$& z5Sy0mSuY?J0Zj*IU><&7sxMhQJ|Xr~ayI|W69T3a*}>Cnm9i6Ai5OXt!6+in;Ce!X z^hYM0Rf+7Ty!uSEbz-kQ_$|8eoxWza_{NaukC$7Q*7tZ-leC| zNXMpHR9y`moepxbPBACuk>KKPFJIU?5RSSDE_JR4)4eiT{ndleN;Zo|Y zFe@w(=9E&!!W>l|+>Kt`d@G4B@F4_|xfnjCDjM&_rttP$@v}M$tiPGquPh83TI#nD zVnGXxOTFL4Ij}yP+^rUU|6*0GG$VaYkc=kmB5`Qpnb|fRvORf2cf-QRAZrq!K)-+oB1)XR_*qc38HR}IlDSN>q8$*c^`!YlXX*jcp~;fYB=O_flC z$Fua`~zZK7_O%5KSPe#UIi<7MrU@VkdUO*~5N|7Pzng%mnk?^NK@-L+vJ?IQ1@mYz#o zP&e;G-(&r|HV^KO=)%0z^TsZRycd`VM&e0D;t@kgdGz>^Lv)2Yc%~NnW7kyT0dS2;ownTHJb@EB`*UllB6 zz4i7WMEYhE|UpIJXJd# zM|=gJj$%IH+6(YICy-H`4jzz1t_$L@glq3)Qe7&28hH0ZAiH=D%QIe>ylEI)d;O8o z^>cI;8JV8F8Oy?b>fu8wB;_ujN>emkvSQ>|e+8KGcdv2NhT@EKm8CVCF1~z7%zWOP zW0OE_bDT_V4OON-Q7F}z+rsJvJ7cr;7S_`fGh|>+|1!vx=;HZ zCepi1c3-3(>u}j4%si@5zq(?`Y6xwn)gqOr>|?hw!C4LT9WRN8%&Ug5EBs_6yZ|3gk(f4OrBEwvt|Y+^3ire>WE|&bxZjwbR+nzB4c} zL};c=5_7FYa^{Y7=b=`*7*9)GAhQ`$f7)??KVJcMj$Bi}w{NQdYhNQlaDM1^`d6(k zFeAw-2Ugg41>t?bWv-oyj$O(p!!r403>#7i)caxLi8_1X!8CiX7?T@$N>H zBhO1V`o2oI7)6V%6KnVJU}V`wgbkQdTBlj+6J)KH(E1-~rm)%VA5ws{`{LJSU%%966bDm>}pOHb_|D&csu>+K>N39KojSTrJC=fBk{p=3d^A=FcjZ6!UIIc73Ryw4M%b`GuAF@4G+{+kMgXO#0=ly z5T956jFKQo@Kjf$0>#?zY5gd%3uR%%mlBp!4l3z6Q<~>R&)dSP;XmhL3PB8$WY%)z zy~HRXqcJ2XIAm<=6(}3btysX}wb@>x zi!;Qwg&}d|^nHc{?`5VdEu~p5%)sB*@rBgeE>X`5EaUtTZrn#tG9eL1xg!Y2L|>Z= zeJ7*}ZM&N(ell0x?6qn96JG21q&d;uWcf7Xt?G$aNteXeM5+jW$@+3`;lqdWq5_ha zSUvvo5-ijY0yz+h>-#a`()0PpJnVg#CAY14>T-PY#}|aOdBh)z6>bPAa7lu}hAap@ zc1`w(j2Q{=Kfcc>z(<#QAw9mdGd$ca&*S)^RirH&*D5m&FU~U?%`WpfF2)nT1{ol#tbGuT&K^D=nA&cWv!)-kIQML7yaQT91$R!$*T9HYv(Fj zrX^(M6|kf6p-ph^g)3ti+7_`3nLsOgvUZ}bo@GMoZM^)f&@gJju&CahM-Qja#M+?> z^VF{D#X^Fy1&!zIt7lHp)K~uKUP^Cg?QJVwwuZK}Ewq|u>Q$3g$h|=hy%^MQX=`iM zjnFGcuP8SM&pVys@Eh4V%1hjTnMmr@@+!c4&0*579p4rn|H8_4O}i9==j=2*q^+c) z(3({4L0?@q;V&H4P-NVJ4aMhq{K`+AA$;x4@hLkezoaSk zWsbkT!Fl4nz(_M@0y>!te4z<27Yf*iYbnq2>}nQjJ_O#4!G?A+UT;YpD^OpLGy}^X zH1ElPOt6sIBj^=+O~IQ7j^7v?ZU(D@)ukfq7P$I*V~?&XNV36)ifIq9L+m0W5HLCWJCFJNLb}yR zQAArh<04W%Q};rpB-G<@W9LIIkN4|RX|tTeB*II=edG{)7~u0!7g>~YKLQ?xmA{~6 z{204?C8;vP6N&tT6T*C?k&R_Pr#GZhORt5i78XhoBo33%ZZ{ZywP9qhML2je8&W{v zfr68?h5M`f!#LsKP@!h+4~bQW_YpDk!kObt!osqBT;;rR-n(h_SEcevo3B*!EmYJ) z;%piZA0Qf25~K_g_97O1wzNck8^7Ut9DAb8oJP_F>jCC6_6QNOe=SB`5 zt=m~XKq~F?NobKIp(x>0gD+xN=zM-ZvVi_DFIZAvIivtliHz3gMQ~4>VQ9gkwr`SB|!4c81r>kf@z`s9+k%^8CXh-Mi@`)84L+8YUr7%?xM@m9Z zgrG$7qtS}Yq6jNu(LnnmRc)Ao%Yef!B83T|Sd9-Wg{!PsV2KzfC_%y@t)Pn#!@ie` z!V~$N{zV>~1ioF!bD(l^zdX3^Hto>oi(nFDW(ZMzNUL+=;2i7RqANVogTe@p6};)FzDIz>|_`RNp@dh5ttxQxR$w)~F8J04@v%Rh}ELVBLYRkxk*Q28IxmDeD zJlJyC$RIC10r7K>6wJqEiiheSK5%juGQ!8_Hd^*pe~oF?@ab-O(?*VM5i%Z_he1hF zsgmfQq@l;ER?LjUt(pjBRLVR#SK2}@`~o3%PeDo=#)5+qa+Nezw?x?(F9|crzf;2y zP1`)WTetMR;hdHsXI$y~62B_ks_601-p!X+|f%5r&6_U&cY2Zt+0bgRkuw288)s&F~zEi`ZroyaHqM#&~QZFwq8F55X z1_GwmxVu=M-#2bx$o4swtFstnr?RGU4ecV@+S1+=S!OK15B-Om=}pGxuZhtF4OwYe zQC-mAyf7MdaNXZaG0Di6eF^6T;R*ePBqAM|mtX$Q(2=j%+`)VBXbBs-xTxSb>&YxN zcziU}V6IkA2#v4d!MYT4Si}TFhvp^w7>`Abd|!&htL&`y32-hCd%aa>)`Ga}IW#oB znmxskNEgtIV77fBDb$rWo?(Josme@6#HHW3W;e;(vgdetZs7h7gVG%doICL4@_f1L z`AW(}hTI_M189OMG_}dlgcPLo;iLEClLL)JUe*cRL=S2-T`M3@WQ4X!hVGJ*WW19& z_iFVTOPrX?yJNwOah`L+YwMNGw*MMB5{C#~3Qs%oEZ1gUw<))p(+D=ww?fg@d)?A# z=3X%gGxU{cM0+JoZ{=|nqbmEWt#lz;bfol|zE zXmTZ~!0KJ(vE~{|RE`UV6ap*6>Ss0D(vMXmwHut8hW7mj{!+L@A5=Hs-{lXb#I7F3 zX_l@PT684!jJ(=s?|M|@1XIOyppYh4ce)0Xuu06$xEH4pFM0@uJ#QTRvh~ps3`6El zTSPy~cK5vgOS{M-1HOt8Zd{wP7j=v$lAWa~{z?|%t1A5lTBx1N>%B__^+`!;_xri6 z9bW81TTZPV4W-IGg}B>Vqb7iQEW1KpHI)z8nOFg;e9>)%QxoINRE-Y zRt_U|#%9ZO2SdJ?J&16GoI88rC>V~Ak4#^ul^~R>Xc-M@x4>5D3cXP_6Yi&4p!83h zJbs#=PzzBje;4xW5nR~2*JVROCB{JKpB9(;n()e_Y3{Y+ZGi-9+j)^dj_D3dAig!;nF`g#rsPNRySfmx>(+%m7ug1q}UXu2_(Tw-ta$9{BE2nB0 zMWr>SqkZVq1~KQFrRrjdK)7J1a+v!`?QkW0%_hirm+I0oY9z|TjS;TLLF9{Dn*Y;l zt(YLm4=Jxr>8RI-sOZzlRi6Yzq&l?xEpH4*S){LKHt7P zynn^`a4$~Q>hSooJz#7`X9N=CplqLA=i(CHvx)yDFS_DG0wVu81F!Rhva33$5@!B* z5og)+dA%_4mVHK~>$`yhQv`&^Tspc6t^} zFvl3Z9jnlhm$6oisg@{;i|dW@eVPM@@~g(lR29;+-naGzPMk~_#Jte_WL~?3k-;2e z+d&P*?d{Wg*AA&oRQ&txpJq=Iw#%P-mn-u5^@-X0#n6#~N0ClLF41^|1eJQZ^j_kb zv{w3A%vL0T(>fDqt$PDP^!zUD&ifgxENZxfg7CdHa>lr2(mD@XNVkd}n zP7tq79W89{z!-JZdEi2jFhIcEUXMDcjw)i3y*76Tg8jz#h*u;ymKJQgedFP9z3S5rL));;D(nd{8%DhlbjtY}XMffz3RR&#?2YJ+*~q`cT35l~?QBPWRjQ^Y1`r&gXSPhcFWL zk05(K3mGfh51XA45cLWdC`&8Z-RFbgAE9FeCzckUUu;(jyq_L)O>`o@-L(c)<&y=Q zbj0a8=pZX-)b4jJeUWQ({%(>@2G3a(p>N&gwHX#2%F{+EZ;~k3(`+3v4GZy3rml|i@z(V06vNS(Vs>=D*Iq;%{`0+9=c!Tg+ zV6xp;H}ZOF)uhv-VrgMMQZW|8GH%N>IU3tCdNuS8d=q4CxO>x~)U>U#qvwfh2*^c{ zZTpdMdge#Im~hb2*5G%So@|&XtO-UMta0ZL^AIk+TXSu`&zm6{Yk=9ZN36+h7!zr8 z4~J?goYG&Sf_5Ry?(PtZlgk5_7#s^gQ=6;YU;CF3O!$UsvoB5)3qBAc zFFbPaDORs@u!e|sbYP^y>_GZ>pAojgdY3SU%u^bz%^gC*jqgh5#Rl>^S`2w-{-N`< z5_wLZZ&bB8tz>7uM2R9h=IhJdJ7qOV8O7~DNPzRIN$y?n^h#u!HANAVKJyK^1pVuB z2R2dFHt`3tkCRqX7Cupy){IoRcwB%rj(sqQT;&p2y(4>ESGl)?@bXUKG8zDOiwxWQsI>q_y?jG zKG{uZ*Tt^`Oy-n*tSTS(=X1PSlh(L+{RE|U*67ewqNLOrL;RF z2ca5fuDZw4-YEe0{?dFV-&N)UaqZQ24fK6%{>hh zO0+d_&QN(mqBcAr!axgIHrCE1E!uN>Vyf7ESHo=HDD>)X*=$27%=(ushKskp>>C>c zy;L>4Le}NY?J+cv_aQaknme%AA)hMX%rtSWv%1E4V)nFJv;hD-V{QQ{2=`0qrCJl{2hKr7@8?*_1tAVru0G4S9&fBN154n z+F$)%Z{G9Quk(NPd;Q+9`NLZEN5kgd^_1U2NPqisf2JZ(rW&ZTmYo%p(FIaJfO1%Y z-vMHp`7acMKuN#luznloKT{K^X_N<0c7Vi3ASXT`(To)^zXO@xadQ2I4C;5<{@Vfn zLlpsjyr9VeQe?3K0t^;FfB`%PgcyL+<6j6JZar{+QhdsOcMW?lG0QwijF30T~Hw@qYW1Dr1a_u#*? zO}w?DpJ&pIVB&i|_CGOA1oT9}%J<{@{Ql~1dI>=M3aHoEfA>rTBqM+Ka!_(4$iJ2a zFtY|ZasMvYxLN4GfBc`+Tl_4m_(d%NSmFW-o14}C7vaNy=_mmGFtF(S__v=d1_Aj7 zU?c#n0N<_{pkIOS2OPrh|NGY}i(jM}KiMe$L&?Q2k?ubv7k~@MKbKrgMjCWQ>>gma zjezaM*6ZNwg7cQYO%W+iN|k^p*@l&o8fFkR)DbflYGIEQW&IcJzi zr5b%q(W8p->F~a$XB|VEqr2Ld^P0ORFOjt^Se~8e8TV!6rm1hk6drC(+aF(EFl}yI zUw;)vVAFZfi0O27b%b=$puspg*)Ynb1y8nWlTJv+t~+rytHTRU6j|)m5k1StXN_4~ z9P|m32A^!N?0othY2adiI{l8~s&=#M$;PTG{!ArKnPq4z4sU~p%h6?&WsQIHrE4e5 zT~-goL}a$yt+^84la%pERh!4}VF<+e^B{K~!m@76ZKq#_YF*81Zc`UA`^Cb*LFW)b znV^PM!N?%{?uQ@M3X97j%GJ_1TyaYZBh9Rbe{l+j6EA{8Rl|93y^1}#r=l)1_8GPK z6C_@vs>Hlj(nIk5tT1B2t6e&b$p1MO*ukNC{Pj!q=P9Oh2-rfQ#j%{1p z#yteLK!UqAo)Ch&1b26Wy9IX(?u6j(?(P!Y-95O30AG>4_xGK1cFwu`-n;)lV`Pk? zyQ^yU>Q$?|=6vV#S}nd?db!anDA2ON@bViv=`)VSZ=-D77U&#FDxUY=k40#1jiHut zg$tJ;@OR6l;n!nV+J;WGc+r8+CG4=ecrew4ou~T(WzRd0b=;g3VH|zVk7jE<9u0Mc zCvbf+UcIuB%@Umz^Y6j>H3U!AHi*Ge&PAvCN-4|Pkn$V0a8fj2tkKlb*l zLMi>~*Da@c6TxoFR^AGb&Vu%jP0|>r+9qZ-pt5}EAh1y#YPA?zMIv^c%@kQdS9lMc zIw04I1GfknBqUGa{Ae807InzVGu8lp4D7KkX1S4XSc8pIrznv%g;O@wp&o&JZTps% zYXnHjf~C%KbN4;ynR@ya$X&m_4LWIC8J) zzxy$b*^M=qK9>%8cGG51lXo-E5Ra4e9-Pm6ov_^ogPr*ZCnbxB_{JF~aAg?cipFz& z@7CIXm3>X?h9P`;#r{>6Zyv;tc~5YG2U6IaA{pj>uNd!Hk>^Qoj*TGr$*ibu&yNmc z!DjZ}QgEQ;!WlWG%Yt#hhxesfA_(PJPe|MG8&WS~XzSLF5_Nz*yp@RUBRy>y`A$iX z{b;d9w~G?Wy1MpwaevfVH1#d{^@Bf}(}e6hnQBxY&kYvl=y!(OtoZW5h;kVDYhb72 za0TXcu$fi0m_g4MP06SekwjD}(?a49!jhvC^BNG}K__t1$K(mftoe;|h6(#(8>gT- z+3K#i!6bWUk|K?;J`}0!XNa*Ihx8cn!j2HeqP(fi{U9``yasiDHptM~LUvc(8xk5n zht}!0LdDz>IK=!6)^6MydeeRlpIAAFLQV7a$QEHLW-uOlz^j+|wu$cT3Mwlz^ zr$0gMX^NOQG`wdPW?+y5r)k)P_Q6-&U!gCRmA1>%Z4=sGkV>N1Q`_c5Ov#`63w}K9 zW)(^phE8+mm&Gb^uo@x)J^g1~S&BoQUJCNEgwD?pz7!OX)^nzQqUYNx{Ji0J>oUs@ zk)uF)F;c?UHp-v^Ev94Uir7vxrNA)1jHXx7zm!^*!{!(;eRMQ*Jmso}!-f<1MGQ(7 zoE62^3Wt+JYY@Wp*$c!P#TV!BjK(JWCd4tXkfMi_WTB%vTObInwQ_82Uu)^9_>~4L zCzNjDfy+TD@1}-2*{MV1Zt z@m;S?#lMv=6dE3#=1r%rxrEC^RJ}i%ncg=46k)vsM}OGq^xHIy9rx8xfoXhiTfO23 z3{{kLRgQ0nR2?)^*y<;Wam=R@sR%H8W#cLFsbF3~TO|~Bm~>pa?FER^ z#yi2H?9^b@Z$yl6V3bkbyq#HCY`^(7@Szx!nNes~MuZNm4Qfq-1#-r;Mr)Y6$wdxk zt1Bu+cGYmS*L7BKSz*SnaZ&99-^hzd5OVR?4l3;Z8ucE8609;cqFZgQjMLB@csv31 z&)3zf{wP^EB^WmlVd$vF7K>*yjYD~7$pz=-e!TCpJ>DG2_iNB^Onz;y>M?~~T6vFsDZ~DQ&g3CcVAK4I%gXBl>DQ^UZ$k}b~V81_X-j9}|kY|X&g?b)PRd#%y|56q_P^t3xXqAwf4W;|L z=n@T_MyNzVfccw(@4hkCQMEWEUaW^*kV1d7l<=tGMpOmkuEh+?QdJkzB~&d z9Mb1~qa%q`MN=K=?O@a54tDeL^11UCG%O0HVVj0bbYdIQp-i`8zTxBO}(L153?f*4Ha_DY0Jul84Jz) zR`Z)a3jU}7&&jwFf5sSD|J{rj)1c#JF>`!oOI+qT+GGW*N}lR6y>T^+reZ%QAweUVf?Wn{tn5(tF{RD#H@=0t zqa!h6rPml)XA*P~lbIpV(-rpNA|ITSdy2D>K97kMH=z_V;x(WdhiM=-n=0C`_dw7D zV8-?-iF_VdoS9+hEzcKt80TS&+@pR+SlLU7ju#**9CW3M zXa!FuQ9=w{GgIOJrm&&3ExMPRq{a`H=m`JX-o3KOOwet#eN#Z+H9(+LB~3Tm-vFp zb|c1XhlH{Nec&e;ps!9sJBx0nJL7#)NInLSc$JmnD6d>baYR5d0U_?h*@B5R6tsq1 zNL;sCVt{Caa(h|f%}G^47K=F~iYTgZ2x~+)Q(P3aHUak8g&53)o^bsG&&ayuosc5@ z6)EQVQ{c1ZRX3eXDhF=S7?2$3l2Dz=Q%D3BkTycDGXvD^NrWQrfmiYFehCyty2R%> z&{u$Tj2l~mC)`q#X-}$}C_u*~7BWYY$raeiqB{+Y7`5U^(@3fUBS2ToEyb;0hol63 z?Cx&kkrdIzE1L$}vhr5#XG{Z&&~y3}({ZA`s#Ahx8rsI74RAOlB2Mkf(A>yVp&s_z z!`H2pg-)nmd-8rjrZDmht{$-B6ES&#LhGe8-Zh3{#)wRDu^P&VM`8hDJv6am1lfMB zm$z!uW(pF6?Db{jV`mI|m_OIFQhpXVq1L`uHcC`OQTc-F`^3?Ujy$jKs+QRCFB=X` zUhT&a)ee_gbp!>=SoF!5v=>sKW7?R!R~f4Hy*XJg z3Di|imaJ~}Os6UvaKHYHLW!cj?Ms)cI2mlhCoFXer5mW=eX`y%(#06!^|ocl&(%>r z?NpZP44gRl!t|7)p;8={6tF&W^U0bv9MZIv1(9gaF~X%kqu{)x;Ax4+M+%3Z5kto6 z&E6V5)V3ZsSsp}&4T-EkomlfRY4UTv_%?l=;pzliuF8yxlY))`A?$Ax3TO+|*@o4Ji6XMv=&YDcA|?#v^z-YE zAz_J#B1JJCLW3(#A&(Fh&ETn{NrXVn$U>ki+C;!eiG~&f86oQ1Br%|{iFfem_v7*- zQd2=f=cag}4T(agCTBg18BSq;Z*8+a+9A8mKS4l?ix#co=yZaM`5NYyZpm)@LWQY1;fOql2 zcR0!t#agTbI7JU|imflCwj;cSKUfb4-L|WI0_D!au@upsBa9@%W+%u!f6Xq+O_|Jj z_hminA`?3HhmW@{1Ruo!6`WrrX%_SZOBM}W=U7SRo6&)fs&8>hFRh!XAcZ)5-?Z=0 zQxGc(AwaM7w%{-7U0$yCS!_A{c)`@fL#;)Qfsa*}PwqRQ9PhVZF4ck@@t=@(YSS#ZrEDE#sIsV`=0X%{WW%>1s2-%5>ic&>#sDx-ap)d$@MYn*8(} zn}#Y$^<5q5VI(TmcA@x8M0O$skp$$eG}#jKbzpF~Pdc+&z{wrMgrluf$ZG(3QQ%W0y_u{l14T*S2 zDG|}qqN_*bP0M*iPzImVf&|cjVeDOC&~sEJONhT+tUb+r6}@}&=A#tElx8(I7G0Z3 zu=DqC#^xuukOt&&&p)`WrZ)} zzMOx8x?2O!7@WVJ)e?FrsVZGu^-UXh@AzIc?=d}rW_J~tOZL7n-u@H&zlAu zqmQb5(Ya&^C^wrBX5D+aWQ3z_6!_lS<7uwy#JUDqqD$|torB_j^g*KM)f7~-bH14O z_xNfLUo;qv2eA|p&O_4t;BANYba=&%u9lCKJ1fQ4L zCu82Txm0W}QDzTypF(}(G*6tH)w7R3-c5DtHoxt9-W%$n43xrO&Gg>gSkx~4m`^9T zF61ISPopGz+vTr!atlk&>hOA@ByQGMEa=w5Y*0(rDDSjKH(Ugp-bn0+EJHAC$alg0 z1k5+8<+u0Wk6F`JN_82S*j8xEbf!zwYiGE#wWj;DSv_2 zsp!YCU)Q2R05O4t(IB;f)y3vXE-{}7i%8du9Pa{d+H;bjMKaNu$mY=TJ>T7FwM-Dc zyJp6owsVOl`K7emYd3v6%>tqEZ@Z`yt&x${$@f6N(SWn10y?ULPty9>o zlUf{fh?bz67*?DNSBpUJ&30aT+@@>2mJP+1O_HQ9;7KziD$>OD0X9)>bL_HZwgWY# z%BF@OWx;6xmvkKKEB&Ev;JvtI890v%k5%dj=&)5~^n%cIM~1tdBi;g~VFO>nrLo}| z`LNj}$Kc1i)o1jw7FM;=Uo5nsF7A)_j=9~HyW)GhnZUhGtyfK5VapKrz4DCPzA3#x zenrtGn@*oM&zr81`q|@dzW|l$-YJ%`1Z`vxL;j9`RxwP4^J&@2Q1ftn3th@X2-et!(U*LeX>p? zQcf46P$#zATxeaw^>upfj{JK$_r;*>ZYhZ`Tb5r|S2)|3?0?Z)B7MJS%K@=#f z!bc(Xfje3+qQ{fwn{jR+3WuZ&c0g)nKp(?#_>zN4mYTV4vQ=Qgh%d=3PkuQBybKp} zzoljJuGGl$!VN(WQuV%UJmL+1B2`HV>)u%W7*lwqbfyxmm&V@|Ws)m@k(v|dmC|k7WZA=DnGqP4 zv_$G-PDRF=#tF&^#keNUmk4YjD{Z=ru*+>v6gx=9gqmVtnW)Y2T{;)^JJq**?`XYPXir)35owW1{Zk zrJqA4+%NB?nVeLresJ`Jy*znXxkQjhMi%&>#wn+CRQeM8uCg~}zi4GuFELKQsLao9 z7S_Zu8y(-StE{wo)BX z8zil|VC{46)wJD`H#jl=r3(f~tgH9LEm;u>yOGGx2Z!Wtu^N~?(d0+iRovVnUEd8V6y;~x}PNaCvRN< zf5Gx=f5Tr^R{uWy00^*#1y~^e7uOF0=oSFJwH39gY{=;neDSr5;y?+-!0EVP2fSl&f;)S0}`|pGE|Cx9J5QO|+?!!N; z68;|;sp?ZPW!9kg(LjI@CA;u zWv%qgX97qoS)g1=He78_X!3=yME)orJ({JY>aFl2DK?LH-Rxw8$2F`Gr(W)>_PDEKz&uxBRTjr(9N&3Myg#pv}eZ^w?VCvq6tyIbW1LYz9 z$;|Ng4K!o-x?3`k{qFVU@YD_s#HTvKAj#k=`EED+%VS7-tdrw-2oea;$LfSaZ(F~r z^^+#rlG5el$m-YHS(%Vt)H#TP)T7|GuWy!uHv~Q$xUAi*6fb?taQ}pBdGA`78L(AS zpBB|W4ryr=vfxr{f0O3T?dbS$S=eZ(U}=c#(wMlk(!6WDb^9XS_GKbpLUcwJ1S&87 zr*Bm4hG?tf_)3JqVe7QA8%zz8?-fox!Sw|!k4oHEQA2#gsoa~FTpHOb$-n}mHwGtP z`<{B~Rm8-QAOt&faM2@%RUjc`zR#XY>`-4}NM1r-{C@jwIOl4*EY4K`B8)OxI*w39 zPZ{bwuRjsgG+$J!*2vtrh@JgD5M_DoY`bLHVRP}dM+)@bH+K6n^ONs6_N_fTmao{B zeK>XVI?2pt%QUFs1HA(wuIT*AAnq=0!2{o6W8EQ;D4Kw~PJ6D*KdyZpUS7O{fq>5t zg}z%n{KlbQMijGo$}Wuf^?beHu$AEsYQQZg5tWIghtM>!xFVoTIJ34dRR#hX)QqG` z_|ouU>+89~*wpI6NqiylI%KX$!aW4uJ3qyQG|5-QmYOecN656cq5QGhP`8FKts=L3 zp)(lj13dWHcnW08=u%<5r!ZtvU~OY0h{N*Hu*zslO6amzccn?@GjHFDxRl!3DY@gr zKS%Xzt;u}VM}pK8$=Eg9e`ga&M-*9p{an;~YRb3)x! z?SI1nJ&sA_Nd^_gXJz65!vl@&z(7R`AFxQz88x4^E8C{-wT8$8>Vn@cYbS;2SUm1H zh{nL zBprjXL6MPy(EXV><>7{;4CM7MVkBT8YS6G_#YCV`$v7nSA=*9=h09?funaWE+Sm)b z6Ej-jQ*EJf`dv5Q8E9=FuR(M=GGA12-S;6i?g}M2Ec_b9WG% z3Js}+tE6{kL zS~d#K4vn&CT9h2WiY|7f5BJq{x%HboP`5+raSV8rr0i!n5vo`LKGYZ!N=TTuWB_}(=5RP&Syo%A5fZB0i-4Bi)wQcfNQ>AOT# z#yC*Ew?{KVO@hblI~tr5=Mz5KK=1dvI+edVIwz2o9dUm-?=xSCv}zu05Uk%$n+a7# zdnBL>A7{cG08?#rkzrrqXZyww-!MghQm#n*f|* z8`%+MPCGf_tmCC?F8&uXUU}+erbwAw^3V`w^O!^qRLK@AtbR)K<5U?2BWELbgrJ-O zv~iV2xHC9XE5SFRNjHK)d9#Trh7YOEALkKvI6qo!>*sEw?95U{vs_Q*#hiD2l_nXJ zb>7AWO=((}T}-t{X$JvaSVhm*kBy|c@jqNsOdgxN$nLy4IlJXY{E-l>RO|9hW~5{} z_qG#JU91&fd3EyuoWn^>wfvj&+mp8<$ePauI_h_L4|34U*A2}9{?!{LT%(M5910UN5fx(H>~MZ_D)=XLSrt1JX` zAEh6JW_HGQULc{D4%2dU=ryT_munQs3etu~zmpPZIX2Xh?B}M*{cSI zdM<*nS}I|OX{Th+a!zP1)rR>%3L6a12sa(%NjMo7M1ZbQ>D>sV|hb!rm z0*Xum(4(qz7vDTC$*qoz(Pq=J$IQVskETu=aiDy7+4`Amc+u@-uqnY2^euK6az`gQTq$$ ziACa>G^0`y=^N-G?A{j$L<{=;+n5~ClsD6%ABwcER^kRt`VCm;mdy9(-+mY3zjAJ| zsBIkXben1Ofo$%Dc(+(Oy|5Hw0>3wX6;`0JLYa6O2CB=qoRprBwc=J`4e749La)sc zmfM>rx1a0L&gWkE@(v;wZ?MMv@M4P9fjE6_Oj=0Au0mZp|FawG$ zTaOT7dbaSTAGjBm>-{CnWFhs`D0+%C>H^^Oq8*xT%W^bW&J(|F2=ITRz(bkcbgwzh zI{*}R?39@nM@HK!67vn#s{GWYr4_5|)v}ZPbC9ytxod4*q1DkD3oKZuO)-m}m zTkqH-S(8o^?}!Q}Z0Te40ZyuJsww3rDB0zd(UHb#A#WJW=(zXR(-{;tyBOl7sF6hh z@0XXZC$cK*H^PVC7&nl>;QO}eM%L8gS-)^0 zaEeU4j+v|<;%S#~?-**meuhkNq4S|Ru-?G~rXp`=xTDpN3YJ(VS1FyA5Vn1X@j3O< zvEk7ojz3fF-0F;#`w&NmrlTE|M(g)WCYaS^RMe&9>oI`_ON*r=m)mYm9G_wkS@ecm zn+kl?i-XhCg#%&SbUb7&UpoqJ#EKVp&~&q~jXtTTLuGTXVKmbEFVEB(HCd-g*0Muf z{qK=eNo1WWBg7JuiF(Cn^g?qR3DaCOT^=1}G;Z@OX2FY{C04quTQf;)G@;a%YrRrR zm97U}lq_9`3Bx?paNiM8cwosh*b=G%I%zqDE;{bXTfIb&C z5CC5Mi+AjQ^8Ny>-+-w9o&cGF%nKusK>-1M9KiiCGXR1FTrdGCr-!o!QIU){#`1nUePgym_ zCt&M;3h7rZOFyOlf5h}N5%BXG`D8QCpss;-`x3^~pu{Wnv5)%}F|H`bZ;qwgcS2^s_hmH%LFb*`hD3%v`f;xoO0q6J^L!an^ez zY^r3TvGyyVlI15YGLXNMdX%xOXo_m zvc`b>eyt|LszBp@@VB$A^5VQkvv5< zCesxUocnFQmuVE&xR`iM`aLRQdA`yJ(5TKX`J@_keW(&RLrHLgo8PI?3s>=?-{4H=d2tK>jvAih7p@(_y4{qk7%o4Ika)>FmdSk)%JtX zNtbe(J4+?T2j%UY`JvjQ`;0+TLyJ~eyNB@<9ZhOF;zn6j*I+_-QZa^cjmxqnh0@Ss z*2@OXVF&d?30T~_*)Zg79XQ3aP;unw1(p2*i>s-QTGGH=V+d>1Zayhl838}p*C`J+ z=vzl}caWqrcx~u&n*ih{vRaa&?L1j@@P<4*s^UG$N7h^OJFT0Y-XIGN4ETo!Bs04< z?o$>~!j{6I$vF{49uCJCfi@nK0frwrR}S3uk=iQ;RC&;wNELlh_JY9&MXp4{_PHSz zwxm3*+;Z$@j(9B7X#TcEBIAxyUQ(yqiMJ-UF9XktGcHV^V| zAIk5?%tt)1#$gZ5tc_YrVw@-xpJ7mslx{G8`0@>VHnN!CJI<_hV#KnWj6j(wzhK=y zQw}_6j&j-US<(P2qHKvkc-aJ(z-_xgxA(&wIKq%dz5-EQ<@^1HC%|Z*9nimQKow|2 zJS|f%F@0OsmH|>U>DZALkgr8ii6J-f8j%bn6$@6+L1HCpgQj@B<`||s3ua(2gi92( z7m1qM5QMGE$8U3JY*<8uAb8kdgLi}TmE=laRpamhKly+dE?EM8a5>sDFzbfJZ&Lh= z=$6vn%f&XfqWx_0ezt>W`kAB1Y9frE=$iuz z90Q+nd7nX7%9*mYopE)aS#^e))d}GwITp-83 zgc@WLEt5JO^n#B+(+1AOp@?XJ=g_6Y;rvtP^cE-p(Ygz2vw%m}>dKRpntH|01q!Z{ zy?2ZZc@`lWab18EnM6kBTR5(lkDd!mfhll<&c2%-JKI|AdO1$^(S;Tp&zGJ4K z3d~Wry1=(1+laPvBvZc^h08Ay0yctRj{5Kmm!**5xyHT_d`WdO3h0B?3xdJEz4Q|3 zbg30bf2M1T5Uz=&YXap5RXckJ?nwedp?oV$_$43$2_h33aHjHOXVZ^O)WcCF zBUlBP0yU(UEo!VVD6qE~pb#qkunGN$#`%Nu@>H>{L?3Yk-hNRB%XPrn3c`)#kP;B= zer=KU5r4|3e>l9FA2mWnYue(q6+YREUIxMbY)D8-4HsJ81M^{HCp3`&pQTRLjFT*{ z>dedruZcJ8lwV)WIulkL5RjqyM35^w8jBYWcd zq_w;ib?UD=>qk6Us;=_6>R4MYYwew;gyChz%qX4-(>PNm@w1nm=>bzbi~713kQT6X z7<*oRq9wa3WX$ot{|%lxp%Gmj%O#NOXWFvx;=qo38tKhIBQcp6wjx09$2=# z>g_$ZbO|c?VY{G7O!_S0v?L@*eUYOX z|aB&k#+twYzPT&{bhfLtF+jg@Ai1P?I<_S|o zG^2ApZ%xnSevNYY3Ke9JhWQD952eCUbq}1wsz}r*ZK-n<*;gW552pcRhYyLVyPn)1 z@(m9IxQ&aEYwvQ;AiuSCK+l!+eJa5OrA+Gj+;Vws|HXU!*|3VYA1tvK+9O46kc8uZ zs0Wgeznkf@rkuU)f9@w39CN?AuEU8FpxlH9rz24wD&ZAJZ1676B@nq+D|q65bO}6m z&<;sK!j0ZH7A>uCT`c(8%0NE=LgS+GrYz$uk8BTTjuA~bwy)2h{=0_T`+$TA{O=R{ zx&u(JgY(5*=({nZKZ8ru8wJL^wQATjt}y`FMX^{REY>vNpv+q1;)&`L%hosC_zqRz zM$v?yfj;>?7~@DY4R?EZOh}Q1krqV_y&3RPr;9e|AZ{Nh2D|n4JpAMuN(xkGVwYjZslx}jCOAv7iFRx`)^{et&yzkfZgR8+ z>JhiUiu)dI?wC#iZ>mu4zOqHH*@X@&$M6>E+48R=y9{YDH$B zx&wxD%HghHQ>ou*7(UuV-K#awdHe=JqVO#${hQlJ>yGGGr&+?nAY_+st{js-*Dx+n zH=Ckd&p4z(vfw|W8Iq_y5M6`9GBj*nbmwkNbMFN4ecA~65PY7+${J3!wrOq8L7@BE z`2B8_b59`sZG~^-M`=TRFxz4M#|A@CJ%Aux*x87ltN#aRub;+sJyWR#$?Y2=sl4xFjXBg0 z{j1LiDRZwT+v*?Yl8dfk_K5lI529aCmuyBJq@8vhSaX@EFn!J%u$I7;O)2Cz#h1I7 zTyA8yn-U<1<&GA#q6mXwLUtYZ*~w0Q*<&#J`DV97IQT0!j?S5@rMVC#82A+i&u5ny zh*7Tl+A-tLB&==R9ol#&%TA%AU`esL;M*m_`JOqu2VgrKvaml~p>v=f>DuAwB2HTH zMh!kqK)51)H98>h(9*Agi>^Jjj|gXh9*J>?$xImEUzeCuG{;c#kL$&{ewSGnwXkjZ zyw9A(K8t-*z5hk{h8TU1>oSdu+^~cr{Chee{ zA>gG0ShPkV%LWlNKPpdG;u6qkly$b~n!~`M2W6AIY14%UjZ`zcQ%AI}Ql-LI4t(+G z9-p(SRvb(kpN<9JTZV6>TZZ$e#w`~fUC4?cMHkLX=Z&AOQ`61G7F6k{iw#objYnzZ zi-}_uRQ*sZtlCt{ACC&4rt^rQrrRMUNS77Qn?$3o_7$V^*cYP{#y7~Dwy9GUcaJrt zyFICG3m}5WRO2@3j^l>Y_?YJ(-~!Rq;rc4!yrF~l^5ht? zxC-*yRs2ZZ2HY~%i4&u~#LVe^5|kj@yuKlmJNRxx?p9r9qc2#&Bfc5T>AMn?uhIX! zIrOb{SHe9tgW37lPrs_$mDn+hS<$QqdlpiCd^R9xEH!8YK!%J&(1XW)Gg#8{D2Edt zdoP&_CoW`nMuI&|c$4Dqt*t2~&=DqlJ6O_67>5&EHir;ceHcvcBENTcoAlhqyw4)X z$iK}JG?l{ZNXyh7PL#SE8ena$4Q4fJIIdrdDD!`7EmdUnrOvtADrvx+7+8Eeg7s-?S^cY5 z(-O|u6 z*jqcTuZlbHZv#ryX!4KKQT zU2-WBvJ~@L_g=6rO??_vgP*7+*lskR;Bj5X$e|y)A3D9+s$X6hyf1kGJ7;GfwLjkd z65+KMa=gflNu~V!Xi>%ytY(6MGIN=IYQH_=!=01i%eTk--6u&LRTv2mi>5yL7$zn; zC$FZYt)nce5a#D-IJsP{-hF?;v3$9Qp)QJ#S%31z#91HpP1wHpWZux=-VpcWY)Noz zwtLa_px$}(mnrqM_2)wj(oUa<2bfdWt8=d8@WmG>H^SN++9Tg*&a#L_Lq-h{heTzO ziYix(8euT3J9l@$=dYUQFtvVFtN5fnejI z1(>XI-CtQbQPG}RvO5UUE`buiChcRY$8{7THS-NcKc5e6H=jIr*xMzWNOD{7xO#Uq zAtY_k2SKPAFPl_esAY71zh8@br+K_hBapNA=3YwY+zP*N)xH zUJ)&gW=Vaxw^p>&Mz^rZSkWH|BVk-Uz` zLdkPd5r~FIZ*-?kYEIEiR}Kr+$?apK@mMYj1`ii2 zA8)r~W)Wf(YN}0?-!Vp#@N?o5-33=JUNH{z<$QC$*$>m?5oK$J1s`tkqGVnvNmHC^ zsfff{cz0AIMDTnpB0p=jcN`~dON(NfSwgbwyK6FpZ@EgsOD334HLh+YSlbQL^O&bq z`6&fn2||1%G*X7RvK}K7iZB^6RkIY^@yy*TE(!;K2fIYN-u@P4&3a!JoM)Cq1?4d>$0jDkWD2Bt^D%?8Xx>_%kCC#_&#l=-D=XYE09u89L zRgFEa+l3VCYNce8>}(A4hizODukKOjEgBYwVT2pN3e^tuiPPra1kA%YFqhJb(v)&~ z>h=$5y|VVq_Ugx38y7LX@3KgmA4TU+{K~ey{t@wm!NS}2hn(1#7OKYS&ppq~z{XUn z1s|QwU(y#SzA#@5&3#k>=O{J1Hkgvn87ndUtaR5iIywKs0A?-&u*h%=<8@I~#(d_+{;zzSEg7lX)|xS5}uPj0Q(SZK3z=pE#Ri$TE%| zMH3wtxp~`?i|4n%^gN0dQb7{^E_mWvQ-(5i4ugsAKicUq=%Q|&->IdbmR&p`plLJv zEmba&l@@NOz2!oV;Coc?E}6}GKAdIEDC(}bbNo%|n*9-W^&=?hS7k219rIsHAMbUH z3=kOjEiLQ}EbMH7deqN+@V}I~05;FhvX!KPzKIT>r4ymrQ_`4~6Y!-26l)wT06*#p zJ@#J51~>?Cj9-+w0MXrV)h(7k)YyQ~@%Kl5Q)2_W{XwAv97TVB>Nlnk0A2fyCIoE! zQ7!}0-oL#D$l?FK@yC&Yip=ki{BdN~-;Vsxm9(EB{ZZoh-&N9{d={V7)PS=rpbG>& ziL62YS?>L-n#<3j`FjEa0Y-gK>Q**3K+F8(x(JxjaXfj)J{h+%|JuS+&rHX}oE|8# z{fUG2^P~EE0%Kx(vh4$8-hf%=Q^oA3IUevQfY@W>{IzQzAVmK&QV$sBf1S$zQ}EzV ztRGOzVSQ4h1GTazwBA!c0Z_uD|2JN?|8?p3t7?gltdX#3xb0lUV+#!u_NP_)nqzYQ^~ZJ@NO%!~$4`g8);i*x3>F;a406l$#z+8Ij9RL`DPp+dNfHMhV1l-Npe%-zD$AZuDr>pPhH|XCpR=+oe zJV_;h?<1gO4@|3{{?bgp=5YQI)SthFfUmE=Ysm+G<^XL_0H*M_sF;|6l^XA0zsom(-~hGDpCu4LZ_y^~&;vca?}8`TBF0?i#wD!gZLe5?9*BVw`V{?8e9F2=+BRC`b zm$)Qzx%=gH#c@+3O)lQuqKU=dhA4_I)9tiMJlyWtl=rcjc@r)aDOm+2%I1bi z7$02>CVMIzCEPjKwVV~}*cT8c)f&EapSf!&H3kS@*Qwn_CO_*#Xkf26{-I3rLd1?V z5ZhZO)R#0JLrc@+mQ8Fj@-w^_%eNpcbAky;4U1;n7{pO>BbK{8iRdD`D0h~3n6Ph5 zrojf?lxG^ZCcqr$4+LWOQF%} z+C#FaQZ7!ODIO^{hB`=i&DkR|@V;!YOP2#xWb-v?1M|bKB2$A0{vyu#XKMf2(ye?l z*^1suWx5}#N=!DPJbmvU)rpZm@8+d0+X-7Dea_hn)Ads3SW)1EL2wU^MGiVv$C;q2 zmT5;Fh-CxyNpNihy;XxW$m`DwZ$b*Uor`WMv(LZkyKpDx2lWI$iOz==oK znXT7{(NPG?Zw&{&x`!hOXGA^}Zpww~%|Q*+9Y=COPxA*YCkm0GdlCnpeJ*Kwgl?$# z%BIj^RA0wXyFn!1(PND@a%U@sr`IEKd1%_0_M*|n7^G94j57l#V6B{#+C}C_t5c(9 zWPd_RXi0lz`yugUqS(4ISHM?KTNRXYw*$`*g(5< zcRNqknNiUiu1c#9J{^BVjtQW(JR`acU35soCzRnu9T!zNvPJgLRUpwBQSp=p-5VL= z1}SoV8=7bi@M_@6L(QuCyxz#TXVO7|6PDShS#0E+g(^Fd_-hS(FIUAJbkJUd<-+Je zQD;1Fy%m+rnjRLPO^OZsuoLd}iLpWlK4tMnYoLBidn&bj-k;frbV~114cFFmT<8PX z9Z3Dy-cF0sRImT*DPtt_bZDIv8TGEf1M_>>j73RH9jU zNXzKKr_K2@Urxjz5JRirSRI(Ol94`$!)mu!S0`g{5um>+@+mxAAcyQJ4xi8xo8r;=|6eObt*tk5+Y1g5p?#1z@U`r!AN zB(QxkDmWG1#tqM}TS(c41~Qe?_ouDyG<@4Jg$T_yfAk@o((>JV)HeU2AKNAwK`$sh zLnZfrSo`X@thR1zx?8%tq&uWr=}=NSr5mI}Qc6I&yF);_OIkomx}`x{;M*AY=#_K6 zbKlp$y>Ayg!TcabYww+zVZF6c z5~!QLFh>p|d?%A0x-2J4+aO%FFfJZ}>gcu)V=r2$q;t0v*Fd7Ta9~Z|5?>b=5?_bz zk;G1@$Ds1C1F2b^0E_0nL}1oaJ3@}STzeeY2=UKvCZZ#Ya`|$2rZbr_L=>_&%Y&cy zzYNou&1yrxhpn3@3kJ)FZ}BJ$G!SI(%{KjRxNz2N6PEwVal);k70$$mi8ZN{|%UG^hlm zN9(L!uLj+Xt;_Qe6w4jTb4m>JE8dMx-y?crbDl|ryfv1t=ny{hZg~RSriws>Y>wtF zW)ESl>X$XMSrN=kh7f`}X!)wrXQRA<8sPf!TjfLZ=$8nWayq6Ns~a3M4z8gmcrBZ* zkXvcSY33?kIT-gfg;%=1Sg(o3nA-KvZY$@9lDS$U2*p?8K0{iwuj%cA-eCPs2k_1+wQ)oDo5_G*hmzq^aP;`-Pvj@2Jx5@X;$uR9 z6-;Oiov^X7V~Uab6gfIZ_B`!6F7<&7pS0-MvRqM~=}`P7h`313qne!*jgb@wq~o`? zc33`s2n7tT)3~yh{ zBF|3hdN$3JnitK55q2e13QNXc>lIK z$^Nk2Si)nM(a+{pA8~M2b_QIv<|$X!A+L_@Bntsrc7sox`v!AexCU+CIK-oYTIZ+E zNK>W|pfqJlv@dX#Rz&X;*doF*@bM5`mYG9S+*l?6>i(PlTUuyFPJo+XQoYQ?l#6_v)}^3)x8| zClIb`=>V5eDT9S!o4(ttpw?EEE52@=ombPq6zMd1m=J%GG?e`bE>+COP-;ocYlMb@ zeEk82B(i)d$uqf-<#{l9Z_+JFqbT$i2qWgiZT6S?+roxYG3wAj$yeBu3yd;Y7hDK1g|!IL@M9Qb~8g#`{9My;XGMjwG zLV?15>QKA=K5K!;(1^1h{fQIuv3T~$@*5QngmYS~}n~rk#p( zW?c59ueJL3iNO;_$4tu&>Z$}-bH(*~?d`Cn>;yEsV*`^bYLiT#n|{Wb#)l(tt6(@k zlAlyqS@86t94KaG>TYp>=BbqDElX*BrU#x`zu(}Pdyfr)Yg@ii?#MA1RT4|u9Y?^6 zEa2WaEJ1MLScY_}!l_znJ^R>TqT%wuI~P{R2^wbSO1ufv(2KsR&XQ?dVuk7($MO@_ z@%n1IffuPO3Iy<5>?vVRqU z`JwF7@%1%H7o-nC_Lr>ov<+O0_b$)A&~-@>(?>bwwN_gv?#(kFr_UE5tv4_Yt87g{ zvP+mSmcRI5);o-=>WQeeDa;0m=c#Jj;2IFoGBdgjs%&Hl+V`PjciDC8vwZM0k>}e7 zCbGM)5%N9d0#Z^Shc@x`71iz6W&zd7 zyljB*$KiF<4N7eLN77jDu%S<#12?5A#jZzgJQdn%h3}$y0KEUN6ZGF?Gkxp$00(Gu z?W`PZ^$l;SAFi*I%72y31QbH}M!j(S;9vj@>id-+><-5db_W0&zx@}`KjQlzKiD0h z3CQ;=KiD0hFw6HVKfW2Dp1xoC@y(n+zM1pKH*@{?X0C7F{3`?W)!HAY=>LuZVgWE+ zPN4hE4-N=`F&MbHIEgudY9lOv-{0kTRQIdn{!^QPJ{-hM0HUpEsBcfK0rUi72Ry+6 zWF@fzP6wL)d_^fa0Q8deZ`v2>o7x*PFbV40>1*qn8(Z1^26la&&i~ZB+d25lJXWAi z3_I|1IRM}rXch!C3<6pk0l82d07%Hrb$9v{VAvfl`*Q#s8$hZs0o(`&zy$$76dPa~ zHvngGa02a>*#Cx}y33;5h4^Q@#B$qC>9z_H!2SS9Zvbfk%qGyC>$XY}=ijwgvcJPg ze~wTAx;z1d3NUfsO=1Q5^soW>dH-b6ofG%QvXLc z0d<nz>t48Cc%zz}n#iCXgAR$=HF%haJdbWcoW!<&L%VH5C3CCou!eCetmG_}wIc z?F6X0f41n3r39dw|GAHT4N*WDA%JUT0W4wy@)m*CYCsb)b|A3dItj>Qypx>!9;2S= z+FIMOF#i^zzP>2_l)nI82gn^{2Nn_6Etvuk{I^yD)5yTY{eOs103G_Dd+gV!$pSod zx4o9w0rZ_4NV8-CJjVn?O?H4H0AvVvdhD*C`StDjXWYcf!OXx0L`gPa(wJ`pIX5tQ zK$2^V}1HuAeLv&m4jsvib4aj*0nsD9iCg81UYGrw+ z1mf$~;t#otg^2+OnSg2BUvqN-+#YC@_x~~NE|TZ#F6R%~#03agfbGf;n*h=YXfMe1 zkM451a}K}mxc-b$Krc0*upO|D0D;kM8@SuLe83)+jUCu8Fx~w!zT2e#CZ_)yuK@iK z0~4^9Vgcrk9U$3m$I(AHyIYaLT`AXGKeMa9-~8KfpyeGP^^F5rfEV!X%vbj4xO(_VAJtliVHMZBFJ#S%3M20v>yfJ)_Z=5GlbPA zR|=+*+v+gM@Ov0qAu1X3pg0P7bI4GIGX%QTL46zRW7bdz^qEG{W5X)72TZ+Hl0@Oq z_{Xd=7h7$%XB)v-S#C7~+lPkbjI`b9?X9OWR}J7PM5!J;uns%tK%wz)UZ_$wU1MhM z@@ewEtJ#2XHnmnO0g7m*$x&kgyHrWjKz6h_r{3jR&ytGMx&<~xD6;5qOaq(^F><-* z!+kSaPj_|6;w32*$fqIq^(LH|X##u1`%|hR%ihyjV6r@dKQ(sHbTrhe)lDe5a&GLF zBItjy+N4QA*UFxhs&jxA-rV%uGyW4@Vw#U?wtibllZ6Ti-6AcX>E^-CmjdyK(6A1R zqY`t^OkqrVhGyE2PgGK3NQ1gk56%1;4S8wO6-41tB3MY{;p%66251v7w{TNiUNI4)T(@Fq{L&i~SHL(};w>;8((=!&K4&N``6WBsRDG z6zg%;X%7et<8~B{6!m^s;6&vkGg$2hIkv&c>bH6XmGMJNnYUJ#SVGOcM>&>_9Yyap!5dM`15;N zjKwk33(2!U))wJXa~WEhx7eEzGH{vPXP}qD*zCDtrr5e4yZj78)VVJQKPBV~fdmUD z#-gxD?+4vrCN>-_x(nM=a>?(<***++lMSbek5d-?L}xTW<*yLBFYQJWnlQufOZF;0 z6gFAvfX*Tuy5Gz}V<8Y8bMg2HY@5xhz2BASMPI?rp_!U=?MoCizn8Dw;_oR-!lt`q zSrR2Elsx*J3n>G2L1em~gj~W%8&B>Nj;Te44}xLdmp$5cLg(k1kGxQ}Q2#{QIij-` zUdacIhW_ySjXdpulf>SfTbcpM`-0v5?6c*-NbgKA9hiw1uRSbowgNR831#NcRYq1& zIO_EL$!hS4vXJ)GFyNb-43b~S=RYrO?qz?C|sGn7dV`j%A$Bzixu|x zW7k!9R~m>;w4{lI4T^!>js{4ls*mk8QkNEXDhtUzEnE7h9#@8-r@p(G1QR|Kp@_yW z`TL z#MoRK=>5w>rl?99Fu$hmJ&PUL0U|@xEac_|?5OpDwT)%g&{Ha!i&@9j_gFC0EvxRK z1zeDFUNTf?;k}EoJ$ny1+a3BB4S~K^wy@l6r0O4Jl-_`9oqd8NHlH)5|EPArLIEGZ z8rjuh?ume|hr$n%ffq8;oGSNp)v|rRi_T!x zrlyPtn3J+3FDriv5_5O3Ij&qBjl_x$uWnrhjlHmRkJV|z6&n3}WxA$%P>gnkJR9aD z?xMzXV>C?qtPIdLx$qYucv^UX6>g(Ny)_|*H6fkqHD4~^8NWZJ8? z6KayP-1}7*Ij0{E&ZCXYL?jEGnpHQVHjb5-T550Xj@3LbqR{%z0KJ2&XN$A-%hsZs=3b- zrlaZ8XI6&T3zP}s(g7|8SY7Sc?HIPOVa)P081YmP&U*vv~u@{;w&@Q(79UvQjIUX}G&K0Y9S zeK1>D06s#qQD4ds>WbI4$+-Y}zY$to&*M~+Nj}pLjU%KJ{K?Yc*x3OuBHX*iM~yGS z$KP@0l(zYx(nfea$lIu_l<}m1EIVZwS(=^eHpXBN8(3&Xnl;m_??KzjOZOxO-Wh|AWwu_)$PUbR0??bAndrb z@ZzYat+S;lWxWqh@#-w+K+>aomANXk3%ow*(wn!mpF?i(a}LJUBW&J(%b_e|G4I~3 zynNqpB1LTkbAYNl7h47Sa)Ywmv}QHEv~6(KO#sBY@IYk=enHM^uI3yI8+8@*y;WaE zZ(_Cvs!z%bEwxW!f>O(``EB={3aIFxMd15Xi;Aaf!dN7`)#N8u%_9bPo#i6h= zm*x|0ZGP(SMR`Sk1UKO(-rb2@r1)4U;es+B!m!2hO?!|A*z>wUdA|y}oXZA!r$)MZ z4wzwdt*4Lq9ctw!x)|$~FjY3!;yB|T*JqgYR=tx+mGfhchiM1>(sNBZi&N@bV%_s; zj8SoyLC}Xa`utn~g&eBdWx)EAWwk@Yd%vMn@|E2ZqJsHA>mba$7Z`7Gd7o}LrLPN> zFiaaN@u!mcWVQ?m?G5E(z{bRgAoCI1aCQ|nGdCr4HJaX+f`D&X_bnr023>7gIUeF? z^cSnQIJ2QXvD+LPJ!@E`dBO)4mlV*=)Z;RU)gyC*1=b4g^CAYR175GHg^ju*F^}=f z>t5}?Hi4QusDN9M>R%hUyQzS0o4j8$K3IS@-~hJ%Ur_dq0I&(bKtO$Z;JETnHW?TinOd5DM_Ycc`VN4}|9jc~r|N&!+nQ`ZRtM1L zfPoc2OxOVVKO2B10ALUU2h-o+Wp~cu&u5|kjx4$btGR)7$^q21V*}2A>`dGML&HqW z0iSPB>C9-~9h3j zV+A4u3&5ta0BUWvuRRxlXYX%Ps_r)FCt!y0|N6}RirfKVfD=HjSlMsER~BM`0|nv~ zG3#wQ8t2_fH$QWsU$MLYO*MRb|NI$`0qG-vpdF}jc}w>JF%<9^(2oSL55N`K{(VTe zjdXvl^;;zD+ZNzoVu&n2VEm`yKS0F0h5z4n4d4CoCvmi2;Vzb2_TxLT|0}Nc3zYT? zdiE3a#VGzOUIt)gK;8%NvjHCg|8@HyegE)FzlWdjw|@zq{n9Dq2Y7ay!t^h}vsrbG z@EHzFk5uhN37kN+IYzuR!NdVbF|@2ip^JzWp>lRsGYgjw6~l_ zolz!-`}>*#glI#S#?B{)Z~^N>6Hf#hn2f|>Sb$!m#{<$pi-$Oxbkt=%$HoNr{<-LJ zM^0@f+DbjvT-r+(?G~$Y^_cM;HzBSVy62v6Pm4=(-|_de`-i(9jEB25)oQQz=_x74 zw#{)i%~&)Sd9ST+X{+aSr3{spUb~AeU<^riQ;MkgEJh*srcL6uPE9>1#PXp=5G*JIsDlC3fFoM>n44H zBow+rr!)cQxvJzsrjnvBN7Z@3T1`mB^Y8Q;3$C6MZV)y+v)nsfrPL1J=S3%e9q8N5 zW$9hn-t_UY&Po#M{--dCPsZsMM3?S=WTx0NI zyAoQSZ^Iw2-kPg^KH7?#FD|UmEZ&!LvMbhd-wWeR-D=PM=v@tO zJgcgC`I~3O?)RNvSPd4cjAj%SarJo|BC0eActzoUN@ZGB!RdemZ|r?VL$wk|;^WYN z7KeC()z2;T@W^>V!iYb>a6IMZ)vV?7w~a?H&uL_FVbMa#*Hh-UDrgV2@Y=1MT!yNi zHdj*a-F(*bd96cHV1@VoT*w%PWd>u*P5UC}xF*6@(8pHo1PT!6}6&fg7Y){SW;n<&kI&C3TB8+$owkt$S#7^7|;{t#r% zg6g5QnWcB$@|42`2zQLJ9DN+h)DgPO!-y9V)2JBt>XsldGo>5y1}_9jYCVhI5uCkc z6`IRYNlRuS4npm2&2Ra%R}5|gBfZMsz@31Aa9L(2g_O|1%}Z`C42g~@`6etkPl*R) zw56EXLwaP4;ifu+kDiJ)ExylLZ?9&+l^8B|oXEp)z4(QYEOYz#wo;*jB+Aj%<92j0 zW#q^D;BU%7ag$I53y;s-5F;T3V+XP|4Yx+GTQQ*UNSVhCRgv(R`doK~Mq~Ft^S97L z2?V!W23o#^f0RDV!xD+B@w>*DTqIV^B<|(4BwwzCG=Rv&Q;(JlEGu`AMSY^T!8r{s z?@Z^OBd)wE0gX^0=;nA^bq&Q2Ja#V34@;5k>cZ2=ccLNY`@ZmN`#{l~BSv`Q zRa2e6KdFb;PGf=2)$vqu4IGz6p_#KH%+U>LLF=VVi1oyzp->18G;=6>*sYnVZg{iu zeBYZ}e!Q!E<)n?6LUeT5sAiT8yC*vsLK}qRt(lTRa!#*QU+um8Y!hDxAHq>dsrM(c zBcp-Cju@?x-b-C=co9ztcJ#CCR;jM5AgWM%Tdf1TX+=Q2EzB~FhH>8NctEA$VPixJ zhxQ%AGpWeB4QY!Aj8>jQ5^K_WF^S^}U!z!*J$NO|C&14)L0{dcHSbsjTcNehp|mQ03?-AaRtUpIMz$fM!K>$j$&AgjRu;pT5bKA zFw}z0a3xWQdJwW3Mq0qw@L0GySo>}w8?{UILiHCgao7VqQ`E7K=JuY@E12fCmP+2w z2_W!{b5$DWSF?wh99ST&iRDDgBZ&)q#c~8 zmf5sat!=lQaM*j%li7o`KEIbe$QXxE_5O7bHN3gV{)Pk3eH|(o8v~}qY8}fZ)yrhQ zx{%0GlLeD|!#ieO$&VW&!F;Wsd`TUMKhwaYpxu_#}50fU0Kp+ z=ro`O=BchUNf|CbzvuO6>B^y^+{-j4^?c)yzoRSgd1616zCK6uyvNikp*_;*nI=Ps zL2x>LQrW9vwzSHmtb>B6&*Wjtf$twv$|WqR6Ff|M)DzRlf@dC+lI7Fy!{pzxEgZdQ zERN&A@-Cto-=OD4CqjY0XXBBe0w0D`U!N*)Uk;8w53Pq( zA?<0>kd~Mu0u+t02TxEA)X2(S(-%2Do|1e?p}_mZi)jE7(uub5N8K^lYarRdfF$4>^ZCOahcwf3@ z6nvQUK^ttIbvxy5@reYV%E2~1&pKdIeToL+W#&9Ifd?6ebz%NefRX@C9>Mtf3u_DJ z#QVpF@2N0C+htt@cgG>1qh}tWvk;DrfiSLm3DLFN3U04LKqH)(EJ%RUaNTTUG4JhJ z=#EBKte5s?szHL-Fz4-f_JQ&$Rm=ZHJyKWte82v)axZey-y61Zo1TKBf33{ zZk_;?SB^%3UC;%)JPhoZA-{kY^%=Lx=an@^_u@7mC57lk4|4MJIt#u{BnOh`-5Wi3fAcsuci zb|xK&n6ln%UdP#R6XjD=V0}7T0`;dt}oNaef0M~xq{-wWM z#N;>ut@frRUZ<)2z!L0Ik92k ziIVZJ(-Jqo0}E~Mx_;58%{$*-i)5dNyhB6&=CPQ|^9e2c*8wjT%T{Gh4F4=IbwAs%$T@n5pjswiO>nSsLIeIk+9@wXFu}dgA{l)e*e;3 ziFUSDU-Y#seJqP0d1!a$Cl<|Pav`k!ivF!vZ~b(iw{~jQ6_r0UPnDP~Al1*5NM(yx zk8hNx(48TAN!#w)ZVJQ)E)|q3GH2I1c zk_((w@2jBqA3QE>rj5&b@6U+jGf?~UA?e71eRUle+AHs zzs^&CgTH<~C;Tt`^=ntg{|bL)Vg7-eGXKC$e{@Y{`O!5M=o0Ytr~?RXz9X`?S@7RL zR-ggq_dmWPvbV>sZ&z4;d@}%qe82Jyk^KdT{bs_50BQkF{4*v25DuV_0&v9J zZV!MWhXnx2IDuS#4xpR>JL}yYCI2ep@f!^LZJqof(}12GOn{X2e@p|^u$;gF``?-N zTm71EEBDWs#s-wgxYeNEwmkuA{s53Cpz;I+)&S7X^*5N_-4pryv;OZv>tDetwy)U( ze@*1AEFDlT{-d|P!&Mfhmikt9_D1GbPQT$*Umxy2`X1J%?+J@_u9{x*#FhW+X(qr$^#2P)7&a#Z`-ll5=kt#UIgMA3m}8$;JUlc z&fRP6&q3O(Kuo7l!LMl{!#V z>5th4ByKTq-AbGRFWnZ6VFsw1TZQ=lr)bP?>m10I`0GXV6*~U9d-<2p@z?#rkLmw? z^bh3tZuu!dwEok*Zy82z0HeL_UJjJW`c1)kTj=PYO#gOsj;|c)9W`Tsr}AG6XXoa) zWx{^DInaXq=ZEpPpMJ}vu>%wo8xWs3fwa5dQlE?}#}cDug- zq?~sQ|9P4JetY0qy6v;h3e?R4UTJrY|9L6?J|2jtU(2Q4=8oLetOM|0jtoprQqmJ-#{rXT2;?y$9fCzHgU-54VEbZyRLb!)>7Y zwgCnNyny-^XrcCX_QZh*&&>2c^4p)dg@4H)+|?u+c*6fRgV3p=_UdCbs>eiWT=x_$ zeds0ilWbZWgYJ^a7*UNu-yLYP7w=gT9GDF`E zqDr3=XU)Dz~)Bo*O-%L@%_}*roH&yg3VZ zy|Dym^Q^y2*Eicf9hfbYD}{Nm1i3ktCHbgI)k6E~5btTx;*E!@j;LVHkmZVFYpt-l zjq@DcT+_umj#@6b_zNClm{9`)JwXC5U5~hw zVZO}0jx`w+W)@0;zp|Eepa0Y6(5(A~F; zmv`My8kW4}ob(a$`9OX6G50Bm?5h6rd;I1h?X3Zx&hcRqK9U{rp|3Y%Sl*?ip^%Y> zucvQkaS=)mpiE55oju1nEQW_Ap3YUOs!Ml0AA!U^8+LoMSo5H+^z=Fr3*Tsb^z&MCN#&DV-++r&e(5#ioCBn!D74*EdZgle7e2$Q?z8nVznm;C01U zc8i{ZR(e+FSKITsDsrKs(PhrXvw?Ox>`ZF7MUj=|5YYAS5Q3y$O%=g-i{(4NH+@2o zNNn9W4^`_Zi&xN%o)#jd+WJ;Tm@P-Ezt#())+K{DHHRKcWdZ&@8{Hmjl_nvdF$Z() z)wI=2@|MklOHM|MAA}$!&S~ERuF6EQM}D9I4^ntAUkiqkGoU8r(B({%2nBY9{tkLm z#xvvf-Dj3I?blwjq+o$yJV9)llhK_nJ>p41W?UDHC?~U}r;wKfGX)_zE$yI@kM7trp0&lpB>C!I+r#-h{MYNA&+b=MQ5T-neP^DQG`&2YA0`H>` zn4as(4%-(rCJ7oGn8$9Xt}?BAZt|Wv&@?hkGbc&&al0Z-I>*b+!Bt#12gX*q_!W$S z*urU}w@Z_UO0SE}K!#ey!Jxp2Z43IkkgWqdEQ4x55~@J(5RVc`5k#gdHpaN#Am{KB zyj9(7iWW15+CQn~siUgY#0bz+A=r5sZs#S`5-dL`aeoL53YPhCYI%JHJQU`1#k*v1j8+rlRvp2L+Xz}fyqa-W*;Vn9klF`yVny7{X%?R) zFobca7!?)sh2)PYlS22YoZC)6xR@6il*Hvfy4jdvBxh5ToHrn`c;(NfipviP)>`z2 z^FA&D3|I5%9wE$hWc}5yV^8dj8OCcFOpC4;FMYSv(KMVAnSBp=NGd{=;6eal|`UN5*cHC*eB?IC7d)e zr=4EMz?$?1Jf{v6AC443*Ix3=&XCob^HM)C?tSZ=d0LQkO5q3nC8TT%jg!+_<{vmX zo}WLyq#U{8ZiGnF=q9resIsOsFj__;fkJ(^)QffO)2zHeV&~ocIRL(zkw#zbgQ4V5 zy~DCf#k>p+#6t&BH1~#q11Jn9B7f~X3Adg|RLT3yW2-aVV)E2CcbMzV@oGWQ#CaLd+aE;Eq+GE;H$u10 zW^{gKgTw~`-C9k6`l)cu!*g2oMLE{vdcly^dE)%$O5th=Sk_9pomF_dgI|H?UqQ_6`q!2Oec6>n7NDRibY!e8BQd z-JZV(XIKrB!q2>l%z9>KDWWvWzO=2x1UA3rPvsTj5w4+LQAI#Joowp^`ZgL7zx71W zPifA+xr!?DlE<`yqqCc#uNP%b=!1;H%zI&xuF;N}68sgBIH$crqO*!pdX)Q)>Bzjq zPj?@KrZ}=Fr#s9@E6ifS&7s|*&VS2I6&8Q~k#ozC~d z3j`J^!+7S+m$kV^wN7tSYAmF>bo)Lzjh8cgGF=c%Z+c8l$@9Uu!??Qwme#96L-V8Y zn_(fLcQ0d+{B0Nmn#y$FL5#u1QH>pT_xTJY>m-Mu>OSS`%^3G+!{f^?A0Mhpt zW>>?tO^3zh{3kutzAM+2h^?!8=^w8ulczq^CJto26fV7*>^-4kPa`KAtzJ?yWjM-q z`RM6Ki*I|jW4*%4o1z?F8%7n5;GbMeE3-2GeNsiG}ow%2oa_?-u11j1I$X6K`wHK||#hGhCmS2YR6~ zaRgh{a;7@Vq|^Lw!VY&Xd6iHfi)gaJwp+0v_#SyZ)9hq|HpoK^F>O8x^}i;3Y8kvd za!SiA8o!fXlE4xeT^cRf@Ct0H90q%T16j#p4MC#exL{M((LL09pmo=LGDhjT$mzAp zy>`jXH&1NW><%BzJ`C@<7paM&jP_frv?uQVI-jih52a(NH05_z4Khpma zg9mrx=>}nM9?y9a&&y{^0YV>QY#m6%3Yte**KoCkBbRa7#V)K>$V-_(Tnmunadv&i*)PvvA1E+@KMQy^jY3z8F4p;FoH&?w7fHWZgu~8|d18nQ8R^rF?!ZWA z8pE-WPs|wT{v%fU9aamD@o5Qn7cKBJMf*@Bmcn|gdkasKvKKs!fy26dSyQ6luRk!gRx%Okx#l72XyI)bVPCy|v zRifX(6EKk$rjMDfi8x6p4npzabC8iisrxDzs}7=AlqO5;BA8LSzIQwwRA!0`6)R%D zT@8{r9gnz1__;h4h_)ejDvZ-mxx|I?bLm&U)#HK>4yVMRbU}=c@9E8pG_iGG2L;?&B!eM$Ihkwmi!_$){zoFih*K09DD$#L#cR9)O zrC$SS2{H^aL*WxfR1BslKGCMFQU{LQf%0cC9(f@m5tmInbO>z@@{$}GD2ND=pRG`$ zc#=rPJCv-fhV&Nuf;-qerXKnGD)2N z*I!C%bZ~Trc|(>3u7|GhQW)dS`{sPA;v^sH2)@MZfa!q5`KX7dSrT8z(@mbi67Lz) zq-6CWs@XuHV9GA!JwCoq8)NO>0hgj(PVxB&+K8q+X%2Mlrb|tfQ8j-wqa%bM8p!J? z5^1gD8ZrZGW;xK*NSRtoUI(=g*S&#_^^0}e4+>&bqtvHViHe`W!a4DgsDBE%Z=_B@ zT>UIa`~ej8V(EYn+6NV_lCYienvACdHMBeP58@x_Ow}gM zC1eYMW7bm?z`+R1QhH8om;%>$T2EjuQ>ftig2$ZKi!Zll=H&QNBZTGzQ>244Q-f7O zZ%UOHLiUJ0yHH169cfYk9Xk}awiDEl|M4q-NQr1ivbNr<&xTDJa8Bx+Avi2fVi6JZfq3*GJk`?e(QYA^3`eo5(WdR z^8-Kg$1nPdru;Je8x(ab@8kjqn%}{k-#TCadiQU`S#OJb16cPR!+*nq?zsDHy%uI5 z_2Q1KLJBI&U807DMI|~<(#eD~e#|!{v|H5^*Ipmx`_lG;~{xkpb zw|58h>;RH?*YMvk#5;cbEh2rJUH$vrzdj+~=lxHjU_a-L|0h`2|5CpGByar%>-q)6 z0^AEg?Oz|)e~DDx)kU0x6G-Fums-~yt=Vug&M?o^<~FN!sHJIIDV6ML5NLB-R?w4( z#{LsxMkzx4n%tQh%XnO0t$zt1I8CQzH=ON=L58npkur;=CpuQV^*k75TwQ_kxV+4wqaEH%wr~+pD4@45 zTyWv5^*FeoejXxLOh#v)?yaQZ;N@?x`h~9GeIUFAq?HC%23y;dc;RW2R7VMIh&X#X zB2xibd=w}_{=oIZqdrmKV{P~N zT$NW2o+h^$F&%cF^s zn8>gU6m}uS*tQxo=lcp{>J{Q@;P(C|^}{{LP$s?*^w?0i8yTi%5&0&(jEXV$^64LD zQx?SxhEs|iH;i;tiWic_DU)a{JjP6hqweXdi8dco(~7Q2==aLFTDn>Yuux-F$$Jd3 zc{9tN_b#j|LTog{<7S`EEN)c`zPkKEB?h7|FbDoftpHz<*p-Y*X2dI*TRrll`bdfxfWf)%)x?t zzmk_KfwXUq$l$O_U-~{ysr9`w##sp$N>LX+F z7M4ts#yvM~Jp=Hpxrr%5VMiFwX!)aSkM2!BmeEhDSInOX%jO6p#AmUR3KPo>6MJAt z5=6zARoz#VMX4oa3KAm0rkVwMVM;=kLQkCU$c#Z=D0)gmDeWW3qRSui%q*-fC(|of z2uE%yyAZ93O$A|tl4w$NqI~1Y8UnhZ9{7%8FPJr~OzhSb3w#zeyxL|E7}o59qhPN< z@QlR`wI!$Q%a#zY((yX)xdpm+yEykQuRf8PXAwW!#cj4KdWU;B;;2{?@!ChyYS+7c zo`du4eOu&^o$G}Z*)`*oe6JwgDE&dZ$f1+^Ttl;^N<%Y`PRCqUcBFJKwn8-8$DG^u zUybd|ezIQYj7h8-a^{>FFmK{5l5X!bYs!(yUbo@ol$zV~xP&{`cI;*G{UoL3`>K$a zDg1Ah&^7EmjoCVB6`oPv_^>C20!@Sh7NxE)cD zUzx=5ysL0qixl*T+TwU9TT=O`k*?t3akwMDf^A{f%83$1&C6OVc{w@D%{ZHwAxluR zDJ|FcZ>P7Bj|SS-D+4TSvu>_xN|tR^>(X8nN1vov z>9K{8!nZR|nDlbnj?qG|bgMMyx04?nU3oavmveeC%|D0~)^N1SZgDrA>=Mmv7=kc$ z;vdp~*FMplJR;be6JglqhE(6G1Qvgc)Vl!U?E(HWadQHBJc}dz9Eu=A>OG=&+;(GF>AHYd@AaPkNJ)fR-$By?70P-h2uNRgC*&%1;Nt~@;1#H zJw6gS9{KXlKr`vfu zPNy#ZS+V_r@wPEQCfbl*U{y|LI!X@5qxf8SYRXP610|8@P2N9}>T zr~88l%acV9m$yeJc78E?^;3kJshyZ*AB8?GB^|+vg2f@Oq)(S3r4H^AZDaTO^Ge%y z)SvHmxgMQc_Re`ubu+>@xE=Wrzm8aR;z(tFG7<9pC_`b<`#4pw!%fOZ0>p`4I&Rne z2zLLVr^%HHg-aNv z@%l>jj$cxO+#^P8R*y@!*u3dZ#X5b3y)n^n6N=q{^l>NOO)O1f-ZzaMVqVs#)TnGi zYoy>I8_aVu9c09MeKHB>wHD~I`qC22BfkLN}Ut}-o3sS;FwTLyAGEU9WM zln7iXiU_rWd{#u}6_n2iD~VI$6?kTpLk8lSJ&()nmb5ReXYKU7s>0nrh`Vd#tPO(1 z_)K;4K6~ACbs;_|3&qqwx_zk7&%&#V6~|FfQqO~yDWM_vRCBbzw*@58PrMbk{xpQ> zy(zM~i%e4!}(>?Vl?Vdp;KD3dv@IC@*;co5UB{=Q-P1JOfG zQ32gR6rXrEZ$DfmO($GERdNj-HbfcWw-l7#ZTlp+YeL@0*$;J@ED@q%g7PF5qG{Lq zg+9towzJob0Yt?h;YL?Hx}-?QaP4#H5j)iFjYvLNcMcXIxOQ(7P`VXg=OrC{M__1{ zl+O6*0I1v-$<-|whrJ#~(OJ9RwJNGM2ScR(XB4&0qM~dAg`IHKAsa6W9wxjJOpjA2 zfcu!fZDyuiy+0L`gc^k{9g00n{uG8Au~$YUs{BPBdikT{&)$j7DXLf{3_lSwAgWMx>Esh83$e8=# z8LjxDzqp5LBk&Tr@#G_|do`D>T=XPE$8NOlgJ>*VN{E9{U8Z3h=0NPR_Bfn3t&%;% z-Dh|v*cp+?3fQ=!2yrA-ei+@$8=1%qqQ=l%-;swtqUU^qZ`6mWBN zEbuqzTXCS&gL6Qrm{IF6!fn zohxpn1~b7JOAZ|v+_arBG1{Eg=nB@4)%+-_@YgKoS8YGCrr;#I4W-&q2L_Iilzj@o zKynkfNZU5;c$g;P*j;|A^jUaY#BWeXE;m~miganp)On+3eIv6=QdB+y{HvSr_tWQ7 zGUtsSp`G|i?RS@UADjki1$x4~$N55IDVDn++Np1i;A@W*mQK$PgX|rHt9M4>D5{sn zL`x6^?Px#wa#=iJiJJIXpczViN|R|4zvW959Y#J(WE&nQZJTS$pf*(lmJHG^5};;8 z2+9U&h(Gb89VWDUtfV%+s2He7A14XKvDqu0M1)m|U__{CPp}!J)^=N$pDcwS5LK{Z zZY8tKvf>hojch8r)`_4KR;%&y+<%8pjCOnIn)M)?B>PGffB!R69pW#hBA}F}Of=!6`_QlMr9+Y@@1k;h3 zYw{eO0{kj})3o0;LVOg)KMT3?EW}E%s<5zrMAosKjOz;t1^Z8%}crJ}1-)O>- zzNjSO>G?zeA;!^@j6G7Tc#{<*B&__PHlwm=F8zstU;idHL3*~aSrASfp~Mb~@QuG? z%P{b^Fv>*rzxE=S$@qMD*@G7U5@d$qGbaiHMh4XWBxZKa>ma(wsn2D_3RacTlRl=l zW0)k{+9vP_mpB>^7`N>dxN*o}AzwEMgh|Ib%=UL0H}JQIN78U8SZ{Wx_gJ4th@}@3 z?V!!rBx93yi(LCdWksZx6Sp(6Ad^8eZKlstR3qsL(!E5*6q8JiLcCL)o2V zun`iI@PfwPUQ73F^B4p6uAO6g->dzzp*?d#l&5kld-VZN(7_S4$q@FoQgwqF$IG3F z4yNl*ul4&s=LTK1YttVbVHIA!e53)<-#FMXj71pQkYV!aJ-$Ey^!41bS_(=UI^E<8 zk>LaZ1`I7IpIqxK&M9mV`{s`#3sQ=)YgX~fMYSB+I@7LsYsm*C#g>`>kGi*v%PQ;s zhiQ5wid3F#1!ZfT?&Dd|q>P*N$MgUUTRpuf5Q_q=)D%v{1} zvDevWpL6ZC_BX0@n-ZBN$2WEIhNtxXZ9OYh&e zFA?bx7q3gPgFPVQ4!Q3--B~EVDrKF;E!6{ZpXR}?u(b-p0jatjnpNEDc`}ZC@_a7B zAilzCZAMS4y|5I@Y-h#;?AMPxvmj&ElvKf^g|%8@?rSkfxbEMJJYARY&n0{-<9#a3 zDhdul^b&;_Nxg?2L_J}VgsbNMB?F{r*WMG9JE?KJ3;S*Nx?kSEdR`|Bb0aQ`9t3|P zqX?ikh+R_m$?~Tcq{Y`jO-m%-B;t{L;KgaG4%2Eb#U_x#u|W4uMtCzLn;?g~&J3W# zKu?2%@PZ42M3fUifY1zlUV?wQ#tSjAL&HzRAx-cMgeD&bbhQ}zF)v96R@!r6dXcc_ zU&c%FUyIB7^SkjTf_y3nWnMxe^`3LZBHG@K5XZ;Y(0t=Pq&uX^rtG+ow;*8>#U4m0 z$AL|HrD zr>yoz&uRN+weu)Gr>Q{qYji~8ozlH#a>SNfB@M7KKz&&*C~WsUf4c2ulxNm_UM0D2#Vt_X~nNr^T65(|d{NaOibcBsNmHob$@Y4{JL6TC!o@)F!5xW;=Ov63$);=tw zki|wWER0JBcw24sk&&Mm=ogx3?#eWN_Dgt1WfnBS=>NP!D@RAa{y-qio>5Fsn0Dl^ z*BlGyK|@r)*^;BF_hi`~Cw_S%g~3oRPC`{>zlK>hh79v_EpNu8z%p-9)n3zA_a4dP zi_C5C1yz~^>Ob2u#hR0_9z%L0Fqs=WfqbX4!aXu?A)S5>e6j*bF_ZEm-!e&eeX$Q1 zNem_Cgu&s_D#>g3z=jI*@+npvOX>kbAvdQd+7I9w%ByGxr)J+a@r&GflWQh7*>Z>Opv?!YVV& zx%J9mg@Hz){{k6@nqUK+f|4PTY@vh+vfQ)xE0Lh#%oi-Jg!4}{rMwTqfxAVK^LkL* ziau8Xlrb*~!@omN**Z;@pP_n8-5y>=%mdjc&A6%`rx?2eZ0S4za+aX>waG_jai~d!pabx z9#cu|*lU*XZUx`yeuT6_T(#{QX^n9cGrKb+516;idly+lIU2PPcTA>xI8p}4b@IfB zq59Sazc6kZJ2I@!kxflOc#mW2n#;i*AQ~}6@SUEeJn`nT&mw;qS8HPb#upcqtQDRl zzl3py+n12f2%Ce|Q$AG38xwy!K);||QM;|I=!}C=BYb06xgrXCL^*UvpSdz4@t~AwS~6xe5KZi9;-GlPq@FpGdV%IK99A7m4KW!Z7O_Ni#GT~j^xFld}e zZ?GlPyL@Z=my&uO!D#rAYLsdOH zILW45t!k)ZdJHHOor)V>*SibW;@2sc>cO^m`7hMPDwO-iKfbN?hOuZ?(mn07G&_CU z>Jj4JvZ!=$2F=suP|mYWfEh44=3s2&6#hJA_a$_;|K!@?{fIoB3f7>zv>J%k78W`g z$o7MR;J8{Jw;rxrjc2iehkFm|&*-+D&d!?Rqp9%FgqKR+X+tL~P+d+cO%qvs>;;|A z;gJ|1**x}Vp7g4Fe7#HSE~6v8?4i<$(Vzx0}|%SEV&p5 z_!8O)xD5ySF&d7mjwhgv5(HRmo{)-sfwhoTo7=J}=Wwc- z2YNHRCXMbh51){P`lkqy|Xc zeY26j(!2vGR#&Izz=x}3u0DM8Bmef{>dg1shws33;8)iqPJpg(^{Zdc-2Y8$dOCnu z2pmLT@zVf>eL(05Pz$>fS-TR>W4&Dt{Z>BHx68XeHUD2ZRsfL+pky#H0;CZ@c#i>K z8nOdI)=U5c5ugO!O4hkOr<=F^{}r1+5AcVW0Av7Qcnr9d0IUFjKm>?(Ux_|3vfNIV zGc+-JYHL8Fr(^wHCGRGM=wCFXzfx3V1~?3i0LSHu#L5JyWU&I2i9aQHD+%o1^rXL9 zTL3TUn}8ocNTUbV79$hD!eC>&n#+HFAHVTA{-w1ASQK4RtpJa1U@ZYEd29eV1~@5a z0M-`p4BVR2?ep|A*x-L#?~DNM1>hq8CnrWg=nw!n{3)edm;1MO#lJI6S58h$fSUn5 z@K(H1%3}aH$n=0tB|x;gb&77y2hfZA>#h3@&hhO%{7-Q>H!REn%Z6_+Lt14ORU+0u z^U>%5V&)%5|G_8&u8kc)t=vR|{NmzuGx_h~%m5>d1)zG}68`h@_+9vwiX`xG+z4l6 zzvAa#-^t%aU)>{yTTwjUzP5gZ|C>mbU-($RKv{mqxcoxY`i0N+6DsBJbgbVpu>L0X z1}w=d?bNI9#Q!%I*iRfTAcvpmUH=d#1AI6Bb!)CQ;aGqr^bc_|F)HGAfNy)lnbNw5 z(j*LsckyzjLz!rvL)5H{0b)F!F>+;fq)0&KQvAiybf{$n$i2z_X7V9kpNsQa(C)rr zADV4gM}2@~5?QPqwC% zMhnj*zuM#T>bGB(g_`qcas(wF_S8>ohp{$ZlCvVbyQq%j^Lj#S`N2j{g1D!p=}hNf zV^vG3%CVB-NC=%T|DA88H2MTz)Whdp?K|$VqOxoXnbs*jExAeP{+}9m4nUtrMZ8Bv zZmh~q$Io`a%suaO%!N%(^BoC!1q|zqK+W8~OC^ z9Bh1jTJA#`+_P+4e3xTXyV1jm0q>f{k%N@ZwRGVI9-qQEz!zONpf)MDX&<*xAYGxL zDO-zMb46u@r6Z7vl^z#o4z1fE+*V(K=)kWpGe-CYNiAKX~Q zX%wH3Tb?m3M}FbrQL?;2r_-V#VB%5x30d*U*`3 zqIIB)*3p+n7glGMUCBL2G=kn~p3&_c(=ezQ3F0V{Uu5o}A}{^rMOZDGO8R8#Sm~<+ zc_L2qWLRU_cgZ}KvGi@@#x;CY}*orJFr%` z3xku&N^mLM%iev~VBa8HRv(9xh2pHxW_m6`El6O)dzbwKK7@O$tmaHLN^Q=0o+k<2 znnz>);tLbr!5GTDBC_l}#bYJel@27ifaCWIyqHfe7R|;9oAXcPT;DLs5vH7`Cm$QL z6~54zMNZDYgRqSm)``CwcYs)s>~v7d^Nu%@l3lYo5B8Gg{d zIwI;@UQg7^Schb64LMvJb^E(d z*ch98?AAc&ZTr!q3Pu%jDL}%KYtN>3#FjEg98A_-Ku{@^K+H=`t5DH7yA&`_f|oUw z=#!dC2r>$VIEUcw`3gu_PC;!hiP%3ecA7q#h2iv@4JvYTEF1Y)Ro*R+jh3`uoGBNZ z5Et5l4GW@!l4fOuFYEI4nM_xZX)=jwzZmFQlS1}Ze2Y`o+u#YrQ$;W+q-QIq)mzOr z5CQ#&3}1NFJ5S+a!yG%FQNr@-wkx3Xc)%iR%t)VJmL!*idqMef4ckgh@$w6kFf$=* z58}z(^=lzN=o`>cNYV3Eo3xl{xw|ajy0_K3{LWS7K&+T)AS>bpvR7}YJnfxx z8?5KphE>P1hLu6A*3ntlTy8%>m840=mHgaVIatY59Fqerh(7+hjpQWI}^} zW^ls_`DVWtPk-NrFRBe1ivXUQ@n;kIzBTpKNQM*#k%{3P^01?moC7X=9M#b@XBfq^ zBA*Ph!X*hc$^e_#1PNnLUo0s^DgKN4Y&Hu{%zJ2Kh@X>-#mVbYnpJfPV>{Iv-32q` z*vKAd;Fj9lwRD&5s~O17d|SQ|BCgJYFmS$WeC(`lum_8F0jN_AbY&<>yoO814sp;o zc$alXJwW_OJNvZ>y~@R6zeY-o^r~CMz$a_L(uk}-59my;e`rHm&f`b8X^+vG*=Kg}eDu$Z1uS$OWn zdT@c-!1T2cKiEHiX@EMmLlJf-Tm324wjNKloVDU98XxQqefH4PQTr@k(HaU81~fr< z7`jysMJL==aWaiaXdzw|DnS?sxMar#(ZXj>5rZrJ*ERKA8X?!HA-veXhQeo zLHn|s@Cx#+*maVTlh52h(N7SI}AG>a!O_;KWKVGDe5 z*y9nW)1uHiHr7s0>~(yY4kF08Y3=9JH#d{gdgP-Ur-_`~25c**J!P0VuuG|SH9p5pO-x7JQ6w3GHi{uf&8@EeC2(AR>a}rs z+^eNXU2qUOnrGHSlO`N%{^|Zy${O^RXP;V}sS6WE?Yq~jsqE`^N>51gr4?U8WYeNs zxsQD8oMNaAUjf&2c5swC#Z5%PUE_Ijl-|w>Z7Yh5=dk#wyA&*9eb2k+0m{dI4ZAg^ z8a1TxxcRrs>)EoDnR~Qf*lZkp?IKC%j`&%5?)9*S7(mE~5tyzk{dyKa;*Fi@_U_lMckpLQ&i}UL zfp!DHt@>s(dsVU0UpXuT&l@w)Uu9$c=lrT~&+5N3Nlbw40s~NmUwPkNrNn$Cs|95E z-)8hPap+%}qbuiIwyUPs^&HUwt{VTvP5Zh1^S>noDEb3a19YAN6{0IaEC#?Gf(>ZR zUC9A4{TJ)#7hBhFJ*977692Fp2fP^nYJ1#_{@xA)+{|zHCcTn;`oF{J837|?_8Z+W z;5*?bZK;2=pY=O^qF;JMzjm;IKGlC`!1;}Zb^WmX=oitm1Fla0uwV2+Rnl&n1?laX z(npbgd6<&V{poV7%la?kC59)K#b5Z4&{rBBE{a7bu8cd1e&kQ%jg%b`eNRB$%~B09 z*Whji8Z6|99IB~4xPNhy7;=B0FcgbaQ7q7sTTm6b+aNQGSiNiA5a(@()&@eNw!^1xsg~pA zk}Qc%p98EF0~smoIIu8CBnw^_EX0w&(3Q3fQoPq0r^X7fgII^u<$F`i$J-fZ&1&Bj zMMW}wIwsa)E!xD;isvUb!lHQ#lUsv{qDPgU7q>_0XB#(#4<(=*oA8(^8bh2n(RA=> zf*%;YBt+C`+B}~Q5`s+l1Z5&GQy3odQ9X_LI|)}=X1O`=jL)RAygYEEX}nk;Vc_Cm zd^4-TpjJRPSQEp_?NPz7{P_3Fo6Q269(X`FnYHZ2Tn2tRr-HzN81k+$)1o1)oE#pD z;okN}HrZ;ofb~cu@PK|K0^OLK1#!K~P7zFv|nbokt$HW@8- zy!nhG=}uv@&Bh_b2rO8K&?8LQ5)04|V9V4;C$p$}OfhZj>+<-iR&C zA`EIZcK4gl&lvK8fXj50mksHQ52)Mhbf>>OXTUZIIdMFg@HGcX#J3ogIrg<~=$OEA zKvjLochAV@qpy4LquF;2w{`BqvBz$u zjD?si`P%rbVq0=*$}P&gybyb+KG`U@J9nrPJ6M z2qmU@Rt*!h`+8D`afl7$uJawsj}aCqdN}WFZRAi7Jw+v=o_9(sA_y_NS89==JHU2W z=y~t^lvysaeKDaleULV@qr(y6gFTbHn9>o2jw=xt-m@(y{fa$Za_=kF3mn86E&j*W zE+`E)a3hvsAIo1HS(KmIV-w*HoD5N+P|(5pEfGzM)z@}+1U+_v^MRJV8+b0n)d2M65}eKcyw61lQCrysv;{Q?U)J2 z#gg25_`b0|w?}o~Ml|`vSHp7AT4$+y?Sx}Ps~>EV4PsB<3D6D9!Fw3?Mt7>c1_?bT z>(`AZf$qL*{|+>k-T14Yt5N?^a{@|}HUD;my$E!jd*e*_r+2(j^G=3CGZ{AIq^ORG z_xqnD?rEoBl-#%4@r%PD3izsXg4b5(rP_~hPbkKMY?$Y*>uMfoHEE>4!9JZ&Jl#rH zlRvC*%4)sxxDop_whKp?B0JOTcmD4WI2e#BM+m=I}XZ=VTN=QhlJKs7Kvy~XtAkV7#3r( z&r1V~KJZ5^+@kcpF(ijgips-xi z>RYok#2;@6Y*~%jR!l|@lo>5Mmsqtp$fk5l?GSxh;*u1l)bfF0lx_f-mQU6w~6s!3W7v>^>vQyEpt#gfaz53Al)7tR*XYATh<^P8tP0kS7!~a z)^%HI-xJX^e!?}#uGnk9(f!_}a~YlV5HaVCPc?(INqoD){-%V$1!2sX8*4m*J7q9- z5WW}N2XPtqJxDlJNU!}2=@q7Xe6i5AeDJ5M>I;eXUqRYE>6>mVrh%i`zcw%5H*+_N z>F;D~SXx;FJFBO*dInboHn6<_D%k(Jmd_gx#ymA~F?qMA1x;Te7&95}?kl1g9!wxPhT^yUdDAi(_Btlb#O`t|_=(15MsEtk&-Agcbb`2Q0R=>4+Xri1~go%}KW`tpJQ->M?Q z_{~@Ky6U)j`PcD4yM*=j>%Re>_+|Qk+&)Hjpd)l!#m4xHYweBke?0t*SF;avTyETb zMgZ*f52lZinHj)|-6G||c+*4gm-K&JJ|m#v0<_m|8~=~1?>c=zb)FIEh1`<0dP{ zZ-bvOelw@|ztaca!B^jJf4_XDUl0~IhX0X0JurF9z$*KD^p9`dAEW=9&4OP=i+={Z zFaX~qz_{P>odBo=_}7o#H=rhb)iC(p(gyzVvr*wMV47bY5dqBHl|;>VkjpRfFaMj! z%atGHU(eMwcm;4z_@~W?EEN^ImG5%IRn~cASkO{yl$}N4R7&?WV-6OMz#U*r)~!YS zRz&8`Pwg{s>zR}k2r`Lz(}vc@XVYdLS*@(radtO)y4Rnr>dBZ#qX@oO?^_-w7Z=oh zAsM^U($>9NI&+S5A$KnV~p04LM`kOO*0iAVUXDFSbahXeV1yc+YXBT(J z=T~0)I`UX%N)rtyYB^7|*^uv3`>(kiZ0x2Qb-QY;xMVP-E1(QKO@|%yBiCpnL7fgD ziyR6VujIa~Fg;NiDRY8OCN{ioq(tDz7Sc+6I)`7EN0>Lu*Jj0y!>m+`A}i%hiIrJ{ zK~A6837+)jCFXQ`OBspF<`g*hhoKTjrqP-TT^(DVlr79g`=YgzqD*uJ{>Ha(+by-q znI|9R+lFvyR#C-HHie&tkVDh*amqSoO*g6HB^L+22)K|;n#XUx86~<&qT-D8C)JX|MR6~n6*4FM?CZP z-qa-guo5%`RB<9xXw9u`iRK~@#=4@NGYm?waY{cD=@MF64Kqi!inWK(czDot3dkm( zqU|3H+0(p`h%$b<<>PK-7JPhc03th@ep+ns*k(WIRlRA?W(8Gv<*rE!%e_LPejTW! zYSI^SpPSO=(~nOUW|op(qUSe7Ld{6nEIjhTkkQ?V8F6Or?mC4|;#YX<3_dI{8nKTe zt*YdO+WeplMxffY5}%l0xGs~4R7S1+MXFSzTQxbzzZv4ufHdP6I&H&`)i(UcFkL{HvMC*^_o8et%ASH7F5LOw9v#6ZQ$cU(d zL7LxoLf$Hg2|~sMHMX__wjw$-({rOd?^4Y>JTKKzr<&gIgLJ*(>YLhk?826#x@+|L z+@0$^Q@!MSi6+9*O&JDj{gFUfs;TJ|0`pmRHIFP%C8VPCMNp#Pq;vtcFv&xhvV54z zye`OW9?ZmG(y7#5#J5}@<=DPqRDe$1lY}J>ksb54mnd1R6yF7+cQaK0{K4x+dL7`ym zrkc~(xHADF<5$dqjP+&_;Iv+HM&3@G(nhWC1s0_CJB10vJ`$r3bMAB-&i9WttU7Bt zI#r*P#`X;+oK!rWJjnMVR8{{vrv8pX3^qRZo*X7aPn`5~I@5c-TsH5$bf)<)VuYYq zKux`yLuWp5Ak{45E6+XI`?M|RA}6Hp%x5GslS^IpIZBvo`CSoTt5ck}3L&BJK+8+Y zhZHm z-1j#M1{ILnn#t~rCs+czV7brrsLubMHf?DV^ek^Jf=UC=6A_JqknE%tKTL^m>xRIv zi&spa#LcD=L)!7cA-$H~ya`Ne2l>P&#FkvBUy4HO^T=pK^-<4#tI?9|Z2Hi2-MW;6 zK9`F*7bhcP!#b+x8o~IeZ?}jMLUhL_891XJ>a<#e&vjA?B?D3w_(6(PpFaZ{Ya{rbZoPU{G7waL zh_9!FZXgdT>7`-`kHoe;JvST9h24i=_be$+HqBW5vGVdImJpp@U=vhT1M!UH-Om^a z)7_3VosV8J#WCpYOm_7v3dg@Qg7q8`u78@=B7f!!Lib5shIw|7nwJ2EK7Ed>Fk$q7 zPIUx}F2%qBYe;Of_;G2vG5M)f^0JGQVw+Zp6Fj~t)u?RPxLHf54G9X}f$sRoJ$bKe zXDwU*6{>DN34UX1LO#a_R3x<=dH7kpJ_y7i8_Do2M!iRgNg@IY zrfXuE$Oq~37N62u_+HD3S=$p||Y-^FNVj`JHF2s)TgpqX<2DaNpE(vsHrPMdVre|82~Efz=4CTkU?k(?&roq{Xr2{M{Df4F8mrLZSaji8 zWFOCPC+XI(lrCZOW-s&-O^elR)Hk#t}lF7qlu}eg;3W;7= z1_j^z#A>hhUf;|9*h7EXvZYU)1A-iSoSXTgsCnJ`Ut~z^4d|l{?ae*Gk$7F1-4!Nn z*pqE5;&h<?NQf>qngcT(w9Jh3z0OPcu z_H4IzpT6(weuZ){e)FgK@4HVwahI;$GUyqv&EDY>pC?i06KBimikj_e|Bg3zAXQp zi32(ufE+E*ECY_GS%C+D5wQBYDzTY?_5r{h`RDiY=dQs2HevL@@?yPWdjVJyz%1(O zp`&2~SbK_6jc2q@y-UE8WmeNNIhZqPwEw`Qt?5u5DS)0tB_G2$nJ`}FmJ^~gs#^d4va8MfU zj4JFtVg+^)N$-VL*ZFDCrESXA$@yaI&lkIwn~7?A3|B@-h9}|iFGT1fDbtacN$P0J zwe~&bw`x^p=&0=KRHb7Y)n=MJ)nZ3aO>FqtVyGLZEzXTuF@|L=yjYoctDB+@ zfvzhv6HY(!`D(i9D4zCZ`XU@$F2G}cPRqTT#5#zPp-eO~mdaIG1294A7jrt+^G61a z=XPLJ!d`2S@w!I>*)M06V4Sr#yEb=f z4gFcVKz}6PidsNBYt?fJEpjZ<9t5P5(}@Z}wNbNhor`r)+7|Z;n*5h}Gw8jI<`*LH z=V)7GuYE~~kJjKUjiI_IB{*DVMYM@vQM9qQgPgD*SBeN_V(kgeP&daJ?|!koaBF{k z;3t4J>~UFajc?e!L5(C>-c6R|Jx-JdWxZ#fNCM%qtgpRSOvyk*=_CT?i%%YtVU?mIuYwwgn$!C@?)S)_vfj=I7N51S0*U7O;nI=Uop zP18fq1^kaKM7i?tk2n$BWN2VmzU+nI5+?^0Pjgl?IjcRYms&&!GihUgHrxvmaHKBc zluBlVl)mCN;W;;%EJ@N2LV8?rC|oUK7D=Zc$0i;cT`T=QpT3R4Lp5~E(W>WtEM=$- zDDlX4K6R|xv+283XUzddXApOo9!HvxL4K7eUfxbaUZ5b{&UzS#1aSv+L0UvA>9F3? zVW+B`RWFCF-Vn;8E(xL=rYuTaqT8wevCcVO*9448>PC^=6xbe_*h$pRrUr%b`)*%7 zhoL2_6Ds15*<-IC!YA==sQB)N(nCFBDV_FP1m<C21wA^zil$>8QP;xE}z4b6|D;)usX;~ zT5rf^8+oVhk`Hf2#`%<>Kn39zhRd-AI$DEoW}4t%4BR-cjj1c z?;k;jA9yPKW^T$8bE{1At%lHSyCxMmj!h2@-yWDxIA#^cJQ7mYD}FTNz}QDS7g z>yI1|=Pt=mm3W`g5-pS1_7(LJw~Is+PLC1j!%&$EP5Ck{M}sI2$??OO6;R2?sjmji z6z;Tnf)#Ww2BzwSI@DAMFK~6ru%TT@B>Q5zkol&=9n}X#eJt9^UV$QfO0pT^vhEBU zw1qzoM)_3b;W^Jn+WpX-cZPyBvDPUA2Ja_GLQ_z`^qVnM(+|7gyqV5~GcnbssmXbS zwPPs+Tf!8ys@sqrzEa(4M=jjro8Fnof+EkLB2BJlApM+eillFruy(SvfgMSsMkwvY zfy<>_Gx~GC_2+hXk?(DzBFDVX#}Elu!_&$?t&@1$>Cgl*h~CD$7cs?c2flr;rWj5T z_UkJU)&pgei1dT)wBc?gB6gQ$zcUFd3@}FyIg%wqLodtWt-~->aGq@KT&)CGx-4u) z2rp*nZpj{zS5y~U+ib};PLQhjcI8h9`RO?B7{h1#cw_l|5x2F2HQ^|Aa7Zf}{OCVY zPDM*?q?n;bwXG#Rsb6i<>I6KvV3qKYrvaT1l;vG^o0i(d(V{DRx^ZI$}CniPl`TaI{DC znckF|Mx_bB#5wC{)%M684UIDBsOJwdt;&*obddPkf%dKa1AgHxB?ru*6HrS7*3Y2I z#eAvRHeoXuG2MH-+Xh3_Ut!2Lv2%^;%$k<-pdI1ZTN>DGw#yutDb=GrR4a}f)wblG zIJQRCbEieeOUj7YL%=si^@59hvA1wM8=)4lv`}F;oaHSBt2W;@1@p)KR25=b=c!`O z(&|G8rN48`fwbw+ie>O6<13B-n%~z+e^j4@&~>LBMaK!?Z62G){^ycq4u3 z3&hgl7ri@sFL#c2(W=lGAdJdSTol2I;qy zQ5h1+o*vHgniHK}yHP&^EaTJ=7V4@a@#@GeI<&bdrgoo$SdY&`1Jvh*THJ0JV~`fw zP91xoeeb+M=p!y>HeT_!h-ZVR5ZDGjw-{`nQj{9V03YiclfoMG-ZD69SndmeV|*N* zzOtqi=6k4>jcBb-J4%}}pwCsr2s3#w2F4=*tD zvV($eZA#p%W&RF{`M%-%dsE_Dx8T2q#QfZp0Cw;{`V8M&5Wh&HFn;^(^>+JzD<7DF z14=*!Jf`L3{V#TH;D0_sc}I^f{&#z`yC)A(cf|5e%m z1^%B#zYYg9L~g?u0af^)!hakSvjSe&%s{PvOY%3Xx}UE7Ivl_k(cK150t{IG!RRc2 zQ3?xC0NyhC&x_&4%>Njj1wa?k0|&^rgkL>I*Q@-u;aBoGw}F!wZ#djAeltM+QPEx> z@UvV=%G?G{0&o+58vZ}=Ks$~O=m^|QANZqxNdG#X8JLD!=Nv6i<)-6!U z{*!p1FUATyWVfXM$CdY=^sm%z04T*R@qb);|G`!P?It$B7Wk)r^b^$PANH|+QCYes^soRZz<=7uQt7ot6-Jvqdtiu}OJ#a` zp&bdEs|`!#`%GaH1WqT^0^OyZ;7-^0+B^P(_xL8%bnPT?5$099hg>H~c2-qR_V}OH zC$VWYJ#kaHI1q_Zydm}UnHqwV420slum_@9hMaKT;@2lVRH|x?eBppZ>;E2s8(#P` zPs$Uc-mOIuW0TPZ-SU3V#6o+Y#sJNw0J6&@&;1Quu2l7o5T|${k$tVpr*)@v!tYL& zF+aSn)l3Z=xMW9l>Lr!2kYljYu&-frJxdXmJKqs(i|2ikS{4%`V%Awd?8FmJ)3531 zKOg=OAMO?Y6r>}QJyiY*g8JJgSzPwTxI>Q4qwaH;r<~%J7$B|jUWT8im(fCm*ThD6 zsM(BUp&=9|FSqI zcv0p#$0b=mAA{b-hBgE?sAQ*L2Yn~Ju(W==MKgWmTBsYYGh_B4%?|VX7~6$#?~|4n8IQ{D$P+08`%A(%m<*2fv8kSrn!POZ?$siy3nYo6i3J&3&sQYXkj@>K!q>z93x(1*L5@*h*ILt{6F(RjW___8QnrMbdp$FpKjW;& zP*y3i&S0zg*1rZSR1=AW6hUIFvQGh0E8&4699yY^U(Ng1IMrbVEl~BnskymSqT$)6 z{I7%kr&{IJSV*=KjE8C6AtooE>!BkQEoUZ>Ore-l^*$z@J1*nPeP38nt=$#OoL7)WwU?rC&=6H(!>qWnm3sM${#$Vu2kdzn6W53eMYv4K%?MGNyXe)} zBNXJmd5~GnUe(Uss~e`N{a|&3vFwIazW|Ez7?CXC249^j0Qa7ikZm9X#G25)a0qDh{81R4zBg2QBaUvCvUqT!N+6?$ua2; zDVpeQv7y0N1w)SH86<5jD9v$o_e}M%-;}M|S&{c{m<~Obz->ruQ)4; zn5q?lL5{?6*e&G&w`f8Kr^)0E!b}w*ml#FX_Ks+VmELol;j7{Ek@FAfQx)xA1e6lA zHirphVeG};O%S?}m5HPfCQwj)BAbN0&WL@ZcnivrcOlZ+g6xiBaSUzD$KOJkOg?Qe zE**oy$TaDZ7IAT7ey6xnz4n=dfFo+m+?cK7XteVE_T`S?;L>M`{3LA*xy?u!mWRHa zUA!~~ne^{r7efw5ZTk9){7F%_wQIz3U?~zcOp@D_4y^s3YWIj)E`6}p55=G9=w5Z0 z)Uk=fvX(Y4^TWHqHU1!c5&8a5KMcIF@V%zhu4PW9wGjIIJ)hxK4}_#C;c z&vumP^w3pN~7uH?CGAa&Qw zfNhHKsY5#vEcL_L8eDvoV}ZWjyt&yk5aWDMH_15;6%40N=Eb>LtsM-150a=+(IXwI z*qRxSK6#gLt07N>Wp%eBiRB@fif0`oyB(7<5fg`>M~nP74I(GMyv`sid1`e!I|FNs zu4ZgHda|JOs4=9@X1o0&13DW|7@ZeyopN4{=wuAUR`_BpH|Oz1fO*%+e%9W-2hJRJ zwK3>%i^qXwbaWuc9_3T?Iy$?pfv=Nvh|#hkMaNo~+a@kk7QZeoYqoaY-+$D%9nR#6 zca9@7d00p2+%q27smW-`0!M2@QEL4Fnmu7DR=7@co*8wX>npUdBH{hpit=xwq1PL$ z?-k~aqWrs_=r24K07eb$Nd9}Iz)w6CV88J9P0bGl(|=Y;eiQb)&ivb!?3eKCQt&tI zV#Z&*3x6N}yGrtgP9fvZqyN|v{l1dCp;LHk_-`x8Z)$eGz4jlYvjDqVw%dpvj5lNs ze;NI{7y(!Yz;^QHc95R&8#wv5!~ZA#x3wftq5N$-`}5>o7c;-FC4mjtpW=TIby$8| zOa7t=a^v1#kN?|R@)yO9--rLUmi$Fu<7WJi^sn>`Sb=r&_uV)>AhG+$%fBwh0Pg=4 z7UY)r8`a3q)Bj`jTy?SlM#?SGH)@feqpxp16HtpV1MBRT_#3szt?@v6iXOlT-4cJJ z623K_1pv+5$`knplK=hU{V{t?fVc$1tvr#Rg$2H`lzx49u31We;sWcfJds~yc5dGN z>+t~<5=NktcFXnu+(x|_e?2}OphW=y7;eVjEarZhzaOPAASVhyFm68lS0289c=oPq z!7Gj%@RGVY`p>ew|G%jP{~wqZ|FAIpg)VswaJZ82`Gf!$BJd2+33f|CPWMw2q(%dF-Clm{_eCxyZ$+l$8tinq>Ap=Eon%o{snzfHr z$~3(@vmcTubOerF)(B|!D>QOX6X!6_>fy&573&h2rN1nnW=v0H#KLAAlw|ONfqu-=bo|mn=i%$} z*}@BEm2z0bB)GehbJ2Ac7w>pnO9oob+#0n!k6(Tm+tW~Q>7$xw75qRb@^y}(e$%en$zv!`YHUWw|!Jr=c8}SgV5)2f)dU5NbJX- z<+LB8c$ZQhR4}3!6g7LIPrS)eAw1u2p;~pWgy@A-h8+=KCw=}{Uc5Lw#4|8yX^!DR z<>l`2g7Xxnf~Kp#HF%zdc@A>22Is@Y$qq{hB_H^)>0{zjIPl!pRLKJiWmFh-JC({z z?k*ng3g-K^(_FNby&NC#a3f69LdgT~44>TXDlZN`vvtgIkMP=h`L!Q&43INCkLq_I z-Z=Aj#efynn0}adHQ(6k`g>rXj5;Z<+#8fm+1!Ow1I?p!Hym${GgJmdk2c>uav~OB# zAg2i{+K73=NDw-=xJR<4A6l2D;At%w2x4_bK_Oywh=WI4yVT2PMdryx=i)n7n00;J@|^Q(B@fM5Z1dcPR#-pOn!ABi zJ4(a2O)QS(w!eCFO8pvd$dnHqMa)?e!=QrAe3N{h#?2tw;x2_znnm_&bHA71{H;C# zWh#D;J|QZ$r&F1A`LQ(=a!0Ikr|-IdXau&m9KCnaP;hN) zZLFJIaF<%M#(WBQSO|y})$IbPxQXGiz-$V1^A_ATSSiQm^&`kn*Ucs5qP^Kbe$BM>htZfdNCAaq14Ss1T649A+ok4=C*{? z!qHHy4Nfh7`KrVgFk`t$OK3~pcfk(a0|~Krh$7y-in-LHtO6&KTZI!I$Y;Xt`78(D z&CLH|@D4u*^(DolR(in^7%A`senjub*u{vfPjzrZ(b56*6FE3Fc)*Cp+f)gQuo40~ z*QY|fJw)nEL9C2#EU*|O&W2;&)del=f*^;_PT3T zCY)k%^9I!Gb@B(qXnF9QJKQ!w=_1AsII{O`9H|)yDa2!ucwg4$GoDat;^f&Xg)~YH z(|IQs8ZOa~K2O>6JA9Lre7L8%u}#hP5x$8CQ|Q7Cw;F8o)n;s*J-*SKaR;?W$l?gk zq7v@M?4L1V7oc+4tW%qFfV+#S1vtp>zHeZ-=x-HL6H?zM)=QW5%^+bl*F|}OI7|(_ zOs8aZ9&(J8%~g#hiKm+u2zngW)hJ%6k;tCB%Q~O8!+qyXC{AQc6P1P6dj3Wa;(%uC zw06bJ*EccduQ=&BSJ%BJxwXSO!IC%2vGs_pvWM%?U_&+NAo zcXziS!QFy81P%5TWaiFfPG;_T@0stvrn@(_de^S%-oN#%XEC)+*QR}V1yU$1aYoT1 z>&g~^hC}8D9pR zRJaKL&(6zPQRMmWwMlvDUz(VrnsU$}_~U=e>qu5gwf4ryI}ry#+_Rpkq^aG=y&dm` zWKIzLLRe?l1|onluc;utNs#S90{&ttmkzN zM2oJ@daKkw)E84%t@sw6Q+r1HhSsFza1TW&@=7&bPLp?c@l#I#kIYI!zk;SZrNIqu zry84Eiv_Y;8e%J3jKdXHx#^@FrlQF@!Vg$_(U-PF!eu0NlA^Q2ZA)ex(3SqatrSRR z`{n_+^%T+$$sz@{VPqfajh6F%aEiQ<39m)-$QMCZ+@(?!!AH%V1Gw_ZVZ+2tJ!7Ww6Xs>VjN-5|g~6)vQ1NI;Y);oYZG}F;Y%~>?H-> zKAh_=^U)3^U}ZbW8n0rm-5+7eZXg1EuAo*S}B?{>WI;Zi*f`x>a;lNlV1x3y#X<{0j z6Tu(gA`f>+{3z)UO+nEAW>gz+JVF+b!zp~1CMb<}O-_8lWUFi$W*@a8K}OlwchCKm zoY+`bFbzFBB$X>j8ARCg(qi%#t;71XeR-@n`DwKB_~3Cr`}EA?#`Is>=KOsB-*=0D zQGo$C9{>gPfcGWybKvNJ-vXeK0K7vV_v!yef3I%>G=ed-eg4Nvil^}ZJ8=QV5l@Z| z?7)_p4Tuj&^#lEBIEew91z;2R`&tDHOIzzdR0cfF0rF zZ37p;UH(%{f1fP2KL+;C$l))ZM8G`-&~ZE(E3!YffC0({fQl2qSn&}Q{@&~He+*y& z?}X>9?0<~z4;=LA`uLNz0#B7wf1mUx9PrEN{{@3Sm0SI9quGJV5tiSk#sA>f1C&=i zT|_?-?$3j>u>&LtpeBEW0e|r8`DHjWP^!fZ@JAMIPT+d^9SHk_Vb8DQ0Wk#!uqIi6 z_00s-p8fIo|Lm0X--HqWu2ACFg!M0#62Evp{8CWyPuXTh@n5pizZg3Ji;(%J6El#Z z{`Y2-zqUpJXw2UW_JDjD;2`lgLyA8~FW7!@y!jiw0PY@4f0kYhJ?pof7r!_xU5PBH z;Av+3R=}N2Yfho?Rx!bbg1e2}fS1Fjn6ZV!NC<{Sc(i+H-WRCND3=!|>*-!IYQFk#tzTW7RA?@~QPI?xX?DH2 zi+3Nl=TQB@$w4NDN$*q8*6`PIPEW*S0nB`6GjDB zWeq=fFJ;q=BTR6(hBk6jcg4S`UCmH^a4@;tn3HRubL4d*In0~Nyy~7Vdsx8-gQm{M zp8i5?79+5YENvQJ4z9MW zb!#*+;mUUMWL~7>H*NA@s953aR-CHNLy?MXNbvanG%O%%U(19w9Nzb>QggpY4y)V0 zSh0$c_XuU627jY%UEc=6;@;|)Dn@y_WAH{Y0u++^do&DTq{mmJ{ptEnwx~B6_VL5I zhRArH| zpLFt@*IqGI_9(uoqcr!UH=1-*;^gIQwF+wX#oj|&N{;s#3h=xEeV?>HRp{Nn2bmPg z^f}&uprIkokD;{&dsZrMnBWyIc%__pZ)%o@`!Oq55(q*OqMmRLZ{=InHabx36__{$ zd~ryVw-LJrDH}wab?tAEKI^zX==&jrcsdyvRm(O&&zM45eAB(ddYHW)kb2|6J04# zg}wGaHcw?72X}#4_%H7+F>`;eSDJO?cPOu*RbseoUo5HYL;E6_u!q`^742C`tcnx= z-rdh>X4TpfnNeUpUX*18)U_Nt!YYajv{eR%EEfAZeA$Q{6+i$AF)|lIQYait$8!b7 zpcc+Do+CoJ!_Z8H+N+eV!(`Xa62W8$P{*O7V0BfWT5w44ms|HY@wJ4C2EU7{9dDdiPlkhf;;3ZsKZUTdhPif{rqKIaHjI9377@Z8eUpa*QP{$?!(e zle=3fH0N<L%aWK8wC&^C+l%`o!PtEG90=4B{*h2h<{B3@ zb`ZyRiH@lGWSri5j`S@LC}>goXqzd5*2Z+?BzKaIQvFzCdtOwV^Ld=?6YXy6Jc1`}~i458mOj9+3T~CCPSY2{Kos zs93G{7n88*@gS9H&ri`ns77vf38Dq1+a}_z(pGeDz1=R`#cV)LItXDCm5otQgV3$@ z-|Y?M*3@30oO055vx>IAD?1gUIpVemwMPP)9kf@ec`=SoW!Q##nd5wQvDlsFwpFtn z8NAk4N&8Y(d7syWv99>Ttc4}$moU+=1EsU_#3(Xb>tYo44shjnmYeTB<56LRW=g_F zKfi~r3tm~!`7l;bV#e=9w17qdrOVxrqeJU?P`jw0ATF}&ALJy4`Oy-&Ie(2G6{X)y zh0nvPaP8FwqH6k1gi7;LdV87wq}Pt;p<@>n?RX+a*U5(UBO zrc~)9XJ9&7a_eHB2NW}UMM<0GmgnhG z$GDx9Hs&^!?uxw6WiCfju)Yx|;BLVc>-g3<+W5x!jy-_YM6T{#Wu7g$NpG#vmk|l| zg0OJ@*w;oVAq6JnsT1O5TV<&3+QuF>urZ1{x%go6N%5zxrRx+_&Q~-`6=K99p38ZaYF2x1l6(8{M=Rh3@c&pWDWJe_u>0w?ms6 z(as9*4JP{Ws+&$NDQ zt7(HYV_OD6+ZNa6>90i8Dag`S0|L7l{W-Nt29+k24|xItHO7#Af^eWtP96#^8yRZ~ zZCiLpIGD@Nx+=RK)YHL&k*>R%tE4F@NQ$#3>8-}vhFYK!*H>@T`q$zGyQdX`r!zV{V>ZkZ` zmiI`+Kh1YMGu*5nzK3YANDD={VEHVHfV(W4&5rn1wqYgL;+0HXsv^W05xUAz#) zaX(t~hI`4YLRHE$Qm^__Bxx?TR=K5l?*7bL-Ev@@U^ULk@+2^*tx=|)v7neS5sr{P z8HTD0IdjFo*05ZFE$7`)4fvrjBrbuH1P`DruMVj7^mMQ){VUW)Iel4 z;G`9ad~p_d8!{^LK)_s4UhS{6EyMbl}xwNq+Gw#3>MH`xahIdnb0n5G*e)^&QLw-lWvy^cJ+hrnpj7uE@;gLdTrG?(JyH3 z4wK2`tD@L6F{$c9`+^S@ZDfT2q9gyHSK97*t!BxT455{@Q3@=51mK_2-!JQ4Cu<~G zL2trAHDz(VIJNw>1e5~Osyx~XpFqgCVnu~=A8;cn=_BTk0E&G`89p!ICa3ur-<@8cOLAr>@TX8K|#hhu8cWTiOcr-&URcVEBxCIXLR(ZRIf1Jq2Hi?j;qIYUh93E>b6W>u?7lcxX_8p9fl`NVwS#v5-8TEKDiC* z_wUQMB-P&m)zKp#U+A^PpxZ$V#Jrm!5G}ha3Ce^2c89r&_sYF~p4KhFT#$5`h!$l~ z$UW}FuT^^!?*md~-mNMgU!qVWjJ`9hRo#b&?Pa$%h>-ePB~SC=z=LNyvSr_kRg4P{ z!gQF*N~VnKLVfh7W45f%u{s+9+MXTEhtHCNh`#;QeH%Rq_0gqTmqXr_JLsB6VjA(r zQ6NB~vkJ58L3T%>6-BhvOhgCoC95WvnrLfH*fM=BEVKVIe|lw0w_n-hrc^@VnF3Y; z=R$Hd*LU5^2ha^6RfOMhwO?bCxNh1laW zKal|N;8C{ouYm0r)7!tsW&oFjr_QSEEI==4U~|k0XgIh4p%y#fbOC_8-`Yw1&OqfC zAKkwg62Pq5+OpmVp7)RKTeNJZ}JH4$xg3U?hMS4(GoyCowcKwK9D&3j*f$ zUrFEN2m8lKd}4J^SL~l8eUF}-|7rM7+Qts};xGe^)&D@d0H>orF`SL#QS|p4-4Pp5 z7WKa$oej7Ixqn-L^mLE;8)^J+vbKLN`}l>Z{Q}W`!E3)*s{Vq?{ykp%g~9>4Hs&V{ zY}C$ZTteR2Lr^aH2@|Fr1mt=)Vd>c{EQ74>vlJHE@v;+IO#&8zoh zFiL4@J{=Uat*eSMNLho*s~wffjd1DjgN0}F23j}^vBd%)L6Z``E*k_ z{VwD!s#ge#y~BfH4mp~1QOsz7O?ks|3BQ2=MsG!f7Ar05`?_4(8@Fb^R>ww$Fyv|T zOdr(Q`7vax)8?dnzu=`=1+A{F#)8`>Xxg;H*1eg!vzyDC!n9HtzBSAp+$_mg)pPhI z{B9kE3~o18zNnxyskdJ`gY0~(){dLB@0`y|gV&qS5=#PvV_^7WQgI?up>`lMw_O<^ zh7X;vd?IMy-*h%M9xG1BMoqtinG)du&Z4OS)dWn9Cx5|XF(&H{$0@Nb|}8Y<;AB=n~4^`^3zwX6Y$9_%X87J zfmKX2TUzDl!G36VVkjzEzB(ksHW!vVI4-ttW+fhKUD^8~It)Gwb*Q|t?aD`32ZN-7 zh93c!DNm=lf|OxL0o}@6^7X{Q4o!L{Iis&JhS*&lKJ8`fq9oekfP>he|EfVhnIzKI zP0CJ03fBao)5~D>6H3mPz-{+n{l)cO83Vy>sc%w2KFTyX;V~<90Z7v)4klfm|zJ z27MWFKeHSg)^wHGITO@!;+tM2TBJcoKr*6%Gs1bx@v6@rZ-Y5vr|qpxUqNVbMP1&ZeZnx(#~$fa5+iWri;Jw4*=ZgWGsW)@Crrh!D~9$M9xRX2M2B!6~e2t%S6 z142iRI%=%`?M#vhC?lU{)!<&8i+RWj4-?u4h*Y@IA1dxm(3@-4h_1+TNSvEZ0l0w( zhC5S7*jF1f#6ZJTF_#yOsCoD_MUl@fLq~Z^+q@ zKnbpU@vJF;&a-PKR71;4>>|xPw9+IlPp`FA5N`anAW8`NmZ#!fv_NTM=*?_*9o$#t z*#nnvvUf~Ba%hn)+vb?Mrkw60iV`zZ@*1Q^My>)NQ(t@qvBNQthLzhtw35Q06b&d@ z<(UZ)MH(#oFz&U2!?ZQb1r;f~9&i@Y-cP#!9UG^qwk{%IEYgHTNItkf7D{4@Qj<4Y z!!)kJkI7mb4f7lF3MLD0)U3AbO_TMeA=`Yn;-EWheOA)f8Kxw#V8T1yGsXHjLFi5B z%7+Fzq?&=wL6O)r$Lf)9s$Z%!DJ}NCx46Vw?NrPFD>O(O$xy+=wB7KTx^|Qec_!FQ zKyQq3K-oT(+(fF;i607VNn(+EYZ--SdaO>^YT~NYb~drRw8xofLsxX&s3U$my=2%G z@O_97BcVRutU#VYuq;wK^<8U-_<#e&L_}F@bE5Tu3E!lnyYSVV|GdObnqzlQc`H1N z%N8hZb8Gue{s5>C2S?M!s=ncOyaLp=1js9kP$cFY!y??a+Qfq6KB&34c;i}7%%U4G zyk&QXw%r+4{Dpcxf&H~$0ioEPJ&4Qwh-m?Ccj!?Ud^ZcnSoNhA44V&@cNdFTHDse$ z{R$2E6dYbch_J1%KZE;xM&=_7u2C&NX!UC+#Q=kr3lk zFRd0840q^-5re9Z7y(;sPnQKytB-sKs-Esnz%F#`6g@P=c(PTL~_rKA|H-IgGSv^9LZO01Qhq55>P zShyY%^$W{{L+Nw_jn5;xbh;4CQBl_d7XcsAt z(wpO@A&D4F1@kJ+Uf6naiw9wy0evy%s6FEzrPa}Gv}F5?Ux_;n61u{Mn!If3(u`MC zjY>yQEhelm=-X6-?7TEWZHKkw{X86ZV3W;v@Gt#m_Snpeo_ap9`1YuU40zQjG_pUM z%=?KuzZJ5lGn150UUNQ+3XSigJ4j4ZxG@c@+pT;nc}VrrqhxmPyN#S-7lfxV0}qc$ z%^tVsLP<|Hso81nwsmi9Wk>jt3OEmDwdLkG4-M)xTaHVkPl+ha@`0ps^|n@*{aU-S zgXneh_v%@mw1yz@@)$i)CLGz9lEpVKG2s036Q|F2W^~Y6q*sY0N(z{|wbB@`fgqUi%q+56sp0lk+T2MOBv znkRo_iy{HHK4lE1AdIA=!RT23H8x4cX|c{oJXPN;h1X#!22O--1HOfH3o2|GrzpXiDIsm^N>H zkfVD|bj>s{h3Xs%n~o;gAM>iw572{PvPZzpqqnAvzG#Yg1gmx$e2 z(1>`*wN!MjSMf~!;`v!^mml+xlih?F=@vm|XcsqkNdgAq^)i)PQyI`3*!WV;#!o9v-s!<&iNsWDnMSFkO*{*l41(eS|MNObn zn`{6ftp33>^28)PV*TMS{_CiMb{ zx~_M1qq{NeSk8Q-wa*)9U7Cg;l3Fi$=0u=|UBhy=lvZb)xqM${TZLQcxi+0qyaJ)2 zcH>LzK5ezyOC5#x7t450QCTyZ-)U`=+)AE-p*lwM>Y>T{VAOv(7|&5*&KG5J&X;AY zazJUtY_Gkles|oy_yrTRMRXt9tJ_0AFh%qmgLM39x##m86%6b``PaF)F~J5W+OV0( z!brg}W0snjBJG`nW}$aq>vKyu!X&moy#ElXVNGqU*!Mhb(Pm*$CRMHC?j1^jo*rbL z%Ih=|?z>5=&iAM^jk~+68r=?UaIRk;+KWC9f(YiA>wRWK>JZ3X!7fg{DouOAIxk|Z8sj@1MC!kj(X~Z@$}5!ghgyXQT*Rt`uU%Kai95lxL-f%lU@mqQNcma z-o@IGm{Ho)${dbS_?@kRp{@F(j|P(_qa>pgBcQ8%`r~m5^z8wkNOpiOa1e6>uz?k5 z5d%0`00m%N#GC;CVB!ArLY|)={J#?tu$Kfv0vZ5wJ!)S#iP->A5gT9;@t^#5f48$| z`=ve0U)$LO4T*t1Ab`;>2VgS_Fd2Y7Fazs`1K8+uuyg%s*zj{T{CB45(d+k7bM^OT z#6V3Eu!{$#?LRalX0`r<1ncLz{O^Rs2GsI!0(9>0A+ZB3oF7-le+uchXYQBIG=J^P zu`#m(S~)QZWHnGz-vA9gsr;m=BO3 z0;(yX+xv4a_TS6sejCz1GpWB85({A6!wiV1{wE|rt@&t|{GUSl{c`{Bky_w#25#g4 zsRd$t>`%qU0@#Q>`X&E|X)-c3cCa;kt`7)DP2X7oW@LX{S^ru<`18y5Pg2Myi}=5< z%SVR!>*)WiH)Q!k&G#>(A8GI79S4BpzwPk_80-MwcmLbL*?@Z~^Y4ske*QT4+wlJ; zgZyW`-!DAz7dXiUK*OIuB>uJE(?7R(`c)(N3%C6DbQ1WoXa3nu5&)9_PSp1(3w#s_ z{`@uaCs`#R`~1g@|BY3$J$6d`ldN(Gf8OdF$Hj-1j&P)i&ub~kVDS4`DW<`W%=56h z+Xq5{?15NeDSg8l7kiiZQ5B+z4c!TcEnPvL#8>kJb${B}=Q}=K*Nq z^zI9DpQgLOT9Bwyf3S>@2jxtR3N~&o=&sq2x&G z_TIQfwcSa8{xqbGhJP;734T~97t??1eC;6E{oJcIZ`xjn3ttH;j|xhQ*~vBXYlwj{ zw($C(lQF$EmT?IEUct=%35IqvS_6CsHAuS-DDO4$OIrb2RY{|maU=OyuTEA&6X+0Y z?~XgLRneu6*?MMjWa9R$*A=*Da>O{$JlSopQ#btB$QZ2_rBtN!KAZ<_f^KP`=(2RI zgKZ;R^asKl~4!w8->QVTJ8+=Ah@W_d4F}1m$qD&=K*zKKg60TlL+d$8lgbbw;H+x2OV z`)M1fDtz()f-18|ixh!ad)aequ238jkgpIX_`2ifFIN!Loyu*}CXH$tIi~N64Jk|L zS#y++SMpI4ph8hRjNdJV><7ID8&~8y(64TlS*>~-Y@_3ZC3EWhhF%YW(!`(HB9!+rj!uZd81hwe1Kb4=TG-G9aYRt?ist#L z%i786<;AJy+8QWrki3b*Ng2%r z%-)AWU?GZRc^QeG>I1@~N5$X>jr76h6NI(*0>|!y$|*P) zJ|rKKhJuBl@v=g)N+x$?cm31d+ca`DTy${3weFqES)%3uZVLGZih`K#Zh z-#8Y@iYOF_d}q56QifBKDO8S?G#M!y-}f3rqCBW)3ut zJkfAM;@=#5-On;WY9w4k_=W{Qz%Qof?k(CX@-o(p(R^^rD*{I1v{*W4&h0j&zws z^p+El4_v{`i?JVh8zn+iOX!Zciv=2|JyM_XdNY&~ULGzsiwyqwZuDL}&Pi!?RV7KN z$KPpc--)vpSKkfHst9gt21kUkb-B*6nX!bqNk`GyA7yDVCaJ>DQYHuk5;~AAm9=Q3 zwG$jHqn5*h&wE98CIc0ZOWN0iut%69pLi}z`BIen4vN0#Wc3?E6l_}1WGj)=`y}ih zcg+bfWDZ3rGp_pzZOg?i8O`EED!zFa^jM{jv72_4=YEidMDJa z3{pl=v|=U6%;uQV#<;%ZbxGm7eal3V*SSA0b}zdsB|>HqNr4%Ijl>;y>5;5zo!0l) zTUme`rEjNqk5O^P=+(}KHMM!QXB)v;hcU$pBdA3=ZmSkW+<;?qX&>I`lps3@Th^_) zeU8Hdk+Jetw9n+!a;IKmfYG19nkW=o7BNu#!@lF>WP^R_g@Xffz(V~4e(bfa5=ox+ z(c-+U>Q*oNk6fyomx#o4;f^PFGgEJ$>%<`#D{&@STKWzjmTJXTPYSzT4>i!6A*Aov z$|r%t3$;lImpRNuTUgEq!U~`m6)nPiJl2#N6IwSR)U}UKg_&U;;Sy}#p0HG{Fae>} z>R8qY>P)mn*q|nZhz>>21WV8PoRG{ zJCv;Ui3Z>cISoJJ-1qa@nEI)jfFh8T@3KR|P9=b0YSf)t^AungLF(mE5-kJoK zj4{Dd$oadZgpu2k^s?Gf4;e7APLm*FBiJ(|+n8$lxm`Q4DHkgF-oFBENsy_k@C){% z4JBTLFY(w;m;Rt!LSq+5EHaoxPOTlszjZl##|yZ^CBe+YDDz15U}lUP;Dc8%l6^Cf z?rXfJf`RpwCjoQ2^+)}hB2ou`>wF_aW-?Y!dYn6h_{<&Vf*f&rHYW@Og2YX^#}2D` zZGdl_q!}toeLcUQ0gtLSbM1^R6x~YF5Z~bWN>#27T50e6#AsFay^@&_j^9hYIWN~G z*iwl)#dMmuNZ~%$Q$!7qO^cx7l=yClAD(_nQ5iGJp7WUwFivyzuJ#aH3PEI_@2IdO zsMRFU4pF>W#nr1}p<7A@^}3kH?AD>0@6?>Z9opfs2d?QILo`HU?>HjPtNCC?B z)q1zl-plh;@db@?aa0g7{6{^6Ib60J3}wn!y2(LX)V{GhZ*WZ6rdgGsk?eC8s`Y&> zINz*v(DKwt$PrV&NJ!rggm___!7F33V}Ttw*R`p@MpLw{)2F*ktyM3Zf^J=Uu3@W> z9fX*Ou6GNEjvLN?6~Rs^Iii`_pk&a*E`QweRSI*{iz=HJCjN6SLiAUArVArkG(tLQBG4yo!l1iPOf6_VuoR;Z^?vPnMA6QnKvB z3{K8W4er5S%@Y68LchX5cH6W1HIf_(4kr7MY_--2Jdb0PA2%)V9Ul-Wdl(-MjxgE<_=SyK_5kF(fg&hPqoU<8OR5` zW}PcPHS*30(wxH|cfR&FKnDYD@D*AS66-ywutMkgxMN@q7Os}qK42Gtzq`kd!&r4J z4fA!eu^LU!#U;4nypGqYmfMX+I-}3@C~NM)X=5pLd&d$SlX5~gZRglyb{^vEq8|!U z`b*DGpvhm#_=%H(!Cy41=_$)@IUplf!WOHgK+U0lMPAk(VghQz^q|9`_h%s6FfhB^F?Gx)dLBeFY&@y7|i~R z1}p1kd_;<^Q?wEtQq9%on4l$?oIJ~TwEvM^Jgl4asC1M19xkK9~+Jr?NF4pJgbled5P(cVEylC4SB z(TN$?F+?QGLJ#bJPeaC@yQo@(Ii0@4O+=F_eS{WPH`w^>j$o_}u!6T_0 zUVY7a)W3Mjt!M^WR~e3EZ>t=pMEiGqgNFltD8*egS-lEo=vwMfcM*o3kp|{G*UuAZp zOd5|pZ>c=h+66+d2EI3Eto)%Yyqhe&!s~r>Oj;klV(DtxLfj^OrVLq% zdEpC_l$Y}Iw3G{3dpybt!6@{`ZC+ow@Y1$!MsNnknRjEzQ9Zgmc5^s zZdxotB2Rh)7>O+5CYRmKZjj0pHR5{IykHr)>_lcI?4#OXg>RPH@vx?b z0dZSje#xTMKW}l#kGhiBaC{JJStFyz+dI?GXKGiDvz~ugt6J~)hLj5Bd*5itx@acI&pKL7IMxl8FY@cX`!K|pNc(i>A>Z5L z3CYTlNe_^gF-C}Sk+h)Jh%yNfu#s8sus)FHi0C~;iX!gyzdBjz37tBaaF#>gPYl>X zl$>~IB~1zO20h|QaOr^JrpW4wK77UJFdwP07Kk&`Ozz(m-H4beIx)C7ZQE`lURGTN zzcEeDp5I(|f={EXgD|)BGXOj!=i?A95huKl4S zDUqD%9!6WXkFSOIk~c?7#V38kkyG7zULQh^xC+KaB}|I7msCydX^#0EhqErE$MPb{ zN)}dA_seFi?bGBuBZ6RIR{CDp;HP`9np*IdPpl7vZr-2ODTJ86i*j)G&3UJ_{+146 zhkOmP6AMEJ5{f>k#U6$+Yy)w!(q~lxF9hSP)X`zIuiQw=Dr5BpLfP`rk@=mF*iuuj zPS)9pIYJT=lfmu*HB73F6cUrO8jaU;2nWxhbiS*dc(O*L7`#^$L-YtkyN-PAIFZzo zcI#Q-+H4|aTf`KQ1?rpEF)iBkTnS3J_$?|AG5c@b@7@a7IkJ9`Is{WkvMW4nugu&m z-TbU&$QVu+@{OiFK+fl`Ip5D|x^ex8e^ssrbd$O^x$!9IF0Q>t{26@MNk3yq zO>3C5CziY``>I>@Yt=w)|64``^U}WGC8vHda{q}P|B#$|0w=%fY#()Xe>FMvvqK}0 zZ+dF+_?Tt_%%Xl~mjFrU-yZx;aLe}8KH%{^Pp6g z`DuFpjvW8uEHMMZTQ;En|7V>&3y`hj1|*9dKspLYMg2Bc@cT*n?-6EzRssnWK->yg ze?OXf1HJB^vjA56kKTt|Tr9th>3=88|HXzHY(OhOK#%?R_y9rf^CvIve;=N{g|4aP zbHK;{58(U1*iD1^@l*oYfk%_ZM_uk?GewR^kuWFF-;w?Isi=Q6#$^3NXipdDe`l3F zo>C^j(vKN9rJO*{h8f7)F#&nI$5w_w%IE)hN&$WNKRECc_J6tw{>h}lqbvP?8vdWN z20*vUKXCtFj{djdK)Rb1$OisV`TU385p4fFoCUZsu(7iNsk@(s9KRX=ufpqJ#xnz{ z?Z?FEW0r;uXsr3i@lW^t|DW>?zsQ|`5kmixk@z*e@T;-mKW8g`(MbQAUI3O9u<{?j zY5?&w@W+!I?7t|X0h9cH)=2-ml*FG*LI5A&BYf@4%fTAwbNHeiw6gH{%K2E^Z4dXKei-DmhhJ<4Gt6TtuF^x zTRz<1jeiS2dOg_MeA8Qxn|FVAbhLE)qh~E^b~Z=XO8d>yB45+>x7LJ3hWm?f-pbnT zZYrAVGI)}sS4da4A1^zTj^vaDCigWKd*NV*54{coG}`MI{mX;y zCjuKBjjctkF5yt(Re_cXE!WMk+`cKbpXqgUzVXlL?G4)`DoA6jIYEYIEvK*VICNY6&a#1FLAYncC(3N4!WErt8a)a2&B< zmfXA62efrIZp%AoNr?-l%7;3YkB~uu^UBvc&-V$A$p|hF@tpol$zk8+J`4 z)*PAd!gX3*GUpmZgN=j`vIo0xvY|%>d%U0N%=3>X#>UWg=%%LRJEzucLDeO&RHg!N zZ@V}2W_XveRK{qgySo$exv5Hu^CuJ~r=|#0rk3x9jVj@9)QUbS)rE)2EY}J?yK8@^P7Z!Q_vOj~@N)*Ga(X|>2bZx}3N9{hS> zg4-BEObTWwPTS)-G#cl5MbvOlR7i*gUupA0?=EYSzFH$ORsN#qlf!qOUA9cnIgX7n zIk`40o1W0hZ+rX(*f+B$F7KoTcv&-^6(n$kZom1;wqMy~WgBNSloMAYr(|jWhRS%S zy}my3jrI$6wZT1OsOKJx6`D6a4ilzqmCGv6-t3C=J+pb{7bsO$U-Kh1aV<5jDlIW= z0#QjKrN=(s3hzqFgp>Ex_@?lyo4iC0o`Oo&%e94d$&9nf%JG8P_*7YC#5QV;*-@Ao zL+#u#f*zlEE{gq06j`B8WeZvdG`y05;t2=yld+ZHT|EAXeqTrP(P;t~9KYo`K8RTIRq2kiml({2Uaxxj$k7#Zs)kbaZr#O>8=zx1KB;fb z{T4e=qp|NycX3T{DM6qOyz0C+ahV7=R(qnYcaDX3BzNb*0KQVLe zyl{>rEkIzprDV9bvGk+b-u&>zLrdM^Vr{qD^ZWfy$yC0b?jO&QE)5j02S5<9PW4Vd z!M&d&e=i6fY`3Ju-MCh{pTHvMQ=&7Skl#`KF`P*kCp?-<_jI%sjoNKr77!<4a=Nd;R-bEu-a8svu4EVW=%T*bBbXsTaCcVz(YzGj*ahC zLoqfK!|PTqLzov;QWte-#)ZpD+(}n&FQjo**4|j}e9>4{ZdIWxCkh{@E1$hC)eL;a zonV3k6BL zjTk*f+_6b_AY%9M?r;d18dh@aPM#&*<1)V}STD7ioe#|VW=&z#to&3@h8v!VfmvkH z+{VqJ-)^%Usd7Xt$hZhTtx(jrsMzp1Vz73I!v~SNk)XgmNAeXy>@TV|IYUhJ2oLPO zQF%eEH5F18?97m{-@Lgx*c0t1g4Ra)20KDXsLp)fV+eBn*q%E0tcv8(>F_zB5vg$b zI;)`=)WY-i$hRvc4F9cgDTQcxkeb2J(iX64cp}TOCEKq_iI1QtI(Mh=_ifZI zW{hLtI^o(2%DXQ2!jKXzew@i2Fa`_d`(#N$j=Z1O({<&YJiD{v*GoFfnUy%t%?)?I zIz+UVwP~jeO}|EQi#-SV9+w|pYG_>`0!v-4T8ym5#)ICi0BxVT_AbAUem6{qJbtdO zxHmnEyd^%9jmWIvg;Njd=a0&9v#O;AiUqFh6X|SqL}fiSTYj6tJw*Mo?-g7$VAUcv z;f93vy!_Z#5Jxt}9W&e2V(@}uv(jUt?YvF=;fmG2>uoAj7@~w?YKD$6eI!idF{)yp z!Gdbv3>$W#xCsCy5WV^EocrR7YT=SES^u`+FfmndPs2oz9(pG{G~%=6ZuUmq9HsnG z+eisV3asT$0QL%GU>*QrrisLF;8%16vbLUMVmP8?CTyrUR)*LM#nz&j{) zX2NFE8&JZ@v+hveM|rSg(`)2pBz~4vN8~S=%_sCWwJrOKo`st3GaBsoOkPj*`zgkP zj}S{76fx-!1VIH?S+`5d0tTq^xh`kW5Sf~oZ!p2qRii(X zMA!zsJmr3Ej94TuNMSQ1=+%yK;B4ikw8ERvhC@?|%lv(+TPye7ZVWjw>O8Y;qu^Ke zz+9|+fy{>eSBz+(XW3tpBb7E-f)GYuZ6gHF%70Fxb9%M;a$T9mX2|Td_No!+q!2%H z2y;dLCn>|=eq3DUJ9Z|)3YZOk&p?!@PL5r!dXWNBRus)h5NQggLfwc!WtQU>YaV5# zDHc#F83?`bGb4IzgAFX*3K1O?Ngcrv_yXU7a$#Svq7bqyzXe!G$k+``vRr|zlN9*~ zd$a4g($H=LePJ_^>~Y4tkFBj z#uLYvoQwuF9Y~)pj7nz;oK6?dex8TpS-uKrPsw`)M~r)Ubv} z+;2M>LfJSY^_dU+YQyn*Wwvjmy7!zQ1s+-6kM0Vdsz&rcalKUDNI&DxRt!7 z=yc%&@Rt&v6?zf$N_q>PpRVP6)pL*e!d;+o2MNX(;C=CAdP=yMSN+E4r8c1QLk%kX z;i=@E=zHY+m1@*FvNcqR)LH;yVjgzfziwXoslNa8>DQ7OTt4e9vuC%mymJg)qr7Fw^*$;&*o+~OOQR= zYY=KQ%7C|0Os`*pfl#vSzFp0QqQ<70h^bT9`A#`+5Fjs)hA|jaiBjt)OHEB8L1=B% zxW%D$RY$cgPe(*R&Y0o7?b6UH>0=yZdcY+lC}SEU`M{phk}@b-D2A(>ro%_T2|3Xf z6syWV4(F)`qKO0F%W_$c4Y#QMvWiX_%mrzlH1>wnpH>&lf_L7|Rt^JFJiS9J7@}$% zOE5~7dJY$qglDR2;PjU86B$IhO7sSch9~cD9)>9 z`Rx&lF*WMd#$*D9H}#z4L~!H^MMmPXP4?pl4KAx*&zM^~>r!u^)Nc8b`hNV1w@Q=Y(zfl_SA}k_s;(7SEqcg}s8=qg z!x$W)(V@Jrx|71)Es@?pD$D;_-Z%eKkfYj_$BRNkLx(ss4;UQT?p>Wk2=HO$(`ynLXYZe{ArPQ}{ohiI|C!zCQBfotGZ<0?rK z77z-;I^}fgE1o^I^BANn}?`_f~&84 zauL}^n+QL$@CVYHbVp5Ufb`&{_R1oXbo#@i8Z)EKgX4`;i*yAB=FVvypH94BajWXNh^X5IlrkbFT}J z3pZ8*6t__WZ$J4*mT$GB1rblsJiG1l1@_nMm#&~mZN)YDyoem_nNn?;LC z*r31bx|x}TEUJ?@hd8Z^3GvPGP*na>z4O$v{&4wq*RG$AhNE2!8y2R&n8z?!Q=}Fc^I^|0a+fQ;}!dHPm`1|Lgma- zDKOP4Frm8^1Ut|m|DI4`sqzEvKpv@M&_m+?kF~E13nNRS#oY-S+}%AuAduh?g1fuB z26uONmp~x61a}QiAh z_`E>7=WCa!P=|we*Kl^>qO^m2d9)WrMPX<-LSKMXD>ol{M+`B9i&mqnl_(UER4?WLiwB= z3l7)D;@FbVDal5Y*pP+4=%0I%VHahyg7BW_YqNoOY9ZhlX2*%5^b;k+uf~oW*LFg_ zt%Mgpo$1OawtDs&&WT2?1R`J)!o~}%G_BAXU)?}#x?uBEk>verZ44?7^pCGyX~s&b zT{ipT6YAkG2h91JeStV0Gjw zj0!pgF7jX@r65XnW@Y;2?=DTS$AQXZ(~6 z69XC$Jk(#FC6f)&__76y2WSeIu`+oo%yf%3BU{wk28&7`xU^tpHM8-EC@Xx>9d64d z!{_hdC2@a){C)#z(*~dKa*=5PV+Eq!5^ z+L*I5VkXD39UHWfl*k{N;5WCtsd1(RqbM$m3B|3SRYA^V!?Nxl^*}?J^Gh=1RD^d6s7jx3&!{()P z1zjQ?d^5__zPOdC=R4=$M9n>DVVd?3gz(v5Na?Q%Zr`w6P(hq2sG1&*U#7OC%}7mi zqTSA-NuQ->f7KDz&l3#Z%Jq2u3S-tce_#NAX!a`^t{+P3a)W=@3KFg94m1j9f(tb% zY?Nwe5%`om;qCniLJ11b5KCpam#xxg$SJVGu5!J2$}hIzg_NL&B`0`A*mV1!${R(u zr#GB^QBn?$<}kb0wwt`J}F8Jb4HaK90b z7vT;)u{@y>?}R>ljaovNNPh>EiA64YUleXg54Q=f#6Y;DRO%$hRMk(He9ADOsa942 z^_qciSuhx{2Pv;jVBpKdt5Mv(oFi(sGQFD~x@SQ`(xbf@Z+!e%&e&i&1wga`@Nb!d zb|J+jS%Lzz>R}ca82x8wj#7G!QucQcV8b1X0bDW8WHq}~zJ}GE8WuxnHiI1W_I7sa zm*{(|`!b~RTN+`SsMS6CK|$lIPT{wlB$@10$$ECMUN zPZF;)uR5(k4)`YV0fd;2q6ji)TO0Obh-&{{6b*;7&oJ1A#j7r5wI&y>`8kwzyh08Z}U^aAqIYk`n(vAk##L8lVnjYStEo; z{;?^+7atuvbwZwIz~s0Cl3hybfh!taSzK8d481B__FewD9LXyuw_xXIE!_hHUc2k- z&O0D$85!IZ;IIUtGI}!T*?D^h)I#r>%tJejzP+7ey@=zADZJ1?W-F$OB)j74E^ovo zd$$mLyozwSq=Vd1?N}%wZ*5R%`x4xC7gSB7J9)P_OdPIS z7S}xH?5b(Re(a{U&TDQ=e^nX85HKSY1*VwP0{05;k)d3!M70YncX(aNj1`q7W5uJ2 z@5im=vSY$m1uvOij3h#-7ZvvT*2-1UZc*Mvd?1}lKe{XH9@>PFTT+%!pyfQ zxm_+w+)!QayNP);gRNVz37S)fsjOV(4z(1HQm|>{0u642CfM+#MFC>L+PQHGFPCb! z8El&F|vZf^(@==TP294qO7^F`LmcN0Zj%Q z2^vKRVdznc8N5+(MV9^$f&EhSSk~e>5(E~p0d-L<%_bn~8Kg=nQN#n1v9cDEJ|Mfo zJ$`g2ju2uMJ9%xTiR(!nVbJHTRUjE9E5_P&WNA}h6EeDq>anT0s}6mJ;;7p>JJjkM zJPLKN`%xq$t0gqB_871*ae+<9No&2zM$6_Z<-t6|LO@?+@pI*7HYOa^UDUjc` zm%qD`fWs0Q)Tbaa>J_@hh{uD7Z`kO(YmN5q>Wf2ommG}h$60`BG7@8>h^-LH5D{%S z5MNZ@6-9qjJz<>VM@oylu8cn?U+Tq_0poT)AL7?hvbvb`6@9>f0AP^VX?lA^0d;x% zwn~4n55#9zLRbcdeT52woVh6?n73iYloT!^4S`n_4>1desvkC&5iQq0#Q?9F>0L>h zL{c)z27+G@jz@^mM9c&eRb;b{GdyylMJR!rl3W_s${x)ps62nys2-LyVLJ7deDB2e z@zq``)}XJuePa@OQwZ9fOOmg^l&fC(=*^kJYjWbJT9Q`{~); zNnd-ws9svKnlCIeS;4@J|F-5E#1inrqi+NjnsZcUmBZ>_ z#~6~?cQyq?tgpofqV)H*JM^PW#c{F9QAtJL2z<GYTqTCNXy`rN+I0dxj4$tvhd7O@PfIm7P6$=+7L41ldoC zqrt7ZY4euQuso(_*49G%6SI#kfe9`fV+L*|i-jx$6G~ZX&hv7fezK&sUV}o)62%p_ zY|8eiNN4jHSaeli*wJ+Xl%VGm03R?8NK!ez9BR)COnb2GSaHu@AEqz2-)vbvked=O z)1pNYl#8LLK@r%(a$sd`^ZS7M-fy0gmc z$dSG+7{Hd8dPN7cm|4S(8m>r7N4{BEa0u4q`dt4C9ZsIKI60)x<$?&LdmDGR0XD+9 zXM%|D0zI6Qf+W1->vBqjAN;aJu60IEGUogR#Uz)t6DI|nRaV?2gAT~$TfNZ^*i$(n z{_v(&_R1g%PZrQkt|0)B19Ik zl8?-Nj;oxEBE}gzsqd2WCUon}r=PA?e3_=qnOnf;0J9PgajfR-1=@j5@BBhGl|qPF{N(B9fkcyuC^6i7dvB7-KxM=Y`=77W+LLkdU>r+0<%!CXV&yX)gkXjRq6j!M)#4F%k; zaTJ$CU6fJ4`QT_vG<5|;bO`jH__}+TRNcndazc{~Zvb~RlFL4Gwlt5L9=tw0}>%~)8;efG*FW^kw{ zqOM754AwxmoZKt>mf|Q6qjCk?cF{5MLydR*3WP|5*>XR5J7)0*Nhn5Oa`zy4N!$aPIm{2Q21>Y^7EiRO8`|Djo98sn9V=+OIAS+;i6`uHflsC|PAJ z3Q^ygb3J@=T#14A9sCDLm=!NkbDPQYBaK6pQOo%Tddxg^st7rr{ zr)NdLb_Y>doRJoS9_+kzcyz=wS$7R3^Ci87&g?rOrN zc_w1N=)I4DARRPF3(1Rsh3#x?Icu-eWrC&8g*zsx+Cw8o_COgqu5>;oeNnY%hV9Sl zhwhsp4Qbiz{kf?_XCqmZ@GK5Cl%-3Mhqs~)Mrw3%VRbv7H9t+}`a}>f6~`*^SusqM z0Ggs=h1uai8KsK`+pQvmLgP2!siml2uWPI|bC$hj8Nb<-pVLdiI@)45?ccpeT3m!V z(FK+3ER8R#5jEoVr+w6+{n@z7Zg&*B3C2jX=2_Hp6?bP)#8b!N162l$et(zJlQ8v* zvG5LjGkcMaWQ1Lx79>iSc{*5g-S?jKes$(C5afYw#1TEz5}NbZp~Oq={%@8C${4^i84r9GE9f(ACGDE%ciq z@we9J?w2_qy~B|?7_3B3k=${wA0RyClRq6L)A;6T$F|?ZGM8hBzbA%`bMgnBBgVi64AI8!E)(cH}gTXaBb7c zK5lgva&2Phq9ZaURAX8?!K|R@%S8$qLNH>&s5oV(kSDN92Q{=a7 zoqQ`kZH*Pun=lwN8(j~@eW#>F8?Kq?mT;=f8~U2+~FUn27e;$@=85A^INXe_JC zo>xqp*t{qVeg44j*}MW{N6)3POU599zclx*y|7mPc<0Og=Vti|hu$}7DpYoBd`ISB z4~SuxN$)@Ea`M=IA^35@5m4HBd#jdzZ|m&ZV5GEO=O}tzbzdIQR6S2}YQEkhG6V4n z!t!XZZEwkzC)U8K|0c=t{Jz7FQy<-#6sp$f)3$|0e)AL_fuOdtBJZ>YO1Bp!A)Qw6 zrzM)qs`I#UCU>g7h_nZR*9!7tE!{lp&*F;YKu!c(@23L@6x82 z??`MDiq!2jeQ+2gQikHE^gZ^Ri$D~D?Wa!)`Ei6e)Gy<{n&f1i=;Sf;xu6pl(_o~@ z(fd2X&8yR{bZ>onS!?|p9XsrGvEJhDheidHmCs|vUC3(SLYEI1+Npv3SZy4j&m~kg z^Xor?&AU@W&T%WdoEU-37eddUye8hA^H_F$p)v_lC!-sv9h-UR>Ed~L;y#Ug!l6s0 zH+;ka6(Yl?tU)q-`gy4&kpXkADeh*}>Z3)F+{)Adc|j({cB^?g_~NIFQU`0-G#Kz} z<&H1Uw=baalYJv3BFV+=%J$gI4Fo%k>L@ci)~o`~V(wSo-GUvRree&fV6l-k3~}4G zsW*n^kVO-RhlNOPdV{b8he(cOMFh+>>t{CBo;9MT`JlVtwol%oT~V|MKWud~g}pc2 zgp%>()q`@p=>Aqqn=;s3GwPgudjHTmUo$yk^m66-Nx&S|iwlFUO9rKu){bXO6s)2S z%gqTW>%tL+B!g!9A1REAsv35yU*C*i<=UEz7XKL z@_K|zIjhw?oam#0zlIVV*xJQ6*3vFX9%HljFRsaJiV;wkr}>A#!g^n`N%Jiw&Lz1x z@t&4_u}Zy5G@|FYY2C$?(NBCO)pTzl*K}gwU-9lEDN__D9X~vl`)o?Q*_M6tM+@DA zRih97k!8?~sr7IJ{KRg^>$H8eVu&w6T;c>_bUWSY<3uU&$p4-|$ zC?-;9YPrGv1j$VzOZr)>*1L-^`}KB4xMS7rggso`A0D6Gf3ym1x-s;}EfAG4rGi=n zCMzv9-#VLR@J?dv3nr8Be~OONa<@t?x_gwU2Ja^sfei^P z8GJ^j+n)039oGhyThlkFjgm)JhZ&T!pG{t3E3bya(X-5QTt4vB*iIk>za`{cj=e{@ zI_OQstTcDC(c`$*mT#=y!A?$b+N1@KWk6b)Q-Y*W;*E{8re*@L{)yp@P_z0met+4*2r~cgp7vwey8(vP3ZRQ zinQ+1>N1irQw9Qkz%(Ps;}!gC{`)KU%d`3UB&K=ncB7P9*K_;JiIpA2fQfj_5RyA6 za?Omzxl-yCZ(&50%5Q~r)uH0?qk+gjjwEO=i}Lw-TfQAIUzBU!S-*rfmd0;nZZ8hA zxF^KA=~t%JB0F@c<}P#N{Bd%+cDfKa-71p*K!y9sVL6Lx+xUvkihQ2h`O>yc+-^$i z?#%vb!^k5oqDFMmyAyhuc;JT=)V7L=R7wO(3v%D9dcvBP222C1+Ew-Sw3paAic)+V z<%RT#YwNSFEvapiBQ3lAy6MJ3P1C2W(`@CW*YE6n$&76g^HxwE6czG#~Vf7pA4M!Dte&|$VQ zU>l0TU-6m{vdK-OX`>{cTY%QRzR3kuVE_G#Zl2^YxpnIL%9F@MRecw^bm}%ftawq; z<9zx6IJKR%Q_eY`Ew^yh)isUOj@I3obH5B2c(*`7hums-2DkScv#teO-@l1^#S&kbjjjE$&l6P;aAip#sX!K*B*V!egW zhLxd+n~8>K-|sG-=YONkK`|2#Lv+{ubt7EguKbJ#Ao1g0=D4?JlscvH{C> z1#Hi*uWM|Ug&)3_J`BjmN!%;V;}VO#JQFA*FPY<}4H08x6d$(^#IR4sZA=@?;0w0* z`|JpW(jjp?84<{m$R!h61w+|^O__vZH+hIEm?6(GL(nMD+ZetiU)eu=YXS4v4eY$V zR6Sofka1FGDO^591+jP6)0%g-GY&M;FguQ<+c6}yvO2QlmgA?13beB2gzhG){oc&m zg12ZD*ylC8BvCu({cyb}Y-YefZ^Jn1ep=XdecZpp-V(QF0d!uOr7cUHEMKDsox4kt z7ZRhN3%||J3~00GIP|w9*w1fROMa=l^d^B-N@A@ z(eRN#Td^B{vzOGJCGv+n|8i^T6(9hoHf0+|ve{6UEpYZtESbsj^arEa=hMzM)f56cJBPhRJ0q|sg|Ka~$`D26# z==lEqSHB_F{0dq3^Wne#U;pit4l4^M1Ar{f4)7>)0?p*Cz_1P%fZf9mz-louJ&i^G z6cE(U|MG8=h>H^#F#$$kei!Kx(wys2#Qz}DlVdsnb>Y8i|G!-&X7``?V2Jf*px zM)>!L1VCf~ga&LsQQ7_G1GEGq~8FM(lr5q`z;KSO5`#nJOaSGh}## zJL3c_S^u-E`tIDnD%-`UcW_RaRsXjT8)upTP_4#^3OBeJkQ zdM3b_0Jp#nj8#3N=P@z;bz=fB0so=8pMz6BcZI(;I0ev!{Kvchn45YepJjex@aX48 z^1F`yPQbHY=8J&QDQ2esONYP=@E8D$y}#k30+3_CG$=FkPu#Z05g}#(43hbA*y?e2 zVSMw;#L+LKME?wl_E&Mw{uyBH7rusH$DDqdhx$unO8*sd+RqjF<{0Yk*mDXocG*|t#Vo?2@gD})Pj`JS<__;= ztv{DsT=HtXZ}RkORZy8TbbIJ~7hgPeJ1v9ha^P5CmmN7pT&MG6vS!JYYh&+bA+INY z>E(>m(h)X-Nr!ZZjjnylv)iUoEt7X0b4`9|P>Ri0>9@iIaY^zW_0s$ccc+7ui>B?H zigGdSpxPS#*ZDVXh&ILnxdA)*y7f@=k zCT#st^SqY2W5jV*VIlN@b}NI^O0X_DBA3*U&CiHO@febvL5-Y^yeCMx#5mF+Sc&t% zYaqMCVrky$Tt+=r1sv2ewSWeyVq+*g>}`uRsev$y|D{W8zWRp4`{7q_5Or9>4KjTp zk_1?kZNNf|!VW<7lbZ>jD-~-l+eQWvZI}~%cRyR(& zZW0p+oi~j1x;Fu@S4BY)Qy3hJk`p#&i%Mh+sO>O}(bnJrIbO@&4`dxF1^ zOKm&~%`k`fbrKUgtjl<`t78pH3e$0tG;7ZIv+uN)SMVLkXT7?CHK}8Uen_Jf9X?;9 zE8aK}7c7@rYe|!t`xPw^MKi0aqC$#a4U*b&tuLSynftOLfq5)v!|4cAcXSPoU?NSu zcvhj~%H^oDo?}wV&$Q<(ecpK?FJxysjQyd>gel*%k;*G31z*cjuC9$WOA#G0Ir#tBGyaHEU~e_C%f{^fSa-Dn`axQ(>QK41>i~;=t3&5#E5UaCt&t;7rnDNF09CfSEFSMCJdom6l#Zke9 zE+9C8VwMDHFH@?i&gDQn@~z&Ejr>ea;UVJ?hQlGYWu(?ykXL!xSwqzcF+PcSg|1w8 zw{UD;vLQknE5w5yzVHp3CN;=P(VqKlI&MF0A zN#7w)?x3#1NpP?#hX|6tOh8}Wv(I`~)aQG@W-@u6P*T8W>BPl{N!{`ZygVUl9TCOo zr6tU}&vzd?sP$zy7`_Lezn2sD#wlQp&LhX(BByxYKFRv|qr8v4-WIP)Cu_i*ljXjG zWsj`#g*Mj+;kwR8xv9HGqlBfMrFgE(F#2U}c%#zPN<>SzE!)eEy+9=HvCd8$C3Yn} z+H9x(cLdMvXzSmJ8BJHyRvO{K03h^uFbt)Ld&b>d! zhn0Q}$@CphJSk(GrFYBYEr0~m!!=tWAIR!D0`;29K<~U_D+1EV(DoZ>Z;_g!jbJdU ziu*%zbi+IMh6G^-4VPk-BrO^$XiyyZ3z2184SCtiLJhlR8Z#C8kV~^h@ZxW&COY5Z zJ=CRTbfNAJIx0%}@Is$+!6Jk5w8T#54xFCB(FgAJwP_PkUrH}@g~L=!b!EF0f8fd@y6$S6&&N&bG*)9wMBf_Y2-sZbXHfB45S=ifkL z{B}n86|Wr#Vt}In9HW$hzKPB&D`%pg_~z`u;gkh9q;dfVWv)j!;I}%q2A1}ZWOBd% z{m)3sjz|qSO#oz9zsIV-9Xf#X#UEiTa9;cER{-+(??3$U#{kstZ&x_}h?D`QxW_BM zhPpo={>LuzS3YdPb_usQftU&n40sx=014tqqKm^SS zhyuiJM2{8$aQXf9Q1_?m{~nnhA-;iVhaHICI015iN9=0gw9U@>sLrRM9-dsJzb`gn zV+PRT0aihFfWZ$SHUw~?AE6!oqeQ=fAl zP;_>H&5xVqX;|<7H=4-LFZJ)yBs&n~asx0OY+L}#-D5rl$n9_fw3KW=@yMUX#`sUL z9Y1}?-y<5!BN+i;v}{1U`H0BE$^<~%a{zHU5O1;Dyr zjT1o70UY9g5a}ty|A`OrheSUk;GdhtUyFd5*?#U2zu*3M#<2e!d;S{F{xiS@@ZJ9d zS^JmB@fYZee?s5*iqLksgOMt3hku#|qtVBzqtanVC-yB#gN>Vzo&AF; zynDvPK~p<7_Ci(FWWJ@wp4XKf8I3Qu15a9tI!*@{E)L*|ez@Lg4E7YaE~&q~IUi4C~7<9DsYpKWskJw__Vg(LHg*--C zhN|(Z$9W9Xl@og+%cw{5s*9q!P0B%uZdI>>`*-;ie%MlPh(OqH%ba1G*-C8DB$5>c zath?Is3yXZ5ohVT0fKfcM=(<@$it-K$Hq0LJfA_rVc!ae;GvV%Rqt@Oo=RxEnY&q~ zE_@%FP3DAm7MB-B@@nGiIc^c}XBIXyNgYq6o50)jy2Jyi)9l&X!b_!hUSXeu#^zjg z4~KCL_2ba{q2zkr9YJ~1oaRlsUC4YG>wWj~vwjabb65|8aEK@qB4!CyXm6J*PV(D! zZN1g@tdfP3N~~pYIQk$LB?jcsWB020@;kY)#A>Xn{))ta)hWeBO8Dw!jlLS_Ot`kJb~*{=ZYDo>-kEGKz9 zHKP<@Fe5kgmNXc}x1EXf+-~XC8RDKEVo;Ob+TZE5i`?P;J3ZtS`clXf*SZBOjpN(p zR6+iEjfM;P-S?G@dz-#h`o`xZeg#$@w3xS3f!yhttB%VrS)gyfWXvRT-PV?0Ot}@p z5{Z!ypieVu-yNQBAmR0hC|>fDze|vS!K26s9(ia;cIzOTZIwPAVCy2lm4mU(2jgqI zd+$_qncLDf=6&EblEiqXyqty(nJUOO-Qbh?qegoheNx}&VK+5I>Z+C(LhP`vrQHmk zz*0a(O0M!{w+}&47;DalEfA^$pH29Owok*;oaO^+$G!&z9^Ym~G4`RFWjPj$(m7x0 zomS3W9nN=-aMFeFylr80yfw8^#%NMt8b$#zhLTnzEP3B>#%EQlW4*GZVJ%?TmsH#a zMvcJ=Iq%n_0jA^}P77gc0K;9%0&ygCkPG9khDF5~kW|1`S zxa!~{t9KI7!Zr(qixyXv`jUj0cLxxbQPr_{ODW$AImFeI^d!Q1)b9VTl2~C#YZ4!;3wUAs1uFKl0-SzZnh6 zSN#H!|Gh#=93S)eGeMD1a5j%}pfhC$h;KTAs-8!wROPLgWGce4cmp{1TB?IuUmp#& zzZYyZsi_Rwr$B)$1O2?CafUXj0m#L4YaI{$;@%t+w;wUf@R`P4Gp=xORPY)04IRm- z#(QHG{S6<8eGt2vlraJuKYXr5Y3Jd)o}ru{Zt64~gJ1q~)o~!xvLx3fdwjT55EWYi z(&Ud{blE*2)|w6BCCd9@o+)CPKh#MJ76;s4p-BgM>K^IXl%eX=vDZ|q3$>q-7q-G@ zCs>}A+_&FgTC4nnhGd2Y5Sp_LZzcj3;$+=SpK(>x_{v@?bp#+*rzz8Jg{&{5ja^M& z_SA9>an*-I7jOiuX%wcc_Aejy>yCT5LVzU0eS#`E`9P*w8}wbcJjwt>tFOlM<8s+W zB+@-Gn_45EXO;;TTe5?j5eR#zX|S=_t3?MTl8Q6Npll)`q)a??{qiE*0S8x0sKZCGTj9b=xYxVw(>L?Wm4?}?@+qiKqr*A8(o4MppZzF; z4Dcd7#=mA}=1B{}!_0qp@sjggNo@31CZHSO7Jf8Hd%6=CFpoFO6F;d)0!cGse6Ge^Dk7U9Ncd%!Y;rkyBbI0-Qq7@&! z*eGA41yB=Ea_%E%^}mFb!XJB9Xne9HBUcdT)V0-1?zqoY`Fxhr(D5W}NZOcL^Z?3_ zsV;VF-7!co(zZ!dIcZ)taXwg7UTB6S!AI2XZjtA*<30Oj)AJT^+Ir&li3wV3l}PfF zin?|ocyB%FE$4gFdM{Y)u@KKjJ@Dt(a(D~u{W{E_HBTqa6RaIq%=fECdSt$G9F0y_ z9e}FE)T(W)*@x{_o)u2PKKL4~jhXB6F1qulSG@Gz@F@7Y?$3jRYIxE%Y|Uv9imlH8 zTc>eBFp&!1%x}oy$NT-o7r|yRlN{ydREH%0bm5#WDJsS^>k1cPR>#{#8_em98rWIe z;$$2627Y8L3Uo?S`K?1X5?s5*li95V%7<_0Au>g61dCi{g3X?rwpoInGTnE>Xrrdh zd!MhDr8Cv-?C@5~Yalj%INeLwsSR{uV2uu3ZXEi0n#bI&H^?RS(=7X#iP})@F)X`c z_Yg*|TYNgwbiXGc#anvYG)ULQF@KD;pOO~|6Q&@mdg|_sI^F6eV>oLW(`DdZvI$CN z>0fVbcNIhvNHs+e2f4j}efhFEP4q_uavc}OVcr5^N_mKBc(3l{)NB}~7oV!UHdwE& z?n})bqLwjRR8wte%Z+#O(i~i#HH!w`kL> zQL9zdNDzK-rq1u+UZl0CV@(-0+fvRlgUiTE=7nHDoeGU4I*Ax4r+Q@@iWNlOE%1t? zOgt;Izibwp{s1c3u|}MEZd`tpqmG_!KO|X%EBqeb)3sRt;q0BiDgt?dG-EPEfVt#d z*lK(WJBwc+1;toA{F^_)^m(m^u*C@` zCg0GFw)Vy|0VE`%_PC?co3|gd7xO)xq7d$N4TcYNu#_PuE|BF`J4@fCl)`sY+9^-J z-R?e|+|XfwegpHaQcAPZc7}yT6n8IAJ)XesG8f56u`hHy2vPJea&~lkKG& zh{(sIW;DXU``hC>;s%;f4WS$u)w8-~wPuv&=L_R)7!Yk`{I{b833S-gY&{Yg&I~3-q=dH?Hd83RN!nr>9Vys$hDw}|M z*-Du3j!`(!=mc-vq=gdkzc*-ed0wYQF5?x9t1g95n}T=pf}P0bU4kSyiXw;Rn!E$t zRUW1<^B(#P*<_N;r%fa?UT&MIj_!ugO%VELxbHndHL^F0ak-=+^m!A@Z}x(DU_T)B z?RX^@#~@jPer9`>LU7F3EIo#T2D%{DirUinet4MHqLYf%n)( zj)C3v#iDE`m{k`CapE;Z6>B1T6l`#U*aGa4y+jmgF&;=s!bn%}EcGq4ob}wGU>?>! zk=>v!fgdTwMg^cTTIETD*y(BDrzoX+TMoep?lya$m(>?e5kFheodIwuo{gEopv!mL zMF@z_#Yf7$f((bQjfGZQmyL$78kcrfHQ)P^yVI~ZoqOTUjvj!_^*&aPy}P&q)0X5p zvVAJv>$UtX^K@zYcj$)3u>voqY*VM4%8EPH>^>OIf!RHe)8fPzfA~y^W9%r6$sbu1 z${N)u%gl&nsQso%^m(*^4K}~R7+p~SQSVyz3-$M+WxM+NBFZLjBuJUd!!g4z?ocRt z$>?--X+rc=7NWj$a!U|&fMfRMXROYo4Oeu>)8uBdx~mX)EfXJ49UCM6RNj^A&z%8(YBBm5 zYW_=$(Qj-~e>v|8z_30hN8uR%DenrvFaDlE{Uf=`@keqM$XopOE1($s`wxG#A^i>= z$;<|Xy1)PGkM1L&RQ&suKb{QK-G9IG$CH7q*Kb$2{&+Hw|N8yP&(tuGR^|Hb$-gFY ze@gpD7UF+QbFl-t$VVVwAR)*OBrFWB(`A*PnD?e~(O$ zT%YU!XCRQDd2BQRST=!N7m!*8I$zkHPP|z^DbeFP|F;qWrTu?qM&tk>g#psK-_qSc zLJOeTd?eKSiNDPGv`oKKBiiX1>lhds*xG67o9G!^*;`q-{CVyEmn`_dNXo^=0PvCi zLsD)op#20`y+@?z|17Dsl^sCe=xD(Fq<()||9`uhk7oT3p2^?Rg8*+Tkox5Ul2VVo zO^+E&4j_Zc{cpHkpVTmr=Kt?C{HsiCKu(_RF}(|P$}s_1T6TcNk@aWu9)P~g#rb5e zUeD6-PpbUs68_s|`WIC`_74KhXh0_z3l|p=DZgc++P5!yO z_21T9IDz~w&;Y~64JhytaT`GY<_4U|W8WM*=hHQprxp44b*Zs&07Vv{627LJ*me(??wOZA^}dEfdjzRW@TezU}FZl)PM>CPyzz_Lmz?WpDwyQ zy-NR_X8qsXJ}Xcp13LHsnSiPb0O|Z_T#q*PA4GaGL;rJA`)|$t*DsKT4d?>}2pw4g zUR-vdO2z{CSZ<(QiuJLs!S(bqJuTD!;`e`*34oCYS|0x)6YFD<3OGLe|I75hc=%ss zVqs@}WWfHdp^yd8*`q(;dfX=g&-HJ1>?h6X=c(iG(H&4#WCvi;f3ooc<=y`3F!wH!b(6gZ&$>E*u^JOA`@ zR)Cy=2?z$*xqvMeu)}}79r(;1gNT1CJV2oE_;NPDsXoR(Pu%|KW&Z8$%#UO!z-!rn zeh(nndE)ke{xtq1{qJvoWa$PZc;fb-A>8k8|2qq#fXF|oz8@QO|EaF|FQmo4)I$Hc zmijBhz+dDM_@xc^mww-0dw2h-==vAytN95vV57ZZcHe58%ORa1X zmx5Q{@1lp!veU`ZrQPg4pW2ttoO#z`2L{t~$Lw=m&MbjJP%O=1SQy8806HaKAblW=c zpsULa?#WpeY!$Lzsf}z+t)AHTgxQ+joU(jtrYip-8q0qcc~VfcdcLGIcuJeJF!y63ND{%S2fP{)Jlm^NJ-mcovABGCvAznPP z!{n#NEha)=ah~M0Gk5OMWvClNwP<@*z$fH%j}Tufb3RjQDp$Tdxy(yVnF4!=n!$$B zj(kcMR6)0~gH!u0j5P@v2@B6;wZ1IyUJ*H-M{U|xf$_OWrE45&0~PyLtp22#xC>s< zgm+uv#(`LNoNjMFs^zx}F4!}9+$1q4X~8$Hws5xNr!Hj7B&2uTRE_czMxzgxlba&MuaW!nmqQN^d?as&)DuD>?KhXNWuJis zO$vdXwRbYOGXe*v3SSXSOU6Oac%wbv&?_o&Jf>R^c<=HZ#sh0~L1XJWf>frGpmbwm zn5v5Nnd2X!!s#lxBP%x+sPdUIgKpTJ1*xSnHcP@wKh)cTvq`iBvluwvi`$ae-@mo5 zH3KI8y(ly@RC&tiQA+8fEJZb2ieGYCB_eKcg09fdOckgyOrP_CK(AEI8dNI}?ZI2E zF{#?^Fwc?>o3gw>$<8=Wy~>}#Wra%{a7>-4=T4B++pO=sVvgd)i$y^F0U4I*|Bl=(aZZ(u$uZNjJQBXhk1m$YfqAEm;6 zoBDMupxd1rx+?i|!mSW;le>PEwRsvZ6HjA8D&q`Vt3E>Iw_jxTu-$ z!j?LGUd*A}+GuX6Q<=`(+r8N=aXl?2sC0SmJCLe?U%|K(6%l8f-GLh2^$PFB-0j~Zb$mEEF35YApT2#8=I+U4wBDmUFwMyj+h$~3F77U4(jbq-(8xNUw z`U&tP$w<72_7f|!3PG=Z9viITV_03%b6mAv4M`Dhe=GFdoBXY!XQx+IyxvTPF zT_v!q(9EpKwpo}QbMve9vU}-rcib;}Z_GHm^I)0^DECxZi@0oqTXXuoKnbYC4){)o z+BNY7I;V6)S60)!!lt1~cS6CXie_e`V`&3z zOsup_Uc4WuKFrX;W;4^=8D=sWov%osD8`4gYO-0EJmI(3tue{2-UT<+)154GGT0k_ zOgW=!Lh7TnFgIZIlJ>UpN4HhN_}`i6sQn??2sp;*FdQ5{ctL&DG?`?$+RYG=K99~D z51*wTwl!K>*?Zx@v_oByJ0<3gu2cD{J(`2qh`wvj5yfiX8`fuG`zy(}l}S(ywaL3< zb=U-&oj0;*lOCR+{%URgk}t_D;VqFb-8_yawOd8@!gi+*#QI_M3LM;W9NkC^2`#LR ze8~9)@+_^4)amF#lRo;57Kr06go|oqTYN+Omab%WH9oYae_+CJF1oL#>M z?XVuCRf)CEArsC}ncj-gw=iKsS9XbRE3qavwm24kY0zO0KeV(|W|(Z_qTN+J%uNBo z(BNPR0|w#My)AlgrV=M)pPt=7!S|7kl6n`nzG!%+lbD;l4@KNJ$`-l~B^iu8!~9Hd zLhBZ(ODmZww#D3-qF1Cd)p|a$r(yHqrev-K>t?gPV>zSy^&F;#lfKNBiT+R7_~%;jBsPk9#9%9b4($Y!JIPHJ3$u%P1@^>N&|= zJYKue(itL*_c_{n*m2?)ovXK%zKUEBr~MvyJ;6d>-69jW+VW`pUZ(Mi`6-gJn+m*r zK;q>ynAqFED{X`mpquw&4f)(QR_c4Lg!~!Ju8q7_Ie}8gc_u`>NzsuhBadg2;0@MW z+^|4j-siadJzl)YD@57cI*JEb&2%Q9OBdB1HKJV|epx+VJ@HxHn|LIii*{TltI1_BcGa9##K%cSlwmE(9Qh7rOjO;)zU-C!JnUT+d{uI8Z)9X z6ERs`T+E)#R1;Z+88_2>T?(u0C|9@$iKn`llq+u zb#lcZbh4iPt_+2RUQOEpf`G-zK9Vctf@6_uEUVA-MuLtw^-Cv25wYJ|Lc66-I}vA! zXm1a+FBO_39eC0d%Zl3_^AwM<%fKnCtQ>c~@e z%xMbJ>q9t9Tg~W->sfuh+nCF=HF4k!T64#O{|b56`Rfw#q>`>;pv2HT5^+@g~$|<$W_%*?;CiOXI7e8H%X1wAuXG&tRzht-uIGz} zg9LCNcdw>WDYoDH#NIDhbBTUM_)I@)8YE{W(^i@RBhx3uzu^6S4SC=BZ~&`oYWLvC zIIcUWwtSu^?Q&S+Wzl@r3wCdg4?umL!gEoLuIc8$bqZw$Bj?ypdn< zAJ%`2Ky|W5WU(V+!*bL1ptiJhm(t0^P$W<&{?S11x}!Cm_|E=bIY`W}Z*d*Pwy|Yl zI!!osI`DQ!BH-A;bF-$VA;y21SnW!p`Dn~)8BxH-)MiY*Gos6LQP%FD$tS^geQeF| znVi?Lev5i0`v0NrEr9CE)~#*a-7UDgySqbhcL?smgS)%CI|O%kcXxsZ4<6v(={~nk z_dR{??Z3|bs;FXb7PHpebFBq6pZ6VO7`bP~Vgm^Vlktym;7-dZ5I@chcG&3Ht|c0G z1_5twxo=s|FHELBQd5W62*e06DCn6*8LJ31jx_(J30Q{`+t?fc*MbqTyeh z{f|Wd-wp>T$N|~2e=+)x?ET-4W&&sz{_@=a!o>b`+5W+1*qH!IgTFfWA0Lu`cWxE{ z7-IS>G{eUDM{4kIhcf~=DWJmnub&*Ca{k}18uKq|2&irR#qhs#%P|AwM1beyUx%~) z_Mrbi07L&C2K|x$01ATt%!m9_`}`l^4Inx4j|%U9kADC~jbA0jUw?G~V*sM5-&p6b zH-7+7e-8x#R49MAD*r%1tegNj{@+w&Z}P52lMKgQ-lBV%^iQsJ#Go4pvOBNT!bN@B z39^3jBerU@N|DGgv9r2A;~>7IU1FlM{Atj$gjPVZKf%dNQ$Mn2D1@=yLA1NQ-RW~n zps(GY+wfJXZtw*WwhCwTKv-tpo(S`@Iij1P`wU@telwh<(fYwvmcge@yVqy^yorZ* zqpCDnjsD%)xo6TNB()9iN6Nj$X3){4!f=j@-~qwqd+Gqz%R|M3-P==eABpA+EtXZ} zT*TztEE1)T8DKb3xENHIDaLujC zhg2so)z?Z|XHmnn>u9(D?sxWHSM(~;4U45!EfOa`U5^6St~96<1r`I-1}VHA$PH-srarUt7p83hy* zYZavx^EFTp5Ir zl_-PBX_zgpS4;NscaMC?Ld+N;siLK^xnQX_-wE)qc*SFgBG(d9#-EuBv73-Tv951YU zz1xN&*tGzoGcRE(ehiEpY1FtfPdpzj8YtEA!HtE@q5gW`pAhH>0&KA(#Fm)mb4Q!^ z?p;q>NSy~`S31O~*%}Z%P-)o^x>cLRVVMj8Q<15n?;GSCU%r{OPNa=HuOVp-W9Bz$ zk@kK{HveW-A*;%K*R4957~s_Dun4U!Dcy4oD@KHsx9Zs)^3jJ=P@8(?#^OtxbH>r; zvvUkk=TH6bPTF8ipJE&>bL7uk`F05CtFOh5tJ@n&?xuEU4xSevJlgMyH=mF84JlV( zTfvaw{oEC$#6Kk>$9@hiA2wOdQ|>Mpm%4@=5y7u-tb(!uyBpwWzq?)ixKBzsW}$}W zI~?%Nu~z-+E_v+_jb^A}x)L6hjT|YpshFz~-TF`mq_6x4M~Z!gEtq3aWRyJY;umrn}pTxg{{At2VB>x;azeR7S#0gYO$;EBoN1}QK$ z)Ya?;W%twIgx>Y`D|V9oRdKaCB3IfE`VX!GZ$8i6w0_ja_Eifzr}Xc^jgd2oKZ!n~ z8ixk=QIzGm7?S=Bf=UL;7{mqj5UELtGbp3LHs+0!0{R9@GIyzJgl17$%~>U__Awhw zmY6~*Nr~|gIao|fXnI?0U$mVVWS9{sK$zIx?eYD_yU8#Eu!fek zzZ2*<@E#rM+1n~FV&s%rBb}wd+%Or8S~oUtbtp^+7{=O4UvQ{ac%%=zwvX*kB8Rl(@#nlvzn{QW z8!&Tpizq56NY5>n<47}U{pBB7s9-6V;T_E5)Ida&IqCaooz2mfveJ-DIK<0Fe-Z-) zn|?)6OXiEmQJnLnuu`P-IrtEQ?%@5^i8o2sWQzlhL#x40T5(j}zd+0(Ee|SC#L#6d zcUE2W4o@`AHxR^7DUUg|cqS#86jsBq5e4sDJ2p~}G8J=+dO$Wbh&^n}cW=wENM4!V z$!%`ydxPW=o9%c#9k>s=64lYS)(mFl^jK)6AQgHJA}y3Euu$5FSm`GkROu6HCfQi( zQf5620VUj-dQ8=#H{*}!j!QNllfpWv%cY;B?O83EbQ2CDur;1bq5MGDf~3hcdtfS( zcFec^O&mpfJDoL%%*E-@q)8#2yJ0G&YKnT=X6@ppDtIAj@FpE(yu_$39?i)!&!jnj z1a0i$WD5F!L_6IHM~TAa4`iqeD(r`+G0g2&g;xzfg+af`O)`&>tq&A?PkYi+r0GeDTxxCi z9hxg}H}1tRFI7x$!DLq@Q{JJmbca^06Ou`q6bGiZlmd=YrAUZqq++I{*1(`6GJPT` z0v78`iN{cG949KvkWnXOQEV0epfXWYzDwCt#xs(@jx8|VJ14`1!fXVSDp~`CPEM0M z+mxo`ENG_ff}`2BV1Z^?C~qvd?=2|DO*1qfH3ef5ycQ`glLDfExZGV}sX8^))1Vb~ zdbpODSYEE-DB*{dr4~D$n;(ic(~v0tO-XgkYy3G0Ty~~Xtk9*Z@3A0;or!^9+kQ0L@WunIv@aBsU$L5Ej()LCkIOpKD{&-x( zPIKecGdD8v2^>nMmB5`~{!fyFSrf>$W_FcJV;??1X&_T|6IHrodTQvMRwksdL-Q0N z(+;N|HkS{`7DQ!!q#`^>8492_RRX0pwFq%W8CaHsE-ZZw;+FE-4(CP&Nmz_NMyn-` zpAXYLS?E7KK^vHyLpTvl3v9X+FKWqM37?`w|4LotreDUdrcg$C*`PM7EY7AjipxjF zY884ZHq3_}m#Jhlp$uLItYB(E!S^{rX;e8uTC7rFmb9oAuIM|a zr5HB7h7e6}-WN3zE%3_FZw*T7T6eV`THx-m4j~On808aDVSSS^%Ak%j%Tv5boMR5Z5>g{FXXYHe5JXP`ErldFypiDawik(Dz%KO6f z)Hm_96v!AZoLPlv4%R2No$IK<<_qP4E0#{$MDJ#vO_#@c5*|Ze(NPFY3KS&000&On z!~qA=7@&CfD^_kdf(W-ib%=5YO7d4-32(4R25&m)+q*7SVlq+?vLFMG4hi5e>{d{Qikt~qJu?wV8^8@ zh(gXxt`QzLgwdg`Tu`qGz+QG&sN;}qONeM8TlU;VhafX2BW#3+D)Y!t5AqG@k1sR$ zDneG+^Tk3%8m_6XyeSAoxfe%nF_SgB*hDRcv95(ES5ARS=Z(s=5gQfpwmx|+1QfGR zrqmZpUAT|3lsg!ZS^aUbe15*>Pzj|N2VH8h<0i(?EY>bB(td*;Tp3jkkHG?$9QwAV z#vsUe=+J)pbotL=;yUv9ErJMricrW@QglH+${;76Nh4{V`-Qst|M5?u@_~7Ln3^<IW2Q2+{M{~-3_XV890TCvH{?&*@rX_+uOJcvX zwU76jJJp`^fo)TPoALQ?mT+Qe}I@4UN9N96-P3%W|q$5;bSy@(Ac zh6zM6U)BmIFcZaW;UMy)Hl9K@c{-S1(`CP!&;=(TH}gmf#?i12nF2~!kv1W133H+sX%E2u6Q7s?Tl_gKJ%wSE~a{Mxn*Knh7B*!=p9>|{rmvd$$P<% zAN_)GDNBMh4nDv1K!UKBf#cXv)NzwsA`4+ z1|=Aw9mO@l=&uS)OX499SD*XBI2yf+kykB|eYn!=pCR+c-APJYX)zsj#3dfyK5qPF z+qg%tAB6|%$k3j~MV$mplfk5C48l&Biwa*i=gQw<*sC!I8p|KNh}0o{UxrKXrr@r0 zH8js{xGwo~a@9SF;GcPXJ7iTa zWtmeBMO()2wvsZXZ=JAF&0C#sE{gPXlxklHcQ$vTG`!Gn+hk@bQUvY;I5go|kC>H> zjS5}Jo1sUd1Md%qO^iu;W^ryU*!YG9i01Sn=GCK*#w$aJxO2M>YG$ST($Upk8zY@< zVPt}vyFF05v1uwhqOHvgc8mIgnrggUKWLqw$R5ih3kql~X*tJld>a%4~aN9cs z>2I^)y8*RvR{mKsg18o}FwfI260?EmTh*}n%9WkH-H5z$#UZBzTJ{vwGVGTZ$VF04 zu)3TXvl0k5&=R>TxgQ2`QpJYgY$>H=f zOKro-UBixGO=d+GIJNs{I4*>4%Tv0`fexAJ_+|7--(}gR^ASd&KmH-VJ_rI^x;TFx zhN}>=D>_C```rnVqSj^1^p?)s!?j4_Uh3iXqBlC#9C;CvH(K{WZ}?C2l6W1L*c|@n z;l><_I37Xv;oCuhMgje`fcHe?H@FwgM>lVT&ik?r4{6Mb&EyD;E-Qv7;X4hd%3R_R ztu+E@RVOVN*^7k*(B+KD>p+kK)Kn)BsAWG+6$c9a6()WGJH@@>w9alu?b4u&)UXab zP-13VzFv{q)WW1e=|~d>);P$g_G61?1j6Ga`Zp{CCoVl5w+Bw!So3y1h4j@O8AfF* zX2ZjU0fWmBeIlyiJk28Ai?zFZ-b3=u`rKsrX2Xn`Wto%vDg6FIrx$w*1$aSX@>bT@ zxnQyhx-KsQi8kK>om~zD;JQ14jhl>I5ZZ<ncT@6A!j$0vv7ri` zw~ZE`fmX6?MBbeRHV~#K@efSIk|nm>jUPt{f^AorDc|pI@E%C}@+WBXP=wV3>amtu z^!Hy7IFNT4Y;x~s-+wrnJHm=6J&>hKw{0V?EV1g0=P@8eb>AtvP3IMRU3RBj?+N7Z zE`Zv6o#r+ipxWqqz+fk8Q!M*D(r}SdV`A2K)sVx5WuvkM13GUU`P_-G>Rs+Xi*}OW zxo{z_B6rVA0ZX!W4z6Bss=!|f1~#4owPu?oTP*;5x#hX4cVRRvo_uz`WM^cwOI(Tm7~+p7s|;nvGUgIUHpDRjE5EQb_)j$M;r^n7O~GKCl6R zc7eqzmV>q zNB;wb|LRu+^pySull=op|G(_E`?K}PA1y5ZJudwtZv6uWWf1>U=iHw_?4JqiA5BdF zA`-w-{KDl*gntvH0&G$Lc@O+oPaOxK6ZCI_)N>u}g!LwL?}wV10vF4?7X8z-Dbj3q zIdZ84H;OFQDNs5Gby+e?8q3c6?#tdN(iXz9#^q|3{gfoIJs?QPqnj*H`|CXqKTLhT z-rd{raSETeb|zTiSY&^C`Wg&r;@$ya=qN1Ai1Eq2q>Yt^@}j#b0!y2N0}{^@3?(QK(Wm7?5Vp57sBoiJg$K%NwQH|j8d(KVcizl1{`$1PJ zM-=9og?6Tw)8_;2aBe6!C*9{{9-2d9qz%0B<;C5m)y@yQ(FhADr~_eF9q^Hb8!JqA zb>$SUQ8I;5vJxI)X_#RmG!sS(UG%Mn+z-oA17iHY02t9K4F>Y zEE(p>FPWVT*so`LS;dCDGZE+SwUt^b=mhn`ywBpfG?$zzYU`q!JbkutJyXFSKLnG9 zYLYTGFcD3F$RJ~*OkB$LL{eF~t%Io7PKi>FEM-=6_YdCSbU~Ce#fBC=%dbWhYEHNG zsgE%8SUC^RAXmh;##ZgiRw7v~ybB~j)O%Sa6E#OYd zFOXCS`?b775%%2>6U5U#P;O>?UD_VM%kG+8DgH zRE9up(EfbToxL}2-0H^$dG}GqPP+UER$dUzS!i8u_M-(cpW9mTkHg)WK$}ffgVjO$ zA1Cd|Kv?(7_eio|d6hMH%9O}ICM#odjjdg(JRPbm;V&>6C#w(lZwVY@m&e>&PY5}N zz8b`g26{|Yz=T05Q^hSeL&{FpiYtveqX8r_0jboXQei+|6S9MX`&S0k{zr!>V47^_ zsD1~q-SU?&f~QkiZ5S&Qt-PWvmgNT4oF16R-~I1*U7E3HKiepYAq5lJy_cg4YK#e4sC!s(HJoOQyT0t8?4o(HrpYBFp9}f)AElr-X3-<&}={Z|5 zkgts|NT(J`&iMgtnF!{IDuIPo@KOGp-Y`m=%l*On;bp4scn7Vvlfl;iY&#Gfe~!_} z!B(yJ<<=f++dgY5LA{+n4d|URSjLB&j8;fcLslTYRw+aj2n-gSGd)~QWsK%J++iM~ z9-3CJR5(1t84F6l=_1x1euR(=vFs!UCGBsL~Agi~095*-xbr~`R% z4!GV~b8Dql>Kj;xXu}}rM(T=UG%&4Tbpjl3ecoXQ{6V776&@VCgT2uMXN!Wdq_iXW zwXN+7r^&$vj+WVb7bxm20>%5E?$r$cM;}-kAf72GG@qeFs7o&O>{6b|OR= zalMb1C)R7UD7Edf5-w9lFT>(Q z8&fKGK*T7+D@CG8YLpdDwiyFCdl-UlUm~V$j(Q-5aK2LwJmmdB%2~-Kdp5@m++(5b zPRfqWUnVF!YvMcXP!K2rVyQ8vwXb=0Qu&}KFR&x@wW1pIWzYjY1N=#q5qr@E<^p0w zt*f`4AG;^7u?YiT6rpOe)SfpI~OfZW8HjS^4u|GC}ix=#pc02gIuGn z9|pscK)&nEj9dB(#FSy|vNEs1ekNL_rJrBuj@}!X_b?_$6`~ zeY+s`s?wWM58+Lk@WvXdY7jKMVjRtL#B9$DGK-CQ?v}@M=&CP;ijdikV31j`c5Pks zfU(=brN5Nhw6|e;6SZ3nMM^^JzDXM=nj#jTut9T+)`O+%4Gg}IbLQ9woUl5ql&!6bw zaooosN+%&b5e$+&cm0!u!3<`je5Gimbw-o(I*6~v3ryfydisz(G17#xWc9=jPgGZ( zUUO7RMLIAlvc5%2Bp4Gqw(=0k51 zX+s}xgl`XsV4QVrGC3ii4Q}111oKFcf=W-K2vByGz|>z+bbcynWd&7?LkVacpng!c3jWSp7V{p_c;d7iSb4y; zZ?rs&gyxd0^heifiyr)y^oyq&P4CD%H&8l*gd%#`%oiET^w-oH9S6x1G|HdhK=%HW z2b@lyKBP%e=JJnTzHB?Y0*}SI#7#TVH25wJ;Ij^=02PjK6Ce!HB)_-Km|zRvCT{t! z@8|-V-)N072}sDCWF{Xb$JZs$7EL)ABW27(9}7!;7j;AdEsMC1?hE}C^h0vgMQRv% zG}V?k`dpJ% zS1+ZJu3VGDN|N^?h=LSt&X}*isU;SOb#lossC@=TV>|9e2BArW^Qb{VcgL@oI2NNx zOOZ|8PM7;4o3xiAav@rgEw<_z5LMG4Tb(_UFsdU##v>xSk4q!L7?!MB>GrFRVK79V5iW$ za`@Y%TI1BEMaH!0ps`F-Awi(UR@T_m({M*)Xqs}w&EDJKWCTaFb)ej zM@WXC4RielxVY|W@pho&UG~4!_k2zBM_tOv5YVa@*7@8{@-mr2c4wGAx!T#vCm7+G z5TqGM+*kS92Sp9{(`gHfD+$q&NIz9-OX zbNWsJJ>~8A+n=VXQukW@UkHInAa?SX&#(#c=#7pN=^o3A@UOtRj;!9$*j-o z*JZGB;j9t0NQqSh417kdw;pIYARs+$7qz=zu;>U5K~J%npj^?nVk{zSShT4(c7+cg zsj}bqugb93cLdzbZSM$K`_$4{+>^&sz%qdbwpefFk0~wMX;f&;Hozth1 zvARSKk6ZeNo_vZw*MdoMhv%ygYbLu>jws?q0vw$R$}6F%fW-32jf|&%@vt}OmEKqC#XmDl1JB4_B9jsmj_zyTHwQ89WsOme05s8 zDU`OB3UNgCPdBTX?<0r2>}3wmvFSf%Ah;})lfJY##Lr_=e^f6uaKD@p`DDDPsK|38 zFX5)_^yOYOCzZnJzBF_6mhYn#e_*tGe)Qe2qnK$*3|alh!Po|I2*pV1EeyETBc&G# z9ZU5bne!a$GTq3m0t9)6Fki6jK+n`^S5pVsEoAFyg~_^5ecSN)CJX&#{tZ2au4G_w zxF)N)u&syKSox(swnr2v0ov$sf9mj-tfJ}tXT{}%HqT3k$3B@iM-?9OdSibYnITfA zOh!3mY$Y-!{G2#YgPwcRB87@Wvjz_GyIATDmFqz{2ROT>m*s^0aYBV*`W(17E+9h` zoPHj}*O$#mge`Wm*5>*&PrfY|`8QmDJIA9%-57h0ZMIet2XovGXzAC<<>;Ze2;dh6 z;9xkuJNUOg4rf;eWx)U+M5&jDShM$niQ{uA(Amh;puSw^U6@kEPw;6^C2a4YH36P` ze}zB*or(Y4{{9;T^4k{qzabESwDv!2!2IR#@oS$B*s%ZFg8%m7SEt&4Ysvim*Zzxj z{AVqh%z%IU@VB(}_0km^5161$7LZvtWYIrt|zc0J}ea8PsbK?A!%>qzn0{TJ$ z>QxrDUq;%$ta1V0S^io&{a3PEw%<}p{%@xATX5AcvY`04ErL-u$<8E2h7m zk%_69g)P85#LkxfFKn6F01Enl-ekYws^4zAzX!VjLh?Vf5dOczRsXit@9z<+e^0pn z)N1$#cJ(&_)t>^&{tHmC0@85)CZOun){ObqgzUYoKO2K%5_~9!3=C44_2_T&h(!q1 z;XUJGWrpS|v#<7m|IRN~M;V7xws;2So|a6BKWKDaQ4@~W=DsmAsa`|*=I#A{TF+3m z$tYf_{d5nYd=%6r$e! zCeFe0cz+&@0#WaFX@$?OgrkH5J^eDtP~+_}Tb0vja8gP2^}qzrObFP>$p;8rWf-Th zgt5Ka=Ip#|t5sb$lba)Ex+~D*Hj8O8Y>)VIGEh7Mg|T0MeyNAWrn8sje{PLqu8WP7~Yv&`A zS!ivKZMMyKbSegT7_Z1Ubh3i-&XU-1vO&<+F`v=VDBNZn@?ceqbq9*f{86Yxx8C4C zq2XRP#1Ut<1#c;B3q7=%oAHzcCiAKVZY`|Qrp6b3Go=@wL6bGCL$$1-Eer3?`RcDv zLuBueyOXz;ZS?VTpB}&9?whgO$r`uUHb=?xF^AGj5<_L5l?KPp1!JFKmdfb~XRN%5 z!-#wtArs9#>wE8JC5CU2jv?rVGf+($0RE2~=O9m;0rxajX2bds>xFZrB>Mh@?1tOF z}9*+Ok^4br`T}R&cFKlYec)=+-V~(}ONVj?41I(?&esTj)*-&))RNT6|I&B|+oKY`Ci{Y% zYrou)C%iDs?FAQv+xSDHkITiQg&SsVxav4zQ@5Fy%roFKj!o1A>S@UKzzuB z+XyKTP1)M;m!2OeAAMUVZ;v;`e2NVFf|*nbd^}nLkCXk~k2?lSfS!5tWrU-&M1F|c z9^#d!hx)abcmW?D10@v>T0zS7xMa@y*70v8HrTh#7n^t7r5f;=`m0{;?P7Ovxedj$ z{|x@@H2K`+ZjA`#y;1@S`xC#-m&~%JLG;lw5?TQ_{5MAVW1)<$Vy(e`kUS{Z(qz5h zosprqzdzc4M@X5;NXb+jy}1^E?mD_|CskRu!g6>1>H9b#{|&47;$G*3t_klU69~mc zIec%W!wSSP!l*p#Es~li_+i3tN*gUpv}lL42eSx7$Y*+(-sL+sKjBX#fqZLU$S<$M z*i|E8!x8H;qM5j$FS4INyYez?Mn`4fzshdW_ek0660W!78VD?Qtp?3?t>?s%a%pYa zig~}Qo3YX?iGD^Rt;ISBwkah6OZVUWGQSnpuCK>4x$!<&At$DH z{$n*qc+k)1nE%?#rb2}fIVazthhNY zM$mX0haO54lPf`Dxx#9$<55 zk5RL4MUvW}*B~krZQAkN=%9rZFy^vLGe@N6*9wrHpJVd|Tl%_rRV5|H9=W~?4pX!t zl@>P)%bAi=4Rhz{M#w3P`tE@tj|n<}M@b=be>d>_TnjD_-$YY4UUE1qv9!TGV?O|y zBact*c0K;Y_56+7%j>w-+azt+a@iVmVQ?rR{i}X%LCF}T{>8b?B2U{1zVW)o^~U{T z*$L59!s7auPDUmkKjBd-16YWLeGPdz-9C5*18QZM((i>O(81Nv{U7H1Dn_2MQs}Cm zJxkhQQuu=@GFJy}tH_0~I@T|q7VvxrDnm&PMx#vK*9U~iTzIgSj5k39`XWi>7NHyS zn_G_4NDq)eM~NVQE%T+%8&gZBK`Q#cDk>tgrAw*wB4O^M0!LA6l}v)o7Sou*Hq_wUo@iSjv8+YTuVfhe5PPU!jelmahMgT!c2fF zqC-}u7!zgWA5|T$Unq4T6G7f%<2YHL_nxZBQu}GfZ+!Wx*2H_mb^zV^FCQd&rxDdT_%bR$DLU>_;!GRNn z0p8>h;FT-|9~>U33&~i?3CU?bWr-XS-JLVG2oUsznx>ay0k6I0t1C$I9g?|Eh+jK` z#1pxq@Z7bcdfC)2A6|9Xo$_Po;|{~5&|>9(LHwYC2u#Jh=a8rudZKbIhubBfj$k?U zavD0U?9^G5?RyF&d9|K%dL;9)1`OiZhCb>3-4!M&Q<_rwPzg_1(gy|=8`(5VU*c za`_>(AJH}`q%D+S^{YJ>e$P!2s0O@{+$2NZI~-Q>V7Toxq#M$boOA0eze~xiX-=5lKG6DK+oTS|sQz zeYJvY^}F?+q}+Cp*20DGP*M4`2~P!5Q0X%!WL~b|M9QcHrk28}vm&yR3^zEA*i!{#J3Vxe#3& z8G4d?U8q*ri<2{C4iZ54Xn(iLNCVHr6oM2V?LRK7>`_ZeztoaUV(mD0rfzkwOHE8f zJ%Y3Ar{Cf`bYNc`)}bA7~8zE zl@hy)MaEGsi^~)~vffPKl%XoLXFj}j8S&i8di}YO@~%neRsM?ffkF4C>50d@jDXD6@1oiSlYvX$Z1YMarJyRV1AEbZqS+kIMz zO0gx+^GHWh?w@Q^1Qog1jkGTQ{JE#3$re9nh(}=ankp8m5G8MJ6Y2h?-+|XPJj@@O zJEgM4Kdv=Ff*kBC9<tyEa?_rXbPdnXpcyC2K&=^q7w+3Z+ z?>0A|TfRf5=2~xYFq<$Ps2xwdR@OpPBk{Ut<;;6(V!o!(&iWLA<{VDH47&C2L?q$X zzzEwHP_${aUzMl+7}nP;un%l}7C@6R^y_zQ?%V{24*H~1-cdfD<}?3@cyN6A`7de9 zAEkKzhPM2kcKxShF*bm6*?&q~{t;UW*iHXxdih0L0NT`ly!cH_`)4IAAdUGCd-nef zy8wbx0Wq_`oGSqyY=E;eaR4kL0iK^M9Df}Y_LqF)w`u?1@C_z_#FPbpV-l#O~U@v`1FVVsJ{u10O@o8T=4&bM_d31 z^*7FQj+BGLhCkV5^| zp(xR`RrRVvyVK|HRkPW4A%3`EN+a&U5zMQh!xuWXB10n8H%6UUU;X^+mI|cH=c+`F z?wSm_pn}Ienyg`6@Go4H)OEz?$9#=Q4zRs&4fZUrd|y&%#$hrXe(Eq94xXm7z#2O@ zo^o_YO3|n8x}YzTSS$@RvMP%qJrIr8F-0kwsGsau$;x9fkaobCeP^q7>Eh>C@m}S4 z>7Nz&(g)ulaNhKW-i$I)X;iTjW$-N|6T`HWcKvA*B~8>5u=Bqh62?_nbYwnbH{e7wEBETi_2y2_XSt)_r&%r zhLwH@>mxPkPw}Sxd`zEV+#O+Zw!QQe(Pg2JEW!C02OBS65;(|Oc8jzGk`)x*fOZ^W z9lvb6ATBz!a$WGhqhw zA+qJg{7Wyv7#FtAi;<>tBbwudX@}GcZgL=;0v70Yt}dg{B*k<4koG zKbF6WIKxZCNztnl#%dOLEq+8z3TVY*0RlE!HiUYz(KzcLSc`H%V!&Lnn&qOV-CYA zYZE9z3KCYy3Bi2KM>6Wtt)xTm&^WfyhL#t3C8zfKRmZ*8GWXx{fnoUU<%yrp+l_CR$|mJ2U#VY0pjE3 z56SIl#Avi0Wigju-Q(&fam`!*koH}%*QpsOK{3T&=EL|uP@4KW$R30QbEFyMvNfpx>4AFQ{| z^$?A-B(&HV`8>$0>~TZXmF$+lgQ2qMLrmgCIJAk9BvVDr+zJr{KE{C+ud6&jF$eX< z*ErJU_3Z~*psF8pFjkxs;lZx3G0iCA{&5)XCsEj4L*?gQsja6BxJnXqcWojD7K9yA zvA8kqT7;*_&!OVPiKe_97Ry<4Xdg$+iR|q;1#IK*yOjDaj}V~0D{SzGa==@@viz=b|pcK$m&6DP?Uxdkc}a$!4HL- zQ$YnW90UvT?sdcmQqZ|5MBxdMbu1comj?$#@3Pw?`t5nRLI>j8!@|XNeNFv2GJ)Sf z8&U5M*LUYi0$qP06vd58c>{(Sq>rcs&$o`F`MHg04XErNTB&;=kI*V`0}?gEzh*ws zNX{A%A-o+RuV*2c$ma{XG7V%;eR~nyM7yYSFvo5(%RdIWI$gs^M;C-oXhPGO2!b4dfTo6$raL-Yt;&zYk56^AxRs=b2} z;SISB5>Y+oJ{m&|5md&BWM2#zNU_MHBl`{}%`hm@B0^v&U%rA0jMJM%!w=kx6o^!# z+9xFcXh;Jw@;b5@D3WufT-4Ib?c4K}V3UMP6A(un!_yC-Pk5FBicqh4&);*JOpJS@vvr$O&6`+nRqoV&tLg6r1)cIlfS`|& ztZ8WEnXsGAmZVKPApHXT7$6p)ySVf+PfLrUIONwvjzT^aY%d`qn`x*w@w}gk?4K|# zs773041aukzCK@kD_cZBM8-8!u@NQ4Xe6HxHXbPp9_kL0#L`1;5n)Dcmoh^z<)~T+ zf30zf7fohB;Jb<+IPPr|{bFqY@LFnlQ*&_5e8ph1D-=5}r5metmjHRB&nlZEr#&&0+o&5UG>l`>Giq^J|Kf)W|I%AXmp&@kWysFL(B{pE zo+E2Zn7fZvnNkod7Q@aJy8t?bK1+Gc+oOd)7pthk5n>#+%)OCOKk~zUNMb~okzWVN z`&G_~u4cPiY~J%Wh0MiQ!njtUneF6cmHPNvQSYl%`gXhr$R+PTi<6^ydd zHb=}CH{dZ_g&%@)5ZO?$Y^%=bKa;e!)#2SBV-5ntk5DW28m7qthvrk_y)(N__ zv8tK-oZ4G9OP(Khf`SWc(!XMPFgi)s34e?{bnr!!HFv(CBA7qlJi)E4$9LL@PQX zex(G?)f`dOcnggIMY4l%9N!5y;^TO9qj(D4H%41xP+}=cGF{Mwoz@PQ0e(Ba?-_8L>#w9`($)vFfVS$ zsUUm2ZT&=tLooTgAaY4d3?x-0QoM)KNL3{GlUZMY46J6g130rw&L2CPF=TT;g==?c zqL9#{2CzR>qEP{TNyn6q1JZ<7z(ud0FJ@Ja&yic7i=wNBr1=Jg+`M@sA3Dxda(yF4 z-Bap#8!ra(*pqiGHc!FKIXu^8ki-ZRtNkR*sUDkV-^DI1dOl3{)w5u znp?v6!?{%lf1;mW@jHkM8VB*!`^D*Llcklv@!P$nq^bEP5iKrBC9eq&uUj|?Na|hX zI4||#W-+=7jq%0qmCp$k>?93hd~Z0MezDP zj;sM0jnnZUJr1>23EnvpEzEl^abRUW9}3_Ns{NS68$Avgv2eD)F7w@o?;8RW!6Cmx z%uviO=#n%7n`y!kHUOznqAvn!xEgsf(*n~JDlOeR$m5Tk_*{&}2~3k^Oh)YAS9=8% zqdUs3w-%JX8H=8c9{Y~bb%Zu}X46pysavY@o2#;GV-kNbq}m|>miZ>-c1|)ESI(zG zWFc_&I-?ujkP|eiHeuZag5{LClD%r>?o)qVz40NL9e0Nxq7Fsutld2ac!XC$d*U*4 zuP%!OsC7TOvT;JBJ z0#7^`IBGLuV)Rkb{A&K=qj(Vlra4PqdV+P|Ip21|wa0}Ek<<2wUH_=h7+5VUyJ%!X zw}~i^IB)VU_>P8(HyZrPOEA)icim+xu2h+tlcv1Q)h!f~*6Rp^6o^=tvX zHyfL_7im=_nu*}~enV(1I(y{F*nO8@1~6%w{fM7Lu}UcUVpv>=#UZZ3VugftMT#Ae zv9TItPYe!y{lbvI#fKAu2U@n-2e_L`VE1W=$5W&ICs}ggnI07LBE;{Zi4roU!GI z6;deCua5WpXwK8Lo0e)+uD4Rj;?m(QYWRtxL(Y-2>Fzwt=&N&%?A5n)=*^D3*&rD& zo_6e^PN@*Ra>oDy0xt{Kf~7nCr@mM_E#^#4ef9xZ9wio+8e06~s1S<~K+aab7qB$4 zK~is7@#)o|r&pS3{B6TxNr;C!S+`}KuI+r~$xX&Pn-+%}i+2e9hgD9KUE)vfq3!1x zK@J!|#OMmR4qfIKEQHh4HjA4CsrM2}ZR^NowMFCqA8lU&Racg63kfd4-CcuR+#$Fm zI0SbM?hqunhTty2B?Nbu;O_3h-2(*j4^-9fs;=~V)!p^RU~u7Z4=lEwz2=^4&J=9* zb{z?d&#mXCpQbqY--etI;3e{8GBFe+D12{vJO0 z7x3X@#{W-bE!GDt@4r&ZV*~2QegO*suc%+Y_zgz{6we;6{6R?Xm-qiY&=?EgF2no) zu>h7-oDUlGfDzQADF-JYu=j7Eb&rw%Jt46Ih#}xf0&t@Miypx0>mei-K&p%daCKn* z7cu=5t^*|b|AEi^cW@mG03kja)pG(?60AT>fC)PwCkF!T;933+Qzf>??)-b236Q1- zdWe{r3n)kgTIW&a4e;Oq;9xe^pWDFyFZdweY_UH;hJSzp|9~I<0dxEVnD_^kxjzWl{T^og zi(ulT)%|ZH<5w_|lM5LBe-TWq($b1wua5Lc*U6~Km!(fy;kbG})V1_w=#Vq5g0Y&2 zbur1xNMr2vZuRu-9+r->BecI66$ur*7r?n@z3VAD$Phi}5-& z2T}#u&-*PdR>upAqd<(Rj>r=< z^&Hci8r{!A?`BYz%#ac{dt+mFV5?SCGkgnub!q43IT`zAI($g?yK~8*ES91{+-J+d zIXfmyjjCeQPnVO%Mv;b&cvH90;pc2#73DA0WBsu_S7{+>$}e_m?WeZx`VaS$v~#m| z!_wC7&Mq&??TKbLZwn3br_#c#`)qT5GH6MR1 zlEWU)kps`^hQ<74$x)5?mA;qz%mLwoKT^ZllIw~$sr!`*$Hv|INhuF5=h1L~ua@52 zTd(8tASY!?qa6H$an~QU0_KV0Uli(><6b&s%zeM8?d1^ozEj*gMRf0yV?J3aIXXr1 z<=(}0mhi|~ths3N^uSV9saSD(qM)fPPhcFn_{s)lBjV+UhASw%9|s##0U3b}w2Ue7 z-O)(rMz`fH-(xmARgh}Bwn%k;biYzP5hYGMIuch3)Ev(lY6zUZU3^*vh6R3gcrMu& zenGH!PRCabrR{lj<<;2IRZM-JuPuVLJJo}bUQH=8h7gOFA?BX(&d5?BFO~>OM^hUY zw?9PYc4E8Vk`f=cQ5}9C{y>0Bg3;#r;8fCjwP~oJg<~W%2fnKItGhaq`ETcI^ct$| zyWe-5(y6_>~%!dsT2gchWR+or^U*Yn>>Gq&s{qpS5GIl|Uf^i`@P;{sty zu;%5hY=~9grzx?oZWyd%YN@K!PxaVx1cRz}4fT?Il%2_J53O%RGrD6zr>n_y&(PgA zwQJN|P=>iKwWEf&q7kU$@t_7l(`Sd7mmSAvPF^m*|W9SzExTM?Z3udE4zv{1G) zk&uL0I!v7uC#1wD89|3$EnZ8&!t_D(ge7z{4^m|G70$xf$uPnXB_=w8Z@?8%Q{PoP z1>2rfI0+nZ9@TVrnPOo2{x}EG?ZwGE!UkIK9;%;2>E)R&Tv6xi7_5uFztZ}=b(HHNCuX%)5D`@% zmpj(nCjCj5YK-CJ;P#!lz#v)57)FTZc>fW5o`O@gn!;OZMILmoRg1UJiwYe+qFzPn zl<&$O9-V7&tc8bFTgH9m&bv)&#<8L7ho@cJ{gtt(!x7sbVPUWIqZ4Cr6d3=In>KOtO^X<)Z-&bL*R&H`X_u zHJeY(?Q_FEw^cSUnHHoWX==u?T6I^EC zPT9|@E+Wyr-TTs5H4bIqX;%SjU6mE(O3^gd?AX-P^sEcTc`{s}Zab$TT>vK(@6`Yu z&Z_|)o|FVE4WxPsMl;T~w2OEo_dKad<4v{C<@C}a3W*xZEsfH+&R)Uy=47$c?>R=f zT&sEqJc`=mbj(()RWR?g3VD3ANA9aZn@0yNH!Vb}PDW#2zh9XUnAnT&_vN`3dr+$; z*0rg!eR`^4mqSMj=Z=DTVSS`}1R_Y83Oi7GA^WU6SHX@(V_V-IV}9Gt6$Q)0x49Tz zYO>2pLQA%u+XppQKo0EsRrGbyrDzc~w?x4YBAsO-l?>Wt_@1sT3y96Pg{IXq%5jEL zkW10Q>+-v^3K``g-}dTECO4I#q;~K%F^n|qQF5Sj%6q{4=#lx#%XEG!jtdEP%n%V-%+HynEmdx=4@$hyq59SVqI>R!eow>2D*VJx>5puB5M?= zKgY6*RF^%u5R8O}(I6Jo&!PrBgHECo=9?j7hePw(wXqL@Nt3&$Rr!LcP8;;pb$lrc z@AX)&QDoMY{#RW(zDvxyx{}=sIa=A%+#$FT85%x_ElV2zG4&soiV*r}A}C?#7H#^X z*-}ccczu0jq*nCPUh%f#@5mM_RVfMhxN1O#a`!r9Az=r}KhZ&#T%h>gB5A%gZfkl}c;pWT9 zP_(E45V?u`_PU?ok!@O=5$CM~D&n+13!onj{`AL}8qdOPzut@KOf@B|tX#&pO(WxmzTc_$T>`%!ug(u{n^o;eK%CN6n_4i{S6T-5su4|NYdM6ob?ns8W%$gEd}3~%r@$}S=$ig$$m#)@LSu{S4VR(QL8?|3^A$pz6?AMzC7eCT>KMn5kfA!#Puid9Uq$Ln$SG> zCubh7QDC1OajQY)!h^OIeUF}<1#@$W&M(MmNNL zGQEm7Oei*)S=l1Tkj8hu!^Szdo{eKlq4JC&M_2ycxH&OKjss1%t4`||KdInYVQEuT zuVOajkVaoS8Sl1w&2`xJ+E@G)jFZ8XFnrw4n`VihAA+$rw@}r5U(+zwZ?x zyZV~1kRsly#UHS@K#UImiehDnR6gj4Uq6;98Ri?(qQ}SZatD5J&KgleIYZAr*hl%?c` zP=R}HST=M_L_HZzMVx$2jva*anx^{6^h;-N1wL04QwKEjY>Wt;@jfJd>8i{+v2+#d zV?>Eo@IiD>_sJ&e5k-AyQLZmw5bQ9|lOTh1E;P~e=RPnpTz$iY4Xx}FlaA6asN`jI z)v)AB44m^xd@36KGziw@yPSHGm7ru=3>fi@oElRFLKwBVV2w|p!C#_R+ zbaGe#b5H6lfnTd+aR=E%FSA|8pchNyBwkn_c9TZoRkQi7=e3A3)HwP*NV<6`qy-91 znn^m+dSsifYMYL|2$_ne$74GUTGaW3T-0XCN?5E_Fw7zP)giUhVGrcZ#bSLlp8KMP zC-SSZ)8`^}1v7QG*f2Bp$qI)?T^t-_u-?!jx~9=x3W%;x#vlSTZJRr(Tj-u2R5DD(xV5NkZu>>(s5wTDhD`Vr^qV zG3qx#RiZf4ves(2T!qx>a9AHo@B_sG#e{dQcSBn zHw_^ZE}k{LaEMM-NhDv%l%X|p64_PKoV>KPyq$3zE$++yyw`W=cA1kOu{feRV_8+2 z%FeKn5_i(g)u3m6iyiBK*bsZI*kICaBB!7(){$Qn%}NJ_UH3w%3$>8jul)rI(b2A$ z`$4Qk-H~QIGVN)$RSAln|C1L|judcGop3ZiIuEJIa$<%|4nR_lX_d;J@1q$pA_{p@ zG8Is0?5^PG7HRtj9H{xyhSsys4L=U=XWOJ90?4d07g4b;D;y?z{Bz z*KDr9E?$1=Kv1Zl_J@l}iEW<-ABlRde44RjaTm=ss3$)R*562 ztH5{fH}*tT_H{#B(thPcd_M;^$ztK#K*mxpn(gw6Ln=fHGW#@xYY~hlY5bxLSLf|l z|1P@nm6Kf1JzpPsICEd0*mc$)A`E|#FMBA?wdioFg;%ezq0%~d{O9o*QK&162G)h&0Bo?lTp z_JB8a)f-C}>8*gts490Ax@(fycl*zwTr*~r9beb za2K9$A>u9s+KjC5vs#Y`ZtgGfZhjj9Q|$I|Yg*{I??I2GQ^a4x)juvpw)nnbs~5D; z+WOAWMq?h)(1lnK1VSEAd~Un%89$ffFM|fWF6FjUE4^CSP_jF1 zXMUR!nIovZCwjr^gmxPN9ADVJwDOI~Fw9u6`Vw$(8Fs%s6m!~_E5(W;NTQ;!;x?{t z3s1#yNTe9Uh~qeoC1E8V5Z>l(Z^P6!#bl~{K~I6c8eEhLFZjuli=&?lt+klD70K`7SA{RTfaF8nDC$GPjA6uwVn z%$m)-AnwRUqyweaj1H{3uO%`IOvOiVJseGFnB`hy#2RZ`XS}f1)^k=}d<&X{wuFY4 zt=L`DYB8Oi5iGZyijE5-&_XaR0qH1^Bt!w;feWtk?<~!?EsyU`Gp%|-kp03@4#wl+ za%zEy@17yFgToYg8P`GWLX2;IFnJO%b}(sdeJ+2hgmbW&(T9v`ksU!|NJ#H6 z4yIbagKSmFumU9+1!3m1kvvNbt`xB5`f&_^e8d`D^G5_x;>15_E8Q(K&y=kqK}FlQ zH3u?w4V2aPrIKIvH+)HFnBvluq3E;Nn~)^=)bDjMsxKOy?P@@jEZtXWlim56QdAA& zqL2xwFnNFdN`ovWNiUKjhl@P|(YVAc8QoDOPJd!l`Xxzw#+6cHT~G3U%~@fwichA) z(NMXjq>;raR*0-ZIDttegHTO$Ac?oL3Eqe2Uqc6$I@SfT4X)$pGa#;F+9Y^QRD=+-8tJ zJjLY-NMT{;ABw@~Sw)N#ZCbw6V;jB~$m>pY?BcW*6@fqmQA!V=>Xk`9srLPf+ zQAE*NX8Igp=r*zV?O13N1kNop^a(c*DY6>h4OP7N9jx<#SPgsE6o!h8m5B~5XyJqH z6Zsa`pbS@mqK`7IOqm)*J<#y{<6yqs`MUwo25%o8Z8sNq6Bb!u3L0c@`wm#;Iz*R0 zbtgD-GI5x0wkbTOG^ui?(^_I!-iwfxdfrsGcU+li0?==nrHUD}4o!SvfA)bq0Ow~R=6K>I=;7iw_80B5pFo*HCDZ5aF7yPI)mO7RR=KK5#R9Mk1L$QuxOWu?k?UENq;pG)qq1}p3&FPcbk+=Fu>v8HBdRcI_ACc<_9o8}jDkHO^kXcRGXj;gU;(=(ebie8 z)LLfU_!2BMUGYt!=9#fzhq$ug;LXRHMZsfeQ4MN=n|9gabLA=ygY zLNAyXY+!YcYT{PA#87AI<(bv~)Rf8E0x1=?ksmS!!IW9Sr8Y9DS*sA*3vNM99;! z86g_jeeAOSnKzK7s3C{JR@F0W6fkX#M#FEEqLg0}n$f5Pds%w!7Z+!2O&Tf0o4KUF zoK#cDQ}gar;Ik-ThcLhkfmM0dv=S_$U`w3qLM`e|B<#fXmJQswXe&`)wBq$kq;X~Y z;}IrJrIQ4&pnd+m)}*j#G=}9FY#F1E^hGc@XqHM|jc(_42uxhodUqBG(;wt8F(dqD zyIWW?U|+Df)RS(NCk&fI-$VM*lpKi^k;@;PHjnQ7 z-TRCnITce_QyqkQT74HWrSt1IWg$NH>pK;#J{5x5^&+?2X6n%5S&g!ieF ztKVpp8~HWezrBav<+(NHWa)FGoBJKh z#XctHWtUv=7Y=>LNMtpE<~vk)91>E=pjng&y~~GT1lrhFPwRTGWzNSN)82z7e)laIfv<#Vxk$_K_x_0DZ6S-AA@g% z979ioqBwYDUlC=$_iGqMGKcMFmu?@(!7{Jz9 zDJIvXknv-pUihKha(3IjFMc9f?EglPQFR&a7^=?3!`HZv4jFMspdCro6IqYF;#n9K z=4<=lQ4{LcHAC{MH9Ms5(NV1(PcNCnJ8`vkBVY3qJV%$7qYUV< z=nGbnsI1Fd)>79Fk>`i9#^PU;EDi~V){ezy8FvO3J-%|=bWH+38{n7FAH zea31#qYN^fPzjeR0fB7e)vq{XlP^8{Mi(t$!@ptD5l{^3+I?l7#w|Xa5#X#-nmMT} z(rOUjSFL!NI?mu7|2}b1cwCsk=o3}USAvX19rUI1^eKii z=++^UlZ=Fw?C%bsad@3DM~$?f@4anAq@NiVhj;xNUA2^#Be_>K`u`1U9p#KFL4sR$qCe!J9w6CxQl5m zxwHxkyX)+NDrp^kN_CvEB$=;Fdoss}KVKI%kI@z7{^$_`(vWkaB^-BQ ziTtSV8vo^hOVZawzWC)7izRC3*QuAatQ?N}#a%@`NtedFP5E-4 z8^jr0+)y!*3l}_@Vchp*);FAV4n&$Ye*|#NSuZw~;DvX8b}51;6dx$b z+iP=wJA9lLuA0n~Z6u+}NLNu_Hk|Y-r+?Kzvg0`Ndvr&jxWCjlPW9@zb4!m$g zWB$j3x&6;Mx0|9D*O&VFA)DeC(idD&UU45OabiB5m0C{ii$mgq>*mjisxN;NSCHCK zq~G5-kU83yJzQ@QYJOv5WGrc!#`ewakOT%bp3{{+>)_0hI#yT+ehpL5A{vD?5oR4kfzUL+0uS) z*kSd&EwLEsYNOOZ_7XJ+I%1(BkIZiPnXB}4TAPNxB&m4DS9WH;7!kG*a&coZY7_-h zE&}-%!IdOY@TT_T;cnjy88bpFOysdlNLlJ#-qC2eb7%LU$ptd-$8r~a^p*FeT297QWGARROl%B9hK-jjpYC9dg^pH>n7cYL7GpMGn(9 z8r+N-TP|*L#i0*X1fP~XKv5hnh$PGyxxFA2QXl3Wa(nMPd|_P#63tdlY~pMV*-N>4 zmT>)%)VzmJC@A%3h9Z%WYQoNG1GwSEgCJ#ftz+yd+Ba0+psDOnt#^BN!pz2~74J9c zSG3xPlb5fx41 z+YL({RodXLkMBz`f!?X>bzF&UC-4kLS~hJ!^~TNxg8yoB2gM?azT|+Bw}ZsdU4l=8 zs^j9mcrEv=Bc!JN;s^J9?(LaH%@ZgpQCQ++s;2?s>@b-#dBRX8Fks~Kz$;S4)5q6g zW#HA??@N{w!6o>WptIMA0sb>2Z=+gWofGof6$gbb_?qfhPY}Wf3|nn6 z;UVb_0u>tgdCRYG{gP~n%#h!7r6%H0FL_EE!&r17HVNf(IagW{yY3N8;eD^aGrl2y zEsM){Zn8-8dXyz0)qw|+&P}j1+9Xd`bhyM3bzixtS?GL3U^Dz)d#LMfZV<}zaPw`0 zBej;t_%&Ta@EB!T4I7BB`?=KYwb3gCl}(|J0Sl^3%Om4F_0_8ik0vjfLw2|CYVne3 zGoM9m+3F`+Ac?-z77W4H%1)%zN;%@6PZFg$<%Sr0cyViM50zXo-j0vHp1a5!pY=F@ zVFVm7e{8*Wh(MhSt+iW#jGd+}QnS2wTlktxbnh^2xQFDm-$0ncSUy3I{~{q_<+=wGkeoCYJ64O z)OeGWwKsg*od+;9c#x}J1-y1_m#+#Yj3M~!wXB`yRKLs1=upALmZo!g)zBZ`5ZJxg zIa{-p`u0RIDJSr5BU5rG-h8`|aRGX3aiapU|J4<^>hASb1LbsD(%|9VQ8lG`RW<(` zL7muV9nVAJ{1+)rX%^DcWK9A;Hr(Is?9&xb=dJr@==wO=r8o0h>MVS^8}&Gi9#Z^J z5|=^1S$^;B3mx%tlromjhIKkCX_@%@s+pH9So$y(SzpO!dTPz0fb|u$DjuSYj;Gd^ zMCk~bWwP=F^F7yY$H+`ouTnI+aaQGBEUy5q%FavOljRn7m#ZJ2mlP3x#_wbQeYM`d z;P*X}aQ=zk$Ns#OqMi<1`K2-wD3<+= z=m+qJet8e;Z*OM(?ahGj`Y%5Mbg6#*;xQ)RHv=4|U$6W|Aq2$Lf4%bC?SSyvFIU)q zx&5EGgb(lkjd%3lk>r?xl3zB!c9R_-$FT!+FlJ7Gng(zR*#WJ5j(?~07pT$wyJBJm zSaR%ud>cE!KVt{_ft3X?Lj_7*+1c0`IRAxH@XyJF53Tt3v=a!ZLk0mQ*X)2|9>+uJ zFHiyu2;S)w4d6X;vNQi1F+B|9zb7VU!0VV3kS}Co1zrK>9*7<2GA4FnHh>q( z#PsvB?Vq>P-#5fr9=vn`r)D-*E(Q*u(w>El1&ERDe~js;!|8Ey|4r@0#LmFM2DA%M z_5WZ}%M6r|b3C*YD^Tjq@pDZ<0}DMfOF&K#MDt+f0DSy^?~KRA=06RLi5OUzfWe|* zWZ(c8X8`r}91l_eKyCX&2Qq_z^?;p|n3WRq2 z`2r5dAb(4Z^~%&Z(got1wfzCS+*AD>lljEau>4z4yv#Edd#R&U@KUs&528rf+) zJT;iK7$q1b8HF|esR3EIfVdu%6@Z2W8V&@g3~)a5Ff%g)6Z6k|_@~nWpx^#oZ3Y;W z159IJY62@h3&3n=Wdi}K4-ev>z%s)5b7h6U&}e_-8Um~xfI7z`a~qfvKw|-t3J($x zfV2Y8fIsckpRQ}bl={0G4WRrp0236jIcEoK?3n?xbXH*HWd{7-IYB>PL4Mwif8Rrr z1+aT(0#-HVUt5a>=++0F6J}uSbFuuVWB+jr^!F?t%ny%kK-lDA*TW1fw-39W2S0OW zKx>wr?dOm2-5EBh(Pb3-1K|UpJ_WiVykY;cW0V+99$3fHZ^#l--`nEqEVlWc&~4tKv2(yr+$sVh7dyL5zHB7m&zhKRJgyh za=bbemKRZrLst(qtqQh_HZ91~oEM=b_*}Ss^liHS;O17GMrQx=iu8lPqCmTssSWM_be{K_hG1G*^)duKMqv>` zS(Ajtx0nN_hK(AB?Hf>*!C*^I7Z?+v=!|kD&@EES5J;PdgC)+$qj$eA6ytvz3-^5M zWQhFbX)In>a|0H;XZwuJm73;ic*rzg>&Essky#ZaY_h3z$bPPoK365ruA7ktMn?`r z>NEek5uUDm5m;eRaYMD^UfH2~44Zh}jn&*?y&1wA@z#21`D69Q(cMrv%A|5L7@Ntd zK?G@IM-d9G;qN{%gJ?vv>+Gi$3Ao-yi)p2Ghkh@#sPknqi9a^^G|l_iCGbM3M}XD7 zwYkG8ujz*1aW4?J^T%NJ`>bI0ecq3mR*^_i_Z=>J{~AgLo261rLq7AVolgHnkol_5 zg!nd^cK6JwjcJ_y!GCc+LD#n}F z!EflJS^F7ha#1r$$*PHVJp~aha0Q4>+OBEJ&+s4ui8$@SmVha7jDo6W}u z0>YZk*{+x~a3RHME9>DF@Nfq~`$0_bHbtv(c(eJ#j$RL0H>X6mZFTN}j_IZ-0 z;T1_QreP-7<~LU1N4(2&J9o1)Qzj31?l$^~CPB>;g*#4s!r-Old_?YB%osUC$VmHQ z8*g#H4+0-K6`I+5_wIW@7-ry*DgE)`vyB zzq#aZ5E>?V#ydV9%gdqDH&X+^~w zr!07@=dIz4CN$?mUmz2wBNFe9;N(mya1cv?Y?qH%U~F*{-%d zbf3AjNbDiZ%pixmUNz{Z!Lnl)rQ1ecbHRGx8mbxQuYyfe(bCI9!DmXao~)B@5L? ztR3SQc5pdh6*=f!_OT#gORU+{1rSJ)vPdwCpA|FjBZZJtTxryBAC2VpXFL;Rp4gW4 z>EG3nGh>K+2m8{$DEPTiK3%RcU4fB^ppUm_fxKW))j(1`0kXyBcvJef5}LTgY#3iA z(HNDoVc!CrH&Iwj``r-)U&RNrm{C)Lk=`&8l>0D$Ad5!U6fM?4+lBjlQ_%UOuq~FZ zUcBoiSNKF_i76R8e3p$Z2yrFZ8$qcdhw-UXnnc75BEk1~w~1d5E-}_bK~r*QhlsHk%b<^-(IExz~CJyX`I>BX6SM-XFt*$2fK< zuAT}yA29jb8j)NQg}m5v?L3lrE+3v1uOu70AgZeU;=Gc>mUQzr7*uYXfWoDXOjD}dYqNE0Uj69C8*Co^CT@*qaY z{PP^{=gsu@K^81PSFr=JfLI^0ZV&(y0Ai2;qW6IPu>BjUE>I)6r>DB{%QQZHm@O zFD#}M?Q?^KiR#ZMn(TCQzt|>>Yb2+?zV_~1PERBBbWufz-BQb_l1Q5hW=o9YF5?~s z3QZJK-DLz=Z>u%kYO9)p>KJ6L*cq05c_LTra^ZCn$Bh~bD&%|b%ovVZK zjw2-e0Q%K#>kxVl_5vp)B7utRfF>Q(I9udnjgJcyQnU0ma9#6Xrvtq-4T;eEMM;&6 z?fXqa5`9d3#5-lG-6oQ>BJKj6qlRC0uyma(7?L@5VH_`m*IX6bn^Git3X}PlNg<`~ zEfQk!TC(5PU(Zbl*X3MyA!?1^=I-tY)|HrbSZj`tGQIXd1x0wwvtkrm1!bB$pR6}~ z*xFQ*ftJU1>kpjr7Yh{V=}ys7Ya!t!$9hXd!gs&Yoa(WI5hH>1P=QGp$Emlv&qGBO zp3^<^bErM9gk2kLh1Aj;Deg|C1QBoa`8pH0NJ^&iTQ1NYu-%&TOhiJPK4V|1^;mWn zon1(Vcf*wCbCfqE<;dR3b)Dt4B4CCIrx~-m9dmlWynn+{3+4p&slGf1R4R!^Vu+dc;*lMBAE0v@9ngu1jc;^`yJLf^y~SSD)@vJgLgE?b86^ zD7&^=eO8_%M>`cKAD5uS70=H;qfz2Pk`$rLnl1Q`pUQL$ zddMBNK6q5CuW18gKQ>$s+K%k!W#q&oZE?7p1F7TlW-I6U+EuxWo1#zItYwt@AH#05L5vNDg1 zD{L@Fq!r!?4j7_6*ty(wM(8~FOZyx1?Rw^pRMoeKQy**CaVp}@@0+vzY}ON2tHT2t zPT`Gkv9HKs!@`$7&8_$w_kAF}`@(t)AJ~!-WT3uLNfM67d8B1HE9`<|q4#7YJ(Z}X z-v0j8Q6GMYaF|ex5;M4@k@VALFjH`yu8{L|I;O0wi){*4Y7zRLCsf+Dp?QwdOKtH2+g5&D#{7H`o6MaFLC+3a)>cV97;ZnZZN+@iE1+Y>8L16G zSP~aGMe#0OB5b`LY{?uT6+@MS=tew)n-@KNler%VS1!~-_=M7CBb%_{CVY+9K2|ci z`}mX2!Yl}kwJ+#3R7@{KMK_2E)2Alp;6)q~Ed2y{l2?y4v*4MK<)OEud zA(eFB#Acjx@A9@Hdh*i2d_ z-ZN=6Z#%t10Mto7(dazS66hBz~;l-;vbu?ACn$B>$!k3gW zS@73;lUYwV9<9$R$2M+6azAnVoY7AjPv)PFRtLbeL3}6Y@)>`u#n{nvK)4=8FowtP&u3F zq+x2Wu~g_=rUPr+a*tIe(IIuaH~ZINSkOP7oWBiw8u>{{AsN|EOkx%6W?vF*dF-fs z;yrW_v`QI;W3W$J!Pbku2x1>y!&EuxoG{g)Y9#DHS9%o%`7&EqChzAQFeH=_ zX0f($Glmh6dVczDZNSvgp%UFK%tl7@-dqyZ)fm3Q@U-PwyGBU65%y_4KgMZ7pQE|> zxbK}Oxu*|SJT}}j4)_^uCQWC$_wnzJw*o|hO7UCEb&;95&raFGHc=5M;_(l`cQg@t z+un9DBnqC?t4QVa)bh&Ti8-mckF^d)rn;XZa_Q|}6uax_v12&zG+6|bPX+JsMf#6U zoPOt1kkG6SQ{;w10eCD}7twN??%UXEDTW8*bdqVGl2^Nbq&r9DV5|fv4ctgk z4tdGU()b*`6fWfSoKKL>MgCEh7Pm~Fx2vL^`1ExL;!D9mPG3<|_18Bw7X%-$7LMs_ z^bw}N31G1_56?!3*pN6`yYTRT4m}l(P z0r(XS;dmX2GXeh@V};k#9_cF0pCxU;7V{swp?{IIJ?@zPDQN>vuKwGk4LG;|H8cAy zdjnVozg+nh8E0nW{4IL}wtT<-=rLOa@;N|y>DMd2aZ>=D@`o#b%!UnR0 z2ibF0W+0gY=pz8*1~4;x^b-WsjDC7l_v;C^rJ0qr9q`G>PRB;i#>no^QT};={HMpT zKsxns0>uLGO1OY5_aVr~)CRB^WCQ(N3rf$z#M;1^0XVW^VE$8RkE7&2ZNNXC5VHU$ z#1A4~Ai#-{<$*B4!NkDwa8k?#q+kDnoFD|m2An_xa-l!rCp-?^zb7_kAU5FW|B+b2 z43IcL!09>*kcWXd0F5g4pP%5_JL>;7^d8#o&x7xAKK(uMJ$L~;*dRQls%(HyC<}0s z4e*zMcmb3F^z)PK-?iPJ4;cZ1&woBK{@AY|4i>;W0Z5wxTL-oW-vR)YVFNf{AXXq| z*8erOpS0VbL9YLFIspCz0RIeVr{7`&IA6?wJ;7g$js4H_;rAzh|J_mtz-5n&2@t@L zV1Jma07Syh_AvGUSmNi1$nUz88+1$YSk zPoe+v$5{Ya3$Sth$?cC1@n8S*|9gA}IOqPu={Uee_=SWDoR0tD1pN21bij{(Z_4_+ zBlW)q_pk%nga2rv-{2l5;L-8d;U4>WcI4(;)nkdl8JMLH3v*_v*(?V#8Z}(md?Tdv zwlCxvBxieDj@E=ivZ+U{c*a8^QKfZ>h%lFnZObKXP7mR_m#vSAmlklNk$u9DS?k_P z#EAF=i@?6e#_H8dbC>d>FZ5`t*Hg-Ms>!5n(phZPN!}8z^3Fik%oZS=D|&vZTyb-D z80Z;j-?F@{b>}Fm8-!-J5Ka1AxqL~>;|7h2Yv3+IS46PQgt1PVQ&ocQ**fU@Vt1>e zUseTEo%C~##&roDpcJwX2_-Br>4B-!cwM^Q>-=`c#5FIuc5+ac@km=N;EE3iQvf=)4WwyqhkR3yOQJk+1~xV;rGtd$r>|W+Z*{1WC)T{-Rg~@ zI@_yQQ1Y9)8|x>~T`pE?;eN#8B$Qh!Q9W{t@baLBC_(fqIt=@MCPM@wdNM&86o}!Q z6xd+&1TIjGsZY0)8sg~PzEA{oI_79%)gZW6%ILZ9WL=XfcZ*3w_n5YhojukYdSqu7 zt9fIud_KRa%ap0bEkBztFhpKQmnLDNa`8HgXtL7``|}Q<24*-e6%fuS=~@1WZ45XdRz3d$!Z@X-OnfXs$u`=_EdKZ|NNk}k^#vToi=k3xdC1sUIxY3xN*JZm5c*3bD5sL`f-S?Skwnc z5%|QS4nJZT81ElnYbe(=I`_YTUEG6-tl1K1iwf+q^clWbNDHanON9i#%zTbB?!S zP@x$2epr>h30{l^Rgr99D$p@9c6znf1Sa8q@Rz1U8?c1^a^13O+sG|TlH{vtS|`*LH-6iE$s*DNahdK`b)5UM9ILNTo%O#N$O+NeCQ{y@^Ze3=By zQa4V_<(Om-tx65?u9)MZ@W#}OXI(*d;{-#}juBHIQxjzmpN5x`e} ze8Is=&GeQ_^rKlhVjWvRnq1EysF*QVt=QKq!ncJL~E0m7p<27_0 zK&K+R;>4<`Pdz=G9Df%ZAZ zA~uZ>+6)OoaF8BPiwo_!Wh7hcE0aUZCwgsRErpOnD)H3>?} z88U`sK~u3AgZ?!B)sF`0EctPMZjs}&qItuK&^xgxC$t<|q*j|P1=Kp*){x>+0P|=D zVy*u^?R3Lkt#ge-GWVLh;StWv)t;&6U%@Khh^Q5p2zlK=!+o zQ$1_-b`xo<5-8VhCgiNhixrMEyZ1$Ry{v3zC`g6vf?$I~>BN#3UQs7C-)FDdul|uY zh8GCA9Ym5RpV;bx9{WT5fcYK+HTy$oTFWLjfg!S!7~b<9BXrpqUmvG;ER>kA+_C6G zh2N$jw0zeVI-$?#%Y3&7817sw@Nu0Uxd8%eUKYDOs-rrj9e@j3BM*gqufoNIU1IffcOsSQD z6abS4{=8{1A105sz7m96+0GHB33YS zT;4EuPuL?aPZut0cNmPz8D?i=Yw6<7?fTG~?N3SCP#c)0my;#To$jx~)ts$e6zzZs zKA$i!j=br+yu8aJx*Jn&;ElvB2Ba%|-~=alW2br#>fx#3^3cxO4)&0aRZ$!`H~_6J zFa`z(PChXXUj940ym#Q$*}<$}@Unq>3MP-5qobFHr#sZs1yn4|cS9h!Cjl`2_i*uY zw}N@xBvWv4baB^ng<8RWf7Js57GYq73U8IPG>_6FPZd2+sORrkmEW;9A}M&RvWv6l zjW3KopZQI`-x8@CgbMZagt4bkiQ~#}0DHnG*4R+`=GA>+bPPqpY7RF#Rx}H_EEEj)4~xV11E1_xNoB9%$B%y8 zRvEr;x_`a3)!^W9dXzbsYF@6PRQRK&{5k2fnom~_rEhFR9!g*91qjWTRUgtn`1TZg zud~vhb14e^gI_MbEg(O0vJR4sA3tyT_C2J`r~m5E zku#-NJkQp>w#4F;jt@D@op)h3*N>n0;v1j5Np;hQ`D_B*%xC1~sJx9=)Uxwmvp*51 z2|U$2mwI#RxOaFk|4z-N|DA|cQ#KbdH1+n?fLqcWWNDo8>GFIp&w+a)DSANuJ)L#e zLl4RZ&k}0gq5~fUq<3lS60yg^%pbQV$ikjfZ;O)CV40`|^JzzSQHc&AoKtw)39qw` zDM~AhpRM-f>dr_|>WUkbuEToh+)AEI#r_H=tnR%lUhw`0M$iW9-S-+2u_8S5ot#8C zM(S+B{CRzoVc0GxtM0t0uf$>^*jQAnnX5`J@fM}^D~8fb_7uyg>lx4bT;4>Cpke~G-DsbbEMvXkDn?3ovXW3_CNwd=Vh*c)r#`nD3a(C;i_T^ zS8&=<0I`1F5Qbmgnc55eN#%wGglyY}xesdXN}(#d7Kr5KzIzGPl1pfn0blN_2^6p7 ziO3h*bNK~%DtPCXB&BxyD9=T22Jf1c{D57~SJXDfG=`0M4}5kowIcDdtA#sNvgRDC^$^SwDTf`nI6o{(hy$q(#6%dT1TZ zCNXg|QsYh?Thljdh5e77^(YTAhKwPOYb6`q*upOdX+kIyp-7w^^T@lNwq6-F3J%)V z6tox*3j80myiIP^m=E8=5lyqW8(q+^lKBLuD69d;1Y?nGgJs8;F>tP96@lN5`qAQn zMQyJbo*Bkh5?7( zbzE^IPJ7Lz(;Me#pm@T*FFJiio}7*&w}_;EqKNlFVolj7uZt8n#Dt|VhN`xJT8`|7jf{u2UNbI`!~q@5X}}KFZ5Nex6|vnSag|ES zk|-Z%~;`4`qt%hPL%IB zj5zdfY05|oexWi_Ke-ij44voZo-5XS;Tfd-vR56?nvIJKM*E{7r>&A%{SDGWLFuq# zLG+x#nV*4Flaldj-fEZ8FDwZA=dG=@U%EBU`|RFtV?H%59dIO;c5NCx_Fnt$aXR*j z3FCebv8%61=)lj%{_XQ-v0U^*{Bw6mPxhuaHdmWSKQ3Yf zI)kiMzcgL^*Gk;lx`-S+jc>YmIXHA$@hk_6HzR#*=mGzJA5P~pTaS;6bohZx^n>%jT#lQ2>Oct~XU zlJ`A&=JSAcCXdAJrXPs+b}l#i1+>tAtfX)nx`#6qk6JY8nZ~|ac(81#*&WMInSVEN z-^_pcr0KzCunHks=kBKk39sVQ*ZXL^+xWGel}4>7N2+zOSiWImsAO{CmTH1fbX=!V~1N7wRJl(xu;DZL#!vUV$8GQK- zP5(wVm^@Zccw!gVKe_+avVV$}mF?U;JQZxA?sWVBf53Zw^F;t&(_gN6@WR3O-*v$8 z5hl-lyN8~(a8Gj~xVJ3$6M(zq!PQj2e@YPUtqRNx;o*WePM7dZiZBl=cRSZV*zJ#< zs65mIc7wP84gbJKC1(J8?3``jWW7-f!V%Da$ofy=vj)`D-40+(pbFp?6$9!DI3ncw z>kIt-#)3eP$Om*%V!Uuc_n(2d=?FjQpe^)IMZaIB{Z|+NB>Q*0{{-G@&Hy&Up)UU) znExAA--G(X5ixwG-MBPrDX3ub7xlz zQv;J<`}Z`1N5TE%ZtVE}n>e^U_V>HM!Q27#hQbwrhA?*zu>OG`EC_@%1DC&p_=Pcf z0Em}&bg^=v1JSxJUd|5zJze!~(B@x6`aAfqqCmcX4#>aWD=z2kX(#7s2le=C(*6UA z^C-f+?W|zBD)R950Y6Xp^nni;pdlC=MHeT~;+r72?>CsrV9dc+_+-C%fIww0=NlC) zyr;jR_g`c9r?vlT*nbwFp&iTzRPSMDXpgeqLffWtTgW_~t zaG!rJ5#W3X_u}OfyGfyH2TpMRH5qUO6#*`oqGG(fa83g9fYT$tAh7He1%9hQ(<21D z^@WA`1cXI|K|=r!hC7b}n{6=>5un2q6TBgYqKlQ66IiYA6B^9J<7Ps7h|?+fLY?U} zz|sT@h0X}(=;-1@C+`TgasUmMQxh_WAC}=KXee0bzlkoV#>a0i?*$IdzmLA4gJL2# zsRhh$O1)X>pk(;z^Cn!xT+Ip80M3P;p!cBCo3T^SFuMEC#(?18zrbXg7yiQ!Za?4! z9Dr5D9p-y8Y8-zj0Vd5iKfo7J2pEI2-UEko&%e`wwe??025!l~oPi&(QeHmb%m@|@ z@Y4quW&pziU_8zzCIobCbgc63@M7d0y8BK;olVkc>{QJ7jWI>1rK=tgnsuA zv_p(v6s~>-J%$%6$_r+VC};&(8c=tKfAyA+AKb10;spf7#6-lvuJga-fjh(B)FcE{ z&EWb4&@i%e{ zxN|vNG6E*HnAidt2kH0_tl?*J<-wXxljKQ1~6BOhFr3nJNBQ8N;5dbvZykO>l*1#P%0J;Po z+`K}-Q$h?32H;Jiz*C=B49qw%E<$il0q@d(m<8CYU_Rn>aCCJOCu9!TyxwoVCJ62x z09*k)|3v9}Il|lxob5aTDTHsr_yx`HLEUX&3OD>v&kE`YXNWgZV!ycs0MRhVzrt=x z2ST44CULXa!R!aWH_tzn=)=qNgiE>{z2KN$oKE!b1^|w913p0gzboMrF_#Bp<_zk( z!7Ao<*5*L42gd^7f(vngAp~!V<>NKia)mkTyMQec@MgIA2e=ymEN@`QaASM~?$Hqz z0}G3n7kE*C>mc9`Frs4MqZlA1-_5N#V0D5^c)%OhfH4c0=c06?z!wBCGa$$V!wtVn z0u&2${9=HK-vDJ^I=Jil?;gVY2>Hcmk7@Pkut^L1m ziIVd}^FPoB_V8b=5xOBA99#TF``_Ea|1s_VcijX9{O@XIhKpXc0K2wx7Uu%uQZU&8 zXaBu)M9fv(?H>MTw*gL4qI5Tp8&U%XcEb}y!7>m8D+JCe{|`b$ezQHWM)|>z-mtL$ zDdf*s!G)Lr#Qi-b`OOtH{?j^eeTRk~NXZPks^H=T-=aNmFyY|%4>$s!;NT2Ey?>hN z{1KPJx4#=4`WKRtQv*xR7>IS9A41(9n!~{|YaP!|1jxfuq-+=DD;%~YMRkAhGSZ0Y z;3OoGVS@n!BIQc0&}3^SHapTMPJ8$W;75@F0RfR3=Lt?eZtgYgr5OHzA(z7yR_mt# z$lB-X$vWf#ZsYg-_i+tl@bSY^y`UAMw6e`;k2$_>~wPkj-Phd!@ zd6QK;5is*{{xn3{&-`gI#-FH+k#Yjet3qI=MP)__5Y$9!>{il9u@kD5^Xtd!mzRF) z(hm41qUl0EVOkz84wXLIVJ4IOX`Qb{oFF6=8d+&Ilhsp_8V(P}GS99)QJ$Rld97a` zXAWed`R=zweMvuFm*Q@JZ8vt|n_1+Wz3gi_tPZB@%rll{h8tR#Elp5Gmz-GliP8>_$*c9&vw4r* zx?$s`cv1-FZbU0xC&m*)J!e-??;%OyuPEA z2%8!E^1X3NLF+_0@kD+2M3X1zVvhE#Z6B%q;CA~VWBZYS$cIi`zY!!E`~g|_D9N2% zyw(G(PG0O@SL}X)!Mwd!=&@hfERASR8&&q=7ts^w#nN7jWxu{7RW(?^?bAPCcJY~` zop7LopR?DUv%i{i=!mnXWXQ?AChN<|;4t#g2+`0e)6i$Zp|Qat>9hXfz>6`7_S=%( zdXjyqk^^Is!vgDr9-kzS-w6y$?azA*n}0V)t$E%pxmG23oH6vGZtdq7 z{6?b+7r&C6HTIf1yJxk`ufON_u*v?hmg(`ycm0L`{BdFsJ>HKGN}BE|>F-wV$TaOW zAGfvaxB36vhT`>Wde>NG%+w4AUjF4%8nAgc=wioC3*^jR51`qI$=*n&+04k^ zT;&P6oCB9KoCPd`cM(RxmPG z^W9LO4g5+P357($NNS>C59S$2o9_7KiN@wbVhe0z3!nE%Zs{aGUa_LR+)$ATTo#G6 z5{-QgCZlMYm0beFIw4~)pGBl!P1C#D|1+b^5u+SGlR`38e=?I=3TJ$rdDB;*^`Lxze+6a4O^ii$xT+Y{gf*2+x z%uZHE!f?y$o}~qneyq-m6popxDBSRes%ThcD1I}Qi9`#(&eUBd{n=>Y<)l-Nm`f|W z(7|>&rOz7JdroY`cL9~6A38LBO8i;(`$Tj3_r5KT{8ky50WpWNjKdsDnNwCy)zXxN zJ=?R@ynS`k`%jsAUnxy#4VG@KDH(Z2=xjwki`7ApccFY!Qc|^_Xr+&p^S)%iYyVf{ z?gdh1;kJ`OyQ3}cZu^FxxC!wpMW$76Dcgz02t_8NW&rwAmAgR*Tg4%;x3NQw72jJc zx3=m6@8!(J7@hvCbn45Gpu?Ss$iW}axSo4oLW>Y!b^db;t;1lE=v_T4QLy*V;8?(9 z*sa9&GOe8`bwi*|+k90H*^9lvUT;An)SVn8A*`Lxora)TWo#9>4Y*UM_40UnwVHYM zwn3=j%oSw>IundLfb0oDm5qWSigWsVK}dWcs6LSI-Vl;eXvQ4WXbwsas(RC1UDsW0 z7zM+pPAj2Ks}kpY;02k48qGqDO1t^>qhPj}@pFRLZ;3AQK-5NM**KKEq?O4?nWgi2rBO8562ylrcUz}=iK&$yx**J9D~ltMZq$02lzpg#5r3$A>Q5)Yj235 zH$>SRBJ2%e0Zn-gs(ee)9i(JVfKXeqb#Y)bu?Qurd^U8_qfV={IQ_}@#2fPdn$$~=Bw}&D+46hQmwj)@_dIZ2vHo*Fxo6EILd;8` z%iX`c7D#tCD+h@rI29x~yZJdU5wGL6D$Bb0(I-l`D(@M1K?-%fAd%&517pw(%o@;% zs@>AAa@&GPaZWuMK$d*mff1rrd68GoMxf*r7417UVj% zBwnpS6ICt)>Kp0|$*SX37M>AO3&9fx%crYHo-~PlV^E_at6poCF&Ka03^ZdVgL)>z zvcYoVKG^AYD(~%h7Yjk^^2&zm7cQ4c1C$=u@5;Ic6j+QuYvTenN0z_Iye7KTv+I+4 z+iJ3qXwG)>E1lTKPw?N1Vhq>o!G*0 zgBI`0u~{1fL$3gX3tZPZ{i%@b_tm6IRqYdP#h;FAh3R^)&jJdX_w06yv`O~_ArZeW zCu+wd%pBOUe+fB{?KQYY!QPU3{Ui!l-Ya@T(Gu7fI{Ngd>DAO}L{~NB^!{Rd>!i^=k@RVPgK7Q8ZIBZv!4j`JcU%SrBV$Qp|enHO^AGc>270 z&v-HQ5e(Bpx1{j-PoM^8F*N--dSZ9}6KN!VdjfHJYPO4(=+{IX%ky{2QyxF<1~BUS z%}4b&D$G2sw&uoIT+6ES&MJ7cKea}EyD#`-xSrbSR>ys$$GZ({;!)7G7f4cX-S8r5 zPNah*SKNQqRtDvuMT$jb_Z@y=Ha_=y*|H}!Z?;yOURJtZTja|fC8Kh!k!p3Ly& z+2*_gw|~s{&38X07aM#&xb51#3lcwG=;T>3S$vSUiFYDhx&EmRPwbc7?Z(qQ?uGzr zT*o)1Z}2Q_uY@!VG?y>mjril8y!+AyHhYU-(r^76eaQl8H{ABe=+Yb3XwNM6s8(qA zX8{!5R~TNU34~7jei7RV+@6d}!`a=YygK@1@m+pM&Nb?BSoQz_ox{0n)K}F-V|bqz z#>~;W=bOsxhL0aT@7{?JkIEXzG+Q`3MfCl3fm^dyU3f}r{j$~7zfCUj=dafDw&O2m zlWjqBNFWOra`)Ssv&-d7m%a8$KI^yRK907=+tTCa!?cTZ8^?XHAuOr4HQ!HgeNlx( z%w+i-3Y;l20jLp27J1ka#Df#RUnb?c{=(x6ZF*h5T#SPK?MJ<(ZdVFH5zYLCT3J`b zm~riWcS&6A*1~Qcml6M#{ZDSY9=LLe$9OBkS90tuF6Z1CWw|x$ z2DZaX`#z^`eq47ghg8~N%x+r*lGVqxyLXHo{MQ#knzv_H`fU5_OBJ3q&(GySI8JL) zewjbZk7vFWcy*1Ca@N8F`DU+262Q!MX@%IHt8q>724gM~mJqpSG0`4a`}AXJdA*}; zYJ*e*&VXQpn2W>hdV{ZLiT5m&=Y=^3Ocpbd#vjd*fvvT!oLnR8ozs)+bPzGd-^WZl zQJBYcqUMPB1SR~|ZQUN!!(0`#jDs9ipQqT(WeHV`RrUHRT}6eeU609>2y?bpRKpvI zm=M)v)fkR>W0@{4#R)0Xsw9&TAEv*<{mMvy^ff0UG>j@W{nc$_6fX?C51-3YN@2b_ zqzT2rlEy~Wm3+aE?r4SNXK*~;^-Uq-Y>>yI2E4nw@7LUbk_N5GzALGLI z$eUG%E^mL+{iCd)=xz0N`3zDDGmml7*;GB&j$k5D$x2&sXGKNwN=*3-oX_u`9kVb% zOz5K$R~hV0Jmm>GH;t859FCapq}^kNI!A;y)+G5ce`VsJQI>?@^HHk>>+{mvP!cF1 zf3j1Qdoqa?mw?;)jMRI3nksyOf#rCNrGH?!JbhqOm=nvC7k}@EBjepJ_1O({&P)s0 z2~6<_HZ@=Kqb%MG_aps_NZ3|nWv}*AKj`>UFz0R)*OLVuhfA&Nr(Bov7 z@NqRxRZ>XMyzi!-VwXbE9eu%Tq=QL$S%b+bYD*yIbk}Fe6DyJM$8%oO69B_Muh6C9 zF{ulnN;4!N-3k@*0itWM?;@(yV_7+QGl-FXb+FZ!?L58LVGVv2+ z6Y|Ih^_=%j4L}~_@@H}7`*`?4&%;bxznLJ)7#bnCmIq69Jd4$P!Lg*_R++V!?tzkH zKbZG+%S*>MKIr-&POro`{+oWOa0A)jovT8q%Z>_w3hkp=6wKD3xp90 z3SJo)w3`G4x4ZM&=(xxp_?CmFy~ewkKn4CER|dnt+OV}+En-goMx zDvf|l3HO4);U9=2+7~+9$NZSP`Ypb{PKj?>V(r_IgWrM(s2 z2+j7z?@Nu#>}4X#%O~F(U&y>^oketcqof~iFgh_cZD=(*F=4hFjMvQ&KlbUUJCEXt zeUO0xMVvi{Ax>}?#ibE~ZDpGMD`JOVN_BWahVrGm7?@cDZ}2`Mq2}xt^p^Uy+kVV* zvn~2nVYRI!#(k=B{w8zjhheM_jtAX}%Cv_`ZTbJI_3ZY)>@8$*umx26F zp)|p5>8%f*Zb+z}io9(=p$k;Hf0=EjZaRlImqHmpk1e}6aNodw@LDjnnyZPD6Tzv3 zrtN)+FYg)pJjS|J>6*;|6yk=}52KGn1?*eK+1yubb8 zY^Y^Tk`|YYE{C43pqv+hUGzHlJZglD>#JID%$xYH_dg=n#I@&XpDH0;jl`jju(SVs ztKZ^W4->*_-z=@xMb1J997SMxZYt<`HI|06OsXEROa{`{!kA^8W+s?BY73lfz)L3h z-n8vqBGq!2mKPVk=iI_L=c5WDBl#68-y&L&h7;f6beri_+8DQ=G=Bd+ETEh}aHj;Q~okPp^^SAqR>UEAB z0n6!>?UKgN353dUR698@-h+>44oYup--fifoUPW=?pBOU#VU!|mK7F~V4Y*k;vLw> zU*GqfOLw$IHYcpH-&Vgu^Tu7H*-Dz5n=^@Ov#IDF+TF(rVlOyyNA>u?Y`c~dUev+8 zX~F(9zwN-^7PIXYaRVniw3i)$@TJVY-C_f&^T7bs^yL@v9f_40pFJ$8%sj~*sUYIB z6xveR{{7~=l0;`rOKWUIO2-4wuw@T-{inNkecy#;uN^hCp3yco4KH})?hy`M(pX>r z7}-wRzMKo#|J90X&#iMxtu8s@6SH+`d=!8t^-?dx;gihbS)Z?2SSFenTHTbyiR|#) zLQvMR{LmTCxWw_$8EVs)SD%dbX(CP5GpFWk%8w_-SERpm6U~Ad)uxRBzc_VK^r>X_d}(?Vm654J5hQ#jgp!+{seRJkPOC#)OAZkxlBRszE26K z`z4P3)v}S#g4DEFcBhsLwcnSZTr_*$6aMsWu1yIKoUK6x?j7U2Ll=Mg4Y|d-^|o?m zv*+JlMfsW8aH~mRK68xUA|xunWMEVa)Qlxf4gLq0CO*V^DwEW?f6t>xo# zIf5mY-GCZ7xBW5*iYii6ljc}&U`6aK=hSr}_x0?QcW2=Yf1YYXsN5e(j3_X!?qF6k+xS_YB*vnlSrr`+hA!(e;G_!wX-XPY9k~&^pgtYOd>p zAeq@qA&m;iX}p4rlO8+AmS9xanqSH0I$lGv**nAdGYUA(`eAJpA?X8DXbL-(}x zxiDv(QQc2ljVxhK1*_T}|Gvs*j6S@y0_iXQKe2wIMSevKHJKD{4A`ezG~fTZO?&Q3 zhj&@zh1ygWGIw14zgl{$^vrszkJW>JKGENFK^{p@jv5@GMV(8Zs!fUSeDuz zENHa%SEY97py(*ArEqm6aHGo(LN#rShfNqdQxnz&TZR64)09iQGHtE zkRub_N$hwWCncHUF?SbRNFjl3>C=1|mje!hQxMfjTXxf1Ia}i~+l%0QjnA*zoVLQg z)sNXxrzx2YHwV25Sk_jL7_E9HzdRDF3-ubeqZnW?ULS!F!;<$C@1O4U;0`d%`sBXU z^dMUaLvFlhO5E2iR1fP#P16u02~LyRsKmbB4i+V9w|wrkXgukOG(d&JdDmzR**){M zRe_mP=%ii3Sy6?G|1V6KP6Dbr6PrV3wIQ8dLL`Z0hFv%RExcd)0jAfn@-uZ#eVTE$ z3H!LJ(TkJB7Va+zD2)fL#ht)3&9X%@d+Ia+_BYV&LYx6bNMTp?)A#MW0!7Tm8#QQ6 zT%FYhNS%8!<#(^pwuS;AX`dxWE)%zn&n%|JDtyiSljdf>3val+DwNq1C=%LT9kQdo z$ZjgHax8#x9wXDZDdjAg7BU!P-QqD0AL}Q@Az>c}CmT&TuiQS?^)f1faMhRqtnFOC` zrc^?xk`>X?VijldWCt|-!)m<4?}8OqK?Gr)TNgate5Tm3=T|VOl?oU zV{6MekaQ&bIR9Ev3LOoUL`ex$`a(#k$>+A^DRQK4OZEYSStEbD!$If=j*|_UMJp9$ z8jK&ibf`tJks)_!za?5m5BYBAa=0u3&8M!%1i_dCo5Xw_dbRYqGmxIXLamA+CDoW* zyBgVpCal6%y92E+m4nN?esP$5vm19WMyAs$Ry`?EqS6Y!#p*YOS!8=R5XcHezxJ#D zBo}ZyWsnWwRT8RR77lIqbmibB3OdpI^?Sjpx|zs`u7u)z;)QLbHfPnC>Rny7OULB4 z%X4$A-#U|FeWx|JFpK|POV9}uKaKruK1Z=o&~UquHu}C!VFXRV1%R+D`9DU z^y$U1@`kqaIte3LI@VQBbToDF^CS)L>o;F56i!A24>Or24JHF0)rzCAM;=!jZ{#bT; zgBo)8Sv4Z(=P4t4YehJbn$pJH#AEtshCYQV)F0fY&3RLWpwzs%!#^WpvM5TCFr_#P zS){ye@FhNmJyjL2oG(U@C7v&@2H~R;axHrvw7WVwG8z>nCD;%a4gMNd(zu;B`5Cy7 z)#sw)EQ*!!3GDnu2}LQJD|4|{VPa7J42_N9jbWCP7HLxT$uR5eg64RL(^j*s_h_4DpiE)-??+bDdg_L(tn1)14lA}l2bmB@NeO=<5hB}b! zRFYeVMNoT3Dsk(+PBo-$P|cMGV*N3nqQS zl|u|4E1H_aXQi92RHa68C*u!U)OHt($FSM^tcSqz%rA>|nuc@uFdv=n6~?U(NkHhZ zy%s6CnnS6^-y5IL(%BuIHf6$k*PIzT_UtSk9KJaz+!*8bZke2fvlpjYG$u#vRA%q^ z;bdrR0&xfx)7=IJwLy1DSbAe3qk(TXKbcpE4)0dAIh);l>?A6E|4<0)V?_N_Q&|th zw;zpVRRm2~nXFV8$k-b^$>UWSKWEwTE_^QVoT2KPOIB4ROs31m?>}_P!_=a?$Bwp# zc=I26DyEDp<&*SH3k0aHnqwYjqD*S+dzJ9mbY%yV%xLXgH@*`^w;ZAJh~N&zP9akc zeOEwmK91XV^UZ{M!qx?1s86UnExgI92xRBt`DyQo=o-5ocb*77pM4zt)VMs?ML$FK z@kR>$EqZ*~i@Nit*!zl)ZKu8|&^M%Qp0Z#|-U{kSZDTSf8ogD4QS;%&tz^Xz+Z3K# zm2AOj;_MZgA-W|kcqjv5s}gz75N=h|1y?HM<$PUL!nWx6?B8_Wvzq&mVX3TZIX)!{ zRRt?wRtWONi5Oedhqf}A)wT}xX@$~OwFvcNT|K6+F&K%8^7gSz@_4URu|5}y`mCBGD8KM2umra z+eUTgAS`Ug4Hj0y4F1$2KXRGQr#xuZR?b&NRyd8e*hyf-r_Eg9dfxCF%S9#K+mj%f zhU?r$1?yUjh18A(XSRyKC_m#XZ|I0|mgcyb@QShY@+Rg7{)qlsTXT3}j?jo6oqT2*8e{y1ShW3fdLuB^TmCPv4W5u+1E&SuKQjM*bdONIPRAsstK1qqhpjqIO} zotS!b2=%Zb@H{0m zye}ABIg5gi(SXm2e&<0>dsgIP#I52dOsd-CYA?7jnL6bv8DfyZi0fbqr69xiDC^>6 zCYnZ8KKja(9?UQJK3okpIh~_fp&EH2=uZ-1-PPDKA>xUPm4aP9Aw6}Soe$K}Neie` zkdUH%=XtRj8hU%zrt1mx2xwsCVwMH1uPn_6K%7B(#(dQbvgIOE-Om)jM~?h4pcTbs~Bey!IbL4n@5Z;?)nij*DBatJ@UM``h6X|S#+7vN$rBod2XiiA0uJ$pM?-(qK!)lr8IJ)LN!DV!*-L&Rc-;N(#TH)UEY4K|qs>VrEy z=OgJSgu2|QNof;K31P3rb*^ew=aKK-vVF*(<6RM-CyTH7K?z|Z9BVn@xhGZFdongK z3c|Fqt2SO(4W79c8TpR9q-dnE4^p)6nTcvrg{z?qFcs7vhaIj~4n--4TXjr7NoTuV z&x-HS84wuASb#Gyh*r?~a7lH-VYc!KV`B$yp))Ba*ZF$ihQig(1v;;AYPA@h_CZQG z&GUH7FcKwC#W)5(1nCEw;kRb)eYDmUj?9(y>UYIpOAI-xX?}ZE<~$D}ffCUAA?IS) zbr(2hO|1}wTUIl#a7z=RcP+!ZR-D|rRuVS|bqPr^^TX$=kQx|!zV=2nv zh~am?6Orm|>U&=ZFCB)43AjMs=N1Kry{^E178$nsqr)=U`4=K_?w%@9SvqmlM_ysh z+g#WtjsBP&ILv5h8+zD}{M`LoQP@*nx9`V29D$)?xi=FciRD_zHZGGr4nAUwN44nh z3$8*j(=I^jDhxg!!F?Js>jV+*AQOeUv&lktP8{i8GBNIPzQW4aZ6m?Jc#a>c|1oI| z?6^C)#olxa=Q%mvV+BLO)VG1KU!kh#nck#nwVSeoBD zaI-9GzT*0+szz_q-TuPm+V~VVfE7Z63wX+|W=!br=<^q5F8BGV2rCDe+FaHt2qZJy zDBtl++0sEoL;IHkI9@7RJ!N2ZyhVd?&}RdzuWa=w#v{X+>ETNr~{={Xq7{FYRlPLcnDg?6Gd1Yz)z4kvZ0&%qJ?hxhcf9Y~pjh;lFFc!?#` za0UqD1{-8YEvWpTgsuA>Z^ZaP{W+m&;P zQn4qm=WHQP&<5W!r6Up+SBcd1qdWMBw_CQ;nz8gCv{yKmH(TMkDErnWP>+d|+C@Sf zrDI55nzPb?CX{FN;AVXl>+K09<)eItGtgC!7ziC;7%CDONm>#vdMH~HYR;__ zY^O~&=OgOd=@-t0vf=izqLX2W1u%L!-lY&v)QG7EO+B}Y&3FP+B``6tH`M6v5t5Lb zMfEZw$Y3(y-}~XXk&m*nEWczKr6Q*m3h@;OT!c^(w@HMxC$IlR)_|xdwX6Gs&J217 zWtvf=#7DI4f|h9GR&pl@YGJX#hEOG<+7lfX6`aCc1#P~Fqez(BN)Z}P3evfj{7ffZ zN@1E(04)_BH0QLFfDF-v-?19@)lulV-}r3!J4C#_Mw|hP6!0z;;k^b`fjiJ2?1{I( z=AJhm%rRpMa~?wsUyb@Iap&qx&7v>qA%we$)+m&;??=Lr_gVAF4p^-pS))a&cUNtW zZ3mFjA~~ZI)iOucTQ!EEdn9)Hl^oydqD+gg@9mCze=B?96$&0@T3tZ0HF`ha2DVAD zPt)reT$g^u7`&I|e26x@(lnT(2hI@XZ`$OMO6~+;WgV4_EAgGopuWQyP>%=~@S)1l z`dUzgu%0}8kKL=LN0t(3*xrTThISjuZ^)G%FPZ5<8lR3QcU-;&}?XZ0=963cS~rtClEIWjl$v ziB!{Fb7hse2vGwYH=lZM&;OammSf>$_>pD&RK?_C&cPPy@p_yMbzsnL&& zf&gQR5GLEMpx=!Q`}p$QWYzgTUTGQh9e2^)Y1ZTx^*k#cUhO+Rj)=)bs*Vul7|NHQ zSNr;GJ7v;k;{`8~@%%{o%1?%e#jA&r(?65;T6K0R?^MdY3`OCgWij{;4s&tlio4=0 z=B~pZv?#}EHNLYV>ZfN%vYU%?%z6!~ln~rW0(fQ|-_%n$Dc`eqEYube zGZOI-dfwIe;H_K_x>K@A93INCu12(mA`cb$x!g0-H3X$QoC&5QGBPUIkJE*El%Mqv zp%zf1;XQxYF`fRsmY89LJB(2+ZXAXdW}p~`L;U8pfcZhT-dKHpihCFsaXL=X#nlho z7>~VKOp&#BMG87SbH~e<4!IwNGX{%)MAcJ4)qFk}qP>AC)chJ##wk*lp>}E7iqY%5 zN0U_NUAinXTQHjV%iC1j4lXtWd@Sdm>|T_0Aq|vtVWH68!Loa;n}^N1AIHaQ;fP8o zC&^YP2ADC4?jh_?~o-KAjhg4*_F(_xJp?F z1*wL;#kpcS=7jSn66O{ceez{`H-?yaN&>Yca6%cS#g12;eqKy5>yw}U4V#IL>jzN@ z4iH~O$QrW#oTkx6Vc^~)ThRI96UOeh3_W7&^dv!v%xX+;Yu-RVa}5zxB*nN>*|cFu z&S&O{97ImTxW<66{X{-bVAB~gNnX~tk2ubOv`>^%(O{rVmlYl9xWb6bINP}v?OaJl z@RAE}L9u5OXJ8~MR7r~r2!#yULh+ZVc+nCLO?f+{k{|6(TXa`Dxu!Vc)eDt4LMBi3 z@+_9qP{Jny8$A*AMR=dSpW2y4?(Ymif2@^$>d+ub>mrlwF0bxQi7xVjQH&6ZExz%D z9e?t*w+ox4Vus@QCnBBkavlDS>bM8_M&_zTYo5yty?3EjR-!4PXUxA|FI4UvZO}Fn z+`;V_m%rsQE%Q9K>Xj(cP9%&Q&u2aomRJW9?~P6_dXakFhB5X7fnFV-k|yWl!Xvr9N#1!bMjwfOVOK0g|CKSQ( zMN3sn@e@B9w!Lbl32@&jsF)8EpF5js zS62aDjBD<)>LWf$gwGEnR;!k%QATTLunWeXmBf9HMZ^4jH*=?Q75y$#3uT%Uq#ioc z2%U+9C3{f36!Rh|D}ZHdr}{JHfFmn;2*NGJ&iH7iBh+UENfl*jSIm#UeXugT z8;;>V7vNfZwAtj@ob0GrdneapmNHF>iRpuE4V1h)5=NQM5PI~3eIKiWCT2MQsEso1 zS!{B2=uG7xv!!@nvRDjF^8C;ZhBROs&$P)x!h@+ur)Vo^{Q6=j z2BkIwTlU_1XGC=lzCPWpuaO=(X^|ay)Rto<+8u7IhT4s9R4lvsA6cLyy6LeZQKgAC6;2&m#I+%#E^|QgL%RX z&XB^xBz0eJeBC_e7J@203gW?+P02)OXEDr5-S!xDamja#Kia!-(UAVMHr8C91{NtC zzO_doFn_H4r@|)c%IWW0ML4(b*`yCesVRmS-P#Q8=hGga59TGH$)e|jhr1wKSAw7N8*Ck**16T@n;;1t zh6WI~(ilu1eRMjH?f(tsA%)54IiB_E=u}|!5;){a2ZIQIMZ9+(z zm->^d`HnQgu(p8aXj&3E?ov#@%HlZq^8qP-6T<{lFjDRtapOlPH@!j}sE6W%4~TWC zqMFp$tOXo2{CPN*pBsgq;JwEBJfW0RCvS(NRebcu$}nz*PfMZ-BF0cCP|xYSvh5k4 z*u9~{=H>nrN?*X0oj7YZ0mhD)z4O7~go2_6$;2HN+5ONUs`qIT0j8Ry>cr2pR)^ve zq-vf?;ckU$sp7Hjn#PB5N~?YxDh|iSF<_A+yIRmm7N!U+Hg2JP-$&@qRpehshm{SD zJ|KzsnKYAxjApPx3`zM+8_Mo3@Qf1^l{JZ%ArFVeEY-h(1E2q}z!N1PdIODAQU`|D zTxrSTLiRQZB7OKxw>A!4Grb{_tNyFn_S@Glyt{kkOkGD`^N6nyF#%8p2!p#9nFDO& zgpaVOl6BH(@7i<-R=p_Co3|=l^>lNrT*@4`>uey}n5Hf{t;yq;4N1bwXID5!fVC(R zII(<=4|-}E;wX=$Y(tdsG|<&lUL7-3c01eMwL+=`8E`T%SaUxYl`rpmib(Nzw8Q#s zrZC#4pm$hiGmpp1IawhGxboko8Q9qx79Zb%RK+2@O~dMD>3T&mM=TXAj;pM+**I1u zi2B-f7WYHvok&8o7mB_~7{>IPQ_SRjB#$)E!P(o*?j8?xFV2Sh(R4JmuyR*{VE?qP zF;c^F@s;!_qg3g0IT6yK1QNEP#wYr2JL#_$29b)9-0G82PW~SNK|sF0YEpW`GSOf_ z?IfGkv`>hV+A+4yNKJb}673fJv*jC5yMxhO@C3yGqR)q=+#i+b*dFiebc_OSWNBHf zX~Ufp!Y`i2MQ;QWpPT_HS%lK$OMZx40ydcXba{?V0Z}?#nT`+LpeF~}LMo{p>G1{U zj7_2sT&u>;j;-KEZ1jd@n^mmI39=!xPenrH7zRqG`qKHk z9|h8NJO$EC+>3t8Mg=12cnUu1PHc|o2ue(WG!8svL1H?Lr$83Chl}PSLIt;AJOz?Rq;WSyFrEUT zKqxR8GV!gY!PJiKyUgI=#YaGeA4ubFk-FS|9H98nj8I1i)te36?+F(}}ty(mjn+^|fcHkkHVdO_sO zX<>;k*>buFrviyCic6C*36m;!lkTCBGvjMPboh7|{D8q>I!^@!3eF9jFxi`+e)g`o z%ixG(o~HwZlw@giIuW{qr$G9Ov$cb#KpF}q3M4yt3M6|R3(h%s3Pdr=1eOO!7%{id zy1fMt(NeTZzMwwrlV0$7p!sLX`HVuQbHaGo&w>Z3Px{Ora_l3 zzaU_T?HD*=GNget?nh*iW-fDih>(|uhr#7R2bj>Pr1O=*T&g5F#t=bfXhvqZ3BwWq zARr(hl1XNx=`z~`6aWKJJTOu|QYQ!v?MuNl9%x+g%XDV}t>1V`pR-9*<4%w*GnOdV7^RWAG}<^Z z%$vFpsaVzR5DCe7@t<^YFk_(h2ZVM=Mul3c4Ts0D{2t(9ts;xc#4A4*^|>SWhpWCC zR>sXt+khqHB}pS#>OZ{3VGBw0lcU0T=rnYtSV16h$8AXssDVK#MmFh%s`LpcJ{oR; zyT{`7QW{XNkhT}g*(?|QHe!)B@72KblB5u~Oy_%rh83}c84ogvM^g-23ZNDn$<#sI zSZMpCp;$2ct(m_?9JIe2Sb}6Ry#d+|pnz^g;C$jnx-}X_GL&i@`aQ86U|>=@#1svf zW?6vGOui1CLKY0X+LWT2B_S~v+6ve`hz74MEv4@X)C(@@LeWcv|8cF468!^^Prp5q zd#J=i>{Hqfz6Vn@(`AyxBjB=EmuqB0d^Dg6K33-3!PXYxZfIgavTfe*;8dSVllSLZ zrN{yAeR9&KY%M@F#TE>LlRKJj0og}eFJM#GfJyeItX_nf6Wq8vu7(gfxOv~{B--;Tor zIwvKra2#N5ii;KAf@Wy*D@Fi_{zH9~!fP^PJm>nZGt!l*-#!G|ZR6Wx@uPDBi!?k@ zLYoR$_VJ+V|qGYa0j%@;V-?=F$l*gmC>9(fR zeGqY}?W1ZF%ao$n>XYaiadGoVkr}FQWSdMy)>0=S!LNLXj@T*8H$vOO+GAq!CHpdF zNmcOR%1rXJ&C!6>NXw#if<(~-%Jm3_Q0>f(OHWHO94iAS{0+lZ$4xJ=p8Ol2^@Zrn z*GJ^31m42L1QV%uy7qNohC;3$jW!hj5KCXj0aQU*L% zNNwS-8_^r6Me|iTLUV0$x>-@Fr!cg+pJcvq|TO$CRIPzt@ zz&@@;DD>UB5LczDV=c)Lz_Q^Mpd;D*3}Bp7!}&yq>*_d{K`L|A=VrF&PcnecU8Lyi zhA!L;4`q{EgUQn=jUes6{F#0(U+0_KTHq=|=kpDjnrgQdF$;v(_bP#u-_Ko|6$!i_ zb3n$=?R4Y#Iw1om045=G!h$FeuaU}I{R*}~<)EGTNpli$#HN*)rAC8E;sI84e|v3UYH902MmQcN~`$m1_%)9ZPypu#x)Ns zFLs`^Q=G2`kemJQ&I&NgM$Z92t)?xgX{t&5(d+e>;$FMFv{lrEykXTcwJrP5u~VZj zbdcorI zGEu6VSrzwJ4Zy|KL3ef%pR*c67<2@LG~JL=S1nXE{XW0=X9GOpRLxA*vH7Gb{Jizr zkLp24YoA}%l>eO)WoBFVwEM&cpa0HcXtlR^RUA!FRg2F}%B@kXn@F;gS@~5P#$lJy zz%?3P3I*+XYyX!-L7vCA=hb`h*$y20Elor)8B}H}s2=unvk?tFXBqUTjDK(TqJ%Ml zbS2obFF}RpggcW-_NevG_!$KE4;}=`!sVkETd6j7>W93$u_F; z(zJk88+Y_;rCPas!ucW6A=>+8Ck}tKnLF>Q2D+^G1@4l7GtnRPZrx%8FAB_ovfFD< zj|>8802a)ZKLoz^#b^h6s2Lbsg#Ts+{4GKPqCV1lKl z+r@n4L*sArfK~|7ZH7orzqQ}WgZ+l>Ec&Hf>yL&zzAdc1d=Y&GO zSlg2?UR7@Ex*}E!(+8{k-J#^YfL`4=4HbEvia1~J%KR%Ia1{;!jZ5uY)C!v?Z9Ka2 zu?F$OAr&Gu;$FEoMIjNtzal;~raeonRY+-iaktb#vKBp8c5LVZBrDf>btFAnYIY|m z?xp3%`AVh{*l4LWGF@)m`EDE;)xxi>-YRAK=$k>)03!UviOIX_HY7F{!_uC~+n43f zlVe4zxSuEeQ*vy=CfMfvbmE%xH4jA~g(r1S-@pd}y2XIa!2KZmDDw26Sc|pw#Hz%C zis-ee-`8xLcQ;eY^1W)qM}PP+VL0QYu_}JWca|!B9>x0cz4`Rw!JjE?=)J#b`;m&E zKqU4O+S$Xtepxb|F>-z9;JF8S4p{Bdlk7f);~D56du)ac+t-effk6iz`FB!S2nBgL zR#e7-u*MIDVMF5u%!a3my4upYVDb>|MxFmW_N{LO?TLCsNe(LV?d2RFBnm$4CyO85 z2zQ6PrH#{{*T8=AJxUGvXCDZ;+H40{G*R&@N}v;VF=@&aOOsl0w~SR^twMS|`K#W` za^Rg~Gdjpduq)&{{TzT`h6BE50)+!LgQ{)3=kwc#)9vs|aD(5!fDYxW@^7n7=BU2# zen*#pjv?*GA|H&Png=h2xfeO$*2-XK#+}z;HO{!g9vk;QZmvYEBVrLX2;0 z!}HDb7gMqb15iu*HES|k;WCEB+jzw@?5Y|Z=>dVW*N{cyf~y0`HuwMbfgs5QM-y%! z1UDjYi!1dgntjMbZ7l|7|CF&mCwQr!T6cDeFR``>ZvSVUr#iYZxq8{A6F~C;L1p1# zAo*x(ABL@T^o!Y`e6dux>aTQgI$Oyw_{pdFh)cQIinH-YK7^rdi>U4vud6NAoC3WGb~ zTcYmCiF~JYp=>VmA1HSdXbzuV+P;i^+T4hsb&o{UkN#Qj)0#!*IA_Api^5eq1Hq*k zvk-iP3c?m0Qdv<}_!*~HvaGpVLoJ_mVD%a2td5*(lu@U3{jqo6wXM(>b+iIlUTQFS zNP2}#LFh&NMik5AMONvW3;k4;X-q{*#PzNJ9j(6kw;YDQX@T&x4 zOnwI$RTWV?0N9P~lNMu^$0J|KunyJs*~(rW@8&w zDZMG^_T?tS8DVB+@uc$ITzJHxE`2QMmu2FmV9Lfnhn-5tGu5)4qgBs zp9n7G{5g{|)_yS!Tg-C^j#GMIi32mnNp@JG{`^|EZO*x}L#Z(7fSFIwu}&9R%OP0U z7pd_K6rr1l89^pwJ{aY?tsX*=AZdgf>dKD&k| zW}QTo_&!+)vtrzd4lFFEhuu86yzb{0>O8s*k=Y=gCoh)z4UG0B#K@u6{r5Q(ZKDTgO zVf8o%O{)KJYj(*q@6+F@6_Y|Agw3b?rGv(7rI#VviUc=jxQ1RDG%3;oD{FsG8ZoIJ z0d5|(#J0uYn_o6lFE7)owk2p%J{QBR8pFq=qCT;BCt#kj)k;h%=AeY%{r4oHr(h1g zy5IoRf}&rt7VdUFGV96wkMRH=pFiqhh;qZ5!QDTG2WW<6!nTt-NPQ6S-NRjfLuti< zZ9HI@&j!^AQM(%9Bg*@NS>B7oXeuz3OEY}C2JHisXO_wcX{E1ESQo5Do#OynYflyFyN4i_Ek2A=*>#m@}k>*$cK2gENYkDO@lsv-A#L z3yP8-Q@s60KPqJ+oB4f-J02EiUn__0~DQ>R#)Gg{r9Kn%Ko~n>6KHhrW((ypRrJgr48TpBnd6 zA^AVZ&c()K)*7tL8;EIZWO9G-;rDSh9->U?W^>(h;J+MY`o3hfkxu=WCFXMm)DMQkr5TP*@ZTFD%zsaI7XcK=v z*ng%j=vX{s>#<%7tEn9H~73b_7By!E_FM|oW$Q7I3IAGM4yPrwI{ws9p({r*A zgPszz=OgQkGVZ(ru~>h{_sNLJa|Rh@th^ymzhhYns!Ny_?9ThJqFjv+9VO4hz_j=wGyZUfAP;0y$j$2-sykR$e`oM{(Qfc^P{}JNzRp$^R`&!C| zgWi(kr)LT9*TSe@cTlGj5!6}{;-Q|2C|aV#eFk+V5f%Fy(m)g94>YKp>n!F&O~4u< z7KqQLglyzPeDNdIVKuG^A;be01@aS7j2;V21tAv|15QMRrH68ZCTn)>pJZMrhAYn9 zHz^SnpJmcT+S&A~p@#3RHR{n14B5Nc50g2RLm3jokqI`4$o|7yJx^Jn%UHhR&J2_b%^@((mPS|`L2T;CIV131J39air-3f^|kJj4_> z9V=i`hY+2E}$)4O8G%H#uEA3)5^-R#cJOf zl}$rz7_tNKMr?D>9vU!63rx(`{=sAPDJSEyDA?UD<_C69*g>>mBvHD?p*>HU+z zh-=oI4=r3d9d^Ti8;Va4ab(mH&yy_w$Dw4$FApS-_Fi!WV`DTbqb&N4OqmTDxK!O@ za6PqsM^{{x1PNDJZDqx4-em)DpWeDHm}`_snLz}1ua^(u@ zZliZ&i+kgmHWih=RD_eNw(V7zu|lXU3=5`-)9Lc}^-#7_vy`v9wX!j+RW4(GZqM7T zzJqd)4;fZ*fR2htq_9#ISJL@nE`<{m84GDZI4EM6%fkthToZmlC_H4Pr}_|!-;eSN zDJlfEGwC4q5JD8i*l9=tG}!Wpck)UG?-*v@@Y!X2)=}1wBbF(0a~80K!MXPoO*no< zuf-a@Ftg69!5Y#1VyKB3ff~@4CzNV%f-DZ?qt$r^uQ}*Mj^K8p@eJN#_AxQ0F@6LH zdK*6+m*LcYjD8`@r&oLd2G`7v8LH45^k;=v6L4>+Y7Jg)8I z&Krx92Q;yVn}5WPf6VzcMDP2V<9jb&b>Wc%Az(9ovY+7v+Qi>&*E?}$St_SA)`y*?RU1Iwig12*s^eBYiU`$Ep@>mBnlrq>Y{`o z4!*asJ84`;;!Un)E{+*E9eaJK#N?!umdXGSVz2M^Sc!kZ9^O$0wDBU_|-7k83@G&v;4VhU7V5eeQ)sS z(0E|m%qbgO1kEq;C7kvRE_4G>6sru5dM(@pdy?N^@2O)e=-}Ak&3r9Wq}Hl;b;OQ* zGV)!ysvb(nOXV?mTcW9b4ZIW(wZ~X%#%Ry+_44u}O%_K9P%Ccfkmct{dMnshV3k)l zN8~W%Cvi0{MA;x?wdVe`Erh`0(nFGmBdJyecdubwOz&^gGhsQfJHTiaja0eo*l1Ef zvA`jE;POoG%8fXI#iMI5cyP2?u+=K4w3=7yvQ(s{gi1sy4R)=TJDd!EGD6OW!{G3v za<%*n9?r>(<{QVKJ(mxJuLIlH3Y+pX4FC?iex$QfEK25A*!*jnW1hGZ4fybB^yncx zM%jsHlD^?WH`HYVT%BW`8C?q@NP!n67_cZR<6H^9KbmHyT#apN2e19M@cl&P?g{F9i6e zcFwHxTEH%V2c0oL`?%mNf@SosKmy(ojkf^auoYv)Kfqpt9|5KZT*7o1XBNP1@IiF5 zIqPD)0PgWxlQS{Vi02#uhDDI;A1HuJ#D4&U)Cn$tK`UV4P)Djb1Oci7*n=Q|nxYO8 z0fszi_DZ|q$(+$<$b@V<=%N5_-9G2|`$ghqKpy-_=sn%|mSvjd~v1kcO zmg3D59FAMs+fg5Gyigbm%ZK|8+L~_wOvBX&xz}{GP6qLm9v+Z;d~A)Gg2EeH)`jmH zFoT6|A9z*|jo;(}YOn_wR@KiJ9hm|RXa2Z|-sk0-5>>hMgB`29xcofIu>Q`DO9U>} zdbrIHI@QE?6+TAnsGu)rn*4gBXhj02)Q;Labqy`?r_`kd%{YOu1eH44MuW?Gv^N7Y zM+$6&*AB-A{>q%_FsupMwKkaYegv+ZUt^cRE0$pu9}Iaf|N}URL;2HU!FkyROD(NQW}=O|luVd@mp)H^KdX}VjU&;G@&*>A6sOAwhL$?2 z6wj$vZ5Pp4{ENKRa}&i z*GxiQ9!aDu-egY7`-S-CAmTy1pI9bpfwMB+vg2xAbLt^m}5oRR-VIyya^Tz;43LFeqp$|+ex)_Lj#!u@7 z8Ptzb4x=vYEAgGP@fO$Gu%_Gwf*Ve!Tt{l+>5uQ~5 z;5bSH|9ol8b+YX1_i7jupd_hMVLo5=CcT?O-mD{inSC15)`BD~>6_+}-E_pr32%GR z?i9(7((l`5Ub_B?eEXpB$P4k)t zo^RGXfkJ(MUi1K(P?Jj6NDP|QN;GG}8_`>Cc(!!|hd}TIhE`(+s=qneGP(2i06ogy ziu#&<#=8ot3C2A7R<0~NWFiWoR0HBfO{H{PXDg^&Uwm@Wk_KXHtSp(}Id*c=;ms?? znoLQ%b>Cqz?ieRZ?U38CO`7Xu1?~H&Px<4-&RcdeRHTQKvTTiyrwpnvVTZWMZK;}a zVmn;cV=J`6_9QgPn01ZB8Y0#+VMEk(u#H1Y^Tk~Vx(A@`=TKiX+yFjK*TfgTKUrOa ztNLNnXj&>I*JQ<1baCr(Q&)vmspu*}QiZEf&YlbiV;g02#wm#q(HVTBmQDnx^QiI? zTzT2x4O#?ky^-YvS~c>X`XFC7fy<8EfhdGlp0>Ob*5)4YKq@I(i%K3dMA;fin}e#d z%}mlfX6&g@Rde$sdX;c;3}XIwY1b0v%uwilcoUS|7$CCBG{YTdLMz6cr?RhQU!(-- zR=m3hd4;eM2x76TjUGOvyC>%~#W1uha#ppFYf|*VLMFeqixM!X-^FK9cdsv%Uek;Y z$!%-K*O%t_PAf`vH%imu8?JAvOB{=Gh!X1ioI4>o67nWuy=QANczrpD71TM?LVXES zgMqK_zZTYd3aQhQudc6deac+UUe=|Z(ILMA$@8C=Bghf2@9zW=N#?%HLW2*=w2NT= z>!`S>EqsAM)(&#`QDkV@+iev#ugVGla~;Apq7 zGugzU!Lf7cYnwbhEKN1~LNYi~+pXsj6s#Aq?3c^~7oFV5`5J@b9OUEbLb=!iB@Dk& z;qqt#SpEdqq6aB=F6{&_UC7yB7Ueh_A(V{ix3s91DOz$qM2u;gkA{`%0)G&P()Tq( z7Mt1px~`zH$cxOcSssu03PaVnT}u%=3W02eu^9Yf)e)|Kh}9AIR>t0fLE-KcswS%| zfNZ^iG6M-#Ea3!T@3_vKgZb<$Q#}ImFsA~=v4rv>S=FU7M<1o?f*fXGfpfxA9g@Jz ztha`_mLRkNb>0cnjOLf~=->lCRhuqZPX}SWPk-~(-@!Me6Mlm+?h-o9A+X4BQm(#U zBx%@S0mh6dBM@9? z)RANa5~{(yx-`+Gs)=};%NdGV5{~J>2+QkiEu#y2UsS)SQ9&9;P@w9+7kc~{{b_xwj z=fB3>gV;+)aE(FO88TjcTMmeI2^<~*(Zta|O_F2^onqhP++PoIYp2wZKIw8ue6l)= z?j}NU3fZL^&zhl%u&{|bx&o0*Iq{bdK9!5S{72=9{@-6!-<1SZqc-BYH3ZUaO1kvD zy2_%~0$kE(X-7;%uAZtG{{&bWUfnS|K``91y_;C-;kVdu#A{yWWVWUXFVu!ifD+LP zE`EXt*Q1(&8;pIXxc?LkV{-~nr#R7=ct+;7OuWifZxU-54DU!!ONKF|K#F@+QgW|R zD4|oJ4I~KGjpi&)RzFjP=_SZLG6p1SL|Bc@P^ebilu-tt8?Rr6MT6B2!*8?bZ*mog z+$pDz-T@>=U%#NlN9g2kETPT!y330rRA%-mk>3i;-wT3LJ8IqC&IC4D@pw3wqII`B z8P-9+@Y~xj8s%2<`rW#21NbdiTrFDb7Zb@}L4;h}-F6%?mS{U;!Tz>AmkyzkY^nhcjE2SSE4{|*aD(>@b(oi6u<5?5mKlXD(DHR8OK6aecyyU8EJxD{ zESfAq1p*Ek3;~D`(8Z<(^a}9&rn#J;3JTU5(cZ86#SWK?Svr6k1e1Hag<*|~J%-bp)KAW)^5}sbr->UT4h{ug zh%);KA3*??`G?jIi@S?L$dh^Kf0m-#21o8p0>KbOfvjty!X@gE$n078vKQG6pc}}A zm90qn$ocL_X9MT}+2VWT9pR7~WE*DWrS7kvQ_H6%4m5u5BY-IVkBt18#^wO>cWr$G zndKCZyZBTJpDd&=jtBYoQJ=_Z04o86$@WHejA0%?j>Nqj0h|I#^3YDhQH;@Qa)i@@ zzSdocoQggjf3vrxBa?9PPkPvcn;Ws9+w*tWhX%aA}IcUXoX< z%^DcdQJDlRqBcJ#Y3sOb`2CvR>4Hu|)=`WhCE%5k(;;YvKS_9%9i!#q7hRd%&2x8r zBdm)_b*b^P4xC%cll{V%7ghd97xJvWz**z4AQ|6GEy|j)y*_i2;cO%WE+lt%lp75P zKbVU)d3)i6OX0-s`K|lZ_M4!nWrPDOL?H;>8O~?Gd_oJ^B{iJPbS)uttiiCh&EPAV zs7oH1KVnc$&ZfMxwCTaNnP84tmo~(#62Q$tB9T2Dn zeEz9{SZd?FjZ--jO+3oM1Iv3_p&%mT=Mt(3X7EN-YoXw?x97@%ICE#&uOB;e!!z zQgDJUBO^@U2E?T-5F8z?LfRoU2~?X36(5zP!>jGg5-t{|B5LbW{vF&1_&{hF$TO#1 z6v<$xkW$P1UfUP1A;+)Tas@B@)=;cU>ba$h=@~tNVNm4r+vaE;%MURjf~!x%2g{SV ziloPfjKPtV=Oh_Ew>Vv$<8xZhVM^+>5h9q2843Rk5;z`21QkeazX{n8Ex;NX7!u(- zJ5S-aSDOjVP77a$RE>*vjUm&mGa+L|upN=0bt7TJ+1!Q+U3au>x11G~3N5<}yFgc~3W5SXKx_P!MOB+=ieOpNAY=HlKvKku^1kE~gdl7Efb+};Ba0wTh zQV%MQ-yE(TBWBx`pNXIbPqP;F^Hd_^r@dE5oTY;JmQz)#6tNlP5dV%tq)4a_TD%pk zyHmQZL6}(hd$bP90d+tX$20bX?lR8zn5dpoG?q^am}{KPCkff3{1kGVE4N$Wh!r9B z0M3S#*oZ#O;5cPP!MTdRjgq+Mn(s=a#+rzJ>ely|BS2VDYm&gRE%!yCiB{E1=fxQReSYH{*{Tqv7eMMW$__=7#D7M`U%BhD#io9U+Y7v+h1EKp!|G6|W4{iq|r zIf{_9wjOY8A`FmIfnYm(=4jJEl|N+hmogA4wL#oe$ce?cZ1R|d^5g&>G{VX2k@n&Alq%?p#gW#LaeLS4%^zXll3ukM4%SrFIq)NotLwfCFK1qQ?@4G(Q+vhv$$3 zA=8B>OG+kT1Ax4(2uoaVWl@_Eun}K*MEQPLM#c;1rO==8HxOM+)>Qyxf)iY|N;QMd6<6ApFagi*KnHlfzAUa=rIQAdVoXwpP?b}q0KX4duZiO2q}?3AQA}zFX4RG zRMBiBukK&Bt;@{}IQw=m!H3GPnj@r|M4?HD&{=70g5=*;6%8rSqX3mC!D0}6-CedZ z7*2;l84$t~gxQpy0yV5LmPu?`gCr+mRAMSD)LrsM;Hd}s=HS4zeQm9)2MqN<4;E)i zX(}6vGrvmOZ0J+?w-GzMq~1H*tV?Uh_OjJONY1F?q5D2wD#hXPwC9)3p6^8On47(nksCaQBk=OY5 z^%P6=0`S7C9h2cw zmA@Y7YN`9#jKFv1WWoZ38u}9IwqAUSA*ia?62%&AUb4(KGdMaGG$rb7LE{#_ksQKb zn_U^w&NyOoC_EONnT0i?>?JztC4h)_N|EC^o`V+rAU zmMx;qq0`Tjxw%lAau7_Dxj-GX7T?@}q~kAzqf>g7)90)dhm(xBfcSU;@=yaQRqqHK zosRK?79dT3B~wI;1u8q*j7w1X!6Vw{Sd%uCWCQFpXR|kVD;zpvaC4_Qkd)iTX}j$R z`5!Q7X|Bw1?vp!tHW8-GvRjKn$3A>yyTq<8=QDz|*QKRJ;x%~fNMcbv0ue$u559zC z95xLxX{9q@HFiaErx4h6ul0HqUuP&77ou>kC(l6o{=Pnl{Oc0%Td6eK2|cP7I*(wn z&-8PvH9TR(Rp`hHgo5al1BD`Gis`Z_Qufg3Th4?I#D&>dyFm#$x-wd{E(a2N{YtGp z5>CG?NZf#XC%Byu5ZWyI)p)A-UgWF2`r4zImSo7)9r% z9Sgq1-R??zcoykv(Q#*4Bz~Wlj9A16LEk#nBwk4Ed4$v0HWURC$rjWGA(JCle++$t znPlOk!PCcJL}YH8KA(kSNa2@T7Mw$iTa^?HvlWHI79EPxN7mM-?o+a0RojMjeMMmG zz?8&)6erj|aS=0dlSKgLi@$=wj1G8L+Tb6O_yCDuNg+V4>|SXB;qWgEB3A0fK09!Mof)N5g^h)m6Vk{9m`8Oa1dDjwCmVC zIzwm-ie(`gwiO3~PKh2S$GWJl^rBw+@NuOG`(@rHe8pEmNc!8<;xCSjt&HR)ri(iq z2}uW^uuWE}@Rq}YH)>F+^WB7%ff1T}7r#K^RAMw&(nN#2z_MIF6N^vD`GR4u8v6Hz zO~?H$wjI-Ll?k;lIR;!f;OC?i5Dfz`tah2LLxQ_*CP>TC%C45+LM$FEOsH0%;KdGK9>YCHEse^ zh#nFiB=}*_*Mi5Lj-87qP}$veb|FgfLd> zj3aUhyH0sD0aVyf>Ow8$dSw_rHNL3^49S7K;m%;jyePb81<@MT1_W`N=krmk(R%f) zu_!yTDtqR%+^`(Sk|}-|LO9)21i!koWs%3Y_Gc3Pd=^V`5YI;RB0J~JqYP2;b`#UZ zn0LiVXo2o_+s_chH&%?MOd9=|Hb1v6p{R=9R4mo$bF@n$V=F=j2bq~#PP)wg#g0iX z63T)OVAD%`HBfRAy-Cjs$fz6}1B$Wrg(IPiatsNVe>oV6EJv3=vF91_aJw%9_!GIo z@GMO-weWm&>nZkqueIB zY$;*J{WT_0h-P;hl^z87&0Lt4U+Yi1Ph!A1r-H!S19Ox$AdPJ`1UlchO)kg=s0$2q z-Kf`S%N0~pyo_AITe=+%ye%dbM8LZ@I#AN$hnQ5oF0&oY%~$I-ve4_j8fLI9=YhXI#sEZEa$kjPF0)x2FHY;Dv+U{Oh+ejX9e7e7RWo z<`J*xwAj%WDA*U?7-O-)pkQ|L08gZG@G;<1afCZo`BXV4ec_NWjhLE4+agDvq6Dqo z_%LN4Pr=a@`EB&%d<*n~rDBkplN^vn`sBIIB`9@1g%+cEHh5j5|(*B?*A zCN4CB5XfPiEkLJEoWA=}^j~N9JoxSW7Z`PrZty(S)WX{V(KwQrQr*h~?p7cG49+2{>;lSM&7Qn0H3|1?T%dz^OOj0< z%A#&!J4^;giCuj@CprR;rUrIWe5fUX7T~GRe_0hg(1Itth^A$o%;+Qy$3o<(G*o{) zXtrOjmjYg$&MDlLw@8;S4Fb#9pH_1p3n(H#ZP&0SAe*4?pnDzL2>;SKwFt`li6btA zg`rgg3yl&d)qwZ-44)B7*yJ%p$6@>nmz1?i17HS1%R zbHJ97VcUsTnNJ|bgU?6*S;Pc{MLtE<+;9sXF_$9hES+Tp^478nK!L!DJ*T%)Jh}wz zM1>|`(VxafT~QpwzULyMtz*>Wq8m${w!;&|Csn+zdMg6iqeWRFd$Ld`hG}iObtGp6 zGxi=zcRJH_7>mY4r41`o>}H+bk$n+l6oNSH7+*FY>!g&l6T61GEr@vM9v8EnLz1SH z9aHiVal-d!Thx(p)0!^Rajy+tOgn#6#H0oVuS3Uc2CS8()kJP5q-1y*j5+8sWk zW|yqUAtr?S1n<)!c@g&V7s0CvVaS%!z-EFZfE5E??Bpd)QyIT3Cq3pT32U5^kkSZ1 zCKDB@b7XgBb{G~FL@Bai)r{1QB0lMcP6y>jJ=hpfFgl{R=?%tUVWU9FMFozn+_dy~ zg}Jm@P|u31HV?NeH}RAsI_d=&y|x(JEoe7f*G>!0<=k4a$gLcC+v1(899*o9XFOQC zv2MAt(CnMQXyX16-Pd)v@)p>OG>Mp_Rcejg#2}#f4?}o5j>wBYO#3SZ-wf&J7Vxs8 z=LYd^kAK}5zLnpnQLaO=t^Hd@f4v?4A3eVk+Yi3!LSMxHOkmBviW}Y?AR%xg+O=eN zrEkm6Iu|-nN>N91(xVG}b@(;I3&Bbj*a^Taf2GW?6~03-rcbZ^KqmNY_Qp*7==v&u?Y90LT{QMO7htMyo!UsX{u)zI>E4N4^mNX=f;u;et* z)Bf$8Yk^W#z*=U3OTP0VH!W9`6s9gQ<$kJ-u-+w{!BAbuk2MalW4DnvGWOFkQIdID zOj$Zx?nlk3>iK}0@~S~ayJFv%3z2xga-+E@e5t&Fz#_^(_S1L%1IYbi`hR`j$LWw* zyO_T7jT5lgWvD@OkCM>F$*BH^Qo8O%cE79bhp3s=_Z;=oYMsCpY<7EUg zF>~F(Q+g%~Z8^~~kqgUSmUL6ZO0UnEsKx7uh@(!`gVJ91(>LYGYC4W|ZZg+)ZA+XU zNR0c2ctYH<k`n$LkwMKk%!GOk+Tb?#6AR z1=u%O03lup8GmS1f5f3G9>T%ZkO$AOl5)tuq_D}4RWXl`gpzPFUe!|m%06^}SzcRD zTa<4`E%pbfvM&0!Vpw>Xn;y_#qX+?9+186f6F`4M64IBLn9uf5hGFOC38x4+MwWGt zKsDVAX)}>9#ne+JfhxnMjG3&txjgr`;}dvpm&U~jQ6@U1&9|#T|0WXUTp^!G@<_l~ z9)t}{nr*|Qal8#eoq&Sjljd|2d#G$#X|To|90IN_5(Mh*}JhZw&r z4;zP!i~(8lBun!{V$q%Ou_+4L>vTw>m(Vi=m#dga`jPTvmND>a&2IeLPRYt?_DYNS z5>Gz}XUTc7urhFRjg zsF5C`9deUNM!*=tD~@s(F5um?bs-wX2{VXKS=Upzn0q1q z#9%)O2U`25x5x^oN~M}mPdga(t;-lF<_r5QacwTfm5cR ziX;f`1iSRmY3U@P0etE`LN=tKfU;G+RMKAcu3T95pca-P&F+NacLyis%qx{6kV zKKd7FfH!~-NFKJH!p)JPwhcJ|?7w8l?HKLczdqx$rq1zeOakd~j6JV|fn3{;XD|Km z3fnx*(<5#mF94-LTEDrDmBE5^@lPA>wOgK9PZplpMFp`0BOWIs*II%NG^NcS!{3P= zw)9*XhYQ~v!i;`D`BV!~6t>>NJ2%twS}%=rDf&>URD^T_3I|VvE|5e@OF94m#-N4} zqk!Fl_?!q|(JDYg0SyVVWH;GOsSK{M?QSCy0RXh`nxO=L3Q7rn1{)KfE4j~=a+Eqy z374B8bps~0rQ*0Saq{#K(SUK$LP`N1AE$GuPEfWMK0X6FA_S)EG;9zOUK~6y9ss}^ z(&S^b5M;EFc=NHa4X)6rVnin?0JsZ-DJl7!hsuU0Nmf1+CyrDLDIE}nq>l*)7`K38 zq2Ojv4oKMm01+k_Q<1=2PV%7j$RIIa;=3Vl{$Md5n{*&23CZ6 z*rd*r;?P);XCpxegmMFk(=`xK0xcZWRU{rw`tXR3QD;Qb8wWP*fdP^uRd9<(g`v?x zN{-xsZe}9_#6)rvASRRmln12~lfrKh5h1J4P1TtIMggOIR6NVu5- zD}_g>6Fod|GC~351W6dDmP+Ho#7O}pC!8FGI94oQFh2L~;yD=xF4fF4Bq~AZ!mNP| z32JBp2No01E}mNk1*f}^iNJ8Nunv+IPC8t4IOvZ>Xof?jixrT<1|i`=0|y<2WAJcL z7*!}oLF8fuq;P^EsSc7F1_S{|25H0b07*-wg_H}Q4#()FqQs*rDKtpA1}mfvx|DuL zoDq_OGj=f2nK)Ip5f3J$_`pax&;mwBV?7;<1(c2n#fwF@g^2;FzzGP8bp+s!W&prY zLJN)(k18TTOv*)oR7&{5!QwL7AS7@&B2q33Mn_3QHw0GjJ{9TV5ICSpBMk$bpzO1< zQG(IY!4k%&r9y$Ua54n3P**~X@N|Hr2}8$Wfj}7=oQ|~C!d!$A9@9wZa}X-rL5CQn zPSg;ha^f)=Cm7Kzyn#yHgGz#wYv|y}kbvOiNIx1O4~v4TLM0GssTQh%0p%!SVoqm* zP~fCbaOx~dQd%kvRHvg6@lwL|;37CBlTgR$0Rxr?0et9Af*VxbWj6=L!ioFx!BPLAz{Evg3rZ(I2ji)AjNY8G6ZOlN(}&* zMUgT=l!t;G@TA6q0WM}?tx*vOG1-xCgg!UGBSFfI`m|ykmmH>{;4x!@QqIGY9?tZU zVqp)W&?vSJG( zWyS2nWyKsYm=SqGR2Tpzq(o7CS}Nv1U^)yE5KcN=SjT}yLDf)NQBXZ7K(R0j6p@zd z;q_yWJ(fvR7%;M*%hJd=yN)#Gud>%9-H^Js2%?>;V9! z6O32`v{V`zrV|7NCzpqdg_#&sHt8cO4jv2#7P}Ca74uA_tQe>wWyLBFmlf-r1Vng_ zfeZ;!JeaW9Ln_8yOdKf%2c#TO!O>Ddbi8!%L8D<*LXO6Q2nU4$MxBqsn~H;i3IS6` z;iAE5p<@pm5D+@L@Myp>dO!hLut1Vgd1Q1@WQ)py4J%om;7f^9LX3|_(t`<(8IG0m zC~!1XAO(yhIanYtohihkpxQwE2Xd0)1yn+bk`RkQXv&IRyut&r2m;fY8Y)Wo9vG+V zV1bj!^C@r=dCV3E% z$6^nQW5uC!V5DP0abRTP;Y?6gmNmsfQalM#ZlXUe)j}jEm&8Zp!62z567;|XWgQ`> z1qvM=g_T_3QOF=*>L?Hxu)tB+AS8rzFaRl#fGjM911XaaiVQk%Fn~))Wj=r}kN`l+ zf(H~IEesNnG9X4exIsvGFhD?yhsXnpbU~FBD=`QuV+MgE1};Fe8bV4thY0 zQg<5!NK!Z%Xd%IfI3<*UiOHxoFaI0%DuEDya$i6K zF)a%a1cU^|ZV(b?OgAKX(TtOg26|2T2}xy3oeK0H6jaB8-TJ z%EIJ@1Vn_Rp>$!{fIvpY3Lqya+N_0jNDC-8@jwLi87G(%i2?>bCMYW=prPVKA`Ym8 zN-7c$s1+>&T3MnLSkcKgp!<{-P|gBmfWp?8 zbizpmCm;*kbVMfzfE1Gmlo|nmf{#Kd=xg)-a&<2^u~+7uzCV6H-nx{L!M){cX1C@4 zyv?}ye#`9qJo_HMb+sLuUfVTyuC?>uOYent2ni{Kgp~W=ruiTGvRt>n8yrct-IXUlz6wS|z7LiOZpUyGpS)BRO@ z?v)5aNJu5B`{nknLlCF-wQ}$IF29$zMr8bdZ(V#K8H9usnxCoq;nHQ}yrh~f{-wQkdS)o zZERfEAiBDvulx5?yI*vWb7Sf{GqNso5JEz#?@n<)-`Q6;NTY50ov)a;zBRAw#`b^P zxVAx>wYP4(f3(%F+?LqKsY_e4&Yb4Q*tfDl2?Ed@LIO&N#x#t(%-jCm_54=#mudXm z(^&nT^>>*%8Z)nTE-pRX_sjR(|AlSc`g^RnYmqzI?e3Skmzjbzt&MDH&wXh7X$xI( zw=GwD9s9n0;y&BD#@j=C{p|I;`JKw2$$#q|L7Lv~=iN-a#e1ymZOZ7lR1>7>&%?v# zJzMJMU}b>{0~Ay!v=RUT@0-i`dwMHp5-?c7czgFmOk3|4(#m)FxVlVN#KFo8gO!O; zXoW!wMkv&R;-@ekFAq{Fl7vKWb}n=vfRKQZh<|l=%nfqz{*1q=7o_}R7 ze#|%^nV6eT>kYH86a5yX!qp?a(r?G%>I%64-;B!mmK0Ya%iHiiI5|)M)84_$5ErV+q zU=47BGL*_bDku{Kxr8uS*>Kn(Bs7>9ZlR8|U~)Q(mjoGAgGFgak1?}iC6I#YqD7>D zl+jSSumuN1U>rUKn0$;%B?(gQ;v0M}V*!ZFYj85g0LhU!Bsc`B35*mA8=yHEw?Rla zK~x?o76}|MB*F+!sU*e1LLMKdJ7uTNB$1|=h!T!eVos!zl9ZEBXpnNK0L8*g6x&j5 z9BBEJ5SZ>7JVRESkBHobV=<3NzZl@;i-2}U!N;V60d&hDR7|k5a4Z{y1XKw}OLZnF zD@M9_cn;FTQM@puE)=psNU&XSTG4<3pp-U@N+=PN+GNY%MyhlkCj)NsF}bJ) z$*30efs-&64;LmH0d+1=bac^`f~yd5%ybkwq7$5mDfygeW5&W<_GLxn0RU_wq{IPb zJWd+b=A(s^2<{tNwI*2X)7kha zpjOJGZ~){Wg#&K^QcxgcSm8p@2R)c8a)3&#&Z?@aKGg;xp*lfv2uKDD18{XRadBE0 zfbsMBY($`}&*!s2NceoL1L{05Br`GbX{n6mB=Sty11AS~gjkHTI95Cf7O8P=OnS1d!(&j6QskVKO3slN1%AmI~v*hXstw$WRFu?tqOJ z(gF&HjRYQ*$9L*FKnNC$8pM=btfM9@W(Q;tfG`+!8W<-_ks(14#i=sS=v3KSz&Kq; zqk;i+3tXNds{si&8$%ceobiAgGyU`ndEq?Fi* zONdKlAP*N+NtBezV6fsvSdvnWq*T_az(_eo8Ng&gr+`XDslZCZXoHYo(RmD%(Fq0% zDEAo10RRUAr7D3AoM4D}a)hJ0501(h8iYvTXGsrNZE#eMfimhT16ryF3XaN5N(NXd z7PcXEAZeo&GbthkBpHm8M&&RLa6rA~^<5A~D+JNDe3)o-8>40H%Q?GGT#_2q{M) zn2ZX90Z3>B0FweQ24Gx96B{KC=xK1sIMMI(V%P2&Jhws1%S~G z&k4#N1~@?(ew;c3oS@7$P8);-jTL!T6P(T+K2GNFqhxTMICpu>cyvY3hm zlq2z6tjOb;`A_F!MV?AQ!{;Utj7nHWLLV#!(GCoJM4khR!D67%R@T5F#9{;%P%dTw z>ERr19WG8H&-!pwBpg6aB2SZW%nSqu$|%SPlwxW?P{4zfT3Aq`ASp1hK_a~v;AE1Z zltu(_Qa_NBBr6pUHp$^^5E3R7Ku$140iYt_1P>?(>6~~xFhPt3>%fXUYjnV5L0071 z1ZaZNF_nxwC?Uhgg3?B+bQK3mAS?2$0jLsIRG=IvHV6qH5EqpP9jsJB+`$4X@}vua zjLJhHQr*ab)NPT16Sdj;GF)8Qi*p#H4#)>>kvW-(^6~?Ku5)j3y z#4|c|LMOuzEea9INCXioF&#-r6moD-F%kzARcoz@&u8HtTx3=pP+JXfg0dAE(0~YD z7*MXnM>8w-Knm(0&3kXMp84roMUY0<_EZxc{nu|h>hX2|_kP(h04zC%%>~!LfZbn&sX{Rw%0%6=c+#5oBO39^3uoa z#9tZ0*SDwaY>St*ds!Yx)4RWUxPJWqzbmy{S8)^Z7V29c;vcg6LOYOVE&X{}eKVi? zk5^TdUG=+pq4VE4e;eAHw%XE5W^M&(&VIG^*Hv|SbK!fM<}J2AyJeQV?B~9^Zuq)t z>70%Ing5rqXT6v&8QZRJt((57-|boIuTNI{yJR)R>+4>IXuH2WL#$u#*xjtxdfiW% zTkQ?))~(t0nSJh3=1z1}WWQ&9Ol`h4OIGG<(`AcjzrAc{YoD6Dy!TTZ@$}cOHKyk+ zFUz;vZS=Lcuk5IOZMcx#KCe4HU;o!>YOdaz`}RUxZ#TZSOKfC4R5ZKyZslbCTg2w) zT*&{No9T`E`v3PUFZmz&n}5^TPtA0_mvOga+UMW<^5#p!#@}V@ZHaB2{p%mkoO_vr zzpnY^o!j~YY5Lvub|E6j>~883K=GIvz)As)Vg)H>Q;B&i%q$B+!F-TPyMj_!&Ooo?p2F@9 zq?rM%6sR;v00%HL1O~98!k}X11?8iGQDN}0vf_ZE(ilQQNaL65_Soj@QT@=@48J?` z^7wOMW}f+5^Rlnr&%|6mcVCa6o2JWa_uN_2?0IcJ`Ym_V_r+)2Otoe2SIoX`_r^Tc z^w($orOuD6wy%b`3{S(E-HCagd+S}Z`&Rw?Z~2`j6)(AOwflb?>S5}_*ZjV(@!lo= zV($CzbX;arwBGhjzWe-MrpaXf#Q#n`K0MT1)6-@3&HU~~UffLVT+7$^z0B+QoYBu+ zP0<(f-D#_$Ca?9=Y#yq+*}pD@9wOh$J&j^JuOlk9xuv(c_1WcZFXsO9U%RP{=IGp} z$hyeubNe&hJhRvCX*%~-(;v}u^`4verD3AxO4aD~t8scGuh!GFVzTZx>ho$$JvM)L zwAFi>v-fRz+;;$_Rr zU+veVyv_8*^YVBb+v2M@71nxjd|%J zBw!?_x2CW0y4R?)a^_#Vt=)H9KTY$y^{%;hJpNz4I-#~`@0!>AeaGuRUA&re<@3%q ze_QvO#cxLIKWty0n)l^=yFA=q?V9D+{=aYATaC-@ZP>?st6P(Yt@elM2?EgYso|=b zo%Q!JgalHEp(A$w>TTv({z4gqgp~X9V>fHAKh9TOhmerkHD$d2-P_g9pMHM4-VqW~ z=gQW8e}@ZS!)ca>=Xkv4OJC!OX?V`bi}zm_-%@QUp61aL-G1@QFyCU{uXIhmXY;B0 zo-Ia5NUd}BxAU!E_0={+&ud)A2nnftX4mJtWnak}SI1ws_qAO48oakl<#b*sK>jUS&`YE-S3hQmuY_8l3Dj&Z(G&5ajAd*b>5@rFXU@I zyH9WYh2Hz7&4-;!nfH_}ew?5D&&f-%^-mK&)z}s*DA&xM+uhn0 zBM2ek#k})dmywq$2v-lk?eQ?zzozy0(+)lT7cTau9VUCfuWpT>=^?vfn=WmT=Iwdk z&C=a};mDzWdLnAOuYO!cw$#4N^^M-=-KR^J?Vj5?vwvZO5E4iz!|85~x6=E*4YTtb~>Dt-qwWIsuRb#xhd+b}vyqMOu zkoWTb*qB?_uS~M@-r}n%cAqWtbK5da;u_ytGVdL0=6NIUS8?o?e=Bk z+~xSK+iu4JZNBQA$GEx?ubmH9HlFi(;z~wy)nn7Y^^42Pf0@^P%8GZqwB7lwbA3^D z;ozx5nm6*&f-Q z(N;g>=e4a%>7QAqp*|w>^Q*19>|A!c)Jxqy_r8^>-1bJkGw#2`>uu%t!{trq_iJ(fExMwL#vgx+ngvJO*jB@BVdl>#aA=^t(*nUDujvc)OZ2o0-oYaToHZKX&G>-b=)H zUAddKj_-fWx$G8swVBsnr@!MqBCq|uwln|zRD5MsUh9jfXU6M%PuV%wscIu)rr6PL zbK7q1GRQ0$gpiQZXr^&?E4I3=QwC{J**_WgKG&jNuXdt3zWJf4txkU4)n8_e=EjNt zznE{A`?a0f4zc^)mV5E*>3T`u8Gh_un0_u6H$0ZF5&kU&HIX>t(n5wrd;BKHU}j`19ZHp8pf~ z^}c!U&PCD;(XV}R2yVKX?(sch`*PmQ%=O1K`_1Ft_1?eSo^6Yj+nYZv|25ZTBeL6O zcUtBtr?sM;+cx7buXcYj-Z|oiXyW<5_p@WJcLIof*?Ae_XJ?GRbhZ8L6g?TaHT~UR z8<|a6Kb84cHgC3}_OCtGyVYM?`p&9qug<58-;1`^l~vD8nbVfJa-Qbl|JwHT{$2ds zX6sU$?vK}&w)WC4*^vF0UAo~jVqRin?zwLAcAn?0cHUlhOU}2Ij-Kml-`d)SyVfu7 z)%SdrcfF@huiJN}C9XT_u0K4@6ybGk*KgO3rz=mR@7mp+y}J5R`G{|hXSzIBZxywh zHO#!SWvG3RtFcjgq37nA_TKsP^3KQm zdSRxlPw{o0l@9GvArt`fp7{KiynkcJ}6r&HsFz9iF{jwxuurY)m{? zMD||znYJOly1j^NxlT36iK&?Vnrk(s_L_a1kBfO1ui5TiaiQi{xltE8*PrtlE?fm^ z{F~i4%`w+5s{5mTrdcxLa#c%9*EDorrpmqAo4kBO`Ifi7AD^Bt z_tRa()xFx+XS(ON{J7COf7NflRo4#O>CgOYrkwi6sOZ|d&Qy_4*Yk8;;{Tf|-eOCT#(nLVb07QvZF!q@^{rX6 zU+N_;@BGJ1e@^T6URTfFzGXgS{9Nz)clnIho{o#V{yFzElU3KY`d;JucJB7Bv+*tC zcfP%69`}A8Bl@oFyf$RrUgr0Fi}QUEQzRR`_kKCrbG{)vuU>urrHH?)jJN9*L7Gof zb>IKR)vK;p z`HlbCE0tSh+yCA#*S4x^GV0R*KE?H@pii^h*E>YJzO}AsnxFmujJ^=vm)UT&V|%;d zp5wAHnpyTOZ%oa+m5s{zdFwenEi(`8%$|{XEv}`e*{<{YJjP|twb^Q(e(Jl)ZM@hk zKOK#I_0GCie`?Y3d)=M#scWycQ_NFld~7^MWY@lB=Z2hrxb)i9ukrg(aXB`xY5y(7 zbmle`Np@Y{&ToFJzMLAq<-@y$Df`oPSJz#aX}cQHk9GSsZ}EaO-~5K&ytu0`O}(Af z-WKjT@AIXuJY;qB)LWYW?rZz(e*5}(eK9ku^`CLKGg{sv`s(FmdwWbxbLgCCE~B&X3Nxv`su zjshkpr{Y0hpWO!#$us%TL733Hc0EmIt_*=Om(FK?b9(uac6xZrpCuUtoIy2p`oZ-`@r(Ow-$uTL`R{d+SH^z?5pGTxht&qSslDCXvD z4@zu#zvLec^I$@U?e}ZGRB1m5{Z4jA_U^Bb-(*N&`xV1Kr|Ym0O@0%9d~FY6Y}E^c zhM1J!YXdmR?x%cIovKn;AG3T(lUn$zo|spjdv2qo#q>;p6P>Y}tcewH z6yF4W;2k*WQ1+f1@q@Z0#V95|`O}IGe`j3oRZu>~8aRPQ=pHA{w?+f3KEYQ)l7WK@ zo9+#X?RFU(OdsIacmgL7tfndiVy%)t`2!~vnoSqnl%HRG_*s8oZqS*fSV`Wb1hFOu zPG9oP2~M#5L92Rxx~9M?i~ZmZg4nr|`Cdnv+k8M(wF1c}w9aKG-sVYe-Ul-uc+jd3~_> zT84357G0UPbgY2Nl=cm${?OZf{h$HSC({%;4wx5OaS2Q% z5l`?2vVTLT!kX10B_4#kp_=fKUH~0Oa5SUz6ppHYc5wYj+433Wdrib(k#Q|KA;|ObP9eZ;j|YkWiby2F2BEj4zTvjLRuxdNh%cEkf!1U=IgkQ=lxSZa5V#OAq|ZGH znzcXxzvqo|x<;UY{kHFYOdn3eZ%fjw4zS#H-3f3{vH$UOh6#S9j>o$R-qZc^SNH&N z>j0B5&pq@=PWsu?hp1M!oU|}_FXiV5Zg3@LevD44gc82}0YSZmOWg!lTI$M&t5fW$DVb=ULKMeiQx4 z4%{~?@6-Z%Q1iFv>+k%LZddHSkA)FU=H5F!55*yKP<@v&kA}Pz?H?_+q+@(M^eue= z==v=kofSrL|3^P$$~r&Usyo#|ePQn28|QOmW*BKb7a%eYivMqaqqvlTJVbEbUXS}$ z|9yGJ3@3FbodF-Ra(=6vUip;K>Ekkw38Xwv26k+kijJVYe$IzVHH-|69vt833{_O+ z9KE+!g@+VZG%ntWWB=_@vWAla>JK`2Y1c5Fbx#TfB3kd`W{6R8AC?X#;s1FHl7gm# z7pK1Kl=4tgbBb&&XuMziC;M-u0=u zaD<){4~96IbD2y!_~%Jz0fB^COn$V*Xp6e}Xj~EKQbU33JPf;}p)g5bZSm~yTQM?g z6Mfek=OEoXnC~{OkqL5Rmv5y&tCEN7sApc!Y6K;RQ=mk^VWU*qHpq}N6yrH9_C5)pM z2dQ?L245CbukCG2l%(P?RU_`=hS7~JV65^@;NTgAcdsJmz%h*L<;uGs+U9dm^cUm& zTk=(aq?TBCx>JV%La+m=*E6AWcvWbW!7%F~XEDkBq1tTPnm9Y)R+>Jh*0(q~PGRJh z+O(}BkWaWWR5ngFBU6X2Cq5I&RNT6nlpBB<5NjFW!skjPJMI+^BFhLlv#P!_o*qcx z`-b`A2( zK&G46$w&s0@;uUygQRV9WwN_u7mQ4Cf~FR?6TV?AC2KgcB3nWD**aN1)-%>7J%2Cdtxk(gixW zlj)N!y}9a_uEeqg%wk~kwY~F{b~cE3^hbNEtE$7j`s+TmdXiqdo}r+HNz`d z@Ol<-9SbAsr@yB>b$AT6`e8)=^89_oG@P=YfO{$FuCrzKQklAmwEfU4RVeiz#Bi~} z5&drFLOOFF#z>W86XM6KL_eCTrwsKb{W$olias6eTe4?sX$Ncdp%gYB`_~@M2nPGQ z2~<-3y<#re5V*tAd8RiEkrCg+^-a1CcwTr|9sk!lvq$I=lY7VJH6)lm?zL@jV5FTJ zyk|A*bGZ-aj6j%6?vcS&M8;5_QCb|2a7G~L&rd1?0OdwAkIkpS=wYb-SzXqxl8_cV zes%+Z`x;+OoiX~ZGXbG1e*R3!?&+Kse+f(dDYbYf0#rb__d9Oz3|QTNQO2$BmMS3B zw0la#eM8x0V+)-m#5<9m3&3S=Sj2x)?+FX2*w9Qsz-k+Pk}6++>Y5~tt(d(RqVLg_@8w>fKqm;_ zEBAbzQ~@E}P7(pqSM;c5vugA{ktBl;I{q3YK()-p1Hx;}A4e^H&p~Z*Q`QHa2?)+S zw@Dg^xPp1hm$#DM1Z(1o-U}1g@5x69w0o(^-rR#fBHp&IVD^=L=Fqo% z4FlU@--d$r9fBxdR2F~@g@^w1e@uU|gVlO}7*lRhkt!KDRQ1C>48Q+zhEE0br1Md; z@GX)>z@@6iP9vcWnct%9Xg-k^0uCb1R-mGAaQY)TGVJK<<-#cm%aN|sw!sOG#}v+c zl#_`K4qJ7NIfS7+ftJ1$jMQ)Kug_UJ9^cgDopm#CAgV~Ob!;1GN}A~?9A5voxyXYl zy}2+c$Rbct)-=c9Ot1bu0SAJdJWKHl7r0ySmP%pJ!DP%14svD%I;eq1LXu$+d_fJ% zL6o8witm)pNn#Ppu6R60d%_`N7>e~HZy*bIIc*DYbQ3j+1xg>|;Y=?c?Rna>-~IHRW1(A6wexKxudQk-&k1rGsiJt>I#iG( z9zz-3vdA)Ff0zzu5uvFf(h~*(7ZUe(8>%83JhUlj{mh4)ory@q;xIECDF3E(Ah2by zphs>{3w9lEmGn&3iDiXPocb`-_OUF@rQPcIsP+F)uNbSJaIe)!re_tqT*KmKO;MS z1jV}^M(q~K| z_t8i0)(1_?l-hI#|4DID{WW9BoSB5{KHto%{=29T%7*cKS2dY!K@-Xs4sRs}<}_?y z*M;Bz++v!g@7b~iF`_@-E{wu1_T0vxPI_-7U%!5>3Lh&uiT?hBrT$$uz^dTZH=V5r zzyBY?eM1I20g5j(T#cmf+Iw!7@i9xmfuv8=kv`W=GLl}BlGe~Cxl+J{lUpm(2WjY@ z(CBYAM8uvwgNhhO4x=Ku@H1uQ7lhCRC3HU`spvvPkG6)&Zi-mHrYs05^UVi(#JUOx zo>>SufXJ@Km&OyL6*vO9IpZ(UgY8lQ6t^$L9k7IwRxUO892YB>}{FNff z6;jZb0z?c^-vs?D7RRO~*uj&tqszc4RPG3;%rNx1%VG#dZyubQPg?Z}mxAUdFJB6A z2t;&q^6i~%cgcy&aQV;2) zx;BDIlTi4V_X%?p%V>vbK5Oa&Uj&JZgHE};p@ZWn9pI>}Q1CgMp&}L4w!as(SFgvs z&oSnuxi2-eWo4Z>%~YCwQE^M@V<bnS*p! z5av8^`7_JTA&vJ!5CvUED5cgb<@FD6zO4wNb-1mkvCP4u@LfYByhtsP;%GpFQfPf! zG#=U#B)eA70ToB$RTIx@PT@#IuoK`iRwgo0P!Zn&LJXzCAfzF_7c1f<@F^#wc~`^n zS~qDkG^#EPVpU`>$Bp@wO7_BeGpFtvY!t-}kPouAnc*}Inh2_vJlZ*8CIa&NIHP3& zQTwadvz1dWWyy|mxcW+Y{WqWmD%`4>HMn#Mzq6xz@{s3tM6z+m4glN5q`SQiH_l!%(E4GS@c z0Zb8LbF3yV%u+pEi4(l#7&>TCy((UgED@G~GAcd{1u~kxCbT1@%3ZI9l~IMitm9*~ zu@W_J<7euQt`G$@opCXp;|J_7o)2@Q7t=4DdUs(xYj4Ai(y@+iK8K)E3B=80$6;VA ztq>+LAD!p=SeU3X)bT9e;O&H5(DehpVg&2C`Y?>GXHf1bJ%y6#*lhfHD0MaZAq9yB z^=c&7K%Xrl8VJeyn=pL<9Zq?yEV6KRN0NCF9p9H#NX1Rpy)5X-^NZ6@S4q9qw{Ddf zyvZx#Xn-cU%*f5X@=w{EOmNItdWI(PGw^YlWTOR%Rma~NwPLBHd||f^{MY299&km$ ze)O*oo=^BXofe?>99*~Xa~R1h;N5`WM_%gz8jcO0HJpwZ<=$^JsW~%`+mAWr7-$er zhAv<;O$9bB40#px{s67O(Ey4>DFe&>sz1GXF#I!Lfll2-tNgp{R-{gjc!>$p{si-< z^$?Y~pAbi}Q~spJI~iujqrm!aJtSxI^;YO|`UpuKV&jlU`-#YMsz_eUiAbL7(&O!d zp(d$k@s72~`*CVBL~rLlMciHjJ4VjA5Nd%67(Jo!<7FiFt6t3VjBor^3UtIPRtHrV z3yxlw@ndFy7OTI3A{b(X9Tw<ug`t*d1w73J8*o?VzVvmplKQTwF*qo&G693^oX#FrAEbH-f>6gTzvr@E*q2@s-*Z&k-TGwX{egR3Mv1PO`HYa5CW>X$3i$l(U4R% zT*F|C3PY9@9WjwLkS)0mNZJk6M_UwXg+1$n8d*5BN8(ePS>PW_557qyL^Vv&Q2^#r zK+SMgsYYs@iyoo8(vck=9R`n7?$A0CoNYz>WqQNat7SDJXcfsVYcWn|*Hmp=$bH-f zZ|n>Bu=FsMXp;|ZDWTf_voFINdfzS9Q$kfsy6lZ@CiYEU8$|kJZ&0n9n8O!{snNJW zG+JVh8t7;U3;uWzYlk2boqY<6Ycd%|4#P2m^eSSFgGfcrB@0xXZK7DYhEl3)xI@W} z0z{SqR&8_ZxB(9FXO=`(ssg}B)B&o;o=#Tcq8hmxr0yd)Sjem|45OrlM^X(@4HI`1 z5UCVcIGA0qTY{zO+|^jjFS?(K@OyyjN8nzfz8?9tuV%0S$+lFTbKX8cl zWK8{2V{4dwm~nvSi2 z-Hqt9lZ=K@0<0_%^BrQ*S_)=aasuM0q@JviWdqY!YR7);Hvzi_%3NXu%HYytO(zj$ zopvHb4SPtGAukQCyd;cLULnQ!@l=G&HLM)WMuXThb1x7g*NoT3a@F&q{0tjdF2W)J z4!g)weWD4Y5j-sO5(A@x6&8cc$HLx7W0EjNL+F|aa|-**Sy4w?qZw+zAE?2xRbQ^< zTa9%sbs*pu=cH*6loEvqYbaI>31b_v%bjDL#VI7Y!t=@cTuSD`^RT(HLCH3*SvK{F zp=Nt9SuY#2go*Ug_(-)PTs4g_+ebJpM6=(#tik`R{o;wF8Ud-a-hD+0<3xFC;T22o zz3*LGF+L33k{N4Et&kd!NF(0FqOr2pK)R;MGR?4zKcCTT1#(?s1#Cwl9x*b5V|oPv zlxYUebNza4VOIqzaR~bZFJQo^I6BOk>Q`DE09r%P7+xThXEYzvNee4tZ~s~Fyd-`M zMTGaqPY`*4z{J+`>`|sc;Yh9Vrh#8?y$juVX1b#AHBMpa4yLiVDy^dE`{sp^YK1#% zjUmaMrKsWEq8>R!m9W2OJ-sOON7;A{8C~$@rdigJA*ML~4bf9{aVR zI99u7xJb^(}a z?U-TeKT1xJtXQGc50G#5TXJDcCT@XEQ2##{6qH!IaYW+wkeR~qST_<@!9msz92$yB zCa}O^hZ#Xa@kz6E@CoT<>Bya!f48C2BNONcIwx&t(&gd>M`b=2hN3{IYrT~{B2}fi zpkujd{=E$2F-ruro=IuPL~XAf) z45!65ge-c}>9KhFJ{Kn_bq-=#l!Mj~>qLJSpKD)`xsKGA!utGcvev0j$ohO@Ta;2? zm1C;1zPb_q@=kquvpyg8l&wyE&R8EdJ_Ty*)K`V|<)cBbQ{O%7%Oc8jJN3n2eJkef zuv6b8>wEG^YE$1}r3ke<PHC7yuhgk?qpQjH+(oFCIG$u9O7Xv}Gl8dkEgKF`tsdYFrS-yoJ>E{rA< zP~Na_b_^ZNiH?vEmiKLmpLV4&?Aexx4WGaKF_1WXT=*6~U`-4;7|yRgQ;F5e9jbvb zg8Rw~;t_Wk?q@_DaB=kcl)~Nz)}jz|wCh-sH*5yi5!iLeGvdd1^eI{hj7s_tI(<2` z;Nlmessl-`P_wlVm4YKla>sKB!cYisvH(wcvpisoF2qNtnwQ5Epd3<&P$m-`E+p3v zXk`D0Czi6IF^Fmay9!^j8_SOhtP;I*!?(e@FBBEwb-j1)0@$qB)fupzko13gQMdKDlqIJ2d``dL)47Xn-(KE~= zBx)20-Yr7;**UflC{?&coJ##-yr`Q1yaAHwq|Wo#V65}q2a>!Kuz^=wDMW1?$CchC z8tx1Nm0l+&GOuxYwFyD~7F=1%>Yw9B_5mA1QI2u2qOujxHpX{Xj=_jrCvp^pHiiZu zK&l)gsZc<>vN4#pTwJ$`n|Nw9ma{R$k)c~Y^r#FZx~{i47;(pwiSFrZ7z>F&$UF_5F4j{DIm<9GdFK?a44K zd{H6wAQKH|EVkPm89q_QL6pAFDhF2bMp5h*g9CaDHYe0)y%f>sF5I+Y7)0%SLY{p( zjZHkGMfm*&YsYfLoFg>)nQgF*jncBC)Q$Q(h<8XR$lw$+jN79Q2G=lAacNn~i#Tw` zCsG8o^uNs=qAn{CeUxX`t&;!n)}rzOb<{SQDe4Mgqs_KFfMbm9w#_ZiO3hZ^@uQ_BCk$95yG)b@H%VwgsR2+UlfrztSEc1+$ z%}=k%3vryxm7ftc=J-ang_0h-X-8pH7Eqd#E?R#Gabbw?ddUzFn%UcC%Ht$lsS)J# zaj$#95cq;t5P=;pdEWYqC;+F|2xapJ7V17Rb2z@^^X_XS%>m6}k<15fe;83~fvd9#M#D>?%)3WUB%Lae99_eJjgdQWB9sRs#F5 zRH1Tdb}d>RcG0Jo_KcqSgOHleS2o?Fe#HnjJ)|z1LaXVM_vWEHT^P2Hw8Kp@ZDAKC zGHTH#U|GpN!rveWPWH5(qx!;ttm`>wnur=!1aj}SU|%FzO3EI0ZPU6SP$`K)?lQ|B zNK(v76lZd97bOhxaf-TH=sDeOyTbV<1rMmsL@n{Z z8UQEA=uy7RpN9nD|HQX5ofWd1#~VI;?Y)9{2tY{BRnr*oLt1Ay?+_ZdGRkkF`Zjq53JS zus8K2?jx8$mRrKQrOICLhfm={!BZ^ijw?&BNJWq?{ZXoClB0gEp!g|<@Y)097tHa` z-ZBkb7Ox;o9Dx=W8x{5Z6cz^3HzkwE49|s1qz6r%UU^xn_o<~SZF%m>vWR|~$&{WV ze$cYi1X7qVJcrT3?GD($X@&ygB9My^Z#Fv%wNjx}?@s=GZ8y5du)%Tt_st`G%i4I z?$lV{rWY?wp+iS8h9348L zyQMzGxy+h|d|JYXS(rMNzht2MC{f0Ze3(V3bePUsM!rC7@Y3B&GNS7 z6;P6l?!hsNIqe~~hrz(hRZ6u7KvI(eTTD@gm82O1M?Dd_l>({3{jef8@^YyXiueFW zxHj=goU{p~+`_K%{ySFET4QQ!=z-lZ38aa3ME=7GKO?EoH%ZDjpN8Yr6YpqUuoOAO z4oD=5>Qzvcpfc;3gVi7(MvY;E5s9w-F=4bX9Mo@OoD$ zwMmDSYP4Iy_>;hSD%-1cktc3H+-B%jdV_A|)-&=z`p=S@9X2 zj(e&HV)i>Z>aQ@TSAaO_BHBBN%t*|xur!RDgB{Ni`2K-T+&o^TbFT4QMDiGqq!G|6JG@-7e z+}6mCb(g8tROnsPWi{TSPz-w)Z#AkA&WKB7+i+<7gtqS`n6@G;Y&bVf)4ejBi=IO6 z>kdQYUk~zJY1OQDtiZTJuUtM#vVr*vNI1mQk!4 z1}d!fKis#sRdO>iwujOfNMn%|itK8IKj~Le*D_L&RI1>*7t{SRyOUQ&6?r4f>Hjf& z0XK)AT0kuI5F(P5)w~r-nn@Z;N66PtDBaxSN#1XALh&7Ub7<$3tpn@G);|!Q5=Tc; zTc7_^lZf;2s8ERl&o|!>n$>+S!~0GCdS8hy?6nEF_0-&%J*G{dZHHLIk=pFD3=suP zk@CtS#y2vTX+r*z!K-M2GdB(FsY7KUNN1^a3oaHL`7(Yy+8zSb17*{HUvye<^e3HK zmi><1Roi-A^?n8kYdcY5iDF^a_&f|ugoORTD7KnZMVtHe(tz2ZtD?VD!}>sxG^!?5 zMfbcG6K)b*=%;27*C*E(i1Y!ig7E4hijl{-V(>1MWT`gjYj`rk!HOCXJNGRVr=cc1 zYJ_l5_orK?M(P%g^$8HlKP|r$wa5mjo*5F8N4xBH1bbS-oy^@Xi=G*5n~=%zdPYrX zZzbV;=Y?BdZ6frSO?*oz?5E`ZyCieP7JZPj=V~gtz@OVF+(($zW+9I9afnLh#bAR7HQ(U1Mvqim_&v$Ta#O(0A~dRc(u& zrx}tSTg|M?WXT!LgDPxbBnM^S~D-mb3%sUS|Mqf)+0biuS0pbprZoFR?Zm|=`ybhj$M zEdn6!prq-dfH#J0Ai|f}CiB4?9i?{$iWRd7v&s{n=TgJDCttb&3?}E&UV$eX@(@FE z@TGVu>)M;eZ)nJ+R|l_TDAlFd06|!eC*gyCU&)>(*akl>RY#X4U<~p_v+E!Hs8ZvV z;A97coefaO$4xPMkF;94P{m&%NDH2xFb$YSmOYMAi?56{N z!-f^$aq#EisaZ5+=JQ8%oo#->5nDbIqSXlzFNT`zx1n{5G@EKyXsg}dZT_qHawZ{p_=Z|(W z9p6%iDrBf>@7UAv>4Th$%22lCR}F;h36YgtEkjA8{%r1KMnA<+^*^ysBcPH?Igue3 z*O)OUG=M6i&4?kuCxlOkelf({C&9-LFik=Xl|7LmBaI%9VVZ>r(eZnBa}J|O3&25` z?-ON2+Sy&GI604Yke%e9sGdwYpn%7sfx#ncj>le}Hh|@aS){!~;-dFP` zM)9p4x!C2`imky^&GI<(O15sp*_v zU6txfZP|xP;z{*iaC9B2p;Pr=97c!A5TbhZb1hk@rd+B1va;?%)%dE{_NibgZJQvG zaVj|o-X@$W>G&RHJS|)++C&8CjF*d45Fv09lM5j+5pJ*W{`53|6k3_a=0hAuYu75m zE&A?jIgNDU$ABq$b;bC`5T$q^Bi7VsuxftF#BtX~OH=+uVv4*x}we)&sJ&WOT2jIy|e%`1fyWNC5toc8JB^ap{{Y+?^NQH zx>MH8g*lR+R)qgZgcy2Gf1kWUFIRWcw6hrMuj%#)p*@DO zt&eRJdN{T`Wr&n*DYVaVhWOdDG8`E?u!KS$jWsir9s_KY5LO+D3K{Zfpa>2p^mZ_$ zqpdogP-huxKeLIsmrD->lMtn!)D%OB(PN1ddi8hH#kNO=vL{jUjOgGYs+{RNb+>>T zscw{zeI+6F{qy5DbfXrj%HjP0fBG#?70Y+ED>2Miw{g6W2Z^u!F2G-E6n6!O|5bNb1pQkt51%fABK&Asg6F?|~{j<)$`j;*J(9diZu^FH)d; z>Ln6u5lyg?q!Hr2@`J=|xW*AZo~Dr3vYkeM!sM1Zl;rZA68Q(waN94 zpIw<)Y19mIJ6$cra6&h>=k?#iIx3!DEh&pCBNP(&v%K3!cTm|-WS*!d86xpnHLPry zqS{8$&S^qd4%*4cSG?0?WnuFH6d3rk#TX?48W4~50R>K?7HfQxKcK(^3fQW36sN#! ziuw<0JHu;eY7{m2#Ok~HP-D!76*mm=a6@5DF8JN2sVnLGsq0gkJNzO8Kl3WT*u+Q%9Ol_!f*kHj$bV3!`~2 z6>mB*AU`9?Vq_?0MW@w_tEKZhbe)7%$NrmNc0yz?Q@O5EBXr_$jdjXy?rc#qi#9Xm znhV;&;Hp+d{Jt)p*%nbrHAksiYSHWFWakr;+(U8~bmxRLxd5$sQb{hzJQ!Rw17sJW zix`EGY-Hsez9ITOM^tvj$PAHXQ{BXgyrYY<(4EyRI5`ECW$HW4QVLvB@{G{c{j#Fu z1;khuIwKjjBrgn>cEEgv{7;Nm!riJ^V57mn} zk8(W1n}j`|>Pvb3+W1o8Iqx-BM*@JKHJPBiK?7IyhjKDQ&IpAEbiFGI;UE+kV4%RP z>|xcw$1aoTC^ACfftj^_`rV?;3W$d6$c%Zt#uhERU8GDVOkOZjib@+O3&}!AUUWi5 zhs>{Nq#>RLYD}8b)fYx16dugkMkq+2K-fS@G`AI@@PPa~tI@Tvc%)L3M1TSk;6MQo zSbziK00h7R5J-Rn1`ap?0f2x36EHvnAW%R979fBL7(_q;0|3C)OdZcdy5LOC7Gksq zBtYQ6oSF0(vT@icSp&7T;kR_%k7pJn1MBQ9bP);?^rkdJB5|?5Wvdbw*H`sR)hCf&LWOWUZhA4zg-14W654rA$E{)?Z#X+}js;+~03Bn2=i8nUK z3dI=b=z1B&6^SPj55_qK0OtYz9w+ zLW1Gy&Yo+Hlq_S3%Bp8Ed_ZTM6xeDiD)o@a^eRY-P)OiNO@CSiSyM?>5Nn;+342;d zEA*)wOKU17_mDs z-|X%zcKV13F|4E!E1CskXH_cGX6U`r6m)#KRmdna6rmcbxh&}vx{9ikr4`vxi|kdM z*@(`4F+4AYs3WiObz~(~(KPo|7;RW73$OgvTX*Bils0mu|`baaN<&zA9?WwZ^5xj%MzR zlzP>TH&Z>ma@hH%I$$tP=Tk$Tp$YofXYvp#eQf-qA5&E%M$@thss2|tC$^yUDH{?C z5ktxSZZW6j;wF)v-Kpjh3^%PZVjh~C?!CCN!DG4WdbJpq?mv{VIJxj$kbr@d2ai%` zqe&=!MkplMomOf-EsZ@c)9JOWyi%N;?N-CfzHRKOsL-s4CZ}=zi@`!SvXiKSh6h8d ztqr6RThX}~MO@mIO>;p4hKd|to#9EunKN>A#%i0zov!(q++SqNNn6G-ueXyPC+dyZ zahEJb6~Bp4kyf+^6hJ6Eu+60{sw#(yw8oIC^oux3(zAInY*&x1;|h7?!ewHU zt0a8WBX59ENI0`%&h`Bjb|$+cqp7eAE9453v0jFXRnlvPf@ofLMMEKF)-J!B;zbp{ z6k=wXoX`=)m?OB1{6zYW*1AQ~xEbU1J3_aAZCp+CZ!NkG$Ho$-d718VMT*on1>%0} z){=HXHAI%T?y|59nGKy(k8~LKNZt8czUwb9W3N27G1xh6$eKym_>843j$VmSNbpap zu2r^?Q~Yi>!nwMRWu^GNFC_dPR}PC`J`D&$%LH$rV+e;)_C3og2Me zp;L(=)+({2$`;pM8+QFoG&jav4~9}%KXkzCGTYDJ^X}#LsOp2kbf1@Mbue_wSVCSK z49Rg@k#<4dMXct|=B9gZY3B0wSgKS$-Hd9h2j8oz8-*7fU4n)}M(HWC-^^8MJZ7yb zy(Pv@a-NxlRONmnW>Q9JoiA3Ne9UC~&t_6dNj7Fu)c%Ya52dVJFWy?Jc%~4U1!mSH znI*=?$5Liha$zgcCvwuo(K}@%ab{F9x0vxUC>wCBt_g<*4j{0D$>(ru-~)pO!Uj$7 z)jKp}Th%xkYq1X3n8i%!u$q(EhHW0q@XY)fN7;;LOsmO}dC?l`U0z4~1(oMCTZzyv zj`Ch^#&`uTzvgUaWxkmym5ovERt0n; z&z&`qo5wgTxm5K;h)SY_3PAH5V^|HPHxs!hp(l8r;j#Xj2!^>~%gDwS@XkRu)IO#Z zOUT;Zx%{v@&`J>o-ANmDn8)|qeZKQJ};zbkIod~bOc0FhQNvklDl_osz<|KF<%2%R`SQs`$s!7lS z1|~SByufuz#6s>Kky#%uLLp%R%f&yjgMzCe7j;N6nZ*5IAd@>}_YklE5ef|!Ft8v2 zgA+y?G#CgPIB4MDKxPJqgxeg%0p(x}8r(qy=5auQz!BU*1k)Z`4eW3X66R1uA7m0B zaNr<8ia`SgV+IWv92qb;nAjZ>Oy(ftKn_OQZy;y`Wb%LlB&&^x3Drr6$>{3B@NF>v z5+lCWL?=KfOkj5vq#_g&>RuvZoUf+1*I>HbM2)z7kSZ7dDTazrcp#Sw%^5{4)Qp`x z7NpvXRp%XDqTGTR*>-FRKUWVZV7$C`M?EnGYjRJE6GdYS&W>ArVbqpg&Ufq$eGv!3Yh2=8!sG_3yY8})uIWZ#r*5U zS;g#js$i)@ZSY{Q&0+^lvbtE>shibC&v`_O>BZ3^&t1DwFvjJSn>{lku&lZfaFA^fFB1-Yp3eil0gS8M;r(#m|>9NXCEA?U^g;DXdOv!hg?Izh~k{ zVk2?G5{cyIBr#=z_f+XpWFUJyI~JL$em>B+_e;ppL%xse=^s!)rVQ#!Y|L@)848j9 za>Xk}(VKG0Zm^Wp-C4-7sx@?&f4XSV>7tPFVNSd+d_*Wr;5W!V7|dfs6La((jF+fn z7R87Z1wjsjj6r860CN)n00@vVKp>0DvNRKB_Y{BwQY;`C5DXF&7A6`xP)Jgq27(}f zf)D_J7zU#t06;Maq99P$3^fiNGbPexJPQvC={w5B-@!UrOy1##8{sJq$_QmL-7_hU zJSrE_40Q%yF#&yhD=DOuU~Mx>HAYvItsGPeW@$NK4qBW-5IkKFIzD(y)3YXramfYn z_#1TVN!w@x#NkT0gOvmeb39r{9xfjohQ6=uR4ZyhM-iixjvBTcn|Mx5hqfm63B#@Dr&`Wwy{&CLun1Zt(?eSRL3C#g+T-tk`eIa$(o(zH zmJ^DuQels>KX}8`NZ!z5N%4qM57Tf;lCIE5-VtEWjK!xUSX5eEBDkAOe$$coKR4J& zhWCtF<`--zikePs{lUj&<*R@GkFz3|kZ3_Adx19a$Vk#F*!%>c4p@fU9I|%cnWB@d z)>KS$$nt9n7lhRHA;cm9@ zFYkPg%IVo9Da0nt$N5B9(R+-zz+&3uh>snoG?t*9f%O36%hDjp+f-23S|X)a(OcI1XDa=`RW2 z#XOMnC;3nQ@_%>pbbJfE)?a`SH&Nzz%i%8T!2Ot4mpX@twB3wTk!Mk(#SuKns ze|#OL>F(V;!DD&FF%@H(NT48+DdyzcegH~KK=~_4LgtZ;A)Zu(i|!DqlypN|-_!rg zxKv_zU*!u%wIonw@Qf?j^=XkeA9p}oM_e`O1A&<-r`>Ip|v&S6>+dbu1x%1)<8B( z_B!jOXzVucfS81~qtLMja>6chMYsXN2M@%j8m5QBcqj1*!)^518Xn6FRb*E|V}un( zecP}HvZkGbJ!#0}Wo2Q2EtZ6E`Ma_b13D4!hn~z@fsIFS6q?y7y{d_z7)PdfNcK?5 z)Y@-MaZ)=7>o+!VuTJ4x7)461UF zNk)D|z+e1J)Z7$AJIJJI$yXF3N6e{^p+;Nb><6h{w(6!ESrOGB7{Djq2hcIznopH% z#`ZIeC;^xbzz?8rjxw7~UOTafk}N&CCZ^0w#)zY*^9!DueUBGD2i3?=`5Z}lsl&es z(lM!0x)YH}9Sqc!`rsJ+2T!LPxH27#L#T?s#(w!tgjp0TJ{}^t8hEKC8o+#dOF^Oc0FP+;$fT@nH1pEHvW1i^?R98D~xDk!^LPf^<8sj=x@ z7xlzYy9`cM6d`xW-UI(dJFykzH#~x$MPb*5iU2{vC5H5gaFA9)V1${`ycDpmd;n=x zsmZlG+y-1dYPSI6b)?CcB01!na*GgN>ZeYJxTU|n5Q80aR%@nQ(X+3jX@?8LR#lIU zPRIb_JN;jg?HY2hkGQ(PSkna$Nzy^-#8xM zL&{-NrhNbeHHqpW2k!(9Ba;c^lBGq$N*I8&Pc-iyASh3LhE&eEYNm79%VaIHCWlB= zmO}PWD-07iW{??tG^~dRW3>9uu%f4?z`uD?S=o*so4QVP)0#9E`JXxL2JGqV8Fe9( zs0a?~=%*cGE(mFVgMD2B$o2QrApD^W&KI&PBoXY~Qu!n~-Spv@7;vO7j~5&#R5+{f zVWptFcQX)_Q|d$VzyJ>%O)BY)fW=#YZ3#_+4jNJdbKY>|B2H4-I-dSpgI{uFpMrDD zi(S}|rSuuX*>8~~Nlq{g!A(dE*cjpT4Eat<=_>4Lp2DwYlVT|tbP3}bP8!3i6VT)kp*-j>allql0W%oM1-#VFve5Ga^rE``OK!zQzxP@9m1Zzb&+ZB2+qf_X&2!eme^s4&w9@~|n#0I3NJM~)aG z1}{B7C}M`rT*#Q1({;#y>=^uvRm9ljRr7#vqK2D1{3c z4g4P`T#r8ubanWglv@z308#WN4OqDwh<{~z)HaOJ0f@Aw!n$|4m`?6SO46iek{**3 z5ipTk0YJ&A2lXz8?cbrvGM=fs!+vTmUZULyC^mwef`* zJ?g+Vi0o!J=x566x2ges0kOI8UJ{ps+zg<8G6e5+j(;%225GMW!|MCox~0h2FMWTQ z?^mC|UL4{hBC6ePP}-)~z~zXa(p41Td(W;vJPFlPx%VZDBDWiwFx)FiTyG%%GDts1 zr-J~z;_l~|?ZXDx7Q`CDR)Ct~!?)_Rn$m7CdT?ExwWg4QANB+!gn<}zRPhU^KtjoC z01mIFM~B7W!hwVWzn#LLV-N&L@Ipk^_3;Cw0tsTnx};-COgh^6{ZF^7-b-4FZ6y`eJ^oVE2-c%NV( z3<9*5cqT$bUHw(p#|!g6NhZSOVg@IG>#nVgaC{d!;HRiWm|~zl4e>8&GO=}kil-7G zJ+k9BRiEzkb0jPu_Ci-8jI5`$3#9!uJZ9*a(TYBi5CfGm5ir+Onk0i+GC-uv9%IVy zFFp~xk04Q+j!CSYOoTC+B9IG7$VUMquuA5q0!aIb@w2^^u2(iT27z?~+aHjpM$sP2 zISPCMK(Do~3@J(4d`mfB;z1Bq71InRbdD)uLCe2Fw?CsSvGzpOO>Xf7};)Mtj z1G$h=SP8Qzd#s4;l$cakJb0i!o$~duL_CD+5+Xt<7zAR}-xc0Qu^vOn%Z(xua~|d* z1&mjLIF~z@el~c5G@b8$HjAKiRvaG3eywd`H@0B0Zdk+pb0sGgb3^w)jdJhJ`f;;No4~(pRm?0 zo)8No$*QG66h0P<5=(`xH~_&`X@!ju{#KUlgx zG+?Th5Tk(czXWTV8Ct%@59Ep@OWk%hFAQfNE(_p(Sr#(Rb#ayF2VTlLfaPZmU*y7j zy2LVJ#xL1H(|q-sjm(D{{g(ecL73T$`E|EYIGf1^za^h_B1-7b*%KG zRCnfUYZ0*w-~B}07%OPm9r&K0zq`DJaP@LH zplGl&S)hFISWgBHr84o^{Np*@;p!GecI&8ZG;H6M~y?|Gg_lVh*~^8u^(wqzv_J zL1ymBd7zlrbz}k=jY=8p27c)o+Jb#4VZ~eB2$9Ffj1o5D#hd^IR=tuAJ@m-7o9Ei^m$n+TJbk`o$Uywb2shBAN` z*9J>LBa-N&EY@^*FAW$dltmemI-w4xkc+3aSiT47>E9{V-eN^+-_!>+9c#M-@e_0S zoW$CFaR5oI5roq0P4qMyJQzZ zXHyfMVFjUUq>2_75OMLKIKWf`Vx1)A6Vg;t0bW-I{+vE+nTPQO!@O4s0_a}~Ribcx zTv@LQl-$u>`!~cREi~WhrAURCiJKJ*4g`qANMz~@f)?XB0@lL)i|Ft;05tzNR2X;J z#CkYjb#ozvF_N|~5Z)6;E`W?2^8*Mx6HzGGHHWAVQz)cnQ)j_iZD*n)Ig){?*nW*K zmuS`bm7c4RHn^oA>1wPrDTeHVW_o817N7^k;!$2({2x^KsE6dG_SBQae~opeC`dsQ z^8|`Apd|4@r_I!{y7j)}_{&^_kV`D6Xh4A=EZyzfGAc0Yz%HK1#h;yisZcPcB~urc zBnzuh7iWnTRG!hBVvB;5>6u~C9icIq z7K~wj2dvVNc+e3itpEHb;C0tNqOmSU<=3 zh^O`f=G32y-XcXv*gkKyKUzce@WrQARxk9S38-G%Z&eCnIX=3g{b3E&!zn)7iS#YW zwDLcH5f!ssna{eigq$Lbl~IAmCQ3o|d#oR4`SyGG6FG1>layY_oa(*u6+0aK*=lN# zgX7;D$>;@ZhaK~SE2&Vd78AD-glOzQ>IS$~IT;^EK>e(Ge-f%at{ z-iwb>6UGU>p&hcMgPY6C^%kY-LJ=V%O z%njG8)%^3UoHHw8;56Iv^}OY0gOA@wj=J}MRt~%#GK<(2(+jMDWWj;n z{F!Z8SfhbGoI`L@BixDGLS37`t zQzg7I9&I>$YTZH-!HzAJUy`Si9#j*rt1<=&>=$mGz8GapwWYZ~X?j&QW~Ndp#f5XN z{)-U9+b4yKxz7tH&Vjx5LSPYwvb;DFv2s&S#6-_?4o(r*x^`&_!$>PaJHm++rNBiZ zY}OGl>0JaylY*OoIpnx=2!IUorWB&`KDRxI>H+5I4?pwu@o><(d?PQ9R0d;f!SLZ; z=5z2YMd@ez&8p@`JTRx5I2YtK`sQtni%mY;&Q^jO&Edw!trgYVFfe25IF+}Se5+0*SBtjz*Txt=97>^P}OsSkV zLnLC&Yz^J8a$K)1p*E2{r4onF@Jn{C)8sQ9$;v7LVM(b}C(KuJ1j$$B#LXsLf%s#Y zz4cPcm5_0klOY(OK3U&SAR@IehnZD`74>3&Hz57J*i)3JmP^nDs_ziY`{)&};6upu zp(uvA&9Q zTxCx6FUFX(kNhO4g93be>;_O(8s3o8XMx%m&5e!c4;}C!6*Wnpxfv}O47Yl&mt*NJ z^RC1RBKRea!w>QwxOaIB8n*y`kt^O10Ue7*{01`FuYrkIuZ2^+thm8-T~QYmI1<^O zkmtve1j4e{$lb)rAKZHjXiiHqT2p2{u**8S_Q{$@_8Jl^E6~xj?DQ{7TfYr|W&Gj! z%t4>M@bNLox($B-D;jrRo3=iX5GfGdLlVztAZ3!Y@d$8p&l{e?UW@f#3JHVtwGn;> z?4k`dUg|XNZHoGHPAbxv=yk7uK@9pyDQ(dxAv7!!pqoU++J?jc_T>2O&H@X+VzPdn z@uf1}FHC+8I;pj0lhQx#bDrJa(Y8EKj}26F9NAtTMIk1%WVJ&~iiE8l*08nz0YKS( z)uJ5i`#8BUp9svLs-;B)iW;JkenOyB6gd}M0y*W}y~6=F3IK!63g zed2vFWPoYb2A;MSGtUnYb5aXr+&N&Po;~go9NJHMIE)3A3+MJVkx4`$7bH58S^Q>~Cnf_B~h z3`=N%6el3wC?KKot%;&HS{4@t^xd0x-&R!v8pC@gl5$K*KF@pjQ6~!l2u!x+k&E$@ z{^|#UO&$~OjqnH4;hBu86{x|*0%op29YZFg+~zi9i8nP+frVSu>2XhG=gy&tEy;9^8z)#ae#Jn z*J-txf}i58z#Y-xyhU{ElZeTwRxK`j001?rdMA@er(E4unBs;#iX||? z<2U8D55|Ep^k_%=CEf`2Mr=i}jor)Z*5q{_GrB`6#W>8P$(ixAQxUQ;DrB)fCGQCn z^+^k|UOp*$O7p-bwFTlvW*#8m?+D2NGzV-JMn_DjBB z5Dhe=rG*USUeJLvb;#sjYQOtmwpkm5M&y^v-z^49A*M7~dI3m8w4oWLdAgOoe`mvh z?74C@uyrQf$}hv(vD$?qT(W5Nq?fIBj&4(ew2r|BS1w}AaLbw^`Wga)lgtKX@8>id zEYRt)7|f;8%qr9w)$@EhMWlCP8RXM3(JExCPovg(uL3$Iyi?=n9WF01OlYOkH15*p z0YUHq7f0*6B|^;E#g$@Eu|;4$-7AbyBtYnpcELi(&MolD1wyLQHHhZzPMJ;uO2kRh z3QAd|Oh1ZVQGWJBN&+;w*hhEh)i5S>&+rh%=@0secTZ3Gm+0zBbXc4iT!_I!v==bu zf~UCW7dXUuj4BRaj7iMIMOUV1wd6c+CWJB&`Qh+qwytr}nzg0}+cRa8;9!ZoNkE6O zu0DQm)@pELMI1o)mtgU_-&uhsCy!SpeNy3-YB;E*89Txf2r9uTCqctI0hc%Z^L7&C zE7S;#p{R-s8U<47jle8Z0gea@`kay_O5jRy2@C(f(NBY)kTfHq%}<#bj%y>j;TsPk zhTP$9fDR0U$$}SdY@2--B6KalJ>q`f)q@5Hn&aNZ{9+rqIZ31f6C)Bl_4n~%4w+_# za<~Pef=`*!=iDzX#XPp$eHksO+qh&uvfsBL#y$KPJF=NQ^aI0osU2xzp($48-oqjInoU7{w+_)0ZNt zXvxb{O?}AsEA8jV4Bv2jN~y2l-*H*O769ki<$Of{b}5G5tOM zN!TSGzkWCJD%&9DXA=r-?!30phfVQO$0{NZWbk-zA{DLb+h}5#DIs+YIGR&IV9{`5m;a{76_&@fDKe|V~QIeRZdNII2 ze}SM#$!%ayRMqU9n0wGRaKX9^6vl6sEU%^oh)i~T#fVqAp(Z7Rkq?GR+8DGe z-K_VotV9ZrP?%6HjELiST*)f`N(7}#t9SE2WCwf9+n3uQn@%^P(Cj)R4=kj-{zH z1&X^+Qem=n4payfc-FWZltyve3R(8!xbXJ5X+CeXe#JZEHbq?T!!J?1g0Im>Cw3;q zJiW@#YsCyvMd#y}6zJEJ!p-_<#KO7u{PGzF^IStdC^~Xy)tp0qiYR+0GTM8AHoy(> zsyXq!=?MUD&pUed|;L#RFB4D@e1STK^!2WGi956W?6Y&6I zvrb?lh#RlF*tiJSeF@`w$Sxw{dZKzA=rLSmp4~#lYP3FQ_3!!h-6!tu-GUud zwPZ>n5W7!@Va*8`m?E3Q3~1Y^P0DS%pa_bSKUGjCq!|6trD&*Jth5k^K*6-}s9A#! zH`t?gf@+Em(Q|rXb9h!EtsIH z=^h}sdtn08oA}oKg%DeM3YKY~Y|#=56U9zioCqybXm2H(2JXlzqmlyiGM(kYE1pXe zO4rC%OY=~6L14Twvgzpf6Erx$L7<#Lm8yEdR)iquZ1`Z&=nKKYj}Z*%2RhNSO>$ae z0-ZPY-ACsuQZ)JT8EB4)nSyoe&-(;puVy2?AjDK1;HSaZI5w-;rYRhm6H)yj3CyLg zE-d@22x)!t0c|S^lUn;O9ZoT@q$YkM1_Onw=VEC%*iY$%;i9{NddLgiUkMH_pQ(od zKcA?;G}$O!^iopmB2H{zS+ChG-IV79+KfW5seVdGns|I+uVjpXh}9t zvdKPuH^eeiYi4;bw#?a)aMIeAv#Q>E-OA&!&)w})G%Q4N)zEjfR?f5_+=~YD5;2{1 z|L!wLtq)Fp&|EXl*UPMa(bk6kp5kOf*^&Ia`IgHSn&|2#4khpw$%)1G_IBni2kCa6 zA!W(xnn_a%K4x}_9kZQV&6Ay&#VnnIwDCQ7g>=qA%liq&XuplEmz8DVv(7Tg&OLT= z>t{r@0<$siURge*D|T2lSA=)NY3xSV>q_OHN(~ylkSq<)ls9BluI94r=!vBg1SM5G z$k76!phbrkJbb~!f`>sgaU6*T zQZrwMjBIl)LkY@!%5i~uM3q?R>d?rq+orhHaNy5!i1oTmlkaQYd}gKW z6}x{(FEohsnd2n2$_zRfk9>5eOSa&l%{rW-aj~;w+Ejv8nUNLycNg6iBpfta{fcb` z?>UB3=94ERWmIxmxedz@5?7YAIm!MMBcv-DVY8skfwGM9CT9@K*(wVXo{HJZY}j&y zhjTQ&p}Y)EyJC6w+T>YY7P+iksAsdw^$u_D^1I2p9G*Uf=A*k(6_QmA5|wgam*tI$ zvBbfy>^`Nir6LxS$j&d9Eu85svs^Z%b7nHV{H@k(@C#!)Ya1_%(V?m41?l|sYlZAQ zbjmDPr(jy1hvxhB`Lev3sVQ^(uP`mK%-z*_ZseDF5ivvLxwlNl_A6ACZlet8agjtDVfjCJZC^27P zBI1`&C=MSBVi=Uf5HF!wAjpl+N3UO~u1sB(q@%>v<=rzaS4U^#M0bjJoTC}$SX-w0 zUJaFEv02q?p(7oZ>fvcxte1F(Qy#iRL-bWqWZ4~&aR*0e?AIgH@v@Ttv z7ouo_(_Yy^hbMR)L@`8>2oLXDLvO`ZHW_B_K*#Oa(CovSCn}p~o3hg9`9S~L%vFqE z`9};udM0gX^;qC%QV4D%F3Aiv2_o4^4V)_BacmOZKDfgk7HvS4z>>sxY|>1+Mf<(FLv!L4XFF{ZROfSX05UxVly9;Oiga@Wf)FS zxs>yY;5hm9ThXKN@Qpo}@`MwnCm*BOJ@nZzo@r4>A0Jh;^=%I@u6$u3{y>}Mm1SX8 z`KFet^Qqo1<}1#|-*vBYTJ|!!q|D?U=n(NZ=WDTE_3(P8?(Gk36=(bjarY|;;>ba$ z@6NTOvuCFCT`nB03u;qgb-{JjD!e)_`8lyXmMTF!wad>{lTX||&1`I2>apS#(gAJx zgTikdx0@qznl!X;5KM>H>DgUIm+D&H#1A|kw`)?5wIM)1VH%IIJ4!Sgs!=I?8qXeE z(~o}6R5uy>jPVlv#j?<5hn#H!&-An6UJ19J^vj}eT2YK|%jBb^m z=7L~M%bicHepLO8k#TZmoDc`3P{!@d}XJaNPm`eE4j- zNgIh^@}TGYHM?dfZAYZ?Ps^mD+?|eXN!}dZ)Cj}QF0QVt!W^x8jwoM83N6ftUs!(} z)q6^pIe*z%OoP$(vfNDm>j-({vNsQSmc!mP+|G?ZuQ}j$Y|0X0aC0MmJoD!3>(?Rt zm!-LUuUxS&=hHD>NXtSp&x>k4J7mJx6qKC#H7=(hX*`-f=Bq`yxx63u6=}t5`xV8| z?CRP#5+%0TJ6QLMvdu&fT!B%qpG$p($dk?#HYD79gHYiQ$91I#h&pN(>eAoze{TCm z^jPolx&?LN3l}=P&!$`P2Ax%Bj^>S8+DF?#H!IFUeUe?#m_;+bPVg*j{m##u!c-#c zVF(QI@Rx%q>N9L7T}Ig;8qOE?K<&o`ytJ?Gr(x$eEHtW%T!+XSkBFS}6FL%oi$;t6 zj+@?)5S8S;m{=hOh~+)M{-=*R#~CX>U+6w=^oogIuwo0 zBD!IQo=}`;ghEo8b?wjI!+|cLcAm-2a(VRilZE1ip}hFZtVa}4R~h6^?G?x=r<0Oq z4fx<)t$vN?{F&N#Y}KA1m(ov0aJ!|>W|N9Mj7G0q7|#!BV)}QO-FJpN8?t_)0}q$X zXm3h+?Oc8J75aYm=Yb4nJ$`2QJnziZ_unq(_4UHfEZOkPXlmGtu6-0}uE)D+hdax# zf7S>pOH*y_d!XV`rgN0_*ga7Vx$7*8FUOo&&8secj(Q|eplaT(b&*NR#+&Mq&#S|n zZga|~{Bec?1z)I9rx_TSXaP6CN9G(MK`tl>aO-b(rstt&qB~z}+N8ivFyp|2qk>uPSZRtEYt#ItY+$wc* zLn9mf_O{)T<`Kr&<`3g@>@? zh`D)$J-^)(VrX8WV7pb%#q=}d_2^yjKO_C)>Kii~q*T&_q5@my)Fh36fTR%8$*O;V<{P;G4vsstT_^eX8@~)lBsF`0m-8V?u0=*ETXN zXNTVO2EW+pD8!3}xvf1ZylJOIOZRG<%0Y|sQFC%XwlSgFWznq4RfGK&eUv@&@&k^C zi7UsE6>nMG&1)`Z!oL`*rB_e(@Ut<+nmHLX5S=NPwAvJk^D4Q}`RUR}UgoNt(1br($$I>)tLyp3+z| z#@&7HjcLy=ettAI?=@9o=hor`^_bQ}moPQ&)6v!5%#tEyeLpN1C7e};hCH#?rQ?NF zf{6TKqaKIy9rPcr4YPG=K%KZt&i4TlG8Oux$I#Aop7eeVbLQr z>EXvjaxVDVUXy-U)J0Fr zud$D3ap>^n3B9loJ*=#4?%YfHhL@0$#dHC2UapH$XN=X#9$@qNrXGYFxBTb`STM+t zms2fLN?TDVRl93=PGa=!6P4jTM+*_S41ik{xzzs6%Vs#VG9 z^TZ`I@YwT$S4M8=<%J3Zz9d+N!()q~b8om`(0&rpVGsP2tkirL?qPO?sWGjLH>0Ke zE)`3RX88EqYxFJ#)b{XEjUk=)r`|pE7od9(YVz7RQ@)LfWJ9ZYBmO>)@j$a7#!e)O zH8Bd)mHmp9t~w^2Mhj~<&51Zy(!%zIOK+s=5PDBvXla)EO3LEM)sEPo`_@JnsdUu& zO3E>pXT2Oh3G`ISgr>wtf8ftr2pjA%O3s?XOkU+m&mI#w_UdlnYYk=n$~!lR2Qpp@ zK;~}><{nv{q~=S{7U7Dyq4!cOX1L<1XM=&P**EvQxP9#gYV7oN$W)R`AU%(t+bkzd z%k>3bRzz0CvX*&jIx9)se0=-EJ~8n*P43P(+p8uwbg!0?hTdH`T9Z{kJL>zga@qZ- z{E*1fz&GxaE4O5&>WBCum1D$}-InPpg^eN440x3b=U5-m1~y<;KcK%p>0kA`ilaI3 z?R0~Fa+7oFai-PfJr(M7LBmfyip3rE)Ng!TE_;J@DNi5cGOLSMiDI%clip-5I%0oh zy9WW+rg|ZDnB8}JY%gzF`QhV-&WfcxdSwu_Kg<;IvaRm0HUe%sY)S8Y8iBi}EcBI- zq(*8LBk~I~D$S<8wCD8vIGU81X|i8#%8&ioJ0_#>8+6XXoK$oH;Z)}(&&_G`w1jFk zOpCZa;9ffdF{-|LByyQby^5hnKJy8c5ni2|0q^19?L)%j+{sTwI~NAHECL0ALCB8^ z3Jg#^yoZyIGXyS+hBKTv!SHLWzU`&_js~rLHf>jp$0J_W$j77E*@>Y;MwWW9Uqg;; zSY@cD*HoDK#px&z_|Vbv`N|oIhdzAq(6uVHH8?ao?lt7{(i5_G7(1H8s&f81!@VQITf=v}&WkEZvy zb}s9S0&eXj5%2z-7}>jK+8RR%1r8_T{LsaBl9;#Y3v+p6UPdod=bSBf`5-Trpm6%* zXsN$fj$ZKTpOr_F+UU4v4bN`|{Xl;@0zaIYeyOBzs4(cw_pB|4bHvNBL7aP|Dz*;B zeboy&I&f35dt{0#=jFAtx1{#tbw_(=zHU7qKEtUj%MufJE=a~=@xW%7@H_P?eRely zgkvp^?mOvwi4otW_}nHRufeO$@<(AbPd!QeVHb`y-4f7&)O4vWq!zzfym~qEbB|Ua zjQ+r}E5Z`@RGSaf@k`yK`yqON?w~d1bAbcSc#i%W_Zfxv*{4hE>1MGv1j#j(8NhHIe@_nr|wsneX1 zQMv4tawSv`{`R1DO8MQfr4wG0#ws+=V{=~?6<(0&kCWBkNb_oYyHA*NXszF|GIKSX z1NByGfxjp8*g@$s2LJBs)w5fj*Bi^w>o9wIFrnTvn5LO zMJC9aZ;b1-#=T+rswY1%$)Ff-9T35kR_Bfk9L>81Nn>ZbkB+_0>6La*NZO65Y^+{G zED^J!(NP7#?Fnug%}EM=vLc(^+lcW~JtO(eSHRDYGd@jDE8(wT}NRdJz_Mx7+oO=j#{3+_uDm~1L{ zMcp(-vG=1#2?x)L#>~a4DRm|_(npK3*`K`?f8O22mkbX`CZ!*-Qc*KA6m*fNd7!@%q4#QCRuN0RH+wbZMD{%*cX&HzV$1iO zV@!E(Vb2R&WaS#F?KcwdJG|GMw!R}i#aSW}^VriO?(5@Bh|}P`*InER#D|980_Izg zY57^1=h|N1zw}7LW?WaR^*C8>-&Z33IX$%=4@ZDp)~EfYfLWk%udyJI4G9pt-^n-EggGf>Dkikq*S_b?rrJb z#||WzO-RkUa+h&Sh`ExkL=DPLfo)WDzi!Np(Z2moI%9BMnpkQR)OK!B?)NgP@f!0x z(+?4GeIC#F%p0eNcywLGHCEGk1odu2*U5Kvw_c%Hs!}Dz2n^k;&i-ufcWg+=%ap`< z`P!)q(q{RgW@GVE>WMLj77V%Ny?5-lnKqI(-krA-??;N6o9zfzi)zr^YYmg4-^fx9 zMhXc`_SOh;8QGe=zh_f{vh89xDF)$UyL6e!YLZ^op>pr79tM$|2#>cSFAzK@O0EyX zzdvAWxoxbt*osK)35?N>m^gW7|MhB70f??fk8-b}k>udAz5<^RpP6*mh^`7NXJA@; z_^CrqTD4)%8rv`WBYF%-(~pK#V)p4yvS~i#vleA;bQKVL%lva9OZT}a%fs)dR9`Dh zsd+xt`Y>y2koKKS2yFWJAmmkQAr_&10(1SXA;!N{PnHVjZTqC1Y@L2iS7K6nQ^H>iiNyB(h7O>pvnIuPC5a3rWFo@9^r@PXpo!IL-6!(n%@H$dZt zhkD`w5;we~&+Ze6;N%R3di&r>1aDWUr<<=g)Sl?>j)OV}csk=f$g>fM4p475oVPPH z5KkgPi5_^Uk3SLW<4nTip^ijf64a64hlhF-&O^QNegFnfnbd;-2HF$dh#sKXov{1l zhWGY{;=O!vZcrx>Jpr_UI=nYoYM?kDs4`RqstQ$uszWuPnoupMHdF_y3)O?_Lr*~s zpoUN*s4>(8Y6>-jo`#x3EufZAE2td_XYY#lp{&UcJnoYEtM&K#>U)qMfaemzrmjj|DTIB$T@jYuMR{Mk!N8{W;0 z;OR~9hC1M!oB(%rzma!(mwrb#{CV=G_&5`NDVu9zk0Sx*Ir$RYC^J*2GEo1G(rUN+ z7Xg3MK^aJ)XqWWgBK41UfOWU)7Z}hTvJ~LmDc^Qi=|jRf;N5W~SE%>@AY>Pm_=gdJ zyZx391R&?+75**I4n%(sC`D|^qUZ)>6>9HGBI`o{GysT{9f|0Q_pk%v?Tx3{80epA z?1`QMzi^Qp9D$@!1dq%QH@rJ>S1#O$P6T_Ln+MV7w_KC(P6RS4yaUu7XHVv!10F~u zP!OO3U=E-MK*+s)De_O+74|=GID20oJk;HntV1{;MV`*T^n|tPaTDZ~A_b?m<=x5?LPrh%?U3aTn#UM(;mbLSdBhuH-83(xLp9WGL_M zit-=sC<6&|f-0*+RezJDz6-3r3#|SZu=*b;?cFijyJNKf8l(MZjJl6A^wcgogWcf< zyTc9s8gB4wz#k}gUpF6ur&|EjU{_Dgc0tW{LCyXGHTwf&x!Y;#Oe6t8$CKQFQL}UN zhLTxNR^Z)k++VP`U9`AAQ{X6UzyX8wn+;&M$-wwsVEkXeVC#NKC}DRDVRy_g3qsLA z!k;mCzy^<9bj01^#NFY9Ln&t4P;`xg(R>;Z(H0czrF=R@|&P(6Z&D+5#o$ReI(O&$)jq1ahfYv6Ff3j@>` zC>X>Vjgm&mU?C_tRvL+dz!4Z}m<$9ZBO@(?MS(%e5CsJY)C2<6B$^T-P&J5{Bf-g+ zgqOC*d6JE}GzuXO0S^9e9}oN6|EWQ&;j%E`P(erlwXn2;P!OUZXf#3^hCo6*fc5-) zaWdHd3@r=D1<*(kG|0mL1sb6G`*8lR$ale!a2aVN_TPg49Uc9z;4oQfv@H7HVgEb4 z`4?~u21Hp{hzuHp8Hj&_9fg(oYhV8b91hUJL2M#}LP^V_QU8h_h5e6<{{xSNOCu22 ze+T~`SN{hd0hW)E`FHTx|B8M%LRv-!^Y7sQBl~{iM_|#?7{G`BDLQZz_U~Blf8`$n z19l%N`!DcF5bpgWRQwn4U%Q8pMM}%c{wp*Pz5j?Ey(@YM8I&|q=3nI=fRh#TSD*@k zsuDraU_uTBA!MNd%43N00dB(s@=KT0&--Ya_<+cY96^JA5QY;yd?@OwfdvXpQ3L>{ zAp?iVkPQI&83h7bS@I@PUNGde)vp%>48Wj%q0&IhfG)Byk;fqbuYqBpMDyfVI2eif zJtLR^jwXu@c_es%1J>-mkb~#l`G9eNS{T^5kPQymoM^ivA#fCC7d5%lkVLdM!2@dq zR;i`|ftupa`#}D-3UFEE-)7-g(hVG0kPyljSUkZEa0k%f23VqoC!bmV%Ez7WFF5=r zdaPo3$Tls5;a+xw{&iMrzSk?SukNGI#tAxJFueQ0M#a?F(m3nU&WZVjTgQzGta#pM zsTqw8tm>psh+Vr_qx0ffx$PHUiuHsqz7n@c zcI@yAS^XL#0})CA z`H4TVU@GJJlx)qQM_N=hBC0 zd>voDQ;-f)wQXr?EVx>!u$^>u%#+V=?x&&o-il{VUUezqns>|258NmDP(`X%E*JZM zon)D7&6BsPC|^s`>OqP{qjPONA7~|rCSmrT{8@*5J^1o;QJKga)dR;{5_?(p9O}3= z2I;urnKoKQh_3%YTYc7w!K>r(5L1(5rtj*QQZMane5C5|9qUZzeZ7xGVgx6TKKRD+ z)5FtT^?4kG`eCRY3DyP-5!0N5gKz`-{LrFbm1~XY%046zja_2@~F=9 zy7F>cmL$*2f z-@8GdKLitPdtv`N{k+jXV+Y+^Ruz z=w;E;t;xwNJSLpaJ^T)29I@m)=NAoO$7l&;GPsTJCX;ls9NX^9j_*my>m0R}9P68Eb@A=nug&XjqhLwu251r4U zY|gp4zp^r^=`?&ArG5Twqy4GF5fUkyi;pwYMP5CulF9S9P~93oa)}@oL+fL&tsry~ z_H}{5>D3A&;~_&Tw_7jxjoj^Jjk``hHm~kH%KiHF$rD_!i?^JE4{^JrJEi8~PMjH# z2PZGtM$P0`f1Qsyw<8#&i?hy+)zDkKaNN5fe&)0XR>}S#O_e~iH0K2T5a-Y>96Ua# zHtD$s+q1&pT1Rei-P9n4;z5sT6|MtE>jzBqBeFv|+c_4k`{a^_i_6d%Ew{Pc&)qH2 zN=b45xUOogc#iWmgGc$zrmt4bM<+9>;>s$kjYY%mgtzroNV@PG_jEBA+#jfiVmAvL zIZk`J!QyC-XOpkTc$>YxsH**VPaKi)eidr2hN(7Fs5fBQ&f0>$3~g%Zj1o4Nyc^wP zFg|eAFTt_d(dA=z=o8ILPx6*W2p3uyr&F0CS1qT`zqwI*8DGiNv4d}Wk-Wbo%91 zX_NDd)=w$bfbmebRuvo6XZWHn5qC=-2hZjt?oR7*lbNt5O;itZi zmpWc0zjO|}&QgY=`Dia$huybi9ofileSdT0BDP)B8Io6ZT$3X%)862H6=uz@k+wie zcQf?LRlywn>=E$`M}~Y%27*)hAEck7&qmLV^B41d^PBd2d>|~s%WJ-8_Wqs9hgWS= zJ14wUp&mmM<5byv-Y;QYp??JX;hM&J7VZy%W^GK&w;+`aL0f3&K+uy1^8 zYlCnUW8Jejp;+FB_LtIR=qWH*U&5-P=e<~{%FVS4Rj3?yo^?3;j|>}%j8;{t z(Dw>rS{O$1?~P_z+@epImRMZdBmE%f5Y@oVL3_>NB5^(LOI%TrFDI^u+4~}1yY>(p z6A(M=3>Wh?u%@j--d#5c<{sJmzdPKV<{BowXk~oc?#-)q;6Q;;;Qi##)4ki**X$=+ zWl|KTX&7WVh;@+3H{MhICW@;`y9N9fF>Oe|*&1KGDlc=1`fyn&Xxa~A*vvB#1 z@MY>=kECP5xOpp-rXqcMA>X?v_L&OiM$iinoDOp&LYpUKg2cmlY*jvJbo7Ml-s^mq z{JC=8`P7vzH3@Bu>vhjhN&1Z6dsxt!nb)kwkGgc~caIScu|SNE8Wrgn(C$~k1^z(d z%2h{X7ULPu`qpLYRIhfvkV)D0y2r~oYnWf&qQ2Hr6rm)<*r;4ceJZv{NOz6-Vx?<# zsx)%g!(hm}vDmmZt%{*Iby)S%`gT&{xA@3|P5yS~+HX(Cdan+jvbGWU7W#Q=6hSv1 z73tks9;-J+7c%p}z+vbVa;e*JQ{p|RKgXS6|HiGybn8ztn@syh7|r&TXKN$)FufT+ zbs2}`&~(}PO7a@C%=Xs{b}TYTus6KyO3+i;hCZI(sUQ2-cM%TG;Op@ewII*xpMaN@7N$CD6b^b}TBL6M z$d`D7*pL#%8I#YR-XNby&Vhn9N;j}beZ8GQYDe1B!BPCz9Avhh zqU3`?u6uV{Z4XDH8Ue)DfS;6QfwTV~UdkXb(pV7A!;x5N88iYgQx9Z<^@$DyM*`jf zBBmyXfFTetBpic~K_cJ?2^iuS40eo+j)1qvljjC;I|EeP4dl!~BG89OBIBWOjT~hE zwVmW)|2UbD-!x4?9YGdJ;Vc;Zk5h^%+?L#f+U4+nI0lf92jomB0f-BEMtx8>0C1G8 z1~ZZ&e^=q*Xw?686wtcXZLS|Pputo7m1MvoklwbV;@7`TPEPq0jG$#kU`+ z^lmVTow;~HrdTAbJadMWYHF--=+)awwZ36FnIos~4mjI%a;mdlu-Lx|oa@y*GwwB= ziepNsx=L}->$^|qPJ}GY)fFHVj?5ppNuX_ZEi$qo_>Y7~K=u zUUmblX{Y2V)wHOn4~jcqrlIc)=2$N)MLqjG(FY9|<+xp{clpzEn^ddZ!3&{-I%n%U zW=+DsHeavVOu4Civ2H~v_^0FQ*1C2iZ($Glzo+X#>3rO#Y6fb<{S7q_?oov?i>38oAw!CEAr`hn+ zOih{}lig!efykIY@XVv?85OpmBrs+)C*b0Ndu##wF?oxNQQipKP`;@bp3k&RZ)D+B zvLyy%qy0>7cqX=tYLRAEcSbI*tu|Sw3;SBf@ez+{PBe^TY`PEY;6`UMtdq1W;xFzq zX0+KfyVYO1GYt}*OqD#RZF0Rz9|~<;ZkutMp4jvxxj)d+JsMV*brHf6a|iEy{u=T;+&>^{88M@ z(X(~(v+97TlTTmgI*skS`KTxF+T2d;EAi+R`_L=aS>5UK;7elXOk?lJ-1i@Beb)Xl zHR~DvtR7=NuSViOHk_nxS5+;TloBd8Zhh3X*Lr&D^M#Z7m%hbH9JxG6Up!n#H)fG( zIvaGkQpFC6mc4TH`$V@_&&pTX$wQ|R8v7Ox&^vlw_DV5r)0>ac){?rc7mBWnj-=l2 z809k6H)znZa%b4iA2WRf#k@BPMCwUq!SY^=oHPFD56~lJiuNK|V`u5s16v^5gJZ9R^SR5{$ zu+ElP)iRrST@Rg|)2udh*Dq`PmSTy5n~`FUj8pFwx`o1kCn-axi7T6B0nc_mErq?* zzjcnzyi2YYykUSie zVLXA?f@sfA<*}>XRExlp#JOUl9J7=;ORy$-_Os%Wkyr$3rqe?Q!J6 zM9*K)eW^F$u)MO2grAVjU{Uw@lO*%7SQeMuHr_tcZGm%WAfbzAHXRS%Kbpf68>)f zJr#iaC&v5^ldYkr33z`fU^gi0+x$c3C=36+%3n163Bmpk?FOv;BMr(VP}n57l9B%t z{=aJke-f#16nW6EkX}^C&_s%&uu?KWrI{H-MStOygZztC5i=HtAdu29@+f6(jO{;j zO%6gfI?`}*FNlTZfaM~RE4TI#LpMCZLmVO|PVS=E0MPkg839Tt{D-JtCQ%N8gu*dU zav%$V!{xxC!cds43u+lsXjvo#1#|2^1heZ2&GKi&tOWnVT0nNLAq|pc%`3r%Og~Jds5HU>>K7g`c5`TsuFj&eL zSqDL3PE3z{C*;pKV@;L+G4rnrHo%O);Gh%%bo19u8&DNPqTyH|{cwnw3Z+`E;^vG0 zjSf`K;Na|nLc!n&EC%co0K|a1M&P;-Ocoqo5TJVb3k+b#d;Ecu1&10G0t?D3Ff1BQ z1_KY2OFjrB8cD7o{K04FOY(I4jgdTZ_g)eV3&YBQk`K9sazP2e15#y?@INSx@eY3w zf=Uh=gOq_|Vc>(jK2VAQH;H7xUo5Di0QCne2G^Zn7#NTm44?ui1-Mx8PpgF^P)IE3 zmqB8&XmUyPUtqwzU=Dx@g+d}RaBv)=%<|8RM^Y$}K?Au*Qs{^6UTc!UpgD7Ld(FgfQ!HoAP}Ghi-ZAgp~z-{JgF(( z-IH8XqSy*7;5tMW4nF=o{T>F?bJv`}k)Wh5D=UM70})4pI;#{M29uEnm1*E}k-*r< zK)^Rp1e5`%V!&Ax8Uc}#!NUI@@f-O+Yz5vAI14!lIf|fQMA-uSZnA6EkVtSL08ak= z)n)AKh9{YM5PSe9WGQV3q^%x~r9LSiqLxXbW;2 zWM6CR*3!Tnp@9hiWn54M z2mKhJnrOgnU`;4RPYhr*D6pe2GB9A8!EHPYNCyGa4MQVjHI4%a0hLxNg_D>!`T2i z$3Q3_6jlTKMKK9rV}J!CXAl3Y7WA&wLjvoAMgV6IEZG0m@@ucirD2e1`y-MFTUGsk zPzQra>zja)qF|}2;ASK_W68|$?~Y}Zfbw^M_A7!Sdp}B?_dA4A)&?qP1q$@wE*;6i zmK= zL=~4%qSs9tZ|9+!{Tan9IW32OM|zDoKXY!f8rGUN0cl#DkRKlIlV7zAPi?BqpMnM@ z1zCqzgCDq83cv-b3H7Dz&i&;No+MO{6RZZ3dS6WV52ZFK70R!s^quKdXbu`yT&j7X zH1D;}uYbR{txMtE556{zmiJ{To1Z35EGM>INX{lCITGU14=1JVPfA%&OrCn@;dlG~ zz^824vcz{~$d*z`UCARYC49OiOfAKGT8fr*ik9%upf@cxbH;Zo72e!NYO{$bbskad z^d{ZD-z}1WU*v1+5NYz_)AVA}^xV@#T+$#e*$e(`Hjw<1^cvwlcVh8YOwgx*)-U3A zA1$N4ibbc3McIj65f;02xaCFrJiAEK0Vd@Gd+Lh9FHHQ9QM%2i+WzxJ+iFb6W_@Wv z?S%vZY@pp_n80Lk@`U2NZ&A>NAi1DNO4U;(txH)@O{FWTI|}pF6UnYc!7CqA9HBwj zm6Gd&pC;a)`7vABq!f*ZuvRu}o=R5mAM~H74$t`5mRvnI6a-yL7gP)glx#^}sc5Pe z2uw!@W|{|P`v|8~ zsX5Z^flpsgpc4}1f3%|e9(cc(pZN48Ib@SDpjlIz6nFc@n5feF8{fW%tAoL-gVVOG zL0W#L_xW2|lY>_V=G#I}ETsu5PU+fibU7IW^?ylTRha*A(qKs~W=X4UNe>#bJ}|t! zF;P4Jv*tUak|b~Kf<*12d@YlUVL0Dd>ORG_Fu_BYgfW+nSX?@K{t~u3jU}L2RdC}w zV=auS9wAwFPhE0gl)JK7v4f+*NTk77Qr!gEpfGL}6F7E6@aG3jrHuvNS~y?55nqEB zUlWjE@7Dk)AXuE!Ec zZA)6jB{k^MiMAhAP1UmmXizp(G2!NkrPQ4l6VK-_{+wy^@GHHpIAgn7HUDBd`S}~& z6N~NM?@>xmE8j?Ycm@p+YgT*ZiIVcZkF}*-41=ns3!a=POKedXhlPBcNcL?kz2wtf zk${r)_ADqUUwUqsz=bN;ZoP<7A7+$y;b{?JpWlEhK$iOAd1@z{=<-~zlbGqZsJ`tz z^|3ZvWkI5`s5z>Gb$UM`dOkfrHlehr*Y}CiXPaR$a6^t&WDiO_#V~jLtW`L31E*z(QaDW^f2!h7}d+RPe!zJ5BC= zf}toIV%`Q`)!TVTy|3$Yu2^3?pTueXG~%V+c0R9fs;LTA8?=U+%#yBVZjHfD<|E9^ zir$42eO1vcvU`}swg{}k}CG>7Qm6rHgBPSV@=G77?FKIH!(qc-@pHO|q zH4>jQonCPIChcUg-i}WL$-LVMGt3_wTk2R5oBEZdq4D^k7E`60)(O+ak{8qRrkB$t zRvNw)1LG11g!=1)kIlTO?ZSu8DD{0ZVd z7P8-p^}2DEpec=|w;&hk+`;#4I5K1&OWoMe}eMZ#1uQy1=IR()w% zJ)*3>w6q>kT3=dHk0_}xJp@p?_Z-@m*odM^)i>*lRLa{1bP0~s^C#>#{Jh$eD<@fB z${h*_2aE)BRk+;$R-8|lHy?v5uScxZ=G-q8+q~GvRi?Cj5iISXjk#aeD>uNo?ubHh z>e_n5q3xpSnsWw``0Nk3!~M9!3Am4}-)&7J@%#zOIj7Ac@wvJ6h&$k)&$3N2VEw)2 zDL|4rm!G->svDQMF;%Q5>T7W&TkK%fdj4gWmiF^ocrblS#96t$w`DC$T>7&uZin9W7Y%JUtQK}{o0^$wQV z5w1I>In!Ht(ZSZIRm|D1sijBLWk}3S?aeRbDT3a8^y9n&AW4p2LRKbG`ZoL>OH1qf zndbML&$;qy$eu0|Z}(KSpe~mSA6zjzBv?BsFxo~QN$=!mMSrP`g@4{fA<#Z}Mn z=E$tV{wD(|y(jWYbEoq<{X++`t5}wh3DsgzTLmlXzR8cCP>ZkB&P(+88n`M&RCzwC zJH9zwl$|BLWMzU|EAqPUR~sQO=~|sL{b-WcU&*HD!?Ha0jqI8E(b_^NXF@}6?M5N0 zs|$QD{N~zIGJ8E+#pZ4L_dI;VyuUnkh*{;?$L9LJ632sgTq3gh6Y7r7URI0fV7o9uDn-D9=2>Y%_TReTRxd@s^rI@KH19p76cDY+xx`fRj$PH z@+Q~D#}iaFa*I>wto;2a*X-kiLtaE>8@L*}3gn;)RSSYIc)NQS6Fo!LX)E6;8cz2I z$$PgG->uInOSzu-X%HkZi7i-<376kf-$si*I9Cun()46SrTs^8SIS-I+eOj+dsdzc znDp9A2eB9FQR{(UOI@bqXx;fbH%}?)1aoZ&Rh3t@+__CF>$ULF+Q5!IxBDgo3zgil zX}w27)J@Vr)6K_3gZnQ_-bM}8)||wy3Pjmc0O?324fDQbj%V|Ht%}`3PoEy^ zcrlL~PhqWQsjPWEu2`r#T-Nt_d}UP|xfM3FZ{<_viqM3TJI&Lx-Crw;>cia4e3zA( zZq{Z$eoMHJaxic{EV*yMe|v#-X84gWE1I=_o>p-#m}hLUck_!t>%;KPFE&BUD|5k< zm7nUNO!95=k%Pp+z>d2vqw z@1kY{1X#WARU1xtdRuno{j50wnYSIr^`7Z1-+q-}cF>~@Jz26-dvMr)XrQHkl^6uM zizoxC|S#UhI?TNl;v>*r_?tEeJF|EO25r zSfDStDJ-qeXYDIs4F z`+@$;?q+LSM>y`W0fj^KJsqb)4asT@AG%oJs?l|n$eXbv3OdSLz20a(c`UX+nBAH; z!S@E;Wf~6S*LxSzH1{QbPu22|XR6ANE;&+CVXFD+QMT5r3y0L%Q@@RAU4F(XLalRB zTlfboN@U}w96N79i9#&3!`&AwpO3K7eol?J6wY`1ZVHDLo$r3u=Fa@MTzr7h!RVY& z1uM(aVtDBJV+LWFi4qrP1L8O(pS_@C9UE!Je!n9B>T1JPXV#-${STFJi2WPRi+*B8 zko5T}(%X|r42RByO5#DDv)N^Mhra$mq9uz+MqwDCKmbSvXEmN|Rj5e?XbL(zLbYJQ8Ptr>!ojcjX zAQvI79bmh7AC^d3G~Kv@|8}Lg!LMth@`tSCtO_JPD9Feny&?6h4~>-Z9S(fdkqS|> zmeQAD{IZ|kT{4OPKElSqe2{BBq4a&~t6NW-l#gy+!H-Q`ej|PJ(MbraO~kno+Kj+5 z*fmMU<(reyk1omWjr<~2l&}Zw0qembd$y=`@qlK6g z&%mXg^%e8T3pCdA_Z?THGwyf*vovDh{aMB!iE(Dby6gIn_%Oz>uit~&EM38KcaA}B zvx?}*>^&hI!<&41wC?5u@vQvgMzrlz*}nVDz8(UK64%!S0LbhT1o(DEm(p=0hr5ZUy9TY0T^$27B^8V;KbS-p( z;bhM}b?ct#^hKVX&CdrP89(7^cx>wKVNw|Hhc(ynwjKrEO-m-@=D`D>*5G-h!tO}h z#{;B7D)W<3!H*Fw>3o~n#5F(z=W5~OR)BNP7d6o6c0USG9YA|F-pq(^hE(*EHi!6_ z`6OY=$*c$3Cpc2X*ZQ&hr%61WcX5kxALj%^J8bjgAsaKknZmjIqgI7?t_RkgY0Z7s z=erY?eNH;qM7)|*+)`cGGJ2ZWl0}U2rn@ltt&DFbyTDby@}Ak$Aq_P4h)Y_`V^toF z9<%Q5dt6W2o4OSqvT-O_X>?cgT5;W1e!?T=*i)-Az*?*HGQ?bRgOtN52aN9N`l`Vf-jS5r7Bh3cK zZH6u9KK0?tTTxZZ=?_*j?6*amXxdAqR_ok3Y1KC$}V*JFnj$Eidm$Ny2uUOOfBp0T(tido!P9R7H=4kM9$6`H}i!tuN(e zo5eYMGx}}K?lh+NN14&47B^nxrsB!Z>UV1B4>6jpPq`E85_IX+_~N(l#Zc#0f6yPvu*bsj&@ExN&CyrnJva}Yl zJyaVBA!e2g(r>Sr<{78}W*c_mIlt|-L#lt7r#ZQ7GM~qsX5p1f^Zo0r;Fv^|9^+Mycn<7&Gm&0$SYNgBZ2lho z>mO5c#W&85to4)@RBaINcb@UpZ%FeEet5W~$HFN7Xn>hj?_r~++}e(T0l~?j{0&~% zp6YKzyPo0mOapsUYor?I7kc8RH{P)3nI>~yZ!ESdwBQOYiav>CsVfS+I1uzAJk57Y z#J0~MFe$u$`~2$XyVW3FQK7#T8=6v@D98x22UAshk0T}rWra4uyq9^p1D{oH*Z4L> zDMcjLJTmO_UZ{CzTs(M&-Zz+RE2zE*@^1Bc%x7%zjUN+Auy|< zr~+)_>5WDx`eHyi?1+m6Z|o(@rJGM+N9OvXtO(Y${=;)E?n?c(X+>PuJ=(#sS&I8R zN4elg56@Q7WCe5`g}em4X8FWdbeq<9%|!gpU735T(#kUXL>1`#wD*~$i7ZD9tC|?r zrf@x#JdSHPPR0IEX`V3r^q|N07QPQZhva7D$3FVcF)AjdE6gZ{aIMA(=AL{rU!|+S zxhgU;F3zbgGh7p?_$j$bev%*^5)?GALt{yG^@lP7&DNZ;5;;*y1Mx2$Iye`;YUiz0nL@H%5z^fGmK%gO3Xn~ zx+*d0B4Ss+v3HNB>{$}n8MN+8>1uNx?KVIiO<_1W^uCPiQ!h0!93lcLgZFsTas4|oNDCPA|6Z!>6RNzynDJ`Q>_~9 z%9@2fzA2!ewvynMLL;iA?t5)6$KcY2@#Fc&2H(y5A{byOYM!4x%URUdQi>+Fz8d^! zjZh5lZ>nDPV_9yBz^zTqxeEpgHT~#)=^0f01KK(=?$aChuEHh%l~j(tg_782jlh-a zp8}We(^fb7&I?UOD9*?HsA|2c_HbM);<(v|^?)YZZOKw2BWL@gsWGy-)+Q`Bu}yal5!PIc4F z-?dHk)`c}lWzo^ww(I!=s4=>JP|jWwqj6|Jtgh;cLKD6V?W}03-N0q${V|(KwPlQA z)*otU1nB#Uo$7D6_g<{BB2%iq7t@AiF{`#8t!dMSWoV3+eeW1nH{tlfved_WuYaNc zz%cwkkjvTzx9=U~`|G`b{R2M_I@55pf`zHULV}v`By`0lttL zLO|Ric{^vF!@hm?bmp?=zcA#V&s+Ddx&M6j!mhusgPhCS{z4yy{PVirVEA!n$r_N! zcwUrfqza?F5?Ym#Htn z?69oM>#CkzntIqD!2GaiUDY#IUn$#?@r!;s4a*3$0skOQsU_?}U-Sd7FO?d<&_8Cx zRzo8Qkcy#E6KL@(cA7TPR38L^@?28Z42=zKML($1a&Kr@rV(hWl%!=XYYhNxe;o9_ zp1G|-Xj;=~`hcWO(x1L<>Vx98(`g-+MPARkf2)1tP)dc-v6VvO(27!Fb<}AZ%OYCm z&{!2^k?)UJ_3XqB%Ocu$p`A{1803QlxJ+FY$HO(YWyJ=TO*9sOmObdO4F2nYI26BP zn04P;)^r2Q91Sc>S*a%w{@mn>H+)Xaio9ZPhrXmhmfg zrVYzPSf;|Vl*Yg9Gp8k5=(7j8Ey1!?1HtY;u1ov}>dk#vmeM@X`;Y5d_h8sLuX$d3 zklWh!Ht2Dmra$g8r#0>6+9R$A6uiq+L<{4VkOrgz)er;9M+svTlN}Tk4n%m|RzuNmv*S zd_Dthe0v*3oCL$8eA?9`p&H!*m?56L-przfU(Z2=UxuXfz7GYbyn!C4%t|t*OyXjP ze9-bZWW1`BtF;Qg_>A^K7k;bGkMsyZHxrl&PMKo+!7SRyVpgFvIAGinl@v=mO3eGj5g1aBlSLzLWYJxKi=I#gbrK9WvXC9t zlU=VNvnl=ZbAp3p=~g6(S&pad68CYWDsNZ@qb@KCMqTzRC5>Cr+8`vkIS_>}fNHV} zXfB{tSqtchh6{yc>_`Md<(4j^5ottvGYzI&x|A-PLwGw9iAW+6#1kSpzD-o&34}@I zz&+pzgh}N9VN&4-ZiDeM9Sk5$Dv3>0;qhlu(fEi^@zQ9GOA`?)G%kjoC=Rs7wGa@P zD7dC;g$mAs9X4iVB8^*DV#>y>G{=CkBN)sMBQ^qPyHVzY=|)NmZa$cv22-04ky6Vw z^o=SLh!0&dL?8s>L%$ZElHr|*5A9lfDCE{Mz21a@N8k^5(w9VwB3j@zVHTNFAd)B$ zP4YzmHU-d9N9ENiP%3rzpXn_={2Ftsxf&u6512z%`t=53@wMbp|rh`vviX=QS;gLv4O_4Y+4jZA_T#TBsMJj6re^Tqag6f5ekNKBfKQ7HJ&rEw4#(JwiIz-1B}oV#ipFJYqV#45Lb}bJ1$K)c-q(M72B8xOL947R0zF`@6aEA%~+4Z?lLZlF>5h8IX62d^3 zR1VyO94Az`#s$$tgbJ>4X&MK*qTwbAexNHFu5oca191r{EZAXZARZZrObk2hOxdVR zU`kAZAi$KE4P7vp6=sDwJ?zug5Bnt0O0Y;HMp7b;`+dRIe!&)HU(!a{0$ckcGGJ^M zY*8XMiX(t(0gj@aXv9Xj+AJGPJ%Z3k$$T&eBqcL3YA_?Ei=;$>nC63nKz!(uLGoyz z4AhQb?~>thGCmYY*>WN!L*sQePAu;snGX>I9_xBNxY7mE5q^-l7e!|I9#5LUYYBHs~1^mo(nyHEg?kpu}UBZ;#`fh0HxRwR)C!HOhGp+=G* zTNFsb3^kI(0~aMG1Xhw*!5iYP<@O9TIC@jCN%RJR@v&@Jmf21*@Ay= zN9~9WT_}$a@$-lHAL8f6hxi#(63{Bw=i>TYLZsN>gvsPKIbkx{Pnb+XOz6)Dpiu9! z>vN%ao2bGQ2$RaeCaQ3L;7&vp&On${_<=hB5mh)paJ!dAR~8x*Ro1u`5e*j#L=zG6 zmqu4Ku1iSSu&mL!#^ul`8WRQAxE?PzRB%|M9huIG%SMGHMKDx(!!k!Zx=9ziIkAt`MWWuzIiitw%T$bhj&28=x#g)IsM;gW(pmylu+ z_y&wUf*vo^Wy7-9g8^g5VC#e!ANrDBLdwMe(z3eEad1>8ihs78n}A6GjZ6mA?zK@A z2*L@u2%ws9VcZduj$_amBP9W?%H{*8{H$)_mM#=5lavkS;^0DYOA?C73&)9rFsWdf zq||nPFuokN`Ot`P3>cg7GG)RR1!69^&(Ck9v|*X~pfs2a9I1Lu8UXsuQvr%EtqKJ-YQA7{GXUmCDAe%|qOv=VE6sRs4E+OSH zP<~dom7mp(8_Oar;zN%hG$C!clx_2xJc3Y6wuIcphXO%(yiAz9El!yH5nVz`;zEIx za65M3c7!;*_|TesNXUp8q3~Q`Y?5>dDU4n+=&~8N6Nor@oN^}lhGn}mc)VT(AD}=Y z9|Oi#oFda49dtk?l%sk!47f0WaLJzHVk(`=PTvMRUT|>c4a+$66mW3#m7&sbusk1F zEYj^ipd!>AiGuaA;!qjJhGn9KfeUv}0l1;$-~fG!0Z&g(ueU%&a`g9okqo-bU_nk- zVjw3J3D@qe8EW^*kKcFHrzoE2?=o>WWu`z4wurQ4+YD^VQ_lA-6>J9JsOkK z>+MR0Ljrc0#P{u7BZ4P0ZiDyb8Vv*sM=%+@Z>5uHj8X)JO&|loU~O3DkX7F!5T6~= zKfj28!6u=j2ouA@VM|bu_i-o*NWkBcv=Oe(?qKeMAVEwM48a0*9Nb|5af+OV1dqgQ zB%}H&6dvP7Vo@j{M~#AwgkmzFqJ_7SDDoz<^+E@PNJih}qdGVcfEh1}rDO6AULFG3 zIOGF(K$AHjh%*SLg2%F9Sz?j-7AP8wV~=t0d@qY}S(v>@vsRp+$D%N$V%!pu^Avz7 z474DDzBCORQHcSL1$={uSd{p_dy(c0LQE3auxt@_KsbLGP#$I&DA;U76<)B|MiIty z2opy|ecuhsUgsjs5R1(x(W2Aq?KB1$0*J`bHIvw3Gd!o581N!yqq1RH*fzi~Y+0oF z^adId+~$-FXjbscB?>SN3S;{YCofo!u%!S!PWd%hq}k+pJvaykJdnqYcZz6txPy1~wpxG0Nnq!8CLTDyC50 zuq=-J^q@g<0RKrSI~YXL)Uv4WgX19#v_3cjBj8PjO|~qYtp-z%TAPqJ;K3cYVOc{` zDvjU9{T6BFBrIR$aUwhv9~XYRM8Sq-9?R-8I493-vB{G~3}VnJDq0(={gG493SpAsXHd%Saq5!>~v$qJ@D=K9#yC zhCbVXw_#bSkZ|UX1N14p^c3Jc@|j7cZk8BmW5Y6*mvABs_%Yc6y+ME8O~Y>^QLtSO zRBzK!Ja7-0iGTPm2n`&Ecf+!Vvb0F^dhrwp1VIGYFW@3^p+H{XhI0jQc6eDH$bi+0 zG%s51!yd&a2sc8#%bCbR!kb?uh z;AAG&WCqtIq{JpqfiO%w$EJKOh~|-9ff#HWB1#_QuMs=!P60!?DGWNILsBVnj0>f9 z=Hs#88k0c56)qG=mvEs#MlBKsez@p|DDe&!BcdS#jR74SCTOgGNN}%OcI8R5x;h4C-f%K?Uu66vapIJRK3kZ`P7QmtD=^Jm-%E-wr4W z|g?2QuVUhaBSREsQhaDk{6DcSt!;^~3qq$I`5WEnwNKvbI zLoC5UB$5*Yk;i#TjDZuTL1H3}Ta#{3+6}p4$Z2~9DqD1TERlutezut47&h+uT29w- zFwlC#G6>hv$|E$x5j!^$k!a)yONN8Wo%mekZdVVgtYN$^r%Tu|co%txsaCy*{7rPL5z zbT*Krbj8zxXaNd_0r6q@!nj+lLBt4ckz9)p1@lr(h)qN<92xjQl^5m!MJFtdUC=*2 zM+|(IHN-}h$;}3(9S0AXWWd;$_Oulu&@O``NsH8F2ZL2agAEm{6Ek1%o>SAdq>^%j zkzIixEI8lg$Sw(db|zf}Q0+IR!E~Y2uHf-5c!VQ>I?4u9M+Q!q%z;qo1~s~)3O{Xz zQX;hA*kdDg_{2^ZQM{Kx1SxuYak%P}VS&S{*i!UM~x!V3i-Cktt#Qlbnf z?~5@oU~C2wK|C*DhyZFF<8LrEWZ;C^oVt-e2o_)jDsUm48dR>ht#BlybYk*?I&K_I zEbZ8F^yPJ3%fKSlEs5|E(XJM65ft1tpggi~lEF0dvmzB+7X#}JZG$MGhSWy7+u zpg`oB?u)QMSQ-~iYGC+8mkQNx&K4!RZ&VrMA#oy!jT;e3kWy15(H{(rMA(?98rpZH zm*Na0DJ}UFsSV2_+J!(?DE-(TPz53`?ik%s-gkp4dgEd8DZz9W1%{irm%h5_2={P- zG(;B(C$PEbRv9r~bOe7H9wX)=0PBoGqBH4kSk@V=xbFefD+BKops%-8Mj)GrhHT^` z4kOyZ=7?^v7!jQ<58Xt>=?%-!hk`{<7$)@RRw;rI;2baqj`3YEz&(+8?bu+$vTbmZ zY!9|Isccx*^;4o?m^Qr<{}iz6sO$03k{c z8y=v_WV7KuF-xDp9@qDZ;@#CU| z6lz|^3r=}*r{J;Rjn(vgm~5e~eC;A~tp`=AJQF-mmoP9YHz1zH=HAxtU=qZX;l zj8h_#h`g_Z!bM3UbnZwZKa3)YNvFWEVOa=*6-jVh3X(WzQ6Py8qmv{;W`iWL$A=?f zId>#6aw$l{!lfXIaG~Q!criQx(qx6@vEUsA(X`nNrPGzEi_(e*3eroO?6BnsOC-A+ zmTg$JVcEE0*@k72c4KuV5MyLHbrGzkWu8!zdnBMFv0)j300Kn8jff=j29*(zudJ5* zC4Az@V^&Lq33A(gaJ2I2xpcabY(%stp>x_BmOUgS$Uw7U8N-HU8(4NEOUs@g_1F8BVwyzfzclUmnT<5jf0%w=E8KjoDM-{ zOppq7Tfq8(z>sZhXiP3JV&^VAOND-bCKM4xSM4Sz#c9aad3^Dlpyr_6mEgM*RfkKiov;zP5Xy-0JVMS&zTmx3f35LiiqvZ{{6g9MZ$BICo6AkQ6f zG!`HUO=^lH&b~qtmc{}k(P4Cw4JsqsLb6&oe3R(J_inUCg?zH6;3V?IX@DbYM3GLn zO*V56fJCbD!9)Br#h?+<9byyFBJ85{hGhv6 z_hZqZ3oDkJizY`jTyIIhqKU<28sLZolSrp~rTQRmnoDU1k7L0%ii~Mzji-RaXai8| zXMq;F;K`A)G4f4=3+gs3i`YB_i~BiLv0(Fn((o4$xgynJG=@Rq6}ZZ6aZ{!ZVRJ-V z$N{yJI8Gf5D5WbNGNKJ)(zrE@52Fjx)kUDSLTL?8sPe00R*Ts&Pdl+#IU=Srwk&Ss z>vWBe!{|{db#jzpA*C&zkJ@R~Wy7)+D#2UK)k8#c7S$&vK<|Qo9LAP~eO*o$N)?!! z<;{zZJ+qZP4(ftWNDnCOU5$e*K1j;VsDum+RVG0g{M}KJHX44YTDu>{#}aZar+c*^ z3!Y(!@D_#rklBy~2UX-1Sd!8of+}(|l`IMdD3CBBq75cqlY6%-5Hj(lbOn8g=m!@( zQDqOhuwo`}7_E?4KJnsGw2KH%m$!y3w&6+Zt)rZF!^A;daM7bLI^+~27QDdofYJ`` zhM*&EST^zt9Fb9$A4_MzG_jnnqTFMq<#cguu;7~1X~DM?=-3^p^|PWfK!K1Cq$)%B z0A;&G5p5>YjenF~fowtxMrRb6lzwnsLP`pPKTZ+1qUs13M`#&Kx~Zsg%VishKYO8Bxr-u9z_~A=8ULa zK^z+BI-+4t=q(*l#K)3|lr4+LJApb+_@y*vk0ut7$Wg@?#6v_w9+iRxFCeuff}zS6 z(MRnHHV4jsybE60eAKQiC|K|gLgLsWDk-<$d?#43ivX>b3&SSDpBmd0J%Bn6Mn&nk z)3G!Lqj1^|$iXLu5(k__d5{TOAx_sN8OIiQO$ek*NO5UQFJbPBXD)cyh#fXY!lg9H z*iu>px8tb%KG7pRs+d7H7tM|qDb2WyRB`N=pWVy@r~`4fkp=W>QhLKO(O^LBB%9T= zPl%G*F}BV~O?yHT?H2sA6X9`EaPi~??CX<4jk!<`et zFP_FlZv+yboB=6Wgwo_oeu!KGHkkT!d5%p1Q950jjt||SCkNR=Dybdm@df9MO`;E6 ztH#cbt>8v%^oC`dRjkPgvLUliMMC5l21=*HpnUE!lrBer3>dpHaKhw> zh2m~xL_ZErY>wy%N=$(?4m@Q+VmgecKo+=%i{>Ii1-D>41(HXkaW_OTo&upjC@>l_ z@vWu7)Q;}E%;4a~M?i%iNaJpiy4-#op!m>?P)8*^jMzXLtrrTrSs+N@vN>YBxU+oT z)iG)~qk`FJJq{BR=;A<{uXLa!{d1vwk();`DB!2PC`(n`uuP#gnD$wELFCM7VTmu< za=Hko0*Nk)OOr7PlPY(U?xB%0<7+{5_;?rmfWcupPXz@E&JCO}*_)t#_O7_g;D}?M zrvrqPWNCCd5xRq?K>CWawS%WX8VV%}Bs+KtBzqhS&N+ArL@~+)mIp@|F}KjVy#)`^ zQnX6Gpg!!AUhsLLTksSJKU1c?;3*K#MPTmE6+8vfDtN8nDG-MPiUP?Bp3*6J3Zx?u z%DrKkLh7rOJ%K-zEDtY-eNs?35HX~Y3DF6j0?D6r!BiEmkhlUD94=q+iT!A>L2&G` z;KVrgxRIem=AhiDQXlcL;?@yFV5vB^B*9Z4k}h%V*M!NCfzv?200qKD2pYjtAYi7F z(j9`QK(v7*rAJPLGWirK9YOFE2nSiAbS8sooUbiXLLLa70^y(vMsHZAL6 z7&u`vq=7WOL6CBaA;(zNGyn_6s{A?o>x|6a zMliBJ?|A6^W$lG$QRL=Rt~00xnssp%)G@1iCc`78wW$4}I2bY1-E^YXlT02q;4SR9 z+}7kqH$ne!`e2qX1yjVhxuO^84hyty^^^wtCQHYiAX$u9Ca%fIb#-YpEaL!K+iwm%8-f`YJoQtl40>b;7V&0L{uiG{8-fIZVVr#`D#=pHzREW zmZUEkjbQ2j@Cb)3EYQ!1K;xmW(3K*J0@)q3C3B>2n*aH7O%U~ zfOQ46y;#m>UG{BMMYO431Jg><3fMA_?-dIwVhrpu_y-%#;XX5Y zR&)wkFw_O6lxS82#9TqEWA>okzqYfNK2DTgP)XN`ULq{dYJHmMABINy9Z2pW7eBF& z(sa-rXyTtPjU*n?myJ4IBb$@a03xio*>bm=vH(*<69=9RT8D>``sAFvI@fE89QN)` zNgK3k0aQ|mFbGQOXt)PtA6LC_I=V)u*^y1mlTH_3=NMu=7O^4~ zq|f02IOB|Y1NPP<76dd9!f#5cE>_Q-_P=YNUy`(FT~G^rZu%uB5;HiD|bO-ag8X&K+Px;Y8Usfn@0; zA7WHP9yOW6Fq*3q2WA)W)aj#zuCE`NO)`5^kNSAjfCG@bZ7~B^1(DV2HXR>z9wERj zuQ~gDrdZpdx{RRzK{&2&1@7L-+}(y$&Rd9*xyn1X5!el9rsz-}kJ<)98c+8zR#DrC zpiL}IidL&nqASJ4-8)5W0>6s#{?v1e6E?o!e2Ke zKjzYuNl-#?sDG7Qu`INe2nPS@4HSNqf!LR+-=2lR%wM_5N*G!rEKG6W!D!*#xRwy~ z9c97yN|oNth7szr;RYZg+5RzreW-@(j1K3eIE)P{Gb*3EG0%mt0D5-Osn?Be$TK{e zCAXfLr*IoVw0}7p@?5UQH}h5CqT}Rt8xl3u6jlIsgjeS(4OxDl+cm4Cg}aXqho5i! zM&ouuLMJ4IgwB%!0VJ;xmA9H|w7@5zoqdz$BkhUJl$k|M0g&)X(rdd89GYEMPtsbZ zZzeiD?4G5Yl8)$jGZA$ED5UD4*tfC%$a{(CSf~>v@Eq8J_!!2mNW_ofKR`kk04s0g zw+N23FvzvEBrqY3OkmT;@=Gjz{J}iU;M>2AM$MMcw(oB zj|Nz0_OUx1Fq@4t2LM@ZT2RweE%8UM{V&D8cKOm=!3hb2RTFey_MziWO<$NnQXg-p z*0t8`%L0<5TO-G2D$b7dXOV^@CUD4L>%o^oq$Y4GdF6coF~IzclNhBnN|{Veso7+e zj6k!^wWksuy9a6HsZoLYBI>Qg!rwX7#5XV2M-JnXGx|lS1LA*0ncc1EKFe zZ&`EyM}#OaZC&a2DVzB0XBMsT-ttw^XhBsLpU*V6hGN|m(oV8QuG%1!U91D|(eTn3 zbh53%zeEc15N|J6-kV1{I2N~RB8J7FG9y8?P?wvDXy`f1pg(2&d$Sisj0vRs0AH&u zBez{qXRqrhVGhqlbkMGce8JZaCE}EibB*k;SrcuO$i-ONpfEiweJ?v^1ED1k3|9fsOfo_0^`B4BXn_MHX75F&Bq2nhrxq)HO@KQH9s0g{`z{ zhd)-T+2;YCkCG19&Ls2PyjptLAfN)U zV6OZw^nF(hJJ^F4ZpGj92)bK>OqolY8w%RUERGhsg_+Jp0!%4mL@5VAutd61fCn-) z&R4Jykloe+l8wZ+3=9f91qrIg(z_A;&bsut1MG$fEhA*V=cxh6f%pHKFqDM>3?hHk}wA^}M z$#en+Elnd+%f~y@jU$6v_^H*~q@OswJgVKM#l}WB?U=klnS6OU7qw>h z^U^adS4P+c+MrKwE_2RCQ3Tm@lI`gico3j_4A>gDA3;Awo*p#fVuhYqt%y(&JvR0G z8t?h;MoL-US8eFvS3hP9W}Gxu#jg0yR)v3}I6uBOpI*H9lY|Yu_ZRIyQV|r0#9l&M zJKfhWOQthMuHQNM_ek#ntG#q37*64M20F+gi(!NIwPapk(8b37ojMyrM_x{a$}}J> z@q;l;PPI);-61b& zlQ93+bp;e=frnkvQ8q*mN5W7St{kzP;!D)+J%c<0!R z4zQ8U2>F73UI3WEfv1T;QSi=yY8zh-{r2H3JDf7OIqzS%EBUJYH)$uEicfeyvrAmR zkoH@VXSPtygBQcpj~p;(HQ1Ts&TG3GXIx>=joTkLSE96Xb(Gj>q_k^lH|+-5PEU3V z9+ag0EHTL@nUbUyv{Z5gKSZfm7{8R3!c1I^yi#v4!Xg(0s7Ca0DU$+Bc z_!J%KG8>35Rs>hUi49IyD;We$8Fj=@jbN^zt_<+ctCpK<1I;JF42I<4i+z4KA43jMJ}FOub1mW%NOR7??s zSGNz;Ss7e36T3Xq&()mf2d=4Y$On- z!F9fap$40@<;mzgGD__jQ8WN^T~@iMZMoIpxkaPjz&bd6h3lUS#G$uu^^DQ;JIGU0 zud?B0W`5sSj71)s^lj=ol-g&jd4FWj4eS_9w4Ao)Pv+UQudU4`O8vu?f0qk1fN0?| z2czqe22JqpNi+(r;>cLM5zgy@!wn=cwUeJhtG3U4f{y?@iH#PqcwQZTey;|N4Js^U zsPfmFcH=LQFgSpra;WG<_7`F*RIs*wn#`wLmQ&#s z_KRC9g5k}i$xEs~oF?@}FA`(yB~{EwH4s=*VP=sRGQkzrtD!9%JUqe@zN9D+1J!j= z`TBg6H!GylzobGZ1U^9lOR9{8l12XMW|kCDAwo(KScANz+%4>f)d(2PX5{?}QhcqJ zK-0nNiy6!s@S=LSM!ZdtehogV(VoPPYcwnruJyO*&%mE^j}F4=&CwhVBV1u(6xGfl z9^jVq+eFkO667bTz3)?VKNRHLR0HC8ASOBOfL&Yil^I|*SjVjLa`HH234C`Tw)|sz zCeK*=gf#2{&p|j&>5!!es4*wmVHx!|Xx;Xir^+5mmq`arK1IhG-N;&=U}2v~i8oNR z>4a5ui0ig`2uTV_qHHKCJNC>(;Yxpp-z;h%Y9ByuUM|rLB>AqX;0O&;&99)G z;)f(OVQbx?9cr^?_EM$dcrEhL2*xg=93VuhD``0;k8xxhOd+_M6CpSDF;Y&}iN}Q7 zoIb!k{l1?HJF`)%3K{y=$Vs+l3J^!bD}iPfjc4nb&o*f2doxW=q{ z^b%Kluu$hOzFYupD5;&{#h^M@8kGjYHj`IF1VA0rg10i}g&K`=h3*p!yefKhf35}> zANPr0gw7>9m1^bhpQO#Ik@IYkZL~gs_S7A7=IKk;f<0o;%;K@D7c81tyur)Dqh!St zcf$~k%9#k+pSiv;Z6lkd-7^2du~>97c`9ar_aYkX05A=TFxo#1aOot8@c+@FQz$mC zUF<@A%`dsZsQMMG>q<;?fUyiYTKdtt9;U0ski^JNao(}7UoOvrL zyX`?>=f!HOHx?5Csr+!5SlG_4)1~B>@wiFKkZMGUkXS|CJcRw|(qzKRbw< zQGj~OZMvLq=i~&-R)Q#d!MjDkPEG2|EoeaI_K_w#@f3?M{XXH#(k#`%0%M}fNDHluL> zj$WtIkvJerWMxpZ`8W_zJH83WEh9wUNH-nLz(iCMYWcMM6Jq#V*CAg1TF-*h{*uF| z=Lh(UBE6qGsM3iZ)S?pNq|QWCEYaY7hVvv5^?eOVpb0TgXpqcx6!L+cK${RJh>uc2 z7P3Rk@*}CR60UI(;=zkD`H85AJ{CrT;DZVro`^bY4^=~xf9_hIWmX=;Bb<9|DiP&x zG})~N95cw};U*my1o_W^(FCcB_y#FD`UMCvgaQ~W6A;F)M2MXhA>Pg*j>2*1W7}UI zZw~P&lOTI6fr6IOVZYRtM~El-gJk;<+MwPIM}!a?0J5h*SL#2+Jar*8GD56FJzvsw z-U)I3)m|m%-|Rzd^r9sjLM%$;A7OB?PKYD8x-awxaEJ#xtln{yJ?(^fh$C#8R={*U zgwjrkkDQ?|1L!U$^y|UHnMCRtgdDtKaOx!S?y_qTv*1TsYROV6&?n`nq3jm*PIJm0 z$Q-loi4()_gPSF&$#_ z&<@0hRvHST=lkV)b+5Qe9%aQ*l7VYnp%|p~O%QU8vUFmSGAAT3QR4)`OKET& zPwAjmg}chN$cnFdFb9Zz8Wy&AUMqsxtO?((-gwY9@(@7_Rl_1c?uC<`*Oj&14B4G5 z+=Xk(bWj{q0>@K5xL08!v!JrEEcgbe)BpGNQQ1n((!cMPOU1CItwCM@lqLD$;XSi2qzLUKBNippa^9y0VjxZP51<=aM4PS@*y~UU&;##cL)s4 zri0u=C=e8bcOaS2Aj>1(2`Cx7V~{z*XPog_M_EHoSf$8~S-=to=F5|4!toTnmTT0) z%r>tEV?^f@LnO`wXb4}HaH_!ovUq`yThB8Xn?Vn9)U)%AGdPM_$HZ8t@pCx%ZTjN0 z45yYy)b&;$-tnavxMVzMsDwURgw9s{-}XMVC*cg%_Lv4qDtuPy=MG9>Yqq*{a{Uo* zmPhP3XXvg$df(4DzL#;;o%lhvbujFRVV$|Px6MRYB zze?^h>prCZ91aJA+=443WOVhNerE}4dl_&@?FdI=EiFXb@)sONM&XL1DM|>$m*+OF zlcnpFxXHQ9#xVoZWB>n3Pxh43s0;vxtV%rfc>A32$*$aO zSOy+-lns3tX%gE&q7)Q;%9&(^ladcptD>GH0f>?f&crWG#(Kq@4ZY-dm2JZfv0R3j zKA^JvCR_780cR|45`#wovz#CnF@z-0-4|RXVi^83+h`#XOpYIuTxVXF)9Pgu=kjeN zWrK-WDq`bM!_%l9m_(XHx19|_D+X?CeuK}SM%4FgaQ*YhG5Iri+2B@);%6k&Cp2J# zPtOi1xdRPo7`RCFC-Wtuw8F=%BWm_eu=%<33-4V<#UTK-&G7iMH+-x~~iHEf`5 zWWoj$LGz#Z5~g{B39$iIj8%rBUNdI`zoj>r_o%-LDmXS6XTLTiQflk9I3gmS?0r?P zP#em~r6L^OA<3yh2VM$@3UgQsX0&1WYPookCWE5{s1-Nqpha^ey(`$Qz=o@nBXT(A zC$X9rqYMyYUvvGm%?N>&;vva_BVDh`x7RQNOz+1hvuAVQdcdd(jaj*BY%DvVSinJa zVDc=V%B6UN#gjK!J$JDA2-75}w}4&3vIJx$0ZXTqOopwdyZ(&d8A|4dZxHxVeZ9OE z9Oql(`6j}jF_#y_H{tKj#isc)EdY+(8EINlG)m@IIR2W;S)TZl1~B@x_vj=%hWW&t zL|@ob4E0@0#lF^OgcdyE)fL{egET1Zecqce;lQ6-4X>6y7_A~*jVMYuW-{G!mPU@I z4Zs~LfAn?T8d&RL7n34?Y7qAMyAo3+OGHc$*PqWXKp3nI|CkAs21Gp{RQU9WrigQ< z&80q+YUpN4XMZL@B%TiE4_T5u3o^wQAen7sN&WFxC22jHANXn1h_e9 zb(O|LlR2Q~kO{Ks&`kl{`ab3Gck0CN0z9yjh`KEi4)Q8vqt@;$uXNn3jtOaxd*@9S!2CJPiPM=-3+50Ef4-tP9^YW(Etn zdEl%bI={&Q)MF1Qc2yTY`emvb&h$YMjnB&krRwL>H#=5#ap_@{v3ff*E)QL#y>Jsl z+*I?QRk%&DgMwblH2K{^(H{v|p&gX;)HO)rOHmgV8sh|U2^#I(8a*=W5qyTs964ws zG7tTNp9dsAFHzlym$eldh?MOGMw5{JrKH~jz`cUAtK3OXz8O#U^5 zJWsc_8{?;u1;QT~KKseruIplK z0Eu;Qj#>c;=M7&eb4u@uGBAzF3%7oUvg5B;U5wRC$K9XO=`QwWmJd0OR$Jh{np5kS z{wA}1-y#O>nyU8gey3i1XvU2OhTx3+HRuK2yd5H31~lx@i_<7}mvGz}J%EZtK%jo= zMAAqt+T6wY^$6)i=LSb&e9+dL19}l~(M{G0$H%}*1{@foMhB!7yD+GH#z*x6o2Zvo z4o+!SFwjVfJKW~t#%C1osA3dXBA?K=*&q#Yap~5`{b5DhqcB{`H#|9O?v9=Q`*3LV zPP-02HN%g6^LOAdG)3Vz`{ZAuP#76OuuzNk!0>dk4nortuPwm?s~quE5SAEC& z|9sOxb@Hw2Yi}5nLrF%Zc06D7Oggtf-nb)umwgh`c9X=c(zlx<^KeAS2_N>N=@ZiT zc#S0`y_ddN2!M(=|I(M%FXYdhIc~%y2z8(D(%UYh()ae;Xbg~@ERaL`O6xTrc)nYE z0!e+3Tu}iuA(Kk4C9!C(m1@p}H%4i=@Nb_C90Onr7}}2+DO%Iy%jEX!0lX-_6}4;p z80{-m8^&DpTRgM#iJ>@zt_188G&SkCZuY2*zWK?aC1u3+*|J1|+w93og}1C4Ve*r9 ztG&acxD!s46d~8b#yQ`~o3!s!-?+yiJ8#j+P?i?X%Ca>+f-?bRx(Pgc-jk;E>O5&_!i7Kp`a<(!vh;5et8J847Y-7-jS~?=woui1CU}Q^! zcW4o`wT^5jXw%Aj>I3<@2`-jS17Z-`c(Cz4$Tr9P1Bs+)i70u8cM_>ow^5rE-{AVDs>HFFLzGb8=e!e=iTJtjL!?UPn(}?$3NZ2&uOvVHYjd=18IY4-Rn&F9S;) zKOD9feQmR&!O}>hENp{g>$_DRLBoC#f#H%FaM6z$*{1#NCX&i$^SUDosXJRGf-fHZ1WN^4UKx)ET1tVE6 zAZ93WrBs-}>^s(-(;+^?N-9Q=JPy>MaO|M`OKUr+{HQ}*U7Ak}EWk`yRfZdwvFp**ubo6!&c`s?rwNy2YoXnl)Ja|AXL4rRsD3yFHx z6&rC5LbWtUYBz%RcWCD!7&@rn#$Y9ZF;0HEC4}wDk>oRiNY#=dXz%r>toMAt8PXe} z@%2hpsJhk=u&#!1_7da`rgR*QsI93#(}aKEXinm0FO{_Y5DZhN1FYBS=FecvsoaM3 zLW#CP^tJx%6S}^WHsG`JK{ENeBS5XqXCXL4mRFK@Nr8))B_j^Rtbs8viV+Og8FC~u zLJ7#`t}aMw($z%F-Q^5L&A?GQFva9y7Rb?sz89qzU94cOqm(|(S%QN!@{9+3AwSK^ z@%SHb7O-KhHf?IeuN6f#7K-Cp#AUc0)bn{6y{b1qv0#TRL}bU?941rakr zglc2W)H%i)TU`1I#!xw>aHpVbOn)@vwk9s+suzj19t?j(re#7L(n5<%rKE7z5EvmT z01Ye%)=;AWyFf(07bGj60sZMY$PH-&7dMuzQedd7ZEnhx%h1Q`_hHe9&ZlzS zttP`+&@cSt~b;qC-A)gJx;)9*3Qc zUAZ{x07 zZjim4LUC807~qrD^u_cb%Rc(SISphbfHawGQq3671IS58k~4rPxFieh1QdkVvM!hfEa%)+kc?E+V+D)Fg1Pv7o0x@d>6^?D1V$fUi zDt5CBwmNE?Kt|N|$4PF5%LBWg(|5waS(J73F?OV5lw`SJo9rOCg0{@bCiFAMJ&V)fatQ91a@u%`JekC${c0hdCS@Nr3>#{T=;A z!`E`f049v-BfelRwhZ(me2%R+uX{$_p zT^m)IBb%=n%*ctg@rRzHO2Qdh-gY`L#fhT13lGc>x(5W2jom0{>X9T%(28)F-bF~M z;Ao)Tg3&r@)Zf0OX3#jt^3!bGD@xqMglh=QaCpgRYyAyLl{zl4xEmKr0Bkyr>UF%7 zdU#Q+a0X}E(1+^3s2gi=ux$vKqt?=dIIF}M^VGTo$(&OU`u=?s8|D( ztHHj1J|I@w_$hfz0u#bN{W`GvHZ8zOyAZCaz;{y@0g{P|_%lZ(9b;HLD9bMg9%qDt zdAETyW6UKl;lZ)aeyc~ooR=p^7bb>@BM&2-G>5#UIcieLgX?X%pv-vvgq?6*WtsRu zh&U1apvAxlB>3@mDN6)Ljd~$;NDTtjBtr!UEy?g|E3<^kg`t>QIw|{(b^$&dDhA-0 zvj;^mKq#ct1%KD~#kV2nYq(xP%fEG0Ymjnmw+%7;oO$_w~ot)P~_n3Gx5Rl zB&uq{<1=G02;@2Grq5TLUeEZPl2b4xDQ(1&%oU8}pA8<22NpvGCAUXPcE}68M?Stp z_>`Qd`|ZJI#+LKK*CExyqETZ=>fV{lSUprnq-)+tyyNU=!z3;QE!Qo}Lq*#fm}-KN zeWk8(K6L{}Mk*HZYhv|Al4{aXw%}x(*G^;|zDP0|)mKp8iAOCXc2OIy`vec$s z=MP`48-pwh0A`?-(mqw7-Dl*csPdGe0l_E`*k8m16Rip@3-bFp9krcGjSz|f7Yxb3 zjCl$|V|2Rs9w7iYN^3YIxCOXkCfEDnsE#=px>`PFVA3Q%tC2>j5F;S584t6){PIfO zplR@;!@oEx5pXh@y?g)^lNOCU+mNRn-A24SBziXhZ+-fToeaVzFps^4JMHzjVA+t2 zTV3f+Do);x)sB%_?TpWgP}84Ti2Bhe5$H3#D}?8%P@I-?DOFX>%;pgD#$gF1ga?hi z3c|T#T^B-`c))vB52ZsoFd7Fl_LzRL^F2zTo+}LqEk(_1!s65E>?!wjx#ht9t=zy0 zDSHOWW^mX zVhmKS!;DeML5XCic7>XPQlFz!C@_8`cr~LZ@0JRoc@+afHf<|QPyo@lYtSJ!H&FJd zsysT&y3WYDf%N*F?nE}9NumP(pRN1z)>D#!&i6w?Q7|R_wmt%CVPHCg$3$ud5q)r? z025BIOw9PKu%eV{DfKnS`ly+5y^JY3I3Gu!v)G0FvFQO^A?cIls^}xvRT{FKIe5EG zFcUa90mhfw8DDouNp2G6x!hHzNk+7KT1`jwVeqJS1T>OZz@dO+ur0}B0f)3)1eWbx z;AzNw=}C!_S=<0Z-dvq>x3^x@hG=Yr)*QlYKQ56;4SG@7=jtt>4wHQv0BKkvUL)7W z?^FhdQEd2;*qLI+aj_<2(=z>`@mP81^;UMr@ErtR0)0njio6h9a^5}+Bizoz)?3_y zUE#=O(hSY72PnpO6u?ZJN)qHn_QmDX@_wnn<$?JeDrRH;$gvi=+Pvs^-{hPF|Cmc; z2pS!b(EwzR_qrnz5Q4x^yr#L0ux&w|Ee+a17zNVnx(r(Q`FwSY!YJ*N6bxN3$5IPZ z+Dj4&s}91Ext%^mlX{VuHh95nBVCx$;ye!5(-%WU)hg{vbh<2?3i-2v`}% zQ{|2>t9iD6jm9r&W8m~;jm>}cx9Uu|3L*_D2|`RtSCb|9c2#tXf*t}^Y6%L4utjz$ zErSu227M3!&mLfF^t5eDb;3B+#ZNG%(mhC;O4sdQ+i^l9*_*80##1GD0W24zClm;LE z5)$nb zXv1C;KSKTuUveLxcCC>wj|D0@KIH4u_$WsjG$WPU+l3iAR-KlpU_IV^_UY#w_HXu} zk$52Si6AGBmv7%+kbL;OA74}Z)K2RwFcb{=z{Po*2#nG@#f_&TsdeHPX`QF+WQ>EP zX7pE2YrkaHb-A(dy}+CE&3`(E@)aj$aKIL_()=$3WZO3Ara;WuY|G8S1}cM4otZAek{R1KG0!~FGp5nyuw_DiBZ?1(-g04B%0;^ z?LK4dJ7)``p*L2jq1+?@nZC^`=gMk&>jMh;U*oAu#x)cU6$>m<{2QFEnFx1^k@!fa zLH*;G1kd_T5?s(o;JZH%b>7+tkw}J2qcv$Q!9H$dK5;vJEeduOv3q( z@e8rXff2mEYlmVDG<36koB5obDtd|WwA^%iuOx-& zt2M4n&}W3yoCqEPS~igy@%A1KH@hN6YR0KrZ5zS61e~mt&B&`oPPULVRWoYIrh0K#o4GKE?^#CfE;v2%EUVe zN0$TrU`imOUyv!{;zAUGGQ$!m)Zx)KKc>kx#O#5;pR>`6xhx!8 zGS1D0mRi{v@Cl<*G9v_Xwbyw)6t5FR7`L+!mmX(aKK_0WLLP7h_$?}p>SP=$0-Zxx zjI-w-+)5r;VO4dq3qnss%7HeK(&Thf6qiCY@h=}y2gc%TsNJEoj;a_fTFT*tK!2?Q zj`eLg9-5Ln@E#U%3m5GlnzULHF*7et@9z!{`%Zl|2;W%D27TRjTBcM58R375h_? zFNYujxrw%Ryc}YrrX->Kcfu^q_^}EpR{i|LxU-!TQ(yrd5p( z&)jJ&G}aVPlH)_V-M_{%J>`MYOgH2)BaJ%s)pYR~X&`q7?*cnaFY@50Yn&6}!zoY2 zqc+vkCx3&3X5eTycCq5=Cec3)NdQE)QoqpjDTY;C?|7`K;5_wStq)@-eHQb$ku!Cf{w#P@ zIXAB#|Le^3$tRDvhP0J*b#B?AgT_^Df&C+R6Z z&tHHc{%C>zTyc$<+H*yKCPq~xt9<&`lyu=BwESt; zv3qoe&=?fULcVM{4kFzWEliGg(OBtaz5L ze;0d>`?s!lOxr30YQeOa`8d#KOJgkML&6I(^1v^FcC3fP56rpY?u5kO+yC-RMfL8V z*eR&PXV_IliS9fBpcy}AgiYfaSiTlNq;4#vrAz&}f}_2&(0X9Ms1|>9qTFt~p|{r2 zQj%Cu*g403l|JbjX6Fzr%9;P+#ce_&$P|t*5#&z54ZZXySqU7rA(6|*OCfv?5$0&r z0Mm;+Bs@rb1qvoT* zYFo2N6j?=mX11KMj%%AKW*9nKMGs$2jX{692|5n1mphh3LgL&cBBYVe$SZ zrkgSAij&Yn-0j9s2&!+)7+0Az`j`TLepNzH6}hQds@L~uSBR9Yh7JxfGc}xa8U2eL zliVca1s%ZHPs3`iSfRzgu?S9Pi$4BgFKkdj~Popv$=Fh7@qAlfr?RH;hZtTX^6-?wcp%nqmv z2X#&OR#2Dg)KfZ6o`6QUTn?mdCTdB*$1gg-0^^2E`ras^)SvWqkW1QWrT#ia41Ppj zG92~cuy`Dm%u78$)m852B9%4V-L$7%%YFrIa+{3c1Kqjm|HI&ggWmk>w{nd+s``AQ z5C}uVIvrb`xdlZ-!XINi&PiU7of5#46CE_B_NfTqfL%UHPKz!a9!x8iv(R3VBS~B0 zR=0mo-zOLMUeWUNBrzWDbnUZ7i9xCeQS{DM;r$gZqR<&S0b+UfKaU{jDk3V>LF{$BGWp9 zdKm>N^JgK6aN)~Z=PZ%&60%DAem9|c0j$djABR}tkcCgp14bsz32}^(;05X(3;RRe zFq#YB;E?0+QUq?-iDG|0LMps9QUbM|T!h>`V34_V(QNqbC zAbF`VP&*?zhGCs(<%CgSNKN2<_K0?H6!ixKl9&nesXpeL6{QXsnZ=_rlm`ZjBObixvi{(2tp{^LZZ|0-!ddD=HcV& z5#gIHc_Do0Q8%YP?r}6vFEvlYRL$Da>0S6rtQEa<4GZ2SFsg=)aa_(tPFf< z^+I%{>yq1eZ<;%0Iy*c>VB)Y0Yg%^GpWYFqqhOSRF5HiA)xOo_gS3ZT!`vD~y>SnY z?M)%c=M&_p?@Fs%AEWtZ50sPfd*ew4H&0lYk~lI{%0?T4dxu`E7%C##H4}N^_?M(` zFYHBO4ZZu%Tq!-VvLj2GpJ;qRNDH9@4eNifN$b%OAc~`RPM{H>pZPSlC$T~JyXld2 z$8%HIhg-mV7n2Vin!8v+FK-!||0UgGGg$JEXGTjjl`5YtY$0R88CCJs$prCdm;bb6 zb)=msYJx6g`gwz9ZyNoqR?%AB(pay>2%JNje$Bb)Wda>e`F+TmRd-?;1aVB7xLA!* z+2L;QE#@KD;2uHgVZdTvAVa!*Rvv}p3<73J2?u^iNV=ui@6jGmcRJ!_`ChM8Un10)7H-&?C_nCi%YjOBKS(mMCCzK~#Vh1K8~3B~4Tr-%KYkrY8z& zfReNl2*g1X9Vu{QS7vhXr#Ka?v3P4KD_0j< z>NAonKI7on@(u@rV-88hj7gi*jL>oLNBYt4!M{?yzCzZcshc}lQU2ICk5XP z>E{;kv7_e(@ow9F!3?7d5>gZ&XV&<>R$ zGw1yGhs$J*x61ip6pl^KO#3=r4^V79+e;nxe_AsEX~uif&x=PrZf z8Oyzsi?g`qd0PUcq+@FkA(Nn`|6^ojT`$gX1U8hdCX>~DR;X7sR84iXJY9p*NCK&O z*JP9&NA%3aPWM}|gbJj{Y?F~!O669L2vOk`Bvby$dJw)bR2w|Khs;dOIXGso^FzkI zISyMgZh(}pJj=AHIc+@`qE4r}Dbr5%4bvgzZ?D%CEgtbFGb82d~#XyT*f+Bl6b>9MTL$w^XxbL;LG+bea|2L@gA{wO|cl&>Fo z)=KDwOzaY?e+2*gqd%gl*!s0~iwUd~KVKs#_VgbZDlJ#X$F>qp?r9s1nf?|55~0Zr z7B*f|ClhKe9b=+rGNRoRJ0>zwsb!SiB(c)vdnan}I3wyPUiF~Vl)QCKIk1urBh8!6 zRoq*aCjt^^aZ+#_&7yP{ZZ5410?us!|{l7Xs zW(->imWmo;PD{t)Q2da%MfKw*X26dutUUtwS8iT>0S~hrbl^?45Pb&$PGnu)m#r(@Y zHlA6yTMrAApGGbB4v?iT^S5HSc^Df#%unVJ0pEkHNQ-cQE`8)y|Wr0;}J;d^hWS~hy3M7LNa6X|RRCgaQ|1U+#eP@R5 z@`f9Vd#p@YKV&QnSdlka$`8_oZVnQgrrO>RQHfqd&k$X%Wh^O=lp(W_gRM2U;cq*Q zR+Kqt%S?f8^6?L1ou_rwtIq~08==o=jZ+4&(?f-AK_GS;vI6y@ge!30pW0&Dhzr&} z-d`PN-D%MxJtRZt#-2=x3aG1L24Qv+6GF50LFRPhGN1!b=lWQ%AkF`NHlKdm0!ceJ zz?+tv!T&MU*dfR`2tPMD-si4Lz(BQt09qmTUUUuQ?;OFQIAAfIO+>c*Z{RtIaK)od0f)@sdE+WRzb03o&GME^*C5+$Et z#x+fiE#?Kq1F;YitOl_SsN69mN2jye7ABk*o5erNq>@dM%AcYR@;jX@CjC~$B8m($SJ3FRvxVR3RWi~WRdf5iz<;Z=Wv4Fjga z)pofso}E&?-T9COopxru`3O3IcY78HXTDR`gOws4**UAhwjCeIk>k<>cBOR7N+s-B zY5@8uw4JVA%fOHDU7GL>$|K0z=7(_mYba%dPXPZgVSdX-shc-&oCd9T%o>+8z0R=l zE?fBZ+vwaA9x^dE&w6@f1>_~yvGQ1XX8vKrD|gE?>#4&r!l)otY07yra;YEERU_K} z1zOK)dP+AG6I@Pz1$pkvNvS4^C}O>N?U_MLwO*R&5AGd zGI6q$093*kO?+CaN~PpP86+SY5qW~k5fI^N*ie2cVW?d^_t0C}2*rn}rP4Ui!pVCn`P_gI$BHE)!~-WK zLMB)&gc?cR2_=C8z6c{csD@DqF*-OB$tepchha(+mLMKL0!R;M4W1!E84D;^DUcz- zPUi$=p3Vu%vcLk66D)yLI(Q5tCRiZ@Dq$7+V6hX#g9$+vC>w+Xj<4vT#3v_56`z)h zLIT3h1Pths&y_|6J{SuLoHiC36@hB0fN+w*JHR*xCeI3vUJh(>t%W3&I(sn@V#o#t zR)l)kq|TG#&{&aYBS8m*as!FeH4sn&EgaNUBpyxr@Q994XGGE)2R7`10g@wCaEnKU zq0vH0j@*E5W+MW`L~;`#CX@h_2c;8}!fy}~JVJ(Z87L2&V&Y;!N5TSPrW&1G@Owtg zC{hPZM~Z|xL6d|Dir>>5a$=j92h?_SUseFHVi_7Bqly-2OWiD z@NiHVRVYV6h!G6bNbbzD@L&sr(Kp7gGjMTl9S}F}xr=t<^Qo{A%A~+?JP{-*31C|E@uD}ROk2*q5Or%0U$LZu^ zgOHFZG9-w4nP9PX;&?b9r3k`wPy>QPpvqvm*wF?dVZcj*&&7Z^85c1i#d8EQ1Za>- z4FH%$kupJ)hk_jNq{e~)E@ok^Q4t6+*^zIAJ~zN4LCTH#v|=2W9Hyb*F=K*K&cl)( z&h(LDVGp9v2g?L|fS5Q*8u|EKNCbiDN-_)rMoLodH&P`mjhtF44UiU2u1x5{Mr$pM zs}9pk2TKvj$xuk=1SLi|S}KnY2u>mZCRnWE1yn-6&+ShbO| zVhbZ>#q7gn#T+o05qUyX7yu@uL{WTND&|07It&sJPC8sz$ALvb)lgbdP(3I>u`ml1 zk(TP=^sqr)LkEXQBjUk?BmKCG%!(aKs2q!N$b-YeRKYW3#S23RH74T(AsR-(2MaqW zlvFAX3f@qG6xIL@4+;`qVo=y1B!E13VWWdlP*nsFm8Mq7}WsJFkyO7|NaKnL1WW>q?%!!v6I&^_Y0X6D;6imFtpwJb{nc)aM7%g<{ z0RW{Fj93G-R2mwl69fb&mxqgmnHW?y=_4u*9t;N-yAYQZ^Gu|y7^os;#VQY%73-V? zM0k#Y3<**^n6TJGD#l$*94Q3{q#RJe(NaNlymatEqhVA+j>dur2ZaGfosYtsii3g* z0aHieqQPmQV-Fk<5IVZ>XuvUgKml2>K$1~;WOPtui^_owD_Nf4ONmoLjE_drg9(lq zj+OE#a5PjP1&ky)SRgQ+Da4|n+CcmVa+2Z&R6>c85Q{-*%8FgQ!UM7h0@IlqDoXes z7^mxCfs@GdDR2^b%oakZ94VoPMFaxmag5<06Z#C;7jY=9D5&~_T2E*z!;*oH7>JH% z;X(_?Vh@XB#i4Uxq+>#HU}WOqOi)&qHN`?wJPA^6qCYLwLL?`b#7E@8AgLr0^uPpV z9U-R$3LPGWm0aLa$RJ?qC=eL1z){#BB!qM@04b1wEG&fsDU%P13_5TyfJ;baK7cQf z06@xu2NWMI3=)tsAVxa4K}dKoKtPL!$ODRWL6sFNF$gJR3?SGf3PPoWF)k1=BZ-#| zdO(a)cN+vqQaBlCA;E|^C6s}Q$*49k1vo|kFe$L3%>a-)PlgN$Ml5uA6iVI#q#y!v z5XXRqhZ6$Rc}^Xa!)*h~!Nvm0B?z(D38GP_4j-q>;0IDZVuT0Pal*;cL!2Ojhwdam znP8~G2#-Vzs)Qp3l@jWSqhb}=;B%&2sPh2{K3AI9mMX(!@*FscJXhc(@_0HxfVxdfg9(WWiTtps)h>8tD z!UiGXVS|t`a=?+uiqXfN4g>X4LKBZtr<;k-ktj|Re_%P-0F;l@4R|rYNmBxmma5~z z#L1K44np)=Sjr$+kq4xK#OXW=P%IE^SQw5)(Tkfl>Erf&=swZFjS_Cbh?yuT& zuS5_+LMl<+FSl*52+AS9&F{7lskmo6Lc{rcW5To6J+ zYLCy14G(eGE9kTP?o1tju_7eA^z-JMp)dMU-H>TDYu*2U_0MGp2`3L0goFu%gw$Ja zW8=C8(bXM&-M^pO{o?X2bdYmn>N+#BE^`nTVnN{GfZjJwR+{@wNbR`r)@ z{M^%6{hjr9nK~LXuXQdiJ>2)p_uT)5ZQc5Nthj5DJK62-m${djf;6p-Y-!JZX!~gk zU2(T9S9=}%zJ208+q%ZvLwo(~^}P9=%Ad)9>m5Ow-tOn!OuWT=tn6*d=(to9r0LJY z!{gQl(feHf@R4B9(00Hlt%lLbGD`yfgSiyLE_e4xv?-$a_clo%wOjpFg$_#^* ziBM>TK?_DG)PmxtFdi=tQYn&zL~nL3bRd9`fRTuQednCNR1+cLMWdPfY5dl{_RpSw zWiEcqI3SsrrgJ8mkfv1efsqkXnMj&LNML}W>72#^At41rV;WnHY1B?*i5f%H9OxXZ z5C8>3g@MWBZiA3uRljgJEEJ=$N=~P-fN?rw8Ia&}OXWU3DVvFl1fvp`h7}nSY#1$r zYZzb+aDp6!Mj zNH{@M9w`_@9lTc`oa;N~s!b}v~ zQf(Y)`IHct?ixHpR-2EA+=XK?k4V25;N**dc1FR+q=Er-%OO-uu(NP18-xT@2}etH zCMYXLx_EdF(!)`_Fr+RNvO!3&U2s~_fB~SCHjGLr5tG_v%iu<;bRH)IZt^i&;Kb}` z!Gg)C7W9FWFcuFNCK>^CE>LuI(UpR$5OK_O6gr|4oQNs;oM>al!d&)cMdSehY$Bw@ z0cAW+8r9~bg_8*G8;nk%MqR`Q#-}qtrsQ-S7zh@E7*HTU8lYN$BoCMYGDt8mAQ>Tv zG=WS$*TGOQVU;8h0xvO~z>qi^4tNwek_1wqpumrU2gpGRoQG>r=#W7N4i>d0SnSi; z_$Z)O%A;@qP{ zfPhSiq+!M+O=L)xfe;C-R>|o`1aJ~00DN-FO7K|Filw7Q%CM;$LWDtNb7Fj zT}PvW0dxyoo*}CN2|jnRA`i%e@wpL|64N<^L{_mC#a7k{**LvuO>AW#lxGA~!s_E9 zvtkY=C@Y3y0*Odl(!+ri$dKTNz<>s1SlOtILB={%9F>ij2A>EQ5kvt}0gh1z2&se~ zk&r}gq)3i5Q*zR%9*A&K*FfQclckpl77O8+hX7LM<|86gOtK=+dQKMBGA5jq*kqhg zWGsLTv;a}(fx^JdDgb6GOQ{^njFrr!LS{H?gMt-IuyjgR1n|qILB@$mDwJSKs<@<- z*oaGrOJyJr7gb4=l*(YR;zd}JQjMfk)~UcqIYk-3WI?BZN=2!_O2cS_kYLey43yCc z1`8L~+Sss{>=%1lZI zSSc2^A$1^WqZKnLA_XKFjFU#?FhWvr3mGAa9K}4?WJ80h!AK;fqlJ_eHtHb01}QfP z2_uxyg_%GpPekbxF}mmx1)hk~CbTFLYAFts8kkZRECT_E&}e34;&T}?2{I}V$_XcB z4lJx-MU!9zpy;S!L_Nu1iJ*8+Mogsz6(kb`I4>QEx$EIRF5rfh00vfsY6& zMkNBDSVlr0EC$gI417eM1B$_7pwU*=z#+t91Qt*( zW&r8o9Bv&hP9o3xa8x85Ku#i0lW@!o1P00|$Ox2TYCurHgOplWP@*6yFtI@*y%^wR zlAx4E1aMM6kdq`U6%RJa;cO5RCKNzUFhv2NBH#oMCXSj65hI!^eWsMyhlb2TC9-@~i=<5>`~894Iyj2_Fy_l?NTHR6^Xr0xR;Q z3xSNvLm^V#$br;tpiN-}$0P0wg2Xrwh=jqs#q@2czJWH~TQ)Ly#sj?Cf z#i_(II(0%P!w@YB5y?md5h^hqNk|lOa8NN42NhLot%=WP;T~LMRvb`U4RC_86&cWg z2woUauEa+(EA~Lz2q4XSZ?c~G=~_jQM%VUK6CM56Z#(Mob^rH%+bPD7G0ML*+Dccg}^%&g{&mEAv9y{=d&x`T4fjKjP=AKHi)Ar6Kat z$Lqvj8N%1Mr|fKtm$iFY9!S%>zj?TR{QtizwOdzl6Y&=6TOZ;dvim|ikY+9Yd0Blk zpZkwjRh3=!yLqAW-#LF9+MBl8(o1G;1!>NHwe{Ckb$N5)dz$7gwm-XNmb~oezPfJs zx@zg1js2Pbm#t^Lm@gUIu5YcIzNz2sS?aG(R{OhTHO1@eUWRD9zdS>%U+>u6tk-(o zPnlco4ei#g+4h-z?o#GXbW~)&XMIdSY-ekqn!LRCQycO0*RD0D z=PfVGx7%&>wYabBsC{j?kljA7J3U|j*J*05-kSUNLR)V)zP3wjWIa?gyZ3J8Wc^#j z=I30<|D2oYjr#ik_bV^?ANiYq)7VeVbiJ2xw`1Dp-~00BOT)(BW$SH;ZJqt=AJ3e7 znS;Ns`Q@G4`U7eD-Su`MBFOA^86BB@X@fL=_?VCVkINfD379A-mcmc@6bguC#Zf>g zh6>tLE(ldvIz?Adj8SG#N&-Ofm>IxI0gYk>DP>cMc`M8;3qrwskV?CPQdrJFui~D< z?hd4x0jw0LG)MpkFf#-Ou%g1CV&w(pqk&Oj@UgPufTGeELPAL6m+SV}=Ic@Y(ANyV zJM;4Rb75wl`CId{uinqZTt9bTkDr^S%WL=CS<~!!Z9n=gchvXAXWUG+W$#zazHRr$ zJk|8qXZ@wlkF2(@hPVt*!cZFjzOV7# zCH`XW`|osIW>d7@_D#O~{9dNXWd6kePCY(6)LhfkW%bSc?nPeQOzd3C*Z956>-e0} z&s|N?7xLX{tD+{a_0wz~s=L|0E`=T<-^x9WVmq%RDz>?$x4HG%33*wy#gk`*OZr9`3Jp&GKvi-?#0p#^v@l?Bl-Gt;xey`@{4E0ciNtaMjGt z`g<8d0x87M5j%hNHuEfhp$tMo%KiDVn>E)T=c}$mNJ#CPGT#60?P}*wKR;gY2nnfk zWoy5`!-cQmG|R(tJYMsqukpk*Jm=)a`>%^{skRhP^XQ3gzxZXCZ!zyzx+dSV`BZ(+ z79%92);asz`PQ%cY8#^GHLhcXgj7DW>+{{RuVjs@ey00!~&Efeg z=VcnM`!)Q=>wV+pu2J8A#zQ^c<;;rA_UwL_e7H>W>z2&A_j=o^&W%g``>*pJJ%1rz z>)CyJ<1h5yH*G%bT*~aXz4m&xcrTsxewXHQs_)Y6L^R)Aw8c4cdY-y>&b%5=dHWZe zRdKQ1Zl9haYT{zN{Q(@8Mef$TC**@ z&;Qo6Ub)|PkEfj1s}K2?F&}>$7vi)2zxFpSKKA4MA!HXH|;Rl`+aq5{7eto729-agEVi? z`)-!*{tHJA_0tnk+kN%pGP0%iWv*}ZKJPwVx@`B{&YArS8-$QRLK#kXYrK`-_idQX zkGR&^@NpaaZx{Y&+B53)>9Tjc*KgBAU+prTc*pE$-b>fcR<9l17q1%Qt=(haQs%|9 zwuQWx_s7QEx_)Jno%a@BO|koInV;L1X%g4?){=SeSToNXc`x7kGV@Kd6;FS=ec3p7 zIezQ5+cEmuybo=@>Yc~9x)HCP4_7vx^LpY+Msw9;)4%nL%gcY6*L}*0cf7RS`K@z( zQFYfkdwGk279esK4e%ke?uk3YnUf;F#<@{>zx5nm6 z*&f-Q(N;g>=e4a%>7QAqp*|w>^Q*19>|A!c)Jxqy_r8^>-1bJkGw#2`>uu%t!{trq z_iJ(fExMwL#vgx+ngvJO*jB@BVdl>#aA=^t(*nUDujvc)OZ2o0-oYaToHZKX&G> z-b=)HUAf1c%WjcZn|b|p`aA9;^4i~PJM-U9#aCA4wZ4dYX1vb#l$~>(sx~5KiXH7X zx9!$0gUpg`-7*LvA*InwMb_@WJ6>JyYM$EWu9m)r*Ll~=Zuf21Hky69EB5i{zui6m zC+_Qg^WL3{q#2@L`{EGXbT!@Md&KtTyqTHnk7@Rs$Gz*lf4M!|7Avzqa(9Rn=adPZ_@#ZLKS-o|`hKEpz2O&BOn-?d$!! z__@v2r8eCkuPtrurCqWi`!Bn6!)L_2#Kzon-Q?{&&s*)hz3!HrZz~-=*Vn$awGDTz zU*4)Nj0t{qQTo<`rbyE}Vz^`-I=-yF|$d9L0n zYBz5#O%39;o%@;VxN#)fYGl=gn3>B^`yN+gqxM42%`@%2^XKKA zkN3&%)+;;zdEM~*ua|S1uH`l_WkzSdGr#rUnuvb7xxVb|%@>>h`8qp1d%bK+U;Npa zc&>=-z3?+_Lwa?45!Z5^YLF9CG5a;wYD(=j`#2vL^DbVq-M!*M&98E!E_SXz=QCWm z3ep&-Ip*3$b$_(aG)qQYu4-xNnuhMnRJm7s^B1qBzPp|CU#eYhTIcgO-}2V?x)9O!xejA2)jEulnt`>RMuIt7>-Z@)p^?M(bDCTg=_M`;42Oo4HI8q{z5! z_PuMJTg3k@{h5EwlvDp06dY-OJ{C_jWTWkr^xUc>+0Ftx6Fr(pX*)!E}!w*({XXvKj(gCvg+Da-)mgo&fVU1Hoj&2 z&bRl>MBkO2*M_Xy%lw{ialS8Nie#hr-Y-Xc&NpP|)vM3H6!CYJ@pio;Nb_l` z?)$&Edezmfr??&!^l6s+dWUG&x7HO+^Rxe-(HEloG8?XTY;QN* zb6hq?Gt0i^jj5TpvQardZ#}1{W#*xs*)uY)#kJHl+jU-_$GFV7He1cpPklGJjTd|6 zr=zj2-dXqRPc1rrue(z|b?w!5ih0V6kB!HO?Ao{N+>rARmtMR2HGUr|F309I?Z2g% z&fJC~$*#-W`ORbmPPZC4}uv2MTSEnbl3o8Qoz7kBlgskgJ* z+rmBPeZJI{hpdjCdQ0=)eQlrJZ(kp;FJ@-7{xj}&M$217U%i}cZ;xqhrIriDSpj02Pz0xK;X zDhy03EgX&MAZK>gm(8~PS_I&df>|&T3a!Y*v@BR)3WZuwwj0g(*Rp1xt-b$N&6cHJ z*Drz=(H{MhKi6usAOFrW8*Qlvl3%Dq_Vb7=3}P6@A;lb&X0#Cia}x*vs2C)Z#sm{t z8LbBt00dPsA~-4@7#b87B05$`8Oo9r1VISHFc8B)5X4}da|{~m1417Q@g%IhNw`@z z35Nm=C3B4ftRlM)K$2(jqJuCYckMcx+*}z4W3HXg{Lb|9H*NLsc0Nn82{?ml>hy!_ z)Bcfp+ADxQgfkCX{d3O)`b*FBgR?6?*h70IuwS2KmG>XcJW%z&z0PFbO~Y| zZJb`@8znfw@CU8r`MFGiRYv>4l?JhMCCPnfcvtB5*)YW2h5s9vT19SCVu`se!XafooRaW5yzmE@u_3WQSr+fU)dW*OKNkF#0 zR}pK#4Qds|v6D%tmrysbK9Are`%?3OWcLThm?|uNCI1Fhdr0rTE@(ihl4%MU4~z(| z$V8^*sHb=X%Doy#zy4-?TE&}aSfK<99@y%5tE6b~(5TBMEK zm-0tRo>nvCQ6Bc9IZ*#|?%vpQzJxkD0v)I&OLM1i9>GFpDpR2Yd*u)S4D~__UUTCk zsxQuPI{YfFB*J@<__%YX>Y*ez2Lbt?h3R&8VCr5j(dY1e*jVoAL=_UtLU8yBU${SQ zDOxMj*u$aYFx$vxa_Su48wy$JkWbg*c^0-=7ZF#0;Ts|-H#`L;z3i2?jM6JG>zdG{ zTA=BFh3#VuxVjW=*`hq~{Q;}&le?kHRmS=OBYd~f-J!7ZdOm+I&sDN)K4pawSwnPl* z=iaMhEf661Jo%iiIZ(jv{JnS4XTtD>lVYobDn?xw4BY?xJUpEd1Yeoyk#2(b>wftX zK4{oFcs!2h-l>9<{_ylA>eVf$Zw=mudwmEakmt7eiD)V?4(`sD!E>}+mPFmh8q3s_`6=X=|kyeBe-h2RAI!f&~j{KFM ziN3NU_l?Rsw}3^c`OEqGI)Aj=6}#_ZVYIAs?@7<=J!H;N-=%bU3E~uo4a?y`HYwuM!L@hh>XnQKkv^KuQHH_@Xy<8 zbKly0Uy_*Nq+&^D^oJ~;)0NXGpK5eET;|b$l;@LyU7Dr>6SP;(`8ZPzBXiM%?`Jwg z6}Ozb@9nkWA*G7O#dYG?*F8$va8je1gAP9J8nv_TDWE_E=zYozG0OGB(!pT(Z)-tP zz;y8c)HjP#9_ngNkgWv`_KW{&|5B+y?=Nuz6Vt(Bu0L2WRJ^cS{nc+D>=08A7<(*u z!|SU?2yx<35hwe;QAh{d92qSjkZ_90kGL4ET{j;sBLZD&C~%X9p_McgCh5y9p8atv zMrLiI?|S28(q#wm+s1b?LGJJJ9Ta$V(s4QF=<8WcqNK7Y%Yst}_MaBm5AIWCa*TmJ zgz6%PXb+|I%wb|X47T0nhk0^cn?gdd7<5e488WzM%hn}{f_-4eRr}pPnElBK0@(GA z1CzW5kf*I^7-cToSTormDnUv4QTZOBiGotaR17=S^S|IXG*x6o za1?Ry1rEF5>w@aF-Nr%cezxvo739!^hP6h=bE9 zjGR$x+d2aF30H**$jN5p>nQbPF`rDrt*aQh0qg=|g#j*nUx{SfUd2IUnU}Lsl~=~~ z0Rw)1S*9v!l*RM-l4mxRbzdlT&R=$nrxo^OWFRTMBiS(s+a^aQvsZSpcqt;l6d*VeNWYRFb(SkxfWUO-#$+(%Jyv=O zSno+NFrK@Kylv&v9wr3&nrau``4CDs&~9x!t$sfAC*E0zJhWiYlX`l~A z@3i+m!12EPvi_gdMs_oZX-`f<=nfO16Cax7i4+e)SELlb?qk=EMNODtU>>uP+8Fg>`RcPbS0NbTMY)%xoX4YYFC2llkU9r-)nBREnI3l=TGMD@u2rEwdZS)J>#+hhAw! zssA8`i=B<=cQY5#mHTE!svLn3KiDPu=}a`rus7+-!B#c(iD2JSd$wvjSg8-9u=&_J zmEnvafv=lDZPjrr=8_G8J1m`NdczPn@jYDMr0am^g@@(f|0*+hgdRn?cWGW-0_hW9 z+olIb+O@%ZAhUWd_rcBxgiXjjIFO1+9m+hVMc|od1cJu-S!4jP-013o`7{_k4AnoY z%eqw((qhJM?+9>TBh}OyNZ)oQAaugZpDEZqyUpS+;j2HZ7VkuT6%fvJ#|>TpOZ8ur zsr9W=1%yI(PZMz;D7)F%LeGVGC+g<{aFZJu@k8o8=K?DBo(TwuZI@3{P1j$GCP`y! zW$%S({U9>|AvY26Bt7%^%=^r%ToE#Qb@lwE-|Ril=Bc;7&olv{ZXMJ~639M+{+-|T zGSnx~1H$(TeZB})KnSsu#DR1dJ$BiwHF}@;%ix2EzY_^iEob5Z;VUUM7 z(jDq|si+(e5Z2`SClS&={UX6U1x7j|g9T|qcpGmKSX5=OCxkK( zt*z2Fluez6=h~5PL&5nDK~(Q6`@n_*Lw|ZdrtjE6X}v4VsAUmSDJdL6;lmgV|Ne0X zr3Un*bAQY5DA=OJSG}T7ccBfb-lA-2K9Mg02Vu@uG@@|u{v&xb>@e$P;WR1BkzA>_ z!AOq36i$1TlK~qXCiRplg`quxmcA5>)JyHJ+1WlG-_zusbun-tsz|SVY#V4wn%yWI zUjMgo$b%rgmoQhxB9l^TgpSRgUj0h}2cn!j>+l$^ShtXEmF~tW;5EunNmFN^J34Q`{_HzLbtCv&$p3ATNPHG7vwa| zMX|SaXeKE?h90{8o@LnDFcik3<5Hn0CyNR$B;M{e^one7Xj9etm=7&G6H$)EVPZB= z`$;*2AeX_yjohF!*f}05DKq&e?iHSUI>WHq$FVd@yP@M>>&ru5@vVNsUaKjcT2;`N*Z9`c1k;-R2HhKdQkBo zR+CVNFfWM(ipSr^AQ6#{YGrxsPVC6$9Jl=1^C7+mcTK>BXz1+&u{>5@>nC57C+XzXXX}m-w)Zdj z2qEg{tGeF-$&1nDGMh6uQ~-I@@7yyL?y+fR#5L|cEpeZm8srBKUaPp{9{phtYCG7o z=7S9$*F7Q;#gd3C%6p0)M2Y(cy+=`yS!h9&=SK`}(fIGTiRp6gKg`6(1p(r{BDd*v zFB1ofKHUqsk3RCUK4?0v)TT4|PnwhJuNh0`jwD?7S!Z7H-$i#&Hgw-RtjXvWG(o;_ z_$)CnzhnElIsE?V7SkYoPnRva5&ijgVHkF?sWt|6QtL+Y^7T{K`B=$?=)>1;*a{qG^%F=Vi_RD2P@)kvDw-m`KUA8iWGBtWDt^tmo4Bk7QoG=)CNg#z@P z+*+AFNJIC8Mt`#*BKGVVR75&*7!}EdpD8Q9AcQ6;q5CgMWfvkEv^7+A6T|v7WkFDx zZ$8i?##J~_%|e6%M0O*-jGh<`u;oNaeb%wUMs^JU?6-4L zz@ty(uM$bFkcGY!AYzF6Cg@(VI5sUo1fHB7T?S5(bVoQP!_epO7DKRd^WfC>(yC9S z6f}pteCfs^aG*oPqrV}$4D>p4URVW{QH)xTl{wZ?tgq-n)_MG>)nLF)E>uBH3JU9X zlkPQY%c7~|pDcH=i(VDK4xgMHJIX6fv^z7Ad5uE}IM8RjX7TK=xLJ^ll8iP|Kov(3 zVr+^^4W+Z{+z5~+Q{jKwC(KbyuN~(2EY&T15hQL0oig)=4nCoDlA|(5!3S)HieyyU z{(jV6y&v;F%b1tuvDDC3%6_yor?m4$_ARBwP-?MMdHmk`2s|H!4MQpYWWo+8690`} zhzufS4$@sgnDc<;&#WznG~NS2)O#7Blv=Np*FV7dydsEJ=(aAyG6##ocMXwfky@hg zqv;J|p|xa@d1y-(?3zQ%Dvm@~O+4S6!XpvEE`ZBe`N+gzBEBtzNS2C0NJCsNRz#4% zryNG}uHNFc-JE4;RHZNotH@T48?#p`*+=GWOx-EiDC!#^#AI(X!)X^Z5vV2SE06S+ z!#Oe@0P%F38M*+3{WWLc%PF2)vSrP$zEWQQ4QR;<$&c<-4dsUTZEAYq7xI9A(dk|- za(phJZ!E>A3Qba5#qmY%7CVRWWWbQi;8eD;n<*s$HR>}3A;G0aGvfOe7fct0I8eDe zi13i7caem6T<|iqvfzyf*sH5Bhl7doqLvm@GM%UpmRTJ`I4o;a4=p8fGM}Q5PB?p7 zrNy~Agr%U2`X7b@h^8-0XdgAK z&I;cH9UnkrC4#(-KdC#q$equ0_KN9{Ik>-gzRQi8O&<*8(5v*TrH3a z5gbz-lYz}OL3j#y6rL-2mBh?w$FY2^hY3}o*AM=RQP=a6SBSQLK{-?DDGsJXp6kv* zYOcA3I!KHatC2th1#E=qLa5f?&fufykjvv^kyY6d$;^v6zN4(d2sd5#Wua%DFOGg( zCGDxcd#m8!O!nfse~19WBU#I)2!w^>~rO3A=va zzmhX`f-4GkzkhxAd_w2xl!&$G;JSsY|47~euL=M^qKyvFFl?x;_;kden?B%@I)Hen z{diM?K>$H=ae+E#Dr$dD`>Sa0k7k7x-B5988MNO=-F3}F;h+BsU#cgH<==m@P%Tuz=ogJ2FDETub+Bw^eA!Q1q#ce`YqR*jQcAf*T`Tu;3RY?$FURNEj7lv{DGnK!4HYWo@`zSTBmn zMvzO#WJ0&4*3c%>()ME!G^}E8ljb%G&mdDri#jCMjM4@;=NsP$)i-Srl6GCL)2?Qc~mE%1{ z-A$Bn7SiLQc;uh&qwCa)sN+I33FF?Zctv-2+>L;M^~L%^NlLYufa9ZWUsN##Kc6vK zEsb1aFWMG-e7YJ0DJs_fh&yM(>JaVFS)tl6CBu12XF3K(L+u=HNI4PN!CCMJp-~My zmO>HQhNWsT8aAgW7QNJ%5W|##c=C1N)^4af+Nh9Fc(N{@(ZHcG5}n%90{>Wg_f0Ax ztRV`Hx-pjmY=*H)HA%}{)Cl7%4D9ggFhnG7hena0Y%AJ7^Bav;EukIZs7vMGV!xmdR}Yg#`+R6uiPLtS{g}K__ujIN5<;P*#L)<*VsDDIS0p~(2FLmd zI_!a%8m$>b>m~T8!H$Noz>gcFc8DUe*`}WGrk>&DFdQRDuOiksh*)Gyxgf;Y1`C(# zEwg%zI?Oz%UqA^U)%G@u8{-iFXNhN}C;$wIIzW5u?_?!@R40Ff)o|2D3X}bXWt_C} zP^v1vq2P;(LzNUC2h|sL4_F$XI~|tT2ul%Z)jn|%0mD>0q6Cq(z}zGC9wNfZl2`BsSAjADxMqX_@Rd?xeSKfJDJ5H4imKG%YvP4NelzfPu++ zgAqOJ6f@SeQglC?uNG4yQ4=M5)Q#LRRYZQbR8P;RF!glx+=T;v5WWkynP%P2f|y%v zUx+%in5d3gN+1jOKrAWU9jWU0VYGv+iToK9VbBUXK2(a*aBuN@{Yl)7b z6`L&R)-?A2;b+4QLNX$xW$Gl^zh^+VYqWPIzHcB*P~*0PA(nVaFgR%oXYldVpX)>MgpMj<^#wUH?`T3QNtQb>u-@&`#sd}T5%Gc{{-u>+#w7M2PEYH} zI%x7GaB84vMOm9DsY8`$UL*KfiwaM zW^{qB7h$Ear<^Y8xHX(z4dj6uIhN|nu6)B-_e(Pb=HhS~0)kav2(dk2+sBhCx__s zoBK6*mGvs_k*p&iNGrQ9D>wd>r!Bl}>0R`_No&D}1h)@h6R8!F1`;+xj94@i)*49P zGTEman8D@qcCA27SJ;egQHUeP%-~NSK>!4~0rIb(-t7xifm9A*`@q{9Fsg|TQ&9bs zmIIE~5Sp$F)GFUF>N->pic;U!sU|@c1)C?h}}JJrh0J11Ri6o7gn)(_6pN zjmJ(m3!laXmi*wk7RS;s3cjyfh^p3`v)dSsT!9re_pzw=hiDx34^F3ZM1PcRY$2oT zCH#u}#tc#bzzh|SVvu@m*$5LB>3H~%3bKQ?47Gax_V$>~yMWMGSE;CivKn)lL=n0< zTY%^4@D4hU)-TUPI({%zXgf%)@b_lFE+~#^Hygg>ATlB0pN|u!cZDgS^C2kk7`@4o zs=6pW2W*!miw5P*Ez$%F`G>O@q#HR!qcCBal@$JwK{w9T51^G&LMb2lZ}nTET}&p?!kVD_e=aCo zwRWQj;Py}~h2yafB&>piMGhPh6cuQ2fx`}wf1F9i6ft>ibD`(K&=2$i zy3nM{#S4zkd@c(`fl$|aE89eBPIE!Wax+;-I^e-Qa0t4B3Cg9zx5cKunlo!2x?lrn zk6dQnM~%!5(AX2t6=K~SrAtEd!uytiLej*)ol>crT5vu0k0>5Olp^}hbwu*@OI&my z!cop7(vN^5RDujy?j?#_Bvg`F+JBj>#WsXk^rYTn@pL;ECn)Y5#8Q-leh}+~eixss zz96%P)R(~eeAncnQ=gdixnf%mrM_xoO0vGP5&r(2`eL#^U-p!YPJJ%3J_tSq+V0d> zjP=E%0Y|64GwVx0lwmvdrDA<6=I*vr-z4jM@<~}!-(aN(bvxxRze42QmMRxolL?4#*lBhQ4(3E}Na)J@HpEN2-U#+cD-})Fx z3O){e3m-5hh8zs%*ORHl4&@H#z!<@O;bD*2Q$?*oHTh!xv)EXf-- zgX;+FI^-GgWjy+{Ed(wneK?)I2rYR1g(%#C%q!H2T8J{iag*GUIRq&b0xDVXr@R#p zn5ql$(5VLF4FxEN6e5(#1cxKZ^#l6bzv79dWN8ed8o;jBm+Z#&QGpdn?;N--|9gjD zF^hG9#ntSPp$Hfnbh@H~k(T{CR>R6@&qDbH_*LHt9jftWAMG|#}d4!=xfmFIh=$}o;Mu7qfw}`LQFLD<}6M#2OGEM46 ze+`CfzWX%Ey8|}xYb&*>jXPZFSfb(1Kp@oXWJcx$Zx?_OIiKfeq;w=W2od9 z$15uP0BvKuX5|=w$Y~-+%V=Xr0|ZErW8?}2Br6+(Wy_6qtGJ10RAWCILmU}8^+Sis zAgtS}U6fcUNaCP`t4^Zx+*aV5(3l5)mrje=3I-^0e2>5Bt?|K8nuK@opDnbLknh}F zCoy`J8l^85P*)*hi^f0gKte1ewiq0L+Pun8w`oO@!vi2qrKOS!tx2)r#0^xM=3xq~ z=_HQf%D2AX4ud~XyGTP*1-Lx|hNUGcq#k6V;flp}nR@mUlM0ZQ?Yf8qXM7?>KuiDI+$!qA0MSQz2Hh%o4{t3hw@@eDlhC5B z5H{Lu%i}f1*lx>Q_$8CMqOUi5X|p8b22Bw_J*Gz+-&$ybI=(z6Y)cj42M&lh>%}t9INAL4n!FIl$z1svQR9wpR9h(Njf-{^SY-j_o%F5s z$B4U*2+~WofDn|uB2y?%;);hLAs#2)3%0-)bTbj;c*)kSKSu#Lr9@cPd>{l@l9|Bq z9h`UnH%un%We>?6LMc^{bQjFB%`>|WPx6|Z!K_UbqLa|=#WOGg6k>p5VlWbgs>YTA zbi}bLFc7Erm(#bh+$ALu31p?Q4@(saFU{1V#bXzJdTGz-nLh}r>3n6=JnB!3VADhD zvMIFsK6!8cy3<|5_DwtRB>L84VOB;hZUR=3>?8CIAHii$>vFs=%#)>_g9a46VTeHU zUJLSzB)g>e`?0F=`EI@H426xfTARnbTkM2TRH$@X!Q_OcPl$Z2| zRxzd<_sgEs@ofj3Z&L7p>P*xU|BC@|f`T69%j9{;5~5FiJJVTVyLqeO!^hsMg@*!! z_H5OS0XgJ!cJl(EaV(?!A-d}v!+O{HiUqpo`^7s}4z0ZefH`7=p~;T`Wub!|IUl*r3c zeV!SxpWi%E@iR&kYewt8oSN=1#!+JH2@66l&~OHVfO>pUhHeUIecP1ly;UiVcHzOnWp_ z77LrAV-~Lk&?}GK6A@*b7nY)%+OV=OnmRF>w#?uWs{VnN@^7yM8uy4Gb_U*D=~MWk z$d4p8s;0?Ch$v~tZdcLgEgnndo?J_h!sep{jC#;YkF2^HvGss?Eo=$WBl>An`#h@R z<^?4^y8T^(o((1ZHNs`Gabp0fgM~6<3-BO8hE)%99nUL^dqNYyeFA?ZI%8PI#A0`(n9VQ2?zvgIW z%ek^XCs{1N+M&Zwm%Rm0JVJSwSPgCjk1ABes0!EV2Jvc_Orai>-Fc^60N~x9rNa|2vlPOBD5;bFR)Du~^ zQkpfm87p!oFPB6@u?}#AXcM2uNwYx8E$=Fie@7*)HI}xv9^MUeK$>Wt$hVv{Gsy~l zlcap}X*gaD@s73xOA$ltfJ9QvUIkSNYO|g>Sq=JO)L1qck&xPN6GofDL9Hi7UbDl* zx0>XpLD|;-;w~bbN=?mCM?b7om)#1&pH!YXCy^}`cqMuxDSa3)mxe)3P&hVBSieeu zKL0u{Qq$55Dag&*il@=(;8Q(Nu;0m6e}!#&1>8v&5!gv&reb!5uVLIC?0AmA_Xyl;f2_-1~>8Zk^hE~u$Y^>=Ey>*b;J4Lo!>B^|MqC1A!=dyO!hJ7q zx)out;ap~#PL|xrQ?t6X62~7b30g*@;Q<2(g!#oy1pt`f)7O^K znujGB4_nB=My_32M!hN-NTquJa9`b4$^FRK9?Hf*8Vj#bFpj*o_~`Qis!hS zdpoCm9au+h{R82YI4Y9*`~0DrM4XRDg=!RkzWEN(jO}wD&TsPF`$}|wuT9Xbr|!;b zF>L~EJ485+)NY?;iYQ=;6f27{zLB9!6S9;HjztTI&j7IJAF2sKno6x*@V?l{g7IV1 z_Q0SXDx3as(P^2ZU+L6x?00lmZL4^d_A@A~?Yt5Ti-lRq=ixFDy!HccvDKsqZSD`2 z1`L9(iY`-4>I3DbQPrj@dgir2xJhtLKbk>Y7r9;_k_Yq^gjX0*j4L2x{FPtA~-|IS@grrY} z7S2G~Q3MVbsKoqdTB@K-8;3)4>_3k*t1yA3-bBU8{???{?m>B+op=&Cq~0VALAl2! z?FUtL?q}i;CK-^!<JrGB%3{3)>0-JuXdr6c(u0UIdxD0AvR$gIsBS_6 z8Z(0cWg*)|%mj!}K+%!;0vOMO zg$siB|AxQ+oLcs!teOpi(GMpp4+KjU3Y)W@TO=fD&3{3j6Y>n#DoIPa%u~{=38oh5 z!A%&Ei*bAFuFg|1vqUbT-vl`t%_?kHbP3+ds8+adQgZsYP?8I2gZ&aXZt`XIu|pY^ zomLGOAy7CPy$zm%82I8Q$j{v$JzoqNkc!h1wRj95ONxKp=@+xp{iSKrT}Fe$ebz zqyK&C>Cq>jhJ~w`FSK+y)h>~@`FUeVZHfneeRkj{h^BDR$Ts|C5f`cC_EM1CwXkR* z#fM9k?ap)z0*Dy(FZe7fS(YDK~}F*?IFy6a-+Eo6oa? zIACvfhBSC%h8e+V-m1iQ1OUfDNv4Yf-WXDV2w${KhJ!acM{gS_?#w1El_y@DOC9GP zzjP@un4U}91fCwqLk!8mm*Sra>7(;#vSuA++?2*~=UHumYeg?JVW>Mk`br=Xt+;p$^t9G^H0;+WGI;j|Tn?8>YeI*w4cwXVEa2&u`FmcKm`PrhFts&=aCr4Dr`A=7i85 zLpdsei3!cLOGvmQLvTC%KtgS$$hsfjhsr-BOx^@02lRwz4$b}`+vCtkI@&5& zufygN3I|6xw2}Ye5b-X}XX^i&I+&~qFFsMzx$^waV>jlcG+ZM+GoCod44y`V$BkIc4KOj3a1p05v@(s%hxm=wuT_LQ=)14g8tK!I0Tc7;=JAaoO7TEOtf|jnRqQDfVh zK#+us@eutFgQ?I<6=V2Y_N6Id{$DmgDL-?Yn&j%pvm$h8l;r;vBjKF{CO(4tb5XF9K7~98FGAk6(LL}o4QR7WdmiVJqV7!H` zEnn@k+*8moC;om0$Qt9<8zLe^vQorUDjyyt{@GNdK_OC&!`0QH&^kgmz7ccF_! za7a&RXED@Y)7TS2dkke;AB!gRaBTU@5GmVIWuM~=@v~=TI5Ko8357fwdt@j*2G}Se ztU404GUW9@5oAv2e_%*QTQxnQ&N9?~W)pL-k{%c&Axb~#A%+s8$M7cf>hHFRZI29P zPoh*A(St)&In#IQZvh%%-6%Qx3PS4r=j*rbMmd_jJBZ}MpKr{4tHn9KRn<_kI zs5WZC9ThD4_U(u-QlRVWC3b*iR~~Y zFm01+11vTDsMDnwt=p|IcWAvZR2k6Sy=kW`q66as21N-2Djx&y0_*~=n>0#kVF}yF z_bcAbbW-obYO16*x!&=!D-$b?nn7--tA!X&=*ITE{(D$Q#q+Dm2!#axEbsQw9aJ_H znJ21AhDdx?4J#X_sJ2nGbDGeVgLX3V74I}zS=fvK1qS|XF-AFd0UQvI6@mp$q84j> zl0&cn1Pj=zbrh$-Y>N61YdgbhXlfKS_{8eF`cPxchU5R@hESN`br(82N+T2!UL_~> zsIqTi+Hjjn)5?88+F({MtJ!Z;lb8z_10WP8AdgT{hl1p-KMB3&ca`#4CCE?#B^E~WUMk*nYCwKQlEuhS%!*E{8COf^cj!6^tB(CQzwCs_UZ!$grAFw) z;Tr3d-Q3xtWEO2^$~70XgTYm;iuiq9JhLsLl4_1px74E7&B@LuCb@^?F6hn)X|e%Y z^Q4koka;k;=my9xLKiU#BiYExIebI(dyc5=ijf&2%ci=C6M07$WuZH(S#WX+D$CS& znxz!Dq~sZ)tNUd|$qb0GEObUPY)M`y$~+ia9*q%OpCAj8J%BX04xownT8 z=vr7jQmIKMfB_0{zyJv}-~n*}0ssLCD8K=O2ONL^MBso59N+;FFyH|V5WoZsCcpp! z0N`q-j^`m=a3*I9F4|GLUQKYhpvctRg z#;&5|Zs%86I)JRdCVmKo1Wvg%G$BGW`pf)@3m?#Q;$%p+a_PhvMNSiDQY$;ho(VgX z74@nQx;ca>Lsy>uhGb;9)_I+Zp z>*Pk#9zIfm*=nmV!qkkS?u%?6Jl6NBUUsE#?Go#rp?fMr77t6a;uP0W+*~6 zRC8I_4+jVn{y z$k~=Knu6b?X1cAQlF~=dj992_$VPHn?Ni8z$izi+S9XX{&L6p}-AqHQbT(&=u?~l< z8fP_X?W>~3Tx(o9>}clBNU2xdcr(@0D~FwL>H`MjbUroY8JeJveI^f~(#OUx`Y}~S zVl*wAkm`SRb7G}W*^pR>7)tJUi#aV9H;MG@PBoWcxM`IU^U&OM@5PM`9?Mad$A(jPAJFx~di{c4M2XkfBk2CzH9u?jWBrAqSbC zp{n~GXe#ING}5btilXjdpdr(RZ3BNt8s`ksmAUZ}<7Kqjl~K`XXpxz&M78?qr17J{ zYO)i`Z(-L~2_8>qT1E7*r9Q^9Do|hn;`6I!I)|+;D?%ZGs$PyrO?*5~)b&BB?#Q+q zs_Q?OIQztNy33t}%fu#EN%*Em-T-#J0Om;^`Q(+la$Q34Iy$ltrq}K`s z(Y)-6hC<4$U4A#kiz<96#LO}|p(BbhOK=(aiS!+hN_(k`fm$nw@*7M3Bip_A&74&xrFJAcb}{pDrsmFG4FJEsj< zGYK1?v9!g}D-j9_{z=uf$~JO}-|a>?SJ$zu6u*}|L@A<-Sz+?8#wJ& zSEMYtqRLZzQAnzDqn9gmDlx=bC6-j#;<{_YuD^-q#+d8DP%7((513tM`}up`z1$vE zeK45r^HQx2hE5qv$ZLZkIc_V`1$7s(nme1D?!Bd%%iCkAQu%ZlkGp7NhKxOm`PFlGiE%L zvU0t6YpLRyLSz=0S(D_0p@b#I#>Y}-RdQh~(I;}!#nC%uBympObU^mB*-Ha9vHPOWSqCLW4q{9a50*ryqB9XUV+Q6Ih$FTZ)QqmW0bp90UgPr zMDvczyC!nx6=(OIYt~AzMDqW0XHDehF%C;ERXq`+k|-eq&^*T&RzvB{MD9uG37%(o z0c;uB*aF@;=!V+Ilwt{4+dG#Zb_ZH1!k{~8qi&N#)#@07St6)iKQ~T8@|9 z9kP1~V1NjP1`HTjpn$;%BMll%1PvTCaBv_qgG0h?4&s1vFa{0oKmzkPphRE^?m&WR z53L4vI0gxGD54KC2@yDOkRZjN0fRAv1`Li27#vLO4hbf6kZ~XfBkea4)B!SqU;&cV zM#O~bB*bKNbz%56n16{8Uu&WhAQUFBy9!bf3JG;D5i!nJQ`~DXU2dXATs}yZi~kfu zMJPOwONHi)q84h#P96(V?Zv9|jxJGd!HjG>wuGN62o^A2UOS@69reT%tjRqsP85wT zI6H3fg;|fs6D^M+q8ihCs~5#sBT-b&Ror|q%!wE!p(8WIv$ENR>=^UGK-AXBZhj$T z!`$geQFf$RTt`CAqbR&>Th1#2{F}M5owz z;h0=lgk-4}O$aUKUnkBgX17xXOC4&12ZL=EJ7|*C#nMjQtTuYiBT{5f$hgX5Ncmv6 znf_6k%m?8~*@YSBgr?4Bh%r>*Zx^GCXWK{xkq-tVrR16aT^w1iPL61CqdUusgj(Aj z_U4ZnC%G6u=`54t^b zMLmVpNlp0gx$5^!{77shZdf9b+?*t)Oz@s6U5X53k7vgsQ`OH08uxw)IeN(VaXmc* z3&@l~eTj`Z&OJjR(qFE4r6_t+PT38XlDaz!IaalX4)aeJEjnEkGCs_S_l1uLg$euy z*$0DpY-nPRz5|S9D8ahr$Ql18aAb^4p0Du?vzsKlZzSpR3v!#HruZ;iwx4PTi}f~{^T5L1BANPY z`3H@+1kfRT|1*wJNt%`dOtqYlvr2_^%l=>)QzmhR21&3ZqU(+Fdr1=KNA7-rJ*Y3U zOM-C;!-=f8X}?Uk3jb%&jbto3W?3%Jh9bcfzt1Pg#FUWRo_XHlLPGoSPP^z2T3d6MR%l?f}Mp1V^2k;bV7$6pQNE_&czLDB%i z-D4A9EKas4;+BLnP8QGnkj#Z@RZ@!!Rx8d@hPTH8p30_%kf6)87F%SdN&xG|^e_t# zSLb&$`+(ky1J5NL4WRB~?%H{H`bdOqI)Uc+Hs2&M<)MKB=*;bM%OYt`K%L$W`|kD&xlLBg!vy;}l#8mN>$VoVbW6qGTwoP1XSK#4unFG&&$E3z@= zlXP~`9Uze?Z)l5qcygH}m6&l?Fv}<|$*K$v$|ch=Px4mk2+)#|t0enCY$oNjZW~JS zcFy!{wERitNU+r=tJ3S$e8j5aNn9-ER`GpBDUXLO5J++Wn2_ZvbTRKX-B>@CHB*cg zafS@8OtvnIoH9$|F36?I)HZK5Kth{Vp<~75}iJxt1kPt(FkNsYYO(HRP5!iF$`*KCm}4vT|EE*ohayszOm*8#v?Hl zx_9b})kNYMN5*tW)wXi6S7jha^kK*~FBa^f7+i>3rC~np0i0 z&p}D|Q#Kq)T5kCFNPJ9cx$Z<%_<{?lN_}>&BOgGgTfH)Uz#&v6wZ*JGX`G+iz3CJrqGZVr50}JL=5T5kV+YgiF(t zQdR1ut|u^dd;&JT>j`&aC~5|GC@{z!UG9OQL3<=h>LBhJ!B}RFhtzLSIyo>LGwK1ij#Lk_0J#XLcalAKt7JGignl z3+w00h2z=3=(-;TqlV?S4@SsMUW+7$fR;M0g>9p%l%eR zQ<6X`0ub|@gQ8zd-N*=CGFITl2sCOBt~SriMlY6 zklGgoiz!}L=wu5p!zG*@l`9YlEf0VMUA%KQ8(NE^!4RFZB9=&_0xBLw!hA)1kb@IN zga>G7P=sD`u5$qLK{zE{8@rNEwS=@%B&Cea?L`|Pl8H*v#Q2-&GE{lg_W_fKyrAeq zALy#ojsd1kSZ*X@2b;H7zC0S)Z%FXiToPVw*>=A2qg4qks}R^AOWVb!z){0AyhSII+6bv=$b$`Gbkwe z;mHMZK_9}_k^B;0(92f`s6j*&yFt;7tp2G6E~zIrDEAwGImmec^@ApOb~*l`KO3Z? z2CPxvAM2LF#D3=c!*IWP5cbK5KadE6c7s?VdJS9%{ODIvu-(_U{!oxmJq6waCQ8t5 z7&dlaN$MJa{3ks6IhGv+Kqj`IBeF{yP{Sa$KwE+CiVsh!(`Z7wf!4uwDb$+62Yloc zkN^e5px21sdkQ2NRs(!xDLuL!2Jc2df?0JXIe|eBkT9@B*3#k^rveFuqXAAcqM^Ts zxd5sWaY8@>9Gsk_9%U3i9kCpyfi|2?>%_-1AqwC?%!}hT6vx2?q5xRRKSeVhxw{wc zkNb6HA`H~lOYVL_Qdr8+9^*^|Q*`ybtgO9tSXJHDH%xbTyJ?WvuxUiPyBo<3Y`VL< zq`SM7P!JT5mJ}qUl~5X_K>>Xia^Lsydd|7t=e@q~z#n_AwZ@oZ%-&$$2^3v?RZez8z|XtQ(Mhui(Nvm{aAMe>Y5pzQG%AE1G37Jj+qKkalK3 zu7Y9VlcM~D6w0S!wlRt^)IJD98KnVU5Lit$p48hGh^PpU?<_z%(DU;>4ArcZ2w$%< z9%HeIEU1utA&BqhH&$x+kWRNWoXA`K#Mup=pmIlNFRg1D6Tci&IzrK0>4o@IldzW^ zBdf>HV&fv!+C8^+-(`KGoaOk!dn!;+GeO z2?qr8p9l|A&gufs3WnM#G%F2m2^O0c7zs7j4U#=;7dnVvk4( zdi8S&AKutPGfNqR8A7yHVj5m}yyQ&KxkVQ<(YzdGg!r=s@nL2x>K)+Q1gSVi6b!4D z+kHA|z!6H>uu_6&McEYTR2Jvbt1O}DGFDCa4m z#eL46n8gD-_Nr@(f)ay4AkrAU9AZi^35REsm62-cyXmmKl*nY|sjE<{r>>+g$P%q0 zFC1BYZ&uxFGnj*pQoL63W0$KDd8@_vvy04vrk?h=7f$CNBML4>4@%GanGt>YnQ0~w zS2AsM6C%;%Qe$L&+Pixp4_#XXW72IHlgwEMfo4A<_(a#6+emu_dt(tMncAnhK3N6L zn_FyukeXM|Ep8aU4PGsLdkL4U4?*kF=kvqi@MEF5;m2Q^^t(OPs0})4;oB01d!!tK*v9UonSbCTm9ttzzRAO=kIsDYiEiv5HlI4QLGSk<2#>H{wx z8V4KueN$&2DV$8xt;)UyqpEZ*;B_h~Mt@t=MJ_wfY^W=me5~12RU0EBf0d^L!LiVM zWj(>#^d+Xe{COdd+>x(_tP0NfClm~ReE0e6ZZy77w`v-eW1%$Dc4?EMyy1Ql=oDfy zhB_zRN7`vGxMoY42(DdZUAQ2P+1$agma1kE~WadvMm4V#Y3|TFlw0y*v8Wk!L^@K9(*`(S%Fj-2}=w8)HwQq?RXa4sl{Nt{&Zf> z5W06aQ>Y>^4VL*lDQ#}nf%488>k=u)07FnHDbF`2*LRc(nbSgw$=WewHx-UVmt72$E`WDA zQgTY@gzL>Uo{Os=%^$!hh^u$R2c1R-zGbv(h5Alc*3bzkprw{HvK5%Sx}Rf+<>66} zviJ$(en^~(9C{5YV_vd$p@|s^VczPG2(EsC^uBQ$5jt3j9M1KYUKeI4x~*UOK3Pfn zL^%sBQ9_(U(6I);?m2g%|CH! z31*i%5AJ6+(gl0C=+p)IoLOK<@`$>X-u6W8PSACc$uwtLWgUtIhs7CK$9b9({vQd&*~)MtFm3Oux(8?01t!~rKGtWZhV>>5weKdn}C?k*XO6r@*eQw zuK5{%u~Cb~ed&h7*mn-{Pa-pGN6>NM@^yZ2xs4Z7pG<|2+9!k_G$7+ux*IbBe)`!? z5uDu)`-Hq-EVUV}Wrce6v|9dy0t+!~GtcLglh_^PCwmpE;=MO^T2{=|A9l`2irCHg z2xv_*wxjbx;GMUuc%@#!-p#*W<2*y}pMnjvE+VBpe7I7N(VaUtiA6}SrLLq1@9|!% z*Ez7YNk^luJ9R&1$*amr#EnjUQ$r@BhI!hs4c(9Xagp64ghPd=I^<}|=Sn+K?^|Gq zw6fnsS=Dz$O>+d_y`Vu4m9b6#s-%y!oUUoZ1iv7}lt{MsnoEm}sSJPdR9Le>Qi!5y z0duOlj*d%;Xjx>87F;N0WuDxi*`0ftah@)L%cUxIV_lnMBX5rytK3raI2!>is>;yyMTDkVx?b^o7DWtf zR4!`6>mSpM-hsZ-B*p!-7ED7?ZQrz=3N-MD(IJ$CTT@o8@*;xt?L-KO_%bEKW zuAh5y`6**$Q7g)w|5L=?`BH_t>Ra`XXZ)i z1KuZn9I}7cH1x!a?dTK z-LlE6lSywQnSNwg99vy1`kN~w2J@I@Kl3K(dHiQSW@?*#ca+T$MhwK+&lTN)7Z`ds zcpE=lH2bLZ2%q_3jt_qF^pAM@mf7H)@sKMTQ!dJ$0c*gc0j^_b>mee!F{D!`OseXW z)=&IL7fhGbCbU{(EUPdc3oFQ@CXv@^is$33!IZG}nHc5aiX-o&xY}$%wHv#Dbs79w zo2dGPI*!_(N)fFWFThBiykWsf_%ACI`-a_ru(x&c$jxUD(c=C@$6w!m!HtR>K3WG} za0^<5qAKRYCB6+ZER{^8yi}!<*|_LYD_*BIo8)eaHDyh^Wy;#yZON(qyb8xYN35wH z`m0bm(@NVLmOyA2CoyDoMem@7yYu2 zFZ)RfC;Foo#F9Q&*Q|~i5{D31d3QCnb|Fg(haH~wpDu(zhM9el)ZfTOY#G%Q#9iac-NrtoD0 zy4S|0dDZF0mi*hCn%Gw148?T$B<`tDx6?O$%CTuncy0G^2XKZ?Oza!0bFwsq?q}3Y z4vxS+INlTAu(Wv|D11#*FmQUQDmY%rg_|q@ZSnFxD!ZjkeuaCuL#fJX8bNV0ZsLSS zDu^wu`rar86_e~ozfdY|_~-fx@kPT?s|TP9a}M=3_xBxsUI93Q(m!WXF+JaU*S|kc zfA&b+iirDjnH>fwmDSJaWhy(qvT?|F5{eBv*h8o?&Ko+GWail#(CY1_k{*Jo?kU|7 z9=C$h4IFk%?8L~M{xMF0bb>l}JL^h?-2(w+^kyyV6n&xgx-U25mib>Z*@@^*F1QF7 z_t2j)Ez@LeZn|Yhn*1!EU05AMM~+}640uNphlHkZxgyS)A<6Hl9Kj&%-!6WZTU74- z7-@HV38C3)HZ2Ts{MVa@50|HeLJm$AtciioB_*Hrwo1&$e8sr7(r+XIJq}j1A)t!S z&wcW!Zwt0$BF5lh#>38$ynrm%SnT$FzIhW$Fq0g{8!hdXv*U;9YDR(u?m5Hc8}j&3 z>1>&UtWZH>*2`b>GBO(ra|=<0upcU8U5?>ZkJVHW`dY1e6GMy!7v)hahCsvmI-Cf7 z?%JxxC`$4^MJo}70>;N7}#(9>zFKlBLlepB!Dj_kAUJzcMX{T)~)wYDs*l5V)^TOuj zn_(yeDQ1Hk^3(%}!55OLeMXfTJ0NMI1t(j&{JiRnD}KK0ob@}?Liav;tIWvj`ARa7 zYi*D9vL(THCf&(T=Qg@Y`{FYbL*w*hJTWyrRT3BnU%nUP!nW_!xBiJBd;NInWC?X2j@<7hCUU;i z`qTM(Cdx;~>_!#EB6eSKYMy>^!C|r~o=OZK(ydA!K;ZOEikoGw8;<*49uYr)m^Slp zn?EzL#hQMDrHo^5h_H&SNZ-MeArB7)yF5ffne6D0K6VLw9whM+jsiQId}zEKhbmd3 z`q#`)lE7Sc$ug%J71b?%7Oc$d?5Wl>gzOkwt-hxhFk?_;z9Y_pyO5Jv{I)22QBB4> zyHOp%>r%$(CnS6MELY0fHiL~@ z>zdeTyZd^?o!rJkuPZ=RI_;cA#ztE;w3D6dCaa>~CVOJdEz)VWU9)r*@GMB-HYVv@ z#$Loj$Yk+JOK3bBQa9)n1cUs|qs7;a8dEWs>lEieM+Y&y1y*|wqHTi@p&$5fZJlMl z&$DX^O@5(xN+8wXsJz{|K|9ip`+DNyXUGY-y@u^Wp@$nHUUVMOI^Am*gX| zYQZF~j~V!+CJR-wsf6#9(YQe;QX3Nvw*~PZVJb-#HX|}&;ncoq%{XbVf5fyI)X4w| z`Pa*)xm%vwHZqd>9G~m^lQ0^d2o}4+?V^pq)M4fM(r4e0HhIrp9WbzztJAv>%SiFs z65y3OA&KXFb3sCz+;Yogq16k=WZx8%r0L`BJzEL!tdzNX+#u$u$`jK9!&QW|ppWqyhzIHeQOjRB#cl_Yf~nVIM~V=GECN z(}=e(8wnb}w$Iq28*UJ+rGP&7ihaAaG%h6$kpe5InlN0rk~wb$qlrTLdn79RkqCNw;mvjb}Jk5f>a|e9$A)XmHvE47Pli?%2WA_`io7!Z6~TpRnoIg z1!Zg}%|hKtM-|DQSfpXW);+6d)~mjsyH4h=+Sii8-lnV@fwAW$_~cH+pQe(&ORcOU zk1&K}=SSZ5G(<ME!82`K)gr{AGWn_{?UGd9W;}G{?)B9?aN$jS`e|^HE^pow2;udzKm#uwC2xhy@x*3K!zWmE+A>>D!V zw`hqnXT$Mbsgml33{7H-%PMB`5b+iYXf`>v_{sWrn6~&I{P5InGsue77kq`IFS@iUvel33r&gF_CmBAw{lt5!;Npo2avS=aT*4v& zUj*?(?D@(`Td(3P(@1;;_@RE%R8^{_>_{xx z?>Uj`WJM#S-c-hrUWO5xZXbxIey9u|fMAzigT;W{?mx0-+uuNsQx#$;_DEC0;7q=i znRD6VgG^|)LaDk@tK6EHVv>Zf5%DLhciXL5taS!-a1$Bn#|9Pt1m2gd!hQnTs5%8i z%Jue3%trO~2vK43-|#1vvq2DTvgQ)q_IAQAhDtkD0-}hW7Yq3l5 z>5#j#KJ3RUbNeD{X-qYP+Q}`t*RD3D$_il{x+D7`&z2i|zGsf`E4Z?sz7Xkt>CT-p z#kX&#l2(g>mQa;YUxfV=$p}GkD36Clci;(E0^XN&s-KK;S9nwbB4M;=AQcN|Ol2*V zWt7S~%-ev#I8iZCcoPBE%L=Eh_QL+t=LVjvXeo2>U1DUEl`4&kyw@3t(%Nr;M>!2< z2l{`G&;}OFw>-_WNzFc#-PL3ah24U@agPN4qnQ(F0{gfr_!}W+YC5&?Svp_X;sxEYSK|j`VKy&5(FYBB zoFC7;`y@Q3qr@G@(wvha z3~*W{S-=?9w195k6O+P4kHS+l@^Y2W+?nWkmZO)Lm91~jXGcexZ#t~Wzm7lh+MWFn z^ZcVQzNvu>A&Hb8HpzDx5N_8z)%q;Ai7i(hQ}3e>Ondb+8rFfZfhoNV=7wy8_aBVi zA3DmZUVFRuYn~Z#v%DP}AG?BBrEV%xf3SDo!gxRH<&~k=XK|h!Z>aAlCHS<{sq?7% zhgMC~hfyoopyqnAMi0dpq`XRr1BBp-G%7Rbx4I_t*eCA9gEQ_{maW$g^8T$Au*86Xo{&^YIQ<066 zvVooa6?$lBHwKf>Nv$(~tj|8P^-7N(_*AwNIaoQdoaUipZCsracV?YbFVSm4;ulvr zFnRd023Zd(tGl>i6rrz7GpGA*ih^XreN1aJjX4b>Y-iv*4jn4bV6<1U6B`(cu%S04 znZrnjrV9#LlGf{xq^S+qLHSH2Ab!c4E-c*d%FmYa6)R}T)Y}l?TZ(xuZ%^>PDe`!E z@aB$9zkKSjr)>S*CvPs_N~zg5RprwQpBJNw-qx8{rx_A&hSR*@1)YV~zqAyq6*Uv1 zA6Ji9=~$L(cAAc!$X1AIaRL@ z&SqnxVo*JC&AmM{WDxLE|3^jVD+fhl(claFGYFjtYHo#ts4)v)2@cVpIdE~IV7*G-Xv$@dLht4Ss zspOMb(1_vTKv*szaOl7v9Eb`B4UNS|JQNM%T{tR3%&O07v5O!GB**|_@acv}jp^lv z#}7q>!=s_XViy;YU+vL=*ARz8p4lVh8N`?JlTBt?4?dA4thmw*HZ=x%>VMnW;_7-%aRxQ+|j z!y+U2RW3IZE|;y}H@$&)iq)66iJIzCKPkzZtiTD(W%J6GJ=KnG^wX2Qkg89OD$mXl zh{XBu+|!oLK1WJZ{?TUnhe@_zx=5{C$8keU1bH`(l*W#1m>2(mh3tMh_Ao&_VV>uP zJq3wUf00TlqqW9pZ6uDpV~>>zf@#izGpYCV_`S+m9zn1d+zy{Vsw1gD{Y|fnr^$`((vr*scCU z0@kzgrzj{(LsoM28!h=^gMsd)X!d(J+APu^DiWJP-f=anE)gtl5)KViwcc@z@Pg4S zuV*&C+Um=>QrdxmcZ+NGCd+zq-|6sA$YR92*9x(kqwVGXIGjaZG|j_WH){ziRN#Z0 zoB2}Bl)G!aT`K4#m^VvnlSe_5l={`PesDbAF<)-c_8`-%r(O8lH+T@!PVU*4CCn97 zcLysJSr?UFUvxxy=3Wm0y`NWf5zhlqUWhJLXvt^V6O4L=rbs!4YIA~VT?DwD#l34L zxT`)ggsM;^5gEnNsED&o^fo%&5*8Y3ROHvuW$kT$PgH)%lydN*_N=m+Nyg4Ua3qwH z(t^*1;F|$EmUFq4A_tO071HwK-12Exwpp?%DMYoJ%u3r-1Q+4@U7^1DR^HffQxYKF zo1M6dLTX`|w%J z6o&ccB^Y|1;=vX-la8XO@o`iu{fD+Ilhp|uQNerV%c}gOZyxm`E2u_bTW8BFcS)+t zM4-%aP%=#Fp+B1CdV_<`Zi%;MKoX%6uBMH(^7}LL zEG{!he3aoXv7VHc@eY1FC|z2%6WD^lz$%jVk=&VMwRyT3j!I0f+eB z8uUxe@|JK4mniuQA2ViJx=;K;&J7d=!Pc| z(u;-bFg2YSPjqMHme)wHTOZ@^F6TRfGh^)KCw<%_<|lnL(+HM+=^`}O~obdUaiH0;o@tdup`D;(|$EMinC7w_*!<}uhCg6OL) z!)UtYaGFmTDYG9TwaI;tNsxvwm#!>eJmcl3VjV&LOc7w`bW(`Imdv~VQ_dcOp{&J1 z@r%GI-uWgky9v9D(CUgchJ~R?zq>!LX0;teZ!5e0zPXrt{{h-#r04RagVU*SNuw2n zV%#=Gs&5iHTy&N%NsY}N#}_0@{U4FDI%`;j6nRi&qxG>Y6X|s@Iz@Pwr3+*rQ?H`Z zTrDA#f^oU_+n*yOQ1}^}j!?BDJ#@zA0*M~C@zxfu=*-KVWJZV)GCElVkipt|k54nh z6@${-I8I%R)`_3?8oB0Ep3%y_PtH>@eEb4m+G1gSxi;cbmaX|JfioD=MG zM1_zycd8gXl){Zhd{XD;aGo7qHcU|Vr8Jz~QqiM_ua4PdSOJ$NMn=?V+fT3OZ!4Zqt(C7(5@#?mZ?Ykqyd<(`nvV$;&uZ_gpvM(Zw_#p>?G- zNnjt;Oy;%O2QhV>9k_=vjVTf_Gs-8?i*=7K1YShIKQr@dgy0B4`+3MdGQVhztrD-` z6U})+Gc1k*jYyq29 zuyT&4N3S`F&64CF6_W0TOTMZ)4wR;*_U-++aZ~n8;U{P34F!2-Kfi8oJ{JWha)m#} zt52L1i~a2yt6TF+Lpp@z3r9z*)XCLmr$X%&X$1U?x1$Wl-@3U^*FYLqh4|=n*UGQG z6uSF%HmW37%r&UGkU#0rGp5wtJ}XL=SDoHhLydpf1P{~LsiZ7fdJ!SL^;J1%JyW+r zt~a6Fyp5PQA$OL9?$ys~tzh|d4y9Y$CFGi@`9uWD>T_!6&p5G$R^L{923j8Vh8Vr_ zX2gwcG@Yp`Tf{F4L4AL_6u~OasLz!$u8Mly9w2yq36d)1kcklw;_WuPGKS~GfTH+0x@ z`nBhW;hGT|2qV@O9?X3#JSZ6TS=1J$HuZidUC#^7Dp7;`F>z4CSJa8bO3rRZ;>d50 zX#=UU6=X4Xz96^g?+gpprRnj$!sQOS~^lb5~`OtmQU zS1}RQGHcNEMA{ND&vvHOfnv}HkR!(iHTmFRKgEgI-Liv_Bb?~4_#^M8y+AL6_8>e| zNX&D_U_FYE{xyKDseFOC^I$xD;jKZm4x|J{a+K{YWKku`L>t~k&Ef;0VCyE5Ld1wa zn@pQWdrM}2G*U8)l-TnSg8gNd4nK(b59U&2_{LN{Y^2ezX3s4Y%i1YluF5%}dz{;y zpqdx=ZFgxD3SJX;M!9&?;Z7jezH*J`r+i`dX^1`}q&L_<6GM;vWf5d&a=@4GYk}0O z^cg01TkjgOPvt52-slud^v}_dehj8bSfYOvvYABF%(MLnr+DU2WQ0s#=?cpTp zXGuzu(vl{oSC~YJ!VV}o=3Dv0DGAMUhWNN2q%Txsg}WKE3vOQH*PRtKS7VVEkCBMT zX72EyP;n*%otPv5AIBz$PTEuTWOTgE%^M>_o^hH}*6a>0M38Sy{JPi-i}H||FJqs} z=6}GSJjBv#<&C9S^s4uUV{RmhZ~&{*m=K~f%@>l0!Y|ljOaG+^A=5q*QwOChoKu2v z#_gHm{7iQw{6%EhCC+4Oud)AoUzUAxuJK6TNW@LUQ@dDJQ6Zx7I226T$x=cwNF;2c%QXoqj+^Kp5$nNq#M7HyBL zVrTGed^6_aH>ujNc)aCH@#wOIoIY5TTb~I(u+SKFtAp;)ek!n=02w9c>;&(2Wy#;? zOsTLWc?<>RIZ2m~UU;xA$#r{_^`VNjvvbnMtS9dy(~zj=mqfzW>mn7Be0$#TY6;-A zzSFCv={iBae(5lr86>$+DC!`J)BL>~>Jfi#wVW7GCo6XkH>kPeUCG(P z4uhMYPXNRPx+{u^V1SjOPBtF4AZ{T(9t=@YjK65ZFsG;<3oOVv;?Tyn8aZadp{g?F zm?$x>iK*?xpsX5$?N5~6T>=$gi`LWaFmIuw>C%2G~> z%+@+S2>zfe>0Qc%-oELkT{Rfyh~E#7d=%D5fjM&)K|C6Qw>F)(sOosN!Th0;C9jYB z>42`z4)v2rIMhj_BlN z7rMO7L2>M?b}sD*4vchT7@gO6qALYIp?Qq|mg-(8A4b&=vGGkKyy=S;Ma^CJ)-#5l zEc7I-#aY=xJ%SEriDIh=!bu*UFpBCcH0`&~$<6sbqG|>D=zkiQED6UWDN7yQ`QFK3||=qhd1O@5j>)P_@dA_rdYV}gmth%Xa$5y zOB)xyQ>fcx&Ay+Mn(zU_D|P%t@vgK!5gPrNjT+9!EKF<`it*9IwhZQYc;A_$5FUXf zk?;b!-aJgeWQ0h*q|Y~#Y_6y14e&Ql$9i8W3ONZ6&QU}UzxLzBs}zK+fn2_ID5BfH z@k3v{?H@u-8<3A}&HKS1nk^RpD@2K9NKg#BPECOq5^%*f{|%LuTc3LT5&pHBJk+AQ z18p~AnoD)RN;8aGoaIXXtv0gmZvHdd6g+i^CU$E{fPUqXODRWK>KL!Y%kg)b0j6k2 zqLR?oK(1ew&XgSyw!3TEuife!qK`E$SrA`GdVJ!gg5Ni@`YAgUjtH+^=NHtbTCKh|<`{WEN4mhw>H|4X)emDU@jF@g}7{m2(^}zLkI$&_&g~#1i3z zO2rt-e;#A;g<>8qpfD*5Ci#b)@LN+BBQ(86mz4WJYsKCFF+>72aJwg*3Xv~PeVSjI z&OX9jPwbiQ?%?&_hD;)oxpkasY#?DJ_POV(Sw4o8@hZH5JhyCJ3bj?rsy8FsN8Gcx zXECh(p9kfyUN{Gy&~wl|O^KRbWF>=-fO?@J&ic#cS-WOTs)ze^w9sa6Qq>BOWIv!h zRquRFGJFtH$>&>z5?^M#GDi^-+!3+52sNtlx0buT8M1;Kp^x9QI`n4Os1q_Q0+^ZR~L&O5)wmz;Kf#w z?y>&HaJxa6oX#?2Mg`Rdu_EqlEuU}EPd{?b4y>&yJm!}Zt50Iz^{?P^DkKw zw3Hy}+2X4F@tmL4)8#APEwFSax|zDSn03%bO7lw-tI#;VKIQ8=k0@(K+zFrih^ut< z$ilYSy(*)ZYXz=65XzWpLA$?8Zb2)`tohKyM|?wIRqDMuODfM-OJ>>D@$hq|&Em1z5-)|)IW*oK`zDqnV^1S$*0tcJ-Q6o89_=N&j~VVc z{Qj-xH;)cmz$>RR&y$lr>lENWX{gVL>3>J%`gkl^vvcj!Q(wsWcGunrTu*L6r*3sY zt*+s4)|YLztoOms5({?~x!4-7PHHfCHwM_+1}4xEHot6;xy=mxl2_!Rsh_BYq%QXq zc0*v&thlXWDsG3hbP2xlqVz)Zn+RNueBXn!2^bQH6x|+N7pT(}(p8a(?stXn1mIxt zcx-})XNPb#iGM`G@)5AHB6}SX3lNUXTLl6k5GkqW`X-c^ET6mcWHR2)*D$avi;d6Zgp(|Z!s@A)f0~&cZasWz-M}*Vu00bop8zg z?GeF6Xjli2vMyc!K%Hve)a8XhK&_?vf11~Mh5ne=wS8TnAh3*+rLz^x$p!-~4YRg} zxRq3$3f2oKl>Y!3DSL&26{H?Swz8SD;rcQLnwf}uW^4(5(vS5IdTsFj5S*vZq; z0_x@tvvC4jIXgI*yMbMxZkA9d53so-P;xhSvbraB2gEo)!7k>25C^EW$9>5SW@8JG zx_dy~VD9!{7Y9#wu%)x3qdC~t*Toj_H+YV!@QticbE^@9qI+}Kz~>21Oo^yogJK=fYXk!`;r6H-5m^d^)zh1vpsLVaU5@1QN6j&N81C|BLf#typU`4PJSQ)GWRt2kp)xjEIO|TYN8>|D? z1?z$J!3JPMu!WmBu!oVy?>1Qg#d}r%I{SC~EMYK9n46`iBiPf)3V_AZ*$oP4U=HYQ z4z>VLwgRxW22i&J!@zc6d$0r85$puu?gDlNdcYm%3s0~Y*cmI?h!qTBt^ zACf#^4pvaGg{Ol9)B`Nz31IeD`FF4V?g$HWcR-$lvm4CmpT7Kk4(i|lb8&~cgRRVM zYyfobf9`tvUVm!`sLx%ec-T67{_b2YOLI2>JR47#!|$4ZYo#Xhw@AbL%YP~Gryjov ze`|EF`rjt?uk(P^`%8bZ0TJq*6+j(-|J=9I!_C|Z>S*p}4|e|_irlk0{{w{I{dEH? z7+~jjE&S7s zEJNbHS0w&HM*^@g8?b~7Sn6+;WbT<|?wMu&V3zrZOW~eI;hsj}4;qDkXk_ zIDGFf0)7vG;QRM!leTsE?`39 zGWk8uN*QtgKEMEL0uBZ;65!+H;}HV!3h;6Q>rrlq5GU|#FNjxAkdu#F&;$c40TK}b zfwe$jIcIHW5Lg<-VhywLbc1qQn!DWjCnp~-D+ti-PxW~2MEt$5y`KR8zp4ij;^E}x z6#(%F@pJNUK|nkL0-W3sKtV1+PC-7t|EQq3gN?JLH77qOHz(xZb%XrZbo&cB9zG#X zL0%9yA0MX>zaXF?52t|Of7Z<1)8emT?YDOS0Xd%kns(g$T!20RVqE;3{QUeNZhinU zEe?pG;zor`xp8%&2-#@DH@bhsB2=V{Fsm9C6^Y5L? z_uo@Z5W>mD{V&*f1cBb=`+tOumy`eBb>si9>Bh^&$H@!%7jC?Q0-ORo|5w=l@CELF zSMARP)c-#}<>nXSrq{(A|8d z3Bmx&Iy-s%o)2Y(gg`+5+|$Vd^BvC}AAlAAoq^mP2;2?3cmDtTiXd=s=W%xj zzz7WD6TD{vrcSWFnuXone0(?ADmd~1lz-KDcTwHV*-{G%Ox7TDmoS#xf6o z`XT>lNBPl#_B2f@jcrP+V1|5F1h7MZH|d*Xd6~@oGdg%om(N#Tq3pi$&0nhW5`Mik zS_!zdG+@$ha>-FT-tzYzm*PrT9!Z^aJw1q z{F*{4t4eBi_BL^F<7djc(BuuQ1S9)u6LCCH?HAcKU4K{iyuetk{bKaEYlRJ`xBQPG z0{(-}D&tTC8O1ga?1lB{TVeK4Xcfw^mVE*VQ<{~^?0L|%i=nE@llY2-w>ll`Jif%1=m2b5k=x^lzJe-V4;(dN4y>S(Hf?}&%*PiU! zqOW)`6{jtu3P=7ku4^!?>;<7%1cSumC~MMypC0n5rx>m;l{GM+N?x15hii59t3qT1 zqc0Kj<9IZ+IrBL;o*#dm@A!lWNuzrud;;9vCOUAJ9ZERxkC(_G`Cuu=%j=aKD*1W6 zydR50^9kBU*Y(KsSzx8g5qARH4UbtspZ`QYjN$S!i>??-qG?fC`m4h@B$qzU;(h6& z)6R^BQy9&4%1`_p^N<}W@+0kcf z*h<1)3AASQJa=fVyoX;C4lPOQbmqeU=Z_|e+UOF$Ww=j9>dq~&oX^i|gg+rQxzRdt zJ<+2Ur+yk;X}B@9Dcz446TRx$Fh;A>O%7~2G#8CGH>6-739}x~k}$DNQ~yZ5CN5ppJ0O`6_z|;v1lx^HdYPCLg%st><#!OP`624L zZ>3NM9VrNYtBJ^*?DbD0@kIBMnn{@w;~0@c299{KHWC6E zH(r}d8x=hK{u?YL0t|H&TcMOAXzs&rU>FQZ=hGzyJC`6K;B2$zEpe9Q_QUM^Ex>g3!ap{aab&UP?CoO!faDxS4^0$(^R&XaA`25~87L^;sFVj?GsS-yLguWy_ zjF&RkhGu>W9r*=1>Na2YFI}sVmJGpSs6P%@A^iE1c8XifrD`Vo0dFPFE2|qcqFmJU z?(ayReJApJ(OZ5n!v>!@w-h+eqb5Txd#V{q zd=2XLB;|KL*W4e;`f{C2>apU4{WWAz5!Kno8Iah=`}F>12UcxD$ysaX~=J7mDwI3aaWC?uB51Z zc6orsUKc7L&h`4mgp{_myCSp0N}>p+>q#d3(^g(d%6H#u*5JS;h)j zAN@%6aOd;8*&|iAZmjaL=NNn+77xF?*mw+YL;pl?{W34EW{m?yhWBX|KAhePjW^00 zDDT-=Q*=B(rER1Kr?vvAv(VM~yo*54Bpf0Nw!ZZH$qBte*#n=^xyVT@P(|IPeO!l9 zpNdU+WS>&snIutU?##xpfc9&qxC=NeQwN{=4NpM~;2FnP{Q>Pz;hWTQR2_SF8H z0dqju2)v0ZCSJ6bkVgM?4+DAeDytI;6a&`!^l9;Wms&HexUH!6n|JD)p%^MOl??0~ z)Td``p4#LWlCNkeWHWxYur#OFl$4)eJE}}Ktsoeik<}ch!$ob#k6jUXoPWQnh?37> z@{kk~FNfNCT)y-|77(iG9q^6ua-0y;o-*L#@O5YvG z-ri-Lfpfnj5Dc&iko_>1boK%LP7d%10V_TrS`h@|b-}x}q556=*aL|3?!y-#4{(=X z08-XK6}kYsXp#J~FoApTcOtIcit`^sM-DsaesM|j^! z|CccIESUy1=Q!o9hW(_B$|n%ov_;(mD%?rr)L_S0+mqFL+Pu+liETxxdR_0^(b7eD2& zc5R!AGLfQ7F#m(xOFe@@`L1$$sf)+}4D%9NZ!!_&;lr#~h;jt-N|JD)nhM9Os2ABnA?8zBjpM-Ggvc-I8ojGA(xHY#TWI?K*7?0#9q^;>vSE4@9yLblf3UUha z3^rdcjiLM*d(K#3K-TYi1%fOhi9>vDSu{N}o= z>IG%{(xZc@eVW_%y|11W4iXN=LUg-xOXZlD>ss(@9MB)rMo1N>dYB|A>)E_Pe@-^- zZtBi(D2QOn_cZ5WM!#H7Eipz)-+0+>HUTu;EF$66_t~`_gNL)JN%6OAb_=jfq5}BY zUmrCdn~20e!%Vn<;_-=HsQNs@C)Q>rPgM5$PCIPh z9hgT-x7&62YG>(u*Wz+6#5Wro9t*n9TpaiVV5wrW{JQWU(E`>=06$LMb zRTq06uOA~H6i^nZ5wgZBDQeuBsjYB*V%R1iLi@<`+B17HS(_NgqBz+nc`~6-$5mNf zCeB!HxTHSr7eYbCa8|;QN*M}sdg_k6mSi@QdM{H2K~pO`tXa*%zi6~^vOUcWpSWQD zU4U{iD8@o7m_gtd*`glPvETYpR}X%u}77qTBEDva?!4`x}m5PWVnm6v=b4Y=T1ssAKqf*J3;hsa!?CHdU*Ov)*cM-Ab~H1-e3+Rg1pj|X zdkcUlyJumX?(SwuX?9_0kS+mf1*8^S3F!`LX+cU#KpLdGLqI`Tlx~y|0qGKu@_QEF z_r1U0z2Eo0_y2vs?(&?NGiT16nK?7F&y$=aC!J*;vjL8Y0|j);eB%+V+fzAn+%e)% z+YyjUboQJ(4T!vR_oT_tR&s9#*23@c_h7#L{0paj8T34oD$wQX4>&c z2S(?nPp=2CXRhwNLs4@svHRbt*jvHbKK<58<0RN~jz!PExb8-TX@LUGAcJ3hHPs>ij0B*z& z=po<(1QmdQ1;7A!hyWBUAOyVy4@l<6p4P}tf3QJ%4;<`(kg1z5Afg4pPyhu3J0Nrh z;`)EnhDbO-c+3URUV-=4(t)qo3(3b~!xOoDGlD-zq{VB4!6L9gz z`}vQi#1piJAsaip{MGy421jbhzo(;O=jQIAXbW=#2?4qdIl0>lVdO}E$6}Dcf$KkG zAbm)9f)DK;d)Ok)DG`Y9?MoQ&C_#Y;3{*rE2yO_0M8v?i<$%u@un&-(l;G~xZgwtz zls(W3FpvPF0*Ei)dZi$ufJf=J=xE3G)TE0tCscw;?iZMO8dOLwCSEb_)Mm{5L3| z-@i=)Ndn{~9tl3MgL?}CTm|y#0Fk(Dp=Jjh-u`nlApvnQVPU{D2ZNE~1Lz|R#D##khKRTjSPWoW5eac1 z<_8fL6%z#zfdGzYz-=!E5tk4X6A=Qq_m)0N&On+BaL7Y?mw{}ZTX(p-BuLR0<^<9L zHiZ+w>c&8tinBLJ!2!s(0T7l~7qLK|q>#re7;v`vvkvm=5FrZ%AkX3PpF`5Sw7gpN%OX z1{M(qPF!MOs2Grj4FqLCTne{Y8ww7d@V|!>5E6y}XEqTLAV??y9F73pBp?n5DX0hp zED9Xjgn$UgU)_Mw;ZFbb69qtv2uX;7Az%qH2(laS&n*r@K=54{8A1NLqmHMWi^Ja| zB3lYcfFVFn39y7PaG*w(0Fo9e0`vz^1!AwnWh37}pWDj^|;6np=r4*(Z{0gNOf z0)>i0M1WZ!q5S*gp|_X-p>c6x=q>)>zlbd^0u%z_*8d9k7RtX-0wDBX1cLw^FZzdu z$Qc1-6%&(?xGfMC0@xcOCI-Yt0m#rl$owl=fY6W#pcq8}ti{A`NB-|ixU}pZKX!os z!%ly*9oHkh+w>yf2o7w2GbHKd)d8jl4#db*DS)woh?WGfN1M z0W_$H1h7Lz0Hp~P0InrO#Du{T02Kj2AOr;2AQC{1gD_MCDF%>04d9M0$l%SbtdIbx z4ibd`Z~y%FcQasn{t+h-D3IC#xMoBk0E(g#xf-PQX~VMuLUi6AQqh zgH*y6HXf2d&=GnI76P`=c7Zz?I0H%(5X~ZD0IdPGkpQ?(SWFxl=SBv&0S}uvu$O=+ zE(oX>2ezgdKy5(H--ZUo0YU@GDk9=Q;tCKfg@VLIg^{8gEG7i(HgRDf$pDZxfUpE) zI3S~u^Fl^`|I83MN92Ehz5hW<%t9U+#&ZJL;O`0iMY?~G1=i;O2HXGtm?%3vw)o5D zfIt2>Y(#EJhqN~Sru`pn@IR*g|7n^4fdA8|97rFWHXyC-oFw@Hzu7IfLnLmgBW9uM zX7~6%lnub=;-K5NTT%n^>sBNH3j;_nWH|bNR01TdAf+A@kUnBUfU*Z9*nd~@*IFTC zuz>6FAC?rdP}KSl?7(0FEq$OR2QXDdAVU}F%O%A7-Gs$HX{B;C3SOfaJu5@Mal*JDe2UVr&nsF}v7I7C7* zj)bQ~_6Z1}r_V_-Awr?RZo+Nao$JHV(oKUPEPKx z=ZBw&j*Rmm>iBA3@C~@}eGua7Bjf8H=j|L%>)hcG^lsHKTR&pg9%olhxKew0qBb(9 z<)oKvlsf1xt(wd*;L7j;!q7v?&^<=qIrcJOhfTKj1@PVahStlEs(1HXHy|%dqTn{% zsRiOO`CKu1G%>k2Pxy`%x-}9Q6u}tsBpBU9N7*AISDJ1F^83ekmt=1ai4jdVN5+0@ zo6&jLez|A9IcFU+oqLD7KX$TjPKpPFCepeXu4zJVjyukB{Hr=o=WK#9J9oa%4hVR; zzmanP)V#s;TRb&HdX1G?!uM#=b1D0bDE^78|7n~5e&=Xx;K|yLT0Z~z1*S8<&FHV2 ziRM2tzW(^G9d!Ba>si1ub>OO4;M&8$bu5Wld1Ak1Y%5x|y@W`alRWA`7Mh4Wns^r9 z2;<3Xa(RffG9RLV>Fi_YA$<>oeZUPm;C@ngC$)9*yMXVUhK1kvhgP&k5k*Gv9LA|d z#yN1&##SvSuZh<=zcO-ZGxH@f3ym|2eKUVeZruGfrybw@6SLuyWaFE;;k%yY z`#HlV$9uhXBin!P7vctCN#&kCAf5W;Zhc1mbVm>!;x6NscC6oI0jGwez22LPNxzLx z%}W9PmkTRc1CCDaHi1rjmn{SGV{5G&UH13YHmSj zIk~4@E*d@A8x~$Nb^k1}pXL72|K?C|jfJ`Oqx$`$q_nHGJ2Ph9U%k)1cvlC>?6AxY zI(hL4`=8D^cgz0%H5wUsQYaYkL;H=)uH8%jug4uD=rUvEGUIGA6T+QW-<^Xlx8MBk z+P~}-ysB}y>aV^U+P@Mil_zvd2xB@~#tyW^iCM;px5Uj{#$DHmlw4yW4%qAyyy^uL zAZmuKsA?TzAFZ*TDQQ!vCQ@kBQfQ4)9H*Pi7HBf!C* zND;%3H69Y;O2jK+f0-TC1^|6Q09vrq|6Zl;<@Y|ih73{#T8{Id%+CjghWG2`;$H+TJ zFQrGena-L@I(IU|%J z&e`13v+LOX>+7Taj@q5cBF@HA`Q0B?&C?gdPXvzB`>x<`{HJLVc;mVYCet;;J&jG{ z0yLn5FP^iq0p`0q@-57ji? zth_3+6?Y0Hx?<}TOoqBlW~Oe80>T^4N-D~%K5W`JEyoffY{L;Y{TLr%NrA7~eC%5Tn4Y)&2uU%i*qfUzdG&{d$ZZ-=-nfBs2CVI&gXg=?bd{{Ag-$dT<2VmU^UnhL{O+Ow%H>IY_>(=Ty7q#)&8 z%uT!L4J7Yb+DRxvB`1Ow#DAjaIumqTT%)vXy$+qB3P&5QV*c5+NDc4V=T(_AEGp(L z>ldW^O>@0(Z)kjqeO`k?d4oE6HdS_mut$xOZ6}Ia@o-!?!#?uO?xDBsJY!uP2k_Q~dTb4FE4d?e~L5bN=y%GP~DSS~q5b;ys0jUp3#=p&kZ5 z1jxNN)j7XcVvi!?xB#G@x@&a!P^wXXY6&*Cf1~ZmtgK6+EY%S9&|oOP>a1Gw)X^B% zOr4!9T9WETRZR(fO`Cm3mub%DZ-+jTeA^xsv%`ROL5Y?bDjt)a5sAWz~iQO@f(t zp4_p$)v1)-OS>3XhTr{)%tfXuOHZ!LDKou{u*z%7tF~2(DlUL{<|R00$n@#%rI3`% z(_L)2CBu#Id5eb?c)wc$ls#Amgs}MBEe?q*=NkiLE7~qxh6B^eIrOI&MfvbuTe2hy z?doOY$9_V?{eu>cZw|k5DX>*BkzV)$WDW#4R zW#y&r>GdH`=G{v9O5fb+7NW+}!%vN$db)b9zZ0*Cp2<}{-QOLS?-to;$8N0nwIjRh zo4e7lE=#mWLLf`LXxh?z8p1p?k1s#se?Q1PU#m;fo_u!SPt(}Da$mhe2owC)K!5lq z-BF#qyz0jG0(y0Wy4nA8EBNrK;|g)i?=59=P4j~7)|-a!&rM!mQEG+XY$=NscgZ-S z4e;>#{k}l^zUa>tsGR)UVPT9D<(bI48J0BL%VSHN&@bOQ+|AFRpXIClyDoQJrEU1f zdcSy1&%2KtXYHHRmE}z2thX}U(3qLcXfJoUgU@s#7r*8x9d|`$1l>K6T)WuIJZm8e z7%`80y|8p=>;&77dDeYnJ~Hcf1MZ@qZrVZ@5q6W|)D$)ZdXrhq1KcXae6thV&)j+G z*MMwI(3@$QMQMU=;**v$y9C6e4pto>0#KZLU!LLxK{Pv z~ z*pd>3R(djTRd2j>COP@_t!_O$XWH1`FH$-zlU^`4y-`n$@RR$#3}Yz0&~kTLM8Eem z6L9BeiT#&|`L*2lERDDwR#W0PdEE+Tv=b#-H+bR7oH?Xoe3uH9T3=tfbxQsy>r$DR zrqz84+45UBuHLdcqJ>=l_?=C%Cd@$eR{rE80D_@@ckW)^b}8y;)wZCW?eGod(3p`2 z%3H1FX0u0R5kX}EvXD!&YJ*3oqYF2e3OYfHz>eR_Za(uh^=HBcZnVCVCbrr6#e1XW zR3b8W;1{+V{SAnc+@7DHbGlPI-*q(EmK=4r#cC=gpz&K1j264Kq;Zf~E*u6$iFLa> zzeir#*m=As_r=rk$hzV2qp7@mW_#BaEpT02-Up}&6-KWxyG;jCQk34kTw<0x3OvKq zFm)WtuV#k_@hyur3|d%=z!qwT$3__{E@ob)>KRW>r4l+GHElG(GS)>m936X`c&=^| zafhQ8BH$U@kKBXloaqYywK^?QV3*t+H}*RTs4!V?Su2<~NO^uYnx8(^^9AN}G;+Q7 zSciG4*ck`8YThXXZ58pgY_&}Ws=Xz}YQ4{Bl*w|p*3_Q2P_U!klT&9s2FI{pTuPGB zr`Ad*pgvCPAX;G~MPJDc4-I2TPJ2Ucg6WA%{BgV@sSNI`OC4VtENx<3R|5(5xuYFY zn8EvO*EflRucZT%cy0Nk#6g5qZ`6kuD{?J9s${QY%}@;~H$_dw&%S9EjK~+;SPcz^@)0&4>RpZZp0lR1z!l8-H~w z#!7y>&fXLX<`{{fO0w|+$JZLoo|X7z5P8n^`^b0}!VFUgf6Gh_ofK1lAL9&<45r># z7T8!9kN&bAk5Al|RKiiid)Wj3CE2fZu-QojoN9axluXQiPZ;Yi>r48a2dh1CS=>bx zJi6$kD8-(*hTm!K7>J{yy#Z02d*-I}wc-Bn3X9;2L3$|^BJu?-WdNG1FsJ}cq;Bgc_uiMHx+GVfpq1NvT&SbN8_rtvX&FAMpIsDvn6KG z4H&!K??WqEU_~9uvMH*6FfV0^_``RvS1rZ51vl{IrqY!kO>O5N(fz(!p)S#Dr2FvJ zz|l#+D#c6U;XU_9tG;=sYQhC^)Fg}NkaD-G$w-U03vN{?59MM4-U=b|8Lo<*&jB1L z&Z^!H17q%aiY)Xyyp92|_C+^OG1O()ajU*WFLi!PC};P>#&Ak-hIzS~VR&xxQa=UL zy#}E-L$QH33ci}7F*9V?soHzJYEtzo*00BOxU6Ny^LI?Kr9gl_cc)toqO%II`oI}c zB zC|}Dr((yl;>Q-1F?gs3!hkO@qrBqgCxEDg!; z^3B`7Xsb%yDUYd>RaqLj!AG%R%G^d`+t2*0vjXcIjsdjM zI{wq5p0cv3yI126Qs57Ht~5jodP@86bz1TlRaM2>AC@x)SJ9Q#mQj_@Yv+}hH`b=! zjM!Iuy<4y+HMBPL_$ksfW#r-6_)u!OuSV@#L;Y1vDOSO}h2g9I{P`F|^xT^MKq?fv zilTX&5A#8~yM1q7CD{9i_O2gog&hT>Zu;BRmVFh>tg~g9|M7c!)=xKHBY^y-jMJyf z(3;`|Hp%hk7~D`YSm_3KQx@`dZYO|7dv+!zE8z*L8N!Bwe5%+ zWid9@Rg$JRbK2LmrecAEK6-X!_=>Jx_EVvQ#vT^F+@msVhw?U)qxSi}l*c%(8{3R}(Kp5vzJ+ScbGxG+#IQiBYQ@dSn<49c|?0AlNm!zs3~ ztf0!@_R-{i>hG5m<{7z`p&fkRmAUcUlOS~ZG=Fs|xe;(&B{33-j)h~3qxP1UAQ&$` zi0g(0s-odTX1Qu_ef~;;D=@TT=iZcYUzjhSPt{enT{yoUH}%x|kmnhY zOJBQC9QM+SguJ6xWWIMx(sG~ zur&ax(|uiN^NT3U6#(}+-K1Yj>rI#EhZx!LoURg`8TZ4kPiBq`&1_2&1ntw=6P;lu zv+daKr)_{K@H=Ka@I@7WMcwkqpLy?jA6)bciUs;MfZ6Pg=o3PXPvRQEYdDWD$PNPOzTKrT8}XXIixYY)UoyR*nfsEDeCKNU-@cZc6GXhS**YNdNvJPVj1ajx7Zw`_zv6u zRo;?zrGt4daK>ykujLM^n06jl=C4zkot0DRukzaNzZMq!e}}xjT$G{Sy4meI`)!Ub zl2&>_#KE-LuJkj2|5sO7&gZwoA{%e^FTY7w%YO>X3Y*_%^vm7Y-Ru73o40;Ry_NlI zoqo+PNYbX$pT;fwsk!r;*3XZ&6E1y-^VsQ=<=gVM1mc4wMw_St&F&E4z6Va3k@ zIBv`v%&$W2e%sCJo09oaaLCIWq~(hKX3sr4-~ZZnlM>OjR8;qISFH5#rOg-5Gs_Jh zEZI)aP2b<)Or<@e2vefw!u?^9QeooOny1nI-Mitr*a0&+mu;y&u$UmGE#K@`_FXQ6 zI*~FBofMvwLLHf5ix|I06iY_Zm-TMusB{vs}tXaOgpHYA(sW*D$G4kIW1j)`{ifC0E{ftwTb=2qK-GWAjt^2+G zu>pq8H)`4ah;1r8R|YsXvx&ycLV$Am>wbO}6&A|){5gj`ZEYTDDQ{-Jlj1ji8c)}< z*H3P$9Lt&oD&%=$2a!#|1 z-7snG#*NpuTCYX<6s;R}{0C~bhna7Nw{MItfLeS{ znLc`cr9Y|L%M7Ah%Q=%e>B<(_@R>G0U6{Dp&Kani-thfwzHWJQvTkvvupf|fCb%fM z*cz0D$eelP&x~D9+}Fz*}N2z)SHP~0*?pGJ95G!+~c8-+gBfU1*Jtc<3F zdk{WJg0@OExFE63aJpMxBAh1jJDlbBv#)L5pRPCRslBcP7}rdvPpL1!Yj0+LV)eZg z)|d{~>_5&|V%tS;UYJO5SV0AKwh4$}m_MkE$p^O|@BCiCNI{`aYSJSq((Q4+XM1PV zpj$Hl^+_b$%>3cco$<-O8H+*qZ3*cbv z`+eRyWnabRbX_sM(Ymdr@lYmb!UO{&?@xR3hWqXvvH>#lmk+sO-Jm+G>c$f(jcDrb z&;}BOCVeWY&w0t#_R&L%p(;lyFB2tqr0eghsR|`|`^D_2mFR@sLIZ40iT)tpp}e2F z@r6aLu%i)YuMlNw5%k9KjRgOg!W)^7j<~6nbU0qWUCmZyb)5J5>QdH2z6P1jv|;ys z_Wg7`AGSE%)GYt<5_;|WMxxSA(E0xM=-IGm92|8XxJ4pG2f{!J|66JTRw3FH3Hp#K zt~Et6BLxMKlFvlj`>aDVA~q9l;hZRg0JcOZC&>%oz(7jy3jG^5iE`ibn?={SEbE7* z%UN>e2vRof5S<6*QCJcS(o63n-dPD{n@uy8C1GSfvsM0O%t+6z`wpi8u`lE__zjC{HIn=i0ndD&HlBmJW%CJ5{OI%Un+`Sb{L2!#@#>F{6neQi?`Q9+ znBx+nOXL+sdocP`a(3tK5};S4S@+dxM#wk%reQr~r??8BKD3Fkk#D%M=JihMSDB)&#wsQVEwPHKqMPk4wg6*9z)r;sub!<`}%21=1Q z?-_iH8KL!rrdtcElQqqO>4i;G`btLY0z^2>6I9oMMe$MG7#EZ^`uGls!Y-TZIxgFo ztd|D#9uezM3n3X^L1@PKV`mn}m{#shyrRK`*Zu`H>8BBJ(2Sep{X2)V1#`wOAE^RY z(LF?{a@EAL%{VV3w&_*-4l~v0xBad2huR^!aIzmgBAki+g%A}FD!JCE;0MZ32VirN zjOEIajg}FRj+X7DE{=cTH&ZDLm$RdHB_)``VP$nBRzq!#ta>)^Yi$ytwkO?y4} zJaA@1!7dB@>z&Nz>(X9woaFFt?>uRuc(RyVurChll%C^#7Rd|khPLIy7&c@2izG%V zjS6^467Qg|9PrJ;Y(NZIm{Ja(LK#K-9BOL%KD%(u!t__QqQy9{emuv)%qIu)4&xQS z-=AsKXp^UkO|5_5ZT4)a=?e$?H+`X$Snc-nnuMR8e#`^KdE}a8n2CdOkA;GDwrCD| zM3OJJN%Hmhc-=e|C24-I?#;{kiLaeT=R*_mr0kFyb0fdCj! z#q5-qBks}IJczwjf+Sop*uD1C@t1dSmBNI)~%7 zaT?^LJWzp%94?}U{zej#bgq`-r{Q>?0fIk)v&KDoXf@Pd0UZdgWuqA;ViQHPZP#57 z`=N3V-|2384wn9F;zT`!$VnUzc@(jkkP--ERk54uP0~ts6!EUfGp@C1q0X<*LsXZE zea6$2Vp&a=MPO7J`k*8(60IX;6j97kJ=O11+&Vm-XL**sHP2KV$mHaxFi5=AD4-o3 zQK$q)euC6*TBK7nF|rJOI&_almu*8RO0f{_m7%B`d+4HMn3dDPM~!M`r^R8~_A%_z zkd;I=HLXOYO&EnbSMZRU0y%>;87D56x`PRY8Y@Om47(`bB}J|ZYXRtBkQ6V%jje;d zQY1&Xwjn>|PBX_h>(=KFas~7bL5s(M;#LDjFQly`+X)Kp0h~VgP0jF>;q4IcR}{}? zNEUD48izZRUaH2fwf7$^qP1=l~WO)M+h>edMM=JrqR|ZCT1h z`r?Z#K%wLg%wsQ)mEFzpcmdY&0?gk#wmq@~YpkCN<)uVfW1+$foG0#GFj{YyNZjkW zpRGCyg(PoDSzYgt^~$9i5G{r=+%ahB#~cGTPnD}39d=v(3MXD*E-zh`tE&vUD=zo# z#$lq3(j<`D(VQ#Qw7jPo0(zH{PG|;Br+gAFA+s|vO?=5ddap)}O+}A2?lPcfIpUO5rcCIl+Tb%VHamwf#2(C66kDhi zlD-}mCiiSJN&d(-mtZp9azAOsRp>5-+MF9JhvGL+(ffS+EE&Y4=uF#wGA-knu;sGnek9M(D*rLNr3 z**K(6RXG<(Xb~0n(ZF5FZ%}lzL^-^VV>Xb;LvFXos9I(@xi0q*#4*lMm~s!yW2FKG ziYQ*J(veR+)oUQ2@eh6_M+^4C=+mXZ;XcY#E7VX+I*%%1Xo2>_M9dicfBbWkg}fA2bwbNZG5h>aDWfJ$cG@ z7djUjny3U!Xihs_Q$cfc z1SeN#zi!(-&*zU69_ryNa|v9&uSEG7V5##EDHKveaaou4G?j-`bmWH9EmTOfl*mbs zfD&kxhT2?B#aL_q_fal7a?F_)CP6U+7o!5kjL$I$m2h@tuz_!%kg8Oh4v3cO4$NRB zUYX5nHV!Wp4q_k$gtpv!-dR{O!3$_N938DdfC8sqiB1eDUKTLOGDhD}L+lpmQ@ME{ zPdstC@wmd2IPR-|W0L18X5n@uhZoY;#~f51e+;fw#d;w_7tW7|v62)jot9uldJYtX zG6_z=`|4)GP^||nx1ZB6UnH3;41GWuuWS3{>SAywCa5Xvb+9^0oF>-fUL&w3y|}G7 zxtT7oMbhMW>romu4qz45(Mzu?oK{i=DEN|72-jDa6!aK{j}&)T`{OTrY3meUkinrBOB7SFsh}HqUR-e-x>IYMl3eXC$e23@+K4^aR zW-5*z!OFL)_!0zVacoI(JkFF3)zNHvzW5;$P2Q(NGrfcVe)<)unZmtQg^&~%DX(R( z=i(jbqnXdtK1R{z9hkx#l00y^Uzh_=6r*h>j}rIIa^w6J0dE)f=`hD+&Xr?jM(=-+ z#R}NH9&#Kh1%9FgE#P36!JJhqp6sFfOIXt8E-veY2=NmN7nhS)dE+iM(#%GD&MyzwUXbgq#7Y(@S9e$aI+$;qN^L&VqPCFq2iw6CUrT`|_i|ic2!sN&Av%kBC z7!1v@vY?VHB;2DNzY5WlpNK1TdWDNc4RagE7}z*p)>2;$~<1wFwMH!`>cljr-6DVks&DJ=OddZ0g(daNeq2Zc!P@*)inN=a}cgG=D zRSsApM3`@|ejNC7xFp-TH*Uz&rH7}MK!zs|2 zJ`jxTywkB07Y*?1++VeR2Ry=~>HVk|fj0?k4`L+fX)fo}S2xz=<1=RTuKuEa8P-?V zBsfmMB7v11g8x&%8@jNvUHD*Kx&J()Q zF2otpLFWQEgbb11eRUCa4Qj`JhZHy%@))y%%dD<>a^}ks?wBrKKE_NRgQsGlf+o9t zOdsyxh$(a;GCnHwy+$GL5bV%>PXGA>(D0dSofVp&LW^C}L9~N(uw@7dH^XZVxpt0K z_EnD8*>{afua zU9wycr2vImnoFLX3O^ZEV9RDC*C7!VTRsbV9FA>YT__PPEx4(V+2=5iR5F{?mK|q+ z(07b7OhsuQ!TKrBK+G+aV9O>>9&`5@#Rt^`X-3jM=jkN*G_y~@^8#ODE)j9zt+^ji zM9t{R+K`oPD{)0*hkHTmV2Kw4MvQDBk&G;{xb;k`9tOHQjP=MZO*d z_9Sxj!~x%XFG9$R<*fjVIoU~Pp0L&Gqn$q%&m#{XzQpk3z^3$N8qvKAllwES;8DLm zA)J}9AvS0qsgxL5qU{=vMnu?9_PObIr-#I46|fG05{+4|#P)mn)`DQ2JKheci4+t+2h{_1^`bN^2RZr^O@&ErVZe%m z_{5jKe-yxd=EZ4-p|dMi)Z>viS+#s9;Pad`xb|Zq zU`q!qGI?o1%P16khHtQ#FZ8fF3YBzX(Bj*j zbv^m+X@+>mI>jG-Ksr`M?C1KnYyvf$yj_wGPXCF@j-FIKK~JB3jF})#X*Ru-Zr-~vZIytX zoBtQZTS5fue7M{LuIpJQ9ZXh%J(@4NU%kV4{Jz1CxO+UPFe6^Kq;<7z;+(mJK$WO* z@6@zzKA?q|dte07GO?|*qHMoV$QSEkz3ttr~-N&72&YPM#MJX zvmWJCLqnR)Py9vc{SQLKXk@6eHVx;=#slt9l4S-kcKo3k_?=9m&+e>cU!9{%k^^y* z$Xf@a>7V-fmfun_pHBt0c%T}Hfm8ZtcIGh#dqQxYX{Y^s+APiNESuw|aLY4o)mh<@w?zl z&Cby#a|`JmqIZ)DXwJYhq+)8{h@6PxE&n-% zy?H`3FL_rBGsX#}RCh7OOA@!$1w|7UB(p0#31hDvh-8CF zc(X&?xYc@li$KvXdEeB0Akrw~kHf#$E;C||HOvtdO}u&=J063LH?EPnQ}Z21gT0+T z)zPR4HrE21i-0G3S$lGjSU;BVB&{fd=jbH+v*)tc!e~QK(3E=OqS%kHUXdnLSEOEX zJX`%}{XpY6uG>O@OT*ERR*$ws2c?EPdG7P{sWR;BALZ&{w0#k9`ZU(iqhCDx_|;6& zBZWs@^r^365~D)rYKA$iBnP6z_}rsL!jm9&Y*yv4kTGV|v^x)#;=;04)_Xl#vxwy3 zT91~=1kax&h&zr)z)3qaNgiRPY0T;H5aEdOu`$j&_6emQy28;BwsGt~IH?5jlt4nA4n zH)er66kgwkqY$`1eqoBJ={=RS{!THzZB3iBPm$_MA;xGwLI)u_lZ(M%QfA&myy!}? zD~#%1;M?i^r6lA`2V5iv?>*zxIUH=kjoh9JS_bMzgTd`OuW(!yGJKRjyGaA`V?5T5 zpOn4-pOYKKvAA@-$5%RDtDAbvVKTFu;4KE}F}4K?EzK-Qog_=66zsryQ0H<4y!bnyt@h`dnIcI9vVZXHQ5sP_YXA@Tv+-Hlf zvuzVX)wVpCSO+=M3d7$5qDHgQ7_pZU2DO&Q!Q%(iB(1DdFldDQDrL)%qpN-~AU)&w zufKnajhCr^B}23os;x%MwQCj^#&=h3=u_!)0zyMhd77&)x{0E6fu$zx%>4soZu}+w zjUfCSSkwVk_;tcu0tU9>8l_RvICChEoA4_>JS?sRFl#;`r+Kn}GcSqIVUY)BK-4BS zwX`mrxUI&D)0w6+!RYScs$N4Z&i%CJ2>zxO_3g@nEU&)z@@6h$1%i@m6zqUe1`vj5 zFCv%C$w>4FpCM5(>elG^7*&?hfBsS-ZwexQD@sHDjB3b2nrjqIU$ zL)2rcyLh75pMyH^&F7v?R`GEe9S|w3&a(1wH!nTAV^kZ9Qkjb1$JzUaZh=xJSdvIZ z`A5q{EflN3WuE9`&z%S|>?|eU1Y8rA`!gK015`d*IDoUq)lO3owijz7;4>S=D5}z1 z1Rb2!GeK|uR(f@Jj7_F2U0#g(Q#=*-r!}9qsHAyF(`Pj;e+9B#s;m0%^g8WfW2OffA5ii~B8wK8Uv17Z?QeU$Km)#SZCqj3 zmrdR)nA5N9j6wD$3zggW`S_YfV3aAEX!?bRZ@d<&uB2H;Jn@&@JJ@pyJZ~9)9Aa*~ z(8?z^E${yvU%9N}0Bpe5h82Ujbu9JT$_i^VSocaUv#7YQ1w3#zl=$A1>gLgZIuQHb zhknndAI;r8H_eVdfua$CgPx)@n2X47SkV(IEgW247co}#!gOmZj}q+*op5pq&z~N- z<2$yddQbipd9HWQ00CaUag`y|G-oFECZK7D zxb&_?g|9k2R+1&U?-0L<1Gqh*MAC41D@h;}M%5A-yUwbB*=#9|nWS3iDy9U^LCcfl z0@Dc{Ru=V4#_zQcFE4*kl?!K9`{tC`wiw8edp`O?N0meR#jG4%B{g2VF-UE>PQt3A zrT*F1DTuvzLFk;V3=uim=Biv~wMQ=dwR_&P#Mi12uH}+WE)B!Q8qGY>^iyL$`L$s? zShV1rTN_RZTC_lnMlu99na4YMFE3H}+f#Xub06xf;2xNyHYO(CXTmJ--0R%H)2bH4 za+GyW3HtMt$95i)q-|j(au+f6jlc&T9tR$~ln)-eKLh?}34k<^A&gXPRT@b1Xj>;H z@t9u2y{_E5JIUq;zIl%hC~#!;i#wOONk)_{_dZhsRORuh1TG`dW6%cia>luR@Cw;T zhdN;y3R~qVG9j`le8hs00eU*(B#^>H+%eo7w81wXJqDE32`y;U3<4I1(bu*$@-92I z%kRZcTN3k>)^it2^_UN9SEospEZ>SZvG)KjegW5=ndgHEAro>vD44yiy?JzbLpF!|bxE`Slc-aB|RAa`9B0jf&;d1iC?%k-IeF zFrmT_=$`81#3usozEKHjk&!*$S<#|H*csP`p`a}lXqu`9zUaO4x*Vps-@rl2UH5T2lSHY|gN*%Gj44`wrEC+Fg*-7c#q=C5%NaaSv*Wi9;v!NZ@D$4~{mGsjN$7(wCD1I= zI;J%$n{_w+yG9QM#HngixvdYa@{vqYPuJkM>m4;Jw$$jSLT+Yebf3f_>so|S2AWg5 zB!k9&FpD;E4D``s;ufJot8kNL!tlpNSHvyjbeN>CqPbshjrp4W2zIT(O??Y_DrdMEvcO~vrfBu=t8rj*d zKaN#tg7S)jl^`@pl5P)mZop75E52&X&g-#pWlhG|T#J|nVaBoYufmBBGZGO-FO@6Q zFn_rFpnMj${uoh%(Fn>8%nzgeVk&Ah*U^_;PJ;TD9p5hW84G!TI0sqH^G7tltSfNGrqLDGZPEf6 zUwn+DnMzRAS_i*a-+CW1hbirOVVk$Tt@G#Ea-DmDQRL-*qzL^Qqg@zpY(I}cK9QVI1;GnSy?~M-Xb1OnGrZ&C5O6YOT61ct% zJD1ug$)hBQSGGTKw3`@=9gK)d2`fMPa10~Mnc8Vwh<+)xpH;Bnp2v~Qjk z*Bs0c4!&%K!pTxd7`7}p9`fNka)kB-`Jsn1!$GI;t!5h-`1qky9a+RQ4!%Bv57@-# ze*scJt-m*}B?Ns(S@6A5rFXMogt~0F0fHfBBz%(e z+O7kKX4ln|w3g|ciB1o@XX&P-BRbwp1l>Ohsd^~(ZLB}?ULrac>O=`V2eu$ShH)zr z@niT8kkAFd${YFZ$wB=`jB~)>EIc%d&in(I#|Byg`d-Ki{||)1j-{pecLM@2@ixd8 ze{s!+JR3Wn*eT+p0oIv)>`n*FX5-8OKvtU;)HGE~{LyRwOYyH=zBE^GLc(Cx1l^Z? z=(tnU7iN&u$J?oOtu_0yfF$YG$g!DDRGO}krS7d%9etl!{b>hS;#74eYu@>! zQ242J?Ty$#=)2Eb*4+OQAqq@eSNeU*CO-R_MQgmbd{s1BP?g2!GtI4`ST}{VldO@e zHV9=G>%e<7yfg-#Y-{i@k%BzL+sl>r=8+DL#jTo%VKJ!8NKh@*_rh{0_i@$*J{hiZCBLU>pDu9!*dZGwCf>X@U=sUIOXG9Bl~OCMB5~CF_tzcOb^T7 zNaf6~#YT~lcEg)!A!(0@*9I&t4dx;N^FU2tW4>Q~wJ9b8w>Ef@g%)Yd#i5L*!w?d6 z&600a;k9XDD{b20kCkfnd4T7mqyx6|$wnOgX)`yuqZ;(^-WRmX0$`#&=-PJ65M2}) z2b4XpmL4_;r~oXOE58eU-xb3S_TYtE@i#q!?v@}^=F;Ydf;KXXqlIo^rgM=1Q_2`o z$^j58k!}>=flQ6_6)Xf~w{?JIBe5+5g91-Mf~v9fZbZMcEY5;Pe zzMNBv@WtGooOo3^nCpzNdKrG2@|OoC_Z9T><3vd0bWFtg$}9f6e2RN;5NIj&@1h>q z{AlCX#m72`9*(FGsT23AohdRJas7(eP%)je#4bWAlZU%Z9i+19IkIEBZh*wP&a0#7 z(NeQJLs2g+x87GWoq$10)5z5F@y>MP$e6BLH3+vd-??)1n3?Ewg&D;&`*)42aUK` zp(j==B2+|=P5r*cd%nAoQkM5s8#?&aj~Rm*CyiCHE55T;;h!kZkMGT=7cc%KVMFiz zMf;Cb1O+0om(bQu_w~z?>5P%z3c_vIX0sMY-BS+zM!8M0A_IDX(CV*yfdKM##ckXeK^Ywrwne+`xov?zAFDs z+R3Kk6W-7464x)J{Z{0eEmZU1#W3|F2h3RwcILSA+OEbKSJ-po_Q%bYD6L!_B{mu< z?V8$6yFs?olih*`C27Bl&*sw?Wd6@e2EqH{)5k!4F`qr@PtbV9q^J@w$*P@9$!|(# zKXqI}nt77F*O21w1*n(>s_h&&&rpBMO%<&FZv%?{hJXuNHic+r8NwM5->=Fl(vTbR zi7dpphBG|bOiyx3f?_aeY5sc8e=8_sK)emAf`;8xgEK#%QTtl6TwFaFkSw$AV_XQT z_uwQ^3IcE=vaNAtilSMsOw`e0VD>|e{eFU1?WuIXQ{*Dnn#4B$lzXb((aF`~PMrXn z4+OOZ4+Fv1?LZhlMMt{K2I7kq!Buc#gVWVY20>Fs9r05mm@8`t?~Q)Y<)uvE=*L3r z1)EDlJ5I#}ee0##L35g>#fG4Hc@$6R)+nt=xgnq&x6x)D_SpnLl}lp`SMfDCCpIxi zty36;4Br}EpLEze?Pq24J^#V+nn3mON!9Se*fQsqSX%!s0tfV`O`lp>Fe^9{i(3pQ z?+ghlt;|Aj%@YVyZb*5Bs03%6zL_<{MoMbAtpmenocSAgt^tEiYk70;eAKE!e=O09 zWOKGmy3502Io$p|%!6t2aGCGfpQaeTz4ZvKNRW52F;Y`B@3-}e<`k;f)|o4O9A_StIQAK7yQI|dUir>*&uc{c59YjcTG z|8V8sLTDZ)?=z63<6TEv8jY6w9G8S)y^LpTL14&HnXgYL}t-s&!zdyigUAu3o#87 zLMviZtjWii@Gn*lZlWgnY$gX!90(}41hx_j(_1jksM<=Y`8RDona}GV`dO(f-3k*G ztgW9W^XZo5RCtB`;?{~_cr$78lIjnqNqy0a#29-?6*E!|1eR2oS>%OGaE0}1XbT4q zkFbO9{Vn=4@aNp4gK&Ct zG>5|oSC|+@wR4CExaIsd5%q`!`AKT;`_$YI1vxj>fH)qANlrUp*Oq)`2AB=jF{`|s zJPug`-yMi8|Ja_%GuA#K4ST?I5ROwiWGMn_%t>}wM*R(1w|(ZRvWL=T(m|6?(XmE1 zvX&=U*e6or4HRuUAsc}tW`T6buN+N_zqRH-;#i+nVKv5P1N2$AYaT29Gh9N7j_2(IQt z$c=rBl#_MhG2u4(NG6MM4;@%oN)Id3WO?rAFVz0%x}({UJee$%x($r(D~M=GjYD$| z3np{qQBh|Mp-n$<@v_hOz98Gv;C-@gq?aj~ZVE!BtW1WYRs`gfMklN4dF6MDjF)Hv z$z`^%xQf+t9W*Kb;nvw@kGw~J?=~hCJ`i?~a*+-irIp@=Xe*N3oB;}YY0{)f53H>H zU1`LmdJMQZR1(`ZgKv7-O*6dgwOTu&N&QR=ys8c#liJ$EBAtL?iY-$yshxoma`zvS zgdT%A`1^uGpeDS2Nm_v0`NXbg^Ebi+cYgk;hat)hZw5F25I$fgtfL=wv#COkk z{SKuS2TJ3C;XNBvXGF!y=$WE#MK@w)cK1q7eE_IYG-&csLqu}r9rUGTNtq-6*b;q1}`jWL^j~Fzwc+ip^^mdyXyjvVY)q(6-7ZJTgiOe+ArM>JdfVnJwt#KDqqxxNH|pe*;_y z&;C7d{OFS3DYrOJf{Mh#;@aXC%UZI|iR2&gUnoLWX@uv%yRpsu&gXdHl}*Qs=3j3NGhy^Yg~kQ@S;q9A}XSfg^?impaO>{qR!ew)zIXhyOw8} zmB;W1=N_9%MEM&{cB=u$403t6Nyi02{xe`SLFyvDL5hxk0YVI+00zqhgz+m8Vy8uj zw{wW2a2)#B_Ls+-Lp;hP$R10eprv%!FSX?n;)(ts**=6esCUB=A;boN>?zQd`VTQr zT}X|L5bIFSmvo(XLY#lKSIPM|`w$zwXvu~UixT-q7#yq<;s~zp3;h8c;=vB9cN}F; zJ7FH;2%DxAFkKI!v=ibZXXwiSx{C?@dhl>2k$MIp2X7dhI!U~{>>9)@_>q=cvXlz+ zNjYjLyG6azoU+F_br{NKclzXH_{UB2pe=&-3nrlt_79Sj*TOE~tuCznAQ)nS_*xQW zg)oaX-;8=phuA!{1M#7ihJxt%ez{)VE3T49S#gwP;2Kw`R|)Ylmxd#cvhM6Y{k3Ih z6Uyn;BZCraR+bJe-8l($18*CacMm~e)Q;mxBKxnSWJE8|BpU5{aYbVjgj}O6otUJ| z2?so-$f=E`pREAda@nSB*iG+*~X+k_GLYYgz38GvRK7lG+w9=z| z2oB$u@`A!00zi8BEj!j~nSYA}E-Uf|=_^9;sj(1RTH?0n-4j$+m^ zG1h7P91eb)zBnzzspS!Mz14?zd?^Ml8P6Fip^p}!vlaihy$|h4ID@r)CUyOX8%z%{ zB{f)F+sDi^mS+!OvInJOb~RXOv|dm&Djdj6_Q?=%^0r{^U^hAC0dbkcRBVR|pH=#~ zgA&-9tuCEhe}tRm5j)Nqx@(Z$_cM;~Wn6Xn5eI@mW=;yO@)%+NcoHF^AywY8{(HtN zxtX&V^>^L`UlRAPlDo{h52-(g!@(f8;K~RYU45tDS%TVL1{_j5!jV`@3(>ax1&5JQ zxZ-Gv5(4q%xsB^&={hBDaxSxR%z*UR|G(0cJ*6}%1Arl`5>Gw(QKjqSI@^%D1(Wle zlQDJL$DEutBX=PACcj#E)3jA_aI!78U#|&7Ag@Rkr7b{{)1ifwhpZz2Sr!wLmx((#5Ry91x257CRyR6cvGU?P@^*f`YiG^z(CktWe?XM@m+fg79O;Pa;u^*tM0|2%R`{tR9= zxD}%K8Oihs4cOq*vqMVmKm!`a-8VQDT}N1%rcQGVT3HBY5NZdrI>ucCr);p6KbO{p z85!C427_J=8)zGuu)##o{3pJIY2IK$Y=9MGm7%ED%$dM%=?&&R>aT(djt$1yuMLTm z+IlUHh{z{Ith@r?4XgC4Ay1RXMW;k( zR=WKg0lrx~XX>0junS;9&6uA(CO{U!a(Y*wfOkaaT>x)rMOyRkV6V}S0M7xpU^>J( z3*a_<9N%1?bvjl6^SGAeOh|0RPey?KLXcaJ6u>3&AA>^52rhuD7jSUY5h@(2xU~T8 zKoCq#Q3etLZVp;qrSZ^Y4yZX~f^0f;QvkQVPdWUZI`O*z59}nOZcBuNyvo?9wL8nJ zo|HC8MD(Rg@#YB*j+^Z1s1G+@D~*N4GhGL3%{Kt1^KwC{`nmMYj+I?pdKhJ_ z-p-86Ll!82PHjq4U+g$)P;q{I6+*3Mmx7g zkIZ@mpCL0x4%&ze1jC1a$(&4Km;;)6o6hpy6xYtLVlIzg3}IW56^5b2p|aLZKfuOa zm4By#&PqFze+?ne)2;2s_-SOp@zMoLAYCKuL?geP448gRKBN48N|W|3N4gK^tv02U z4v>)uR%=u*xRNuIjSxx>Wxl{;Efr2+nkX)Pw&Sd-f( z|3s_Le)6{Kx)>WkVjY~LRzSje!&l0j(z~JzOk?uGt>2;S`0G^{V>Q!p_osBai@llU zLyn`>7PznG)cU2r$!y=Zh(Wuis(riPsTUubaif7DI3s@zdVx1@hX|Je4LkJWG>Y9N z9Ct>ZO%~Q<@bFG?L;Dx4F3S8O1xQ7{!&yC-iMLNCRA4x;1itSkd+<443i^ zPtKaVW2gT<92&jTuES5w@MGWn9XJe4QTWY1`IjgZMn(`U)S^8wJe{nA(DcM>OYp!d zM?4h-XH@|>nWfo3-!xF2eCzt!8^+{Nl2NH0&lf$D&MlBP?nvKdpTxA?Br&V>?dHfl z91(KDhrMX}g!DaLV@XNxr7so&pyJKH^riI+`7>vZ8*vFj-RHaXw#%sWz5O;C17s%) zDF&F(7&+L3+C=Q`30s90^O**cdJu0JbesX9@8L@q~EK%S# zd$LmDEvrVD{G{D#@9-$@gcBu2$hEL>&Uf-A?fcX>?s3S@TXZs%rG>MyY>khg3@Wi< zkATZ>t(sn9I}F%sOSIDVBs9sGWsRijBK9L;L)3JzjYCWG-CYQp2cqrg(OER#0$#pU z$QQalSzUw6I%m@e8Y@5h$%<)oS?g`1t`)12I4fDA3ah4^t;`H!o8^DTC4~^%7&N1n zjtF+=DB>j;+0x)0S_EyaBijkuwDO+%K)!B*i>1?m7=$(+Y`hP$%`yK#A}LxTN*=O^ ziWQwUw|a`08B#n(tWzP>=IBV^RO;-Q$o%%>rX_-tsi^&VGc1u2Ky->}zIV^0){L2- z%D&1zNEX_y=zdS;mBL<7#PVyKdOk)6PsY&-!_Za)ta6dpq-let4E)-pByf;^9nWG{ zudi#prZGAu(dLX_-^<~hL@L#7)F#C@xW1_>aV+K#CDivh?}X$c3^%bVZ27G<@w{Yqdx=u@2y}rNqX?8g}S?BGHhI|Fm?|;Uepd!7#c?%%YTzO>+ z3`i)`DuVf0Q{wU#`4(AQJBW+>cL@nI+2FW_|L1I;`#->fTOBbMT@mL zQt1AJLtMhkz!Jv~hwVjQ+w5qtG}0&w+u+#xZk0#SuwO)AxMT)g^kYW$X#f=SIUhqW zl*9`>LHOND7labv@+a&oK1jN8p>urc#bmRs5XZ?FLUE)o<;B}h(U$6ygwj>z?ySP8ke8hafX z9PSQ~ny^;ENY)F88A@C!6(%tIj&JV3#<`V-8 zFcVgl;Ra^x`ZUaS39d<~>n22Ia0X6?1|M**Z9Kzz`iS*r^n<_tI($Qt@LL#K-y+i- zfsKSiS@HBjqMmidMx29CEzObIjiCJ<+Ia|u4l1}YSV>@vlb>!0VY_l9`HUb^wPXm| zd;KZvJs)s}^hRiWy^vg*MGZ=F!w_&|dqHPd;tv~yOuJ5D`_^f=8Oup_2P;2v92+ok@mE>Jg;38(phyyWe zV9bkR1jBWP9LbDO0Ku8Eyyld|t-5D^D%(YmG@IjApP5 zWkYFhrlLXU`KQdChY*j(OBrkP8|u?Fg#K{ZCcIp8zYvt0PV)2!>lmcN0f__$(VvI8E!E%ho{g zMcOSLP%KhG#7q#O+E_DnjS~*tGUYP#@%nvOG;-NN z{C1Z9OGtspg>p3YjX?zT_1iT0_)hM|TpIaScRzA~%444q{8k|Sy| z*N^k5Tz9LCOg7hI!wE7|G%RkP=`_|3H@tTU!+ePaP5)oDj0kOkkgX&6g@$y> zqs(OCdNi$J(PkM`Byh;U2v~%G5^k#CrxN}r-ayu49m?&3Vm9`W1km~!<$~ytPu-wd z8obA0XJc0`PX0_%P3eRxRk&7!HoS^2cDP>5r5k7{7`r!F80JuH8qVFXzVbHRhaTTJ zP28|?aVp@&s@Yc<3qr7(Ke&EbpIih&p3X;)b0qpUI9g{C35GBVY)oqNUu!8#bKOU9LT#nDno;TJr-K=ns^A!GGLpB9IM#(Z-NpzMjQ`^;eu$3{{h zKyrUaztM2!!z{Mp_Xuaa6d`nP-?~X{y&Y6-M>ty%WkG)3;Vc7lGFo6mQ^H}!Z3#kW z4MN%~6JOUxRp!X%D+V)iVr~4P=ctl!hL*RT4oq>PXzs!T^MmdIL1be$3YvN($r7|8 z9Hw^>QYttaXt!XrP8#*MFR2+c&awP78~2J5_b}la0y7+5GTK^yLsF%V3oP!&g%SXp zj-z@VFQpz{6f2y;nKtyH`Y-Cn8XRmJ0_Lc-G$GC^F~&T#EYbx;F)J1?~q9XpxQAx)b77xnu z%Ynxkpkm;rj}01zN1}$ z4~L2Yc;@Uu5eyItDRsf$^?mVe$oU$sSJ3ir9n~77o?B@RJ;Nm+3`ID%W&W+>@*xyC zIQvX|usn&Xn(+9{7z_e=PP*yy6{puTKBwdqOi4-`aU^pEBl%~82jhXoP(jJ8Pr zKejBjY1jF~SL? zLJ8qPW3Pg6?pW7_P$nMmp4CI?kPeK-!HhkoU+jF3QmE%j142tt^O~^ubUJ&=JzZ`& zaDOW|utLh7fwCDKHqqS~1UOa{h*vRfq9k{=^H+(~u@d2D-Fm%c01#GH&67A;<$6(Q zx+V4LfApDwwkSI;G7$-pCQcq<0m)8NQGhXleIO62in9o}pnK|MlO3?eMY*CL0}5=t zB)x{P9_k5jL=i%ERs?=qDFb>w5Z+FmIMOs=HxwjYtmFqBLRB})v*{NNjrl8d4=oAW!9|>N~=*hdKLTFyafRIhw$`TYn^z9mS zh|LX@J*p~?&a$pEvTh)~ey2N;&1aIR!2f6K{=D^+WT5l?kWds%Nx!X+fLa)s&fqbT znn6S#oG8GA6D$)mJ}ay!Wm-yo&9Oderd%&$iVn`l(dR67A%ARo09Q!*WVtH($aR&5 zEN2ehZWGJ|4o-marFO>G9a55;gn2G^m1&X@t)5oXQGFOZsvQB1Bo=Te;23O6@>swj zEf;}hdlz^bGGBU9qGT2~fRHy=r`+wW7quZ88=*CaFx!tyWKx4(6!y7#3#h|np9Vl0 zmWbELwedTZ!C@2|ek69Lm~mXJ$=I|^e`q{b-g&*1-7$OzftNtvk(nYd1ect*55owz z^RV?6w_sN|a+x$k^XmbM@f`&)6Q_~{d69i_`Lw)WDsXvVK8K3gm_Kr?MXok4I^H)q z=fFSa5*dO<2V^t=+2g(Lhy;WnFchz8ZX;}4P-jbnb`VB^^tvvC7Jfco-J&o``y>TJ z7tFEL!j$%sgu<$WaAa;LPoyAC!y)}0-G-RpFj&Oa0B5c|)k&}io)1~<(4Id?&}2fu zCKCcy#_?3SqswZZ?O&tuOWGJXJy~P(U;V8*6Rv_tLrQ`WlhV~>3BFww-J+m}fR$Q; zf+1{?T}sPfM5RF=1i-Tg*cv@89#{ru8)^v!GY`6`d>9t!VX`g2Nf+&M?ZEU5_OH{0 zFU3F)i&JXaDFksi1?5ky>T}H701LPX?_b+5p}A#y&#D8QTh^j6`xZWx+9C0SbJy5t z_6nuJhrfhG`vm!aj+ZI5jRxSnzxfg8#_>LbmsQgACQD^%GX<*4O}=)@Nl7Rt$#};& z4Xt}iyCvGN*Tj#If5VsD$ERIuZhQ_ZK7|KJUlZ)IPP-`U(sMLq2eEo+bjL^iFZ(sYq&__(fXh zDLWbCAgLMs)zjK9nRQ)mEPSumfDJpFm{jwhj-h!R_2kb)XI8t@K+QIC5gZ{#asEb~=N1)c*FuDu^i@Q)94nB&Wl6&bHEmtkVm_2@Lk zD;tSsxqrLQ82irIf@tWC6>2Cq2|%WAv&y-$n%??=LjKoy>XLB{g+s*xixmF`r)ws{ zonjc+qmo|?gaGtJR);xW2GAh!pv2IwGw z|MTicWU#c_>j7C>bTca>_S_t8u%Mx4AE9cZt50AAukYHSSOX2+EZ=56XQzr@VmvK3 z-QFunA^K{KD--k?AvGt0M}U@1q(;2GN5jpoh>@DHu6bbj4Pjl=FNTmo&2%&(6s80Q z;ZYKRM%#}^<6 zoslx}4#LspKtGrgi0Bt&inzECMWD>E1PXO{w9SucvJEkN;P2;b^kOax2PbB?b()2e zQd+pT+W|rH4}+P^lsRraITdG9;50IJQ+4R*6Nz}2(5Xv*LlEe@K+Z@^1>YS=Y*LR* zAPBGXmz<1qv!SI{b_RUHsFchIfn4o%UJu3V1QEvVEX1Y98JCa0--D0`TmgQIN~1a% zhl)~_GGVdL{y%qXJg|aQ!ND#FJrOA<+C<8bQ>G|X>d^3CPDCAy1+bxZi_$t!F7fHv6^v-t2TqfKNNDEZrhe|KNl-IEsP{4u=(_5%pM;5Es^6l2t5HK6pKs z6l+B-y+<#X1;9E_mOV8u!95+W@zv?ZAP%F4{0o?Xv)yz!%ZJURf%#RqOZBPhFh_Dh zbd{8!C1UQTKh)2tdngrxV+S(yGd3*t1pK1 zulY)=8aX^8r#aAA<2+H052<$l8O!vP2TC*DkjIQP>eN@$#bcy_+!?$J>@dB^gP*Q( zPKXbuJQa`HR8OD$4Gx-tqutoWil>`I|1=~45ZOxoLer-hR&l-Kv8ICa)O)o)jHUR% zNMfDe2YHUI%xQ3Tk}cHxU@{nta(vH`v?UTRBfkNpo243SJxj}7%WVO^FD&<2%;QGR z)Mfg!;8Eq=yrzK4Si7sFO3$La78oh^38~)qK_XW1LDRFOp2Qm>dtPNwzl}pqBB`=& z5S%&w^4COfFi#OaJ$R~Ej3wr-?bCBO!4Up(%ZfSVIID=kfL=j(SdgJu`e%K8>OYbN zSG8?e*H;|Q4rp2YM{|Ph6IUM-IY9uJT=)wZ%x-~oqz(Q-NdQm@o)iP*&hnKEC;;K7 zZe^aNr}#X70fzXa1^SNzXIaofZ8ebL$1|`BUt!0eXQ zg@e%Yr(MVH(HTNxP%I1ivgJ64bW5}_Io?HMrI+>chtDfT*cjt&!YjHCLQ>zRR(x?} zbR|eG5xv}@$Voc*2-~DeiM5;ye4~p>o$tm>nb^>vhxh>wrx3fjk|`Qw3oOg}nVk4k z&Swn!)uI1g>^bh=y52Eus|=_G(_-f1K$|U%v6K%9FUZIPzXaN`9u7Y+=Z3oz5`S<1 z%QF?#yMJP*pbnp5R}m$;^8|oq{Fo6ojb~u_TKtf@v5=N7_2&wX_Rd1hEYZKjxE2;ntP5$t8o2t^;`td~jr8?#^%f?yV+7uz`h z9x{Z*`*L-=ke2Qnng8IK<4< zaMES;FLq3FlaLp50AoK5tGSYs>P=u)fI{k4?;Hte6fqN&Tnd6{&&*M!DrvLQ0F->+ zwz)7npe`KLHQ`%9U9MA4={R`;8sTy|khYnqB>^A5=l~0h8#3v8ql8j_($_&QX{VL? z>l88g5qZgQ)Q7|3aa1xd^#D~@xu1(v)^K;zo^mbw6|~81GJ-F6=c@k?gBK2Z^RM5^ zHRh=5^NB(r3=QjaY<1=q6b%V~jPW=pc|mqc08dVI(3sk%B7g&S`6xLpx^Q?ftys=N zdqs{UZHZgm{ylx4T-Xp4QC~yuiVEIJevlWuZPz+lbyoGd-kz~k&E)_xXEDm3`!mBX~;s~mT ztRag`>kR5;6r{|bg(Sj-FKeB%M8-?VD(U;(gysdXE+>2(Vu?c*J~a;*nKUQFF-C$H zsCO*v4|T(6E_{PSj>Ah4xLqfT{rw232+MvSoEQ9ePj%>c_~B$~DcON@t(a@Y_b5co zBc^%*T2)9UGrj0NCr-0A!c#4*hydg?f=n+agCXA39na@?OA7$390Frqkfb6BFm|-$ zMf43Tev2V;U};<+6#M+lmD9aK)?pHN)x`{QM|?Q|oRT(Z2HxyVw0k)@EM5SNFU1ve z0as@uP6_aBv5oBC-31sRcy)Wl=z$p_PLxuc%-d(m&WZ%sp6HQE$Hlgsm{8vSRE|=K+Vk z;G7^}LTBEUP!53JbvYKvJF}Q!jP=W)ltfcR;c;Af8i?ZJTf?;Eu)@;)@TE^np_xqX z8j^^}XJ_c?cr>@wyF>&$oX!yaRiHr6Ut2Slu|F+Oe+*DWe%!8MHAXhU+Cld^P7uzG zb81l}_a{c&i48+r4MZ9wPpX9ip{iN(2$Y))sf~eBrve(qm=R+)ct=~Dpn_zwBwQO8 z?h!+&q$XJtVbN{>g2s28hHI7cnF%~*wfk1Fo!jehA3kb&2k_gAwwXtGknSO2Fqu6{ zIQa-9FEs{gXC%iktP`!AFbWK*3B1o9(GHHH{$M~7Ghsf}$9%J*)Bz*2I1k3u%YdPQ z3>>^#V#E%eV^7i6W;@2TbZL>XEh8hhm6Z@d2xVJHbUOZ9hJ?jD zd|X{(2tsm2DNZWUH3YZ|#gpTu@p3fH)DdgV$Sg$i9hi4~zk9Pe1Z&wbHkewKZ9Fkv_C7V#ca{|Z z6bP``cD$8gqpQ&-Dl`Frelrs4^5P)&Jl9Yy8DUQ@IIz^T9hhW1Da7k4wjz)kT~(Wv zfiJCIh>mn!avSeWbEiyahldDE9F}2C%WnG9JA!l+j8f2r`|+*Xx0-yA_ONT1TZ5=K z?!mFWDJ1!Pf*kc-X?5#kG~eujax#8zJjvkZ2@6vaM}|t-XhU%C(2EsAMMS%1A}<{O zk`(TRy(p}qcmJ6yr6*Q)WGV9#jV}mkA#|W&{SP*2JvstJarDj!Gy?Q9pT_niHVA(= zJ+kh2ZVLNw3wZBh@}Wa>7fa~nEkpCaq+4tTOaAf9Xo;p$<+Ft?WGpzND!w|IApY#~ zpO&nSv@=Cb(1lDtZ_w;bqo36(TB}$Mnxb4b&#ITyW5pu;J@4_UM7PAr2Uj!6?2 zt1&7&-0i)^JmebOBPcx#SnLaANSDvbqi~!-z$_`@zz+#Yw-oz5+5_rNN4$*OdRvLb zGzAOB^9?(h`U3HfnTGkdU{(q;Uywm8SeUT_r?<#tJ@XjTFg*4_NkOf=;PM=Oh$n#; zMuFw)q$2bqYu=I+IqXEhPv8xDB-+9x-xq(WLRi@n1#B*e3b0}To1MI*i7Mlp=>*2~ zL_rNul2!tNIB23H1#axhY!1V#%4kF|Y0b&|C;~EOs9d6Z2M3!Y3#wxbz5Za#1U3qq zN<`(z(wp^_%8-{f0fJe%YEyuBB_^H{M8~)Vqt_PWxCQHm>B?z~bGhpjr-C&WZ!Klz z>OzaXfrvNj``ay3#+iN72~FQLqWSs|t~mnxs+&aUWtG?=7c+>L{i6U+M-X{(=4t<= z;JYFH+yXv!^xPocZM!d+VYKCNX_d7oY;%9p>4#5;|Au02y8XvCU4R>b|AcO^KjH@3 zp)#cWNOhFpTFGtEL367B%2MfA+dP`U*Dk*@qY#V%0-FHL_BSg0df__+WBKW|TVD6v zWsp2$xp#7L7S}v)OMsMgYz-o0614PxjI6Bd#TkykhO*UUvbxU-^{R%dsg9PXYfu_V zAT{rrjFRJsp1IiRehZdRffSi-GV)5P+{zIlD!hVZ%0F2T!Z(I$gQxe9nTa_E$Lw`} z$k;c>VN1phkn)vhnKm`2t>;42=~Opm+Nr)_nnmJzG{%zqW2Mfpy~NYXrrf{sTj$QA5mW=~x_!9}>5ye%!qORM*#oI&5KXKb*L_4!cqr=Jfa|nqzubP zxsp9BXm~-G+FX_Xk1z>s>m^AiozGYfa?VS)0~sO8=Pveae%Rtz@}W21-p$s8i!dyo}r5e|?%(1%n`jLg$I7NeNC zal%v%I74fmJCHKnyu6Y8nPSy;QxO$oQw&aAIlG$>tf=0DdA8 zpH?I@k*XPjT?U5@8IRe9;W(xj!cGFB?`h}nCjQI}G-*hIWDo+*ClrM0?&IbErAWE& z%+Oula6@sAl?m&IjD-O!@&-%!LAub*L1NQX+Z!S((QD`#qRX|6CFPMaWEOI;wdOYb zZKu(SG6!v$DbP(m{z0tsw2pf9*&t;j^ck&j$^dqHsIV;v#BM`Ypk9=41@8M(TTB~q z!P>|BtHZ22En1|9Wa!-3lPOUFbv4W&%x+>rXx2W+oNinObl~Y+9}5Ic?5sW_79$K;^`x z7od|V5^#k;dmZrW?1+46hdc@7^Xx<2*wf1DU=6gI&BDZ5t(i)DpXLo9q;{O>AL&n` z7D9s6AhrROJBH-wbXMEKg!5vv_-C0^vMEyeQ`A9zr;~+TgtO!o zQP`whh8%)9C$MZN&UAx_;im$ME{`1tyFP@|4n7Oif$S+2A?i+;Np;3u^7wW@@n;B> z9&v0TJhLTb3w79QKiKA4C}#z6*gtY}2~gmUQAs? zz*M-}E*HkLQ>wQ+AF`m+&a5{dK?m?|&jR7hcglLOQp6)WXEoTi<0H9#TzbH+lx|t6 zggr|QKp%y+)75Jk_z}KK6TU%t1bN&15N>}BrEKsC;2$Q;Z`mky^9GL7p!JSfsd`t8;4?o%jrKN&wV*5)kG0Rtar6N$ErO7v!DpVUfQn@bhpxn+;jq}21A1` zkVHyLIsgF1poS2mfZc-loCsghDnLU44GFSjH`z_846d>5ZX*%_0JQI#p#**kN(p@i z6Q3)&&y{kNI#3Chn;~@rCbp&GxG-_@^bpa2anV9b0UjTxbEr;GwiZ4<13DrErt36p z5E5P-JTM*rz#7uzW3&)tw2*l7v9JxU(5PZWCn*593xg>s`J9K!h9^l@J`*R7R0}B` z5QU_V2?rRrfMTKGW>5}D*#H0$CKywZz@w5u5vV{067OKj10R7#pw5f}4p9sP>P#jG zPWsG>f(m6aak7*ERKgccd|IkXrQ~#@7!*aSbdZEn^0~@`!Ua^|B+?L9BnW-3ggW8m zF^p8950)hoB7qJWBp@0Qd4kIk5aDUqP<|<4s9ikw&|BFE#fPY+(m2q<$$KgJ+<*|r ziX|e%11BXyCRi+l8cE#=C4mFJ2qQeGhEWMIIye%^DGMlvVM-I0ARa&hNDpTXo*_XQ z3n*79kRicN=LBV*&I!u0zygpHEP+%ycnl*ZSRn%{VHNsdu@l6D2|*Sp8-xUoujrt} zCnrZ0pO%V30>aJ&4Cs>2l|}_V7z+uUHWnHcfoiFMaFW40z&Hmc&kBxS4s3F*g(Q_a zdodAW$OZ;hgnHPd&XeNMSdnKVK?j6#1Buf$5Ksaw9Mn}L9!>i2h>lTbMA91vHtc}` zk|R}ci${f_(Lzd&+<&iiA2rlY|M1-_sm&Vw;!;)OK`VRsgVK85$s@d`(%gQRpKgEkGkB zELo>cKnb4UsbX6yRDqT+a6(GdLxl06ro*p7NOv%X(NeTnc33^;W zaB_o?ut7+;nF1??N2n7$Ja95X0ptWp7^jv>%aIvrsk`_)nTy!|-k40#PL#2xqkirHb z;Xwlj9ff1?a8MXkC`Uo$Vg;mdf+496k{SjC0Y?UD!|?z~OQnUB3!e_h=%u2>qbeyh zNVx_pqz<~2en*@Ul7cgKFw&VgRkjfiCZzblNIB2~Mn_{k9g78&jtRw!MYe^B0jaBGTI;{a5y4TE(=CSNkcaTR`5O*>ERGK zph_bR1Dv4jv$9cw(b2&Y#;2u1fwXWk1hG(8LX7ZqfTRgS$6f|P6M;K-1G;N(a@8X*shf~rC#5NW9v zs(}IJC}LtxXM#}Rq)%|_EJ{*ZDh*VpqY?2^!u8-HI3<%%$LRqBmInf^zz9o^IzmoN zq(VT)>EvRAkdP@dB#3&MV6k=LcsL-X2*Pww1A;@K%3!(J(FP%5z)OP9#eg^&7cn5k za|AL3Xpl+`0GLIQGC`Dwf*kOq#)1JZW?`*S5ePBak#B@PH^3u7%8mN8VjPzorlH_5 zV}er7!;&7(^pRp=52DZq%LIFXm^euq`S@H&1cB*FG7JJnN>c7OQY9>noLVXkkQPp^ zOz6T!Yb}hc4%15qOA*P*P)O$lB}O<}Dvu5bP9gv%Sghg&R6@Vd2aADbWJ2i@`7lcP zP^7F_wUM%73nOL4?89Zn959#>c|uee04AhFQG8k|=0IRN3=$AdI$T)Cfki>pP+Cz? zJt#o2Fbfosmg?d3ut8lz2Zu-_;=zO?{kV(FiXBR*9E)+tgTum9!82sV3quDrCgTJl z8b-kf3p*&3R4NV%-cW%Q)&LC;3KCvoP}m?OfIN3$qk~aURRj>22CN{5v>=1TA)}H( znh8nZQ8h>h32uM|^Fqpi5y>EJssSEwfx+Yvkw6Ji=wmbSxzcD`s?}iv*%*1SNbCr; zK$B!j5_nWgvVbBPxC|g=jJbllkl>VX!+}d=#L5HAiI*5Ubb&_!HR^m6OuWRP&=ty= z;Rrn#Ep+Sw0HqU*SOc_F8XBe(1Oz9Shl_=o7*satBPtFa3 zDi4zo8cc#eS#2~s?mu-HQ?#$8MtDFp|l98kg0QbBaQbnro=VN^nn#)1e3g#kvL zkHVXZgMtbHQ%B*V!D*pm4;&B>I=b*^z%hD20a>s>l2LhNbWmiA%7G0lS)SlaiBm$1 zk4Dmi362?#mGUTXG*lo3j3hZ&ATXUN#G;_uK>P=ClHvtaLWzJH%;X(_?Vh@XB#i4Uxq+>#HU}WOqOi)&qHN`?wJPA^6qCYLwLL?`b z#7E@8AgLr0^uPpV9U-R$3LPGWm0aLa$RJ?qC=eL1z){#BB!qM@04b1wEG&fsDU%P1 z3_5TyfJ;baK7cQf06@xu2NWMI3=)tsAVxa4K}dKoKtPL!$ODRWL6sFNF$gJR3?SGf z3PPoWF)k1=BZ-#|dO(a)cN+vqQaBlCA;E|^C6s}Q$*49k1vo|kFe$L3%>a-)PlgN$ zMl5uA6iVI#q#y!v5XXRqhZ6$Rc}^Xa!)*h~!Nvm0B?z(D38GP_4j-q>;0IDZVuT0P zal*;cL!2OjhwdamnP8~G2#-Vzs)Qp3l@jWSqhb}=;B%&2sPh2{K3AI9mMX(!@*Fsc zJXhc(@_0HxfVxdfg z9(WWiTtps)h>8tD!UiGXVS|t`a=?+uiqXfN4g>X4LKBZtr<;k-ktj|Re_%P-0F;l@ z4R|rYNmBxmma5~z#L1K44np)=Sjr$+kq4xK#OXW=P%IE^SQw5)(Tkfl>Erf&= zswZFjS_Cbh?yuT&uS5_+LMl<+FSl*52+AS9&F{7lsk zmo6Lc{rcW5To6J+YLCy14G(eGE9kTP?o1tju_7eA^z-JMp)dMU-H>TDYu*2U_0MGp z2`3L0goFu%gw$JaW8=C8(bXM&-M^pO{o?X2bdYmn>N+#BE^`nTVnN{GfZ zjJwR+{@wNbR`r)@{M^%6{hjr9nK~LXuXQdiJ>2)p_uT)5ZQc5Nthj5DJK62-m${dj zf;6p-Y-!JZX!~gkU2(T9S9=}%zJ208+q%ZvLwo(~^}P9=%Ad)9>m5Ow-tOn!OuWT= ztn6*d=(to9r0LJY!{gQl(feHf@R4B9(00Hlt%lLbGD`yfgSiyLE_e4xv?-$a_ zclo%wOjpFg$_#^*iBM>TK?_DG)PmxtFdi=tQYn&zL~nL3bRd9`fRTuQednCNR1+cL zMWdPfY5dl{_RpSwWiEcqI3SsrrgJ8mkfv1efsqkXnMj&LNML}W>72#^At41rV;WnH zY1B?*i5f%H9OxXZ5C8>3g@MWBZiA3uRljgJEEJ=$N=~P-fN?rw8Ia&}OXWU3DVvFl z1fvp`h7}nSY#1$rYZzb+aDp6!MjNH{@M9w`_@9 zlTc`oa;N~s!b}v~Qf(Y)`IHct?ixHpR-2EA+=XK?k4V25;N**dc1FR+q=Er-%OO-u zu(NP18-xT@2}etHCMYXLx_EdF(!)`_Fr+RNvO!3&U2s~_fB~SCHjGLr5tG_v%iu<; zbRH)IZt^i&;Kb}`!Gg)C7W9FWFcuFNCK>^CE>LuI(UpR$5OK_O6gr|4oQNs;oM>al z!d&)cMdSehY$Bw@0cAW+8r9~bg_8*G8;nk%MqR`Q#-}qtrsQ-S7zh@E7*HTU8lYN$ zBoCMYGDt8mAQ>TvG=WS$*TGOQVU;8h0xvO~z>qi^4tNwek_1wqpumrU2gpGRoQG>r z=#W7N4i>d0SnSi;_$Z)O%A;@qP{fPhSiq+!M+O=L)xfe;C-R>|o`1aJ~00DN-FO7K|Filw7Q%CM;$LWDtNb7FjT}PvW0dxyoo*}CN2|jnRA`i%e@wpL|64N<^L{_mC#a7k{**Lvu zO>AW#lxGA~!s_E9vtkY=C@Y3y0*Odl(!+ri$dKTNz<>s1SlOtILB={%9F>ij2A>EQ z5kvt}0gh1z2&se~k&r}gq)3i5Q*zR%9*A&K*FfQclckpl77O8+hX7LM<|86gOtK=+ zdQKMBGA5jq*kqhgWGsLTv;a}(fx^JdDgb6GOQ{^njFrr!LS{H?gMt-IuyjgR1n|qI zLB@$mDwJSKs<@<-*oaGrOJyJr7gb4=l*(YR;zd}JQjMfk)~UcqIYk-3WI?BZN=2!_ zO2cS_kYLey43yCc1`8L~+Sss{>=%1lZISSc2^A$1^WqZKnLA_XKFjFU#?FhWvr3mGAa9K}4?WJ80h!AK;f zqlJ_eHtHb01}QfP2_uxyg_%GpPekbxF}mmx1)hk~CbTFLYAFts8kkZRECT_E&}e34 z;&T}?2{I}V$_XcB4lJx-MU!9zpy;S!L_Nu1iJ*8+Mogsz6(kb`I4>QEx$E zIRF5rfh00vfsY6&MkNBDSVlr0EC$gI417eM1B$_7 zpwU*=z#+t91Qt*(W&r8o9Bv&hP9o3xa8x85Ku#i0lW@!o1P00|$Ox2TYCurHgOplW zP@*6yFtI@*y%^wRlAx4E1aMM6kdq`U6%RJa;cO5RCKNzUFhv2NBH#oMCXSj65hI!^eWsMyhlb2TC9-@~i=<5>`~894Iyj2_Fy_ zl?NTHR6^Xr0xR;Q3xSNvLm^V#$br;tpiN-}$0P0wg2Xrwh=jqs#q@2cz zJWH~TQ)Ly#sj?Cf#i_(II(0%P!w@YB5y?md5h^hqNk|lOa8NN42NhLot%=WP;T~LM zRvb`U4RC_86&cWg2woUauEa+(EA~Lz2q4XSZ?c~G=~_jQM%VUK6CM56Z#(Mob^rH% z+bPD7G0ML*+Dccg}^%&g{&mEAv9y{=d&x`T4fj zKjP=AKHi)Ar6Kat$Lqvj8N%1Mr|fKtm$iFY9!S%>zj?TR{QtizwOdzl6Y&=6TOZ;d zvim|ikY+9Yd0BlkpZkwjRh3=!yLqAW-#LF9+MBl8(o1G;1!>NHwe{Ckb$N5)dz$7g zwm-XNmb~oezPfJsx@zg1js2Pbm#t^Lm@gUIu5YcIzNz2sS?aG(R{OhTHO1@eUWRD9 zzdS>%U+>u6tk-(oPnlco4ei#g+4h-z?o#GXbW~)&XMIdSY-ekq zn!LRCQycO0*RD0D=PfVGx7%&>wYabBsC{j?kljA7J3U|j*J*05-kSUNLR)V)zP3wj zWIa?gyZ3J8Wc^#j=I30<|D2oYjr#ik_bV^?ANiYq)7VeVbiJ2xw`1Dp-~00BOT)(B zW$SH;ZJqt=AJ3e7nS;Ns`Q@G4`U7eD-Su`MBFOA^86BB@X@fL=_?VCVkINfD379A- zmcmc@6bguC#Zf>gh6>tLE(ldvIz?Adj8SG#N&-Ofm>IxI0gYk>DP>cMc`M8;3qrws zkV?CPQdrJFui~DcZFjzOV7#CH`XW`|osIW>d7@_D#O~{9dNXWd6kePCY(6)LhfkW%bSc?nPeQ zOzd3C*Z956>-e0}&s|N?7xLX{tD+{a_0wz~s=L|0E`=T<-^x9WVmq%RDz>?$x4HG% z33*wy#gk`*OZr9`3Jp&GKvi-?#0p#^v@l?Bl-Gt;xey z`@{4E0ciNtaMjGt`g<8d0x87M5j%hNHuEfhp$tMo%KiDVn>E)T=c}$mNJ#CPGT#60 z?P}*wKR;gY2nnfkWoy5`!-cQmG|R(tJYMsqukpk*Jm=)a`>%^{skRhP^XQ3gzxZXC zZ!zyzx+dSV`BZ(+79%92);asz`PQ%cY8#^GHLhcXgj7DW>+{{RuVjs@ey00!~&Efeg=VcnM`!)Q=>wV+pu2J8A#zQ^c<;;rA_UwL_e7H>W>z2&A_j=o^ z&W%g``>*pJJ%1rz>)CyJ<1h5yH*G%bT*~aXz4m&xcrTsxewXHQs_)Y6L^R)Aw8c4c zdY-y>&b%5=dHWZeRdKQ1Zl9haYT{zN{Q(@ z8Mef$TC**@&;Qo6Ub)|PkEfj1s}K2?F&}>$7vi)2zxFpSKKA4MA!HXH|;Rl`+aq5 z{7eto729-agEVi?`)-!*{tHJA_0tnk+kN%pGP0%iWv*}ZKJPwVx@`B{&YArS8-$QR zLK#kXYrK`-_idQXkGR&^@NpaaZx{Y&+B53)>9Tjc*KgBAU+prTc*pE$-b>fcR<9l1 z7q1%Qt=(haQs%|9wuQWx_s7QEx_)Jno%a@BO|koInV;L1X%g4?){=SeSToNXc`x7k zGV@Kd6;FS=ec3p7IezQ5+cEmuybo=@>Yc~9x)HCP4_7vx^LpY+Msw9;)4%nL%gcY6 z*L}*0cf7RS`K@z(QFYfkdwGk279esK4e%ke?uk3Yn zUf;F#<@{>zx5nm6*&f-Q(N;g>=e4a%>7QAqp*|w>^Q*19>|A!c)Jxqy_r8^>-1bJk zGw#2`>uu%t!{trq_iJ(fExMwL#vgx+ngvJO*jB@BVdl>#aA=^t(*nUDujvc)OZ2 zo0-oYaToHZKX&G>-b=)HUAf1c%WjcZn|b|p`aA9;^4i~PJM-U9#aCA4wZ4dYX1vb# zl$~>(sx~5KiXH7Xx9!$0gUpg`-7*LvA*InwMb_@WJ6>JyYM$EWu9m)r*Ll~=Zuf21 zHky69EB5i{zui6mC+_Qg^WL3{q#2@L`{EGXbT!@Md&KtTyqTHnk7@Rs$Gz*lf4M!| z7Avzqa(9Rn=adPZ_@#ZLKS-o|`hK zEpz2O&BOn-?d$!!__@v2r8eCkuPtrurCqWi`!Bn6!)L_2#Kzon-Q?{&&s*)hz3!Hr zZz~-=*Vn$awGDTzU*4)Nj0t{qQTo<`rbyE}Vz z^`-I=-yF|$d9L0nYBz5#O%39;o%@;VxN#)fYGl=gn3>B^`yN+g zqxM42%`@%2^XKKAkN3&%)+;;zdEM~*ua|S1uH`l_WkzSdGr#rUnuvb7xxVb|%@>>h z`8qp1d%bK+U;Npac&>=-z3?+_Lwa?45!Z5^YLF9CG5a;wYD(=j`#2vL^DbVq-M!*M z&98E!E_SXz=QCWm3ep&-Ip*3$b$_(aG)qQYu4-xNnuhMnRJm7s^B1qBzPp|CU#eYh zTIcgO-}2V?x)9O!xejA2)jEulnt`>RMuIt7>-Z@)p^?M(bDCTg=_M z`;42Oo4HI8q{z5!_PuMJTg3k@{h5EwlvDp06dY-OJ{C_jWTWkr^xUc>+0Ftx6Fr(pX*)!E}!w*({XXvKj(gCvg+Da z-)mgo&fVU1Hoj&2&bRl>MBkO2*M_Xy%lw{ialS8Nie#hr-Y-Xc&NpP|)vM3H z6!CYJ@pio;Nb_l`?)$&Edezmfr??&!^l6s+dWUG&x7HO+^Rxe- z(HEloG8?XTY;QN*b6hq?Gt0i^jj5TpvQardZ#}1{W#*xs*)uY)#kJHl+jU-_$GFV7 zHe1cpPklGJjTd|6r=zj2-dXqRPc1rrue(z|b?w!5ih0V6kB!HO?Ao{N+>rARmtMR2 zHGUr|F309I?Z2g%&fJC~$*#-W`ORbmPPZC4}uv2MTSEnbl3 zo8Qoz7kBlgskgJ*+rmBPeZJI{hpdjCdQ0=)eQlrJZ(kp;FJ@-7{xj}&M$217U%i}c zZ;xqhrI zriDSpj02Pz0xK;XDhy03EgX&MAZK>gm(8~PS_I&df>|&T3a!Y*v@BR)3WZuwwj0g( z*Rp1xt-b$N&6cHJ*Drz=(H{MhKi6usAOFrW8*Qlvl3%Dq_Vb7=3}P6@A;lb&X0#Ci za}x*vs2C)Z#sm{t8LbBt00dPsB04A@7#b87B05$`8Oo9r1VISHFc8B)5X4}da|{~m z1EI%7GKth=l5f$?LqH)DlT+cqtIO^KB*`;*=pam}UAx{UBUgsOm^FeRAJTQ$ zh$g>@SH8A~ndj<-q)|-DZ?gO6XZ^u`zNCN$@|#FYy*0?V-`V6hF*Nux*4-QVO^{35 z$M^3mHmdw@q786g5J)iGpH+X|2-@f7_t*eV68kCNRi{)btPd(*xJhmORj74cd>m^vrA?oRe;FnJ5rC_Y$S zv2RGs{`#0{>BhEL#`lMj7#20OO5u4b5(<`GsBRTTW#XFMdgp*!gkr1;&NW6@xoPy1 zJ=ii|{@n}gRblm4CMO+`%jvUcxuMk~ULH~h&mT;B)>W>szeua4wJvAfu$6c;@E)&U zK9Wkw#@0~Zi`@7TKkgO8R$St$|AuPoz+8P-EQ~A_+JJ&Yl~p*w@8d%yVFD~^J^Lro z=^nqc-XiW*#2RpeT19c}WD@En)D5i9BRI*v)I1>B{lPJ&3QJ$fzd_X=(z~w<8c?ca zngYfHBZ4b3k*PWADc*qcZ)j0yvRb6ngK#laDL$eHpyLRRW|W@7QT5Lbt{;h;97+ZF zX4&0#*S*%KM+H=Fky22(c~8x+zZsua@g^EpD8YgUwmRM_DH=R9>aq!o%<;(Qm5!c0 zC>ae*C^(m)?4x9+)r@|WN2_QKME{%{Z|qqwVUCQP4%5$4-Y=X+X92;=LdJnmIYa|P z{n@hD-1xZai!+=Kze+2K@LnW7?wqN5D9O!1K>lZ8y4@X^x|d7zIeZ^BmU}u;g~YND z9KOOA?oV5a*2*;YaOgP9HnN$VI>+~hLRLED)3tb>g>BZw%oPCmh6u_HPeDm9d!;R- z^a{+nCNxPcX!_4!djK=8F11>=C>wl!U@BY4U8rW2Ir6{|zH4-MXs!G_pFbOA(oql~ z0$|KROJz_6Wr8os+pwz{75C&+F2C~QMA+2ymh5V7TUymt6f8m}Qzo4@8BW?M;G2k} z)j8^_h?oU1yPiKUOFD>9m zH^KXLzkCTFG;AF_9>;UXy?xgZBZwK9C6HS=bEyG>lB!L+4&l#2FT0 zK%x&gvKzeDe}4;yGOQRh@{Vq#k#3Bk;Y5-6Jt~Kt_b*rzRUg8aep)Szk_LSijT#n4 z6Q_?)_}B@bHUSFwC?B+De7j7Qc|441H7GUur8QaaMmpQ8O! zV@qm{kB6eA55TS8(m}JrD69YIhfGlCN4Dy&I;h{x-8+*9I{1I;n?)%Pbu}l*)`AB6#ecQ`rBtBzmpFlm>0mL}AFLNDURbUE>bDPe zh^YsRJr=y-^;IK;IPs{6lYQSPq=Rjai53t@IK|{gT#VMPn~#T+>vIF>S<2#uk_jmaY3cNb$xEyoz^{ggQQdyK`!KnlLPYdh^ z_o*^D#=sszb&*4~hf;dxFtHs5+wStiJh`q-A)#0dI;QFj8QimF>ykvlKCt7e{q7&k z{^SG!?0Uz6N!|m<(^fQ$GM8sXL8)T$02^k~FO)jxFFVH53i@aMSJDsI{0BmD4kg0|G965u zXgK8-yRd7J#|AQ8#7;&skd*w9ejFrin`@K(9lKm)iWxGMn4AoXU&)_3{bejbfSr3M zIhpewE0G1P-y|3~&&5RIw!&$H30$V8)P?GNFr^P@7aFHlUmS`PlPpFaVlZe(_Y2=) zhzkj_RO3K!FhG_TFu`ynDSPIC$gEL0B>Ulh(CXdZ1sc@`K$T+0ts@;7%}ce(p@LW?3pq} z6KVA!s&*tgW4t=bM& z>Vqh3KDJI`I3q~l>n2cJb=-=%WJBN%OXr#1Fa%C~57#&8I^cQXVLAA}$_yT%M`7;m zn%9$1`i9rG>4A}UZSWq*te(q#urmT-6LJp@q#{y>GEZp{c;*>_pmBZ{82~Idx_V$f z4Mq<`_0Q_EZk2?znDN^?0^HX~HFYM^_nip{6_Ry%4P*WF{cwCL*4sXC9w9CLq+UgE~n9 z*+!b<@;dYW}kiMcvEt^%N_lY$be9-aNAOWi7E*=n`V*WU4 z>3a@pi@UKt=uALx=DAJM-ozEmTfV%d^(I&oSM*+(xPDT;Oe5oFw;z@)`YF`_Au>u5 zU;X5uyremd>H}uQ?5(%NqUZjDs4mA)MGim3kYDOMN8)>vv zVdV)yPNP~Bds~NQlJaBdq1*3ShOG@lVJtc>6^e4QsNh24?QTP_$OeZtRjrTt(6TcT zL={A zn$oFNcC4$8kY%bH*+XLV9k_(l+d(9io%=@rNw4CokC+dq=(-N-!&)50I)1mbk8HqnN84~x-6!o0S0cTv;#_I zp_-}(6%S%H33UkbCb2+y{Ou1Ck>jX#MgkxxSdZhDddTs=()OApE$ah^&GmP`{H=b6 zKdciiPYf1*0B`%IR>KYL0l(_Rj%?0x%db5j;(Kt{1YC%Q-aZh^vGQ8~@iaYMn zpYou#gFS09*x+&9BN9<8iMXP?r|3bHxPQ=l6a|@u7DRb|#LyOv|9+d8F6aKkOnh7r zAl@r-n_l-aaiHkay^#CpBQNWNrqfDoI)neDIH~@cv1Cq5!gZf@<`w^4bO&Wa_r1fK zjBY^_XKXsjtm0XDa z{?AhXEE`}_aBG{+R@B}99>N_%20Kf|7Xe(2q-pIvE0^)nrr=BhMCwAH>n<{q4oOK< z=#yM1K+nmomFa^tbWdpXHya{i&z?a=j3b9pkzDwhvhoW;Xo3>D|B_U8A)-NBLuEHH ztY1?W1eN*b13h9~g#*sqx8=LA=Q!N13` zKU7>-F3kfx`b7RpkmL$k=t}`2hNy3X?kg5&(-J)4$=T6m;1oi4gi~f1`W$321fw?( zPE97Q`h-hC^N^P>MH~X7J48JC8?wtluRZ6bR#28=1bVE@eI3PGiyq{g$B)_$2At$V z6%?ePylyv{U8A-vLM0z$xr<%6s`&2k$xX4NywXIwGZUHDIFx_`ea34R&;E*=1<5GM zXd?wwaTFoOrl{0VI;*aY@MoP2Juqb@j z5Q!G4B?>>9-XIoQOBR`jwq$145cIg>NKDnlBh4uc5)teXT*k^uCJ83uJ4T41R2YOb zME7Dvgakh2YBcX^6kh8lXNE@Ag+Z)}tmU{dyHd%%Ja1s??tqP=y#XR7|28w6)SwxG zT5?f&q_;VoBl`e|_v6f<3qadnJ2SeR;@pxg-Tdk+W%_SG%T`E!bbZxOPQ-6hnHPQ` z2mFg(u4eJ;a{*0f=|)xPlbS1jE;6>5JM1R|gd7H^B8^R%QWB?8ttkKrEj3yZ+qbwN zyC~d&%FRK90eN~C3B<+)FSC^eZ&kot{Ruimyr>ehr1+BIbcN8w>K@7=8KQP%32`RV z426_L*{3KiZmV}zM;wQ+DMdsxO>K)uT6wCLiH;u$vNJEz_%tn#9w~1@^B|hU$pQl( zr%X}^?qOXVxKJW$t~M@I9Ck28gv4>4rZ7qMawSf%mSg6ib@iwCIx<993d*SeVJLuT z`oe_vQN!x2@EzCj0W?-3$lLgnx}$5{`Alc8m=2kP`-|th+^E^~!9WhZO21lqc%t;# zzMJnM_*NdlF~u<%*jy8Yr+`P{xsq2&%#3y%%h!6CP!)Rp;I9~UJwJJcXzLf0GnJm= zU^?Wv?i{4%np>!Y#8|N!2{cf^Mu;wiYW?jDK8g;xJU$j#l^v1HyqM!V$|~$|({*1K zdgl4!=*Lykp6a`|3J%`X6$$!Ab1r6Nb6@=@Hcu8DGb}x!k@y_=xJ=T~f*h#hhmBf~ z7b%>u>j(ZTIa4RNqG0#?*LTk+be>L$SbGkxTe$j<$sqtq#Xz~h|^v*J;F{bxOw@A-HubUHnTv<|s(&!fFX zWI0tNFXluf&pD~_mc~$%)U$ZUTIB9Hvl-d9bDtt^uZbNa=UfQYLIsR|(fILl((+XY z%Vx%x{Z%qL@fD|o8WsyhpUU`WW|NAI)delMF~S84enH|69ZiFTQ9(v4g}@B-7hPV~ zhRcQZqL^$1xpYh>bX#f-Z6YmgKNdm5D)u&MZlmxFGIg}5Lt@P+ZGdyW@g0#Agzn;z z+70KrCo}p9ObO}boB|`5gUS@DQ8mv{>u!ZT%>=u+D|x=OcC_;Hwy3cXrxJuZqz{`o$-POXSKE<}?s?#+rzoTqfAV_-DY&f$iX6OkR9 z1%D74)xcvZ6rpWcsurVRbBbcoON|LJOc{tLUk7gOhPtDT3JHZL>*5&=92z6hsXZ<5 zkEM6tq!Pj!qTr|-b1A@P7^_s1w9G|~FuuaT4zCVFMB;X66bZ__te>F69*C*YnnAQ)f{z;PXb21ZxG`#nC=#1(>IrY^8D0*@;6uwM}4F) z*2rSZAbVTp~f6p>c#6BiLMOvNKg5LpY%eS?sp z9Y#fLY^i5>spHsU32-Qr^K1y{trkOKGfnl;nTVN|$$sNbdOHV56r57?P*X(Ha#P*l zB=HOwn5;J#(X&o5V@)eX_p|wGF*Oo3QL;zf$Q@HfZqjzvTzT?lG5Fgs*WEIpFt4@t)SyWrD%=xxp6cq3jeY1 z3qMtJ$tHaJCZa-1Dqo+(#yTiN@Lo!PN?!xAKY+sGlSmJngQaJ&Z%{s!aUs!g#G`iP zB?25P)}TNe+8O-Jq1ls-_0NtiV74Of7z|7DMBr-{YONzI5wfOgNYnS9XTiPHPh0|< zMJZ@zb-q%u$%1Z8WB(t1Hrya2BSKoHPLln526VeddspK72Eqh2ZaWxaiI)U}leTa+ z4-Ev*y3*?NlHdmXm|F6=J`_*rs1jCRkR$VsCZv*NxdQ|1-7alBP=Ov1FBsxqS{Y_c zVh`f7tHX!`an99;lIHslM#WH;i?^G(%u64yPd?SoMVvYa~_* ziOn{)%iUsaivuK~!b6kmxu6US#kqh(5o$UxQa!ui_rbIs$^Uviq`f<4<|o!poN4Mc`v5kPS|Mp5VI#zd zMKfWof%GkteY$}eTt08t3ebE)lX?T;Ajn@>AFBJzi2k5Qx?|6p60XO^Gf_BiYNz~yp6XE#$o^9bUH`$ zN7=>}GP+*Euefi_AO!%-Q1K`Rsn?c`Fkz97hYzVBJ7~*LtLJZTkJ-En2#s}>iYh3p zF_%dcp_{V>c&-lbpz~<`@;s#D2SbIngVYLtZ}#hg;+S@`;Y$u86B7RUIAMBMm;yQ< zf&!1xn=GlSi_&wzc3HA$P~O}kO|X!EIEz8LkyA7Z6P8&?;U5{4BdAwRe8fsZO7rUQ zu>1=(V(3tkaO=mp>6lyrUug(Egw|On2TFr=NJT7Yb;tYwS}7%z@{#{mza`qmWD+f` z3A+F1g2Gj6H;Mpm55-bA9_v8DDmYl=z!5=Ffd&^i><}Xe6rX684nC7!mX1Ublh-yE zdL9h@Krf&RO}bpX;Hb>!!cY_lb*;CuN2Cfg7j!Ilk%iI$5AFenpmW$zE*%anIQ6DE zv*yzU8$iFvWww3P&g=k|2q;1&$dKh;qPWFDC7Ff%mnmCpLx@FB>OB@u_j7TALe4>~L^#H)tpVz4`HS2R>Pf6+2=PBz$ z;8UQ*PJJa1UUezSLKS?DH%Q(!&JUn+;;Ya^Y+;0se+vX2;;coalvwj=XP+c(iMc$NsiN zZ1MSvkAY<2aRUOE7g}SbVC>b1ok~^A1Ktdq^ zlLceS8|ndrbs?TQ)hN7IfU)qj#vrNz>?(Z8ZY)14u-f#_ zkK3}pcd!?;SQl7a%?=rgfT2OBD=HXZ*{@+`tW1xbO08sb-QRyVL`2P=yd7T~M+ipC>~#OiXj``c?w4830@QD>M(2x=5apIe0f*>r3qP@r&&_)7hvaM3pb zc#9;nq%Qy0V7TVHPm{bmU<1FlQk&Yiiz^)@8tw=LGQCbzWWI8Fl@o&SEx6K@)j#P+ zRth$TN{(^7qOuRrHpXjKjsb|ACUUflHik4nfCM>4u24X-vN2e;+*r4Yn|MYw_Omg> zk)e}5bf^rHx~LE0J2nCl3Zv_j}0fn zq0-bGrZ7z>F&$UF_5F4j{DIm<8k#D=?GZ36Em0x$AQKH&EVj!Y89q_QN=x7SDhF10 zqp0l`vjci;HYe1#UW&+b5^nlp7@&4O;g@|ngH1f9Mfg>NwL@~moF+7SoNcg=jdHT1 zB#Zhlhy|o_WN?ZZ#_drDgKL-MI1Qe6Da~(`rqabQ5PPFKFTxbR>^yKYf-s{ zIw_rm7IlTN(Pmp7uQA4UTjs?7nM@RYz1dNlB^ftpiU8^{J=*xzLNf(2_MwVC1@=1d z*PJ=BL->g*Z;;%Fl=zcYLFw4*#K z^C;O#2dzJjxCumHy(An6&Fr-^1#ud#f(UZ@xYxa)0DM6!h`^4Qgm3*V6o6AigtFlS z3w58EIUL{ddH1!EX2M(csN5k(sRBt)#H`#rn{{}G*W3VSZPE~(3f+dhhzTqq1~MiF zizuXPES5?~1XY2VIK8c$zAMXJEs3BZD+l{9SD|)k7A;x=yXfne_C(Koo{*a8E1Tp| zzhwmPJftq3LaXePclE71T^qK~w8Kbpw+0vHGHQ_~VCiHZVclQ|CVN_v<9uO^4C^^) zj>s8a1d8`s$X_IxN$MYW?a;a)sa%LbZZT$$HYsKqiZfxji)se>GR1lGF7&zqG?9g3 zK5C&nq&M)2F`c|$_MFadJK%hhf(J}zqL%+(4S*8_^eA5@&qIRnexlo%&dS=&Qw<-! z^pc7|DQ(_(i-x9l2cyHRfIkRPrtXAgifVoeD+B4Dl1Ze7=RzRT zLsO?gUY2V5)KZM5|pt=6~=8@{3QKDe8tF|(|MSdv^iXWeGHjL&~Bv;=lyy6~FrcOmi z$S+0?Wn`LLyl)QgmPC;aZP9y;OQ1J*4%TPs#Y<7BA-=L{+r}1To=WpVydJ>YKIK$w z7}PQCQJJzVY>IiaI2J&!bnG5Rlx?=K6n)f&#lC3p#Aw=N1}{VA0;T%dslj7)zyft2h3|>OOPJX zPovuBQ582YDCyDd?-KNE5En>~D#>L-6%MEfJJrs(JDgvcFlIKd`C}vKPj)oyGkXJz zKV0jM;~`OW=kN0*$rKg3ev&Cihfc_DsgH3kv!)@Rknmv^rcUKA8R$Mrgm5DtW)UhK zCI_s)=4fWixw1YdSuF8BLaJ~^;m?iBKmM~}DMp|NQ|Yt=f>F(JRW33IlyWc3E>n&@ z+R)-YVU<=fFSQP|3DT-$$ zH)G_eCz7{PS2egFR^&%sF13Ur9N>u7CO)Z?Hi48|+g1L5$3t3cTx}gav>Qf%G|_^{ zPdLG63<`adSNY~?I9@^G9qk885scU;iJ(Yc1w9GsWj%9V4feyR@i!Qe*xJ7)jP}Ao zT_#3;XNTEuHA$vH;jRDYE}}A(n#WO#{8_0+yA_l_sa!dSDO<|(N>n2$tuSCH4TDcm zP;8jUze+%T{yQ#`($Wks$jzD+f6?i{r+Oe_zmt{z3Uhh|sFNOV|*{1yCg@9uXZsg}9`3)mOF*jh%%R*4= z2J*v{-$a-%z9v$E5FQ+SXbYfubsg2VMn0{(Os%GZ>6*@>@n(f$*SmO!QHAi0xCF|E zL+K}!eXrkmE5c*LIboV^m*HI86!NL=fJOFtkja&%W_4*Ljz3ruw2Vf>0|pQX^NX7b z0Px7CuPviB|4K4`wvdC3T)VW4dQ~!zMD_mRzPhcF`;oCdl#PKj7G9yqSu3pRegcTV{_u#Rp01K}xgR3tU@`6o4rI2?}(#VC5d`5vN~+2=BR-{i1&mgve} zo4~B6&Yk&VS_fKmh$oKJ-agA5QNC~dw@9?hLw(=_XGbmWwr4kDe3$w-NL1iKU?FUA& z)ubxg+^;PSSO#4cy{7uq2a2XqHLNPS=e2}zli)&sHG{YYxxPWf2ecG~S7%X-Fyo5B zxKJ{r+N=-56As5KY5?rqwr-q;diSUi+Ckl)ZkZaXTQuG$U}%3@PAzKj8K8beYNx4ha+;&2@5loVRHgYq=>k9yM=&X2V3 zbsbJZ(x*ZTXQ1q;5r+#@V*WENRZyml!=X9$pGTTin7~qRqT*zKYg%jfpg7J>tce^_ zZ<2~$z*~okWpPq+Ydg+9LpQ}8*Bmq{zXQjxL0U(6l0#Q?+ zX$6)9)CD=rSx?E5GcxOWy2QbxP&KpQ1ikOb6?$A| z@x+6-g77VzLO5AiFD4RBEz43??FP~4kCT-L!A6C`z zlr+`^lZ*87CQQl2xZZkK=gF8^u1n5uf)|a(3fnEZ1fVji-rP4Soc_%#$#ELNehHMD zyt4Y(u8fMgRl}bUs2Ys`UqGP0-hrnG20pn7=yUh)&-a83NaC~vEnXicEu)M(O|%Y3 zK%?Ql%|or?KDo&>zscLj8?UAUb0k|PWS52{*)BB}g>2a57ZYETtiD!G4jG*Ypp-;% z+%~=8As4B>A2f5T(LbO1gzK}XYvHQk3oTqu^-E-6ets~dX2kHNZy)-0uAuKwO;@}eOFyQj4F3v6VEIV*op$>YseTnU2wKMa%UJ7YAi=}{6%1!Nb zcDdOl3IbT==HslO57^tBAr07=VT@q(w@S4w0s!owr0Jr7H-=0g!k5@4^T8V()58Xe zC$kB&$`ecHQp369U%CnmX6MpofhQ00@IkKerFbdp)SJa`Xvn2k2d`u(Rj$~8MOcpi z)`O2)$(|^#4Dv;@iy!=`Qsb52R0o9p4bZ~L(OCPnpV%gv=<}?APpR^2 zVKeJ~R;HE!Ty_5ByeRn@!P%dWyu>&w^iyIh#J`sg&6H7)dQ>W&&KL7vrj4f|P|B&l*C*;f#r{qlQ!O zr62Oah5{F_(9OnGPCW9tl+^6n{ONi%N?@D3YAi8WgLNjw%|l!wf7(+23W*>qw;|KR zxK(1`G^n>s%w2{Kk$f;$GAu@9`sh5GtXX#%H>KmaM^@Y5TG7i)80wCXz7j}8D=s1f zJ*_<+4Li1tXA;UO687pkU9sb}cK$o|qk(_JhH3CP_Ve(pSu_mh^BZ)X9lzj+DIW@L;N+3IU%&iP>xDqVnQ?R5)$sn5Zn$wkWgDGvd#(Q$ZZmSLbbd8SGSswpZ0h(_Le52HC@=ZV214_M z$V#rBp`1~F_U>e?pW>{CLMn6{Q07#sz2Zu#?{k;{b&L`yBT`}`xsq4Ez2lQ)6M0X^ZF zL$g1~_Bb?>j#(_m!od*^ZRBq_M7&G$nfkw`4kqdm38q5d9&>-O1~D#f?I8Ly zW-(sP>r=G3#^mYsi`aI=X&r6r$eewbtN9b72v(2m=>927T+5!CT{c;m_L;9?p5M)~ zShIwl-5B4bz^ndenI)lxg-HaB$5sD1XGy5Neh`-WrRtAVGj+5+1@@d(FMMZ7^CC(< zJ-U|aYw|bjMUkb<3KRR>$V}q`Nh+DtBu}rdO7*3-WJ4wKr1~#7x(?O8srqLeE<@!z zQN8-PmMm1$uT+0oSu>$(eAR3FRIrq`MUdz>l^g_b8_txJe2+q&7OoX-A_8>A)vu~&FMdYUK-txRk4A&$|WYZc*EefPDVMmqarz)ZZlVtiwoQaq4RYU(ps zH9uwIxN9?|DgUA=5G3JZJVc+vU@G)d#TfpUeQ8RV|CbF=+Rxm+Cb>HD7;PY#wmvTt z%>T8sj<&1~*fkMKF2`e9T9@?ZvNo4?82^4YBjI0q8)SJ6MDd*(-uCg7hay7s<~R;XfE52A$L2OkN?Ct1>J3 zSDzlic&paTCpbYbJCdX)w2lytZ-o^KugXC`i_lsoqdlRHf)JpM{5Ay7qh9z)sI$D#>699y0;M9Q{Q+2=Sz{Onm7jtm`G zLLraFni)!u0X9kqtByp440$wA1gR5xI~dZ@R!vW+vkbML*~Hw-r3ZpZh|*7LilM~l zF}w-A`nzpn+ap8SlPGycbnp;W&h(wSTR@FmH%iXFq>y_5`TDK9QO{I!ct5~D{Z^!k z<$di+3|Xw(IOyX+(%QtCD{s!rs28D1X$@XaY5*lzN7k2YwlCLUsfP(3^=L)N5v8_2 zhzxzK4eYn~qzX^@sf`+NM+S?|eLLcd6zGzAiHx;~0a!_Hgt%S#0cJLwazu}0(?|p* za(d=0x*Z}o4=iN=UP9@r>RGyOvQMzKX=e#>kPd#xqejkqXsS-r*sO;rENlvqHfPd( z(Rh+EV0;w-YCyNDgg6qTngCYqLEbbhqdz?Vw{ZSgMzCm;;#a^JAVZOP@`i@V`1?t> zM8hjaY-a(=iTN-kAa9du0}OV0V<+cm-Nw2dgOr3#O6gYirk%2snJ5Yc5&#%*JRbw^ z0_y^GlSU~mEMXh@e#N_)PU?MFO_kIp*E@c8Wn!gKGsx|9wGhJz-PoSje-G=Zcz#tG zp^(6z<=sBIgUW^?^F%et5Q)#KVP(S<)i#QDP7}Iv&`w6a;+-Zd3!4+5z`&m^#wf=& zzysp3M!>*H)MAZK@(37+fB{>zj^Y%UO;P`0ZD)85O^u=kpICiYA8L%*aQt7~5DF8# z?m}lrX@o+;tK_5}RrW1R8*Wo+TDdPs8_eouHT!L960-qw0EEH>{U!C!yE; zu2Md$1Q}`p&D4?R6TSswk4>be#KLIaOU0W`4#>|)vKSePS$;S%%aUqx#og)Fu1B!5x=jCXSPLDQq587mRj_>IobKd zB=?Zq1>HFzO+G+to>Ydhi`~}&k>bfF)~AB*;F@iBJb#; zEOciz3rmxDmBRkIDi2T96*5wKp-B#03<*G1~^~u_1Q5)bNsl2Lhn*OV|B)W7q0oTdlx9dIF7~%N0|``UZp<$+5Lj7t|8J8g^-C` z{?zdy*B#NNaonXi=+;fubr3H>Sm7h_#^zX|7~>pWFQd33@kHXGc#&NHT{g_FV%CD~ zfv%`3id0rnc6j&R*j1F=?feQ$FA#rC{16HWoN{YuLWE}Ym-!PHKA`Eu$&hU2(upyO zoF>eqR(6g(6Luym>Qx_fa|ls}t~~t>$;fiaA5y%_>aI$vidIIfM3vp$(2hqWtZBUulZ2!({1y0f9Hy^ejOBX<|i2(d$rGH-#;CPjMd zc@}uYT)_FysB$OP$&I8ve53-i)n?K3V#Myme6zc=*y$rC#ITY^tY{XDomHt!o1yng zQ_%6{Rw1LzP=soz=CY(y=qjpCmR4j(EwT%)>dZ!T?u+4hDMTH4jjtmssfwn#r^0B% zN?Ca2x8AxNSEjU)vn^pX1;0tnbX!3srH`H&u~6BNjpVf2r;rhmiHqj0>=2=xKXO;Q znTA;DY|a{E9S&JF&T7=!S4EAv*0^-o(afEZQm?x4W~!%G4m;me2n@#Qd}_!uG(jKx zOddj|kBwjSW2%b8Xj(QQ)&J_|#7dvCA+ZoKl-%zYb6PHL66x8UYA(TW(<&q8p}Fba ziyIp}mbhLm7*c3*Q9`7)W{WD0McPgyLs}LW13CrRLMp*yA#tUdzfW#VwGt z*{z0`ecRYmQK4B8O-|$b7lVavWG7Jt4G)G^TN_9twxV+}inz2Zo92QA3>7)PI>VEQ zGiT)LjMX-aJ6-cJxxdJkleUawUT-HoPShK*<0h6YMHRn^P?1)&2pB*pJh08BEvhPq zinPX%s`QIEO474=F>F_lt>X%h&U!)NU2)scGm)#}?qH}H-Ep;bRV`NR#x_?WL!*#9{pS*ApLkApxs!02*yJh+-}J~EAQTeLteA6se}$dN?#O5=EW--9 z!ep$Mp<AX*_1FD!nDfPI8`^gjD5zBW6-YX`L@to_x$?`_E=l zNl7+lQq=y884snbTrb{Qs(7XlnFVInB>7+{VTrNvv6NYrT-ZwViJWwC^iCN`oK=cL zC3A}zAA_<1$LgAJXy8BsJD7Y9w+22iXdrCR1Yf;FGqzQYqp=q2aE)2agbu4YnQhqS z!3@vLpK+AUc*eAv9GMrbq2A?nv|mtpPP3H=?Lw|43-N-6wr|G5p6`q4t?aBvC?rg! z_6HRSkKEYr%1kkKghB#Os^)}@NHJGJC?wRSG;I_8Z?iH9>#T?ml9y1DrXEMD5aEzni&Wn$Rd&;R%*hxz`_<{6pxf0k%_>@sm>pEZu_O}Ld4gmcISG)r&vfCh(F?0ylBF@6X8|Z zuIJ1@X%$AY(uC*ToCI$}`AT#V3&Vy;H3@3Kzy!yXujV=>Vj*{r$gB?+p^(sk<>H^% zLBZ9Ki#nv3OyYhpkjWjgdkbiQ2!#d>7+A1?!3iS`8jJ)D95irnATxtQ!fg)XfO0Sf z4emez=5augzzVnn1x$NrHL$}mNSH$reUM3zz=4AVDFzJ~j2SdwaAd&XU}ASjFqwml z134IJzmcF1kVym#kgPT$CR8UOCZnqh!?(fwON{th6P*B|FoE4wkcv=9sC$WsalV@3 zUW4g!6E))UL8@H*rx+?i;elK#G-njGP&0P&SdeNjR-JcriE;~OWZSVN{9HxAfbsI$ z5l!x>C#GOc?rCwNXl%jRaf>g^dOV(Jc?=QNnBH5xD8?FzqH?a{=7V8Q#3%_JnIWE) z%`Rlem=6Y`woZ2Q3n3fkPDhHeBhBJE5^^SYv7-vR3q~U@JF*7Z`@e2#DyHbvIvSFg za^Z&NC~_ti0RtvF#l{QAK%&;0M= z$Z~aZM2j2USzaX6+U~G7f6O@fRnwyZf(j8`Vm0O>lku&lZfaFA^fFB1-Yp3eil0gS z8M;r(#m|>9NXCEA?U^g;DXdOv!hg?Izh~k{Vk2?G5{cyIBr#=z_f+XpWFUJyI~JL$ zem>B+_e;ppL%xse=_6o3rVQ#!Y|L@)848j9a>Xk}(VKG0Zm^Wp-C4-7sx@?&f4XSV z>7tPFVNSd+d_*Wr;5W!V7|dfs6La)k#*Ctk5c}e=*pgl&sJob#cmAF}79pEXpgF$HH#tms_@Dqfv)kRWNKlAG zeLnyR0Q+PEwG;XJ*}&eF?9cjR9KmCdFwO4X%|{;lDh`Vn!$blF&6px5-%9{ck{-&G zBnjDyY>fO#gGf(pVi)oxY1$?BC_sc2seRiR1hS?Df<0*z?B%8y1|71K5U%X53;;kUqWYny zv(|y}2o8njcS^)+B8bM3DIStNpfa^K8dH4M4#K&yffHcyOytKknW8rBY()eP&t_U^ zt4=YJ)Z~Uf`$3YN zvbyO&Gol*q0{Eo#6goz__*6yBSOu7oLju$3Dga2&Qy%3+Dj=3XlBEG{Vv1w*F85(MQXst3cg;0#R(TaQNwiV|A_OFi0hGZj0on&~C|GFgw-$szierI7d33d6*W83qP{2!FxLUsJf5=R0IbP;?oWR6NEHwgZAaGjFnu^CCO8si#|x|yGMrU7c_}C>pcygBDgTu}FyI77SCcd$V2>7HTc}A;`3)(t zoi`lm5GN_Nj;GbuVkLQ;q=ZEC=M^@D;C+T<4qKQEx(Zt~ z5Amzn;II@7D#Ca^y{@q8IQFygBx_bWp))AcZ{aNrfnG6~d&{MiMAT^m&_pu5#T??U zkPu7~m%>KPjok%|allATneau>#Tgj2*p$eFOMN(|8hBe6lSDID?3&$vP$W@m+5j*S zS?yvD`Bq3MDJd0U1M^0KqF+pB#i+s#qxdek51tNp#oGtqdg zLvPzgT^x|`+ZR{F*sm+R+G-op5+{zz*@>i+2fzSb1i72GS_^A1MCGj5N%p9K3y*>w zzJhp=Lm)+jw`OQi%9Z@%Il$;3{gNh)utcoddZJS#e3 zz+@ONsPxbW60vK?04Wm|K8YA20VusAC}M)noVhVEb9Kn??HK%sRaVaAuJnOZp>;Tc z;Yy&5z2FOhX zX7|l>2PGRkxu7iQL*7Ov%Hj)~^3{QA5Q$pb6ey zj(@;sgJ9QyZq!F(-O^gvWB2~x=~qvQy$$iPBI;T3h-G|+BXJh&db zT2ttN4|4(%kbxM)GVym$frQCwfV(E8N5#Yd+z3cutFELXFqi`*1eVA;cKqg4Ai;1n zz-dP`^!G3qz%T-T2uQGllatb;jGC$=gu^s|4UcJ^_;@Bn!8s7Kc-$uAIFLjX98dYD zX!;{}N8tqJKB!ED5!(7x-OtMiFACb*nu$=Hu6~O3y~BKAl8LaEm?3YDvTKhW$lrxS z{3BK(m<`lZi}-Om)~)WZ@Khq8)9iR(>Ze2fh{E;3zTHX$1L-OKIob<^#|+>TSkWhZ zFsM5dVZoY8KQnkK1DKWBW6ylF#U}#a;Xsr|kVLhUiO^b81cNJyg(zTERLT5!hqUuC zejGsQS~O$h*;yxf{R8;aDEiYmM!ND|W@CIz=bWQE z%|PN|T5<__(*=FMenXaYaLL+9_<9{H?j9gz7$hlv$k~kJEZSKrB#sjyHoPpVVJ%`| z9Z2E^A?eK*AOSSJIydQyxDY`iL0+g7R%#X%94o?35t2&h4}R*?sdPP;SP!W#F+nJr zfjU^+cZK_OticMh`Jz7DT#mVjy74NsG91gL#|CdDP3O z{@a$dYdRKGp*9L}TzpXyYpxF=M{rXFwRGAY|6wyE5H11bZ1Q40Ol`gXYwf@J>MG>p zVZe9!pSL3lDZX~84Xs^iO!g~WRv|P)-2+@`?C97rv-;f+`YeGSeCZeYs;p2wJSalV z#UN0epq~lAWR*yr@=4(RFUbRPj+6ES`?Carq$opT=nBF@t$7l*%7S-VcASTrVPRhC zVe0(4dr2z(PK%=`0iLi5WU7%R!u5^hikU;PnJ1J0wN(}#710ymtth>Ef`413f+pkv zsX5FpI`;&jeL#T_wwevJe8TRLpiu2339+R?K0X!`1xtmw9f07dv;x8Cmry{mNe3jd z!Ub5}>Rj>H7u)<8o4=VYY0GL(cNY;4YmXya24yRhX@q-&^7v@srfI7f{ znq!0QmgXy=IGA)3G$r=u)Q1^7lGI9E~HW}vy4#FKKh91R)4fg z;PX|Z3)iBD$KX@hs|~GVIUl9Ek*}?#h6BF!CwyZ7*9e$ui0B~?lHlHxD=UWiX>^HG z%Og*$s-|_l*BMT~iS-oIfoV=dp=tu}I_b6r{9BKL1~6&GeUv zxVVFwlxu9j_XPazG8sS zIF-Neog9fd7(ZX+r~i<0xn~P1b5GU-#ZcFgD~!BZuCT{6f-Y51}7apu1V7u z9krOJ%pqZIaL}%K!;ij)G)H!SY{b(79s)(dca-i}1TZ1&LHZvZ@tXh~+Mgp5Dw2&Y zh`>@(#>N!WefoP|h_yfBbEWFV8&CT*oT0c<+2l-hH99XD&s{98x(!hMqjqK-fiqGy z?FJ=O8m0)L3;s;(C=~3?Au5{`B&pGKvtUx& zKar4JU^Df%KjUjiwCVh$k5otuI#Q5#8taqPLv}%*-kGxn=!wPR5w9)s$0~fhPqIY^ z>Ph;)h6|+Vq_l}UfnFIZiTz;jX=)X7Z}hRaasmCm@h33`Q}O$hE~7CoH@G+*gbM8%n*mu)jR4@6*HQw(Mj zKh$XiXIL~qIAYU+NtoXmt8_0PbTmVE;iND<<n1a}hkDO?K zu%UXeh)+h5tRCk5mdj;^-~z%em#F80WN2h(hHfW zUQ0ePhl4!tOAT_+^1T%qy`bsDF~9Oh^`RDH%A6yv?T5@c5bo>4C48i5y?_MkZ*jXl z9D2b|pUgR+u*}08@e!!?0s`fnStc>QDOA`x;|iIIF0AmZ)ZMKg5U?HF4h+=c#uSUO#7 ztMOo>q|&BU0Z<7FRW@RTi;BY(U}rxiJkC#>iinzcJ4wyIZKz5{H50y{8$q(@nvrbK*BDFtRC z%Fe;Vh(p(oGlgMf1)*K&BlRiJA~Bmyg-wzw0%JtMO<)eW<2eKu2Kg+7zXCsYVuS6@Pv>RMCzrpmAkpQC{p^DoyEiJ1fe~gq>^0JaphKlS9G)#c@YZc&oL;dRr zp!_!3ALTN|L$E|GoTQViQEE=x58q2AdZYQ79!H26ED%9Df?*wucsX%7A;e5Tg#FK+ z(QC3NJ(|Y>NQxUwe9<41U!!*p>nbE1oTW;OyA9AFViL^&qJI=Hb%TAe<8^W!QPiPf+*#3NsoKT48<+#Q(TJW7Lsw!kKS;wod3o+)*&%ZHeQ{oiENtTTDcy=nru! z>Gy{yw{U{-043B%wg`S_jeQ})=NxGLOj2Y7Z9^gv*~!lo$euf0RX;C+78$*32SQ?u zskujfa0Hh;)GXuC+m0!fb`$1A97wI9x1$`FAU3E?Z?`tQ@swT)d}f;_bDbHP>7XE} z1c@Z2^0qL?jdMz*Dkp`SaHW_(7Q5Hiq%;m$qMQtj0QK$oURR=U!u+T8;=EB$`0jMl zW59lU0#`2aI8c4{boaGaxDtjS)rV&db6MJG)n{lney-a?f%r61W6Xu9KrpE@SPuu_ zvr|kHe=|d-U<6Gt?>T`3IkxpIer*SG-&qWq0v825y`$PDvw??4cb%%gj`6pVYoLwD z6p0GI^QfpIfb+!a#t&bVS$#HWfpL|y>aT^LYajVSPzNFS_841Rsx-Vjr_X}h7juM- z&mRilqY!n3J~Nmo7>u%dCM?IsF7v3w2}1De7bPm>zj5!9Q#5V?{K8ed0R|llg7^(G z*{?yfu3k&2dMR{+<+`E@DsV=ry^!bkB?&yU*NCp-VGd*SgJRTZ2mRRLHL_0C^u>%V|VE$F_Ucs?so zCVi7fU`Y3g@Ir~TaQ;#-Gg!aM@IQlHw9Dh2KyhDi)E{d+r^duC_j-Qi`Ja?%Em{~t z_m%+yo=DC%gP1s4d6&3ZipDE}Ip+nYB?&=KQK%Piu`$wo`? zzj@NL+_Fuf4!2Qet)!L^cM{wKrPxFXvq17EEh`&LKcOK^vB!68Q5S$vt?vdxy;8VZ z$HYA$+M6>(FYqK=*Mn4Vxs78>sEkydw@JQ%MFl>c17K4zi&r6LHau;q^+SbIJ;TysM!MkC1}ayWEzl^DkcH$)H%Nr!nE+cs z4$RK;l3l-0BPTT9#%-NBk;JutC2W(rS%@)i;T+QJhq$b8BUOOL%8*V1yZeNpTru%@ z0HR~7z<+%)4v-oZ8Yd04VhRb-Wcx87frBY-Kt!V{q06@>ir{GZ$_ePHH)p)9Dhy~8 z@0m#CSR`ql_b5a?$-@+wY}X?fO9)YmSNd$pq2<%&r#*&Pw>_*WC=f284oGVCLGAOx zT^vz@)iS|9dnSj_3Vd?05ST0Q?2yUIwu{Y?x7@SKrg^2WQFevo1ua^2e5c}HY(^ssE!t}f@=`3oL&uxZIyEM4MK_S{lNPe@` zguF_?H6!eL5H23qR2S_HG`Yv9V`>%9N4qI0030^$KN;!-1`fBvDmQE!TLM!nzg@X~ zkOs)m!#E`19A0U}Hapqa31Zo57s?|kcSspP4vk=PHYn|kO}2LmS*&o$d%jqG@}I7l zPYQV~9@tNv#b>M>x0{TzwXX_KjA~YgPZLT^uyux7N#gukgFCa@q+oPP!PZa~5=WKDvo{Mn< z+t|5bdEcxyR@+>K;}`Aq^)lAZ@l#3!hGQ_O;7*JgZ6Rl(R}Is3Oa(*f?ztB0qHfcc zkQTZ`1`9NsSy4Kpn#`k9l;}?^%P(y?trm6p6vH}i1V+b-cWVB;!{sN235|5v$6fk7 zK@eX6PM}4Aw$CnnU_FYY2)3wuwUdkFz#9Re@kLWEpkr7B&+vA6Hgbdn0O`5`l_ zl*PB{N4*v0le0+qfhHGkGzz`iVnVkA4^f7_5r+!efqn ziei3&1BJ&_#WBKIuS}%q%9vJ5PH|>Jhyalv27hMj>0GoV-45&BTRJxfXy%-0zF{xZ^Ohn{iUT?z?OSaqb2Vem%K+ddry(Z-*~-_$}$K^W*QO1n0M;w@A1Ec zUHbSHx{*2A2GKg3fZ#8I5PA?!W_*zh_(*+NfB^x8{p_A_eEtso!l{t%AUx9E!7RVU ztSEzhkwRgQ#W)os6Ry^WL6i#yTRE2@Bis2w9sa|Q1)|56sSguFR?V(0QDBh1GRKs z9P2S%%^*?9pne`+1%ZO9FoO#-kU~Yjr55<(~YRNX*_-dNSo&695*5@h<2g zc_-CUE>&n}1egD;7%sjiY}5kaqp+0(#{2Ca8(3a!Tu2F}Rpc#5Pm70oOeu#G7s(xsh(jy@L$??@fe*Dye@IVSvv>#Uie}o0}SLH32Vz=LAc` zMfSedV3u#)u0hD8%XK)YiU6+H&Sv0*1wBO{mC#yE_A-E^b*;R+s2wU^CojsYFt+;x zbhozwAswa_%F*wyKoE^GY<1ppw8oodxIf03-{CKt{P2J7iNDv0dLzPurn)6%AijYh zCdjt1_q$|vd6^BC7oNm_d zuT~<}Ln!RP4n_odJTCBWbtU3PORG-~KxDT)%(I-^ND!wR_HA}I5g`?Cua4UUmBo=a z-BL+3{PHgF55xOj?320@o-?dw%duBY&<&kX4x45c{3)f-2=ByzNIZ1T-V6s-as}aE zs03+Qb^zV?54&!FjF&ABa5JGu4a=RwJJ7Qut zZ1MzvvNy0zp;52{#f1vXvI4MaU#Og{Xgdq)A@b{aJfgVmY9T0n?4w37%6KK7@g={f zmBJ^2`U_fWcBM{h&C654W{ag2s>L5b>EtCJ)VmtaXkxN2YMZs)z5BYLsXCo+&Fi=FP!O$Caf3puwEcwzyXkY zt`t_#CAmjzsCZf`Vcg18PJ*5#*9QcFN%x#INHPxqxUtJ2HW?=nfqaZq39vZK$v}B^W?s8`+Ny4;&od7-YS-pGyarcQodbf}VRjpY~ zq-@)#E3Baf47AAl;Rf5zlqQkpT}F)J!IDD6X;MKy?G%k!fE82RA+nN&0H&_mK1v&hYXy_q0`0@yb`~jaRZWARfHlb#j zO84{mS`@wf_zpDhMAu=u{qu5y>s_*stc9< z)k4}mt(dl%+9c4V3k;yRxKoCGqQXEV>$&(ePWve(FkFG%KoRmnH!^~Q?JqT8z|SW# zoFbG z8K!TnhP}Exwdp+P5i&@dzGEyCHpiCl7ffw`>#LWQW%+r{GRm8G?9{8H5nZiyBEGVU zCM<@o8Z7dQKpuRtImD}Dy3k-&O@w!%P1aedqs;o!ilwhAPhK&zoTItsRN9W5_V4D1 zrRcX}P=1-4nek=FB+ZpNqSxlm6`ZT>>?*H@#p)p!wXpPta2k8vdf`#^r&431m&wwM zrNkklf;E_BNKcnqK;>*+HVEY+V?FTjq8>a&dAN}#H7*EI^hj~^2-dh`j3WdJ3REzZ zm7$bK6eO)E2w@$WGa`4Mp;NsyUFOS>QEl+b(1Nm_at7yjslClgROv!kXrsPfo6;); z1pX{&*9$XCeevp6G&{<}V(-!PLSxfs?n$~TGcMFfMS8PG)*#_73q3{CVrX~T)Pk!r zBP;FkEkZ0Nk87)AX$_0AwX&M8AQ?SKb2yZkV^aEUPNmWi3@BWIfLhR*`+j+dccmFSIvP#pY1&4% zbtbcXyv=J)vL)F($tLevyxC=?J2OlC`O2W(yYk=_OBK#pVP9fzVmc%_^f*%I zgCHFW108OtLBbm(G)S1@jN>q%F@_Ptd6F|n489}>0(+P+2;#`~8d@Akk0=Ngbp!(d zAPjJT00{{R2>>7*4hRS+ctC*&3de&7B#7X6;Gl3gARss-AS8Ie0SAb}F#!>Q0{{>n z91JW#JV@ZdQ2|jv00q?R6EnsULwZJ#EKVf(9X5z6Dq_gUl8+2>6a+yG!;cUhM4mPr z3`UVL#-WHDH3~v?N6sg5sG;bQCm-GzjN)*D20G~hj~s`iAcxuzhtdx#g1D1GBZ*;l z#BeB1jDn2$!C5YjhQV<3I1qxMBv$+g&7mMT#UlOsLWN}tt0W<%uQ2hQxq^j+Hcj{D zjQ8AT&at~Pbw8}3az0;H9bTcE(4`K2nk#mgM)OpMuzFWU_Cu_ahNPI8H-!$-u61ZD zYnek*NIT}F(a0!VT#k+8g&X?8ZnVn*zg4apLV6PtD8YZ?|y#Gg%~ zC1z2}s)Y_~ZNWn{PKP+Cqr4zP2%#aF8A(z|WAhVGU=dIji^!26)j9V869B;l!f+rA z42A-s05N%(h9Lw&7zjZSLkKa15QPj;gmOMX4f+#(6|WlNOThBoUCDCAQO6A4rj5o9 zTi0ZVqXVbHnZ~bmq6lH@4iqXx(TI++AU}$!-~fXtazSjb9AfVjV*;WKQ8c2*`_|C6 z;=cO}%s7Z@c zzgt68;oo4Ben|$%zM=n+_}b%}CD^1>xF0s@f^+K~Zw$ao{+dMl+soZfbIHg|hTxi1 zYYB6LPK0Hj?A_u(do0Q{63{C=2T6rMDi7)gi@5s7Myha3r4Aw3k2CCeqi&qdE_iX?;Fcx|XbQ#}jl zPcg3YP82quCHrV1=4bJ`u8K$av+zZIfEIKKl&;t!3ZKbLun1aighbY!Qm#)`uyzS= z=30*eUE6*U>Ojw0Ebj=tN}$x>U~Is6QiGCId)r5nP?nCZkzr{-LL-}H5o(8NNktu( z!LH4il2nknQrre5k~mcQ^o2uko|NX|NUoxE2U`!MSPKiWR}PRthzT+0&RmBw^kE=$wM z86y-#IZLbqn0T!hJeR!)nvs@S76FF+DWr$DEzCPELRLsyt3ZM(Px5J?j;>bxaF(!G8w1{rEb+|Ih^U{Y$vWLD5SkB^%lphdIm2DPWC}gZ9<)4kTm5NWMWy%1 zjEIb;Awt2_J+!jAV`rEp40pv451S-}x*-bLK%WfJCY}O!*7!$s?gppFFZ4bIg!Cf* zm;^dvm18Ivp`dg`01Zm0XxWdnuy`~oi8}34hJEvxfMlbZYA9}0Mr%kml*ZHWh7vF7 zzm(3)q9%=M7U6@lk}~`|lG#WJz3$+G8ng)1sx6yxUqLWGO~bY{3e}samOUcGp`wr% zEBSny#YZI6k&UxzQ;$5J^r_(4Yj~(6kg^i!gwj|jknSnmOl#55JI;+F$;F~aFrO>~ zlcvGbK%(x=dD0fMC48Omg@K^I>*36CgGBi~H4-H0;}-1_fQQr1PlZB-X+ZU6EL=PwG(^2iepMVeg9^C8@ zpc0Ik$Yu+L{T$r0Jxq`xQI;Y~pgtQ6_Nw(Y@2(n2L?R)MSu;70TbOnTE|`}0Y*&u? zyD`O3L?XM8*Zd+Fw3T&v-!%IxC*7fcuXzR|BGD1b3Z_(h$Pr3Cv6>%4&W+)Kj{|W> zn{dF^=n0f8%|5hJJm8KJn|?kBHM4+%CPx6lXWEr79&j*Y0m-1IWQet8{#yE}N z9%yOr*UssbS9Snqj!`k?6@IUQ6Y`FxF2E@jg?~LEd|Y4fQ3)C5n@fhqG?P+E)UhS`nmy>(pF&GtABf)WyrHVdupoBGi0wc(eBc<_~Pw{Uhm#|NyJFvn1%qq*64^m21)M` ztu=4oDQJ60scCwvUX%cCkkkGh)1~!itckZKlG~+|&UF_UGi*VohBmL93><3KfIP}9 zo&@PdP0mxVn5Hvc_%HOjes)6;YBT7sJ78h_T4+u znAxPTUqAWE{oUR zyK(!`=fHy5+d8={yDzqIODM&BMs4GRUJ0BwyE6Lnvs_r@xX73qb}hbgig#;fsl%)= zm!#&l*@9KKSMTBv?AT$h9pg|0-(P(g`NF#R*tX#Y zOY12m>l5@FJ*Jg2r-sWWTHo*ItX#bcsbo^NucMQcxJ4ETry)ext-3U^xjxHDrtJ!? zYGiZ0e34$xeI5(f?}IhhI|R6GU*V3Dcwc#Cs70NFmbFnU*Cg zXh$A-O~F!E&N?x({TrjlApmLZo`+XL#!Y7ruDo6yZLfPId_16BOnB>AZz6Um)!NPSYPl?{iVsmHr`H^EuFv}26^Uc4GCPPV z-XgT9vd1LD3a^DTKb`yH zlo%@@+ry`HRhiK>4}R@SS-EJ@T@Q=AQTFTEh;Q^Fk6!1bRwD?ieFsq=+RjMbTQMY6 zYVWjh*`{GvpDg?&<8GR2a69DC;t7M=VwQ&JH}Wb|>~OQxz2DRup5CYx)59yLv^EmY zg-Ja1*g3F|(~1Y7_+Iu5X6HVxkol)t9kD#%Zbw$M&;SSX;s==ixtq&% z2HR9yqi*TZozGw=CasSAuA7GOv!cH`Y*_xX7|2e4|00Fx&>K89F%eAA!6=bdF$Vy zV$Sp;RnS!X+k+ehwO|A9N9`Hc)aE~Dy;vrHsiZk?cUU2g?)||)`R5OLhB>vi)$bLX zL$Pf?A>0|6)#rOnd?#~pV4aiH= zS&1T-gAY>E+4wqiiMiV)qAze-v0{opi|#y;uX)Zt*N}rdPEOgHlIPAXeRJ5C%}}J`ENT}nIK@_kKbaG0 zytj?P=K5CMSr1I|?DOk(Lyhd!8hlyrPIb!&A1;i_cYnet%9Xw(XCf9=Ypqjsb^pb% zXuRelldPD#Z`GBuZ^ZNw&(p?8hH93neYWWut~t|hB`W+;V1CAreCUeva>9K7ArSZ29>au6-!_zC3J@^QLEf0t=oW}ikdD_9r{ifD3`ES*)%eKti zg4b)QG4fO^-T1J$C3n3{=W?*+9%=1!J?g2Zvb(OqPj@Tx<;fM+-v}bhw%8X=d zW{(!B3v)NHA187tOiBC4*SoN7+pRgQ{x0(XOHO=YWqug;bK_+FtUSGuHS3hgO~DMo znvBR)pVEXOa_fN+FNLd`5>U$lmbI9P!jn9{!sG%AoxL&_KcEZn54t!mFo45RUzoM{ z9#@5A38XI?bdzmv`<{T+ro3EP>)SnPy7KD$>0*Yk5X+f#_=zBEp&}-N>g9)LG_((z zMBbM@%imr-tn=8Xj_s1;MUi-k4i8)JGi6K-_vt?8biG*!|61_0_0w?r&9_z$Rh3s( zRRo@KcXw_S;-$pmrOfivKI3-CHfxz2u|4^rNQ39})}X|4ca-k=(F;{`*~?feH*j4E`QrSc9W&Yke#Kv#6y#{Q7X++3*qI)Us-EWmZzlA zDv-F#UDsBh`@YPUen#|?Wsy*T8OEGnm>k$U_QfcPsMjk}7405(Yu=G=@mRQ?#Y3j6 zrU&?HnoN&KY#5EBJ0nz|`SJGXNY+&)+_xHQ4~RWW8|=wF?;3;D7kfA@+Q=acy}hwx zpCpOx@uM3b>U6p6l=uo3xupfS+`2JkC8fi&F^+t7@vhXd7b7W`M#DLo%UC^_Ys0z+W*eWguvS=l23Ux_%V@E$u^L&@4Gn)X=Ik>wB2-&=h{oZ_ z+$GkHU$}BH$JHfx%zp%W9v3ex!J9r(wm-7?p zRPjzO-A4+0VycDrpG!(f)pg+WlO5dlr@bAI|7CC2^K~UbV2aLGF4kmcTV|L7*~W(C zMsl_yxkF44SeP@+73SgX0<(p=!H6(x7zyS9vw@Leb})CCyDQO(1haB+ba95cIFr8L zlYFckiB7Q7o-Q6FYfDF%v!|0K$<3W?>kPAYadafQ!CXmhRwQQ+7$`OcFNn_8n~mK8 z0gfb?D-ob~B-wauUb&HN?Lbp^50V?%-2vw6=;;nnIyn(xcD}B5BtRc{;bIMQcO<&o z!Td;WE>v15G<(>&kw`Eb7f&~s4cQCONA`iale_>7iQ1_%84$fmzB|c@ym{qFa(9Q3 zPJ0p^VYa{~0%!qsBzF%o7$ngHCJU2;$-@+2iZCUZGE4=g3R8or!;Zr=U?*UjFfEui zOb4b5(}U^53}A*ZBbYJlB+Sx{XyriippMBBTyB#3{ppYKS&_+BWH&2MCzz+RHDHUC ziyH}0Km>FXVU{o}D(`K;JlFy5+ru1SjxZ-MJ1$^;PJ_8|2lL_y^MZN9d|lL%%9ER~zZ38) z9n^+YiZ)6AAyWT%4zO;%`VI!{SBeynoTwk0qx5hiT9cfJZVoW_eGpp0-+z&8cj+Qr)$MipC%C^`aJg;{yJQC5mC%om81rJIWb$=MQ!w>!y-DlI>| zv2tF|34lJpIsiiM?n#w@w@qRHc}KMJ^dP~UJSl642&Bl>?)y5SjDXsw70DXlCsG#6 zPbe2RYbT<+l_wY-ki8%DeJ9j8k+5glzdQGS2u{&SU386~?Zxw4yd$o?W3 zvYWFa`;$AeK*DTcvWhVIA0#Pm0xNC;EB*qk_!CNXvyJLz8`WRhsQzrD=wSytv58J| zv$^JGbIo6xYkqI=6Uxcc(Sz*j=nK=_T&Mb*p!%Dj`oDnc|AaB#e5q&W;sykru6O!@^FOx<@0C2zJNZ?^fa zL8vQ`{Id-Su)%o~oy%r(m(AubzjW#Hy}?f?YqA#^=m?ihCU|ZFdTs)G{sQRv6T)}% zC0O@>3BErbn^9cGpME9&SHJRa_Z}n)=sF_MYJej^zj*>p_typaQ!D*%hxy+Q^S>SD ze>)7Yov51ce>)774gWvgVbF-*yc=0(U{*21bUiISsNT+Tva*XyLJ0`K zK_m)_M*Ugtex24o$Q`_T+E55M6odFr zNyGofHQaws1%nyHfdz`d-~oj=@QH@P(HIBf*k`82sSa?pS8$8 z)Azg3;VHZ2kF=lyB|wOytPmXt%*gm81ZYtV;0O+2f+NuoXAoZc)%!#JC8_v3G*E98 zXcQi(JH&6$2rT|rvHDlwNT86g1pJ@Cf1Ue(363H_30T4(z`-2<96AIh?*bxYx|H}Q zgfeA-0a`>45F2rZP_TeoMIR4kT@MgGgixr~fiT0AT%0|q=7JJfY8W_W!vO7+P(Z^| zxJtRENIF2id4mTxn|%Wl0%oLXX-_dqDE5Y`6Be|?Z9-9AYPq>s>5_oO0?1HMg241h zJ|2)?S&zWMeLh+TVNlJdpbYWCij^Hxnfxnd;JJ@Q6iSd{2xB#Gdh5T?MR`^j$jWgLq0 zDmTYfbBosHMf)?~R(pCF&l(9Eqmz_Rax{|e-aBCW+)m=MRKt`3IVKWH&^=we8^J#q z0sR()OvnRY;-)5Sy*gQai!(>GKcYHf5PNi%zo4FH!;B{BHRHSk(lRhbT1sPp8 zIG_|wvu9B&qEA82&hkO+jHieDH_fS826uInd)vFm_xqrXYN1+wF9tT*e*qPnL$3Fkwl)GA5Sg(k-0}2UTtHOwaMjckesu z-gcRq%4Yo3IakJk^3fI;%o#tJ69GM$ekJB~o7z~`YwHrD$)LtDW9R<7{d3GsosV4G zoET7?=q$qfsN|1tt=Q^a5zdFQc(q>}z*mn}Rl>}DxFu`q-{&>Z?;!W94bi!X#5xS@ z3(h#1(0>gUU95FVfMb!@NzC+p&~?qpn3in8)q7l9u8j2`DmbsM`{Zgs$7`1(OB0Xp z^$BQ(io#>;9?!SCb0N39Cp{I$qEY=1+Cr7toqPhyl8)ctc$y&K8N=Nf^0HWESB`Kw z({%y#&hT)k?2e*C+?ip^Manqxz%3ui;)B(i84)I9@87Y;7So@Sln~ank$8=4&c~J= zQvLXJO@1~uY=LcM=!nKhpo*3fA>5QDh-TjggKkOBrQCr>}p<_c^ch zj^~Z4L+zT2`;VJi5aX}3!DroChpJKMnA3U)eIHL)E4C?YTPx9Q(`*hSxdq+|3${P! zdQVeU)9RV9(R;1wSz3dK&Cl$KU;EtidA*#wLKa4~MJ!(qP1jFja{>pqaoAs<-Z#~L z)M8A4%X4Ciw1oY{bSj#+g-dgsc;~ug#T0S(C*0t(8Bxt6?Hpk~yNeBl}nX^2|E&amUPo8KHHx zsuvuVVxN@6#B+yQMvX4tHck`?B(2>aNBv7gZe_-wD~>0REKpX4S-F_dt49Uc}SKlSTaX|T6A*dYzsC&SM@?3~kW zua}gzxIv#4Jkey&P|6 zmJ--R6DQ2|0=IYaPgF|glzO}gl4_sc`FUQPuxaGSw#<{B zTc*0J-hVO6H_3gm5qj@{+7Y<3vdV`Kxk-An6L|>th-j|JrpSS;HIHjDcROm1@V~n# z@cG(xg_;+#FHw9WUU_HALKApYFWES~43h|9WqVF!&$<(!@O4ehUUcOcr=F%<$DXmf zN{)pm-7RaC5{-}Nn<-_=ex1Z+tiBVm?EW}EYao05s`(Dv$+!IKSCX*_tnvJB?Pl+v zDDys~!K;~fcl&~X8QX{E-M5|TJT6XG!2=huA{EOAEV$;XA1!EXD;Vc^1@(P%!z^Q=(hf zpzCpxzRIOK5WfPP*E4L+2ZV9K`54B~+z#HT(6_JBreB}0I*{1txUSAC`XR4xw6}!& zY`B8=kgcZfh<^Ls@|O127eax%T@3Tp7+N(5=^S0@Fn11k(P{?&8%9emRa!w?8i;5Yql2;mU_ zYyJ2Pr!jGP5|!tZ|Jcgpzxo-V}S<^rtvp;9MvTK)dTn|`#~5A4$NCL8V5fA zNdMnYKk(q;zzRmADE=Mpcl;DL_3!Ba0gnLU1OI~)fdex2pTL8N9}e>;>4*Ql_y8{- z4pt2cgy(=^{|EN{8YlW)dcLy{1)_L(>>q}Y17rF-^1n+D3b@N?5JLJLKZrd19sCdc zXcQ2iKY{=1pZ;s|kpv(;e~>;L{O`H{13dzS<3LdJck&UxD&2pL9}Wl7^M}Pt2|)hc z@V_e`BpxW^->`#-=HCH-SA0kirTZgls^0&;aQ>VABNC`{4CcEN`meo75Lp1a3k-nb zXCi@yMIfnlK-60V=z{9nQ|^F*2F~U8mf!*b)Yv8%xIlm~IOXO)^g2Nl;2-?{UPg>W zg4oi3=yl#SR=?3(&QaY`@J>wcCPV#=$h#u?m8y^C4f1Y8XJ8q68Q3meFHcty+n+R7 zqltT%b$~=h`|mz0bLU)OK!4u#Hf&UzCN8RB|CFO;OW4t}L&@9eQ}A@oHCUY-Ww$Ae*CWW#r^*^bnGCDpE& znwFv0TOBK__j&s-9}n3XpT1Q$;@F_SdAy*L^2bXK%i)onYi}ZtkBxtsyp%m2Cziea z-kG&+Ax6w~!A3Wjt~x)6rsrjVW-2jW`L;G}pt`q?i%9eyY+IK}?6Tj&EEbJ^hs}EK zsTT3|qRV)C`iE014^LyE@mai*c~|%&k7|FyYgvu@W>4W^7N5`E~~10UA0~1ISldq%ahgL{Flp>g{#{hP0WXp z6)d*%IK)|$8;^Xwo;}y;(DeXWo__r?hR7Rs^g}IEYKa+2(ds;TRC4UKf3DZTSAENN zgj7G>y+Lz}#aCZh1?P?C(*rv#w-J6;(F>Ta+?qEYYVKKonNItqFIkZ!_1t zaBeA8u>&c!Bd)u(PJP|~FblTE?&KNvX8QpeJ^OU;V$t~euo-du_WT?7-yOekzwby^ z_+W{`RzC85(QQZM%OB?j;~tjI4KX^lWGaM99J>zHrhR$dL)WBJlD``B;%RR+e!~1c z-;V5iCA;nh-=uqnIH)@n~_tss(a(sE7PM^tdRszBpMmcM? z&SAV#$C(l92^m!4Fo8+^%iqTy<|;gW!KqhNs@ z;?!-yOY<5J24c*(=TU+DF6aBCnck@ZsA@=g;W*mllg{{4&Yvr{U1V{}Z zt4C|D)!K!;I}9JZ^QHoCmB)gX;>4ViafR^IOl`@nLn<@wgwjp&y}W%(-bQQDE^t5u z&7h`yc&QPg(UPN4{>-rH)6H!XBIRHC#wB$%>0+Ve)zUjAFRK0DJvF3nuiHbjpGJ4X zq;35I3>Gt_xF_hr^QT4NDDHn>Qn2@3tBsGWs!T`!GSAOcky*} zqJ+F)LklrCAvAsAfYjomZuv^M@yrD=jve#wCVUQ)j7#BA4_ek{)hPT|h&QxqtS`|Z z@G-`Em6(=&)sA_O(DqTjo$`3Sm|Zct<@(aCi{-?kh?%4sxWQ@DTBkjzV^JavobM!S z9GE`5-)0{6!Z+Uc$P?4zbb|I44-TZdG1Frr%i@dot*1IIjf%>>b{Hoh;~n%iod-=5@v4%Ed5#7nJLx(dOQpKJx~7^$ zL(0VU_m7iqC&&sqSRBlb&ypYVInZCe%j&bK5cp;=_vn4M>G_0~W=54+SP7qo6yxL6 z$0RN`3WjFA_mvbZXb&0BQA`_(dVccK;i8D8u{SMxdWm&LXNV29!;EM9FCev(wh1{p zjIyg%kh(QA6`vG+cq6`#ap{aP59^m#FWUOVcAqHH*!9Hd*+#lSZA!+18KME5l(|HI z>C_vuJ=Y~#HEC=@(WX|IP7B#y)0smnVQmXA6`maro~U5+1Q|zbI1IwfBj{ZEIcfrL z$g0S)JMD6d8+{{p6IOBINjit$sL2RT8BMZ!hiO#34NtR|U)+uOl|-*TiKbz@82VLei-l2x{ho$kuMwWG_Fam* zs&7piy-U3lSd)@BRJ66*y1d!E zZC+>Ee1*Anm840f>h)1+U3o%QNb%>BFT(cec^-hbmz3zUG1*K$lk2v9aA8y`Bxy%F zCr`_$v20U;Q}yude9xT7*73W30rvF=&%WN!>XY%A+`Zbzab)5~Z{3;q&Wpb6KH6;_ z<|3nu9dDjTyrE%jsIE?icAgzfDLLEh%E+iz>eAGPK)10fpVye$~Mv9nR)^JTOnf+``{S>dJE#vm^ zXJhi$=O;{`(mq_W9PRl~{jF)5r1Y@DdYUeIZ&F2~ft<@+)P{wrh?9r2;+C;c?m_X; zT7dwLCe+5kCFximW!gVQ5Rkvxlbf}0zeNzJ2Gl=A5P(|>OtAmw2m*|nxdc_+6!VT^ zm+4S0Hcdj{R&S;qKw@n(tpF}I6BmC;BVehv;1Bn2ljiT4iC^j~lw91LDESUICu$1> zh-T<18bLvdfpmiCM1lxGVRDoLWKdD==0OJKrl3^C#aYbNh3xDhM)Cn=;f^GztF?{r zcR&hPPEf1JAwT+3b+&O)AcK4epp$Bmf_jdh!4wn-9uR=Bi$DV}42J~Kl;fa&Tmw|N z+mK1t5FrI|Bpiu^qY-$Jz{6s2N8w08I9!l|j!d#5QThgX7G{{LBdD|m<-;B>ZWKIJ zo0t-a`6Zr1Y4(p)59Ll-7fxyXBWm-Hw2vObg7W4^vIpFPP08+1%Bjg9 zd_+N@Ay4gwYViYVDD?a|pa;ie{#_~lpO|EzuJj7#Ivg+ zqz&XO*Abm{m631GtW_>Ixz5B~y&sbsZLI@g%DSalz&c%$eOMc6IkuzG)@40Y%3weC zfIKAOBiA*jBYUeXm_EH>P&bcSS~AnT=Ho_qLZgXjaJ^1<=EdVgXx^>IUb(StMxXM} z*b%jfC-7#EJ8nRHkFgoT3=7XL9(H8$dO7qCTDWvODU9G5(d20z`=B#Qm~$Xvuk~vJ zM0Fc2ktZ|6$m4RbeT8*{o>3VML(!w_>;b}W_j-$wcu%S)b~5dyRq`tKef-M*zJ|5* z7+sy{)9&l#7p5zAzZrU1$@P}&Iq^oV$@~RA%keYm!B4VV*sBAw0ue!$AA>J`4hmZ7 z(cK-#*Q5Z?%aXilI%_HUiMzNt5}GWMDevvp?{2`Z6DGO#;FWam%1i<`ZbuiBlYXi6 z7bfCf;fD92r|*U^zr8W{{8MHX7IG7ls!U6q5>_rNxOgS!K7rnQqJ1V4?tY+1Rx3qL zs<6hNAz}r)vD7i+-uB=_?jW0)y_WE8LpGS?@^Y2GXX5Q*uaRbg%Kee1?xT@PW~Sx- z83rDsP%XS`o|yk>a%;-M_^a$U@A$SRd%5?$#D(4_v~OeNB;n~8l`vrvE1Cjsvh`v+ zea|@^x~^VM-YI;`tMG{d_?oK9MjZECf7;%rTH4-QjasWU7oV#^ea~Nqs#kCfO1W~y zCN}4DS*FuX<|^Kceh?=NrEN$x!8;trM@0)_zn(C8cKX5IxSb=4SX}8!5PYzOFLyhG z_FYku#ev;C%b7Q(nlome!;f{U+I+A+Z+uYIJ0`Gf_~F{pef#3d@)DUFll6H^@129z z9dpvR4tV3t^F-6D%4a0@%{@dXWcYf2tUWzATrf`BDO9-F&v$owo}gt{Q{yPqU}QQ<2!EP?DeCfaY-?XepNmI3Jq!Qs zx1k>VGUqsq%htnd*9IDRjubgto-IHGN2eX(w$|Vm3hsV4QG2K3E3d+(_xqo4HTLw` ziC4YGsomZa9b8Pfq)RSJj^~yg@4X>Y0MClQ`%JLv4wpx>E#1Sm(@)qt6Y4ywr1%zb zH@)x%qIuSjS&mN>)#OTuL2B3vI=yR7#ugqlsGT-qQ?HhObUZmWj&HblPu%$l$urIZ z@EE7IwATvBS@b36O^zX>8{RaviwO>$c&mB);Lcm05+!-WvSpj6=5YCG@%^fm`meHY zn)nk!ect4hrI{q2s#*}>bI&k5?ZV#Ko1v_`cC?m;c3xlkkGt5fAsKnfi5Z~F6)1`C zztOYQc0j8N$%6C7B*?Fd7KsJ17gHfaGB}Ft?QSXzv@+1#|E|N$4F(h(SQ4F`K^|L3 z&yMU40sm=`)%8e5VqiA`9}o~+1p!9TJpu~KHjrp)_dvf|dshL(c#fMd z*dal^2_Qj_4323)g#Pt@MQH<$S-67z1*SxFbf;#|f0Vs%?j1k2&Hs2aawB_D3kYx^ zmPXm}fvW#UkH5xIWmR<{HdLfAISmNx1lW0rjvx~uOW7|qwSK(Q)Y70l(3ORFxOsw1 zg{}tC-GS2F8Qg4c=0Eo`W|$R`(%8lIJM^!}se9Ou;V6;a+&$#&h;9%hYICQh-k>O$ zepFmiItTZgI4Fe>%rHZ;wTB(W8o_{&GUb01C2kB#%g~g{EfA-~fC2}~b2POej{>AX za<_6LyHdAfEO;c@@LI>taAI`AJt@STRAcHh6zPJop^1zXk)oWXK)pdkMX{$JzFKjNM! zIEvEf``0HNKA@#5MpZasD4>#9nGYZSj#nJ=n^qLk5r%-+KAh4@RuymYSFVYJQaw=a zhM>F!R<}6Nye^bOW>yd_M-tgt7$PK0c}3M>;N`zoVpOC1CnewYxHtq2L*QW)lNnSk zii6dur9o{&boL^;yOaG$;y_J;(pkzwIm^IX6d7l(*pLC9PThXobWU~MA^)D|ja zkPZFkW}rk32db;_1du!d3md?Ia#AE3iN)ZNa7vXDh5!lx!I}pS2p|OHL_v}e)Dzq;1`v24eh_1De9^@lBIgLsVFH3> zRWTM6zl7qf5P>(b$zxen1kyqdoPV?4bUVNR2{>wNlm)d{>iPjaQ>wtI&v6#2P5=Wa z!twy42S}+?C9h$u{wp!y@#a5J3JRzEAn{lP9Qc7k%5EfI>LeZg*#wCvP=7$!o>CVl zbewW#^=CUBWx0Rq8I-!hQ3NDVgK)&=7kE%=neo8K0cjWD-+{t)1Vl)VdYVtp(UbH8 z9mv-rfR}{9z!69S9?TO24w6rxCKLmbnZQj#f^_6}Fo2!p{1XmKai5R`EF1wRP}8zt zb0tt|K%#MI6i7e*#HZ!y27J2jkQ4++0vrJ#2_Q*`rRF5TbOVe49*~Nq6pVjIsY9~< zi4cK><3K4Rf&d45VFrZ)12fzes{n2;?$W~B$`Rm}(R7yai4v#`pa;i}HcV^=;;2|Z+`)6AI z!U@3W?+gP;78I6}+6J?@$yOYWK%hQAA%S=!a5ywrA{0x2O3bfp0o9TiEFMS+0gI!i zmnrp=|K^F12HD!$k@QoXeu$lri4OJHDR6qh@;9TfURD(dJ#axOM`(dyQ!>k7jiTXz z9xNUdn2J&AJweGesIbNmzzPMMAW&7{9(-L4C=&-<1d0F@p%M@TG#qdXLs0{iPW4E@ z(FX<&Raby~HwHq=5D*iWNk~h_L`lU3XKhq0wM}M^Ju$ zf2HH;NOIG6CVK!*V5!fLXp7@SH(QcCRULw}&W;p)NPR`vR2IN|B{}|hM(rIGSyFWb zb*+O*2mh$Qza!D3^yfh-8gcZbOoKQC|C0cqkf=L4z`uzEfwPbUQ|1hCQ4IhKvWmd#TNN8%e2)Ko&E6G{U1#E~wHB)N5u~G8~TCsq0 z)B+9!3TOquOgPolz=INACNYK>58%6V5`GQg-SLq~Hhr-#Pb_RxmaH7h?b4DN%H`w)k#NkgWeg z4Tj1&iXriX^_!c)f6V%SHB8XKzruQ$67D7%rZ|FPGA z$-+aZzo=3K)E9OAgE;{T3{;U&6xzRkg46f5(eTuE?r;~(bicdLoA`B81VA7+!RDp+wRL1{HO z>hET4K`}suN?>a=MvmEZ`7R2ptisn6)cmJTuU~k3_8J|oMZZa(Q>joh__~dNFq!9y z)8q~s@T0&%Lqp5Q8o_#pZT~`Cd;I+L@B_Ah7Sk@H($~lsU%9m=ad${e-pMzMJbt%V z3SZtM|K)Ru98H;gKaV^)s}Qk4^J51=PP2_cZ}B$#^OFoc>Zl|sd-^x zt~uZhWb`!DVYw-3c;L;csg!LMxg^o^$}T;HqUd<6m~9@Zz&HL)X*yZcwXOQF5jpOgyh1%E! z58DQ&+xp#4=>If~Ez5f4Xfq@Fs#vsXXVY^x(FPsSI;801>7!Mzj|Ox%nNPdLR(6n} zn$rRrI`oZ^vnr9ZiG81rU@np3BpTe&ji>nF zHs81M`~BYY1QU6~-}6S<-cszB=HRT;eOfFrb~>_eZw&{Zyql=9yM(f)pJkl7*<@5~ z)$BdPz{4@;NJim9Mo}c=_#tB(-GtsxHn^(Kamh^aslxGhRO9cF<1^wk114`Iugzw7 z2MYRxX81%1`o?7VCfPQ}jU@UG``RY?4^)gK)lAf|*dW4uUs{oeQ3(WxS1TDs6YZ(% z4>FY{?Tb6okIZFh=6MgCS?Mn;tKoNc?Hk5=50BIrNBZ+|Y9#qjRxV5i@Qbc=ziO^p z7zo-oo5rqDQztfg`f_F8C#-ix%T>~Fv&76R%t+!)Ghv~8WdDZTzUk|i6F&*Sd>b_b z-TFO80=x$U7M8o}_C?*EuxUWvw@qG~Uztf}4*)D(ejU3$+ufctUp^w)vLeyCOS0{d zdZ1o9yQ@zXTi-Of=*!evj5C+1iEPLQPhR_tohO`9G?kVsLftfH6;5-i7ICV#acUqUeLL>#TYBCgHQyE) zxLWVR(%{Oe421EtXv1s1qL+NAI8_bjs2hnB)(dx)13xJTTdRZ~Bt#ujjS?`9I!uoL zq?%+6^}IydYNYhIc*m-O=Ij}sisy==9}fw3Nz#IIY z$1j!L|E>JKNv$x#%lAx4DNHdCric_qOJm01cMKFsEj-WHm$D7z6F6)b_z4&IfhX|Y zNWl8|;QDNAO*=~R^s;m7ZFftQ?eDxu0-*!jgTZ zt7`Jt)WZ?y>8MDF*+lnOEl$pEm-qG!%qL7$%{A|BI$>t7b9qlk(xjh5UW?-}GLrDp zV!p!mc2O>bza)>u+Qet-a8zs!8ckAUb=rB~LZfZrNkn`-^3v1FKo)k!wYiVMoh6DD z+d=|qJn1qfEOb*Bxjq_NKN}633qdz{Ya6JjcN>mB?Af1FaBY4)T34XUwhKDXnN-E z48*Rai7o~_6ROPa@KEerRQ$OA&W2f@NYgsae(sbf(r1^ePj&_wi_v_u?V?2_<~yyd z)2u(V)SkO);?!hcB6ieSJDZDC;l!7-&J5JFkh;T~N$gEG3;vj@)^bu6e@vEh7%BTK zTa$TyNgcAov&|rTiZRMWrPVFW(u(T}DLc7dtjW`eyQZ~s z&aaJY#nRI#lw`y$6GoyF7v0rL+)cwDvvss^qLXOcN8H^GbE6c<%DDbesWdK28a&;ait?q0Fz&@koNnI5tdz7%+>?}rxxmv`kll$wNB#hhs#jS zFp|j2We-474s&JN%{^m<$JYQ`qQphzb)&cUpD~aNBiTJ#F9s7cBnRU^ubPl+gmKc% zZLAsJDtHS$kicYwh3xw}2H0Ko(6Dz+k2NLT2{633nE&XyeTG-|@-fks{*A0j${uAG z=JhpP&A4N3UB97P>}cxIO9}_I8-m-o<~`^P46k;@Hnsao>;oj-j^Ij&J09D3%O;Fu zW9wyY8{QwTZ=ubpSX75B>P>xfsx!P;s@H2O(qfkDTX!kli~mla}X zXPDJ|rKwn4@o*{8_+s7A%L5t-Yp1W|X9)ML^d>DtE(`>$*S5N+l-B44z|vtIDKW>5 zJnvN})yPTrGSnI>ORc3xV`v$Jt`tv28n(@nS?yoZmDGD?mPESbli7#a>8r{J?7=D9 zhS$zX%u2KnV4qTAFwH2&`8-rt>Oy(mmzLht`3KDq20xRu3;Q~HW*#v}MmEK(KWH>m zcG|LH7AZWQKPP#~FrDVeP5bcf{rAPlmYtpZHIhRIrD^)h&H3Shd19-w-z=)^f*Tz? zB)gJJ6SW*})TCv#T2zhJca&vlyfY#xPFYx_B>J;IE3lhRb~@HWf3{%TqWGtsPC@%v zWDEThy_?6A>ItKsE#AqJ5hJ;WPnK6UpY)&fO`0)NH|TWlX_ttt+kYo#e3_}wn{9aC z*tOo?8+HQ=@R^n{^DxsvvzdKesZ-tKuI?)<0`coIQ*{2|+Xb)9BxBE+z{cEqyWZE9 zWkXl+Teep%$h3@qIkvILFhAA)Ff1YL{ld9@3sS6Zz7FfB*@v5D*T3ag zZS!A{nl+t#&l7rk{cEK2mxk9J_^sZk1vG@FmrTm9&8>c84VDTreeYA;V z`^T-E_YKC-v%!Qisx|*J^eJp9!ryfVsGj z0J^X$l{69d;K$JPc&;60z1m$PN7!?j4N}6iTI!(wH)UJmMs%SR9olXZ+ z_ziR8iwnH^u%aI!3lFeMw3+ZL+fHdWE6=PdI5%&M$SeyHO@t#@d7~Be*#1 zD%F3#5PAHR62Q}BIv7va;nT|-V6|A1zgr{Wk<*p+Sn#49*>HG&XL_2ztg0g|zZGq2 zZ3t(P?3vLv*&`A{ulWz3hvryKsN{-uUjLdU90lL6be%p^oUro%bgSywomx@PC9WL2 zv|b(YG?XODZcWpDxIlhU<*5wbF7+Lx;nUDah=Hux6S`t_&Ru(B^NtILL?Dp{F`|wv zkby>B2zi*vpKiV>$xfjqTC<2)HHUV9$BgM6VIeTgQW?;vey=ab6ttf0&5e z!P*@1xYP-xwao!OpF4TzMyi>-h6-B?XRi?t8R%+?jil zc1PZ2=t93ZmVsDyv2pc*>h$#e@gcW|tW9z}EFu0;q>Ut`S z)%*TC&chNuPZjDE6|3*%qB31SeK~!NsfM_Fi9jq?|0ulUxxC>4-o@I?0ny_Jo8$rx zJ^YxJ67l%GPgBle+450nv_D2h7X9>coAn#7OE^(o*YZR7=OMPz-%_nquit6*2Atn(+J+-KE!8 z&P6`|7@Bd@$Muk{nsAO<2Mzix*-TEKP|w75;%u!Tuh<{h z;$sq%lP>~b#JXN6b}cYmlz#a*-~4p`+5I`9Geecws2{&_nO~=1|HPuwHMGIro zW-#|K^HIHY(BiW!y*#DUBKirv(MRu@HQ#*Q7vp1|Df#-P-N&u;xWJd$iAU$&8;+GG z9|SEY#FbW1?Nz*!!WJ|{zE-}pMsn29}| z*2!gK{kf(&hQ*@{?%26?PSRt(iQ*2-vx+TfmLRN>As0hs&PsZDjKffxIh^Od$fRd~ zO`7m6^+7$g0=@~ig7M<=&R)0A2_H;p_di?~WvC>NpVWog=!=K8X*6FvIcha_EmYf+ z3xlyy6q`k0G;N>KN5*iJvA<;_5~xuX!(*Iqv39y z+%Hp4Ui5U*1rHY!_tUW61Ap8YcBl13Ny5VZ2jA2mU6ISYoGw=s+Sw5#9jmQ!-?9Uf zXM~YyYIF2AS2}={YSNTHWYihLez|ndo&21`E7@rik!=h2H@1MiJF{R%-RNiSqByXb z_jtD9h&5@>RYD_cql@YhTT@6T6YA&n^>YFi@8t5 zhR0~kFnU({Vg@D2a)yQuR$^<(o#tQ8mUSM?uFoDFb8yTl8XdDQ@Tv_XUau$HE)lg^ zl}c)|MXoBAaOG^1Azob*r9m61m$ZbJY^3#sNgqAXIZuD#)letH5G`Hn!fQ)V9EB#e z;UBbbbQR5|@x?A5S=HD0dM2k{XtXZVkdf5MyFO&mg}sMBKPa>8?25NUtrTQu2S~?Z zW!Ys0n+C+xX8G?fC%oz1vZE#~CqNT+5B!aCr^c(*JGP}v4dsYnY=YudyJPxTxzCpB zvA;F&EcxVJ0z2ASEGDR={Uu>%iGf+PX^}l}s6LBIpR|3Nzw7HR=$%#@`B-g6npv@p z>|##SXx1!)fZ}EBc_f^<7i1|LS<3`<}k|lBEUD z=9OVH_at@(mL07-uIU)^(s1!@XsycIU5WWBQ2VsA{_9avaQ8C{?abvg+Q3moIyjv3oxZdLU3xgi|#=^lGG&OcKyIw-~h_92ILceXlSAF^lXxmd9m0UV8w)0fa>(cx0 zuRXk_Z?UjOdy+@rP*2y2dyamUH$s}_a*$%GS)xu;sM5Pqrl=N0D^z@_Ta^)0JokNR zecjor+HW}|6VJIp?7fPy_;C60WpR{cPEneW#&q_BTvS?we$bt=GU?U@qdD9uM!(L% zr`a{%cuQGj0!*$9e#|-CHFsmbL6(Ft_f=wvX^{wx1^+oazF>>F)zSqY2GE;ob$;?J znxSOv+hiTge{kfSW5V(QT4@qWn)_5e=*n;8C8@R2NpA63b`29IbI#R$EnqyHD~MS# zKr=OeFL_y%fcsd3D;3sMJx2g>1b)y4QiI)K|b&^15`}WOaXRZ{UL(Ig6v*{V7H9@h3&!3ED~5 z=3tgB+MFz=9qj1W={y&8g>S~9ZplMsQ4EJAwtA^D=%xzHT^N+t)v8J6DiakUJ`|!}j$cip)%()e%E{>f2FcsH zaSqMWg9{D5=I7%X2n;1%$7W?(di#SCX5?Niz&ei2yuv-7TlZ-8TY!HO?|L*K<$k;D z&4Gn)`_kVT+)HII2~#W2kW*dUFiZ2j7?twqYmP)x`dH=b)~-2y?kqBG-#D9nO2#pE z9B<%$p5WE?^>$#Ke<5EQc4G5`1&L3+BCiE3e~b%DT-otSs##iOD`-)eQ7$kmq!t{U z36*tPSCyIiHdy7kCd?X8qfWZs>!S5>f6K%1$;Zv#SOWdVTW8j{Oa6ZV@jwp0P=leD zxg2gu-(S&%bxd7 zXTCf5g`DeqOSDht&A0x(y+e*`52ZIM{2ooA_Lgj)0wq61b&2k%PlEbVsqd*zU}^$1 z_N(hl0}?-9&-=@t=9vq72DOiS@9iAwj|;=_)7{%X^g@p3t%2e8dgou5!OiKcC7W&4 zScO|qo3MUR_)u1q3wz!l=XIG8i8{@Z3RSAG^S^o6B{|fggr~ks zc1nAajY|9PJ8i_Nzy6R2XI_*u09{>JEnR3wi$DC|kM@2|(<@eeEh>IdEzF2671rMGqOKMO0Mgp{C2AS5p%JJnnxbw)<1H9z>%Vs%wl6q@i|XlF%J?FKG0?~mC` zsx4y_v;I&+BS7C*>{Nflz4v036`4}?y_hyEi&?e(Xib|oEJI_o?0d(sx(UY*mZd)4 zd;JUj2ZrGXf?U=%xP9*+-(TmT@eAP@Vebq2Ytf!p)4-r?tYor7NJg}dj_+aS1k z_8!P}-W&9??wWrZz>E5*5`T7Uglu_^yXjpLhpT^_b=Q! z+_`_8%bM3)dmjh054ZPq4$E4p50+tB0I1K8ZfnoRk13?e${R?~c_SRl= zA8L=w+Q)sUwdX_afgb3;&--s{{b?O?8OuNp@%lnlzhvX@)IpngY!~TW&(;x3yXD-E6+e7MD1J(dmrPY9gi--f!v;k0(rbPlo z3Gju~5CY;B$=f;W9QN(Ar!$u||Ais{eBQcu&Hd-I7k2%99pqfr_80mv#Cly`bycBj9>KAX;?;}4fqFfN-bd*`l26reW}#= zh5j)kwi+5ifK&{Pnm~(RvD37PrurZVl;@JNW@v0^EBZm5mU~0PGL1k}r6etDS!)1j z`{SVZ^~`MzLerW?(+4DNlK%8s$(vZfnY=4fD9%9dkfu5CMZT10bvcR)h?wypq^>x|gYVm8xh+q7ZXL>us;Y^%m8 zwTxe}Gi_KV!ZH<>r8NF+pE)hjLZ3azZ3&jG8VGj(ab4m+P;c(TvXth5-hW)zx(CC~ zdCl|MgWT4(w?U8lG#%O_t_T#o%Tz=Qc5*CXilIXxvktkafNMgk3B#GWBa3mISi3|LFaKIP5!>}P(Dx`W}A_jPhHY79~i}={|>9x5C zDKRu{76?9f!L&CG{>dAbc^pP>Q6WYfeMui0+w!%XZlmDPvQ%7=Dt8df)9y9`s0MLV z&(=ApZ$gqe1>h6XU~04BV;CEjdA|UG!uXsC5J^gtAOKE6Cq~EA_u}kcRzXQv7!7(p1j`7qJ>}2L4;q1r1QQH1*g1$9;eJoGNw%8VuyUt z@;KxYRZ++ajXTN_dNax_mNCjH3PO~}iYb&mgCLYS_`%7k1%^##7{5&hy&{)v9*k$U znBkeZ+c7hPbs)051{BCRSqUJV&}1hNLhU1Q<_ROwKXywrN)95*xD65tqk@^zWN#sD zin%H13Z==An|q_MnD&NcAlGs_PABo$quE(-$QFL$19UYOph!2JT_*d6>l;VI@tQ~* z>w9CO%DXX9WfJMZH71e9q%lTx7C^a(fL28`Y*-f25YeDO640s)5zwmamfX_CEnP;W zg+OT=aS;sF2qGeF4@UxLLl-u5p}Z_7OeV7l{Tcn)gnrlOLTQ{Z`M^Eso2bGQ2$O~5 zz;zgiDx4p<2m0}{M1%^?HKBsPG`gZ;9O#P1r8&?QSfeWtktYM;@GRJ2XCNG$1v_lb zf*m%)Y_PDy&TuH$VN>Ewi8mz%>4XRcq7yJH%nGK&@7K9Yx8m7cy7Im;q#=_q zrfY=?&Vn5_W@RFcTUTPr#;i2QfUzSO%nluk4|vj-M2jL?;5A_unNuK=C=gBZ zMF2Jh&{9X`)hSRab@!oQd9Zv(v=Tr-76cG>NE9@@yodn|Sb8rPpSV1fOaz=&c)U^a z(BNo+6sQKvyRCu&=k5bG5(TZ+fbz9SUG}DfPil%JJTc*sNJveQMCf4@NhpBINJ0}F zJQ5}eC`oKu6i6Zj!HOg{Ec+CoMk1pi@W~MhhH@jkB&{``GqJRylqa_(<72smR-i6Y z@gUsuemG*sSd2VkI=c*`N~DEA$>T^>_8h6o9I48sjw4kPj#P1t3D=mYNF-9^HRZ-c zl_d^cHki3=FgvbnFtwy?Fg3|gxuuI+a!VJ=h!lxns2&lF-EjosLzBD(^LBLM?dZ~u zE+W#S1^?`5!9U03BF&^hJ2oPVG&39~^mD#p8Fz4p3H{mixllr+5UCL&aVHYOK$uhx z+=Cn^RJg_k(L{s_u5oD^2fCu+CJKI_D;lnGaXkZZ2`MbtVP_y78Hh{_JM2u^s7zo= zOo1T4l$Z@&Fqjo)g*iR!)7B6BB+yE*NFzp4B8~ff!Pb7k7G+=3M%V&d`yw)6Y!_@% zA~uR6fNBAbqMT^NM!DK78%#Zd&`8OAFb5uB2wZbKJ;rNJ~Y{ae{M(Z zhz(sRj}P(lhxi}j=f;Ql8B`L`D%a=Y`dmV!*x-c810Jm{j8WUC4xE2u&7YalZ5%QNt zS2V6mNZGKg(YeOu&?p)c1=qM9FE>f0{Wg?B+1QMChpBFJ{+#8lD zDlukt2`LIFgG41xN#hy3KKLR40mmww#-QNdS#Z2Gs7gQ4|Qm z3AqTMns8y<5tEK%&=?~n0jPi>1PWe~&;zqkVbG$8j%ZOt55Q;3iBKS$N!d)w#xNA9E*UN%=ZWpcZ_?GS{u7G)!K8Cg?4v z3lThUTNBxE8_s;eNgUW=6KpozK@SNDaUEpBy9ExH(xDFp%fn%CdcEB#QLsH4lhf<% zN`^xMcA3QY?OY>*Co^t?_vIQ51Pezn8N6?$lW2@m1cgl?1HoWzSmuyb-y;y89nwF) zh=9Q+p`!>B!^2@qP>}a=C<#cw-;%TuuFmdY?t&meOcM;j0(BhRVE}Q8oQ4FC#B3y^ z`YIG2<3?gpC?H3Tf{lb?GN7V`w~;9FCbIQH2ZTsQ-{hk@I1qptFN&pO@(x}e0@*m^ z19(7_IUtBL2&RI^vSC?bk@*%V8jNF)aqxUEi*Z?)y-2fGoS(;{Fr{ML5|Q&1fGG^L zAc4L#4I5F30geTHgNRs^_`Z9Q<_tni64E*kLm~r#%qP;736Of+?R3owR^_TnJq3@F*xr5Gzk-!!k#L$07Fyg;+G1 z9;k|fcv5&6IVu|gc*8OacSrePy>u5*t2d(!%fJ-13cUt4Ac--`~9NhmuQMAFoXjES#+dQ;%AkkT>AL9k*dwLsBY@ z-^TqGY33v>U*&NkJQN=ne!E1$hGibh>N7g8$R#xDS{ng;3V<*UXLcy{_ua6J;2nh& z10KZ;&+NcZX*f20dcE)BW55l8g0{rab_{nAVeTx+sP| z+km%WS*eh4=8gmODZKO);5_n~Nu_R<7-(a|GM1NcA`JL3*#f;mf8I^QZzEB#T@F-l z(@{Kd51EO7_$~+y9EW$qvWBv>Nb`E}6bJ-C1lTX&B5|QWUf_mv1#otFSsuuM)r&MQ zTJ6Ig#U}_iLcPnG$U?)L0290~yitT3&c)z{b9`~KVghtn}&#z2l;En4!cvpP;Lr?j_8n7iX7uY zsh#N*ih;z6Mujciz?{xMd^NZ?^d$l^o_3d-=L;__%Nlqdu*ge+3j z>fI1aun>vl#6aY6o)Tl=glUkNNaNO|8HY6Bq?3-v>;l5f?+^>7``y>R%;M3LR%!);zPl_R1;zo(F;cgeo*CwIY7|~i(?n` z&(9G9-(?N4QDt(oL21Xq111?T_N6^-g$T6E;7HOUb=kpS713Zr#p=Y&7rf`xv@NNm z++bu^AP5W2cR8|40-v2p7XeiJO=&P)D77niybB)T2%wI#!PJp~6DD&Y6uLo;?x?~~ zo1v5lEjaerNF6@0(?t~TB@jUh;DJu(1jqW?+u3rA3BGe0C#&$la;oq`!NObr=0VK%33JT$ca-4V0b#WtE?ofC4Gg96HM=%Ja&RC5-_vFN+AYt=+mEN5kdoa7 z!VTw0jzk!P4mzU>g!QQ1TZ$M_CK0tWMHIDblnlD;;udMv7t*OY-MC2cQrOrSj-=py z$^U3KEW14V2X4fP12DCaz#H}tref?T&H%e%najf+w_(|1ZJACnV&p03q`z;%bUr|c z62yiFs504XxKB(I4B?9S4j+q*KSNK**CAnfAOiLS2j!9lKLVghYYXhGhto3c{#G z>N4Y$h$JHK>!5H^k_eqUlE@FENMh0{aBNr>f?!1w9G8M54q6mQV#DYpiICYKN$m0A zNLbDtNsL?ylCW?oNFrS5I1*kA4}dgTVRznk|sNBIl>aj z?uKO>mTg!zZdkTqS)|=qT?xb(Sx#L9YiXG$)Z`usC`oKsMj(IyQE($7iM&B&1mr8L zC4UK@IP#d)5@CYeb{`zAe0naOZX_EK?MdjI_J(B-2?;XLY*@yyVcEu|h@gDF%KO5r zN8&T7yzho(rD7zaU^XmsiI~nY;tk6j;&Y*7OxlRpYFJ?ON5JLD6;b0LXSlgAT`s3X zP+8L!xWo&-86-}dv|(8UFB8O;!R1mml!^m_4a-P}cH6KFW_(=Pz%p7RNxF%}ivke{ z5gLuwsD5)|0c|D&5Yu^Zp)4o_6^KB%;T))?A+TtN*mNosa9p_+6z=Mg*su&9SV0LZ zVZ?jGvJSl8HwN`Ct7RYcTAr}#%9LU!Mp(4^!I%vXWP)faNj_tn^}9 zO9Y8Avb>8^B`pzWgQ*=QgDyi1K0hxio>aM6j;Ekl0~Pt6KwN2JH4s=Hrqu4Cm)%$$ zCW1RF1r~wEDhD_OjAV?5T-j}C?<>MLIa$v#WeM@!&!3e5S(aQvJQ?T-g1DJ^E zWO=-knMjCDXU5=QWcedFOT75dEN3s$Txn4tiOi)Si3S8#lAx@rBk>>sC5g!Ra3sic zM;wg>NJ5jEB8juFkc6eN07-Nhon(W`$hMHI77pJeI`O?5tx+MLtSLB&JaHP}h#FC( z(`}PYqO~Q$ikMSW;SZpfX^) zLd5-8H0Z*L<>sQv5e?T{60m4uahV10YTm$eZR;+QH*k@Qos4+F9c%;4s<% z)cRSVg)Vq0Q)8K--4a*`n55eMo4pl7JJfJlE1w^h$br_9dkaz{Ia$DS#X+zi? z(H3$*?Iey<2Lnp!iieD7gP1gK4dcV;f^>BeXsu9M!xO6f>X_AHcFfaGELM()>5MIl z8~Hk2iLUm}xm(92+dSCUsiyEd@GuM{517s0>gbT3AiFD&1Wmh1Z(1Ot!MJA;mT$hlNf*{bkryLjFaZpA6N#T=g6c*Di&@HFy zjHbvpEZaPoyv1#B_*h7s1y$q*1`eD~qvSL z@x1yn~Q9wunl~?Kj^ER_r1`tL4J5iSVb!c0~`Mj)PHA zI_`8Vjln3KwgYnTiJ`;+Cs7_`f>wyrbxFpt1zr;Z=@L?08q-Ud`{J1k9yVf!jgfFE zO)|EW*1+vJD!)(kNRKLJ(9K1&qeV(HE+bVO`{idh^8o5VoNZ(Qy_%HXuuL=(H zHSH6kq;`z0Gg8x@kVLx$|7`gN)b3z37d$~RfavpKDfdSuI=09AIvt~c8(CTwYua$< zgz$@}anT!r#3yG!N*19s`H~+Zmw*kXK3$$;Q$UnXSEl1bH|WVhwvb9{M|yn0Ib)OP z1J|mtvtui`5gWZ>*=7}Ma)NBg>{F2tIfjAK={~1LO1}#o!Z{JkCu&saMl<|P`S5_! znX$m!9Oz}*1|&u8GQt2QR5IwYC~dfu3@T|dxOq+1kzIkD?kb|qu;8>CT%oA-^GRMb z`H@mk8yV4$gA~GX)v{;`z|v$c<~WX;Rn*VTcj?x9|tHtG$Yhe2@fMSkVfl;!fqA_61Z%R7%%QD zpLcbP8qTO-Hd>Fvgao=ckmf5LC`tcZC|~5}Q49+BX)nrB6*nwXs12rlmR=A!b6Qy9 zOSYUY!l^)_i{jE`Ov0qf-K2YH%V}e5|;21QA#&jx9;>6o{lt9Q!q4GGyR1P%uD&a1nw=@DvD` zsibs=;3*JoAW7+w6QN8#MM_5yJO#o*Rw$jxU>fIZiXhvqZ3DXh)ARr(h zl1XNx;WFC;6aWKIJTOu|QZ6tc6iLI8I4BNDVkAXj6bM0(a*83xSk*KD6^vH-gY?%~ znZ1o*YsE6%}fbHCr#ThV(lg+(Yho zVjtb@pexYAGhG^Q@Q5ZGt(QhNAEN<;QF8C)Zgph=riLaCG#exj4_o!gXY#79Cl@*F zyIYesNYnyoq!7R$sMOI=5Rm=Ddg0LP8db6b$!ay6S;vig5o*X>+m$Vyu6dnf(tRvK zL@LNRhX+u`8S^6Stv6Z_Kp=$slv16to;z)3*FL=@X;E}REnuuJIU@y+_wArOAVw*1 zsK6C^q&(5i=Z#0bb_oGx0z;5<~Dcxc!La=?7S>Ch!HXn1umLi8aRXXUt%g{?}qw0)lu}_h`ipBEQ>ZrAq*U% z8t<$i0c&m8x??;pIS^Gx!&@YPczGD&E4I%%B0*(@6^^k47X%@(G9_FSkQnE4O)M7f z-H_H2mr^D{0l}$#R(=P)(AFau_NO~`F%IltlA3bzWND2 zpOzc#v=fp}NW~I*J;?;Hd5tK!)s&V>T2|G`k$QCf@nx-nmAHDp4Db8y*N;8v9Nc2`sP+i%F4m&md!X!yy z;GJ66TC*+-NRn;>Ikv7io4lVz8jhHtLk1fMU&@ghfK%y}?=*-3+-D4cD6JG_GT2JZ zcUBoEssY@%`q3RGZ{Vytgslnz<)&*|>RySei|;ePKiL2?I#vB-&6!UMn4dPTJ#8C= zzV>;`ns*#UqF`q0dcRLO!DqZ#^dN9*Af*`i zT5TD*+Z8o?9Z3n(d@iDcc0J?^ZtWlu!+f0E$bQWlXq!YX#;Og9>0#L$iJXufb1L{t{ftt$}_pP81S3Ba1k{_lgCTPh|`aV)aV>n5ak1?{EA-_=tn3 z!x29s_2XVOGDU_FSFR#HZW-i$s0W7o6Gsv zJiA{YJ?nBMhh5zUcl6Gzb1D}_gdQhZX}=%_0eVfq#lUrc^;7EULEkM_;EC0G4l1I= zrv9#RcJFSyDa*U74H5jhV`fCgImD_Mh3|M(I6)LA&G*jJD~Epww4rpr(EbM%LA^=r zrL?u5ef_dzI%DMY&cS()^c=9-r3(^%3db|hK>=AE8?>(_lLLc}_V@3kvk*G+aw_1A z0bz+B9K!_E3%Ct01@*Agy};xl)QuJYF|SYG2)YyX2$Y;eInRLQ;@9Zw6G`_$uhP53Sqb)Zpes|H9$QSM}diI@!z%!uy#n zan4WLZ$6&cLNyOw3|BsKAd!o~&Wk($#%g47g?%<|-^5%=Sj*K>=%JBV*VNv$8?c?8 z;}$$9P5YkstoV6BPMNG=kk2YUdL=9HnG_e#hmx`RDDu z1^{tg~3)!!_VC^TR{^8)NK&(GwjwGod1AkwbvR)(apWF!1aJt^fAUw*bBTi}rwXzoNy#oQd(2WTkEm?@o)`n_m2ke@l zf4w+3XufG$(-1fv5@lgs041DzS)`~vPzk`-GRX|&in*)t^rM_wfJT4d_-`C{)o}b%JSskVtJB^ z%L>Bt>_bPbR2R*FEl>3G8Gr_Aa1+I{pZv-owfM2gIL)vWX{E%l)K;wx_aYW&R>v@~ z6%nSn>wJkv4H{|7)9E}&lv*&Nr~&3$T=~&$xjn&i8>!z=e{h-`*Z(L+g2T5K7zgq@ z=%A+P7UR!A{JM`Ai#|5#+njYMz1vpv>j*9A-&s`@inivu%rob{wiY3Z@y88{cB_=rn%*hz6Yv zD!zHB^4A-6#lw)mQGg+EsOXjU7j=pZjdnC>nm&j!dali9)|#8OT!?v#5L^)(V@){5 zwZ~#*aTB%4XHy{X#7jWINnpE)Fufwc@ z(as?}z^(IxM65?7|de0L&7 z_A`4BXRH0;8kgMLowfTaMaJtx^=8TCh?+4iZ=$`nd>P6tgsMaLS}$XbkG;g(2= zZ=gu2gwqHlk@)~9*X?)+NeW4#Zzw7|_Dn?KihqaSEW$w49zbqdE>R97>#nKr2rZ-< zsGyv}4@op(Yu%yE)n+aBQl;W}J@Tm$%r2rgK!~g>X>liyab%lJFSwc`LT>&sQcl*1 z#|ii3BbhA1J#=7UDK)IjljXUezfik{>yBna@@lfM)NL@jw;)6dH4a)i?3m0Mk42p! zgf{)a1h55qRmT^e+EqGB}S8C8CZGncQqc9Y5;KC z084Ch4E}xD8Kv^FuUea#CiSowxT$(OCbe%9i+}?L8(Y@Iq_zS|NYsC56MC$2@c#=A zNlhO8LTUk|^9jD5ovn`tPW}0S9)=}1lo_b~Lw&%Mu<`(WsUOXQ=g!}-fj2!2OsgRL z%B*6&^jCXSs8a>s%z!pv{?72gpqeF!3Jk$E|Eu8wMjeCZtqkOaN=3Os^acyOoHx3s ztHB!|Va6|#a|tj-wesUnl4qsJd01rotq)Z6)P*_oWsm5BJu+x!@u+bN7R@Z)z{^5W zvLqFEVHfj77`mB!sxiR(A{y)fkOoB^U~-W&gmXK}(rUcw{Uo{)+j3sYismGh5J!`{e!MaoP4U{U5j>F~#>#{?RVK zn{RQx1Qp?h#Y>CZl(ht$6Un=$x3G{nLb-;!7{ZdKd{!f`1C1B-pBUk1H&KU1JXJ{g z53;$?%$!AY{c&AQu53AxgljpG$KSuRYlz%!v1d}Aq-k#%nH_@ zs|y+z*VuY27`AP?fWC&?Pm{)T5%WJD?EX=tpN+%I)nu?@m{B4fGvQqxq9%KGG2WP; z9mJhcfW74|UC+03a)Nj(SVM(4yCo7DtN)i@$1mdGrVkz%70cbpBw_j$T)c#wREWV! z30U(1b%v}tt#BmP-tkScB66NZMiDD-1=Rak=0fTc>;-$gKJ3x1mP6;(<|sd}dLHWW zBX{WD8kvqDA>}_2a!i3f{FSCd9*_|S5VWn+sJI2=#HXO6kX~=& z&o~B0>w$D6GLVH@FhI^y9AMSn9}{=WXp=Xxnhvre5fzU=d^#owF~1h=5RZSY6T<1U z{bKL407>sla33b{4=0vg49L)L5d#z5`-8+0}Pf72IE%}Vy8ujx91Q?;rR8~ z_9u@whj`Q^$UaM;KuhV=FSX?%#1s8NFnI`VsCUB=Nr(+P*;Cb(iX37tzmO_Kh!t4R z7k8a&LY$%6#k%>Ieu(Y1XyFPWmWKQz033WH#G$Ts3;iWH#FHIXfgEK|J7GG+5u2tR zFkK6wv?s(zXvmiVx{C?)mjVbvj%ygay2^NW*&4)H@FOX;WR(i^lX7$@yG6az zoU+F}bvVjq?ey8n_{UA?fh~ge3nr-#b|2)D*WxbVEnQgsAQ)nS_*$}Lg*J;dpBeQS zg4jH12jZcX0tM0gez{)VYg{ESS#h*v;2N(`FA4D?mxfXvW!>yP{k7%KCj99YB!iOI ztV|qQ$~h@@10Nf<7#@Pis2%4?BLA;L$%rq{BpL0x;u2$%|6E5|x|&Rx6ADb!RDk$W za=4DCI4GzRu5xW<#dl*&b90`C=}G6N!uuYeGCIBH>HC2_mf~d;%z3WTi)a2#(*E`Vzt& z0z*3KAomao6vg0CNG51d@rZY_N(QeOWY+K*XMWZ}){qmaea!!=mt`x)nZiLbi+hyy{OnG*n4`HZlCokWOekt%Pa|DN%h+{{@-{X1`r zs>J=PGaxzk|6bi>Pf;3`0YJ#A#M++xROvFi&Nk$3!Q}krWRyDXGbg9b z2sr<{$#*ThGHq3noNTMxuWJHP$g3oaeha|lbkIUdA?xUYEQ^Klkc(!lqC*a}&l#QU zin|SE;1Q14(3g=Wu?Jt)xAX(&0T+(B#SG?JhOMdtAQrs}h zWsd2CD%r(1M16{S8hMn?9(!Jt!P z1KLKWY%mct|A{YQ<~NuC8(_sqWoYO%a})SkdV_hN`m3OVVS{n@YeSJTtX_*FBKXO^ zz{(ZIPzJD6WZ)eDn;PuE^MI(J###(Un}M&Eju&a^I7)z8aZ3j+IY-jFg53l*ygE4| zha*3Yt9d)hNR!W+D@fan3atDdk_|Z0eN_&7joUE2A2@M*n*;X&qo7p(%9X~(W>Ja- zU`6MWXMw6*${Z}7T!YnMhs_6>hJt!)?9whvD=T@h6k5q-Z8hEP&*Ytk+&GXX^6;c$QQjeAYoegimnD1f)AVHN#q ztUAZ{Z~;u{8S}G_3C^1rj;5oo8NQXFQ0o(>3$D7Nt zPR9yh9<3#v35kvH$q2At2y*Lz0=UHd$3RFK!3A)&0uGKkLXATewl07>2!g38%0ME( z%|WZLG#;AF0ZWHWkWB|G3gFiFDW|_vta=yVft^OwZHaJjRvBBh@@ILKlhS61n7*_W zZ#Kb!ag*H~^CdXHAJ)n@PE~4m9sj4_rPen8uFBdSWpGx2SSee2U&3{+nHev?_eJRuAcMC;-Cg6y6&_bwdbcrujU07(06NDvb+qq@*;K(Dm8ESFl zz(!6G{G0qy)M=JNPrh_)43VHhP2m1^De1LWORTbC>7nY6S0 zYY5Uj9aA?(pGMXkmkO{1*)+l?8oA5Kfa%xtGs^cHGW&ZMzfA)7E-N6i18zG)SS4eL#rwMa@i_VcDl!v+ zTA~xFBDMOkhI7hCh!#CR5QypoAHp)eHQh z-cC6@rJ2V-JQa7onoAs?Y2aN7S6sPtD&6uy8W7{sp`80;6m5vYbty@Ba@E`_F#R{< zP~@E!6@CJS@BZeG;85T8!tb||e{`X6X9O`qE#!fT;AFLEP0w9hDi7>B;+A1~R@I1; zD$U6A%{iUPKi3x=8k0*U8K2tzd;yqrVlurkB7Mj4Nr3GR5+9^*Ta3)p5g`*k?2Be` zNZ;c%_Dp(L`eG>n6>t4ZUs}JAKRI)>5w{@JJ>LbkU9?Ky3v440AlqbtN$D%I*S!Dv z?*0kn?0dkXV$g)#RC-8aA+A>HFcW?qWzmN}H8D8GfSoq9A2U*F&B+(Z?Y9T;qxdRn zw~=6UsPJSMa|Pcryx9*!Uf76$&u7NV*e7hKuyPOoLZVh?n1ac5O6 zt_Fvp1#4>;*?yo+E$^uY_O0wwpsjC3 zoVN?FboK}*mPfZKW^!otWWcR846!1RDxJ6{4HztO`>#zUfy?!4dKT;U`g+%E@}pxX zc@BJi7ewDlT&Yf@)=_+b>zky+ad{3Ap}r4%CuEiz_5Izanak11I&VK3ax0L&{u%QG72);GTL6*f$}3x7U_zKy5$0!^ z5SMe$w@BISAoktgNJxkY2FEr0KV|dW{{a>xtDbaV1D=w!6B}=*x|~@eI6SC8prT#Q zB@PayiOZtqjU@?=rDnk!Aj&q7b=g>v7I(a!`n(*P`7#z#Zz;hpEZ*j*Uhy9s;tDSl zi#UEb%onxYW|xE2NJaVJ2FKRBRUU$d{UQR>k{RHlA2YJA0Z_~b`xv@VB3~&yp>N`NxgmncY zSudc>AaTW2IDy$a)|t~GKEsMsjE6kVt9xie89hJV-~{cC#*Nr51;z$@C`}QZ>hG!R!npFwi6EVLeL9q zI-l-k*KcKX74AHnW#j+WwFvQ>Qo9>&oU2WXwrg z!#Z4vHe>Xi{_J=K-${e;S?ygiN!<}kEyZW?pCK1jl8Q)yU(6B&2Vo?GF|Uge-0KYZ zzZju}u(?+kBsJ;kBIfdPhNfoVr~sJ4@~|9I>q7mDk^r+nOuvopRj`Fox*z7m;2Yn)o(*BU@2jP76=$cEC~ zOkac0`RAEC5%p3LE-?sW1{oJ_%OGN11&(GQB1`aR1WKBsQ|yB{;MW7)+BqFkAh{F- zzU*hwt%($zLb_B#vvyb!7HqnPra&Z9U;O2RPW>XU|54?t|M%AFyEK86s|~ofCh&C2 zQWtt(9rLKM02ee`+7Xn<{gkQ*c>=6YuZ|u<5bSLkc@qbF_?$MJsG824Lt6vLi=sOg zpg3MZgwY{F)wpKrzp+*=E`frv2%J*5Q&1Yy(Y%il6PHKT%VMoNhEM6V%(jNK#Nq;! z6uLD;NJt%k0n36lq}c+-O3eUkdQR@PmVvXzvQthNYG92tWs-a1hxPllXoRqXTDLfa zrbL;@1?O-RG=muE_1o0)@txd_N!syUcRywcmDisE`K^xnd!Zc-)+}Xmfya8s*}BbF_ZjNh!C``z0MJXh_*9`>~GtD=@1&p zmUF;gzQk-cm`tz5$_X;vX_($VTWh=y*S)tin0<*wO+UJ7xe;c87_TFu3LWWmM5$%r zUNjHZqRkRiB;b(o5wHjWC2XpoPbK^(-ayvJI+WT0#cbpu383{8<-*Y+pQ1sdG{_zY z0c}UQX#JT33D+#D)N-wcHh2|X?5Mn0q?^}J?RIZ!7^be+G@ZLyedTSsFFn3-nzCWz z;8ftnso6NF%yKWP231i1)=Je`joXC-!OaMaEu5)45UA`&cGvk%KrN~MP5=OkmsW;0?1PQx{;qXZ3>`& z*ES=_&YnWCtG5iW$!hpwHjrf=ePf*l78O96em1FQ4CevlBq7NWK$KUKg?0i)p%>iA zubeL8*D4{RqNvF6y&uOAwxQm1!x=@)s;G5c{L6kP-AncZ|cYA-=i9QFe~4N#+oQW1qC+Ah~~{ zhcukwX6CnH3WPI3iUhhhZrzNwmd{qaL^yL3WrVz_;fw=w2wK1utKndSW(m%*29esT zg0FX?THwfLAO=5jqHR==3!##5hL*RT4&30PXzs!T^P~3x!MCyb3z~GK<`T3V9CmjR zMk+WTs1q>SB#pYZFTo7j|gDG5Y{jx&25 zlTsgD6bqcem{Rni{x9mr=p1aD3g)P_G$G6?F~=;mE+IMFV|YkKf+)kT10QX&4#P)Wxaiw8yW!+}Q` ztYF?Ykjxl!$xApmmf3IW5i;lg1nG^$FmdGJASKPgw={>ERPx}yEv#!9uU}y&+^Z~; zKM))z${(~m8G*+(%sORB;3y|81dY^iQB9vv!SK7Eq_(D((6=yrsRbu9-%(W0hq1;0 z`g8VB1UHCTT<3da@EMff_TS}Yn>49NhUc{;0yYDBsg8;LiZ{WMJCnxW-7Whu5@TLDug z7}@94HO8k75ZIESj&riwmh-TnH}s)hgTCoB<&EZ5r8uS50ctX%ZA|e0F8vkZA7Pd{ zX^-*ny>w%oWuepz-p@l+@KF5!?lc149F)$e* zDZ!hkFl`Jiicbmx21oS`lLU8>E9~=nGZ7V?gVEKpbq2X%=L z)b)iDE;_QsArb+jklDfqOfezRxUh{>+R1H14}nB^1HjU!*Vr*Zm@t4?Y`Am29s-u3 z&BWBL@?^ou-m%>nS>Dcn79KVIn}z6)h7$2V!@ELwo(jdcoQqNwh0kn;n0FkOO+t8R z?5!Z2J63h!#l&O2XI&^AiUXr@Ftf*W7dzjh1od3ifH+drye2F@oywkaPnlZ|oNwhu ztdO#2;B4kIPjq(%0ZIV{;#Evrl;oY!{FO+ZqeMt_wqAkhAca*>^B7Kgxrz);dse*+ zFMjr^E%J^pOvEPA$jM_+AhKgB3Sdm4AIL#f|15$bh)DC~u zhk62zC_>1v6@hIlm4KcE!n0FTj{DBL9Xas@TrqiZKcP!w}Cd(L(T!fg%m74W; z_ZG=O$vQlZN*8NSVd8B5wdB!vW$d^{!4>?fN%pY zjylVutSmZ=EFOr~Q7R^~(@X{`aQ@84RrQ!U5A@IvMn$11=?VJCP)h>Sjx;9T8C=u{ z5(PwX`e^TrdBuuWnO3O}d#p^FspVy<=)m|m5ep1y**LIl z)q&F?^Q}oTmCSAfD0%a5l|yemR2y<(BUE{W)BU(XCS&v>qd!+UK&+VTQ~;#SiTI9O zA>XMR4nKatq9l!!q~ph0&ytkHL;L;H$lI#yjp17fZ-)C$$jtH{xWsc4*iK(_%^==V z8uAO28;-ST1|A^F-ch!XwF9Y=cmAiB@0{7J4wQ%IBT%tXY2jlHZ%Xo->c^tS?{le z0%*f(6B;r9v1f9hPaB`gm&XDX8=v#_X?&C;34)Qz?d?Jf9l1`+SFj#$KKt}@4*NHI z&`3Ox_(YJC$IG|xFGxOo-jA=TU1O*96&MPFeBk0dO$6fTotnl|k<_~Hi;&KXax%t& zq@MSyEo(39)^)kD@V#CG2JCENQq7k-hIw=+W^lj|veJDZ1Z2N#(6xbdODPRNmyQpF z6!6f|fTtlC&9gW1Mu8H}GGE11;5js%+WW}>|L;JDIlequk@gC64JJk%ADyPSvXN+3 z`nUUxvFDs+5KZ4$DS&bt0A%_$t1K(4-J1_6JbaCBE-A%O_*E>etnP2HsAeMQ6!YYx znTGTqR1$R714(BcBZ1oeLDV^DV?moWwUZeq!1ukrc6lL)9Fzgh3ixZBr^$L zKSC^Pz85MP75p}DNh;=*#~DZNgy@;gIyisMk&Pj(#LoJ8XZoH`Cp=Z$tWDGUoiW#g#(>x3(UZWcXa%=E1Kohur95SAb{$EPLY@#e0@h^qaK+8@mY#r zawg7ML+e_Z81NCJEEy~WGTZBcEz?dfC`6$YJ? zu^1smC)CQbT;YbU;sv3PI^_VMNNH(0R}`a`zmf}t6;l|ONtl=auc&XY z`IkZiFhwUvrREiW50h(jcDNeEA`l;c0lvT~a2?R{K`*I&zN+xjRIfTxYpiq=^EFBc&N&= zebgTC^m%M>t{EKdtS(l(yEXbpMH1kdt>{-UeTw0^iyeV)!3RbX>-;{* zcWm8HgTs?(q1gu$!f=$=dyb|pmKPb>*dSe6s`2*hS?;=T3)g*QxlgP%a2n|(&jRib zxsAsH^!Pb=r8qo`#kF`Lu)R{F-@u4itAez|if9r)oA*4+X;~YGoJ3OP-XN%R{Qobj zY+#-!e0uX#dKk0K-PEVeaFQeZ1k%D7iJ%(`d9&qc5Dk=QAvxZS#zHUa@`ukyi?9*uZNgVH7lfqWrWX0)i0G_dvY}B=9BI)69D?6{B$2)f=5WKqj01og6{A1akW!-= zFg@?V<3TDP1~ppnPIoNrcv9@5oi!A)Edg?qV&(%A0nwjISm8p*k8Tcu(U#CZH*4mO znwEhhmtE_1qzNdh4y7fijnk_zsi_f~YP*vhj641e^VCHlcvkSPp{GO;qj`Rxnhy;o z#hOLa$SUeHv+ay^T#HOGs|exst|Hj`oC!rA+t5M|Qn#}xSUYY9PJ=ZY9YtlE zdbOjWF!ooBgd(0@U8?Q_x*NG5m0zowb}|VdzhebKxMxRHDXX*<)_|aV-?m(s9jGoG z)HMOE5K^vhr*wUJWQ}q;9Y{P(R6hY9Z*+jA#SJm(drLy8Kkw^E*0a<2^mPa^cpbTA zIF5wF(m1M_mnML!libgRRA#ul)}Hb$`=zwWJsIJJa%a>37ljuNzWJeU0{mbe9x{WRx?{|JBM0>k8~s6C z?DRs=khM76!vbLH#NfLh2Ud1ABLz8s|8`Ob=M;mdGPQJe5TZs!T7hPi8RHQPegQ&N zNRgSi&wEaynQVlQEUbb6q!~eaUQCT4POLi?&-2e+oX0Lmt;p9GJ8AOrcApiqVt5)@ zG8f2-ecp3Leu*eI8tP>xfWQo_^SYtPh=|EAvFRlq+Z*h2pX&JK1;!4T0~ zVbi!#+`E^$V~eBrg`1j=ABwvJ%l(-!>o7lXWkvmZCAeC#-^}6;fTzn47Uy!a{e7c zJ05oJQ7(3X7rrB~_9|3}k*^t#Wo&!PS&v~VBByNEFfox$xOPy!W?F>vUF$N;+2J2`G1r?+$20guy#JK#a80iBw z3CDzmsr_AJJkB(#alwZYARE+CVnu*4t-r zXQXBra*6iiFcl2hF5WvCY5qpocrU;O1A@lX2b#0})X{pg3T6!V%K*q&4jemOWAo1s zs0Vb0GS*(zHDU?Nv76V{WF3QDx?qv9fRT~ex||R}7-cLZIy?R)L&C;9d|X{J#38u? zDNdH?QXt%gV#)F5csVZ3)DT-FWEQgZ4vcqLBrEox$?fe5%`c#k$TE-%kLg0JfZSMK zoIZm&fNI$hHjqh`ZLt`y1AlZ5M9zG$Mo?6(ifiA9#h~!S(wP$wLs(X9RUp8%ZR}RI zi>{W|4ZoQEkpCSq+4t;OMZK1bcyCl<>Q4dG!~sv3BI~bfOmH3pLV^Dw3(t! zP(Y@ichGE0qfcmsTdP|d>s*Y$bx7l`ITyVw(xH`q;#!k&oe+a9j!7mSsxjJjxZktI zJlQokA}G-hSjyK|NS7IxM;n|+!00An%nu2fvlK}t+Vj#*N4)0SdRvLbGzDwM(FjYK z`hM|`nP&R8U@ir#Utl4&Qkc;K$6I7nJ-rxX7+&{5i9s>E;PM=OI47bPhJ)oiQsKi# z*6xxfIqaB#Xy6SRCE5&=!y?|PLP)YD5!l=}1+c~dJUe-%i8$k%;{?XwiNYFSl8zIB z2Gm493Ldd5lpKZvl@o}7k2M!{qX0E^qD& z8zD1o!VzX=(xx2WmDGDmkdAQ%j9x&D;})z7)Agn;j^!>=oLXxPy!Dlht4kJpbs29y z?k~5D5i|QH9-6*cMDy(sTyq2Vg*l0k-6}DdT$~Z7{YM=<{S5L{Zqxor!S_S@tp$AG z=($b2+ooTL!${>QX+>+fZ}a{p(T~X(|KT;RHTK`YumB?hEfb1mfA9uWhn|qyk&-Au zuo7<3bLDmgloh0713a1?Ut@lSAxm|9uS5@(Bm&D>VQ$?B06@~E0iraCQ8C!;hqfYk0ac~6c! zJ!501zZR@j1(Gt`yX3VGx#coYDtt@Pl;5&pgtrJb2EXqiQxjtkj#+E{kg;QqJe%wjQb8YOdtk zwmcP(81Egi24C^VCh~R>zA5H=ZQN|4Z6!@_Mn3B^3105!^Jl0)IOw*=NKW=DPs}WA ztywDkxH%P%t>Ez!<`(V;ofrgvS=iqQ;90q{_~KkI)#*>z^k5((3UVu#fyI<7uET-` zF94=Cr;_#&CZScMBniYbP`twYh%()S#rpvni#fK5;mYtShPJE!xo_P0fl^K83j-2$ zH@1l;z`lVB2=+_B_(QAsDNdR3@CH|#BY6IYlw%K)LP>t8em?Cb)WgY4RxOUO>|;;N zLizQORry)f@N36+yM%{w>0vfAhY}c1WS_Kg1AQJ@LiiFR?P=xTh~V64VU7UK zhBfz2s_Zv!bu^?*`L!LXYsESg_Y-^0U?-NdeUe4VxNbN}ERzqhd8BFp9gD=rLYz#b zYJ@N%T?j{HSK+S1dXS(`qkg^eSi`G4506RTY*cJq0w;?M@FG08h`~I0FrVU)s^W&JM z!K^DXIw~EQ%OOrLnUlRG z7%ie*65v60yt$bPjRd3<>x0Aar{$8t4z$Y6T8Xw)GnMQ<{S79Vb|C3L(J!L9C(CH2 z*LNcyFh5=_ov9{z1r(&D+XECW{S){UX)IohGt#e3pO^63wsVIYK z5qKOZUXTV6&QAbTT>?A*x_-_lVt(G_Kz3Uxg6~doONGZ>@_l7n0qC) z$fr{`gBWh{;g^BBa|LuaZG@mMZ*CQm^1(y?T$|MdH-7nTva}-IpnacjG?9aqS zVTNKCJ`I#DvPnl{ZFBE~zxPC)P;Mp2EJM2G8S4=3FFXM}yaJuBVZdCtnq4kTvr}kq zuN|tO(}r0uk01qbQl16&nLo-p&+>>zHfJ^1qT{1-*?4*otCX%t>3==98c;h5jnk>u zvi2jSOOw1o^N4WTd?DQO8cJ;N4&dx1jNh^(b#n!d)1mdQS>w8Ws7tDI-6_h zhpcS#YMvgufxP%SmL4lF#qVuMuif%#J?d~w7!{;d!f{GQF016Y@|E@vfYu(HY^4oq z0+(^~{|Wuh`IIP16j<*V6St~CVlNG{QZ$89sl;>wS_e~uE|5e@OF94m#-N4}qk!Fl z_?!q|(JDYg0SyVVWH;GOsSK{M?QSCy0RXh`nxO=N3P}lm1~V)6K-!r2T*-Z|l%v#v zO1Rt%sT(k{EfvRwiIb;?hz5*{7E%iE_&A+Ib%L_B@bMYY5g{;Lr(uJT@Z#Ws@c;nU zkR~6ag&?Da#G8+WZE%G~6(c%H0l-}tOi9V-JXAJ3NwV^pIB}#}Na=tmBz;Ucz_>P{#L9PmXL;XyTwN{G?Hkw{KiKsgLkny>`%01`lYIBW0>3CdVNxk`Zy33fUs zDD!kqP?iN2fSh0nq|(7-7%{;L8BhtU&2{g$aMIzT!$E&6LNgpHU95ludbT~#Y6(t^3Nufc?HCQ2a(53V{ z;*5|KoUwzE&cvy*jd(C2#Ro>pffg`28tds;ETD8uC|)eGEldnZ1x`R%tRnz-Gy?#J z5?XMScvKMyVp1*wq*B5c4i=Zu1|fmN5s`9PFgi*ax*@QF_o+w^hrj_<8fh5d1ZAI< zjS`HG4wf)JEfor+g_9wOg}M@Agr@@}O&B^33k1s0;B=(57Um+1@R&wIpMy~04m!jr zb)tq4l@pK2IKhZ!;SE&k9#j&fTtf#(h6DsBNBYqSc~}%w6)J&9OSMo93@Aqt6LUHf zgaRjhf>UQvlG0LXpgJ9mh?f$s2N%I9nS?q{4;ZjK5O4)XSbEeEa$+JC0y<777aN3x zOpzf$)XM~mtrN$?0Vzcgrh^&~90FAa%f*g12nhpT5_~QO#L2jb0V$p%kRd>WRB8ag zEQ*u~qC6DjfG0H;3~(_EYmJIPh{=w8BlNie9tl!z)Tb5Wxa2Sm1&>KZyYL>dtfCLHO8MNCJpCXa{&N{B)qn~BerM%z-Y4im`6$b&^Wqgs*$ z6v@D404Zb472Jgcr-U00Tp}Y@9$-$q#L%G&JPN2$=c8caB?g7AP|gfT=)q{AV-El* zonXWoprz8#Fr6SEIJrDrEX>59vPmCNaqwU`u-JvTte9saWyL@hDJxcaxU5*`Bp||b z3}i@<;=zQ)9#S#xV&X_CI3VSK3XYZvqT{854;l@l5^^*aL^vo6FzS31-c%eER0xX+=TRAJlq6TN#!Nbi_b(JPQ|E zI2L3sJVYK)qzkI7ScySM8Djv!CQ%S79gJ~-fEh`=bkGB0 zl)Bp>K$61AKnn>*#3`W+OiV_#fhoW-0)R<@9c>1H+<7u&NHAid!=q6079a%?kb^h| zG(4OTn9g(Rpd4-+P!2X0P%c4;#ZC~7I(7IsT?Rjp@)09EsE!j(mLB2+5j=D!0m=kJ z6-Ia@Vo)UuuCC=F6hOt^S1bl`-OCk2&FYFv1v?jtgw0X=@9?xACV z4MGCU>hyq*2u{aI^S|3~4HvV6g!{LP%OT1jE3BQwf9sl=}h_ zh-q1XARr_tc7u>GWAfps7{*BpDJu&O0T4e@XPJRfXVYL{#1Y}Zqsllbz%f$5@vtxj zkpKi9J{lDP0x3_TSSao+J{togi;D)1k*DN@lMxGLBJ{wcVBsS2C`43j5E3>B z2@e~DgpmV|L{^MG?sOQamlB$Ilser^e2zqMn)n0D!3LmwoNmC20Zy6{h_qB47bZ@g z40jNs*TPZ;!HPT}4J1zIQGjBBV8g<2RKjAW7%Ubty3=)zI!N-k(}gw;1^_ic5n)6$ zR2C*LBp@Oj4W$dq1_UxHRscCc(Pk~ILs~$&i3cL6&p5%HNE9&eF+o`|0Sy%=5^+E! zR8o<6K&@yI(8>~}z=}?`0o|vxfN~Zf11#2I000Zq0DwqK<&l!nppf!G!BJ4z7{F1G zQHckIR7B^afFLB}qrl=N289hm0_P*9K>?fUYxDkcbuTxuSLU6*KYl;nx|ET@z2$3Wx8?u5 z&A9k}%k2C-`yRh_wH=yX+ckHtwe#Og?}c^<2`Pkxl>6VN`5*eST(`gFRs4mCkdRt7 z%>PHfU7OsP&6IP}FZNKvs^VYZKb=}zh zZyVP(NVE3VjrWhX`jy)f`#5!JYu1_5{22RIHYh;=nnOrH3DKB_ahG}9zq_8_s{S&K zpL-gszq9@>Q%7Uwwa&$*hx>l{p8LPBty_PO6?ZLiC%fJKGWRl5kfybfE$z7vZ9i?H zEAF=CYOiD8w@=(>Ti1AdXs@5Wo;SZ!`7`-%y(37|+x@(oiMM!54d5nPIRp z5els^Xu$}DT2TBH#^dEdDn*iz=*`ZB4g?SqFcR^v@0|0OY9b`OXf$&_jo;eW{@L@d z%*Brx2P6~Ibk0N*(v&JbFfu|a6G?Lj2@EhaozplVB&1+yOk=AtjoN7}QDcaj1D%5v z0-#{1Fff_iZ4eTy>K6`&g<>>T$>}r}FivMI0}_00socjWWixS+U{u1=up&c(4Wngn z4FjwJPEdwY*+&Isf*_X=1}hs58-#=g6T>akaTZKYXYrCCqiV1y?dUOPR;&b4FkQ5W z6p%6+N*A`^fC!AkhX9k0QK=+B%3XYe&t)tCk$DYH#uy+u5{CqbKsAApVqpU`C*w8< z2`7lkBgG9fzB957kLPvCh6EP*96K%{`n9IJbh&%v*O@x#< zpp3^!quPA5a1z0NgV71psEhc(_;d!yl$?$O1HnQN0}2F415^u;PH0b43nNiPc$ERn@23AS6^LC=LP1fMEcxP9`o+ z3j;8IKA(*Ul=b<1HV6ryk99zuhfb$c!8DkNV0f7E&{d*xU?L?QjCeveMji<8Y!DI< z5RfU6G|ZT!i44gy5F&xqDmmSV08WAgATZs6lS2!MBP3*lkbv517glUTL9rlniV!U< zpw<+@U~2hvWY7Qw%#LIxCO$2dv7AJn347q=0FMxhaTdplCjq056H;ZIfd&r*NER9r zE~5txCmxlDE*l8bfJgvIQD3<3}aqfP_kWGONv2%u6LkfNp`yGh{U&!RIbkbhoiLDHT@{E8=Sbbb% zR?NW!WyMfTAQ5RxdN_~*84~;u7|?(WD;t$D$XJJpqp}gx;1l5@f+#>Lz%l9oA(hZ0 z5|YS`6v>fhN=_Qp0})Q@8Ynz)vh*^+Vj&#!5J1Y@d_-i5Nmk@p&&k4C#)Oj+n~W2R zj0KQ^79i?8P#Bn51;9*YDV0N+v67io$P8y~P_TjtmQKlv0Djpt$T%@cg%V6j6_=C} z8*vG7sSM=dqAH1!QW*?Zya-EDs*#k+Iu#fxrziuMEa((asVEg#X&7w~5-d88figP5 zU;*VG133WTK%i75(18;S5l@bARQJJA8AF2*3H&VS;i?Ue$}vzzJ!L>k^+3T7AtNM_qnHPqY-mt57>T5Gw2-pGMjgc0Ams)j zVT2O8FcT={i70&{Mi)Jzz!Op0gce0YEyaOS15?U^Wgq|%8qJJMd@e&KK}O|4IpL(t zfrS;UXcCM76dg5;s3#dL5fsnKh^e%of@FdK=cOaD{2~M>h$wvq2T2GbflM{>SdjoR z4LB7z`G%R@B*&?uNtMQ^!RW*h<57KNbWkM6z)2)Vn;gjjWy6yt2LQk{kVGad@DU;9 zCflT*WTBgo44s0tuHC84`4u5LFga zv4C&fse>@KrvVhG}_7z-`N#t1{j*5f>$VudB5{{XHz(5%V8G%wv4G0Q&kWvc^N)#joCN@Z<7XzG3 z5|q-208Z)$a*|}F;=v|4oDD+4gaXJ3rYHbZ1f1Xj1tFaij|V1*v0xook!Ot#m@LSO zJevSbP&%fPkq0GY_*hWdNR_VQKnY|;o;3hf!iox%1H}d*;RE8L@}Ps2N{BmHU`3vE zA&^mdC`76oIgq*yRLVM5;CWkwo{BDY3|Ot6?y#- zopaY7IvaC-{z~1%%Ut_ihstT@?wkvio!OaBSLTJZ{ePdY^7C!4f5gvKeY`jKOGD(P zkJpL6GK8;hPubZPFKhR*Jdmb$fAett`2T-bYPYW9CgLsBw?4!_WcP)3AkA9(^RoJ8 zKKCE5sw%tcck@E$zjOXJv^Qhk8o_cYC0Y=3skEP2__eRbXN zb=A^28~Zc=FI&%gF<&yaUEf+aeN(^Nv(#UotoC=wYKqs_y$sQIe|d&jzuvLCS+DiF zpE9@F8``Z~v+Xnc+@;K&=%~nk&-$3!d~KGj%-5#N7SVot+0NEJHF%z>3T2YZpXCGzxUCDgTo9_Tbc(K^7^BRflmvj{F*AUb0vg2%Qp%be+J5v~?x^pJ&$yXt%igb;ecSGh zd8+BJ&-zQ9A6ac*4RINshBLbp^E~&~yJq*T`uE@RJ54HHa^GtA|2EXa)P=A4eP83f zOZ>&$_uuKb%%*6)?VEh}`Mpe&$^41`oqBwDsJW)6%j%o?-HW`qnb^6Oukm}C*YP={ zpSzl(FXX$^Rz*!->!;Z~RClv~T?#!!zLk3##dcmtRBUrgZ*%Lj%iCVe{pY`SQyI^^hRE-r)kAx-EY+A)tGv0 z{_be2_cUkk`D}L-caDko$LltA^Ovu7GF~IUF5<1HX>yw_UT;ozbU#nN|Mg7MWvtqn zeoOZ>|EAoHe!a^VA>rk2{l9-XXQq0$W#X^q`qDjC{(elfLu7qi+oiABJN?zYX6wbv zmY2WUuSv^0c3rQ!ySazf`|0ND$!2}4_tNwC_uTCJn%~za1-G&t^QP-+*QnpCUE><_ z(nUzXNK9`{*Qm2{=3l$5-FI6*P4m0;uDN$S{$IX2p|)u6n%De&$Ll{`yqa_6^UgMZ zTlbp9Z$|4sY+s+6_vL)MJltRHn&sF2zi-=HjmzzA*vEaVTa$;a_J`>S0?_cO;i{RP z_4hJ_1X75hBX<7kZRT12LK%dFl>75zH*2mx&R1QBkdWFnWxW60+ttpWetx{(5fW18 z%GQ2=hYMfBX_klQc)aFIU*m~sc+Sa-_g@#^Qf(=o=Ft<~e(}pN-(udcbWOfz^Qrot zEk;O4t#kIb^Q~X?)iy-WYh1?&38{Q$*XO%sU&$I*$6vSiwOsicythl`bYES}n#1!~ z&dW4h_iOl#*ZaoHU8BDLjE8!>%b69K?b-b<`EZ%$*DaZK@AbA-og0_>_h08ddj3Mb z*0cNc#$V{YZ`yp=xs=&&d+qgX@m@OX{VvVrRNtlBiDh?p9#1*1S0C~(V?O>iF2ra3f9-EveC)^h$^V?Z6kGo^@l%a$v4V2V?77{o zZ83rn5?;(ZzjYaTse*9z@Y@~_bNy>tk3a3u(|_S&Z`xt9_xtMB_?aHEE4Jy<25H`& z_uVYr{TGfL>Zd27w)^VGWn@e3%Us{+ecpY#blL8?oiqCvHV7esgfg7&)_5zu@7pk& zA91a-;o~;;-!A;mv}e@o(`D~?uivJLzS?Cv@s8QiyqB(>tzJ92FJ3jqTf4`;rObZRd z@h@t+^P8R~y59P)H*W7PcW3=Rd}VL7MKs%8>ZfL|$9uoni`Dn98*w?KpBg9ctC=Ia z^~(Zr-?jDS{A%yF#^y`e9@(AI zRzKtCwXI9(pIN4%J|gq;tF622Tz0$EOWi*AzLlxm_C~%l?!Uw9ZRPjFsCwAg3x}v_D9w)c1JdJ0wo3mSLo16V_4_D*+|2?@7xJe+cIK|$OT>3w zxtq3*?|;m>>=t>onb%*ZzvDh4ul>EYGynZmd}UQ$>x-yo#_N1f**Vv#Y9nH%*wJot z+ivYL$Sm2`ErSpeQX0)P&Thq4w{^-O4J!L5q&%64|jM3aU z@&6a|?Q*}iGut6{zuR&zem(t9<7+x=QWbOXDf|PsTe(+z?GX|Mz}&%=JzHkuN(hL;UQF@t3Z)pPiy7Be$l% z`)eb!DeI>)|H|ggHq`#L$9lK=YfIl*RqfUJl<|Af*1EFlxhZqnGFQ&iJp5nVzTUr! zpWAF*YSaDk+S1lu+9eyZ|FTOrd`8SmY|K5^P2SG)yw%Rz>u$;Uw$jmaeeGLY+i=(V z<-Pizukx<<)aiBmuC&B;N8R;@r8m+VOPdY4lyYyR%nUUn(E*&GAf^=jyGZ zcJt=a)F58lxu3bNOSE5W_0FZJAWi0@p7W-zMpj*jnYj$L?{PIYYA^KMJk#Dge_r1C zc%S@ky|VM4*A37AdO5f0T5j`FW_0E|^IQL|iRh=B>&wpGe6jhTud~Cm*UPr_#h;Cd z=ZeVQ3qR8~q*u2WaV^)W201YmvtM(qrqo`ukMnUc@8UJv-77BC{3s8>czu+C_DLw9hn4MqI9HY3Z7V?#ooUS9|jpucf}bo%3I+U2afrTi2N?^67e>u1oxXGsRnM3DUT){c`SO|GzD7v#!21 zYxYaM#O0m;nCZ`H-QMf!+1t0whm4==UH>kh@!HdIao0cRerB@j+E(9dT;I;!-gP#< zW&F;!_srwo&tpX2m7UjytlP`{o^Nr!FJg*hqxaq~M|;jUWarhZ&%YG$ca`yWy&_2S zX{zq~zqoqU)y-7dab52HuC;936G61wGtJev$@bl6YNm_o$i0@0tNFXvzPR2M(Yt>? z?>E2kKYOKei){Pf`{mkJRZT`+`roIx9u@Rymiu~#XxF#a6;1QA|DVwpqWdx%u6As1 zH{5evHbyhczU7UnnYXf0IX`bbr>AA+p`FoRRuBl@v!zveAokmj4;(3=-`^`)t| zv)bFjJ?DMC)Rl*H@Q)f_t(E$HviH;d+T5C=Z}|)shPjl52OMZpg2%LdC;){rDdjtLB)&%lo#p{gOY|YP25%l3b`n_Vb7=3}P6@A;lb&X0#Cia}x*vs2C)Z#sm{t8LbBt z00dPsB04A@7#b87B05$`8Oo9r1VISHFc8B)5X4}da|{~m0|q-fs!2*alVF!_5)K6# zO6D2|SVeXpfF;l5M+ad-?%Gu}xw$e9##}p}`JL(IZ`$hN?R=JG6L1FA)aeJ;r~M=I zv{wLq2xlI&`sbbp^p~FL2WMA)u!r_aV81@eD(^p>d7$cld!6xKE9L$3W9k$=E`BJ6*AoM%g9of6TK7NxSf$die|B$Z3Ml|_Nyz;d@%sf{wB#mNH zev{olKkEa9V>{mv%8iJ`%lvF_f;Z-QLfKE8inu~FrJ6K#O|f}Glczd#c>fdETDw7<5Rs_+x*Oa2rbIH`6vU9htJWbv_Q{ehwBXO^By^63)9 zI@&wE$Tv!Gg5eKZ$@6oW0;`PngDVYU=Sq_M&hW0#?XzndoMgE{{0`oaTvBAh#ruIX z@lYgb;NDp=YT_U%c+Zpb3Qm^bq^{U&{ov}Hd{Q6Tr-I2_sz&j_cEP?OG5gtP#!Dyb z#Uk$?Mrv53(n>|=(MTv#cA;vk6qSjqEY>>*Y>||)5;)g9!paS!pZ8!(`to$|;I0ZQ zUpc9CfGVfYGRqCB9`TZpDtP!{>v31fg?%DDEuD2a<%X@tqXB1l{qlhXN;a~FaxZe@ zk9fG3KwH7GEBH4gUq|NZ>tbPSsq_XE4ArgT1Vf(~Dh(5?r1$KfMrZf_1W06USmryr|K9A-kt5WlTWd8@lnkp=HrT>Oidr0rTE@(ihl4%MU4~z(|$V8^* zsHb=X%Doy#zy4-?TE&}aSfK<99@y%5tE6b~(5TBMEHcL6 znN~CUQ68uOL@O=8l43MD+?J1Lgf$*4E1NrUUTE)sxQu9 zI{YfFlt>P{7ZRU#l~9)thsJfB|IL2g3lI7n_=CYRGM&BZVHr0LNO*1cGL{FfYQ;M) z8HeW<*;F>biRgxiFC8{wEe<{GGVA)!N+foJUUS3wQ9?TVVML;q12bt8Vy(}bJ_6Vd zJr7qGSIZWy0xv#{%H?u$g+}G2I2@Mm@!uUFmBHcjM?jf;s2?>CJo;=?xl2NskeR9( zb{ks7-JQJUSLQnrHWJ>FR5iElq(Xv%MZU?D$-pMViQ)?Q0}(}aV8cbkpl9wu{;CDS zg3oiG)13na?47^&B>E`~A2_LOb)dr4bEjbWcEZ!9j{?5P z2d!z}F1s?12Q#gPhVOF0WZ>k>ixS%YgsFlKIv&l6Fq)eWkflqhJ;pG<@|);ScHq8I zd8Zc8gqpv-U4Q3~bh~2reJqT~I``h`dANtnLF&7dk2K_`X#dFAl3L^Ap=jv?aO<~p z(5x`Z>OcA+6V&;Ut-7lY>UVSZPB@5Tr6<#W1n8s$@sPKV1p8j$jQGO)X8DrAE8S~?$as$pa{dhqc~XQ<+qbN9Wy zHaw(M(YUxy9Q(RQDH~2|RCCb5r(L6V);$FjhycA$nIT5Geposf4F5eXND7z^{-640 zQOZMI%?Yx#puv9eU+sS>73lpXPGDj>Sj_bY>xGIJR;$1I?Sma+>H%Yq1#ftL)d(R@ zJSyU3-!}^BV4Gv21q2dKG5HY}qqXbiqh&;(OAQ5X@-VcLhQcI$xy7?TZpFx~P4r!F zoJ_jx0Djx}PA16xUA}_?uTDBH#~ghcIZf0{g*zs!WbCu!m4xDc`sX9Xj_iWj^BvG&r?6_*b`vIY9us-f>`(_W<&= z6%C`zWgBZI8$=~2DL*RTBQ#M^s+c^$#v7^)Ko?AflI4nFlzQ41`i9nuinxwm9JJhF z4}4oty*9QnQI?9sSdG|@4C7X{5b??|frE1p-o1*L1II9~lq>Ik=%3F)<6qEuY{^pr zvf5$6c}_bF3&D=0Ue6Al!%G2F2E#mujKvi9cWSd~+v@CwTWR{3T94!4IfaoMYUQ?$ z&_3akP~kh-jNBcoo@9oS>9}>}E;oQxK&&vph3_koY}>0iXe{$`HmdT>A{;flL>% zlaUN0C4ZzJ2T9xJ+GKynE*F_%hD;?UCxhZw@~2LJ84D0#=iW(9=Df#BWC80p2?ow{ zF_E~faN1x3m#Harp*kN-=>yt@#;Mg8hvLK}i;;&I3>wn?!gm-UOp*c!<+_9cgEbDX9A_fJ{}@M$>)(o#;!RuMT zbuNtPpZ=awslz$g>IozASM&D;66BOIV%&?QyH1eVGi8b<(&|H0X-BF56T`*+M)aef z3+c*zGb2@wK!_jg68&^08fDmc?7wH>U~2T|C3Y@Nh#Mv%bQO`x{w zxD|8BhQJ+`&NIDX2%PvHu5Z$H!1Kbxa`1nZ89YLd!ra?6uP34O4XP)2XI};GfA>z*z?H<-|@s}{rA9{;-B0vR%d%xob&w$na7iHY~Zm9x7O}i(E zxG$7lZET?jL%b6Kxd8nAhDAIe^`5zaik)Tx0_fZ2lT_37*P=<%*jm|pAzDAkOhCv@ zL_A5)JU;V2lPXt)j9y(mf9W@S&$D^zt?x5UK&V>>b&>?KkD!0^`(Ez#33P(+y>idj zNfi*n?Ih74eMOI2HmgSO6KgW~pyRJW0#wUgJRm&9{BhLM_Z-v~cVm6fnSkKTbDN~S zi7S}5e0fXjO|T}e=)Ev;{iJ-EM#jxp<%WRxVn`pH3gNpl$02h57uTW^U) z(GTp~NCCLUfIz^B*rk5p)c_%_lFaxE%zpR#FlIvQPXIyhQ&9b`igcQUPzn^5bj#T# z7IR(T;Xf6X;{n2&T>m6O`lnwcn5V!^J)9_q7 z@@*(M-yw+VePtimP+;g!@5l5VJ1DJpg&DOhLMkPNLnwS0gW=yl&Y;wQo^%&$aS)~S zLh+jNIjJdS*+m}D6rOO17=~i($Q#JQT~6Bq3f)}IV_~I-z#aBsb1|}oR+^ZpLHXo7 zJoxNb_KKl#-rsCSdpJ{y$9-Px*>gXA$5`n0Rp~4!RaNj+Tqapesj4}FcO%!)PG|XNdFas+|JNMj!12|qQ&I6L|G~(PU|FW2b9V}HB}EP9>i)A>Ja8lVuAAb z+aDw%$5HK!1VB)*9>*>9kmG-)?KMeS)&~xo>+gQ~Tm24ySSMPZ7%cn%-u6wch8x-g ze$|N`*_`8+Uwb~p_u#GxxDXA!eIS-&<+c9hi{>Pqy!ve25yJNVB_AO~{d`sTJ0N*6 zx?E;+=7tI&kNTZ^roufo&5XFly{9GalT(BIz`<)3cif{tpttuEB?Fa4$6k^dxtd{-GU~_7Y?5#2IhBcUpI%} zKiy&)r0?mnMK_{9-!2TpE;iN1piXMtNM62v>N+1Qxe)#RpQZj;Ho&Cd);683sJs6? zggb@|c9x1S0=ODU)7pDhF5{z3!I=bz)P+9RU1TI3l9Hy-C%I67o|9WE(+6qjp3vxT zHblgpJ%frEM-HPRx$rY(75q|8COD+qHQ zu>6^|<&egEAc%S|Ba~9>mGb%rIGZ(g zW(y16s(`ur6Lg4pQ6*+c@g>9Q3ZaSBJ(NQ-MD55D;!LI)3Mq-QPf=RjR`0BiI1XV` ziil>K+7^$r@>DGo9X}FeXI`Z7X<8mVQr?2*K{Sbz1qMD&nWPZh!@4+dp+wYNZCt20 z>|lxriQ_y?VUp_QN}OOV$ILQC`?WQed7lu`e~Pyo^Ng$eDWhSgc&JFepcXskq# zxA7-+N7uOHna*A@9Wn>^7teROQM2iTfgF03ezo-QMCr4AH{V0>tvrHbieoacxh4ot z0gu9SC9jg08SOZhuk|pYD)jonUoq->e)0;@)-Nb$Dm}%)bjWkvIY`Ylw@?R(v0^n6 zXrO?N5M2n>`r8?N6diJTd@QmmJ0h8RF~@h5RoLOC>%J`X%=5+3kE^6T)pu_d9K5M3 z67-GcT+GPkzWPsWo-8i= z=S)TI&uM=Z?fucLu%a6(4lRTB`>4CFc_{qzU*SvjM6vvv?AAR`YC(zV(*Bh5XXzm- zk)IGpsZ;)d$2%Ej#iRK8&w4K3^YK>bbb1VF9dhHIM|+FNa;ivP%!x>zb5i3ijiDx~ zXYr1;$lY;fGqP{zK1JMK6FWxExe%&_3K;#O@#E#B<*N>s&5SSmt7LTID^3SBEEbAB zmGRHaCKVg23tDhvgbNn@g2Wv6lFDw$vKh zL|WQ@EP{qr>}}HAM&TJ`>S$4i#F|ms0Ox$;J0d9v-Nhrd8_so4X7m%764J{#1x7Fj zl_^xCYM!Ci-3oh}33hQ;@_cFSXyxT?QDbpXX=Or)>^p%#M6YtZr>MJ$GR{JJTojM| z^L=!kS`l?zh$dm&n-#CjUnohbHWP4swC#&3rr_r@Caa~9OYBA4f{#yE zgCIr4+8=S}OjsSF9Xcyi8>VD9Pw7m@z-XwQ!wo4XB0D$>{vb4}fyYuPLff!ZEk?uU z6vd*K8WUoeG7wL`4&2%ebw?W&5(-b&#WNZ>G)AIRds^ThOYgo(C4@CZ!BIEnQh?1c zR;eawnTr}>e1(A>ULA&r#O=^15|nL4`)7Wm(W)i1BOG25{l=a2b`FpzIHl&HriiBHrnhZYmnQA-JA z;U0)3rMn|l9Y2hAkTsD%gCY!CLC1$m(HiM<<7iYA{$tqzCMYK zbx?-jy_Eixz6NA}0ENXTksdY&OV488pnNLhLZab_NA1W<1UOc#L4h{3Gx(W9vnLzt zpB-DkY(?HN7?$LTz}GC)T1QwSWKGqOrtd$`f_tf-xCAzfQqaume5GQO1>Ks){y+R| zxIsupgtSbZB>VRa=yr|vuEh5Zgb8Zgb}+;eF9`-GZQ*Pl8VH_srPb#p!43E^wd8Ys zD4x(!C9J+6N9G+(NF~W~2L{%=UD|h`0zD#LFvP#KGR&C79>nQsJy~a#26U^`j=-_c z`gRSJsl*tR!KKHVMk2~;+Cqpo^jIiEULr7gWf+COB8lv#WtTP$S1uec6?780&s%hQM4LPD4Pj>I)&(NURhRn{8~DyT#fT2S`GNhbGr^ zK^YdtVbjPq)otu#*_bDqn*GOQaW?!CInuN7IhBae(iy?o9^vE=eSUMl2CuSS#XXXB z1O#bi_hseApYpVYmo2@EzBg$t_>kcC0c;|*LefCOMu-uMX2Mzn>02iIbOSTEeBQ1V zsObuuu`LR5#F!cU=_3e$AU8n%_0zk3fhv&7A#5Lbdjm!_(P0XzpVD%`(HcV2b%9)d z(QHhoEUb$?&1b#mmH0~(Q4St|hRA&a6R&5YM|%K;eP|P#27Y?$SGw`o>1N^6xWJMh zJlEn_8b-nQbqi6|dUJLg!;venqUJsp_5Kiz!~VhPbdKncvW+EVbiIUMao?Ch3ILd) z;!zAzuPqy4!Xh0HA5uYf(3YWA&)?o2vw0T~8tW<*RZv!AE|VxiH)jj*Tpiv)=h6D* zc}T|(h6-&5sTKa-?AHawG3{oeMn!t|~%1#~_H1s_OSFs0BwA1tbpOuP>TI&8G`CfPRt7Z2PF4*#R0o z@tjVqo4a&LXpX#Z8Hh}pc-bixc2f)PbN`5#Lyb~I>$#4It$vA%4n#Q0nMC>#P=rd5 zANBS7n4huTx)Y*5|^WlG3TqQ`U#Tr$CFH`bx0A@MtjW)OTfl zIfyb-r@lz6Z{OUF?9?}AeGfhfe(D>n6rpaX{Nyu;|NXj~|3S!pEC}n<&n_u_sjm#j zk@aDsO+J(QFvkrIfTn9-z9GV@#G}xhu-<4u$_UcV<70Y7*<~FAjX4cc!%8;T=UE!0 zhY7GZ8^nU;!r5d3{0+Ozj=_UD(F+M3dEXZCXxAE#{cVZZ;`0|D1Ifb2*>C3q)`=m5 z;r!Y%mDpIhLlGDwx37F59x(~SeL&P<7e_sxQr`Q(5DGC$yN(%o!^z+}>RpF)BR-5r zpRI*J#H0_Q)0aaFo_-;!I*{!ObzKWlGC2MucQl89ghBu&3&xZ;)B^_VLOgYDWl1K;ahgmHI{DqHhB57D;AFUH-4ZaLsq0CV6+j z27Ya&HnnjVS2{>E+z|+5dY!1qeC6^gCj{YJaHT1$f6|Yv6l@HY9OHOJWgnnzjMuCj z0}we)337~Fp@3v%W3X(wv2GPN@r-KhXJd#XLnnRcP#Gk3TeXW4D+Ng$ zlyKEaw3gcnd=naT$nVl<5qrS^&5rN!D7`geIZB7{j^DF|Y7+97n_&{8_fn(u@dE0~ zAhyW-({3e1n8X$%@uzL847HfAC?a?OWT~_yxzL&(8%~5nrKvegVVX{2I<9={`|U9J z1GS4ZG*y7xBVbrsqC)CHCK|3-Y?nPUe4>n%mcI8@4y^D-QQIwM2lUu%PN;9a6p`m7 z-1NmTK<#|OFZ*-`n|Mr%@T&%EhvbMkO=$Eu+h89X=%QUtX0zs((@E<6x@lxNVblK1e|qH+s$QaTAO>Iz|_&9*#VV~p*# z%!&UqnJD^tv!gakGH%cm0n}r9wDGNlW(s8NLlu1r>~-L;Idc?|J&E)*>96BUXR@}` z6n@}W`T7MjI6NtciNjMOi z*=uJC;xt?Z5#;o7uX{lO_<~jtfgLXi-}+l90H=ruWy1#+>OL`ZIKJca?rS5>gtzQb zxkHXp1(KeKS-E*O>+lS(xdG1Fq#-&Lx(#^|6IenFWK0YeQApQVER~K3ssb}{dRsYt zSC+e45&4)$TLLhaHlTC@aq(bq5SiJtj9AvMugHp!!Y%Lv|iNL@UIR@o=->RWfZ zHf*11hmquN4KB=O)FMs5(#bx;y1@`k_Ov9&`N9|()^pGtku$sq6z{c=zeqBZ)IaXp zp>;u0xe$ZgV$2?GQp_?GXToq7)eQ1wiu2}O=yd~VA`8WQ)IxbkZ{QVUI(fhBIi25j z!1*Kv517tGE&sn704E6OQNB!`hXmpMM7J}Ym9?9v8a{mMy~211K-f=K+!z2uJZCpA z5gNxb${(UT&atp}t+-ggdA@(WW99JLO8}T7HW-@x2v8O(*g;JhmKxVFk^vX-i+F)L za=Q>}%)Jt*!05qMa+Rg=3srHAvhimr8;eSF3qyg zewxXco+7@|vRnjGyf8eM(86a2Y|?3l4&oxPix4N9oyA$Hpj5+7{!MK+O2@E4bN%(r zBh^2nM8RfPZDo3k{8AVcKR)AZ7|p9luD(-v#XX`-or;c-UyK~e$TYWj-yGg8i6R@? zqW2n?KyU6Gtk2Smm!eQZd}Y(NjV;JLmF9(bJ%G1;%Bk2esAJlrGG$rV6!T_rEP!6= z*gcFW+iYPe`ltHfxuJp*Ns}WldnAgIVAU&d=MzznQDsEm-(xcnoCFt28 zE|4BolFNoF98eK}c3$_68PzxYixVL!#);-{(n^DJpdR zBvXzKosiv9ALCqRO+!8*;lnIUoyuP_(0!B$;YL2pB2+p|4p@K9(ae@}WqnSvSmJ$z zRN;)mpBtBd{Aa^bj6e^j(rE_-qnhKYTx1R?Q}jAEYl5YJ&Si1mByXjzYH&ZS$d9~S zY6(R+z!9xYd{QTE0x7q)tNj0thqTtX+B$k@H;e#jq6LwkaDvYm6#6Ew^3Bt5yn@6# z+7Ff@7_m(AD=2?bxpEFuwv^|Us76v+VZcxt2A`my*f5cQm4N#EcU&Z;r5Rq3 zn>8!`qSJv-^+3daCoBCG=JX0sCtXBiCy^P6*%g+CaeJ`iKLX!l5R8w<5Blc{r4SmB zZB#`;nA{Drzs52o%26G6>1O`n^vKQN?<9>Qh#o;Z0jB8Y2l!SPjqFD}xEhwsR&_Wz zW#!XcEuEBr8#^MiP5H+Q0mmBL$j?Xe8%Bm=ZorzCg`n0Ae5Oaf3PHI8I6Vq3?LBZ7dI6E;E_*XTSjaCm1O*EAqN|| zc4-;)s$?LE>ixrgbz3F(BV&6g8v|)9yh4$)R#?;jN&;O*%1Pw{u6wbrUxs$_tf)qB zggNFvhB)Bn*i#FbpdLa*atO-?AD<8BV_obq*G9ozZ` z!c*d?NNVWwPihizI35*>QS^NCJw!9J&t>?&$zks-(UrY6fmu(TJM+i14z%bHPaLVe zeU>?*iYZdAEKYnQ(=|=VTr&8K7HDg;z@BZWDFo>&wL-z~Vk0x-$GGjmfqI;5`ujzv z<&HkmsYS8h;a#625}8?eS?S(XekJ<&Y~D$#ubBcp=3z4Ss#Wc9FAAi0NA;0 z-8c>P?olJOgStQ6GBr}SXuMCr(EhZXTGZk*K>f@Rojh8$+i}|y33t+WyF_|sb=!nO zjz<|a(R(YWbNm->d9|6u;W*SODYS400PlXoFK-p0v4i~7z z{AXIKpiCQwLv!puk2I?=fu-I=#mWBGwASuHah#o46FH>bBn?5i$0qFuRdw!X;twVn zki*Xyx#%)BiwFzb3IRPXO?(shz7ow#Jg5&>&+q>kD zAm}|(Y9W<85}+dpcM{(A&-@|0%_W1Sf#7Aqh6}+@yHX+jQFD#0$tuR0St8TugFxTG zV^*~-dX8o&`DZn=o{}YJWY+U^iGxX@YG%O+df$;N^tjC8i3e{5;afO`aI&yoOeCCI zmZhxP4WiK>Co2zvjS7W<^PXEoCuz+>L7o!=hHD*3OTX+XX{-q*7wP3qn39Wez4fln zlQFYgmz>`OFB**%wp(-wKxI_Dxo=W9{hL>k<1~W(5-2x$W%aRL85MJ@hCd-tH5$DG zPZ11!aud+!?%$v92^o;YX$e}qK1^Ch8F!j!9gu)V!+o2FTE%^GlWBgFw~seoO$Fvi zwoJ$_4N0uWd)^urb3J z!RT+5YFh*V*g;9tMFDRNnLvauu}$WKH#(+=4HQpi6K0hsmd>SybH~4Q6&TFUrOg6Q z9^~PJT;ogeQr4+Ai{H?YORo-I$xy0Xu>p&)9RIBcAGMM_O|T7qTB?qYOTZZ9i)I%; z_)(?CE5WG_2>TnLg_EPP_G>?}O*GNxSplC?<=4Vy*8QwZEdjXd{KuBaj#&{hTNIqSGiwxWkZgJ0%1UH@`1)WWnx$9OoM#J*`zZ<(083>_l*V6J3XjL7uS zc{EwG?lNvl$8nFWw!yWcmzgls9Upxqkcd`XLs%;9eyC8wo+uB6UdRaSGkD;EbY@&BU69D8oYy^;>(C`^zw5blm$>SvyjkU)K z$mfrCG9BMihbm;KY46z7@u`HIi^@=5@|z8W<_VFNTs=cMqyFsO$yh(dQ}uz^$0DGT z+cl9P7uT5KC$vBn(FThl&?lr%hy*ai+$Z704=_hU43#~RAtQ|*j$u*>6Qbt#ta1*! zNDJsdnC=r_MB2BzP%XIXsyqediXmgFp)9V+p?TFJl+SZXd z`z}}WCq@yh9@)|TQs{m(K>LJJF%2pW&8 z{&UWfP<#C#EcHv(AE{>QXnhLoIjdgy&XVRulze)0E!EfLZ`g|>OPLiW_PLRn#s!j8 zGO0Zy*sHR`3{<5-WLe==H*Y>Gk zDQ$}&(Qhg_2;MfFDJl6Lg*+`>E80W^=!~t4R4^fM5|s-flL%w4@P70(Q50I4*5*ST zqdnIu!max5Ydwv0_Q!ykcy-12#x$jPAfwdOXRvC1%EWQkW=d23MN=S1!o_%qK8L|n z=%tD={4M*^lraA<8=$nGxqVG?b>uPHKr(H8UM86TYiAv8SsSoxB9vT?$F#IA>CI(r zF6}V>{cJ|Uzw|c9@*0TZJ2kxR<0;7%_GnR(@ki8nb0JIosO2%RpgMJpFwM<5PLLCJmKpXjO2%gC;EggKAqfiSH8k2+s3cb6~MItz)C$zH|>aS_+ z386iPvaOFr6M8tdJY|TKZK<-)afbNWvoahRIhCG`>+YY_vmlH3S!yYd6fY&hkJ9?7PW2ukGi%vp3hL~tHh$o{>A(pA;7blqg1 zU~SXR65=2o{E$bDocGXFou;u_4^ddy6e4ZTr2C@rBxAt%Dge}gZdD0!Bt|s>tlERT zX;?;oc>ZtU{IQH+(I&;OfH6RZBJ<=84U_Tv$?cSX0jy>LI*RcyB_NF^)dt+&vi9MX zqVJZ%?fh&jqD;EW?oB&oDcwk}Kmq^*jt3tD?*i-sb(2OZEi7Rh`F_Q_nNI3`SWT7G zCf7TDc4cCvQ8UQxbhQw}3EkM9*MAS|sCa(0q%5k8P)Oj<@@^m9L1jacd7_$Rh{R{r zu(Dx_Y8yp6rwLs-XeT3I@lKPKh0O<0VBpUdW0YePpaJn%A5h>VYO%&A`2z|(pn$Df zM{x?wrl|k0wllnjrbbbNPprPH4>iVYIQ}ng2!#n=ccHVRG(sWaRdP~~D*G0u4Y#Q@ zt=t!+4QBPSn*BC4i7CMp0HH7ed4!5O6eMr`N$54dtCY_wL55mDGj*i-gm1yvV-u+< zu`rg3H=P)epOIuSG8D6-(`v@m()k^_PQt2V|IIHuA+ndLTvw?PI&rwhI%PL^wkVlJ zo0)RW1?^yPRjVR?Ul-48i>RcUqtq?6=yh|l^NC6BA-M~>b3&S2fYv;zBo|~J3@(}h zvWw6~jKWAZvT_dJ5dEGbD!XE2hRCw1ZsJ7V(M4J4&T1B%oPx?S^_^xZ1uiLhM(FB( zSyA!=Vk`@tkqlds7m6|uhL*=86c~`;rtbRSZ6%k?>3r6s8{18mixVCUHg;uaHZ9x_ zeW+fx2nV6S z00RYPWe=+cK6aTzN0AW<56rCf)9)5#RzNglM`q0HHMVHk?IL9|Ve*2JQdHVNSx6Q_ z@}d(eI%IxDBMtF1P-D`ZuD&oDq3~eNHbOxH1;PeOqPeXIg$Lx{S&goR#UquPBmxwW z00#Z*MFA{v#Xf3V0)k|s){0&Rg@jxy*G9hC3ic&!qP&2 zP5clF37m3kXhMW$^q2V)7e1ir#L19s<cxbVMT;Of=yBsw)$+sOjzf2WC86`h1GEEiOfb~Q6m%*tYf(|lJ#(j zP)L}mI~%&%>)1Csa(D5J5IfW;^A`AQQlz(@XMsn|1)TqkDtBU?+(_EPM=CH|Z5B;0 zM(j?^H@iEFojzhh3@d5Gie|ysS(VDP8G5fY1sz{*6*9^UMW}{qE=xLvuA=H>X+?I_ zBD>(K&TK^Iz8IdDLe!Dh_&TzZs%V;fDvUO)l!aG*>#e(SWl9@4+Y&}o@SD_3w-r=U z`skSvH?9>b8?up{R{In(A~JE&+?5?7l=DaKYB$pmE1k_*W30m=tHxQ4TKlS~G1nTG z4m+B;Gg9hRH{MM3^vYr9o9ckUIGs-od4?wFW1q=GsPwV%i+)U1kr++OCZzgb-JIBh z(x+@lEJO??_q)ZMmW!K2dUmIpOEBED%7}SrZo2p4#s-h&uItreSi1jE#^U6{cR>OM zQXV`?osA};_!*&)V0T)n`Ls0lxJ;+lvhqrCa<*FyFZ;H!r=mi$BAT4W^)Chs-N;U& z3K|{^t+qChMr=jrVia*{S2oQB2^cDJe07E=5ogZG)fua87I(VlV{(6yEhlXm$GqN7 zdYq^?V#iG^S&Axt6QLrlXb&iWP#AC;*o|$jLWV~9olNEqyMuhjgdAjkhN|v&psAe4(@3up zDvG*;frd;MwhjCpX`C}iSLVh`j2*Pul~K`XXpxz&M78?qr17J{YO)i`Z(-L~2_8>q zT1E7*r9Q^9Do8*A@%dFVox@g_6`_zoRWC=RCO#e~>iVEmcVycQ)%BlCoPFXs-Q`Zg zWnz=7Bz)5&Z-7upIJ08T_5BrgCc7h}sjv(yF29@N zMHRjjVrH3~&=JL$Be;zGMEZ`_x<%5s8RPXkLbrcyTut7f0`uk;GZ0I8-vXnDH?v8*r?y35Ny_Ah3hU=WuJ_ z1A_*_22JqQJ2Yck)i@e!u@2Xm#Z2h1nv>avZ63_<%={Tg*^FmQtI3gh(HiPqUPt={ zmFF~DiO??OTCxx?XlVOpEbRHdnBL0HdW1s4RBC@vk?_ck{jSUuV@D_?@T6)^$cPkk zC4@pkT}sn7(f>9pld#T;_#lb-oVz@T9@JTzc?48)MStDUU3!@Wx!v+1LW!Ip~Jk z$CP3TS=&38A9e>?DZ-#TX`^nFMAhmT#i!>tsyyzd9!IMX;gDI2RNpIAcGG*z$rw5N z)#;z0+to46Dq4=19aO`yBofzof@B*x36e*|wBj*nXh)NOY@%gD4Ns*lbybDk9Ub+R zn0dfJ>Bd5>$n7}3X|t><$SgbC7W$2P5q_5VQd@c|ZY@)kegG>LkQubai3) zHkf~j5npSf6Ce~Ou)7LU5ef-)FA*`$S5w?;FkNnljWW(I)NKtmASzJd# z&g3q3RAG0)XvAel)*yTT*G)~u6rEZ}LlRRi+|V3F&cq&2z(l9mc;T2_ScGJ$7EK5( z=3ghyDrUD+1xp=jg9n3c7CUH?)y2|I-K;ix&LdJ}Psq5+V@Ua6xS9S@nal^_N!f)N z=Y*!tW{5FV;cpkCjAz?O1(6R1Bc+MQ%>0pmXf+V3prM`h7R*j7cDwn6f!={iT8z%2!#p!2H6LLd2DE6j=swR zjF_l&_QZ%31wjsT%t2Q+0CN)n00@vVKp+dtvNTg>_Y{BwQY<1E5DXF&7A6`xPDoOo z27(}ff)D_J7zU#t06;Maq99P$3_;^%H4bI2(9)&#TzFWY??a>Sh^M%s zJd}xvXM))Ls2rg(6dsIo3Fu>4Qi!j`+6L>@7+#dk6i_L+uH}3dXmQ*w@O1p>_}VN@ z?wXuwA{X_R-*nQGhO_{PqfiP5R}vK1c(mkexZDB^eXh3Ca#0Jqxfo$6+Q`c($BE0U z`2D(C;Z5~SrHR6m>}nE>{1XE95H4vIl2@>(UP zWeyD_t zE@`xuy^A3&&gb#*Fl5tdwBsA~ChtZM_1@8$x$h~96i$(7>I^`#yFQ7!=7a0N#YkH8(W^lAs5}%gw*v7 zSHAstmo=%x0%b)njB1%A$>6S7GE>l#HzkCaXe-026vRZ{M?!l%T@yD)bYJwupp23yL=w-2u zW=X^exm20i=B)-uXwxcmY?z$bM6Sv;Ksb&A@oU5Qii{T|J~MGEPFqu8d7;c{nnv$@ z+&RMPZP+%$30c$Hsy!(wdl|t126f>{2tB>)pCCXdj{VSwtQoxVNVGzmofv4w{0c1Ic(=dPOm3(Kwk5HCb8gevl(mk#6#%j;Llq0eq4>0v#jQ z_*D5eR-S6a0szw~-~r;=Dc^MpB8ZihWNCviF}1R1j5FkPo&i&nch|z_pd9%rpCd^d zb@*2!J0@kZIuWJR!I`>J-^O)hgVX7@u1uG82vxbSF;RRIp&Z4EQHKbv1|D9C2Kjcz zLPZLi(Iw!EOsHzHV7hJR=E(SVe@ZwG#b`(D+7WQaotb4o5R4SzbS_h>f-1xH)c+mg zDw>`q9&2Pnemmkpfm% z1Q2DFn&!g8t&OWkiVHAaWO7I;Qk{GgWfH;bq#96&E0nhvrln)vTr-72arPChcDP`v zRb5@^NCiNJr~fN1t|2Egh?^G}3wGim1sIf0#2k*M>SWaCTsot;FMdMTt3&r67w9R9=(-#jF_B6HuWgPx)5SEUKQq4*=5>iy9Us&x@B2 z4l%c2Ja3qkgC79FCs92Fs+~Y%WHP|GWLhNb(gq-%ndZdLfpMKJrW2nhziOX0Sr^zH%%A{YtV za=xVP;tUEN8!7U{(+#G98Q&I%B$3Y*vpKdv21!GdCICz%uU!nF-wF{Wsi7i(z&t8Y z^owbE5Y_y{?CyeF;nU%fVD|xGSAY?0H4HV0PYp7`k_;SRD7Ou$3sVUv`@#|!pLK=b zTXjQQ;&fIyKar&J01D_LcXw0ST6}JX+|P<>sfY?V6pP=X-_ zvHYu}0m;V+dh@3N&7wo-dTwKeu zD2ltgXK-hbK?A`Zg1Zhdz~Br{fZ*;@Ze5@dk7K;!6gZA2z&3d-~FHa z-tXP7@64B3y}GKax}>{m)l4rXyBmT4H-Gg2X~nl-nPZ0c0>_+s3k`q8MY@Wp#m4)4suRf$GRdZbmzOO#<{-Y9ZOh z!ApRiZdN()$u~)PeMwjo1s&TFsU1Und5yt&P^FUZ;moQ%OK6tY`N|u7njPXaweZG% zoM&F;W^F#NZh1C0&})bgonFz^Z1(Oo_IN%IEh9qw@@|V%>&|T7j$|DFB3Pdx;7!>X z)?~hy@95-}7E$0P0dhJ&q4qHmLI2|NICcL179uBZ`%Yw9eT1rc5WbJu4N~Dc45n zMLmOqx6_xdi8J!yyveSa>&!t1>-4bfg>Cl6c7xmmNLHlaG=gcT(ZxI^SYIKGrY~8Q zy5nhiPO$TqPR-Y43MiT~zUnyhw=tgG+jCq(`bbU)YxlKaC6}LWxcEi=UEa z0p7e|F+otaR|UN>%IIqupEXj`CvTxY37AOaf0hPrPfsTpJX`#s$Ma06nH4IgbLZ68 zv@H+8hUU!bwAa38zO$4v88DymE01g?9CY7O{9@>V7%du$&%o9X{pcI@5-Th|n$0f_ z{}&YN=efni9gCI$_$fZ}tKPd#S|gDk?@gfghnm*!*7oXRi*uBB*B2X#>yf|h`#2`I zpe(k(URyBG_WKp`syv(gSLi0~g!*SAvK07RXS!}rQpK-mSTC@>&FE|pr3pVkmoTu$ zzbR+Wg!&{NiEI$|%5YXkA)g!+r|MR}B2y$n5)VO7&QbUg-mf=9_RO+hT*D0`z5RuR zv9d<<4db`-aB4#X8RBW2>9{T+)@Arv;1MD{&iGDvK+kmBm7HmC$*OAD{FNaWc_!A> z76QuZG!_+_Z_D7tqvNMpmmyg_bd4B1s@}_ zV|dga8Ohq%r#Vb-MJ$Y}m`C5-?BC93@H|x?hKS)FD#+L}}aA5Yn=+(G|?umDdAsxr2DoCM~ z)nMz1WUucOy1YZa`n`%2-j_;$m{vZU z7wDyejQ$wCOzD@~<=?@-$;>uq0ZPPG^U#%}Y|&8YW{=fys*+B>1(5`TqyR1d=FkXA zfRmL!*NKKWD?4}E*GIl)I=}e&gpUxSU^Qe{`5}+i+9N{FU<7sc2zE(Qeiw!sRC&$6 zMa7;qy=CjJ&IhGg>vz&n_1Vf2@<7=?T&g-hsS%ENlYeq_IO&lgqisQX22{&66{xXaptB*3ng zF3w&V#s^n>;Wpu&|pgP{@-cqB|*SNVGsvJx%@iM$=Rs)Ztg9?3i zg5PfJsZ%7TW(!ojGs(Jm7Zr@8{OJXrkrydWow2_PlZv`9A@QZVS#*~%qN+`g{QKzZ zs<+TotGr}=W!d+w{CVy-nzm0vfD}b$%oxE(+7t>K01BH9W5$*(6z-XJBIzP1D`iSO z<|yO>AY#b?dpm@~g`qH}RI-L8OsT`@th$>!-Vup4~kGcr9v4aJBPDwPHj{AXFP}_FB$JDmoM$WYwJ#W=pzRv;+ zsGJusDYX!W$>U@@8rkesH|l?uc<(;dz`9d8$lpv&Rhz|Zg(R_mQIx0FarGL#9seP} zqb>i&aJ0xGq|3;$3FxS6S&iJnML{mv7*o}Aq-*dG>$@&uM3`G&D;8a3ot+T-reHlaQ~ zgohJ>$_}ZYxnLbe(^XN--&n39-sII+*D4}Dp?wT~-4!@BEXs-dxq$C^oRKIiG3_pB z>cn4UbiySG-~LM;dha>a@o)TKZoEnWxM$gXq}U^&dbtW&CK46>x3#>t+HQ1gB{lpH zg228d&@;`WSH~xWz<0gZ3cC99${3iB-{}NAj_N<_5uq`1du1C`!~RZydS*|Zn37orR^6l~=JNp)YL{1w`BFso z)~XRHhRvmD{e5wj)nKBih}>eJZFoha;dc!ci;R|jCS8?Aw>SO5gjT%Y(vYSuuh;uT z-_6ira1m){#+fmCxa{X;FEx$Rv%gdO?3mTVt7>R}3rblaVZ!JdyQNZpl!Oqg@~k90FkS8o|BycI-0@+CBodXUGgTTXpb{I!NyX0?x(AJ2JMwXZpBt$ps#B+)lx zvCmY1xOhY5O+h4Pca7T)W`W8O7l zdQcYlHvX8xUDRkG-XnZv_=&8?$vTLxmGqh)Md zBXB!Sv-%gB!3-R6_Ca>NA1u0IXO;odYn^*+JAtP29g#L#$2B0KNx~-vm9IhH2}|sY znAEm0q&@hav3luoBN6I;EU%;`BJwERWjJ9WG}YGPj92`wpjJVW>qhJ@Pt#m#iH z{FTs3`+M-b4wl5#Xnw<(7n}IZhD!udd~*7*WKUjTVn|?Rp3OoyC*E_eI*aGOcIfzX zVEk!_``?d$)yZXJp1KJ{a~F2rJfD1DR2Qrh|F5pM=H`g`F>Btc}0L!5gOJ?*~5*^{eH?L#eCr`Q%v56#YuJlU#%J4(cFh(A09Q6lMt+zK$OrWhw2fYsm zjViY@=%HdfUA1=PlbWx=*y4c$*0(gWP66;V&EkEL){PpDclWE@stGSq+3)=Qs(GWK zuBnk&^l6TlN34bJZO2>fo7^^&Z(U;XlZS%vnF7x_L@JY*DTzL3Wa@;lQhtdL7hqB5 zjqiwDBNe?KX>FoffyOYNY*pK}Rm-;JSDz1>%UZ(!WUBs2t+2k~{PS@c#-scRkmmw* z(!^k?8%q^yFzK(C2Jafpjib*pj_zW<3WW2==m()ZT{Xd|U3r7b0z}Q|zDbMvfayJ@ zAY@KLa_La~JMykkjD@b{vk9QoY&x9sXe+J*r&)hcSlWD)M6Qvw^MLdBTWh?5<~?D5CbK>_gP5Y>R3Gozv+ zBAtm<<4#)FN%YH2d7H|o)MT)R0JNzh__^h-^1#u=UreeyG6`vuon}k?9&9m_NEg#A zUiCSA89jcfl&9HIyvS~xf+Ya~s;+syCK8V{b$usFhC_f0;;#KMRFPzyyp%hNJb0O) zs-QaS?r^s?jOWLR6E>ilE*Bm$UJukoe14;^`kC&kuPQ^Bp+qMy)rPzeEcQZj=X=LE zw4TaYUVLp@O!In^Le524WGP^8n|H+WX>Ik8cN%9QPjRA3B2+jYRK<% z_n%fZAxp|9A^A9=vrceWMIUG2ui3CLg)MM7T0-YKeqUMgN!g+*DNBD8mXp)+(xN}k z9ot?UYd6SKl-h0St0G9jLM`K@ni!>||_g@5?8cwTRF{JcFQ^(}s1O$(DanpKo;&pK}&i=8dBtYxrNbI|I!@v4B( zEGu!z%2mm(%}JN{Fh{v1PmOKCNcH|K=0OSRWQ z(jb(C(g}fNM``q@bM*Chvz_#T9At%4UKI(|9tS9BBgSgb_;aM?82hCphYQ_?j2_#n z;BPH%pt?iuoe^v#b?f(09Lulm{VTJ|#L$~GwMA*d(6wA3qZgUN6jLCl9<6a4)Jyp5 zK#Uf@r&2m;3)S=Q#dC-zJx!T@{Fdn&lx_chc(F|2K>VesnffZ?$SK}S6FxPy=|&MB zs6<$>G@2*escMDVUZF6tpD=)oF0p<-A{sU+NvI=8_rN}cg}7CE;v)G!OL?8PPWL0v zvq1Y3#Y|GDL3(yeN-Ban&&3q2zhF4#ih#JB`%T!<){2hSZ|2rkB3gY`G~_E5tyaDoR990HIwO*gHWJN+@jjzSwv?(u6pr_6$YhSU3`* zHAkNfo?SK@^q9N<{I$YX<>bM~o*O)pg%Imc&<^@ti*vP0{uN&9&+Te9WJ)b{@XRxGK%`tlW0dr^KW~p{7FwcH)=RNE97(dq(VW`Q>v$)o zi~i$9#OE*KKam&3EzK{k56r%rIi10>TVev`4FV`Xdgs5HOG7p|azv#n(7h_IBQCsR zm_m4@c`iZ6cKW4XYZNBfYsQSse0p3Ngr+M_xtkY4^1HHpXRWb%&X|Al`w*t|W<&6F zL5O35b24vyr9A!+k1n})WeJ-CMuHux?+*#Y(=61Why)hiH;Vml5l?!yWK{BM7)BT+ zxPxY_RlZD-#I> zV|iAy9P^~&RWQbm^KK$LR@eA*6@vQgmy}{3G ziT#8k5NK{i3hg&C3WJ^y(zClp+pMm<<;Fsc%sgpufE{Fm=Rm)5$TIYx?t(p~eFfK1 zA~iaikIUBDt--TC=+KH;TS5lRS^#9&?b~9w`lQd`Vq_c$!;tfS`?39ZOM=INr%r^e z52aR&%$Eoc>c@%-x+Nz28IczG^@NI`pGy3S)EPU~k zTX>u?w2JMC;1W$f7V}+Q10nhrtw;!TgR2=}2p(cbpgly+NE3ARsrtmw#FwPlHSfZT z^7`(_5{AP2%D$$e?aKzD9XYo<#ff13Z%R`EmPDS)(lwg~AN9VH&^w3FBAR^C1ItJu zT)b)9v>zJI#`|R@L>@vLBGPdbkWk!wv?K85;F|*B=NyIushKXXg$3um=-AN@BwvrZ z^eD{0Jv|O|pO!Hw*3l|BUy`AkDS={!h!p3P(n@erK1WH_$Fm2&lS)V(L``A31&Pum zogd7fJuSk6C{D|fN-*rjV9ywNcGKHx6IN>eU~5psV?~=1+Q~+VYu$TBBA#K)RYq4C zq|cDTu^M=Cw3@IWt*5H3jnr|0Nijl;h|D-Gf{X1eT0Rt9e`}`%KhGrm=D2$bTPHd{ z3cO-2R!z=?)d(RoYc3Q$;Zx5OwK-5J!^1Ny*ED9433T-n!ui;-IZaDL*2WMOIeR)= z=ZS5XsW9bc6@iLX6?$FK>;1h%u%mBLY!%^c`74p?b7f-Z7=En_rs>`xJAG$^*c8hQ zYlwiBdZnld9m=U``_nyR&-ZN7(lC?(I!4K;SVE8YUY6d+M5MGR z=z4VBU61{Vk({~8dRa0PVm#%=?_y=L9^HjpygWis_$(5`8g}RC&4wdWzKg(zVoh!= zpq*Q)b;U@Sar4wU+S*G?q5Y{+^r_km3;v6ruvQCi5^t7%k|=Q;iQ4?!+{Ly67%C25 z1vL#l(9=)ZE%}Ew0B8D2ZDnTrnde+kF8jb~y`dGYCS67if=UntAwWtaRYg^)qYg1iI>=gbbH|V&btb) z9fo|fFQcR=0aGG;hfbfK^-W~Id6IuKZ!9qOdF0!T$060x_dHhWVVC{25sUYhEpmoH zcM+ry0)l1^AD-pkQr|T!( zvlmUB{zgWb1)sT!+x14u2em1W} zF_3bgNAeaRfh>)orC4WbQ;p7JJ{wWSMy^q!oIuzob%wFIOX#$js7xbh=?0KDVpoYl z3oW512(L>VrA&FOF;!vyg69-6ST5uXVUsq}5DhzRn_abKuJokmYS6N%Ro~O=4UxoN zJntFRwrFo99ZNi^n|}uCn4CY$d6xQSIG)y_grQ@B(d5`ID&6~9OriSrWzj7&XVaTWIsQMOsu zyvq*Y(C4hW#!8(E14YTkh_WDl261IZOXkX{juvI=VbgwE42`nSYoc*KF`g{bScnbx z)rGvP=5v4@j8LYm6XD!?75eiOwUc+REq0m}r9ujZQ5 z&P?5?eBzdUcXrSy;J4w;>y9QT71AfqFC2ed8%lbWH`~ddy)=8P+;*}~s!BRe+0)s# z+Sf3MK!rv@a18$-yxOp|g#Wg>P#QHVEEENs6b}oB1`ll@yf+jqEfbCr+3Vh2-i08A z9I+LG9EOC1rHEE66^wL#GoZE^PcI>$#NfhoP5YEWPj^6*LG_7BGBTKgsql)hC~R;h zHiAJbJ-e?cnnoRfF-I#}Fj#~omn43DtdJtb^;A=u)oeY*+8r=hBs5TT);r95WW$@n z1ooDDE0xDYke&_9Q=lQn>YuWf#tBQM*i^J9!wA*knyv-v8kW|n5NY3F5wGQN8p3~M z;psZ=JK?-T)5fWD*-ORo^%OFLD8FGQ$|M&U8!t5+jehx#-pI<`s@{br3cY-$ zJx>OskUl4ciM@mmnMBi)P?sWZFob4KbPbUhK^nEk4S<6aiBw3y=SLAqk0MQhAx(fr z-$x)r!7oR+e=VJmf)M!D>G{UU$dlQZQl6Sq@%S}r)CpA2K=uaJVef-O2UY?W7Fv zAeP5m%ttb5*9ZX_M!norR5mRQA{z<6g;q)A|NQ# z-ldAqr{k20kF`hij^Ry2(sSJ zK3=%|RFYhk&FW*>+lT@GJSAU4ur6T=k3$>$hu*%MyH=ToQGFQ{ayH2kvMk6|8Zw3- zBieZUa&?$>)a;8lQUW5@U1DWyO=ePcG)Tgvtvh;bp|MVMD;5N5DX8x+-7mS`^^A`b zw&=|!tF8l{5n(Izpr9Q!G8Owmr?3Q51m*RXw5^qjj%Qg<6^e2~e)s+=>Ow7!(UF#u zW76eQuu*EpIsmW4$z}y(l1nsJNVF(er+|r=&$)gHMAXOTvxNs_8Y&Ry7Rc|tka;v- zfSQD%dfN5=P;4BAnuS+Qbr$gGQO%oV=<+O-22#FP5=brBwJ z`Eol9*EM8Qcnyi~YJ&H?*>G{J{I$_;v|VgSnE8Zse=^HRQl$5RX@tFdPz(p9`qdjd zeHAxfzbu&{1Y-^uJRZydP%7)mm{uO@!e96>W`iSb!Sth#yygdy$Ex8^4hOm=3`I$b zHM2=Ne*|rpJAs6a6qra6&aH2^4PRSR971w4!tinUDDvv@y%w#iZd;IVk z243kVmYDj24M}gDi~3xcJOJG}pNk!tt%1r5D*)@8BUWtNIY}7fGEl z6K_py&<0%Le_|vreR+BgYJbGekGi%vKD%tE!FWfnyjQO1enRc0^Pb`n;inweaE(y} zJRJ~!7ZM9RVVEC6 zZ^uy#W~cIK&)OvUx0Dm)aMIIof@8wtg4NvRz27DJTAr1Zs^%6Scg+AyCi_p4ZzVnt zb!zo?ZmZ^4XCSB~AkywL9PuQm)O*GGFnLcWf#DBYcD5O4-)QzP@yMR2#Votvl`@w` zvjvzZcvyWfoz1H#_Hd@xzMI(*)AAa8{EBcdsZ{xvxY~4SK*oGLNuDh_gP>)JMp()7 z+tes@NJf9lPvk6s=cIiXFrg*~Y|d^y<-|DV#q4R^f#QE=5GZpE#1QtjT)=>zfgFD& zL3^2h9WqvR7mgvJWwSF}TWjTC_?5s|$#~a%59*-F^S#|4HXwifZuwWCo9_>)<{N9@ z8uCj*QY}F%9K!61-;+B$oSKC+qYIS=c!PB|r%nc9RZaG!BsO2+1EFk=rj7WNB; zd;)1PhC-8}jgKb8&)LcY69ThJ+O>+Z+@d066ra6pXiFHy?ACfxQutO{j*=B*AB1>S zFO%MJ&F?x9z8%@OEQmbfvoQ3{g+6q7YfMV|5$OsKrpU{HpX}v(WU;;RU2P7-kK7O& zud03rXTJJHZ+)tA21rUBw3Ss-$;6(z*>7S#pDOjR$)*=70I>vjOGU`Mo>ZFQw~R*c z+vi-A4JE1gsMU*x=lD^ziK58+eUxfDlC7fsbL&OfL5d=|Xfcag?`qKla0hTofaWpM zjDY-SWw0db2dhW8D6&jNgYe^@(4Ie=%eHTG3@*XZYPSy88;^;lzpY)V8_sRw{OmDG zfvp>fQ6#tfh8c}{dT-OgCXR!ZR8&jml3Rh2AuH?pONQ+PJ?mA9pyZ8v?i-RI`g$F~ z!Y?@3M4GT>yWAj*kjE-{DLcpC2@x5d(1h^E4JlxVn~Z3fr5=bW#DBM8_$J$EZsBSZ zP^24i(7NVw7qj#`eYNw+0@9lV>?!k~1L!8NQ#gxqanTQA!V0dW+6h)}&LKs$-5ZnD zfqf&*>8rM^u8WBC0$-l9ht;j)F!+kSuvg2{C3$kTUF6Q!gD=Cjm53@{OHwM0qPtB& zft(x&)v6IbnXaULn}<^71JOiKzUmL1=~<+szjMaPJ4dov6nC_yC1ls5SbwITpcaI( zqJU!e0ZBY6P7!^mDyPl|dZ&yP$t~}yFQxO-O7z1MCYL8|2!20!{zk9@{Aa~ZHropcbVJRi#-_^#jAY@>odLc z_qohE$?o_fF98$cXkStwGGTx`;U_`oU=`|41UFYY+~c_cH1YIzyJj) zuqo+PF^c0$#@9}nPl-AyUEd~hQSz)bt29K!*5|!|P3<5}9UHPN&|oRz`c-^H<`4iK z#=pP-9}Wx}-zCBdVoF5q+7ya~D04E4Hz-~Qiwj?cO(RGXK1qBt(oaPwCF0f9*lXsS z;nYBPs~wLn0zb#GOx!2mi>)E=M_smkq^uNyY)q7LI1S#E35%vA3CVGR&X=y(sQ#Ct zUBmw3PB#nBP52`T45{Y?;5FN;+zCsnUPY7700n9 zdX}93W%q8n@6llIs1EznZMm-6Q(loW?NaUe+|58MpT})eIwwlZf$NBGhFe49-7|?h z3Y{oP!>%k!OU${^fQUuQio&-eaMU>Nf)wG|E@8{SkY~ly$`!11F?&zW!oSor5V%St zBO@?b^Sul>iezY^7jX2z-@)E+3>DQ}y>doc)A0MI@V(=jSFYew1ypb2a7<6kw#8!d z>&{V;(*d!wvFT+G6`sB0CWzNKmN1~@s|z>AtAuKmoMZ7L{W2uecTe#=utp;-)^uz)Cl z7jS(5U%EoG*do+ zfof#epm`EuA4zi~JpC5Rdk}r5pt=2=QHHynzAdr6qcN2+MN^QU+-k&4Nrv1(&goVT z#-jpa!3BCll1s9%{oFiBMJ-R>sw8*edYh#??n)lAWNu$97xq$gQ}&es@il(;!iknt3xWbfn5=b3)o{{C?PCe8S@ z8j{IGdq04PlErf-fM&(AxecXnC3BqlWBx8uWZ@_J0Bw*L(nuXB3vlMPb;MBA&lRcAMM04_kAuPw8QB_gNAy$$ZaXv(Zn_gWgcc@WCnUFI zR}&*=9a9Su9PZJKsgKHiO586CvsxN0$c1UvcNU%@_=qoZU1chGO1|2VGfb5iZ?VQS zK0X%7JxLwHe*(!M62Cm(-%6CK+^FyWb)|wC(&k_M`dK((Gvl&SOq0+#liSDA=n0fK zC4LOajw+3U9)0g@qxr94>6*H7v38WR?Kz zqFzNHYNGN0%%bD`&r8W^G*&VRxcKay1h~hEjw7QzwA6O4xqdOG$5P_0u-)1>KLF<# zm`1Wn?K!q7{e!q4mX{lV;|kD&C9mQBWY?u#xoSj@NGHp)5W^0o)ojXcKpMey+GKdA zt^D~R#fhGWpB-ylzD(sR<9PH%%l;^X_f)zN2aQP76>gIka7m|Jin8?mtQ{|xVchwt zR)`~wv3@Iq8w+-RFy(t6svb!rm&nDzEi1i|Uho{*k0R-i3H1Up`T%-S37RN3@!RyD z<);}6UXwN|^CV}}3Lm4=y<*AUO!xSkj+9RZ6PO?~q7R8JpkO9DC6Qk>R?q{K)+4)q zhne$o0k<&XP}Uraujs7x!(~1Z5JLy5ZCTH#;!;vH!j9DXuS_r)8d+t= zHBBRlK84KMZbfCehSxTQ2e2hF?-{oDijw#Qmr^7w>2W1iwvKU%q)3gT@wQKB5&(U_1@!I|E`I+hZeTFyMx_Qz_naY+kf(Q>g{uO0g% zDD+6`{ojIo9mwUr#O4QwtJ-MLN$4iZ>jdO7_Zc#0%Hn#t{dTlya1are?V+h+&dL7~!nRL^B(gA`IU1uYaR7 zJBFZq5Gt-Ud@mW$%=X5Ejag`uAY1n*4)Y^hk~W#FTJ?rv&bWg(L;87KW(qEz*^Td! zvwl`v`TVj;wIuC2n!b23jX_cySp;8VEJONyYjpHMhd=6zhg6;!d@r`T`l$jVBdDaD z=v=t5tTYUpRY7nP!|uFZa;orKnqy2t{h3Iip*B@T^awyJs1)`=lcAk76`|p=UUBga z1Fj@?W&bVHa|vd}6Ym!ze6LShn}AU6>$#5T0rZ&|UbiquF+Q%LhGi4GY%-MzJK7sq`UJ{^CLSwgETLWb z7o*4Ou$@)MRq%2WH7y_duoeepm`MJ@lAtz~kx7nPT^;XPO*W_-&i4#(%q! z@%?Kf)Ae(M0D$r?)~+^C7dtGV9Mskp0)x0%Lp%T`e4;=*APfiw+5jOyPoOOj3bY4$ z06pBm))1hztCOn>(A5R05k*|0gZuHFtD{F#PiRbtl*aq ztp0WP@A+9nq1I5CwU;x{%f$vR7Hd}+1kM2%&Nmon1+@Mndt103?BUXP06GGlfX+a; z+<|UDcerjm;Ck@_dINoczCb^q{~wx=zbL{UTK}Tt33al80Ij^7oFJY+c`vxk{<{97 zwLglm0(-z^=i~~5y8NTdKldO`PEa=ws0YvnY-b0T&coNerXTpXb%OZbE5*~^)$5OP zb*#ZKxbW<}piX~A{==1q{NE&vAG-fy;NN`w0sO6=shWj4bT~EeJ?>92;3s!4gz-p_!w|MfE&4o*B|?bJsA5x zEwHthCj{v1b?-x9xD~nC|K%t5Gx#&6HN*x^AAIjD|6sYoY@ER!)?V=0!ENtv{{CX! z<=!b^_x=D!u?IWZK9KzDrpG^C@<&k850)$az=!m|EJON1E7Jc+M;dNnc0g%)pzPl) z$v+^=KOoEh3t9djEae9ni45m5mE zzX-f7aL+0~j|hnGzvWFD&KrE{5FYrf{#V|F`Tlcb{y*hS04^>;K>$ctkVk}12p}LN z%p)qo2LOqP!o?==|Hj&Xh)tOPUPXUDaQ*)(HeLW+r~haaB*F_97e4^R3*zD96$XGr zK|F$@01#Y?yn=%NEo;_LPY4gM6g={U!UJQtQ@OfWxVb`IJS{xIFbA;9e@K%5Khx^} zQ%Qn^1>jodhl`MpM@SR|5QH0~kf;biKp4cs4-)!s`L%`GdBGq&)?l}LR^f{HPX_;O zhH`K-7v>j$OIRBKG&C{>z_lg_HzZ+UejZ+a5WoeVBmO&t6A%^tmp1+r8?O3$YylA- zLAW6PS8P5(_$>ZQng2U<{`>g}^8Y8gFhBo)p#y-juJHU+=l&@K;IA2If<56GiVNT# z3_c-wUr$9HPk0i4Zw2rhSU?3=7tcRls~{>05ahiV1sqO6fDa&WZ)W$`aKd~-_wI1t z;OB*d3H~*@0zceM1V#P<6oCWYi{l;;zCiH(4JIrE?-2Ua0r!8Pp@x;i{ep78SSULS z-y{83rzXtRS_cAOZ2&+`IRyYv7vk#)__xIQghBVve>=cm6$gG0+%5im;B$gH!6yyp z0dAfUISBj_4&-0O2;apyVzm*0J(HtE;)lw~MEnahZ&vS8m`x~dMTZE`&?IwmqQd!N(rqSJS?}6! zK5Cuh!`^5*N_!^?t=sVrjHIYqQ0l z&km5R(j5H6Y3{aik-o}o5;?XK-}aXvh0?2m<~=R@8sXHg5cQMW%m{GP;lNbYR0r$-nV z@+!v=4)R*bpO#samSlhn%%K8y#9AA1QA`Ue!$~MMk7JhSC(rV)IU|nqKalNr zRxmmYm7iNOKhO~?`gZw=q;2=YkpW{EKv&CdN}ev)yiWfC3*uyRNf!Ealt_eu@*=I0 zf;RRTjF*47*O0=eJF+#tsL0$O{Ea$^<;_ZSj5)%J@V|1#?7oQ1 zW$&?TWpU3}7J{A8^9bi2y*h>6ZQ5$CaCh5Q&vz|Sg;|snTZOn|xJ^Mn2@4Mp+XO|Y zfDx!|zse`M6<;aYx839U)K4Mli18z;43WZu1BvJc^6 zy5bq{-ikh>XWhz?iti$S)GcfiqR4Ofw7i!Q!FNPQ3CsHBI+s3eT+X+5*%dqqITl~= z6~BB;zS2@cLDu3LC+R`-wVx$hzz!3YUuj+~cvcwcStIqR}G(?BFrJ>K?OPSJb*N$yAVEB}EJMIPWl!WKjG`b$i&0Pr zNiWJOPXA6w2^_W}GjdHH_?eVy=CAxtHJ_!;iN0Wf&PAI9w)@jcT-UQt0CzsugbT5! zrGDOE&ZRCW#!F&GNa(hxrU8B`Pdfe!f1Aoji+Co(FUF$DQjV(!V*<5s#3w%Whu37U zlX&-*Vxhe8+rn(j@2gJrAq#|ZLDyO5+f!zcV^2=E^R{paOs&Gp=ASWYJPL4sUH5@i zG=Ng0M6G^Q>88{uA!O*#=a8nUkuxt-t`+JuS6lN<&cNXrTimDqrl_J7D(#5c$iv0W z9~(Ei?cV6s(t=@5!x+CuZ5SH5a+ibj+!FS3Pi4N_jr}sqT7Gb z^jd+x8F4Y_{L9xaHGvSSFwZliImV({FN->UM`Rg)Y61;s1hnhn<<9waPS?aqNvhzw zIe)&YBQi!tw7G%rNu&Ky*CEO;(~Pv1-cet4@QDd#n)mAD=yb^ysl5#j-xi}J-Ln{X zP7>XImOL^>p37;FVDN^jc6oV@TCdgl+n2rUYUJnFKn1oS zA=F{Qaa)`p-`wp#`hbeX53^1+Ija>WTXI8@Z}c${Qz*SEf0`XY#_FDPPS&*kETLYO zpfWx1m6Xukqok%y@GPc2YCW0gmPbig_H;FQa)elK!Z5(>`CZfCCZ_lIyguz@Cv|n$ zuHQfu7vmRZw8A+1WIAIehx{&u@V(kfGEIm_-3u)90UR4Vn2Rfe_pixC`P{+-?hxjW zA2+Vw)I~8^14(xZN%{<}rLyD}1%ChNrgNCdDD#WZq!R$2R)*iLO&wvfW~Y$=9``F+XfokG0)Le{YzzOBj$AJd1K22o%S8)?e0!ljgW<-cYO=X!E2L*`$cmpcZ@f} z3ab%p|6REa^zX3yA&t=l+d;74Q7rtCyo;v?;IBwe`#%5lfLE>VYj5y-_YpJvo;v)g zFIdLa7w{)#6%-YOrv^d*c(Mo2XyBQE=6%`B6AsTO@&NxQ>3|pS?uU4Ye&H7naq<5W zUfzeTe}|V3jQtg{{wrrzaD_SFN6#?lKM;Iyg1YjCJn+yH@)Yb00kH7^W$ueg@Osdn zDg`&ZEOB3JfX|Q{;tQ|zIYGFc;Pnh1Hyc~_zmV^z|MX9F5b*bS$}YC9a!`1z%qJ}P zC(MTD>Ho}GKuDB_mk$JwvxRtsMDEiyHF#Z69bU1tg+goqY;t1!y!`yUAbue@wji$n zCoexMFE8soIVi*$az8da2FC&_JHaa`@UoDnE9{=mAK}~w%>NSmJ=lLG5BDua9e64! z49^YjmGR`seazDlg#IRfkNNj+k3d4g|8F^fQp~KuNaC^(LHhxxuNqSH$kEQ} zegYT}OejJJ$U+bmX+-W7vizF7rXhGvq4i?wsZgUpSii%2h6NkF^Ee;LwcNI^m*e8s zKUO`*{e@=2imtyHeaswND{XsrF`d)&+^YbGGU^dO^TK)nKarCX&1e<=OT2(xkpHtaWf+#+b~nI&~v(5tm`obET_0$79#G~yGd34`p+obgoxF#`ING$>ff+^ z>b8*#y!zRCI~RbW8_S#2PdKqX9}v{GJS9)fbjvMn=kJRBG*NOKeWthbYOcV*OoPHU z=YvioPpRMGRc)0()Fsr$@N;%<0-g!pU8{RUmHsM%Fz**E7Nih|vf&lpQpu_pQW5od zRMNFX1}gIJm@B4l%RjkwB655vCc$P$$t^C|6^^&l-ZR~w9|#J0I|xbR2W3~}VLgAF zr#cm(o7b@M!7PTD2^S^HUbqp=^R-7cGM86mOipzswuieVaO6mI>P1&>hPl7m=rH#b zJf6cU9dd+ey_QSe@845%`d)mpMw79oRjE&!1k8+?=)0&{&#}%`NjNYq*q~Th6-R&L zbM>pj{o^;yx-bfar+h*w=5lr&lGZI#1@4|QJ%%QG3;rcxbh%xS8%suh1Q_-c`hH$c z45TqB@*0npBVoL~XqMPk2UAeCj^kU*mTpmY19JHuhnG6-=bLV=7z16G@3UrxL|gdr zHU~g5cno6EyZQ{PR9z#SgmGe-FQl!Fm|Rt+D)UQB+xkpz37R#C=V%6Du`D9E`|?Hy znEEI@Wn0&~CkI>HYG156R72H5tbL9DFV4OKAgZoglx`5|W~3Z?fB^b1Oz0c1*9be1p$$6kP=BjQqi{uzxx0GzIX4tz#Qi6v(MgZuf2M$Gc%n;U}!1h zx{R1LsF1kWun^PWpCb48rGDePee`_;PnOH+mo6M9!z9bZvCZV{178k(S8%Nz zW;LARZiv55e7X8ydF`4f!4Bpr(fCqqE@x~gzG!%M4}1yhWY38%S5#&eYc&nW#qH-hR<<^mTf9**^ZB~L+CUspJV6Z(qlTR*3}ZGvLy4OFD%*e!Dv zlE)HH+#Fo75=}hSh;lFJ%S3&!FO0kB7Cm1L_7QK-e@)eMy%Cc8*$I;Jt>?*J>rzh9 z{A3zmN-92*f=>J?}~J1Q+WClDN2E0Pagk%HUofDIhLqzLx&dw)$kGy47?@{{4e+ zddyows;Xw&&#?WZwAWwR(oFOutn>?2i*BX8H21}_vlRH@z7})ykzC_-^upmF>yWaq zL66nAj3r)7$-0`;aE>QV`?BpG&~(yOi>wCbFe*A=MQCoo;+2~so4vf}tE3QJYb=s4 z3PSaI=vVG2L9QvG)M;JV7s;`pwg-vDjVDz0_D;!h+zHpda4-5oe)1JpqKV|}T!F(F zw`}k6iT1dIZ@}5JO6c%;a#7UhGL2GuciJSqngVvhQtsMCdkv*cna{fK4-p=7!__t| ze9d*44BDFo?wV_;=Lb>NnA-T+3B+ZyhT0f8;g9n3C+#pd%NUpSm8gqkn(|e(1V!3N zvP2mpR8@rPT*?Jr`d$23^!$YbLn+tVKKZXqi7VCkr^c2>R;hqcpA0h0_3t_m{IXC)R1y@jT0#D)1o?${_#sBndv>74)yKn#9cWCTRsXvIe;WWGK6u~U*%`#2pxU-} z9uV-SYNxDirN<34J@^MfMp}7bV0buZ9QO&C<&PdDCxbkfAR}J5Uni?hC?W zJTN!_LE8?LMnItdZ+imS50p2!0{zb`XYS~675Vxr-F&6n|3uXP*jRA4^S%lhf@t+0 z+WzkZ_LTwf=ZKPuS`h22NqMDIA-s2ib!6@c3_3}qJ)@@n=QTBTRb+#fB*fF*3mAM_ zs^%UJ$nMVIz-9Xd-y_|mrPvz{~Jv^mt&D|mVK>s5bcXc9w zoaxU@2Xb(5{(BB&=o63ko}HzqEz&F$gu(v(1uQCLCmAab3wJwLqttr*g}`7iMF&zR-kpbEhLH=qiMAOq6Ktj52ACk$fvSH|&Q;Qfve z1AzYt-c^+MpQ)JN_Sm1>_&0d`{Qn#9gb{EMHvbQ70+59v0tmzvmcjr31Rr4T-{A)~ z-XHejX{7!M zn&OpjgEU=#ZvyXcZ$ZV}7cf5`l6$XGa%$4@c)U6uz#%|(y|SJEWxuXC@y{_O6;-V~ z&4G9VoFe=?01t9;ia>^_|7Km}C8QB9^rtKIZ`Y6(`R@q-Z|}<-WX0TdkwuCw&JaF8 z1AoZMKb!c4@OXivBIW2};Q#@bHC;fBo+n@tt*d7Pu9oo6=6~GxFNpcm12p8-wX^c! z1$+joB8~s%@2iFXxynCa_{(egZ{#;X}OsdP7}{`${Bp3jm=_h{wwM$GoDD|IiyyO?C)BoCk*NC8>xo{a37sLXc{OhYxub z_>H1KH@P57-z*^Nj#hRcZw6&YUb>R<;Nt&V%wM^Ue?jwywiAWGdHIESkxm~(P!yyb z)m5*$m^*u$dwAISS&0H&B7hJ;HcBD43>2CHXHpcxErbw&aP#p2zUAWw=|Db_t3C>L z!0-O|jv${Z3^JMs5g1GmBzTZ_3Gg6b{CxaEg20ahDIk6kK9EG@6XJt`Oe`Qf5q=)v zgo_9RXAvaruGTN(0*VuWH;i=lKz->|-pWH1BJFGL3{eF{5By|^J}9ho@qtJ=f(lUp zv81A)Dbl+}y4>c#AO4MJNku+>Qz=lHXZhQ41}hX1zUnPtdNt}54}p=9nX#*OVN*pX zFat<2d4lDGNw2m`Q(o$yuz*$`J_Jlagde#KK9K$bEXX4a6GR~R1%zR6kRBEUxPm~X zu8IMr9KEcrHjfkZ;uqi(5atK|Hb4YI1es{#K>#HI7vzHp0dJfi#6AAFO&(M)I{$GW zvYQ}W1jZ*KBmf5qNFgML^YHTl#)J#QK;D>70L=KujcV@Z&NhF~2p+Z(5absTg7Lvb zg!zyofj3vs^TUPV0?1wc^G^C@v17QhLzQ2(H1C$Mh{5{OSp&x#=A_0)& z6@Xu15cUV5AOt}pACUh40pArg|FReV6*zoI%z%v*76v%If{!2Y51+6w9I&9U03Zh> zYX06B7^o}weFs=G0wIiC!0%lFIa&ceI9MiV0XY4ej`@F&@o&2X^8dmjFeH)%z(!vY z1(FUC!Z3b-1#k@v14x6PPf!>JLjVE=G6M>b>-*O}3nK&t5pWSe_<)j-s)Yx%@Bt}- zKnNm`(%`BE4g`&`AUFyk^TtpWWEJ|q41=6P2q7d0P!H@KBqsm+7O1M7rKO|QKgR)L z9tMFLYF?I2;(fe8}S;mo&W`t=x5-?K}Z0ehh?P_$8bib0SS2zcx1AecLe@vo{9M2OO&vo=d z?t>@<@fQF%5%-Fz@pHCHQV zZ5Loh0BweV^9TXmBp?VALed`+Q33#SfG7B10>JR(2SqqMa1kLPK;D3{1+VG}fV=}G zL;P?!Qfh-%2+&}Fp#%gGLV%Eg-h>DM(GS!MGT@4|qhJtF)d1>vknfOdM85muc(qml zyd<&?!5L7&p9}Z{b$+?zmf?+ z76H)?M=Ff}NsI7rbpQwA6nI2eBKf~-`D3q;MI;~{@fS(*n@X$x4IK=|qpAgZvVx^b zgQswS<>Enz_g}>*u59mrGd6)>6A=2RwJE6xSk3@c=z!-o+$~L!c006z_Yy_#hZg$m zx6U5+e2fD6{mX8R&vnt)^XXskau&aLZVrrJW6IuPd*<=@7EZs`gUT8-ld@ENdi)lG zR~uO_!@fuJ?E&vh`wSc^oA><2evVBo?YjH4F7EF6wEH)w9xp_3c1+)o;Txt}jTPL; z@ZaHkB0RrBo2hTy;{4}VDNX$QjeQn;Hy2JTJ#x2A zeq9vbb7?=Gwy17DnfKUlKW)3$)S@%Fuoo`e*3|AaKk2l%;k0z(lvrJ?;}d(B@st6Mhg9jv%R=e?@^ zbS5$8Dm=p&F_SFA*2;_4D5Vd26XvZr@q6H3oe+1Ze|6L!XH*8sHC!$|0v72FxtGPm}sfgHLRCL2EH22hz;)LKBYj` ze|<+{>t6rJL+M=B zE&n73_e)YbUQ#U#fp>!JiJx%9*m>RwD#|ZOv$%zI2HLtk)Sz}w8sJbY>QhO*8BV5L zR!jQDT1F|#2BcM`3_d@}j|^Ta(n*5~#=Wk`$jd(udX!)MG^r4WWpGr1pi6^;OKmJA z_!pTgO%PLM9U2C#xY(8~>?ZW15(@%NZ4~-*R6mVbQAOiWrTAHV-W^uiM3v0Mn)&Ng(IfOfL6v{vZkit_F8^~QG!Lwz$%s9J{Vd@rd9Jz5e%Hb#GWs6 z`PCs+7DBF=C=+F1^)Tf@mL+?Mja}OFbIh1RSF+ebm`))(-Xkr)G)s1Vtr879uSfM_ zL#XR^S@{tp8rl*f;4$1MkH4vr%Km!rNZ_&*8b)-+y!F(;>hk(|e_}>jStL_nFlz63 z{}e~`59=}=-K@07bh-Df!Ym`vI0sXLO9wu}VdCkhuA)Q!@%^i#1`gccM)>J3QI<0c zHz_+&w8Z2;>qSYRuAj-;42VgR`ju!V&?(+W1cUA0QtNu0CYQ+aI53`wc$85>OpA5v zX^E!9#k)j_sBjDYyw2B*$}G^ltuiiEJ9ehn{C8YqDc|H#K^YsH!!EDt*jp95)Ks*w zkDm6atXT$Dk?1c6lnUf3>mJy zA4I(z82G?}FI~ZvpsP=5V5M)Hs#Bmt5vHrpSXn1#V5MrCIx)(jELHIWr?L)VVCD33 zAov5vwqylYtgb$FWgX1G%J}8L#mj-imjhp34t#n!FbftcSy}g1Q)To{aM?9fD`=tk zg(8v?exfi=a5w};99xcrj4^f^qpNAZ7pqB$lPJ zP9{lLp9Q?kww|#7WNB#0S8&zQ$&SB(MuIi<#_8%aDO7O5$O>K$32WGzay!1T4yOnMiRqUqX&eoVQK-E&Tnz&p%9;YjrsFcI zWSzSDrr#eIJtW4EBp#O_q?f&cTR3d`@oha^!h2YqPuf1N!at|8lAFr^|QU(+tokfWQptBZ>p)mj=#Rs+Uw$Et6i3a~)+^ZL1bL3nGsCUp0C+4Zwuc1jKPWFsymA2cP(3)nSf3d%;uIVxnL zp39|e;>g&o-1$|OxMWEJv$Io-TUOvoedgWVF3z6B^d-4FIZ!_iUg=_}e-p~|t4vIG zcJYJ>#`Md#M9yIG1tXD!#6+``bfgE6B0eFa)l zTAis5W9dx$>829N!O425VdMXh#6am{6Tc*-FxkeJH_r?BSh?J;#odzV9uJZq$v*NI{$XC@k7bg%c z?Cop1zo=v3cs%UhUo}92{*ANyu>zf6p;{<*zag)7ZptHja~aR=j>9yF+DfWz2D;FUonwu zb9~tP9ei3&v%`W&(Bu0oQ^#WaCY)0z_SyA*zKiX9O^12HP0jvB4<{#%oR5ZtE2jEx z85*??f0^*zZ?t(j5hJp3+r!!EWXgZIwVlG_h5yhii@2kcmN{bw-Riu`g*k(#$Lmxs zZOyy-4YMaX4JV=%GamZ_RZSN!s&D7!-)w%+kvnDRzp(gevAVx$`-REeC!_W^%||Ux zy5El{{oA;QzgRU-2=C87Ji9IAGU#!tWAn&Em$&t_uj9h6-fw19Oe;4|U}WlE_QasU zUPa}cX{^fJM?pZjK3`|NqXR(G-#slKj^W3c2dPT@}=Rjv2oU^y1!xWg$X&)YBPsz zB-z-v$B%Gj?4*8_{~(Fb4Xv?`)}}Z;DbFztRgw*Tmhnky%3jF781jXS_c0mojmnvB z#-EHqU%xWMPr4!&WNYc3w{qAjrKOMI&^0RqRmr%DrgfMuF)SO5(NYndx31?6y^vp@ zQG6G#6syGh{h{Dyhhd(v3vcwpYH!18f$i${mIb4I2bW#y#unWr;l4H-%1Z{m)m^X4 zhI@OH_bK;iTRG5`s$`;WWO6hs6xF%*&zYo}O2}xyP;lKv(n_ZHI|gm#4=$N%!sUTYOo(lxO}})o?GKujW(SipGfE9&>!`t6#JPt!wwUy{cv} zvW15|tBo-(xL~%UL=_2kG-@H)Nvsg+NJ*gj>rdWwRj+Teu=)P;8 z+}w7X5Lq?Z4ruDkoqDgE$IpjWIKbO^zWB>$kHVrT;C5r{FjeH^=!d!A8@<*VCfiJ3 zI80_XQMbMv?zmso-Y7mO{C#JC5pn7y5YW&twcl|%l(ppeUD+nC`r3EaFcbe)NdlK7 zoSt7c@9*<=%gjCg*mt8bea>KaXwin+v}4<`ef@GVNB^n+8w!i6qxG4|M$;^Rf6k6a zn=dTprN43+FGpS!mbLDnIPN!2H}LNH-E-b<&usV+-OaGUcp=uEF_n*l-U_uSj24+Z z?z`jSEK)UX@#5hKqHl6L*Dm|}MAOjp(w@jjK>zBQJmrH&DYjpB8Xh?eUG6o0H?IG} z+jxm{MCk0q+1Jg5R_h>3jV{X)A1gC+k0C0caXRdLp<}zMeu8?0V(?tov9)sA=HAjH z^SFv3q3t{Yqg!{B6U$g0k$nHfVr~^hc(!$pZbns3pm@+Lb@&{; zK?KP{wDIjP)7NCF>-Bs2t}}*-#&@iJdhhf`*k{izZT}6A^Y)u5_ea$uH49mDSr5ZG z_tKZzHnVCc#OLO{F-InA?{LX8=@%F$@6)&@n$l@qdrrDWj3Q4;-X4XR-_h`^uXbdJ2Z8>1Se%H8LJ|6s#o` zXGGaf6cMk_n4eH&Gvd|o?X8`x9R6w;&e7P%J|DhS}+rwty4_B-<;)*YglaZ z8x+{TeG?^bvn1%({QJY5VRtV1dk=z(p|`sR9U9RJ%UJw0KQ5&xjD|+B*nUNiU`ISs zgKFxtv!~^j*OIB+vC)r9SBK_Np_L(`m|)~R`%2gWQQO#vI~OCvR+ZNE1reG2gTu$l zX5})$+1qt9;Y`5Z$=|%`?d}p4MLXgJEXCT!jqK)zQ+MNAeZKcPTTdozDt)V4C+)p< zeeQKW-0%iMzWwx*)2+>h4S%Nz%I!IU$y6JJ!?xf^-gjex{Q#dGfu_dA_KNnr{am-D z#?{K>u*3ckj6i|qRLAAZ>r(Npae!wU{0+#7S>^LY2> zHUpab8up_6*H7-}HBDtZ1qjtb_JLv^fDDs{=A`=Z-? zkfDa}DBbK5rEA{scTslNHhxj&xZ5G`6$Tus#H;8UKqO7mRh|6W6Y*FMv zWQb57@5O%{foNQ}ftn{Vch(Z;qbUcEMm-PXrjfLx`R1ub zi;nvCg~xf3fpW}lQ5;-6i`ALZOQ}%Q_;BgO9+wcYvHGK3LDQ$VmKt?)PbVI(`X5cu z%njY{5dQw9-cSE&bM?G?PDSO@O>AQHY5eO-g`Qq2?BtRf8}=k~OGcL+?WRV@d()Ht z->ZZS-`5A4aNDm1WzqVhna{ga`X9}@RO+|ytXFP!*ktpaKGfEo##pRUl2M%67kkd@nA+xuy%8G)6NasWSkz0C6s3;jJF<(B`mJIiAn$`z|n zlb5g*$m78MXXN0$CLei{ReGM8d@G0YN(&jwJu728N_Gt6< z<37iE_i`q-o#$#Br|!@DZoWF{Xc%hS*lAdp+0HU1kA3|_LB8-w;cL>Je2XZS67~a+ ztX-C7GP0^~^DiCl^S;w*R#;lSk@VX3#`#0UJHgje$coDk&>^07A7EBul zZyaBhL>|r5QV}@bc!;yi}$*^Q}zB^4zqE~j$0t}Y&G1zYlKJ-m0k z+Pj#avlMtt^$QfN*o$oJh|YK}r1`?mpW(1{)^dsLD!pP`Vvz`{v`#i+FB|2dkJ8p% zXL1cLOwY@v0Pkh35;+_^%^!IUae4b1dyRl^V_BW>pA;L+*jQMMxi|TF*4QC$opXE7 zqolgBa&M-6uj8T3k2<>TteL?*KLLmKVZp)1I;DG+T#;%U6O%9QO+J{w_vrNKVTVtb`LRTkx?adVw! z>Ty$rZW_u59ZrYVa>3g4z(X-%MJp@Xq^JEl6a(vf$0r?rvHsz_Q`Dxz9(^sdi#`h! z`wsrY3nwp38tT;VK4D5dUXe|fF*zr^F>U>#xlzB}vtMLsN4Pq5 zJ9i=(U$!csIUs%CeT64|pvCAA({yj$WT)8V%lhHNrBh$iriVX|On;sAcV2GsK0fbR zy4)iwXA*1Y3#pDmt+DW~?;g+1@* zZa%GZGgWo=J}W%)Qy_fkM!VTO>=oycJ(sh=pDq$m#^u;L(7iN7w*m8MHf$a+ZX9TN zklpVz-w2+K5$-&$oEn%lF|GE=0mjYZt&yn{zZJ$`qQj>{!c&>k4*I2TN%FZG%V$P-)mnI+iZ=l&K?Tb&hB(f)e#vq zCUS}M$UUOpbYt{c@oW;V_M2>FIH`NyzUx+9*Rt6@wAwa&)Hc%k;JAM2@*w@r^oJ|ykG`hwb{n@u`<(NnD_4?F8MwVU);02I7o0Nk zooG90(J^fv@HK58uhw;N+i0wNb(}UgER8P^_vjtyI)3Sv2uxW`vWMuLT6 zrB~KcV%5#;Q)v+|UxEpf#IJ5rEGizHmuEP35LYuw^xLgHL41M7kGlu1X=8W`l09Pr z%oz0=YKn6V^JS{R&4WEK5+Z7ptZh}7vJP?kr0*K^+6nd~I&4^~uBMCYDVCmjjj*2N z0*g`h^-(^2ldS{@gh-R(NrZw`n75J^lr|18h(yd5LZ&%{qLg{Y!$Jqa%0kUEuf476 z6)qk8)Y5u6tAt>kCUkmIdf`lg>b=)1LgekQF1y$=BZ8ly^$T0UZ zPH`}q)21L!g*6i9gm781 zq=i&4BPLL~p5lq&(BBM^)RQhH3yeey!eDhUDjLR85k+yf@5N*p)8Ga^=f>9wq6PSH zWJqs!zf7r#5U>#W^F7r`^#_7#mV?BUNUo!Q4wVXiwhwdIqq8PWrR|b z0e8frtFhC#Ar})~2Houg>iOeM*&1pI=F|yEY>I|e27cP>c!ULNsS2czaB71j^E(gA zNMkGUbLo0XgS41a8*bvPeqlCY98T;{ zuW5;SNa+jmEefAw=_j~CFGCcpWQ#~(jQG1`8WOzdr8j%r%IK&>H1+YGzj+>LW+?u+ zjE;sdNwL?vXgCt}4uFT1S`W$xAIRyVqm4R6ZI-80k>_T@Lb(g0PoO%sLY2rQ>{i-B z5P%_Qs7utC7m-Fi-<6}uvBH`FXR3%IyC|b7~cgG@$cNDCA zDaq1l_`V(l)0)4sm^;4D6DKT$*zG++Itdr>1Ed(T83~*J^7eMbult=zdldxK>`RBKI?=q!cc;<-)@!x>mwkpWo@)q6kEm5 zlGG;ci|XLG)U-D-%U$z6m%MgyO*o{En6U_0GYl zM%O5w&~cGy^SaoTC}l6{7av4maj$wY;>ajAz$NeQqjql`p@Vs5&jjhaJI z4^e9r0zEbRF%I9!kty_xVvVAJhP9&{36;4X;xew7T=wbvgX%RmEl>+f=r`^~kl&_} zDa?L>8{+AXkfj>dm5@Z}a9Q+7%+SwD;c|8?uNR{mzLnUGS#aBgVYdU9A4boj7fDdG zYTv@FbxUotz=VhZzxb1~tygaipAi(sLv1oNjkpt?qhV4P9j4Nh&(OVcqg!QKhM*)Y zenXC9(Bf;^&rt(_w3#d2T>N*TOZyJVcH%j>sV3BQ#As# zGJR>I66gzWJ#-&dEWyc-qIAiz}i zWTGHS94Mrcq|FZ0)#lHI`}Mx%pPs$VFneMeO<<^6CwP` zkriueEkP1BUl8g@AVp4u^(oVgx$*NT5rS?vfkTq4Et7hYo?3=%+s&GxoIO|(FbOgL z>sA3GDzkV=seZ4wbaX=!(L(PfrKq-1$|c5$ByQFv4v0cNJ0emQ6aoxFq)@}t=M}8X zDaeVGEpw>8tKSmKvh31!qq;S_CTi=b&`@Fa=vc4nm5z7Sq1L3K$uaVMdAUT_>)%_c$M6wm29!4Dw{%5@{ z4C=o1GK>UwaP-u3%C=>s#5lF0?j!2cZiAtcd`KZHyU9I8le|{Anos7Z=`a?BsBG@{ zGR05q;@COz=^pD9N{zkmBfDfJX0?9K-oorkX0?gnuRoyM(pHfz?!Wma@tgG5bcy;r zA<|R^_VYJK?#Z}uo7W)a%pByhpXIeMhd)|IF|*^VX~;397Dwi-etv(qR5L44!Rlg^ zKyc(eoogDu$7?m&PdG!FswHMFL3kawx9yomeBFHM>}v;jV->c5)YZUUbmD? z^ghPrcxwAkeD5`rQVKTS#!=f7As*voeIO8&Wrr&(YFZO1gfY@*T3Hj7+EL^&Yj{hg zzJHo@Kb$7^EmpahvW=u;ATZxEgejWXY!a#krLO0 zRg(avkn&s=jprL)wTn{qk{K-|<6g@} z-h6`_&XVzHXA485c)zSDqi~5-_#~bQ6ZN3?^LKe?ZNJR!DE7~a?+y<|av_^PHmzl& z;&tbfWb7Z|?o98pv!68RhMtuk!ed{LW9Ubf)-j{xQB|-fGU;E7kHHu5nvjLzb#d z%$v=)<ujupgPUXL;<@{EP-xs7Ysp$8dldjdX1ymhsSph}j!8?b;24nSkI(1m zKRoEVwD{xJp@34e*xc+Iw+)8U3YYsdA5cYKD;w|93*f-%)(ep0W6p;^6fgfasvb#( zo|1DXssx{uNXRWt3BJ{@N5az*m^8+(%lk>zdtU@w!rgBL^9rO`~CYJz9o z_bbr|k4ZnMVUe9ZZ{r+2g-t)I_;K2^L9%|04dcxgk);JLb}_~SkkS=i@X1a3DK}^6 zusfTa^s~=zu6l>JG3Tg4csQ3!{@2kM>Js9ov*CR8pxb1gMWwJ`6ea93W_6!~L2@)K zmjSMt>U9*|PttsO{ehz5<79c3jKacuOtK*T^!fZ5OH!!5rYDTDtQqS^!nhHW_JE9= zG5fhRABLJr`A*+gp8}k$M`Q~>p=b@BEPhGK<``Kd>{~AUmiiK6gE1YY{Hn@(y8HDF zBK0DtgPSk>D`%}ijQ`e_%U;Kp4V@O{katqxCmfUeO2Jd-ic^iy>+QoX!5iy>*_#|= zg#GG$6i9NcW+>0R-#m2g{ocRE z;%TS=miL|R7mVhQrPbXlt0qlboU?29)8O5=b_~B&;A|Ihcc1N1Z>NQ1?CSU{qp?n1 zyzo7yw|VLnzrELD;4D0Hu&%QmonVVQDA?%n0Exy)INugLquO$ z0wE`y4jJX3DWp4fc^=1O(Zx;1EoBHbc+)#QmJC;~!Eq`uqedZMMGHb5J5V1C!{*i0 zZxA5m3T;%UfylJj(?sju5hK99C-ot*43~&P;3KOZMg&nEn;vecWcnzDlFXnjJ}WbN zVC~Ek-q%FbP6gWd#6H3#{IgQE56CRJiVGVIL>&XX3+pGpNQTpRV#$!9M6}*a(Di0} zC|!g7lq-1WeIsfe6(5Cra)CtRMEu~6w#Vn3)lmOsSIVbFDa)mSVpMT^%3&A`pH2DO zv?*sO!ZGLF2*uRq@p@xFw3`))@eq~l?kL5jB_xW`4g~v^QY%DgH{hWtR$~8Q>6om71_Gyoxa4HmBdMp$)bgaPCX(c>N zy)n49r7Pt&RSQ}|w^^pEa#39Xo;64R8_eEtXQgpnL4%5)tMH4DN|=g+v;@i8P(T3c z;zSC`zziquc*275(_s0b7F(I1>^WKvVb047b1=DbS&G@M%}42^bsDZXVLS#6G*EB6 zM(G+%#((8CpgIHS;Z>^>9fD6qCZ;4_J4P}-r*FLAUnuNfL*=S<1*z5R6jDVT0 zfGVyQlJZ1cg);l-Yk-0)K}U)duj^-phs4Xo^MPWHbV8vKy9%=JBS$x+vk5SrtwZrhl~*wK6wMIGkj9C1S4z{_m@MM{qG98UO*-yBCA*Jvr#|zAqr(=R*BVcN}37s zDF^y&I%A)Tz_utl08+g77VM?j)lD+i~4PQ1KQ*x6rkmM1w5hk{K z4R>x`sKh4~G;QX}qPww@k$Kq`(j(|xpTusWP>9<1hJ4UqPL;i%rH*OEE+2+abk$ZH zch$gWP>H@U7p9nyVbB{_U(?WN4*&4{3woH^kUGX)dMjJUa^NsdBrClhzZTr8{baQYsa`9CB%(E1n1m#LP3I3bR#JE`UVPUNV3HW=TXm4xpqO_## z8@x_>>&@`kM{Ak5FISfm^)YR|9Ve3Kpn-*} zXwyL6<4R+O=9a>X=)?n1PcRY3W{i*>^e?F0LfQ(pqyy&sgdi|Lvi>SdCDh$W*^j$y z&6=NeTq@D5Krc##T}z64>zzO&1(1zBGUDh@_EWKnB{yk2tDd8Zyvhrg?3ZdTmV8p= zY5AVdYbIB5(a|zYNh%CdAO#Cb?m4t|Acc~dk?SeBzhostb4$0OFT1ZDTAR-l9VLd_yv@Ty@Ds(hRm@D0 z{F>g!K-PzjW-TGv2W|-mZW2mo2ncHcU4jY$K5?HR*WIDMCqeAoFiML7TyAa-4vAb; zY55KGEYAZ4S@bKktB|5w6i6(C)4qgACG=jIVpQo2V$#%b&~o=yYB=`g3O&1NYGnP|sL|#Ipkvy&TsF%O(jF-;AllKAWlaonereK>r5m-Yh?zqUGpgUb z(8ICl1Y5GiB8N&PRy!@+48<&z45kmMZB~ARVuU5ccD}|=tjLsVm4=CJJ0WW9&Oy!f z1LI>kk)&t0I+~>m84ht2ECuBp84fUd(1sDA6DSb~zHn4h=q5hq;a3=|#DgGtv{54h z&oA;p;XXI-CNx~j(sF}x%8@jDBN8RbP@i;@&MY;Z8patk=h0&7AekA*tEI0Y<*H+`Mi3$(m%ra}-CX^x8A z#T#H3%dt_ndDcVi^`(5I-0XsCQz$Y%qFI!o+{pQ0dh_PDd-Jj%haoSFZz{rYZr(Uh zlUnXiCO+eo^Ma*a`;2}O2wT*&1}rCO_Ex62>orPY2^rxTs;uwX0cOTgAmaES&@Vw^ zIvo4u8dSd+MS42?3AT30*H>(@Px_>j3+e79`z2w$3^w>kV6P~U`Ee+PpB}}zzX7~r zwI^|VjY**)=7F#L_hU30_&wx|BJ8#Waj!i(T{99raGt+m}zl z`Y>Xyy_OF&51^oZs!9rjQH6&cK15-|%aG}X*yBx&9f*=ojY+(s^W-9{USoMclQb?% zQpSb*0ed;bEEz=ka5>(8X3N}rylHzg9&Ob%P=bs6vu_O$(@PRq`Y^Y5cOcW#h0LhQ zqk|{|L8!}xVwf1W3NMt~3Fym6rO|Z`%-?-;VLEfYz5@MbMu>BAGkDF7T0#H@m#Ysp zEA*s<>RH2TmN|VOPp?PkVbKkQ^(zN@GVr3hi|9iW-uI-S6dV9Dfc-$n+PX`Dw{~=m z3Ik=a<^x8gq|)c&jAuTqI4pFnAQI*+;P%1o!!l7kTY)eeEhr6%KXhEhdg6T`rjnRz zMof^hz*k^pOc?ZP&Q4#ri%I)sPz@m&0Re%wWqn*|l)466S;DY7HV1-_&IpaPr;D7A zZk{JZmICiHK~PPk@7LPjziy~Z#DszQs2{x1)3omhi3@Q_P+-y0KHVi!V8kwpM^B0j zszuRYqqoM4;J=|^fTWwkmr!mPIYhxmx+ZZb+^lsk^rr#1K!qRn!;A}OX?1Gj99gLxmwZ3rnj4k?r7XyA?a zO0wwU8KrPDoa8{{xeB+Yei?T5jk1I<==MOqhy^^z@v9+BiNsD}S;Za?kt?dh!DC59 zi(yn}AEPw;*0nL73=agBiq5Krff*NBY^1dLXdodA`;#KcRlb8DccWN&11S;F*pQmM zJPdMkt`vgd6e-A_AJ5%V3N$zJ8wdA76!1Rb(R@_F{g_Z9MeL(|xBK#SNR71;?%Aw; zm#eEFK7M$}psz$c?rjpHrz^`$MN%09N~mUtS9W)d#Sj?LxO@aDAB&6u(caW6(kbc` z&1aR5)ShJJC#FGhDyk#lz$i>>Da6MVKoLJ9*n3v!M#W+j9L66sgh3F4s$9;964Rve zpv~nY0pMWFBO!5goS4kOm7v!uf*GE!Y#fAG`kVI%(4}43;{Z`y3uFoEado|>c_a3Y zKGd|Rj-YP%4k=6=W3VsXtH>{$ACq9<>&(aHPoY1f%)Z`!Bl-Llfn0?`S9SRd|i=ewPjZd6TQ}%+Ojlfmq zuyhoXnE_{m!Embgz6Go0Nl?hCu#?&m;RuymkyB$(IhtU7AS8&3d_qa=Xt<@2i(jOg zu3f6_5uV(vq8J>-9ulsAMIwm$j06RSV1Xp#h1c6rdyt`^D@(zQWaPjz9m%*Mi7+U^ zllv^8=46VJ#OolT2V{6+!Xl1kbyqlvJDRk_|8H&-8=2*F*wsX z)*yB9+4MX_lxLQl3lIRw-FcR#A1qGMkFm0pq+_2mo^{YW3p)jV;E26JWyJe^Tk}iR zTf5?){_NjG=-%CKy1R|9KCh5Prqw{j)U2ck1|H*p-(&%Cs zb6;&@waIL;NBI!}mz(iD_Ov%%zFd#!b$+g2v+lR#?jGGI7>jr`-?iw~F@VeJ>T!Rm zWRNm5FUG=yw!5-zuknTN5217m10grDkK!R^YF5|W!w%W2j2=IF;#IC)7H;;;LL$?= zU4H4H_Q-X{IBPsFS5NY;shtB8dF%QIJma(KsvZR4Hm_e0Z#=534-+-#p)oIBrR~n> zT}@k&8&QWS9sM$Fe6q1?-gEEb0%!sZ3!a?4)SEGPtCExEis-A?dw^+Is%feQ!zF>- zGDKG?laXD@5L`HDxA>vEEi-@d_3_x{(TuEn{Re!vk(-qfoTuIwTv&={BhVJTu7%!) z!*fn^u0;8Q~U(cUs%J!MWJIrOYv{ZBl_KUJl4oUb9wvU?``qf^` zI>=r@A^z^C*!u94e^AS!rz;Z|d$-r8o%h*&quoh(-xd%QIz_zf zK2m&Zy#bd)w_B@Fl%@KX_v&BqrKQw<+rq=rdFyw>Wq3HqQN{JB^(hzbg-zBegN@gs;sC|N z&aK;&Ikgwe#Yf_p5cVjnpxvtQHyGcrr%%h(sO4mz(G$2cY!k8H&JnVHx{zF-B(yAj z>ATG=eAI}WeCmX*;_&P;<$-?MD`-Y{b;vX!Ek_c6A#Tdg3B|jMql9vq3}2$dS?IqE zc~Vc58c{OeO=F6hkt=;kSS-kT-L$=+R!<;j`25rr1LvpY195a*yO8H-GB`BoQx0oK zcb>JDQ#~SLA3Htv#8v|)BZ(otUZTtO?_aD0#@zGriWC>} zH#)fIOYducn?FGr!`dOtD;e@VagqcnMY_~L!wX8g}dFXH828Wt%~ zTQ;5U6IYdYF*i9seSP<3In8p*bo$-Cdyqgru2hSS@$|M+gI#bI{&#)!`5f&Sr^WO4 zG{-jzaT^?qn`xpaIiy;5*v3|Qtp_IipeNFuW||R z{u~@=?6(j<`tCg0f0c9BduinXi5_ff+AQoN&2@qjq3GL%m;##;J;QC%(z7B)unNWu zRF3)gxiQI_Z<*e{C`d2W08y{(XDtg9JJ^Eu7b`)HGF_Z}&n1zxZ>;E*H^c6>7P!nYJnnjR|>NrxLxT zOXlgue9=*2sKr|)$0dvIJd-kZ|4q)&vZCXIbulVB!Y#W*y)vzh*>1a7)q&ccCKyfl zV5-gwt*%?Q)S9vz@rC#FWb`5Wc9fb$u?t+I5KA}CH_mO1k3Y4la81bbuNixyL#E^@ z)Nct!@R+HTB!$viQ5sd_5~;o9)slzy*LHjD2h8LY*rFse$`by3$)7yrM7cef9{vOI=aDxRVHaLxrbce`{H!VxRjxYe&@Q84bxXq?ZUx1vp>(2|P>E)b-$ zv+l>vt}wH^hT*t*);T}3US;^?A%m(aabU5W8&S6^9nhYIkuEl;AtCDfU?laY3~ zXb%UX6qr)=c8w-oIX|xqrX=STA%4wFX&_@5S3`(@+3yqe5Nm@Ye#bWU`hM=rImC17 zZQ@hmju5MB!>#?gy!9BYH6p|pTQqafl4V1r%(3X#;t*>tsfVq5r@bV^VmYRde&f@O zbvVlp6aD1ImUD>nv}nVT5NCRtctTcTap}>M`Xx~!WDTTOZAldr zeicwCTcE4NGIrX;6Lx`(!=UHcV^P(qu!jFSPY+w!O? zo82oQl1qNWz_13D?s3!!yjVfoVbenz(S}hx$!Rb1IO&qWj`mz}?8O9yY?Rewsac(U zt*+W6+`lNo!d~OmfKMBv+|)10XOE#SE3i-3#E5XoRbKfT94iG6Btq64K%BE4Yvr$lvO1)A+`a(2@pu}Pj;4H?5V?b9HZ!2A_| zD$CA-)twsKJ555d;RVxd^A&}*7m5A8t-R}}A*7|;?9loXXn_ZL-jIPE6oP2rt&Xez)wNv@Gu)Zn8XcM`**2OFEy5UOU{LX#c2tv;bxXK)SOd!SmO8cgZ| zqn{el=rv+|diBmR-sbr@ag#GxSOFGf57?1saPuij*%n~!p=-WAgA0m{)6})u0}f$R zgI8%AAv}W#*R4G^3&xhzVO40o{gSsT=Zo>fn-3 z{Ur0$xIyPM#)=rT{QFsOYHmLM#h$$RhNfg+?+i0WzXXchN=B{HTtmpJwxIApW($Ay zG*R+#)W!;sG?S_hBGX3?D$oUvA0QxAlBWM3ly2MwSu#O72W3gN9xdrTE#RPG7LJrI ztqr0>3I~D4{aK+x%BzxwHi$jhJGfpV$Meu`3*vBm|E0-)tHJC8SiINm_#FU1j|rb zj3L<@Tt}7927?T$;`xBde%7AOZ*T=a1G@+bt>|%6@eStVp9!XjJ+r~$cuaB@Ns?GC zVuSe+wbD_dKHY&0=3b+oR=*cKQhb9C3Ieo-4F+pPmfsX@nq>AY;JRP7(AmY?TF_dE zZ?L`Ed~$5Ci%GjFcHdqn=(E1`B?7`2y}=pD4mGDl$_5`X%Zj3xVuM%fHCZsT}pIDymP&-LZFgIVbfrnfX%*$a)6X&x$vI6>k5gG>e( zNRk^@hgwgL(}0!%FQLOWs|e(Za3Y2&_iETbNwTHbB~g7hs{7^Yz$G6w6SF|7Jp)#f z3+oJQhgH;ZX8i8dIZG3&1>a%nC+x=7`3{EL`r(j_?zYWft$J@}dGnQq6UJN%;Ch`rZK5|_sYK#j~5<0atB`|s5L%pGQTaHJLyTo=_@557R>!4P&sM0Zw# zDSG&N{nE2mPW!0U;{aU5+-pSU);>QCkLzjWPvt+pJfH;yyG|n{R>{d=5j}(O97V{_ z{tQ7>(zb~D2j#B`4Na{+(PU4O(^=jSMsS50{;M>(xT1#lcs83-`!f}ln!%?&r7wdVz}q02nBXHj3A9OyM$6dBR{p`;qi(5Ric%2Y8b zcv3|SlZgyB1h;LJ+kAnGR1721IslYmO-_asZ;rvyvW~IZ+3xk=o|W(X`P4D=MM?Lc zL$cVI9s{Avm{@XC*lAA+mZsO`O1!~jjZ)qQR$VUn2uSiIjyZ)4CY*g#z*9cYdjcrEzfcpm!Zt6&<*W?Qwfa7H^Cb?cWcf;5V)j(r>1J2mq;=F!ncAq zl6Dy!>B&eK;N9x%h99^!*;LbbeAUF@YR-_e(vDzhyt(WnkY*jH%oYs<#TCiD=3S~e z3|yYuZRSA=3q5l9t83}&ciA#?|FPDxxawDpk0&H%~%8{yZp-f?HE=?-13<1Ra5$!8t!pTf&qMvz6e&sWEBx)*NkmQ z{b)${2M5BlYAhX*R3}4EZ80K&M!2|QO|&H zby|^xfx4^}-38%L*UVCPV4y|UNI1<$Be(p6{Dn2I(Q33>>*;4w25Df@(J1`Wtk_CP zkKZfAh)WAi*7UAS-a54zG8&IG`Kq!C^p&LAm`Jn{s1`zbf!mjj91+Fps`3h0*Q+^CanouE?lI1W}oSv(EC*x1Ujz+15@D7_(I2z}# zdI|Fy8?{ZtOsJLN;oiFY7xSindJ-$87xWG#(}>9nGUQmPq_C+n=DI?ma?B`@eI~QL zqyjj^A=5xT-!<81!cuVOhZ4W)tH}D&`FKeuTb?@1@EtMWb>5_EwR*wB*&d{mSnJs;cQdR?f(Y^(50n`OV|3tnFa)A8gYOoDlUD0RcO}^(BWxeY;~du5acUGXbXrNjH&(8A0@tJamWsW z%zeqyqr-wDU3XbvZ3@7XOHB2-PVm~_buG7INH_X_-tjd>a2Rg35@8?5;E-UqkD|!` zY%;>DNgnvQ6#Q~T*`m$KHKXp^zdGI?V3%o|`688ffVL4{!OP)YlWr8MN+&FYd@;R5Ju6M`jF?C0;n$0#~`vj z)h2xNJ2kZq^SXu~%>}F8og8FcnciH97^k`>1<0+>^ehU5XPYu`K^CB@h|~Iw zx^Anj4hwnrh>Cs5>l6NZ26PTeaV|tM)#m@0S9`Gaj+nU z%CbN$ZmsR5?zaw|-?rcW-PR!$s zE`sHiv4w+5)AZU%m~`doI1!GY9f&f;omqqpmfj!Lsn9;)dq3qy|NWR5GB{J{KFQ}8 zgc*||K&@81ajXvq60oEj!jfHrFPKUYa;i2S5)0`_Fh1+9DlUn#B5j+USSXA-Iq=!m z-BR9`1l+|ZN-owrO0*DVaSZ78G*56*<*oPgS!pbpo$5}ggv=qXdyP2;CnLk1>x5LRB>B1Z@Iz~iVD}g_Z zO16KRj=^EM6|ynQHnl!z5TCXo$5=iN@JC*omW~tuwJ64vh2qDC5&Q&B&4Lyxblc6t z4E8M>2XCpJRD-C?n0Q!n2ZB$qXsPzn6I|sp5$x=F7O`d?4<}nTcB%OBjS3|Q0o&F? zdb!{+(uR-u;1Ybkx3ZX`PUWM}F0fizek;qPrclx0geZnHHHENT4R_@Kn{YO#o%{c4 z;(}gPkILVgAJu21bD6H$NZ@(Y-bz?e3axKJ5JX70Y^>fp0!uOiEetIIKCNl>@Z}G~ zM`Cuc((N@t9OHE{t?bIr8f|LBNd`W zn)rct${9~2-r1|6^=WB$h7`3{JK$!mlENIQGXkL|;OTE1)_tAfT*1aX2duvailScT zGN0bNwFhe}>;4Rgp_${f?k8z`3Wf zf}m75V(`;;#-*Ig>oNBo3Z!Bg{{AD9Tt+ZPTQ5)%gf)DA>Hkcv7_!> z`vQbhQ$=fCS~Lls-4`LgG-8<~AXb99zJQ{oE=-BMVjW9+hhj43A@)HxqfHT&KkE=E zXr2>tPzKE{YNHCxtO^_nh`MuB)e8+Z4WUAhle9CURQAFq-HRGD&%L1;!+R7vlU&pn z=%~y;EbOe@Ax=VRZ$RWuIYojnN9e&+ne8{kN{WSj=I(-?8StiQ&jrZZ8MWqL_N)DiOLlTK7 z3KN(hBdBf2c-ZnA0{Ge5(hPFGMWPaqtTAVT2*|zx8!)m!o3$bhiE`xVVi*k`$2*#m z&m~`fsNXb8YZM+@|jvZ=*X^MU?j5OL!>8Pd{Az+7jmUAb5xq2WP443l) zFT1bu7p--;`d`PY){9r4r4kckAj5sD>U6VoRhPV%b&EyF;4hk`gKj}i^{~dJ<$d#R zD5K?^{L-Whwux|-vChV1kOAD<>o$M*54b=We7)cjOcjJieYGAp-&VVrQj}{8z}&W z$3p28?hw=*r1#C#-V7y(E}3Ok5ZVm^uM!e8N(ziLy++wy$2uGpd-TGB_P(s!@;EBcSBi7!TZ8@jT)YQo1wMp-VgvDJ;RuL+2}ilcxvmGw!YU! z=fiJU-h^^l- zB5BA|Odk01229%%4pjKkoY7$yt^KhT`%HoWFbuzq1eovVB*Tc7(FDLP({MLx@SAJ` zJ5YZGQdbV2Y+Vx^Clr+A6IdCv5w5^t7RKoC>VfMHed<8hnSqx4F9=f)M~W`XRuKMp z9lrE#NTOaA2wZrjCVZxTL9O4Ehd@|54XNN*GnNGA^tr&~SD~vzP9Gyo9CDa!a7E)+ z$SdRZlP72z+3Vu^jzpao9Cz%&f!x2OaaU39oi^0SZ4Pi9iXAdHMZ&Sw+$z5WAc>ZG z$6Ojjz{@9z;t>idO{8Rhu0?wU4*3YP?Q3Gua)kYe@qpZ4oyA}^-XLfNy8(`HAI%5^ zi1ekEs+E5B;e6d;Fk)aI<5)8Lvrw+KWfP+7{AZnD=vH1=raF3IFv-vOg=so#r$yoFCJhITj-eEKv_Ur+b-hc&Hj~|tfpz!*X(QlM`oDdf@V7-OFWUSlLuf#<^)Mi3C;adKIkd`EXw}NP4 ztU)bt;PIV&u!HhnrNj=6HaNsd_+vYUu$I_y5MYqbB78Ov@ z?@}}I=rd=CR2NEtX5MJiN$e-`ap08ijE^s-Smfczj&G~oXzlXepCVWj00)LD<>TUU zQ=i78k>V@M7JQdBjm9Gq2G^{~w;t6?ohs6m5G2CHMJt_G$=Hp{5wxV&!cu3-FXr7n z4?e=^z$WaFnU)eB9|7ABDVZH*BSJYuGTTT;MwZ`tWCe*)yBzSmR{qwTh^#A;UB|`O z;E?vUQEFLF?jlZ-a1xtfse_B?cT{W#ODZc2a;X~0Y2`qvw4@=$y3pC!d!Gs$r#IJK zp@$YKPc9wXVlShP$T9Qgd$*hd6|B*S7(NDanD?6GiG%o9uX4luN?_1!4By4D{gQKG z2o-$YBIX!8d(J$KUj!kCY8AaD4dJ=7a}3}tfP(dPHL%bq%-bY3sxSmHvY{m#R)H+c zY>@#>51o2EuZ3#Rf^`3v(RE%Q>;ji!Vni7h%#ZgS2Bcw9_|`#o_`r}jivfp>PKE>4 z(XwVfa9=z21mk}n=W)((R~Yv%V&J5axM&4sdzrOw=NF2$B>5^hS!nn88HHU=#BFW=Iz&rN;7yN>>}y) zbP%ZlWLh&reMlx`5ed_zAFT5%i6U(DwsY_5$HaaWP)^J~D3o&2V5MBz95}pn(qp3` z+&8nux`0?&YH?+-{RLIzBS8cIJ!?=%ZB{PN+{O#_L(WECUXgccp99ax8Zp9MfNk3 z7ksW&A!;1a9K=4AM}r^qcxrW#AHk8?;<<;$oK!n{0+x14()pxZM z_5Z`|bF{Z->(MT{;l(cz*{0bsSx@(DQmPrkyzrN~&`H zYYfKvmJ=z$XbrZ!v1U396ve79AbS4ePBYqqc;Km)bK>DONb?~h5WT?fZ}TE-pzneb z;fSsj^@u_elIXpzNz&pj>aq7tc6uuSyvmw$Avj0nQ+6AA7I%D5?`D*om{_C2nZ%OK z19N$L243v3$h@up^fvkMQ0lG@AT(MLAa6kSD@alNYrOKt9UlZQ6ibL|R4Ho02>Jp? zs!g`?Q`cIs90&gGC8~=^C|1{3ElP>+{2`p?L_9*)ovYa=#7zq@$>x}z5Ib{i;3$KbJj6;21{&6OuOLau~Ab763D8QCLFDJ=cEt>hKzHtm3RzcLlI-SV1Y>TyPV8JT(TCwwJ*88 zb#5)kD_%o5#91_ao>Hw2Rxu^<{19(X`WiX1g=ub^d?V)D&CZ6#Xsy?hl2{GmRs_TW zbb;R&P4#5U8Ewkj%Xcy0RDc@2_KZ2`n@O>*E(;teNAHn~v5p~x+-d)bJi!RDwRhh} zSy(2BMkdbv3m4dn=Y&b83dA6}LbFtC;YL=nI4z^xtGAVvI(_Kcb<)qmZ`p?=mvtQZ zC8`&ifrF08?Mclrpv!@er%^~SeI`JS$C-Ka_-QVLPXtzW-t969-48o~yPo=k(eDi) zREDDQZ)v@dpD51XskFW1r}=E2h92Td5X>wjcZv6;&FVREFs$N3N;Szm>>5v%`#h5B zoF6%#50sb3{m2(}8(^^2HOO_!?53yxLsXP*3~eT#7(VTp!}R%T0Qb?-#f(4W+{Fxt z`?cXa0BD=0Hb)0Esl($pHIw&A%v^Ls={gd=f+@JMbiJVzMrb&tUD>?zmURj12_QDY zC}tj6T={d!GL!dnfz8(eiYe{yPj*CQrVOsU)iI_XOR#g`U@)NBQ)6oPH;=s;YBH9d zm3-leyc##s6wNjG?K?W6-0=O$iXK$3t5ic_G?D-SMHtVMFI@2NADx7d8 z!D3oE2SFP4M|$J2EPAawifyWCD!n%7LEZSX#LUZLS3|?Usk=z=djyp#o)f|?$v&2I z71vhsEp_Vx^|`H?v6g_bZyvD!T}PdTqj`xgzASpvFo`gW(fkZKh3wcD$;y-Uk|3xj zhm@0kou0ieQ>34xyHF|eGo?c6|{s7i5(IlrewpMgfzG@skU>t z6ca1e_-DXT?M? zTiCBM5!|ABp?s5jW2r3l`W+iF+js*Oi=CCy6gw2~P!sTsUz6kN1u-eY*A*!l7hU0q z7sAXwB)_;S$Y1#!5Xep_Vy>|6?RmtG7Xv>%wLL>h3sKw~&DDE7Iwa^2T*y;tG0Ls( zxC*c3$47y-KB+t$WxMmjN}Ww=!K1*UT|n`@$t+@z-pqS2v?wJdW>2cg~FVBY|eX(zc_sB7(0>(^)~c7yqejNxdGB z`M;1b(D#A*+DIM@pT^yd!L6lbDjOcWVrs}+dheWdTz2oF?GqZ`GM+E102c3-a3NFV zqHheZ8|QD~F7V}O-2-_$Z*BGL-STQn?8wiv}+;&x_#;sr^q&}x_qWMO7>Lf9+p3coPH)*v|8 zMywuXeMzZzG-`4rcp?DU^j;3*f9aL$Q42BR7{NX#Eu;ezl$?I}!q7|$JWweH2nzil z1*rPdYU9i71&)hV{6at<%Ynuy)sx$9{(SY3QF@2kj%!MnP~f!t>#V$s$yi^;I@w6j zO^HFGDa%wZgBEs*knHF$01*%b@6P_aNg8b+*ChflC7mc;V&U`!;4~I%dwUX+aZ{|= zG=N8W#(qVp?-qz|U#NvAOR;HH4+2jzoV-$}Vn1SDb|7{^1*HG4M4;qW?)g?-iq%7q zl4}7{KbyHCe5gAekb6~3`bkIrO?@(&py@Q=KW&?~9>hQppckMj{~yukhB^RLns3%z z`B_);BoY^Yyz1ADuJT_4daK?lIm z+uO7IZ}haCiZed^u5xXfp{BV2GWcMjCd!DThE9><`k(bqITlCSJR&W+Be)HPI6sIJ zUTVf^g5!e+tleGf{)6o4PfWs`;z$faH-R|3txf1ud#jrekt4+B8Qr-UNEu;(Ne5FT zl0g0`E-pjP&FAB!we;uNf1klhRV#>0g1kJS(3zbv3GOP_qE#W9A>v>mWG{v~$e~lK zI!Ib*Die@j+MC##;6VwsunmO`X>ixtOvPZGC5W}q;d%-k41Z_Yv zi}^V6HSw#a`y$MlY-0m5W-@<>OhJ!K1P~>~e08uG-};Z~63ur@g{%+#_ZVhtjM=x= z=-YF%(`N2BeE~f)tZZh+N)R(M(Ki&B&rwK%UtH5`33^(U9-Z9Hu0>ZcZT1ap# z4TR%vDTvwpK3HzS-Jvd0#@6db@DFe{yGe3u^iQ73=q?A1E)Y`Y;cj|6;#w4E5g%)v z+NCu)q_`>~06Ae&Qmol$HJv&+(c#cpW?X!mU<-b9b%Hv^)~l1Mi5@8T!H2J`_#?1F zNdhGB68j_I*cD3VKo`8K>oS^NNOI6GO|{>YdC&(~S4?^ZT$Z6954y|%!5w7CG?>!~ zZ#71Fe_|C!HFn51mb+!U>r_A%G+UwP1LmiYDEcuW|h>Vumr-)oZT`llGRuo+g zmV9W4R_757ZYn^oh%e`A$(2LIVlQD%Ssv&>DxTxDxd`AeZhO24S$A8nRl`6)>>VE3 z!?vN+me;rLbL{|VP@@cgJ{q5IgJ3&;qFeG?(OlDKVPvlZ4MT5fli!Tu2rn90C8cLR zT+tjo2w&Z__cGq~2rcZN|HdPY#ze%PEaDJK?v2uKsA5R}>G6f0D$icpWU@reNs}kX zZZUvKkb3yypW1(Rs4k#L{p&M?8kat6%>$out=4Fl7Puf_6l&cLlbW2-#?q`j$?)6a zF((Lc@!+1EVH2LnTO@>&V96_-;1M>bBjw<2iL~E=&8+h#jAVtS{}&j$Cx33Q+EvtaG^&kzvmSrE`U09T(C3v+ z7^S&!i;|n_EqDrnp*$Qvs2^x}M4eHCGzGBp4?%?8z-gcddo2sctQ=s#1wiAs#0cgJ zD1;*3l!X??P|vBbaUP|m%Wz|#?KkDO&W*(W(m|F8&;eN|oeL3ln4C*lAgq`&fqrJ& z6U;5;eh^u0>`Wh8Vycy7^(thGnStM^<|C83`z0O2UjfKDz6ip2Z<-mbEZ4WFb!BR* z0vpWWFsQ`86R+GrtL9(KfJ_HK4ns_bPsU7cY7O`WH!ZKUNBVzMo9?-{}L)vjE?shR|AmHkah52y)Q#s z;C)9Sdtt>`zCI@cT9L4bTwf9CAMk1!uJh5T)3S&SGa`_Ub1Q8&HlP)8P`04K)YKaKxx3(SS zOlY4uYSm73En{JYNdpFQ5zPBU4L)$pB001>qI}@VIu@~Sq>Qpza79pDuO<(&es#(H z_VBqjxSo=~k(-qIX94FweDY=C9EHHB$%3Pt!$-(e>;M{1;|&wklLaIL?{&_Dr(HV9 z35c#SEL~f`2}E@|os@^D@9}u>5R+%xiC-vSp|Ug!yr0C{S*FYTGlU<9f`e1$B{=Iw zRs=m2zBux02~#W%$v3z-1lpqsOTx)h6yTxicidsmPRYk78H5y}i(OoItHIuZ?i~&` z$GC!yi*J2KF=#-A;3Y}|^WIrG7#Mmn15xR-iqvKYcBS^7vW<@3f>H1zMo@y(VWm5l zBEe-Am)Hlb5J(lZoQ7$7CCaAZOAoG3(|^Y~eHzA>5>0P3foynGWda!#lP&5}P9ng# zO4}#b{}49+K^+e2)BZ`puSNRN2z=`3Ibz~&`+sqTRhF01o!5qHL-7u$-?fUr z(_pJh`}Z(gD7Od~_W@+T$_7D)pOCB(-j;m4l5XLh<$ed0kn324J-UN$48I`!C0GH0 zs{wfBZxsBZ!Ph!tJ?V`rFN)nYjd}LD0^}}=8wE>f=hpGq79kV~v{?UWPuU`i6TiTs zqOHDU?U|KKRKtkEy_Hju>OB3 zx2zEm_N<~dC=Luc6pOMthSM)d#^-m;n&kXJDFZ3X+p9UYd#0mKifZ1_me{ugfk<3d zu1T(+EEQb<7Z7FesMJIL2hV-(`hUH*=IM#GHaG6`%PH>eBi+Er2b9tPOx41p$pqMm z)L!R4`iqTX>(Z@2UHHAcYRq)>%-00HA3d+telz({>wW)1|F^gQFsWerlWq`N@3^L^ zTon8G4?++wPRAd67jWFxb9*z67I`Sb^bI1`D%7e?tf=GW1n6Wr(ZO@fPJ(~g7&j51 zbTn_18W7GH91TxlmAco@Xs(X+BuBcgovX83=u>cvvAZKK$BX2+v$r8;K}_Xq?`9`G ztFK6_YgqfpI8D#<1E`v5$i-vw?SV$bm%_xHnT^w>Xs6Au=$JT(pD@=H4**0IRM^7p z6qaDc_!<$pJ(U|rknds1+Zu^?WJO>qe*EOgbPq1E~(d#rF({dwGr!zI;`|bXR-P@T7#tD=u34Y-wz~Ba$QgOIq|h+Qhh6gLsafDD^?OpCp1#Gh2qf19IGJV{%aGLfH2j#r-=jq} z;3WdQD-LLWKIQ%}fSvyKoQWM}1u!0d*E+Z&@vf^_h2Ad=oxA-TnjB9R0kIiR7j0jW z%(yb)u4A>sMF~l?P?%OG&)71r&<9c`3}&7=OZ!_1K9YoiGruL@X#(H3W?0U#)k@0g z!5ZVvYo1QLgG7z8i;$H$dSWp4%Ebrwfit+d#pcy<4{6vQ(JfRia8lD1zDi)%liX`~WTHcxcr9;#$+8w-X) zL$Pq7X;?U>?WCt2_aKnv?fQa6cvQME$izF^!K@Crvn}1XDExym7V4*F%JA2&44upH zXdMGH+BZYlfHO=utr*)M{~Omo;PNJN#DGNg4e_BTF@`9D=vGN2{NRdhar}86Cy}+v z4^LspIUI#jHSb4h|NV+Wu&9i^Y>~6l4{&pqbL|mn=Qr8X-GJoX1->hmjb9(wkb%Geq$9=BH6(bt*8tg6V|xR+ zO7vnqLl+v_zSVnEX0s#!W7Z@yyzQh=&OVf2rofpWe7^1%TgkCHJ(0VSpNbX_Gw7op z!lD*=QDVqx)w=+%_#f@_9Md#D3HX4Q6)mtVD+iGLpF@a;++=SA^|81j0++LMoiLU) zuQKyxmn9tpIzwfFtJ>xJDEa0lO%k$FP+o^ClT~+4Q}ORj&w~rvy|3g5Dy8uCSyOL8uBG%l;?fo%WQt7ogmnda&L_A66IwmU$_t z(eQuzqsg<8Wf7Bq+(6tG(;#dYw~L4i(>>+Fezo`U5avreS{J(z98jHOEvte@g;ictmMc5xD%;qz!) zPvKuvc{jTl-imrnA?#DCeNezFUUzO7Or_rRq5ou==*VQFD<Eo95kKP z=!-5S5hgCS%j$;dmabxO^>t+9^2~0Fr%|g`XsT<L-v&Qr<7C&%78^8007_s=3O(C#1Hom=MUR_tqh!BKyUj;5CrBd zC!{#-q{#+K5`V>3ZQlGF|CH6FqV>#U{3XM|{!2@J{FH!RM{Tp!hCND%cz{ajw!l&8 z4j^C!wN`BrF(jR@nwOLC7*!+T34_b;g7%C5fN!nZ94JYAMX_z>Trd)69gG8yiKtbB zJ}J_?akDBH=CBn(-D-jR{dF0cJPHdOFOmd>Uu!bc<_^{d*EZp|0A=RgRsij{*l6Qt zERyvt5ZapuvmgucE1(_H(z1{jCZjH{JU1>-m^=n>y`pZ+>#a~)&Ap-*CB3> zjD&lQ)!3cU1ni@Y_|0$T6n2~A#QGgTz^pVf@EhZm(vQ{|Q)r6GCj+C&!NVxs4nvHU zKMCj)XI0{UOr*L32LRZAQLeDqk!P=3SO4n$pxN*|91pp zeYNm1IYsbYJh_Oq8Qh}9KLsLthno&_0S9VVG~q_JAJk&dZYm%!KON$#Wf9iKuLCdE zZ({@gLFnke%76_2#-P%m$dp$y(?&}x17DyIlEb?Zuib)JCE+`OfYWrdXj!bL^f`&O zna~e2e?!3=pV?$6+>?}cMH@OP8J^>d#J>uHHK=rk!LqgrvaPx@5a2(S33dHMV{N`r zW-TuxdFnRV*2j-VrhP~~lx{VUlN)mBZ4QKk&@YnL$0uC-a)S7KP~pnCkaF5(ZTz^K z0KNZPCZ^4@t!+Mxt-aR*Xw?ECD{jal5$D8Vlx}sD#@V2D5G~yS1b{f0u&Wf&%_3hV ze93j{wz=WTAv;a!km>dQ2@TOv29-_+Mw9c9757O=DgoB$qfPk)9%sl79i9ZOjO82DniE}4C zlx8_rx)tW5R5kc}qIEmJuL|(wp%kZb@dhnJ@o=?yeO8jCyNeCl4|BxY{K78GS8}%T z0tyVpJ(0y_)nh19;2M`Z`Cv0iw}e1a>F>G38I?d@rIST>($#?zB3>qI1}tIc$PdiZ z5^{3d<23C~2;%UpFku@DB$f7&R=5$fnut>xpsq`#Fdsx{>=qp0H+yf##^j692wbS%KXNv9 zQ$QWY%Sw;EYbAooYZlVYmT$!P7E?%gRKb(<$>X;@6w=8$y2cw1}< zd$)T_hdLK*Ra(MvRQhkyI8(~kr49H|KOA1OnO!_=A!;*5Bsn}PL7Duu`Y!rb8W}j@ zhW~Xs^X;X!juY0-9aC#FJ%dW#DUVlx{sZ zl`h)vpJh#(Es(@bQf#XZ!8D-*58Ze1xrD3z77v=@>uO}+-VtlF`;j)@@fuVboY7={ zoD{loJ1DJ`cAO}at1p?jy|X-jhr9-HHx`qMo)A!70VF`;?h4iZjyc=-nTHDZ?Ni*` z(bm&m1^USa7EjU%h=aN@A6D{im7Y*+t1buF5J#ps=b`c+T2LSF00IU+l7w$rHtDvN z2qtH1t2TQ?L%Y@SHTmiFIQh4H;+%2M-$T^2>d*ZHw@}st?@SPfpKT_l&5=kq3lQ&V zN7!`L+@kY)1~;p=_Vf1#YEbC}NZ_>Dj_Nx2nX6sV9Y8?C+fte~+NAroaPeR9c>dYJ zrKQmUnYbN@G^N80Ba^w7%(QDDHr*dvZPgzg#97p&WS9}re)l6=N(*#`ik^5(aZVfV z?+zC{xgV_ze2ZGOad^yafbj;%f#Yi?!S88@-(36T)3(KEimwU?%vbJk+MPls#*p;S zvgz)ihu0x{pgSp}1bw`GsU+UWk1{kthKg=a7v>=Jk?;a8z&}Cdsr%+)9sb6e!rcJ` zTt0XI00wXT1>)5mQg9*#{+=(BYtMyp6cR`9M;W3enQ2dC4vr`~?Lvzt^BXSJ{#uxN zJ&xE?de%x>9wp4gy;)JX_NQ&GR^ny|J`!#!xRZAP0p$Q&V7S`P4P*(w*rc#ev2ZTl z75(DJT1m?fc*aa7IL_Y(F-^ix2nTgXCR^N?ftK`JO>x>CzT4da1e`MxyJIDS$yd{u z$*=joKO^JfFJfIJPU-IN3K{G7^iAW;6EItzUXP3>;zkJAbUPMeoG&LB8)>T@TRY-z zwAMBgVxiX`uPvn~AP95PVG6hA`}`hjKC!U_2oQOa{yCCLL*Nd~(bs5l5P~wfM>)j( zfccLk;*9F<^=`IFcRpDgZ=;BAX4Q_@1+PfhBk#(zEw5*N_BByyG+%6pl|iLZkV4{O z8aj9TnuuF_u1x@uILWrc-T9*oGZ={1(*^|QpjJzB@f|<_OTO>7nQppGkE5bnOyS~h zXspeHLBi`Prk@-fK=%$$4La>dWK;G>BoXJf(U~+8{$*@lKZFI2cQuSm&ZHQ$!%R@6 z(XvxI4Cx*uZmj=EL1G=+?`0&hu9ervB`bqUn_e8Rdx{um%jy1ppj=ixp|rxi_;?v& z7V8Q7hVSCP;`j&d62WwvmekD}_OrI6Q%?JB!ORy}g(?0qt%`2k=70c+e<91N)eRYE zgg}ZI*ed)kEphvq?9qNh)oi3B3Mcahcx%1bARH zna`9F_tQdT`(qJPxKU5)<_rx+;usO+ z|1nGYxgq1+mf)m=Fb^SO?;k+Cn>XtT?X*-r?KaZ2zXJ%k*aR&4Ve7=oxC3+4Csw^M zMGD+}ZPNW^tSZxC?5{hh#V4U8?6Z=b$(jdg<5f*Rd5Ka@UXDrf#CCgK;!Lfs9D3wOMJ@gWKyEaEqhX^HXO7QLSa8z}sWQMmY*;<0ul1!j+J)hmeV zdIu1IInlh{pcuq0(7+k?6Ij>lo0F>HH>YLyx&;j5Z_`-9PRk71uX&+Ze;sH^P$r)c zz~2{_(79ch=5>$SDlMoic*1ilPuOQ3LMC(K*z1!5E8Q?t+Wv+iMH~d~PbmhDa-nWd z@E_N!jkwv`Xz~v-Fg2&wZMFpeU?lc_R6yiE^=6)EtGK<9UJJe+n15HR40lY1dar3tjmX}27# z{VQuhyX#Rxc-La!<}p3-?+FSVKk}Hrr*A9VeGRdg*T)^KLEHlG0)ZerXyHJfSq-2) zW+7y92M|D;4KO}}a#Zvxb{r40OiY`TfE7)4rADR0T*B^jFJLthr@ST=Eg9Gt%_@NQ4?4a`yc}RvI@EpcUkPSK!>E|~0yxz5mu2&BH+HN|ooV}Uae{)k59%8XA3H0zfN+ILS3dCOT00I&< zM@9QXV%3Tq65QW8v8Qejg}7)-Y|#GMCLEnrR9sE7hH-aycMI;pJ-B;t7-VpFcXxLu zxVyU(G`REO5G)~Z_W3X7V%Ds+XLir-?t0&Py2{$1@|Jdd5P=zh0!nAJ&B zkOR3b+jaLiseUO&_35Y_|Hyu6)Y#Exe@_coEs+y2kr73er8a;|8^WF+Wy-Gyc%*d` zO8-zapmMF^9>S^@KFu!sOHp$Ea+F47x^3FYyhW0I=*RG8M}3nj>FzK7z-d8jyn_RE z(kk1~D&9P6ycAC8aKuxM_7^%%Vz{T@+9iw6&ea2Uco!0;lZGAVOcx5zKdHzp&)1J~ z1o^n=X7ZQ91+hfZ^64bS&DtmQK>S^9+l-4B?ntoVn!=l-baB0%a_tm#3)fKcGOM$p z`k$nT`Mw&8S?U5-Fl0#(m2;$ZDtNc1y!E>#P36QY=M_|jc)9uQ`5d%L#$A=z#&Wyr z;K>5ii%^7fmiLrI+(kTSwHhuExMLZa^X>C*_s$QrJN6|s`)Cfb(!LAy^VrfaK4099 z>U*`}>P3w`EVw*cn19uD$s^D@4b)OB&*5(fIpjc4UHv%657bKEKvifuwXxX3K|DT= ze33a!MkKV3Crrv#p}9nzrl5ZMtH)FNtT$8Q2~^H4D6fNBAjmY= z$KCLap~7hdt%(;KE0o&J-sDbvnt!s8DXL*@&OU2flA!nvT;j3d^EOEK6PA zS5d%GQ7kLc?UUaFq1WlRR1U*1Aa>6^t3L$*TA_WyqBZwtU*m`JUru^$l><8nWHlZf zo-KaToi+>SQJQ{1rYEK2y}+Okc{#5-=$0fY_mMmj_)bE{o_+u#zhtno#l^!m2o?fRf(xO486>}?LrpRbeCquz2v6CwiqN14p zqp4o(8iB0aGDgLlPeBvuT{k4?2H&H=DdH*WJ+HD-QAJ176Qt6Qt zsll*+?P_KDg%4qc`(tfINDxsH<1IOZc%j@|E6 zeJaV^tP$f+^Z!(u?q4HBms5nu^!!BOtsmz1Hjg*QDotgV41&&*9i~rEP>28&2Rw#q zHn1;_%O_Pqi3l*)lthbZ`;zx^42ZlWHN5|sVUMP zkXKQXVsdU;{UKiUB#?{^YE8U^fSUY}WeaslUZGBy6fm5eD2^Oq zJZ56$Jl>EX>zXAb5@3TAoi8;!ris*;d;>lrg1VVtw9k{NZ3^{Vg+ce(x%R_~RFmV& zWyl6$i)n0-M=jJy=NEXZ=~w_mFGjHp34=ppR%d>)V6gASzhKhuK3v`cjc}fk%;AC# zNq04AMOC>cb@AX+tmmgJk)Iz2of+Ss5l{>S!70(=+j#NFkHpi|2iQ(|y~#XFkT8t^ z|JBR@YDJ^iKV$%Lrw(o=*~UEnVLDW81fDi3VkQ$j5@3j#kE{PudFi=zacFXv7aD&@ zEErwLteeXskU0$bdHTdQJhaVqS#jDy1+tA$lsEw{>;?e|{9vG?hHd!R5Xuk|>y!o6 zQ7>^c2Z4SHzq{c3j36A%@3smHU4p@y=Sf*YBqB#U|5w)L+8q z83DCD%SNZc5qHkDv;}D{!jwn04QqhfY~knZ?Q2Ov@siY|{ArnxM9aznVpuf88t}Ur zb@BKkBlzW{T-<%DLbbTX`@-N9=-^PfM~rkO8kd?o3>El*QKN`ctPdNbDal9AmN_xf zE&f2Ob>n)Xqx;~&%%J1RdCk82?fq0E_k{4fiEBjl*PpJ5(2OD6JS`UZg~|TXTb;L1U-E zX@^bx&(O648?o0=ilj26JVS+|Ji~jKykEx=a&&uZ_dGhqJ0czeFsX1a3zW+-#Az^YBh8o>kt%sw(G436@FBsPEK7Ol+bU1_Ns4 z4C6kRxoOLG<>&0y_Gq}buDRTws4)c@w9^#GkZxStvzIA5?yitxkB0A3|Bf*Li9&Z_ z2O_YQk^erEVB^1cLH;wUk+`I`vb2I-DLW_Cz6!&Nw zP%*nr^oJQp1sl`eg7Dud9=|4?-1QH7|I?__MX)-7Al7Y@?-~_2-~_3|_fzIVzdRqd znwKei&B(V7j81ILO3b_Uh)8XpeM4O$3jCq?ml~^9nMS|!=qbtWniWIknjT{rN5zP4 z&047BUr);6X>eHWdB)P*yTx&@vh#QH+c3841r$y4+y3Q~nYqb9732%6At<*k#_@mt z5uNvYJ&E_Q64KXR|E@?+k&awp;f@ycG|xgd|M8z>!+TX=KBUyh(2j@

bRs(U?p#rrJQ6H!A;&Xtc^`EG3M zvzHd2_w#}iB#qqtv!&6yr@EEMcyTtb9iom17c#!%V-2r?;p7x*+m@|?NJA+e?6qVB z9*U=n%UDe-#er?0KK0<*@Yu@6&pCqUmgg|LF;-nCib@=-Lp*V$u%q+n(K$X$>qzEs z0T{!8+RoX%I>ETYDHug#y?7Lo{Lw8xO!r>012GyPKDUQcy>^stTBl?l1|`xCPv|5_ z92O&Jd|W=66H7|lk(tL}qm{gTV?j$VNQS%43`^&=(~9(0V)^|?er@<&1r^)f}nk|23k4gi}%=SmW9ttwi{=-qImA5`8+nwuW8(d(c}7ZTi9HQ@#{Wjqs>Z8VJ~OMz@=*0AP2o?hzWk?EtG9c zZ1~PihOOa~$%tbBD2G;V`}M5u`+En(uMCVVS%t6_t0FS?m$Xqc3JilhUD3y`;yxwu zTTjgWKJ!CR$<)?%u&_;}rHS(%w?ms~%<)$T4f3CT@N~HT{X#oM2##hcVWO7IEA_Z0 z9x7C28HMR!JW_Ggi+X=}K4h|*8CNR(ZZ$*rQznLZ*M#iJyLiyR=X&vSIPb8@b*{w7wN#+!4RvN3o{2k2!QcY~j$s94K8p}d2NId_SHWVdBIMG3w?*(8?H>)SMNG9Dn5s=SuC z&uA})yI$}jM*6O$4$c6}L#_fsjqdPfBi=wbUeiUAsbRj?fT5{QP9a2Hw3Nqh!;kxO{kq>*1gYQ(#^1^-? zI3n$Y4#=q2o>+Zlt=129`Vy2!EJan@Q*-^Qe5GF(<|aEnuiZu+d}SSPk_3rGA^tW7 z)c)S+VZl@sxq-Y|-vu^50`y9y5;~?GT}37s&2?;(x%VC4)_{&I+l{U)#DjH@r_-6i zp)DS@tV3ML)v*SwsC9HGASw#-*(y5w?eofD)DP%88u&ayN%!#@pL5vGPdQ*7podYTo}`U3+~)^}Pky1j3)yq|a7Bh9{$<56W#d97mbtuR z437hWxf{&I>cR%1;rV=Nr8YFiO;0!BEl2k*P6dminEIzz0 znAP&`S)Jc$aoeWt z!bUVG);P?+0XjW$w1$+h4G+sWsGHS@B8fL(aQ_D11_}R@l3;m0Cc?whc=k9SW70c+ z_>aDRNRB#@0}fXIYFIb8XKJfAA$Emqzab4zHX9oKdUX;9msMd@U&n=3bzPhjQH_Nq z+K{(i6XIiD&(%E%hzc=C#OOr7AENU92|w2$Vc5C9ZIfB1fpwPqb{$L_DsePAS<5}StN=3?Rju34HuuLf zzAfHo?T>s|7nhv6_s$4&!;cDyve&sXg;!aI`Yqb6)@=45xqCFJzy7WAa}r9;<%o5ZoW*BG-jG zWFMAQY@flyIG=(+L24rduDr~4I>Lool2jlj_eUn`y!O~dpvG)U+`OTG$_Ir)NfFnu%MN<2rfR{-_R1RR$ir?-m@+7fxSZn(&E0pZoCL1*r z211vc)&qZrg6TdH(e z-)s$SRdR4g-cs(u@L{V!7T+TvwEQ~jh_rpLSj_+xQ_iwV!QP5H8BI7>0gaFqM1l1J zjh(I>#=Mg8DxRk^RcUx=D6p_cii>e-atZH$#WfTjuC4Q`*e?vJ(Cb71Pb>} zCeKkX@Q`Oz5gH*$i#3c7S#04x?mm6zucbTq%A>L&gdR7u$6q+AUx9VVJ_hA%T$J@* z-~H2xfkbv2ADz%z$K_*wvBj-&d+4~w*S&V%cMF66mGT6)iM>P#wlGAAZg%ic+_ODsD z+-!D~+={E}vliQhiz8|bngi5~bqvytbw54Jp`1Z<$H%7#X?7fbB-jIIjxdC6n12U)50cZ$y>*@$)9i{CyP9)Xu7682F9F%*xuG1Q*byfv zZEC@v{uYFla{m`pQ7f{Uf3wsm?-> zN7y3ov3QljO%3<+M&QmdCdm7oX7Ub0O{r-`Vn?K2Tuo7_W}kRhEC^8me*2C8XU(xQ zsaVjZXtMcnL=ABx5Ig$bw`$T3CCKrald;%MsAnhU=0+>vt4@Q6ZS80@2mkoLCy4Ec z+z8<^2Yyafy$=?tdBa!ocojXD9J9q2Vntj_g>u`&->MamLn8muZ=+;pFE}xIpHP+T zX0)ESXunsu__8t{=mIh^YyfbhPV_I!yKG25Kjw0O8G-34l$Zw{J)RC)zlRrn<`5zN ztt;>Lg4DTyfHE0o&<={4f#2hv$KwkZ>%HL}+#~!xns!*Etq==fOPBF1J9}ITK=G5& zNu5R|I(*y@QcY=2dswrE(2AngFWfon@N`*{&1&qq_yO^gh-E7BQLQm_Ov&~dw#3e! zJltdS28M0Y63$$xt(?~?6xF}&#prG%W{%MD*eYK=p>^K&6afSzO?$1qx^>SQnl^fd zp_Xs`CrUWBRGik$f7VbV zk|Z<0E>z>2R55)85cuRToav+3HnRTjnKFlH^c87nOWF!&9q9_>mi)HrSO=kiusQ$~s?+t_OaqUIzktp~G9-vA})H79Fi=-O;@8+0z@s1(LFvAUXj|1zw>)^jnO& z3btMbpX%^gKR~YD3)YF7^IfB8Y!AS62k;~O;Ts5Z0Gu?YjeHNU?j*`{z>sVn7Q=|i zrrF8f(D20TiybgcBlz@QIvimEatudN&y@^^d@bPjzvZ5#bLt-RXcS_t^!Xb8X<#}( z7gQO&M-PK;jz#&gCwc8CR^QGNn=s>IRZ+SK0e{@n%CIsfB2##bMpZ8pR_N8yNUw4@ zb$w1XZVbAKimOWm&aP_w%6|mTS(Ry0d8=^c!q+mDW+&-l0;Cv66JM-fe3*m7orV;f zI2(Wm1+(NbqhZ7$vq0X(WSLme-PayfuI(HGN_ZUl68$7t{y>3m)#Px(7c>y)b#=rx zI&-Y8CI32UM+@FOZ|jN68qNoi-|*o>H$nSQ-9wj9V|c9Nf-bbaZ0Fr4VHKDwP)^<2pHQK`iv1F@vo*jH9R?Y_Sucg(PvOhAb!-|*Z@N* zU+(s7t9A9~z09z0(ZZI#T5+&&iet(tmass#sgf^FV<9n`2-Y8cfYKWzT@9u0bqF$f zc;fVN?Mlh^5GYan=&sV=1=IyLQ``krw<427sp%^}bJcIWNB9mzqNc3G+&Tj5Hf-M= zNP(){A#Xx6!GGJCPvls&R!O}mDoK*t7-@$`C{dyg&4b>guv`|bvoql_>A1i;Db9XB z^rJ+(LL2J7n_9EUMO&wkpWI{Sy z1#evT?yLN|9jy^Mv+R@*YxpLNou05EjMa~a_g_Sjb~TdVb!#i!VW{nXf!NzZ*gQLAAq>iJ%{kNk_0g0+?&JiZY zYjOYjYbF(!D52Q2@)DtqLC0rJ(zB#Pr7*um7x|wWZCrJv zEK1y?N__pdy|{Z=mBx#kzh{}Jx~_%r-%&H(=r?2XK+2C+PyEBeZvb1HTrg$Fp+~%8 z_zoeTdS_JD;;D2qqVf0DXGC4;B{O5Qs478Wa>$TDgVYt{LM=D&R_UP_uKCaw2Yn}kcMm0y8T;qY z2@3C_Eb;z&qH4tFt(^~E=I>z}y{u5Ab%s5Q2)iM{OIErtRph z>Gi0`F+JX^{O9&c$lNWEDiCg@RqWf4K0Fply>WR`%;8fm65lfJW zYhd$21{l1$Kb&vXca`zybcY`{L}&7n`zDLY%XB-*_!F0B|6yAzp8Wn(&nSYXN29&N z^`&bJlv$pvi%dJ&$dy_qWRb4@FPw$>g*tr=LA(5GK&9`}zlqPDmFsgG8aH<4WP80y z<_p^Y{McYyO8&B}SUEUVwT4^{=3Qace)Jc$(sv|o*#NpRNmJoMHn`dPwh~87fUYQq z0-aFm%LRD5gpuLe{kZBkJYZuB-9wd8{0yKm zUXHm-67@*uUETx7WUQkV>}Nq_vh~EUx1bA}32d7nTDobpN4POc@F=|-c#?8_Iu-M` zpw!R%?l&T(d1>Q_bcL5cVP*#3L7}b5SQZE_3?j;G`Uf{upXKt>Ur=~4Jt-+t`Gikz z|C_-%!-nbWFF=>L%}+yVp`(>lo+(|Exq$o3dWEVASH#^ZxvTuAX0TnPm8rypv(`F+ zMnRGIzm%bgI?Ca=iC86RZr1P|4+9v?vkPhKL$S5uTOiMFHhCqo7=4_2zgyC7=8mmWTr};PdRj>8 zB93Y~%G8B@`clwI^!)XOCS6q`G&(e_&Ks~^lRm7A9UW2toWY(8Ly-x5 zT(gSR?MCR(or!h0rmhhoqn5||fGG#BO)A*n*Fmv;`G(3%e(}`F5mio$@QCiQU>ICo zlqL&_bzAjo0{85~-3U`DX0rP0kL5Wjo_ZC|ySNnjleTCSD4R4z<$s)AHvl;0iGz38b6G?9P3s(#Y`JUzLB24{Ge=%1q%v*7^b zAtusV8HZ$O40DqCiFMnv$y8gprGm*SsM$v;pJYt~!+7mzpVf9=1iPsVMcMyCW$ z%}x=?#A8-qXvcx(nV<>4y}1qg{b%sJ>G|agJNj2~*{?KJvO|h~_Qe3+P=lmbO(&O# zf}0-_1&Mu{3cOe!-Lu&7VjVRs*81xL?iqzfh=MK(ye$eE7hn*x9AD3&;-g*-ror3j zg-%>2VecZ8Nz0^M(QE?v2!#g_e`*w>$u3owcxm!;5;?wKowcQOWe$a z8?NzTyh+i*i{fjV3}xDim129RWt{d*ulrYtF83V>J5eu= zBS(U&A0Dx4a$eZn91h_4wys8CKI@yV+>n63k*{%HL94iK8Bzy%yfmP_^QxwJDGGOb zw`Z3TTVV77SS0(7Cf^Lg_#0q-nC5> zPbmDCc@;}Pl^MWEp@_%gyn|w^=Pt<-#5Nq5kheaA4qF|_nYOE+VC}wcK=IX(>wY(5 zzAL3;Qkqt#DUd@{=rJ_ZcEHk4x2nU+!t)%(Ft?2H`RFI;Suw7vMMeCVX3yx)b;rr_ zLoUWir}bEA)EnnZZ@IjZm0?Ck{p$Ei1d#KOZP>WHgopau2z4~5MHqbdI!J2$?{+NC#(C4lr7qYDwghonDDR3HPS!;aC=fGxGb!I$!+2VS$9iSZfuuep_5I^4^M z4%*bi6^1B~ld3yADVX2Sr@xYwfT7G^3mLx<4MUlDHDqt%AHQZXxfN{s&G}nTv_7Gi zI{LvcEN?DJI1lJI^G9>0}aI+F;u4fY1MaE zGP(wXeMc7^oBanYz{Iyq)y+jMMVo~u!*EWd!?+~J3EQ~bl^E|5T~2}a)_G|3-KVv9 zFiH9-=q5caleOA%IO29tgbVwZJ&AK9f}k!`SDFpA2M{)e;Oer?QxA?ose#U3x76CqApuv;}pcLhIB z-L=D&a-T8Z>!&RoZiLUD!ZL$QqC(6n9{X;5nBSoI(?eT9gmuCFXHFUY?5j zv_zwO7-I0FC*tpNh}^*IIwx{DS5~D%$~XsnmZt}IP%!Tt_t(|K2zy88 zc%h`>S?qj^R(1(<5qXDN6Oc5gnX>$I0C*%gr%KF*N4^I5Jivxt`~S@*m4lzhP%8 zay}Y?siOo1e;A@{u>74|^gFS0CUl);IKMQfVp79Ic0$q~b(J{qJPwW~j-4orq$Fp- zF`74WcM&|2ILOikghTjo!4id|(to74jJ#(ekVh7^Yc-@}4OiOKk%~8bqW$Td982}Z z`vF&M7s_gv4D0CkdT^t&zLYxxSXG)F*vKRce<+y@1+t;c6Ci2B{m~c{@1yn(6Zl89 z{>sJ|_I@s<5sA)+BY#Rk*a zn>36dZA)u#>n*P=O%4jEMUCnebB!ai)xzlCxW{h|gEW_p{2Cia%5ED-IWLg}XwO2Wi@~L3 z4dtLW?rS8|H7jS>(z_HV)eeY%@E<%PC8%%Vm0m0xQa8oF0l*1o94q%GG6?w*?v~=@ zi1t6Vh-mGy!F4seHvUl~jIU{EqAF{h;kQxLF0p`yRdo&6hLgrJDQ7G6mW2P{9LGuA z7}okFR+hW+QNRn+szsD)^d5_b`8=@1-6|4I6=t5yr-V8y{VqgLASp*etgKrj$UeZX zi`Kx_AEv`v7F+mZ7P7_Zo=;-5);C;Lq%k$x=>24A&JRG^z0wy&)Y34F2Pt$mm19tJdB(nE#iioBnFdqf7RJ7pf?fPP1lmp zW)bPDmhq%|J?qppx}WQJx0Qs~BC;ju2GU6zS}4A47hsO6Y50Zcm*+M{2kM9;XF3|G zEL#IdU>q9GPd!b{`AiF0Q9~5_ZGsd7ntwR)HCwOnx7=LRU}Tk=ya-md?PEs1eGv;F zM}dI@`uk9azrhR43R}^cEPaO*bdZ=ThP`>&C~|dubvZ*=8Xs8HW#NBo1p${ALL8e5 z9|0Wbo#-d?ykE;iO>W+(#Sb}DOu@9^FTbkXsNBPtHOvOvZJThW8m~LqKfz@Z=2$*? zvb@*=Kb?`ghU{VtPoOc4AE7aS8U=#}tlLn8V6V3t0DJ{sWC>K7`g|yQ<@5?3&Nm#? zq66|GH2*z2yIRD!{+HBCZY_=!&8+$Il4$l5?eV6GXVkynB2RA>7L`!_=L3m)vX3N= zaX&S*wP-D$#_xkxm4K|bmc_oCRbJvfNWSAA|De}#`6!=P{{hLG22~hlQKMR3*Aqr? zz4soVaKe1If(Cguh8pEN5MshtG?qqL%lei9URB_0;wb0V z1>zwScC5f3DY2gtq~j9|2IXCZL&uGhb#v__@lXC|CTz9YzT{guQGv8iM-8hEgMNKh z08fZ>=d_g}D(LjszV#Zy5V%dud<1dr8P}ob>oomefe{m;XiE|}!|2d0lI6c6AVJ*; zd=EgXBBOkMuwvgg4dwA#TEuW6Eky~kM|zQ<&t144z;BWVqKq z&$OwYy|%*p3yvv7!RsyCcYa9hT;3m{75rCN|NWWEZF?*26{(j`d+!5IDr0VH{+y== zfaHd9OK#?^2D(Ewfvww$Gi>YV8{<6&-W>$A>8(b_9wuT@vK%<4eGA|m>7Pz9ZOOkN zE=oUX$bmQQq95&bkSzut6=;Ss5C%CTS~l^4`z@+bqbqX0_n?!fd%~zc{GjYCUI!Xq z*CFaoeXb9LmDyh$=yU-l2L}#6h?3v-t%&p1SCrL3lQmD>=vsC53cMBk9p!e(sz49q zPC`C|*J8jrE2d7^P~yF~L4$W6XeH{=fn54%g&&(sfy@T^-toM>Oe+3b`z!6s8Cq=5 zbLO6K<^C3IJS$9`!;1c^iPu~VKC_{%xmz?w?j4q${GI=4$e-j#xE~2q=_01AR1l2t zM>dVhyd%a&qK5oTVZO^2J`l=+pc6Ab>gYds80RY62b?t8diNLO|H8h(&o|+PB55r*qn0J1Hu`sBF9 zR^=7Y)?;bVE~;Zd>HA+@M=ifw!vbcDMU5NY4uNem>gO3`qc zHE4>~|IVl_p~pC^@)^_)xtkdKaL#WvW&@s|2<6Rf;!3RnDS=Y|tCv?a&Z`{LSEMx3 z8lGSn%4Z)!;D~9}bp~ve=GtKqd#oBkq#6pR3}bmw4NnUu0t5sKMwE<gW91`$-25#fdbO#Pd9}S$=koP8lKl-yJCu@!1fhdER4pEGA5k4rdHc0$ z=M(`9^IjT@r-|4#=P;{jx~bC+9nn%o)Tom|G1I!gkK~hki9e3rB9BU3of~*M-MjXX zeN%aTqn_b3D9W@huOnZS_wEU%sVY^d8?7~{EtBoZExS+f>f=@r?!B;PP{P(GGl+hX z@q0RtI#ZxEhRJ4PsNy+5eJ@PVs9zC_e?ZnW9>qT0_t)gbnRb zsXV8AW0~Swqzo>!1uA?sH~;YvzqaU=6_(q)iz;mJ#=+_xcyTl?>NcNW*sBJPW2SbC zBLT9d08c5nJd-MC8sCvT=xY7K&U3<%bMX({-R~St0!2`v(!An*hT|bjC zC_iN!&mQp^NNSw~9=dUPQt(HxyBS8?Ft{Vl{zhMmH1Rzq{1QfVYUl>Xq>$V`UyLa! zsIPQSZYd(~Ij7*$WjL8JaA^Npt>LBdJjh{Tj79bcYOqvw!b%MODm;Uyj>vYC(_G>* z@qdmZ;2rt;wmI}+ zWfK#Z1-9-b!Zv^#?&cM2kh$8}-P9kVEU3S0x!*s&LcAT07hs}k_q0-JJ$_NSEicxP zzlw%yCfg5yiVZBuH=TsAN8MDATMs(+YNI`And$YvXEDe+0u;zP9ZdsX*=Bvl}1s60zS-& z5UT;Rb^~n)pYMW4#O8Jj+aD#o`5UJtQifl9h!`GjV95~`Enl#6Ga;vBK5}>3XrWD1 zgOFECI?HMauJPN86*H(*$Bf2TVoyPs4Kwi%P%RZ!w!foMO3I2U-?6+1oYd0C(2)XC zrApa~#c*qf*3&3QJ0D1o>rlPL9BE?1yi-{Ax1ilrsJ9g$d2R>V;lBSfh-OTSI`j3S z4IMUZ$I2N+r0D^dY%1tKC|q^3(ez$qM(MI#lQr*D!AKpiJ5=xdYNtH0>nftzlt|Lp zaY%0R%JSSiJAd-MT4eC2k;<1(T*X2`wN|R9OKUX~yFL4!F{upXj0 z7{_>kK*!E7n?}UDv~AdC%9J>h#h@DB(D`Pqan81l!z%4#IV9=XP*MuXUQZR52p$9# z{P^_O!Atp=B5j&yKX3SaMqn9&qEwDhxbPVyN`i}r2 zKAB<9LZiQ0Iqd8g;NyQ(Gqz9PUh?NNzp&EVsL~^d;6y`HE1DVo!kAhG+t#$r1|h>K z26h}IkwpHNK9Yoz3j2FQz{8r0MJdqr-q~cR#ttrw8&C5N%iy=*0gf5ffB5%h1K^YS znP`8PgH2lv_DClB8e@7Jo^ipF^HdN2YbQ-`x2{~^ks%?hQu%?Qz<9J78u1t?AlbsS zF4*5p47Uoe2y`Wo#TnY7@NGy$LP1yWu5x1#`*NhKYY98gDpk9Bsr;(qZwel$HO~Cxx>!- zNE`768Q?%dYc0KDWzuBS_T-M1h8Y*%;?Enh%r%if7!QIYoBrVCNJFhZ2{dK?NDN#5|bS z8uTiJz1!(o3uUOS0_|64tooV5OZ{G|D2@pDA zBTu2At|Znm*d7dx4Z0^*K8W?UJ$A2lw$ao4h=i58BCE0n)Mid~@=2ZQV9}(qj zQ3M+l)6y(E7D#mF$a$=-3QIJUActs$30C}=f~0A1S=}U z1BQi1NQ6a(EGFaLDlI?zR}3d(gqbLYFy`|kFX;AkMCgV zDg`MX-Op=##bt#0Ezk@|QrGuTf<;G6VprzL$R@u%1R=4Aq_=0ehd*H9vIeP%Rw0T_ zf@Mv8|Gf)%QlfXiS)5c1oO(ZNVhyFC`^ankotQ!vMUza5p&N?!v;AA*@C*Ly8kf5%ciQW>(pD(SGj=u5xkJ(T%NjpIMwGQPNw z?fAm!88*rCMQfD$8fGl+h3kgKz199q<=uw!$Zpm3p7rN&?Z4pt2RT&tw|T298DSd) zoK)Y}eP#lo(+9;>t3UXy83cSB-W~Gv!wkU`@b`XOQ0IEKF=d?g@&nh*Z9L@7H} zW*Bh^u0YPF-=_nHxuig~Z9s8#*jedbTww+o+c)lw=?x;*if+5{Besaaa4Aa5Rt;2! zcL2`YOI!LGV=)oqzaO+|%6pWi`K~UEg!mBouGUWa^F4?tp`7@y;bt#xLKZu-`M(a&r)Z|o9mz(U3Y?rJsoijr6qlLWlK3f7 zzf4MO9|(Vf6O@V7xXBbnFa@g)ch zAbm>Tm6`_gi&o3HXEyz0JNziasUzZqM9wFjyGvw#RtNv|t}3!tC-U!p@^yTH(z8bV z5T@L1C`eb?SOx2?^l#F)js2mg$BX|(W!!4XFO%vNc?T&BYf_jhmaYn&O6_{=!%U+3 zEe(B_O9>om?NCKyPp6BpH>(k{CW_}qaD$g2)XV~}b!YT#08O$#NnmN@#@;+~{l^ke z|5r`myXHA=>kCrH3%5WVvXO+_*XgB`caGb1wy|&F;Umxc6UagijI(~Q1H(bMvR;v+ zPl?EBMCu7{!IWjJg>d98pe~)Y&Y%bTYP+5x*+Lb8Po|>&;=IBi%~fq0uQz)2@y>ng?qT(zo__n5_{+GQ2ZCN9}tEARnhehqxxx!f%W}evaSw~ zuVjKqda~Q?QY!Nrbl*ryANMeuX5Rej&z)}^3$mFBd_{^ts0%)w1~Gm!FZe!Fl1kC} zed2@Yja0c`KLU4)kLb?JoN2~%&UnDwLxbtiu9wT zERO&9B^Fcpz8lwy*0EcHt4})1lle~Zur(`#0uwF(@@6K*J8T2d1_WWfd0UBi{Y&OlV53*qDo2al$JCs&q#N$hEF+#GO&#J~*cZCn3 zpW)iS>cok3r|8e;Wjp5a&X01Y0Ch9@Aw!MeEXQ|@kBgV&dbg3Uz%mJ|JxXK?D47=X z47?|a9*KJF-y+tCs0|9_dWRtCN*-c{4o}o3T*aw-=ypiC4?bvNsK;EnI zt*Q;^H;{$QrJ18V(f&tm^d#^S8j$R|_C_qxSu{ro&n!6o8xkom-dphAmcl8k4F@pP zHnLk()7awAgAhBg%+Kp>n(t&YzW=V+YdN ztHZ2C^CVl_w7N=KakF36Iw$=TcqdNltOQ@>(ZU)nyHViPyN|>8UIR|;+Q_lH{bG;< zvkLx|O#l|Jsrl-v6{;Vs$FbkflbFDsG;zd$bS4btSCZ<)XXR*CnSK+5!{0$eEI)nrjQljO|6hrPlFhxW_n@5%;5< zFl|8q-%vkoLG~1!cYiwQWpP_=LOlTnB379g3LbNBV$Ne4-w@@dz6 z6uPZy25tQaz$6@PPt>)33cBgvxqIyv6t0oMPLp5cB3WInUTqI0jZdreTaxp7*IGSY6;kR*7{sYbwr@Qy3^;uL@!xeLJemZ z*ExWw+4+oTS#~yCXP`0r;)hul1l@8mLFHD9(PK8d`Bhw-TGhx~PSFfGXfCQ9b87~) zEK*qoXSMh;(T9tP`S{sth9cRWVi+_poKmY@zdsx3tck2l=pS!2=RmJE0i{;4Qn7>K zXCzSX7jX=DIjg0Py`z-oQ>-tMu^O^6l+6zDRdeJO&`&Cx-D~p3c4#SR>K@sw+n*K5 znW{ByJ&~9_Jv0kI>&bE$dJRiZve{7iO`!V@)ATgO%b=nP$!7C1_sTZp{+iW%*~|kk zPY4=2o{$LG$r#qdv!J#Yvh4uV7hDkEAyk{1>q>w=G*6SJ!v9P;x25LDBDgB_&y!i)z zKo}kLXl^Zu$?*NE(h2$PPag8`atm`tUsYL)K|iS@N@_8qSsPE@R$V1f)MN$!hX*Xg zz8QZxl>%-vju!I^cT@)cdwINu(&hI{2hUOQJ1WD?w_h)P;%U(vqZX}#It)<;%z9)+$?{!_@GJ zH7#p6+T6^Sq^8Uzgq{lE(z4f7z=e~{oCKR`jL_IziwfAEjT9Klm6PKN`kJM_Sxa_T z2G7w*WzAF_be;2Ja1Zv_W>jA1F^zo!T{7`&=9t3x7DMORIB(k?@Gl(}ZFA|)7ozh# z-8gSB5WzqWo#o;*@s_du#pZ@K6;5V_rSd}fEykdGbw{+wDDyu`@vR%D% zmJlle@_ji@Z;D{}Ln4^AvJp3jKA~$JO2%iu90KmFvIT<=T+9C1!c%31pr)_`AFZow z1zYwT@D36R*j`mxuLEe=z14hvo<#$zY@J#*P0d(Uwquy>Tb9{hy{jsVM9~N`=3Il8 z#S|{C{dKz)mw4qYH0F>*{-s(@LeS%Dj#1lLR#}G$CU&Up4OR+yt89K-HsVz{;3|u= zWrwi{n6p#3UO8$zyUIS`VJ4}z2Y^swWLWt7I;HGG4vz~y(mVuXh{d_4G;S7o&>tuw z!ijY4XrLA~5skI$>PkCG$-w%GJVO&A8WxLG!o;Mm%Y|4J76T|SN}8`Ds%pTh?s6Bg zxZ)u>z9Ku7Sfna2h!_WX;5N56>kSOg?;fyuvhp(5`*r^1g8yr zYl8)00(`+7lb*1Z2?g#A@I{mHRiEaQ>-DjPt)P={%06RvsqqCh_?!LILt5rQ0k75 z7TS)*X znHZT3fhM79=BGDAr|{;oHZrT3*Vw&8kEm%$2A@LTEJgs$Pb6o<5 zD1L7{Ltm(2qm!GP%o~~J8}dGnJSh#PO@m%?9L3TgP0ifos35oW7Mvz8ybEL+zCp@u zPrPVz+NZ8XT}_|`Ty3dllEaxA!!1CsZoSgj@SDaIw3TCw`7nM^1Y0u`_t@P8#M~Li z&oq2?EU%d_|0-Hno~t;>Br%m~T)kZ0&GPxLlCR)>DGj7=f0ear(4EKC01o-8oYxw@ z_~F0m%ts|h;e6Hgj!KRe7x=GAc>QnGP|jCX)ued;s%PmBfvansYFds}GLQLYX z(swCCNp{1kSPqN+VNa-Fm@@k@4;WI+Z8nOM2Lg2nw>EhUER#%?RMz#mKLj2M1V%o3 zmA4YGZqohBE;ZPJz;vRnV$y^GVM_vm?hK-K88Yfxz!2CyT3n~D>UNC`^|^V~h43%M zFO*VW`ATgjmr0NgsVj690q3kFbxnc)tXF9m5Hji-QLm~p zNi*qTz&gDBp}NkapCFI`vZ1cfqtt8H4ScX0b@A_L`~ZwY=Q31Rxq{wzt_F*`CSe7t zXG}s|z6nAQd!I2!&py|tI(1dGYi;3s7OrSglz7qLJ%Wt7>O3pEfH5ZOQbks^Ey7l) z31G6izBdEzHa&c*km{1f=M51+>TU|-{d>5!J>csEilF@V66wM#9~X^daQaKRf#`A! zh3yEq-3dC_rusCVfVv~*ov73qDi`QM9m~-p;KEpBds$2LL6OtU#Y2wXM38eq0m2iq z(hEt7!95fU9o7=preqH)TXZeA6ht`R9B{UC@tS&dUNou5sO*6@D@X+?Q(v|2XvJm$ z^=GIoW>O(#282N>TPGuUODASh2_^HOL4F+uQURJ&;39wB6=za&dyvX_4gof)_}V&8^TaOcX;fQW$#)w~jCGy6mC;}8dV zd6J4M=0YFqD4HSV!S$cQA;YZSl$QdI#6ZAY$te&<;eC5hIDkG0NtY<{bxC_&226M{ zJH(0HPIR_tK_R|pmZ!MrhaIEn%4SQLni+TGn%M2LhqSDLOpw4`fl=&PK~Sq$OE+TI z>6vo$82}QN;E zamP0x+|Rb@^q4{o5a_o+Rwi0U$}> z7kPEA%1nhJ~0M@nZEQ7QI=n6SZ7?jwcB%A}rBR5RD zH6|ud2#hGI+5*Ojoi3;Ied{cMaW$Au{(8?^m%x{@v0$VV&Xw?{ zWWT`PKP9HfPNx)<25UU_2LjYnTCb#rt-6RoA@dJ2o>>Mr)^68cSa!Zlt?FRys_a~@ za`yp29Ciepf+OJAYvO*W3@2y9b3v=TOsAx{H=-J`SC!>nXVw zQaqtVKKTeok$hobvpq$FOJmPsDV?%h4dp%6MxeCS*yi1nN~B*N6(=%Kiug7l>eSAr zr>bgcLiDO5#gQfj-AJ$$p?p85R0bvTOl?kMer@n!#5fw9j?fW7qd0vnS{secXq-P) z@(I^?qB%J-nou$t0iEbQv-y4tB(krCSz^*1899y}^mJq_iMy)OmWiZyny zyqXeR3j0`K>X3{kfl6id6<07A_=8W#jRHvpLwDinnyP4G7Z8eUU37A{=!(9t*hy@yshk# zJUC+y0Xm}-s;9Y}MUVwmqr(Pq-{^-kKhD#FvCNMsZjuUPBDYsu?R2%|yi;EobJb%6 zC;Qe!`7M&rI~&(%u*~AkNRK_VGpA01!y@|ofg2gd3lc9^0n^`4U@n{M92;ZJN^2hT zM_dUBg}c z1Wuz(_TUbxj?#3X5WLWjvR(U|UX6~csz|ClT?JJ6xRX9Jau#gfv$wUwjr}x6VBjUv z!3@;y4GFI%P_`vIbBp3P!VHU6;RJ7yTuN4&Uj?bN#ulc*HF_;n*~CV~p0iuo^Lj1b z?nZ!!Ys@w^s>0D}2yC@vxR#zGyE)41B@!zWe451!zPBK5R`WpmrBE19>9QX?KnY?43N+ll)$9yVq;%+IhCi@DQko|2_0fIwHdr7 z42M2=F(w)Nnh2}8xlJ@!pYW~*p>f^CxBh~H7QcB)Wb&BAd|*uLm7v4u$VRXouW$t3__H=M2IFP+K1B2=z zo`hu|5^qt&rRvkC8{9+us6q5o0^v+Xgc*sCgE~~nEjh!9pbo(;en{9;`JfQV8lIGI zC)>dI8Ycr8RkCom0d49e!mUD@@e=Ogf0LaZ&0*@_Lp9pg&CPXU1m*Riw7F64Q@@jY znF*zQHx^*^C`?eCMy9~~TX-nxlT*>B@-90bBxredjuW51L0h{8IFwmNuE78q(EI-%gT{Fe zv2~%I%SfLvEbVHIZw9D%5Y*nMZ_FC&gp&4+Jy$tCX^`O^S7aBbJ%)v5FYUNJG@*K+ z?K93Yh{sg&>f>npaG#I@RK<8`IFR zx>f{0t#q3W+&@%Jv(^T|vkIGn=~Ue|T@mNj6d<>{F8(}|!2X26UUW_e;ftY_U}Xka zBuiW#4SNc%nv$S++2ym(XW`Y<6>}x^BRvO~1OQ&;nfRD13DK(v0{K*TlxT=jnE|(anh^w8YJkaQp^p@;ph6`H#@d|o8c}j}!*4nV`djs~ zgKW{UtLO-8)r(Y0cO{>xQN8G2BV%_4aR2o?3ty8bwzD0c=)XAPIcHT59yOk&-hJfM zv@A#`vl~mc1XU&CzJ%^9*3xkj8y3y3`o~0`mG$h0uAx>gFDcAfC;;{+2i0YDKU|;D zD9@6F-iq06Nu-V&S;?x2tmt~Zyd5yK031e4A zWj9asj3~v+Y2oA9#XdCZ#xhDSQY2%hf`6Cha5Q?&$4{kPH0BVr38*YjvKr5|ywh)f zki!ILWDk0$IDV*`4z-M1)8~t#Ot{|@LX5<8dLUMtK--kFArnt+iL0z`zR*hk$O$#< zyeIP<`$5St7ZWaF0LIaoihX0cSH;zK7Y2+@frTZ*WZqmbMc{Ki`WEKu8<-QxUeddA z@%}%M;u^W24?rzJ5_N;ra{;CLC&S^^tE7ZksdY~hc}m|!yl~Yu&=={!X7zzGZUVvC z&}1pL`s~Qr+;Wf>D1iZGmvO893_=m?qf(gR9{?IibBo+=^vJOTjAuEjT<+ytC1VS6 zSP9KqWN)P!PR&OGRr@;<8mQJH<=rP@a&KVvGM3A4Zr>D^Mw3=_$_vs9OF8XkG1yXz zm&+4t!SauRDnLf9G;N41LkgAtyBV zwF75J(3b%L0?G-6BSVHT{0%jHzNxd`yxNH+G>CmunN&t=aUmhxbP(U1neI3pg7ZAs zR!F{yT4#I%*^bW!-1E&X7@0yg7Ieq|S|PFpzPU|6gcZ)SLHIBZzxpO72zkf(?3)pc zOTasCVl8-Srnr|+ogvx!$lA#wD zzcuVF;Duoc(RG9o)n@378njPnF+;(*b`wwo&tXZ(^j6&(GGd4qgoP(0e}*j5fW6^p zz!pttLbe?%A!51T6dw)GBmO5ko;chn-L?W5_$K44=?^l~Bu&rUfF@ z@i`$1G8BWnGQ7ogLUm$@%yo8YR81%dUtF9a*-W1?7oNsp^Z7WigP;3fLneajV_;nQ z2N_0MIVSCco`91k%04y>4ZmbnP;ZigZ1JtT$8E$dPMmhM?1{odiN)IiYdRiME7eR0 z6O{$93~H)jX=f)0qDi$rtcpEEKbCIV(!P~wm5Ml~L}hzTO=r0a6;6R|RT=8)b~fbx zs~iWx5$AKaf zlTu~!3eqmc0Og_W>v@+R0qM}0wc*^!e}jxyVknaJ+8>gy@Ut}+6$k0k!eu!6wFl%N z;$aD7wZ>RIZ_Xw{=qQLZRCQSx2PL6w&%JI_9X7X-cJ1-b?J2>VpCg7uIk0(v98%JN zpq5A~CA+|oQ1Jn&f(1pLdEh2hnF!I7%0{S`j|P%Ms!&PJIiZ3g6&;Nd1M_2dEaRb4 zmCX)8D$jNfLzp4X%;!TQ$g%(@6%2cwCaCH$R4mQ1wyY<8zqWTOjACtbc+5ULJ8Rj- z0`kasUjg}%_C;LtHe5}aXl66KIe;C;OiCBxa%p0WuZr;ielnOwX#~(BRAUE#r!^T! z+flJjk(v=ZniXNeimHZ`DbmA2dr$x#=rWX5S|Ec$@cb}#Q-fb0AH9tDXHv0OlR_}? znmCst!GaHh1L92DxAn-Osj*eTw&1$dqg!zKkp>uT5YBP**Saa9$*>EeS{gjp+}sR^ zGF~jVhiT4V9!#DCghWAdw7?MnFu(mhlGUgt`2-giu>cIfJ|?KBznXv?Q4uV~0ma4} zhK%!)ibmQtYES>RMp*!widl{bu|;Xep()2aSR|4@Sxs%dRyyZklg3*sP6cqcEGwAx zOj3p^km|)?6fv8 z89SC%KY*ee5bJ8}){t@yE8Fsf0sPUarOv@vv0(_JpKwbsZS|_*kebUZw@R>522Ss< zo6J1qAy~W_YI;moPS1y6c)HXp4h9Ptn8^8oOn@q{DK`0!qD4$wzqk~gkEk(ti$sq} z0F&6!gK8=+OyfTe!&3qlJ7XnROJ6;xVM+-~4wIkmI*#xl4n)zywnu|VpM0pPUZ{B!wUtoPk1dLeHQYLEoo))$Lv4k$VH!mO*I zwjou%n$|n%5<7yuVc=2uvl!?JN#dp>dI*|Y7os#C=#o{SKqhc62$S}ReqPZIDp_Bv z9cuzxfP3X^MPqBDGxOY`5<#o!gP6}`s!A<{zhcLH5R-j#*v=S=NJc*BhWoH1G3VR4 z^mah^!!5HU+0GG0?d;7A3)L)32f|kHGW0bT-wU}h4pr14=fc+GSOav|N&xu?hC+Z6 zaxbA#6%1Orx0x2@Nf+1AFtREN)>NmCrL6<)x>3OOc-*Id26a=&H}q+X zhsk{q5e?J|_wXzH9ZgrMKlp@KKY^5VKY{uf@LK+IR zHC%fQk-b!}a#Cc>rE5QLEbLev%t2 z)#yN4uo#LLEd3ywc3w^EMBW(_FtijRy$#3|CYUnpVPDIX1|E!xdQNq)MCiK^4Fj(p z_k^q?F&HDSBm=!o%BHpr6>dx{yq&|t68_I*{}f| z`Kt25B7xV&K&x914QvIUhTx!02n`cn;mUZ8KAf4^*1@8pc)PJQY9vqpMo^3i2hB&s z2#$c~<=k{VYoX704G)FS;RkCGH4qc%B|Ox%P)z}}G~S&guqdT48LIl7Si%GzLb5}3 z_o;YQjta>~%-*OYYhMG8BDW+b;>va&te|jNKZ3$^%m9ZGQU0X;glTC%95JUzsOV+@ zv*wiPPL7tLcmW5pG$8ouL5>Ca6OPOSlCmK|09%UYj57v;ijPtLEEyJf7bBEfgq8K4 z%Vuw_YhW8(sO&X7PJ4y#9|8_=%VN^KuoFVWRZxV-uj$>h^5`N2Kzt-Nm6(RPuvm;9 zyMne0t#opWpA*BR;W!9>>`Je6(4H%OzII?`fJ$9iTjfB$=ZJ{klTK#g;i{9}CMki$ zZ@T0_*3YeLFx}1&(|AsLN&jzKlKhS1SJCNqLcD$u39(L&csOZnkpK-aF7nTHoF{}V zA8luwYG_^^FF&vx;lg)GGj2KUuCaNM$PxlaPN1YidU+G%Or@c4FIeT*xt(fG)<^HwAh=YOzJt11k0YE|O4FqS>2ZG4_`~YO z`gVE)U}*2u_gw8k#$GG5qD=DJyu9)Fvs#(r#^o>RpnkPVH)~jJv~vW)s5EaRG5X@H z?t}zQJ8UPoX0~P3%zegye!v)*+5yZweW^Qx0#K{oAOXXVTeEyek{_{uf$#I6H3^qZ zSZ7!Zk(lr-z`?7LyRr@Y@Lhs?-yaJ-^PTS?gr z9iZ8GcWb3wM1Vss)SEUshSrz2GxIeifc7MG>b{QwC)#^;&Ha=U?6n4IWoyD6){qyp z!AFle)N8lzS6Kt+!kT0f>oCy{$l5E5?D$=*_6X!Bsyr!&+uNj0(F}e`gbP)I&O3%R zU-En-ZNIm%?DR|M^y~)RtOJAS-4_@kWREYP>x2hRggtr>=qN5HuD%~+>=7(M;&$wz z!!0xu7dyC~j`>o?jd{0-wv_u^{P>|>Qe&{#idd3n_)ozv@&v7 zzMWEFC9@XedxL-`G=4u#DmoopzTbNX);s|=gOQ`|(MAvPw8{raUCm-O!rspcm3)NA z@yOaAFc;Ml$=>`Sq2=ZA9@Ar$e2NDZgZ!?89$pEc1fc%vxaCzFl6^{Ft^qnH--kb^ z6~=`vWD1(54JqF%a}|^C-yDcgTeFZvPW) z>3ekJeWwWGL1Sd!7mPGIS}@%E6U9yx?J~D+{hP4Ek7U;R_^d=$>a4!WHAO!iM5<&5 z^M;>$9gw~7h2)k@@CG|=0Tom?+C8rW1Y)9J3CU!zbOV5E;!Acw19t#ZaQBd*4rZXF z;voX6_yVXf4OJ+qJK*;kzB=zxVi`j<$!U2+<1QVkF+3+Wp4Q7wDc@52X=EA3s9B+I z1|iE*p9+mKzox<5IswqKd}I?D6b?wvVuGo)Cr>|7kHJk@8h6mZmpAb|#{inAEIp*> zNYdeKTLvC7zVA_i2taueG7KDr26!dzmmeCEzcvFRk|MF=rs*^gv%O`Xp&AF*APfGR z#%ogq!2LFnxrLx{js9@vJRx&#a)`w=09(r@FR5 z8a=+h3#)Mu*0FikN~eh0l@JD~LeC^mjMbk@5LBH(4!u$x;AiBn_@OV$B)dG5P6Fh@ z7OK2tFD2%@ugT~%=cU{#o>0n8%&u2Z8Zu{c)&$JfnFFYW9l}%%1P>u4GJ#nwxo^S8 z*XAVBAujiQJ2zFK9jp_3?<3?=Ri=>|l7`zWRekT5!&EkWuO}H7&CNOu^gSzmbr^Ux zQ+We;KgQ1eU`Yx-(kJ)@AXH9-oZHrs96Q|-!^`T03Hxo%ch zbCJ@)k}s1whqdfwICR*yMxjKAT%RxaxX&mu5MY7AuCqw(TMZm7!RTcseQ`RNli_cm zBOA1h;tE@zuRE9xMVdt{4L+9Pmj>;&{vd%jJm!$JU%V4f6`qOY82>4256D&v1W$Wa zZ&NW&sO)Y$w_+1u@WmA88R^aNk|?e*%EZ~5k>SOxsNIL%gJQAwlL%msY|}g*@)-lc zyHsMo1pz8i)CTIq;ZM8zp6NVnr|6d18304JrR(&2+9i0!p0(=6ZRMq^T7e-{3NB{q zRN@`Un6%Hqz#s+tDBWew;ISK7iG=r3(^6IooygepsFOMVAuIqHAGE&^tSi9EL?N99 zSr48pHXY{I}*3HIsT61({r8CaVJIVxXMfKZiH;%XP3*LLls#QwQ^gTjxQsQJS`8w& zVDn1@U#-@kfM!m{EX07(O+l!sQF)ALYaGJh#ODe%Yf?g6xkObMrrDV&{^D?K7VZHS zcCBOY4L~8x0JC;$YvPd4C^loXab?>)W38ekg%Yxh@e!XLQ|nU01XO0LOF6(`Tfo3L z=@fi{J6yFTI!Rjr2D8e#yaPG7XS=PHLTmP6HA?cxz~74tfI2apj}R;|FZ-O~xOB{v zE*9`tnNwO;<){TC&=1N^qs%EioF2;%qcr@K5P5n_BkkFNq#q0E+U5chGr^}urrZN; zNsObB-B{7{i`7gC)~^`@KEZ~`V9a$A6*f4gLptuj4WN_B?suorJBcj3%r0L~1zWQqK^+h1$+=g9%Q>A!xO< z$0>6i*zGx?X6jKj*}b`0@SMW)I#I^t=nZ6wRHILjR^TzAtmH)(fu6RVpeNz+sahX1 zqcdG;jYH^T+CkZbpcELEuv85O)5pZF(MwocB#2OVCSsm=tbr@hTp1G{3F`$2jq0995Mv(C%08SRXl$Q% zL4{ZqfGmNATyz)Ncq!2b)e<|%7#By?4w$57_4Dj`WXw=gZ&9Rk-raF?kvS)T@UB0Z@(=`>n7BPz)T_30_ktqr!T)_+J+lyv6gk_2oO^+%+}-u5wS|^4j=dwm zIx&26z1Z{;)?!uI^qQxGVnaRieh-mN3mr~3s*x!0f^8~ngV5P3@W=cqN*;BP+Rjz&WxB&z`w)l#V+Mf;M?DIbt=hUi?}bt0*_)cJ!)ealw4JAjU-(1!)XWr8zuVyK;PD4=b_OX} z0(xAhP4H?fNH~}r-cT>tW2S#S&FJitp<&-_&CN6?T^$wpsgd~*JH z4ca+m0lyN9SPffn=xjsIyC9VPX~Q-5)LD@7(-%X7Z^6mQx>tSbY{X$Dsytw2N$Vb1 z7rxj(kB4QD9&l((x409NRj^s~1l_H&B5;i*qNoVSc1R6Lzn=RRE2cBDhE&HNP6we9 z-zwk)0umS0RCT4qnIv#jP0v2eNW(#c0l^MK|Ib?a?gnHXy7pBWv;ZI^I*g z7A03H{}rxLGRuh_av~4omya9)v4o$v=EM4A15Qzf?l(@4hR33B$z&W@JW)6(pwrDe zj34waV{{dRw12EhBs2j8SOQ80+GHt^BoK1*0Kfn)g&ta3N5GKl#ziih|5P*~MKYzO zCf3aW00000T>t<;c?NU_iw5+$qSO;;kPgLZQYYzXAbc7+6W>T44J$&%#|Qe6m@-TZNiwJ@1sAT4_mGY#tvR zWIpu3cxdHjiqS~|W>qhhE|ayMr(|Z2SL^X=qvF9a)rLf@8>rZei3g*K#Ab)h>zHI{ z!geVznANOtG0?GknDWD)0jPg|}lt?l(i|`!H{P)`itT~Wl!~?)2xXzk|uGOg_nhe8%Q^6Qx7=*OgeseLbt^$?t zB5J|trIJ~7NTF4gq&{J6Mv68eO|}i&O|sStKppwD7$ zE=Y%FQf7!eX&u+|T$9i$Kv(S|3&yG7u5*SORwOWs@PrA+sWu3~f9@p{zfW4>n>$mC zo?aJLF{u9fh+knvN)1GyKS;7%ZRohenV`NPQaH(nWftMM0|%~&B#u*2W}SyqkhrWO z#tJ+mo@2R0GO$K@6@rG!V&c28td~Z-jt9k)P zyjy@wjDlAcqb0GR+XT?Sh%cC|%NJ}4Aktta!SzmTq1)aCY5m~)P?%RFM*Ev=7;ds* z93zhIi-i(c1DGGIbYQMIKl8gL2O@i+Yu0(Ba`s~W%wA*|4z`}A6ncTxLpl)A3?+4v z1Fw_D&OlU$?noz%-BehYb7WtP_F1MTY0N(468)ECjLbLX?bdrOgzpxe1Cc0(L&tMr zg~SbZr_hR@7_Fc_@y%>s3tGccBDopa*`W(E3 zkPaO%#{gX6O&-H=7!gb+eu4(G-jO^Sw)SF&+D_R?E+#0~>n<2t-&t;GMTSRr@bNrN z;)~rWv>=zFb^+8y{GEl?ZEi-H^-oM;9-y`?=co0ydJqh-3Wz@O&3v1DK1NH;4lT&u zg2V~lB}RD)E)iuI4kz9!!gCA=i6@9m=4W1u61lh>ti2kp9UL(AL=<06v@UW4-4P_F z#s_HK^^MV@`$cA;syvgxe1$>>a$>611sy6d2^BQ*6PkQ%Mq;+b^m(YohPp+KV(DrS zjLnB6Ue!$k9B~YUc9IH&()BnR`tRsepLcw2m?~z^0EX-ME&_(SqN*gg&a0WV^PLPt zo*Trf2EfrwoMAYWkN`27QE)MAt^1{_6ja1RZKv^~8jDiZtQW4QT#**afF`^JqatZU z32`scql6T6kogZ~tv4SP$A=p)x=GbK^fMSyLft(ZxJPN=9>Z{`p-pH_EKz6)bTkvM zB&1rOaQR}?CcwHJlxdX600jtKUo^6fla9uR6+o*>bqNZs5(o9%N#P^|D4aBQ$9teI z5NUO2XMti^kV!S-xsbwR7!C}>A(Utx|86_kf0RY$7*A$Z6PBZUr?e=Mo}0;hN9J{Q z@c`R6MszWM)VPeb<60rlLhC^RUT5Fz^5zj3tO#cq4yo*^ACQhHlcs?fMJm>`+`wud z9I$r8i(w;VD7u)hIlb9XtTrFZrK+H=buUpMu(~@?fchu%5ZQw?W}m37OkDOY7|pOQ z=8p=*n`k8CHm(_fiRg`$!AjZX5^1`r)SpRmCU$uLNRU@RLulUT!~N zQZl2c2BSF`D>kME&eisG9FmM8OEx8ov)Gy!Lt4iNssiRcSxWpG!q(`*DiYxv6b_Lg z(KhP?39Qh9dLiJU=5C{^q~;@jf>aoBPJYDb4QE;(+8o#CMi;2-UJ%z0j5e@pU_FyC zuV^QwK!n`U#8Ee_ON@dB6P=rpV%3ctm~UPe^Lq!92=8<_I{sO3RqaG7=8F%-13fsV zW)>V*<`i`3KvkLejZ=fsj!U%h%z~>b=8^-E=K-SBDYB3FG|{o~Q5JSgP#mb3YMlz$ zQ{@;X1|nrz5aB^IAS~Mg=@BWj8L~mIr{|bE&+~uoN&io0WL~`MJYhA`#_Te^(4b^IC;86 z6{sYtK&AA7B$E=Jqz@#SW`ax)EOh(uh#?iiLgvMbSRN#jmP@ZiD*~j3%~(Lq=oZRE z8oMCzsv_ul_6x3cIc|~z*)lo%f=Wb};G?*r34r@Q9Rf15w4O zLgdPuo&bSZE<5pBkO=fTL1w_gFdPghluSMA2Gn(D>LeQ&0n9bIJ=PqIQhV-V!l*ca z!1WB{l#4CwLV-}Al6fb>i;T}hL2wnCG|nn&!D#p%>Nt2@%B3_e48wsnplN*l>$TDu zKjNVucwrb07@fc1~wAjq4MI$G) zg#`nwT*X;HUQB$<*NNDS6m@P!3M8nyos78|$&h?tWYnP_xjB80nfdy*U=+eI96|^x z)p`M43;PY?`jYctv>_`W;`6iCp(5-x>kPx8Q9=6%I9M==QCtF z5Ot_23F%0Ue1_pLlAXqj_FxE@hm}#sGm{vIBr}`P;#!sw=QMOCeqlj6^dfr?b-_Z% zf-7*{bHR+b=mX{w%z?;n1fq4FBvhjVtB$GQA~k_kU1C$a2`uP#H!-kr z%MG%5v%qKYEI-Q09ur+FrceBiP;Jg9enoIh-IH4Q5%QymhTUXUjFKdod7PN)U>%HgL6kbl z#Ug--&#;Yi9vtxnsCZOMn2@_9P}eCKsA@x#Y1j>I1nP)`OY3!$9EcPtK2U~lKGcyq zewvsnv{l1WPM_A-iuodg9H8d zQ0&lz9YbV^lwn@VmB5NA7S|D;23P}VR{sf#SNI8+)Jb*_v(_Ux3*CmiMgT5mk3r-! zneT8|9-NET^ou#th!Q`a%)IRG!T= zY;FXyJTi6Rx@LXAbHhX`HvWklP!BEV*)^$4>vJGdp<3}5cpl8b4v5wvB?FXsDc`)- zweT}}wmS5Jl6^JuX?3VYCKKPZ+VvTW4F}AD2`s^S5M1FPt&^o*E(INW1!~38KLeRn z9s6oS2QUdH^K~o1`ja5jupMO*U!av>y{95s)s2O3L@rFlpiCMWB6ze;9U9J99V+4y zI+P6G!}vU*&SL(kE10@atA(Qk>r0Yx^AFm3Gt(h{5C|l%*@zNi`+>FY<3D(>D17>pV(3NdtwG#`5UtdWPXZ!dmwZL?!-!D6Z;9;Wq1h^OI2QP~4e1$&g}Dd!i@S ze!%hWAY48stA{zM!V2cP5Rej<0DC+@;p6d0?JDU2<3JpMr5y$YPX{1a01~;t0?UAg zg1CZK3A3Ref~FXf3X5Slh$j)MCvZ^OVS2goD*zF|JIm+fg z8YXHF9Sf|TNczDV~00jlJPC^{ij-YerZH3P}%@CQhjoF7xRfI3>^5$`vRqICu zAC5>P>q3nZayFrE&0WRyj0F|Q`#hwgGVxDCr@$+xf)33kWY>2>mKwiZWGA`MC#Hc{ z^^`K-CKS-f$~OR+h`3HSIupl893#$itWMHYfVe)#i(%fQIZRtpq(=OMP}@Ss!_jB4 z-%A6l9s~ubBP5&sS|vVQ|0l3=H? zA_0|&CqxNYrFF+!Ahz0G z*ojPhhzC8p7O4SGB6Cy53npm}BvL}iCPYCnl@x0`82vV^3<1Uc z@uEmUCst|{$v__%aS}nt)UY68vAmQSB6|f5*Xt0EhQ-`2F?zBLQ^mS60;YsGG&@x9 zR1IrkfL0n%0un$AP{4;K01w{;9!XuVXYoi%Q#{v+C(`8EB?hKo`Bo#T4zyBPM5?yz zt47jRilS<#8c88%?Y=ClMbcd5Y)VbFNQ!Ea6y$tbPfsmUp|V|Y3DzexBrFmGF<5;H zLW>$b6eE%@bSFy{aeq818j=UT z{7`-N2~fmhxk8U&9Xe9S3tA*vw;amBT6ZV|afKC(Sm7RBs-cwyH47^kMg(vA25Ss3 zx=hQ47bQuA^H3M@K|2|U+!-Wbm7{x3fOWY8bwi6A3wW$>h00)T9E3}$aRV)5`4xd# z1!I6=7!DgWLWoFYJCdI;3qfXL4y^VD@5pgva&#v{T*u9k!bzGyB#mtZc#HjL)%TAj z3N7YKU>FXLPRY~(v7lQ596^L9s0J>g)K^2t2l}2!fWa0txfjkPU^s{YwG4RrrQtvs zK<<*l)rLM4s|~Ftv&#e)7F4V@l!{D}(wwA&A#*raekSwF7xln&N_-72VYAd)JB0dO zC?r+jBv_9SdN3snd0TwYgDD|7bBG5#6{8na#1x|vJ%Z7N03szcxStq>a7strpb zz&JgIWn2&htJXD0cnPcwW+!lU_Ehy_Q`OM`Q^JuOs46DFln~2mrm9$ArlwFmOkJ34 z7|bvnZXY@DisUzAy>Zp~-a2Ob80)`(YrVFPxxUS~)OpnO%S!KKeLrVR#{g(Rm%nOr z{(Z5v}0 zym78}*Nt@@Yu)+oy|3Q7j`?%>*>0Qn&Nh#?>bw8iy6vTzj`>0?rj+ii%aUq3<_a+! zZnV^P>w6&;->+NKUBB9K?*M&2Z%ewlPw&@U-m2*xuZ9F{ zx-;G-rM4`~Jyuk`+m^Q0tIKlKyW(6kwO7Bj$aBeT<`C){=Qq&Yil{`a;I(m&$+C$)Z@kU zDZa1ET9#wRm*)DI{;vARn=`JKYC6`8-~RqgbJlmYQ=bUvbvs&VMo9 zx6)GQa{RAliSMqPmRjrlwQgO~fLqc{ccvEadoLXg2UoqN&9BQ5R|w93@y3_#tVdfR zhJ(x2Tb6IJ{_!g$+pAyStnrt4EdREtt~J-acd74~AF?wXT$Pqj?=8QM7iXIBZ(QR4 zv0{kf;KHAu(oE~uipPB++iLy)^pH)4d<-I${k8z;shx>8K5dTfn|qQ(N_Cd&jE-aGA5E<>#t@ zv>I{7<_0AYuTYt>>^UbBEH`lU`_gYAR-uCO)o$=H0 zmVfKHT-{>P*lIi01(@xHV{IZ4m;!57f&oC_bg`z|jv4EM1sD$pyOgwUT#m+L@p9)b zvBkM={P#!8li^^WNCbwXeIgMW>kIf=|Kfc|jbFtu97=}6C);x4yKyb?m^C&WZUO%` z=bSgCx*RdykO2KUf0-#QH65?jmABAUGyr^6KqLUeF?~QMGSdUzaKL>6zz_Hght?;6 z22dP811|jlYHI+kHQ*t?022V~^TK6R49WmH0%Mhiq?gp2nWW4OteA>zSUjf8uUteL znUQ1~wkBL+ltYodhYFB?f^b^@Adw`K5{{&?H(t~{O>(8hk~3C^MLA$-bGp7Fy4(+u z=ckuIL!+cdsZNu42ZHF9VK^vSW{5;lKC|bn3|5DurLj2nc_=_k@1Rs^y{1W>woHaQ?LAa7!7 z3OqatFHB`_XLM*FH8wUgGYURF3UhRFWnpa!bB9QhsUq?-`-R2oHKJRcE`~XWgvitc z?h>O0-SeoBaqBpN!fn^Q6$D; zBnZ=BiXJcW0AycWI`tQ2g^gcFhZl+DEvG`8%(bMRc?5ebHs0dlHnS%~CZnL#Z9_i% z;hZ;eKS)I~y1ATGaec0%2Q&i(Q$awT091V;Dyje(YQS1aRLq3`D6fQ-vcja*r^ASv zQ3h+T44)zA^#g_R@v5H?INxnFDe}{cGI8DO(q&%c;|pjyq9!PYQYcLNA4-`aI&NIZ z%j%0K5+Z6pPt}8>XuGW{=6}BkCdHG+u|Tm9l3>MWA`J~E)F~AZ?vWm=0tgO!Frx4Q z3lQ$puBT(urlARr3Lu5?B)@0D5eO;u;$ubogbzVQosw)|$ADJ5D{pWR%P|M`ds$~x zyP@gmG8R=7RIJ0BnT12F$rRLbEttraUKE@9k#GaSA9@7$@^qX5!i(xC@^ktdVO{M4 za%`YO=aCwA=zyr7rHEFA|68>`tvsZN6<|^>0SXtN+1jhNK>~Pk3KrG~)W@zpbdU7o zLpO^OExl*e_}(gcyH(+mI0l~L8NhIGk4<`88zE>1OXNdNj0twd7bPBZQ;_8uDh?b(Tc^najxVkz|%7KYETIjW$LTQ^DLb#!P#uvD=XT020I1Ibf80G3>wTJ)oDK?u<5U`H$i zp8|)uuz1*(e8X)Yv?n|$Y|TI=9}`a{!8P$gv`~+~#gTR^MwR#ocnTSg!DFIL@$NP* zXrJ()$eIC;Jkm=I0WsN|qJaXI#}dWvRuvFn@xxLzjJ;gG}{JD6SY04Chraw3zs8pZ{{pmi4Ki(c~d589eA?Z5FX$c!~fBp?}1Dv)F#%pBfo zOanEYheDfjNM7>SdLzFl0 z-lIFH%D%h&lrWlkEr%E}o0cJz8)rDE9a+Ji{vL|f$T^O0i0nGVi$*i+1Iry2f$*{0 zFTH};%!uA{$gnG!NK`--9-mAE3)d?Z4++j#2VLipItn{g)ECuxYn6PpnGZA*=UsiQ zls`)BN{V_2{VWn)O%EHrY)I5L z1GAjSPZ~A54wEmkt}m@3h}$?g1r+Jqzd4lEvv73~U4C`E2H&%*DvC!ak3gt2tNR2c z7%P<5SondZr{32CiEMm$;2uz&U}}Z^u>WglODul9`m#c4koaAR5jztV9OfVNwE``! z&?Hu8OTfsM83>)`fIwZb<|fPa_a0Q?SFb}o->Q&OA3}^L6*fbMv#0_n!5!;p^^Qo` z1<1v|Xf)HIEh32xz8y=Ru@WE!6jh^qpqLOyl?2+io}hHXDL@gYMPkzcsdxR6ZfrcI zU74&=g$4GpkyyxC;6{bMSFos~3WPZJj!8_wVT!7tWKoqf2o$J2xYARs30U(ebJ&D< zD*|BY_B#)o8h_LisBg|X&@_)A?r@+Ks&-UW=CKy>+wa4zyk`(0Y&O)zMeW?6P4EEG z3F{Ul#0KIJHa@D2$5O=tH*LwPzct>ZXlNkk*r#pd;TzQs9rA@P{3m~ z;JZ;s_M@tHCA4F45&PS5DV#D3MJNli4-bw-7AKs#EKDpQe$;>Of>5J z608VV3TD`R;;YW!INRwXtIKz3RVkb2DoLo&6$c%Y|jv$*g0dHMo9=^*DS^7CX3 zP$bYR%SWn+C+LsY{k*@7SvmrGg?{$)Vf%p|3hZ8j{XB$$EcZZ<8B~Jg=e=*E3-rPi z*AG@XKH%pICqzB9Eoe?2yD#6qsm)6WGQ4T9GXdBd|>0n2&niRWsHW6rW%@eaWHaC>zy&SY5uwmij}~SwVFpaV3<(#b1D#*xVdqlTI=vvhF>PuTr3sNT``aX zhMV0}!K%{_+RE`&WwV0Pi-iEo=+r+l?V4EIHJ95pTop>TYczkEO3?kf+Le!Pp}hTM zf?pr{+<~E58C>{oM^`w}gphI!vS@SUBbT~d5b0^KJ-m?8ga;>5#P&$ww&wyz2DT>@ z+rqJh&Qq<)#~~F;YiDwz{#sAZauA!Iyg*Tha-F3lh3rf$+Y%E}{)gBc9(rKa5Eom-2KJHS71FNy@Gb^&`lW^U zS5>?NDq@3!rh>9Y>Q>h6PYftUQXrR%yj4*{O^c67iiEBO2swSJh)R6KQZ8dA%RcA= z-rP*@bPeFF?mhYO5^i_y$qcw?K6Uzjm8vrH80-x7C zGRcPIlxn-3$HSoEb&^)TVX!?5;Fs2jdkfV3HjEu~gpAN73uXKW^_;dqjerK&2aNf6 zxxWYr2{QKXaSvnn(1Mi{7CB{C zu$0A7R0NQ^Dt(KqN+WVMbl!Q=d9S!8-6XLyC^$*o5UO~@*hi7NORnlwRa~2ww5w9R zOf1_b1M6NOoQ6QWCeSdJ1`@*%kDB-E@WoRE>uk7I(*pTR$OMTj4J6QpKpv-DtP!}F znNgbdaOj;8JZ>ApI@pu3Is$ROV{{_JNkWWEu(M?#8w-38sMEPto=TzzOY=` zPO`S@ss+JHDpM2yMZmd~tF=-y+qhK?OU-ECR~`Z&nJ{HM63g9%p|O;Wp#)fTC%^a4>OvNnf~pE2ZiWbivv)@00t)p*zh`_ z#mRbBth$$>+H07#$8!UGP$6?LAJ#FEB6^@EbxI!$3b?deSjo-BsVfk^d+U0jmKeX3 z@nUk6U3Uoa|3(XtP- zQIUGhABHr6%y3djvD-w>t#O39gAG`Pok9X|8vb5%vG|;5Ujoyop}=w*al;Z=Zocxm zEmeeGO?c7r0eh5m^LdZk0P-_utvW8wYYEJHMW_S8b)W?xLw57Fq>%N}F4Gm*n%mgh zV(AB6#A?lA$J z2^PLgpS<{bhjD?*C1!w_iozOZ9BRQt1Zd2LTHzK^)|?GFz5|qee@v9|H&1haf6*-b zkG$xS&(NB%05cY!<3?`OjcGh6+5a8ykPjOTA8cH>Hvx`_(YE)O;TjF;aXFn(Y!vR@ z7&}TP2ai-#67RiG*5809yw6k|Xzpv*jkVaea}%*MXHU8zTxI7z2y zgdgtA8{@`4CVk; z#P}Tv1AzM?;9<2A$H*Ah)A=P;U$FDb4>Vf-IGTXu(Z@V_uuO11vI10u^FV0ceF=*K z+au=|IiMKoVq+vtHtehKcd&|(UXzeT1jq~iad+>;DMv#GJ}CZ zh8L*_M*5C=;=pG>Jy!Zp=QBzLw}M)*jk^6Qz2MD4>)RYubZ%XNZ3+@vc?pjn;x(CNJk zt)#Qu0=Y%hBXt3{V8Ci4Xx@1C|R)j#gXQP5SkOjK_moTcmZVNaHp zJxE8m$CTYZZS{ql?YR#RPl+uH}UMt!@h)2na$ zI!K$-+mWYK4B($su-ee%@@isI#@N)P&NPqvk*O@0upZAFQXHk`7*kw3#KE< z^DN!>@xJJ$%&K93|8!IY;h)_&+vk=jC;#fkRQmStjK4DntiY3%&GA`UA)pne$x4(a z5aR1DH1cd+PvCJTLQG{C1HK)4m4ap9 zB{~-xVw8Oq6IgyJry^VoQo&dC;0+OCR((4$0dgTDDK+}}7XXMv45DkxD0-ie#aT$` zaMDmI_-r*HG!WxxIg-*tnc}I56$PomL&~w`5k0HCSeXlu?g+@1=WSUjMo1I*q^=3M z*EgyhJi2m4H8g)K47#k_!}XedS7TaClzL{Qd|Lp8`?lOGB0HcGu}oCXre*PMnL+;A zenX2NUGK4tT>=|tdWFZ~Kwm`5gn~U9|*v&K$Yp%9Y4azor~b!1+NIGvYIcqW#VtHH~+pG&~y%} zV_Y6CM&`>Mmh23i+6jpIcXlVU&le_pf|E*F`-Tu{k9_P=sPQXY?NZjhMrB>VtxG6n zg$FF_6P5J@bk)hX0lQu&=-Y6E7v(YZmO$I1q6O{ zv9+ix8deLS(r1{o9cU)#jQn#&l@#A-)XS%|Sx z7EaAyd|6d#>NOsM)~=MDo$E0mHn+$j)Vc=*uB$=`cgynvzb_fQVjgA;2`?ftSxo5= z^D5N-Pf##+T|zq*(SIqX`37a40MjRWEDK`y6` zfgcsPN4^@jM+0_?>%XK?U=Iq$8$23v{bys9v04tk=fR_lqy{+;|2aFhIN#}V_6r*3 z7^|VX;JP65B{;V+MJ z9~qBZ{0fslVwV9auaZ_X9>plc8Exhgh;_KkP+{gR<_l6OOjXk1gbFhbmm)9}`vX^X zSlUo$Gn~wzk(C-YLUvdV{*tS_IP*VC3R@Q<{qnmm__V7(P%`RJ=NfT_c5&&j6asH^vMF&#{XUj;~^?jzl$QWDDQt7yCl&8^u=ekS$20n0f}r z{Boz+(JGehI(u`b1)VUM7%tQC$s}U|FGLdY^@p*(sxO`vO`K#bT%Vf?QrWQ^pM`e{ zLPWN3Lk|PRRy8j-KkMXTNmWea)tIsJul5*bn8vCMC^0MRDDA8zqAI<;yHIT{uekMqCA3mGKDll z@qbanHlQ&JE><^?` z`fNZvC|mLM=3y&+XdA%SVGt8RI|^GRPV#zHu0D*J5i_Cuwyk1IkaDr&xjwyhV7Yw9 z4$h&S!OmPQA0&w`Bx&BvrKb7P&``rrXhM$h1*l#CllcPKwo1L|=OAhL?)Daxr48oG zb#;2yf{(R=%vQ;7zR2i+e$V5A4mCX|qizFFjxSa7rG}lJLBm4*xm-1i=IIEXtqQ_a zdem-$G{US?7wOf7^6n)HEJHq2v}PPUK^x0wmz%eT1gN-rnG1Y@Ou1~0(XS9=-X0tB z_pOV;GP^cTWkD%(!J@rzTvjG<8FuE9eL*|UTgc81AN#BZb14zDWw3xA%;DOQU_~qx z^KqC#eo5S7GnX6q*)T=N4V3esYt)8Bg;&Dz_)T3)F9I*oO^a7#Ku~(|N^O^T($sa- zML{Qs&5Sz3jgc`eF8MQzQrA~1KVVysE8?HvVl>)9)5Vp0egJ}MWh7o@GzPSfTWjlr zD|oSN6QCnMZhv1_jfYVlUH~-QQC4%;^>U3IV4Bq~keu_aOmhcv7fwHbe28CH-1Z2(aBw%-ZO*cu{It@D3aP1ylf2XxKk8E#41+bv%GR)Tx+u>Oa8mR{k`s z;7r!R2tPZlv($*)f?ShpSPI_9C{L*g>(ZGN897n{6EBDbVQa0c(BSn#u}aUQajdH> zUT+zJgkonbkJi_f_L+WLTfFRbaXNmcy#O!x6n*5oyt(rym>x3w5KN-c9U@+(jQ}8u z&HA`mx30MgFOO5Explqg5U3QLcp;ORIV zP_v#gpQ^P*FSr%$`>YvrtwBjZqU{=Y&RX$k>10Z2jF~$7>zkZq)zRuI8X`i@sv*%D z+SZ-eMrqEP;b;k*KoJ}7Md7RiL<{XUK>5(=%ayU-SkZHq42^aNg|RT>z``a_L?`Hp zCGrN#KXsF6v@m#BeHp}ly;aH4I@7m|ahSTHXf>5FHQ+WXIcwNx&2*(9_gkQcBgA4r z@0^yNZ}=7%WTB523kXmRKlTb)3K4(odTS%Fo zbsSr>0<6M6D9+NVU+JWkMM}qz?h_* zoi;%Bxb5MrhW%Mb6!QH+^^2O=0L?;Y(M?@Y;ONvb&Ma}X88`4CWUEXkcqwOrc(i^l z_T%ys%#7CP&R%f*`LeSxU9>PhD_Nao7cE0m+5krmYcR9y;Zg(c<>r{nKB4Q%Zp2H7oJc%>#VHNO8i*^bN0f*V<_jWO^jCJvlm3Bn{-glDz0cvOwRaJ8!ygE z@!Iu>7CqJJc?6NLC`5{gQt2$MakK*7Bioq*ua!lMtL;o&Mjh)Vnm5XXa@l|c;1Mak z_m$w#00nEae~pSHLIXRQ(t67PuVU4bd2e^UkjyR?wnoMGvEoQCxIRVRxeO03AY^364&?0#_9#l_{U47-wunuKdxSo`7lagdUrgh49xS@ z^{s&XH-}s=sM!j`1+tvJJeE{%4r09wgd`eZAm+5s>cKz*h1YUk?4ts8X(*|)kVz3` zN9(QS4DvQ3#7dRCY}2#R5)@>?;l}Ww;qiU6hF3WQpA#G^&OnGrM^1yYWB!@sq*RpO+AFWHWVp*3QrpZRkw9suBNrXDY zgSfLEEq23!W*rn|v?zhcQZzsgdZ|_bhJ_3obrudFS}>1raLEGVRw=jLie}B+e;t#e z%YYOb;EPUF6S@4#08w-++Ma9e^l*vdtKF*nX%elTI$7)jqwg|6XSC$(W^ZV^vt^*a zj|e3;4fMKOyp{o4#UWt7i4y-LI2bK)<_Ok2pe&TFXhkv(0RlTz&EF^TbARw4lrqpu z@(u(VVOHZz4L1Of>nM*d4cFj>+vvw-eeQ(-sEd?@3)=6Os$?mqLK5 z{kafO505)a$PpI;3=e=5xGz2~1mIsCXfF#lM@vC8t69Q2Fv@}Ij95saeZZVkbYp=7 zju!%ka4n@N*>qWML3N(S3jwZAbj-_&!ORK4PgITk>2@~04XDnl@3fK*EaZdbgN6>} zrVt4YRG@-D+39dm(yX+}rUV)A2q;-zR)U2~)SDQ%&H}M)_Qh2XVkC$^+ z!<%La;fR1Y%e`bpp;7OVWmC(;_@r2r5KzJzDq(z*loA3CaI$b8dsYow;k@CAFg{V> zn1ug)1(%gK2+AoT;MLsoE~^C6K(Po{jc*lo^As_OI~3%R2sVEA4h{n9CZPmo+#6C~KZph9oI3@=K6( z53qm|pc5WB>E5B8kL0p~XOiygz1zu;r@lGpgw^SUG1~1=bBf5BbdS71zcsoj!p$GX zPDr}{#vzREA5Y|Alyu*-;?$vYa9kdP5)Q9nf>UpHE0NI}y&>4`O?#HX>)>lv@OcZhf_<-zuExloj zVFB6sai__;a9LWsl#Lo-l}?+UPy$`$kt{Kk?9NG}m^YO|G3G@1uc;ewFZ2H&2n-bzL&>jwP=acz4;~XrSn?ivCN=v>D9N6o zL^ziKkWj+4YG{mDKYIN}!r=@h*VWKWLP-M|N_I^bMncK#YFAV?m_g%>^qR7*dFM=- z`h&|zOzyZaf}w?`S?#tihR5?}=!WBr9zhgw2J6GPwge3+;;KH38&x7ka~f=U&TtJT z0RmFs6mjBclB?*3!!U4sWR6HFXpcUOaqwGwZU`sn9;{bcGk9YdbcXrymor4AbB`UI z|7T%}ICLO3(tnVbFB103NNli?1-~Z1_sxLTm#H2s0IT*Qu2q zh`pd!DEwh1WZo1T;DCbGsdk7k8y7a$e^S>ZA+alT$yO~=@+lHi z5Q!jA*LN?UfiCU%z|>Gu-M9vX8oD)(Fjc^1hC|7h+R^ut#wa!*`O@oMPq0*LvFoy` zkJS7$r$$cJ{8^p9CdZ-o1FZVr{8{ks4h%~*1MwD-58#t^C1$%4R7Zcn`%MgC=Y4X6 zm7mmPJF}|UQ2~T?&Tym~fLGE6wia2d3kE6u|4^62^&$Xr=V3GAz9}Iz88*tN=IKEn z!**)EQXzV051V*L)r?7cZdyA(9!;QFF2q~Y)SM=wVH&I8Fn0_C(cPBy6Wq`-%n1$C zT2-?*k(?IFv?|&M2bQKXUb>+1 zTWat8W;WJmI>=D1@t#|IC#gMcBs>YG0TxLyxhI~4#=PYmDHiDvFH#uZ>=@?ags@TD zP{uHjBH0D^3HDK*%wvy+X`Iwg<+{-GEF#pNBuPLMKk|Q}y2v9>)r`bJCj$Qu3xEng zDA|nug--!!3J^VVGE0cL$VYut?-7AY^+b^24zV!av3jf%k=TwNd+(!4IP49m1W2VI z3d#0SF~JHkTWwe0M|DPWT+CAqKp+>UgdS9`He|tvVOrqbZgnXje;o|hCpNygO39q3 z`+;j!9_IB}NfxrA!xouZ_<>+V3_CC7?T-%#H|@S}PLHxEblbymv8R#)S^@Q-KkDd-R) zoDN`2DIk@3{Ugcb;%+{z$=MiwmB$c3d%Qk67^jQ*^nZXBR|RkZA#Ou*7}>ZT5_N{( zChUByx=vR6kH>1ayyFC!L@Ero{|PB9?u9hDuIo6~@)@<0WIj|JBuOZO;&sIq`2Gzx zX|nePbsf)YcMQ1!0u+)ca&|f!eP$nTFcjVgMiZ^}KCq+fx&{#ka1(Van*4Pgp!<(A zZF&+p=I^s9IaM7?qJ`c(symW^v~%tgRALreT0rP) zuR6DaB5r;kZ?lX#W=$6^mB+lKp{NnA3Dr!o&S0(_ly;@S8;d>8^&!X=Evf1(ymC4x zO3oOrXJlAL>HePFA-TRmYt~PPM2enfbXA#QE58WJN^A&kT!D+`en%`^DW0Q7Q{Xis z>}-pM+$V@+M@6x)$Ue|RX=)kjE@Pf#z5>j@JoL}Jd~E9-$ZAI;(??QzC@1-6?IX(s z=on;%67J&9#)JW^c2fE-C_5k)K7Zb4k@0t4EUX0t+1qSwqA;&}qlrrg(iMO~o}f$p zp&5^01X*cjcaI`$u3x)YLvCC~8eFXHp}rwv;fu;ccNt;N$6@kr3=Lsrmcu@Xfw0J= z1A*H$Owy3Gf|KB-ssKc|X_awy7zxv)l?XF>& zNra2}RXBk>=*=P%3tuW#aunBAq2{43*TTi+#<(w+96UIcsjlUrFDANwB(fGxXEJ#2 zTw6v)W#@$L{++{2ton_cX34L{-Z{^kw4*1<0c^=*ToR2fDl})7Fpdv`3|4-S`=YMW z3xcVuIJKWt$yz8?&rdtVA4vg6K)(;?(1hXMhb}=>4$GD$)17EEpf^n=w~4yNxfucp zC=u)A7JNpQRQJ8mKBYM>vQ*TpaV-t@5dG4TlOBC+sreJV~%_F+uzH0VqXjjky6F`KS`) zmRB~OMXTiOb6OnK5cRNDkEw;&HDL8%^-+zct_}5)qU6kR&%$T~)ItM2u-{!l&xfmv zFlmz3v#2NT(9sBgzsj2yn-l%=oYeB02qGi`E^27;aBMMfu^kKi0(0YVpdJdudNb@t z>l_2NJz2DcBo)Ii&UrIsQoAu8j~Qo5l1^_!6|t?^ENC}KFEMOuDE*8zVO6bc>n4yJ z7-xKvXyIa8hak6%K-#f0Y>?aCJ%(m?^UTfs-WEst0(@+1N%kIgu^u!NMvV_W-g z>puJro^0#q^IZsVs1Z7?N|sPyHPk9Vxknson?0R$aaTn{qGbRm&$f>37u5O$xdplb z2+p={ui~T`G%jpwGa)@dyM34IBAg6KpQ8$Y7mZT;93oYYbIeuEwEu*%%$cXr-v@}< zX%IY5a}*DF(!bJa3R#|p6Q_L{;vatEn756ZCBlLBrX8D6kqug;{kS`BYLd`T3jsJ6 zYm=~=>6_6W5CGqNlc&Kt*-z^iztNM>*@}+~5{u$O~n4$Oe&x`e+J4*q>wGGk6b8 zmRg|mutr`;%W_PrN^k!>9L}|Vr7R>b-MUYn+cKVeAFD4-i$p(#c{6-e1bLBppKkAu zTOS`I%P_!4#fq86g0;1fmr%n7jNU=r&yC_cFj!!5^arsckHRqzc?oUO6!bm9H+OWJ zRh2dE6#&>2l6t#D4c0IVo5K11Pu;E|7`cpaQPBw{YGEYh^c?T)QhTpbMo80{gtWPd zc6@S6fxOTk;9`n#tEQjQ8XB^3KVD+I&60K%Yx0kQ@8aGZQ>&9OX*L}!-t=a!+I0I` zvKeI?3V(f8boo`~OU?q!HH2?@Y_E{LKKZ1!r+ zslh0!id?m|8}Rg(cr+|1&`-?;O2gn>q7r9-kEy%+@w6NY$naDOxnmGTWf5si+eRZ% zWKPHGa?f02vpRd`1&+ZrtU!z?`m?RrHkK$A-jb<@SXq%{S<^8isF+150y{oj%a}xw zQKVy)qLfYB?Du|7nrwT6VN)l0pO0=&6ixUHRr=HoV6s)jY?jrq6oc7}tUJcfp+%yo z=FMha3E&GEGEF%iR!r5d1Do+CoEqaI%4PUsvQW+=&(C40kqQw-7>vt~ufw$kh-+tx zJ#QDplS0@%YscT>Txgy9V*^4GHNK?C>0&-gUi#f`qEV$Jc>!Uf{SYylh^Ww!iYB77 z_KO*YAnia-$5})`6Ok_jZ&Xa$$^V6@@8H96b*EaeJ31O92H&mp5k~6<==S&8Xeo5R7aBgn@zgh&HH`JnH^=4w} zu8#T?s_jvG$h@3MYI{mk)CUnbs_#PZeo>i-v7^a{zDqO_zT-N*gR)wAsLyL#FB5t3 zCa=&$j_bHEo4EQWcl=)$rs$KstjrnLRbjY^7Y?3ep5|S$`QFcV{X}7vi8!=b3-Q|j z=zXrX0W^`#*DjH6_r-Z;-(2j8+;j5of!1zZ=f@zW3@NGmoP_GsE{qV7>WNdUnP=i2 z!FjFx4Nv@SirS=$nLUgg=$H9$Ay7n&n;(+Wf4~vLyZMhX{kZiQTbGH9!pH&!LI$5 zhlX~>mj6ihx0##Ao;q=LCvMXe0nE-|Dr z>he4VxlZ&JG1{!EEE}iEp}sQFn;A_Bsa%EpA1!2QFz<3o!G?eFuTwUj>Xb%^18tmi-9~ivUb(8W*J{6D>?-?an}2BjL?nW?vb5Kltc9+1M0PW+!aKyQFvBuc)P(lQg~-)29# zOAPJ1%%dTEu(lw(b%EX`ETf+9|pL}{$`f8pf;KMA?BymT+`dSqUZv!4tcDm5xf zy&ar`L@8??xl@ZAjs4`HngAS2*Oe$4?A1h6U-|P5y}Zh9k6s$UJ|0$a!J`u`paph{ zRT`mLkJw*TkKnYS+H_-#T1CIkWGUEw_RK0XFq({|^ zysk_rB`?*&CpWc}EHCfsp8g>9!m1lbO`Xg`$CHUMY7tB9x)>>+#dyNbjS+{e)tXNK z`6$a95#D!XHR{P(GiSHPnEhivdsXZxwhOtjGB>Y~@=539dXIlRCW%n_Lhd}3_q@aB zQ;Av95~sp&w}}-qqaea68;_ZTPGK$jO?fAS^p|Yr=ZB&t4)P2mbhwhr&R7+CkJ57&u_DxAQdXVj7 zBz2ORkl|qMU8i)5aZ~SDRdJQ zea+sv)a}elG!BPaLZmWswZE&enri17WxV;7SK)aZ{p+Z;!+k2g==>kfb0HKzcenEm)-*sf(^Qys=Zw zuw0?qiG-EUY95=e@h`VRAx3nq8B`p8A-fy%DqIZ`EFjDOJ#1~schb&_S`I22+3(X4 z&KP}4D(FLz^rGUKTv(Zu{)K#~l$@*0OmU*BYH{T1wU}HJImQ+1zFxG*k7swh2(Tj) znpI749>_ciZ%WL9szE{oo%*OQvET=?k+tVpqUx41sbVtjf%nk_;IISlNHb_{g60+f6#fr1NrfG3ENLZlB ztrq6`spe9WpyBXWna3T=!;S$n)|8KW=-o3CxhP=` z5*EtV``H*Ta?#0*%bTDzNLc92OgFO3Q5#I2m*p;L^uzGNlGQE>vw=gOtZZe1FPY!) z>SAFJx{TsBVmmIi7pjsv$)|9_TF@8nlWF@>!4CsRMH>~W1Z6UPK}}k zl2eb?PncB=&xAZp%w<5KfFj1wZ%Gg4-E4u2b zq;&g2+gXyhiLJ`@_A`c$s%GM@=%$hAut~?GP|*z2ZhU=_SwEtZPU(oKcND${b-a-~ znHXkwN94=x&Q#)N)orS7wIMWPQz!DPDBC^oFH_&_B|=s@ZD>qKL7_2Hxup3oLc=hr zysY)P|58?G6vq-dGfV7*um7~ZRqlLca<7hM#<6+hrjxx5&-K(){MLF~BZ@k5@upnY zs;jbzv21?5+%4_urOmja*OM`-3u%!zhOvCtOds^dSA5u1xz*x|ZVx(|c@^2P;xt5d z{WWoAvIvoRg012!N_tc5jIb!wI95%5MU`d8)DaQYhJyYh&DdGvLkh1*>qO27k5f~OGD$E(eeb`GW5zBsnK;k+EK~H9 ziH(T#7``dBWOB{u4Ow5tt**4?2t{sV7BwZMid5O+rA?VNsz>6QCDG|bBuGZVrfN4dR*&D(vj?4WxyMa^ zSejD%C{uxg3l0#Wf(2xN0fY=15TSwvTmS(B3Ls>F0TqByK?W6Ekbs*S0u-SfdnRF4 zumK7zSfBz0c;JBu7`Q+M6{x@g9(bSv2z56i_9z?bCg(egL_!u$@fwAik&jt>qXxRq zNoj8+$O^-KRU?W?Q8Wqzl@y6O9zR~^AsX-gtDlhO0uT(mqp>n)Y%NlX9kwMej!n$^ zK1yaYo6({ivWnQY#*l-P|3??ujdh*3h(5g7tjt)@9oVr*W|OcQUguGxyO2_0xT@2g z#Z)xa8OBhRQ>OiYMK8yhbIgtrDhws{t&Cjl?M^G(N!xEKBNsZ7AQBOoiGF7>W_F}7 zP+oNOs!$mwr!YiJMAezosxh~fnRZcG=2RrL_2%CG>=EU{j2603RMqB$$0#E?S)(AC zEK2F|4#0ujiL_irDKtFZbw;Wlu1Fn)%xBl}&{+Iqlgy6fGQ!}|ywRt0#uEwmI&TMU zV1=Cq2^5&q7?FuYN!1MJMxvzsU6n|A(m(2_&M8D9!H-7{4IA=t<{@1(|gA>TL0&vCO1oQAg`lRfiMyN6K+P{+l53O6RUhvR~5F!=*KykkECWqs)9@sG12NZCNeLKT<6_P*lbJ^tJO)w zW0otc2^Ib~Jb%@dEs&GJ1nwvP z80g5K;*J;>YfZLR6+CKXSaH^#nbDr97<>J>w&IGNxhYy@&wZLTgf&)lW^rD9PkqLs zUOb`r_0pV-$f8^`L=g+RDkQTtNJKX?T`-TZS|^MuQxK_1uuP#r!oonUSnp_#EI~4b zVaWX26yK;JUeR@gh&&f_ge0zZtD=Xr#6~RE`CnysI-3dOwz<2d?7~j^E5FyTCuv0_E}hsUEg4?P3t`oz zqK-TwuT68b_ZRZ^ck0BS)q^t4ip-d2lhA|u(fFBj*xHs$UZq{deJ?xrB#i8p{?zl$ zn5BAGX-QV0qY+x_Y+hD$_u7!2DF@WyeK$`7W{kbE4osogJgDeQA&pxbJF0J=Zp?&? zUNU?1%+-^jdlVOp$fB17ofK?DB)^Sh^Q)048xbvJRtYg#N#*=e=kmS6ZYL64sM;T% zRH9g6O~(8Xw)KOlR>|CE%Fa!TrmEGIF5_%sK+gr{OE{IrlQR909{v;cK^C^!i&_hCVNBCsfip z3o;vg_OG1^p_&ISn< zRA&Afb*v>0R0@gIG)P#WIkUg4EZ!nXQB6p>C{=@mg{v4{{ulaLw8~nY>X|8XXU2Cf zt}0;z!?-kMM<&-=DQ8Yennbk44u*|tdzJO}$5Z!`s-q}5v0|MZQ)$<;(ppJUt2+`%*kkz7QV?$PtXKj3QWvaPd$&^$%5R}T5n(ay`p$~<;IO9DMim3BrLR3G_RAwXGJ#Z z)upCIaW?BznFZZTrv4G(h0jNxUd+v8Vr^{;+vayP|G+XuCm((8!sw^DDJnWTq<%*) zlZ}vr>@;0hzYwFUi8-j+!F!mooRrjyQMd3&LL!Npv$M%Uvn4*)AYoxBsZg6}%1B1(5;ibUKEcR^`0Q41b96x_O%7Qv?x{t3RdYdakYIt? zej<0_U&024k-!1XpQNPK6Nz*9cnY5+==e&Sd6=w-PjqFYml%o$Qhl)^>^Yc zItF=z&5c{5RHCh_BIl<%vYZpev*8%Y6_$~jHZPgP zif4JmnM;7c0f|jmRuVFtS4FqqoKoJL9lE+_G~pBXtn8E1Ip3ltj+yvoNTSYLnWcy( zB_dTM`6fJ8Qa_CiwPz1AUgSpJ|I3UM`@!)@I1(+M06gg=>@{QMMu0nH&Nu6En*bu6pkxWP_f}_%??9+$Y1_>6>+d2?NFf^m8r$K@R*7`kW$5H8Y zDCA%u0~JsJL4tMy7gRvO1sSk_1oFTG5iZaH2VfB40t_rrfC@m+zy%2az%8#s%#TZV zX%%F31`81+u%S|g42eTyj$rDUXw9$zjIpSMHpEbrLOGJeCNGOd; z(>#(yJQRQgL?$E_5DF3y79t`vQc_Yv4Mc%37y}Rh5Q9(@#XuwlqnLEK2En+8tW>Zq z%uEJV18s2f+!3b6qeX(pC9;zRNXu#W`TZG&Pcds5Bp z2}QfTG#HdIJzcMJt`qVUcr}uy+#u_{I89czgY&af8BQ@d{;i>Tk`QzJP9GzmA55lJ z+de+$z`RHcftUlmw{&IAii{IsQ##=q|I4A)xtw6Rjp*irA!_cKs*gE&$t81~!quXn zPU3?AWh@kn3VjW}SIB);5WaLT=LoZ4n2~zrH~4%bt#@Su0+#B>zSo-fX+5HTv#&+L zTF_|7WB#WL-pBV*SI?6Pf3f;2czD9}#m8bX6YSLPo;R)F8%;5B>Z1vDP-gC@u=?+U z5jrj2je}!CaJamuKHsPi^Td=08E|<1G2mPYm_j|^*-N82mt9yLvQCy*^e2Y2Q-ldR z!tt$d(~}2=>S)_DYy!&7o}}?C;WhR9VYem#kq7IE%sKRXiU;Y~_=6wV zh3mHp!ZpmpFgh#0F6Zkb`ao!XMOhD>2BoyUa%`*bZEju|+ zy6`58JZt1$^2`%VlHs#@So>5S`PLhsq&c9@6=N+SiW=}EfkmR`A^3zXKnengBCAzA z{PSwNn1VV##Ka!qwFs%xJ z{0sRCu8>rDn(9t`UI(`u<5r=ZS^9`+V&}+uRIB5U;PxqiGDe$@N{PcIox>mc?LuxS zrh!CoC222>LDGV$A%BVx<8`FHKNUELfVEk+i?|WAHi;TZ1v8t600D^x$W>DAq!5SR ziei$sC6UtFU2JtUoxBNWYlVA~l5+Ij^kh4NRP(hb%6dx`AVAs`Nl2E ztNFEJNvv6m3}UP$72fMy(j2$UiqhutZbJfZ_y~j30hC}WQo%-76_v6gVPk@H+t7tP zaml=)BY**n%!10`h(lUH8W^dUY$SiJ+Z(Y3Nq$>KJqc_0NX&>R!~o6iO@iSmL`$Y5 ziCB@710g{@`4+MZ(yo`v&ZdMs@oJDoEQi&8k3iZS^$yjgpS z*b3XGvB7BVA|KA(f>?_8+~?FUP?!W6;9W4Pz0m+JoH)M^h~!P<*A9lNwQCM(p2hj; zj3prsg!DQn=c-{v-K_>=N4Iq)kf>DXc1{-T3n?6!5tl<5gjTf#;2VXP(KwdzxqFD6 zq7mnU&UK?XGrA{2g0oqThHu=l&j7j1ZT`%qIfWJ_ST zAO1Dr3#8c#DUB9H#5)a5<_3}ANYHc%i1-nO5mV+7P!$Sd5s5c?=V)=TWE_c%M2bc$ zu{Vx8KZ$Iy;(yjJSVBM_2OuK^i%OhES050|?KGqZzoCJp6Af+RlL-l-`4W#E<_adU zTNUvg8c74HOA$%r?AKd5P&haf36z8w=&mLHC*umhkED)lynqg>97agq0%mM8-1wr2 ziFr9#5&w6Qc&y5IHb0~z#M?1yXQ)b1VmnO-uS-AJ%(^S}C&R&}~a%M0NV~8c(st0ihAEa7`i^Kx4S}#q8JG;GSaT5h?3L_WIha`D`uAq z!s;Rkp%!Z~8cwAs*n-uF(uw&nE|jcVa1xrt&XP<5wJlKR+P&7{R!G`8$@P>KD*~Cx z6ixz*Kc&|iPn-+aLF8yaa`rIU9-_XfL4s2SVR42U2Cq*Od(9{;E+&&2z>1lI{O>vR zj;xdNlOCy6${jjVU-Y)-(0#)(lgFQi>6zKJ8)3NLb|n@co=&Lc_R;my*-QBIbyD`ZJ+_`c_1Ke%anlJ z_-6rdvI(BZ>atY#Ds1R5Q8JQ@ArsW8?=9MGoiV6p6aXu+`@0CYc6OuBF%RgUqgK<% zX*^N`r^TWTcuZSRQnqMy*6L+x5APje-?up7`CxUaRQKut zok)TLv^1OXw<^VDv~{3_;0?D)6~h7S9&lD=#SHeJ{jzbm=7T87dOW3bS0~f?YJzRKf|2#YNT)gzA1v#l)ttU zJbI(L>CT6lv)u&(?CImg>(I0x-pqRhE1YHO=Dq_L`X&^FrlL z#gu16sApCUd`ZtTmefgl3;8z6-z6MfhLH(lv<@7@{Ixc{f8Y=@l+<0&y-^cJ>gB0LW35nfvNxrM8G7={Y}N@W6hw>>i(+gH9l5M7vkEdIO5#`DOJr3nGVP8(@Bgl^i=0# zSG0lrO``lRwwIE(Cs}?11nA)#qGKaioe+m4u2IzlI&aXcVaBFC$7HU+mSDED((PrI zmjb6OCl2B9> zFGSldcu73`7ToThbz!{<1L$KriM4f_DoiF9W4s%EK5EKMEPD^SNmd+5H*j`Otbc1( zYD41v(d7kf!6fIi$%2Un(VS-gY*i{EPd6Ccjv=A-(X5t}SWbo#OteN9R6wZ?DX~4q z!H_YwI)mg>POh|I0Moj`#w`}tzjPwd!T>8zCO&A_MzcbA+rqS=NBLT{!BHoZUk4L^ zRd;Qp;9AKnJ3d9iUBcuQowEUMQ|FOK%`i?aBfm)@&-{lGYXPNxV6wI(oO z=7QRz{HXkccS%qm!GwTlkFs!|uzo0(Y(>*(yayXhLXZIyFlKA@jrJbP_BR`^$TMJM zJ{~K40f9+i=wSlujnDR7;`SAmAJ`bSgugPFDCR$6f;(h;F5o+fMu|ecf+dupI)55A z52L7+D4m&aYQA4wC#=C=_szCMX$WHiN#}k9RiY$E6W3(C#O_YIVOjxov0-XOUbL8&fyfuu+`h9(@izdnx z6kX+8uKUjCr+2*n1u%tahQHxyqKt&)R+HEKY}Q0sQCf`&TLSo32_lwbkXrdN_M(!8 z)=lDn#q09*oG42fZN0KdFIBO??W2gFC@Ygw-qH6XPKvrKEfnhWtfd9_hB4wjUg|`7 z!%xh>1k#p?%>W~;OYFkVOKOTn+bH9U9^IDC-m(z9!|tg?1XQ~4q;d%3cpPKoU0M17 zjUaz>9m?{bWU5teZ=}6?R}Pevz2!<}Zc~!=PJ=i9*%7~C9Y8X7DoY4}>(9F)IziTS zTKdzET;tYaf`C*&M*jGPD33w4zA|TgPSSg$^_AVL>^G>Br|jh$gwNov2qOjYPAJHt z1b0^z0Yg$*!&Y-T9(SR)2qZ4T4R4^eSJ;zc40YGu0CX5>JSH=b)B?vB6%k6QZeYhp zocz~gATaAXO|f8tb&v`tAu0Hrczk1X!%SiCo0O2F4Yi4F7yMnDWmM>w8 zBZgdlJoF(6^vut73BuiP)WxaHQ99Jvv?r8@iYW)ye}lX?HAlMF$GIj>I!4!XuuPwa zB{U0ZQ#It#B{`5dHSJlG3hq+|C(Be^oY#b@l9EFK%jyT5$==}^AdMlWBcB8Ad9vi_ zN>dLD$K`m0Q{4};>=fnNorI5rfaG$8zzyx8uRh)3XKxqqq=tragKiz#U2u@%FB! z;;`d=%FM*UZ>3)PwPu%X24IUAKP_&XT`XjeAgm~g=tKttgfiu64+8TKP~tVH0zSNM zRw{jg2dfgk&)5Px_GpWZKr?TTPJ~hrH+vPB(f5rfzLmyfNK6>4*B-r=nQsKRyWeMZ zgkSG|Ebl|40uz)F1VDKmFkkKk>X=aE!h5t*as&z{0EU=uo+21N%IYuv!fStMe!KQC z{_F1x=D1D`t2)ANiq;8JQL2m_VOf16Qk%jEE=z+v+Xs}&jq2XnOQ5W{x&qkf;MoQ*7^Z_m#IfXL+SdUa z()JtN5Wb?^(}Cdd@gFBG;AoXBHZM4&>?CsphM5>k&7=Ay9sT1vaj2NXi(w3P&K%tG zF;$U<9K*A4eAZiRDyXY1mVS3iEvi4kZtaopD9eFMJ)&9IR)R8%&ZqoUo_sV`NKJPf zU|E#pQBs@S>*(oE=+?Cxx=7X*`u?YX`5F{9j2A>A^97Vy&=P21tOgzM$vk`~kDZe+{~Q}M z!|)dp0J@}rEE@u(vQIFSku_JKC$OCkG)&KV(y=KZ$TV)zwVdY(UEB5aYO>y%bWyhr z;cbyhLGefmO0`?;yc1bU%`&}XbwW+%y~{}Ynkj*wyPe6`wZBk@-2#X@vYot3t9vv`WI+JokLZr*no{FXM@CWD=Q73B;nl;Sz zioyb3WH+R5RU=Tb{yqrm8qZAF41&YbZ-hl z)HvwdIpq)6Y`+V^SOE5Oujt+v$^#7VW-(i(B;jtI_pU8xR&}?DeS<}}N;jep52YB1 zXni$a9SA2Ar%?(%j;x6~SOrf?dz&}dX zWXYjuZ|#GxI8;o|P)Z(HK%8ORaL9Xw5~rt4Eo!Fv+_R6~7l>R<=(zBtY35$p<2`~* z9m-Gc-Q8pIG1WKtJoaj2F~n^TR1?YoxvwmEzSua5=orqJnyIls5+Rx}D&OQr{Qg4{ zgFdA?@i^k$b&c`o>dB~BfWxT+>zQ7vQlQ4{~)foJbFW@*=iy zrQWr^9BIgL@ZUeG*T8sAToj2&A#kAyBX-Z&QYoCAc<(b}8zETrX|%@Ya&CwwFc=}$ zN-)`bpY#icApTyP>=8O+N3D;YN;IK3Ew7a(%HFfuJU8O+C83C>*B8O!3`ZDn(S*y{ z3ay0need7=@@?nwy+VpcLZ7#shlaTOYNzO!Dot2HD{+*;f5sn&ak#VtSrH*(up|+?$3AU< zO-Z5h#KA>p3>c{7BCl2h$X=K%w^VPHW%YQbckhRwaIobUT9UGG>T6kml#|{`AcANd z1U@gAQMr2)lFSAn1`4)iiSi3&wGsCm-Gx;am8=1x%FYb_^A#d*a0!Q;Ws51@s9Ld9 z^HTv2gL`v&*~0u0#AH&Xvm7=#UyErevD00mt7R|V2*pExSoX}+3h9IDH3Q;TR`w40 zqpgCBDEA2`w`Wh$`gXchIyjhRgc;UETbiqiq@Jw(jAht|tyvvV(=0M8 z#9@}wpvpo?ji@p|j)pg|!BJi>WRMI2n3+k$#jmB~4jY$vg>JS(2!f)y6J&9xn4-7b)KwJLIUX)LM$iR3_* zL&kZ;UR6tDLb(-^x$5rc&wN266U10P&xbxws~x*T4C&wODj5t1D;T)+?Rie%wwPAG zo!QEJ?Y|4aBF*sc2(&QM;S~-G7C(|mm=DrIMVVzoC6iW#bJ)b?*Miqdv~_|^|pE5!j!i+(ktR^e^IpmhdkGtKR8Mn!uc1Dl1|`H1p&Z^^icuFSc%)W z>9#Ld^Bc#N2IWF6!dE0j9vV+$vY6-VNd6NP?hg{~zj58~3A6cinzcMHL*+$Tw?c2* zQnbkUo-%hA>n+=IWrH_la~D(;QnbH8g;tcTVl14D>9f5_HgbdT8% zp?>_aIm^p3b(%(Q_ecHJoOR2@)lPHS?`-%o{-f~RqBMx z$&@_QHZ`LAkmBusI6pwvyrls-@<^Nf(!)Djf(KcnVXZY@_smv1eMP$NovUA<4gNq` zacNm}Cm2k0G^`(4zTR(jK&Z)$x@ST2S!2#HjnX;s_S}-6Pe+_;RDAQ}UKYXNH+<~N z2t6_&k^c9!wi40iVFRKX{}YKYo!XxWUvM6^xs%PNyu)bxixxKwsD&>ThM?5vW~iD~ zTFildR(X0Lf{dU8(6oV&$p})B52Q|7`W(a(8BwIZ63RSAluPCna>CILO8=)*=)JE2 zvqn@f*bx;9AS2K-apc`9a7gii3TL~*VU%;~0fNzIUSwBv5QJ2((1sLD3%3UZB1TnB#V;m8X_ux$P3Fyxx`|j zm04c3p{*?JDpD5>I5PP+vB~E2TNRA%g;vHIF8A8qCZ-B6S*p+htN`?}!bFa8)$p3H zs2&;x3I?<)<~>x`wI?c>)aLo5J_D;{DmK6^LHnE;-YO__T(zX5og=grAk&UB0Tz%@ ze@*=Ha|+8LFWHj)5cxu)$Nd#I812hp?IAl>IXy$N?Wv||GV~&sc4WEF1#pjjBvoNe zx>zbMvbUO^aw20LaconRMyRk-g03jSlm|gi8Z*S7Tinq;3b!wlA%z`8^~j?-Q{cQB z^>lndNYR%@K{95baLcS}1s$yo6~s%TPUdh5BZ;zblop@WlC$H1A#1k;Wu~bV{E?#D z)pXB6Dj{vR2z1l5((p)&Ce0Joq(FgD4tQ@;2u-sS4n9*NQc~S66^;~GKUBf7#jKd5 z8Vw{)T9_k;BIhcmjN$M_Sd7MK5ql^<$Vd$nO3?_0m%>N)j^C|ZvnJ(jBAwQkAK#;2 zh?{_;d7-Cb%7hGpfb+22yEkpTfq*-s)I{Nfk~yAk%ptskD-sy)%rKBVRY=hI=X0)k zr=|efoDs|OQ9Efg>iQ$EAgX#kyn(r807b~9XW&d99XRl|srpFtfrOk~H3HK>+bc*A zBC7taRUqgO<=JJC_Zx%0c~6gTX;!h$O?QEMk>=LR;GU}#S2}eoD1)Q+4#aQKLicIg}eKaJKA8=5`fD%zldp&lEvV@8qwq zq0233c_Rr0{1c)4sMSY+4%iHs)p3fS1y9pb$TWlOH=9xeFNz`If(>q}k?kJws+{|~ zR!QKDl!j$)_Xkex?g;#It_Ff9nbV1Z50Z(Nzt8UfTdcJ|BM7Dqaz+M z(;s^S)MpK?HgQ_DOMTFo%aLD2Z=9N;7eAGlXUS{41L07E!{3%X* zHXT7W0)$iqm4=qkXnhH>cvUAro6*Lv5j{zZT6bmTo^V|Hs7R6=x)YhD(omZ&P#9pFznXA-YLJ}mI(M;J#Vpsyg0TN3bKgX(b z)lE1QbCvUp;waZLQ_PJ?s4ObwtvKE0N^ZQGilU2^MisTo-K1-JMb)J`RT9gDrYw_~sp{wJ&JH`1-OP#P$~@A78k@oEwMS+c#^F4@W4Hu_1Cq>r#wh7)slU-F z0pVb{soM?m3&VwOhi+s{c3F$<(KLpxKuao2`a-1mDu^Z^90*H1Q>$n#RICcBFH^^Q zYC+plRV%AeSe1Zqz@JzYxB6!iW-eRPv#`R~0)x6S(n>DoXEN`77k2`}fmzNwYilSj z0pVa6yJmOig@HPC^;}L@Z>V??QZ3}Dw_wc3x0)$mRgKY@L63$(CaaTbP0BW0aw%nZ zcd|K=D=7)B$iP+%v9a4XR()X*3XRV#uzWaX;`GcItTFSZc2?7xWu@zGLUWHJQ)f3j z-Dcu8;;F{PUMjkDH!)+8JyV-Y*F2xks@^F`Dd^S3z+S&4vm5$bv^vHojnxWf461l> z8#DEV!RWr=dXckzM^5R;QZ(Z;B4y})W>$rYGFBva^#|Fyj%=tp_mXjWelaCUT`b}Y z+E$us-iz@ZpewV{=HfhN$>!y`Lh59CUKLh1{O`BkZJi1;zElg6`|)lfN2}lJOq~}( zcb=b^m<+}=<~SModRP8Y*5s9DW1KB|m&W#`w2tDuU?gf$S6?Q>^4=8S-F@FV?9 zCW<<3l|_C8goD=5MjXenkW_1;Hs_s7#~h&kMaNC$vK|7$f&J{q6^Bp6pHO&5oq9J? zTcLtdKqF={e&Q_X@N7t}x>32ZP1Kl*G-l3cjhiEuRzY`Eaf37?{*;>aG<%7Kl(kBL zjNFvMNW^t3-CNYdP?)gwelzcHD6RvJf0voXZ8 ztJTdMUAfOw5>rfEuFBYv3S7LJ&U6!!&AccVL$=JC>y2}wkB&OeJ^}&&j$;)Qe<-HI`4|GK*_)pFbgC=?1D=HD_jBxQYh*RlmiA9Sm1z_fC34~ z6Hp+5YXS)rjCO?sqZB9$uwbpt2?Hi00tXnC%mqS5_qhpaq&fya*k>5RpG(3G5D*%$ zyNZ$t2nTgzB5K^vr?~NO8lFT6?@pA=i zkRz=;pa}J>ZZ@Pp#OxZfler*$kQ=&Elo@fZHH$O5g~2o4(2go>PB0_k%Z|)JHrFY7 zrcUZdLJX-BgyhPaJfk6Sz=@{3bu45@3#Wa~5@$lQv7w5Z730N^ES=>d33m9cFIf#w zTWZXF>*X$F(Jw)Hxz}L*J=qKFvFyUEawMrU5o!pTo%yR#*5Q5=R*eRW9knK0_C-xi1RJ3o_LC#jgZ}28O!oO-~;O{e{6KdR_&WmLTm zF0#{^$fcU0qhqdv`DDj(#^U$Qj9!l<6aNcC&l<6w6`=tOAOi>p4E#Q2JKf{vmzjWY zKvm-kY2&X~i8>!J)gApOVpQiD8OHs*4BhaKaZtve0{453iG5<1I96%2F<+9n>&Wxw ziYjrfo88?es!0}O`Oyq}aW{#^91>Z~&t<{0=F-wBLs@=6zKFz1om4_-n3|tv<5QJ? z4=HxI4T+GP>JnBYJE)!B#HSa7ZZB3Q#<-PL3){{L9uA%m3_|M~7cdAdN+;&VG85hOLV4fx(Rx5sB^?A!? zXeoP94?Cwaa_9^D5FkH`8*+lPz&c?2EQ=%}8uFSD2eF-gdjn4^d z(rKCb7@y_NC^I+YTum2UP1y{J%<4#tZVyWlQR|`IT`t#zwCblj+g0Qvojr7VQL5)5 z5ACa%`Pq<>M5FQj%WJ{Yi^M24b`xa8lOZt*n`O>Y(w#^n7VuIdQ;qQ%i{9Ru0jSRO zT@_}X5f(-9(JFTRV*VVbPTt+XJA;?0ePbb4OQjdaN!4D*^Pw3o#Umvdg{vxU?%Qi{bfJ})PFW!oA8!XQ8Yp*5;2EWe?ZtX=)& z6B;m>4y$lVRFN|}Nr6Soe_s+*A2Hrc(a)&YWtI0lHl>N77Jy7OokbOMBdJ=e+D(Rb zMcJeMa=zSzsx^m{$}~eh%pRTjqU^k4{=s)5vcBt)g#DJ6U03C*X(u-+=Z1_j54!?K z#7GZ%M}!I_=JYzX(o~TO0|}k#|IoQ>tul?WH${E|!hzOG*W&CifZts8z)g)OtbTTN zs_C#5edBo^GjJ?89O>l0OidkC2?!0`r(7(HsuK_nI#c&Y^Pu`rBqs_He^w5w*G2xP zM!I^`PDUU5Piwex0q|lbSE=MfoC1>)5fd{Y&q#eM*HPRsB_uWq4?miJS0m&Qlgej4 zHv&QfQ}^&x@mLd8|5&^q<|mWboS#_@$(V(SPy7PtLMrN*XNWW<^|O;mU8zN?jKt4C z{u^0RG`}~d>cnX%0GzXyEQE3?&5GpZ`&jxqhMC1?#>$RlKsI%%*V#795*{BfF)2H_ zyM^ghRTGhV$wkX$W%A?kE9$M3t9B8ERZ8WeDYE3M;(?u9oxtfn#VY-mcD7D)TDe5f@?sW*z zle)Q?UOYOvO&slt+Mh>)GG-O~=yN9>l_kzUXL-#kY!N!91}Tlm1$!RGWf~@Di42wz zmZFXdW0Ks#0-ermVhC`giI!f{tika+4awkn76Euag$Z~#QT?!#{ z^YR}+qs&%l!uHlINh&17mLm5k*JJE?7G$=rw~g$Ovz?H)7DB<-x*8(G1`w@$@A8Yc zSC07xGDNQq*SeYNgAm!u^pwLO@35r;@e;;Z&@k()0#!s3pO$kNAje1ocNCuUpskhqds$_%DSz~ApJG$SE#ysz@z3ZI)ZI!F(l2t|S17=+MYyD}#<=g%ZH8zVP^YbkDIo!_c1gjK#JFM& zjmXv?E)+=^IZ&yyw_)pS&`Tx?Qyfdd!h-|K4caq(95mIWVHhAX(-NC1f0)S102k;3RS=Ctp4@)q{p^m`oaa>pVjAAE^f(n(js zpTuO}AG9d%aX{`>d_gb`SfH^MBT+07lfF(bxe^U{Zo>VIWArNW ze>3z$YMZMGBMy?Sw2gnFK!9KLc#%n@t$gPJ1-5Y;t+sAcP`o$gRSJ)gV3W9^@i~)zz5vY<;b@uzIZZ=M4)4^$UgO9V7Ys{oNOF<716~m-nI&`2ygC z)It#-hYC4EtryvS3c9t1=40s^bu#HZt0Xfz2x7jycymA$vi^*xYeabtZk2{~F5rlV zF4BE#EhI6c`GW=k98*yK07Hw}7{C~{k?xcSEl{f^7~2a(2hab(-X@sAA8Wc%w0lTL zZNVV>N+?xmPzl*X2B(k|+Y?IX45O3;UR66B#?G^d`;K{QSv$yc8_!(Bi&E#C0uP|& z=$83lT$%f^-jN}M}o*p{#8a=7A)(*5iGX;*Tapyi84)Hb2~%85W^;S5XnO2RD89El`` z-X1g0RRs=YF56o-W-C37neu|C2j1^_#xz)lUp*kQbny zg@-_=k~@liIuD_?DV~RZd%_uKmL5IKf$$Eh-v99~vE;udZZJfimfceD*@S@JgFc--A+V4o5t-T6<$G3CHG*i}-Qv&h3|;Xah?AhAKw!L2b6*$a#cuUYqL_ z4j}Wl?Csjo6dYwpcvw*&z()*`^jd@(+_E~>Vtsug#tpZ_aD8TnuXQT>reNfcq5^u- z;!{WY>6JNt&MChPX^z?fFe`TG2UT-J=|>8v;P>R(2`83qb4b)AvhWoZ`U$s+%lhGw zOv{DIBeQ}J^ON7NhzBqZF$Ib-=fn?iNnfFj1D3d8bONMQmEzMA42n;@^AonJXzN;y z4|Bl|y1OtJT__~ADkx=ac|f~vGhs95r|8${qsAuU5}OWVJ?d=aG~y?zyXCfRkrlZ%9bXLBWjt(=wOBj>B$%U%|NH-lunCWz#mx%shI*Od7hPZu6 z*8DwmY@^?O(K>h=;LV%ZGe5aq{(EXN>1Wl5Pb@;Hh&rul-Gftt^-bUg(<0v@w_~U% zIZio!5Zy-uM|kWb59C+VJMq2MeyGsV!sfk!iP8=-2$y)YT4z|u{s8-xlXZ-0@h`;H zaiuRFp(06efjWzPOS6q;&OixOERqW0wQ=xA*sY$q2~FFv**0u`WlTZ1sY?;6zB>{_ zMFm^wX~=J9i=nRlmY@ptJsT`FRsJDmi8wj%5F{I!6Xg@xfQEa+t+wmVhT&a#ZiN!7 zpka}ThXWzX?Gq?R+OD=6PBnTr|0UKXAS%RY7?HnAqn>r+CrhFkHcrJh0O{T8othvM z`IaCh=pt@J3(vjyGMY$O)6zMKJ~swJE%H`fb^M-FwbE3Det3^3&--!J-%pbuY;Qh44%%gG4ZkfZ0D86S4RUDs&pIXZ9044RLKm+4x~&<- z)<%IRKR5dKoNA+tc*GCwBDof^BL-u30&urH4*!`hRpfCQ>Q&Ok)?f{^k%jh;kAb_v zE~;bF<~GZ)Y$}sko42X9C?HY-`MCIw6Sp_kG}G-^m1q;C;M$ttn(3i|f5|A{SiWKo zpWCvHQLvRmD-~6%4m++5kxL<#R#TM#PP?RFN3vN4Rb*?vmAi@-F7&qlJ)X90;*D z$bTyM8Xm*QHD33-+Rd(4s!)hqPMGRtbiS`{zY7#U|6o>t0)6zw6uJqs!EL`a$SaeF zS$c{Lp*3Y{R?8IOG$mG~IOsB2{+n8$)L&pzPn%6zkcwY93$IzM>QQ`Rmi+f@$ae#l zxu!jYq_I3^3OhherbvZu#UUt(Vof0ub}l6%G?P^zVRwa|DioZ^giuV&QZW(B$}SZV zSOi+rI`^G%W~KO6_Yh71zBp#7kem6kH*?o&akYs)qD3KTw>bNwj z`9vA0ApULJICcpXl>j&!MhNTKqXoov1Kz4C49J2l8C?Qor*IZHPeW@9-&(ir*%*a2 z3oeV)nS;tU8d-uR5?m|>WxriC0s$7(Qku*n9lJ6e+9wn=y;1{=Mvxya{?7^EcppkM zSo_i=^A^oSCGFK%k~b2%#55pVn6wjDdPxq06$gPHUrRVMz}91eNtRKxJOJe;-lPhS zvqB21<~kcjr{yZOR##%(!jXU)Cjl^Dg}L-lez)JN>%=%#;|*pfnhi8!OHTVxifAj+ zcf6RWaAJ;qglx|7?c9+Abi*7eM6HP)CpV<0T_`EvJEkRDI~X(^TB6=aB18+xi&&@0 zC|x=7#de=9mWn}MkP69k%L}-p`e5eQU2!|^d-5KUb8jlV$U7>s zeHpBhF&c$be8f;1N3|9#5?slcAWc9NAnQ?rBTJqsz?X5JlIg73VHmO=8&4WQ@PSIB z9}{`q(EumbRS8L|*hk)gH;Vf9K_}~*Yf0xO3C`7xf42P+A&*!_{t3m1 z@v;}~ORpidZq;`+>pNWd$+;gQkZ?sXWMb75I0l*IzdvjIWTl@g{FzFa^{zeD^Th&a zoOd(NCxSz= z37sX)gN%^h`viW<(3+i)ki9gtxz5%@N(4%^Gsa0;;{Q?SM!cYWLS*ru7nkguJtCj1 zA`E-kx&_tS`03^JI8_d!|4~wU2*0BGPI+Cr*Fomlif;{@x|IE}^@mc#T(M3E?DhS@ z&)`7&(X~hH5=G=%4}?0|i>Zd?$`DYwQ>s9 z1lH(;s#$MB;fJHZyIb>8>Gp=tOThdPE%bu`JeDS`$M2;L_J8;2iK&0Rw@krhgn+z+EO}&_VAh`a~eXI z@sm#^#;-mC^%pz|a+bl>xXFiHfw=15(N0^I1NHi6BFLwE8}Ns=3sW6s07PwNgHq7L zm`zIE#>A|DX!&k)uti=Kdkpx)7#!-L{I~QaeoO3+hAOxm1-eB9@w1(Jp;fxeb!w?HaACelM;q~l&Qv%a9BqaNFW(|v{MQ) zlTJw3Y(ha?Hs%d~Sb0Yj&8GzdMwpb8Oy3Ms)lyjYs*p?a4N|HC*BpCNXBy*ps<1=$ z75Ik*a$`Zy7Nz4l0a+7 zJv<%Xi10R45+0PzJTqdlXE?s?QHARzXG-u05hko}2Ej2hjEGayArUTaoGZ2jiHVeb z2J1-Ebl_dQi?T)HW|fLUZuxR&+##qLZgOxiFxtDP!$)2?P7_&bO6o{&>ZV5-XM(ya zcd;aFG_jh1hcrQOH8!(H=Bc#{f`}wdTA3JQ6i)WV=BJnGjT%g;fs)-rN8#iu8QRVa zW^_L)R6v2!0uyv-@tEdFd22)uuY zPOec(y(7IJVxt{0BYA7hkj@5W#4UOX!5+W;vYo=UOOQ@`GUoztJSEef2vfJ*x`<6G&@4xLc3ZN#yALMO`qy1DD#U5 zeNG2E9`)$ws7nvZG@d`-1GFQ#gDM=Q!6AS-J|*KPinc80mev+eSR?g=Tk>%|To}3z zK;uVf*$N%o4)5XDEaD*a%EcCILDl4GlB|PABRwXjw5JD@si4C0u=TiFwWl9MlOG`% zz6bSQBTXa{jpl4aT zkLc~kaR8yirmVl;J{2|oA4%tgm(;NmMr4G==r&(mpU?BnHg<4|73+>Qg$-spt?@po zCI2(MWt7OlC0ZV9rLksgm};PS1Dr^J*^S)Sy?TH$YtGcfgGmK!nMmY;K`0#dwO5(k zQw$x2CDv8!yZ%zyR4CHwD$o;;;pWnGMaDr!BE?$kw+y28bB7jA@kcm{nK`Xj(i;%r z>UG&u$@)>1x9Vp?w@9Q}RPKe+(>N5Sq~A^|XOHa*&S;dtm4|+>lk!Ntv7~hYY>y~W zuTf&}91>nn;#PNEMM=L}`pzw$|JsM$*iDT~=-M}{PUyF@#|j`KNEl{!G4`Swhp}6m zQNDJ9Od4?F$3J1#w@Mcf-+jMrBq3u%X&$#AQlBSU)>Y3Nh z_$U!6+mgj4THW+M3gs4}kJ`0M=OyH93RY>J({lC>=qz^4l8iIdTVn>DQI;hy2D&5= z6m1LKG+=K(j6;mw?6awKmg8(aSH~vWfey9Bg3DH>sgeLvdrIL*5+Peax!Aukm5SYQ>Iz?thB+?HgYId~lz?tc7&}@m z5?2yxLIkb05oojDW=jP9V{YW&hh!V<*QwdXIG#|pfeJ*pB!!&+kntst!pdGB-Qd7> zHGcUcLitZWfY2Fr8eUO^V!+hb502E{^TX6kE~9HPGcjJNX z?$?SI$czQZV2>ricBo892y3yv2Odb80Nz=@4wr)Nf*pvT6~T5vO(2R+*=#mppJzSI z-ftC0J|1lM8GG>#JXf7IB8k@c7wQP;G!1KUgiT1hBnd8;Jf(5cAMC<~Z@NO;MGW z9S6k|FIK}q{V#@TCX6-I>M63FU+Pc=Ene5X+?5*2e5DN0^}?a|%d zC^uM+E}XK5xVp%A;L79DQL~A%dRUFZdN|P&l7^GNk@>UBX2_a2w=SIP1{hvK7!Ze{%ImKk$G}T zBI>iPBG8!SG5{`9_88D0ys!$lRjefwFR8**m6mjN4(q`{X0CIBs@4sEt|7G1H4n-*h?DS@#N)56Pqm-N2F)y#;^>8gu#98BXS>m*9dFT{SY4e{ z@P5<{$cyP2J}P@z9HGuwKB`nEuwmY0$8RMYR;@4iIP2|pqkJJJOT$bK>^LK-oA?Cw zNkM14e_xqYD8+I!UhRTJ?VmSVx-=l4HTmsp5b&w(Jh!v?aQP{q=ioY{u1tjv$xhBp zLesmy8iz`gr6eT5ZM&{eP@QzXQg6w@fomnQZQgyH*|6xcZ1lz%?D7$Zp6D`<9;awI z5G~NfUs+~6r-}$8dhGlVClB$1O@>N5Q(!^@#u2h4By}B>-x}je3SQ}r+_=#A=8}d+ z{LwM|v9YvPBDBh-);9Z{mu)YtG<*u^_%*jD_wy$eweB*17F8WH&NOnMJYz ziYe-BS;2y^831Snu5)NyfRYYi{rx|Js>3;~qyd~{(5BxLKJKaB$#up!W z9-1P$g9SX2_}>vb^G*Q22~M5;Z4zcel2#j2+-i~mc@t+zN`54J8vD02vTcN^poVyZ zIv;=u9c9Tr*=^b2Pkk}QLkjJHF&ZKg%o|mpbwV|_)+@LU>XHFbs%iuOI7XALSSUSQ z2#qQjL4&4nXt}BL2ERipCbEzBQ8D}tju`r4tym9XT_b4B5UO|!tO2C95J{=`B!zYq z%`%(msU3#EW6E35{r4K{f?%H?0`C*f>5nq0BU3Me0h92bP4s>Y1X(0pGrXZBoUQBZ z_}syjbnL3 z_|HiFcyuKfEw(x9k$-rcz>{=>ic~Fcg7(pP+460Wxbxc&3~C>9m?|lv4Fl?rHs=1y z=sKy&v_c110F_xS3hwwfJAk-@K-0k2j_q1SWs0^Qxd}n9G)iYe00)fS(*m*-dvOo` zK-_&p8U)L-(_we#Vtm@tgC_?zE$;xvTOO7pLjLP#c64Y{@}>@_b?*7QeX}EyE6zbH zATKVBoI<$Zr723bd+$oj0foVUU)Kfn$w|>M$jYN?@Dj{M2+XU;dvuf`-$}<6$e?h@ zkQ2n~u4LDiddc2Rq@Kn>3sjCIP{VGx!*#(wf!4_pI>hpKY=SN*@so}tRjM<>ojgA= zd-`&V5!?0#O`<<2#BX3w6Lrun`6SKu6LF2?9U>rn?#sp!Gj0|Jb+Zj=!FHGC# zi~(n&LHZgp5`%Hwq~NUSE6I;>B;M?7P>d-f4(_HgIK*O#kXb2Fx|#C_jc<|&evD9j zx5PjRI-DX@nD=;~@wDDCo-c_FQe;;bNqTw8Y9zJ>u*3ANd%r~IvDh0Mp_a=KYH{q@ z1LIw6^iiWql}Ief7>_OPp1~pc;FBmO#s-L~9J@x?_=#p99B>-qsE&&~Baay}JY$%8 zGO8EL?JEGzvB6Q?xodAhL2LLYelvzAoGa;I3P^ycT~cU35@pD?PPHLQVpf7l=DrCh z<13HO_2+x9@f1_apK};WR#v|1MQLPcu27?UO=Xch6H)6r)FKWSB1E!%-gVV8bYSgW zKL}Es9T31I68%Qw;<9IIm%V&rXNo{p#ntT$mat9$0Q?N@ZaSC*cM={6vIL^hY7EZ+ zB(Nd5g?lxe3BMY^sXs_DI&r<`W-z2SflY!c-bM%|cgpljW9p~cQr{%07?U`E2lASy zhi8bbG-7Qv=Z)|4R0_hM=O(x<^%_!C;tDb5!$)nXX=dLhkSo;Bk|os$*qZ>F^SNvv zNXjX!H)zL%nbtZKb!me0>ua_Nkk8=aFQZi-P3B{Yzh{~l6WbpHHo?QI{!iZTWMu`% zFZoeLv6_<2W9OmJwbIf2ouOu?DOs3~6D$Z~9wCRh(~LhiksFMX$%<`_%4$Y@K9@k{ zBG%t%BFhayKYUf>hPm=Q{9sysCe1@L(F`HW4W!{cQ5X|RGBjafD?pX;6-=mxs%<*3 z{j|_bB{_KF0Fr7be{Hf{@yb_@>iv(2ynw)3?llTo<)Q@s0;%9KYu#|crQZV~!QaD~fP1;X7Zffzq zw0&5^#eXQ57s3cPhg?33R?<8iD-WP$d7&IClH^!pEt@8uG%P=Wpgu*E!olT~*nf(c zH$JEB$_wrNZV!@?!%N5u>{<|81EIyZUL_{Yxb_U$sUbwSizCk#Atwu@uY@6ua~umcX&c7$Z}uv<3Y^+(NiP@eOWz z9d8CMb-s4;VhZZ?&6-7S)cXJWG^DFMHMp8Mq7{qi=)aqVB$t~|SF zdl303zrxJ7fgWAt%4Kfsi`jwHu!MxA2Mb)926^uX%fqk&M85QL8J31^NYg2+aihC7 zMd$2!JKd`k0Em!dujvf0o)y|~sGN|AWiTw(o}<&0@hsBIfaG``qZ&JAdP9I^wV8m>PPPJ7H{f0Lb&@K#^)Tub z^yw50i*?qShoUWVg;x%690@!j=mfxE@^O^zE0#2$D87)S(YaFbfFSlk0eF;T6!h!J zYT`fMj}Sz{N3fQ_ffOL`9T|Yt^84@O%(D^Fw?>ZC5UqhFiLs~%mN$-=Sg};_Zbsv| zKjREE--70Kg$)y0(g4XNIgr3DHoaRo;t@z3hRKOC=%|ADF|TYmu1EzZrQB08WD4*h z7(SvjJZR^!{RdO+6)Ct5498n+B{S`LKss-Avy&5|stb!&8^|o3^$pegw*{tNAIzlo zWpG6%(5RLklHwh^$nsXe$TM9crArA_w+Hk;Hm z<8Y?)e&9hIbbE>!rVh*B+6cW(W*hx;k-rt}BN_8iq(h%Ka`xz>OqP#RWPpb$GV_@tYUZ8Q(&yWuq z4n-jm9qv#xCsT5XlZFlc^m&^^9#ThEpeqmYY7C9cp&A7T7$Eh5B8u53ai7rRKc0kN zO}Ue+IPDY+4Dh1(U5#s(_X|EvyAM4vU>p)a$B;nU!692W0kPMu#VD$!pL&%?94JDHn3p8A8<-#>+oO#y6$qEn;;;%<7%@YcJ7ZOccQogus z2`ntUP$UM_vN1Up>KNhg15|9x0hbZ84^)TVjoyE7xT~Il`qGDECV~*^{VL`_uFcgy zt&=1hpiV;;t5{m^XGs9|y8^o%@@VylwuCH4_*i9OwzN*R`ig0fity`nTdF7$e9IN( z|9-)RE2Eve_=nwEOZw#nz@@DLtDh6_e|GG7p?T~GEa6UOENrXdV^b0q!{Q%kOcV*)1)PkcYkZQljc~kQ+zcE8UKfeKUf5Y>nku zP=8$wL8=K$T3Yb=9*x_SX3>Yj4q^F6NCrW4^c(OuHzi_v4-6}aP2G-nAc!jxUWRw! zWz*CXCToJ%Ftao|-t`(Z8He4}t~t;Yr4%h-DB=qAc*q6Pxa=Ct!GiEF!wgmaV{KLp zAtZ!`CZCZytsWyH)@J-n-2hAoq0{2Anu9NhSHCn%p65($dQuAdoz5l1E3 zh=4*nrj7`R(rctR_y|_PmNB&3`yRU|5Cfb05h!&%_?}pw)wzRrfS>KhI&T5+nn*|b zn-=-j1Uzl8h4hFck37lDH{*zU^+psUt;b@Q5Rh(?q*GcYu6v9f6HeL_l{k3b9#$tQ z^a3y56?5Ljk|=Oksw%uFVC&?NBmI_>RSVh#77%7fJ3$zX%Z(T43iRm;wM8g(slmUywiZ~CK-2_o&Zcb@PDora3iRkkuGZdVP&j)DUvQ_B)NlXi#0gy@rAAJN2BewuX+q8lO z9q-SraZW6%Jbfk6!x0%jCE1F2GY}xWF9E9GWE>z+Nt(0)kRo@rkMHZ0)YvMZwqYqH zZEm^2ZsjsF%vANK0lxvr0psqCacGd$M{*~man>?%hD3x0UE6AD*tJA0@#f@X^}M9) zy!x;moyliRVt%+JqPJw0a85-Zotpcc-EZnZ!GSVY42;O2%CF{CM;_(HtQVi@(K8^l z$9-HfB+_+E)t!;+K*2$1KQn94Ws##|UsA&^2CO*OR^nzE_R_fQWKilr!GU65Sq52m z`FV_l9L18Uxe~NW&h;6bGR8zZ0omz}-ga!)^GSK#B%p7MJ*8pUG*mWzKh52Y436(C z)z{Inw11?;Y%XG(3=MRxX^iJ9^2%#mSs-ZJxl_*$RH?6>q`& z)#a3RCVv^wi6}C4bD|1SQCej`kGxDf$*V!<5YgQEsPuAFcXH*boS5T?2JeZF(u%E~ z8xCC*-*=CZ!2C0bs1nFY z{<$0f`kT>uS)a}L&3T4q^kbzVjr#}?Z;f=ew+(78#(RJ(GG2L8y`#*iU#=oL)mep1 zr*fxv+GoGom1S@wzQt;cwM_Oe)SFUDz|~mi%7ECc2%DnSJ{lz@GcVp zwo{FmAF|Pk=zhbcq5NKU!{-T=>z#BpNT{h(hD`Mxs-bbRfY>@(bD-c*6SLmK)S3>e zA&~g}{V1cXY9-hS$9|>`qLDJLAL1!s{in&JYU)yBNZ|=ly*I>wIfZWXe5xGRaEy!* zKgI+cJ73R$KMfyQnO8#MsFAv%;?D?FC5q9+H#0vO)wmbD;a_Hk6_K`$O$&lhktn0% zFAWjacVqO>YlLR^&TF(ttNiL#E>eJul_MG+!a1~s?9@Szoari;L6h(tK2K_l2v(Md zL^5P%ri(^bJo~{CgQJA{c$_5+UI@ zo1T+l1Oy&v)Cj?+CUQfH=JwsxpgB-*KtNJLb-Cga+-fpUDdSa`Oj8rh6F|TN1qK8J z7BoO00|+$~Bem=)5(jjJ+ZF{U3We1T;>46F`jD_X92Bf5@fDOPw4fiRNZ3H@QE$aN z&X`RdwAFyhiq0wOkWb1oX3BVScXWf~toAr7<7@tzx~j`Vs(kO*4F^rt#v8Q#`dUo1 z8&#w!$wq8El*3m&41 zYNZLbXa}By;~gB(ii0K$g|X10S}SNp+$1h2L}3hJ21KihgdG%$MB-Z1AccYs1|tqw zOfcm0#C5gAL+Xqr(InL&l;2F>h)mAeV9nVXGQ+B2G%*{^YuHrvlgph}46*chXa#{t<+*VtABk2YT5p(% zz$>{j(cCcFImo<@qLoQeTEeRnE6ktd9CK7q0HFg+C8$MiCcJBVt!jCXDMIDT%6L{J z6Q3E;?8Z)VlO4%Oa{akZWix@i>lerk($EW%=dKvV$)a0yyZuIZoJ03M=vgQs1QuRI=S$-^c zo&HYar02&=dB&6p-FVUD2H6aeoQb^7MWs8k!8*;HiTvkbON2LU{14HlFBx{S+ck{z z9+6@nQdZZAm8(uib$69Sj=7oJUJyC7AcaeX;tYru^THJ`!VZNQPCK z;ovPu1dE>?Bn}Q89^{Z176=~<1*a`)XOZxM!H7GJSfYtSSPu%s;V*tTXkjBQ3??G( zEF{b$XbOeCkUCs(AZl@tFuXVzc#tRT#tg5+!2!aEL{TX43NpL}C1EH^jE-&>Uw?3F z$kaI2S*Na}rbv9eK~v^Rt#6HR)OyyNX?3t}awD=6YKIKV#JRf2So9yFr;LQR%VWT7|Xv?S$N(Jn>zj-1L^pg>($?fMuz;av7@sgRW)Tf z(KUmnPGhNh+SlOzVKtIcQwCSkbj-vwepYsjC#Xbu6ER3ShnOj;O#z4jvl9paum~y) z#pFPes*@-m6o3Rh9vB)73K9?&6c|33W-yq_fgk_{V*mn%VHgNv015&*7A2{B;EW7v ziYUR`Z!gMn)I<9#CX4blxhZOG=sGOVl&#ABHBFCI$_O4kRRxWvBUnSnv7)Le={k^o z#s&7QQM|q%TWd*G+uHCHT*31XAvSB?Q>1!eNHWztW1y0zWhRmu@;vuj(`flNW8sz2do@DSVVB6pp0~nlma@@E<@s z*%zC^|F#hkV%Ev$8BqO3CFU4Y2|$&Ty3tetP{DblFAoY-DB)x%+0~wes{#s$GCRSA zPBtGD4j2Jp1}Z`>Enu{>Ejw=(r+%E;>SZ?|%I&kJ@-CKMsKHd!t~}uZRDy4AMyd?@ zL;xbw{i**daZXSc;a4IK0zT5LJtUH_;=Ew1`%?#aT8%7BoAHeoF^QFMP)162uuKkH zPzdm+aB2iP!X2UXqVPyN{*-*k6A3q+{ghL3n#i+)U33n$RqXuT02VQ-w`5&kb;sKV*vq# zjHC~>Q6RZb`Q_MbBrlWNVKQB6qVaTvu0=+X23wnvVC$2wSi?>`G``ayBT_6lFez$% z3R6^c93K-hV7qmaWS;7QIgNbB!Miz(nl0BQfHbAiP08pT!$5N+^5}SBc#15jy^j_d z$vxRo7~x2?jbqj%Fd2=KOpGWPjQ@5f_Y|jk}O{;k&PBA5JT!*lr=Bc2x3c+FmnQI z>Mm3nB~#V*Xe9YKRfFanr7>2G2%|;dsS<{2=!i;ha;qq=E-;xmr%JDlAxal;$p{N6 zYlcdf%Q;e|W*j1T{&|rl?0`5hU^P@L(YKhWjFQB8HS=_@7Kv$)w82+z#mGG;Q)Qrp zf^1wQA~&RwrSTEPVxwE@%oU-FB$Xhh^Y$o9;w0sHP5^}|LFj?fi`M`<^byskORY*i zkFw#rpiP>XKZ-)cMX4NTE5Y51&L*iV0fpd=842^h9ibXAtUXDMBT-R79bsO@z&XgK zeJoLS%R*#zIT0i62R9xM=I-r@;FlPIOsEM!g))kt2ED3@%1w|F2$(8Zd_}axiK^0A zW%EHwGPnXDrzHxO%n-Wa27yt140DP)Fgo9GH;C1`Ds`kp4Xff`Hi#i6kHn=eOoFTN zgH@vj1u;Y_A91Rm@-N}#({#BK%km0-6XdPsT4f~-tH~!O6w5>PTte`r_KD$mE!3P) z35u;;p_56%(ML8z81^4kg5wBst9mc>5)R~g@_g!`yAzK!>>A0f`H`l3oVR*suRcgj z6b@3^=36`}3R`$i?w3BrBdoiIoeCflV_p;ivBGgpxrs``?VK`p21Nsf12qvRn|foG zkjSZJ%P>bm;5ogvG#bfG*V$Ge0iT5x!1i*r>@7`RXJp z%$+8iq*rg2l%kb5gKuQj8=PmhDn^vWtjXjqqz#zSOc2Oxiiw; zoHGm!j${b8WcHaXiGgQ`lN7lNpBND4RPUO}sal2KQQK~HKk-LBP=3d9HqJ%!lKDk$I4^bR$x(itN;incPoC$q>nM&MSTOyIE zK>CSw&U%fL-7KjF2b%n9T7SoJrlDYM7i$(fm_N-bzBtqLPdZe?b*&z0j$N6Bs_@PvCs;P}ROdn>d<4ouE8$Vf*E zo9|YEYR7!E(SxMY{+2OMu*~c!Ah6Xm0bveri~XPE^)cEWz72G+WeKCk>=CIFB)Zh2 zKga3O&{I^OSANzxSQ)B9EqrEQuLDMy3XdQgn&Eu%^`PVy zANM-~wLw19Jk1~pS{7vyr8Z!SrG$d$ELy+b_`cvACJ0)b(9??qQ)ru$2xo%e+6+sg z;WI>66ic;7X9PL%Ybqx!AAp8&Xsd7r3HkN#z)T;%VinwKHx0jjGYNX`k&wFQLGQs8 zqk(-lJk;)i6>ys+Qd-LFW-9D4s+&96Q&V~D2$&YsDI(gU=D!pr9D~;GG@DLOrcYF1 zdsLbp31o*hj+&8AxAh^#oA`mv^D;Wgr@}g)VTQf$iML7Nw-C{^FIFpC5YYLf_Q09g zH87;YFpfRl^P8!U9N`wFPQ}~B(VXf6LeK1XWdN@9-;U)u|=-bVoUgv z=a@jzN^sI5=X!oma(y>AWgmh(w95=Ts}AFa%uZqgM_q{pPD{qkW8lscNsv4emHTXj z@g%gMb!q}{yTW7S`EZpf=jY(+$-85W!2PxkZXs zHYt66Ld+fO*1e(k`5JFRDTF{k(mp>{wvxE|ByP|iPR*!6Kb>Ho8$}|48-AKBh@GeFRh*FYQU1b)#e-$ReAe#l7>Mki!k5x35l^~K~gM2 zK$6bmNAM@9NjQ%%ZG4Kjvq7XvSh#gIHz0|LkitoVq>;>AZ5e|ehSA~>qbPXVT9`LU zO9{crgd|v+aZy1#4@e?VAr908LG+pc$kPmp5&as6qB@EECq3184?2mkp_3eT14>C1 zZZQE$1Bt?lv`(YRW&;GHQ6!!bigFObWSC%XG$$Z|yrWNQL%sivb{O}DRbquuZ5^TH zmX_{fm;e$O(I~q?e6P2VOaj@KC_|fZ#*1jP#USS9NP1rY!FDx!*uy9>KzO%hmV`>v z2QwKSi-;=|#CzVNBnezd{K!m`6_N5n5Hpy9i1Wg8Ay7hJv01cWt_X~^qNE%|^mb$< z2$e!Hlc%&<(v?ux?a`Fvamviiv!TYU9ub|@%?+i|^8pRvq}rt&gpeMX(xb^Pu~*r@ zUJddNR5@2n=@G;G`i|_V;-C6pj67#jq7Z``7mgX_3 zvyq}x>x9Aj%K+#nrBN@AM(1w_eHCBC;A4=Hn^n)(Bf!WWCE&iL;A7N@&C;B!*X!;D z=T1sSDLuxsLj*M&)=>|<;)kohjtozFj6r5I^wcx#1vHrSv{vo8kshP8M!m8qv5(QES{1M;-jEiIf+3TO49(a! zV#`9$P--vG>sV29-@oOJD@VaVH#>LI94u5Rwbxxk3RV9`f!Do&rj>HQpwcgPz{7G< zh*?dp*M}FXD><(t%Y2QKGB_PZ55KZ67{X?q_ ztpt&W-`T7U>!u-S6m>&nLmo8q0#Knl&?r(pNyDxvS{LwCF1tnkD@PJX#I3cxlT5|h z;9O`uSP@e%QVl*dMUdEaR$N-pBH?uXm!l8vic%yqq)*J;2C_V(q%MdQgs-texSKxV z$CfH&s*q4Sr@Cw?;`oG0tLe9+odb?*k_V`78W@dpp;Kv=G}}xmb_^Ox5CPUb{Xl3G zLY0tO&5}Jr-mIg}M@>^!DCasGy+DaGOE*N5rq2ohgx9uYNhm3OFeamjH@7+K*SD1< zfrRvrnur|U-@Mu0w8xTJQCdan(}`#;DvK=o*~iX?s$w4~(L0tVNcRK*;#S)d5w1#C zXp^+ZQ<6|>M#zfN5uu?3PW(r9K?|A@kV1juDVfm)Hn^MS#O%w67uR^|Mp%d)6eiRb z3ONrG07cdJuDLXiEOgT+tl+s=_P%nf9vYroO6T_dl(DtH z32smwu*^A&B3y2zu)5ck$5WqjtbTOSUqAv}YIYvhZ~Y_h?#m$LCx1yWP?j$T-TAYM zlg?=tidOn|*r)XIvtrSeCs<K1eNlWKR(Wo=Oeg59^XIwpck8=i} zey@*7DEn`Q0kHm}M>pi3tzs{TuBrhy55>Z#B)2Jn@N4Ptlm$qrglF3fy?m;NlPFM4DIVc? zBMNyA%Cv(Tqo5TppL9`J?9w1Wj)ofMuj*EtMG+eSjK#xnl!3(|!8FNw{p0y?AmA7t zZ>z~64<_^##B%jvQ(HAA(0Gt4y4~~`iT>aec?`eU0}1ZO4bXR00a+aL4AfAkGD0bD zDlvYNq&P)3?Nh}k0eVmr!gNH|*+t7WY%Qj-nd9)hq!vaXVmmLmpgo}stSAKu5#X+7 zQS=F8R(a4_@jv(kPy%X?^vq#LUXVLiUR*OTg zPE0~g2*k{Mj{Uqs<_ zL^lWN)o;`%`ZMr2NA3KtBY$ddadeYsXrKSU!Ko~n)4};hQ9pkkAMABjO3`3Ubd+Bd z5erMA?beD;??`nHRv8qBEhj=$;RC2WGibSJtIDCdk!?eX^b4(caUBFBJr8+6T2d^~ z{hhymNbGFkA@I(wrGtoqDO29F5Ez-UL3Kqssl&J(S=>m7+{LXv2w7m4KZMW)()rjv z8ZMAFAX(fkG}8JDPX&R`MHC$tPD6}{U&yF-<(;78&vA{s5z06-d!qr^T%T**l$70o zWZ%6EMe+cxOw90SmGYS z^Zo~Q2**pb5vBmflK*`!F4VX)9bqipq1{dEg-E1XWT3WE{{n^=RyZP%j>Zrk``D{% zLNQU<3exhqT^;1?tG@|-rH1Ci;gL{;x;F-u0X7d&5mdoZ-}+|%Kq^%(O5jUOPq_sY zcLb|8i}knHLuKWGLSgF5I66b^)Bx3nvulAAPLL8bsuhjbPG z6%GldaGPGp+fx}6fw>Djgcy(-A=_rGgu6{-v^mKOBD2#EnEq@9%o+)@DT{AP^nx%5 zMxy%RaLUtGHhkCAlY9-TEt>Sojqp{)gx0ssvY1K&1$mziBnD%qac^OP_gvL7HL#a?$t5BMO(_1h`U@{MTS~`F8-0@0`%|5^+8dri?+PtgY|u zlTvT_5>JR`lNJQaNQV1<;0h zvekY5iP;OF(_wl$$eG%lBp~4hdBbJ7Sq~SlE#KVtnW`Ns< z2HF-ENUv6=Uw4nTi@OFA+FGxkm;r8ynvvc$i=Lb_cNa6Wy%&|70e*vRNU_kLKB$vk zc4{wMX(w!EGJWg*#t4A`o57eJPQu(20FxKwAlxL;VC_)9RrOqSey=+E+#CE>$p64j z-<2;fvFqs2J!x0K6A}&MV32C>t;hYT*DR71V&+?47i{K<%ohQa?Ssxd|8w|i$aen! zb=*$GHw%F#%C=82sy&7ZFS@601N;P)CVRGg8l z_>%3+^B0N+OF4=x2}* zN6$RJW7D3BwUN8Jo^#2&ewp4QipyV#5&+?Gd)|k^M?+H#wJQDt%KJ3iM1u)(3VivT zH}9k+*W!bO!%-c{Q4@c;cboSSlqy00&@dBwM}ER<2%-6ku$=e#M)Aqwc6ywFAE!QN z8$eqD1T42%j7;LHcaQ4l%T1OVq=)hsRci%@wmw8MlJpdr8jXBeWUciUZg)(A(y0e; zN|N>pT&QKS`gvI+F?Gy$j@nAK@E;kWvnxOL5CL?~jEcZ*6e=lk2?J|vaxJoQ$@?$KJe#F+( zJC$99`=bU|QPRrwSo9B9#RVeK@s}{~h-^DAz;i-CWIv8~EYd(QDvIC;W8Oy?q#*qq zW^6VFj2YKBdb*V<$j{MQu{(#OO{at-iIA*((uI)&CS&sWH(1r+=E1UK9LfqoM9mkW zjPoIJl1A~`%8PewCz;Sc!sL^+$$0r$STq|#o!7=izJ}g^yio;kK>wbuwXJ+!J74b8 zqWI3PV*za0BPi~r?+!npv);%L8;-uDX!6?2Ov=H?ik*FENV?_4%6bp;GdJv|f983t zJ|{YKH!Bz*!rPaY;8>}|nj%SjQ^7f?-x8H%sw5F)@bvIq{pOnLp3G3%sjt$wno9CU z5|J6OTP%f&IR|0WM)QaXOQvC`uH)QzXX)PS>QQHaoMCvSB}xQBfTe|WAOF=0r#Uw~lUKk}zXn(qj+Z;Se5|LjdZ%Yzq__p=lbt(2;B-ehL?=E5Le$|@a$il1JU8&6JoUP zeU4ZkIBDGEn)-vE^%pCCUQ#`cahc>wkDw7e#vsK@C`*bE7N|d!tG|f`$Wi0a~5uvM!m}WUNpJ5OJ1Idjow29gan5mWhOCz$2D7oqWXq9`D_vb>S`!0I!u>lUr1K1l99Bo&>81O$)B zaRrYb@5P&+=Z!RlR}-MM{%onRscjVal^3{fg3-r8!E3NtR zrNi2w=L-#ubE@Id;M&woAc&GpQB;M&wsx)GJMhWCi0gN9kEu7vmz(XB+mvi`G|dJZ zYHa=0W&i!_c@8taTD&gKF=EGLj;oFsaOhVY!RF#w-!3z!3+98v*U9_k7WZ05Fs|Sm6VcqZFTz04iZrYHltSO zHdrodetnY0-ffdxf+>;y*i9S(pD0j6TLm)5Ni(reiLN*oZSkAxfEu#<&LvTlS^;KL z4Fw7#;@I&asKvSD4e@_L`O~Er16?%%daC(3CE#>Yng?hl+}-1CZJoh)Cgq=P1?-EE zNVwAa{UKb$7$2`r1RSFSfCF;_T$((xFb*<7ng-+PMI0JMjnKhqh&UH~paYGq-wulm z8dwm_%JiIxjMo4L4Kl!>fdm*dsK5k$o1m|_?CdH6BCx;(9uNw!-~tVt4rD-F009RG zfcK`_+xw8mpg{l*j&Z=j01gbvfbc*EGLQfaXkb_{f(HoT101+(ZZT4z{zS4cY40iR zjJoZMI{*-YbIZnLtxut|6J-3;sX!8m#EAa+R!`~BmqM*QD9<^GV}i_?W5b-47AIpH zcM~2XsLD@`$4IF0GTZffpfPAnW?<7cIdzLuw(>|lxtqmpcauls*<^aBW^ocKjQ-|k zmLFUQtD#}sWIj&g=1?i3nWy`5RV}Sv8(wRRx5pf~`VcFT^{Kg5)!~lOGBfnr0pl(1 zvE?(DGp}qFa9I{sh3vY$x@&TFsIGo(&@I+mJbM@YxVutsYcB&HSx?(k@mMt|7geL> zH3rPAdgtn5bKlESvo|Og1z1@64cLtK&7XyB+;g1;KjYql+3k-jP}?lraCl(PMc&HY zporMk-Kb$vxqsGRwalEmsdvSv8tm#AF*m3tzCj2MjsoVyN>0{?V(wL2R?W1#Gp)Kx zUd}pZ-Qx}_nVYlb^EyQ~a%JZNOjphr`+W zw%kpt%RazLE;h5nT;)8r!c_<8?rV+pKueL&@|uee_*J;qdCz9d+r7msEW87*v-2_Q z=`Dv^JTODNx(ccYfK!0|EYsya=sU%OJD2IMa%SmOxcb5VIQhRTJh&>n@%3-73e0$r zb;-}IJVx#8fQ+oA_&+UNUY~chxOQrcY^hggSeLo?kbJH{uL}|HvURQYTeTFJy|62_ zt`+XMw#j8d-=V6$eHBuFcKicOTMMO#YIyL)##~mepsI>h&#WbrC6 z*XHH+T^-n2R^jz_KyFL!V{XpFy`XBj9jx-TFIxqymzdb^$y&xTXsNQE!1#q6JQ}HHu6h%-w%4kDoj<) zU*Mx9ss?@IE(UV9ENEV0z}&_=$Za&%VA*s~+G!ay@1U))yFz6n8>6aO@NgV7@76-U z=>V;c)dnzh1<&G5L5T-?jS+R*UVA^Vn1uR3I%ViyJa;|ln$vGoAku8W~+`EdK$cn6K) z+;ni|tHWpKY3>t4aWQu|1($3VxURQ*X7`yD2KzpbU1!;sdtIo@q3W#f*cQIW71&({ zzQe0lJz9sVyRB6&zSZMO?r?T#w|Y){Te!dJAd~I)>{JZ6Km1EmG2}KK? zM`hR`q2rWd39w%Y>;_q)MGTw>)3|W~g7{H=REyn zF%1VD=O&^>V;s-5_J*%P8cw*YfbbBRc1MAEr1{W%8kDgdX zT$PK&be4IrAj?X*wIvfX4kU`qu#4o_86N?#rk%+_bXiDV^@q^;@KB7?R}b!-}MIchbeYM z4t7f>@~R_^2acW&Ojpz7xK=w0k1glqGYK^LNMA0)bs^*z3yo>M)%W)!&=G~TS^qANrW*fOfqtcT~T94wTFYFoe*5zq>tESzx z7_8rMqsnK0EQgDAT(W)!CPwtiN8RCW#Cmm50!F%1@JUI*q3-X7nGu16-4lGiU3Eio zy1L*Jk&1t+$YGJM+MmjUU&bEMQIyDG?=6cJl=OXc zm*vx^$p!lZr#TaSkaiC=Qj09R4mDG2-Y4Py;nxb>B6ZMN?@D_eVf!BR` z+b@SB>2gg!(F+_wGVS%gT^o=&Jz0CBqcQ$~^{2k)Cp?NngF1hF33|Ca^>Eq5e7d6d zk@rY%`*W#TrDn4`Z`!A7j3+jk2TsjRpJKBrhh=aUSs_G(5KCgw&|b0 z1Ps(t&pM6?yfJDt;FV9CEG{;;P*{e(#~ij`j$XH%!!OzM__k~Wz~4-Jn7(#;;~}>+ z_&B4XUO1QQ{pU)H$F{qBr|-;lCQY=~V~__d-MuyIUO=H1N8j63zA0TsOo!0eNN+pv zf7#?;+58edxo6wf+Q!u*s^4&KWcjWq{X5-`{5ux+cmgtpTJ4q&DLjkLTwta ztA>SK&0jGw^V8qI_AT0|Y{J(xFEaWpeh{_!pg#+NiWfse}6X}4L3WFD!_mP-2G@sQ(K&> zzUmpq?o0P?cRTOfYfbm+!D1-x0zKcfl!#6L1%Dx3QG<0Q0hG2|41CfuIuzZgqa$qJ zA#0VyZFufb=%#KKZ)2WI!ny82&KWDkkT{VCOKCFY_4L>0MfV%r4N^2yyIk;CR}G&s((Q1$aM{@ddgx9H`t7@t{hrYI^MdG! zwVGK^S^}>d^HI*&aup9(Tn^WtQ1DWG z+46MGuZP}hp61!$*nZt?UUc=#7B41Rx%{)tOlPQQ;Q9Lx!rQ1KNA(t7WBn0B4nh_J z&Q39}?%jaQHJVyWE{?b(m8}_&-DRdh2w~pRd#0k@>yVk($J}e4D7&)rdD6!Emu@q> zN|u?kj!g6xXPOXHD_%BxU}#(4?gLG9eYPd$9LIRu=t6Ds!nYcB@I|Ok)Fe(F%rcn5 zRY=TCPT#P@y}6{Pc_#JRMEeKtim4pB#4@F;p{L8~f#uyRD_%xue(i$wP2q5T>wL)HEJ?z>q0W3l=DQm| z-eI0)#E3KHi2oB2QT-T+_S!%<9_5ck$t7jghIV%}!`2X5x}j;Q!;4-{-(p8nmKP8~ zo=*FXtjdKAq%z846wA2Oo@Iri6cWp%uS&)~tyfdeO2uNk7joQ1Jaf8aB40|5@uJX^ zXhv{N^E~4~Q;nYzQXgvvd#N{7DQkN%uKTl( za+Pq-Xr6#G)_jw8E-OaQw;|(%Z#~pZP$0MtBl5n~q-!O|$Q|lJWH*;Q^gk%c6rUWb zrRCV${JN`JW9(69<01di!DP8}YmO(AZDg90Hfwr{F4xcrKe#p3Sahj;-PMJoQZDFY zPo6b0JYiSN;PuW=;spwfk^4|bC0+LIVqe{T4&1PA*eA|>{@kix#-(dtc7YEhc83e@ zV`btNln|AWfLY{34D-Z(Wo)afYCi z*toIMp0GFF2|e=ozVS=W?&qt~R8--U7i;~R-j-fEl~VU%=5C*OW?b%>b;~qby~T-r zLR2@|f;BD84#>b$N^>eA_i?kRa}GJ^A1s5GPso3k>oDTq`^=8bq@Gl?8zt39ha1|K zE;-sEbg@qJf_7kA+sG#dT(-M%@XL40d*5VfCiGl?(YLs*NPcL0P$?=`AV7^Q>f4@vW)wPx+eTI%Y?$fz@D`(!=WKh*rf3OTR zU5uDr$kKVCy)Dj~fq4N#+X(jl@JPex|>o=rd1ix*m17CDo7NTiX2mNQ2<{m`k@D zEN$e+BUw|%F9Qwl#l#A@k4-Aoi+6P$jh zR3Vbgz2EgLquWB%ab_5!`8ZP~%MJZKr&h5e*H1_7I;m+f$))F0GW&uAjo}hucN{)+ zGS7Jt&4-gmde zKOudr40Lss2hl|?Sp`gP9kl090*rR^_f;=~s%qBkjRm-|`cLTs-7MFx%QgolvA zikXT!3ncv9QPfjWYVWMKh%eR#MhnKS^He^`Y*s4LvMWqB2C7V>N@t~v_dLW2 zh6n%ak?hF_=eISDzo_o%?* zcXqqZvZk1$yORS$9yoA4j?7k^y57!BYfC!Wjfg-g?srR$Nq?VPz#${dhC}?na7oqcHL~Ru*V-fwhd-q$_{ui))W3GRFDq+g zW^W+B^DuLz?cn1#<8Pk&hX>E1dYrme)t3(N>h>ng?mzmr&p5KFCw6u{?vBuS(t)nz z_dHnf2F~XSuFozu_@kZgB5uEbs%z*mJ5E6Q@E@Lb*S}%d$c!c&=z5O>M}B*XFFxe( z-fPF#r7wO-=xISR>Up@D`M%KqU19toT!sI4 zoyq-k&6a7}H~jk=3GD60yj^0eq7QOe8}qntq~-XZca&9vx$w)*ot!j$qI`{QRqct` ztb1aG&~}j_SN7w$q-q!+tw6@!lzlCjqCHeS@Y(&R-oWLufsKS>$t|p6`3d1*f}@7(+0auxpi(wn^EQL zGhs~Ga82%;S;+F*efSZ!UDC3q=#+qra=28q5bdhJBMpbp^%WtD*@bJ@`orDLtREdr z&T|Tnq;0DW$3n(7x+gR}%umNWKVyCP%EMKW*9V-82kv({f6-*0_RK%mo>6v1QLZ;L|K4PmpWZuaIngV} zz<_?GDWl%x%>QuJqJ&+;%b|-}?cv#!snBZ%!U~S31z#x@7s#_4h~q7>hef_Q@VA;; z@zcqtQ(p+fw$-0*mt^VKe6U(Oa*=9lzx8C6L8t=X)!6h+?T4G*cGvf4^Y=`P4RQv3 zrS+1sl6T^|9V{V*8`$^}qtI_{x}pC$SnE1x-tjuW18pl~=ic-zz;6p95iFG_RwP~P zK61R#X+GwzmHZUbt1%dG<&yfrgv%z6vssGI`XITki;q^MxpB7o^b1c7;Oj5kJ)Sno zuLepd0(=|@DsMYJOiZCPOV zvUYtpr=ew@C+=dRg`X%A^EXp^?ZmpL)OHFV@d18EKkX3wpj}>H8x3o+1>+;-l2flf zN^Tj>DAeazGAL~4tM=u6;Z*R{h8{9{ra61O24$G;hj_Hnf#7f*=rD1}IDg3LYh97; zEOZz9l@qZ?lu=*b{pI&JwICR-`kOu9@lPs#MyG$;jLfI@c6=d-bmb)JvmxmM;AZ58^Z05 z?K;VEc20sjeK?nXY&JK8D#a`Q*mbXtKGu&%Z`$7(#`2DDcpTk2M|H-6I-0KP)7?eu zxUuMkI4DGxQXC&6gd@M z9ohaRM5st_^x{n0`@H;o^|n|{%hs{R19fK{C)wt$mmAXK>se3EavyAZKkjh9Yn$8U zUFrN~zr!^~$A&x2CoV4}c4&@sBcG={xeQg-tFPcK6n4_A*t}Y{L-yxAL%mdGgLfyTe z%3W(1k{VccyPmx9Xq8D>*!&(pQ;?HKt?)CWwOal3Wn0$;NP7=D6snQQ>~fKK75`OO<++^B7j$io0AM#aR0GMmEKsct*`f z%2I0Eh4#p%5;i#R{_g#~uZ7<(a%y|`>3!xIJmJ3dAoA=Kbf(*)QNfAh1uNI7LrIcz zmDIeo?_V_N(M7Fcv&CNp-S0c{%x$~B^30=}(>N@ok!|m$^71oRLP&;cl!ACLE4nY+ z)iV4UvhA9s@(<4pW+~RGfryud14K<|GoKY+tw8OW&1c0NKQ&xYMz|xE+b~a3!C@11 zsLI|zfMZBB0emj5_yK?Vs-a+M z2?*B9PVq|igmGd{gpWkYW~PCZ4$bgByr%drX8-6!wgDO$#@dEKWZc5M3L0^f(BR*I zkUD-=FY{$xB-{A6sNK|CU)CAC5d!#G)#y2n_JSEpCF)*-szHX}l@81W(--c%pHiC> zzf?*Y2}CetRo;zmx(pq?a>!{i#JSBxUgC-l-p#Apw+KV=_=9s9`eo>p!&iM25@i{5OmCzPGBtUReNvpm|nZCb1c zLtE(iChL6aYa1o2GEv+<=R4rxx$7*~*O;R60*R3DoDBNrW7z0~{=963aAp)u9AP=8v7kXZiw zgYDBjha0uYdJ=SPiO~ZB;%N@GjD{~Wh^x#qgM;5r^<51M{491w^1w&SQV*AuH`g&= zdwS}@7eG|v60cuSJ&342@O5m9UuI#I;H3@gSr6_vps9Kt8eZGrbZTZ{JHhbD48Hk8 z-xEPYLCra%gj!L2M9f9(C?lev#M=cPHLi3*k9*4?b|_-)@V>BoZa=tA~ctEKln z(K!C*c_=gAmBZhIozXN&;ap9L#(QG5&5>RCyYbOoEGD$iSC1GkB}#YamhM)DI~(#V zUume>(mAg>gzqp4yjz)-*smWFC0=VV7q>A{x|Y4U`-u(lYaU-X$y2XG0q0a;p@J30 ztCSpT^u4(p#+mJc(=s1au@ArIH7EB?>^MBFYpCbB>J50RM_>bVmAw7@X**F8%i;RO$TRQ{lPNo;X2r5E^^&0cOekf#jj&wVuRVCN}e|Yz< zVo{9gm89A&{Mf`;n~PrixwJanBc30d{+Luvo;EH0bA8_T&d>Ls zkzN&xzL4EJu(wFR+Iyz!`P(@7J>5}tWxe%7{yi)2Qu0M&-s!!dL`4cq%o7Cc4(TlM{HNi^Vo$5})7ky4H zeN%HV=%r@eb7LT)e28kw)2equ)#&)6PyKIUM(1B8YGu2pbxg2@IG&ajxju2?hLeQD z$SI5G(u?~dKY44;>(YmGm|8}6DGaX+*Vv6oKEInJNMd7+VwZ3ER+hh+g$7V{nB;A7TkYpz$GU~eaDV9{!qm`!zs1(#$PSD(1 zwUfSZ)!1or+rwP|vUseSW@WUf{r1JV7acfll`H%1U2%D5Z)LRmk^m{nxfY6eUrWd1 z{rv7dOCEa0GGuR4V&>bGC->)h3cNS?H+se5ttx`gHpyJT2k{>7QbcR5NNWWKSSnlo zSh8Z@RHW`@dJZc8WaUN3p7ODI!#j~?t&nJu>|%Lt38~j#xQ!Xlm9U69RdYwZ7BU;lOJ&west`>=id6U(%2#A8Loa*A5nhJG}T!5(hv%|=aE z8*x`Cp`lZcx?$L0(0uaYp;%|4H(lCY1DEn$eha-f85ybtTO_(xZk8M~xw87ng-S}s zeY5VhTZmYAiM`wU9b=in<@XcV(#e@{RW}1a}nh za~^W(?mv^~$GykfQ`YmPFczLp48M6)ez;a}#P2JgcspA2l*IkPtMjxiErT9fqcU3U zNVLx1TvdInUKH;TAf0q(yk(EhIE>N%`BfG{zVHd>hRLcC8TADBt=AcMk}n58dAv)z z8{*MG7oF}W6572ecIRxoDw7odv#f*HgPQ0M2(!)7;W#~2>5PkX!ZjiuJgJ&&m4lYp zMwry6C7O)4bXce-GWX21#Ga?i<&q6Nj?vKK8jzn#*U$7hKMko^!FTt}YVwI0)Shil z(X`PxwTEff)VOR0hA_R8!D$SvmW>4|Grw@PM8unl*5Vh++r+@$HJ0@v4 z_A2;I=1r{7jjOM2oor<=Xt9nN;u&wPg?+bcabp;c^{D$yH|BpPWhiJ&BUxLK>O6;Q zsuNqhLezY$98dGO=D=QBkMSE>a=Y6DgSoa5Do)Dsp8GNsu6=suUx#Q@j&h9Bgtc*~sb|~rNX1i5c zDrTc3CmyB`HIS*!v=OD3E^x3k_y2K;`BVB*wq~oMaode&G4ReI{X(}p520%EwjMVu zC-zYJd{em2m6hAfbi{i_ztFh!M&!)#q>2YO*Sp5W?;~Hq3aI^8tbYhe$8+wvP^I)8 zeDsI@9}c;R;qs{i03KnWbUCS> zw5rip)sK)k_->Q8Vdua4KF&S=+zdM|S0Q_b+HC(;-+5YG#NKR%*3G=Ott<}~nW%TK zLOh&o654EH730D~mhVb3; z;2|aQL3i1IIgtjn-*O%9u7u{Q1nYFYEGG(u4}@O4 zR8l*5@ZQz7uQjH|EH6T^)%Lbk$FiuZ)Rg0fxluw!QhS{r`dD2NbI@8@Kl1VRD8F|_ zTg-#4OL;ZIoB?^69+xY5k;CdA^}9E==pQ|_^bgmHalCtGNpBJ&IbL_}$y+V{qkcHX z;mggZbp#A=A6vhee)N4nI-kDLBf&2tim6erWuYOR4R76}^I6=j)K`nZrl zu+Pd}h~HYJT6_I^L7(rX;gS%3q+L9EZw0Gd8iKK=BF)25l zC6EX{&V&GnEeZkib0@+A{P4~M7$L;j3-1l{5AqEpxHx&ie1g242&4d_n-9#z*UJk} zg830h&IF%87~UJa3c&lg>;MOVfxQSYKRg)Li{Ki#^NK`ta|fUSfdmpUz!T=@6%+t- z_VxD0!`wst+zCG9(TKh-umCT7fIBRVK=Ot8`Ve4&!M?CScM^dBbM*}(!CZ+a2(SQR z2rPhb0^krRgZdBwptG-+uMcSUCholQA_N4$2>wBMFPIyU2OtZ$BLoBz0TezErUp}o zX}~mLS}<*x4(uol2h)Y=!SrDUFhiIT%ouhIW&$&XnZe9q7BEYg70eoD19KwbojnPG zlsP$pmpiQfZ2dJqXCl#=NOBJHh6VY!0I@jxk_dnUJm4D-bAma;Twq`>FgKVxj0p39 zdBVJ4-Y_4SFU$|-4V1ck8*a=uLECdz`3!~5^{G>?QdG`mUK%$om0p=9sChMq0l}+U#`yWZ+LeD1a1>c3A&qQh&7rsykgj(SYre zt$^T7`L#34KoZ`C;EgAF!UFz@ksVau-+~C+>9=+v0?Q`P@K1ww@eTHYQOuTXieA80 zVa`D$@(Kurg#wduBKdj}e4K!J2N0Yo*7AE8XJ5b2pR`CWuE5eLhDVl%7s1%d%yVm$+{1DQIN>% z0id|!y*FgKW*7EI$8OIka~T06*E ze;{l9#=`Bu;C5hef56~=!)OJ%!wh%G8SQ`@?SLEo0dDjY;5U|ckXInl&npyWw6jjl zcTmlDP|g29HUEucz0+yt?n?rOP9S*$r{?4p03(Z@ynuJQ@qggrcgW&@4}qtM0S_F~ zFEIdZlaUEK$b>(Tf$Dx*C~*gdxC8UkgHTo=@iz+e;@|^#t7Z%1nV9MA@o4nrWpqPWMu!w^Lb|F4E2%zqn( zP;ijcYyLwf_;*bCdu#Le)@Emi^!L{0k5u^YnDYO0OhNs(F$F2VQ;+(iK1JT)kjqwo z?_K^bq5aHI|1P0{ir23?$KP@0?>IxQX#QP7lSd=|CC;e%fVwdg%rwX;kaA3;PxSF* zf~kXYE`elAKE;9CQ;sS$Y{|HAdnT9(s8K^~5pqbVg1iC*g@HrS7&!Z!oRX7{|9@TVEXcC@;=Z60<*HV zflw%7AoB7^C>)7~_<+NaKWmpL?4PB}f5nyq`~qwWgNT2@2BiKYI+z?(9*KgW<*-mR zO8(#BWB(KLNEF~2g@PdD5l}Qz;osq-|H6mBGjHUbW8i9Ap88w?VH zkRvlqeuIPq9L!Hr+Mo)I0H4gd(GFwj1UqC`O^ZxNPilTKEcN=&>e!n!qE`QA0Q&47my*Ct``uTCIOt463FZ0=fP^o z2H?R*;01tqv^CqlL%6cWjJ&0p3lqT%#$VFQgn)Ee1iw7t{TlBm4k;g zNgr5K{t&Rn$SWYiyVa6>Zwp_)vDPSYuvjyhpg4I%Ycxit=V0#KLELTk;Fx<4TSvXe ze1-OU&)k^sIH2Mqv~rX6Ler6gTmq4MJB+vY*779&+x&8-^o5h}jhY|7I1p7C_cXqg zyYbeOdlTVXrrPusTYGWWATOEUdljJT4%SO<&M)-7soxgXV-oYYk+e_i-pfL!g$&JR zx~4suTNd-HJ!Pdct7ZvPhevc&g0Ck;nEP+@PQLLU`A|N3nXlIwv+}4>itUPam-ix% zV*MwA-n>%!y^}IRO94lkChEnOR$n*1Z@yO*T}ePSXTRDj>Sy6#Ix-bFVpV4nYeuM8 zlIM1+a8Q#ywyGDQ9PlBztm$mr*Zv2kK4%hYt?tk-!-IRnj`J^!oUEZf#&7h4U0&@Z zpPg*BzD%R}EmVn^^XBclAC$ZWgey2oE2~-{7xX^p*EmIL9nDtaAYQq>IbA6(cq5=L z_?FbNwZGZ}F^!qB@aZ?W@I|!>U&xbSNZH;Gj%x(L%noBA+ZSKGpD%yA!GClY%S0zZ zZ?d`U;PRD_o_X$O{!gMZcjCkEyj*X8cule=qVgm&GoO*b?Czo!8&p;jsmw=;19fra zX6zZm`TnukS$tLhp>{~a3?m`VxW>vj!f0QV=+(<1XYWc69CDm3BtTs<`ivs1Q}vle zo=e{FKHc3}k&G!A+z3jwAjO-Auf?0()fVT_N;d3vahx8uJJbknkB6O&Ptbl~5bFmS z>yZ6c84BEZb${KV_`^I`esuTwf{!H3e`R;*4jZvxR$yMc{h0Zl*}Hv5d2SV8_V$ep zRTj4xSlQJ=MvfhCqJm;0p9e108>CQcKs%2z8SUm(Q_nYh!J%#&(pD58S@C`BWcwi# zrg%>Rbc^%$9P+H8>AlhT)WxBd&YPziR|b#^!PltItTy_T*Qm6vE{s1fH&T~shF{ay z%HZXm8N_~VQJ^6%K9`(0?p{haYa{7&>%Rh6QoZ7cRHo@|1mDZnpVxAnjSA`GSmm`$D7`jg=bv*f!$> z?%;(vB?o2?0o?$rBX(c#ON~D+y;d44P3W9o`CM*SaLMm9{QlHpL_N!ey|L@_W~kN7 zN0#3QKCcdaJ4{pkhGxv#m4q*L#q^%_MX|EN!(?;k1H@d{mxky0xq6w*uB7Sn9HAl< zpIW)rb?*@f4^d6V#^SZ?2l^jRJG&DVRsRv z>U#B3riyuY>8)aW_6BeJ-cS4NeP+zQ&^Hkzm8SY`!LAxjdB3DSE*HrWzI@SriewxE zKVUR+KV&`UC6q^aHHUURXwEIIs(STK>5*FdqB^=xYMH~F2#wR7H?xm%xhNt!n^)>a z9b#T3Qd4+>cQM0|Yw+ut@ld06P2#RV%={-7*tagu7vJ(OuC*LD?oXwP|AA9$OMKHW zFn^vYSo=AvP@EP~%k?|zy1&uk%6+&Sl5%^Z_~^Qy?mG2MLt*{{^$%A!=f_7@uP?m_ zai^E^^zl!=TV&f5f-Lq($RS35$lek>@Z_HVy@?KJd$W9@-TNKCDUcouS5Z=So?{z*PB`Vc3lA z5N%;f?vdkZ!=ulSzT4OOZ7%SA)Ls_>-Ek@3nMb>@%=7GsKe`buW*?e z?Fg0C#TNz~TjSoRY&U$t*V(?le>*H|#b%?vcmXCbsO*QoL3$W?COtBpR-C*1^lbIg zw+Z#N^oo_kyY){o?{7-4U%t?bcIEyu!+T27-(i4i@xl-KX-|>#mrS+dVG%#}!Rfk8T zfj}V87z9c|8jd^!haV!7BNChmoXM zRF(Wr#}rP+rHGP@`#WtlLpV};b`r(^knxc-L2~hh2sBR~(LjTOw_^dy;18JI&)g5C z0Oa$Zv%aITQ!Te;AF+veG^n@Zc@!@QYTo zpQw3fhs4!8@=dM-DHvv7(JpqKu2EN>ttHQZ=C|LHU~`0+P3q?p`n~z_O>j@VoB6`~ z6RMIM_YZV9XT@bHzq<55Y2WKzsncoQD>*xihYU09;{Wry^AX@QS7Os^~C z^cs7=FELk}?B2dVs7Q>QV5wo!4RgB8pFB_8f=ZX{PZF7C!l3v(S}wPur))8Yl?;|# zi!~n(mled_U%58i=m04kfYinMJLXm&h3>vuu((yBX9p{n?I78|ug>EdMY&?@l+~{# z(aFh9;$ME7e{*gCY3le6U>4I)D{Z;~Onu(&zHs#`nmo zzoqfI!@7BCm!IR;FU{*;nVcgv^h&+^-r3sPx_&$yGLccWH&v)F@F2~pb3LV(G+5Y9 zL<|T@_@L0(keG#B=^Ff-?H)H(Nudg6+`TRzQBSLDZ}{oi^-5^NL zXL6tKbb44OtoD7Td2CDf2~5%2JLv?6jyOG9*ZiD^zn+KP?usScqwsHnQ;#CQx{VsH zeZ-BjPM>^ORIuhhDd`9=DR!^e4?Zv9CO50dMBbX#jqlleFKYSOzKBf>tMu|NAH@kDdy zbB+$ltF2N@dy4OBectYFUh03e>Ep@SynDK&P=skfa{+vXnZNNX?@6w=_}araR!&$| zN-NDCXOB~sS-r#3+c<4^OZ4LjE5T!-3QWinIY&LVDdA5yI%+Si@KzOld3HU+?-Z4k zY2VX^2)%`7wXxK+jW6+PFmsF8tGI>ue2--9u?@S3kS~|N?;15K`uxz${9t0`rMqum zzLQcCI9Rh#?lJKp=b7ojZ+V9``!n&me$VsPoz;Vye5sFHXWraYN&nh#rGn%B{UbSV z7Rxr~jD~)U4Ld))Kge=3gDzKTE4|cCe)pcmTe+(KS=B`9-LL%3Y~A;jx}t7sUFXHO z5m`Ipa41MAW5io~*Q~+2s7#x6uj&WxPm@$)&Iq`gZHKO<4tzS!T<6KZl5k*7DdEyC zp?ZkHW{ZF>N@j@d;Mk4IiJEj49_Fn36aHm_!Za<04Cg-ImW*paUvYW3FYHU9j!KC} z%<%cwjl{sNfsUC^mZfiai+jop_69N%v!5CrW(nV(3TJ;|agj!6BBs7=Gv2Z)B=x7)qhq3l22sHonVDSjtIh?1{keK7vNe&X&dO+NHq`BXb!;JL|Hlo@f@$6j ztyj$zg+mv&%yMu_Dz=}sFE_t_{QeNNt}U-Y;Agu$PfbVB5; zL^E?#wF)5h3+dbye%GCwY=vER^|2jkSdw(7?zY*ssZBf89z91prOphsL2Y)H*9RAD zSf1HMb(&DK{qI6OB~1OgzN|sM$_vUun&gVce~3pEI1qg#)W9WZ0_4wtgp`A#Aa)X# zL~uVkIKWO4L@yBG{F9;fxx1ew^ zJSgA5p-41kco2tNf}F`nJKT`V5?(}bZu;+P6h$jKm9-$ zhH2xy0w@KE-&edTA@-My{_B`cBA%cWhU66}Wt)E}0a60*uMyR7rVv*OQJA^`1ZD{G z6TBD5wbaOIg^}^EJ|klTa)YTFB#;yYaxqf_e1Inz+y}h*dGY*LIf@D9j3)#8`u)TP z;rOrV{88fqVVM*VsNs$$L6GR3goN@2MW*ztP)Z&gyx*Zg&J>tnmPD68cXEb?fy4jP ze~{#m5i|(_&LpBAIb)FnMJZ5B0*Mj0I!#GCWQL>U zp=7|HxH}1)K0Xu}0)nhgN{QDTz*K?g`f`pEl|V) zuzolH8Vcb3gJ6Eu@N8igL_#nOC=fiFVE=~^k%jq78$WsYouU3O{sE}xw{5ABz@aY5 zlT7>{=#$0&YxtjeBvMWRNe22^C=?SmHkG9;d07;23VWEu#D3CMg#3$Nk}#131`dUj zq112+j{hh%MF`n#?ev1}fg8K8F#=Gq7kH8G!SOp3=%8@cGWle&i z$pv;wySyXL8;}5{;;em!1bHN~6v*5o(V(PGR_iZJ;~NYJqkgVDLAnSgzqU|DA&&%v9{LwMNV3e4 za19~U0UYyy!yPb9&;qpc*NQ;y zjPXzUMk5qJ6e9~69N3YMN}*`7MJvd|kw6NdkJ5rcA~5oBxB@VB;C>|jK}GTk7>oiM z3lt7)l6-uY2Ra1<0U3S`GZX+Z;@C656=<;W*l68hu^%Kl*(G6`Tc7$AC3;UP=% ze{Yd6AiB7C5&j$p1PeGs!q$ZHFc7GW0M~0zwk91RRcpA`nOnFeWUT>=(dl1=bG?4@dzGPUmF7M4?!?Jg{m668M;(qnZ)C{mAE6 z6iC?K%`KYqXZ1qOU01q7f&6;LQN0tw6y4%V0~0;nDehhu?k&~k8KdI$st{Ra#n zEr$d_=`V<1wEyzcgcBe*D?-RQAcY{t5yVr|otT0~gVYQ`{`s@ZB*=?EGWQ_{0!heG z+K^~ReLTsHph1a6;0ZJ@axkKFVR!sA$lVEEzuG9HgHt<-d!~pSSPuA0`T3KG8F{=w za_Pw{h^z)hh{A6MKro;rXn_6>5rn*>I#8Jpphd~&9Eq-upwdRpZ5-VK6~X!P&Xf^w zM&+35NiUP%{6WDUv4%!X|mb zl&J#V)yU_VKEMcm@&8kDzj+0!`9ERy|34>MJ}!j*BJs!p)2pGLn6BT73M)TR{=u#K@lx*>lBXw zJP~m0ve#$cNCNr2X3>k&YS$e{l!w%D@yrih-$W zfX8XcweLMl|85^m*%SOz!V26Pijr3U%2?HKV8z*h3j?62OmcA~?T{Psm)+%WNiF<5apGN4rcAU< zEKH{JdA^m6Z?c_FHO{4*`b<0c$_teyN%A$bDZo zYN2-%ZGFSyc9^+C(1Vdt8`;1@z6b85xvm$9#Y6k@J4!AG>ZZ2e{Df+TeS}QZpf+``Go|Tpl7@U+(tY>fMxY2T#fLte!lrxu%`)y*)vQvGoP7 z&dh?^>+5ST=U1BsPR=dpef$&(S=Um=%_KW^9?-cqpP27g^!>P%Ny>Ac=vg+%zUX}8 z{gIEVXE&6NvgjG#{CweH45v;8IzF5?Qd=)a=}C%sVrNQ8^1|(+o=XL6Q4YLk#0)+M z3ni_G>PMeD*YR=vG7oNBEdw2-Ei~ViD0FwfdUVq4d}jXG>hW%Whxx{1JP8M{ubt*+ z^uOnfOO0W;&T`nX^gu+{=9w#>oaa9&%SXSO-)Kpp?K);fy2^i=F-%Z_I(GYjzXScL zV=TP`p@c;h{ho~{wv7xhJDMQf@9G+`O&h-CST#~0F_C87)0b?zB{4Z3G2&(xE$CS;Z%y#GY! zlcNd=(<$QY@_XYQS#**``L&*$JeVk|)Bb_^Nb9#Lp$Ds(KN5vfzQ0(1@GMU%JC&UwV>5=Ygnjy__~!bOt(|u&&~>R#Zl#k(?=Ryr?zg!j)fl?$d*m zIMyj~YTi^Ef$FuSq1PMsypic*26Nq~3!W^fyku~}rJ`}BQ~=*790O(qbRa{N zk|iFLCGyDayhFGm&3QHEGkRCc>4_I6Pj5c7OE z?}<4!|5NY4aBV3ita>>LGDN=PxZ!9q1HKG2!D^`URuRz|$4P##mjeaZ)kTudIMXOG zgMArj1FNC)fL?n_$t5uZZoM2iy&SY&4pJ`%4q)|ibbWE0`@_UGR8*LF84nw+^{|D# zND*JT6h4$9zBiFy=UP{aIFU(5S1+f1mHs%+lqXCWup6`X&@lxFdL_}}ovKlS3?VTxR05FItC9scO31S8r=(8cp ziDCv<0D(mCe|w{V8AxDn(XApz7L~+(7-d1wY6Jw(g~z3SP(0|ks>Yjv-uU<}N6f%M z^dnFCnJ%yOGY&kYmnT}?HC;pWU$+pBn&PaHHAO_1_=;ohTm77?O>iJ+7ByzGQv)Am z2EGB|E}ib*oId&C?wst$rNDfi_-*I2&J2&L6+w_d%dju1d~BE6(5(8dUBJ9FGc(hk zBF@Zg=CeO8>b_U5m_crxb#|ToDE->QrKZZ>l#yM{xbLI>$JJipH^=m-n3$o98# z=!6}Uk3Q~>OWjtk`o_QB*x%IBpWMAU7xQU5F@K0p!}t4442zELCH}KlV)!Ep#0-Q6 z56Hs#v9OvZl^;*2RgTK+vL-N`y7Ec+mD_~%{P7fo3;Q^>d1C)L;w4B@cUcKlP>CxCjtEBG)J&ZYIEyamtLP1d=hiuNdKnd z^K})W7uG|XVMPlOFFpk3%ST`B+AR7oXzQksAb07RVrz_$O2+c1(?WwHr+E|9D^3-c zok7PIehg54#go7{_$|DKw)N;fSAhlt@uAKhvou#E8}pBvwW|*bZJWLCg*e9fm*jr6 zTO|h1$MYmUm%jP*U54e2U2DqIA*(75s0oo5&$^#~U1;+z+8#PL3v2Cl9W&Hsbl0(aXNY-t(#bdCkjN4qo1G?lj$Yx)*#mJ9tW37lR3S zv3cUg>YbMMul>;g+Dc7bY3zS%d4){rg=7yq0x)P za8x(|hMxENn*x+cC!PQ6Ixj=nTlbtb*SXqUf<9gaWo}({uQ>19E9Q0c%z3r6X5KaL z)N0-_&zWz^w0&dEDc!l+TyaHb-@IpT>E>APig~}Z<4pVJ6YKOKT<04ay+)ZETfV8Koa$aL=eA$Vb491F7t>xZ z=9}tTQEq$f{pxxvI_s|4VvTw4{-$DGH|CvYye+QitXk{aX{WZLvwq?@((sEnww>0B z&RTb;mFjNuwOoHdKVIN`tFD}Gtaq)pqVsBf?Z#L4N;}RKofZ6lyku;twVKw9x7EC& zv(C=Dtu$x5Z@spn3V-xrCFtXg7-iOpbFUlIeJ$si?ut&`b*;4OYWtZ5mj8JckBqsx z-~DgVHyM-R=-^YcT%mh$S>Oljx(-pwmZ{*5Qm z>$Kh0iFvKmyj)YWfh5E}px1$;5SvV->GG@VZ1@3qBk8|<`}TB}wo&xT)m z4GcX6PbXI7=e%HnBbCek!%b*bM8yNlvz z2qpo%L?k2%mFz755?fIWQM*{YLh(rwN-07be#FuUDLav*-%#d&x)2Nvi4IA}r-b67 zk*Q3CB9_b^!42yfX^?1Ske952kd&D6PIKn{>b*JN_hL(Lw-jehsl^s!toOa!Vx0NK zmtJf$w>9I;kyN$}7s6pg%Bu@ec$tzu>JXBKkesV|Vo7Bi$*>+Dem((EWHELZBFOcM zO2J`qf$4}e&spQ$^X9#8&MP`Cw;5x8?Zy~y8X|%|S7=LMA&fD+5DSdB4FCygbmYIG z(16VdqVtcT=VP-2y-2dnlKURdrYq;gu%hMoMLv$C7gh&;oze4RX!ISe9UH(Hf+{zX z+&KEM3XbNJqp$QbEXw~pi#5e?)F=ugVdp`dDTbp)YlzxQsiv3HUG3di_pEomcz0X7 zrFh?JtKOH>+^yc2!y??(5aBqG)>&ht%*e2SXh+6H#d0bb*@2-LAt?#S#>IdR4#SNY z9UX!|25cIr1cSL4I~p6I#ek8d)LbKzu`9PC?s^uIB^yj819zL|(8P^KCJ{48CQ8ny znRna1_w6^+ek(e6t~cMSF|Kyw%3jTR?-gf`ufAPxTsN(mTMg1(Aku3btd5X2>k#R6 zRL!>eBA!Sc&=FmHCck`2&vzuOb+L6|8e5`nXbKBF!f6$8Af#Bq@8y#h9ioNd?J(t0aOtESoNnm5)NSHP09AI`|mI=sf{4j@1^IHUCwMIMJr zd?1hwtg{)f4U4o?;0+1g+EQ9+$2L=4X+>w=z2BXwtr*vvcc!}Ix;N&#=icwuxLV$K z-Dvn+Qc<}}h}Qpy866U_(s3Xi*nnKo;W4FlU#>T{m7O57&WTwmxTd{tdMi4uuKea| z>%E*}yf5Wk=ZZJQxaX>I&$O~i&eKSdAH9bBMjo#m`Hx|)5XEztgHfi#EXT{5vtfGv z2BdRwu|&FygH=kAL28}o$z0sfMMozhLqbLz>o7fE<37n|NmJKdfL~<$q(+@I#G$d} z6x)vZ)|JwV&doE{HgkQg#Wv?#_3qbN+-a}qtR3%8cik7$O25yue4l42y-^2-Svh)* zHKoa6P6x`Ars*&}9mk}zQgF}=F-I{mJ)wPw?wO2Op%IfOcifYu_>~Y!P?1hZhs#Z#xI9gF@$|zM) ziV{)UtQA?W?zPpWE>&5Is#K-yttur=nXOf|xU##lwz3qjYGtWi)yh)Rl-24|^-@*U z)ulAYT&8ekYpyOOO&O-PvQ)lRrF7Q2qLegoeA9~3s`jc%Q^qShv#mE*cIM4>x7Foc znz)(w?X;>@rFM1q#TAt%5w0#Zv(>cos#3I8zj?_lASG3MtSvzyJzi(!YHLWmZ^UnCi~|aK$%^dJSNiQkiS@xQI4TVQi2$3T91h|F-!&Wci!mozm5mDTQL`9eqo4NvtgEu z-qXtQvOFfzq#;cnY2xPHHq)w7vuB!lWhrU;Cg(Ws3R8LWYO5_x+|)ehUEzr{@3_iS z=bCwCr`4A0YR|fFrd6F)Q(M*AGo}@;()5{Bnl3na(@HBYP2Z&R?yhmQrAajD#Fdh! z%cRn@xzYqy%uQ8L(j=OD<|<7aj!CC((gOu%X5u+A>jar}PE0CIB^=kp(lnB$e@!Y) zBOH@T(>3X&Q0GWEju%CmaP7cN!=#DCFz;FSPJ6z*x^`!L?cNyQOe^P_>Uy=U9AjR2 zMJJUe63ZSFY2siWlSyfvG*3P2w6o5fv89&lyKlue?_4W7Grt&H-1Vk(XI;?|^O#I* zv22#jV!BHT|C>F&UBVTVGY9=zVK!(mfm`8zWVMfP5kzI zUF>F-OL4^(UyM1nVGE|Y;+(VY`N~+%ELobUuG;FWao3l|bfz`EX^W=2Zo9AEd-L7* zwXvOTZEu!ej(O&qZ!S$dv;B75bJu-$-h00~)-y||SH=6{SGQc!M6rrl>}qUd9P1gT zVH;+_a;7hhYE`q^)v%T|t!+)3xYo5x!?aA(v`w>UbgP@)?uNI#>1}U(>)W+qTefN2 zwpli6sTOOw7Hr8DZP^xX>6XiaSu%@e*(??drSwutFTK>#OEI++Q%pC_n{s;5PBDsU z8@14l(poRxRho9~b=Rw66|0$6x0+Q;wbW{k)Z`^UuaE3Q5O&g|}W}EHKJNMi(mb0v7En70xRabp= z)>?1P^`$SJ=}d2W({$5qx7~Q>z4zXI_bpA>#sP;e@4WNAyY9K; zj{EJl*G@a_7H;7i*LcP;esL*XDC$J9`bzSDyvVCxNq*4#JiiM?a{Rcl^vX^MQgtKO z`Q)gU9nOE9YWz6S`#e=QawKT1Jf2YWqSEVBoe;$PA1~6c@_0hgf8!Skt8Og8@7X<8 zBFQg3&`2ec*b))vE0N^W@l%N;mkmkjR3Xuah8zg` z(Su$`q^!D;`@YEkDpI_o?vKCoAX23Ij3LNXA_)hMJQX>1BPoWJNK%cWSdF5nKd}o% z)%bB>Sb`x}k)Y~-o+GPnRp0!NedJmLK0Xnr09KOXrt5Hm?XLEMO(-Y1HFmZPx5f75&ObN&-&SkCT$aE`)~ zF`NwE1U>)x6AUNlKXH!2l24Kvv$AL!&`;9O|9PGX`uPDp5l>F=gGMGfyZJ%o{G*?r z{Gg0Fz*ZisR201}v0SL(>Xm*|f}y2;{$}KR8=XI(B)z55n(;{un=$$h^d-mE&-36f z{rJIu35`B8h8_^}KVCCl)vM_K|1b}FCHb|`=rba3%=n*|k*!yHQ50s?^LQorJ4^?L z*%x^W%m%ca_l26#$AOstd7g08*f7JRz@_hmBX@mKID)tk3^Sfz5gNmha=b+0XwfBp zyjbf;7+~m$!mPxPmk;QLoeLZZwGa$58UODKxmkeXi9Y*)Ug>q4hegxWin*#6NlH!$ zh89riMUM~YiG&%_1@WxQW>TR#*SMbg=S%Tguj$b4cIp6oQ z3x?e1Y@7APy!8BvTrH)PXL9r`B) z=-YSS9cx_S-9csNjg+2WAqvYf?0jwWGH~L$LcHF8r$3`JB;K! zAua?%-K^qB3^ntA{OAMviaBfPeO||xUboGXIod#=y4vz~nW zrttN2s&g}@d?#~CTber^cdEwLT1z#p9anT?YF@0drhH#rb;Y-(G{&3rnlm*u-L_^+ z?Y_LSyi((+*1a2a<#W}>ibTo{??fKwBspGZ%S#W*GqHXHs_jm zW%;G1-uU8Mt9p0E8B<%c)fLy7nitoNE7e)os?*MC?UPgeDaZA`E5?>ny?ai5&&8DI zoug{!Zns^vo7+CS-IaF_cXh{g=hF_wJ-S0}%`wI6_EhCG_v-PR=1i}?v{F-dj<@BM z=FM$YckMWD+WE!3;{8(1Gp)PoUENxe-bek9r~V&5zuUI<$uZ}5<-B^0x2HG{*QvZY zOm#TiDcpT)J@0wneDTe;!kbewTbr|{G;6MVwXwC7Q(F1$)ZUhE%X_6O{!|Hip-AP; z`{y{1rj*luDNiq_F2^y2IoBy}_pg1&@#Pfv+AC|dy|rgdbM3aWdygMfhM=cFr8h!V zx_#$w$C!T4&D8H6PJLW4r8`$s++NOmPqVHWTiq?+wBi_BTRXP>(u}L!Gl(3CR7vOB zye+o&e~o#)ln2{RX`V6V*}qahW3DUZaL3(heKFUyqTAY>^XB$uigVQ~re@B#)4Oxe zwO82ETkqW&+g<5g`ON%Y-aBqRUC+I0PhIWlQ1^dK)!RE%NB8g1x2w6@uDRA0=WQ$9 zXU4l%ORv3_-)eWIv|8MIh41Wjb8B%`JMO&kGyN#~9w?iYb#fJZriuwYI8t@47F&{odSpweS7D z&rLsmkq63bwtU`wX~mcFtvh$O_BvO3sSbBMWorjhzT@c>*TJ3cu2XI8I_KRrue@to z(QYYh>8-rd+pCT%HSe~%^UO1@x!Sl=W7q+Gybn_Uj~*&4DUv^aaYRz0umk-_b>J^a z{-u}Cu6N~~YCHXB&vmS&Z00!iyAGx*?rf^Fxh`Yw*PC~xxK}h&vu>_8#}wb1dzJUa zyV7eh-~CqDT59e}?X`7pYkPI8cKBV$d7y?h75*oRJjpgmCiuN?G(p*1nvJR5bk|F( zjwzq}=BzF4byvOjtzk4YKA<<29BV3Y-Q(%_etSEnXs?~RUB;B5#`x||xveU#lm$bt^vF=N2{XRGDM2sP^u2NK7-!tM zt$3cdV%)jznA%k8GDq*u`~jWltZS}C@8*J|y~l;4Xr?V9IKJI;A?swt&4 zQ*Jfwy5n87rdm^L?bVgZd{-POgp_PlZ5T~oaI*8Fz7Yo%6eT5aE2 z*8Fule4}`K`9siq1{7rWx~|`>uEE-Z{3H>yELNrjRs+IE^$(Qve;!FU$XV zO$Tn3UYi5uH}amZ72vMNUT|2Tk}m*@0d*l?Ma3R3N=811{KU~khL!}Bi2{lWA@+ky zPSmUb0wrt|hzg}VU?~t75QU9`Aw#TEb;tu&!jcailad3o5M>6#L#1X&e5}MLq>&Hh zxGxuwa{&b;*n=Lj6ALh{h1t5_`FQeebU;3GH)-9~VEs8~dX4w0c_ z13(iQIvy$oRL2Iu#?X<03?0=%L4sxhK@)K;R09!$=3#S@Q5X<9Ith7_Mo5$ zvd}|?K+}0J5KN?Lq)>oDkkNTC5O4t4U?3Q<(HID-1H}S?2gNCZihZ!55P8KzSbYQy5 zJhaL@w8{uT9GLCMET|3+%vKI+LqLMnlm-tSJw}g8Y4FgpfPe&BQ5qO14OBt(Or)vO zOo1=(Ri?l*WD0yi4KZ*DF>o2cv0xBVQQ#|=0$&ptLJ~X-AqgIakOYs|vB9yi!GVA= zu+=Oi!9y295^s3<$=c#DHA- zg91n%u$xclC>h91gC;M}cCaKvX0OLL8XI zHeTX(9x4)6;zI(!f!UCU@__)Q!NU=f;297iH$KRxmrldOe|otvI0*I7Lj@yKndk&C zJCPgLqaUTP&F881Q}wNgEKmc_<(KvH?mk=VKoZ4!T@$?U}!MF@Nl@`!KHx3Mkmt5 zfnmXa2l^EV209}nv`{Ou6p$VGyBHYh5QB*{8R(73AwZ>mjK%{FrW8!1>AN^ofH<%O zzXk{hU8gPuA3oz@;H*a&DD9Toyw$A-wTWC^7eF{uz38w;FkK(~0;sK94qEgY1V%PT5F4gZ6^Dlo86 zLmST@sG`d<9Ht6|}TRv3_=JS5l!UqL`Yf-Bt4L&alzjK+`#gpO|1 zfe3;E%7Rabyp3vf5L7sm5u`94m-h>i2x3t{QXhGMas!qwcYt6*7Y8QNbl?C603O>z zMx%fjKrhOIi^oR6gt$Q`(j*{2ghgX=D*}iV8}w2D1H}1&2^$mz0tGC-1Vw>@2ZvGx z@Ho=T`4k44w5o|T-2?|tLkOlHSjbRqB255Ty3jVzo)0EO4+zE43?V00MX% zC(>jI8Q2U6z!ne^oI-U#Fc_3$$EN&*i(U#gJ{T_4XBjXwG0>I+2Q2i$iZ%!PV<{jf z(quuqg?4n{%f}KFK)K@~fduJ|0EP+>2L@nk$Vvk_Di8!n;CQTUkwF14PNd2DbQ;;C zL1EL`I4~aAI@dz|E;|EHq$wdm^Kj4*VuX$+lzDOo6evts&cLXV!4(q;6KSdl4KACE zcQI)YEd>}@hJ_mFz!Pce9tVD4paVcq3pKDg=ui%-kI^WG2MOdvnh**Cgsw@)5_JG4 zE#)`5lWCM82gZ*vbTP7~H4cCkp`!~8wg6A0i9qGT$?SVjIM|{YP2s@EK{{w12p#<{ z`JvMJ=or}x&yaS+D{h4gcmpFyZv;%F$$|{A9pbR4r(psR7nVyG%8F{g3tpImu2Lly zJ~q}yZLU_31-=MSf$xG|(1}Fd_!R;w8r%4ZG>HKe#0La|%R_~rSKLZ;xe5efhlK)x zCG=1s;DCS_2qHEE6v2W;00n}JimMQ0ES7K0aTN%S0V0B8bF9S&Rsd9i&?XI8;*!V~0$Rw{ z`Lc$1QMn2f1mH!6V#Z3)DA=7y)9Av%;&OBohd`cnlaj9PcL+L9Y1vc%&9LP8b zA_c7C6~bX6O&|!3fYvjb0}TN_q!qFG*nmyICF7%SEJlzBh64e>E8}7B%b-VCSQsDP zbwNIZy+8v7UxWcBxUSt7-sOcXIv<;ljxkCA)ru=3BqC$rfMZ>FJcK)urV(^0*bsez zsz#0?ZuuaZpx8&Eq);#-ZU})hk*0>O!9yz{qRgeBjqF8`u=gcm*gAD&2{RT!1Oljf z8x)#|0GsNe6KN_yVbLP?b#dAIs(|P;E9x+O5g4k#yFidj$r7N%Vn5I zQwV_rVhnqATqYqA2bqAqw9rOHok){`fr2LDK|q+XGTYrO$bm(z2_uezO)wZK2slin z>7b)iY$<9m)Po9(>wX;K#>#wPng{}i107+}1PgZCuuw#WVzVz08iEsPvS1n<2)2T) z6~(?J?uM(EQKKOu<2g_-haG0D1Tt%g2n}4Ct$1kZvYVBq4(#tvF3KTx3dLLno_ndU=+iY7Kh13su{fil7cpOO!v3CdA9u(>h; zyp5GXZj6W!2(O}2ICPs!S1z9>Tp3M-17{*l2baVc3K>BL_q9;ViUADWu(AvRUQD>! zzz4I?5}CBBkd_}R5ECB~6k{835pke^VXqBC$8{$*$-Vy{+u`(5lTAdAu z%Kpd?l}Q(JU&|bW$vBra8>TdsBtN58%;n(leV0e)eSX7Z{2LZcL;0f5C%n(vc% znmMW6REj4t5`yRj>WE#{2|>bUiLdb+5Q z#)DlE?G%6lR#G}%LO?Dq4@QH5Ko}SXL}DOBK@3Jg5XCXdIHj0kEU5sXZlx(199})| zNc{MonRy}NSo3Y@s`~BqZzy(W|KLC-mxCuRUyNZTl&*lWa9{jXp|&uZ)t&QJ-2?N{qgFI}yCQ{So!VlTcwLhy+;Iv_#b~C&o>Whr? z5jb%*4BRPvc7a(Y<0#276o$PK;=Ui8FpMx;Jcz|Ch#Mb zec7L-m>`Y$CA-Ikzpk6($%GwLWvpn%lUtie!&a@u66}*7UPwD2>#Uc5#kY05j`{`j zhi&I+dn_b5k9&87`;#UxeSg#IFHJ|L3oDI}tGQAd?Wd6BrRF;&H)sepf2J#B9uDAY zn3Z{8jsuJ|8LVToe0yYb`cPNtxJOIJkNzw-Mu=Q}`^d z6z`Nbg!jQUokV#7gH4CP?y4oUEL(Tbp&Ji0lLE9ph92}oB4chEt;gACgkawKQj1rK zwm8-0Zvnwj{V#Xr_-Yt%^)|!WApNyZkx#>Cy66-H^`hTG8lE-WDtL}4=u-kX((&P? z?`@p#xDu1&oKeU|05@B#$yIcoZZFk=NxhoXWFkbQtgK2m<0IsPUH;8Yud6^!^MA`R z3zQPxa4sDA6#iPOxEco0{v19&lJR&6jkaB}zN3f-W!7?a#131r&|~Z`zo&n>5FF-C zkjtJzKBhHE2AsU?mJ7!hQ?SydU4#(KpUOJN8WDj2%%O*_@_)f$L7&lAtRe;*Vo%q` zg%b6%8yto%`Xs=mq?J=1%O+3jUyupH^aPkuh4J*;a24sL$3>@67{26XB*&v7QClNV z#L2b7hu7{5L^6|C@C30O_MY+qQkUj3_TD5U5sL++g zLJVP3_Q<&zV><6`I$r-#x2qH$mx`>^-G8F-4VJri;s}zO1X%&$r6@uoObn~HozcNT zl}E#rz+(cKUcS2Ysj-G_C%sV3yB7mrW}=~@KNgn{aAgv5jy9lurA3_0lcfRM!vj)L zCzW@=txtP}|I;nAgJ-zuA-xwV%OYq3bwq0yq;MEfJhWek8j{Cp9j|D}$t*!wI*18k zEBCLN3<`f#rO-kgRdqg-Rs-(yHCZRI5HF$B5ToAPLR5q8UCw_7KggvPQ>knknwsUa zq5;RxgTN)Fv!L?Q1m z#PlLVMivU%3y*_%3;(X3cko1pFD??_f7&YofWEvaPWh+mk-C?)juZollSMy3SyVw=_Zta9?p?Hf^QucK z!3!Rf8@v7_Y@}rOQKA^b6|^0x$6I@E!=d92E6KWe1USo*0ctv-TcPfpp^)pg85e7> z&sp>ns)YYZn!Y)vknlfr(i2ZkZMLeB1e}xMymRY4KvYa#zPl?@G#61+ z@zD@xz$pSO94WvjiE!3OVVpM|s2L!~^5+669C#4JjkK%wi4T-39R46*HX7(4pQqZa zv$nbrllhNRjPx=`3Hs+>HG&p=_yqhVu|-W3ZzDawNp*gX;Nkee_RDS7@skxKuUKgh zwn&6qsz4u4l<`Sk#~~RiVxqSKbg?F%1xPVs8Q3^upfzXeKZ2jGeO(W^N@)|saCekS zt-KRhrzIv745i%zG;~v}NgyVU{w0Iup% z=>b;Zn7ZR1!2)})Mp+X8e4BGHYeoFjhkc)Fsa}iQ+Cz$WT}lMFuJgbH@qwm}VvoHk zcFpL7{;L||wa2+$E0m+gK^x;DnUj;bH6c#eS&V9HShe^vvoQqhk!g@OL+DkTu{AAZ zw_H4=&C^`{AF)ZxgzOJ-N4awrnZv{5DfW0n-M;W_hoCn7th$hUwR{NF8z4f6gCU}j zW3+_$0awTrljBM=wO7GEm&l@>k`y&+P?v(CGnWtgknRhHeQ<|xKqrGebty7HMYrF< zr;>;+oR1lTzZA@4E}Rj*k7mACr(o#-M0U*lM$9HIF&MI50>+}PoA1@iV zPX%BZq250T+Fy)Fsv}_$)8<05ZUFe-ha{pdR zqVnO?4wpRcvk8Pss*!v_)G75XmEv6KLlhEu!!2ww{V@xLA?fr9L66(OG(htOwh1P! zRp>1moE8D^a`Ei)NCUi5m3ji88q+Dk&?$A=Y1~^xAe8}G&(lrY!ZfJv4k3l)dd_@w zSEC)notZ5*V@bkVsrRQC{aRSd8>z1>Vb`MHPqS{OEPUdp^|ctB@z4&b#5Zl>_5!Bq1W<^m|$zMLD^ z>Nqjr%))C;bdci=W>@X^yv4`jRq#O1P8>2m}&XtN>_6d5QQwmN{9t(VT4j@3r6rXL=%{S z)HM4=7wYh)$vm7{UDp8M177HVI8&2|$X;44benTi*P};aqZ!I(kEnNRB94F$5>#1f zQ2<0gb=PJJ7~6>9=|w_#MIIHvMF{+st}o0O4UqQg$49jkj@BO%bAGcBqpsEdG!2a* z9c%Tyu!*f#>yZhuT*KQXia1bEi!R{>~ z4lqVVtwu2z<+ylcCxDS4$I3Ya@hMm$wS=)VuN_#WC^@NE`VMr|&f-VW#bXRmeATBP z(RYu$qWUJS8il6KC$t9^wab7fQ;gW43nm8eM;q z97-VGQ+WJosfnx%2Z>fvN;NQ$ zG$J&Nl(ziNa~PX<@#(&60FCraX0gD#rNDpQAK9tz@81AzJ_db@?)cv6KmSrrtU1?P zJ5ghOoX<>S$Bq}m|8#{sU{eue<2JeGNlSE0<4huiD77qA*@8xH9;e76YQQ59pzVhN zowe^(aU*rVb&GrgroG`1WriyYM#yTI5xT8h+jLw&C^fSidLZu_*hVT*SgjFd5i6oU6uN&{kWmXtNTSC7cW}=9 zu?}t%608D_jJDS6+voOp6o|E+5?3&Ipf9_3A~`3R86-KUaVRYDcsFn#XWe?wls zJA_4@C+D3q6Wr}E_?vAb+fWXzU~ipa}DykOWEAFV)2bo;_!`w$x9 zj1*1HYql{*MsB4I*c;AancRXZC;bjQb;<*T3VYi2MhjybBBendrI%;8XP5z>H*ixq zpOVS#?f_*^67t3+*_r1*)saP0te#s%B&S=*(RZrkz+X?$07r)%bo~yW?jK;dQRVg(%z#Ip3(D~h)q}|OU>aYR< z7<8F^0}Xh592{MXMI1w8|dac10fiNRC>vL`@Ny?w>z zGKVdpc(`XoIlyBFJeWa*j$0#yJNOQeCidenQIkG8hk@_*;8cQZGQt&Xc|$4DVTd#s z3-jD2Nf~h8g<#KjA%QxKlO!Qmx?V1>ZFm%);>8lV(@+W}lRxD~)`Un+SuKJq?)IoDYN8-sZ zKD;h?_?qTbWm~b$gO8RPU2E{SsS{WPp*Hu63;%L!(K_9hx3JpC3Ci5sYoq8b?$iM6 zf#5Qjd347Eh>)&#E5=z2z#lemME#_aeBI*Q{QOV}0oKK-7D^IqViA+ttSELO1-l1P z9pmg*xYt_f?A&NHDn4@e2N2PtlqznsPqp@^5oXmtyTo6MCmBwSWDMi_%BS&=svu4J z9k)znnFvIT$mBr*Te@~)bY$h1DRa=^>?8#TVrC>FtenQJIb1_@pbb$m_ofo=yVG>1 zCHh+gPRlqYVlqYy^r#wbQt*NuxZ*6+9?8Tdv}E5*GZfFdK%?s>rRb2w{4&TUgqAW0 z+ctDjmLu@_%-4U)Wbul@0tEP>YZM=P*XKg+u5fG?Vy;v(O{Qhh&xLz$%Bn3C)2Z@$tf0Doy8d()&iy6!zth>*J+Xf;m85N`Lx# z3~~e;uXxLk&2ow;k0z{R{j&f~FZ!n0pb?L>>YW&Mt|sFSm>?T?Ml`K#f{K%!3v0@B zttDpM;loe&Rv@%e#VpjG{|^lZ23x*Y2-kY6vMgR2wHS3bB7yHC8SI`oXZMedpemNk zxetm!e;m41Ae4v>>iib6xhSpJ+0xA4TyL9-p^vc8QgxnxyZ0ACK{{A^fk&cZZ{|$e zY#&>uq40|xvDU1om+a!37TK3-e;R2J!&FtI4(Se7Lfzf)AIOSt8i@O&)F0h03Nqyd zvNyJ*@T_W?b5S{(fU@BRcOoqX`~(U(c?-O7B1JH!UtzcqNV~@tHD$J9=~1mp6@Fy^ z0CeV#J*fOto*?a9UMfxkY%W4w^KC z%cKS{cKr`6t&kj#)R3rH|6J!%{GLKO=lSgOjdnSTSfv-5AG~}dpa!! z(|`|@I{}pL>k0t-O>G_501#LQLmEh%D9kDXsl<%r99t94_L>3F7lE$#Pptj=cI*IB za4>oR!55O?X$S?7h|F%t1G&)kZ<2jDjB_|SE(_`<%EM(vDFB4|(Ar-d8X$~4H?jIo z9TnHdH6&6?QBzfWzMR$EzF2#4B+JZ`hMg*~=iUhn7(f;j9TEaZouKfS(>sajFxtZf zXUnFlPt{7a>xQxQ!^pvxkxaFGbi2Ef+L<}>Y(4+*_Hw60u`aEN|NGc~^li`?fC8YO z>AyM3X*82c_xXEIr|X>8TFFC<*O^`P zzz2n9)^x57n{CI+t}}^MLC%RHm(MUsV;2p?nb&kQk{!#sD@VqxkmV*7lj8{snLN9k}*3|%RH_Rxq0o~Am52wXJU={K0l5XH{ zB(b@yL2XZDd=%Ui0SRurMT5r^L&+F^veCkXX9!iqO)s^XxVh_i-P&M(ulI|Pbr#H$ zwDuTNOTld7hHh?Zw>?SvUuL414PKzt^nhc)M=%4vT(OYpP;HHHPPP3<%(E?Z0RH%H&}-OL+$~YCQK;J2;XxUBDiS=S+U+ z#4TF7w>A;v_%ZDzLX$N)AVuLb4=8M@jGMHQIA~!8-GW7_Cka`?;ZofgR2dJ|6xjc? z`SpO9mM$OowS6XJADl0z%(qdPjNLP;*z7uQ>moU!2oAy|2$L_$Rm;19m_EjiyaC3A zwK>gQmFe%$Je+h(binr!)sWY@XQ}0Btd8g`N#vvV{V1{wQ$qr#dq*t1)4V!rH7YRc zm^6{np2dbL{(hGhB;pxR=8wvq?}DP4cwR$7QV4Jz(6D6+uA9jQC& zXYwded@b?6fv?!KJV}VT|71)FPZCAs3A}rZUNa;``m>{x<#BLmeQ|EmDB^!xL24jS zSsJK8`AT}oJa|;YO#vM*3Nz5>0}ncKD0qDiw9;5wY9F{UF;;bTl7RzN8oO0 z{n;fEN?B7(C;LCPD~7rKewFOtfn0l3L>WL@5rl=o>G@_)wi>Vv7O?gy2XGPGJ}8cn z_|BC3a!IaS^0r#<>E#RJXO@YoYUA%cQXB8-`7~gK`hfd+JvX>t>KpBWc>`6`sTDCB zh*?wNOYBZw-NcF;<5Qc)hTQ*{u)?Pz-~_Rte$kI`m_e-ZSM>jA_gGQTAuv|)_AX9e zkpBe^a}lRTypMR-IN0supCV_0OVLGKngdWbe1=lgJ3oVedKL4ZH1W1vQ<22&M7r(J zeEzRA%m{zv83ydk*VFo|<8tXVW(YOK3>e}^T-#XW4`3525v~NY0y+= zQGQp*_yy?t6|42&ASL2J!Ouyk14Z437=_Lo=RAtXJE9b^;e+)?$sjO`KM-=WCQRdg zpq<`m-IBC`vl*HNyPe}xQG4k2{_btgAIlh<4qtU?Rtc)>&U$CfDa1|j!Hzj%;b z%sIhFnZ(P8sx|8ry^=g>xk_T(cx1M5EoW3)&NzN#rskKm1*4n?J5jm*jB!IDsmIUL zZKD%-@m_Vo06C)mSY$=9MV+YNg-Z7tBfO3ZUTjGo=IX{b#B)#UDv}=M6p1?XJ%Bd8iIA*2YzXsc(6nf2_2G<5^yLUx_qJZUAOZXtVU^ zw{1sw@^f&xtsi&yEed`keM>i$PG2Q9$~j=U%9(4O`vhm`ym?=>2;QGx;Y=T+tm2gl zIe*UF#0B?cY$Fbi5R#HQ( z^`}t0VVi8Z-g+tb7awr3O?Aw|0(zD>U!;db6NKH?t1=xW zvqZ9NZ-6NYQ+63}s&Xs!*o$&R2!tI@Ekt*7&l8~r<3fwpbu@+tEI75c`?pV-ZiFf_ zSN41g5bA&NRI~vmHj{eIWq`VCeTTHxi#Ddow~+Lw{PFZjIw;Df_6~3lN=(id#dy2M zwQKlLBRpxpI&Hpx6Rsbx=d~_mw|$0Wnct z!y-$zUb@m{(N!J{GD_)FxHLNfq^zhBfbg~ zLo08xwDln=kd@?540Xb;vX4MgWMafk91FW5Sdo}B$~}=Z>w2x^9k(mw_wl2hiDolC zvI5aC-sY%I?JdwP_$XRDH@X)mD5D_Y9KPtI`{K`oGQ5H(X(AVII`e+L!UYR*a|!GL zZvOP5;x%;*mgjJjBC_A*V=!_v)n^c))l<5gSu$@3I$PL8BsMRIrOnDJ7M$eNo3uRR;jLa zj=7Q&Xjh|vw#L}wZCOd9-(Y2Bko@Yg_7Kcu@BXp^mAFiTd85a7c)|)a+V2MU+CibY z;5DW+S}U93UJ>4cu)k%She1UWyd?!$$YuI@v zeo_ZE9KulNo?a;~*oEoFyk2}}#~5>zUe+R-V{mz~`aFmVoE|Y_zm7wc0(zU&&Jv!J zVoM^f?*(YH2})`5saH&D_W?f^9X$KYB#}?o+J>Ke8RwZByK44O<(OK&(*wG$0P+YC z=6W0s4Z#%OlT}$-qHx1f)F2cxlg~5q9{>nJ_r9S?E(47jcp{AAjCc4qw=u6_HhISh z&ezEIi$5mR2D5S!qfC+*A-I}19)xrHA-N198CIIlJsV&~ys~xnl9Bnv4qWiL9ePea z4G-9v?aGm5jSsTK4}6ekD#KuvLVleo3F~#hVgtmuyfo1dP{G8>2EDX|#i!3hTj_{> zpM=l~zgS&F@C&`HEi9%Z{GjSzVlnHF z@nHRUl6>NhdI*!&v1LC3zE)ew2_=}ngaf9~iRbxP|M3!yaaUW$bnKQQmKGc@^`cu^ zcK%wyOJ7XI7)NL~4!iYi>b{|E-m?+ys8N@FPp-i5meYs?s!?+HXh{7z&@j=180s9n z)T20Rt~lWV^Qp9PY0r+Q6P}!h00IAIrXeb@%3vXQOUeurL)5j7D{K5Q;vJhF|1>i# zS$^P4d<E?8A(JvYSC@xyg5zg;e}@2FXwg?dJ&c}w4~ z$o_%~B+pr8+!0^TN(Uj+ifN{Bq;rPfrM-TQ#R7PndRT`Ev|1XWEn}rgj|ho3ZwoRx zO@X$bqM{c`iW{xn^xEIzQ+ji>fZk)dB2nj+f}=aZ0RNR#0OEp&+8R^Y2xGRe5r!B# zbg#UK9om?YTktG6uZ3g!7;&tYx04qZvX)kishAKZ;Wc&^lSO#2>Sn~1ZpdN%G=%?xRTB2S zl1e?b3_%T6Tl=4o*%%36x#NV4d12v2+54C6RuUucw3Sw zflF2i3V8pztiNor<*ONR{yWeMk?p*-EBlJP|4r|O62HP8##`A_z30J6lF~x)ioP2} ziyncnnFrQq&<~>=ZEYqXZ31}gbDJ=56&kWa9b|ns>vK4{08#v6h@HQ}u_%C>?xC>8 z_PoRfV>}VM3LJB(AN{=*A0+vgI4@CI2OQ5Jmpvic21;FnFnTowik8z6+*;~=5R2{B z(Pu#7%$4Blg=!m_VAZIdlbP1dExN&`fFces@z}k0&CKAP_ARFF24<76&y4;BefCxI zib=I<>mmp<9e{+5Fi(gTXX#!paYgpI0)ak;T#w9o2`E^M>NOoyL%>MmP4vN_N_KiP zyO$M!Mem<)XnbFec4#b&-hzjJYm#8V-y1bsfM)0!)jl^xImDj!2e>VvDDKM zENDbo)F)pNC&5%g2wSv9Y)hwEJjy4}{*4JXLCVmwS!Z?)d#<;KK&>7?fyacy2z%J~ z&iu*`rYDF}e%@ktY0`h9hrkhh36!i0h(PJ-Bsr(s@|+e40=$*wsE0y>%*9j)0k|~6 zdVft7XaGz%Mr}S~m6Z*&n@}e7^o^B}x44gr57Gfz*LPb^(r26OfQPDVn{ir)M%k0j zWQ+E%5xE(*Sitb=7>L*CfFBN#1wunAc4Ab`wGbF!NrxKV?Dq5~5~{Jf7+dh~#K24; z)CuTE?;bD;q7x4PVv!Meg(eAwKsHk$JUPpLSrW<#^t%}uk_TF1vAm=v_QWg@Oek)v z8&Iq;mAO~q0%G`LLezQb+9-`{`1&C%vG}@?4LWiBol|jQB?(dgDTLxMt|Y5$@XrYJ zmkDe(P6Xm`Rn?#M_De?}5EPAw2IG#+t29i_&~?i}^eB7P(Rk~5!z9BOD59wB9KzKO z@;bzm&}xCRnrgFdc13!ga)OQ*1Y^A{#y5h|gj=Q8@r0Hs@Wn8<_A-+N#twgZM~mlI zzC>n1+}C#pAKRGYjv1Z>O%|_pCvsk_c=?-CUJN*nB7(I_gPDsT0a*X=!PBOKJo#bT zzbg23q-QALQ+3aQ1H1kBHY6M@_oTDeU9=tXZl!;*2>;nMW}^Lpyk2VTFRHJ|%#(%;&BaHYrRIrUuyZ^5i?yq|uF;?i#UH(~8o~NDv|8aU zCHKf!{TKYtqJB`>T7F4LuZ{qxi5d1{fBu7d(qh{2Gc!*pXhS&uyp%HT7@@T1MvN~6^)Bz9_lnb6Zup5G|`Q#jcv`rNXa;%ji)tq8f zMA@&^9r!De{uYvZt=7Xq-$PQl6r#H+9`(GA%F8`$ud7|2}a`d$k`OIGbfp1vV~2ay&|LoEfT z_G@5dO{V#gk$w(yN5g;G-X>vwG<>-%Q7fKYu`3T|v z!5BL;C_@tm4fBd*iGojf4-~>>3=jxDCbG6|8h^JLirW-nT%sEXI0evkcew5@l{G+Ucp}mgsMj3Iy=$cisEMgQbt&3G-Fc=nr`ta8 zc@QQZv3*-ejg`r}NBh}Sn)VVSkmwD2hQM-d7t&=?YG=6& zIM!rgxb19Mf-wy?CI&M*KOr1BLH{q~_L z_9UjeUc^IcKzUAlwU*hW{OnY7#OQ)U7dP(6VA6Osv1)Osk~$e- z$-riV#oBbYw*o~((4t;O;5VTV&yjv+c0EKx3IVJ$Y&G}FDP-WK%1z^QLZD~T8;72o zZ}D%Ymm<+mzGX^Op7eV4)96i3hS}$^gt^Au(npKIHsLc-25~Da7C=Cz6}lL5=iNH! zMiozS<4IDVnPV;}W{v2I39gdXWy@`|iBW!bHs*2T$A8R)p#a3I6-+|^jg#tYB${pA z(*6e;aY-sMyB&(2k7aO58$)}+B%*Yeqa;b7WcBocR8Glkn0n%tjuJmaK<(hE#H`9UCfKg=ND{##4s zU#$sr{q~W;8T^1Iyk^m)7w8NW9qE)uoVg0S+LaP_ zgE-zl2qzyejO?ey>Pl#FcFuYyZFV&3mgv!|psBXy6IgwNR!ul91PQzB#9Mk&;C>(Y zBrw@C12LbQwJGhf)mZ%{16CF@Y8hfewBNnRhSCCCR@#s*w#w;)u~BXIE+rmTTN<47 zZN;yCZBo8jLQ<7B1@wUZ7m?k4J3V&~2oyMfomG%QR zi2Fs_+r7XlI@~C@;^Kbv%~-tImDD#^9*T7fB#YIan5JDB@UXHdpq8QfiilqNiKsgT zHz}>y8gZkV5-V3s4GX6FGV~RtV2&b--{QJPaqYYd>6ojl#QJ^hP`>5cI7QAT- zU@VPqwGnX_7AF2VrC4(@?X;q@GUYI_usSkngEn{Z=i{M-|UGhVebF}UW-83BPWr8dqyDauS#jDlD@xl zkwM&&{`&aG6$-5WsJh%g!Z_A%QzieEfw}sR9dolwa8R^alc{^a`X2|~nuXH64mq_c zeHbuNPSN1+;TOB9{wxHZlcNbP<>o+}(w$gdw6a$*U#cQ0%_;tB%OnPMt8n?| zL~IKC<_qu-id;~>YCNo*Q)(GXR*u&t1;1`Dm8ryCo?3Au1g*Lo3Xzp9DY!Urcwt(7 zTO{S?0tpfJ$ro8|m?vfNDq^&M$N@3m+u{X>_PYroS*^Ku(k$im@l$0;b!-fAr*O&2 z?fU*6N=mH$uXV&3p9tZyek<^LU9>5RPjLO}d*|fM7BaFTC`{YpIKiK?f-ygg6n1^2 zeDZj`{(&m2jwoWQj1W*q%}(jBX-k{r4l~4D9$r@&kC=b9!oq6IA2mGR;rnZ#5a}-i zbM<{A=H|gIM*0iLCF!q^sFDaPbz8knrPLAZ%_lubZ6z_(LF#`RQAs*XR~4z7xggD&E;&#b|$) zFmp5Qc40N;UnHH-a(*{V9$?DZ%j@Hv(5-u|w8HI~gEU5JH_YKc4lY*yTc7dcHe0#+ zG;dZ2QHrjN2-Xi3A^2y>X{R(L^ZK|xwc>7TBg$KX(dAp;3#AQ+Zry^&8}kfY)HcO|BI-JfvdXbeY8J5=>nfUh=oQ$}F zb2GfSWvJ!B59q)O7aTe_fI7PQ0Hk5v`R+RRKn43XaVYNGefLSz)uMCK*lRL2j@1SDM_fW(NFo2<~^;VCLqD zEb;Nqz)*ZkCjNcwuMt<%)5pn|fug@?L_2_hTEx6~!Hwj<3lHnAortj8V1v40keHh_ z0~7w+0)+KDBaDBq!s5id0|37zfY5dGmuy_h#=4Q_5qxdey zVzm#g8RrN_~X^aIA^ z&E7|P{RP6HTsCX1e#=czH__$SMQKCGT5h{vV7Q@Bjw$`j_XC3UBVcFR6c0M^ z+a|PsiAcG5#uiAA5)L1itRG)h9#$4jr7~n?gpWhK4j|xWQ{7*5VxtH#?D(?r5V`Q$#kDE+GbSBL-S= z|C+3{8KBqm*xK6@O*U%|Jkq{r%U4PSOuo4sb$2!>>%S{(+GZspZiuaOa<-sY_v55e zH`}p2U>`2KjmLaClD@J!?M5|`ls*wEO3Nzcn=zc8as$lzy`4p~Tnt7-bX zN>F^eqi@=ymQ?jD&X>ivP`-98rR(c1pJyn*CQ46&6oyF zwI||8<3SCXy4O>Qm9r^Q_xh5F8zGU&)SW&!uP-7A(`H2_R({vi@^~OTZIiKhON>GJ zJ9ckQ5vaw>LV?v^X_|(gDMVHqG#toRusHGHVtx`%C|_{2-_z5Ga_{kYyuZH)oOXYY zZsyw#Nzz->L%9SJb8{GG;19z<%vTw&5f3K}*t8pPL);uZjd-e38F;}QU_21b$sj8m zjG4G04U*M}%*`;uDNNfWiNq~>4I(1ucK`t$LP^q7&BgphlBv5zjP`Hsn47&&Hf>2? ziQ8kNX}lrAO+NlL;+y%aO=;h0OIxIkyf40VR7Uw?&o-iN6JiiISG|+QnDW^jlM+g^ zwb=QISYD5aA}KvMbnBjEdd%O&>-Bv{WZ)e@z)e)X*+X56$DrT)L!Pkia#FH#rwqyv z6>V`#5~fBQOHe1{Gx1GROzF zVUtZxXmrNhlMk{MV+lNT}C84zCjs8t(NR zLQQU6KfOqsGFd*TI=D`l=;oC^Jt`U#%QW+iu$TB>5ff4Tj0!R*7 zhNOy*NMFiDpBvY>(25D&69JSTIAj?fAS=p6P6rUsI^Dkb@gVe=e>_<;W-U|7VFW&Y zei4o|oI;BKA~a=!=Fo(X+8}S8A-d^|&zVQ*pF97;S{ z?~j0~vYIvxHJCh-FdZ&rNf<9=8ID_4+Tn#PLmJmQJgF0vHh;-7BtN)yMa??5Doq0^ zaM37HMWI)}LA>g(q3YI)4wAAp3taS%hA7=&qhTmXOo8c za5zN7l`KP1uv6elmLb@xp$vtU%!7E}xidtpT11WII=Nm~tF9K;# zCaXbm>qImZaX6G;Yh$m!@HUiYwEe(1m_iP8fsI`0Vtt&*%OlqT1X%hXIY+AuIaWX# z4P1xgik+Jz1WwZ5Z?KHT-&|U0+a#RzB`Q%$mk1T589V0YxRb!XjieDbts)@p9AeS9 zaUzj~pmYy-tzt|;sI`!AJq7|Y!Ndi^A->U2Sa;Ixi!dtNP*>W*=5OS5jKaCZO!6HZ~;62w3(W+BV)gd*rJlaYK5=H9sYMgt#c zXP{K^7>G${at#b`W(Ycf072JUd8~@Dbf?R)AXqw`2XZQb(8i}2?^;<;tg&F@G@1=Y zWNlcCZnO<--)N2)s7A{vjYhi|+*lVnJ=V4kk94Xd66uPd6w;qY6wn<&fMGLo^bI1~ zXqQcIbZS-8=nZR<(Twh5^a|ywXjSUf>d`xC^~kuWx@E;A`d=s#-53W_od?oX$6BmR z=z$%NkTEMA;U9n;xYa5ua39yX6r_*U8RT~6tjFCdB%RH*g<55d6 zatK?suT?|o4x$E7`e2KACmkt#Zf0X*I+zaT5U=`WQ7vi-iwH`hbC(81M(H$Wr^pNq zjoB{^Go;A8L8vi1McXoFXJ71$LFoO)vM-jhP4>_rbjmi_Lt<46@yWo4SWPCA0UK&C zYYlHh@zPd?mvvReA|CTC;xRvUPTm0otcFzN8MtRDIm$gthoYW^7C|9sq*Fk6AgL|Z z2z8`q2zaB37D#~;xI~ktdP8{^@VXEfT+{?X9mVL2=mrVPgCfxfl0@(!Tp!c$tw@@u zDAYJbtp{=8i9e@WgrhC^uY?kAmM^qqIV;{(K?^!6KRy|f?GVBK@B$F1u7^D z{3HQ&ENWJ$J!L9N zLll(mRK$&*G8Ls@2}-vE{bUFF0YQ#_Q1oNCNnVBz`rtlSWTlgeW`hLmbrZc#0+A1u zDYOzn?Z7=&3InRJiA5DrlY~V41rsHnEKw+h`)~2X{pB!9BKWD6Q#$9}L65 zFe(hAV$?Fk%s`mV&Bv>bj7TUwBBAs+BBAulqEciacWIb6pO`TSoqf$1gnnbUS)gpQ zvoAH6zvhj`dkCePOx&nGtm}Zvz&RO@n+@q{;M>xB)m=P#aw(rE{%WVQSmWl;!AZ}> zaY};}B5|i0m6gTF1?8q6u(IHNqEk%;_1)>ygctFOy1@YLn#=~lMJav5)87LYwc@VFNxGCIZ#2+n(QuIV~DJKn} zBHHk*WYzK$j#IRUTXCzf62i-FGK;v~eQP8x9`uYzpCu|2<&Q?l&59F@c?oZI7ic5* ze1BgPV9Fr|TZp?R=kdSs4?@UVp@_NNq&i#?CWxC7G)e?<`<;zKpVA=;#8uQLIaQ~``;M_%Ms;#m*d&_3z#joRG z-G%}R+gJ?|q};3^I4D{|YD-(-4Kz}EUAdT-9PM`>4p{kh(M%%W2!x#*$>2P`m$09p z;^STT>AGQa7VUbFF$ZgLc3){ro1$MRKbTqx^Yw8GI2rMUDkGToS$Ot%M zr>aOwr?2(nFflD{PK~+Q;2%F zyobH<&w`3|6L#$NV}5m{LI;CUx4Vf2`jf{dFdsuC+# zI4rM2HtEY*iGMhTv~(syYxiWMg0sf8Fm3kqS^d|*rria;y1Z9oGjGgS*+_C5aWf7i ztHCd(q;Jg2-5~S|hx2>He0bfJvUrZiBTv9 zcNkKu%qfF1tYm1vKNKETdzl#1{=-RNc}=w`+6*&p_7;SMKeb}rFpkykwK3XXpq0XY z2N1wIcnk=Y)sRYC+Ta(EHX2b``9Q|2ZdZw@P3e?7n6^ZK=JikMr1%wcV%iypY4shd z@#DAAb2qKP{jQ!`Hw#iAly{!A;Zb8gdt_okX~Sbsh7s71(vp)VrM*evG~$#{8gqx{ zV%ifo#8Nww4T5#phf^%C#|GV-H`(HKNP+V@Y?C2<+7TJJ+7+hlGLVl3$!baej0&Bp zgKDk*j-(X7FbIA8jHoExGCW~>)0S{x75%Dh_WqR;N`oNf6j66+;&>gEnYs>&gGyd) zPU%{G%;u!{E|;b5RlmQ}2Fww^y%LyAf$^3m6lO9HX)Ua*W1cdkbS~!TfWU}*T`3dc zAw^2@I|ZAh*T~76J4eautyby&7Rn%fSuv=4CQ(`KdexZYeSI7q!QaLI!QDP4A74+u zZjs|s-T?$yZn2i9TwoP#Ks)!hCL%b0kcnyglS#Ko_A4Ax~Lb*B)L)!E^lG<)eO_os%qZ!!t1 zy$-6PZ?M6|x16)(--my5DjQ8(;80`!iXoJlH*|_6?Os>62&%B!VTi4=;^wh&48^C- z1{dD}1PELt|3AU`y}byeF_#Hs7C*=`(s$n2>yh!W?yf%{HxCw+&Kxmv;Ot%;c*mlw zKRaC9Un*KC-Npm=uPRN(iyZjoBVf6Y3|Kiq^ORxRXX1|32;(+PM23{+Br2?*?u?r) z9wj|wKvvr9;`RFO0d4sTjd9=%)Ei5@P)-@a-!%wQ;OC@;(rH4mZjiyj`sz4Axfl7E zwoN25@JK0wGiM{1Hv4+HpY}jac*A>GZGqR1X`ipQ@p2$vxygu!;)aN@ug_7#!vjxd*A92;k+-zZGEM7Ltke+aZp&b0Jh1HW&vF^qB5_3G3rpwtijdxTVCWisX|!!>b2`I!Jy?uH7a-*C-@r#P*f!>+LL zD>|8ZSZ%Yn0~Q&$Kp>@P_O;qTl%mVeh;quO#Og6tIw@evE9_+EZ!eL!-Ac%ESt+!C z+K9QCL%dM_$`lvhra~y0(vjisJ zJlV7_3%B7V9phqoJvURxtzuy{rqrT9n%CPi&4@PbJ``G#u5uuI zzn%O2WlY}eniJEmaZnTfRp!S#I7D#{Na+9q9Bo_rFi;0h`25u#92BPQ>JU&)=`1*R z00C=_VA|zNlhQ3v>Hbetz0O&ZMr@T`N*a?mSbx9*q1;VDudlS$>R)c<>PI3mHyae* zv~P`)*9CS+@xk-L`5nxo%WGsO{!0 zsI>Yc#m_ukCQ!WK813JVRB(1Po@v7gLH{g^booi5TeoO6sS(x!L7JksTHLKg_)aG1{iZ01vKH~fPm#4w-(}%!ojpTCXUxDg5J`x z7q{pRAV8MW(stcsZl=T((zh&5%-_o!Yr<*7ONa%f5!|E}NPqcO{>71Zf5gmJPN(6S|x7NY>{+0N6IQowpD1$Qm8beBhp%S8|D(y%|r0&i_9Hj4j(SaWlvJ+pq zn)K&+TD%`HM|`kjI7`|RtJ{!wc2|4TMpY_tW5AI038sN$ap0}OyLU^I$^0u6SzSrQ za2~i8rkyn^Oj5G)xB#WwoU~B-`#Jo}~9kwB_N~fTYJ1szB{X7_X0S(hlp- zA}Kd(X!-1}2YcY?$faD6(U!k(&4fo}7d=6FWMD)&co3<(VTi5rH!)8i|1wSCBiXxy zfH9YhEI408^Wx9*5pz~WK=6GQAD$OUPg!2DPea_Lq80A3i-`M6L{|2?S;@Zv0-JU# zqJncJ;#&Mf;Pv`!6(ha6(UzaoG%1~$L2TnkqwY^Qbv+LdOk0Jwx;ZNnt0NN&E2oe5 zcSq{iy$*~hSA3iUvbbMUwyO;rIEzL*A_G4)<(pyF!n9o=r`;)cu-I5T^>m#AGcSlW}K9w*N zcUm(|JO12IjV2{PD{>dv*lr@1SSs@kCsNXBIf6UR~u1&@IVS&qG^a*(=2A{jrl)~C{JXEiqI{3 zGEPi;HZh2s^`HZ91kWv;><$RY$}YnLGKHPSPbf|KkZ-nln}%T|a%y&6p1a#b*Y> z#k-jv^TVV@Sd1fae+bEHP;rQ)^w+4YJTXD9e_Tt_ZwJ@vr=8Z#l!$}$G7n4Lo+MK@ z1=6`+Q@Z$PlpZmYq%v@ky7j<>zD!+T{K>54+gN9BPAk@Ui{$~s6fFMLh`IT;VNrgA zUDj8@&xm*Cfn;?fx1&$(8TJH!OX?)OfLm#NEux|{$Hv@Dn6Rro3r+qFrMKZxuKRfT zF{Cs^;1TolwT}4by`Y=YC%1u|95Me8l9eTTV5yNd4DnXG5<5llmi`6q_ktv2vZj(( zyL&rDhvWyhdWpTRX_hhs6SFgBA-}~33ztFTz(+%2<1IHq%2)OE`mfk+d~7suKMNk- z+yMk=G8yyACH6X3x-BFTit9TQ94F>wN3yyw8BiY&udA9%dBOuqcUqXBoB_A$rkttw zZp{8G5pgeUos+8!g=r&HR*oMF);Y8Zcj@fN+|sac1nK= zsK#Qx*qE(_mC?r|4~!rGq!Hz$f&AbWxkq5(e4sm`Dj;pL>ir?P#>Zy+3Y-6^4Q|d(0V=hPb(EYDy^mAbn}8vhv!y*L$HGH|3== zaQ$&J^cZX!k`1LZ+(Ky;Gz;u_Sa-bm|~$imCjB@8(?}%MIE^-Fb+TRz7Or!k zBoIS)O?} zf(Sc>ld<@akcOUn<#Y-8bE>TP91c|x_4+UbBiA(|fc2RMW=p+#NcB9m3A8-WYr$a?iwkGoyc$|KdQ1Po!hfH$aVYAaF%O*F=QgtQC#BDzcpPL;Nb(i^j~xa(aKrE0Dv3BNI1UWytAqF>>Mwe*H9Bq~edOjEj+T2reP_ z9!w#}kTgW5FVN`@k)8(}yqxc(gb@^GkIB=QhYw6c$ z;C@L(ee)SHh`W+`V}3hzP96cr2n;bqscptpq25^iUv? z(iUE4iWPUm{1%OYa?CoK`7Ma5q9Bw&ad6&Ez-as7t)1J2N@}dv1pWEX{AO9!^kOiy zP8KR{c(`p05{te#`$+O))iNv$Xs~XTX9tP-@B+gP^V!5_f*J-KneTxM8z1Kx%(v2* zlzLmn?2efPly)9S)*-~QX?3zL#GJ^9G}_0l9arQ|{f}JP|Hxq^T;x2#CFI~j9=VBV zBXW)R@o}$&i`;oIgMf5N6___zR5)Det7ZCV5v)Z zSxew`SLHC@!1~o6+$`>&Xgo27V%=!FAtu)EkVz}tg)iaqEU8fZ!nhJO2mUJ>b(<1{ zx@%tdX7v@c^oFZQ|JryRt&ps&5V^kZ9H5Mc*B>8Qi9w2p+tV0ees_|f_)FgSM`0y| zr_p3?uAS_G6AXIeIpykl8L(+okP2S{AGa~$y$2e|-WARt@fD2W{Ed;- zZbgH;ABq-A3qB#sJD#=!2-qosNUgXB6Hd%Em>2v(t5y}EXo$C=^cSj1nv#{jRHjjP`jUyeG@zQeyccKF761kB zkF|!1DYQRZn7Nr-HBx#&_OYY9YayNzy6+%r#VzSLN&?bm$CbEK3MX^mEV{-& ztOg4PwX>EN{8|0_c*`nR|J8>#x20m{JBQ~JZi(mB24yIDbg!H3-lzeT{*c%z zyCF`@H<7ocV-oSrpl4#@p zU=yBp8Yx{{p-?VqjP{>Z)HmPO#cE$hlbIhVZ|*0^H0q`#z?6@S^mmcC#fw^o78A?s zd-Q>7Ax?R4UO!0IkF%PRl?4tWbwea7D`!##&g-aZL^-1%*&H5O?HOzkcc+Nq3`Z8L zZHwI8KeLH04_dVt7Hq^LFPXaC2N!eK$l1H)o-N-21e}nRo3o{Hb`BX?T_OS%O=AnB zx6lR`PsnJ?(<KH@L07;08lE2USWU>JHm2?z3%6d!&t4?R{uXlcL1G zPb{a8`&-gy^=TN6xFH`yN~eU!@8}`qW{!H;cu&G=xB5}Tg?G{snI@&pj{52WmAX&T zh;oO+i!@T2An7sh$SR?jmO|OIRRfN_4KIlKf*AYp4ya8qJ|90nZE1J3(L(i3ngu^7 zUoY?PlYz|QwGHOK5`UCqY!BE+GXwr*?%DF(hI}(PdObD8#ZO39?jr$dQ~C$x3IoaD zVt!WI(r!3D4goXa1O({ySN3whIVpwP_9t&9w0X5{tV-Bhk%+o&o5ja71xn(D@-H)u z_+srbUk5}fEhu=?W;vomkIYj|vh&a_Vm$!gbp7h%TDenPTxCT4kE0-n0gaD1Lp>GFikD{jo<;(nQ> zVDTwQE ziTe0}^&{ohZKTgq?V- zj14?hMR2x}RHe=OU{un;wox(}~d zhL+32>;B_m<%$5!>j@K#ISL_JT`s=RWkAv~UVGpLNl&?Ji>xlBlQ-8qo@t-`gL3ym z^SXgG@y}VcdZuo5On*nH>Pc1F>j{56qZovqxjeisLROUfNy*B3KqPJlY~kkbG0v_z zB0n|6-8iuC8}qYv>pE#bWt0&CSVey%)Px^AjkD8QrPXI)B?Q8g!2Sw%{68ioRu{ac z#cB!V{awU#PJRwVUZZI*I$z9BjfVw+E!_MNc%)pvVi~Ff5pj1atEwR~EFavHla1Bt z`uKhFE>;cS0R&`@Nzz3T>v!4=HsWaMR?#J-6z+EQFu8C-w6qFANfn%oxLG>P5S_G8 zT9vII*XN*sQuN3_xGNk^%*V(D0Rjl#g zr&=77nV)v!1sSG#pgW*(*%EZ$J7w1v;B6?dvqi93<->-KOf+=e!lv3U3J?mZA|+`RcE zucHLN?g;nkI;D5xW^-VA0)F~O8S+Kmb};jiiye;pWEEl|X8Mo*$rY;pGV zJIs8Gp5QO|9Ro#2Wb4Ptfzj__jxA)j@g6MJ_(|e}a#l1WJq7MaI)xM3-)l1_zYvu4 zpwWi)O)@v;ChTG5Qs6ncy1rijVow=T7OM@OI9~U>LCR+YF6Qc(miEgfb8|#fV)aDe zk@5`JOt`_)y-btRWMP!j5s3w*4V>Iq?Tm}|MQ*M*MjAg`E!O=95~lq^m8+ji3jR6N zlK7w_3raUyIIKH8Umq7=uWx|7dwZfzyMHB8+Ni36b7f_fcBhEJ|BDDF&80L5@^Dl1 zBcif0LUavaI4N!51CYZ=0u}wTVx*UhpRWH&%+2izn|ADAaz997dHrz0CPhNA?$eX3 zMuZ*Afr}6+_|pidibiae)wPo9{<9-8a92bG=SwU^W{iL&v9MaDa3J3U82*+Ji*hh~ zey6!6Dmc>^G}V?pXsV44$i#iqT+BNJ3dMYQ-Af|s?z=(J4nb;_8QEpV?FK1A@aJfv z%g0ooMXzY4aGN{k=3Nm3u|xWJeLTXsDa{*+k!wc&L7LY+?j-=_KpMa7H&C3?tdz*j zUi*5zRlALcajbT$G6~_;*5ibzto}yPgm(Y|lt)_HGsoo3f;TR0$EQ_ytfEo(4Mef{ zuTvml2N1Am%`gno%RHL&Gl=+RZ=n8uYH!-F3u3YicX_&fq7o~s zx_jM`NxhDKwz~UB0+tAb<5fM!LO|ak``;_9_R3deMjLYkFbJ7a;;gDecP9t9^-9gfpj*ZII ze|Zs{!w!h!p>0s~tkoUU;Avb#++V7_3V&482{0XVh{$6Q`dE~R$Hfc(K zh*3&oM9=R7ZpPwiDhc6fE}5GJRu9-`Q?%c2h>!I_27`%kvt4d0wF3z74UO5^@q=fIV2|nC^~7e8VsqigFDBM1%7Y^FeZ+4@)8T}cQJawSQBaXd8G@qVx@{eCJ`R-+u~ zbxDHzviw5n^rTVuC-d?wpxvP8Ke4bfB~5=%q>q@V`qXuXg6lr+MQv#-vcn8l2Iu$g z0j2wrNxg2K8lS?cq7o$@RzoDMaKl`evme|WF@Ai8Drv}yhN)E+%g~c6pVuReL7oVp zJeQ{k=NisCfB6V9b&g<@^xA0Pe$_mE95#z%9I^~^z<%b- zD2i1i)|!&qKQ8mBc-&0@ae`bZn~7YxKndK38bIk9XdJ|Ph6o){*1vqF`#Yl!`)?|= zzhG0odE;nTTP7I!pA~5BZXK(J->DXHx_#Vtsa5_W3QG3@E@k~XklK>=V2yS0+N5rd zlLRJyH788IdWcvFhG(0OO&(;6Rw*l`EIvlM4QPmJM*5QTA6H`{jaOwWO1m~E>0=U) ztrN$K*NBdWpUo`%3t$A4Z(P<_P5JB>h_~7v!xPe!ovp+g3pRxrsn}R8A)HXoS?{D* z!b;p;rU5@A?gt_%{m@)Y8&$0%u9~Nhf30e#^dW_KJWiL}h+FhP3LL}TN*>FL1ZcH>Fdua@bN%-zApMUN*=aNtkvS zNpt`K9Y8=ASylR@Ph6c?$7}`$ge4-*hQPLQ9Ng0WkOEv8Q zrTZfb{}f5-Qf3-)5+xvQQ(<8>N^nzpF%dvN9#&>g4or(1Vu-EsWb914gtRAY+7j9N z@w2n4G~zCdBq8@sx_miO-c#Oh+YHt5@q0=m9uJu4sk~gu$I`;#K>ocG@YMCih2wR$ zwvIU0Tul3GE~ec=JAeQ%$7C5=dN=Na=kN}tu~K5#NUJ6xNS=6S$THNHlR(NM+%R9Y zfV7v7pIu~-c&v*Sb8=Ep!Jzn=04jh^Vk<8anREaFuY-5eg>h92ad6g1T)b;T_ny6O z1Dcya!j39LR=-t9=ZN%IxAi~5poRpr`zLt(t2}8(&(yeV7hK74x z@)}VVL}75?2dZ!{N@;Oc=qS4X8l5&YzTfC*C}*fDDMVH#AKmMRQ!K+al+QliMlS9W za;WYKITw?D90nrrxXuMOav_f3Ktm0t`}lnP263=Hs}bJ}dv226;wO}rZ9v`Q^l@41 z;m_B{;fFWv-GTV$)D7#$N)P3=n9R*xEMxHlqYUXg2xsrm6kI}1#9&9xGcHDsgJh~H zwIPnoM7cl7)D7vhQ2L=Fm^NRLSe;5pR;~!h20aaR`<=tOy%mbq+U0A36g?hqF`N2Zf398f+|eP9BMPSdDOS6Cu90m3mN! z#C?v9#K%iRYUM?TFCgvQVi0Y zoJFbdf|&18NC+Q3W*YCg!^b%(*6#+vj|e>dkDvug;4BAI9Qy*!axjIQrI1Ii?SJGf z1%Z&0NVv$s<6`7Ia2L2sjYlk?g3N_h4W&J>;nebsTNA0fzdSP;(&{tK1qV=o;2ry{Ta|y9#h*uN3A=|Je8XB`7 z2Jx!Bi|QTVl3U(0&L*?1mSTW3Touy1xnyLfB;V;D{!#_Ox55W)5pIe zw#vD)-1tA7SicLz&*EPb5u8zOR@yVv|9A^!kly?J)z%3LX@V)2DA*MCGchNnZ36_9 zvlbDYO_i*)&GCftmnGHmo>%@(rdqhfVRPN%tdP=ML|-Gy5rmn#|AA!n;?ofK-<3zf>yJ;T&07f{qHgX>9E+J%b+raZjv5#k%;CE51SQRAZCV5ys9XFe%~ zzjR{lnK&+LOi9>Ay;KYF^%Y6!gX%3jnD)De$3Ff(JWO^|6w*UpDsjt3&)p`Z6mE>` zcz*{FfGP%JjYi84uSneoiD|@Fm^_d&4ERCmHh3T|6~Pe*`|Ew{00v1*Q8?`c}gxvz8Prw2FYV6Mo$#2zuS*I5GdN%E~V# z^$iP3qpirwD~IKE2B)XIu`Mk3P7A#f_n)+-O%hh>ZpB`nr8L_Xs|#YhY7tcn@i)Zs zx`BdF8B*GzXoZc(VXciQ&$f)&7Z3R3ikdC!4j@1Te$IkOPyjh}Pyo4dT#Vc%9u1s| z;t)Ag|Kn@EP=2^=(+2t|4}nZ!-&nlj!#vrvT`GYQ_mG&IZvxBj;y^w>Q1njvvVKfE zG?gMT_-iaD#eWwgirYf430E}?;&vcZl#WOSZ@v@|tiPFonBP5{SQpd>m~xL0Glmff zr8oJ(9kXQCk7=tUm4P!#ZibT-j5#AzS*<7uNV|Q2oYd?8qY*d5az0{4#q?2G`Q@;g3_n>8C^>`Jq3>{0d~B7; zFm}+K3>`p#BNTfb(oq>WgL9DAY;}K?s>GR{>fQ}aN{1^_qc6_BJ1vFvy93sU-bp(O zlkG7DP7U;Q7D$%|lC^9X4&+5GL(LgSDJ^EiGUO`;p{JrqN)I%h5Gx^iIMzi65U_B4 zPI_R+$K#ZcjLj@W<0N_Bz7y!L5=ktPH=Y*HhAnaz^H6NYNA9$RlE_e0d+9=iCg}OYC)& z@rXIYU<>heJeW4?%RXZex`-Y|os%;f8pZnl9*MNVh-^eTqVvUEq)7~ja-5Oa(JSN# zFP8X?ImDOmK_L=1TOnCF8yYFCJLvDKL}X?C1*9Fhc~*wIflr4Tizh3WaQcA z#;b;yq_-rXE{RGhrUp}YN*wKX$i%|RkIU=h;47A4Tkt6NZll8MG7Ve@5HRqc$T9TE zz@0GZ$5Cc#$O%3T=7T|_{q%VbGdzTu4*MVF1b;2yXa1$8Vwc^h1l2>iG>%~$gi(+} z2pPqkqAUOd5(oeQ7!ry|<|9&V)d3U$1XVaFRzON7E+CK!Ly<5j3I;>LD2ReMih?i{ zBQfbH)Ik6yhOQB$xolwbvnTA#OPMFsrES+*Bk;ure*#7>l|NmI+N=Nx@2j`Ax1R&T0OqB0uHa^525c!n=dZyCC#A0 z?%oy|crAnnwEut(u-VB($vWA7uwMc6l-)Kc&| zg+xn5uFaizQtu5SliiD5x1 zk@&-pLWuCn>(2p@&~S;bb7{dE4ZGZd?F5wI$v&4PixDgZu%>oRSW8>fKna_PQ92qM z2NSE2X&F$ljkMEJbk5RRUkQnfXcZ7}MA~LAEyreJbWs%)H5hc=6iSh{TrVw6XJVYl ztqF>wPX(o5V#|I0m`oA$O=FyiOZufrQ?G$4#{_eVo(#Skyr!p1v%G9{*G%$?P|1}9_a7P~Q*+`BfEj=r z8sos_pwBaw){(>=<~U$H5*0KD6dg*fM7H&&w%bAQD>}SNTYA@gumilNP!Fw^7oh zicL-oaYHs!u?h0HL0|%mUIUPq6w5#YjI|XFyyhyJZcO6e0v?=2j0<`;nUG+ZJOFnI zdhD0kVGcbWQ^pj1bPE5(mME9=+okh@1wC(0)824wUfp|_bPS6YWJu>n&_q!`HclXn zdroTdfhLUzM56JTj?Qc}^GLL*YP}@@N|_o;R$KMAs&okA`ki7_E_Y85vMA zEOhg_lPhjc(oIo%IMg#($(=wVwiaEUMPhZ3uV?#v5CO5?;ZS7`%L^dgyCPAk;(eO` z_0G*hX$76{@EKXps^D-3t&w%%uKjK!hvO|fyUo3zxp3#;;&6G=g&_!35!50pp_{oP zS4D5|P`a6&_avaBX#3hlfqrN^7>bc9E{XJ$#a^VRFY~Yj9+PIKd!31s>84%c`CZyH4 zUWq}q7Lr^d^Emsy`07&Kg6XuDOpRLKhYg11Kn4ehdNjjWQaCtFn}V`VDKW!^lb9RT z`252McG8-51QhKHNV{qT=8~_WO}py0uo#NkUUL$$X|uO6fONa^5+OaYeXHA*tnkV^PZjM7@(791qAd?=qaNu#+GTO7mF9S)J zuo{-Z@5|^6|L3Q4M`0P&ALvms@^T>Qex+H$ZEE?hM9nbfXdK3|u2tYOM ztAJeVw{_VSvdoJN41Y27kSQUPmj))_Q)KlwZ*EgZjN)2D_kvyCl)%AE1d-@7S!6z;r3Wwz% z09InJLE5Xxn77#D{Lgz%j_mJd=X!@@FLV3vbcH+9|Jxg~3HQGw_hK)q|2+5qMpWPR zpLi$h)eR0%m-h~0y}Ug<2$0X8d`s-8Rc!<7_<6nbEB^&;gIAuot+eo9pK>ruY$-a} zhVAv=Fee~s;gx;wcJPc(a88H61Fe5Pg@AU`f378DWjF-P73UbIvsmH%*jVY1WgkRI z0KT+ptnh4pKT&QeQju8Hwnu^^furyM`VwI^F+v+#93V+VIE3E);L4w|xFU0Jd(s*Y zp*qKPWQ01#{};5-2V$0<`;Ek50Q4GUF zOTmP<8#Q|Z1sbPM9O66%(~KlEZK!uyjc9ncxc(mk0ZOJ2`=P%=gQLQU@XD=Z#(fK1J19HQ zu*CEq{vU|$F^W8iW18$dB*!32B>lqarJBl)IDgU@r=qhs&;8`# zVG@54>%HB^;UVYSOSfwhX;F=J8gidGDc+LQPwi<3B*=Kr=O^UGk%(NAtp+R|7^dgP ze$WH|1Q*^A6PjFQVpk&B+XA(Dq<_M_DK50!)VH9rw_Za&6GUunP7NS6B6$*St-fA~ zplKdKn#cG#5$a~#7i7kPH$lXtI7P85l{1(b&;BmHi|j; zi+PTn7P6bplAS(JS#mQ-YIb{2muCPA$pifWbl*>kAbISUB!O>p5Ri-ku*Zt?NlOw> zd(T}!=f@l_?`q9~Rw&>SAFYSRrDp+pxZW(-*u9S0cQMsS)j=La4;RS5y+U5?z?_^6 z*a~IyCrW`j=F>||ovcc27}Qx-mrU+1Ls8C7Fo92v;vn{xUPJaT3L0lT>?apuLc|a= zi`tL?P(O5a)76JM8wOmDh>%DxYh26^WmuRvW|gc0gR_E!A$IXv_cRxzKN2YnA}}!E zCa$ns18|hi0r1f!F%lR6&Lb-VEOEI|G!+hDI|IYsre1kwrTFWC-noF4Wsu%++jnN% zbh2(&)?Cm68qcEcRnBC$lE8T6$K;;i`_^!f_}CQlZsfJoy29--QtYQqc)*|htDrDIJnos%Zyv4x>_Vgs+uoOGfs zl7~q0HPHw3^_kj`@r_hj-I$!Rq@4-Yh=Z@w>#U|I*eG}XJ^y3-cF@atCRR@OAP*Y9 z(ds2q(38wrV|3hw!S1Rk=DTX=LUVraK?+1VTl3D7O?RR5Ie#s$d-vfWgPMC29@Zf( zuZFBStIW^;{XIb64e^+wnPI{Jz9A_;9|{zc3k)e(@8>hre!%>WxAPOFex7rO9^Z)O z0lxBIr*OhlbE*S)4vVAJH~Ra7M3hUd$X&A*sTP*CbhsXg8>CLu>ZKL4P-C!8{$sBg zACmuGshmgi7p6#ZB`lWrfoc4gWR^i%M-)0LO%z4#d*!18!cuupNnGBDh+?RKDa}>2 z^)1h-=ETbS8IzI*jVQW6kpK*Z{UxU|S^KpYf61Rp-#SUc)$b5V5*=M&*vn((t+u6z z-h&!hiR33W(kZFgHOI#obZLBYUno*5gfyTL3Fd4zEcCDN-IOp0RAbMj@0FOm!+3#Y zRpPs(*kty1Svy7HyCLx`&8b{}SFBo!`3{!9`?(5azqa+}JAVF-sDmxr93aR6j1)ISYj2;Tppim4vCZOH zZ3<+Jvpa=uhYdb$01`@jLyzblGjNc4oHknW=lt2UK8b%1;C7;JMq!RE{~k@6<>|b6 z3>bkDoZD1fo(na*2px61k!wh4_gpj@DA4<%#da!S4xklUQ#a=ruJhQQ{oC6DC%reHIZJ@F61zX?{)NO%{{EV036aAabhE*XEVZed*RA%JX0l-kpRR|<%q3^^9X*91hf*k`thxjB%uC`AbJ}57|w+R zM!+i}k#L&s5a^Cu#7?C=m4@nS?I&1m%s*3_K2?Uq*W}7i^JtOuV^+LQvy!1}uGIco zB(&bRP#`>C$~wVm$xdQ3DQ}rS|NSWA>IIir0&^NYntd z4%AzhNuaH|DMIFRtv#TvL_(mD#8fq9y}fH9Od^^5;Dx-Z_FZ6~1fGyGU^rjv8L|c5 z<1{utk1(BwL$_Q#BZ9W+5kfTP&u+Yr(0_`o60{If0g?!jd!R$s3O%|m=XKH_C}Y~L zk#AB^lmkrRtK7C=QR##A*BcUe?{~OJs<+kc18OTS@_aKIcLY|(s;EVye=r-};446W z-}o&9j?qnb*G7Q_;fB901fbVQO=*cdewf$gEw7-FNPiu-^cv?$?ekcgO-u^(^5P;4 zz}@?i>KQ`nn9PRTJm|yeG{?kHgf7-=h|dp*x$g$32&vMmqny|?Do;<*Qn zrrYMG=7$N}0@2Vxf7WK2IEsS#h>zzQXShIx1?BjrV+hA*G$1V2yYCwMa;E&tBpI|| zkS_ngl(0NqOvbBzwknZ{ByMq_0MV+6?pWf|D+RTQ7l>?JNSvA`!P;Oi#Nn%r&3Bku zp6AZURU-@IMqhY$6I2nOi@eMiDgn4@%A_*!=He&`Ej-CRbsDM`OD-X%HjaCXNq1GY zTRPciNJ~UHp&x?QJ5bxUQ@Q8e%+jk!L@b5cu_@CcCd0_V;v(gOFk_wJ@#~b;=C9ME!bi z;W_VSi0ne9qk0rp3DKKGZsrV!AzFb?{w_CW_u!Elh+6#ERZ0 z{yvQPEejk*a5p%$BXnslUF%|({MkEgiI9PS<~M%bF08i6lH4yq?EySdzMBZ|*z02V&JV2Pg zSk!jh1}%WtO~8*%pw~=+fcHdt=d zb{m}x`E`U1YM^4|Kdhf-b$Wx;=VFU_5p?<~dsa(wzf=lvSm(Xrn;AC%D zU-lxTgO;@lPK9-9^xzOTnmwdW?~)32(tpFDHs{jkaZ2VAsn>Nhp(+j`X2jfs=+Xks z>d=PRu!_o?JkIJ1gHeRlG@jKw(JT~Jj(%4414!sqjc8V3)aEv<66Rt+eo367$E?KB z2~~+cOIW#c^VxA-c~)U{p^rDSBCJ>`GLD31^%Bb--3{P@o8U89qY*gtrQ*}s0R~R2 zk_D3*gnt20mb#I^tk=1WpcNYs*bI2blXATQ>#N+8b!t!u)I&6aftPi?JY}CJLu>^^ zFLleH{tW9}|0IM~?1=UuxZKo3Ru+a_0Y~xRDKWM8J&qnvSODvA^JI)eW9wH{sPe&m zlG}je&aOoH(CrdcTGZ>%P=5r0i=MMyT+%t=0jEqJ4pZB@AX(JNPz>SCIQnd77H$D* z>cW~-;X(~gUQvUdhz@Nzn~is8D{@emsL_#IKO|9W5(phJX7FiY#2g@xq@TH7RX}!6 z?r9y<#QC|Q8Vje`pPgoJab%vNQ2B9JWidlYvsj)=dF%#_S&9A{S=ygGQ|#md^kM^x zf>bI@D~sYNQk8>T-ac&+Wxy~a7B2Z#6W3uEoeg(ZXp0Xewqc&G!YLVp98COn#cUi} zkf1`CsB64WkN*u^8?AD^(jyYUj&!^R+4~E#z+*-Wd>nI={!cgpxzyXJM;?O7#AStM zz%2{r)@!KtRU6Bgit~I<5C9oV!OxRSM1m7y;EBgS)eqLY2Mt<5n0&eAIp0zOnYUMJ zhq1#c_9Y%ZD@7w9hDCqnr+ldg9tCBr{%OYH#MXqw$ry7L&WFVMA7d#pXbTdfy1^VB z*$X4HV{ExIb6;XO6Y>O9Sp8#6Zrwd4iJ{FHb6U8S#H2d+TK}lsWo-Ex!^CKN9%GRu zaxD@&*14=0BjUYj!8uV|*Bg&C!WaO9eqym<1{9qAyn&|&r+Fxl#X^mH?p?Kum3`Vq zl<^X4^m{&YgrI%$Cs6v1SkhnlEDU*iOrW;y1Yx6GCgm63H7(UPDA;pG7B=J(H5(y* z`k8~H%L8>P)N)O*sDdl9rM|^WN^a_EzXoENWB}QLE!<#7Xu8GGuCoj_a4hk-Fs?G# zr|9P$csfRUD{<^PvW+%i48CX$dJdxUDA;sNn-}FgtqhUAf1c9kfwX`QOIMmaRkp|p zduy*?mi@Pp9FonJ6Esb%+5HJ#%#f{yjhEGOmyv=6n}^kG=fKA-Sv8fk+ul<^i?2ES_~^u3eDxYL2ZWLtKK#lvib zhF8`mk%$u83JB+$O52v^H7GL0p(dKOaA|AV^JUB^wI;TnQ7&?&LUQBaBoA3$G-0^u zQ-p$gdaM}g)5U;OZxWFq8xzgFOsi=oG)(CvLtvW)^@ey<5kbu!CkWt!4jjWDEb45# zizD8iGFz6_R9>LQFY}~z)kgE~$)`|kUmA;Bn-O_4R6f|6Zqin8UZ82EK!zSFYBs~R zB9p`kHB5))i*nAUHkj00L2!RB<|f1Nq-}ULUg!NxUvTnm+4Zw}pp}e~U8prb)gxIF zNg;Cg<0#gxwdRfBU*fPX?+6#NdIb5Pcp3CU9D@}`bQjNgNtyLPT8hZS$^ABoai_~U zjCrDf$~)jPi%bp8EjYX&s4^(iOZs$Kr% z)6Kj=dYP^SK3;_X`C#-M=@_zjLWn5Q4WzQEByW*S3E+IKpZsXKK%mHCg_$6L0Q0&I z{ak>vy~46QrOArWP7d_OxiO&Zdux~l7BI!C>_9jL)=_%(undMkURdTVbi$0LSM#Ey z1#*oxLd2hrkTwAZwlgf`Bw;uXOPv6>g`G^#izJ>u`(IO6t^|=fq!!cyxcwQOKM$2x zqBB=hQTlstutMBLgN#y0qi+mU%F!&v_d4>2Dcg_ebkAz|n zFGs*r{Q;`o#^!BwCp8~F;VwImutxX1142kvfPe-eVE~s@&ncITdK{ z2WqM~S;4WZ#UbyTN^_g7z;Wb?JfMg?jJO8pt--upZR%PKb}_#;Rp`gNfQb%8xs|Y! zAM3~frlT8u!>c@d4H(N%G2z4yb^oFFX9Dn`=4RuZS`&#)U~@QpXp_1Y2?_tTjl?pW z{&x_dzM~JZylQ!;D71JXnUG1%t$}{C&8ar{K_J4SA?k$`_P)WG={RTw^3jDbmDb>Yn%yurY8O^y!_# zkVH3c2icYvpWnpu&Eb>7liav&{4u-!XT`{khr=%8CoeGF8?T71@)7<|8cRT?z-S)% zA%HZwI?TI#+!fqG%BO3m&wxP~n9JmeFitoR{9suKJxjsc(`U}K(Va+@9+=tilts*w zX*-)H7onU+2npw_q3NHi0gAAfJDa&@CzRwG2WEuu>(P#G{C{skYQYm zHzEJH$G6Pi-OQ}j0A4U6m5=I(*4MX6n=9-O>o$g`Sh&8_}pY_u6R0~}A~inKwr3gDZ5spZNT zlwCL9HmwbGq-EgZy1+~xB_i;7E0c_|I^p4-tCEi+Oj%5(DhK9kOlUAYA7bln`J?I^ zcKBaCeOK+e(LvmeCEs{#ia_aCsDzAJ2`ci(G~KIbM|#=f^x-;%8cS9`Xe@2OaQlh@aQ*DCadDG-CY z_wPBjWpee&@~u-jr3%{q-!j{v9*#E8v>Y5Z02NS1VPY1RW~Qoy2v7#rRtvKuX9U?| zTr?H$;#&k>z_{$Z3&p`u$_4{08ytw8BgPV-g@G{#{1YULv!N=q^7LT$+{DfM4W1Kwl{|E^pJ)46pkhr>JiVxK&xM}CANXrQXp z0Agl3=Q>uV^ouH9TU9$@&0?sB!@@b$r#5f@9kqVHv^f33rUFqP@rryTcbjFA`Xv zdf(Nf)H3CfdoMlumEH~)IK>ch1}zZ~@~=TzaVd40M`~9FE1JTReDF^EWyVs52VQkac3U=A z8H4IFGv+`RiFO)+lr$9tzFt(KAq)C3&mRQz${4q3{ipaeIb6&sk}^tQc7ZsW17&+M z1z&-qBfQT!l|mP;XjQWT9f%QH3+I@yEDjE5L{U7osyQX=M)?sJ%=dC7*6^bze&Iwt z&?}EGZT23|$VFR&*lATMjQGIhN`JydiU@carLrcF2DLDso0C9+JjI^MM%%Xu#8V0a zVmeO2Wu9o%7{BVkL@tIj6u{V0V)Lh%=mCw|AqS%hxesEl(Dwn76E9f=fqPmv{`E^o zl&Us(MfjF&`t1ae*cvNjxD9c)mMOmGekr&OUVHgn4@9ADdlev>!>+$%yCE$wzln|okk46aGvH4e>~ zJC0(rev=?jE*8&s&Yqk(5m3Z#(o-Oj^%#%}d2dJ~V@xvK1O`zIhlSH_ODN9G4RwEI zBuSUDha5N?1EM0d9oul=&~SP?*mN>DwV-%NiCD8%(osTP2Lc6!hA_g*M z+lV%0^d-4>bZ_i6ly88kut4wb1f_zDcMVrr4|Vc!OtmN~0iiNUXj6&rUwu{g6%aoJ z)@hon~%C82uFs)q?qoodC`K{H+cH^pTiiljDUg%&As`dQ_cK{S(~BZ= zU>i~fALGcQNm@^hh&c3DmxeiG4a5?;10Gp@>R@HC0l-!ZcY1l?bDaCudX%&8i5tF) z!j(HdYCyJUZOcDz;A)t0x)j!h)H2+!Dz=NOu)t@npl9DLuE%j6;p!E-kkWyCrua;Q zar16`{xvbGXYo0g0J4aUY~_>kF{bM7*|X@m!+iM|IFZ=P zTy@(9Mug`zBnWI5B@zM}f&&ngxTp(bHD&GBp{)tv`{FK(^9rZ2WsqTfQB+_|^ATF` zkhv+iM$%)kGOHmw1j|l;-+U=e-gS^!;f;XuPug|{>wPqvJbW^01f1%+tDFI3HoRTK zYMjI&xg4Mq6O8|0pcFUGr#LGPuqC^+WeWM*J(JYuO+o?ZTXfB;LV&V+619h8B*C3Q zFrI5lU?v2pmN^ap6Ux)xYRb11Tmstr7oIt+24kpcFRL|31Q`xozC7_dd)iOJx(X!> z8^~VOB~gLF&e<7J3t=2I>_@oDMhb7k3hHwL=7a<<^-sPwn`i25K`6gwI;={P_Fp8m z9X`BX;Yx>8ml-dfTi^{7MJ;HvKa!9rjw@zeS;KVmlA2g;bN}tpI@$S@GB z%NdY6Vy`yoT0gW|%{hc6&HOoZxx<7#jaLv_jh6T+q7<(3le#yVDgAcV-hgw%`X}B?w@X>Oqf#BHf6^bTwkZp>-h=$+u# z-{lW@1B_E^33Lyx|LwNX^-*hE^dhO2h+l9?fJ4YY31Imd9vgB8+kx5^!j{-+@*Ex~ z=yB90t^o+xT8hF!ozoNICpcganLdxSKEVQPRKDDO1^xw}7OFVUs|_$dkQOXNAaHZ( zdF6<}ttTNkhjemR{NXU7^bQksBekF0>x^YFM$<Sqifh*qiMW^sP!nzOn3iiRPn~#b$!=6nM&6|+EE|pvI&AlfVH#d zJLzgRJeIJN%51FQT23W*IQab^vyTaq`$Srj%E7?zx6 ze7puDu;NR7v&j4jcmHZ~MSB;)XxyF27wXy1jJlny6Zj~*Uv`KJ7%wzKt~(Kwtv|yd z+F2RRc#TuK*e9?}0h?;gy8NI_X*4E>ndY^$S#Rc;yEW8anX0{yPQYrsF?^`Nn_k`7 z74_ilOV_r-D&vh!X@yO7Mxle-3PS;D(Yx>T_9w!#6AAQjPo0c(q^FTpxZ9Pw)kjuU zgk>f4<*-U5lSdApAJhR%OQ#g>Awux6nI7Y1G@NF2JslM5d7gXRsiZv`) zaNZ}N(~yfMsRjoS#=w`{z(Hj-d}P{p?4GvLW<`sGngq8pD~-2hoqE4(Z?+-PT9Ei( zDOsnM0PXOB)}cbz77^z<<Ydgg) zEN*L9Ay!a1_c|YHCaCRJfVicB?w-sK0?zYnXb3*G@)?twZvUHSd`EPgDev z4Zj5>BGeq%2Fl?)qgIgOGk2B_2r^+mqQL%2*qtr$6UsDQ+5aF^BSs@DQW zvA2~d0tDW2`^CNXUbR;qYVXP1LsPDdUE*=gGvPd6?(QE~7mHt!@jdQ@ay9a7h_YDhvTlBl&U_5Pe#>s%#q@Tx76MbRlfEW(nm#aPAp z)tp#fiOppDIisxK^>!bE#UEkO->q}`d8DraeG7YtKhp4TEgZwu>i+;-f2ZQrNX@wt z;bQMNJ>pq0P@?;F;BwEDHVfo_7BeEJG01soz&+dO4Z4O`<4|gxXG@BI;b7+p@$N}P zPmPBWyJtJrl_(r^Yog|#&xh9xT~WRi?FM8**P^21I_7`M7x~7$>-b{sOX}_xgk$S~ z5WIzhb~F$=BVZi8KQpx4g8-oU!Fit_)D!$m^(Viyf0f7pIVOKVS+LY=fJ!HM>3|E#T*@3pZmn7Z^?mAoz^A7k#`^Xfgye|V^G*=)Z91C8MTcXh(x<8l6_v#WRMOdBD2;8u(ObNe z{NWBJkRu|48i%7aM{_cuA$S$ao-AE#WXohCtnRe{B#C$c6}Hq)Xn2Uc|M|qD8;B$R zx(4(_U;&2`{Y=RLszrJG3a$Pnej2@@#WmSbK$t!_*bNtKo84*D$96JCNJk>z$a--9 z4ig0_@bjI=j|R&>WMT91C3+TjJlgZB+M-np6U0(LG%LTy0izb^zP1jL%y^?2$vSCATY5%n)! zB{i_0g#YF#^N$L|{aVwUNQ2Oz1}RcN12Rg8niW`5m4&lo(GwykrshIqNm1=3RVLj? zPLxaEte@#)kXX21P)u_8UTgIIGBlTy%rB`9` z1K39F8XA5l4$;(0?kw9U069U%zAQ&P4naW<|A=(*CiziNDC;AYnVE?-oVZILP9iO+ z5D=TuGy-wq)lI&*!V?C7QyRDwh6Oy${3iR9rwt%&+VfK*g2aD{Y*-H)1k_kYzwb=m z!qeyI(|s{AF)#Vn+A<)&g0sySBYfACOw$)-BV($@3w!_k&A3I2#ZnS{P?39!*|4XR zqWS^~MDW`I;_zs#9MfB}yVnfst;)UL{e*;tzVCMt>xj-IK#2Sq8G<7$1i}v-;#fHK z34&QO=)fp25paajp;Bm*r`WdkyC(hwaq3%W5inD=tPI74^8jjk+I888$|nydlm#HV zN_h1TvcD$d*Q12i0~YdRAk_@HuOvvv{J_}lH|_Oet#pTS9f^}BrQ2Iz=d^jAmom|$ zNLXNnAn%6fgL2KO|c;se1zT zS7@Fp89CFWf@pS9LQD!8|A_1rEdC@iCY6h69c{3mK$Buf-u5xWrD+!{^9H4E>uA>b zyNjQY@$YgM6mrFzbK9nW(Nhnr#Xpi7qS@bP$0KKSZc%Zps3d+45ek&V??NI7fch6U zO2&QHz|`l@6?dLE?Wh+sYR7#N^ZPS1C;3-V5bSr^leib0A!vnHr#D%d7- z$mM|+3XX?1UxqQEiR=0R{8fn?XZMM+w7{j#Ant$#-KzS6u?>|Af#nHZD0jSs%&OO*PmIE^CAdFkVLnAP<@Z8F^Kzb({HA2Bc>yw%dtz|XF z8{yd=#|fB=E_@wsrJ#%}e$Y2RJ#^iU;N!*vHqMN5H698}7$LfhKBa$vBb=$;9}%3I zJ67JbS>(Ao$Dn1ilxoT0gF(i?oE#*<$g+~`K5#g$wZ9?d=x0vG#qxyKPW3}pPM39f zX5`RnF*Ty7&c~q+T>oiX`luRor~NY^TvR+m(iTvFoDB%mbqLeo0s!RlPqH4iNaD#8 z?QxbZTn_%@Y`K5b{6&oHcn2(KIm=_{AvFz766PX|w!oGj)|woXDd zZ$eD1C}|HdKD4%}`b0uZgE_?8R7>~4ABF)Z0E9U5d4W1L;}GH{w~_V433>@X#N|If zE&X)C{E*Y19OAXZQ8Q{PAr`?uYgP%6HEJ9Kh7sZ&d#^8?`Pm96mxkh1b`6 z4l(faB!3=78-_r;7Z4ocU)7^ZLVUAEY3yGaeYWhti4ZUAOXrc)<4@TQD8o#cYxEHRCzR-PNnWObxhXP*?VuqnR_)-osg`ubcgKODmTPL_^FHlBZiS=r-|C)hKZ!?dIY>dNm2Iuis7wi!9lwwQB`QK!m9GRBNW4A zakG(ct2y}B^5L2p075>YMO1bjy0E=eu?d}r{D6P8;wnC%IPLz7Fu*w0{%IiMJ_pM>-(a|Z7o%1-!HCRYvC z{25`uck*!PeFjT-0R@r&Y@)E?3=Mx~rx|?5ojUl{;EF8i}zM#G#Br@ohAvIdsM|@;KlInX$BV8(?l7vPZl50Gw7NK=5{(nc+#sog)S!NFmVf6AJZ z{rAZ1erHA!05)cz-3CE=pUe<5gndTYJC=ZDjO(48D!p{ql|z2Yun4^DTCwHIrxVSN zYa>rC#GV^UmX_0k{@sX{%cp_NqO|p$eJyO+-@PGS`tL*B6`ToOV@Bi}QVHXIg#m#8W#>S~i>`C_zA0E_~r{aH;59wlH9duJE(R zLtnhXN#Pl40;^$zn-1Zgw{6m=1fvi(_>3!rP;anT**k}NQ@VE0@47emfXZI@T!gkk z+314->NUvES*APiA-k941cPjVEcOP=^C3Z zS`Vg%Fg6&;gy}kPkPegPv_f$bNn(($;TS}9;o~6@&B10n4-CDPz-T+BCfDWQC~4RS zNe>FEi3^qEwVaOgZ&^X6*(=yXFI()7JO)@5H6Rhf7+!9ANHqrLr7IVbl@-w(E-s># zTL_-i+1a2opzb~E3xrKrGMEEM{*{4Y(G@I2Ay6f#-BE@9m>VLlhm=J^W5^nx43ONA zalKUfQNzBTvF-E)noqz25+3k2T<-PQRKzMxk-Hj#W3iTB;r32^mdU!8zKisuFpEvG zf7e=tq&|lTj{79EvSdjT?h3o{!11KwTp$J0oa^k`}<7#rlitdL0w6BWZ|m2=HQ=C^uee{(unX zo8g=|MZUw?^Mx#cqfH@;-{~CzmaQi6#dt=~T#OQcD>JnGUH~UH1OZ0l?+^;$p>q$B zBf$IWqPGAZshMil&|PeyJ_1Zl17zwe2v`@uMlfD0Y`T8|+eiYszV*Uw`|tOo|pdxSd|yLtA(SdL~(45ibzOHNjA}~P6D--kx6H+D+31K z4KA;Ie_8ME$#Wjc0e0Y%#R0)#Aw&tbme1|{9`a=5<5Rj;w!7Vt&B+@N-m*|IUSnl^ ze^e0$J8q9<6+1kVk))O?vC-wI4d|R&LIUDU7+E8+!!>!WMaMl&=~wC*Y<1(xTeI*& zYj4GT7ywFi+)Voe9nTOzEN^5NQ@(x&@39vR1XO;)Y!56NC6$}dy!+Kh#@W_L6-&cg zO-h=KUbEnE>^Z#Xr{&+lY{r-3#ZJRnL2ee)v>NclC`@qZZn%a^kYHpY#t_?OyTiF9 z&WFYb;;KVr{l`yym}jZMv3YHMY$X3%C| zC6Vc|SX98?d+F=6;A`O0XdDWKC8MFI83J<;T=*L52{};Kk-lCg(;5Sefu)>GLg_oc zW@k6VtI@vH1WVsnR~b9DTAuH|Mpn`%%v@Q)pfo1ICw(toD*CT|O>c_y?ap@r9peVW zn&)fo@8&}KZlXT10*jg_KH9p}lah z$<2ae*dRz1<4Q6{9`kP-T=V(cA(-t)KEN2^Nl;E(5#%38G9jKkU~UTr#Q)!nGI?~l zYf$!siE{Xp5tA9Y&b-@eYnUc;ehnKyvRY5RA25d|^ahzwWxYX5xR z#`=d5MORTP?_zypjN77esLRcl8)dMWOV49YpstcC+H&2^)dXrfl4YP|?okT+Wb9W_ zMBes5nc4lH#D;~I4Lk>zDVb)XEu&`I9LtN|6q1(qT6zr+q%BP@&qI| z;kqikzT$f?POM(T@uR-th3nfh=hLZ5HR8f55bV9`Gx5d2X1>0D z@5V-_*45?u7MSK*E`-;nr&-gT%)jw32lB;qEmOM+4rSnV*5bP-Nwqo(g5z#mo4cC7 zc<2;u~02s zDKDZl^InEXr4{Z*q*6lZh?&Ox0h{aoN>IAR4j=&R00MZX0|*HB%~X7mA|UA&j=-Y1 zTe-lok@JGTg*M<{r4~p}E2-|6#YAqlopwrV zRIk+szk$!|ng6lA;0w6C${D!-MpEBgx#`tDYZ`UGKI6wZL~rR2^hm^y>;M8ffB=~* zQdyaDQn*=ZrzDZM8;Ay>Th7jr4cu6{0DwtHF%zyj z6f?gTUMQcW1&c>Dt(y&=M+2;(zlW^h?3-`Jd9 z0vX!@1i+=rYT7*%y^}t})GAlj_jj(^6b(78BT1rr{cBXE-JV*kMhP2nKVZ{028T{V z+-byu(h2^E-6WGy@o~@rN_Xd|Wyok~%)T}*=|Q5hI&HVQ$FKyYU0Nb!tKTOYm6b`9 zb3+THz(Ls#3GeUSVe;`v#KP*Y5g9m)oV?kSz^2WZv``uyxS%|&K~S6nLJh6&OoVX^ z0;{M2s$hLi3dRs;L$e7@lws57O5+VAme)hqCA}>aQ|?k&UjJ&kz~qnnv3{$&Q9)9i zGmkkPT>fmRC~datn!!D$wBofX`sL)4 zy}Y7U++Q?)ytCd(pM+6LOGp-0R?|1;xe#AMY4KtyL$YsKX>$Wt8FEM}qa@Eq%o_&_ zN*_Q~K-!>TPXtgNg4Rmd1qlD*1y})>ccCPNPe0|GZ)#lHE{*2(wD3ZCg`4;%fD4yp zQ4<*P&M0`lfa95VDZ6z&ZA;;19Aa*+6;hPopy+OtHazI^!H-)V+{e+}$H$%W$-qfO z8?gfjC}ekcC1-v1k$Sx*yZQc-$~RXci`8y7FZiq9s^L8sP23z0$Y^;C=gfe3%SJ4fE+B^h@7I3 zM-I%SAE!BuM9h2oIOPJW=(H5UIdkerdIu1&`aZ0#T{@D!nk0mus0=CnS840vnJRl@ zR9(Wai`VPlN}>HvMa<2gt}yel(7bqoS|{w{sSsItLg}Xw_X7f>-a)T74kW7?yFuuX zQ+q&+hX2_Vofh0M1U1>+@9DGp0}>IO1)|L2YkRzS*TAOTHPk~ne0jut;9_xM57<{v zqSCH;{>N*D#eoYtKjJo;%*}>Oro6Slitl|>;Zl?I_xA=vGOl|fvam9RlK!5O3ZEM( z7$20UZ7bZ2-08XJjtCK9|CMRo%zY}0ZylMqtquaphlP za=eZin5!RY#N2FK+0|}er`5MORvQ0x00Ea8=%)ODmD!UbYf~cFPq&Xh5UEv8q^Z|6 zrIdiAy3-=vP)Wx1orBJJMkugNTo69v8A|u{0t^wa@gVgexnUY`fI?^(j0TFH^?#2m!yagvC zp5Pvpth6O0m4Pd`1GF(jhK(Wa7W%a~lCU2R;rj`xZ`!e$h5s1M6z)nnqPVT%vi_ju z&3ssRK~Vhml9e{Cbu}8EBg>epEA96hf&2ZrCYW*Hlm`2xMieBN?TGa%41`1aVM11 zR^{r$I*OY&q{I4XVS;k;bFBPZZZV5j3Ec18sC+YL`lhY2NbQFG)8f5XC+wj>1@gHO z%q8&8B=FCS984i+o<<_a-^b?~1VSz$n~9tN2S$^5&QDyt0FrwBT|`#96$M;=eb1Ih zC*_-e#fH*t0!(Q`rPb+(;sb+IxL?`7dB(=2{T4#jhb2H0F39G^b5;Wld*C-WF6|2^ zZ0U9(JMo$)W%0HG_qz+0!FgTZ-)|uN@oZt`v!eq7qu&>2U(+;?9Y8>)JV{?+rCRs~?Fw7J?}A6F<8B5|*byrk^TNxf4-bwFJRoW_O77V0! z617-u5U|V;9$UvvTgT13HD>^V;v5zV<*WitwQshP`?+}Fe$>a@EI@!UH*^328CDb8 zHx@yFG%z3`BfgOS z zR^2kP!?QNjKuJnbTiV*2-@gno*W%-WDh`iFnM1U6qdDJ%s+RI1rV4=}QE{L}e_$Q< zL5F$qlg?XhR%m4PN5tGbFepr$C39@9dOf?f5YG*nx?8a~Mf=^8q!fR%Fs=SgAi#es zG_v}Eh`Cv1d_Mj%*#qZTHmv`_B(lR?AFtO{4V(5q87QgOA)-b~Hx2_<=Ass>Cxlbi z5ugE5j z5W}iK>~+aWC2kL#$$SS8kYMc=gV5RW^Km^el_B^_`s4QkC~bHdO61=~=q)_~PamWd zZkLiV+184+yueE`xp7j8t}t!%l=wJ_8l^Nk&cxlQtfu`dBrCTMaXr)D6WyEkgfJQL zg~-j2)tuK+PO( zjj&-B=I7(927f1C4x0c|4mx=A;}CCtyzLW|HzbCXRtHq29chrPtjN%Q2V*Ew>LAL% zF@wSu9_b+QAWaAi$+oPdNJ@VKYAL>ona^+;>2E5LxLaIrX}iRumWL6c${%Zj$xnQtmaa zxDzc%sp2VLNAPzp-XtGYmqjR(w$uRxfCfhFb)AkZ*ER3#jf%*?-|pYsspQqB44hWK zf$*?8a@yiHj2%Eg2M{pMNI6_Fuh+jN9$ptU9LQM>gSZ8$(Ec)ZpIuO^gnj(BtM3j> z{$(SQ{}}s6{6}JLo;g5qN6v@W;Tp{U_<^h_R~xBSrkrm&K*Hccdh zbHO9Hyv9Xug4<1S>i_~UCZrZF$&^ zx%u)rxO}aZ*X>C_Sib`Z5cmi<>*umeIlnz%pQWBHpNiBsOZvpLEgONb(*_(Z?O{#) zXHaeCTiq`>bmM+K{(*CCMbc+Afv#6B3rx0{e%+W>3i}z8(UcvWeB3;tq*mQt6%jXM zrMf%@1|2xO7*QNz3t4UZly6o$Y}zS($u9oIh6wxLNU5YaF}EyM4ZkWr(yx_~#m`je z-U9@PUpM=hd>{uCvv`Z6n|Z>EBHb&a}HwZ@i4~_&pn7?jOg_dMDkQpN~U6 z4RMR2r*ray_;$i>ej@62*N3>#nmNJ@_G-gkMA&5_6XhG$411^4hP6Tn{+xteZNV)@ zddDuI^yGlHd}I=HbN32aZbMjN4tC9fhp^yO(Vhh2{R0&OCdW1m(nr8iO4AqVD1XFZkeHj{f!FG%9wmLHd(#$xRW#Rn?xu}Q zVV}L21Ak#c7H^XYbhi}gX`jSt#LG{Eq7iLMn;(O?H>kpDbYfxUHU+`S$3J)KdISBK zr}5*oRjCYh>7BHsGkHu*dlA{!DnmQrKUVT$V>l-!v^$r*nDAw`%x^#-Q$j{|CN)q6u$5u=@r0ctSba zX-m6{>4aouO7AzpjXZ6BXN0L$J~%#yBW61uR##$+v(LW6n>|@a(j_TUyIFz7*b9)oj`f2Rr(jA~5UjmfsTHMbunNvy#9M7x354>S z$?EX;|3++;Uytv6G5^Q`8>>ZAEJK&`#{9dD7?IH9ImBpK-7+|@t9|52R<2M|5X|TY_aJ}fAb%!iqWA?; zN77$h9JSmZo1xTU^=J6Li&}hN4j>>=@XnqVyt7}t(qk|* z7BJj79A@WmnBMn^KH_g?AcoPX2yjq%;it{-|FrpCZ;|^&?(Z!$vw{t<`upNlpSsgw z0kebt-VQXhK_DEspd!b}43Kja^2lWtD1qBxNd7sZi1c0yI`9=%LUK z>LTs!B?fi7iOJi-D~msT9x-o325$VLzy2kG3dh4y%duiZX;(nn1d^L1H$jU9hb+lb zA1Jkv*J~rMi>9U(3ne!TB{vaVgW&NPCMcSg0X2Zq1`4=Rw*pZ@=?tQ9Fl{%b(-x$_ zD;%2Azotp)-?5~kozg0W_AP1pdxWr3H$=Aj9aY3uxuvAP|AuVjX?60;M0rHDj`-sI zm^Q;evbqDw4=Mzy)xhX?$RW1M-Q#OmSiN=(DcxrxVss$Jg}0$vtgO-ycWqX>A6zFh zzs3TKhONrgUqu=>S2_y*F*T0$b;pL%W@W3pIvn77yh={a=^3;JBGs+~50A{1buY^|BFLWtQ=37nE+8r{wP%b`7Z#cFv5Y@#cW2v!viMeW$?Crj94EqSe(}+uCGBz*|ZW8HB`T8#S2vXpSLYiG=2M_>4 zS>L0YDBi`O5r?5*BhC#3`1dt|u2W#~%{G~-qP@>Ra5?L5Uf$&)hmf0J7VUQh#KLNS z8ckdF66m^Z6l?j~OTadmiNsCFbc!Z4xUY*hd9tI7cuy{?C_b#Ba8k#TN)6Qpe*gjj#lz+Z)8I_Q2ZAR-4(%j@xZK z2((H1swtr~1?@K88z`uq5)a%T^JZ>7$H(sx@Pir(B3MO#H3*8|Ix;w~9NMRlvJ;n~ z1{dEF{D=#<0xoZkI2a7`k++eWs8o7F79^2DMj|7$Vs0 zEp<3FiClJ(MfOX->4_&_Tw~eh=XDNUx(NrDoKf8v+BX<@`q8S+BNreH0%qU=iE;QI zo;*{wbkIyOIK2u?6oqCyb5IFTu-}ThTx^F?+IZ%bprIV?_Z9cU68osbAwpfiO^?K* zN|3a}(&0xnYKg_c^(rXzNVBi3Ai`11<45Jl+mitedKdRBe$-OJAnNSEe-(&@e;YJW zcqVwc77fB6#yZNy)gqC$cE2VlXG(mN6;Q}=8DaycRcr;36<9xQu~96}?ECTm73UB7 z*}#6E@)f6i6EKG9XLXl-uRUkiE0pU>qCI17IJ}XnflF152Fiuqai^ZW}&8_VEv{Mg0hR^ z3QCS?{rxcG?Fy`o1rUND81BzSQlhP&A_@WH zpAr+Ues&C}0EL^?MY#eFB;L&s7e{Pel?$ym=(OHzb3l_?%+5U#a5=t?xDRjLEVLja zY8^YbXtU!Z5oz-eB35M4M!_WZz*`KcV_+yiL?~W!87S^n6wY^IUzsxg`ow1HnB^K zAmaOdV}L|a7)^~}X&F!4eOFzcqOlyKP*ktq_TuX<0|ScOAbAI_J+#A{33prg& zGT*q83O8_^OZ9R>dlB6HwF+N1-qT*Cf)KkYS7NwWS>^M&DMqCBV0U!dtHgFR*v==K za{j~uwsIO4&r*y$lxoFf%276JBC1ZvHVptKT4-zl)U8fYz2u{G1Mj|VFv1JU_pA?d z#@lOze1@W;HZV7N_4Yy;sSX9diLpAhidQiU%kzn3nj|YlxN~Re+ZdBh*7Xv9&=VqX)J=Wt>2qN!EZr5EE4Sxf0S*uLBq~?)+%} zzG@l73%QFF(_Wx+qPbswgR<%cVtW;PF98AJ<)7490mxJPs{6ahm=3f~PpH>-p9w$0 z5$;8#>Ko>Kv1+8TM&)*g1y;aOE)_Vz9Dpnx+T<%g%z*(omsb!! zIu%npmi{@Bz$ksqe5A|FB|e%!=PA$}^sZgmRFDG)S&L~7d^hdd@ftv34(=+)4>%~! zK|J|2nnMiQc``Y$Im8aie3;EGQIi$~CpaX2mj$)U&gKdjb&7VBROnAHevKCeyZ&}I zEEvBj0l_49bXT=8;tsphuN-(`w>ExhT0wQ9R0a@Fa!fRf*oOF00ip+(G_5r`Z$j;k z;@dnrCW&p-vPXf8UfT``P|z1d2Xk+EWU5|Eqy7b=T$)8MjBzGhL-aK;O)fKtEZ)KR z^#c;`;!@BobE5tQ=fE7$tTaVl5Dd<|yf+rxVGDZE)xU^eU&wWeNLY^a(QGHfD7i60 z>Z?oFi>QP+DVl8q6;KrFixG1HX+%k1@&L&=}5{(o)rpHo(JAg-Y?1#~u3h9#u^Z4j|0+ zvA3dbs6olrI3ID0pkU|@dB;OTPl!$G4h<3yA#rQ$qs^m+sK>*9Aq_fpxp^-;_?88+DszVxBlJ5E1op>6Fi)nIR$S~31;#`B z3pEx>6$vR3KfL(fo6JtdZ%Pjv<9)(Ap`xCd`#5a+eIvz26@*C_Ze^$?%Sz!$i>?_= z2H)Dr^xBgneLpTk)=T4idK8=w^!g61z4gRz*oOo~tG2Am%oBV+ITp(gG4J=7E)|kI zwd!1LN~aGwA1Gp#7iXFo#yL=AK~0BK?@AD9y&Y(nfzCjfS5pa?cS|N4j!4RohKHa! z?$juj3qv+;_(jP#yk4{9KxaqThI7JAK80qa#hmmiL0&lm*ZO@erCiV%8V(^$;;CqkH)>%o3u^XRq%df&fp{siYcwjH!8Eu=LmJ{*=R4f8gSaZw=E5@xIk4B&)BOX{P zJ$W(cWZe2CI=s&DGUuqgb|Fi26hd)BMU)!$p;L`?CSHzPcn+pVkX|JdHcW@{DR;To z2;vsgY`q6PA!y8(&t^!^oVdj%$b2G1;o5pk++q-9ei+$$YO7t`N)u#0FmP&(`GvA^Mcue%Xg(~=6r1(|<9GYAQPq`M+n3o<`DuLsv7OiV!j^z&wg?>GBfO83kK}MVl2Ef`%2z;dU#f4w zsEH$_RJ5a2D#knclu~tajio(bVG;=DoCt?f~-`7!> zjwD8ICIF<+{(n<_j=tUsd%qKRVtV7j6t4S8(NyfX-fBW){*8`>N)3P81PZs&uj7Fz zZdGymsFe+ksf?9tV;V`4iLN#ZH>+u5XFp>YJ|B+QM~4gY9c$v1+g$9!o2?rUDTE^K z7yFjXS;8BSFc$Ntvaq@FV1@FM-3C9i*rz`u5X3;Q$725HK(l<~5m7GJ4d-Vnl#F&r zA(smcA+{?yD>A8mRAkE807IFKaLB0a^K+Al3tobn7cfg=!K|B12!1J)5pK(lwvrNM zfCnpyoE-}eJEKT?~u#H{5K zo5=$o8EDLx>ElNmj@OQ{U|V~2&AuO@hAsx{Zt0zi(V^=eG_XRoQKkkMSa)fplQX%x znr7XHinGAFn{O##9$T=$th)kAVto^j^BEjvv+jiM%n{aoD2>?4XsWe!7;A?O;<(AE zg3_-84r73unODs(EISOFsQCK<8(@!nt^oX84T4(5t*pnPzf82Owg7uvi6nHf5UT|2 zaS{^8@3zP7A270QfiKk7|K136aSTwRtd;;H%tXvL+pS)I*J&{1o(zHMOup zh{^;#A9HQw&a<^OsSzlca(?hSss8H9yVb)GBJ>SNh+%Fa%X3f>)nPpv<6m_!5ebn6 z!>}4(&~~%RDf}p6=NUp&kq{M~14n0-qe4-WXwi1#EG3WY1dxPmv2sj}26`4M$OmsNCFSRc%m23WhDIz=rZm%~u8VX|N!lMBUP}YDKJ1O*#y2 z)l4W2(2%st_*HKfP`VP-H-SY^htj@H%sAJPl)pj;4N-|9WLv2_)k_Phzf8brpFmV{ z%=^e!TVb}9@*zrZUzIB{zKmD-2tu%Bo`y2i_d?--02YLT(l;4$gOfyFhn=7`hNkmw z_pG(3w$`3#jyw_!*M)W8UTKCfLQvY=9Xr)HHlM*{NP4T=lnak*Rp8!GnOq>0MvVc` zh^*=c`UflYQ;mNj3T19&b98cLVQmU!Ze(v_Y6>woIWZtGAa7!73OqatFHB`_XLM*F zHZ?UfHVQsI3UhRFWnpa!cZz&Rm?Jwg2=m#3jF8cg7M#2HtT69uG+oO~y-cmg*8g?G zdjwL46eyhT({mcASrEzt_(I?0)IpHL9Z$nlC6^-RsoU>p*4Z)WXx4kQSvZd*6r)J{ zo7mt=yoKiVURK|E0!J{-)hHvu*3p^Yh>Y9AA8kH|mLQ`Pv1Y$TCMGKJuXKB(6qLr& zYb)}UrhUK%t-~H#+6tMDxLhG^Gu7RLMz2C9W2(l!sO1Ueb%nq+ID6+-Tvi3g%E1BO zpDPVGlXZZYJ3#9);kf@c5a85pwC5A6@*#PiM3Y&1tL>q`;)@3Zbf+KWZ&0+lGY_!?Os^p~;3zqvq6EbcKA_`{|YS#4I>v}VG+dV<=5 zktHu z;ylAZlL}XNOHm?6CruD67hYxxWyp{Yqk8Z{ZS1|@>k;7}NJBc$&!Z6Ee3zlOkvguM%be7xG+(B4w0DNV0TVlQ)ZzwkfK43Z7AAG=EEYY4%Z8A|_4)S15n-#ejwIQ`lAdvxnw~!lF(O>qwdqf!|G8ns0Bn_DrVW>FW z^4bj5YTnP(@lw#=D|o=>f=;Q?xb#Z?10RKfmj;qqgj<_!!iv-Nhd3T3c#p3~r0w2Q zE^a~j)0pxKXG)uG4{X3D#5t*uXd!*nu9G-Q*RWu%vkr-!F>k%W=hAgsRodN?iGl&D z7L3H+l+at$cy7ye1t`Aw0Fkcom3jzzLatFD+bYL*s`zO*waQAAY4)-;QBT@&xKxULu9Fc+;$V@Fx>pvDFL?Iw|&GL7E zM33{81?jaY#()qxBO1Ib0@$~#r3qC4G9_d64obN5$t+Dkv6kARIK6|obz^nig`8qI z=#`)Cy8C_T-(=dW{e$GZKIMjuR*hX+ZD7>tVw4#X1c65Z7#PYMSPtXh3gwm& zr)JHJWCWkEcdScC0LsC!0Nl={%8WRi6L0&3aZ@V=@B%Z9@Sml8Uu)>X=Fb_OLd}dj zCPp8B$)~-@Goovs*VtN7^}P7n=Vh`(&D(!t9+Hax>mq88Ha8Es_XhA=Au#Rp1`;u) zUz+(ZiMB#a{4`Ca3~Rs&69UzXP5q5E?uJ}6Hr5!oOe0O%YM;0HngO^8u28FBAmYAm zQRbLw=d9V4q}EeO}Vni7rhTDyuD0CqCcCp2p_gAVwdi%|`LClW!!P3T7w+ zl*!qn?_wj$k!eUVY}LWa;@hC(Ja31MBK&=9(&i2NAQvix zU?(~A=3O>rbD(p~FmB$~_^lJFd8@~M9U<`E@aEkG-CZ+ZMvZ*=?e!p{i^gWb7HW^?48gQe8X#E4{Lc2u z_*Ov^nQN|b67wNFv*U?gqHifbpWW{>?t#J(d=t(Odf=$B@z@T!k$o`N{_;Q#lAlT( zu}j*}8k?k(WKaBG!Bh6wwRxwt9`Jih`^0ml6^YzKKhisz_ zUPQ%=mIyd0h{HSc5SL)dfiY?}k$wg9hK*Jj(G)qO1*<5J*wZMO#<0)I(GSf0)Brp~ z7U&dWV?iEw;PWeiZW7QM*Op@DQs!1Ry-9b9X=VvkP)|$@CjN~q(;?xY;w$2gH@uEO z=qBZ1MQIgc>Z;CcUPCPyaJTXW+3v zJNR)%8Vo=lGGgEu>sXkR^F-3Km7ItL8Z%RD=8@&Rz5c;`7IY!sBirSB#OB=5>|Hp@H3}TQR(I71FmEZ}`1AQaH()cl=5LV=Ex_9pQ!nIQ<#c|5Oui& zt1n(AO#lzJ*xN$l4Ig>}z=&PvEna5!SXvjIvf2&JX!a`7e4=o0L^CqKOBojxQFmy@ zwe-UZ_hT;(MWk-6m(vFMyEKrXO`sXGEs!Q4X8Y_RTOjntK2COdLBmB>xex+lPb=lp zrCKi?-($$`?LBkNf_RT=@Qidg5h?}rYQ1EyV@CBtby_c)walG@fXwEKZe@XlvCn>~ zF^IwJ*i~?E;BSHweaz2WGeT<54)r!OB%1DKYD3uI;ik3gFlY;hX4FzeyrWq+5^V^| z8kUF?z{JspvaQL98?~$YKWWyunhzrZo=2Ouk1@!0_C~+ZNN&T4Hie~{>d_|n3?%4P zuF8`}%mA3mhX$t%HjWn>;a2QLA0RX^`$EH}LD@`1z0m3@15Z}>boBs~5!k0F{S;Muh`Z94#Cv)4~Na#$X$^9kenEDG&!nZUIz+>Iki|Ba=F2FWBWB2qGGmOrDS z*V*D6AYQaPRq}dcw4;`iOeFlhJOL8N!U3SF+XN{4^czuKqNw4b1=>@>1tA681@IZ? zu7ndcYah6Tpo2d&I7zwlvfo8mP0VtqGTraMm=~*=>K`1y$g_wp^#88>_7jq)+p2%% z!T+!V)sy5k2Hua=bRxi%*@EJG;URh)sO5_;2(!}ud3HMJI+$4oTx?t7Voc~X?gl1e<{z@ z)t2Rv1B+mj1+kB4d{T0|+0{15QyEO!84*5U0tI!bFd$6G)nWEN@K+(T$XJsZ zQOK25XXZ~q7)x1R^wh+f*nzydLeD~-;glsCQ3R6r6VN4Q|F1Y%DJK3j&ayi=-@-~b zSup@#)i&X{tgA0|IR;gmgd!`8nb7@-bqeY!cSHoXwlbsO14lvcvBz1~ zsE^^WA;iBY=9QU%AtR$tgy)l+^J1 zS2R`u_jO~j@UwjK>s)ys;A&df2Oeg0lV(KOjC{cbwFj=wRw7@XY~`^!mmw+Tva`bc zn_lxGUJK=_XLU$&g2Msi>2$?fVY`R@`l@IV{V1w!1SIVD8^-Lzth@4aht7MG2M8mz zQE)PII%gd$4qVSru^V&gIb4;EJeN60(BK(g=2CGj;!5iSGCXsyV=iTCYodz*H;ZH|Ta)(i zlTrXr0@2uV0mr7#M>!Ui6WoPE!-!E`;fc9)RTDgl)OT9d6F!P=CWKhJy`fW)D>_CU zNlxRR)uGJQ86ejCWe?obZJjWMZlZTl<^>`V5;RGlk_m?%w@T_RcAvT;VRc>r|6eh6 zZ=02Qxb3;lB`WPUq~vO8Y3aD*RoX+x-KUdUz;)ifM&#ZWtOze~>sbZ95VUfE#J{AV zB9UI^(YZ(Y+EJ07Iz}a0VucrvgOIei!sJ82Uqb?64Te38aee{i?$$_OJFecMhC6Z zsc+z56tubf9{-YJ*L6)L_@qIR@$pIIaGV>_H^?^9xdOnRph%1Fx06lCgJ1-Y8{2@^ zYD>C)0rmYDuD^h944HmP7SV0BHHPCzCJJ}1-(dP0rQ*!!{QS&gvJS#F$y`%lRmzj{ ze)W|GPy|t|fufRl>;AMol8+tkD9By8Qd@h+DzvsIp4~SY4iAh;U})nZ6iz+$Y;4*x zSIIOkqzRKsDP)2~BfjH0CDt4798#8whWR)WLPm1bdvt>6*MLHXWErvhNs^>Pdrb5@ z$oD++Y}icnBP*nmKx%r9fkO!eF!&=Ck?Q{mLqVn%tOKJL9MW7^oF+ZHozRY1y0Q)auHx2uNIUcf?xZjJnvK=xhPBPGDGQ-xyt?!= z0a&)QFq4%d${z&DDf@k4dRFX6FZ=@~AeExh1rKCxfK?AFTL!OzYTWeNfS`|u$^w3Q zHRmwvNrdi;Ip75;gx{@Du&e|Z>8J2%Ugi~>+a#I1%rVAj;gJf|stj#05Wk~#0V**k z2nux<$axn1RG=9!Fd_G#g>_+IKz}y^rk+OhQ^f9YaK(Y&#R$$l(?KUg%5}n)rY9!Z zv$fRCJvz>OU1uYhCKEMrEybMd;yC_>IoR2FH>aNc4U{^O+!DfqqacR-y&H0rAO9OJ z!9jJx2f*K85*yx>A9EC!a*CBd$R*DqDGJ{}P8c%jd8GagvPO-7m6D8eH|;Fm;|fy) zQIA3F$$Gq}YIu@G1-=BE^g*T#R>BglGgEa+JOx0=EbW9K6^E zjOVypCd=O_Oz z{cc0OQ?sFXawJhL3WuMB?6J_-AWG+4(Fti(Lo*}B zZJA((!@b8ct5u)NCs)Be$#D-Zvz6E=djvb~5k*gg6yR=EJ84k_P)=!cWi zb3#w=riHxwn&})tJsf}`3U)KDfbfbshj4%V(FqoCe3bq8a!1sDI9@*fWDia9aCOwW zQii$3@pmyqy!E{?nwURdMzM~M>SQz^6!1n>+lj)}yq2$H=+`042?m<4fVJH$;@nx^ z+}i%nr0=mc(t72!2uzTf3d5j0sW+Mk;Zx&Gz#qyUh#X21{+C*H*FC|2mx@#7WJ!VU zvQU{olTNhxyT;vnB4n(Q)W*M-PZNXBdv{+BL`&>h{<5l#eRXZEX@<}Mpg)+KFAQ=e z#52`Ak9=1vMo{>BO506P*ofmZY|^4_cn7FiP%pwfatBw{G*aqW)Z+nREGuTE zA&!$Q=u*Ni0)<^tY1DyXM=IBN*ebOh5oY7zjvr%Cu%^#~0V5EBlgJs_g%o5KLNbjW zs_AYOfWphd?Q?P!@W@EzhkSadbz7RzBfd;-2J2ggCo;@5Moqn7MpywUpxo1Aq|4nb zeG3dkyw4)(n6D3NV3Lrk6z21A zrZ&R1YXl+pM}Pk5i2At87wN(YKXYBvn)!WckofwuZ~V_vq-Gp&ePsiDL(Xg_k(P8y zvyr;|jtO^3Vj)7juIn6PO*$88B8aS`B>NHekJ@smq(2kiPz5>EhqL41-D|G@_wn%m zwWSM#`d&LpONMp2ub7QFqg3j5sKL5;LLi?QT)`;WmEX#m`mB8ixj;v;W}n*&|M!6l zxCQ0?C^>X8UGB(?8yY$Syy$+Y$*3rk3odrK#G5S_uE9_7g^m=X3~H^Bv^2n|$sBOq zNT?o9`IYv@+H)J?+iS>i7~xDEH!@}CQG(HT6{wgRe*B_^;x0M}%Zaa|K&d@Ng4k>aS^NR;??L_AXLTXm%(r zX#!)J#`~1d(WCiyGz>reSD%XhZnLIDK2&E&0J-2XjWH7)szl?tdw72r6o80g2h zsW_43{JGV^G|L_Bhi3jG<{NO!pUbKUMaea5;q$Bv))Bk#+1XZoX@=T5Hr)*DI3v`F z9U;iZM?`^>tOVa=1m#9W9Iy7UzoANKhFhQOA-7MsW8B}XD7I$^yz9Pz^6 z_Jz3>XB?sdA<6&hLPV{JH7$e_Q{rH~u@aCR>;T5iEH-R{L)foMTaIxiY>k!Fj!9l3 zjK$UPt*usouN!YbiIFvlWAQ3x<(9Z%DM+mR7%SzUZ_n_=wu)18Lc8c7JqC_V=2)^^ zBk`Ye3gKqJe*9Y?Bue#lMGVa-y!s%QuR}Aj<7x>j2qVbCcshc`)AMzH&cd;<;|OA2 z+V@dG@O4$ZzgF$N5*d`HZ~U3FA?hCT@tX<90`{k|KqJAEO{D|WD_zuQXDZ=r zs;pJs5iYT>Y7?6=XMyU2rEQ-J^pq?_zeAx>eN~+*;=EZpA9{-FQ-_i8vDH2hnpzEP zhH?^ExAGVWHLk+{8E1R0`lvpia_X$*XBIp?fQ@Foruy>2siS~r1xg*SNCOS^@J|UE z=eCO>qCU(}eV9zqbtm=+)z@y^QAd5?8mkD96~PU_op3EC(o%j*njyCn0=22N=wYTA@DC zxQ?*q<`5V5u4Cj*r~+07M>K#coI#k$To>dZ6mE|NLJ^r#ZtV zUY)=R3?em1#mhRjMok`RVp=B!EP|Kl1vK`!j&=u3M$nN~*73BdY9&XNt|KY4+K7=e zYl+=LDB>RkRehFt@13|Df0|X-Rar-i%x!%`L2%ZwRU5J(SX`Sh?;sYn0utJw zmP=#gQ-7Tt4J&glO&lF7_12pGTIV|M1fQvzfw+}a4nr;R^(ewI;0Ee2dY*m6^j=OS zv~qlX_%A^BxhDY}wUHsyVGQpxt)GP0WgG9md&U8`n!9IsYM;YuhDaUZdJgh;{@gv|iQ+R^?zF6*9L`8M*DY2d z5{%LL?h)Hqg7YJfImCoWp?9lKUTvExw@uY$&uDrqV!*U`_cJ3g-Bas|7&)!$jS&RY zv9j#(9#THj`yvLcH!&taN&;;^IKtO=4DkFYG2I5`h9OEMW;}SDf3)=`ny`qujrYxL zT3X!==x%UBept8##``4?5&Yc^5I9^Rf7>L#vFYv7-69&2e-X1b-s6VE95zZ!-3-bG zU2j@D3Jk$dX(`_l%44Fc`GJ!Zxcgq-#uYK%MZXCw67!OXIPX(Y{YgHuEptgAS+I|r zx6z<54>GPSogY$@F*{i6XDZA$x1f}5NH^oXyNL`}$ve~$L2SbAZDc;Nv^KtWs8^>) zUw;;2(-dkAN{Xr6>d;LkHEaj(F?wh!QJ8)40nc^rxTHnBI zWt8g0vC3eNUy_4YeH>{YVZ4kS)D(1GVrBk^@e=XGv$8Iy+=>MZ7g@fiuNW%ErX89G z40I^$CS4=;^J7<(&b!JqiJ`?l;IAo02f>E8{$rduQPydQZZ|}lI6aT8_)_qJNom{G zobCe#F!+kx%%sv0EMPA!c!NzmD?f^^o;!a{tk04d@pZ0_L!(zSo4zwUZS54PSFZ;(9R&ypc~Mc4 z;$3L5#jnrG81?;oX7>8bm8Nb6oGuenH*GVPR>An=89!gdv50O^M|6utV~=Z!hL+p0 zm;TBZIFeG{0Qq7Ip}U%n4f-p8i+Zj6Ud_q=kiY((mcY}LVNb&ztORvC69DBsO_~9J z@~&_8z)+3Gm2nk5TYDCncZ*)4Fiv(>io0nxVw3PVEj+7N=F}1DV1hhW9`gr!j?7qLJ@O=xVnEYi%3o>7?0jgNl12=@(}8 zkJl!#PEOVwnXQsG@bI3Pi@g<#=dIG_rd{b)N#9A@b(FVC1n{10)$HdCOo$K$f7dGw z`@XJRyFuSLIBo3AVxZ;w50Nsuq|@&qc5VR7fE&O+F{)|p2KN>5z$#BDbAxxc9vAEe zztH3D+`wx$kip|nsODJ@Py9vy&JE05`fy=4uqZlYZlJd~bm+iMcjYYNmI2%|sKoF% z9YT-RvI1?u9^tG{*t_5Ddux$c7v{{1LQR<{ zQ2?Na#wH_2*$^Rp>wiQ5EogMT|K0;^ne;!l`E}*$e{Uk{D&02Tf8);;yZ+ z+;Jlr!cw#i;xEEXSiolU})%qGL-oqVAMSL5* z1BJ21Uw7ahUcF#&XSr;J9kh)y5=Kp8L!&R(SqDhKCk)~Pr|ApjmcUXesd$xR?V z1}r+%YEjrb!Oi@Y1!8#f;82(Q^3YrpMJ9PX%Xv`v8Xgt3DI%NtN|U@8>>>qM}NwfLiVBn43$jopwhF$2nAW0)t7v8o+Jjt~sujG*aE z?D)PHGKLu`2KcDh7LwVKDWsTnk8fFup~eK|Yl{VI5TS)gvw?FJS+lDRS%YPrd?*`; z9s`im#&UYEX$_zh@VQa%Hh49bh#iZnXgupKQ>rs`z)2k4L(WdbIBt-@V|-G~5yXPf zE?Ai}S(Obv2-1r?u^z^vADOFnVf>?i_ODK*PV$3FsyZ_=VT$sIj2QodsDJb$V8`4# zWG?{^nI%M(lygyh<{=l+bWp99cQ<*tup+Iw+r+pjt`}>8K%T~sv`AYmF(>{m_JHAR z5EpiOB5)G5E0BrCLkt)9&id3Ud*WZI&G)n?U`N_$FeLTNR@Z`%6^QH+r2= z&|4#RFYP*B+LDM|;P}@_OQqTRfTo3HY3Z*p64I*DVA4zLdy1iqVOJ)G>ZQFoHp=DJ z-6{7G-zm;4PY)K11_Qd_{*NkP{WrQaRRfi)2azS5z;~ zA^-pYU|h362pb6v2_*@!2(M)*F!9Z2wi&8x-z#f6a_27WwiK@;Voatz#=fp z7gRpp1t*DP)J(hwIx_b_>a48K0zz&%3)e9V3gl{05F-jroZWcE(|;@`Tf)? z`Kx4DuNYBrz@dE7rn;Y*Vy-Vp*m#E-W|64(A$cmRQWl>xJ~Bm`8J!$%TTW{_Gy;kd z4SPzQRu|5QPIskEb-!vx>D$yP7C#F!PD4B!<0YKS$x+9vUIt_>8Ddh|M@1kVRgac- zE4?@arI^xlt#|p{0U=|NtI;a?9bHbYnqntsO`2HzU;-DsxEPp-ZeKgwi58n>?Y_0P3POis;{=OKfHiHAb4Qmf?E8wg!_bv|D+gVX1VczueHP5l1A*6lhk* zXmoN&rsMkNptiQ+a43ChKvPtdx9b;+3^MT{%GCoxdAfsO@^pnIf>{bE&uNMjX_0YJ zq;K1<)Z1PRGv%rbd=w_CQPGU8&-7Kc#dwoNvCc>p_CGI8B0xaYp12tv1G%gT z6pI_wjMI*ngYqcU3}5;l>TiMn)R|JFyfoAir^Zj zU)?t#iw}(4mGmOicD|6@>_HHH38XU#<~s z9QH@6oGxkyU&*9Zo@`26tB9D>YvT}$mC0jk-=#FxnkqwTA18exZ-$ape$E2v8SBZD zi0es}y@^ZZc-1R#eJBqR%Dn_v>a~-TDyQLL6MD4Ib&@Sbdc|8lUhKE4MwLgJ#F8T{ z)`GxwEE=m^F==8k^)||Zgrd;mBq_u~m!9aVgAvmT3j389$i8{n`fxZvxn|OGt(Tdr zwJ``8EY3!aRi3#9*zZhYM2obOi(*<%Lqf8WIV$@H$&BTnSLmKg6Y!p;D@NQ~dfKx~)q@ONG4`_me%$T22bwh_A-UEGgS5(- zS=!pQONtQ_V~Fwvlc%#**p#^`TtR2e+M+4NzMTjV80pp1at1;l2jz0|bF-5#7Ac__ zr%wiJF4}UIq1Lrf*3UI`=c3@G{Vq7n9 zYn*0@`rV&VC74tklMo9kOVqnKJe6f1v2U+s`R)}Z{c^!arD$Rivnp}A+}PC?vaep; zN=~;IDRsQ+v1Q9?)f))Cx?9Pug=A7OPM-=xg`ffrzIC1Ig)$Td&DR;REA_fi>=cWf zucK9##6b295e({#Xs-aGcnTs#`h}%iT`G|4wFclOCdA!V@PWV00Ih&q%hlbspn-uB z+J=2nVWBF#u=~yjMtKDSMD>T5S9#i_v~|p38rO;BfDt>iE#9$;$931@;dCS;*%(y+ zsuD68v9NNjoPrjH;CQZFNr1TWh7C=0s9A)(ZD3UJZ3JrfZ7+heV7QRW;&VycmfnPb zD1SiGSR^Q6N`FRP>_-%gtsQ%!QRQ3!QM~&JIW<*&a9E1(Szf9yhW4Nv{P{xEctj%% zq|Yfa)huzug-xa93WoAGB({*yvC-({q1FZBy^PYI3$l_sniSrgf`y508Ef~m##hPi zD8+~ii3sH|*h;g)ROxR6&>&$2wIw7Q-XRuYREg8hdPxsCJJqXfq|aM)W2~Hu>un50 zS}$wHKWCs^skezZ*0g*%+GixhH{yjzL_EY@=A z;aAI7`>vLu{orkX8}2jRckEbnb0^W&BrRDoGpm0XC>xs91j1szsW2acWl*H7?b#@er8k~V`U~f2{ z>JcCkBc2hxX(QLuk;=Yn;Zf>G;mEVZ+3$4cw)C#qtI7+c-91=RfyogH*I`yYz!2S z7G-g~=Z7Y;c|Ka4B!n=;TOlIKwPFzCh#L`6uCE9;)>@eGJE7pfH=;4Scx1t=ZCIyV z%BF^-L_x?{eEry3v7ms6GTgQydAe=0ao~m$Q;Y3;sf+ErI2fL-H=2~WH;c`cBW+uH z398$VWfrRp(y7L2h}YAL%ku_;l0~HNJf$ZO$d@C$DBoZm_j9?+SfPZrz&b_xR^wF3 zocO}q!YKWRw#B=Xf=VBmbvi5Mu+Z8TP>dsT8W?v_B~h@hY2#!tr4Zd)P~!&_ix?Av z=v_WP6RVc!@K0CjJg4&)`Z9}E#1mQ+Lb=0R$+B!k9I4Bpcj(H{paPb|u z>B8GQJhGA>Zt_)jj2cyblxz1YiUAu;?y=_w2~lp|kM;G9BOzPAc9pG>&dBwN>@=?G zr~r$Ua^tiFG`s&q@@uWXX)%@k*&)P;m=b|zg+&G^uZ|EXSJnJN^e5&y0KH3Af9eTZpjl27txr7w6!mr3>IgnN;mN0><=O14w9i0m^<_! z@m4b_Mg(!%(WzB(`cg^15E)dj8f*#{OzGYCu_+%-EP7Cw(x3a)Ot@VOq!a$_X(b7R-KQK-EOHWPozLIWY+|lj;s6R$dLPv)d4C?} zw@0rFxvAGxG$Bu0RulI{iuw(Cz1>p|D(q(rQk?B^jKT+NqmJt?$_Y?v51LdPU|h~etn@58gh23 z!hAjQ+OXiorOM&KsU4kS1h({#HGN=2C}$&&_8TCB)+@BKd)HIqM2l5!#9UWA$Z|5* zY6v;qCpxpOWikTIS`kgz3R$?Sobbf1s|FgAIqbVE)~BkEt+!8TZ5IK7@|NK6TY+P^ z?$Tng*nzaJEDOucy7^;k(b(zFVwE2w%Ox)~mg}O$bvrIqhDbDK>&e@0{W8TWub)#a zauVLsjMHx>jYSKAr}Pn#yRN3MdX_fTeQJ_e@(IC3Q<_16=#*M$N2gf4SUg*EUCRQy zUszDoM0tdwQRNZ=ukuC!SqMbp=sXXRpiks4?N)lyjI~UwP;)iX<(xIn(-%!#MUV4+ zaC(BEben@4>xPtdR<+}wQ#LEt8mny5yJj(1G^~%(XIxPApI4$>y$S0Si%wQHuuLYn zaIkYM;(!Q8JX^mI3|C$-AG0kH)3|!CkEat(j7SFNhSw~Z(~DK1C2~-XPW2|Hg(a(* z(FwLNNxcHs2lIHb9}XC_KB0A72P+Hp#eP;n6rV@F$`A;Mx;*qM#}qS`D0Z;lkBYa3Avj#wLNJixz}wY2B&?fEOS3LSc64za zG6MG|BE7rul#rKwHS|fXl*`Gv@Z+oOv6CxIg4x!R)JytvcM>9AYr&D?WKi4vNr-(* z23gK<5Px0(Yhl|}y1-&V0vFMfPsmoaBU$B%qF|M2pR&{_2j$&mc5$%{O>_c+;d*UV zfK_I~3ez|VYgf==_UBYNC})_Y_(+i+G6LCuq_27s7Km~O$zXD}rLZomycMGEUBt?M zq%Cc&4Zg|~4jGFWiHQYs+Kok*DOOqRDBXKpgRnktIc_ZKM1VlM9%2y_@*KFS*YQ;j zWh~aoFRT>2;g@4S0iHa)VHvQk@wBD)%CAgV4<8uiIhc*{ZR5%H!1+vcYeKMJF#rd| z1&^ot%c70f5{g3*4@8l#3PO*P;@uy~=aLq~=`(hUMNP?5dWT}|e$!NxpAZftCCVLR z%<0DaV&7fKN`5#x^(}3^nh+>wRn((>(Bh_^B!)nFJ~*YG8`15r;X&ezjnkADYw;G5 z=E6FC2Oq~*7?h{(x-F#>yv;>ueIVpzza3XCF@$*u1H8%u zBQs&WFjAg#R0>A?I0BS!qC)pD2cr7zAa*@GxV-AC`){?{DDP(H>z={XSof>3%CFSR zzJwM^XxS*n5jmS}Lo#l*43)gjK>CtyT*Y&DjJ`;T@*kD_MA+|hm zl6-R%&WM(z)LIInyb40=%fw`muv3uOczYDY*EbGQXGL(GW;LjJ8f(nJB3A>0qF@DK z+QBE%t!uB5>s!atteF&TqT7+=8%D@rgvRF!$zfo7-YrG?NJ?8s==|84tf^XJrjfpg zv7Rc51j=7rNIeQ7MY7aX4xZrlT1bE!Bq8oL$*NpznwaeK${6Jhricw!u*gBhTi3h; z<7KKr^#++rdJpa}n+4JZvkJ;NHuT$jl%8%|&FMA;qC7@AzDv}!Zl$RxcM({wvzC&` zaWN(}Rqoah!a)WB6pN+9K9F-<83)oag$XM`TF_WAj~Pc~u&Sj7_hB)^*3d*wl-`s;)pVMcJdlQC45H*(LG58 z$6E{?OxcU1=Z|EL@L4 z4q%a!wi>JDZMTLIPO*4?F0P-GnyP~;HBy2P+^jY5Mf#U$8rKQT;)ohcd~!#}KYxun zS6-AE1j%*DL${62DpNjbEHXAOtR=p#S&bS$sj}MmDmemCfW?HbucsYQB_|-F?mrbw zTY8V+ka{Z%(Y?CXRN2s~47iJTWYqY4AQf&_gj0W>W*Vz(XpI(687)3H#jOL)3XTe| zU6Zi!elcSAHe?sA6ud3|9X9J_tDdGkN?S`1RMO8r6C=7QU*(xE zv?3W$EM6iQj%yDrg0Z!_@mzWF;Ba=vYu(pLt&&-fbuGkT(a_0E^rp29Y(=ahy@4as z`1}kHU@=v8pGnAMOy{tNI5eVR-dD*KH0FpqhCsRHj8PtQAT`#7Hg@l{g=PRIMkl|N zuVcv6aw4;Mar4Am-H?I+eF8HiL=s$RI7uy{)Ts4EBMm{H$S=k;Q%G^reKIbZh7wZD z;OmJ%_QmhTX-FnjHnpBiZiauVEA<|mK(lT47ALNDwAJfTW$79%KqB=31k(%Hw5~Uo!Q;MPrpcnSx|WS**`v0}2`vY2t7R z<7WpML&X?2-nw?*CY~%}V_m7Y6(~e-8!?Y=<7%JSo8O6%(tYiewl?kJV#I}Lx7+|X zB6^K2B(y>%%2v?n0x2Z|1P}v{##$3eK8I;6SoBOKPSZjLm4d@Gt_soUX;=uVXIsI!X8n9*s&hn<%7U9Y=t` z7eEZ4$v*>l_A@{r9e_eavUy6U009N$Qd-|om)ukV5urRms=wjR+S)8T;)pH6=;RUv zyvi@i#dVsgvC3iSGSE5f7oDnPE;B%RSf%}ZPde2WBkd`O0yzx4A*J17%WZ@@G5U?=r;^x z(X64N5np`a0CC#Q95CYMlbIPpzY}J!DsNKZW@VM1%OvxD1Xq+>QkT;}X|}cGgXsRN zp`X7GM(M#%1PC-%`9pxXa)@#Aw8Rv19Y(CAr+J~)Ua<=A<(P>Hqx1;_$@Roo;)q+x zlF|^bOK9b*Nn?~pVTSne&m%FA{l>f5ol_-mPR9kil4to+k3}RvKa48Df%^uRBIT*T zHS$|pU|XQm>`?$J4z7ZDa|a8`3Az#G-I|Q$G_tgK_w|-ePJ^AVYt|jUX8^@TwD)K= z*3E##h_sSd`N~twU2)d6E;`NDuc_>wV9`>141%=LS>=%D@hCNw3fv?M*FT}DuAoY8 z5fHDt2odQetw(>l(${&aH|&ph#=y`Vw56B91e*258F9q-^>A7ND=`KZes?ZUXJyB) zl4*<*M@-B%$}QgsAI?lXt@wCK?+37_w6z<12^P+XmRJg0A8^reUDDCSB6#{#GS___ z*p91~sKycliA}c#;Ks>7xGi<1-X>xhDt|bDn>ABX*tQI$%*~|^%w8ZJ;2j`P;7Dj~ z_#<`JPO}=HyC&4Avo72YvlCwk-j{bzSRAoMBv3wSx6&(o8kX$&wDg9}Lb?uSGk1t4 z$piATpHmXahJD4ST&1Wek4#IyU3T~j&N(1@NC^|2V1PUw<%y1-!;*A;mZPI&IBK%g z<4J}iY3l!clA8P+mRjVapL!(S&$0~7_pu~Rlzg)s#}CWwBx(BSM|VP98n+jqk7C` z4$BeLWX>5a&GXD=4$B7v1YY?xHENDz`DHkc;FF_2YG(BPb%>$?%+X6!Xa7^5X!zut zq|W}jJWccrO*6phdGs&O@y$GjqX`B;Gg^}9nX^966AfSVBdSmRKbq$mn&^||msyXd zYaOEIY5Hl7BYKvmkKss`+0oKGORY^bd=m^1*iS3KnIC=9 zd=qstd=%9>qvelo`WR;Pd`Cyr%%lD@G*6nT-@Po)&!-uVWcEysZk~UhVM&g;d?&M` zZ+bYECHXp=IsB4z?WmWzEX^@QNt#A8`C}g6G(D4LiI$qox-3cea@5*S^Gnh-noZYQ zqj}WksP!0@?;}c@=1G>h)MR)*X`b23KSNTZuE~*fP3kv8tw;1kA2reU&^3+rq?4ta zWqIcCMA4Eo%O@W_JU^U9 zXP7m4X4J`&93Kr|2MD0ZGQUPq^iL;4QkUjyvmAAP_wdv&A4h*DQ7=dTFpsnV0hAt1 zA5ro&oixYrNguP;qb^O;B*QU40QKaPKbn4`qnjR@<7k#8S(^T2X@+R&BT1s;=hH0D z(EZPo9MMO^9KcW0G)w7hSZ>d|y_EKSl+GCci-X7j&%6h%*S3`+-T0RpJcr{{4z{lk$g zb4fZ%o}_#DBp4uoBE9sS%l!UNhUf^Q+BDrgkLROdIR*&4Otd65n)9FJpW!%WXy%x+ zIg%)fqT`9`FprV|0Th}|(tPvDGr<2jp6Bav{P7GOMNc2IqvVq%8U6{LrTKa!&$9e- z4D$&F2%t=NAD=`udX{HsnqYv@%p_`RbbRe0dFC>ssFUW0qzMKfGn!5F9YsHfW`Mve z06Lat)^B>L$8ah4#(493n-2ps60Cow`d4NTL!08eo2gqcA9AL~IAnOm1{{uLf19*VI zOeFx*B?W6q?w@F0%GWanL#AGC#6VOyay^X6aB=er!umW+dFMMNB#aU)e-_p{T4lvS zaUc~9QgJA~8RlQ=B|Yf+z*Lz<$I=k5J4B4l>S9aFn^-v{YkKEI6IScF4i3eo-kuoh2#`l88< zWaP?u6udPlsk6QqT9Yl@CSi58=YZ&OAG0+x82b?O^-$vg+pJ!@$DEJZ2@cb^V#*aG z&Nvd+Jp?Z1EmU@IHF1TR(iyu@8>Ht|iREUMT~3~B9x+F}G|rYU)|I(q3`Xfi<^gAa zvL)e}x$c%Clpl5i-U{o8BZ{S@Ek0*Av#l2jjk<9cq5@U~P!;sd!1*nOzt;`C>O!P{_PkkE$5iVfD*d4padxG|MYO?5GvQzd zF(S^cDMTJlKQbp(Mo3NL+NRXnuDomaZ77KZL9)s)CRQ6ARjZy%Q=g_n~7O8H`u z^l$tm0}AE4A>YBQ9WXF0unw4vG$<=bn^hrk5|z)WR5;@>Nn(^!3>kwIn;F^+a}odm z03-&9gh3LKSU6S2eH4HLO(-5rIzApC77{KnIu^wvaVQiAK@fyN5Cm};#gUx1n!x}B zcMIO)kuU=;2lV*iahL#szy{A_IS0g;a6Oe#3jDTn*?(ZF87L#a>vGY?h^c7ITm5;} zw)-n>#TVcqc5`HK-aoz1^XRhpzxm2_UP%bfpK^9%E-@Mi*fOpUVT3}$;3N%)DyZ1zcICYvAe}abRtmfjS zY(uT8XR(B}M&uj!Hv9VHLrpDeugpLrK065I8dWq19gXC?Xk-2=er$mmCHhrNBAHy# za_}!=^@sS%_+Z9#5zcPgMv*JV6Js^K;DLo!l!O7}cbT#}kZ9oX;<}b$}@qNaj zgemi^5`4i$>Y%z3@=XQzFON{R%5bz%bN%4r%A81Kg^Q5HRxjH5 zq=-!~%H$0;z6f&E$E9wIS8I|&DZ?b#4W*nAoy=T_#p?_1A~c{!8GfGZr+h+)1BTspc=H|>TgMvJPDR}^9$vW5&CqCiNXma`E2 zzw{!bQ){C(z(_+Pz!grjGtd}TT}u1hn~bV=)z;`JuMQC+g4rQTLOxqS+6F~$_n6V9 z#*F}=JDII!N$E1%px^c?gFPkWIW{r=2Uk5z57FO;C<}SD#byJjzkOxnHX|Yl9>wIy znkI?9*eJzo_ZY_0nis60aUGliF&QF55D_fIqvn{@5FYIY6{AH(D;WUn1ZxcQD)Fgj z`8I&bYI;--7}dx`Jtaps+c6)JYsW+t0YS$eaEQ)?^5}hSBlF{OWQb1BV$Dj_#vU)~ zfZ4-pLsoK49S*z^X8as`p=bkqA^L;#6r)q?Mm4}lLn6Q}9J4t9P(ZK0&=`i@X;`M7 zt9BTwg|Nimo?2k!k*$CwUJaC^ziMYgzxAb{Jyt!UwYJ2|fO7P=?QAGqUsQOC&!cTz zY!W2OCO6fX6uq>8wBIgeX`2+U1e$&_QcaUoA8nK(w|flpY0V4Skhl?YYRTZ5Op?Z_ zz7+=A;OHc*)Fi(unBbJ6iLL+}7lEM&Sp+Xkj;1V|!;o)VKO$IqyJ>9;pIW z5EHk+4n)_a2M$^-{zJr$G;`>Ir;8Y96_R|oVl>A8a&yq=+W%PgSUB6to>C#>$sN(Cj&Q-5CWNycCtsg44GS(z zR}#0u2Sq$+4`A}eY*YGnv8G4*zs&3!j6@0dAUjGVlJuiyJl;Y_8Y}+*%k@wUqR7sJwK931A&X?3hS+VlY<{^BzPz+`d-a z5SNxnqFJIbhI#dng#bUT3t}sE`*!lvz-i2f0+fM4k5z?4#z&aa?K$O_&Bjpky&j=fE z?)X$>fTQ+QI3;9FES#*gl!Qn|E$E^}lqrnVLS9tVS{rKAZhzpgolexJANf~ee_4)% zKxHv@!U;srXk{$zk%l=FvOK^Epu+e%q>(nl{f zorKA1vRo*{MoQJ#Qz9i2LsR2D3pL>^L#FwK@)|VE!e7B0kuUp~8QNQ4->wz?ZKd%%2b>P^2m5+NJ?!Z`A|cSbxg1LatF1 zR{w{Tx9C?PA1(g9)1nB~-VTNF<%`C8CDciZLa4JSG!ulNhJ8k}<3p;WJj(v}%XLBv z)OubkF&S8>(H$PX%)$DBOc}RCXY^JTcp}oyj252iWFy(t}V

zh>a?;ybOvg6H<6GpJ zf+fpjOS-V6#suQq?_2_K{0hXEvc2^mDac4gSkr}SU9@W6xk>8vosVGP@~z*rxfVrZ zShj8s6NhgutfT1tC6!n>VHO`R-M1{tabUaS#tcU@{5>rbGm{^q7ya>Sl*vBXiu?)n zZQJ+TEO}95EADPOwnN(LpdVq*qOzVp6Go+x&0+jvG6tiH6d%ohYjOQ?@WV>*G$d`( zD{4Mk@IJ({{FsnR>-VbM>LW8>cVS3O0as(y%I3eP=G9{<(k3PjWsAWnk1kYPzFFkx z_{+(Tyv5j0STk=Utu;_7wU9*86zP^4HReKb`o~U{?0xwazaLi=K=s5%iF|Dev~P?E zlos%IZP7k*$W&Fx{xkbj*QEi&6!5KH&yH|VKd~UaipFRPV8*IF%lnlLnV6iVi;`xr zd9g2h)kbl0#(EKF6{;W`hEY0C?V-vy58;=c^;h|!?Dts>9*sw5q}0|xBVaPPB@7mxO}=& zPMTH@ljpPZlg_kaYWg4S7+TCNF?cC}Gyx==^>A2gW7Vt1i(XW-#BGPTYDsyDiHSNF zl2;^6lS;|Rw#jol4U1U&^)7ue4`NNh78X&Y1`7XtB{SOHR)F}+GP>2#5*&mQ#qGUY_u?p9 zNvGb#hW@EweAx|G{Vc(#98!a4$Ma-qkBF1eZ^ZS2|Jh4e0Sdw~q*|&ps)smVOaPjZ zrmDBn`d4z49wl*w{EVR^cct7#rlh@;q@S=^J47zb*P&#I%O;s=MDa(3{0(oG%l=kJ zuV-{Fn~fcYKAb*fq*Z+yjTO~`q93WIf+Z+fLBq6{e;UQb z(b3VpdGiKXKY^nH@QBc_=qIT|bVVJ-*rF)aG4mt5z)!;6#x>P4AZ{#f^zSbvse4DA)^vE}wkt77xT=2el{5)#anCW!tF(|foDH5_ zpGK%RzGCwc$hz>aEdDj&rBx9c->TL+rp%3_S5xu0vg-3Pw?bVaU$2L6p~=RSz3P?M zdTA2oO&RNN#id`?4x0rPp&b82Cw;D}TEB5eC$qs1vpTZhcsgRm#zA!JlZR-QeFgM9 zIdzle$Rh_J6Z^Y9^7&;v*2Foq%W=V2u!X z^aGPJ2+RRIML@I>V08vds^;eA!1EET5CSI?Z~)dHL4yNF6<`zw>46OboCl_7uwV#+ zi2&^#7?(jX4sZrU`T$mDu#^gZ22~`J7_d!HBBI9PBhn3W(1o*D&;rlH@A%;uZYZ2k zxmgGbafq}O0V4_yVmLkz3O*8Dr*!CF{?#dM(a+i+vjpQ};As_qQ9i$4a3O#hnDYK> zqfj!Hr2TMY!5csS5Rvq29BTWMoA4kyD?PQ3pA+GopeS~e+u`fy`p_3bgs_T5oaXqu zm+^F>*9Q33AHS z>nTNIT&Iy3wBY}$gWY#M&s{d6I~Dd5TRZd2Nj^TMGvbGFrrWuy5`ovd(?5GJMgQrk zWlVm?WqzBxJ@x4=N7buVhx{*Ug_N{Abgafz>fzXgq*ajhG5lg`o{gnYheE6-$`_tC z{cXpOXT4`vc<)2yn%b_TiW!N1XeFg&6lyS1S}g*b-ghE}{)TDfS&W%?)dUsECuXNoP*8ha{Qu1Ig*3D+&_sv z2BIf3A#x&eAOa3;pH1Uqk4}rmEIOIUr=atHz2`7K+x1qC2~U$3spA_?WMh{BTY$$n zdZ%5JMYd3L^IiZDQp?e&T#FyLy(EvcG9<-{0E_XGpSY!h5diOJ#@^G@$#1|D>}fIt z)+x*yQc?);F?KKC+t}Cu=3^zLn48DJ2~L>JOyptJiW3Q#>gpyLT0m5QU;nh zaL@otV~TsnH$OKwu)Y#Hw4E`*goBoQU|6Zs+uiLi2{^w=smJW?>_86!t^uI~-vhP| zMn^{hp>?(@^LneHfr0P&=KY+_Zs$+&89>#1em^}q`CX)ruF3qvRR^DZcNZ5x^ty1gc=FqYdaJ=)Ca0`?VZ8P1zSmLcO|9OLYj^W1}%cu{^^-UFei0+h8SB`^_cQJ3%E zN8-q)tgnY-i0V!@Z}RBnuyAn`Fo~G)V`Q^c|2#dz#LPa(9*6asa-a9a$E)Ta2<1AO z=;xGOi!XyU9W=hj~AftMTjU~29hmDbNH7z9t`r1Q;I##wwt1?Zw6lSQ$md;_&0E*#C zU0hJ0Q=u6W8EM^Nyw-Zw$)&b1VnHzGnqj3;o*EUUaNe_g(oxq{cj6$VvXF*|j3y)` zG}T!L{6q}@?Cq5Tj#M8&%jtJsRfQBH1s-b4+U0wJY*he~;H|m6*bb|z;>wIGJKDS- z8$(Z!M@9;v5r2Q{F9{Mbt7gHkAH2H$Jw2lqadCGCp65hyBU!4<=y=rKH*M>j#8`j* zd$-QX=%i7=BmH)RJJfKK56G4|NaL(lpZWl&`T{X3svHY3Wr93mjKGY0{=rFSr_1(W zt7D2H@tEs+E1;UbF|A&bg5cu}eO`6w4@NxjiN&V_9H+!ss7Od|qItkAFHL!mTbu@T zmW89;9_JP#5XKGg*JovC8`kQH=HbcB;XN1S$(|HRq>~D6Xlfc97yxGbkfCkRL8!+Z z*UN0zS~(Ns;|Lf4xvP7J@zYaoE)_mRs-nsWFjT9TFW9wo-_RtLJFXjZfo}ZOQ!N>S zh=hUxXpw`9Yybx>_1LEwh4O{UDmwv6sFV~KssRL4RRKzAz`vW7b>F+*N&=BWNZj!> zDQ00y9S1|tS5Mv7uK{oHrFR zDWSxE>Qg2qOfA`DHJDh;Q~8t%f6#U5kbuJTcE>+omFl2x(l^@>xvM7m1?K9{njRH7 zz2j9v3WDBso!SMZ^>*ZVkH$^p(F@8D3W;$!@N(1B3~;;r(baI>m6su%#I9MhJ%>vR zExQ#X1!2!*%}`*D8#U~GH2EulsYET6{Fek9&6mGOY?b>w%4nd(H?Ssn+@z4XgG?Po z^{g#9;;!YpeV^3pafL~P;<$;z2#9ITPt2vTXlXk_Q8M9+_xFTkFi`@XT!Z9sT@9Sq z8ja*W7JE9T*G|rdkWO#4T{SKEQwG(hsB_&Tqsw0IvXdazn5u+<>*%Zv4{r6t;wv$J z__1moYw_h@ZLC31ZlTMbjXu`jyQU?`O<=2}x~C4gVCW+*P&)bqv?6Kkt&V zh5mi(VFBIOFU>5^LSLR$prN?8!`WsDRJvmIDq+yTvh{zJFHWiDf(O56tC%p(S`fjr zg~UZ3346?mIAsZz6|t^37p#kN;DFg1su`Z!6ItB6nFq;Gy4L^8^6ha%O)MkVoN!i^hnK13#(|E7T` zivvMuwJYQ2*X3*?3P|lPnr`>YIUD;tgJiW|ek6Zb>kg0LjqbambScbhluT>C`te^c z82gzzw2R48GZB+9jpT5ZV3Of7QEbPjc=ATL%yCyTX`eJ~;g(sB>vWPOw`e zhe0rJk8T)e?M6d#ue?(^X@=c&r*vkGFDZbTcAp>|^7l;W?R&OG=Jm-<9|+1CH_CL` zEZBzPYCGR|$owbp-Sv1w!-O7XL#U2PJNHKv;&JhY&zsFwpF4dJ=gpL7F&;>IBd+s! zL&l-4zKgmqsHB-4^i8k3KBorehd^X#-Hhq>Q4P3!Wlt2>LYi?5#`N^%Hnwjnzoz{@ zlEOs5{F{=VALI8~%Umb--icgnmgnF(Lbp>a%01PyS?9wY|r8#r^TKhOeO96}bwYb^C z`I#jK*YXZC*=<_kJTB@NE)o;dI7&Q*SoM{Z(l9@S=kq?3l<)Yh+d}ni>1CL-dG`A` zCjED+sq8`w2dNzf@~I_PnST|nMU1AayCr@n8Bal~qJ|6shgY?8kM8}GG`POC~j|)ES_i5HWliJ`9 z!&&DuU#SXu07-$&?Wv!{~(HUWa{jI-96QkcyRi zeEdP--2L`0^DR4ce=2ti;}<(AtX7s-WT@e;ZWL2z*i&k8j-05++^pWN@dQ3;FTJJZ zr#DIBZH}@%V*S>YXQS%RPmPO&8LCERoA}Ulr}XO{KBtN{st6bHH3;bumcs~lfFmcA z^aIB5J442K&+*8d5zAydLCAIH@u54*>DSam+kSPu7rRbBA#W}`g`;7!x)K+-jqob} zXYLL|WBbUHw+Dn+7)BaxG7?GQx2=> zfI-GtkCoc5MMf)E_jLRP{kI!XW|Bq$e;dEng5iU@_m>bAhwHdCE_-IlYu)7Rct*jo z&p-I|FutKnRm7Qp6_7Q*p?IBW%MdSiJg=+tD_E2N2fM~jt-#L3p{3`Q$y>Ga&_?#l zGsjwJ7%dg+L6SmHIk(t3LhcMq5s&-CU;O^dr0#Fs!^nW*Hg# zX+V$NRI&tKnvPGVvS>HXY1eB*5+io{$cm&UaJn|Adz_eEyIvD0z-6aH0@=aa?lwlT+uOMc4WjJu5~*OHs?yQ3GgTRyT}u3f?z%bL*6AlLr_R+oD2+wLqHp&@2=9hz z--eOk(7^Ty$Msm*_Meoe~`kg zMwb2}&JRi|zs+-Wi9jEJnDoJxC~KlUW!~BZ|MLEuxqD-1(m-#C;%FTUfsG69aNEVn zXv3Je^bT>IH*6>1j})z(t!e0~8}nh58}6o5l?6i^_p?m&M?#1cA6w|x9!eeUJG?9w z9ou^bLfh$nF6-z8wMviC>GrJy+5XQGN4W6R(aKQA)m^&9yy;O6_?jG#P7&BoXy^op*4| zl`NZhgU1`S@yRQPSo-*9{j!C3(Bm`${lbWsQ}ObL%Yr*JNF&vmlNiR-aX_+?A+EQ8 zJ8hQ8;Un)1icoK0_~Y(|Pka`mG(@_97y2uW-p8eg&F6`QH)Z$DI3quuGLnk-zRy7q zm!c&7qq&%@TfSF-U?l{TvL!p1<}>7eLFp&$ryns1-tYyBZY!+6&!?X<7D`3$z zBkQF67;UBAT|}N-JFL~(ohzZg)6y6^-X3?1Y`K74D4igUGMkn7FHWITUfk)t`W0Ah z&bfX|>u!wyd`CkBS%{Ocs+9~z%7)feDq11k#dv;-U~#5JC-0WU9&9rgz1C7mw-wQE zn;69jUlxla8bnkmh9F?xa3GY^{Kq-G!6MK3AV4gbZ2ojh)mjwO+u@C*+b z(jLC;F1zh-#Ntb_J#`pf({y83y>kh%zA)dl9pNlAZI=W0#%Lkm62IGKmdUa}K9lXT z!o<<2>Bbj+?OofK}_Xq93AY8dy3^Cb!%jvxPO=u-NEs;~OQZ4&wZ zQX5+|Y8JG*OO6Fhg>ih_KO^6Ul(--3YmYL)RlUug1-j|=g#-*-=6uO@7OL&$e!1uL znMR*@v)Qb@Hq@cOD`WArh$`#CkcI9$`_(MZs$(T$A;Ia85OA`93YlyivX1sKzqGAQ zyZYJu${*)}2G-XQyG0kbbct?h+mWl~tWE#hb+aI#6}{02fxo z25r^jVinOPT@j9t_HW9u7|4_H0FLpJ`%JcsWC zUsE!!D0FE56xJ+b2`r|N)4pYPD%a7J2GwDlrfqkiw-Ywbs(eq`9$v1{8p%60Cu(7@T-KQ}0@+gcxaqWqV^zm6LEo09_${Ff$o(VH zF9dBS(LUX-{s?&=|1yL>&Ew+VKL}qW|L{ssbXbo;I2SOJ@2STY++XRd+Mz)A!Vq%Xkb7D^5 z`IxJUO5BoN-jp>iF0Lvwf9}-00O!QjmoLg~>wA~)A^3+oJIH8ZCiTmmb=6CD)MLO| z9T+D!{m5}LRGF;|@zBCRd~M)}&Ya4cI|VG3XlRk4pRl*Aq2bV;95VN_dH zQE}M0dGgyvU@c$^%=q~D*x1;a6Qw$AwR$JL=V1GlD>Xw3T#HpazwTtjf|s6NT2>Y&ng?vx z5PSo+^kAuix)VY|Lg2aYX>xLS=-;>HlmE`z+QYNsp| zWu;-&L4^9}Q;;}~3D>eyo4aUU-)%7oFKOXWf{1z?MQ zc)AvUk)ntQHWUb`0aN($NqTB3(b(nXdw&YNC`?RDM#9P^JGJr!pZpf1+ButH3-BnV z3ztuHOSK5_@udo9#b#2!?u3(Nn2RKFVyOXP!uta&}^F=bM7u;Jq0`qGlZP(R?J*sN9hCkq7U4{@snCmUL}`j_^q=BLI#A7k>U zsL$isUt95%9lh9aLvMF^r|tLRZ~$kOv0#a;OiKjo8k>)o4o>=R+#eLhJxZfC-rck8 zVhBW_b|d@5!ZRG7CXyTG@urbU*q%Px6Fo-)?pCdlW2e1>aaDETaZVWUL=4r7bx&}9 z^>FPFX4|dKK3GyD(Qwl%thc=xR#Q!u{0K=yYyJ89Djf2Lz6ttUoBBfntz4PV{mbYe z!vnWU*9yqDi4*Gu-G6whnGOa+k8@b`1Lq;k-fKKWvqB=)rlNY3EbH~j z*rZ!@q%u9eR^yD~%!@+h(hAo+Hh$5WRcQ>-LpS9?<=A$BIWljj*=cxgLU# zQ$m1$>Ouk)wd~X@I-YGp82hdnnAN3|9@SKL?kB(e$v6tys{Qw)^}IM zeUuGn{o&Cw-N2aa*n2&`xD{C_Q(Uk5j?}g|kU7VC66v_@owPf*6oidDX=!x8(g&G}Qb-KDxW$s1)a!DB$sy4(L zp8geyCdi=|&doF9?y)!)hI82Nl=5$@nEj((jW``#N?&hZoBF3Zw^Vg#?1%Pu-$$}{ zCta!)Gahv10!nvelb+DC-BuQ7%lp2b6X_vaPfsA~M10*{hG3^9Qq3ATW@RL(Uxnzb zj40krsu-iJ-evvVutR93XEVcIQB^EPxm3`>)XWry2jA)@G+&PsDTR$vW9Kr_raPKj z!A*XAxmszn+Km)LGo(8z3+QkjO|Y~2s_oCv9BsW-qJ>Gp981w~7R&bIb7bmWTRYh| zl~9=niObS_vRM6>sF>9R<&-~fC*9q)sz?N<`ZB-eT~|HebbpeFt?lxGn1Kg1r5)MFz4|QgYTwctHQb*o6&P}5qlnHttN?1Ar=wK zR%nk-!jb?(f@ehARC)eXCwk$tJW_mVz(NmiP~}5QMqZmZ`J=lqrxIxp4MmH;2y_f% zwWG4jZV}>$LdC@1$`6iNLL!^|Y`c!_*7SWoL`a#Z%&yuh9U-9BB*@0l|5UWToF48b z;~-7@d3Yj|)0-gD)RO2KLLZVUb)XmSmtW?J&%X7(`KxROg|Iz|`tinElzzlbL7xin z^QTe32pp!SK2#x{{SBCGG5D631Os9TzM-JlG4$_;{J0|C8H zqr{3gkABBqY4#`LVJ+-I*1SsfXQM<$D|7klclicwKjOIyFm|d{4r~?<)yV}HEMp)i z4um<$R}~XaB^GB36#FN3mHl^QT}OsR4fW^4d?G)wjqP-CPPfAM$^Vk7d~eAXy$xPO zqW?U_3ZknuQg(=0ZLmtSQP(YwR}Y1MejZY3Wl4Sp$H9kQKUo~+xcTZVRo{gxX!Iv3 zO=e_#d*zVo?6R8j>Jv+d%8#-HBY%4Hqh|I+dDLT>mS5W9EoeS(|C9!NaS0vJEt5=< zT*6I$F+l|OeNOy#iap3($RYYHvl9F{x`mJ(#R(fms70IWV+OT$?ERc5m`g*gwW(XY z#uSgdLbSCMxNT{P&GD>WdqzRNdqe$3J!FdJO_EN~O$>z>xXCxYcDQ1m%|u5m@asz!Q`SW>a-_t`w& z{NYf4qjcGFz&LfjtK+UAwwMI1v>YdfLvhQXwlU6HPrupZ%J|rKG2gxntAb#Z zY>igC43cs@No=VngD=>Y8*ixb7RrWI>A&|l5TYLMAed*mc08Yg*q{H(^=H6ZQxn8` zfXNM_Nu6@qvg&(Dv?&Yr=cA5dVNeHTyg|>!1BbFS^v{}=KuYAMbu7~i` zcp0%YLnaKu?=XM=?qH9Q?+>QtJ4HT4>P4-vwM9>|guXmovgAbX9@W(SdKK0t!XY>2 zx1Z=z&imYh(I`fVjs0PC5Am|-x9Fh*sXL4R6Wza8g~J+{c5loNFbGGF=84*M78~0f zq*l*U{V6e>DGPPryAHKTzX;LS@N;i53uPPdy|6}nxd9!e z=k_l%zcj3;I+!H3vg zmtvf+Kh=m+26{GP9of_*h@DaRIu_AZ4>kk2X*~YMctdla?@?x;#7!xU{XF=4m)gvK1Zk~dRf@6ha268VQlbO$| zT5F$oIbQtz>XP)Yj0?oF<r`v40KQ2jWb%T`q9Ju62|T>3-^%?SstTOpEj1-rOuERoGnYdLoO(z&}3NxyU*5TlvX#@tn!9m&mtblmz07={+wQcv&G98@U+nw0 zup;~gx4JMKLpLS(&6`jmVne*jcxP@4_xLaFeV|13& z2#VfMlDnQF;V<@ST=HTx>ZwcI$AUPjF@4u-ONP}DR#M7Gj&!ckmWMlqH@y02t9#A@ zse(AytVRtI7rGn+ z9hVWk^|nJ#@g^_UyqCmTw)N$V?ae#F=aTIRiuq~m6c zP3gXQXgpadXv>mQ^HbvU+kc*QUp{|4G%Om|(j+J0sirn2*`^CKyr8;!Fqwt=#-R6F zY;4K}OF!r?Cj06hM~7&Ks^J|a-PY(JYW&_+Uy1KC&Lop)U$4R(1pG6vUZLw4Sal75 z+T3X=&c_q0PPco&d2;GMXg}1^t9D~4I--IYTY7L?Yvz(rE1aKqap9zGabjo6>)$e! zewUmfldT}Wt*993qVdW3T0KMU$FRRLx-tsC6RL_xkq+$+hQD~#I?8bAr0H~(ALn|B zX+En{n8f=iB%hZ1NL1t@(x*)JAT-+>2mAS26ZP;8*50GF%de4^-`q;##BU^XXRT9* zkGS4daaYGgd)Ql>`DxU*is#X8;`bTifp3Nt#*3IcNJ6^sdJOR&zLFJIIpPmX+DPva z&}bLmA2>krMAz3pr4tIJ(Xu|(xQJt(mGZ~`RK{3#(~S+G_UB4d`i`)C%KO<1lG)yY zo8AgaSK=gfJu%tk_};~`nL(HOn6g29^3g}Vp6BGOMAbTHE;%{DnI;R@*DSM@gq?ZO z0u*15r2af*$&h*SW4l#tPDN_+EMJdp@j;*3Lq`*Z_)Gda|H! zZQNs>xPryXG1@2Q%~68z@OLNnkX0+CwKo%tN0E_?V`ROru_;lnk?nlN45*~?=*lw~f z7&hMBAHwSJb)9-@TBX0v#;M#RHf6A4W74OX6hNKmYJBH?@P~&xxE2%l(@Pc^-%$!0 zE>dT4eAlRWt+9bvx%G?46|Z1g4g;>2`g44qHU!Pzm3}2PYaj065;W}Oy{AzmI4X}z zxt-aAl;KgU?JnwAug`s{+1zu`t-X9q`L;49^pa}@TOO7D%TUz`SB*Yp=bn=L-lO_3 zocXcQ#B%J47c3Tgp26}hPrQ%M?;|N0dI*0MQ2HDyN6XYu`FECYv7OYNL@LgxC^J$M z;pvxkzWs!F@w#RxwUu^ZSL2X5>mDb^w2;v=RN!YUjmK!Ta#}(96|o$pi6is`^si@xW?Gkf?Z7Z`w>38;utZ}<>hFcep&rAl*&}^Br_*O@2_!FuBc#{ ze4pWeOxV0>D^{Hqo1CPj$-bX=B=&ebjh#KPwBX;I#w@dqZJJC(NjGUgU`z;%`f8niNFQw@Ivv7VcStMRm-#V;`C)zLa%$tza zscN+OS}`!IG>^(SRYDZV7}z+19f)i=PhbZ!8W}=1I3K}&505-JJnw%*3}L`iM;aOU zPNQ!Jvjj);qIp?4p(J=1(~|1k#YRtt@gxvMImn4&{1S+qz0P^%Wb7In3nG2Ym?eW9*(5 z7$y9fi~TE{DySY=YG5?+^j|-#5tY$eIU0kh_!D~7_HPNiRW% zXFlHX>^?C{Li|fccVlC+%;LMbU3gD+!x>1rsds z#C2gEraM*7`ng^XIBeUn+@3D?{^V$12<~Q!&W2ppj@>J;@%w&2 zOED?Oa?W4!vE7D!&^KMiI74gFj)$=R2X838qFQdPM|41~Ju6DZ?AU2WVZj|=%ZlPb zBzQ>aHQO)}dFSGh9N#(LP%j$9#DFd900;&C6d+B3jkrK<1-w`wU6!G9SFWOvu-Oo` z{`-!BYbL?_rhsCx99j%xri@4kb4Vmz>YYY8+WW}&J?$6PmbIT^Z94=u7(&j+l~|~I zBdE`;6#X6Ekr1vc6JFFH({cZve*wKrN6=LI5xx3t(Ww;Id(VHgFLDw+#e1 z1ehAw)(l8nkPmleYt_rvnpcM=OV14YYY_J0r0^s>{<>8(I z?F|H=g#af$1mIDq_DTcRG6)8D?gQ5Wq=p+@`oC~rS{d#%3$R@PqYeZgeW)`qJ2-2> zf2b$WYeE1D8(_Z(M3s`N&WYe8VTY2k@!+T%sN<3=hy>#Gh!PDTD3#F2J+bh+?kF8n zVr-Gn1jpX|V;JZ;w{cJ_i9<{i5`*#U$$3q@)w$WbNjce~$NU?Vx3v4I+>JMG9NszO z_)uI{U)x5u(q62B8}r8$EsoT;Llf{#?lSn3yx6qayTJ87;#xhd#CZa%`ttt#XufHN z{%_HE)86)FZm_o%WEB$T)i{z zx>dJzxrTX2O%+Z zl1Mb&qHcuMPKXv#6A}L#5PS8K$kuaGhuX-2nFFIb{v}ZaBdVJ+B+LAd6MwARnUIvo`s@)|;XhmtG3)i~Fpdn1*mL4#E_ z-^3nxAk0o9=vw(6X48LeDVxJekQNi%QkCxs8D{>tWC0_H*Z{l^C+uDSf z!*po+Bxk_i1Obc#;Lf3A0uvJi0N2A2U=Rcv7EX2!0C$3bE`;E;-hJXpGN z4?yJuG!4Kz5C9H~yk`vHcL=~00@$4Y;5oJdK#BsCgD_BlD+J6J@bp0da2w!yAON(- zOhp&i6#+gE;9H1r^uGY`Ru~5`j)7quLemSV6m)qg7!0cY#}_#)|BZDP7IRg-X8+tA zmq-B0w)*G6kbtoQ>?e>IOdbGZAsq~6pn8H+U>gIwfV{sA=jnfAgd>zRrY4%0TmfN; z*UgF-E<&pmNQMM>s!}3pB?2#)H1?_GC3>)RqK-dNoTt$m$FS(ol%iCK=90X|4|g$1 zm)9ku5g&{k80`Izjf33NdF8WgD)^l4Dx2=7jy@0@$gdKj84=6P2!Fwgq9%53KHr$^ z3eg;P5@FAIJjDOifaj}Ek+b~FV6%c9PC?43!-gESQcL<4`pSTl&E=?G^2W=*>=vyt z=y(~GbVc_M`8cS0n%#^lO}bi&Ok4K;pnne=YAXxlq7sdAcAF$=arQpuCm08O;twZE{H=o?B07NpTk5<9o4Xg3u49j-L>(XMUotp+X!sQESRb^cj> zIabL~NiZXR&ce|2GFFlh>G)aI$j87}IdIlhs-CLwLyADR$X|`yx0U17Q0OKuv47^m z7*TVtJ|)vJ(o22}$2ZibV`SL3Aw0Hz&M$zlOfaa#lk-X349GP#f8E4CJx8F1LsA#> z{&!BH^4~dL8%%y{-*Z|z!)J{=_bmF1Kdj$booBh0OJ#66L=dtO9;nN3usFZ(+zZ^y ziTsp>em}|KaSx*q>X*0=|58yxnQgJ)L9yj0s*k@#SDf(CNb3I9VGd9y-bs8KHn3sw z!Strv=};*g_G_|Qm%!*J>gDT9s&xNKBt1@P1WQ_ts!_W;?3Q$7Zcz+VGh^y7=S z(Bpw|2Y4bNI{=l#sV`Bra-vdz42KAiHJlxbsspq&JjI}s!xIK_fK>1d1jIKK0ny+m zj12e=6@n1~PyXrHM#v4)o}O*RbS#L!`FbaPCvWKV;1}@UKwPLQJo_VXWyPar9hDq|X*oRkb95Q@eI*z-`fQh3vj&SNY6kM}H+G+G%!O1^}v zp7#**m3DS{hzr`sAe%oUn!_GiE#bDjl^L4} z4Qz{FHm$N1-Z+H@@&$+4EIeRjLgvMM2;uo&=F|7rOhV6QkkNim8{Iwc>3Q&zy(S%y zSl9PUUm#%_M!62zVbo14w`?P9+IN1IU6Z&j6IfdCX!xib2b*wKj02y4-=@P^QYJF7 zmYwKne`8x|=uOne+Cf~g(ptC4eizfgyES+bH&F_4)}AtRKDIJac9^g2m1nor!+s@P z9hu1z2upL-{wosyNsl>kaIBKL|5Qi$-)%p~K$SQ_mR%#{9wkQ)9g& z!y1tozkaX7U~A@rjw`V@mE|2i$dZuXq~t2G$tx+#Mm@|OXWl27rdcLI(tJqklWwy6 zKT*>eBH{D*7{Zb}I*ZeZ^bhEG&|Z#aG6PD{PWy+P8ZC3}m0Fzq%0+ud0*1ymO6R(%NmLK>dpK zh-QqWiyYHG11-~Yk3mJ-+$&?ScqzlB#qsM%u|#>Jr|EffC=&@%h;rawQ-FNaB58`c z=9PU#219AE_RaTiW1>c-eP?lzH%J3_IuU{7XbAKg^h)$9bSZbPSN%Jh{?-a|A};hN z3xzqN8Yin0STc;nUmN2lGYAkx0zAKXSa5opEv|%F7na%wZt_2i*qv^`F7bX=Jz;|5 zh}_OLudho$t|H>vHax0KEPDzuD+X^8g})j2tFcZcMWJVFEdTAqI>l@&Ci^ zo-(prpg+&5tN3L;;C0#^DnnCyweS3A*stNYYHMJoNn1&mW%C2^0NL|_kZMZBTCam= z?>LljvD3+#_?u#T!g7eESm*M$%&XI|f*6ZF3pGD}gVDRcuf?x>{i@?aDW6-v`u))2 zm&av^+fiq4Ug3{xV8%bd-=Mj_|NEYJ{w?EG^xdGY%cR7_!kWA)iGYR={^ja3Pa6fL zvo2*o;+)co3Z8dW2 zJo2%-!t}`yCdiHox+$7%C_yxPBRdL``&QoJV7nsEuhKOaBDy|W6(IZ2u=S2@YU#wI zGxp=tk7JXKKgn6ld3+vIR_!%^Y}Eg*^GW7F-$54cSxM%`%?D{&!39@^CW(d5U1nDT z`ge4V$L1GHDApgyid0X%(kk;>529l#xbw}E^N2oc6ZP)2_)jre>*>vc8%c)WnKJtP z8a^QT0{vU-d@BQr;0g8HLP`8BsoO$Q5#wLpU?t>vQM3~hDK06QcGtIkp#uGfz_LY2 zd*XH(PG#0A5A-qbij^(#8xyGg{kTkRqx!lJKGjASvO}iM%Ln7HbnA2LSFUby-enPt zUOaKPPF_9odajI){;VLAS=wX6$L_iJ0eRL&I-ieA>Sss8$|cD-<5Kgt^fg}I2O0b+ zla<%kG*x>nB+Gv@YQ64k=uvKTQJt{%*FG^7)^A8oo+3jZ*kWk>6E4TLYFt?t=EG#) z=d*Nu-Gh{N=SnTli;W*w-OfW`csSF_I()s=qZJ{frz0#}4Xn^SX1DM$Og`K1W2p8` zU@jc|OIf&m)Tuv#fFAn27ek3jn@>DPc7|jE_0TWfsj~$?UhH#H{mM({k^3uq$+V;F zbhJOYi-u}?*R6(}W;k!D7h|C21g@{%=M}&9>07sI#4dTB{nML8Nh_38hT9<O8_9WyE=udDqvxdbBn5i;Ep)-$FZC zMRZ?J=%7aj3?cbx4o4{_DGF$imAk}Mk|V!cS?qJ2UTeQn&dg+DBvnT83})0QK6vo{ z$yZ8VUD{mzE9g@o?r3u)a%3t<#i+k z+%k>m-95d9HB+xY?L(jX=W}?8{rShIbRv6?pBmh~8QP`JG6?<~QieMM2V3R?CLgQ# z$T3m7Z7&+~YQ0F_Y^tNL^Q(@%`u$QU6_vg1&fy?J*ew$r?!Z)L5NABiPWREl_Lp&o zhJA+eA1Hl+7C6xGl()XvEXF!WBduC#&(Jyf{n>wtTrz=hGk%006m zXKWy9-UP+mPUVMjn||Kw&K*#M*V4;1@2TMBEliFk<=lJut?T>^*o2O2Tt{Rvjf-xe z4?)PpQoG~`O_fVI(f!J$5~{LE;JjUEeA!x;g2QMbAYFa&jI31!ZLnXw-SLw~k4F^R z>+s12+OmtKT(%EJx9```JlM&)dMUtMJV(SmM`%A4D&zgTc-42U*XDleX5*9Ro}T}% zn_hn_<1oKk=2g3EjaJro@9N^3)~q}jitgox=9>;YO(MGFRKc{jz8nPeYEkOKI{qx4 zz*X40BVgdTn8`#^pB9_WsinDj{%=N)N^=?>Vrl8VfBwIJqJ(GNf4+5jSbc2R0*kCj z-#kpS#3%YWY)v}(`lS#B+yR3VqCt^0oBmk3o;8usx22f;MEN{s=>)nccT5Te9a>t_ z7;Ghxk0xek+c*?~ooIau+G4bcIKiU|k$C8l2*zM{JoHcmDSC(kX^%GLO;Vdbo!SbL z1vTUR1z z7x?VU*&COIB$b*DBpZ1xyL*(b;vD@;?;?A6~xAT88d`fzM-*e{^>=hW<-Nyi&7k6U)QK4(Ok?uQs>>3^hn$=*c#?l z)_1R(L+(`FrQNz&jA?jkL!WG=ja&H>Q|N;ocKDKUF!I2%jiYMTA*q5rXZcvRtX`z# z;n&l}6|&XSwglLmgLUfP*k%d#Byk4MNH^?-kI*fHeJRuvYZwj_?cH!~1t# zw50KH^1sPV>o^Kb7!ZspDb5rTW86ogZ_`!S%6lDMJTOXpDf;M6lb=sTeJvG{@DJhr zejZmk)qMd9WTy#N{l;fDbIzgQFg`tOro4xVM0I_C@!nz=6@~~HeOwz|-o!4Po*btg zly`Q|IY{qUkQQ$mP{$x5vbVufO@ z_P(%vd!PL1j!-G-XRR>D?YU-RdkR)5;?LN0VI$boBUj>Yb($m-YUOW35VY`c!7#t~aXfsPze zg5b5nZ!*h9k>8|qZa1tHi`!&l!^7x{$dM##I-?`LX;bFRTMy6?9D1MfX%K(DppDe( zb0pMA1mCnY*y+uW^j&*$SEOCd_OQoLXS?;q zZ)EyTw~ECYR>AojBEo(7EGtvNm-Ii{ZW;V3*D^?ZqH!`bE?6>yFdb1w`%9NlIf)(i zj%$v{=^sH=q9hCHywsg2W6QmZho&_DjLrF)D%)<@+_)d-LnohZq(CUPFRj8L%w(BR zz|Qz#{IJpSTHS_NLB?anhIj@eeZ`mL};|`erd-|itYn#B6O3I;9JY+R;!M;zd&=NZfBdPYFrX73# zPr2Khr}(;MRa+Q?mB(}F?S>8o*mN4mJNKviKi*sjt!xwXKe|bxO6k=`fSJjgL^*2Xs2rO3Te?6u?VG+nW5_Va24#Xo7+6vGP)kzg0Yru$OcA`%`aIJ!IMZzad$ zaheI1xGLZA_l}00zf?9)Dy`k{pfFY;o5a8#$x&M}crC|LDfpx~)RcQgw<4ABl8Uo@ zK*37uRWirgeU{_7Pxtfvi#W3@bxo8sPD~S3R~Bgsrf6Fum8PoVj#6on!S`*Wa?tgT zWapJMcYDssk@sE~=3`flH*Xdu-%yXL*7#(2JkQ5di{CKyPD~A#u4|vRG3xNdBKQ~4 zN-*|N!@R>xNzv*Z&T{*L3CE}GVHD$RtFBM{J~|yJ(F6#g2sV91&6!(9z3hmXL|q>A ze&wn0@MrNQ$Bq_@9oA*~sJm=_-wC^2$zvM9AsgT+m=dEW$Mqw^`#`eJc~@ncM*CgH zd$F2N!R0<3We@U(v56W8(`F(SKec0-y!pJR?!y}qn?sF!?V96zmC3zK6V|L;)`6I1 zBDJ28^L{!?@83g&l~KvR*dr8}VZ-|;=9lkCd{$hazpGsU3v~_qAS(*x8xq-s#-7Tk z{_^8NR@G15JtxmQsCo6nhq?352_AOG7UlrLgs@KfUXus~s|`(@pFYko&1b2>Yp*7Z zd43+N+O_q_pDS%fy!8YVpRh7MYpN~g-9Ra&)LOB1t0y+_i+C$qx)6)or;DXg5-vSq zx!@?j&&H4M_7FEqT3Yx>Z*?g}Rv{8CC-3p*-(o)H2diSYFa$Hx6k5L;>8D|JY>Tk0 zoTTo14QmUdVrwQpQ`Y-uS=Bqf$GCall`Y$+*`jOyQE_tC`&|vcou|aFJ?xL`65eI@ zum(K7<75`7yEER*u};RdOQjeY<>8v+DKv=T`0iUL&BI8xCE6>fev9cLm4aZ$k%$=p}Hb?>CG8iB=HZcV^|&y#w3^r(HPXe)Zl_1eSr_Hdvl&*nqgq^ z`TN@?ECb=w_qN#h;X-;og2I&6*kbgZuV>A$aVYfFapoVmuJ!$p$0Deft4tAHt1%^D zwy(5#Rn2egqhL5lV&~1dMu*;Y`u(&3l0rWoHtTV3hL z*Mxb(u5)n`<6N@2Za-_OXi{9Cd13na#N?5FH$P? zQOXn_TG*SP2}=Ka%7#J^TzeEhH2#7x)w{=yPxmVk`vt+mCOh2^?!*xm)8krx)DNDN zm^*488G@SJ@G#NL|IHEN23QJg4Ve+O8RBFNkJ;1s9IyUkHw$=ZGTe6Kylf_lO}X*G zrLPK;Vr9@*F+yA>U@f#wB+rhdpER@8ROKgF8w+~)qSdGQr$=V)v*hY&vw~sb*NR&Y zZnz)0xVDs?+hOTs_L|ww(A0i1T+CtAx4$7~%^fw}GxL&6O^F7j&Z*YAFc5#~jhW8$ zs;-jY*nh267zr0SK_#ib+! zt|2bFvaAg+RJ4M$O>b}KTP`hD6=Qpcoqh7K3b9JI6V0Z}dGvzLs-?O_`)$&9CKo;R zvpoDdCESTmH7gE;g??zrTWD)G6`O%Ar~Ajp3)}O;@ate;c{8+azw7IM+uWjZ=5}%~ z__=}gG{+fSzx$mF;86amkg;1la(cF%+BZWNHp>|^Cy+3S?f0MK_{OXKPxJba(7YBf?|6@!ALPc1+0*>XM z4b$M`2FEmrKnV*A1AZ&ZF$@@-;UMG>{&83mdk!vhhyj%VKl+CMN2meFoq!z5@IzTO zs53aLx&KGwuP&u@G_wUh??u&Ys4QF&_`=t0D;Ff*?A1-Km=x_64nw_wCJ2b7!Q~Hb zeqe>2rV0J_ydJ#k;BN;-EYJvse8A(qlZ86|x_x>Eu5)mpLxVuWot%P$9kKwd8aT>< z5f8{$!_7RQ$iuO3;424T{~R|o)w+8vMEuz_b3FeYS`eK4Q2NO!9Dufk(x67rXmEJx z-doUotn_>X^!=-5C9qtuVpIsnXW65nDZ!!tpHDxv@Bgm-+p`agDp}vW8&*ty$Dj-{k{5`Q7vV{sPY2_Wy z!7*s(&#MQ0OF*l523)kTa&fYIxc;POjz4}UXAp{lYnWjSpBGKqtC={O-h|d!wJJY7 zJD&Rvs{)YYntc@%wiVs6q>=MIq3dXN3oa5C7go(nf40s+2B2KS!@~ozlbvFG!m!K% z%NEtoQ_oJ%b_<3fpQW9XQ&_`*%75GY=J^5Y1Gnu*>F9pP0+a#U?xA$(S8%PM1_tXj z&)ru}x0#8{_Y;choiC!7s8H*I1IDG0n3owJPp-WbPR1S>N+d z6YtEq5_XNABQQ0&UmT5XnpxHH1n*&<`kDrPEP8)A7P`*^yekoESm;)17J=EMBVXMF z>%UrmCEMn@_$~cfhvSFi>*l#G`oXhXS=+2A4!x2^V{=|bM8gBTdq#1Od2Dt2zj?J6_R5* zT&gg^A?Ae_VW6hvQ5aYK`@zc$8}9LmWr~7Wal2QIVvAW z{Ae!x{3gdp5$CUy^m5?c@Atb+MFJHh#XlAqYB{6mMZLXq-#MO~lQ?t!?!q?VnfU$4 zAhRMC-CbySs{zg9rgi|)@{F*HNs3ij#`T}~`6mM`r4^o)to=7*XlL=nLUP7^?RQh+ zLkQ{uizbzhLTYY=I?8D6p+p~$Au|z=^i;FuBkGlDv+Q;ZjilXNQ+R1zk%9fphoV7q z`h%gyvv_qw(}UEn$dP=dhys`1P-Jx(o>cpVVEfu2;TK~* zEOyOa!h2YoNhT&>RB(1F6T;?nUF+ z7ZtvhLh_V=%Fax+!0fNjKMuvFkWeAXXzjn|n=XVP>Pz2VYUys@Wdwl?Qx6%mQqx*t zmaE$EO+(@!(hrCJabdxdaQghe9=wq)2`z6qZAurQ!iumTMz6_EWKb?ym`g zo_ie>(u2B%a|hfdCxwXE@+Hbh3etB4RDS9Su3D;BdzI;CYKbFe^ocK%m?wCa#F?@# zj9Z(hBn@se`H(~``c&{lwt9rGtY(PPu!y=aOE9f|#B1m(!r3r+ct`u_!(p}kZ%SUW zuq;+ld}PcW(w{hV@=n~Y>gxAn@3TvtmyGsb5xv1D9CnR=I76<-sU<~r@GG+u(H|B+ zXL;mKomX{N^*9rT#)+RiPP?G$rdkuVEs7^~YhP4?411pM`?+P!j}?{(jcKj^aP#l6 zgXEYcRkuSVEib%W6qED|a0kSg)+ZlWsw~~CSk9nz!io4UNQwXI_V~Jhk5Y*$=BBTz z64!8OMy|Q4XeI%xa&0zQhQhsRITq`(?nhK&+0zd<`y?4sNW=)zqPW`}7FV>y1gAAZ zVyh$0FKnFAZlKy zqE5~0>8O-TdWHFG;}}t@%kdV`7OnedpR1A;mc(l}+8g(7v$6a*vABb6;#gp!?Ns?M z_{&1h>V`-`lojurDbQJ^)TX>**&Z6uMDQ^%@0YRYYA3co&j^q-QK)$L;qicH`C(W2 zpWg|Jikk6pQHaHdb0=|A)N zaB{_d3p=;x((Qc<0h;2YMghY`mW`s<{(Eoc#`E$+w%=~ISGLO?ZM8<O<+UU1p;J#l2j)N@+<8`;1~NHO4b3pI@N$k4(c9+$Zna$Q#4)ZxHUK@|+ViAH8J zzT3|cah)$rg{-vMLn8)1-YQGh6eU({dC`>;!r-C&{Jr7dBcEua%8KK3!z|op$poLv z>Wipl{a7Yn$3FS1eF~(j_x{p17sc_YBl64U4Mi#@|M%xI)H+nDx(pk&BO0NJ_+m;k_3Z)m6slme*nq}%@6@6|Jy&bN%;)S$n>qGiNt8tlq;rO3i4ajY;k=Cwh$Zq ztH&;8($@_%EXWsAg3ThnVVIvZd9`z^%eDYpZyl!_=#HhqpUeQ4{Gu zQiQ??L#}!~+7qt6ReoE*e#@lHU0}T0sH12%h%M5t7#(|I@hHL9BD(!~{@?_?$B(lC z!}n;qpgkz%Re$L{0x?DcBH!t0Nep7EB>NqB9tNJ;9y?TE+-GF^H2+FX1UYksZq z&xz4!ZG^Qmu8#X}1csfQQfg8;=704JoSKlAJ5Aj(4({AE}S)ysBUso^=ta zE{nLOJ|1uO0q187U1Os&34gTulIGj52O_I{y&mKX8UjBl;m^o(A8L=5p}hp!6VJ`1L)5gHX+<-zlgnSOB*WbR3&L;)1z4ae7~X#jq4e?rCVC%n8J!&HPoURj#cBF zwFc#ZPUrs5A64iU{xs&7oagxU3QaozN0uEend0m-$a=v17If5LE+Nb#023Qf|2aMT zQ8fmW%uvv?J3WJGAIy?ht;<7AJwSxcUc>ZT3hXk2-DE;M0x-R}4e9EAGGR{_Y?Xvr zNg(XdWb-q0W&sV9Cl4$j-hT>8k0BVgd9+(k1IdycvF_=0* zBoM=c*|ma#!tO5o0>zULa0&!LVFxSlCc`1n+7A3zIv$^=A7*tE9d?i@;fX4#rw1D{ zli#x>#p)BGMaN{r5$K5sP0Y}Nz{H1BC2XSPMMaq8_;r+hh!aQ3iI>T*5=WxGr06gwV|3fN ztK&qi91cX&Nfu{xVS7E`Kv6E=%gqqW^Kz!^geO=GX|C8`XPy?Ua#5i8lpEEQT&0Hcuv^Fp z1Q#Sxd%32p4e}!%U91G+D01VG?Iikl`3T{oL&HS$x*~px2Xks55Tc>bz#e#@C>wIn zZ;8Q0e`Wg4_zuZOEPCXMQSw^FYD83-FQbAFszO7vAYY^9%FySA`|x@I&O9SqSt-sB z!M0n6daGT&8&wFmL)-k~q5vEd?BcTl^P=P6Zqc6sF1k4mDAS<)Z@Nb6EPuWrV!G4f zBmZWakhyoSi~PRc{7cO!Cn=8eGUu#nwXdwHMbZ6kdamNF4sKC9-rSuC+pcN4N9K!Cio}#R1+h%(1Y`C;Ng_gZd8qA*f5T+k$mOgU2yhppabH_)JY9~f9afd`>K22hZLG=;Cm*GU=QjFysrdAf~kAgoO zIr#j@moDN;6^luuAF0!0>Ax=)8KJyYfM_SD9`RP(Qkd}TWzJ={*2F39D0nASThA23 zLY|7}G|A?axN~niGYNf404i&fjtR1wU{AdC%V5ZYnGk}FlUaug5c#NC2iP63wm$L5;y;o>Wzwu(g$+^c#0x-P$A~!1#1HKNe;jpu~xp{(?Avu z$^t(U(13$51RLu!9VBGm57rDy1a}qeMdxDY1TA^U%+}TxHtvE-6sRnLp@Pk^pxVa4 z#tzb(V8KAS7xvOh34vNCD2jsAm$mpA z@7aeJZWyk7fCVe2($%00)XuV)2@*n*_@wsBoUOYHK^5LneOne4kvE zgQW=l;>Y`)8orHmsfZ=dvDjNBK4km0syg{4wkKV;4AQYo6t|NkkLV{mW+}F*CQ|OA z72-Clnj|KACQd(YU2kA;bVz=Q#g}k4iX3P);dJa)bV;P8cy||RQrZI{c*FCT8PCldfzJ?J@_d?JT<3 zZne|xi=^agf*{7DvDm1nk}QuY8(NSbb>GXupv zje#3@qC}n4wqsnF`NTQvPePp~3qKWJ)^@364PHlC7Ca9`WL3@TJNYti+X!Zzpber5 zP`K+atws`p+;}Ba9^bvKkjR2-MRH6vR{T9W>v9gSabaNKrfuP4`=I*rOVOB2 z;AV)Er3En+#W!e*w{k7RLErlyS>lgClRGMuPamSn%^ITVx#_6V=DjglQ#Ej{^( z?D)06CicI6AWdz-D7Mq<*V%|DDU;$6VtZDYn1ybVc3Th~PmE;K_V?o!6(drPnZ<3v zno3b#T1G-sx&$RO50x_lPSo;`c?7owS8De);@2E%;Oy-{KV51>QM$1hD4Vn*PVF{qxbPEvdH=CLGw^RJ&bwn5 zo=1l&v@QN&r0rm3b3Cv`b(!+zEq|iI@V&o32#!Tn1cl3)Z?~-&oAIJsg-LG+is&`; ztvg1(H&eVGImI<$`fP8HTUuz>d;FIT=VJ4S+B8{)07dAwXX{M#{!f8Ye2{0UO7cNp zs7kudzdMb$KDtW^k$%1(N`mb6;HH^6znr)CFS9~le$R2cF;_|TZ|$F}3tW>;72myk z9B&Ee6U-;fU-w}iCp>w+LQ*$)uHqYu;%FEP$KF>s(2V3G_PvAhxLZuD!))W+LRWiB z07ZvE_)NKvJW{eN=85O2EGHV0{y&vTFe|WdkZALAC>-p}Z~?0T<{Vx=!R~-2C77OjVE+MH2Oyy>&`*Z*AcQv?*XWmRE5OYwzzvlI z^-PEjg2Z6>0OkXa00925fGlzn5|&Yn|9eq`_da-?1oRF!2Z+1_$^hQnirwvCJp+`A zAu&r9Upy8}X*M=CutxCY$rDf}f_xnv9pMumMqy!L z03`%Ax*tD&2nYzkvkZ>IBhTW0VR?BOasW6Le5$KIefkvMFChZ}^@W825U{MQ3?7p} zvKM$-suQmxMqgMrjQ*ciyGm#%sV1_r67xUPOr#t_OBrk#8VJAz`d}p78`(TNw9w@|JG`2jXWewJz)6T-Rcl*7tyXRJJ$6Ao!E)vGla z&a*W*pF5vs{hRDrz!&0>xl=c()u1{_Th>-Xg?SN0T(@LWdl(k)(ImL<8{s>l?3oxw z>#oJCXsEMW3-H;j3Ef%&j#wUbMO?b=a+V1rai-&hE1Op1%!d>PKQ(_05b2hf-Qsm< zJsX|)n*Jcjj@%UgBX3DC4o*!S!;wu$>}Kwb(%WBI*8Q-fv7}U0OVYI}bQh~HG#`;7 zr5ewQ+X5NFGWT~UMX)j^5_~?(_Q~E=A9s&t$9tTDHW*FDpyan0^HMs57%=6Jl+;Qo zvb~XbVi!*?)8C8l;B4olLNt|w%MI!;uio40ZCvPG&>A&=SVj|kUC%|tEcvnbM}=Z4U4W0` zA1lSaAAbdpM9OH~?b>_?eIk}SMvWy<}Oh)D{%J2!FWR$ClJ?)o!e3F6>USM1`p(2FZR?XA`{F z-9F9_?BJo7xPkQ~x?V076^pOWf<_A>4b=f0b*PuLTo62)R=-;Brpz9dCOUyIO%{ns zblp*<&b|)RpdR>{Y0l~@on(GH#G==VHFh=fiJypKiuRO1{@IBFhI_NDFDP&k$XJ62PxbHV*+bma)_tc zy`*baY#wzo*={n0%3<6DbyJuwJeEYX_2uavg%Tq9h>8gQuB8C8u)(Gq!8oiwGwEce zSftn)a*JUEUs4>3(5|Wd8HX{qwG)e&Qy*e`Xv_97*RTduyYirtnIAP_mj&9*3*9ih zZ=d^T4&6GExhCz=zp6MRAxh*-i0tR@{Mv!!IHOAh*z?S(B}%)z1n*>0R(Opc8$oupr1Y$T(`UB8z>1F-WPz>+;V|<%_gu$UuH<7G%vU;jP+KNt( zKx|Jal)!kyPoOkGHxd7!;QujoR$*~;P1nZV-GjTk1sL3eySuvv2=4Cg4#8c6OK^9G z5Zs->-_Ljb2k#s;LyvX$?!BvO)w)YPc~!I&lxY4n&=-(|r0pU^Ow`3cH$eMXsU$!j zC|YGws)c&UfF%3Jh)J;75)9xKWk4fS&W$ROsz_I?xZ)}aRFt~+gf!|A@gsp< z*HjSDGnegtYaN@LU7ZIb4H)E_hX^r4(Lpc~>J<6T^OcC2 zC&BVbmBC0d4hP~DgnflHAO1+jXZ9xiLGA93M(UiFk%nl4l0VQv)PK80C}ZIVC4Sp} z9kcpjzNSSwTZa~}0H3+MCZ@p+r=IfuysKmy9gt3d?X^<=+12wQCh)wPB~WLt4*T6E zx0L20XiW^BD%g%LqAkgJi*9T&F2L1$P~aaCZ8_-~!QLj<1eQn<*voWuc95MhjjMJu z-m0|%V1Xsxd}2>qjC)0!Sw z8Xz&l=?Mu5S@9;3^P0U9+Y5r4)2=TQQ4mPYA{=A3nFN^o5YcdcqT$hXc=u=WsyTOT z>eQ4$Qk53+6#lS^i^53g#4w1TL|ci-k*7ZE{P^(;(2{_3fQ|vmW3~9n*{EP#U6F_} z`+&xvc!ZM}0=cgkk@qjYdrlctuu-5dA7*edDQM{E00k{KmzbHk_QWkJI9QcAy}GIj zu#W(S8jvAq-MDb$2bgfL-PMEn@(}@qXlM!c8wPc48y7$P{D1`@F#K)=QA0)TH(&rG zXVEB9Qc-rZ!H5$m%)JkEVR+;)=Dq{vv2O2|IaaYnGQOa!;Fi~Vryv9Sa62`>-7I5b zRr*vBQYT)b9{|qn#WyT86cF4D4-Nfw>%4jr;NS?BEbcdAg~y--=yRoe&(2zF&h>}y7jFh(NcjKfx@=)?4jw21SVH{gtE>+{U1A0X zK>`6QvK@kxl7WY9o>Z|nDqa5DZ>KMn9N|ub9S|)Mjk^Dx-E-py4(4b6%(39iH$Wt% zs5r1!zi=X$KjXJ!+oA(-07(<231S~_Z}$O2of^Gs2a$XTL4If@xpSNu4_JSE+df7~ zf8cm&}M69CQgZQ^%f^t{C~UlUOoA>*>6~J-U{X`mV0`5B#oD7R6pF_zP`Tllf(n) zK`lnnLM0lS@~fw4$zsc1UPJ;5x~LGO2rYK zxUHYKHP+W_)hyq5mfvt>^D?Y#9$70>Y{0ruu^|31^x(poo| zP{KE!05age&&rAl7Z(>d{qV~-A(Hqxt9!p4z{FZY0vZbH5WpV_c$^1-Lymk36U1gs z{Sln8Y+7@%7N5Z>=gVUDL=)}`@ysvMRwWtI_>SNG1_u)?Dk=)V4uOp$myYss8hU!0 zohOrq)e8@w9)M=&xAWwO3JIyY!j&m6NuDS;V+#B$AvOV=8XD`~4O~-G^Th4dSIE@Z z_@r~&j@#bO4&b!{h)0d;BX5K91+F8O+b)9QqQgu<5%R>QHKbAJx|Io_hm1TCpblDd zW-U@zmYI*XC4*srL5<#QTr4jwJ$wR3T8f|6Ac#|nPYVF%VqvA+cx^uQXfaM(GNM+C7*b`8jg0<7S#CM_cf;d_34WXVX~$h%QUWw#sjaxzXf)~6^cd9X z)V%uk0uyO|{ulifzb-6-v>cRibn06?cJX^Kz@gpw-AmA;YpeGved6fCqZkw%mXWdA zd-c`}8w{#c>uhOBJ$||I8Zv1BJl(B00j#HejRprBTVPNSK(+*?bl}3NUIIX%s3w{4 zJTqN7`=hp{>A!ZadanTC86f!s+}PFV)#c^SKfiah2R*&v(lAu>B*b$XIi8PW}y zz1p&VQ;Q4?g0#@`KCZ#n=w%YXtFm~S+J3K{%f>K5Q`C>}3rCMm+4Gw?&-4 z2BMuMdkoHH@Pgrog{T&89EV4AFC?(L9+7H|XA4REoiuu!s4sP*R#kAB8Ua;eVW!?J z&P#~w5(PM1$#ctsVvO<$)-nj_MV&^d&;(=!-yG|krnwE%FyMmh z{7$`#8;nhZYW*?IteF!zJ*{2WzWsnthS4@#y~q`8mXhxYSlz1dTM3$c-1BgVbF-pN z(6sxp__N%M%xDz3|1QdWZSoz%a((nF616)|m!EPAm+jNE-_iH0Te-K98P#2Ikqw? zd!M@^yJ*SrooT8^5(+r2r_tOhIapU668mtRR%5E)nb8uv)~3@PDEOz+>Ja*kC2hM% zD5SyHA$H$FB*$k%B-DR>1CEKJ>fObjrWVF-a07DWS53<#KRr0#ej>2*JUu|}=2FI7 z!Z5CWl9PKk&`jLy{(TMlwn*~7XS^9%u?qKHX=3;Ja|KFCQi46i94<9EfE9rlm zf`Ac#yt#v=n-wW12RkP>f{+lx|KC}`4ki1|@H)&*#D}!Dwp(H?ukEag3(IL$dU`wX zD_ezBu4m9>++c9}c)*fudH@#QCPIgB0G?lPJbb`C^9C~hZH{Obd)XYOyfvp!e(BmBPU1^yPV zT}?lz(NN_pR<`=?VL$c0Ngkr>)WrECRpm0NPv{{nM`?%^{XkwU84*R~R7dY~w99)* z%5^OQKTJClb;g)kCY$gBnSk`tCUye)nTYC?KT{gq4GN+P- zc4q2?jc0!kv=gnTA8fiui}y;`$KIYJf}F=;w1>P6yN|{&i6J85VJ8@!@@J?<|1m5k z74kR$w!#q#nurwbHqTHzxEWn$8{;kIq1U#;V}L0LN&NUy{4zg+5h~|}1xK9jbvsJH z^N77lu&jhea6u+KOq4+?Hr}@WCF!iSBEwMRJ|rnk_HCsN`v{2>E@Z_-S-AthT5nY#HI}clBDtTG4B@h1guxjafMMyUquw zD_f->{ol4FSS`#(IDYM96-?R*ky|W#S|TKo6^5x2H6zCkB6VXd+rq3tnfDt06Mxab z^$b8@=^8v2^&jmx$4GP9;DBt;H=}>+xOq^%rtP|u?;Z^~XpNPfEpLJB#oPI2gq&Q-%3@OB*eaAy42rMy5)6&Uhs(!pav&OC3h4`8a_MnS``(^R7R;Q_2 zz!fHQE~h3&nEbBW4#E?a8O&3SyY819DOW3b^Ty|mlIh8t>zpNPKNa}%4T3X% zGR!zc;V4|9!UwAtM#8TlbM0oDxJ8HK`K|A* z?Ox}Pp0B$>T1ZRSVOR-{!cDu5jCgdN-?CX@cNL+x^p6E046_Pa&K4R(>CX52WFSBm zjFF0Y=$V}6u_37J`OK)np(2d!aPvj;wY6V@n_?8pw_kY$7eN^!W747FRJX51Qy=V) zjVKgr95E`-FX)HNRu?R=6BhkDsUN%Q{ket-{dI698`id%w~bVE7!wU6<4|LbOTQ5y z$#NRcH)LSD+@O+UUN@~p)GeDDynj4FFKuyu)nu8`J=diOl=hyU8Zd7&B;hx;e^_933#^CkDfmB?kkn`K2LX8dxCh*Ss4ElF66B+fzr=SVKU z`*(0=+KU39N@|K@v?*ZxArMShufu#fzvB^ZmB-W|=Fg~OcGly#iU(qoXdOQCMR3__ z&(wg9bNlSVfPz}Nlr}2sIhwOWR88#rTfsL@~DiCCB^AHA-m)y@?f6=9Xi2dg`L6uf*9(+L=T8bZ9q^c?wmR7~He*z&!Lw2V3%12{%Gw-xE`!Hjj z&)x!;3oAxA3g_|81cYIZg+@uM?F)s5!R+nqSz*taW*k$=aXERg2VAfA$?pqKNxLM1 zU^^S_lAo0*m|!yfyX0}yw75ADNxMj>)&;(p3x`89xUyc87IWrpP~G@(5|=ZJ_%@N)Z#(DBhlMDUZ}qR*vyRbE;zF6VJZ5Or}vnk zz(L8&--0Z%JP^|ITQz};^`fKg$TArX7rs=@@%G7vl@nH^(d2_{Y_|M4#`2$#G_DZY zVev~A_Y=xD6O+}nnI1Q{umLy#)GR)Ht6{D)Nqku1e0m!xl{ zLek@0SJqz*D7fBa1N?YCL;t+8A*NzuYcYZS;fB@bOW>?K!Up z`HQ%O0Saw^g)h?DWncZg>6E%q%mL3VfKe_!fe^fVAP*K#mfmG4&;KrdGdsKM`d{4g zd_F$=WqAJuzFY>fT#oo+Ir^g7G%I5>MfNQ9w)h_}vY@iH%9?zoCgeojZ0cv?KQKiQ zr+=7+wiXDjstp{5ruugsP+G3&nwvHrosyJ^V88ReRs0rTT10OD4%hnXWY4y~v9dk! z6$2)-V%O4)-UKSkHX8?*(lxciwW%UQ^esN|X)*%sBwncxWsO_`#POuR@zeBRViA+p_bNVsK~6 z8xX?bJbMe!w%?O&89Nayk`2Q8hLeER2`ZGaj+H!*$o^nJyj0`Wa3T=>Az^v~^7!t| z@ai6Q7{>I7|Hdm(->@`%Fv*6%y-F93y5*Pgp~BFiZ#?8XKrZcvxN_crzZmSrohb2L zJo`NVQA&P-o_KT6CX-wlAivRq6kssOy{&+A;nDcxL zCt6jkp6I$JZR=k?a(fTjj@p#!Np+_(l|uy6_e!_M(v9d@W8Z8+fu8uP zvhEOj^2Mt)H2!P+t);c6vK_yfyOE;d3Fs&3Lu)oemo=4r3H|3+7@t5=>GtGV+r>W>((8BY$ zEg5TPDOlpVJwa$NzlKqr+PhjID*AD9``_i6mPQrt~aBQS@~N?6oOCdzverG#g9h8ofDo4Ng_b zN~I$}l+#%J&WGKcu0(-tVWh3gCgpgVI+12&@7xP_p$V_J%eSvR7@N16kejaUnlw5k zVH6{ad%gFEQQ&uZWOFi+nB96vqm(Ru04^Ck`&P(^6P|`RNfBfKSyB31Pc4D!#KbNi z7#k*e!z++`Ckwj=H2#LPi27jAQho8V9# zVB#jWERw%cV2Sj=aH$#ts4zvh-S;q z!Q>F#I09%b~Ygz92Ppdvy)Ro z-#xujk`bQb!lF<70dMp$kja9Ah(TM$fvN#KcY)r!w_b$>N*NU(M}{^0ADgaJMMhFm zQe3>`>C&YGYIb%OsLky1#trTP-IXKGZu(CL2L~QqE%qBeJglrn+Bi_4D?jFRpB{sq zCm`cA*66##g9L*(m_RvxCurKBMKsEa7gKhUl!T#-1tL|dR4cN6b>r`6egFLQ6$1MH z4tN17V7DVRCV-Wjm_URJ0+QKho!d_e3-@omcY+7J+pSCpp(YJlU%!6k&%FdP_C4Nt zV($9!2ecFHQAO2DQ6V8Alro5j(VPl&w6r87B)wM)CvH!EEAIb#9huXM=d8@N8yU}f zK6~ROi(@4z(4e%nv;a=v3??{uKc@m7UdEQg%GrY%yEdRx&|fjvZq)(56U@%Y;N|75 zP@~^y)z#4f7=D1z!KQ@(A@sDz)6FfSsG_h?d8I|3TDL~SI%~ak%g1oVojcq6>RWj- z<3!iiv=1r-gvo}7ghc3+h3y766_q)l*EKh%nsHTE7b~0vu!xc3D(dd~n#x!{S2Y?8 zIMM$;m9Zp1AmD5RQi+$(QRm72e(<0Iy5L_Gw>WIj%o7Bn@FFnAv{8d-5S&!}`n(v@ zeP~chN|aEvg;XV?RA!0q$q zq|urP)YC~_ZF-=~<}pO%Px-qG$l}MpqGz8AJ~%TOK7+B{V0` zj4jn=A3Up~N!*=(9oIDc!3XJ9DdQ?l{gRTQFs7px#JG4V_#sk9xGX|mNfEHWAbOcj z_(EJE_t{X$(faC(?E=mb?JcSXeNU-uN`+Ytg)ckN$cz6QBc)O(d?i40vM7VR!NWYg zwp$Q|cSrpI+pMR@RfK=(u4|AEB-s+26}eRc7P9UZXG76SR6(5~IVCgTMrWk|_CA^w znv&XenSnQ*3u-ZGdwg~g^aT&JE^P}k2W8QL{)nX)<96%T9oY$43!cxixota$$!sKW zCqDvwGgIa{g;fXqtsa-)o91X&r0^?rr+71wE<&nT*@Q$ze{}y8q+i?&0{cQ&*n$jD zfB`mDEY3gEANvjqAXnl~AGv$$eR#{i^3BObdN!xdJ*kjT_$?o`X<~joOKo38Hz|{^ za*!J7&t}GrpbVD_18k|TF=@BnZ2jgkdD`&cm3V&DlLZPPu(J#W9@cNcucr66KkzuB zihaNQixHtu2%1zK9ByZ*TnyK@Z;4ZH1_O=Q%jPpt^)eQQ`YA0nd`0=xo6 z1INytek#k|xkEeEurlE1U>sgY1lvo_Xi$b28c#G9Bs09T`xDli;vz1dwyZbmUDRFDp@knvAoNY+QLA=BoyzzDs~^g{Fpq4 z<2NxHY= zu5eUT`zKCaCt{rv8rS>M`)vHxBrq57n^zf( z)J61^@@)u~GI%q}8Ph8>6~^=H3xqpHUDjXq_zJ|`p}@Oo_-nz+4+8g4DHg4Nlu|15 zG-qY#u&$(_R=J7pQmHF+dCsE=wb*0<2rA3|thhI5yf;9cUa7Go(^!gmP6 zDl7(7{#{wsuarNNEgH!!XaPA^u00E}WdIJ%%=<61DFY|F{%QDDj z3=^DJc>Nbo7bd}Xwm*7Bj~O7jd$&SWUIeYb*;K6snV|{Og;ZfP?o+V6O?n3f^vtSB zr?FV|CuC7$(RAc}DpH0+m}cwRN*D}MK_tnvQeyMo`5aO|u=-Hou#PEcz{N}C94u}k z#`8^P*hUGJ!>qBI+st+6x95t$0H^{fac`WTsb z4gH;afNG@OJ$soMM2yI_h}BMo*L}pUb-sm!zgCAIJE|SSPB|nw@oDPun<4g$&rVwp zTi{pFeDtYC=eO>rB($U)T_4Q6tHG>`NmOeVCgu(TiN@QD!$JnKJO3l_1lX29&_b+& z@o_{K_T4I$ysxBP`r1H#%5cIudA9d9oWl6%{(6OH|9khJjuaOlMvsxR9ul)z1C;ryJUZrra`J%h;?g_k5o~f;RBZTu1=PH`00-+4trk zR_en2*@V;Yu`6Ak-A7NO&{qEeaV7$mY0l}2^~=9K)lkTP#L)%ZILJ>EP+#nIlxJX&sn&Fk@GEldS<* zYKIU8q7Y7uxXh50V~yU?jqYDA_wETg|2j#ZRBS@^|KNw>SB*+o#TDqdC%rpys^mc8 zF*hW(sNVPf!BWnVW)J|-Dlbvtyrt@x#)SSDa1`h}|6ShdOn673ZdM*{RP{k*x0HWM zDxv&BqXU9I6I1OtJ*ps^_Odv2B#8Tcu=0cC)SLos&-@E&_~UhrJY+mWi9uy0M*v$> z-oPPEreCGoLipN6Tt7q~UW}n?wBC0&{7osBVZw}WE6~l*?lK*Bf@zO?hW>ab`)D0V zFB-irZZcfp--!}D64m$-%Dl!zzky5lF&E`fNk$mB7{8E>%=?6v>gy57LieZd3Fq@p zaP!+!(1he=xtci%_Y$gkaFKq;er=vZT!I%JR>$|u%QG{-au_yf@LJ2jF&1YUcFISh zR4%~dq~GdOIyD*Rhb?`4&lH2!My75Pm9Tu*%<|hL;`c9kqn9<2*!3nD9zJ)1B-^D!5`edcPAS@b8erbvo|Y~Xx4xz2k0 zG9B&isl#Vs9XadX`Nu=~Uqjc>NMqF=d23!2QC(yV8NvyLC+3$o#X)^_c>pc*2oCoC z$%h8V8@?jC(3(o@4>tm z#SHmT^)wp9gkEUGoE6Mhiso&zJZd2q?q5MMnwhX${jdhU^GA`_hfq{#=#UQ9ICq!i zlpoc;mt&IxtXq<>Bt-{^kZSx|NYR z`9uxwheIPpBNvab0fa$9fY<_%=a9t9$jEr-rKiZ3F95O}3W|jSP;gvaoKB6#%7aVC zqB}7hoHTWE;y3^@x8JC(tStNwS-mniC`O&klr9JGyMb!{0w)p-Bse&r3Y)WOdFxFc zKlIxH4l7DHpsvu?(Lq2!*zXGj#K|&w$AA#|^AixD0di-X7J4j%nd3Vk9Kk|hqN8ij zsSzQaZM`^h@$NBj=O;!9KlAAFQ&R)b>itHuBO_sD)}&~7n3%<9o$>Lg@uS7oI#N={ z9$m39F=&xPK$Hd4qyPO7_I>WV>rPBmmXsVhd&tVjV9lNa@HjmN@gZisL?1tdsi~>+ zj)4;cXhD31zThDNT7-p@`_FtbF&IP~M#^NFrnT;t7C>{Inv|rn^5Dk*?=yOM-;Ud7 zhX)gL;WJ;d7^t@cSoB=QQ8V@@ztKG>2q-u}lJM3G1T(Xo_GV^7gM-Cq-+773qK5ZB z{abW^%j46ZJyTCvc@L0qh=xSKqKb=)S1q0Xr_M;9Fee(l69hCH9eOCy!$2XQXmsM} z_VZU| z9tYy9UPt;=elD)zyY7`UfL`ye@9*nt*S2BOfEOzXI2ISpK_dcK9xU3`r(D@mgSr*L znX9)yE**k1o?Tm4Pr%jXorfAeNB}%ItqSI>ICX$Az?VA>=pA~mrYtxz10l84U z5g9=&prJUpX>V*aF=i71Fzmd{*j@jZ%9`1PCWOYk%$30Uk&b zM;Ot=+}R2%?nI+N7z?P@KRy8rd#1cb_0p%mh6c{eokdf}${Bz)x_AR5EQJLHy*qVN z7MK_qub=Uwrhq(X(YsL}iN7zmQo=`lOD>FTclVdt3H?bBO} zeKt5Gj25GZx%tu4TPz;i!1y@b%pIVREH0)1Xz%G0?k+B()XBhI!G1%sSh;#>es-3K z*9oA~+i~kMrw8{JXfgI0)B%Di;NmGe*|^Y9R}T#dfeP-Aii)ym(q_dI7Zoj&46ews^14xrxw_5@=8l`~{`cs7DqJ?3=DVj#c<70v>Zpp=x7 zvrZ^@jFAJjSjl4Rte_wWnBa%|d)Ca!&f4IhpvE;j;7Y3t2LlhX;^b#z1BNq@Cipb0 zUNX?rJ3l`MlqgwcEX>Tnevued0GkMCjWc7dJ?Rh=_us*l!0A7Xf_-z_I)G zZ3bv|eevC1UF9W-2V^%BM~xcQWQo!ZT1XI35i4h*2hVpelo*k%_Fa0l0HDZ>-Fv4k zGIIRxrP*EpC%UD%86YOnrvCo?932h+PpAYN+z;rl=I4RzO_3UXaZ%BuUw&rh%jY)* zh5wQ-2?+rA>irWK8>6FAoCI4>Jy&nQlPhO{cd=UalHCS1MkJt1MIqv)#fcWmXTgaE zP7uIi0zTru5GhhCUY-wYyEp;+{aDR^Caqkr% z(yBfC6i$=|ByuX1Sbz`+ICPb2fXE5B{UBh|L&2dHT)hD~rK~IhN=ix~p9I`-H=pde zvw?5orayD!0(5b7);{@tzWp0AxpCqxv0gvE1N2R5YT^s`UV>vGxAI`Vpv|rqJ+auy%o=vQ{OvtObUGMgK8QUJQasU#(4E zrNeeesm&@Af{J=oe;^xI+QVV<2#Og*g3Z#JTu0}ZR_dO*S+f%}`&eOPWp^8q?85&t z0&S=6VuWI7Md4sX7qJ->lQo8g;b%Yb&@xj6~#ZIh5_*)Vh29@{TV9Xe?v zhwlcHOFtVG?6EI`=si%4(dOQx)LUJBe{w;PD{%z|yBPa@2?P_FT5XZ!z(iUv80Mp| zp`Vgl^8Q7Tji`f5H>**EUDaRuIbcH!)7K-rkHW4(g~Y`n;fC(ZSZX?|zPA#oGJ`#o zf@IZluVF$Rv(RO&Q{SOm@Vvy%Jt1hH_;c%L$dY2hcn;x8eE6IpWE|Xq_}Bz&E=4(c z{>DH*-L)tU_!MFdHNQBtb_Bx!KC_P$LU4?RR1*h>zqYI>vb5d5s8BZ8vdY=?TJw?-}9!!Z5& zr^tmUz(h;hNlkuD{A<35ot20=cG4pCina&BQwmViG)D*;Q0_ae7ERxPZ>+jAd%1yj ztjn@#Kd)Z6RQer2Zp>UyfCTBa7i1@cK9ZR-B$==#%|Jll);OD0tMw<@M*W>4+hLHD zyZo2k>f#CSpNW}!@NF@J3 z*Pxig80UY2`_af~y)w|%u<lwNKT8IT^(;e6-&e_fRaMM_zi|>%&@lX#x)YXO4e@&vQ*A$({PcywS))QPr-)BL9 zsG$|`>7J(1bQ2Mh20L@1nQ68dQOat3Y?&(8f4iY;~2jx}0`3p}mtG1Z=`wzrYY!bN|q8$9g zP67MnYbB#yseD#ch#tIJ<7C#(8!PyZ#pr|YTeg2S3JXu1?^T1(LnP83lMAxtib}M8 z8AN=MT5;Qh(q4*m)*`*>wjBt}KH-b@RFU|c&vzxJ7RvGV#nr$wo0uG04jZATE33sX zN*pC-yE+@WtBOEVt#R+$bp5k$d4t&vi9UmeJ@Yo&@j99M>v%f`iy2JHnEWG{;nVMM z|GW|@IZubcFksFB(=71KElt-9vgPV*F~NaZE3JpOnQ3Z*c(+;K?zF z9oCk~vrSc_pw8{mO$|5YD7KHEj?Kjeg5Fx>h1h9VxE6;{D|_*LWC%245gg5kC=+P) zN96QlZAi%0d9#$Y+u?ttSNx56(f>RZq5Dm9IMP+dFCSMDT zpx~oY9x|Xc`H;p;wJZ)OW$W#Q-C9nwoeiwHEBbmqXfh zS85Pd9!iR`VO%ap?s&-PTnx>^n5lk(W+vxYo34kqw;f3jW4Q-&s--SZANp!ly_?bJ zf8JFUxk1c5C_EBrFS`3A>dV~^jlcPZ|AHB* zIch8qTLoQ`g9QtD!pFj-?=MS1FNY-Fb7wOsn=bFIq!gf=mHo3bp!Gecs4-H-W<38A zj5Hg>NFqFS0`b#@&3L@V9E-u-h;Uj+>Q0zowk9&w6!SL3WFbem%t=*2v#zA;Mz8q3 zK>0F!mOzB4H%e#)rSY74s%D(kLM-Fl=ycduRG??4&E(4)ZxCb9ikIDW5()Skgp3PD zvw_&az+bpV$8{l#;1QLw;R(oG6Xi~$*%-=RN;>;!fq#z+fl)lq@|CyHJbJFN77~a9SXm-Lb@~)SS5UoSGaz+fihHOLCa17 zptEmgR5Dtj1gdiDXgjM7U<48MblSf=4H9aUC`YD_4m{xL*rOd_PlNUvj&1P9da=w< z5noeQcNU^(i*-qMxgx%W#gR%z+kL_HLx94U-vw{Exz4hp-9dvT^yDcVC3-%^=J&mX z&?#g;=O_$I2ob?H1}m4oo0+(+w7`^9;Qkkzen0bO>fU~TKpzyZ(u6fOgD5f&Hagne z#`|qpstzyvqH>X5&S=B;`^z*0Tn(PtDJ>aRs>QRRyF5{P|2i?>nTY(5+aj?Cd|>13 zu(^;`B}O{N;ni6cz3or;E?CMiuvalXG^yG8%Sd#mbGu^fOdLm}5Li4cKbS1WcLus% zM2A#)5YcBKzKjBgfJy;1Ew&pkQh{n2%gh;+7!uMEkrIu7;9psf!wrxx-2>P?*cBN4 z(&r~9Cui;1cR>>EG$4HR+o8mO2jav=#xAG5{ey$SFl0hh62ZT2{5=L&pPxV<77z%$ z_g=Z~_8D_$t5+!P4ThrvDGCu~PRSTNfL{|Wp`At{9#L?{A3Z!@0D?paML;7JsapXe zGQc_Z*A6P6x(6zVo12^MwYE)bA)ivm00oVJRj&o4P}(+PhfRi^bCQyRL<`qj-SyMO$!mW8 zeD3u>7(vdI4+DaqxVX+*%gGEf(Ga*ab3R^Pi>5WfnaejUH%5 z!3(33PGB|a3&_a8qr_Niwbx&{6Z{fCsz&dgS3YxWyO922LzHp91Q%H z4Q}xWG-*l~b8`tvN$OPDj@pSkL6q<}Um>7l1*oY?76ais5%2j%@7l8mzdNFL>`f^*RCpy1Ke;3qky7GMN~V=m-Lb471-LMH{nd0+L1` zTC8mc9w42OVm{t@?!+52Yywnl0sEmI15{X8DRp%qs3VE@%qzFf!lG3Iaskqm+*Y$d zM*TsbpPpU06GsT}@Z)zxKw$LwnSUHvM2is_bHIy-blMqrzzgIJB#RTJDF>W4 zhlfkAe3HliuR~(6zh7D1eK-o6#h@DxAAkJFg;N2@LWz|xAcu>6&6Lk#HQx6U+6OBMlu4CtF<;hP$AvP-N_t=6K9Xjn)HlA>t4Y4}|m{Fn)S;UWc;XdyxLq5;^P zk$o8Kg%||j7%r~nM972r7`n*CG`D0jy1-ie2PwcF0ghy7R*1{vq zvOPhCrdJ@Pr?p%&0i&wcAVv(a*#wt=xX1Dct5F<$5W(D?X!}GLv`V70e)C0xqzmtN zFyM4tW(^|if6*~o(F-W8mQZz0okoIwdj6KL0%11=L-{}`l(|M4kc7Z$LFze2s3eSU zvCi}^qp&~I`|L7$X$0Y>NyYr@|7JwBypaxm(Rb8$`WeM33xX*c#q*t+PL3vcEQk#DZ=`jUtXTsV9R4rgzE3*ND5Iiefh+^C8HB>M ze_*fv;>{g5?Kmj&n@!+qO(wDyZfOFDkIRI zhz947IZdr$s|)up#lOVWfyVEWMuxG!$3V54V)j&P(AP~szkTQl&q1x>#e3%&h8^Zb zdSPmvq{wN$&HlVLCC)H;H6NH}sD=;T)Vs)qEb6wQnrDGD7I!HM8VNLl^Ka6cMQ--Vr`|crkNX=O%PXD>UEkM*XGYCCNBkzN(Q)Wv+Vh3>0ageL zEr2{PxjD}q3E&k_LMZ6=O!WOZ+#M|=T!<(-sC2X6N&+kG5nze zPITAwkDhSrC|-cMcM#GhUid+l{g|vyE#YqMQ-?-hv5=;M>=IKrIIK*q=HJT;pM`M? zl4brzLFt4M#oUcUrT09JL01Q6m7alF0r^(*e!YZowJHfztW|TvL~&gm&^VWoG4t{i zNAac5q6lB%1@E8$;BAS)|MLu2#7aW9g&Mzqw-qfAKdhou#my&ya;@9Qy{}haAToDa z*T2u_2U8S}as0P3bF{5ry5bz5vK|5Lku>SPb~(W+m6w?vcu8r|PS160v!FOlNKEY4 zb0}>$z%e!KOIP4og6}0OQN-HyRNB*u-^p;Dl)55elRPZl{dnn5604n>WLP1 z?V)BI=O0LHNj@(Kxv`T8^Xq#rU?K)dx{dG|8O7J;$~l9zbs43%m&Z*F; zY&)q>7*$l4A&>z0S__|*_Dz!@2xG;M!pQQ^yt1s4rE+L1rdh*KyQZg4m$F=>*NP;E zn!2B<_7+`zKGuF#Y-j`m`B<27Tk{EWW0w`p-|}D;$Ro*~zEfeY)7fOsAw64kMVMVD zS>@^Yi3|BGXh{zHx_V~j1*f2Hs(td90C=;XZ*_fbe(hRiB&MKX)R59c2E`nyHC*MgKrqHb&k&j4 z2-+-wFXW5pkV#Q5eObn&!H}sTL?J~`rGppyXx6H(oxXA6cNdkMS7Q zQmC9JZ=+sNBXeHO$ zeqlgIMx8L$eE$WH@bB7$W5aWQ9oxOLR)%CLAI2Ia7%%L-o$SMbR@lOMcU8Ye|M~0N z_8O3`LL840Ibc2L;Xf{FI>VnBC&+i>|*~pf#D8 zM*RlIWY$PDjjkaU9U}38QRmq(+vZ^nj!aC^9UaIt#9Bcu)O-e6)|hdQs3{6TkNs~a zFNc=Kbesb^Bm^3{Dxa!hl7eaxDyQi{1VA06KNXPPbC=JkE@URH>Xc|O3^gYwd+ zGo9*KC`4%Af^j{(MRN?(txpQ_40B%iG5=upGGEc;4=cdtAy+II&PLXZGJ9MI{rOLX zh4>IBgY4_+MQxx*5K=m%rQ6dV>*?@ce{cE z%Z(r_AAgfl2op|}Kw(lGm!vKMI@gwk`=4pj{o-Atil6mXuMuLQeq7*n| zyzqsUZ##l#XJqb0S+BCF7!#RYP2l1YfX&@_IE4OgtW_PBN)P!j4@|7gO&a71vpfI~ zyM3%3#|HAa9@!e1StqAJwkn0I3<_S=zAL-3 z!N_JLAmPW64tGw=ns5pXaH>?Jvs7@&nXrLhkai)1wzj)*S-(EDm5B8w51_Y%nOEi* zo7b(fnMqd?@WS0P#!EqY4GT$Eu35iksZ*!Y(<>y6cas+LKqow#Qm+uRXQD=gQ2&I= zj3STg%nT(8;Pcxl_!)m_IZJ2PPeU5lsF(zmS=2}SQ7*EGkRPox?u9L?uu<9UUW%FMAjW&4~nAo)`NH7frV%#9h>X;VI0N9Gd^$!E!zl5*FHs@=ks z-gRU;$x(7aN*ZK1Q!3WC9eZbV$5!+@YQ@^$Wve)@bE$-?AKjRGbt=zU#uYVQzp)rp z%Cx+V)=*~%C<*U?UUOC-_q41W64jq)`4B;ef-}C<*EcL^vjKrTYHj2?H%+jJOv4M5 zFywU2{iJC*|5ll76mZySOwxcxG8lualHL#^1AeQYVt=^(KhnM`ERH7H7I$}NaCg^W z!QFzpySuvvch^902oM~CySoN=_aL|bbDz$`eY$(TX=bK(t=dx4)7@09ZT|Bo;xR}q zm>ZnC#py%yw}ae@(N~nlQx+-lpVP<`16I0_op(IydT13@^RX!CE*cqj$NmsU%jna` z!c2dn^?RX6k~nP~B3j5{A1q!V@KhD&MPw0c^$tW?m9KN%J;03GDMY=J8YoUR%qwjY z4v@#_wsiRLedm5c_xBPu%hqKQ{p@`rYggA3UPWa46*%ePUw-DMP5b>tOf-V|Bz*3~ zl1;rPBpn4^$XC=N&Z4UHDA5T|O&mml*RBWo$!zlq_OwwSM?iV zd!u}=AT6ZY#|^6=f=Ml%-vwcwJ2>5ym{1u{Zn;v(lR21MiA*dq-ng(C%<=K}Xtf;X)CcZzizyu}n-O$wFR7%2q>dQz>oL`6?4v)kA50uJycMWuj zL$hPq;|*i<_>dAWI5_(@GjzE(>Q)(_JT~ZHFtI^7R&8i)sAF!vY3qrvm}1S9XJqA| z_Oh@g=n)Ob7*lK9SY>OPIk?vLlYZX>GGViuBmBOl}%GEOD(2_ z3wizori07TMH;gXp^0tyU)3}RT;;ibd?`zHm4q{n3k@o%sK?e!=R$`bLnG%Evx%bo zf*~CQM-I&<7KF|Tg)Azbh_-=-7R)9g5=91aD8yF>E^9X;!pv1@l}CGnz5=81GVGzx z*bd&oCKNZ44c>@Fy(soLmH=t^1xF;g=rIa44C7&4p#^KLV^B>r zAx?-YzM0c6V14mT8T^ro4%5=5^M%n$zYTmNhk4b0YG|W__O;ZsE*}beFWL|J90%q& z*F+WRZij5al&uqtONE7%hL|9WMpOEciWChvhXFsauQ0YLT{c)B91(z~VCQ*^BIlR% z0+SzmS;rj~69!K7v+^Imo(0SJyO{r>&SrC%Lsnt_%nhBm*|N{b3)dgcAQz;{L^9S2 zUA3y0;X(g-!!&g7Jy@)h%|9i2STx{Gx0iuPDynnGH3Uq>OR27Ed`1 zSCTUOM;knlpKs8UokjX155iw!6w^}vGgx|~z8A$rR8#Hp)`8osbPjtC`U{kYvZ#l_ zZXw$DA_)+8SN(6|CNBk1%^Q>$oFHKnX`iSqlbbNb#GGa=kg%EgXECaA5btPuyaAHxP>-{w@ z4;P(TSNVy9{I@&Kl)1Zi!k@Qy(RJ8_)*!W3LIi^$guj0F7_gv0^;}`XK^fyc`gE;dSY#jaerLt2e){kd zbmP|->HG{NPXfs_GLB1AngIWQeagMdy|ZavyYL`Ss#xOBnZ$_=rv+y0c<|?`(?9qZ zJZl>Swtw2zICH!V|;{25t1bhPc2%E;bPzr!63A#J|lok zggGO2`~aXyIP$*iGHt*c^132M2xrfdXU^z1Vl7jR9!3N-U8js##~MqOX^ru8Y<;f~ z!b3zrndL7pep-w;LwHbqnpIROqraAN?>>9_|BmqO&7YJulME+O%G5xHAynKki_!x# zaQo2e$XQ*fqbV4%GF!;$Z@PgR~SY2f$vH2N3 zRN~yvD!zUdbR6-{GZww1Nv?!gKNv|0cJz59;gZtP)VlV`(CwIfU)Q;v+4ZNDoL(u$ zup+ON-6+o~X5CL&KEpz-fcLdkqmwcdg_PEAZGoB@RSNN~JQ=8C+Qg^68-A-5P?@!N zGn_F`#NP^g(Y8yK3tLJ;#hliCCUP=JT*MhPrylzKt@TPV0ov!5fq-$zC0B{cP zk-{>IsNv0jYCP*1Yp;R7J3H5iE71jS2tF`e;7Lg;4u@61&j-c!MHwYjP@%>wmaC#; z$%qoM2_{0yT;!O%*vXMW=q1Xq$mZh3mMZ=zYFJgIH+K3mH;DFM$D3zah}w5O(?=4#K(-wDFf72;e^&#^HBjR@n?l`yey z6~#Ce)*%6X9q}Ij22p@BNEtb{PFX0S-i?JpXH_8KNJEy|L~ z=p`Th1>I9u4PhHctOzpki2!lbW)Nx!ypmnWQFzsQJiUaAKK}gphMc&sYo~G;Xx9z* zGCZtBB|cZq$($a}izl58`LosY4(&Ch1mqhJ26la>D@y%rGz(GdWuO(uj?Ssa zGUW`xHzIvrMW%C$HoVcWQ3;heP@kEtRsgMA~BSlr)^l_LqwRmKs)V z**yXesgUh_<8O0TxFXLxTKPot?ZaX;e1g4Mk$tDcjGG*L(VvL73-2MDXgpYk8G~J- zdX$-zV6X@2N^uYZ22jNjybg!niKfG09gGR)IpITDPCOYr*Ws$Xy-S$twF_ zTry#^By#eIYIUU5waF&x^H)tj9Z3ENjg(#$fvt98tG~c0rYDIx$&-(mL}S|94(>2v z6eHAKs0^>R%EM+|TX;6_JFA)a#K5C{c=S*F#1@k{>M>OjO<6Afb?O^#M5O7Wa3a|% zQs}J_Kjr<=kgnzSJ!7ic7zJ2C%u&>`rLB2&=>4eh`0}?(<~Y7?TxUanT{oC{`*+l6 zD)u{@uI|p)uZ6i=aQ1v&gaRqE4j5)PJSD&Oox?J;>SX!2ho$7FZ79GRI^9iS@DX)? z>d-MSar!QV$fxU(L>blRRC`arkY}1ug^eo8CTiroD@`;SEn9_FbI77QdCkn78;~Vk zH;YV2SfDj0B3)O-d7|+^65k}O`b|XmJXd!J?ZCvd znV%cDzxNLvV9Xx)?iW6n&RABUen9V0ZqAI_s1=DOPepwn&zbVK;Zt()Lx*lDR3#sn zj!{N4!mb`HF3tQZAs!;Hf4X#=%s$e|4z<^-J@i};W8BgyPjY5J-mJeZRDVMxyz;G` zxIcU@)sns@1S-pq$(xouS0$r3ebd&&2ZfEm#n=z22JPcKf?!J3w#T%KFg~ zkgxnmc;_e{?o8g)^PqBASnVbztTW$d=sB&o$Z~cj=s_!mmW$+Yr?YqEdRT2Yy6bWJ z+Pj5>#E;(w;3imM`9T1w$FF0)-_>)g&JxnOP|kSF{K8>ws*!SU--tr1Y3Bc096-G+ zJ?IParr*(P(xpegxLfFTz%U%z#v`Y7vhi>S^z2U}tTuma4VJFOuh*eTJ;;OE4cr5) z>MR0>@A1gCYEREU$dIFI$KdC~ylXx4burt=s0Aa zxY`=sU<{O4L-}odOg$p}Snz3s0MojC(H4m#YX1K3YyMcg7toE1yRwj7P^%4Bhkw;D z)oPdwJPJLKh1VtwGL;3t`}-mw>arV|?7pvZMHX{ikA`5uH@ei+rwhJi^pYy)*7%GA z$1+lv_}DMzHix zUm!^w-R;QoeeEPUCe>UB@G~4LK~?93yf&j8FPR4;81s-Ln5K|ZKApACM0%&UED^FU z$Aje8s%H{C^kcF}>%|{XE@iqlu|BJ2G^mZrVVxTuU{U=yF%grlP1cP%>Q}g1lY6il zp-088F=lYD$ig$9%5&`qCYU0cI-TraN50#`cePzkyGGh?qN4qaQJhMcOCI)fx~rre zxSx6C>W;u6&ybpvSmQkC$DyRVj=qHv!gw6%8ttU4#r~zm6A7YRjU&|NNGtJ78t(U4 z9ic{T6row)>@X9x@hKtfn9lh8ks+Cw_vAn#Y&KldkM0h;A|SF2&2&y=TfMffV|5D7 ztmdL_A@{q*zEzH4FyzN~cO6&mXKGmdvUI_R+O6TF#7vTNjO_24?n{X&cuIr%2GEA> zXJbxyypON)m}39H!`;qi_dwp&iP&}QCyFFyEEWOZ8Wo7=2cheyTScq}lfGRZ$}s76 z#H}wL9!Ec55B}1cUsQ~KC_G{dyTJFz?hOX`($W8bnU&0-@*u~5U9L(OROERZxHqbv z|3enAfu|MomT@^?MYuO|CYDo&hK+H=kPs_^LpL*9!yZhD+Q`@}fwhq}$OY{$8}=i>>FTrmaeIt}PFvpX{zQaQj!p*B=u`tX!84BUcY|!ERs@G`}5A zVB#}0hv-0Dj)svXnRE0`l>UNe+s=pq-HC3JB@`a3&W42nmMr-{7k^;$^6!cBwR=R= zY1doFBr@&0F$dv$(4UTRWMRs(d9G!tc&4(WI&x?d|6L1uqK1HuCh&A^yPhJ9m1P%o z%2J;Uz`#BNNK6QAvFg%OEpzSxY`zaq82x} z5}KA2mkc2$LTfZQDAhT!Y}_YYNFAY!YvtKu-AVm=?KV@z>4MGE*zVOi%w*+KCH=y^ z+K6Kky)c>f41|YvYmVdCczVUU+(J3>iHlEWNQvgf=;-BNjilh!>A;dB35k1K!6gQs ze&*0W<9uza<4LD`yQ2%+dWE`C!ky%3*7U@MDzeW0G)xZ%!FhfL%F>xK4ppSm$Lw}_ zUfI`Z+p-ObqVaxDag{{d_a*@Y%XPJ_p_IY;YK#XX=0zmsDMyFg9|W?(ivR{!d1`TR zX+;r3wdPVE)PGfQ$i#l2u`l^xu%f#mm;mF6QawyQDooZ2N*1`IFa#2#=0@#C>+>9? zfBZaNgYt_LhGIYNe?!58|JV)GnZzXM;Zpr6?Q^u6iTv^HKvXO@PQHtjEkw~x7=GVd z-901%Wb58@#)!4++b|qdeLXyTXB0A;1Rf-dW}BB z;=c~K>H`_0mIX$M@jVn06|6Mx;@Dwd21JgNKq>NZP7w)0;4YY)hjR@;oCL4f%Je0oR@MoK@b6cJN7K6GqUh zBb9MmQyVQ7tyb@%5};{uq^6JrP4L;3UQ)BQ;~TA2+C+)|H~#w5iBKezaX$kmj=`u-^o^DP)Oa;oI(}_jp+KA8M+ALCLrJ*4pU4oRiU;An6Rph z%S&vt=*M`%6(*qGO-$$qrp2%sUd3`kxI^Ss4@uK0ZFtaLghh(Rjgf)ciLE(*Qi-MZo?+jAj>sF-#noCY#>eXSrq2rlEgsmV74KA_< zn61?tcHI+&=_>I=<1TuYbgFo2&R~HH4GSTXi2hI{wnM2!P>3YY6U=Bw9R$88HJ4kv zvJH6Wpnd-4GpzIyGC}Fi6)4W=WwbZ&=CuZtlxIxVJOs2#oquYGxT+^v4mxa zL+Y%FwFn(Qf}f4_4y};}nODt{E1@)GIXNfCqs$>Z0f~L{PX5|nI9Q9)TeB-M!<+Zz zs^JS^X(%(J(?@6hCZZWt<)^glo~TDigAtIS1{DeN#G{+-lEWmfFnMUmlLvL^wd2e? zQUS|j_u=1C7(RdA{^Fzc(QYU9f_yIqgJ^zDN!V;*pbI7JAVG}h1pPH%dv%Z%L^NI}^+*sBNHhP*t*$X0xAD?nmmtmT@UT*BW`b@4(`U(h^mK?$d zkMUH%vs;g$WvA=k=%D!o6_@1*4tH&?+aZ(BM&&eB@F~Tf(7M$fz8&hnd7G=55UDzV z7YaFYUsR#0h~bdn2O0P_5_6%xQ%I(_W?Qyb9EHK_z}Wya{4kA=}w0B zGWq0VR_gz{z?xtH3yHwN2X42vE*rh8u)jyj2BfKBv3Q+%551lTs9rkMxK9n@L5re^ z{r0u3>7WAxSjcZDN++G2w#Tfp19{47w_u}xEL|Mz*6i}pu{!ITj$ zge-U)I50{VHCBTc0Sww=aOm>;pd29#=|VUiXf{#VW4J6d_#`y=_+B_Twt+6@mL}?sh%4 zCi`u>-gk_>ADk&xzyslp~R?TaaVm3zMp3HYPlB%>n* zd9om*XIb89F^|sDMoPhn-e3z{LblX=__gORIQ}XS#RGKAHG zk)77r$-BhRlXXbz7&oW8lj-za7;ZT}a8HYhm$W-k=3jEZHwJFHn z`L(jR#_6oMvLH9YgHkOlh%Z;7<+!1sE0RYJ%E`1ed@C+g9wa)grqYZ+%e;DmxxUjl z=-^i`A|J3|0=wS=OxKtrcUXKz58@q{gTtH;uZHFpbum=GghqDbIf%Dx0N&q8PV0g5 z#ky52^#-<@{WUM(z*Kwi#y8*{aYg@K(#)||E*;dkk8mz!tfQ4;iEuWQ=IDaVow2CU z=E7=1Z04Q;OD){8WzmmFR@w@i637JN=yF@Pvov5r`&%!1 z5Uq3H$BE4Z^A-hNrWp=g(w*yB>MgKIo01J>9N`{+K!*pjhesjrdn5GWW=CI2o~tdE zxInBm>LI9SiG1%TF*{uG0+QvzRt-G@lBI-l6U9-k@(!@RW&Rd+Vmhy*hI%80z5lDJ zxBY6#H}QuMOMZO#IPV0HFix2!l4{(EaNvmB57pg;-o>POG9U#3K>g3~Gb%y^_EH$d z(_FY9GWRQbH6I;|PozetxZ`WhJF7dMRf8f*Iv&Hq*PhX4md5O(1$$SY3o8b?OyZ$F z=p255!O%oy$V)UkEet5yzKLL7T+AY|{7C847l5G$)9fjB-4<%xlHt)qWM9T)tQlQM z32Pd(m+=PIIJv~|ypZ{^jtlXWJx)x3r^_$T+>*a2c#2VPHdIvH)`s(ktx;=?dP@GB zI7gri@yc}$_c0qBu=}!)mX&dHjp2OuOyvNk5ciguXymVBrA*E29c3&di+H{$HOotz zS*#!~v)$zPuZ3p+4Ef2xNM2&m`)o+~tdGdHT9g`E+x36K(H)hGsq4sx8K{5~z6k#o zd7dP8jP8ekqD=NJv8%&Fj}S!7SV1qJ!T3~x#fPN{vlXwmHdV3pROpwy7i{x_(awbQ z#LI!;1P9hCBcXv!gz$xlp=P|JAqeR`iqqaZt)dpq^qYS%5<@L~cQX7$KpF!>a82S7 zc50U4?^OK!ztXiP^;X&}sSqbo=J>SrkGlCaaNu)0#`uPm6#eEQ$fLb1RaKU*Y(bSA zm-o~CmY(|_QV^0567J#i-`0DL0mXOmqTY+P(@V#!fKOY3wXDKdXEzeGme5REAcvrgdQZ#ZseuRX%vKV^3kkwcb7*@ z8jx*>&u#{XoY!>6*}ANT{m?e)qrD3(myEh}G3lmr<$E=3BDQq((oNZ#;m_8av?6m(0pCF`VFvN_&sAHmpBdjG9DL&q>vV<2 z(H^e?xzCCMGnnvDK)S5-CU8J2+=*I}j~y@8kK5*>mEvWPMlZ(_@7+ z!lmUk0#jry6di=d%8HU;6*;oH&MPtg9#PVVC}|3g&u*^mu&#cUejh6*X26*xkp3Ev z|McTe2zoHIIvC_V1`0}ez)X)?hA1_eKz;z50@4pEngZ7iJyx)KBcdQy2@>ovNMNuf z!NJ2u{(=01f`yq3k7|V*2Z;vzBU;djlNJkJ5Qqti2&O`5$euFgb&x|}kjQ_q9kA%A zh(i(3{m~*VM!W=wFkq=jm?GpK`5NuZNqq~Pm6QterFf>JxsOMD7CRzX77!t{Nw5*H z;gHf|=)riPs9kBnLLOh94ckRW23Jm;I7nr16cY7{LTM~mY+4Kyn6LeirO%)c@IPqY z%F@)llTde2>RuwyoaIA|afI6`6ZSICoz$+GGTWRT!<+27)De`Iu9 z?!(pW$cdaV69E8`GZW%s0{(3IGx9fj= z>~=3Qh26DsxlQCcerlCRZ~koaxXd*_UVBcy(OaAzN88_K&iJ-Gwv}@Awo#9NMux<1 zH`)L8z#=!$G4}j@RsX2XHmCikerDzN&kOIR9}yQ`XNEs>W_%6n4z4nOuy|BaaM&)l zHg`Pu8)j7Q71z`;cr2e%hXs@u{QIYM8BbBPx>~#G`I`B;nUHfFkh>9iWgdmSiDlUJ zGBKw7kA9Dzrg%5KXmE1xLt>$oMf_>a(Lc||5<}!#IY|U6ZO5qQW4 z^2(>qTJ_UZt>>^#Wn!S5rj%T@e@~OWpE^@GYkp2u_u;p--xEK!-^y%99{)YPG}o*b zB-k95MW2nH_-!^jjJ*3z>$i44Jx%@Y)P?)&IU#U0RHOH#aKzob&2-5zWY@hk76?`p zg0N=<21gXN1HnF4<1J9}MrE0;q*RhkA|a2!JuWcbdR7uObsKmx`%t=39G&Kue798Z zY73`lrCfx|3x^j1^*>gBkLaN;G1tM*Y4kLt$Y5}(YojL6#UVHAGrB&XoL{M9^e2wr z&V6qp3As(;XxPByBRP86En4(7@Z4qkSoUpMwJ(2VTk86Jf7GSM$)+w{JKTO*U0$6y zK)W+EQ>x|pcHh6GAzsC)K+E)*twPvL#KszgDxDs@LkSs;x+hN`dubu#{Zx8fEaRGH zhH|^s&&u1czU7)uHQyvC+kU_$lrE=}>dN1ygd8P}H^5pHf)iBo7l<~FU!8su2cn8L z=F=_5S+2&-_LjX$O#oSSFvk@3CU!f!0nHhep` zyE#MmB|DM-ZppxUYtew>u%UG^-*LC~$G?Wf{JVDg?$^8@G_C8qKO~?8I?1 z^)%jsi!`!qa9NQZ|V8-VXZ~0E(fiJ{OhviSA*?e zvWy!Fi8bFYw-u|_?;Y?0?((mLWhCZ-L?-|cICqSH5e z&a*4u6RI;E&s$b5dvu=?e#VRqRfiuvue|)wbSOBi_|V_3Ods*y)b`nGS*kf0|M=W; zu-|Cca>BjiC@jH`_U)&OxZ_Lw!`&TAsa*I!PQoefgVy0Yr`o5RD zgP*>B=0|hfS7IIke!sX5Og6%9iBj~NGRApUg(tfgJ8-@&YH^+MB5%4~u=jjV$v|Jn zS{!%AoZEKe7Vlv`_{uHx{&dE^rR%8AEZ<{x-o6}`{KUXKn!Go%s zeAR%$aVPHf_GY8sEQQVCjlfaY>uMmKgIH%=P4-r``9|HlVQkLK9ZwT~fFtoY<=}A) zbwTD0NOXcg^yQUV-f1Z}PEI?c%qSRS5@ql=`!4rr(S39>_M1f7WccW(N%J?ME?FdW znm_dI6b_!*iv`dMYQxJzwewGiNm5XH{gRW92#FU>e!f?-N6qpMwHi;{z$e#K?)y6+{+$ABUlfY-lU}l)`(D*CvD2})r?=0|d z9o{bA^!_o5cV*;^{*0^%AHDqiai$Z&$ycCTcd_&hVp2dE6bu8;&j|syWAyfOyp@|U zWfWj(kO$WJ{6GKT$p5bgqZY7oDr9swI2>A>&>cODT!n}e_(h!)cB4%qY(&CAu_mDh za~Y}fO=4?s~(; zH2b~le5-V}jYc1wYI+sg_06!BoqagI0KNiXMM| z6IIU(9=nd)_ts{fsX8us+Reumx6O%d`!8omm^S|&r@P&2#&tD@9G2&LeszAv`~NgN zKdbsT+HD>&zXX1w#GsZtSjHa%XB%mF2^{~4@~>l|xu;gpvVwTq zzlVv1pWtIVVdb*m`&8}Zbe+AnpMBTGiT-rYrRCyScuZ_{dv)$AcvyagDXnVE9}t`= znuM&FrGz9AzZ$j(2&9FDAv5oUGY^Xi1~D4e$BG6MCKi0H3{b#|B0-YDg@EAtMbHL7 zaAGF3rS;sdW+BrwjkqB$6!qxBXsYL@EJ?35V+u3VEziO?t5~&PgdUU6Ouhc;7VMd? zuQ3jo&oknjcJr{NH#8g+iW~Wkw~A*?MSO$7HsjIwG1UrzPDI{p?WYwMB8YY>6Pfh=Rv4AE> zC$4R#T!XhQ`qW(*yMtP*%bYev5d)HM91Ytf773S3iiHqfm}7RyW#fvAy08veqrMoUFrG!6X;K3M_b0}S-A_thLAHF}h-n-qnwywJRSh}~jof4^eIjmt+r5|bRgK`gU zsFntyDqUV)e!nWFss8>QbM;>1@0J40LL+rJlOEGV|5w<)BsJ50oEQ>^8<7b5h!o7m zpFzp*N{8A+sYZD%5=q2AfWfPh&X;Eq5A|3OcDN;M4f`u9g)!dt?1Mx23$x(>3rTeZ zf^G6{zj>(L6@tJvUv|kd2gQHvL_0rI)0t*>`ww#EbJ^0an8sVYEj?mu8~Ze*ES+UA zQf!&IzSF_+LngaCr^O!+_GvTT81kX*!t;$~OpXA{XTR#{wP6u)9~l2U#f&PQA&G!L zN3NDt$qfHo9&e#a?D~XK=|<-Tf0vRV9CTFsUwOKJ+UO{v;KAw3X)k!<+8Ol7N!T<1 z>w3cJYyYLXFPu6gc?W`LS}&q&CUc4R(pGnbo{tj9r$Ap=Ad`DhomqPNnj` z_DN?}jEi^F4WxX?HyL6W4EX*sx&!}pRt&M$>Tjj}j7VwN7~=M6tpBQ1`}R4Xspq5P z@t+w+D>+jq8`_%K>6v&3l1et`O&6Xe{;eZ>%v6A-uaEI`*YVop1Q7@aZ2G2@k5q1g z;n0unLu*qWpULov5H>i6dJ@GE&+QD9B5zl5^vEL%*4(pKQ*{fk4@x+iWwxJy~i5BhMi35T~KMVJn;59-$5*GhNCb?q#j%t%7WozJs-UwK+!E7HSY}t z6?zU}DF?_wnHMMUsb>sIgrU?&dt{&~*DwrcgExII zd^HZe*d&X@zcI#<(TXTWrCwhM15!~IG^^oV{?sFV`@qN_-$Z7=fe1P zKJr2O?&)u4%#{5E`lVMy86QnSphme)jaY){@j=~|R!5N?WZ!P$Y42+wZVa(Os)hN- z90AyRD*;zRwI?(K;uXdtDNrA`S zQpc&sHX4MM{t=vKP#xsj0{eiRDFU&%yDne!*-v9?GTabhGrBq%4FbliF@aMh9yz1h z0{vL4o!*z82_XXB@qcZTUXN&GMft7ZWls;Kigs;OI&)YWBa;`@j_P+{*5;$Q-r!7hXvcUqYd1U4q zV^7nH5K}#TT@~bJ=nNaRtmzL|UHHI*QWtjrLC4IH1#lgVT65b-{6#-F^b>R8uPN16 zzxYEi=h-O3n^!LijVM;53tp@n<`{1`J(;3Sz-AbBsQM?dESZP-Atgylu}IIXC)PF1Q?W{F*SSxtJj=7Bxa~W*=ln|&+q8gT8LxORjGAXgh6U2nGH4x|&V6v3a zrA@z3yEnWGEIj7m!~Ye6_ZBqv0iA@9V}TmM>ye;c;<{4|i`hg+_pPDLsT8oh>HYVx z#e=JbqOr}pg_H!DiilAh@SD6{m``(YrY5J!d&cpei8y$^&{Cjzc>V3Ro(+jn1NYdu zQaAt`3)Ehm{9X#KEjH>acg>nl*mCuKN?YkEIYba1VK*sCAfw!Mdw%(5Ubu-KObtB3 zDUEUSk6V|uqO3Xs&dwmwz^Iv0#@UUL8i{O5q)j#t157907hZp|DhOR@JN`SNcW*OB z)RIETjyai$F|>sXW1sePsJ46vy(X#A9X)x~o$UPSY|bx)**3A%IythNZbjM2FTHd_ zktxo5o4-OZYJJq%qEhiEvIJ={DO5!1Ok?T^5a(mYOXk!DCGE0S=HW0&373{_x;s!3 z*zvCG-8ldBl!|bJ^ZN%i211$*%Gs&Pg4Tv=WE5R6sUqt2g-#fEDFO@2zJG_o(0vRp z)@!rlVM5~@)fjDRwLD24{9HS5N`}}{-h{u)k(IH(6lizE7t4bmY*$DNC@x_RVrIz4 z*ij!K;zD2*+gk-~1Qnxxf#)ARtb0h0yNKmp>F59bXyGDKD- z&KExYEB>Yv9`<1Q>mb)_9zy4_9M_ye!^RA8`kPxjerR;ZeJ=3LWV&r}^d{QGMk}cXv z1zmC@&tu&sC))6!qYxdh7yfqOkWSvaZi7h|Wcz?9Ha^^`AI&IktcHaU3k7Sk>Z4XP z;Cyygzpqd0UNn9?_MLb7kxylzq}bMb8wSlg=1HT4o5c`zci@s#_KkfaDKvmyY!Gpk zN55faSDl(D%vY@@dW_D!Y1lmEk@Yh@>?ICU@U~zAJrOPCE4IV02^X2`o@bY}b#!GO zu>%#HoCEA2EOzP*nKs(}5IBxMt69`@6zFUPnO|MJ3al-{#_1}&u&ywlhe`3!WDD<5 z^oHAfEDa@>wj(0Uw5>SfRlQ;H3j`Z&xZ^3#W_WL1UfLWn31*YmqrvvOXJuEZF`S95 zCBdorN_UW-j`qx2(_G~VjCSD$f59t9K~U#%F@lHPcUpVsR4kx_=^l=U^#7yVfrsO| z;l_liU+HpcN63QeVAzp=WgfAjHP8{_Q+dFvOYKv8;qs+@4`3?^a;ET+BH@)iTIN@?T1PucV2cM9b z6ws$*U}9n8;N<4v<>MFN=jY>PW~8S98juhXAR_^;L4W~~A^}lQ(=sr#a&YnR3krP^ z5fhh?0C*?Aew7dx6BQ8_a%s@*;PD+H2i-m!P0`v$8BnB26kAN5iATYCW z@d|tq`zkG~proRv@l6Y$iq!?GKxk`y(^OYgR+N*G6c-WVw7}&UgA5?Tq0EDoZq^zQ!QR%| z!pzt}_nVrsytD*84F%u~Hs*i60OJA}o6s;o%u&!VvHvrOhJlrnPe@EsPDx!$&&bTm z*1_4;!^_*(&p*J|$IH{r#nH~%!o)yFQ$;~q;tM}F8xtKBU=iRP5&(gNPYl?@%+4by zDk-O|p<`fbY3u0f;o}z=92OoK6%9~{#zaR)Mudd~1^9ZoIon&C8|i*iRge}J=Hp~x zpe82)d_zZtK*z!*AR(t_VBzHdA|a!su48Cs?cn0!8xRs66&s(Bl#-g34oF&RN^;`& zxai2xAU`iRCtC|+JxvvPNl^iAHbzSyJTvXa8Q?2MFzn22CM4<{Ql z11(i~NfCZd7J4ceaBy%~ctk={N;+l^zAuvUs@jGYb}rrlVKE7*nYo3fKYrHKH8lNd zZfX5bTAF_~*4I{5lojV^rzOQj1pB%>SefXmD@ut9aACm!NXTfIoctnEit4&1)=nP& zq0tGcS@|VDs%jg5wYGJ1b@%l4{U^OW-JR{fTbk;tE6WOV(vxDt1HD~r&Gf%1%ZLeb zvm(O6{fC4@ARsEOq^WOa=jsy_8K0U}P+D2j(EPizyRUz6Xk>J3bYysF;7?Ciduvl& zRe4cPdSY~_pSy#lp_YoQI3X?;8ZsOL5-J7`0SN^iGpB%Fd{xRr>LT)v9+^zV0dhDW^Q3|d1ZBNb!B;J zaej7cVs!9NciXSJpQU*jiBZAc&Ne1Gsf7lW~au6{&f9rs`*ivl^hf5 z>mtC#OiMw6j}4+`Wakrc_709o$}0R(`>VZYU}SP;VR?09Yv=FY{=wnl;nC62;o-sl z-tOP+&GnVVIRL7!v!%YWI43nO%-0n#P(?6 z@5ZXqyfkBNWoZ#Ub_OaCAr2;xY%Dxta#|K{p|1)W29{3$!RC}yHU91y7@MA7Uf=q= zcW`uac7Abrd3AODpIlvCUYwtu9v|-SZf~qC%#089w*RUr%S($7^L4Q{`lclHg@=`% z5=cKLE+L4Ti9H!(JL50F0E>6?;V<$U0mJV**iQwJ-@iRzPY` zx7L^ECP)5sHrJHrrNxE%I9nNLC`bqafh8xxgMkJzPf5?lD?0PXPI?e*2p=E}nKXn$vOZCPGwY>1bmg`S!$5LZSj5Ri8w zU=(o+Nh)d?+qeZpCS{jYHFf+MnVMhO{JVd2dVYERAJXH~)AQ5QhOh-YChXsa$j!i&H#lXQYCZ}#-4qhQ~=>-)HZF`5O=T|oX%YaKRiAE zhx86$-QV3@o*e^7i_@chZ4DI#X|chc_NLlOl0ZUe$Ou*SESvxbvr4L)y9X!cFR$L{d&!-S57UnWc@tho=`nINn}go*w_hINIA>nH}qIZ>Y#mjSh6PHdL1bqVQj; zF!6{f=-K(jQ~p$3HVQ}(R0IV<1#A$M+&KY~bC8@QHcb0wRKdAQBWwDhPsrqC^Qw zG6E`!2?Kgp!_0j1otZP|yZ?Xgb9sF1-Mwq=TD59b)q39w`_JuJ!5{eDk4vbAbn|t&A!{_C%%Zx(LznGpFx__sowyYo{ z>4?9Zy{V2eUTzO4&djwDDqxocXs%;w?-p<*IrCh3-3>wNmPwKcILw6>uufrqm0bPhwg!aFXo+$kMN<| z?AKJlNbeRF*t&TG=LV=KAu%a5S;NrU#han}m4|tLuR7Ob5@too-jqSal;LC+~AAUg{etiFC4yxio=Z(7Z zg7m~gzOJ@H0%``96nfa5`@@gHVEx^#^%aF#$&pYD6Ky3dGx(+?imVPr_K8SH&o8UH z0jf_vn|u5I=i#u?-TqNf6)NKMN3j3w zV}@m`OLEd;!2FCdLM?(#1%$wJ{f{JPov*BK?H(ALezC9!dV3 zR5jf09h~_18Tyvx$UQBe4V2p<<~e%{T{a>QkVqQD2L8rz{VXJ5U3|MAx%)XC_> zyHKSC8DJ)=jgdNe8>D1ZhM7b0mB+KM-mLWBy>;!`Qg*|;fukoU4292Q=eCw3d~vp^;uekx9^@S6+oX(DOov4r9aO*RLHn^q>p%4lS;{ z`snc#3_%OfslSGiXXeS+jcZjG!yWR9@AZ$2g8*ZAdi#8KYU0sgU)99|Co3Z@tJKWA z;)>eFTX$Z(8XJCiud}WB>g9_CXrhXav9+^@e?&|wjGmWjuHR_Cd#`_JbYk-L)Z?*{ zfxhmJTa9&RJ=T7x(*z9*sj_F#GaB@1+ZQF#I15^b&)}hT;hk zMDocq=SnJTuD7&7%7=r)qvJDO5X;n6l>!Bn8ha?vYqz?d>1xz+G%+nJuc)l5uA!x^ z<8E&sL_s4HG}`-rm-{?2{?6M?!qu zo%eAgAr#ZuZ)s0G=ofkf0@$qFa~H}guGC&@Xll8^2t04!zFb~%KJRq;v4p7bKswD4 z!cC2h5U*+*n%g?Nc?X6cjfc25C;xnLS;gh*+B!zq+t5&1ei7o`>{G`QA>Q@%bg{SG zuM6=miUCr@CFQZ!4pfNZBOv}xOV7^9FDxo4Er<9U-iQDJ`1yjf5PGLV=pE|sMRT&{ zfcPH*ccPNIu93N|lj}i<|081(Q_>jme_sB%!t+J&cPuF`3Zj0x8wH|%eNAQZ763tb z1r;rQW6QwMLq}s0l2g-8re|aU-bg=n;#f*zT-1?pYcoR~H6M zii|vRI3heWIKbE2%t%jDRgr)Z;A4YmZ3{oZRWSz4BPbkjaHhHetn>2)ROfD?s>HyA z+t?7h0g7S>3j5TwbPWMW+SoZbQCt`}(%s$JQD0jFz#|SND=8r=vQv^gz;=L~y8)HU zqp<{%f|9a|8h~vrICm7lw&p%XG64>#k^_V;whLD13IpQbizmQqN)#0Vx)bp@3<~hO zq#*Y?PA*^(cqM@ikOwvZUWx!GuVOHJd02sh*bZC)@CxE^wyKN_{I`{pn`eh8a1g@$ z>wyj7-v%VbjvYJUr48_&0b%&qvVo5eeg)!#e;qF@-P_2#Vf}h`W*QcSrnnKXax^rG zCWmuFQ{_lRG)0a=b|t#v(HI;WPb5-^Bm$a@k;Ax=uyQz*o0}ZTjfj_XrQvA=8rT6x zrr_{6JO&Tdh9jWyWGn%JlE>jtzzyIDBoYcsBoRqiED#!aED24(z+Ef~OU97VL^2sg zAmQ+g^k@>1jKbr{aEFA0ebYD+5rrY)!6;-rNWu#;fukUjF$fq(2xtNdgN2t$l1OAc ziA=;{Bs@Y64Fm}po=AYlkr;`v z;1^^(7DJT7ph)tNB^gb|60vABJd;c&Vu?fo29F`jlkj*97L6j|h-f!69Q;VeqexgH zfl(|*iNJrLL>PuLcp?E0^-RQK&_oo8QFRzBihu(41=12o1bC99k*BLGoo29!3xf#V z6o`hL36Lofg+`&!T6DUnUmz4541~hSqfqcDG8&5}p-en!T0X95_%IKm1O%Z$R>Dcb z38@wkKvB~}s09c4B0M8#2uU?pUl*E_njYE7*d>q_5JGcxGN6S!g&PMD4Gro3t{!?| z6udl^fI`EILkUDOFm!ATB94QDnTeePI5mbNadY!-0g8-y>lWtqoWPE47ZeoWVPo3{ z4!9FM5FrFCmH_`IHh^Nl8Ucp|oRkPcbhr3!F(9mjb_fcv@B$6SV5&rSOYD`DmXVW} zla-O$yGL9M0R$C;0^`}t1!R#BG#Uv>X<4WMsBr=gi$==HNI^0N@5M;P&0v&viAew{ zg~Z^1l~PhxW$;%(V5zF?Q&J$}u_$1o_UuN8urdn(*M-Ir751s9YijH28yN1_*VEC` zP*aBHhebi_6KAyZZ5;4CDOupS6!xiVXzLm7w=_33HqzJCQdd?a;nDJt4#6%e0UZ*K zsHmc$t#4#vZe_dLbvQfPAF#GGGd9rGRNF^pq}{U)xFIB#sHCc?YiMF&ZRbdFb@%l0 z_VI(x$cKK=gGP0>x3x0cudl7HOvZ~ab26wPISfHjRa4K%%<6!ni<>9iHy}7PJmT5K=C8n&QYh-3^Poa5w`v->|ij0blPe@8m zN{o+-K6*GJB+%E(o$6?7X=0$wV4r{?;M%kqx=Ep3;%YjE3_&+9KcIS|;u2Gi0ZDY~ z#PQUm_?XB;Apt&~u1>ZV#(J76>k$k-$I_1CM)wan6cv|r>_mFjncTbr7#3h$09vRZ z|7=cn=BeW;2{A{)gFq6<93$xTfnD0W8<;8vhsMGrDj|);JJG!SLk~wMq@Kt)eYW8I z1qK;ZcConVTwYGrspCK^fxL%{y%mgs`(VQZy9|l|gOahOy^E)B@S*6$W2drn3yLn5 zS60DDSaap_rPAWUyfYamlH(%70_bi|wq}M}DrBtuCf0S_yn8hCO;*S0@Ti1i>8JC~ zmy}c*uhv#olwK&v$vlw^gEb7Hb{0kq1`2ozAU*_z5E3#d;yz6SGh5(M zARI_JnVon3V#SrZ>rFRWZ+CQdb>3-jyV=}ut>$uh@wuFgZ8%cbYf z0wEL`>g(R%u`*l=EXc-A8ihz*l9$DayAg*-D&M&E~YrNIb z-8V2Y_IL`olNUh9%r5{F^Ah-y=_ljxoO@ljSDBvN^pt2&$PwboeFUTwkOmB5!^DE$zT(Ft`y0i}U8qYv663PCtRz6=<8r+KLNj)03k@ye1s_dL&nvln?M6p$|H#D0Wrh@kZFw>_1VW89<%Oq@$AfuqN^j-jGQ zz~O|Gj1a%2qX#6WpS@ymE0E*z^5W~c7qgQf*wxxlU0RR{EDhbo#?I9@JofnM!b`Qy zw|gGWGg1uR@4Q)GRdN>0DN6XcU^Jk9hC<8DB z@FjXOxA=1Xtxg6U`S|(E%JSz=A0GAh+_nT#fkRvdqo{GIuBGGNz!;5!!HGMJ8~cL2tw#!`TsaI|0`Y$-7zfh_=@IRH1S8(2CI zPfS0b2Y3(Iera*x`glwzodJu7#8h!y@ofx{;(Og@apPq2Y&-DP1Adn|3z-$u+G*8SZD64C^bN>whyNdJKDMteV z)9NY{Hu3Q9&^34P3}WybfKu;19GwK*+js@&jF?a_XG=hxOu&Ia`RJjsX}LgTwD%5< z{~YdP@D}-}0BZt*)KE~+FtVZg*0yx^jR5$6{q8LQ*U>`Y4EzNdpcX)IW?=>3=7*zG z&pv^9fQ=|RovI6b2ZKz&E2o|=y4=v#Gcf)W(0?xAXfMFgss#Bxh#jn}&|fYsr{qf0 z_mxS6(wY{~ruyUdW2Y|+eg%qvrruN=-Xa#jcD`(*7y84EJ zd71zDB{BUa6kbH!g&rCM#NChYdS>?SRo7d)9x$A34k)ZII3>;f42mu)H4C`LrrW?0 zOQGESBI44{6jeZz>+OH^{_6^plV{+Oq*G^$q21o;9eDJ3=J_Y!n6?5SHnF98heoAj z0=IY_*g?2A{cKJKqoA&D4zyu-EO3~m)z@#`x%Yy>iN61^$RIg^)Wa)j8Cf}b1RRP_ zJ6%{-4YIuthsP&@d3~{)L4WHQGw9kQ2`A1l?%wF=elR%t_-#MOPJ{%o?u>4jN)L`q zgxjT8807eUMh800=>J~6fWDJ~=6f!j6%-PKp~uymk@EC8=xPCq_q?7M1>~!wX=q{3 zxRa2UonKr5VE%R&3));bb@Ec0wpdspxHqv64aEilTItd~K< z4I_}J2OWw{IR)UoVsv5z#<9NMyD*NyWI>te9_Z+mwG1s7BVRb6>#VcqODk&_V`m3r z8szRBSe#LC28d*smVlWAMq2X&6c4}9NSHo3onKU1Q4I*Z3r6N!EsfV|GhqzdBMbRz z8kpKR0hoptE;WPTv1kh zKL1SSi4=%S7?Y7(81r^}0Q3T;2cYZ>5m6|lPd$-YdAX=CKPNl=crrg@YEK%8BLgmm zSulz_Js>nAKQHHW=BYFYkRro_d>H|fIRqHuQaTX5Ik>pf{en-NO3%*9VocMeCMU!k zJrsIibxw|fuQm1dn=@j(gFewIM)T1TmwxA0T6xdkhJp zIM`U280e5}eBG$d4lvuq4YQ?;DN-AVR1I~t7?CQ*)Euy^t&sslxhjGikQkWE)zf9f z#!CAblff#C$zVJdW_6|Z>=wo06=6yk!38n9HLiWPoKvA|O+^#$%``crcL!h>XAh zgJc8>Esuw{o8ZV~5*9@yV9B=dE6kaLAO?lUNC1c7L8XRRVyPiGDquJao`A==q5wS8 zpjarhs~m-b1)Pj_adScAFht-NaIOG5(KI(XtP7DQ=K^Jtb9HegQlQ9asw)PI2UXC3 zBT14JtQ(C&Ara;97&n08Bq~bIg#_lL;K%^Kp{y7%0iKA3H-Vyv7%Bi!w44i><|>DC z!I1#4V`*|!G!9R7rGPw@f|WyoMKDl0lpE0nhXZ7fMY%v~v;lu$Gy;l(MbmJA zxLrtcC>%C9xGXLsrA_iKMNmtv6Y*5gjAt@vonREa0a#t);Ko^J7Oh=Od`w*GR`OOD zNyBYPiEVx)@%5}R6jcNd%(hcdf;<~pZ_k`WJ(w*NV%nT06QmcdR_nRTqa>OwjLDno zpSrw(o9jW(T~Vj#1?3W-f&`&Q#dpN6w-68K8#a9JG}vSuyL|`c z5Kr#)gty1b#P(kp*UhR{ytx%!zHK5-=9?>bh{{Z5P%HItiH%@rFvsNimw95BGb`@C zi9Hlt|L)2Ig-f~oKd6>$*?CL6Cf`!%=~%o>Z}3*N#qf%+Wpi$KzB+zbD6WCS_U~o) zq^F=4yLzTB6dkiFsk|h0aNX&V4EK_bueZy6cuzVwOuW!K;~*DP+mqL|wadoz*qJ@= zgLe{lNXCwaNRnk_Ig6OSmp(pL4d=|jpE5n%C^0h8Zwq;tX|^_?d0$Q4!l8)tA8OaJj5^X ztjMgeJ9h|}70?qiZ)k_!M^)de7I;!GcqrCPZ#t8|=dnEvou<+r6+K1Z%UnL~$b9SZ z&m*GWN}L3*@%6=*-aVEdw%=;m^0jP+c@S3ZM9;DA6zke0XSB4MlI5#ALwk<*Bq^nC z5VwtXx3NE3er#T%E~R<%g{M4L2wP^y#6**0v)u?9G2L-8b?GkGDVq->XQ(y?&u`n^ zY{t8bXIvW-lgX=nF^;oz&38$ebq~F!ahL1c=aJ!v)TWri`0j}~)ZG-VkPlnGhfvP1 z6lH(zVXvD~TM#zUii{~v)DY{&&KIa;4b-sMg!h$MBe|c-n5S2As$5GtkUq*W*W)6( z?_TN#&90gvO0<7;vFxO7RIJKOUWBlgz+22r_0KSrORbYG-YR?Ys#7NS{^J=3ce>b} z_TD>rEGu~L1ZP|0l0%Haa^{KY;BO*kxOM^E3aSO6fA;RMU-LP76pG15B!JYSoBq(R z$^&1g_@Jt3hy~}PR)05Cg5Ypmet2c><;c~&ZIZYz7c=LycZ5NWSJw;OCQLcPEC~~n|Y+|g|@ab0Z z4i+v0W7;|H?Q(Z3pGn{Ly!fzKEuqI%@^-MfN75|CH^$%O$tH`NsT<;2^lp#joUqLJo-@$+ zE5?m2Rm$s=kf@1P)pn6x;dT_^$4~b+aaFj7w>;I=Xze=xVf5RZEhh#eBZmA7kA@FF zsxezHruhAJ*vXv3!71^d%u3w`6!2@Y}EKPkxTR$srH=l>-@%FNmZE}5DM?TjPC7JDtWkM{V`Bx zYG}{(n9RciQQRH3o`?4Qx_j@y#h7lqXCKB#3w=P!Hyl+yR(7-fvHLnvp~uj&%Dg7uMsSIXD(aRTezk-=3b8KwUvH9q`ARc>tcPtCo|?4Q$A6<8i%dc zMSGUjNq36{wGPIY1ca5ubWPcnoT1uOjhIqz~gJ+|bvKEI&jhIu!n zMevZcrdWRnce;k|AmT&awimr4DckS|vlIl@DRQfnYarx`ke>W}<$j9M*3TpTaF1GT z8)SkA84I#`&t>mdrgYs?pocXK(CvF|Y7XaZR47-pkg~&}(z~ z;n3%G#a?R6y(XStTusMkyMOI6mTzV8w`!X*lfkEZl(HRu6nTcD;b+d_j$hlSn9Iax z)i2x-8!6AqJ*Imn%Ec<&Wx+QxMvfUFdTrpKYqv_2m6gBP-dp=-kMbO;+52veJpg)Q%T?5Ln$x#y1C^fiBT58`;^v>F(S`J5;6E%jHX@zt-vOL%)e=KGvY0 zmC3Yqz%-@czUjw%=`U^B?_+l|Pray~DSLfeyu|sXxO3KoNEU}qqp8#f`zXsDPcE2^ z)-6A;Fxww#S-FEx*>>Y{{!#V_%PsbozKHnUjUTgE7k4NvY?lJ7|I4NQv8+D2+dt>s zubJZDOHAd8nH}@1y0z!qP>|tn!EkEyl`ge157zVAccM2J4`=uXM$}Txn9jLAP10H1 zx>q>G!d)Gay_uQ6E=N@4+BQR;%v(1LV-DDU(C%d@md#oSB;i} zBira-C@)#ZLbCQen3)-F88_yoXzMJ>?ZT$l{GngSf`w!w6Tpta7Ynar^Wpw7-6hgy zeYcF|8mhy>{hEjmtBYcCf~-|#%zC7`GzM?Z%r1x0s-d8$VLPw#WTq$H;aeY`cZToU zNpq3V4W7?FlEgW;YO4qAPAS^&_=zPL)1DY+D#?4Vbjy<O1?Qzcgm za~&qMRCQYAuQW}!k+w>1IkV2Lw9DDuL?xkr;iF&>`<8orv^-p(i$Cf97IU}Ujb7!R zj(W?3VHty^lpqn~y4jRddnmHf_hnKeclgeK#N`!GJ?qb423^k>=>_Vyo$fTcp}cAE zgH0~KwNWmsm#L?t?eZXL>!XrY=_l`RqvOp=y9%);#Duwppp7Byuc&7PEGVb-$HpAQ zajb8bF0s{Zh!*R*!sK<*UrUX5p1+5jn~W(pjg#EA)mSq+f;uFzL$%+gh>zJcr9n!n zcD=u&&v$=X@(Z1TO176#bd$G2Y&dq8PV~m)_9%ts>1{fmc)?@FDu{8a>;JWEGyLVTA_~dCHK_4Qm3+h z-lXi02##tMm3-dn)2UR;m4JTnM!JdFbBtNw;c?WqnF9CH;~A<+Ki0F)>w0E|-A^(t zzUmbn!?i;A}7rASb;ydzH`m}hr3X6B}mqu+C zKyV9nWbbg){&rc>ZWNEA@JSdPU163G{Ul)a^L3BRJfg*e?p`{?Deb?@Ak&*&ZsJ8EDt$3?v;%`Sg*dx1%px}4W6329Jxh7{8M zrsdwxIkc2ZNK(E|@^t0KZQkNyIlE0$f-DU5U9$Y}d)YU+oxM;xlQfsf<@{5?WADio zYkcYa*0gkCjNLUQkC8>r5uY^j1Aiwoyw&3}{V+I`{s^R zvuZv)1$RZe%FOAuAMa!xEvG9*wB{`R-$%dtW{=L~uQ>&zuN|5t5ZciPfCXst?WWd5V9sUDK*KH6K5qG!_t|MwxgW*147nTg>e@j=r#`R zGT!uTSU}0q7^5t*l@IT~p={dowqCDf-peloe5+4qV=TbV>i5$4^hCc(b4v*>wJeksRmJfZN}8 zBwz2Ee)Dqwv*yE@o8o)yyUc7^kL!JX)S-qD)cry4p-as*{FutI&QC8B+bed>m17|R z74DP9lZN$l58ykQc{;IJ$KS8~zPaImIJd?6*l39d@f-UUEgIJ4-Z*3IGRSXI|M{0P zd&1DS;K;^nJX;dZnVp>9$6__MQcj483Jv9vGadMpWUeujZ~HOnLt>#I?A~%1vt5_I zxF@?l0J1b=#JknuFiW z92z3CjTE?k<%&EUJd@lT4xdG)?lwWLjI-lPYhGS2)csw_FEIyk@+C$poaYD396GxJN#Vr7vTY8J`ge4e(h1PISJ zyGFSM6m1vvU$35bGpOgaImZvK`Kh=P&csB+l&4>-CE;bg-+Z{Q?A5sY-jAClrOzns znlO%?EmAab#DKt=rjvQ@>S-Z5e+lOf-Jf`S@!q2rBZKc7HWfa4h;Xakw1um!jKA$# zsi8>d!`jQ$*Hm|XM40v*JdoXY!b~mIW|MmAJCZk(_L!6MOVd)WLxf1tqz8vQo{6=X zvY=fr{M^u76Nz3P6`Pg1@3`RHuJG!iPg}^t-7F1a?ble-q^p^wg>%htvMpDJ*{&0Y$#zwvo(ljqij$U&|V5=BU zSd2kOc~L8Qi?piJ`douw+Nz5|M+Q`p-VP!j!HF>yTOT|Nuz!1^YhCdu6CaEF7Z$VH zs^jV|X1DCwi*6f>vMH>r#`+$;4>&ZVL!Ct&Oq`>5&R*x*B6+;#n-F=QtqJ9t(*~USbT!s_Ks5DU zE{|*E4w-k0ePVM?xb4-3>>CfuvWh0x<&t*D^XywMkPs19S`grp>~%fLnse0e;DEa3 zuN+beVna6-7nS&K<3SCV&F-wM_N^kLf)|7BS=-fzkdj=oo`}zu_a1K0Q^>+>^sM$k z#Vto)bJ{L9kD^#?ddtoGrg8fH=GNWo-QTiWByUJ~Il5j58Q3<+bI6a~mV8XQYTdf0 zbYZ4+X~F)9wwIVfChVrp=jug|cXIE&!>Pb^bV~s3$$B5D?P6RDX9P!kqS&H#YCJhS zZ~gJUYTbl(?}lgGd*0g}_@xweou_S)Q~#ZUW9D0dvYi(&Nli0Rr)uT&BvBhW4dOqP zoovue;1I}~sJxmaw`rrg*kJb2_KRwZTm^2omDktNa@BOtYB6slCu z_bIE?dlCa>9Hy${4cjK`$`8&R$yMOKXjoyEt44Ph6Gj@{Xtx?z5(`7^v}|~AF?<7_ zM3~vamZ{C5x0`;&8ILzov`?vdo=Dk5IHPW!`Po?c7|O_Fj|ik&6QhURx{w*rkyOu|5|D+ zpiLxQPT;lZm|2@6<3b89l(*Q4z1}d&qo$E|dA-UddYs9a+fLS-EIYMLI7U%1d(tlR zM3&Q8&);@A%XWBEy`}1T*Iu?my7l(eiLM50hq|xJR+k__`|0B1BB{{Ep%%qA%TJVh6yNmB>{a?6*LR^@jXqF8{UPbyE1S~v zE7e;eSee{+@IdG3XPpa&y(&F=@EaEb=iYoR&X2gKe}R0rk4Q`#%xUNr`rL6Nx36|^ z=Z8w!UEifs?RK?uXYlm<3$}?LxZ{}_jBhnKF?JS z1|2$({USs0N_YRGXZIBkU1@lfr&#ytwyT+-xmi2&25lB@1iS)z$A*MhwVcA3ZtZ_gEKdhpDwd=~IJ zlMrsE@{98je&79k!|-@plbv5DJsqv`UYg6Klxi7g6kRP@Ia=V<->n@Oo*lUVCaSrF%;(59n>Ez1Z1&HB7s# zA0Z`pzC$LO^(OoIPF)W|Bgd99ll40irf-Qgh@KJE<-|n1SjQwhQmik**ZO8;_N$GP z9M+GzOn6l;yy?MtTXNh8Vn&&zT9@_qOYH)IVO#q4kT~PRh}6DK1?u~jHV##KiNx4F z+IEt)G~(@hk)nb5Nn787U#7Yv33c+B{yyG@EL!2Y@(CQa4%HXVo0Re1eb^Z@3Di__(em4us6< z1?ds)=K*@bGdz7=k%4qdpa(L77O>(yFYtq2!NAmj&&!aRNc zsLR#gXsas(Jp+-h6nA&9&e{i~rq}d$qtn6|l@jFP8@yV%=2S`m7|%V}lfL@oRjrJ* ze$Vp2+U?(z`R!v>kJW^$S8J;O?o$8y9dcc}^_v*@H^U2P-m4#Lr3?z7xYE2S0ba*@*K9|$GU6#4GsF;uLEfAo{X$$ zu1IeRm0>|w8h9i$5NHDM3}^@7&Y} zw&uBNYkH{t$urc}YDMi2>!^W;xg*uIkQ%?Mq_rljwI;0fCt>ymp)NCt1o`wv;~}L0L5e1v;eP%>cE{5T>mO)BYq3 zRri~R0#;?D@mx#uTMx3@0zLmoLjyDTtYzoBmfUwOx$mDI>HAxPKcrkeLp-66@Le-P z@S0%onqcss1cU#O2w%Gi?H-H}{`=1kT*}J-8h3~=)&0k~qhXFfYSKbHsWdYkbuOeH z!i_=?q;Vk)e!qbG76B9=Xojop?BAb+`qPuvMldxWXg*v>^I(^t)e+6m)5nVosSaLE z3$SA(M>(wa*cx`|)h}E~Gia&^J6Pf@kAl_Rc-T`66aNTUPcBa&!zURp4-?=HTu3#9 zk`e+5>gf1d_=3_1NjFdT-~gIDmEy-}>+-PO5CP@J5v$u?QTj zR6rBa2w0*lPb3iG6DLo^;Qm&@-+Cc=f;{@Ks=+$=|0UJXD4aYNkAVFKux}axt0&}P z(F6iZVytt({J&R>^e4qM5q4-;0S~{JA&{_nA3=mg6Ob2?2$^7T2p<@}{>{4>i~0X3 z)?cLwtJ1I(AC{h@{~`^mM*ah7SgQ{!LjEcZivB5c1X9BnMox1^JcM9GT2KHJN)Ys& zJ_v^C;j30ykPfV)527I$ZeoVuLTdZ^1g*N6HfRDH8rITjW6=mK!*@YO8;=1CGt^xD zLV_>E-@d@c12lnQJjNXoB>OE_Z44S72HOM~cfdQ5HpVUo8BWjeXFYGIF(UZY?>9{X ze5vL%Xc3^UrZzM_T38U`-%Lze)$4b!Hl+Eu2YDbcWT=hRKPZJK9f}D`(4lOaGzcka zj8^em{24ZWW5-0=1mW{Orx~5?XJ(e45X*!aXr!pVJuRxbxyz{CKT(I`;n5 zqUh$}^Y?1@>D40%cNQ9_beqC#9^ToE^jQA&@=5Bg8`3Fk)MAqq&x~i=ZRc+!4dn(+gBW}RD5I3)z`~fIsCe(YW&fgr7z9r61En6 z`}Onfouf`Dj{&xw51w_rI$Se;WBE;JlTG`m@dkZCrsY@eZ?~Df=ydF_mY)<&XZ5yEkAv0sP+00=F!v6e)h|Ezoor8))PUWjeodN98!NZ z*M4n(U{gzfBbldKXM$Cd+MO=dG1$(z6BqKvd29IRaSHn=y=PnExCXTsU;m{G)ikcy zvMwkIkGsJqblo9%^uTM|#sZ^jbw=A2UWZI1T!?%!>i1)}*v!Q9nd+5e_kEu7#%Czy z#7aI(8SqUi>wY!$O@*Hl4s(P@r? zYtQ>!tS#3)2oX_!Eg3B#M~Dq;Wo?#P2p;`%p;Tg{iq#W#JG+T`V}H{Vcl`y25Ac?3 z7kgx&cdd4x_tCGTcKkeAL=i}*# zkX?&2bL)2tHOGo?Iyf75ty84%VwBwRWe+K*a^we!r~9nJE_{i`rew5Q6t}r{o>X573(Ou5XDU5e>|Dq1 zm)@kxv!5cIZ(4kLK1*14Anu~I_%ibPrjxt)z6CB1 z9Cb7h!xI;RO-h$LH>8^j7b=Oo6Y_oaOf#e<;!Gv`uzHr|`p4V9`DbqxU0ROYY;Qly z_cDg*`fTv)ylKBP-9z*{Q%K?6;uN#a)MvJF;v~`@W1c2S9v}5Uo7wueHJuyS$#$KZ=oWsw;X>mhkr3RY z@AausdI@0#F-j&phc9e;+ed!K%Tc&@x9PLfDeo-glUTMYroLMeyCpdD^={grq!oVS z#rgOFp<}x>emME;`n+k`c5iWGjLEUBpB>WanOo#j3w(TaIB4IP*ea)L9Cv3&o1Oa7 zk|fXCfA1Ai?ThRv~dFOIj)|g*S%0kVHVo5KG#J8Kqzka{M>zUql@!s6aSIkn+ zrFx{qDBJUej$M6Ed1IuXa!oY%1y-s+*eDrwr!MVh4Si(NH|qxXzD?20SgEfKM|LrF zs0ykdZ(&cMl!lrw5|WH}ZGS#Sv8&4Kd`&+oc1skwEVftcZQSQbW=_5^e7V4N!!4Y@ zB41ADyR~p&p1Ux;AFe$)R^#~9nXk0YqsdIOEZX_LnW@R*%HHoI*B@`z5Bn0y*)#im z{KVC{cDB)=ee}fHZJf$+M4<*rK@RI+v1Jw^b>uSNVe%*;gQHDH?Zm5ejf|dnm;Dhj z5g){zg>bhw1}q4ftFw|`eP=qvKYHcq@`E#!P8G95OqvI)I~UE;zuvp}nIHD5j;@ioD z(DM-JjibQk0E6=xdfn{eYg7rUctUOwZ;@ot+Zdnp{-ontq)7^K{^E<`$a8rF-7 zUyKMbt5kOuD%Donep(>zWqa|}oONE8*)tWK_C4fc!A}UERnRkY;}cvI+jFT&HaDpm zo8nw8x@_yjqq{DJoEv2-;;xkZtY1QsYN*0t&!-%z(HgsdPNsOq-`v|;M+|IV~` zS4ygK_iglY>h7H%?IR=wDVZCEkLb~p;xBQFJxgB58FTg9rhT@qUaw)k;AS5|%~4C- zzw>((TafPh&lUL{tMkpzB(00;w?L_ zjxj&Euk-y#R&!X|w>}M7>&j{97WwYtB|b-+cb9$jzf#(P4q$MoK1 z?9KemuP-q-DMoE&n!M#OnalY@>MX6{%B=mHFX!5$Gu|0x#N-cia*|`4%p}gpY$`}C zX)*XTobe^A}nZrKfl4m2J1bs_jbSVQP}PmgBsE3oTjj)>A$O77b|NMaw2d5Y zftC^Mb8;M>JS*`}i}QMpcLZGW;tJJhxqQ&tB4nMif#31^x*62l^7Y<9ahJ_ke4y6ulc!nV(V*Dmj;=Y0j0+mn!I*aeJHp%U7=JzF3uaB zOnp9ebpN|3NRPH!(=(F~W|m+xTh-Tr)AZSd69(Ob7v4D_U0 zL*5JKTqzW%@7}Q8SEuR_YpZD0@QTEE^FeEG18c8GWqEI5XNs!Ro5@L3XmZY=$cLL; zNoShpga>x!hQ-g-kB?qz+tg{NKny)FnYdV^%d(}sxZ5!?x&6Z~53izi>tkCAjzAFO z%5IO^>>Iov(M9C@xsFktD){)K^N9w;N4OyUWEAF+vA(g`iHZ;rH}7k&3k?`f4FJ6 zsnsL>?DDdg2ppj_vR>qh;;)86KkFTJ{HH|()^qhxm%{qTy4d8+Or%xRUJX2DsaDWz zQk6LH(l^Xkw6@!EibFfjou%rCApLOa#`oGi$5khAmg>riOZ1Rw@g1%QiU4kAAaWp)88Cy9wHaKH*N_cdtU)`tSVJ*zv4&vaVh!X##%svs z-!RD9qyD`V|EI_rmdMK!U>QFVO#n=Z0jLG|4nsl^F(g=^|M$rHzd(OH`7ii-wTS;a z3IgUuqX-BL5ho9o2OFk=p@6R>0JCK5-{NZu-QAb!2Dl%%g1>6Uu=)RzW+Zt6fKv>p z1Pl2QXs{fPj77kXc3=XCf2$fyK>7kHLt`lSSJfC^@V}!P?3D*b=3lyDv1EBX;Xl?5 z`&Zrm%uD>=kxdvBYzF~Vunb4Tz$b7`aB2Yt_Ho13^8d+fq`#{6XWHWbPBk=^!QOx_ zu<;+xOn`O|TU+3S0Sp=^Pa^$&WB3P}X|3`8@6;#`2WA3d>37xeC?J@~|ESsj*i1># zkpAUy48CZse*_BUKVh3ls6RXGU&Vi;o5(2O5V3!un;@@0`_z9cPQt-q9;Ck$|8u?n zMVv&E#{eJ4IDUfBDE~s0!SNISRCefc61nfzIZio1H@_%MG|B^i%-vNgp;1PH@ zTmp`H_&fPOQ;`3?Jg|$<=lz{LV?_GhxBgps9C$DhMgBYaKaYg}y*zZku=(llcM{~x{Y4{BigSB!p6hH*&g_~E_W1hc*gkoBw${AF`!L5T;^x5Gy?KYn-+laL z;yd}of}c0W((Fa?B=6-jvf}*%)kT@bKHd9nER>GX9%)sT3D?;VmcHI`v)=o==Vl!# z1HHvm@lz~|D=rWK9)wLGD^nt=*C|$K2K`joMlF?96R0T zbC%M)@%VMUe%m2j-xpKnA=BWbJ2~H_EP6`IHrp?qKbL-;-L&xb&y8*)EBgN5(POx> zb1wv|u6bqlr3LzFE)s@*v`rkwrgzj;B4M zNxdR^_0L?KLiQD9xkzh~XQ$j^ZsML&suyGJZWb{`#7EvADx#;qPFFtj^vPAHhX8oouzQV^hmIoa?-ToYybG97c>u3C6R>5TjQhFnl+zJ+sJem zZ@C+>n5)55#%6Tqtm#tuj*}cn?(_5h$Irhsv%dPaGIe^L;Rl5<=}jC8`Iv!G=VeOl z%(OGY>igC$p>x&qOC^y7{V^P>{1O9A)t)H?MPG;Fp$0;=7OFe-bY`Lj zXdRsHQ}~*j5jTRQ_e&-@WSD(4_wo*ixShqEGO^uSV2d$l&)7tvq`ZyhMh7@ULRwFL z#YBYa`mG63I?sp-0!X8;6np4&y#1bWor=ll(6OIck6fc7FqGrT0AYq2QgV=^pL%Z z-3-XUsjFg@c+o*N3s*jYbS+Sp&we*``Oz?C!+qI7+i&lO zP9GT-YPxf7v&v?o{r8{CeqU}WG8+{nz2Dzm*_|=`^X&F|B>rSIsFPs_VxDmanz=s}Io~UY=}fC@GT5->JK$+>M=XVsKWuBO^*5YqDM2YJ;!LXxcZf{H3tUic`f| zJCmDQMclPcovYa^*Bg-h`o5O$-l8unc{rMB!`C1Md-l_YG(7=5`7`_xk%L>`-n}1` zNQ<|u-n;zb%jv#*=d-%_Zw+!OI+(I96!SY3PoGZf7Uba^0x za6Q_+Zr;SX;)NemiK5BV9Xc_;B1}i{Tw7_rdY>=&Rb*YzF!>f9;Wr#YRB#*&xsvQO z5kvc7*njIG_j8F{*u?vcPjjTix$*kviu9UeI|T);Z|s4Ms>?xhlI;!Gro`ZNs~5BK zKisZ*t?-3<#q6^GgIh63HD`J2eOg%oTZaZ6ud*xXd)zseyX(`}EsNJ(~GpVAC+d?mvhcU#zkuOfW=Sb-RTK#sqJXU zQhvX;?HSE;nyik36ocoUk4tZeeUxv?KNpXb?WKh%?42lJi;-l8OYk}lpQiUcJ0w6j zW7d1AgV4mr-GJDafb(&SpnFhE$*5`BX;fjaMVMJO8kiVsh#R|((9b)mS8 z$g@BGih>`_2j`XtnE4+;gh{B&ZnNqi9SnQEoHC$p@|x{=SJu%Pmu){nZwGEJL| z<$YcTECcWorfYiw3{G#gM zLu!S{V!8Raog-@j-5uWMeXGDwoNmDl9t(;0CTCaaFd~DnkWX>p3&_nqI@OT$bg@R_ zpn+Y#-!G)M*$>4Ue!a$}t;8~&ZpQj`RK^YR1hOVSp9l#j$$`O{Q>$_JNW-whQ-nMj z;}AFfdMrKduUbCuNQVSQV-=`M2Z=?#6a5rpz>}Oc-sa2odJ&863ZYx?yjPc3Xi)He zUKTuNa5H|BVFKcCqp|M6t<`i0KlzY4CelY2BtM19dkwr;9uBUmeU?%qljU;`!A`wX z54&^E5`KIlsTO3#SD2}Dy-7gCTzMA>G3m^GH*ZK%6lQ3%=OdwmIrY{AQ;exD-ijFK&Awps zP|VRu;PKwAFh&0BIk8*m1MrRG#`V-jwUPmlNmbF88|(Q+#EY7)YUE6hba1{rLcc&v zgQ6f#ows@pNqRWp;_7Z-+r@Bv$uR>|NrpLT4rfm?gp3VC!*dhm{F1hvsw616J}kKgv7OWC5R0JFDv6MQ)IHph=)b>Zt1>oL#wwfOqHqRmIQ2Be z8=r=l{bbs$zFcly^-*6ERaGv{7*;Zr#z0_aUo*JqF7(OQOf}W=%3<6{Zs`a{V*Z(d z_zE-$d(%5S^6jMxv6S>L=~h^{1N>g^!CBb8p{X#srdu;FAT1_Rz!?aQzIMSU`N+>!t3X;mM;0L`^5%sxCMVc12NfSYc#L(bk6a#YVe5s> z4Zld&zH~-0B)w`L&p{Wt}kI7zPWykD}QnL zJ~{*a>+lWLt)&9L`@_RGKlf2yu}p+5sfC!hlh+cZ~G`;#{P2uA(4z=i{8FtY>T zl$(baq|^We5BP>qh8{=_fGi7a2;SHnkWft>S$R$x_9M#m-wXpd3@b0dvAF>x21K%` zfP5Cn{Q*ONW0AJSWD~#5PY-+{$XGW?D!rI9)-0(jsBWK0ow#C zP-Z@Xf&!K0KNt@?N$oExU@`j>91Z=Xnf2_*ts;6-Medq zWF^ez*y`6?8_qTe*TU4)pbJxy%V;g z^zA5#862;phMctBylXd_sb@nCglq12J?86i)cZI$t#cuQK;E*lVhka-+GURCg({}r zIty-KrsMjnGMD;^iK(63f-1}TXWK&^N^_dE&6z&BZaYJ2my5Q@bnNmKbo=G-w)e>D z_JlDNUrzVLTNRX)6kH}we7v&i@1wg_!JLva+7a$eWwYnl%8(T(D*Nm?Cwq_%+03Yf z-l<$_)vhV$%17Q|1UD1SHODw~QM7nZ7xTBa^B&>|N@E$enP;0(Z|mGr;8~Jcj_raF zxHa(XZR|IlS~T1rBf8qd+`joaaOL$wlVVH5KJ`iaH`m5Wq@F00Tf1KD6Mu=BSN-BM z*Q<{NDBiUNuVfY8ptl6Z5-o~hR3)fMHKtr(RhR0CATHZCdyIHlj-4boab6q{$OQr*7!ZL&w6S%->NKG zu8>p|xHk~g9|W$;A`xFW-{t-JV5#W3Nv!YXj?oRB)kYa^dyWTZLPynY7U(`H)wtg` zjhL&HixDMa&t(~SpM?2As3yZdSaWZhRN6G9=B8!xzQR)^^J^;pRaT?I_V`pJ^dHnD zvuEz*g@WFbs_r$Z>QS7Nza_4U?#0X1qi-Ru;KXhm@OT2hIC z2t&gYdvrLWGD-7d#LzfiR7k9No)c$`Ol|MTDuW^aU>aVX8Ta8il55<`Grfg-awt;K(`_^& zY1f+-mL{%KMt452FxWEj!!E0DKCRktyJIRkh@ds&S?v^>{hNNYm3Cf)Px|xAh=C*G zI6K~~$Q3xv>nkDo!acfp{sAeiv8n=ikOz;MR5$`OUnlUrUcH65z)F>oCKwzoWJ#8) zhtcYM`yAti5Qw2Uwmb#y3i@K*WWxAyxFBCJy{TG$L zpxIXERheqPa~eKcM;d- z!-)_ly}nx3RafYTNn8kAh=IWt^*zxH z;SwM5VbhiHQS?0iV7vRqMU*Y}ksg-P0@-JT=r=W#xY>NA*%MvKp{b~*w9i$&cg!25 zjEFz+`s?$K-P7N4z>%*WbqPGpL&9qo#5#7>bmWeOGN~O$q#MUsvd^6r{xjS&YhMUbOF^n%w# zflj#~mxHuHtFXZQxq9C@LeBdJS1V=LHw0fYW^<$Dmix|dO)ni(Rv=!9y_iUu7dn)g zU2p5v;U5$84#jWLW>+RHTVG8S=^dOH9w*!N8>&eBu?fYlDo7oK=cwqU8*I8Da#(Or z?H3>ocf09^GI5c(V$VO}{(y>MtNCy}A>9>;Z08#5J|=;xiPyV6!&@JmrA*)_gHk1` z(9(PvjB?NxjW^r7uS`+oy1Zk~G%}$iy2r@0op?!&am05J{?obju?z4aV*M)7?>=)+ z=r7-E_8&>pXLLa5j8~{_ntoo&-pdlLfAa(UCk3{GVyY$av$5wjD5;-KI?)@6zqpPo z_xTBJ+o^I2&71H~%)Bhm7TVo@t|!#!fNE}#^0EjmiodL^_)>s-`&v>b~Y!~aW`lFfZJ{CsmOcUt#C2e&-N)rA!J2ifY^R7{e#ui zP6jLT@*}!?CW9#Va{^LtpM8(f#V%5x#mV&X0hJ<_#~sS^e7u^)7gTQ0hLLoZXkB_X z)XhPbU@}q1#CuyMN11~dXBcwUh{x2v#@snYxfn-=i_6TJ zL@%=0-RM1U$v|_^B=2TbtY3xb8MLEo+)YB+d&~LG`&n!f=a>FzNkZP!OUnqC-}!4w zW=;rQWG#6q5&k5U^hzXkR&BED^!Lc@`dHPV&p=S?~QylmvyZ zF0-iP6_79BM3BU&aOUI;28ge?WA8My=HfG?xxX=H>`SPbi54JBq>RWaUU`}xY1t}E zR8Yjh#zYz95S^m@lvFJ29^&~g7q=SA$aTgadf3jh=~j67ysyY6-MginIMZ zQoV5S|#%yF62SK_oV}cRyDr*s?Q1;yutC4Z~M^9^+ zxPF+av_n-nMC2kovrjZJ!syjzVsh~n?c-EdD#_&s35+V}*-X_h5~px7HUgg}42s}3 zVb+{#=FobqWVMRvm)}X6Ubk_rHB;hCxKxfH8S|#wrBD02R)KdX*I$%OQDr9NeY&fM zPWEBp?eoL9={)ic8x`cm+-X+=)9LggW~6f;UkHj7I1ACeWxamw!<_<*_K5OH<&l+Y z^s8`$jYYBYT-WsQR4Pq^?D2xK%E%3-`a~;yr;S-H67ZVoUHcCkHO#xqmLfH#hgng4<}z9#4Y6THEF3}$d2gBjpB{1x8d zJ_a+63IGAel>aEMIQjrJ_~^seLp1nT$1n-c5rhK%7!WkR{tXC&zI{0UX21;n_M5LT z3Hak9paweX_?yAu9r`yvBPd7K{+)OY%EE&Z(?Imi3T_$79|XOcs6fk}{~1Zb0#J_J z_jfFV3SC3v?_9)1p1&~h6lBw%de zY|6?m0;>J(9KkKZ1P!SG zm5>`c*)Yv?g6X;+!s~AmBmY;HHk8lH4tPO4fTaxpI%xJEbPoe{+Pr|>2%9qtOgibM zle^dd)gsUl4R`~2PL+k0~sqXptu7)bwEsjJ(=HO&67wSfFJ+8vHssp;|FYA zP#g~B@Bs)BO3((76EGD@K!6P)emCtT;(D}U{-w1AmO2!tJ~j=sTVv(@L&Hw`>}Ui3 zJBD!sHa0-#fRH|*J8}b16F^;Hr|0GXb@smk5@9T`qc_Rlv4|6F@7w@3genpM+B29t zXq7#{?)d))dI+Q5pa1B^_IK<87VrRKF|-bz8{95H55cz01=<>b7IU!ohHu~@AhMo# zAdh%|f5$Gsrv|_|*scJW51QpsaexOC0$@MTw~!SyRQMmJai28pM~3BpgQ=k@59m7x zEGE!Y;s^rf1`N#KSq2k12R!J%wnsp~I|zE10Cgl#r3)@VH01>EI!>t9{=aPUN5`SR zGlNhS4i0dd-~{hQ(8LgI3jnwUD+IJP1P>w13H+zj1>pWCXYlXs_Mnvqcn5;g7Vy3S zM@t^SZikj^fDINbF_@Np-%wAUbB+#-f5&H_2MIVs@KZrsn1GWPXbS=sKbS_)a)j>} zG`QdT>?e7aBRu}-#Q&#g{*N!QlcWC!nh)Bo{II@%HJq3C=okV6&gX}oV~*YW%i+K? zTwvj!%mx6|{(leW07(;=eD0$F=i9~qf5|2MlraE2>3?KFfF(Z=qe00SC|`iaCx4hE z05vw>-SAJ6030Wd{`0?y(MvkAPGeGpAW1NF7XjOPyN*Fk)j{Q6?8_T78cg~#SHlR; z#e`M_hNpbqcgN(0cPaiCM9Awf-z#1giC_v5@0E`@-mJ zUqUlSNNVaC}FIPh{kbX#lN zocYq&oj%Y_%lyS-b9spDEhBv%oLEfso@$2k6)jR_Gu)tQr4;<^FNSq*YOnEcw1%YUQT)_N#bUEgGNS@2C>-@D{xR zb+PP4%N!DFc9O@pc6u;F$QIIW`}%5Bc8B{-FSz;`UuwiWKVc7FjsJL*Zgzdm?)ArJ zktyy{VRXEZf((wCsyt2C{Em=?Dj9bjjv0^TRsoHCc`vS1~7v=zW&b=&Z}?) zj_=+V^uC~crEvJ^x(uJ(h_tMUIZp^Kd9oZ;*ySO?=h=-_LXix}qFp)RXolij-3@$% z#m?=WEz3q@{W$I&XY||XV{$k%x9@hoVxclK^A{I=zdFp3C-|~{#)(*&b%T|jIDnr( zx_x{96}LfW?0`2sN{=Y9mjvlNMG0~DL*B*Ywk4yuNL%EHj61K8A@Ac?DFY?7g6OJI z!^=*GFP&a&5M=e@aS!#@zF$AsLpuKaqaDlLj1_u*vuR{yQv^1&*|R~R9STuI`-Y(n zI31eQHi5Smuv+QZi7|(V$>ZVTeF-l2obgkg5C5d`U>?CjFK-@wz$o>+4Shtr{Hq$N zDCcw!xx9tp+Q<*cpUx{+jkh2&^rKF;NbEzL@b9${nxWGw+~(d_y7XWHNBnWAs;3G+ z)di`}SMUcopLn$=qHIgj&}|Brr8`X%*~AYKOYhXA;YrgmooRe{kb&Mu?KPm9`2pvG z`fIc5B#)aW(l~I@^r5 zy}$@|2-A)@+rU_D{3OZSZ@+m3Kl3vYd~X z+OP?Ia1m-r+Upor#gR~6Nqf5uAH*Z`8V{AIu|K`g%e-P~4Pr>s7dv8`bM%=>N08?x#og!mfs)pqcND>RxRj;upRBz3eQ#&uzpM8Xka;Bg| zaS85|@EK_iUnBnaXVHzl8&VtU;b}&s?jygaPB{16vg#c&CdZXVt&&5_C1V}9Pcp=N z>gpJz$Z)FIV~-mh7<)<+=PRm9k(OH?d}gb)@*sOEBLm5}yRG)}Z1iLNvG-W;SS`Lc zUDylQIJL*0&0#8;uW^xPNK_tn(ZRKhO!v zN0v24V2v!_*LAJ$LFeRI_QQ~qY@+Nu)vnAcqv#@9NP@dM8hqN(CR}&Uwe`!2?&?@$ zUrEtocjua~!Tm2-^_}>6UAy!j5c!|Y_KFOa@yEiyJ>!TF=;oYZ*7*VM3`9I4*R>fz z!*ZjiMY7uP!b&4{F2Uwwd{;PZQMrVtad(9Tbyi-aKHOc~s}ARr6gCmix06~=hG+be zIdF00Qlh#I?ua&{lvE5_BzeP7Su zwC1v14C#MIRnGSQlpywdhU}zN_tfjD^NI72n0feD=!tDnT$mD3A|>c9(zusgI)u7r zaGx;k@{|fbmywVp<3}X7O}r;AOCDeVXD=?nz1*PuuuYtZ%WZ9T-ln|UNHPC3{IZ)# zCiYN}*}m;eFg~{G2+`ffEfWIxI*a?}ZZ34ZL?{xf3m;6ymEW40zp+-uuveeT7PDJ2g@PTM(Dv1Lc6$!bV4O= zjH`h~4TF8%o5J&JudMvv4%iYGJs{;;&`-7&^1n^CVk(+TP0DX+mrL9GBVRs zLIyw4`0`CeR;9D557eoy+*izcb}fl%+&P-5hwYRQV{Ytc-0{BHs!=-Tj?^o(2b@}{ zhxswiG7uZqVz_Daer;V1bRV)bDY>o0Dk|v-^;rmH(8n+m1?AH=I()W2ni7r-x29%< z1lodzO8Sy`;yuz^3?g$vFElLiQJv$7cZ}(8)eyu)K69Uoy^iF-!0cO$!&fqLQ8haY z30&|qwk>-^RJ+O}s(e9={H5*G9!^h5CR4%^oVoQ6|5D1&p+!^&BmtJ})T_zWgm z^Up^_aSfV!F>ATIJ$V>OroFE&`l))j9P`ps8}apI^@B2-921#n3i|jc62>n}>@*S> zcj`!9jd@w{*|S;{v2$9UhMS4Nr*O#dPh!L%{=h#l>vie10Q>#=7iCk{r8mOSUFY?m zTh|FNaLBN{J?-4f;O6T41ulT|9cnSzxqzl@Vk&dgLAp*?qo)GHrBsGF*C}We6+SD* z%?q0LCh}en9JlDrUUYll@NiH$eRrWE-9aWZ!b<2t0G&kSfNEXXav)8CyUBTBj9VQU zrKbHedic6oSrdJ+H6cyt0mo%V}V!#6)H$c+xI1&qrnub4?cN(_k7 zeW)qDVJ^#5Qyts-P^r)T{gY{-t6#D|x0jMk>Ft|)*9bJAc1rt@3Uo>ED6ZqN8s-k$ zVZ!C~zGa*w>Dx$R=D9(LQyfIQRgKsnO)jrmGsveXQRg>Pf3AT2F06FIPi2h1NGBW} zNdJ{iI8rbEZ*0jUxjtxO07wCTh4?|^$8R5wQw85xI6ou%KkEGbM_3bD9n1~5bWrgL zPAFmrnuzm4e+IZFfI49Zmaw4KqkA|Gef}F*!3hY6+yKbr231QCPp9vK;#V#wLyDJ;1__d zf;s%^H-KLJ0eOX6aX^{YPw;B>*k`LqZpfc?@*8ejeKvyuzv_aKAq-9`S{zow3#PDyE z2V`~t*bYnM;7B0o_?b8{{P^lTV10wnurB}GrT5QxsI&;o;lEva|43Xw*{K{bC-0Be z9yF)L2R5b?-h&)zAN~6FzfC?5RICL6-Y~}he(`;qd~UGzK?7x2RYe#ShI$z!?80tB)I0>+-|ec_1g%VSajczqt>}H3w-K zSeO5!)dx-KKtM_ihWUTA{D71(NLj(0{@*XZZ|;Mpci92y`sDRbD#XCNe`pRCWHn%n z|NZhizCKi>0+frx82|g__s#!6B!ZP2mck3Plj>(zkTf?M>-43#;u*Uy>`F#_p;RFTr>>%?Ae9pBFBlrO9y*ZF?O!W zUh4GpFWt_R}**H}*nUz{t= zu149xbQvdi>nj_6^)Y*0BT~VQeA&nIvqRPN@ZqzlvtQOl#keM4bl#W4@3AWn#;*T- z&(1Po-{H<_G{m~+alw%sdiWC})#IN(Pp9!kMMV%;($roVNP-xbAhzOjybHv0!ybP3 z`WecUY-i~CC7mtClzlVe-X=iyWOFVw``AMzT0=rjuP8`sJA=aB7Y~0 ziR|K+NfgV^Nmhf{G%kg;9Jg1lZ#=)md$x(9PyQfksc~& zXK&d*Cu_Sx6RytRIg$dQiEwO_(%x$%W`ty#h{o1qaq)2>gh!G1O2dl< zr;)RH<-1%126X*!heST2L?!K&44x%#%n2eUJ9okH>9&~1vyAOmk^07}@x^+DJAv~H zt9wLMUz}(&QATCd*jQXM9ynALD9()9R5FAoqRU$FD!ywX5s$wV8)IHuZ1z5DI@>bj z15$U6@~ZyY&7BCTzNgo(M&;d{dp(%Dl6OII$>J?icSJIO*OD&(tvb?5_5MkYnk%!2 zoc_&9^SmBw+nT`_;#LRntdw>*W$tom;(KDCzLm#ZMB!F^kdqDYCi2ij z+1l6PVTknHtHT#4OYKHUl_F@y*Da+{KIAl3-BJ~%P+xOtTQ#krYbHpee1m!s-bd;N zO&R8mQY8u@&RXZYSKf=}t69(&TtmWfwARlZB7e42dAs=@YK!v3u3WQ{GHHx*ir^G& zo4S^7#0M68Shd{kdY5upr(y=S8lA%FLr?NX3-0H4;WPfBo@el{YjZ#nUod==7U5wG#nQ^-N&q)mkd2e;m% zIqbjDEa4PZS0MY~=}4j~|6Cy(PjI1{ocax&;|hH{?r0^VfRVUqueTdj4cwb_?i*64 z0xZ!E_w5r5!?>@dwMSM*to!j$E2DMh$u>VASZnxb|I$M1Rzj;$j`;^|yMtw;5o1N6za%v66^D z`l@L|q61%Bs)>4Pd}Y$&8AL{!gZeG|?O-`ns~iK)7HVP*W?~G?`6a>`9SPgMmh*}G zd<*UMPn=>?>Kf8@_0P9OsXKFPPh$pdB_(C?Z^Ts2M$SS6a)sZ`@9r?IqJ$9EHkMa~ zejbm#sf#ZbN6t}&XK=`{b;>wJdSF{HMzoHzo{IegF8hn~PvuWno!bm;=FCzV)UuS| zC)BQg$5h|I@?IJ1^gwX_jZGwKJ!AWplwKs0)zgD6zAs*((bfoV`vl+C*l3pwxSa3C z=pM=ILx+|B=JZ^j!*h+j1tuFQ4b#C`rtumC{vlN|`l~K;Sp%o7OaFuh0@ z?``uNu<0jTnIt+dVrC$l5{tZnio8Kl)O54QAV+nmJ}sEzf+$|=O=q+NFLjPxNAfY3 znA3X&7L;*qnWZ$mq~>c*ZRdwD>BXk~jTc%66O*g!1eSsiBQKmA;c{%8%q|iPRU^gd zW!VaGyFn|T?4sACS1Xfz-a;-~)5%)XXfx3T!T4%?hZZ9~H=|`1I$oXLWlDEJ5nzUAMf~yB@$(7PXZ*b@aSr zQKl?^zL9W--a%cJ-SKhXlxdQoC*>`^p_TPPfnZ#wVQby3Gf}y@2^j7D%m{0qtVM6q z-8|27UaQ0xQfpwGH>t5H;U#yQ^?86*Lwe7^IGM+5i~<2Oh34_iywML8nR{97R3ww1 zHZm10cCZkN#~T8|w+G)Tm>G!NRDq{^9i2MXgxR@y*~~OuG6ubQ{mtzQ>7%x@Jeww+ z#(ar3gHG@l4f?}xsbba6HE1tYbVRzo*g5@XHtt3^$KWV|?9HgQgITLLRIQG_^Msx& zp%2foBV8WnP*ykiZ0as*87J@6 z*wpy;@%TaMjKIX4OUtstMx`^2LV|Z<;#iV7D_c3~U4_*8RwiR0GOBQ#)2jrCm2wer z;Y#YXZ`Ib!%)iJZahLBN%y9*18z^pH8`9~(_?#j3o=V)CajQ!#A!;qRkwNHC%6*9@ z|0TN79o?HILk3$5H2E8J8HYZ5FGz*6m{1+DN)UCYxCqdxy(?qTi)*&R1w{oa86_81 z*Qws2wZ>~Rts(uP!2}E=kd_{gX zMP_a5P{1h*;Sh;x6nhs&f(CL_|8N{b!%onAJ(2&Mpn-rxKFFo~mwFEffV7U%G0^Dv z+XrYw4N^8xLDO#^pfT>zZ=k{I(FbVQ3H@*^f&n=e!GIi#U_g#VFd)Yw7?5uw7+}=# zH-9Tb2fsP~W&kmL{pPRI8{iV(DpGz*4}CTJXOI0~iQG^va=;Vi1vEpD@itB2IR5X*eP12W-!R+ke{Rq|C?o;p!5j>z{O+J zxPUSXAGDzvaNe(M6Ft_L2dSZxUi%T1`j57OM}QaP4WLRbM-?Cd3IjP$s2&Q0_ZPX_ zf2i;$*ven`tG~04=sf&m8=zY70z?#AtoRGtWX$aBoIy(!)04$CkfS5Z-?0pcX@4!n0Gk=K zn1&PTMR4cP(hTljkQ;t*8wZT#_G32TziqtSV0rO_rxMyRg9oIDp@$FX|8qhgkzdre z{b(GF?d|Wq6}Ukq6hBC%|6?4`djgR4pW1eEcRM<5{+(InI?|*9Wh_vt3dn9kyU0T2 z)j2`>AIN9H+(evQjK1%1;LlIIQU7A0GZ!CJ?H*{J@qvP8C>;v;jvW*yfkQYe5WxBq z`%cd7PX$WQOw8Aq<`3B`Kh-{-9DPh)0geH7{yPfBv#21%3j@QJy0&{Av9PIC}kXE`AZ z3I-qA+?#8mc!S>9GBbW4G(KBQ=^=S3pgDxA6sv}iiysY#^Bv+~*xt)A3Q3S(n0OQ3rbMh zQp-wI3C#oWv&T2&TO;~Vt%TZcxn^~ux!Q~@L_Qj6CF~ifO^YT?Vlcs{w-u97Kp#ku z??IC$FWl_PAQ?Sv@c`ROp+%bltg9w46AHhtRkAw6+sgcyc@NVj5_*~3D zp$Zva%%&GY`HB4(@(sC>->D81kCyVkD)ZOw!b6*-wdK5lZ;Ng{QlRM`v$F1d|Ik=J zjTVcjD7aX#<&_eiNY_LDz|#|A3Zbi^Mj?&EIkzrzP6-ZFQLH^o6i1Q7SeEJJ?I=F` zT=NC*1+DU!1V(hU0)c0ZSduFx3i+g2&ZXh++#aMo{KVcufAFc5u>8XZlS%t-oO_>N zIG#bm6)T+8yOxR@h7-nM?MC#!Y}EDePsDoURC5KoeED9OQ+<-} z+Qdw;D;qHHcc2EIV|;G-@;*v$T~YYVmXGeK-I5oqy3`ut6eM(cw>pnPTf62DIPa| z_p*K%9MXd~X}r~JB`=An8p0|N;+l#0T=^7RD6w7eTl!vhEU)BK%ZVW{IzVYK?TTM-kHIN{60WTVr;ZW2k%jvVcPhi?mjQzzjzCszRR9CwqJV#%nSKNkZiD$iwpi(4#IfI}p;5QMEcRuW+jN(;` zn7CwO+%6HtOX!;Z(`g}35X>^}<9>#`Q#zGfK!B%OcuF?wYITW~7{2Dx(@#xm?>j~( zb(eZpuHDaI%->dXzpppH=(X}?k4Ntw_j5l&yu4dhh;R<^7TIDinSBl0L}O@3vtn_U zYu0qGx?6>W7ODt`e#&yGx5jTFZ4$Q-a7GQ7xGj-k^*%-J40^T`JFDRRa0|=P%^oaj zVP-QkvEDK%js8~7U48LM)oETUufG1B=O}qw@D!VVu?V&zL95M*LlK(^2KNgZXxuys;2x**yCZ484!|8$U&^jjNCpBZj-X zIF~uyHraV*W^^9!Y+9&pHswg>WKX;jVx;#(lGd zP1gY8gcL#L3HVysmUAmP3pID_%7tj+)BK8-;# zw~ty4{d~CocRS3l2a12e+h0p+{}a4@tThAy^l&C6eJxz)qfb^L4GO;IXV1mga?$IK@kkB80)C){&)vD zG5j0Rj~A$GaKmaN2NkXUjq%4MQBV^EvMsPE)_ngiPk{V*^Z$$oi<1{teFB8<$9X+r z{xQiEs-gvb7*B?nKUJ;#dORNh2tmjQWBiXh#;?Z%jx8rlmgrGa;a|G{xQikW*i86g zvP6F><~n)(Z!Ax!gfvvx42JzbMw=(b9~U@)E{MD^8R|dD>75vUJbln6mH-2Rb@?Ar zwO@}11r~g;ns`Dt*556^V}?DnfCwf<`-Ec0&&%(d`=GsBp}Kh|-N*a;W5v=jQU;W?Q2U0g+ z`M?F$G$*@w?kUE|369QLwB(QC9Zz zzK+MR~wcU&&wJ{c(8#K)hj>2Y`&}Z|?rvqt6MJKFp2t zL|qxoyN3!aasY1g$-4&&;x||S=kCGM=Y^$x4>?ho2K)NZju#gk~;`8Urq(ki6;&z&luc zm!{rwaqcvwL*iS>o|I3TDkhvNbeH+pJLcQXl1pPWvKNb9dk+Tqr?8YAhVv4C<7Tb0X$ z@!-^%{q})|nyOr`9?c$6rD2RmuibCapticWV`!IDNV%|?YreZ~SwjAiQAT0*^TX9- z`|}&^8-pTmgL({ZFb?iWyV)j?iUi!>vaWS%9PMQH*>tF~>ne0VXBk8qJDHeOW%pU@ zQy1qK>(+Y3?Tk~MVGK$gf-XKdDT*Bk8@MqujQmof=*7>_lfEfESYuJG(nB(3#fZ5;5- zkrd?IqN*FS7{k1dVA#3VHx~B7u)d0vIq9s_MF>T3__M?eFYk0*`%HYHH*MlP{w*R? z=}r0WO~OeG%RbXYF3Ns8JOm{cDT&ItSSU!o5~c--x#ek1h`FIJ%RQW%P}mNp==?`B z5OmHOCaDjGQZruTYYo0Vxf!;d&!y{>n2}4XJJx|?*|5Th#eBI@$P-=pk`SC+zk-%; zPPVTnPPs9UAT@Ug=a+E!N2sf&O`J(~+=(S?2~+rDjoS~bpPo)cn>uIx+Cq16ubH5` zhh5u@Np?L2f8RQP7Cwl5g^*vXB52>|z0GBsv&k%VMXonyq#cLr)=dPM)~{d&WG+_O zxmEHP`?PbLD^Wise&vKc9Xac4ar(+~Ebl{KjH@2;5-g1=j)K&IGdKuEl8v`(B4~DO zyB^gOe$Lx;5VY=>U1G_WbZQKDA6m5i*6VrTLT**3EvZ zWkI#lvZw6w1#ZfhT5yRWeg+dQN;83$W`8nnC*Jp7hYd) zMC_d9NJY~rd~p$b{O`|?GV}Cq$_|-+bN6W~w_ZNdgSW9W}2-w*j=j80p z)<5bM=Xu<6<8ca0G@gI-Pl05Q>p`{?+)-2MNcLN_+=#x@Kh6=*-;K%se7$ z%o_!`@|dH>D8))47G-RD_k0^DLSN00=16z-Hwr6%x{=grVIbv2xjDfC7bX@lOByU_ou=&|Yn6J^7K>DL4I3v#EdHK$ugN_F^9FT}pR*JNWS9OQ#w( zig4}#rXiwscoB4LDvJ*(iScxAsnd4X#OXSEu_S!onz|MZdvSUW;F({Ay9}2cT@o!o z&cQ-aT1478BpJglsHAk~?Z!C_@|IGi$hvzO?lI@D5V6H_zkHoklG$<4(-(Zr<>rPQ z!t1%7LGG+c_d?7iRq@H@oUwc8W;-6m-k#;dYA@Piw$Ngkg-70ZbY5z!#a=l@Q`kYv ztnofhVBS*_x|>&eq?LNgJi#f;9~CW7gRc!Vr+PY@(BLxoKtYbS{;G`#oYL_ z4HgLPU6&7hgXX_1+Wz z!UNZo0zC%}dfb*9z67g@mxKM$b-P*4<9y~FI3wnt)Yw2aX;AN5gvGPwtx)<>mlT6| zty`)!lQQ#$)|bO8@5p_`J8_t-l=-g*RWzf@PQW2$g$0T`)ZuQnNambku!JwgdHm__ zEL9|CYEdpjzejD%Mg(T***zi5wx_Kg&(`(RjTe?Qf^gya@;yfm`BPK#@T}8O>a}wo z7Ku~}a;c#2vXq@wbKBh_>XgGWDc9RtDdcsfx%>*B)T7}N`A8ZCTEUlAS&ehCDuh;v zea3r%A3Sg^g~fzb`{!2&%00^9mLv*p2Jxa!V!N_QSitR^F-?c;e^Kau;O$%P-yUSPu^C-FbC*B^St^ zqmdCL7&o}c#-*~I5q|9fhIWCug(z#!V*016+-o0WUkWORA!RLJ2p7Bge8*$4mWRjn zZqu^_TpbjB(FRYZy@`b^5}baW>?Af%aV`EWp*P8?a@S~CJ&p8VQth6Xexu&}c2|cc zisfcN&hDf0d&Bs_7vu5nDP51(YfhXBjV;n^M#`boYu3~g3rOoNnqD4C&Zbt8O$#Y8z`Eh|$HhkKsABT+3)=7@o zv#snFH9gIiiSTUIEDIu2lDzS`_hx)oi|zq-Q@Vo(ER+}|*}tFFzJgyTP~xNW+`mv_ zfcOCT_CKM-NBR#?Ix{#Kenp8vW9e@npb@~o!Qr3uBK{jr#|;X@p#%nApa;$mz8A{I zfOa(Fg(9%9$s*s`Nhf(2M>lXBZv8jQH~_W@+6MxuU(mV?Ac=s94M0u6qXIG%yuAO5 zrgxHJbL7&$V;Yp_!wW#MW7D`eK=2Jfrr(+Nujb#pCuEW#KdE^9~3$$ zCU0SD#U?5!c!b=ui5fdw*x9nFvZ<-aLjT8L?(A&uB*4aY-NM=2#fa6|&W23^DoZbE zV`OS#Vqtro?Yg6(z4-;xqo09BJ&1(Be@$&opswX)KcQv;IeM=C5U2eK8b881ej5Eh zh&V@yl;aux)o325oG;+l|2x06jT}wpss$z4v z#o^9KSy7R#r;Nt~*;hu*lIIw!cef9G;ps$UE^JfBp6W8VXGa(!y?rLCkgejT&rPSb zJq2Y6(B@s%#Mz0+l=1RaTvOSeyNVB!1@>_2?e+|HbeR%cv$We;>U4EyMqauMP8P9B z(yLI`FYy*E$k)fZ3&uNfZQP>?uRqtCAFTFpwq$%@V3KdeRZDQQrmAws>)dJw&6APK zC4$`#^Qw1N`JyZz*M{@svCs4`eWWhnx_6y)#b#r_#ZEueMT*(Mocp?@kMnH?gZeOA zfme3j-Npfv4?{YuczLX61XEF{yBE!<<+Qcd>tCJa!p%)FAACepenDH;GIOT>TIFb{ zb+#Yx$U7SKs%_^Ame9^8B;|Uo)>(jJ*|K~U#6x4lIEKC^rmgK& zU+x|(#GI-y(4u|o+tan!2uUxWi3=HfHyGw+R4?=?Fn-*i(Lgwugh_!a%vAG}C)eSE zJmq{Ar^ekGwPFvoNxZ}yQ~i~A=~GVjZvrl^SC_jaPd;`ei4xxq=Nsa;P5+dDw1aS) z5Ff2TgT6$DjuB5wix}RB<#N#Elbe}zz4K^Aldk^K!dN0hc1lgI)0H|{)q?y>h&zFD zn&-k~rrY6d;vMahJf%YKa5O4rop$vmW05$k({v#BdN(TfU8kY7my|%4zs~Kr?kN|p zI$tyt7CNV_~WVn>S|7G{ug{al^NIn6wk zrV+JgVj1atKJj@EITu7QVv#s5291eV#yVv=5}B z+4nBSR%hOr>AfBZ^q9QE&KPz+1KvcQlF?ykybzbF@e2-V>WIvo!98hGoAYEEi{YPA zu(V8A6vCnpJ<8f1b<_zv|3A*&0wC&UYaAw}K}temK|z`YmPVu-LFs0N1(xm>0Rfc~ zR8l}%Lb_8>3F(lQPU%Jz;hRODd!OgN@Bh31?*n$(oj5ad&Y3f3&Tr%+gIg zGBnROa?9rp@1UD9J;!)16T2Loh*w9pE>7q0bLC+4YQ7`KlzjIf<`L=O2^3SIx6#?x zlDBBgTP%p8sE* zN}uI#A~wn)*5S`(5(jxOLob}LD@SfEb5QX2vV9sRAdgkmHGk?E88TTpF5C-aFt!c$ zloTAM8#z>3n)uSg$B8iL{L=FhxwEDpG5@ky;wtmKjsxv5nE-uZdf&J0i4WDE_x_0F zUo)2SBJC<0tO@FEo4KQC@QZB6JXe8;EMv36fZIXnmKnSI=#5%(DA6md$VZ1QRYxIZ zcSbfDj#N`$Dz!q(1Geb8y)X=zHK_ZS;AK@cw7xM7y9JB+-;%58o<$QM(R~QVc)1_D z=7#%HCTo5@=G$lnEe`R+pP@5njq&3?4vB=MQB6+XBcnO18R-q9V#(#lXNtm>i$sn; zR=HHtQ#3Oi$E-0k5>=iPKDd<$c{gIiDs!t60lnIAg0FE5K-a&g&gRWZTNR>>(Sx!l#e*%BID(!7QpDEuL*EOVCAv3jkb4?sm zwo~yHv*ipn)IJ!l_2&1#)4b#KD<@I3Q1GOB9lXPgKS{qG)BlkhA!-#Rwdqr<%qkmS zu=#Bh5$ybyaj~tBvU2GAmbRl*UiG3)Jo_wJZjwZ>dNu7p?X&LG)i*Zz!eQn%4sCHO z?wst=3TPPvWdwI3?tZ!AV7BPeHDtoMw8#5cOZu9sm3aqGOFB;tmm&KzeexGld0|Aq z5DU#=;=X+vC%vg@DvO+-W#mm3msYQ@n&R6kzhF!f-z*uJNw50mmAf3lcakfd71g48 z-unZe6Q`FoG>*pFmu9^DOrBZe41Ua*s9JXKf9@T?GWd5VLcdkF|JXbHSt|drcK~UZ z+Wr6S-T{>Vv)8!1Yv=|s0vANU6TAOqgYb95{qO$hYdo+87nA;_2ts%jK(Ha;=^eaZ zmf*wZ)zp^P=TSh~BksZ-5D+#VUKyl4P&|3zt`;^RM3IHNhbw}|+0u&rPf^qu?|J}D z&=vAmZDmI*Cpn~rJE~`wcPjCDWn`SZA(zT4hzt&nO#r=B1f{K_v{E&=o4dM`CDICs zu!OM5iSa{$XG$19@X7=e5ESKv^523&Z=sq)A}kOn*boT`d|qXHdk;5vSGc>AE2@w#! zB2iz#;d$t#U#S1r^T@oKu1+9IlRNTHbLz5}U@muVpaE2W{?dqm=d%CiQ(x)XlHRNx zog!ht?E41{Q%|lx&pth+6~@BP%@$pgEumQWg4as?Y3oAcPH)e7?UcBiM=(2`)mY*5 zb>#!)AK7(3mM4v;jl~bv-`WZI)2C$6+25Vf>>9;O>ixd3S28brfPgG=QGJ!Tb+GYz ze!W-RTJrq1zu@=aJ0DcaS`k8)T6ZlS8L#}>h1#=OT~B@DTq0A(B#(PtrB8)|tu5H# z(+|y_Eoc+&1D2ol-u{b4AvUZCCjI>ftg0r>p*X+x0-UQ`3VDRCo2XMI$4zBC+X|S? zS$Uu}zdpOQi}V(544pLQZ`K@bK+EcQPN1z)&7Nyse#Enc%~ne9-+^@(8y{c!sV?2~ zr|w7$%U5k;eIE0NnXeuw++O;*ZkAX z<$B_ANoKCa+EkN#BoV)br}v4{*~d6I!iAKl#w~IO^}G4#Yrv>l6m49f_DBe#>OH)h z4t9!-sQi^)V315}WiqMrEoUb^8H58(ucQfTB^#m0!Y9+0E__FmIZhceZ6ToJb(n42 z%T>^c&S(2n9*yz(%CEu4*JPsWd3pVLtd2xsg+Cl-_cyi-diU9S2s{aeSRTBrlJLHV zhT#!pc&>`Bl8pJ|6;kb-RV{zE?HTQ@I(~~WK7I?miwD2vV7#Un7!l=Wx2yxrTC*r( zglSZbTx~~2!m~t4-^z{1xnFSOjbYc$!SCDd88Q;;e$b#Yq0Py%^Q$;w8R1Fgdi=ee zXF9u1)yrplXgFdt=XF}XsxUckV#HhVp=HRP%lw|GX^S#UCmpt(CUQNmO`{>A3`&@ek0+V;?H63_|te)ntU+`!X%oZA$;p0d2$Ua*>&bUoV zU}ahPl#ZKI(bLwL=$RXj?&)dM&rVS|DXBZfO-Go>wWYub&*-NbB5O+wv60Cr}F)$1VS$d8;1h=%N+`a9DYTU5kFY}MPe4T{|32&0RPY0Y+4&DGkoO+S#bprZ%(o2sZ&(h24CKl=d}2sqVt z^UlzW>6E1IH-AfU()htD%2Bwtgx1_mG5qr|KZYhCpTbecb z*g3|QZvE2tugW7dGu=ud;X>l@$CX)dX6u|Obqs^Xj5r2j4nT34!5*m4q|rsF7vZS;08j;a&AaT zzU1Q8`(*6yQOdd|i;b=!T{qr#%48=)NN5bwAsg}eO)-&vH%+Yh?ZQ|4L{-wn zMTmSF+HwYM{euziIe9-S!aVKKnMgaVj3wh^Wlme`n*24M^sMp8a1zOP4_>?y%-|b}omT*p_m*LgLdn#u!TWU?A2B_{P{FkSKr>~p$D$eAK>)ML)J={p`=58q>U zZ`@2L53CkR*w{bMBWlFbV5L}_-)mf6mx-j<`8l`yV`Y-?0w0RDO&7cNziJkLw@S*o zBH$={jT~xC`{!y2gF^qkT3(g|Ya^R9u*x7H|5z@;0YQi{n;sGvY`olz*}>Wh*5CgI z@V8>%VQ>Ec?g+vYLfEuzkZut0r;b$BM(A?`odEoUfLp5IEDrz=oK>PCOl)n%i+GU^cCyFf>R+vD@fN~81~4b8vu zG&I#w30l$+cUKPt_@EAVvqKek1YdruUH{TS@OdrZsKQRpe`^2TY6d(8{M+`dfOK_p zm$iWdrApwphIIKw0M*iOBOcIMfGH1r|J?>klfmcJLt47qpmah(;50xG7)}L&Ee`b` z_`baSk20phP)9KTeE+MA2ujVU;u`&2Li6QIPr&i zi2|CUMt(WEKO_GO1E>)Sfm3XMjS!VC49-QN+-IYVd8n5FDu&|UFe5C83YPgFqX$Ob zKN|SIh7T^$UK;KHIsV^z{Xac8E%{LehVebC>YUBK)CoCHTjH`PVBx&bK$;o}F1 zD3Rv$uOxoJ4`4?jWA9{P2N47cy_1Kdr90p~Eq74x_eKTO`d9K_pg_HUAm%SytP!s+ z65+)Q7#L~oX!36}^(8X@G8O;n!@sr{|3!QP^89NaO1rvyIl0=Q8vjT8{}4|IM{9Q* zR9HC?R3Wf&0VBa@Vbav%zLbdEz^gcf2%m-JPrG7}{~@;7?z2O{K|Ls{l(e#l**~!+ z24M4mha{+6u$>bFOM?>#Ba5_vXxbx?j_eRNc2w4-kOi54m$H|;xqr3&XK4|GzF9wc4X{uiqfjfG_-Q1AA2r(eI1w;f;i83exfk_Yccw!K4A>h-Ln-4@^2DAka zlfZFSR2d~C*q8lhL2%#?oTL{L0sgNA!J%PPE${>iFd%riA}j>x10bMoeuJx`z-_8o9WkEC478kYeg}Xz*!z2_|rIq>k&15{lcK7#w7K~6-_%dC<>=Nqb zECi5IEnKDxn<+bh7PJuV?qK+!(M#goSCsjCUqC82l?fFP1(&h;fK(Jh`8r3%>=O~; z2lt@CC41C8Wj+X-j4RUG#$CqV193?zPEZP*3Iu0D1qGo15#SUekf^Bp@WQ}L1yl%Z zlEIn7zp5#^A`p&$>Y<7Wf*7zMFedQ%3?c-gju3)76(}(!334FNhJwJ$f0PaBiyQi8SuFm#<)kKv9p-VxNP*Eswt|WvC zQ~@0Jg1&oFC6s4ffMryN07rq6p#NY}z+LVBfnji40)KRP^bqt0^jQ!%FA(7akE$*q z{hf4xzJIU{hy@&eUt$Br0>Cd0IG)G{dBOtFmNvqAOpriq2}Kt z2A(he)Bs}!m;F%#_)T9y@DI3kM)}zQisIj91pjXs|3PmUpNOz16oq7P^#*d6y|5wuGQCusZ=(2hxY_A0!e6=Zis9ctCK#lc@U~JRpS+$Quz5Y8NF} zE>mDYWPz~jfOAkDkJ;2vv+^HcP)z`?5d^3Q@jp7j>PSmVd&J-2fRz*qVKcgq zutr`QvVi0@L2;9`GLSdGtmFXD2xJN%77rh|BnAA33xKozLJ)4yIPg^?$Oo)ssBS{Q zgae*pKyU;;FwcOf<_1#$5f}3P#<`t0sce&T?WDpJUaZn#9wXy zTS_B5!D=i9K`F?W4GNlp1yt+ziUNFUfM?pM_di+pJ?s&#I*v$pfC!<>G=7+w8r;pqL|Q>r#O;Lt2@6{#Itptlh;>abhmP@Fxjbp2#~|n*Gt;5SIVwjo>BfP+Hqxxc|Kl z|6k+&|1?Yh;Q!Pr3(AnK0hVB-qZl_IDs(wFSgl1bu_J7z=!&%b_c9NTeTaY!2Y9sU#ALLjL=FXwb9K@=74ij=KKJMhg zKtuabj*Eutk57Xihd&kXLX)7=Ydb_CmCTU+*(+enZo_|`z-%al*MCcgx6du$;PqJJ ziokQ99<%fP8L!#fCsTHB9v+XIIXyfYaZBAW8uJ}33-CbhH+g|vlasG5@28I^MVnos ztmzi1P8tt-1^drjyE#{nt1F_m?0)v1%=j!mteN(3G8`TXL6$VE_-?$bXs);AaT4v; zJ5E|n^=O}1Nfv$wC-jTrt4?f~>fQGEIjv{rzf)CXid=YSCEz#VSkrrKXjfOSQ}kd& z&(x!LL>Gy_3qKrE$zew~`jIh9<&l{uok95adus_NH?u+!?B1(uzlOOc&IU01%e$Yd zLFvRZU-VL;bM|PQWz>jvZ*cJrOdvi*5UGE+#F-q>po_}3IlCn?Ik5kTc?~_)gq5x% z(wRxW+LJDEzu zYoxqOHeB4y-)TZ=?%v|QOUfm%VAEPAabQ<@#cd{d^cpx!E9qRFlqN2$se=@$3_+L_&=cAXE)%h1fbRHQ7cGKM)&wE5zkK2 z&g;**G@@CQ`QvX+1Thc56x*S6w=aIq@G1|V!B0OQyiSc(-k0s?+N8Xp5?_oUPBjXv*Zrs%OwG#2HkL5c{b(M>!@8nXnz7@u>OCY|>)o}1;n)eP9Te#WM>znDP z@-40~-vB&X#XjCJmba&&i~8qi0pCf*OC@9%aq**W01T#;V#Y4|_y&mZ$0KmcN6%xi ze3m+2>j54>>2ZS zz!C2|g}IT;=)C}!T*w!>E=!f!NUleq`G+?|e8C9RO3&U-7!2J!FTZi8OrTpM{O+FL z@-1#8M+21NPCC2c(3ev=leJiX)nv7Ugqx!Lyr5woz~-vS06Wc{yyB=aVlCj^j)w&? zs3uE*SA9Q~iT)5)a(X0-`T}(@YyKX(Fvz7*O_m}Cxg|H&IV9P@V7Ce1TPbVZBJ;Rr zhxUZuUvBsMZI_Q`z>%2kE+nnN4Lg|O1*Uw96JR!4#X*cz#!4vytoJPH zvp;4l0>(T{#tc#sVW}FMa?2O`4@86c-w_jm9|B9y3?F!0$W8CC8-t-9E-o%8d}52$ zbhp(TSNFci?VWtrGs&}YBX}8rKqwC*Oq}w+;fW7WDHfhtPejQyix@UNxzWEVXC@k+ z#iDLP9XxyTY3Jd!?f7W9(L0K!Cy(&Nid?a}HKKa}R(oP`!+Y*284ewiwhobX3~k7b zo^+cTF5twnfJYi_r3Wqj)P@O0KjbyB zqrYovXvZTPd5;|S=(M%u1-!!L3*C!U>;#l1axe^o+$79(l;R=~y? zTx4Bo_}ghlU%VsL=(kfiZnR{)NPKEdnPi!O;*B+~JIL6xfg7|wENccp;9RT@KLp&H zt{e>iF8&5L-eRq+dBTIE+MP@B^+-vMSvKdL(c{A>jHIv&(P$a2=Q+qgSZvmTlca@6 zJPqlY{{h8&C79KlT6NZ;%2w^F2mF1M7e1a$9eXGHg)S>1tM52>O!ZPt&x3M8KQZifUdhMtti_+%e%@ zX;=^NTIZ`4ADi?l@;pw}t#4Q!`?*!OQ>UA}pR%z1(buf^!?tU; zHHuI6Yzh1Aq}l;Owq-DuYeWAvO^dDK-L{BkFka0M@%c9}#m+0bn!Ww~w8jENwHk(%7Kl_ZN4-oA0&Yi?cUVO@9Sq7fMAE?BMoV}$7gDxAOOPlBlN zSEuZnevTfmlOLjUvb}O@XzES2aB{0@+?d%a()D`ZP~zqFreQQyYwbv4$CPvI*!Fdy z%IzJ~6CscUnLgeuOy=uowC*eFJ@@VRsTq3^ z?NLJG)#EZ_>eXOZ#IZFo*;I67U>3dC{(8z(r_iC_z^ zldYZhMr&!lIz^jC#>WkMShmjwy_IpLP9~eW& z@qPrdC}hN2ZE^RwUGR`3`#ZAWXX{mX1b&SDuie|+-k1mYd?Hd)cc&XJCIIn%Q zeAOz^7E9n`@^mnkkMI%B*4@2FVuX|pFCzI9m#L$ZkO59y0&l;|-*Ea;KC9=p-LO1z z6mPicS2g8pV(^H2%hRo?q^U}8eBJQjEcJn@$$^~|p3}FZv7xU;Ic(dnGYN0rI3{fc z>dm+%vwH2K1N%o3G+6IlxlJfdxWLDplTo`}$2`&$=~}3H(oQ*u+12Jj^==U{`e|u-dRK zdwVV;qd)A*u*-_3P4iZKmP@uNf*y%4dfj{7({giqEY<8w+%h6Hi&#I+dJKv$PI~Xw zxf4bHMbrZ}=8S>oxbds)nRsUCp#rB05%`3PUY^Msr6;gf{O5@5&)xb)2fbe>{pyP8 z7aI#_O@6Ldj5dy$*j3dZHx$lFx;1!BH_Z6$Ri_>pRur8~7VwVNSij>eaULDDOS^s2 zU^R2PJ#Ovj(B!A*cY9WRvH7HW-0V%$2=&xVS<{Se+_OYZpDDb> z9(rFnYp4zyn`Vp`dwx}&kM;l_tR8cW_8U2OOv_7dMinzvGyZOU zuPu6<`sx=WIs5cZ>^w#plo21jnP%jd8k?_TKV{!rCg!tyTGvXe6d;L~*_nC9qcnIx z86W&{VPS|gl;^A7LaR4th)iVzxcpV(bCPyqs^j}}MAXaQr!Q&jD%oM3j4=j5C`|HT zQBx@}_p6beeF_Z?U7n|4Ryp)`$V{EsBB_mcHuzl?qF;AWGpAp0_g<|g?nYma@*4n|UHbt_NXnQvcN zN4>AHPFGbM?P6+0lY}1C&P-E{!HKa>@?LwufxS;v{qsbl-tcoN zlA(-HGE(7bE?E$85qNvdCYd&VzOsI@^=qM^Fx;W3X2-Uot$MNO=;-yVt&2|Kw9c%9 zV84-`PBN^HIc?^by@L1XATqKP4b7I-dL%3x_pA1^t61eh9yoh9WxxHZf&I*Mcqx%*6$}P_xkmyXDucst{?MT z3)WhAG|!l?Z@N`@eR+4{d?#jF*0x0gr(6aR^K4bCJ?8E1?#x#~zRg#%-QZ=CE>q?d z$-Es85Bv*NrSo#gzuZ4GXv^koGq)zVkmZ$OBA(4nD;sXBQ=^7DT@8Id*PHj6PHm&MRv2bq zKRnXO8MWT#tf5=AwWAJBIeJL7KsC{vPZ|dC3eM7?tEkxIzZRE!Mddo1cCroTkw0DK zebrWJn&ykRtP{ai8~8odg@!uox^V^CMI1T~ zRU=IxbbLXPEm%FAPvV*;h8ybXDRaxGM{>Lo`L=e5qavQ1(_)?yp0>K9ks``m*U+LB zUA^zRUPfjny@d^&{)Gi2eu5q4W%Kw3RdH3XU_Mm^L$7oS3Mg1IVYZz7W^jK_HF!Zi z1vmzx}gai6f}17 zV2|Qdb!hU@VMp$ZmFN`39mU1vzSB!sw<{~=8EJHS#QC)e=A-SlX@}rc-NScFDdbSk zG=_(-Hx%x~AagTdK=wgKpAs)5D^D`J(pvpSG%6c@9-BEWEZmw;WS!v7HC7@Q;Q*B`Ik=7P`QR z=DM@#{y-!;QJ%`?!!1?*KG&PdLiW5=p=k?knF#{1tXB;0d!~EFC$uFgy$pl-WPi>| zG&A8;y;oAWjY3m)lXY*Q8WN}~wJ;xduOgo~x2FG<7JdhlN(&@A=h7nZQa~1T#`e=BiYAc}4Z5zO<;0G}tq{78Jpd zA~va#hIoYO)XCp)t0+Qr#iR>ian8mt)nTRNbNND8l=A>UR*_b4&J7C#Qwn6)F}X0& zOIGsk>5Z+2N3n4>eS&fWCo ze$hcujZ;rqufCf@p^8U`=5reUJU(PObveHfRDz~7VeS&bD7M6Q+b+!@+{Uo;9k zZ9ZKQbL-(t$hGrXu1tmh+;7-vKArL1NcEce?r0?ZRY*~3VOfDD0 z9BLNAd8?@{A_dyLEuutM82lpV39Lmv(vCu(h}u{5ip;*N=o3HKtmt=*ui;WRDz0BI z?c#(G1 zd#idXT70{HqfdON*^GWef9%I-ooUn2sKxW9<4L#vrW4Zx!=`l>^^P(d+LAsW9~39a(Fm^;U{>{p3->Ccu^l*qAG(RS37oC5`M2pEN#$y@Ys z>fPY>ffi+?bc7UwoG~7oa>-Zm`Kct?siL0 zk{(9OJ^Wr9*va(Nbei=G=I znrBxl=O1Nc`BwHxYe7iMy`P7r(p;@Y#}qKf>ZH;txk^Geg+!KT=PC)YUs2OY zr;CO|=;hZx?haYL!un|M=2Ev-l@MWiNYNVhf=jvl(AL^g_w5=fx@-xvvRr>!rjn8_ zt3m%dXVY%PSt-A=xUa`y+!7VKYE-=Y+KK$Yfgrx}{>MIn!jeOKofnoPG}2wA0bON3 zx(q#;$Me<7J+o~N?e&wgZ$(QiUx>vRBw5P8@XyL4^SPjCRar_}(vQ8FISy85Kfi{G zEg8Ou_UuS)7G+`@6HHP0)#p0AK%W{7?p%f5?So}#p=-IDDC)(Yc7^+f?dP#FAG~^K>-~lew-`&M8nlO;!C7>uW)<^+}Zq9Zg$|NG9tV%{O61 z*rwbbX0jPM@0U%s&g)4Ogv#Yvt2SKUWG3&CX5UhJKNfnEUgO6v-l0ML`_b;`+05e) zB`Fm-JeiagEj|mY6B)V~Ds1LW3^E2YaCjcx2xd-IZX==1VEwg*lX{py|7!&Yp($sc zbk9{$vUczk<8H;GOey)rM4Z{#HM@<(3?JbSY~NJ6mmf3iQe1eQe&VYb4ZrbS-U4r5 z!R6C<#YSX~S1KbZMF$~a@4dBW35>yMWj)>j@_BTMefwllEHyjy;$v*l)Tz?t-IC1S z!LwFHij8L)3G59Tn|-}U0o2h9^f9Cy;%cYesxT{EER6%ZnY?AjU>YN{7#TX6su#tT zmi}6c(Q^~XyDm#Y8RZ}Sn{&g>+fE)mbrIpV*jg@s_xzN3x;^}cb(=bFFjh>een9vh zok@ID)RvOdJCU~73VVBgSa*BwVyV5o#2Y{Wi)T_Vw16cE3M{ep2jz$exsY2r$h*V|tUGu+4SI}ayKH^q+{qTfo+CjF=yzBjW{H5y%` zr?-(`-0(9>w4Fgu&ntX8<+N(XE7~ot@OQ7@2vB|)d+$(nrsVCp>y*z({X$e>&f4+qgDJa_#@Q~{ zoxR=jAKPb>8THm)Y|VbT^~>}KzmXYVu{VMx&5N6b+b+{4dfi(qlq+MtlWr%;7EuDD zHC>Hb+Ovg6#X39958EonT&5bfJXh$KeIzuH+lYcigvRpD?3B*V%%oiv{m+6)TlPMu z<(i+iQ^Q!Y>yO0NFZK`a^!l|oSvfuQ*g2j(kZ2e+y`5VhE*{#HmjCs(hR@fF>4)@2 zC2k|5v+J(s`C3?tFYpzsU7L#fynask6#4c|kHO!#{bG2RzjHhF$Ap!w*KY2QHq$YW zBh!t8quO<2my&K0F~zbhsaqm4^Mw`t=i5`>%I?Jz90-TmC$z)v%%F^S$QF zSe=tmQ(@K0uLmX-#f`lbBVs?p>y9UXaLke_$GLM)OZ8a>mU z(n_tXsac39x%hG9Z|c_|j_;)L?PeXvu11AT6F)gD)*Jdpjb?Uw zUkN3Z$~uD#7+4+A-FG6OCFs*lJra5uiwx#*|98e z<9k~_^L@3KyMxj%vTBF2qn1;i5exC<#ayA&+r&j%f#Ou7_f;zaUQ@q{b&e7yXFmFS z8BK-f^LmM`Pu|U~kM7Viz4f!}{oQ8DDM!xZxc>Oe#M!NeZ80O0J^Os<8N*f=FNQQt zajn+-x~*$=j&{d7BNSDQPBU)3&rHqW4c%p!KLX9N&v|cu@xFiag6lo5{IhnAO_g=>3*~*E z;siZMmm>e-RM&S$%_BypK09^OdOx=~jd{1uw^R5|s%E=%w=y&4eV%t%pYa|i70meJ zKN8a#t9V_X%6sAeUULGjQXd18-Z~8UE}Y;~mo94C9=U5Lu{!ZH#pC#wu8Eet+wsGn z#=Iq!EE8;aly|73Sz&rBt{#o=alJj~$86R&`=SiG-N?gkY`ccC%^rI5@L%IFW!rkH zkWQ!)O>;ArD zW#s^+aE0eD%-2SGPq*h48=J>muFZHz-hMA*=Vw=BV%Mj>%}9!sls@i|l4b^P+JgOz z;0EgN;KQ+Hk+83Kl&hg<6VMf1L6o z#iK-Ls;6+n;Y93y1>VOu^CY(wEjq8a4UmW*zA+I=p7VJ` zKl|J@u4dN%=&dX_cZc)gnx3b{Dwp^==746*Dc=_}9(vFENZxg>4}I6cKKA~(R-<>8 zrzhF`tftN5RXy{f6JP+3I|#~IrfB7pEyBLteer$}Q=TY-^=f)1>Gy{{X!xSc9fZH$ zI3AKV;Hx-P-=Ypq-Nt$!m3H&a6eU)kc2s8W!4%VQALGh;c}|ij-?Qe|C-7vu zwmSPNwetg&V(k8}7~!zh3x&M|Gu+_DD;1k^BDvmDq_U*Xe9n7G#Od`tnWt&uJ|73- zK&c^Y;04824r)c?8w_l*4nuz+^Thix-k{u5;TCe{h(}VTgjW(j$f!NVr6$}Bq1?Yh zZAn&3_J(UOHs-tW!F-4aWAUdB6(wW;rkp1X9MqIpsq{|PoTU!f)fiKu9adCg1tian z=kqDi@E;4M&qE$pq2nYyQBnHT>CCP_D7_*L%V1<>>dT{Zu7!NZrkZ_PPD^k+_ko+x zW)tIiP;jp%HPT>D(}C!T}zI&+x5~cBot= z?TkFVV2D}>;$Tpp;A%rKZ&we-lZt|gZ*!&Jae|3Aw>b{9O%M#mh&1BDt~`!|FX10F z?@_A|7D?-L|`kLi?h_denMOcrUJDPZ_G%fm_%~oRdr1^u1_JN58}dG z(X{lRKEu1`fnJwR(22d|nvAu*{Dti*>*G^rl|+)aA)i)N{BKI)e|>I8@b$TPZ0=PY zPiZ%+<$CF>U4g*n4JJ zaF$YP(ocnTSoMbz6O8O>PE=#y5mDqUq8SqDT~9~AiiMpNac1^Ho0RZaO?3my#~1j#L{HT`Fat6kllOyMC$V z%NtNUcZyo(DCySfytKlxc?)e%!mBhP5=w_89OLHK-gG3D;$Zt(%%jias-cNp3CUJK zZ(qHVr#XTyjn?ms=PFue1cVMHT#b^`HU~vD~75v+{Yq&%q zo8wsFA2Q1CK;Ll`(h+Z3>Bh0lMNj0XmtKvFjwY_KDD1KD?71rs-+h%5`4O@d=u99* zj9ar9=q!Nu)hEyS6&*205XIF6(#v0_z^ruH0hg=pLN`j&XhBk0YnjX3eAxtHD|zr7 zp7d@EeLPXL$_JeM)_bkB)WYpV-L-s`V1Tk?fdDw z(gD997mv?WP9g8_W-Grcd&(bA)bVYX=^hZMPvm;{!HXkhTQ4$W!m==&KOQIi_Fy1& zi+MVPot5@#VzA{vU<;5E;1gG#jg&e5P_ojn%?AuA`0f|H*eA;w{Gpflm} z;e93OJmtf)#Jt*UXiHIH;ghFi{*2@aW&`J*yGQigJ`5u$ljnobvtx1 z_xi;3wMh1R!6$2UGb3TTtHo7i^MTHM>Z{yuR+tyWA;zJk9n9)k7{s_In@q%5TBY&* z3z{_2qiq1M=w4h=2V=NypE$^o3#?dl!F_kLkwF<~l?pWT-u zkj=tpO(ZZLMhdYfp`;+X;?1m1tEgCZ55h4SI?C5#%QcQ&SY}S3=J<(At@_Cm{42Sx zELRD|3W-X;KZyy;&`f_ABRDA8`N2`?Q;s>Gdcxkl&L^McG_=)*mA^bC@`>@uGmjJ@ z^Kb=J7ofd%0X6r@vsrm+ka$B^c>r(>Mc%veQf@AL0ut|+MZWo0afKIw$P4*8Z$1)Y zFXgn_shOlS+?Kw3&n}FpcsU))LFC*ji(mpgOe7NJFqK}qwj!4dqrcLasN{}@59RW> zt}jB*m@J=0v57`uoT{WX;(~=m<|={~`~q#Lc5ZI2L2Q^vNE8l{vN_dGC6H+qDpJ7= z#2{c5#Td?dEEODfox;9*myZL}o5Q&+Hm2M4(|jPrGjfCvV&N^-f=!YX9fk3-O9WyZ zd><1&*c&x>zZ8!iXMm%{975r*q#ZSfJ|B>RgOk9NqAS;aKWIP!2UEL$TpLo^`-yh| zOHE(jO4cy!@kgrUJRQ2gIu6xUw3jzStb2R*H{_CO_n(#t5n&gImucQJsaU}52?87% z7H(%1g%KBP8Hlytx=w*5$97Z1KT>7G0@5NE^a1pgn<%IykbS`zfqVvyjOdn2F5S?K zrwk1y4dN3aM&QBuq$a*YvD9#RAh-~Wkpo`byM4inZvH_n^RDjKnNra4vGPm@GZmcl?SwElxu)e;y^l7>4;^K2cxHo~9-wl7X3vb?DQ?4U>HBt9cYwt)D_O z=NqpkQbww`$bV{S4GqNHHUH^ji-$qgNWp^3gZCou>*Eqb%xI^w8`91s%>^{(FN3h7 zZ$KHZ)(^@hV-UJ$;XTKXA`XehZh09VHeT1|w>v`6{#n|2jvGvV0Zg$;I!&N0$zWpO zh$NcRlGT4O4^#?7>n8Qu9eD-|qSJQnvIW?)`yic}kr@kZbtbFDrTQwUSxO~@AHsOM z=NT-C6vu4YGpIvKN19U2zo(oQ7b5K=RXd5HMMB}7 z0!zs9%{7jK&_MKOj)o(0$!sx2Rx5((YENr%uLif~r*z0Aix6|rkSchPY2v241p4!E z;r4_?5?~1WEtRJzy$n29aHbHuicw60jx9t6;lO2v*4<;5i9ifeJG3cWh`s5}OAl^I zQPNtK8qcE#U1;bd*U-E-oGM55D zd~XmrU+}@sUe#bto5bKJRCK>Cog*GdlGnN~(Iz=#=MMof? zsyRl&GvVOc+kHd5QJoG<|L8am2hXM6CzC9PAd%xm`mfU>~%+&QS zEjcaiAEbD?L(m6CMbxtMEmrYoYHxDrV@jcg`&z}D;c(@ZUEvYy3>K5fcv^1JYJ7z< zR5J%H&pB@s7#~kTyfMY?$M|T0HkhU2+tlrez(9K)5`yi=#JB6h{R>E3b*oHM40;mE zs7G*}{(09qelZcWO8h{@ItNQMg<`U+Qki!W)0iK82sW-2BTh$q-JPoRvVB3b=q14o znM$UZXQeipT%IiuEQ=`IYok_(_Ny*I)Z@iy0xd{+XUnIAJdel8sIbuzLfWKb@Wwg5 z);gO|Cz8CwEGISmM0_JgmNHPB^=kq1jB4h>^Vh)kCVzv>!hws7(myuIUQR8W{l-#W zDM9X)$8skjw9dgUCC^|{lo@74Cg|lim0r^4!S=1PS~bI8P(M~+(&mq0S05%rgNm>* zQ$)098R$Au1Y&BaKuzW3_@NBXl`LY}xCj*=K;-UGC`n%pWeRz9zlW)w=qd9+{0ha9 z9P`o33q1NqEK&()b=7pL{G20=-%{J&MQSc~1xmynNJ{gaN_%1Wn|+SeRSdu7DxeKg{$|NomJUr;gznqY3870b3NZ* zXuVNYEh0EB$rpeNldf98zw0n=Te-JRstpu)z2~~%?49zZZ_;S=qP}SAzh6b-{UxUj zndUr2DUhs||2PXPx-#D6$KpPxai~{A_>G{Q$&*iYusO}e%$eYqMh4cyme`_RVU3Og z2d3SxY|K>AY@wQ@tU*7f9{J6@F`L?iDA;NQ6TA`|oO@604YmCm6P8*vMlnJ}cy`}} zQ_p$s`Wf2Sp09|fpGOrWDUC*Fd*5{V`_C&9Xs|wvGLKXVz>FYF>=R*SzF0f32{x*( z5@mGnNS+(f7A7ycP(Dni9EJu*lRsrzG3k;b>3h{Kx`|P{)%z_hExxuT(|BDb|0&%E z9Kwr%NHl?=7P^jTQ?vsGD&}QPffk=H&MoUJQ&ZapxXz=|y!CH+Gcd+;hyf<4DP8P}`_@0Mlgl;VIb@9x&^ZQ{BhKMQ>ot(Zm=T4jc zC`HTUg~^SU8SISX`^bs+J`?i>XdPd-U9>~RXnWD^E3j*rofz@+O4Sk#$F!5=6ev?D zpyaOWEslXk*4W8T3{n#5$(45_S3kd4i=ikH-LUaNyeoD(x!cR&`Jj1fjE{ka#YGZ_ zxGeu+PdCqj@#jIyTagrAkJBQE_gMP{$=t8^?=7^}VBUN``P`&%Uz^2ToBIHHgCwm! zT<4gkKJ}?e6^CEYc~FAqy{vxTmC#?sXd|Q$%e(h_5^rI1q*opgV0n}gQD=U-CtcJb zPHQ)0oA5v%Ij|}ezf;S?W7ggj=ObD#E#q7eLzB;%*BHo$xl}fHsJ)f9K9>S@c?{gp{X*n5>_&ip6 zjalXa(OcncA|lPT*1)|G+U_Seb@J!+rts9#@pz!^$rQ~>(@17M&ErjN;TD7E?uYoQ zi`G#?wmi2*hAL&y9}^i&_)|^FrLw3#3=G;c%92ffPf%CJ=>Cm4oK|!&S%EbOlSe6{ zol4kQawt~}(TBMqbTxrP!;jD_iS9`~uO*2eAB`g7)HUIzX1k>wX884;T=q7}EUK5(+m|+SPy8g z_js^nxZZmuE63_&cK^P}Rq3>#`k#qsZ$nwu`@+Z`QE`5OaR4=#qlZ2UdL@(gu%`T6nW$6D6eLl^1 zgocHOl{U0r@JCB@FG;ngaQi!bg5T@dGttnDIWC2|zPuIcd(kI4mARUwO|_JzU0>9E z!GHoP#|?ww@R`F{NRrAoD1y8#m7-UnYjXX)5)(Bp88XfU_e%&~-y5cL&QpSwZ{3sF zSbK^KU4Z>|I&u(_4(s~9LoFY}9%+C0>0)dmbr{#Tol|I|OLgdk@%6niu+qF!RqCr* zs($134FjDBs+9!Tl9gvVh4j}~4aOI7YTli!puXWi04H#Lslq|h?wri^mD7x=0Bx!* zFS0b7Ye{CB0cS+s)R5EbGGAqJ& zy63tOroCo^S3PZST zd1Kamc7jVrA$8{=p@<=_2$DH!cT(`@WBd>mrz#_e!&^@WT^&Ky+xI8LWgv`zYevMY z3n0l1E2I$F(n0`(xg93LK^L}t(NB!%)XM&0+GXUYQ7||@w}N`is!c5vH0-CPlq01N z1Mnk&&GU>CLRb{bfrSz?4EJ=Kp4wJ4R7`5OQWwnSvLPu&jY2heiHwnir2<3n4~xdv zUOI(K3n?mJJq<~$QRQLZ(9^E6eLRYV(q6ie>9O9q$TiXz9}#v*bv_5PxF@I9Q7A5g zz+2un%DtMJMso;}G!AP_%`)Y5Wd1ALz!2nji1vHN%I8bAUvv313ac17B{5%m%r>(~AOv{EC(z04T zfJ??o3T2>j2?PZKUA`f&-d2Fu3N}8Rlo4hiN=oF%*5rPlo-Sj@3T_5%F>XB)>U{_AG+WBgsn&D;9rW=fvvz-96OWNZMM5{6kh z{l86>raSk}=OEMT)-M46XYkwN7K9+zFMt%r81I3pAkjUJ7+kcSQKNo&{pr5oLaN_~ zzk4E!%E+^#tr9BA9t|pAAOTH}agtMRNEyCkJdt@)`@&gM6NnzPTD03eI}1XC(g-(! z09phU^958mwQx#!7wfd{Clo_g52+6t0qtZIJChE9UlWj!<7N;S1XxsA%c@kG03>as zs#wvG)-W~n9E7$c3bS2&q+6}wYI$!bU^tp$-vNaBVRRJRhefnju8%|5+7BRd{<51O z#1DP-RbKlIAj_~Yi@9S(FTT8qYiR_|^h9wS`kGnoJM}wj+%^x4G%&}JRlsmq@Hppa={{Fl7&)d(skW^k+g|!3^r+4w zO*V479S)S6V00^)$+9$HIXf6pB%$@6;}@d@)BAq0aIkEGi6krBID-VoxhFrwzn|KC zktrO7)GlbszE?VG6inRF)-hsXhdx<`O8RouZUpDKj2gVAzF5C#OT%$&9V_GzFX>Sw z^yL|byWa=j&Bj?>uEwmpnGi7l;!Zkn7vzT}*8G{BZ^j#C^_;U)8uHwZ2**^cCt+xu zZQQ2mmoc1W)aZ+TK8y}$vWXH>BO1;?DIzKnL2O5SFJA&ac7L=}Wvro1e=qnvuSQL_ zBRfM3fe8M^-;0Am8je_upn9))U}yl*&o3`(*e<{er9hA#PiCi}Dk#FE-oNB}g+PMV z$Rx3XquuziN(H3Ra>3|@HVVZ$R)YgV9E>>|^Ne2OVQ&uPSBAM0`W)7A8O^U`l5#v> z5fxrOO%H_xBRFRF@6yyB{N!c*9lh~424kz|As+Wd1p zR=<~H+Cv{g1hDg-&D`5~XI5t#buj!zw%SZvLTE7<;(d$YHeSZNm4V-Z;xr!y+fDltI%gYdwRn!-;B8`1xFN(ncl=>k#s@dhs2pPPg5 ziI}m@E~@qrWuY@Y;K8sJZln}_U*wV{w3HJlSb2c||M+i$1DHVFtxo;ae5iL#6`Z@E zq)Ic((e&mZ&ZvNr4)5bscNTaKT$CBFz;^{<2H*&sW|;}$1Bb(Z-3BYBqjDurHiO^v9r-hxh*9iO^Y&&!TGTWJCXsbaUKd2^2EOm}c8bs2UPw(@HxL}$F z*ZunttrIxfBfb&WxS(qZBT=sNCD@U);DqK|Q-UKIu4Yc0p=BB@#}Em+?6rLM#6F88$YmnK zk$Tp+j=WK3r}9Aps;aZB8$6H45r!5`9C*w5rwp@9!tqDrsL#pS4Q{zzMiZt@^^WMC2DUv7q*Jj92kM1MVK@Jffc^MV*npW@8Ad&C#!4%!Hxugb>LTWz?H7 z(e{uSamU98Dw|3l+s)!69&kKv(?LNq$7{oE^+@*d>N$-dLn!vDn5^l><-SSEbFXCoZp?xrBF#&n}PUiu#{up?TudG1mEj+Um=b z%d=?Yr%*w3o(%E)pO1NRa-L@SW9=rF$txa%f?+t@VaFvi3quU$I=;yC}-l*{$NVf7z737*e0VUTRG z2AyZ*lR1z}CL^Gj%mEo>2sDuqP)r5@9uDQGIE-VXAvpFgS|{d}{`wu8hYkPCF8Iyb zOj+2CeMUr>XN#bLxwh$zRUa;qq!Oq>9eTR z7t%uNpF23@(KROg`$dy^b>V1Ah@pn{oZ8ohcmbdhft$>;=eHL5`c~m8C=+F?s;F|7c$TQS-Wby* zZ8<b(w_?y9H94|z#*fGb_zmq#PtJ{1LrQQA3^&e4 zjb4Kg+eV{B-649floa`#Tk;J@vkA2%JP1HhqUGlzen8BK8U}QIALrbHe`_vaRF9LH zY|T=}oZRnJee3}$4z0=KxM;uE_~j09|Jj(R4t&=XsT8wmbgPv4AwrHG{Un@bC=TfZ zrJS;J{{8E%>kvgw8qqF+2$wD#%Ws6{DX6ls1h`l)K@ipF0r-%JMpw;1Xn&7uzm@cg zbb0=Z)l~OR;|zUfG7oG~oxhfBumXjkN$q>6fG>YTlfkZ-j{JG!fdQrvPr$>^f*mSI zijFU?$;MmIrSW1ET&QIc$4VfG4sT-o%h}v%Lr?`7^e}ZV(aHP((?-$2 z6_a{UNH;Za@jpip)a?XXr$8U=TfmdqkUldCM-aGcAdHSn!A3X*1Ayzbq0DqTD%~+G zi&nhhq~b&hc<5#X2h2Kab?T$LIW)dE?{p)Can`YRq^J@p7AsRdq*dkQuUHN=WSHFa z5R&*G)pikCA?_$1rAgEv6oV@UQYS544fdv07FX{y8% z-ut{&x5J?Y;VJx1N=k#a_v{iL^;LS>R7oWd{=m{%Lt5fL&&Ax-jUX#2cv!_1j9q05 z2d0ZobRZ!;;=tCXcTekpK0|ZcBZlu5==_8E-Ce4KN901StJool?_XYbX>KWiM70jY z*Kd;t>Tu^~`BR5+0g+TP(n0U{0ZRrN=#p>qytAKu8mV!b12890fZ0}lWGx@LC|7%f zl0k^9m>ug{de&R-?zi?T!&GQMu^p+k?dx-A^Ov}BIRTa7QJ@qw{K7&4Gf=C2MeiI5W-w zsu(KTNupI5NdpSI8vC3hW3!1)7# zrG#|BZ@R9m5g;&Kj}_wjVt^W771{)hq2vHaN^pU?31PdvCLf?!gbIkWdeE|C)*y$> z3c6B_VT_ddSCIW38hwfqhL z?Vo+AzT#%8&p`6w0}uuJx+4hagazH(vdE&~;7G?`&K$x8u!ZcMBOYXq zq<)83-Il)85c=V^6-wB_cvHao;ql_Yp?(0o3GD|NeTzxeE}WM{4yiCb5#C!E337Ik zLg6N>YQuQC`?K(rZa7nEf>v>>#H@p0xD9!4(tB8S;F{- zLWLxIkbhRmVnduru-FSxY=XKVIN5Xp;fKnu0FFr(tBfv~ZC7KBe5YvCAwJ}0REBx2AjWtF8}Z&@Ki1px5_*d^dzGjww{Jv&SQjrG@gewIVg;%X zfZtCcz!9G?8=b(LQ(80D*!m-X&Gm@u28wZ6pV1%{aPAK9lYo~$M)8ev9Ar10+~#uh zL&OeVqY6-cJ`>j27Um^0+5LrMAlqjc&98{jBBHtF{pEtc;^>7_fVOd3wxC_OydBfs z@|zyaIcX((6PqqI-@8JdmFn;PjcIj=2p|Up>HC(jfh`hw%8F%d0nkLuA26xHSjDB) zhERAe`Ed^61V=Q(#Un`2B8~{PS&8(gW z8TGi$P4mtJ2LF;i|F1o&E43X>ZND|vfR~t__Wa4Aw?w~t^?g2ud7Os?D@)GFD98h& zp8k>)xuMSs-QCot2ld$qnDuK~%JzM|N;MW5+{Zxo@Pe)tFw#G*B zTWKO}@2J|Zn#>thR=Us9O3Dt|cP>M0G`wdw`bIdWQqh?+DjJ|&#QR`c7WD~DHu}q- z#iIThV`DE=qR^`ec`_N+mvc;xu+VBQN=k%A22n4KX?<#jFdn&018PGZm|;YQ`i^pG zk6l_IOJnMzqxy!ImXQ~H&BAU(0N#udD?|Sia-RsL-1(c{`Q*(@3Td=A=Cc`Ec%#9h@iWAfmPe2C$S(`Tl_nukI3`(2}F2;ZIe-7@*MN6AV9o$U1i(@;cB35 zOPP!R%lCUkQ4Mz>%l-5#$^(vb^;rJiq1=B0(Io4Z`|BEl!$aM@r9p=Rjc>0-U73oX z(FpO$lQnPUTRyE}nVlDd6&{ z>D~^{k5FfhM3=-cf{t6Rs05zdxOD0h5) znVt3|2%ZW4{kLDUu_2DiJ1{rOBq#>a$Tng}!Hiu%n-f*GKPfNGKHl&!p8If6TBi45ZP(FuP^_4E%s=35OlYRdym6~;tBIz9d`q67n?O#^F;708C|XM z_C&!rwRsjJ8n_CcaF#del5$e(7E29Hn>Ia)$k!e6y1%=DWix{7g7ly>Nkt~qPPPE< z)M%zo(yjF^?Rd~=^d!A*2xiEl$2usq5AJIKKc|9#`?am)8CFptkRz`DP_uh7BlQr! z&HXNOAg`j46{(RJ;PC6_eFEEnZR>%BR2gVQfr%E#e3ClPz}4*@=loF;h@iE+`4pPfC-e*-L>Uc6pmwg#)=@1 z?}8yf*JSYvuH}rJo36HmM$i08t@U#%CCM_1+xb|IR~UxT=BB0FYU8RtaiX<_a}p1^`x?YhFLKAq!HKzavbkj@E-P+KQ42JLIS6<7b}kW3)?pDZ6v2<` zo&4R%5;Vub#FnTKEwy`AA*UDgDKfy`nH`9RHRtHq$GCgPtaUa7ClUIEKjL?FXPjG} zqly);aELOFjgfb=bbr8vebKsm{2t1P@0qooo~~v4wWEnAi3~TnMtDvcb*H%`>x;8;E(yeKPA6n#;3c=1VhQzF-%37`8^_Av14u%>b^T4kXN~N zB%Wouu^ZjT>G$UM!$@IhwPJa=Hpv5)YZa1Xx;Sq8)szt-(j_OEq9zsN{(#JhQ6ONe zvI9_m%iqXT@a40OLweKo8OPurubRO@OVm{0{xD@Ai*LKujySeaIbr+%5)@lUIUiKE zqB=Cw25q-H<%6D0cP$6S9hqXun5Ke`)Hu#LDroag(76Z|Esp>P8BE&*etTt-9m3;h zHL5e*=Rat`I=b268Caa-AQy-T(}#nj$Gn7XjqR==vghQDXuu4(Jt6Q2#+Z_P6R?_; z4L;~&yvrS)(a+r815hq#IY~+nR6V(|oucU%(6qIu30J34J?|F~5?N?PiJ&hwOW|dZ z@G3_1;@s<;ZTufI>f}G;!ZpZHuZ`AzQ|Dy9Oz4b!e~@gS_`X8@V(q(HgmW>+3%x@o z4149N6ic8IOCx!)?=XexshlcDOM%iTUCVsrK5ehW0YKS{&!F59vC^|e%PCe920CEV zW&9Z>exHZ6G1e>rgsEFmax;?##x8~R+a!R(I7K>h0cIM%cT{F$MoajG%>N~8>P4%2 z#uWVrCZRdjEQ2lQoq`_MqUG7ZLKN#u6Q`SCn1w>$kVG*Ep?N-WK*S%#9@e^1*PM7{ zOWZ4{nbxc3+JCaW4(&S*e)%G2jCf7Li(Mxj|EYRd=Bdz2UMI;eqsr+lHWmx*Il76; zCjW$lg{{}*%q{J3gwhCB@xTzj=)QH>`37Smxak;~Nb}D{G-@B&fRhm^ZU+$Aw`UH6 zMBJ;-1iC=Qv{eIf#0lur!JtH`W+8P6?$ED|Dab7E|68rLPk0Oa@W+_D9~Jiblpf`< zql=8gitGCOn3q{F22ER%QbKSX_J$vU{r$MgOXCt)Q^lO$cxE(UQ+@KSvc-)^O=@ku zdopM%uJi?hZffU@4o7e2$>VO|e9{a1+mBIkrVQ2=u|%<5845kRBv)lQv|5|Uf4Xd4 zvTVSyd<^x&poEgLzCo*?)MRG+Yq~CY7j2|YMG>akys}xashxX>#t|c^1$((anoer1@;opz4xa7 ztF#42MP&;TrMh0YJ{EL@HC%m9JHl?a^Er0nOD_hqOl(W|iJkn(c%IVj39Jcjhr0e;3!Sf_ z+X-xsXUKsE$2t7Dv|^^sq3nOGn=-a21~QoumeotXw&N1?gr0kLqaZ2BAm(+NX|pzF&TD9NSa1+$gtKDa0ZSko(I2Od1Z43s2^ zzzKT-R*$C8ZgmvN^U`jXSib|;(w0jnEY@912`=nWiNIFnD1_3M?H)wZ zHWb(AMPlblto16hy@H_Ks2-46*WvT*Fkiqw#}q>F?@2NPv(@_6uCDqm`LIYCXap7C zx8{{yT7}??!p-~u=1Qe`m6rLX>%XL_?7xLb`X1_fy;EDDxYDQ>by|j;NE$b$uLbp3 zrgY_Wc@psV9>F%~%`CHfZ97#W#*i`u{}D^5814HQ*#|J)P-=MarmqVYxcpI`y^w=g z=yakH^s6jd5?>KM$21`Z2tcDgrPFmDF+7a_a)OOFMo7-kuKS%I^>AaWWI*|}_V6Yi z5~71wW!xhz`njKqV!`U6pZIiOY`yPy&9XNGyT^QWu(D6>1N1Fe|^6RJZ(%CR~Bo2 z;glliYBSc?nhtj?myk&L{{h-m5`dE+Uu-kCNVv0q^iFr(ZoG67ERB2=(q?v(onpyp8bEvzL-JT+!j%|Q37A?m21n!Khc)Ed^4^8?udcyAMt7xRKbUn3_aY=S zVLba18|RK;AwEY?Eg5+QtR=k4H9VB6)e(+))Dd4Nel=Jl*op!_1MKXt6@Dx5<-u5T zda*ArLhgP$PfzZe+_S_z)mzsf84TM#gt$VR=0}LiB2ApP39ONA^^&zSR@km;l%|3Y zPq9tu;Q^_?n!G31uAWre86FGJSOLU0yCL#7aky>M5rD6uCZA2L* z`g-vHR_P9Gb!FPp_HPCMjYDh6jCD|Vx4P{U*Cg7hZ$73Y@dFE*~~+LaEv zY=30K)L^-P>1s9VrDt~iy?>qmqukGKs&n3R;2B9S*&$hNvA_S|0}-us{P1^ym;-bM z3PaeU*hUDmL6=&EgrEtK(x6YYpUmyuy5oSzPA*GxLs6w~798)LSrL$q3=)x?RL{GWfcTD?ba z5>sa$0BpY+CZ-*B-6S=K$XxBGtWRu(xn_7aAmqXF3u~ru!PV6(Cg$X*9DRZh2PTh< zNoFGJm?*8aL*FeS%)aB)?YXV?@Lnlc?NO@jBrJ*#X2;w(>v35lT~3GHyL`=vV7vc1 zoySzsNa|#!M%;OOtzo#GF?XC?n8KN$XPP=trpf3+F3{Zrv?!zdowl>lW{W)xlghKp zdorhkZ+XA7)ARvbh9ZC~T~;SEz=%O@O;3}+?fMB@X@EG?~DcO zD3JhT#yhBkOD3+ny42|Hsi4Wx3<{VJcwWxFvdN4^6Hq$V0$l7zLThL8&^*JR zeSz)MmNAm0+5%PmA&!_udikF6v&A6I(6QMsHDLw*iKf*V89jF-L|hbD|1^ z;kR5Q{I_rhRhM;UYnTW936`$PfBhzx13a(y`S6KqB*LTBoUZV{yr=8b5;Z@%!uL*SCseT(KFC_^QKcAyNA=*s9@Mo|4RFynSJ*a$cSViGx!_k7*B z(F6aRWQPHX@{KT2)H8NfyLjZm9y1v;2SBN9Lup$APQa;vM;8Nlx-K>jsk%$T@DZkOi9q!?ft{nJDxG(4gLE>6w%}r>azsIB@xXADYJodmKY{|z9Zlp;0 zbB1A;H-;m+s&bxv$fRHZVyjrn3n@|ee;Awo&E86D61}!(Xm+m0mDC}npDe=w!cwVC-zaGC1B)_GbBM#{9`qyL22GbK$Q z0NDg5&i@frY_=rk!Ou|c`_5OzAPN)&4iLq6e;ya7)PkFUcylw%IJ6Wn)XI8JoACK| zNhkCTcQk{P*jZ8aq&iRgqAaF~}yATu}S@0KyVxL{OT_Azp6DEi(Pr zQc=bigp4Jr4y?fFWx?QusGrj{1YGkuQXAn+^mkHCBNOFWKz}2Orfag*@5;S@J-IM_xVqK-72}7XG=}>JuO!>gf1K>BGLojlj_f5Iz z>~gpMhg?BC`Vr@bVpTXpDIaBRG7V<-Ihvi(^3*aqsxveltD}(PRvoN=0hxyAVr0(e z>9F-yjM|!T`9>e>X%nU6m!$4~(Mrg+3@c8m5 z%|W*bI|ZD42|6)OYnAqaWzb3+A#(+m^+wj4KN@UxAFgTj3%lO7@%<}n@pT8!cwI9s zui*9{fm+~3fLBwvyWOsp_3uplYbF0$oG7y&R=%8xNsIySaJL(cqtWxv z7!&Nwq25q*_~H2Ndujhm(T+2v0^AG)-a!SI5Fe1_-taLM+wy{UwB!*h^hQca3rCow zRsjG206!uTK#CA;5U&uDlb>Cz#9^%r$UU#5Zqabt_<)n@el_B`U$U6FxtonhUm2YC zCTMJ@9d;hb%aCEEBOpl3&DdJv;1BJJMhosrdjWt->+ugl{Nhszh&Oje_4m|uW9^w} zMEbHds2iNIAZK|aPN5O&me5EmEjnuB&L)k*({6*a2IbOzo88jxL+vG0yLi)=5);e7 z*&9jSdVrF^Y`_1uJ?*wo8h1&-v05b4h!9+S;l=MrnENfBRK-~q$-up1=H?eHZM*|E ztaMnj(fnaj@DAHSd8xDmO`Uv=(Z>Cu67+WnY#4WAF{$VYA>|c9pb~#sDff5I+Q!$u zl(=)B@@CJ*qBaZaC>K~hvl9}Cbz?rQ3GbDjP;ji41hk^ARB_H@rkTRyIwdC}j+^u+4leFV2qSOoV@5QndACa2w% z$~OxVFlt9ymDSy%^Lq|=>&ABU_eW}2X)**t?Y5`99)c%pSF{%ZXn34T+ejOA=N2&j zD<02(JGi`b8bBMjBcZCaxM5^+_oAKlE!3*}gS)Z%rvq0WHEJnlMz-HQ38&H^&rs15 z&&ie5#{0YD4N>k%ECb)8UTqv6lN(^X0fON8+ez@d+G9B1J{h%fu2jWY1tjKdhd}L4 zp^}*~%>LU}-97a9I%E%YM`cJtAeY3}5^v;(L_9-=igwXA=AraKdI1OVPgs5H&cRxT z&$TCUdjWvU=kFiL;*GyR{JKR7PNcwLG8{e3XgkbXiytUEH<g7qYIpc{w-*3FYo&J2 zOoWrOr$Z*gCk+1#t#kcR3oCI-e}7ldTEDBX>dKsqTM7F02x&6zgrHToV==n&1r28h z8*9(l&bS*d*3E>O`1J>jQ|U<<#=LZ##H|58zq>S_*})3{j6SpfuC&sSxD)duD7|7Sv1|;U8*GqHpUI3siVff?DSKX(_ zQPD1@aPhfx=H|hG{JM(iC=UbDy+u@qQ2PifTv$D! zyu`f#xkSV)SXA~6AI5*h@ev$0hUz{o>YFv~Z*8+vP#bo`%m=YV75|)Ag?HFz0I0-4 zk%iUkrgY^5NKFLnmHz2gw}L+;Vx(O$pV>pM#^-KKC?R%E36}PW?lGsVri8CKW^Qi% zN&2)SvuF;=HEzVE(j%#Mr4a#=lUH>3y9mZ}IIEKWbxSC^K2Bp1yDc+tzb2My zeKz1_rcOQ~gugE?B6Pp8?dv|ZS6Wb6aME`ykJxJ-LMC%uuCGrDEp^LIs{0!THGvSk zU!@p0B#U)>f(N-~ZN}Z+4krg8gHwZk9fu?N4#+0ewl136=KgtK<=N=2!~yJm93xo zRv^MNYk1T?X@`?P3=Tq{cpNKThW5A%IMVBd)kkei-tImpn(v&;+p;8wg^;Dx>dpgH%KRf#Mm33hC zLDR{88j>&+9^{h6MWr?WQeAD_Vyu>qk?ZTy|=~ucwsK zm0OVO>s|nWyg4e`BS=;&vPgJ;=eWLghpEIxTV@0I*EZ^#D~%9pySh%hSqK_)L+aZ5 zpm+jPip1pr{CEXBJP$f6Nu zI=XUqT}tr+L99Chzf?Mx5UBJ?GK|~xAHj2n7|!}_IsA(0LQZ?B{JSHO*EJ~i-0v&St+6jCMb@NCr0UpJNZi;9VUe3gh@&@!y_3?{*O@X<)0 zg2b1`i6EFq3*GM+2BPN8#W>TO6RTAn{_X_;4h#{x)0hI}C0xGwOqt;pZAV3W&&QP~ zivIOp@D95YV;Q&xxuip@wYz2ESlvxTDWUs)4V7=c#2;$gKnbzCqhEY>Womaw)t)5M zX;VxH$`Np`#3Pf^l{IEiW9=SwJX{>Rh4M@yIvBu`5(&2tiUeqShdEzmlb>IUbXX#+59^GJvpd(LrWC^CEPE zWP;4PfVh1Zf$K){nEd6*vkS=h;Vxtnr%thck%t3QOIZtgXb>7TR|PKniwy>vtZQ~q z!^|>rcwlujL363W=~1PiGdJ-RWdzb={+*}m6I`MaPd~YU)VIEEGIR5YSiwJ5##p^} zrIpSOl0oaj;wA1zX#0941eVem0wHw7AYQe?aZ+hAhRd44anUpd8R9wlaN-n`NU+>J zB1_TG`IMp_k)^0D;MWl&vLtZy!+QY$64)3~F9YKW5E<|yyv`0HOVLH*@djxSnL%VJ z_7qhDk)^1JJy4$L9kLW>9ddWbQUph*Qq&!?%pI~6^8|D94vAVw&V;6uKAw~t@wn5e z{MExj#jPPrQD0IZ)J4c;K8pbwsVc$+N1Blq19B6Rt{^ujnT}F9+ZF2aLly#N!VfP2 z`9VXL;vsPWIl)$1wK#}ZJ%9{Kv17<`gV`9e6d4o=YG({tiaT;ZZPOhc3j%777_t-* zBI~p%l+}>tyzvx63|WdDmaKcjYA)b5;@}`&wJ7qKJRHB2Mo?7JI8jMqL?vy@XFUi# zQzRRZ$q$prgkTaQCAcWP06+t0TJ@;Ysr*|zi+xQYvu@O0C=}<|ta73~91IR|B}-AP z6;|L%mSU(1FqBLxO*mC8gh6XutU>4q!7J+;hb+aC#Tqxm{)gU0@Gs3a8KKmGID?C-U@|PYXKviCpeQdhR=6^0gIfsa$k{00>}FGp z{>@f6yfzz1g2dW`!&rL(0NH_3(jEkEq$@AWNS`N3M-x~YN7r`C(Jfhlqf@7VjW#8v zj3x_@j7Ho-SEE3oR)@?*tKr9X zsMQjn28rx8;uOT`HsU3YmpB7oSJti6jHS3WD{E!lN}O$x=$jKM@T_|1=T+zIn|&Al zUHBR53j7Rxmr~@j?;;c9l?KbDiVK)%MTv)FbPPtv0P{(7HT0s|gLxUMR7=%<8qF-# zJeCSVpTs}`#~zR!=WGT6 zD;x@trF&_xLmbyjt6Z6(oitI`H+a@SHW%P^hV<4{!B4NxQDoBEW0J-;Ubted}ubZTg zD;sPjN)Le$oX6x9l40B@#`beLrP7E_4F2O^VP4=>79UNq#%(JN+&_@`H|tN1e;gz( zk=)-=$H0{#p2p22!2|h8Vi`yq{&foLWa+rR9@!+TeOYpFT;K8)D&FnT$$w~a+Ow7f zX9K7~ZHgiN_(0F5~NLRkhTpHsSAMQl_ zM-nqPTS6Yjzn_KRUI3sXF(rJ9b}@Hxx>*DA^){rGxWa=1`6Ds9a@bKFjoP@;L(1!s z2bYL%U#$D|kkoy0Wj@pvUrNniBwfr~uIAzen8L-gg_@fMm3Q2=11#fx?TOVM z9^b6cl#`?BOWX!v6j+AZOz{71PO;8=l6^JRs$D5G3JLx`MtjFSmoxEuGHq6A9$&U?#`E=;?gj zOIZZ3j1vTpATF#%JtPCKrE5=td;k(K-i*vzdF|-$6GiIeaVU54vn^fum7u>T2sL%P z1xkr8#trH5(iPZ>^cYJ*>?cW5;$6Z8=gREH+O{>fb~kxrF5VbsC$(Dh(8b&gAgo)l zc7C744kuSI*8cU&sG}U>!Lj-*fiEpf4eD++;?09k!oNqZ{HL+C#1AU=b^TuHbRkbs zCH~l>E4wfHJ0my$SJ@{Z`@{>)$n zau1ZiyktW%aMV)1S+EG9wu*UwuO)K)ckg3-flygHUq^e7dE-|4x@1E}7|wILeio?s z4>JMdYp_9e3pF>N1sLRl^7Hi<0;6_bVbYZo@uw71R=d)SePOlOeXILJ3XIw@7s<^z z1C8{skE**QNltD$PU0S{y`md#OhzNA8;y{x&W|spC5VA5BWAdOi|e$z!64>uBHo+k z!Q77?(9@p5Xl^dtEMjLpCDPjt{iQ>c8*OYrC?GHWR(B^id4O`88dfwUc0lbML`C7W zhbiHIV&>-94`ko)OO&rY<@GLZB)#pxe2o!>Rm>ERA;BpEXf8iFSTRZ)=J792Y_Y6?fs*#e*oN=4Tw+X}1=U<+ZbL z@i@P7v*m@L+;F?GwgvopYEjrerD(x)C@)#}g``Mv5gf5Y-HzD5I`yuu?QAqqPf;08l}%z7_mw z9tP&&HoF^ifP`P4^d5841IFB3jIKMm7q9+^8&0ffpc3CDKcTU?_8>E;p zYM&ah?j10xXcXS+4##*iGf9uqSf_m}#OdJX`Dn;03`~Aa?l`gmuMr-E;2aK;2YHrRIkK@@91m!kUM&Yvmo!qiPz2>>B8R`Y=}T@2x+5k{xWiEN8Mp6{(5Ags<7$9jqbBEu=#1lTmppr{!ekNc8MdaKTFQ!P|&FPTA};;X*#(wIs25N2GgP3 z;drUE;L|*68?SjNFy01};0&i~q)*o{=I5b9`OBcHbV$&s`9=wyJz_J4@_JW!Om10a zvq${OHAR+>US0Mz@V~j=$tyaB^Ppop?U{gp@wFQUzsr2TS8UB5CiFaC8JVLmk-Sl!-eZk|yLG=qfy!UKFiXfipm`aF2+Zj5YS zhfvznUQLd1k1@~QG71aM-=h0^&M-o4Sc<tD<%_b(@8h*Aueah`$H# zutyYWEe|R#FoYNVB`6?ozs2IeW+-u|e&%Klzx+;EjIxiDX-F@gH`2I4(QOp)apeMg zD6Mq6hA8j!;>{ONtMcixU#ngCH))a*7as(LpKT7fg~s-KnO;=-J9$`bQc71AP}UCR zXJ4$F;iBk<j;n+00>x7JM^Gm z7atOs_W}SG%`b65!Ubos4WTxKqO#i7QBeE5vDCdORMwE9DJLHvqY_H&rOBB27uRR@ zSZj3gw2p$>HV?_byAuu0BF!Rpm}tPi7XW}8h;>g2A#d}>9J4Yn{xjLW{<5`=U&Aow zsEKfLTRM32O5m)t24)do1d^e!2yTnz0yNIC!aO9QsW^_AeXy-ZN_qQu9p688;LBJ-8g%vl#{q`qSec@ z8swz&Q2R1U_pT@?Zx+2e8y|3*y}TCyh}~+eU27+&J^E4hKQAOfkgRs(6k8y@AbnrD zKqzhefWhA{&=fBILolel9S!dGzS+q;qOkiqr3JpUnVwWSZ4^lFYD8YgLEhC26Ijey=q{plpq$dn6zYAQ@ z^#lBi)n|aD#MxBq<_;z+@z%jW@Y$GRb?BF)?K|vt^~PMrBCLBYbiczdBa=yDf#b)L zpz!RCcG}$0+9B(beuF4A|GJ>G=VqjhueHk7w?J%g9@rw`hvV3+^dv1^SweZKG{{dD zYxIafwO_>UqGg^0=bK7HdK}Dg{YX0*_rx@9A3%t4OS zu4qE8bbrXjr2SMtVvagSR?{M_jb{U5t?$kT{D;zm2P=b8{2Rkchoe(w(M~%xu?&2X zK1vS%Mm~27W);$V0RZ%rvuK)YRcUlGb2FhMYCe~WH$Jn;Q21w>c10UHYAK?JSc!v` zL~B^-45MxBHH2ezWdP!TmJxX!O=oVtP--tvD}C!e+t`7DB8BiS4){3(}QI z1WDa1Np)qz+DW{$7XS!xFk)XR&d+enHv3eilmO#s#!1{koVJe-LQkU#nF}&&Cdimz4(Y zuMiM#_5uK1v#5E_h2#361WVl$)5n#2`K5H*wbZRRACgsvzmx9U`JGjSC>N{9)?uZ}`-x5jOp-@_BA9;y8QM-*e zr4jNxQjPf_Vr#bm5ySa|J8!3Qf30VCqY6{PhyV0-wh+QeR_{yPq~{>?m345^XFxLM zXi0+e*LHr#MPRMJuAP`a3?r*iH2xjUC2(E&gx+?m9?x64Av=V+*m2>A(ik03P_lGy?9z|H=J}0CrQ&4oHjxK)i9WeePNLh3Zc3|~w!-8{R#-jG? zzg+_TdZq;5Pp(=OeZL;r7{CegwSIr>fh+ToblMb1M>(&Ruew*X$2@oF7fm58V16Re zq+eh2wxy>!I7Cj<&=r;b@GyA||zPBM%;?J#BtVBs%Y*}XWs;sJG>d;DvEWROU}=}VBEQo#qqQsMcXEr3VRnfsoK?Pj7!~rN zTWPhiiy4;4*SY*3x``tvcI>MZyO?njI*&=f#BTNA*p(P3p<7TAU&nW-iqMTXfvaJY zS*L{y&1Mmpc17XWU54S;C0!@xzg1oNt)O3jjN-3*$3>-ktQ~h_@e=pGuo>4N^p)kP zXk9aqgx2`M)Dm6*z_Jn7*kq*@j*X-v24_We=yEk1*lhxA=sYFyb)Smr(8b(?0=X9e z$lfK#KO*J&T`+{t9?Sr6Iwpn5Q z9G0xxA+B0E8yqXGV0~N}F@oQN0{LIeTG?|wLLlb?0fCfxWJ5U{^Hs2Jt8ap`5E`i$ z01yW?Ru^7$NY-UPd`K{!;(e|^Ff35pMSJW$a`o%k9BZbm9W?bNOYvRVewS?8G0a2? zJXBd^t|5P^+Lx{tpTj`4{ukD0J|_V2{~8@w4N1)0tTsX*k4abr?_4;p9}@hDpo1^r zg3P+`x~cRBHl#G!@&uu#?vEf@%_zAl6)Erw#G`guXe3T59l?1_E}48- z?FkFievo*~RSN0K>&U;9RvEfA?oVk?no9ELUYP+LS@N-=!NQnauz zkc6UUsypNQ)}2T2;%^udj0gQ_@nsf}Mdvu9{V56;oZHv+`=xt_?F9hhilQN6W*F38 zV~(1oRnZU^3Qw#Lr`w2o0RS%m-~|A{QiQHIP>GWS*ViSH(v=mrUD2aC3fO^O4APC7 zjX`8(q-@=ER8U973&ynrVG|4l*JKjq0!TRSl(!t-cBzm);vpHhj6#F+twZ+~l^*Y3 zydnioG3{}m-A@`3(?;D1k#*W-rBgH2y&W5|Wn%RKcViu$VfO85E3V%k@J8KU03fuD zUrHCe0KlQN(xYZ9Mc!%o7hEo=?k5ug`$4Dm?7-+H(T=o%(>0NjMfRdoX zC@h|<|7KznnAq0Ft+wB50g@7@QCM)ktr-d@j2Iwi<-Y!qECrpC(ANqpt>`*2 zFFlggh5W<4!qib^QFVuM#Ycp0v_Ls|TX{K>&cJz0t~M5^o$w~({;BH9lLq%Tl0Kdy zbnDh_M9Yw^V%?Kgb!CNkAi-8)6c4cHk*vmPDlZ2%AB{3%7`GsEi6C={7Xa`A05l7G zfI*I~@z+(;#g*X~{kkTkN*pyEPTuf|Su0~+i051)u9*1iX9E)Rh5>Zt_kb~1)6td3OKkhPh`C%=Z_FdU zd~-~4ax~PQwj*=NgmzdrDW*64>yi!sx`|Ny(DwDw6_~b3g)gj5v>Jp?i4j1apt&)J zEM~2|St$&i2O~Rlq?|Hzj6yzih(RIjOfLYC2l1-MlE>r)k%iT4>g38=v&mVs7?AF* zF`%@6kJA1x3JcCN59zcoA7Aqqk16e&6UP5XW5Ge_Pb%#;!ru>q7JNmJ6__?yO0$l! zWLI7I$B-EQIUI!G&i&5$#b0rcJi|wo$hzw&PACvsUi9`?{hteljbs+E`HEJ#^EN0SBS> zv>cc^GS&DBN*N^QDN@>OYa~+Op$X=jDiOM~Dllzu5X*_PR5tsAa#CrLq{qBLag3X* zlFdn_Atn&zX{);O+CK(d)*6qxCkoUy9iuDv)Q~8%u9?bKQsA#yg#6)toop#KdWZ;v zW2N)>1*Sd8eb$D{fz8L-K_*vcF~4~t1#X%O$k!Vd$G97w^T$rEjE3Q(K>0{ODaV;I z&2Y^zS&D6(&CU@UN&hfvDe8^~1#(gtGCQ)b`LxQSHHjbJ=1&}vje^k`dh?lt3h>D- zbPGpL>>iK~>{^0C*qvU+>vTYC>`si6@NH;?ZdQ=79Ja?sgxm%hp&?5VR0XK?p>-P_ zdiZrdI+cVK<}H6w^CDsde+tQQc!7|5VKasp#AHm%k_0M zfMwtf@FpTlu|y#pwobGw?dd$oA&HAh=go`N8FTRh0FVRRshJclHyJ*WtYu>3^D%7H z?H2==ZebLVVdiFj9$ucz!H_@Pg_Rt{tNvVI9w-EsQc!3T z?ioKNN+y-o@Z)zj)t>g^hRfW7IyVJ$azuwLMMPvh`Pg}-av9GXqYqSp;Fg zW!r~TV<%S@GvWYoVl}*W6}_=lNI&4`%ey*;vljs9;t#dETCRC_k`Q~Pqq%sIfQlcJ zV{DG~kYvkm zi2#;mnyjy4{U8L%hJqXtP3nTj2${8EB}soO$fD|AJH%96EfK|REs<1fpi&n|J!wh0g* zMitN;G}?~%bPXJ=CIqG};*l7HFld_rmvt>OmZHw32;GQMgl=&iOYux7lv(=GH=tB1%RAvDs`9%=sp~ObS#wAV;|9it*|N0J>6| zwV|LWMK1v0IukbAp|T~Sqvf}RCeJ!gjI60fi`E3EDr}ELA6g1H0){%*#86NqYNo7b zph$O1MG?9KOt7DZuvaPlm5GDUYaFsXfeD+fE2X4>jpmC&SfaSB6zjJz*wF-W0J~za z5`5i#-;VH;t8Mv<6YE>^phCjIj#GiC>ERa5SS;0_Q-!K0$^I3;D@ zMxw#lK)!xw4PaL1KpwHHitcyG4Ri7@dS_fZWRcax7Q=|M)Dk^>SVHmG_W}T-0VvY4C}OnJ;7TbaQsH@_r_6_fN`JaB(%Dc_76V=8S)Fc5qa9wujJ``rrw2pSR#>g3*y6=EC`o9&c& z@C~y%35iqlTL{bY2kTf$Kelz|Yn}qf+rHG-QW3hrPb6zGa#87mxh4<=9A$q@&TIYD z{8vO(Pti%JJihXQF&JK^ONBZ-+&TuOG{&l>SQvC)t`r3g_{Bc_9^p!92ZBJHypv05 z)|1i9>vD{iAO%7Z1(OMF;kCACb-B!c*&3>ct;5m$7RV){UI5@WcyHWh!@-HHU1!4F zurs~6VwCgeU-R2_Sy3+lARZ9lWt=LKN%w3dQ;x?q%dyup|Un zMd5A(J~@N(cXq}wI}Q_3aojg0{Kbrwa3I_RVbFSH`~4wUxw$LCm_H0NH%G)(D^uS1 z>k9~s+H0ykZC@%*i0s=02aK0Z4C6jS<(t(T>$HF8f&8_2skA#{&ww7+<9JbsOZ&Px zsdVN10t#xc!~^%wzM7lO1LXHf7&^HZ0Pq3;B+ZSvE|6pv4c;Oup7YS)ymoBAS4dil zgIo~IOG=$gmI3)k=33t!Ncg9fNd9N+FY!N_xw-ZT$2~D2Ux#ln{|EOr;toh#@B#pa z4yKY`0KgM7Ffg63Pb@ESJ0_NsN>3zc%+=e7kzc3RsT8>v0O-hUG~f9Oj2A@EufL2* zYqui^c76*^rCUX~(gsVr(u6j*wnh&s9xzCWJC^;MYixYlqU*~PA_^B|3C4F??S@70 zoEx7y;!C#-T8iI3tBc1Ky5C_i4bFuy$T6D{{LYdCqvm9*++%A(tA)pSV*Q~!Flt=+ zVB7B>J_Gp+`7+sERY)I+vBph1eD0P+PU6nEkN2O800bgMmG}xLIv}yXu*gfZdhzCr zr$l;&#W8NbP*wV}`$fMUjPu|c<911^i-h#Aqol*hD_!lhQ4?w0lJ|Eu_K*;8BaVJu zVseNMo4wM1)1Ed7%Ct<66i?~OmDpz7U#?V$ge+h8;cj1dpd`Ld6=1|pb6_00ZiZlJ zI;>mVbd7D`%`gMyes!(L`W!5~T zN+tqo_tM1+0JI2(LPwz_zHXKTt~4m9?E`25mjdZ? z4Oxm$QiHlnO8Mqi^M0L^2^eo!j6e-906@~1#BQJ!T02w|Y98tdTA6A$9q|&)o+4>iSfAdXbQ#Z)PeQ>QEIaF!6 z!IAvo3kjV(lG=$7J`2L zM$7sBn#wm@CXCi@IWhRFV9Vh@m~GshkHM_@(Xm?m4h`mi_7cCoqDGj<1xQLo4yV!JSZRY}rOU+V$`$jqm=x4rL=5A8oGHgj{{X_e z9}t%NbuX@3`INk*pj8E}DshF9laI5{;dW@_SAgQ&=>-5ljRNIDS$u*m19FaPFuRIT zAbkoO)cw<$n{y(n^>G+RYmbVywLe-TC&DDo*eweA(1jWl>^7;=n0ZqmuV6$L?F9fd zDNov4V2IT>j3@1@#FX$9mSLrT3w=Sp)_zfzy)!IN;a5g1_H(Dv{^nxl=8#vY`I#ue zc+kxwc5^YhGNppLJyqg9094`*1j*_~ZfpmkQw|i=j-*;KJ+bp+`D3Jkn`< z0f5yNe;t!k-EX^e)Gh16uh;%}a?2=z5puJaA3x&?s3~PM~ z3xh);*)wk1X+JjYv}XLy#p5`mmyZ=}?N(!ile09Mn`h~V)v^)`^0Z5pc<2QH z2AhJ~>7can2T&*bFxBei3FO1|AE`mzvXml|)lR|H5?}WM0FT&a+%*n+@`}sy(m0$7 z^CoF>+9r&4745R1wBtgKl^$&ocnzU8ykbF4i>%yy_^+?e&Ez0)?qA=jR^5rndUDmVYUPUg{{GX8N}~Y;)Rvg~P1fi- zF_-w#mG$Y_>L$6K&_>CGHkz8w*HM~dr3bU`uvY^E!7U)c?=Be4%{WH5(lfQI=!=J9 zpq-GFriFGzpDGK^-(W*}v*V1Z18R32k=Nk|qUL9l4=#QqGlZc5`P~d~jGHmRocy$W zTp5FgUw?q!m^VC<)rru8fZ8e~{5`?F008-l6gW$Iv3i3wQ)Sdl73PU`fC1$G*6d<# zxRfq_cH``AYfs{4QAo@mp1pF3O8g^GL4JSmL5zF?a8CqN=nxnYme% z*=Aoi2>v~>yL>E<*fC>k5NTU}3AWMe&r8KGtV{V2G ziUhSA-l~<^$_4FT2S=y4z~Kr6F+IR z604yVx)eUgPE7gOMKH2MCn)4YcguMP0gV5XHCgF4j=!$54y>kGNN~PT*w&tLT~%9B+hsf9rRd0 zzkX5-99C`v2sKwMOMvC}n7o&4<1%rlQy zUAh&>N_U7B;^>>533{TOWZQo zMU-DkrxXYUwHcE=ZW`mY76=8gt)xH>VrG+Ce#Qv^#d@=EB0Gc8rZr+jG1xjqm~ha84PzSj`4@sRBssRF>)MS}TR2Yph}h z?!!vNKKL}K%{8F3=K>@pJ{u8lu5Bjj4jD$U7XXOixS?S;qn&dR^a4a08WFJ(=g!h$ zNTerL-+oxp0g;nRcOT51p~USmR2E+mIjM9`miW5J7I{6|LU&j{vA)b$A^((%D_2nT zcTGDmM4bn6PijwlL2Fm~B)FcIwO1N3I+Z+N%*)726quYb)8$TOmphdhMg%o#$-@f( zzy{DP)!0ln$YUGOa!EqK%(RovIn7|qQd4sK;h`wvi{HV#aQTgAp?rByU+)P0BxDX%N?Ln2mUBz2!S zkICD$i#Zx%-Y(=5nq#FUo$dG2^KoTU_pdW5@9*j%<#kef2}tQU+OU!Im39ERc!KXj zk^(un%4RPeWVV1`pEw4tOaYy|;wfD@Yp!`Bl>@o=R;}?Ap&J38Ok-=(IFcUo&?oCI z12UvWi~lAzr9x{+OksgG)({PB*uLy@q~6EMNC&FH=>-5biP*SgtnaFn#TQ)||81yz zbEpKW{q^W7x)Cv`n-XK4cH{KUez;yj@E_f6c8tf8_KtkGzU>RuEsMG+)|@526f04vjhifE50qctj`E({5>Y)sevhPvl}lDq2}f<9rkz%Oq)G$RvMHAu=)-7xbkU} zeqG8E`MO)e3_Fwr96OQ69lKRHsCgrhpY4a$h>OAOuy0;`W*}+(#-6!ZkXya{r)|_N z(oz)LIJI@D{-g zE6ti(4H|RAk5}EAkWm(3s0_xB$Lt1!D8ZE?MBEkax5EnnBntlICJo1;wm=Lo`eFz# zTIO0+ItHV;SwvA~U#5un9=vd@1{pOIu5~HJM5BM*Z`#uiNfIi40ol}j!N@E+WIgv+ zJms5npAWTZBGVO zPF`G8vsnCIg`zxCo1?AW}4 z{JzF6e&rt7MECN{*JC_K@x)6nhjw`DD_&Z3@5PA^`pnoRfta+RQV@!sw8Y3SO1U>W z^#lpevqAY4k|*t*V?saZz3j`e%_r^Ia<3k`*J{7x^2;D?{Fl_yJ`fGK@_?5N*rf4r zDP+{5c8DxRsa!FC$OORzQgt8MO|Z)Nnl9T_k{Yo5%&8=%f0J0TMXMHpC*kyl?akQZ ze9XR3nk%C*Z$^OX^UA2SawqYN5V3L0Pl8<;$w2ReHlvJwXY-MR!CxkLKCRkR;a_ER zq}_}`{i21bbZ9+rfDT7{l>MK;0bRp2rYRwqh8|+{P$(KLxm2&S2Q8SiyyueyF$ZDi_WEO@kIWVA1sWjF*Qo#~3 z&CLS7-to?ofRhk{cSot-@uID7ZSH-wiyx@1xMvW&nBGxwW!Af6cI=1Uq{Ykjqkt_@ zdWW#8>p0dIIKosSav@~w4Hol){yrM}vBYm{nMz4~E1GMMPmtb`5W!PX6FW8&XLtEF(q^YJM ztCXvnmIJ{~%9zTTNuiuiYUb}1*?YSeVGrbTUc$XPB9?;sGd%AQ{duqG%R_>5zCj8v z9~+!6>~2sD;Sd$Ay+bIj-cEGiEAw4Y#wQAz^Nz6G!0iMb1QfYaU@HK z&P(AEADpZa==>f%ZpXP4CVy1{nvB6O3SJ#2eJTfWb;{O8bzInmmt}5^epa3@Ja02C z6V!DdziFcLpqM5I<$Q%j>}bQA+usFPJ;v5)3EkL(OXf=KYdw6Eky+ttcGWjF+fcJv zW=_%m7a6hr!O48X@IHLZhaUf(&b@ESi2dbbsfT;#qhAkKpCT%q(ue{}3cv|qmTfd| zKamn7nD8`e)ADf~Q*AACkn?b)!V02fHc1ORnB@`x3cNOUS(8qr+}E^dZ}#A|@#hbq zuk!jt9C_)4hoG9vKx15G&sWn7w*$vske6@&-84bypa}J6S7r%kpOV3BxI- zM5%z6gj{)B^?Iw3b=4s~1{+wM^1fC3gs!?W^Fn~Wn}(QZC)JV-8Aa8I{e=1}6t?g; zC~;|iPqMRrzCtlYe8&l2%-4>0`J6j?QQ}O!Kcz8S%Q07AjJn2my5nMU-&0$7Vi-WC zIcB~WK&oY5l1#M0aG~L^xC|{K^C3AoAU*d8S$sL)Tr!mI^LM5Hq+IC9e3a0T2kUAH zRMlRX$hGdX2Z+`Ai)t-h9+lPw0{QtvAM+4>+eV}VwDRA2?P;HOUuv@A{-aV{2)IT(3!be^!P z|2Liz6=-eiihDjA^lOX39uEaPFWn_YGE^hVeas?B8V}v!Ii@SEEtqr*1U|e(P+LI5 zE2^fKXgFF(_5 zjZa~NAKKNv4G;gittPH5pmW`&KG?kVayWh=5z{-=F+0k3VnG@AIS|5Q+nU8?v?K)v4!7bcsF-U^k%=4@WZsZ+>z4=7OWrUEalrLApF0O zm#g%jYl(8T`O$C`5U6Y4&N`i4Xb=uuKafSd!7@e@|3{yfAwWw3cPt}Q(J*;94Ye7@ z!b<+FkLL0rVP&BG#MA876IH|m_b3C$&`qY&C;JP|wy|pmIMTMGIfdN>+&&Q)UVb?~ zsr=j2eRx_z#46j5hfyQ`t}6&XR#|AYEYo!8!-`>QBq}?kXj^uq0@85;jRMZdNd+t_ z8!;`*xQPUDUrwM}0JSRn**n-LvJT0poc-?HQy%!52;Dc^9&t0kXc=Y~OkJ@mYGjtHr;6`exoeAgbldX*Y9!}B`Z zw{w)lwM4|saeIX?W`H_64}vcznmMXm>+DFO}$!V=A4L@12zO!AhlOz%|(%9 z(yxnJVF5rc+&qp>RhE9WePh+ELD|j^J50HBaVndD)pn>tT`iT3@<1GXGug7;_#3#O zvdUJTx-Dz92-NI=^K1t()OI*0Drfu3kQ%18Q$k^&q9|B$3-vL%4>4^LKpmGYvM`|) zfNpHiZdl4zM3E%qPS?#e9gWzuE5>PC*Tw#H2CAJi0A}OswoxoL7(hYieDW0&xIdzc z#gC+7jtY!A3&H}A<(jiLzA0}#oo4id!L#1cI$F)&Lp&qZ66>O^ZNS$!f>4*yh||Kqu$ zpC1ku$g7+v1CbF(wYTWAooiuQz`wpIf&Z?P(Q1neljc)!HPvL{`JUCxi_2?OwmYr@ zu(CjV2aC&@B6sev&qxBS_7@WvP919A>gwTyB5tLbB}qsP67tb5#Ik*~_Zze=%5P&ir4rGC;I z@ZI>{|F4Rp+EVNmzI@dzo?50S!e!XZ?XX7H&N=xi=N)xQi&tz+?5_g9{vgC!fvAF5 zK?&rm!t$?D@tpY6F>|i}iHcau=!*XzaR3`l0o@h$wSD>?QPwR;oEzKY44XsIsQR9yc``AORE+{JHB zR2TMT9(~xWauVIRVaz^odCW4WUbQ53K?Rv)uwEs?ndMJirpEyDhPu{eI$9Wnc+>@J zy(&j)VRey{PW~c2bTAkzRgJp3gy=AbREo+Z#YlA>R4GmgYjHd(b*-$1_;xA1^L|!c zi0PdSO+?j&y7WG%dmEtHY9Ju7bWijEV+5!ic*6<^q4&+)x9TchoFKjbUy?|A=xtXt ztggG86u_J?cj^MQ>tr-uU0b7OWd%{MuOX=mhpZ|=iZLQpDZuJVoB_s2lc4HCo<+Z7 zXZ41#5HI=j2pLFS6W|_nF!|XFqhil<0uQ)>DmtZ&Z9LJ_Ymjv(iabLgTPTXsr=>Z+F$cvMj~{5<20kQfm9-% zRPgY|6NfPk%nqAWxbws-XVb}Kq$ZWSR!Rt|7@D%r=6CBo1gfwZ0N05DVMZS&TeuUy zkq(j?aI3Z`q`&ZMl2Tb*Uz}yCnqPFJ;7bHZb(vyD?saV7a)bhDWs8_fqbO}>E6s@# zIBcLmiuc&%t5l$sC}N23qJcsn*p<~jdLHT`P1Hb`MN6B2kOBc>(6E7Qdz7@01{#mb zkB^UrGYbF68sr9vsj-i0669?+B7M|oh5ubGNN-%4t#G;h7J~^$#txTSQdI-Rdda^p zr|{21q^1m06xp$)XIW+V?nEDw#a`J&KTeoO^^Q zIq|RnXUb#&js>TIV?j;@p*YNaI4?R9!NochYth4YnLome{3U^>8@tBe{ zMThQKog{A8FEf%%l)M?ZAJ^n;wyqzM?)NXS0!}C?DkynF?#Cac_$ztvnteM)9egPo zW?53?JFlnFyH=)e(L4XZ)~{i@v#M4Ez&(IkC)^E3sKuR^+$DF~1GO#|kKO0agA!`j zii*$Otv-vNLsG6E14@_$(3~hR_se8DI^k&d`kO{&dP2L-(aWGlF0Tv&U0V7EGc3X( zR(;nAHiX=#`81gNo=Xz2kneKo1KG{i`Qn^0E-}Ar`jIr+E>|_Vs~`@&=S&~H=?bj7 z8XBTS5M4!&3Gc4NQIuxsYQ6(DxYPvbY7OY(RHK^Hdcc`@TzyxiD}(rkt`yxBG1aP^Ao!sxfA0#I^Qq_x2H2acg$=U9c+UXr z_Y)3cunR?J12*Wg+}vQxe6_}H<~B_~PIy`Fw(n}v!G9_`hNdfN(#avozU_5&S=Vnh z=viY7s`H=9{jZLy(ardRsK<%ZSzOkM0HZOJ(|K7(#siG3sCw*P$sUomulzmFWNR8#tMUnX#-rHs^G}>)IehyEq{nD(RA%PFUNXnC(xuhQrwqY zqfa{H$33XjVHrDfl|v|prFu&L5_VkbRZsfAr}7~Jr8sp8zNe_%AqGmZDC&+*0pp%B z_=7)JN4RZD3BHx(XP-Iqkg%%66f9n{nj4WOcnjR&QO(GS?YGF7s zsytQJ4uSa7h>pW5`TYXI6y1y|N@?T7g`}9qC)aP(RH<~4^^-v=LwyOHB7@y36U|9) z${57&z~8V8LF2gIH5m$fQ&^u3qv|obY#r#{5=b?cKK~Mjl>T=wZq$`^jDM#Uf$7Y( zIusEDh~8w&@HV&=K0eV15*Gf=Q(0t_{u5Iqdc@Rm1yfHtsNn4Xy}tN5c*s-`pRu0| zz7!sIE^iinGa14JdJix%sk@z+0kxPlaUs~8m|G38_3D6n$713ldorh7qd)pmJ1{be zpa#Yxum}&hV!;R)bUsfwa4jku*JH98ErEBva_1>7@(3ZE#$_2&*a+N)Ua8Ch*vZnjyiWMB1X*0%YG?immXAX%aDe`*4%5Afg zYL{bH$yzEOrsdye1&=LCbfJYUmXyqt*81xIzJ_Mn=vAC+%ig=&TuE@KjeQZ!%$wIp7~mrE2tK4O=k zQcN;|JFKppf*M!EK^}XDRMJ%162A-uWk*fC!sC6_&6TAG-Dc2O(B1M z5WRa1b^Mb`I!tciSY%9q8zFTITtE0+(EyNlj4??xr@>9&4no5K_3)bMn!U29@ywKF zG4hDm0yt*zd~t@5stgKi+OKJDxDh2#Bns9fIV-MvGi_y1Y2No>?ybC$OCLbiQHBr? zV4Zs>W@(1Q80`#n8z{+C_9(I*2mC2af$iJ%xVAgQN((&jGhaxPki)@!B|% z@B^clcDPrBQ>>#1iDI~+8Ba?rB!8FnUeoh%@8Oj)TIy4Ut~@73cp~zZ5o~^u)w?$} zYQ+J8YrDM{J|~XA_~BX4FY}WUOn2z5uGUb(uE0S_iECe-ap!+y%ZrtLZhWZ`fSnJF z;pB7c0Xv@!C!f!6ET}6r+_{T{d}#vB_noSQ4y0;T282M(k5u*wO^A%Z1_Jm$4aBR| zJ?zu11O&fb|9S}45E6Mj>N1#R&h+EdSh;#0Bb?X5Ex-^0v;3eP0;D3s%!-0`k z=R+$Omt9u^y$+1_&(dD>ud$g1<-!!}u&`hjYU1lo2JCe?cxXI4bTneuXy_&vkMz&* zzWRQXP>q?QBnXv;Qk1`Q8Mfn7 z1%XWlDG9WZf^K^(3B1BE6ZC$KAe6PN{D6TK#tgV_1kktus0NqT`>J{ZTQu73dzhsj zKA2SxW<)9NLqH|yOCTWkljh+ZMGe-REfe{Wi9kWsyI>qDwc%2)z3Q!4kRf4cyV%(3 z#y~Y$WU=m*x#~sYzSm&F>o8kM&L@1ymHNOTS%@(E1;a~hr|^-da_)0UTefi_nqQCk)Ue zvwPI0MAOZImMhZV(J_BzA1D54msPSASh zK=zO~kZ{BsjDil044pc{xmO3uX}KG0=;Y0{pfva3xD*I9X$=BO`&*)A)C9-?PvLrf zT<*0c--h@*J>#|F^;{=~x4PpAj<5pU%Bd*8DOu_c{7Z-}1C~VCV1aNs*}2krT+KTe z*Aimy+#Kl12$SQ7^U|6eOY@mKOHd^I-!&qsZLKkl^}*k6&niEVh$R;fbq!B$p$x=it6<3H%Rq^TFmLELhlp^Fw9jtx zF{MmW0yboL@aDneJ^4v#>@D7=IH_HPLUaYo%Qg8ETfRcut5-bF$;so~b1VWKqEY+- zPK32>4!|aN8g)AGv32v_?VVCoay8@?);5{Q@p-t{5e4VKJ)t%`P%V*`ft>dQJflP9 zk&y6PF|ogDjAO@(uLGM2jcgE8ff3<^h9W~Mj~#-eqZwj1p(t1dg65i4myW&EFE{su zfPx`M{%lMr7`R8?|7?7-DAASt2@P|-7cq3M;q-*^8bg0+?1Zu@-^{CMT8LraR3#*Z z^_*|Y1U>^ScvSuwi@vFx0j1+*^Gzjt*z#^ElbEh~3UnOb6hX49qm__qSVg0d+Fub`jC8PhN4wujwPL)KyhtS71=~mh^rTs-(`}1mDHdjhF z+K%byl@)qr8QXH2iIk-^5QoVQvPMrUi!_#j?+|f44FrTX@5PT_T#r`S%TN)ciYw&Fhtq$ z7qR{Fgi>SZ;DUhQZdi5!cQCez%)YP;i3B|%iC{sOGNG_X>xg2go({vDP`emPBoxF6 z85BbV&EWPEG9`vcJ!+DW&dXbqdn7|Ok&ESorkSCfu~>loVA5i-`(OJ?9*F90EL5dx6DcJrxYzd1GxY99D z7pEv}TMT8*XMx=D7fK`j17F_XAOeI zC5qsZuF^QPBK$gCZUBSq{$ z3weD4i$TFR{wjJ+AvQP_oOo9$OfuU9=lGo{ZN@xELTczF^*{J@Ktp9BQk5M4Rb-W% zRB9NiCw28mswS4M6)FX2Ac~~Y!GV=fHIr0fo0(uhjG-!mfF!O2L8=g}4GAxrwHZH{ zr9VklY8i`Jh&2O&1)vXU8Qj^kmYt({K%aYw9Rk^tYKFVZ8f_G`%rst-$TnHm?Wjkz zCa!kJAHb~}p$Q;YAB-Qxv0Q5zYURP<089+pMjO!&V96A>OmON~woH;2E(U}#Rn7K! z*mY3;b7lb{vBYQ_8Pwn*I!{x5=!}RP$tj8f+ABm>l5eZeuWD}#X|_6@AfxZCQ6PW* zng$HIipgu94h?nsm!1Fw~7+TtVusAj*-7dEFD zw2oDhg@4dgmArkgSCwl9#X!tW;YsXbLCukIDY93YCvn=wcN`MY+moh-?#x~x7yfsC zHA&6^0j}WTWcgHlK(&n0V)8W%0ATx`%4T33ng9^`OAYL7{?L~yWQF8E&c)=BWv~K>IUK|QiVYw@W2+`8SHnL z^fJt_bl}4kRR&%=;-Oc>A)>Q{xr@HX7R+ErT-By3!mEG0R3QGC=qm_`G?D1o^TOx( z4w5cmg;2DJPk@GqZ!`*D7)rM#Q5{C5*sLgVrn2u}vpxwlnQ8C7r>!({1KZFEsmN75 zpoyDZv!$|*BURLr17eCg6=WFXXBZnj?`6na3u|Z9(3+jtVABV0cv&^ME*gC?wHHWl zfD1QvF^RCH#&NZ`0v67$#|CqA3r$kw9PM!?=F4%!AM3R-}di4#ltqL#-?$W|!bUpa9n@MP=QCI)Lw!%jk+J z`V}0L!+ptZlv*B`fVfGQPY>L0NT+HAqM)e?_;to0AV+K!O<(DVy6 ze92dcYA zAqotI2;(V)yO_|8(;ao|#{*kOwjabylQx{8vZp4}-b%$AZ>TulE&cFt76z6ODqUO> zzH-z4mBXEP$c+1_8%}2A*sX@A2i&2>zac#l?D+7)_luC3BU%dX%Vm?%^UbJ(Ow>OI z0VszLacmFP-0h^V%wc@cW~Ty|%nEZwy!L!7=qc>LqJ%xQ*&J7yx+x%uRpQsR5s*Xv z@7x9N;Vr#^NKs@FOVbo6^I^YQ$PZe=?5E9<@Y9d82@NSSOEo&ErI%_Pberwl*li8f zrSh;CUi{GT#of7=r*dg@4b1Cocu62Qvc&=PT}|BkBiO&w3pjecWkp}KZ_CR%ib}IN zoKQ6p(U%u-R0zJaI3l9K1~PlD8$vNzuz@gG^@yhS^4M%Jo0iz$9`?T(BO9FAD&cA-@*)p$1s7{|kX_o21v9cW=(UD-( zI0H?$hxVu_M4EjxXV%_Ze|ONEDc`8tAO>zZAP*2eV1jf4@NL_Vrn(puX$8@UPJ0q_ zN)*T)xscObEb@A5f_W}&_L2Z_t4Cy@1wi&z1Mm%P2$9^`68FC-|B3LwDr>Oq+jit% zf>a9$@O_MWfvNohWEJ(8Vg00A&46V593ZYf%p%+(dW;27(YBgL4Qurp3vxgubB}c=H3MzY(ghsLKux(3`njt9^aJ zk1YRWu+KecWV3VYxq!ko;b(0#7_K4hQ`C)x!?orjlT|a)u~fL1 z2t!`kw`WHt#S}rYFFkXhZ7I_et^9KvIMi+0cwM^v?JTec7y!NR@65l_ySCIdCu>my zyAltMuI#Y{s$+*r-oFWF4|QR}VwT(f*G}D1>DW$`g%Qy$d#f$%{LaP1QX0RVomfun ztOAJI_5cGC52}90m=qf0NUTmu)EOi zW`ti~@|gFw!Hn5fT+z%<*Ia!|_64BvctCA+tUl=j-`C!O2>;xpq#Na(saA$2(^ul9 zM79O)4;Up1_LYXC4ZUbXU<4V3v53;?D+MU+I+^%~-dNrf0v3PL1C}0>9z(qha`LB&-8enuN#;-w6n%yvP0p4e(E`cY4KgSZh{kmVOox zaH@7Lp8PxWBIi|^Eu_ECt)Q?jdK7pGjf>jf@+5emJuPZuqi*-PaJFk z-X`zzRD*rsTf0YshMc)b=gDwi!xBgvAWr}E)umSHv@sqo`Pfih#50EjtubVYyoa8m z_h*~Gpff?0euS%EI?AUOx%oTS?8=6DL%^31RJ15c@x#*tw4j|aar|ghIO%UJ}60b1ilT9 zMiNGB>&`?K`dfegb|O(_%$cIDqYH^3^e-AdCI7*uPL1Xp&3Bqt7hf#!V#4GN&R;WC>=*F(=t#y z2~^{~+m6jQ?Etg@*F$Qm@D&rFVHSW9UVF%_1Qno!>meM*_=-?rpDL80JJcgI@KW!x zW*MP5$!dH=qgENIsXQk^yVe&|DIWx0zh<`Ix({s`ySd4g zj4&i44gtgGCQn6FkEKl+$!2J_mbY)=8?xqUx*n2|NLnr1R-lJi?wc!L1jJoLGzN}6 z1H`2JiPayvm`6XOfA$NuLXHS%@kl+55$u@-=Ce=B%K%%G0}K z|Hbu+xgVJ`bZdf|iOf0O!YGoe29H8Wx@KUud+xjNQFwD~k=&{1e76 zRZpPiS+&>ns9ZhUkT1<3HKLYxyVg?%<;&90IXSJ*tZoB^(&?Tr`#J~g>}4mnvh8f4 z;6?tGFR?_QF>kZ60Pn7ILd{tX6coWI_DsT~9h73>uZbg@x(CITYD_9$VjYJxX0i1B zEL&U*T5tV9fz>=F_i3-K6Vd$16UiwvFKfHUuGSDd;i%poZJa;c-6-e7CKdC=R?aiJ z4e*jju1S=MJL*&8byraX19m;dg0Ci#LKxXndpz`N3@YeS%EB#Za-xuQysq6pZGwB= zd3XYfj?T{5dSzSsd+&Kl@ZvKw)QvHem(6N@A8>(J%$`(&gu*dlpM`=!YA!1scFypk z8=?{|I;f`AR9h6thW7zZi{ zI2e_}5$yvI%$;~zbh9`pv^kV$T3`k;W7euTw3>wk8HEA&n0f=&2bPXmGqSa($WNBe zV%@k>oSxySXiuR;-(rl5&rsjGoOuHBsOoZMVz7Q;AkB9Q+u9D-NQt7>_T|A|SeLgT z50q54wW9r+ab1o2H5q)oSf6%mg!67_Eb+-cd!Jl}WeP^PztsIF+o~p1u=_zWIE^&t z-FA8a8cS)UCLvYmB#pnbi(WW(ey{E4J()q6nnvZ`za{xcqm}nm&udqcn6R{G@A?E| z>A`mU5)~RgmQr-wkQ+b~%?RI}q<1X%sJWRTSd5WoLI7e_lqGP1v&SzCx9`|$fGrH~ zWjpgk1XETq*v6NzXd+D_<5H0z5Qf@3LkNO1bt z^Bqwd=J?iRinYt zM_eBzUh@WFkP_rfq4NJ6t=Ka1nY{@Asw z4j>T>5r69<_6uYGXMbv*hH-csb%Prc)DCeRa$|K7`@8i`E(^*!B!_@u^9C#>nXl|wXc!tR2gi~ZixFn@@G6HP;#JFvm2R}EEKNySIy*~;p3yW+n; zozv|r@3RWF`iwQ->tU#B^nhW9pX>YsAjc@6*?_O8h3l{}-9aT^ini@!zsovYBDfPm zcOCbrQS}mt_^EvO%9@!*#Jdf19Sj!)+)h4o{9uIZ2Ir`TRKiG*!yk1Xc{Zd|3CEIC zo1PcG84PaL$^#;R>)Do4+XD@-#ccF1mQNMzuR)wc!0-#Vh?$`U$IUj7dDpV+>1}Ah zPTc}2cy=*-`W7fTi2>J_I~%=ObCri;SsHf&i2yBmOjdLC1gEDowu!}$rSRJaAW7y{yA%?z#{;uZ-oy!K8GGb+N} z0vaGLKz|Xtde&K;3{XO;lKT0jSENdEo~bo zExbK23$;#n6KK*t;XKKXF%IXJwEvFf71)ISemdyqg0En`#+jgxgYTH1q@ePjfh(nb z@bn9q+W}ZM_q(YHw8pgz~k5J`t{D*mhjUQ}a;fHt_W`oHM7-*AMuTe8?mOc(rtZP9q$RJE~mgzABWy>BRm4M9z{unHuI6Cb!zJY|BE8--&ySeI$$xCVynJ{q(+G7E8HXln`3@9Uuz zV)6MccNi|r%1F5Im(qfwci@Z_dHat-YqK7WQfR#`imE9%H)cX&3O7l%+R4aIgFQ9$ z$kSr3fW_TSLyVWkHWn^z4^;yD4~4`_A?X5u%{WwaqO0kKZ^t-$&_vvt_;30-pM5+x z(=Nn$h*rctb35US0TKS7iCC=IoA^GTz5kfU>lED(1A!jE(srB;{>4DgzfFsbk&kPw zPhB-v*tM*a`nmz*wJag^vvR+91c24J*O&WGlhJ+A2^NONURe zq(11x)XblQbBHBnjNMRDB&wH`)&m%FoL&$5p64rQlaN(%pCvz*l)vc{Xbeh`y^{`o zEU9(CIxp;3Fi3q#ovxoVRaT1YNP0~!{fZpqF1_YiT&I~$$3Kj=X8LD}JnFv7R^0v$ zyMNe{_Ro$o=5ZwYPIC34_n6)V!C~`0sm=iq@kE1paaVLqpn?JROMSXC+Mjm(AV;X~ zwCiE#F>B|aym7DszU)8ycqFFl$HC-B*#INjF#4JJOO}BYjKtSLy5Tt^DN8Hy=dY&k zlA~Z1P=-9}FCR}5S?>~>3B%2G`{QJpC_fva8E&X;O1ORX!C3qs&Y}JH+W}JPAV%&$ zY_`dx03p7OLI0Wt_#eAnl_q|j-O%@=*@9w}Kh^w-<4Ys0aBwR?c&jTp+E0Eua-VI$ zt}CRvx6Ry(iv2d740tzF-Eg;7Lg_kXNdBB`z(M5w8gN}tLlVO{GkM`Dc>ocd#BNbS zw3<`&`$mpEjet5@@HV`3EeV1qg_K=#3At@d3YufhkPn*fycv@+;Vz4?VjBCE2_-fMD@s$u1YTDE za-64qXi~;%&eg&`#iX7w|GU#Zib<__eW5j=wEwc}*QrvwPxPo3nm8X1>$w69)S6D_ zQ&C>1yxv<*$doPZ@=24Lx| zdo$c09el1Vz3Va7HGi_+7_QxVMzAL#1Ez%y#x1QC!NzOz=qFe(5(kv+L^NoG6yt*R ze&88Y_{|+%<}U4wAp11b;XCRf-u;Z~Mp|$m)B@}eFK+7syrQZoB~37)`TLWgYGEJb zzevABoa9;THGSPWh`Yz?EUFi@*oKHYE4po2u5q&7N>4Zzp-IgyIfiK$dU;wk7fDD4 zj!OhxFcAINbn42?)qYk)!~3&oY%$xM4|tN9`zrh~I2O@U;<3b2W}t-!ut`mEI2T5V zXF2B;*H$oL=N|3m*M()|U!uSxsnRY9OS{l4=0SLLD~PZ0)B6-B6HC*P+!QV=14sx( zrjS)??sNf}Oh*Z~U>Ct%6O1Q1D=uHj0v2}vsQ3oa?spf7piAI~V+ugnnzM_lp$0L0 zhTdK+ytb*dD2bxL_Vpj8}xX z>L?5xvE8LPcN^8wvb!Y5Frf(wssIT5AI*T%yY@|;vgln+Rp;T@$c z-$&x}(IL1BA#Q}MQ`D^8Lp($jfdu?JE@L9f>JRblYVKSxc=!ao_8|`6wFl~kHNr%% zJ;X*NMak!IMTp&+h+0&3E#;F~Ld;iSE3b!GRH{~vv_&GS!)UT-KPkHSKu`cvLN*rB z)Qy}DuAG!)k3@*&Glh(f1>@C(Sc!fg@*fjZM4*{NRxBGy%2bd3utTh~q={|)o!(7|BOKGmiUxogad3ulQ1q`E+w>5B zWzm>Qh%GoxY-P0tE|pG*0S&vHw#FagM;(pP77y7K=`mc(z0YLArGFO>xfeoQ)0exF zx*~8L3Y6`xo!4w};rcd=Jv1|h1F;u4RKZXDlHL)*gY<}rNihqT04Sstg3iL<1xpza zbt+KL$mYh@%91>WJw7SnLaBO^K6sBL#4b>`E;(sZ)C#~w%ew%Ai&}J)#xI?+O(7>Ii}1b(WN_&Hm%~s7qb; z=$B)aa-*drznJyavQd2+B*w-hSKY;5gaflW)jP50<*B^}Wt46GeL4a)BH>2Hf%XPy zS!A0i#zgEu(HRRbxNX&_E|C{xd$FrwBqRoy&s$9|a82kU#WGCfs&P|UKP5i~iVl_EuTPI%| z|Dy7p38NtjO-IME&GzO?b@wEmdy8;Dtr?E^ z`F;j;P4}c5T98p>ofX`G<9MezxoFl zZxgX`2FV!=Zoner0lYke%b+M5vM5Y@zlQ1=>_=>pQP(;iFgK+J@2#y(JcD7@4Uer1 zV#$B&$(y@!$F#{ezS#%CsBOpc1~9IjaR|`inEp3E~@@zPmANRM13a6{m z={C*elM~=-IjMUTZx#)0%9?H5C>@|ekt zS2}(H{k>oik4VI**oGDYkXi|bn6A2DtXfY!cz+OZKEuvXE*Oz+6!1~S$m`=U*lyP` zM_#{UzxjLTl=Sfbg){6&3^PyD=&rUy&3Xcpa5hH>8*0XwyWZgGQdQYt9H_SO0rUNg z3KwrMpgtFOu?4i>;D&yKjrEUYiWZy=F6l8vS@b6{OxR!>h?2h%k$pO3gCSotJ*(e< z=RMxwk|6vMHkfQG>zq)u0T)Nl0_}cvLT9(LHK4VkZ*TzH#DxuZ$fOlW+}vKV;j_NJ zMBIlKy}{~aN6aZl+2Gn))^9XCHrPVHXNWXv1-O@5l%-tRkIEc#L0ja0rh<-!>;zGP zt9%S-QW=z`f(!z^K;=CB|z_+0hRI%Pb(lhcj8|+{LJ0%Kiy#~Gp!v?Nw zc8Q60+9E%|{Nx5J@m5o~_}F6R=1bU8cZF{dTw_ao9mJv`%5xpvyJNF`o#J+~pOXkw zoMs}Nywb2$Vw3b5RJ_umCUovi5X3CHbG$E|JHPX!zPZDEsQqfqE*`=Hl{hBRX*WVq zad3(z5r$5_XoOCVwl6Uz@tFStWIru*zt0BV zn+v(s%ZqS_k`k`#7aEJjr*SfB+f0O$dnV=01q1@MV;-vYXWjeKno$Dt8iEGxYUB2| zoYxl-7DrpsmDklIgi8EG-xvfXUI0LsT-T@Fz>9uCCh1K`4CFTjB<3l^l<>3=4SqY6 z6IvC86I3`>+X|g_-&j-PL3uN1$*qk;MZ|uqUHJDLFlujZY(!iMt#NM;7<&&GlL0tZ zkCL$z-Od|xurU$8&O@t>UFyh*-2gtvt^$S(9RWT=gmqV9+wXamh@Fyp?q4_Rn+xCw zwbO}v@jrGryf^7kF6hk8*L&uNyKQt|S9{5mu578GXc#U8AM+-AiI+%$XG3|&tZd`H z!53Dqn9=^{rhIc|U}$aFiH_TKtFiWJIjMA5h{inm5P{m3PeSlB$J+S9D1-bvR1N{Q-!b2A?ExyU zTM&zgy>_XPzGf-kOuM+$Ew(9;A2OOvN#F!-@B#pf75#b|Az96cm?jrjHv57ENl;=L zH?-eZ`rtKc{#Aw*z0N-F&prH`Va5vcU`SN)e$esnoDJLB70-v&kcg_%Xsf=Nr4djY zM(8iSSiDpnl@|cmydsd;^}E_*Aa_JIiv?-iD|~TfSK=vM`8Cl>_v>Cm7_~XB)|zNO znD|9!9yAI^gs-$$!jRW5DCNzz6zQ}bo4wK!LKpM&uqg>F2XS)z4|s`kf;OoA)+$?{ z?P_kuFh~gQ1ppAWuja|u!rYTERN_8h!kVJ(sDv>;C1}hG2r_fD>%<)VOco=;980ks zWwRf0rNRr77&-(3C3c(}CGmB-rixwHcmV(ot0BGT<`H}6fr0rP=a=|dlHlA8MyOpW zp|W2|MHLr?ue57atzc75ZlHP6ep%gE+x^7ge-n*JpW+mm403Y(+sGKJWnvoJ75#Ry z1;^@?kUBYMzm!gUsKiY|Y4!U5Rj{#k4tH|@>1S>hB*K_~gYoMcejydzVXXXL8k9GG9+$6MS`gWHN2C33 zVy^XV0T|p#?O>+~S-vg@lNdTs!VEi+RvWw03jjz+q|>fw3Z(yG`1S7Q5qp4TqwazK zG8qE5>dstT*B?0y8tG*ol7U|!{>@)bgxY8Y{W`ADzs?EOE`C5`BcdYaEvOM6O5*D- z4v7fARQlloW3CXaTKScPUq?;tX)Chs;FB}SNCCO;VkJJ&_|W6)rDNdAGPifs zQfxRjlD;}HC?Zu^jka6uxh+Z1TE9~^swf; zWk7yzCM#V?DX49@u>*r<Y;E~!334d)IH5oXR4bs4&ACN_(?TgihtibrTlkpF` zVdl?LgSshb&g8ZcQ)w{cy24JZwD+3|xqky^cS|;t)3z02IKLW!+OR^<|80$kz4lsN zyr7E-B$pzr6&kg|N{51t#0vmy+R+OD6ejs0St0M&RSl!|PZ?G%2IQ20k1M}sw^Y!t zM@Wv9{-N#b4#dEfIqAh}3L)k7M1Dv_I9K9oD5+@9O5-xFLjm&F=>-7L5RTOy&QZ}H zNx=A(a~yuPy;^@}nVfc;Qs0~-Kwf%eQDwhnDSHTn+CCk)x(P)2Ppn$`gP`YzW#EmG zOGH+8Uq8FW+83yOrW7E5E0CC@ht{|qmKC+Xg>>Z>;tEWg;z^`lte&J>-8{8djqvw| z83K6(@_X3%Tq-^03&%^PQ-XKclz?5)30%fScnQcOUIOw?Ik_V>th5@yI_)vCo_yjU zU3sCg{T^1vnaZ?6kTh`IsIUbHYN8Mt>Apk?d^Js08U(4OIKGRT*Kiu?b1c%hUtND` zTkLT7HAKGo9bv7n2{4I$L3mWOdRt38e`z~zL8e_iMG>xaj6_enW>Me#HYlh)L!jJW zOC3;Kb6Hg!)Lrmub}09ocHD|c>QS;d%GX2qJ0Bzdq|zhiQi`O5q=3$o@?v#3%Dr+g z3S~8g{mygeEol zVr;)_j)#Xps2ve!EdeSzbcu=hbpa#J*q!ZT>_7~bdyBZ;6cxy#*K$$w-ogfF@7XK8 zhOKdfolnXC$l-e7WlU36X2 z;dxdNCz;b>292Sy+zaC3&?MgtZ^&N>1t0$>FZo{GC1pwAeEcSB>$k)eB z7jl=wFmAzWv_EY!bF;{9vkPt(u^&F}_d=^!tlI+fw7WJU-rQ0+7k@%xB~GioTHisL zoHl`hYW*4LlVg}&ftajxxfr-ID?v?#l(rmB&zfY1!tg+h0jQI=jTp!Uv|HLw313mf zaLyHMtW9gg?WUnB1g84d@G(WFWWOWV?qd+zrFIhKZ=O!g9P05b6KLC=OD80Qq7k~I|a2b9FW*;0gspd zuqggDDh;^0Ux4rqI|lg(-nEvr*KQ!MTQH1FzDWGKGcPntQsilB)hz&Xr6>S%ncS`2 z@JvH`&u~^W%#@|LpBPqpMp9(5X4AU(&0ysP08FS7e>={&!HakQnJDdVV^H2a3z1IS z?L;s?D=-k;g`mG1!U~E7xr?!#HfBTit}s{#E@%@fE_2P7_ZGIysgwPXL82*w>+7Xs z*2-+-9T^ACN~1KC*E!dCOpX{wuSe{X&_vzt3K{o#lazR+`!{C>yR~I+LhLk>1@uM8^gaC*G^H<5nPB=5HIgHBm|+-uFrX3<^yx!YDkiM{q_5ImL{ z;brcOJ*0sAcPXzsB&h?)Is3!iy#(Yn z)k#OzlY4R1%3~=i7z&0L0O$^j>t9ke(hm|YIO9&Mi+_Y#b;}A21b^4>6ZH=&5wJ0&jwVDNO!yRS>#f)5GK zgONpg!K>r&m9mrl+-Y?2W(nO_HxK+r@D(IccpHM<58{W^$xlyv+I?&!9E6TiNLQ|OeG#F1 zRcWNtcC>q?Q&cHMmH6vK0~s#>G`#=-s6D+%A&}p5MJ?4YrCCV$brl? zTTrp1th_OIPzZCAywiN3FPZM^zx*YE|4F!Aflo}mtiij<9OV$ z6E)aF*HSy!1WztbM3gij}fH*ap8>(khd zy182EeBHE6Mwtu42vmGk!7Q4PTfIEYL1mwIDO^12n7Nq%i!aT>A}@_OL1{-^3?Q+~ zkT_$fk$_{jzDlvv1lXVu+i|OY*2?dSE47f+$yo^+^HG2)L6M+RA6JfyAgECjGcV(H zB(;NGrTY%uK&K3yssF>szeCNn@t#jC_92Opo7n{?{W{W8Tt@g>yL$^4f61g4Kejr} z+|ZvKB~VZ`1?9tP4KHncjPg=x7B#{=O7JCqPG)X~MP25XtajX5z`{JjZGj~d7+K6( zIpGBW6k%zl4I~9>-x?VTuShz-(=vM6xk3zQ%(z=y1;t-aQ><|-T8sYd=OVG86wauT;&$(f9M&0Zc9OT|vfbyf=yG@LxFj)<#P?%rb!fgDae zFe;=a(2GJsv+|Y7X5|&&XO79x1QaUq(uUJ>KYFs@{J!xCb{b*+!lLl+ zX|?&|G5L=vKt94wrTD@g|7@d=doa_G9+w~}JjDxC+>D&WO(W6ZjB!Koe@TzyZ|b2F zdjWt-UQ8-rp=45lAZR#w4B(`p5LsAV@Gw5(gX%+~D12r|3!mA~oec)Z&hUwp_z5on z&~R8lya2XLtOgArPjP;Vvw49y|FQs9g9cE<-B=A8K*@S2tu&Y`y$8mjOKsAxbK!IB za;g~YFdpQTa%mrc;+58XEYhnm)80NcsM}Rg-rT~ii${bYG4C)4qdn*E63_X&rc*1W zR8gaf=}V>C0LMy);Fr>su4O@>#4Z4Hj$I=+!tPPXhYZR8*NPB)m7Nk^JxOqOM-0?f zGsod;of4?_QCB{K5|UDc^#AdyCnu2QL$oKAXQ=3ms_@Aewak{2O24p1Xj-F)Q8LPS z)m{L=py88B7ZBujRCIwX$ub^rE)fgpfO83XD}DXEmA>u;05syPsA88DN5!76Gqhf{ z)~h77>P8Qxl`aF$n4j&%l_is{?#5`MKw2dC~Zo;WF zt@LU5t?nF?oP5GsOPpbbP`hCuS?w(Zt3*KQ_XuLv${qxCtRBM(!wHCWKPX$>4uS`A zZy}xbD5f^b!~x`w!~y)V18OroPNgNA7fZ7^#(k@m?hjW=&9AZGqGheJ^;goy%@)ss z|IDp(eNcOFDlM^Wb?4K^{U7eDd9;T>PAk8YvxOMWg%n0@$stzaGnNG8d$b^_W(?#a z%S7ENS9@ut#e@47i=QbEDt;3U+}|qvn{$V+wFR$u<5~Np(x_>o?#rhgW0sdL5K0?= zVR@KOH7bjanG_%|O@x!^a23C??QS*k_jkOIWLE+B| z8goIXEPjd>E}qR0GPx4lsJnos;6E-rA`<3L%S7FmZ-U@oc1m~wr+o8Uv7NTdNx^@; zDb_vmOb$;{R6?6{vG}k$A`V=+jqFt`pAB7Bd<1RRCW6d2qpbFk+y# zOuu`xwNl&0PChCs5m9scn!h=~_Yb%NwTn4N=Gyp=HyQV2GP<$~ zc`eYq7Eq;d;YJJcv-grvx)@}>wYaZ7sTizpOPT( zK;E*k*gp@k5@#8ujqh?Q%)=6@O20ToCVK$@!3nzlro{07qFqG~UXzu+4G?dhy=E70 zGhBX`us|i=nx=%`JZdx_d!aK|gcAFkVeapGh}AL6M%^$nHgI##+{__Yn5TdsC^t@DBv7#}Tq!*P|n2@hWNQd+B;1Y2?)W(epPY+E;`C%PPL#~9woMWeXxxj8> z0Et~A?tq;O3>i91MMdeM5=YDo5)KDm{KOXY@1-J(e!zxtTOKL6hHBls@u(WT`Xp`KENDAlh*8tP2IVPc3EUY^pr%&Sz1V^{dh$R+(pr^U%-ah-A?>yF^om|oHT>2ITi*jI=Pt7i#~n_1RG z-Rhx>*+T8KBcyhv(-Xn*;E93x41=@r5V#$;x+v|*%*{3yY1}nO&ixsi=HkaTRT{es ztv31)VzScyCOI(;I9K96GP?4+@&W*@!bq~*uXA#?uZyr(*ilP^Ka^Gn3dlLEgo>}L z0miRk$m<2dN9?lC=;hUvx7ohVhLjR#w4Q=vwcidxXJeajd#zE;$VSpBh!g?j-@`I+ z5k^IUK&IV4H{wH znGFKwLl^G)XbZgP3&?zV+Mwp%@z+Ly|)5L+g85qqE)GX(OIbwF)PZ2Ntzs5xCh&XUyLUbNnf?&ytqB5{HtLs#+O z*eyUEb~KtQ9>&8rajY~&l?%`=0)6Q;J&AjAlHiPMuw&e!wSXo>{2Q9rtJ z=#2!0?|e{V-vpS%&ay)8zf}?{&YGdbeJi9&9A~h6wvbWbBK2ZFp2m@zS7x+~IL(hd}KVWc#|0wqyD1OiQA;2O%}@# zh8@GhbaCbKq==we>?os2ieTspF>lEuq@7@7FHla-(heuDEl$4=1|!tIq^*~4ZLijE z6Q%uMLe0%Kl4GT9ugu9oQ#SkUq`v6aBM6e!2SE!ppSd5%KUh?8cYN(FfIVrSkT!0lyN-f0?EZd7Khm+7tr6q~+b!=7|1Oq@= zj_;AkhDKg3=rIwDT#8G^lsi}q;|62q*V=+cx6&={@zQNXMd1|hxj(Wii|+*h!Zw83 zAe>62ttVeSTiupP>E%l+ZLyWDk88^}dkF+;=S-cAXV28)Q$Ehd>t4CUwDAX#SE!_U zTAD*4gOpOn%*f2tW)l(!000OE1%e}j>6B2c2NZwRKc z0--=q6beJ37|4+%QWM!!2R!_OLNT!@!k)&)i7wZVURXO7tq0pIZ@LfYyWoe;;`!!T zVRoWHC*4JD%meY=XF)Un;1vj*R9(R*vQCg25P2R{>Xn%sct}V$b6BKvFi#OzC{er< zbz7JHEKU`6b9Nhx-a0LrU#b+p-hufdH0*=DYY0{Q!$Yyb{1-4n z)gB8`vT@kU4+D{;XSJvV5uAYswdMkSsOOof_*a`U`YXbUoiPMgP+zl|V$?^;s>4O3 zxX)QL6$w!Bj(Pxx2-rTO7j@YnR`b~gIP@p(2?m>wmIt|*WF@@~~*zF1)XUEmj zkUzCy?8r>umH1zR9e8h*{2v@6?%aI>3D_c&AxVT{Ad$JP^q<@rzfqgIYx{xg5T3+S zw{_ALq^*T%(zlpdEZjbyMbkHF%uluw6bxab2uu{rP=+fFh^bF#k#TUlQOM#&qX2_W z9E2B}=i54To~>rqQ@jJWcn>1QWKPb2i;WDi8*0C;zmyC%bX@HbFq^s+kNtA4)E_@K zOc`*Y@&8?H2>O-sw4aXvmP*a~-`p3Yq#EyBM0f=fFalyFt~t+?o@yYMB^aUyP~wg| zHsu=BMtU>zmN<+j>tr9|PRlyP2*vhX;u;Gtu9&T)pYtMSk@tU2cO?V=+uRO2G zHR`Px@Sc+fH!M3US$b6LH1~0J*yUc%`G;{ z92KX|+H%jN?E_DBSq}B=yI&ljJ`*=ctAYyPl%}^s_mg8fGgQwySDAKR9jOsCI%+7; z&Zd?Rv{d?~Uz$U8q#)9M&+1fcjByShq@Hoi9~gstuu|_m!|GUP^Aba7g-5Ozw&+%N zGncJfYyt{z!3bOVf0s>o)O5e>4r3ACCgX7J8Fy8Q=DhA)aR-|8q#^__%Yqb}5`qkC zrmi859r*;GxY>mahNc|_gk(Y$w_0$$@41V;W~~(exU0OykkufW3=1y|Xnm!<<0UCk zkptR6cZ+mckwkYgL7byhWkd7L2My(*vlXi3K4H4koc*S++P-dx z^EhftcM@y`V{yU(6-_Jd5&SdS^Y+q5P92*xB$b7(c(lwRW+uXE2E-| z)MMe|XtD1h69j$M4ydJw3L-00XrxMi?P0y^Fh(p6<={gVKBWo%L|m+C78m=BO>?#9 zX%@FGdL#0E9dI%#13G3F2V2p_9g-7mo2q>wP6`&MuJ5L*GS5m&*4C(ZSzEEHb7ZSy z8LlyBYrdQiec&Gi6NEL&Ys+Wloz_oY-3rBr+&q^L>MwH6f3ZNj8;UMZ5xKUzCOg*astgAPfo?!-fE-6~e-H80dsMeEf_+|zq_P3fZ$>!b z6)4^|?OJ$2)*TGI6?a6iDR+~>8V}aShm|gTY&2A7+A^rKY-086v0x@XpVePA&@ z$EKKchsC7JmB;J47EQSEnKb=ktcb<&^=9xMn~(|q{O1tWw|T`DJqxKr;DBOlWd?$z+Mn( zNk~FcB`-*1aqRctE<5uRFSU$fnvLTmFt?M3T@tk0oJCwqG3Lg@^>WjU_~-zL@Z#yW zSM-bdEyY>5`5{16!^iQ9{0`@dajlAYqK4S8>;4hyc|+W#O-sZ^&D%7m#vul})5x zb~us`#v< zB?cYNiiiD;=_I5355mb2rOX2?O5KYEi}^$mvF-NZ{|wp<=!P5U%qv2I3T19&b98cL zVQmU!Ze(v_Y6>ziGBF@9Aa7!73OqatFHB`_XLM*FHZ?UfHVQsI3UhRFWnpa!aCM$T z9RIu|*jXk^C+OaH)a*wUh|mk-3S`w)WaRl!SidJ zj_}FFb6b(enVHqM5vi@}X0pHlhHe`jl0m4PWBM@!Il*;YqddePTHww**_F0a0BpW4 z)%!m7J@7M^G?_+YTPZnZF}f>YBxrC`X(^HvAQcYY$Apy3Wc zv^H|YH2`!;TWmy!aW9~h)1rg}tz&jeYXYeRBdeVd+3ahuLFLU?L?4#en)fWCn>Ps@ ziaRW4kryLhP0~XXiB(_aMj%?^H)-ejQI87RMgEbpW?&j!%8J6jRgJh@djCXZxRf<& zR91Y;0GUf!dy2{$16>^kCyw}d6k*7WtasH0Ou3XbA}TAFyQTLYi&k*VYXhMsV`?Za z>Q6W_63awhG=|&FC{7X8WOeD(K8Hk7Q2fcE75>Jxk?~7ZSUC}($`Ar7ewQL8} zPIl+~>{?Xhwde@~$n9Fx%x3K(Iy<|TMqaBt!DQLBIGNGBMO~3Fy4KsZ%*j`>jy80% zuk5}B-=j_au^tWF%&qHu^J&)No1xo$BzBR~7U$t|27WaIsDj!)Q?$1xy@-z_CR?_R zmH37^vg!Bg|NRES7XkL;lqtO`(;6w752qfd*4&cV_DLpIuGo*Y&3UbRie7@?MqJ<$ zvm}*orXqHRwG|qhy&HyP2f-ZJ8P`oX-LEd+@?i#3^Bp^*IabS`1F0@K@B`-C7#B&C z>cY&H7@>W=VLk@`%A>wB2YfT>1c=GkfLg@v^!j--Qjg375M^!=`;3CeotqIavo3$| zA_(f9;h1CHV?ab-xgSQHv9}M)tV=T-l|L$UIyKjSV6)Rw1Yb2Q&i8%rSzvcqxR3e` z4O_-+hh+P#u+ALoURJUk&6n9{obtAMmF~3FbOV> zi_plCt;Xlr2v;r<#@<1-srMxrdjziYb1Vs5`mfk>LAFkjI|CzfY3}6?I9t2-v|dO? zoQ2`bjS~SGhACW~@5gXnZsO2z`*r_)Zs@<8O4t4SMYfuaSM9F-tJvzi+(;r@zaO@% zIrXP=yk2fRG-ep;bK@9RV8dAXVk|;FO7S)wl4!}8hgyd$WE&~AGFRt4WJ{JM z`mL7A&Hf54_9b6afrl=Pb)boyG7?3B3T(j-RBM9koJXPDzETv%n$|VthNnVDjGgt< zF}nU=;>g%gWM03}*Pg=IBhC`iSRitUvgIt`?)oP&{+EJhAPzk!%s|@z1rJ^GdlpNY zHqv(+t%tGZUU~MkjT8vvZxR`b?|)$cRRl=>+F`0=Wbea}vj%qKqXHpgan8yC{7W!$ zF|rV_$?qwi>%v%Z%BA;iIsJW|N{Qk+CCUJM{}A+w2z32~TTFl|Psqo{6%-3v%^v8) z;$`8e=X2=F}fi#4a-(Z*WA%H%Fd|#f zl7<$RYK*-p%#^oBgjm1Md1o&2)m<}{&2;AKAA5u2g*4i`dYB7UDtL9mA0>VEebADn zRfuWxQ&FLv|D}VQnM);OqY!}$%XR2h{81q4R$bj6bxeoPPNs^AgBD(DJB0FCCN0*S>#9|ml?ya2zEuqi6xJn* zq*Vy2fH(U!hhqxA1AD5i_QNsOWnsnl9hp4_TLlJAa~RfPnfg=*f_$Jf6LWWj&97_ocA>ulm0+u@(Ny-keW z7V|03bplM$>`s?P22Lr~$tSu<&c z0Hi*WdT}elcpD&eeo)fJb^r-Fp_z(S+d4x1-{Ab!;V}I?p7}v0^uBx^a#gB~!%bc}#u_QEzBa)BA- z<1D`vEkQ1)kNiYzqZM}c!dTFEWjJg5&pKdnI{VlL{19iL{qTy`m>|cw1i!v!ANlEM zC5aq#evlQ?>{TFIlbyZLyzokmvn*w_sx`VgO+uv&;bOGdGJBy#H3w&vgxA#Z3)N@~DFClgA=QV&+az?(a4lQWqaMv8Goe#zRH`^Ca925mGGO$3mtpOp z?sV=T->nD@yxmJ6h53FNxI+WQx?Wf$dg?>xFJ{re532q16_XZMFVyqZ?6D%`zXibc zf)+IN6<#eDuc;vh3R~giQ7c+sef< zoCP383li`dlmRP^*1Rsi>ot~<1#Lu&uF4sFz&9OZ`hprINvQ{{#Ti^=w7lD^2LL$> zO?%}=-B_%!II^4pN_}@cdmJSg(^>&NDZ=LH4o;vrgC0k#z;XuYvnWe+i7%jfM@ui( zUX*hJ>9SgKka7mH690^I4|ZU5+8WlY%0OhOwGT--14;7s*;#f8(W)&Ph!YNR?yOND zS}SXWp$vSpb}I_qS+k2=E8L2l9e`m{Y(#Y#z&aW*`xIKrC4^ZsgA$w3AsLESKIv6C|QtQnoQTv zS{hi}fskb=Z$^ch#d*LQpXHg=L3>#pyAaSJ$SkCDTt*>askji(B&_>T2)IaO(K91X z?2Kbba6~G(EV0W0r)rkWUbt<(^F5-Tn@cf<4pb+D zF9f)PtCgYw2CDPmPjp)_U?468j5&mn%X+uySJW)`LBcwJZu_zr80T`8uURB_)>^+q z^a<3Nb2$i_&NMJdhRb4?>LfzV3J!A^NiGnZ_d|MTGhD7{P&1*qJs@5Qs1B1eqmE`3 zyky$d!8TxF%8*NV#; zOU?3xD8@^NUOnqG-`ej94S1`IS`!wDWH9eSA{FlqzU_U#C&ZYEu~(11=z<|BMnhWu}( z9Ivj_HEOgj`XVx3rY4jm#KwYXuWpl2 zqO)oT@ZcM#Qwb%1yr~43p=5x8Mk{Oa%n8VjJiL+nWjLeejGfL5CG7*V=ohC`IHX#F zi{5bjKFoxqByW^ZVvpHr?QNiQ1YMAcs<$lW8@K6R6LE>4Kz%nUfFL;QW*(WZzc-Ttf1S%7F2la zhMSlGj4u*-BqK4HS=o0|wZr&C7i;Uoc;#Lk|LtNKl#GP=b;FUPg?W+Cl27*M&w7eD z^0^_}0iw!xjP;pes6A)iW2ehVe2mzVHFBLV64A*>T;GijX_j0%l}`E%lG`V3{4_z)EpsYXD;FUa@Q(y9Ofwr1c z0Mz*i`Yv+Y75XVH2}qopzyCO9lEW~2rs)DzV9z5?&6(KzVxSpikW)&-)KfLbktWf` zFzerklR(Idx~7+hPL)D)MlAT9n`0PmqOylRIO;SNVwH_Oy0_fV<94=M-@YjP^gmBxB#+#8Yzs%?3+}* zPzboh&>jC%GnjbXEZnH(pDRyz=~03{dv0Kuhf7ujCxqtX$mgRu~cO%y^Hup-Mu zbBkhh^-+uO_Ph41bRU)K=$2-n6V@-!JZk}1;VC`D6XAO|dDRSAE(D|s1j8zcG=bSN z*QbNKV|r=%twL~9POFPR#fL#~oIXtDfh_VCqhg&*W7W#3SKlolg{9WLv9LYdieV3q zLHvG0mX-ZMtoH%oeeVMzB*4pD11&g>kF~ZU6(9f53wY&xW=AND5>s+ zT~FLI%R+PQ?%y^*E>bZ~3Q7n?bPBM-G76dmVYr^W5ek4$nadTUT6)A@j5WortqkENKU{z1dL%m8RAx07VCwg%+p;HqPJ}817A945J z1o!Z{yLQN)E=W>$lTN52C>%6jx#8FOU&<)Bcjc}jmgEG ztgxV^ry0p_NW$y6YheWzHgb`y*3fAN9STeo3rlF=pt5_QA#9jjB|0t(o5_S&m=qQ8 zEBTs(x=Tk|{&!a@?KHyRLw|}GMDUqD8ZQT*zmf!0p52RuArWLE+nSw$sh>2cw38mb zcBli<`zfFSK~6DwMS9RtdUau5#4Tds44zVVSoMhz-^)tKt<`QPKM5PdVR_=nL-U-( zr5h)VK^zvWtw$0@1UpP>g#bjvghd_Z`}L=wCijFoXkP*l#pf{l?krIe+grl;J}lO~ z!t~)pqH&ny2}?bOFt|-JC#I}O6l|bN@T%-T%;|S?C1Eu9FirKm3YI$m; z>}tDi&sZBjTz9tB2sm1HrQlqY+V<5DH(Qm{R+8#(Cn9a3U7zdd61?D{JEEPG3W1AI zV>5#h{b3#_9=bRcG(QsGxd(Qs{sIDJL^e)F{V|;+>qDv}WLFxfcW%V?p}1RVNN2a+ zNh#GiU6f4FRgYPfDoGFHl7{uv5Lg=AExF&Eg%S2u-q+Y&OM|J>j+a}I5m{FHUf6zI zAeR1YWFfgCr&1Qaba*wgSlE@O3n@kIw4f}d$8(C@GIm3`a!l66iD&{X#o*IRz8CmQ zSQ~HU7P*NuZlx6qR_V5dpVF)i@eag&VqtB_?F3U6n7%Grx8&;ZEVSOgJM4qaX)P~$ zKWV)m=j4W_<>#rEq_yVT+nS=ZEUjnJqSX3NH7|R=?2DE^NYQ{lp z9Snv4-HF{?FWFuFO@*(lEhj0icv2gnwD?o-(JRWd_KozL*AI3RQ zC}I+OPEVG|N`@k{4SC4gB-)80KE)#Z@kBD)n(qVZLTW|i)n(h!!RH%|lQrpE zZ}DL^KFXgCqp__W07e5FW$LG9)m~n`t{(LBU4ZG3kiPoMlMVmSMr%ybD^(!Ca>uq_ zcw1Axqx8kLe&Zgqv%X;bzu4Ara3}~}`t`dM zmqs4(&l#S#u$#xXt#{B919rtI0Vx^hFi{4+!npq%N`{zz493 z;mG7^^jj>GD4Uc+33semx7NB3Fw7Q0b)M!@eqK(Hl@yzNU-|EI!P=1Is&%oBtO9Bl z8-8B&(Gz`GNu#Ghy}_WN%n~l0d&tvdrS42+pPWrLUPrSzIC}#^g>UBbglE++2?^lB zV>}PC;DV#U#|UBa0v0-$pvf-G;^##ao0>shc038m-F9S2ULIGQ#IzB|YCw`X#wgZM{B{khT$*7<0%Aj#SD3a5^tsdZ{lq1v|4!@{-cqMbJm~ z;iKKKeoB&stXm|<8Kp)Tsog|t*FND%i_``S8%9xosM~20tC_nQN)1V5=Q)pOCXIeu$C@0MGumtyf=zB9&)dr z1x$~KOTdxb%WesLdmf(m@yyl`)Y)cqXn4Sr^}LEpU_~6F$QglO;u79TXoekh=|MJc z8sQ^~W^ui1Fllzm4~dph?bW&Co1~@MnJA*=k{@o%Rw{-@sn3woOPi{XZ|EERCG3tq z2(owsKrB9nC}O`<1`ezUS+qOBBg0HAoZ;FaP`0O2qhpOII_?Zea6nF-D%Y5Su^Eru z(RN!|kvnD}fG?M{Mie2p;`M2wNE4k7#Yp1BG7F0SQxv!TE-(YfW!i(?F=|~HTl`7(49Os8=bHBbg`5uS|uI35MD7z+q3M>+?azYW;QD~ zltxNYk>_^+!RTf($a6QWlH@T+6^SB)=EUPa$lyf!+Ivm!_M1FWbeHcOhW29Y@%PR> zCV@H8y2C85iYOu$aK1dI$Rx>JYjr%R-5k3s`4^B;7l+;0;3)70umEr8B}x8&iQVAH z3(VsFL_`z$8#*4;6lN)E6WL#55?gK=nn*O^GRs6{qCWf@7}*t0{z-}YFM`e@^0%-i z>TkFerAN6>z@mvjJRo>{QiM~~=U(`=uvm?D;Cq}P4WoV!H@ChTH@9L?a4H_<7*>d` z3sF-%`j;67TNkiUXZszCe}pRr)hCA6_83(tQj6Tmf-?R)o7$e@+$DKHCI>qE$SGX@ zfJe8a+h`&mEnGJ)E%#%(G8LXRe-RQ*WI{;#-Obn(+w$h6*8wnUAZjx&+r^p`o>)n> z53vRW6rKy}Em6gwZIBJwH{1(VJaaX2G!ay6^US_cU?MG1{?VclwVzdKD9*mQ-6|N< z9K)Uu`2>mdXd;U989qSkkdlzmCtF(h3lJvitE@Vu|MHs>d?cW7E)qaR_uc%;(=TDr zENar+H1&zi2hyIXTgR)@FMEi%W&T6Z|2=Q$w=>>a9?d^19m~+;)8!AbbQOB_+9u2f zJVYl+i9i1-01Os$Eg{C*eXYq05asQl2RP!*{5(7xfU$IJST+nBh5+ZXcE2=#q6hZb zUy|4)&xMn$VfPbtd&oExHVV`JA*rV0&*OKvd=W_SZ6w-6PX-2=GuDF#KJ5!U@PSHx z7+Rd08+Img0)&v3iQcSsbLMF|7qL5B_2UoK1XO?8sWC*^(l1CWqx4*+MoBoCA2XtJ zbF1XFa3qFwO{OIVX^*q>i06PbcW1kT|JYKt33sw;WW%Z4%u8O0RH34@j2s zwJc(s-+=o^r}iw%478%900mN@U(~(W{sCmot7}RuiIOImxl9lClR3pD$rQum?*ySl ziN@?FX-fHGt^73oBxpZiVVi%UCy?p2u5uKB)t1}Rt+KTso66UpSAl#kdi>Q!&9h3lS_rA4m5h3MW2ib zGB*W+FscyxHrJl038)$ z%2o_gyP?sX;&F%2naRlnDJcD1tt64t49Jn#iu2WmO;R*d6uXoRgu3anj{rm=s`mlA1P1!PTydXDJRsuSS8sFD_T!q=L$; zVYnXUCL7qU#=6u_v6J}4pMgj`u)GBZ?8Hc64#6R1RORftiPYIyJALK7I@x@v#w)=w zF?X>7*b%V!4%rlri8Lwt-;i$P60om%7nd7Y9TCHs?`P|=-dPn-b)*)f%ojRg#_q=>8iE240>@S|XYy^M~O*MjqqO#qvcq`js=7lL>fE42rsrc!;_^sfJjJ~s%6kb5Ya$5FBa;E65+*lHi57Zmv8vegqE z#0hb{V2v@V$_QakbgHe^i}Bxw#HKM8>9stbIkkI;f;XE11$_Fy_MKOeP^%4-7W1LDq!pM z+qIP#b%}@q*NM+oqKH?Lcz!tTI+l3{ypm#VCBM>+W3!QeO+Zq?bldY>M%XH%`8H&L zo$HKJ-PJ%AUlfIt_BnZ!{(z&dw92v`Au6QDCV(<|O)f^1^g}8(+6KI%q+hwgSJFfJ zLnSOkzu0#dbR`OZ9t7x+7AL(xh;z$x7oK3KY*YH74nWOR(HeVzbih0g5Va);8h0?e zj8IBlS=+SjswN`_?p{R_3V&olx?jjj<2ha zoj5{6he31`Z;%L^(re}2b5o)a?mP&lxv%&#j`c8(0u4yTO?GL%m!4CIxIN&*Qq$GF zhE#PutAEM|*QLQZd6$iBJns@_lk^;Jmqx@t4%`0q&D{~5x1FPBq0_@Cz{e=;%llz@ zuKSoU(R+^WUW!$O8`?XJ>=Wr|CO!Wkp*a!I`}sSQhlNi@RP-90rQ;W5^FPRcfg)QT zj3DA@ZJPebWZjR?e1w-V`Hm;?1AqtAYh%#Jn zz*j>`%Nu#Okes0GECL-CaPP3LVL7(0EXqLY<%IqOmatCvxRExpX20yVgr+}gy<5og zjSon;lmiBSq|eVgp3O*>bjBgPToRG~E^cA8knt){+iE}-RgUzhWBwpa3g&+~VemT9 zgZsQrvk0k9ELi26elev~CvrkLdf&?^9O&P8LI~GAF}Z70Vw)44zwN@pb|c<)Rs35D z0^bD4vjqRp{c(tbf&K@x%+?Ip74RODP$X=7hM8W{t-*j-9f@DtAtV`K*j?rwq}gD$Uh@u zUpVF-(1w*650!?);HC7-k3>D#K6+MZ_^#P8QMOQ#bj2<-ZjiPS_FDMbu7WOoCnvGC zd^Yxl9| z`Z zAB>CQ_MJeHrg?2&iUsAgCky=v2%YW4JouIVlnb5ykQ<4naYj|YowP4?JTeQS*h8t4 zTt~#&$Y3w8lVi5Z+Y!Y+7TZ~lxvrkqIHk`)Xml2}IjLy2NN0oJP4A+hVE&zVfM5|3 zMHF}b;nj~)hFBZ13n9P=5{enqeT$(5KFtHw@5UuWvHfer7c&U zsK5^%NDp(|FqQ5bIWB;bYgP3Om0Lv4B#vROCAqjGBh4qnvHrg=LqO0GCqZqrpd-G6 z`RebBPN+Z!TBOg9I8vouy}^tZQz|W%MChMq5M;VEH<%a(iIbAV;CyBs8J<%4RDnbK z(dTBWY&gl=43Gf9yc0RtBx+>mZTVMIa?6egZ5rIbt+#YhSc&gd>d(qSY3#zBBQ=)wiW zS!m5mr~*k;BoPXj(8kG%r}R)#!K$iAK|l(9Ox%<}t#KJPAdRyz@i>f5ATSU!4Wo%1 z2wyNb;DA94i;mGCk+4Z|4$*)G6$u7N0KGsV!Gs_{WKtt!STF!_qzVQQ5dj%Tod$`A zCrtttZbS-bv!Vv$$OI}?4*0mdgbYI`C?XX@r6D7VSs5{f7!(YQh&m7wMkOf?h#D#p zA`(uBXh9<#L^u@`2@sHO#4%b1CKyl^xJ6#1fE@4>${~QdnGssFbU>VdkBm=ta8xR2 z(>11$0h9y=f)LP1A;W;2Dm?}akW5v>)yz~mDLE<2(6ERR3BV|Mgh&=_ph)IXC5T5B zI&g+PROx{VfgU(GNIZ!!ITRlY6pu$CL_|UWVXBRqk2?i6Djhd5!ScBp5gU<^0|m$m zf~2&(R1hH#G!>{r1a%ucvtcwiGAgKnV`B=5$Rv33GgFe0pN5K2g^&{x(VQsOjYvl1 z2?@Z!j}HQf)g)AyDh-7ZE0$^RxN4L^;Ssu+iEy!vBT&MH4F``Z zgz7Lcd8r7@B*@^vU;q)7Bw$2BAnkd%7zT_Oqe&1l!jV&|ga%kT3cQ?vObj;=Cvuwj zB+keM>1+r{aF|6$1BcOwC=duOU}y(i3*S|U!P5bgaTns~u1W@Uyj%&v%u7{T9@E7r zDMdmc5>i0$k&z-06?kERpkjm=93-EI69P^!TER+dUP8V`J_kG~C#ZA47?B|@#eqyf zR3485D^+%ANO;obq{9?C+0gjp#3{nXModyAff@m(iXr6_V>O>s4F~9kbPObm!pZX{0`^1c9b7!3gTZDv<`#VU%i2p@t8S z6}+fOPZ}`ws2&LXf=@-m$p?YrhV(&jn5lT!>VYBxM?vETpro*bV9Yq+s3JWXfdT>( z5($y;Bqq3Uu@XcE%j#fJK$Ao9DQV#ZDiwnWfN_AtP##`R8@6%ss9;bzshl1TEn3cj z!9oFodoaO>5FvO3VBi?IOW=7RUCu>~DP$pHNm+(SV^vDYN!dw=MhZnjAQ_R&MFZ(< zI!GQNkT0Q*#w5XEB>@Xwstc46(&2%Q1%m?+m6?nc(~5;i%mD=$p6?(@5tfMsg98{5 zijSL%3IR?K6quCYyqHjYN=y(0I7wjvp(rsiIbdT_V}P_^a8STw1vP9y8n*}rAnw<0 z*n>vOxfsqVh2=aL7ElKgBSBMTph%_$kpdHnm?~Y;EpkAE%S#A31W_m?|fM0)dc-0n{f;3m9HHRuV)g6*(I?q7YHYNOU9eAV`&@5Cxtr zEjWOPZWh>>LJK7c41AdxaHk+Z1FHzogC|Q&eIru9LDPZ>GaV741(N8c%JJNoLMRGV zh{(i{kd;S7fQ1h)LS3b>kTHW=NCyc47lIW@Y2^+9!~l%VIH1JUm_h_l9xG_^u%L0K zk_kj~lHmC;kqw(sSm`*@!-#}9AXG*~2ni-WnF^g$!n-)`5&2*6NB&2lU!o@tP1Sy-ypnwTI zXv~Z-Bc;Pd0YV`}RPylf;JkpC3M4dvP=UR%5j7x(h%7!#U_znPD`ba-hX+Fd#V3V8 z(s8B*r#l1(8xWC)fCVpAhiIWwb3F@ZJ^l!GE88t@STalQ_iLM`lo1t=_5 zw2%SQaVQ%hG9nrgDP;&L@(3-c2z3(*Eh-q3QZd4n($Z8ZFC91nRK!q7R0TjpAtcoZ zKPC|tnUg}YkdU}Rc<|(C=EB8FSUeSi0Sb9wp$frjK}!yp!$R>=;dGEZLJcU@%O#j1 zEK+2%U?CZ9LN_84mJpaKOD1wae2*$IaB3_*52#PY2%;q;LaEUDXUYsfYnZKS{Gpa!#KW6pWEf>A(d6 z&y0h`@~ar|QZYIiNg%)pO^^z#JP4`ORmekhBO-y=h=fK=AsOj0a2DCoDpxg}K0Y~W zNWf50U|<0VlPXDQNFqcDR0^zU#z0Ms=;9-#0Y3~4rmGSXEEpVs1Xu_Wky=tnB?%@z znNY=4F4C34i2w^Z;&8FBh6E&)Qjk&8LNhYJ-~gf%>g1w#&dv=ECZVnYV{pnyggN;rrZoRrOYKvYgCJ7JL6Ru2cUDj6YD7^P5rU@1QPA#GUW zsCd$1!L*WLN&p$?0Td1o83uAz6Xc*;?v!IGIjB{V^O3NdJ0To3E2V)OUN8b9V}-hEFl3ZG8Z%n zr~3pRiBo6@=gb+sob)t?VoyN+F zCmCVnViqYKEH_bM#U}${p{`0$;eZZOJ)Fi$?0%R0>z2&A_j;@9+_==g|2pr{^B3}c zdgCwj-ZyPN>|Dz1x4rgyws(gcLc(324iN4x#I`NL#(Y%+govmIwx-VWe##_6`zNO5IX>AL6FYk|y zxpn>GBs=dRzM5k9*)l&juJNrU^WL#$o;UJdzV&71n`UdKF2>W}ZeKReU5@yz+iu6` zYx6Hx_i__^W$OFm_v5Wg930$RzGik?{?FTti|@D0&d;;&@mp8hp*6SvUV1OIGdMsQ z0A4_$zZ{_4|2ED4(3j=9{VlKJFHD02)UsjzKl<(32)G`w4$GpBlZ`^S2?OmPej zP^o?T>wVk0a8E5$le>GD8XTZ-aZ&sH_4-z;HuG{HF86vq-F-##W?y&czWVsfI_KTZ zhxqO8%R1Ikx3_1@eN{C$K%si_wXa3c^6CDnJ@-lk862Pz)%|k&)**;f`&zm8e3#$M zTO%_5zqc+v5RSnC3eC?{{c!2B@!qfR-NFSK9H932%-HY{cfEo>yYJ4_@fWMX!Aw7I zz8U(WFVzp6RO9&g~0*pt+%mpy@TlLj=t{SPwjqjc^5j!xiNK}8CjP( z$lw6gcc-|Y@9e7^)X}#6&R5J^>&Etf+qkwtowc`aynnRS1_v{pS8hw}#oHzdQaLoKi-?F6 z4NONw1kA||UuD7IfPle42dDq)FZwR-H8_~*+$A&fo3*dq2X*?I&)Lk|mS$sVBu7D| zVjYK5=|pr!rI8L(NeH9roWTK2N5|nh4F(4+9Ube~cC4dz9ZT#OV&_1oASHlPM+*&x z$^yjzYBc0Q0LeZ`A_a}}SViCsBcy9Fj!uEN7#5rZ2)dvMnN2C-bO$~hOY!;SJj6M0 zEX61E!T@m>0-!{UxJa}D0}vFS6YX#@2bKw#5Js_J1>tG2 z8v_<0wviBlSTGm_C?Hay5@bdh2MSz#R5J!VnFmfIPofO)q>i8`52Q*97IJ}P1zGeY zLCb)ZlM;s&R1jI9f(q+oDLzYdqOv4Q@mU0@a&o}H6qE%cR2Y#N;aVty9q^N35;~L< zRLD|%6pR`wLYCr#7mT_UvJ?uSkfr#5&W7beP7R?S1S~faF@Xt@;nNgC{VhpDY1NxrfW>0n+J?L8W0Z` z`y@!%Fa?o_0TB$P5oiMmqivhLrA4Gphl_26ml4#ffY#uVFejdBqJge zl1~a13apUMfdYk9g2+S)YYZ@~2xH}=G9Y0v2N_5#WRL zP{EL4;ZbEp3djK=JS{UAV+BfHKtvBMB%U1ERG^OIGl~(#T#YHzK!L()00ITnm5dZN zJP8tHqzMIS1xq#+Dh4AGO8AseH!*_%;zB$&F(Lu1grABL!a@ZIBIm_MK?6g=lb)0E zZa0x*K#EmpoJh@B4ZGEQJT zc{3>xHxU7nvP7)-Sd?72*hEf=27_pX9U&fzInG#O7R7xx`^n!B$ z9UN9P?BlSaVOcR0vWZ4R0{?NAtiq~PYgwfh{QmtD}{v{($O@;MusM?%iHoRRuBl@v!zveAoQ0JT9(3=-`^`WV^v)bFjJ?DMCJlB~ zOY`4-ZJ*t5Umve8W@feiGwyaq%UeWWy_{@sk7jF zKYQz6@8^$~zt#^lAVU^NkPkLL5R!=CI^P5)Ix)if&oe4zzh(Bs*!0-Cy9ti z;n={)$Y7k=Szk8W^4o4S<6q02eYW=gTQysTdc|J^Euua8C4a8%Xg~g)Wj5MU2X)?i zll9C`*D8WKy0)j9=;*(G+fk3N`@i?wPVwW;x)pi-5S??^9y%Lye*Q{byv()Vb*P+X z?#{VTf7zLx`FLesN!$PT`6@r(_WDQsT-C>WbH6l1Uix^Q_$y2J`u3EaZSk^pFUtdU zdiOUE*N^}IccpggDsCd)LVfE){6ltMXb0-7r9UsLZ{~CV@v5q_t9~~xbpAW%Z%jjb z(^gx0%-jmL|IJxl%d$!dR>tZa(c*PV#A`^&S$`t{DO*Zq{a)!xuz@Y-ByuYc#v}Zslanw!cMee$Ivb&$*f2sIUKj zzw(m*k-zyjjr+{Gm!Y4U>3T2gc1-*HdtctqmxhhM%huZx+dBK#Kf1rJ`Q@G4`U7?P z-Su`MBFOA^86BB@X@fd`_?VCVkINfD2biamq3~HAbppAh`~*4~Drix;AZ&4I7EPUu z4GvmLI(EuAjRrW0g1sS1^85~4({BqqM+k8E$ANrc%cV}K6 ze=f|-Gk+y5bbb0NbJ8POfukA;_<&OHk_>7yWw(R|i*|+W9n5WPB zOPwECZC?#>8D57oyA$&~_tv{+_pSQ(-}1XoDqeD*`R2^Gp&q6#{Lb(D8t+}=FXq1g zPRC_7MeA+fho$$JvM)LwAFi^ zv-fmuHInkKi|;`QcaNB8sO`(MvAUB;@N>9=&R z^KZ)C=-0b^4Gw1R*8lsLb7rb{TPFT$t}oqV^o_Bhn>#sx?Xj6a}TZe)6LbB&H7gFrRVSOx!LzMzpqb`3~psR=1tet-ci3-yT&!< zrE74|k(l0^zQ*gmqt42if903uJ_Js{=Vb&pDy0c zx$=2uo4>95&f+(t^&hsc=X|?7++XdT<=6hdZ`)gq%k6F0$9=22lZUPLhv^3cbokV8 z)y&TNs}eMH#Li#6%{<$7%>0Eo1_vnj=f`f=Tz{Oey3XJLwQI_F|GT%Voj?8jc)c4O zpw5-8{r(OYeuvX656|&hHJ8_X>32La4bM4wvG2bwzNOkyyw3kFJ9?tqFMb^6Tg>~F z-pTiDK2_hd#RdncbrBJ=aBt-I`8 zcDvL|-9Goem8jhIM!qxdzr*Wo<@dwoP3QM(bL91Y>+gu@Zp$kz|893X*?9dYcH%9% zqQ09RC%3M=j%Tx*vm2_p+5h%%H8SY`o~>^sc9`E!y*YIgS2f)e|5hG@I@)*ty1Mn& z8)y1mChx9m%{07S&6&;2=Z?4w`O_aeb64*r;=8U~$M-+xTy~4R+RW>()8BC)k=OoS z+nN7X?x1fxlUCZ5fjCZcAMLFYnMT0$+m78WN?7$Xr^&?E4I3= zQwDWV**_WgKG&jNuXdt3zWJf4txkU4)n8_e=EjNtznE{A`?a0f4zc^)mV5E*>3Uvl6)HZju^fkQByIyv?Z@ae9?9*Mbk3T=v+urV;{}cE1zIo4N{d}35q#2@L`{EMZ zbT!@Md&KtToSEy7Y4)4Pz3aVyxjow!E4Md)TK;RU%SL3k&F-|!Q%-9|JGX7dUtaD0 zWW004Ez!h#?`Owc?*tI}vh%XU&(0Ws>1zAgDSEE$WaQTLcYkeUHf8-(=3m*o*@oJ` z_E4;MtG~AN738d{_V0Yk_`PUromJ0GnbVfJa-Qbl|JwHT{$2dsX6sO!?vK}&w)WC4 z*^vF0U1qxKTI1%f;WJ`hVq@;zN|fs+Z|8a5YUl0sm5!e4Yv0=1hP&1;@74Ewm3O_P zPOsZ{r6sOA>aIUL%``z@Ue|X0cI|k&@;dsi-QC%%s}Gfr_~v+~%TqzCw~E@$n@h8U zcx~r?=DIG?ey!Czm!g6?nU8wTo4Oi}AD2}ZVrDKwEwRVd*r=Ol+I#2E%R3+Mli#gZ zcK-9a;rU-L=Qdr-ZC=WZ&U|Nn>%TP-{d9AE+1Z;fHvjW=c6j!B*_OWevoY~p5!rj; zXWEwZ>RPVT4sv2DX20fIMX9}JALrv@-o+UmddT!=2MUW!n zw%PZtb#4>?xAbTJHB(OgV^nl)U1zGur|WsTF7f}(6mPL5sN=r&%ejyJ|F*o%y870v z*)R1Hmv{bSraz~3d#|f!Z{IQ>GJgJDKI65gTMdU&J)YM(@2}USiM5t5=_YDdO)cjz|Jf^* z+yCA#*S4x^GU`(NK1Jl_T#pL+G|PRxL$vF|#l5wzsQKCd&*%%$eVGkcJA&E`_Z*jv z(af@Md1Gqkt!z}z&s)#wX_;n`41WhU)G9(-n78DvLLR?Il z3L_ziffxjV7>I%>3c^T=O36qMsI;*;ugPv*LduKI(h#=^^vH8!h|84(zX`vb`NL|> zy@~PG3maK3CJ6{u`~(x;rTuLU;aJo3#T}DSHj4W>(AU2UCcK*YfFRnt+6cy_q2HH# zOoDA{`#R&$j5^@-zP8$u+iK9VZK+-FrlpdF|a0)-x4JXhHiV~ z!+#A>L7VxMDAVQ1_K2>AGU|?L`$`lVAE`SgGxMc(?8TSRJFEu$gi}|#VOcay(%3lbItD@{K%0GN3@v&CZ zkil~Q=~}_)7~VuNUG2(`EF~fg7mI$JH&OKY-V5%EaQaw=eM5X&y(kQyTtm0}hWx?X zM6r-|U%vTNdu6T8d?2p!IwylM&m@W+$;ZcX3E_WMHc_Bzxm8RI=O*7?3tqznK%D%p60p;%@tg)GX>W>ddXEQjqKw9#GcbXQ@qDstOFPK| zHFyw)acPxVtbDX+$c6Oq{Cwy@M=S>Q;X%Tp)Kn`z&SpXZpC7GyYU$)%+%uI%P>+;N zHPUnKXRq8omWi%mvOC@Ot`Jp#DfJ}Q*?8qYdjj4-3?Z4kN?$R92_E8#4fcacLuoHR z&wXySCI~=(8Tq5&M|o6Zw^;6xCMl+OM7RRR)x8@S;kg0-mEbcBDkK604ayNrf`=ZG z6@v+~CQJ5O?P>dXFky>p;sW{d4OV-FHB83PHM<*d{2q;s;?hpX0aQL%4qlNlDwi8V z^Kr@lf(F9hq@`)JF>oTc^3h8AV^239slEYgMb|SaZGI4{LoFbSo1&7Vg=|OJEF3#7 z@^HF|Yvq(8A#odyj}fXjdg3dc<-n?f$_Q{!zGG8@w2HXuV5`Pf0=TH-tHAfhf{`RE zd7Ji+H*{(@^z5sP1c8M%>JSQgl!)~r(3J9xN6tZAapx%*d=UQECr6-5=Caf!hhNba z%}^O(&r>dk`Ddu}1)SDz2WBVWIyuCTT*@Zeh1Cxo0COm|#-U@Nz#C#_#T+7@t_4~; z3dPD2!p`4tM)xn4GL1@!b1WqsM8V~(D}bZl4HV6E*rJ{C_>U2D-vU+(of{spgWL>U z(j%QOmOvkYqAa+O)m2Z`cSPGOd+~d{xj2$a@Zzbg*e(Z98C0~@*>Zi)OK&4mp>*H? zAoLSwg(Q)H-OmG+lo|R-!-*^Gy+}g3Do5-2D{f=xhHTZzG)jkCOPM#0lF3v3i|@^^&TVO%#a?y-$3 zWz!IV-(i>kX7yf(bUv03vhxVSLf*M&DCw4d?)pS0*!)vmviESTZ}qyFh12rgCaLvYFu{4K({;fD9T#;k@xe0*_Y6QwhfoD2et6cUYvq2{gX zQD^?q7`=Dxt7hnx-+_MPr)7bcJS^4VvMl`G`qyZZ`6TYo(Rw88i}z!7F9s<)dXlLO zj(cti1URpbry>k2NGsz_>bmRE#Q2axdEVqpAe8Dx*e3KWExvn^IUhooJu0`sHk3Cm zKGXdKHPnp@LA1a9)Kt8n?_=FcQ8trwsuaq&dOc%0%}<22*9rH79#vR@tLkvo-h$`z zgMmHDaYLk5`#EPKNhpi$V@D|IkJ;RhRcjun=&=FMxM|Z&jJAQsxL)Hp37Ln@100KKh%B?|)yP{bQo_U#lqlkt0Mr zm9;#~Db7MPwPDn)7kWtS_^pN6Uj#QF!UUz!8Qz2^E^4HaWe(^vthI z4m08iJ)(?5d&JC9z)TT=Uw#H3p@mn~r`yH@DL2FyNrAW4j&}mRjdWsW(vr;QZf;p3 zNNHUoSZVLabcZ~Ii9x|xr6;Z}MjPY?v5;0bO*To#H{#sc8X2Y37+?*dLMbRVfrEac zVGo62y8CnROlCFEFv)TZD2C=4c5u&b?~93f`(O@N-Kdavz9;dew<|g1j&bMJ!gHn`HNVa=v8NgPmT^mqum=ug!JBI0}F5mkNX)7voIeHvu>w^alJRXuo zd}bUh6y5R&^CWm+nG-6-2T#c{r0)iuiBr^2L=Gbk<0e7Zi8Q;@9NzxAPTv;v3bYiC zC1^ZTVOJL{VUK);t{h60adR4`eh6Bu+>cbcO)IhUu({Pv+2Of49PVotc4WUnEU?$sK0P6*-7Xx?@EG5e>*P&5Ia;6E+0K%<0JuD70EyD{9+XZwDX3t+I4|&nc&|!!^ z^$CDUY7&D<$~51)dCz}S3WC;@(ygLBeiO(RCBJGDWqEkf0)x6bQQI z(zN9b25jE^Dl|zeA#uuSDJP9uZ$@hxqwXplX%oM;(3IXpHZ(h)?tO>0+DjS*laij2 zUAe<+GM8}E4Dnc9%BEs^6X(X}hxoaBki2F6g-t{Y0QSEPsh)g4?Za)YxiO$Gk4@8l zaprj5Uth@XhQ!CbmG%xLG2LmM&~ehsATOn(YP{Y7I+=H4iC~5eNlurgkOZ%N@)5R2 zTMZ(6to<$X<1K=#p|m5haNpSisxhE;s%@4dQ)1MqIXoZ%u1gz#A0dv4 z-J_;XRQ-~=XaXF6Vw$qu>wR+N$s77OI1nk^-KUW{sZ+0qU`w@%rc!ORz8D5H;VI&( zqO5#z5LFa{NP**jS4{r!o&|z!eA-15C`IzsO2F2SDTFv=7Qgpstbbb)4;P4hgnetTXtAu)A=R+2ZFh@Q>2E=?GXFm&kmL!2+kk0yLc zE8oi6Dd^F;?i!)#C`FHRXE!ww%2^NoWPIig4p##!QsO!p(gb722iHO$Ah^T#Nb5(~ zMHA*4bXJBC*9#%bFSlU2Z}!^NRR%}+p7K9J{oSbB_Tp3@`u|Me5>~1WR~#l~Apn7> zkF4t4D+Dtf@O@Q5hDM1;{R;oj1i1aJtaoV7A6wNDy?VhR(pU&q!kLFfDIO$@dL}&7 zfLi|32Q==AFq^-5P!5Qg?yz8SqYQr(EE*McXKOiYCht)zx|+F9WoFO)E5p#`5+ z-!NyPs11Pwq7>4vLLR_4#GWnsxx>NSk#wmxmh#*+%)_$y!IiZQL4U5{uyhWiKnURg zsZ1Yb_~toSL_z^wMQdLH55DAaic5xt3Im5a9%2W7s14+lREIkpZai?t{OJiNa^VrL zMc`Jp80V_O_I`H@4teE;7VH%UHCt$<%KhL}2hpH7AUIwSQ$TGK(i?+t927rHqI5Tg zott2knposlb2uQwxnVGtBIMQ^sKeg}$ube$UHPy~h=Ujp4?n$Z)jeerSSG=~$s~+aHGHRUxIEXd3g}+t% zu5tiK5zwy}?IcO%S;Z?Zt%L3>XB7rChW-h7Edvz6ObE^SF4 z+NO@7EBxXfE$FTgQzbLqKI%dsV0A?^lwymhR6?(x8r-HvagxyWQ{M;N{+A6{WH(HC zNG!I|0V*$x>O6~e_|T+0-b>&1$C?=E_l<<2x^JZvK4Kajb4cM41q9*s zUE6=Ga~`4{;k%|%UKfX}P}&>9{r(Fy0d2dJ+uu8o&)>N?>5v2wpt){ud-5Tf*{{|T z=9#T&0LztNMxE3WL zKk`)LIwHXO`-UD+#l2O(w`U=@H6T+)L(Hvc{DeQt34HGHq(18s;^PZ|z_mR$M!K)1 zD^#B!o5zRCUtvQNr>RiWuE1hRGCHuG9pcd0Yz=0(uM*VEy;bMPPo_BoNC zzE{$BuI=v=7uegKeysOGVQF_Zm9ojVOsC|?^~FlB?Gh)$_f4$pchL)JgKpdkg+3pd zSJ}e3;R-Fy7=Kh>#O$V|Sb+CK)Z_EgW%<(!=Iz3gE9a=`$ga=_jAaeHX)uzGc<)b$LM^&zG5Eg_-(Anw(r3z(~md~L- z>6w`v8F9)9;)>IAmIftD8_+UW!pU}H#5HBohHH)y=Na@`KPK!T($eWz$@aB!YlMCb zc7#F!)dc#=2%hG_n2JR;Jy+dvfH-`AJiUG}=pn0KA+i*N<;H(F^5M5Gz(W4NSUi!Y znzosvAkrkNkRTF2QYc&wd|&2WO#F0i@_|uar;PwY<0um{^o&a2l?|3XvMvw-@#A5d z(#5U_v7_{mc989}qnRiHj_DYoRMT&L-x|~jk)x_Y!QXI(s#0U&FRel9w*c+c^}T4{ z<#i05EBR;F0h4NCeCAT-76`~J#dW_|A5zE1P@)e?zj2eOLgG(CCRA)=RY&P>(C_&W zt!{NW*dTttj4;h|gi;ANq*(q3oL9ZA96yY=Me(ABsIFahN8Zss6a}HRdr)~oTU6PV zifS@&q%AbDG;>-9qla3FnT!n~`H(K&o2h^RDU2tiA*9C&A3o*gfmh1JbEZ*~#lS#C zOs;!sxl+jnZkivX0gfoL#LRFyLdg`WC3Va>0zUu(_&6h60m<~YrKB>aaL{M7*Z3t~Uz=(18Gg&u$i49zQ2#oV*dmeJ=Q8S(;E4Sf#B?`vu~b(4(MbfFTv) z6s)1GFD2I=MVdBG8oCAm1s5$Yl9d8<$};@LLDU&p%!DBTqbjpFz!tj6Dm7ekAh)n6 zt$IZ`Y*u8&l#70H6IaNVgr!tzfnE*zIAD3C9w>dxG#%_b(!ZFhjp(qfkcBB%{b}mj zJyH!A&39?yv;u>Nv^r7-qLl;1+sNwqJVY3ezWyT)(8o>$3p|$;{Gf#L|F;eV}!SAobfi9*EwqJnAj7 z8LtpRUU$bomsNe?rpulUR0#5N@!VAke51TuX&}liad9JA z20WRn{J;b%K)u*lbj@ie<|PaaA!Ukkfc-kB;1GhIm0YSZn+h2>n15Bx{avj(q6wW1 z$yhr-F+V|10e=ox3NoLN$)8Gg0~0dZUgGt#f4=;2mk?D3fpuF~r~EIbAX(1Gqrm7t zdOz=H0*^Z=9frLpK2loTOxs^?y8NF|=H&BZ&sg<2ucVoPh#yK$b)*j)yF>bX4@ zc1B-P2%mt;7xkqv+zTzmtB~rP8CmjGPE^nRe4bu*w`y{{HDIP3=C~#T3UAr+KL6^?MdCHHw7{q zZKy+JDpaph&iR(Np=xxxu_kp^o$E`Vy)7^`Z8RBF1&GR3fQG6}D^1=^c;{d3)xuiS zO8ZHo2K8Y1%CZAlBOj`YUf`B^n;j@JMVK2=rlDkBbSRKVC7imaR-gc-YemAl%7l_&TX9MLPE_bX6|OVFpEF z>~dy4o#7fwl!g@!8Av(g*7aFXjc};j_5m*pmT3IjGGx!fpJMesG5ZyQO_d>mho?kq?;_lvdCz)#GiH z@)o)$Att6XROT^^ZOhgI+kWDX!V0@|AO>Ow3UCk;3ZYTM7(9fR^C4yi3$&+ zpt_`D(xgE;aOum2swx-UVa7vBxbh=z+iWjaxxA{YI*>;QoVUzI*2a{Li>M(g$s)_j zLPWVl9W3tbWn`sJYH(Wv&7E&jx$?OHES5HJqEc!aI%0H!rMx*fSaPr9h0HU=tCtVfL53LSqFd}Cv zmoXLa_)t0e1WS%bqY%D-Y$AnO?s~~Ok9{Nmo63Fmju{8B~Qs+mnXse~67U$;fyZOivUSrg+@v|CTP1HDia|Q25$t#59ZrG~^J5~+ zh`3I^);`4B5@DRAf;87KX&=OuP<1Mun#qdC|ym&^;2to|)oOjohYqn#eW07wa-_z#LA@M1!UaX2*ZB<=SOYy*FoKyAnC0_unUJ(WHelbs3K@@tH zUF>Nr9OM;SmM-_e1{PhA+6wC@ljla#%i&?&$;NhVqh%S9Cz6_|0+SrsNJV?3a^ofa z6j`A&i`lY-%ONlP7P1E9vxVh1lF0~=Q{nE%>&zkL{Sy9PdXV}C6E5&Ozzs`)b!r8d zvWgnB5R09!VpxF`60njlz}#vzJ`zwX4CD%SVvhxPWUd+bQW6k|v^S07>(lM35VbBz zqoppZl1vo5;ziZs0$Q@8Gfig~hQ*GLqs+6Cm|-Yt@Sk{# zkO=})uwErkdI$>DR$Q9~Q1_J-x)IrFN9or9u_PZ|Yynw%QIL1~#ST@E)0kHg(XkO> z$tjB0$D-B`LAUJN9nPkp>v%rOBnAxMINmX6{R!>kc5VH6uM4* zjPk{-pQN4lYmVmPia11uVu#)Y4R9I~y~hr#@ULYgoOXR$Ks>_zLAg4|QrG#9$yo2M zT8O_>KW*XF@d1^}p9|%1Wm!!B#kLmc`vM@sM!+}#ZUgj$Xncd*b9kh>fTrPKZNY*S za%yd?^Y(zAEmv^d5R1)NOic%)u=*~OB%v+oAXNKu))6W>%uGN%7)u}A z8Wi#Bh1@}h6gP8fY-QNsV!2ZGF`;7$9ARIsW>_3-ag4BU?J&g-wlv<#Ya?vQp5%BO zZ0RHHTTxq7tUK6)s1>M+qJOYl_Wc?--A}QMM-i5eG$83HbMY}5)E4tzFdyr zI>F1S0V`W`Dt^TkOODF6YZ0&!%AtFV3-p{A-~$-c2f3McNzcUCUr4t&16lA@0V(ca zXzgcgZ~`gj2qB-b>Wrv*UCNBd`5ggFcRL`nS{a=qT&bP)Y$Lp!Te3dt7`nC{c|spa zI{i~Y9VDUG*}XRUf(B37=7up5D^?ij(d9z(kDlm=FTl2~p{M6JgP@D3RPw17K3_ zMOjgQ4jitvAI44po~kdGlWw8V=v$Ne$_-@fT1dS%<%RCkX(lef;yv5%D z?5=so=6QCwTr4I{CHn6MBDdip^EwA z5_X3OnKEz_a9tx85R@eO6%<{D+1rAn@@Uj$owsuVrwo7#yDYIM+jGkdT+toT_n)0j z;E@EfPAJ*TVaL$ZsX$YUs0a3o;~=^6tNceqWm=*`QTcf`lD+;c#XU)-C-zxV5$t+~ zDSdw7SL#QzZQiLAO5)!nv7thvl4exf5|Il69Cxu44s)XYpNA^slMsPUus-pl)Lser z`4ai)w{s?#KfcY3Vk>#Nl&g#7{d;+b(JiR}E97-S(dUl1Kh%bjUE=EgD_gzm3wyf% z3WNnnvxf?j-oH}ml2IW^1?4NyOOAxogpyvmXXO1Z;47F#SPsJ9488KX1IkzV{V zFj_!N-KzX@5bQH2#FvIqJ#N_O)_W@J(nG$3ZMpX`e+aPdN~JmI-4=MFip55qD}spN z|05uZwq{l2Ki|qtHedVa4fT}x&+X5Du)uD!I{9G$eL<}I)_=y_L7qF^aO=+e!y_hG zWzX;Os53#aTvdny2^ZFnKJuv}r$K=mv`1d#`CaZLXRd%Eyt04<8WauT`B?9VJ^=a_ zb8hmxEPl$%AM;(N2eZpv{4Qw%W;=|a-|KdXC@#=+i>+=)*o^#q9z}7wP7v4)CG#`w zV1PV>y2g_t7JW&E4fD z$n7XuELU`w1uMJA{vh1WN$USSx_`_%0ac`}s^UULavyx66g?5@kOGXy%L33pIr9NQ zr!PvsmFxa~x}qS@kO8Xo>E$X2SXlM>Rc zOj1)V^1_ulBIQ@m1jtz#kn(>GvCsnH4ff{Jh(7#0j+gLQSehY5JFMAGwAUaJJ8gG2 z=YHa%FG#O+kL`RDj;4?cj*_1jpDH0*cr>49-t!C!ieSZ5H^p<&|DkkUPYI{_#&)j-RBwS^PrCB+@il`Ized8iii}N$+6{LXy82-D))aMRXwhOudCz&RqSWn zliIhXX#tg=COvw&-FpN_B)CnYJ39j7-eclWHI}tUO{CI^;i!@?Q6#-;70=`KndqnJ zJk}!TGLDFDn~zqU^M@K!T})cuhSMR@6GXVa27-nHxRiSi--IfX^c7%T<%8~3y&RuG z#)dyJq}uOO9BO?7_Uo=3qxu;$z_`#D+lJ``lWsS7j?~^!TH&M3Rxq+^W!06M*gt&K zoW10Vqpx-E0nT99olL>%31?*P^wRONu$O;et#4ZDRbAyd-p zAFDQ8uazJG(ND<^$!&qL$7idVH5*Bi+D~eg7$L~`*Wmr7P33kE3aoWWnyej(%G+sRi!6z~6vasBboVfZX6QHeIx>RG3Es4z z?p!)%mzZN)O;A~5T>whQZl??N6(a0Mj2cGH3YHM)0?d`?>RDH=z7kP2jD)~33~E;Q zTag!WVNywsn6nwG+3P8N!o9It+jATe-s>gs7+mzKSR=|v3fwg$k=$J~zl;m2ic}g{ z_zM66)G$iig^@5ML`REdtpT~A*BKG*Wn?BV_sqYWiN&i_7Uh9Ul=!!i((aT|zEMp! zMownrb4Zjs@9aT?*t#9s26D;MZV+d!* zeca~m7OfsO6@rYFg&>uwfkjg&dim;_9Igv0Q>M!XTP@&(I~+x;Ue-bfMo^?dFI)?yJ870AU!vPuXxflMIReIy6mFQI5RyBV zeZnw)DW0te7$2Jks5SY4ZdCZh6z&I!*-4mR2-Br(DafrjaD`9Mndk0dHqTt45GIo0 z`~9vNXrk(Y@-^VAG>4q@=ls^==|$+|^^bl|$yN)UM2b@}i5;F~s zG*|a6{57(>GOzYWRn zO^hL@uSX}uQM8)EdZ)pGe3CdB0?ve0N+LyU)1`Kn*W|Zhu|usXmB*abv9wRpCrNTP z=V<*NGA`Zg9eYT=R#l4Pa`A@QJVdL`>}>J@+D3S`3BDniwN(3$v500G6QaW=s4{0e zCL6(3aOPClew-zd9A?aMq65Uo+`RHh{s(+K$ueHo#v+DgKlf84%G-F*7>?p3$HJ%N z?9>mqun&Tz-@L*d6T`8Z80%cZ}Thg<7I|f z`0G10OBYcgi+OVLE?5{7pnOf1#P!8&_4>n1a%tA zK!vw6P>CG!y)cZ5T$?jc8D$o`Z6kj2C7yrZtWY3iVhb!%Z?zHZN)b2%1sNaVeP?*L znYmHUK%r=JaEh`ymS6?WKq1?_v<#F4Is?@kC&0}{R5}C26m@jqRNN~K=4GH8tkJkL z(EcXye6rMM>N*2mNZ&kJzlu3gJ4)AUw;iR$;eZyLf$o-eUx_Dc<_whfYf>r+g@8K{(+ zgk_-CwKLF2idghA&=|EdP1Jrqp1@+oZE0_jio27`?DhvXx zQ**a$Pl{6zk@f5-P@AlKuK@bC%M%*==?TLges$!IF z)6i#qsM&TXXez_5D^iiZazHGa>!7}?S&`3fDEpJ`Ee{&v6g9KD>K0m-TdxK&-R1b{ zyM?{$^9PEOf|p&~1_KgK0!&kJ*}@fr{(Jz6Z6x=Yx3Ke9@#Up?RFs>jxC1mKfKz-0 zgfm$C3x{|AI+w*m2hL_(Tx)p`tS+6FZuJO41q##BSvH`p<*F`jzu96M$b8Mdpc#rU zBdYtc(|kK|OtvZq(Qn$%@z>&5WX-IHm;(!|lM%F>{vME5K95^oUr_e9B4XSBw4u)> zo1t*Q-RQ6G;(VD{BunNe5=9oenzp6rU=N?$8kHvF1-t>y!^Kp-W-q|Q? z{h|gZ^FCz}JRbP5hK!Yk(J>^Db#zNLk+=_$JXV~4xPxGSEwpO!YaUGfK@?Ra!5i=f zrVk_^y{g}<21of#uYUJxqBM<$URwd(sqtPk=6RUh^!oI@9LERSHoXvs;rb$~`}n#* zjJJ7{&G}Xh$}tywRE>LtWh~7$vJwmmsf4^L9~#(t8Z>`Q>LKHr+jKWg!}l zd_~QKtI^!CW&}qQZT4D?${XU45FDKcU&*&d^E0rKIBEj(ffCk;Ie9oUDH_A^LEIXN z9l=L#1?9@4)TmUR^5CdwuGJPP-YKckfRNE6j>Mfq~BjbWc{Cmw&cwiNVz`)r$6D20B&NPpjdH19v#9!lCaLD(wH@of8AObT3IjWtXc;h^M z{D_sTbcHpt;w($4>YO+){Zn>VZ%f+#HVq;k!b13x&7sc2U0gJ`W5^z)1y9j$jJmsKP z)4wwmkz1GEKv(R+67B~2>EuW_tomA_888}H5XtLoGDA|bq83P*>cZya zLD=jGe_Sx4i38a)A*+y%nI$$7!$txQ3Wfxh{8UI3y&0KR8@?=fD;OLk4AER& zzQoAEOvvn@lJ^=VMK3R5Cbx|BItVwssj`wIdx!%XUFoWerhIkKeC5U2C~&uC&r`s` z10>LZ0NCI`1RijJ8tX0DRFpU~L=Im~>y$@*GnU586pcyUa5cd}JC`6H{k3cAr5FbZ z2O-xSMSG}C!VWkRuh`YL$Q5IVjyR<26q)JDA+Mf88#^M#ICx1yitP+~(R}lv-GXQk z4q}dlLU<+sn5m5t`x zHx^|l60)N=WNJ!oVR^yuploc&GD@6YFhD?4m}a2Pk_CxVbfoHoqF}B_=-`Ecl9y!Y z{0r*~h6i&03kC=jEa0_4^jSovn~iWybIT zPe8E0zp5GXE&eX%PVOs3$mp3h;yJsyAoEM8Bt$_n-c>QZ?x;7(WA5_NyH3jYgL(;U z#jn&8ldDM~R=K{WjN+=)A>xH%s`Q$fyAHE6Ut82hpew41DwS2Zmfnp|>?(>6ZtOl4 zrx60iyR!4^!&OCP!a5Lg(D}nthh|UkWeSp-n*k*QGA9z_q@nTR}uB@ zikdN4;9$FWsD#2;KfSCFtKYUFHBw+1vCk7dvIRu4FsaIQA$0+(T5@$aWjZs~*xf0X zt-oWgighUQzkIh%qo}W&p`Y2=Y@8{HA!#~Sd8vLqe;VG7Ji?l0uIS-Y z>2}i-w!jlIr2A0iq|_+rVlr2V`_b zR)t*|EO79GTJMCz&x?%f;cTuO>o8t0B-DviQFR)1L{z40lvOY!99Sg9s9zPWMyk=) zfn2tq$}|3%nbvnQCB~~`S|rz0u?Z8om3&_y#Fy16|phl_?lX5$nQa zwxB02os74Q*^EVuBDS5*3d4K|2eKXAJz1QU(4=Uj>}-Uckl(0Sc2(+0&%OC&+G-4-Hw$nXsewhn~1gaWWNE?5>O4Rv*sqW}M5i_duj11#`UWRUX$GE&; zNGRh^uVQ>&Fg)mm(?G$Ha3S}bTC1kQ?qqjlBo(LBq*oZFV0d623RSDs!MgMB$kDyZqkscLGw&mCNWdh&)1zD zb|$--6Umi%qze?(`1RT&GYsS5JiTMM1w#T!=00PT^tIIA=(J!+INa3j2Kfkw3*8Rg z$e8T17Tcp~4D~IkFzE}C;;SIKU`P;_c&1j-TBukRR2K{nrjGU0g0=!nRjurDaa#w$lt?S5!s&g+Hm**E#lGMc_zMyTTsph>H&jY$L8*MJm zW0q`Qo-3qIrsq{*b;JLD>)qC=Fyl+LAh{p!CUUg;tmH1fv~7f>97C4iLdwo0A7jMg|FtN@f$%NOcTefsoOCez4Clgg=*r9TW@>?5?8Z zf+3-9Ohk?Q`4l%koQ5Y+!n+eC^I~Qwgj_H@;Ls$op+s!xVo|b9wQ71t!>HTv+Z8)< z#UO#ThGV-U3ms2U8|UJxM3LMd^Fy75zcBOlI@EJQh)Pc5u~C%ORB0`t1FKxgvGpOX zOrQu=^sH_+q(8*$8nTnQApIaWbfqXW;#_MMXLbvNXS|^uRoL8MM#7gJnS<;IhkmY8 z^h}-9kAxUfHwej*%8=d*@aoh_^hbnvF*KdCG-VBuMR z#k!;O5e_p~cNV->xug&K5sof=bzc;eBgjza7r$Qhrl*gCeuRTb$n_&<)R)!l%BXrh zxX4atBA050jtBF}j^&KS@0%ID9!Vzt*NFA33>JWZ6et)T_&tmysPq-}fR<%J5@QTP zShWJf6A+*=L?Q}H<1~^4mj@I81V}C>91;i;5F9EVLPAPbpoXCsfT92ZU>E?xAOImT z4C6>xT?1CvzHb^R^Ahx8OY4D}i;Ubr*F>?vVvA-3Bt_JWlP!stVhhBPkbv8uF2$sU1q!JB!IK~`GVHFazOO&gc(Q04wIn8S1VwS%f_Qyv~==Z4XN8e z+>MZ)buuv`WE+D+7at3RVY#}@KHPB|uG6EITD&UI>C{06jrPZDVm{vvJsR#2X zXvd+{hM(l4!!@gC>Xnj&8UoVno5F~^0|fLvjtg}emFV7qgm z!Zmtsh4^}oAz^p0owf0hA1EB~>ktQPE8GiVu$_>q{#-?$vc=8>-aMNi?=7x_o9*Xq zu$`P*e@o#Drz`?<&>nm-{Kyz=C#2SY-uoZ|iU zf$gYtjeNvhwSYYL9dlqi7Fh>P(f)ZK*bWNVP+wdxQcce*xe>I0iBSi(I|7~U(A&y6 zut}UnPfM=@w%^H{Qo>rM4T>ykti}Z98q3$P=~&7LP!HU=>PP7DpAOg#(^tn0SF;84 z`*qnUV0@=+c&je6?@BR$lqlQ++ohrDh_;DnIK8iUmm5>Sb{XAshql@=wj-%QU693aPwuA`u${Ue*FukcLVwA%n0<}PX>m_) z_qi$%l`0(Ajy5jI{I)WTuuj)X(MZ42eczebf$MA3{cx-c?04s!&;-ApLv2WgcGERc zKCjmH1di-Yc-oQysbh6Y!n06sf_BWdF#xVsdJOM!9#R8(71Q*>Yil@IHHG={G#@J3 z_nknh0Hd2>!wA|`r+8Jv!3GZZVCx3VYgiS-A9eoDJ24TgavZ{H_x%E|N624XzN(kw z`Ch`Q9Ty*+Om#XJ^iqN~zy&5fdYJVxNrakKe7IM71~91ChlLz#PHNo{a#lh34V{IY zwHan&eaAsZ+_EN3B`m13HvyHIeiX8Y$LqErq4)EqFWCd+f|~po)fapl{LiiEbhw=( z9=_3}R-B1K+)*+Kf%aq>rvgDs3d!Pql0>gc4q4#*6w8I)!Y2nQiELd>muz2Z<*LHb zak`K(E-h>J(IGVM%aRc-+kfSn>OVSMqHT{=3Uq?AXg6~Z6TfO0td;RkX3nd+e)G15 z<4Ui;rz`}`C9}@KO7GN&BZVLSzzCjTrNMxllQ42^-*wRAzN?SEUnCB_?!unE3Qgkd zbS*zJ6dSoncKtqK&b_~?9$GPOa`&?e8LOgOZQALz2ondKCWaUQDxDx~Nog~iNw2yZ ze49r`+r^)U?WVNszyeO2{S|**c@m^uM~N?#vQ#q@EFnr7)h0sZeJ3yy{Q!}~Wo!=D z2nx?Dl>>I%%)96USJ(@}1^v^`rEv97%HmgxK*%KYX@b7?Mi2lo z;Wj}VO6UBu&Vt2`EB?u&%W-mW_p~4jNZNb-1+<6Ox4xQi`)}dJXJ98A!DvKc60S6q z%p#Q(+Cac3?ka#dJF?T?d2}<57DIawi7KVYuKFe>)rD6*sVBt2ts1n<9%JtA5Oi+) z@dRBkP*q0fkg7y8I{VrA2n3A#`4IOr(KKE=w)&jnse0t*L^&cR9c{oFQQ`YMhziW$ z(0cYEF0pg3<8ui@8ULPfU_ zCuF^}*sM*oL%lXvwtZvvQJq-rJbJ`E4!!+6phDG<_XAQ$QTmJUyO;o7UR5U;sZmX2 zj=I@1|HPk1j?))Wmb{$YPSAOe!f6;|RRsqth8^CKx1CZ3n<( zfaAj_Z3w703T3;=Sdh2v<@JE=g5K}556{GH~YpS95`>3G~at5#BmB{GzWfh-z|g^@Kfl&Q9x zHxfixBBPk>WugJn9x_-4lhvfarsl{gI2+N4k!FqWOW@%&hK<mQuz&6P&p;J@ry*c3o8tSbbLu*NIAcco@V`RtJSQA~L_#Y-W^~EfCjL%Ei6k~Vy z?7fLDHtML6Cs&f3fhKfYyJxhMbn&JSZxA#&mD4>SY!u`)=u(|9d4?nzdYLhNR5DdB z^pz`Q5hRR7apz!;gRg!l7A((XR4ZLo926D zr$4*eHJ;oF{JGbF({bypUM?;*zw{bWv7`aX^B%Ph`+I{jQI8P9KJO%?*>!*){|{J- zj-v;dE2VDiM=m^5*RoG*++Zm9QQDQxK#@4%4eB#+o72IA+zGlzhszP<0F(4Vi1MAhG5nfk&_l7NJ zyijqAd4=AV752MrkU2l@%t`0-IvW{Ll4>=p$%06fO!L;+;O$H5`5dYy+gnT{Bgls< z4Hy?@2o6?y3CDCm%dPH-*{Huze!LK7U3{0AI^%8kXNH4KcR*{;)f zfQAc(HWC=IEkpY(3bm}lI5rvrKozKhfYg#Zm`1~@_A=)xlx!?5GV9fGsO zs7oaa6_gDP?gtP6UYLtey1BrShQUbFS$5e*{aIesC4DY7vX|wcf2(*4lQ^JI6n!); z3vzSh#nc#KI2KC_F|bh~-4qNs-H|~p#oQwo!MJqjZ?nuSgEVB1_#5^#k4yW_v7(=l z`AVWYY_F1yA`f-AAndZhk2X(DTi~##JrGO3D_7GJ{Fp7PgM32j378N=wjPSq&}4iZ zih0GN8i7MgH zi&Jxy^wW5=8fuoSTjWO{xGuG*czpniDIqN$K9GvdHL;rXN7+XRNP_kuD_-;&B;s)I z6w}r6()WRZvY9S#QI3?Sks-RBJ)lphl8Ruaj81?ae=00WBuA7dqIDw}jQ8DMW!G`_ zR}eBElE9GT$pT4MzDc!RB_2oupid{t5V{Ig;JYo@^fTQi~SMxSX8tJmlaiyYRMv2I_;AYl#`-NG6&t^%Mb2 zGBHDTfL9xKM5J7EBuYpy*Gie>t`QZfKDX*F?JCfMyfg&}_#BQjGq>~s5%b*Fe4KP0 z@s$jKrA(#~wI~m~t}qJ{xo$6={v||W6=v67p)-+c>ENc=3M`I3ND&=e3^TEruU0@s z?fqwNR2b*(@#6dxkk21=3-xkvTUOvuGBzZtC20v`Ii{N!j+dJ;$aAr?5n}S z1R%S14q#U}X~^R57fS$S{~o(aZmHf_c``mB9T-{rrt@$$gj9eLzX2j|xKAYb#4!nW za9k(swocoh*ymc~a12P8Bf!{lo8jn|iEk8>diciGaGk2KU=R)l)kBQ4_$U;p%YEF{s2Su9ThwV$j1u%4a!`5GIW; z6hfw8t&Dv3Zbgh|vyRm-EeyxEm>HA}k@S)xiY@K3-?8)I*Jcir@xMf!#XZYJ? z0@;h0iKKgJOW%hBc>ChSuKbU0O+vwEz0Z((lan1w9UY()O8a|QL#m~%H2B^Fe$#uQ z7I1*bcm*Iqf*EIPnH%mj4{{kg3w z|7lBRKWRhJ;9L)>F^x8yZ8Grl=@`gmKGI0he4Ro_TxJhkL7p=&Mmcaq;LTw(JlQa2 zl}_nk>L%bq2-SCCe5}h+{<|Q(R+n$Z!7>1{TJ zh_PRH%J|_UwREIuwI2o?+fYP+l=whQlTI@J)$2&F^U&saek2~u8`0~!dzrY0*{qrd z1+U83c2~|;c}NTU#~hJ`1y`cJvQ)^THJISY7+OW-KawwE!qaUHZG<*e&_+mV85|R0 zN?mFJqcPGYl{6(;Ou5?wB@D#d^$>{q>ALh36S@2hhyZdSRsFZ$=jvo|0n9CUJnuyun4<}+D4BYwe*2e{0LxR@R{x~%8=XY68kK^t zrzq?9geJ_((aa3-Yl$haU|)Wdh^@ZJ?l;ODoQa1pL66+K5=G+!esEY!GRkg%pqZsV zrM{9LOL#qQH6%;O(5CdEi`kh*xCJTycGt&e`z zk2`V^vBDpTiI+a0KyL3ryRKoV01Efu_soRKt)K$AI|V;G%@(=_!P);Td`%Or3zmvd zD+WFOA&UJV5h8VRP{kk$EAhj8v9wSC-B-_C=84j%z*bzSliL)x<)RSl?(nhOxX3#_ z7@FD5uG2E&(lIdubqsS63rtH`!F(y%UtPmp8Ci4Y$ z^?~f?S`pQI$u$m7`k)JyI^C=3hKFz^KtY4L%FkC@5L4Q1 z9q(oCy>6~TnrEg&f`IX`&{dvi(VN}>z5Q%~*+)H?LqyU2e`NG&9GeC(PZX!kp;+ow z=V8Ezo@Q0J%s<<03sB}pvi8%1o7*}F(M3hmBUHN3>)%Eg>KHDbUa6jg!cx(EooqpJ z-PGU=Z-ZS88HMs(vv8v_;5lv(ni6U)Y|f_@{2<>GDBV5CU0hUm;;UIioJ}+peHXxU zY2uWTHcU$-jaUFF$ze)phDupglMdfmxeeT|!BYluL>D#LZQgh;Qp9(P;Qi5MZwzjv zbFuU&fGPH80v=`w7Q;viN!iKZh*XTB$X^SPsD)%vEKExMp{*!nNxr0X$#xfPWhP=Z zk)K5(GQA~jth>gD_S`6D6{%p|AnyXkBa4L;L!eu#VIxXkJXx@|6&ec?bhVTuh(sQr zId$6RCGjYL-?EzpDdsIR6kub_A8)BugF0msm2E8(#qN&La#vX55 zL^JG!?~g$hMM$0K{>6x$V@H0o?6_QWOz*>e3I3?T)XI7Zj!a zc?B7@kCrWRQjL*qi3`*k2%zf8x64P-?08rs(c!~D;FPZo&Qw%)uy(i+D3W}qk~ukS zgHaTugFP&e04shKG+P=4(1@E~ON)t61XK8FBJeW6%}O*~0*o3EQAetQ)V%KK{qBP# zfiFdDDWtijt5}GhgX#oE^ui7F^BFAnB?SXG zIm=THM^b6psoe-;n2F=nj;zQ`OHOPd^rS{}SE3gHM1~Qx?ZXWAK(w=$B}_(K>4-e3 zYqgXeyEWt4#?|9LB=a$N{0$ZZ3&&H@^Xmfk$Ez)zw9}ZZrM*s=F~)b2`Sin~IVH9} zy0Y{#+?GVF(R%J6^@3OvpS2>b>Q-oC%Y65pX*dyCSsXQJrOOyx5F#@T(MrP6Ed@|x z8O32)-UGlOYgjKGgrL$2WzV4!SaPBwM9PkWG#kw5awr4fa=c(D%5c;3vf4Wfo{|#- z_*^7>-G^mH%UsWJ%aaT$Qw@(La2S$T6_d>jV#&zHZy zhd8?dCd#MBg(c=-J#FPf96^K(AR8(gn2*VopkTXwtjsw0apEDyd2J!m&%;K%F^EGn z$5YY6(83#IqC9R)gGgVh=1U)lB6CCoXXXZOxKggu8SjXsdL+SY0h~?T8j5(}3VDIP z#3~s_gC1Z@;^rSUg!^!MV_m36hi|UKp%BJFAEj=5A#R+W$aK&<{zBzi4PiZBbc~mu zo641jiJxDWi^;~8_J!g!_Cll>A?dns0uVn!O~KOKmn&U8(&l<0#CA}n9(V7?#4|8a z&k-!FZT9B>wFmrG#a5+~jiCz2t^EH)AFI+Ly3lyBLAtwm)DIWqE1d~IM>OmuTBpRJ zMS3(&P-d!oh*eFn?@ctj}>+$+B3s7n_HJ)v5w%% zPl}fm%`WKdgfI};Xj5Fn=-c8#wGhIqoMC9ecm6B#C!ZL*fsAhkW35QZg@z-$KZqsg zRUG^w|BOJCF`AAxvO$ZxcA}HO$y8B-q#ys}m5h$PD@sr%)0pLZ+OHS;-&%0FEb zvED~AxLq}qOnvp#b-f)h^FtTvyHt}3r+F0 z&aY>tW&D7yYO>MTGZ5RS2qPO>+-VWdFt^V%$8E|~{ujTiFMrW+LVWaKHD5B;BAH&~bHJ*q5~)`!`WP8?iO>k?k&oFiq&spTebu5b9i+lZUjAfnb|x^R2%bbQTh~gOtdx^Io4fbr$SGE@55Ue?Q_DjcqJ8Bc|w& z7m5A0{E~WDYE6Pj`eeiXjpV|X=*1^`KlifpTIcO0QnnN~;>W+PAi5!_jWx!##KHtg zzhuQ{X1PxzOIrjyfEkxjF?I$R=r;F7B5iMwrHr0fbEQXq{p)C~m)zbOkb@xoZ2Ez! zm&L1#W>Fl-EcE?>KfzSlQccHx+M8b1qY-`b$?+aZ_X#8(2Tei|k)L6Y%wu)|nG4Z2 zkYK$`Ak1r*@=f^>ovr;$aA53j3&}6qhIMvUqYey#3)D%&XaZ~Z02MGq>Q@E1+g9d7jR z<{bZ~pA|L$q{a?M1G}cu*NWvq$@p(=e-rg`hzK!Lg(lOF*@V*2iz|C^G=#r5= zNusL#1tb0sA|s5c{)vG0IMe!%MG%mpksW*Sr?b0Jw51m-J%Ib(W?4|gse_Dq9_S`DmO#G z&x#)DzA5@@HwUkS0P#2fwRRc#!;wF!Fkx89M`p%r@;yU+2V+Iv*w$p=#|5Nm1Naq? zW%7!~28=@4JhY6?{ORpk5(u8|KFMM@L~7^hMpC7~eI?ZmRJdTcUx9mCv$S)TbOi>f zb-PF_q934>IP!rQFQX%FJUGJl!N)it=q;5>DC)Vy@%r3%27Gvx2JQ=Y{{>z!@=R?3M@$V3+8)CD6NR`|M+dMs}&Pf&F>TL3nL=~`xEt5 z;3c81D!ibhTW~1F@NVP~xkq8D9fs{AGpW*MSh6>fG7MqY#CfGDSh37M=xDN@e_fVy zY?9|*vt?UDLXa)E|9qAn%&b9k_Ei0=QbgB%)b(g$y1V(HF5DKu%~ zqfeqR$gQpJpETR#%2ybYayKLuugvbjI1vai{8rN?KCSkP`P?^vwZZWb{i3dSq70LK zNE0J_7YwCr#8DLlV*#s4DJNF2;x)bu8;jBNajR@UULCHpB zHLVz*oy_T2x~+BAIqWK|vy+NYP1$tlE=3bf*~sMDsJ?siQ;ocv$cF8cQ!|_0;>fi$Jp~J6}1zVp3fv&5gN&HPAYh! z>PaN;P`p&o%XCOu-&)sk5cxNBx8i73hD@f+JE%&vm6U_lxf`)~mtHk>RCb=DLv&L* zO04HvQ1r9$obZofor``Yryj?InlrL%b&tD-+MD4&k89njK9#oIF>PdA6ekDsH1V)n z@dT^STQ);W*^Bz{am`djH6msfy?e0Fsd%A@6*lvmc;aO=^U>^{tC_I57Pe%f%n$Bo zbvHtu&_vats@|d;DSCE(&os0uLk@O#BvtzqbA)iXo~^Qp-U*$JUFoJoVHjPRV^u0I zp=GWX1+2+CEi->-l$jfHuBMBwrfjvK$SjKLNQ`a|OA%4)1w)r>LR$6Ho$V^Rk977> zjE`QF>UoSjw69|3XG2C3X?*{3dXX5##%_X)crqkLVRNf8XDR7Uq!ATx!KFr~YAkxm zbqSz4(|1*j5yD+-k(O#=nZ{wMtv1zA;%MrzJBv(A(PxIi+^f>-t59G(T%c%w+t;d52cI7H5A3esk3aH#MHHdeJwY=P_qjrk7t5mR)0w(Ing`VnMRKAL@n_|*dR^pyYNV@2?PT<^|FniHKLfm&$yF-( z5a(8|qc{a7B_c+ik@|-zA+b^T@T2*6H9`(CseI;hD;OM1-NRGGV@*{3WAXklKbgel z{LE@d#w<*H;vt|5siW2X7;7`}(u`8H zvP4%E_K-RL7ZtI8)Dv7b<+px(l+=vf?f$+T>&2O1bzW9?RjjI78P$xcJE`@Ec1iC{gzm4pBaeynLfE?d&lDP^Y4$h@J}wY7;~{kKSbNBfx3 zhDK=Yg0nIe$x0DY3E5nirlc#`k*l@%is(Kri7cF>lgy>U%KEs*btgB)HR1hd*lX|Y z3aVp;R3;=hi<{$=!z?iQHMsns@Bvi(AvHhu!C7 z70XBoU4$fPK zW(w_PF^9`Juk+bL>fSR_ip4QLFDH6s-K{4U3<(ySB_lS8O$_C1id%3is+i{{zf`zp zMKun|{TUv}rbHDaML5XM|IixM6_(%7O4hD^@(mU^m^8_hs3K={1r{;?eaVRNW{Q4B zy)Nr}9-Gp{P{|9ZrnBfqQngmKn+)xWvPYq6%^{^S&5#e<~C2MtacS5g`N;b9$XxX{tyF2NF8f|3l}lwaPTg z-W2%@h6im#UKML5A|^8;Ju;QN^rogSl2yG`=DPFfWqtKDIitB(`Bahrq$D`MYSAtu zVlvw&bH1BM{Bh=flzO?UWO>nyTx_H)2+p}I8>=!hA&>d!W{#|ik3}Er3haFTg-(ht zC3i$An&DTaI}$rF#ki;)AN@qCKanF^Fn1%#kpax+Rg;cK%t|jH{{FENo<1ZNyAoNM zlu2iSopi(+SBH#sJEDbDKcW)1d~=-%nO_qgE#ObWzIpo+qOzH@nP$r7xJN@j2B_|1 zQqQMq&2MKxa+hZ}WkJ_F2u zxx#Ffo%kkXe!Xf-cs5r1G$ zjyz_FJTN&nB~x0k4%9j7RZQL3x{LpE_8BXgYwYw+j?wv{ekL07Y#33=#-ITln(&bN z0M1gR1?N5@Gf&(FL&5;g;pb=wrr=8GMV2yd5Ds*@g??WH25@M>(7*r=HCW*Aaap|# zkr5c+zzu;!1fc;jpaDXS`2i!H0aHp~Kuv-J4GLjMhHwTn5QJZX5g0%Xw8Sn~Q?uGt zjw3Nw{dfu4X~sURWaza|@^KT95qXq}T;w$y&n4s=PF-y-sO(len@;KlN&lb7JFM^X z3-Q>_R(9qo7!pd`JTMs-o{ewDP9Z&3$&rj2jZCP-Rz!)GCQ;}RQbk3807DZ100@97 zNFWP|qFExWx^@%*1YIZ^910E)791EFK44Tnmxh5D0HYWHKo|zX7zO}2h~!ABJ}eyl zIuhDrsjsUs=}}pT9`@j($8avFdCa%qe2OW;iBb{`{0>L@bAx|7nb7e{>RK87Q< z40Y-H7^W;Falzi+g2$`C^#@zlHf!9lw-TuY9Fb6TX5XWHQK-T*i`(irl89A;;hEgF z_&})vPiC*o=(emXv$ySuYulwY7(Tj51d6#>IZMX_M-hsmg>aBH18&y&^D_oF+Ot-s zOZ^*Z8_|o6F!B%wjHFRg7acGR$cQC@A0wg*RBTm|rS9L5CsJN2FA4`b*_R>N^W`nv zazNvR_|0MKUKmZif|x<<$LVQ>WwoSZHN~g_JAq$v%9h2<#z_;#5tci+X__o?L%Rgn zV!xKNhtrnrl6(s))jE%Ju$(?z_Hh1J#B>u~tqD&c-Zws5_G$7+^iI9v{_^yvCq-M= z;3D*JEVDr_Aw8bV3o@&3^_@fika`0y1giL*@QKIjNRV=h6w$3Amx#>>K&3^{C}=@P z=d&r|08ivdL;IEO>rez%3InXQ;6t89l|3N~L9W{hxAu%qd zY`#)b2P5}ZGu)v54DeoojaxzhCwixyqflr1arlHpdkjEtwsTU$H*LPWbD?sYMKbf_ zXkzeIU0{6f`pg)F05@p1N~a#MD?(?M_NJOf=#jUXHM8*mF6joL>`U1IFqBaCR^gzl zXrXcm zA2*URA-eGtp`i!1NToR;Eg7-C7*ENBg;GIbD%e5+UsAx}Ui8-&A5T5o1}rEklHB3x zTCagZS$uG6gDh0(E~&W`TYaEhsOP4J3?3-wqukCVg6E=@##2&?w7&0r_iIPUokCfb zb)@59GO3>As*waZOruT+oQXk-9}G_$B1h+$)c0o0F;=gbq7rd1aG z2-A;v7y!!j1tLnKZ_x*gfKxYZT4(-1L!K4!M=E?GO%7d|5woT=H=DjiNVS6i@1;nN z6=;(_Obje8M}5282{+FW;wEcec$%b^QWA#Oq$YxH2&WJcYPpnu2Qc1VR^ zWg;029IJ1dnk9`e%F^C>|r7M529|4dRMlYV4cv$IaxXOP%1;7~YABnQzEx8L2P?`ngcsK}F-k?31GWedY@s393?aku1M6-!I|o`Evq1RDwp z-V@_*b8c%W;(xBUch1)30bP1f)y#KWXSY21H_H@bGxOZPw4Nq7vz^aNXir}QD;fm} zm~dAs6L}!oVwJXwcS40GD(Zvf&$SyUkb1upObB0OZfcolugFlnbp}*v^A#yizfHqGhWz8HDO+bB;?By(f(l9v2(ieN%_Ii!cCF?q4vb_h?=SyIE!lW60V2#nSJ(B3`^!9{MZ)d>YNuq3OKSR0Y}4lZ)al=9NO;0x zj3@!N8SRQ@u%JeRPZELMx~3%L`V(uC30&zLO4=u1(*`iG(>o`#?mG!l94@O1;&S;u z%){cdXbbB~^0(=FLNf+}I&f0c+s%3xXJoNz@MjD-V~lp+{mi zlP$}Ln@H184<>ctXnkR`iAgW1g=|ZOBusGQ|88@S_gw2lpGj7?%chA0?WRH!USfpA z^g6NY8}WNI7N8k6iI<0!$cYjHmk&gB0B+=;T?N(rq0e39P>0VeBU~kn; zp9Db-Dg}{{p)pgoPCEe)k_9k=lqB)e-kJ@NWR+J`n&Nbs3Ft|g0$FP!_v{4n`n3IW zOPs%g-%3B62d?;mt3-yvLHh|GJTTP{nJy@Js|l1uBn2y()$PgnVTqQ`&r`vBVGA-M zBu*|C2{`Oz;U|~hBb!jT$P)l9ZL#2>kp6wX0zc;y1~0|olOAP^x~JY<3IzeB$C6^51x&FDe$?{XGcOrTkZj&Wdm9AVVv7t=hv=yoEcJ+Vh{Q4bzTmMg>8>|=fpIyvj zEeJ%zNkDyQqj6n_+3fFo0gqmCARXrV6mFTPYg)fWgQaaO#GokqpShVQfG>inXrDXt zRNckH67ikwpLyc2-u+_I*Kv_P{bwG16+gVfnP=O+EnO`HJRIuuGta^+Q9k&3#LqnI zpWiDdQE_5h2n&3CI`eb`*Ml9u-C7Iq#r>f9%!4%=Mx^G4ZJYM4G|4awo7XP@v=L&! zm$fqwX88J0y&qEHg{z|il}~T~sci5GOsw=+IDez#Z<|abbd&$e8OFhIWrC(t>NnsZM16GGJoU4&-=t8zVHgG9hO0rkX&yYIBBZ@ z5*(Xc@}?@eV;Oioc0Eu(N0F8bn47C5ENxv#NrjiF;!V{iU#KaqWoh5a<0Q~)I?J2= zUVBACQOg+hbMQv0(=jheHiB`%>Ol_M08m$>=+sF-8oFQp0ox;JnCbDh;YAaQ36;vI zMq`A0^YLKE5J&vQ}jQzJRN4j!w6qKfuJV&7-S$Qf8BWJKIA0rN3A$c6XLUD~y zQ6a3+PiH1( zke=x}g_o<+Z{Cd3bZ^glI=Wbw4CbOBKT_^9S*Mn45cAa8kQSGTNEl--cIqzd&7@gx zr(i7!%wQ>1C$xH;2zt!oY^UzP6eKM?fG1QKK)A9~Z|tnbU^ApdwNodfYuTJ4L5YlB znQ2mSbrf4rTvtUws(Pz5eI3U}tPMd&J?8$7r8Ahs^Gte;M-J(pzOHqj%f_CINR((3 zKco64A;KOsQy@A^J|SkTmfM2ZdWD7m)}?rHj<_h?x3;bTR6wi0PI{WfVUnX&d_a2C zqk4adKPB-O63=Y)nB+CkUVD->gf-LlHJDt~b0fi!lOuIt?svicL$U8{x^mvi?^hP8 z`Y)F-TZJ?bL00fAw^+{U&b}Ux5EFC)d4V?bB-vQ_3Z7rUC%@mUgvr_0xG|rxoI?~E z7gO&sNUr02#lPx3oG@yhvJD;$z!e-W-unTDO~Y$q5YWH}SfJ;1a|*wwg2DcP*xI`3 zkul;9U$sHc`wh^V2bE4oLC>o=g}=%z+1Mzc2b(qtk77C~Es-@?pX&IrS^GlCcB>KB z3xOZPT8-Z^evP*Ek;E{2CW!WzYyiRYygxjjdB&U(SdNU@dOU^SoPzOI7Q*3wJ15{D zdx`6(}EzXy@$If~m? zb1UN$M>w2)iRYRoGcNDIC^xWHQRlhQ_Xt5(I9TyhpHy&}zl&dfl$jUw{}RvU z^|J~I&Tkj>$L2sl4TDD#)!J&YNXTPg927>*7$iUf)BwUj=7n?$(4I)exyFhg4gzY3 z|Ig*nMOLu!G-^y?OpwS__u{a8mMIXgbs;wkDUke#biM#m_-*>vCgc7jN@Pv zbg72W^4(rlPuS4DR{34B+1op(^N2DKye?!M25En`+_;XwA?HFM_9O4F-`eR()uSMECr`;h$#_~%#e^sPj`ladBZ~czL`4x*#Qd0UBTVPi{BCk9#x&Aif zH!R1J@)JJ67nQ$G^HIhq7{3^6LcJPNQY?jiDv~5mcg|F?Vk%Y=el+IR@i;r;)_F;C zQoAxp2=ws~_EE5?&*oberYwO4G9V>LJSs3Nwsg@Vq6l-F^nDPE&^O1tceGCh9~Q)w?n;{;L9MA%Bd!FeMzg3Z ze8-Dj>?f@sT~+IzyvMs%>&k%E-srVc@E6lW)#y-kMa;2#E8iX;lub0Vm2{t6N*jQ0 z!#ctLz0lw_13tG9bZS-2(WUd=Z-Fzg1*5vh>TpH0H0QLb8ZZDJT8o;j9-p@S=ewWt zmM+$oWNIS%K+-5FYUa!x`@IyI+9L_F@P`=pYnIS3ktkx#YetPFc_fHK!9-?5QnoP|&XbP%& zQ-b$*1%VBsWF4SGuutB|V-8Y9xu--rdZr7NxZI4{et$F~Lr;}@H&S}WfRMV-yym10!T%V2bS??BX?wraV@r(Y1ww#xh8=J%N{VD5;YES55(6#LmPicQ@v# zWfB!U-O9#u)R56}4k&OpETOEcG?T$lKt6PnYK(Z*Cs!Z@w=vagk<71W#9%AVP~taQ zLc{j{q#$mKEb|Z{$yuGiGu8>Fq)8CU*K+Y!^-|$Mfc9#+3+07%3ZvRw1dLl7*o%ab z%maN0C$gjOgpga~ghj0PCwNulOvJZ(3?blA}TADp@#7Fm91pH+wi(`P3>^o+z6ssZy4y|j4l0_J4#9t zR%hq^ABZ$#W8%}f1jQFcUU!1uX*&M%pAEFxlkQbR-zqU6$Z{q@F8s`yu7jnkA3`LJJKzPIH+@GZp)?s#Il81x% zyR>dabp4J}Eub5R_~g~O^gVTdUA1JNSgcg)>3Jzl%;5+kcdY&EuK|t%4pWTzizjLm zCB0u2!Qz7_+lRnLW)iESU=xoJq5%|paO1e4B@c;Ri(@S%g0UXgG6gI@$qUa=OozD_ z90Xxtk;A-cTy?@APhzWJ9&P?2l>@~U2fEF z4wsOVQfIKi@z2q{5UyW_GAjTwx&P_h4B!l+w2rq^O_4Odn*%FC;kC6>T~Gd&4gejD zP{?U-`NtrZNaeWWbdoHOMHb#FHJoND5Q5=Q`ZIx>+79a3ut+?j2xoLw0+;j8SKF!4 z#o06e5|;Mxn{SF>1SuC?=phMmj2zh-!_FR6Rs7^xHp8}6Y!E3*A)9+g{Af=>4r?Wb zq0cdUuC=m`!=?W+vs*f9VIC-~IDAnhN7W+_0k<0ed{Nr((^eLjnm18b4f*wcO+97IC=ltgV{{HyKWo*+rCWa1ho`=$(6rkcoW)fGz$ zbtxE*u05(~N)f_{10m}Md2167zNwQ_Oad?^JqYQ32cxs=VNSUZMV7k4I^WB6zw@1O z2M?vY=or${hx`MO0R{ZT_3FiA4pw2d;a4UEvsGy+#IYCRS%)VQF-UaGQsOdgn47X2 z)L#e_z6hHnkZP*JOs`o7+BpphW@1wA20!GfZO|vwsm#>-NXjsjsg=*oPh(^AMTs&d zO-XLntDqO}+Q+I;ClLi6F%?J`15DPm;39Mo08EzLcTmlW@QpLH4^WSb z4lkFrQ{@PZ8)IZRGg%w$VXPmGpyiu|~w(5}2yz<5MEr^gyoa86O-Rxx|7 zmdy8D5Z=JvpkV@1Qo;$PL~H#}XI2G5J+3hVaop!dMsT&redNSWZL@OmJnW= z)r66Wz>Fc6AQ~(p?GwHnlG%6(h--?7%KKAKgbF8@_v1rDP^!qXo=?UH;or;2RDHAo z*=PdMUhpdvO@~6W-to8R+YxgvCL=Fb)L!;5HB75sn7!(x6K0Eb@Z*3TTtut2zVO$$ zt@N9KUxDhUNLUdJnw_vx=^0s_yvEslt=~3Pe-x9k%gf*E^2d*1dM9Py%5Ynkid+Q| zU-ie-u6C7|@4put>aI4UYuwl173&g1PqHBJac=+>XwwrGIF&eW7DDk%Wz{by@31k` z-X0@i%Y3qQ%E`#U+l7P>W)P~m{jWx2^-Q7!h14N_xeg?Oqk*v>dMISC`c(Y{l93Lw z7=EwyD@ad>=Zw$0pEqjf%BRl7?@b1_?hPafXIGeosT>iJ{BqV&<><`T#~PB-LzE+R zM%f1-HPk`w+GXnn8=FWC>tw+ACF!g5+gBx`Lb3!}B3+vCIZ0es>->$r9RY`XiQ zb6JYG9*6+FV?FkGbNc@sMy`^J4!Z=oM6Yicx4sbX%8L7%+%x9nJt>+7o@6nRDyHaV z2aINcgzrh1{!uF7DYsHskZnZ!u-IP20JI9xf!FNiKlWere-t-$2lpuYqy8VC_=n3S zsWD3?!knm%Ua}*ut6ZXbKlHXL>j|jwm38ru43-T2ueI+A)=}2#;$i1b8PRkqARWt8dPeXcVd#;D zidFy_0rF38R5Oc{1e>5)$HCYJ=Mt@53&t8@u_TCl0IC%4*?7a;#D$x*OWc>v7snKZ zY5a})7p{IPmR6j(xQqDLCs2|El^bSO*V5}|@a4YtWZ z6;kHd8!gie<&&MJHFgUT&!i0=5{2pMf(oFhHI6{u*VwUvNfRld_59)ph4pM+i?;eJ z6OJbe{ikg=(2-@k!|5OreoTwp(<(h8IERAVB_w3Uj3nMO1XsPF#R=vh9Wq9QVr$6A zbNGara$I!epXDR&s$GK6KoIndwP^qy%Yb(!Rv)w#Qst7H>>@VY#Z@u9^rhIiDZ@74 zyb}mQA9!>kIwMXKXY)1^al%Y$yUBViZ-O^zgrIL^kVYESv?BTl<0~E0%@hg}Jh1t5 z%0#UuW-NdTasxp@p(q(fGTSZ05VaTx!NO<=dTZ)Lsa++C3eZS6V01b(yoagxqCtg4a<@30$rdq6bEYJi`LCMkKN~Lr z+p~sVHWs;lf4RsWjvXDYH4$VS2JXMK$f`C)=ZO^eguKEI)2_Kxec(?pNApw&lcAdA z#*i**gk;}uf^Xk0LFWTEh9bayR#4Bei-b=_G(|BIxVsN=Nr%p&8Y@AeIg!^*mxFh*+2)erG`(PUz&^a=HXD&z3{lqM1%e{JFl=1Y9S?!|+S zYKc}1wj4i`Te2T_OxBjRR}m3a0)ZV_a6kmv!|1`vTMM{U{i#)w_b5M57S;gWjF5_F z)>N`DOk<~D3;Oz#@0r4aAlIx>K##WHd!WAL;sJdPt_3jye;MXZA!0>6rk$-+upYBt za(Pc*gRW;x((-l{9q-A@MtS3vr3)7%*2AkqdI)-3=6J&=BbMgHmG^KMV)OpL`f zYPjX~d%I15wPP|ugDxY`&xHV+mkJE!4cWlCISt6LCd7?QB^-kcWsPe!nF1q9MKSKx z?kUD??9H1`6_zqTT)$0GgDBCXoFD=dVugo+!;Ky6tcrEGHDlT_ovwMG6tw=Co|<&3Wt^UDt7o3!=kVRup8Y~nyea9 zi#PK=?}5GN>I!?}5pPB5EUo>WZ=-c5PBoM5XA@dHC5(71XjZi6q!%EfjMsHb@z&3+ zWUJqmJVGTOw1G#2BjivBmVV+vIosM0;%58QEeQHaD^dQJ`~ll>Jxb!Gsn%$aAe-O#*BvU&VVtr5)nYXKTr#VsWu zPYRkglYLl|VQy<{#R5>bLs}rvU5eb9BHITs4qhNw;0+K2$^x(gBm*?~GRB^B&}ZM$ zoIjV0s8m+{@WKpHVaU}4l7mrF7m~aN5<(S~Fht}LmIz`Df|!@A6$QrJ>4iOj{B-ZJaTrgUsaM=yV?H5>c_BOaKSy*o4>)x042 zo;TmnDYIZX>2EEVmgo8I^JO(tA~_@4xfD&+?)|+!Q#gfU+(%V zn^NTkuf12Wc-ISF?QCqV#U`zVJS!JMN$?8 zAt`zc1W71yi-fSo&*l=?5DE<(jN0VDLLkSHB^^c}Mhs^ZWJ;ux(b>3VNI}`1a<1ok zu8coF9v$A%?1(C{kn8ocDc4G1_sgT*F6&}Hq!${bN@|rE9Ng6JO7?&QZI*G0=4{8b zDFv-EBP(|=vI`Op9$MYy&g|!W@`R*}N>^5Xc11`AM&_$5d3H%gSTw?B!LtFSCw*2~ zknmLOC|gWu9MjZ8>A_>kL2~rloJyq`pcF(9rs*J6T9ytHT480DoR<}CY8+;5szl^2oSK=Ymqk=7llCMcGGa=pmts%gFRCp+-1 zb!0~@d06L@OV;uBo1RNm5|ziLYJ*#*%XLV>9X)f9RjfJjO856{Nk%kH`2!p0BoUPv zFI`DvcnTOiM9Lf7oMn;gIXTGA7}j0&(_Cn-K~7P#GOw;M%b*R2%xY@NodIC1z+O7c z4_N~R4w<*adBX?MR^+9|j>E9G8YHE2k6 zl$PYHDY7Zo$IQxDEzahGEB}xNi!<1lH&bLD>Nj0C!QZ(}_4J^r;<%}rJs&s77sqZPXvaz&$ zo?m_g#JgSH(EeLdL97N65NI_ebI@gc)eNY}GgikJ%aik!`E(gpxg+CC-Ru^&5YdVa zZ?K?Sh}R)ZM7k_SGY@u7Eu5bRXRelHmJ8CFxu8EJD!p!!KE5ht9LsWNtIu0G(be;W zlf|&g%z3t2rePsZ;>>SVi8Fs*Q9VOhuL$4QPcvhz~>3@PQoRB!e*}WfRCS#ybjYbA-Y8 z@Zyrx41o|sQDPiI2_=qzL{!=n(dsQ&n3yzY#dkLLQl_HkVq7^UbwrY)q9l*P#0o^= z3M-E|VS^n(42gmCSz;6|G8jS3rLVFWN;v*F8;DR4CxwZU7L}x~IB`eW4r@`Npy6o{ zp~OILxTJ|l2%-iXj4&1^2)+_@*g(ekK<ywkO30X!;SfrLVKY04iVCS@t6sZ$=FnHHQ{dqr4ue4^orIt&AuIirZehfqRq$l@R>spN=bAcP$yLKQ`5=BPW0v77;kJO(WC z2+<=+3891-2qV6N7+a_sGsi&)R|5+ov?qd1iE&&(gkgMG5XZWq(PY|fO6gN|aZv&c z4BnTe&p;Ghau~$PP_)GG3{tp5Ue72B<0sFu`m#gs2g{5?1)hu zCp9do!wez}{Ut2toP&$BfsjC)3~41Tgo6yl8Nv-|gAfi1T%ZECU-1R4fdmi~qM>Wr zmR1R9AVCBTByd0j2_A5Omk#in94e}500b0}z)^t+1PU-f0Rl)Y-5rlDt_BhWU~m`; z7z|)w5D^F#s6Ye-h=2qJ2r{q$0bF1LRexR>EZDV#aFOJWC8i?sQ_-*iPrI{$w!+9U z!$8g;O2&+W_?;r>A94huFo%N34Ka|ySW*-f2o)s=!X3>`I_;D{vBMC^6fL1ZoyiXqNE{-Qf$rsn5br<-|cp7NIGX8u%1bFSh`P0e0>y`=H}?=I0(9^>!IV~8`9 zE-GKrbIdr`D)l?Y!eUw8jc!C&_ZruTX=udHi&a*zOv{GU*dJ%IjTb(ReZx*Z9RI;`-WU`A(wQtIO zU*i2(y%+nKtQ;Y^Smrq;oRaht-tRsCwp-^A`!2AVPT_rbZk4RvmFo>L0!ADv=du+u z-fCdHQC=aR4CZcfIoIGc_D>n#lG5%7f|km1u0ksBUzGp>gAV3LV>aVTn?hA)S*9sC zSY3`C$SnY$dOv z z*DN`R;UL3tVj$ya$*45{f&hR30T>8l7=Xht5GXPE2BwyPZGFa*MFIvXBhls{ z^fWZ|R6?U#i;(`Fj;Ls5>cVe1q|!p|TW8w^k?IIp&l-_N45eA3t$(kda|8oIEMi?m z!jX#9YGbM-bj&~!Sco@EQw6c0)9vv-!#JAt1>b{l^!xfQA|uV;U>m7Ce*+<1Q&osS zSe*F?2-C}D_4BFzh>xFz*^t_C^nUq86D+hij+So0IF25-HxA#f7)dWV zj@71ej$?O6qu3rQH(K+Sc+4Mlo??-j? z1@AECOK7AV$7$^U*@NSV-&|oqDaI1capWTNjgq7|$1&?U$k&uAv|(5r$Hv*mdW5Ze z-*kF)Jd@*iIhG>W`6z3O!EvO0%WWL%6w@XF*f{=A8!h_o6{R#A$85I@h!|1hST~*? zpVI;E;A-t#G>*T4Ej-&A$Gwa?Fks5WIEZ+mB#k4PUgrhNr%VXa26U?`0tjdvTlS<+ z&>EMJl&o#r*I1WOjbqyP-uN^D`WHt<*eIzQ+QqRC+smIWznxU1wTq);8`xBQakOxY zT^x-T<6Y9YIC6&cMzNH2adFJejE=NU&L5*-v`~L>RM^O!Y=JIc9C0p`^Gzd_Cbr_i z#0)khvGNlLnsad!RJH^FDtK4x1j9EKWG;@PI;6rXx(%$6UqlR0Cyx(t20|*$K&K$| zUmTymdN+@9Hrk}vrPn}67Ak;(ZC>S)L8q9So6eDnzQl_!wb>iTU(P&nFMt%w*M6cV z)PG54z)Jq+RV~$p7HH$B6~u6H1{E;qU^rg&=b*ZA)U0c$+6B(RJ)G7Y;5fn)t6F$f z88x;1R)kAZH((|=j?`m}oM4;!ZNBl|IL_YbstL9%(>PM=B-B{LagAfq>~*0qt#KTe z8VN5ei@`wLJzxzxy=R3s4(c@h7c`Ebu`d6na(Uh>Ui3i>T=FuN%P1K-Uo4a1b8>or0o&0sG%aVg2GZ(PKIacq^kIksXH8Jk)k;J*lk(><64#&Mpt zf!IE{)5i2^dNlT8C;3I^kUBwgiCuEf0KFHzHUR!5z=?$Pu0=1R`;Cd$$_vK;SNJ zq1f(OFj5zQBM{x(-x5ux*~3=MN<-S%RmdH)9T`_Pt{5E(KbI;f196%Wwuo;UpOZ^45t|JX zSvpl3@Cn87O>ulgUvmtO`XX{Mq3oTkUp|;xx+ji{HT|VZ0*A~qme8hOju^!Nanx+* z^L+ENNqHi6!6E{HFBx-gh+fUk6f_Z_P=a!FD&B#Isi#EtsYj*QUa>Ty(K)J%3)=+4 zDY*>En`n{lw5W67i>5Z|5v<;RFWV>9u5;UERqlJ~g zlqPN;fDo3o5`b9rI=8|MtCm*EoDdZREWm$}h;^?$dmUZ5@F7ba6(DS!3K5+hLeaU0 z*p|Yk$}%w;jXTV&gWGiE``m}m2O)YQM&Mn*ON?rZUvPy>qmSaV5N&L_)*hYv2_UAT z+y&m>genH0!oW2Bz&~-I$>S4z&>j*0tY8vZpO>|5R@FEIxFCrs@6UoYn#vc{2~i3V ze2U=A6Vz9pUhNiRF5h$0tMc5wy3r3Nxv?GzqRIhj z;@K~CPBhPXe!0%xS#+kwvm`61A&(FmYDhUt=6;+6SQUJ+v{x zKq#9sQ?|u=ZY^UG+k!5K-sv&VUOyN%vbgh!oK1x4vBM}Yx zb8=_rF(z53c*7(Wrn(&h7O>dY_@YkVXg-mnQNkjOCNF;791l%C&?aP;VW2hNNE_1* zDL4)z=Lrd~Eq+Blu%t?tjwobmq}#DNe&9+TV=T5j%MBTnWlzP*%bfb4DWue)SN|G<*TlTY>QsKhe0I6$J6!&6%?of zLxV|~@VQ?!39g@hAICS202KJprGg_k7gdM zp&8XLEU;~#ZsRnDIZa-ei7mns(fE9-Rd{XAo6j;ixjFTHm^eN$^6b7z@}iIG%o`Qi zN;to>Zj8dLXo3NNb(}!kW8r5dF-kAM#v=h!oS8*VDmG)jEEIEk+lS{F8;$aoTmnk*skoin)Ft9jvz$th zuo7$1x@_GNn0!R(P1U#6|xwiHndOuMH@lt+G?Iqa>s!?x2rBr|xxn}8jiXOZgndyfp zotEjEQFn({fhEx+PAZJ%UU58XpjCdo>)gip!_cH3jo*upFcMuigVY2Pft3lLifw#T@tQWBZ@lnD| z9}nfC03?Kp=4xybM1f&Js$AZgOx8I@BOZmeW$E)!N6Fc`)=>aVrV&D*K*$lH`uCuM zB6tCPSH57wSUZW?ROGP_=0X6{-U+7m z84y=qWbkld?j;A&ULi=xLGeu^h$>blm2Mf8lrJz@lEeonE<-qly0n4Oks9=xhwz=|yw`!2-m$t38Y@l?715%gKK(N7iGO3+CZVT2QucfCYwv>xOj9}W`t$B}{B z(#MtPNV!*I&5-2FQ$WAsT14q)vk)EfC2wmiX;d~c{|SI*_&EdV2_f8NoA|?~pn24O z2fWo`;aRik*vVR>ADbX`!|WS6GF2NBP#}wJ3ayK!d!xpS-Y-eiI~0!=YN*K zmVNT5k`0WMy0-5)2UBr>WK9YLmS179)q9g@v5yU>K$3xE*0^A8DiZhlh_DkNJCW50 z5hCsTP+j3hDlFB-!ub7PE&@=Z;RhB`T>Dr=Eq4*zl4A-I3doQI>MYH(2s34uh{CSd z5e;DjZB8f20q5l0%*|c5$eiHa(Z0!<5OA(PHPXOlmABsu4LI+qyZ)=Rt-3z zNOCcQVQrxZFrbLmUl&M8MJl+{hR_u-Q!D`(xklMI%mUH?4EkDYnnb7!Oh7WdrI=l1 zb_M!lfomvenqG=7yjFNo&~b2Tq)$;svpX}Tbv}Gyb5#im*6WAPxWo_B z$ii%k(1LW3#T;`~UXjj#&W977NN9FZLhBm0f`G!D#0J=~-)QK14;jqqX0`|4+ON-O zjtpY`L_n>Vo%fV5tq=i7)bQ|zl@ue^!+e9tDDBov1=)lIQ=v*4lMA*^aIDeJLkGn` zk_gBkIq7Zsh1PictJdL(iy3-f_~A|J79~U`ec{t*{ghoKR9p)M6}U+o>I-@bJ1-E zS0@JUKTY9v@~bFp(nGH>W|@$_*&nGPhP4b}+=V1W?-hC!3qmnWJ+U^0zw+H#%#T@; zwIYd7QQu7=ZciRAk2DnHKOIhqE`NLLgHW?SuVPMAH2t5YP!1IcP2st?lY-`mk6n3y zLkbt#FXeQX*fvKsO2CY=Ty`>{Rt{R1xzRd5q zUem7zjN>3%TLtansHZTS#`a&GR&43HwSozmBmM6ba#(&%qXWSyMR7QktR(_-f1^%< zrFnnRN#bzX@*huW*kL#<^x>}s2rn2dZbbh%c%AI%)KL#>GwE66PwUkp7(o^!%x+LF6dXmm>05aTRiEjmGD8Nf}7 zGRg_CU1i0f9E`IHveoLO1cF)z7Ap%-U^3;1RcU#9J;I;B1&Zj0$VAd=J)rWQky{gK ztH}xb$FVVf6UjsH)I_9WP_)wMX!h{jwy55AZzQV}tsyp}T@zh4=fYlQ5(~t>f0!6* znXv{XCEi6eB!+E5*FEZ$1a#T$RfuMT*wacP}_D*(aNcYL?Kx`6J#%_ZU343RJ zitBXjc-G5EHVjxH+KBsCF%AW;FJrlvQA$l^MjX38@R{EutTjw?V_Jp`R2OP~M;8*z zh9M)NeYFw13llZ<9;`Y5%?1h;E6Gz^HNV*To9QN(cR&_W%_ivyZjE&ps8^H}cO9G8 zx&b-RGy1X)KRMCEeDSpDlanLA?AhA{VPDy|GTO43Sdr}6o59GO@g8R&5n;sz@p&X5edqkqjZKY22j2a)Mh6BhPV%q(B#X`H&r}mNesoCIc%t z2eK)mPA-8fuBs~91YzrmIigp9;Hz)OHEJaP!RMGLloL^FP^iN~*+>l8+B7g!%IMpk zssT{b5S{=k@Vk3gcOB^1-5mfPe*=~g*AxGDuHcggQ#a)SxeiU>T$ML~zlZa3)6@+SCn%6Qi^!auq(%TH8&pBD zDIkx~FkHB69N@M({lMzXe^s4yQv56Zy9@lp=x1^c_FC16dE$`>22_ka^TGmfMje_n zlAn6$dV6k&6_4?Mi;fylt&9PoB+yE1m(jogs-EdI%?v>Gaz|g*Do~~2WUudP&jOJO z2q4OkfD5H69~9Q)fNKp@AEgCgxopdf;|y?aX&R| zba`B3Ws(k=ls)5(;=pG%sHv4+Bs($;e@du%B6AJ7pK3^GlSJ`V6e1yTn~C`bRd2Ih~1ASCvL!^n^V zlWA*|aX7O`J+!v= zR0XjP1?*VZi)Pi1A_f>#8Y)N8dzdIzND?R0v(n7M!HVt?H7on`@d`%=Y^D2V34?uCd$4cBa8=CF!hQ^EF=;y zjg{>OX$Xdp0d>X_6>eteTW^q|B#o_NQ75F%2d*3BdsjsYDN!m6mm=X)!1&GuE@4y= z6GMU*-+#&QPm@DR%u5jbR%9g*KFtIuzLR{)QkF;eSquZtLa-I?ABTclafNF1wCrc5 zN09VFTID{K5)Si0&5v;I&l;-U`PUC7r*L3DZ2quEMF9!VxxZ`ICYds{ivUFQ(}c?P zSBRp1u5iG8k%^F5@0^A=gCb0OdKe-Fr6w8z;m*p*exatTXZ9G z%;fHybInbR?m20{LXq|@!yqA8NO3QJ$|;FNuAsnpl4#V^0&^E+qXT3ybgtwAv?QrLYhQ_#52_wP!wuUCdEpYJpe8XA zHiA`HAeOsmA=nm(7#j_lz;e-b`kr|*I>jYgP)j`vAmE1L8uVN5WI%E z>N5|EA6Ext6SnCe2g?%24zn*R{WB*=x}i81`oSIQ8@4do6g#BP=_p zD9lq)bhUW+xKPGXNFk?}PGs#M9K)njwaX1*GK|_ulwoo!n~1AWH7=k@u{$G;Fmn-s z;YjIli-v(1B9_cg2abUn0Y5uXd26PE4#*HCNQ$#MO@hrd#gQJ8Rfzh~V9ArGn3vZy zASLkwDDj_As2>V_cVL~iZ(5*~(Ajzdr7(3f8KD4dxHsi+zIuOy@a$21T~FBE_NQ>-P z2j^Ed;5%A7Fyc%jI%1ul?k0|Gme_y;og!ha9z>i;qPo$)VmgVwiam=c=qnN)XPUG9 zbE+c0k2~A@mi_b&aVB|HpN(~^KweHm+;0qSMf3D?W7cYGC)cV)+Ba8B@81#B_rgQs5#Dm-SdYI%%F1%W3OVm#RiXS$h?EGPUFG#VEr~x16_Nie$vHXhb&x$X&$oJ--_=q`_P|;s|IHkAsv4tPg?Xam}19H_!kd!4F zQz%TA1DYnq8Q%U1ONE9FXIiE}h$lMG)8l|Y%rIQ>3cw%s*qpPlRGet9Sg%Q{bJOnH zBSrE|@lfG>6uy zCHl`2hzB!Rpas%$U&)PGd1UFmPXX_l&ac*RR&C%6$-xVE! z{pDS>Z3!=2ogU<=6nTQfvgM;(Y$ zB&_9IQRx&<%@A4yZrXg;2gB4729<6NqR|7jw;_>v+Cx6vgJ3)D_-RmO!>ly$A@+iH zqVSz)Rz_aEg^ap(aN1OjB}N@T@>3c=^Pq2Uu?C~0Kr)$-_sT_9QTrZR8<7a!ibZhz z8;L!Wsh0U#_1Pre2Dh8v6WHle)H7+UR{u;Z0}W3;0ti^7_PXS_0CMppVxAq zxnR2IHy1Dr9P92@Ci<#M9>i< zj#+q%WVKl_k<|_)a#h5@l!4ec2r;^f8e}9ZNQ7`1CX#N%0g%A5Bf8XvC;xB62XK|p zdWLN;PYM1%9n?2k_P~e}=>`$2#MYRSh~_0yM58zCMWl-`h^%wOdtboyV~no5F&OO%lM_eZM_}B zWci?x;-(58EH78e?_9Gr&r}%< z3tY1^eIw_G$nVyWxcG1T*9ZnECPpMmZoStc#OI!th29y5+L=1b-4-){aVW`5%P zHcS588tOi~#b@`QyxHiy&wk*$;M=Q&=uo}8Kb#ZoXUf_wmCMt%ts<*4(Vnf>5na)S z8&gB8r)q#dbRNtMKP0Kev^z;mGr#xwkZd8=iL*rO+`B`%bYD0BT8-&y1HSmL9V4MV z&v~9R^W-1Ga>8WO=8mVC*Z15+42foubxdM-JD*eX< zDv2z2T3DL@L zp7PQ3jf77L$CHCn-$XQ-R;=4U-|_lbGw!3HK2#JjpYr5xr`p`(Qd1187AG2hd!73X z(Lpqc=>L1Li1u`+)vL_6xFDI zcqaw_$j;%jG4kr;mp+g6sdH9DTl5HfYZBuH+VU^93?Q@Pk|tC;8M=I5N3y3kY0AT zWX7SlTa%lZjEa=OYx`rAviX#FmrIfO`EXob);AIj?-T~(`>zF`Mzk;RJ8Bs0Iu>yc zI>y{r>OHxR_YQvG_dgN9ADb(pAWfFOm2@XN+6}A4Hu7iT;RJ5o$ST zr@wQ)D;;jAGTwXZdZy!)_;cA)ZS{w^H}!vcBEFqIB~Q$EOxP!B;427ZUDgXDc9f)C z5U%@(zJ;ce(Lc|BnACYV*i{TX^F@E5lpl zf`Y*$!C`u@MB({wo4OC2^ZeTCC|sErM}780=ZW7p zN^2%89~L}OtYjvieC_{{rSe|OFHdu3NyUhjTJ?RrAB zKF<$7$;q@UGO8{I`O-Px*=r>(;>G%FY?`{6TS$wqr+bO|TJ$5*;`kzZ*2I_Fqk(+g z!OFKe&4ms*jhnm^E;yc?k`S$y@&B8VCfudAbi>sZkqx^rD%pGc{FQXuUfx)!^8!PZ z+}|t)tFKag6X84mge3f0L*|Zu8dEuF3U;Tj&zwphjTq}(C1QTq4Dw5UX5U81<@B&4 zOQz-mJJnjP@;w#PVNH^kJK9l3CNPCCH14{BPa>VDRO{ODOe%ld`zz{OJcT(EubESK z?P*JL8I8h2m?r=3_4VAOrLipd?38QZF^!%hyRvBFTsY%j?_-V7yRVwo&hqYb0zJ3? zn$&GnLvVA~iTF^|sG-P~=Zsiw$n^7a1D#JRXeO&Xnaxl2>EO!0xTR1mQjpdETU__D8}%*f^RHx-#%$INDQWL z`o@zOXvKu{$@1jXsRCuRdxw2BdwX4paWSDLbN^idW!l(h|E=P>?fNv)h1>7GjnA3l zHAzf8YuJd%!gF;EPRkE!t0PPyWEs7FKwQ$eZp30tK+;55-S~4tfp~l8DSvaIQGr1E zysEOr^^Ka<;>!45v#^Po`$}g#eJpq>m9qHs(*er=f;uZsQ4{T0Jro$x*XJ08aGt71 zm+Xyn@ zo|Rzuq=O`Pbgau31~v`p?jJ0?Ul|rR+`l*vZ#%i(>g@4ysrYy16d^W>lO#)9oHxLb z;+gdJ-{n{-@r%^Khkhh%|L$EXY*})B)?`W?>d7qlA=}$@qe+A1+M}Q8DOQN1m#lSq z>Mv9D+?O&&#aQ=as_S!j*jQOvV;}@1*WjaY<4IMrMG!@_Y#%YnmHb2!V@MOxq{&sn zgvz8iEb$0JGICaAGB?NbxBP)w_ffAqqovfB746#-hofm?(;pJB(Ng3`oirb_mSf2B ztC)3u)B58i{!_oUOdhYIrzV_{>pjDdF5B)$Pa{Mz-UtYfC|1V&dw|6;U8;UB`q@2< zQ7^QUR@RwgSf#ysElr_rU^LNlyx%EPjCi4Mu=;mDjkKO?-oJaq6+bi(&EzhH|LJP= z1shK^2OXxodI{&pX_Kn1#hP?Yu24eFg~h;xm&-4-#j3gD>j+fqa{V>?^j60-Z_ALY zWoX;3n>TW{6@KKuY4U*3JgNA+H^jG zW(1^+zY-)o{mw0yDAUE{2JjnX&rLUy?c!n>6>&Z(poM;-`w+hpzDrPz1lG=GT}KkC zD5O4b@mHt8Vb1lOsvQ$bHV9E(qLDWJcZN5I&%zy>GDMB44QJ|mdHUx9N%+~r3q$1w ztB^yLr`Ar#piRPxPSkV{MT5sXLX+FS6ZdiWtAA?pl_$;E)pYT7M8h|%J;Pc4d2lD; z(|!SJyAp3G%=)9&Kl~xAJ7ERJQxBy-D3ebjraw`2ofp62Q6CYiVAB@Il|h`9IUaNxbfk?_Xk;pG~#fi<@r#bQs08xtoc8VIuPIePG#Zw=){E?c2!G)x7zeN;xo4BEb|4lJO$V7p77gxkR$B zeY2<1@kV>~JrLgfLY$M|eyLJa&l`AH^YWQj?v6x{IW?psPH+AoUE;$h2@+=C@NmW@ z8DKiR3htPTx&1YPp3vFHDKIF&8SVYwm9K*bp{TH^C{h^t-=(}fp^&b#k86+{Qc^-f zOp;Jhk?{XFKG7k3uxC-ejGq4Tt4?~l>#eptjZ7_x>t_$UbI=_Tx& zMtUFvoKv%`oe=E#OTGPgTsq%Q8M}Vf-yPZf&bKh+{Q_$f^QC^EXg>DfzGPot zuEOES+}25@79)8Xk)B{BnLYsvIdzn5?K?BPa9O@n=ExFh`~#pj*+v5 zpEglUON>(eD2J1qmm%wcwnaLQ4+>YYS+An<9}a_=rnDB7k`|AELa&)^87_u@a9q=H z(h5QIZ)v{$ow7K4Q6e|4YYX2cIgvEqRYwsDnvz%sLtFP^jYo)VPZu8 z7(QC8-5GiNWe+Y&w)*fe%!^PV0Totdc7iR7!MOEKacehCn!fRwt&LFW!na{>VPgEf zk|D+V@4DpwU)Nm6s56k}%ASznalYW?yRsg#!d6^u37VPx5%B3bXFI_g*8bVK|NTMX z3t|YsUp?l7=O2yg(~2b38OSb3`^kGSqNPgZidAT`#FM0>#NUNIi}seuh_)!^JCfyF zU~K2vbZJTV=DCShWiY+bBv?DF@8uaj^9^?#PJjqRh7rm}pCSJA4eZIVwLW%7kK^uh zoiur+w!}U5`&`J!aj*C$LS8{0zpUbz{DJbJd$`sKVOti8A9uNX5`S%VMsJtoN3f{5 zqFw8g#Ee#|6VGo`=!ag3l8RAmFChH5jX?x=l7>xM6@#Jy zn_QTz6Tuprh-7s`(8bcnGP4R3j4Gedm}(f`yB9n&NbFF>)Q-)3Z$eAgUcKAxs1{TA z^!%{#ELpOsnW7gBQf@=IpFuzY+CuZuISj#ZkKB zTxx^=7+Y}=AzmBU?S#|98XqO&n*EQaQ>|#Vdx!C{rI4I9|QLX`Up4_j{tXFD zhm55=4ooX@TDbALzOHc*{R0~v5zH?*b+g9{-o=yferFn}|M|7?9g()&ZQDUH0xA@1 z1pRg4t$<;5B9nSy4KII@#G5KEcgT~45p*~tC>1}Im!#r2BqJ&~B$#7LNKEy4#SW}3 zenJ!>4rAK@y+<3<=(R*26Sf=~V{jGS8aDb+K2Do_e{To{;9qVoFKG z4$tu2-@QzEXZ`?8hj z-}YskDxKlc)EwoGb|M$=E8|UyH%|GZwxlLg-n5s6zRVg5oWbMH0aUL;uVqCR{N`pS zH{b7yePl>lw>WbnVJaw5Nl4pRIQv%TRJse-c#k0c>x@xKPTcdmfBdo@7TfZZF$|gz zGgcmc&1CMa`%NLb8HV)KV^fg4-+8BP5?9pq7AcWRFKh3<1PjILvhEkO7^{$XyzUze z<*!YzPDNPudJni!E&*$-v3n|dQt?N3=Ib)rqhy?-*=o2d2wo(EBY-yEXI@zbONq zO1FBUIZP1{ZLXjy$Ro%M^tlEbU|`57@eM3z!zfOEy8I%njl*%z_G%RM)tQ-@eTriZ zJa02I+eCYD@$tCj+=1ILXn14R%x+2dLi+t0KYMR&E`BB;6zBn}>iVOAb$E2or-4*} zLm>%v;6&3%dSpFsB6XtH!0R@Q0yHX{>7sHJl-s^U_0Iq>|b$v;oHmk}9#sK*PF9`)M z67oDO9JD}xX=@l8Cp$VZz|hMEx-i3V{}U^yA7suaDy^1-#yuC^7HF8aRQbL3XjWPx+LM0m<6hW*o0#kLE6p6q#L@Jl! zvm9V!lSg(Wc8ss_-P=(tijMS3e91*tX+*%*{w3Z`{D!fyzQ{ijc5F*t4FX4n=^E_@ z&5cOiPHp{dCAELshRyooginiw{eM5|c6(*@@;tGLZOlE725++5iqj)9 zi^er(k{m;XTAAEwF|Q~)xHq~LsYMWoON-84xi1l7c}seBRw0?+cqO#E6mlin>W3GoD;O{SYU-jxjb#?& zy3LpGHZzF5-zUOJ(Kwh0P-fqGH0Y0S+&w}-AgU4AfYWeD7(zXZc*EU3Cpv=KQ^lI? z?rrctITNdUYM58C;@D*QLCi#XhV0u;NKM~ue_g5TS1e@T@t6d&GS#E^P`LywQ zL{c~fxzl*y$fz=l)h`ckbT%2Kqxn5uf1QHg*F>q%DQOK8cV}pVZgg@YR$A-LSfyUF z)W-J*gv94ASO3DFEbKd#O!>5KBgL}wkxP|0^c5fC-ZU$!roaK^()NjkffIuywS4oC zu>2@#;OSXA^|aV{mZNQ~z; z+Ve%eF!?v8<<3A$W?dxr_0hE0t{fb;q{fd$Cyo*mh}sP-hbJUAP~GTlG5z;%fWZlQ zPGj-T<%MzEcxi~!WiGeFxl#EJN2V112zw8M(@QMcmR=plqV`v28uqd2hXdJ^RXKT2 zyZr-#43oJtJ->a;nY@W7EhIJFfFFgDlj=LTjv2XnfXlAECc1%XgZ_HAn^wnha;R|9 z>V1k#B0qIr#$FUbbaNyUi}VSVkyp)y+AYneaiVK9PPd0D;&g@Zi^i0G(G+A{BdWef z99$I>SU<(ScKA$Kg5{u}E4`8aK+1@qqyH>|?GtHuam{_hRr$cm7IQRVe0B}{{`i*Urz{`Ul1jn2Bz!hAlwuub*#H1p(-j|sWy`cRt#H-t`>d?p~ zP;Y9x2towBggBmB;!$cH=>fBZHDtPGhr_)07h5!J4Gq0*Gl3Kc5^_4q;J8iv(GJOh z{tpv@EC@{K1b;Ovy~jIGAS-}*Z)ym`T;TSBD_|7^;?nf?@LDc-WVnQg0jMP4l)tQ5S&tj|3|KSZe(}XbiOO~WDL|Bj zfgmme|1cIrs=9$_MwT1ZJ$E5kfjA)oLNEmtLm^#C0~FNi5kBk|z)AyzZT^c1U@ z>1aEG=&}}?d`sgX-D#UjhUbFDAeadF7MJCQ1W4BmCWnNgydxqg&JqG-QFAa120Lx*>zyg%HJWzDFzLOH z0!TvOSx{0$-vczMXCV*$K=Ke+O>C7QjDej4(I6`@I(UFaGAq1+H@6Vr0H%it;7zc! z`oS0=0!#r~!86eNZ1p}c3hMv_)4!Arss>siK7;AN+>nLEf#sQka9{%eKDGDqN;0kDW^wkB)f=xn+}RjgftWq2mkT}RZHj(Y6rQ)s)MP(pnyyu76Zi5HU)|Sqlfz#kU9cUAW6^w zbbyrsmL?!7Ao`!sz_39kKstySq!*fW8-xQ614IY;3y8?;K@`j{A}0x{f>TjkP`^SEyMs)f5?4+aF8$fnnp+(EhF6iFDGq<(RyU|r z*Hjja3p&0Re!7Kp{1~_h48M8_3%-+%2pTW^m33mDR8@Gz)SB zjv>6Tu!1bWW?>Q_(!g2~6!yPt9CZ0$y))ri`Mvi1|B8{RIwl0WU#H-~*w80jCH728%|L}4AjXvSZ2nabJ)^e#@+)<#e!TjTTRscKc7iP zUxvA*qv~FFsd-H-v?)vEJ`H&PgPfkvq;n~Nlcz}1;=)4mvd#M2^*8T-(63t)v>*RK zbA9{wgOC8bTX?>pcBUz#uKFhj7CQUrn#KJh-!FtcllZ2WEHn4*p1yXkGa#*5FulGusjQ=;mV)T`KWX2)#CU~jE1tAEtqEw3>5QLd*-Q zUud^=k{1cm?9;qfqkPL_^c#jQqjXM5W_BNaas#&|rx!19vbcwA;fpuLr(-GQZvF8J z`D!qe*G}C2F*;w6-V0N6|M+6Ab&%y& zkC!K=1eNq(`$hDE@@36z?iliq(ui5tmP)!|@<3R2SI3$A=k7-GJt`8_EP?ONi#Qkt(3Y-0_(=fA;UWOgO776N+0bFegWR+D8G@;S6z7B-ni<)n@Kid zG>BNj6Q0(JX5j$cLJMY=FJ*$CT(zE+_=XN_FK{dvj6a79hb zVyLw`rJK;KksG5xg))5R!*pZf$%LlD3-h=u%`AyxL7r*SwJhH@=P9~uU5nC|EFIpq z?bj(!$v#kCIBV6ls-O3v>VkSXrmuaUbTKDFiDuwv{MJu28aNzjk#9|qo%X|WQR6Q* z(K4TSt{8QVDs=UC&Sd>XOVc|2m(;ED+6g2*<=Gga76xgYZfRDV;k%3{uV=)kgEW6M zIw0X!e%HcsS+A}fH%0X+IqXjs6@J@fUgzCz@BeVObV<>L*Mo}4P)F+?)>BvN1VO=a zwb+DJs>m*qaT+@t_01d_A@<<7W`&clN6b<<)kC)1IIFn1e=y^5McS^uPO%T7iJEVd z@GvnSw>fQXE~f5?Pq7=-s+7Vnr6j6nuRos-V4Wb5eXL1ui+M=y6ngR=xgzAjcWy$y z-b$my9I{TXY~*Yt*Grdt|osOZhS&IrE? z;5W~oILw+wyv{9Fr_Ei`?A~Rx7;&OjCMt-XzA{Q&}$fjE|=O zF&9wFilYAL)t1|$u{W53&%MtZwY?EzLSvoiFSwuN+eU@QPV2xPHNT&f5e<f?s2a^QC3m! z^(1$CWtDsNMd90JRE7kW;7O@@EwN6{0pPTVkw=~sb($^lnD0D(MRXzgSl--Z|pbWqoM7VA6QUzFTGI< zcTAjvi1@oQu&KgnFMF~7_VKPGcdof}H2shXAlvbIO2=|3I`L>1pE*9U;LRp`=jqB0 zfmTv0N@}|Muznb8qDH#>50T*f;JK}ly>I#ntZMK*R zkl610Ooa!$c$Q^a<->79b)SCl+ds>}q0J*5}naHY_9cv59FqBS#h+lqZ&niZve_cW_@j6wOAhFwfy=v345 zM!}G#xbMiozAFp9@u?qcY@6#RPHfZKQg!AhKcD~h)n05oCC};fYG~;sGj_9}RenfL zYo$5-$1x$g{afeM;WxRetJdK7lZL{d*ZwUO-(oLb{WVRxvn*ZA^XT*A!q7NX`vB$G z6CqoH&xDpT&~(>qkH6<@#1UDZprOYc=@w;; zho`qu#QxMK)0uA&hn6G7AwP?jG-++0Ha>w$JL&N{f@P$9#9y6CVeUAO`xtZJs6&!% zT6Rb3oBF4JA2J784oYxTW?4GjP$#pLk~|ttr>Upm4yZnVx2p>9DY%3Z8k5 zboK(s^38@&mpH~`VDWsD=)gaIk%URpQeiuRwt4Ci^2noR5%0;>I|i?oc9!pU+@s96 zFEXYh56(+sy@=AbC$O-zk2Qh}J#MAkcA)$$jS9}|WZ2h?^>!r-8#Sh7Dq0)Har(B{ z804C4$B}uq5^t7rzVYQ%RsDr*1tT4UkEKe~H$6IXYYPPy6z8Wk2YV}x43T<*m%UHX z+sl)(k*{}^LBdfY>(5rvKQ9b3TjP-E)V??{Ji zXLRuV)>3$y^ML8UrUJ`LgSoT#(ESI|Z@$_na&|M(j+Ekzr);V7;;y?~-|UdSb1O8- z;L$?{+B^CJET{up8VO9C!S59=J7~pZHiA!lJ>Pv|q_Cy;a35UXNQ}GQ^lBNMcA6zT z((pLQ8TpoDI$6Be^05Jm%4lc$Q()Oh^k3w0x|lNExkV&j*wFWSVo~S6A`veR9`7iT za)<_>MHIT=)3%NL67wxHGFE>PjHrrk7O(20Q+X28Cw` z>9CU<9`cMU4kJ|mW^5X#DRu%!ZY8(ecFPv1;FY{Lq8@(b7%Mn07WRgcmQl6$JT|>K z6ty!{@v@c-bHEEDUZdm@0Du6)K-mLW6V#1Ruiw;|*{^{r52_?6XQ5Dn0uqWbs3ZZD z0u-fnG6|Z)we(HEi2y5veKM$=pq8?5QiX<4&_h3aFD-yMpz4I$8!CIi6#!j;3O=RS zy>zP&cD4Wlf~pvhGXMjiPz9(2DzNMqk6}jw>TRfj0esX(n?N1M!pg$V#mOze3)?(^ z#6XD$RXUWIuyJ7-?g}L)6y8w7LFJe}QxC8NKyFZ0s#x3tlmfSn zR!{t3&2}f~3zP{IgB+n1Y>xtX2JkD)4{#Px4Q>C!fS;E^fvsU637d+b9ssaFd{7sI z{s5{2un+(tD8&K!f%_l`kO7C|ilGypL$2WTERgbOecXqr|ES_Jk17x^E4 z44_T+i{^yEa;W_ynzI2K4X#NIs7M0927m)VQ$SBH8KF?X1G}~{J|HBx34%!)smx#P zfPFTT0Eeiq2QWKeu{Q3SV4eVO0Bu8SxqzMYz5?M{c05moy;s<&gLgqy0E__)1x5g} zaRIahWugtn!pFtW3zAi}xCNMieY_ut46Fzy2Leaq0Zsr6;!ewb-_m%ev|z9)K+b_# zzyU#PNERf#3*rlXlmVOq)D5r%K-wTyAT;txu3uS#b9xBiMS5;lu&E}krpPZY1UAdc z#s;7@U`l|szzB&$wP1HJxU~9B0SRHibHKE<&?cZ2z(T;}V|$A|3+}+Pd@?~ zJ$O^K-95Hf2@ntLF~&SC0*wOf13f@^sOhqB#;3gLDcubZQxn?xN0TD}1iHk@h z^+RB49+FnYC(<|&vrZ!8>dx-4`eMXsng71aRyoM$F;EkJJ@nNJwa<1qx?fRvE0i*` z)D|}!Y_^qLvW2ikkz1VN@h?;?HH*^l8GPf930uGi@7pyv~=yjr*cWd**Z(`*F{Am$V$x`0{8+YL=ZDS5Z7# z#whE`ym3Z)b99 z*XlyQ`$+3QXO5^JXj3pDcF^|xvv1~=FlmDtXXYbf42|zp@?l0#6f1@PGb0|+l>! znErK}kJ6U0{a9rpr+T{DOnH{bCdS~F_OMIu$blbf@~jEJa!ct+D^FnQi8lJo3dzFY zRJJHf$llXRv9xvim8;-TqYyu>78%IzA9X9ozoWLz5}{>7TzY6@5I!anMMe5@O!f6M zCc4X4j`kEByi)}p?~D=L*@;rI>D{c)`>_{oRIO)CW8HGJ)@U%BQ47>9_%Gvj8S959 zViJ%l@0}VH2VE=Q;x|nt326SaJq}iCyy?sJ{hiK!?j0N9N(>>w(cfeNXNqzp;O3{~lG@BQe!~T>b+mhsuPN z?UfGE&GE}Rj;%?o_O0oJx(4xVWC<4Y#|s~&6jt8NL#Z79JRKcYq8s5G0@Z3HZx6W{ zm0B6bMrCx9a;H{Xg9z(Qeuk`Ll;4T7t`+a*U#WB)d}v;d`yo?&PAc_`kHnezJKuOA z0}(C#ONBwUC3g?=ZLX|myHd5JGu0bQ$bNh78VrK=2jR9?Q$YdBQ~`KMBE9Q&r9`6B z+-pqYvc#5H%{@fz2f0L3v$zYRc;@QXF53x_lH2vI_nq`nt;blAHNOw;Zc7f*q=|Lc zh)9ME3fG7!SIHGuqVZn}=jn&!kqo?+tr%sby=9==+s)=r*xY-wJ2#C;)L6$VA`SQD zKW6Wblf6_6LhtnYh}%m;H8j7rrRTllHD}8nH2*H-Yb}+zaM>`yw89sHeY3H4dreIVz^j zaV0b8?k6M)w=1DI!Yox6F*lk2ToZEiakJ9F+I2iSurl?haE&EamwQ&-eDQJ8WxeU# zMg#j%=hk49x-vYyb`#3w0wt#%U-Qu@ZIoH zY-r*Xqk-ez=J?}s>1D+q#L8Dg`kE^a|0v>23>zFKRHzDugXX+GbR3bit+_T3i887P z=qejH+>$I1?fvzSQLNhg8nLJ(p{z@!K~aV z!AKeYWgh%(i|dY^A~ScjC)@u%|MO`-=2vvX;f5?XieqbYTT`Sl_TBJpzQ!fOHp9;L z$hrKtWanK83mYn3;XEwL&EW=D4i>~5*q6bm*D8%_okvyXu}T{?P6Y&Ctkwm|{)m;G zI;tdpkv@}#?@euumOIoVzP%_;@hn!O%Gw#PYf?akX=Z?V`|aC_kqH;=pV>pyhzBYr zadfgxhEs+=NkaO)B$q4*I$QRT`Psyu$s-USNC_Y5n_uAGeptjdrx0tmZnjd*Jtk$p z*4U1zr98g$n{HBcPDWb1A_Ns8aN}aCQmQuQrN=JuHKKYI3ufxB(iuq_qvOtTa;&`0 zHi3ygADOE)5o#w?zW=|r`fk%U4E+Uuj?UGY`poFrQ@J$Es~-l<_PvWY?ti#eQ{>Ut zU$gT42kv%Wd;GB@H4$mfa~Dg?QN;>zIi_r3Mz6CAD_7d4- zH2HY?jWxM~%-L`5-VvVWwItaNAQt&8I33|CxJ=1i)*3#)%<-`PlS5L!$GVu5>tg5FkoRypo>C#9Q~AI_~^S9NKuNM{^+yJxByJHzgOO^u#! zi5#k!jiHr^9eFy+GuYHb(2)H~hVik`3$3>T*j&EPIWQ3Xjr- zNuPYt350%t4!ilQn z{XQ*Q{EWyt?84%Dg821`BL{8tsA_9_OYEoa1OJV}a>IJG4=&ATR#uL{b3JFzU#8d6 z1OoC!oQ>YrKEO{K8;~?xX#K4pQI|tgWZd%R*I-Ds5z+iD-oH
~Udg^p@ElA^>28ytM<>?IpaM;0JJ5qPe|8rS@w=|L!=3|berpfcR< zN7;@2LcBQ{d^{hn)f5cr3nEA2_RHys$a0ku%HbPoF6@Wy$l5Ey*M|4bilV~4J-Vye z_+EkPGu7wB{S1uhlx|J-3*R4W6*lxvtjNimWp|jpJCDb$_!&Pm!MMkBe_V;z-MeADUt3N>rC?G;# zy&S6t-}orAEs47jxnc-lf{%1W^m&9Fglt0ASLT--gyFt&fvHiY(GNX4%rl> zt&rbBeg(%mAf5g1RD?DP$`ROdgp?Q_P|U!_R#@`wqRpppo)6M6XvQnV4=o}0g)ANl z7D(G6@r4W-vP0PIgpEYlJcBJX*hquy43bbtC}9IWd9(@=L`eDJU3M-Q07imoAxVeI zC;LV6ST!Vm&<>t~EFca@1VVva2_@OI$%3^G7zfVQK_&~?E_8+?Bd}8qDPr+^sD&Ow z>Iu8aQ1tK$|F>bMt!&_B13Rq6?|N?;Fl7!t!xVFCQ3ERg}oe$s| zMu7VYw^U*86KHCNTaY|M1q$^FB*RdCLJN4nRx8wOz%|ID-8nrJBxdZ7hEZW>7;<6P ztZ+EG3mrfJkl}h4Mgu9(%poZdGHj?{kSuyoPcZAbK^v$EfOg31Mc@kN0g1#9h$%?H zPCAGa&gx0P&TkBPePwDX0#`s&s~rxz$CF~R#FJtXC==iPFE6Gck5$5d1^!C+q9MnyXB~ec_eW zX64%)7Ho=f5`PMPFbRJXM9m{a>E3MliSav*Tu2y>T_e)H{@`BU=}eK|*O;1FYE$;v zDb%EaE~efgiDduVjBADH^Gn`swxYFa?-QK$pu#lj2p1;z{^o|LXV-`0;eEX9Ig0HN<*iq>0bDqkXX9x-(LXY^o?L3QwcDL~mpqIZUj4Cst(Bb4*He zX6i*c`rfk?Ur8gS>>Mh-pW^U$VvJ_%`zz@hHMI@JZl-$;k|E*~d5okK)E-`i1+0Ss zIV_~}-V>307|xL~?%6)*5BFq0Oz0S1+-5uNi2v1vi*>XibEC(CAMfGL_p9&S54rWb z&q?JJVu>qltY1|ED^}i9RpKMCm&h5{Z3VivZW_&A3j0rVqi*P)ccz|!QMQCx7 zKacbuW60rD3>`lpI7}z77o}~h z-ORy+QWrbeCmCc+x^G{gcOTjO^vk0*%^TX5R|bQ`dvru!J*MI3n%=WbEB(1Kcbxe9 z@u>DMg&&)@XkAyb=kS-^l%}M-aO?ubKeAmS@!KW=%-0I=5EzN>r zzd}K%bS#6V^sR#o`QFn$k$cByx@!qtXpG=Wt*KCsxyM$FYsM9pImoxOL!DFO&)Coz zG}j4>NZD)OUW>?W`JNL?mXLEc&AcRKi{mX@Nf%P5Vx#gAA@e2 zwnMf9`cwo@nM0;^Ldd`e<8aGTa?bO6NL2bDUnic%^XNPxPVZb~iG7$QDwWMDNQ~!3 z?8=8V%R)SsoU?eAw(Iic0 zDp*^i^hnqHY?il3+=?-4j4;H-_Tj`9cmz%!E_jB@)~f*OU}o@|P-C;Qv%$?u01k|N z>};aEU}?kQS}8RJSjTWo1Kwi>!~py$)Y-7k0dN8Qi67QF_zn1EzyO?jc1{OqOIjT; zr-HRkKs~^-L+uZM1v9fMx+`e}JQURVHc@bh3#w)Kh=8mX3Vbwp9o_%Hn-FJ!4}iAd zS{4=-I2Qyy3957O$}DWGaebu^x1K^&09SkGNiGlr*b#VRsO;go2t1P#c%=Uh%akW* zJDS4efTl4g4kg12xTW&n(OYi0BwSUp`*RMJ-BSRheRR+tCGRVgSdp?4fp%{ zVU3yIY@B6Vy=ni+E$#oFV>}C@ydFe@SA`SJ%)mc@72w?AeGmaK1|vO!4^+H+_s-Q- zM@J_gKn-x8I!@Miy+Nv=4S0sY1yTa<3#W77+!ll-(8PZul*TzE*Y@@Gsi;InMQv|y z!#!SM0XR$rqV|6XufT`Hd=Ta!nn8#J)xlY6IAH{bzL}W=D(dU&jg5`_`}_T%t*E>t zOu>^f4%dL-Ko7u1fMC$8q_T?HP-SJMkB<*17eXmBGoVKh58>P#9Fc-<&^iNf9{4~= zOG`^cLrS;^5%|$pNK+?I;;*1;={T zFN(WTh~V;QqG_>}32AUfkO*Z2DRPfJqZ+OyJM(p-b1TJ@p&x>Tgs z8#v#${Ibra9KrWi{XtRO|GRN*{5^N3C~n-&K)UVv&JDjuD4$wMr=4q?)&|#hG5Y9V ze7mq=R1QUSin&F`)J%`*55E8D z{dQjct|ZWxu%9y+NyNCGhbbZ!yk?bVFCUnFP*i2?%(X?*E?7vN67yQ)>@N2;@RwNJ(!#=#5UvIazJ&J#$_dUO$<^2ydpUEq*e4g!yQn|jf zBCKs74Iv!6TVBjoBV1qrxz)hifl`yuWQz(T4gXgGaTyOUrL!>G-%HZ`_0f;VQD1Yx_Bd?WJ0tIJNzoc ze4Up!$M~-*hv%3I{th3RvbaElKXsm6`rSoaw9>*eEy7*PCLf=zCZpSqUKa30%g6CC zF1`FZqtSu`kyJLaxfq1cDES zTr#maZt+B`t_NPj*XZ_dNI$_EWo#fFPN5c>ZeC80kP1Rpr}g&)(lPT#azp+aOb;J^&V5bw z%Z9b#==S;CXsnrd<~0e%FIYD}41Ir5ok=8$muyDpOi{@kk#LgKJwJ3QQgu0HG~<8E z;u->lM{;eV$gC&N$sS!4G~um>>xStuY$WeoW|U2PLH`WZ5}Q$H5*LU?Fg5z?Xh4YW zU?k!ySu!_Q#z_m0Tt}I$o;jAV*RB3w$D#G^iT_QjV^OjiZF*QM7=%j5v6d`&{w7B{i(7+Q{1MCcEdKH)h2pWfl(EFJ(%zQTY2lh5Uwg`Zw0O~~?Gv5W z+F+*;(BS4gaAGM%)iTer?csEjY55j4O$6!Y@F)Ih$`7kgJ?jwrq#nt7eoDfz>3C~H zzZ5eIDdkwu&ClSQFV|LHzD2+LT2++s)?I7Mk?82mCwYc;Jg5Vyg5x(;@_4peFU)-> zg~-1g*8!)9u`g^Smuc*CNN%6qW9r-^%adiZjbV-Kge&L$#d*53&GD~=118#z*jRQ~ zeB?EM+HZDWh+odE1V0FEe~uqKRRr6G0j-x}ra=+Ms!9Lq27iy5+1 zQtRnOO?RdFs?58MRH(i8hxH%Opj@o)(Dq$TjLwd>e=MpA^+c_cJB?9cA?PC#vAq zyQWvk&jT%s-P_Ej5bar+WoZw;fBZL0cTt#b_{~iCYe{Un)bp#NER}*aO_c96%G>xe z;b)`{w$)qf?B0r>C5jK{ZanN}m9wp9+|7Db)ivIOh#5RM_fdc0HL`e&$TrGWBY%F| zjFX6dIHpQyLX5E@_G4ixqm!`3qNz_pA0^YD2I1htPEkLFD;~BFT?py)B9Gs#RLE2g z9V^4^m4|yP>WQ{DOukgm>q*{|Xbcy9ra^U)m0xL2LwnIf`zDV`j6fgt;!i%AQ#o^F z`cM!dd_9Z1QGcxNRs7gQ59X~KJUHcIhyo9y%fhF>aGZu#QU5ALRcKKmI;}MSkEO2w ztLk~)r@K4l(y4@iw19L;D}ppgOSedOhkzi`4blimcQ=A`Nh3;$#eY7(@89P;8K#It${&LOzW(9Id+w( zz)l}~&h3OEm*%jlEY1lm0fWK<$_&jY=dRQ~t7)01YS@J_bMlfCX06YrHV9h;&o4egapt9AQyExW|BaAoK?bq!t#9jg8d+OLzf9 z0`!CfCT@rd>A9KfTW~1=vU3e@&UkZWu>O3=JD|{;AL3&4~{foGcXni<$WL^DE-(Dg1G<%!C{8T zQ^I)9PTu_dJTEUVCnslre?JfgfYaedxaEH_D+g$Sn&ks=m6A>P**UZ9>}(Ub0we=~ zD4-_*TSNXH*bI;vj9xoHbPbRaa2~eFfd35rUqZOn7!0NVAEJeBg7}xSv$Lrf ztVM>{*Q?qzfLh?T1Ni}D3qU}(Jb+(r`OIv+y}fdBa$8$l5a<+;0A!dn4Q>M%8(<;e zc~wabh@(Aw22z`vnjjqym|MuMc_iTo9Sdqj^~px|I=|x+6Dr(nY~C)-$cTXNSzO-h zyaWq_GXQk~Xam0kYzm`A*Hy(FK7-L7+ZpP*LUQc(_BI$sOH1qG;vyB6MT1$O-9VK9 z^ar#F&>1i!cn4t7Ai$AeGWY_R9?%71=#Z$Xrw26xWKNs}Bn@K^3c&#<_rW1ZhgJV@ z84xE>Akbk@H=t5TXKvjte)kS;3FH@G@fcKwmF8d^=p(am7cedichCt&F^nz%`|yCkMX2RfT^hJ+C7bp2TNRMk3*#5k zylb|qWMpKLl9E7aK+I6GV6zeGg5++fu5+gVY8>3n0o~x1kK3iSTa{&-wG|Z#3JMUM zhT>o^aDc#F1ZOT6NF_Bjwbay97;XRAe5nzh!~6H|Lm?QvsnDa~lfVb?IiVwfHi7{f z@~l*r^+j~HpcR=wEb!DAo&0ukHs zTu3il*XDm_eDu5T)G0l;p1H&4s^M(yL^*HabAOP`Gl#TW@a@{**0(TDCd-}n{3=v5 zgDI5I*OpRjiCbo2ej)5_I_nXoLe2@$$Vtu6_G(ep6hfAM6;AA}Mq7=6wiFR+ z`i{%kLvuACEVr)DP1SEwRZwn85Y_1Q*A~zCOW(8ApbaZ)FS{?gBKr)K$x*AZ^~p^5 z_WDI1Gi~TlKM^;GFW$qh;MO=`V9q$RXeO2W{2Dd5vfu|w7#A9T5qG90XBV2;#gao& zyr8hmn=;vsc#+&Js6V0aVr<Em-OXMdvVvrKM7hi*NfymoVY;< zoe<8y4Hk-{QuBU7lPp6vX2@RYv!k2*>*Gk1$r$@heiF#zop-#F>u}c0DD)p_Jo6>3 zMDoAu5%xS$M4|rvj?L8{+h>vy>PQb(@3_+=(RZZ=NTn;~kA;dms$H?ui9ALON%bgj z?&zJqP!He?qT~J|y;A#qM<%#3G%9L#ki>5h?K|c8KXX}fm)^1|j!!*e#pt09_i-N4 zhU_{0u%iAPyy)|&Tv&CecC~5H`#qN2rwE#kdr~OG&L1-9u{jkT&h3;F2lE*S5x<}+ zvC;;d-4M-E)SN7=$vG@octaA?;r*xD6H|WatZnXf)y`q3_5vyjGe=$ax3aE0E^|h; zOTK=(JLT_!+wKJ8SuOnw5{#~`byg|giSokUV^k%7KA;vg>ifBu@I!_%W-W1>M(#`} z0z3MWs(fLz+%gEUT`7>eQ2VvGo0-UK4Z|vEFB4a0PCmfOYd>B;@!JBu=pNZWm(kx? zjX{_ZztrB2wfq@>>q7L$Xu~Mr6X7oEnd+BxQA00()QqVQ3pt;);McW$P~Qxp)r~*j zE6$y&8OG?965CmP>Uw|nQun)S+0m2ghmfUNbc}TX!%LWQ?_6wfiH*pmqBWLb52ImnmgUh-37Et!1%kRm>t!IR^XAeLNA} zIVpSAs0=l9W2(a{0r3&}1h22b*0b}>|H^nGE6^`U{l?>NnX6}e5-i@Q=~!L!Q_D~g z;isbin54ni9Fb1+F%|V+Id8~9&*wgHGIM{SI#;Yyb`SC5J(c<~Qn}k)Ly#a=r}l^Rz_hgGM+DHuvWs^2>kqs1S3enWUh z@p*Mk@m6lEI>HHmC^6K9tvmMO+5#i+$)_fJy4*g~H2>TL?;Vb<{9@Hd0}U0m?|jWw z^~SpQi#Ee#pUV&n47RnEk)ZY83_g8hF@imlEbH6b6z^jycyDAENu-9@(l9x;zDtvq z>YXcM=#c!U1}CpAL#}LbNy=WDd`=5(N*e79Di7Xx1v*;fc|46EzRwj*VYiF(UNhfru34)THwqZl_yiSnB#kCGOjDhb*|?V5g2+O)L0PVB<{Ook~rnaUYgTIj@V`=-~v znLF9PSLt1>FzW@53L4Rtzq2~R_qZrKosJ9Z$E*xjr68yA39(&4Y<^)18b!hF{Mh#E zAOQyVY^v5m3pOp8?A$Jl^0~zr#CEJx?A>B&2LeG`bn02rz@fp9=kkoB?Xl=8Mvo7B zYq~0&+?kp2emH9N+e|U(a}w>AC`OFye=OCB^O{uD#6m8m-C?@GIm*f_!{yYxk5M<8 zPvl24V}B`bv31R#-xMBeYp>jAQun6L;)0?+e(zPW)5Ct(xj#gfgLE}SYCmbCu1#bT zUnwO%ye>#1;5|foVa)1cp(XjN)BV}U6Rb`i65o#W?_+GLWfVLieP727(auHtaq5QY zigSN4bm080xmTZ~7%5uJ(wwH2oOQY%D^Q`nV)K#P5{Vc?Zj(1?da0go(geAH&uxv> z;PL^w#LLW2rt=anEzG(`hd=rcX~u>E=5XNd(>NkS;VJ5zdte_D=`*Aa*@hkBO=Rr ze|@)Z3!DjL6Y4@#HDRPanpS}SlarHI0B8Zu0a}D4NmzmR)Ei=^SK^;6etOy%&@R9 zJ3BiF2LK@pUjbMJwjKN!I0q*Ipe*p(;N`$lMyMRTE@fq9V6$Pf4=6S}JIler0Z277 zGt=DM9JpQBMF#vf2u3O@DgvAYP!ILS4uc=6d~$L!H8lllL9IYu1HgtA zf8d1x{s#YmWq5d4OiT>w_XOe_0wk<}s*8$>tgNgckP3J;BO@bv0Gz-7(s+Grz@Hi% z90WfLfVuoL2#i1kmx~_+u(3f3Clm)n4a;T0lSA}BzU<>ZQY`$?jjuCx!9uj{OTvZUkOvADtyWBB&n_4O} z_MZ~DX}q^pizr#WYuWWrW`HT#JN-3^R4A=(T5qO8K0|YD+e+i`&6joRO5|5BeoJ0R z7KOP7drs_YCTWg`Vi5g$qrqjPSaqK(PQtk5}j4>YI3a5$ckQGvSTI5s~ z;tJ6Auhmk|p<8jW4(0R278?6VF3h*TP9%1%>s%gf8Sb?pyZ?uGL`K(kd4lOHl9h-b z%1?YFjDtNYhSAc$_{`obg9C<@PG1*YL#oyu4#7{_G`Azacfbg2OSsP58xxC)vuVy+~tX9U!JXVT_qR1C;W@fWd7qt#v}An9PilQMn$hbUr{Xw zpqt+!+B$_x_E8P~5LK1Pyi)WJcG&zgqEIs^Gm<1CQ2c`T55GXfwDU|#qjcN0YH4j}*LQ?HZ%vl39y^ZK z>0~q?+tAvp^Zd~|WKMhec5){*fM21ZZ})8Kr2Lq0z8FWKEZ6sGY=wox#nYev4hRK) z{je>jbeME7yPqcbz~1NnvK*5J+C56ud1slK!DiJT!p%>p^z`vB$?q~J8kL~|FiV##rX_pXJB>uI&48 z2y#A?+#|erp)@Rm5mAu1y1LTS(^FAV5tIh*5Z=eYZiS2s7ZtV6OwyQ1~CB?GVj|Rp=lL*i>Me*m)wlp|Jl4m}G%_0yYI! z%|p}_wkUuN1|VNT%?j4z17GXK%E4|A6qc%mQ2>13xiiCD<3L$yDbnl%=Q_^77y`5A z1GTJY?C|C(D0{aRxEzCqPA;V1h-%ckmiHlrbUH0zI$IR43OjnKV zf3X?Nq^h)>KiW_hfw>#>VgTv~m{71Tuy|k*SP%s?5RV|=|8_apJv(aOo=TXjGw)AR z?}&ioSx;itV(a0LQ|FN!wBjdnZ9!1Q#0#XM?X%p7u#f7 zU*neZ`aZx)*202@sntb|Ne*bct^asppM zg%p(*5LO3V^}o13v=M3M%-5MQ{ZCjI2gTqkvw~HTet88l^oGct~g2;@| zEnmMM)vgc2k~C-pbO(OvbLfcBsR~d5PRJ_Ehxe91Z-br$(Pm#T7)G&yac^?4OljTS zkf=gI5lU_k%T5C(iIOuBS{NTs$Qf1-F#=EKQQ&_YrP*K+1@T8x z4dA7f`&uJoDlTNP?VWHEKQgVrf9^6|_~eu8!{;`|tNT1&*Qf6g%)_XreI2 zsET7qP#M!B!!3<@i(%{HeXRRSZ}ss3R_ir)<$4PVM8#dQ;5kK#$3GG_O|WXDWz)7N z29p+9sP~%?X7w`{N*;&t{BMHQbV5R3S+4|8DNmW^3=Li+dmIPGSM^Mf3zp+@wGra? zBLC7_kap)CCndFwM4^dyD8FkXwcmgv@C3&*HL%Hyvy4HXJGk;W#}Jh}<6s_zlqCh% z@4&0_8r3Ey0me{y6cn-@e9UY`0|tSik#MxEkp?C?i|2QLSKiWaBAwqL2@V8Spqq61 zo6BHihW;{(A@JUeQIM<|)?Fm~L*7{~;?*#I)WJL9;gVWXcd*yInl-jU^s+PQAIGC} zi@9Oe<-8}F1SdUqWd|%)E*9<_!44F%|7z|Rdo~rzzacHoP_nkn(*u~ek{dtX|48-b&c`Fw+Vxhcf8uXUf(OCQ>n?#}q#ZFvS zoH~i)*AMkKNT1*jP_v{}wiXQ_W_=HKyzsZl7wb_IX-=jhn(;PgE4-)^3dIZ1-%U_x zY{%NImOhdDrJ)lNHd~}v;O4yb^5Bt1-WfxqB2M4%^H?;#uw|Q}WDB0ZU1?9r$t>OG zn5zvGT_3-+IPlr)EkXJGK0k+AkzwOTxx8HYT53Y8_zxppP6Smn3u$K$jps-2&m1Y+ zLWETXvQAt00@6xnZAF*!v$Q%Q&I$Hz8pR*!T+yb-Hr?{K4<@MJ3{74OHkJygV{f70c|sCO@LlxZ#$zBI`J=zY_d}~*K{4xbc&&0B3Ej1I;WQ(_- zy72?1R>t}kvS|0kqZFRtA|KzwX(-GgHcKr^iQ7-UJBk3k+wN2ZB$lS9(2JXLsIL)2qwEkhGT*P&u!l42FfhnNOW2a{5S zT6pLyo=mWvdzK9mdE>teTxX@5u=7lOHAfat%Sx2$-%(axC4BC78k#Cd*|hiBZ3RO{ zTDCrPF^1>gG|yG(?-5dz&GCBw%|4bTKMwt;e~iN&e=N+?Oy+BOCgw%3d3&(Z^L7XL zF-3*`RWV^j@tUWC}*oaJk)z(YFH{(E(*;1Ot=Ow~?q!J!k1j<&7x#dtJ! zuVS3#H@X#OrUdz4oOm+R22BZD;z;9tcmcB9xU+b;u`ewf;NN8t@lGBV;eS{XPlMWa z(K$fLN!ZU{aC6`Myl=yV!{kro!|b07mhXR;)Qh<|QynoK;MM;Q+s*EHiM@Ltk5%b} zXOOg&C2C*q&wNGZMMK>&st0+ZyG%!_3+cUmydBlh7&L(l^PmEBrE!yUW$r?0R;u1D zvs=V0^1JxQz3_6cArM!w4mDMhFCK9XoCxHN=xPKW4Uk+b5y*DVi`0ZL-@ff@+My2oIf5gHSRl z5A%B`_5dgcFb@N+GbR$eD(OKd<# z*-xZ#EPHU70GN&oTU zs!QX@Er!XtZ2Fx_I8JQHa2P;CzfAOrcEfV_Y$NSv$3EP;s{=1sseAToBg2Bd-_ zFjvAytw)y<&2bO`wuJ@*w0SjA0+oGO8-g}~e$Yad_OPjg)i@9gEd#{? z_Pk$e=Wp}?1=+y}Q2c3+_(y+`0@c8Ufv=xu4%euwte~w>5}LJo`c)9r%A&;xLQoj^Z8D^NX1gXTgb0N6q6N1-n0Bfw73M!TW=jh;z! z^|?zO&^aI!Mh2V%AcF3P0rX)Fs^x2Nhs)#@7GOSLc_5k_I}FwXMZf^ilBUfu=nm7q z6u1&T4dUT{v1VTwD{v0xgnqCadJ6)fPoOw-ASecvve!D5t@go~109r2K~uN@g9a=F zz%O~e5k>2)GPV0YXAUVJI#hZwoeg!4L%m4E+tA2U>tF z;akA+>^$%Z!~@>@-~E8xpZ3IqSpmd8hv5xohFf54kH8ripQXkTx(zxX8VYv!2nY~x zAP7l=)H3BwUbgeGLQZ1;ACh>K6}N0-!s=MDQIR zj79jYVH98#U=IaB?fBU`kSWy?00RUB!A0nEXv@mUt~PuDDnb9krMva6079XV-*^%9 zk^N8>6m=iX13h47*a+GJgAe=+K(cTGBN)IhNPr}p+})D&?1m7@zEb{NrDm}0-g>SdJu{ik%u0G zYua5gP&X+3KQ{tOLdUmn!?Rej(gVYO|N9AyzW-?sj|~iEFg?@*Zwpvo0v!co25bo) z1!xY^;Y9{A;9&u&pdhrub2J~+1RKF)2D!(u)EKmbkMLxI3gDE$ThF8~1r&!`z=mKS zusbLKZ#NJEb^|Lxbs!TS9C*`!M+f6OZX|vTh*U_FhA&_cL_lNiz+*TA4-bq=uqGG; zR)VL(at#GoodQdC{cGR_1dmg6Ke!%1R>CC>8v{6Tgla*HowL9u@I;|7u%VzWsCO5d z3d088vSIBJU3uVQ$-`I%8;!6r&YLMBFu*JM*v#<&usF#w%pyzFOH#L_gl9-_dE?-ge@tKtdXqo{bGdkjbmF zJt3$|bCMvjEIkj%i)nl{e%7&x=EQf(x%#V)uO7W?IA(qa@gR&UnNU@uxLYA zqn3SAAm?^ylqsH!SJ^^C66%}0OdHrSNKV;I+NY!`|<4k`$s++g!FyUUSZZ@a=H{YoGH$Kj? zM>vCaSO(+^L-d&#{+9Msa#KTE^NjEu2iUXv)(PT*of%sk}|wfKXe zhzx@m5#f8>@V90h3%?R9YafsFX?>#=SKu40HArg3d(+}>)4bJ#qo0Qe=6U{`@u0>} z(19zf(9SRTP6hhXw)tPN0_|{`c%?1V!hefbt@`NhFY;{<;)4g@Xj8>jy3uU;lCn9u zj)Z0vhR{h-9FZRzG&JzucBbdw2}kI>nf6$TwwJO@ejojtL+ynvu463WFHTEJOWa-Q zp-(*Fj-q8;6DVe-mt920lL*>>AO6Yz*s43$v~#VUbZ?*t<*E6GZ0>u zJpQ9&T4@C+|emPb1 z$M(SbrlUx5rmuT`aq!6v({El&j7kT(F-N|X4R`arY+MqY<>d85X`CWtsjpF2<`tm? zp}UEaNrN)EZ8 z?Zp{4^Qqa-eCWq%i|!$0a*1glNA3`f)p81jzId!(a~McSkUoi-lpx>zI_P?fna3WD zx;oZ=Tw${OfbG}Wzq-|6PJI00r6HSdDNiyn?a%~A<_@C^WD5tRZhzmA&c&d6nZ$$V z81J$oNdFUw9Y;pCxJIx3C)S^1p6lB{yVQ<5hSj$pY*mA&Ty5<>GpI8qm%Y@*pgxKt z`%yPR?lG3Ia=zK!=ICF3FA_1@AH?{n;;y04PgARD8EdELx;s?Uo*Og_;%J!-xxBj% z6WHAgn8tX*vX*Ya) zl~UT4qCqavUn7N1Y}t4E%UUbr)30*uFzyxn@jqEze3Imr3t7X5I6>YAc>B}$?xts` zF1tKxsqokP)$_+72&$;p(h3HmIvo4sJ_O8c|cztjUmk6IF z-URoXZne7$A#+>qs2@MS|NWAPAm7bO=FLLyPH^nmNEhzQI9?xzZ&Q{X2LB!tsdi1N z_62H+QqGaFoFNiq^ds&YU7FR?-9TJHmyj z`*QqK=3<%xrT)WzwZOer&-9?W7I^S37^}{Gyr7?e@E~lCd~a2AhRT4# zCj1ZAl2e0*s+*Kdcz2kP*R^jBOEsG#Zt5JaR-?^cBwYyJ^SaWL8n^C?;}IJ4Ztk&9 zqk=<45n-Y_mh*3fLdF~>@uYn-htczbJhl$4J%ha+r9Vuo#D8vih(=W=FC>g9nEB}71dz0`|ex23T&Do|nkNOshE6!+)EC+9r(|`Wem~(=}X%jjs z+(g$B224Ht2@AUyj2Q2E1-^-u&iLGXv5KDcl>ej}Lh#BtCT;nVNjVP9A<6fMR$k;d ziphsun&Pf5q(0T}rP@7=QM$Z0btMS`H=0bD+9)NJaD0o^(89En#>#wSWw8iPG?oov-gMfNQC*p=O;=vJ}rBZq&z;g9%L8gZ8d_twL@ zSDSVB)k6>bnc=N{rN#X*F3=CZ=+C~U_ZJC2GnrpW2wa+~lx+*qtrWB+{km{hyJabH8mzeDy%E z43$rc+4nz{qru-ReUEFMv_XA;Rbn5d-VzOW9!|;Pd^>F=ZdUpb(JW3gk2fs&igqT*TvIRnAzHWv7jV5^H@F@y8CQI z&yF?ssq9hO&-u=m*k@+cEzw8~lDsZ&kbgaE4`snTDUCSm2|a&JH7_c{AD%#hm4ZN> zh~T|ck2QL4)-n}S#Ar6=98#MYzDR~TbWcr{%U3cOOJL?((?*Kthl$~(Z%7@oGl46VhUkT#`cJ$Ks? zwQ`O7tI9#OYZM;Js6IOROtV)q0cp11%?inX>e!dLu)L5hn#4^RR#(NJGGg^0v1Af9 zU_{_x5mK_8w|750<)cHbWt$=KJHzl+3g+4OjryxN&m&Hd#VUQnQ|B$`eblu3dC2`; z3=&ab+4M{uN3%EXBeotdl;A}7G8PHaQUd1Zn?q@a#Z)urclUO^>Xm6*Xcq0w!c?Z5 zEc{)1?qg)1Y1414$v$VN!C#!tOeFPZpfgW2d!Apei$1E%Dir)AOoTF@{k6m0P3HWk zVhg8_+uIKY*H-9Xh?jgYx;~F6iN zVUShu*yns!54SSXG78lAp=>H>U>owbiso;+Pj6`g1Y*`g#8P8{vk!q9F8Yg zFIYymdU9?oekt=~|5|i5lek*p)T@1lKqbmxx2{5{Nng-=vxknjw{SL$ql&Q=YJPht z!A^8i=l!J}yA4lZ&{CL^+c21y&X#b)vt}kBIb)$5;o6bdhFzC?%B-t074@K0tQqwI z8ABN3)M&lzr?kK5)b=eH_r8W4*OEA_HRi-PXMZ3nQq=6l^it7sK_BMKbY&KGsnjG0 z@*lIn7I2$=sb6UQJ%N=uAVn?n%{~o^dvqne$iK=F+cwIVl(1qc z7oA#1ZZ4*z5qMYyAG7UTViGXeCWUwXy~GTVs=-0}Dj0^;@aVr4G~jy$!%tJBf~N+a zB)E$!CklG*|0P*MbPCqd!vP7Ua6rBU&=vo?0w+L%fU^f)wE=jRz(as@2mUnt1%Eo| z%_7_n36rp-9~?PH2=_s*BeSf~N_5Rpr_M)CQg*Q~>TB_|`VyvHy=*0G=Rh$4{{shT1H=M+ z1q=cF1zXC?%dfAm|JT(JQdNNPEbKuB^5SM|p`HIn>1?XChl95dy#?G4FkN@5ZJ-x{ z3jnqUT8&lm4B87{0fPY7fdYVz0df=?0}{Yq-Mh2neh$BnlRLe%1yu?@Qb$-6BE$J*Nqu4Fd@MJ zLgiMVH`D-kg1NxPK;A-BbYNfrC|QWh!%8YCO&IMkz#zi_!sU=WASfuP1tUim{^_ei z1_Q)q;kP#+>Ip$%_z@_`l$JNtaEDMfi|h1lxmPa7F(Y$W0Ff4Pa%PiHQm1 zJc9|qA}}Vw5b$)tg91+@6o=B#GZ3eT#Q<=CX(09sCh_z0gSBE%7?Mt496%}zeEgps zAO;&cO%JT|+}7w4ij`D4Z=hibT~+6qR%%2tkB{ z86tz=;J=rKJ}>p(X8v+WL6Opstf`NTMk!+xio_Rxd6WFJ3z@IaLxR->GPp9!2bnOeX}kFkX5T9%JS%u0 zv@B{Ffs<@f&aQ|P)v{*4L3XHjoPqgn1@Qr&iMpq3+{vLr{hI1k;z4I>d^vhFSrq!e zRHT$~JN`MPP61Z=xp7>fPUF=TIYz%q#V7yFS$dp~Xg;mGb@Fw{k-In8#U`Z{l}npf z&y(l9O+CRF@M(8=PfeUwjO#B+p%*PRWbBVGFPArQze!u^X>2xDX^jag0p9TPaj^R-qET~u!^R8eQq-@pD|#5q@=AB9&nQO(n# zS5N9QsdfUXM7>FqS+e2;sKt~%ad~=0e3VnCAHT=Ir8GS1GGH8J%fr#T(W$VLQS;4w z;SHU6V^+#_=W#AWt=crQSQ~kw9_zZo4^8x0oUoc^j(RWq{A$BqzcAvEyXF@j#}d;N zF=r|rw~Ls0$PRnE2cs6m?qYu;(glP}1e?qi0(DlhXPC3v8dZ$?H{i?>CrN$vGxuMr6i{913%`S-7x8TDxe3zyz0NMHvj)lob=DC>`~&4a{NKYv--Ac1 zWx6WZw0Y;SitJB^x`%iB<$}Hms*cX#3ivcLVTFt^cu%kSa6i`|DR1uoHPxE-_0>74 zWs#=Ba`!8Xq^6DhNSteKr9D12?q4DPOtX|^J${U%k7*w|eh9nrZd$EF%Z#p!3o;aJ ze`~B}5*OMgW0@owZ@b4yN^Wd({kNghIMIV}mOh4~!+VuV@MJm@+ay&^U&4G0J9Kk& z!!i)#hKR$MG5haY*n4iecAT3BKC4u|)`=qCGFM_l^#iNg{F`Ju#`I%S3+we-1lfpX z6oCgggPOgD9iBE0OC6i>p?VzBK`q$4+z!%tF8!-D)nXLX2R1nZZf76(gboqic3aK< zctKR`iE-*e`{+C`yxv}vg-%5H##NuFY9}as>l%EWMdz|SvKnL`od3sycjRa7QG>^r zV>P9vrnrXb?^Db)xek1T4uOy`L0*cyuL3#^RMrx-?-UFa>#RfF%d~0b$D`$?-eFq3 zmp0wS`!!(4Tqj??VEv{&iF~nvT2de5P7S3Sm z477C{a@oM3MnBe}Lrg?9;>APp&%9F+W~o$u<`b$`1}2G;F-W?BK3T_&l?H4M$(O7f ziO3_|=cdd;YsE`d;U%kIag`CLpCr%lX&bCaIWB(&X3t0}q>r(1j@U3+Ooy^Ml4jXW z5%0&LklrCj_2(-4{EJJ$`DVl=_I(DpVnh1pq%-k^+RBer`4 z9_Ym$UB6NLS%)dr#QgGb30Z9lOL>bN3AQq#3FMs7HIrODddFOsxc_>XD?sLxMX*^_ zkYtp$>i!q)GOmbkcS~&2nm@^aD7f3qax<*sg==^rx+zA*Q(JU3rsZS@SX zKu0f$yGEwkHSHU`;KhD)t5bw3$LX!J%DG6IL0NM>rznRNX7^9~t8pdmcO!;T@@f*# zR7&>4MY6(Qq?VU2lz%z3$XVc4H^ucC{oPA^5IV%<^uRHL`;^@-Jb1{JC<)IxMKJUA zx3b|KfBG*!6RRXsMU}jSHJHp9=05a!+mk*mISP|dWq9~Tuf`>SZrzCdZV~Sg(ig%F zO{B%II{r)F3K2VXpIjf2oK`xZ)#4ghDe`ER8#*tB6vVbLi2d}KwCl!HeM{HQd9tp} zL5ElMPU&< z&g*Q|RZL6T?QDD$mILqTxx9t8AAG*c;znV6tn0F4xrR)@lz4OJG}22gOqXu;o`E%8 zi-@RftSa-X1|3zo@sD#v4+MJAbsjy{N(_67nj#k)_B=Ms(M*QIvqBW5XO``^sv(}- z{oHv}q1{g+RD`D4iphF3t~H&YBD_n zU+1NKg8Ajv-h|7c2U%Afvf+fq>}y{lQ*U496>z8x6WRNp*l!&FMWM13{YH5ig}E#q zPu2IfJGGKyXkfvs{8sy`kS42xW0S~G2Imk}=fz0JJOfUHlWmQkWp$KVDYdnD<{$TS zl^RMHO)eI`)~VuX@u91wob{IKL80I~t z{veyk`abEOJZ-Shr}<&jU>-Y#moeKr3gThq0jTT38C4o5dzNlzgnF-)A~$dYL;p2O zH(|IDzf}3)jFgGeeHy=A?4al=o0e|*`0SeVDkO1PgqGciHxhmksM7%}N$nCPMZv6m zBPg>{vU25z$#T{a$%(F+yPb^isqq(73*I{R61AGu;k`Yu<{ z2!Rdr6BQL+A1Ht@NFP6;h8cpJ5SPd$@Pv~uObLBDW+K0S}H z7bz;&b8xdU|GTz^@Z)3lGBThU+SQMFvW#aU<6yDSp7cnYxBKF2q5g58U(h zXpBa%!Ojo-n1G;y-IsQB(m`l~@Jn=&h_-tH3-4%<+fT_tc;|yEhN7pw)K*zo;8QF* zGa&?nD{sCy3Z{9zv>{QsxM>{QGZ(KQI<2(m{Mq#~JAV{P%udAlcm_J^VWI zutB%{ys!Qv`8sN)JHma8@e4dZGLp}*Bqx$>ww?6YYon6JNii;wgQeC|f9*?zP+&$o zD|lxRGp5GlUMZxx>0-+fAr)e5fLj8NBzRY_WLHvB5;9a^3nob(9vOFM^qO*zao()$|XXOp@b?Dk%q!n#kBE;0($jIq;y>-mnqUtec@>sPos7$9r6N?Wzh5cEd>W0RPx^H(( ze6u)-av(stNTonL6Tz4?m-$MuJ=fSRWaCu1D#C)igoaEpe}k|vM`Z}Yrcjj-m0EYo zYI*Zpg!1V-LV+nFbt#kP{2CNY0j?zc1VwpG!uIs@_F#Ik*4?y55(brz{m#VwR;sb} z(}Yiqc~*v=t~@Jx6NRdg+4KF)xCkV52ujV%um1jEZ>TfJ->F$G&4>}WyMBW}-C0PR z5;OAj)+Q!@+f zxq7~~zuyn3>{yFDBe=n+f4{Zh80n7m0CUU9*@6GgtHhw7Nu}m}U18lOT86%GicGW~ zVe~--U*eyO|3IW~%;<=fcRY?yAJ-Ml`JABBB<_KL6|Kd2Z2>pZG$ys(tls0l!iva! zzxod-&z*#3ktNWP$WV^5va(=zwB_aHqoX6B2Uu8GUcGu%S63Gt91Isfe`Y~wVKA>@ zvpu_N+90S_3^GU0yd$6(WE8n{D7ZYOS_1;6an| z`}XbkX}i3Z#AJc(+qMFZ5f?h;wum+vt1?Nrncp{QNdzN? zig&auUQ9G<$s3e5lm17`A8ie{IDerUW<13l>@j6Qguf|#xiM}sS7vcIMA+G~ zWJHy9HHUj@>^jtHt06jC8%10j8JMzjQAlq+ENK;Ud3;cnNj>|KF^B)Q<(-$*b5~{W z7Dc6}gnqr)?wvJ_aFnj#{Jk`NQy z@(B=omy?}6RCny!@^;+%`DX$;5h{LjG-BduyGCuUG>_+oRr(e4Z})D1f3j;V=jP&a zSgzKuc>MS=(3Bp}AJ|MG;e>681hlPwG`fcouFG|D=?iZ(YHDg1x;@vHv@~+6a7SU- zitW|9YLRxHCRRxIS04(TFkqL+xpZ@FeVdoROH5h{7(RPu^EQ54gqgXZsEBp){I;|D z==#;+*?q85wMJtIIX-+Vbh!@_{=JHnwf!mjibi zJPgCCg^>}J#%GsjXWq(6O2xAWGczRU=wUph#KgNhJ7eb(ldw>zZFM39lTepSC~I7! zWY(_n7rc%)dojUE*G0C^*wu+h=>w>a^&UW!0(RRo14tNmSFdu~Xn(^$>|lGFnI;Y;sLN7- zbMyx^E+;1kk|^m!7M+^0h&0RQa&qpxpQI!qF<%x=Qkt`C1hScihDMDI8ft4})5Ygt zmXw;>(9p1Rek0<%v9Yt0%J?XpfL=^6OPzy^iwtL5q{)#sO77q7i+bwx(W-g7Rj1Fg zf;93nGSj&-kJhiHq@;xD=(1m}NAxnP&q_;6zglOO4$NJ0kj1>Sqkbn8yd{pQ3Gy}PcW1=Aw$G;VKU$`sBT-#a&` z(x;}*oadT6Ke`+-uQjjD(64xxnHkh=s$b!;?nO6f@bsy}^691T=&p8=_TPZc+lR;~ zXztJdA4yjM71j6ri3OIF77%6WZlnd4l2oKSm+l7XrF-d=2I+1=X%-3T?oL5T0pvH+?hM`nTZSusW{PRAr%!7!48)ukJVc6R8+)HQ|dnV+wf)})~lKW zpr*&25xu6s<|srec+)peskGA&_59(u^PP;0yQ}N3kKG@;jo~0{V0vQ{GuQ|$KhZ?? zpFO<7!`u-L^!5Go^df#JK0f~8Yh=G!-ocWCAke#UT~-!lg=P#KUNmP1@T0oAdWkwK zCgzY+o8Lx8c(|pFjZNFiAAgCwgT&z-@gEhb?>-k76ij*=RcM+wEG{`<_FtUeo;(Cv zSnT}0y9p_z&wQ zJ+?F@rWE0XmDaVXDc235gq?SvQwGhu&qo21nozB3uJXTOrz-7veHrZS1vX48%FA6u zKfQP{bJVQM0gSv<9U#l8E!0eyfnoQL|GsbD=$=hB0cL2x#*XmB&M#An^by#~S^DtK zmhk$?_4+Ltt@OaI7Ol|^HEXXuDJr7N7`0px1SF1wpaxso(-W{zo?PpztHXEh#D4&U3RAzU(EKg_ zZRHH!yZMAVy4U!{tUp3HA!C#g2j~0wEx^9OJP}Ye(ADMOB*4Gd#euv9TQI=XIz&79l~Sn?X&#EM_I4KX*fpo;v4hi-lR%oP9v(w=^}hao;N3O?RD|F$t0v#P zXOaC6Uqyt4_kE4)O;M8+fDr>iaCeu1kug3lu7{_3=BPmJ@W~_u4TER#>$&JBE+`rv zUfk2S_;`GPV<3p=XxkS3Jzryh0%Bt6nX3?VtSDJJynYfU6)Q34=d}WGIP}1o!lW6+om3+c8nKrKRXWJkmXM zAW~E~EgGZg0K_~~JxZPK8OfY~6|U{J%rkTOnPmA?jJwUA$*~tKB%V&j7l<|SP!&8V z1EcwpJi+F>ONA-7Ic$=RJ@eG!aJRch#+CcdXZK@bqDo7RxB6B1_0N)fQ%%RFSv|yuO3upJ)HNK40rX{Ot#t3d zyKhhi8f#oV*M03Zld*qZo*3HRL{=m}$~Z$V&rZ}-m@C1@ul1Sh@A)YN34H%37l>U( zO+-T@N_03p5BC~%U*8S?dmpm#$?{fqVVdfyVUCIi@w{o~c9buY^_s7S-_ zrBK-8-EK>!vJ*J<;@NORl%V(`BdWoDEtpYLz;n@KtzX8Dv9)wVHmn#U>$OxKXIhqy zbXF0mc|GszRI##4YWTexkG874y|Spa*#?HwZ1P-iX26=ie1x!iblgzQ-%-oapw;mL z84hZ_Aq5m`L=APEOle_ohlMjZ+jWseF{#Y*+iXr1nTr)w{P*>Wy}(pr(o zS4gHPcVcO~S7(HpayK;vt}J2hTuEN49oXZ+?7H@q#<#&#-+xaXhjY%-gVn7cr23x| zMl{W&E3q4tyb5JHv(J6zui3!QMey21KEUX;9)<0k3a?;O58mMb1h*q+3De7*sSv(Z z~GojF}=m&qd3}L@1J*5$4dG#`+@wRb$^y$HEQdGx*KTG zwG4eYz3LVps?{$6~AdnxN++@%KADbQ7Eglir^Ngc*He1#iG=UKC`sAX;<9&J_LR@;t%jD79Yr{D* zt1^gkMRCP~xg_76XTrL{4{Ze^@G(WCI}E5!sI33K{%i%_`wCsYxO9{oIgiNU&Jjr7A=syT+R?`GQfzJ(^9j9kW+vTkHaX|{=HoPA59 zrqQDry{_QyKsJcBYbyxk$?b_m6-5+Nz&e^~yJ^8F*VuWjSd<;i;z@$j#aSh@rMf<@}{{Foj9!Pn1F z@qIoQE`Yi}GI7{)7UpG9xmGZ1Dj92mkih=?aM8=TQMT#)@#Vgr3>yWW;SZ;7qxSsY zaukG$U!(Bs_`~1ZSbVpErQ^8vy(;aosMrp|CH%65tD{sh&2nQ&8hR=xbPGQv$PAQ; zwNr7VTK|$iOm>;UJ2udZsv|tSqbeLXv5WeKV^w7iZhSwM6a*pB@Wj1whE)Dgf;>NF z=K151;e+`K5BWS$t^IS3g4OlziGQWIHh&2R(tMb)c|SE?i!3_umM3V(Q}XBcmK4jj z*}9+V`l^ENrHIiQ(xkm0u#o}ofS~-)Ufo3wyoE0-F8d{YdH)DtUcrVB@ zOYzDP@L|1q+0*!HF#9)q@Ip_$Nwplv#hq8qn($0%&lM9&a{Rr?BKQ6>H`~9ubi2~# zpQ-q@h|o}f)@*d7V<5ZTT0b(yW2s-Q&d>1M!xdq)C;J`pq$`MC?P|+<_Sf>H>95RF z5JF>=j1j*k>Jo=FVP5(=0X^01+NJUGo(bi!DM?o`sfSU9to1dB5~KB@Z=ClpVO6Zh zPB{fEk>f8TX5!a*t$W%SpL+s?q6u#P_(UH!Vyj;K7j4xa?Q?K02{TW=O4@PqkC*mf zG}z>}5Y-``#GUJxA2noY0pnnp#}{rnH|6h;lwGwJ3?nTV7bpq8HEHE!OxJ-Zidpx4 ziVW`Myi{e*E#!;K01q){UYh+F%R7stDZd#W_0%1LSw%B{6>{vh3mzAT9^o)eJU&_Z z$7Sgh{NsAwulZ$Jd_mofUpB{!zv^tUCZ`l=B&5fGx_t z)>m94-B%nT(vVZg%09@OTR9r%z+9neev>(MU=qIV*ph=jCLYXX!C6SLT?RvNHuJAv zp{7<1FnxyE$Rj>H*}A1|P_wt~GpaGyFEkvAv%?Bkmn!lx^pbsLll=G!?E2%Oty)34 zuVmBXP@F^FFaufTuW$~BRz?5$Ho@F*^KIWRu&3HR3Wf0e)s=DI4h}lC*aor$?+4+1 zN{^i^G!WK(3pWLA61CBqs3M5)T#?@~M$9&ZP>y)K6D!7m}=;o(i6H)AfQ^ z50@vSM0E2J9dXlKcw+X+=uy@3+!%-IwnRxC=-^;gP+(|hwo(s4Qodk+v!wUxS~9fG z!TbXz>Q{Sg*pN#~j|1mZ1@>U^W?0n}?ou1 zNO9$x8`9PlzY$j(FjY1V_3VEd$Ky*-(Y6lGU5?FOq)nhWK5XO0qG4cEJEW`PR4g`W zdVf9B`ff}3Ucr@oU|S@B3m*3qjAguuNY{^|8f~wuSaLJthTO0W^95F=sWAovpGuGG zM~^f*U6&#x%qad)90C^Ze;}p(>Uk0mD>P{ z9bnhNuWiWzuw#UTgdA7&b#+g>Kakc`R4n;D!^6uxIO-nWa%s^&drE}E8*hi`>FFyg z|2>%)8?WDf%FOJc@DtAi%#Cg#0)lrG5oNZ48=ngbP(ph_AP`^=x=pm`*OZoqGbm1o zU}KLw6Nxk{ZwcJEz5LS!AnyFQGETa`8FLdyGo*}&ej)&aL_fV_A^i@RUU3!;nWKBh zoj-SX2Rzr-#lRrIxXE>|x$f&jJLoDXkSbL-i=%}=+}zv%T_3PaBO|d!8-Xnku8gYU z;(ouUr~IreAY&3#N~(Uzq0DyMr5$KN2-2wnw&Jj{vDY7-o_{fkFGyuRa_w;0`_w`&E3N36gUU*GM z*Vo$%wdbU#zkGVu&%?kl;OCsZe{jh<>bBqc^XZ!=8(_8q=FHdgbprMi;9BcGO^(4xFX0Dvuz__ zZf5r9sj9rZTAMvd!9(=ZkSl|tn~~0sOQ3LtLb6J!Iw~qE1F<6MV5=i~n0z@s7aETe z2Gx8MagP}VAz{=2l(0weSJ#(i5=2j!=_D-}LQgn=24Vx_D21UgKoY>2QrLLXNJKU* zrI>l}q_j`5T7=p)OQkR`66fBmH`{F0&*gdG?^&m>ZQkaH3O|&wiVS_epW*S1;EcYh zvhA1-PBmK`G1ON>iu&e=me_D{x674EOy`F*(FZY!p_T!N@)uNMYZtSkLl}|X-5PNy zM-gh{IesM7jt}LQr!pR2bn6$ga_3ym{@po9vQ^J%XT{QAmtJUy_XlrMA4vmq#GHo& zs!2Isfb}>nT*4t1BN1u*j7_>i$3nUKX3_)KlwY`ueXXH~%stPdK@xl2^r50SMTwm5 z(K+z#yI828e2#e zMD586s9|G@4-;$rdDYA%DMkH!5pSo&h8MZ~&PUsk@kqaU>X!gbjv9_|lb|%4nd*q> z5dU6yTw{ALZeNf7sFc$OAB<&D9ZR(NKrs~wOEA^tHvYYPR;QHTHRY${3o299R({j`jbmT4Jq1Ygc{s;6mq)e zuP6J9P>Xf<&z(L6&oiRxxJLjmc2xYIVq~5h4FOcKeVXBlq@_Z4rfnHf#vjx_mO}LL z8cR)L$`|M0`MlAvoai}29-X#IA7%z+>eK87{v?4Dfg4l0te4Zj)hFTyWzr|GLtCJ% z&{{7%@%mOBW`B0I#(BwzVH@i8kks{S|C#SrM~=eRnp3+S)L)af4GL+QxQV7CEEX=% z#`Lyouzl?)oV|E8XkW{0&XLOhScq54v^mslXcIW(=x#@y!m>)j^A3%W%gN55fO+1B zBU@{c#cZaT^Yw{=r&-c9d*+(ujY#C*`3v83i8Au9bSq;C-`Q@$wv(nyX_DN83ae*p9O@bFG2=Uk}Nkgk{=@=7kU@{9m;Mt)3lzj z>@qsiXz`4f9il4&J@0wMIQAvh7GjW&w+aL`r}>DxpBFzQh%TYnk+ch6-0S>U@YX$& z+Cj7NO!^a-sJpx#8RdwgczQN!Dc^r0qKi>mrFr?dl|L$aVg?b-~`Oih# ztvrP7c^23j_1w-%TC2uih<}LR)Ad5cm&09`BR~()Ad5QAaMI_nw4-#HDxsfIzv!h) z3DI!)80)L+F)_tahS~^ONT+}W*M6w$|Ng6+gjVG2kZTuD_(Xx#DF>MeS`j7(u~}0{ zp%k2w2D`7}6aoE*PV1E6)n-R zyV`=|^cS z>H=%W$UZjlTUFmv%mf-Qo&=M{qHP2F^43|3ptI^4HX34iw z#3I)rZlYFg#UF)(tQyFNKI->x(mSgCZEh9v=9sgUp>1lUtaG}PhK74&DVoO;_ch8R zD!mI;A5AqaDx$&YeJCr9~d8F=|VFweW3FJQk~`76w0Z* zB1QJMZF=`ugZu2>_Q3uQiCq&AjYTQ1Ul6=+NH;o_d>^{?x=jN>TwYAYa-oIthxPOm z$=(E8@vn8%a3W(~&{}38Sl;U2o0-hKzt-TsTqQqv319r!fGbm8P><>WqUY2@I^}X2 z15+}D>o+H>1}4=(&jLC%9IwoW-;(LP>Wq7AV{OXVN7}BSZHB9vcTZ$j;@P727XkZu zt=x6vPDRB<|GLD_scA&V5abQXR7T~=PvIQY^j}1s^Cl~-4oY5u(n8cU57qa$&!tRkH%$Ys;$kEyd_8KmE% z_-}K*VaDeAgRB8wCl=*XfG{Sn)MJulr*?qZYst>s=O!^#QEBPSY1vOt3`k7(55x|A z_oZF^PK5#vjEWD+c#ZAIYKepE{4I8gc`@h=?5y;ku5IHklQ{Q_BHn*5U}#Rq`o9P4 zB}}9);x3a({RbUL&HfU~B!760CUp`Xb^om|LEK`831;$l@s1&G68T|eO>d+& zm3~1xsJQaGFjmiS9J#4bmu{kL(-Gz36B8x9-eB&+WJyNiUs;6h`(D+0?)O=PAKGq` zMZD~S>v)L%_FXu}_iJamd1sLJN1UDZp4E6oYltB}3|40@89(wxz1CyOri_};LvlwY#i7>_prNflvPP^QV;<$KF1^|7E!=l$eOdAtawrccS8In*ab`R8{2et)az0xyoo>H@gcBlG;*-wk9A=;c#UbzL8tQNM$r@b81F6B(pdgA z2oux{rEKN9y6^Rs9MnFdc4TK%>75-oi-e}$2)07CgG^vw*6y`z-MQpRLmi^g)@>b` zKLu+}_Tx7$pMg1gl)`djgxTorEz| z>6RunaEv3C;&+c0{tCD>IR?C<(r@qF41~YXTBA4qIB@7g5Bl4ONsWb~n{$4C4)}V3 z-xDE-D@fMo&n!hK9v=+{i5|wW1qrDl;*6F*NlQvX5H%U3_bfMB1>>g$3x^`&`XUR- zCPfnqPXR6$MOUN!YG9ECE~{lD*$NUBr5K^DShKR)Apxgh?AVR3v`MmXHZ7QKfEJrT zi^<{aNk*WAv;$pLa3UwF3cMO?8EBjs&%*?SBdq*)7;ef0oey=Q(+EinKmdm_&U95h z!(KhWA-W4))ux3}@KDdQ-wcl^+NJh5BOg%5i#BWH_SvqO8XKKlPugULrk`I)x7EU^ zP_8gLeSLj_NF%@pY;O;^bpV4CFsOhF_V)HgTVGwXLb-*wh4=wf1OUJJf8@r0St|e# z&i`-{M!{Tyd`nA9yu7^39BhF58Ted0JUqZe1;8UfL!i~_D&YGDO0WRPkNW!h;GJ?r zX$1N&Py`rED=QVHWF;&AikOfH0trKr0Sm*UAhb4MI(Q6())Y(_hVtJp9`n%^s?#-@ zlKE!vA2X7xQB~gYL>vjIzzlD5`6#@)h#yFI@)E)D$&9*i5e zQ7#RMJh9lYhp*o@s64Z!WR$9olonz}N+}Erx0?~N{%g=9hk2(VU(F9&5kYVCQ6GB5 z7+61a3~l{AmX%Nv)-fzTZGX4^*@fmHr>NC~O6gg|a8@IvNa*7i@7YHKqNP^A)+o@6h6H$BIs=w>g*OPE>)5@&c=VzoK_vj-~38}#a`I5f^Dn#1;2Lz*V;Sr3}j znVbcg5?0n3V zp54f7tHK`h(zk~8{1Tsi^=uEH!*En!F`E|72X@C@LO2)Ip{HPyrJ0AtTQ5%^D7lUM zOV}|_64B!DKPHaaK2OA(LD>jp8iQTTB}o(hjqC`znUG_foD+zQ1zoJUgx3M)Qr{^V zm_dbWERtI0UcUO!*~2FDM4cO&v@aA{dty^&exU5~8IR$bxm@2@rZ4 z@H;ReT39fYFrp7qS$=~4g_liGr`J}2c9?kaD|XzS#jXZkX=tuX^-Ob-DFGqOD8*ug z=Z)gm$@@^>gOKppsK4TSC{RI17{YR8#M~T8u-fiR}xyeg}cmv3Z9JWv-ghy3uLM1+`+jj%|pHCOo zl6pbGh2;wZXfQF|7>B8e&f}n%cpck#%qL%Ct(?W_OHh!{dZ>zgS{`1e>Ga2!Dx3W9 zu2lCnx{x7lZ0wHm5(8nW38z&?!J!X}2XByk?=Oby%i4Q?>Cio8)-6nvMF(APT)cvH zt1qrC9y!oTPP`gKz9WI3S-5!mQm+HKnC}U*5M41I&3l+(7r#tueh7+be`hypBB4o7 zaAahhAoExc$d3Be@VSf9au+3G3kk`ew3ixGb3S?qMt}K3 zElk3QAQ;tSLzp9y?}$Pa5ql`6Bla53qW+LcJ+8j&nMF2|fwAN?11|o;LW{g2YLHwd zTU2C`eyI>?ua{rkl=wO|o#G$pMV81dGax@Nw~r>o`10^T5gDjU5G1wf)*NZ83Y5LR z8RQ?}VAzz!g!1ZR^LO|un-UCtW7v)slx2>4i*r(2m~1 z8zDIcN-(C?;jiHk_HK-qy97#gwD#Ikq7M|as&$h-tQSC30V(Ti6SA=HaEC$GBy2kx zztKr{MB-ZR8}!^4DCXZ8nGt$e54bIzjrxQR_ShfQ0(4fw!E6tKcUyNI*nda@AOWeg zhd((`$HY}rz9_Ti4+nUY$@TKYnPon0tO4OEEO3a;#80PeEAO?J^ZIXo7^H`*>)W3> zfwyi0+$SiWOq7m<-^C?mt$oUR`t}81eG9b^9}684g$mvZN2t*0rN1NxjW!A=q>zS= z?zKApw?hd;n9&8_l)IEhc%Whcj2#w6Xq!ogd->mjDFDxfA|it2z%0^o~1LRfS(H63(Tg8ntO1G2J#~I) zpLQ|vFB~*OXu3%-hgWrt^cR;x1U!c3fh20M00+OG(7tn46t8NWLS-|4NgI)dR-k*D zd79tl_@rx8hK)X{_=5{Q*M=S0X^y}Cjy=CB!TC1jf$Ga=R3(k~b8&tx4NwE9JVco! zily9|N0vh?q+n3x2}6abxuFJ9#bJZ-X>?XjVeJ|r@eRy-OGok)uoPd$YFq;mtEWPo zEzwPW_KgyMmworVYS2!R^T1jl4?^D!N|vo*rj>fbY4piA-9W0AiAGs5qIlyg?U-9r znclrh#K%Up9oujpLgBjU7w6EMUu@t7e+Is8zl;xZsO+U>k;qPpeP+MPDnF9d1muFtbZ`r$CD%inf5w{U5Q6NZ()SGFFRJcGu*8MVxj zlv1|l74`NTWU?ii#dq(hL?O(~qi(9pd$zA{?q86n7*sj&4stuU-ntf;bY|FefZzVg_6flB!>jjDGe z39dcSCkJokYRoj3DJJWmJQcBUDH4OAKisKP)luX=fZ>K8NQYe`%vM?{=!aeBmpA<0 z{5bjf1Xt5aGb5B;@Z5+r%e2&68y{2u{xl=Ni`PH)ffNJHq+H5UY2^dPyE`yn2!_BF zF%MBLDlZOw0R#;PFqMeW!cl1NNQxj($r&$#S&8@ahj}mEJOAmXY5tv7BTqOE*{+zu z$?XiFPvc&?9_EUb+b{Yw*RN7|KuykP&0Qn(?)=^&^#fVy=z5Ol{j^nGR(gX^BH3@8 z#!^8CGZzjbrZ;o!$ol8|U5fRl3po9}lzSR=kQCv$x5GtIsCuW6@H$C(*UEzz$j=Ir zXl&2FZ7OJcCF-Zx??icPqkQRB+m9&m)oJ3d zP_6vPyDz*iL|~YsR<+*!{no8K%CVqg}@n+%|Z@uezL^(9kOzuW0SO zMIcgz*~NjfuWu_&Xj@BwvhCVo2>lmt#3&*0fG&(x^pBA!{qAJ|412ozdt$4tp#Y1y z=h*$j*;)#IOo%}wNiQ8MZ=zwUf-DfL>!O3Afuf1>BEk$OJh_ZDS~mN@mwH&gX5U5l zU%vZ^kSvg8%Cq?7KJoPQ zq*FELn@0#9uxe6eBFR#j_j_BY*6nC8(P5i?{t#hilkImt&XlIK=ho3#drMF&U;OKd zEiJ~~INg#d#nnitwmkFT&r?6o>Gekes4*mZ~59@(Gg$s)lf9#D>e|gUY*12TU)YoIe(#9rZ%RrFwe9&}MDI z_3*+$7fxu?Wn%ICkM%{d_jsM@Si%aQau z())S{M6Y}(go3D7WZ2ZOHbkvFNvUF1T@O$f<0vffhzRNM`89^ni4nAf%CtP;n}l#; zzA!>msH_y27fmLWc7TwGjp#Qj!}rL3s;KTmGdaej!osk)_{o*NE@s>58m%H1zE< z%J#8{^UtAi3KGK*{*m^GS-7wm>DkZ-RXib2UMXE>0WIgG-QMUqZJg}pdq`6o{TMsh zPmh9_r~Ax|L#qKdLCh>ZgO8fei|<212e;>RpRPYSg?&`l%nsc4u(=P@?ed;mnq)RR z)mM|e^b%%A1`=|D&31)hge7=XIqTPfqwL7Z4{9OAx13xr`rzId6npYiIE%emZ64Z) zc;_Y%5}k-q?+4W~OU?@q((RJ`#>}~&FF%n@`Mr6s*U6J0@$>TiiXdgWJa6iCDgR}{ z6i%Zl38Qa_!+hn(uHF$BiS$OfF#{K2IW-xt7BKuYF@lI`5S@norVYtoXVwgN2$Sjl z9`!)*eN{vJRVYgW?-nIXjrpvHWrz;$A%&_{O>eK(k#NC`^Z5VTOPACn;9#>xO3$jq%}G8>i?)TW#JB zJwd0KwHzpJ9j?mDYV{qu6EoEKZ{t zx#!3W)>~_sn*HN-a05HNn~7iduKU-> z@&z0|k_SIL7{b=|{w z&6>*XF|vqhIBzBT;4?+E|AsJ@jAofE4hDC#>q~`&-@p$rbbjgVA_Hj`&npa<4lHyW z;MiZ3q5zHH^f+Tjewax!k;heS(xtE-)xTtc>DZ`@XKY`SU}SW)n2zSH#%5*k?^|Jc zcMOr6cg#aAj@o=kESJx2_{L20=u}&ywBHjFpd`bGop1giuX1|h(E4d`T6gt za@E;1lrlgaRPn7~{D9k_OYEHsWv2n6+@~ zLbwbr6aDH(l~!;gr-${`9D*{sfeZap&$Vd$O)xvMd{#rIM4fN(GmU-ej)z2{s9q*% zqQ%EeoJK{@R^vv+A$4KocM7yQdGfg;=eVEkA2Aw;RfG9Y2tVO|Qg`hwdG?5a>4;@i zHOp_1LgFD9Mz zbsKo}tqv@l-FS@$Az$pi>;QqeM2Sar$ zFJPM~A|irIK*TAbEUh2tA*_0go{`Bdr3QFAFcgopy4P=Hfdi@k(&qpKYC8l*)J_1$ z7J(`9+U5zJtFI-bRCOI9e77lJfNqH?h1ziIJ0|9XvzkHAMhQQ(;1GjJu8y{wN&Zved;6b22dPW|hH-UkH zY5j-51!J!mZ3m!SRaE0N3p*F^v4C+Vepz>nEe1+wRaaO07jy%p0k@P5ZGmrV1qUbz ztsDuyFXzRP4rNhLWPAz5h$1Wk1h~aGX*>b2Qp zpkTZmin3^wpQ!L>&p}Zq`E4X@lyz$NoM`^1Hq6)YJtTyPSFqYz=JE#X}WF2Q{GXUsNyO%O@ zNy~W4+$u<3_IQ);j(`+Xo_H)25MS5s%!J1EHaso%ZM1{tOQp!3vbsZr6%gTnYmzem zG)Amlea2d{d3+Y6Q&7?>&?x#H-AxWP5Fsg;@H4G!fM!6autL1s%l#IF|6-eFOq_#+ zi||v3zs@XuX(u?xzUJ&(xBsA&MZD_h);HQ9mElA9?sFT}eeQ^J^O%Dbb2T1(>_#bh z>Q^inbF8b9J_!wdufk}d@?-vN4PQPx_8Z{6GOtg-mw{Ki5#L$15T5+RdfDaA+9@rR z1i9qpDwhXy>btzC`bxn|%}RW(%q~2NVPsAhbgDS`or@@2X3bzO)B$0-*fqPtyT&XP z?^9a;htyNwE}&Om>se#(=4|eCwB0PKm{TQ7?RkOzIm7ehBuMCzXSq%pw3I^o4H9kV z)n~gme_AoHfVNT|`j=K(*teBfON$;^Avu^l&+xjQ zIfR7S47!=}<7OqUC4%(Ujc%IvRsG%snE>R_{j!W&t|*e>X5s6 z8(9@wjKeb7%j=Q&*x=n?T`Pk=I{OiUugn!krKc~Fq8%8FT=Ya^U5nVy&=!rvX?*J- z9F$-vy~UYm+w%&>-TunL3`>&&g#qt;b#>J_;j^@wzP@Xic|h`eb5}kQ$&k;3OspJ{ zbw4^fIy3;G1h9sNwYN=JPJH{aby$v~9w0C@ZGrM{ocu!G*{z9P8vy5cXSD$L09jxc zmG7I|4oH!Arp|ycO6@yvcX#*l@`9HSXAGTi@Ck~)Ra4ZrRuPnXYv3LM)W)`tE&%Fe z1Hn=LgOy2w}Bb@gj_h=gsOGu~CHOmT(fB3h8I1; zL*XqOpE{0Y&dFAHbRJFEz>D>$s;)H9vTEZsgBM+cg*cQ2dNfckwHIpwLh#=S;-oH6 zBiFGXz-Wy}SWbtgcYhE~-|~8geK4HIUej;+-5vm18tTXI(eiO@eNU%`o%G#F;o;7r zzVs)nXx?kk5%S`Qff1+D;vnfKZ#d?n#eak_GIIT~zcOihs3`#oP=sAaf5J-A#(e5q zvmqsvf;)(4kG!yFZ9k@cgH#KCHJhXGoy#_Xv9&=Vb{r#G@=qy@hKKbKwS&Fj#k$j0 zcyH&L>_Ey(B_2<(BZjDcWx5{6m18EN}L(Gn?dc%E767eP}#S`EqSbD+fed?i# zu!BfHx6d3G5d)Bsh{UH!k6IpKIh;v*2Be)Kjl!|SC6@Ng88Qs@o6kT&sQ7!X6kz-D zuYI`HD0(gq3J7b2k(o8Nb%BwE4VdSE4-hDe2+Uljgw8cqc0|_(GaCmduwDT3IeqY$ zm6Io9_>_%{7eY(R%?Hd-c5Z%pMrNP~U{wK_N05bsi<1wy4`>8j0>YfYy2<@olt)lZ zP>fetf=5uCUsOu99L2h`8WoBu4@r`xmy-#3Myx9hK}rduf{6TOF1~522?X$rq?^Z< zo5NIMFtR*pxk(P$nYIesC?2fqO#jhIY-c@>$Kg^aGPjr~4Sk0tfNUI@eZTIEo3-?_ z$lLq=z=-x(MRgG=L(+Q9q@g+JP^!CKm1*Zk)<^~M1RMhvPC|SPr|5UBE`{HGcXT;T zV)8qQ6%z3wm(ee=402wQO7Z<*wD)-O&2wP#>I{5z&_MFYhQ{4MH>a5eh$uJTNSPys z^DY{E{8;`V3j%M6V7|pT%v5ahN{>>g16X)h*eGFGH$uRw%`5x{Sj8oTpbCI^5s^_A zl@gUx5SLWedLsj<1~TeKKr29p5tMujs3QuxmcRpms1TM`R5r8|mR16u z1cZu+tjha|jnloOlcw39qOz(VEIokJ(e<;v!xLo{cMs3DIiRSdeEB4hHr5rBNn4&H z+Jk_25ei8pG6g*a$!ro{k;e4}=Jm3X!36s{7*>L6L}!m4_)8RMkt#=vtg^k*NWAAT z%Ote}A}8hUinEcN9dJ=~A)@62$d{YAkRrsKO+n zCg{n6G(@IHt%8_E0@D#o^Z}$NhFE0x+=BbV^1r~$${S+QWdk65L|xGz{i763hkY2$O#h?8Ee#ZBE7NBD!7V-3)_lDU8M2(Of<3tSO zt8-F%c2*`An+6Zb-RKrnJYd41-RS87UQwV(Dc~=q0hWrry*&VeJ3T!OI8TA^2%zc! z^$&2zDgxe8D)bNxS)UOeIr%G8VqKY@0$z{o&{}+`^53O!E;!0 zMDY)oA;Qm@cx{zqjWKQ*1ywkFE^p|?+Xz6f?6m4kx14g?u(R%w7)`e3an_dkxz8Wh z?6ei8z7g( zuV24_@Z_MecqL$7=r{%eCJtZ>DIFXf zbar<7`1k<$W&lwN=mkJ{2EZ4<_2lGapqOD{Vd2l;S7pdu`?3YZmyOM%UoBII==MD* zw%>q1a<75$^|RB9E2Y#);MBHs0kGK2{1Sob@XpKyi19!HI?e9g<_Z74e)y|)e4oUl ze`NLa`1}%}6IT4|@){tv6uH|lu@7_t@LFVKBsVuVKukIFouSPR`4t) z7Ir`h0!%P9ivNDUzZWBYt9vm zK!^oE^UIHePUVZgudZP*m|Jo+VDE{&1#C$`2D>DdFDxtoLIY?8j4y<}ydkC_im^0} z02L#O!aS}A43?E;$n+;Bqy^(cZ9u(5Xn3>*K)^sm0j&TC@Ow%F-cMVk4HkCw31sEA zld^AkP4;zNbf4Rc_lhoZ|QvN*zhk)4=qb<0ho7DGFI%sL7NcjKy5f`mSj}%NPPxcoV{P(ukW&aN*KRcr$jH zyCJ?w9}bwOGhSjFC{Dzplfhyvwb2FrKCeK9Vr1^W5i#AU7GitD-)X_(DA*(8%#kg* zC!GY1QoPl?HJ>WH)ncukh<#@DKK9KjD;Gxe7uL09VchUq>3L^yflG{<@||aYakF-` z72>q8A_FgoZfJ;-Z2T`5EMy7?Cz~62zr2i^-2LiO$mrl%VH&O;6vxO%P)PYc@+=vA z==L0Wlr-_GsspP!#^J_nd#{V45I$xzZ>Si>ocF!gT_JoMBCRXspb5lSwafLA<8R7E(nm`EMtJ14(Kp6hrgRw$Co04M-%v zxiI-LCoVwx&xobUWUM!S;JW+hz&rn8>x4pt^Tonz4vvGtU>rV~F)E>b#0=S{ff!6( zFXPnA74`EO`F~y?E~Hi|Sv6w3#u3&m?H@ zhsnoba&|C8$fEF?)q{2C@#MO2oBf)!z3hGw>*WUj4dY=wRRVO@Cn&Dw%c@IPm*bTU zJ&LbYSuert^bR!$d5t3&$Cm<{BMhy*opkTQ*WS@^Enz8-U5JJ&>|^~P{U)Tl!ia9m z3;(O~i#4`d_ayp@9 zZ@Q)E@J2@jS-B!V=&Q#)y==9w33X`Fc}x3(UJ@thNczQenB`b5fz}?R3H{@&fht_| zkSoDA2lFzl4>!@Z=$k<5po*SrNt4MQq)G-T-siC#roUPiTaK;n^f}>c+7o8CoDDZQ ziwL*=kXq7@hOdiPUjrPu1wVZ&|2tUrA;aU@@T~Fa_}|flxU6gbsgJxOGhCGs7HS;i z{{E-QgC0o|>S)6fKa!;9u^DVpv$qZfl^}TL5+6?W^k(KNQtFdJuXg?TDB-j_EMlv* z))<`*CyE z0hwes&ToPI4#2LHnVA_7>r_}=tnpc~u0NS@wZ!?rywsE4$yj9B&2E_r>r^*n=4^u* zfAPeHSg5YV+ZU>hL`zdrO`;2riNV3eja6d-@c$>*9|0W6z<_B_@YZl5jSADHk2oDI ztzxNq-a*jgUGL@NO?IWs+dQ**P2M1IbA8K70UA?4hoFrtMj zQ*g4M=aDf8IxG_Mn-3=7mTIzHiZc^O_nJ-)4@bttRG#~lq~20ZaA1dNW!}133R4xZ zX9VO6M15Iu6fjro7R*NekEOGY%OcqNINjZyf+*dc(k0T}UD6HG-JOym-O`;8 z-7O{EA}!%N_uiL3_$>SE&d!`UbDrJhe18YZNu%`3{l#qY$VB8Z(hy}qlp~kTP&B?G zy;|ks#gj-l%1if`VTog5)1Sx9+~owCCR1P9+7($m9k?%-N;MWpY}hDubR$y0gL2~N z9*|`KYEzlmjEu6@`La~%s`OAhiU@HZFf*lzfE70!Th`BMl4Of#S57C;R?O>Ps$}() z&+m5y2~P!>%7YpYfBp8z(PU>d?|VPdCTG-6`r;4%DdVQ6n~1k;5|tQMqpIK~JN-yv zF3Mv806ijvrj?I->Q^}+h)jiSxemr zAY-s^-rUCaWCFQ_gpru&=#!_fHTv{CTu>{~i25*Smw$pgntkH!g0tF7Tz6js{K%Dq z;W_G2TshqzpG0!wMARCz!}tjxgB_vH*YY(3au;hS<{YE@E?;``qtM>3)R}}}m?~pL zXA-0%S{h516?hkV&x$0q24n3&nX>0815FCA$lvx3(fJ=L*=j?sZDSC$!`hmy19cbT z$auyam7kxSk>3DT2pN|~G7<{F;i#y3IyyTpZEpf_#j?aPxPFVnPolyzVKU+S&#<@> z%r>W9-sk*t(Fx<%&rE1qbYOs#$D#Ls@iNFf{eB{WXjno5;D=QjBVgJGi5TJ&Rm_6%)3{kE zG!;d`-=PdvP2@Uj&V~Iub?Wc^Me@Om86aT>l!3YoKiXSERkGa|ZoB`zvNq_U{O&7w z&70pFi)Rl)*KDtz=s! zu`x~=iVS5l9Yg}6F+lc)CJ6}+uIchAo?KA7&X}Dd0XWEv_09OW!q-FjZ!Q)VQp@fJ z%L(!EUSI$H{kwK=a8wkII%zTzmK}s$52QwZ`~V^!(ULSkCI|T6%8@7Q;a1nbe-Vv` zV6g~EKC5dte%dpwCm(u)X9b$1vZ5jmGK`Vk`kGS(1qC2< z6oyI&UJCqIL@9qdLXzg*e;H`I2;_l8VxX%69yA{P?))#W9~)MgawZW%`oIgSr3y1F zG7hn_lE_H0q3C0)=#g0Za z19dPG&4Zr^MFJrjLXeno?Q)0n?(pTk@71rcnp1GQdh7=DrACH^fRqooIRzg#HH88t zB#H!2SJ(N|+me!!rPCkk@7-No1oEe)i`hYL^!xYGu!tC7gdpq(hJ+0C^?j;b6vOA> zCQ^YK2+5)*ewX@zC3kdt_OSFjd>l%41|f<>3EPYb1RIvzMP(4rR~>Cs)`XKYI0%!x zGgoSS|IhwDom4cQ>>C`Eu=Mf$wgzgmvP5ii*5!oy)dHxc65R*qR&tWurIw$a$2@?zcdBb^T~_GL7}*^W|ITUzP3IcJ%`2!ci0*q+|*EBMA(A z-plk0>3T7GJ#)k>ZUsDJ-jLUBQC{8_eHP#z_1Zv;2YhAdR^RzkVnhIGsD{>#?1!E+s#I2nfK-$GlT8{V-WV5g<@bIc_90ZqlR988X}9+7G!} zwE#8P0$o~k*Y(Q0yu8Efw#%pad9~VQK>-1plu@uYz`X}NyagXwK+hI%Phw6>kd6R^ zoxabPp9%m{w3e=X)m~X%9`q7C*#nmK{Ji?omz+G$u$Gr1!Q0Dg#=0p-3!{=vCPm|= zdzxPI@JSM8a>>GleZ5{)EN@khC-@C6av>a1&!rvyuDcNFVoW7w7?>h<8kk?dc}N#g zE7^=f29~z#w(chv_T9Bj@ejHGD!bCxZ_YAm+}K!vvu+F9*v|9HL4FL+QVl$;N|Ih zj34BQXAO#=5D-eWnSl13o4dP1iym;}a`h880iXl-M<^jGN}MK1wLDdkzINHJUYjgV z`ddlKo&Q@JnqY~-9Vd{8;l%fIaS6;4e+9pAsOs~?e=$DFBbax|<%`nCG165)A` zSOovhgcYA1g)AQ*_Jtt6Ptz5L#|H-Y^7gJ?w#%PBbQ8Gu7j^yxhZE%|lK(c>N#g6F zb;EndIW5BbTY;C06R%b_O7I;yISP%;G&oJ&5vOQ>1VexhCZ>b`>J9<13lYKcBzXb> z#?DxqDy6Ag!{a8%U^Ba1;YS%MF^75TxCIp!#GJ$X>*v`bsaPU*@J0rxzX7)gnw0kT z_K{fBzpft-TIsY{z+yzOMy8QJ6u8q2s`gTa#3EbAah15!I;p>{FN8kX?zE7h zyyK*?Q)M2GM51a83S2|t`}~6+y#LAqH~ex`SPW_M_x>aO{cHDK>*qDgc5Fmof1dK8 zPuJ!>dCbtS?QL+AY1ufsd-Zi1?38Zw&S65rJiY>P58RlcExCn+Y~=EtFaA1Efd)?$ zLCfE|ln9(sL@L?7+`E7vbFcjRZ>ysdN*{msLT^)FR>GgZN&$4lH zVgd}TXqJJ107PaAA+Jp3?|sH93JR$3@ZU;HrI`poijZYv)}eR3_VY`CL?ISBI&(EC zHfcLsIL?my@o$Yp{ZNMU#Xpyu-5*&b@G{_#2q18=?=DKOsa++HH^#$i#Xtnd5{)os z{90dx#%VbLRKv#ilSg*NsXm0q9=lbPl(-2|0P-CuexZ|a{n>G1prv(nb8Bj7;NapK z-2KmMv5AQZh`9?NnTJ3g_}+tDKOZ04Y~7zPx@*H|o%c!K_9qNYpmo0cxNe=9wGZbJUAi&~mixc5tL`eQJuCozPgq}gfD}ZK$LpZ`iGDnAUf`h_> zs)L4Ng2IA^M#3_NLNUe~l0~DDF2ocagBEXQwrpYhY^r(4dD0P>Q(Tx-Kh5}=y5g=# ze^7kgvl4K#zD-K6oI%R!%}w>4N>Cja{}VnqHSyLI z<(=B+7X~`yP6rm@E5=|}t?_PGQu4e*P55k1f;jzvqo%J-m zv46(45aiFCFzbYg$pwd*$y_=WXm|D>eeUk)Ur&dINHo_MYQFpTQD_$pc$uza7H5WsE2wHo{2pnxzhHbtzi{xF zMJ8GMM9MAdeO>l!WSi&?+kZ6kl*+D%H;37o^qpto>ffH;lemX4X8SGq2ftrL@sZ{M z9!&0uQIg&`oMl3xgnMMUbv1d@1n*yID!D%Qx}C+QkH1m>&bT)fHeeIWLK&2**sv&S~O0;Sd7u=KEwQEJbqI%>VY?2&Wc^^^o)ibD|_H;pi%yb4t~{L z==#LXE#c#FGJ2Lwg4t*8m`MZa^rW13_qfnRbuC)_W7=|GbAA@=VCy{uwY2MMP|6Ve?ZJa$4 z__E{OCLDHaE0TUr<64KMZtPWG3yCZtign{Y*D4l{bZJP9qU8LsfBVVxM8vR1d5C20^Y!Hc$AL&v2?gE0_u-7Y~J7em)8|Fe?QFBk+ej`Z{gAW$tz%w8Z)?m;c zJB=a2$ll%53EMiB3exHy^5;Rw=t6bqf=vTi9!jBQlVKx&x5x3!% zadlt)-x8gjT%i;bezMf=Y06A0@#KaYHROyD;W!y5wLv#(5HXs z|N3{M8G~Z#4g3rg@Bwf-JW}Q>#Afv-e9^ z<5nvr=13dTHX}1zBYsl%+-aEQCDrRiCuLDwbo+Gb^~C1=qe!=&us`2ovg|>y>{E6$ z(TiI(Ycum3!srX{W__q%7Cd?S_=v%1!bX()mZA3JUyO)y1RyNw;(X9JL5$8LBLay0 zXttIVhr;vM-y^DZy7O0;a-y<`@roA3iNw;nQB>L1ww*%uBh4O7n!w z!rvUs)WWn(#uM_N#W^jM13T9ot8h^t(Q7jyI}N(Cr$#>sr^7y#HZM3U7Dc?Bo!F0d zF@RXl?V)chmnB&=9-DuYAdi8^{jCJu|L{vyvCKpjPp?hSXDL*qL2!~00X!MD0Ear^k5a+ezvrmFu2T^#zpVVzwLSvel0^;EGyCNs z9wIJ%clnd^!^8q>N5AIZ;r)GQu{t+M^UO0(GSo`9u5I5i`BmEQa#W=h%Lt{X!r3++ zFLD7*WSBJL#Bv#qW@+eIE5&;a>yLU*^fXERw65sEK6sa0RAx@>oQ_P_Z z#|>9IwjIVnCW>MtY58Dx-L`SRk3bAfGO4-Jmp7~IaGC`WILzSgCBwc*zxNWJ#Pc|h z&bGe9P5hSPB3h^je%nGOLwt=_QvUWL5C~5KjvP&Y@|+U?Q;GU97JBP*%l;}&LuI}G zL!RD?qBsAKN`#s~T3A6cB#u+MKe#XQ67srEUwEU|F-FqJVDt@XiH$2lgT;fW#4)ff z&{bYHSSokg0y%HjvsUhdu}G)tf17>VgX?JD9v(S@77?Ox`&Fl+a2j*Xwsg)gnX4rd zpZ3YDAvn<=$C5`z5&Jea`r`%GA4@<~k_xjPc^59CRxLsGYf(7R?Gsu}Q`&DgRu>x2 zeDSmYrCym^P<<>0pTw0DE7C}P@D;L)lTNZH{X%*;U-!u@S4MTr3mfv8aZKdbr}NdC zT1#Xdd7ak+rg#yE$q+6xW8{cQ!^6OCnc@y9MDs~w{D{Cvv~uJ zej6jCcqHTUcgM7sgfRkc^YJL(mApFD~H_d_Gi0Ib$-BRPGZSI(6;Ct zwCcKL(nKbt7quU4EE)LWAAWtfFFU^p=qgU-aQTMQe!4w#R*u=p6<;cko(#HS zaQf1D!$OES6Z%d%^&bpvnbU&l`(#7jNX*FRm9N56?kor(i*$s(l;X&emv~*s9fx6S>2)s!RQb&62yVkng~Msn6~QFbwXp&+3+m|Dk?CS$IXfp z_mDl=jT!gyx7T;VA8I1^cO;ybhJQCSFB1FB;|okDYnPhCY@pb2dh>}kP4vYzuWojw zG^=o`RrRv|O2oZ;>9KGlC^(?hKr`WB>yR>0-tHD+cx>R@J`*cn<6?F5TrG}(Ps$C`L6T0c-=3(T)&9>i zbAxAJPKirMW<7vw10@%$%6pSQRTiNRQjoB1_KDKGtDiGN_sYk=sw@ z*a~@0oEw#cJ%9HhGL7MMvvbD!S#A!t{XsX8`k780HAU>8h&B`UOO+2idz6l(4|RoX zAP$CkEy?9W$@U0h?4$Jy(K-tj-m!=|X z>%?FRo}0pAs&Tg1@a6r@=4&q2pmmZjZ2L(*v_`3qLbprBj&4L;ka+wtF`+6wwk9m| zHHI*A9VMv96=_bMvvB{|Dn_p$Qv$c(2#C*T2l3KZJMX2|M!0!ve694fs^z(OjWqJO z!zBJG1+OtVC6cR2I@%}yH(SAH*ytoKsGWaia7BiZUh^J{t01(3&~AMv9HNMnj_NH& zW@sD+3=oDoAEOSpnwmYHz?64i3?stEhd=qY%AmFr6O!=$LuTaqU>Y=H{ymNVYZIjZ`%Kj0nw%1`@vxl| zPk6ht7rxQ`o#KtJ-=fKTK8)39w#RVBDZ2-(Y;cIk@WF9JKr-MjF|DqK{AUnLFWvVC zcKH5@OAp@ubk^b>M-(pjWKGhhg4_R(OZ4OBAI*$Z1%4J=Qq;8(m48EOl6l`3MoRK% ze(@~_of1{E`hQ3mynUP-<|mu}kY=Y1rBu6(o>4mRE{l0M-6Fh=)v2Jb4vMbHhHVv& z7bXhN#Ou`3J|X0^`?9xr36s39@2=H_nT%3lxts>0q0tK_Sn64hTSn?oO1yGG$baJ{ z;ZHq=4SwocmINw2ruN?QM9%v|ehj>a+?YGL6t%r|>~ijvQ2`sjCMd)1SY@y(q2RdLd>^RKpjO51QKrUe|UKvlCWr+i#h9v_TWaJR3)on#U@HfV~qT z+~OG9q|qe5JhR6$pm2Ngv?*=1bp;m#RinS=J^l29Q38Aow$wUu#Lakm<#4c>?7ybZ zv_U_oJNgiaTRTc;wPL6@v8vy|*0gr($*%lr@BF=RXhtaonT{@zF$&j$ae2vgTXmI( zbFX-=EQvNq&5&X0>bHpfbUs`}y*h`%D^g2YP|Fe;Kg{~2iMpXXUalOv)4BCu2wF|M zldQdY#Xts)J}%5C9VD2=WOzi|nqPvyTLFVbR-*VSdFZJ;HLZ_Eg@ae69w|#DIWO1n zV(L#49x1#no5pC@put-cJtPt6I$L>$!sVRhZ)On{^CWymFC(QwcFnNos_Updwms+? zdBf3!h+(-1{dgsc5lBKqtg`hEB!(4!w1Ulns>#jGFg;m+Pp&k>-6jlJja=9#;673+ zHlwbR1Wcb>YtwQkyfvQpfe#xF{f^w4CWd^~PKA4H2hWv^$tX&WP#D|tLUZ1HWSc81 z=+&jTIR3r&L8B77@r-BbF8BTv%ITr8ndD>rACD8U{)o{5`39ZQR-SrSn7X)e^j(CT z&WE*4fn%6Z%d``UIF7;J-7%paoe6IZq49R!4I8>1*^>=zkl-sg>Huwoor)pij{GnZ zX5kQ+e@3oF1N|0mHT`{vc34xq=jj1v3!OT8Yy73fcKRQ`joZ#OO=Oab6C9}ZuloB@ zCA5SoD9g%8EY4BqYE*JsasBBvdZ|y4UkegLRPVRakz3D_MT~OKOmvep;-z``CtcI8 z!>f#Vb1iQ0wm&b%0V&vq=$X>|y+fAau}sWw*`%ai0;?007C^P>mCu3Obdq|ECcB;TmwC1{E zf^sZVGnJZln=U#M8oUVr^r7S4H?SnA?|%p-7YR>*EwteO217ZCUx!3B*$bIIil02g zs%c?q_RoYt8>kfAc-I3(AXTqJSo-B%VAspaEUZ1rZ9-{Q!7@DYropSVA|ywRFqLs1 zBh#%Q1?|2bZZi<6t8>)Vt_ZO-c()xsJ^;!~j*Wp|$LbGbrO3V*KgUDf!`m<34lsN7 zjza^#Y#iX*w%ak`_vXG$y2-IevfcD;PM9X^BQvDwwDZ2c$i;5_fE^CI&@0LyP;@ z=vVCHtR+VE{!KdG=2A=>td;mm(I-UYbxc^cFRfVZ!;|WU>rIF!tCr?!mLzjxBi(msPc2HESjh_8B3N<)=UkQ#*Q;T@nN z<-%OZhv#1t`N;A)ve_RNmbi4&17ZF5`S37R<2H+{%R1lR!5e3-Dcf(}!TfM@T=B{@ zm33Rc;h*y!HQ%BZf`7qH;VkFVdResFS#h%UNiAXs_k}EcyL1 zUQ?v&V=Jr=L%YM=MC;l2e?J>C5t!|md%S$lHVAU6Ww){ae8l52L4O{Rr<_0Hz0clz zV~N*6vK`xTl}jgt+7>+-?_Qu4_!RtULJIBB`dF>2EfOldv^X-5vXVWfDrgix$n$;X zta&>p!t2U~S%5N*R7GZeB0+H?kqMnClb@qw3C>0i==KP9$ z;n&L?>0@v8!67DN;Y#d)q{Wy zQL%*%JXT8>2WKC~EH{QAj4b?tZbr#C zD5`-YQK-S!&lJlJLoB!|2L$F$D>B;*<2YZ}SLFQvk-iNag#njFe@V8LC z>Ca5MM2zkoXtw&EZS&YhdH!gMEh{R&M>*(M*Sv= zb1AIl#`2Fawd(T`T2yzJUN9czH2+%HPXry(gU~!Z%srF@f)8;7YjR=p>D&VhI3KP) zL2B@$T}#TJNzB>gm>1di7c5ojbfXY`5(|+Ug@wcjh-786%=|Nbn(?7Y%l@FZx~O)T}M9L3xacx;wl~iwes(};o%x++8g5_Qg0aw($&6*#dUd?z01fb z^lW4lBae$2gvNbAQM_YI>@WR6b^|G9Umm>=2}4A+1x~e339j+UV&i&e>vavjO$(;u zt9mg8p{&X7G(@INV5d3VGa>GA2eW>vSjcV(3;MQhSU?uT_w~~Vswf06gNp!PXr|+I zX*(v;a^&6I{tgm{J0az`5v6>KM-w(YgRJwKs0K>xuH{GXr1&f}%Z<1trfG*5lQD0S zr@gW2X16NNU0H0gYNg4J#u~@VKFkKrX7^QB>8gQwd*dGwd&we=;Ifb} zM*V6$z2yE>Y-kpU*>$f5Yd?HrKI}B9+=4|%Px%#2>F^+&`j+TP;A1l83GajRtd~bT zVa+Su1!nJjwMrWsuN}5|V0!kgkyT<;Pn>6=P9kyFS#GuVFckUoi*%sxU*x4A z#=(P$tso^yk7i^0e_qQZTVXTvjrlQf_nzj~{Kf(IE z4)^&>70aI1L}>FC{=MGeFl9#w9v&h7;sGsPgZ?#qNyJNd^qOx0b%dpctTe4RXD-%4 z#IdgwJ6}-{l9!hlRcKKWp7}rx&a&d>w$sQaXYX^&q7R+-n!kVhB9v+QYdV!LZ&-d*JK&AZHTazN)XqV-i#V3 zPSxahP>~+pz$4ZdaSMEI4~0s%799Ozv%^0&>GvvcPUCUQ-h+%XpyZI~uv%?klh0v<$|CRsC%F}dr-ZSKpZ;-#wT9=P=HJb&Dyax~Rzr<_Ys zT;8j`Gq*ivrTm2)Jy8*L~ydPW|jE1h%VCspg znIEQItIOTe4Ky*UsbK$QN-`pT>(uYbO|CqG>Gk1a^!ar$8px;W+$0%*n=ze*HWV(- z)5?;qRAf9dr|uXXra!Rx4-umjezgtlNd-T{sRLs%>CK$~GJi=yFFjehTpSz%G0A~- z3BgeaQbW_bsW^mH@=(Z)pjj-&&G?C>4ndP7!M0V+wmDlt(SDO@ElzN(+Eb+c<|y$? zECVF4pn$P4H9C-$X+BHKZSztV@e9WM7Ro2;kh6auNz7xLR|B>?{i)Xo6~E%}$YiHX z2wG9zsQ!{Sh6a1cxcd97RN8@rhAGf~k&srnwzR50JHTSTcyh+D5>2UGd269Hh-*2ga|wiZh_sU!8P_vg!_7lE z{yZg$VepE2tXZFzLq6R0Io>y*#X4E($W&ZI804V z0W%7O@j?0x$i}jo90M@I+P1K@A~sel|6z`}!MSpZLg0{~G4egkn7P~;3807O7R zW*lh8!omV1f|wUCGKY*B7c3lITm!%Ya1#JR0cpeFFp!W4$}xh(O#p*{(?R)H0EU1( z!S3#E01pC|1~5jT!P3%FkoE=I1XbBU;sZ#s1|$nO;D6Xl*(d-`zz8bF_Q421GvIL0 zBsd)K8z9#Z)a(Q05kODDd4Nh}TUb~CnL%=LazGCfa3M)aNg#=OdwUz?PJD6pg0p}HKyv^90UN+3z)GOH?da$zNRb2J7`Q4(dH@(cAo>9p zBcY;aYikPz2ny4gnVErcf&3;Qg$gR*0^@+4AluQw!2y6N;Bql-n~aQ%pn4yuND215 zV`2qI1_pw3!4Lo%frCNEe0_bvPC(dz--Tg3K%3v?R0hq)dHPBb{nuAfJpy`I08lpG!M{cU~ZqhwxF_MKvV(BG-DW0 z&_Xf*LN)e@2id4#fMD!^8?q}^%d-Bq#2qmXuBMVP3(N>ur}DA=s`34d-W~qv34k@> zyANt+&w-B^gGYg5*Voq*5)y*i$MJ1IM*)CXfB^!k31UiGvO1Oko78m<0nB!6%Szhd zv4$=zpDWUpNMaDl01k zlLG7uPId+D0^l2{HvnV{s5^kU{yO*z^fs{rn4^E?q#SH(=gea`_s6$y0aF1G$+vb5 z&`ZFO{`Ko%Hqv{xjSCiU!0HC>YgV)fZ{O=$x%vs%5r9-+#_ghLXla28hPxRO3P>B)oPS*wrE^9pngt{({bdz60h9wB+!88L(|&nf*Nc-LY^Cw%g{9D13&& zM_^du@sr@{fIb8L1Ky*THxD?nqTyZE&@s@TFAeL!t9yESfJ1=m$N`!cxD%k|-q15} z34c&Ab4l#lHt|ga)EbzjsHiA^l+S%iX)_>NfGGmB8ED4-`!X0l@E*6yRq!X+2>>;4 zP0$?>QNZv0vp=9;J119$`3t}urIV(?+5)WSe{#at*Fn3$ha4Rpf$(c(Wu<|EfoobV zVAsIX0dU>_Fj^*dt~YOiYXRU6eB$%99U%E1J^{21^i;(h*vlic3B;a*g9FepV2P3S zQ(#tLdqAIozJXo=Ck9agEOFp+AY6e!1aMM7ID_FuHO>c@j{rkw44(n0PeKKd{-TON zYr`uC7zQ{Oa8clEKuG{BL(pdsAm``jfp36S4k9ZEfxz!US#1yrz&40FDSZc^HJ}Ot z#7+R;2UY?=dv$enK}lv1$-t07AP0~e2p)hj0d0cN1ttMFK<3CfP)-5LB|se@q;f2x zZWcIRLdPbM4*|R#n0&AkoB~29=n^;!oC^}~rKP1opa4M{6vPC~2MF81yr6x6?g5j6 zUV$(H0wLILZf*uqA1nai(jeY~vq0q*uynx>m~|j+0w6sQLBZ)@IKUhK%jR)T z;8~H-fs4w7%*K<7Au$;(M$04kj4aWR;q>!woRPy|s@)uui8g3s)(*8GWj9{)c!v8G zQcR9P#}VT87ElBgjfX%oOHNzjj0XL;t>@=Y6bY@&2;+8X#2zDFwMHhWW&3muL~>(H zW3wbrz{S0KsA+TN|ujCoLD%i7<6M(!LggRvvsQO z0gF|n&VR0iAl7RT6{)2!3Fy!gW(`o>X~+IESuaRsg$O!)9xoZcH7XEZm3wWJKCS*G zP~7u_Qp(E+`4Z-L{irU)p|x$Ejp9b0IkGw!>qD8w{u~ zLMt`=+$4MN;eye8!cAcLyF)s0fl9;yAF=$=vKMtpEroe4G?9msK;KjA-01Mq$3*HQ zeDcKOCXMrCTlkk@@kA*U3rBNTHx~;NhyQGSHnm0JVB_GVVx#)crjQT{tD=RYm76sc z4>va_4~mEg%Ksm1uDDV%RH!sG&N)(dGTTllOuGO_(XBzqP$DX9cQO!u{n^Gl22E^t ze|q9l{5wSCUw7)8EW2Pdcmc;2PI~@z#xUezlo#vc-Sxl?2n$UR=g#4JD+hYE|ub;Z6R>Tbz%ze+SXUHHUaz z_bKDmvEAg05{{TSU|B9FY>IV7?M!!=a*SED3lKv2OfaeXp9g&vbJ@&m#rVSUBgTfk zW%KU>sP2q$-Vj)Zn}t*Dx-`gVr)&=fC>L;#t$Q5c*F!65bG9pANTkzB2ByRO3LsgC zzB@B*@Yo%XAoTdqK6{`=m~1gO^@G+)@G~x*LiqdHD3o2b4#g}aH*o~^(Y^T4pYZ)! z&I^p66PMr{(*MF#Fo-!^5N7UQqwHzawjQ%zYCs3FRfpW@icL3?Fw_UJl)JVokp-_V^T(cvmTA+em}m$-|4Im4_udIfATkF zH9!_4t?{WbYcKd2ok71SqDhnGa!MY``gS>9efxU_>EApT%eQ~dJ-#eW!JrT`V}3b? z31&k7{yiOuAML7rRg6`j)Gt*$xs*gOf|I41PsR znmXxirnebCe8~%~0si8rqE_pH8kHTKCUACF}HJXX#cp(S&m)!NiG6tU#mKqP_ z;{EcgDe7}5gTmb}tGQsCW;Z8XjUipQ(QbiA0ePlB!Lel0#L*v^+FdSjd1pR#hxLF$ ze?+X*BL`HZ2Afp$9z5AaxdZ9p#j|<3D_Jy*H4&D~Uy(JtFQg>6>+P8THW;%~zd>%q zt~&^M_Uwq$3Z|-Nmr6RYP1Rc9w+;ML)UL}qI)Qv6u88Q%^t;}D)A6E(ModZQT{E>r zMJ!D4nGe#?6&ugemPyuy!`Au-dbL2}v;rEUNY~6yeo?Nwv;9ry&O)W`CR~EAL}C4h z<%K}SS=alI-mcE=*XA7|gGxOl`;0vZt0(=#oslI-^Y6PSsI+#~$BGlpPNT?+mx#+4 zSRl%&p$V9g(t26l6Qlojl%N#p?jhLbZ&7T+&+SoY@FtUAWw@=1vOP%Ol5U$OqLT-y z$r^|>V7UlDj5PeJIQ*b&(Jl-hF>w_ah@#G@XrXXId1HBx4mRlEzmW<+TpVObwM*Do z>~P@?)~wZ(9{dVBm;Ao#xlx$2p%#~C)DZ^Co+jieta9L;JI$wri1<@2fA1TLy3u^6 zR#6eGY~VR=jFO2|uFPf_`20W=Mna^jf*Xo~110GzLV#tS_WGTXx9cp0L#3m>?XZBx zU^Y>Bd`R=c1&1giH#O443_gNAN4Mt>nM6?Y44f4Vn#t!urCFYjq5Diz9r#!ynp16= z>rS~fzLQc$J?1J-+Dn>-L3!Nnz6#FoYiwTCFwTcknT@0-xHjD=B2r0Nz9s}cBgR?c zHtfKS!&mlX1m!ctRlJ8%x?_P`W{Dy$Zuge6^h)r_Gt^D-LU*~q=+N2kV`72C&%M>0 zZ8zU_4?H`bU@}W2PK$9vn9#4isDcarz<)_BaZ^E-9K!daB^tJIMW&*j`0aKp+9(#v zmR)u5p9~2!ervB{zo&?uV}-1ZcpNt}Dy6xies#DeA&2O{WvKE%121*g!aCPp+khLO zIQ*RW7`ckvjRJQj!8U6SwJ}AAym|9lKz@pp{AUHJR4L7?{+lFe8F=;{ejp0UV5A5U z>v+JCsVs2W)wP-D%6(;(X%i1WTGoC)H)X1P?r7lhjU}TEv#KGGs`539ocpPuT!2+O z*;5B)vTuR@ekcq~YdzG2`vg625qXtFCWh}2JO zaxA5%E$s4Oo^PxSf+dQz*BHKlP*^k62B*O=3{9f?hRpr$C_!w z=P0KXhD$E)a7Kl5U0b9qPIdmeFZpNYBSE{?K>-5(Li(FQYRJ(K)1+^R=!;(P4X7^l zpB!jsUwzj)z9mI?Lebfm*uVxaC=|hVjjpvXHBu|UdfpUM>7l4XRVOY7ziXntlg>J2 zfNVdzDoP2tzBiJS)9VsXw;Cmae3|(EVegP^P&}NSr`=OF9nTuIuLo;8;i_HW^vBL5 zRtkdz?I5)u5%yTa&(FSH{DBs%LaP+!a*3>h{D>bEh9VP7dD9Y1X6&iiH?ruY^APZ^ zR=-Iw5ecb=Kt|6pFLnKugSPz7wrZcpqcn5#hhTfUU+r|;yRKhiUv_8?hnr`)>Fl)l8<2<|r{O$J{m$z` zSmCicFf6K1TV23iF!pcI;YlG%iBg5>4aeHvxRSWXVSKl{p^bb4Cj|&mx57Kj6Mkn? zklq|ji(EQh7hVWSHU-AFNZqi?yA*NA?AD_z8*=fSgU*2eVAH1*KfWnTG_&wLJ(|t{ z$`>kS!5abHMlj*@lJ81UFYMVeKUKLjaD-8ma%l2T%CTt<6d{0Me9F* z4*j*tR`2&65s_%ym}Z2u&f){vJ=Zk~-i-{!v<}42W^p0%PEGpjnZTaHbgUZ%{%RZc^EPuMy2#pO}j?M)?d=6%a% zSt+XT@Z=LL|t<$h0snA!uv(BUwH>6hb znfUw~)1g^HEQ5S-nJx>uFgfIA#LTHqh4Uw=Bz_R&c=xlB-@2r^j7KRX?g)HeexV-&5tX+;o{2r?(BAIOr`3X|a*^lxQu*3J&ag=Lod9Hp| z)XwGL_1&fy4WW`Coz9q^)GQ1kB4Ux*#CJo9(+i8{acJe2cm=P$(i1v#ys-Q2F9=5T zv=IymFP?Ye%kgF6+-lD9HF@joeI-SBi%G7vnflZ1&HB_y+1D@!thz)m!J}(_JwFXB^5Z8E!=pft&_|>;8!#JoMYP~TME=Nvd2d7#488-3Ct(` z@nooz-~(a3#C%U#(}`UvFQgLzLvewBRk@CZN^jh;I!cz>Rnd6y_kWEdcSKJR*W zY-#mH{mA0nLc_$0v)qba|Jz)8rNNN>Qs6r)1cl((*d3*?G=?3flG=K#QEG^j1VNR_ z{Z}hPpp&_oIBGi9-4OLK)zfb+cM_Zs>P72tKVp4?k2Bmkk|ZcH{1{ zb6xvsmDy12A!C)`x5IqV3N!bp2ox%9>LZON0rt{J* zD88Ww{v7wsKmA*0P0>HnL}6n$KgXnxvWED$)ZT~F#x*ksN*|Lz#ZvK@dPgB<`UJfH zfJiJ5kI0}PNIuiw${tP-zC*)I9A4DHZCq+I@>zU%`jCNQJ9~_SIQi{2=Yp(1Npn;q z5j09HWOhPyh41^GXu8F=sP>4pnq*RCG^dP4Q-tPIrH5k(c03U@!btFSXG6aUyYX^% zj(%(xj?vvtNB1iZiqEJ7rE)m1q@D5O(DDgoMmZ7N_$LveWSaR`J>-ap zIw4L}nJ%n>;;oS1vwwMx$I+33Q>H&TdRr`q94Yqm4TaFWQ-ZIUw6gnB?2F`M6=XL$ zEXcAf5WgqoD3?j~uNe-hVWAd|-1^EFC&fYfbqj+TqU_=TOXsL?{x$%K-=KN~2Llmx zxBVbirHA&7Q)vWJjMFuxFzyS2yrnV|-`wiZDPR^S+kCr0-Z@rWp zYx;h@iHz?}|Bt4x0E?>ozNWiNngQvM?i{+MyBP^VL8P0Zd+3w~X(>rTngKzvP(TzL z1d$d6_1o|N_k79&H_kmZbJyAD>~;1+me~hQn7$j{D>UPiQ? z!~N3M_!yt^#O|x7;~f6B@V2N$+EV%e?|Hm-KZy`^0oVAdEQUlispzGULSHnSR#zN( z&&a43wp2lTp5~Mns~(4`l^R)G74CHpHS-~0aY`EdWTW>u2fq@xh=d52A1x;+z zob7(;gnT}+B`A|JpkREG#p=^u_i!^>)JpR`0iH!t>4fh+i7Xzk)4UIHix$rslQx^0 z<+VwqBIWGq_>UJoLqf9~aVPbYx1HpC!V|8^$=P)ajCY%gVUVVMf{UT zuO82~M(dZE=#38da3&JfDNc*;3aqo@f64Sw@E5!`kGaEX{I8X`TRz|4G-Jg%rIE`7^84<3Y(OSm`GIIKSjhW7~9&wiR)1>(^luyT+>HX<}L`ymH3^ zCYi$H;R@f)nh(?z=oVzCoz5%D=(zd)Mqz?+%L;`%+pJ?Ko&vvm#ZQsqZzd9r&+k5w zkTZ1_wdR_XoGPl*3!Cj@O3$DhF>@VgGGIpf^XjuTYoe2Qtup<%|1hB*PQGVlzF$P& z?zbrz7BX^v(WPrJ^gOA6^0K{Gars}O$GOkvWT(mqHpBSV@QHO1kF~V%Y<~Qhe>)b;#%Wr+cTVZ2zZ$(+2YN9y(=}3as-DgSp?UT11@4s1HTx9ZAJi_p4 z$SjFy5x=EOes-Yu`Zf0}#fb42BCQH>3-t~yA5$4`uOj&~k-vC0I*@LGSA-}kzPWm8 zM;Ygu(c*8ozFhEtEA;lM66O-yYpi?N3W7K_(UJ%NBKnP@*sb(jU040x(?Ym zAXB|hro@HZF6slBViJ&JwykI<6$T%MiwH#(x_&zc&ue`~rK}PHYf}EmCKe%Hglx@= z=c#{7&z$bNDKF1atwzcW=_dQzr5YPplU2y2X6gGqqk8n+Ql8@{vgv`g*NP7T!srJh z0ZZZb=QnHCULVeTue!$=ER3Fc7WFH&CVC;S-XPE8oy3N{e0bdj*(7;wvr^-Asl^dG z-cmG}L9kVdy8AePAneD2f)iqS=9;G&>zSx0soo)0%JMT|&9IB-Yq7IDLO%bnIM%Da(GfO;#{OqH{St zwUIGC6?5`WT{Y;j-c{4GC2hwyVq9z&gH*u*<;N07rl%1sC%tCQmr&_B5|bAzNqHe} z$>?PEJ#|YwTwXFfTeD+juILf&BQ~73A>^|vU%Ks5dGe>n0xz*B`6>0zJ9ah6n7y1Q zjh%M1JQ`sZCjL)g#?)$C0P6Yu6eVOl%Y)4rk&6@_o=+K#QRMvN$JB)PF zzq?+uOH{rZUg|I{=yDfR>GmXNcZ_f~56Kj(UEZ*FQ*ZVUwXZkb11eqR{H3=Ng}J^z1o|YGSkO93_Nr% zAc)#_d3pijd4dn|gNTW{+e8cmEXEmTcRgo9UZ)OgC-k0dh*f;PxBKVI`{dq_G(khE zSpzarS$_uOjP)mLr&dCIA+Z%34guvUctdlCHzMy0gU1nE_rg~|AOZ9cKvV&|yVcVW02iEcR=(gw^!JC5 zz~I{c^8FBEY=Upv$O!zfY2C=H4gtA$As?WKXy!f!2O&5}!DH$ck)1QN4nFAY;pF6G z;Dd-s$%Fq9T&JkGLazpJ^nr&M9K+zyS4dw3k9*sr&-?rP;C=+BB6tWteuTKAz>5GU zWps2jI0Av#06tnENCXE5gZB^k7~rf0pFhwWz?%rafj$xctodNUiKf7?R#Fng#&{5# zJn>je(ldOzeFT9_QoJsSep0+934*}=zj&Jno_Np_gyXdMntb=jIX4OZjBYyl*zm3Q z@zxlfGIWYH-5m>sF0vjUdvBc0%S3%|aNF&So4H=kaJ6;j;TdZVx-p`j++|{E!RK|x zkG4_M6h!I<51eqY^YlhuyT198?CaHp5_8nTNGaBv`MHyz;*aljiS^NSC5pYv4~UU# zgayLaiul$R)xC7|X!&>JJmvOqnBQTpHqC+pW^9=gOLJd3)diyMB_nEvpbz=+4ykmQ z8}2%edV-SP7gx5wc>i)GYnv~PS^5UD2nEQNNBMOwX(+jc-?gYsuVNMuMfUF&JUr7w zWiAR)w_cOAi6ooh>Rlpj-)t^q>G}IKt{CCSIdAyj`l^LSlNu|}uWwFj0))ud*;9F* zw|~qn@?p1(`v@K4yi9o7Vs@L7W^$$8ur21vCvpTGU5`w@U7HuE`E-<(7Flfai0ZeA zl}Bgr7d~vhtbO{sW5owZjjg_r1g_hw_vD#MFI9M6)5ZwZ?lI{E9NcvM^t%LMbWcj4 zT$X|K1MxCG=P#|Ml5#f(%DJ8!b7TZjw;$d{X=7g2F04l`v_<0b7-M2A4{6oUq&{5Z zqSo59`}1h~R^jUl$-~Qzd;4~m%K|fm47zg-$_6>Y@Tc~yY>YAHr4!%!azcNOrCDQM zvT8(jTt3(~o$W z7BZb%SMDUC^Pk*=@RiwAF$L?To&`)-R2hhI%ud1e4s;+OO35Q8AR6)`!F*jbF>X+w z0k!`%YU4a#qlDe~nX05++|Y54=ZvTERCc?jbEmX? zKXh;=*lbSrzNQVm%UShXnww1JSc2I3WNz#I>Nk{`27A2qy&7T;hW!>xmHlNcs$t=; zG1OOQe8~toBNew|zG#glq02ggMYf(wv0ByO%?e|WB`P(~WrW;tOD`rEt%z}IPJxyL zi=x1)sCoqNH~9Oj9?2r!6B@pzrSam=&nLc`%^`E1C_tm?L-cE3E9&p-ePpltUk&Q! zeL~D$E`C2cm4p|^{2YJkH58lJ=Rpby-!R-ylsLYpu#m zzCcbG=&$Y{LcO?Wlz^wuR6S6a+HfY(7~j!D%pXA`B+-59M(e8{?|JSn66NOA!^_}Q zs_Mj`#M@=3s(;GLv9+00J&1Qfha*FA3Nj}^s{qCV&~S2w0fRtK1^7e&Zr(}dAkzW| z!2N;v%EdD~a12BYNCUbIaID46%>x(-@t@(uH9Qk;K(Ko_1_TC}%^Q7h<|(PDb}J8f zKEU>Y8z9brbO?fDxDDJC;NgI{O4i^S)IeGZnb16^W9bUyChO~w+>jXr%8vwgQ%2tk zaGv1&GA}sK)S{`SFI=lOEo&Ihb zQ{M}z!WQ20TstgA+~!&N9--@DO+LwXe~!_a&l!=qkKqYs$}d5*jB-AzCfZOC3Bba$31z98_O+GRgQaQ=m%F52NZs{Z&kp*&oZ^Kc&dcH-xSo ze`s%?*uM0|Jnr5bN#;L@MSmkk73C_<3SZ*e*C?g3f3*2Imf<|$z?Wd;pQ9tTC&1~f z<%C^%7wv`XbkSqYX^Fev|IYbzOplfg{uH4iwjcc%7g=!9ycSKVPyVkPi5JNIXo!sD zaiYOMr}U=e%OtN!qzxCLUBF>Be|&urALU<91-h?dn6LNRNGfX9n{%AaK2Edtj4*;x zTqpkN+khf@A_kwh>_&C)%cFlvn#Syj@n2HLk^NC)UIJC`Zr%SJL~w(arHYhJ5coo%M)*#ru)S@22r4Tayyjf5G&J> zhR!mlXQ|njbmzvF+q~++bh>!{edk8PZ2UZOZvX!GdXY3ydx&h)aDsdu+-`WiF!7>W z>{V0)$z&we-#{9|vJQSJqKP>PEzHLJi)*)kf1-8aj{Zb!uywBPI$*f+EPZI9GSO2a zk7#?+;`^;S#Cm5s#rQe%Es`Ebs_#@K1~NAd8{8##ZIa3J_>c-}da5%c--t-1hAd)O zad{$-@rBJXWv{hor`5iw5v)2Vh+k6U_*V6J4rhFUIxnQ)ubhxm_b0?CTB}uArIh9` zFIi71+xH=U8cW*j<8C@y)Sz0Lly;bPl?uymvjg7v$d)K={#Q;3h!^=!1CqRXkT&mo zm5-Odd}`z&lNvEWnJmsd(8g?hE^$d3%ME$R94l|aEp^H|AS{jEj@B*A>)GBm)NP48y%+&sS05zzrO9;RT+79&G({yz-ueY?i{zsgiv0`Y#2gy4s5j4m%~-+H8?I-E`RxLu#}gQ=ly z+CMJBRf$S0;;@@n7sK65OTo_nnySUp+DXPEi0V)BiEZ({=$mnN-s(PVjO_IUhxh*q2w16vy5D~|Ll-tMGC@4+H*D8i@K2dPb!u z3$&WH+-a<%!|@BxL1$Ibmldcn{RCFe%S+?v^vEW`2b*I>-(MkcuHqrby9?3&1*WL@ zQ%O=@>|-8#I_`Qdn!+#%T^%vx^^CnVtwoELo&ZDSX&XHY!C5Hzl)qn())2z>-@#UW^?Y9d-+Yh4EYr@XH|1>QI+)gw z#_v3=5ZeL&79IzVs-BIWttSlbpfv+TOAu@b z%5M`AlLP@L7?puEi;63Pdi;<13-}3{!f!xxH6tr%DAWrEcc|LI(eoFthK5Hg?~IO( zPfX3Yxx@L+_x;+s27QBTUfz!C8X5;jr*Ng|Zp(E)|ETDgl2T)16W|WR5FjT9L{Q*P zS5{U6NgOV?xVV7i0x&0mfenOh2ty7nI6B(f+k?52q$F_lkB(rL1w?nC$rlv?nI5R* zFwufx0vZgA&L>Zv0Fe@ir9i9)8Z7XWfzAmBYHFF8nP9#`DhmsXgyiO@8O?o&6JF{7a|_ByWHuwEXC}A5ixO`8f&Z~M)_RvYc6iJ`nY@R-8$#h0@0IZsqxyxo0t z%Kkf<{%X3TJWF#c!kuo3I3j%ikos~wUFU~C^|Dw74mM(gN6S8*msGpQqgcis|74KS z=-1Xtwa#@q=08x9qwOMHxHJ*Y6Y0*09`>Z}p{d(RKpW&}De{RwaJFypYhiZ2W ze45KMtjK?yUd6o>9no3kn70pBKM#^n8kjuVeg`(rT~c< zs}~Dp7^OBPUnca$rMY3hykik&JRV*D-9^0BF>yDu1gn2P_Zkv^C2OZ`65)qUpZ|OC zT+b=|&roFvbLiLSKJjgn6~Z#2#H%;O^9*`&pFT?zJ)dU^nQ&aNYX93@DqOMIyxlb8 zmDp(zlcbyzG+A-_r-VV2xNN5cYkV))d^J&&)P|&+H2CYM^|BZZ6!xx1x0nJdXqHOj zr|m*TqT!h!;cu?@N%BR!Jq9jRQlIfINu`~1e^cBoU^{!7BoWzs zGyX%^_+^5QqL?6duOQucIXX*O1H+fvXLtcLwT>6*qqltM`P^-{PI^xEvIo@U9TX|}tjiBi%%r8uXcg1?`}&4Wf8R(6r+R9m}Z^{G+?&2<_(2kn(vZa)}^WM6YzOLY@Bw zM*Z}N*6gQK*1Z3gWF6v&!30$_Gp9|1&a(1(qH#&hUT-+fj9qb4U|0-$#+hdw_)f=N zm&Yt$qbw}<7ui)wRa(Nbr@|IuQhgFQyqu>1cCg+A40aIP0Z0r92@w_sIZJ?75Q2fI z(m*oT(13j@|4n6qwht%^(^^1Tkaz)G8rbWNjg62PuohVVIXOANiwDq!z_QZP0L>ug z3Fr(`GXS2ThY4GsKpzP*P*qh0{yjVjS74V+csS?{fa)ix_rX#Yz&QMd4My-#U0oey z08ap7g8~nnf(}(lNeOI?0!)XeVR;UYAqYME`|#ld)DrRokcKwE7#J272DlH4WI*hP z|B7_K>%5Rd3XwP02;rF3gic^hWoIq05*s~ znHw7$z~YAmICugwgUwM;Aaov#LQq*K1WE=@KFkJSB!}%kaF+{u0$Q=Qwg$OCT=|zT zVS@r}h=P1z;}I+xz+?vEN*fzPQrL(E*+9dfe_$uT<;$0$vtbPpMkGk$>>PtdeGfaE$AGma8wkm75*0*ToeieU8<_8ssvPXUWTZ7WAbi0?o)!C{~N3{8myL< z@#*xtXb4gf+L}0*3D`A3a5M=+l8u4IKpL$q$yvMEKH|tkQEnd%n&8dS9n0z*|M03`)+PGSBP%>J(s**>wp4NxRB>YLg;OniV-JVpB*M@2{z?_>sd|JF zV0V`WH?iLdgG#TV7wa(-+z#a(5+&|k_2dfQ{@y~2&wCgOM@k9Q=?yB%L zSD7y67suXwG9qNf*jsspwlxl=p0|hv)1Yk@&lP$m?Uq^I^Y;_`t`Kt5%=?Z9toT&s zWqVmf++$#8TlLnt`pjnkt}oU0m31Me8qSe2(w+dh911oSDTyz1^~VvTS@i#o0ZA~9K=b#IYimCi!gv{&mLbNEeLmESiXm*NMttI@T1 zlf;@`Td?l)B%@mJC%N-fM1IvsHH+Lo?N?i=G;(%o)?q`hvWw!GugsePQvDE2nSJJD zW6Z}}ZNV;Ue~5(qr_)^fW3#yfG;6Wj@kKfD^CDP=;Jat?i~6ZAlyyH`b*-Fp@U|mn z3LQabjU6iW&7YfAQONo|$rFxPm{~N<;g0XVH+M*dONQTn`S0VCxvrm(o? z>7SgN^-TSv6IEo6W4y?SYM7X@zC=**hu1foP+%IwR*JXA1CB#)Ekp8cN_{`e!a7`L=d+- zw4P@LtkqY%AuJR4a+`3qkUh15o2Y)KVs5)m#+BMxv#dgG_XqmJ`EPiZ(MllzJ8MQA*LvtINyjTOW?AxTytR(6|<>yGtGh3hCh7 zP2XS2T2$@fAaHBDFFP?Us^TwzgW^1W`}Qqt&;mFD#02mKj|6}wfD%9xpb(51fWI({ zfUQV?Q9eEZIj|)TqKN|#Wdb6?Dh*&OWCGX*x`BXm@Eb-K7&>5a6taR5qr4ol2gn74 zg+&=aQowdVPkntjgy`geqOc~y#RazkYe7{4JRo4F!yZyteaVDXRv0wkDu6IN1Qh~s zh1)O~fw>M)3b%4hJy@2?zZ4A&;R1``8Oot+2GbeaoczGdb zz+|WZj7X4(kB<+AD;U>cN&!L}&;`&oXgstW1_hWefC?b=5sVdp*HBRy6JZ>L3P3fW z&Cp-4Y6NqRw6rwn1z3XuQ2sHtwo|omFTzAwXDQQ3$Kr79TiINVf4Z8KqLX&4-Hkj{ zthkWaQrf+8-{jgGnTd`;+z9Ti(%EFE+tMPTmfizVcS0<^pyq3s;m2wAnpcOTtGx{! z7E?Rp?E^Lo9>SHexcZLZqAP+TkV;ohy(uvFeZj+Ir;(VN*~FGWGk+7;*`${Evu5** zZf#Nh1wj-m{(AxpjRy(0HV&<&%?DgM{c+}`MiPxA932t~G#R%W4PFX@yP1R;&m)P1 z1-~O3L4EXR*Oap$d2G5QB$yh#Qgpcv4N)p?`24?)s5e zs!!C52L%U7n3A|}B3UF2j}VqOS2Hb=wdV<}$7LX-UgGN8cH#DuGY~QKqPET1ARGGUvP0+aoyFkE5&~afqnWBa=!JYUKdw?{)|odN zNu!4BFEpaPCrjA6^2tvjx^wj0qU?w9o_U9$wZOd_C3_5JkzL~2)y{mQQ4yJ^S-uOOYyT_L#_0`$+#$^Waf~hazrm>ljgxO zYd^`{`}CEk@`vf(*|w~gs*!o}8;qsD5@e!3M?Dxkza{Ckj3{@Ce@0-xBqH2{Bf3dg zHBoWpd#n*B-Ru3_USDx%X7>0ducT?K$}hctwCPbHL^UqwcODWLnLRR{9bOSgb@t(0n;HIOcau8FzG&sW??<+Vi$FzgZ?yl7VhuA{LB!1hgi(Gr zO+O;DY^dh@c-0?`>y{5Me`rDU4-eglrpfWB=zEGSL-eM|NEJ;lif3G@R#j1695f6!$=20#$ zJzJ0^9@X=_?GR2e-c*OWT%6#(QXVCAHg#n^lcPbyAeZc$Ru)}A$>vf@Ogt${6o-NT z6kaW1enEIy?%rBR=@^TxyJlc7e?|IUXz@ngsEUOAeDZ4UP}}VS3pG%XF7ruhyA5fl z(RZbUw@PP9y%W`?(2lplt$aThPr=)1p=RKuZEmG*1c^iigyHRmT%ZWh2!kuP%sp+9 zCXmby3D?4`eBhe0gdDt^?z+}o(jwy7?vWD-jn|C<4_31Kp)^PUs-S(b(iRq_lFhtv|fnD1EpC7n%Yy-NGNn)x#Or(~O>C zuhyV^z!iln(s04Y$PqS_!T|unyMi&O(|^fIeG)&wp7i(zsJOm760Vpk>rTWs8Y=;+ zzRbFBss5jhEg>XUe=`gDUp7NgRge=j=1F>2yuH2x@>9{|hr$U!td3(z6$!}Z?kx=5UdIgIGV_!dlZNL3r=Dl_JxWP%2!uq?U|G?x zB{K^t?d`#ZxgJrF4*FM4Y$mZ;ke44)IB1zc4v$hgg!u$)k)}%G(jpRODtd57MpWW` z;X?pY9&R4!(qM~gEkSu3c@M&&6!@^a!%E=;jJ3N7AGwi|HZ(QOCGZD~372@OJg(57~4DFDnFw?nd>IN-+oiljzs+**V zl1{)?ZUh1VJORI%mTWS~Fldz$2@2v`X~=0iDN7wsA4SAsmoO-Xwp&sDWJM`Zz7_JTbWVueJ`PK)dfD+-a>#mI zIL2M3NMwa$&`=c(Y{JcZp;V^W^U?_^7-e=ltXMYwHQ1)976 z;<_REGEvl+1n=`uVj7Y{%0B9p?*++I(Qf$?rRG}A69lx5vApZ4;|kflsR%;mW(0{LHLhHu=r@4t!$H7Q%mueFXkQ! z+x}_jF!cIFDz9ioE%haW(o}50BMa}TGaiWeRCr>w}`uVPP#0ADa$oiFJE7gFu$y@otdc~k-@&_+G zJrqJeB#J73aX1m+=qol_NYQN2o50hJ$W|HSVC+H+q_;DuTs7y!GV{wJA>}veMo%9DY{mG9_A~8c{ z0uhQy#u4S2M$}r`RqqE?{)Kve=&2NCma9wngqcNr>{R>oQFZdgXOcNh6Y4x-1xfMF z*h`1(o8lvpIDxE*StkMmKkasGH*`4G)7#7NT~=q8Uwp^U*?ZWCkAojAjKjco3ft!a zAquX=rMre%uZ8fc-sMSdcsP3 z!pk(IgUnH2Cqa@s*HcUW`wJ)wCYqi+Xsde}Isgv3=#0kJJ&3(+aSiZEgkN1ssqW^N zl4)N4_Fw>}7~9_PGO(nKUS$ucOIlBzSP}vF{a7>+)-nZv3U}Rftyi)KV5Q-HLH!^OS4M)S!amUYH&jw&wUd-31@_Nea92i=lUb=Fg`nCYZ zfOs#m?!U{2zksU|*4I%6CEjRXBPSTlz7$WP9c~Hn2|zbO_oTiKlRMuQozx8&$ zmx2Am+kkA5HrHQd0Zbcb>_34#^`gOi`U(6JM{H^H zYI4r$t1ZD|Zy$^=|9d^!^If7ffmWFO_~+kW?sK~>_xVWJ{>D8zuWz6nZOs;m)sX%@ z$2uqRw@h)?PadU0yWM}5V{+vfQD6OV?!%HZ_1Lz1OoR9wFP3Z|%y^8xV&F*eSbdg} zpP(Wdb%%jGSEoK}o=cfK*~Pp1q(06hD)X{Xk*6~Gz3cSkXt!ie6yAb%`%gDNsr0&9 z-XilRTbjEvW1dv`#AS6f1|4sQF9|KIXlx;8i?pRIPkV{3k7eUwI=bf7xF(M4o8NEM zCzk#BSwKm%z{vYClcDq%kMS0g$h!BQfr9CV)wdS@)K>x=7{*g`>@BNSsT;Km2Uod@ zlU08ygwRxY+Z;WfN?hd2X}=S{<>lK@P6Z3gJxvt286Di%DV&U!l|w%&n~RbXfdJXR zJHdfO4Rs2;>#760)yrUodUL_UPTiyf))Dx5X zJ$mwIKQ7A4BnWu+X}FCBIL??|OKiGE%q{G*?j05izvfjuMp#ze5mpg1v0c1YY7$-a zZ1$r(Z^J5PQE)3bk1*y{MuMLw=3D0+9|8NgUn}AbDO-UeH$3z^&>Zi|Q~rm^NWTYF zHe!UqzSjd7N#)maQco|4$)86kPfa?g>1L2Nn7Adq)THhq<*UH8c*a&3;&tcw@>lc$ zoBZ1%66VUDbvqx^&OZ`|B-aeJcc%`xX?RRHQI8SAFO);?iXj^vw~(jzdzYS)y}GL8 z)VMi!l`NPKaZz8{P!QqWCdo(1RU6)R{u9?X=G~#%zt_g0CWI1^7)hD9cBZQ1bqZB% zN+@&9zMBTYqv%5Cglkw;g|vvsO3nP~i-)|%31XA25hhw*S-BMQa+3R9cj(s5Rj?AW zaiX%%b6S;;5d~i*UgInns(*T8XZMO=HBA)PUc(R@fR{&l{L;`wqnzyhd!$#?)r!Zb zL0Y$UoXVI*`Eab5PXVL=eS$5#;AMu1BG{mC3I^*G`mT!(SewJqHI`~JA`+?2A#49B zmIHhOl7Ni|lhpT$S7fr>BL0I1zyY;lHA#g$&ls?t{tuv1ud3()HULIXqnp7_13ZPP zwY&!4Hh_!JX2BQ$kG3on2e1Yx1r`gz~-iFWvgKVP^lxQ1{H#40o1`mkSx&5qazs1Mi>X?l3L*!*yr#N z;4z@`Y~ufnxBrZ7Ut?#O9D~6KMm5wNfKXgW6fzEmi8DMlmCyv(2?ipdC3MwP!d;kO z!)O7SKF#P|$Bcj-*%wg(8JVf*Z$k~>nVG~?XSe`IfY)#UEd%ouS^~!~DF@pgnwLP@ zoR`DPlHafrj0^ls&9reEyu7k?CGZLNR1lp@h-T2B4X#C=O5#032*=!a#}y5fnhJ54aO`#o zRqOvzY{esk^#Mg!w zT~+BeTh!?u_sf>P>F{F|D(CCP`(T+$C^UTs?&IOI_On8nZ-;u^mk zbIVB&B&Sx>Wf7@##wAc^q^l^9zap>WS}N18>(xCk$pkUcI&Qw>-`Q^`-<` zB#sTk{VaMh4|!oeD3$VvALGFZz}1^V81Z0eF`uxP1_(&@(V7ja0o11GIsdwLbWtkOyv;O zW&A_ozce9c2}F3Of?S^F1^rTp%!NbJwv|Bbo9Y_ zZMGz=mHv6TM5eyFchaZl{=;#P*y^hVxjBU8)gefGhJUW7dYII#R(HUIN;QeTIjo ztmc|_&8OYVGhrT_S6s~FVlQP9qMh$2_$Ix-b*0r!${87C(TrZKe4DZ@NZBZ8h3sF> zx0qaDWuqjq#?1e+(5n$&zg9~oHPe4Nmr;;{$;13lchpgk+>EJelMSh~V~H)I(m8~1W?uiL$aL4-{hHa< zQ@Ebkz?szQ|Ca6Q(_f`EM3$O7;RISAS4~nSt#!Wo9jWOvq6)f&HANTRMf`32?dgOK z{9NJIn36-fyTH9B&GhW!&u!QN^TyAWVgA#7uNE}LN7k?}3+$;)&kigI%OZBIy7Wa! zad`1g!SxFr38WbaQU=~j*sK66>JSeNm@*LO4Hn(an#UQ56QDzLB>cT*n~3S$XvS$8 zNYDg)6SP|Kv=KRl z5eCqoaxJMi53DaNBgw2WLb}g5Jhmh9N;Mf#m#&ZAv&o=KSA{P1+e0fDiQ0`8idrFw zzN(EgroKNYtNzAVDMvL(-TuOmJgE2^`8&>a!&F+Mt=|@6*FmPvmc^0g`HR-hfoe13 z_Q_H%zjpsNgkc`h>L1Jd6`}z*CJe1eo9JuT=6JoBJshH}BNbi`sn>^dNam|b*dMl% zJj1IH(1yCQYOF1P7do@!w>p0nh(dWnf@vv`9yzJ*Lz0wu674{|RDZDu$UGyJ8Rxw;1^MkCBTr{%n_lgJ zVDQ%P740;d|1TPi(Qg1P_oyi4_eu0CJ14nZ>JVvBxVZ-X<0p9kb$RKakl2eeB!59g zd3n=wA=YeNP0dKPYKs<-Hof<1r@Wk1s*IhHF+_zkorb&T$N95o`B_`$zO+qhuKBQsoJtUcfE`w>OUqrEk3s--pc@c`bu>o1xQ{>0u63Yz`cZ6&<1ww7<$ z=+zqm!~oqNlOEjw0fK^py7dRqYJT?}c(l_#Ve_Wu=Dz+sZ)t9hPe{1d zYk&E2y~{mYE33k zZQ5cYBNs5-_|(+YWDJ6^?NTftw17 zitZC=&|p6wldo7hi8RsCdHGYdsb7$^r4%oGH88*kpc_U|t(Wu{Ai^Yac7CF{on1^9x3fUZs^ z6DT%+ji`V6dglaOWxvOAGcw44$gBxs)fzas1i%&PFD|x$vvIestSky*_Q3I}sowkd zL)5CDKYIqex-@MbW@cvA?3Iu^|0zF1@InqIQ9E!8B9Lf;bnVXecIdr3AQ`=kB!;CG z{|=j-qhG)f0X6$F^rx4+u)>fN49CgS-Q_+tJN838_5yA} zOi7RfCZN%P?z|Ngq^YGx7|VTmEnv91+{L+`x6)&s6^9c0 z+M#kl;5h8d%mLNX7yLBKfGDMBHzuu}C8o)wusj_l)>^`&MTpDVky-Cd6glMwanMZ4EvDXsc@ERozX&Ut(XX3DrV#8SOFm zU8uJ$vm7Jy7~ZIvpZJZ?5p8q#NN#WaQ#LazMQY8CI+sfy(ayG|(C0^Xn2gfHvi@*U zY3t5aJw-G6FS_hyx9FmVc7Hc8o*|-|d)Bj&=~N}`4PS-(n(SQdjba`-?IV;0?2~dy z>zqVCGgi}=&eREursDQ0-A5*8I0i(v)UeK|T~tN4OZsvqJi8m#6ToI~nXGr(ZN6*J)!v^=MdSue<*O({OuRADy5Fe{- zomyvXN(s9x;ILixmC&zYi|n7&jlqAJ8w{#dW}BH@lGuf`!u$rW9ErYlyN|z8UPm%; zJz^vc--y?<3G}f4de(;!F`SFe82AuKtCA9?OLq0kvWg!^v$C*->cn5uk%shg7?VAmY-HN)+EBwE^Bp@TAD4O8@ntP<>?fL%JJO@!U6uzIuviJlv0wR<(G@CHg~R zh2l~dzt;vG?cqSd`Ew0E+n@SN>=KM9qX#y34e@!;zd+J{-n+E!J?GuP?#=#(g>al;qU z6s)8e_UaEBA2|+hNfyf{Up&@+7o=q9t;w=p#-{bdE7xCWndPGTleFY_|2sb$=Hyy% zJ^9Y&zfU?S;LbL@EAnXbSXBM?Wq{}bCzg72{<@uO?!RtX(H8}xM;GqT_iJ0tkT$KA z-Rqn>MJs#}cd4e=KBltIds^e<)zP9mpUfj*j=3w=RvKx|V2{bxYY5%6To-E8a=llzsV-OwdQ>lWj%|#MJ3V_jO9w5+`fqnrZZz7rU+k`3H+WD z7Td2z$_2k@l;Zkpadfwd_Rq}DhdWu1Hxchxl&-E+|3UC2e$YFUG`lrx=H7d$Yx`#` z?#@%sY3WIp7qbUvYo6U5?^GmrwBKtV&hbR#CAB_z`NX}BVeOLP7IO8f{tX1TJU9_Bdbw!Q?J}PbgTUX@mfnV(Co zWkkQ7eLm7__|Fr^Itx8$jN@qa=YeB!PGltsCu*kPH^=SO(6JHR#mvp6?8d!PK75W7+>Qrg|8Z9Y)Ez^r0+0BWZ>&igx!y5iuaDSanBL`K`nvv zizr(LGn$h%EP1MI)bBC3mp!lHEln+jmFAkBILhVVynjEI|MRs~)fbOx8IbFbrqTZO zAIz>wIvl2&YRtpdfxN7XAM-9ad|xERyJ7!a^xEeCQ$CrO(^{oP|eA0)G z@=AGuPPBzDInwxT%F#+h9YNdGtz4 z@0h{;ug=w2@+|SD4u+SZPn6rH8`vk$H$Lz;t_YGi4^znghhl6AAEl<*tz3s~IJm*z zM=Z+Loc~Hku8A+qzvjO?Y>?NpPi5n~2;$qSnsLL#!V}$MotSt<+6o8xIV(+0^qmd* zn(f!s5Oa8|p9M#+K7X9<5;7dIO}_3UcSCT(485jxAea8aGTQzaBhnS*M=??pdk#m0 zQtnTK<4Vt*QtShb50%6`nnaO+IHaz4hIR8{CFD}i0xkNftVZj%WBL+Tzkhr&X(n9O zPycnD;p;CVl7s$6TeYrLnw3F@TMu63HU}}yS{HD-Z#>ak;kOaU+Q%X+qj}c!LPM5a zq;H9+b&p6frR%O>0!T^}+V`imrF)Uo`k9$bL@r04ZAO{TBq5fQw?E}^_H+NePq#iX zEP+Juo->S4ISXB{K3y+uV5MzhPJk?^7=!lM;rF*RY|@V0bO^vp<*IkkR%{u~%{=F@$YGacta zAw9MmQ)uidjpPb9Ns6BtqkIT2YR2}@Oz)fOZQGmWX}zEIU~71Xde&L8k2TB$W%F#r zwtc+?0e|Dz%0(uswfhz_{OdZDo(e9Gd|rGtVgO#XtSi#OkGx>d)lCe z3$iQmvaj5<-6uOviPs{m;{<2pYIve)*|7dJA;QgquFoIuIRA|p~<1C zp&QoTDNsTSRLYEg5}<^Ni;G{p`0r@1xRH*0<=;GU#Rl2}Q&v7ZE62A@4ouY44VN!M zGeCPZT)Ggzr2Fk0?Cy?QaIUz$zqf3hKlu)u)g4?vdUx&fzdb&(6UUH}l8WTcxNWJ> z51Q2htcC4|>a%B8fjZ_WC}6K%R ziHS)FS}u@6B@AOTXq|0#$SBF3k%pNSJU@sL@aR;AniAh2f)4COi{GufH2IIgoFeOE5Xgs_$SZ~2X+WFM49n{nPA`FgAp-oGLF2uSI%OhqhI}d z;^Q%45kNpHWfHxr89(V??=G(#-IVNO-O>f&+!+H_#NfX5W~o4!P*eg|AhCb@Vd{3% zZR^3$_~%M{4H(lV=NK69w&3*Y*aGrC3E53{Z=Wo5kFGs!Gp1oa0_Dp&2Kpo5kTAul z5`ZhG!B}kjnKNBcQPHX)y`th)NWazuqN#};fg3dhWS`n^Y(I24Y_!*`0Eg&WIlK2$ zE}R2e<3Mhyt3dX|;q&_dyJ8>=JYC{gUte8~9cMbXX+PY|EjRJh;Gkr=1_BbMNy|oY zQIW3*MfRuE#6M3 z^c>m@#Pe0?63fp7ChF^%e`+xSHK1V)hUZoHY- zLdGjiK-~cv?|I^(k-%k`I5b$9I&>DAiHnXNji;oZxg}sTk}RClt4^VkLdiJ}6*t{^ z0P?qhz$`94^b|q~?SJs&vKY-PC@|Y-26|-_=@!PvQDP5(a+WUCneiw_n?A`JNoHJwg9sjnMm5@KfV<&ImUo4W0yl&0SyW1{mX^c0lvQB! zr+2Rx$)p%GrV=a@0@_BUzX#Qlc!SNs9~kPyeHdn%FUXSn7Aw?0{MMtTztcE^xJPG% z6{o$4_TUxdVp^2^TzzKfM)U{>tH1bbgp|QW2{vnWr%~fDtX4IetH)&Oqcm)d#Y+8d z*8k8ZeXr~|4OXxAJ*q1hH?jU9J(%1Qu2q52I>3H>k?r*b3$lD|=(kvbHZXQ(eBz^5 zD>-&cLX+=81o^A>G31yy*owG`a!ceSiMuaIX>MPn_4HdFx9J{Zn3HNh?e(8@@QKj_ zdP1~2-7gdQMXF;ri3b|jNi2p)BWxT6A_nC@izJK`15|NWmaJ~EvDeq&LOg?1wwIpL zN+&(lGh~Q6Ftw*LN4=mSv;!ubyqPLAn=;J|h!b}VWZ1N(D&XiXL_KP6>gk#Lw(Czp zNqoh_)}n@2SMmtKuTUHijKS-$T|=BeRzvduRZVv`g@b*_xvKOX#44ju?f1s6xKA|= zB=Hd3;t+M2d^KPEg}UT$!#D^AtX5^3bWO;A)x=tOy{>b1qH)2kQJx%;FY)=fRD*m` zHjs+-8@_;QLVi7)A*i<(e15E&J9w)mX}zFLrt}{_r1{estuR(jQ$ZO*`qX7pk>;JA*K_t{GW7RKD*_4po#< zM+Jl<648Uk%1%FNv$$E@pE_~ss!s<;kLq9ym;Bw9>|Zh2Nw zO2sdwZz8fo>BX!JF)EG}5}BC>M-xFpiVn0E?<(w;KN+E;BH?>>4Y^bfVNOoit{Sb5 z1t}nsWtk{mR40W{XAgVSbgna$MCP&y>grjo|) zD3jI{jaKOA>qdq2DoWa3mPM`{{|q-K9OyQg(*J|1`iQsn!v5PEbs*Co9YwWoLM_3$ zKTST&*L;+3;|9>^NBe(^kGbs4oM=_!kiT^ciRDNGRk85rS_i|?mrqvHmMxvoq-QN6 zOumk&T*xaTVcuepVV>NabRK;Y()KmY+f~{c!9Nl2leV{Y%f@Sr0;ZDY^8=P97~q~W1sliy$w+acD4>oSi76T6 zyVcqH_L!v*q{W%jqA{2gC_7z0riEXXy@IUbRU-*W*u2@4Pa7|l9SR36kKPr{j#qKE z?}E66@)hME4;N$Aynw+zzZr9#L-2_8LY9WbD*;{bT!X9Sg-0DB93V)dmyiU9WE9YDZgHyfpw+F6)h~qZYCW%qQrQjX;%u^GMOW4ir?G3> z;is_Dd&m=V^WYzPUULn!SCt$`O>3o}a(G~31e_4zAYZ>H6BolLt?yad>8_yH??;1O zT(fMazDx6@@8RBXY>l3VkCK5lL&b3{;G#xF^6_)Sr|2>nVGssW^5Hs#x((I27SORr z#=TD#$=F8c>&$1_e{U|bpv%maPx45YGLpHgG?HVNGyfwQg}tR3Ity53b{h$Ob9oh2 z-Oq=M5*l&y1!;QB&az!`@n5dU$k?dihI4e^$f z7R|j&izU4(AVL^h5_42w9~mwot)-$JtQ-~3C}+>u2FBYp{z^GO!QK1GdfTpvGiKoO z?t$tUB#xk-NlR!kq~N>46sdQTosXhjEA$kfM?&!<|V;j3e|axOnak-7aUoXt;{~Y zI}1T^mX)rv>}N8mU>OU(`oxY&2t&Gr9P0z7{_A&xb9p4wMR; ziSTTKndbMxLF*FFz@$HCaO2qp;t-u{lI(612Ero4htC_sPp++r(siS=O)_0oP3STP zHr;R%4Si96Oo^g{aF27hqEgtp!+hQ}F+H^+lO7kis%*=6P_7OphsZw(C;g3M!9;pR zLofdYs|aoNi+#q^Aa3Ci*55ebgG^q5N$x&}vH6+L-Lm6K>XC=nDu> z$C5|VLy=Wh5`{gP5+3^t#@E~Cndi6QP3RmhdPWWZ;O1kMaYWJKPk{5EcnrzRJq4NRzTGSnLyM z5+ihbZqK`i+Tqy`IrrrX^9{648~5xEW>Joo_3X4&nWo1znYiuR0mJI4nNs$XIC}~n zrT5<@K%C>~8YV82Og+fOmH zg2e1~OUNv+iVr3=fOIE8JYQML(JF1C8HVn;XG59aL)TVtx>^DzL7CPQU$Uc3#3(Cq zXkE{yhVR*zG@DmrZr^kHwSxYP9rZ`jpA=mg5*~1=^j<5)!t3I)k=NCAr0#JD{;CP` zW16P7=;d?$H)2(s66q)2sr!P%Ulr5*z~a%*886=j@>g}gxlkj=;zzxU6`#nD+l$f^B=3m;LRe!1YiE7?W5t&F z4`>_Dy^ky~Ry@T*{uvsP@7X(=?_8SM_4nzSEb!nNw~!zn&v6&3#FJ|_oyj>mI~foC zl}zD-`PA5cD&p1BV~#)m@NcAvT@|k%aOT@Xn5X@U)fo#*=j&rnBjW6lUyh|JkjAMq zslrU@mXMKH8xUr3_?81dz!B->s6vr`$i)VkNr(#_md2>yxN`GAt=@Bw;2 zXKr(<%ng;&(#iBi;mMP--yV@hpY~o3VZcwyesFZX%k3TAA}9gjEw_x40E$PGrh5tY zaB)Y(*>!#02>fnnUT@#R;?IEB&TgYxBu}Q2;j$uU`LhDkVp~B%U?{1sjnB_|6AVj= z5BrZ!ivasOhmN^p2wUD;&SN}&?({)ryAhDqp}`+7oxnpkHTFUz>V&AF*p zoRTFLBRn*EP||TQj&)9mo<$lu?Bx>t4@cXIzbRitOwoe{ zR|6-olHLt%sNM{xuaes&IWSE)hj=XWfQNdEHsiix&Y;UhpN!ssRxC2!5*K%zMi6oK z^T;h-@mU=fD81tsB8M;Oo(Cf3SrH3d?H?6F2$ZRzN1uu1ljrloL^7D)^V_5nd%^h) z3?`w4thx|W(k}N1zBdj{kF(RCBmSQxSoz$|yzs~vW#Xl}@k+{;S*4Fh2ZczDQTw59 zXSp9{iU+0g19a9p$Ram5%BjUEIIOe5-9?Sq6k~REj`oksMA~hVp~MMuOzwY4`ZkiP z8ZN<_-uEJvMXH2eo+=KsoxQt$q`%nsQw~vZ)id45-{SuTR-%7yIpB>X zRP4VSYtlIdaSlx9b(2;4P#Wt9s8Sf(d7!+Z;9=0PPR6O-?1Bc>@HQ=mT%divkIqXJ zkE*NKAk77RoI}hJJbX8XgWC&9F5C>ZQDA~N{|S~4V4~G7r5w1!`P~8Kd*M1>QG9A- zhCG*ZPL$+?Aop*Ts?aT>&?o{JLc?6Sw4z0=pPh)$-M5b8m_yr?X(jejPryOR5k@Ku zz(vE*&+y?gn%KCcqiZtf->9H8%3KVe1EWq@5`{Rx=W&T07&+mzu+evlNjX z`?Le~EExRMgBYafYYxMHSpi2R%_yF){_^!gcsTI2=)TW!cb4zC`Pn-VjF+6{$n3%2 zPGqrY#A~BE|6_KWq-|U8A7P;4jjcZO=%GUieB*}o5Gt`?aZgCi9ww)is-f%i zY`frIR1A9E$8YvygNZX?QL|rF_q7nR2s8>%>j)C4l(aG=X?nCX{QmU#suGKDpLTm! zGS)G8Okwe&%y48iG>@DPF5z&MX#VKV`D_;5R2e73HF z_yAc-d?kha1_zv8SMS&&Z1FT9c1)S+Qz`42PP{2^TcKwORzBu zOD{z~OF4ofZ6oT@avVhIVaoho(w)}*t3qxF7tyzoM&E~TrBUx${5$(7NFF|N+!_5~ zrZ(VVd@$g{{~U{JLAeXG!rwfteY5ZB*wb|D0G=-mAu&@Q}= z0n3a(wS_Y$4=bUVSOjADiZtzzN~9M-o9w3$Xa(dDlgaJP}$_H$Wus~e5kOM`T@{0PO(>tP+8eiBKcj=d?ijeRY z(CeKGMKFH)2_E!uDni0C7Sj;+#CWD>>pEiabI_y5QZC4}pU93v-`8WOi}5XP;U;&4 z6TCR9+Ul36tN1HWGy9PpI`3cwZI$$)FONg9Y*OK%r$wa)(|X$;znpXA3p`>vHyeJ6 zcj5Zw2g3{Xaa8tu=jZXDL$h(-9J$OZ%U(OG_LdApBwV3(gZy`^bU+o>YyCc|mPOb~tLznDXfe;XuW z4?yW=ZS1UOUMZA654IG?r(4i)XY{eGH$$Ix@jp!{j43> z;#hoij*VogsS_MEsh3p3m`WAt=5Om~dY6hfRdWU(gD&u7;!UA8*M(H)s18Zs43EmW ze9R!)YcqP0B{A=VTwwzvRr<JYh)*o>51{HXWvK=!b+nlCH+6beyP&uc}?{^ZV zP&^i)@?pcBpql4RZ6VD=vr9%4D0hak4BKX}0J%l{YBU(7|64wlFTtPJF}o z)I!AM2EN*oyL2~&@I?PQ*D{<9<|ypb=5e+eeCJt)monN_Zl z*e>t)Jw6%M22q6&ESMdIPbc`PBY5%=D|GOT=<3lzId((%+V$ z6OL0ghzHS_CX68hS~5+9qT(hwvvk=)S~<8L0zviAlg}6nn&BlL%~sM{gZuErKGWtF zAeG#p>?;a9Fv1y1%42dBO9q%p7Ve(;Os>7kdwG#et(dxchJJE3v9a4;A-l+<0g`gd zvz=e#uPKZfmR7XSc?_yIpqT?`f7mr{Fqv;|tld(x&Ob>0zL+a%yi-h)K$(S;gKISr z3n@<})@*7iPXYe#CBA@a;9SOtXh|U6P5dM@Gz1e9P8AnE2%Mybv{%nOb8E1YOf&Y* z<+8y2&W04!A)~5cXL)oH%Q5}2V`D4Z*!BAYHwVaEclqL?=71kpN{#_f3Yv6e zPR~5L>j8{J9F|{EAqE&*0-4ySY7sa9jxH5A1S#9}N3uJ%7?>XpDJoAk9$N#B2qJ-r z#SMoR*w0QV5#8&lVd`u3?GIt|KPEZGJq3m|U}ZZXi#L|# zxI_Gm>7U!al)p18b$${d=+En;P)SGz+oXJ=vgDR+7 zCNtKLxxi49j*_Q-pG=C(ts8L|vEG?K&UL7e``gUsgxDKWlpP7Alj|)%LfML$s=Wt@;}1hKYPQ zMk(~oE=)>1-rmg2*7sn)9O6C*LQ#J-*BlyNl+9m{X|d!Q zi0A>^RS(JN9~Gn&R{}E{UZW7;*&h&%dA(eJ_t19H&n6cixL9$=S&d}NNjX}Of1>_s;4#Y-?miVYXOvGl z<*jQKX3D!YTJ}5Mp)Iv9a9%8dRG9XaL(cPzc0b%eE}r4D<}(H`;Vyf=wixc)r)#^H z?c25Sy-kq_u8s#;$)A{>qhzYEFc*yLBKzrqFsP#gNn~Cm-88wh5Q<;$ zP_^km&M+`U45YQ1nwkRRZomZNfNho;Yzi-%h7}f*ZW8oV=kCfbu!;*#BhN$Y^hZ~Q zPZzdOxkAeCDWl1H!-l=mh+iX*_JK-*v9}!BbW$Mx?+sY2AL>`yN?&yhVfCPt?@_iS zn&``B^WnJv%@cca_ytVqoCMm6uBgYG0y6>q6+_a2e+%zdgw2QXJdNAh`<#~oj|{(u z*%6RSCERNmPyfg+glDk<+omQ~xle6kjvAjs-VHMe2X%FtJqEbl0GA$Mo&kOXuK~NX z6t5`Yp96e;V6ZBJr5Rn?u9YEZ1cmcAZ0%_NVm{Gb8l{!a8{vZqbHb1Sx1uhHc{#Q2 zPim;IIi{%I?}4Dl*?tk`a153^Q;4sPDFy!Ecl;a-)OIFC3N2z_<_hRA71K#Lxisbc z)ZlT7pc^unTL~jE3~$x9d_Fj$#l4I-YRo_QP;i(dc8W%Tj|Z?C0*)Zy1>ivb&j|$J zb*zEH0in8meK$SX@CHq9^fJbyvo4fCm_H>NCB7^LxI(8{;wK0 zU;q~o@Fw6F0=Pba04FmrunP!Cod+D!z;9rCV5WIMnxg-~*#HYVK=L?EA8GN<2Fe8x zh5+p*0?Z&l0AYdxFrWi~BS2;{T7WSTp#A_7VB@6#tc8GI8xSz6{ht6L4*=x=P6-&a z2LzZCsVS)dG!Y=cm8d2HTzdc_1Sp`S>`GEk4>liOQVed0(0pl&6kALs04azPNt%NY zA{!65Qr_7(?7b07+|ar)T#n7Z{(EBChBI}=pWuFtTf*2uQRz`2F^+;_pcSr!jD77a zBuPfg<8ITz&k3#DgGi^>+Y^XCieJvZqrl>wIVoJXGg!;@01GC*{On}iMEOehC=6qS zivm4L)zoh8IoCg)-dQ2i+)Th>$%Eaa>Iki5n< z`TI?_%_({78bIocl?F zJZ&xFpD7A)(^U~;$C`z>cE3drf}l(BASk}z7l@)z_IzmC^$N!m`A0T5XE61lxck-m zlo*Bil=r-P72cqYAv4@d(=IXgF2u^bNpmD;gl+|;i+fd#eLaUk0N+>f6lQB=cT34? zxjKHP8tMgMLwoX6F^iwMJ}Pq0x8a@;$A#R7YwD;N6)-{j+xytd`$j7YYvId4jzUhh zA>2?FCj5c-?!t6^SOTxba&Jsf@8*Y=T12w9X}3O7X3p&Pg9V@6JL@VA?1K^0%c^Ri z9!DNUnY;QK0+#Rsesfq-mn;noHikTEvtvmTLnUFS1Ar5NVF(C79Q<@oE&9JSMHK)H z0T3QQO$0m{fD}GT09BF#;I;q&DnOnZKs*AB5<4Z}FA$CZ#1Rlcd;&NwKuSI!piTgO zUm%bG4iz8(I{>@`pbY^5h!|RG8o)8v_kSq>ha398fVU)hL;%1bpbBSzS^z-400I6v zz{dj!Fyvau>HvrUKmefuKwtp^00RKI1>hnA0^%HiGytC>02d4pV8R1%ynq1s6(B=N zH2?$&2%rrBK44(A>;DUI+5+ba)J*_r45-BiC@FASKv96tQEQ;S0Y3p_Wl&O^gngkQ zn3Mosz(NZH+XNhr1Vah>4knc7#R`E#>k|zEBlRJT+{4Dj7>AkFe1k{uihJT9SYYgZ zsB0(exs{i@Nx7$fFN&f>;?#Bd;dRBB7#Y$gforE#yWpYVKTs}0PAf>c+%$#bsYR) z+Td8k*b7Z=K@H;&_#0HTi9gz0oKcfku?X)A;{d-#B|$nY-w{e0lM#%^5-c$cyAo?U zWbS0u8n>13zEq9*VjJgH#p`+nb}{+p=ruN1^R~`N07Q~l!MU*9$V1(S`|-qb_{TK+ zrRZQpBJR1XoT7uLRYG_xoZ5XUS2qOap=Q0X;FfvaCqiqlp2H>h;2_t&5vR(1C~^xB zF7>Vs$qiz?rDxT9B#84iMOzBVGoHg(zlTMC7DeNbW7G+G%0u<#q3))_8)|0+>bhwy zO=y{{5#|t|^WDyX^NWur!9cM6^i8!&ypY!C`c61^4cn!SR&5mvU_VOTc+I4|Pw8D> zy>v`kf1mD1_nS!%T%rU-3>Yuy1)7>_6t}{lDs(}=oBuLcHlcH1{_?rKCDpSRW+9o% z6wUaa-A97?62IB5z8QKKGOR&^(nD*Xk<-p#?7eJr3jJ3{dHE_}1l-ol#036_>A(a3H z1i%JOd%gL!h&o{oe!zkbtN`p8SUL;v zs{YT@015|u2>^QlwgSGj0BbpL1YkAbUm)&**8$mOVp6TlcB=5wCP-MA&>WZ_OWm+B zu_Qszq3pQO;{QEPLuBHyT;V{_61(hRaVQSi4MZ#ur(5m*g}|!k_dmNjaBxV)-N1P6 zwCHl<_$>)c5o2>U(BemW9;qmW?C`3`;!F!;3Cs|~aOFgCf zjWO;`(ANMBOFuK76s*PXT%-LOIbf*6;X#g%1035?3?E~^HmI;MB`jhQO@sBxaDV1- zTCB^G@nJQ@i}~Ml_9E`}KaEI=3x0b`B8izIJ?rT$zvdVV1fwgMG2aRfe2*hbx=J_C zbf2`mL$QuuQ;6V7^x*MQY>W7cw;FfjgrFNDuk~5aKJu*eo+>C$=O?)x26N@QP2TTXK4<^DzQ~Hi8Po*nEe+^CavLA2> zA`f27iEC2uz@z^hD_2qgZ2MzF#uj@d)zrn4k$BpOa)v+g6FF0DSo+^Dv1pn@vD>;A zDJ9PXq=GGG1hkeSTy9dq(E6gxeW3{cBA)Rqs&X!yztoJ_-0^a3Fn_hVmk1p{20&R> zj84-HFhLvmK{47*5=pBpuOl$%W!-(Icg36aaCNpHYh*g4Phzjs)@|@SuQ)ns=1SL~ z=NS2|ix4N}kA!H$xsayfP;1%}Na2bi4MpFu>}(f_77ZN*9R}UWgM!XmAfOTPo$)I+ z74!CCu!sU5r+|gfuf`A?66QsxfI6?tj6ktnz?$Yw8enzXzrgQ=4W;|ruKpzNW#;Ui z-!&OVx=X`QsZ1E%FhSy6C(cbSU;z=vMm^%67fn6`8lH{kXAKp=EC@VLg=f`n-_`JN z#W>Fu9(XHden%v@`_4M%GR5PCz>X!6elCtLBb>(C!uZhuF{<8 zI3cJJ5!!w91FBU0e3;Xv6h^s%)bX84%twZ)j$k^=qw4-e6w8gWFsEnda%2Eriv;sz zR;Bf5z_UUUpJ?1&5YN*r{YmMPuj}^t{a;Q}=h%Xlbi+04`xE)Z;a{FEwD=QFp` zVV)tZsHCs{q98WXEFH_C!9jrBeA6$CF4pB_^+C;mmaDe&tCp_+ha@Dy2Xv}F(coYum8k9^$x)|vL!)?i3+bVEVgHL*-Fxl&fca^yDLb7q8AYBGCKD5apKyqM5Ci zu%-MdBnC6G%pyvcILp32Ua#iia-h1(S~$IUM09z2 z`}R~vZns_MA2~<+Z;W!EQ(nApA0H17czRn~6MndHkQ6Yu-DUYk+TM(H!boU~6Ikm1 zjh|w}3>CN`pX9<>8`}3WX1Y4Fx4r-qLpzsAp*MBDE#+l#tNiwa?uQDE=P12Tu7}Wh zG-(1UuN7P3#>z_*= z*mFJuafUzXADWhK*%Y(&fV#ti+3txpBnAz^o0*_ zSJ<*XR?|m$c(t=!;-m41G>9tu1c@t-r)!hM1Bmi(j>r?pR~tlyB=^*Zr^vLD57s+7>sQN1B5n*AetEH8)SNfK>FAq%rHd`_gkPVPX(!89Fq#71Gk3>g9HJ?1cmn^0W)6^N`N5Y z>|+-Qzno|lY9CXO>xBgPB(#W6gagXW7<^g2MdxJoE3dn++745-5>}%Ye}so$GwkFp zNAL;|@0s6b;w5jrviz8)pTR%c&ZbK*9Pa|jbQD^b4rCaNawUrVukDreqnbO_0yw6iGZf{I8#fr}AIb=`SH&>+ay9v?GQs}{ zKFP(Ez0+w8Gtm~!FUj#u?!eUlNNtqw)OE7rb+2$xoB5m$ekrsN$Qz(*;+GuEdahlj z|6{tayz4^+?p(7WLsUtpS#c!H>Z@k-!(=pb-gDqqoSEc&tksJ9-0#@*VInyP+s~BY z)6h<`DdkmzUrTbQ2=ZyCe~Q1&aYYnQaa*z-Q)x-iq;HPFA*^scDk=(7MqCXfM$g99 zBN09PPaR!Ce~cf~tk$MziXmfUmC$fc*jk)lI{hSSA^cj8i=t03dhG}ZC-!3<<@f%< zx}mag*Q%?~xBjqaOyMoY7H#QxWKLmEJ8CnzILfA)w2dhVM#zyzBRMyPAT+weJIQ7X zH|=qRA{*MdA!%ONRot~EeL9xK4^D6)@9xj;rU`9Zl?$Pk4ec^ZHmZeD3j9%bdH#@6e8g0v6m}Ia zFV0QCj4@{ZeW3|P8ns@As!*wdH*DC3`sQx&Ds+N8lHRw%o5wZ`6OZ~{*+WIG?VDwg zVnzQHd&Qgwz-j#*?o=A2I3s$jq1P)AU>@H#T_2)J*8G*Ut6Zb~F`JJn5}|EZz?d1? zkn$^Q?OIC?9@%GRr#5~9)uMK>z3m)?ea(6Kw@1_+MR@&@o?@^r>y>+wOI+XgjJZNd z@@_bAT!e?5e)o6@wiW}sxO|^}{Fsl6hIBbc9Tf_#_&gnXrze`wsSB zJfnze@=RS@HHrzwLszhKz-zKK=wNp1h?-*O35~e>e|s$7s5?p^^mzz13iCW-E7~T> zD66L-LIh?_nm8qx!Ei=F%nzwbqgOYG!=`Mbjdfl}rz`6$we+28$=Jee7c#~7caxDW z&IcqVG^6!rD2S#6C@!F&SNK1jBK4U{_uDe;-QGHeH2V4QmXT;J2(FuV8(pI zxA*TKaG)#-kmHU-YvCKXS!m|H4Oo7ta9crf-aTbNJE-vZOiO$AL`%zn?J z)>Gr(rv5l4c!{!q1bv?T6E*CX@EK+aXkCJ=zaMEA+ABn|9cRx-TY8{^x4B}<30bRl zz=_fm_ONf7TR7&DB&(%9=?gR&Q2K8oA}J8iJ=|Me05=S#I4v!S!k7&#*}O)3m9|9V zN3%a8QjaofOL?CM>n-fVLG@_I2uXbe$8%KV9+b1_aG{v;UN)sab}(nF%;X+h4$N&J z@!G@|C_xs{bFUxS#R)SpRmDDbIQv-j1|?_j8~u-UK{r+GXr{Q&Wgb0>x2A{S2h2&VWXd#~MtG_Ooq z4>=eU39T?jH@S07pC|LxXbII0)xAN!n|>6cXupz0s#EP)OZ>N{$h-yx*|7p%(|ieV zz6Hup*1*VMN`<(Ou-lqW8F@Vx@pyl<7;VlZ^73{Dz=Sy7UB&TU!&FZWUTEa;O(VO@ z@#D3{!$a2&TzqErGr`fE5vvlgwhk^c=Xk-6E{)5+9GPUleva6_ATT8(Aw-0RHJ?g3 zHP%a+Bdp1QaEG<1K*XVF<1&@59fYvPCCjE!MoQabznW(})SaMW1dFIYiE~+uYrZs5lXRFN&q{FgT#J zjK8))Pud+qeaAalz8E!g7v3$!%%O)5rMf=G;-U1CbhPvTIQjvto=2K6O>$93Kbb?W znm$^CGZ1g%Teji6WxEA#y(fGF3X#R@s;BA<{Q}*-0`;gncf)v9T&*ul(yLQ^EYB!E zW5iN0yD!$}7;C(C^6E+DoL9$jPo^q9S6dZIiUFK1U3Qm7U5v=sA9FOUSed*-jMnHR z2yeq))@j43!fNr8nRNnZ%l37&E@3f-nqzRZY7ITs@{7zOZc>L*VN}2Q`ZMqSVJ)rX zOT`^AYtZDk#R()kn0c?@A=yau!r~u-PC?Q6VJhXP7nDUu5c5d65A0d~{G*Pq%{#`v zD8~+<1j+(&?3&a-lGd-K45Wx3c^>lz&A8R*)Opz&C>jnxvySeBamr%`N1BqH{VHQXM)}dO%ZemEqbRoQi9;_i>RJz& zP@mrW(E3ZzjhAt@Ki2NfYRhf>1~-)TJG=Z%$iPhCFmW6s5*$bUz6atgZi;AO2qt#n za{yVR7R%JK(<>s=5jQ47WymC9Ntx(*%iVAY!wWY^%H90l2tjvyYpvfX{^D+*`iebq z;@^Jr&!11f6onVX;&3`g1Q)ltty+!}+Q0D%+B&5tBr>q$Y6Auy8WkD=db_%y0&8?R z5^|1p;HtN~sMa&hc5yL$x33#|!8*+pu~z)UARIQPsZpK>oeqkjLa(FeQ+Sy&=cf|b zhH3m`q+aIJ#SRh|hv)2$=AL&YHkU^E2U#($@v!B!{mnPJP|tXn#;99E+2xvw3PynR z(m+`w31*p|_rLG{Q_TwK3mt_l zt(mdq;2}blV2vK3+0-cYs0s3LhV$8SNHypU885BuJUbjDl?%En`;0w1Sa`I3*(Z-Vo%I#eNOfSGq*Y8Y2 zkq-%HEFV`!#3L8-e0;xT2V3{$gpa%LnEnh&S1`{LzJJxNt+4K;X? zCzCj(57`?&*Hv2dB_js+5BgF|mADHuG=CT<%5!dIU^3**w8CMxw$e~>M^)~}N!jxN zyC*y7)ekYgeV+FVL6Lq(sLh8ccw6dM)zCt+SJ_Pz32(M zW=0tcy=fYMWsEfm?m4aUV#6r5{@jaJw0Rmom&oOhOKPEgqPT$q!qPF-06%b_)CAo$ zqqc{hh#?9RU<<++X~MAYVPS9Ya+KS*{9Oy?o9rcLU5nr1Bs^$2CI$zy0S3Y4LuO(k zEL^{O%!%+(g*@DR+HYC4hzfsbyR=kzz)AQ1Zu!GtEN;rTAoPcradDdXT6r>jU#5{2 z6>))KR?ql02uGloy$TEs!cm>GPy14KWoo;@i-tCJF`N`6p%e})h49t?l1&zAp#iw4 zGg8}(6{jD+NilBR3X>?Nq1_UR2?G{Zz`#hwnlY3lB_o3vw#Q7kSPXNM6o-4ZY0Kf5 zLTjhZP@>9vrxjDt9O-vq+;#b6-}UbQG5P%s(dAR5{9~E7B^L-B4M5<4UK1Kx+JEoa z>dguvj@to89NJyeMvNl0QrUWcJhobdmm^OuhNDy5>ZboaXnt^{qjR*&;G3R@vCUC{ z|HWng_THj4DKf_2V5D-NMX*n~UmpG}2CkKM|H2Fu0Hg2EX3Q0kyR;$ndCcF$gYO8V z@AX$pF=BK%Fk%eM9MWF%;PCVCvr>fEde>s^3nr|FbyQzUO$P~1m?=AWJ~XdPokfy% zAqc-d8oCf$%oL0XLXd)hXEl3&<{;t(1VDv|VTuzD!okmjbr2v}A(EJwSYUBn%0W!C zc#aS;MhqJ`qV}2Jov7Z$g84zr8AXZFenGXxChHgrqGAPCxY-|l;m~UHT=^U_ z{I5m1I1(;mgW!WK7js2V{qUpu;dsJIGRD!jVaSyazT+1q3z^=L{frMtGFB^eg4}O9 zo7rnbMNtmI>vkyhyY8-PpjAvGBR-oipFUYnG`os?uzidzAFwg;MtZ%v#|?r0o0XXP z_;30Jaoxqms8RbWVTdoUuvg{^&v({7=+^<*%AvUS<~HKF5BnzpV&dkz@( z59TJz&q)qJ9o#QNDv-a?9$M4=zw58fheyEu%DNgBfw(hY#69&GMhAPP3I+#osJjYR zbUoqmh^2r`F~0C#rU7E%PGE5Eof;YIk)M*V;%wGJT!yJWV#Z}RdB~kp54C&A;*r7c&qDp3scowfLm#CvPayUwF zw;K=B{Gst#r25}V2ghMxKSpPCIlQO@oz5Qw#w5Dc z^;gzieEf9aJMQs`g4*ko+{e0^Y&lT-Zc+{IbFI*=mhAFkW$~!{0nNB#*&rgssxYhy zW*wj4uHKA#rr95o#q3*e3@c&%nEgf*6@{zM^)WdSW~^*|N<51ngRDB9$@}gXbH?3t zB;v%Q`Bzr7(Z&MAq9n(R?X;IPlcSrcs%-zw0bSnhebn)qEGgG3&{<_9p^D5J!mNG> zZEGR4E#(=;B5(bh*-p*MRy|=?-xT&GW<4b_{WSv7cVn<)TajO4CN+P6hINO(7EV9R zW#%<<^WeM^(E5<+q{GDAn9aAZHTZ~nbEc|jBwq<;>duK{Fkq89l(zj@r0&418ZS4~ z1|j?(Q*QwlRrmez!q6ezC=A_5gY-}W0@B?KNVlYP_s}IsOG-&MB8{Y^bho4eDtEv4 z_rK3`=kXbbGkc%2&p9*Swf3I1*5}0KX2`<$?dI{g~*(|kGD=POb2(1 zpWcVwvVY;OGR4!E+Z_G4!14>EN*-XFS&*8KA8d5|4VWV@=SKOPRr=K4`^h6V9 zrSNnVvte^^s|`a_Rdyn`gq zULKctx|gW87}@Ep3e=Bx4IYWn(|+kSlfp2_ssE74s24Q(#+vb`XO^9%KoeCThBZnb%b4$3Vsgf)00AeT`SS-zeqi8J4tV$x0Y691ZS@oKg~eL z;1Eb|mOyXvNEl%|tB~sU_wRPnER;jswFJvuN97f2Uk6Z4Y@Rw83B^_vK0SX;1$T9_ zT*ZZA**v+38mbSMeShXgj{Rb|-?5*$533YsG)Te^N!@rLi#2Yw4Hkg)ar^E`!EqMO2Tr<62TBKbAqaQi9d zp<~Om(xZIWiz{=MXPruYQe=nNuQaGpoosexSaBML@ zB%EtJqc71&PY7e53Wa%niGG<*RZgZf%SsXa%N9@M6mpha!|~V5-xr3i*)ksZNBZHF z->u67v6%LXf&mtv`p>^|>Bj16P_7lda)HDpQd%wl`0^g_poBx>P8LzQ;M|yZp`0}$ z{+W~`-=o=GCCn53`CnI2e0Pd7YI(y)kunO0Z$u}{?eb5=I;X7QDC4bh#_JCv<>b|( zii^<_1u^z-=rt!={x)a8rI%G)prclUK#VfEPwO?7E#&t1SJW4n29`OFb6Z?>4i4?k zxa1_i$sIfq=ra8HZUpgZrjs{j{rw%q3)bO()`m)s%#3x3|9BZ=cudNn9cAo6QK{i` zjfjy%g`xW_X}__Y7A04ecxdXGwcyQUHvYA>7>q1;y?N;4)Nyup>};II{vK6Y;X{we z#-%`RU-H%vC^%J{r4y2L!x7F^PQZ+tZb%@t+x`BDhPh0!egy`$bU#HcsZr^1fkmmZ zppi4Pf>Pqwwu?CIv)zySxj8ynI*XCerYxn(Iefjj0+_`RQGW_Yp`UN^g>cy7uu0g7S=ptWlPrOVFQJLch}2P1#7(a|vaQ%W#4w<7qMX)cw_g1TqmBY1F!-XI zVB6z-g8S6&NDbligrBzyFL3yut))m3dplK%40%me)~3PFyL}Uq*<-OrjOo zh-D+pgD}>xRfl704lV;Tp&Tyt#H`zYTChRhg*ML$A(tZ-fon-!hHsajaf;5MdDZSA z4o#uBD%@3vPdNDOdp_S@bVKzSqL{-ZcW!T!NZUexDpeCR`lxO1)7?O4xs}E_)veHH&CYB z+i{1fC`rXlu3neNV;~2wkDZq~B!5KXQc${ZVuPF2H}Io9#nD%$Qg9oAKuyXcDUn=C zxQAWu9I5HI5_xXXxM`^2X}KrH`hh=IH%ldW>ul}(D{OH1xUs8SkCu7=M%4{8$|Ybo zEZiTNf7YRsNbL4^teB4LQ$r_X79PNAkav7_T>IGyUrH6Lek1X%oNJAI#!_Y2tY}9Q zN*n``Xx2DX%Z4uW;xx+^BmOJ9;Socr`r(#p(VSUw#K%r&hk2MCt4?H@% z=Ib;)Vk9a1(pRlL9k*9EyHJ$yZ>B-`>H{u(Mg^~=j7Yviw=@yvx0G>zzM-li3~E;W^}>UPkxXbfID;@KOjr~}Q>H}9&+qV4 zQsi014Y=OcgsN2h$ivvWMTcG&ZDm{?Dz=qdsoLv*Ef9Fo0Xf%w4<#n!d}yrWND(c2 zSiTkV6Ft?dltn;068L$Sj2owwme?(1zo!K)I}p8IUbEU|&fU=f<56};Z{x_1eaRV! z@+~67QBuJe@z*`e4bu6vVpd330cn@1{&0?c`UixW3$u3Ge9ANuNNz1c+HVZW=m47qHQpx{^M{+#u%63-_wR>=ha za%m~#K9-0`3c!iZ!~D4mbYTY}`BbS3DHEL%mOVw^p^cIDbiWrAM{tH&gfohhB-C_xp%Y1>Kf(gUe8&XrV03TN=juBH*RsbJf8RO4 zMa%wRuQ@tiHD2;|sHJD{aX%-(h9pmZyd;ZLAZbMbiXV9%a6dIcf7~ zyo~6lrHk5q7eB-IJd#2{*dqno(`O64e^0{F7vh~|=}+u9XA=}N;qQS_X_$1g$1sJ= zd;ErqOBR-R)AZiE&vA*U>LK0~rwq)aX4egTfEn#Ljj5h4deeN`F&vcBcCJ5jSN%Am zaD+WUvarlSafZ#iSCFUL+`-I3D>M>Q^Rw|NkkBginByI}at$S<)+&mF%UoFv_8o37 zddOV%$$qBy+0wr=S%k&7N5o67zs8TFNM0~U-=}aCjeytIEU9FNG$aLwP%%vms0}pbkTcC0S%Pi2iw7(00)VIo?#}gkq1Nrf*swQUmX^VE-=OIMs)h**o6a--R;%x=~?gc z7$9VT2rYnN0=s_B$_Zk&07~TM_PAyWz>2~ZMPN6#r!DhquM0OUE5nW40rKsQve9-r zh@%4WQrxVZ;Amo?-)Em3zybh4TwsvFAkL89PuGDK;6$9%%s{*UfJw%nB><5KaPoq) z0sIXRlJ!3>fXizOfF=R`z_G#b1vz;EC*(b74Tx=`&jk;&2K^&V{tE)GeVYLe19*5K zU=pyL+W%fQ0O^d;nFd3|DuHg?1wA)vv@VDic#VR?M>BT{rFhz#dpL`ETkGX5{X z3mHO(irEjv4I_}n)Y7*&t%>jWz=X*jhHCKSG9K-#vqlpC;VBrhJ4a{3ZKuvagyIioctyhOyPX^;O7QX#3X@Z=D1c=iNKJPpY}abf|Q3VX?D zi=-z*mv~Eix#hv3{poe1agAIEIwfkg4dBg)k?b%9u3}#xHI&L?vWy!Sz-|Q#mI-?w zp@Cn#!(1WEIh97pmx0fDP^sXtrWzWb5~WmB5;_aoW!6Md+oW`6Ub;khA$KQSOhUCj zE5>s4`{9f_{v`2neZ17Qb$0bCDmxBBUlP=Mu<9TxvD*A{B_&B%O5w{fJRRbyx0(1b z3Edu`c$RT3XhpOWZcYEojQ^*XrG#*DnB?o(8g-JW`XhAYpr{Y9vhsXJ?$Rj!7b&F; zWPtt@>AA669E$S7l_T8W2NPK;Ol7Rzk0He`AmEbj2}6ZFi6TmfwUbLkCtlZ+tNYUZ zHwfQJLZhD+V19lLbZ`yib=cI z`(aB~GoXur2Y$Y(JnE-4L!*&(8g>VexR;)6buiSihh zBA=@Xnb`e0yM8HXgmDJ2QoW>tHyW!#CP*SFpk0>1u^rIuke^%AGvY5Wa0eGj7XU`7iJg(-daI&c``L6Hoc) zQtCUht3wRZMOIqGijhCQNZ`B=a};#sj<+iOrM%ac#_@Wl6}zFp{>2(a$W@y!j)Ln{ zLS4oOD+g)s@zqt~9G_$=29+8RXJ z0(caFF9Fd7oIC)WW29#Q&`zMn0Hg}iJ4Cnv=M%6<0d+4G4s1QJ6#c zUr8g43nFk*GS^~1SnMn^4iovyYvHeNw0z7J-bkv!NU*p0J}~>_y&orkrwo#WW`({5 zIf<+OMka#S)RJ5MSP3ybuRubwf%TZA%?p`x9uQyde5Z?mz<(QQl)aBR*m)OFO@Pfb ztQd^xatp8z*qD3;?6~+1#m&5$nxdxC(S2l&EMb-qsN6Bz+C#lhM7Yc-Ew%FJ>_1$D zj_psO!~ZU*lqY_m1jH|wU}VNaV~yv&lk4hHAaV7L#hXB&jP z?jJNIEuuaAjm2Gz3kjy+VrD_mOm!%2T=?BBogOvs*;u&cF5JxEJ@{Aa5cM zTacqfT-JgS7M9(`=%}#v0?YnhTk#o zcJZVUg?20*`!mz+{ohSJid(3<1{sw$7N3iYWBckQ56iK__G~4n8F#HM4}a6bgM=>Y znf7_>L*##Is&Kv`nWzkQaN#o;p&;$Nb8ozxx@8AzzHZ!BLT9Apw6rRS| zN)HVVic9sUGzI;_r@m<8+C!=BPp0eJ{z0`m?`%)x*jW@f&(#Oa?=F4fxC#;>+Y!QN z4T4Q)BN|ajAte>4BXLI4J+UK?L%R5Qr#6_DzE=;@WSm271%vNLC9lRJBZ^{`HyZzv zw2RW_O0@+czQ0ZzI*2YgobtJTXQ;G=H7up8{x=XoxktQP?~ytlCBzwye?1TT>~|lC z2uX_Plk<&FJyfV`vIvTe0Fo0Z4)FE>EExD^fK?0>1&9Zb6TqYdiUNE+KvS*&-W%8(fL4MI zfY6+4ANkq$Kkhsr{sKh;J695sL0AQhMuH|{JpUidtsFR(AR`OB2UwfH(E~#T?kdQ4 z0lNTDPtXkH!2o1402u>i0;y?W6aXZrvH>IxxRm0&!0Y@DMhVcuMzSC!2c!}JR6CGL zkPZMu8F;^72!OB$Mxh8)9Hg3oyqi6MO9t-)sNF(Bv)_AbP8K#!7BEOa>jbRM;Su29^5Rl=XIEoG z<5AP>@bK{bJV2xXV*t#{%*;$?W+pHXAlBH)$q5uR1^czLvjZd`U`!$+B0w}a_z`e! zZVoW-L!OqqePc|<(X7C=`VW357amUVDzf?;%Kz*04)SoK6k_%hYNL|EWP+jL;S`q9 z04Ktvt}utu02?4w#YZ{%(088|f+u-!raC#3#QUUB<=6l<+M5gGS)G!#@Ica&hA^oX zs4wiE&e!d4cH;N71GH9+z>QCM{RD8K`{);0Eal_L8aZ-P z!-a;{GO%RAJ|>B?CkAR$AyAZz3`86|);CT#Cf~f%pDf)BPg$K0c}1G(gm#Ek*GnJ8 z<)_x|@;O)fPHI=*PFS)2+tbZ_E zYaJ!+Mm8MBIl-k__r}_-g6&b!b_)EfL+YHpdHC}M-XAjQbLD4%+tuUNXpdNGzS4h! z>b7k|8)obHObR7?Gr=>$QN4Vo$FYzK{_jqOA$r$DsVVbqL=hxmS(OIAL1obk)5y6U znnneWUtv%)WXm=uI=?_7^ep{%A1VD365Mi^tJ50W$zTaphCSh1Bev60btsX4>%NcN zDH|FuXv9AC+h;9d!uKPr%n@R>FY7gt=J!fbxqM(pdj^xw&q;WIiOZZ6X#SqPl#Y{`X#H7WG zy}o9ECY3}m2cExI>?{H_CJ8JLxptjr4I6*>Uxp%gnlR`LA5Zgqg^W3a1m!Q>hneW& zx!50bvksV;ep}6yc|Eh(7gorpX^AYSH$|cw5($+ZFk;4je}JWQxWqWzJr|MX1M!Y{ zCrI$V_+fZRgdxNrx*4WV_zSOpH3CNhmKn{z9+)R3}e>+^7my)0CYGog%Be= zr`Z3~fynrf_Z3~oMF9s~nKS+A@pj!iuT(){lM;v!9mxCql>so2_qloIijWtch-r8vD& z9VOm|hsxC;ssX06BAR>Ba#`n@k7kAtWOo8f>&0Gp3_9ug%M{ZHUwneNDy(WeByG%N z@ZjX+1dbs1QUZSwP;J0tZEX#FaY1e%cm@rCYpA581m1OX1G+{FzQG{*Fd_ovqgGT@ z0B;l21@`j;Z!j`2Zjb!u-+>26GUVmr0WSvf8Ud?*IjJ4!C&*m|G6WK$N?j9y982>9 zAp`3GmgVa5q}o;*peg{2&^Szy>4r#}Aeas_jsSs)tUN`BO3=rG%7BU)K_G{U1$mj` z$E(sfL;jisKHA5O+lXuUeK^^V0lPsx%KNd@{_<4151o!6hO!=04yNFp_Rly*f#4rk zG1Zf2*bN8L#}P`Tud!6nu)qDH#^wvIS&>P$%ito{eZ@2}^o@6*;p%pMd77I99_X7f zSqn+y{Pjs4alzL+ZTmx}W2Z`tz1 zFl$znseM!g)L60g#dx$JBa>fP-K^?jg+_8|`!FerRSe+4G+2i0JhQGfsEc|!JN>FC zY}`87K^fIRew}uOL%?g`C+H* zLz-~ZCE6ctRP5%+C`o9gRT|iQhcH?$i8(?x$G~`G(Zi%A6ln>}3cOFjCpv*kvVRt7 zLfU6apjPrXX| zZnQKlL=25Wd8lA7UxcS@@E<=DBw;j4iA9)%e4Mo*ZZ(KApdpwp!`Hz?AwNfS*nw+M zP@>~{B*OPkJ(v&8!2f5OAezo4wGt_ST)(2N{%yqfod8|`z(#L?1b!Xd%>FYZ28N1b zhTY&tkot(HqfTjPcB+Y(4&%E!*H)!sd^=|>JEw_g!mus%^){LdfPNS=^&`;hP9 zJ&}OCsAI8i(tv9;vTG|^A1e}4FfJ*C9zq788P3>C`$$bnN}8bXR@9_k|K#9c!@W(L z{pRl7{M&#o)1LKObyiM|BGk;W(}RPo{p>Qks_!`-)*b|~=t#7NQad8|KJoEmaHg8pS*psXe+SxOJb6rjBMVk z;|Uhl#pUIF7b~S}e*9-t^$y_D=u~|Nve$hcB5kg(zX(dSgVOSmk&&Prz}Z7$Ow8T= z{iR=5z&cCn$fm2vB!BA2j&J@5{F_Z9-ZRm6J!YT=MAi4vt3Qj2`pU|q;*((JzU!VH zAFslm4$7cA3awa$q2$GX7C;L2^6=mn5P+{V$Ha`x&u8FL@>S~s+T4v_mq=n}db){; ziEr1MqfnJLyVHt|r6qmp$n0TScsMF9`Z@svW-ly!4=2AEB!vFCd$;y0FD0d@wDkM0 zzhh%@PAjipzkYlyD`UcGkYkzg0my|G;YQD%*8-cs)>XPB(C%Ly7D->(gE<8MDBEk043}l)G3KfC@ zLUr0!fS6h3hjYuR7vK>9#2cD?8a{zNgn*Fn!bjX>!8d>1xus==i=92T?9ewq>I)qu zr9mpHW^9D?$)gzzjg%*Q9I)o%hpg)LRZ2B8$E>xqv|f;N8)M?&;9y~aA{xLTjqJK# zi7&kE`uzF&@$qk<3bRLlI2O1z(olkE=}4o9uXuXg{bwQJg!rjxG?93{@We5KWYYlm zU?VU>?#zAPZ@cck`LB8UPyy>fL^5|mz;;SqS9h?lFXYSSp08=W<=00kP$8a$W&bhh ztL0nKRq;s>Gq~aV@9y1EyR!h5MuBwSRi|!M(~{$a&DCRVX=wxmE!LdJ$N%TXre9ae z2)stO>R2>ssN>xKOXL${Zf|iK6lCP3W&i~+?+p(5Y6;5e>vJ~ug-{_$hpict|9so( zP2x`IC9s0*Oh<0P2=W~5TUJ7lkS$wQ-gcM(CIM9fGZWLz_4Vgf=f_7-wE{%9iBG=% zIGdVEywWToF7D^&=aUaE#?Urz=GaoRlaoEV`UY#JezKQXc=v@dyFW4GrKCt#%W z`T=2LVggtW4Gj&^yt7ao?t)+l_NBNPcc%CxOR7>%S%MrRLi5=d6qW6NsT_od-%Cny z$nad1Ui2&n{5ZamizaaEGX1job7n@fc46$Qv%LJ^;V*r%A~Q2H4^Q3t`5SBNo2x4T z+fY)%Ql0Hs<)*;Zt@{2L)Mm^~6a%I?U~UA3Lfbz9v?dS5pU0t1*T*1mgP;WZ3pbBu zii*SbP0hB`MJuO7F$0c5x#{VpvxjA~c6{04GKFBVOC<4C?sF>fUKkXq#43CsIF)40 z^+3$IRs9N9PF$o|w2ww5unjMHpCV)?o$$L7o8H6C4QNiNOrbc<`OXe}AevAb>ME2w zVZ#sjjrH}sz;6Ro(8R>V;~RDoY;P~G0ZU$Ta&o+=T(ysHO_CB40Q{1ON%_E2l#((V z8J$9!m87z~{6AO%3rkd)9Uy&tw@*z;@yTalU?3(UYH$*pylVgSrg7=&?$2XfbhLT> zVsbL!hsk|FSENZ2=I7U1xN&araCdJvt)-%(5~e=8l@5&xC&+&ZA(hkDS2m7irFAEJ zS~k`lmL+uP*a)+>w6p~HhlRH|oORL*Z>gw2jN_H~`9r<}s8;^&T|fX33v^tHDS?ED z2q3=ThBvQpJ$a(K{tKWvA0GqO?Q-&Sa)^kDA0A&8Pn*^PZL|h_%l)etxf1~3`|nYX z-c2YM4fwJwYVTXmjR132RyHg)cJ$B_f{eWSi;Iy_TT9Es(^GEt^Xy@#Hwn)lQyCJa z62<0T1tT2=tPQ;9j%)YQ~BU#nscxa`{(wv9^wvyqsHhk+3_g^L3|z4lF`U%rHa zMc(b-z>I2Yj@mRnJ{A=fxwiol%ddbICx2^erre3afr0TWM**sb?hpHI`kV^I)4-j# zX?!u+xN!UoFRF2glLD7LT^S%w!DosrPOnQ7)#K>?II^A*5+l$YNINYNy9tR|Kn zZeIYdhi(-U1H;4PzAraf95DTlw7BRV8@+|+560oEgM)*ZfXs3!&O%QQXs|-LHTs;P zeH#JmFlp&a@gN|8zP`X#6JkfKpD!GGvi}O$cW<+-rx>~bcP-q$T$TeflOU7eB_z$< z0{ifas24^+f{le4M$jASG(*>pL5z@&mIhX|ju4Xu88sehlQ0bxGX_c#YK}?*fsrsO zITU=}L3W6iy>M_=@)g@FKsShMJ_=GSU!k`ST;B;NYW|_bN%=bLzPajsLXySOqoBef z!?H$*@Nk_!h5%N|?WLQT)Zbdms60B8klc|h>iDkTn=R{4Fz`JK^3gt`2M9Ma(N!-m zW*_zrJMyNW>LdC*aA+rR(P1goHYr%uO!$1V+c7f#C?tlfV?(G&kw!KQ)qFUp4wqYM zFOcIE%si!&-`j2kucK*_$Ox&C^bfTrAuFfeLR0ByihRC|Kz?MFMb}c%QT!tL$n>us zqv<9Qio~ti|m6mKlLrgzRk0%s-l=vG}JfPIIp)26GM5N;M>XQYsA%*Y}oxd zM|w%{|Adi`x|Y%HX`B$8 z?hs8lN|(gT_9P!|e=JWu$WP;huCbbc^~0bzn3uuyS0sDZrn!(CK$7j81CcTGG%) z6vnsQ(|Z;qJjO>_br?-)z zf=eW4YOD}je(ovBGCRkNALr}wWFcHBXHb2D>G}Rw&C#qvBh{@R;^_!^l{%>xiYj0K zXq;pJAwJ`}gj-1JM)FPhiPqY`QHOP80{)9J`ahX1E}EJNL;9Ej?su+DSf_47CDL7} z|4PcVr@E`VS_Q786gWd8@EZoDwn;9jzpI}8gfUkjajIb=BKS1v=Q%0(XD=^9)i_uJ z5uSZCXFph!mUp&&m@tpkgSv+aV~|Z3yC^7_3W+LZ>_}t?2Ko+!7#c~rIdxdrhWDuZ z3fhp`r^I!~&DX1~_6%#TnTB~)>!gqUc6bzV6X%s|B|FrWDw*G1zf~fz0)@(P~a%4YeZ2rzkT>i7Tjvc<+_?VRb|#BwBRMzYw3RvZyOemZZIH zDR{n|-xJSe9QE$Dy2Gx2(t9+kyy@1oJ;dveNjXiYuIn2tzOSU4TWTw+X_-q!nNMC( zZkJ%fcPnr^L!fKv0W;6adi`&hvJRy8osmjMJ{aH^1iAC$DL$Vu9cpTVy{|App%q>d zdQ(MbwpGPiSZL3oaAoB-{6md|K0WNuEA)-ejnqB}6@TM-c;2tgxS>qbc0U6QN;gu9 zI*mD=;jM80UCY<3x3dFH+jgmqf81Z)Kxf_DUVA%}{5-R|J59bs*?oS0#x6Xzuq14MF5Y8KdZi{&f7zu26y3(KLs)|XkyALW#Hh;GqmL-O=fOGIX)$= z_51YCO7Ho2Noteqrh-sfVuSemU6cwJ5rH=TuZ3I!0kKK8Iz>8%iZ77#Aft>giL%%R zu$P-RaQKRjcK^n2AuHmb8%VoD#2uV*2?;%TM^OjeiU-;hdB{eGr=ElI8b$ z8(HI2KhtThE*;!Zo{h%*3@nhKs&u=O10Gvq3zA)8{7eX44LR`#lD~ zTK}T6RAiKfHmVn+p&K~*WSypRPfnPS22ct-rYzm;1KQYaF($^hx;huin1{_>RXGy#;_4Gme}4jshC&&U?M$C&ErY5`+8p#CqN(rd1n=s!|QcF_HSH8I9OhkN1mR5BT~N|L^}^hdwd)AM4H=bQf-73 z%2l5IaBMakIwSRw7ZFPJdw<09)ljCgl*l+UdYK{5`%f`OwsS}G!cZQYY@2jj;g?xo z!DmuCGpU6o5iGN)$W?z9o$8zZjy!e$kgXe{U)@Lrf1Oio$4*{jAjDBs7^fb$Y*0pv zF^(81?U=;kWrJ-)M2x&)e!S3UIgy z9N0yN^0P098?%f#r}z3HS5yeRF(m^eL=wz~m9&niirilQsO5OuJ@R_C1wSHC^BCGV z$a(oI$4#$|_Ixx(0jGA^4i1UE;~5C%N7WRqwUjLqKwgns)_#i-$d-9-d;Wuy*oN?It^i-(k%6 ztBoq${SW>085v@d)7TAKHAhk(W{i9OGLb~JU09F{e-{>rs2*9}UD6@(N4$_gQ{dc> zo)jh=u6`rChi+iEW_Hb`9#MZ=#v?sGO)dD2q4x+{Y{l_;1xu(rM2~gUl0F{0VfOv- z93>Uc026|F>QoVr2WFfA>nq@03iq}ezCCO)OxrXUvF)^TRHs{LjOIF%_w#q{BvDny z;v3By_SvcmTSQoVP4&R|eF`DCD8u91*0gFcokD(oje*n9cBonG?wOwvGTSIWPhu^< z+;C*9p^S(bi_LOH*ANM9OFw!MX4fE`Cth6W^`K0vs zmN6P3dKrvVYbd==d0j|_oSHi+pF;k;3rEuRTUF>~^+n+eEMc1}9eJsKFpN-@oI+n= z5@!mlo?S)H#ASgIGz}Q%6KaMfEe#AP|5IWN9VO2|*(vM4>_w03|s;J5|jdDl(?b9==-_p1gXL zN*Zcha`eq_443P*b*l@;eCz267UBMz!_yAAU>tt#HUVJI`@YA#^m5&$jsPL||EL?N>-BLXH>0AW9)kp^togG0^AaJr=xC_sQwY`|=+9=SNgIBHj8aWD zfZ0?oO+g?)p;L2YLK<7Q#pc!H8{3?B>wf90{p;pth)eQ@deJx%N@Oy4%w) zJn>&PFU4D&Rt5%k_VxyM-D{3V;e2#ZC|rR#e(ot0ijamdZFqH{agyPnhk?aPfWmwy z`PO8}t@D$^$JsVxZljtE&M^Vi+T(U(Zb1P7{fxZq>%j z<<4Xvicw^A7kN4gZ?I{sC@Pw1u2C+n{BA#Cqg?84ZH*Qo1L~IT_&S4Sn(*+mhxtR# z$H$e^`R3EXLG;A!ua<5tE8twkCm$bs)|1K(e+8tDFp^+{_2ZGNAN~E7Ak;H|AN&js zrlJfC;1jYflK9nt8r^Ir}t8H$XT;*;AK!O{iM(Tb|7PbRMv8E0%7 z>p5}2C%aVB$Vt%A11vw`@y0|#jDa8(+cfD z*Qeel!r3a9KAo%1nJFnm5z*zu+yg{Q19N=nT134X6ePGYQDDC7^_Kb*9>@#rRY2;~ zgeF3f7!~PJwPDH#dI$>~!l*t>vAc*{y4bf8h>}Km!-K`3!pr(rPNs*{_J|0cqL!x< zpNwRArTStuQG825tuVBB6`Ai8DLANsO|5hDD7bW#wq%!;Zo!}ZvN5XO^}MbVuCw46>*r` zn*`nJOd2!DJ6L-|GI0jlh6)y+w?SYtVNZV3dpDNTWD}?+d-DqCO!Jfinmbz~G#55&+ZUvE%g zg-iV9W%g|Gy$h(`?0OPVWEYHf6oExQD!7Ck8b8Z>-(c|Kqa7|$z{*uZE~o4%9AQu* zSb*zw$2U`N%;77AO#OgUjKDqqH9l6ih^a2sL!||=!{%e(f}Yh8(wna(x{0}%hNoQj zc44A)d`7Q#a^Rr$ew*QHt|#`rzJeS&T(p_q{&z@^S>UAOJr8rz1FL`R6mCBa-1-uY z@}#tVieuH~orlVFfBLfmXvL?gE5kr;{4NpnFZ8A`uf;7dXP<~c<^1NX0HI-m;owcm zx|h|b!)ZvNCMS)7Mw+*^qVmePtIrswCJJ15nYeu!mx&2OWakHMhC=VY$~Rf5+yC?V zDS%2@$^VP;P2nAs$}DH$39mb)HVy&2hC3@C4Fb{+kZbR)qp>gFB@B_!^B0(6Y7Wxt zG`I6tZ=zGuKGj>c@(|9Exv$H1V99F|*pgjq>XE+L!m_CniT}wo{imLVt}2hRbkOY6 zrgoYUX5kunmOMp~Y?K^dux-nXpuT(69+j4Mu>DeU;W`3e6O<{p@( zC6`#S-nR^|-t>1?di;_U8dbX}&)ZC)947B*CPz@-AO%I>P^lA$J&#A7fO11nvnv_M zVg6&@>%6zP1gIR0&kSERW!fYqe3Ool^&uoDHe;@|$_n>;-5fU>;*X}V$)(7PNi9X6 zLm1y4dbYSh0r4`$%{_*Ux##Xg- zI0>r>Yi@)yU#Xv8OK+aZ=U4DNti1%4SSgDK#rF(x-Yw882fgK$y~W5R@8%&XLg zSO!WQS!Ns@ljSLXvHwxsES^ByoRiSqS!AQNEFHwW*5PCC{JbC~ zY^Y4(Jl9&zXd5G98*|~j7}7OP=(*F?om0L6jp#;-R-AJl?E+14HX6rQ)FNA%?!wTn|DAyVx^(kD@_0!OTX{oB`Clwn2kKjSjA zsps+gmWfi9pTq{b1^S%i!>Fb{e@NTq#4Y^f9bkl>pCx0LPhn{=p2qSxac8+sq8)s~ zw!sV8ahoon=W{?*SYS6e?2)3SA$(Tsm21*vyul$bu0ynrwum6uzwWXyNcTZcy@2q zzed+4_R`NP2btAYGy0_5D6OGxTw4ryp|gA@r_R(!=;aP}VZnYBBr7vYpfRzZ!ckmZ z(i(hf(qd^34L!`hh#EIMNNs8^pK!QxV3$F8$GM=8i7ifR=6KX1w2iKoxl0%;-%zJC z(7#L&KSxB5j5eKf>P39kI6CRRK1yljKP`}bU)uQiW_QJLB6Mw6F%kD0q^9V&v)|+Q z`2wF4JR=X9d;T+=s=%q~KCQIv*vy5_JLUYOkktF6=_<})RaW9X&c#a#x+f*1HXCD) zLZ*%Co3FClpF>{+{^TQ(ujz2*dTOC=FL3f~aB97$()IU`dd&GjdarfUgK34Nb`eZU zy=bYkc=NdFARDJXNjBbLZ8i*xbXi`ygjg&Og=T0Ss*GZ3KoBaaHy=tkVg8_qLSVGEDyrrD3AG#Rv+gFl z0`~}MTb;M)JbYE33ieXdS!;ww>KxWl$by&5e`FcL`=md5(cbHPHJ8L9UnFx=ioQbP zN{jmN$bix)kq`|h@KKPN%i9W3+q4~Xef5Im?t)PNh3d)Lyqiy#tc6RK=8W% zb>3Y0Q3TQ5I*6t!Qq~wOz_vRB8|IR zgQ5`)^UR()Hv?_|;M|j!yDH05t))%RPdSjkKDW1IN}LL%+4C3(W64AlO(#Hn_GKC_ zP&tu~lbkuUiA=`a6xlev)Yd%IBF27hY>sbG-7n876S-Q8m;Fxd(P~Q2vx-XZjwLa; zE@$MsxQ9G)y>2hei?d=!R{wJp?$>1_)(`uYh zPGRHxv3J7sjUR^CL}9V1l6e!I^@SBiWY&Y6gW(xJsQa4Oht5koQ8r&wV31wZ7_Jhk zB!I^!#q4w{S^m-#o%L{)J9<&}?G8mk(Ui24_~4e{oFw2a;I z!>y4j!fTu=bkVFabCW5zzj;(|zj6&HW?YIx)->FE+LIT}XyDJ2=dO4IUF)xeI!MPj z-!t94ALQ9zjK{`s@oa4$;KCkTd8^-AU!AbyiZQPQU(q3kzkP~t%7`MwZW2RM-bs2z z3oUXH9}=MJ$~#Sg)IYBZz;%d*x2!GL$XrTsR$@@f(%Pve$j+1NN;_k$736soEZ|x^ zE7ciUe!=(Yx;50Z(%tylOQ!T6F6|)Xk<4+}c03K{hIvGDzV!KDckzm#g2zHNY9iCc zd}a5}Ow?#6_TT0fuanyibndWbaUpJy1anK95oKtA<{`d_yNUMYhv^8Xa|)^_!kX@4 zXic9e$Cc)dJLXF)kDcdlU!Z1+>oq0vws4^`E2mR#6Q`W?W~d7fr-{y0qMr&9(WMqb zzqX9=N7wmQd5Rt+Yb;tKNXxn=Q-(fCP^O334u7b=kt);JGO9b;${ENcChFXy#7gp6 zcL*I+BDF#|kx^Lc2{*Tr`JPi)h+SvI-h|_}-r#mCHM^h$x>&^9{@HN9D&4}uqHa1t zX=;6ce;$x|cI}?p`p?O`VWCfqx{x&Vx~&IektS1Lm0C^xmFX*`c(tt;{2}wz_OHu+ z9~308m2^!|t>S#g>Ab_zRUI_T6+WK!h;MFYT}E$>M6C*+Dv$lPM0r1|zQGS=A$_eB z?u-_7yxDK=t{K}hGmEA5r=A9vZ>vq1{VgR7%8OL0b@<48Ue&1E8}%xhDDH7_`?j2- z2ZC$+9tjEa7!?Ws5Q?E*02#+>m_><$=&Ag-6|le`Ul2e(BOyVDj&g@lk;ubno$=rO z{CM_3j-gZz7=Sv07> z%fl7zzy7xnq={Q7M#k?A?Em`Q{$HOtWu$ghIFWL1$`X3=4&wh|=`6$A=(@Iz1h?Q0 z!JXm`C0OwS#a)8CdvUiQ#i2-X*CNH;p%g1E?ocRB3x#*?=lk-5BMFnqWcHq9?Q5Ou zTKva8{78-D@}L(`sNmxVV?SQpE^pLChDihluE1~7JBGC_Vd)dGL}D`}FX#zId3&G9 z0~=sMlSO`uPpBRHsm`QY1c=0lxQNtZUO?j72f&^H8N+V9eXX7APy!kbf_Faq<6fs&W+V!WROGN><@DeHHQM4LxJ5b)iPv%%LJ$Yo zDgl~HC<0=>Clyt`VO@DOJ02de43>Bce> zQ)MPZMU6&6!359<=JYsEmzFiVT%YYhl=zZn&N27eYWAt-q3y;`pFr}Oc{9;K%DUue z<56M`9iJZ1JU|i9iyqFYjYt1NP1XzyLS~0=l@h(MDm<^hn9?w>AzO7c062N4w&6$x}9In^xn5ul;!Pu)anPrLLvX;R*- zc%ODfTln>dBC=_HQd|^J^Xvpt>wub|&2DV~n4g6qqw(@~|E$+$pMdePA88SQo87vP2o*_!JQ4`KNTbrfFtCRvP7Wv= z12~q_g`@k&{qa;QfIU%W`k;J!b@jDG9xKz@f-HHLEM};xnu6(WgNus`@LU#9TXASx za%j7^83-Ra_G&gC7>vQA{m)QYxh#2X7l7YRx|SCf=>FR)ItV0JrG2$EP`cz$Tm;Zw z00HqI^dg9d_ZGm10od)aw`DDHZ1>*_fK1^N5_;|oW0YwDf>2y+EC5~giymJ3y@bq) z62y6#_?qZJzz;8P7jF&^S+b_8w5!*D9rU~@)&M4C_KeNOW6$U0-LDP!VufGbDySyw$kUQF#b-%9~An<5D|jxO$V_WSbkxaU=t3Wb0j&|?J{ zn(<~%B1|2fr2pV84F!d0L}b)_&lT@Of1gfcMaE`r_CGfPvZB0bmB8M-TuyB`TDHFbIGt>L#MP zn4!pc;w459ck}oUkmnjLBH(b1-15K+phM8L1R#95e5O470WcBXCV-}=TLXAe!9$Gz#7qGSX82gV-kpwK`_+aCqC3e8bY^;xrl-&a`p#=|F zs$%4T`NrdYuz|k5X@edBENuWN#)x|&G8!&P!oEkRat3->N##J?wwwl185=81qzRM^ zwoK%eNz7J)|0Yo6!H=GVKq5oYW$2J1(X&Ir#rPCq_+U%WELmwKox7k4s?|GChhsxD zq3{>0@SgPf)r8I@agpHPvsPl;kKvpLMU8^mCQKv09q$@aiNZjST@kxFO=JQ*D<{(h zVhNia1^9Ey^8JrvEq|wp8xGZziE5c!ZHNE9-Fv=AO!fRcH6Mgx{THjzwfeMzh#INl zL8?tHhHuQr|DT5_cf|zw{q=>Yd0?wvY(PG(i|DR8@y7WzE@yL2lvGl||pji&hSuf>A5#CEsr3Jc=|Ce$cbofQ?!L z<$gVM^=E+~$Bs-rvf)2YRaNS;6if_*g5RSX)m0-b+@hdtldw7)V$9@=wzaZT9;d(e zAR@A0wPs(Jm|INs##k6zU=+TE_E#Q*U$2+c6lP}CorzXOv5yS{<*@nKi8MmlwEYUY zahOSOxtW&ZxnnJ{$qmeZRgNs;P5FEuyy7w$$C#B5anceOfuhbAo9uAfBE01;8Sk2~ zmM0zbGv1&bo-_)P+qRuyzsh9K6sIcq` zv_aH?0&G-49s+gaIcX6sk<}b@{Cz>l_^O?pfq>A%(}I^MC8qaw2 ze5m_65;eM0bJO`4K5_#-3llcq)lU^E)hOvt>I|4vRUENc2X{p#=q%&7|90XdF6EKt zExkHn(&}gwT(KGx)65ts9bzpimy+@4KHL(L4RkJwZ0W8B(PiX_+mNLA(;9nWqzl# zHS>$9NC@_VM{=pam`tSUlf z9{$E351J%3R#>&xsT<{^npRvm45uN8NsyM)mJh|ho4Q&DOR5ofw6V3KNMNu339zW@ z?{^^zFR}J3A2s+i6~zJqwpr2ELMoC!#An&WVHZ~9Yi4;nvZ zA5L||C}+&h%3mnt!wmG^QhC1!luNU#==&u|8lndtRG>cE(3rS?lE-f(+H0d%)K#O^ zKPn_RNt50Zqc@XD6x~o>l(23h2vGXswT_)_*XU*c{edr5nf<7$=rDrvV4zVg}O`Ov->A*E^qk0uh?TF}%=z~Z}$%B39Aqwz%01jE8 z{$}we0u9f2r4HankB%ChAA>g^d+&oc8!eDAFqE{k(&i4|>D=}&FY78OpyJ{tYqPgG z2b$;sOr1U_DhSEHaAkh}KVtOb)V`Mq3qc$i8Cf&udV7)_eN<#5Pz?@5SM&G5%F4?8Cc#OHjLPPa4orUt;sos=oRxBzldc_eiJ-+}%qPGcY0su`DVFH0oS3Qsn^Yiz= zlxR2=OWqCcGv?kE!9|S#0>n968=GbC4{2$9yu66W$c{pJKu*kgef<{@EX#+3;_L)4 zk&&;1q_U=%u!n%q1xSUAjO_34m*KS)7SaIVd3-!3eX2;_4Dhp>sIdFXCw=+bH{h)n z1bzbSu8t01)cL8T^E z()M2%HwOG{|8xQ0>8q~+0L;clKdFxwk2@l! zT3W#VtqlP97l^x9NfH1)n{%p}lVb`fEzsl30bIi(0J?v@T`2EYuvvln%KbmU1$X0q zzdvlqOYGOl$;spM{Ubn<79PGyBpVnUBpAB{f^DEo;FFd;5LN@hhC`cSG&VUHNZ37>;#OC$;y4OxZ9Sw2-P4D5W^%T%{U3QI6uC;EnUb^ z-hcTR9bI1U2mrxACTP9Ap}yX)@B+vqz3}HuuQ>t516Pm#o?n0@sX{3b_+3hD-Urv| zI9BCanf6~m|3bq$5+WiX`rq5$=AGkL zTLd^+fXsb)0a#>UKq1nhz=VG6ZEJ1i)Nc$O+SbpMhe8pN!qh9SUtXn8XzKtqAk@^< z{}1%`HfgA>1w*9G9URyxl4h@iHt!#M0StQ6mn<469%$0fKm2oa6dM^i>}`@$D;t9g z1Xzp5UWJFn#l?044ltOUygbSfkJ_Td+#KK^4BXVzfJs11`~j$R1C|_>)zzneFYbY| z1AtWJ%fSW#)c zzd$-MD@!jNgz@|WwDORKLIIo~h}Vg*$#}N9>N7I5H}8RRl-O8SCMF=xUUonP4goko zp}e2>GlPRjQ8KTkq<|nFuDCZlJL~e95HkuWagdjnS1$WXPD0XtA)dT@A55Ac&&^#A z493gL#Do$M^HRBpP@MyphL_mPP@7jsX8Y1&+vM#hizg2-8`} zh-wV@ssX+(fWiV`w&$qoR%%!j9s=<-u-~#WCbH;+_;}+LE{&p4Ale1K<)l6W{W|}H zl-Eyh-Kc=m{`cX*+`<9?qNnz?fUuuljw(96C{O#=;;OMWs1c*-Uzs$t^JY} zKg5@i-Hu|zw_4w-fHB>D&(iGg-~atLB+5(~YGaq87ZP61UQEV=sGrDMzi>?}n@dE3 zgtqMG9_B^ZDN`O^0CN;(y_xxLja>$jT^VWO@aaAuu0#%~aAeYZ#%Y%VM3X+*skmLr^66oqACq=ZWt((SjQ#?S|>2rv&Wo1 zrb{ghtivBO*-+NJH9x;!q3nLq^3UyB@ zRJMK84ev#?+pVurXuMEfna?gO!p~f&`@K9@`zgwrTz|(sc&B(KLhpq#6l}>rT1oh* z1{JZNbDhmk@g62#>;at#=mQ0fc{LTDzbEzTjG3$!Z(eHyD!}@miHK*D@y;GpCweL>v6gvq8iY(AK{*+Na}ku>A#X7xa)s-M2V{1NwF5gR^xXKMZ zh_lJA+$C`)DU)T~4e(s=IEbxJxm zR#)Sr>zw_C&~bv<~#HIzi=U+=9hIC7&ICna%4O3UTyN9G?hU@uijDfz*c4j#R}di z=pH|4#9<*w=s`Yq+_`g94Dx*b$Lrg?=3Ue0Y;ZR} z8SO06Kqp$OF=X+HPSfPA{UDC|jHRXj%);f;*lia?-yocwb9Yk)X3EXKJ@!1}ndqIH zo+fXMK?y^xmV@4(TBwZdo)i^7zLe6jxO*oEtWI@$nZo~-&eErwdaw9|pONx%hkULe z^A4cHowv)Ztv)q+KSY$R^u6z7RH1~&4K^hAxpe}aZ{^7HsA58UXkf+_sRq{(Bzxf) zYqU(Sn?DJq-_P<5qeQj`)-u{X;g#8C+qqwwM&fuPFc|b#DmA}%`r0q2TOTNnc2&~G zlP0Yb!?vW!@lBi#_0Ald@Rmy=>ra1f>#Slo%lk~;+edv4a6-V*24|)=L{9pD?^Up> zqzXk@ScfSX44gjugkz5pH+fy_jj%KKk-GP1jn^@J?UM~iQkM1VxROiVWo)*rceanqW5Ws6#aQ&+w3dT zuTR`G{(KC%YHufm&3vd;q^?N0=uiIs=;S0ayb!_I^o5Eue{kN^Aw?mt&CsOJzaF&S z!E!ss+2}eB$L%(WG2r*#Y>JZ8bSNeiU+ptx<1DCM+Da@ISy9<1qbt5XurOE{^&>lP zU9i?HP|2h+p(0#nu$^0qrBk5C(4GB})m&~ck5~mV`J+hYQO{Hf7LV@juRL*VR`h;lr|aIuKIqm6s~EH8 z@tSkPJh}hQLz!(r&!N2+!_BSNe1_#Y7pM;Ns23ZETZp>kJmN~zQ{mSAD zSY>XVO{`+*u@>f+Pt%S(kRu2AGB&>Fw%kHCS>$T5%sNc%VxZ*$caP?>3sU>-%g(0m zQ`welI_E4EUdY9F%(T?6JPzOfh=5xPVK*yQNEPWb&3~*z*E#|+PdOwwaZ|fSuqspmZkfI< zb5Tcx#X~_1jzdO^tjB}3F@_4`B?LvhJwUYXx3UY%El*4O;-67CCrsYRTTIk--=7nLb(qBK;p3i`pSZd!N2>$%DrMPA z(ow=bhJ>HZ%jFx}kVGRLOw-LYCr`W-oi?H*g@Px=ya`~1NK=14TB>oV5>d+~lI3zuiU|ml=jyX+-qVmjTrn&L8^<#6{~a z!Ul(Tagb!gdXjL_YIM^K@vbRgo7Iyi{aQ-r1Z8GUMFF3|gT{_e_hF_mDAY!CNjJD^ zq!Mcs7o(UFp(zUmD&sQGHgbnl;N4;w4Ki?TrYu+HW@W_9Qd!{G`}*PUNxgjpw#h2! zXmxO@uJLDyJu-*D_?{VCQb{kmLZkUx)a*mo;*NPENA(MG`kU(W=He5KAFq5RPXD!H z6q>+S+&S%?ev&x5@^^hpgcjObdSCfswEG)}Q8aUw>>Q?wC@akm$!V-dzE7Qtjl$zkuOvdxG*pLa z=s__*Iel+V7K?ojf^ClX(!|_&PuZT+3^0lJ8vB2v=+^gttyf+Dz!N|(93a$~A1KT~ zso3XXA=o|CxcB8j(TAgyR zB@;Wry{ZT2Y*qDu%Qb6k`0{1r2iugaMpw{`kTggM*$DS{#2G8@vo)+yvD|1Ql+6c6 zN|!d#ha85rEKs^DidwWTh!Z#NEKfv#)D+nNZ;N0$vqkf*+KnFD8+4_d4vyV15|;33 zJjFneFK+YKwpc-D8rahq@!ZVxuK&1BlJp-J-mra+?X)#M*J#s50p)ui4 zeTMdAfEf)Lwl-n_hxwSuvtkk#Yd@xEPI>H!^d5v`>k@;{_=kuIw)eQuvd$++b4)Q| z+3wH|GRnpd9myw;3B}q!Y6|I`6eVcj*RR@@jtM@-Pav^o9&%r@7a0xttMjecpzCn2 z$TlG@aIqPYGU-*bCiid)7As4oYL9@X^lcN=%=~V7RcWnmrs%(q(mQ2ghOtvScb8EV zzw5x&In$^4`quL;9OpS?8-2ChX1If$ekYWd0>AVOwJZ{iK9*{fNTN)~B>Dq+4fnhW zwkI0uS|dgyx3pN3;B?mC+z4Us>+SO+4RHvw777bd!}>rv%Qy*%Ql`}2xTt+8m4a^5 z``b0fH?}8e|2zRFN2`r$T{4AFi)g0Bs$V(?qbj~i$O~0&a@Dtuh{@J)1HnaBce~*$ zv{-J8WEOuB)cZol2~uG$X`HHJkLOo8y8==NufBZAE&3s3hB4E1q4bGNI`jz>hp(+f z;1a4oMNf378-f$#t58e^^YJtfFb+A>&L_*}TcFtGJSUF530Y=Mxo2N5t8z+7Eko+B z(r|Gh$-(2}YbsNk&YUD;BL4G^*3`34*#R=qA5J`V2CxMD#@v>?L-fO`kUM74Jd4<% z3=~9#a{lwRnQ|W7R`$;9A$C^=X&4*i9n?nG@q7}Vy*gc2X97K0MyLK!i)K*qHWNv? zHjTeMz}TjWl1th0R*LAyL*FH{vV35ra5 z6xBwYN4$fccy12Z`xU|t^9-&W92jvMmcIb(+Cf9gu4B2l|L=$_;)ZPs9}$#meGug zvi`9ss-3ObnM&L3=MHmR2$^{rK?t*<=jq4*8r2T1RSUL6Uke^X8hv*y?DJf zwYlR(LY0S*qDo&|LnWib$%KovqFDR<7dXX7tc1xae`K(sqhBP~s*6MK4y6pb26iQ@ za<-d0)w?;Z&EfN;^{BFuqz-T{42vJFjG2&{^p7{TLpXnT z$#mY2o<~wsiN87eCSIs&RLc~lU%BQ|e;=XeuecpvG0CL2-fK6v{M@iFqu;xd!&B1V z>)=+t)5h61)ahhvrD*WFVnLG32c1?AWPh0wjw`~(-e6A+6L!?1Z4h8Pf>6?QAili$ zyV|NQVrVE6%m2C|IlHVnqO8QtoQK=cZ1lq;xM`rS zyInRRT2nv@GdjTVhBwt~&UK;8S8P;W{SwVUlK1Ig-9fuyQMVLQO8EQesd*l;SJ9!waB=ln%7+^9*8OFHgoRF~x$v6SSHE-B!#Sa)X&$b!(-GSF zL+$w}pFdG%M~rm&uA~Lb+!QLJBsH6dOZX>P1bFeDp=+?*6-m+vAtdiLn%^(vLmppw zss0kS#j*BqCS{eAoaZ*FSrLF-_4~gT{uPlLF1VgwxZ1rrkzT1_8>Gt|wA{6P1kxw7 zn=X;^`e3RyE-2U+l>LajIhGV1p&B_1i;p0a!8aHhl4pmAteY`Lfb*3!PAxydagg#b z0z~Ql9Lgh#N@^8+%fV>Qu%7tUID*dCtSM{Vxv6D1(33xDp>M4bhyO2MP#SakaK1tn z59zglF+JJOC-Nh1+^=bE#ir2>S?01?)Hu`{$%T3uy7HWswg!wx%>G40$a_6X(o`m6 zC@kZR`t(xNsK$H52!jc15cnJ-57?ZUNK}4uK-8lmdOD60ar}sivxJOjllnUs{@gVJ z0$6^bt3Hjf%-&Fk7zDK-^PoZt-?|SjJQPi4Kp%YU<(zu%vo;{xbzZ;Qh_>huA6*rg zY38i3*CN_~$t$N*O0yu-BwEVnkG4=s0|0sNg43=Q?>6Vt^D+0QzH)o?a1A2w!b2YH z7g|tQ_eGEA?5;=&YjxXfb1f@oIHYx%Hng>pSH&%^3}`rX37STaEkb9a`+9{)pa@6D zM1ew;;F#7fFi$TJYYXT9?zvhzVDjm1$mcS>)>q#w6N(g zcQ$OGNPhVNELF|$8VnaO_QvQn&W0t^OT1vyrep8oY;G!|KC<0T1gyEnEyLakd3hrZ ziH^fAsOOto$c`S^2N!YD!!WG4lTh=#SY!lqN3t_ao8(joV?5ytA4CX2&-;UtaQKn> z2%RTGhTd^`^GbaW!fC+btEEDAv-B;nO=KOL2q_PTw!-VUml$ z4I_X~PXeYt6?zSm!6<2F2}}Hjx@aEBFq`mjL=KU_3T7G}P1619)UF zFE3wRT>)Y(khL%{FaXr!?(XiJo13z-GJbx3z)29u`2)5Iz)R}u>n|=Y0Q&<62L~XL z4oLE3Kw<+22M1`BmY$v-5)v{$KMy<$RB-^?0s8{<#)yarz(p5$B_O)a&CLNDCnY8Q z`t=JiKm){lpzRj0C16hoI2rxF^8mzm zVE@2p2JQgLGi!uGrKKKg6!|g|hBOEYiMBv50kg0zj1egIql2}fZxu1h;21ezj8r=i zL1HX?UNKLo47Q)#tWEM0qyvvVIZ`-6BMpwV^|>st7QC&1F7Nj&#j*PEokp}0kH8u~=NsaolL!Fk&4AKA%#^5wU+;?eDj_1X`U z&z}c5H^I;hHjY15f=1@q@mpR2wyjaXIH)VM6hf{$G#w_8BeTeRl=oIMBrF4FEiKyb zmuCoJG_U2lA*$FEz^i@EMPs{m?#eg% zI)M_llLGrS(oxlJhjrl9KTKE)I~exol#JS~BR24VZo*`daJU@RHZ#q<;ZX$j}Yx>-w1E3H3)rMa@F)!_25+KjI@4G7Xc+da@?0Z)Z6fh8JV}{rio5Ty;6^ z5V%|^nZMlVW5;IGh#}Fq8qJRye#HT!A^mcQLQ1Zi;gme??oKc?#^^S{UQe*#^(tYB z%qA;z9Mr+!(?`uItBO%ELFcbtMbSiW3#< zxhe^km$atXuZgIRAub<%Kin8zfxkv%7t+95o#_mJL~o{#%Dfi%v#8~kxV*Q{{RjQ? z9Uh7g9K!_D&0yqAqUwzzCAWEKHfr%jDbPBVGeFOH^axv=KJsn&?_{iDG-DR;s^Pv| zRXE1jvD;S<8Q3YdB6aNkm!@i>gwZD?{(8f3;-R)t-Hb0`l$5Rp%QKi~hDH~b?cZ^R z8o+M1*r2W0V~aMTFJ})=TqurKw+}DXApAo(AsM>1@deC94bHyu@OP35Oov4cGVd+F zRt|E)w>Wkzx-wJZ$7}ZTFr~SfiIiJai8ebmQxKu%KE3Yt|MJzI;w8HTvw_CQ#OUx0 znnMxE{W;EgierK#8lS3Kq_t+{HKg12O>?!-cw21iUMB-on>8=m>p4H0hM6putr#9d zCpv`(x$lnr9r(cRX&} zBR2?pMkr{B%cSO&^qVmr{(a<81R+GpcP^kHT?%z-4D%9jS<_OBHv19&e#~3e0ZSv0dtTba!#$l;DlJMh3cG9X`4Cq1 z{5%TbnG)v_l#!7#s&CsG!kYDCRcR)SKdEuj3elz`(M?hwrt-L*�z#wAYLbihx9? zY^Y`g-z9EDQQ{>`mfKuG($lqk-C&8+&8|&tA^`cCVwL@e0B9J@cJ<~kzDg0+V&Q@1NsOcypl~!!(xWD zTCS|Tg+G1$Uj^CEe=xAx;XY7-EgOt*9q0WQwN8s;>nyOU+ zi+QIy0_T?R!SD@H?IMN3lL&==?o(DW`&S{<%oP+NGa)AemZ`l2=>w(t1-+cFsx&Z< zdHuK|{ybZH#GJxQS2!|PJHl{!xBtz>UxKyHM6fTvWYWBsMXL9r+Q6ghW)%C38ZEA# ztKvY(^aq7bv>aLEiPOcjH-Yg_ki`}^R!cep99=X$FB#%Xe>LsMD@iGVDhQ5z^HubHD@c1Qj*XI-i9 z0Ol?P3-(YkP1Mynm>+RQ?H^$u>g&aVFgVFXQ}pYb@QVb?Dm6uOj37onQ2gi4ly<(+KGR%#u1f@9AAzqx(6;4s68R?k+!tFL$2to#dCkP#2MN4r zi*SgXW`=dnp+5-v%}|p_9tzGNlB zg*|vFeJ1q!!~F`2kMsz#iMbXupdEx`2=x9guCS4AEYd?I`s%l} zJ2HdWau1_(l{uyW5TXb(AuP7Ak)nB;JnS65{k#8-pbLh>E$N&%#Pq&SLP(BJ#=JXV zuP|bxMGxw^_Z@Thm3?PhTW95RTE&VVZM=i6lLp3d>NmpA+X|Xw*DcP(i=h->jqkJ}pIA~p&SwNq9Gy2EG+&UEzw4vpe?_!#3cGl9mcU;3ze#rjutpJqyS67ygwiQiw zAJ)tY}L;CLT0>6Okz&e4rM=`QG>XHy#t*2h7oPZLz9v`5^LEge70@7mZmff)Dv3}C4*Kb(mqZ!q5lrmA6X%v%*iE?`K z-Yk7E*UsCiH8$Uh5Ag>C0Qsz_tb`6_lROkTRA#Gdd)W-^yZ@B&f=Bn|9ti<#B`})E z%QGr!TPG+pZg_gGTxIA826?LcnmI;+eL_zvQ#l%S@31dH(O^0{xp8dXQ7b$G4g3sD zt?*m&QF-;VV>54 zb7?EDk6B;s))rB7*o(}w>dNT%TdUs08G+fBr3eDk$;FC!PN^mtB^nUIy_47f2b8$)}Y_aQ`jqu{w=u`rb}}DL!Zl*w!REe zY+~t&q@_RCdW<;o=+_iO&JsX7phIg5(aIGgpI(aHh0@zs%YyW>BXNH|#K4{G`bi3w zBq~8NhQh*J6)sU0YNuXv$Xn}fD3)xOwE+{R2Ln%=yM96sqg{;;f3AhpU%{0dpBdsu zBe2njcm^B_3E8zc;fKY$n%8bPbdom`0UxX9LqMZ{QUnQZ0|Z?%B25FI&5`Ltuhi(V zn*kiqU*_~kd1gKN$RA=0p3DnJE+%s@{4m`3OLTG}CBuaE)m!8_cK7$=4DS zA1j<`KE^5Yko03Uf(2?sxOL}$LBL<{3(3OQXx0dCGznSyFEW$ z+EEW<-5KI??<+=@iMpgk`ut!1eQ9P(k~K9#Xg{2(*gBC_7#}o1E%HEVFFm*nU~K=g zBvCTZ!~1-hoLj*ZXN)Hmlout{e6M??d)@J)_H7Rug0#)~IS;nHrpO`K-IqLCbBPh4*LbmaU%K;h^2(byr+&Tw z)+07P_Z;E=mEn5XgOkmu1Q^n&P;ev^Jsw;k8WZ@R+Ng{o2vuUmDA2%2)xbzXz(D7P z*&y+0(i{&O9j_<-r4$w!-vxu8=!lR>uXL}U;1Gsz*vmy(1t1|_$WE`OtTBfj%$Rc; zV^gix9r(}o@^@3hKH~mcE|FcOI*ZRf#l)W;^tq}nQR2y^>OqIw8hHl_UyVT;%yDY` z`BZ)oOKK0c6bHGOjMNUd;UjnlOkKvP*6f(*b=V~vl9w->JAo&GecwuVMvP(g(iEW z^FO}v*Gkw1kY-46TltS(w=c^U+Ez8#%SWs}OIY|NuHK!y{E+-jEH&PGDF)1{)cLE} zys^-tPfHSxaRaZ)d5Hf|sR~iS%g+aJLN4BAQ{IkVeTi92vxgtz-^srjO>EOm`1XqK zp>L>K-tFTTH1a!le1Z|9nd^F&jiGYGGEp|?ow@uld%+YFT!u}E<1!<5VWnl7u4*Ym zM|!#9SZ_IJI^A5Ub{W5&7*7@|xa(hlmNu07)aQ{la3mUTc6!e*SJZ!kW+yo3KsKn) zznqn`p8eMkDL|Tz!YNX`s+@TI`ZpENu55SamKFJ}hl%y9-Uz`;eAkfC z%n;Ou+;2G1ecp+ExtZ75(>Y+yp^%>vH>^X2X(zVy_-y9=1h<@SD-wg|D$eqm>UMtc ze%`wXrp7Lv`mYSp5oh;TkioID^|NQ0*qUF^17cDMVDeWvC(6rKnT`^%yH`g(>Y&YY z)-cDUubNvJ&O~^94RZfM_EE``|L4LnNI zCa8|vr#G8r{I)OBAo8wRheFpmBlpf(5q*3ketcTWG_y+K{%8BdL32J7UcNnlDFkq0 z9KjoG&86%8$WZGAOo2jaDGNM4r~LPRHU9d%LAa11WkxwKs89Klgq(d^fnVfrt6ljT z+)Dz28%J9U_sz0f$iG6;sZn|!Tr5i38Z8cNw)QirzHzUd+#T((1Zt2i{Lnr`-Om&2 zCM^lOIkTRHDIeVm-i7sn?Sp>W6E>e7_J3z={YeelP^2_D^Go}sZjU0a_MrIvZoVm* zvpZVLgvj_H{;aw$m>@7r0<@?yh*Z`m3ijm9BH#0;z{+k=R!D>x^>q-x;R$FjX+|E5 zWE{0gI`SX(M_oJLvt>H{5fJ5-G#Ju?f)Vs*yiXFW-e3tbQCNNsD+Tp%=j85?y8#7)9RG4;4oEEkiOGhW(t`{E0$xZgKPq zX_kMyoVoANfD~&j!HB<&VW9aRO96P^>=~1=_CSf@SCF*p%{!-hmmhlHN7SM;?Efs9 zYP$J8U2Y>4XN#N04FTwHL?C~=oRw_Pd;Z1+VAgTP-S@)WMD0DRERdQ+_Zx}u64W)0ZBIrtHD(()zE@lOTZ-^j z-ew++0~~y>p45suZL+kRVg!qGtNfvEt@A?4O`9?gHJvd-|~KH|q*% z&;QQaZn(EAQP=3?r&V)*sBfX6i9et<%QazM=w36PP>J$o&|P_OEu+4*N0Ye7v=PKx z&V(D}6f{8c@+QxG4w#nC4wh+MP_HDUrZE`}QJ_`~@8Q<-yH$;vjbYLI)cPU^&{52` z_oi;|hyw#r-)$EEII@mmVg7WjL}E_1Kzpd`g-{uxkD+_Lr#1MKv4=8jIvnNZDBViF zmUNS`Tf>P)h}wi-C$fyqX-pM?encB0g@vrYkS-J@3o=N)#luSep2WI|=5s_a9*vg6 zf$Bw=fvkZ6LqUMt0a*$zNGi%ax*0iC={^Y6106-u_yDiCF=px+jCtp_Mk`~1m-Ppk z`3$l31p*ua437iF;5|>+vTQjelSbD%Plv$_A&Q+g*)t{;THy1_JL22UnE(T%K|2A0pZmi>?+!d}`fS8!5AGb4tSUD1rv63M zeSCN*{P7{aA*k;2TG@=9z|p+qoY4~YOdny(=e|`zx>@;`na$4*7pKGBL8|u-7%m4k zrzZiO!lhw|-dF3rMjm?I%-`0g-q$;tCC=J86@_Bc@p+AtC1DZG)5&7c;1HmYvQ8m^ zDv5h=W|CfNr!=~DSprHPzh~0*YCo#n3ia}}Cfe9Gbd1_s+daMx#CdyrH97CxaCz!o zV@p2x{BO=i^5%k1fdPq6VF(FHv@{hFiTYYyKqH3-iiovYd+v#5LGcx%r1z7jMtZ>_ z<3CtpAgRxR>*hyits(66E=sk&m5I#vxnYfhxzp0PmS`4QEz@Z~^a!t2(mC^(+Ey-@ z@92jj6HtjU2vBo1cQ2wpbgI?Qu=p4*{tWS8&bsd$it2;DjH%5~rvETd!?nsQY#H13 zLC}xFz{ixvKw)jH3}q%JL0c>gFS=f$0@Sw;_fJS3~C&!Hx zal0R|s1u+;hb4{<4cJlrR?JjDO5;pNmyaYs)L{jqBc^etL?Q>Y_zv~x{%da@kwL{6 zriEpldpq%ns&gwX3UDp!H&;+2i3%Yw>4SNBo3t}g@Hh$ZM#AZk*c5t@4YpJX+(Zb#(-oUfWsc)_kN1Dt>efG|I2@G4olYDF z{cLj?{}(i8^11i^ezxO_5$m?^wD`qno$FQ}6O*ireqdC=;ThFmzn) zew$9g3$(1hy`*c5ol0hO`f?QN1KNX}QEJJMeAn#Asbf(CFM1WY_3l<+t*RWd=YlJ8R#P$=JQO&EJ^mDrAIcg^FY{VLmQ^&Q zJeV^B>Bn{@%p_U^=1$eWjJyQQ33bnCzaH(n@7sJoH7v6jslEOr{`yfYuhZD_IpJ*L z_8|WKYL|oEhjNUveKUTC(o6< zmW)|wMO~zSHIc2b=xGyRLsIVA7OGSR#l*l9K*Advx^!c8+%bJ`Q_ynJ#^GT@SH08M zvtDBOPfTB47S_F_aL4C$^zYJ%RQy%bY`X7d=K{CzuT_#i?H}~MKDFPLIX7h0arD|7 zt%;S=*?;d`T-5KwUJzVAx3yXM>FL(#zEmFza*FpYFRIUbMud9cmL5!1ziG?~yLsN)N$*f3%oq>t|@Y}qYZikZ~ z!&ausT?fADIsl_dYYM__|~QLF^^SC4x!|EF31 zhWB@7@p<4^RyF0qj^y`_FDpCDH%~LQ$(u%Fc=}scC<%&DR$I{BS34B1sSf|d;-R79 zs38|ihaoHXZ!Q~UfmP}8n2A#-wW{ELo5rJ?i#4CJCGd0?sNK64YoA%|a>aUudx`0UUO{DiGU8G0{L5fIG6hx}h zK`Cbs;Qi?R_`a{_d^qRB`OkIb+R5Ho$;!$~^2^HFdnj$PbQ6cHO%8UA*4k%OlxxZd zq~GivH%smYKa4=ZX>y7DYUEPwh(dDpQdmOkrmba>{X_%9g5QC^&7pDeoGuD83yRfnArff5zWO>eTssUM^Jz#f@qVkHw07d(SO$}i-EP=@=ip2K`d$Yr zhe>@!HmP`9&}K38{mNQwf=g0hV+#2ah52WAiY-yjP%MrD0mjGPP1!fRCkl7`ojgZq z$?(bVXU(HN#Jfxw0*u5if4-xk#>weHt7-ka&->pS&pdB*b3CaFj!NEMzuC`SX}~i% zlwM6>L}d)kDE{t68FMtfxV54`<+GKZNyTg4k}DBX>Xr231QzD0L-`)kv?}ajuc=du z&$Vk%D>D3jtl~Q2Sjmml`|E1$(ec(!mxG&y<@)zJ_vfu&SD|i(HM?$I8~U?>uZMSB z{BQQpdeLzUP1pWVxw-w~hZE`SBeSbh* z%a11}3*FtbQL*tcZxnO})#m*W!k}==P-x=6Z5B6T@i`&G%c?w4nLAjIJSSRZZ!JGa zk5mejJfr8g?4GIX-to{D%>?DMEOG!e9!zD{XH%Acngpc>+cKHvzTIcMKw8b2( zR&}*z*Bo})H6qe4#An*&D+OS_Oeo2wTVBhCJw?5zP~+g(LZkRt8?fLd2zg$ ziF-ViZqri7KC#LWSSmlVtM_D*uapGeBi3Ry{>Sq-E4;_k!ub1fke1c@5r(a)sm!YC z1m|g*YL7*SPaNCZlg|FB#dmY)_rXn;HmA2(KT|ca*Zuf9as0F>rwU>_FCglEQW!s- zFHqz^=}|=QeAgo(<9Vr@?P1mFi{}PZ&p9TjQs-_Ki|IcrbFWP2K}=QqG+Jt>K5csU zk;`B{(^%V})dsOB`bkeawT>_0Gs9TPT{|YtbchFdzeEEvvRx^-zcs$q{FbBi(i5Q< z{VtHhrnlcUc15N~ZcNs^*1e=NnbG9Ad3wWms-b4EDLVb;O?%~rt9;qQ-4>H;i(ATd zs?~_yvaUNk+Jk~BQhY{D1LdCEwhNA1@@b+XNIk;4(<;wLpEKa0?U%U1_p0gS6gr=ZA)GQ#e=(}n`Kr2gW z9xfeoO|Tt6OG_qK>AEaMNwO+TsBs{GL6E3Voz0v85{Ufc=uY5Ys|smIp3S}vl+Ysh zED_gFpf(T`rDothILATM|0UdfQR4|j+VIqKxmkz(!z-##QdapV4Jb?YF-(aroG~UO zw_R2$?5IuZ>r0v;c;e9;+7D#}sn_jKE)(3T3)JgW?239*VIzA#um0#xNIn$Owwe2| zlf~XW)UnCvSSsJCV+j%WR?Qt%ZCdf`%w!60?4w|x=81OYYd-nF^q4KrupcLLf<`#{ zeTtgGLGA5BCz?nT<;I4F?|rb9>u@)rO6|q(YQm(XG#%=BO~JXnq?NQ1744Q^)oBH1 zJeKIU^7}>C9zIgwMca?)W}GkUi&G{UGMW6uOrYC`4uXyy0FLj4>>2v2R%?{zy!059 zTotI;8a|05N*R!}Byby{#+UK#=$NmC3=(b%0qHkv0~(WD?1W;_zg6A}KykTY6fP2y zlEp~(G={>GbDQH<#&!kyp2oGbywA-Bbwk`@G}B2sM5hm8Rk)Xw*u9zNKGX(0(ri=? z!%U&)6XNW^>MWcKNfxDbz4-;@5cW)zW;d2Y;`=b$WyMD($Ww0z=~suDP+M$=_F9E9)AR5mqHuYvo-H()tdw zX7vvVm9C8io$z=Tjep|Anzw#&EozOU72RwCWBYQ6m2ubG7TsHcmA!hOOoZZI)!(xH z{HpH~75Lisr2yB5jKpaXlKgMXY?CLvJm`&hbvxcMP@$p2pu@;V|IaRmD>1)R&JE zZH+tdeb#PU&xdG2r>Sjh#z;p~C}Ii?F`ooVLO+6VcWx+vgE0l^qYfmJ%?1T#cWgug z4smiEbvG))y(hX^^oke+Lw209ahtMc6pAAw-um{4@t3sQn%ALbRi22(th^|gxZZI8 z>-sJ3&{td{6?!(&AE(MexZffSHygSnw4#jJSSiyBh{xsP5Zek;Zwh_AbILA{MsL>J z52vc^XFPDadsL1xmZUJiQz6pCP#u#7rw1{UM7+@2s?$Ek_|mgHj!DQkvObfVI;teS zmQ1C?SKK|;%k?p7G$5F0GvHxK#+H50Zuaoh@D7ek-Q4r9eI4Ut;vR*< z{@8JNSWR#=uq}ZrOFLAa@2;h_5gy|DUiiAq1cgne49Zny*+r%A|1TSl=yQ%2sti zhOF#!SP#9&RzMK*Ky^LSdqsYO?y}h?S6@|3&G`>O;t89QtuGzaJA26l^!FH8P@D|N z+#brNe4yWXZ%{<~shI#HBg(z5IkZEiFF=Ea?&HS-+|zB>6JIp@BlIkMe&YQ)I>A_( z*oH!bO}DmDf=&hHjFYEKEqQX}45M&b%LsJ46X!JCgj-8e&n&9+g^w4_`i^rXXSlX| zb8*>-LjvZPJqWTHFuw@J`a@@Y^i)g28tXoAmj_V|%eJh&4s6pb{P9j(Gi!{QH|=zA z>9e#OR|Jy`G440pAy?Prj2s)6uXOQ{-O|>M+)rEVB6SWHqgOMqP7VyqYK!4+*Y{vO z3l$iS?TIG15ee8%?Hx2i6N~9@1Iff|<|Sfp_9};5`*_>Uk1J9RNAe&FI!>p5Od6g$ zroE?ikS2IX@WUPx6aUB4`!`jNzC^b*J0aX**ks2yyl^JbK{D3C_Dnh`F}X`Ds%N|W;(_=?^}h)SPhOs zbDD-n-7jLgcwJoN@bVH{_$YTthCb{WKbNZsQow=*k1;&QmC}eYim88QVXEKy-cn(f z;i|mKtaIeTitac3gGtBB6P(7`eHz$Ajt7$4p`t+-ZqI+wNh0Ufg;tyEgUn(C7B zQE0);;rnEy6LdO|Z==r78wA?_m_JvX0DYx%&rbzq7YbldhLw( zVY>=ppm3!%pho4{VdeRT9l2i@PtpK3FU$lHQ3=QFV6`vkFV1pne|F zjAGA}SKp;CYxH0?_tv6z72cQJ!aMv3ZYbAaw(>$S|9#n*j`1&0uqvyNBDA+JRPAaH zngE$W9w*DGZ)(REd}Vla^kql|D~lg;4$WuM{Z%jqMYCa<~+b-Ym{g3*Wp^91!}*-zQJP+>LGmuMn@L8eP8 zTb!^fX1_h2*fHc(fZ3%v?bUqJ}np@EUx872tiab=a zuwPOydl0ryZ^P3rjO8NCrn(Y^b)ZItqGC_LhIXXpgG*>3y0k#%DA}%n-SG032&}G} zBVs&8o|_F5|LR9>IkX{3WdZA5<^Xj>fu-S=mM~|SgE`CvWWWn{1G_kyn!~^@U=OeqSQ+dNwgV%;nqVui8Q2~y1GWY` zf=$74U{|m?7zTC*!@(9{2k@N>DwwCaovA(8$qnHOvoNy*JGj}K!JJ*-Rt{hbgq@wK zGuRR4Yz}j91)JIfF&9$@i}TDb055hhu%ju!i5<++^*rVbx3UJZy12re;V!mdM>{tc zusOos-V|)@>#z0$uKClMlZ3DIi z`otcPIs)hmC!h~pfZlKedddUr3HAbepVbMwsL}a6^-E2za61ba*v!q&4(195{?i`u zGk(@H^efhj4~F{L`0b_h5E*a7P!o3)sTc$_kLq`32e2=lomR!90 zJL_Ccb5mzPcvfz3yR(wdxKfq*S*8B@;|pdkE@yn4Wju?Wv;I@1{&OFw_59HV8Sq*S zQVU@AXP5I zXb0#j*xbz-IcU7VUVuuOIU{Ug4rYLQyTHuPwB?^-%n^=W7j-#XSOS`Mrg%ts*um@( z=Xzm>u!5VL+BqOxf9ka}%nFXI3T6SeH#J8}&;kZ%BrrgLApn#Ci~~T)UEI#}-}zkG z|4EseySc)^_HM{AWD01JBQR#q#tE_oXJwkhEP(n=k%Q$QDulCzy{U`28_+sH_kQws z!MX!-P&gyU13+SJYG-*~<;6{xe@4lfpd`*USK^!xiC;8B;=ETR{*jIZpkY>E2^p}| zPnKlPiDk}-Wqu)+`G-p3JdeV89)(}>DEyO0#?>0Ea$cS4d3M$F?5e+HSG~ya50$-} zoh#hY&I_!1K2GnPlioQez4Hs{oquTb&L3)7Bb)(62VTSjCN(oV7cf%v$N_x**z^}# z)AMRg|0%-sObn*Lg!EGkKyM?7VduoKUx$Ao{JgeYy`sp$pZt#;Ba0Y z;ygRzJUil-A`urE{-LsfyTgGw0&y+`w{t?bb3(UY2;Kgn@H&48jC()`UO#UeAzx(s z=XEy-X%v{elM7QA%ws>Gk00qIE z4LE`9oJMB|U&;WvYH=Fjfi(bV2QuK};o#vC0AADP1Af^jU$id6O%M1b*#9!A$PTpTQlLi?;IXRIpg=>Jox_bJc zv&wite0)$2eviv%|pkT`z= zhz_i)YG#A%3Z$47>>->Wh=2f6iW*4Sg4LW6=9(~|qX71$WkFyqn5Qe~SD^u~-6PBT zDYc)k-3tit03UV)en6|>c0jWM-tB<4O2dGSG7Q;g7cb;{zKhiDcV4KwJo|&SMzOHi zE{L{p5=uC%r4g^NaedM*hHZ?b$skN$W9RDQuan02Q49z@tePvCNicAU+61iUuZzsL zydXU~{gK~A`=Pw4-m#n8l{Qo}PY&L{e$_qPB>%%pWMni`Rm|AIY4!Be zn^`dr8iF8-q5T+%Ym9fDT7Mj?&c|2mRWm*yitwz9u~J>7lPA6O>D>>{{Y)L3(h(NJ zYuB+P9fokZDvZ5Utt!N@No&4QZQp)4l=9wP(>@Z{olsEuC|{H3wP4dy+|zPVoe2-Y zok#9P{d#C=3ftois|Ku%)puLEmwWiKD6abu$gfS6jh<93verIrN@Z5CTX>eU?%09v z8_D=k^o3cyyk&ofnok%G`gK{0!|lS-O?k>gv9zMd;?VkZ&IR$W=;_GEjEW!dpV?}PO#k0z~y7Rb%p zZo-2f*;n56iI%-UrGjp8Px$ZMr(E$ z>M=Ysv~@bqFPoU*NL(s))3JlR{BWRgJNPE2p-9$%Mb;I=3G%(}Z9fWJN9v<&Grz8S zCVWY<26lGL1>?M{lle8MCk+)~G-sye;g_}8RBWwz;KWSfm>M-`~sAKHP zg3rNNvE7|S*9ar^mfTyNm0P89;4aDq`+^0g(+9ZTs)7QNSK^ez*-vuw^-CVxdpKaX z>JEByfH9~JVzh?71dR~uust5-4~5AlxNJPWg0I#+tgAeN{Y~usbYnjKUBZOM=6q*x z!%Rq^ItjX^*_uqx{k|@c6jpR6wMK$4V>1aBF)MC(R>qD8=pt;;yze@<2jfhZ` zPrWRxUZ7sHkDRv8iv%9-Kp%qcZO;?smkz2`V7N(uKnO6p)Lq@Fv(m5HPfsv;H$9nf zA{1C(D90xDyk)*7(+Ry{`SlzvA=SVm$?F!>lh0l*SgR>~;grHtG!|Oy!Ig%xn`(S4 zU7&s#0pFy@=!}_Xi_;A@w@SF9Mr8GJw5>*_1diV`EqDmy9_(Nznv<>>GLwhPR&KqR z=$EF{;3xYqTZy~92v2OUZti$-s_1zi>jO`CGe@fwc{|2;K8&)2{#iD*631~Z^Z3c} z(}7RLa~;};<)125s>C}9Ak;w+mmDnqb?f^x6N@_a!>edzx5zA_SWaIrHon;2m7-ulb)gvGS*|_p zGbIyEm}A;)Us7Oy!=x5>0K>PXDzjkC(1Y~@fS>i7u`&TZvtrdBXK03HFxGY8<) ze-{8k1BnP-0Q)l1a1Pu%gCKZdWxzgTDv9s}oqfQS4706J7d8n|77 z{G4a#27rr5912+8kwu*2r+JfD{9ALz*>5DV8p&D}2It&)r!2_P2k0)X(WF0omuHV!wJ7f_m|Xsz z_EDUST%8Z$qpVws7G$f(&|Y53-V-;u_U)UGJrHy8Fj=^|VsBNqTizX-hJhMxObV!v zAuMzI{i^RY`wf20hFSKcp-c+GZ!e5WSB@<=#d+?~omL2OyIbw!TW)1vTXFviay{Y0 zxc9@JM&>S$+|2i_gK7D$XG_!FP30a}66l^XHtL$j4J9-+4I9hXJ!p9k)lf6}*p)d0 zll;`^nA(Ck`FOfkA>>Lis5&-;D_S$V^0&hlTA#2 z8!2q_Bui4q-1y-xiP5Zak6LgV`e=hiO_!9#0Zvf=5}l7sb)LC6)%CQXaqQb5yZh)WKU~Y~!Eo zx^Oej-4KIWy`3Cb4}#! zTw15bvLg6=n_rR)ZEecjbGkI6UgNlZaT!9Iv>`Z}W&gTJX$-6~Sl1RpK8T zSW6E%${Boq3HtDD17T#v1MRc!p@6Pt8^852JgG=@L+CDRcrt|T?gjoCy4Uy1JoNeaX!_fa22Jj&!~!vMI*zp^-uQySwF34!kz7l4 z=v?pS6DdMUSJ1b+G@?71F1uF!V<}71!$23g0Lb%`oxs z&$DBQK5Qy|XLOwSX1v+xAui*N;;olu=q+DuKpZnD#N9vLMb zT3st4ViQ8OEkfNQ!h5pVEy_ti{Ho!(M>DzD08?AnnrMl8>EuBl?=hH&M0Z(+Uu%8` zvqRIWk(i#pk9!IwBX4fH$i*o*@$iy|Zowhe0WVn!CpzDNzTs#Ji!wZo;p_!|f6eztKa%7VY*7qHH; z5T>`I1Pxq~BoAzA{-RXDDBDY|ug59*DZAr+HVGN@R4^n;QZYRz_BmY-jV`=QQ*lxk z^C9h%L*FL)OFe>~|HAb?58AHGPQZXUl@nrFEO=g{haId`H9hc&zwesbeek=jyG9-s8a*8Nc{ z@nfguxMrCk^D2*G@9Qt#X4;_=?i@rs=?`JYAuUNmF=caP#o^`^H%W^O8mrBT)_4*| zA`N`lXe^j}P@&|b{KlsfCw+X^`hZ0cCGdBQqTgUT*Dq(=;mAR}Y7VpsIc_K}vRKE2 z*xt(})Or3SP!Lq|ohv6=#xTV5%Z6K(28WxGNqU@Bv+bo>(4}U?>Z=glfS1AfVZ(@n zrn2wR%vW%@B-ZYIIkpQO3rb2_w7vJ?bY0PTMKQm?SNnhy=k@mlA?3wEx{%k*nhmcF z^v$Yvp827}gv))9F94&4>hs?MYg23UCbEJI1VJnatlP>^5=#n@YC(C+s!qcnrs zYpi%8%qQU%SzCLX4k?(0ymx^qY1-Lif47Xtk5Bk0-&6FS=eDUFd~bMfL-l~~BTIn6 zAZ^cTMMdc1XdH99up=5zsO#_(EwKPa`kO3#mTe|XDcm)RU2mDls$;qMcl*baV~gLq zEyPN|HCHw-i&-Ywms^kCm59Ik?&?~F^{DBS+>tQYhv9YE+y}OLj)f#FWgfiLifDy> z7$5b`x#qM|+OG=uyn!*}vf#l+rx|=_E%q=x;aaz zb67rNyU3~ z2M55OqXjv1G%OF0-_^Ogd2cx<>m3}ur?Dv2@#9sHuk@}b`we%^M~;WzYjzuDM}k^o zjw}|1`FWxa)$&wmvRDm*Y;1xouNAY?QL0RTjZ%H|R4SCZyCe7RQ}Y0?qBkE<*EtL1 z8vJVNo`z?I?ntSSzjHNqT3^}Z!&2!M=wp`((o&BTJb17B!oJucsH2TzfS1oN;X38x zp!a2w?z7X;nD%iv89P#ZljCyIuUR8yK8?2~k!x(lwfcv&Lp2fjw^Xy@UoXA z5}A3@f{4d7mI7YxmDCj!viFxwq!zz+M08%qw{(BZSiD%Zu5w>D?#og2cjwGFdhfW- z!HwB!7XB;WOijdk!=xWe(lH!QVcA*K7G?N`skYz8iPAaX_X4d&GPw$h2JRnj&IgJo zLJNO{*(zo?q*&096l_K0E9tpA$AYSeC>$D@#1hRfQLEgK`r(bU_AYN(9cTB>zSE1A zs|*^#6f<(!`&V~v3?ZK2#5akOhCJuO9lkTHbU6T)k3 zZVk7GIhz`rBOF{@O&wf094#!FFN#3!j8x8Cd_X@-RdBFGNW%g1EFgo6Eso?r+aYdV zP7c7z%gw{V3+y)jEvx@*r;y)6{g1U7nUa72_FiBUCIRBa1E2TfKN;}A=B7aXNK7vQ z{h1Bm=YN?^RP-0iH3Z4&nUK#m1s5i7pfVuWAC1X?(HUsAB+~c{T%|6q3V@LrtZ5CL z={r~t*YW2gpF$igpd%>q0E|3@QpT9Ecj2P!_ImajVBl2F(Oljoy5%xCkkyp?FP zLUOUY5@3`GYj17d?5+N&k8y7ZXQ3i$PFrl<4^H!U(^hl zUq6RQ&4wA?+_#+y|Cj<%(<{OGO=V5%9DePL;3SW6xUB8~w&Jc&xahX&5od(dPG@kN z!*|Y^r<<4Uap~2t=hScVucQu*VGkvH(%DLm*bYw`(e@%{7YB@v6r&!b&brIa$` zO?={h+2&P_;Y^6}k|9plfM{FWQp<^s8vEY)R~uIpf(1Z61F^FZ*XI10o%c^(MBsEs%gKx)g zXOw_nz4E0(2@X@Yj2|76dF-t~c|$Nv@tYef#DqGY!IvJY(bLG49%$z%KKA9yOZzK# zWjPC^J2+^Q#+4SXx}iPVQ|oo)?k-Zh;nP6>gDoqNvp`|gK^c=fl zf7XBJ!>wn3GAy0VhCl5kQb_MYz^hOid78!~EeO~{pqxAqUMQ5C4+3H3gfen+G6J*g zSw4g_h{@j6)zJ=c7lWIDxHvdDxY$6}uC9)PV8A`>=K~IevlVh;c1BpZnFHrnztRA6 zHVEl`2>9Zh(=#Kd%YQs`&gQ?Lyh#Gie`g1KU}>0*skWP@se=o^iM6RSaymrXy137l zB4CQXa3VdMbAR(A1#v;o{c=FuoPTuc1aWhpdvb!fc`v-vK-~QQM;A^I5AV7ECWx00 zECn2Gf@MJbT)=6o0N;OmN`inR#s7Fpf*=s?pT3g7@h#`MuOu*OUn~KzkeTZau3B%EN;PK3k7}llwmh)JQhDesYVf5f7{bw{W#a zb_mZIqWHZ_e>KlZA@f`y8X08#3~vDI6*7JXIq<-y$oQEB5)W*Kj9(xab7cHtB|r1M zMW)ZzOFXazGJc^9Fd)u*(e5)BTV(p2FR&#teo;Tt8yA_pU;*i&i%ec{VTFueaAA#% zUvL3O#xJjgY9Gu-d zb9+SIykO8y6dw}nPAHdBRnY!TU%ry;2pC5ALfsv?)|AMPC2W4dX zf-k_I6Pdc;%ncd8;0ReF{{DF8&=u= zKp;}4j`HUn1t>XEeUVStp}^PYktg3)F2ET6Tjl?6wN-F6wS${WAf39AV@TQ5^GsO* ze+h1&R83cyz4m{Q-0$NDIN|??uiqMi6dbZ41|VL*@!|i=zy;w4CN>B#cX0yK4?kc* z=LHD>g60D{8VcwPmjLHk-~sqVK1b%~0tUm`6@d20{C^X;fV{|nEaPY30k#hi;4eo( zynuf20=mE}zz=wc0BK-5!2?vzhYY}IhXNiA$iNGXWFBAy^8-VU518rs0G;6lTtCjP z$md8O5x_T-51>buDZnoPT+ib=S4t)79*b^xdJ%G89Cz$SkwUmplL{50QBHDR*^T)lnGEMB-PK- zkfkHjXU{GQ5CG=7p8=@|=Q@DYgWtoMtO311>cp?%r%wF5p6SYkP9XK+*MQ{fEDe-_ z)Qz73*>YaM*M}F_(4Of4QV;$W1b|uXOfMivN&P4M)QO*0q)`6R31s}2aMss9pCga0 zE&@_7&h$y|0lA~ciOw;a~E`|l9ITMUXO_w`RS zWe$59Qx_+gQ}qiCb|OT=`iE8v+1K%(Mt#f!jn12g?1PLu)4F6BM+g157As=7G4e6L z-GaoeOwIGOcMeBjs7}3E_Kgdk6t!+_^#FhA84SF=NZu#k6&wF538M9ac#v-QSnPGR zsDBElmfW8Z=@|<68XFV}H@zNg z3I@DbU4$Qr&IOG<$frGStA$g2?M~rQui!Rg9uVC-W}@lV{PdpaOM^VAr3KU(L>c;{ zR@8qY^|rtfRxaG-JClMp5&PTOYwq{-q9sOSuO+N4gt)O+G~y^HQQ6W`3e-Y*hPyN7 zp&3_iNsP0B6f)~o$s**rZU|YidqvNC7EyrxS|TT*j|&s;U_$F~Kbr_8qDN&6eb5uMG4Ms~!84Fe4f zZyp~ry_3IrWpc?-Ik}W+{$|la7}?~(>CxQquvj#oZ{;652Z==fs&hEGf9o8P7@?RB zP68>P^am6@5eKmg+ZK%R`zPz7&|dBP3SlTrV7KI|JYf)=0rzxde%?%I(c^8#;6Pig zG?=uXc{rQ3b4KQ{Dmk*TO0cV_gEQS=ry%W7uySn55{nY$bNq~s+OVYr-%dh4?gDJL zNTv2mv*Xr!c!Q2^r$Q}qQyx6R6scM(V-$}m)X6>{(x~QyEGvGzC(J}+=));XPO_jm zA|6$3Sh{sra_{ovF*o6|bG8G=I z@!3qL*q=ZM!3LgU>xmn{hsx$FXYhOW_(i7dc*QSy9;4cAy9oVJ^hn_MH=>7f@%<)x z8Fd9`3>t!_eb$|T!gkhg87hN?+o!f{TnZ}WCbkfGKmfaE7|lf6KmfSmp7Iy&dwkI8 zZ-P@d998Q%W)k}!ShXj#>1ZW-w1ADK6PQlWM4{&Z5pxvEYVGirrB>%{O>Il%~BpuwxCLYqY(RP^r1tH2f4 zq5$*e$+{g<_=ko)<9TdR-_yrezc5h(|$y+)f&!elpapFdz!$G98p zGlk26xSDv(KXC8cU44PrYrr?ADW-P5N%xo}ihpTayEbN;3TONt95@^$&qJlBVyyI9 zshEgKb;>UvU$LfiWq7@sqh{S!m49lzkTG5rlwnYXmKdpXo7|joM|zQ?Ye%A}Iw&J> zE9c(js>1>r5~G~707fkAr{Y2tOLduHIzd@(ZkctF+1Hq_tDf?5^C-|RkkY43jn*3+ zoMiYMAED=IX=eUWV90I6-w2HN*T1UrOylCMQR7tOUS4yqH_>-#69iSMl?oWbQIz?KcmK%CuN&F_?ZOWIUFmsL zg{shL2v!AxIHD;d>`jKNleNJ6h)j#BOC%@qTRYNn40k{G;FL^l){#?&QXY_NZkCIz zcLc78)Q8|Kew0iyrAy;ktxwJW)b+w>k!#{*)1_9k1PY8g&e+}fuH=6Am%7&&om8r* z%qOMo%#Bu;uS^i%Wld3@;nE zOHc@pg$y%s#iegn^wiqOK>1J7I@^K&P0vBOd45xM8MUTJDG0%;2qp!N$uXNxhKGFo z^a~M1S;rt6eX$sQlBCc!C4$O0#78+<2@(7k6hR-kI)^EOB!&WW#nW~viIP2o-^n_B zad#YQ?%;|LK%?l=cg%Z}yl41!Aq|_6XvjWpGeWXaL5s{uE7R%rW>M8}FMwxNpeM)mcPg`8)1exx1GJxSQ2t)0#uU)G^l zPmUbVkFFO!jmX?QL66GP`{Q}hnZ@F7&2gaQ+CcMoZFc7 zH%J}OD#8P!*FoYE2@2`OR$@ZAZueEe%f|rvOLCzgM7HB4lV-Di4q(&&^^(2T* ze>@@klB-s3H~*Chq%&3$lgxwZIGSW>}MR!CrcOwskx&4}D@1}}}mOw|kw zrZGG%UlUEuJ&7ddS|6cw(j&GN6Ip($4y{$EBviJ#w>b;d*d76j9qpOzld>9?WHh1s ztdO+icxygmS^^)k<5ZrYYPX-nto`I0rcfU$ddu-#Oysc72et^q>9yO8-$vm1)TE`Y zH_VP7irFcp8g{dW$XqFCX2S8ClpuAwr`xq}@l@KQ26f^V>9{pL5dlg2&^qUq=PR$N zIkKA1JJQxqrEiQy5sNTYbuFfmRpcL)3|3NS5Hk26Y97Z83={;Cjk$Xl)D4?oAM?og z@%;#u110;9X!6YP^fz4!;o|zOOO+o>kaTe3pnvrX%D7*Nx}D+bt$5fN{+lyhxC*(!Z1Noo{k^T*a0&E&3NTGl@7_m5!&E<^ht zo)RURFmRicAQTuV#+$h;+QYJ=IwVrHu6ih6VJjmW#-y36@S0bUHIzRBb=mHMLxtZ@^#t~nE(jRPNwm-gKGq`+Gr3K~6q309RV z+P^&WVY^o*d2?XrwvdOyt(I?jq{Nnlm>S9HPvQkd%zU4VpJu{X4}SCxZy)26F&P3* z3jh7Ti)Y5hzmcH8?{GjlQi7xn1Smu^t*V;z>r+?n(Np8%vCA!ODrjNkG7olmY?L@R z>Y-$|YRpM-iEVc{4e{S?g^ozwvpF{;+D(>EWotk3A=El;UG=tXaZQYFgbt z^7z*<`(Jw?84V@pE>4{3r7MQOe%9*KcC(7k^6~R{N5NU)9ReI&s0d6xZ-zI)B5;9v z>zR&4=y-IdY?O2-(R=3Xwz92;=7dhe9)~c+&Ft%9iO=|;gJrLap3CL)K9c2Oy|o0A z3iQ_gGO(dO4Sdtson~23lRU(c?Nkc0D$cEsIS#{K;{DrOUl8QN#4}jcpPj24ZaeJ0 z*f7A)m=rXqw8s|5O>mhr!9wZmzlMvNtf%PjXs z=LqhTv6vy^D~VXUudn^652GxP?EIY3IxE&Lkh%JUg1r9Whd*}C-vV*K&Gxq;C==b_ zh5;dva=8;g;(1?ig;Gqe`ZymS-aIG%-80ZLR0Oxf*{CaM%qxnjD z%EGebV2a97v>|?|adUI*@s#>XO7>$GR@)mk?_S_E(Z<#J8mhq38hx;9+O1f1e)ysn zED7HKV{88wKJ)&*8|Q*P2hd;zH!4XmIRoBjODsI*U_V)Nkv0d#Z8q!yw2=fy zJlYH_luTcO+CNtN*Dw?~$NAO1B=bZm1|5VW4Se$J*8QUe;pCJ%&Zq0#Nw<036AO+5 z6>sH{uq|Ej;ymuz8nmceuB9$ck3aPTg1j+dGmioRIZ5-9J^|js#fnwTC2wdiMT&y#VAbmQh?Gf@rIyyhL@aaeQ zXuE@lv9DVD#>whccz>+WU&VglmyLUSOF7FeSp3sxW^ZTQy-la4ZSjid&A7RCI14>Q z5tk*JRLcCFR*&XR1v}E0-Vx|Td29;Zwr%ZTJAD$ z+)KT#ZZvD*KWgqUVe3z}S5#3`@@z41ddP??3uB{@di@x)&_yutk8S;VW`T5G`QL6{ zApbI!s5KEw0ai&7O#FqRd+U6|{m=SO?CH{SC3z)D;!#gs6sUKdp|3uz8n zbgTI#&7G4oY~8j%wk=lZSeaB-)9n7vs= zBucumErC25cut9R-Nc-fOVE8duW-`TB`%{4wXB<@n**y9Ipq)-2xL#|FNwzQ#b^27D0L|g_b&o{N^N4h_&mNyKF0@@YHLF`zLwEU68P=SmB6Gab(+Gr|6(eZ3_ zC;b+@2J=U;h)!y~>^9Tax1A=8Q6~y|tMqz63c)l(zE6GP@FENPyjaQF31hQ~cZ0{X zu;Lqnataq?j;_B$<(yJM?dDw~&9KQxVmMOX%kt zQ2sV=HiK=$=#?sesyoecK71W(>c8p$6_5Y3g|w#X4KCl+#KqEvC?J07$LPU z5CrDb@C$UjQB;<<|DM-W9~T#Y8vK&{;gblZ+a_yC=JWJgs->cIw;net2oM#j@nNW1 z-zMO)8>Ro&=lUL+VbGkWz4Aaseqp(U_gYSb<=u`E%^|$hll~bx8<=b|I&@X*IcZgu z3Fc?aTH$@JjRM0jfg$OA6<<^!IWv~B*ZfYWcTUiJpq%D^Y~SAkn}0R$!tle*i5(*w zES~TrOfsB?LLQ}aVDSO&=lgnC;@5KcvC9}jSTCWx`f`ckk5&II%7F0vzO4Z;6>_SS zcDW;gOHzTeQrSJ?aau@ms91wQVGk*%*DSipNSik^X}!bgbvaX+UYqSLLtX4OXDV_D zMM#pT3Z(ey^X%l1vDNy5qIx&W_&4zWzApc5YaOmwk#?RH#&61B4l;#n3cna+mE*_x zir4a|E2u$y%gq9wrn&pmrd|CYN-3Aje9Otq0dH-e62-Drr~cI^%vn@EuRpf)Z}AJ) zzYeO{H3XvQAO!u#czz}*t6Q5HH*SypICWLHgNa#W*Dt)_+#yZx#}+-UZu@ak)-tR8 zTY2$7&{z5C9>GxC9vQ>lgmx=wwgpJ1aOZ=s(+89{4oe1ltFd2!r}ine*9vj_C0{+_ zs_9^f>R{=qG+CuB^6}Kn?I@&s`{~iCXqOAc1M=2e)@|U!rQ%zjt+_JqL@cLk3t);9fE)jypW`g&ix!tk5^tCQBZrBw5_St!`xS0d!OGveuiQ6 zyZR49u)FQAbqAHb3o}+hjA(W)5?@>a**tEftRfG_jujCowr(2^ay(k<>krVG~%f| z?YW}#HsK&8JY{sO|J(b-eMf6uMg%d6kn*ZBRe-*tVj@B8zK zlO`C`KilnAQnAdWqW`+^!aTPbO}D>lia^c)Q># z8rR7f5cT+W3Lnu*2DVRRX0=~YzN44O3G7aJ_O)ONnjj_pNs2{u9!hv~;hkW6!(7Mp zI-#$E-FfDhdG=MD($poNhzz{~UO6(-rt###g1P{x|I|Yv1zs z5Zg{(nq`?s=$m72Hpw$jTB~!ctdZHqhz?7tQH&wc=fkAJT7QCAnn62Wj1QQ$U2GRIR&0mwh<+G@-tB` zT2?q{tJ3e8u4wa!B_{u>oTHGVk9e8n0;I+7SR1pHRu8AmnfBadbIt^M%K%TN1XBJ+ zrocy3Vu1+C*!Mo1z9z~CDmbGK?IcU{GufLSnzY>!&$T19G#H|>)!wjkaGpH!f4gSp)ew%xmm+K(r#>a^+BsX)8nw7OLEM7p ze^G{6gx6X9;gMZe4i3I+(z*R=HlD7=vnFk*#hsBxco((8Q#x(cY~y=-@9*$nvf8?k zA;9BLKZSqDoLK0TvzN-lzG-)Qfo-RIZI4)~!w=FrH`fzrxj$=)uRD?%N-}NqgsiEY zqQ{ahBk}UX&9C$8T`^LA-s?*Bn1NrE zCQnTGhP+-`-LExre()}J4{ z!x*W0=aUfM@F(%tQ%j%mvu_yEY}kZ2Pb7uDy;@ZxRd-77-{rrUbe$HOwtye80K{s) z-1V4S8b1GCdB03n9sVBq;luJ5AHVS`Y=-T;M*=@^ENme)bc!vUXp-8#rsB5fOdAi3 zgNKUM)He1-qWtbpui{9g&cA(EM@uK0VH@Wtkm?@e>s#4r+;zi!v6GcJsVQ8Yl+lUc zS*Q5U7nF}@6An~sbI~UvW68B?ql){80 zUBoW!VhM3{&?`MbFP;40k9VSj-r8lto?WwC?s$Ax@yU)GgN$(-77*7NBJ8`kq$o_Yry+QsD|tv^_z16DmI$_WF<+6hBpG}1DT*(Y}DC*D%3~pAGSJqeQYrC#UgCY8&YbN&QWVM+|3DF8KTJjx02>f74yXt$aF{`6T?S z;2FF=D4TT8Mshqgn2;s1Am&O9>tz=+AQh9=yCVThRa~3JO_uW@*?b}7oC|0HQ zn_>yQbDAG>O(;u z++Ll}gj|+B*T6m(f5!dvo2n!9UMJ~YJhoBDG@BBgte{cVzb%#;sfIVa>RUI%JCYW? z(2~Nq#F#WaCtBk0isPgQONR?JysL!2k&ci`Zm*cPT&B}-NsnhYKV_E{iP{yse6>TN zJGYp!95XokHeXg)`Dyr#RL6Ubi{z49v~F+IVQ9Px+c+{nY)jVC!^YfFQ(hXC)Xb;t z0&>>TiM;0C*pz8BZG^h5|0C-iQ2SbHU;s0wPE09|W>I6FAAG%@~OzJO!tUxe&!-(7Z*ld8Vsv{b*DtHOQ zJDPwPak|)uR3&?VMOKnrk-V6<70&a#s5^7IVD`0A|0s8^o#dR$m6gFW_voWv7|T0M zoUg2#ty~%Y`e4;oer9X6C2iqRPp%z~UKK;)4QvwT)EBd!=T}ZV9()x;`?m6ptXcRN z{^+ted%-=EA@Zq6v7(y70SO*Y>w9vBwNzd^20IQpbqOU0k>6Ajix$WnxiLQVm||pc z=FHe*Uv~MLHU|+_$L6hB>MDEWQ{xO?ysbFR>NxQBu}_@4_zC%-GlWUzOo~UJbJ5g3 zPhtsyC92wRGR?)l4avR4FBUe<1|X}LC>pARJH&R(7Z&o>Dkc)&Db*57D!xj|r7n{3 z%HQcY)I{IBC@S+#^7Wu|_bs$JD5*tW3KMdSjgWWVRE>XOi|7Dk?BbR)7BK; z@CQqTP?3Jyy^)Kpde?+|4yRM}hfC4EQ@pr5eYHS}vFdW#`H=|agQkzZsKlMLv$kx0 zrWO|yrCdT0EK;bTHV=67_9v`F#Rt?vFu zoz7?jk2TQWmPEv()@S9_bLcD*)_P|FP_+ZorFJ(qT6 zbMB1oLGJYqi?S8x&w9#`!%deE(?i$Ak?R~Gh>SRws65r~btXbEY>-99&c4-WMxw&; zerz3iuYZm{`Qh33`FKeaA1uDS{;=(|nu+yAvdSaj<`)Kgr`<0exEenSB`ym;uRX=6 z1ynV-gZfuLemOa>8IhdV_@VR5@sejLVo>q2^3#5mNBL65J3FnVFZ3*0mG2WocAeHc z*x4(zm>1aanZArKF}2;@uNOL=NEW^PVS4YR`QpA30+xpx-5}5d=s#`{zeiiae>!c2 z9tg2z`(xTlcnuiYq^;lxl)&bc*e*rURsaq| zmq`wFjGEH}792%eVU#K{w3RSw)(M_R(N-W=AAO9Xt$>y$<{0I4zzn8$YfKZMtzc+^ z415LC@+F@P+ zv=t2G|D)fvj<$jU4W)lRw?HU}0NM&A?uz~d zpsiqN%_~qx3~dF&5dGiGDbeR5_C)xVX)E+ej;hEeZH1#)+r;|&(pKnM04`1TvuP{zlmwT8{dOZ^leYS+X)E*`5vR`Cq^*81ZH1na zLJD@>*UF7@1`t$reHg-O}K zsaw9od^TyTA4ywbQe|-Ihwr-Kk7+AR<_%6?{R_}mn7koeYV&=7KtOYow)%@{D@+;} zE}aA4q^&lltuWbdxHKW`e~7jMChj=y-~5+oD@^hsPTlhB&{mi%N?a=S^JptfDkm;w z0-ILftUvz_v=utf727x%Q0hPRphXD6A;KsDaUo#{%Kr)h{ucnk^n$>PRsgxN2d%56 zIm#;qA_x)SVg_sf^@-PLFRdR_G=4Y&0!JyvuN4hg<3fZ$cJzN-wDp_Af3DT|`9V=o zlJ|lL;MmIy|`PI{mh>)^E4|xe|f6 zB7`5Liwhv(5E!u202eg`0g5Id%nuQQqujlITO=!+6YegS5Od%tjP6eU-xhE^^ZO?Y zh=fA;L0Y~5TnHir)bU}$LJ$P#O#xtnECk=U&9EmL|3)X;`dh`HEE)`)Xdr1F4%&<# z*b{)k2ZC}40M5b?VWiN1+IFZs^&fL3AfVt<18yrYAz;)7RN@if%0PnTd>9f50d^}m z6>x(~6_vpMpB4}pI50!O4{L(4fZ32=009vI1p~ne2+CxJUl0aC04oeIIRPd+D4*@$ zo_*#vZk7@yhjM!OXA}LaPopXi2c8<=e;W8Qts8NEq^CA8bHLCY%zTHzfV*a7 z$afet3=Ct$171K40vP8W@BlOe3}efKdH}pRFy1}j0U&o_;Bo{=1!^c?=aGl<(E~RI zV04JaMbHm{i3t=<>0;izAt}1P0pT#TOCt6pTl3q43G+j7b?gq)S9X0}Mp3n*Hy3+7 zmxuJ&8EZ#HkEDcK86HBfpL^{rBve#k(`*eCe_U`xsDdlXsQH~78>996$`yZ$+hG>( zBSf2@RErP#oYKF=a-*JG(d~U%P_Z`KfuLeG+J^@^%qe_AR&{jUOY|9%AAT)tH~4%{ zzqWucxVRs3gZIFcA3uNg zT5L={uScI#a_s1c4b3fb&!MW;?6Y@FSh#l6%`ouC<9?C7l=T6MF7_GcG$ zC@F}?r0bei2kj*{^{dS5nCzudg*o4K9he)Nm-9D%Ucps4aPEzz@<{Gj7_V17-&7kV z@=E?hTnIUjx1NT-Nll}QgzI8k$DK0=TKVVk(zhO}l5+gooDnasNt8!feB!!2gP(GB zh@#|!dHhPHJMB)zZSXYhxs`pMEM$3~2{X(NQAzj+b5eaV@?Y_*W*9nmLYUAXJj3V` zW#aJ|6$MhV%rTjAY74mop=EKpg;QD0wW1w*A{2exqOFpiK2?zmx>oZ=IjIA#<$RTt zGFFy*dl`=&?bRns=9nyXZZuXt7`u|X_vKtGcbpN4?Fa3Eq&T=MSH0DZ3yM}shZK`v zL|W|UfZnFvX6zoRvx~bj0sh5DZ||AcO%F>qICR2;nmVu6=L}EhpmrZUoNeG&3M#qqrveuz4C6_CotK`T{1>#%{Ly8uU>2<*ASZ?+q?JC_M-;W zgA1qIcgQ3(R5B6>&|P6u$78yE-?p@-PlTS!>h+zxOHK5OUGX2P2-WoFS#we)uip`` zo;g!z#D6`yripE^%w1l&?hGTZ+JTEt`=CtRGXT~gTBxV;O~D^r?K=GccvBw~teB;(r=`+T;N^7xThy^ONRCf+Ia zPO98OBL7tQvJ$hUAYyls{P{?3*lOHJx873q(%3S)+EiO$h@ip}7w)I>zS(u}YQ zehiri*Bac?pTgPU6*=mdovMIuA+TUS9?_f2ncTppYU(X_#!}$i^X=NmnSlfc#!yPq z_oY=_hSuA=;)GP&tnW2g^O@efkF?FCD?$*K}rKpV@{Pg(j zHAE~S5Au{YG*_(kLD4L|iG~bAGf72|ZKrq7GCxmiY-Qac0-|{XvN-HGcO%C zTTk@t#C!?Jd+W8YId>YWy*)abP;y_XPr)*%J$i>AnPN&rfIPWg6mJ(6=PIp^H#1uo>1o=%Y{8Q}VAXQt>Ec&Bb*R0TxOw?U@(22{=chgs=P%G&8sAl( zFwz%@>D7DX$Kw_`G#i*V)caTDLOcai~61^Oj$F(zG`wHPy#afNeyqiTQqCdjzCVtTo0z8~7(Hioh_&-Kc4# z`cJTJMuPPFKUNgcQFf$~BCUE-Fh{`_7cM@_8lV}(xGM;MG_v%$TOONz=iKKHXG$vj zQGQ}GP8k-9iDx1wk=!T8mLsuL*oS~A~?B{|HIbY-AfqyV3-Gu7d8 zg$9SC(&i2=5&5ZKecn7a0hS4QNFP0*l`1~=&&o1s$&#S6g(q2 z49N1Ds)~~5no7KQQs9iU_x5=`tdJ4wDfyUP7{~aW>&U(*{M}p=aqO4JABmhYH@96a z|EksTg{*rjaMtjs-5B{@E%_|!;H#r)5{n|^ZcPMxcD#C&Y;rhJysY8iYmc&Iw{5fm z@v2NtmgJDI}9}JSe z*04P+nDJVt#G6O`OJBcu48yEdf?lrBj=Un^__*DCT)@1Aup-{)tgyL*L9^NoOt&__Y$N1iux%vrL-@N+aoD=PtYXD(M|jlFQQ)gsv*10`?jB=PlXFNxHq4|~$i^y>>-B!?cfhbDxN@`_l> zp0UrSC@1ATNl$Su(ugCcs0CRXB@*ImpP&0=l2u$#!18NfVrQETLLV@+bvCNUP{(T$6+q|%hP8l333#m8 zGoyq)FaaX)ejxM#!`d*f*($@ZR?H}&53Ch4O6UV?#f%mDz}hjRgg&rV%xgj)SU2W1 zp%1hj6!88u9*KIUl z&OL0$|H8r^n3Eb+kxgNbO<@nzo)VB3+O$#r);{@fE9`-}oneQ$O<@llY?Lu~eO#LC zCkuOErXaW!?6)~~LH z-{naCO@%$s>p5H+>?a6&px2YQlx0)c0|--~SKK(Y)_2_NrmzQE*aID*z@_~*g*|>1 zVGnem370PYMT9-jkuqHBvnlNHFN8gC_L~1M3VY!0=l)#+{id+TUoY%|yEFU$fQ>RH z&W_7~^HYR9aP~m|Zi4eCg+0)l3b-`Frm)BF+bCnUWN>N8{{dkS^p+DYb^W^vd!TpW zaA}~QF6@Ec6U3!to5CLJWqWWpN&f|HlmVszwr6oUDSk~GWf*!p8<+b1cwrCp?l~?$ z{fi5Gpfdw-spqD!$Ile@K&NQn)GgmBN^A;y{7_*JbZQJP{qS8k;2`XQ&a}bltA7Py z4|JvwF16Xzj`$Z&y_f_mT$=EIN;?8)qw@cjb_6=V4X1ATF7);P*r^wjsE13Xexh~+ zI$IEzGW`v;BQTT*wsHPbr(QHj8J5S^%OR2teGU^iueR_#ylt)tDa&g$N>H8v^d%%PRq;_^dErNCLAsZK?1BBE{p)JyKysGSh@bTL_bcE0xk@NK!MdD z94L$k0zeFiJwTvf9~TZp3}C_=H`zZ0A2w*L^*R9m?m72uZ^8xmA%Y;aA0DA-6>EY5f&lTu zRZt*V+wjP9=x$#CgmsQ6wAL(=I5Nf(WhnaV^y822H&kKFQM|^*{Bi0;Bhl@&Jy)+X zHA)PXpBXP9N?<)-#h!83B&)e5=*}h0LQOdT{liDkjZoUyoFxg$B&et#YOOH1L4Sg{ zlG~DDRSmJ~E~nA6z@MJLef~&Z;*C6`WVnCtQia{*+4fIb+tg;XxSXo)g~;o5mSk~% z>}%#PSIst|lueyFZW?>oFL&f!@U`01mxnbras(m{XD;@-TF6A(u_`xK4V`YTn(H}A(|3q#e3x(+ zvnhw`;FQypDbv-n0y32<=S!D`UGqF=& z2-O@??s|&fB($*_2zQp(CfE)C(BkBo|coRR)zDK8GF4_NLs8&sB9lE z6Bn6jE8z_YzJDiTx?g8bw>ivGDr`IVP&)CFuZ|c;A0KhB)M`jV!}F(Li&2l%hN}xw9k|77i5iD?Pj6-Fi9Wf{OKse0Wp6o zMp@5bcl>%HYk{ra(FFU;%6C3;Hi|{mmKz3K)p_Oq!mhPC-=|ge+SmKqDZP+);gw9g z`R{ct<ve()prLYO_mH@I>uMz5)$0{k3HJBs=Hv?WyT<2IV??L*CZEFIB$x zgvCsfAsk+Jb|-CfA$h}l@`gh^;Yo}eVN%H74rsrDX3=LmU_}1ObOJVF%`){rg=Uc$ z7Gph3f%vV?&yQnYoh(n7xw^ZWm^(VSx|un+L7XhCxBw!mEvFAbRanj4{cC zMF%TKSsS1#18Ta)@B9(@x>logt@N|WSG0w+=FcKufe8v|t&K7zK?z(jg7aQU0lGB~ zj6%Ea&+5&^ZQ*T;e-)V|LoSfO@Fqub+xzzS%+HHi>Z123+qC=o4CQASKh?0rKi@#H zG?=)5>Eg(YsEab~3vr2|7pXIRpR3(R^5+aZ@Y3CBwdM$h_U;^F%RNFDF#mi!zj6xV z`!Je!%-B7F;>s}o4PSA&)Fq@ZUE}^!!{;CPE+fUR&F{4*VprcWsJIWgY$C!kf0WWf z#m=4Q)E>G@<&33Ul}Y6xCe0d7C6(dQA0IWl5XyBGeQJ6%X?1sik=SwI?cn`HcYH_r zzB55QzWt*L`8nX+F*&UY2Lit&t<=$nSLl#fQyib=nfGmj0< z3Qv9=b!||^pF#1;6^^Qr<^~R8ShtwYTb?6UPn6PPYb|&q!o}=!l;``(c4el~F)X)D zjQbgVsdS3)bhzWaT;bX}zSKFcYkk_3n!{NnpQAx8^=;t?b@?5}HGx!R_qpE=;w?f? z5!{t^+<&C(%+{-guaBSECb82*>VQT;CY75QfxW_w(596R+Xw945I9~I)dME~MsXy| zzQ6*>5;n*918-c2``fu^SMD{!FMmk$|eE1fbGmP0NILTPSnkqlALq087g zTXMi^tF@M*PN?)8OE7-VwjvI$ktTO1_z-s!vRal#nM$QSPG>5arH1#2G{cnX+ao5; z35llf;*THHB7nC=^Go@wbay?HZ73R#O}L;gkQwV5(?0S}XBUTfrd_!r;boEoM-wiP zN^JAvbe9foQ4B5bB7(i8y`RkmOS(~=YvnHe#^8;iLY~^Cfc;b|Z7y`ukBp>mWuN5G zQK#P{e6gKVdX(+xNnMUOKi$m36iFg!A)4ug0sdVIVb`x$aqh@he)KRhe&wLfjyA1b zV-@v2Q&JLhbVf2=g(HL0xes+zZw%ks=C(zJo$t#|<`%DlZE{mNz3CpLk(ZL--rWA( zL^IYk10gwh5Bztui5<4M{E}K@`?gr}FmBGLPpc%I_!;kJBL+?{S~|te z4W#FOh@{<9L`1p9P;KpB3K;K5IT3 zW?-npXUAvH=fLO4=fn(5A^2SQT>0F93p&u{=JVz|1y&@O1rN4LCGS+4; z%uo!1i@8lQ^8y<@7&9+F;7CCz5Gd`z5eV=NC`eb<($(C>#>veQ#dV^s(Lp=?EP5C1 zVE!$=i|#6H&!UK3w2v_;lRD~njV?veyJ$~b@H~p%MO(0fV-&rM_5=mTD0&y|bBQ{3 zw6_QE18N}{<`mGoV0DZ+2J|i*z0?BlTcdY@qS@MO=ney~ug$Lj%?pRFl>tNZ0W_TV?gtQl_KUC z(7a$7wRY@)Dl1q&W58V0@!F5Cqj>>LyY@OtA!Uu`1@or0CoNrU98t9g;T80^fL;fM z!yE&e7rd}`42W~^XstwRG%p;!Rw^(PgTvQKg+A#~kJrkDrh7rK0rNe8?giQEm}5Zn z!r^NL0Yop*R>VAyA$kFkfPT1s5{f<_u_wc?O!T5pbW}w)iQY}3ca!L4764HsEW!Kz z|H2?|KoE@Ls1VNjKR6iu*Z&EDjcg$ha1{dKy6^vxAi9Wt4t$5ux<5gbt}z(F1;Jn= z2*%ir{)Bhg|{iHId)zVnc z`aSR#j0wK)$Ji>W$iNfIe(3r^k&i8P=H@LAZEqKG)Y8moijZaHgcby6oiM)EY6jPG zG-@+4%`I$lP%B!dJCpYA?bw9^ofNv-t13if(95FbfghGNlCGR#t0Xx;85`D83zdJm zD5;{Fm=$pDa|ECFNh$UCu`t^!m*s7#wfIlOaT}7H|8VY_$c<(E&Q+DH`-fh<7eBkv zlovgxz@@&MIPS^OZE{na=wdXk4z=WOD*KN!bF@~dN^Ve z$6e>_h+co-)^3|PF1Qn77HGIM*k6z1Vit(Flw}jgMfDtNsfbf+eMhTo;<%_eASUF1 zOZ#o&xW5RFi-{WH(xu<|HI+b1)uHM@wpI(uFQf?-64V4q6B-Jzk*!4M;>wMnHB8V} zx@?{uJRzo17E(N{T3XpVcadDL+m*kw=6q8o-j=CxI`{_DTTJK*mjeA7d@v^VhD&`m z`QVNDU`)6Ymlpi*@xhodDlTRGeo?l`2mj@KFea{zOXmQ#_S*)(_Q#_a3i z(m+3(560{=;!?6rK6o7;jM<3ArP+Yq?>Dzb@gwDA_%PBbaROT8gHt?)3r3NX#eR$} zhcyXVB6Tdo{|)mr8dY{tkdt-H9nbKxRt5+ajm=fqugzy z9UQh?`_#3i@4Kz0p6*{E+2Y7Iwb5Dvy`zj0PSn=GqHq8oRMYo@)85?t z%*7!=v!g^rB+vP3X#Ar>l~qjN#+koj*FJJff{itzLQ!~Ej=IpcBi1UU2)n23b1iN| z@D#&)NxGBg)f7f1ZVED754Ad0*P->8IPq)i3$~M%hvV_#Q`&c_ii=GN#t80+Eh1*J zjow@cOl~QBqXxVF!s;-C@9OjSU$>ryL(Mm=-}>yA-`o25;e0S=KOU#175MhVk&7&+ zkbx1(y6Q*~Q5F(T7BzNwuIA7#DcyG5!W&q?u9drwgC+Atul0MV_s&#Rc3qxl2TEfY zTo`GjlwfgQYOuWYyJ_)(T~lS*xn=HFmpg4*TN?Zpto0Bv;E>`E`4#aO4>9<%_>6JZvO)!8b#splpi{1f?Lke7jDBoFZ&n7YXa|42R_CU{OJV`q)hAl-RrMrMFe_gsj){qGWGDGbdUX)OG;VHtD1y~f z{FJFq=mko=*4)&NEr&b`VaPFs`m09p^Vqmt4yAn)n ztQ$n*D>Z*j{+7?8zP3Jd$260oQ)rla)LD;n{R*VQB{Y@Ue9H#0aYSy@AuKc3A5bbj zN;+;VvP>@F#*ZPG5n&tWKV+j}Xn$nvm;7iS zL71QyOwh#A#lq1QXN(GtaYFnf13?rr^>5bszXx2wL7E>(Y5r-z6#$k|3HNqx094~U zY-i?XDQju&Xkq!yVmCmy)dc`o_h$88TI&h7i$T4ZTrN?{>6G_bT_$(l87r%ytr*J# zcTPI=n0zGZA!Hv(f}G-wr`J7884+}kNGn&u2VO)~HV)}6R<7W$IxP=J6K7*|{`=}b1#doAyRQf)<#pQK{)D$|zD`W>R zY%8LAyR%~Di&T2mL|pJyb)KyI{d6RQry6FM9DJuAbIiQe^H6bcArYM~kA!CJ4x#!W zCHqL#p+ZQ-abRT7Sf%3F-PdvVAMixnV=(7%XIZH=DB??RpKLl8uJBIjO7XP&!)IK3 zDBiKxKd5(MP7j0&pVDa)4z)P^Ofg>jjABi;f@06)1^ncMy$t0R15=?zS|Yg(REil) zl&*Q^J4Enu(gUn-A|9$u?mm+i%h|B&cpjCf$aK)yTdk-^(1Q~6HVkhMLB7V9XBpnr zmsluBWpcn)9aHC@poJGvgKG^ z5*NFc=-kcr*?IatAGPhGAL^gk*0=8nuXNGMIgRIRD@`Lu&&{C z_uDb6qNK|4t66yy-NR-@UrR?n4?m30)GtH^b<_zh!d+8eJPlfDD-zPysWr47<$T7u zliR_U@`aj(a7e=L#aB<0zra^)oyAw2yl3+DjIVZ`xXfm=dv|PLhE>AhsOC462?C)o zF@4k0?aC6{c%4IGIla5IPSzNQ?K@|eqI#SE8grMGH18$XQk55HgMH7suomGthg~1` zB;B5LlBuO(FaJB55Pg!v`=ZtD9&jGhYRVz-9I)7Sz(PM$odMcwcwLFtx@x59#aXWw z;j5DxRs~5i5eKyS)VgmRU2x6yG}tw!f1ZHxIq|UFjg+jI-L_2!`Jx*b_m>LcQx% zPx^=K>j%gC4Y+wpvm?$kzffemc!g&E;WTlN10J4`6mi$~;0#`$WGY#)Ykpb5*9Wal z^yJC32rtKI73kKdhcd^8+h&nIeSW?9n#0F0sidO^b#JSQ?UpU?-<~=ZrG4Ai>P}FE zMm_qxOl z-z|(E-cVS-rJ%D*!_zo=JUD~QMmr*$L4S{uET@l!(_yaymdUwOPPvQZ`-D6$c_Xp0? zZsi`mNAf<1HqOsZ&bZw_>@-w9zOTbdqI#gXYWC|6>YG=HH=4GiZxGm9*8eZ~3p3DT z%l3!x7eJlRT*?0v_)CaSW{m)Y^J)Gk_!pGV3k85NgL?52$8HPGuBb>0U4w@ZP04z4PW=6Tj z`GF6t6$FKiVT~u(uraLn(Pol6fto0-c z8^hX8qOdWn?c_hs4AgUL$Q9Zc5{|W=1jdkXto7u2lniS@x!xEOj`gC%8biXdhLk9j z3~NYz7G`-YJEJF!#hoq9zLAO z{PdN1;3Bh0eNuxQ$I~`n#AsnO|F$fGIaXNgWZx@++WIG<+m7^gPWZ%L?3J*tsPg1{ z)6{lBWt65xp&{n-!#EfYMv<6l1TIbXlSw?xoCcSIf&1S#eJK~I9FD(#m&{^Pt^BpG zPATEVlP~;4AtD`ih3uTYh;n?Y)ALO#u@3hv%0wSgr@o?xx_(lMv#VEmqh`b!o4@;& zb}C_b>)^eKYeA=FAE&1f7<4}-JBfE9dhGo4dB}Juwb0|{TZc#6-lzBOs2Hm%-BJFlJ@3cL{t@`|N>#m}gb_}|2m<93pl- zLD{Jekq<0uoG}(kpW1zbL+^m?6Yn>Q6DA*8(#ac~x!%wgO+R8=G|AG6&e1x3V%FwM zR$1c;d8C7`@P?}wTsQB3yCbw|tN9mme3)rCE~heLljHlb93N)YgG6&B z9!2!jRFYL4ze2mM6dLp4azlKpM~yxMhqGESqj|5aow@PU#O@vn6;Ay9$>A?ADZJs$AoZdKP2*-iJGcrrE>$6bV`7L#>;b9?M_NQto5EQ;rATEyw{S72_dMBi zkw-nH7UX>j&tkQYyS(9$9~E+MjfE$aSZ}4lH?L_vAo7ybM0I;0%-Ro5xpZnzVNUEgdXlfMcwiH?}!a`pTyWD*^=#ic;M2r`L|JL6KHO=R+4Ad~1& zJuWTyUqmL+TL`$6@%#1fCNlZgBa`So9b7u+e*&3A?^@wf+n<6=qW8^kDb072+dqj+ z;_g*1@SToUlyWpaGokEa%6ZnapGU;v6Lefwr}^Vl1U;^1f4QKt%r*Szj_jQeMR1oF6MOuJ$;R`Ow2R9$9*X3OP$M(P zTb6TYK9}*dRIvua3G8}=cM3XXOI%N%g`#=S5X)D_`@$nuE*F%FXQVS`eqbHAT8-wmIJ1rPD`d+^Dd1KWNt|8l z{|AssobBBIuE-?r{_sNIhGkU228S$qWzPpz_J?;Wixks>-$?n7Ez9Lb+6N z&r^13iLPClkM!TQe`F0_^iAz8F*q_m`pyoYUe?@gp0q=}zA-k>rs7%u^^OKR9j4Bv zT_3m-F80cX1y628xV3I2nqrcsy^v?%HIPQuW9I&JK#vHiK&;C{!h*QR?5|olc3X}@ zP)SwrE5m4R8jI*f_=}(yGPRL+SCX}aL|co*=8=>W#VvX_BLoa?Np3rR<3O(x?P1ao z-%I=lr2;HWg6=(N(VBYslz+5h(m24Xj5}4I~Mfr|iA}6pr<=NMQ zDQJR}^d~76(RnE0&4qV@?G1As*XxA73U=q2U*_3YaY|E{d?GUN-aBe_8>mKofPu;$ z8MDW6ElpS8cNt%ms`}rwyR3c7-$QIWd1;nq9-(iJz1bwsJZY`Yv9d<8Ly^k2Jn!pN z`AKU*uWmGR!r2u5`^d{Ci~85Is5pDtZ?dTWibX{y;No(h{GVb`(W%C`)cU_j4r~GJ(oJQ6<(3L|WndW80RW@xOi=j_qg;+L zKm_U))B`kXvXMP1Fz|(8U>s&XMSGN)E(R~w#L+Dk{*8?Ony&;L3HCYB|NanZ?Z0uf z)#dd=>VYSEPM6Q;vXL$mna0PSc<6Dwu{k?BppoQ~byW6#JO=XScfI3oLk_#n%1UYV zUHUS!QZ+6ZYv++@u`ppg?6>N%GV`TTYzRs-t~B2^{pCP+5#`C4Tpk)tdxzGxf{r6P z1Gn{r&QCQl6?icW7!SNG;A+hsG#)67onTvjSmO^Fhu;;LbqQVZXGneS7m` zLxbxiwWhN)8*YDCC zKaIGp)2nAV`Hued>>*;o%g_+2y>Xh(km9h%UOchSUhH)q@+&B2gCj4EY6!IOhn>>u zmm>6>Jt10RKN;P>LPVgyz^?nN z`h+jt5P99<*`6B{A#P^Onfirbp5Iv4 zgmQo3dFkzBDZ!=41PP-p__L>6k;r(-%dXYMj}N}e>35E^bGXKxl5wKia?te<)9lUi za0+GX={B;#qY1{gq<8jj$D6gin>iDbykDxAEpf1}bN8`4=hVt^QI7K_))PrA`LC05 z3Y~gsvV0a#S}P2TiB1K<$~EAD9~7TY03{Nr^*v$C_MUDV$P;iOFB^yR;xGu<|d%JT*-{5EGFUK#P zqB%`XRrGO8UrLVVguaf3o3MIatmtdja2+xhm)UnIm5)B{I-Fs>uUz_#gMF>6J|SM7 zfY}ER+lm=qWEqb+dBW?x#h={h_iJTe=WRBqHF!K7WL)Si%+hMqz_mcJ)Jd=uy0xWH ze|$l;=VE}HAdi;rOC)(d%5Qom`e^_al2%OC4HQMRH z=;gw5s&dC`L0WGwvw|5&oL&lq?cA0`tKc{WPQ>Mato?NXiG?e2C0^Jg@7Qf)(SiO)G%IYwgX82TnKdbP-c@-a3Ly6T! zrH`HL@<%6)Mx8U^!@K*`_a<=>pBs6GcjejX6i#!ZSIrb+bOvK#q*_uZtTiuC?^g>x zVbwn7ON-A1%*AOzFLwiO^#hlt^w@dZJ8H;B}cQMO+ zZtQ4JDbLJw-b?Nu>f?9)q??X(wWyY1@@v9cLLp71tK6_wtFyJ5GxX1Q8V@n$9U`%- z6!j{nF^**7HSZw5#(XM5VD*gQgJ`2#Me%6ICb#=i!;B(hg{z6YviQ<+uG&~B>&#rs=4uU1y$J>WR=Nx^4za+Qtjc$ z37pSL`yg3_xbX0pJoMw1C^MceJV>?DKECpbLwVWAMc9Qo6nzY zJ}o@)Pcvh@Ue)6!tJ(=+RO16aqASPe>K+Ftu&RDB^0}kwxHHb9y)R5R<>k1OH{%-6v9F)djSIiA78`9s8v zPjgMs~lpZT1NF{u0y|Ge8=@IuwYi|RqA?c+4w zFH&2u^M|;XM#dTWdvk>d!)r*6AAsDan+blv`1Yy)81(^*+~fO;9nGb!woEHM5egDG zW8Fdcgs;EF6$jBGetbmW#4eJ`_=FS-qBlQgO=vhyUEXLu(DQ~dcH~vrs?=R zK&bRMz)I9kJ_F$vQ#qhuqxR+N!_2(W1p=27M)%1RMa>KDdQ*M&FL7JWe)&QuDJ=Ym zZLDzn&@nBggqveQr>ozn5^m48E|z*la69-_zjoyp?@Sx6;l7-S6^e?*TV#=?0(qnD zckeLy8Nx?|uZ&R%dBi5a!3!$Zw;8?2BY2q2Fj$mqbZ_xW<93zgyuhn=o-X2nd_|#c zGqeZUo?lNfbE{~qi`25+%U!=)kN9kOro`QQb7R+rltfJPs5NisW@n7NJ$j{}{p5U+ z(uneHh7+U%0a-jL!TQz_YDu>;q7}NQGWt2TUYxQDycu*kO|$Eyv#U;Zf(V<6O3Bid zBesiM6vjhr)nx82Mx5Y$Q<>|=XIWdm5bD_bfhKi(Tv%Er?_}~2KjQGC`+ambb~&d& z>PyEYB?~iNt;(ChWp*BZ8NY|6*P+x=!N@nHc6SV{_@mH-vU8=Ea~r#4d|m+kL2A~y z&deuT4b0Tx!9`K?($S3M77E%bHx{Ut80b}+k;)}Y`OPE-BINYU#CSW2&M&s}0 zwn5_USptH3>y~%7v2T$SN!(YfYqI?EeV?@Cxzmo^pZoBs4yDV&p4v=0ST~Mq)*`ig zP3DwK-C$SzX#@ja7Cz~@f4Thpff0vQD{e0r->ZA7mFEe9YmB^AU!O2MuHh^am9FyG z>E!`t#+fKG4vX|UQ4_B~bK1x@0&l*QM6ctnu{)9xO!e|i^)$#!r$Sbv4DguRvat{UIW4{C2Rwc6QCu;fXV}X7xnp7TuU za%StWZjsu%!m+K}DV=W4CtcNu*doGEO(QWgvG746Hrd{`Vs8FUk{?g<8LvI9EaEHK z$5#sc@s$pU8Lb{~Qg_aj)u*VQFhK|kg>pD^3khY*v9($|9vHm66tKGRY2Vb0J>Et^ z!EbEEF#12=+qz?>XX}nKyF;6F{=2sBQVtG|Zm!IRC>R>e#iI_;EIR4{jevs# zB-(Eib%6H#L>-{XbJPJ^G68jfHu*#yU=}3c0L{Fkp22=I#%i6}7!_Ce2dt0&UF>oU zQ)P6ii21bKkGpw0Su*pf*f`h%1tLcm3riP6R9T?Ldi2ryu0<`)8sQ(;h01X!aYf45{p5ZG@^ww_x1 zb8Q9!m=Gc0Vk-dt=Lhax2)Hmr2%Js=0^oW0zi2e~SPyX#$heH9^ORN6L9!3g7_(3Wm0*-(nffp|rKp?^( z&kTVOgdl`A?qM7XxIPB+=L!fD5`e%!z8wN806~Hg5Qc<9P>LA{7&s;Qh5yqQTrb`5 z=L*Qr&kqp*_RZJ=3cv-x)eEkb-zlK$x7P^#x2GU#ocuATAY4cg0teQhKz|(q?3BS+ z3_*gi7L2?QB;O?Yh#(;4K;#n?bmKGdkK1p3 z2=ULAk6!=`vOt6chJ-@+K|k{g@gG8sEo3Vc+B?|Mt^s zF<8*iaPT|de;WMM`a9Ua`nVue7$N}V<2U&Dx{K#W24TUx2IHp=qN|{RF-GIy7zSn) z7_lJm;F}oix=<~cJMgKyIGSr&g1HDYpStW}W$POxBs z!ns9u@6)^cJALjs-+k`=)jUcWdhZ{d8!-6>7cHL>tSdpA530? zQb>}}koAD%nBJd!=jYd?j!0w}sOap_59Mo%^!)XRfxKyuqT#S%p+yEU9`$ARibDp? zJTY9^B<&l8c2z#(WwyB1d?YS;!qOQgOLRBA{nldTqPSOc%ezu3&nKhi&9+QhtZzeh z8<=Y0oZs#!+wOk)8M$USAUE8&-Pfk<%mLP~j=O0=MG3-%8Afg6CCb<5Q>yv2`!|Ne zSV3j@?h@LiP7;?@`#o`eyB;3N?s3c#$mvv2slhddl30=zqJ|o97(Rz^61tOwZ>aYi z^VNUtIWr%a(h(*jLCrAZL)$?3ES(@e1XrX|*C)7kf#)|+zlE;^cG-%s#tMS0hN$Wx z`-urk!WgA#R^}A7`G-EDc=@Gvt|6kWK6-L1xj)?4HUc z=Tvk3P3&Ca9QMhErw-Cdx-_SSFn@b9t} z&`8Ndn5?MNKs)te#BO(T@R_~gpaW=U10=>;q@l1EQu;2IE6beu`?g6?c$$6j;o`gb z1g3h35clw;!X<@TWCJzrBOV61TsIzM@CL^FcMy=qjI+2tZ!Zi#l(V!l3BydXvpS1q zICJ+x?Yl#K%_iLhPdsj+TR%QncCBhPO19}yVeS`AbCge5j7{trAET{tM@)n1pFg9S zxCFpw4^ADsSCpgfGC=&Wpqr#aU_+xJz1YC=h?dP_(DfY{<&5;Z=Jddfbpj2J| z)_h}zf`nv-qTbE|)Bn6Z9Baq*Juv;dq+d$I%WBaQ=y5NYTdjb}X6clnKKG=J%=?k@ z-j?h#%w=38W%_^@aCs?5?6vu+TwRHQNh9P4k$Uy-YbgdA%|Cf@^vltF$lW#KuqdN2 z^mwQ%kaIF9~H1H@B1w5||6zY8$OjU8mKfH$8lxEnJ7VxY6hWjf>$xWjBeE8iqaI^ZkIbi+|BZ{U*6?enTE@POU<>FmQab*Qb^3u$qPIxrf~+5)A1k*37OPI z83+sAJzlt#WNH9R40q0wVZO>*?~x-LBd@i<9?y>HeTOc0`s0j;q^XWan)1wXY~3iQbAqiy+PIygJJbxfhKfr}&Rso^ILC=J%!raYu=A~&{tUX^2|Neq{wuF_cP$g{fR1)oUxd#mPQHU(0V&n(i zGoH|(kPK`sDzs;n#%%H-&zQq^gUB zJ%%G~HM~7e^6jx*r%h~WstTzd>}f(<1Q4dPGru^_AJ58)DyDb4enO_JwfYudFv+N} z*|o^ALjV*@9S%9valZ3BwSE@_iHktc9?xB{z4Cqzh~IbP+IbagD_U1;Ts;&vmHra4 z8MkDMhgnpOfYbJ#P6;h%4uJ}X)|I33k{!Kjp^Dpf)trtVeFtrdeooFsDnTL`waZ-; z?29qF4_on4f?kxeSh$u7S)0%>kG`{yr>fcsY38te=*mds?1m;cky$?ZSWmAeR?2e!3GTrPe7yd%GW^fD z#~;tlf5bh2dJ!-mFzvsId$2P9En=Revx6HjmK`heZ$JZRqWuRB!pihFu!EK9Z(s-O z?+t5#;R1oy+*@sL2Yk1`m+vcdvgadD-eN>Ez18{~D*|FIjN+cIk}9sih{(UMO8#;6_u#%=eG4J^ z8?jMkHu#q81Gf3<;_sB9s$ZuzpB{qey2=4M_0AmQyEV zF*m8zBz6=?!5z}Xi^MdOgy%h|kq6?H>jqvXnt?_}_T(AaC++0KRbKDuYSq$B-ngbq z&+~YS94uf+RtPYL^@7hn_M&MqWc8G_+@2g?9DcpG&7Q2f^5F|w2TQ;mwmrMQ^C^_o zq=JfeF|*}Q(zQJd_pJ$85_WmC*`0O$B<}V-&vYl1qV+N|)c36OYjV1#hl`~LccT?v zw^#hmb_pfX=Sy^-!Gb)KwS|&(rV2vvq<|#d%-krUu6!C|I&3A1Pj=3@hn%Skzc$l6 z9G>tN=_|}M^xB=S&frz#m=_;Nathux>hY0^3!yD9R`hl8M)-&&--iVI=f}MlFCmi) z-_6LY+_pmJPX{~~K8#)<@SSmrRK>q=*C?96f@JHn9My=X%Ql1x?&ZRJ$qK)!?H!#?m0l*Mbrwr#$ zx9~69IXZQb;G29`&x!${Aie`si~pJY`aO^S)an0K5Zr&9IKau^Y-Z%@;7mj%Z0cZa zMkH-(>*nI>{5y$-gMpbymrBFR-qgXvMVA^ln}JhN>}{g_%bED61aY&qH8!%h2Tph@ zRZA-uBH&BjN>zN4}V@$ z{2>39pdw7<>g;9)JdihXv3a}Q9(eMH1pW_61B~8k^mem@{vIBf5%~QG+q+na+XKV70|oM%z;SkQ6}2>SCSv1ylkWDeVrDKT z&Q^|Z-!rhYzoGR%MC3oc7yS+H}JP!!K(s4}TUTJSyo27beI{DZ3jb1^0pi%T+7!J_E< zIpH~g8{lz%zP{NB$h-#0p)4$GoM(auiC)N=mWdj~#6UMLfCT}EBLaH|!s1oQK+j7I zy%j$sTcf=O`xKd_4;^RKNg_Aa!*uZ)PQQ4B2qJ{T1x=OM=$ygpR8_|LL+%zQ!>cff z; zlZ5u>I~;YHd43HdB^my>)O{VL#Hv8wA!(Nv}20usxpq_ zTJ21^s)1lZ{2c@QyK65`3+nMi??TMj5ujVEQf>Qefo2ZMtr1hj=2ZpF-)u>dO>nWL z#iSavdI`FQ;R@uc86IT+8;EiP;%4B+FZ!f-XqF51&Fzh+wQ1M~fXcSO_k8ur^vDF$ zeM9H`E_=V}Us_;bIbal9ptOd_8G*bgVE!mzeZp*E(4$27djViI=p(}1Ga&pW(DXU@ zu7LzK1h!!PhP>F|?Y(}EC{aPNy|5ROjs!liRe?H&sB%G}hERNv)kH8P!U$pTTEa+i zw0n^EqQ+FH5uwVtbR{4(fvRzsEF$zXa3#>kp`UZ{XY79fW|V$FxFWSd_(IAHBj=pw zq%eVfHzKfwZtv}?!Hx-3*~0ULt@vcKMbUz$4~^WLe<5(k5*fz?;9}A z#6xHGei;2?^M=e6v6xwefa*=&5{Ds`f{lcs5#i5`WRhBvz6*2w>=?}??p&grai} zKG2q&%@H5_9pfC^9izREJ`jU1H2XH!u-`zua&DRZy~vXB2VNVco(N+e?$OB)!f&zP zyYmE%n6T}mEG3Bhdo+iaCbBgCSWHr7)8r?F z4~P%M4@faX_J`tYOe@qEU{0t`plp&S%_5hMY!Ta2IzxS9e6vM&TAX&c;S?wj!KbLF z^cecw4rE%Kf5QF51|WE(OYXsXD(gd5hXQmqARLA=Ob9HqEH(@Uj9&cSHMJ z=^R(2jY&e2a*a0QYWuO^!Sycck?+>+lK$8F*2e`vqd}ZO(q`%={X5A-x?>c4G~dJX zBSrw>W%v6Y7%3P_crMfnyBv)i7Dt_}?4TB5E8+4_3Q*6aTx6Pr9fEhlVX{)vBOi%5 z2l$*mw`e?hQ4zCoG|>Oroxw8dHTql=WaN*G^;zTdIc#^gP>oQlp>6LvOfihsKup-E z6kQ$J)$_rNmZDH**JrC??ybs@WE)XJ+!uBcyL zJKZ_uUsiN6c6o5N-)}p7@1l6Xd>wJ+e#k!_JAOW$t-IH5xtwRKvjfllyO<*Du_;xgXSynC)lOI zLz*(eIZjBEhXEb|JqBaeeWkA@rscovs}^jXe=O{!dT)47+9<|f@zO+6YW#7qe(cv6 zGOd5bST#=$v5gFyWFwwk;jL?H;nPjxKUk~KKDD3ep+Ql#wraLec-~e^<1>Fd z|HJy`IGi2Srm4bfz4FIP-f*==&0(m%*EyDrxJ~H7OG}mQx|o6EX4B2U&C1Opr^J4sZP)m?6CV^o3P5#UQd`o<(&Eyd(k;{H zzlwaV&cMqE&j4haW`4^O%Bsr7&yLJ~$g#><%9R8{F%)^p`B3@p`3D8+1;d40g{4LB ziz17ji|vcIN|Z|mN;ykQ%kau#%fZUs%8x2^D`qOiDqE`Pt8%L`t0QYbYTRm$YYl4` z>SXKs>bdHx8psebjEhU zbp?05c6)c<^f>mM_FDAr_8Ii8_G|Xf4JZvv4ayFV3`q?24+{@>kMNIljPi`Oj&Y4O zk8_MSO|VZiPO?unPH{{%O><7S%y7@N&GOB5eG~lF`(5n&(46$#_`JgW?1I|D(xUF- z){^Pck7e8C%N6&P$JKx}$hC-dl=b8dyp6m~>dopcj;+pZvF(W+m7UdHliia&m%XR` z-~+^iz)MXJ72T!27OAqwMy0u)#G6Je zVPt1z>qSH*A}de-TN?)!_d6X3oBZ}G{-&(_k@g!#Vf;tc{q0^AS7$R<6U)C_6K{zc zfAoRvtq;JewzWJZzTb(!MEU|QsE#U!GfPbK_I|DKtVwf|JtRu1pGT(&^v61 zJ3Iso>BpFd(ECr2>&Q_k+wWTLc2GgUKtW+Jl+ElM+|5iGB~*TQfr-e}%p3#+6yzNQ z2o$hT5O5G1kYdnxpjn_lh>!y6?>6c|>i`4*asUB1ASM6%8x1@ zk1CH8j}$qNvH)d55dauQNI@h3d*%K2NC4uOJc9D1!txs2>OvcvB*HJQk&lR?@A)Dh zu|u2*tUftgnBkf_S66-_M2hUX^X+QR1_h`Akij=F2L@sW2M5E3aJwF%?zW)A6F`KSHq5s8Ji2SvNM8RW#JN632Dj_KGHv`hK5ANM100Eg+>Z!1GF>)f}2qr0nCq>0J22@5n2O)U=pJy zF~79-eX~`ifxeZM0p+>c9susGBFsavLCy?<+2VoWmG{3M!K>H^&`!Dd6xdA4Y#Zv! z%j#>KO3h;lb8<>kN^$#Q)Qt>+DC7xELW9D?!oq`be4wL)V!{%_VLG9{Mbc>#hCypb z(u&(yC1pDi0Eg^X*PQ@x$SMGE-~b`ap5B<=*4D5#+%Dl?^IgJsLeNQp34sKzP{F~W zpF;^BN1tRMwE!U`G@8&%022&=4xke9vGP#|*sbKd4~YQZG?iqiN8K;b1UZ&oSYWRR zuw8Hf2>ANsBm{(!u1W;NyD;>JLkyr`cwEEZ`A-GIUzs$(E#QC=;(r6Ez-jcSbuRno z0g!kF#0Ttw8+$mL*_(L%b+WKvoBrKTyM=T{p|AN%uTPhhY**LSyv>R4V_(*vAFlnog4Ye&TON_^UbEX%UgrfZ zmu<>rtH{sAu9USa+Zp|9rUmt#b<<Ox1Dy;+#{;WImq;BoLFlLvP zSwvoo$)_Fhi}!_hD9D;70Vxk3!Ef9rJPz)l4pMX5qsUt6i3@$qW3VuH5$9H!H;n=~ znFLuRv9Q9oT_etKZ{J_4cQgYA%{q|f7|^@t(x)bV^80ZQcHmsvd0j&7?89PqzBB1? zJ{hWMQLPrEagr9$4`&w}=V_%4ITY{kFx?XGc%BS9r(c!HIoaQ$K0ZrrMh1YdS~^bM z7+*kKn-9do^`Z?RPdL~Xmz!6t>=JT_)iSr2%} zNZ0!q_PEMiO?Zl1=iz(j4S)8#4?3{nrm4pxCc4-c;eA1fBjYjA;HhagHf}I zukQqDII7s$8AvxG0K&CSmCKGez#(zr9jB+E7!nlFfsl0fKl|yfwb8TEZK2y8`;fCV z*$T4gfA(_YOwkacxttawqSrCkz+9I+17~a{t2|eRvm>I%7TZMh~_(7a80>nqID>Y$|}8b(d8 zK~cVs3D1MD)N4fiOM9I1)a5bR9yp9w8fCqXvh0owtZ$eb;t);|*Tl}T=^heao*^U;d zG79{2!y)OxP{-ZeTM@$8DqjK?KbFTwe7_7=AJ1R2hYfS+*K5noBg4{z&@TBSB$bKM z!|g3jZ}q00pq?n<|D0oKzSu3;?RO6Ga>^Yk*vrJ@KJuiLjEP%r7&zY@ksg+mB%~xK zL<<0xsEOble79@s|6|zoYug-8p@`GpUFOAnc6&ix=CLA zVqAH?t&`0B@GAso*s|^=B<%SnN_|2VXPA~0IOQE@@I7KgDBQBp4aS(wXP^O+eA;08 zDnODf2ak&>ruN+skOKC)7P8*$kRP!tD*RQEaQmY$B_UD#Z7sCoN+j7r>u|;7HM0Io zfD+uyNT|QTnYhyOVctu0i|;Rapoto0fm!VjprKMxA!>rk*@{$V^ea_5_aZN*%EiZ& zc^$w&F@3t}MH(99W)q>)I~0wyg6$N)O-|0EUqNxj*X#3q3}GO*9|-{Tz=B)ELXGG4 z@_WPQb4E=SGsl5OD=dUy0%$Cm<##%Zi?jjR!%c>DM5-`oo^L!JW&w;A5 zM26G)dddWyZ_T7Xn2)a=+SaGG9fPeFyWcop(p;w$=}RMi$}pU8SAmOVZ~@D-xUh*q zj*M={h?jmHg#hScieQnb1>+b%TDjv*mY;l&SO3!&NBV&(N}Co({`UDwfVa7zsgS|Q z)#@F!)A&^7^5%%>YeL-RaZshRE#Lb*gyB$Vobu=-ZxyHUVc#Wp>4KVe1~oAFoc5S% zkf%zkI3Hf&7BwS;IUt#zkgSBHYe)DULp&`cy@Z2p=2D{qXkK1P`ha-k-p&eCfL04O zbV-3FR2;87ml_R~UY3ls%KbXu3^;v41+nv^VQwop>~JA>2}nq85wi#kcO1`+k1QGQ zy|%5%1(E|Bu6PMS{~2f5p`)y(FnMKT9C6SfnZfQ5qBWi)ip+S9e1Z!3A}E4(m7%h- z8(AYISqxNCK_&bR9E=4S^5;<}{A^G%3nXw=b(Wu?`P?tTm>rz3WIi+8)dX8+hwy@3W~FhI zPNO8r#&)b^Xc3JnV+4|+oY1l{_b#Q&w{)^YGnNP+5@}cy!i$6ht5=K!!~2Es{+6m6bErrVy4_a1rjbI_okGm_WJ=ZQp9FArXl#kguQO zYV(N5angpK%XMp^#hcV8G0(Pi@E{jGZ$vANEkU~oYwM5UQchB8AT?7z>$B?~tyo)B zGh@yrPP-MxTrPXER!;~FEPKe2L{6!O)KK@zL0VOS0P{oBV=~)Y!l*Ljcf~2{z)0iT z2xwe*DcLOaQ{nXBhO#AyUpa^njSN*9vXMg|tQ&iF=JByz8PPwrwtHWWz6yJK8owgc zQK}G@DAJF{B6f(`&ZCN{q6EF#_p!wN+|oiwz85aEN*XDGF}KZSG$g(1J!X|oZSjZb ziL;|z^+bZ!=|=~ifaAYv|fyr$ETF4MH~SSb^SF`YIB30iKtBZi4Z zsK+9(aq?6Z7w6zjlV&XADfCiB@Ixqpm>?Yr_B|q4jZQfP$NHUow(UYtHdViD@cnIk zSF$eSR_vg$(}ohjxHW8WrXWnyBG6Y3F*!CxDSV-g@4Uy(v_td$JRZUfT9{hQeL!<|9Lq|6JCjx zgg7w&$AH7KkveXuE@zmV^ir}a0t1nop|0`in@;adp z(eGQQzVf}hemq}F3Yo#O?8==~n;i>M02NctbHhz{Wu-yZ&;n(y$r^l8X>#9t?tfeXij!1jbBWx6Kp6K1;7{8#Y9|} zU=LdTh5V$N?uog_kVhww@vlVN(}>&XMOC|$K2uE~%znkmQ_a0tp`1j)hf`Dy^im@k zfe4A~)*FmO2J`)z#Sv1}4nd==v4ks&e>gKx3pXdGfx6m(PBeJKq*LZ4jV=F)Ar224aS)3d!s^##R|=m@rOK$f zK=amU%Td&X@5J+<++`Z@(CW0`*keqQO10+bYsi*0a4GhM<=8w7Dd%e8+~w=G>I;Iw zmZ!2bKqYk@)ab%ewXxJKY<**GaMi1YnuwtZ?rRCB_XXe;F#75dd4$%Jg-Phr2>1Gf zdh`0tF$*oJMY^0-c9OzThE-ib&h{+Bq!f)u7bJ z5ezCkg{eZ>_JEY{$%F41HwO+;+3_@lFUM~5{96A+?G^HXjZ8EY%Rg&!)vF6r-dXDv zR46w|R$eW6(DnT!45Jh#;)`Mk>_mq#BKfglR|;EGShJy5CI8LACycu#3c$J$Gxhge zX6H}FAv5?&T(KKvW2RR8s*?y=X`53UDq%rg#@3h>o-IL~SpmeZADkN&q6F#jEp7X( z;1~12eSK)jI`+#6zl(glXRYsE5XAcIuPdA6pxA)IZDk!YA+LRM_cN_O`Bk2fNzCHNE=5>Nudw#sH&oYVZUIr7L z@5a|DIiM(0F&h%~!;FR=h%@bnWovqJrmKDdpjg6fC zVhd1U(Q+^*I{38I&VruH#MNG^Z^<#U5Adl}e`FusEQufT#)0ThzCy9V8}uPTo+|OZ zVSW0!7P*=Gj?8%Ul+jC`mkkC9MpdG)uD~R&?p-x^m#fJ9kCFCo)w;2P!Adc4`0QF7 z(sC~Sb%BlP-z*R2#J#0w$0&`oX3*uq>ri38Osv~e0DoyA6v@`C#?qNXk2tw}MQ5?C3-1gDK?Sddljzv36w zwI6W-Nz$H4NsLmD-WsXAwtZ_xxCcmreyO}ZF-*;7bv|AXOdgp=KcRzL`?>3>nOjb> zZ-`LY^+va^LHfM{whsk+9Q&Kq+Hfy$0PE(dOk0I~<(@FqePb{dG|1-o51YkE{I9lE$t3RLQsm+Mxt>ti$&Wa^EjU+TKyb*(k6ipWrSaxQpcgK28=)hmwE-$^& z39GAjc5hA+17&-jcB@nq@f)?Ge~Ar4hDvIXhU8lpT$H`1_KC1AsH>DnXAJWHZe6hZ zo-mZ;CPH|aD?wRMSJ@gsnkB$Bx6b!$nicbkKG>|X?u+CW$|{~A$bWL8qPFol9Y^kd zp>zw!)q5)EJ0*8K9or8#)rBnX+Qarlq7->pXKn^zhRw5&F)Xri{sHIQGGI21)CI+H zel*0D95CNZ?feWa{(K#lA)n@8wqO=u6o30Fa~__kFRoqTQ(rG8*|@yDxt?v%G{2#Q z1Ag9G)*UeY(H`liAs#|qj6R%-sNObvMcfkZ6c0RdopeolTEL!VQw<4--pqoTKo4Jp zO@LZ-Z^hscO7y-Fe8hB88UGIr5N3BHe`#k%{HryUXRn6&g{EMZ)i&YRMu5Yji6zu> z31WYdiCuJ>Hm3x{$qS09M@5KvSzaTO*Rj5$;IvrU`8RZC#k%~#5gKgtd&_o$d={$j z^(;{^^!U=Ucd9(kj{~7%<$TB1cRqh zk_oS=|JB1C6ct{Wz9jWwj!V$LXsElAjkb~>`DqBe$?D!>pUyHJ}d+Jq$u zQ4$Y|G^_4m9dCR#5axVLiib++UX%s4otXngHVjkoeM*_Hr5;rbFDQ6y_lKGfaUEbG zO-Q8M(TrP`4qXuyJ0I+#X43CX0^INz60tha*m$_P zOII)onVaORs3zAa`W6HX!RIwTJ$rZ;GHvuT$WvE55#TVQx-c!XTyCWhwRD1v* zFhoBPQ5ku{djIXBz*5gb$;-Bi1md`bL(Ara;ZcGyo9w_*m7IDL{CHgry8~oBljwW^ zjZZD)CnOGvz%5%wtZNu@p}N}7qQlrZX=Pqc8#>c*jgCn8ztBI9H)QgD(9Dm7<_+tR zR(DYV)zgNa>^rWLIE2?D4KE~ma_OLq10`Ys!PSQ9G1kGpg1RkG-_?NV7@T-73Yt7~ z1M)@U7}}u(tbvTN{%FPHtSsKqsQ3BYXLbvw09VBu3g&b96tQx#X92s-G*2KtSo)2e z05=jVlZrYrNHkIkG&X(bQYx%OFXzfQ8*g3+4$W?TxK#|9F)8*XSP}*dU)s8eNEmFFjF0)<00gK9ak3E6X`)xJcjYYkP3(HDwqQ z^ib`(ujA3)x{KuiDAdQWzG@|RVrFrO<6|KIQm=@@-F~mGzO;`*-`#QgLdZvnZTz3P zYkoU3{&chaOQPyOc`p9XiK_op;QxSZs%>UvVrgb?ZmY}6#s)khVy6D9--z|M%jEyV zDg~}s{6|*lZ{NwE{r-Q=D*fG>KP&&Q9KkIA=4SqzoB3~U=D)d_|K?`?o16J>Zsxza zng8Zy{+pZmzvE`IaQ~Hp^?#E(#r!`YP5rTm^ZyrVisgSun)FOC|DGD6j>}RGP5Y~WMkK0jBU z_CWzDQ~rMUK+4pi0f)VYHQ!zP{r>dpGbYFD#=xY%)#Gcs*Q4OG(73+N`o8v+1lhSv zx!d&_;psJ@1NYDL*sm{_&u1yk-MT7@eGEm;zMW^27}W%&tG1$4yqm|;*+0j_;W;JYZ;prqiGda}m!RK8sB&NdC8ykStZ-%eVzwjk8#sDU8V zSliIQe(3G$|CrLZXk&S<+Sz#kouF&2Uv1m@yC)R~T?a|t-}fV$7d~birg&?d2%XP$ zwC+5%JIkH%@DR#+WSX=5xGvKk53W+P6sWp;x7eaxcrP{?yKwHEd5~Gwy!iCXv06=$ zVG)?iVtJ^sZ0N19N3zuxb-NZ_V6zV0lUMK8fM1(QAo8%r_4dfY=2zTk%x0A#)|Wfm zGvBh(v&@*B$hL=JJp#I{h1Eis3W)Vn$=z;S>MWh)$1k;=7`Rx+zFaTxu1`jt`GHw3 z_%CkP)6J|3qMpRla&&WjQb2$^F=lZ9&vm|DFwD&R1L;-@#aj=D&CO>ICue1MwOl*8CaXF(@TH#7^%$Du_c=MK%pN8lM840RFjc z2*>;`#8*8MGq#E!`F*zB>q`IuB>~}2-(TEk))8JmPj&8g2X=x=l}srs6T^qwOPq`^ ziRV&J7#4yM4yn!TbBDu+LkHomr$R{35_wjr4g*J!a5sYGS9UL%Cf2ee#(@jhWThJ3?5UhOl*7v5mulR z2!3yIyb%Ng%;LnxT@N4-2KL!QX_u?~X`<}z;7C3_MQ9gZlWm;%E_|3b4A?SeFN^Vg zIJ8&~(@c3ffdv59dJD3%AaL|1z`0rPetua5cDHCKtrq}eouTOi!#?%YIXtsFu-m^A z!s>rcjLv=O$tdpLygWBRxa*hU>5~fWoOdOxFcLlzdQVJAL%0`_5!Mk+k(n$JsLN`9 zR59EvIfZr(&?WS`Wms}NVps~_PSX>pANLezR41=Tl!U(}Bgl>a}(3ZU2?l&uIA3qvdSi zM1JiS-^5nG!zV@J@lsJvzGI5;N1EWw^@Aj1@f45S!Vz(5+x#ySIm%PlK81#RQ1;nt!fNu>0q_&AcY{0ei})V_MLeu=(9+&g@jI^5QhqlhS0lH z+-!Z?ZQmX-zcc*8T-I5^u$%pybMgaqXqC{F`ced{Lp+n|*ml-%nX^UQ!RXiL*?Tr9 zmK^3W&{cE^`LFAi9&*0FtUZrN-=pu}iAzNc(W7KQM;(_DA4#&8fYPr7i7Zg?PW0Bi zk5X4^5FP)3)k3pIJEVu;WyOA6Zo6ch9r5nt_$67g+ph3%hp58SoqqYAlK3k8;{jhj zdM9I4UX&7D0Ag(r$BX`WkvU?F7N84(+!y_GC1mu_^UD=8cXPqRZ!#C9@=kh&PCcTD zB6j^XoVQK{=^L4=>*8IiyIQaz$O#Xaq*11~ZZo^#@_sVLi<@e|PhBBe{j^PMy5}1Z ze|FJ}Z~6vC!XM+BzM#&HIhE^ZyIN_Jqn^U@9}Z-}l^ns$`Oc8^(&$R3jEK}8p>Nf- z+2Rhlt(0gksY@e9({9KNG5~hd)`%E$t`0?-wpG+~$iYTMwP7&d8LA;_y7o%zf5Kgc zo~g4C{xr5j3m4(|MVH!=*_-rapvn!-5JMc2oIsllW03=7qHmB(NL-vXV9siyR9Wok zO4a#&4XmV3j#(bNm^~pKn+MT$iwzQqkP(b^6p9>Di30yEmb5|_<|?*NKh~tgyRu=& z$H-&uHB`(GN;dSS7lzDJi!Dw;WzcxRJ1myp3sgtlK)_SrQ_Mw<^w}eW{Lb zOALt^a7h`hv;$%a>=GqpVtogaGV4JaVaTwf9Kwy!y^NylM>KlM!(=zR63z81By(aALQUvCF_k6`6^3Rzfv8mw^^RbO(&w`(BDh)M$qZXM zuaRpl5#RFNMino~a3hZ-imq1pz>648{*B9}{N*>7%cAs)nar|ipiYW-{dOTHi=U3X zLq#DwivSZ+42WthqV>{bfmpvmjpY|HQV>d(4Q@D)xQch^@DI$dVH)~U=Dqz}u7&RM zMma*_K{B)v0hmxQK3oin)?{Hz)KXAJZfAu{w){#cod&{gCF{ZYENH8dMUaIwvh80) z*3^5wcC&{HTQfFH-3^$8ibC$5bv|fo(ujl=sMSyXX!U^em(Yfq%Qb6($CKAFo)nnf z`1$GchK-~$p_1elsCy`;6A@LurKC*RN(j7-w3aef;-KbdQ)_4~Q~HbYBRME2xZ_Ur zbwPsq%8E51#HMJNrN^;$!@QANT0UWqA9!+Bv@DTEkPF%$mAa*$3+>OGVV3yF8t2hM zF#-8ei&WSGruz^3u6IjyUpkk*e`8apZbDmHCN&H6M9VOw3bCf-3Y(&LH!2}3ib6^c z0ic|2D2)fieL_N#PQV+`??WVQ*QGivo9}a>Rfpr;as22FgE1&+zsr2{8AjF5AnBQU z2OI*o<2?;qXDMtR9=EdEEV0!zjdtxNvy*`F-01$L?@Zy`PMU4ppvl=mlxBN$LGpXK zrMULMoN0R|=k5ybaY#K2ZMv{lbGkM=tWd13RBb}k5#kSb6mim2A9^FL!)_-^sS;R5 z&<%f(f^t=n)f<+npiiaHi1ySEA8gm3e!c>R;ug}vl6@!d!lZU=-21D0Y3XxuJc%W# z$i2(c`$X9@5lhKq<)ze~?n_SPZ7BhFn}Tl=g{@R+GUEK%Imx{=s6WMNc%JEOPK4wf zTre!h2I+Xcp>t2^;Xc(pOGr#HfB1Q%AyEt^Mk`^d6rWjpE;5|Te6pf3{5|4&h$~nw z7PFAko-(s3S1`4Aag!p!Raow80QNWYrQ?MfD9sY#u(X|`GH~g*kFD?>Nd0q6xPuKy zbnuDD3G_;G=$=8^oPjRJ%cjSCPX&AZdmVmZRZH^j8p+K?zqCb(G@59pJStb_2vUx2 zI0h+32*S)c+(*VBS*K_*fJCmH-$bq>S0IrqwFu={?v2Pr2lV-@9{QJ`(4|YuQ_lh$m{6=53GLkgntXH)C z?)w!V0*TN}ci@dKv#622_%zUw23qkPUK^0Zk z*c@a&kz!VSOQTjKwK3n4kK=QMlUsEN&QV5H8}*)Ja5i~z!`rFz@Fz#ZllC;7W*buU zD3LTq|1AY+CbNNsCaowHTcn*Bd@^=6QYq4iQcF5-jdnzp5}AqAWQTnq>}b~t(>7H)6S+<=$EQ>$QVH|86*pvb*(?gOUvxI)l8w1> z313}SzuIF>4AKoq)`}i{=?g%_HuUPS3eY{}D4Ui2dTVEVo6m{jyJ#SzpCd5DA9iV? z=$h@r1m5TDV7oy?jmA1!ck-_F{Eml69PX3x4;6DT@@h@daF*1=_#w>81G?(Q&<$On zvA4R{MN2hg#=|C|@PQ7oO#^)@zqyQ0OWQ+@^^?U|bG-_j)0T$Z#3yusgX0D)d+>pD z%tHEXaR_*{9GBg;wrftTLtt>V&y9(;CFA*Fg|F5C-*?>zYGgTl!%J1Rhs1YFNsDIB zI1%vvF~!@qqC8CSmJ@wdAZ}jfpsFk&=Bbx#!ujgin79Q>2L1J+2X@=UM;s+;Agf38 zkhj9V1MWU1&h8Poks9qUR*Bs{oq8#o1RRhYXytBwVX^0#i~)4LM4QlSCrffop$ThM zhuwN{br9!~IGo0{j{`%7U@Ae$-_V%lv^GP(pY5@tAv~PQ2-@w)H%{_1So|;c?lLN_ zbxqhc1PvBExCeKK0KwheEx0DQySuvvcXxMpcbDMqa*C|Idav%UyHD@l-QPJs@`FKD zW$?~98DvmZ@5TK*IH3bE9k>bmmU`()%)xYbNVntlcekW^17|S_@nAUcIZ#H0Cf9sG zLh(V1C!~!~w@XgY4+#+IP!8=OffD}N*?$E9Tw(Mon!0!fUh^X8mC~ds8VWS>m_}#L zI7KsVp_eQ{*%g}LJQbh5bYlq7CHH&Nn`k}56n(y(wigBsRHlCHNn3L%7DdNUwzw)C22SD8%$nRnH1we6 zGxtJ~5~=fbaV3dV_R&muY|BFxg|ltR(F}-w*=o_zOuWL)L1rb%Sk}>i=t2?1U>Zki zr4kK=^JWpfokJ=1$#U`i%xJA}K>ZFydSd%2WJb<-n$%*P zL^}r@4Uz_IT{Qk1@$_9Zxc*uP;j9^a3Qe)0NV^ zb11xnR!)IbPN8V*8q)X}6VnAPI=BJ$DRT`^RRxB?eJr6%P)AOt!A>?7~s7*ef?Rbd87(4bl&5=qdw7QXlkod_H<+m} zFO$aW8{duBZF4(Ud|sLvw!KWT={HlKzihg*T17Ht17aShgp_&P!LKg zGE{zcLHLsPF5Z9;d-sl&s6YvZy%#+uiKk$%&G{Q-ljG&UB~;Uhcx&qB$$dBW3G(-s ztK71@!Dd*dslCXRVc z4i)}bt;M+e@$=FpS`rVlNs-P}MQyKm2_~PHZJT}N=UrX~`3Y5j4*jycRKwz7dkd&C zl7R^qJrvL&hicAn8T1%q6_ro`-O6cLDSM+^1aEZ9`+C7}?2!VS$l1K*>86~_Nw+Ik zbyW6X#ZFs=7exPk+T*xk1!s!(>A>!4pSCc1KKm*vm=m}cp8g+727>bwDvAl<0fu}Vh1(mSQfda!$a#BED2{a(mrU*4$(gz14 zZZQfq;6c-f(0iXeP6nlR8Atvej9I`Fe>lZU3; zS%zBl;dc;lJ*)IJxp2q^hCj3+Ht5F4`%$Fhw%X+ql&16TvP^wwkbU(1V9sHHnDMJg z(1E5XGdt1eyU;^#`HP`kdcP2R0y@p4YM>y-O#w672+eMZ0C;aTWE}%icyy0IqurW#y3Rp@=Nbel z5#2YifN)^^ab*b7;X*?Usu=|#5!}?{XT8Asa+)9dJK%_4u@*W*$wZ+^alj%cp)I1y zwRr1DyB+M9zWR_vHCAj?3V2@t3BD^k^r~0Zbjetyj_XEA{)x;9owS)9rp$6JFShQR zIhxSOnbuIYqJJ^G@8O=FiO-!5IQ+^*s8RIfr0j%RSDcpXC!|+>S$Py%Q)EmD&X1w~#?9skSf#RfbnIZEU6O z9c;g*(7g*ZHw#@h52<;4qpR@Iqj zyce{_gPY^b;e1;&g9BW}`1f-0iH*bY`}7;vwux=c<}bKDEg5nUo!$GL z-TR&0`<>nUo!$GL-TR&0`=_#d^lbm<7`XqPDi-}eK)e3d*!%DFu;^L;p&k~XZ3Xx< zj{k^u0R}Yv@vndFVKD&aN&c5<*U%g7TG> z!`*!|1+T0$M%Lg!Mnx7yCVv`MgUh?aA^Ks5rmb-#{tI*3E3>=H{oD}EYmV0Q8ZM2+ z7Bk(h#*zE$zp*q5HkqQ%l&gCAl#f#9=>)!6p z+Jk3YOKsy&&335pYOLbn?$GHG;OnvMNBSgQ?;b7=hqP!4NOV5RH8ii@90Yv~pEj?> zk4d$>R`|EHYwy81>)@JcEpZF;jdtDtLA#`e&xduJWv(BRPT|`zncjj}0NQm(*1ELx zy~p&hrG;j6?y-HF_q<7UDsZ7ih^EX`Q{&v+?Od?u5{dGGpx0qzHdJR%wxwJ)uxWeC zw+7r)h1eedl0)qj8^@vc?VJEfEU%2A`}M=Zxw&Sydfa(IZ!2m;?=lm>LRsQx3O&D? zSiz3#ML~13k9Z$k6iz{+F^Syhpj{Ns7oBkRJjxDI)0aCbXl6!N%Nz{eua?!fwC?VB zyL#VJ`_jyfujV_sj@T17OgF19IQ_atl@Zqw=>RHd#d`H`!I{Tf3 zMSUBtxD)yjz41MPnz;8Gh2zay=bWYAD?~3nlTJ(4cGyQS70Sx)H#Rg2(^AR+Ulm>% zDy9(nYcZbM?*)tBS~qL1C66iVE*s33OMBnphL!DhMUJE=Q~bqthGkSWK0E?! z*D897`t&;fib;<~kP!pvBdf`A^Rc5zrlrv7jp|cc!R^W2>2Zd0T~`)*+J)|m`DIx= z(u)`?zf=hAFXNST1u$OzKi`a3aFRW|*DvE`6fQ7_M~;6lv9eQK_DRTjJDrB+=}c7x z!mOvo=r2hvYWA6T^93}YQ@sw;wKQuF%j$|Ym$Kq&4*|DN>JGn~D{ZZm?g8Gx+qC;~ zd&~{-;_7%0F>sY_Igfi08@OHs|FonMuZa}tE4{F|;u-@oU(LUUNS;aEN8Iy^bd7(<_wI$5 zYFm4QTTRZmu98hjx@n&uF8gIc#G|_Y)V7V+R zI-9LC`@6S8-<%Yo09+oxNu6%Fq&PIkzkb)f;G*saEa?bvQm5N~fHRFHzRfev6}olu z0xb4{=_LGmc)BGSk(`*|G)}I99fhUp_JsRQbY=D?HrkW?adD$ZEzWP(B{9t!CLyKp zFOFj73xfKyT!k~!V$sXeTo{$ z`F0^G=q|Szy@5SV(p$r8O&>TVIaaAOSubx-cq5U*>tyxpQzRswxZvK-_#W@iGfu_@ za4*SH0QWjHnlv^>?q}L^8gp`S-sU)W8@i4pDbt4CE6qtoOIz4sXnOMJIH$e6X|~;I z61fv3^Kq_Sp*ZI{4Ql!1d^|!iL1JM!Yz$(Tx^4-1sd(8$r$`Wkg&*@ZDb=XOcd9eY zs-C>H$0lxS^lCPEp%_CJ1vO^qu4Rrv{id(|aJMS)$Og!z5k#BdRx`<*+{@BVA@H`? z;PVG{jZsVM9;r)*SMat}hty>|tEKb@u6jqCZ!d5?_6B*DceT5mH!Ka1tFHxZfphoH zhL^XaZlKicv6BTclJSR(3htuuhan~-`Lq0o!?+3eAYYDPC8qRJ+n`y$DljNAowK9N z6y(2@Q{G^+%!br1?;|+$MKhg$&Qkdz!)Ur%!h&5s1^npZL=}h%gDR}xSbHz$>2A@v z+cwunKSX`@>ZQ_CFuHYkE@EMfOL14&BCMB64uD|Pcl5s?SbAIAlldjhd_1th_{-^p zCUPtV^?_mcp(@}%&JMDS!QQoXkvcsSn64?1DDX*3kgMw+O6rdQJ7v=60BF2=76E8G z+LIJM!s496W=pzbUdzaq9E}N7bI8UpYMth1o_ItWy>_+f_gSN;uyL;5YFDU&mT0L` zU-3XNvare}bf&8pLhbsdh06Tmxqk4-glXk3-hb}Ju&uH~o0%b+2{(}jQLTpXEtarL z@YZ2MEBRsMAD2n}O`%>X#DrrzXC}X_QU{Rr5v{=_&d(eu*1;T1R*MqNBRP!*a-v92A>==12zV*fM^Q)m>Q0fh>)S3c zha6VRRFs!QVPGgV#|CMf^f5H>Xman2`I>d*6?2P$M)?=RQxdcnVwCTDMK^=Ckun0h zUeJj0s9G}8KEd0fJi!x~DkOF#azI6-ZB)tB)m$U-uudEjm+YDM}6#V;STryjvYIt14 zD043pOm8helSzffY|$75*ia{RIfH-6dNu#bdXc?ly|}T_-?Cn_&2JPelf#2tF+zJg zC^K#%k;Jc&5iaK|Bil(7qO%3?#{$71NuSTH zRnz_SIY*i8B||?J&Sas{+e&g-W+ySwanT@zfC~G-nT`x(e{9es%*p*g@IXR8#R3Bo zo`nnodrolgrl29JTG#p3DBF}vE1mI!CkI7<8yWlfSUM%S>a;v@(FES6aqr8@SwRl%Hm5o;9NQYLodp;>;(#OI?XPj`6V?Itt8(SRWh)EHcQbOo@b+V4^ZGz|jvU>5VUY2M;^O zHm(HhezB!mt?8v}L8YYckaNh{H>Y}Qw(&|8!Z%f|Y}Li!HdU`lOFuD`UI%_JL25>w zP@W%&UXV0+1RYi^Aq>~J3^K#*V0Wr%3Nl$3-DzlW^BbvY&~YBbb<&etf6B`WQ)d!)Q2VgRYSz=GRhNq zZbdq0it%T$zaw{afb~2BDZ|4vW{S>KJ1DeX@PO_ zpOJ;_6gAPY4xNT{J^Q8`%PGGeI&&n6&Im982)GiR`!))0Y}oRDecvcXArTO#$Y+1 z=L8AU`@J}qt-dR+WL@-_IPHEF#dCEa%M9~veag>6eW2<5M|_k591pFoo$dM?&aNw?3dN z+Mg7hMnED~=-r5@PQk%?0l$lsA)_=#%Qovb4HJ?i#lSXJdWb&6iJ+ZCsLUc7>J2Qg zP-ZMwM8X&eX%wa)Q+*&}gf9GH%pFI7U+JXgBZ9|B#a;luTZsm|Bo+-Mh&-^pmqs4m z0>s0n=oK%LSgp&rtgukDCc6;LFsSJ&v{3XBK*6#rNj?B5*e!s9W&NFk0mxY19~3P7 z?-VShQfcg8C|Idq!TrK73Z_Vxp3q(ws@@->&av||?lj5gyA>eiB@9S;#RF1aR<>#C zBvmOJ@m*(Pi5u~^T{PFuSmT+68i!dvTHCv4!NpxPR`70-LNIMdj_F-!b02{@6EUQy$g@ML9wP%t)U00n#Win=)Pikb^Xgi@mAN~g{bmA{ja#DaHE zE0W*dD3e_n9+Jmdrw5e0lw)HdvRzvSMz9qvPRi}9{c+buuyMLZ%p)na(pE<_@{%9n zEKa_Onv2?;JQ%hF@GB_E-Zi&=)6}}VoBLS0Un|N2g7bZ?#P2CpYiPpi|c%zPurcu&1?lbuFD(mubK*$MqSRBUN$?Ai^S` z2Y9{pgba=YF`Zk*psZAK@Z!6Ww=Y)QMr3x&*j|9%_eXK7n$!Or$W9LuDT4E&RZ0FA z3-;uh8tkSG(a>IlSIp|WitHpsbVc5&yEAoyh`nI&*p~dIwYaJ!3lV&@p|Hgx{Z?IL znMVrE0lNg*&#$rFR2jbl>8<2dEmEG6=&^3Z-1n>Gz-Y?c@slqvX}Xv1lTu#+zoolJUCuShq*V=xsKw_-Dz>5A@LORL_3c*C79` ztB9$Z?xFrt8ewu^K(n65bI(FKydQ1$75cKSVf% zr*uN=)O)Et+2eHn+!)OrXM%s(J^{KbM-YwZX81GB+6f(rfya0((%FI7L_e24;fJ2| z(Sk-)$Ir@7p_Am`1l%9q!Nu(>jUYZSfY5s8M3LD*Lh}3F*TtQa=1Ky7NiZBIqn~96 z|J=aag$5nEw(db@CN3w?dMkO=Ez-qQlO@cUIHvg*FvGVcQ$vrX#kB! z9Yg6<_7!GbWai5Lw8YSiApr~yE2u@^L;{<1c$B{buG270A%Y@g27MD9$c)!WiXJFeh1Zv%90Kt2Km2x=%9!yTRl*)HfzNoEy7a6eFjuck&FNwy z(MG5IVVOAH7odXnxRYo9!5`KEdL%gbC5wb`c>W#+oFE^iwVH;u6DNRQxg_YAd*=57Dn1xJ*i`Avi4p70O`|t; zT-Z9w&x&HI9M&souYZz+LM`kP${5!*2ydq& zuj6=T7Bm`p;%a9v?H~G_VuqdS@rHFxZJCEztl)k2 zRM?SeCC!aY4r|qeqih&V1p{Nz=>*EeF4lSz6UQ6Lm@$YL<5+sEQZ%0!!1t}X5L5Jt z&IW-6D=zAGz(qS6U6Rk3zRS{t^cjBn+vRKimssR~7mNLMG|_*G#n}G7Ve>zO#s0G3 zKZV8U|8)oK*H+R0(E(%lHShZ`SnSuH(Vr=<|JzvX*V+7e@ZVVMHx~Pi#eQS4-&pK7 z7W<9Geq*uUSnM|z`zNv3+kC)3pI-iNcEA|^>sXB8kC}!4tqvFi!{1+f$m&}IhR1%@ zxBfK`k2!*0r_LR;b z&@Nor4&O3h+q!Rk#p!oQ<>^BZc7q!ljyIlu?r9D0 zF5zMhxdYw|dVaZ?avxB7z3oe0NRWUuhB`iVe>uMytK(>ZeSs)@z2A{C+6H9639!_6&W7#y@j~E#D zB3%ljgXvNewi0{l-yTN+ulKl5V@smFUk}T3sHx-Yc0Q**4Zd_ZO-LECBmb0^u)^fV z*4vDEUfEpl;o#<_V&MaCvE0}pK^%t}X_fE;mPOZgf?n!GaKjPxGzf+xxUL2Be6ex_ zv{3^NCu=p_@%7tUMJW5;GBtQO?Wv$k89WECOW)IjU84#(4*qKJtt7gG&u!R%Eoz$z z=pPRNJNVeUSydG`&#*Uz0f<;Bp~Y!mvupWBz0;?&W7I{k=|{RUajV|umHEbB*EX}P zvuebWD%AY(l)h`!fn|yNBj8ZY%@mK*7F(CCHgzh*sb4HRlSpiec&xF{lcwtzvK=9I zYp$DCavR=OX!3V1a_itHepVATXcGqK3c-|Yc3+aE^Dn3 zOrPb;^77B>1QAfF*RRpFx23tYAHcmv7Z2u|meraW7#j*YTw77P$-t|B^1EPF+pXSm z)QpEm+dI>^j;(88zb*nd7GYa_AdQ2{*GIqLz?)O~_>zs*Aox^Nf<68s?{a;bytXFE zuZU2{$@5u>_)tuJ{w}%*J#(21$^^wu3~9P5`NvqY<>Xh?6Ufd@JGtDL?OG`wn)|&a z%rC`wLmt=P4|ncoBVe({>sYR|r;tPDNsgv>MRK(l-?CsAhsT@e$2?+7`ZP=Ww@W+q zwZZ2W@t5-_Qs0}BA8VsQURzt9qfH&?P0VjUt>T?&fWBOtl~*_|V2q~aWxZ;%FG>nK zbBjEZWnbkv*uqyL$Thd)d9LLY`Eq)zWE|GVE z0t8oe7sn0DMx9D2fq1JDH^wD`5CR)_yB~)UGwzPP12EaUW;5J7>d*%d0$VAV7f!Ym zIRMMYC5FWQ^gg8j?iq$HzaEa|M3WUG$N2+_JPdECqFjZ8mZkh@NqdBMP|>$7(iOEp zdJLph8b!1Npa7WtO?h6Ww zH||&pDt%{tkq<5ezEUuE7*wke<4wlq;4&-u-RycVPme9^~TCpCxc;wY)~b#im=Mj-p1Q@WQ_Zwslo9yXU@w`ys95v1? zm(ioP1ZKV|#|t})B$Jjzc~nLWBsK2E5#AwT6slWHhs-%scU6>KOx-G_K~E(4S%x_K zc@>Oz>4$*%jTiU&$1ed*aT=IaeJpYayPT$TZh>FQxNL6)vFOyG>x#G z{t)uuS!TmK^-ZPk^j(evJ=ljZv)O)w(6d8G zq_DF?BqePPtM1;h(6#ja#&!Q^;Yy2_C?=4uOpPpUZRzvK{DX)%ikIePyv_12{?GT< zJtT>!C!7J~g8REtz%Mo5lV3G)prT0nUK#X#bLqoR{r4d6A6g;87omw}3;L=@rarV@ z+nrIpyzb#zy01OKWi58xEj@G22d_dNd%J)yQ|r^MlJ$5P5>uqBolks4!JCG{GaO%) z6yUfjL9ueeukPR-5J~_JmwVjq0QVa}1B{DQ+0zLAZdD?1gPKQ4bpWr2Ez#|;;u7zaAVpHMt(NDCLM@%IuML(WoQSTkxy{ zW>f^@Q{xI`LRAXCWloN0*>Vcy0OKNIll{3%rk(*@VXcJfg8)i|drZccvN@!IT?^HE{K%{d?8r|LQfI{TX(=xo**?}Ir=&#Go zin`oHnchE{3V8&_bxECRyDX~AYKxr?jukR9Cpvea zfGZZxMs-vhS(b^Yg2ZJX7D~hv=>SX`91OE7n>JhuIEtYG4vK>8)?)&ujTd^h5cI-@ zwy!gRR*fdDQj7h1dgf8lNutxN@@iENFqGn_8dPiHRc+{!!hw_T4{~OxbfX`o@^mo= z_)(4$-uXZepL#6qYS$1}Ysjl%66cg^q2+u$H*)j+#HpCaaWjdf6beVtu{o|8%e3 za3wrtli}bRp}igiEOtK}#Vdi?v`mTtYcF!~2Q8B|?}=g0&dsz?Tm>V9XArbAr>gUK z&q&xJ4xnX$)9r>G_SYwm*Mm zI{b8KMkNAYtihdwx#HsuiL?@I0@ky+X9p5nU+Pss{zXC5nyuvEs8-u!8mgkHX`PXU zkTd@1JP zB)r~Rg5^4W)F#W}G-0V&i783F1y1!3xBcFe>AOPOMFs9>E0XQTg~L^ArcL9-#1g6i zbq&evB%-liLM{mzBVL7s$iIu4M30P$!~-$ZsY+^RYNXFC(gE(D8whSfv+1%+rhm}z zL%F_GCB4&eb2$xFRA4{Sq%EWb|DEsJM+A3X2Z$cO1V2)VA_K3FfmlX`{Sn!QG9~kO z39K}92S&25s{^uwTYm8!+xbTmxhywsDa`;VJwwJ)O@Yu9?td<0>8x44p@H0oGGoZ*)Z z7#XQh2z*nG*W9>iQs^x_?p#3D4Bj;(jVn+BD2;`Dn4#(@A}@!U*?pJSZL_!~Mw3)kWxAQIWv-I=v$~26kaS~W~3M`n;`AkV>vw_HCB0`!&n=-j}G^-7c{20 zmsbW@Be~Z;ho^jY!z{bsi7x2F8b_%tSuClQ#E&h6O_vpH0`BrQos|dPOcuRy(pWXdBZ=`t$mZ+XycFxi}#K_AIKgCvQ zM!lM7Mm>Vkkh!PCZ)**SU3{4rQ@syY_S}L8?SuP`(@Cn|}fGIo^d1 zP&*H&yct2*;_`O4scx&BU+B%QXz`=6HnzUcTTllpJzZbysG;euk(dP!D}XD-R)2(2 zSA&O+)Dc44xATRG)G`Qo()8;OhneVy=S;vK#ErqXBIL87<3om?)^MGKnJ7KupN>aC z@e+@){<%f2S$sKOd#*2MR4JB$r|(-*Iqe2Ff;sC^xF4j+LIWnuOa&8*DHT1YngqcS z$l&AOSF(r7JpG_LM6T=yr_i4vjM7zGNEiyGl_fu< zK_)+94k{6spJG>G(=Xj%!dh+=SZYONEv%4b5e7C;yH88@fj7GXgd+1wVcaz8Qye&3 zWhxiVyRdr2B4v2G8S3gm<;Rmb_F_f%Vm>>L?5|7dV&(v0=3{tl<54-1%CAhnG~f@B zD(F8$8pI>#9ptgB4#R! zvgnNX^nsJ!31-WUa%2!5#XWyQd;id)bT-_snuu$#GHhJ@q^xDHv1ho2)e;PHEIsT2 zA<2FXOe4P2XjTn5{lXk-p#iv5sAZNVnUADa8DL&yeUtZXs>jC9wCs!$GItYp=>?yu z8}(rD>hqC^Jt{S`bks$$CN?pxBswXZcwX^TS!a0;#ZYEqBD?3qpcl|C-!BH5=N5d+ z*3kRIon=7wDvH3!P(X?a=jL9bMO>p?!Z|H|rqDxbQ+%!W89_i5Q>s=+-Zud!cY~Wp zXv|4v%*S$U?k`SFE^bY0$lcXteR3@?T80cn#T^7 z9Y$7!n87~+21bsR!1IM(Yp`pKt>}32Bx_h$CMz?U%MA?`w4{CJ4sLA8?v&=4&J}yN zu}-QDkG!e4=Ixm=!_9MK!{H;Uh{2+OCpzM#EMArxLXDLNGoV1l$5VS2;nG zygoR_sQY_j@E_Cxtz>)%P~KIE2Z;tC*lt7dCOKNMPqE|$W%0bUW@H~KdOM1w^g7UU zO5D8WQdNI`X7u`?O#e(&CgKm(0qi+QDj#P9qbs|q(4{1qj{)mAS4S~LfL9t%NW>=* zCyzL_JZ`2)Y$ZtJNjJANUejLInR)xVm*^RZ{;NClL4?ng!8SE^w8@>O}*3~>Yn z_mlbyTBvn?T><_?eqm^VmBL=l`^et3FJF&hDS9;lXbeisQSj@7Ag)qrko&t8&cF&4I}$2JBN%-rv?`|b$09p!0V2)C(AwZ)7%@c8H2 zk&Q*Uoqx#FdZK^cyq%4*3>s zY>|IKe`iM#r3=quoPX!C1;Vb~5N+M#gO0^5mX5`U-on#`&Ix_zGKEjW3Rx8yeZ8p` zU}Pj6U}WUhUFUa~jZ0ju`t_yFWX!XWM+-V}v@@=@LWgg3?StP)$Ug|8JZR-Xtx)MU zSfCHt<`s<(IqNn!(!?DqmhjpS6g2N;LJ1sPIuuAh%@(fDG*=y<$&-u8}xd$GMMHN`ZHWiTpH)| zb1QgUnlHI9%b$n8m|5{G$Y9S1(_GQlt2JQ^94inuc$*O2BF_jrs)RCXg1?TNWItoz zdJ|lG@%Yn5$r6%XKN)_o(`S+7LMKUY=KpytZRb2_ap`yfXBdR$>@qnA7#Z0Zg(iN# zFMkHf-eNHRQv{C48YKzawuVIV=sxD%b~7pW=p$JF{gm6tMEJXH8flLsLggYjd`_P$ zvG>LmJQ2i2TM%}=AC5wB=h45ETTlHO8L5|z;y;Ngdg>da$)if?KCkklWzp=`{<5!5 zzs4TEx81pPlV*L7^CN^kEh4yz5RGp^X6_leV*erLC_OZErDGlw1Khwwwx=U>c`;SPOiK zNWQCj;ei4rQ-n%F7botV! zaj9=7EC0;=S(gsYCK=V51paBN|2GBxMfglga(z94E62XnOp%Av%N$Z%jE}nK354V4 zSJ1!=JN>}>#s{>>n)ffElv(D+AfPC4+F#n@*Cp6IcH^!mK+3}hhn3oH5KI`_Y|F2z zd?$UByqri*zko4jDf-f2()UKjkyY-aQyI>nme9<87ogG&q-yQtkPx3=_SByYe8A}x zD(j$&1=I3CTLR8BQpx|!-Gm(WK6GYVpt)cV?0&jT!G>&GS%e5pfkCZvN2W+yCtttT zpymZxF?F6W@idV8Te}|NddNv=F&t`?xr`WrUI?65YrdRb$qmc`nAQ;YQB@tkTs3gw zr!t3fPhmcyiZD=kHVeFbm12dTLm8%ezMwu$!Ih7oKw-?{vTMMzrJdA@<@$l-A9m_6 zyb7<1nfOeA323H9E8ty!sK^oL<(y73e%Kg(xIQgjS_AosvK=SwiA`z^88d%0Z6OQcy?aP5SCpSF=p3lZkw2%2b`mmtV0PcM`?+13m4%iL zmP9!+jm9UP5sh))s7Am5a|dBiSkYQYf`uu*pfIxEi36<7emuGd&m=SYv(J(F&y2ky zsA7rS586gtU|H{&Ol%oaYBO?1!-mnE-rMP~%)vMXL&%W8B4Af&sasDqlXw2W!O^-j z!ATKG(i6kpSD46EVNuay{$}IXtk~;Y=%-3Sl@~_c;^EQTrYJ!8(7_AV!toulRYab@ z!{db+Zb^F{99JKcvL2pC)XXwnxPvvs;}#Rxj~$wZPP^gOUHOK_0JOfX9%0=N;cP3! zBL{X}a}9jH?j3ysZ?_xyJjjr0lZpp^zbahDp!C$OB797NGrRm9Xl!!9=ZS;s&?wjP zI&#dxCBA*?`2NLwgl>Eoe<4PnjStrWtv-y)PhTR*4?zDtfA(uz=+CXH|IDBLbr0x& z#Gn0j!GFr1G5i~U_O|=tsaHqBrC*}vX&7k02(68N_+`+B(tjDWwkLo=TiY&reZ3qp8z%N)^u4(acW-?@ zq>{4me(g8}jG{!sxWA7NO|*LN?9S5m^yF@7aXCk9_M)`-db@l4<-#+rq?$b^YO42< zaYuD%42!x$XTq zZF6Q7j$&2q^rDqj>l8cMdOy;Ekfx96wA3L{OFjQhp=thIp;7G63Se3k&!`M> zG+-v~EjTGTtS>k%HBo4))uQv%U3P4}9oxPBbY3vk%EHiF2(ZqbCb5J3Irin@(oX{% zz^zrM(``?o>s7i2$xW83_N<`WS!WUujzWM#V<>A@_}rvC2O#czgZyMRS|g_!H)l z?5RD8n%(y+h2!dF4xy&Y#golhZxT%-uR;3yCFvCBq~u`WKFMCmg=VQk47_-o7hu6s9y5k!3P)JxPoND+cSiF?~INt__o^lHp|&~S0-l(^rsM)3(FSA!ZSNev&&OfHX9|rs$tjO*ayftC&& zoGcY-&#Z+(w}0+gT;l)q_+7$Kp9nXsC!*>6=Gr#T!%2M%ALT^i0lRp-JS!KUs zJ*!u3{QK|903wpbdL`~u4E+u$G<8REhw7B zP5%C4cwE;KVPD{_P-!@aBU|xj`=R6ZGtMiuz_02RCSd{g%RYC)7QH=10T33r!}CCP zp?z9=y{RolbQ*w8S;r1v61I`6&lIm1Z9QazpF`YK*mg*d@>9nybYG&ep^r_*0b@J1pY*)FsWkK!49UXonRTx6gOSA8eK;SkV|PR9;69 z4#C!D>vQh$KXzQF&to`Xx9u{xjqEXeo5+lT%dx3f_eavMR~M2u<*xx(6?$p!$GsE3 z4Tp)geL9#4Pz*JiX+M;f_y6%=ta60HG8<6Kv5!!{Ie>A8JyDD>f^jmpL5y`WM>6Wr zq8AW~JJs@K+_nSmQQl~Uqo>RX*4xh4$J4V%sJYNvEo{va_hE1R3xuYnb~=%2!Yy|p zX=ZX8=-q9v`HP|BHm6kBtKl$|q&|+;2g`x8YgaG;Ipd!#&|Td9>1El1?GpUz{sb5f zoV=DP|C!XisSUz;0<*(4V$5SMhqCu`4w|$<(i!fBGO{Iu<4#QLe`z=aM$6me*9zLZb3kEG}>DQC>WRdnv>i zY-nk1_qtj?>@_5*tyWoHCl`~0j?9qSXA`)I;gNvIIP%7TL>-G|jHEG}2%yrUG!C4`o|xVWpSg`3t> ziO49w^YU7?juam?qEr5K*k7s-7;CB0O@w2DhZ4UCJlyFs&ch?1;4xh=Tp-OoaDn_b z){^gStmO>Y-^Nd2rkU})}vd0EKq@EVaGt4 zKZA;DIYu3o$;kij!q!45jm1%Z$9$Jj-sUQ8P2& zD|DD7DW5_CrokzINOKAg%Hu`&COP%k(#NiZo{DetI`)`XAyZl;u&J}CpKK7)*GG8% zDWC$3oBn)5V_HJm=Ifc5l6>O>aRGrozd#nM61Pc~&yPc(JbBjyt-%26CBR(ES<^pa zW(l0SB3w$;oSlr=q?*u(FzR&Evg}pe($T%tEFpqj8c`gdyVLs8Dv;Iaa^MO~@{?mN zc_53?37cx;)Y?G{BQ=RTvDcJMv=dY8BerJsC$b&L5<|37U_UPamO$lk!_HtKa({&bLgpw)O#kFVxD%a zeryFp5%AO4c;CpkrOm76nYjw4ENU!pOk5jZS#!yiad}ojoyJ;Sj;UWS&{0nPer~L< zt1k}rNFaSTw?Z@%r$Z2z47ypN$f@a==Q_ju1Z^UO2ze((4Fp?Em# zT5IjK_Fn6X-|xDz?&@N;Io+tmLStH+djcI2-IAIS5y)5M*Qp`Supd)zU`v@E5idj& zQQwZOa>(w$)PFYmYNIK}i`jne7Wh(Rq6_Y}?Il@)ftY|3R)ZoiFaf+ms92HIGUfWnB zgp!B`F8=pl5{&gwjgELUf(jBxtIQq9dq2Mfp-q=tEKwpZXZYv47mE&>g;>!~GJfrM zf5cSH?&!f<%2yKIk+43LQ`5WcpX<1WW4BjZuSTDKSga(9CCBC9QKE~uRV3!k-KnL8 z8V@>AC-A-zR+P;XWk;n;%t+0wAFQKhLR9<#Njc6kxA<@`J{~9GaEkqvI2V98n=Kv& z5N8H3#F_1AF@QKr!_>M)oPFp*vE_f!<&(W&mZLY5?cu1Pnf@4aop6LuJcbE=7`>6~ za?13RL2tE#QSdE+7fADk@U1ILD1A^>7F0W$ozAX~I=5RDcCLQO`{Ppuj_Ws=l)QqX zilFOltMczYCBkuVWfxUU&}qvUo^`#F=HThP>|f|6=z)x);dq;y9o|Y@`7^oYEd{R_ zbqvrlklYeLoB_!#H^Z+HXLhF0DgbeIo!s(nQfLm=E1t+*`G>INma=hYW){@VcMbC6 zS>l#cB|GTeo;6ZP24&qxOiG$zCyID#@U$yIGgJ$e`x{=y%n(S-(TdXV&PYPmn~qMs zpgI{O&&!(#(-KJN&h-^vQ#$UWuoN|wC298S$z4|8mD>^2l{;H}dFx6~JN^m?Y1S?s z@0hTMXi0`qL-p#id*l4f5*E^|A+#*BC9}-9`Xvz3tPxG1{e4&Mg^@uC<=fhePcCdN zB;(AeE^K!e^r%V41={TKVnRO&J>4d=dQG-HS1~o;zGtT<|8|OT15k$q{n?y z)vhgPcPDJ+hMQ=ThgA9V6s%j%SHgN@3goQW`Vdnk(H&3(ntEeTEgU33e!f3^N{bN7c@RijPi651K?C*peuOV}+KyLVQ%P z#w-O1(;VGgdHTfR5q81_NRnA_5MSOHIeQV%*X~}v z?65oQ7O?165U6`&U{^h-*(PM)jTqv%!`L1_`B;R|eS=CnpAqE--a)I9_Pfjk;+Mh^ z0Oaf)mO2b__6~rY3BOl=r|Q_Vw6rl(S3J${0rp#<+oYm;03^6%%<^ffd}y#WRWhVN z;RPhPd;=u795HrH&F1N%f+e_wW;SU6sh^$QfdrRCTx!)of=lPqDLNp*<;yh!Ai*Vv zy+j=3>5KSt;>rzHj{MNi(IZIIpO)&F7<()^)rve4X72d4mj*4ho=Rk%_bRffJas7gW#0=LT87}Wy!4v+G;WA&F+L|Iy9msGQ zx>7n%GwYyQ3RiaxIXj0z&Xxek895Ac#sq_$v9^42#&BRD+z!E`o)*Z2zk~YFf#P1t z-ymnwy_8J@b~D~FFvuCfQ}UVtHav->BSSvJ-A|^$Fv!^prI*EZMV-r<#sgGY(x0%4 z2DNZ&*W-iuNHIu}o;8fRahlX@Fh)>0qs1auxzrw;<^gjE0h}yN8^>Na}rwa z#~}>!n&$cXZiz}f%QQ9v*#)nCPjRWFH2_O-seiLLDKP0!Cn~Sm2;+N-OVo0nIAqJj zx^r}GFFROVGZB+_UlM8;)?-i&%FQbD0{6cU2uFLu@d;;i8saRvl7 zJH@-saXHJ4e2qAx;|36C$*&%@kNUW#_qm1`A9ry0gcz5F8~2`E=eSG+a$KHz9P}cpHRzoW4uf^o*8asH5r8<0if_6v6>0Aku|!uv zVq~NiKLC6B#YzpMEROk1P27i(a&waT_4=k(BLF$f1$H*P5 zK5+lUgv3+D?eLvd#OpYJ!MC3w@-%=8KW+8c|5+LHH;7sp=1&_j&IJ-nH^WrNK&bCGvy6 zv)kCv@Gy{bPe6|e>jw7&ol0>d6~6bZtb;4*D}8)OG6}DU;Cq6{x(?wBG7KK-Nuew1 zzjPn6q2!@EGpLwK3nar0AUT&y)Sm^t7ar}+EfuI=epg*f@x@s0>U<`=;K^e>`!)BP zQW1@9>A0*22$DXs`dwKCeeU&8yZV;C%An(iQQYkv$7Ac|`^4)-$D66YAIBc$%Urb_aE!)V>;E zJXRd#xjCDw=DBN9IX%J>3F$j%h4zFBMrZ7QeC9r8tOT|A8f2Pk>Wnp8?3u0W@eF^&HM>d4I$V<4WIuq_%9k8fJV*n=C0&`d z>&n&fz=($w+ZvAsp-P<-W1BSxjTqcX&@wegU^%d~oPzf%p%Pb14Zh1(cY@A2q9q@l zG*aOb*%!i3nNg+}G+KWT9)%Pd5#P{J?Yn)0%Z$@bU90@A2$NCH-Kk{6bPWp(Ya1VB<7iDWHEsVhOTt+bek>^qghBo^Yb}vb43YUhJ z*~cPu*GDEj+vU9cFc*!QnIz{LZFUTx&CUR{S<%KIo{`U`bn;ML7JM28YDMM%y|)H- zR-+}GFWj-(v$OSa5plw+g)uF7-vZT(!I>o`^iI!HSboapteCD+~a~ zve@A(I9w7*+nTknU@ImlC!UyyoMS~5DV`!o&SK+AeGvZuzmdZ+VBCjp0U%G@1GR7#?L-*_h75BtP#e!ma z+QWUqizzV`e8iGa#T{I;`uv9(GDJ_GD^j$o24F~&*?ruyB6SqgNT-Sfe<9rJZ7L`G zLW~@D`vx%#Y{oUxgwdWud^6UE8?*n`jmmuNFE4FIYM#Fgzd;#8Q~t~)yEtb|{XJ8z zf(j_>p#1L8ULdEM7`2K)urofg8fR-uj07*~t2UW+6inuj1pMjg+h&~D^mE_jgR=YD zX;4^CE^*#pn#c!zZA*gVO$>5=fyC+ocXBS!+D!aJjIjM!qwS{d%G3ueEafp*IIUNy z&2{csijyPR?f8UF1v|PW;{^0yO`NrO66?bUg_b_thfff|tN$gk?B{Hd{}NgDlVj)q z46^K}0{=T?*|mG?@8D%W@=X2(UIx9+kMlFU?B}>{|F_{~*RA;h>iZ2Z`wcJq4KMo* zFZ&HI`wcJq4KMo*FZ&HI`wcJqui#}|oG@Ychj{rNUMA+`G zWRJli?(Aw|>8cMqozsv*mP3w1LLZhYlG6}_L*3Hc9i$KD;%4XO2ZOjcq3oOxCfn~R-``_J}4IJwz*c)9*p?c@K)_Wffr(f_mqp-?b84>$jx z4djME*tx*af7w7c4>LEQ_pdvT9n22>$M*eW{JQ_NecWJfb}*O+1mWgnhd?19So`-p*f2RX^IsajR!9Tyjk|2HHmAQsX zf;e>V>VbeNxPfP$mltyVPC9uwI2iu)enB~Z?*4zgn&xkhX4k>SU84Y(+cT3Q9mRS%$m~wV%LWz$PDT^LsO3o517pJu&e0Q3w$G5W@e*O~^Syz_88hP>8Vki36}i zm}^)9a~^PqlF}d!O-pZg(9it};e!5*+f}r5vUaxt@q)R(r_qJoxUB=wGr$cw0No*J zY3^)c2^$wTcUMbOM-1<&bS(vy8BW~hRh?5!etdg}?#hIlELjLe>Ln{El;R7YViHl8 z;PYFW6QZjv>R+=hRC!tn?K(FvTS)MoZMb*^$~7I9@G*#2@L|!*jlH!YMxgmEzl&T(?Gh0=B9!3nG6K>D-MtZ+jsFJ0K*ZRCIe4BsG3C$WI%KMp-wj@&rZSI^= zeCFragdOVv+9z0cI&o%c;km1~W1p$6%UyXsC#;SmNHf+^kAH;HesO28S4xjfT!{ef ztt)~!3qvhP9+egQ9)eD1m?`xQt}UCBxzSbO&aq6 ze!Ocx(y#mg`9qhRqlxc5yw=4;gGx`m)(YQM0PMGmldoAEdiwE(RRat(i{?<>4%|Fq1TU zKDPJkMoc2Ija*z zu}K_iBRoR{X!{BG$gI!NoF#XcZnz4LUX3L4JhwHVW>55dp1Y0`_L=?ED92mU*Zy_( z)+YwrS5D6{hVF?f!l$ru9xV1PskeU&@%nuh8qM73i*?CT`eKneRt` z;O_r6iEC=YV#ab`PqP1Fp8RQ|1|~ws>uauOVxTJ6Wq(YUV4nX)+HnH~=NTT{=1rZw zr#B_tPFHGeDY6(bkc_fcO{!feCzLO2zMcr?)@yU9KPG^Jq78S|)8_XUvCiTIhdVbF z+8)PZ72i4bZen5oY%(-zPV>}6j{;j8Oi$%CH`!5is%kTkuC9p48^%Pv7iBSw?DVqC zegHeMai$ven$H|=@%HL6aGwyX3C<9gm+h7TIsQIfxSwiX_(mYRWA|{Kw%UJ$6F_Mt zE4neWFhyq06^`aT2TH#whG0yEMSrWlw*ksY&P0vVr6)LT(u3QONNA48xuknKG74aLlGZ<^^m}Eumhn4a5YzUA_76z+0!jeBi9Uq@lJZQO9)Q>7>pU2 zAe7TdyLZ45uEVKIf2&;!{Vc@RepnG-55BReQdnjxZSK91++;v2i~M1U2Y@bA!v{T#tCAmXjS+|MOj{Pgj`_EBTyrq+Efd!tp`PmLAFS*_WH>8VeRv+trq; zN$y<&Q)*nEa)HHhymH*T1r8%>&$)1WOkN1ub+NapA>-@f<0d~oiNseyPdu7g2y~PW zVRI6%*v~-oLZ-q?exP4Lz~Hccs;zQ+x03%*k@TvgCr#*Or6!+5%G*#EL?u*RIismV ze%AoZX9L@`9b`?nAWhvGe&Q)@fhZK0rfudN5)p_|^ko-_($=cFPq&I*uiZm&9#OH? zkZ!>;p?`uIqRT9Idx|{_SD)R06n7y?A#-HDbNy>y>RpjE>)lWOKt)~QmH4?omm;(&UE3s2xv9G8b36}a#+_$xrBdlnB?s_D(uf^PU0eD zVA*CY&2p%Tb~orK#X3`GtNSg%F^q2 z28g@dU4mr4`fe@1FjP_I1NWLoH?8-EPxlelC)~&32i`wg4SYOf+70o=Bb)@8uGPC8 zwdlrfuVvutDik;6ZO`|TH8EB>Fws0iWL;I~lMmzJlIyexzj?4!mX-TXUWb1!!2lz4 zY@+d@ykxkgeL*2zufw94tcx2pr)xQnaite;x~FJ&J*h&YgKt&xw9 zd_#7hIp-ETYL@oSUX!seK86&HVN?4!g+JA0!|Aqmg|Ud&GX^(ax(s14Nz)V|(%3K5 zcOvGUTZg+RD|}@XRZD%llX~ueZ?ox>HH9>q>_4D-fcZ-7>2bYSNZUikV!=8cO26%u zP!XqFJ}u8(Lzm2yyQ%H1$@_l6EIwbZyfTxgGBS4lAQ z567eO3y4BI2XJt$8(n+9sEAKvKUt=Ryqc)6U}Wv=>Q%cdSi@lQ0)(@jQPDFYe1|o9 zIfFB=!iM@z*CnFzBbMl23OqmQNgV&wf%=yP8(5P8RlwcZ6~rh8*g`Bpat;n2fO>Gf z3&O(=1{pBw*aBt}FE;}wCO{@~wvdErR{vB20OTS~DP4AHKm{~2b#elf4@ONJTQ?B! zU&&TM(^8l1o`n_g1p>5rPIgY9c)*?j)AX;4|6e#?f0A^7c4@kr-n$1#CLGeH4sO>v z&Y!lOYxx3Z+xd(CmHS#~`^o;UptQ=a(YRXEgEE0~cU``AU zDJMXGvvsltaR4JC=HzDkV+Tynb9HlVT8!YaoADzR|4aRanZ2p}MF0&4R=e!lPd@f#+P{rZQO4<`Tq z>W7;fW*YcsKd?GEK~O+Qhn)xe{!!QWHUTo-_qG8?uiJNB8W+qw2anK%|A8Yf&qFCFf$ zCZFpU>c=DeE4#yw&Vg|ALNPd$L0o@nVp_6~riK@B_kHJg8BdZbI?QkA2UVav;dU^M zqe4f)ew(APAB1$ zNmsTm7}=%XJ>fs`+THy$`{pG55H9O>esS$6Cnj9XSk{1ibSE(pp;;a}93ln?0S^x1 zQ_9XJNP{{T-=$EYH-mohD8mT#iR~L&#okuVy{kyJ@%0;UqGWuijES|bX@V|g#k^~Z z$7E?f`AH06Y6P46NG^5IO1q3VtNtteQ*VDm2!2BdenSX;LkNCD2!2BdenSX;LkNCD z2>v?=!L(u>t;LKxlU`wRQt> z0rDnHr};zFX9MJV*kKTulan7-2u!*M4ojOl+B*1v7|mho7NApJ@3VEV1bn+(+~1AV z*ZY)B9Ra|?Uv)Fsxf+01&E4Dv#Gwqx-=+@V3()!AHYg|18aa1U2U~M7Cu;{w5U{D? zZt18EwEAbY>u+isApQSwUw|$G6P5o|Xs?xxA6+2_vbxrIITS$dfEovs3OEW~O`Y8C z!Q2z(K0gY-Hq8IEn4g`p{~T}(s6(8RDaZ^qN)S}167Irs8h+*%^r5&PJil< ze`+=u9OkB=zZK$q?~g+Maz{VAzyDOopzM%86f(dy3scBo3Lv16asN9C*>|_W51j+d z4K(-P(#Za`i{jTB+qLQ7-%!J#j}%&_myGnj-40&L-&w3{tYnu-k){f%*$)yn17Q;b-RsEjPDY2#G9d$gqcrluS#IS zmtaP0yA3NA=S}t)@z<}ox*ug4dOqg|HK{&hT}le?hkz4yC+VGs1wHe-i*~)%9Bd0P zm|V%D%q55fi!ck}nR`t|mC6zwjgz>zdtJ~3dFlNIbWPt6)QA`PBuq<blHA&^8B-U>&*-e;t7$nh&11nUM>=c!r6rJVK(VzFtj5RBaMN$VcYl!4T%RB00*b z=cwc?-(F~hGwUVQCa7{3X)t`;iM7*13ODG50_(76HU20zof_ReRsEO-Yy=#I+yKzD+S760NcK@jc> zZk)$`Y2+%O^i$z(aXcB}ci{u`1acfBG3w?VJwQ+G5xDh6`r!4g6qUYy4s6Lc#h38u z&Z+!7sc=_k;iB_&@t9TwkK}k_@4(R`l-A!=>brSqu9hP1%D+Ax-@URjo??Q~%b*o- z@OFNQ7qL9{$pu$DFF}7xm9gk82c1b55YhcHOlR}7_t^vx*`pB^H0{+IZ#JoBxw(&I z*sP^sJbkEH=ok5kr+FC)IUw$yJm7yS>?%(d6*6_4= zH0$Tk>f7ouk>VgU8raNozkK_NAH=(9{mU`QE6h|>^8pgQ6}^Ei@5&c8h5i#f+Ko1A*OWOTm1Fcy5_&3MLGMXY>6^ z>pV}6`8T_})w705u#v`OOOr*4PZS#L>tB|a;I;L3txe{38YaJkR8r7aaZqM*Hef^bpwI7tfTac(ayItjrLp>KT(*`7cnq4q_xnM=! zIj!5qu}{vvh|i9nTK)EtveP2!>4t*2Er_yCHDfaIxp^OtLvL^2;ARcE9HIB)wrcsf zDBTp9WUBdn_{nN{FNM7OY7hK4TLKwBaTf?m?UJkO-ufz|QPr(v9P0Ki!}AO2XSe)gd2RaQ)fegzTE5mqr`cKeh_whi+XK87! zq=053DaDlVTA`=Ej^?&5-SkeTh%op#fu%F*-utO52d6W3VavXExzHTCj=T_Fn*tb(%HXpiqbh|fNke?e5E#GD<%9iwl{mQyL9 zIrS)UV(4R<^TCEod-#1Jqk~F2?adB`nLx^dZ%0LZSM)97WYr1GUdDw3 z1Z)V+0ABye>a6{SOC9~&)vZ*56GV`KP{aVmO7 z)rTbETv*R&P+`V~E*k%iB(5gbPU^)g(Tb?E&0yvGhFq(ME4*BpDe9W86SfRC5Z0!t`>v)Y<c`M zXA!hIe2;w|E_lol5+AU$?dtfbd%;~VEsTn2zVRj5~K&F;1WzBTEtMXmucui1rirddggAz&cQ1=+w;!;;n7FjoZu9&+L5kX24_ z0u+Dxg;?_2q`ZfkQdr0_*e$$sCuELR&xaCM4^dK|IzN0EJL_Xv^k7mQXH#(MIYseF z_<+GB>gvhW=F!K_i4i})e&a0x4<7fr)f-1AJ1E@c!@}{A!B66N*WN)1%*cDm>TK!g zf<54kQ%#b-QK&WYsgjq)=XRI0=RYvxC(ob7d&PfOK6>PXUUZbIOEwKJfgZ!!(cm&g zg9Fv#$);37kNk*CT}^|%KeI2LRF`pfJ8$(ag{^HYZ|7Z09s3RWj~e)l`N0ug2Qvm9 zUOue5Ofx=UQ>DkrDDpxU!XFBrd>9ydG|Fmvz^ImSviAT3yTB zT&r)s{@J#bMj#$$VPm#@e3)D!`_}Zw7mc52Jl!6D-N^V@@$9Icl37uBSPzSMXII&c zRl9^JA)w0`+s?b~u6gL3f~6xR!nwA8#?DOEz)vG+%OS64bIT=X}$jWcD5iHGmMurQVW zP}BF>g1*FInuJ8;a)qA$Xvq4qrE(#uM6uyYZex9vfI2Yw@j4&TSEBYsDd%)s!n(hxwKx>QL$YU4Ib?-$AV!mQ8UZw|FXDUSppin&bYN3dB zbswF}5j9OSwd=fM*4E`crl>bqo&l zcWY}j@U^sbw5AG_{LakfUpU&%1ngqV>TOfA&eCjV%%1pU?5@%Z8!BIkTc7CF$=YEe zIXn*Xx>_%ICK#T3$m@35blJ{ED`7Z)G>1eU{WzU}d^oU@w;A)0WEzoMN~z>)@9_n6 zD8P1EZ|ntMSz~+?T&l_VLBgq4R*>GSc1Lwpgc)`QZbr;W4<9C`98eUfGMRzt36Z-s z6Qcq1t)s#g@u+*Z)pNi!IcP8EZ994tvUx-!;#n{$AY@OwOrxZiU8+x(Y)#OQiTk86 zAW6(Z;RB&q>=0yD!r6u7+-b0=q$ndoZJyIZrU!NMJMRkC;Bv=2?zWD$<6><>X8}*j1nJ5 z?oq&4?UMM8vAk*$g9?MhY$^YJ`nrI0psxslR0@r;(PR3MVan02E`!5_S?B=0(pqdG zcl%YP?va$SMXo4OWFZC*?L^Y<+mnD^7KXjS7g_WcXu2oEJ)g;&pxspig({o%bo zH*EVHyYqe%=PU@{dgefC&UEb1c8p2gKhA169k5jIc1Yc4oUTf)IlqG7+iRo9ds|b1 zn*I1{&3z&ng8ZsdEX++5p z+wyu)NcWZ+_O|0A5_7b5nJ8`QOEwp>(3=g?n;5-sh^xo5+)k9s*pBPFH+9Oq`U2dc zxX+Z_m5dDq_UzmW5;^9)zFFY8qh??EpB@gr;W47$)}(Q}$s}f#Aj^tti;J^NHtN6* zk!7Ywd>41KK}5Pp>y({^i?&;v$yp`xZXGUe0aJFmX=cG9dobrx1z8Fgm-+3moAjTb zE6(WK@!d@`CKL5MO=#K_$h>&yRNy(D%AU)<63vm)tHpw|LcB{|#4J(n9Yv3~yhzLI zU-(!Hh1X6mEN87;%G7*eHMjH-E7#!zCu)u6o}Ep3hmmg99KlVhb+D{SqJSa8W@S4< z-#T5mmb5pWI9-u4JZE==3L{;Z+k+A0%k4atAbLgpDnL3bZtll)Dud69P%Uf_n1gy6 z1eSq6a-VPPOyHcLVh?i(p7eeGdiDFV5Hq8qm$z8C%`!X6!mi?U-}&FD ztJg&E!{#$BC&I=oS^22rNRl39#!bE*;li!snm>>{!$7-C+cm2Gv_h_D22Fi~Q0%Px zwT`s-3ws=Cl;-JLjtznr_-4;iQ)5obcCgcK(6{$bnC;oT6pI(fV`NUCr}jM3K6%Hb z@h!J4gUR|CK?;!P3q#7Ee?r^n_DB!;i_MJ_nHnlVmqA1H9ml22u=+CmsWe0}MX=RF z$y+_NNoLu6nEAO5gc`lWF3G`2NLCYit5_()i|WaY&1QO@Z!?#^BKDNp*`(`^1uGfu zai2Zd*W3&pr_P>!NtgLn|5d4Tf0oORK6rCr{5eX>)5a$Fx-C?hULRip{b(dvmRn1z zHGM#Pq9la{k?tL1)R{bUe6|`-0B3#kw%@C>bzVH@t%Jqf$#$v;5_Gh*{+=kwQ$ETF z&KB&Y5ILIHkc_Z`*4aF)NW3u?Q=7=CkB!I*&xfN7WpZt>Jws!-j)T1N>T9%}4 z=fPAwyvIl&d8OxS%=f(Oa)KXlGpiMibUff0nK!2SQtBI0=t3<}r(5^_OY)-Y?AASB zIqOlTCyVy?uY0M@**rYzzS@ThhNYHBqdNFpnbnMW&*dR8Q7h&jO55?>BcS ziXnSY9RrGXnx*Osv;?cX=cGlxo-S+8@W0)^)wUx@=Bs=E{`ugv@j*qHXs%@8+E}8{ z(=(5Q(&q%55e=Nj%HJF?x|aH~D#rN>ngiC18rr_P4D`5P)QTd7Wl)mH`?^zY@8GkbGmLqr<6>qC@K2D;iUew-w_yQHUn>JH=} zY`Nqyo7%XWT*Lg#t7^&^Nyyek~qwO<)Jl0*_ZH*2GJF{yXu1wL?#jr2y9mNvvXMNJ+F_@^QIYBhPt8fcC(-)!?Z00MJ-inbi)?58RVKt3y zR+^q)CwVJWo;`y2Jr2rP|4~SMX!cF#fh{SXl&9$*mi-J-l>@k*q0EQauc>r&J2AvB zDrz?NuhzFaV0dFsIgGuKL++(iFCuBX=gM=p7pt2(sb~3={YLf6(t*8qW5u6E?hi1$ zaD9}zec~XA%h>2`?YptFFyq_UsqQoq7JC_cV)w|l1bcC|k)+qMWQGStkSYZs6yaf+ z{R9f(7LOCc!wsHB!a`N1%`UO5kx->!$?A$X5#-$OZzgv_yPgSuATe}z*?-sfnr7eB zZ}_x=^>Aom_r7lflVZUB6XSv1tAMLr*Jl3<4vA_lkHe13aZiVib&r$MEzCQTw0C5_ zb}MXb$YZ3-cb3$D4Zria53ArQ5x;9>dTE-A(o0dP!@^)}?vJSr5SE>nR%I_4Z-joB zf7yBW{0jT=1Nm~~=dL$X2IyVrDsvz zjqF!0bGDs40;B(jeJ}8-&I@e>n$$L;jkm$I(vQkB|2}xOnWR_&Awz#y z(ahnQpJIH{<|Mn5{`#XE^wy8`9*i~!HDJ4J3B?HL6Ue#kyPa4uh-7ZJc(=!$b;pd) zmQvqmh~Z^P?rWOfM>~lL$g{U&_X}L#+KL@IA92p?`w%7k`OboNpWqAPv*2TvwoF}T zKDA@xF9AbCstzj>n5jmhO4#*n-2>*u$b%LzML26M27O9k@lA zJr^aHxbR6%DhuwO*va#^26kMHg=ke6YtQkj$qt^zm8i&{zFQe+%~(@tlm6h36+rM1 zt1|1bf-gc1{p&-4h-L)*TFD*!iv#QAa!kxL^eWl{L?>~hfhFJm9wpx(A8A8ftfe_~ z{xy&NjY~aFBZOBmd~eSYXI)c9!|n$O;7zKc9^Ysoo29VapL-Y}Ltlc|g&CaW(Q;XH zaewZ!=<>mhXom-1Pjj+8yuS?KwoFhC*Hh4Z%?L6c&zhM<8wsa~`*JxO=YRB$llMZw zU=jg`mv%H!l)SXVJmC2 z^-;oAcBC~<-7O$|0zCQ2(4^u~CojjwjeYyJCsP}$)8Dcqc!-~R7RF>hnfg#*Yv(13 zsi=%9O{q2NCww_}@3rw!n2OjCA$BN2heq38k!vj*Cl#8OH{}~DL#plc z^hq(V5;gK3HmD04D8pHe(R{KYqK}v9qy7%lv$w+JE?5PgJnUAXy)Ln%Zyp?!sKQf~ z!$Xy1P&wTqd=$w{vqSI^pFD?Y26cR?)i<3+69;P!4HU-%=n@N$X{=8@lVQzKem*lt z!55}C>N;YNK8{M?wSe@&SCnYcIwBT` zL4E>AL)T^g73cU%uNpw=g`N6Oh(A0q_ap$Rl+l189eI9ms;)h-*WAnRG$5X92qZ8Z z|BNpA3lQaZW+&jEy#`V8{9qWt3i&|_g7EVK$NwdJQZ{l%=baNBFYcQYoxL^6)D>-m zvc+47NMdju2(CQP1IS*yt};Vrrp_&Wvl99enLPunHnwM5#lA0>we~L-aD$rS20mC*_E(DfvD^KU3W@l==Eui9`Dh#E$oe~8r;`9zl7JcN!T0cZIJeeJlo zochgyEXARWv@gDNa@x|HAwzO{t5I1lgN`58i14Qb3ya6DP_#p1iIvH0)5~AN*S3zy@cLus070smZF+GO&Wca zjaeaYH|8$#+H@Dzfvk}w1I|*RQ8yo!4tBou8bvEU?Yif&Rmf^M%Sb}bpoX@rkfa*; zd;MhYF7(BZOCABK-4`gJ{zMucl?$Znn~&OA3cuE@^^;%{>(00f^jIjdl5aR~r_~TU zg^CamMs}Ke6$I+}ZwKCmu0*v22n7eyigxdBOIWHWrlwJ44-;rkxAseFA@|u9&N&lW zK9Y5?e zIo<7dF@aCK7n_J#QOL^k6->gFh?q2Oi}@_?a<+X8wN1Z~#Xa-FqvB9aC(;|=K?#K{ zLU*7;xb!W2Jq>oW=b?)ZdH}vth#YzUH=l+VwE}Z>*!iV{XI6`4`0n^l_HySzJbXAO zHL0jG{d%_Q6i4O_C6WT@^&MEb2xwk6oxE^)$*|bh1*57kCK60?Rf1g|QqiA7lpJfn zJf|jIi2ky~hQb)@T9VPw@H$Y>s;oEK5}dGJyvffotBJvdSY4`vQ?k7IP2=;M8LvZ$@WAm)_XfI3WeLBsY*rC$}VkI9?sD?FqrXm%!-qTDeJ=osE3dQi&h z$U*(BBIv=9%6{T(W9O`ObNQO9@!gBS%gtQ;J9pezv9~v??)$6-FT}?^4ktij&Y3H< z9yo(A-q)+CK4@-@lQ4IU@Qy2|+L->f`N^#)bX@%&4K}jZRgM2$!*U&ojNKM92NUF` zpzJjZ-MgPd;I+FFOGq9lxI`COMnrrynr!lMDoNQ=-HaW_@mb8aIeh#%26-o?#N!Aj zJlaPlc%wwh+dnN$Uq)@n^*uq+ zL44m1hgiXg!;XrJz6!rnv-VyVszYA7L~IzCvRcJ5I~UV5fG^TrytaUXnrm2zZ*i+n zdlG^&*>n85nFu*T0(0{P`NbC+@*q!$?clc-Bh-ga{ zH0!Z>Xyhzj3KI8JK6ZI>u-(7ld4esL!ypUAzz^60S=PB5peU{gs<{%6)4dNl^Gx(i zjP6*9s37|gUPf=%A-Tvo^z~!B^_5juGJNwaI*}ePdw>jGt;_(Qo{?KE)3@y0qs3f|ZGb2(JOIyz4+;gofdY9rfv6*} z=pw%on*Njyfj~IdLfsEB3kraXzuLPTZ;12_C1@r_BFNnf zRVV5)Kmb#$!3VgDM#VAfELyShY^RxJTf8N_N-NB2cWrks?M$(HvMt#*N+Z7D`BA0B z)5Gi`o4S$H=61E&-kQ$6abt>!mZj%y`Fp{r7f7UVtMQQWUrwbzt51In2b7NsV9x>L z2nMKn*TVtu_F==p&CkyBZw$v@X-i;UKo?hZ6t*7{%@IRq* zCiUppC1;I32S>3hqOD2nY^pUfzwu)!bLd;2QRUz6MIsbZwzkb1gykNh4Z~k~sep9B5J16sd3)L1cW(Z5vdhOsv*BM@mF>!QH;#j{D zxvda1+H#o2S1@Jf9rsWwyRA+9KJ}1b=z00`7S)2!{UZr|jTvGWn9h!OR&|6i zg1m{#Kb+Us4YR>Tmm{?vtmr>~{}qmNznQA}v_Igqz=w&K)ZMhX`RM3K#4dlPTXT^2 zJQKS`bhl}s+kNKwfr(2m{{cc>POsZI}lysequ|E5g+ zrcC{&O#P-z{iaO)rcC{&O#P-z{dbh9Yt{CLc=_*9rT}xmKcP%r?Wn7Y-G$$u|=a<8ifNdp`$NJ-9$!kx3Lt{I~iLmj?%IzeuW-jL6k}=ZeH`!X0r|>yG;Mg z{*!86)MfRZG2*oJ0kP?+NW-t6{dR;;UaxuuuFm+i!R0MrdAsjSX{e=-5_vzg63Llz zv0)ZTKRTGDfYZjlCmc?^vi-^V_%qTeSKgJkyRSnO*Ea!dw2qn;74wAmxp#!`U!?>U z;8lEyj(r>6{iSjMe%i|>V4F`V&*cT&1C2QOFNnTIdnCTjIo>$Ed`Bj@nM-UebLVTQ_$*q+sDh?7ypZM_3TTCUlkC0oC4i zq%lDFN-WuajPV>EAMyE{Jpt)P#i=&gV(S##Eqa-^?<3(4P$^%CBPiJQy(N}ojV(q| zxm`4CaJVeqD~#MfERm$4Pm;^BoxIcD#@3-FLy@efe8>8eK2&?9Tx86AR!2mg>r=yw zZvoxwahFzMyr+}L?Z?%xT~p7^ZXdd?rm6s>jgc{9p(lgPNeT@x`o~bQ%$wVp;Cxl6MbE`0YyYORGM#g_@C-CU#KuNOMr~!SOQSwqn)I zBRh28-4e%69SkQ`rp0M|D#4{}f@&mr+hI)x90pqC+~ADmR5rccpN)A&8ia{D--h>b zk&k#zih?0d3O$?N$@{5E5T0+|?QaTV=y3~lfh-^s!fMG^@yeEb7TlZ)U!n^&?${Otq%lt zGG{z?SiPRw&)GFFA3yzMLNeh(+#ykQ5#(?`$j=+6rA@FQM!z9)^Ax!ZFNY;$O{qz& zkeyyF;Q2j6Sz5t3NgfGzDgl%_*%93HNnulN&{>88^$9G|Nn=*w*aeS%eI9H?yezNaNW2Cg1cLA zcXtgE+zEl;1b0brcemgc2p(L51h-d^r2BNAzW1K{Ucc}C-}hgjsH#KKN6RVDW+%GL7m=-}mo( zN>J^_wgjqGALHx%fYg-dqB~dCM=N){UW$P~l1c?NDCZAMzY`L9Z%B?|A%DCd>1`j0 zQOXwh;mkZgt~1QaQ#`Qn(R6M!-h;l% zkGL{Qv^kCo{^as#E=1xza~;G-bMo;PWR#yFlhxV^bM>E6a!IjaS62I~;4p`)N2hi_aU>}%J-wFvI#f6oy>~7l z8(y#PDVFr2&gVjLWZ=oUL8YsvL`!J^2IAMgj~`2qCS*>o;SKI+DSckQJUZwO4}C$o z!N4)%?RnmTVz1+g#&CGwjbRl%!D`FE){_Q*Aj6zzzF@dR>0Ihuc-?BH&<}zt2*iPRQ1X$FSQ2;?p42 zXQ>`xQ={Gzb!lnx$atjf=%SUdnD!%d`X{m9KG_)DJ&o;LWlSplw#oiVh=*}C_uE}u z`#OJOJ-Scf5*`w}YOjzsrRIG*)YJG+rxZG2yzZ^nlQZ+!axii(&29^aHCFh=@b z7{z7?lr1=?*jM{w@V2b+Ya2YyaXpEraFnLK0jFUF3%Xm8qAGj??9)&jd}3#VLdYzY zMi%awYKDxcVedV?UU`Hme41ia6F##=)p5-YFFYf_9*D5QSDGN_8aGP{Iu7EMZL+no z)St-<4E7nFiYsf`aFbol%p@-5U%uPvkLoV!ssacDM=DEl)6`1pk0jnk)@{wz^)6vG zZr@V*VGh*Bn}>#1ReWBXw#@0x9qE~{cjU=ct#YK$rQovtTxDdJJ5` z#=#uF4z0P;CL)p~UeqL25opd!4CXCyH5PZ(_>?bw>D;^aS~|H)+l0C-(6z)m zV3$Xx%A~#3a5NZj-EVPJq2;u7Qew&O0f)eq;`x4ytS2)yCQqY(7;XEEL*tYO=Nh8m zY|Cx2AltZ=+nkye8-CM+*SW`lA~0X^>Lff6TL=xs71|%kaTJ<4$ID0Q6UHG$3&We)tit z7YOQww&C;Dgn|!Vr62Hk6LZ%I=AU(~5z2WkkN5Dl5=tR1$uBiJ7^Epa-F7oZ&2Cc? zQc}G}{;X2+vE(Rjre~17b?&??cdVKPV^i4`_PMDgowIOVrnc^4k4zVxH1nwzmTDgP zVMxSqFk>X=K66qIR0$ZfCQE5hiup>3h8A_E_HsWoIdK*-j#UB}TWAfRUmgvrAMvEQ z2)Lj$Bu~M_fxyJ|*mmc(t;$n@733pL1uOmw7~XepP54)Hx^P^|-@h|(UEm&No>oKE z*p|4>JrSQjvxM+kDz@&$i#Naucqjjjb3kUrR1?1^A+W)azy7X!+Sk%wh$Dr2nKqyU z@+FyiJdbC!X?MGc?s)|x#tgF8>(B9nw=$714OWX6M$ zZkaf>HT32r8ye>Wf{}O`MZLdkX z{pK|pOCP0`<_FVAo`-bojk`ah%TW`XB_igN-c6)?#=QDH~@r zy0F#K#piYB&QiLDtIgJ(n`I1o~e_y(CM}$B!b>6(qhw^NH2~C7PJL5ClV*ZT%G>itxq;z+mX&(5NL2b ze>^er#R#>30@0VNS2f^V&a9;f=F2}z1#5*VW|lwo#+k|)j2jCc3F!xRds9@y`>ciq zb!!}`+x9k9p;#(2mIwrqtbojsw3iDnCdQgbmG{Cf5TVLd$bDLBEdz;XRWGhT^v=&G zhY4k_mZ?`*uwGGmlTgEAOv5P+K@@~@8&UVFTFX%!or0a%^*5&>DX1I62Y6B)#w(J-);d8hkgc^aS<2 z=*uh>(ww*efnvTL-m3a-yZgbD-kO?M70im6m{e?Emu|n#Sm-W`X?nlZX4$jo$z>Mw zg-DBGj+tCIJGf$Vh&8GB{-r!5JzAmAN0B*xkEql#oVCKleUR~f9Kq(?fm@2S=`ANX zr8eJY%#(1b_T^|H4-Fb2y)L#lIW%%Ybxk)bLY+F zf$or+;yxa2M@{8^7&*$|YyJ_qOmw?9UY%_Y6X5urPBAc`jyVCdv`tTt$saxi>x#%k zDRjXaIu|V&YJM*l{W;p0;Fd5Edlm1lv!D0)UU_?qO0d=a;PErO-fVHVp5@MsrGvTi zMHYvFj1RH|uPL2fY_<~k*?A8S#(6n0nTv@}B%n46ZuRevwXb>>rw!+pfJ&^wOv38(M`C(>_x_f?Qz-uIf<{$xQcgC4X*5vU^@u zR+B43`xlg)dk3Fq!LxGA(GFLuqGgW?!sC8 zk@}tB3pb}{fO1*P!mWREe^)5_xDp2K$)xv{XYX546VaJeSq9#V$g@b>{o+rD(^Cl} z$2apZ$W5K-9+HwiWsR=3Y|`Pz*iFDYI<}QxQq$Y#Hf=AbDoq%lg;0EzOL@6QV}~kY5i1# zIq=$e_s!q{v}>-hGfETvdoc<9TtF0%th`ZKYTF6hi1m=1)VF__CF7u;h|i?&nDhNSY$X zAXUO^R;W137x(Qk%%Bm@qv}~`M||mu5dX4a1g(;-7l;kTV)nftJ6%|&z|7qP>O>+c zT8d9pB5xzf$xaR{KzBFH%|_2G>*i{>>~-pqxi#Q=)3m7T$ixhhKJQoPuJ)R zN%h>^rZye8{vBTe(e$eJ_+-UGBN^xf%BRPYh}2c_5NvZ&iE$be6)cy_9>_w?UPlD( zDuyVPIn1YxMk=v;Zf5DCv2TbO^9u1}PnAxZePi`iw@uE2z?Zt(zD@6B`+JS7Gl?$D zrDoA?bk-uDYVka!n%xIE_baYUPu^_5^$;S8cze(e%Xj&_S-|0W&*fM?eC9JAw)r1j zCTuyVq~&pmqt(-B#YR1iopuE+A4wY_F9e^XL+C4trw5MU;O1}WR2^#V(Nskl*3T;TV8UCJB&!uu|w;HkVwGHxiVFKa9enNifi@_?3v^g(`_w6;w6@oGEEThRR zToAr!rMAP>7oDmzL{$5~<&5mZg~WG1b-0^2SC3`o+vk_d>QK@8df~ zxu6zRt=s19xYj4d!L59*oA=UNx8USZRV_9CdYwS5U z0fN??qpu|ZO41B_2hEe!e*}lF^l88rCbSWnd58b9)JexI0NYvnMPG>Lu;35Q);fwI z@3#$3{^>8CFz3EIryaLX{bV}g|5~A?h!(uJbqz1Usgnxje3a`OmjYh{M_>PF?%TqK zIs3F7;e7{*3ATckVn}S0SL;6QuYBLC^N-Yno6sO^dMYCiMBDo`!y|YGiqD}tZ*FD; zCN;kpNu#9rCgFr^k9X-kpz18T5TLA;|0QsMpTJKUW{QF7vEeP-N6%-6hyC$;DQDq#?swMi@A=cj21{p9HK6#G@gu+b zzd-S8bmqI5c@<=b#qa8l=P|>lx3bh}r;kTnDuH_s2lr-@Wl%iD8%rh(04XN8Z+t#Ey=#tU_k;r-d`+x6luzC<}69O@4x5K4FG^NfNmc?Jb$DKzi&a zx|Z}Um7~GO!0EfZn>5|2WR_BVZCt4HZFw_Vc|QsJxfq3kzVTO*Y0>8fwA$DhnsJHD z+#eCSYdDFDc5TDh&%;}`U}fF1--R$U)^KnuQb51ACpY-y2$=#w-@=~ax>V4_45t&) z;hp$KVHQCMHHZl{6SE%u?!{3}e;E=>PDq?OUzeQ>YZ zl;e7o$^kT~ z{*sv2AIaMOT>6)o7Yo4C1_)aHvzQm_AGN#yZ9YIq>>ob+XK5C|t&I(ET>R(KzqEON zy~_D_N`d`R{Odo}`(l1z1ALV80fr0E>|z0S9|M3C|Egve=O6u9e>r%uFat_qk3av~ zff8_F{6*&NHrK2nk+8;&+;aZu(AebLc@eICf`inRvuRA)X)ZGt8CL;)e5v`o16gq~ zO{+JU-{fk10-Y@bx+^#_tmm8e4AbFGM^nYDO|718r(foIbnS*6O1oEA?Ddf*6hS4! ziOL>F@(kYMcRKsKChnj>iLW-)R>$7%C~~UtQ{K%@oAD{EmmaRO4Ikz~BJt0{4OPC| z2g%$?V=Q@US;S$^M>TkRT;%1ie!c$OS)8tGPnC!8a+F-nWY3`b^=YTvc2+=(EjIO9 zTURVmy(X2hx(U|%+HhOl+v~mKv`cBaI&j&~0q$u+v1A+cvC?Jh&C}+`CNQZ|i;fJD z5<6l>8-zWs=}E@Sq! z?qlJcVRe>8IYW`x>zsk2p0$@j@7_7l`SaZ156_c{C{1Z^5&M}B5iW68)P9rj4>OD{ zyV{khc9cQG`7{v!4lEzhA>M&&3dN8)FYY<=y+Zb60A%&N;)*~0 zU6@?(sPsxQbo7k!mHNQkNpG+IYQM-*Q*|-ZrXz?=r=8NX?(N-|0K$x0D9OS=M*)p- zIxg0aNUrfun{f3YkKmB37uaaUB8#7jkHj!LVd=Qc>g*Mgmx;#p_S9Q{ExWM|rh&$h zkic;I4iaA68%txPgJR)2(%e^_|L8>i1uMf*EXZVyM``xe#OsB2`&ga&(WyEirPt2~ zZB&{+)l8vX>lP#+<9*b{8Cn>|vYv@n_g5J%(l3(RlA&*cXt$*ug>7wxwv18AbPBd` zwkkw_FFBH|YDI*fBo{~)VKU45<#d5f5o(lX-)USgz;1%K8NnmeR3Pxq#Q@4SpHDf? zv$e410R02J%TW8x&{*LRxRIe!6ox}$GU$M-GUIZQJIwNH!80R0+1V!|b^KAX`b3wS z1x%YI3NKY4KCIixiHvH3UZqtnSgg;TmCs)dl5}ks##)@{z01Hy>=t8v{?R=%Ee}DP zFOM4ubI`FWgw9y7kD7@`rrnT0PE0na@sFO=)LMX!dp!i#VNF5E_>Rr;uJS zqG8#MpTC(8CiSygqeyDRQSpwhWbC07C7xmn#{8?c22E1UtNr=@1;czUjAt#-k2l-}afMVh4-J zG&qCz!v;aS|=%+<6&?msTHc_lS=qtxOs% zNB(R#?oklK9)TQK428yIyR zMrd7OPYAtUI`c4)o!LRR>uG(^GD~~I@pAWYA~sPecl>n>F4&0Md^kyXUt*a>!%(B; zYsaKYR-6g-Y$HGM=P^{Um|LbYrwYshi2aaho_OH6R)pZVPgzSEh?c83c?+I+Sb?3^ zZLrh7!_ymC_K^cuQ*DGsho6FXuFTCj-z6(vZroKmbnc(wayl}(J#InuwM^cMuyQNftS4bEb&3P ztAvIIGdKKuL5K&$&3k<_FVU~JqJnulZK*&mHdka6}(Xm z14ea~R$Fs5-rUO{_sy+LW!1T8veuHz=M1a_2&QGwMFlSLp6DHgpPNbOGGe0$pv?5A zpuGwz>K#yykO|X4qdeygI;5VY^-7oc;4Q`mULcSAL|GR`S0wNaSK+ZT0mo)j0k=M~ zO_-#R4M`((!seJd1LnB%Ah z<=4xamvgL+5$(S?$Z3Wh^-cQ7JBbf05ON|DlpW1zfnDqOY39}h9dZ4c1h`ewxDTS~ z6}&0sD|>7`;~{Z2lYPV?%#Qr9=dP0Lru8iM>5ea|FCEgFzs@qf<^X$vjP=fV@!XC4 z9=wuFz2h@WFX!|eT1T0Bfci9g7wz(5_2fkL`{n*E9krXe>V<|WCRW9dJsuMhGTEN0 zsgg+qFA|;1AXL^8Q3p=GHQv@-@sA$Yd>8M?(@XMW$s{YuCEL@!zYK@Zep{`EM2gQ@ zrOiLlURJH&G0TNqlc5W`P>OAWMnl5=jCeN%Nlf~h*pcGL0IJ%il8%j(pXp3jj#5a< zWoW9w##Mv6aC)hMi`5xzL^tV&dIRY9Dqjjtzj%tixkjPXAKG*rd~-i`O9ZxPz3pBL zRUR(y{tT~GDQKc1^o`JQ6!bv*SjZvHlL0@S+jnPTW`+%OiY6|@@o(O~hsb|*hb-Iu zePa^R$0O)7%biZto!=Xwgs|;IgK!r?0bE0lqOPMS5Rt8s4kc^KeIk~J1$kz z1%co?)14S*EA4X0bl`{kpdKbjTZ%>D#MOi6Xte^`Y5w^`Ym`hOHmKd$xP^{obDDCX z_dHM+gx*xk?ExodhxJJPmnCw;jvYg#_qkv+&85M|mK117?%v0V7l+~QSiVz5WtY+H z%`ub}et3007-_--)h*AWB;udG{NPOgDUWOUaQnT7k3ZJBI=owF6yILEzDm3ex$oV( za5$n*`|3+mx<|MUkljh0jOZP*AC^L1R#{3?zK^^s^ozy4>rT3xaR5aSn&V7w zZPHL-78?fBgc{e;E=LLl-}_kb9FI<-?(Y})C7i{hb&hkO@%uP5q!%v5`G z<909{s^#0TjsVHSO~%6FI1$5guX=}Kq=Z2DubwbD|M-mf(^>CN(yNcpK|p~2-;|E$0Mc*g#F1`wEC1`a^69Ec8OU<3w^lj%{{7+}0$ zU}IxPi1Gak?fVxK{70twN8Il59{<-cL*Tah z#|!Mw#eai_z^MpaI)8@!9={iUjn2Ol_5;p}$M|fZ8=?%<20qN`=O^3JqgJ7M$ zB()vwkyDc_2QS#X=i8|n6GGv_sF_5N zooKGou?(P^@+i$ky9<2W&abeU+m@D)5@L&sT9h_D#1G3VNtj5o>u|UN@CQMxox&eZ zDYk=oQG`(~g1v*^m9ouS=2pgQFN3`>4Mzqqzj;5`>kH-VB2TJ~qATh@<&cF}yXNP_ zi0*oO@HxzEKhgDR5ACt>vAgn}u==&^sdq;NTb|~Nh=#yL61?FhRmIp^B&#ELWzYCY zQ;C-1x-vf_y2^1v6)nw?l2f&#Vu$_=8%c#;<};(}<jzR|0q#0^N5}t`ygzSZF zw-sTgSR>=#M--{$aAbG}tlPd+e4cT|f97gh#GJgQ{8Bu%wVt+^5v%I6eT&r~`09+P zd_ULRoc0H0n?@5qfeS(i*nPtxhz{2ss+$%+4G)tDyr8@C^UT7@tyUEj%)N?J7K)CMZ)6bUKRY9M_DJhsx56yNBs>ad5I64OS09YtYa z^Z?A|dLBI9T63dV=KV|*jd#$rbBVQM?9%&U2YfHWiFu@#IAbm|PLyA)Iub8b8Qk4w zI|#6xUD4hn>jm=} zb<{2;p;&u9?v#gvJjapCXp8(p#54=Vf^fEt}tT4%uA6QBi7!a*b$?`jPl{98d%zs`DJXh zFK3Vn;)7(r2MLc>P=YUE2>cLUCO}*6M4!KPrz(i(*T1;;4_KQsgE*hL%)G$ssqcCH zM0|FM=AGMNRncKSmTJ_Op{%0F3VG{qPpDjpW)_ZSPTC-*PQac`msbQwxe}nPy4DJO z5~*_Lu?vNJsh{D2%hUVjrLH+{Y9G_tWVm_;2Eq+rW!p^> zl;Ow;EqT;EaeFHPMJhRqVd4+$#(_p0a|j>rCxWke(*Bi!%JpF8{p0QSPX_Aah5Jti zDiB)_7>xgY1NApO7T2S7`VhtOH#wijTgyK-MNQ7Y0wDPMXVL;#Cgg5-ro z0bwL#H>ZcUHu|Q6zt$3f$q!O8(|;7${aO0gEIc+z24K@*1+1lq$$ts_{Eo^2 ztda-5kbf1#^M`jfsrwo-w$JL(n$JHilfQ9dR8gU;=*y0jL9{}JT!if->1%)2qk$ij z8durq!}pejlGrpj4=`fa4fFqM+Gs-N}GjrCmD`@Gs)bqN~JFI?GB?;7w* zV7+xd`B|k>AdKm&DC#NR$SjdtbgJGtI z_rx4)w^ZS)50;~rYQYgB@9tnQK2|?0hfAtQoeJ(qW|OdUr9GE(eG$DW9M5LQDE3k@ zpaiuX?pRcdov7i(g~7~#euV?B!y(->vYJ>X&jnb zR;|b@4Y@V3c?d@~Qx&emzkRN8(Y8NaCgLdlb&me|OU<#_4|@I^-|$*D6!!^5st)z% z>BVPKGwPjO){IJtC4@}RLn^TMIIxQ-=liw}A!?uX8e^B{Odr3gWRonkvvl`|7b9}a z@u-Rn!G3Ag2q8lT;fpeY=vw&6)>1mx?R6u3v1yyz@%2$VHs(wtFmWE-KktCQB zrRzvf9nMf&x#mShgNbU^&30cpNNQ7dGBg#5Obs8RAqC|38GK$>5DX`*n!=Ai>BYXE zU2V5M+AFoHJH@)-tg9c<+ti!G!b@yRcVONfQ1&l!UohD{M25VdSy{NWJHv5##?Ma| z*Oe*kdS_16O&Lq|%0Q4r38V-g#^L)qT^E_sVQ07%(dQ-6^b1^0K^TRtx;9vb8BKHk zp-?sr_B4fO9^HP)eul&Y1PFLzyvm&>^xcZ$R`#ORvdW}d6>2e2(5zbyQ{cr|dmNP( zX=Be`f3A*Bt}t5)5pzQM%*ZWHlN++ml|3QMHYBCsIO2luRBwTLJ8-mO^^tDnoyjhn z8pkUN(d1#2(k`CFCEP>aO;0{Cw3Dbfb5>JBqWJ2t_bA$4t!sb#SOma#g^ zHl&8&9q_EsoOrU6!fw_vBnW|J!7YjgXzhulS7j`iWKXpP` zD0_i9)sOs5p{k|4&!~H2BAoJcNRLEh^($5!^nwt_9`;H= z7<-EDjr@qqh6J;2PDTOQFz&*TDGvkgJX!|^#ph)^QeEOKyoYL zc9zb(IxE>7&W1^ZjTxSV+OCE<&Q#A*mW4JJ7$)NkM|k)y8Z& z+ri(Ae}+1!=(DjBzL5fF#^Uok74y|#w3iHgm}TQ_W{7Xbdr-nxpFs7j!No740FCg5 z4a1JwiAD(NqX2bexxtdV!^xX86Nz5b-N@HflnX+gAlu%crjtGokZIND6rD8PYeRQ) zau|xci6s}p!FKhoOp7O}V2-VAP32~K%WR>C?F`SWzTnlQ@fkIKUX0eKg^Pe<)aP)S z)SacH#oGfCnNqb_lj?qH^Hc58#*a_05{ji5^Yl9tyS!TK-Cx6oR(^lg>e-@pdwBPu z@q&FM*F`H9={~X9rtypWLJ-VZUDfU@4u`b&a+cRMwv4EIjqHhxZ}}9}gm^n0Ghut5 z#xx;`i@ec`r{6_`Fh4@wdGQKmVaK@u^uCcrmi~PyiDLMI&W|#CaBiw>oi`4yI>2Z; z2=%1CwVLUx4(FSB@{}**n_EGRSu^R=n>wEMQ*F+;2nK$A3^aRnaXZm{ws^+=2xvZL zRka^|NH=k#-RvOGc#%Ny!}xH8J?*jO-gS6=MlYH8WjMI`etmT{SPG}Cp?Jy`+#}Kx z5kU?Kh4+aE`2~Sf;IRof5^i^0x`Zhwwdud1{3&jzaHd5hBJ12sRHeKbkI`>5jAjaU@+F$D`Ti;zD>~?yH7}z)O3YCZw2bZrR^%$$+jNUWP z9#;;o5EJ1dDG3Qg^R%|K@U^4*o@vn0si6epuTo^B^0eO6p05Us#*lZh}mRax@C6YHy|t0_o6&<~DpJC{`y$uRS9vQeJsRmrjSH12x+wFgW3$$wkrb z3*@)rfsfkF-jvlIiMsAfarnZFPv!YxeYC&C>Az`( z5h97cVE#fBbPpkaw_N)#jm$rKdOVWa{VVc2E+)XTpk-vHWMrfSVyOQ{eg_aS*;&~- zS(zIUy8xIR0}CConUj;9BR2?S{kKC5whpF1p}!N{{h^edkqNPZzM&;xY5uC=ANcHk znoYkAPf>G+Uj%4?Ir9fHG=LH6Z_HT_7TMnnvj-Cl9;9k+p51jQ=qv8vs;+ z=lMsAS@1V=8<6)G3z&$Fq3xr+1>|~!X8&jx|FpJ#H}4nU6+I_0@CWU}V(J&?&qeGjDQw%Pl)) zn|(2s@2X6lM3nCt@~42;*g_Oq)J)L9O9-I(&U>^poyj($tVnM|4WZkAaq|2e(1-48 z0^sn2WFH$b2f$Cv4uII~093)j!b;2mI8!~O{c-)1(GB3E1AvN$G7k&$11B6X!mI!a z^UupeJ*)s4@sR$zo`-Et0FdGWZ2gD&AIk%EJf;Kn{a*h*_JF59ERS{k%Fn{g{#foI z?XNDsKj&fnP&X^U9{I35_7P|&JMh%@*hT=&Vg~>?b{0*V)E z@#_ic*Hr{)-;tc`#hk+CCi{MUvB2zab? zF$U=yIy)Hy3a<`86$TE*K#H}#;lqxDxs55v5FpXCveE~c8Uup3Hbw?kjv#$wkS*}% zXr=FH1`-ef$pL>qcO0GV?0~0MN070bp_RTh$llo&V6!%`a(EE;1=%=T8yGt{nw#1H zO#tcy9(0Wz9+ZAT`qsdfBT)U%5c|Uw|*u96pzLZ=8l#iJ1b{LkfH6v z@R+&VnHk$WRAz2#1p3($4`T;g5TIoXa&ol=Ihi>a8-q-2ogIK70s7}??gnxMI%)%Y zRQ3hgm;)INZ6C(a(b(Gj=hn|I7}>f4x$K?wt$?N(J3dgKJ|_L%0qHw|1VDlyA&@Xg z1SAR)1BrtqK$0LSkTggJBny%Q$%7O?iXbJBGDrpV3Zx2B1F3^FfPsFvs{<1Pbno{l zJ?{KE@Uypu<_?C=)+ScQZV!{DZ}>P^kJ%sd>VphGh9Dyl&^M4N$P8o-vH)3vtU%Tv z8;~u?4rC8<06Bu3K+Yf+kSoXyQId#9tLiPNtcvN8Bs&Ho2Z(BHlMN4m^MXy^B(3DC&{ zSDuTxp|PTvAn;Z6S4Ek*9-xfhmHfQEe}7~B^Y_{R2^hrY#`fO^gIIrhz5Zul&?Cn4 z-|PAROW5e=o8kvBNB;jRZ1fXE`$yP_nejoC{68g_cS~K+5O}LukJQqtd&B@m5lr=* z`rRs1d(D#?sxT{QWhcF1Gvv>yg3X60RS?CNkJ7g@; z&~6}b$8%-*?F|Ev+BAQIv0U<(OjlsTD2};_G&xQMjjdZ+Sm^t4asxW1qU)0uY1_W1kOTw zdS5TxBE#UzZlSpd>!JDl=jXmkXE`4hL`f*aCg*vxB}qicOQG2TsHtn80W%~f4uG1z zF}6w7Odmj3V@^sXRTzB4{glg>#4NrM1JU=R&v zm9p7e8fIdGph9IAt{Q>Zz$*3jLul+gs)8Sp}K z+7Lg%s|M@ppy1pXG~KY?962P$GosE?Oe0Y&7N(7nDsM`z!%oOgPWV}Dt2m~HW#k={ zux+gralK;4>PFCii=&)RFttSw*({R2{PYLxR3Qb2DJHLI@v)lofr?awFWUH55lw%> z%sBxn#n3i0iOK`B9!ZIiD~!dAU`x@;rx6+0A3UfLimb(|T?qtlJp!1;kf3~q#Y@Z( zh-hh>E8de~LS>#sl@9@*sZ=C_xGxbEA1@pGy}$(?I?c3s2ai{fEhI)PUy{(%+?D#Q zq0)_CVqkKClXYvQp)%vN2K`GV9apNEn6s}L>f+bphaM&1vg&7tuNl#AFG}dqh`Uk0 zb8U9@C;X^6mTWYD9gYf`YmRNNB3|>Imc&^=@(8eDg;7McG+|;8dCHqp*1QQxP(${u zZBLLr2I|NAcj1Yzv5wvzt&V_t5;|0rWOWP_i9j|7OZV5CIBR^pgG4C=+6|S1c+OQY zl#R%r29(1W_2Vw{Yp=x)1{QomMnly*O4M)_3P`f%SUR z90(cbF(XucyRXf(X1W1C_{0=qN!f}3%SBCja)y^S1GC;$#6LZOHnGhdy#d3`Z{56R z_DT?`zjiWVcoB!i+oVMvdZjOpT7*8u=0{l_YM9v;X6$QS)(iJbL5nZKmJ((f<`_6I zc?kXJ=;#c)Q6Q6>As}*hwC{9m@tA@Ec?f6qsa=%|Z@I|G5Q^-R(wbG*xgThrkUlkY zK?PjNOi|9nMKBk&Zv;#iNJf2{8?H|8yq#UEHC9UySY4aI*3;53%S5(pN)U0r^Z7LC z;MO&G3D+lF0F<@8jVYg4nC_6jHP)e8GKiU^db<4--H!oZNT|{IfjA z{$SgMUsYd%eb{n!{iEQE7J0T>Ku%xOL@eJNNxO}K>B$em$*%VUeG#W3 z)-7FRQKy+AP9EkdwzyLCO5_&C+Mn0cYGlVQ9gQqG?a;Y2PCJ}d$h$#oVOex0Vg6B?K z)HW}NB8Q1C9zA(~CMbuZ`V1EChkoaot~{N_otW=Q)Inl1-MJPp3QsG5jsm2+1Jh8 zj?J>fSBR|v@OA*ETTWyDd91&_C4qxoQpKC z?_VMoe{^*CkKnF{_hoGC|4-nqKl&v8AH!Y0P_6$xxa)y_|L2>;zr6$h*j&+FtLABTT~#{UC%Jz_ck19v(758UPG_#ib{=vQU0e$+rqtSyi5;N;V7{a46 z%i}Ka{)Xid7W}Ib=B&V*hrfe}zdTNvxB!>d$DjWacAAS+Q@34XNA({0G%AIF7gFCO zvR>M2Q%gFs%DKrQbZnGz_$?ow(5JPv z_41H<1cOA)CPMmvL&79UfucXcP%`D4_lKLfJB?|XMl~99rB>ZOy4wo14xd(?gj1Jt z%%n1&+a^9`@9(>TPUgBljFm`5;=QE;h={O7^F`Q3$NA3rh;r-Bu8;0Eb|c@A$aP6D z^rwD~nY!EfvDim%CfAM@`sj4JkEMpw+!Yu34ufqrlDT*gn_8?m zR*fliLwJtyjZ{I=fRm(b@SgA08lhKUi<6ixO;Ua_0HVCUnycy7pUGt8Ay3~h7vSr7 z2`5F%w>Qvi8~!dw%l~5TP}xq_abI4HA|+5gh^{R%h=m1$dze4#)+|F#wKsO9zta2uPB7Nc| zq)eMS&qhL-GTf^)T5CF_eZ`URmG87gr?>NI@>12}g!KL(eXh%dOPRK?1ZV8kS=O+l zSGCETXE~s4IFhDQwg71O@iAe&`~f4_T@!IAzXWyR<1z@k+E1ND4+0LU-3J~ zCr27|@5S3C#)`1%s@rwJdV=%7sUTzhDRGev7~3k zR>asNT2$@j2gded?zpxyg5MPXh}E4C>(g++JLFmOa#G(&{N^ygNfB2g0nOD7h5n{i zCW0&OMjo6jlDp3#!(&et zrgbGufz+HNSR!-URcK0#(fjLVvZx3Yw;~d!2v&OjOr6G$N-qqj_CSg(-b{oDRBf01 zgG_TYeY5Q$y9;&El_2CBH}!U&6zaZAU9=chy4{cG-O0=JU07fo5?A0bVz{3-OC#S7 z&UE#Nzreu9z4?sv-IFJmW><|rFe{09_0V;y#(dDbHs5%V4ufA(TJ}2>lAt)UiN)~p#n!$b~P7HZQ_3oRQ$+RZx(%;xri%VL58 zvj6nZUJ)3*+a9GZn9^Y-^Y&)qKyi>=CVj)ptd2ExvhU#yvpr1u#E^)Py^zqK)>o+# zSGicgdNBGUyh=~x6&d?(sQVXEU?e`%RgGiNq-4^bp62i=LNsx6vFNe<$l;BHm4bSq zN2L7<6`KQugu{!R?b~2|ElD2qin&3a1;&mPN{f|Q3cYD6hNyT1mk#M-Q}GFWTJX4_ z6$6;(|6=bg;Hp};^BN9$@wE4d5xfk1}()r%pHsSoZ1RQ z_&togkENhjpS*ZvOg!yx*05$-L#TGcW{NPkcaor!x7$U*yjDH0m-nS~F@4*VcE=)K zk*5rHKjrHvk`5X?zPOw0(^0zWnr)>kLlZkLQ(Ph2xw>s?#l=Q9_7-}~KA%OX^Hsl) zFO2jrOYu^!Q{n$OJ6&S_1mbz&dZ@1MdwJ;f1IfF`bY65YExaSun~b@TcM>ZGky5O) z89J;YZQzFtoIE$d1aX}z+U6AV%|y6QJO!N)gts3*jjUqLs@sx+XE+<#+s+?DOH;(R zaiEPvQ(|=(%ZwT>npLk(ua`nVascUNNb!WjNHEYnGJUy!DJu;T$cjXBy`_-6mMq`ei;NE-F{EDOIK-{aZ7XAf0EmX{!>WqUdzsW6|)+0(>jU;ZSV4 zDqp&^oV-<3g2zXJNAvwD7~2ZM(+ezhI(mLc@f`4M2AFoQ8g&E$Id1BCzDcC6kFId9 zw+N6xmCISxRBTm;U7nWon!C5>>&DH)`Lies(C6>B!~F|F_X>cu}gasM5dCWy-e#KjEcbNrbsG!CLt13I2FMm(maWNM+u;Pd!c z+T!7^>hOBp#MDA%toR`T+k|}a+j%TWA>~COl*LkAhpesB0?I?&#!>O67irCi3%k2V z^s(FOV_p}0$fUu$qZ*#kIQAjrIHY2cQYbV_-grCp@BM~+w_B2>K6 znpZUQ;h?cuEcV$eMKF$&6$Sxi0W#8JZY6D3tPu(;(`RTkg zb&^}Sg>siJ?l%_ty9~`gvMtVY;?8||B_CFAqP8@$E@ibO&l?=RSd#N7N}$g$MRfv1FPGJB(F!|_Y7V6($5fYgD0(r7ireYh=bN-St95CS zr?|T8P`VRyc_UMa@{e*HC`mxMmi8%|?I1)gDu1ksQt(+Ul?@dtz?QYty?M8cx`5)@ z+QS6rrxjVw@+J>~w?CJfFFsQ=nj6`t>U4gyX0hf;`H<%zUG-(=s?_z!@$-`4_H?b$ z*gS94)RJPWhv3A;XV515h@B;Q0P)gV;cX!db|>|5rt)ZlIM+wdVvRxssWGB(;xup3 z`Z}DSao&NRC&-6_ZZ%g#?+;_ZhhHV9gV|`Z&o|QJvS+JJOW*axmT8CkoJ% zqdUJZr){5#VyPmV-B8{;@bSrbt9AgqIZE2en9GKIM_?}W3C77AF4?5CD0+%cbJ-w_ z_WN>4)729BD0FnXhL-u=@(-l%#irljl^!M;#P*y-U~nQTR!o~VTXmXb3(xDJhi-G* ztdi%iabz$`j5{6Tlg%l1?}ykoiw+;`Hj%FtW94pG5I2spy8hlTq-6u(6@!OTX;ZF^R_IemFJ%5fO+`ltcM z^$u;EUvHFyi}k&Y{M6LMkA0*wBzm>QhYn=4cW68qO!i>OBAa;#5ex`KGg@BO*y}E( zW6%XAz_1LEZ;=T&K^sZQWd}>#?qZ=tOM%XLV=P@VKmiT^&MaT9C^|sO>oc9=vmBU$ z2y(LaqUu(Qhxh~qfi=kRiU@d-bx^HLLd;}VhZY3eFo713Mw$|AU_v;Eo3{QIt+X)E zI}iHIRu}_mh&(h!95ADov|ZssG`+NV;NLzmb$ApoAq-K$Mkdl7retG;cKuBxXWw3=MrkqRaHj{>vpzrC<(K394=k z_!P?dm?*y&K9VBAFb{3Jo={}ZON5`16=uMuuCds)Yl2+V;to!tIYJO6sR^ZV`E*}s z&D1yQZO+-fh*rDsapw9Qdhq~`bagWCb9czCH-@hD4ME$N-e*qt8~ZLiy`MKg-Xo&f zdAo6HiFkpIwLDXDdE`-hvAs^{e$UrWZG%)3?Q)v`q=A>`q#ddcFWbGCP*8uERO*uJ zAy@8sKa!C zp=f$;GIX3eM3Uzu!BRe2BIwkl{m4s1)>uNI2d0W9iinaN^!$oFJ6I1WBG7tpv)f$a zZ`>4ZMtD{jm@kM~byV#)t18H0dX}*2vcgVgbt3UP(Bo6A#bN;r3?GSpr1k9~Hsa_y z^zeI;lj85A-0vVFvPm(Cq!A;o*{K{;35#f>zA>8B=*nS{fb#E(r)xLjhn@@R?w;A) z7(R6J>7Y?rb+Xp8;EN8wQ$PEgW zA#3;5Z%Z(jX9KLd$}e6&796$+`Jh|QNx4$EXxv0jvWc~P%x0n|?;$7uZY%K?@>*-2 zUPn*--KQ;5LtWdLr7516+bgbe3-8WaBq}e0bPFfaG!1RrRhl)eUbaW%`5sxxU2+X2 z7dLa~VJj0m2$SJ3iZ|9dE?**Uq_Lu{K@51Dwrfgb2*D3VX7}aN3)c&nmZf7XiBt&G z>r|S98j% zjn=HT9uo_f`lV-)N9TL#co*92Jh8LM=Ee_c$m(+<&Ml3ih&E!|^kbz=MDqMr+B9{~ zjWd&d*C%9RRi8JE42eW_!t%zrldFSv2USnp=S$NKw4##saB17hiJ z1oNi^{Stwj(F?j`Ok%`A^zj985WQ;rjjFFl(2L&tC&7f2%Zt7}s%bl;AKnaZyivj2 z-ThNr@5(m$W;y*+L=D8o4dVUZK-8{{l5gVuyNDXV<#26>{UV|Ur1pL>Tz*5;u5Fob z;{D%4)UFkJb^CuKYJVeY|3K8P*U7g<@pl6G-wEV@Cy@WoS2+9>QTq~Q__j2EF@gL` zOy=8{d|BVWN>v4*?=0LL009pG!|?zlC}1vbfD(%Hs?>%BDA@WlL^9mq@0o(W#ESki z0&?&GI3W;n0{EC&IM}(#!0hbTh#v=t2cR_iIn|P=jk&!XP_n_o!vgw&<>pKL>OUhK zm;)fp0&07{3C9W0F7W_00{@k8hJbL!W-MI5|35Gofr0v<-;BX4&=Y(e3jC9R>orI9 zw>$gs>i-&W1%~<_ul?iTUoHo;gIT~psnhp(EpYko=r;a$5ZB)`{rsNX=MStu{}t2E zcOWfL(8RH8HutglWgdIS3E$j3HTIyJ`OfW z#4CIKmUamb$Yr+VY~W~f@*5k9Zv`xb<+M=8sh{?5e2N!)52>_gE3tcYkB_g>2^A!j zu1qAq{MI5jP)tgbB42C}|5clC*DK2otY*%G;bcND;moG8tan|WpiH(FaNFpx)heTY zbZuLjkqVb1gr&l1sD(LB|p3Br)${ui*vrJ&$EEF z<_^V#y?qvziW4`0ZcWvbv@*J~oPC;UZb|I;0k-cBB}Gas7lX?aM@#!enB`F%?iFh& ze;?G~{G-RGyJ0sLD=5*^(_goSX99jFcF-Ybzbz3_y4%(1C?2$Tbz36WF9 zD7L*y7P@`z0@9HS6eyo0gTk8hNxDHTkL)A%>MgqQ;j^`r8JOtgPu6Sn3dRLUjFOL* zV@mDaSDlBs4%@tIp%2@{!1~B3-c&qA_EqWUeok zp*0S@I-m+vp%H?i;|3t|@0}U|I+40GbblTEiC-|``V)kY) z#YW++tsG_b`tKhbIxI83#4*AwtA@|8^nZK2^~OJHd307c&OUYTL;!l+INq)Hz_KEQ zLfS_~;k>&Yir_s{3ZZ~~{hhdpq==!}C%O;#y7_YgyX%q?7+2hi1Rq%m%ij)Ls#O>F z>(IVMvVxmp_h9hR$m3J+1Xm7<(6r=z3xP(=lG7xJY2P=IumW@By?u$Uq)sR=I)z)s zE;@haJp(7gZyV-6K}xO{<#$L4P`P^TiT+g*%CCet02AR4t|;ht87JQrBL64Kx_Fo! zoa~JZjVx^}T`WzVnK}L{2m-L!UElH-FZoJ-AgI93!b8T%4V;r#tcu^=-2Yly{F6InEi;a&#kd%j>z}(W41kffG->>R_3CBjaXDF**D< zRzWxJb`3SDGpAS0M^K2EW1#TRpSaeYW-L7w=+4D7EeR8Q7ni5eBM?5EEro&R%)Ic< z?5x8>u;C=NTy5;U1J6)Q6-%Myh`hr_D!phP?qSjNh11#G{?Vt&cbiGeX{36-9GSio zCvZq7jz>Oc?6L&24VR|3#W7LdGhn;=+)0F_rLQ==4@LV((VD#QrPX7Xqp)$r&L!9a*RikjMxgQG!5GK>Z=Ji;zf4!0xDItGEC}4Y-3=`v7{WFf9ar7d!Az35J z$1QhyMlkDRw%!b-LK$wid8(KvE9F&M1oRh6NyB9&KE~vwyNDMG2x4xPrtya6X3I-! z*GVAC465D=(`2At)WMdgkoEOem=sm`wK*K$Qj5!&TSFn? zfK`Sl(!3m4fib&BBBf&KG*>Bk^2*8+!b{(e^R-}RDCSQ#3`nnTVO0$yD45I(1tSs2 zQq+;G+SnRI4=XD@Ouyt(21>nbm~V@Nw(5m~BdYv0L<2mv%{@GQToi36IpV*FZ)v}V`~VfUv?z2mTS_J*EBTpOv$9-8w4oQTgqQFE=tGmA7$?+d z*4O({Ge&-*!+~e6mhXWK6 zjp`O<=9BHKuTFf1Geu!a{>k`dZf&`mo(=R=UW!tTah&B~LG1gv!^G*0rAWuRCZieS z+e@+}`uyyE51?~2PM#IQ2DQG1L7q8E?B9BqHaDz45Xt~w#$VMe!rpL?yQ#whtB_WW zO~I%lE+UltwT;)V8&3pz1Kvy>>BX5@@(5dY33T`(%SHnC7Q_VTM!Og<{S!?+^{o5n zZ0HDmv#ICpqEMvSr1F@o<5oif+1i6y17eM2r2uImWqr`$=p754wuL0?=ar?6Ond5Y zlHuD2P8);J`lHP#Dh$qAcdMUf;T~`-H|6&aN7tj&HTv{-$Mh(6ir%)-y?o=7MZ7(k z>UsHM3*tn{#k$A_*@vD7uN*p8QBo`$}`$6LGRlAHt zY-gc{#3{{ETOCi9QhhX&vtrHTn)7hQjju#q4XNwHfHKiR6V@C9-e{#La`#2rEEA?Y zZ}O3kg{UL(Nx69vYYsAf-cWQk^02!Vl2r)K-r?Qzku}y8TrJLz4F@l_E>4h+59o25 z$W+#b8<{?{K5c%t*oHpP1h>N4P+-|`*)|JVd~)-EaVOIGS;gVi2&4}T$ik&BbZi7K zRdG*ZEf5T!)L&{J-8k>ZGgcNQR#;oVWnD)4p`9L`W;|1s3mBU50i`1(#(W)#Z%z3O zG!CPT&gaRik(Jz9^2;%$hF#BPPZ>$X(ub!nnZ5jc_UnsnESm8$)b>YV&I_f%4Dg4* z8+DBrGWhcR{^e3d*4tTT2m2OC98$5$cPNmXC?_2D@F6lqm;)o{vKGc??1e7Q2K$oK zld|+9q31OXJ-YNt`Yv{jygF4O7x;(!gZ=AIJ$7#p_clzNo$fB3tat5Z36~<&j@zi^ z>)5lf`rIoI&)QyuJn`6FEyk&6wDEaed$xDHbJn(1Huuh5-l&wMk6~f}GefUC^Yi7> z{Hms*Mla(1Ztq+=&pWv`cPZOxP*p`0!6z*3*zt!DtF#}cbl6UB#AAgLV^ltM6@$up zd6WHwR|~60N`+K~eMT_^nx;6OkZ$uMT>qN@F1Q(2pX9mak8mFiik!syXfn@Y4#VM$ z4x%Nz1;ATXJ5Urn63z%&NOSsl?FKS6D7ljW3| z)I^ztG;YtE&^#duf+I~{vC7S@PSRS^tQ?OT8xPSDUts3zeC7?VTU zFXPpuN={4z%&FiS+Y?jpDXpF&X3EpGb|Db$x44+w$Z|AZoI_MhemHa4j)9FbA4SVN zTW^Ul9}``TMVG$-;ix5hqB zcsI;-?92L-lGI{{E~CBD8WZ$oT}D`Sth9X{9VzYW;_C1|oG;qt!A!rI@m{awV~)mun`;v!fQ z#(reu@~B$+N1UWH2KxEZ4}>}N{rF^+st4a3i)wof+$@C4k>GKTr9`=?^CFiFz!eS( zJ8T%^VDVa*vT7hMBmfHkc6TIkXGAG6C0Enk`g@OVyh>ophIMF-oH>mp7ztvN4bBRW zSc4y&>Fx77=PozTRZ7oGa1=I7n&jrQZ&*f|1g?PJ-bJ@@6>FIl= zhV>^2n7S)}%%==G8{#KU+H|?c=yP6uU&ukBA;J)S<&Yxvfr0R}6Ib@&`RcJBE;O#V z-SBFZy0ZfVesCU@oQHGv_`cW}rl%)!(wYU# zajNYwuM{6p6>IxCzoGJ>eWjTCNzQp^ffB9dQGEK61T2)dA4SF<7cDisL$wt2XO{vq zq2{Ky*oYrER&5n*MBMWTH1vytM;{-d{Ok6G+)_ zM9qAZndxqr?=zu#)6o0E5NLbC;{zlCJ08iQP~u^oO3G-2s`g3qKjY6@g1*RzNJ*Xf zJbldbq%PqM5gzE4(87w)9AOasp4-w*kl0-)7QF>;lj-zcv%*J&<}h+>S$Wgt!Ij|1 zRV)ni`^k?moFm_YCeOj)F*)~;^!7RmE*=d|5rTlsF0Y|Q55q?}9I%4HVT0R+tFb8^Yg5ivxpK5F5Q zQc=bWb+@4iA@Eb|JnQAAVfz(wb5xhNKi|oQU0~+)IKxaj$${3QHls*0>nkFpwEL{! zu|wmL?osa4NE*^h73vIrZ>tiCm{&8u{VEEV73LgEll-|sEnTy=oruy#t2XZl_XV8C zQL5nym~k-Bp_@tswE39UWqqNQB(PH`fewOyaweJI)UA$wKtBamJ(=eqIA4O6;B?+UUsYQC(l$W zbHS%6}9@1^H++lCh@Q6o$B7TXcV%M3<;b0nj^>cRVZe(7|sG3yfz@y|TSYq#iI z(CnY%uV8>I|9=C2z4nB@iTCf~uN+^!-e1IDzmz@vfxzq9f%+!i|2_QmTA^3B|2O{n zH~#t${PlXBd|MQMLpSDL_kDhn|egn)+9251<=1U zsnt`YwWC2j(W4@hKXnP}T6WNDJ=Zv|r9I?Pj%X*?DYZiZ>dxt{F;m zw$d4apWrb(7Q3i(DC9IRvamdS)a}9D;L({(U2^6f>F-pXD`s>QXT%UhZAbyq$bWU=c(%HKG#@f- zzgeaxT<^oF=Zzn%ES~sOM{6yVSyky-hARrgb69!BCr#!U#K?@kB-4>I9la36+rr~v z+jzP>+UA9i71_8~Q8JV&h@KMMcJfMmKSyh3d0VuH&MlE$_HDb#?igX!Y96%2ZfkpFnbxf;UY>{Q9pM>G^}dVihJ(HRp@}M z_>jGs&4T>47 zhZ!ggJ^qN62V%nj>HJ`&swNa>Wb5<*6S*?3Y{p{_hDbIuQ@02Ld}1G?M1l}i%DImA z0SOFAVUTMgSD|#X@o*)_gDWnu#K)aj(hScX%qG(R`ny*3w+^)QJv zSXd8r5F1toUiow97pqQ)ECkc<9As5l-drx_-lDqD{NFvyC7$(Z-ktl+JPQR(T z7WFC6RAOy_wgmX}^8meUYl&E+9GKxEb!HH3FVk1DFG_h?Xers$-6*r3guud?_b8q( z&A{Hx@K*1~6DzYP+*C)SVoygY6YdU)Y>fuCu4artnLbv3VxcI*@_2pDP8%5Vsa`@q zYQDv*>a~%50et-i6;Y4OVya2! zoCN<Z zuEFxwBRgk65?}$#Azai&G{#ZKi6#HOBsF?_}#yP;w0jW}Pi|6L1hfeEEdqkrU z;kaU4gkhz0(n4E-ulM=U!OW)clptXi(kW5g2qx#k3)aocDo?Hp@4B-J%}%B=8g$CuNW*cW~#G=UIY$LH3hQmSFl~TE#7*( zBSPJUJn#}NtrEf|II24{D3{X^eU*VCZ!%9NoING#34!(L16!W?M;Kw`wuR65%w_e8 zsJj8~>(b?qql00ET!qnTtT>IfAslK}6*ZjAKB64+yv3O3Cd#EVd`4=vSMuRTTx4*9 zG1ZabLU4;yzDYGL-TL$B5LhABTiN`995P+A41~9c5@~Rz=sjC9!g+zAU?uw!gCgIW z#8X-J#zl9ACht23=xc~KV>1=!5(n_ddXgdKqrLm^aovR#Aw^+Q@8ZDk#WSJCdQE1B zn%8iYjnhJeZrQ%G&2T%of!>~nH;7p5)Z7&}61Ka)@Qb00@RVp$0{mk3I-8Wa!rq!o z@n~hzAz3%eH0*)DprcUP3A;V1_B^KrlfET%xQg?!e5d}9aDf^m0hrt%t`;aKEdOvn z`1!0rk8<7`QhY&|yn-~iO9LBg@t5shMAUZaBG~n|&q9lOQBZvJqO#%dc;vP$ zb}vaRi>N23m4G&18MXKI;Ed~vTCg@pxd@|Kcr~-XgT*fZDCe`1Sn=+$<~DZ5;ssgn zwD~*wFM|kir}x_;vrjl#yt{Cn;wM=`60V}7W;7c(&Ta1NzBwPJLak)V_WC(1 zY9vy|#*GZjy@o5=vLMe-*aE7EfzQfr%+Eo0$~BLb5ST^@q02qs$YmmDal;$XFD-5G zxu|>fT8lY04u*t7&rjue?Z&Wja|u8XW-r{(cuf!1RFnumw7-A)I*pZM_c-%VyEix8 z(a+b%`gX?@^^`Z3MT62#lD6V>eZK3cpiiZKxTGul^oO=k{f%s-OwXgGTnS}__h`$+ z_I98qQ}45rw#egf(XqCdH;J;Qhb$Jk%=ZEg$dXiPr-zBMWe?o%#$}oN+MvCV>|Ael z;uFdecx}hbt1cX7r4U5D>oTXOWAALVRu*a?Ab*&k-Eg>w!tLcuc+TgMe7|mn6(}oU z*_{u)>s1f1g`M#NY+iOp~viuWw@_wT4|;Kqx2qf@f3}o ze$!DcgB6^qs0m(;H<#=}8|jjDVu$@`tTsxWGz^YOmx@Z}$m+yB=6c1q2jFd=2bszW zWCU%4?$i0E?P4DyMhg@&GjK4JFcJvvG)(4VjC(K=*J@_cHH35Izn#_bkxv_WPD^1( zH5tB48*w->pCp;0SX%F5XO;Zu)KvbCTisE&g4kUZ+%n;r(QSsMk4*G<(wgy+MNhSq z-c{`tD3B;1Tx8&+!z?z}w51qNowTPtD7bxR!$K|CIXs);iF{aJu$eKVpwPV?X|d)* z2BYb>G&EIah>=2OQK<#thm$5=yWA6TSj3Z`qb{PF7lI-mV2N&UAd-9Nh;%mJj~12X-X&VHRC`qdKnA4_NF;s%&DfYkM?Sl90x z)c%A)?CO)(DW||E0YWjLsR@vp|67pkU+1a=iSWPa=UeV08~4|ywf{2UHStJ8)_LJ2 zM#HK4RveSAsUyM`#7=6b0(;s-*OU2l8s}_DX`^6@=U$N=$NR?wQwh=&TD&(gP_q4f z4&j2Pr;+L#KLqWZ4=zkalkR>{VR#!aaX*^BFJBasI`eiVSvb~a#h%b}N!%LUO<}&8)r$8!Df|BKmFJGqB{pxr1y=OUiPix3g7cOJ*eNWu7T78tF>-Iiw zFIQoYHV6w&pSu;XAq%?3%ED<{)va%D>?ZXyRvc8_ghiAQc%5;JHA+4v1#e;Eba_fx zk9aL1YDmWtCoo4(H{S`5Y=p!b*4xcCb1Ql6aKdggo>dC3!a^`Kx?uCjhH{3H`*L4*L=FF$B z2&C(7riM81<!QKbR5$8T-5$f7MI2VIBNz3qj9`Z< z=Ua6y=Z~!-6Ugg6dAs|))m@hw>m3R_v&+(U0@c-PwdOwN3@>70Htb!V0Id?qBxzaA zIan8Pmjm5OWNFY~){kh;!_4?5qxacxdS%8=CLXzjc1xBSqHi-W z4V}o6rYH1xB4wI5$NOofmlcxAK%ZfsJM7UAhiKG=Br>mtvwdDn3qEDpXDORjZ0TA} zlKRc?LD5A!$^H2*(PKpY#~NHT%Mao<^Q(H#(cpMqIZFz(Zr@$4%Q*ElPji>l72Z;i z;vO^gr==M6wVb$nu*(ix#t%V5yBL2unLB3;ZOL9?>(7>&S^0tiR84%JN1|%F<;Ady z?E{$Vvu$J8q*f89)i>0+wqi>hkUMgIZ&2IfsP=@b-_?-ZPh{d`5^i7;7Quki=&O2t zkeM44);Lj7d;;;YHP(~5?-}?G#SpLGdnAc|e2OzCx>#Br*0ALrToo4mD)d5g#+0Z| zu=G8LqMKwg+Ul4`*mDU;8-cuj`Xt3?`ugyBBu^d?>%6%cwcKN-j5+r(P+=C@IN$SK z__OwIh%rYCxKt0`IZ@Gy$Ksc<8^xZ}PO(`BH}7^*hOoNCo%Rho%od4H=Ex?Wk`;d47AjOJqu zeLJO!9pR??jTejt^9$a=%eOkTb>8s|K(*av*txJP(G6@>RZoSrH2(OZ$Y)>-MyjM& zaZf8K8tS3@Tb=1c91rK>rUl{#_Q1EkK2fpMnZc0J4|Whkm90ab5Y>HF3P+^Y6w8xE z8u|cvuT?%x%5*eSr{O5lJAtZtyYW>+c$iTLd~jf3nS=D|EQHbKd(-OIL1g}pF$VYe zcI0~t4{by0gxEE8CG(4u?i1Y-P3|&AM{{ep64bMH8{FUuO_YC+5^!-8WSc){p+3hS z@!@&hTu-BIG^8i2sIQK5V2C^EYBc7V!$Io3aT+Jcf~-N-QN74Ar#rMFN;?xryVR$B zN%P)Xp{N7#Bx-9&{HaAOrb#G_^nF~s_OqWT_|jhoIu7rgx%U!gYVy;7{nY|Iqjz4> z>@G?7=RCDWuJRh$0r_5xt`sHWCz76Sfmv)vcbWEKQ(ZvjZvtV{3?2@X6JY2IWdk!h=q|Zl)%={#WG3L3?`%X&JCVW(a z!4f}90v6;?CF8qqdc-8cH3=ZqD$+PMgm0Lrk-TyWu^N6~drN|K@ecOuEg64J7%dZ3 zbm{=IWpXH!DiP!Hz;-f^Wv66OgX5;OWBa_;b6bgOfo49@g-GJiMuVNVwe5KP*gO?Q z%voBySu7jbrIMyXB(<>^kgROV7aE_ReVBSN$}sy>vQ7sK{>t?AI|eiM>lzQhJOW=A zz+C(!C!g{Pm(*5DQSZO2!2SYF2@=NH8Za3n$Rpj+2XphwJAht7ewwu1=;b z#)b}8s4ojQ=MOct*V2EBOnuSdugV8R*I0OgW{#ZfynviQOFJ%hptkm^pCE{ZmxJS{ zMZeBKuktI&fV$NmMf<&_{Z~Z;%8&159S2;eXn}v z0oBNC>{ksTMXx)81MR17*{j+E?YGG2j4fSES=dBuE$x8D=|Iu1lfHu?(CO_*A%7ou zymkk!=j5MrMSwZ;`yj)Qmw)j^ICQeCG(DA}{e{OMe`oxa&6qL86X|hKIL0S2<%9Z={Yp;>!f}7x{72}v^cN1 z_}_T;64S59!>CpVFFJsqd($zJNW*tW-`>x`JRgGbe|vYv8b(@so$O&i)ma&@$Y7xm zkDwK}pAh?)7kgC&T@%};X9i|@f?5!pZ`j_({6bJ`eSfiM<(;QoL7{8^#q^U`%dwX? zSLDXJo{-C_saLnYlr6#P?IL=EVYfG?P&0aDSO=S|aBmk+VC}$fC+0mJ-usEo_~ruE z%?pY5Jc3l}NFT!A3Eca5X};*n-AeO9p|&L>u!2x74pWaS6yZ%uU31A?li!@y|Mh&SWQeg+mW~2hUz0%^InHDWSA*#gZ(z`7&%1Thv5a)bnSuSMvJ#;b{ zeZ%MVl%@?zc>L$ZB45og#k?q}x8%e%%2iy<)6{FdTLQOK)2_oI)J z46TfFm`I006a1uJSM?rwAEs^?bJDL7I6h%7-Wlt>AHmXY9G0#{K@CBO34T+J2j~83 zOYW&fM%QPDPwFLBJ6$Xccoy(VjUAzs~w4!1h%f;3x-NU3{jaP6W0u^b31yD zb^tMUf!UNl-!+021z)6T-B?<>1ijZ+FX7?0o_o8l_vF^dzBT~@6j^flK5pJf_xJ@8c zhGNX^H@GDNvR+Y73gFATyqASYew$i(J^w;>>P6eegaS)XqY7L*A&JJ;;$5`9NTu6| z^p(_Q)OF1C4bX%q3~T0@6_*g|K_4=IW_tif?{9&Qe`0%F?{VMR9zeI*f7kZlye<<4 zOb*U3F&*HCFGk28ZIA1Z{b$a0Fko{4ooBc>KrFyU59R?Z5rEb8+7jVr|LFnh=xSvD z!)bXf?|(+3D{>5WE}%g!FTmIVFpU758CSi1*?0h6kDnju&Tgg-KT7obVBlXhGOo1$ zn~}l61JHB;Bqv}lP8LpXz`S4w%!?~CgPRke^8o);OFx(C_aU@vqu_e3{W+Tg^oM!* zpr`DnGHq2}e4rmX2h4iP+ukv-cxm~TXD)YKA5THW2;?J+Pu1zn)%lSr z*$b4H0(g8RZ|D~gwZ@QJdlVlZ_ekG@i7@9TRNN}9%U}(p9*;N{LsVd~2xN_{o8jkg;66~>V!sbq=70AiOspga}7^Iu1VJs z6VZ;m`VYnB>3p0+BFjkYMsGA*U8$01*Gq4=(Nx1TH!*%zd{?TKm8_$28>PgK?K85P zJ*TEWM!scDIeu3TdLs7m;oC-YYmb<-k%+>ZkICZlcQ&6)l{d@j{r<~+ zxMGS>9pQJz&T&cS!9qRoq!S>9$2Qv)+BEwRa7ffd$#i3;#OZjg`dwBWa8T}R`JLUl zr~^AlLNMc0FkC{=t0Bc?Q)(aA`6h?3UFL$tqPyp9FwHW;!a0rzw2sW|a1f5@Qw53z zQ1?i*)Qdy-^hdCSo{yH)=BcgaSUK8Y=Q)0sqAh%wjcBaw9snr@MKb7!jI2s0Z;XL< zH{aC9$ttgq%Z>+Ci41IjJ~BHGAJybkshiW+0^z5ftBWp(KjuBa-pS-btjPt@*UV#B z6uVStN-WfuOLyMq)y$kzuBN3nE2|S%XwSQwxYqFTPF|6#{^P<*TX-R+=V;htkQ}h# z0tnckO!#)j^;ZJ(gVL$zZySBYn=I_!GJ3M(c4UjM=9C_Gx~;u`9MsxWCsTL7Ky+3` zbdnu@Tu;L;%`1MCBuumtWo*jEb%AP|<|kYqw2pqT_-YoV6BC zmsd?wW7&`<0;n(HXH+oo?r(c1mF&V!k_Ie($YM;V?@HyPLoux9?`wRu8<@xlzZwxX zHrsBkQa<5{1XhIbyQ2JmqWG(o&*F5&vzaVPj(Aqn!<(riDJ?x2#dFmj6oQ*cY~ z8=>QV{3`gGhe+iS^z9`XWQGg7=rQLKXC|R=3HS?qWx_~{CVel+vM-x>P=uq7xL-Bb zxTFo5);1$!Z}UXmO#U3^R1x_yRCP#etOYI59*F~OJMYrXCAdeN+4=ra`3=&^kZ8xn zc4Iib(xvkBMQy!mlu=!ABnFWP`!K=M@;NAWJ*<`fHrNo#a^y}vRnbY)Sl5^AB<+tahwe4Qg_)))8G>fmjc^>Qee9p;No z9&kcObnfE{F^(;jAiiR00h!#LOG+)tYLTZ>6#!A?ly4CaHSQz2G{76YS@D;WmaNex z&=6jB2z`s1*<#qU%ES@XsvJ;FX}Ns+f?V)|%o~)q##@kal3Mc^4dJ{|xb3KB5tVvEtl^W!HbKeZ|9z zApQF`{fj5vm^0r#AeHbz9%&R=v*j;&v4N#AClVxy{2YhtSO)oEg`^6xK+p1pb_b&= z2870Oj)o63$?a#vh8>x$y?A^cXw7`=h_SH8%MA9G<1i?FB?x^c@^?VksK}C$`y`O% zYB9WAle&YBEXHUfZE;{@}_b_@|bIvVG?L@Upf)|7-EYR7q?#Q#o zv>*r)2_aOpux*jgzHBiZ#N&^w3P3auUg&*;^VXk_928A)wmznED@SpJab~T2*mVJk zu<NQ#lG<9q0?{A24iC3G4F~z-&OEnY-=Z^ndRoisE7C|disp*-3C*9$@*d{n0P!t0 zqr!9B5wOr@lW6=JO_9O-i82Bh;p|uN_7*`fWK-t0qfXvgcUK^e_8FI+5g@?&)ZYo$ ztrQBWv=79M#eB z1ub)u-sgI*eFajT_Z`P2s3eV>a}n?yM4yD~>}jX_(n{>=KKE7c-PqAvKW_-sh0hph z>3{4l?@GAQX=9~{INn7ti8$mu+r+$OHnLR2);|?|%1HO=Ss)c*Ma{-s4?*${r$Q8_ zLht2Xn}htSX9vBL3(7!VKWBz#q{}jO!ysfE25g(nh^fO-Mg!U83~IoEI)j{ zYZ2srUmWLxH4f&2AJPFKc{Ma0N&V#nNuOP57J;oWXC_Q1HOiEonkKpq^&|E2PQT}O z^f=M1aPrJ`+C#dJ*HD))%#I!WIUm6tbfv?z8-{e9*}kIjQ|g?ZO-}0-KW!Acv4OhN zDbj~^&qBDD-q#g`=Z<@^@+oO6I+S=Z`+TazUECzVBTwoPRK_#&N`G@9I1cm}Rdu-a z_<+!t8PbR`z{s+s^T{edBfZLBGR%h;4o$jp8U)YqoTfs zdd2LWOiZ1wJ6N#kvP!ewW)%m10g-|J5kO_8^fat&ar;^4aCqx_5Fo7h{j*gKiC0`hVIejlrugT*}-b~X^;B?JF){vi7A z6ITAf>;ot&xuPcy=2iR+_qGEqh(eCcNmMq5hw!q}z zKau>O!ejq>PhkfEs}g7{$pM7RczJ=Yk-+u{%x?~W1(z567bFJ( zX8@oAFz5%h{umtn(`OB^Ap=5P(cgX%?%S&S%hG*2Ykr%+z^MY9HeY3S1O4ojxjuP+ zbwYeydhEQwx&}^V5ElSD@&L5Q!0W)-@YiR=Uy}UVRQN^7!GOeIVAla6sw`{(V*X9% z>^#7X;QhBGzuM^>T@CGAm>n!wfx{6v} zXF%y(|Mq_OuSCB#$9_?Cc7P%ie6{?(ivAC+|ElO$I|yKjI2$^m0r#36{2$K;$aDY>@4vpDP3(=GSxnpw-AtYDIbUz{SFf-FMfs-A zF0A?{_U?8z_J$_Ttj4A$U?Veb6K*yW5C=Cm7q=NV*o?=>jF%Va4Gb8_tZckMzdCL% z31)HqTc$29mUiYUE{0AnrY1jorq_PKuj=6Io(2L?j4RBC0}NQsz$pg;&<=L4U)UM` zmvnIL68)kM*m>Dlc!8eGAPztW0Oka~+7$tl90cfs^?wZp{h=)EpIyua>|KBken670(3$^A@NcOtfKdu~ z=ilQ{oB;j(pST)mFL0F+_5IZxf8dY$XOdr`m{-RAk5~U0$*+2Za{-9s_g8cN(4QRq zhX?lMzB$0azd#erAFlobG1otnoSg^AwED@=f9kf`0hgT(ICOp-`p?`p2=JKMfm8PT ztAQ>4D){hqf&H764L`>US*5N9=KLDu08m6=egeaO37G)D0`(T`ps(3@e=-LNP~tyi z{*9=a?N7Hmf2?&oezFF$VOf1e`mQFrT0nBz;nByoiiOTk`O4K2)*5#xaN-Eeo!;8} z*834CQAU|D+{A$He+b*(Ju2VXX+=R>));rWbNqRy_?R(|MkZ`FJyXXg^GKCvfkqF; zup~u?g_blvTINFN{Cr3F{wre&>ii)#3fg{V6~l~IAIl+7`*wFaUCgRweK6lzUdR-) zbv4t+!g4Qex#}^m>B7m`NGITa@EA-S4o{mIQK5}Dt!N0{WPK=~)oyurbe8VUIPmQLx&8W1N{IN1=dKZxlU)G!|{ z>FX>IN9Rf=pMpVhc4UaG*mK+2ijHD?Hw#(G#6XPD;q^l15|q)5klUV3m(AHl zGqx=1Dq>q6U!ao*KM=l-xyac}+jyI{OqS;uvP`@H!4eH!h9gPkQ4_KBGecbcH`8)7 z9K;fe^a9TnM-E2vd$k5DK#z+cgDUIF?1f{8B%g~>za3cQ)DmBcH#h2ixTz%RW~*(# z^Ym$!!?FsAd_3Ac&LDXgvU^i|d4kbNc?aX&CIW^2)#52EWr#c?mhr;w_lDQGj^;gg zTYbvO_&h8Ev=#_jy!qxzGV^ga&`={id{P5YaF41OiV;52XfjM-&UBo<%n@Jhj-pDc}VeEL4T~ zk;{U?!;7VtGDx+Ob_DYgt72L~cebh9mI5?x-G<@=V#_V@p4*QYMeH!r7l4RYLZzxepYRum4zU&aCqDso|>i5vDSs^T)CF+u&N_fxcgEIMo=7FvC zu}{dSOzQju9(Wq1Me8WSrreUF@f=u{yw2hS0(F>25#HYE{!342)}W%v{ptxEGtnD@ zC!O$#9*1YH%DXxabioErAZCzYG`xOgiDs0bV(@88StqIOrq^g^w=<;WOLEHdn6mD` zmUYv7dWJyc%_9VN+ZO?ZH;{=wkMqW-zIUk7f19s|XB&*fytb3>2fGB9g1XA00ZARC zoE@soUPS0JWUCU>!UAmvNks(OS~$J2YV&gRWwUy|C9GcWl#yYsal0u3|6S z>QYHL3+LXLRpj^S8(q2ej6A|qsV3sd3L?qV7rM3oA9Zg57WLM(57Vt6At6X3pu`Le z4bq`>qaxiYA)u6?fD%%QASo@OgoHE_0@5HVf^^Q!0l|G)3MuH%7W zX3t(be`~FKt$VTTwb7@cJkjMoNwysk)GjmXnsSPvGP+zwMDwJYB3GgQ zW*Myhq0KeZoYSye3EM$zn|#`0Ej7Ccj8_V}&WwJiP;QM;Tc1=|xPsReO~MY7Xxsdn zi=6p>=guJMogle8O(Bw$dGQj^4zHW#1sN|dJh?C;#nfO-YslfBaqd{tU<%U7PD)~D zC7M*HX`Q4R=YSR0)#aq_TNF1v&MiN}kd;inXGSHhDYc~z(Olw4l3Q>3(s-Nfq}wY6 z1<}yl7R}Y|~@=+3JBv%|8`W%M*G2WTwGhf$xVs_cabEd_txH$Bz8+UlJ-=|j# zZV+b)Z$#R)Jhe5g$B2`u;PRlt0v94+XJI(rR-LV-us4(8V_alny zCjwEbzqlb`3x=AaJWh1?zy2k4HdmQ<`_}!XCXK;!Rf*YdL^m}RDl05Yb-gAgZCjKs zK!>qA=I%ZS*LynXwp!VeIxXQ&>V2_m?^Y!B=XNUJt;to>vY98C73~v9raB9L)=2Zw zdDfhQ-k+hqtHH><_xOT!A8QI*B0VBeL1ma3WR^VE+|L=GVtUin@Q(k~dHwSt6t>ey zE@w&ooJh~%G#In&P%6{aNY%C~Hj_V*lugP+PMgvv`Y6AK)YU}2W@=_w?W2H9sOeev zuptQgQ1cv~4i(iqnejFWV=rq1e@f2^opB{H!ELReC(XjRjTsKrBlWZCnf~${6wc&B z#)0oSow6@CJgSm2dR#OrCZ4crs-`Suq5>s&P<)qKwN5Vat`wKw+Kn(872-=&akz0+ zcM>nwhkPwFC0S!ub1<~Ol?=moy3iQXfu_8s-!7GMSs*~FVUw1sp47+tq0e#sY6+Sf zxF}~?uPA@C$mHWnj#W(CzOv-&L*!2?{rqD^M&^88l6iMEayK51h|sW-Jtd1j*6HN& zmsD*usx<~-d_!~Q`~lSX0jDsK2-oQczrLcGo?Z`&@137@wP=KKU)o%K8LujZfr|3c z4fRr@ul!X5lz?D6`;xT$R+PtD=!`cLGSa<=I@HRU?ww=cxSlr|rDD}|97k`;0E5mz z?u7E*c+V>;r%=am%3cu2rcj6LK7WUqA@r)!`yJ0HbuQ)%+Qqqo>KKQmSfPo@ zPSm{1IaZ#~x*m! z*zM1ju#lI$93Zwi;TVIi+w)$4*UfXY`3q8e74Q6PXT0925(g@yIj-xUVTpE2lV2RU zTIGF;*fo}dht9lzIc7W(%NvD++G_uxxL$8y)>(!25i(OJiUFJb!cb@NyUP-IK8>IK zWZv-z`=)XGFim+?HJ;~O4_QAkfa2BAeIFIs#+#e3Kmz+(0&=TcwnH%9JoD{Z%J&KA z?Vl6hPF0Y1g=s;s;%zWqKdP(|s#kq@(NmhlW10SBGSL^5&3#j>{E?GulBcVxr<=`#; zWUv`Y=}uC;!${InZT_|X{7USGgN74Zm3=z0&V@Im=W28*MfseLuNrqLsNZ{Up|_o; zl$TXL@FLbBn;AW+e5=mc;3c}|3MVD;5PPbU$0iM>WNDlAO=m(JH%6LKDqnFd{aLEm z>~S|cw`|X5G;i^*A%xX$wXqWyhZo%A@ZHZ`|C)T0- zksBu4QUs@L@?3mjN%~Q%b|m=DG(s#J?Ymj_=oG#NFVmcu(vB z?XITk$0n5xL4y1FsuIihu%q0we7|YWgoiZ4s*c4-hW^`~WceuhM*gwZD(8f^u8m zK-L5J7Fa3Y{&E1{@*Tjpz~}qzEx6=x7?|%LjP?M>1!xE2Eg0uF)E0nD-#*NLfa88E z69(l5&b0mS0e}wtm&3>|Ldd`LZNPogJRnPlhaUvc0+jI^#KjAsDK1`kAnhNxHUL;; zV`1cA$L{E4U~39M<$VXFk%5Jai3Nv^2^SYPhlII-Jp`&J=LlR@dJ1;NCf0h_f&1ep zo)5%~|K+F-Jdr%SAV&&#tDrmpO91u$cz`DlL{0y{IV_MF_2Xv#ZD<4v5GGJV5y0;J zV6h;GP-Cz;Kn@rH8hHQ0!Ft#c1sub`{m%~tz{^k81F_%#ay_^}3KJ*rmcW3|g&T0A zBk(=Iy8{EDB-bDAGB_sr9fA!U*<2iOr?-R2brW`g@58uYM*w($Jpc8iBfP)>7J>mZ z2L^)R;rJ9BScUO|69fB06!-{)jSycMh_7mLUFw(O|0_5R0%~!>Ayu&TfqRJ?907i~ zBLzgvgEYNAI|@I{{n6M5*b!_8aTosOwmCS)VA{dd!|RCdy9?nJF}Y!X;e3Vz3Z@Qr zwxHIT1Gs_qp?C);3nOb2fXDwVm;=VcVd`vc{Uc%pypDgpp}>hnq%LrSL`e|T!UYxt z>{)<)gP(|W#6P%le^?L*z_>XaK?DjXCmSae{DZ+bp=?Lj+%OQ31yW7nP%{WP_~*F|f1CrC_@4_69@*d+u$$T0nOU1SJAyd} zrv#8bAy6tC6JrYl4*22Oe;@Hj6I%|B{g;N;c4m$o;F00TVQXRUsAp_qW9MLEZ|C5o z2jVVxIr;S*OdL%N9E{9=@?6>1fBtgq4lW2NFE~5k`F^0jz&+$381MgA)9^3!f`6s~ z2JT6qg+jq&mLF7+fW!GPuD`hB|6kh;+z8$GZ+8QLHuwOV1V7O*5M&0&*ZF~#0R=OjTP>6U6y}s}3OOTu0)z5c>LG3eN=rS>9j^9|#YR--3WT&3`NW z;aljx$oze7)gL|!pfI3A0NVrt)Gi26k+|SMDNys^;g-CAs2Tk%)C`2(0g#*b$ny(f z1^w+jgXa|tJiZ~I)HjHMpn*XEm=87y1Z*B2*k9p$6vJu6U`0+evV*!Fhp4L!F2z!HN12>czphd48jh@CH<;3 z3|KZ$aC04P{k@{~tJd(d!Ua^RBdrhFEWd0GK%V)-MeaOn_UCr6cm^F5X(esfoP6P~{&(0W-IXhso}#%^ z@ljGyoe13Zi<8xW-czHuj#&yH#bM1^D#|{~QP`#Iw2E$7q@%9RwPz?W{hpO1&h3NQ zjkmj<`L^4t0?7(%$xch_U#zq9%nEyj&-i!*pgo$w#!{|Z$FjlVgG2{L3drKSW-%3X z8lUN#6K-5&_Ir6H`w=6VaXd2FC8Ol=@KAqLRX!Bb!0L|X(=yRm3SWnU&8|iXo_~Cg zPwu6h5{ec}WcYhz3q$dz1S>X_cX;x;eN1RHb~JLEA1d2;V|MZ6Jlqtm57o5lN}SS} zHGdN8t3GZ1m|Y{rN81V%9GLEFy_lBJG9fUtfhjdE90ET!7et1%2>PJ3( z^x$i@?Pn6I;)}`j0=7|$*OC|R_eTc}z`9Rvv^U9ETv6!QI5EK%r4ZLXWy}%X^>&+` zlq@M4FM?lfn7ngK%n2Vgl+1ngWz4fjUs8|Le|o!7erq{qPIWS5eSAo#i+gk+CyTt} z9gmw11jS~hG<#_xrbdgS-$7*;Wu(Hzn2zde+4+RH&4}Zng}D-JTq` zd>a(!qlr7%$>R0kyxUruwc%|_Tbz0CV)1ZGmTnvQL6`O8SD}H1CltSg~m@N<@GZ>egVm~kHQ}(p;3|e_ZEv=DJR}> ziy3m*O?6^gl2hR3(5mh}i7XRg?VLL36fS$g`B^+S-auvzXv%* zshuQRL8BE4D}3%&o2Yifctv!+HvE~XiAtECS$(X%~hlv1cl(I{G$B_~qC3!B08ivy~Qg;&3>fH692 z3&woc)Ko@`bLKJ*B-_09b^kTiR{?k1G9w}e+^Ge}UST~p_;9iI%4@$93QZc}q_HGt z74KSv@XFYijyJ6g#9zx0d`y?mSYyc}LU6ida7j9@jO)4=8jrGBtn-Q4AiDX4N&j>+ zO5OGbSK=(6t8NnQ@5jHs4v%;4o+l>XxEsQ|LF&dUC#Ka<)yII*ilVaZI?ij{+blI1g}&ufxNO-LY?ycMvBQKTol^U=T&?k^f-WZ1 z#1n>Wc$C+aLeAg&Dl_1&J3!h&{Py@-s4R77B<=|XMyH|s(RC-J>s7*4yqm&r?o3E4 z*^?@o;s@|LDrJbC3{Vn zuCA1#K}atzcFoCVcreV434Mti3iKLzAUW>xMpMj^nnag!!h_aHX3ilHnN6c2RY3kK zw9lk7yGSIJaJuN>S@YE70L;>J`t_;9;%5qaF6G5W2-dAedoS%wu#@suI z{@@b#`Ocj}$5V@TWyetcDbCc`Y)goo?wbkRhNPR?2`qT2Ufn{e^^uX!2({mWwdZ$E zk3So+B7Yknu*Hgsp{$_V9c6H@h0On$%v!e3{2bN^Et8wV{42Ww%wrK#b86Q}g^j8T zCvR4~L=kz+9QIDXu;Scx!%%3&>h9o8XfsEKHGy=-*hmXokK2WUr}rf4NZ66eYCH>c zaM!%u)7G5vb?y*fy!Z+2`Qx>57q6szb%svyh6^UQN)@jow=#X%&TU_R#T(vBN=aZe zBAOWT8b}wt&%;ok6(lYzFS03eGH2CPQ6<)GY*t|N?V~_Qa zUjz54N0bF^h4_u7QT==;+&oIPy9q&QGijL|OGWR{7~ID~#NYds`Kk2Fua#Q0*H-th zUx>ETd0~l~qeo2NmHULOlf2%~*1<;2^J;O8_xxF9*()o~e#N+Q>zdO+&?nQYPfgUs zCKn*{TEwCpGbS|GEaoalTJRbB8QRB7Ndd{07iw0Y#dsN2aLoSolGpHDC zgHaWJ%phi$M?TB~$AoC`>lRGIi}u}FJu*KUySIVm*plqb5iJa}*O=7QcYWk~GKX;N znZ*b)Sv~E2Ta+>z@mD=sy(#8QYJ#P7?%Z4S!9Ksey)+U&DB?;0v$qIL_?Y0l5kFah z`Ju_ay=}zvgNe!DF)tL>RL^y>$7M>3-|{-$V$WZVl#W4^EtD3SY8W_N%N8S3GWJF9 z7_-Z#jdfK^J2g4F*yAi&jd2Z?wSwE&PzoJY<}-Ac-;=4_NIwy+pm@yW!><2JB&2>C z+1B-8yQgaxY(@KI^KasDoqY7{>?P+ul2DWsr$|-{p^S{YD(0e%kW}dT*A)x1RWCkf zC%<%rcFYnzOxj|*#*wQbpnAMCWp?*C<>}K3={{eXg5)(~kK0!+9HX8H4X3+J14~WN zI=#2BccWuucx!6A(@Q#_bMGerC=BvlY$YPG5>TZWn3>>kNbEc59N{Sh2=oxnc;{&6 z>|kU9{~K`60<`d70iXy&1R$8ej|~4V_%Gk!PLKt6@Rx76Ck(hNzJ2B!0J=%k(dX_0KW^rwV-k!3jxW z-~_<{TF&*i=|}%d;{v$xf1C|}xLgn};N}7DY;NGE0>C*9s2m9&4*(1~LDJq|c=r$X z9{@Z7U39H{!nT-_5hMv{*n4%m;JTW|M9b$I@#}MC37H1Spjm( z%LzmL4@58UflYlhdSUC6UqfLe?Yz-e2@Gy(GWN?`8V0&-yd4I z?ja^2A*H4U9(f=U38YE`j@}=mUiS5=f4S%3&<+o{2cRIy9X#;hT)+Sw|BF5UH}ZcE zO~IYu`-<@IAtrnXh4oHA6v=21aqpc4SO8>GooC*9VIMX*<>DzYs|1xZGXk#A07BGN7 z{Wff&1Lwl@1YDT(8YZv!usiIEMkxm!M(#e~6O^+Id`K23NSMi($rrCzHDInx$im`q zT@USfXUXO^#fYyzGIhCU&0hOg_mz>c2ZX4!+J-@tL6!K{Z-StxX9?2^DT0`MIXX$} ztBzF#=V~r*Mxc!nVyq)&2$_BeSVeKv9-@n5JM+Hti?$W1E~j&iou%_1w=UUl}oK6lOGU>6{elG8B(v^+h#~IDWBpC>!N#)U}l& zzSMzK*{{~mf=t<`=S6&$Po1c79^$oHf)q{T6^ZFQT&~Y=V%>a6HK{Y)Sb)05{Sjhf z;&NvF9ZVtH*oe%#7K@y3K>nh)+b7a@8jk&K3)?v@QYa7xQFm=Mq zF~(N9L_}1@lSg&oo>5zn!W0ch%jeVT$Y!B=NTW3mWuj(7U!xC7x6B(xoqwGDXsjMJ zJKP>h8yzq;zBthFfqCadCH1oDg>$P8dBD)%9-G6L863m!&ZZkV#&W`|!R=VXg>$5- zXS~K)rH}Ef($2~8IX)>fGp%~7`{wpFU+s%0M+w@HD)^mvQj-feWB2$Ncd#4TMx`yO zG$V@&QVMCFqdjD-54O6_zgcAE_$rz>-{fOH$~!3msyEdyOlj~Ri+wCc#e!+hR8lcZ zT~CbMen6G2=?Lj6%c_XuC~t129wdvr+e8)#>5SGI?f7C|z9K)pepkAAp)Tg+sn`gi zinS|KwVvzuO)hb_@GoWyx!wQVZ}b^$Dsj0D;_*5%jPf3q`(h%aYtpSr!4uuvA)9QQ zrLu(|Gk5DaBLM8M=j+0ERo;cdo8%2^UOSQ`3IW_8)e@dBOr zwwe4di?T8t9(>Tw){eVa5jcc)>C1!>4Qd{e$#tp8%L5PdOLLqalINE7hm`B+^R#^4 zPD-rgMKf>rYZkkb?HAhDoUrln%+uhc_Yyi{%+U)@+pRgy;hdPIMFlU`49M@kbbC0V z5cHM7e7>>2AaO0Q$E!QQY@-!^$P8a?_K&TpO$%boeUg26pTH$K&g2o^*rRrgB zxcmoKn-r1LwVB51ZQ^u9w{DbW(BK(s$U22PzH#HrZ+5HIZ}Z(TDQ6_fiH6C28f>+b zI7^R5bj^OpE2X!VTHMw3HX9u??jpKDm%nvB<>cCib*ku?>?ETfR}SY|=!a!G8&P?z zbD^VYfqM3(9_uEfw*^9wH5mqo42>U~oL`>6PIuuztC8e;ZW(~aT1U4+p3{R-D2Cik zid?Q{SVHSkn*iB0&Z2(v5!Py@bulwD0aO&uYJ+^a5#r;Ab;d9FmD>*Qxx6zj42w+M zDD+(?MLCq-t{s1eSGzlb9`c$q{k^rgZ(nBdz+$8bqYQmG^ov+x3Of_Nr3B$fXaBO* zlc2P5p`6Txg41{?+7M23@nPEfVRTB~MA4c^-1Q+}Qu8^fm>UM8$S=^6kwZrYL@%D$ zaWogZ*Q=+np-nKZfbl3j^M1gF?pIkVef8I5Q>XdpZz`~|e9pg=73w;lkij@E3LK$w zbrWYIu5Y^J-K8);#@vKvy~VyW3@He9xr$qloBvYLfIg^gG{%+JdbY-;+fARb2DODs z_fr<3h|IcNc0`aYsj|?zNk9;jy(GQ5V6~-dl?PJ2?Pu9{w;m3`LL;#gLw8{xacGU_ z^2XC(nZXy2d2lmWUOsF8NHQ|&eJz)ID`ig^zW+OoOv7TOQPj{t_A{ri-`e!++DJj( zv3lJ?>%=6YPP^DOX*3l?W31S18kA>#&$^6g*p!)=;yNY)`3MGua9zSwTVHVA-L{tL z>|=d=qIi+hR6Q7zCIhYtLqo7MvDrdMyzBWvzr`V6zV^l&lujaVadSTuW^KfeQViV{ zOplA)xOLWNk1L~tXCijKTdpy1)HU%6O8=b?m+hI5L}MA=QYE)YqMRa`erG|ae;T*K z%K+3*E8{3EeGmjA4#_X;&5xlHpri3Lr4_$E5l1MCc@tg9{N(C%6ZUKW2P9+6NlzjM zNz{o$$~@4ewCq)$O?~vgTWjU-Q*P4lzA9B;6&EguyUni<=uhwC;&lVnzip-vFQuJr z+IGsd5U)p&ll3`cLSg&cfcpCzmk0$%2|uPV=R+#EkW$-XdI?0sk@^A(J=47L@nAQd zB33w(sT^5LR@R*OtwJ6Xx|24OhgwTK=q zTG40(XhO~x6`{-|=B#^6XWl(UY_p(Pj{kJP?&fo+#CAz%VeL~hRBEW(QmBmpF0Mvq zufx4sy?D7KV0Vq!Rj9D$ICi!4%oF@RN#0#WU2&f3m&3~I*vFlPzN%f;yCH3H#t64W zFeNa)A6;eMK@eAz<*IPcl?N?PX%a?;S$t)lnT_vIh#(!m%)KGB_jtZ=#yHQANvDF4 zyuK&xWG9i2@4L5RBd_alsOq#!H3Y@n6|(30t@FE07u@Bd`YBw46ooK(Svo#$~&0teGv0xtNRzclbn zR4RO`k~k9mjfuJvP7Jj>^kNa76iQp)@XnA2Iv)#CK^D?*`5K|cFp(wyP1fepXZT@Q zAKGi}(bI&JW%Z1;-I6OrMwIRj?r6ypl)4bb6tFf;M=YIkns5v2zU)axjw*fg;jk}G z5{3Dz=g>jN(=%pdRmd$}S?OqKElD?CCas}uyS>|ZjzYjZksD_*@S(bt4|%7)%=(JH zEm9Bjn)kURMx?Wg=gpA3Biv)e&#S2Dgt<@LeDkA$+)0V(J_1*1)OyE;(J{HEG#Sc7E-Pd$ z3kZFgyP5mM{ATsN5}!xtUDxJ5v9F_ybDy-1TPmoH;QZ z>``bikB^fqZglsXwaynuC6n%xZyG^^Q225c}yb<%bjf@By#Sf&B0^C3q&l|4s3~x4-|; z=L7|GiM-&1aREm$09wE>fVmEcj{s8&h>QN0c-KDA;sgk+z|4ctS+EU{5S;>0?K|JY zA4<=KAgBZ$CNSHefG$A10D&a{3E^-HFxmh7nEtqV#HGPrgn+L;;wU@nu0hIE3TjQ0xEhXyQKv_=#MTF{zJIJFIxlBRj!}JYJ$wUBVMkbhzGQU-b@B+}L>mWPL<< zK;ZV>Uj1cr1SRIt)=&hr{y!}`7blz%^r)WZ3eSfF$X6h7NiLIW$Lw2l(B0zWo1lt}?I}{^4`_f$iz{=$&APCi$Sm92CTf z|E{Y{^P=4-C@}}dIhlv=v&7-PW}-XxUgXPHUV!o~VPo~dB$;YZd* zqc28F&MvuL0cuS8w-{+m{8(G{h_gj&Tm=Xo3XRp5n=4{UWb#KVQ=)I+Bu|8Vgw!zM zOA*K8^JQwT=DRM@6o=hI*b55;T0NO8!EA;j!lcp1L&aw)~>ntO%DL`&;`Q5_7VtL44n|OIdYLMUp-h zt-xKDiPy&Zj4aJxX%*X*b#-i)7~2Z?&R5+F9G%pllGom9Wxe+lI{(Ub_`>qXrpaqU z{_kuqadO;n=hnJl+ykk!V;FlSd$A$nd|ORvP=sDKE|imz1K+}!+p%Ky)R{~NcFXNv z(m;)mY665k)zD z$=vAe=Dnhvr3}-HGcKV@ejghG{fDkKwE@5vvN#lrkdALIocHA4`WMI0rM}3}4e8+nx-n34Zgzv!SP-{MAU?CJU;c{m0oa<+gz)oOJZOD~W42 zFD3Ty&sdb2V^HL4ou_eZsWy>aY;}xHE*p6Gp2;rIwy&B(Rp^fUtDdN9<;}M)X;o8n z!~7=6jElb_$)K3FRtghbxI?LBw1pINH|_$Ij;xzTAb18cMm`)Wb4F!+d_QCP&hboL3o-EMPBH*<;DCw*R&8SByviccch zBebcr%(k0&$9m;GROkjjFt-#x?z?uniOln)f;^?U_ITOXSVwNyR@VFoow%GwNHD@y=D{`CPW$sk3){1#dJsNE~BUp^IcH zBrlbs3!oz$#=MFeAaz%GndW8{9T{rs@a!&|%+&TO#0>St0@bPdeit zax~HNIT2}N8;^~?RqEYQu}&`)Dm zyDpvGQ`*h1%6SQiq~G4IXfiw2r6~ky?W;d|EW9dl*cBuCm49HOk4s%gZ`v-ucVokC zK|Xw~p|~Cj68f#3eiN+M>1PmS@U!NC`WI9t`C0Stbm{+d$}kw?KU}B3sr@4AksoaB1E3fb<^Emm zckc3KP+<9_XM$dm40eXjAjj5o(K6X?w0CnDf^+PlV`4^U^H453u%$qJ^y zj?WWRjKP#Bl#Dxt-@YMBH8SOKJ9(0KJ*Y-B&SHD*T44&?Zm_CFI9INu3<2cgk-rzE0cWU-Q!ty>Mpv1 zNswfU-|F?S32n12UuwDPgqm}>#EfpKqHMW*M$mcoE`_Tnb7ww;wPZQyZ=Abq_uj`;5a-1QS%yae44na7gXYVQFW-)Fss2&k}<39ZJOhA zowa(8S9^%nap$S^X9mAw7Q+e^4t||pFnCRbr*>dWFeL%cu;pvSuBGYq{7ihCB z?uVNTu)JSLIl*Im5xaO+vWh4*fQUqa6B^5{t5@oY@s8|{ReAz}9~R#*T4cwixs2)? z9y&Idjl6pViA+iUI04VTs%+d04OWl4(e8641uOa{vz6KFNin+GN4hHhMh(IFyxhGC z?NP{A39oT-i{W5x7A5VzQ^l4joO|nt!lQhDYejsF%rGX1p;5>|QJ{WvEb;NM2!FFg zh!jH?XS+m5ubH5VEW!Mi#%X&@ocoPsuk32VdaAMRy9{{DCn~x4yLAjbjaQ~`xG!S9 zy`)dppl{FO;e)d0%~wpzzJ7s&1XgpIGuY|zJx}MP=m?vs^mnsKqK|f7c@Xxpaxl5L zh2@?{rIi>h+xEpBOA45gRWYDJRZHl3E1-JJhlA(_FNH&qjPg^KpchM--M&la$I__E z7g@OP;?bp?!4+o0^%bKR?M!yJ&L+DhYxu51XoQ&yrx@ElI;J%I$CzN-_|!nTxEd(KQj^)u}wDe8uEaZ{eLi$Zt&#=9=# zx_^k6GH340L_ULE(~ik17KY~&&vocvbc7 zd(MRI&zuQ2uqL|wA)jtdOIEH=6JJ0hYQ}yykeh|Aobm};+iQX*%uYW=1V!=6#+^|) zYv6&CLqDvQz)3ab*4xi3kszMZsX3w*mNNE$F|**!mkyC$nrEQ-F5Y<}#r~+7H}$6D znQGN$pEvp~YG-_F7nIBhQO;ziRHhcRq!uLM;&;DaoOQTVn~X^`NY6!5;hy%vS>XAS zg&xY-`oL<1V!8|;RmJi2QzQoOr?75{pY%*IYsQt<_QVKXoKz~Ou^fMO*9FVs3x@;0 zd#2m-Q|_s}__<_~>mr=AG4!_#M42UDYAQ5EU{7`^kG1bIj>)~d+P`qOHB>&J5Jlg7 zYQ2AbTVsH@7U{*J=*xGsTPI>90&XGE(H55xEZg-3OJsB5oJ3b3n^=vy`4qEMbM1x- zgG=7^1U!jHi((~FC4I=3Zll%ic)#X}Igd{mM$qJ9pmaXp0c(_Jo1%H=OaElu%<7%q zm`vY`tcHCV0puSRodi+J?W{W4!vY9A{T3OMFQ01lRkffZyl{=<3=h;f?grV1DD1xJ z!MFaaG6_&2GS7))USXURpK?&&V#+6`P(u8u0@_g3v(GM8lTj$iY`rMs^%EXqT^sgI zX7VEEE=}nw-thPCOwCf8Iu(aWg&gF0)lGzfC`oXQ8}p7p3Bi=x8K+2E2L7a2+8O-k zyZL-OG*1exxHr%)7IK*D>8s~GbYJILdmb*q3^R51xb*_5YEZY49>c3HT{_D;bisTXTq~_} zl{QhjOeb&3iuQ_~?BZTv5*ke!k|W3q6QfnUZx^7F5?Q)=|DK*!T)oc4oE>9mbx2X$ zNJ*o9yUtg;`tvdvcE+Pk#jI1SQ0~{K`Uy{+nviP?=8i2jpT# z8S)+ijT}k02^6bISTJh>mP5DPimu-Y)0JW_G<$zaTaV!r zH7!s{Q8w1c0)0KbqwAa8t4ybke0*NnZoGum{#0{-ckzp}nN@LpQmZ|^Md{eRi<6QO z>t%zwq@B%W3NfTbG!^Wmef<$Oxy%*0lzKS@&2K-x8g;tql)GIrop4XB-=!?VRp9D% ze{8BXH;?SRxxG@0_qAJJhLP#EZ@8emzm2Wcv|#zU6ohHuEQAesz!s~T6JutGWHW!xNlKQ#uq}jd)cD*d0SjYL4$2{ znQr9#ZqHLrrNFiKqNXl9Pn!FY>8@W1p{AjU6h+bqCe}4PtM%C3Vs)rjK$ zJ{s@KC8&v^E|>3U->I`O-A(Bua`V5srYmND%GRI><1BCT#|yJwRTUX?U!I8UZ5R@# z4wLBj>>*c~rMmnK7DZ6TALvQHuyhf+)DM;}KoSv_s{))HN!-qr22nr{&S(b(m2~(3 ze#ZwVAW}AP05nQ)+x4iWi*Uaq?AilZ6rs!hXy6|5(jPLmz9rJoAjn!Za{Uw1&Gx60YL{3h^Xd5q_T+72no?}sL^o9*s0sm0DYL*5hQfL zZ7Ps-@MHOOkXZq~{qWp>z)4Et8kfJ0m75)C|S4cM!^0L|tE zK93(Q8DK|!w-^XR=1}YZZp1<1Y-0ae%OlO9V4NU!od(o?0U^&vktopqf6ovCv@PF~ z3xVSw)Fs=G72uEtv~!SejI7`VD9nSf9D$K54Ne^7TV+h}4uC$tr6PhC{2&H@Kd}(J z07YB&i-E%10IU&!)NqFqcmdu)Fx9|cz|kFG#eaJXbOJ$C#IaKoiI}vRLpzu*VUx%ZQ%ASiuMPuLBNg z5Pc6n0EjR7O|uWQ_|GyPfFArn{@(;WS}!TwA1ygivG%M3VC=2KYceQk?-Zdmv$Qp) z71byOj>^Tb0Tg2^>G1Tvtr<09Ih}lqESs~U>})XIY^{{jSjG=YLtmHzp=iF{i z^FZ1qQl0nbL^!-=cdGWPWyP_e;>t6WXV%2&vP+h?uA#-k@u5;>6UW^&^FM(J>@B zFLIU8UP-yXOMxDWA(tjGStUS(WugCMC=W&^r-o44F z^6QmPZ;ac@eVAB%c`aw|qOMJX-j$onHjjJjC&*u8tDzWMeh|7`5g3d_pS(u@eEXyi zO=jw;TW8|tWz$iowKrePze`hFuNXb0)Ze_L?)240*SYFhky5GE+Le*&)cox1*0Z;# zwl;5-%GvbYLNGoqLUZEP|u^3#zPr&=gx~g`rn|gP3&68FJMGM2Ci{rt% zywUB_&k8(QkEkt4J*u=%8+r0UpUP}HzQHy=jvC>jr0=Xs@|KFkGq~WIr#IvEScw%f zmB$q)#_-MRWJ1uMl;FqK*AmL&o;-IwPoI0_%0hCI3XLxrV@-e}%Feup?Bgur`OhJe zgy$CI8rR$I)oqI=86s5_Z=T1EiN}elWHIN$ic!K)*zMyI#@Wor?l4QB;M9~PWtf%Z zevA1)EMcv zr6zEb5Ff+w9H~2o#~KmbGIuxTd2rJu?hl?jMs90!>?KJ()oMf7q$s963`#R)N(tBU zeW<-|N4CA_mWrC87t>V6ImRqQH^nijl z$1SWc<7^DwsI{l@lsFkkqFJEG3_f@cQs&%*F{%MZTx#Yqw8#&fh(EBSSfah8aFCbu zGuXm)A`?TYFMFUudcWV+*M%5a?YdjnS;K(PlkT#twhU|}*UcQduPCR5`LXevbwsRd zA-ns9IO<=(DYFp?CU@n*Wa^Mt5e}XE;ghfkN^ ze6%c*R@xXO*%KOF;;$PLNB2o6@s_)UvO|o=vNy(8h2X;EPY*)RS+k-suVCW80^E;#smmC%X!_1a?6aB~U^{_ys#gurjW@{TsWK zhu&*2NOvF-5&L^ZRjZR7qB*ov{FbdK6d5p>s!YxdjZ#Vx{p-uB{qzE?9OBP45 zjR?tW%|@tQny!a?6(GJEV;8ho=S35a`;hA^R8y6FZLqc~5Fr+`!>9{^^xRr(^puRQ zcznty%15_6)WAPSeT*dq1A!&oJFZW%kDq9N(0dU=pZx?)XJZdVGfr5=o;jZ-V~c>< z@1w=Gh(T#b;T~G0tR|t{pB^H3`g5iPzR|`<&*pU18rH8%8=snmvRdLEpv{tFiK*S} z5few!lpm_KBC-wLwhzr^TjS}^p6fv}$Dx~fbj4Sjj3=%Kii4pvwHG9c19A8`y_z}| zPoH>lI4?G&g#Y;a;DYWaIU6jgGE{HqFuz(3qle8WX()7_R3s*!7Ji&$Wlf(5T%-J6k zIxViu+G=?An`TjD$JY`%>BiVjGp>2D{w(d^P!-B zNfb71>dSp!}#w*3?J0 zoptVw5IXC=PuT^Jd-HJ9do9fl;?%s8bR#5xynOXnFxI{@RtS-A#1AOLwkC}=x)i>p@*U_4OIauYny{fQ-|ExM{59QfjUgpmX8$@~X!^-)Q zcu$13@PlE4&?EmHga_MKS)ecwKLS^Pz%K{Uo!`_d@Rxl}3HL5d z4+JOy?GVuM0UBs{U?!Yx9DrdEc%0`^@vb==+8q_?C}8{h6Lwf6ZeWVR1HQQ7@q<8x zg_pqw6!Qq%2cB+zRHA$yd20JR;_u)=|YKR>c4p54KU`D_N{!KU#jf5cgfE#8% z7tYB57+dT{2KES35mZv90jf0k@1U~${!aYgSxs(uTqH12pkQ}_+;@1ja}c5j59H!S z1nvG$Q^#{uxbMxfe>Zi2EPx$YEc>DX;%GQs=YJFJhl%4mD%|i8&Dj^CHV zxP?_iM(BG=+A&dGpBuIL5~Sqh6CwTLrTY_FY@t0n7wCp$#sQw}_Eh zbkpnwUPjAPPmJ!BP`Ax9jYgd-JU&$Z!AD9;DjV&Yddod?+$oQzl-c4}2xi0tOzYm@ zspK|v3vInJG8>gmlX!T7^aQDDvrq;esrMCa^qn?(S69p$xmZl?=ag>VL*lQKpX12* z8r@CKXnmexu;i4a32`xe!Ojq!s{b?_-7=ftO%&0p7^&Fp78+e~sA#^Zs>TiSFKOOx zPYp-;x%S@pv0~yRW{?GZ#!$6W8M@RptShS~*p=7yGK4$F$3Fc+I`+`1JlBR8j4b)9 zjwG6y$8MVj9m`gwWzG@Ezwn^Ao9a^P{m+*lQutzC{HP4O6~S?%T&0~Hqv4f!%2PC7 z)MDkc7woxA6&m{Qe7&>S&@));+SjLVT)s7;?3r9YPb51N7nXKCrJLg2*P^FI$^vrU z4wlDL-a_6wD!dh@zrbM=vo5{#Y~6KzyYlGodoOk577tF3|Ive2@ifuJb$qRY#s#1EmiH6dvNJiHR9c^K)b$KL;V9XB z^}vjS)p1lKSg!Hx=FWXBb(b?FTi46O-=?muyQb#4+@6?z)Fs$F=E6JFKyG_gRPS=N z){U$A!Wt_=4IK?>P8BcDaN{nhX?wEMMQ5IDcD%XL;yW%jk$JxSCAA6Wy(@cISSR^& zN3Tu!cae_7dg*VaM>KZwjp|)B!Q2*z88i*t>fScM{B%ipR{P_`;|fd{OfOx0x1V`Neh@l*`{&oYyt5X0DprbeN z_k`O2@&-QaET0Kn>X$Eb$AbI+VX&+xxahUrm8pD_HzgVNyy!R@p-4ry;FxQV?5R zbKOSAj6Z@QiNA}MmqO!Xeu z+}1@d&i%NsX*~VGNi*%vCXaCUibp{~@HLaAeu2vyoBa4YK@;inSlVxsqfuQhTF(!+yd6vzCR+=|p42SQwoB1s zb(hvgK0(PMP6@ifV(vjk&OLM$^)ef8YL3E#6i&OB1P{7H4P%8qzWd73mgYz_#o`?# znDW#eW@c<0LsQ!`6E32Jg+a_p9I}@8r2}OQjYWy3Enx@svZj4qZ_u2E<*JD4^j9NY zzy8Op3v)`2RIVz_XR6ZND?`yEN;9^$MeuknmHmG5l#jrnj z$9dM&7j0>sm9I;!x}p}$EhGK;@q@j)@6P{imc)O6JQ)W&XM3PP?*j^lED8h^aiH$(i=wS$ zXbF(Cf5`6uU|{E9gM;`#;u8>n6{<^VvrAi8nBPn>(^WU7_$iI0t82M>aDPTN4Ka8s^AmYhq$-V$23u@thni44n~n z4?OtsTMzL2UD4SFShh3=oyviFZITv7aGVlRaUM*O_&=B?APIwKPr{ASAIAJ0+oX^X z4u_PhlZ+ZDBx3?VL|`UD5I-cuXgG1cu~z=`0UQn^1JF7AP7{M3d<+P)KUY8bn1~3N zDS)HG(Mf3lzrjF8(LS^Sg}*pJR^SHBKNZ3ORT>OY0YDXQ@c|^(34n06@ZP|;DLdF1 zshK!|h+__ANog7mbrV-78V)%dFgN1geoB1%DF*_MIn>Mzj6u!1Z>_(r=Kd@Amw(e~ z0VO^USW^pY&=U~U8q9^Hi4iDs2Ola}4HE+!9M{-Z4~1vO{0?z_3tHvlZw%jUV|lW{ zp2NJ$Imc|PabMvkr}w-a(m3@wFQ;mOh?k4pzr6VDvRLp5M!c7w)nge(!||j;#h~ST z<80-7EAyZBeD-!`Zo2Lf?XGn{Zv0ePiN0`Z_sg{{i7>zOn_FIcef|CCD?HX*2zJj( z?yfwnh*(oE^BwCeX725cwVJ`7_01z3Jtn93xd*(u<24jS_w%hsSVPx zk?xib5owh!6;Kh8Mi5W|NkK(gy1U_Ni5#PMucMb1ivTAFR4Q(k`h%YjG& z=6A!n6${Q>I+LM!qt3^=d+oLu3acfpX>{7{dgpy z_-ZMiMRvEDolB<-u+*gf8&Zp7(CK}{{ucf??Hm^10hBx?E_yFfqm*jXM(8EkO#U-&qG5~bhpfl#ORqW zaKt?5ZEs*l+@vE|_RsO>ey#O{h@|Neukd+#rvABSS>XR5_|M|DZLq}96sK;x zeMBf+FqiVHem~CmXhiaOXR`iiHf~w+$d%Ww3~yuWu&gp(F5{{pVU~KY@h-D}-}Y2W zNE6rYtPtgd_eaWT9y=1JWV0&OA@XwGlp3Dq#BUpxE@Vg3X83;F+q2^6Sgp)6A*uT@ zzZh6BQbtjZR|&;5v1n~W^J)l2TUToLA1x&ARqNm~-ue1M`)Na;3GOArbR7vwYDE%v zH<7P`)W^DM-;|Hi)_1qKlGpgZu+|7An~`Q+x&r8@W!zuf=?0stE7{zVMJHyQRIUXPX{HBU$sK8pGhGq`Xt91Z3ylv!`%c@w^#Vg z6y5Asq-8~L{qsWn%Fl1oF2$~X9l!XDX)jP(@p8FXKkgI?)iI_LXVM>Iujt{}rfs?LW-OiFu@EX})wxr1n+lX;;XswLw605-35jRR{uDXf z!@l=~heYm@zVGuIMNv3YB;C8dC2=IcoF+C2%-7!y8*h*i-*Bi^C_yose>hcMiwbXi zS{ge0Lxr8#g7Mcu;~q;Q=SyL78R@&+=_}Kd1Lvk|Z8Gd$qK%i$uZ#l|*=z-_+vVrZ zmA<3DX84HppqKmx`CEF^65DXY%7w2d(#Ma)zIKb8d2g z^TBGZ{&oubG%nH6cig+Qj}>4lKQa(+i+yv>?HEttPRGYIvNCzl%X>$j_DZ;7brq=+EfeU+bu#MLnTOuV z`wI+h8;wo%Uz?5!?$Cau*s;GH&t}Ne-k9@!4Wmv&;GF%=Gk5WI48QDz>8uD$zZ!_(8Ah@3{^#5^oe<`hA*j^rZl^8pFo0`2u8;}<7-aomo0$aOyB(4 zkGo0rQEaND;Ly!<_RtJ=M?buusfnurI_G?D4!9h;?lu5`ye8OK@p7b%on+Ag8m`Mu zS@;LC#P1wX>qgfia3s~8oPw-tORE6P1|4O}XZOA~uaIImyGGZ+La@9@5Z^J_Jr@lC zm^48(Gu<%Q7-wF?<^nNk+gc!~EPbzvy28p~rFSTTm6sSn^*DLB-iW()KEEZ3bGxi? zvDDyr&e9F|Q8bH{e>vzA3OgQL(9hLzw9=C!21OmMaF-O|J>LYV`c5oIO8Z6G;F)mY=BpHPq(wfxR?3R~>)5>Dn z$+sC^#)iI%l^xM-or)xblRL{A+>TX=%wm9Fql~Ft)C~#4gwqKiw1!6dBOdsmv`}Rq zQq?%v^FJ9KaO-!v&zbRqj1>P@`C__($+>LobBE6^FU-2#j>z7x4fNf>@h<*JVq)pb z$-Jx2UGb^kZcF2NRiHVaS9Gl|Po3Ik+UoM1w$7gK<)e|QjjX9_(JTw)L1TQ^C!z^y zVuv0$zqjrvNn8qYn2slY%rm(A@!|wy#~m1{eD;im`nIRY9#1&Bx1;zhUoj5J-JoU# ztf)JpmFA5%wAOVs$iG;n@sOxsv=;Syj^e7HwlJib;73JT#}E+(wVb`%0xU(l~>oLafaYQq0Vs~*ObQ(;DG#q&m?wL*szTRI2ID z`UF<;)@Dun!Pa3j$L2uWZ5wg(m2rmcD`FRR{3mrJ%NmSFTf9C{tLsbpO;zZQCR1G4 zvE9BU5EgqaEOw{7`>yNpepighwCmw&+|&A@5fLw|Dn2%@HS6XJeLEOVH4>ERs!deK zUWWdpT!JGN7bNU@gB;{TDM@Tad7gYCCJr?lN!%f=OHXoS6u1mm0UQ%N@`=U5I-wxpBCX>jSh?#6jjV!`Nac6(4egaB5ED7|#n%UCINb1JPF}k^6zi&hMHNrTZm{e*&Q}RVNJRwqkM5i^p z(D-m}_NYCRwe=e7Jw74V+vA9zI#EVTI@K$FaZe@f0v*mDrtmo2%w8URSZ*?v@I`ne z^NZKpKvu#aT^R;r>z&0YHD9-)_c*x^Sr?k0t9|{I+ymcAH!u==`HM#2jdmE8L}J^w zsL84PC1X-ot3l422I6x?tsFiAHjPG{x&*RcnIc%SpFf)p8gL=hRUdNhi0CO~S!fR8 z^s*>4S}8irYcc=y+NyiL#P*lgbDXkAbh0z&rQ(dn73O0?;;pv49&oP;Er31Nks;{; zF0-QwWyGBCW3SjmealAWH@4@rR?~15hq1v{uB!Lod`SbS)1Mv|3m>M7)#sg9mJ;gtsB<87x;{y)vk%THvNaK53%L&iYzb4vo(Z_PGeA zQk=?}4=)pH4Or})cJ(x)x_02~BP*RrrL(>d$0Cc;ol@W4Y!((@&yaquv>NLFcIU#S zY*qX9{x9Ftm3F;qbi6vazD$xHeOhzw`jT1Hoz*(uM)~f*VAJ%CQF4jGj%8bCcQZZ~ zuCr!Lvd*&8?&Z~I1JAva)(DR6cGG6nNlbB9vkZPn(zs1cS?w;Kt2b9CY1R(1z%3=} zAk(jU%GUdEOYx#@7~cJUGKxr=#=u^Ubs#d8FN%`l-FITYpvd9%^}ecg7TDU{aLO`a zYlWof!})veBYW>LeHa>UUuR1-x4zM+N>*2$%-%*&N19g|`E+Vf@#0QI_H^4={G)Pu z0%LZC&qfcqm1Ic#^0lJHQtN>QmCNZF1t)JQQDbqA8@>dTW0_SP4IGo}=c#BNX&c_T(( z7yXS@FZ!q5+Lg{8y&|;62=iOyuZ*Aj+5hOA!E2X;c0@dNs`1B|njy8~>Zs*)jIUS% z;0bVyR1Sk|d`y=R*dOl=_oPHGWs=zRI#ekCyp8MSf6?xCMV*40 ztZdllf~IMKHFQK~QvbUKy!pV5p2L3LHK=H^xfp-B_W9U&e8+<%jaCObw#Ur&dISObiI2x;KrN?-}OBhJU&= z9B@hLHDNiXK#}>c#lD`hnja*&+TB!&`3_b@2c187ric5e?uJ&VDRqiIx4mxTnoOK- zB|oWVdtHkEh8aieBsS>5WwKu8AtKX!2khf=I!dy+P|W+|t{pJil54M6eejw|4AA`z z-tdvNc}W|QxXK1!XvXxGZ0-uymvrh3GgSeys*jw21Dp7RyT7uDyoCo|`6!#o#{^@_ zjY(ed%TkxSGl^VdZ_$tRU0%Q$k>ai8$?KymV$AosilN{o{@@c0m8-CK;dIDm7S3GA zj!gLNbFR|C0@Mnn0iEvV%TV9(h_io*G;$U)qq3CDpkM9dvvMew8ZItZ8%tvHnhRn` zF;!ZI zK2~4c#!r7yVWDX|Ij)FPq(LFT##r)UAu+D<+edsv)`je%XYS?k`ZH?Z3mS_BGd;iX zZMivL@Oi4GPZ=LBAxa(h$dxY`EmbT_-F-f!Fm5Ixrw>Odl)lRncH=o}hYi7+o6T%T zAak^c?AJLS^i7Wm(?Y>aJ<#u4T(w0kSXtbe@99VMR2QCI)jvidJ zt+=vSt&ORoPq1X6I9t{vYJvD-vZ0>v+V!gE0t4j-!;W|9t_?E@oKimIJ&8JsBkb{jS8ZCH}WV6RFcft~*Zaq|ZtYiCWc`wxXcq(ee>XNT6%W6-kRB2+7 zl5qKaqU79>5m^sFX^{<^%6{)`dvTda?`yKX zQB6Pli#Bn1dB5Gll6*~W)WRQ*&O96Hx-L*eA{(@q&Dn_mgM~Nb14o_gQpJD_O-X&PpHbTHWo4hm_PB@dd`rgm~} zRa8t2DwXR!jg@qW^VxE$!SLFCEwZ++<=Lvqy%!ogBhyQvnsa%w`}J6DgEjr?_a?z! zrA_+ha)HFM0Z&UxD{2;72m3o}+pYPhHO*VpHcGkP_Dme+?bR53n7XWrm`J@>mWhZH ze%IP}h4``(6t&BWh_+3-Dg&m>Sw@EZ1Vi*4X z;h{`4#cJ5MZ{eOdy1%p&y*6wLBU@%X&pY_qKYW$th^Wlvei$Vy&$SO$gj?J~i=WTG zdUQ!l5r4v&NZQov2hHVz=uRnY;Iq%Srq;nZfeHoZyTp-9r2AHei*DTa9l{k1HC0`d zk!q$|>g&|RL+{>4#lEUJULg;vV5L58i<3MWG4|VCTL*`7do!OpM*`{x3q;4vJpE}M)Dga$qTn(|kErZON%_lkx)kp|&PzJ1 zB&lN^WPLi=P7D-0&5X?=8_Kxn3+G%PZp#`o@YkdU-5jyH=Fm%n8+qB*pG_q5i*MgY z-x2P}qL-0ea?gVH9JIQp>r~#OUiQusw&THin`#4;s}s{p8V9eWCaq!P8dY1Dgz1?4 z!WmYU^1ZM3+H$>TlR4(mw;KHL9}Yb3_SF+HffE-Vh1uZn+p*C|<*HGi$^{khx0$U-7dbGE)~fdBfuO}olfHV%T3 zRK79|X@dx!CqmD$dweTixN9a=w+MqpAwTnJt0IY>jLVxeuG-n)EV-ul!+LVEnBsDs z^7*ug44~?X)^pisy)#;TEWPNPq0L@(_-i%Ev@_Q;2YRQwnzAwnwWUQe}zAdQ(o0%d1POTkxx7rU;hP^|2xY!aFiK#wMFqK~%rZ}BBubH1J@#?`t)+W=gOAG{SE%X}wk3t(RZm`b>mw)R0 zL>3ET-@ zW?sd<)OFW1x~4Ru$gq=T@)qMusb}tDN#-A43}-Gqr?D|YQ_SWqoNX#rP&Mnyw8p3M z9O3=OFi!o=FAXi-C@k7IQ?x6y2qUKE9v%yJ@+~Y~%{Cs2V(q0Yw3DIQl{{+HQJ%@0 zH-r&Sa*Ji^y_Xu+kqQ~*r5GuU+8T9wF{DW$Xr<8w#!7j~Vs6m4l@NnBM=B_p1OF6P zw}@Wjb_98q7M3zYSIli2I(6-cwrnn3<&?aXrB=xcZeBTX|zd{s-LVykI;?3{y!Kv%(~0!67CzdhDq zAVtf#(tOFPJUR2G6r(Z6PDil9CtF1ij!PD#8$SXc=L+i=$-nBGSSw()jMM0Su3?rF zGFi6&n>aN4+0rbo}P zkU?@6%TmBumQb4Y)@N{v<9v;(a_vi)6q9b+Q{&A*3M&G>_Y+Q|zwiu$8;Ec)#b0;v zxoZa9;E|))dlG(ccz-A zyA?ZODZz-|&DAkHVX60}lqT|Qrpw+$kyi?Q8Zvy!kd6DR=)flwf%PNWBz9WX#NUOb zZ{{aq7cdOh%?Y?LGh4_d9qXYvh4EAL7vhHh7cv!5c{DZ5PcVvD(w$jlzj#@2V74JsxD0VM! z`02K{rt*pJxz1R*dum^`Ow|mF7u(YLkxu}I31ObF(<`OWPw#4BqGXr4>SWX9WWb~er(5Qc^w^&zSnUsKGB(<{CU?}j-n(21{U50bLbjM z7~$|A(tP~s7hH93|F#ZCHm%c3CFi|sg>ktf0Vg6aT`4b2Ptsg5ZKGO7Gvw;Keav@W z-BwG?t7P508P+UJv%;Br^-{z7@6&1v`i6X76v);UKF$2zfWKCUnLihtAc2)iwjeH4 zwev93`nKbbDq3aabF))9%8yq zY(;rRmUbIil+3!lVpSo=>{t~3NL^vP?gcmx9z9X+%FT?gxcxGJl!Pkq)+hEp#r&IHME${q$#cH^uEI)kcI3EE@J(mR zqqPqM(q`fnziKrV6jd{m73fv{Ohd2T(F$a-#2Gh!vt7pYBd3dTwbK1ZvDr+s^cefT z_Nu2o!Pr`H5VO0^_O8#?HDM}K&w@GIiuO`Gu71 zIzduPcJde8W;y)$Opjzd%woB4{Njiv3Q^;WE2f>{C+r>VCCpwCVX1<+v&<&bY2cDsTQyUdMo+!SbzU(xdNdGFCemdN?CL zE^hF&>Z1+`7Ez|ZMt)+uzCF9j&pt0bcyD{BG?~^{=F!8=p2tN#jgoij>PC92j$#L{ z8*p~jsRv#%iQnL!tUN%Kgc&)n)_TMh;yN3V9SAn5$r~#SZ`q8$ICw=-(i}$WRR(7< z;$aV6DRdBN;>_|YxWjHvPgz6a)m5NU^(NJ1MG@O*5;yBhi)IzRukSHsQ{o(P?vf6e`>eHS_nq6=!1D4(drM;_WR_KH)0 zBlprrlwxA0R=i)x8dV=P#rC^h^J#=2l`nD$)@$H{BOf}dOEr067kwCJ>^W}6(ZleY zGAwM2zwl4zj#VsovbP$;G-Ed>!;;q$E#Jo%9YO+Kc`d$g!9JV~ePi_d!kp;kNL3R-VCU>0(mzp50DrBu9{(poe0>W?{Cg3;gcRGucl0nmZ^aRF&7d0haKTWV-&4 zkNX^y0$*;pV7|ht4W&@NQ$}aigK*rwt%_(M8@s<)(rH=V6;!-Wk{jol{4;htIlO(v z2$zBKi(eWzT1(Jwf_uZzRS2wpwOu%vdM4LS@yPmRVS9Sul>=%!SxZhR`c0_Hs=T4{BC=T+OfKli7ML-&_}o+@>^HUGoqnFDVrcP4hAA zV>!4#zL|GNyg~Dq2M>Maqm48>-9E=!<(3kafC17KTh|iQv5aD=zOR(%4;{Zd)enqP zkI>EC`=-&js?9I}zSs<)7`b($#&Lj377BtNjY<=Pv0St=pNtK1#1jipOO%s*R_5_w z*1EStBc2bDWrO9%%Z427=)pSDYBB`~_}5gaorrTyk2W^*YQT3~b)MHG`7b7o(7Pw=qpI1Md z_p)+Xf+I#;162IWx(Uz`WOjwt{!l@2<)b;`N4SV@6AXPSQSug>;CBoW8MY ze3JZ2)uu8%s}H#p^_!_4Z{FW4!ZAee-`YtXVW3$gR9cTi9Mj$n#6$mAHv^GZ+Rm=y z$$(2((2Y1*=$;yztQhd1$HxP#P5^tyynLdZJbbJ?JgnfV9I_n3iH=PL?&4^NaIv#C zrE>$SWZe8$=*~R1+W*etMgTQ2aL3FEao5!h-2M8q7PxvxX9_p71qw%}5ZIyXV88W` zkXPBxx+ib#xAnB5Uq!=49>Y0!G2d4~#Y-Go<0p=E$pbd;%w~oWZ?42XI9Vy4(hC(jm3-{@%Sm zEeiaXyLSTrpSmXqZc6_{_XL40MP$;S-8(U&@+bC?*Zuz6uy@*vf50Aaj(XBC>^Js+ zNr=;-{MkLE;fB9q4|xIczpZif0`e;I2a*i`l1E6>BoN60ssJ5FQU$PG0#Su9a1bK` zC`B0PZa`E3Q3*64h(Ck?%|Uv;f}k-0U>g`XbO0`LK^V-k08n@XejkBaE9fMsCy1mH zkPh-81zghde96)_0HZ9!jKb(oKYSyc0eh>_>K@5A27s&#DxIR(SWSqh=4SR z3Pb_r2m>4fjZaAH7?cBC1+41`LFR(MQY3`L9S@x-fCIsUTyzM5i|J<+4!zIDB)|)( z3E)8hnmAx~NDz!)08+&TVgfL8+%fJZ^lz5swJ0OA5rKIk8$ zF@vOFFjoRlKOjPaa1QV)0PqRhU1lsNw+iZkm%fGEHuL4y^B3Ijc1BPdyV}q2L z(9DB8et>Og=Ag0=!bBlTg6cqVP!N)l1M=VpGl)diX&TfSBnyK4vzY(_>~C26lP=D* zc<&&G1hoVW?F{v2Z{%=K^ZpF~4f3BE|DG_iGVAzCW=J>Ca-v$3lg76DHf2I5` z1RO4%BqJ9Az}6ywpr8jbZE!}>P#$uG5apjyKNuwhQy7RvA&3>hA|(uoJZN5l4;SE0 z1z3jz6b>2hhA;vx9zf*q0!qn~INfgI!ep&2EX;v@JTr4(`ke=6Z|&gf40AMhvPRrB16K1u)?JuA(0Q?T zwDW|4y)ejewgsDRE7)CYH|x9R;03owINU`hIoi28pFlwVhoUeuYbP^1^FM+o1x}KG zLq3U~f;^2NTuv*SAsjuOTwn-CU<<<4&d%HgcKQNF53Jqb&Yt#QgY9B%20Mw{L8E~= znOoSIdpNtA0+VmQBVb@q)Xv=588Vn)2eX8Jihw~PBaTkyW^} zp#KDSu(UJ(9k6zAgE^R6o+wJ$!JVyO_HajM7X%El9}n;e0GfLMy(s{~8ief-meyu) zJK&oDW)9}r6PiB_3n#dliz_fOe-;30K7atsT@a2C@d84*Yi;I=oG?IpRxl};G)x92 z3zLJ%!xUgQU^iikFeR8WOa*oerV3Moslzm2nlLTcZJ0Jp2c`?tgXu%vK{$X>0rEIC zz<82`q}j7>!5!|N1rcDZu1*flEiS*yG6Rca@M8W641iQ3+f+akrAmv2Q#yCH9Zp|FhJIT(VZRPK(PE~4qz&Q2TB7>{eMe50ds@= zr^4rdMAWH>Le9$H{eFP0|37N3pZyg7rOW#-ex6n3&UA|Uiwc{*B|J3zp|`U^YhiI=$(0)}t^0@NJ= zbFp$VHwWtnkbM?FTEd*IJz&mYpbju|KLY42%tC z3A2J(!)#!-Fgut%%mIdgIl}J2oM6r{7nm!|4dxE>fO*2aU_i)2tB1Kg@@3`fU zAU)v!&8F`^g^QDs!|fcc;4o8&oh^|JeizB$<|lm23-f|Qr;PJo05U>A^A$k6H4C4LYky8<3 zh7>E1usoF}ryE|FvkN4&z-kNjSa-p1fd3ThTYzmB%mEHII$(p~3{K1)K`X9KrsiPd zj10j|5kN@Uot%Ng0HOScnf#wcy}LOec%aA)2V-&r`wM8_Wo-_T$A6K%k&FKS6S4;V z{|D}c4z|yZtpCq(@Bb{U|Ff|E&%z3R9{$Un-@mc2{%Pe=2AJuWHFpEQJT(-g!RJ9> z#KH;g0Ja9uiHhgh!izN7@wcx&;4tbh{ywpsg#2#x?=;)@=jXtGuKm9@+XtN+{jb_S zsVyW3zOw!+&$Hmf>v!${qS2;*%WNJv82`%dS{Qzd0);WD#a+`NJ-CkF? zRcj4C<+!I?v`DXnZyUkXhhsHcTDr)~6(V=1T-u4GvqpIRX{*{Bc{1O}UB^Cr^%@@@ zXfsiWKGY)Bvw363BFQ4FQR1O2;u(|0c*VY*hDxeC%wethc$h;_r97Xtc^Jl0R%sH> zt1%_25cTyHqxufhlDo|YdFNu3; z_?D*S^l00IM=FOlb3fkBtG#Y$EBWrwZqld|F;MbDVw-4I|J(D?cuV~HUn_pwcGMFb zAMaefvwxJAyK^~YTkq+FO&NcL6}f&!N4d!2j@9FKa`pQn%UjfwWY;we64(>zo?Sw{ zm|2p}SWdULfqw3DYB7JUb+BCU!1wx=M(jzmFhSNl?duwH^#X67%3~1bZa4Io-8L7_ z$K-5pW|y7DZD+raUt#M#s^`ibxP^N6Cu-H&P>pF08zo#iqhdpp9=*pe;WY}I_#0VG z`8O0q)17r$+K(RI5ZCZVQ>cy6s9JQ;BzUWIeq*bklAuaNo4vHis6;Ev&d$bY=jyrJ z*@o3)!WE6dWnc3N7o_1*h|KYRSJkfxL*M98&a;;XkMgavNbJY)MAZh4rs%b%^20x3 z_4dDXy{lVE#Iw>(RUJyYV6ZH;u=Tl}+zhTkqW>#1nuObI{hAj)dHaY&@7^79u}H@2 zalzxP?;GS(@}5LZ;l_~XMKq@7<8f@mZ&rTktA1PZV-oe7syN3A{XI45@6Y{3{r77` zdUDhD@mMGo(nwO3hz@slh{(kcG@JLEe^KnwSQ`JUs}+B9!hNz=_$TvmNZS4fqf6kx z8~JVjKk7Z@%m5MiO8bu=v;XEs@T4pMCyXu$dILI!Njq@o_MpAj1=%Y{sd2$^Z(3;S4cKcZF8B;UZ&n|m6 zmx!_I$S&wQ&6j%kkfdn>~0 z{SK2fK4*;^`(Hb9ZJ}~%9=Ufoe|)$&=zp|TU4Q>u{djl%@m6tp*ZQ`Qrq#ncc3qDY za0E9WlT1ib(lUmLWZU>?UT@fpJYE~({8IaCSu}c^$w_%E2O1m4y)&-B){1I6_5&SAaJ@zBVWaPJY0+VeG@LSfRB_9e=Xg~ z@%4Nr8XctiqT~_wapU~zaUrH)4yF08>g}s*)>{u&%PXt5Nskh@331AmxN}r1ef^y< zKk7Bwsqq>nFdg90KH#6Tdg}V|fj&aAL2tBfaZqB6leWv-iZoP7bII101<%E*ku;Bq ztlU@fJ&#S!z(kWNmtlDs%KKX=sxkfg_Syj^teH==Xypv@n7-lUigfYjv3+tE!rNvj z3Zp5@)YB(!ti9ool`EES_T?P~JNYK+VOr@(hrOIIJd`IzqhH2+&Wf}-c$z1-ia*e$4$;Ugb&cZ@d zCR}T9cg^ll3_<=x^^HLuEp2Px4}5Jy9_w2@Pp@wD@eL^9?5*TkUF}h7_sqN+z(n>z ztK63I(EdTCKj*c4e4WDHI}{uDI>pfR?KuS}Q|h)Qx~SAEy>2Va*;`fmE(T!r&ws#@ zFjnfKFutmm$7)a+KH}{~tF~lZU6VI$`#o^)hb{Gy9b^Lu&wTLG#OA$K^fEb*_OQ@IEOBFS)hU9aWDx_eRwnX!@PA7n?~(XG>Y z1%{9D_Xewm)5!9M31J!(P6q=(R%MJGZ^^hrXgM7fS$8%!e+KQm*B^6^*c#}>qWC~K zt{_!iym23I9E&y~ciPOhKi3!Vlt=oYVM6H0VYTtmyyW3(^6|#D|Mp?r@!on7+Vh=5 z%b&uWEB9wd)~&NwHEUPL*Mx8s2gqhr5i!&W68JQf-OefmbqQ6UR5)KT2@vk=s0oaa zSyvwsE+?e!iNmja*!~c)q&{4;{~+wVE93ii{{)#p+eC%uDV9ctjX5$N8B1$@qIIfI z>fs{i%ZwA$Z4Cro40oeH7d$s6oAPES;^i&efzFxoZ%w-!k9P(OEUP3lNc{(=K41j% zRi(}xo`2VovN((0`;hgg%W&?rpZ39POvvu*9bxHGQS*D%zDA1+Lle3RUkOa6__7#{tU12D8J;?ebWsJUiaWyKYlFirm- z9mW2-mwN3yDD=3iuLz>oU-OM_N?|BkUfzwPqfBsKJHRQ3{W2q3g!Y11CM|qtGe3=^ zW{~QRGp5O7#UC@G&oCP<&lk(p>uT~pVhSweN0~@DEPp(0PN7jYI#5vB>-sLH$a4>E znAzad!Yt_*f`H9SUr{*pT_XH$;y*D6FYM@W4~XXX*Kj8DZI5dE;8NjnloF*aV5RE+ zzWr(WCAoS+!+VMy6@KleHgT1^{hcD^e%j7z^N1>@tIiurGmHAf^EV&wo2@kW7K#Fx za8r(}L!($&SnHz7okOFRj@g|y4l~D7Pp!IDP@|ukrw4N%;8EYo+vIUtCOuB6puXkc z`Fe_~>Q{|tK#2d?;qBxduZuEmCVm!erH!s%$X$F1m3MR`P?*(RacXiJ^EwyaB?f)r z%xT#XMHzGWR5$ZfDo}q~h;K>GMdo}4vtRzrcNBq)7^dabLmVx&;WK{fRocgkJ{DuQ z&o65>s~JC=^E%zhcI*i3aNY+pcf*>A}W+eK;8EoW>X!%pD( z=<}-=v_mQ~{kB3&7lvkhC}Ypn!*`fTO;f0~@`eCG*arEW)mgx;$6NweGJuJPNzeVw~Z33-!F-7Pm*| zj2??m)WR;Q#70V>K>=1YO(P-C_4jlV)fp9T(RXt4QUEWHVJy*B{Wx++DM0479=wy6 z%=(}u{0p77+6#@y0sp$!7rq93M%*dpFDMueE6UFAYVQP7qdj<%o~xGQNk$Ksvjw=%FvBvQ>V^~nY7qoO9c24dd#=` zVPBaGsVaLVNttAek!Qq6$4jdbe>|LVmHMkczIzTZhAoYicqps2i3I zH<)|3j|eh|sHbXTB_|e8Uq8*c*5D>ybJ?&_RmEDN)M{ni3}NZTpOgU` zm&^lD<0J}ZOE+f3AF{YUM?vTJ?RUCxNHTs&&j*c?>jR4y|NB)|sOV#J6puI7`BR3O zKzrcrj3Hf14C;+eb<7lxuUDx3htLp?(}xU{6W7i?Ov}N%F0wH5HbJs>$UMZrvaRmm z;`ExOIBVi@gS)xmD|aQjDis`|W>^sQ<8Uf*%Zr)!wL(A45%82ugx{_~#V&Z}u<^JL z{gK+hosUD**LjNVhgw~E-W8$dP8U)=Fb(&OU0SX$xTKbmP%mZcD1E zb3^>&4ZgH#)puj{eUIggH%9F@Z37q!=y*HFEdnux4{n0~T9JIFlzU7Xy$ZZr`CWYs z&+pWa&4ytRChK4Gt^5MRH$Fh(fW%kXYID3}C6JLWwvwjBMdtvMHCw(@4|7H;?)!}` z%oO^YNsC126D=sY(_c{PJtHfOUvbHAx6WKVZlv#zRTrC6tf^U4^zn$S$hjRCnZ4=_ z5AmNoB!DTKO0&ygcbdWr{aZ#JpOxQkHao2!^#0nRj%RC#iFB4@i_+V_3HQ0 z{*!1_HrKoJy82od+2@udOtL?SwOo*-umpQWp0Pqz0xBNGXBF`|`Ek^bp0}i}#phtV zwaQh~SR^wYed7n4FU7)}8tX86u!p0%p1oxsS?37j^Dg9d^M4U>55}MwXC7O;OT5&? zGMPPXG=4!iVuh)JVU~YMZmw^l>}!QmOYO&xSxT4ubmH#8g4mU0oj32GMtc)0 z-;Zj6kx1HcA8h%ocAkGCIGcso2_vtyzRR1kPt35;wBEeoCtiI{^_J7yW!8gb6Mck z`i~hOp~Rqn?P_a}v~UJlp6{J5rz$pG3|J}kL#YZ0SZj405xDf#UR6PGrP8o;IpgX< z|J4VdvT58SQx+geODtX!5zC~)`Wgt!8G7H1u_j2=77>&C=Z+T=)kO$=LzCz1fYL6` zNq*HAKfI4%&^&}aiYusJQ9&Ozeo<(Lm?pnx{K98){x^jk*kSTC2Z; zEv~6EC{ZolGAzw_E;wJmX@{pBszh^W8ay5()ztY1AUX&qIdysl=^4HH%tzw`a!&Ln1|TyXv5aBDRxjTfcAFIqs? zhg^g(GV6k_V|bl=&ZQ|g4PpoECA zlnh3uw_Jagx0{X?Qcbne=d4e_#>TBYT)~q0TxchEf#9WM_h=;hO+Vpw8NvxHN)+cu z-z>R?Q3$@=a<+XXiSI!0a^sRkz=hYpI&c~cB;=ovc^rkzn+G$j4_zVT!V?cTz^7KlH9m!21zW`K= z6pV~t1uB{{6E5zs&9LUmt%S6kXOad#4Bp#x+Obq&`y0cnPqOd5 zH>FrUCOsJh%FuP1akD9o*o#9CicyJ5-tU^{?#7;UM?btudU?oLWlMv3?`1dUG)+L? zrLSmj=qfEU2+ii!BrQZgbskeruV!ps5@zvt%mWxJJ z_@aVBIlbH2G@_QVAQ^k{i>1=Q|je1!#2`)oSNcSt?S_)rw_?d^I} zHtUwnLJ{~0nZCvJy>f){W8OkoDfgN(pq20;T2)z{XFx;Veh7UCpJ)HQ3%mJJOyfzkRSg+2LDHKW zIKr58;tCftEn;#+4=X*pd8GMT`ww|<9Z5bH{d8PfrOWHQR_l)uA*AthhV;v1r&lb; zaY=-L_omb|*+7l%S7DTv?MNQ9f@N(;G`%GwRqjOlP|PX`m}PMC_7nY z^w(axWi;5Giy3xtCZVCp*4OS#P7Ikj63DeAeR#N9>T^B#PQO3`yvm_zn0dv~80C6n zc;OX^VzJ|uL_}BlSZHKS4`;>wm*#r%q=oeI{%pacuo~JXr|vt>JqksWTSt>g2t8H) zELXc%Y!}@ro^`2>QMVU!n*WTLc@3W(cc;PLI+tQG9ppAW@Em)a!BIDFa?uC{tUt;d zX6EvetaLx4`iS=md&5dCen!11so-nQs5bin=pQ{2n=u3?pzGs z{p-=uSBVAiwFc8(XUL||3T5REhUD#~2Tp~lun{Ut&bjdq9K6Iy^plI)in<08vAJVd z@>W+pItbI%!e|TO!f(^bHkw!jG${4*Ro6}ZzJ>4{2}F!1yiB2WqhE}8xbvxGcWmqF zug;S20L>KYqt$nPY9Fk;i4PlhJ_z3Qs%;Uz<%M|jV}SH1V!-%$O4=Ja#9ia=58hmq zY;!3U15CSUUEjohnYz)wT!HyFBsQY?t|glM+RA1cdHG)VapY7x@3QfVj&Z4!7N3~# zK@r-);(bRiUxnm;4f6kwy|<35s%iJeHz^1RNQb19#HLF+McA~`Ee(5<(v2WUC?G8j z5&|lXbSvFTm$Zazx_)Z|KF@ugbAF%CIqx~|dH=cpP}Z8g*330m%{4REny=%w(NTi9 zgr0nAaVG%jQqTC6$l)Ew(@y4@IT*^_w>rU-hFmZLR;eRK~Z28EVH}mi%Hwxc{E2=tcP)WVHAzh%SLW$jdpIz@ zIWUqEJ0=-x=R6e*B-NnwLCiSvxhzNcfm(34=`YGr>gtaVejQdNtgJqM_oePAm%{z2 zKa}o5=2UBo_I3wlk2ai*=i-#)OXznoXWZRdjtc{47X^+AYrYmz{6cggNW`TvB|j!# zo|CMgmxf8kN?UiqxQD{!NY1blL*w}&MEE?`xTw==E?S_w+DJ=@DTGTpaqfdPg?s~a zFy?NE(OaGnjGka#)6AbDe8#kSEKz#|CAGf<2dYc)W>px_eRcYHM#5rPqRQea(JwXy z!P+p?*7^7_#@rU%P`3?|18bnPIif&ODRhlE%qxt6H*Dd=X&u_ETO{H@W%X z-415Mkc@=Nh;)b17tT1NLbKSrd94}XZc=*ndgNbv--J1>`!wY}nhAcn9h?y7Z50F! zB$%gifqTg{2D!)h_`jAt?7-S0y*K(*2^QkcY;t5SL;~lR1s~}4t=oltZ{E1o8nUPE zgleg@1dofQ$n7{KZluV?;7?76p%>g(v3f?_NfvuAqO?6y9o5;^P*~ZjSJdU>F4am? zf?JnRXsj`nzrt6{MQ&}E`i52JBIh@>3(Vj|tmA@(VD2;|XZ?5C+AZsPO)H5}I|Teu zKh>Rr8w(_b7nmJ&`)b(|yL+Jeh7O}6j`wEuXO(tK+L}tgc^D3o@YdA+{9wjz@wspQ ze&RaknqY>7iUG}=DSf|UNeqit_$-$pC$3!1QZUzTwjHXllFl^Yp@U?DXb5M*?;%Gi zmT}JAv1MVq>ELdwbfDpTwOYxidiTHQ2F@p#Mx5Q*bFD@@&GWT|*6 zpo~cw5pvgck+4}m3}BqAp2{uW0SEfGO|7KX*=I7Zf^&Yb{!XE#dO+%{(;?Jl)v9F| zArRy2?937fp%r(fRO?`{dK|gd!J>vs|H@4sV>v23E_J}~E0MD>v4FDm%nNm0XQ1*a zwKp;JC#6&+7-P_071)u0!Mal_iJdMWY8hK9a+X@c+0@b2{IX+5n`YiuH1}@xu*(EJ ze+>4G8~XGV#;x6=G7`6|?kGjZRR1O2?D=^@3$mZCetNIqFg>5;M`hYkW*rgxdocOp z;bB9;=*J&cf(IY82hKY8P4A82WAs*e%wVm&3ENNQG-ZGY1WpJguM}s$CM-xhY_azM zi(1CHVd?m>r@4(k-1ubC?=>HPIOL2Dt9Q^G?nEP6Ql`-c)twNEck=o79Rm#Svp&Ru!=yN|0}y)v>cZuYL; z$vcq_h(~N1{Wl5`UDkzuy1620vM*(o#@(LQLP4%~5_Rq0>X(%(gin8A3r>05Fp{d) zxj*DR$-l2IHyg1MLtTSeRgUPZBB^`&dxP?VN-7^~0;sk4C}nf)dfj82LtpZpAAIhC z*^uf?h-cK?bO@E!_Tb?Xq;#G5S0Wp%1(Gi38MQhLm)Y3Nb)WH+r8fNiS>&T{C+-GiBHQ$hCq?`V~3)%${NO&w4mzvlnswdHtcS=K%Ao zqrKS(3Sco4dnS4RL-dj;pJ)asdRRrA#7+my&h)X5eDHatra@^u-+--B{TIVX$E^yT ze$09g4(9hFMF0(<75tHnCLTaM@ePmxtk*v*?5*w8?e5833&j)%X|DpIK-VHkmCF;p zy(wNt4#x3@a!i48g?{`xuMk}I!s6b!VhWK&BSOFFIEU60_|)%r)AVWWBdb{bXcQVM~PN^gqVJ$=vABP@L1JjehV}6BN{9j1KV+n@ojS6{mhR z;x_$`i5I$iirM380{nMDkz?mlgo{sQY~57&PRdr%-RNpU@?|&W zNr1hK!GIh)Fzt8D5%R(rA(#EZIb|6=g;ACSYB)v}9jthtQA~2U?$+}UM;Vb%T}oqg zAOHMC=Ys9n;{HT~X=Z5ZrmEO@w;a6d*cTO}vR^OV;ImP?b?(hN3%Z=p2hfS@B}B^J;QKDV?W) zvEQkkIk}koy^xOk*{qRDKc%q$mPfj)XtnZN5$dHN#*OBcg3l|?E`4^Ql~6jd^u_M5 z{#$FplZ%qht@fhTP&MGGS411lh1Pg_U~|!GV8=qa?{r~iuNiGOX!VfOU^xw;OI>2LuT(~G+p^LYgKMGxn>497uPn3^k45G1oRdV#&OU4fY5}1%;n?iwp&JK=R?U*l1#Gm#<6QPuLkC-r@X=R`r^Y}^wJ_Tz z6oGd%YeF9gdRFU(AUM@g9`KnuB;u<{ou&VT=`MjoJ6DQ=8@l^kC9byToedPH#Kfdu z=*-FTKl9Mp^iS)#Ej>x+GDCNPeTh(ABWE)Zgu%(u-)#yfNJaELPEay;;WW?`E21fw z=ey5Z9yd>`a?KYD@MVN#%~p~b&)-yTlg~Fh;ve3}F+JkXWH|iR{`t37(6%SGZ!nSt zM1W5sR-rwG{G-DpYJ6I2GAQqpEYt>+S8qQv;{QUi165V`D{uxA?xH+tMuLYPN>1b? z`A(BP4nTGhlBY^FP;&`V6bxWfF*PvpUcLoaRkLtIA1FEN1L00ZA*S`&661<{0({0+ zY#WGn9+Cj>reI;a7#`=LW4kx5X9VdDginp6=dsY>3<6fj;Wsj?_V3f2QQ zZaT>_-lw49O+WiSrW-B*QrKtfiZKTd;$u)TG+X8`ihwLPPF{C(|!8#H?Zl>{#o zwy7R;VD?xhDO!!cQj7$5S$l^>Rb7k(@PJQ(K*Xln8s;A^KM5hwuHHp?)UV?!v5~y8 z*8wulg!u3@wM4QidG5Zj!su@evk`y*BE)194dnyQ*#z{c=>zymP`3WLE1W3) zuiH|{Ir-=|AvoIAd`&~niAbDZQh-H7@{Gn=QsenCkRoD<(cfYw#orJoOdtwx9m3Xo)_DH+m9{T&gc3Zj(b18XUH zN2x>G*gH-2!0HgdHy4&KNH$#=pD2uP>X%UQhEt%dLPDOK`M*GjAe0O!8cAUskQy~P z@AyZXo*t`xAkWcb1Qir>nLzcAQ~;IFF78C=0?a=&trdF!g^?R53l&=e%;}2O9#HM< zEMUw;FE0LB#4}e#fua=WQp*KsFA_jLcE;qilNku}$qIkUKkW6X561@q6ead`3KWs6 z`pd906h1fG^MH0{HlUyu#M*!(I%&lw#5f1fYbFIWZy^i_GWiZJr13S(Mq;R^98mr% zc{rlKcH$u;7g~DGLq<2nk5ExYRo=GkNThJ|S2X|?H+Ho%ua+Z*oW4-jGM|J{wQEag zdeM8_0ZP8bGkqgo6Lf#96pJ4?{@b#xGr+powPLJVSbpIG>CdRcu&;{*Q6e;<$^OCG zzY&@z&?Mb&g8rH&d7z2HxWk{ZejL=&OGZ27JVr)~!$-Vfh_Xz?Y!8@03OTSyRETu6 zL);C)d1SKet${)eJp&Cn$5UrG`Yc(Hj=cP`M#<<<+sBQ#j|} zZL}cy6Mt6O3^wNu^T`3is)(*U*UJWvQl#Vs-ims3JcREDwml$^In7IvSV9R`3{fx; zOF*Gy8KJC%`xgEsmSSI22)^D}a)?DKyI6O{f^Mc8;8hUD)(xuJD4CwZ26-=-@&DPI zl8~H)5GjA*k@)KHQ<0nlpXh22ffJ?a{VVc{Sqh0^mW-;|8!cc%DZeANS~qp>(C!*- zTaEQQ0Ya!$_^SKCjUldXT6Cn>bQz<2??)n8tPVl{Q9(r355jLdJeg|J zRHRd9nlBy95ZZubffZxA`xRQq;b5uIYVXU1SeEPK1{uCZTdWcQ?WA$ecwG~GhX<6m zn+-{Kd$LPcfxC--?YH8PcwzENz3)5KtB>G0;-nVwIZJH6*X!c6^ZIGB`l1+bIVX5^s%i8 zJn@hdGk8+O!t?j1jSoA^s6PqZ=;pG8(5imLqv;_*@SpN^kMl!lr^4o5VHq|)JP3Y> z-|L&VJxfX3Qv66!3%(>0yDf<6M)$K;C2^a4lAuwMsLB)9vho90o#=(*X;Yb}v-R9s zP8PL!z?Yd+->MRJq82nn!{9N@@b(clOy4RK@T zd6LT1BX*SgB)aH0aOPn@V^2M9?X*?#I#wwR_?}ze<$Za!$u8dg-a=L>s%F-`Tg$2E zNq*=T9Uhyoh6Ql48PuDxQ$M=)IMX+&0&@gCZ2BJMQFAq|vgej_Pw}lex*`7)*e}}W z(<{eS~eU5kKg`DbaUK~cIFzFpD9kdyW(?4)p6K!K1NGV$~<{o}8b z`1sb^hN#)S=h{lU6SnqW_l&L#I~9q1Dk<3wrDtS*V+-AVA@4Xgt!(15%{V0K7aY9_ z?z(B)7BNYM@E*4kGg~bWc@)~w(x37lTHXW#NSOF2S~FABgo_{4D#;~)z$jN2S5fc3!kva;HuW!U8^P}n_Bo$HlQU4E$rV3LrwJrBF-Yp&T z^qnaH3*fO-K1tK3O-)>bDL+n|A`naEyeK0j^(RpOLG^=spysFxjc#kW<=9&p6(be& z1hvZFM%BB(pr<1S!r+VanyZ(XBS7*;!VU_*l}5~)&V-oJ{k^0 z7vKYSjGv&uHQTA!^Hzv|Ta_JofaWXFfe2yLpZM{wooP1|xX4~5kyQ0PG++>y3!t)@ zf_`P4vfP+7C0)!zW8<^r1BpH!(3s9cqHp8YfO`c5r+Cn;3E5I%NMS;Il^Y+~O^N|z z9;NH{Jvh(gqA~lza;~O0Md^?B@V5%Pm(e3>>X++kB>#j8JZ*uAuz;kI7^IIY_KhFoE-<-R12UOL^1s5?D+$r-kblItU$#}u5F_#TxN!60oml4$+u2wjE_x=<%GO)R125Rt%=c@9M7}hr7u0&V@ zVt47M5m$bD+?frY!%JCe>7Kc3OUO`!iAC$f$ZJq9x3q#tfyvG~AbHU?=FdVcO=ZS% zjgd%LRR%zuuT7m%@Y;EoHit0OR)b$Y(NP1KOIY(sm|@#RaXP#a699@V{oeyaJLmqB z)$jF4d4}i_&J<`@TTbuEj4iCimQ-PZ+mK?r*110s*vpx%B48%MlUXrKIu~#~12XPw zko~%fx1o_GPT5v%jilJCh6D0;dPC>Shv(jHJxM^H_@gX-cvT=`t=B7{X@!|*n(z`u zU^E>t*K@C-FYkmrz#nZrm*Vmck;!hX_;W}zRID;(f!nfZ=9ckwGKha*lKq?Y`lb?E z9<_q=$DkXAmcQn`UFjC+KRzb63j_cNF0rA&{XHk2ZJ>VXz_7L7K)vdcC7HxxQ2*y& zm`I^fb-yrg!Vmx8?+ZI7yhLDz=yl7$t5_!+n^WCN0fko>1w>63Q%|9EGYf07^8E10 z-nXfG0cE@w*ErP{NCPQChvT8qe>p_)Z=Fp^p>Db{MEY`OdMHGqk=Y)z0_Qr;X&TWm zU_UL`!4pM$x-xd_CTj@PKx|)oR5SOM-uKJ>3RUSe7fM-QL)C(`vynDTYdsvM#I>^c zvQ;h7zL+niXJu=<33WLBHxU`96j>SnHVSg*W&`6k3inMj*pBf-z%(Rs)Zn+p^`yfZ zo%Cp0{=>EwbSKfL%{T~QuaxGXx(D;~_UxMCCLPrVc*dzXO@L?cZ@Vi%^62hTp&bV> z$0G*fvt+cFa?;V(dYGUY3c{nepbiKQji}`)NU)TSgQlsJM9gyiD{jygMX}hNS?DJ% zbz{9KMDhX4TW2&u1ZvrU^Nx5Ea)=_q-S!mtgS`c0N&^0i+qcuXoq{HGLUFG(qZu(b z(m`jgP0%>w%s{-_R#6&}~| zY81EsvQ>)cX}(&xEv2eB5%;zI`x9s7EP)?CFqGR}p(EvoD*&V8?(%B3T;!DW2rG5k zMc}>j_keKS;H$|kJ;T(J1b0s0m{wg1P1b_G1MRFztyAu2Hf1kS^A6#}TSAfLExon6ZB+f)Sy*yRUZ}~?R zRR;h0Ov66t+G(5nlbMce?#zIAj2px&0pVWnUt1;ba+COp%j}BT9SPO@@$z|RMd9{v762t z=gj=`$}+sVem{_f@$Jy$hF0fmdr>!U`qINVz@!WIn}h}ZX<%hy#9WzTFTinz?4(_ziZ z+_zS@^R7hf?zc!@0`q zN~QmUpdri!hfL_i0ZjqO9{ofF4O^zKLR2|`lUX&=^z$jOXWaGJ1|}=`LsaJXp`Sm~ z?;SY@FLvehKVKlHYq zc;F8mq`<;R`UR-j45+@R&zw-Yzrz{jSk~uq8t;z8AB-#T$to&6_R_#zQb&7VZs^nJ zS6!PrdwzOyud%rl;)lhJFuHzrAwd2_*yJUQs3A4HPad}ar4h1Dx z+u0&sfVsc78p*Agud*4mmWP-E-wVj#SPz-(02$;|`5j%C%O%H&o@n&P2H(OmK`&S@ zy2R%5p2t!J0h!z~FnZXR@*N3YDd%pelg$qPH=^$cp@W|XP`WI8pFTWWh*&6ozdZgP zr*BiC*91QLW%mtMo>g^+`gtxSNbf|2PkwNG?p4icyGMJ<9Lj|9Wf+eSkc@qv7pD6K zcj<$BC+WiCb5eayq*r*po#|JJq@Mkp(1c1Nuz|EDkVVt?Q^f{I1fjB7a}axeLQk}P zo6GL2_*+Uj-yTty$vAw~xJk?>H!V@SKe2bUJ(Z3nN%&mh(~=}sAQW-Y^XYBxMv~RH z>?4dBbO8fuAn4i{ma(fjX7Fg=MG}C|s&RO!J8J&u_qX=j_xQlbXo@K%_U3&v`}zCi z?A2E#15eZ2AG;(M$*bu9ph#VdO%7UReaCOPAIeRXUVj|Y&shP>{+aWVpm zbGSBc7=DIn)NVII`Q${wxxXf*3kKh<(Yq@ibk%nsZ>{8Z>aHhs3X1ezK$_1wkPTIM zQF~AQJTSB6M1OWo+_>{16Ic&mST(SvF4c7;i#gM|ALRU#iBJBCFHSB0JJ{jI3o~~` zM3T@oH;ETEf5<<0S_i)y>VAUNPsZUN!E`ZzSfI~8dge!}SEBg5Hl~qcE-YmkXw2qP zG)MnkC{W1;adGrG%mE6@Sm)yy>Go$*#`Jvq=+Mlt~|@loh|_y&vCbxGS;;|6zmO2S;ebt{z-% zooGC>r;~|K@bLV@N`8Y8=31+VfPaK=l?V80PGCuvv8oVJy*pl?BB%j;4IprqkX*Lf zYP|-jG{>FGUY<9LB}<(YFAyp`cZ0N^KL5}+K)qw`c^JAw)=w|f<6lZI@&U1Fz=@n1 zzlOrgDux7`z6`8^D|}VUEyWM%AdZx}D^h3Zwg1X6;#waQ28Ky5;57^Gev`=;fk`4P z!1@`S+dJ>^SFR=Ul>Vo74vLor%lA)&noTC9xmeQF-WF{ikusfp0JyQE^~%mInh;F> z#EkV?!NSGr-g4FAc73R(x}ekpK0&zZxh;p!(a)_9tcjnVH%|3d=U!?$llq8GZ;CyC7#Sdaf;mubX>r1reSah1YwI!AP#7%gSvkf&mECwumrmDpzZ0?+7Y_UByCHDI4s&QIA}XCKa0wDD6fFo%kO+3KY?>ipO@ljsJ^QH@16^(pes#}T}>brHe7;LGnXVJc(>sM z5%@d>zL}_ACzt6d8}E;Nc#Ot#n7hci&KE{8HB-I8&}pC5Uu_Qbi_oXOFEPBa?Sp%g zb9bxNHEBkZ%omS}7P3d;d`kPTx=(n1TZKp*`nIvZ=-@$%4fid=~aCLS;f%Y`(|WS}4pLjkoeA zB%}T{*yOD;}gnvd^eZ3wM1V~Kg^2zirowae}_ z>y0u^k`eC6(V9)HVy(A_FZyjcmD?a4Kc3Gus;9Ca1jYbBDtKj^nnwz+(K zYx_qDC!az2V|!;evTGekmo9Wv{8UsOvO~~V*?-MHFcQJYR_hv&E@`m8n}Y+@1(pnp z_HFa>zxzb#SQDWMPmPvP6W>g%65sbt6ds;TV${4>KRZBQoB}-prZ>h`4!OVXC=Rb} zFpKHGX@=~A`7GaF1dk^hfG;;*Sndkl^3$H$VM1i?ZM-Yft@NU7vQ_-r`HNHViQiLa z_5E#8_?z9F_tDGx3@35q=r>;DJv$@y#8by=?gfHxqzJFsx@y)C6SI9PkNwFqtl`jX zYRIopC`_!Oh%YY1&DX#G?#lDzSV!P<8bH}W3_qR=`3oe`dyFSI0;;Z@CC;bpLf)`~ zBCLd~BEE&6Rg}ldc^LxsmgGtAsvZFS_-Keqz;$d;UsN`ql zMrr~C1GpWiIcvNGF5*>wRZVZxfG`|)YS%Ac=v9M-c=1BQSqZhLir&EU)1XfvYvAqV zEGCu4P1kePG8gJE?H9&M63Kns&Did<@Yu$U(234?#i6UhDDHseN8^;#DVRIb!>E}l zm`Atxk!*nqbQ&v96WhmeMKjH}88fIOFdq%8F?J~spvD{4V}54rQY_$uAzuVQnt*x( zsFuTO?C1jx%{J&yjO7k)nIR9k#9@|boH$rk;!CRRt7vZ6%gj-KNBywIMiA$3v5DKF zUp+HIZCwUBH)i`tc+cElm+MFD^00uu_*_ajuC;}qG1kYtGNpk)ncnXeNg2}ICr!#X z@xSp)s-;p#TQrT~&dB?d{$1i9F|~&yF@1Tea`M{0W>+jPGoxR6L)(RP6OUMb+U_kZ zPQ|FtZ$y4h53oGj+aBL*s*&j-Bs|rGD)e@fbG9f^TeM&79K+n*<}KGnZJ}Y&ca<7^ z+BP|-h}SyijE;i`UB9|4RN&Pg2X1NT+eiiT7amcjpjUk*gfareyl`R4AO zX769PhWUzC218FEO(ZX!qz_4 zW!pxq+^3XP!_R4;*71=s#s-Y@L;Ea+6aPY58hMD$<}JL7QC!e3&OuHF*`#0f)<9s) z8(qX-Ge})6D6-B_n=0GrwniCJd4!briu|!us2-; zMAr=wsJhr{IQ1JM!c-ZihZW~~h>xGF8XCyTc$q#qfYnP$A87Rn(gQh?>Lp03DwcYP z97)f%#tOr5L?S*nobVaT;M?24>mP*Ctx*t5>>VVy7M zQNEJj$;u8LoAC)FKl;hsmy@|Z*h?U5%)nGE`|7?4vYS<3Q7MhJlu`7vJK01KNtOGr zW`2c*EE1T8D<0&sn5L3Kb|}^AhVbAPf*cVF9BT=TVQ+BmVLnmXhe{FR3^m;+>A0T& zSB$0H@k%M_Bv3d{EKqzc<7A@bq|hk%^@kUvXZLYS)bV|1{luR~9B1DM_frF~-#ufG zN~U-&bMG06e9Ox_z>^At52ZxB^~sFO(lY2{u*&XJ4}l?{S3zlIKbaE~b4-N9IG2wI zeXYYqBiKIiwC@u4kE-gEYIxsn`_QuBpB9v^J!^jHnCBW=fvs0 z23w}Jw#{=_!c+$drcd`HZb!Bo)v#%_X>!|22uqiR5bqnO&(}yuyRf*sX5E!N;gz8X zRz*pnt(B06XUVv#La`JnRy^!{Yuc zin$$BYJr{hni=DL-kr2JoLvl$ZyVOi#BL>2>c`MdNNq}gUUS0al}QL3XPgM+z>8jZ z8TG(NFl{?Av!=}`B`>5QydsH;Bt2GraFMIWIUr;efYg;ilQxF+Mr4ADURprSvak@Z zYcWmK<`p{1yr0=Fidsc+k)ghAn4C{F_Be^e+qb?+NYC2Bf%bJ+4A4$t*`jWnrhz|m zE_2@cU8|QIXr;=UA+--fm>GwO(x-3+(S);b(MloZ8=p3QVE0pbQh3sadTc4OYy1@-??(DF68+b zz4i@%ZHH5lI6S#H-pC!Lsv2A0kOP5dk+<~z9?6aQUc4cnF<(Pi$2(Zqja)!HjQ_+y zD!(8x>ZJrD!1ENVmTK)G-h22GO4ZApdgwa;SD7^a+dks*J@S7{^i;ssf<;#r0D zbET|@-Y(K*p_xLwcJ06iX0?QM!hIwiuzMLUCV2H;TFZTL z%X{y|5M@`$ekIy<87zI_q$n%!IN4)>8CP;pE`Npn5EG4=ethQM;H}k{VuW@4g9Yz1 z_iOnH-exF}Wi!-Xb;deNYqME-CD^zAqb@@-4-+sZWqVMEx!}syO)?hw2oyXHh)!Ctf6>#i9G=$U@3Ett~vnVn3oMH_& zR~&{{qjIYul%1<$69>#M6Kg@;q1lFaBMr6s44q!$`5s!PLGi>@
jmfMV~0 zGwgj?l z_gsf?bG>^v^@Ze>a^^Fdc1_!fF$=2mP#gs#v@q9tJ*>wYjfy^5$adt@#E&;juOB`I zczkZ(M{m_LXhC;t$>T*xzUfPj*NSn3buM9*l)5rTrowdoW>y_&jI|OP2t!I(eao!0 z`QxLvIZ^k49chq$R?b|mV)+Ul@L7M+?c2mX8NG$bK}tXc{A!U#PhweAjb&G8^ZFSO z#y&fE*30Qwn;9@D;OwTNjkEY`lv)Nnbe^t1lqhPXqa?La7U1w|pTkr00T(>@N2m@N z{Z83-dmL|u`+bE$3ANK#hxrbHn9X*>9N+Md*0jtlkS=*gg|em`XH1*TA?G7zk1Ymh zcgjlpiW@y3JO_qQ!+Nv;3etE>UcEA`_2?7V7v{rk!M&-6bP?2$qmsNe&&X)S3=i!+ z@~Ze>yM;^^RKK3kn?ypFy-|}xnJ6D=j@liRV=RS^Vy5WW>>5s?@Zu&=E_aziMLDgg zRl?+>4o=49tS*`6+7m4y~ep zZM|jDs^2HxaBqms05@oE)9$OQr!q8l`rB5?xSm$^imm0UEER3r)v{^iO2oTjo>bo&d_-+EM0C&U1zt%S14NR1*IG5H=}njp{jcj#B#L#c0L_?mRAPNT&pep7aAmPj33Nztak<~CDz zz%Yv>W|`LaV@EMif_MvVg(BfB=FZ`D@Wq8l+K_iV(JG9^)NIQzsUxIpAvM^vG9~8! zHegmrdi%3UokXiUi(t_1NNW<^^5?QZSL5}z?nkJVFZ*t*;~p6xwU+j{TNy+yPn84` zr1LB@Yfq^aC*%N>aOlM+*9Th{O9_njZdNHQt`FGt`O5|x@a>Nda8 z*S?LO#DyS=Pqu?HQSVb=#lBsj6c3_0u80(<0!}Asx*5F_=PIclX5{go46Axa^(~&g?oK33 zRqKF6A6jrZA{BDT2fU-L<6Kr;2;CXYbrli9F`Axny=6wq8<7wwO&Zi0_mpyeXn4na zmUB2beJHeiE>9lSl$+u$%p;r=pPQa5AkRA?kmnnTh)pZDv2X`HiC21>qy@k(6Mf#b zv{Ne{zRn{g;SO9xg`Ri1w`Aw0X%|j=3{iuw z`H-~ZP)?%1-b3rEbl$TnL&L)eJeiiMxZ-fqXqd4oBz99H52@my27Bv=RivPgnCJ4O z!v;g4A4khy0qcQ~+v~@Vxi&zkk z6CVSME1oH%b6)o_&6CNPyg`FxqW70b3-%v)7ohfe$+xJx&b!JK=A1mqr=T#l7h2;!t{)Ez zlRW8=!#BxojJg8ijt7Rr^ltU{n{vpO%H{_O0=mA0aW-doxM!g;{*vo`zJq)`Ur2KB zpo_HemBgOIU`8VQ#Plm*@UUmlC&7;}MDA^^#ZMn9j}=5dHqqwo5h+Z<0mh3lERTvd zT}Ww#gzr(Y@>JRyYmH&(NH1D;^n~P)AfJ_IM)59&xG=Q}xZ$qcXmX0rexSIoN1H0S z+Dv||Ly~%gr_rbTkcl{$O7Y&t!$OmSUE#KF;9EN;F;M+F-kCu3vFO?~Askb*UH_YJ z{FINxSSA-q!4|NkvvBL#S(JjB(x(lwo(+^_SPbxAT5Olr@6DLWkcNt~{pvJVR#<5E z+Ah;N^>`w!Py91#zpM+#UPIDT*NY@7#I>k-iO%R}AK&H_i7^x~7sT-{V!K5?yoAji zF*juoiCFl0HJ=@5Bh%^U)U3@KhO9gLZaO3>`?^1Emu!t3LztkUMc6Zz^LoP}ww@R$`-Ny<2^Zotiho{$g z-hcV>JUL-cVcCC(<`b^-uXhryNxW0(TZXtz`|rSW$61OsLu|Vri@(363}zv)axM`k zno9rWE81aZ)vQ^DHyqm0SyL;PrIe8oNHp>u%kau|l2;WFa*YcRjv!5>7Ms2%iwy*{ zezYiky3J>Mb=E8-v|~@`%JBqqiP0i)X;mYcTJXQ3J!`|BW$;BcQVJfK^m*ku5*snXFVR)Pi^!V-|DUi$4}u zUs8}<$g2ex;Vz?0*s}L66iH`i9)Gew3KMF;-Q_uAgc#;#-`<0GR`Kl)ex^o$){!%Z z-I0vRJ!(p3Y5peLT)-&dzvwuA5@02LJ?6?mAzkm)5Npn4|vyO%_142XPW65dn7e0eezrlHhG6)Gg(CLEfJf3`8#At z+0fp+2uuXwcpaWE@AsK}JNnh6P!@}Uj2M$JI(RBocguc+YBN%=+JZBJ1mQm1BK#gY8IBOV%;o>$U)$8b#eA4=Yey52X7Q~v<6l~vv zUfu5Ot*KRos4pLVCNF%(F-*T2&=|jVi~kbxc*CODLUOs8(SbVoRox>XXuQ1+i|D{L zdreJMt3cP9>O#{al5A;J9M!hbik%$#Fjcp%oXqmI#NJNuu9E-~69!MTX%{|2%=8=_ zbolOc@;o_&t59!eahP&%;=$-gT@Bc#Pr0)SxZ}wGdC)gAqx!jMqY_$D3gLSOL)Nph z0*#ja$z&z7(5c}`S1{jxnAliD+Kx({c(#b{=BIeZS-uL^6DDR7sd~yB!s;u?2_?_TQ;jvqdG|MC+(C73qA2 z23(C81S35zL&iElCRbJ7TW+^wz?hYZNrU8%HUf5gznf?VK4D;qFmTyG<8XqjqalX) zh;5bn>ab=|L(&#nwo6cf&Dwz%R!fZwM!?dP4BSCZ)^AyccuRJ`Us}PFv=8yw?lbKB zJH(-^kAQ`-`lHCZQPW{;XRXf2Rrlum53(B1FQ6)?0rGk?}ptIhbhVC`S-2(=1$s`9LPo%Dczq#qu-9K%>NM z&FD;=SXp&RQC}+?zH58Y9v3Xh$m(%7PL!Hu4cWcYS?ms{7qISF%Wt<2B7`_g^{)aE z+K71^B+i;wM5+9F1A*9+4Bn`dgs~RmYy1p+j0d&(YQ4`>B*Q3+1cS>?6!a`yW!3cF z_fGcY(?W!mO?)6)A)4Ku=*_5o%hhHhpACiYm=voq&CT|kYTLdH51#q{nQ`PJB7iVq<( zb{`yY1})DQgqnZGQSHt6T8m$5OZSy3hbP}hpN9t<8?W*{Mn$yk*?W#wi!-wkv6*>O z7lmF|E39cPQJ7_VKCy}J&f?g23#%O@)4HKC-||(3Z6c*_XzZLn1i(iG+sesZ=2=Vw zG=5nG`-zrNmg(82SyfEl4<`IRZ0!g8om~{ZhnY$$O3XSKm?debmXH~ApBFOu1?bD` zSoCjU5nucSCr&7bE>FFS#?tT|jcv%l>0Nt!qNhUXcH}9J=>oY$>tyhNE&%vmA5Nh$ z{PG#=M`JJuxuS9+gh=}%iA0&dU-1{tr-6Vy@L|KWUOOUIVDFnf(C}2eI_GN8eZOpZ z{_5}*1D%%FGl(RJH);E~v#Z7f1(43i2Om4WP(EVJvM%7-31fZUQvb4KN`9ncGZC7{=TxBqXV+4BDZ(EUHcV+A1I5NE#r6_54mG}Zqx;%?5A{TJf?vq-=Iw&}l+ zcYVI={}_2U=)V6--hUDa7yz&QcjW!`aPYSrFX&8!7PyLQ~*x zq{M$BCGvCrah!jHF(WWB5wN>|gE1q(Kd&JV{sv?I8;lviOasOb;B583!I=LBW4;3G z1ps^hI)wZc+2wEKroSN(|As{T-^c9ykCB_M<|}{ZPXG5z^KVE*I{>~Efn@y$An|WV z#J?dC|Eox!{|*xIYBA*hzV-eMiTF1p;@^;n|20U&t7X*xq-p+dA-MmI-VSpE@XZm3 z#s9=Ez8;pZ3SAwpf4qVKzbZjs9$%M1VNL*Cvxzf+W{!B@8RmL(>uhar4S=0rgNR@K z1|XvUv-*F)qyPEoAB~vW{j(k5seft84L~FROH)_34o)x!fD8bn9Do*faI&^H2U|le ztfAH}9$<4jb9=A*D;OqheyFvk2 zWdNMr4ghtx2GG}`2=HUD9n8|&%)|}~a{-{l9b7z|&0WCi7EUH+0IV@s;m-wtbnF7a zd;(C>2y}J_0DIip%oPFrZenNd0GJC{3M>tl0n38r!1CZnUHRlurX zHLyBZ1FQ*t0)7hC0&9bHz`6)>0GM`bs0%<7fMblfxhk@EwR5rlLly!_{)R#X(6Or% z6hLmb12|v-#8-druH|ZB2ZK3X{cv@4U1(-*ZD);O5AgiW_4N-3boT3NuC8uW18VtK zICp@r{|3a}6zDJT50K!sxDaxDetmf()#t$PX13Q{cXKi~aj^mf`OMYK1?*%3a13C# z8SGC9)Wp=zj@)zB@bq8-@V4&aS3_M4TP3l@361M{w((_cx4tW@2dx=)(0M z1bqMms|ipoAR03}S5xpaYZH3_?;Z@OwUY}N0B8l^;jgq5!I;0`M*nZQrz@;!GixU^ zK$Q{VcChof@mSBSpIZaOUH=B4U*B8-Z1VsphXI;r>I&GL3;5;_z!&T1Ce9v!>cRjG z1z+FW0r<1#U?+16J9GDI4*uijnt@;hCipc^Zy>?1ZycP=&CH*f-~40&vjd>KZ*Fd^ z9}K{^JHg!lJPuIgbkhRDW)U}kX~Evr%nE$dz}5Ai`oT9<|5FOrQu!B5Rs_c6pONMN z6l_=MubWa=aJg5InE-yGwvH~103Qb*4cT7R?PqPZEn6Rl+BwS{5SD(0X$xwKk$zK6BxNbWdKI*)gI$DMx+zWOvBuT zMvn%pDkBF#8JoMi(EODbKo1e^|B=T(Fmn0+3mCcGQ4^em(|bgQ6QMkwrJKxe5$Rxq`A4YJt|3@aR*YcDr}iIg zo-CfPP3U2xnt1*!KBb@6W#WvBY!pSRSnR6z-dftQsb=2SeR9#`v2{k$?DyvEFmD(6 zZiHFzG{60l4rz+SLtOO(ydtO3DTmiYZ9=phiYLi<*ckWG7^!IPX$B%mO67G7-3hrJ7F`Py67yZd4ABG8w7*&T~tYRy~Ic-Q9cHq#6sv0#23ro=gdIvwaX( z-OW_XczkMj4qg_;Jukp6`4DUz3=z}?0N8{kHz0tk1ecM~S1$nX|A2%Ka z;PB$uBP0e20Q z{U|C6jPOeaAc1v?0RJx9c z*rDctgMY^U3jPRnc0CH#}GAD`*@%`!os zGOD1K8JbVnGqXq*m&8WUsJu?V_C;GfO`lmfrJij)P2Xv3tnWOWUGVes#yZ-V)Qe!D z#=JZk-Z#qadP8w>XV2(za&oe<;rxV}=0NK{fRC$ZFK@TaFiM~E+AAdQ{x6KX_puhm zxj59Kh6-)!m}%yE7X0cSwimqM*k*|`lgYQL&pAqy6MkI4@|cRN@$zTq;pN%I%Ao^% zP@0P6sRx$)rs&UPxv(RKjZ1lJ*_q4V^0B|qy;x>vbj57CSo8{uDQP2~hMEh{6Sod_ ztp0!Oy>(Po-`6)vhk|f8(j5|#heqi}8WdEzyFO)z*UTq{Hyf#6o;^k}9iW#OzYHV{)GjMIK@%_!JH1WSQNHKf}1HNZnQz?LX^t zAfr!Wif1h}@=z^DH8>KhGv17}dukpc;L^`CZQsl=^VUHuzx>J28GYW73duUL<|yP8 zPoD*Uh#Xc4#Pn@&Bi>McNNe$2J3W-egmK%+wgQC^zoCg z6W;DdlO!_*2c7~2aWcD?kSP36I(v{_`xtr zkcphRCq0#p>dDis4^I>WbXA8{`|ys#eXHJS_q4yF$rr>MB4>+gRqc7OQt|wVSI@9U zI&*-GuxnrJ5VM;3GT$&Np`@#?18XRWzL#Cj(5)Gum8M?T{#c)iul&W|j+=Uk|_`c>ui zRcY3aBa_!uz|4Bm6X!i~Ndf(m0W{>=&$Z!7NDfZ1vCQUmq`i;}HG!(UXFJyO(w~<2 z-&wZRA)*fyVh~7ZNE-QJu75B@9fIVFnQP)X8uUsPRTOWq4_&<+CToOz>a1tN>C8M% zOn8CNKA0r#R!#6xKU^y8(Zd>whX$fjqzQZ|EBVbb!+6J-WFLCRLKs=NSetlP5>CHX zqT0xX8)&8~b-Blr)vpWK4Y+U3_`UJdp)`7R_FU6VQ%#VNrx7UGC@UnX5joV!{vb`{ zqLL$=_?zk=Uh(lK#n~zd$+m8`e0=YM5{CFzv=`m>#g-%T;2w-+&+Kg2q?&g~4 zK6@<*>5|%%n4KErJv0z_<9d5RKDM?uN4}6lw)zw}vvx$EPG#eismXQ061Wun<48HM zW}&g`w593#M^KH-?r8WB%qE%f^Iq1hPp|^v3(5bur4MY~}T@-jb|1^3#K;w#3YwUfm}iIvr==N7!4VhANSDbEs`O)T>keruoe4UVU^iBl#o40*yXv)k>0>}jOC%&Nb_G6tRxV?AiYAlZ4Wb5Y{{eoS*G`NR8Wfp=zIyOhsJ zO!dzEhD*1s^J_krYNS_P9BU>J7(Pp&=;ii4l0U7;or|_eH}+rsAg56%RfZ|^Y-%CK ztS)7f-@{`dewbP)k>MeY*&cGN+lOScrbLD`;W}gU2YLL74E6V~&^VAiSWWT=ov+BP zc<>!N9_f6uwi|iBDb?|FqoDzN`=Zu9-Hn`_hlDW3(C zZPIV~bZUtD@n*TLXnEE`^RZ=>CLi&KNn_Im2t8lwwVwotAvjrLmw^$uksg-b5e?0^ z=ZJC~-Y>^Xsem?YCf$hz?a7j`dYE2yOgFl+sG)6UjafXGNTS}!bq33++t6lf+3j4^ zEf5gycE$T*$7bI9cB+B;LyP0#NrPhPj>qNdw+Be+wHFSup5uF@O-rlx@8>%m><@cn z>E6%hC?tzM`!?CXnJs3uU6O0>_I4wVCA7->3d`j7Y}@Mo&y`?(_T- zM&aQ(<55-8Ce4RObl*RFX*w-is4lI1`%3J#P95)%Z5E+{s5#_IQUXGwYtQY{@f+Km zzv4^6-S1g%u)!ME7s}XeWvE* z3H{18bNWrEYo>ufxQ(6F?@UkJkVd%IZeLDr3! zV+MPe7;vJb9LW_#nMd612iFU>CO#?Y*BEe$vg&$xh>niNd?hHg%hjk!Zrt1O^+W2S znit+@R$O5^lO_PLdXWhSBF52X))}%+7bLuEUJX$b0N?*$@)S|GC`$V~VJ6Zw;^9jm zu0@03V!lbGpfEb7j6pF9J^bx)4#iSFa&&srYag5~k*n90%VT+*LKrx|Fl{F)-@|8H zH?az`EfzVT3!!0KpD%p1lxkV4B?(sdFpOF5fom7I{g^(85gmywyKiwBx}J;P1aDot zgHVt@S1+9QB#dR92_;%7S;(@#)(T#A*qK=v%j_ucey`Mq=bE?wAb)VxPc9GwIq&Xr zP1-}$*G0uwWwj-@A51DQhNYMV61vd)rFyXD%8;;slhYq#KxnWJ-#=Of7ly@VcZn`1 zkm8B(0)Ho#$zNAMTxCxLpP&XM$*r10m{rSTBvmsxot4#y5Q*-0`DATLAQ+7NWag`^ zXRn{Mg=ioG6%fJ&xIMPpM3NXD?yPt81K(BPQ&kjnFBSg6*GztAK+bk~9!?#|nn}LV zsH!39>lOdaPiTAqfOY;_34kYBZsW5>#;e#sGfraGewg`kpWrNeJUZ|G*B$M-3(a#K zy8-X5nE^O1ijTh8PZ8k~zu^hFv;zRp2~EjD_vRh6OG$nZMJ4qR+`kQRN7OvFG=>w< z`LMs(2tO7hDLnv$VfcYa0rVA)=xu(4k(4x+piF|1RIu%Lg#7fu*TRC5XjZQtl&wjN z^jDB5z^Hl;f3&KLK48zg_oSU2+}!5OU}-*M$xxh4!46kg#WqMxGFZq0lFVjdU_TW!KG?i3JRr_ptn zz~`qoVT>%cbO|OnK;(lCLidO60CfSbxJkRtfGqY-+xL#W#RSejMh^CNyb%jYc;SPh zQx@4+i~zvmvjIKzDK7A+Xj#vx#faXM%>v?Y$O!-%TSGa(`LZKZ_TvC&5)gL*s%A=9 zB7KQBWu$tGJ!|)qYS+9~D+#ajiD&KBSfw7jG8MF=)m#C+!N{B<8MST#V>BkH;L#=7 za$wR5xXb%t6|S&F~$`lu}lt@@}SVQ?d7 zU9yY0!IxR&B@K- zqdn$0mD!wTYew+(iZj@D;5Ofw@#4`#%<{UQfsER0HOK2B1SZ+VfFbyrCHsLrENq*U6irD3z|!{tz`A7B|2h2x_xg2v3|ql5kN?B6$17sg*hAv4hP4nqc!<)w@d>OV zY>oDM{L6iFB#HVU*(7VeJ}!^KbF$RFFQbBP#BU5pdLNc#ai_5eVMmr8<@=&mVEr=Q z>ycGjtD3r(3|f$~0SI3n#ha1R1Hl>oVSQD ztaikhDfU>7&b*j6CWMuWSzi?UxU>rQ{TWp|sQ+c>TLy!e2Z~4?pK6`uYVotsv}syF zjm_i{KgU6<)+9`rB+fjklQoL%W+IC-wVG-HXP(I&9H9PC=k1FG?i`8&4NOT_uj05wwGTn zUkqHM8L`Tel|D>X-J7x}ZoH-_xx|(3c6h6P3mS+yW^49^-;=;~l2Aj8C#YBmG6F(u zY|RY8Nzk0VieE+$>e>~B{B{_zffkrv1WF`abJr0MVdicJ!zcNp7rBbvk?Ds4b00?S zMRwiCu{{%P8{$le4&c6avP zr<+L%QTwWut&Wn-hk;V|mT+`}&XxU0MLvTyMO4A_cG zq(GD@3qk&{Wxvu=R{zD$9Xht-pU3FX6U!wFp)VQ>Eq2cor@soB&3wG699oP{Bu8}Y zLuCF&-eWNPRcLdj_y*!D(s#{IzwJ>#cgu#qQVl=*)l%(t{d{bRT+*D+Od!l#;ho*^ zEp#%nvGn*h_BmqEh{MZCU$mN|ve(?yI$W8NPwkwubo4*o2t4X$zJ|_E;?v_6{MAWR zU(daHiDBCnfhg{FV((KCs4ASr7XI~!nRb64EX8KKKZ*n^**!aaHFhqPT@j? zzb8JXd)F#G2k4HT6i+XonuTj%0m2+W`Pja0F4_S zuJ5C}=zQ)xg@rYA16>~7cQYR!<)+iM*XhfJ8|B4_AgE}60s!$PQ$1*2L@ptnQ-M#T zVOa8j>y(Hha3O~?l`&!(r)X!s{+KY>n==#nJmnOwi2E?+<0%}#CaCvfQ`(!oZulB1 zd%xroJ{pMX^TC7_ku!oVBilPwb3Yru#PdE3vl^HphzxGtl=Aq@^E31<$mqkgcmVEV z*%8f&4}_$dyt+!)4vSW>gE3MmsK0}$6h+W(Ph;Aie)D3$_$UR><7|CC1~MO+(C)oDH zM24oxn#?T(1k3?~$W(K{9WaIA7nXCk1G`PqwLGmahSgB8Be;}lF7F5W9ds8;WtPCh z+#3gCa5KkOk9ZYyBB$DfMgrYssARQKf(e?InvvJh7)ujfuLnN=_FS1J7Y&Xrc$qFA z@(4P9iIx{)X>Hp@t=p+ zz_jhUn`&iR)Q(jyVB%>VFmqi54g97()4c84mm(&g-{O!OZYkkbeo*_!oiDl=^$nTy zem1=GEIS%Bg3e4ooPfFh+(ISFh8tE(mb5iWD=*jxI;$o7ytb(L_VGNp>Z}(IHUoQu zxi<%=wG*C@+5A=`T<>as@A;m1v>HNDju1|UY+|`aLIp{r@m0uAi5$*{y=$3M0c63$ zkBlfVix!5(3B4PUOnIaT^uFe|tu}`b=RMjer~F<{g24vtCv1r5{ED7_MpAE6m5_Ok zrsuWrR(v0QQ()D-3tHot8|i4aA#%hw5@k*(kC(6LZX9oLus(1d;c)4e|IiT{Y@wZ_D=ewI zLce`-s~trnhEMeInX!kmOswF8@_-KqGutS%-^})A6t8A}F70Dt#`)f6Lo&|26?Aqn zDDg3(xxL#nzT7qje|JYa*L>6HSd_6IH7OuE^`_eD2JFr4y(wk-`5lSuRWL|h%Ug2L z=0QlZceB5a8xhWXy6qCQjM_I;hk~KFOYV;qkOU;QK7=oe(>4bm1t#|d?b2B9QL(K` zn;~r~=r3#MqF}D6y|$GDd~)^%mH3xP^rf)ic>|xFw6}DPXz`KfI^)w}YWjd{C#^S5 z2sHs_0J)fRmQqtcpf!g3Oil~AO*OV_!};%KQEC?%h@Mg59KX#TZGhfow*}}kk3uLt zKn(k)5>2X%cK-PAp7eEH5dJv8<6q2^9ym7Y8{;no#skj3M;#R)MDQl(NqujY`X6^&wHK9On%;MS`?MdXMl9%Af%(sT0JO zEjGg8(2#gBXfExXMbJ0#Mk^JT^; z8yBHkhjGGPvRhs#!k_YlK3ht9XD;^lj!zk-@m__s!mJChyb7Q9gk$eQRwZqj8G>0> zZIltXc9k6Od$M+zH4PZPFvl^7F|v1wefuD8d1E-iLh4W9sd-O~`YdHGRmPi6u9dr$ zv9P0w7n1>;EuqsZG{fJni13#MR>`HA?PPDiz$I86W`2R)f~b49gElja^En&ot@=KU zzdbT8mcCG=W@a{Yss>y}`Z zdU*H*m*)2rVl^l4xhLD0U9%VQEXER@f64^KSml&C_C3L(P9vT|yg8CYBc4C2Z8)@u z=^~v6h}zrIg4mS5`EJ@{DsZM0UpR;;I@q&($AB+zE4>7bTVv=C&YV;{_`UvkPBsr* zniFQYvtXw>&jDy?5ny(p9Ch${O%84k)Poa~@!R=)&H0>g)n?uWX*t|g0aT$Z~)$9v-ZDek}**GPV)wMJxQ< z_ij;|^fkfneaH}UL6n1u=?mO-Yr*!e8hxt4Jz2obLYLK~o}-swFC;iYxA1w?tGeKD@`~@TlVvyex3!h(>;tTN3PG-3myqe*^w=O(Qc09Vj6ADMtZfsox zdlz@ptmv^=?@WT6bC5pSK%F#fo^`?wSJ6)1CAC5#hSi$Cffxe|-vX>_yAvfoc+jC~ z8YrjWVzh*y10h*#)Dmh^- zStvD;_~=p}sY#YJ4ok|&YjI5{$NZzy5<&k67K#uZr_gkQa1pl!dVRU- z@`3*Oc?Vk4#IFcpp_kOrMRVbql!)fXHh39AoZ&uZ=Oi1bCIKJJIjDO_5_`k2l$~#) zWwo*$lgW!g(i6s#BNPqa0)luDyn3nTgtW}OK1ou%NFmev=-`@td;FB;BrH*4- zF{~x@;f8%DSB4M2kvA%hy2~%Cdtm;OVDsqGylQxda!N%MEw5AXDjD_Gmeq8?1V6q3 z?SdxC``Wk0Iee7u*Vh5BNp%qo-rJ&&p7Lcr-(cSL!tzBQgESM)F0$3q)o4=`(UN){ z@Iv@TWTDq5Owg}e{_8&7(P$uwVjXey+j~CVByPyk+01ZD!+4qbNUWKul-q~bwal7u zXs77|gwOr&v+Wn$S0WbFIQ#K=!+x!)m08m#tE~$)5TfoABBTX}847wm)-&KSjhE;y zd+o7R{~+b*((sS@y-`e=GY`qjVB%<@f-(?8E-GIKo*g{xjUzmplDTei`lHXX)7e*~ z_rvo)niK6$7Sq16=~nUZ&;kiI-4PGt$j%Uoz1Mj(j!9zGQ^A~zip@3xxN zwp`qasg1<>@TataAsqy8w0adRXM^|_%VEKi_%YAsk4Y(v1b{z}WceiPNK5Mh>N_7U;wH zwe3T&TkFz&?)?|yy9YeHGuo?x?lE|ri&*^1>TK=mF{Q)LC!!mBF?GcC-@cjBa6+c` z0FA;wyivu5ZXD34JMs%i!YYzr_1>N!2NGWxW^T9fcS8vZMnM@@oF#SzNE=r*B@}uB z-4hraIhU4(5-DCUSW0m9hJWb=9N595awf$E*ndFMpaPLw_H}+oH~Au9Qi@)N;O6~N zdwHHPg!snDF<+7Npux^(-s=rd{76khRsd)GxaxjzF|h^7|oX&4}$0v58DY zA=T&k`_j*8&vNT^G6jvEKS7u0kjB=MKZEnuXEQnaPIRdCy;ovdxaRZ2k7qG!)Rpu{ zC*Cz4tEyX-WkI>68Q*9=6l_Xb)rUE*@Rk?vKT7%aNplg)4zYzqUhCUd-o|DovAhj469w^3gt``Eq@V&Tj)Mp?m{aCO;tm;LcjGE`G{n_CpnhE6x z>(m@^tDQ-!@m@x;8-y}kb_$3-6l9eYJw39N4?OB@O5bAbGS4RF z5Zb~mAHGL=7_M*Hek*$7W*Fk4FoK;1zyi}to`cprFl})rdP$nXTM_TwA%KqB(Ksed zaBBK+t+8PY6C0Z<>?h`b_^5KO8B3G=Ve#YBG7Y(89=To8V@`Yi(G=beR_V%AFbk0g z3n#>ClkaJ|dh~YO!$xP%qBnCxIauNkn@pLWc3ubG0DM%7=WiZ9 zQ*_3AeJm_VI_g;Wo2ZHC`m>LO*%$3Nv4p2l0Oamt7qe_;@;w!?A5Lt@$De{fjD$es zaRA)dSgfXl*zl)VY^Ov-tZyNA9W9ai(6RrOYbHPHmTefFD4pj#F@I*Q`|=94(841X#XVEhl|k^qaImE_7Smu ziKWT{HVpOm41*^T(M4?n?h{?Wk!yWZxv)}fEAL;_4nxNq8d&B8Gk)Q62Rj7DfAzyCBnbFPUHjw4VTJ?tB$ zp&g;=KEjI2PT09J^GoHG5GYEIouSenp&4@9viz!t12)B(%FGxH&UZuSG`jh<#>ki4 zJQYz&yx{mX=xv@<#Krf|ZntaK_$}A_!$LP}EjPp7m%H9K+pG)T?^MT+!~Jehklk;) zGQ6+$v4n1x5_f^jLEg!O!x`ouH%(_lyp$h56zVvF827DR&#G-ERc|1^KW*NVwcZeO zV%YPbJB(crZ~g+=E>9y-V$SPxSHG<@M{n>VY0hcAm9Na@QVJ6*R{aZFK=yqqDS8&A!9&%~ z7%e5C?0>k*OtO_ooX#0ngeb9Vy|yGOKTfcuikHjK!m>)8!eZ&8 z746dxmfFlo=XuVuiMAY|Tywu8*a`ZrTW;?ejTTFy2Tf|U4DV11_qtP%MLTgPIv2&c z=_bF@bqw@-a$^ns=esY}eUCb?lhElp(It+e?VrU1FKxeyu_}hYaz|1YJ>n-wfrx$y zK(cFpxrjFL+C&1}iGI8xcj1zIP7VEMfF;C??4h95mQ> zbwBQR4uh4Y=*s~Y7#5vOc9UEpv{}t;tQT%=axVV#dXr!~v0>&}9Gp&c>TmI6FS7!` z7Zna@wjtigiJEEjZP8CT{RF!;O^LKvsl|D5c7;5|+HIZjZud`HZgsrR2cm%R!%^N% zCqxTROItANw>S4{7UrJn-t3Gc{*b;Mfj`!G5_?lRX%e~K!-3?wefE5>q;Wk~=y_UP z-ffTAg@f+xJcFkT_13cu&4`~LV-z1h;Yr^EoASm5UalXT_$iG$aCF@Y*^%3$U(A+p zp41+$Z8aomnIa5QdXCxN?%izLbz>LqBYvrpX?sA&cTfuNuO)R(uYOkKvxsjT&H};3 zThn*iD@DV$TaD3#H9jF8xRs!O zDBPkuTlXw|{%i#$$$r};o_vi21vvd6WpCnLh-P5PQgO|XuxX<7OiF%S%XR`%tKpNQ z&whE6`oCBqrUZ&WVZ1NFZba3}2G(T*xyEE|&>BGIGR50v$mG0bF%VOn4v69_e4DiU-pKOH%06KN6zvprrOGxhstr*{ zQRJ6%GjuWi<$EaTnyW$^WSd`+-&QY9>4=IGM;aK;6<)e=q#R5X3Vb^?N;wQ5?|r)A z$73#qV)|^7xBz+Q(W(6#ofP{h2c#bzJ85g}^%=CrmBE|1iYawR;! z2RZ3%9C-x42;d*^H|=J!xj}o*T62rN>JV z0%r3WBkxXWB+Q$v)6cAIS$wRs%~Lh(V71Y^aX-yb9d@%A+zq)zNYxm#OBGqJg#&xn z!x5&fwq;fL;f6_(19v#Fhp zeUB3kGGJJlwKei3{)wE7k~$vTtft$pE$rA;m1{b_pp?;QQCO#x!#EPq)H)(x?_lv2 zP0j^GV7vBOk>wiqxKCt@Ae-lN2^=t+@18bg4q*fXcVzKJIff>5!2X#){7cmx*leCH zJ^pc>YYcI7@bd`v#1T)}w>A0e6`~;4=}vVJpQBL2nV&o`F<)ZnW)B1dU)!=pW`mBD zQh~iU&@r7P!2~cH*QP+ zSVeK`$O>sd<@g{{PT9%(qH3@Yfdd8`KVa(z&a-@U>afdjbRCK4$CC-Lw2d?3dPh4d zU|xSQk~hib0bOT=J1ek+0o632eJR|%|6>W-c6N}TY>D>rJyrw<@cgsAAC2I?BwB;V z#2&x`D3p^F&fpM7{cNB%?o?}6@qyCDXxuSHca0*JKE?G)0iUJ5L+#qriwwS5`(L#u z_X;SS1cVL`$$$tqB-Un6ex)%o{pjQtM2iUO4kAP2OqJ=l?qKGCN13@o7wyM^#DiB>ohQ;v^oR%rIXE%lh?<~qOdR@^6>`gIfNo(7}!8UMJ?tu8z5-cq;( zzOEb73mXD~PdY^_ypLPc+4c5DQzww`aaDg~bM-LosoL(Uru4L(#1Kq&LdAJ}V9oc{ zeNx+5PGe}jQs6Byp?_oC6q}TkZ+1vTN2bhdy&x7Ig7+s3dwulHLfg0<7r+#SE2>DE z&nSq~n&KEBM4078Ft=sOFoF2gh%r+{;%c{>a`5JoI7Ad?{RIqshHT zt<4=E695cT=QC<%V_->+4>}t8{8>q}4cOh^d$+M{vWJ{`2*KFgU3s;Xv+?H`TvEf+MLhZG4f$XU|Ps4;SrX3tb}KM^bZ;TYFr6 z(@)%>P0a;B5BGfhn;9cUh@`k|L|0UhN#8G9nEBHqE#FrdQ?uJyo@%lSg`qwvPaZ&QDT^p6nEVm&- zDMAL?rE*eT9Ylh{H>kJX2)p(j1go!hlt zd(k7~LHcvMvRB~d;MIV0Z_FDrbEww6JkyqRvcUvWrJr_G2fHVw?n#K#!Siw68uBh_ z(`>%ZPVcJ00c#^2^@?J9M)f`e_OL#P=nVFbzPPs(Ce4_%_BDRCp)Y`yN{pPckFuc~ z2=v+q-((kTx~K*ycmURJdGOQ5(+&TjO2!+*eskc@-%Q#EDmwfRjZ?ldQF#Hn-_rE$#1Um%t=QPp(7GMO2N)W!OOt`9CHT%fB67dS8i_L z*3_&gr)zf2bvFn7pH)* z0ViUi4L~b^UeFiN3jh56dB*`9i-lg$^uMM3ZWx;OpI(33f&N14;pAb5UC?`2hk+Bl zFe14*D7bmqD7d)*2Jmvi-f;jY__==53uPD|aDWt61}F>73#)^J8^#z|9Z&`W7le)d zcjdqXHw5yxj{fQJAEIEL05}Wd*6-iHaTR!m=7T*0^+E4pjDku6$^hsukj}vezyJUe zgfZ)P8k895JLvUC62Qsdf8yFdU{pf>{V?<&p94S~m>C-z*+bzY94Iu{Sf%u=tn^sL zjVvAYSf8630sqVCS?L?Q+Uy@10-$ruYzzUAB&gMeLiDiSVJZEF&|!6O1R$6I zY$GUgl_6lM|69OQ#sHWVtF;~g9|gcJIhg9%+XAgP{e@Bae~VFhx7huEfAs$4SpRaY ze>v9wL&y4OfeeN5`fnnML8tbAM-hTzf!*N>{ijG`e?kWQK@$7t(*FgL*c}wnZ{za+ zHzYA&$-@Q1HB$Lck;H(N%HLV}8%c~ESkB!2`!BI_zU3*ED|E17&t2p4bc<w zwl&m7frZWjD5y2HMu7wl(NdRgKo$6 z*{spnP{`j-ZotBbmw1z@s#PuCo!BW`z53oQ=P| zXd4l>c?B);^i@uqDJPe6b1fb`T$gYk=e%71S9{Xz|EOL68-yzu)BgqG3RvggU;!%Ei2p%wA>i*UL6nn$J{=+z1nWMxf-~Y@V@ZAIXB_O2wI+l1liJa zlgNe!-QLs)-Fn@Ic`t=sZwo!>fEWo~p6&sEZ>{6~bIJR`&7SwT=gmS##%H$;yp=;tgCgdFPjJ$ZlRrZ4 z*-X{H#yhS1petzwJIJ1jX#LHu^C^QmSkSfgGGJvK^NpFkvlO_pVc+A;e1~WMM1bP_ zm1jHhu+)^}%=_(icjrpR_Ro${Qyrf5>sX1;_%7Hxw}afN7^VU&Hp%=uJ?k&A@CQeE ziN7U$gzUe>pwuINciLl#@?DZ^StcA&K&!tb*fsGN`rcgLn)0>SkTP_9{*1~hIDae2FBU-K1K5Yj)@>b_>0WxO z96*86JdMDlDaT<@rCFUq@QfrEl`(iCm`?D*;8`9aWOqyezPZ6s=OcQGNj)6IpEQ#4 z;-6btxeAN553jM-lEvf_h!KJk39B%G0MBEtO^3{ne5)MEcvZl$cN6-Y091&%FO1u-`Eby z#9RVukq+0TRga2=kCuG6NX&s7$oT>z;uUCJ#ybf38$vzt_{pkXhjx>VsZ@ej!ZU(1 z$h9-+M9@}jDXpt>B_)$jzV<>D@xEQ_GIT}>zbOSP0%GdP7AJvJs^K*T=7 zo@+@IC>$-vS%Mx5B{yNoSk})l+e|(h+Lsy(9t|8CuywT&v*fI04v}3YCb6WrnS2aC zokyV8piC@s{7#&fPs*TKYy(gj&(Bya*^tIeF>ba1s=OQ;V>DoSi{w>7s3enSVrk!- zz8gUBBtz-I{OSmL|tryBV!+4a_E4=BQOV%!=pD)x%xK-YKGJVM6y(^KT8MC zFWoq_mmLE{dis181hIY3Dwa;*r_fS7|4F&4D(G@ct?b^u3cu;rZ$f38Vc*A5O)F2P zR7&en@#Ghn#ijK}XCETe3fQg)F8QNk7-m*bj#hbf2y-{sMR?M;#ZYr_(rVKBn8~LB z3_%GT{169Y2tv+IT^wreHbY{&sqBRzmHBW6w9&eUk{T-XblH<6{m@$P>s399u%|K~ z%;C?3atnCL01oFaSwNTkUidh?TBHk&t>k_Ddcbh&C%(7}p9;?kS=}mucLzR>0&6M+ zR(<($;yau1f7+2;6aSj5;wlVPo$zYI7YgDfX75nrKceFUL>L?SjpiReZ8If)@phEE zkN`fPs~oBw1l)9LFzrAO=QdG;X-8-lW*_iJ*8&Z9?Vwr7d`b;|&B264uMTDj7)hWR z2r1+mIPih04)C%{4*Oe`GaZ^$P7(Gu6fkvd)!M7{7y-n#ZvFw)dXwE^fl*jR7n>|E z#di7PLKvPR>u!=A5gZ28uN*PtkY)wel|fPZE5|4_{b|8>nkSO16*pgI2! z&1hDA|48%5Khcb4^$pcBU?l(ZQxT|gjBqCrwB<4H9)$lSMC1OUl|ClmZnEQ=2o>9u z;+r-i^Wla&T}IP5V4*wAgY3dgkcybS>-<`0On2jeC*Y;-gFaF2#$uMdRNE|ZO*ie+}$3@M&ySGw^A6$PAH6Lf<#!~GkD>Bd? zc~r0oEL9&@AKPX+GKrbV@$BizyRwy_f+9YabII%jlC$TeW4M#tk78bjRY71#=OtAx zqs3f8hoQd0We5e-(X(`>o*)X|SwX&tp6%yf%(9c&3U;(t%q=4}gaE5XG6=ec4Prk& zMunYP#rkx62B6A-mAfj(z4E(ZW(ZPn9UOiM9bWnhEAU*n4#|bIU(6b&YKb&D7KYI? zD5V_E+~JKb4HI=0F6;2$KpRI+#a(|1?PuLX+iy{MwJgr~ffIoihA_meTfM6u@unZKl}0w9{l`amJFz!Ts?!;A zJ8iG3PD@Snvn-4%5P}TY&&>ld8(LUbzkkMejk6JVu97HCWMTb$bu?sx(ctZ~2A;9z z$3KmE$RxCQc3e;wFYmT;G{2dif9^DxzB~He?V2r|yqb5hu-SWUzKzgY&Cc`qnKr z?sfW`XL~`lo=TS_F<0Px_;1*jc z$vt}+E3b*u;TN?ZDrQ1-tMP{&7$>>EJE({LsuLGdYE6u`J9QG|y|?_}ihuPxJt?z* z-+iPd{d=-&i#Hsf;TEseYYY)r-a5BF8_$0lFz74Y%s3C~@ke64*OU*Nqpt7iI2MR& z-<-DudEXrC)F`F$x0$xrp~^%(`?$6k<*OcM7t~9c_0t3Kobiz?H^v3a8mT zN^bIs_rAHHzU2^?n;pp@W_ezS&#p~-G)3Nw7?MbSAYx;VcF8pS$?Gi4@aI)n8AoVY zSeR$p!p61-iq5*~<&%_ysq-9ct7*CylM-FJqWN>2=p+ zsn8`);`$gU?yEJ^#_1ZezE7pfY#Vu@3P(2;LUT6#y+=XpNwO}8)4i_@9_)TL4SAOn z;SW!&6D`439>w(f%~2n|Y0?zc(xL&YJn1vuKuZC%i4@A!ZI#)&s9GE&R-GjI+9WON|Nk3~A97dTV7dgL8^xcMO%+Gj;lF53Y|`j^j>+Kc>06xw(2C-w;gT0)*!o->rvVuY9;L%>U(lO zE2O^mN~ZcAAaMExkt&0vG985hVcmbcj28a@+6mgQao=&aMjh30UBjB>^i4RsPY0jp zMc67*V5#FI5+CQWw?cSGn&4FQ=^hY7i$ z^e=J5AEWS|zp5uf&2nso3V;NM)}??KsDb$bx|(ySm|x7?afr~l3z^${A&Nyt;b zC;`97Mg5Fm>a%I;S!fcM{=yfsazM&qSpJC0PtMqM_3>YI`u-u27u)EXTR>MoL%>av zds+Cd|1@C+0T|A2qIdy`(G5X`$N>m(87f3*(#IMicf)3VUcaccYXXwcv9>6v;HVo0Y4d`4uW9YS3L6$$?M)894Q2BwP*^!^xbmF97V&Ovak1Hejeh<*!Ue%{;yyv0f zKt(iT8d7R5tugdvft`TBlFH;0GC=N)T5z-C2SE#7+gg5yS}SYQm6 z8DpgB#eGqL0K+Y%AYxp({)~H3A77DpJ?AJIU{f6DvTeMevK{cYxf`8902@d1CpavC za-IPXUD7#B!tY(0evGbR*-IMU89F?4K_E#Vb&$+g8YrsnzoLBM@=e!}=Y1z3g8&jx zlqQ0gHqW087*~d%_1q(DN!$HLW+Y-JpW57!C;%ys0!)$GfNJy`B;uz?q-~voAgP~u zGt|p~@b>j=6`o;{qiFu5j^Jg0^)xLPWRh3B(15D>v&vz(Qz|uKOpK_lD>2tDJg)8L z7s%?*z#fGT>?%MC*j7kj_v6tED=O74}{ko%9TxSc^3^~udT%@{ma0dw#uhL<%j z3J}8_8;(@Iqp$R*a>bvZ>N5)jpntKwm3Vr#2go6Sp^{nsN{J!aOckwbK<*k&OD;=G zWtnmQT9YLFCmwNBNIo`)f}E=v7K3g1FqsON+|IBcX6Ym(Q{PyLuh10czH{3j?FDC)|^%aRvWfGO!5Cj%4}14N=Q7EG=B1P!oX5_r%S z^pNm%V!I)ZD8!9Ya8PCNL?U+&AZzPlv6K2#E;a&;bg*4#WU>GiF!0F9QRwoI_Vil2 z1jl}Nby|kVPQM?3r)}+0czP=5(HX)ZkPFiEkRj^fCH%Qd1{IWI71SsLvTFd0a`%H# zNw#wJGA`#Kk1lJVu}cWh=OA)KmXjFC)Wk6$ualw%|=B1sD(dfTc&9N#X zsSF(0yV@5rw}ll7f(a!DzM%=$ui8x-Ga6t)D*fL!heS29i_}8#sqa@n> zAG2mhtN&ppcZ!DfUuIeVWj6PZS>cy)wOagRhWpRnB);tJe-}M2UZ6yMF?-?QW-p1a z`!BQX|HCZ!f0)_*4>ON{%%J}<^Z%+waH6kvk@(NvR=?~G&3SM-i{I!UGbTu?vimS zvmVknhDDC*<0DTRZY&k|*J;w^7XR~Q#Xpy21+rb3uzusb-QvX|W^I1uU?XE-kLd4f z&*$pEU;N%3_rW>aM@iYFn5hl@RTo$}AHx|MCqn*@%Z#A+^C^lf31{|cNczWA1Av&B z4ax9)&oXUcP*+!d%6-Zqkys7wHG|-T-^hUVtZtzYd zIn84jZV}FaPz6eQO}KN6<#VVY>bHXXx@xz1bu4bHPC+xaUFO1O?yO)U!O49T0XrJ)1{flavHpfhjpB$!`iRD#am10-$b_e)_>>{3QZqQICcWJbS|2M)_{Dx zREhJ!GFzE`{BVHW%bJnsLY#}1wTL3wMn3>e0M*ZvbUc=t#|k7svPvQ z@EZsM$Z8;lPKXhdIyeF{yU^_J1{XpI3?v#>YIV8!H*?-HYh|3pwh)jQpPAEd#v=H< zn@@uLUsd6ahiS0qYpc1-&<_EP^CQy7AP~yNLPQH_~v5^4xGyg zQ7eS~oJF*R4mdKhkPyhXQ8){b+x~;lF}Ur*K}?F4eB4Ig>jISU9aUh&9ap!tvlugW ziTH585YqC9kY`{F^#>eHnJNJA?OCDz zdXKjN3EtP>1kBq%6q8f*S~VX+qI(5518~~+RkNxfpWP(k5LizP%JlUZRQ`Jhb^7*0 zg#$oQbWAz12D&KSz`}4P&=>t>Fc3W`IDX*_08P)uZ_)Fl)P?3#rYMdYcoBt%%4d`Z|}sZ3Cas* z#PFx3+$Kd1<$koEvkBQnG(D%6;?W6=ghc}C&Ne=<>>7S+Z7v7WkMcD?A2M#6fTc z;YJyQh9kL8Khhx3FIAz)rRVN*e^Wc24k$`|34ZT`G$Ql;BZ@yFr;xXfB^nt63kbF$?-tod=%)R!C_YM6#ceLeCm1@yk|B`vh1-Ljx-Rlzi3ZRmmyp3wPCh>IScGB@Z zH^Z+CQ30&uepJ`z4!_?#Xc_NQtTqEn354;O1NZyUhQt)sUrY9}`tTz}3q@~t*0IL! zF%^I^Xa4d`lCFjxq;4xs zC$0=-UMpUgne2u5{oX*kxV=P;UK~om6un`cRM0y{26yr})Cx26Y872nV^jS$_Use#uKq^u5ItXMB}tVpkLQWJJPzRLWeu+651ciPh9;eu-pf6ieLP5V&`` z%+#28O38~5+3XcMDs<5a?U1-+9q*VRjm*TLtNnavLt{;3O2y*OssY412`!7 z(|juKGQtUy6&u|#`gTLrQscxG09&~Q9@vk3FMlZfa|;S(yC6;sE`|sqIGJOgi@ZZ3 z(HeQrRlHUQJLGc|I9};c>E2jK5}5$q^3D`u1x~dGWiD-kVxo(EE19h})LvN|L><+S zRkD^+jg_igzb`~s!7b=3&8Fb`5+%c?aGjAW(=^S(qaf6-da$J9jB8RRm{O3=HLO}l zF&IH8k!quIXn}2#Dn`Y1z%gSjkw`ko9k-Y=Ka}+_#?vQPgnY0(Jc^2akHGDPtaXE- z(e+MQvM@S6pPDamD65dxv(##dt}T9eqQMnmQ8aXalMIwBx1_F6Jd<|&` z7hMgT@;)0gbNxcMFE&|i80{|AmIX%!CnZQ;=k;^dar7Pg;30$*bgv4$O}V}jCi&hn zw!Rn7nREV$BaS~XvR0fURK#t;Rcj*N-jF#eKWhFK5UVZn5SsZtJ&>c!UTgkBY*dCk zN7qfsvzF`dc7<8KJg)Rq!MKhxS!o%nW+iu3=~_Ee)m#;ad;iKpW|F8I$0zv+K5!lw_o|(oFm7@LR=@m>Ev{u!p3tL3G~bF*6Vc6Wl?FnMS}MYRSPj~ zNTP$Mqwq`^&+)5@GxUS3_J*avERJc7+jY4OE_aq_e^0M1a&o=IAAvn7+sIh%Fm}% zu? z^Y8T%QO2Eq2U_7IasI9M0;k8yy-I#p&JQ*@daV(?5c3U90HX(tlRM`AwoJXw_v!fw z%;Qke^TeG_#;m{|W@!c=JWa~#a)T>2ik3!>ydM?$hsw~EF2ya(IuvQ1IpWLJxJuh& zcTsx=FKi6CuWJO7Xd;ktmvtE-bH8!ICRIxSVcnw~F&VURb$e^z_y;re-A2aTjx>kO z<}5tGPBtbpN#FJo?={(%DL_6*G&5CK$?dq z+b20wXjdP6+7z+y<3y3R4Djcb4M)E8_9t;(@w*ra?@FujAOj05k-|^K9ND6b<4T*a z5wlzWgR{IFs9+1LF5!aHc9!lGJEG83p;Gq)!OaZSx<_+Kj{vw*a1~``;KyJSR33Jt zfDtsOT(Ru{f4lKhqHDsc6TMHLjh0!z>xo2ur}DH4%g8acs=ZHjLpwH~M5ZdlqkXM? zp|=W3OY)Vs%Fhe)&J_C0=grGHIau56mbAu6`%^^S*D8sdI69Y zS^WYey_2z*yxS@<5?B58;OeFkNNQjz^}sgOlk&PM0ZP`Uja*Glt6Cp&*I0)LVZ63m zMKWPMcv2nhV{DU(g*Nb)*HuU7o+Qmd>WW)4ca7ZE~+8YlJKFZCQzBwCo7@!MQym`|fNvcqfj zDf|Np5zWsDWbeLyKCqY9#tEioM?GpkWoQ={rZE9|fd#C}ma(M6$8hwRI3L*HGtE~- zhM|vX{cM1*0u0)dFFi6uK4|gNv74B3(zzmSJ-j+-x$WOnm$0+$Xk+LgZ*}cv!)0(s zr6(dQXp6?`1LKm4kUa!&`vOUIEz7k6REabxl|OXym?ih_*%Woa+x-Tns#1$zi}nw> zMYy-d2|1=`oD*h(--84fdv4-iTHEx(nTpg#*NL)++W#aqG2FI$eiudXKv)`LDxC7g zrMX8Lu|8cm*A4SJ&T5|fQ;`^-$7)Qf zpVwJ!M}yh%ey?7r+*8YKOcgEc9^M&xMZYcYY#bkjlK9QuI4bofX-f2W*2+oYGJN+i zT)3SnsWKG(A>1@(`#D&J#aL>lOn82^J|>6!F~R~lH_0T^+D_SM%0=I`KlcxrC0Y_z zaRS_l&_IeI{`dqVStj{d|7q6y{r;BbNtKhVBkmGUUKpRh9vTOQ)zUKI=4qQ&F?w(i zE{bU8GY6WuaAffX*{lH^am6Ph=>H`x~y&`0N0#Rv`l$h z=H!6qOl|Ddt;7s=s9KrVHKDGN=;a(eSPNZo$Kei6g}dRPXr-#c#|mF;NQ`h}tfM>_ z&|`UUK$krAtm)I`;bqpI9tKG7Z3fPLM_xwGOG*Crn(-<3wiJI4a7TnD zpib_kxc#ldV`sW=JWp9Mf^KOKL*4TCVTuvFbV&sqBirOSww+5=8%5(%KI_zh{SRzHrb4DR>ZZj~vNOO{ zGt_Ry&A2Db+0}kq8qsyO*&l*n0gysK-Jg3|KfGwU97Z&S^9f!r1U$3fl;=DUjl+Lg zi#tESE3qrFXY(^LQv_mqAxQ3vhyj<^%@{iJ%^2R!vzzC$vzq6PH9{NXweg4T z8i4Hj06n`tyS}lsp5s__T`hgzcaY{s#C84T2>0r1Mj)8TD1L1_10$ zzmGS=;KlIeQrecgokF8%ZBVWH7)BDkz9@hI;)2@1|9fv9w$QX9^-kiv!gslBR2D0+s8&EXN8wsGYKy=M^sX&V2UO-8&O&xkhZb|QjIP9dGOyC+%V7sl|Lvq?`p-a-a%dn`ah7l!Bcx+u8{sL?3VQ@Zgk{xwk$AvnLK`tX$#KfjKKPU^Mpyw=i84DK}e(^p&*rI&c zH9uUoEjsVE4rf6!BV<6zft98Y+%IZ-hWcAvide7gcZu9m0_dKqf7w#n%H;(A4*QST zDQ_A(TmMdazdIwkZ;`pA_R?wH+{kKwYAJQ?s(C!zR`=fCurmM3;(6&@CT%a@UDb-j zlv*DpNS#IPd{}0*?OSHxlo|eJpCsZ(Sm^r8F87wUz&+dDJ8+EzsGqyes^Q+8W9UTj-$ zW}JAw-)!{v;0$WT)til!Co=&OFBc<&dMeUq880ZBp1ffeJedr$o={6Wx^VYcx6`_4&nmqmQXW_|LMBDE+Og9lAfRyW8=fVj6PGn(;zg3msj|Rs`d+RWdmX zp^Ft5TX`qxna=-fZ8V;8Cv7FAEj~evW!xiOjgfBksgTypV`>P=@G)Zg_wv8l7&C)*g{FW_Iv^253Oa zMj9Bkxpv`ysSd0q9!{zv;c1TS=PsvrUP$Ld;dnwHBu^L|@5&OF4l4UifhuT%D!s2S zE*E*@dm0f79SM8G`=|i9U2n38Kw#O`#sZ5oDD0M}pZTe85^GmZ#`(zYkVaubEuk5K zE6Nc3GY}jaDp6NM5Mjx-#TYXhOzj<(oshz!hFA5lI?PcSY&}~1YzalW(!5G-hHR>u z$NkaPDTx=Itv0GM6}=p`-mjvx8&-Ul`nNQ#eTG74LttK#3;x!w&)D^-D}ACLapGJ5 z_K*H)o7K!3NAnh+ZZ@5~>&dj8W;VP%S{`5Uo{b;AWuDq2arIlTe3uDY%ITsp2SXui z-NN~eOAFuS*zpyK@gouk#DJ{OCTxjQVw`AeawcqLHb;Cmrm(_vZM+xfDZUau_@n~Y zvCq{T{8rW|`7Fn|@MUIjPTM;HXluPNj5eVWvS`oxJOo2G-+kgxerl<=fS{(B zAoh-zpe8;#sR=9y%Qkc2^-g@-(HF>DlIrOCt8lGm<0Vo!?{?^Ow@U5Fj&kkEw+ija zjXLeg>vCO*oH@gdBd!AgAT>>2fW%^B_NXxOzb6JieSoz`@L z{i$Mrl?$q-{L=5mDoI_LOIztuTRxwSf$_+`Hj+o#imrB5G4 z=iiFIpMO6(C~n*BV4j>>LwK*#9DrY0ge}zCW*ws@^dF=}qY#>~_2>pPJ}o801Z3O5 zWRtCM_n4SJoamt1U@lIGe82g=7ChEuu zIxVp}zXpA*8y2c=7BQ>xPkMwD<#W>noKjfq&Y@2|fhGIQHVlzdp84UrNTJq%_t6b0p1G$6VC;p2bi-m8@)SEn5_u_1^s}&C!38I z5(NF=0{dV)fe&>p$55f8IDYgZ1RB;YXl;|vL8-bIwc{;qm0$U3Z{>Qtp!w()5xrvh z#}5EI{pa!?m`bm&^gAnBZTFIZB$wLu8~u_^xGtu`_M%_HG`n%}XPyqi0fZX_A0%$1 z*Kxz)7T*UDk8wTca63=>?R{X+-y87GwD+fn=qqvbr^Zvr`wDzliPf%i*V(}_)1kA~ z*|9X$p_86Zy0E_Gg?EXt-``!dk#sb<{q5r0BZzmv$6c2!EDYufc7~Y!>czbh(8~;HyF>(9OHF&m^@kXTL=t~^4<+Kh&=OMiZP>H6*-9!YJh}t=3mFu7a&DGnq$B> z>zT6_=yC4~@S6sY=Vd8!lEe_Pd6k`ZbP)s2IaG#U(eUg5i#g$r62x^+BwJ#eN52)T z4K2IS(SH-4e-ho?LM9}wGt`}ZIT*=3mbXplOQ+B_pClF8irs?6pNWq;>$!X%TGw3K%{m z0G9gNsBr~F*IJ=RmMndv!~4_ z#vN2tn<*aX#0kMsjJRm=;;`_0*2%xt7=Mh?WMoY|-DamKkkPfFzgVhvOM%r?*)LcG z6sCAxs4v+Iiz)^?ah)|7T3z#~K;gDK+P&K)jDsyt(<s^P#5Fx#34;)o3d-1knoHp;ucGmaR`x(f=9FiM{uYHC8+dpp;ykL|l_!c`%|l z)4`6RY$`=I!0sSAhhrjoDmMtqGdT()^9B)8lD^x3;?}Kf7?hE2Puo7WWCWzT^2XykAG`ukHg^t`lQRv4W-h2WgmbqAy4du=0d#nCeJWkA57kPwaZV3N z3>rJmQ6oSRN<2ay!UK>s%}F%z7#FQL``RE|?WHf#IIhPQiQ~EQg+hM`%_Kpt1gwU{E}D}XPFPE-%(s81jUhN*FQgNjwX)5yvS%j2eUI(n z;~C!bO+eJ|nk64?{fJ%zUTEW5eB-@M+~ZnYhjaH5prn&F>PJH-CR5#e z@R<^EjuYImBh|Dq3klJ!kXy$Tb>s*o-l_>$whbRs zn_;iIIAq+xFJe1;!A}6nsCvg!q6S;9J&cePrE{{yaQ(R9{MvqD zq~V;~?ISo&*WKQ7!Ts7|K~cwQ0V#|n!{syYMleH!E?Ca;6=P06r+@X=X)7wqT}Rugdw=OpPe+Km9wcTPC7FaI(S-t1ievs-!7=ATLHZ2u{cWcxlYNKi zwL}*&oOeB8mu>DD#Lmt}OSj%1Ft3eUMDLB|6*xO!>y+eUr!;v4M<+KzRO}8SAvNcx z=O3X4$9SWC?WVC+luicfb+Nf4#3)Y5R4lj-6PA9xur7FSoX1<%)Us3{izMnXc54<> z9`p1KDPX4q)r^1AE8~IroXGG8gMM6`H44Ibx^j1C^zEVaDMIA_6NC)Xf5hIBUe;=K zzqf6q?`MRMr1$}%_<_!v#z$-J;wZ%d2|PpzB{j#(`}gDqq`kEIo-U-ox(Kx}wa1$( z8yk(tMBD1B6NYuQ+1emCjHarex`&|LZCXQ478fn436yjsQ&XVc93iQH#?<@ckj&cV z7SZ>KyGTwfUjy<=WAZ3FUh+!$&Mn8W_~l=8`Q^dI`A}G0BV^|c`s#H4T*Ho2_L^GB^+rPFka#?}%yEwmP0pGZ5S(Y$0Pr-+jv`Vo$v?s*#QJ5U{FAa)YIv$E}an9xnA&1_6_)CKiO8p z9!9>z;Ju6!=6Q+c0_ieL=mN>WjkvWC&y!{`w-Pjf;=m31s-5@P%sovS8sr3)g70ek%Ww9V*u<|Ug3 zK+LNRA50P7i;+-^$|N_zRb=_pa(Qf&)^Il=$^5>v;2445{>0Pz(vu8g8ZY;kEsi2k zyRrWptvQ=-2F79iJ7SUonzUPz#D2xs{tl2tP#o~_Y~(RMsioTp+KpwbSg=E{{gjJb_&DU~gmCEU;ZiB@pb z9&2`PZ<<6nLz9Z!%E-TrW;`_JE$nss=GUZ>h>I(6<1Aiyx2@)RwT>jCHD|TphsN$CR^P(-OPuBE6nI&Dg z@@o1(*(0BimHD2^8^WGS2e}VGFphLi+o-GY_#P#l6o?Rfk1{VQMMUD;)M-iM^tG}2 zIvS$6y*a>qZB*ZRHs77t>QDjIK`f+4%#?sN+JWvFU355%l*$c_F}o0$hj{PuvkZ)% zfXf?jB)s;38Hu7p@xbuyH(ZW$Udg9u`QQ8GBZ&CtnKA1O61Su(ro5fz>%)>Ci zjy|DGy2NL?gJE%`j9_VG!_(KNU5Ch?XmMmC?Dd(wDqa!m;pSA>xAWuS;ijTMV4L&n zLdl04H+3R=rnCLa;MeCxB_eygvwfAiR}W)0xTKw9iE7fWVrGJoA2!0}Cz^EfyUoNg%}zyAJ+j z8WM}n1>Phk9PrRRgQ2;?KKaD|Edy=loc&5${zc9R89v9Fdu8_fKbdJxA)I!L{IEch z@cu)%9xTt7R=)yVtDG}>k!FaBH*6v%3y1-UNh_0(-LmLKPl}GPtK+|9GiaCrdBl0X z@rC5n8#pfhwc)3Nu;WU0>%QY|BeMN$Jr=17%fC@7LpOpsj2=(E4fDctaE$ySc7UcZ z_#1K9);iY!bd2}om+<*7ckA4WzcilTBZGC|f12jW)G zU+b1wnpZ8_nWWDDcF9c9XE`uM=(eV0w`W1i5~M}T%7bFLE&EbWWU`qc?3X1ui>qXq zW*~7`E)>f}FmaeJ!Qki}aoC0e@<1*G%PoDx9w*k|=o4!}a{r9hx;iNOr#tmK82sIe znqNV>e017DzPktXs*w2>Bp@G4c>M(u;C6>n%ok037!Cd1PZ6BPsgH91M@uFi3|Y(i z#+MTo0W|-`BA;Y>T)>p>r z`}s%jyr>xF*2#hbkE~gZLj<)Hdbl{kTGOpoh!cMAoA5u_&xlzJoy9=(%arKQ}!j#2Vi@^>ub)a1gwo~Of zDa~y(FTvGKQsZhf3iKhyJ z$qDf^VZL?3z1=QK9UYr4dsJ*x904 z=U=7K-oNW(Sfc^VxJ6B4@roZq@rrkJf9c01dM=(@lpDfVndH~`n!? zy-JhyDh;4+mF6{sz>*r=1SSr~WxLjea4XKnJ!^zvyuIh%{#Pkd*-1)a18P6Z0_IA0%PA;+ce6{4F1uhGh@#Fc29(B-^U~{v7Q)cT* zgj7wRbKo)POv#ut&Us3minX9>Sp0UA4KHK2v{K4{MLx=@8UxA= zgg1boH!e-vap2IrDeo(fXaH4T1jB39^~nJBf$;Ep7rSbCnGzg-F*l@3=#2}7sCGB@ zi)8_q=@0=Yu_-!6YF$x++*Xh*X}hyz2Km$$*$TMoHC@^B{U+}Slp;s35bpVlo1Y-2%Zd*EXNmVPWlpcaQ^6y6zv1k$n%m>!hR4E z<)|7{WQ32gUyj|Q#^SeNbtA4_zt6~DJZE)7;iQ%u9uAIV2}St*z?Szx>Nkmr>W{kW zUvBo5zub;7R_yc~FR#>plz9%heuiSKaHD@OzD;a#4Q#c7(b=kJpS^$9YUP;;RTn;B zWza6#p0IMLhc&>kS)%` zNu=;8CikY^kc;zTc-jLAmgZQ;E%|6Sw?MRHJz&s4IRm)SaU2a0H&O8CJ z>!&u)%#X>bi3G2!4$n2s#IgP>BjJ2V(4M!-(WbDEAFcNC#;7<(l%fkl3qG}_72-WQ zKkB(A{95zY8$#nLIf-&FG@*-)n@>3Clo+C{=HhEGw*VrhUR#-ZyvSCxtS0L4oJFI^ z;$hURVu^;n8p_Ei^qd_u>dNTc= z2CGEyZ^0kKAAL$N3vPw?n!mG>=ui=WokibuO2gfn%em<#FsALN1q`=W(pB%5g0Jb!WrfG@f_s-Pd-V z{e0GR_I*(<7fvo00l@xZ0Ktm?ykjd5Cy|HdiY!twN~p%Q{4hZK1Z&f#XE%1ch!{0? znXHNMvg%<}EGWRht;Sm3%z}BgdA9jv>My45*ZRKYSxH{?{e{5Kw zNi(dN7q*}nT8Gr2v`DOaDX)6j>~~h%ilI?uaSOIYI?seDm~jVYg0VrFAx`3F@W4&w zG+^aS=A_Id`oq=iT1wXJx^2VeU9|*lK-KKF6kza8Y49UL$I%qD5vKlUu?oXy#Eooi3fvn1Aovh^0ws-%UQ#nomVU%? zAo3h!4R}ep>C*wT(zFG>Mm`Ab6@X7FU7Jm?_Z!^_%5zFNa7iX8V?aJRbNo~YMI5F> zGc{It_7`I3r<{aJhMf`_sdSn;Pp%r2CYk*-Jcl6Ne66)xxr9ME4x9PbTB~q+q^s2e zz;i~TmbO5&t9k*WHk2HfK1N|#dTL9-_{wnk$XrEP*w1#c|3(1;wW#PjFe^v{9=1KF z5qC!Xz6S@P9Hk}v>lq|Nt}f(>o~R9jN-L#(@7?RpVRjxKJ_Mg3bb`}s8~M^`ZQP*c z=w~nMB0zr?V6M99v##89n(Ql(b?jfl5uclKPDvDBZiEtx-bx|O2GO<|QFZpejGDRw z671%adc6|2kD`_NJdrwQ#&{KnV@pA%LQ5A-CZ^8Q#>~kY6lL#2iAJV&F3aNQXcrlV zv4-z)+wv$?LQ6I&CO61d1age?r)A4kD9?Ef8Q-B^f3(GYMPQ^JpoUd7s^B=PQsMY> z*-nD(&99fi#EGesc8}d&rjCCQ`bSXV!8vY8pbZ=ml(trFJkW6|M>s9jDN@*hTCGf- zek|E$YB<<0Dg#2SL*-Nd(JCUC3(fJ376> zZQCL)3=O$bW}!7;o7DRq`z+KX;qW^1{#SYw3K`#Rvq=D!N3k;U6<#|~FzRCjiIK>2 z*)U>%hoKAi)wBBhWT{Ur?Chy)b5jtUVdt{aAJn3mffGSImK$eXyZhT<%#71UGCcjR zl&|NpDnzUd&UY$bhV%l}E~R0W1t*FUG*6{klXlSqBGfVKM5gf4_?Z|JQjvKbheEy{ z#~ShIf*(9N68e=Kg-*AGmxkxRltkx*K-NfqwgNQe7|o9rYQX4GFVHzQsm#3=UjyH_ zzR}EsO~dZMIlh%|n+n993VavIlc8A?-kU<#TW{(I_9*WiKGAk|D(tnTW90E_c-WQx z*?dGN#2aNqA&S2F!5r=@;C*?QseXB9*<+eNg9LqLc5(M2`sTA;4;YOzc%P~V_yMyo z&D6s?>H+wh7c;Iv+p48L?HoPd>BLLYC)>n6G?TSS9Tzd73uEyNf(fHY>*gikK@xGv<3_q^z-{?C`Y^kXXl<{KqD6 zQvk+o^vTb#H2=3dhQC*xhdWa`pIh^3f8XJBJ}=F*Kan=9Ua5RV@8~d1bt0&WY~W0F zCTt+^@biDMPAdHktzb#_uj9<^JimJ`UH@_pT) za-fvok|zus;a@U%!rT#(z1K-6x;&%lpV)Lvcx)1v+@q^ixzX_#NF=^@?eVR=I41 z6qaL&cTt~-D_61CPH=HoWx4nzvt$xb<)!OnT!A20J&_h z-g})U(pnZ$=a8&xE#WRLKCQ9*keX-Dr;xwnv&>3l7oWdxF1BRk+jIJpXpY0>#&>C> zXxMmqD{h74HMR46JP(bs!svh38`3lx5q*sPaWgh{xkNrL5k5=L5q5n5aIZ@;n~w z zjk@o?jT+==G(5lY+~%WoBpIyTzl#Is2PlMrYs@!hT|G`UCky}&bIkIm*kXIEUaMvLNY!Q`>`a z71nXZLU^0Xq}f_$ zq_{|ya$q^I=B}+JZh1*ZRCczl#P#8dYjLR~zpkqF*!96pPs2W)&@D$vqo=R^m1v`- zetGG-jWI0xO0-}lpdTBYNl;HbehP=vF?7=N59$<-#k7z!WENW5UTAAFfv^sqX zf6B)Q-P`)7Gs8L2!lyIvo5c*s(3UXg{5iPLx1Rz8KTA1Tp?O0-u$mJoNbiHU%&~Az zsgf$hn5c3EL5eon`gfKxJ7lUdU;Hp5SptiKrRzj^B02))J$BpS71&Me8~qF$I{g=8D^asaT*lUAm}}^kiT#u z&&E2AusM22C$xF480Ib*_U%>NuGh2*=j~CK6S_l>omH#TUs)~}jEyDTA@3Hq?|Tt0 zLCs*+P|MRy^=?-Bt};nZo+VX)nU2c4&Z_mPj>@ghDuBL=+VPW{+BNpiG3uX0v)WKX zU_Zaj5+Tj1=)X{i6jkBt9_G)g38?qxeDc5F)j7u=ll!3{y09UJNCxCk-LH#W~JBkawGzs;C5O9d{_DX(vJFD2x)CP-T6)FNHB1afss;dU}-*gE;Y ztv>@E6kab}5yw*!)r!3Ts`8P2!x#{VF5`NvHc3q{V|V@J_bo1=NP`r9bl_-0ohUF& z((qt$nWrW(V|g0Fwo7H@_#A|LFuI^b%c0+no^vt%I304xSz`8mjdu+5%KVETuI1K1 z*6(pY?^VrZ*=RoYQ@{+ZlRO;C{1~zZI}g`A@)k4*^9iD&rAng4+&PeVXbA+{mnnDo zdj?lT=zg)RmZTnFdR4vgp2rlXL|T=_;v7BPv2B9eDjRm+gdia*Eq^Q^JC)COzbS7* zqAds0p@L*j9Jfu@Y8S&q*R~ur8SvsrTyHhSeGo?eGHuFn)c8YiQ7UszrZHnNVLqdw zMcz}TX3xt0kH;+amc>|y6*^u+xfOjXfskMrCYZYv6^*LwZLgNrVM5~yS2<;}x^hAgac*Cq#NdA0%cpt(PWL}rqY z69^P(Wy;ztxK34%X9}f?D#(s-ba1|FVi(~iaO9k6vUyy-v;GE4jmk``mxYJPW4J~k zeh2~_9C_Dq2K*OpmCbHb{eFY0ph@Sq>amBB;M)LPEAOXvZIJbVY2kpU51?a_y`c=8yJR z5`P~%IP8T93eibAyQ(zZF$wpm zr^L;hGex3b73^z|LVBjRrh5|+_aIPg1jw%0U7h%&mw2Hm>DOpk;O-#uNWqGYV&WkF z%Ixh!p{BeZo-gnjLAVi=J^J9cC3F4UOBrGjxnl%vgyXdBgx)u9sXPVZUaJMl{dC%p zpJP$$rdmx0sv@v}cW-LG`?{Vm~W|ker-!CmmNME4JA{>nKsK8y6^^dk!`-p-0Oz@jLYmi2(Em?7?em?F(*lH_zJxClNWr7S*4Qml#!~c8FlS_S(Q}X@1(5*G`?K^E3kB5KiFwNQh8gTw zn~;x+C7rA|PD-6t;x}CS2&hBXb)Yzm<`Y%2QdgQK{KD^PAeA96KOO9#ib@(^5IvRR z<5Nh9-@)DDESxo(HAAG@K`_=-S;J-58?P|RGFXoLh7)VQ%f7sfX^3tv;o=NaHk?Ov z_jkRHsfJ=H>8XFvvBl4%B6&#AuS%WwMt4U-x#3=0eYaVn*E(hs&O$c4`<;44&+kFc z(ySc;B>w9M@Bjiav1pudT1<_ShfXmN@t#S1vprMo`}L{`fwpvq_5ETLmhDjg0e2Zj zx5Y=)!E3OKT4?2NHDL}}K1HvgJi*I4&E6n;{CWU|A;4`{OND#744g%=2>1ZJe=w>zk(0zHE86OOUFQo<~XqU%0g2z&OVe%%jP^d(Jre7^~t><{CEH-X91WzRf1Q*doa0yWeQ*#9F!GEAe`yMo_fF!!dYS5I32-uK zcOrH)nVG(TM3i^ubLqiHx}@4Q-26t^{;|IYk3e9*fUJ8EM;y)y4L+WqCR|)=icB69 z%J9jZz`9?~o%1~7^cyY5gZqXn`r623GMc(u^k(Y`eP^p0`?u!zgV4sz`wOjgYR3aX zdwxAZx~|d9#;q1a?i;r>6pyZ+xHJO2M7j{V1HDaZfg zv-CgL**g(a3x7okG9{L_v2k^FaWZuIDq`hiWFh`Rtzr2UE5_aV2MrA@)0Y=iv41X0 z|KCnf|F0V=IoX@I8k_#l9hJl+{ugU+0ToBL?fVkkEl6-naCZ&v?iSqL8n@uC!QDx4 z0wK6N1h?Ss?#?ZeZ|}3;z307m#&~ZO-PN_aYSvuyKi8^S-Oc(DTU!`98aTQWGqKY% zvI1sQEI`(P5iJu7BXbj5Q|nK_G^)TWVkRnJX4KcJy-s2L&t$2uFSQvYg@s=kV#cpi zsQ#gO{RgUq0L}nw|C+~@je`}QL5`T^wTeK9O$=<{CBib2+*OoavHE=N2C`xktGbMkv_Drt z$Ff-)#1TL$!b-xvK^KykgAx>h!Vnb+EJpz6i)PYS7?mT>c<)a@TruwNa@Jza zMrUGkif7816-}NHo!oHUxSpIWt+d=^UV!CL6qfv$W<&ssn#mcJitNF{#4s#?1A~Ak z21f&9b}y%=;~{}rjqjDN(prRjjL6c3iM41Ul^JYjJbekHo83bK6Tsnwp-lMUn8D*v zQNpn+bB&YXUYJN8toZie4AP;Fwc0YPWyfoqYrY#kO3kl^$}CeTpYhBhLwyz}k(2Bj zr|a~$#4Ap{p5KLoUllhV7coi|2QA+S?2$JKQZe-XMloyrNFnWi0S?v=n&$a*kBpaq z1U*^!e!5YtMN8GTeQ}F0g_2bz@&naDX##WrqcC}8!X9QyfmZ$(3%oZeZ5J7wMe~Mk zaRH*a9UVfxMB_X`_m$~w3PsB!lV64#vIHLy>}>dV)cN2)yJ1!Sy8l@>K?fFD3E6(W zt(`vf0LFOMO3->c;(c4>PQ~#KWYF4rb#?X8vT(6aWsKuK8@Wy3qZ?*Lqz0?E;&jBZ2eM6&4J!)h?Ob6VlxILj4T!o*uKDtamh(0tg zR3$MisUTt~f~FvHEX^j=ovbzx9C@=rhBGJ1i3 zM9~YNSPMC&1xLm06vsy+Ar*Ts!L1aUK;lt=xhDo4r)bRYh{zT3Nsv5FydNPU)KL); zGjGitJuPBz9JdzpNHk78)dMP1$ZTvD61pR4RTP#?0xklUT8J+B~l@;1~y z*glF;)=la?`klxdroa>tT4FWS^stuh@@|Okjc)1grfyC2Fk{hkQqkB6N#=OJDbabM zdGY&5P%5jehg?w{LI3k6q$7!@^f56?{7o$X2R-r?vbMY`%8CR=DQ;0gi-JqVUdld7 zY^uowbrp71fvB8q1)8r%QzZL7`#AeH`)_fhwnY#MO(v#lw`xh|Pt3C?i_95z@f#_0 zgc$Ph_6~N5CSoSr^7suH-`Pf*i;;A-YxK?i;_SIiJ6nvj+BPC*Q%?Dj8kIu8-ei59 zB5BabY?LCMDmyH=O|mVzO@^V+YBJ*tZuJsOj`utRUje=i~9EWTf@+M>y|2aI>h)DyJJutJ^6yJv63w~5I z4?YFH9v57OVZp=tqb45{jlt6 z(n;N*&EipOyAm-bE8I1_Z4=94{-V{Q_)?_@DqlBYBB3^4>t!Hc0Phf=I4^@ohi-?i zWo5Z;ax>g=?y}a2;t8HmBcqrG#Uf3{`PxIlJ?J*_f%n?^jP7!2)pO?NhhD5+;!4U2 z9h!Io?LI2OTkoBdJ%$^ivo_pzSP58j1Wxo*n;i8VW_#_`?0|Yf3&B!^W-F8)w#Bh%C}=A7%Y=Eg0NTx2KH_JySX>%grrITH(+ z)B6hs&AhUtvYOwEhwF!YzvZ0_o$eiNw;FeFo#eNfF2c`UcKC*3hE7JaKW#Rd|IWLB znt|H)Ckra*Z0^hqs)^XZw$tL(!BCk}1$l?*OLoOONtY+9(LEKUXwuSrR1u;aVECSeS#m$e5D|4ACPX;QAgoE-xvr*&rtfcW)j-SqeL;7XJN-MdA0m8Z z&vm5V3_W{l1}_IuXne~CE4gz>tfW}Qf8g5`UW0ykI}2ZZ$V{$~=FohrR`bnNEIV&S z6JeVE8=v9o8ox4jl{s84_@;--#TBqdbN@I_EgI?jcjGQs*_hN zE||;|o-|fddre#H=Y+6mEhKf$&VwF;SeuCK6O64A3? zsk`dFn!lRm5V4t?9zC|(Z);+**;spHo#VOsAls8Zf&`6hyCSn>y~xXza4!#5@J9PN zr9Sn2YHaFbnt9rEx=?y$27X3Z#!aSi=0ui2Rz)^Jc0~4ljz!K~u6S-;9(i6;K6JiI z{&s;{L0=(f;kP2(qKKlWV%y@?uS#FLzj1u~R)Sv=Qwm<{T)J2GscfuVq`ba@t|GS* zt1_Yrtjf7+zgoX~=DYOw&Kk~|irNpg89(0s2(Non=U#XE)BNXZy=MJ*gH%IjBTwUx zCiX?Atacy9N%_3yKJm-&Z<&x=rt;Y+AXNz3@lc`H;am8<=CegOAXTGL9*aYfl7D zhEFw4x6T~TUd|&ga4w23SuZ=U6t0%9ZLS|~!f$bIzus})_1&xA?>x9Z!aSw`zhP^9 zmVRD*v3Yp`M+CbGymh8}>Vyt?{7 zCW8Q#{%^=2?0>-^{{v7$p@OV*HzR7xj{0yl7i+pjdcp5}A{uH~p}3%F;U#0EcJ}(? zj%>SK6%9p&gm$l%oAdZMRDn*YFE7I>`H+zLK_!?f<(L!ZbI1T0q<2nCJ}}?W|D*AR zz5~}3TgC^M^ig@WtwUA9)J%|dbqN}3kZOs)Elh9tjMi5Wxn$r-N0CMkv74rPBPXWR zX~^+@gtRFg|C_1-aOK4U2&(*xCzeE?RUG$Clj!9JPUw#glhLOKNshP{%gUw8Q;(s= zoVVWc`g7vq8=l|Z;}($LGASc7MOAj=wd`nco-iY|J$2f#s7!=HUx49tMxi!gv~2EMU(dL4QFg8}(3&IM5R54>2` z#Mr_>$j%MmK>~)@xY+2KIoOFgS()fLxd4QQf&qYw1n|%706Oy(CGwv`C?IqH_f!9q zAi%iH*%0JzZvqUdfPowUzyO~AjLv}Jn1YI^20bw1GLbW|0S1%w3_=#x#wGyy%pGKI zXG`~QGzimQHVD9;G@~;zH?XjE`k&K5SpH-sFqHgv&A3=t>6w@TI0!R63k&oAGaQ7K z?LW}o{}r_VdpO8zV}Fg!e-8)w7w7r41^sJK$;`$1mxuE|hJ%oE>&eG4#L}P1MO)d6 zEeUK8T|!u^WOsH{fHyu1wmgR+e9+!YryNg>zvzOVVV^7#3G&y2+_-0WxsO@fsPy%D zcXzUp?fbNo?R)3DEB|uB|AI)=CGPNSd?;Rhy_xZFTM2xA9y?lIr)Vn9r>+=Gp_Zzv5!9S!*Ch>i|B619QxqS;Ri%fLo z>-%!om;Ex$9ODxkVU>N;;9+_nca=OV+w{pQ%kb$#Al zKI{0n`D`G#N!ii#+Wxt>Ysnqv#;hXicC&mX8z5$s@h8SFU0v`s{hsdraY1+z^l*{I z|A~6fI5@U~=ol{lll&*16DEPhY}c2yU8Uv5i8|FNCJG*mNzNfmt)wuU8Zp{1lFYoH zg_v|FBc9+Mt~=fpS#!-3Q0A$T`PeB7siFhz@EIMhHMP2?=XwvLk z01!e~j1lZo+niPJvdj#uey*-TI}MU-nf_PND@3F26{1liR%@NcW*8PzP?R(VpLA2i z=hy5x`Eho{N@p892a!BmhERq_Nq6)Up96`SuDn<4iWiO?doiZIJD<~4cM!00=(rfa zqd}bE2-vy;s+;7ub=3@o!qKgaFJ%EebP#5>LkBT*;6B>%-Q=g7#&1@Oz`-O*vZOhQ z!SC|r67F{MZ@Zf~j+~B~XH4h?q|A=Kjqx8z{Iw3O&hAWWE+aY;=b{t-)-d6K=(zARq({KQ}5 zU5&!To-K6Qy7b`SyS*PK?>yxBmZW|NTq!=fwKJj$r;FKz=Cf26+f%luPR6zRCQE3&S>Kj(A-c|Wd2kM_;jqz)po|dGr06Bad+$1Gp4+FZby;J%iu+r zYyXSa`p$joQH1yBrjHHE>@GpRTdzUR=383|Ls@>}EM96m*WbTS9o2n#N(FEe)4=Ad z+Ah6MVF-j(zyH}}+<5MWLD}v4mJ+{kZToJR3MncpUVn%xVT#iVJX!7aT!5Cp+rI1n zqvhYzylUxd0%)oCZ!PtJpj=h{TgyryDEI3B((+dQ|IqTXk~b63Qu~Q!^j})4|4YkT zbwJDKzfl6Td`<+kd>QVmcCoB$@!|KugU+erP#~hKLxy9QSI-3FCii`u`;6uYvBVlyG!uUd)NQdD9Q1Ue~$R z{VRd=<;Y1pZ?j1ZY646;hOc|*JH||5hMry2S=N+Shky zeC)bQ|H3^gc;y+exO6Q~)QCe$1LD zogcBa*KEc(w{PhFvD&>*`m|=L=dYh>6S|pxj}U zS>06gX1i5#FHHWUrlR-EuDor(i)ctf6L1yux(?jv#w3tGme=9G_+6S|%Fe;qzz+nN z0+C0~`b7Ls?u>>*_I}~Wt=Aq1uOSZEvX6PP zfHc-=$E?TQV$wH&A>#b$iKl-VlEeOM$V!d1;;$i%$>ossKZXotJ+;IB7z$+r3>m%} zvifVN^z^SG>PN5j8jhcNs@+fD4$SCvY&~~EUW50kEW6glv7X1_s5$8K_esW6`%bT+mB0QemAF8bca^zTAg5-Z(2{h6SU?b;s?__5 zUssxFibADrA@;PotbT>{;9{oE$a0Q!NWxX}oR#nx2V&_6;F_TFd8^+t3#bZy_SK6blbNfD{qxXH6JgAn1lO` zsj{-mH9V6iMlqx4z?ORxqPz>(jofbNE`CF|-ynGT+P?kFr{V03vK#!Yg*SJJ97(?s z+SIfg9q2ALJ4*A$iAau6h2eyn7JI1qOq3yZW#RMr!LdgF@B-?7tE#ERz&c)0u~>E8 z_q_+@iu7@(53_tC6-^qq0t&tr?P*Qa=R0IQ*Bx(6EFhXi!);(NEmS|mVCn7cZ|EI- z;q_L{mJNMWk$wK;mC~$t@|4BuU0<6tmIBqdyA-kHK4N05ZGPkyiG-p>%?hp~J=tvI zb`_*m>T)*tfiB_8X!ntj(UKCB1)3Nw@g%xMlLUiioeg0It=eUh+or$8Vl|4!UEOy| zy@|6`kuqV1{eRtlxA6mzy=?xczO6PQ0OiMT*HLprAr0&4huke*+lk@}KMV#sazp15 zdb?}pJ3%$hGA_FpDfm6w7z%CZK>Ti}lK-4v82ER#tDWA=IbAYuV#?4 zwVW8x)XjQ)Ven6i;P=&i1awIJ$Z&G*?*1@3HWW*4^iNG!Fl9MbGy+ z20)+8pGUC%{IySP|JLv2Nf+VN@AClgNlRPoxK1pSHw4Zv3Gs`d*zG3DRC=mC+iL3F z`poDXPG$;eb$cv4PbNqIPzIqs83ZT#6Eo!(M$B1aGV?hIOyv=Z(Y^dwhV*(g(Bfd+ z=lZ?L#+-9y>S~ia|&OK#M1V7a=;Zi^p98$R=%G39I5SwCUV#jQBk0L z_Q5|A?{&-2C~&^T4_mOCzS(UA0h(Zzh3xBG7+!IP;g|yihkv+Ey#uu>=J~)*=u{pZ zyBKQq=v`2f;ba**TmPJw&l@z))4X4xX%*i7`d1?#n|FhiDSZq`@9oGoI?aLI!$Mu% z9jc01Qy`gb*F;er5E$eViE~}-elq!odRs^47@^<+C+zEm<-V?B0#0WgIi6WIWWql` zGJ?*Lv@IVH={>^On=skTMp=6@LxyNR7w|TM3&)JN?vmXU5{Kt3AAw>gzpG-oJu=4t zMNWnS`1-YbIuaJ$rHV;tZ@D{y*oeZ1*X-UuUi%$7=&(0VxsHLdA&gA0PY&Px_(y0- zGTtDYe|YBi+u}M;bF1%kgIIxw+i~9tMC`uELfHuRRKSK^lM{>qq4JM3x19(h672uQ z%T6%ejda5cA&YrNPVNo+`@3xE>?qVZAy#hjv3J#zDpO<g}jRK~uEI zF%uhCPO@obfYv2ZzZ1#ljY`63bAFu@x6J<~Nf8K1()61sH}0m29|*%?46zZ+16k-? z-}7r^fFke1n6F_Cq7IOl4_T$-N5;ZK?-Z)#M^nP0cU>no6p*N|JH$Y|d!11^hS;{& zC+_EOd=7=gPdDhKaad33{wC?T3N*8=KA;K;Lv#}Jm;(X}V0ZJw!$6>ielc{Jg0CK^Nq5w)&-X$wmalV#A4f&RFZuU6qH@;BZSjwc$J#tK@PMS8 z5sR%3_yL5-$mTUqfufHyVpDyKMI1mnk20D2PprLzAaz+2y%gB%iq0`&h!!DBKt2Q- z3Q#2Udn6o?&Wfz|#AXqe+hx6<3iDmyVrML|5ra?0cR#@aSwuLXSi9;Orw2okM{m~1`=v@VY7$Rd9) zz)ypdc1v!7MC}qcW58Iv}cUViYs#=ZFOR{uISLp*b`Eq>RonTybIpJlv&#puXOtU>QftRPewr0b(^5Do3gF8tTrd z-GGUJzv0_m(f(VMpNsgf^a4Vjvw>v_IM%;6E*H$5%2x)+UCe@bpL5CC^%-caXx<7Q z_J3ONIE;z6H=#ncvU3)YB7e=wE^^Kf&bq76qi3)oY5)zor;a8~ z_n-_&gdu^j&r+cpg*^{j3j2>IWFEPft3ca{X+gWc!2*gN>^ID*AP9cG>JWrSA&s+J z?+0iqH^-?ps6bZ}(gJu43K!%^AS?!&Fak#&o)ijj7>@&4V{TdH1O&B932^O1Tl%A9 zeHfm&G|uJ8pXLdi0(59#2b^LK?=`#ro>i6krv=ccPQD=G=7Bi-KZokL0SDh#k?qb! zkd31jLht|=3O6(Y#kv|&^SQ2N*dtH8*M`aII0y~>fy3eb?pzqzC{9PtCRQ{M2?t}s zb1IFHXv%cvCm<%N&s_Ik@V<-kBt%ubwlmk)c9!?AcJ|@l?JW17cE+t03y1c%on6Px z1ho>Givl_OSF>sm7A-P?BD(_+88|%gbes~S>ndI#@kXZ2LnaPrA%w2E_3{a%D6$|) z9?sr#=Ygt%1HyqjulZb%kOXjYD0EzR6omJ{1p^!o$XNm4P}*4F8uGU&%p+A>rSB$h zy$^Y0W;g76ZVlqsx#F5(pwklBbEtyGe9$NJ$OEkbVFRL0@h9pJ8u$*;zh8SzB3pbL zlYhCoVN3%-!11ae;HNeYwdr*gCvcUJW7-Xy*uVfJS`!0o0v(|tg{_Eu!j-d!K#!cN z2RZjYW;q;y90+(`0-{ZQT@6H=@9^~$o`5F*6y?cnv;P9*^o|!)PC$miL9Iq$$Rm>? za(R{DeOew!U;IxI&7cdws_>k{%k{R~5F4w;7MHtg&)Fmgq~dYdJVf>!TZ>f(;!d5 zmFKlX;t#kq$AJ{yj>W^uf`c|dSL(7M8Jh9hr`oE0g!pz~ojO?H<1@}1MMJ^zZi-s7 z&_xV=rNArADj#F_zT~Zs3x%0syI}3f8zN)x#NR7OwPKAdu{ou`iHw)bV-1NzgP}BJ z)+z`vF|X9p^OcO-e^o5975Uevk7%$no}_^z&N;S&W9sb)5J)1dfXra1VIPECr#7?1 zjMlfespY*DiEXp9XuhCBHLZ%>p$N6!GHzw?bLoN4)0X#5Hib~3{zS==19da$L!|hJ zGpNc~ePvK7#@;Q=Ir4a?6JG{?H#J-vL#8A+GyMpk12sn2vSaD2v17akKjI%*nwB3B zdLW1~;3IL(W0}vfbn{iO$<8mON`1f7uvZ&f7;_ZE7H`li;ZY|QxOvkK}@Wf5wv{#@*pXL%)M7zPX} z^9uH}T}r4%TPgtuqnm(e?ULNj;pv09yffky!bB=X&-av}O>{IS-(bMv+GyNdfpxdH zAc0CjX$!Km;6kgnf(IhwNWdY0}6AHdoM^yX$H&V%~rFa#V@?owy1@;eLfq@CEqC@o81L@B` zSN`uXQL$B(71*|1MZb0Goi|ddj@3mlz$@+(cqtMa?s!b*ci}WD&3a4{(~v%*t)W!% zH$R`=w+V|~NoY+ynr|=k;Y<@B{=@+HCk)njX~BbCt+tJZ21Da%c#2C2@1FYUh}f=w z%iRYCrM$#Y)*-`zwZ(=Kttk7UL+vTp2W`{3WLQ3sV`h! z3kyof7JB-_)wR8Vj>Em4f*lIz$nmsq`($zg667T)^87vzHE!mI2hQ$%9~JJOTOi;< z!-4U2j)t^t`*)6RFS*f2U?9*@1`+`slV72$coqIuhUj-l@)9JX7;}-9&VVWUfX}5j zJ^UuYd(D7Q&g}L)230X!m{Li?mpTt*LB?x+jm_Q(;SjeFxL9-}z7R54azU{p4fYN+ zqb8{SwNydfR}_58xG5N}s?8m<+go!2j`wr=?X^3B#F%rUG?+O;EuV)%yM`CbB*ZuB+-;$Aw350AsPN9a9$(K9p8{lRVC6^7qYQ3^Xj3XAL(Y30Bzbi>5K40No6q~Y zO@1xQzjz1+Q&ey;Duo?ND!gdZi>=KtlmacF%8w&sD}}dnxIGUHjJ@!Od_f9=Zp9!x z&1idm2aa|>G8RQZ7gj!78{Q!g;fhPEb0JS~KgoD1YK*10>D6QZ{VLq?r~Ue8b{%lO zGgP;RD+oST-?iQ|iqYzg4Ea`lZoShlC#HQ(XZtemu$iNKRill(109M!F1an8jrTQC z>+FY%&7+*d#OuFwSX~9?I1f)ot-Y8KV3H#&`H6YRHW&cY*_7HP`f7o=Fws%S7rfyQ9Lb#zS10#j$ucW1zi3|( zLRrxX(R+P*!D|VbUr0_;D!b15E;pagwKnE54Z~QUZydl&xxzGiP{lr#75eZYzv%cW z5`K*hE#lCn=jx~SGIyog=R#S zJsVy`aE|69b7BUU&_@S~t{U5(7>2RaECxdinr?#x=cK zsbY?if*MYbtuVNC^Bvg$^r%OLV91bE-`$MnVnO;*64uT+L0j3FcKx`+kjEmowT(}` zZ}@vwpE%zuVGzLjQuCU;aqtP1usMD;jL3@V!$f?ju}^Hk`4R)HRBZYMAX1tB`g z>?^41GT;O3pz=TLAa#HpwDrmk+InRN)dK7w%0rBYaBCgU@BmtWbBn!+&NBLK2gV6U zTxe3&%uVw+pJw8?+NoJe9$qFWnl2Ika(Nh`5%WG0?X4islyT_0w|X7#dWb3bWk{rV zTR!pe2>LdDd)shb$Zt&Ai8fGE=!BJ?H|nXoR!7+)yXDfOQ=FfZC%a04D7d0R2s!JG zx=pYzA<}-U2*#<&;v?K_g;57>psT*wNIN51)=k;e`E6_fKB!x$bMCwi)$%0k{iQwo zE_r_=(`F2Nsh6{=8dMy55Q9`Hl_mpqzJ8w{FZx=~<%e?4=_8u+Va^sKm%;JI-pyOk zs#2V~-7oi8(Y0^DBZQ5Pg;07frLEgUOG=>_!Y8Fgv zROD3LGhe#ULcwOSuYyw@ZQij@*C zfvr(8OzqXw_*L?}naNwZiEqR8VTyhhoV{A;J7j3$=(fVF|3C3I{gWtwQ$7#=x1Zb=@{I*yavbDcA@qXY` zT@JP`z>gw4eUB2$)+#AYe8}Lx{T&+3=aOPenZWHSHIiJ`T>(*kom;(o=kHC*O_lp9p6Lg$<&`zO3voO7@a*x)x9℞q)vzNz=Q zNL-cWfv4ypSP@g}H!HjAgH-k+&-KzaT&O6khtHSgYrIr4z1kuBd8-@NMs_m< zQIv*Fg0foyC2^#o@w@VO%*-c?DO*t@`F)Xtb&Ej?ayrfAS@9}H{qSQYa;F!wXr+f< z>!E^PV1_D=S968ZY~T&T36mixlRIZB-DGN=sR^QE^rl!$RMMteDnaT28r`(73?Ub8 znRW*_f-oD3XEL!yn4!ekbZmez@T)nN5O~3T;ct+Syc7wy7Ei}egXJXi+s8@$QXY#VnubrNyG|1OG%xm%_)h_xbie6qm#zyRCwox|=)Dv8UH7jJ4J z>IO=D#Ff+WyaS)>xHIlc+d>=*19yBF9H+whPdfu6K2ODWPH>)Fh419brHj>;e<%-i zeEWf2oV0W}^*vdRj>pOJcMIna`b&el!?<_h?_ocU=+VO1qFy9@cecMb+**tewtSYq zayLP`vL8AyLCEmgR`qmx4yHMuqPk+_){QO?m@Ge(M0#w7zT@p@xD|fFdr9$4KXATf z-WMLr<8MeKDvV5Pw$YtZh|&?}Tfs)#{ussbA3&k~3dPA>G>Gha>x4JIpL>Vc?tl$J+Z=+-oQ6}MxGME>CJ6EWR`n-qQR;6CEKSNkHtIDhDt8KvG*c& zcGNTPUZ}iep4$1UA+-?0-+v$VlXdxoRc|;ry5xX(N(a2a1Oilt*?<(zPl+F9o1bR+ zzFydm$=a5jPC%#ja@7Qs!1etLv zzA}ZVd`r+oe*eQ1YHa-vrjQT76q<+2$EWoQB`Y*lX+|bhLaE306#5K-k9^v~-Ogal z*M^HO(t%uNpWKD;u&6j^2J87}d9X6z51xRO#zxn?A3=_%e(!}g6xtPrN+ARb2P|O} zLV3Zo3zSh=pSEuL9UeEYEU6FqrB(O?8`xWPe?yRh=0K-}U39a7d&IEO~7 z4bYKm-(HbshV4CiaXM=81B654o?=EtX3yR{gG1xBV216yV#YC2rd5Bp1-;OY{|Hnj z0yj3OqSyro?)FBkTTi*YEfeN(q3*LU_q?YTwoob996%3Z2lK?ypWP%O>apCrR(*H$ zX{8Mn&c+9>amQr$m^-&gJMj3fcx>qzwb3l+!2>kvJ+?Fg{EaWQLM~n4FD?0uE$QTV zX5}_55H#+1?ta|H)$QVOL{emRY!fAuHFRnY`S+qnc~abMO!PsBl9&l++9fU}(z0o^ z^oZLB?tQ#rj^+qKm5>j)LQ}O*2FQM*fp@P!ClkaQrsV~BBGy$?777U5*86Qaw!e?xrzq&0yo|sA4L-t5A&}YvPoW^iIEzzBVHb6 z?}2EUrSD{RZ;%GS@?862pwkY-!GM2+bwOZdsyRzbQmp6t9@AeX9K7^^^)q`jQW}&w zG!p1ZnYTc0RzbMN=149)@+hLCd4uI_!hoUW;yjKS+Otc5#4|K8*mqPEdtz$Q0HdjO zOf7u?@q}T!V^L`1uGK&yKXf%XskI`X`$2w)ZPQ{a>Is8KJT}KI^t-YYC!8WAv^u938l%djf$T= z6MFQfz-TL$k8~ETA-dmLq=F&lll(BwS}b!qNmdmlR1z~XVU?US{H%MsWu{Pw&wAyR z?}yvAx>+jx3m8~#30&Mw6k^|1i93j1F>ZgvwNQhWu-5H>;0?E)A@R>s&wllZN&B6# z^PyUIeqR$0-Xr%S&!=A_X@6Q0dWiq6s}YTO9k5}41YWh$g@&XbLpJ{$V{Sx>WE8@| z^yEe=+bU5oa3PZRXcWeZ9L8#wD6#RI)aJs^q(%M{A)WBl2`$l^JiGe=Oa`@8bJ!+5+lVzOK^O?Op$em@{!mP;-1}@Cw`D9 z;_7?Wl-rPu=o-qGB^2Qk zD%paJ-S&6h)gh&r$>}P(D^5N+J~=(*7`x^~6>#;1j|DP@?_=)BP|7qA_fov;7d?wm z8b9s@*zW8F92f2dU=JT_3>3~LLS&CjmSx3#*+8+%^I{VISR(FFPU$15002qCnw^g7m#1-kH^j%%<@l}i`A%A zFQg1xQi%=~LD3XZnp8&>-{V?Qq~53>9Rq3TEp7Pe}3 z%Wl4|x40yohHCLn9QSla(=9uf170|~y5@BFjWUi#n~JDjD(TlZXTymc7{!Oby-Y2J zE)?$^hlt4K+Od2*s(*iJ?bs=JHkmso8LZmUNiuM%VYWUt{5E;pH&j(P#B9CS+|BJJ zi^Fa<$0z^TIQq-AdPKxa7<=xH`=~ucY5iV8t0}66ThPv_Q42aun76@jNE|UpRB;=C?OQo)JCh%h1Fq<3KjkJYi!V5#znIjL5K}tQ%~YfCQuv zDJuHe`)F_U_~=4To-X^?4#92jpaPNUPb?4VV$-`bgrT_?CYjRKHr7Y33-fHx@WaTa zzVfEo;`(RW2G%cEgfim1s21fQ-Hpkabq&@VJj3zDa}CyqJPlS)oCwpMYV&JbTCKFc zyh65W^F48+@$(rC)}Id=wX6}M(t3vDN-@BW-iE)j5Ml!H#$ambha2sRW}-0}oxa@0=(awfIsHkSl}xCsiH6r{%AEFhTpk!id?75R31xx< zxc@x4qaScV|0jbe)~l%UNSrbCr~}zz{a~Wo)iCWR$7J{0iEdxBv|FS}FIfy&a>w05 z@jNheDC9WG9K%8ENu$Dc+=cs9!Rl(M;rjBIloyq$f0u|k&6(aXKY%g&% z)$Hn>HY17l$qneXNi=KMDKv^#kQ9Sz{#jsrZ#+6Z58&eIg$l@$Qw@%mJN;1Mje?(g2;#>Z}13Rz^rdqs@D22 zgo*Mq=;I7R5xXFa-%St*GovcME^PubvYJUB!yU$sN`CflNy!d?Z0eNy+TXi~TPLz| zqLbjKI9wrCB5nPE-OAK`91S_2k5JI{#2K_|3qGIU%5C0D%xxAnttf`5O7!8&w+N1&I=bi?)bluC?HBNb*vq4cG+`TZ>1lXcTP>wC5I<}K9_ zjzdBxyn_(OLGlG*BfeR+9ae_VeC>q#C{=p;^XxMs;K;tz)-R%FyrABLjGgqGNt{u! zU|Of$T^{k+Zu5{`9+4FSs{4@->)IdHySv|XP~JuwD?)Cy=_ow&>LfHoJ8ZVEvt!4j zltK5%*p22BQ#MPSl6FK~KAP*yiAfGg;9B^O4Qt+zrPd&))~uv(@kkdM(YUROglr62 z%fYZ(L;4K||5_M@E04u1Sab|iMjm4f)r8L< zPLHnkIaNKXyuHd$HCM4NhsH=(^>xCm30N(9&pu%}+n*kH26q5Y7mJ_xgh^#6SqkA&^>S5=-12VBJt^%eO5y9ir;AJ<;(l5T+caBP8!-)j z#F~Woxr&-Mg=RJ{RO$eh4wk$aNZ#hXm{BEi%KpGBS7?NcChL_e)F`oE25^PGy5}WW zdVB+?|GH+OurDTPUr3}K3(5(`d*yADAVip%P~PR@Wa}a7^->*6vzNS|mLuo-k?Af( zSUrHrgDg6tR{fP)aEn;|YE9#6LuK+d5OO&sBCfU4;ZTxDVK#LCH%Zf8qwbW5H$s4- z>x?lNqS3OEw?WaAjsCAY?QK>bSz~O0`ufA1$4_>H;9N2YCHWQ&lXImX30Z@xajW8O zW2AyTW~B-m^Q78woKK1zDMn?2WNeKc$-dyFF7|KgW)0ZPVUL{ns;6y~ZHUyp_mvzn zxEj(G`wJ1;2OvUH-IyTc_rsPhR|X)RaW{-qcMi z*AP~*Oh?8GvntFir_iFzJ-O>vbn8}VdJmarKR6s_Sum}ad5-V9*<(*F=UU`A8XC_Q zjMEpDS|yWL$$Bc3WNl&BNE;_~S?$79+H~KpPoWk2Jo>0`Y)qjXE;)GhIwg-}qSU*t zF8g`H9B1wvXELc1pKZfOC_^pUNnqOZXH)AlC_^3csj2N9`D<#syF#l(PAKSf`H`W1C2s!LVTpWfdzp%O#DvY1zs=vv$8(`LR_Q zfaWTf-3iSbPX&S{KXcYJJz)${<#*#Y8|UB>xo4!o4DGU!B&@%)z}q9#>p=g!qgZ2)r$sgbF7QxJzj;p@c1B0|eCq}-cJ=~OG_X0pOVhz1 z&l>zB4uO1_V-e*)VG`wUQw{g=$;!)K;S=T8E85-B4EI@1%gcT!*j>;JZ_O;;1?Z*s zw$9-`S;f0ePX)V85g1Rr(&Mg8(&M8y%9mZS8Ygn%!M@yzRoiiUI4S&Xta{dE*GKe1 zZc8SxmBK$xPRg${6^|B318?v4O*tETPQ}ggTtM-wSp%OgbOp)uaYj9VS#4GeL=q!1juax`Twe`xg-AgFgr} z0+g6sSXz)Rr=ChtI>x&TJBGHbBc9@z20Qm#!mzIPgIiNZQE(lki@FV*Qb---p14!m z`NPi-5;Yk`mmi9$uKF#$b2$Dl_TB`Z%BFoBPlS@nQuea7TF-ut5=AI&M2eDKsmM-? zErdh}l_gnPrAQ?aDkP%KQnF=BA#J3@e`fA;oOAT_ywAIQ-|zST`8`k1nKSp?bI)A+ zbHhR-*NLOq1NNQ{ zri1%^Jx&i_e=g$d5uovdXXNF~gt(WdG#Y(A+BdFWS83i?lU#B{MNwQfNm%xW^Uu4o z#__d%Q~fjazVXKWtUSCTcq)GFjN_JqtMuKE*qaT>?Rj5(v*qDUifwSsDdK_n$Sv>p zo)Eixty5!)TeRlFP&v2gMUpL@gSWpr9uBm=x@!Fq?y2!TC#}^rCrdj|Iv#S+Yu=}0 zSB73yNgl0AoO(6l#3^fEJfZvM6Vb^>T2E{7@!zj&jg}!w6C$6vZc zy^QuqdTHfr?HX86*~RPVYIpQb)gI^TRda5|ck#xTj81o|kZGO7!NW`a#?QfH?GYIn zH51=bXDNTw`Z*`~^IDTmw@e~h`@}>hZ}P&w`j{d$lU^*VbXwwaGANa6)zq+OKNQw% ziZ+Slk1R7juxncoe+3lNiEx5kx#JG@(Fhv{TSc&l3?#%QyttMc`7l!Uc7vLSl+<9_gvgV>1&nFwL2?) zeec|mzBuBP;o4BqE9wq?==15ovEZRj&Dl?3p_7m&;PvP&C->R-31>v zw>)~Ft}HOb|D#Wq=n{GBU>I*g-ol#O;Q#W+@c)IrZOJ2j0hjE|w-sgA+nC$fn2%_0 z5FQFkUgRxuO2lnWhq<`N&=%{rZ!7kEJCLo@bl>fh%p8@ub(?ZiH5I1irsnNcPtqO8 zaXorwsJL1#Vr4`X_rAF$-dx=RiMskpx)GOso;wF5=`Jo*^R;YFk{8f^(mq$r^Sb>^ zQ||uBp8j`=n>zCno-fwTik`<;*w67&@?n=InJ0&K{IN43!8*A{pdlnVGLyo6|A5AD z^8U2K7ZQDIopPT@+FS$BJI zS@)f@AG0>?JeV9*)~#~(<8Yx?`}3iovODHyKRV74|8O_3?9TeLANv=sY(I94t67U` z^V9h5(u)Q+XJrshTcs@~pSBvicdh{(Vko`&{%F}+8aaK^N9QRt^22P}<_P|IUj)w{TLjUw87PNwNb4> z`I9dw_~lPla-T9Nb*r0pbNC0e$V2f3qdArv4TCW7Cc(`md=GP_8JC0yEP22H$%2K0SC%{oP=;u667D;Yh1*-;CxAujpIJr}KR(Ul~DTr>RZJ zwV5L+Jl8GKKislNce-JbuFt1)daLTQ&3roVtV{M0_<|G6RA1{WitchOxfVYs+-+CM zHI;0OhTBu*wr^4G4VohNSW$E^;b%&Xl4wuzJh$i}+HAGWvAo_hy^D;RyU&~$ir`Q? z)KR6nO*UNjeYmcNNm<&960Z|JFT73|;LacZ_^^4FQ4sH%k=1WYh7XI~_!==QCq`Mz zL#?jvz}|=Jo3}q)U-W8!i)4wBEzbLlC60|q(Z)P>SNodBe0JKA z^x4UtHa3V>{H~*)ZL58kt7Omk(K*s`-1DN1kI9@*{glc(axbFS-N~GPz{|Vav@_|1 zi*+mSgZBseob_xLZjm+MvR6$k;c?-P*>}EMW}wJ}C+5kL_Fz%rw%rGX)gueVO+P-= z+hcqqCa@v`SMkPSo7g4O)Vd%=#mhl6^}q5TJ5xJM0D zx1Pw`d|51;c#8X-{Mg4;Us@IHn_5zDmkR1GmV0C&mWltG@^vxKmD7XmgiT@ z=If9cPJO$?=+aA@a{q?fuhW*%Zes8@ zm)!L(h8uIuj~|VxtG{5GDN8Zp4D~TRGsDPdt(MjN&g4ZF4}Ar711|c^BejO4XJ4Y) zE-asMAo^LdiS*;PfaH$no&jHYEW}j{#m-%ic~%+zOnC=hd5!k1*btA;f=_qphweNg z_;kY>?e4wvQ$HUC-}NU#s#TTesXqL$x|-;2R*zBzhvc#z#?~|_lm~) zO5UwCD>i{$yRsT98Ao5E*ZEEYxBBZnZT#~3q#bvAscRiM7XMYrB(T2Q+v`yBk@`E{ zUWExq>bq6iz7EfB`|5u)bH1tkeWg7k)u#37o?L5=x>iJ<(Kj`%Z?NXbIOP2P^n1x8 zHX)_a6%U;?BRE|okGEf|lsr<9CV9l5C+zldVdB*Dn-bSMtCjY+oqA?0w9d*-I?%MMQCi%_QK6X$L(+t|6g{#De8~A9GF|4f#bvVBq-B%lPKwkSxFGZ6R>WJCYsaeJIJ%xAENP^q zNtV6lkhm#S*t2Yd{t)g_$?c*I@>2H}Mn|*@t^P3-nl4g5C`L6r-ofG8XVG#kW#skP z{neISD_?(@pYNqdS=%bRny9oTOMxg#-O+YXT~i=?R>S@^5)WK>(-nBdbRSYzmI>e^ zj(;?hX{X$nQ&TQKBW-DO&(3G22Q8b|QRlXKxdpZxgzTwKyJA8WuI7nqS^01!-^c1 z_TzHGw4f{j_0btm+dqGER!iVg*7UYm95e0ARlfA;=~e#eYZtubOO<%alT{IX+Dn0R zQJ-i11O4lh9(|ebhd;ZZdFG1;`jL|t^(p#2^O>5GJ9F})=MfHX9&0UnIl8XE!=mId zt|Q~*q!Rv;Ly{#)(>HSH%qBY4%`3l_G@NZ~50 zMLde51>2P<+h%I?yHtxPcQ5m#b>h}w_I z2KFmEP)Jmxeg-9A`&#GjX2 zRy4#yI>7(!&AM&R_f{1r7wQlACOWqJXyqUKG3+LB;FP0vcMo~cF@Ih1`9}Hl#$MH? z1vSt1eu{TX82KJhtN5bV;EtB4bvuuGm;#wIcarI(E1sNJ%-maqwyVpw@DA&gKce8j zj1e0S-;5MC*exs7&?TiI<1ka+;d5l@tAmRjK8qM6$T)Z|aM)c|J6GoY=6kiyhsEU% zS>C>=8X#_YJ@~OWd3Qr*{L9SU@4AfFwnu$x={wL>Bm)wy+6U3Y!9mXGrW90NDh2CL~G45nUR;! z>32s3R5#7Y`w=QR(7q&MSBh)s+3lRA0%3B(x{D$15!(bQeBFSZ8xk?ytGUFhFx>DiR4WjtBS{p9U@u`i7&KOU&n?n)}yDQ7af@vM1W zD7l*$u6-rwX@$=mlbr%Poc0>& zdBrY#ccN}=c5Rh+`b?YiA6wc_s?0U+Ui8K!IarWj5i67V_N=mZ)3cE~7Vbg`^3B7& zQ}#aCtC9Zw)S`K9yqA?ckl zYi%2gr>%arW%B(^(U&r5v1(7cAGtpmXk8_)6P1#AHP7M8<5fg)>(cK^H{mOY($>Z4 z?w{7NDN^Lk(dg3C^VNgrroWL^2^@1?lH!^SXWT@sy6X zN5*+S=jfV@U_Cua|4+i(W8^iN=epz{7IKA)o{hRHz*$ftcPwCI%af#^tA#av_6;)* zb=B?*iP9l_syUP;2wp-&$_Z$y+ctXCJ?wzz>Kl zFxKPG{ApHO^v%e^_+Yg5i<(c19+av*6Bq2|oK^S8<Hf_**G-n+7>Nk{5J@H(}u-Ci`Ru`-8-rpy%#-EOL1>K$$zE&VqKe1Q?$pV6&#k`wja7h z%(!cg+j5G$edw3jGJUHf_tt(so7+F7P6$e02Jay9c(^3-6y3txCdZUsl+A zdExq(zGc3rZAZ?lh>cy;Eh{Q)9teKE_())i64&06)8Q#sI!^~=bXz~;piYvUG-Fb^ zRjXdyEng1$`-Zq%_14De6$|vNT{;-Uqz|vR_^8$nI^xAc}t>V zmDkv0c!y?wv7Vo!xW=Y%Rj8uix?Jl1FQPqVA9IdW>`r|ZH(Nz?)2lqM;f>P_U)`l; zD9uyMc)UG5xAVjLT?q#!iM^t^70XXPc@wzR^@m}a>&dJ?gY?`E7(7N;iU#i%S+_$sbB195(rwhtb zS2k=Hdwp)7ydmxF4gR_Pc$;O#+k?Z8H1_9+rIfDxkeoHN-Ooen>ApkVvjzCQ=RQ5& zEx_+M_i1aF0ROPQwwBKdZ7t={yE5~=OaiQ3;+sutonL3n=r_#M7rCvke$-~HEp6LD z``9*>x~&b3R-XCQLF+C0-|o40%-&B()O}sijjSHs%MuN<)iyjm%KLg(?2i-umkxYY zd|r5M(yMMYk^Q%%mfD1hD19j7{Xi~g9B{mUr|`uc^_4ejPOYy}{$P}mkg|X1y`t5R zPo+3f;_cqPk&_OMRUFTcx*g1E-}Jb8M~8C#ZE9+jt|6{au5iV)n6rh#uk>YRarpD{ zYI_NWsD@sYxkhU4HDBB3lEhakTqH)`KRxQiNTt2z!BzSPgAN!R47wA3b>HW2({AO? z-K3*_u4QXvMN{}yRdLxnu6&2OMrM&!=QXT6bESJQua{qdBC1A}sSr1i)5|dzCPiyc z>y^q7+N9dQ<8=DUSJM^paXDuFN%{vm1bIKdHC*bua9e=3<#y7`0ED_+_n_34vBjng43?-S%nL}`Q*x)hq`e? zH*J#V%6yRd(6YI?Ub@b#U^GCwu5nA7VB?qP0-Nv)G6&)c4cp4IWp`MtO154#nw`0E zh_I!tnN#7DV>LHv&S|$bb>AX|`1*V@7bR#Zeo1(+vQY$l4wtQLgCC z9oE-8q*HQlp5m5oswtzz2DsPfXoMV@CEVvKJt^BGR*RACOe1s+xufyNPxz;Y2d9V2 z>3^5EoHZwUZuDs1{GTVkxR$HO z<&CQ`)vlz|zozjEZ}0G(gIo=RGi@7n38`tbD~EL&M~{u%R(QDbyX3R(xs;d9y5AGC zqw3sW&KcBf`w}G@mlrlSu^-2!XQpSCJ9=QpuB92X#LK&%zYK0!G0k$hV?w||O3;(D z>q-WN@8v25sZ!Es<(n@KeBUUX3u?i__g*UmU9;JoQF+!l*?+5J^VOM4W*W^E6>VPI zd2#Crw+jn$O252`h`n_=^Yf_}U2^v`>|^eA%1u)8kJGFiS}Gl(?k@&b;pv7&nz~|yP@$!&*4nZk6{DzQS=v?g`bx z3hh&jYVgsL&EB4%chJIkp>rNjpVeEnC+;cl3yQJ`U54j1T^=T^yZypDSwE@!_6x^k z{l2c-FNXD%-F@~de{~kfpB{J1Zt_abv;I#$L_XQ1HavUfyo*(r4%Of<>n;3neEssW zqQtSE-@13i%hoKgsZc#@XK;?w-de&9lV0y zUb*_Ne{=AMGw*+X{hUXX>bc||ygb5u_d&zLV}dK3G#;rNObdzMx;iA|MO0LQfZPw0 z`vdD9b6E&Qq^m!o?Uz2i)ZgppvMlhXA&>CthhNpUrl*PKy`9l1EZ-#i$W`QiYu4CR zf4z${=95xhwD?x5%(t8WBZ?Fv`=YU~=B&`f6+bp9UFFRY8*>m9-S=Ht^91q zk;`Xer=23M{WPO!dQ!*H&|`kjIr;6wPdkL$U+JuDSU1Q^=}<}QdG!6c%6(_!`(Jum z%4ff`9krJ164xCP+mLK#SC_CY_Uh3@;%bSV1LyZBf0po}1;vS7=vh|G^CMAK_tC5E zZ98^8D4H~~^qlC;xUuS}*ErW($8JY%$+Uf^5H|V5isu3W55Ab_C)!K!NFCnh{_5$_ zf>6H8J|{R`r@D8{*GT4H7PtJoV!y`6K<;&4?CJ^e+M%b7D(&y6U0bN45yNqQ^MUVW zySVa?xzPA&Chw1kTykDNRP6LB|MaMmM{!5FzvPrFVn-5}E4AFtoO403exB4h9qX1f zHM?WqZSx0d0%y(NQA4g`HehNS7e`zc}*Ex%j*8ilqb6W@a;~(oa2vd&D z)6L&oka(oWZBNFdV+|1nul;mZP8+Qk$?n)cdRa&#C88lm%a4?tTkhX>Y^P*P#lu?l zMx~q-2N(Ammqu4-!l%^K6Qxl?w@=iz)wq0%JQs1&ZhBPoG=VhJ!b^M&xB&0Rn;(w>IpT7Deba;b$xkH!_q61 z7+ZV2(j^NAHE z&@S%BdyPXk$)DQHZIEKPZ2qz;E^-#xEoH^#czKHcNP4}I!iv>KVrdZtE4j_*?pOMB zqBQ9ed|^!u{e?9FvmQuU5w$<4oQv1i|5STSGtld5$o7K#&;Uhwv8`*Q7McbGa&fzp z%p*>H^HzNH;N#4Zjj@^rS+=G66;9z#FNHM5O|6XRPW`#^9e8O?UPKyqxzn-DHA^1M zKVAQ>gt5=*}AHq@XlxuoH&*#MM)pGMEUs-!uMvSEY z)+^8QfU|PWraEf{OYm>+>op^%duD8mNRj-RGGF;)_CZyv^^u7WCmmL880c=8D=n&BDQ4DeDE)0uUY7GM?&vDRlkuG4*3NUtGiy%CVjs%IiEAd zmnX&5z0I;U^U$|P*|FDR$$K(Hj|xj1c6_m#@<`*HL}&Xu9ojRgmkYU?c>QK*ww#k# z)qmjatPw8lu@%}Xn=j-2`AUK`E}EzgMsEq&&qoH?G`q_6KPnp*rpPo5)Mgkck9_u5 z(0_hWW8d}9`0EMBX5;fhtVZ#Mr9VHIcAO@@+jHI^ZpXf@299IPYy0;}@(#FD&0~#r z+ux0FTy$N=HS)(N0XZJi4*hQ)uMQOIX-Cf02zJ4BS!usoyzPB7m(tHs_slDg)BAOw zoesF3eb-q@I`xd{l7N%`k+MmDm$;YSSe_m`#6H@#Fz}+Fn_PyWWezfH{a>Uv zaRhH{Ka^XxvuoeHwAsU-J2j`KY4!O%EYW{PCg2|7ULKpZ%{<7$DB40vnfAz7FJrK9 z@Z)Dvhf-wAzAGDc4V?!|YNK1zO|Ly&5U~?)$YmsP$iX|=ETiT8J>B{{b8QbLJH5G> zvSxbFTtDk4v&uqLb&O2BT8eF>0|WcMY{~QtR3+#NCFnorU#vMd{T|hKhG``2#r_*{ zx-vO$2Ty6}-tVxq1y-{y%#SBBeY3I#&j*Lg^RJX9i#}+`oMS~YzI2!3v)Oo~?&dHn z9&)-|tWqCvEqBxz+d<}_8;QeKl@#}NV)dsn|wc}>Sd9ESn z3>|yA^t#=>DIq+Y(>fi$P$s9V={@@q=ey-dfx?@LeY4+Ho%1nI+u$HkXXd(F3^#HeZR`_r@2bzF@SKbsc3d^?t7}|#8CFRztma$T`DnQL z*@pzPjRfAAR;%pIGdZ*3lNE#>9S_Qk_o=XI?e4QW=E3WEsnf3S;ht6Z-kWH>&{21m z3~!1$vVY6k{mU#oR1MFZxwTa+D9J=LdgZr(m0`rycjS%=W@KG7`jo~yMQ7HVHr^w1 zBu)42RPx-}lw*3lzuGR=Mfh@1WbV9?jS&tvQVKVyyebNPdau|aTley+{dPC#a8qDvx>V7nrC&JNmvScU0E%C zUw%Mg-Q=#ldnd=p`RC4XEI5LHyidM3YM?9jrO=gl@cw|wuaDz%xp(qE5lQku$G!f3yzF?He#Xc8)L<={z(YJ~=hpdmUO#Ls6vC^` zCF>aKc5j#~YCZML9Ku2g_m3pU6r=ffj4a9(?5w76z-7S6Dr`gzl$8KaeH`QTIAnDF5C3>K>)(0*lQ%yRNreCGo1fSQ{7=65 ziScLe+1~s_gnwGxkoC<^tZ%&fZ@>8oLBsfq>3_fZ>F+l`{r%>rzu)}y_nV*oe)H4c zZ+`mw%};;7`RVUBKmB`eej<=r-im|X-GpAz^H<;e#0a3_%VvIk`X9ad3BA?lzwqWK z0(c`3di~E|eDf3YO|L935E`cwvkksv2m@bQT4kTT-98t4D`_+E79uzBepW|m6>VFO zUDmdSx+}L!Gatf}iOlh(RW?bh=sFoWfzHy4zg`O^qOD0D~sBgB=(xE8qnJ3KcH!5~1iZKFkC>(HM^K zE*tR7mFsVSr%V8zvE=(VfY%v^(H_>^VZp?J6+9ALanc3pj|GCt4jzf|I^cf;JR=AX zq8_3xVmP8L8)OX0gYQuL15s7RO#qDX#xyp-kfb8cAbunEBM$x{^H_wA#E_xiO^=^2 zJ;NTcO}~+y@(5D|1Cn`ELlT3aK^#JDzY>EX6ceFw1#g+#<>aW0pGXceL(|#dF&GyI zG$WcD5eA6}0*XxmPzO{XkkCU+B+w0e7NU_E!tr}BCy-AjU&Xfk6EcS_mU#6x84tjIOKU1!`u3g7k^efk{I&7NZ%#Weguicx+%L z5JO0RPap!jT#*^}gN;C&;OIA=wycG{GKL6cA8KaMvILmy5oo(COBsq-n(LFQ}(oe)G z)B)k@42MLcp)RcQLSbmcM64OMkTB5}QW)0rSG<|RjOIbaMm2;d16D*GrV&6Lm<(q0 zLgYiwF&T$0QCCEt2_nd9JE;tz{yka~Y$ugrZU0rY5FUsEhy@60B&|$T5kXj~Pi2Vw z@4=iPb>RJte;{>8TbTebX^!S*Gucew5Uj{rA?aZfmkBVs!Qcq$fQJ4Tgq6iIP#KEz zd!#3rC@RCKvGGP5N;QHN!Gj7WzD(s|>J0+^SNn{fWMIh@T11~eBjtaLAPkNAJwYaz zN*cqsvJu2+oFK?(FxiN3Qi6Ap!$KN_$bhh8bGQE~oM;Sn`aMn)))_R0{bj?6$z-Nm zMgSww5l#pl#4L0JwM~%n2?h`$$zb?@k0cD$ok$XfgP9=pG=^zrBgm$4TaNr2Q$88^ zY=#|}%}Dyur5C)x=(P%7AOnhqVR{)vIn*EBMKwfRHd`>kI!}y)ShStS(A|kxGaL+f zK`vWBLQ!SdZZ^DiAixtGB;q^*oq-lpG??Z9L64MyX$gMyps0n-5}@A9)i`4c!~jHO zM8l0tTq&vywfsG<>|TeW%5VT|xEeuR|MASM{6zS%nKncm2GCltFM=G^*nno}-S2^B z_dyg@h5`R8KqHut?jlh_(#C-5SD@EJIFWE6HAXZ*h#-}=kfE1QjaKJV+Lhx*!OVA|NP`oTE0Tg+*e*wv_r$h!T#W1iwd*-6v4MYo`AoGC*pB zfJIQD$QhCLADTTqNEpO3?8&i;^qG=IR z5EN`i`>z=}!*LYQF#oKP`4U|C;ug+8JaZ_X@+N;AgXwVon%9KE#wwL3IU0bLU=PkTL(KJ z5ky#{u541lL>TcKjez>I_1XxBK`m&6-}^2Ko}p3`@nVQGX`=5Me>puHX8&h=7a}nt zBO(>68^ALZ@%Ok+@LhO@1!lw52vQf>ZKSmf-c6ht_F~*)S`|jiUv~p|hW7j(>M{TIa)Xd*nR0d1HH<^{%h_6VGnbL@~pVGQ;?>A)+-dQ%G-+j3AyM?);fO!^8wWj&zSHXS-n=tE(H|#`_JVOOz=S3>TSU z>eygK?gPm#QV|3ux^blDtW?1yAe^>A;aO>ZX>lu6Q93l5Ng-i5V08Fe92 zampm-&nqb7J7{Jk995YJCRUXuQHaW9Fckq@lSz002)f7m6vHi>kyI({<1y@u8I?p; zCbK@n@O5V3I2fFXL;>KF2qXYFIF$v_0y7e%395L2C=vA`qq`*3P5~srpaO)!+R+GD zos2z&jY%6Hjdgy8H8CTRY05;FJL4NOW@JdYzdwIQ16H~*tfCoR&M@Kp=StS`#-)k^ z$6&p~FjHVAJd~GzrDPp%Towr=GP^8{O9>IkFF_ioN`*p6A%G<{`vrwa0}b?c0!5le zBTM6Osx+XzKm#e#R5ArfIZhRLXdGyVx`ZbyQ=};rJnVuaP{9|CL;^yM!&6~Tp!pQ= zMFbipO$8UQjS7_kOrt7I1&|V?sRXExG@#2gX(}FS5DrhF!9F-Z6WB(i-^WRlXcTaR zwZsv~P&MdZ*c}Scb^sdzqDdwK%>c;K03c*=%76^u0$V!(L^u~2Xe$AhR4N#k0_cO2 zCQ?p4+(G+7(bR0Ac`1*eL=Gbgb@%BT5R+Li3Y|c z6QPijr~r3BJOD2+l7R6DTp|&2oCE|MU`~b;6T!R?8yW$20=5Y}fXO#D33$vLiDBtU=UB2?kbz}%{$4>Wrua2Aq80m4Uy z@BjGjX=K#+y3f@0S5vcjfB-0<3her0q3EU zg1e0rz(F9kWaOk!oz7p>51iD6{ARlE4Q( zO$HzMO$59F_gEP`ZX&@5tnK3tnMB0o^zZV&M*$+RHh@#8WT8JRf5u%AQ58mbMBpAM ztoIplt{H`jIRIcy!H7@~NhD|vsK98m+1GIw28}wfGXK9VsldAeYlF()Vez{@6e234A;t5)BXiIV)Ni$aMIyPJg}p72iK^`R&APP_Xs_?u!5*rUB0gQ~@ds zy-o#QlF`CirvL*D+y)K$PS_jPSb<_498V*GF<9?nbpnX2SUu|aW5vdZW>whUBKCZQe} zn+ZSzfiz+a!TMpaA_8GOu@cS95)_Od8^UrKK(^U38r1P4J!Vj=!4l@5ETIj=Nn<4y zguFmOSxOREumDj*Ex?jOCIJS5 zf(Q%Y0ds+Un z#=!%lKmeKmvw5(@R#`0f5UF7=?9RVa!cpLdzRp6cW~>g~6mXJQ3pio`nFrTe(2i5U z>K3fNz-k&;ZLp~hZ8>NKy$B@eib-JQ37^C=lt4I8>H*%z#>1YZkBx_`eh>{a#)iGX z2be%Is=x~p4KD8>pqPmR-x%}2JtiUGAViQ01b4@4c;L4fgo3RIVbn$f284>PsW=P( zjF7Mwc8|dXh$dEN-opri`mwTdeAxw{22ard5fK*uD|ISZo`dub4tQOlvj4{}z+wf$ zMo@*S&w4=tP7h|L1U`%B%5J>_6*jSo*V$ zH@@n{BhL=9BuI5($Vz}&E8r-BTLv)%fDyP3n25wOK2W+yARWtk5BdYp1H==cL@t&H zazb!105%}NsvCx||M`0${|9X*=Hw_SZv`zKfD=IXC-;bG(E#ZJcY0uC1e3lXs|nNu zn7co}i_rq~1eoDrN|yw3uwXtAY5?5fT^1_i85{IwR2*C_6NxZBW2=*qqyD9&p`4jlLqoLy>_F9oTo2`z8ZZ2GCap-UGOQ7}&y8 z9&(q+$N^N)A_@3PkeCNsT!8yv2>}8k5W;|vM-@r}+?E6G3rGc+4ml4p_~A896&Og+ z9i*&*n*|F2)|Alr30E^BSOG(kMynIB!47E%d>;r&DAF(m3f(c>FCgQPD56Cd3B*-k zjSPB|!L9@_t02M!f`;HGf>b@g5j+WZ1W<|^tb9OEL_S@nl;{=kd~BoW9Upf-RP&=WubMgp>mcCiQmYVb5L z-(Y?~f2aV+M1wv63e+FQdk7l?qXkV?RDw3UVjk_9qLh^vepEzGhY2ZuKAhyYJ$r69I& zi2;+{5K|(+0xnI^ZWtH=j10I9O2A_pt0ayuv0$uEUxWaz1Iq>0szBc%W}XI4=fbnxOB+{nh&r-CDsD5{6Dfx#E1rg#fSoH%qz&k|J{WmNMK>V^fH4Cgr*U0 z)B_~~;SE%MB2dh~@BA4JAYTEU{=5YK7dRPU2!S&I<_vHh&>0#mxFUuU@cX+YV2FWh z`O}hsqEkF@gd}M^GPHPfIsvBq(8>gk@E7L7Ac0O4Q|SMOJdi;62i+|U*~lP%0geGs z2)G^)l>iF;>0Kf)Umy@iv!}oW6C}5QeS8}lY-LtIif2seU1}49TEm$t>*Aj;V8AO93c+qWkA9tYl-GnC*hK7Y%?7 z_o7k$7^Gl8UKZ7Osr$$!D)QfdsrQAXu-``Sh5NY z6)o54F%F6(e~o3}ULBf&Rqe-f>oA1?mcnSe87r|CY?GXICx7Cp0jwVlB#^)|8hak? z^0PgO+OciBUuQxG9)6jc70mHtY!s070>LT>w_&CMW-lq=qztrJFxdt(jxgr~vyxPh z%m)D<%5gEyGQ+1}Vig{dM(H66I8Fl08%O{H(}s2s=x0zs91G%O5O2aL73F5ZP6G*B zrh^~9g2T{oC?Kk=DX;NgrkfE!$_DH@BRc%m^Ap(SCQNBz&#}@Rt7E&;biN>d(d*za z4!{DVF?P@!9s)pVA;42~(gGWkJ_1+=!BhrHy?{eBSP$%6I~f}b?X-|V$_T{gKrKOn z4bTFXFji;fI2$x*yB|M(s)Sy{o=5P~p+I9{bfq7vKs06^s(_I?I8=dJ@dzS3dY*{J z##$&C7N`%iH}(tx;RX|y;724NB?5Q{`>}}B_%HU&uxtTqi8gv+mH@07z&Uc1AOvS` zfkvWC0?jN;n0O0rctou3z;ngNkAJ{>?Kps$FTs4 z$e<^EE{wKdbi{2er^tdE8+AZCmMz670nHDf=r1LP_pc>(c!h<|EK0$uCak&GiSxs2 zjC<3 zxMz?bL5DJ-a-$RO(4)eAX&4vL`=R9owDv&p(NRnIn;M{c;9xS`IYpa2s1H3#0bY+0 zx4=zU&=Uv}8HBAs#lR?VR}VlB3`P;}RBV zV0E@5MW_!R%nE!x*pdKB0k&E|e1=-!f&k8ewpbAdu{u@~K==zcX5pp`eNzML35*7S z6>UiqQ5}`6Tpr(8!-E(G$R7ya!4u$A1Pp^<3l(G?;TSLz216p?!-3BN5e}-8!5$?r z6@YHQlY@LSXh$J8jI6=76A1MI%}^aH;ZHyjWx$wp0}X2!%}_r)P$I}J^b01mR3w71 z3+4#nvJtD}LF53pY#@iQcKEv~kUInUS%3rju_o36H>yBp7JHVZKh{D(*-8S4twDYm zeK1-~P6NLFJ_uk~7>Q9(uy#P3j+i~e zN_hAJ#?~;M!dlWT9I|Rm+s1ID3>(K{>BjBdui*gPCIyxW*;Tq70y+w`2ZSVWnU6}= zfPlsR(R~%7AKls^O(B4sKeP$Z!m*Zg?Z7M?tDVEF9gEFlwS3qJbeo4LjnSK4f`uQ5 znK6w+A;LJdk!Qi|Jfn>YG!TRZhy!#VgJ{oM$7u0uiE#|$1M8yn*E$V&Be0%FAq3kx z2;&2j8-Tj-P$LW$SjqjH`dY$>h|U-YEvuOw-^7Hc zDd1umo#Q|y72DNECHyfX0g(cp#b6xWhpph`45S|wAOQkNuz&~t6CLTmO4tRagc$d* zL9l-47n0!qU-`zKz)JcLUC^lXpSqwOItp5^vz0)q!A}Ly8WTg1p3lH~qILp+9HtoH zS{wTf1I!q}1ME;Iv1jQe%V^lIqS;0Ro*Jy*(a7NU-Dok-0uVfj1QwJa?SOvq0>1$Q zVA+oP&h~1I!?5OhwAXB#o&M>{Ra_%T&NX~p2lPRLMUJ@RE$g5laRPr4V450 z13cjYH~CONhTR1#A__|VK(h!x@E6G-yg6Ypt+jQu zciRcG+9Vp|3htqSpY}5@K?KdHf*U~YrQv_mRQ~9-uHc1Hu5K>2mV2jpy-M=3-6+*` zbMNui{_3(O_}|OovL+d?eV#M>9ZQ;|0;YK0N+~hF>)QX+bF9E*du`M1>g+Oc*Q}?; zP3u;qW|m1?^;=9k;daf_*22=JYs#XA%ib?fsWs%Na*l?d+SGq3 zP!LK{(iGY0$mbTEHp_M27Z>iWrnf&$e&DYxt$)DpqKM{$s%bVnvu?Ow=X`bNWS;3$ z&IgjcO=EYd#kCx*J1xJ9^!nzF9`5*15I)IW;W%IMn+=EjG)$hH*}7TNFD>Ds(!=Q% z{TB9L?FCslJYc9Fp+}$EKNBY3$q8_}b ztIe}(Jha;!whzX5h8A)ST|GJf$?W3lva-@g_xLBNarhlEl-}RTJ7N~ydG%Uo z;q5b#X@}*C?>(rS@|GuO(&+8t;k=W1oE%xzj+z>0d^e1A^F{RkGA-V`oBoOGEpF^a=cKNp2;XM0k(b7Z+uxY+MwHVYBTns_lH)j=VhwFA0?l zSx`^fWzVYNF!q^~^zaF9apBqo+VIb>o@WxvvYoF_x$5WeCE)zClea0>3P0Cfk=4JX zc>O5hkiI!ih#G zNLycT>!(>-1)hCMD@PBNOW}F%no;^C=7yb{Vdf;J@aBnRot|Hs`q8`J1!$c*N>R2A zYxa?5v`?_Smt`3KNPWdUZ%J{jk?}E~Qh9fo`rE>Z zUrLBtJmRt6hbxZ=2>?0yxXsLjrV!LGnBVB{vvQ%`g}srV8-EPfHf-*!{g|(w@e!p?u#MW``oW>r1t^v|Lr>w|kmsig+ z+GVOPsO%AtsK77ZKWB^E^3s8qviirTYaNrGvgLJHh|7Y3TwLxRZjbMV?gc;m>yrFt zuD?5g3s5BnwYU>_H%2v;TzEAt^?il1i`_`ii8Bu`?o?Xl81?$m+#P#Db!N26*Ve2p z7ukPNaNz^K*2PxwiO~uheDL2&4q7)X+PL7_lUXI3@|q@>g(~lS?Zt26HXr9^r!CVq z>A{fF?Inl1?#1M3n3-(mc}l5Oa#eg4d6n!FA-lhyZ%n$XOQG}FbpD~ivu{YF9Eyt^ z3SrdCC6kQ#Ed!y)oxtJ8#^KdIhQR&3I|AAR2Dz!uWdZekxUXZgic(v$ez(-x&Rg}5tv z)t(tjd%N{*ZJ<=8;hux(%^F@}y#@!$&abtZR%~_mhuM@XnsM9W>}WYdXM+NbZjH{7 zd8xTG-ooPA`~#sr8y9~Kt4p^0Iv6+O8_nu+zk|<5!EYybwolwEGpM9=y$h>^_$zj|K;gxp}Wa%s{ zirv4w%ya%UuEQU99KPAO;e-a6|HY;El*F`>?PAA`;&PJg6%y_FcSlT-U;p&g_nK+h zj;+l?QJ)*@Zb#_sFQ0vy2Ok*mgS%4ZLdx_FBdI-UBNBr4Lp3$wx}RLK&a8hc8_a~kHLSl|uj6pqNcwcvduG12fctJCE0>438s*}__A8xzr-XzCI5`d$R z-4~daRnyV>VMqGACyRsY6;JP6x#Ida<>fVoZ}rO$8aQ=m%I^I#AnE0KEkjXH{25K9 zw^H#&{|zhIWL4+LK$D9b$7&~)s;K&vpW_k~mgKX$F>mm>CZF6Y6aSw1uBdF->HwCaMz#%_XnuIEqJTI`YB$TYL z#roWw0zWADOZ<8lI`>Xj*>hgMTJf{ik0bMig9Be}61h+y)PKnG#D*7ZHrffDG!UM? z%x~YQk(t@Yw8&BGW|C*dwt0KR7rH(9q9fovyuNPAcggy?W>UmWF3ug-9M9Kg2yVM~ zP$A{8dAxM(sjhChxP>NXTlVrS>X72_c#_XEcJfpo=cjcVh1TV9c*Tr@=1ku$HQ^Em zHxsws_LHXUkWZj2G!eBHJWxLGtXFXJu$RNJ7RlEQ`)6?BONXZFN6>zH3@FsA*eZ2@ z+df76CSEM$!JfSq8#}db&db}hMy_5Z$J#Bs>gCbvoHdItPra?wk|&VpRg@;=_V8su z5$;C)y#9@Rvrh?`EF(&n%eLtqEKb_+y2fQX&h5m7B*J&8ggK_}&Oeqcc@@4O?Z@SP zVs#Dak=3@Ys^#xDNI66cs1&u`UHbTG`L#>L*`*cM-#EQzdgO1oXZ(pb)`;t8cgr1l zpYFrnL(c7dT50!h7d<>N!`W?d$B67KIz(*-&Uc%P-xQG)w{T=T)jnBzTY7! zxGr~vTy=lId99aTH}@}AToUhTSh6kcOUJeBIzCk!i=(5C7T5C1r%UqHkKObR3RzUZ zRrLQ-Cq&RL@vz5~ZwxvzE z>m%}1a)0E}#Fx#xHq~*)+wOO^nR_Zb^N7XOsju(Z+8&6qIq+e>RcP(jink=;&Lb6t z5(aZVuO~&6sU+-;4Nddxdl;B-Jgh3Eu#oG%z`VM$Bc!o)JtOyzKsSBN)_2vkH_kq>V|i74(nZT(XKltta8ZQkXSq; zA>3zWV4Py&yK7esmk}PsKMeCoU$yWhg)ebNiAK^BcP}*~UR>~pqC)+-M}mb8@0feG z*LQNZnxEgBnO`YH+jq9w`b%UMWbgEnn|3nPU2ODZ&zjVuS2`r@->7`B(%HH;zJRch zVrNnw_S9W;m(U~G5Nq{!+4B-fj|{}F5DxB&myIqFXvXWbo!&n@efZ;&$8|)tu8#*j z*YoSYHtC)!KKD9pNI0-yYRHC1`Ok%vYVwS`acVm>2FFeo&c9fdA$@{RS5U25qrd^}8t-0}5M$_})%d;=zRqU^dWq;j}`|7=^ef%!7#gE2UNNi`X^x_|3upj z@CKr&F_4~a%H{La@V#2%`N{}3WrCdrng!e25kBV3)I6y0FS_d*^8zN-&Zc?m(HAAjv-=EW7300BtnOiw zPfY5nL&s*nNHLi0kY2Fr9a*t**oYas^Pvu_`2@RSzW57K{R)5!>FLcUJ)g731hqiG zzkH~?<&wamP(<@VGss}BO^I*ePqjp!*5i~g-9mx}u?g=9X?o_S{+b#ux23yg*UnR; zvckkwTjgui&_(KLxh_ttZ6HY;%AQ&{Ado+D2K2iDlJ1f8 zl>^z$sGqZ9^xIM@i47)=I_;D^ZXv$Y6Q-j3emFvj@AGzKY1k41lK*zS2AYr+R1O-? z)jan9p#DT~j5iu>;OHN4tsKn_9$h|}M2DKPghlSYjm?(EO>O@Of&633`|7Kz;Z_Gj zcg{Zm31Qqj%isRzON837>LU;`BHg(sshsCfKh5&?2I`I&ArSxc!7Wf|8}e^U4L*TQ z+~q+rP}^;D$iPTnI(~K|>s;r_RP}B8)0}p0F$39Mu7C_g;6s{3`U*E#Zh!XfD$>#4 z?k-`8VcqH@xAy@j05!Y+^*ZE*J%s8CpW|M7Yl*o`xKah291m^q{_*ds-F-~GZ~#Ww zDrH)lVUts^qb?XjdEz&1l3V%dRUbx%wrV75>dryNBFioHywlXzCqwP;NqeL4MZX z(o!Mbg>ay%Z?NSM4{0>a>}>eW%ljf40o_ziBND?41cd|m3c-K+`VgxiRzhDse^1C3 z4nJk|qHzGf05sSMd5IKxNhuUwbV3hYeY+2^#|h6!KtQs3z`f@IU6ySs(t)d*5&%DIro(=e)% zNXkpets7#BSwCZ)WyV#<`hIARcI}d~DTEm826@Dn4pcL5)N2IfI3m5ZuR}&#Ai;5l zW5wp)UH_dw+o$WjUq-rf9JPZ!q_@vv+qW=FsKr->qjikfi*QMr?$h%j&^QqD7inD^ z&PnnL1#Cn?9~f}m4$^iU&an~YNEj~E7}fL&X@2D{qlW;^x7p^$1o|5=S z8TVm6g-sE`CI|I5_L|0}(v$@sP#~!#XLEc^5dSKb2rR_pE~AlsyW=S0Y%uAqsfc$A zn$7A4xdAX@N1n?v&-v?bK2P5=>)e`U6T?a&#twFVir9aT~F2)hx4Pwr52Aunmi zxVr(|5%gKKkDO$7rf1Py1En^&%fSNGfEXvFvD#!>>$S14b7uTDLD8^tG>y@KJgdCc zlZ&_2)TV+NNbY_ngN=QP_}^{vHYiH!dXKm{O_iCIk&9a})RSSrzf0{^R45xP+^XSf zQN?%XAO0tR9cUO>QNAAQb#}M6fDDMAJTTE@wFnMKR0SKt9rCJo@p6Yk?dEwU0Y7P< zuPQx5XkH3!hy~5jB;rZsANJ#a6Hrw7&I7_eQoYv7i*3u4d}uYS8;6CliNNK zW8VoXnyQ&4%U&YmAF~5OBp;#RFu_#PUDm!#;DIou3hq6+4yO6~QptY@HWzLHkK`1%mqE)#dh?0w>Sz=mD z^DGPkkO;Ig(v>F`?%?OUIE|#RSVo%rr}Ll2RgSCm?B|uK>3D*i35ZJBt^F^GVL00@ zx(sQhD_-;`;lZdn5lns829J*rmh>0J!{QVNgIzDAhS$`295UwFcU$ZMJZ>aC{R@hn z_kuS0zi(Fy&6lKVp)0 z4QV)a%-{T^YV?<=Uxc~zP~J*weW7g=%Uld!ha=hw1+^=cH>b9oBG|44M8E_{f`+6# zeBt!NmWu|1Fhj2fD+(LtEj2sa22m6#U5ox$xPqs-^v;GI>vlZy;p|J^548bk^_>VE z_!k)$Op|UU2L4-R7@UJHq^rl}kVUQwJWWIXfWWn;=gM_>HJ_u%xi7R^e)LmCZ@TD| zYzIOQAT98`b`85`qJIb-81%fz7H^bnLXE-wzTnrDOf`h+CFxrG3rRC_vanlpUf8{1 z31{o?pZzoI>2#ohF~tJ5@D^5UyS(cBPBJ+8AWqLsv>E+};RsiFPRz&?`IjViwxJPU z5M4)>#PzA_Z+eSI3ax#!Y`ZT`X{1}zV~$Sy{LG|f>hWwK`2-s&uq{iO4?|aJbEWAW zttxQkpz}_Uph)f_PKljp`UZ6Bn>MR2u7iTO8O}BiOLX#OxPA1X%>}hsQrfBdTVn@q zkpJ|;SSKuI4T>V~v@C^EoT_rk z-A~plG(4PO2PIciIzi}3ymRhpy0%gkM5YU|R=(@3nDml@FbhNaL>HStY`1l@?p2x` z!P>P;f|{U%kp$iCsgsTD%=y@gk6hQwyb<7Xv|{Q442IZYX$JKxyhz#EutBz0k&sx2 z_4DFMDi9TBJy<>NE()V2WEa!=E_I)tfREq*>BO??Sg`WBDD8qgTyKo`8Oym!#B-ET zObh8ecX@)Tm3Q6Yy?XyZces@T}0s`ARX z8Ex!9{a6u1EJ3yPaO6}1VRDufW~oC1!SX}_vOT(FjkTY-zLQEOcQu-Ub5WUQuFy-R%C6Qsyq{L1 zw4}FTG;4_SYs6Wq9t9QO>N-PrR2WQMSx;IG${MSktw!mrR2y^oe#0Bofz?ugFQ~qW z|JpX;c~TrUFWm}9jC7fNqvQBbIId&A7stR%G&sLPf{h@>bNGZq#XKNQ-&0R0@?p>4 zu+keenRKUW48XG`t)X@7#%V2b5e^%Vaz#H0&ebSeu-#;}Y4vw!g$+5kclfm;gHr2R z2Q7Ny^|iIhqK1*#GIUnNMRc_oZpU0A2UnI-goF82RoTA!^C94U>H`RYB{a|Y^ZMC+ z7I7^=RJ$aZ;DjtV?*S6G} zX>iWlgo*SyznpYga57K1sfW&rD>CNx821O5-5A%>ppMtTlcDSLBLf|&JdJQdHqUiBHQ_H@YyInAtU-0B*3Mo=DcyWWxqy>l$p?+b^%I`VfqxFwwO%C?s&!EwMi!El!k(VQ(K#mPe@VUVvcyIU4Rg%_U`GpHv}pWG9Ik#ofZ1% z#8_rmu^1s3NtKRg1;ZxK<2mr03j_ZO{gt|}D?JsbD*GN)#F7JR!40Nsr!gWX>dygM zR@X@LYKj_M$=f?o<m@XG8e6XL}Q2jwUc{bZzo%?J=w$WYePZ8@Acq8@n;Fhsx` zP$DE$L9OrGHKjmBdDH3KB=vB?>J_W zM0!z_cyWq3_c;uZe>Ox2i=Lt5bRt=oX7MqRgOYKEOTVgs!Lrt$ocju|Y!~Eyrp>E^ zqyZJY;N>>F`t)6Luq26!1R)`E7}d~BxmsHW-BxjuhEh}r5>wkHXLa=CO!6-OB)PZv zNP5>yHY>so$fHV|yArZ0Kt}eO9;bd+kvG5ax8?C<%_xLL9-~R)p7awMm{J*&3`JHU zprd?*Ls16Et8LJm)FK?aDQ$GEgQ>8^a%?vF>ub0#Ab&Y*TQdXIdk)+$mI{ORWT@W& zG@komEC^|jF=!T3RF)E4SH+h^cZ4;&1$17H%tw2HU*+yLW=RYujlyU{>i43p4kN+x z>ppHJON+exw4md~4K{2(<&g~`NUHB^VkHKFl2&pP$a~K>1}cV*B3Y*|d$5b?yrlO!IamQSu za)`7BZBL#c?Ci8>)tbwE)Pv_=7jyl=4=W(_gNUEJ**y`D=KRd>WA#19rNl|G6A`?k zFU@?^hc##6w%lA5`f~}6VRPV4+jdR?4of3EFk4$UnZmzF;rR2cxiVdyivv|$$zgkYF0uJ6^mEEl zN>lZepL3E^#Y*SqwyV~DxbNnubpWF|u(ob3WdDiFj7##6zH; z2Agm1LH=>d%V3;N0}9;Q95=%J(y^Ji-x&R>8Xn>OICjtyV;>GLKe&3&#MiCY+pX59 z2pWk@^I0Yo3#V4wpolAt%Ct9ELg`kHUBrxj#yFO4#cAS&tqriq^riocYiJ6X=-P|lh`4yXjn2-zsEjfW&aAbe{Sa_S9LaG& z9lUeSnyAi!IE!#_lPl94>v1>GI3%j; zNKyJMw^uV*Gcj)(!>=-)8)t-?0kx43!b!OaRI_mOnF2{%_Fs9~0pm!WyC-%3-P1S| zOV>vM=3*-i+|mkX@AtF`Nt*`;r4UVPe6Rrh!sVmNH*nBIq+at+o5TN)wYv<7T*KwXCp3rV?d+AXrO^L zurpg5e4KFK$`>g~lTPNrOxou~KknByv2L_JeCH^z3HP&}Lon+&AmiCo(VbPpV~W%E znCjom5@Z=VgjAxc7E;^=jr)?22jVnMH^Bq0Ex^g+pDsc;gee66e(9c@XQQ zS~`2uuuwvhr3O1Ci6vipvYT(+yPfy)(}LMohlP}1bInP?#h$hbEj38VDVGS3G80U` z)L95%jc3gL!im9N=9y1E7>DsxrU)Bc@WZqI^G}Q30pf%7;Ymi9?7O zUdFU^5P$hv6rz^Tf z=<5i3Rnr-z{z)eo+zW@qUc<$NAehH?7kE%Lde?>O4TvSh5B*K`uiExqpTRUmp||pW zH_@y5GB(QDjf1-d1KmQ`=R8@EbJGZ(L$!BZ`SwxI@eL~K{UUUMDN93mwyf)L7CZ3* zx^MNk$}`4Bsm86QW}k`5Mg=~^KJy$$UQML2**Mto)lcvyT#F4qoGaXnI`CgAnX1P| zp?>q3^$&D6Lwxr!zDTHDAM?L|om3V3)`{~+orWRZOU-q*@wTBbf{YusY8z%fPY`BGLkvQ8 z!Y!9wB+WVFP&T2zD<%*yDek4Pd78>CgqR^R2?j@rD0C6r9i(zOL^B`Om5YO~y2!Kl zN8(}>C%a<(OXyTmR%&cSsrngfB~F}}6K7oapPjsup0z*khXrU8-I60gN}>T?3^WCi zv2~zME^$%FLSE`b5yEke*Db6h4Bu%4LKQ>~SkQI-Tcge2f2S^_*qYxfu-PJQHdiVohpA#lsuYkWLX^Hb0+3tl>U$6ZDL(@ zAv>$k&1w;Or<;!G*4?LY;yB-8WmQwRnu@*vZ@2>-Qch`X{=2fDwW{jq_`evovcAqgbBSaY?O!AQ`U4nX$*ZCv?UfBdLts2Tq4{1iDEjd|XehAe>?(!JnJ1R(tUg;D z8e=sw9ss2`&$f$2RpL%%P-^A~m*#Jl z;rxSvoYOqVet^3J2cEqpeF;V13rfv%|o zRKS3gAc*dFRf4xhgU*kXem=U~fA%vzoX^qh5%rk#+kgBKN*yyxFn+hB`MWrkrAC?p zo|pcC&T~bYf<%ehP%kJ3K1X$8>9gO?k83K-Im44{>6!Z$1+22iuwDl$ZOj9(? zCXXCi|3odPff&b%lV-V8hnyUE_Wx! zEe_T<#=C{(vJo5T)JF>`vS&dkaNvX-Zp`KZq|~7<(hQ~#=Rxj1)T3GdfUmL=HO1@~wP^2(#L!hSESF*lUFK<=E&kbjMtq=&|#aIOcR z{&k+h?_Kd)%NCJUBhuO!n38q)cWhE2o@W9%4SML{QCwU2MyRCEIkFbG{-wAKWtvSc z;kLs2p+j+-?%UX*+bZf55lJ!lC~3pRH-4-l;vkI_FOyP~_*fj_fX$*(5h;gA{*>+F z!B3ipC=}i(-J!T+T_vxPq}~=T2MIhD#SAwyr5F0`vqAk~sUPmF%2?beBR4(T0k!ds zRk`*XgVB6}@DkjKLcB|pIp;zH2*zoWk7ZdBrPL0>tw+-CU~O-#9_mIzV0d;FcB(wQ zvnJf?smGR7El4K4DQ5>PZ~J{$Dws8sH7Y2;vfs7C%DORylLJR<12+3M!wt6 zWq8++q!QULAUXll{(qbChD+*1YaevyS31oV&ecC9AP~5KmSuX`HrO>uK=+HyQeh1c zmzve$D6v7#$cI9oye9jDFr>KcoDLD>*3hnrYZ{!4-IC!*7UZ3vq!-4=WnPBi@=iBi z%5#VXIWx(#1~r+b8ARjDk=}V`uYSKUSbbcH4yiyu9a!dsJVwT3`G|r@~iyFw==kGAQX0 z(zJsz;!%4GOHk7&p3C=K&2%@a*mYf81K^i#(G~LK?4I+ip7vFBOK${CC*no7A(Xmr ziGjpl6EJ{+60|2B7CU&;H;<^#*?V``ij!?XBr&2nU!i&oY3n`&YT5E?XaMIKd z0}yAK*yMrhi^fa#XwuLM$QnDhS1bM=ENwS_FeI*raXnWu>4G&cga3;(>V+c0SF*{x zDo#1r;7ij|7eAGe;m}bnsS-GK>o<~gTzL$sJK?CZ4+5GO8`Pow3_!Rs{*Z$AqB{?E zJb1QqN!O6}l1~=gELV%ubJFtjbcJ3piSZ!d?>5$Vm#6RIL7#F*#h12jObOKSvtpa; z42IEpsMuc)8KHC02A$~};^F)ESneWU^s=ESi0nyNhQl$$PQczt9tx&5`P2f#e)E)& z2e8xac#9jn?Lod(4D!4Ute0p`9WAW<{nG zdIwJJPnCgB$*K+ zDT1o_FlXpg@)=_SPD&|+tT`_T%;vgU=Q&+YKPP8J%m0+@wM-)A=ilB=16up5|tZuzC{Xj z>w2pA}FixZ7hLi`~%XVB0t58Lv?tp)a`6e4xO;1(iE{;w7{R=DCt>oHBF=nM+YH$S( zF(?xsM6RLdzLwTdmJG?zp^(7-iMNF_hz}Coe?misEy4;M9CaVWuI|aCK<~nEaI_%l zF6`eKQj+Edr&Xe%#)MZXPoUg8nPkU&25+mqeSR=e{AU;=EBtQxgmAUm^z$TG^AONH#6q61-c? zRlv?fsKs5^jZza%{h(!x`0i zZH{0zswK6Q()jSbkbLPVFi5(KbPs%4dx&!4+Y?XnZCqWxai$<^vBvzYd}#DM2DNzH zkr3km6H#m{Hbe=2^ZQ%@VdA8Df_`{4EQ}y*Cbk=4@}v)QJ?;IGE0uRr{Sgq2c1ogs zv&KHu^P$CMV2Tdy*0}tDvpOus=t?vd-3>DZrSn_;APTI^xTMa<^&fUc+1<_< zpH9@)#!1-N(a^!%&dJu{7fbm)m({oat&tH`6;)BClCe>8w>Ge~V)(^aM6L8q9r2m} z>n=e-TQ__y8pdDQaGGE3xL*kQR}>nb;kVF%q7!g5G`4a24=)ZyC!}vDZftI9=JYH1 z_}j>Tto^5s=6Ay-C^`uzeJgWA0UJ{*0Yss=wqS6rK8iKl6K0$V}fs$=C^> zoX*(ZS>KAz^cRtFGIpT&ulM)`X^ioI`}Q9$M-l25q4_`E{U61l|2L}hs}aopzsa5d z8`b$$bzx%s|3r1NIt!jmmVt#TOwRuqnVU{N;i2n`DG8nSq9Xhj^2TUdeo6T>e(|7vLqo$;=69wE*hp`AUY(sw%V|OBPw40+ z9$I!HMs{^M6VLH(oUpabuf1!phOE zQ+nIlV&#S=XIq+N#3$aCF4C0m#*|DpAT_r1)TQ(kfD*W0d1pQ77aw%F+uE<$#5=sk z{Oa)7)b4DazNxv5@uks)smB}8k;(D7W#qlfe+K7=Pr5ii-XIUH{G=%(GXO+Nj#64_ zKSn>6tSld^>ML{W^9wk6)3I0>zbaQWZE-xBgp)8#Kh#ad9q)+ z1K;p|adFvPeUT~Q(FpvLLjyB#dIrY&!1N6bbpT%9T-gJ=lwVSCgTAtveDJH1!V@GmA4DONfS63)2bQ_d5F4lOkQ%p{OVG zv>9oFp#~@|bA0}Jtn)AH^NjkuLRal!F=sV0T#4MhN6Tk&Ah9axs6{rKMmfB9B)*uS zHUP)g#JU_=WWsENzVlPrI>kJ*uf5IeD|?1+Z*H5(Ww_B3%hqwWUfkaQA)T!&aEUHc zWc$S=cw#w=Lj9*jjH(6zOF|~Gy*3Nd#|+MJXm=+?LF_kq)T$D0m)nV@>;!xp=uMah z-qbfAFnsVo$POsfdoVW;5OuoOXu&-y8)M(PxJ0_iGW{>IQx6mLZ=75R2{HX(`DPO^ zcgZ1Kuco>)AY9oJW7!#pshjy>Y%2R&ENvU61Us^ih10+A-PQq2^YokgJZah3T(T0~ zT7+K>1xRg&*~$UCJ9$F`sE+x}P~YXDyZjmeG|~L@Y^f=#hO-|(>HzpW3-#b0!t@49 zsb~nT_;NEWUY>sYz}4hBlAJc5QLk~AZw!M{U$4sHeyfdzwg_Cd7?;4rwuT=xD`1ET+(@-x!;VQ9()CHDIDQiJ;U3oDJ zZc__M{J9g?C5QG+Kkh98kI+|we4t-rF}Ug2>@ENydr8T6bN&iBeq?3)F14_|vv9Fe zveIeiRVPmRX&ch6M*&E=Wr~VLYZj3qVz%Lnd12Gq+xTB(NedLwdpO?2TWtrg2mxn0 zi`YAul7Q$e7oWl0qrI8ueu1F?MhP<7r&7yJ%QROJ&lNs6 z;N5?p;S2EWV6z(Y!)1JnLs^K##j)2Se-_;+WLkvJ`@V+)*=B@t=nSVS1eMu|ZOkQI zdSmxGY*)c1SAs=Z?IERR-(PsXBJo|oRB2}rDsXzMDTiSYn&cMUIrZ7Fl&Cv zZ>$w44pGQuL70od7lhI_HK>zw$*9cXV12*rRG0(f*r!C@l{9~f>$Vv9Pq?;2LYc>} z7>#bOW7~Cu^tGWO2g3oHL5G&GcJ7d6Mh9*h#ZIY3QgBHL460n=lToVKJXdW$38X*}|uW>P1GrW$&(`Y28wEfZ~tgHE|N zI2T-UGb9`^!62^lhaxW&fxT>~x2_0*VabXgLGkApS_ya#n|ylY&#fPu=&M=)jdwT` zN*}V@idCjn48wb=PY8=+NIPz!`sZUq8ea2$hAup$sT3UR9nt0!k$%IuDYUhAj6aA~=$3 z)E30iC)^8cwO3`6yq)koN4{IfBaJeSqB9gtv_`7?UXgH?^-SaedQ<@9HRLyGbhgC1F&IgpAA>|3gBQDJT=9mK!Bc0(KK zML`DIXDeG;UxL#m;p_8m9`5YOTX-Epumt*OvW*43f86~a_JqyZs1ok4W59{}&=JC_ zb06d3t^4a{WQ|CYI80-`BgSH@M^w4mfuUjNtA2dM>omS>NWs}9*kx(%jDiAr-<=Ec znrKN1hBSX3=rBoNxBUU=V>fJGUe3xy!ot&il?b%}hDzX1Hof?gDFb3XZFa0VRsuM@ zk+@X(m*tv%JmkEI2Ra``6Bd61O_CH_dzJ6XKcR@+!3zz`jge@g$T~_`(m4HRu2{QT zUniYL;umgvh}%XBS|%_W)%hMFHJ_%66L?-nh_RQqziB-T3eQ< z@2sz)X2n?1hap<&{`hY2fVqN{V`|8#SZ5LgphXMPHRn$+YiOQc(iafKJjx-JaZ*2R z{G^c_y|aPx8WDWF)iJGW$pPRD0ZZ3=PUvEt-5fNk&Pa?Kk&0~|C8ZHs{BO(PHl}+r zv#1Xr-SPf%y?n)0<~vAA%H#OazM)DfLUei$z(viwh@arBOD4I5U~iSpg(dTNv~%;5 zXeQy>0Nh(b7k20LQvv_I&Tb}coA{%o9*#b&xE8ycK)RAp}G&i?S!BSR&(K9Nn z6hw1Z496ctT0&5kSBQs+ub(%OKI;;YTnNs=hx+$2DFh2R3eud{MW3}}Pe zD~rXCkA}df>pJtZhjx7kXRI(QBemK3mJ{*&)dVK5__e(C=x*lC%+4oXd%o=~aJC4n z&loFL&Mr-q?@+BOicuxj@L@k%r%*%0O>YW;2KM5j0f7u+UB^6ImZ1?uAMHkf4Z|1< zBqZs~)?f0nE=ca}LGdY87p!#4CU-~kVVN4$>QsI7KYJ9%1NG@M`35KGaykj0rF?-L z|F$>ff1uD1* zr#)3OzdNPRvCT3ZYeLW0elN^c{=!`-l+0=Mn&#{Ms6;zV&>)^|*X^q{$J5V)8VM%B zmA-LpubVxDO+Mz`?C+o_h2k=q!U!WOjKYt$Q8Fj9R8vHj@PpG?d=F}ilTuK{N0me- z^{Sj*-4vY*X-8|xf$ayT{Zqu+PZBEk9%Tz$@$kpJ2HtA)USLkz24=wNGSBscv8IO* zZ)+eMe7WsPe~M0x#5V~i7#1Zc^0Fil$nIc080b$-s~WhW&roATj-aegDp~X0=A)Ll zO)XuRBXVs)$RxOHc|1xZD)Wak__9QXRpbcS*N*j3M+PgV3DngTqpMHG6024EucW8^8SR`${5x?7 z4}Zy(5}s&}*>aFhFF7UiuYu|BEFaS};?eYl4q-PFbZ@+IZQpHjZr+pecfcHulFD(4w7nLe-cBGggTYg#Rom44@`29 z`yX>UgXhd$YXhYj5cQ`ZF=6a{u1+b2xX@Jk?wCJOm^fe=x3WJ`)*I96)N`z3#`J8X zL)KKebu`b1q+u2|druK`KFdmgCk0v;`T5V429cdKlq54d06-a(iGz!QK-WVq#aedw zy97`c;I_Ho!W{2@EVTA zFLA*|d#q&GHn}!jYtu67#iR6?~F}jNEdJlVjZXP~bdiSIJ`v?cEA5?=JQrKz>h>P?6R=u#PNFlk7*VzjV z@UM|}cWoY}@o@3(MSHQO*!&_78CZOq5Jz{v49NtUXQ)JCz~0^yH}dpb~MSVCljyv7R zJfzs8evC$BfsrjCgiVm5%q~yi1#z!SUDbOBQ6!@^D0K~IBfk$!R)$>-`-+L@Apz<9 zbOZm9{M0?i_v1Akxl&mNlOebLV~=%bSxfa)^4gTDXDXFB!1c%JV9kLI_RL675>@_h zt)ivhQox}eVSsW5u;-wY)kdk8N2btEAU%$If*nTyjgQ)}1^_7*=ls;QVi6tD4IqXy zKWpYkhRg=apMy~LgkN7-@K9SIvfV`aH;EMh9D<}YNf5mY)!UoWQws=}V5}e!ar7T& z@eWH*EgB0=&T8EjiO$A~I9QkP#XOym^) z7^P_ti>V|BGXVL@nwFf<1}Cpw{m609uuk_-jw7IW<<69%lCmYhCrk)6mY^+20`ySr zEDlOmCuKT@wMO2CH#0oy!En7>`NTbnW$YnO;0*08`vB>{o{UbcL!3Q8bbm?5yXQqb zX11tM=*>sejn4M@GXRV4GFn^-jO2QTaC3V4H~_B)OS3B9&Q@W&oA6rAeW*|9=>zPU5ufZ6ySKb>b-Pq)I> z7_;*w+j?l|KQodT>()Ze+&nfnG|I7Wrotz3PJoLl1<8l79J*;qYvsLO$xr0B!S|YT z3OOUaA}86kx2BYV`8Ui|%hazI9YB{uC+p)D2GZ8f4i@urjKA7`y~G080|8366r%KH zAQD>SXHbzGIwYzp_zZkEiG4&O4}7s!P8d1d-(M`n-yX~(WFbRQ!QwVz`(XGyZW^gjD1!n%W`)mB zViMn3u+(Q{tcpstpfky6IrzHdr_UEX68%kuRQ9is%7h*c173VBFj#u8xv~^ijXqP0 zZ13tV4*P%?{tXvU2^|>2GmO#{_6@qZ+#J4jFr@P2QXT~Why;iUeoOim%q5WpR>iJc z7=zoq;M$W#XG`2AmsPt9<982J&*XAvQS`x9Jo-x)1ofpFg(hl==d;h0_ZN$x?#^u` z>Gwe2rp^Pu2W(uu+Qo{xRn1x= zJ+sQ?G(14V0i-vbftwocJ(qY$p-_5Vz?r2`7e)y}^n8h3+6D+p%$Gj+@alV_>`1UC z`eoOnB@xk!Kd}-%+3C_ZNrm?>{Oitn^ceb7FW{+;eyD{>4g7$QQ5WL|SKNZotIOWn zOCz(;bWDN}_v_+AI1iZb)P;qU$2U(grJwla;w5xUJuZswt$v)P0;V!O&w7p~$KXW5 z#>3fO&AG0S6oV7C^6zlMnAV_I$=yUgZl7DU`@%*uUpN&$BkoS7-nQjA0B=03Ok@{| z$L3E;qkidf#c-p-OSH%9aq>-g3d;AwRU!I?XsSeGvfxh)m$=ZV@b)aMB^IOy0=pks z6Ibos#?4G=n6%b4htIG?l_>YEyDqB%17fy1nU*$b-|V|d$Pf&4RLE4G1*(T3)bJ8n zW#*@RoK#`tRg0yQjSDPlu?NuRv)2Y(j`)8GHL@qknF>BpE{&E{qro70a#hpnv12mg zIY*E*wDp`zEgKOXE2M>R1|g|pw6t3e^_$55cy~`NmBNFZ9U$yY0BNGqlWH9=YcrmB zfK&W3GsYdjwSQ{2Bp;pug@^>=1E6~{Bc+(a4~iOJO{7}>^xNJeM~Gp_Si>;R>Y3Yr znV5S_-f*ZD5MYDMXuT?!%6-7>O`Q{P+1I&IKMtFLC#?T_`6AkoBMdqTt`dvaU~YrP zxgj@+>yLNwVdHb{(t#B2UEuZ(L*8zqu{Yz1@v7aLUqeo{hzCL^&T~zA?U6?H=QIl6 zT8rWttrdXA!tCeoq&k)LwOdg%m7G!vutU(e=v5FWChK$IlJjH38Z5bH)7YeCE|#>wO(i&i9Gi4&bnGD1~r4O-?bzyU)1SLeDIC z;@n-zE^Lf{wATT2Pp<&%|K2bi@;htkWR@zSzqGAj<#=ToACIzSbcknEje}Zk ze~#;sDR-!AOLZT+t znid#9G3E&G!CMum@dB=@Oz`79;hUb_6%kp}e9iNuQ;qV7ld75Phtm=ml|dxFS#ubo z#5ABwg&4_Z%6O2pLhOdxpDNx%EB<%ChSn$LNTK<%e9P` zgOg^x;Jmk{ch=0j#p|CzcGvGxtw}fFw(CJPDX*J*O0zBE!WWelWMAg_Cty2KWiZ&g zsJD6?IeiF@Qai4GN$niL^iiU!nRih&XZ5Fxe^Gj0L0KCZ8%xP+0lLf^1e*>m2oC60 zS%x<0W+`!Pv$+z*VL*l}*rdkCb=@ZOgx#uOhXFMiiDqV30N?R}{?)21XiXKqPQT1A z=sx}hEf;HUvTiV5LHeacxjjTv43lNr<(at*xfaya;|9zxBM9KCt-=L`;)8>KxSX!2 zg5<@zZfB~zT0S}~k_s&t$4ASUej z>TV9i*GSHzRtRK0%M4`@kgKbhNNb~L!wEl$8GQo5 zEzG^REt2=spe zHbBY0iz25c#`DuM)OAwdimM2EZ6qsEi87~v_sc>+@?LaVRXqQ~VG$#DQY-UThmAlc zetftI74 zp3kjWXFs93jS1(7i^hjs0<^8df38fX>7;C`Rc>i7Ql@b4S&%#>-D0tF5bYjPA~FkH zzPV|(upaBz4AKa5-w>-X$NT9Y~KG%L@Z@AOY z`DGd`ldmZ*MCI=YPr9I7E+W#aq$`0~D&JyT9zoawJ)9V zHB1f+`~NssE53KNQmMOm(ew^KuA%=n2+0Dv1O9MG8;uo?SGA6*?$f!l*+rd6dn4U<}eh zHzG#sW7|ny!qBOpa6(-zzdYm>m!CH#+lxRxOJAoR^*fw(aK|V4E1bFz>!`hQAj30F^q;(K%7W00EY!Qq4p|d@n791{| zkT+PwIqSd6=c9y|E{=**uPD~2*4@QKi7IvM*PE;JhZ`N*B=juq*y?gUuV3i>wn*OoqE%y zsMz=popykL)PPI32)Xfa%GrS#KGnxe2up+T$g*}^qV`we z0*FTT20o0d-N!hp@GutPI zFvn-J0M|6hiH=Ip5C0{-m)&XW53sks&`QF2#0}K4rVJO}^WDv~b)2bP;Lf>R&o-k+ zilB|$%ILojH8Jua+?m?O33@^7zdL2bft3^=><}TUfyF>hT#rW_`;{K|w+t7Cw-` zC?LO^kLCANqv^=NST+vx#y39;W|%6@{5L(s9JmTwJh!0_O2Qjl{FSP%;0gviW3wV! zwD<(=)=dbe{+G|=$1ekV+cUA!?WPV-zh!SKI7%37kH9CK=OOC-T6C{`BPi=Sx&mo9 zm(!zFKb8>3PAhr<<8WSXqR_kjddehn+6AMD=c9cqBL53>XViAh94)Vv!teN09 znbmg)MC3_^-GnwmqkpG*uj7Om4Q}!mb#+bgnDoUmrO6#X%~bL zaaW(tM(*OPrIlwIh*mi9mc|e|H#tFz8@mBtchYw-7)$Wyh8S%9Y?y(^roO_*3Ht%7 z8F6cG;WXv~sZ8Kk?h{tuPXRmT;7soy6?X{4{JFV*s346%wUKd`KPBATvJI~LI~s?t zRkQCMH&dF2e(fi5W>Wj<(3gvjOoU&En<7w1LOzY=2c8-M)#Dt}uDl;%>gxDRTK%fs zT^DE8dAZ%wg6s@oSCc_2J(1=?&E(8@*NtwftgHM)JXu8+B?b zT`L?s4P7zFVUJa=5xe2M46JuO?Hc@O;Y3gO7-AGXB|_)GFWtmL$Kb3v2$b?%5~O1T zx{)xn3E+m+an+2jnq=u_^#KA!h@hK%_QJ9x_~;ArZg5!lOOQ{H?w@i)`0RnA`Ma0{ ztkl`9cLj%)yqO|L))?r`oivgcF=Z`QZ^vI0qj)uCV0N$zre6B{Fs#A(bvC!ca(m5Je1L zbSek%SD{VZMoMB-WX4)`#I5=9olgkUtr7ZDcAbRxHBb#fS4WNZvuW_t{jEsK0DPPF z)2^Vzwq!WbNFz(dVa339!$hCm^u9>5xdZ-3DavjmcGXyIlk<_U-E1o?9ywbxG`eT# zE&Z&lWZCB55E%)O%YM(J>Dh|3`DV+T28B55VC+PCu>~JGC2A~V923>3(Ho4r@aw0s zEEje9wvuITbGqd|0Wbq!JYqNd*}(c1JtbGg6H94*qg8G**)vefqg41}*B+lkGkDLm zL@xIsUhhp`p3{A7TSdRR?;NodKh}H%s$1doOFGApeUJsBI;qD(BW6K*noBvg9#F@E z5jc@GL_RAD*XSlD)9hza$tYIF_o5wMr%GJhZPN*;ui}P5I+ri6?B=k@FxD6!DVrxx zcAeN)hazemy5mSJ^N9Rh%4oWW0>DtJ3m=|^?TW2Rvg;y*GWHK9Y{x!yc&hH5Ep%A- z1ay2KgSa;DJo>NAr-ilF*xXvdy8_VU=|n>$3t3wJtg_h0s|0>w3WZxCjpWwgSyLiBG;Ui1Xs;A0Cv*@(D?Uahr!B&D} zO_*#QQ;>(1JxHuXGdpwUG=AA(ySP_Q9%XC)+COK@)vfrYnBsZq@YFm--aw<%qpH`@ zktlP2fezbj8M-i$W{+|Hf`0llgjK}#URl;FwPt1Mi40SVW5%)th1urDiNP%uyLT`&hQgeIQYN7dz|X-DPCDBSS+7fJ))kq+2^Q?+|R7!$#bG8~jwS zk09uv3-SE)`t3F1(Qg%Jg=Aj?CxkBO)@1eddqMs%&#?q*UnpM}SSypsKW7Q=m1*nJ zI~sfyRUBbU86kp4vvQ3PoGW z054Q^d0H%)w|8Db*8ZHleQil@F}H&A{tfXAnTlh1OPCN1&wb56K`+GZN!a!Sl_7!) zRotJ~Ggt}v(a~l0r>8ztTLc2c`l9-4jGE*U_28QLV0*>qB`bbMGp1WN^LDo*mOL#j zZ){<-&}-1$z@g!aySZ7u#Lup4>ARRUnG95;6lZBOCSO?>Mg6ewK6WP8*DX<^DLmEOW3JBzG8&EEqLP^DNQj9KVj>!+Fvwg~)}m>bzVEpo%z_{?Y4G90Q#L)s&?ZhTkoODR|}~ z!Fbal-nR2!Em0V|_#Nr@W@~QU>g9z8YgiUHTbYv7T$p|}&lE3--!Zs(=M(hmaG=CeXr>t{(GdmkN8qxF=Y9WLWmRk-g^#FFBil}AX zvor{6mIpuii37po0dE=lOlV%#{L#wVqoICByE*=`;-c7gy+SRap8^{tgQ!Qk&P!xD z=^bCofKYGjcG>G4leu&gT#wztxOS}0gmA7#HTRZoHe}z5Iby&k;C0gr(Nk( zp1@C`#Px)%=WX|v$b*qFU3ME9iSKjxK&_(bxVx$I3NqdbQ9L|YDyx;d8LH;wAHMuM zqHOuG>7iGgejpQ9U5ne3PXVHcun(AmL)+9g_?Sam4hS{}?Xn@vMw1Q7(Yg@EQCSd> z37-O%v;K~xWINGa86BX%$D~DiD*}`jCYQb5#tCf7jKtwpbdK9LC1`eUD2GFy-o zK+O9EP;;4zMrqp<{+H7qS~m~eTqh{a%~plq%7D_3#Apc>MfZu9jn}QTb?A5<*b9W7 z_qtXO78$%h@rYHYYVI8Bkls@s72DKK6)aHFV3dbhfrbzm#h3%`ba}1I)13tHSkHRRsQU+virHpYnJQ$Cl#}0%@44yf ztk!bVJL9#^ny|d{u+zU=8Zvq}Y%PLkgYH5!k6{^p0}8hXdR~bqQCf(ifx&C_qwzrb zVY~mbCe#eH|3o&s$awM|(+(EWOB3PeHV+3LL!i6#=%Ok6L^vWAzwdIHhv& z=GF64E6j$-M^%q%^W7y_7U8@udT?z!S9xp5GQ|ume%m@+&y~ROY-R6u{jZi_B;M476I^h@gek#e4SG#_(e1h zUVpGi`$;tG;QDIws)w2vp=1S|*ucFoVkwZf+#-F$CAJp~!NAZegyr2{s%i0D4RXKT zM*ZTY3!V)}=pQIu*L~>KWT$euvhsdh@7s}-9e1l8!Zg7BM=@Z(4n4u_p5HEO>C*~b(t2zR) zNWaeT&Fi9{e1y|rH9Ze5a^j)nLfqb;*FqOA z)|pcb9k9yyd>w$H%9gkU2xs0%TUOqi18%i_z2cgWqf#&i$MSTa{d;P-T2dpn9Afnw zgp$ui&*BK-ui~F>Q;NWG>u#n5TB}@wugIdd5cT2JFE=XMeVhvuUXIlwglTGN{v-`C7@U8L)$@+Ym3TY2?oKC?!-vuE`XPlMatj_sQF-;; ztRaoo6AU(QhVH^QFeG_Yf;t1X*nz=xPWaEn=&qh2%M%N^-W$zp&5p!GIgzm*F&Be^ z2T8Qmq&bd0+|tMtQA1>k-ph6ggar*qI^vDd)k%E^3z~4+RfS_m1h#adJTKa{sOn#| zeXg8nM0rpywjLzp+PmY>49#*ny|-Sg&eYSr&8368u2B0ULKlStWMNbvE2R$J@<;P( zOG<_(_GF8RwKmS@nA3>N)2g~ILoLw-@jYd5xlYyY@MkcZ~wzrMAmWwW{~$Yd>YP(B^? zi=(N!h`PJo2uE%^R5E`x!MkDKe+iA01wli6n21|1p2yQIW8bsMJe$=GZ6=OqNssIi zaf$xm=EehaRnJu`JTtBYo5*#RfQVC+WVxyfXTNVzDElCh!L?VjR|A3(>|Q&RKc8Je zLwR}Y(IVMKH<(DyakkQ7#jm2OEicx~r0kptI@5vNuM}& zILo$!@-jnp?XiB~BtgmFavl|DZ)A|CecQ(tQ-G?yv1E;5ijjaco|$+;Q_?nx;`J~* zL9u&(@RJ$$k3yPK&z5h^c~s`ZYM^rMu2RQ2Wgn8uX|9q?h%fEI>Q4UI+V2PW3&!#c z^kW^Q!2)z(qG4cTAg#%GTb8Mg3D-EMSKKke zUM4|M>HNGyR+p$NBKBLp_@b`}T1#Y)_mrR{KiJbIe4~>qB3fy-yn%$=ed*|WI+U3Y zs@wLhsIdBPnBu`75Bju;Gv_9rrcmXVdHTeY(As0+NDtiUWAgV&9fFKBC?~T*0?!%DYb>ho4UM*RR z_)V$ak&09mAw_MFG)jF}$cV8$QIBtOuQ{(edfqlyS(I#_NVpPJ8WPvT!*gU0u?7Jl zkL5vptf9P+G`6g&21W%b_ zc^>>W(+J6zO9u6#6g!3ths&A4vzntB4ndX7X!-Gte(nj?I)EoRH?U0I{>LdgBm~|j z>}NSxxA?$f5+An+uej-kaAP<6K{x1+VK7ZMV!Y7No;JmH>y_T{*8j*e80hgMXJCzli%`^T0TwdC?VA6H5?AUqlz+LX;#(? z!ox>j)dnm)*6?c13-v>Qf_kif|2z?PHK}{JEs2@S=bsK^+E&5Wixm6_+xsY)ya4ui zn31G2mnLFA#;&Q@LxJ}9K36hwyP=zcnLby<0W2;(lbR0lgHT3nVn&bQOxS5*&X$KY z_at@Nd-F2Au-J43R0_E_f#_3FobXcdh8N zC)O78(+9{^;BCONI?)4XxSx>#NZo|o{LEC|atM8Jf`j3on%`||2mc@_RxG3}PtmAK zT!56~dVi-ez0@zXGlxVwH0d~Le8$Hahf%!$M5qN5GtrRtkU-`7^1)v&S7x9Zc;=r- zpum}K6(|4#4wq zjes2S%Vkk7+bx~|zvDlP;c;Mw{LXT9T z^w61ItIvk|qaYZ(MXFo9xcM&PP}%*-*e zy-usVXy@_!rpLe(gQz06r_7YAbw-jbn$%DGSde@XjQRL>!*I3=}9y(K= zcL{EFRzH|3bsE4i!FkqTzV4cuIt`&Hc*3?&7wowHyv=0V%m|(T z?yE5jD4r|s0vPKO%ZTNGE6suuCcflD@5h9OGSxE{j@y`T*ylp_$Lwh-k@Oqr>F^4_ zbesezG2`|XRk5&90U~C~t~;C{m4OX&pHp7nXt0U3J7+Eg4@{kio1P82{Y?}@D9c#- zOjrRISDFL3BzQ@b`}l0qbjQ&c*BeudHwKpO*-|E=h*wNY_UWfB1@ghI;?Ekdh+x~) z5DIq>T9dM#!l1nbi()hj#01xTeWqUu`!ix42rB$&@({3-DlJ*+`v8AyrYE z^ECzZa{Z4BLk(S3>6V;Dyd&@l9|(E{nqM7cv_x|~9tDnS@-%Go0z=!ne&tI? zenTLjSGL1OT0NtZJ1;SYb+>)`(6MI}BfJQ9)PStAgfy%l@jT}Rq={;T)pAGv#ih zGU_gmpUkH6n54n{@*JH;5cWt|B=8z&a;@nmk?J7J5M0H|Hq5$l$pgFVb6zWPC_q^0 zHB255SIv@Z#E;}KVz3@h;k4DP*CIJgec(IgIV+X9B9~*nj036eA~Se2rAbg$M4}j@ zg^+^aw39;=6-=KbzXFbb3B~4Fw~)!MU9m>7cu_TaPy*9@`gD00V29H)P4wTh4*Iy2 zpXQdEeeW2GDH<qq}6q<;&!T;@uSSp)CzBh6i@P`4(UT9g|xq>2oYYJ^788d z#d1JJwOW^pm555(V|l1cR(}LE74kim;{|AS5-^tM5)kmSqcG|_&^tLWZw;{sjqV17 z(75SP8vNv;aT1OIaaDl0i*ZfaO9a#)Qw{ zcl4Z^P|hVonEhmZAia6H$)JBl${3NuhG~jU?E%Vgg>+Wc8s}wMMdT1CeUj3Y?Bf_$mZ ziN^Yb4QI1Utl5sTV4bE(bcLr_H8i6BrH}X#b%Q!MaDCLt+NEPpE>V{xfoTH2;HMQMy zmMD0u$E9mG-h&4Wl$}^B$C9@GXDSBZkEM>u={ukM?i+b^-k;C?qXITr*{t{4Q{xkhGSvs%l1o*Z+87A^xYQw}T zu{f6$zHt*``wh3T7Ap(=HmOA0$vo1u6~AFsmIr9&KkbJklSWk{Yx?HdhK;ihtftwZ z!ox6(Ir zKm46{`vXt1;eoq7U`w840|XN`9U+Pp0dcjum$+LPOd115IHcFG5z=axkTTz7@J?Tri_I5e3eqZqd^BVYS%1?V;%BIzc9@)2x_5ZPPPFtcV%9bqK zTxHv~ZQHhO+qP}nwr$&X)jbd0Z~HG|j*LjOB53U`Z8tr@^X&bFGty=K zT>;+TQj504&#gdGA(<1`AJ@(XfV--IDLWQDjc76`X1o{_&+t`jjrdbY0IU!$GM)yJ zN)sobcY{Eg(v;kjZ*Tz`0PDG{`7=x7Jvc*G?H1oj0>d7P`wP+n5Gtf9onRlPxmA?Y zb(&Z7H{U9dSceuYuKb@7$GLK;Ju!!>MkJO;%Q>rba0R|i;GPrRhi0rzz%{qfutDm! zB!mh8=xU~%pC)%{Bh%r6D-L-}GB$(q^w&&=dt@%G1xH~2K9pSzF-XH##$lZkox&7O z`0iF^INzqm8xZ|>%%-SB{?2oO#I$RSpfN^7YTM=b-ni**>MI#4C0w2UFWs*(hac?I z5sv`#9R7&W2C)st#^LdI#A?0!l6W!RjJ*nR>6J` zz!Da6*X2%VEA($ar>tNgF+J(5Y^y!BWH>fU`Y+_JSHQV|ZT6&(Ip`7d9NCXhDo9fr zaui={-8e>{=A|>E{sEqY6Z%lFCm5XZ_o(v194dV5VK<2Lmc@;Xdy0UU6xdqWnN5Kt z-Kwu4iUj=m!*r!|IH7zk#Ej#UQT*_VuU)&K9U6`0Sf-K26kFP+Pi}aU!7O##0S_7K zz}^f0Ord@=6S3y*;veG$FsVHP(5)?Xlch{j9HB5vd~KnC3oMRTN)jU- zAdmsdjcsCPHudK$L6XM{Ckxo}Jgog0SSE8?+y)9mcaAYJS`Z4oXKp=pi#E}$I?Ugj zVl{|gS4RF@;3y5F=RMrkv9F*C-6hfeeWltNG9aOopFpbtQtWr&{-eSp|K6qParJ9u zZv=87dHKSG6X4v4SaKv=UiEh(X_xRckBz`0#Z(KU{67Zl39U0uY0t|#gi%?Px#{A72H zdm`TL%=Ava8-TC^NqWAnJ;Ln{w7ca9$=sN#cxFTo;o1exWLAoq&?eCQt9R>7+^Rp$ zBXCyUPFrR7n@xdnTnms>!bY{O;(oBo7dyvnI916q^tvhJPo~Z^^H+HCrMVbHI1MclUaU%Qj3a$;} zo2qt`2Eryfn~Bj_xBegmz4yEaTy+IAZ{y#X4Dyh~Gu{-i-F;PMqQiJ-xE;kDN3#|Z zV|4C@5F+XdzIs9(KwM~!=gaXOM#K-BZz9wF33#m(T-v!>-e%(wD@zEFDI>LNo9>1& zJqd4wK;5l6a9C%t*uQUfjpxad($_NU*v)%TW0iFT)T>OO`bdG|;uQ?3sWO~5yX9Ul z;@Ay4f*ctwpXL|dRMZdj51!!1-LV0S>6~`T2>YhhsSm&W4gk30U^AUfOT5FK)e_SY z@kZ$ua!VoO@>vHpIhsqyeFIl2!U=sMiH9}kd3Y>k1wF7+n06HWU7UnY0!q`C_KQ5Q zcOPWMlL+<2SLse4k{uYa_OE`Y@v$uWOC9pk=)uoaJGe7~skIBMzB})kWFI{1-}54B z(wNa-w|=xUsa4WBc{a|rWiR>6)0g1}fZibHs^cglz$I`E#64<1=OHLj(RD|gHNNkD z9S_G^&06|0n4CQI_)gN2h8eG5yqb zRuxWls53!pSU);={8Ru5ho}P54HCG)>>iHIDFfJ^;?5kIo@64XFjJ8J-Fs-ex?^$| zK~hd?N`prnLnt!o-}sOGoLMXfJjJY=&rr!iX!X1FI0{y;;6KWuD&mkFCGx@Dfd4dn zz1qOY0A4FO043ym9OZLlEw4-pEL{)1epuoEJ@vJBz-yl&522nO0IQ-$^e*Y#(swwm z3}TJ+31^qe>`x@J{F~KtidU=E=tpJ0b<%jWM|JlqN$Q5ND(GgXA&k?~{SWykrX_iW z(LT>pXTV=S$o{wR5tQKT15KO3HD^oLHC}6zAC$A-oQkJx=r>_D0OyQ|B^HB(QOtV% z5>N95d@6*K@q8>v%pB3>{g+;?&o;07>6PW-CnjI7cd`o;K|NoL`VchNOhxU4(=YHA zKoNhssHMm+3}DQvWd_U9Kwgtbw{GG3{dwuGClqqJfe!$9bzgnQth+aLO?nwUPY_^7 ziNgyB!^^JRvS%)>dZ0ah(;u_QfWLhcg>GK6Sk|Ap%4G=lI-ujV>DKe15jz0{CotOa zFf5MFESnR6Qi05Od4SngnUKlg6Q|QX+Zp$pW6(JMoG42@%`RC;8m}#gc^%n#NaI@^ z?Z#ic9`uMgP3C6QfU?zga;eU^<`woqap6j8rPyeDT$Xli>9X0@P^dN}fFSUU0TaN; z)f9GYG)zV3V?=Y^Y%^DdUiTk0cqNqhXHtf6DjFG=kM?&OA#HX%XOs#v93`<~CRaoL zM(7$OBP7cN+@V<(Q*N({08S2g@VxrK5Nop@4qmO2y`aGRLgSn%lR3Iq=KTkA!s|Bm zdBYIX14ymutgr*op0<#LDt5OQ!n0QyL4YP9)j48wdp`RTXdDJ&CeI+Y1+*Ipu+us_ z&xaw&@6W{Na)jc(ATH2{No~+B;@`tOHym;9PNv}@v*`QSDFhv&aHn4@@;%JcCQwg! z>$bzVY%~U3Ganq%;B8>YF`h058}2cb=phqI_dQs;It2${J{berc~VMoW(yM5xj!Lh zHoCRgTeT82e|BNl2hvuv%DleIs3iJ^`5fF4GZ_sG_-A7v1kDZU8YIoL$dmX&5_-OR z@%Mo8>^1T!l+w8_aoSyrI%xpfA4$c5qu7yjg0a3HKSg`O+3f|43AIE za2;2dobBs*<|>WSdvWJLU`7rRCLJ`d6VK&R7x)+?4clxsM9-IRVH~@Y>_Gv7$$xyG z_&0~%A0twqXvVRjzic3-u#vW@jyNOq@)(juYJqyLJx_cq+jv6I9gy1@XUk6ebs`zx zKq}f)@+)jab>k5cb0Ve5_xGGJ0NvL!hb)VO+unp?02pM(EI9T8sAjA6ZW8m=t=JA8 z7z@-zYfW`-aMYhhWT#SR*S%2(hvp_Y-vft?b*}VZN!>cBgjfdi%Vj!I4GK^2Gy)B! zEzeptyX_B3GW{;+*7IZ+Y@Q?66~Dh*$K>ddGbWeF3xk|-WZgXMDb{O(f#L^y#!@yl zsN(zAfuBs6L*FPuu8n<$f`#l_>gaKE7l)(mXyCb4*;q$-{ai)RyIP;>?TI0RMf%&< z=NkhTUP(m%j&-Gh?jyrUh|=8L4E_J$4mFQpC*u=MaWq)OT)9E#N zD8T^j-^r|VRbh0rT8PA-8&kR68ZH!CcbZHbgxOABnt`*yxN z+zZSS611kq8)%sew_5$)Ul4cpsO8*?ulo6XhoI4XY&YIXa1yu`(`K>oeTZPd%KCqD0?`-@(X}GXI5ipaFv~ z5D)ITtlMW8K9RpoW-8BKlXfKB^?hQH^a1MCA4ST0)E4{4@fCMn?ARu)YRf!42jAhe z4bg}4{V`5GD?aU)y5wG5;Gz8@XFMApwN+5k&sL<@L@&On)Pr23`jCy{X`m0?UQ1t_ z%=0&t1ayrIHs`q-^4V+iqsVL!YcpEeu89fi@_nwH7JKk!G4y#<-l>Ya+g-en+Z};} zbl}q-{I;K*neL%=aG^%@m>HBC+14pB$`MvO^1Zce0V&x;ozsljYZGUT+G6CTc*1GT zGjyWE6Ms;1y~DDv#`P~<>>?)ubA6t0Lq#0Lc8fN>B1lv&14XdC#w@($fSXdVY!f%w z>j})tJ{>S}?;V1F`ziMT;N-n7XV*dXtuG(YST!2*iOAN=w2>l&X%<0zgo@1Wf%nvY zQCmTNf4ZV@L8PFRHh4X?0~Q#>KUgyEO=qi;+LAZ5Fi-labb#{s08TpAN=M~00{K~I zjrKdMykZlIH1-ih0F=+r>OTpA3oJyPGeu zMb?Ks@z@FkSc%NA{u-pCmPl&iwSddJyVgpHde*0s)y5OgiS^99;sdyRsBQxe2}8%3 zMjtEH`OCWKapJEahkPkg;zaG7RnH=`6utFk*#C&wlY@(zCBSVlFhM43N+xou;i8~Y zlz_%po6uq$h5r?o1GOuD(-1inAplS>kGcR$>YjMUbrF)^DVmpqs*d z<+)uMI9Y%W7)lV;+O%iLEN{Vz(4JaA1)09kqzT_PxEApl#NTm}fu+B85W(W(T3MQS zP@y@()>aF{s72ArJEfiKRF#AVX$ZiDNPpc22;Tbb?|$1kgB9Ow(0t0Px`2q3kp&fm zZbsbGQAfXb`@QTohO=7E+r5it7?%adjXup4OZjP{E7V&_eMf{y8wx*CGWAk+q>h{d z?CG*kJ9`qyU z|75kpB@7zc9Y*Wheh2iwwHd<(thQWI3V)bGYtEx${siIX@QpNyo>XAyw&;obgZvcW8-Pils5cS>F3H zweM*Y`3G9u#Kb6PRDuLved%++xhKlO3)9aaD!-X%M?5!B?ck^&{qQ`UOedA<6zRC3 zZh+jiJG&*2Seua`;h9JQew`_P@i$pGTG#_z;N|*Rn_Vx#YnYs00Q&_PVJwta))eNh z-c?>`nl_S{^X#b&Qo^FuF?yz7yPlXSd!xb5x}7WlcFyDX#8Ly$^C0G8jqXGDR~eK# z2o*qt^)r0LZ!V_$FgqP^KeeI6>1s{c2abB-u>A4jt`N(1%rHZiPLw@7Au{bs>xS>E zPk6BcO-_XrypvmMz&4nv%e{Cr#R+3E1OL7Rzonbi1r-LvHIZ!oAJ>;vyyD{tT#qz* zDiJ&clegh`Z*r)*g~!7!{<{$K4yGBRFccxdGTaOGhAjikdcFn;$eLYfkV-A?;Pn&^ ze7PfPWHT2T|FV+Js@#(mALKFYoYXSE$6tHvmi?xJY6#>nqOJ+%TQvw|GX1!Pqo| zC>SQsc)KTTDfi1MQ&b38v1A<6Q*4rS=@tdN&ZFTdETD<7bcwXwZD4oCYJ3RYO-SYU zSwegA2RPPt3=6#prApos_dt$?9|6~nA%ry-Vb;j1c4IA-%Xt-8kCS5)U4&ZXVUW;% z+nqDM7GwUsjMHt2<9WQq&;x{!)!4>4U#`_y6ptEdD`kgJYQ@^(b>fLeW1N?Md-wvh z3%9hIIb**`M=KGdJZPyD(ATNZFf4ym259dY3`kn`M9U{NKVoKg`*2b)0(HLuJ6EJb zeRGib-{SHVs4Y2^sLfBRfW4aa3(-%>NjqZx#iE{~2QH1uOH%mf=F^{c#<2=+wyLsIPOE=gr`J@43q=(h* zeX6nMkZFWyBZ8}kIqBzyx`y@b##Z2BR@3whXJsyC;9hB%%PXPfaJ7)-g?pbJHtrVB zI6+eT+C$}}AuXEVbouy6G@1L#lf4WdLkp4!mecX3`f50r+E7txfTWGrJD3#DitAO`c9u(ve}R|Fle z>0D2!C8$zje)~6I`>vpQomM&VS8&LPPG>48AjDc0eAW3Tyh|DR7VwrR_Ck>lO=0pAF z?4ucwhp29ry2hS^6Ctc?1v9vJQ66TMvLvJMoKB+wK4VLQd(e-N=FXM}Lv>f5y9I~= zUEv3MucGqdtcBhqvtWarT)N|Rt!~sk5b;t2I6S|q2wxm2#<2%xtNJ6aM#8T+S-m@j z4`P_xlMQ*zYf;vx8dYpUM;I9QXIRm{mBv$5c!svx^M=xx)1yUW->9jLUuQ%qMdA{ z2AIZ{Vs7TS+~@E-BTU0k-*=k}JqF?2ClwPIatQ+jnG3eT&9nyD(+nf%0dr-!2}XLG z$5B;5He^!;dm$gpjgG`W`ozguI7p)^z)W|1gzoY;IFbHtx@8w!!fIK=o~ zKA(8>X3_0L38aPZgJ&Dpm6`n@0Oq5f!JCpQDfo@2gI0n-#7lb%bWm#RET;(-_O_ot zml=**!2J`U0~?@N(VmLVMuX_uqEbi(A6?8YUAdGP5gOs(khNF2xZ6Oa88?cCiKui- zNq_hqcJ-AfpTKTO-{s}lMz?{;wS?xI!-TS?BO&akwwBG*d0zrvYU7cm z06$*HQ4K7ligxN=JU-yH3#T(F*zS^7!f&{mk9l^9j#)r8dEkJo9+aarasgvchc83S z^_;UxGxZ3WjN#r~+v5%{cR7+ClK=vrG%uFKv4pgX>-gm>9S;d_*_XONzqg2r?SPkt znoudwZI&;I7&BpRrVcOiac}*=jeTAc`xHdrzw2&pZH8Gi()B0V=-_w2xe3BbBRf_m zeSbqP>-MVhjW)D?f>ON?{OP;soFL&>O7WH*iaF74FizQ~t7g?7Wt<1%__V~PN=m<4 zO+-#*yv$JYmizCNI+TimXZM6xKMX|AH@BIg;L4}F^vl4#z055}0GI*>MGcPlE1Ny$ zbFc%y+RyI$`8+ulMK~;YZ04vcArg=2>US_)@~b#^XHB48(T?O3*QlxGlKu?li$#8a z9e3fFx8qF2#z(|b*|x~|zJ7^>?{9nG=oHt;@}c5jU@KK+8;LMr8&(>pOr-&~I%y9u zsGqt5*vj@B*UDB!Ark3BDoC)Kn?KgO2azb1p40?B+VO&Ar^#lbY8feTB6Pe6y3m~q zjGqq0#!IzM%hn=;*aENXgE#gX@b1NrmZmmTb!%}gxm zhTBchC7c3Wx*2lLpb6>g_ZooXY2<;bXP6rWkt)L1T-HVc`jBuB+t~Ha(0m1ra;Ef8 zxbYThUjLzWQFc1NTG$cC0a@;|QjqC}B|^LnOy06(Fcbuy%Y~tFrY%_89I~@>j-;mV z$Ib_EOKdBWvaYm!*}fS=dZKSSYIAz30QC;G{8?ie$A2qb@Y!43`7Di}iKa~j%!(matfpbNI`Do}O z9U(z{j9v82KW=PK0Mp z(JC zc4vi}fy_5@1>O1EB@hfxz$7)v?t9~5u}F`#mWHbq?*A6et#hHqOl5|Ys@{t=7>jS@ zNyNjgj8g^v4;}vmk_OkUULA~MwKnu2N?X{Mf&(0k%=d8;=$HP7zW6-y8;h~RXr9Bh zxyVa;VW$^}{O7X8k&p&4x4QsV!zJJ6B&rfXck{8-2jQuc_;ZDwzixPvdXbxq65qmMTCI4ot^zNS0|@@Z4!^{p zZoK#74ie~QNUy9DT6vMR?~B=K(whG^!@@*o$WtjofIkGnk(@aqAQ+O_(a!DC8=(_m z8^b$!)O6i_tpbd_b9iM>^Di1Z6WexnY}>YNI}_W<#F*H&ZA@%WoJ?%%=8N;bzjL2+ zo_qHntE#%IxmT^{Q>#~ZQEx~>1TNJ}Z8pq0JdclCzh%*UMM0xSircx~2P3V6Cr|y< z&;zUQQPCp7tpUmXJ^vC`ncGs>bgjvOuDA9FXeV(v)Vh(-mxSPuE739*7Ga zQWbGvs*;cy5ci-x733lH#yjO_+XuXrk2i!l2@dL-nVoUF@^N;>Z{y1ho!dTFrgGB2 z(~x(kA#e^Bg!6?=p*NbG(&Pvd7u#)_aVmH06-4(5gm{!deggX(6(TO{ON+Sb5m@_T zaXmBrQiKx%8Zs5UDck8-94$eMbZK#`0?=17c?=KN5(K z>aib@2D$^906XgBa~G1e>zv{rq%GqIdaNcK>GcX4-x4h=i~#iCnTzIJ%F$$@f;FKJ zAKE@|bnhXysTUpTPTdE-uZ6r}bC=kn5_gq(&m3DxxxN?xRZ~YU;1K^dEay;d9rt=N zN6FsRweNdLc{$)qGaIsox7)AKuV)lEkx6ujPBpo816tR-vEIHH&tgBnQvyeZE( z^#V&nnPAOfvVev$pZ8<6X2BH2&41L6=`v}$E;B?tS9Qq{Y&JC$%(9Pu znWQawXMF!KnR{45Hl?rS2kY&l{BIe#y!B(SeQ1e?R6ns^BgbuDx=Mt_?A4(pR+T)84o2AO~nt)Cznv`eY$3S_iW~SZeh@VsS@!qSic9d&VGzi>{ z$|(w(!u^q}KN{h&W%QMRkAF5ad5qOPGE!gtQRB`omi*|evi=aX{^c;gP1?d>>TMrj zdPQRxp;Ud%E`Pj^(F)rh;PuoWBHV;ky{2G@)25$%&?(brb)J;qkJ^uAWJ1XacP#go zOtHt|0F{TQL)l_$5c8PH5C1_|kK0kGqZy3sFnxo^5IJkpVf@ZV>i_3Q%8%a~y%cT+ z!Z_cGb&3!*!Jk{|r7#?;ihyC3h#O-DfWkEU0NPe3=w{w^XgZQA`%-~4rGZ!i{LPYV z7zq^_m52v@u$k+#qk5*n+o>MG6ThKxHtpzA^Q`auf1AS08WD}3)&C63tr zRO!kmu0MdrSP%xt%>J}&EORtoSBsb1!Gi32Pgty)sbDdMZO)2AH@pX&TP^HDz#D6` zwZiQP=kPkLm@Y@e3NLf3{s6&&ucy&3oj!fQ(W>H0e@EQr9IUB-fRsk4-le(014%qW zsGp}95C5!f*j_L>QZDOgs*Rvy{6SBU`0nBMVa1g?3;eW%<|0+_h&79t5gq6CC246IGPorG5X9%ta_|WEy+sx5KxX=vL$i^XO~H zaQ38hnRA6vqz=)=fq9$utJn6*NvK0ynu{EQ&xV;{@GRf~nokGfkGS0o@57>YYQX|2 zqp(~dr0PkqNcDc3UiOQxC}imA{u8HugUzQ)CE4_bA?^$N!sNaneWLnzFk(m~8d>Yi87}pU*B(64~+r^}nLlWl$&)Dp#D#Q*? zd?w~y%i14ClB`tSO)@ba{`^f2Yc!A`%X<|cQk&F3o=8UTRl=67&vDYdnX#oID>A0~ zEflClk<~osnKLNgWoNC{P^SyX5oxOnG`O<#z2rREDNo{561YFyFAe98P3sq&4f^xv zm(o)3IN~eEd$1{kP9zJ;hs=+V}CBp&?HmIhX|(l z9xZ+9fVKK&;7B=?QExC2oeP4X@8tUT_$dp)<^PCX7V@19bIeNYRWKOn#WT_9lodP& z4)Wa?QaW~m4PtL#)2lMga_?zA9!Gsgm_pG}7Ns|jgvzf&^Ex7Ceg2ay|MA1hunldeuRdxDzp ziE!#GIqFm|kmWC?r-yAMse(&AAi<5rH@%z3@~>@C-Boe`duGwEaED4As=z!qAL!A} zJlb5I%1_OvD}xYfBWQ}I5)u0^O@c%!49z|5HKXKizLIx;Xe zu>)}VOA9%yO%JEd&MdF;kR@(U7Cm%p_^%ezJXNn`_6mG@{FO|`K-?8 zdmG-+Ils*HvA0x@K}(OJ&jh{h)KJ6bcPsLKz4m3twhcjjUl9@+M!jWZS}=j#kNdt6 zS*f-jZ_e``#b=OliTT}fOPu4zHN-Grz6OTbW(a+)H0lvji#_rL_`U$iU4bJPJKNG1 zk>)*GfViTY=XV9h`%XsfeJgQ{eO+3lr#r~4$N4W8U1p4E2C$;^7eYhs1EiGHi??!6 zU^KxP77W0zIPB?be~%Q-K_faR3drvx+OwsDf};qZ*Zn$+cI)D>Ug0;gd491Nak?>3 zShHHcLOrOM;GDDywqLC267J|VjrWPl3f=Abd{y&~A#^O4U5nn2U>) z*d|EJo20tsAhL5Z`HvTp7MhGgOg%jm-zfCaZ1X>FlUrWQhAcL50b(F@7*oVWg4&u9 zy>=}Q0S47e`<4D(Y0tLstOD@1jm$mZa&Qml?wsKI)pzi`$X##7kv-IP= zUaHce*7|7Z!P*<$Ai39@a#f;rTgoD_q8Kp7+$W@{_=3cnctILnLd~a>{^a(F@t9{F z_rk3(z^Ei)HzUl)Wnra&q7W5UR@|2IjFVN8-DD8@YVKrq3cd=#eFbEifR6S%JeX$kfZ@cQCd?zz_S-3$;iB!~}FR7}lhx_#J+Y zw*z6n9CVIIZe#eWntFVi4MRQtAZn)XQ1MweetQITU#Ey~^r(XVTqf0QEX+$MlD+u} z^dmYHEJQr{9yF5qFkGOSk?%&)*-S`S%ZZv$N0Q8vBx0e=uy}BdtJr6E2N7wQldw zzZnHKrZ`97s9PEPr?xaHODU)EO70q{r!dPzwz!Dwr99}~-iun0s{gIr@#}#j3@hw9 zp3m>lU3dR-A+!}vL}zoZxBea_>Af=J1Qolbf(A7I&_lT(vY!H`nNqyzbjS`!x&F5L zEP`>UKO&;!WGY1pH(x31Zd&X5^N!RDuY?J-=qb0p(@M9DDH(g!gEZJ_#k$=+$Fkqz zUc!&n2U79Fq$O7IW=4OHeO8u+w+xH_rGk&27ua>SPl}(wpd5wTWB2A3*VJevh^@&2 z;g?R$brm2KyE{#^ha`R&`=GuXWiL_3rht+dujQJ~G1r~S z4y?GL2Yw8O9q`aR!v2N)V~V?8tq2O-P)D#Dp*=G zxZPRf3^zCj+zG{BY||ym8%57+Ll?zvjV7ZTu0I2*bz+@obICH3b>>K19?Xm9Ei;SqBXMtW%L)pAWJOYWRl)eavUjUYKP_b6E0shw;%1 zEpllo+auqlEn;>B2jb*iVzb(&xzaw`N!trOauFo99vIE=LP;sRQcwBC!#;)j!8o*o z#_Ji3rb0vOMA#VT9$%l8=FOY$-f{#Brv_?Ni4Wi#zo!lCud2#=WfpH{%x*HYgS^^k z#bEQ7I&;pXzYeMB$C+<$5)i z_f2*ZwVYR#FNa8D1++zy~lV3ebd96mZ-NS3r1c}ME?{c zbsB>qMc2GKsy-Br--nr(o`rf!rPQ>5EqP|!})uIp>rH!V1#x&XlM!UOirxz8nT#BDf)Xk0KnagxiZ z7z~;b``3^=LwGe7`MuC+l~l`(bY5MLo(ehX(m?AC=kr*7H4-ymC}Tq;jj$4{06P3J zSYyq}dgqli)S^X-QqZd>W8f|ABtE0w`hW?qgv9b2=$1s#rWC1%yA@9${*HP1gP zstP>!Y-+}#3l25V8oTH8R8#LMN#sK}`9Z<5G@j_0Vi!#D>GmdRY<_j8tFaAAyMSh` z*!GB;NN5N}n%ic~)<)pPsbL>q>gMX^kp^-Q;5Ytc8QIDpbXb-B0Erb}L`GV(5De1F z3`!UJeRWAHML6>K6-&@-=+epZM()*D0jrzs+Yz9{qO>`6`>N0hyBHBE@LOSW^vl*# zE0iW@@RUPS`80;Z@D%G+$)~xpFC7VdE4tO~y_{h)idg5b)HnD(x#nJqCPp~|zt`eZ zXIIzi99XO4XDo@iB#W&v?-}?eFW+*}cRlZ7d1_>C+*mr>w9Mf1j+-2Pe{oyhxHf9l zAxk)BHyh4G;5>ZBhx@DNKd_+=0|?4!<+_=qX~5#;BnxdB8#K%q(u`bT6=u-3X@dRv zTr&w!hu>Z{@Z|<2ZS8e4CE%J8KW(i=y?IZO@8Ka6E@dO#t=IA+u{Xlc2)3`uRD?>2 zwtdrV|BT7m$N9YvZFV(_UDfVi!$@RMp=&-^O3D5qm4O3fEpAl5qVPHR)4N9N3+I6WHwtD zpHFe<-~eRKr6aBWgaDlvx+q=v<_79-Bqgh#AGtTTFc5i~%wdL_!@9%JU272!peKB% z_XZ`CRl+%aLU`WpojpAQt}S$OC^u&f;rUHoN_w0NsnE;Qu0sJPnn@%{p-xB$E!OPr z%>5+eoQ=Akha@ZT={_8DHv1V zTqDr8B0cV>kESl5-#vdK?}@O7f%C$tZHF6Bj7O@L!|_;CdG*6UR}?iArz!@xz+BAx zrJL8qg|Vt8Yd@PRT5x2d+4#zdzLREV07a?!Y`?P46Hx!Sgg~p#JQSvZ@tA~z(fN6^ zA#Sjr1h#`jO<`86Z%gyZ5BBsLeg~0ZT0^a!J1dTo<86fO2kdq}W=1HDa&>qnM4O}r z3EDaZcQ2*P@q^>ELLEatq;Pg~^<9-lqHG-J-HC(XgyKDlws&OZ5>s1E$mLdwj-K!Z zsD-`6-*}y~U;mLM>~ih4gTH@1@xCZ6>f=n~XZqdDE@0K50bN!=ZP}*XdnKJdWHQ0O zeSrE9MY1wHHV^c7@o--RVPvR1MnbafMnx)0A%QEdxj^)hOR@Z&NUcU1iK27o_dr-h z6{XsXm*)zeC4*4BhVv^0q~giVC~~lbtVE0^h&p?drsq&Vx$#sovX~h)LBJUKQi+S0 z%zengvM9FK?aM%|brGVD`s|Uohc_3Jt;g)$>E1CBxHZSvb0@DBIU%By{m* z^Q8@MiZ}od={brh`)v#fzi8~PT$DxCgk>*$EpmC_&I+#>a|;<=8;LRLDbkJZMTO!dH`!SN<p}`->KgmPQ8b@%gLNXs zHKbV-8RHVK!U<1I>VzaU{cHAW4}qFTrP-x0eB(1H+H;4e|ZW7J`HZS7~= zGJ7L3qpI-z5|AU7Q#4jF%O7;TpG=zLFzHRX;Yc%vhSAfaT# zF_5!87r1Ef8?d(6F$|o4&~TErWQ_5ce@+~@nyB*HWCZm@#`-)70Ht@EJi(fa9<5C(l)?y507 zEhM-sy#lYgYZ`cExRUSSZ9W9dk+tfurH)nZ3@GuMorY5M>KlXzs76*VDc-SnkUNh? z^$1B?X*cfx*}>5A?CVJZzI1byy+vkCAp>`OWa)HdVJ6~o@0lL-BL`&qN=X&QZIi>o zL|1K&d*4+}-^Izm>M+C;CH<0DpcR1qMwX~HD9=bF$3mh2)KZmu^x2CzwLgBy`V(N8F+H9BP3y@n>Ox<_0o0x4+ePZ)=dw`~A z)@Ulyq1atf${~9F?`=n>CLu3?%0-V9Bj$J#B9Xoa`=P!8WQ_0aouZ=xQdbB_Qt(z9 z6z_C2@3Hysdua0dGs1dPFXLmr#F7ZefpU51x5xqvS#;=gybLS2nK;esbR*xYP5M`q_ z>DozMnRJn3>!=)5W}vp#PHXP5`>M4OX);XqkvkR23$uo)j3wyEW+M7%iwHuP*K`8u zFfr8`Yi9Q+B+Rk$eT`l-&o}uTC%>H|Y@k9R{>jOwa5G9OK)$OYXzV~DwfXrtjwxbA z_S-$%M(G%2fZ%@iAy7-Xa@}!+%^GMeTI@T5n>T)|jv<+Nt5tEG;O#w~Q#j`WgHmwq z<6dsH7_4m9n2Q^;M0k~uI>Ox6gZWYTdk0IqIzC4_xuD5pxz@GR9rCNykpoA??}n?L z^p_#$eJgC0Ell%GcwKTL&bs~1)goA5`)Y8Isb!B}BtxRMHV2vZ+Ypm|O06>B#k zSL^pF7^WwlItf2+wi2aPV|bF+v??qp%iZBHZy%o2Hl@w!C0GH0pX3#%KPaGFJDT$2 zR}c`Y+NmxBk`^hQ5EhP|ln;6_(leTAa>)4fN03U}T!H2UjuNDcG>mIRbuEkV8h(?VYM#nh#@ zY|1pao8_92@U~NvibNrn&QSi32UUKR$;apvm%TA!xm4p~64a_5*aQ{X@{y>dLI;GL zIun{4Fo!n6dvts|m{W|7=mm)>wmH8oc>dkiHa*|MAv!OOj$jshW%DU(xMyO`tB!B8+rtLPsl~~3ssV&=7Qm(B=Joo;)~=RA@3`I#`B2gj*U+-q zih9pTcA@mj2{F1fD2kuSiapA8b082WD(--+fH%_p3R|s@T*xL%QtadUP^Tqt%O}W{ zej-lBBxuTYDVjFEC=-X!cUvCPR#NeCtw@Xrsc zcpm|c8n^%}YC!~_Uf8!qi?P{B>!ku2_2>XUMR5+mHVXpk^eg3aC`R))_ccB0NZ3~+ ziXyUuuEhX*6>^kt;(6#K_>$ z9LW*gT7KW!&>~{JqZN6<9H4mD>XFu?bX1Snbmr2SWign_+9W2F0h3a2>1(9*&?z?G zlQ^Ozf$15l4$xG#HmVGu??!_^erDlu+K3LS%lT?~4fyy!zs zI~1R|k(?_?f72#j&zi40bQ*WmDm5HRYIqHH;lYCtQF=R!&MDWCgpzXG6cbsTO&_4N z+}osp9UsYgE_ZvZ7AOg8k1Z6N6jq%InL`>g*BpfhKNLGFwc+Q-2TQT7YXh%)FEI}o zdnjRWSan~E#+q8U&l``0iW0VW0tH7bgsGS1I#uTEXXPoIKP{3rm3%2v`1lnkqt( z3#FKK=k*9t()Tou1^SdvLfC94{$WK*Y@*T@=;TB4`KZFXD6Rvx9WkcNR?Ob!n2PXMFv=6P@C5a50NQ=Zti$C5tZHPi=e1v*XG~se=)>mTmJc~4-*K;U8qHdA3x zo|83_SE?w50cu{~x&z=Z(e70_ALPKpG&znyR&LuiIEpHb$|OrIqf+0}sz1@joz110 z=vx$BT_q!V4*~RR$!;&`GYlO=wm?yFkAKRHEF>JVI4+I%&L8bhz>OLY$;Uu5psUN^ zQ6W0Eh?er#!7esQ_AV8>?0uabV5H3I`}_|uO;?-v1TS+wXLs;RyC-;Q;V?_psw2}f z5XkcEt*rinUG&fr}%o{>54(|NZJDb@zhOP4(zZnPSV6De~S5lfEa zIA5bqO-Ij~Y^DL11Bn)dVLjq^z%c9UUkkM(^Iv zg4`6yg30rS7C#fKcZ;yhyo9}KE?D{)$#6U*jcb=sYJ?`QJJ!QM02Cm zk#0vYF4T+|34ELb1GvP7WthTp^vaeS!7)C}pI?`R8-POCX7Mi`09G0lfGJf-WCP|p zqJAN#0TiOzY0^ z;oQp!mHQ>&2JV6cExQV4PE0+}X7c<t~(^rY+_C;uielvuUZ-)U~k(yzx1CEpY~P3-|7RsA95l+T)7G->PB^M zjzVHrzkx!UIcP=Tj9@Z33yl6&&MrEbVAp3D{n0pTad18kTbQ%k^&_p6GGr1y&wH#n zo~*Op?=b{TtLB@5F6qk@wT9D`dC5V+y#a6mF#g5ifG#z@9Qb*+yj>%C!5bF5KYca0 z*2fj@C>-dQ;d@Im>VrpYQ$pMgnex6^wd_JFFoD5O697DZzjVc3>Au5i1iAa>Uj>PR79 zs--G}p~ZDHdTaQAh&@%@--M@qmMv!ROYIjIe$TE)$F0O-IC3KGXtgX{ypOF`se}~< zbus6F@E}otCQv5UID~yXGGQ`9fxhE1hGh!HzL!>}-6>H?R|Jwi*=9*3Y3(3(+L>T- zI^FT-_~^!O2%&P;;(Z=|4TI zYmx?f<_FE+aEWg;L{a5F?%7yA4oAnx*fKv7gG!s!1+pON9a)JXXd7d)!)9`8SwSJj za9f`QS~G#cq}*7kM93 z3lI_YscS|Y>aT`Zl{wkwj0(d0qL}-CdpoEZ+q2QMl5P4QY&GGHB9Dd@PCz{cm}M&T zK^M_%AP?zxX2j3=%Z4UIa zjeRrHf_@sBR8rJNlf;p%;Zv>7BkXHs91UpJeO|eA?KwNp=a;OzjB0x1mzXfX=Lq`J#CHbZ5WxpGHndaoe5d~(Gn7}_aM}! zV`5_@q+?=XXD4K0Wnm*^WMyH|g#idU8=Km>5OQ)d!vMYla!Qz5np?OKvNN&40RC$2 zuRJ;yR(2SGq>G`ArLmx$xs53y0}Mdf#ne`fkcAZnpz&`RmcPmfTNpYio4OEE0t5j< z0AYX#KoTGekORmA6aY#9Wq=Am6`%po1Qc|C z{nd|ur2nS>lW62*Xl(j-;(s`LLmL-Hz~AEk(D|GFZbOK z4{K{_0{DmfSHaTF(!|vHuWA?oCjS)}0Veh?wuUYifUmyTe$5l$pV63lSUS6WiI!g@ zGynQmT}+++7yU=U((WtC+0@v@(%ueWW9sbu_vN2F8+&t0V?!H5I}^aati2P!*3!<^ z8DQ&b<6`Mx;|Z{{cllo}{>A=1g${;Jrgnc1;y>I! zHeZc?{YegAopm*GHgy3w8Gdyc;ACoMW9sp5lC!Jr*A)CUkpFP>CYH_)0M~yf)7}K& zYG=vB__aRw7iD5#{f9FCD+@FKBMUSCTkcDVnStZ)L}mugf2rWVROlbd`M;>}zp}`` zRP-}(gqtxxcu`dG#OPX8L*SJ&OXroqsL>K}^| zv-~oGFDvEvvQi}&KED4NE(^o|FkBf^J98HcMnXnL)-UV&M`9vmWa0Ra#Qc{j{gXlX zH8~7~fB(K3v9$TRNxqEU=Ij0uF*UX~G5xEVe;*SbYgx*kJW19#cEU0BqC1T|a}qhW zW;PU6`BiN|KljgG1VbB~ahXhBoNa^&ce;xna zNjiBwef7O0nD*LQzSo&{-I{*imMs-j!>3IG_AG!h6Ky2t2tt$iku)vf8RgGJis z5)%f@CN%OPZV7?7pnZuj4K@l`TN6*Ay4DE;0|W#*2$C5X_F&#{5IYP~ng|S;s;WW7 zs$9*ZfcP8BZn^+zf~ zBRyIy2$KeR7Fr|z>?{jtY&Hcf{J|}j@Ijol{3cRt6LGltmCy#2BPK)5?X=>$Cee_O zDFwDKPU?daf|olR=4};GAyfT1?C6qYC3wH1F0h`%ZjrI#WS{b-kAdaaY2_ zWp=t2K}`Mol>kSl{bb%_#4e=okXY0gEgP-1hyMp?G8ehvpo@<6yl6wV4S%|~J-vje&pWu?H&)`Gq%RxJuPS>?`=cvJ* zTK1(0NK*ke7tpRH-`!8We*FwJ9sjh8%0R90+IUC#k51c%_u zwpB^y_s#q$QU4aM${HgHqm_$Ft}+ME+3~oIR-G-V@1K%Vtl4|to{Ns5>(2-hM4K~% zu!N72mCkUaXf~mo0~XVQjhI<@39_w zjKRsThoT*uu3Gmd;}tuod`C|qThX=a`P%tza+dHOWzVX1vV{u-qE|^e{_J$M#40~+ z2fmp{eNexCMpIO^b7y6B!78b@-^%QHXrHDoR}VsE#q#JWWh@1Vx-r50ws;mTIwQZj zeZz1P1{S1Q2LP$%G8}`Ov&-GLX@XU+1LrY>geIX&aUm^awi5IGLtL2r;Csvc56ZOs zdBcF!B*+VS(i-hNi(`o9ixSUfR(a@Q>$6MSd6^T5614};LDfG$6I)yhU)|-=bge5$ zM%ACr?$O-LkGlz;lznRMrTaH`1_MGkgO=Nt5!9BT)p_xhSmJ~SvN81u&8fdb`av(WD(;sw$@fp-u{}*;u!p;-tXI9A^#`dU2SB4Lga@Vw zEbSj`UN*!lI_vIJhIfXW*us$B!7$zFOzHBA5aoC~BL>FkCDlGtKj)yAzfVq${9@=~ zc}B}peH*evk~qcKW#s>KPkn*6kZYM8?S4yrkrUT>Tm(xTVfSutio{28kPAJmpfD@U zrf)kHzeAolpG$0<_z`!T2t&v34gB3?xigd*;^0o;u{a%Vo%!YDdy(JPw2Wj1oyD@m znfIjZTaxm=a_3KaP2bqnnOrx}O=0uu3U9SSX*%++8M@VVz>p zsz4#xa+qDf;XRD*x)7O;W2S$kutTKOI9revXf$9%T8gDtsDCQ-iH`virXC9&y{xr|(5Tbo=#Ee*$-! z)jHgcN44kF;H7S%rH7P-t(x}tI%{66lOp*KrVY_Bbur78pv+Dy7U}My!ik%Np`V^+ zZ{O^*_9p#)Pgt6(Ywpt>%Cdw~;Y3dzjD%*U^77R=*5!#N?&=l=JRG|YX>VK-%#mh) z`>rLQHRY*z`=B@S($`oSN4~Q_uej4Ic6mg|T2AS{QoVPIq`5kvBgbyK8v-iRJbihOsA9Mp-oRS^=+-i%HK9g(I8BTAIkzKJ;4=c0_`Ed zTHhO+KEl{8IZ`%-d-K>zPrbOuc{pLpbOM^RZ7o{7JK4{I)Wya6aPm?hLQ6xM~0R2F9`O9r&w7y{_DsvGBbR+ zJ^%G&IM_M=hbQw@>i^=&uzof6fAM5g{)6!ULgFr_|DfpqqV2yy^Z$+v|AvA8FJ#E{ zKPKY;j0~BWIGO%~2md!{$jrvZ`u`IeX0|&!nCd>VX2kw;aHYJ>-{)5*#%9GX*3CQG z@n62ad-V8SROvQ7YC1==E~Pn7svc#Q%Ze423Q?F?+1rrY*&hjwh)j>lQks|ST3XxK z4@f?_kB)-LiWS2+)G@x=1F@vHrzbM^{*Ha+ry`a!6QlPd$^W{fQ&+nM&xyGO%TxwW zOl;8NZcNw&Pee!KehN0azf?dl)Uhx%5G}AVH!(T~lB3kQU%7y2XtX<^L}qY;(w;%Z z@Ir^k&;mCH_p?};6(@-rbVt1P_hTtAF{YUXnS4V)uA{cUnKai>Sh z($@Ua?&y6BL~Hbqlhwr6K+&R$f$MMS9JnALPdo zR7OO^464DdkcEvIaBa{B;J(L@`PMJ)AX+CA2tSxB`qPGkXpeu{&v)*%qonx3jV=3A zG?l%cmBa*b5fvQ`qvW}!@)HFEz4?*wuGrYjl<3WC&w$j#%zT&F#K_o`(6}5RS+AVPl{tdXO@YNV_P99Q)XCo9Fmexcuu@FJ81CO|pJRA0sQcSIfES>0#;6cf;jf z(DLD`$`aGkL5Q*3o7c37Z5H&o*fJhm%5*@dTs{|PbZ@o_V&^S}6`brjP7?`X{e@*1 zKHTTJT|CMeECmfHw%Wc_kY|5}r+vRp@uK>A!F2fH)Zj7V4Brq4et;63{EnABp&16; zotDC1T@}M;jtvsIOHrB+`ZFiKUjNlDSCGMH?K)&7{6vcu6m7zx0QS!w@HaP^_VSX# z{q_4Nbi>oWrnEb0)Oq+$ogmTB!q@>x%kz{`i&U7aD~5d--Er!59*JQ3;a}8^r(%}U zo^l7hgVV$5T8I)!H6L5CPbU6ofg!QKrOcSlRZSR|ie=|Tqvdj*nB>#JjTG6&e@c(H z!~K4X8$=;aLDxrbgpAGy@s(ooZ2bC8KjOSf0dOFB_dU2xT=3u(IEv;0!GYgge zU8C7$ca662S^68nOoy8Ih=6DWo_#m5)ma0=iaC5p1nf#sAK&s8YC=IRCFGQh7NyoH z^~3LrrVx6<0g4&eM@RX263H7w=f-5`9v`z8~ttEluq#;8bJ<4 z3&P^xtU|&yOz*0wB&%$U}gWl_-Bd>d$h*a z9NjrggCCRrI_ox*h&Fv%h0iPUOw0&o=7ARRyh(eGs8RSi#tw2WX4#Rd+1b1jW)r@A zV?H15mJt2xb9NmX*Jk9fY{F-2kW3 zf&epTvOH0C(DbkY%<$H|16q(_g_F(=5|mbZd#JRxIz2fuV{$5FbclY8xZY_eO6e|Y zN7b^x)pXG30S}>g^JNeh(^yos)`EiG<}npXJ-m7ET;R20MayLsHht$t#XmknS$>F9 z&ejbLT?N7V4bvA{!U@bToP5HCT#|lE%GPT9RM&a-qCwq4A2-qEF3Ko|L0$x)!WOvf zb#WH3o!w1zB^tJA$A;lM#=zs=x&t1zMbjMgPGd5Cvy7=&dO4#E#m}0nzfK{Di6;#h z$<4ercQ(d$FJA%vHW8KDFxRDfc(#3)1SgZbQuEG0YRkmI1)D}RT0fk7;uXFF)+jE_ zJDBHtZTcKxaQbFw7p55e(QcmB#Xsir<)^*|WGQ6^)NXS9nO#L*xjUzlaJE_VL}*C@ z*WLO$^CsXHOE-s0WtIO=u^V7_8kx}Q&471ufeCHl)WNhSer#V2K<6%3>VvwZ8^-{Lt9giV7ZS z{^`(=2e(I~(n@Kvg+|XZ!rYLD39algMHq{y0YGd4ip$;2I^W-K2cm*ijMdjQfkw@t zN$#ZS_NB4o6gf4_o+sEX&+LoHDCRHjL6dkE4PIx-Qref&Vk$I2v!KmYyX4TUC@bT_ zMDdMf>TylI*R@Qczbj#P$YYqpn7T!zCEr(pZL}DJK4Uji=wt#Z*`By^X_TaB8=^I-3Qo-b=2z;qWS!yE&>-L;a`yJv&?~F`^MP=DHdPJ=c z_iB?HSYsIfq_bSGsc7&^l?}-E=Dl|J=`>&sPU@YZgLN*deDU5LAwZh2C zA|`N1zC9b6*Lw|VrI9KhJW~^{ulw=Qn8R=$|Oj}Yex|z|QxfyS}MCJtQ zB95Cdo&EDg;iCk99S+L57!T@6kztjg&KoLP+w69d$Ze&fOF5g5rJM>eQ8Hnj>y6}2 z6~Z>|_97yT8-?i4BtKyfrQ={T0V>}JHDP)At~ zHilnA8P3z-)4Y-$9&IT*FI5#FO?}Bd3l1B@KysRyZA+$KpILplL}%$j@sljnS;KzN z(h24dF*Nw8+qW#x095u0<0AK`{_I%wl<-rV4ptrOYiF_{LkyroO{!LqZdLdn^mW2G zh%zYo=x!bk>Ga$6kR@H%?lJ5G*aHJqlb1LlEWNp+WAOPcFYvG;#((^70$v<$B_#vz zxSb9s(X1;N^=Z-ggx&etAk0i#LSNm2ZASYRey&njMbCC#l1rU<2(&t}ROBB0T!X-_ z&GXP*aK>PfbqFn!3k4Ywd?2c0dw7E_*P-0_tlqJc%qW4j$>a#QHG z&=cEN(bH1fliR;IkvCw)P6~ugZYFxWM5cbUUQvP7w6eWYiRSL}o6*_+mJHWqC^6;GgBQlk+ zKe(uFn)x70M{SdU8y&b>etSHW%uL84e*{z>I&a=w7oQo=Z7WMBi`e$2v(t61Ml}+^ zr5Vou@`7K)&5I9cZ9KSOv#vL#9C~prjF;=!Re&H*pHbQIh1HJM^Ygoqm^#S67(PYo z?@(U!dA;E?vn}7;9C*c>7b-|+Mc)M^>JXhe(+Cps2$X)sXYw@I$$DV--8`NS=rNLJ z+w>Jc3bR5`b-?)vqt%eQ@;tRA=aT7V{JTlVYenG$HR8>UnJHU0R_9VMzhH6sM&WE6 zv9zAyS<-V}$LMqF6@12(o8tg)xt!4_E%r2S$-W80D#4?5yqB53k8J#htt#;!F5HM= z;B2_*A5z?}J`)@bf-271J!;1yp#u6a@>MDQQu)Jhn>P;s4*)Yj%)eM6FJpLV^W=pM z^ol@5RUV$e4r!xQZjJIge z?f!sLn2vdMuWdU8{yc!3t-93H$q|b!G1elF1*1WfwMw*tZrf&l@prc*Zq_%dS^*nC zVJS|P6>Ey64+mpaU@O5?nwy$+fsi8cr>X-T#63Z3(uFVUU;`>Idj&}4bl=Q4qxNly zCmU!J35T`e%L4lr>R1>H0`J2KAnri_VQiy6dfX`ANs*W;jyh4J9?7*@f;bm}HLen{ z%Wlh$Bs9itl_yfb1cLr22&uLTyE0WaMyRk%GkI(`k6=BYA?CWnVFc<5g$$V+HNH+c9a3k9eM@skF$+DX-!cHD5nB*B3Y`v3Gr%R}KQk zK?YW!Iu$n5qiwA@WTb$jLb90c_p%aVhT)UnJ4aot%2B;;dfYzFE4$_2bJ{eCxHLSz zx5Qn9c!q2LOhzHQG=7;Ib7t$T=55wfO{Q~XrbZ`|?l7fkJ zeR-*a*YYjK4~@u?PxV>!K;#Qw;7;efFR*`0Ff;zdm2SMylPRClhLMf!ZMcK7ZWuyS zH+rE<Z6PJ^O-lCJt2Y1%{^-~%HoaYiBPD(}b$NT2(a%k7i)eNSY zgYko1*FLos|J{RBg$|EB$Km3zdNhMi8&`5Bk%F8vLPelc%FXLUR=eDYP`vvVzA)y2 zvVLkbAPcpJHUGJlZQ=etDu3%4hdrQ^pZ4C~_SP|TfTvX4zWAos-~H6za7xaV&o{g; zkk)l0?(I}KmgmQjyN>C`91FOE8`IMmO74kWg`w&JmA`siKmYo;Mrrvm4>O^$x7JLz zz?7C?hyKJJZ7QP_ORoY3(J7>_b5GTWUm-)LNRO7WK0-)cRrWl@SbG`{oMc`~2IPtsNye`Gt9SCwG28=K+rTfE#?GlUyKEkSLW zP*-G@IP*9+-E!3AsOM({$-tA?sYA+Y<*~)M$PI6Rif}X$pAU9NBr zH-zU2Jots}DXue90#z2=gk(3+*G~N~La=@4e!<4tDwKtNRX&Hy5pr9pc^`?5l7tY^ zXlyBTYTyCpm^kspkdMP)!{B0fqy~ViB&LGs^eHh`GbVO}XRowwu)$Sg9h2_-l2m61 zly=#4noi|1=niQk^afHP5yC-0QO{C^`P5;OPRug6;@)r~cCG5&xnK)GTPHNSws?4x zaOlK7-GDln7%{&WQT1CwhIvd)RGA**@EBw=FsoeZ-CvtosC4e9@;|8v!Uri19I@<6 z^mgS;Ud-W(KDr$lw3b|MfA=p(qpZkRFNv_-<)(kgJwm=u(u{?Wh2GuSY9((VF)M7U z>!>Nk(S=>f$C|2xp&TV%-N~D|%&h%UdEMa885B8CgcKfaqG)b9S%fH`&VP+uH60^s-RTGvpX_^Z}_Swb!}w zi{~aQWMEy#7Z8ljVV%0vRT8BK*J@0KHT3|=kgycAsomhOx~{4|pw8^Vq_KPTY4sYM zUu0^16%ep2EOIIu`W{4LETftd`tz(nW%X-nU5jV;-e5UE{FleRo%j~8$XZQ~g3XFC zwv>DscQZ3?{>cuC4ej^(IpH~{oXY}1k~3SJf50_eYy|9!U6e-%F4;p>iv7>lfo46j zm(4cQ4(a!MeUmJ^sgSilDo}_NAdl|M&}nq*wPO-p)T>wyaOkdr`nXwa>n&?4#(Tt# zT5nDg^+K8nNM5vAnHG}iwkIeh^X`Z#|8-1JYb)&-m4XHNvhJdKB)c%D!2dHE4{$m*~lUrhFg z;6>Rqz|mfUY}a4SZR8Twt31fuFLNd0<~QHwQ)6R!Zy@4)ytrGW|)xnqU8*{kW*WZ7a2nLP8UtqRNPaEl`+vurN{4(ZNWDS>(%G1H}5`%QJ0BRKNa zVn~{X^43&Th5gXk<8WSynKa3i8Ry|-jqf6~S9zoeC>$2uY zgnL)7b$%cZ&86*(%fy5aKsh5;$L%!Gd;W8a?4zAjDxVvtIH3J)bPWpkIrwtW(D@F& zA7ZAX`kSFJ$8I|3@t)@i8)`=OB|OUvGR8Tu6FA#qHh~I?{|ar@M^b&ugMDEo2=!D5 zs>K^2UhYA%{m(M3{o6|wjLm|cY{hUZaf&?M>l-$$p;$7-QOxbC{B4S@jv2Kl~B z(H{hV#wABDk{?s>cPekW(&OdIo6_jh$H!~(wmf9mW)|<~9(uu1so+DrZ>ZHN@-SRd zU5(D7`SS*JZa5Z(Fd1X`){7GvK!SOVo}i&myuc6^tyR4ayHyUEhKC4X+FQTIKc9t? zp!177YuT?6M?u*Urb(<>&UMO2c&MBUOUe{}T`R9G5^t%f@*CANEdXut7YsYaQakqI9h0%OB2$lMsAE!LeBuA}(#gBP{HN3c1S zmK-+H*|_CD8w`hYZn6xZOyAn=`aa0lAKEg3ZtmzY-WjSf1RLZ+k8_%>b0QX(wbLa2 z8tteROiCnpeNJB18q^bODIka9;z@^=-_I`p%@~QMttrR8sYB9-)LhDDgvGzKtQG5MZzW$6M?ad#gUGXexp<;Q1s-2w)5$*0MavD&MQ3F*F{nm8=~3$lP;x4H zvtxc-T^~~5h`VF6xO~bhi@OkFiBqn;pW8gyBB+SBwGD3Kt#4_j)uOCoYA9v8Z|n3j zd9wm9;4TMtpw(13EqJ~6U{vxsJ`^tzDMF#PI)}w~GzannTQFQaIKbR&9=Sz4kx*9S zk6lhH-sS-3ev-m1U}WAuH-CU~D#|NlWtzY5(5O{3fZ!de^>y&Qq~p%8Cs#7fh=>v} zF@XI!yV;=u)wqaNwHV-1ohQme{RJskv=p*yo()?S&|Jk=AzH9pQUs>Eq^ArcxNp#h zQ6lIeub?V9TZGIG0Ts9^J%Txk_f?oBTz^u;iXrMy7h;T#g-Bl6r)!;6uyA%A%~ci` zH~teXcYK@-V`@KB8rlWW9eTfE2g?NJAaB*ZJSmx|f z=rQgX`q|SZlEgBgj>UFjBVx}Ef1ZZIt08{2uMCLg2fHpP;X(D(wi^*OhnBh>=#}WX z9x<}4q+NA_A`3C{PjG7Mw0BH3`Yol-#BgZqAv8*Ur%O@q+Ld0-29-jbH3zOdwn=bq z9l?UWgfv}R))9*IE}PXYo=Yww`N!2JecoUN7vpH~E96Wm-{&+jhojh#C2L#ete)EX zoC~VGEKhnCELl<0A4}|1Kir!4TEzj;R>)7JztTbAK4DUi*jF2n)5X#q%#?D4z6$gX z+>6=*`WN$@D-<2oq7d9*gsRmtgUCrp&}`Yl8im+}(^!w(EQp`%KxH_3Y{UB2Y^5Di z)3|2jhh<964SK)cY{pe#8d`v_dzXzObzo2Y_8!Qf!N~`8j0Wt{7sFmRhh5GJz1lng zu{8EbEYx+BjX+avt$8WT#`h;TO(ada=(k1i6i*(v1Z}He;ltn9Hb|7rKpos6c`br7 zt};Ju-zwBkWVV1vP?Gv0gt4g{v`0{?Uxha-L-%;ZMB~+9IKJ#}(8cPRL8zL|hhrC( z`D45TcZ6tDGL7^ZJwOd|@EcM|Ay>c%s$(?b;8&O{^Ey?LFO%ezjH$#Vl(na9(xmYr zh552K6NAXZD}o8Z@!%r!_7}7+bv(q}=)QnBI-^?&yl>Nwv{HybgQ?!Bx(<~JygsvC zo>JPhXb-+xSME6uYDQbsha1!Gh?$_!4cYK#(1c##>#EynWlsWQ(1|r9F~b&h97nv` zgqy2g-3R4zg)DYHXoG(XRb+Q*FC6A(1%i)4Vt@#g!EstV_ND;6yD-BENw}A?Q&UG3Pv!3=iZ%P} zU*Mrwu+JSXW0J9$U~U5WNe$DK1TpY}=pG`d<-vfR+Tv!}tL8T#k+QAw4mg-eb*N*; zMD*f2Iq#P+un&ywy<5J@UPj6e)&wMoH+IMl3IFVq#Qxy`n@PLzPRc*+E-;0_oh&{MhY1K{g zR`L_AIz94VrQlFIeU zS5n}(HBXKfcXQgAQ}5bpHkAd;3Xh6LK_YZdN2wu%C2J;4ZerEvQ5pvPJoDN-A70+H z=TAIpK&b8BH=P@mYu&*7x^x=de1U?DwJ`*BA*JbTxn2 zWNX~MQyC`d9!ISK@-E4kzztVNmpsmm2-(t4(XjL@%jOMZ(hf@^BCiZ91&OowvGy5u ziydR#X&I0ZPN>b@#{@s#*PTqQ8QmSQsq93Ba4Ewe$urY0d`H&3IU?B{mlXBr!pOyo zlJ~8k0c+KMpM$zTc@*U{c-EGsoll^BOOn3$c-~OipJr|~_dg%Nug^|R;HxL+HwX=# zFD(_geCi)DR!5L4ZW~IW!=m;HzFw#nr`{?be?ZY=qOS0_dNV#RM}{+2PJT>os@BY1 zeFsa5s#D#i^`i$HPWz^HqPA}Z7|8;QJTwm_5}HGnCqkOeQNm`NcVVUTw5DCR;QCj! zGD_kobO@#M)Nzb+-mL3xsj69zjelFd&x?(_eoXYnD8N`XPYbUyB_zIMiBjYc(69O( z?R}Hmvz^KUi9AnCh9X_!Q^R+}{0IsYxL3A+ta#8o!YbNx8!r$E7@j-lgwNE&y<=n* zf&XPXYIV{9@m26Uf-?@Hq`A{%c<-IaR&9MNTSvHfV7J`pYH5ux_yU^olMJ4LDl#$W!KwqAR};gA}? zP%)y72(65t#V)dD^3Qyg&V*z&YMs_5-3vv5Xfdtf1~SZfpl~_**ag4~Gnha>!GfQg z8-DAXPXrBAwFU9OmYo=)@#Me%2nRTK`IGU(kZ|m`F6?9EaKQ`-Zi3_Hs$>&Be!M$v z!(!_I^ZM+mgOOEi%FdiKzou?6qrh^8R4MT&ms>5;ynqe#^ZyKaL4et=;XH5nb3U|s z@b*gSWZ934(24YCQph7^k@6u&Y&mwr0z+fvspYp0vP@tRd6M#hLT%`TIxn3*$54{E zSAsaZXAuKLPhN_!lwtP#m*?%n2RGV&9x{?_Tm;0+sa@Qa$rC01#;jp5-KfRO+WpuU zw~Iujp`KpY4ES&0Tm_Bdq($fW5EBp>>8|@zBB*lHEr)@jwn|Dhet(43Uz3{M395p7 zwU1_1S~)O~fbQ-EdCj&tE3g4^UsT3X0m{g$bgB^M)^Z*VsECRj+cP+gOz%`qPjd)2 ztHpTV;Te6TmmUF~>%adPN-0QBsfOIofU)$Nsrlk2^Xw1bQL61bpRF%nb&L(Ne-lV{ zfJ;IEMC7yY1j0!I47nv{wHfQg_7_~C?I0v=xwbjK2FKpWgWeMV@t(P~h+xk7C4#K39UA!f!s3vWJ;X-4wB-)=>pyLkk(gUf-HOtN)t zouLAWxu5G5O|R+8w9O0BvrUQEv^>VZ`1VF^eDiqgNaOevs1iD9N{jfv4Wotb@7zATX7$u*=jz>!W*gN4laKs{-+#MiPRkgieqGh$UQcA35@?D~z zD8wmWQ_Lar3+EggV`dO)^Xzm}wVzfME&_LnIMMfHe76$hVj?PXOUCr#&xhg}n6U-( zI3y!)aH2)0PYr)K_D%$yN(8S2eSv%9ti#rZx)jvSPIst&^883d>J!VFn4n5!9!&vJ zclLCHe;AqT&O!__a@+G>@oB;2y-`!*q=DVlti=k@ARDDT!`tnvH@onrTqYQ*`8r!& z(XQ8yyS4`B7P6X7RrLIk0h~_^c8m*_)zxxZySFI1+^@m+*_$|x@r{m1DYhaEgW}41 zT9dewjnsEpHd|LWXY!GCZfCv-l0IU8Zf&8B5n!`uaD6dCH}Iyg)UapCb7Lkpx}!4x~OvWsQv``bi1VIM4Tdt5Hq&k(y_iM1Fb#(;7){+|@h zl;oq)I%EBBcXc#NmywBsMv0hrx$l4;;xI*QA)M`9P_FJ$;Xz1v(Y z=i6_^5JyU}V&9Ou@+F#!O1&<%I4YBWdi@ExQay#Vs2ucaKKxblZHdVUb;iji4L`R< zgoNX!2{TgewjI`Dt89%B@w5RjfUk!r_-vni9}g*<+*33XcF3(v$4{G+6S7XkI}KFl zCm#sq+~eGidnIM;Qs+B<9wI~NMMD*Q9Q`S#Fy><`h^cKDV1LP0Re}gV114lQ%K(o1 z*~5&!9hwFhUx2>OtD{*M$U6=~m6v`YGf0>oLdbh2$7vtKN^hb7mO!6`GFNh+}=Cgi6BJ(4t#lN{JFi8(uH@d*$ zWU;D9qsh~N0ws7NTAl8?IS6#tQaGnm2e|&JRA;VIJ6iLb!8KoYg4?Bu|jKev{(_rI$Hq=n^3$GG0z!Nds2o;VH`3C13@|=h*1$Zl~PP~b&y5m?atvr z<09qr4B3?IYN-xo0StoN2$=4M6_^;a!aLls*Ja1vmH7|?oHEvAoT;rE|H@j64;sqh z`vuuns?;#5+XXsc7@S%;)RhI2q7R%(afWf{r?eAkqI7EK+hJa`g%j=zE^1NmLwyDB zP%;AIdC!C3g@n5h?hm~kR8QN`ZZ1Rb8@QN0aZZL8a=gl<(q7w#M#z9EUaA6k+fc*X zjfAX2D%xt9n%{g59fzQ7P4>=sEi$7!op%NcpGrmrsToPskd%5WrC>I8T<;+OkFPyQ zfYxb3RR>;#2T_g(fEb$7>?$LrBwVj%x{xi?7gkrD!>If8b5% zI!<^L>6xt^x~4!SMCfMEqkR`+p#cl)9Kr^>wRXxLo*2ix)!ugewn}J{=qdBtVm3ea z&-xA~PrFbYbvE9!Uk~_GKZ3~IdD!xMP^+0^t~tNbO0P{=2kF(C(dd-#n>OBDYEu4&FB%jt5PX-QDsd$*6LsNHnS+uNL+!WD z2lJxR=aR_UxTq-=S#OLhp*n5N(tu*#7qbrMg1xDfoiN^J-7m|CkA^-5`kjl5+j^B( z_H`A8bR8U|O?7oI-4V-@Y|wS=*n~|2s=PFiBU$>1Lj#4}x*=(;8*j5h64NOS8{jWf zgYoB~u$l|~P$sWl?`B-3j{7wExqCL* zg7YcmQts1Nn?FKhs(aJTf1=Err!<_BQ95$PUdtXHpPKDx;ayLRcAPaA*^<}R2)bI> z;=&dJ{?r}lW2~8sR}PYsW_3d=+I4H54IFiqse-s5LGd2a9>$bgKJtX|H5I){%L_Cj zp1c6G7?a$LUlGBv4VyBJR*_)sWiX&7E;z%k)ykA$R<1d0-pN(HIh5tl*LiAi4cRYEhyo4Y zGO7(;)SDpeUbQ5o@zF|;)G;3K&GBLgrV$+wojk>9Ln>R#l?J0(4h5A25xQ6g# znQ7l)I5Y8;l)0LdsWBfkrz8R{nr-`(x@n7N;JlVu*^biI*4`6e7@y1i>#66$4|y|G z^a-t}j=yZMMM|;LN8Jf|Deu>BA>2$a(?6*;R7fjR4>PYY=O|@I&FAnu_{SS{L>PE~sAS?F$9Om2|F<9nng`6tbd6IaUWPEWl;L%nRE4{ggvC zfoZQl`fW4NzY9D8+py<0X@GcE^iL~&S!kJ- z`y+(G4jbGKh%C_;XUi{-qc&NSrBjIIQ`h)D$dYdUS6jh@_|tYnuV$8NBp1`-B(1KQ zR6cMnbrC^LlozOo_KqDqNw4V;xX*9kv$t@*QqQ{$pFi5~lJFVmt{4DWvqec^%xRGr zn*0t7jR1OpjAOg(^l&)=b^k5Rrv}ZBJMZo;c*Jf6>$KtSOA2*qemQRmcJK;{J~{#3 z-`)uy+wCk~jIhOpXRU0ZM@(mM7e;>bU0xQ6C;`Ym8;0SS;ltW4fI4JwYjJCc@0CbsOP6f|KVQECv^%F?#idY)DjH$W7bRK5c@OC05wtLf zyEALn9i0O?+YICO))bg?ct57)%hQKrivmTh1w$2h zqHi8>8iEhp58hdDCe=OgOTPXM>POaa^Y;0#Dd!g!l03?TkM#zQWnFRfq$qF=~eMB%|xP;<_WX)41#Q*YSil7hLs z_}J)rZIo?WWvM&zmLl1n%>v!aBFGn&;QWPC4esn3&c2QAP)lWr9LYN%8olR8TMmf8 zTfOrUkiIMeXfXHV1aMLN*;adM^ZRI+VJsBkQ~_2^#!S{WMFOA_ljCEdG2n6YQ0sl+ zwDJ(`41AR=j3Wd)#a`JsC8#D53ySK-=J+zcRb6e^Yi-F()KlDWqMG_@^&6Hb2Bt}s zoCM_?3bd5+Bk%*TDL#>GsbB@bdOi;Gqbx8pgTxbqQ|TZ#DYfTw$?z6J>phbbI~32c zL>v7F%93ZVQ(xW&Uj zauh>@K zz12Qo4xM(!Lm%3ZT>=1^N74J(!U_63QbBwZLwYGY<51Nw#O*{qEGoaelgwLO+ zXzTVdn0U=^aMgce19uxCOm#ztFO5#CR5iPqY8efy^{mA0MQWYrnF+YJc%b9fKhqR| z35b$P*LuNe`X0bqF|_wLzjODaJKjJgWSPi1%sVi&@_VZyO0v1?r<7rbvD+cai*bq;J5#tQWw>GduYVHaOgosThFDL&+P|>i&V5( zpn!$pFJkMxIXn;+Qt+*{_Fk7plnjvNrMoUXsOdN?&Ed&~&w0(nC`@2bIii_GHC3KB zDKUJjFbW=;=9fT!jM-Cz5cQ*i*UhQ`SeI8sufXB;^z!$ezRV2h3xUpjBl$moFp@b8 zU+QnROAq`)^#|6!U&kd5A;ICrs~U*SqBo~-cfZ>N0bc??%n>~le3O6Q`y@S|^FQ24 z`KdSrc(r)A0*|tUU#s-HHt(VA+^MDZ<~m_?1Zb-(afCu63mstYau?E zJ&N{SssbfyrcV#I`tcjK3-v{z$B z9spRV#sO77u`YAM%k+Q^N4q68;i*U-KEJ>HVd5bujU3pvsR+Lo!Z#LUyzd9Sr#*KL zL8iB@P`rCDo|iND>Jl(o(mpL<6kfcYkna?)7HLC}*rG_RW}fO1s4tCHjQrHml$Lt_ z+G&`_o&bVE!rIX--;A=d4Y$at3q@B_9icnP&Y;fI^tw)m?;Wn?#A~rdc$@b5a5`7RVX2KAl&Rt zLt=O2h)$sou{ERLc7!pF87D!h+krickisp}iK7VMMl*>za`-TBtar?n+Yf&veefz9?%%J~6GWtINO3-GYf|BX7|wq|UO>oC2;m-~doTu_w4C zdTO55veZSM4R(Ea9YNMP&^fjMAsVNdA53vY@zA5N5p1QFF0tx)+E~AIZMOb^Ce??& zQcB(Ic_2J<0Af_W1s) zi=fGO4fmUJapx93y^4lMzXX)2JiAdl`5W@kgQ4J$WqW>S%c6O@Mxc-DG`T^17>X5b zIhquaPiE@aZU2RU&cK&gTi`gaVpoaKIr`C%JJ{sV0`j{dx#^3IbLldfRtPr@E`9?MTEY${`EMD_~Hj zDFeYHAY9P5Ir$Ir-!lh4}((`;&Q}>-x?~k z?v66acc2>AgI&2gM9@Fjg&S=gC0edo+I_VW&>WtD-X2-WGJ>LC;vTjTHsYkN?rFMg8$?vT+-5r7%V1`_7rG4HVQ=z;xkpRRsYGy zoDnpcmowwqqh01ngv}W+-jO0VC#lbB>1Ov!h?iD=*4?=3zJq(hToeHSEaYT8TknMI z(;5A&V-Yqrzm{|-ZQcQc*_Fv+nr;44Tmo)gx(6A9WZ4xjT1Ksg>mo+1b72;bW`(STTe||3t+*?fvSQF|GYIN<_XC=M=(eZx}ShPA@yhZ+mp7Vi(C~R zXOXzL3Q~FRrxwR$*P&^NH}N!W&qVKCaxajQesxS?OYeHbnelN+k+ei3Q%0zxixs^> z*>H zt+_l8+IOg3P(!MT@FMuM&W~(Pqop|`53*aW^bdTM@I=GK_64chrq4JgI>#JE z-%Xs`pBd4HuHPa-M~rmMS0|OG@16NkcMheWz9RvE@wSToDHD-&C*D2M=`8F(v^lt? z)5-8rheYJ$sJZN>J*4mt5Z!Zxl~F}HVh6M~gN~6^B{6-Bez?Ne`1> zXAWTKpTLaygWpX#0nipwLf+ES-#g5|B`rQr9%15M`!J^?hosGVQ~lXO|1Yl*v)h^% z?H=zCoiHM6?{RmR>+mW&t#mKY=SU(}DHq=JvK}o}g#nWr@>#8foKX)BC!NJmWmu!m z17Ca(gi&JZB~4yLJv1@Fd&WGjSX?M*-3Ox3xOv_sZ z*;i8&$9iBvZdYDL9^9p)2jUbPoNGU;K=DW$+Ce@*Wh{?Y^`wGFpH^;GzV7rkhspVIVlchmZJ2+S7kye(l5S)ud(0GS^NAc zbyCXn7-K{23|?_Q;O&2QDoY~PO~NCTD>ZCrjnw#+G>ozhlTL=KIkd}tv|lImEQh1? zW3Na;K1d-}(Tbw4$y38=M?Nwefvfz%ayhRMf4f=R8RrjkcUzJ56}tAF-P1?d-SnEu z=spt1nEgo5M0l3BeNkorKv90mwFCtw@XUugdkC%QpjhTYdlXc-%#xg(WVH-Il@A3| zuXmEOwb;MJlE9(WHP`ptN}Y9m1hRz4yO$E7O0Zi_AY1>u0l(F}C%c41@RB^5c>6)NoFc$B$^yQK9%aM6le|+Dc-0MZRmB0j~{$73H$gSX^bB zoF6ZFMLi#?-B?C+n^jjEfzR=1HTy#j1UASIpK2nExDEq|F*yCbEEc>vrExUz2EEMP zd-=43vx$e!qFb-=jH|s>dCv?_N5(eU3yqK*2R)H)Jab|W-_ip&J8-r2Sy!QtNx+eR(3G<9LAkfVJ3p3K5}xy2Nt5bIS*rVX&0ls9;>_P6(5Fm&y$I$ z7LT}cjwK-msGU#dR^l!-6t!2$aiN;NY?Ub25`PExh7tUP*k`1(;vW3bb88-M8t%z} zVyUZz4^PGNhgW3zoAY4c#Jm*1o0>*vHImO%x|GN^6YEB7=l8UJr3m#NkQw^EQGAw* zXGB`uvZMLkj2fa5@C0s7BvRu~aUE95&w~2q%g7{Krilg3CRYQ;MIg+J4uB(2T(b^@ zMSW2Jy6Yn-k6_WiHT9L4KNHfzT6uc)yalZfoOn=|fMsfVk}f^YQd>+dmb$XC1f!h^ zQF2(=X8x`LuEgF*lj-Fn|BUrfqcvz%PcijH(9Ca?R&>w1lp2%cyFgh2sXv1t!F;uN zJ@YK(GEA;F2RZFaUF`hb`2_z3Tq%@Mo}?Ru-M{Ismyius@Sd90h-#QoK0|GGvalB` zM4q=6Wu}37$9Ldre}=Yx`HzC_!?PH^K~t7AKEiio>B zJ^VqffQUGQx6hr%!&0Kd`O}J+hbTAGW2y6v<2P7zI6(ZG58nw61ko~M_`B!W^|yzg z$4C;JiA;N1P~ZU(OQnR6Z4pTT=M1Wod&(2(Y*x=%>+b3qTjMf^<1Sa#(izo&#d7tY z;mg#!XIoBk_qjp!bFY3Bza3}Y=xhbQkgCxTxGHXSp>s&Zs1Y6J%lL<2-*7P;z7!b9WgreOMO;o>tSZE?_X^%u9K(s=9AK zJ49>LcwB<(x-C8z?}8?j)xr8^l(eVqDUY1T2eLKkX;o8iYEQAI*DTf%@D+itZMX5g08l| z#L=5wEMrr&CMW=e=P*=4(d8#(M0Oi6hn=J_E?Mazdmh*U@J|m+*f!xvtL}a9E9QmB z@fj8*6`8x%nFvoXy9>tee+-`l(Yyu{(V?_Ub4AMbJfw^VexGAu&s+8NiNa(H`SfJg z=Bk7vQi#D+5sbNF{L}%QN19|sPC2)*E4!z5l_rD*qgi~eG!x0aa&Fhq+aWcZ zyB}9lb2GuEni5?At(?6P0hFR*Tpb2;i%20uh_|Mz@WRR8y5%b`P@!7OG}>)#3mFX0 z4V4pSfPf@yfY}~?(v9@{aAllDJno&2+9aR9=eUbq=a=i#*&7!t6-F$^YsZUq9*))z zV+&nr98!3n+#lx>X1*9ZV%{tQFDbRx5R7f;k--eBdBd=488O1l1tH^++bAPHoeB0; zdS%Z(0`?dmCEOrltCSXx^^cepU&bF2r9Yzfu9lk0Gt1sU^fH>0ScC2!sHf9N>)M0l zbfC{DH}M6X?*$QRwW<8NRDlXRp@45rJQ)Zb+4uLYh5Q-}p*RDI2mhY{kQ;C0j>J$s zKUJeQM0D}gzH)HQcP&YP@5CF1HkSVHa^q1F=epic1ZWa!cTYAaa%ZC0!+A8^t1t$0 zN+n=sCIZLbNrBu7MYF8Ik7#AP?krH-L~2m;M|pkqfZ7fUPZRs{3nkz8h8n{=K8rFJ z;wB&=7tg*u;>O$i3$k0WJ*Z0K>?&E=?nd)7Vq;I2Sb}>QpU{6De8ra_&sICc0!2N) z-Z>C06-JZZU~O}dtFdVRjn?dRm39Z)KF}y!KSd?sbQzE-v&AZf|OkqR4c}N-!w)H z@CIY+uE@#g(>tKTzKI}6lJEP%dpZb4eksv@Su(^^TROy>v;>p)tyM{TkHk^D+eq9& zO64g!U|L<$arz=kc@%OEl6XvBa1-pHh7>TqQyn@`_mN__!G1Cixu8Vs;=rTxnU-3x zmsL#&^+Eum8|v-=JA=%UmV@eK`kq*@ZqKeEWjBwG!utu^JgDx7OH)VCjpay}=(+Hq z=Q99kYA)(7Py*M?MJtJhE~_HNt<^pmd2u`>)5t&*+)2d6*}KRQLIL18VF6W^zueG| zyFjrOIf?|7&Il}Y1tWEK@uN2>-(Q`1IbkNmgIq+Z7A zIz{vyF8;yD+V6Sw@#x(~jiHO_53;r3v_S=%ik7+1ZnJx5sdD!UuwfeJQNBveVGmJg z)6(+W_=XNK>sA96-b~7OeABRhk?pKinj#M=2u;{*+SGqRlTwA>+^2WWa~$$}?`)TnhQ~D+E-SKAyxI$ix)e6q z4i*4sV$~E;xc3SM<1|XJrwIJ(#eL{Ct66}f)E=Z+v!xmJdZ&f6IUkc%_e|0?8u@7i z06)O7uNaX5@FbWi4>upCu%)A$4iAQF)Tw`hQDQ>yGnn%~$YZ(`|27g+Nw%3&y~RgK zqgSI9WUjc@P$^c-tkhr7M=``<%@j41C(d>I4l72p<$En7FqIIh^txgW3y_D*y` z%nNcs5VB!yN6_u@M~&M`$rsVnt(>A`;bJf9T&b6J1C?y8G(EHCb9C>MM}y-JB2H}7 z;jgLY4t-tnL!tfDM;LI0ha1h(ykkqj0FCasKgfXqY_!>MAV4qp;Iomhf_BoHI_rXyo}rIu`Jg2 zIL&nk(CXK3cj8@+_yga z14^dp1g7xhF}S4wWA6#?mIumz@a!&T-@;1MIT#Tn7y)VXtbTeK*j86*5RYOdm{B-i zzV4q3PZD~KE3xJ@st^UXS6a?cQ?VGz?I2+&<0p8> znZ+S94)5V}v%tklz@h{=@EAr%xiZq1?G3yRbsxgnhJ!a=0*m@3~rPefY>-BS% ziMeHub+mME2Z*vxvlfp3O0ntyQOrR-5O}RdrRTT0N(%*-l*n7z@SRJEMtRIZ?>@Gb zGdDoko+;~8Ndzdhq=0~+=~@8L@n+Gg9zM1Rgr~L*trrE0j)s~5)r z1LydiOKyoNktKJ;5*X0w%KOL%iYBX1Dfl6v6%$h95z+Ve9e3V)O^Nj+`NI}2-RdW) zpDQv)1;$lr5Ehg0(k3>b4?`vxQ-@$1CdlUM2xK~P+Mu?EywpPWOeW8ymP2xo*g65o z41O72?e@w-__Hn-X6F*FZJ`_D_K9W#2P)gmHvjmTZm^^aT4dqdV=#4P2iU!{`Eq9F zqYyx@6N-k-kUSNPEG!YvVJ6XWYk-ZH=ZE#X8kr74P-?7aXHeYk(3$3KLWwY_NJ`gg zRHyjjW>(#bHfB8C^4Fm-(%^{dIeu>R=-Rp7%j&~v*B*96d%z^MzA1Bt8I_3Y13d_~ zQy%A=y|WR)0{0IcE2?+z$Y5jMbgM?Aj`XNKE=?4>rhM26eI+%Guz5@9p>dj!&cwP} zZZB|`=(vW}hTEW?@{!Cgjf}K71uDXsBp|TZs14RA(%EUTbU@0Q@ufy}%h#*&xBcIW zvNRIsV@;cu9!*{;DE!cd61eWA-8sKxBgTmHEBaDa`89>4J^wruPT zgTo#CztTfxq0yQ;>tqZEOi~>4c~Wnn`*qA6kdz0>IP^X5+IHoB3Si;wp8ZRrb}_pj z&#Y2$Wmf)#6Sqocv`=C^3^mM-7(CPP3n~Rp+m%wjELC)Udh-w*Um7YK_Q2rqa(B&~sgJ3hszkT>vDLR%(3b&6*`S zKlD*WS=4+oK(N%K3OFt8TJ?p=IH(5!k}S7SzAhAQ%iR{CSWiBpt38@Gf-4wzr3FIX zzvP?d%tL@SuGu}B{tzD^OmK6PY;O!)F5^EJ)1=_1c7q`-i)JQ^FyAKpI310L9SxRN zZw^Ti(QzU12^cK|1y@wI#(-otL+nDX7RgM#$sC#Bvwz-^ zb76z9bpvhpV@oucKkNVhyL4m#IJDM8vW(7ku#U)G_XO<_minMRGV63tBW<$;6=nUS z>IdS$LM8-OLcTGmx-<*)68$hWD@L~aZ3~xs^G~ztEI^?Car6=SrwBBZz?qo)7qLBu zbI|}lI%juoHtIeK=GjCDq+VZZ5|SH$X>3#Y-{>Ae@l6(jp%d7;6oT2^{pS)0rPhzQ zt}E(+`NDI5{;ej7uH)%2zW+)Rs`?JEuzV=!58=K@ko2qJzJxR25{aZTUB#ua*sZlz zHHg!U5mBHLcb=o7i4m5!d-n)*MlEfX8^ujw*52~7fZ_^v7tV0dWhpiU>*MmHL)7qq z0LJ-Cvze~pT37{yL>foo4Ha7N0B}RsH)^2mrN0#pH#H{DRi|vpf24o?*Vvx1?uO+1 zH4g58cdHbm-TE&PpxB-Et-sxMu7TZLk+(7Uo&k}+Bd*TTpN^aMJS6PoL^+f0l%%u) zZ$>ZbW4%cZ73kTy^7~qn+AWi?L>J7GK_TU1$7!H{Rk4#=D z4f>D>UEWt;_1>xl>)+S#wg0JBpA7QeUqtSmmt9E*2^ps}^d{6t&G_%!!N{tTG!M*v z2&0?6WBLvEnMP1cUDqiqOmhrW!IT!qChQ(6%?`8V3%>nU^rGu!pAQ#r1DWEJ?O+ul z2xTm>*D3Q~qJdR#Vi_W+_@}FqW+U+;+U8r2IfzYN-Pn+S#Pe>I{aPufn&z@! z%v%c942DksKG78m*r4t+sRL_?^MW)j3_7`VMTMxK*{wEv>z$0p=vENO%ca8%^~X}L z;#=k6-5q%z4Gm-^0)Di3;t+wXw-B-^k*u@V#iNdW`7ZNbe!s6}_*>uXNh%paSKm+a4clNhT2g$mRa2 z`9%g(Ex6gSjtDToO{W-xfh>F-CdNre=s96U!%))5(>J*eo@^Ev$O=VhxM%!TZ6j&D zo&d+bOm+)toI(l-)N;f;*=5*7xH}4Q7Je%lzTA5fI0}I*SksbI?oeIxI6x6ClC&u; z^WB0scd-W;eESIaaPn+2hg&rF-DdWj@2??X&dz1@j%1Z**xqSQc!bAAjAOYuBkFih zqrH@cJkhm)Hl5oed?UD{HkuAVEu*Tbu{tevI5cXHM9-X11n_z60UVqSjKEtUHfx<_1O2oE6 z8flF0>FqnWG7xiX}{z#R26D15)-{A(X2R%XExoxM7;S=3(1OtI&-at@jV73#1d! zZM3v-@`UBlZr)le8)g0m+;X3KH7bm(*3qAj(Y0>a8d}}Z-Xmn7Rt@yuX?@cqMoYrx z+n9iCwkP=C-rR9g$0{;SqAjQI?8?!!~s$t!vmYM8E$Y) zh}W&u!woaaI%<{DS<<`mk_**FqVpV_1X-leWJA!bRRIP}mAZgyyiZ^UB&KfQUkfO| zQ-V*OO@SrdihC!k3wcwqW-}XQC9@3iXqkEJUUh!QKQSk-bqam&6*((7aM8LyqHypb ze*}h`G7whGs83mCK?PQFiQwu|?*bTZ8OtqVzROAEAMB7quxf*u6AibfvAC^&*DlHI zJ{tJcLVgis7S!0j-?04d(84S1mLWvaqNQjKczfyWWEDobKh|bD{Zmw3IiKr_oAiLY zcx1oqU~;P$x5hFttBn(&1rp2}+t&1+an!PfNGN0CT6cCw3PPs!E98Wf6Hj=9o`1A=-4rGVC>$Mr+q$e;9s^-&JE zpozNOn#z;qX-|R_Tz$y$NDeYaExX- zskgqJHZ(RnW9m($!V>AbA-|S>gm)p z-QWx^T6MNy_f1fwu~_P;TO@;RbxAuU&*rPpga%;JAz5!=QjfP;!gnFdL8yX81ZN0; zB8~ovQ1*Mmk_nLv$u4f}a+=xggxI>Z`C3CRi#Pc@nEXU1M6etaFt7YJFbQAkgPC+Y zFzOtl%2do&lgHomPMymbcYp$bQ8F*X#)HakUz!yyWh8MPBFGRiSVbF(Jcgo;Z|w3d zh-am*ryNa{cAr0N+~9LPD9t^A#=WctM1#ujm_f3P75f&Hqev}A$(R~#h!IgH{3lr~ zT)MQugn1&mrU7T5vAgtBGC(2ueynSozl*+s_jRwHwLiEgm_>s8Xs3OBtqrBxINt|_ zyr_1`Ugl?7P<5XB3>vy)D=3(?aoHD_zNOtQK>5jCZi^gxRG6jPMr0D=6J|lfR>aU- zK8Ic47)$rd0E@Th`8xBUhQN#DO)vojPo_Rq)L9LjOZ4T)I`;9JW3)j6xKI9SM3<3p z{)R_r`;4AkC#p9M740Z4Y6YOyWPutxH4BAenGBnSfGz@I)Xc#L9hFusWt__&gSxkP zSndHWfT2Oo_!BapL4nj!sL~_E-N3u}3N(^GdhHJ>284T2Wt)w&u=kCkq%v&5%>FE& z9a2FrM>tEm^bU-35o!QvVX{nu2PHV^WjFS)RW6wE+T&eVY8~Vo&%2$=^L(e8z)tVs z2N>#$jfg`*FtlrYAG}RLv9(Ky$6V^H$FI(uhxq8$%G;eztoJgl!4Y#;Go2fx2^+bz z0@a3R{91ANFa*)mABy>F$~(2-U8JGd#kGKHAR_K~Ot&`Wnuo6fKw}O4K+f&~8!kax z%iz1ulN;CgfM-oN>(*-q^m-iCR$&jf|430p~0{9NWM|g`ZlptiJznp+Td-|sr=hC)s!8~T?PeaVSW!&U1sOx zwHt(y``g#04`i-$&9|Id5?AD}qP%+RDkBz~T({Tu0HSRAn_9_~mK!NA>=+XipA#jJ2=+DnBGD2K?1nlR34qO0xfWdUFmnf&)3r&? zO%+wRhib@MU}n&Rg(nz>{^TA?(dqPA1N*JtC3)==20K;4Y`5c7%boyEdvVcr-hD&` z_-X7UG|4d*Q3)mmh_M3mV^W4XBL5!1xCSXAIo^mIO%+ABmRXg5M@h8{vj#Ky+hMdh z_DmEiPYg&dHzhctr!gJ}j@a-Nkdb#^NuHO54_up#hyn>jWd+nQ>}Lo1fU_0_o2|yx zu|-W+z-AWKnQ?ndTS-wltOyKbXby^WG`>mj@*L0WSJTubzOuLC*&9q@oHRI>UnEx$D^lXj;vrQ&)cntGJ=vv%2_=79raMYdE03q zHPPh^O`!_PoxWMF_qLmARJR_%MtbaLC60b!><1bM++kkzdI6w4e6q9p7+}c5uG|k=t4BJx7fTm@+;A&Q-<1PSu>TUaGS{ z5t5e*#gmObc&EOn`-OJQ_z(?b0f&~#rEa|Cnzw?v~B?QiQ zc>>r~dfy6=Tnu*7x_Ul$NHrF{&T!*#m#6PK%SfUjtADa~ad{fAusG7&!;Rg!Ij*?a z?1!Lx@lo3CC|w0hsy6P{7@fI##)Uc98F%m0#Gy0Ru7FoX&dOYwrWBmsTfH2=#rfCb z_#^{wV?qPwh(2G;}BgzeWA}GH*K@vO{I7WQA+WgwHtofOdFd7C4LDKj?I^TcX z<^Rw1DiL)d5izlUIo~<{FV1%s=KqLSF%bM@tT_L1zO(+9^PQ9PpYqhd#jE~Z`Od=j zqg4Mt#;aI=F8r7B{U>qtKjT%BKjA8+pJ3HbuIeZ00b$@|KXDVM;!k@T=Fdcc7y-rlILLl zmpuN*iqF9DPtxl@FaEnro{@>+r~dWN@&BJ0if#c_&|XEOi|Pc0#KVH1i|+h6SZCGu zkqFv4JGlXYKwuF_f_Ct-5H>bHA+b8vxYRSJE}qR}{+1So&&Q@_L6Tlr;%V(HVyPuk}FeP2;Zlrl7Q-~fK}RFRU2M3GyrU9Xj|V1gwtLCkV>v~paSuj1mN}n?Rg5}!Z_Vo z{i;hf^!i`-P6a~dL~s2J^yS{r0*3$(e%XMA&6GW^ z_PH1JJ6b_q0}$=EqnaP)7}SN|UFk6-^nAr zR>rtAgaBLojo#*eeVJUoEdk8FHQ~7WeBTuVx@2e}1m0)jubyRbb9xpVHJ4?*6Tc&~~;#~tGn z!vHXG3ux=f0MHM=0?`moQ}oUxMxp~GebBxE+cyIF&HEDLxd149+73;?0%Uvzx&a6@ z_97lbGli~nquk<;Uu*iIeFxCz2!7wR>(1g^e}wjd0cd^+yFpq*x_qY&+p-Q#z3PF{ zqg46|!U4>_>BS)ffP6#ukeEHwzbH0;^4}P1_u9=uNpX z+CTbzOza$5ZG3_1RXBeGe=S#~b#ij|YNz;K+)WUCf`8jH{~#>{j!CbWVVu5ovfg&@ zvegvz;D3+Gc2E{eT)1!(pSv7G*KxrNpf*P@`cRLl=aT&Ks*0T@*QDb?8^o_am%xVV zW+W@DpZVZNAT5wHttlM$Yu`sAo<;e+iABlu=Mh%#+@0>`pz4CHgRhbb|F}Br_bX5i zwcnm3KYct@JJ@qLnJ77*6Q}Z=2_KRuMVT}S3aqlI_-jnV13`hPktvdRTp-I&o=#L! zUUb!)GPQ$%p=<|YJR#Y3>si&e@^8_qnb);DA@-0i5EBG<58>tHJ)x~jCJ*L5($Poj zB4$k;#)O^gL0rjx5Y~!H-0BARakd3WGEC^@BOhC<<%GJYG-ju~rXl%dgj^sexI(D3 zHyJC!9tyPE!$GcGKgA~~^Zo)~3&<~gmtF3UHz5Z`xL1{O(*DG$4#%Q4)|4OY)haNO zBw$~@vq?Y6Ikv~k2=T?R8Azsw7uOgV39711hdosjy>zUEtTjD-fSt126jo>nSfArl zMa`5qW6LOKd}!G;g|1h1!BT9KU0Fmx{>Ukm_)JbA&t zZg4PPSQr72zNo{0Sh`?+AEX28ZE8aX(bx7HJ=AHXoUC5o?oXTC#k}`Uf`3gx;&6dayh^kR(D4vDn9eB!Z&& zLJec1L7epy=_XkET}mH&!VB10d=jHRmHTeOfNe*Ey)QM(p!xV1oSa7{LsG#F6kcYl zK2r^!s;t9rK1143fGg_c!AC)^fyYcK_O>u4Vr#Nggf3kT^oj=c54m|7w{k{agU(vL zaT935YN8&#pyV9f-F_s@2@3o51L+)EZ%D`RksZW!plk-cS60>U6C#hMWH}JT+!i}?QBEj z(gd9K?OE%{6%YXiW9Ebl*N~{#CX0I_F`nw{SP} zkJwiz+O5ZJepCIi!5kM`Nm|+^iq+YW=M~t(&l2PL8wO6G{jWs9AEMtx+Gl z9@~Ez=Bd4q1MEt(>WJJeRAbP8DQx>)P#fLdQ4fLNq|hgUY%CJ8;n;NmT9-yOW9?Nk z&PH41c-HfwJ)MU~_)P7sEv66t1JF1iROX*UqS7!_yB&!I6y-9#=@yrWx5w?52k{oN zuSbJJ|0T7q9I$;xg`VuR@|(8KyTbb7l^gPLYx_1`CmxU4yPg&$16y{KLcXFi;+}u! z57Hei`YS5m-JC?T!gFufA$N;8hw%}GzM4JMF$$W^aU?KS>IahF)t;H|R2oDLk?Y}D zEQAGY6fnw7Dm_H8IdLGJ8;H-@L?>*$xQ|5+;oo5T!KrVZb?E3UH-aq{eTxAmjIv5A zyGY&tp(1ciedMYeLG*f^?G`=-c*t3)I5xOEuOr^#&T=Ei`8x_eBUV?G00%zRESrx zitkb4WJ)(kryG$fW`qSPY*Zjs^Fi!$IoRJpJx(yOrW5-+Ay>taSD*! zAKDVsoD7m<@W8FIhTmUBnnJWnQ@nS+0S-q+2SXwDrZp5^R;? zCKqj5uBN6x)#Gk(c){5zUOrZq6gsj!gftNrYrB4X#}=FS{VsDhN3$fGEuohq1(}f} zzx$tTxNXDJDT@p`3Fi)DhQ^l(ai#9hQz*WG%yR~^*q#J}RgcDOVuf!UVKVCuprwQA zHJ5O7=`gBr@7EelS?0&Gz7p5zIDWv-dgD(-i9FBp!s%t1o`GRuxE4}tAb<26bC>$| zl`pR3mWq4?v%we-Z^}CYsrrYDh8VmQ3+wN;WrzJSeWVFW_+CsN0mh>2{f#;#*5Vr4 zK7$%~3Tc#=p@H=D1vLo?Bya2Ije#xUyrmZRO!n!8XxN>G^rqKxjTY7*z-o4;MqWQ0 zS~8#bmlPited{#EJ_KnI`AqELj+aJ3UN(Qq>}td=Q{9MD5%!0v zz`7gZkLjLu(l=R|kuFHQb=#vPgoGnj*G;wdJgyxKzbDK|s?6nnb|2P6T2o^+g7)Uj zK5V%~Q{N%37AGMsxEeq?)QTZ9=nsqnKB)e3De2#iwTK}%$V7(%tqX28Iud6O+Dw@e zt=P|j|4YwYP(tT-cO#g~jW8?Z`PX^SaDCSd8pgG&WZ>d%1^Ga!3Q49t;`p_51r2G? z>@@1nneEPuSq2ofoq5Hzv;wg;`3Wh~9p#ItrnI&Xk2M#~y0EwaWX;kCUOU`YMd`*) zCxn?_Je>Zs`gLLl2Gyxv&FPghMCVYcM${mlJ+F2tLxq5YF%z2aFC7S7wR*CKFq1Hx zoSzzqMU)ms4&E`mpU?dPCxl(en7h3YpH_j_>AdMkt57mzJ?zE2!>xKm9`TC^#JxVp ztP;pFXiiVGyT50;lgli)y<0U3BrYm9E#RbxDjN-Js&~DJyf&HVCo{M_V|J|vDY)G? zzjy+|ee&Q3b#^=~yGwV$TT#P;0(Ou;Gt zMXZ{GUGliN6YS4vCf0bSz_Jxp1D;MobL&7*enqC~)xg!p@Ko#MK?TH!bLwed3Km0f zGSCRDg_c+Opfx2V{EPc4#hRh|8RM;{Zw`QP z`3x476cb|lf@5HGQg#fFvEq^og-tb@;ckpxB#Ma>9R+yfjoEbkt$8o@X+}96rKORS z$87wL6oA5DtO(LgjG8Q3rW!nx_p8q)Ki8O)auph!?a0yVA{UW~9D>-s03@}jtGhB0 z^~p2){@}~Shb6CVL9q>8Av^fZyglgjQOGrx>56E&Iv}A!+$iVbWFpJa^>epvg2n@H zkvyVWBR`K}9hM~GuuD8Mh?QqlW3ODv7`yONrLjLnTa^v_xQucrsgT3*zNyxw5jS#? zBf706B&D^PR3xiP&mO9t?=wq>32Lj$?~<;g`3Jj=?L?M%62_;u0${VBmPSkYDfM}> zC^hB{&_SZ#eO|r}XH)_cTFTyjfjjFYW^Ny(H}AlfUK&e^gLt$w(I$fI6HbkyG==#c$vUG+R-$G3-`X7n_;+n_G2k=LGsaz@MHqPkOcM_ zbNHl-E=p3~hVe&+5x?b+!tHVQNqEejigkk78!8Fzz`*OpL%c4+l^?y@lgbEd-St+J z%T+YvmMo!ZiR8^1&bxgT=T@gsj=qx>1)Te8-k-|bkR^_SF+)^otvnayWEPPT5gK3b zJ#2ffYINQJ$~o|%WCG#Q`|GMabg5#a{$LG-1(Ls?uYu3n;YwrCa@5jkv#NmA=+5j-NN0atoIoh|85}YoDUJ+ z+|4qsAExf++<6E`ZOFifeUM=L#nUA>XSXn2#9{L!x=?{?IS(@GtoBk_Wu-4Aj_iLaw(H5g*#A%>1C5 zg^H~efT?;J)}g}6g~b#3A=?-f*8e4N zimvuYqQf9PPfVCNejozEJ~1hI00h7We4ABnPyAykOJ1a^%S9+vXWO@2>SBWn*6T`I z!0Tr`SR^||6}>7MYw_L;l08=z)@)Tt^dim#P%+1$@^XXSv|F_PH3x|U!X3|UBrHV@ zyBcoGn5wU$J?!FcuE}%2S~fis z5{HaAxUh?FpW^V1=ihurQsus0_;=q=?N-9Kn=-K^CV)5lN?XkgkK##27!PKuCyOea zt9Qi*`y)Kmcetp2Mx?CoS$xh-OL7~V2>xoyvQ&E{wnLnDTGDzO^A|fkwb%6Ckr?D{ zce|?x1?wG>we|cRQ3t`heE!QXeu9PZX}I^hm8*_I$>gbZf}jlR2`cU1)H?w&S2#=^v^68;^wH3}JIH zvm5oP%8oMjr)arJ0P(|{rN}QH4Z|9kpy9|veT$q+pd!-~{#?kgX*bem)oG1Z?ggpw zBLoY}pGjSuwVu$mBXhT2nN*xpv`BqfNxmW(v%?-_FGt`_Mc#NtQ(s}!5SM!6)clU| z=5NL=A#i!;OF0e8IvhlOgNgXf5WI1y!aZ;*ziD?1Xf{TmXc_+!h$cTCZPoj+ZuWIr z2VsZ|bzWXQQ8*@EwyeijGmLC$*d}=ztm^Q#hdYRKD<`6w=Sd~E15X|&)f(%T8LxNH ziA2BY)Nqj+pg5yTjbUWG_&I>tW;~EbcWt_{#Z>_-TuqNV!*z^Ra{Xy^0tK!WF_Ka9 zQQ_jj&O~K=x-`-`5qhDCTG)iyescxod7!yn?m2k60|SyxLCW`2v3_>T`F+Oc#wBQoZ#(i(x$#phGZ?N!%(6& zNjajpK(=rpKkdble>ZJ&cWOxSt3Y6?T-_KAsc5H-i?T#gb%|njO=Fm+l;_e^<(MPq zEgF9616Iq*sWbq#Tam5=M*|rGtn!Fory(Vae&gIxb_$XEvs@X5sq_X!^PiVT{qhFg zTE1Shm*Zd0B=w78h`jxE1=*BW**$E_HSbt%U++HDls$s9fXbufPe1=n!A@fCZXI6% zQ-f{Aa%Ml~Mwa%3E5q=D?_S#8%bFql>qz&v2ggC zMBNz7^)K)t=I%77O%w)POg*jy&!-aJLm_(x!5X*3i#empPhW$r2c(1b+|Nqzi!BMU zl!H{9P8s*t(SkuVUvqzIiljX*>zcOn8y+hM67&uONWW%@Ik~E z4W^xaUTq}(;Z5qG%tu@8zt2pY0>@6|nB@SxFnT=;;u+_C#9B7i7wljsL7DSG zX16P$!*g{zBbKWS(_~9!OWy=YYCUiL?cFz)GI$t zl|4I|xK&BUtmHdGL<<9FcHj~lQeDde+OvY@@{uJwuNJ)Kiv=6Zeb{XG%**P%T)#3} zCqq0<7K;ZakJSBr>B^_oXSd71yxz@m&v7TtaObT!94oQPX}?mye$NGi3M74X+@$n4 z+vAv-;mRqUHk!}eaZGJl2#fg;F#J&c+eD2N5H?gooEK_vK-yl~_Z2;?t*`y_R&B)8wm$+<~qQ zuvmDRB9Yl{`w?lUUN19hm275 z8kPyrDRcHDbK);H?%;~zEU04|dV?S-y4bSTO&$W#s%KBGFy8!<|4Wa)yL8mMFxrJ?}YXs#5BT$4qR$fa;FZ8`|hD z%``@EF}9MO#phjcML{}Fbfd|7CCJ&df*esUq{f0l6q_jY%Gnj%DhrU`;DKd)@EqG? z{CEXl?GE7`oMpzH#2KS562hrACbA&teUxbX00})vL*>D-FI_==4~z$+|FdA-LmX#Q zO*U4NiHy!QO<$7Y5RKs*;V+ZA&dihQbS-I$J^KcG{EJNpYVW;6`A8hj*9fCSj)vbO z@&a4Q&N4z*colC1HMT<IjL!^6= z#Kj1N5Cc4jMLnF5Ez_2vu9RT51O<`K&@Ek1vRnwoZfkJ}>M@m`%?x zU==Mm^=VZbIGW*{2{}7%5RI@?jFDQyKm2u{h6a2zKu*4Mv>YpTIP_@4{8vnWold+--OL{W=*!?Vzx8%)HQk~w>ll};k|`x z8r`v%n{=V^8&1MsUc$IYJU3eLk;Jf-6~n(AVQ$q17Q&w*<}f*QR%wA%FLpH9;ooC? zn;DoOdQr6sZeOXfn0;MsMi>m_8Hi{QuQrgCuFZA46!{-UC&Tk)cgGz46~C%)wg92e zs)Ciz6zc6L750}k`yif#KJRyCrKHqUIIsvyjbw^nro%}l1?~ZJtkz_4a)9_`j`K)E z-fjaPcquRQFfQ(>Zws#$6*f1P6wF@|E9q{O4kCnH_)i9aJJtnN0(+pqfP7;3M!4>u(vnKvw|4c^!-IBO)zP3Wk^7{9G;W)J%&oaOl> zlt~3=b-SIV+D*81?~|5OQdS8xecZqcfl0Inc9t5|*6&SFw=(;if+>pV{YPd;D`T>v zWW6NIHx)QQq*FZkf$(sdJ5+_h69{d%XRVENX3LW@Vfg;f%Da#c8BMEh{sEGOOzI`} z;XHFclX>M+Gs2l zK~cv_y)54No%NLyNJ8ybk3+g@Px8HOOR

    7E1@mVOnOOl(|rm z?1>qvDqSSG0}`;YuH}iiRW)xZ9$v`wz6bu`Q~)OptKj-Yq@{>c;-jH@FtcU&M>2)@ z>wKLsA@72lu*e_$!>B9-$6w7JkRGXXTZ!^IX(LfCIyG$0k9cAcf2DSCw?aI6bswsZ zIG72|W>qLrCOorY=>{_9H7tdpsp2TaDzX%Z-e<6;%^L`ej9vriD64LersIkGZdz5F_V;}mtZM7%zsKrpvmV|RjU zrYncH-#u=&p84`+P<2K`h*sP#*G_M=U3*!zsmEA=DUGR*iT9-pEXF;0{gO?mRc1>O z_sAOS(o|@?BT_N;L^ctm@~DQ8{va7mVD>Z+)g-B^?AKd=|L4G)z^s@GZf;7=n<+L& zbyluw$SQ}A!YVI#&tthq@%j$(A%rZE01Lgj1+%=T<^5Dpw59fMr%o5^X?BbdnWgpY zGE4$v(rY-xi$vqujzwVUAbvU>qXsy4&TgmKYJn1KC*bNh$|daK*-RnfS$lHzBRHKG zTLo+Y97wq2of5h|#V^GKmGYz3?aNJ>>jqWVGENEdmBQk|-e3!Mu617dokfh^K@5H@ zWl_Tr!h_zwltxM_vphsO1ZPu_uVugZw-b3FyDfmMRhrV+-J4`}g?)x8w#vtNGMSbqf^ckbeh{Ua;{u*aE&=A}ipi5?_bg3v_C88zH z&V8hXkIWmF7EVvnse6jr&e(dCBYS%JOK*Fc<6X^Uw%e+6bEPTt$k zd0g(ujS>AQE@IARXKd>%tn6S4i4WE8$41eN?M9+78+bSH zoR*Ke4?T{Z&&}K#B+~gu;(z%H+x7Q3Qz(Gh#ACnI1h2^v)4HC|4=d@r)b#6sT%@L$ z5C!7`NpD%;73gZi99+Q1ODEL$+cd6Kplnnxo!wk-f*#{q z>&Jgko2Fnf^c99wlM7p3y6bw^8s4fM4$aPYB}=$Y1@uD-U;Q;z3Zb2BgEWgjDSi}e z3!FOkE)|*oJ94k<#=wiKKb1xTR)qJco{N#ApC*S5g*NKnjG9)b%Ufa@{(=E9`C@D} zLAFPx%K~#Lm6NmJ5Gn-$&IyBAD-|j)cb*fWUv3~&j(Ne_sQ?4O(-^Voj3H(`a{4MT zAL*ZeU1o#N1{&mR)(FT9w0OF|rBI15ng`7D;d(nvrLWS#71x95xT6tyI_DstYb?X@ zB6u#PZik9~oYJR5K{47yaI_VGnXUL#(^n*Z-Cdm^BiHmh1*8ZQjf!p8$^NFgaMi}Q z{uQBESd9AO^F<0N17!Pp3VNcA;CH=#7oBS?1RA9o&5%;)-oguz2HEO9p~P7`LW#k?nH^bP!mGC#fU9ORr!xUuP#q zRN-4_JHQCBF<$mp|M6I zlzlX@=ND(ij7w}c3H8t78#f|IM}-WUItS&FL6MBvQzSAZfRDy`_2WxFw?PhT1HqL_ zB8cAZ#?#r0a8>cbt)A*9rA+M9ONz3q)8_t^tG zDHauWN-Sd9v*45oHjvkYl!$(TdsF+2dc9^Q?)+=)&5}1wLlPHVL7o4VIC@WW{WAN_P^zh@kv|3~t!Pi%qwh7BVCv#htknd- zxq5Poy45PNGENe>h}J1}F~b2nT4kQC-**?|sQh~6*w02?@f^y0U_+vl*`tdiJCJRJ zTwB(I@yA{vr$Ej}ZZs=-M1oxFC>)|Rt#ZPM_?NA(>qs1<;+YS+Z`j}4GQ7uzcv8;( zm=3uhnuzPwCB`xgl&YK}uuno@xZ>6>L4hg(zShzvv|Kz3cf@_hXNGl>rqiNsHhyz= zrKY9D`Qxzn{6FJipSU{CT0Cxp?A$fu{?yt8s!SWkpWQP2{1&tm8kaPU0fdjVIPj&! ztD%@c)e&LoE8(>tvzA+BfIuqavwIQawf7z^(Y^lCTFw&d!OWvn6J&}K>>ITf-q9N& zUFsHvM<@}t=p6IsgdgHfP`FOV$06lqLUf~kLm~r9$x8auq6_IO5geGNVQEU3`^G0J zHXxUSB~DJIDII_1_r(#>9+bcJ-P_czaF4MLmXw{}QUP=EdkMDTw&hIi-D;?{OTBa5 zXE59U;DXetrrgYUTeTY$IMFVKAyiMpV;67EI2R?PB{0L1ot1xyHU{xra{DIU42yvL zon`OSH=e)fY~|e6IvL#xR>EaS^=ZZV#SB48)2%KDx0L~HT0AIUmcT(k zj9{@exrftkMd$}%`}P~!#iI)|vRn}HW!Ur#%48=sxP{qqbuzXZ1S{u`UF5gcRuapY zcDNGrie}!uj9&m%9O8A!t|Nhe%zw5Yzh?LNU;A#ii1AMse8+FV zH_qSU>=gMD;R|BAcXi67#yLFqA5l-;4`p5*Guin_+{`JY?^L>X395AjhbY@jckG$T zg0dF1PGm1WF4f+-+l$~~hxHD`6pw(Oq=+)xz`dI%F?Ue!xw{~-h*w|O?0ZKbTS8&t z(YN)jWRp^!l7@Qe!=Vw6NjLTJ$?9AVpBukcJGo35CEzONeOAhwgH&GUJ@S&cK7aQKa=lDH`9FZkwntaX-LAgJ zxXISA&@hECH;Y1EN?4&K+?~8Ph6F`eU6H3J>2 z%-I44J`MF&pK_|}*C3G}yV_*EX12-ij24JwY<$nr^B#a`K8k0G!ndleziX;Z6YoFCJaxizj zsX%ta<>XiechP(h-Oq(H+E?CB=bB!^=F>wP=BMVcz$6c$wl*2!;-GywA?&LH@TXJh zH+ax>A0@mK}SxG9~;RAYEvvI3|ZRK zcZg^|YD_PC#8wP`N|ii@Pq8ltjneBq{^vE>+dbhg@?7KBHm6>b6?i&tIj>%wtJG+Q z!=2*>*=cW|~RGgTgFFhUX=WSd^6SUR>+E{0B-2WiB#%_{fa z)BX;_dxOc=bGdo9q~;{heuK;B+S~nqK?gP__W!*NpI$;tO+{RqT3A+yk>Q^=+8S6u z{lh8zzhe;p?HlODtn^JC30Qu1=-b*j2?^P{5opn}G5rt_tPDRp`xzMt*jX9=i+}hT z{5SsLpP`7cqoJ{l(|>&A|H41~AOio+Jc!bZ|IiNl^ak{XwpO+_^hWf?^v33yc1?hHGef;;cx_ZbC=DhLf! z0=STqa@1r$0RaRFArw$Ju$x=dt~&e5HXJ}KB}}w`Vcgv}pnsme!jDY_Y8WYwi-P2) zrW6~21`tGgBGC9ikRXo(g5((;AvguRLa2KOP5}4Ujt&Y^2;hx?!WExcTOxCc!bz=r`8f3)6j)#+ z7#llJ3?v~4`{7Q0`Tjw70>rY`c{$uLui)zM@O}(8Gn;?`qW!+5@62y%L>zan3=3O$ z!FHiU-a8WHdBhvAU<*piXu}?c!Tt(GgY*Oouz^HF!rggx>}9xsH=V8&3OcI*5TsEr z$9@=|EE~9yh{JuGKCqNe)Uf)wi*axWC_sS128@1spXCE{44(gswR;K{Bucjgd~DmO zW81cE)v;~cw(8inZQHhOYpQ#qXZrTshna}Uw;dU|Uo$hlz1H79{1Nu$++8h>@^_f{ z%RFL?liepvSYSy<8YI&79^``Z7qT!t;CCHIUoAgHTxMfq5)8sIV37L;SL7F^{^bGO z#}&vABXaTWi=$W@FfL?Z@8@0&eLwJSsJ};_pL!$NK16%-+^|gIztb-u?Q<(zQD%R3!XNW)`LN$&)ny8apvYgudV-?gD@<$n%zJ-I z#6kRiri&tf)uMwP{)Aqt5>UkP?16prDSf++{=}a3)PLR>{oJH1@@#GT0KfhSfARs4 z16?0KkOlGU%25kIagqlR#Qnf_fqw|~Qj)WU{ydu- z+u5cC^5R(De1hA4*JgaqXJX?(E{N&x_V6+V(IcGpc!A`tbs+JQU;uIWcIbiNes$Dh z&Ep;2O4;oz&hwLF!9D>Zz-81X0KNM|jyw6e{}eOHOQVGMBMJHiA%6MCkTdVDj0N}^ zK(NmvKTJTqs+oAoG5;ZG+QA`6`m+4eTA@#4o5Z8%39s*Y8!ft5IJl!SX3ZQupRKab zUh*^t`sK55N;-4Hj6wlKmjgl0LF$?hxFR{rolWch2jg^!2*#Z3?EP*PKF(;<~?V?ZfIlrQxgW5s@?qa2x! z3xT!G;`Xel5p4<6N1Aw;c%8EJ7FRB2>jBb))}eCLS+b9+W4rMN4sN8z2=?c&HG=@; zb|)sD{I=nh0MCy|1&!kSTTh^mjc|e6~mEE6hb_>R<`m>nJ#ttV}{=V=q zGU0N0(=a639ejR3&)XN?_I8jMcb=_GA?`{`)4BSqNfPrc_)KL$&sPRqYKW!0E%X2J>gp!~0G5qazJA_u}?{vR8Du!%gHp4_)+c1675g}K&YO_2hL ziSa}Ab_oR<1YoA~ePrIpyz{*ltKu@;+s>TR-{bzzl3oG2e3}3tdc5W235+xp66{ar z(1GmWpLWSp1`RiQ>HD&p8}(r}ABYp%ty?{otdc!XNv(kl+3nfjJ`_eWbt*Fu?gIpC z*~EDoJ(g!hsbWH%TSFSUe7NOmA<2cFsnCIQJfF^)od(jHm|gf4XDRE%v>qr^q(i>G zZ0ystP%Mm((|x`p+-%-h_vC4F8r)VPZ>!`+Nl8K!voi6&uQ(%PHEv~7JF6>ywa3nU zNISDAa+_M902b{_^6}oZn0Iv-OAes~udcKh!Z(a2T(M|OG&t`7=}g-UT^GWDma!YCTO-htJwM)FKoldml-? zJ0~KF3SP}o7M!^i`kJJvCx;l*Oh%K2MR3_L0U zc6fLr{VOTd+7(Y@FhUYkzqRnRvFzG>ajFp{1QoZW6M-t#!%>vA7(lQKM>2!$cMR+S zhPjWJ21-rm)z>iXdH$rRJrA_RSN!Mhc{SKl!xejG?};}VD`S!C1b6Zjcv+aZ-;yBxDChV(WB%d{;+PeDQJ`))cKB4Ts_9pUZUTZyYj5!_e zYPn8id?hfe%CAhO;bt++8zT*!$|Q@K!yQA_W$;}`PsrA*g^Ru^nCd5gpp`0aJ7pG& z<8ebw&KgFg@udgQRLB`_ayZ-3=p|*H$TM*$HU?}w&lTJV2mCJ3c^;LMeU|;_)zlRdjQ01nVf!=~ zfUQUE&9NKl5n7~$F6+fexatxEV03Mpd^CK;2~d4A#kenzQrS%BVOZkcrEuIDGkG#jw<`+Md3ay3*;u` z5DyPX14Bzu}fT=p!tH8wC?YRhcr{#QGDSbVOa;f^8_B zoCWpkKsUGh)-#HqeBz6-IV>ciRSp>0`F(v>Ejy}`B zDKrxupJCiO&DnHF0?cK)yRDWrlg|WMegTHG>I=>g^}km-0Uu-Lq=dueUj4d^yb?UnWUf)>?Z#?bUO{DI~=Z7 z5=DYyY#XK=vN#}NqLORSHY9$+h4Oefx`BIG_b7y~r+IuzrQJc>d~YtMXASx3GrZAg zth35(pgX*(mFdgJ)ZTZKxhUv`446Q?S!D+4Sh zHG8Y;zBUdSA}l*#Og6Cq=Yv)4TThGV9)EGbN7jIk$ON;i5QoOPPt#22n{0KG$-tem zNfecu)59p*chixpp3lxJ!BJ2kI7FM3JT8DmVe?>NFp&BZSUm=vk`NVkBVfAuEps>S zaWJXSu6U=%9Gl{F_3HES!dTFT{aCqj!%erJf%hx46bgE#FvO_yx|2G&bQoE6j_4)N z`v6fy23*do(V4WBSAnC?^ zzAy^GU-#n^b-f?cIRdH{rc;=rd~$^*@q|l#PT;ZpYm?a;+TMe4!_oHSp6GSRCJnSs z=Zl(R%dB8KcS?lGkohJCoyPlcuIi<=l(l;Y{_?ju2j=wk__w&9bqp^(r>09ce@W2r zyHv&d!TPa7rtIoN zvE}RSu^4it%=1bES(sfwN3KeCWIXn}u-Awh|GHUR+zaxnn=i=@WGYa?&8Vqkp;YO0MupWEPX<0KSj6oOo* z>U}8UY!-6P2B>b%RV5L{6q}namh<%6)|dNeBqR42V`vFr5?iz9+j$seq6FEL8|UZ8 zkD`L^DR>OLRN^~K$h_9LG8bybPd+As>#Wokjn($5+gMG24}k?*Hc6PG^*b#q+m^m^ zk2{+Tr!$cpt$Y$ZxE-Pr!(IyVsW5_K{xGsoGEDrQ?%`zFKgYjT%cOse2xltOhE#cr zQ6zFJiZIo`Yb@d+OQ=lT(k=QPus6xpBEHk|DHxJ6Nf?vcHxs!*l}RofAhg#b9bU5v z;TN7-8G89XEbH1_A8oE)n1#stDu_`J1?&**yZJMwjpkfl@C3?`0xY(W$UQ}kL>wE< ziJa@AyoAj9h$r?Ed($qYvol^0Yr_%tbfpCoy8k2uuidi~*b%YKOe$qM06^lj8bCvR z-NT*a6$w?p)m@*qZXDi6_XI6o9tIh7ZwX^#rZLskoKzZyg#*LU!~N!**Lip#v)pjcCG2;k;(H(M=-fjBvg&8&24TcuQ~&JUfE)_dAYJy6aE0^6A5 z7xeM;i&gSRZZ}IjJ0HHc<|0Wyqs1>pb(0I-4G(Z6J0GoM@l_xOmz9byVRw_g_vN7s zHc4ZW9?}Fw_%>MqSEA+gOVh5`aa>0f=bma|dIuW~zRGL#y3zRuWbpPV#hn$D;rRx5 zZmh07d%MNjGw(f<&86?mYx#U8&`}NI7DvpMkuOW7E-^qvyz7;0ly_E4%O~@nM~QNY zCKsVSY8<1_n<_^srv=Ix(58klZI8MkD=Jb4oz{ELi<7yp&;?R=#orW)mt1+zA{!og z1C_H@*%0sm$&fJZl6=m_z zWVxGS0iJRpv60c`f0cBa-Gea(TBV^)aQH|&8*jl|2d2x`snk8W$}DxC#Ta2CbC_>F}*#(p#ajhz12}@y+TO4sbcJnc?q6SYRx^m5y2C9?>fIUf?OzCf_uu& z2rq2{*(x-W;#*m+bm71V9mwt_iWna zA#!S+W8IzY77?S^rypcN)A2y#+x|voVIQmit4$Vfw{ck%hY}#t9(=0iy&oAMKiE|k zmejz7j|`?4(_n3)o8d2ko^{eRfhU#`{RK{qBhog&TO-||48KEwG#GR%<5OXGkE!Ot zFLRx|F1u8-it=#~GLAC}{vsFOA+sjwPJt zUcqCB2#u-nuQ@uat4Q;k8pJ#FTHbJ7hcQ1sMC8_3uydXBPJlm8oL4qk%$^;f2uIN5 zG*(z5Q`>i`3>T6H+JQ&QDZ&z^ye_fsgdAK-i5*W3APQ*St3(llUE$J`vxibo_~_(| zXvaj~c@6ar0_1;;Fzt^gl`QWAKMz1|;@HC(60C2q$?AV(MBuPYTxd0L1oHKY#HZDy zsxxkNygO2jg=&bhRs}qRn-(fy$F~zd^sH?>oX)>wgINz3s?Zkl{1p=)q5W+NinY(d zgi`xq7sOs}CRpM+iybweO$sF@SQ^{k1nkQ+g`HHJ#<>==sk15g@$*xin#IJ*eRf;E z6J7QMTJP=u_$5>Mv=QgJl@f^~Pi_ub4A#1cFz9}fs@!a|EX7*18ROiTbU9)+C=+EC zM{`SvhtX7m{-HVH413xkTzZ$y`C;x0buvDBt4!W<1bZBNzQEksh~NGVfo9d*p6n_S z>W!D*@>E)j^zeP<6k!;U;5jN%16x#VguL~vm@qz346W1$@7{lnWuz8fAxn;F2g`@C z$nj2IFQwL>@dfkgcV6N@JRpu!icMG#`?8KjxhR+Ap2U3OFz9Jc5RX+`sn#+t6rN_M zm_lD3fuZJrvvQbFjK(rxmQ#SzO4S*Dy`4)*S(;wJ_07Lc-fZ5PNVd~Q{y}Y)AY#5z|bLJUxiw5LsgR5f&p?lFB+WK?y`XC zYc<NHJf!YvOm&-6MK1`RysbpmsJTBctl5Oh6Q(3+y5G?8J-rk6Hv90<(K)!G7FO0NH5q=%2^5~qNs%tXc`sUG4sLb*cZ+p z9xEUXAe$3uY*JZh0|g0kEmTvKEzllLU)wLbS2%oj2{uG(^r+ixQzPc*iKNST1!_!@ z@4PWE!E_j=_GUdp6+!gckd(`~d-CiV@=Bzib>7hI)wL7L6N{dhI^W6<@=Ev7)Wn)_InW9aj61EKwg z`nxr6d&y5n1u~=u-~(7H2pz^}bx~P9BLg$KJ&nAGT-K-QxWkGL;I-J;@X-moKH}6l zM|F6Ue4n3#Uorl}!wt#2T@3(gsV7PWCxp|#za5M|N6WEMzmO85a=P`e%?qA0#y^~( zz~9iyLrF`%5a~no!iT>oc%}vy`LFuB&#QoB5EQgHlw4=^$`j_{grK9hjxS1+^TY3s zOX#ZYN6kjTlX6fEt^>MV;?jul-2ooc%H zuP&k~!S&PoV^g=61?XX%bwB>xS7sZw#5{CvdNn{3-#gP+|l75Rt` zP7K+1JS2ujI7<+zlemgIGSVgoXKKW{4Y}-j!%a3ZXmtNkrLJ~Br#gtp^T>H zu%Mp{g#SK@Ss8fm$YKloU1Ks;LpxbRs&;Ql->SHWzaWw#gGy}A`oa44;jPn+K>o9D znfGLQNqG|nc!+DI2kG+RQBnp;(ugCKN;q z16$O+@NBn!<3Tv`SQNo#t)}np3g?D!&(voV!{SIvYQJ=EfBS^(==3>P8Ll?+q+CE} znN@N)aYUH$3)-+eHnM>czH58nkESXg>%f<2{q{ci4Q#uKo>^TI-~2U7ITM6VX1L`N zHd%?(7^X_$8(yNL_nw4WVd{WS66#djv+z(zBXh;wZra>g%4^Xw_~Nn_yfY`oR8Ip> zR>bHT5hb60jlv5 zvS9U^qO?zqGR6t(HnKs91j`lTWK9m&jtAuC(p=%OKCeY4PSkrgDHifos^wq%?2NtL8Mnh1RJ z-mBSZ?UeFU1CtI@TUj4X7!_BjVDDDqm`(gwI8=cl0#Ti63Voy?BxUS3ggNq^c_J(I z-?!x(*V6j4oNCyzm70W<#E@n4b0^R7i3CFGFY54;BaM1)FChvs0yi)9sHo-?8DU>n-!jI0DS9L#@hk%@_s zfSvK*y4C(J{@oV;x%^+Y`1g_jYKt@sf6Y?K$=F(zfR*9jaq*vBX#atL{}8|bKtR_2 z4gs0z|8Dv(1Y~7oVf@$X-w}|Fk)G-Q8UdZanKQ4Jn~~z>DyfoRusRA4N zkdU7*000yY;m6+(f`daUp9Fqr%L5pS3F05ruRs6eFE7B~ zOWr7p8YKw)v`f#wF#?Q$1Q;|}6ii$wK){aylJJfVAtnx7uBTgyoJ$5^HlU9{3>XTv zNd*AtY%h}c@aYZGiqi&2NI?PFy>soCKn4Qn3^D+~LqCqXA3l8w@eB~P7b6crxrG4z{kf2SWBh|5MvjAat!>LORm-n5fDV+MJU@_lLF{nOLiz{2?T=U7fyxp zmfDAL9d!>(L;#?<2k0Es8)t@&pN0$qnA-q6tl8eHLkDq5S9`4sz`Hwh1Rw|`_yhGa z@}WjRe%ZpbI)`|D1{wm&uTSg8vLkqHB`*$0ym+7%8_?6ATcZJcTnO~?7}P5-9-#YFCWwe2_Sgju z@r_x{1#=A!{i)>;(w~{>+q8FhKw<_J=<&hdsQjZhOBvvMp-n)}4+8=u5hewMU<JIXW{p~pzz}c=j z&RO2+tNER(pn-V}4{{$F4*c0~K)^39u8k7Mk00=ZIRXIlr8MIEYSEXu=eMYPlz($} zli>Yh=XWs^UU*gtS1Q(v5Avstm;4d!v~R8h;KR0*#a5cLhSE zTso;JZfy1_G*gm%I_$&xRJmE`$ieM@Cs1 z1HmcegTTk!mrA$@K;SX*i4HSM9pMQ4hvtWuaESL6ZcG?|Vw2jUqs-TT>$NsViYN>79?-f&N(*Kcje;jM9|ErZGJ1N(-E!_+I7rUz*^pv z!tNE3gn_)U`}s=2-p;I69sQ@7$%0*lsCMXWy+HzBAM-Y6=Od3;p3pTj&4vsLA2J^N zP#)je$3Y@R#AjU&^*Ti-NS`O7e*5r6rNb!l#HpwFbS+Q-_=CUDnro`Gz0!fH}z?{7iQ^}z}!O`h)`M0gkFa-nEmosfbt}E<@8snHK(MgCE6_ZH~4(je%t3Ea9q};m(1A-)VDXUAL;k8=e9)lTKfA62E|E|k zG53w%NA`DQ~TNZHYs8R0qN}Kx2z4HXo@_!Jq@)5j=Br2nFm@ zAc7fX>i$+W@*Q`GqQRNBuw!4`=C3hM4HR8+brye$l1-bdb^%(=E$peBM46Fm#ty`t z2%O)SNhQ@-gA#{6C5)1DXw}Dq`vGbuHk_B}FUQRKs$|)A&LOWyfw7IUS`asu++=)- zKa3fTdJ@Yx4lbca6v-C(ALv2zzLlRt|F|f84IyKOBtrsz#myY)nlwNptb2^Gp+Y&7Ex~;W`hHQt|o0MrvGQ~f3m@4kFYInrCvb!#+WE3&4PH9R_ zqj+x_f-BU3EMf#+tGTG73FM3)o~MU#&xxcuz#VbyJ zY^}kwK*gm{e^W7-tAXX(chvN$rz^@JpRxT>mkM&44=UxG>2$n6g?F&baC6|^9F#ck zVstBFkGT{$>{QvOXFqy2O!dfHmNHe;zPN(Xo`vfkL^r9OOQYdfNtDvTVsm(Qt<3hp z57t`K(!W8dXbIf+kxi5Lnj4alYrurBY$R{`ai?9U%8lO>d#krFBplsUR(D@9uA95* z2=pxRu*M_QZ}m|rYsiq!PXzL;2gj~?{Y|3O0==xNxVy%{F|#)EMVIb`9F*iW9D+^U zKcf{%Th4xy)c1Qv=!2SFSJlA#rkTA9 z)wZ=vliG8q!mX>n!&7_E@Cm3qwW6KH618!8gu5c5BzG09k3F{l{TVpagg|hnz058Dd{WxD&~IUfqcE`jMH-JHg3x^ z$%X9bMiINF?2eWkmxEJ6sI^r61hUcFG@iJyPvc8*o5@G(fXe>@bU&87Tr9r8{Lllw z;ZBYN_HD<5=hcZUgo#xvw&8bvd}r_{!??rSeh5nd1+zG{P|ag9hSmUZ_A}NzTyfW% z&f5Cx9L&<-D_FPc*3Gm{=NW~k(3LIcwtlwPH2$RV1Gw{#o$*Mu_H&(LCj9TMY{QIj z0t}~lNri*H6W~qGW~*ioZ_sx6ZyLA7qgU{^~dJJS}1&0wQO+*gtD| zLnT`Ndv68d?TdhZbRWHypy{4HOa~51WAW^b$?Adb5v8Sa%X0;tH+q*O58j5TQzm4W zoLfPRci3&Qp$c7D)XVCTtOsbIz<9Jbb)nm>CF`39*=_!5T*L95j<=dV?jnLrJ-JJG z4P=NdG>@_~QZ^1CeHTrsiQ%wsSbLenoDTHz=yv9g_=}?;ls*y_OI;dkKklFUZ zy?8H4)ny9B%5~Yn7229_@UgFI1MMoEYZ|Er!w?PuH(8f6rVqdG&t+}){Uk{h;3^(2gkeZ?Rp&>3SuclbtAWDTa+bHE_^O#Fy_|qv-b)Cq!ThE zSX^D#`igyN;a^HF`@$$vCywtz8)CJGo?U~P4m7JH%+as8!gl?ZA$M>e7XG9yfi*Af z=B%6J5s$2iYBULv^CW$&EQc{6r_+iYJoShIVP~DpwP+q5aUBx875xe^Klqfp_5&hK z=}B5RCacG{JV*y7=sYSi1B1MX6o*>OQ-AuEB`(;GBelOV$J!2GV>_D^?=l0Tfytv$ zm52_#BAM%@9v^AOOL|Y{Smgq%r{l`zY0526gIFZuX0gu+z$(F2tQp{o2lI1BA7Alj zbQ99N+?mo<&yhD-rWl<$_2jT4 z^ap=aA*R4H#c^NWynp8AD#bnq{YEV;&)(YOBj0hrXQ{y_sp%G*@`Q(r&aLX3adx25 zs@p^m=$&-)Z}+Q=;a7ANe90B^T#(=4R2uf1Utxg``2lg!BzZS-5FMt8*}LQ8L7aC> ztFqy#R-7mIm`)ziDWJHj9W9s=-6>|A1}ULPqB~JO8sLCdTzIU9hv#x=43y2w?TS_> z>nrLM6=F@khYLq;H|FDM3(YcXr7)0|2W>hNK!G1M5vKq~BU?LDHZ5AH8qPzyA|@Oe z`u~xL^EQ`OxNn zb?Y!@?a3>k%`Z)YSGU$4^KndFw&3P;UYyn>oWpsNbs4j{`tzT!#! zz7dR3GRFzb3%IdR*K?3*t^NlvMZc6t5`bB}E!&JI+yodlON ze_+Kp`RyAplXgN#z_4xPW zzw4d`Q+1}Ug;Q0^y@qbU6o3W!J_kQE z@RQN-doh+MYcSlFCP!w$6pD2m&cHnF# zG>?007$i_D=L+O^1S0D^t46Mlc))0%F|RWjM8a3fP?9o2OHuE#XKODQH5)6$PDfxB z&TGiQ5Cdig4k1lMRGS;xB|L9u`n_$kDnc4PDYr#}ox_%fL(jQdET;@nekZnQF?*=8 zT7CeYXuOAhGpAFX2GLzI@py8TZk@U$o`<6;)C97< zy2cLGbU6sD*h?mUJ&9#M;`Cd*_~3m zcX)~F0l|pzUAz5n8TI_y6dx92s21~utxehP&QL0{Ti^o%E(VR|NWP}`6 zBwyfk6__^5_JO3&aiMS@Rtnk@bSLJ8Iz-5k8R$k!Zgkdt#P@#k`9@GPhft*1vq*1w zhHx|`U}>|xMhQaC&=tyi)g|y5GY!LOG(j(K*l|A=yuGRViIu&83FlZ#NO0dWHDo4bW78p z8yM%GyBkd2(xM6xFT?@iO;dia?me=tiG~ zl5|!MRTr@%Q`Um2w5(oP1xwCR5D}^wk>H=?xV!3Jh-pudj`>#6k(b>usq8ufz`7#2 zgh2Jx_r6+>2t0=g^2l6Mm?#7Sad1Le=J+tkJUJBh$f)1rtyt?9Bxdz>Sq39Ij$u|r z8XM(}J}e{xk%eZZ`0_IXnFGybk43O4ts^m*l(3kxmn}V0%~H=RxmM+FAX(Z7LRs1vKFPf-s1}|Xja~TQ;Lvd^^BMNh`MKghi^e6NSX)`1CV;`DPfB?u zs%WvRcU(WlFu*IAQ*%CaioNJuBOB@Th96{_K@q7h*&+J z6oq4VRwn={C|3p+MMF{Wi3Hlad4__=LN&l;Dus-2IAfft?(((5ExhHrahb_3eTukjF2?8j`wYlz+`%B?#ZBLdzRJ!l z8R#;(-lDiPJ;!82ZyZ|JIgZu1T+t>|it8tnLh@#9dd;74gLcj>&oNvFR7IK1#R{Jg zM+#o1ZQZUU$7=mCFKtq%#&Lx8@q!39M+3^f+V$_@S*@ixL+#4PLoxj$dE#Q&{^5lu z4g2U9ZoLPn2H6anoS3PYG?C6Q;+FGH#Sy`2Wc;-}ez=J`FIIO3 ztJJgY83c1&*Xr>haMGq_{_HA7moXb>C9x(u^mJHF9iKY0smU7bSb%3|q$eqH8jH8x zjh|q(v4t8*a#Qx9s^+V6F2+B35<=T9=IMq3;Fj`nj1hT8(o*i%KMFG(rL1KW-B3Cg zZZ{;bA0#3*LC=tl&&5=hHRlb+J)w_pbF-Apzngg@!u zZvxj{GpY&wd>Kr`tcjw~Baa{#9DCKHvsByhjiGACap0ad?4-ETUUJhn&cc%V@!EU3 z-*xV!l@05QavTdAcr(4}`s_s~VmLzCvDi2zC{|U-$t`76oBx6^Mhro{3^KYsnk`+> zb9Lx5nC~OJZ1*gy5|I(~_Mr1z0-IRIR${kc8j1z>p-YuvZWmn5&t_K1+9)}dY=o+7 zUBj1Lfy$>)nzw1+M-ba1W5rmg@SUDdk5d@Ch{}~cfUzYpXZ&`JJdqPd!FynE;u#~7 z+W|_aP~pC$hLS(DRXRXvaOb>u0}DzRQoR=|6VZ#Wqfx3L-VQJjZkWTu_q$B7TTyid z7Y31MUSK@8=>3UA+`er^0XN~#ysDxY`Nc245fS>Y+!Cwb`4%e}1PQ^48f~zJT+iC+ zALmKC3$WCkw=K1&h9mOW1q%PUi334?^Ddt?&67cs}Os>L>+lN4mEnU4u6Kt!` zU~#OO=`7HetQ^-nJxWOJOWI0L05s7Ba5iS>_b*ZI(a3>j2mr5mQX!Y2(7pW`nNypch zw~UgMU?3P+zR#Gy_{8xWT79!l+L*}p`8-j8m-J=a{2#-y<(wld(-MVd%NI4syO}^_m@I=H8#F9> zP%$7UI$_MEz-kLhovH(Wg!@S9K0767FFQI!sPcJAzV_1qtsGetYYEu@;gx}pU&Vp|g<20pYG1#Uxb&Sipym4$}v zK9JeUn?QRAV&rSd>t7MGnxSk~LA<5@S&iwu1JUWW$TwtUr{Vi##hPX1!e%nsLnkIu z_r%F7Gh?Z|Oi2OATrBSbdY0N(&%DMXxgSlnF>~p}Pb9>y18n5dbI_hC7_gJ$u?b zC^Pz&FmHRw;cS%V^vTGGSP9X;p-R(C1;YaZSRe+sv9Hr$3fy^NeHH1)!# z{T3fla6MUV&Rzo=zDmocQ430%2FZ;4Q(e;#Vkda^WSH%}(~F`_NSd;K|LIjRL3=5K zuBs;M!6|%EQaJY14As2>oP|i7Lv`+HJV^X_!RLHPN)Z+F+zDG{i4%Vo3GJFG|IA=O zimL5He?^D{ESQ^cq`0Musql#8?TvFRZWdfLf-62Veie zI?xQIBc@@G8t7oa!M`qCPV+{soM-aulkAO4w$~Xy=LXK-0z2agzYhf)I>eH2|eEQ zG^@beRyHten7l_)M)164!glnIDGvL_Nf9*#c}vTUu_Ud@nc$)`*9$CGW%-r!$Dt^g zOV@yd<+31|iWec=<>O5mPq{QTRr9e$w18=uA!YADZjOe}XTcl2!B7PZ2|SV)UpI!S z88RgL6AU8GlRTCr;BJ()!7h@&Cpz&*SPDfpAn%WFCkFbE3hm8fN^kp+=_O*siA92T z{EgcXW2?6UgboW_9ahe`xUd?)A+4agA=1^{?Ln(#$iS3VKAvbIUx7Vq=!~10Lt{tJ zi)SJmC~EPf-J_EpkEGCvlv{E5ubo;t9B20-z_Fv>mCnYT*C?)(4lU4tBlBNGQx>RR@i?Wb5!hvz)T} z)_?E(*Dd~Ak!ATSvj0qbGO#lL|4DoPgJ%EtgsXpsIsXyg{2S2x510K1!v2TL{wwIp z&HXQXWguW+{>P60%Vil@|3dNqT>Tf9W%w(~|GfS$#!b0`D<^Kuv(86~BgRt-0G<&) zZhPK{6oNn?NFpW33np$0c-YRXcz`3yp96wW0R2*lKtU};52j1`+d}d3v+~}Z+?2q> zG&7mK_Tj$$6q2Q~6DHROXalYgJTU7;;FC+tFCiud3<3h+FZjuyOF+TZ!GLlF_O>B6 zZUZHdpKF(P=u40khd_^Yp#)Y?$B)YnlY4ds1^@}jpPxX$AVGjY00AQT2^&O20ywTm zR|?D@ik}M^Dj;8YDQO1+2I=e|YWVWz3Ax*N0^~(13=WugAy?OSpZVf$b=Oghk|hX{Co`FQSiDaPNqTo+m8+93Wh!?mq45@40!is z6hNnz>u|>Gv+xqY(3Je#wHM+#>=}%R5TJ4Z)&kx?ua+X49vlM6ZwptiFb{TCh+nU# zZ@mYw(~mC{7~n4OTjg5rc}7rvwZ^Eni)RxTFhoC>p3IME5f*4xY3W$(Bi9{JFKs}M zU=XSN<#{@Mk5NUG@ z7f7f;-1oTzMnv$k?j#2B)v>LbzLjnA#&!Y`%F*tVBP5VauondE={CrW{HIS(r|{>Q zLtqvFF}F1>t`!1cAJFf0l?(cFvlk=K?-MG(r@f8||LWRUk8$e%@DYq@6IP$NKV%D32FFiXg>@0O0oIM3;(+ zdH`pao^7&cucunQcW_o(MJDuQX7mS&lCs|$z{g840DxBjkpKV$1r0n*A06rid1#_szDL4iq#R za0&?MhblxRy^HFZA)w#k!4)E^UlQ)?;+O9_LS^aqS}4>c-u11LcfhZF0D2_I;Wz_2 ze9LfvPk!}uPJS<+I&6Yo_`rfX3V_Q=KmalJgvS#R=l}p98$DMp@LRbbx>N)N0zbQu z@A{v*)GjilaO-1qiQ4E->z@Q3kbU4fGH*WEmQ*OmGWZMjDiyuQV=eq-($y($7W6}G znmSU^mon+qN@DDzqiJ&9lh}|`)((LK=Xjy^4^aFq{Lt#Zv@|_C)m=fd@h1r$F0^ENfFv*1F6aZfN(3l=fN4Q~SrXxw2}UuXw*RHr#Mj=omk^|e=ZmlQ%CbsiaSrVIkVA)`sy@!VZy>+&)TR0p-#hQrS)(6}j ze6H3t03Ai)0=hn?FD=DlWF6UjU=eSl*7_Uwn(nb?(^F7$s17OsF&_*l7P%Jt1(`zA? zV!_h%3_XJja&3PPn*D7W18-wwQ>W&#Rqz$Y(qMq(dalu~=c331)xK62Jw`bRmHM-h&Fo#;C*b z7hHfC;9{6mcewS4xh24>!Fotz?3~Q%iqnN2vWZ*m=8zRKe0+`h?(ox-oSY<6;C+jD zlpP6-(Gj^Q1_^au&@djK3(a9uOoP<)_5-dB5m+K@DD(z7Qnk$vac*|cDLxPQ)qT{A zg3RxNSF2@ZI`$yH6H47f-q_)b$9P4%pG@ zLTx)_-3OK&InhOYw8O))hCkVp;9SfNtl$zH5a_7bsfwNG@rOD*FZpezHBV`tKAI6D zu9s->?%J?TbZu0-F5!KL39dQRs|7oxGB4dcO;O-yS#1fxyyJE@b~9j@Yx_@wT;Iwa zeO!j=#5i#viFkb|D(@qgvsd@R&aX*v8D|pJaVfQU`QFwWiK)=N9Br!RTJ2mAzL#dX zJRL+5nD1rb3awL>^>T>Yy%W>VP;qIF_oXhP{c8KgABQvD70f<#>Tvl6;K-VGBwpKp!%*2>)c`^W#3{5^D6 z~=v*3y zqU2p`pql~ow=rdZx_58Rx$~|=Me|t;o3*eow0`I3-3A6fm157NeeHeamZO;X^owUu zMzEPWQGwJ>L*83HJIsF{Xam~ZHd_XUlS@RfTU&;Q zVW%+AYfiFc(pEK1D;3nWSz$Y1-Rd};_#m=3B}OhP)Tf1^rWDuvub9(;F#a|(*Ihei zyB!q*LkAS_js*c1moF^}Hf1 zFdM73q{iptwuGv)d3D2V_aI6N!>PbyOUK;8DT8$iVCtl>JMTT9BoT}n|`F? zpxO;DB0A^wf*>NmwSD=f!zdD(cRZgIH&s$LN%Yvk@VA7uIU7fHTv=h3y;3o&=2tY= zru^Lg2bfm71e6=fIPEC~A_u3hn(&B*V%G-ZK4&kfb+lsm>@{yR)|nO@K#!Q#+3|Ae zwq@|8hCeUPmSirhIlP$SjANxd(;A?s!tGhu6-==Gq_hkiT?mQa-xW8dcA%ecn;34b z2ot3}sL;8?l$O?kb1gJ(0xf@tq6t;5vLMB~DFSr)fz&MYv=7#w)5>irwKPoQ#wz{L zXtOt>3QA)~90-~I2WjUNq*)Md*|KeP*|u%F%eHOXw$)|Z>auOy_{+xh#OTh%eYg>G z-ty%{6spg zOmaH)n@-nnrP)MT(~s^mP@WnP*t-4up=r&%4w-t^uZc{#xo!agSLG2j zPv)Jd*q{L79vLRBM1ax@7TKbiN3^VsMa$E1QWiv*-6gfEJ=XcJzTlf)lKf=3E}>-s zH+<>mzYVuraazb+q-Fv)-S1_FP{~R<&2WT#Ecc0uo|vwG^%WgVg!iuEF7EZ z>vKMg;G8Cx=9@75Yz~DeHoEg9P`om#J5rCu{AhNcZd*`phCH}Oh=iUs&k2(u8A3=e zT1;tKH^v&q<+c#VLpaUl-WB#RKc%stHtQtGucrrcDUL5^_cv&}jc8G0oX8}KJtSDAG>1LH* z#=>C6rN;nVR>%6RhEsvn7;Dk(HCxr50{fjVdnv;b&cxyc@jn)d$=ZORYuK)MWu0jI=v48Tla z)UgVG_XGi5e!QJcm>SqeudKd*Of`AInqHm(jjE4$X)Fy=@~c#%YT`2#V-M#ba`8xp z029nT8n{-WO|Vol;^Jr1rV8h!MJR0A1lPZl^wR%Usl%PN&P&?NR7jw!!Bn zhOGny>>aIqRh>mpjwFPY1C;_C+tbQq$nh#Hnx5 zy>v-LBOL6BeJI#>oLerD!sdDDpgbI04>lW)O-<<_Jukd={o-T?%ac)6bpJ_nN94|d z)M|jLp`Z6*Pu;!ug}GfQZnpP8Y_XirJ4L})6n(#C)6%ufws1eYl1~GwxS!zO8%ByG zKwIeY;)AVIewTtbK7C$8{8|0%aOHQs%6U#qi6gIH8CQjb|D{G`1Bc->b=)1T5*3PQ@pw-Ni;8+i|> zoR9wJT;|yN-jFR*@A7n}X;Y_`jmuUM#j$I=Sj98t=~{)Lh32~$$|wqtyC*r~3bH|8 z*Gf&*GUk+LC+VRv&|L%@PGBjo=$8s^w2T=+C**op(4H$VZhQoZ1bfE;UB`nVy--eW`tTC|FU$o(^kf3 z43a??4Z~}iKPZ^8fJrxOW}6>VWX>xqv|x`RPlG6iqs#|vz&MYf`H z!=6#bDmQ8toCU8ZPHaWCT0529qO{iJpM~9SFl(HH6G(E;nFDQAC;XrF}L79n|JDcQrrl>u}y^^&X;T zB4kp%rF^OW>T_P$>x$Hxf5)rowV~H@76~*hGLkB}GVwAzQ84!G(z=FUYNX7?43{uX zqZ?r*r{cYTiXfM%6^xUEE|C6CkLjz%UceO1$*6gL@eW>FU;TLyVbkui9^KL?zFOrNCX%qLJY$g^2T+OHFoa?^rm zl&*kP3-7B=cfR~L6QrzAuWM+Yfse~16baLR?L;IP#S9z^3?k{Om}Eiu#J^n+s``Tt z*)Fzhz*!vDK8(+AF~04+2h4NcXHy7VMvF3s~9vxsy!^G^)eCh~k+ARc$?uN#c{;-Uv3 zbJAgCYf5O?Vr47mSMj+JO#=T=k-f+bGDR|H(-g2W6D9oS6&)M^XiY4W?};OyWpT@i zrxp4!>p`+gI@KGHMhk;0<)q%n0kMGbTO4m&6h$%FO4Ryq$)4s&7!ozjE%;l;AWCaPZpNmA^U} zg0IW!-apo6<1PK`xVjTL%!C=2s`+w>SYLjpm665U(~~98YIxla%9(VuIj!FfiXP&`$jd>8$QaO_BAD8cd?Vnuwj1|Ozj!lUvRmQ9HnlJgCvj0{`* z(lbI!4nxnXh5)MQJR>F>gDxd2w^(^e_dFX;L<0ab=Y5AixcDSqLj&ErEXAOvSfd@K zOH+oVDM0pDo7`^Mxa&jt0a~-x*~CI9erkqIB+e~pN*MlpcW=2otb7bkcp;&9} z2ryngCBiCcCS(A?SulkYiQ;PJ%$TZl{I<^I^^qY2FC>X_n3QAv=aGfbl!hq0?b^pl z01pFuORHInY^(@?57S&Da#BI0T++=8@%T7?v2sl%xdiR;_w$&=FI%y6YlO9%uT-lU z)3c_ojPBHk)k_g#<{5!g9mn`~UCms-u01{nq}5)kTUFc|v-79rh?VU#fEyvl-HkanO^!kSmOrjTI zV9yvoR$E=RX%ZUHP0uL)l1U0D@BTt}$Lj>8+aOJ8<&l}Bv*;4<)DpxTc9xJ1PlEk zM8&THvxNQm93^k#dAf0+^X%3w`zK;i*~9ud^~VGz+Xdy+8r?} zWz;CkIYe333m|slplRwzx50$%m410S`Lj^3TUve*7}Wp0=eH!o?>EhBJfvGF1nwCJ zAM-iM&`dxf0tN*==-9Qm4>B4*e+Xy7Z(<24!AsJ-Wi;J&Va#3zu@LS;$dIC^s9k>7 z5{6g{5M}-~rF43J0qt6dP-_O&;EEWtAM*G&7oC7PQ>0g?j`9;=Wy}iPf?=!gd)-uu zU_J8MUeLa~C0CZtNz>A_s6L%z^lyfeXxs$Ul9G#K!0%Yl-_^aYP<)!y97g5`bC$zH znA()7#Yt{>x>%M5~kog zvyYXAy$LLT6FO$ zlw7G2sUVlhe5P)5bJWBLaK|OC`VoUmZbQ0Quh-c61ShfEzKm4-0+K7v<2Bqj^Q@L8 z=*;g|pMNOakGV)>&>?lHclq`V79qngnJ7w$CW^z)O3)nmzE4_|*s%R{`a1&N>t5w7 z-YUK7C_KbVII>RGe7xXRVgd!$*=y?f2gBB;)Eu{;wSi))?sV`Z`RXC^LVKXXlg8KZ zxIVc(4JUS5-2l}3mi2S4ZHm^#-UN%9OVDDazbQVyaCvV2$#(;5_hV5dMWWczw9Gkz z(&?Y@kSA1RVT!o4jf4ie{^GH^SZY&GyI4q5chYrw_+Lb5?!qnOlzbKDh!ZL4G>Ej~#c z^sel6uOq;s1bn1jL)JBIavXVH)t1%Gs>LQc-*L|zqu($Fwm(C%tOk7%#w3h%*NVU+G4qXZBOxc6H|4;O)DH0fs3 zTw=7y`bI&st*{*Zv`VW2RF?w@*;`#CqszUa%QI#FVzqR^Todn{#9ejlrM=#_>Z1s` z%O*m%Rarbc|q(}e(k)A;V|Z85z<$*5_5F- zE!R4ZFMbkO8uI33Zn9#2OB+fk^i9y-K4D3Otyvgn$iBk|M#jE?D7|J?PK#DhOQQD9 z)~5z9c2RsUm`N3i#lx6(3Nvr}KL^LE&AG!K<%2u*#Ro-CA>ap_q1d~;h~VrzK~YhJ z|86;}uq*K5HFDyo=*(Uh4#aqMUU}6oe(ZH*2W~a1P9?V{K#iD;BRvmlLEuRyI}~eh zS?k$bSx<%tmg5_MMD&4joTia8DdQL#^DFPgL#)45OFOc#(5-S{{M1I8Ovn`_Qf;v6 z(j@F?UFvqf9A!JZ!eojEmMt*Nuoy+5VT;^HhF79+!Z>oFL;LD-`V=YOkTtIh|7ppU>3;%K z232KsaS6G9KvhoaKLFK#PS^jsJ@^0q#eWJ^|6$1gsn2EQ{Qm)}|Doc_@vn*ce~7A$ zp{R4&AAu?hGbbba ze-Wt0G=nSZ09yGXtQ}rPw*P&(V3q}r>3ep-L0w%u{oC7k!Vd1MimZxS zZr|q}>&=%MS4t_>C2Xgr;_-sEOk=h1|kX9n65qE7>2 zD`1%$hqr)uH8%}NYM{FnsA3{g1YxBWn)yK}-^}i6$K?SA_QzuzuOH|Gh70)lg%FS$`Sg?Wq3|paD(Lnj&Cbr&(&oz8`T(}B2{a|d zE*Q}GZ^B}9I4tPjwV5k|f`-_puU#Kw4&#K_hH?GBec~Jtl981lF+X;%`CmD5xq=Av zGqN*;+5T=O-(^#~#%awgsBLX6;2RyBB%dt#U}Ml0?=M??nLo}QD{jv>ZhAkanZZ|6 zQ$L!6Q_F#xiwH+&Fe$08h$nTh`+dF`f|x)Qu!tNyh?qcUP(WT8TFgI-f`f~|uXTi% z0ylj;uO3`$JU~-FwZM)4L>^qYUBJNf^0k5lbwA#F{#sDg)j%u>6|jH7EPxwD zUI7>W+ky}NoBn`Z=p*1c^EVj*HK0j>zMluP*K|X(XE*k|ANZeDbQWuCD;Y`a`5*J+ zA5=8drWYU&rp6`^taVOJplVth9iW>&2L7L>xG1JG0q6Qp_uA^*j<4Mq|Jje1f^TcH zwx5K669Je)@XuKz>1Y26Sg^TIjzxG4PEFY#evKdhhcA7qAA8oHvWXvx#h({Zz}xZPOP8Q;PTvI zeQB0PC&mVc&rL+9G!Rdq>ED9%rD^{lYu{Ja57Z2V3FPkvcZjct$hYj_f%`rqe^oQ9 zuNRho#oz271Z;EZlg%+I2)-f#YN@&TBa z`k7h4eBZ-%KrG3*J(Ig=e|K|zfli*~p?-8&Cx329KI1n^Yvtwrvwxz|{BeKM|Fz{n z1Mvk_LYB$ARlW_X-uL3lw3I;H|9L)u&nA~B@YqKxgh@Elg~mJT{129!m{*S`OVl7W zN@A)zQ-^-#H@2nO_dMfB;_z|dV@Vaq(Mrnt(fjfTFpzrip(N22HU}JAQbZ#^q;kRs zRUnBKKL3Ty)`Y86`QxFo`cg;Qu40%b?Km0gLh1Unlx9Y4fO>D0dtKhqoE2kn<-D`6 ze0sGu0&)G#7$K=7O_7Xw<|Q8CUMIATkB_@9h)Z}83zOgsyVdsx%2g=&h=3?%FQ8_A zV@$$tlFE@sPU3|*aRg~pO?`?)bx;foc~-%uXNb*%Bz(DHBBowekaJkom1$WvPWsYXP1|$#fQP9X z-zZ(fzHDr=Fau6+cm!Xt*pb~x$log6R0`!`f{3wG>=t@!8FZqC`by>HxBQIy>zc^L zgV(t1olt|vQc2b7(H$!7foTg!y>W&sw&2E29@vH_5_p}~lu{g$# zs-3%bwO$||{?(lY8z{6s*)PeBf>-KeSRp3O8v~^CK`zTFa^~GX({i!nja?(joU*Z7 zcl#b>**U=RNt9V-EDlwE^K3}D7v@yM_eoQHeN6ET^QJ1VA5*NYYDwTQZ~`|y9hEO+ z`I_NsuqI+DM3+L%jl;QrbS{y52R{4)2`<}toh?IPuv}<1KX&LsMnG?gvkA%hDrJIR zTgC~%2|-lkMkFV&`^50=-3XLL^b<+_`h|U9F~iMF=a12`eRvXa@6qE2V2sRTxh3MG zjD`gzz%<%NN;8b}qFR&pIKgxtjlilNe>>kmka-FE&@I?PGJE@r8OfH>#=pafEd2`* z<~d_(QO6aJ6duTY6yz{#*la{<56!1e>}P=qDbE$qaw{oKOrf`*oKVk#5_3cQip;*$ z&8HaCPNf-tg!tCss#zUom?)J?3EHoavzgM%;n1y#wJf1$aJ zn_5k@sxpH3yaLMW`RY9^R6hj4LCz2I+WajkIKJeAIeMkUv^9;!nJWdCvYrwe&1xqP zxV-+}OA8glVAx{WJfPJEbE~PaR3P~9|=>CUDI109^sL8gRYZcMP&+SmG>GpRx3U(Xl)>V#xJzoHfw>FJ88i8 zG;Y3b7wHD&tk$*_BUG|^H<=N&4Z|eD2z8^A^?p0w(|qsRXYAM0;F?u6Si&gq_;QVP zGv2oXC*R&Iba|NLz&hBLoQtX_VJ(p)quBZheN1p*gcp{dnFnP($;QQf+Ub@I;Fe+GmZqP7TB$?kdroOq^;&S|#NJG7 zIe-Q&Q;YaF>z1DZedZOrmEscku`Zgm>-kRb6pg7zvn*YOx$u7{ztu5#~GP3!} zr&#ZLc_es$%oZVPxz<1d>uMsyXfewhbIEG6!dkP~(V>T*U4;WynwFS9W>Ox-Uhmfs z$QFix{)>Qqep(1_Ll%sm29W+gB&otV~2(&TgTPy=o25ZzX zI1Zd38&d*4pLmYXI4k@N^vf@Oj^H{LA8Ty6JO(aoz1a%^03$=1fWGe^v(@~VNT>BmE*A1w+|7AX!k?iy!Q+pkeTi_;ZZ=)9~jFgb?05~O)jT< zar_yPB5Y@PiZPQs`nv-NM#Nb-Y0uF-Y@$|)e3_e!G9}K5^T*hHQ{6P)glD*^W{0|Y z&<1c`&7+l(GJwPy$TX2Wy}L?*bz$+U-ebywlg_xdm)cEyR~&%R26kPm z(3~GBfP03%o40kj>gJzCLi|uys7rN^lj&}Yy>0^2LDdk^+sS1PM9tm+O7V#`G} z-zad-U!&GjR7J}+*o0n;;*sbkMvTT?lD7H2U$c4&fUwnGonq#8O zeB~L!1(3byq)+S!(_+dsvR`1y7j&u_yD7K7g!Oih7 zP8f%j+*0)eaZ=5pEsb{tu_-qt=5b~)yTbR|h_Ia&WXBlYF^#L@^Q5ncq&l!>9D5aLJ%cd$f* z5kN~9KKol4RsOWmo)s`D;+wfIj&6e+`ji#yFuWn6r4rhe&ny}bjoFqdN~nEbLA{rz z&npFK60%Ty&hTCmqGV%P8cIF6zfD4iOcL9X*W=y(%SXZ;!p#8u@%Wrw3Yn@%N43L5 z5+?J`*4}1#6n?%xtLm5>dJNg2P%2e@l|#3$o3`jXW9UbC|9Pf=9D)Y0=qKc#kJSxO z%GwkaXeI9q$!bx7f@pGT)5@^`FL}HP_(dsJyRyqoG|L?3ZlVQ8;^o*z5p3K2jCbUe z`Nyb|E_%IlizyYzj*6Ylj%y23BQ}oi;fQTumpLw(q6F(4(Zs>Or+OLn*(31p9$%J^ z{~x7{IuW@bVHUL#@%H&b!zg~Kp+@U`XZjs{{Npx~=DMohN=$Wlm`FDTs`mwzP4T_9 zw^83_N%kNid&IUn@7-bWA>s(*(J~h2-$G_al=-&WEc|Uf7>-;tca5F;r%DDKJx(tF zd?jdO+?O`#YrD4N(l`L|1nqX$Da|o7^`~Szfx^8FgV$dh#(8Ycg9V6hAC^RsN1)7g zh!4l69*hf;DJlUtl%x$96RvwEg0fn+F<@QZZXHl<$P$Ou3*$e7R?qi-4qEQ(m$LSB z5LahBvT#yB1WypM;&;Z&R-vh&fgJZLF8qN|h2&h+b#^}vnT)v$=wqkq9f&++4hNvl zt_yt=895i&>Pg+Nxbf(!yDMxBdVaqX>a%Vrtwt!+S6-1lZKs|FnFiUK6bm1jllK4V zQ*}LXf7&{16@G(0dhd|*zTO}9W=|SLMM{Y`QzZ^>W_ZAq6-}mh=0+|p-N$CjOgHUc zYR2Ql@PG!Q+< z7;WUBj0UdRYz*LIC>8Ep8dnV$s3hNC=5DBGsx;(#oBlD zv00R*tODG5%rPbCU?22K$37$h6PIx0^*16M67JpUNYi>jz&MihRal)B@=UfYG{QP zG7H^69k5RM%SZ!q5?s2eLi1=1XLmWuZNnTK)z`qlR7dsu2Y445gED@6 z#8{k#_rCae8z&6u;PtmBDE@(FOhRr#Gy96M~N5J6Z} zXp~ed7!o*0j^_l)%w`&=E5XYITLfl z4?fb83viK=mQ%@hr_)XgNHIR*O~|cFUw(wJAt+VdtpAKwT3&9b_8%wmIA0gthIqbi z;MigbY+x~?`g5IA=d6#u%7vWKNG73AVAeWq%W)ayBl55U^>Hk3&ZRs%#U(5xlBt*v z160+e8yE1K*qFQ_IJ$CW5s0(CG3I@;l|d3>wSU`BeOB2_jSiay{%Iy z*tH_(!QV}+b=;GzLhqM@$w#+Jdm?KcYz7fd{(YtH${8?_Du{(7cYy(yI5tREB0Fwz zP5na$<2NskNb=N+O5rMb>vTYps=;zA!p0x02rkBI9klafSwB>lJf~S3ZCYtf#d1LA zW_zim;A{$q9#aVsgIi!p-D`N8MAmzNaZrcA{kAavggh2Qraq1zcZ zH2hU^51ss09%x0Q!Te(dQNFj1P2pn-{?it9p3Z=c%GPM6SPCP&ES=N(D+%v3FTtimnIkFoKKYPuN>~?p$pSQc`iYGsmN1d6S|9AQQDzaUQ{(vgHjkcjGg+~{UlqP-#r~u`n1cB9 zS}wE@U+(U58FJ#87P-hRn}cV{eMR|9)dApGXxSXmvv6XE%-2d8~J14 zAZ(0qxEn67o6nGZpOZ-~4JtWfqUrLkd%feRMkmAPoiAGr`WUR^SJ$)mKt5T4)FMr5 z=3lcGjbSYVSaDlu@g|WX=EYA^`HLqC@vq=`*|34KT{d@?1_Ps-@Z6_V^4nrm%a)8t zoz%S7@9q-zOX}8*QT?IF!#u6w2`QZ0k>M65c_;+>)0q5ceDRSuu)2|8+0FuS>_j)< zT`oS<_~^t_#BJ%_$~|7cLc_GmRA~^*#;M>z9~H1|;Bycgb%T3(-Wk1V9j8fE;L!I_ ziUtzhsS?N<^iagSvec;xuzbwp$$<9pP7l84HMbgbyNuQ0BWsKmn27M^{k7-ccxT7? zWZ2k@G(D~CjlVPvb>qmz)G=Kk{sW7irH^dR|=k+AR_2=Z44sN~X;cYhj zeGMZIbN`yVXq(yAMcvwOLGM1n-Ti)Jx-CPn1TV(uy`8kN7@405ZT}9HlwEA`XdslVVkh265(G)IvWAbdQE_v zuDD;;2@V*Zn>0WmV{H}n z6UO-8rMqHrUOYBt`9v16NP?Vz(#uWE?|qBU=tEjdvHIQ$XOCekx*dnIH66_d1(G(8 zf|2H4VW6MeHBM}WoG{N$mNR)*#Es%)JpHlo+jTR>DpL7xU0J%&GN69o1!R)PaKu}W z`NDF#J*vtodkJazq)E1ax~1}HwU}#I={>I@@0TD896>_l#(TEtSZNyct}cLxHeo8O zva4jI9 z>}{Gk)_mAus72Km--2`EBAGFUbrc|ZUMLWhqH!XPR`Y)5rGc z`;s~bj0mC|omE5w9MGN$R%g0u$Ob-YacHEieCTE;McQS9V+pCYQ79#;U&ilHpB#8Z ze$ak?ua4W!cJj=T&By&IoGV=L_IomOSop&`GDBs|UK;;Rw5aemS}dPYBLpnpL5GpbA}asm zr}A*YGPw}A&G|Ec5><{)id)?+aF$UTZ&5{L;I2bSygS_Q$oN1t7)M`Acl^%kgJGo_X>T2t%1J=JX4;e*$ zN5!afyI&CT5Vmv&Y{3Idyy$l1^ucH5sik7fl}V=(r+I+}$C6 z1KX)?eh68VS^2R3~!IdK{m8YfQ*tYI7I$H$pX*#0A7}Y94TZi1AkxAMnMu z;zs&@MX$E8vh>XuXBpa1F4J$#!1mRni^==NuO@^r9>|S+?P{Kg8!Yd;Nn~^U)9T`` z0y}?15Q}v~3ph>Y{e=`MRz`0fFW9x166(KVpeOBud_XaGk zx%fwx(t-D%NkW3jx0*`5{&W$KTsMfN105GG)S4FYatNN{6%cpg=TYP`)FNW|_ZW*Z z+SRiKT=515jZ6D(Zc~Wv0IXu5W-mQa^Y^dms=zaxcAxlIXklLN!D;;k2K&=)?2Ub!h|Yk5MY=!_AGqo&(9I){G7&VW<{IJp!xKK3JzHrq*f-nPh8bg+MV`!#fvv;m>W)l5K&&T-EYpnUjC~LCMRraa%E+dOO^DIfRBc$Lc7HY_WLC0&nJ6-GO% zGq@9!-Y2XC(Xu3OrPjx*;A``^f>_|G`IR}X9(p*lf)#PM=j6U64uD}D|Bj0BnYZGj zR^`3Zet`fmEp62I$~*w}T#w?J%S}yfQ16rCJvf=WD$tmE9k}Q8+iXpPz-k`8sz3lv z+7JwFHK>EcB)CHau6_cfPoI)HWIj2>)IQ!Jnf0%mftAOeh)o-(etMYCtcEKsL4*G+ z85Di#U+H={Ma?~=s=v}OQ_qew{zaHgeHYAHo*&GyvDrCw_Xiw`J5#2eQJn5!^Hsy) z%;p?c3VJlp#mA;H!xw+I;vHMv6~vD7eZ8g1_R!dfKfr^dwe}Tw zF+gOA+S1{^4H<-RAF4@6HXZ|pJhX(gtAN>*#klrmfn1SiUC}#4s7D85XxXmHq{OC2 z1AXAGB*iA+`)UZqeHQ+?_J|`)na9oh>bPMkoDD5X%t@m=$gnBrZdGfyJ?Qn(SajlU z**~3mov2*{;Ye*gbS6zqSCD*O14CG7F(_6w=etz5JPGo8bWL`AJ8_mRPN$24j5OLj zL*|u#NPJW(w>p$q0u*&h3D{sqkR!&VF^!S*El&ss)@4D}My3F-#$-gw!}?~L_iwit zI1K~|pqA+ylSJ%|ct`_#deE0XG%|r9_O@8;nB+NI9833$hZzWtf?u+)68_2VNzx%x z+@m%&=j6-bB937*x|(j`Zc*DpFMAwL9Xmqe3h2*-)zsW;a;vA%$``hhR1Ti(s+~P5 zKlvEvV-$my4)}~!B+MA7rh0jgVpD602Vk zW7AV)xS4;U1*UqIEmzig1NT}ghwPR*oCk-XsbNOiH7vOGu(XcYE-q-A@+GQ;Z1ivi zXlIw&MoOLSXvW}Io7r^T>~>!Jr1dokR5 z%~aBIUWR$vhZM#PK{a>|nq*Xrri3mGcRPQEClJusjkoHM21W+Z`Fd=p<0NRfj06NB zJzmXWd)ukFO0;>4Xcw&*LK?Q!N_Qk--g(i-p}~?9tje9-ptHdBZ3%&Z(#TI%FfEc9 z77b&SF_mK1&e);o^bK$4|v=r=s$ zIdQWj@65zI(I)&}th_#&;-lQ4RRdKp5IfTxbL=d7^6sSmE~22Z48wvzYY7V*%WK2O z`gWHM>dvNU?0Ed%*{&yp46G~6}>({7gr3n8V7!7St5C6~Ed9Zo35@xI1 zvyGZy!k1+*%c1Z4HEa?TsW352AyIAaGS!`4bd=5sCxt_~gbZyzY*XK*A@DF>Rc{-s z_T-5dEX!1t!v|U+Qu|)4>n{yyYEd9pBpWTm2Yn(tX5{4d2`vb#kQIt0HzxgRao`xP zH+B#!cSk-bJcGl?vo+XJaJRIqOJ*b~s>M4D@-bXFM_`PBa*HeVrj``eH=|?1)EU;=ukLe)ydP z=IRA&B*kXTJcS31JyRJBcliDKKwFFt5Rt+$sFmX9? z*XFM?jUE%Vq}n*y9zPuM+r8BG9vk0G4-IVxti@-+FcImm9c2rBZNfNm%R zHGx=UvM3pc>$G-Zl}hoNb=z5%+?8XwoTh6HX35pOTE~_bK>xO|C(68Mg#iVFT`o?Q zsJrb1gDib>Hi+EuwEl;!t?+V-T*w&SRo*NzJtZc=M1%YMJF(K$BEY9O#lQb7{~}7` z4|B#zoOqyv4-vq{p~e~2!zx69mfb52rk)rsLpKJ{QN%XH=D&uUqy>7H%s-!Hl%A(Z z$PKerc(k2Z7*_i6QAkq3hWA0<`{Yz$fy-oYVvXw_6+zSb-1i+7pk4J^jV9+sa1js`R^v_VLYDhqnNWsY6>rm zu!vK9^DbEjK6z~loo@5p&SE^`U6Wf~`%9x?b)+3$X$GXdJX`WRd@x6R z1oK4?@j@N$t^+IUl(^oNTU2X(py1BNYR4;s_3d)@5aJ4*jT0>9CnJlRp^;!@y#O(5 z@tRq>>!_f=D!1mY9lVJxJz_A+TA?^Chn?j#@q^VWmqjuFtg}Sds3}YJ0GF8)&BHZg zB*)G)QbnECZr-?L?bD(Bm?e~wk2DQw(L$VcvFbll`=fRfZ5|ewA3qUO?xaB)w3@r4 z3?;3WECsx??JpwpgzBix3VId@Fjq>i(0;R+qn_B8DV2(WT0W+}N}Ec906QGiZ7uiy&6q!c;$`SwCaN zufg%ti1SD|$-vj1*C>y-LgbQl`oeZ5AD_1;bq@Zc8uViOPMuW_e(*A;=cg#Rm)YI; z5#BvW@lNTqYA3wL9u{oJGc_NRgf%6m!SzKaXORg5kZ1&9d9#mHzkCGV-wtA|I`3{( z1POS__uap4KJgA4-D#4;+-zN`uKZaQg5beMg4nhg>q0cZt`joR$gTvDh% z2AE!ClDwl6Sp+i2;WI=2M%+oU|v^`}z6fiEQB+ev%y%ncj#2|Os zbSR{~M01)Z=uIqB3U++;ygKIIES4m4_d3i-tT%xPsQZ^&7nkA#x@il;xTe(I4vacn zxYnazhs1|{)%2~7YL7_RTjf0`uUJ>wzIa{^l^T)`Of#azrgi)_SxanCO4FcTpfSKQ zViIc@VS#DgPu^B=_E$62W8_;wC?X8e+(-vkj+G%S*8I9GCOvHStS{B9m}n2XGbX9StY15* zRQvs8!=6A;?eDo5@UY}-QvAu=yUj}P*d|*8A>%MPMA)877bF{p9nar8|EgKv7aA4C zJmsdR_4IavHyemLUhojT)@v666OCEqw86&8uQJ#K@0v0!hf{P3>kKg42Do!Lw>*!` z7Gf5JV|(YHK0B%2Q)n<*lrdk&;eH)@x#|{6TX20r_*zVc7_rrLQ&~vP;Sa#wZa7E* zkqbpq0ziN919ynT_(ky8O=3clLYJYIi=^nq6JI7%-|6~W87pUsDE%y^>n&*i-e7|Y z+unagK&6UmE<|ej`J67@H!MhX#@}^EJ%sgWm}iai`TcR#sH(};`yD?}+8q_(aaEk9 z-GUj!Kb-77IzLX1qXykwa|;21QQ(cEwKlx@gr{tXg*-%dZ*)p2ORJiNU{p>wE`&Hq z<)rBV|6-?M@D&D6=ROo#ti&Tb%#?++JG-Yuivbti{Q3ml7t2sYW6$7CV(y>+SwcFue?Gu@9lF5&?63FU1!IGhky2qkOPoe`^8q!gZ#w zS5T245PSSxhrzWIQAvvYX4w-6Ui>B`V%dB}QTk$W3#L6V+5;`M@K!D`S3NWZ+UO6my;PhuogP|4u z**^V--rwbuMMAOz|24`~KHGd=I4JO4%9>pyoo%Pk*N9^0T<5kdr3W3PRmZ0>JM z6g80f_0%CjrW;!6X#v_|o9vZLdaAX4`E9{ML`miqe-e_i98I3VQai21p2jf>`tC=( zk@Q9C(g=NWP8;`k6|Et3+*qiXisX$mr;BADxCckon@*@I|Bt7xqN23|8aXSJTs-{? zcbXeFq#^uTCdH4bVM@`vhn80&I>`E1 z(rY)ueOBe01(L;Rh?sr=)-&+xrf55>{4(Hk=dBdt{h;gNn9T!VHp-D92hUteUim!X zR%g=AV%kX;nv=hi>8Y3=x?y1yU=4rkl@gHx7HC*yE0}*y6a80&5G4*J?R^#Px*yK= zEz>Y?Yi*n>xCpgOJ@|M?F+Bq$o~weOLrdj*54EDyH!Ton-CW*G>S9^!G^6Z-rVPCL zqYTXC|paffl`uKv{leh?raK&enI4&jiT!a&|Px(M@O@>u5@>O!}Cz) zo>jaW4)9rizH|#ndKl5rAw)rmGNz%UB6(@mM=jiN)*TBst=pVgaWDM#k+anBTYyZ( z_d7m#Z|z!K6}%hE~!9r9* z!K>MF=JRPAYsrmTg+IceBc@`)bt-yiCCafka?dkJ!}VgC19xZvShlO-^4k#w`FE|# z;yzztV<#dkMDR0f6^aINms3PjfHIp$ujOtcE$J@@el+yaPVx@}oFx>WW)LYj;p2?G zl6u$B_7~y(k!l~O40E9Z@YIvbwJse?MfKY~{&^fq@|QMD@~>m+BFwP7m6s4%pSn2= zWoEKnV_rbF13bQogf)_^Z}M-*y-tvBFSl=bw8#Ixld43@8^L)W#kAS_kaLF|9> zBV>Bw2Yjvg)F$PY84Xz&ocOK3)i2iX6pT$Qj#W_@VO}>f-VpoaxXa!mJ@wrpE&10Z zFZ?aXJ0+k!^N!qnPxu$+1zST4>DBM60dlW}%$U9eNQ@bV?+)>ba4ZBg)XoD} z@6Kxd@7V`nGz&G1Y)LjG`y^TP6dzwwQ=a~;CP7mS>iV<|MOs~N62e9QIRQWZMJk^m z%~V8~{wugofHPC%QVt2H)`_o6-F`$yApFV4kw}J}$(w*(j2k=^OETT10%LtEQ8ukC z#s)pVKxx#VApOz6bPJsiEoNhH{lGsFDvt1B*+G)4vRts;o^LA)xhYhhW{69Klm}le z&J973_|xAcspyw|2+=z7)X37s)+&yQP6Pf7LDF#M#;#0G0ok)9L-l#KMl}8R*Iky- zzJ1Q|Vq=!nZ{>9ZWEufiWqn+mSsrf1N5*=Vo~Z}CUt3`A;wvg(>NInR$*+_p_v+{d zn&8q?wOUTOln7+dH%T=4PV68Ru9O9Jj57 zx{&H4J+`BDe*zF^v*yl4soE1MUh;B?TX5bLUef8-x4t?|Ia%Fu!$aIWA>{H|h zc3w4Vo?ypQ-|+cseJ$f*r5Sq`YPwbzV&zT3R(bCs8Y+jCw=xp7)zDwXSdz#Jg}yFe zpuH@3a_#8e-QXv%%whkl5bh*)e2S-L*O zSt3B`D?In*jf^HL1YC7Fc{Mebr#6f+`7t~~Kui<%{CN(=WP~kgz|2Z^yH%H~c%j3S z91f*UuxNR@+Iz&S-9eQ^Ic6Gsa`{wJU%S{tnODmBc#nd~qhZwXWfG3W9sFT{iXAM% zt7%E?_exa^Wh)gtb~(lNfyLfmELH%9tlxNgZQJ?qkYs?mHB-c~LhPDdQPO|V^EiFz zgO((Nto1%)-Sb-)6+lPDY()xRiXGlU%d9enS z)}jQ4#uVCMqPZO`Y+0VW>mqcmQB5O-@kc%#tkMV}m>iX`43z*iG%;z9+b@OySeF-( zll=^C6K^#BO?uEeOFQ|E%hKl*WEkoUy>r(q%a!_!)f@4x*F6R5!>z*Lrnj%-h=rCi zD5EVBiTxbu*UlT?>o@)qM1Qn1CF3e8Fr;?{%LXDpD+}>p1wN;&4t3G}KK3bAR`!kM=Bx0GvEgNSxF@>0PTEfK=epz3J>QhN zqbkNkZxyHTF}a&5;Km`+d9ps;R1G@K+vYKpT6AVH5;fVQemufqpg%3QPqGLQ+>>|X z^_xNiU3^DkD(IkackVt<&k1z=-Ms;9(7q+Hu<&WEqpa)l#h$8yb<4w$E`P(<`>p`c zwONx){wk}SSONaiL)4MWNmIfUvSifT9vpSxtEGXvmz+j9Ke{Mw;ZK^zy~TuUOM70@ zJ0mvF?|qOFqhEE%eBA3$h6Ys*_HZjJmb!z0uN&W1g3a;p2851rv^nFn9eerWt_f`JS z{n}$O;cmPTz)Vp=gNgaaj5uqU; z>4LI#tnmbIGGB2qEt*5MR$sO~`z7cl$hS8#j7ymQ6 zZEJYJu9YJ7!}C|4%tOE?x9-A|*!-fUcw8|hmdo!-vOqStd3){Fn{(CLJa!9?O!sT* z*R9lsZh!$}*il~DeHMdv_)k-tt#@%={NC>)XiZD1K=RoFXa?KMfv0Lmu?gS8I2MLP ze}d(DCu0K)Blt~^*FK;-#UHq&YveJOZQe>6kl+J!l-*F)!qG3USTbHSN~_d-E}ZiG z0TI$yV88A+ULAaZ@Ujbn9)^b__4;B6Z*#oGVol|au?a$%wx-v$m*VK`LC&{E{H3*E zf;A-Wg>1NU|JF#4O+w=0EcM%O3s`+ZV=Q%d6t3RmJI1tH;Yzeu@738v)KIahVCtQ+ zuMsJqcG{Q7LK=*XHDb7;%<8ns7uf7ErFBwMstMZ}F5l?cZ7-fFF!lsKeOa&_@;$?S zd?n`O;>AnCC92)lqn@$$)ybFl<+&5k-8UuijhY^g_ zSNE&Ojhn(=VS}nif6TI+9zk(7k7Uyj1Nb;C3(X7VR1`85%Odaq;M;JB{P2d^S|8cp(tEGzBMHaP5C^9Yd-8&BCkC=YqgapYIn%WcD#`* z7s#Essl)J1&91CzRqIkxgk%H25_6n>RvQ0VhqqBC@yUo*8)!NqVl?ZA?8E1UK z%Zzwt>;#bX6oF+nM&Tn6!S>=C=AxSkKlbeDlQSn~+U;szjR~P0`cjPaM;w zsUdi6B+*>JnmWP#W4)2LvUp=ImkbFqLEcQRjA3fs7%$tux<4;dL0yD3_j>>*kx!t0IbQvsx_2 zl@n43uQ}jxFOd~BIfB)QlD7AAI3k7QbBDR>Ulh9SP)*yyx5DC>z&aW2)OZRRbo6p( z2hs6^JWxavm4kob!GPywb{clkeWtp*dRe}HpLaaoXO!M8=3C%0K=sMPmYZMdT-V7YG#(;tpnN^bI zIhXWFPO8$yU{%}wg@G0Z`csgzj)AKQ8qzLAidY1n)JZn0OF)3-RPJfK3cwvz8zH<; z%pmLJYPTR{;ohK z2L{5k8S^qhyhOBOsFW^Bblsn6aeb=fiD7?o({valATV4XB!?_dw1Sl3L+QAb*o`YG22l%RQqBGwG60EX37466fn=+tb&nubk z4UV;6vNqIX^jm`I$_^d@7}@CgHv#@6qA};Knp|aKW~CiI)uL8}7?J&oQM)BGDNz38 zR(*xV*&{k@8Rvzu_9<3^5_e*l(!WdkaX6U~ogr{g*yA0b;&{H%Nm;}0UcrQY#0Yp) zey%@5m61ZXy?WZ#!t?(M;4aUOOTL*l_2UXOZ+~7(=y2_GkytwaOtevCf?>q9aaju8sEd%SFr7bKwv=M-vTMuwp<#f!Jqlp12)QH-b>$rZd_ayQIV~VL3Pdj&9ZzAjM z4R^(_8k$kHEkk1NFvBUa9X3N*G?9o053A&z8vitwyL)8^L^E5LOVKVR^J_G7KVKpf zT@JI)fF5@MhxN-p2~4hbC>m&_8T!PR;ffKB%$JF1h$gbv+i^E9d+EI+&Tb!jgIKA+ zACVt(3Q$Ep2R7Rn9{cL_e&zlp+pOdtB_2oGsRamE9JqkGA6q4a8t)pMR77(q6K>|g zjK&%={lEQL-7CAfY9&JHyYZl%p?rst=L6wbV-drXom>aD3I#Knr5s0Hq==vtiz*mZ ze}?Hhqi`(J&(%5ANIz&oLak?wUQtz+J9iizEtF7}g6E4wl@wM=EbYRD~TMLZS zzyi)R`K>7|tmp5<44OlC`P-v13dnncp>P)-phGXdin_LyD}1S(%;a7yJ%Y#^D3N|a z6d&R6b@k|rE4Cih;e(0{dhkz{bWB6ySY7XM7n~#?l+IT=O-Vd8owT2O0fgWsDBtc0 zlH!2>DH5lc#%S`95qA9AiaF!GSk-D`L25~Y3tnm^xkWu7>?*>U&p9l~06(;QikK4O z4D%-NbaYH;KqAGOY&1PvQ-gL)r8|B+Js1R#k0-m_6dt9K;IYNn3zM1(MU-0aS{xB! z(Tlbw*(Ri(BKGASgZqV3RIzdOlM(v&)#l`ah_o3!J;8lU?L0>^pINb4T$E+#ZBWSx zXw)*Ku7}_w@R?IS({VR`Wo;ep{|XjA>A*_gtd`ZOSUg$M;Gn%!j1X)PH~>P=qi=V- zN3xG*4^KNDd(6SY&Nj9iKoB{Fi z5M*zLDcgz2;cN#J8D?K#L`Kh;vaBn&^8I^h(9p;+>UwvRbFw3<#=G68B^`|?T>*a+hj=Y#y? z!#a=c0eM=D#2w4b`ID%=X}?8O>JdlUIcu9jsx_4ucdj5g`FhU#p34GCWhHg2zN`0K zE-vbi-qXHIP#EIq15GQPh5geyS`9L%a8p26iSQ{N0+jz-OP`=>|YYXtEK=Kgo1E@M# zq?S@sBEqQniKv!R!UWn25c2@8iqRZ`Q`4PO0>dPCgDK|-tDwAi2FKS@2V{zzR3W>m zyL7$ho%w?Z$U;1ARShVqS=2IC_PD#Ypu^y(;KPQBigACFe|)F)Z%UPO*NlI z8`KWBcrb3Y6ls6;LoN_K6)jJyahKXugCa}>X4SB%gVF@3%T6?ScnR3szmZy0oH*tp zW>Qvnzsa8FP!fC5MfEvKBIy-cfGM1Je#GW`q#U<&_xdW_jm@6b8Y;%@37z^)!MkJD zj|-yJ>bu~6#^l1d++Rr=74{quzVJ@dqDiQd-PCZjmR_%+6#R>jWTdG-{n7YP~mT| zD;53Qi1>1pGFeyHrc&$MzL|nSO?Bb9dvokx)mdE#!eBa2WI>PU#^N6bCRs0COU`HV zuHUsor!9btGLJzOL8!bu3IVADiu%(c|AhF zmt>N_ywwU&|Dugm%jL=6|C?X_WzjBYf)yVCN^T>oMXwHtiKvzJC+RsAKg@{*xTDXj z%Az)sk2;(daEFGDr@e3Oy1SabJdgKLZP!W4ilKLR;IsUgqu%zsmSvl{Kv>w`Y;{Uu z#gOzt4;sod;<#w0#MOZ>d`7psy(f~eoTFHaI-nSOadslqSjRU^HMPocgh}zw^&>{Q z;~&Ews$dsOCNbC%XMm20`_t>%=ZUh;4c1xrulN3%_uKAw2K?LK`ap1|JzLRDd!z(% zNQrOsj9gmWh#;nqH%H=O(q%AX>=xs&gD+%npyJb+chq%qGwa!gI998|Y#N0k808;N zd}oH(#iLc&nK|lyEnT5#snq$V8h!6D<&a@`9F1`q8m_PHAp+&;tDEMdSd7~EyIb;t z%=k;A87a`xE5_ku2|yf0OWK+qsETaK*9-1rE6@7dK+^fi5f`rOCMp+j{9qXq@n#Pw z4+(t-5CVd2mh~^=6n9$R)x6I;{1S<&Ja;R<0D$Q<0NuNJV@1A;0QorXvN(;Ztq~5x zGWDcAiT(vVnYiwf-L(XZCMM&z`z&RE!umI-C?{GR;3Gslno z#S1u zy#k1!-Gzg;h=e!V`&K!eyr05HMx4TgfD-73Rn55y&i;)Rtzo_>=zpeloxj-Iiy7fk z?T%m?C6t)o&6S!VC*Hw|YM5;s6Zojl(TnOuCVApn>HX(lLtLfi7MT8RM0;08y9%}eXky$eal=w-Q`2oq%qVb(qNvE45r16=ZQlaK0q@@^&P z3OJtZ0JYu)JurJw2-i1wC1`KKYRg;;wu+f$WH*zSzTS&0P40Z^M@}L) zOt#a!+Hw!3al2caN!cam+`~0mQX@ZG0u*&z7zFt|hQD}eK-;)gPI;Ov1Q4l`sGtD< zuC51GUpk|5s zbOkohnLUekFCb3H6whS0KEC!YoG9*#pLe2HtTMV-ZM1ga&P*FlGcQ?-(L3#ZAcbju zLTs4reAvr~2gqsv+mBXQ2I(^l`Yy6Vkvio64P-Rjt(uf3UDv6)uc@(n5hBpQd!-EuUYFm`CM zHeAO!&TEDRSLVm;B9?v<`x58gzIX(T%8-cR@8Jjgy4iZSp@aM8H7qtxs8P#~g*&Dy zH?yH&NrXVu0I!?DcqP^-jlKC7AZVF#r)Y6gh!C&JvRSeKeC8rsMPb}{ahoM(b zl24Z56u})>Ijb;+{5C5~rfLM!JCejZKJ3rQj4d5(x)TgOS};^CV%R+7FeZ+oin4kg z`OJYglRQLjP?cNsH(HP3F7kDZMJX!`GrPvbcX5POxK(y0eHn+(q=oZgs(VrsLGeu%f}s=G1*r<~dPw&6Ro_!;BI0`S zvKt$nY5KU&%ht==k6unXd>ffwN3?Asq$b~+n=iU%tjeVvR8I;g`QDYa&*nv>Wf;SO zh2VU$fl>X}?7B3@Dus=yekoaOe4(9IzM6~JDWxZ4lnS{QRlGr#bDywA^kFtwjw#_w zb>J5w0kRezt|0ZZp_gm4ZaQsiXS{82Di|{v;-6F<2HnV9wW{%u(wBOo?1Lu0w|c{H@k;hKVR4*iQhu_v!zNjbB8yGJptLV@0Uce> zA#Jltepc_d2_UuLGIbtL;vi5JUiCPmChJBmrN3Vo=5jSpWK5wieVmIL7tYs-DaFRu0TtOD)1}9nf|GLgWKlXQ^yS-f1PucKS6-1y}wva#}9= zbkAjVWJc#9Mi{NaFlv_O2ROh%$$fHZLJW^VGBPnz&~eXjkOvNYn(w+&3!f}w;-qHl zRy+C`jYOF-;*k-(1MhoKjwtR$VTMoZR_avNBh?PP6I?tr$=l_D z+JJ$Rk@oAXnF1WV>6^R||On2bJmI~6GT~~_|OYns-*n($}PxIX*Rmjsc zg)Yo22YMtR?F8nEfO;V2eNb9A1xQ%BChGkIt`M;ZY436gPj8S3f-obw`FqWaLuJo8#hIJmLa+X zWzZ6OB9k3d$We)7>8m%C6u`sAz_yZaS0T0=A(pL9t(?N%gmPz*h-Ji1`5E+vUOhTf z_!LFiZPHD{Ilz&j>OsOm5t7rI{Oe_DA6HMyF&kcGnEA|-s}D}4T}cDRa!{_aqddAb zBzYTZuy&YC_?;EG$U&1^o^owRcl#A;cP_}*5ejDpHoX;>$EoLhxlNcsIGweZP?wfU zjsi&1s3Q8oqs12tmPRAqG$S6$afzv=`S@K$C(RK{|Bv!!nJ zv+kbODfq^{)@VTR9SGfs@IwY>7SwT?&RUDng}ND>xho$Lzxm3@qew!h;wsu$T1?WX z*Qf z(QAl>{%=?;Tf2-q@k{u;#SxzLn4>g_KM0+V1@&bcJTQyZqR|I%!1O3mMAJOF#A#vi znGIDKLek_Ph>J2A1$>x5Q;qza7-sTG&yr4Lj7QbVyySRP`86V4z=BYm#?sH#KR?n0 z$5y&m%N?MivQoFu1cKaru}AJ=_Xa~sKY%snzt|4vBlOqg;YQ#{Gvw&X(G>}H?o(_u z^yjxrd#%rO=#fQz7DRCm1UgaxgL#2|Sqdr6>r*au%=Ka^?KhtUJi^+#vkEqqgQa-lH+laRnG)9V~n|Cv56iLMm3vHocs&>6;oNK z>kG8<$gTpLXBB4lu3)x;_8#UmG}E~y)DRWW<7&9+c5$DWiJj{*8P=cP14LBlRl3r_m8<5x>C%cjtjsz2FYW|qutAGbY z7aXQ*m|SSOThZ$5Ru?$ufM&6V$!sWqHl z6_eYje=;4lVjJSS1e<}llQ|s~5(T6C0S^a~RH!$}m&bB0TPl`^(axJVJ(5faM7417 zQ%_IO*+Km@^Q$%9I>@j*qVA|o6hL&{OuexhD>_?=$`_z_ zZKT!)sInSDeG~5aHAIRSUmsCC}7qvrzV{*56ktI@z%Kn-C~4QF(J< z9w-1_+?*AsJONy%U7=TRU$Scq}|SF z{Pwc5pQhyLoj~PWsC6g%NwB01fEI}ms&OmnL^-Cfxxqgi{nN(UU)QuuHV(xNaLMhg za@w_LP(^llvH=|9yZG4JSDythyqSjaH7A`tqq!DX!b$vZkevZs=N-|!36;r0>hzfz z7cUeeBYLlau2kY#>z~8s4${T%?R{4E-~?i!6MdY{%3!T%v^6(;AMf^3LmA-Sky*8{ zAej>G?&fqqVYW?YUVtG_OHvLN_BQPcJegd^w@50D>Zei>p~*64W|M#I=e_9A7s!lC zRK9Xja?|_+C9ac`6Q%3|w(-#J2nQ0?XtWsz_yFyjp?GS;FgLNk1}TS~5T^Fb?U7W8 z79s2^;(4@@TSwQ?nI$y2R}z|8Rf`&2O6F`|zWJ^4VXpH>+wH&Ozi9KUpDmllbi=gE zAyF}sn4w9XW4!gxEAvr9qbC)Q;VCOXn?}AUlV`(g<&$h)XW&+7eDCZL_a~ZAHGiee zq!4?avV<#Tc%5~jxQdZ7p*MYpZTJWplcZ-sM~r2i>e9^(jn1PP!N+fLyC;lf;mzi_ zf`HOkvE?vs#iYtoKlW)dBDA}{mRuT7T4Ab_l96iIHW7%$l{Fk{37*b?p!r@JnKRB+3iv~Y1Dnklz zH7Vt3nuLnr`c=VFGNpww4oVTB~XlGU0^M7n2PS4lJ` zn$f$@%s2S(8?F%8wx={PQ8|^aw!&0YMGSs}B=N#__w(lkrTytcjo_&v{N3hSWqO`I z;yxXnt<5}$2!O{7L5D~QSd(SuRN!eQh)QYxeEA1h>y^OAEoo}wI)vQuX_L?{YnmBG z%Z>q-3s)HQ!I);0iZ4fRGXvS4R1mcieWlw!%jMgXc9IbS8rj8Jgz?5|<=^{G2_xU0tDpVuPv8Bc;ry%qGabG&s87&0-%m5B%R zs7zhiiNwHcH^vM#%TR!}Q(ixk#4_I_Ee79@!z{$HdVVkW(xAl}SPe%R-$w}REZ7zG z#$ajPfY1gdVbVlRjvoE&>xiS;P#ktjYoLWLlao>rUMYq0S!8`S2k#<--5T4CvBKV* zD*p$jNHrS(5majT*z~+z3T?39q@$PVa%OEu=_w;;H%EXbH6V4`0XeB6#nAt~wjI)X zHUx3}QUt&I;ULfrQ_=%Mpo2Bs)qxl0pi8KD1>5+q>~RCV=X%~jRLYu6855ZJue0V& zL(xKc8=RZJ=+hqHA9)$joSB@HA#-p!Ok%?#zmm?L!B7gvodrYs$d{(9`1a49qP#uT zmr@RT)WHepLTo#)fnBSt)B{y_D_u@(`uwALEF9dS?E6+idM15rf=qt$6;xV_nalKT z+b#fm89V|*pi9{;06zr9;`5EV1z6_TZc-FMHZZV!{kb#>Iu2v$>NdF{wAk5 zeJE9=mg>EwIBN-<5){D{31R^_5Iw+zH$EQ{z6=GCVZD6=Y4SOsFN5 zg1M#$-gP`QH_5%HB1VHO*Hl3DcLGDuNN9!~UNR8ohB!b%l^WN`t!rOU6!$EP#_vw| zLEu`DVcS^CuGo2aR)&G(C7)fSFewJ2OC|!>Jf}$Z`BP+%fZueQ6h_^8dG;mPNdh&i z@+!R-V3%+O62*>#^c=1-H4S=t^W6&)EisFt6iHVksA$o!Q9l#%;dLH}lR&h_a_w+ zfKyoVW65?rV_cZI<)E;Rf!(xf zcUx@Z_o1qhY>UF3tZLOhxmA#;N{-v1o0&q@Asm}%J4qZA*SCOPU zAb;a8UC+CIMOk7>=X5cs#ndEW*%IyTnkpDUKnx172Uoo$5Si}@!w@AUFY=kC?zTJA zscyFOj_J73#pr6N>=gQlGX+WEpm-RI)b(8|Kzg`u@ghV0&I6;heu3`l3j;HcI;UV_B3ng-*75Z!kq&X} zWU>ndJf;e|6<8>&)^hKL`5m`$CDlO6?LZzMsR(M?s`!M zi_PXm9gz{HjQOmJBh|o*l&+aa+9g6s0sq>;zPY=6lry#NN3n%~HoT8A;ie5WPOMk7 zL~FjkY>;->E9Q+HM7MU&8_0bz^Me7%OO0K>wuF{|`h>t1-O1ws($pzPaysyjikd8Y zUk~f(&9yzfX@s_u_UFQAH{$4zV5t=Rw33|_hLO|>Yhsq13fuY87(M@Fy7_-F*aEuc z%_0`Z+$TiemtjKli-($9b}g$TBGywQKRI+Y#EZ4M0PRX7Do2`)tN8+iLU$7+xblNC z{|(Su#H)#Su-b}^$Z)~Ht8w$KKboJM=m+pD1Tn_~h{+2o+o_qz;91amk=#aKK<54o zDMdn1t|E5r1sjsy@T92^G=X9#_3WHZdk#EG#Mgm^gwYNw+zgOv2y}3YYR_rWpd?*B zyi;6d(vQR_`Xy=kI@^=qB}EC)IgRk}!zu2yydV)W$kU;Av=}9^(hreUVG*45QyMpN z$@%fE!3Z^JLmmjGzZDtrrG~j0WH@LPWj612qVlRwgL3Q5qzNFm&krOc!jMfdk=$h5ij5&?T5BzaWD$O{sTEl;4ek4U{q(P{IW9-YsR ztDC`G@;FEp0ceV1K3>u)j>Eu(p;MloAf=g}JcJ)JPyj}grZ#>xUSnTJ`BF!t!=o|X zJt#)zZ=MZ;dG4-z`__m92o9x=SH(yz?H6B9GmOLmTwnzi1Vn!Y1E9Xb*Q$ZynA&tT zWzPJ6t4UcfG2-K4XR@eTvmF`u3}c0@vutQCXbn_X(Lmrt$*_J;C;)64_$@2LoL3vv zP**uB4D;PPB451zh>>X`Xub7+@GixCdhBHeifT0XqPHM(61LEG>-?ren3#QxhDO5) z=ej8mwJW#|O0T)JUP&S1bq8gtquDk?MPAuy0x`?+Q?)JJ^k_ROb$>iod0hj|Ga#F~ za0ns`+Zp$3RVLn!z&zE3Q@Pp*=18TTYW7S|JDXXe!g2Hx^Im0n>eYIM`qv*d!Ekxn zxWx7Kn6{RNG;`|EL2VNd@X)ryQ1PL6JX7r03!s&o0~T}Tc*bXgE&U}?6U@jU81osF zC0a@LR%jG0;xR%6Ci$SdMjM7#4g8%Q-j|UT3ZJDN2NvSvyn$fmX*m;m9;iUF)R3bq znV&j6eUdZanf+%rK0aaLjk4gM(bSACvZa3KEz@w$$Tlk1Z_o<) zH$P*e#fO#_6}pdf=Oz(KawR5Xm$yq|6{pSg{F!>~2U;$$w;X5vDN8*L4TZ3HMWMf- zMJaZO>x+wi3mqoM)f0gMG%5KEJJX_-Y4>A+iLUS00OjFgS0vPmVW%X~t-FjdPq4Hd zh!?9#$w3F&8%l2BvwNFmgM`)hEHNIzSAbGUN@E1i@HFa5OYfnx8oCp>aK)ADW8h@_ zPBy^LmUd-vpZw+&XV~cu(A(unZwwRHcJvd^Y$C)ImI()Tw3j>f!R<{k(s{kiZD`qf z+lEi~QFpI-mbk-jmBSozaJL=vGiK;?3^u^q7fL$7!HteQ!pRJsupD>&GxyK-Y%YGe*Pa(6;|z`30Dj?3`2NlSW?I`4~XPZtarw%f{N-Q45P zOeQ&Evv(!t(KLamota3|$TU0nL&ibKS+0c#PJ0%Q-rI$;FbcnelV64C_cFCq>8Wrc zXp@y>Xs)5(H^+!S`~|P7Vu{%KW`w9Dk(H-P$4$@M#KU4W%9c&2iP@YknFM-6(iA&F zh{_vD6o4?SVzS0JgY4?m_H-2Kslo78NqehRP=!d4KI+n817Q*?5L@fR~Ri z0KXL)scwAAB6LZd&8mbs1otELu_gl};MI~4ImFbZ6b{$C>dw@~REk(PM!BtAwo&TJ zG$69h;`UwzrE)drWZ<6EDki5_n1lJwj8*&}R&ec)+i_Y(gkYV@S>o*PxM2$X?#MBq z=v-kO`RVIMni*_y*Q||fDSx)E!q@rb-C6>rx{@y4AmfD%#aw>^$5RxWLHz*rq#wfU zKY$R;4y|YK=k!bcBy>LdKIrmjBoEFETed?b?(?0b%5j(ocuHu4zzf)jlIa@kePAPf z0%2tWcNbiO%lEyWmdBiUd$O8rF=wtTpcK+&l?x+_i;cTb5*&F4Nl3k5{-VeDaF=ha zKC(pF<9`1rM8IKvo{!cQr=-Gon*j_ zVQ`h#Xe~T%$>l)Z`6d24=KdVdliT{xGU~LLzC03ZZcdXx6PbENh`b}mn=!rX zyZFAk?2_>H-y1PfrJzk%Hx~N4-MFK@;8mOej;ZA*s%ss}u=sksj7an9nqWw)4$pY* zE;WvFbdsw|HuNU@S4gxr<5Bh)XR`XIbO3e!Nu;WU3)=~8V!6KWTz}f=9k+QWHIh_2e7}h&#`&?BD zP?Bbk{?51EO>*wdAfk3rl6!43n^cvGaT;>9?6^8j@J*`D&L@oDGKt;e>(GyQGvdp+ z>hWsh$C8%*mnabJCn2Wxt?uWd(h@|jj0^wq#Ojvz7EN?B?zBvDP8^3L7|Z3^Xnjt} z*_{-(0*ZNC%#&thYsbkD#T&GkWJihiz8_V$S+4)WgEAF*NqR7cy{FQGtjba+A3cu?Kznbj;9!yls-xX^q@ z^O{^L6Oa|uzCSrl(IhGn8i?j_?feVljl8d3s^D`PK4rI@=(>IL75aEwthZoX$O$%g zh-TG3G-8RmgX6T1>QJhTd3Kos&GuCdLJed)4M)5aQ>gCW^CH_is>zcPJ31&wsfP`| z#9$v2bwP^zsL)0srPSbvNZD*sml}qfP0|8}{hw(-6(f}cT`B$#5qQ@01ADc3D?Oi~ zr0|4g5yI75*oKQcE}WtU>lzIBSS5pF1l?6uu~PV|$2w+lMEOnSYbtTf2zT&sfhTn~ z@-_35hP7-wY019rxBz>swbp}NC(Dk1}DIRO<|J=``5;~k^QEy|k=(RD`w9>5g0Aisd zls3od#7GAJ0>_L)SZ%-mj>y}isO-ZS-D%knCkw>_r_;(2V4*>V%hT>N-7|w>{EWN_ z&s#h3X`#V*c}lKN6#pA8Ipf^W%i{Ht_!HDIg6@YuUQ?rFE5 z$A6#2UFQOw2~n`C+yVQ`F{x|yGtwQQf!y)okMqfT*^f9&rdq+eaK{T`lm$^+3>!HI zXRsU^o6@S~3&8k5X=?R?gpPwsMN}kH^|(Fv{i&SLb;TZDyu5@RHm^-SuX5s$=%y^% z^YY%RFywUGMCV*AL~O$~07v^Ey7*05+Qa1iFl2-@A(IQrJ8dSxOL1B z`)oJ)wxTdnVSkfT^^TDggeVv?iY=uBl}~P7Ie3)Z2@kkN;Pg~aDxd4BKykv{oyAsJ zAZ}E8ZA@p4XlPXRC0YN{25TFtC~WdIbplZrNxml3BsYgzNafyiRIsl^LukJ#Q|DiN zx;gf1888VlWcu|E`6FEd#1d82S>@^smZHM(1$FBDB#@%c226-vUSgv{DE`pT@e zO(!rASt_aHwhbe1JMQa*4EmI|4XQa=z)l?z6ZwdT)nSh9BsOq;LJEt3ij7GEje~2> zxFMjnE*Yfqs|b3bRImWikKw(;gzwWhvnoN3bv4kD>eT+Bf9FlRs=mdF-W*D)9hP{eYim}`~nikZRuKEeOM4(DPUwlRlIUOUnI zMPcRHRhS_)ScXaWHcZ1DKZz@Ey*K(B`G-wT3HXDFd)=a&jT0&ZMr{>C##7BEOz0o2 zZWN#B8Ds-AH}ZS;tITH?Q^hN&#=3Vp$B*thP;wemR-R}Cwp=bO%c-ag_cF21hA2yAAkj|YGdeE6UVMDO}_$zo6jhpE+XDBl5roGKMm>q$BtEi z?i4Sx`NrHM?%Qp8DAccgR#Vm#hoj#X@cz1=7fwILRNyQd1|&mJQ&k-ZrL&`|t`m!( z_8JjKJ#&bw}pnQ+M|PZp z>ln6OIEeDFcpC_f{Z!h^_DvnSjTcqfQ%4Pi_LuR7<3Y6tTG0{|WNZxL{8xHG#suo5 z#1uDr`ziV)l!E$WWojaaBsTd9GV{U>41DS*il%)vI3jRo)Z9X??kcRkW0WRA`{r4; zjV{}^ZKKP!ZKKQ8#V(`EW|wW-w(WXK&(=Htnc0~+`(gK-%};rsh>SZTPUeSRd>jHst%FI`(<_lRVfO#s%l55@;{4dvO`~@rIZv$~N%yB1)sZxL*`G3ASZ-LAH7A2a!XUauuRN}V)Wpeu%KR#4`#SCg`(G0bxcn-F^rSkvk30ztyJvdk4ttbCG^eKRgRy5yixgF z2nE3R42-aO!3EZqu+F=HHN2YWy|2H}R?4N&)8sEIockLiL`k$Iwad~ex)nB|sjo3{ z9%Lg@cO6&oyv3y3Nf%-GV>&DLj?*&1w;v^fMF|TlV&eV_4HcY}#hXY4o?s+q`k)WA zG^S>)Fr3v>$~9xlfSVMhmddxy`qGcAX`o=+AWs}M8oNb{y9TSmeT_52&;|CD>Xe<2 zI6ai0LV$KDN@vHzOVBx8Vka^?xsFCkD-a4HXHh}^#&!o1x%yJ>4H1<6!_2utp|+EztoSIeNrcYfTejK**7fw3WaCY zk@t2FnBx=iI6-&9)fm`z&!0}F3eAL7G{X7qik-R89ciI`ZyPmfvRXrsRH_|Zg8q+o zNdm`X2UQs$W--X8_R?Xkx}UEl?9GXEmiNbbAgwT^9bgQgV}x7`q|C*EBXAd^gb-fX z)k>`}jSfooig3Uh8?;Y4i|a$U>|(~><-G!WtQYzAE6I32bDr$NkIBy|Z*#7qv}s2b zPZ4%*$@EK+i$7U*ghfJLFJmYA5cJgY9kWO5%W|mdIr5}O{d`A)5kb5j-Q4L-Z2p=Q z_~9q(#YJi7_(G)TeJ?_2A*D(jgk7-PUjHR&wnkbejjFJ_qCbnnt1?)gV!A$*lA`_X zP@a|XwCl071iNOSz~_m<7<%@z+QMQ_%OO*nD;Xy^!wi=wcZbFBb@XYVI8QOUc=qjR zM>77gwS3*Rt7F}OteIn2$51Qoht15T`Dok~uEmuG!EpA`$}fnZ!2~&D#}*1x0SZ5M z!O~k*yfjSFM13b$-y~I14=nyZw+WC{&&e(o`yjvf`T`^yy3@#Ws2P=1{3?H3diJI# zga&Io0>T1J2}kkr7d_{$J|oSpWBwNZ+$F1Pdcm*EN0#4=dGR@O8r$4ivj#3(Y?X@S z4_(x8uFig_RF{M5`7H0THk;W0T9M8TN11D*m3aB`%Okf7dH8>APPYef=x(yj3mNp&G`b&!4FpW(FTpo;h&lC&kFHG)KMG_l>74b&$iNqxG?GtHrO&_mi-wN z((W*Vp75HVXk?+Qv)AmDIp)kF??Xj)i+q9T3$F78<~ zieKC`wl+FF|J@8HoS)%yAz(3-%)1~JCq7dS=Og&E17zH6>kTxTsYiM#x#+aUQ zo2MGNQ_*4J;9zW$kLP9`-L9X@R=v_@#KfY^#=8F*>e_|X3)TvmN`E=c@P@`lJKg-z90$HhU zFC*AEHHwags9&A1x}YX#?x3CCIpnXi=%!%&9R^7dRSLg?r&=8?6k+;@G|3emZwfVE zY@iNO=QHx1Q+`?jR)CQSUbE*E%*uQknhdN&Ir3yge@@QR;;Ias zyY(Ep?fiA9bVmw$1z!NknnHV@t)d6A^8_JxuGzJQx8%f~(VqoqgHFwoWOFPS_x_Pt zTh(_AhaXl%j8T-1zhFCtmYb5cW}I1Q2Xo$#Bf6jruVyLU1R+w1s2Sk~Z&lpJ|MqH} zqa7$OfOnWDk_le-T`&GPWfMdsyzjF=nM-SDLHdf%#NP+7Y~}=FqTHVT6>5PB7)2jR zUmb-TsnIA*J@qm>j-7pq-COQB+0gEuU2n#xCV%Z%Pzk~idvYvABXXjRO@QI)neM;Q zp$-?^G$XOWy&8EfV|>&PE6il@%1LM#Y1yP^{&U$s3uYP`F5GdhCG;=j)ILRJyf&&( z6*0ygLzdbzdo7Dg!Pxgu?B7W25&CW$Bl!%i9dsbJM(ypm%o3_H4m>uTHQFQ~YsVTghZ0nkXaMxu_eKLf|;QVoOgpa%V-pD%cQg!azik3HFZIYK=tzmXi0)rO$# zRW&vySlaO@U|x&`e9S-fs&$5K!3*p@OZnRvUQ6kA${+BzEvCojuStZa&>BV~oyp~Y zkqQ_$!O3hBrNgN9Jye)kLUSGQbIv?8+jHl0j&k~KN&qD2Mb$sWi(krw{-=qOGV zVoR9sclmI@?emqPE!Jwoa&KOMxNzPow>a!#C5;Zrk3vdT@D4b!j9;5PEa)HZ6MB;n zE+B~6f;6Bs4P2ZfoAQ@=y>S%8xrqsvDQ-NiGU%mr#3Zy-$->hI_YSn^=AuvZjF$)z z45avfCgsn{X8+{~<9MacHwe{-W1JCkD|P&{G=@}K`QC?+9%$1`thx@{-5OVw#_vF2KwBFoJ~>R~F4=5` zQItZp(Ei(b>BcevrXW7Rc8WMF9=_ji)$WF9eTey^YF0wEh>}IdQY|@1JLQ)$TyJgn zM4*G=FbQX^iMXd78}_$$>XC6~>3Rh&|9-!-db$pSKT96meZ0I&s%3&S!#?>6ALt|T zK%+`~EN6=Ulfz;oWC6bc=*=ec%HmCG)P|duS+W_e3O;!Y|A-;i&ys<$RE6tO2Bk z&1-4wT?6x^{3TKGjUhDveF!3tH))f&2IvH*Kcv|9BK&;pHG$(XYWo^b4z0w1I3DQFom3$61Fkin3^!u z4gY+9V1MrGvhRdid(IpC9qz8S+z1LgvytTt2DaWX^uHCJPm-C(yr84;C;eh>0ze^iEaBXiUgA>_lCIBc(N*^DX%LW`6lz90VSIwkgi`Mn~3qC}23!~>Im=z0?a$7AyAy%Kp z@%#IVrzBN7g}jUhbk_*;P%rL~*23=VK4|C{T9-A+*&vW>s{~cqgf!L;DcRnLO754W z%w0mZm;IgCft2@3U$@I!&h_hNh%}+FHF-J^!kK<~$iE*KXZ)z0P1hcYGt>zplQ(ji zxia2<9O5QI8}1LYgwLS1s6s5r{IOEqpykx>kT9Gqmni-S`qInRTo_Z2F>z!4a$Ax+ zdpLH0nCPMy~3MqxI27=CCyx|l{xK!a+-0p5^5&n@rjKi+I#Bh zzL_NS>%$1b1qT`~_eL?-T<+3RL?&T)*K3Ny@$V5H-}Ve@+h6obq}G<0YWW%0*)xV6 zuiDWp-an*EEX&{f)Ts|VP#n+GCURE}6#4V^BjN0Vy(VKTCZ!j;>>51orTKXy7)gMl z>fo6opa?j(u|x0Mv^f6Jz%gT$;v}+^Fg$3*VMEk1NYj~|;Km_-U5R+-{WvpCi+#17 zufX2q+ykn=+8utl>di8PJFf(uf+O$RQJ1nv!aeOr?pbm$es_&5xZ-osC| zNMnzITmHXh)@5&!3TOCET@ZFD+N*SN=&`2^GKXTw*vIM`=+JM`|&cPe%%k7$7j7IHt0Y=iz`uGb&J+2 z%7WfdmF9q(@y9R%pZ0+YhjtW~5Et4+iPO>Cb3z!FN5&h+ci?34LuJgxdrPlVk^v~KbzRC{dZPmjU97@k$R9Qt zEes~=RAH1f1RTFE&xMq)DGjEu-r&p~%v{}E%#FVplY^O~i47bp2R8>XGx2|JnSN^g z6qnMZ6H`!-VPXBhD{yiC_X_;{a7^mnPUgf+l8z2;;^wZVF4j(NjxKQjEmkzP|1SC8 z+hCHkGq!XkX8*4mqN0vo#JUV@EW`|~9L&Tl%&eTmTpY~$a7-eursfWA{|Vrj#EhM! z&8;o1{(JbJH2*34&m(Y5GH%9p)}|s3mUiaE3@qR6s=1llYZ7yEd_QMp?4oAwModlf zU)dzBzw5AavvYs8IZiWgQc4l3o#2DJ2xEDe?_ds96W3+|07}} z{!aW~1;m`(-yQ#N*LMh>#~`lQ5Q z^FMgWEvyn06OqoG(u0DHp?>|jmQ)s%6$b@{Ek;FwfVGCDNlZvWOHeL%d@O(Q1_oB& z=vr3uyllU(yWiN>YDc6kjH-)c{&EhpHJ&vfHBw37&#$SiErfysB~A#Vh9Ot%o3Q=$ zDB1_)RKCp|sLz!~(D@P~KG)(NgfCqP^4d#y!(n%tz=sT?0IB=OuO&$c0X8T?+}0C> zQ^lVTdMDBk;;*uc1%>!hw5u`F`fi%2IBn1>9!LNRT1E`=Cpj7Q>k6r?y{}%H8UpcD ztTTJhp*2<+299}1IMIm-7#NPC?DTx^l7@}`@brWk-s&A~Ql}^z(jUY$KY_~}?Au>2 z=!A1yY26F54+X5`Qh_t*oy0u@L=0hs-rk2B?SUu;i;C`9DP{lW!h;$CYkdqVk0&%b zMUn!7F292lBYb%CfoNfTc(w|41wx7z1oDaHE5~N>L0tV7=L3ZyheN`#Ig9cEc*BCD zuwP=MgxnAAevk;Fki+dqf`8NyfLWE}furcf1ah9j4v}tk@k2-hf&H^P!A zhk4;25w%Eo!JuZqGHg$kz@^IvDny7cJv5Qsoq7aj?&p5c;J{G__#`k9XQ5pn+fiW0 z2k=|(aU7`l3}lp^=CE<|Br>GQb9vO*E)JG%-m_J426G`RZ+Zlj-n1(QNHPQoa zQ}7pOwN?TxEeVQPi+(T2dt@E&;Zz&1%&_;+TJ(YNdS${(` z*6D-(2e)YDtLuW=jIN(XOZC)SJOtkH;BC`f(aMXkx%_Qr-N^R1_%*gYWcTp+0o+M# z(Z`c+K?;PJ3~W(sLjzh0L}GPCTXm`plg7xf;l-`jbtQtmkkP{1Jy~U?p`J~-Z;3n( zQCs>@L%s8w{tL0E*x8;>1bgFk4ysYCXPa2^9k~SYM?M9seD9oVFLjrwr-1Ky(MX#Wcs0oxEp%x@ zrlmDYRty2lNvg=^Rikqm3n2~jR8>7x0Qot+Yun50y}NO0Fv1+o(E}$UbA$&mkp4A{ zSbhX!@>SgQh%;hGz5L(eX7WLT@>=(AmV=!R^=O5P=!JjLXLd|6_j>}W%qa#BqHXOQ zsPjb=WiK4|jjFiz0(kZXAKtnW@TvQ`wt79*x{32aIVZioXmj^rP6;G(9PVAWesR-; zcf)VQ#61%3Es1XjpG=8%Q1E9w^JC6Bid z8QRgIf8M;ec3BCJQttt3JeD~whP-*QiSH6|8A}vHs(Eu(G=qUi9lE1qs5!Po#S5st zn#l^&$V}y}o4_M)d~NG}!Gg4-uh{*F1RdWFYa&`ippDNo`2*M zoplGwJ|blQ{T0DQe3r74>F+1-rYK@u(hyR+vEhV6F5<{Yf|3o{-uyC~8U1o57PeMp z@KFCDj7)ZR(Nbi8;oX;23H8@{?0}I5bnwAve&y)WeC9_D2HGXLh#Z2L2HiX|3Co_? z-m%m2NWl-U=3;i1%6yIpP*+x8rI5P;DgSuF%d*_Fcb%v>SF*PTP54ZkQfL-}yq3=_ zN%hl3kHSMs4|Pv#{#nJGd4iXyF{*9ea<70txr=fmhm$PZiCQm0_^|{DWan4-KQLDZ zRW}8n(kAzRL$|^p>dKMyELpVLc2VkeCfK_ zfeCM6P22I?21ec+mabwq)}eehtCdIsvG_unLO2z_YW!q$RkBRWuBm_ce_FGNOo{K8+`~3lq&x<$>owp61~! zW^^YqK58$4oJJngxj75$-lo$_ewZ>+^!A9^DO(e2+&i|~S;nWq2(j|uFN{g>BgzE<+E}j`iru+aQ+aGb&J!;y$_zefCY6L(0P;&t-wyC1OW>~WjW4}n{x^wz~ zL9&Ag@FDd&SKhv8$Z9O<9rA9=X8}`f+oX;O3XgBYaAg{9x{s?&!PwC&aXS_CZ)eow_%c8^@tNcenONaVEFnum!)rY!BR_*JbM?LR=WW?!W7u} zGsj%cmPWU6ybQ~9wWp$QD_7F+V=u#}p-iSKsgURQ1{`|*U?DUmKivX<;j&h`K8^-6 z%eS}lL{ZWGZFsm{U)aC$D6ZL0QMQUV)1li_u6N90qP`rV@%8mQT8ZM0zi>(=5FA2N z=g6Ko=ZEgnBm0e}gz^@(?o}iZs99pAe0MOJ^h&{_Xk&W;3a<0)+Ls{@9>OLjvQv>ceyz? zeG2nB+i5B<*EnF0q|fkoF~7w%y7!PV;$+PgI~ls&f8WGCxO23p@e;ogAv|(0pLgjY zojBU!JhZ-s-Xo9|{gufGrpQn{NUd32@^|G3Jz`b;M^l|~`FQSpuWfMYO~Fz>4<@0u zY(}(Ok5&RcX5)j~Rq*D;m;QMo^~lIwycdK%Q!rw_yBppRa$9Pkm$2)&;ERm70k_h{yOZ^uH|4@*9z4cs6^w7 z4BB2)M3w2e_&$f{wzKUUDs5=bn=oWo^@~-AivIwlV;GI}umFq>U8?_S0jC$zGr4|e ze6hRQwlI1J{uyF?r=k5Kc>B3EOB?Jsw<9>OP77G)G{eGFPrz&MOI%i!eJ!D-VUc60 z4H8ik^}SxX*2pheM4MRTIC8FTSX{DbK}Ccl2k-T-@FJlK9lTtJi5uH$Vi$GAP{~(t z#dRVhJ&?UL%Uz6^j)_||^B1W_W-9mZtK9XqHp!TqOC0LD2?sBcP;YOQ<5bn6vo9|zq;jQOEap6*so`|XTPrWGa1?#5PJRV6*iu>?5`W~A%5f*Hvx7ldi@|n zDmca>yvKq}Rg1xiNia@+r(ERMpZ2_*3KN^Xx=hDpt?Y~N+b(B)Httca%=Wb;G$zz2K06)F{^QUs^W~QLI$4eo=mI4`xrsyJ~Aj;yw3JG z9Fj{2*q=CtC$f6!OB?0r#I&5|(rEv5+enM;jzD87L9G%X=~E`y%Q^jSnbze%Ak)kG z)g`k|G10ehvR&Enj6CbekEX7npG)JSDbUvUIjI6^E%`G+?OO)Ugmp@Q$O-XobRG{V z+_Kwc7C}MKb!l*r25mg^OAjyA&v2U=8)ZK-u>)<6XA333x34$#ZzvtECQa06k(1!U zm@hnB*%J_V#b1b9g*~rpBj4())qdjm{6LNgpz)@mM5(IFltCxpbdZpPC92Q z(RZZL@!f3pT$BZ9relco9sItf#rloy@a|HQiwRY=&qHtXhs6`#<5;}%eVIJ|6}}jD z2c67H4fiKw=zYmfng86Ow6ysS5tM_#DCOU6f?1PniOn)UM=@K>A%d3zZ|axF9P;<^ zDS>}~wbTJ~P(Lk|tUwLa0pg^FA)hIDve^CdnpzQ&XP^5gmKcjZKLNMJrTVJV;)Nt? z_iF3NtC72ZX7ri%)lZ;Ub56+Z$kWchbw;W##x?w+eewF-+&@x8ey|*V?8tc?CN$GX zNZlUh&*j*&Z=P9306JA*#7w51g?|z@aa8>A43ixxm$V#fYjoWiGa?gXS&$Z;&zn-M z2_O1O{&ub$mNRni^(?iNTXgMw*Cs<(3*Ar)(oKwtsJS*yB)n#u`Dq1(zF**eM_tnc z(#@_hNN*}|mk(^7EvxT2HX5%<$)10Hixl5Ucc_&nis@JCYnopG@B^6eZ^mERWyXI6 zMW|i?29EdBpRj4aiDs1iab5t52a$L6s{!}SAG_|qIwqQnwzpys{*}|J;7qsM6A;ylXZovYD_%#x+6yR; zl?Zq^)f=t?Mi(mrwrC7U0M{7B+AJ-x^AYU$l#J97A~q-13m*!*fW%suAxccskE3hu zVw)k2M!?omJQ5Y`I~Yl2J#|3O&ur4HTmV&xWpOZuqQa*Asa3vg4w`qRQ zbzO_nG`y$Y=EXYcPeJsPCKa}J8lU(B$%neh))@esMhISI#(zk5a9+AcSH2i;W7O8^ z;awDnyZ$st0oa!YKUvbF(;a?S%J1OtRz250dcASO8`F|%juB$vRw@!{z97l4;|T~s z$_iai2*BltsD?innfJ>MKVU924ZevYVqgq)?$D2`ux;m(D!ZMkn^d9up1V!9a7(F% zpzLy%SL@uO^o$}W_>c(=oZTO*Yp+Kspo zKLr9b-+hw9Gz{iGO8Fij4*6V9xiisQ5sK_lW*yf;d>sF9XKDO zjg#Y_8nR9UJz1$`N~QMf-_vNtw@0WlWH)&&HDxPf++wlP=Vh z{VC=B46$`Jedp9OB{dEAE;W9|3fduN11HdKUW1H{IdaevInbl}f>O)k1Q~^NRTPz! z3LHF6zH4>5=rESGLB=vaJ;3X(|B;`NlY3_Df$V)+kV~gBJ8UI|tYh`^_X-2sPCGFG%0PR(#$4*rUR_k# z`lchfyK&qD8*nP6i8pe&fUx9YEi|kR-*z>^%S<$>nHXa`6_eK~uD-61x-2>TeWIo| zx;X=wVAU>=*yyQ&h4yadm&1-Q6C1LLvj>6URIJI9%5!7MQ!In5aQbM$edvm&ofqg( zVf>n12jy&|cpmx&%gLs_A>u%s6oY17tq}UWOrIp`cB{QEbyEj=z`zb9n;zJ|=8F|#T? znkqPwkamDecOEz<0u(M@v%YlHoHDBU*H6v4DW}Ovw8<{rPD9k7*5&iq9t|&a`E&=6 zUH7LVV;~?Nv$Qc&HF}Y$xx0_ArK!$`m|6CEEqnmzpdpEL)Y(3J3oXu3Ta`&aVJ(5!6PyN{%U(Er@R#&H`mD9IAGN@w+ItBy*ul+$Y=q@lUt5 zOum9l9==NtTSl)72S;0QEXXrk%Yqcj6xP z*ITPdBz7XdhZNIRD}ufVg`ilHCZ*@4Jc*dFd~-bl-MxONGV_K*EEa{Dkjqe-gwwgk z{q`Y7TzKSZfB7RL!`M!MOs~Vw_L^cahq+%Jts&~>=_>kA-hcm0?F?QQP+PefA%%!< z5iE-XZl4Ap!y*6X znAu>cy={Y{96?JL{AUr-dbfpM(}JXn2>Jj*X}P(0gh^U(Xx)wWE=&uO>`Di+q8)Y_ ztmOFVr|c0Y9zo^YFwI|+-{*spQ)x-dSRbDQh;*`3 zi$~OFc~c5-jCVNqII*{(R4FconY5wK?ge_v^=ifjse=}8XFh9=(VN9qF-Jd^tF~`X zaUw;5n4jHg_($!kZ@V?apW!eopVKWn8-NId5o*afb&`@MuskB?cA*xmK=8)u?d%tW zWphjvn4dc(+(JtJvit?!cMZBub%ij` zrI>{mU$>uFa}a%;r$zmOOVgB%nLiPF7*zZF5>aC1KFGh^A2lyK?Dq=YZq~MC z1ajan+6!3tSKno$5&_dw?&p7NZ&YPcH6sMosmTW@=|?(v9TjuohVy^!2r1!CA@G*0 z$os^9RUG^isce;h&9>p^d6lV#Eda9UiUypBGuK8nPhBB8XfZ)w&=o0{G#rf@9n8@J z_{5JsQsx(RrqJjRZCY`fLod1d-7Sc6=d8IJ@B z%8OI;pCqV(rG>n9*I?)bOS@8cE}-^%UfMdbyKv|!rHNUi;T)LbrHjW_Ts?OAp0`o| zT3C{j=1)wEK_*sS5UxF8_Kh$w7Wtt+_TgrX2;L(+9ZJaYyB|z#TOWc;N?GdVpZf1N zuXNk_M5_2i%WU-; zp$W0L<$?~i3;S`HzQm|W>nJW)J#!V1hU6xP>iTMc*GAfC*EDSE!L}4UW!Hh19#R{8 z@2rf3DLXYV6&gFOrftRJau7sKO=CfN4VJ|R8+r#X1WZ8)I;0C4`gZTl;uaaa1ek)6 zd0l|#W*0m3Ys;UdzPt?G`MUk1yXEjN*a!UJ&B!#2DmJHOAR>Ayg)z>`#8|(F_l}Ga3*i=(hDChr3uJ{g)wRyHot|x0BwU)zuKuu&Em_jsEy$zxu;+4pkLYDm2 z2d+}FrNM^Jh~W-$pTDXY4jR1*w||1yF+=kvksmE$)8lz!5mKlpY@{muo5e{nUiK1< zIyajy6WN|Z5cDNcqpLX7l@NRaWyBIJs+=)|hbGWrSlVLSGS(zcMwr@SI@gn(EZZ^* zU`}V22VBROVcyaG+ADPmb#eatqcZ8l?h}85wbj85x-IA);IBQ%J8ZxbdRsr~5Wnr@imBAS~GV zQ5z8on}b(mihXmS#1{_GM#kWEPWKH?cdTsSS{WJMUsSVm;n>6u`^NT2%0>{Qyu2X# zd(?wJays>^7^*h~{{Zr&K$>t7gTf;sV!meFf+7WGht?+tLGz9FEg=5^wdN)Vk@AnN zED+ruzG~4HKQtX26g%bRb8~ZJDW7X%;~D>ius?z**>ceZ(avI??t`*Jf6Orp&kYj3 z{MW+&l%PL^=+H z$XspX4LHp5O4r)RNDqMc7~6y(rYQhp23XzRJnK#ARpo5z;p$gkeOV=*{bnWVpx-lM zJhpN~c5`wKe-F)TZGxY@G~MXR_~O;pg_cr+-suSrZwhT2B2q~2;A64o*5c~`Hy;Ed z0hqs?LK-33LAld2GTOXWL4++qW+x`2&wk&ZZ!7i+<gzxztEVgiVZ@J018^I)!umWV!wQTkqa0DKjfAm{?=M!1{=fzm{>0GS{n zJ$UoF1>UfZQ!WQCy#B0-4Gkv?I$>%i+ISR-75KsedD>+15$O$~Sk1h#%lHC=TAkzP@%J2pl@sJR1T zg9m^}OJH9d|KNmOZ9U(CSEG)+8 zLC|=7&2pd~9mucWg#g3u-*c>upRK%lLgau__*WJlU{_ICXhtD`h-`Sg50=^4ndR=+ zJNF^-An2_*AYH;We~jUpK}ykUP3+k7&;_Dx+I z-iBs>3f-EPr2qJW6guVpf^G;L4A{H_x&$gazm0q*UOYO_@UDU~Y<|@@eAs{5N`8%f z8UbnvwFI@=zrcBfY}$A;(m#D!6hRh*07PQLhZaX*A1mE{MXlbvUvzs1@|!?NA-tDY z><_Eq2c=g-RW?^o!0!3;iTUl{0bpOC!If}6_AG*fci&tr(_)F>zlVBFh@E8PKvAPV zCWaUIh@m$Pa%t~uXl|?u3df}iX}*bvbAl;N`mpDGdzkxNJIT$Gr;*R%sqxr7KMQLs z7TyV*3peBBf z^kYA3AlYyq?HW#4;+U`(JcY^~Q{T%s9y?3_-Nb=0wwhz?N;tW`ww!aJ3`Cy@C=PuP ziZiCWU)nN>^Ur+Iu2r{mzv`nHSsEgN=n=!uDtW{dkWCyicw}JE!PmLBIbb547AaEF zHx)MKH<>D{*Nk(qI;(xa(Y>}&mOyK~?1m%pw_~Y(4Gi{o zJA?QN-wlT^gPkg@rk4d?0QfPAdzE5{j<3HVUe1bCAOZ`2SZT9ReDlZZ)zixNnOzLh zx<|9Wsde))db&qb#PZ?vp7_ugb712}`LnfNH( z$hc2NpE{zSYHixpFSj$r^#47Gv%vre`paK89(~V`%t>l6v%;J$xZMqYiQlAk#&OeP zcKaAD=t=V|9BE==6?$cG)%*1$jm$4Gd!u&5ssq1Fo~(+#s2sDXa>0gOr)cBiz2dN5iRzO`1wgl}^yk%oG&XZ=CD>^)_tR2zBw%OPwzg zFX)XX@;G@nRv4RJln{`<)ZI^LT7=B?9Py1d6gZnOAEYUZ{(}j16b~T#_=EUoFy_tK zHZ-ihd$S3me%X^oKsA)ute|Q{)r_zzBpKH|uGz|<>mX{svRvpm8DJOu$TS^$lk}0j zP4UuHInQKFWCeNaEM6MC;a^Oyy@@E>vxbo$AMe)^X}2|di(#!tQZ|u}59W{?A1e}> zB;r}mVhW>}Eej4eQO3%37<0-Tz(j7bartTnD}+AM1gG9{zT#-Kc^9DpbNX@`l;ju< z@4x&C$>)AMo{`OVK#^Ly&#V`mM;O&%sV`QakfPAQjYu^E7ouO9mJ{#Op^G6chGvgi z@(DY93Bv&gWtJA03ujs+$ao}+sh^=h`kOo@xCJQ{&i%q)7D5KA?H8(xcfNtV2blPB z^^dTIoiupb+(x8$dM($Az={*I01+QTp*zax@=NHX!-8U}a&jrv?32`WOP8L^oxXV5 z5A+E1^4r^mVbG}$ZE^ZZ^8jY+9spnb6%(Fr?jKez$!bO}7cs8N_)w$FOdDIaFiGdQ zaEDe^#k$?NVHc98qz=c{t`xwU_A#s@#3m(Cv4~~@Du8=oUFTE(a8o;e&0wBmP?)%S zp&qYztKz)W^7E$4ITC9dd@_>ykt>HOCq2me6ed!IlZn#(*UPX|mup zoeP$(2GcAL!^JI~Ze*X|kB7@S3G0#Q9n^@CXS(pL$gUL(c~?gJoQ>Bd*4Bl)N7CBo ztiCv46p-nMwSbvAejP$a`e;xr8J$uHcVnqxlDi~deVn2~N!8-Z6HsGkER2 z0UrNbQUK|oZ+AS7LA60ui!x*RRh)k`ey?P%gAa;Yy#ZN({QXHaGj|g8 zacO;S%pGZxfBybRU2^g~%vl+1>J6mKUq4ll9zLgPcvs0S`)nh};B-WXN1IfQ=8<2E zJ*8 zJsKB!2L1J0<7GQ_3We5#R}{O1)uQ-O2GZ+9{WQ<)#886-94Ar3|3NdJvbWVYw5TU zSEu);h`udVkKr} zS)~}O1x{zD98b($nH-@B@8|_;0nUiDqp0o!8}0M$RJE)FVnO@;4d3sCO)BnP;_{D^p%RL;iH={P6+N&cr%MPAdG|$C8Gqk$=cF!`vk*_S4+M z2@a6(sP=$uCj=dZY_P4may4b{yc-_?j-68~9R6}*3FVHe!O821Ho5pe8w$zdO9tCF zMThHX$by80uUqDcAE5rh492Qs)s{SCQcwH~X^w^+9HFLHWmoi-zKxplmK7$;GCIG< zPt=YB&mDUNGU_Vpj8@_yL1?`^vN>XOv55!zkh^{^DE(y;JvY7 z4jcWQ5KUB=CiHj7V(urz_%Vh$3NeaWy++Lst9NM7CH~OgwGdo#cZrah86S|RX4U|X zj9!#dM&MITB*dKpyuzrU941$f)Cf5R&M%obRT-3mtg7X&B9xyG*`Oytx1CuQGOCQL z(=0cQ6&ml}26tN{p#8*)Vvb!`h4(sfYoA=Y);*TDw8S?n#~V?y#VK*0R^b=_XekIJ zpH6}}n1`Q43-kY=1G}q#bASCdaz-l%>VgyGWu*EPRbtX(&mo}U9&ksBI=^cw6qjcY z`BB)^j8R?^aW!#3Y(t6)(Sh}N=8AQ|;ov!p@7eyaWj=p`FVZddCY(1nYz@af5}!Gx z$8?K&>{yehj4kOj_fLzwi*n{9UX=^<&&{);X=W#T*G;CTa%rP9;;0{(ld4=ce~m9{ zBg{Zg$rcmhAJ+EBdq0v9H>)MoN;Fe%LMJ*dY)W71BdCl9jo9>BOvT@Y40{>tf9aPr5 z^IPQ2>%5`hX|OU~-Hmsj*Ox1MQIsCR95p1tTDq)>P;zYiI!e>x1Uyh!aHPUL*x;s( zkkhSV(DbdtC{Mkd8~SskRa2;%JhP8it-jvV`=2bq<;fhmf9j#2pUnC_hpl^6WjdLd zL~mD{N^pp?v~eq5xKF4_$B&;2`qaw@|Yk<(kmZyE7yvptOtQ6PV*&y8iM zL;(OS2T?S2F;d{;vA~;)CS#E$p*C-3MYjx!`cDZjFl`I(iMRrz8&6q_-v%^@D59DCSDaa6IpP`_S&%yg7ak#zU@^b>#asbVu#( zMCgK!)tC=KPle%A{Ps4F*)51tg$opF-`71K&$IMkW7^C2C0|g&U*hty+~e3A2)|V5 zlv@CgA*VsO8=wIbi!_t-8h|Vwo`HW~{!@c`P{sT`3!X6lG|l+jAbOgEVkNH&Er;iV zQ!IF6qKt`dRDYxF+ZXz%i@D5w<;37`umcEg^u_^t<%VSL9y)kid?oLpP36Yv7ko&x_X~rAQVesd5y| zOOvt7JoW!FyDPgKA|xmH6LaQAYB&qAY6b1-%xka8n|Oe%l8rJP9vy zD)d1kHb&a&aW$Uykn*E<9-A_&zplFPh#w7zcu@3!?kvj?lAn0r1&MjZ=|X)rl_Yk^ z!j;iqp}5+c=sj#s5JI;{0X+$qhJjJIp%&4!D~L1bP`skgg(@KpMY7aLX*WLNc!{jx8$*CL#VdL8CWs}(K!Y(Y(*h_;wOj?;u?sGTGYD7=N87hVWU$H@> z)TU!na&O}Jx96~@*19XQM`JR!smvlFh*RuAaX(L>{tu^I8aS-)qvH3*sA`25B-F|l zXUN20@ge2)@dJ$-qb1Z;A215dh25FrKYEanemw8|5jC~~DUk^%IVI2g0`n%#08b6hSXg7qnd(a|X*qUrE)FFvGD-WB{O}${g41`m5^?u>p1EHqAkWQUa zx^IL7RN>wr4Glga{)s+n9O zzXwEI%Wy&heRKlZlSH0Q`Vi0Wsnq^C&FN*TN+G&`wbeG^%OMw$XfLU{>kgZ7Kjx;o z=f5|>nH(;(VIey_HnYE{uUg)Ku~;ES3lF(sead5E&k)B2TzN0~qnQ(2f+O~t-zEW< zb!Uurb{#`aakj%;cu+qmsWheHCx!Ziz7lNcX{IZ1pKu4s>binen0W6i~o>^Z>mO3XCi&0S&MCShmM?kp0MTQ^SIckA6Do|g?LAijm zl#s0&FHSk=_}Z)*v-#P9c@S0`w^Pa3<-P@O)sgHszUJM{D);?3^-ao$lBoH1Au!=& za%2b}ykvEvWD9Pb)pDM(>-6}HP{r-;y+-bGow9zD><(w)Z|2-j$ItaLxx8eov({k(lO z;1iM^mLaXHPZ6ha=CRZRLWDTwvulX6^;0y)n<7Y2eW$gVO#r7_`(#U~(;h=M;Sq~r zmM!#w(0X@KT6ir!*kUr|&9+sQ@g(E!&4Vgv*q#xMYFur%PrPGn+0Ofw7>6qnD<47U zZb7V}YS8|;$*{Rb%ALbVDg*klX_=+?1=)=$dJg`5D`srx5^jtAOC3vD1*K~MwX3xy}+CBvCEDY<(-jtZzk&*75}h&>q>=L?ZiHVctYn>wi0 z?v+7(>wEpzUDFq*GiW+4D9422clW$;F)QXo(5gk?>wrWNH&lcZhVpoN44R#Glk&pR zcB`F99=*8|_unvThd4ZP3AmxC1L|^RCfekCo|dDD%}OD9J78W>_|C&21>O)c)G5C^ zZBRJmOUh+>%$ofDtcZHZzxs&ppleL_#d~(>#L#uURqFCiTpSKe77k{ze7|n83tR^F z;17cuyFUtp;rT&So)Tj&tbIOeOdm2_;lw{@%J!aqF*do(Ln|IZjMS@{h(s}-=^m5F zF6i^b>xDcuA;L$<^Et4-mNyB-M)SA%QF}Nl{8A9P?>`vmg?w^65%2}_7x9T z9)M`+897G^OTvOSH2hjt#(N5#p9Oy}=8ygk*amK$X^P9v`=z$GYa{zlmx#GUj$jX| zkBE#M!CTJ8 z_e&KZu0QYzQQCcu^S8?2+tfFzEETp9Q$8=U)>vY;8)CIF-f|mL)U#EJRyWzN&`g3q z@|1p`XA-(-ZUpz?dKuKVL3Ik!>|EsZHW>ujWj%p&ICi7x9p+6*@}bZxQkGJoTbD)Z z*D0#>%3Mp&jo(fY_Xw%;o(V5WUSJ<8{)UHE)9zhouH&zy>9E?;T7U}fVz+3M6mPML zTV-5oPzR$iRD+ymAPRHv^nas=|E#OnDuFpA26|ib0IvfdqY4RZ^68tqzhvv2(T8hZ zayxr}*V*PUj>DD=Fv{@ijR^tQ$o7k((oSd^jtG?!M%GwB;go^bCr%4JT)P*1D zdI1|1oG<2~m0|YBnr+f2^+@fo@rb>EZBv;ZGlE)2U<-Yoq=BN6|Z8~M|# zMp5RoCr$OGC3@sfOy@b?Epr>PqPChf%+FTP&cpCUnVqhVhzxDQ32<`YQe1Jnq*Z<@ zQxRYX<&rT(aRD0 zfx=!lhD|1GZp6oD!hL(qPzi0+Tif8*=+)*WfcUhsDr81?Pq9@8d#2d2CaT846aE;| z+W;Cw3^u)OAe#>5PZTu-4@1Js&AhdQ#99A{o&c56d{z?RuSV`GY`bIjd z*hR-5f3a>;Tkv3FaxWTXWC-`Oh`kR`=FSqR`IEYGq#Iz7$zum%S-;ivQftm z<~~$RS}QQVfq!$kx;J`{LnKmmEox433CnNX(Lx$91kL?EMxbNo4g5hpW>LSKHuKKT zBc@G4-*nJq@dHsCA3YR2#eD7}jkBG_Dcy~UXlPc%XbRO&6$#-fMmsX;A!7HCa)(Dw zeE|2$FC1oyqm4wtg-%0?e1ESLLqGb47@^}wK`12!7-}lf+||)-@DvsA*A53QY7|u6Mu^pG`Ce)b zk~-TA1b=*5BeY4%y;xAy@>)NZbd^URHpKCszAYwN`ZnkcVhZ*Xjp%g(0eatPD;dgI z8J@&VvsUyH=N@?-%=u}EoOLnKR_4pJ^IaTKTAbZzcELb2UwsT^>m&9!$}^XLD+HTP zmw*<5hIAUtf$_nK*HNB=bdy(AA8m?Z>t5h@FR0;VrzMJW>WV-xG={TYZe4)zfv@bc~{2D^- z{)J~6FH5aAn!V|Ccn}Ym0CQkoeUuix2{t14$iX$}r;sQ!6uy$oD#Nf66vL_OW+kMe z^;(n8Ge**f+Cy?TWSWU_G zHf0tRIxaO?Rt|=NVTV`2%JlL)KUk3q{>M9ya8E&-=!Q=i;jurdj7IR<7S4XyA#H?fs10rlEjmdkQUI9i=~G>*(Ag| zFamN^DZj7IPmGH-Wa-a$s`(#OzDj1T>VYs_#S7hANg#Q{l|ydA(F) z^rgDlOyO?+u+D{EOA<7Z=VWA1Xf(pPc#n(8in8QuR22y%jOe@@i$9c_xzCWVCr3LA zJh>FZ5eiXlstHn*CWfp<@HbcA?nR2A-Nkjm$*q zEUsmIIJUd9PTY1fDjxNPHOhKvYH*@(5`V)GRd)iHnyuJ7{f zbmJ8<1YZrDzbC6`cTvdexbp1ignm;H8J{g)Q%g8r7QIliwcv0(#md)hrFY^>8;_#X5gC^zRdI70(G4i70~sdZ4~+XvMG;5AYSX;I&=B*M>k$Rchbh- z*hZ{vf$#;wAzp)%Q552E&gv5az7q1bVW*9?rc^A^St@aYBy=Lbyyx}Iod9Y zxpC)La@(htOlmCfO#bU1 zM;gtktRzncM@glZzLepMKw55&FbtR#=w~b@YK-Moy*%_?-=BdT=aV7G80KadwXVfv z02$4Bwyj*tn1*y>eJ#gv8oNj6l~T-P{|MvT!LN$CF$4TM$4+y)eldbH1sDYeu;MFC zYA!y2vF&PGD$m>1-p`r6_6Pp+h>AAQt~G9FdcKOtC)j~k>XJ+($N4wCnT#HK`e(^d zYUMh7Sr>tD1>~b@g8Bjcg9GrNg7Dx2?mGL2?}<=a($B@95p7TE2STaZ&2EX&CQ`ld zpqiou27#7(&6mGuvJjq2&BMpnYYCgvQZhz&%gLWU(I$V<(F-LCzls-+lQwDX!4x01 zOK=4&g@WnJI_ZKvY1Fs}_@t;FJbjt*{*nXk_Y}09vBqp?9HQg$RgDF0VQeb*l-$eJ zEs38I6ST3H4%gsQ1+%QGX{7Hv7@4c0ZlG10&GxSh>SH}+Zi>WO{IX)rnwx51&MJO( zyZsh4C%xoJN^voR!zWc{<>q*sJ?6>Z=R{E~cUP59F&$h3ymv(+*yqY!5EYj=Tta4I zeu$eVWj!e=v}Sr0200DE?j!d-Zq<~5FNydHW9a66U%UzR!DX~pTgwe-lF=upoQZ^& zVUw)x=1H1x^S5m-b|3p<`)zY~l|sP4pNnjlO*>s`D`|jJrRN6lx`g~3(&{YdZw`I5 zu3sh9BWytkSJW8^TKmt#uvN9O1A7_RCrDZXH}A%9(uaYs^oSlvu@QTwQSxOZz2&b+ zU3^?x&|x;8G{9{U^7Q;4?&!&87d#QB7+#l2{Au&0tkKRrccX0c!li3dp0bJ=41@10 zXA$KFiM%&?E^E#a%eJVrPo=q#DijG~CBXBumDIdy!9s2)5$!^n>lrlUgDkjMF}=&4g2h63<53?@ z^ReCVL201hgDb6GdLB%>%l+13f6S{Ji6Jb+yHvH4>ZrgVo9BY=IJZ8K1(tprOb5xC zm0Q3u#XZ%4AJDR0?dmB`V;VI>zGdT6V(94XagXY4i2KyNZEgIZ9cz~GN>H0WN`^xR zUm4jD420TLBgq937B%MZ52 zzfhk=mK<7tr%g6Z$gykeK8FU!mnGTIx|`EYqB)-2Fqk4sb&gjTcX!?Dlnm4T6B)#% z)`%3n>?7ANKL`uTJJmu)(VWs$Ro3E38rWwS#&kdP*8#xK24$FKfrz2`4o;nxp;vb$k_AKT9pIBnri#K)hYqvM1$<~?P0Q`xp24>yhdji}8?36E|?Z{pd;{}398tG~VOMU#Q zfra=sJF@j)bSA&2W(XZ>nw!~=Cho4jd1)00+ILq`dR&^k!S(waz4ZRnu<8%Ga8{p+ zprxV(;mwAg3?e5?!|xiXsWU9Pdutls7x|&%?CGb`ICl_avD^l)f(UJ*u@8tzwMpJi zChgINUG;ACN8!3nfpB=)LV7o^m2X z;oXSXxT-t#Ex&}6$lrky-s+e*06T`(H&o7%9rq^{&A?W62B{=G8yF*H?=noe`OO4T z^0ERt^iZg_B8?>q)u4~^7~GJV^j(gWXx>NIXbqykjfs+NtZ>gPIIp4Q2*o+!tQu6F z^1FN0ud;cY6NI*`s&jFtTfKGm8M0-md4bxc)z8=U#{hvuWRW9B2E~&!NHuL>P3|e( z+dJIe&iZAU;wyo2E9$Rfm0kIfITfQ^X$U`fxQx%Z@XAEGc7Qw)86LW;OgcinuYSs( zoeh+nKU3hmO0d?K-_sFlMkx)b*lwkzBDu;-xtB8HDvl)kJ%Vu9T1+=X;b+ISfo;@= z!r6~TwocGGdZ{cMf7=OU%Gi-eakpS1j6QynMkJyxx@NJ-Hb^|vOP)7Yn$vhTulUXP z*le6|i(nXnmUB9*)!!Wn*L!8O;D-yxyvU@`>wdb{tfVQ&fMBIy!lxZd==XYI6hW@p zdIzEI3Ta(0z0XXqE$?9sLXX&Yqu_>0h?JHlOzN`TyqOoi#X^#}KGx9y5$9}qNxqqq3na*LGg0FmQUsx^lG`c|qpOfK&)zq)2 zq4X`a>!wVKp&dgpC^C74m%i%RYjKDzsAsK(PoZ}PpFzlyC>5b}y}VuO+as!8GA9g%1LkJW0R6F@o?w=rK`rgYg7! zddX+(6;(j=hLoCP%YBzC7?S$_Ya{D!#QzlJ&5H~?_*GD%zdstc%||^GKfL0l6Ek$u z4@amtRCdL@z%`!ekRh>VdSu7!>54n*(o**Zx4}te(iBeuo=vDc`rFe~+PzI_uC`cs z*OkzCP1FpG$0l0!!bPX(aHPkUWdXi(Q?n~Qx~RS9JpAtM_p3|>k60ywNP>-$@wf{= zC*z7nL6>+QPxlu7?swk|bGmzIv%A1Ti#AgKYYnQyIRDZyT-rO{+ z?9I{#(N|08Dn9VlUNDa`(BOP$6k70KLWI9R1!sG$m4Np`GP65A(?+6XIm!nn0b)@g z))_v>s%n4M2(QWp{65G1_OYp_!AyIfX+l zXgMz8;3qK>V@R>T@bZ4vNFO$H3=)E*0ucSRGA~3T_$()jC5~ zHB+V^l+)9}U?tbVjHB+>O3&C~Q*P3!BG*qCoKym0MAsvWW(0lSpJUOmR^yx~uPLnPSvN4j47Z0TBwx%^+?4eEeVXJA-X<`X93T+5n1<_bG(9FDl9@YDjm$BpMTjlaqMA0evxEmqxh-hb-h(w}4drX$K zr(SlXpcWd~F^0{2%i2X#O(OMbN*1`@C!VLK*rp;iqcQ5V-dA6)yL zi5)JGTZ*^7dd+;EZSsSWd>YoW?%4$24lkSb1gug9KV9y&(P0dVYIu~^*42UZh~(~M zRBD04q-rA@k#3vnkMZ%$boI7qbm|lQfSNf=&08hf>UlnwP2KH6RD|z@&}SePpqI z4SdUNbf^(QXS69~XlO6pI`JeFt(^7T%k-;`&BLboZ6hj5*~iN{Zvta|Y^=u3>V*2u z5CQzrz=3x5T9pX1C5kwFbdV(ip|Az8f~X{lZJBK!b$%0QD`?{*2acI%hpL#v!Hk3v zQFeT7h~l`3pLSj*Z_D_VoHoEpTtaSrwe`1lk3kP#7zcb<7vQkd!=)i(G};hQvWV-h zfpC%W?ws7tF4RvG-NBCnqRV zC9bfGE_mbY++6GzLuk+T`?smXWxd^PkRTq<7ZOoK4T- zQaUvjA^l}Fe29_pd9J*Ub_&fr7obos8)9_DDwO$7yj)Iwt_=M_cYNmhD4}(TPuM($ z4qCj@m()b5TBnweagq5Dg|^mBR;EgJ<8w{p_SoU}$J%KX@Tq*{Gv*ZTc+F-yK5dNS zd9GJr9Icg-dXcvfF*kSjQC;glBcG1(Lc;-cL?PH?s$`fBy#6OKK4AA(PE~+FmozXiL?}GSk3gU1~8!jlb_)>(R1V z*o3EC^BQSD-J&%^6m>Nygy5iA84}rhx0`@@gZ?Qf#@CjQjSFA2naE{2>FgWFW8)!b zdPZ6Yfu^scmvO?ryp>@SNQ#&6k98$F42rgf`>s!?fZDsdMGEJjGC2h|i0WPl1k;eV zCqhfEWSepH5)EFU;Q> z-b$R7jF>{$tvaLdJR67-M0+U1WkXPl9pnS6O&s|cc3wwr*<2ONpV?Jb=k2^J!ozuv zI8{AjNcn`9pxsDK?B+|UQ%y6TgPj_yT0J}qm8+*r`Cv(W_}iwNODW~WBgY&_n~=45 z>tcP|;5$~yoN1OqD3=Ig#OFtM-M1Uz(L_42u+N8Il=yRAgUGOGI$6<}vfCu#;+D?b zq+~gE8(W7Z(+c+Z(Nc^cA$R zIY>Y-eXOR>%#qorZ`JW}n@YBcMNM#I5pjEi0{TK}AG@(&*9wD)wHOBHpc*>oiVJH+ zk-W14-Fzdx=nFc4*y4OMJ@nCe5^V(K9c9k!7tgE9-YBG?dc6ZK1a}SL_g!FHTwreu zTyd19*cbsXLYqQPV7hJ17mMPe#@#v}^i^KW-S*W!JeMyV$RnJ);PgKOHu_N6&R5$N z$>#K-0uXE@7gpZgiAavB2(%OLtdwkfjFd~jP#rMvG>(8abck$( zUarro7BPY`N*HQchv0AnwshCdV z>sSzKzZ2t5S`bdUB{73JR6Z@v^O=6qG^rHJ3w76FR_cwxPki%9gEz;$3UT#mMcoNA zgbM-lakDNL-(9#3Pq6?USHk z7MA_JZ$J>eX%Z_JsG#X zQIku%6(0;woEyS1T-82w*QO^THjBT_ANqH6iGCgH61y372PVZ^ngW zX5qK#p(&IF4X(Ys5)<}J1bWA*sxW^w1+ewigSfwi|Ly^U;s8m+#3ttkqo$^-K;yw0<@`#bDJ^Z3nS`EB&_WV;?Vpg8tyDRusB1m)D~yTa z){V5va}?&Bxso3C?@+f-r}_jCijm^97IimOHkrmuqp?~&s8j>4v6SpkjDetyNu)o* zoSUF?JkKivb_u0ou`D$UMqwQ5VC1ynR|B3W37qp|q80Zn+Bis#s@t~ zRGz=xfF%gy_3N_eeCp22tv;77L3ghyZ|&f#1U1Sqdfq4e=^gl8!xFlt-{5yp-?yub zWfCT;?lrSKwMwjBYel&uhb{h50(%Ai!t0^MHQ1t{4W9j?F$I&;FF&yLZG{D-Ex*rY zK<2*DbiVL|Iz_<_77}1**logeXcEI<6oDs(m}@t5uOh}s7X`(AX3pWsRNh3hOWk#0 zV4@+et>#tO%PQwXEt;6tY^W4lNcfzE$Z4YO$apLMq&$60^_nm@e0 zM6{!WmnM)s#biGr4Ff?kRCRK$C7?{+Byk3kcKL}qRWfLFMVtD?!fxOo*X!j|LVDD!Dm zUipfZaR?kq&Ua_|q?R_N@b@=*k<{G~J_F+#-X5B^+#iD7Acwzfm2LN!ZU7JJ| zI|8p#e*M8xtcKdR+Z!8la^Mf|8$>-0H=u|=muOa8U(K%Am)JY-1w^*X6j8`Mc1&-% zWD&r12j?k0n^YmBsLNg3UUVym+Z%zhn3+nZVDlw+W^|U*u!;hcsw2^~W zN3dV?_P6IXRl=$Ie`Nb+8M>q~;+51M^!R%~*Y@QNODjN};Ll#km+m-DMtQSrabIkY zHPlkpxg7?}&U9cUPF%!qjklefZ;;x^ug9%9kFsam8|`#Z^3>jpRGQoJ*h?0*b+Pix zGd1Zpi9iHyB!!@y>R2Dfm7p#@=!QY`qZJqb_-zMudAIY#0x(z_4=4}d znog?DLN)sf(<(k*39QJ51*z8J!8Kl@cw@}86N8o0?Z8jmJ%lJMNxt(K_bZgQ`!`N* z;b?<2Z{Yl!zZh;8=Y-FU?j*{9c6J<^~_1*hPrb zz3#CwmrM*A@zv^5{Sor_cBbE`8mRgS$C{Ad8nQklFj(paH3EKhO_merY(dG84ns4c z0d!u&l=Eqbh5kICR$*@Uljx~15SjTD{Tx0n>0b&vU*MhbJTV(}11k2B%J~qwJHv`A zOq@*sG7MNCDbrkKr=sU%+-Si$GYKq}No%c-z!-M?yBVLmL&S0e&j=mvZWcrkHfH7K zHLBTw4*LX;sr=?{=-r4Fq~~#uJjRY7<`6mZH-xwla= zCIIwv>tQ*=_&X%{ZoVM-=^&oL3pIB(Pu5|L{DvfR><7V+F zDT)4gEhEk|Y~_tXs1&x8kXIPjQaZ0>c;w<~p^k$=qj+ZOoG-k#m$nabH!ikSu+kK= z8|}?Y+GW}{848n2mVj!ZX`U=tZH4%&DEiQ583+V6Lv?Gx?do447@$+z{6IRzV|sz2E52 zcEDGF!>MRv>zEvmr6ypJmVD>sWh$~EE>w*Rn=R|D6ejV+2iBlYn4T-tEI`;{Mmhs` zyyIGiOJK?o3<~~*4#~O1T5AofR{n{bX>Y8945Y7Nt}Fezo;Q%8M5sDuEvSvAocN-7 zU?y}$%pX1IER#&e-J2|aO$q)eY%k|zx!(z=(_>oIZk}%$PeaAIUASVSK}xH7TicKg zFD^<~jnVmwc)zUNoxU*qPy3n?y~2J+ZLO2n!q-TN#R%oMe)I8H?!ys@=}Vuv7u_LC z7#wjCW!q{iiRbR}|$rWxP% zLmo#sIfF=X%3`a z^*b}~5J=sJ>}&Zn2iQliv@LVOq`ls!=}bh_;!GbxB;x2knP- zO3Se<3V!xpU-~5@KgkDW%qWYv8iZ*m@LafOmm|N#wvR!a8_8 zOFh}}>`|PDWIIK43z>>}$MyDJfb@fMNC*{&(# zKJvM^qVrCIl38JZ2A&;Oqe|-8On>ST&yMBYE#0QL>CXT@ee!{<)6ykR? z`#f+14>WxGUk@q~7pc!>uuq6JmQU+Kquv6$pK-zCVHmu^l_W>o6e1^7r@ue z{l)n;_*aCK$bz<=M;n)E?R#W8ACW#hX-fA%$48YtPjsKVI z3GBF|y$?}w*QhQxoEJ^eB+oNxcG(4MUttdV0`*)rrK0YI9>SS?BV3&E!WdR&D2{T| zZ)z+i%;eTRU2y@S*p<;qI(;Kr49$H$ws$q$TZgOlJh9E+)X|IaxE?=31-~x6wPXsQ z%!)>CXb?aK_oNldsgh(2^X4-6#sbL7n2_U&pKGc%2Eq>MM{==9Nw!QFoG_&Jkl6RL zLvEva(I7%6;R&P2`X2@E);ZQzPBl({(USJ8FZMkuFE+Go4bR;G;ec%U)};O#iq{+B6J}Sty+^>qed+r*jfy1>Fd|m)=(Y4 z=yHNy6tMvP`VM~;(5AM`bB1qtvKUS||4#tuI~T;c_w8>6I%Bc_o$c5=dOB?Gq4+LvuTFtVlz=t z*S(<{A#sVYbrC5IEiF$-+?8#BC?gtPcnnk2XVCseR^jza-O=??mi@1LEbk3}H;6>Y z@}=H@&LY_$`n+#<1+|bHD_e$RasaP^v*mytuMu9zW^R_S^F~G-X_JTc7y37PJ3ITl z*hQkfwRs^P@epR12#J9V6>!VKvJ#ehyeNU0-Nlk7XkQ@o9e7M7%zQi=UnF!Tr&UdN z%G3XfJfW3s=CS^~GU!EG?Hqid%eXd&iG?9O5whTGnXiRzQ9qs7|AA2Y`kyypGQ!s= zZz%DU9w0^(yPIZu;KrQQC@7>0jG;~4v_xB;V~7$Z4-}q#>;TY+=Ma7Jks6yUUlh!9 z7=jIH8oJkcNM7KB5CUfq11IcfcRK?WJ+MkbkjF*Ng;rNAmtb(M5&&!s)Lrv4o&>=pczuI1C=H?DLCH3g#uiEU$HOV~Kz$*B8wSUY_vCBmz$VkZXCZ ztcb)X2=jzxB%W`bu9&AUg)`AZ4pMK22~GcJFjtLN8GahvGF7+2c!o&^#r05S^w0Wv@L=4oX!qiWV! zAF(jBx^?0}+nSbwBVwqEYrwft+4j*Qsj@D)tF$^k+VA&*@X6TR*qP_U#{7H8h81={ zgxMp1#&J18l7oUBJCztb-+8KtN+4^)`p#wR|Rp{^yRl zTBkt|4?Rs*ee(c}d;sm`Tj3c=k1xpW2b#TD5|!%lR+v0k8_0-XKYapLBSS+WlN9MhlyNr1>*s>T0_Sdo4-yr9zFtK2(LzWrj-J{GtCs2TyJFXa@rPi|6kUpcBF!MnQ+YJQykV@fsca zSRAdY5FDk;@K@p$^zBshOcpO3z6Pi$y7bUJlx1 zPP_%#GjlUEo+b?&Fi*9hu*R_pYAtifPle5F%dbnEj7w7h$634Y-3azdt?zGFadhF7 zLDqoL_9{+%=t@w2Y!tNz^e}=ofqI#*#%?@+g$I|kHXv>UdwPapc*!kD&!gHBF^>|p zV-p#@Ll)?crYbDn%8jcLQ4K(-T2@=yk_vC3R7~HLBnFDm;@4&gN~OU^I3?I=5VqJx zBSQg@dn9d?u_hO*pRYbiY^pJ1XHrnf*yCn^ZSd8^S7>BTIW5-fYD;A=aiwL@a~`^M z1zr^VJ1zflYXGJoVB;m>a+maWFM0Vczy{@el|UnlcY@ZL*yPNr5g*r{OFkev4;VZU z|6}%}?DA@hYb8vV6b6Ftt|Y{e{beYmYb}CJAD(ao%I&JJ?+mM&h&OHv>05Qw^XV;J zqa`74%MrO0^jMTbHgM8P7RqGm?(J2zh`;<2^;}SyXhShtKrlCBv7+?fv7i(vSiM{E ze=t+)XL6_SOC4mSg?6SVLQ)anr>FeZj()GZZ@Pwh)``~zOH3)MNS})y=LaI%zc`O%Zf$r6DxU3qokuJ65504ek6 zeKF>tYC|nws02Zf-^Vz-z#8aixVfM?EZY;^_K#=NRo+ZL=>CEx^aI6J*IkQ+enkW; zZbAw;>Rc%?Y@?eeL|4|y_%#GYm~K1_Ye6^KW#oFoVK>!f9#Ub2CYmJV9Bu%5$>V|+ zi#xG{xkEFI>5@L3en4bob1A=G;r|?{k7*c-7Cpt1D7tf>Bj{8b?Es>tdA;@3bSSX# zbnlgqRR6TSKzAJr($~#+O$mIqZtopSDfQg?zqdX?QYh#e@9L$z)(q*iF7)o5CwxP=z=c#_PE%F-gR(BBq2I)?YZQ2 zh+RK5?XISlQ6LX;+4w`UqFEj4*0n+LDafXm2y?>M7y5ZqQvkx><3+JRuq8fEj=GPg zh>1%=a^Yhcg+S<`rXek914GeP|Fc>z+Vu0u(ROB_!uce5CwS-m97D<@}OB`$%Q40lV6v^2ABpOTSS zMR8F?pdLJ$nq*3=5WnExlR`ObZh z+roTUszWa@2m3}*cKRw!Vfqvr+KP+GVr59`RrUl7nND`j`K~^QPaDBTiJ1*x`kQca z0~52DmHL~mnx4rx*ssg0)K+XV^Wj{gXl#BCl~}D33an7N@9wz8&yy3kt*j|k1U_ay zI{jb-z!EcPV*e~uANM;+;K|7c_tm4W?nP7szp(_$tB^RQX-EhgI@Y-m0(YE!Ioz`P}QpKx;)}Kgr_rJ_dxRb;j^B5bPKBhQP>n)(RQe?6$vB z;u4AWwvX+MHi{#G(cgG?lnko?NcCvt|1Q$1bu8hhC~#kB_@B0{ zcW+Yh_O{#IIT-=+x@!(#hYgCPDd3=Vq=6JUpCLX@iF2d2fZ*~vy&7P*{oW17j;hq;QNSQNw~vod;7~HeGXB(B!Eq% z?3Q54cAD{SC>zv&%(s4Y&f5Q-xt0*R~RX(A4>BXbQh&ACzk=@1XJ1eGSWW zaFC!61lU$b2|>C*WMzc}apjrhj$)yzQ%|lC>J~MKPoIuV`5G`s{M;Tp$3b8|$(>mZ zr{UdNsOioaJa?6X6IjP7kEIkr8lrA}} zQN4^|0yz??Jthr}Lj;Zf4Hje_%GE-=hGP8M1;PA3R#K%j0~mp+p8+V!<{>6tE5866 z5%5_plehL}acL?USry6+<7uGR5tV=cO@rmhBHeqj-rM>r*onPwG*KLhkL3}Lc)?sL z?b}(>fJ1@a1O=!pnMZ#js6yK-ITAt)bZ4tqXq!gZC4gjLx+^TKpgV%Gcxh32$B;rl zj5`ij>RQY6D#WE@{Y$wK?O%`;B~PqgHpn+C+UCSZJHtLZD1*4sMzE(t6hla~t7*-c0Ut%HS0^jJ1_3|;=ivTi0LZp1MQleFlk(pt2*PO>R^$`mr#SDpUdw!Bbo~3_ zALBRl%A83CEHAq{iuruzt)}{N(Ihg2_n~d1WnYc4mw1-Wge+>Z1Wl)h@sW)?3d*$I zIft+CUN^jUfse>8`h%W|kpW)B8EM7kS!b|@v7x2yZHA774?s1_K%?o|yKqJua%q{f zIfV@OcBm~&>AqamW1{MGpvE(&A)@4og5bT@pw!e%U;K>NFN9)Ylo(%NVix{|6UaWW zh>m~tF?;|VvA7LF+S&VkZMynl>cwZ&##y{GwO$*M;jFRGWLSVN!aQ9OtWxHMW{TWO z6H{~;KeogxQhIg2yfl2x3tVJA4jQwHdH!|mK4;bN87$BP_mD~`JWbwC?h4JuLEV^2I z>kOszSo8#Y0}+?gxY|Ts;{azY&dP?r4H*qG+IFh?^cu;t&W76cfq}8J@}Z%SYBe~ zUczbORC}gfUcv8N>V1DvWw}Huuz<=W4n4EVR2^(CtFu_pP`b@&eWua&f2}GYoxjOb zal9C_>ft-Kx`LE1gwFIj17njUIarAEa;-M?$L@5E909=WHr0uFr?%AL$!QQ*+^PUr zwvlIQze>cUav6*DOh zeFf|(fS>O8mJ+I^D+mj|MU`9}CyrmBkY-!6+J&lmV<>aUwq6U4#TzGKrt)+6VR;1k zaWX}hu8oMKonvrrLA0i0+qU(^w(S$!wr$(Cb7I@J?c~JCiJi>3bMMsLshNMX|8%e2 zRo%5#)voGZyVv^&vdt8xbDGgw>@5ch@6j20N62RSj4)0(_SQ2lYH?5J$Trx-#n~KU1ns@C zB*&2Z0&6_;2mq;$#V?52o)Z^f*v7OFS=Kp$>f&TQ=;h~c<0PVn5J^(Nbl;9TKH4vz zYf)XBFzP6qngWHNE+!oa_JTKDKkeK7@xh3|n#Qzf(f(;A>I&yKoht#R5GY}K-H6U2 z$loUn&<-a1>7UFZFX|jhLI_2lDW8zPb6J&2GGySfM2gG(5l6)BO zbJ8H3VpIO?M|=FN=q^^+*v!`fcCkzF%72F-uV4Nijxkx`e*&7gi7LA}6lEPc+SfSU^78I!VN9<_X zlhgEO{l!uQ*;CbrOxAn0Dggw#wpYfj6DYst9)%&8-4Dj%4%?NQRcH?r8=+KY*MrMC zK_#CsBOr?|t}t8VT6;@N_n=d7_#zvhTncaK>px~ZrTY& zenHz+C1=1pQ(Q;={)!jUd%JC@I`^th0Yl93`}sTEp5ECpb7(VO`PJ2tl;%s6radv< zTngG5GZ}XAh`Yq)>JR=Nz0@Z25z+nFi@)ygI; zx~J5x^3xMoH49+C4^E|kK|OV3TSO8HmF6tKlhkTsWC_Y%;y#n$haOxZnV;3%Zblhp zJk?rOjN}1)$9WC( zoMM#1yq=VQpR%Bj16m2@g=pJ%PTsCzgXl(F#uCsCT*ti7eMg=!KRs8OU2HgQR-#Ia z6_N8?Gjw&^2K&Q&J~}cMs#tS;zzN3BqBJaTH(#x|)TMm{Jz)mzTg8{#TL!PW7n!%y zl;s;t3V41{lc1?H8ygpRK)uxk6CN3zA+4n!qjb!Y!+cV^JnKB{3UAiNA$1hf>+ve zp*&R7kgVTzgpV0-S5PPR>eo&!6W#eExi6VxL=9xz*@ zK8jc3nNNw5ra!br5`1Qx=Piv@}cAd-@$}p&Fe4&tH=R?$>i!mt8+nS-_I+^#6 zB=>_ZX72&C+ThL&wMInJrt=H;?p9AK8}SGcolxZO)&xR7@%o&fV^!BBeGA9=yWc2W zD$X=pMRr33#FaVdmMCzW14j7Uy6TsNauTV;MD#6zM0zzu*3wr5>H(uh>j+wDNo34j zD3hOsPnhlR)}JwkQyXiQrzh_JvUP3&{#xHCa5jK3$9P=Zef(MCD>Pxy9+&*8L=_JE zcViiE2WRdD$MQ3yUkIchje+g9OM+=-$z~U^t}RT3xu-`xk)@#ZwC^zlrlW+DBDRh? zs>vOoCH68hzj3nTlu4=zBP#aRfser(^}V2r3#h*Z*Slj|6IrscdYvmCHJ8AeliPsN z89mRRgHAq^v05BI77J@{2)ZO=d1es@r<(RBzqpE7WfHpuybg*(<6?L+p%&ZR2l#HQ zvw;|GDS|(@G`m4G(50yJ;W_4`_6Ax0I-KK6!}0WHB;Q;c`Ay%!5~H<>fFa{e)Iigu zK|J=c+XiVA(Cj3j#@82vO3*>B3db~()l9ZypMmC{@nu0Z&ZY@>`ISxPqsYm7FNy|-Zm$<=L(P~1d! zkt1*@){a6Uf2NfvG79XhgaBi1lj;bE>H}E zu8-3UB!7~5y0k0;0$v323hGBKD?hSCiCGl&<(k1(#bVR1964n*omZo+&mj^rv@9UdNkKq)sFcrq2s zlSIZhH^=?>D#jP$aS%aPJAxw#r642!+7-)ASDhU~))JrFWfE^7ft!bd;~LGF+5}Bv zH9iP4-?#TG`R8BnCc1PjPx1VPu$!vBG-#>7a!hOfkd?)jIuhGLK2wb79JTuDE7 zgzPAnB$QvkEWUi8Sqi!~qfA+CuYs#uYZ=#-FhHAkVydgOH3>`_;SbZ-Ez+@K@G7~4 zJ@q<07*ITdoA|jbfx? zCPoM$Etlog!}T&!Y)o2qQgg8yF(|Z`ZWHL}`cPc~EQ~ZOmOjnsa4+|&(@wm}4H$K} zv#>;*Q)WqaDScW)7`$JuvlCl%S^D`%9G8W9Y5+NCs5+K9kyZN|18efU&+_fOG)XNn z^}k&^EO~yU339#rrOxldVY;rYI7p%cl<{C`uf13)r9<+$5*4;36~(KBp%e>(nt`qn zB{(+y&qme&@UC{b7T`-c4hJv-H-oyT6hjj(@|N=a$0I2=^BQwyi`)LQSB;U>4U1E~ zdU<9ii*E+XcHMSZ3Nv_VFYmV`R*E;^*OY$ss^e6AWTZ zh!k7R{E<&4K>mJDVJiG%#lw@{h1I`Vs!q%{HNHYw+Uyy!Ffnfw4&#iY+jQusU&0`V zilqdBS0o6lw>}O!c7#O~$yj0q0GNy!yn%c}VgU#GU8(Dx7k@99dw}#&ftaXrgSCGmfLIy(i_$HQpF#Lwq^@S-0Str|2Bcxe*s<1)dXLoE08JeHaiFSkAe;vSr$>^ zyR&g@2*Msdb}B#T>y4S;EIGNdOI}8;2Y_;~Su-&t!4+UOsx3Wx2AaI?*BT7~dwDPk zUld)M-K~65YzmPp#B(D9SZR@B%UFaG5uPBsWQHjH^r7mkv1)t$ot@`|o=d7lEe(!wF@v<)JNrIDPiQw z!iDe9sh(Fsl_VzEu+%J4^|zVECDKcdSYhwk2UdK$ae%{_pyu#GDRJG?Q9g~SVm4@C zYlv}xkhtKHS&>1rcD8R^@)Y}Y`1g+{v^HZm0r*Oqb)k4P9?WfMKbH21JO^#rYLCB6 zz1_{}42`S~LeaYHwN8gBQj^<(fQBE`osNM*EoI2?C^x6=5h30{LG1AN@$$Y$M6$!8 zMTh^cRzUZVxp>$^+!%B(m$P>Q)yMK%0Fsy-W@$Jx(e3SmI$t{c3%Eyz zH_HYEXoA^c&;IDn5*M9cv?BJJ?zOp2HFils_jPUTQ|h}kTTK`j@FM|sTzX?fdPsg@isA8*ifXO%ZlltfK zFzD6tgFT(hMb^OA)PBCU#YlA~S`x-1{hV<#*|cm{>k7aOV$0Ef5wg7%@b z5$7Az)W)Ssj9$x9tqE9n-3-JuS$8tPbN6*gC5<<=Z)|W$Bt~+FA<97PZ)=-?d|?m{ za=NaYC=W#+@Lf`_=WB+9vtj4f@NVuXmme3v#}<^%ugZLes<$&TFjY|Jtv!d?!mzu| z%1}*Z)866yprFG#w$D4jC$A&7yXfv#+3Y*sp0mgY36LiH$iI|VyX{%iv0{FB=d_S_ zn)>tw(Qx%0R(clF+kHyvG)=TjSUBH1D|Mm zGfBFEgvq~lPGmTcQ@u?|KIu#M$Y(Q(!G88&>fi8C!++~^h3w}22W4um>7+=Z*3P|T zzL&93S!c1|WYyf||65XXk30iFbFT?DUV{nS?!RO2T%tsFqbQzNj+xy!Y%*Y`h(!&- z4YUs?9W8}~qu5rNr@=bELU519?8pK!q(RQKtyvGey!TL%3?95hvrpQ1fcf z$qVgTk!#aqy&2U98Qk^cFdKhD{Q5EE)t%x$=bkIQW|KeZ3R+A(Mtc#V=Nbr!_(ZFo zO>rO!j9*iC_D5xPFkNjhYQfrj{lSX;S^{O?Jb8xfFv0~vnALHgTnPUW+Q87q{pcHs zmG^I#h104iyDM0+y2^+}ujDJYdD%^Sbn*U%T%N@i#^#vbb&8j9&iPoR^a~ywWd*b~ zl!ZjGLA!drt;d#KRBT$R`w#e-^}|yEv0-zk-2G5giSF`BT)Wd}BU6#xdHF5Le!oYx z@L@9XJ4adLaD5?P^T)#3zpFT^eD={)nF88wAdzJ3rO2<&Z-+udU*dvchSGsSIX1l6 z(@>6JGa2?u$hNRm0Z;@v9CY6$zqK`zqB$5u^0(tPtH!IOI{g{~XbE>Tzu3MmeX#6@ z#u5f_-bjItjJ^Mz*bV2Y>vYQj1wI%3GIyxBfN#}$e7E|~5DPBc7JeNXH`>n0kx6kd zIj&-Z;V?LPs2Ru(8CRDVRkvD2Xh*vhIHoS;U<$;@E0ww%n;Ye~1$3}nz#nnW$UCD8LQF>IhZF)sh3^!Ttuo{>?dX-7b|U-7+(&%$XI1lta7b6 zJ=?%5wvQq_hRA3bC>HL~%}$Rc5TGNpRn*>V;PC6YPSgWj#%=VudSq^%CD*pZ(U0(T zxc>M>drz0Oi!dTn_B2^|;9uTyMK#$lI1}P|Ck5>s*#F68;~pPS z9>gXMtQVpCA*|@d+py8i{rx9k`iPhVXdiNGamq$H0XbARhx!SVoC_qnP`Ls=t{G|C zpgp}s+?|}$>J0lttR3!M%674jt}=^&b-HMJxFy>F!O@!}8VN8Vh@mxz&5+V6-I<8k zU+jf>-kuS71@&_^F7q`rtc0@t(?h~_Z1tq7s0@3Udi=Ud9 zV>LXmQc12(^j5#wUPjUKzKU5w*s4bRIH+aHjVsf?TFuFS|A?+-tCGCb39^sp0Y;WCaD%|uPW`% zXz*w+BgM|HM(?u}X9>|lgh+8{5#eAM)+pu+)Vayhm!okic5&fD!}rQ7Sl9^|tHH3+ z+|_5x4?zPLC9My9+Da~w!R7|6z;%~;7s%{Qf+hV;{c?JImJk{VCKe~s8|n+u+B z!eK{bbbAFkg@d?hoEoj@4eP5$l`R95BppKBrjyaJNSY#9Sv6W~o2jDg)M|;d`%bF-vxnbav-YRZSxH%I zTn}$C4nw5D2W+AGs&Y4_FniZ8gj20{9(5^N5c857Us~`@W3z+voB;RT>+rSnW{pU; zO2MT{Rs6Vm#OPtph}o>Pokyo{k;$|TRT{baly%yk|K2H|!R_Eqk7wSs_j&aK&vPIA zpYAH@zBA%5CsJI`S>1Cs#KbCV>KW-k*q9MUTv{p2{t55qy)_Q(7IRva!`4C;dW}m*UEg zvnu8sNh@-AcMwL;2{nZFub~Bocr(k5^u{f_7$-Khhf?y?6KwG&B_tXRge<3xdkh4< zq)*q(+&GaEi%TGu#rL2pnD2`q_f|!Q3}+w7O684^HdBM0tyHL)Uv<5Wz)Pv6--71) zc+iPBAjiw}RjBLS^e3Z2Ib$5y`1rSKZ=a**hi%Nu-ZjQ~rvp}fk+eED=dZ)Xe$R+l zGogcxykV);Z~=5t$@@M%QT$E^h(Sg${j6FHnMql_vdVtjBYvlMGZ+XTG6YMP$urh}Y1xCJ zSb%GJ`j~OpSX(EqUwS7wT?o$#%Bmgs@qn4l9mSl0opNBU4O;?-|9Wkgq7|ni%Ii0E zv1WZ||Ly;;z??x=5v^rM?gu-M1M-{WmY#i5{2B!pejr1QWWX%5I-|Hj32p@1DXxaDsG+DDn zR99WX$uAT&-gNm_;W}hzICCqnlxTj4yo5g0e&E_8CM(sm(uq;m@Fe0XiQi_x<;Day z^DL;#d$h*s-Ip(lhe}>{?InpLMT4>wb-YVu`~=LjbTVl1@=7oW{MXDG%XMfiLcF*QqZ;F*5_qVThu8n z9_4Hs=EiW9Iz1NA0)O=mECs?Lo~(nFuq z7oFREtNMtx4E3ZDFE+}T5y_Rm=j8(2k=HP6Q^@NgUqF1Uu1k9*VS>gh|e^52l99!DEE}6dJZhQ(p+00fRIWKyW znIsRiBF)GO!2*mvYhLcjThhaA-xtNhH6QiPl>kh!WeN9GIw|+aX zqqJx#Y|*QhlJPUDBqHXbuNOhn##o6rxrJjLJ=z)OR&z^U0ReH}P|)s7MG<#*JmkP%@muZi|lzptyphjUfkuL zlM~Kbhn=ct8GzEw8f*fE);s#oL@Avl?2rHoO3Q}7pk+-!PJUf+IrAAyRk}J-*_^en ze5D1U3JufS#oP_oN@lGMjRQfyVEf&2AQarE#4@Ds3cVkcMTf--4W&Fw06Wk@wY$h_ zgD)*yMzapCkwe%-12crodQqo;@1(z2%WKfE7WwI3`G7+?n^_5LhXR*yxO<JFa)<*oJSpE!X zT`XeG?(xkbvLtL3$~AJ2EgO%@EvT<{%Dvio6Px?;X!YOBo^;Z4h1xYw7hhgqVoJKp z3C1f~kLtY5g|^#tUF44YR&!4&M^jAPdNd^9;R*3e@ID}vY8lF=g#^!5{er%&j8-E8 z$G}Lh8c^JU_~r}*sD`UN4$x1pX!)NP_bC2*IykO#Kx11>(Zwh$s>#4Sr=mREX>23zliQQ>tBMo z@1fLAMt-a&r6!bj1-~I^5O+21d$<#-l9Q=vRH}0Qngkq`ny#<(_+T;opQvY>t6EuPOIetbq;bP*#)r zh0?_j!mZX<+F-`eVX=tiDChf-7$caYO|;%*$kAVz}yr0VjB=VU%UcgMuopVrF- zJI2PETM53= zZh2N|zh$e~^J%18a}`xe5juSkel=xWLt;uL2>-PuP#*wcb;IV!&{Kyg<;RMqijSAf zpr;QPri%~@Q=geT(}~m1E^XoSoKOTW9b(U@z~1&R2=~ z&pq}`^_bR}XZ1ogycdudX@Lx{(0!vhn#wQuvQytIr=>8Dr8%ISAK#c`bz`7m^~V(V zsJi0U$=~ii38=Gp-$xhew=~M5%yN2&*9x8&wV7)@FT-+ zJ-;JzqP z<#w$>U9CV{;T~s4c+E?%V7T!t2OCZy3%2$pwp5ETlDrWsP6jGncE080Ig5K9@*m&v zj8gzotgbn#bxG07%#SF`!n1l6ng=V^LX-1mc|gk6`+=bO=`@Wp0$*uNJmJyY<2&5I z(YO0(v6Sa0Z8poA2_`U#0v#)hLbFZ5XXVGO%McA2BoiEtuU43vuPvt4 z@9x618v>Rj#u56wwCgP%()@FWe;$TA{1P2m_N%1*XIp$gM+s5ugW! z$7J2v5N7nvxdTTn9pVi<=v7`so@}`Ml&G1*BcgOX> zbMwSzPJ!vUETpT9A5RxC)JEa7!Gg#kNMHPFbLttpOmNai&d*TzWzL!zaDXFkywVLm zuzjptxku#^xj)&cWSilxPPf`%@YHDQ*ulj?`?uNL%cQ=OJ2;)udzd>E(cn(nOt-R7 z!vGvxAxWUFflx78?c=o&YeGuvF$q+aHZsHgxO`MIv+|K;ctScFyYK~6jq`(?3v9m@ zkUN~d`v^953%olqED{EZ#`%TVh_D8&z1l1I2Qh?5{3h=RK*^*WtN1H^poG9rvTHdj zB+T$=m9#Z;6r!>M>*n2wIlff$cJe2BJ~S`!gD>0d&QG5bbk-N5mBEKAXNn`)_@d?I zv-<qh?Z`%tk1_$~%#*%%DwSp%uAKrDR1itL-#fy?>wPoZh~qYhF+`QPo#B3>ck+ zI#$_+$OD=(uI%?azxsCht%ApXu%Ur#%%6^9d&ZQh>HEeRuFCA8CH#RAFo%Y;;Nn@C z#cA;bAV1SI6uqG!W^6*j2zy%Ep4obKDg-m-b{~>4UzlePXb`CRglpa}P(1@(Kj{_Y z69-+h>Y>q4(%K8=c;NMXDik_tXp^5UGQo)h-nd2lJ7ZV5V>UNSF$#_wi_d4JqV<@B zuou-cG*6z3D7eK}%^CsZq6K866X`tXD<;oS)NL}uA-(E&r?_v^lqHFMYU!oZTo5xo z%go!5=4SYM#9S4uj*wJ5=r>>&#iIL&S+c0dA+m?8JkZK)y?k7H&c*^r?sQ89^ZPvS z-%gZs6q?M_UjaLPjzc}a^ACyA44Lr+;`=`@TjDP^t{~L!;8R*0zfDeVCJiUm zbctY--0x^B^kU(X8QOl&63Qe2k z3gfhR!l^~=^RXSZ;1wL}v6*HF-Qhy!cU2-Eh1AAjeV4(eYSJ^#Lk4;Qgq)aZrXiWC zKScgwD*G;V$V@MjH6Y>LJ3>Akm?Vu>gDT&cy~Yg@3$nD+n;p|mupR}Cusuj0_>+wg zE~Z?;yD&dK`aw>Y?D!7A54>%A03EsBypbMA0Y!bK^-huiWpTtW(MpT}v&pRyrvCDS zh=9fkhwI?-Ed+x>>FZ1@*etNou`k|5V4V>l8uUXcSIqSDSL?DhFmwd7l8aW_NyAth zxcWfbxMM->))Ph9fa^$KPJH$8BBz+a+F!vkq5gi&mvG45l-E%{aKH< z9LXs_8!?V!%yN*mET(_lhFpoF97nwRoXJYycL`=`7JW)#HqRhZGh)8mraG`U`=dY7 z^@}%K!+MK#eFLCQpfwPZgyXyJsj;$z@-uX__ebIIrZcp=LY@CNTf1>P`hJP`Ww#~4 zevjlWtpFy34w;+vC5P1z5qdpa;8pbSa@qsAt!9#A7c>^I(ADRsx75R*VgN*eY08}S zP`5)*I&e_4nGH?q6vyY|)UXr@p8iE3`gZ1y#ngk5{;@29boYLP*P4<$VM1_?7BO{X zRbh*UTJ%y^;36dkN%niZv+#k~@s5~X;!D!Fbm`WuP%B%vKu0S5uPy4GlwO7dF2dZ-AZTSh(v3Ad2P!6cj zF=)~-FxrE?)m~1a`89Q7PmVd}!jSh2`E67!V8(g@Q>(k>5-`RCUCigHVCm$zjR9fI!UGW7f+l zPh)ns^dphtyQ-E;>n@GniyNsz%o%x}3o5POeD2T{(V1g^}n{zum>i-v${E%FqUsC>2Bm-+izE>JQs0{od0iRJrf5z>wkgU z0SZDgLTaM_nDxs4n^@1p!N&35!0xJ^4yHr^aeF%#QB!AQCrbwxdncIxY0Deh{u}u} zrucsX>scB93s}#{$o2mNtY?G)sJNKgsu8hs{dZcu2tW)V0gwd90aO6L0EPe~fHA-X zU4EOB+)nW==N7e{oWV;phL4Aln;R z!Tfv0^xr}!YieiiV!=ej#KO)21NcvinTVN#la=j%nJh&Ay!y|Pe-m;tvJw5q^KTVP z8y8cje{r`lbTJh*HMTb~{f~8=U7Sn}ZDBk%V_HF7O7@!Aab#_H&evOQ`AtNos-A_)UB?EZJi9SGPQ%Ia z0x5Z#nqdH;qSAt*qQcT~bySr`!~fN1q3htDpV(O3jXV7TiQoo~)%ji@j?wwvKfb;O zVy z9od~8*%^n1dNr;0;+HEKz;!kvg$MOOHEoXMeMi&Q1Gl$mZw`#G`zQs>2Q%4>ZC2wu*g4}49EB&WP zO>SVhZ@ezbBZ1_W)+YD1hi`X7GfQ);XLZ!FT7(!Yx3sugLCXezVt?8CA7d8CPN4P7 zj110>4In`Yp!uQUpu4)qsyu}LzT9d5%paHi%WH#MAjXd+u=%w`xYtw2)vb+jcqj)) zC-8T#pS`#rodISRP+5989iUM`XBnRLpNa1=IMxsIFY{OVGy)*}GJ$Pl2*$6cw_C~{ zfk)<+wx+vJ!q>eAQ#8zUjMT+~ukxdx=g5e4Z=mjT%?+SOx~qSvQw9bgN*>hy7l9@! zY|Za~$&Q~8>8;ES(Dond=Q-*x^#Qw|+58KATSd@smh_-6!bK2Z)t@0pT?#jfWC8u@ zpT5j*_wgUxfuG6ypOL#C-Gq?p*qJ@Ms=luu#J0qm(%93!0D&A=*S8^m&kq5b`j0(D z_ZOQu&!7t|743NwFbMtW3;xXbpiGd>55DUS*Qa?{-_{TJ(s_RURx@?H86qB9 z7^ML67tPHn{)@pSl{%nx#{k%H%aYX|yvp2ckuz)MD!k`bRrGV??pZ1)%0DO^954fu zNdLy@*`ZFg&=${unn-hQqHek-_8r?Wypk=?uz0Jq7}^-Fg&Xr-|H)cAb_Ed&U8s;k zt+feETog6o7$=Yi%32c*#8Psx;D5&mZYkxlx_3UL^pfG>C@SO>l2GW+^K>ir-al9P zb$BNi&vZVbja~N!)wbk|gZr2bnN0VQxLZtZuA+_SJCAmsmPYiQ{63q)%fzYGZJ!~> z1y!C$Lpx<(9R3jpaqgg^=|a9UY{xL4G;Hp9fp&#PAoSAezN1ko z%CMy1&`5u?f6%>Lhl$+W-E+8Aamd}2#7LlG5ayQ63gV``cTfKkeSzhUNj0lFf@pwt zovhgMlxB2F7l1b0cy#W}fmr1KH)XiQx93p+KK810IFRsk^NRU zksjg&F2|(GX4@}I7yC&Qrsl)z+c|UCj^RT;uFUjzoG@goS^h&vf)s8yc#sd2nD{Yz zY!hUpYYu16KFOJ}D(3K5B&$tra0(Wv#u##mGs%bRhIBlDOa5GL64xHrUp;-H>6!{Q zZcMIhA*Tw>k=iYhkM}B0TerSEcU{4lfvg>9aoj`9puD! zq8@Psg9jSVC7nPW>i&t>vP0q_AaJ0@H*@=p;(+&J`~0!WA(t3yyw>Vb7Nlid=-VA? z?h?!9SpqKnINR-nx261}J-f`ITr=^*#4@lsH3k3K!Qo5+ z{u|KXlE%9ILP7dC-p1_oI_E+x&(2w>fE2^RUM2cz2jMqQ+mDuLc+(ADD)RKnUn3E< zl~QJ}QM}(Kg*IWThQB zCThUsia4<%wwM37EU}1yTB3 zRyAx@97k!AvuYGmWkoE#oTn~KSM-L`?;P5UnS%=yrTQHH_gAu(oezmM{@V+ zh2nO#2O`hsscEqLRJUFyLdRwz4k_L!Li(8GFa_a(F<4L7hHxw*tRtK2hM8Z?^%2A* zfA=WH#;clR(k@CF4MI>qXEGT}`zVgKA8hZ0%f8$m4!Vv5v{H0&i)%eH>&mIS(IA?fyWtRHD=->(;>oksneC1tpsX0+*s>JLX0rQ0@z^|^*GKkJvlf2!c)&AO&53CB9(pd&eY^{Ax2Y0nAQJSrYB> z>S!`vvhHc?3gDF|F6cU?og7uIPpCot-9xk*m8|IsI zD45XvM$V*XZF@@y?19{tc+;S188RxfSgj6jj~q35s=H__HcWkIsI=+Dxatp~rw)ZG zC$7XfN8uj%m*bnvMakL0M#~3zWd32OAa+fBC$0^G;TdZB?bUAwPckbuN=D}xA4aTZNzZ>2pMNtm0r)$ zZ?pZ$$^8IZF}RoRP&SDx!pt--2bE|^Ub$szY>>{ij`mCKC#~X4k&)@bh{S5WBc*RF z1)XOZOL1yMuZCQfP1Z9DYk)2pS^_>^J3OtsU%-%(>IMn7%lbG%8LL$L#YtT1Ybd}r zcE79cx0(>XZS;9#K<`A_J4YO{Duv@UGG=Fky9+Dch1Hb)zMy{qiIU2UFhLi-G<6<% zI@AZ`%z~t3)>xcwJd#r1t34xAsY2ka4-t0fQ`x{zt8h3a406m{}_sFrQrl`Shj{)qDaJ2in)55tY5+~=PG8{(!MN#7MXn#yS*Qj00My|1x- zTb@8r3=Gs!G$4EvEf!S>baJ6I6>a&L;R>pgfh)et_^+qCl zd>9myqEJ$+M_73eZV-J&TOs4nB|yJ(tHe#!uYJVt2(zC~hMQfHI-&F1VSQ-{tz5-` zB$%Eo7=*#ZN}B|$S+CLVKhOmsOpi{yV+#r~SSyz;$p{wW)s^#-ydO=|1c2fRcVoyf z=!6Sj>Nd2)Lj%vipc;zt^@yptv%f{Smc`gPIkAsn#nvYJ7gonRt%b8tvy8r3!qhq8 zMdb(9T&$7d(^A*6=7X+D+e!$+AlDVbvTH_5SD4q4d6RI$fTU|pq?b28w_k$+Vyye| zB#)$l$YI{&V=^xnL(ja+X9<~6m3fu`(!TyVL@oH1YcO)ncPeJQXy-26>Ht@6#Ard! zky{4yI5yNalg5m_0CYfKp>qo9t&J?UNG4|~s_V8bnZ-Uc={sz)&6XvG{4R4_fLlZ8 zCOOz7$|G&mqA?AW`qjO&ac0wlzSWtxtemot2N*k|Z|!N+2kPoeU6+F)@dwQ@ADzrt zlw1fIWtqgYnrRx+6AI+0aeT0?5Lm+5TTrWX!3)9*`R~Z;qK23a8twam6a>x&97E>V zynko%tZVYPJV6(+N)r_e1CQz>`ru_@J1id(RgxRH)E34vQ;Up#2ogMI%9_SgPYMUN z1ExWD29YZFo3&KF->I%}yWkKfL`!EfuZJj!FoU!Q_#>^5^CG>vAEk$z2=AIZWaj@g z_uCJuDvFyHIT2(> zRrTszPi)*o+t0jO8(RY5qbE&fNO!vj4&0>SxW-}|Lb$}(UGNV{>`W+!Y?F9Z;+Es?ZD^2C*ur4>0y#6^g9J@>-|%5T{_W#tc59CLXyP$SBadl2Fn^FV zJ8+;XX!UW!;KCbCHtQn)%uG0NY}Eu)(A|%v57c&-dAjsi`H?H_CA7(brp+vfUA{=T zutq%~Gq$Vf83dD^N|T62x?DKBATFsl`Hjwo=rbzyMLM+BH8}+i(|GgKHAtZ}bu&%f zxnTkS=8aEMyE{-=_FJXSOt!vH8Qhy>PXQOb<7qp2^3{JDlsysE*{a-L8VjQal1XA_ zm0XM7`(>2jGp``ZCw}EELx)}jY7&YTvRFK~u#`W25r*K`3)W<_f{CcXz=Q5ED-@D= zgjwV%IwRMR>fqOP{J!9ZjWUnKuQqOX-8THNkWBjLMo@Xg+Ep9ydC~%5wy7wl+4k!a z)(CW{yK4|(waY>z=&6uWD|Iie8tt4K9rG{-#2mFB-ZEPWCmLxs=Y=d%Y8P(Jo9(U* zj22i{S++i^D$~Oe_^TFg*Xzq4W4ED+6q3$d-O&+TUrIeUA)TAZ6oB*)J=lCoh-N7Om03 zoDhr!6moIaYfo>Bjj0>u+h;r0mIx<_YDXk`H!7LI%dj#B^h4l?Fu^9G)4~sqPP5P{ zG6My4J%}Ze*&B5G6~aOfchlitorWE~OMtQ3oX}_4LRdbPH$4->J~0BrDl?I)!HIIy zaH@I&m~CFEMX_MKer>VXSO|#C%APTe6-Zo)*%3@op(ah1|PbG_$xz)|-8l9BO(_tzt zNh}bMwyNM(#Tnv%WbK#=Sv!h1g{2}bJDuu>Yraj*Zumi66 zTZ)iEi?H!UtQ4Jq8;PK2Jvnzx+wA#8?^+lVWyuuG0y&NbjiC#iRIG*JEWGG`*_m2z zaew_&^SR2LX_+c`eY-#7Qv_wbprJj6`kiU<-P8Ud|z~-QKjOZ44uoHYP z1f#C`wcjM2x&a?=$vujho%$i(ALf*|ocN;E57EbyiZUjm+!+M^g}i3eA3bOreolWO z##Z~=sjroarB-{c326+IN!hZ_6UV4K!QRJQ@otQ_GF)M`MXu2cU}6BLp*O8aZ>=z5 zSkujHH~zw^+tvjtcfS)q@eiGbxbFN0#@d~7gJEspP+lV?!FYYRH zVQ&;9PRt$bMK~c;-n&I*Z>spQ>$skuQ3z{fs5t54xF2bn4pFeRJI#8E3%)SeNw#~& zc<(bWul(9ZZy1fYQwLwc%W)+C>NA`-Xzq6x@T3KBt<-6-xudf0Ui*Yx3^d2hun|YP za8GJ$?_Um~4T$!4craaW(zHR36Vr4hLNCmfgzF$QW|0R2)*u{4(g0Uhp0_QPH#9xC zI)qQs#O+j2Q*@Ov3Lx`6)5I5ckpi;@z%vGd@vLUvRJob4ua%O@oa$QF9`sawhUQ$E zGQ4&)C^LyZ>$d?3`L?A<&v>7@Cl06jPy8PvvJtu2dV= zJ~l3Z1luC1VUr>kI41~}krRH&wrC3X1+H3)e>wiXK8?&@eLO=%AQI^4C~y z6I~^E5=knOE%@QR%9r=YmayFmi1EID^ptsI5U+Qjn>U&aA z8HtbUI4v>ElIwX-QXWxzT1efes*O|gRpX$}@$`cZD$$Tt{i02c`HnoWLEzln9zYXF zJ>>;&FVP0@@J>Nb#ZHxFh9lY?RZ_z@Ly}cMAk2t$Lbf%FaF)O!1%9x8lpf*6B1)!wb^9gy^RaXb#7Kh$ZcB%@t8g;J2@N!SwGE6ajbLK~ zVEpov+`gIwIvdKYyRX75vAQBuf;*W_s*9=Gn(+k=P3PECc1p5QWL>AZ> z(M3K)s5i350_^kO7}%*~cV96U1Zbhcf@#^hJeP#ZF}5IbVrNB`u5`4B+Pjk9<()WSOvzBJVxFqpYk|0Voi#C+ROAeX48QIWT>6q= z4Y6;>{3CKtel^G0F&|n0knFtXHh{`GI{~D2FSZBhTZ;8yA8TRQ?gQ?Mt~3gx&xqC_ z9wt#a8K3G!i~ZcyQUi`$^(^DXGbpULh0}L;EB;Ga4~4-Dfhw7hv}0I86i7W$3A#gb zdVM*@8rucLg$i3G4r>@jgI7$6W^vs%aX;<47GTB2V&Iz{piV@ccy8NjO2@o6ON@!2`$S@+M5M6;)ep<8Axu@`1OXqf;BDytn*Jl4L#fIW1PeP5g0(Zl z$nLGQMk^EqyQ>l7cY~u8b)Mf?KZOCs?RCT}g*ZH}s3ClaPf*FN(WLOS>K5HHAb%r( zNa%)-g4529!}60c)E`D+V9^LK?Bl&%AnL7-p9k6w(1X0*uRN9-BxrM%TH3L?Wz;r3 z9S!F$9La5dZzvO6nMpqDC)j&RANo3J)r|2-*v-mP`dtSvW0I8A0E>SCQOfvVLPV|WA06E&oFBUdNbvh@jTonE&a$Iy9MG(mOr>e5A zct6f$EIWXT{`;^~XB#7>u7#UL%lC~36U6~Paa_j3I32EyIyp-dPiRK;%`ThDC9UnR zkc(49J6dg?V_^|^R#?lwuN6-Cb>3CjY#3Iye#ussup%t8wg}JI>1P*QUrci zVA<&n2|0CFia*u)(-bw9>S} zwM5#HBet}b4MgNUmUx0QjO2E*r0$y6ESgG{P71Wrod$YQoR*y^bX?bq6ej5$gxh_; zZ4CvM*4hbDYFubrcd>sGP)d3A40uQW-t|iyc=DJxE=}xWo78*ucEP1eHos+ph42eA z_Fo;F{u0zD0j;_T)Kb}W>%%d1rBGe&zP^&+6pZ5P6$J9F zjj<%^fmTx&gNn8^HBFPT%XKJfnuHe`Ii^@)G?5lBDL^3Z;(YoB2zV)W7XOq_L2I#4 zI^~*J4sAz_tUBkJa_dkkph*zjG>=GQWQ?IWM50xNkjj#Llu@BHok((<^B>v$5y`H_ z%>vBvp_%eefc5-Pc0p`*9g#?DGJ4|V93}M_kL;E)-)gp{%A|>hkoX`R+Y5^?Iy!LxpR^-aKP@T%O%P)n}iXS z$qr2dkq|E`LQt*6Nwk>z!R~y$E1o^)?Y@7?cBKfDAnln zNYBk&`jb(PbuToIM2`T2W=sfnVH^q-9p@TaaSmC}w1!-=NE}nGFk&@#XQ-3|K-||+ zfwvX#o9C(?1}ZofK~2Cfq(!&%T=q1NgZV5dQd^1)m$ihK!@YPi*LG4BSLyNj!_&FQCSS^=7xITgwL1<_iuiJZujbZ}AK1vL!m=j;Z4AE$=zl5L z#FCid#gwzv@W$<};P!~>x2Potr^gN>p?tA1y40I5X;@maf7cPo$dxBb&?CHFZw8}E z2nt-w7e}GCf8AR=2P444K0bOPuAnGU#;k6Rq(g%=2zL`%B&;`?_29rqe#25~bOkG4 zcMp^NmCEoIRhOmYa||>rhTcfc45ZCuqNcPQ!5NIt>Fm)mksJ_VG^JT@Ax9lE;#)|%Ex`zs_GNOJ z=|6~DYOocDBGOXE4~P*eYoV$ln5MI506K9-K-aRw1%~daZK7QDA8$&ydD;5~% z!b91*Ne~iHdYbO&kGhZ|=ZzNcyh9b>B8U3zv}NJv$d77(0ga}3INS5h0oG#4`e;ne zrT}hAr6dG1if=aKoWEJEu~BSJy#WPPW+EJY&qQ%L5#93vYAC9~KsE-86W-~K*bH?c z+Gh`eN21-#d%pb2;McRv_B9)79IdLBc40k1nDG7xaPDFTL_ABklqgOkx{A`Bk14Bp z{yp@@J>6eY`0@aDg-S^+?Ly$-yj4tezm%K8LhpGjjIQDJ-bcj&hH33LeKC<@VWQ&6YWZ-|rd(&i?y! zH5;y+^GT%wLek!PJ+pz|kO`Gg%c^Sc$bhY(g2eZ=>~a-G8xA(j7FMYtwLwSL_rw zmt5J!MM{Ks{TWK{98e#tN9gO*U#By1qlPS`R8`L_Jl$16-ZQjUXM8{&^_zTd;$oqt zi;Gib8|cn9ksx?(m0aR=pn+PQ$iDX3Wn}i?G4EH=y@krv3ipD7+70dC+g$le`Dm!t z&=kx${f4v%T`>p!jt5u$&_fQFCk9|@yA#7k$|>f%N3#g&Tu#GL0>69{q=KN=2lq6z ze1bZeU;I;A)isgZ&WVskzCosYEZ6GxzV~s*>TVNB-(yKNeYCQmSfHiNn%Bqoy&n%x>1nr7x z+ljm6zQmoKLcB{i99}8|>o7(x6+=}<2r>1&MibzL%^JG-U4ica$>-0cb43|`j2Tik zfDX{^$!tvy=13GOP2KRyXDT01M?|aJyQw|B5D=A+XL0!qF;t13D;%zJb zUO~TkeNt?!{H@EIy(FZeJVkfZ(L`ZZCciFipcLOA>47YK41hVTH~ylZRW`8a)q8;RbOX0xTvji`sTbYh^$VPzA(&O{ED2`BEjskV5 z#n~b|-3os^m72dO1<&g~oQX(PQ6*yRIb6ZF!%o~%Pq9+Fr7+ET%#he+Y{otmqIJH( zHHx%WypTHv*uiEHW4960=lezvmnC+Ii90m}mBAf%$(GvQQ1fINp??Ox-G7KCKv6`{ znEH4aThp%6j`KLt8) zjHT_2!K~S=@;;bL><5=r4QI^x0UXkxr~t<6;VDtofdwh@)Q05ju$(6U++pyGyjP9H zrd-`-KML=+Q_J;=eppQEsB4frsMRvHka_L_fqLGPkMu@BDgR(}wOUe0lIH8Mr}&^E zA=>8TY{#N-rFdE?jrBNuOehQrD=|od6pjSvR-c5H!VPXbC{lE1lJb&v2uWXIu?0?f zIxH3Bdfdr!H)an_5fLD9%YDOdFi`k1Qdu(4_cA$(F5m969s6R8*lXVB^QDi_gIFaC zEPtRCX@!Kr1Y%1FiU<$(M{jp#U&SXu_3xY?PGW7YL)_GJS3EgMU*Fj2zz9zD&rn62 zal5j+Mz-zif&iTi+wXc*D{%x6MISRvZ@|Hm4~^S1hW`^c(98nx6A<86he0EO%$~ZO_NC_->JbO zGVNk6QK%2Y55GN33_aws-h@0GvZvh(WqnKc^rz)qeRP$N>R}1{dW7`&M5wQyYWv&p z9?hvd`jL!~1WlEeLD?&2wXH8~8@>F~lp-}*eARm$0H?;vX@fsb*9p!S$I%g<7}YH5 zR!Z{ulZjQE!dF8QuEhI%^!`a&=lA#KOwC{O)haqDYBMa7KU>HV;Ran_b~tgNS;92= zUXpJT6m*!Z?4N^mxy+!N)3O+QV~Kw6+J8;}J01 z>)|RxOW`ldbB&_;^6-$oQC!*5aRol^750msWCRu2Py-qhi?nm05};8AH3=zQP{DdF zU>+)3lt0F$LZXO5=of;ls)clrP6kmKZlNFW=i6)Av7Vt+-x6h7B%yFgo->S1-cLdr zllpNepA7pFGX--w!NG^GWL7D+D_PtM7$Uzz4L`}ee*Ga=@Ac(j;t5GV1xiLN>O^^5 zSC@$;o$jq4T}kIu5|V|{t@uKQY_=J5(YD9(Q7+&Du-L0zdl<-`?a!X$7Sw-xL3pfP zy{qwzH(u0%5}6LIlxbqVupu(x%8gVQ4>mHcE84M=tPH@#+OQZq(Wad;JkG|0Z&_7;Z;wBClvKU z{8mD4hTb@6T7HVPe_upa0RjZ+8@$sn`bC`P+5|zP4T%p)HsvtG6`qX3 z=d{ch%8Gre>0=FyBLyu}@8S?S%CwPN0hBq>jC2Rq=lki1-bAG-Cw&vEhh2x2P`H|_ zLev2QI2BRaTX^8Wkj;C3Kwmr)%$Bi}U(OdBeI3=~qJThb*^E}2mw_~pkdV45(+^DW zN{ko8D{h1t6-tTqZ|HnGg5GqLo<`&(V2f4vS4LSuAfRwmYuQ$4mI7H2%O5`#`Q1OW z1#Q3YU>|xTu6pz`w8>9=-!sCspE zlJTyz^6F_kGe)X*a+0;YnbjUX(F-+L?Aw)_qN&MMfVmq6zrmMVQE-DSKyrg>j$>;b z*L-(?%NG|y@@IM25hH-&hm^Qb0|alP2w2Fmwrg*_NpL6n4*p zq&r|*Gqv|@e)pKnMOISrJhYkv4gjN5eUqc^NnWT*cOwyoA^8Cp#xNN~D-W_}<5pq^d~tYY$s>?*rU6;Zt$^S8%Ai^B1YsLb(rmG?2y z)+FIZo>0jv^wT0cH!ZUSJi$RyLnKny;59QTC|fSdl4!U@4(ECt)nCp%kLnn)LA!v>v4Kt$ z3t6e2>AD?zo&&+}yI0G#rBhE%dye>muh&LLKtw|`qjo;uWU)7n9|R|ce<%z=Hvfi* z!&2c*?3Jf~M4Y*bz%B3h#EJjjT`h7##)MR}CVUz$;&LucgowK7e3zi~-FSxf4Q1+= zk&;87CAqC#TR@3?Q*({PN4tt_y@iTK_Jv1OTw3jC){aa~;lu(YzKmdk?}8|k7bV6% znbaPQ=0YWiyRMC*Rc1A2Q(t_28xB9STit*xX422|p_vzvev6x5%1Cd;DL^jHPcOk^ zW+ory>BKba;;H*1=#@PpYz+_H!=?rWkiC4yllRxuFA*OtF7On%i#$wD33m9+>F?7jCYIa@zg>DBn)l9EZlsZVIVZXXG3 z7pe$f4I|aU@+X8a7VC~vh-m*VZV;49k98;(_b?y{o)%f_Rw)nKKDB+P3w~Op(j&UX zdg`YthY)OS;w*9Zx=jkHwF=(i2tHBLt*vVo6Q%-X`%+p+b#$n4j*`1Jf4ete!NWpD zh&zmMRwVyY-Z&Q!M%LDx_`Ckf*CuQ1$AnA5joZv?tp7`t`y0wnFn?i)$F#M}M>giq zqE3-Q%-5IP_2;P}6^;(}gU@<}m9bpF!Rk;+Ioa*UOr^w z@G|gHY$8=0RhJp7a{m%O`ANY0Uu?E;fZ)#zh`XcV|hP%rX&=$m!Tg^odjSSy>6 z2G$V8teeVrS*K7~XtOO`b@Rk@Mg!2?P){fZf`c`N7Tg>*&1YE$4o4cHhjUIxs8o++MvQ zZZ=wtc6E#3^b8pvvs|S>-?D6;bCJ}hcedCXek0*4@Auof+WSuwRRE0e;t zDb1wy)fIfTZ2i%sC-cEgNc zog$c27T~(hj7meQ;zZ}ucI+fbQruO_b|bR5JDU6fS?b=!7q8dk>3KrAr`W&_!!PK< zQSy+gl*Ma6bBvKPt^jR?3G+0PZk%m!<<)vSY^WA*48PRv8w3tQm0VT549Z{OylZj! zA&seBM72u1{XJ;L@e*AwS#u=v3r?2Vwfj-I9pms;6K}1|FVEp8(h(S~(ebsO2tE=k zAz`ZBNcrBZFrrdrxI@sck7=~RqOx>^he|?K6vR1}&K-l}trcpLkWGiEyv=3vvY;2NFMl-wG}~f zIaiC>&H`+Z*L^&?EDlW{-L>IT$*1Ce9)jhZA=J=>!@XGin_P@3WRT?3Aa&ZV*tT;1 zs(gjiHneD-^A=}*V#iZCEeMWr-G!M-Ppk&^=@ovjD@hNgJvdh$INDym2@iBWPefeM z94P3Aa~J$yOgLHLm8Gw-*$X06`|MG1B*trR(yA6dcJ|IE1f1iOGr13M5fgHT2VQ}i zNeFtbqGC?fBRnU3^tgoA+y^y`cW`E`LTxe<>8qk6>9{fy<+lZTH;yv3m$EL@@sC?@ zy+7z#5BCNQ*AcpwcWG22!)I2YdA$`Iy*DB81?r)iJ|d`VAdW37MLA;;Z5PvOZ?7e~ zdcyMRZ&@C(eJvpW+g{LN7!>!BPjXsJt4Hp_uZf0pyoW(D8nRq z?OVCclwG9|AC-5AmQg( z$a=ti%Q>rJMxg|p;p|rM)U`Y0!=#Yi8y7@ac(x$@G(&=4(MtXCePhp=v)**(3a6PW zD91ld)r8{VJgy5!^`VQW3-Zlk2lbbs8_y*e?8V_YgM~3mg)w=+d@sRd?Z(**1U08R z%LEfV+F9or%05d+%RmZ`5ne~Y?$7!o8uC?n{^f83hfHe7Y>@7zT|f9kp8=)NAwe;8 zpn0{3JS>0>u8rHjO2y5u=tKYmo$uCgKYroIb3+_`K5PtZgg`(!rS|pZm|Yh|9&b5f z4+XZkT`6D%dBC-^=OZZRlYTM;x1>%_5DVf*Y)q`UAt(Fe5d?W06$4f-+{rtrbXOx^Q+Jr(yGRWk;m z-P{#{@21uOStAhxI+_K+d=X+V+(d-9#r_mGKP01?lm)PFs&+u_`ksEe3e-0Zz~ceLK#}NpVXBc9h3rWRHE? zDn!`FJ|W|jr65f~Z(NDq8!T*CO?F+`-)1(T)4?0@!-7m4Wl_By8JAdP(T3CoQ6J`@ zEdt#_Ylxd1c90{=NKXp-655+9ZM!FuogQA7{qYx?LSLZud6M}Dz;s*BR7)lDzbojS zKvnOptH5j4#3hi{q@xk3Su zjgHzaqX5OJCZLXV5Z#xcJ7UEJPka_{MiH3@TlM_EgS>t)x0+aES)_j(uCi%TXUinY z&WKQxPH%6kf`$(y$5A3zI9u*Z3o7`=?cYma|7crLJGPTvE;5wGHSKlu`-r12Q@iffp1E@cy6S=-Fb=N)*~93WwJG- zLYOf~#(lkyJ}Q(X1s=Tl+<2rpc=M(gz^jfsK)q|L*7Bpnp`b2#PCy>D7F;07H9Vdqg3g}`pPQvOCeM{^BI~BbQOK((FbLB{= z9b=bZfrfV&QyADng}-Rx6m?=xv~*pM2=Zp+n4pa?>(HG`8xsxF*fnj^0X?j`bmwQA zt`~Tqe)c*2m;$U9ss5(`6d#2s9e>+?gNXt=afI6fD_1=NPbTXN}ogIO8rEbg!Qm6J;4VJ)d@^DjqruJhWgl-$=quGA zk%BIt)U59RF%7^sL5}-*url;;*0Ln6N#$S)ilgQ_RQ_*z72e7~=QCDsM|-A7?d|Ampn zZJgc-SXVwH8VE5|37+icHSI+dfaO#^Vl`6Br4P+ee%cj&O{@1hix%tHUJXjzX#$v%V&WE#U+^iqD~OzMcXfb|{9X zX&P*o0&+MTI7N%!}3{rU} zJrt*}*XYFOh^KlpL1bK#Kb<>rJ!gJ8G@+_>F=C6Ju|TAkdNJ zWQOnB1uINAUBiBj<(5zydrTUVDEU%4F03R6L2<;~e0F?PqVQpg{YneeLTOG(!8qS` zxj?txddudoT6iXwVKQ}^7I8)Yz}-P-kFYgF+ciE~VK;1URi!X;EWYt9Gu8$^8f=V@ zFQKd__Zsd??>!+9J8QO9hqy~dzsOzH|HgM6b2DFgJh)Ik7mVM&y^SJYfp$G8Y&>rP z`s%<9YbAWw6=R%rBY=}}J%Su@+wy6s85Qc;eLL6rB8nHJxx8xv9-pxP0!wHWzZ1Mo zPblm&Pj;66mUn`x_N}Pe28gu-ircEb3qSaSw-2VLyLSit<#QH4Q3C6=)4G^Aik^$) zHTs!_zyj1&`@ZR8gr_-bEb5mM^v<*o{Q|cH zT4jjdrh*9Ys7Vh8%~ltHSc@y9BsZM((F0_^0Ay@2f7Af{`0y32DykuU33~KB$3p>6 z^CzJ*$(qd|dVa9DnNGzu2!YZ{n_;XZai963ph1eTkM9&X{8ppzP!A5K5og`8GhWwx1q(U1NSxPwXEkL3TgE^CxI)wiRC5Lt-GSf9 z!Q5s*vxT=&?O86#A#~ptgQkf1SCa}Km)=hXzp8FM3|6%F$6_$xjWT+_A{;@fBG4Cv z;Bnt|KA{jm7keRVr1X{*Hx)AySji+jXfoJpXbvWhzG&a9T$G#KBv}6xQ4DI)_>uV} zc8)3tI4Y9G)v zskDF7C6RbcZ7$q6vvf&sNjRMrujOn=*r2qsjjP3*vdY;{KF~O{3R_>{80f)b7iy-N zOW>j)YPR6}?ldGypZo4j-45H3`4+{~Jjoo4j2z^}+%s_Sl<5skg49+<3l7XLpG))a zB0e|PBYpys8gJFj@TGGAf(~Ts=_eP?v+W~^O7DfRwOIrSscLWe)ny3(=0+o}kd7IQ=p2$Rl{E zzg;u%&ubLXrXSflcIq+Dn|wacAuWsk_-OdZSy>h>e2aYIW8F2!YmRHsE;MmCl4tpy z4_SXc^*Lb`4_ys>eEFTnErsP3*%O_rRmZl>0WkwLh(5{hQoiriO%f!Q#|vHucdN>& zW)cynvxMtR>Y*0y;>`DsKKB=_5HC&>x5pJNEEH(2w@C7jJGZ|xlNnLYmW=or$e&Q(F`&q>i)f5pdn|%AhL=Gmt0Z}G?E%JkZ8aHr0^4@WATKOYH0hLg968f;A z*@F}W*grH5U!aKU%q#(*?HsyB(QZYtJV7L~Yz44{0U5vbeY^fq<4sYVVsg6$I{`YG zA#y{q8@sGImuR#d*D;D}T2tTg;D1G0B5#MWnzJQj;S?l@Vhh^dA(lKs8A4Os2j>Gp zZ1F|q>%7@O1Sl_1;%JQMC9C|!rJ7rnvF$ zjDDs<>4!8`eC6RR=Y;P$?|wlYzs%}dpsU3uDJl5ZcH=YkF5PJKu>yv|Yqxg~?)f1b zhfU3JuG7|0_R8-G%y=>9O+Wf})3QGg%0#xZS?#6GW^pDMGLrL*jd3)<{q#ti9Ad+~ zFQe;0ZNLu;!Wf{#OTCY{u8ZZU>{>rq6x#D0zV@AP^nJl;Ae^`dv4MPF>*LO_1yK+J z9ftx0fLG`ha1ti`c`c}+lY{PUH^e~7fT+CXxZ1b;_N#8YHrb7y0~_=wq{XJn5=EnX zTl!a2^WwFsiKgCA;SE2-&-MlZ?q4aWRv9oFP$v>v|0jSif6%3H&*;Tiu37?nv+fz) z^~@#y=Bm9$AtrSqcW+RD#6JU?0yvLkD<@E$O96$hZR*jl6)cqMn%!%@_)6Ufy^%)b zSSsk{2Sn%uA1Ti(Pd**WNWYxESBZ@-+u8l`|TM{Qr$l&h-ExP1QlZR5ez9t{gRwKHyZ zPWu%!o%xI)7~HsDr~`%;Dy#5>SD$si{tJYfyh@L^-R*(suE|&iJgvP7%w9!fpHy3APrkr9yWj6dEh-eB zdeKtE5*p;!4^u#s1(i#Wfz10+ z(N+~^!*Di!)6Kaa=QeUs^&(#aDH@}PiRn-mR<0`Y32?&_6c zkbhvR#Ls`74@esSi8Eo~iOLpK4teV&`k~rB;R*nVL=PQq4qcWI zu%Xsd&UEA#MGtv--yF2Md;b;Wx*1u3AB6WKsBMvDcVi)2yvSvSVH*`hx`7@?wul4x zlMPuZgpFHYau1qdnXM_(t91eFpnNGXcS!X*^0r1N(RCL&6YQ_`yZ+8*E|#EmQl4NU zC&K91qr1wMx5!}vwthv74YS}_Gr8~{bjuliI1K!UAHk}|K|?3m`~)1)5W;p#?3+co zM>-hplt%V8x1(?C)QP|@m&c>+Bq><5O5mRTe3l+b2?bz*2N&yN^qwdCAFnNYh$&S? zZ8&1cBt-ATkk_R->Px&y6xmUMZw1UnFE0u!Q#B$87?3JBx>xM1AWDyvS?02;#8plimI0$&q&gEgdDvTDAWC;S^fh&WGrRycb4NDA+a`$QX4nj2W_{|f6V+2mU= zIq-=9>G+m7<)&A(8*u8+Zj?Lv1PStAlZ+ZUDgTAn;%Q}^)^1|Y-*+Hu&RL^n`bEDD zo>;(8tLjUzQK5x+g3_GbxDZ7&JhUu`xC!la(_aP6ODkx7cc->)o=W_}ZF<(HRU#GQ{39`N%1u^;UzNU$jk9Tc>|? zhfn&ZhGF|Xbb&>zYvDDNV*j5Xshu!9E0uq9nUW|LuC4OX52;joNlxdptlL+=QxO{} zTu~E%hE+}9;)$ifZN?ByavXvwETDfmNVl7+ns7{io@x9}oO?xxU_>5?i;_UA@$M8!zc08hkuDQ^qt08wN`j+EpU&;D8K|r5oTsZT zgFb}hot91DQ95#r;EWj8p>}5g^P9k9m)J27k@7QX5DWB=Y^w>D9Y!L}lG-z~ou$ofXuJ2@NY@VINThu+oMZbVt?(FIN6kdiCel(1>{z zV0SjCimgabT}jl05pOjX{fY%TN}i3F-5IP-Nd%LuVj_rR$_=8q79KGHShzi)SC2@1 zz9+M67Z)f^>Lb`t|6;u6pN6N+;9Q8u7LTWv9e?VsQoJ4Q@+zED;N zS$X#XwA@Q)*sVW#+4yiq>B(^4=oq|H2h2S6ke^}4s)Nhj6A=?3`n)xHJLWTDBODIQ z+~_LicokrKME9gs_pR70{h%9M6aBT!xUeX`-;;Lk>aTcL@)e2W^cXGKkM}tLTgC}E_&r>zjVL%9Tz-r1RY#{qPKAhsLJbEgA2zah&DGg6R;lA{vN0))$HX> ziW#ICIP)u~F?Gwv`S|I1xU>Gdc{DdDJiK|38bN3W;?pS~_q~}#xLemoUNidK~UC-IZMW-0sNl+&^VF1*m3WB&9OsL|) za_3IhQ`v7|%7toLx~xga^W0tPCZTpm_xXD7&-sGm$~Iamh;M%~{{xSNaeE z3}@ABqMIm>KH~K|wz$sdk9|{+nfV+D_1TMQL~tcLO2a(Wqf-s$g|7?lUi{rM^V4|u zg8i$G_BdD74)*qx-;5~h96cW^6zg`aa_OvNA_ONXZEnm&MLC2~lfk#!t4!^eZD<1K zO*Bh;2(nOLrci@AbQC|Vk3nJ^pnvSGVd@c1p;xj&eg^uLQZ36{XfLrcXC!RfEyR?u zVdTljG}F^|$eSp*37bsLG<)-!QMfNc_u1Ze;8t#eOVKQEJfl0Lo;3@9u#3ZK^3VpX z8dNyDL7UrPt!k3FrIh_0M3d%MS+K%Qp2(P@n|5e78EP)=O*|OceUrx#3)3mGg8Wmt zP~x^VP{0FHk3qhCb#?JO95UjLpi)Cm9IZX8Be)du{Z!S`WcE$^wTsarj5-Y(Lq65#MHBSWni?t$0%E%D^*Rn zLf5a@G@AJ5e`nP=IMh`rNfaI+Xz`XwZThW{w1X^hVzhTY+8wipNrKZW&zj5-_fX7N znp5v(v{~m##3wIAVas&H6}~t#lX*c6@c^YiuH)Zl(gE^wXH4{phW0EieiCAMAA{I> zRqAaQkKn)|+-nve=#yMxhHU^lg+UenWA{4!NQs@Up-XNGX~E1Ez8;a?9_Tim0mtl$ zo9ni^6=&R~)s>uNq6A{9Jz9V%FC_zI-G||qcrn);aU}`$YRpExQtn_3m4Z5xp%c_4 zhyvU^yxF*0bTV2`hchVwEnAi5cuf182_9o3 zp>|{XlSvIeS6YAK+IkomRmE61K6urZP2Hr9om@k6Z7eJfH zr4nW9l=Qr@U>lc87~SMBhPOd3N8hsodAjQf=RE#g9MG zm&|)dn`uZ%M!3&_eJbvUU4-JVlgbq2RU+ZYx%l$B~b1}x8B6i-FWG4$M zxwRQ?6oRR{1gxP)N{vEKIyfEe@UDAgcB8&*#{0fIeu53tnT9JxVxkl~eBNv<0pjJ2 zimGHnNN{k!z}0+ceS;9 z7OY6;a99WLLa2lkY(_n8J%qT`wJ(v{E~K-c>UOE zLg&slBA-MGLv8EGI9!5^?}Pq4(ZEEo-!bpX{QL`Uog=Dp7}UddP1`Dnpi}ymEgRNv z0s(Zb7bB;SlJVl32EliSlE3~9xk7yuv!`-nNl(2O?@_V>401RH+KFH=nuh<&y2lNF zDp4~gukvB62iO0&?s8?-cRlDM-XD*Vo}{j6iE>kXAD0wuGc^a;D6arU8_$x*{+o z^TnDT7%2~v50kP4@1lk*Sy5c8&h>uli7qRM8k3`2P)L^@?wn!TkUCAd|2}TLk>*qK1-wY~__WD9Jse&+n`L^ed z-hzHwRKOK`*4kMda=9)p|V#yM`7(#P^k;cgy_V9VWD@Mf5Tt@4}7g(XjMO>>8f)L3n30_D09d zvY^EWgPvnqk&mK!3;1EE$!&?w7ZclUPh)OUH9n{FU8vC2OKFn1qV76FZS$C$v`Eu8 ztZ^!fG_GdnPZ^TaT^q%u;riIwe+`e%ybnABBu-)L!jox)?#((NR+~S)_JHYBh&?-1;Ly%dhq_S)y0rnmskb;2 zoL0YP8T#M&DA|Hm7A!4mnjBGtclxancmbcl_jR3cJ@UKgX2u}=D@J};iQiOl$lZ+4 z>@a37EgZ_<-K)`@1`D=3Pnd5^>Ku#KAMbMYH&Z`_7diJVvCOB`E{)ycuqm0j+-v{o z*K%1dziKO{nw2l#c5@di4{C=XVSK~D@SfI=tsO`T$|5Q%q~egz_H4|;kyTNMr68$m z`*GW{&Q%`y`!BwD%ULRYXQVGzj%brs4Ukm|c1}IBz=ZQ#gX**LadDl^6`+5dg6q=& z7Vuv1N&&4@tV#od^fX2ZwulkjDu2vtR)}vE517pYNJ6v?-Ng%j3Vx5xOg_)tTFn&hCq}`rr z$bUqj2kA0sgs5dA^>N2jy1wW9qYh?Zy6<*Vj&?cV3)sxPLS)VQyWOQT6+@F}O*aWY zK)add$sJwSMxTI1!k7X;2INLzD6^vD7NsFNhYqC zqIn9u0n#nE1!VgaQhoM&4d@IavBS2q&*DmPOFHa4Y$M87ABO+TPP`Lm+|wr$(CZENn^$=Cf&PbV`|Nma5_$xhZkJC$0``aNFO zhCiy)PTz{ZbThzwAO}&vS7$1o0TfqUPQZ#Z+%ce?d}$AXN8jFXt#{K>7o%3b+{!1rjfgJ{4fImr`$kKVdT*$^l!{PR z{8*YO4k~+d7jAG|m$eJ2Qd-Lw(C^nr4pA>fzn}!&(XzJ+Rdn% zu3;9)W8m_zc=cIlv>bDWbSBu~A&PS+%dZCtGF+ex&(ks_rvY(_iWniESL1Frb5~oB zge({+@^e7HQ1@2%q76mnHO&r^6wEaA<^0r@ZU|)0HhUl(9?N&geSPCZkT7Nw(EFUN zpM*t$Rk9Ush0$X!jxJJmW10Og%b1(i>11&y>ND($F7ViP z<8~me_I7|Km#p;-loG>e1CmEKIj2NBfQYPtX5TVh8tS;FI|X{}i(4ciZ`i7((3P8U zw0XgbX`pU;T_Mn>%kG^-+TWBQK z*roe6+gwtS0{EE<`WdqD)W`)e7!qZTC^;9jQC`5zZmhl- z;#qIUQhg{+#=rWO*G!69}a^m%#!P*+G_RmJJYB)y`02Sb)k>SoV%b6{HV8gFmfJ>eOJR1Vh-#;@kb6LOO`F)5) z-MaQK2{F2ntkwEc6qzYqO=-L{J4x24YXS}p{PSFK=8?6d@eMNSO-$ZMqk*q|%XXLv z2{Xe?(b?M{pV(ha|J7!MzI7yPRX9;cwzf3i zS89ZsdSkAN3iY`iEOHW{d)>Z*jiKnz0W22Cl>8<|PezN6$xK4X94;JxzLDToF?E35 zIQ9if1)Q(r{z=a>YWg2@jKz8Om=)TH8M0tOp%V+D12~eY!9%lfc}<8C663o`MU2FG zba?t>Dy#AwwH6Gp7&!3kBeZKm;t>fvPy}kS;SM2)m+D4bHCvmixB2-g4~=(8qv``Q z1zSv_)khU&G?y{>NHahw+Bbgy^(D0#Hf1l*P2(&-JBgY*dYUCk81}3cJd$9Q<1yXE zNRh-2=uOoNOel`N4e}5({nX$mVU;k$Ly=rD9)RB08+z~;F=b2>Igq>5bs#CSPyHfc zZ9K6QKbz#<1{}Xo_=X(K_8Og+4TY4Cl}ZU*>r^s^NPT{I1)^^R5kAbL_ctM?`n#zq zjxxoY*m0oWx?)ZDFW0iLc!$s*GI8H6c7zahDKeW2@l;S{f)9y_&s?^-wgm1G=j+{!Ks75 z?vQ!PU`~G3?jxA=jn$7tX5~VMrMF}&CizM~^fY{PUE7e=Huk%)V3+ajU*>pZxbX)xog; zM(U&6ZD-+gh~NT*n{xSX-TzMG8LyBg??X1kv}*L#Jz)o zyL~6JVK|rryugO~$|UKc#EZdEVpsKdL1~SYp`)_XIXj>sPYL6>&qD&9ssOC)i<6EA zzAxRD(8a^{t~D8UO15BpH4;Z3L(ARy#GDm;ycD>iwL-@WSSP?aVgC`pj4%BY4fpx% zX$9bjIx6P#a{NN!d4QFoPQUQL1|&X5EzV9@t<%_;tV8IU2R>VquV*7R*t(8BI3u zXd?-m7%5XkVSzgsFqv5R(>d}jKhb0zseXhEX1@VX&gQY})U14OlRBTB)THsgDk^)-#Mw z8AlGf0*9V5fN(Hg87aHGqB7ft%0b}SpV6onw=3IkV`7y7qtP)uZF?U=A@CeHD9O0E z^}%9^JbmKHyiwdCef;k#C87*=L8{mn7Vg5cILY9qMwaWbik&gbwNF&T0avA7ybDHl0 zWN>Jl$m)P!p*#2d98L&Sg6C|Jd~6A+k}97rXSHAO6hkQJZUHJYEvWSN z-r9HTe(*h$ZO2vNt34A#f9@-lNSucCf=RxCfn`Y}>U&RkW-L&piE5%xQr%C2m`w_ESlTFQB$=B|(Xj zP@T25U*xNfS;>kKZc&xkfJ4ftH%s#1SCz+cBfEMW1;detpoxK8F$U@53`}x$VOv9kZ=F^3D~E`XD3B_ptG7!|9<~jsQ{ccQ6YQD`ubb1*AJYA zWr1MK>`o=2gVryq#^VD|k%Jk7uF+kjUGQEopPqFId&HS;s&f=Pclmok;x}pG-3)~*s!z#8J-pbn z`!;TFgm`As!F+D#FKc->OvUgmfw^n zMPu8}hjK0Q3@06yh-621sb4E0-tid8j^+#+FQQ>a4}xmV zQJuLQ;to}p!gG8)hvzUroFvzi*AA{1B{O;^xi=KY7sqQ&4)bz8@*r5*(mjE6`MZ?6 z7c%C9b6BY7-(Ihk#aI47?9K*K?`Kgk(-?;r1tn$?U^xo-8C>g$^&nNWGO$*Z>u~mf zf;&)>>Ibax=8`79qOJU^$x6rUZww}R)(K=;)`=jkU~=A%SE>^K-d64DNWn?MKPS) z_@yEk_*c`%b@fmg_02XP^nw$u@<@bH8nfjrDLpw|OXF69P_##JNW3Ku<6Uz+Vt}bc z^iWx1@=^SjVy2Yhhtpg0EQV4lNb4guaTBOd60zH5vDUcwwX=D-#ly9{8&i+J@4*z7 z@q+CmRLwS}0)4+u`kz53j9+3|64=!JJ}s;?IAVB0=eANedAhiD3l{kE#P-8^BifxL zKttuBK>?xIP9pIyX75-E;!Vy%(pa&lM=o&Xk)uvdjO%=VU=+duM*`0=)u(J?wx^ML zHL(y}!+8DwLyi!!398`ILTX(>NLc~ zWjq&1gu=cwfuhUde9$uYpTqzgmeY_PQ|C=_w)HH9b}K6Fx|h&FAoxnH+x3^$P7VmT zT{K4t>__gNCW&nQbgF)8`Hk8wFi@+#ZMyr{r+=V zWny?$X?dsPNOt0bx=-3sWVNdIuOPbqnW~XB8?3&RwvA09gpcO@28-ashr_(2taB@6 zX}%93#=L;u_klf`wPEC4;qp(gZG!~M1Jwq9)?}E1^0c5u(Yh>lA|6a153`%5uGSh^ zyxXUvBe!oUZtc!a6<{x(!RM85%TZR-?ZLy#61)UAUDXS66yaw7ZIon{@>}ajMDS9T zdc@iO(52=bStBXCVK_7E88LtD+bBe0vS#=*)e-W=xvepq2G8d*j@tEnoPVkx2vs-H z8!$9G3RCVq$}@$?{1kI?c*#@P_$v2-Z4_FS3PLgWxdg|s@Cl~%_xWa}e70)Q9Cq~u zK}>c?OFm0`eY74lu-f-srbF|e$O8vb{Unx9IQNLr*bcj0W-Cx*enr2Zz)*Nq=QBuT zBx~^SdZiuI9Xc+p2aVM5!R~6%z31k&T)M&B+|STL{?-1f$Z|_so1dDmMa=$#1e@=T zF2wD*7^Am~nnDqAF#vG8E~ZO}K8PdmRx_E#ss-Yh5a!8RkQNK$`wS+EvX<+0&qUE%e}K;4*t|V_v-PW9)0m&@Q#m zR@Yi_HgelJPIB3UKz8R>xBr5*@3LTACL?f;70exya3Drh7oU$zXp8fbNuHmE6}FS5UU#(CS!tEf1W!e|mxwmb@iOGi2 zZ|{Qp1H+nNhTU-}-bs$qP;9Z5UUwZwI$ojCU+}4z(7~U)9ZTthRcewWr|V^Ks%dEEFerr zlzzOcUc1InQOqT`q&|sjXh`bk0bzah_Yxe*&%vd1t!A^r2a5Hxzd^$9<(0PYns$IY zb75$K%jY_7yN|HN30Bnxn1DsxLM>~r{yM^pdrz*A?~4LHpPpo+QnaMlW0~B2VZ{~; ztTAxllZ;`m9D+b5TpnfH%qok5ER8~c@=g&_0_nX9xf1~}L{H_*lCpAx1p>elYNlJ3 zz)Ue3Sk7N65RxcUW@}s%7s%xzybhpBc&EfY}QU##e7Ga0ID!LbX- zj;fX}r6b`E&^3!Yq4%P(7NVv1`xdWBPb}&|Nlt`S6W<_Zo-Sud2r1L)m(l=H(~Dvs z|AvW?@*7qGkddXEJjEzvWC%ah7f0SvqnPQSJt242yPdu_oz$~L25nu#b=*g2O}tT9 z?4~o@gV&(+9w@i?+`RsIavJI-r>wHo?~#YQopJS;+(}j~@BJ{X=E#PVxM;;zk_=zi zUz-}2=T{^Cj_z3>R{!&8UV@Uy=ODKgFNBTI5!@96f&ZvhA^=dUgV7>VW$BWNAR$^N zFZ!{33k{i8fNVvVNwDQavf!OExB~4r0L2{EDnSdqX)Pp6)vT9M;?gm&{(Y8_d|JXI zAQ!%LgD6)O7*Vo8)Ut29RtzjM_&x6zT<<%$esMjaieHp8eVi8(G@?!O)BBO+sfw+< z;oqb{F;2`S?+zi|+p{5j($A**g7wN*(-BhVtl`n+C9wLcuSQs7;+tkE9^>=r73J5szqOrB@gn!&J(OBmB3h!??{^x_ zX1dCwHZBaNw#x|+m1r|HUM$efh*k@Z1zyf-;QRo=*`fs-kxyS{Rw5&UIm>4|tEo1{L?|{F zSIu)vvgsHghsxYTY1(L?GiSwrb27MyJ}t%m++%2%T8UIjS(3lk=LZ5|?jZG7qjZfm zv|rh<=REk(T8Jen5+r&PZ^F_L5QGVle%oQbTv}gP7Lhl?H_n<#Fgv2VCE_c*I``|H zadL6l=Z$to`C=3|9hpJ6YwdC{#q#d}--Od+xy9NhR8K^EvVWq4=(j_`*`fspnAoEM zIo^I;W?Ajq6b5@o8#zi9pxgx=<6pK^oA%lYl|A$MRGxY>`1adVfV^7TfK=^}b*g=f1N+!=y=H1uesU@Lm2=OBq&6Yv@$NF1^qD%D0H0;eZh7updQy|BEw z<5~ofc3Dfl=F{g&zTfTxCl?+uXWb6hgO_F~I)y2Z}7t=n< zUV*@vW{el_1}kksh&cfuQ9=`LSCV_^Lc#|z`*{#!D!0>b2XTf^$C(l7TE@91OP%Uo zWsVhVY{8$Fi?y0bsNdqjH3aP&vL=JwFgs z06{;uY2+@cjk@Z-++rR_1CVXpwt`Ogrkyi}1DA8z{sD%a%MCkE`u{XbGBVTu^BEHS z$Am~HA|fFquJ%97l8paTkI2Nq{@?V7|8Hi=|JxS-N3$do^MA~e3mpqJG;3_xJkj#_aQLR!{{Ip zMf>|Vk&`YE66gReY?E#i5WwPp^qgkBX8r12ey&tKPx)N$y!O0Ii4jVFq^l$achpq8FJR?jwGu5~7fS$pd))wE@J^22ddfIf@x3hj)1n2)M@G zi`DpX0jXQ719BG;3Fi1|12)#-r>}!W0Gb0Bz~!fn#kBFC0pKZv#Q=GIuSK9ng0pX{ z#9(VpO+`na8_tG?YD_ge25=A9hXc@wp>1!+4h{fO|7`=|>>A4Z0n8JiZp$I+exdt+ zTk%NY%})6=Q+6+YW6{olTwmU`e#g|{--usX@?x<8-u0A-=kzWs02@HP+P-R4LE*f& z05!t8AA9K#uWCSEz}77T_gUfm6prcI`)@&=z=ZfW^;=>4(Zw4TtBK^pyfp#aL{3}RFaWKvNZ zly$SPg%S>+IT2fQs* zO09Qxbh`Tzcv}jYHEN5)ezv$rF|81sh}iFg7}dC}kbv@FWhH_IMxU)=`yG6(vMbEo z0asfBajEwCQv3DfoZp(FfFqkJQq#KxsasLd(tdCh)$Xt zx|8-IhnaQ`%l-@PNj2!qHllpaI#YiJ)>llUEk|PGTClR8SFeH%;f@Y92M@lm-@PqQ@u`o!7tX{S4zhbg|0 zKGtVB{0qaPxSu1xn`)Wbu~i&|;;0LmBQmzo)qM)dn+9?P@-lqMv)H`HSc6<~3s!bA zv+o4ohi0SrDdrDue>gPCT`~Yu0SDNEGSljG5UiB9l=V|!BK!~|7ugwjBT4Vs2bS%Y z7(}Q!4-k6EzZRe{Gk?>A_mwZC(hkbo?3(4v_oE%!K(>101tm(&tJjD9+wo|@jwogk zGqO@4h5NG}?k$N!@3}Nyv?TRAdDPXtYV7U)RHK6fxjX(Jdc#HVpGv*yl%LNK+-!@L zJ1UEsZ8{#F_fX)|587t@qnj+Y++35MTQz2SXeJe?@(<%;r;|a;W@gDAdkZ`00%b*s z=}=62UnN-YyoeXxRz3s>H6~u_;pkVZTv*ET9&t&z5!g+X9S>K%Mu!JkDbd4{x5B5$ zC|_nYN|yxjB>dci1qN?SCwa2mGK-2GG7T4>8Eoh@Mx=`0x#t`~G-B1v2!3&=KV*Tt zl4}+97KGzQipZCRJNflfa;$gm=%d}O6W(N*Xly=`*si!}S!!SDPU5$Hz{Iv}1hj4! zBguqnG2cRcPg|2CnNo@;cF8KB9iC{nkK-fFpH_?hwaGJXlye%IK#djTmcIK8dn`>p zP|#W=6zO)bR5|fRm@4_Ef~n^OQ|sE;+NH2zN7_DrPFnYgBk!tqM6QrXNfO?@`1{=n z>kEe?w?k`c6|HXEwDOX4KW|j@lsRL9H$-k)@kU*ivcd}VxPg!!1t6O#dCLZC4)wNj z=ZDs9=bvP)F6?8YB2&cWPxqoVaGMV`HG_-W!)77fy8t)j^V|m|&o$8*mX7U@HZykI z=MKBcisY5nq8G{hOQKlUwcjP#&$(JhB$Z5SG8VU~OJruHmRYE)w_mxVv)_?S@n2pJ z->AeSC@gm-@>(fr3s#*~*-E6_!PU^xsbn#|OFV8ImMsy6UJ-?)m?;%zZ){VS7BhF-xt(hfuKMg3 zUxag1U4B#^7zdKle?jb#gk)nQTKV@{!Io8)eGs-Vw`HVdT3&Y)uuuB(4+yD8kXsp9 zdB>(ba|mUx%_v?=Ur+Y$Pw8Y)q8B(>TlX1+!hdH;X<%oQ4r=GOKCcB==9R4TWY)xb zU2K|p8Ln)BFEaupGOyoSu96S=x{5ST2HXZsj#$vq*V3yNGiq$|)lU(??a9ZTIU9+# zXh6&}lTX6>86=n1O@5u=tefi5aXdJH6Q0y`P?eGVQmMvL0oNaVs(Cr+^^BDAWA^WT z9+~~#CD!7;&ozd#+0=~^RBmKCe=BZ>>Wz_V*# zN_bB13G!;4%`mcY4yeMgvDswf@v<{&9HuWC{3&$0COz&7GXbt}j4wQ_Ywb$#l~@%c z{vgwpyPz&vA`x;-2jGZr6%7u??|JFpEsWSOSliq!(4nr*@02s5t(b3{8!`fS&&+jodK6q3W))X&;ES4Bv}J!z)z9Y`6E)tFi1r3X0QbLokQ$-Z_m| z9N!ly6xxAPQ=s?TeI~Whx8+~ecA1(6*rwWSly~RGeV%eJjwBcXlj{INO zntN``$}Lk-Y5F2Le1tEfhq&-!U@!mSpvcUxt)}HUKF$msbysE*{ydEDNvW#L<7}|3 zWT@N{u!DDoA1bnybe4WhPa5D==U?8`3+?5K(T7)S=bee!P027#7^95UgdLhL0X-r; zq;wbzt}P$_cklSss}!}{eB@*%G$!anS7m%&i-`TCYIVxw6i94IH*C(@HfHM^({;cc zVtQ}1dkqF}BEq|@W&aYTV@`#mNF^CR@727U>Gs~Y^*B1L&&Q~MJZ~n-Mr#1vx4&|> z{A<5F;0-1lToqXrd%`)D3bM4(7-Lmte>uTL(dJQv>?ZE~b42}F#)nBX0#1@e@8915 z>Wbb?HEk}zc@^(aCmj3BW2Pt{Qo+xuh~#W?&}RcvGYE_W+C#ZdIRaFGrZSBpZ6=;= zT-71oQGnd^=V$-%Msu^%=W-#SO{10Gf22LcOrzmfLt+4H-E~!;Jyf2YEk`8%PEG|c za_emUbT_7BhVt7j!dqV>R&&dUFOt1fOvbq3Q+;<8XDjH_lsn(A%)Eso7SXPLjL6#j zn2flebG$Wi-XE)yyFlj&+E!n-%3)Izl_vj;{N+nz6k{3!s!(5z@q3gA?K7OwdduP~ z(%8tNlXfkl5Q5qM@XFCjf3tqcc6ytgQJuxp91L4kxV(2`5vgn|lF$ki`wK^Mcu0Pm zn~pGbjeAxNLM2BW47BxZ3zSQaaGL56%2>8SGi2`UW!B)vRIP}?cFK`h=3|WU0bX9Iu>*Lw$XocZB#U}(S8lMq z+zsljypKCRN_N0|NcbY(P`N%(o6Ht19urTpSMB-urC5la-2jI_sY)o>{MxlkZ6cog zso?=`hdAVwtE#WDp|;+8rdl2-hPPm2K;9sW1}(}apVhPmTRMZ-8ha5qJ zGxV$ByMI%ZIRN0gl)&1Xtjq}+RPNvv`h<0hbA$l7{E~1`ROZarepcFfE&Z`ogd1km zTEgMBFzvHup)u+f_v;P2%DmBeqV%p}1d~g}X+n(}<8=4^3r)SBen%bg24zz^@kSR} zSHlZ3u=2bW7>*0<70}G8?t^X&EelKbNnlzTeG zO4n?*T=>pnGlKdCW2B+1Dx?yCgB}PZAH8@4g(zNlR|!?Mcie@8l{?SVLhLgn-cO2kOy&au$*30=p*iBINHyk8Wqv{k~w*PtIKXY(apNLX9!xP<(A>M z25J|)4hKioD4@B~G$ik~&{M@cGVYII&J5AC{J)^JQF?Vp?{ETcc6`|?`t!d2{(3AHbi8MlH6pnQDx^gWsq1n$D!W~*(tcLyNM50`o9XS&3IFdIGKXI_|Wu??0D)iygkUH!;t{(Fn?)3aRB(C>Gtcj>S|olt9C-VR!DY3qAdg+DQTn zHQQGQq32{G++T>dorM5=Np2po1LW`yL`y}FFIQTPEky+ zou#iSaPuo_&n6qKtu1QBdW(A3D%Kd|nax|@o?1?_B`8^&@z(Q`&B+8Vv|VzzkUW`d zE(eRFgC!nt+rlNRx+nplj~lg+fdtI3LwU9He$KReg?@83`4P@zsjUK5}&w zsX#{QQqqsR)bM$h4>XE;%g1E+B5_KSK)b|mew?H5mo|@+ zefioBoo*^6W^++8;wIskITZ6tN0}qPjOPwW^R^hiIfG5iU06CjOR^5M0mfAa$}mB- z4=n?*Xx*V5?K}G)$xf~B1}HGe^#F2kb0zZoPX_SAB2OdC12Fm4iSERmCDv?OH`%)q zc3;2fshvIaknz`?DY-oP`aSK>Ya4D7)A5y4Wl4o%p7*B%sg0~T;fD}|?mr@hae9H0 zIeZ!LRGLVlH|~Y&EdVNU+ynbh2f##Uyum$N z*v<3kqFIm9^Vvb$U`9Qj7ltz&ig@v`UIdG~OI#^*}S)e-glPGL?o)+^x2Sy5*ajkTid~l#Warl(?4#C=QSHJ6@NjixOhH zqfc6B{VujxGUKLZ1E`{dPl+C6;2zXY@6mPDC5s4)6Cu%9mB_v*$dl|#%UEeW%TMN@ zziRbvk1TctZ6-@DK%n~G8w9X_E;G5sOvFz|i$_$wG`+k7YvHgP<-^2ES9+5#Vk(KhO#P=`J<1g-u)>_R$GoFZxq-tJ-qR^+t1^2Bn)*Omu*z8T=p zAsla8J%Yu_82qJ3dveI$;G4tcO8=Vy)+5xXz^z6nC!!0ev-S7RG;0z2tl<7#)iUN5 zxvUdfhB0g*TnKA>9$1kI#b|s9bs{f+hk_MME*|b2=kr8)rXe#2csVo{}u|kU|lf0*W zoDB?Q-y`ur2*Z(~yxLuI<&R|I@i-)rnZOY_!eQ2iGHQk}iiV57$dm_=mYBFGMv~Q^ z=*@D>Oq@ zG>2>=EKtHa&=0qICoo+SA&r#8yI4KUBoLTs1M&=MNd15qxuUG%Fe#YLVDc%>d?beR z$Z%vbS?ayIw<|Bx;?9TuWD+*_3*%ZUG`Go=Uvg1eh+(uR4tQGJl6R&JU43t8%5JI_ zc+>0}QpXr&!Syn&IynxSfN3Su<|oJ$R3&KDLY21yODG!gGxw#9SnHM$+2 z#{Pu<`I~@Ha^O+0j)?AiGuKvLVj2d7I;}a1Rt*elF(u}wSzy#mL(yMvPAh=cyll1L zK;imyC+`{{nk$h`v_QI4)rQzUF2sbq@ln!xnnuc;rP>{;rAT)i*F^GW>k`hqj9bax&teh>e`c>r+jJJIHMi&>#LD zHyixiw7SdKU%S03k=jCqV0$)1$=$`>!lTaOMf-q*(0x73V`_PBE<0f-CU z1L^u8GwTqYF#1qE0;-;!rRHq&fxbR5LJ4aiI@|{r2xUC>5(09Qgb%DC%CbCeT=*-8 ztZfW?YAJm6yzjPrrD1BKKsq%t90Iquc=aul;1Xi)#dbm}F5_>A8QggOCH5*5UHxby z7Ze(bFK&Uc^M|8iSl<(+?z}z?>e6l=manN{Pp8wrwwkwS7>NwuSVqB7W0U@4KIgzL zw2&%J=Ni4ODGl6W-yLD$+N;u4tFO)W-~4O)B*198GYDMmz|r=A4#ADEgZ+&D^vxu` zKl)s(I;wk-&O=BXsW~T9V;ntOiS@UHBoX)X50)jV>Y_`_DaC-YO5#xeVGNjrzTwFp!;)F2%;$KNb#3$KwYtgq5~dz}NQFe(Zb zsU`E4!JS40E%I3-RIGDA_7%T)j<#%%H#-`xu}-x$v|$)Su1_HtoHF_MF}7YobYr3_`<^_3 zvEYa`9qdwyRInZUH}eYT>KY2*Obv9tZTG-QmS{u|-NRL(+$tjz?~%ejyl(EqI~;xD z2U3SO?68lvxi#)bXcN+MZQUs=LV9lrD*su+QMixUi-fPewJoESuCC{*@L@m~qKQze zoAa%>hZzv%HM|n+bb$R1P!KEbH!@sNslfe(?9WVBaj1rcY(SEVbrhi2Jx^55i)bg{ zSqTtbis*pN@GUeFM6Qzh?&RP;Af;>djYUw<0=xiC2aU)8+tKpj!^eS@3pb z4rCfmXC}r|7Be5LrB`=-w>C@L;Waj#@V z)OU}@d3`@Ux8}eE;SXLj-h#4NgOeu0r^ zOLYjjWBrKj*}Q)hFN%<)jPJ}Q>^hTh$S2N_I|Uu%^?)R1OYw+x!dQ?LQ8?~Kf(Pkp zr)Re@uY9Q@H9<%&J=2FrN1n28`_}Bh=iM;9Pv}-O)(tBclg3Zgirilv{&DGV_L*Be z#$IL7E3wPwQ$y@WvJ<%3w5x`U=4u*S<6vF7&2>1%=EKFKEBc`KMN2MmIvox$@OsnS4d14X z6$(j^$lH+YS8rP*E#gbV>*m+001A$Mmq2T<>M}sg)!Tj+w4Q6(u5fi_ zl(~OJ*I#L-vI}c47Zz-lD~y6YO#)MxwJwYi5cethJWoBre%~orqBch{*lRiGr(eJm zvb&yi;YIsq4@zz8yA&)>Gfa<(O<6oCd{ghVm*WmM$eAx=8Tfuht@BKqGS)}@#ju7n zGG5KR?tdddUD1^1djIiI(a>6-6&Lfj%7NF)({{$&2T1k>khSeI{qF1M0!)`L2-79% z24b-wNtH5T+&YhHsYRp+(U_1G2dWLwAp>#mFQ4LD%t_Fn%u zBF`{-9Ei3G343qK?ZqMf^KERU4L?wjo-0O&YEjQE;i&%&*lHb~F6)fHQ!Y3NW8S&6 z&1^A(G0nEPCu)02oOwr{2jS|`!k^eeq4JcYqR#-xg$>S&u79+>QAhtwQyVZeC9{Hd z=v11B@Hb@Az<@nE_Fr;dSE0yzP?}wE1Ns*dY_!b<(zv{4Co*xdIbkS@4YVo4krYGV z%^RSJ7VumkeR6@o&pf=uiLc+DKyu`X5eaXhajyx}2V}j{Z*8QP)c_M#u%X_R1$C4N zu|vSsa#e0~ys20`mt3hdl+f8w3@~H@!gv@O@?OKk?71AdJt>KKeK?;(BkueP1ypO8 z#$M=HLd@2_{(L3`xa<8TD8=2-j)wV@B=G|4stmP(Ld(B_0$4yfWC-ilBx@;g<{Goi z&Bhu$L%pRAGM+W>E9<@mBrs7rq$(4C7FP<20>PT+WFLg7i->_-q%?Fb#Tg@*m?SMy zObtcHLS|hz*voMfE*YzBO>9C&p@~nL(uSp6=HLjzTJn~&mMUN*_cBkUEQh61cjbzv zlTXVPsOA#m{iLg==eN#x2?26dUFl;T}ymTOR%%C8NW8VV6ia1d>GT_*~1;5 z8p_XP`hgU&?WT~a70lRGviP1LlOFL4AiwpZO9-qc|2)lHMhR`XGid$qyW@e3srXm3 z-wf%tk5x4)yC(@PwJsyopeG-kGmNaK5R2PtSRw_zb+ST`)nMEDN=XrIXGlqy+J7dt za!Bf>gbK?D9oL`Y!<9}_`$pQ+!msSy`s+{ZfMVU*67jgK5)`h800!ju~Xpa7j z(!SIjI(=umn8Ohw%SJnznil}^n{am_nv<1VPGddr>?$<qT~|9S-x=8LOj^3HHSoP3)O70p5S-s_Na=INa<#b`6TAC73&{(5=PTnIx1_`N|MgDv&+ynlUsyRUj}bCbM-## z@cSrXEgzveI$kvT&7eC?>6-0VLnNH0O$~GC#3n5-(sv6n3LDl*7rl#rY<%Q+MmmF*uHS16Up%uN_MwPgX3_O(v4Ce3$mE8k;`dh}X#c16Oxyzc zB&XfBAHv=q8p^|}R9N^321C1!gzrQZjmOBOQ}>$<*1%S=>V7D7ybQKOXAL{{*Dy4CsvLOz6z$ z?C2cnoamhCT>dv?>OXwc|AtKc_wxQ1GR4ULzmO?LHhOxt|62ZcW{Q!Wo`LayKvPh3 zq88T9CXNLEDcadY*u==r*aV7~7s|=m(Zs+8%6%iM4OBU6vw-y=A*UfM2{mvOfM{h-jN~L8rhuW*TBNC~KrvXzOq&$%E zt>Elb-w-fDvf8q#DG)tFJ>$QdATF^|qkRqN_gai#6@ZgNE8xoG2V8Io(){XSADPMZ z9bh8x3Xrj;1;A7lfC(I)=?^?IvVU-R_~$Nv95Our)IVQ348bfw9N;=|HsY9w09=l& zDq0FH{^i#vBEN|wtp3T#Nzo@4E`c?;a|0tw3-}mzr#jFzuPQT33uxJ2>1u!4oL_~% z5wi=!!vUf3^V{3m{cAJnfJerJ{4(J7t&a5|WdPa#7XVE_vcG{&Za_1@Un2t)jO~E` zjK+XK4p6hSa{gC96=d$>ZtMgEd^l{aOo8^!A1SW(Wul20COu_AV5(0lxoPN6FagpFaLauC%>52*CZXc0cy%-z~fS!vU&)1VRn?&sqwg59R^^RR2wM zJtlT0(~mdi|7W`Yo$~+3^1rJ5Uy1&|JCbmVN6Y*2*5J1ah|e>xTKrVq*GVu@8}%+I-w1&L7nLI|TgD(0{HgZf^=Q`%7#r z>>L1NCnsZ1gpafSu-F0K%pa;W1A6>TW&k6DJ;>!F1@JMWFTfn+gz(qFa&Q3{#r|^r zZE-Puu<5@nHf{i;mHmf=tUgZV-_8$&ot3?-^WTpDXvNgk$>~Fve{<%e&wty0Ujjg& z2hbE@c>!d~8)DrM()m;;OyEwxKMAwB-5r^rJru$2Lb3SO+foiTOY*0qh>_Vh-0^g! zrHZiG1s?*Mi>E0My}q2ljWnrz7clXmU6CvLg3;f%eHK7sGZ4PTG-rC`F4|?HG7*ZA zE|e~1vgX2{P|kkV!<^+9sR^WbC3ayH8<0kv8!vN(!`~A}SY4Yf6hs3*Df&&cxHf{=7x?q~ zH*N?G_p;S~Ga})(B}H1&)uoe(kk^`lJ&a{s*0S2>4?tlP17I4vSKsC5KxO5R+Hw#p zEitfu!K?-cGq_Jiu~~`CEc&VZwp=4yMIszZw!{wO=9(*i_)-BF_~aN$(vS)y*4wV* zU+5U_i-xSKv_2=>-yOC6=p5@0zXFk65MlicOwj7eIvqSoY?Wqz_=ToHBhKMcFS`ip zF{F;qi=XpX$8e){hk7EKU! z=?upaX7tXS4Rlea9(qVMKR-ZSVVI0b@{Ev%l-O3a#ItvZt`B2Hs_PCL%XQwh!8!F$ zn77>hMr77~g4QoRy)Q+E@DAZCCzmj`p*)?Qo z|MacB0wk5{jlhiK@e>bo^n|jf(-qI>I|%9N;aOARGm%P`c*;%bd1ib39K_uVMapi5 z?PrO1Y(0NDGzb+-<{Dy&Jd^9vZ_~cC;kHPkPx^q;lGT1HxDY}&^LbD(t@$)=j{NEQ z=SJU0TR}oonvDq3i*E-0D%A)2m3Co!sK2brLS!oyM}NkVNPmiHm}_`B#JyKRdoy&I z)8x(UnYhjvaTTKaQt3i7QHC-1N&Rb%x6khVy|S+{>%K&}Eo5rarJs}xASxR( z-Iud4O3kE4rMzsYOdnZ;Jzf%sqecVIRL9hnq#Mn>Wv418o$*5vFDA8XI}6Sk&)oXr zr*#Y3UzUj5Uw^PE}CDMfER zH+Jd_M{4G3g!D~`xsvPc@i`qSgYgc)Wh4Hu*(mbkoWE5GEvN&M%GYe^)|Eiw(Hl4i zHW0ruX^=VL93gdANMOz$pIfJvj^^}0--8Sm$yzC5_HS?W(YS0=- zb_}SqNYwTR1B{VwA-1b8mS-Bbu>-qQNeg)6k5d1*8i1)rA_%kJWO9h`qpcRY*{^1* z?ZSP_jIW>WBn_Q?tiaG`gqfuG_w|mL9Uc|RpG%{SCd{%z27j$EHJ);?A6?yTn%kQ9 zu0&F(2m-sbBzOK@d3==z0Bc{|Rw%{}+S{+zSlOEz3GOkj$kM+%5}c<)ggC!3aVfA( z&agz~NPJg}aO*cLgHbu2Xyi^%1sFgoos%d#Ji_-S5InX!aXfbR@s>2|q#gAP@3}1z zbK4+#qQzl1OC@D$%A}=>m}|aNA+ow z9I@jiDoRIW2d(Wq?_IyBN4w(0zbqY_?Dr7Rx3?hvU;$$!7y^)A$N7dY_YlM^ zt>GZrjfd9i{J|eAltbp4?!8-%H66cgo(5qqLsUm)%Sn~|>X2Q#yKTv%&bWtl%%fdg zHP!Y^9h&@JlAjHZfMF;<5%X$9FVqOjgsuVeNH5n09Q_xHrVtQ>ja5*&$)t8c!kVlVhGSkd_)H ze6KL9QEs&&^vB<){H!|EVofPNHrtCTGKNX|>gf!<4rl}=3 z)8e`BJ`@<~%;KS$+>j$OhnS4T8sJW%Fix`Or6uyl`py&%Pd&3DoMbUjCrfh@s3qGE zv8vHR>9wqLJ0VQ8LJe)v3_ZI9NZZ2fPK}|w+^*d>S?}k?=!ax04 z%XXBpj(bFiHSYY#uDHbuJFpY1`4OV^1p!q@x!&&3wT39{tdAuU7Z!6pjcmChnMZrs zXTs%G=-XY64bxZSD4#cbH)h$IVWWt{ixXxpm}`{Gaeu*A-_k9p4&`&)?RG*FeswA? z(@k9Ob2HjP>};-oiN(3=@%MO?Bzw;%2q`(4X7DX&pZYYB(prwQHr*{TnVDi*SD%#_ z#E<)}&zuAY{4>pXS0w`sFx|+Mo1`0}#6i60lCqzIux%VU3jx zM7swr<85c6F_2+tY#&9T|{Z>(+9-Uq1Qg=bKAQiTM)joGvaX5D%`BUc9mvY%903vBbQsuGFN*jl9oms;O!HZe8P7f9^&78U=e~ zg1<8+Nsw}=Gt@B&9Kt}{(XPoV&xJ7Ik&ew(&GMfHUOOLeoCkY=Wc0TeD@i8Y|8OX- zGx$d51-P7!`?I566>98^S2WUAqm{H)f9w52#2MA7?i`d=vrsYYdAL6|m<+3yA0x{C zN7Bh+M;&Gmm3@LNK0G~!!ly32xhD$FFLhnAa&L(%FZ~3mpcY2nZGV%>8pow9cy|+k zbUj^Ye|?^+aJh#z5x%n(x)_w5Q^MYkJgCIh6vXZ_^>?u|0&aIlm4 z8^#iHFR$-sl&erZdH-C~1uC8;V0^vcLulA8hE66Mv227zI8?>ZQE`98Aqs|2OpaQ0 z3Sgen_<@vsSk}i#S=M)}@W<|rt5{f0awM|vEk(fVAQv~o>q6Q0Llb;A5mQ=!@g7=1 z#8LLr2nt*7JFRvlff;*?J9ue{Lmt6?mz1Rh7*%z}DbrzOYZg&E-IA>;MNWZ08_j2% zlER8Eh;gl2%HW0zqEhS}6s&$e^|FRVg;g#&keT(W^CB`UYPbMm<`)9|>$F)HO085g zEN)tH&iX5bJs7x5vluS#A^n>eyY^hhaJ)~$*Qj~l7vr!>%<$dtqO~EyV6@X7-afm7 z95C*VGf6VV2bFR;B?LjZ(}UJZDBL?Y-$=9jERsc{a$}~3mX$8z?s!EEl;agEl39QE z(1?6uZ47p`{|-skx+y)3eDa=es0agmGx~+_IfJZs(X{2+e`THSbWVK)o=m}8 zg`!X~xqPB@(8e*6OKJ0x8%%K6ydHi#qsi{U0y1lAZ6`}-8Fjr2Z?Cbxijnr}rb z0CnbRu;q@`CA_8Ty`#XoGOTpKhqSEe;O-(}0U>{6R2OSbF3K_=B2F6}tC4yM#Lj7h zwfUC(h1?%jDoGEFuG(YD=gzs-+2g!KDvwV>7HxMgd~9OlH*ThSbMav+UI$YCw=r|mMTTq}N$2x<(ecy3-6(j)-`A%`=wonY4oMl_ zZJXuN95|wBvah0$jP7;0c9^hLYh$Xv$ZC{dh-XFR?h0=c+ps+{+~K#nONl}y+BUMG zDUkd~L-xdz1t!CMT6m41P=*lQUdW$5uhgpPo|`Vf=wAi_A)-hn)79~hc{LOi3c zT--e7d0fqu6R}-&JPk1$)XYeeD~n8M5Bn6u^p|XFJ+>%0+;4U{v>HTFd&Fdk6=CuE z!p*a(EQH+k%}X^h$NP0p{QXX2m?eH66C0oiv$|EokL)OByZx*sY+(U+Lqza;-dAhe zcphh3UdJ@~@{kR#o9*Q}oitAd1!S&XwV7v6H&YQlGol&_74lBthxXJI=(&p66L?On zJ@gbh7p zCwgH0lMn}_8UBxyt`}oISR?|gtS?MWu{Z;rMF#UVDY(@0ne^VRit+7riVM#ys4C_C zO(-5ej!xk|M<@@$-MNcc%p~q~zN)@{&&wuVthCKGxq9&8ZLiOe_MF!fUxe-(KZ$g3 zDz}kGY!!kL>IYKveq~L~upJnSbWwdg7$heOJf}WlbWj<2+F0(bB*kTEc16e#2PUyU z(GD)xIhX0&P~yX3*0-14XKWpsL?}1l-(A(I+M?%M4?O@9@bJB0-SEIrHv)G2$QdwX zz4R0?3!*{}|Li_ui=V*K?E*DeexmWq>EY?e z)d`(2yZxB-rbJXKV~*gTiKxtNBzF>{!&9q=n7(Z+BI@V%2iGI+2`0-*tjCdJqBJw&(yk1pg~*eb%e9JQnu^86CcpkWeK7mLix9(s$yji-(I zI*s?KZ7BlJ?g;*LBm(D@gy@R!`<1c4MmsNo&S{(S=M29z%DgOIVq?XWW23HgG1D=s z6ggReb(u0}9nO6uD_pd2n$3M}*v5VZ*FKSom_Q62iNjwWO}=;I&m6sV*5>GVKZ;0K z_?>Rn$T*>!rquZ&I^7I$`E?og62}H|4=J_ZvNl>cSg!@$+j2{<%j3;f7oL76*wqC< z5%p28PLvX2Y-bqJ9xtnfAXFd+z}()FMXRZK85F$MGGvS;dJjp&C6FzIG$-W3HF=Sd ze%@JMC@~+BYM!kzvems-7h0!`y%I=A(7qeX?3Kn*wb9Gx3gAY245m_LIi;aKT0CqD zL_^8pOE@CB(uc<-I}re9m3?74sH|Z;m%I{+EsWhMF0QuXNdKPWzj{eA_HD3Aw6V8@ zVZFe+;8vP31_Efg5i-y+z2`E~oXt8eKs_`RWsZ=2XYkN%JSg(~M`IzbPlmI@Z;Ce! zR4gdgVY7KLLS-N=@2MchET#+@JLDH%gk}F${0(3Hw?jZa`WCWKS##C~j7lY3VX_Nf zs3$aD>6`cBz5L#nk~t^S1=^z7Tugsk2PjWR1{xjXc;Jgr`RHTZd^q!%f>8PpS`XYH z*ibF#sWm-=cXK8;j}J(YJJyHEBSB_pghH;iu?PIls?MqwpYfdAoDduHYbi6kE#s*nvrN5OF^yx!eawA&TU)uGmXtm|8bZE-6IzF|1aTm$ zORvIi;gJl47YdE4!~ zBU?k;h;w!nt-IpXs-u41xvSR7qjqo_)ZFy^BE{TAqag*~*sHF$LF-KR)1Nnlf>V4@ zx1VP?PTfX!Dv0xC@kfzE^M7SiK~VdhNm;$r8Zl6U9RpSh6?kib|7I%fr z!Wx@pr?X|pH+!wRLkCg$UGVXY2Cm^maM&81-iS^_h;vM(%h@b7f;?y?a}-a>%#;u> zHe>VVZDy$NDL%MCxKh8?CYu%@offjD(r)z{lBjz3l7&=tkPd!2>5Tc28X7AjA;K_* z*gCiP5pM{A(b&4`TX1S8tI4?C^z6Fr&T@ADiazg`D|UbW^g3KaS*=X;!mt;gbmAC; z;TY<1N4xBVy8Z6c7t2A$(@G(|_sGn?S^G&Jg;`m>@H>v<4ChNnQyc4#8R^&sjwHq3 z9CJs_GkdG|jOa%3OSFVc&m;t|nH0nly1K5~pdI#c|G;t=PDducA+{V99>P24?IYUhpPWP0UoWY$8G}j89i$_jr%&m zN9Ron8|0Fns_~O$j?D21MDN~yG8NRVeNg5jYaVIM$9%d}5H@U!u57T=|8u}$XxPfB zR20)#71pGA`WkWwrr%3nY)wdJ2fGvdXvhjr5bA_R8E$SVTM1|We0s;SDtQ0b?Sgmm zsTqzIZ4)tJ+u6>-{OgZa@;?sZ3Z|J?YhWy5su4)q7gQ`D_I{5`S(D$zEEgIEG&j87 zo#aB#n-La}?W^f>|VLcgRlKW7h9< zf1$J`D0_A&7_7K!Hj*vCX9hgmvp4mG&$NSxfat#62hId?z5!HzWo3Yz)d(i+XXyuy zl4Dn!0#Gv67+>07($RU?OR+022IHAxr4TmvT6vVQnbm}81)MbcH{loTC#gND66n|;b00CHG zLWd&}Atz7s;FhEM5ot1L!gqaU=>aXG$&}S7Uvm<|kgl`(w{S`PHS1};wJ1`$v!QZz zCHF(pvcyer@9D)MeG?tY1=kpnFnH_M-DNwdj3Y}CM7N*nx)3`4bgI{-j4 z=1*%mr_wP`{@Y-eBOa#ynartUBbQ{kl);+YZJ^CypA%u5UPtd8%@K28$|u1yPpBfW zl$f+zhI0g$))%W?j@a*qC|H?$)>U|3gB9y+t7EwvllR+3GlY`)(gpprX@TZMWxscz zp+l)U41Z_ipO|odU!chs+@OPiqVq8^6)}g7XQ9zv1BRwy$AFc-f~;k0J!h1x5XI(WvYR3Fa~Jpf^MDpj-_4HF>Unf$?$$O6!yGBBBWrm zmnxM;sDuk|Ibj8~RIjtjGpyX_H1yT-|B>fuST8()3YI*P9q);0Sgh(r0nDq(sl6y zCEefFz9(Q`FRV?Y_09a^Ffskj9r}mY-z;J4NBqOp>GKd>%U60eD1#IlT?ALs;c(ct ziotjK<4?P6O-ok<)R=*)u4TI_Q5LEq5c^D7-UY2wv5=I{Bs2fZro^4 zjH|_5i%W{*Tp3vTXAGYZuf*RaQji1X=Ymh`Oku&*V=4F7Ny2T90Z3ymWBJG@WxA@*o+`%C8oI^*0LWakK-^x~CD`QX8$U=)0|_*1*%yp*7kue{pF z#hyUrYId#7{MIrmEyD_n=)GCx4z&HtdYA z6OQ!>oIVQ?=j~mh^mQ})hCjl!qq|32VAhnYb(Wf($2iCj&2+ERd<{j%B%A9xKryY8 zswpOPaV+#)nfMANN=Qfcc*Y9Sb6wq|Ah@IY2WOlJ6IvuqPtg>Vtrw@84@OIRt z8nm8<{}MGO&1Jz$)Wdtm5GG%!Jf*2cwSL>ySBI?US!=gC)vE?em!fBD;#gsTi$DtU^`lsxNz4P$+CRx@?@l&c2<=1Q?wJ672&pGm#)35rkh|@~D zA(HnUTS-TTQ?L>NK*7!!VD4B-JT4ms3_?Dip|&^rkG9iL8_3*BF2qPE>0k3-!>0K* zT6p+_E5j8sC+}`ug_v6_FJ4IuZlf(%84)ZqSA5tVOZ-ARCKON>fERnL_a3&%;ZX8D zx+^AZtLKkK*=maD1^P$4!0|6~h7BG)b9U&X3luQC(x5-Wq`$6{DlTlw~P9RK;m1%0=R0-mV50P5O)imEGmtJ>T0e-kwx^Jv8u|PbnvMIk-kMFjzsDjVLa4F@?hv z_MRzH3NP5E;mb+ckY~h}3f5ikMEe~OHV8qE3He+_W?Vb&9LK;X4Um^yp5z(#kedEwE zXx=e~xI`o(WPKodAvE(0T`bP=JD$n?!6SRUW+RkZ&=R}_&q5W}So#Ps@y2+E&o&8j zGjV0p;NPh#*MJP3nM|R_QLA_Fj8~lm3-zWK_|e*-gH9ukn{T}+WW#7w{U~G7nNz1m z!R)7v^ecP-3+6>F$9n|v-~n1Y0{VN>%B*oqV5w;#wL#UVE+u3f`I zbLkCH)V?<3TD6oUae?Bc_qU+HPcZN75==h2aYxapH%q_I+ka9APw#HI7)(yN&u!7V z0&``1DPlVrn(hT#Ed)+;D2g_`2C|uN!<3frNuAa9=N-nqjqAkKQW{Mbs!ttTYpe#V2y!uCWWGU~_Ve+i+E#q2F58iyvoMjL`eS$)G?*Rf zIr*sG1(L7Re9>gLGqR|BIC4Y%%J;MXZq&b9n9tG8K+AfLYce?!>4YW_wnV0UJC@YY z{Q%1I$(({~^)Zq?lwoUT+e?VZ7c0%qip6gjgg1;OY<4f26}aV$9Fo1!hZrksd}CM| zf+?kh+D^63^sNDk#oNBe#6c9F-QiHiT^xI)ugH`A8qq)Gd(VzD%zdNf3Nduug@78> zwIX!(BN?iWdQm}#98QlJ5{)^8t*kx5N<8HES(<`W8ZLcY<38leG9Rw0_ualhF_iX~ z$=!K&_H+P_5|*EHdonQZGAvR`*3O6Wkc8ehON@%ZSy8;If)$ns(Bw~k zcj&;N++&h1ub_o)V>Vhj|ONAd_?PLuOpDxo@jZ0P77nahe(S@8t)YzLf1#g1I2W&|@ z?3-Onv|U`6&hHd&w4#4C7-fLL+*7M&a4-^;q^&y{KIq3?IFq^g(xHQYdsK-@MN9y8 zP@;mUq=SxrD)OErStOgvWw*hg+28z)zkiTHiT9(%b?yVsu8^)xWalepX820K- zpJpL&-pAcYhVdG$bN`jmJ@$c_yn2ZDeo-ezU;vZpTd?&q%>}}#XgGrIK0?n*CQaC9 z?ymiM8b)AVx7B^kcNj=QT9q2|PP$e}T7Kbqk8UP~&~C(GH$!=&-#Fg3_gaqJo?N#H zX-aJ`0*uenv@W#>dE2lHwZkMs#W*bYkXkqcxqZ9D6tW(E`@u+P71z(HT)kC&+fC>3m&vPdI)r@8pIPmRObh$PqTP zImi2kxMPMeV2qHi0bGEuy-U`5*3ZVh%j@d%mkyAhLGi6`{igDh)Z#qx)8wP1`X*Wt z8MqdVGqwHq0Hj7(cYEV#AG`Pn$~67bpwK13Ti!Ww8Uz()6xHM7Ctn%Py<4vOrNi?~ zbA%8_`g<Wd`!HP!}Sr%<#zbRE zOT`7iWQ*+N0Xw)UH*w7ug7Tc`i~aD7RKl*%ts8Xo3Mm-vkfS}2lsgh1WZa@6XX2tlm)H@YdK?G2%-Z5)Yo%v0Ry+%^Z&Wf-U}xYag_v4) z;S#Rl_xV3?rT3k7wh8cYuPo-)LW!!iRIOz`nXpyT*+Qi1HaGC$TPs{P(P1;ypy}_N zonx^{-)yxwa5;%(i)yok7Lws{7)~gbHMokeb-(+Hyf#4|%4LC{bbdVqhl^UoR~vat zlfz+Dq(H^bVA68XG~bt~B(`g4)mDqQh39~qyvxC;)mt2oj)VL?pee%3guMh~|zlIp@!zM{3X?T0s{!R#Zid+oxa}~f$5_m>BNYF z@-;$b8fIZ$l-3if_4gyQJ^8)e%Sc%~^hU1mJG5j({qP8x#d#?qx~`i=;47IIzvqZl zp}zhBj@a@V>L}m!nHWuYB?L<;-tJcqw(OA*BCJ~nO_K!@_$s;rc2x9M!#owRf>#h{ zWX+D*=TP8_luZ;t>bs~(a!8d{|qCth=*_radmVoWWoZ`XyK*G1P|kfJgW^Y~HCKQtG7ZWp-(X6m%7 z)GkC;!V3BX-V`c0Rc2wyQ(|p{KY7}J^D)&r4U@s_G$AyYg`_^YdkuNxL81#hDCY{ zBa7AVf({}l#9$BQ5~O~z?IVbHyr?xxPLimLEYqes4jpdpY z+ESF$-@_w!lI_aeAH2G5g;oI{MOjbm6PDG_-`--dPsr0Ir{6BW_hQ3)aiPN16lZjB z4VCi|Xxjq+uK1WixojA_%zG=c*0&<^IeGg8TT zM8j>?Mo~dR>KStk(Z2KU_*N#uRj9XdmW0TMcgxgv<&rI4D8hI>x3lh-cL%&qSv`%{ zzeVGG?Ye4Qux%O6vvuG;D1oGalWntrLsRqG?Go+s7 zdrb0f9aTMlasXaPU87(|yS`hxy<93BRHE#^PHz+}zH-c+J*65&>7+{w3Li;a$_e~% zh(VSJAvu(rak*&&jV6&n(q~5NW+80WE*7MmFcdZjx*=hk^QYq7-@Pn6{AOf1=Krl8 zYpH}y9hKc(inH7=gx5Q&2sN6A2kHVh$r$4ZJs?S~o5KS9noJ3>XeFj4?(J|9@56_^ z088?%$f*4ms;I_7F17Dn;$Qj@4u99_OIv96$syR469&5mwoRzxOzXT~Ng3^Bj$% za1e7d*`M3KGDxT-W|jB`x1p1!o?2fM8tSMuJNE^2dDk{Md6|l;?v&uW8~yuP3wdd{ zQoFEEe0#`rj8l#J8Msd*L*BW{7%NrX@5z{BTEkcA+OQ`v5CVakv}$S)r-w@-PxYJq zq28f8QEMp)fZh<7$m23PLYX@IRC$8Wc5M7T<3B}FiKregm^P%Po~yVGtSGm}rHM}N zjl9HVsaRXm$?sWBIjh}Ys^C?aHx42_`S<8B60z~)*u+Iz-mE4G&FbcwTP$?u5hjfh zkX$oii$sjYGl2&pJI@CKDZmRIpOopGb9_xCyk^Vvim}@rph(!%l;lJrOD+=++D_1n z0TEF9ENu->T!j*=w52u`b&P6U;6Z0odY(-i9KTa}hAS9pgcHe?J!2*g_*_)ntTyT* z6xurb>+w%Z5JsSAh01kXehp88h5_oumcuBj;Fa{)*?4Swds*YNfLt?nPOA{|vJ7^@FurQjy@?8}+WqHFAI z;K@AC4TMilTE?WyLXYmA5|VJV#_J?^<;Av_9!oNi6o`IE;v8^mTm;=&X!zR_q`r*Zb6((~j{trY=paaSaAH$sWD8ED@>06%N9&x z4e35&)!OT|N+Aix1qoAw?SG$mse_(6e6}Mw*sApe1-&4-pc>(1ozVVJQ-F zot-4M6e%z&MbSR#C}OR8Vo`sXXO-tL+|Ih(lRXU9bOptk-}8%^FSGRJ7lWPi3wLcH z(V*>d6+E8LgtBMq>E0>=L4~M0LSN$959Dc$J9dRxzwr4BgzJ6o+wf6iB_(l#+m!uQf}`X|;r?G^#(pj!HdK+wNOj&n+^rH|^FG*ry)NS7SAQUb0*f7(PNpJgB~NW&t7N zn@DB+$#Xf)P8L0hB&!!Dh}-iZ1r}G;yptYoeG0*vB1o65RFTY+4pr-Ww(7M^g%u5 z4w=RN&Eo+stvK}Mr;=|qb|`tbHPI|)rWdfGMC;TRIQNQox{RFot96(e(eCjqZ(@(5 zp*&I3?-&y~zD258JVp^ABd@R@LD-|eSSO%_Vc8nTjZ((uTNmQQ?OXX4!J!SH zwr-WU_|&n_qJYug$-VVP`F$sio&=c*UiNHcSij4&LeeM%{d{L*Rn=D0DjfZIK(0&6 zk&9JxA3dS3MJvSES;%}(;|ZRxxD)KDduA{R$`99%M$d35YP${0e=8{*Y66bNv?}z9 zORR8q3%p5=ezHR0V)4SG>U&VQfyjbgRIop}XI6{>Ss4Eryd+Bp0PQ}e!2jCA zFQka(l5&`7wjhFlKrGfu0VuA+|AawaXyM zy;KUuFp5xH6|GN{5`+;cHkfE{eX+y9X9WqB!TW_+(huA9HnAQJ z>4wx8V*&hJB)qIBCR{Z1Ww=ew>{Ff=CY}ZVgxR+ty97bCv`BMt+OPvCGZc2!harr& zAF%IA=YhC7*L2l4ClD|AEseEVs4K?4c%%p#v^&_e4DDvKBJ*ed_fGj!6&BU1`-h?l z9rQK1s?=rgD%-)x0*B@1hQn4@D7nDe{FMzVID)kReFKDkZEusPcCsQn} z)2EOGw;!zt=`l@iZQ;J-Cr@(54vB!PgCR%GVUu%{LCdJ^tP{sdGTRl(WqD@|kp37h z$w**0gQgwmEHU+O}=mwr$(C?cRCM*)Pud zcK65DzpRX^ip+?r$jZF)zIs*w{y!hx^ocEh2}-;_po!%8(bzj$6`dRZ;)pq;_cTiw zXvzDnDaAoF3P(p#5XOzcGNS8@kssUcf9+VlF!O~cXX_ENjyDLsixO=K9x_+Az?;1A zzxdO#5lppHE5#cL77RCwq<66XUgVqATc^6n%_gpMTfBY#@u;!Kq@(p7Gu`J8kEH*;IP1SVBp=z0z$Tt z_x5WJlQ$kX_p$#=gv*2^Iy4XxPCMm<=4un^VG#U>B*z?;*1iHQ`)t_)WjzC5dTIBHknh3PwNd$AVjt8-N!Y@)rLo zm2&kJBn7XeQSu4uHD3%&1Ae~^7(R6h~aZbQ*_=9JXY zavU1^_w(wG?a<|06DqpjL^C$O7&%WFdE}vq(`WmtgGP3h=~T5DTkdK-Kdo=ov)1=k zsMX4;#}w4X#(?0F%qVj0rc#HFygW`?hw;$@_&9c9b3v2_Y#2)GRdO%6lFG&;qlAsf z9_q}x;ElFfk7C6GTFsniSEYO#iRq=Y3D2Fz1X4P66}j$j zU^|CVZoQ3Sw_U@Qyag5S&L*}s8@{dpv`{fv)vZ|cM_;~>t}HugtIqgZ`O+toO;@Q1 z1avw1$27%i0I`>SS=4ioX=8?ttmB{Fjh)1V_R-GCM#p^uOD4?_f2d8l_w)6Ycj8m0 z)A*#rfPC8K$e>Q54U&b`k4RYn-0VtQ^g0IH6;z2s`(e-A=n4UOR2elu1eH!peGKLi zQA!)iIs5ux{-?tHR>5MYoTC((KTMyB7J1XH!=ZJLrxMqY-8M!&l)FjeY!{-Fwcu|JQxDlNrmu zzw0oP(~#pAxJQEL4dH*R?*%}_tDveNLQaOSdB8uo&w7I1&^$6E8c7s921Ek>4d!VG zDf(G>LtBF1X7sIHLc$er0?N#GQ^eljiTlsXA!oUzuL=*@g`~E^Xf8}f1Gw*qOb6mg z`~WYX1GnchWM{mQ=s1>mQv{zA&JIQHuH^B!V_U=7j6=bC(vzR1?h+EMdUUd>l2%G~ z7;$E_2yY+nlKqyar6=KyLJ5MR<$IqmKLj{t_h$-O$ca5FFa;k5!t%ehY_?8OP}@qAC%be} z2$)psgOt^Yvwz1jB8K_S9&&*i(aLY5yE(l9?_jXDI;2U-iJCBS@qn4n2b=nYYIUF^ zz>w368WY`1EZ8O(!Z&mW00Z9<(a)}P>>7=(`=UJiMx59$R}{cUDzDO5IK$cTi{s|S zXeuN~&=#<#_{r{qMR7LThxVx5eJQym3~n3hK25@pz39Oh)<8kkq*Ps2`&jWvIbd@# zkR0RWZLtCWw6!dZo~5uDq3*fU@vrMzWC$zmew~S+o^M@=NbZO?W?tUzMG{90K=W`} zQ=Zv&6o5_NA;EymYo~87kul!fy5eUdr+udGkznBbMde_R2apNLZ`sZ$|*Ql&9p6@{<0NrRXDwCk=y>q^+c>&Xq&UWUXzB!~8Czxgna@=?c>D z8?w9w>`ERR$xz19qkr1Kzk)T8gmR~*mix@Qe*17;X8yLOjLmQV2KhFME*Az%>#y$I zgW%C4ewlRkqX}e~js8REW{V{wnDNd1_$RdXM6;AHuM!L6qhZd2<5g92FXYPK#R%$JMdA#(k8>3yr5mK&QEsLknaFV|JfQ6X3E^W8}{w@pIN)#^1|=7w?fZ9n1+G8 zHt{RIA};C8H2TayW^mmo#-|FE&`9Z_(kVfe^SEzU((I_h|=H$P|}#Nf2=9aiU% z5Vvmmzj1Q{NvnZZx`rRFB^#@I#K{V-bj@zq@y^OOt;y~dMr%Q~4N2;l(z&m-*9q|Ba()Qb5!kOzhTGB_3Vu&;tDT9CZ}Jvp;bW$Ld@>X1 zZy~fb^@sgBotGb<%_z(qjfYJ4zv)0^z=zGdkm|1XW}o=mJ#fM2PB9Vf97 zv8lKub!e0YS+J=ofpa1|r{{4~Y#fZ;65PI;K3>kSrHGvUNv ziIhyz1_i&p_We%lqC^xHP!bf(cr8261Y=8imoGP^(EW0fs|5^(9OE_ zOp_g~-gWo=Hj^CIr1m-DFd6)gtL@c|p}?WjgmZ}xu9(DqGcIh@j$G()!HV#g<9lku_EYLF#LhG ztMDbVv=20b12o;1%uB(Tad*Na20p|x+k!$9iczm8OghalvAejI5Vz?n*62)7$ypxBlf3KK&HovqlnTKiITQtAITMc#pyhAJwK zTG;9ROXKERu6~DMXvf;OPI~{8D1q~=$Q8Zd$Pasc80)7#!VC#fEiu%+WG0>e2j!Xl zXNJliEOIKvB^i!AzVa)+Mz=+zngDg4)1!JsTH_cOM0(VoI#%?v3lIN1ehk1(Itx2U zk&g#$x}exyv21BKg}CJQ>tv_?afAuR7g$_W%Poo=P3fpbGq6{~~pzOyu` zsh-Q{kH^iOsqZd{@TrODbvxW1;ST!}w*=9D0XO{J*DVB8=@pd<*UzF6rqL~cVU%9* zXLS6QRVXIqd<~Ty^<*;27+=A5dhs0x1=K#%hD{>ac{Ro;j@BI8OeH>aV|+Zn{@Fch zZ7az>BS)%tR*AHAui_rh!Y4#sE#+fXiGNq)wLNR+C`x*V$$zOp7nShcrQZIE!ow(v zl6_ChFga7eeqx=+Dt*0FX@2nS7^(@`OqNb=UOdA8nz-~O;|O(=3t15J`%lMD>LlNf ztoi40w`|lSVY=K6GthYTP z-Swz&ei3{vuvsp*0jAX~H%ek0iLAn7a|@r^>XKUzio7k#xnCZHUZB<;ILVhQP+ZDT z63-hbF{H>|@Xv*^hlqkl3iAv1;VAUVd9RB>BX7yQT!ARoRVQ}Q$kiD7c#zSccJJxS z67p#?96wV_DufA;@Wdysv}TT005cJre*B?Q2<627`c{2^=L~59sntk9{`-?sOa`ibj^70R>y*Qd1U|W8$NP;n$^Br zO;8wZ6(E}gbX)Q6mw7>yYlptg0kpAenU#^~2uFq>3$_{rsTJhE*p1pukiA4EgJXB* z@qZa56qpNCi2d^&m?n2$-9HSBC|25pU^N?b4uYFyarcx2y)Y0(8Z;SlMc0V+YCTQY z0^jkFYW%#T!vt1|sjOZVbNl4g@tC~x65Y<7>=DG1%eYHE!-<-7pplhEv0lZE6Z!Qr zK&NsN5-5KaAzZy@G_noH>;7u$O71O!flP%!I?c{c$6UCmC}4CGe3WxQSGzP&Z+(lg zoIfyF;#CXwZ}<~kW+JLUV7?w90t1B3!Y^oRK0FPjXnksM=RB;&2z`97#(CLWPZIt@ z<=1`r<@(tvdNP|3aA;M4$oJkX4;C8=9e-Y3VIF8_Fq*U=z5rMT3O*K^jJA|V~#ndSI|VdFn4?Fua89&l#Y~lB@gg z9;SCscNA+N=I+s#6%8}|%p!}lKW9_N9FCCFD>DnoU5k6_P&_l=u zyCVu0jQ>$xxZ!|^KdFe`f$Xuy>Gd=ci>MSsCt%D2NZ$L~7=xL|i%>XO zSOoEWEnuPqYRF1J0ga$g;>;*p)&tQhRP>RwV3{|vgs1r9EnOwJ6J(u{p_jC@-3uXe z3lo?W^A|ton-~}ZdlCpd$;-9K0Gu($sTQLbGiDOHl7Y2G^_zc@#m|C*yNJJHXPDO! zc7bzK%91xL=Kh#P?byhM<23`(|GKDm{d_WS7Lha8WfFOXG#) zeN8=Exyse*xpFfstv*TTPED%FH)b;t^6?A7P^W$!V#!}CDo|0}sn%GZ8BXKGY@X;J zSfA$curMPSMIcO4>Z-W9_odYM;7Id>*Y~Dqll*a^bbBrxUvaOl?1&eX~e5~~Tx#Z$xWDRg5^#j(MV-h5-G|SpE2i}~LqDC?yyBA{o*chb*w*tt; zh_GX-CeO*oc&@@Ct7*L^q9&?O2eA)43C8?|a!;^C6H;t8vtq2+b4>&%%Eh4h;2K9t z-p^>zdCc7e;Z3OJFK)z7Zm$0K&ZD;f=)fe?4hjAEwPQiSkI;SHg}Ios3i!wah};Kz zheBE%!#iCh65_D~n&zV&g%X9Dx*MPtR+M~ojsv)hMfV15p3cxi5kMEJ7dnv7vkSB~ zxcu$AhGuJL!My00A1Cqh2MHweE?*}Lc|Us%UN#=>t4)S52-MTIH9%IJ1vNJDmmN*Q zz?B|DF}7R^?&0Pse5!AYkw_OS1kyE9P?$KHBzgY`SSQ^5+(m(rf^f;+GClR#8wX8urnd@fXp%hagvRccNv=m| zSh-dXX43Sv6$838YpFzy{xs`W)}21>!8UlfM1)WU%>w%*O2^vQNB` zbm;MKn~fZbhJzC`@*Z-u{-;eHi6$S{dSPu%kK5&*{@Sk3gC)zY zv9h00z&%Vr$-c){72W=5Pn;$udDCZ0dJyCqzg9eZ0B36<{;T54foDMAj#aSKp`6mO z)p7?MA1AQkk;L9<`xfo(5Y3`WTY!uXTPRxFft?rNzHApWk1S=Wk1MBBcSP!ox&om5 zkXawKh>2gVqIh{gl2xOE>qft|^)9S%cl|nP z3XHbGbJB1Y3Su#|E3$P@NPlgsEl|VIt7dMiiulIlaKWw7#~+yT{{qXNNBC z=Y%ey^SCu)kT0Cxl}*I!EF7R6K=m_p{?)PdXek^;e<`5J@L(BS?v*fweye1iLL znTrb?mr=Iq#3|}fbX8dAG|CpBzty8+h}Z>iH*+Tp`?O_1EB^jeP8$_b z^#^4<0>qd3IP23irRTB@bW!dY<74At$XulB&|wnC1)znZND@kkwZNx$H)=aTLQqP= z{7THV&xgf0$ibCf1&jT}SpdVX7YC=g)HB`-4Vg;)E01htg;JTM9hf2;+HnG@YNBsy zqDZ-Bq<6}h=I&97o)xpOA{v_ed_Awc0b5(EZ_OKnB45|bAmk8buu~_6&&{^uffzM) z-OokrW-+FyPgkj`Y}W_uPcfP^DIOOW*dK%F=c1nUnv}cygFH7oO%<@gppkKX40RYV z3q)zJTVEC|l63gj(~zjt(1(GtaCi7BUhZ7?K6d-giW%vFfaZXA{{mx_E4G-ai*~fH zx#nt`$wQqC7okuH=5@CRED!FjEA@pPbv%V+xmA$mh%5H!x3thQsoEcr0_NZHUKTFO z?NQ5{;maA4I}Da-bXldKc|x%~mNJ-8uvuW_9J5ebc&l*zyM)jGzLTo+jqmi=j3yd0@ey zD4coD|5P%zDIksQwzsE@0V-AtPgWdKwi)x3RmeB`i+??y)*5zJod|iQJ&t0arDxW_ zv3lwSL~2`cfc90em`aB!(1)2mMWiUNEldXL)jwae7q5eUA{A?E-KOh?t>&4@rten* ztPRYeL!=t;{UlD?E)r^QHfVxCVTekq@hbOVRnHK*0rO))+w zcDd+5VGZD3%;+YFS~Vvh7L&lB|O@Bwwg&P`w`r7}ReVio4H4%cIve!=Y zH%yE1X*J*Um}~DK0ymqpkjj=}6A>xA=HpumyMTgov})K6`LrpEzw_h6ECGn{)^-FJ zleAHIpvdKVovAZX`b3rm#hBN}{i9Hb*=#xK;AUjoXwdA1D+QQ3$2!G4QlK%Ee#1JV zA5zrZC3T0k=|-utUn$KEF=7tzCN>qy4Kju^EMAjltvLJuEPQexmYTa?(%vmTEk$Qx z-4sRewWXhQfimIirV>zbeTxdDjQ#s=75(2I9s%}JuJA3si--QxsRiYtJBgXS0{ar9 z5?XHSK*R03R;#=~-ted%VBzfdKPV!Q6RS=h5}AtiPD9=KoQ&c@a{of}5<;E2*#0U; zDH_JGr=;Vak|b|)$zhGx#zI^9zPr=lisIT+cLE#&n$Ye3Q>C%0m(ld;0_eD~^P0Bx zQsn4?tl+!D6)orB1mpt-FHtI|Fna}zL6>yuQdpTXLHIsZhJ0909{*t{@}T(aWT?QRQR>n?4%93slLP2N(M}ZpnkYIK6_@I%3~` z`JWIjJeAtobgX=lf~zkFVhIjK$yDW}-Xc-k=VC1vc3{WVVvhlDbtj}MU^vjPJgLz9 zt$3jRFM4u~n9!Zob}$tmiR-d*gg=o-b5(#iq&1MlaT4a+>6$l4@7~-c^wd6Tj~iNm zz%Qtm2xoYebgEYO;B$<7`8=rN|M_HcdeyFdeF|ybYyxxtLb=)mYasV{_Pg3{OY{Wx zEC-}cfC7vv&8Qu3b74Y=St}KIu;|r^ zA$ypG#S2Nn&R&^dn~gveC#2*qR4-wH0T8m*U$X?3J5=a<5Zc`mJmuRl3hu6uR}95e zjJT_Yg5_NvC(!-*vpFF)#<$Vw?{%W1lF#edx9n-LuZ5hhGfq1a_+J!)EX`h&m$Rh; z&Y_ylHY6+(S*}aBOD^%6OScdh@{Wl86!ZjwSr}`*SdVNY-c82X7vnrF{PEFJmK#jr)@MKI~dpC4E1{(rq@rOU@{|$%MBNo_%XWvtrqwKX(f>w(cYl-sjU_MO2r|P zI0B|h*~-M`cyr&?vcodOeSSIv7A;n&ONa)>CJG3b9>QJxdk9r*+sk@ofm;wyHV;IS zU18q_%duH3byLxEt^`N_w*W^2!rYK-wB53YV{CwKsYMhf+b)v-lrr&G^$V;?H82E9 z5Ql-P01#-ZWj)!+&Xy#3V=g3;4x2VGrlF)_)yYz;IT_PF*)X68D-8P0c4~*T0j(nT z?y2~QeFrFVR$@TLuwhSXj|(g8Iev~x3ocKsh>(O@fw$OP5g1Y^XN*7el@>>hVfU%X zIz*eM9GD*Po4;ayEAOjqy+QG&LgpKtLFA0quLXrVh$1ud7fz+h9K)%!3Bj~dMx{G! ziZw)OKRL>iiey% z%Cfa?wmr(yHFHaBYqqw3c%0gZ7k)lz0Cid?_7JgBzLmUD2SONs;j{iEWkzym2`+ct z*>xjY+#T6Ab4jn}_hg9NkLPe2=NGow97B~aqDGsg`{B2VBoW_r3@X_^PlrP;f(JK+^B(hr zah3~_$SN$)u6OnFC{e}T1cAUH?W?oGTe2m}vSu}Y`;!MMzExJM(+too0%l>0tX*e1 z3b}v<{GtiTa?i5ccU!F@4+@l7NQS7IgmPt_-MAYt%7OLIjl)h3bLn#HcA-DNxU;^0 zE#KjCN_AnEq5JmgX-G3>jvg=|`AV!y2*ACB2*l?rA1BH`B1J zvrW+9^hWX3x)U>&lgPni9$5N{muy_4RKX|(tR_o}P1_{~3NcoCQ~SaJBhGJVx8ypC z`=AskSakxf~; zy2L&U!MwVPVirK6gt#r(1Q>(M-`xKlmb*SK>!e~-w`9(pl7`tyUB`67_5@mgbkRaQHPs{uP zRpk_po75J;AXxOyNxj-{JWX*W&B4H~|Z`&(V=t#cERO(Gsz; zs&)AScTctpqS?7+K;m?+Q3ZWZB!@C?FoECV5*BRp+%F1b`n@$$mOQ;86YCASs&iYi zb_4{fV3T_mp!2kT85LXc=c|=$jTgn27YMLA$D`^=!>HQ50U-^Td#`Z&<)(?IF$_FB z{YO?y#-ocopV+De4%c|=oq?w4$;|t_W}-c;oJrbACXC6oKWn2z&5yNsQ07LP3kQM1 zvqjb+q{v`^ei|xd@LHp19ie*^u#5fCum{mP$#Ts4#rVfS3Lg2^IuA!`e&tKE2b>q< zrxkX<8bp|3rHCx#cVaPmn!~Je`T@aK(H}nY7g1|&Ns?O|FtB~NI9Ze8wvI*$L=35@ z0~-2daLTI|B4%mGmsziT@_Wse3Lj`ri}hPL5KNEF+oBSTC_iG|?(Pe7--Fu1(mxU- z-6~R_q7i?eA<=wl)EWw>!Mvy1=l#Ui!AL|tC6z|#DWy#ymooot3`=RW3I|HXhE*gM=x%xw z3uAXP`(*?m^QO@*!}Zhbz-K7U-sHA6BTvhZ{uR?zjL+_UqZaA6oMzeaWVq5hGQ}YD z#sMc*QW88SkhOMX0mqx2d(~T>24-DYkOIYL%=p_KxP545zd>v$W!S-4ra!}~@j@qh zpTW{cUeB~iS^ygK&BvhDIHur5G@?p>{p{d%`D028@L` zX({6c{P3SS9+Hs)vSG!?yH$Ud{?520Uu}{D-pWEb+`*I?%>F8JBMp* z9@(`;e%mQ=iuPp9W>~2a)jp2&0G5{Pocs{$lFArEz5ml!exOy$4BzKjJ%AVF>RHyP zB~B7@wvGqJZyU{MJiS@bEA^P_f^J(S)$l-A^O5QbIwP;>1<_}Z^$I(rczVj~<&mhv zkv2nrA860j8%IzD1f!AYG-BCfVBk@S#kT|Twlus zp{v|STMH!Q91@^BU+7GU*4y%xmiX?1nR-|ef%1Kp&fS}^UPVQJin%<}*KXMnL|Ni$ z@O2FaBgy`-i(_6-{GFhN>hKlY>EE2c4ee^ZWW%Mv+;y;<# zoQmB82h=F71ocBwBo*r23V2^Q%WrWPZ>ui8ml!-XZ1-w=hfnTQJq)I>;4tAo~Idad74G;GRubQQAJP zSV=!_$*E@5+z!`z9JAO=h$jeuZrFh8HJF9akQ6HB-qds z@8m97$)>#uT)W_(jfI>lAfjY_$x(^>*`7sFCNaX9EaTkZB6unkQ%N)r6$sW<5oHu{ zfxI-h!!D7vSXEe=`9G)aE+UNca0jQ+h9xwlal%e;j*SGmNdz22eDt%g*!qIfUuG+a z*`^lsB-Z6Q3oZs?O76Y=EIb!8lfb+D_DgVg!hznwut^PppqYYrt`N<~eI@W~zQ>i{@zhF>8W^Bogjs7yg2{R=XRyiJ_p_;4su>ExAY zA8czN8jJWk?QXoQqQwy66J zO!$3++@exb;uAYd&-bx`aPUazx>3ObvyB+VBJ&7W&t(x|c3&}Vb9&-n1Z+NfVX2>m z`fKL220Q6tU$^8;OS;%}f0xxI0dt*AD=$Ep!+lao#^6=oCw_g-TIGjfuLW$V-_*_} zv!`7$mMdG`@f>d%_~#GaIw9+HGe$vec{sbTRwL*dRx|(Xx<3D6clJn4#mW@qqc->c zWve2Bmd|p0@EZM{I~{qh7QH4>cxdc7?=Be-qO^T;?9;=(lF+inMt}E;V|;lGa=LzV zcLHV`$1EDTM_t1cV>@@V1!B3}jat-vAO2F^F^qI3%)0YmvWBZ*`0=ZhLYL0B9Z_lL zRs@b)_?%Mu%^J4yg3QBEC;(3@Lrb2E%dq|X3g5u^xCP=u@!kCRG`ZQ^CdfT7-;OSD znnu|lWO0TRj3MV#Ve-2=p_{kqzearvR9X#d2Yz z$|&SutX(3AE5>)>msj-Od~bHB*z_BQBSoB6q1y2qzWLe!k ze5E5+p}pg(UmAo~m$Mw`(ixLpov2HM3KM^Ytp{FIFqPC1)uE2InaMbjXH_9k=>Frz zS+&wtpC0SbT()j@C2=#DtzlbaoI<#-ek|MhzZ-XKjQ?@pYz-}->ExAERE6dL5qC-& z4D|nn+_BNK{m**t{|n>pzu)5jsN6CBQ|>re|0#D24F8lnHWnRdIsr!`6C0=h6#jX2 z26o~m=6}roXHnSX|E>GaCI4Nyqha``+bKDjSgR5+|Ev1{oI7DUc{+0&Q*#@0r@wU8 z<~Gib{|j{YAJy)Ef$o_9e{K9P=#G(@jrG4|J4S+ko*f6{e--~5bjQKW#PWX$-8H(I zC}+wvv)~c5az%Cg=U8B8zOIHs^4Gd0_=nsWt<&bUxpHgfQtige6+4>ZnXYP_w@}vaxL7L*_--yrUmhgPE2j1=^q1g8k->=o4l(2PRq!!2gNtc&DSd5i z58peTwb=$h7hAyt_&kSp0(=ukh9r=x%erFk_8@(3Bl+f6fz6J=zH*6UJ=Tbb)h6x| z)NXz44E75CYx3DGovSZ4!YjUs)#T=Pn2NHB3MhN}8fP0w)?_AiZ}he4HJ%M%!N+P> zFPC(x2NDi}b z1n8>T0I>1NeNnj!6=jo=2*kwbE!hTl?j_d!ogEa;2oBV|@_%P>q7d3gB%4A%4$4GngMWn)7&YaO0-Y{Odm`k3C(J zIM%qH-wQWA+D^VbW%J+oea$xW&D;D^Dq5~E89rt2bRC%;m~N*-nU%P{ySQ&7g-;(i z9KH}}o@cAy-3z5r_DL5c+ZNZ2JaawcHX`2HIVbdbv{*L09*1K)Iz*Q zxUHGVRA;u=DI;&Oz$inL2*)8|Pb`@(Lr*Dc!qHw3m2kz+(9BZpWlmX0nGpk-Md3=_ zIy>!*)X8<{>lMXgCpT3c4Y;FDHLw`9aq7F#6(Bkx(aO0Bw)bos4UMEfg;mYYq@fA# zM~)3}ytovcA?hiS$j4SI>lVU-YB#>R${+>HOM$BzXgxnC*MFK3G4@qgDitmMEnsd- z%1`U4-^{x}B)PqB$o6}7zfsQ*l5J>La^+iXk@1u$pu!Z;6rnmB@N=KqqKEmyJ zpDjO$LCp$UN=F{hbn36&XSzC~(WLy-Uvf-5r8dA3NQh675P?1}^}AAL5kIcP_ngGy zC&G>iUN_t%6+O1>nmvv8uGqzSqYQf_C*Ogp)A^t%8z~CNg_Iq*F~ynxfgo&4F)7 zQVth?{w2LFY=CFM4}%_hg^Juz49HG$fH2@giU4`4x?D3{fRKR-h@{+@7PY%AsNcFf zca6u`hzXYGy+5O2J~CPn0e8h{Mnb!kWtpw4pJW(xI|hGnVGsIj3xe8Sv5eNh?Pm9@ zn#f}tA7))$Wt&3(?eDZsk+*mNX4y1sk@`UReoj#)Nz=H?Cbb@Qt=?AI$o8us(NH5N z1Ozlk^0JAs8mM9M_`rl9Dn>#cAR=}0Srz%rNWBDgPa*8FCjLpH{6^Z)`a!Q{ ziYB=iRGxp+m>NSBh<-0ZdyY2W8I8mKPh#3&Nb}BrzF;i2v6@qjp40zka`vF4#=UgO zRR+1JIqL?pf=l|%U?%S?F>2z|K3A#6%`kjA&aXs^fj7|Z#wm6)$cZDMtYc`frmaDE~;y3Y#U|O>(fzB1T$R&SY4PJy}`pf{t zAz4fB$YRaEy660`Uy62jF;#I%2llE$NB<_t_mJW^7>)Y1yQ#KA4M}X9C4M(9J6u(r z{&JX@+OT0q!>kBwU^HA6;E8Y8Hg#^g*5f3|mkZ$eF!p?;9wm!wo6DKH*tyesDAAa; z(W^wG2aWlAXC;4!!(5JWAbu$*j{mMVVj}5f|8RTZj1d^*XZkPuV>FrMN4S2ePLDWp z@;g~89=XKK@bg{?jn`Q~(%{0poYBf5d$GV5xk{#(=-T-uq-S_x-mGaia#+p8*GxW^ zGmQVssrKZrqV8V3F%4U<+h`q-=llKUPwiIN{k7TEN1G^hDd;Osdi1Jbi=ig5uyEBl;b6P9UtR{724O$_zJEl_wa(h?hVst2C93m}JmcQLserI$I zY)W%5mbvpn65y`N=jRXNb&(xWAgBYX4kxU6puG6rik#+`j7hsh;JVIdrq0b(mhnQd ziS@c)&-Dp!zXGyX!e+Uc4eXcmI#Ywi3Zvrxn%gjwrQOF=QRj@2#s^)%1LM9QOs}VD zws&?WTxQ`nr&+opfpX(QufO9r{@PHj8MeuQvCED()@Q*Ss2k!E?@{pC@Z#f0Xhe?U zdn=o|KNB|9H+ki$URC8CGE&1D3lELqTeQc>WXtGir#5%ooN&zIZBZu8nYom~yhb=$ zaSsSp78qf&cxNggcDS(=G{ucGsaQ;MMTjT5RB8tAnhio7QiyqCdwd~=LK%2PXpe7? zTmGtOToOUC9?9_jQwS{TF3P9F9Jkkm=LU>t*~QhVx_=sH>1w#s<8DV_+!NawZK+(Q`9MiEmLN+;W_;N=qu{i z%I+T8EAi^MqyCc4y3OK+7@InJ4?Zr_HNb~zWHE_ZlP&jsy}6b!v)bwU@bMlyRiRdA>2XNIZ;rrXOJ*ztFq+L7IH$i$9zj0jqCCv7`OsyX$ODNwF zpWi*;6QLH4zjgc*a#Y5*Lgg*4t8 z6e-|QDN&4~v6-C57z({4p)`i_wfsuPE(@uM-uIJ%Otb%o;$GV0<_6XDyj_)HCbJn? zRXc18L;Zs(f6NoqD3+OTix_!EjZNQ8qbjt0#9gjkVxK?RlAuVyRRBcz^8Ml0@^hlp>H zEJ1qOe>m~@96HN(=wxin>HcR_*kH&=fXj{({@uIh5Sa>CMH)zi?bft3JDta$ope(} zCR=IL)m9hCVekc`gX&*A=;Pv~+NKwfE2Uq`6a2xZ6&t6tB+4Slb^0Yj3V#OiBo#;G zMU|-fjwjAZ><<0T%yzuLk_vd9Bwo>;y)gRieyHycnAVFW2+Pfi|ESPoMk>sdB+mT? zJL0M)VkmM#j)lhxZ&0S9az+@pUnbPg-~mebhQzgh+HR_HT+?-k`vPXf$oJ)VUa zCN_Y>ST%v6{l7sned-poGewuFq1XsMMG1|B3w*Ktw8ZPS>GAdK21U1nicP0FHe z+4JgdyO)#-s4((9bc+V{el0TR1VFP7Z#Pw(a_oLS_Bq{25`{=OS2+*$0nrB-IH&ZU zaN|4=D6owZMcN+ID=mLSn&N+$xT86J^PrYjE4hlck6aj}Itl1K9EkhBsA_ewz zPHDsVG8(_inG?Vh@+xnlMzZTsqe3W;X(^pN;`_ zEm?VP`W9lH6<{=x*(}&7P-Sp!|^n zV?lQEzd&LKfiA{38z-H<%9h{_vq2*sM^=fetcy=ylE^_f{wP6ZZQI{1z8=GNPQ!%R zv&*}InO|i*M_;DlCN1UM#z53$g^m%BWK35H34UVdwa4>~@0saqH7}vMULgb*dPbQP zj%I$mWo>}j25|Ej1{~dYUkcX*Hoxtg5mC_~IFIG{J+J+t052y@i>r-;mZ~K_7L(`H z+E(SAIWwzNNzC0$=VW;id?;ARBK4=cF0UZ`;h9&_L^)XK9w2csGsrdwNiX`T*bw&e zy42|YP=gd?WvpWj>06dV6u-BjfEj&KbH!7FpC=9fgnR@7ufE<{+`GI2MBws{e7>Sp z(WobER$=U9wc8V-l2(Oldt@r5hD(OC~wJ~s%HuHNKhdKX_^?hgsHAoM> zDPB4?rDCQ9`#fag5EgqK8>OQO9f4`{dX)P#U=CN$|dCH5K0_zUMGs^O$ zGbF?;xh|@E7>(q0d+F#Z%d++H{rBT6*AuE1P*~H7MEhfvTkKy;*0Z zkW{4`8Nhk8OP!h={V_z%%P7SHBqKe~B()3=&9fTMjlSn(!~r ze3oqFu_)Tm5WZ)&m_;p2-g{vvnF2;yYU|JD#qwix`?9a3l6meAekqcFGXEZ1G7bpm8E$b&Qh`kyQX^N&!ey|2!MH0C zA}MMNWju6++4WUyA0z4WzLwy!ns;yiIdHmxLmBvW)5MT124A3qGOWLIWZx% zYbGI|`(e6|9@nLs?IDFK2E?Q2zVZz}aE3{(hLau&r^L411i|`ij9{vy-aMUse^Iy@ zoJBPe%Y{ZSPp+tt5Fuj`qfD**6?Az;hiCfO2%gF}ypTv;X~}z!aqV~+q0a9#aqg$} zxGXx718Up-7>jsux+V|6%huBnNd|JOWlC*GcQ+sC4eJ9BD}jjmu1&-_f@K7t3BH9f z`bgp2kB8xaGync|@?4V3;sZLKTiPr}+b~8r)HTsm%&pEsk@2Y&fR@*#B}{?Kxp1wvH_-&DNHuU}b^(%~(m2k;CwtDwyPCN>Pf!I$yq~oC z`5>)|O{?3ZjRWCq5}`>L-`1A)A~3Zip(B;kd@(fHLPnoUVP#F+vb;a3G2~CN^$!&P z2#u0~h0IqM5P!-U>7U}%*qid`9pbO>UmnnXvNUq_9jQp z2yhZFWsMW#VO_UWCSI8Dk4`sq9#KEz4Y|L}4clnuS~(u1pxdf!%-5fFsT}ohJ{U{& z#A&!El%4kawQAUZEOyK*0qwy1LXrM_B9Dq%w{UdDN+*ExZYSeyeudR?SP!ZW+Mvm# zVpizSxb0Bv^F+Nzn%?=I$zOA{If%(9jh2~$(Qf~T>)VmQ>tTP# z=R_XqtGZ&2x>=Mx8f|OW8{KG*T9E2$e&jk5LQaTT^i_Tm=26sEDss`xWAe21C20D) znvBL|CUv80fg;A4z{g=6)Yn0o*7BC9JH6Abx6AXP8`rIdc+x*R_aKh$9r~36D;E63 zikj&wj(&NUN*rG7Q_|V_S(IZsY*?0=1@Fc3JdJPrZMK|J)?7Cbg~p_Qc{!!~`SCo$ z+gJ?rhLd^R>U&JOa4Kl3S<1&yi7|u%QFN(Qt~re|fjMEt8g(GmvdL<+%7QC^KC`_f zegDocro597bL#es4$4l}P4K}0(rocesj(e(HJP*_&a%$=S-j0NjeFxB%K6djoFR_j z_<9;*f5Lv(hlc^A&Ap5rh4zIQ0YugU+y^}Q{-uTNmz+T6DVcdWwj*2BLt(KP^_(QF zmW--xeO=gaNdlQ|WNiH(5Y7@y!aSKzdLj^(O4eDqxUXlDH)4tEM);+~vs9-A@K4lE z_<}!5Q%hMs(_Fwy~9aae?G3-=I&VC#b;IcJZ_<*%c7hW70BYV z{3XiUk%c`z%>3wdv$qh8?&ihCc}LrZTmN+zc)Me+`W6adyy)u^dt9Vuv)Rn94wd~y zNk@5wT!-?kn6R#_wPy{ouM+l0Z|9qb2yw}u(M|Q(8?F(Ty~9iz#Suu(SY8@ip3U4* z2}ZEaCcK`+1`Wt0`O1DDN{c$#cAn)0fmUjQV`x8x9%HtFyO8RlsB*@wnEA>^@c+*?7oR2=CJf{4q< zG4zmA+^fA`Q036oUtX1&>SUwjU4@7$P#l-BCuwqP>f!)bqSxw& z&z7GABkHO{3ixbvaBhpGXQ!UZ>OOs?#OkXpu=+%es&2rE+&e;grcaSC(rMKz2Tj>k zR47yHp25_zAl@~^HUgK8eBE@NS9VZRJ$Q&OhW2w1?U>>wQG>hBeek=Na^0X+3fX7D z0NCya4A6HXUbKx7oM3`)+c;ZCC}tT=L-l&f0?u$u-J(+iM%xyOFjHl79M8X$ zQ8^0ECQ`X!p}r^TGK7$xYN<($TB|Qe*ru~eaqQX~K+QfuxkVR0_$v-My!+Wr)i~gf z?;HHs(7IqombhfZTg_wC0W>rnj|eb}d+?wK%49HNUs%Om9A+%-A*8%> zm5}k$;10}|;~2eFPjhOuWsczJOcdl1slLpsQ<5;*#bt@xdA<)@t&kr~a#hWCFoTTL z%p|{cNSOy#)kfu%Eqb3`legXJXH;80(3<4_K{uD zR9tHGTAuz6phj>_hji;qHL_N4 z-}bt{mpQ3!l|1e&gjg=KTzJmGhuT!L&N#PfRuPgpmtImCu>#?B;v$1+>hlYKy)hZA;2qVP8)V{4 zv9gWHJ}K(rf%r&WQU3LPTI=aU{*CYOyx$FJ*GRAeydUM##YB^F+yh|e4TN>^dT>z0 zI3I&;`Nyq%&GKV3@5b-y3aeSikMHM<)(Yv|l=TO?V+$i{11De(i1T!k&pmrrk_ON6 z53&|6foJ1CMYdV})UaY0Z$Q1xSG95{y(cw{9Fji>u@8mtLi_|Pr7bNW%105kqvLW= z(CxcSf_M1i)!{~P4@_prG=6yGArDD;Cg;lhh>RWx4)VQR)5DD$#jVAM&W-7{^c3XmH$ALzxFXi7tb@Ca8ixy* zE?JV+ugvX+?(ez6%vD7&d$;jDdfasRsPw)}tRE&}^aql04VHW!uudJVD8=Wv9!(Uu z41Hd9+A@1Ua`L`bP?-a2xaw?EmH}Yv&PV2Y-(AFCl@SG`LWQJnF3H9vy*CSyvBdy1 zAZ^T)tra5%l5Z>bTT8DN!K4xdbQ3h13BstO!)#%pc{IyhWb9W+Wz;_nR_pX$Zv(|< zPqEF!aVgqKra5l7HjS0V^=6u`8Z~2b%*Qo#0$3NPu|nANf4oyJZ{EovA?qCRln$OC zoSgQ0?HA}Mn0LOT$bl>ZWa$CVmZOJ14=|N598nPWDE~mrZcZq@xyesY7}bQ{xnrD+Aa_NIBHX z{JP8u@>|)MZq-#3my}XETado-Iatj4Tc&+0b21nR@>OIS|1RE}21G|>= zI+G{Ft{aj5=|fq2okd7lLi)=d1`>iN%bs-#>UyTcP#7SMAWUBXtP`aE(47wl73n>PRy|*Rv!Z4 z_XMFX=i^HCx@dL$KO7r44u=oVO1W8%f&f`X?u`r6d?kLLfyu}rJIeDB+#$9Ls<42a zsw5`HP021!63DH`;@J@X*GF^hp%OZe+x>Df3c^SIL$>vH68!$9{*rB;9M(Wr#F8D_ z*hKj)(t?1!o=;I~<7E1)tV`{fzaEcznRB^5>Hh57XK9i)Pute9{!B$fq)V zLZP;r@6&Ft@SQe+EHEeHnHgzZ*O62e0WHzoKW{Ruo?Q>ciRjkj($Tel=!tF-IfBPf zmHu{mq4BBs)sZ24yY(F8J_Giz;o2#7CnGFK0pUA2%gqjU!9jp zY{OyYQJn?RAk~YQeJ*(Jh>Vd2H4FNUHXZB}Nav)U#4VD~`txhh_yo+=^oJn$z zpTK9Vnh;_d!Y~umypF!N1H_%W%IMH632(0Q>mlva-|p&%-|^aDs6Q1M!Oy&$kxn=_6h|17A(VPgN|R9$Fnma* zZpX~x>xd;o)o@gWcYR4EGS4s~F^)`SyD8%8Ig{Y-J$-V&jx_Adz9108Na9$ZwcTYp z=A?z_aKTHHYwWgE|0uPqGJw2y)mttQ4JU-;QFW6l4f1VnL?woUpQh|~D+l5NStnn` zc0`r|OyWp(7>mN&{SKx{U$(waeRtSy7=V<@b6x%DSnUmK+Op3k{%R?{uHLNt;i%rh z4j1Ggdy*nuUYAt`4^%jNh25*uwj;gO{4(6HaC#HF;_7hqIa`8cXBDxE3O&z_RPpgx zif}#_dnUQLD2LML{e8rHZb{A@x2U?F>@}f7$@*Y zKh4V^qj#MdMf-VyJY_Q>}k)C0?Lu8HIZ50x-8VuYYVgL-X*=_%;OF>qlrbA?ZsTjOq2npU!al7XAnM3Q_M_kZ?;-Wz*_V$$xl8;!-|L(eu zmg=oM3vdj^XQYV&+SZSuc6XF{q^4oC++1WXPR&&x(uaVWW zq36FVdUS%LrvA+NTt-fJ-s9beZl}aeXRv#ja7x^6x<#zG{=}TM=bWLfDfd@@qW3dF4zZzszR2h zSxOZ=ls$GQ63gpsF!CU^5__&R1r}Oi6^9&Bc0$eMzJKqY*A0se`CdCO{beDyIKMrO z3?O@UDd{r}U%tP``96@5YSdN`GC29Ar2DAevhe*BPiSyj=T`vQJ7N1(>R+?I(*3ZR z3+nvaTD*3>AQnOEPf$Rd=K|fD zgL(>0n|y+5ON7ym$$F~B^q4l)5Tu81uIAlEU{F?Rt`Unn5biOuP<0QQ3dToBH`5_)iCD?Ba0cJ*;dV8n zMSE?yz%Lt=eKNpc8J8m3)Ph&b%F=CY`|A3pbkBC!n@pzLPw+jSf`VN!{-SBEDD!U8 zB^jnBI_xjIPpMEvta0ysVHxvp^W*%jo8><|y}U(%8GTVc4_c3$&agK^C)Qabu1qe{ z39tMZ?yPpVU@zio#eV5!y7X4~Y*TEbqxLCYMSwN}ds4!M%NhQSH67DpH>v1tQFU7X zt4r;p&KNg^a)59hZj4x>Hzm~kT`b>)wm2HnoP#T6s9fi3uz08Xo?<<6R2jtTmnJoUaf48jA@_zRwaqc#)0d94+S^lXh2dHp_pc->m$9*N1okc_dZ zZw}#wv~PMkq^I%)Xb@YXYkFUY=Hx1J46jPD;?_T@TXVO5#6z`JiC!KFv*tj691OF? z>w$$t&>jSoT*8S}r%=(PaEFLW-c$vYbx0JjK353v)&VN-Def#vuMcu67W%8m4!8E# zaVhAj79vI(6?J#V>QAJja38H1n_ zl^tk!YCLN&$J5ze8l;g==xxIunGIUGLB{A=TwgrQ6eyOCu^|6JvhmA>Z6=(~|*XNT5}pP53lfF$v@pr}~P3b%N%dNYhcsr?)P zEa^wWpPfS)p!+zxWG!!gJb^jZ&Wj;)BN^T$*D5q4KY*w#PW|(AZuJ;)j2Z@Zy?;jY zGqZSZX_`7aQ_yAuWC9J!ZhP{5w%SZk38a_iaILWH$9aulhVMQzj9>qcZ)+o5ck|$p zZZ^M8?yCt`3x5r%ny>y56ZnaD7M#+GTtJ06u zLdweWAVB8P(OJ>owd7OjGj>9T8VZMv!gBYLbFo;|i^qAG;6Nwb?QNP{C9YrYgq&nf z@bz0owO*tTSqq|51$BLrPiij)+8i_t&21%lEls%ESTl7Bt#LTDDA#o`@r=JS>WrTV zbyl(T5U3yDNC6g~|H@}Jx0qz~^$2zl>x>;&X{$qNr@_g~*CLzhxb7@&?6ej*Tzga1 z-|C_KW;t$=(>rK;Q@uW3_{`MnJKYreN|0`=LTgldwd&)%S9Hs6$8rOGu1scgl}p?Xm@D9CFQ z5f0Kv^q-43@bMaI@auUiq!)RkR4S4g5@7Jnzm|Vxu3AnA2Nej1J<dN9<1BF?(}r5!@p}73$5Hfw4%hPLQ%j%e^zLF%_Z55to-eBm%j$cAVavSI z@tU4DH-k{(dtsDEg=nHxn9&hL=2SK)^@VOeB5>M04RS|{?pe#2djKIvxm?qOp&q59 zUR+K?Wi|IWenZW;`x6tga@x>ae%!0;clRzP(R99v>XV<=RWQkA-Dy2jxTt6FwFqM9 z#$PgB%-@`?xYqbLNj7YM^#tKRuP$X|D}VKCVOY}frjk;I6k{w*ddo{~K`VST{rn4n zbpp{7FyW~t1)Tf7)@IO6;;l$ye5NvlYIo4>x5pZ>pBeZ*6hEAy&;E(yh&TydS+72? zv|tvloU5m^8u0XJQ@}aeHBMK~{6$DfL7!o=r5tODg`Lmi4O2G=$I#;>9?>G9W*-g~ z^9B{x^HHv3kgHSGo`Kwyqaf{AF!odIOvhR}o6e$vN)a{l5yMBY-QHtc{E?$R_27Smkk6ha*@jiXCr z*LB6ow*NvaNS)2x-q{f29Jn#<@{(5Ye@)-y479Ip%&Dyr3YGGnMEFFvtKw!9(eZ9Z z1Yrq1g1hufoaW@wSbt0O9jbj1tP%FPzb21YaLscUj&d^q>BL;0PDmjlkDMxb#R6cz zd$C?fH9x1o`jviQLIRK>*tjyb79T+lK^mIxu>0oHxh_-EINtIqse;cHa!cOY9JX*N zxp^r;gW`Z{o|wUStN()ElphBdlg#cuK>kv(Dw^EC9C&!U`id8EGhdO%5nG{uNNx@=wnnV-S$rqoP-@feSA}l?A`uTF{QXzx+lH@F?-nGGSCU1F&*?H%R_DkM+xKNlN0}Ve+dD&a zAlAFxv5-Urtb!dl(o~=^DrQV|0FAPE+3@-Sd(!CLN@dC9!G+W{16=lAN>w_u2p=;S z@vX~9VLlIXoX315dPcl~K5t`Gk5P@V6Kj_L8c9&rxsB(uTRElp9V_T+uas7o>=)dY zO&eTHS4wP{a@p5Vf^mY~BSfPxm`R?wCHO~0{Gc>uI{@NB~E z?byzhy1RfHoq%0hnfgfs5TRyP=1ENxab>IS%$luH#5aWx&E}m2nVN5(4cO!pGEL6-S6s=R^8>!K?2tqvN8RBz$xP;Mw5N z%%IRfIlR2kJ(7N9H|||Ftk}DF|Kl2K8FOPYQ1mUzHv7wzC*PUh)6)w%G*E^W0>sbP zAn>xkj5>zQALjGH7m16#(IrfMZ&E5!;FQofwp;@SQ$k*|ufo%P?fx33niqKy-`6Hz zw`2E(xK=pOS}xJutscqJ96piEr}^xss`5s>O_~}ZfV?Ud!^iO?ffqJY5o7M&b6s$O zhAoKI0^TvkS~?_Xj*vQF`grV|d6Jqy{B88vLxMv<rjY<|O;!QIm+#}G8H=qW@ zTloOd(Y7;9to($ALT{Qr+6ljheoy?sz%2d?g4bFduRdO(1;|pSFvsstDU!CXMzE1Z9t^W36S%0jBd~BR~Y^J>LG-yX_sx`ykqcWDHF`+6Z6uT;) zm#CJFy|v}AkSS)n$9$7VnC!6okv zjkIjjEZ(_(G8XFHli5l@TrJtA^Avmg2QxBvNv^^!`VqKoyXc0;?p5(1RCGu+Kc+%+ zYpHvaju;Cj>}a|i%=%~DTbf$S;)B>GJq4%tdYuTl3|!&#SKN6>g1SmXKg=i!mCH-! zV@jB&ySlP5beOen((md>N+C)xt!&Bh5>WS?nr7K=1!r=+5Kzu^ak(d!v+oexvM)0n132e@fiQXXRZ&zAEf1Q;tg&X~w)n51*Y)|JrvvQp`R&-=xLysXwiyb(t~U6P^MrQdMJ zk;_AsZuf^$LW=;`L!^Z=EX_OfmDn?<86OBsxUolI?yJu5Wb%uC9tgn~AQ8S;c&IgA zUnmk?jj*zbNg!EZIGkpJh}!iDVz6es7q!RCq24-qvCv9F!}MzR(Wtw6EWMlD82!~e zQ#n1YM7ftozVhRl&Nn<=mx>cVt$rFi@<4l=MhfpjXYq=%BvZ5*i)Ljl`$G{2PN1qn`ik zM*nDJqCpGmZOq`t!s^rVaq!cII2VVWc+EhbigzAg<_uT7VRVRMz1PTtWK{Kq&p>U? zB?P9+c@vN%v)6!TN=+t+u>IZ&*dZg$=`?B`S3U0f`0&w#L1y*?ge2GPfE zl3OUl?E_nN%MtcPnyzu0HteotO+~IX=L>yVZuJ_uv1__tyHoR4E)L_vMS-605(h;S zQY03S3{%4jq)or6_X$dJz8RYP#8*~!QMT!d ze8xN%WgaVMcsZ%`z(4F*#Vl}r0ue1(ZPKRo^}d7l(sfPoXRIX@e}CkUey;FORyybL4wSQREB+sSetV0UwX z^0*_)3Nr_*AEtQnQW+`Y$v^V zCPB900IhTv;{_|r=-O8;H)zgT7Ywx)=-!v_bo?$QbVDV@W-TLX5AHplQ8gyCU-?JX z-U$oXqc}&1UoEhqQg96Ui*XsL#S-Vw72i)e=t zjlTUay#+6;;2KCkvn%7UA0kvB=o2u}R3Bg}JyE{0p!^wgL(aEz0%Op@TYJ9dbbb$e zJn`dj?v4t{nsPXiH; z_tpMwv4J;QWR$iCOY=8Pd=_PS0=pdT*sHwh+(}Yx*i8OqNYTRgE)&`DLbC)MKrM35TH>EsF=$ z+9>qBp`crn%|lzV#e5B7dC@^+O?FLJby11+LcbkJX_jujO=>n|ICF<+YX#o}o(Vn1 zfh^b0SQ)a!DTS6n^TO|zNot55?;(FdAW@8n@_5KUv45IAqIgHRrn5=F2kJ$JKDh4I zPw)9DU?*Wm3)Rt?#xPGvaQSqGXOO{EogqfiS_rE$ZxSld3D%(|ncM3}!@vXn-@ z5rwa?)>x9M{SX?Dbbxn<=r6Cnaw~ct2n4LR8ArjlvwWHiNdeB6HPt@+Kg+H}JfmM; zje}!EJdtaVlrHZI^tL>du#PqL-5g$H)YQ9@hXhH(sdRK-Y07pm8|+5LOLNa)?T=~( zQsoarc*ppDG^zHw4?Wd!fB(d*))d=oT8Q5*%hp9h7AoagTLDj&mOsBf3g1OI;gC9% z4fMqhTwZ7ZBJyF-hhUGoD$yo~)Ah^p)pKw*OLopn8g$vAjwi&lcCnGJuA zdITWuJbqwly_^4Qq3!uus6yYC@W^{nUaqLNfj^o=nw_i8b65OIlEW-iXil4?quUc( zV6!&6$Uww`OWfYE-fzMPCsfLHu$iREC}dyGZ$Q32722>2E@S1v!t~jPSO?DrY7>7+Hurx8uWVBVtMbZr?lYpNAG*=1nUZ~o+7 z^DQdMc^8oES=$Oh+wV3f`5taHWC&}z{hIej1*cVEF07Gpilp*iAbWSMI)QgR7p}?B2fw`e&RHKD>eL~Zg4mv&^{XO4H}o6IPTKM{pGt3~sw+gk4+ujJ?4 z1F}%)=5P}(=NxXci)Do?UkK!K-q9+tG)gviHt|G;NtJo}Cks{w^Y#eph=qAksY6yJ z+{6U+O!@Uyr3TQisun+llTkGt@HsiWsaDEVxpq6m+8#v>D|+0|mUdR&=v-rAs%T_* zDbZyOt@~pds*myWkDwAGU??8=c6W!C4sU13iKmaJ@{5+Y>foHh zbb;T2xrUFQtS?1tHhj|{Us#m<`A`|7wX z_O%|>Xq;kG)ZQj;&k1rvRHZrPR0&>34*;Q>*wKdLx&IkO!&{=Zbdp`$Yx2>xTF9j3 z9*IZWfwe~RJ5ly~>^@NewEpLX_V8;YPhr%2=n?;!a_pc6rB@1!l(*`haQlHGRhK^D z2bOEyq=%<+A%*Ad&*9<JgpE+)EwKVOXSi z=LpJ{q^5lW3s8QTMiFmWu4O!H?Br=I+QLKvJ=V6!{w39`c@UVTWY=Hv)MsvJK0>(~Sl^vpqit*hm ztq-%Ce?$Hn||EACM_Mi1(bZ>!J^zYSGis@Y!-& zW(}}&2!kH96pCm5ottzM!t!oFYQ_5F5=P-N=&2U)Ja26^n$=O z;0`TsEDpus=q2jCk*rS+hP?eD<3gh#6N9EdFNVCM4;N){br_r`oR0W>fF0}7pz`}u z@5%USSi86?Uk5vmQ|s2(ErxK?N* zx4}k}sp^!%1>ZU_r1@HBqc4Auw4kaHJ5KxxS!aTYR<@ zWr_tT&khA&HgYEUB;(ASJYo-D@Lz#!BX8{DsaxbL&5sr;+D2@@|AiaGKWIr{8|tYP zteS*D79J?2A%IubVno+}VD6-;G!G7S2VFiUGNnV->wC8-3tcE4w|UL)DzEqgpZufg zzn}n8e(epdF|lB4_AFqvqst)?yplZ3;R~Ama9()BxmxZ_Ia)nq2_E`!%^f%uh--rI z?-!D4np8+cU|LHg;xft=hVPVfl~(7aRNqdep_Bu0@1YPkRcMu)!FTp>l77GNvTZS! zu;e{2`a4Y(4M*yV*DNr7MYl z|6+szVEIKOh0@#-Nsw|Jl*cWX`Mn674aTfg8!TRA29r<@9YJ(nsT`(LGZ{2Iu!) zT6|+~bD?Lu5{&GSVonE|L34cCt`R1;JDc|7AFOq@{xQ|#1?^?^-_X^-r6)7*I-<0n zV46IhfCvSJ6IrrvFAA7-%z)TUS?X78o%9D32f&Wkrmw5aUxh<4y(|Xay$|bWT2{n? znF0!_+}S8T)JH|3?F#q}w$ItAprX+NWvzpu)a#BOf@+=|^>ir$zPWcsbR)w=+Lxxd ze-q;%|9!HhF z7ozF>^a~^JM6Dj%+$No~*U=51pQ5ZBUd}KL>hE1cG_R!|$5YFrbNF$QmZd&2`@`78V=0?l{w8-6fHP4)=wx_6Zu}%V zOu~Bxe!21Zn$nlNImKKWF$tu4;pn$d9KY{zVF*x8H5EDfr2ir~KnhL~6!t6Vyj;(b zA~#fW(0OOGGpW}H`@W!1tz+oa3kWdn5lxk-Z<)HoqF*pht9^b6~!BG>NY`xG$l?NEH#Q zZPwg(&K(C;p9*<5%S4jD`m!rL)N|f`uAt8 zzT%Ft7>+!Pa)yrd>@qCqY}6#)70z`b+rtnlGGbMToK}2l#-H$lJ(v8Cf)W;e57ppY zYP0o3ufBTg7V4*mJxHcMN^4E;0fFqLp84OA${V+BTb3-aOaoD&o-r(}i>q^O;kPB; zlRul*oSF2@Lo%Z=b`-EOp1mI*`f47&wjuiZ_~;P-o;Hfp4k zGi2nwPnyYU{gPTu*SJ^ltI8LKVMju*XMW7Jw0Lni*@ddcvLk$tUw41QsKE$ai``}< zH`mwKWux(*>};P-6o;$X{b_0{u9E>%X;2b-?I8EVA(t2-R@wNx>mLXc-m;Xpj#YH_XgU;Ajo$`+B*(ZAe~jV3Cl*i+z=y(q*a-zZeOC9 z6J`HAwK52eYkg-wX$6NX{B;OKPx^+_*m?N(pXio|>jXtkA3Gfb>$W5ApNY_M!5vr& zkhV$BtcUjhG5Bq?;?()j5ph)7k*Es8@o;XXuIy?sG%ZKJ*xX;Q@M!XnYn)RCt9{Y7@PA33x_Phd%@x8P z2i-{Wm64})UNx}K-8amyT47Blq1&J)|D#{fxZ@O+M{v+(*2ush^ zu!l}+Aej<_>0kY4JQz0SPY2ev1`LbV&OJShGlChb;o0IZJ&*kf@EH!DtVDY=ht~yz zrzW5VZqMt;pC8-OWXI$6R~sz?@5baja5yMK7yMpgDArkDS?k(iX5DHP0A9rx$DMP67XqqO}2uT8n&RI<82aYL+;a z2almH&s#pT$u4WQg(P0`Jrlo}V6El{>7=dn1Q3}nllGLQD%hio>qvKXG(S7SVa7{L zeNW0TtT>k5R6~0geB$y(;gdHXImW|TAv-54znQu?hA%MIJD@E?z$^ZpKh;1mgfzR` zA`6=*SX%h+&kEF7qa2#+Aq{m$c@7dnjehv?cQ+A9G;H8uhon$KCXlE_hYpRy=x?6h zt&-qQ$YAlcgPC(w^k5Dr(;>Z$FL?-(>61E)qjbFu@)H9)R(V<$Wou; znu+5OoVhRju2fXSVac>!d1wh0x-{FvawpxJ{`%vvB(?e*f$F&E^6faW{~y?jCpCH| zJRqH|-W4c5FW1ho+bEQ5v+3&Nf>>AryBH;T7Gyj|O$QJSNMf!)T7{@5*4T!WF8YIg zEIVnabi|Xd1ZP@Bac3hnpAMg(_eOFy)Gr_O{0Oz~KumcdwM=ORuvL}ggfQo9QeL)q?x$p4 z?_b;L+xAij_4?(c_AiHbIa;R-Ls6QCrRdB$hMvrV9~X7eJm&B(8}mQosGvbehkch4 zU1&NcMbbz9es@858S!j8Wk|9inMm@fWMeoBrP?zq)&<0*#JQ4 z7+^q<4K{vpTOR7kLF~l|-%THl<42$?GOtg&xId+u@{h`_u!t192S&`A^xp>pBFOHB znT&GD5yF>~T^1JCdV^iCVt-gc)w@o$jB;(B6z`*HZyCY1UIO%0^_lg`7JR3R5_0W^ z;8?{JCJ-(_r7w)!jg6y~ZdeJO)I_UHuHgQ5E5O86bvJN4VBvh6cX_-<#!Zz+;i+!- zGzIrKwIkPbbTRK48Pr`Ebk;jZ+@!FW;l2qZLa$Cc5jk6J>SQ>Yk4^dU5?vOvx_`@M+GPFRaD94~S1Qxa~uI1EXA z?osSu%K|Sr2|H44g(ELmt6`Pe(VkIulZw;`Ucmqlu z_dv8_So{hZMAGyxw99k|@ZL_zxRlYj^WNO#(PsdfdT_W$RCiCE4g2~RW&Ou-YOwBH zv00^NlfV-WWis=yq{pt-NU52PvL& zK#<%;XI*L~@|9!?SJzu8pv&K*CRwooez$Q!?AK7H1IRnOKplp-db2Y!<#K8%&zBhN zG{?t1CN%WD*c{Y5bnmkquC+{H)W4y5nH%;3_y)##0e+%y8E7khaRrZAMPh;{w$IwQ z^}Dpi;oH$Cr&cL_Vq@6(Q(80m36w%DHQh!tRE^(7TzFnQfdlj%$~;ASp)$WdvxhS# zt!pVkW;(bFHv%3jY^&!clq!oRw!Q_~ON``0mYHQDwGY*@(DYrgsoEGi`61&qP}S^| zYv)*Y6sAYM0-wy8%M*VZ|COwVoDNanmQ{7M>Gg@H4f~Y^2GuL^7ni7;;Lb8J1Q3`c z2+mQ00vJ1(7SH0K=RRUa-e6e`F4}MGL#vPB&@m=<56XqR?oc?sHg#8!A-_Vwn(>!5ZKE{0ZO zOIA}l`bpd$aJxesp|Z9|R3%bApgo_z=`$@fnMeFqwx}f4rZifETfixLN60Lz)TQ)d z^+6g4wNti@M6vx#?loSC8fAXhGAS#fk;QhdSoX<}n_>ID zt>yvUC*fvFvBmY8E&+?;srNd<`z&RqN)n!Fm@a>bOT!)l=)Nv5RAO_AA#DmfV+8Tj zpU}UnjHwExtmkjqR`8oY4vR7J6SeS7R1~dZEJ>GOdnpYBAegH`TcyPI`aE!Q4=ps+ z=S^^q%f5(~z?DA-y=n6NDHY{Mjh#wbe6M9_9pJAO5AwQkf28E$iCa;za+$xtKs~{K zw&$2rLGAJmSxsB@F*E|4kIB&kC(V6fxM9a;bsUtR8n+dt1?&EN@L_Hb4hBXn@%ftc z|335S{oRXDV8=b?>y-A?)T=HXf~)?qEGk8Io)RFL4^;Z80+xiJ9c@qwwy`V_fwacc zr1Q@_0ie95jov7u-a)$dUVAk0!bcyP3km0>q6ONk%@(~_&o^!9Cdi-3jZydU7OdFs z?7Mc|D{Tk^7;hHqv^EYRyQPIvP^s2^tI*^E-i8kH_8Nx&)4ZcTD9(Y4Ri%-4+9>LJq|VL$D;P85$N~J1%2I0V{872Nk-S(Fx9J8- zgLiqIM&2ix(r&CX(kvtY81QX`FZ3eY5A&NFeY)FviEqdf{IsH}(>Ry3AgyH9j%7FC z&`T@o^0%f29glN^sD(^I35cI8349CL(5AI?_o5=>7Cb$O{KjFce$1=!+u;TYks;M- zz;JHjlq+Ew^>Ue!yxNZGF?WDZtf>@%%QUSUiuC2CYe^GotV#B<=`=;Ord_6K>t1*f zxVh%W>c>dFsMuM-nOaub{(~hn8L|@pUS!{*q0cmJ_~#Ti=G;BF7ZXThE+y(5#wCzo zzUUvDa0FFE3Hu&s{#tnFR9#E*I4-=@(%r2$2#CtyBi)r@2&f=`GV#mO$6x!&Nd^uE zDhoD%VXTSz;i|lizh(W7ZYWA)*tXg$t`S<%36ti7PEyS|8ez_CIMNM{*=^^sS9!d7 zvF=W8x^E#U_oQt9^iFDKXy`igZF#8E!{e~-6$dQw1N4_|i;1oo%4cu>hi z7x(UUb&q=n(_%d9cN#4Jsm9Fd%DNF6F4u#AC?9Qzb3ymEBD8Olk9G?l4$; zry?szp@zfu$?j7Q$-2Z)Xp{_0@5c=-4Uw77ZNC(7Vpq zopz<87}i)y0h&F}O{P_(b{j=tN1@uk5vsl_?x)zwHbgI^A0_azo{Us>idRC`{= zL&DhigepUeLm;P4qPDs!xPgtWqkAZka4O%8-y<03oMt$%G-%7k&%;{v*~_z#we-6ag6#>j&1Rp|oPkCzz-#!J=uw2u00< z?LbW_^-sc*jL8T2B~xM5dxI75Vl9&QU_q{qj-GdN3^!JUY6_)?fpZ{;eINK@fc)oo z5RuL!rn5E%01j2gl#r+i)4v3Nu~$-Dpb{`g-Q%d+nJp+*BD*~Pni$#0=dT6W*G{$%N) zD!9wTv@xISn*@uNUK@L z;hk1SD9lLa_T|GtkqHk{=G*Z6Ml)RBOvbmt04Y$$+&c#g+06mBeF!%tsp-BGxVJ`N zZ8D`_+Y<%wFIB>`B?H*2-QDM>eiGEp&Up@zz9yk0yyGd{4I>Uc$h!6e=?9Gnys8K3 z@I>C>qVJfcVi(x~Z1cZ;OftB5gtTCm_S#3JC+Xn*UZQy^cXp7+q=PuG1C5e3x{M-k#`Mr^AwBTHm$l&B6&xBr^IO=> zvGqV(C@t^xD330$;-6Y?<#c0{yAJs0q#9=&_=i=5i0(7{I07j6VODw{#=7fa1?6!p z7#YWYBQGVB)*f;^ukN4*>Kd{&I=L!|6Y0oygw+Oq;qKmVfyv8h^^cGTnasjW=)mZL zCra!+i{;VO* zo8b%>J^MUh&E~)3SqE*7nob?Gr6Y^mCe!!knR2y-*?hc^X`0KvW%7lV3$h-1-$7Ko zUh%;HxSr&4=%I3$?xn>0?&p}RUarpbN3J1PFjp~x){r!IpFgD-2_&%`7 zE#&C4mW7&(uOPMh_wosqm0s>We9-iFiSVQ0ux#ybc7j(=#q3{T&D4i9_8?fF_|xv&nO4uaqZPI=6v0m3T9lV(rr1#uG_OKciD?bDG+l)*4i zC)5(k*4`H>amWC-uslevf(6j$x0k_?8@K~wTXN#bJ4;LACyM%ty)$#1 zHm->M@e&6b5YCw(Ksp=7jK5|v%e?A#!X_rKfb*el`J{AjSR;B8dr(LPifOA?VIt-% z#WF~!iS5l)M*c2=l-WVd@0W5hDOAEeFbB*Fh9)493c+x|Hyr1Hj=w7K(@Uc^N5vzR zwSLwRArG{4nlVi0+1{LNP(l2KeJwVgarvyyU(}nzqMlUse7ap9b%9dMa&KO+P|kjb3?rg}GY@C5eh9Y&^`#U0Va2yUl@MtV$Fo3i;=K_=8{m{%#Y zTR!6hxH)`$m);Ww@S=#lgeLk`@#RmrwIisfhO6l~Obo>ClwX&;7r|81n9T;H?qoNq z3Z4?`&F{O^*4HWBiv4u@i(AU^F#`t(apkDRRGOW!WPi%GXucoV1slojr!%^?@HJ|> z0G+Yw;K-~NCwt8utj*ru@P!>yR*0={5w;5z2{%mw_^$Z|%*Foll%%i~(wutN%=23N z6u%4L$y<0zksi^b@K9yr(3;N}2QW^km*07A7~E4&dX>aMi4D|e+L@3r{;$UWWJ_#x zM#BuuxeKzF_JYet{Bhs(^XJRxOI8;>Htg+)-$O$vp0V6BjWm!Hc$S}3(uXXvl+@ps zYl?EQ^$*wqaLd#p!H}Wi+osE~m)(e#6wfY{HrUx9BXKJ{9qjSwbhWB2DMLB?p3}3)CUVLsFqv{JwxCpq{t=Xu?kC55bCHWaX01Wb>J#8P5M3 zfRso4r-H~h(}waJ?yW)8;WF~4x!t7B8Mtum$FwW^!WhmDS*c4K@+pXtAlWzWH#X1l zT-oL_Z8eMG1v5!?CG0uK{5Ei}N3Mfl?2FWqsEJM46){BTxX=Cj~M!$GTK3lullO$TH z?Rt=ImBAlux^!xnL18mx$vBTnR>tj0plb4SKtV~aj!dM|6f-{<)=P>=(Bs4KYVYUl z8^p8>GHz2PoT$u(tek64w{AXGEU4m^C{6io-n%V7zC*jth4f2fs1m-HOk@g3I=y?E zn=q+2Ml-Zu>K%=Jk7uifuk&uX+cv1|>MGZ@O*5 z>=2m|{?0hDf>Y&gaYyn~tjf0U8F?Qu2Oeq4?B}lqM|*bHs~YQZ3JLJefz?k6iaD$8 z&}$C0+NOIPsWcBU8;r6(_Wam`QQ$tj`3d}-`}I2{S~}K~2(n&UbVgVUff*Ar;I&ZR z#Pa@Xlx#`|G>F7Ho#$X}9oMNa3dzk+^aGHHn#He@2VD zIrbxlFkgu`i=;Xq|M>h2y5{t;a-1<;dYpIv5fQ?@p|8b~WF7~3EF@e?QPkQS636bT zG#dlNV(Ub@ijWY(>pS{#y7JZPkkm`r1W3nt&9+xLDy@HK zC=968+v-~nMP0{?;KEpMo124z^$lr$6!Ud~IPko1%<(9aTM(k%blPoHC!JrJzC}0< zml96~nIyLo95JSnm!{Hy5^xW%*<*I@()RIXaFTDvpN|S`62B~#-+pr>G+UNp-9)P? zB9p?mW5z55P_B!QSFNvP$t7j&U(FYvy=QSx!^u56C|M+w>Eb zG6ISJ$#exJ;&9E%J8X(8fRtqAxzqoRBxVNec+i-1U2+VY8NXU@WAHkv7qL0+WGa5Q zw{m9DT)U)S>+((!ccbazfO^OB&g5y!QQLXuf{`AM@k-=1857(8OOA!itdQ#W;+AV% zX;5}_l9ux=NxAxDR!Z348J?c}p?nJj@PVT37EOorGl`G;h&vZW|1`5~^9^wns%v4i z&Rn{j@}>A}!m?dvP3skER91Py_jLR%#lL@1-;nGL62B(@v3x{CVF{uW#b?DHhhfBQM1>`+YRFW(;o3!{C{WuXwi-&uik15G2EN5v zwt=>}BG68|59iOMCdOz-p}~@34@!hlXxn&!WW%V0le&E4mE`>IeLX@Z+lfSOahpev zfIz6?E-nCLuJk5wbu|tKg^;EWU+u>@I)M1C)%Z8gx#uVno%_jM6G$C=c}R0#-xr+> zAz%E}(%HQWIcbe?MR+p0S{7WpI5V#igMAEjFlGzY$@6Ar2J5X*mM|mAAtW38-(3E^ zTXfsPa9V`!1GJeD-pCXut}wp>l(1ZH%jU23u>B-c(BNA=F4(I!e#aS!9SoT?J*eJn z;8N2w6hCXYt_c3msU7QkR32y@C@kQsgXvf7JnOse*~gh*GD3GC3`m>nQmp96{@K4p zXyN!O8$D1Gp$iM|u@@OyFNdV`0#d%gx4=gb9hXc_&%y-rDn%^9sLsXZho4%vsT%5? zKo0e(%Q-D&xO>&C^uH@;2?crhYcE0+$KYvRK?N1Sn%JIhmh+O;r7iB^TY6EKb`gkT zsM9;hN`J9k?K1HjYUiPy$>ldNUY-qiaIaO^xZ6sv`J8}>XsX_*&y?Ab9P@f_4)8>% zL^yM7e43C$TsBKf3VL2>&;=#_x;D`e8tUIvEg(x3kdihQZ#5MZ#J$@D(*P0wki7Q- zzRkkEpTp;8fg?T7j}3jRJCKdGj(9zf2{C1OW~1i<)}-85BMzYv1r2pplmOBmZTr2> zwc#@~*ju6HQr1mzGgWvj;A))*l`ZgV?}<$RQPUDu@F0OD-e7nJE^b=!o=@J7{Kg%0 zI$&Z%rORy6Ibu+f@7jV@=1-g06REU_=BdSTvVO@BMs-f(7vw z2#h`|Y$+>1S$v^K!Lq#V434Y3*2g&yXP&WbEC|9G{V|nOj?uyLpbTig0M$L&^a4XY zR&@0G+Bfob@x)sQPqmXK;93xaD*XoserT1#K4ST89q+#)zI2MTKFecBTsG3h+?lvt zG9@;W==ja)6i{c4Uo?lmuY4QRC=!eaD6oOVaXk~iwi0VTpA?Pw2KHih@%Gj0xL#uH4X-GJd`7EVq2pdA;;e)L2DwcE8H*UYdH#7iLLg zic&p(5byqi0T3$PJ@!R4oD{=4D&1G3CqIw7>pq!;#a$saqjz= zoRCC)zk{3Jl{}eDDZXPhOZh=6hogZBP6EW>FdRSrhq^#lRXfMY1slbQ;NCE_@efkf zGAInKrJPep(K2;wYD8u<^Ny+@Q6ABgV02hA8(l13VE%G6MtP$c-Y2XK16zvyMXxi@ z9^!yR0c0jmr$YLw6~XMm=wvW zt&N7(IyuCntSLfNd|L=h#8xLWl3}hu=X(}2{M(+3PPM9Nh7pje6BU?b6nYw;G0Z&~ z<0{HD#q;&!@!mcpBm4iAh&=66@-mgUG)WKNIE>LVVeV})n2MzWFwU5Jw?{S3_R2vc zZ9VlX;l;Vkacb8HXdkn*vp{)WH?CNvU2?O8Zjl*U_ye0tTfbJKRIgDe_@>IOKiAR2 zcvb51)~${7G?9f~9qoVYTDmv_spKggrfc~0D!#!XkSD!g zrfZ=UHwdy6c<$t50x_jsr)MseNFaRmN?9+BFDK<3(JpBJI&h@m^I3#2U= z+)dPX)XJ_u=PvigIJwW;q|tk(^7H3w{?drn5J%v-^~1QI+~Ek?=Va5Ha>}yhz%qwO zuwTTD1!8?b2C@|0Qc3e{pb&^Bii@m%nnjB!+++|bH=`k^4jrE7Q(TK*ATL5ajA@d3 zegw8{T5jgeH42`y?az_>vTZ7(#8$ljKHGH^*Kfn$9-7vs*nTy5va!(%UtdH} ztU^!oP6nl?LZBQ_0j(obRsx+H$Q%WopzI#gpkpA0n*dLe(?0BbSgI-dI_)Y5wl#I( z;j~a|BN$jKZrv9mMnkgo|LKl0vN1FNFX*O{yPYv1K*ZL@=|AG9gSnlPtpm(|#WMQV zKXVl16cq(!Xr!bSY_0We7#L{_kWj;0Fi*1OY+-VSorg6d(?e0!Ra70rCI^fFeK{pbszr7y=A! zt!!<6#@5#Q03(1gzyx4oVh;GP!R05i0+`r3I{-`pW&ksHJ2PV&fH}YdU&{l>A$BO{)40f?2H}EZH)l-00)30z|q*{r>>*98^8(RWaeOO z3~+L_1vmp-0ImQxfIGnBe}ho}qn`e65Gu?6a!mdQgv!9m`m@FV9sNM4^vp~@d*i>u z{~v_Pz{0}%e+!|$IXZ1@zwsc9*ce(G{B)_|L|t#b{9|RcZgCMDW!=G_p!>!{kah3% z{Z~bWadmm>@1^DTy+%WDq?mk=%;>@v7Nw2tvA~GX%qV`N0HmgLySz!)9f7`Ry^*@cde zlY}!tRuq#2Q`OXWmv`kDFq^oi3l9QJTrDHxV>$ZSGIr`S{^5Gw|CGZy-*o%L?C?E< z%2e;@{Pf1V@$ud)eQ}vdo28xkorDZU-|(|ums_vbY3ggA0b|f(l3@{LrE_E6Ff-9I z(_aaAoF15nDL$RwN2n-ChY)s*^`NP(YQT{>#OMu7=yfekpBHP`SAf6y$vIqYE1d3( zA04GtmlvCto!_8;8XB3H-zVD2DnJ9$vx*96C*W%_j|oAl0Lve}xFuoCtTjiH~MfBL|Gcl#Ue0i|lB zw|f1&i>CK}CTNdOPvZAJ0$v&tzF9t(cNM=Jh0A!ZOUk;kq9}UN%pgVxZLjaBz{kJ8 zH)_92$*wF6NoQ291VLX~=>y?&)TJ z!KOGcyrFf*X0^fJ+;e^TEqrYeWyscfBj8T-+{5sVJf!^dY503KJGh2$asj7j_&Eah zVYI`$_F4F8+W-VXX3qevkDczbJkHBw;6naXoa}N0WWwU&8<&s}M}fOv0+hPC0<-8-Vq-dZ+uM3kB=jH+iQ>`VC6&1M*ZY z^9^eUgmuB=dczAugX!D%^Fe?xQR_{djQ`zX0z%)a#s>T?3%5_PXY<{| z&JGNx!&l-1{4Eo)x2=8?vx5DdQu2)x|6Qr9m3dL+hm%~KV~g}XB0N1hG&Uy~a;sP- zmGg2uD0=^^raohD4LrpxvsL@7^)U z=a=8x?ECwU*i&8HhP!8huLDK89?2==dFmm{yB%TF+mGbFX2I`FaTg#{MKDjrcNcOI ziCLCmlS&&=%<#c-CRH@~?pl%A^h%vo3s81#3)nD0$wIjBFEu(GkIB-dZfq037*V@g zQlyxTw&<%;FfPd@y3UBSG*XG2yE_0VHDutEoT9c1>!vswAqApnT-$JTw`G)k0LfgN zPV?RVE%adPPgwpsSzu4ut-^SId>@DsX-BoUm~cK*HSVHUyD4%75!e{Vp@so_e)Utx z&J;X6=d}1(xKMNKomnl%$wVC@hd?Tcp$nYK)%7fUFzQD)v6Pu*UI+(z6D-*27Fr&NbU~Bze2|1*D&~p$i+`L*Ux&oP2|?Fm04U zZ9WWSJ1i7P7e%{8tJDEOxs1)=#p*AqqJ0*F=LO#1UUF5!MbxGh_vP0>Osi)+5~myP3r~7hzZwIoDAQeyGj9FD(!kJy?$YK=&V3U`)s}_j znsr_qh3(eMfC4a1|BaY>W_Y(a`wJpA^m1c|a~X-X1TPFvIF%TCjt34-LkI>a zkv61VzZo8Ma7V%5I;>ALsmfE}X=?PVEx)GrWpYiaS=+0@-QVs<%@3e&K36n;C0U?& zDv>W>w&Q4FCx)^n9hYH=5ffC%#ZS0_%lXr4Jme1d=9oD#!{gmjjBPeS1(@_Al95o)Df0lYMsviI?lEQCE8Z` z@~=!OPBlP=71&T>APScqB=|lj6zLqti82loxuz;ktQ3Egt1YLi{@J7NgxjG6rQ_*e zDf>A)kfTy0rIcO&n{Laj<@TM@BwxRNGj7d4v!2;RPi2J*3`<%d%^*F_TJHmWIdYp{l?xz{c5%O;V`JlyLp49LgW}nww(IcY0YPQp6d>? zj8^@bx`^AsCOzA+DZgN(WF~ptIj!uk{u?0>L0~5BqMHRD)>=cl_b-k_a^}ww%T>~IIb)Uq*Zqli+$q=QA}1meZ6<#8vKZDE2C>W&(Q%q^wPHPdvAj5+q^Y|d zC&@pNyT@L0AhLf<$QO95{}e+<%>R{EUp2+gEAT{s%V9x|38-KdaqHy@6rT3^sn_rfOocavc;WBPk zN~gT>QOSnk3jJY@`B)l1;jU%2Wi=SzR|?qAH+#asADDjP1S6%IW#T_<*3$CIQ`vFr z37jok9mLB*ATli;+TF$1 ze*MdWmc9jbsnQE6I~c#m#C=7ASUb=w3JbkTn8_`P!0>YvGM;e`Ig`672sBrzowoDG zFsjY#>{IFux>Wt`?9Tz*t_5k$%O-0%U6}vEK=iqzR>JG$>=sxeRPCoft3&~l_pW_i z4N{cs%?phRd&K#)aOOxPLYEX^EM>Z<1+6K_gbTCpS%3%}pfb*qk6w&9A}a3B&HgK|8FglExaE`n*JNkE8) z)J!C{78tUVKbB_a#tnRvy*cYW$h~6%0h*oz#g5_slAa2iWxT29?q;~7Fu3%!0Wb_km!c_ zjx^}vkP!AVK18SuW${N{`O+81CE?#N*7&2TbXEMTo@R3w;>~$QPS+dMaa|o$dez*E z2DDnm$xS;}YQ4g*h$abV%z{^vmYxL?1V<=g`vAdnrnO}iYFnHzm6@wa$$UIX@*jp$ zkkwidzn1(9$T}2Ht5Cdn0M(*87A>i?OZl0TF7e*#42A_D0aF4-33c5!^? ziwOxwcr5z^SYGwl`-%w539JwC@*sm7FYsV=;8@4#v=tpaC>yxqg0w{Ffx#>7Tdm7~ zxSLGi%L6YX!doRQ!{a-=i+Jdbk?q~2I{3_goiH&6JHM1?gp&s>BaWKuUnFw{T0|?3 z9z$_>gt@M3Xy7qld)p){7Dq!a9`~5 z!7T~-W)VIW#d;T5`KK=F^2RyNKQMm9nU5O4ndHXy%DGvW?{ATtyH%fY&dI)h>6H_@ z(o#(Yx;2?hq!;}$UG!~60F8JCZzrpDP+YZ}_lq3=HSWr2Wa?162W6enwqv1FNvHDM z8o;FOIfiEshH#u=a#aFGPD*5wNuZRL-S-x|bi4*s z*=at50Vt~K;~?cIegxkD9>m8qv2qo5O5uFzH_3MM?s_t~o1>t_m{(2bEiOEHRuwOx zhAeb7N2O*vQ=RJYp8%up{?ux z2z3-69daMm=#WAA1-y^Im>+IQy zb1Erne4f6PfzVZv#D;*Fa3%ua2oP_41j)##Z=~%Ktk|i7SWa<;IMNkU0n}DcI?k(dY#0SVbH@u0vgD8^LzcxHBXJyn2 zd7g{)^=50E?gzVU0*#iqMDLYW7LzbU7fIR1g6aDrhUwZPpI)s&t^g4Mj>~1`Kh!y(f1A0?^JmdF?q~gJa@^Ek%Fstd?rSoxEHK<67xF@lp_(QHx~c-Zg1 zS2g_tTr$qCc*7+N+(O9eMvnfECrS06AR5l(_j#T#b47un)EB3Xh~Zq^THFlZT9F6> zDBl2IbM0T|6q}tho{o&>Pml$O+$HH~a(t1ej1>P@rR6NQQEeP3+E;mptBrRE(gN5IW!k-!_!8+R#W>VKVurTkVG1PoXe&cEDcPF#@wNF3E zqe;HyejR+HsdwYQ$m!ydgSJh(jJUuDK^fAHM5+E0mu~7;#b%|v45VA0xxGmL!Icz; z;cTrCnuAWSg6h3ngEaBmMXT#OVWX|*MmbsA$%Zb&Q%k=|ABxm$s)B@5jVZ4zO?C;M z(rTNBu;n3aPdTm@%%d!EYUePT2DfWFmz_M#XjLKJ0tcBr_+Q*hLzAi$Dic*?7|M}1hb{-DxwpK z>9GtdqNbN7_Cj{rcVbw^QJQfB#AT%vD8jmbe8p1Z#^u9%u9neZY!Qg&aE5}-7s>Pa zN4dzRb45^&mMIYt1yeT6cclg>221nTFf7)Lr$zR7Orm}XO597LVM>Rf$oQ8ayKM~B$ zV}Ex|B~lFmPnh0!z}AX1k0>jI)MHFjyAr`%ePS6Ir_}G@P09&sJRBB6Vw4%pqESv$8;1b~w{FID=!2kNbpa3~}nW zi#cRnB^37`Golvk#5cb;2d@s{&Vo&cR#Sidpu5;Kpwike^20=wA>xa$Q#B_mqNwv3 zngI;xT7H`X2k|t%2UfbuZ!2Av?GK;HvbS2t@p;;s56$|nB*u}(;POCI{WohPGUX1s zlGz0vH8ZsF=oHZ(Vc=IGwTlvNsfcN)N2N;wa1gCb8`tts;a0mVj`98;IS%MY7$%bc zR3%$ZZrE*H{Kw>tj2FdJQJg2xU;GC}dWfw;6HO#y*Bx6+Pl<-1)c3p5?aPr-f2ge+$K7u@IxX#t)?p38aWlAAwHTZszqYpG{pOqA3bjMmJO)UnI41x%5yk#|@+uqvp!COwv z516=IXHx4OwOZ2dd9Z*ABGbIB_Iz`VEWX$9eiY2R^gyf8i^?N+wB#lIb*0P9VMZAP zvrA<>iX9Mk`N}gOdxjj01e2LOW z7BkXZMwA5~8<4IO&C`?M-Z29Ci~SJrN@ATZlOjNm26OWY;|hXmRFoEvyA#?Mu1lQy z5#So)`!BW!hZN0rAs2sQR>y@%g6fk!J1Qx+R_XPT6+}!%d0}EvC+XflDIk-%h-4hn z@syRS7R9^v6T+FMUv%*e49z8(>}Gg zHV-_=DKWa|`C9bFpdixgkKUC1K#GHEJeSINju!IjBa%_yK)X?Oo(4lw^f7MKR5HT+ zDv}pea<$^cGcxSmK1C0eslOun>kHRgL>;m7CW8MeO|LvvT-3y2Q%5EUF#fDR0kp?jrtk@x^*4Lzy-o3(ZMe zif+9P9EFX#lxON^oHinUJCTqEekr@{CZBB;HG`ty9Z*0)2;Mxht<292H>y@wNdX_W zP1B;D&u}5im2>7zPrRSuuXJl;CrdfnP#Mxyae_5};qg&-_$RYfZP`mBtOIL$N8|CV zarnM`_9hlrBWdjRWp1n`C~?)oeCG{&LRXOnq1q@$aOu_%2Q$;Hx+(NHx7$~iq+%avoe?>joYkeP~>(f9SYFmKtU{svWna(ZF z#wR7i;T>6yc=TG<-?VdfQSp!|&OOhVr;lqGZW<`bi;@PGrt)r7aXiY}31zE5;Us z!-`=Mr;eAMH2}B&^@E-hLs$F{vHpFhl=RlHj{ES^Ivg|Cd>L|)Mo2&!M&S^psQgS7 zd<@J5V*K`v+AVhSyhG`72f4$#u8n{$BZt%;v`|G!@AYWd=a0Neycv&kqfGjYudAD# z>IM}-^3GyqVeN%a?Si)fga2yf(h2Fq?3cA>z*FeTE>CC__?d3XuXCn39XL_36!dc| zjH)bhT;%=$jwsbu;2d6W)0i%D(AHuiDN;*cScfAn&@d6edPDX!uD*OQFvW2o+qT^1 zTHC$>H+@3vN~(nUIP6-!-lUeVjFynj-`EE0;3XlJ>uk^xaL#5|Mid&bXNNQ~)jKDnAjgA@6VLIQvgNRO>RSWBOe z{E^f44AI}cGvRcXUS>nyV#cmn^S0eV8Q z0TQkzz=KPGc@ag1RZiQ8jTUYMt*l_BH+*t@#Np~{b{`i4&Qt;rVrJ3udD?ZPT#O^@yG5$u^FxbE$qHMh3W)$2e7NEw-M86HTMjP zLuB?G6^(K}G9~5_$!+4uZ!@}2vMf;4nq6!+mmOODJzyruZnxCKt5EpfNm3J^vn{7^W0u1)c~y_m3diKlkjR zaK&KXIwy?%$@SQA;@gE$Lg%>)@r|edE3&~tNw$<%j$@g(izLKwYmw!IN8zEWYF5mQ zKqbkt?VjD3p>=R4WuZk`9r0x;`K(t7u?_Y7-W1O;pwiI45_R*V<5dzT)Oi&@u_bab zQPp9LrB3zlbhqCqn7%ak?A{~{P<Hs69RSrM`5|%%?qYXwyvAJ+_6UlL2R8it7eB zv~6kQOr3;=oKA8KxL$D%wcgH0q?1!f-$}^6RR>RV(DK$xFyfyik?AA3lWx@ ze#R>$N^QjwphUe1Yg8AX)99233+4B zCb4+P5y!uDHU!gqFmS+SkSOs3E^r;wZuUm+6)$0`czOYj*vpplaw#D>zuQj#IfYy7 zX-&tvG?EJ*i^X{nnTYVsJDIjHkYh!PpsuwH$sk3*gdAun*NSc=1dT!C3IYUJbHYM~W z6ZIZtD{NZUoD?jg)}2MR)Shn_oM=sTRjYH+*Sjj4kep|rBD7hdZz`A+Z`FlD}-$M<#7XB25}Wd!#H|q)|8uYiHeJFS5CGoJC{%-q#h3A zXh1Z&R~u*?buAGY(PF&9%u%qj{g<9m@p8y@;~H|8^8YY)Pr;%9U3;LnZQHhO z+qP}nw#~DBwr$(CZQD6tY9{$BHIwAB@4EVGt<~Mn%k1~YTHJ`l2~zwGy{@Du`woO#hf3YWRa_*rurd5CRhURyBV;=Xi1MsgWa1#(sr#N#pQ zp%-;wt9eejv>R`qn%ToiiHM#VieKE=6;Su1ZRdl=MsRA8_4WZ|%xSa_}Xd3;0< zDCfmU>j?0=`&f5NBG?OBR!(H93DMHBDu9J ziwk~FrXPj1+^Z!@a^X=0>zl0Nq-FBCb>PUnC0)rmWlqkTQDFpU1bT#|JUrYC1>%F0`O1sQDk`^E?wz5o z6HXxS&)5$PPh1QR(IHvk!;7@9;~Do!{qx%Bcr~yMgT=lL%f73Mh1l^WJK!!+e#~>May-~Fp3f3W0;hF)Rjc!pv%apf=#tCQ7@6_J0 zNSDPh+W*ww4H!xHrkPS}a;tMoyeqw z-`lexi?R6~QE1+CC;4h{wIrj;g!lOS-IcY={XBfVqixm&Rj%d1qfp-o`#5UNyrkO9 zjE3e}a~T9=WWF^}>nnlzT}<9PUJb1uk3gifokg;Rcm-rv%cH{A}jLF9xc7m z3LfBuXFmYbpw9hzbAEARJ`gy%33%l}LuaBuFFn*u%tC*rcZ88{6bQjTybm@!Z0O`? z<&>kjB`xK(WW+Mupqt?z`&qd@CyJHhE~<8hGedwh4}g!$sbi5O(saojjBfH#`9Fkz zi!b>_#>*s6sx_8SI6(`o`s`W52`!YKmn@4~|1~65y)^BC*-`-y+F5Gzq44s2RJH^Z z@fL#8LSM|=H48hb{PMWFeeWXAC>Zv|f;U|F!$!u=l9V~*1SQ*yCCKbJ``wbj7@mc0 z6=3aW3bRc^InG&Ls$F%Y>waX(SK~)AjQmum2@4geB>U-H0Yi4a( z{4+F~xVXiZr$c)z;X~$QT@=qiBlW9Pzs}2+U@=2Tq~Z$G6P$GtFeXSfeL>q&;fCz#d)N{lO`n80n7~BkurpsDR z?hb+gXa{}fv5Zjzrc z){OwCZZl7=cAql3qi#>!etRfWA+dEbwQT{MmY&~TNt}&v%TvIT%>Z7po&po67Y`YS zZ{j}MCcEwqlc#T`moNs<3PeG-#G!L>Z%2#3Ne)}NCx4#1x$86k3?<2Kq$`^qjL6qK zkj7dX=?`#N8FrzpX=bno8)BpLVc0nyv(HB_W@c1iY_xu%fjuH-ue>7oatTec)z9jO zLz3)0H7RV)JX@%6cRx%jY$RPFl~aVJv#uBB)9O^k%@o%$P6ECMF+(iVi6=?y+ITlP zwyG|{9KF>#cIt*BCB1?Nw5nqKj^_wYxXrlCA(t z-qJOx>=!6^;^d&i2JOk5cV#*T_y9th)zdo-fPb#iHLZ?}Y<*5}|3U*l9`Fe6(ZB_n zXMpJ4%>Fzu6qN~*_Y2YDuG9sh2m2K4(r(H8h2BO<;Ktr@&qS|_H0a^yahdu=5;9m6uaoM9A7%cne=N&&pipJ^xZ;Ratf0Czr{D;bF!C5E>O!Dj7~vn3_8V?j2{qVL z`0}JJ@oYjg)wQXoU5(b!8F~t#^6x`%YW0#XZ1H~Lk@Dbq^KsT5Ot#`^F|F%v1jvaa zAr`@2(4RjymWX}ukgy9Rk-Y%JF{)Xru7~#-1Q-EoX3%`2OY%iM310J zWMU`$@OZa!Sj0%fv81L;x@HP;w}9vSk~?P(vhe3@m%FEE!`CmOJWg(IS}N@akfS|5 zl|8o7*iM)&RD(ezR~*IAtBUtqJMTCl()3qx1L-uEOOp>P0NqyG=vwMi-(%OWpc=6! zy}Y(R306Y@+Nax~@10OD2o27Iu(ibFZxU+eJQ8@xerb3)ESg3D@_Ck($x2KH_`u{H zYN<5j00fR-qWl=?Gk$7w`l^~C$dT1B1o8StK+A5=o9!%_1N^&KgmYKq-p}XE_xb5k zN6g*ocQk!i7g~Y}EQJA8ElITNw==%~=MP;rW~aRE}fEcigZuA3sRVNJwVu7nsi@=xp%wdt<0-Y_wo||XEdcsYE1|QN=l`H ze;AAQj2C{hGToCvoq=uOy<0e`d*~Bf|17wR7v=|3i6L*(B*ifv6GRH(Dab;qe51;a z0yMXF-ft|Vi|0kuH89cTWU2Be?3eC>>80ipXsp!uHQo!h&y!dN1D1qx+=!s;*GOny z@b-GDZsowF4e*QNjaQc1G>3bQyBOQ=CP;+RPh|0VS`LLR9GA(lq=v_$M$2=G##3<%hX*cffM3@bQO(?Mv+gwhphD4p$ldD*+3t zu@kcGSRpM8rPO$EMW()56eiH0scmL%1z~7^#BIam81l-8@WV)pRkT5SVcS0h~F|RmUu#^$R+nj|hl1?+?AJUun>kJF=u|j+F*V`<981#+4y8mSvZyeMS zqt7sYGVQ{3o=(Q4>^&OmbN!;U=yC$JbbN%RpolyyI1$q*W!QRN!)k`YT)xsvUlX^l zrs+|@Wo^2ZA>BwD4zxhtr6rLT-sPJdJE;Liacy4Zjo!p|LhFP-mbN38?3O+&I`rI^PGk z(bMp8)ZsTi){!8a7aq&S&qX=h$K`6c`Kj3C6}9pA_B>A*5d8TvD8JW$88+F`8lG3M zBP-pN5U^b6-U&joT}ylRis`pGm^uHup0`2u9z^cKFdCD;uX>mosvTm6bg!(qy%r-d z()yWFiKN3w5d;$%#jwCjd*z0rLa%IpGB%6!_f zI3$I!u!0jBf-G!TH+Kbd;?iq(I-3!+EF0Mo?~}x2DG}Hi*`Bsq9=||qp#T-MNO;`$X?a8fla;->p#=VZYk;15ny&fr|QROr)R@pH^d<4@#R|Ksqm%!dixZ6 zUQI!pZrdiruD!#_PBG4%C>mV2F*E*$Bh-K)va@ov6IeCT$b@A5M0+of*(lFhQpZwS z{;(GF)X@1j{a*)wdcmA}F-RjP?-`MCz3+OKVz2Z)s(Sx2CQ_0*^$a zsG8KhA;&5@M*`F zQSl;}SAoUg(LOFoR6AHgx z>>&FJN$VSyJ$kU?od7Q9k}%2ni6RIC7Nig=ue2^)Ex)y;$g5YlrLCJmX=>!NNNyN| zsi4Q$D&A-+QGyA&sXP_KBDLym#~WQ%ggGyT&Yo@k|02s|cOzc<;8QBc1ANK43As9$b3 z47iD#65=e5Fj&^YcIVNg-MPD zdF3U-`ivv)JXXw&36h`s79BMCLY#}mbOux``U>bptSq!RVC083XaTm$Xnw~?EkvSS z5aCC3+)b>NJ?DYYReE*50XtE;-fz@4}22>U3yOzK&id} zR1=RGGST^DS-9@(`l~#DHlZk6A@U4`3x8r$d=4nA(`G_=vG$dygNZP{~`_{&NA#Y>@;WO|4Wfs3&D;CZH6IO{?+g$u_c4Y zEl$*o5F`t3wqjBK?Ws=asBLeo3!FVSvwh|oEXmFNQRGh>JJL-2baF=4o!j1q;NRc# zw5``{=(9~0m8(>y?slpAsMBdMn`{cJVhS&^eonz5=D_%s?akK=m-Z|8y2LAy_9s1`69vpE$h2RSi6HU$xO$yxpPF5B4y_=zKEc-t@lmF=0{ zfv#Y($_LSuXK$yrPMr<#RS9f_mA!c?$4#iQUaq@4gj8Jo!?f&Q@JB>lGbMP`U>(sX z@(4%YxAaDsXE02e0W(mzt+HE7D5!8gAi8 zWw~fRx`G~0X!Rq=E~Tt2;Rvh2@tsexB%s0q?YKG^CpD=}v8w>R2On%hQWizFX=d94 zXEaE!NcX8*lEJV9{XZN;lH$AGZF6{PtzFW0#-Nj8cN%LbWdh=NC*7Y{YT!grk zTyy}vli5-X`;kh?T<{Sy`F_BjFHcGm>c7`W)(XfA_$&RbsHB6}kBI+BeTcxO_Yy@O zx=hk;@yZ=w-E0uqs5F(!RP7S*mq~5skiWWe%2ocT>(>p&^l?K$Td4H}Q{B2yvoksw z)ht=4JVpTeT!!KudnREI3e$EW{b3ZIUG+!=$EY0+p#ndh?=J5klLZ{r~>-hA=Pe7a_T*HuUNrQ;@G0nb!Q{}7s(+Bk^p&e&+*?=^X21`lKC^0{%Z z+rOVEU|+2y0}o%aY`2TJ=3M0jR2QCJ+6iDgSq-&jSSWVJu@>X(7-xhRwSMYt+zESJ zle7U4vhADVZLGn0V?bx^4eU>FL-KE5jFBsmrs%H<%M8_&z&_-GrgQrQaQi~MIlZB; z?1HkIq*>>FM>Vn{ko7jQ7rDXi*j+A%WnvLwOG`g0L%y}YZsbQi35u9htvMlp^rE)e z@R5uK;0WPxAqWRL}(Mdm<4gm@TY(hmvF zQXQc}IH0cpCoFlK6KubM9Y#?>9!sEt-`zO#t@FUF4_fv&OUP$JNUpr=jhrX+^HBRE zZ9CV-0h62MC+W><;M`OkZEUfs%yAc=B|a?<33CP}kGiM81CS_reC9>hOd?A#1S&i3);fjDA1)bbm^hpq)+vvG@Kh9m9ZPld{| zSOn3SPz;2_4;R(Wnmae}sv#EtP0ucB%M@;}N> z*O7%hd1P5_4P|M>NG)aLKoqK(QRUS<}e4ca%>Szv)(4@FobQG))ti#+o ztoJ}mD&^Ek+@>BqXW(F>M(D=ZyI}06WDB|S`cD!vF^`_*JVe#PI`qX~qDn?*CnK=i z(n<4w-jp{qaQV?Kb?+0Q>y$}9l4d}~EID9??X)U&Ejk>F6Dw6Q?H8K9ogEMd7O(4! zoarp8K}psPA_-&n{hCfucR}84gZ=!6tBINS#XKozmc#xEY!EYdX$kupU4IX#7d|y- zz&H4z^V9+i>z>o>;?X!)o9K?!?Lo)%xxxoc1QP2hph9erx+Uxy-_#8{m&iZVq%F}M zQ&=ci1>+6e5k`H|z3z0mAuVZjrLCxp_6Y46WC4oWGYqeFYB{e}i8)65bETT!GF?Pb zt((aSnv@a#tpS#~L%;j`_1@>_Qy?kv3F`xjxl5=c^wKU$zGt#pl3xMnq2}HpfBk z6eV_$mtDqXI=UeY!Y}mi>jSm&Z~xCXu(-F5QpbsQ^}fI~u?(M+S&zVE^qv57O;(wC z+Ow2~AQ8X(pIx;4vF`Y8t2n(N&n|v?*blf{%S!MEK%Fm>W&@X$G`-xs=K_k8dl8(9 zMO4mnfZZawwLsL}X1Loi!4h~7)R?a+m)6dFU+9cY9a9OBitt(awiy|>{J0G0tP3y? zRzw!hRsv-p|FxZSu*onrpLsR${no?*G%tD}^ldUjY!6vOoYu0>9z=6HXpp=5VqkD} zy7?jBe!2lFXY>yCaRnhAd7;*hQ`0*b!37~ANq6(lM$cj2^V$w^hIpL=%hsYes`%8p zH>w($DLHGe^TXGW{S%Q?9OFwc%9mAZn&uYPmR#C|u3TZzh|fL4?HGd#~Bug8yY`0#Cq#Lv=Y z|AoC?nHBq+@HE7SnQk$^u%aPL;I4;g``hL4am4897@rro@UuoPkSEYz(e+CDqMYdB zMR2p3JMUSsi$7I_2h;>9`i2tUVKCw+_zfuQ=ov&oYZIRKPEEgt$9jn9$gPJ7U;gXs za+zqOX(CM)cZ3NHfZVRL=|S{Qc{oky{yO(55g2-*Uoo2A@lvw?mV(XmY5aSb>tB$Y zvoh0$VbC)&NgKU&p@1f>r2&OPaRT7DYRItMVWH3T+h&&5dlW$Z>&G|>r0;;@|e0 zpt!CVKWeC40ZEIrt?Up-T7BclhH?Urx~Y8HvXgP%>5!Lt@a;=*M;(vaq8}hJGCg%5 zE|xv|8S{}?mWBT8x**a)tzU3aBM`par$R=zm-gZK65rGFl{|Cp4{WO}`Hi@7yD}F% z#U<_>gz4)A%+wo!!)4VM%bH9f(FAQn_g${g*S|wq%-PUNE=uko`4TR ziE^#f6QbamhOwseD8L(17;~Ds zOjfMrabdYX2`ibFS@Cz!tp!>aPHGCT#6fY+!xVf6BFZnyUK)c!aW>d*sx%J503Iij zz>JgQe@^Y4Gmyh-BFT?_t}=J3{1n2{Ee-lOEyGhR($UDY#^TnkvP1xB;{`8P8|3^} zcX)6kD8M^L+oVV>mw~_hed3zy2&4WIk26Qr+-m0{cL*|`XUnnPoG)g~TNr#XKWUxo z^giVt@{MvYGFAkT9oFa+;{>|asKyxMsH^gZP;sO<#6(E>de@(ww3FFsj53yMH)KId zUoA`FsyLU`^{Kc|dcZ^K)*8>rQ zIu!1zDfI??)ZN$wf@XV4M`^8SFkE;jLrqWB5JlX+!-QgJo#D+-t*9fiE%v+Sw5t0J z(SwNj=>U`0iW%%@)8yvBNthVq2+l;`M1nfQ3DNg8s5BzWn_b$s-d`rZR+M*NR%5ih z5q7hD8ymAYxz;N*fTPnAWMG zz08c0W9-;`WJF)L5tVqZ+(Ki=4Bac1ed~1BaM-m6Y5%F!1xgfXS$_t{QzxgA?eq5= zzpkT>HP~)W*B)uUy##&A|5z2*2H~88cKGxGYCK+8`Ba|$gU*khQ5%l^rk2?T366B> z-dq*O{vxj>y~S6@fvp@f!x@cMvHf+NlYK->$kf%J9He9m%xJhi*J{W8-OG7FsIJAu zd^$w3Bx_^@&>`J<2d6!t(^;~ZTlq+fkl6%Ft7?+lGND*K;(AV^TJhAPPv(<5P+waX z-3t?E+rU`Rw7$e8eEN(qh>)aKV#k~{9wdM)j1g5^#uEGywH}Jea%BvYw_T^j0LiuI zQj_2gwam_ZO)hk932>;mnZ$J*`qY}fT|I~~!yb-Y_S*}fhFo#Q@S+O`4)>5MAHHe& zWGo9!C0d4UvI^9LyCAxh$zA2Mzrmx>C=e!1b(Y?wnUAVT$`bTY4ytfio>g8LCk1dy zz;y8>gQ?Y2>vuEox{-NLh_L5t#{0PiCc63MFsz4mPwRy9vcB4mOHS2{$;QnXr*jpO zrK`{?MJC66tSKj2edas1T1~m>b>eKL!&!PjkFAJ4lw&pAb~!fSh`QYyQ{gQ_GG1N=4QkP9i!KZS+zz%B_)R9b)kS?-K1s6Ik=b7~U zkXnn*=#L~{sMws>Z*>-P5_Dc(Xz|1KpaPi(E1WtK6fU68rkPe}vRg(BZBSZ__#-i& zvax7h$Kr+bQbA$D!dsy{;sG8(==(ckLj|46|i<3H5bGvO=!a zS^nJ4&fHFJU72fU$!&?je@X;|U+u7-M?ZD)L6|ARI}1?odo@-zw;ZH-%q2~LlE$~#XVt?-2Wk_@W-i$=_X_JyDgbWGx8-kX;$Hd*om&R^j*|(2s01I z(024MaVLXNdag2>y{SW;PQmQB)Z|TsG`$wG0I1shoD=#?0t}jhy*i+Cu zQUN@IA2-sA{sV(Z3?w+0^E1Am)M=8KIX46Vm{&a3Hn=vbK#N*l(QFRs$Iwa0jq- zf%_o<+@GQ^Eycxt1-TM!!vj9~7n$oSCR4TveAjF2QABKip~TfI2%{)1wUJ3?G9Q0!dSfF`|Ddm2b@-bCU9WJ7JF zLE7+AN^&2z!i28FL8M@hwqNCFONp;Q*VtKzUhdr(d2TlhtpiV@HAg|A&5wj3457FS z|1$;JD8puWvF3Ip>gF#$c{jT^7XyD&56^e9+yc$NXq(q!TpTA~i^z!}3KFLbt{!`{ zZc*%S?m3EGg)dIy=&5%FQ|4k&-a)NRaJ61&uAO3>NoB74OBS7WI}Wr4J4I)1ZV}(n zmHjm`b>AFxWIa&9XxTRGmx^0-x`CBr4@KHeyKRvc*^BqR8`?3e~sLfiQrLWj0!jl^Y@gv7n7;hpbQeNgx)JO+#trj`z|F*~4sP5x2+9leq_<;8j10>N32%TF6w5G3O??&=-uCNDMF z3!76rRwTUwBvu&Z>x87<=T+9Pli>NDz{mX#WJ5q83tTfz&LcW*u@qk?O`t);(M<#3 z&--*);lFlkM>S5TpVBWY>g+vCe6$N{2AWsBC#s4`?oI)`$%t;WvhGjq>PE=HTBnCp z)B-qcgUewGg{>3@9qU|lg7QO$A5=@EUZ1KB@-k<{S*zAJ^BSAn2V2sGTZGoM5c4P%Y!!fo59g^pJ8Q}yg69$>11NyFF)&L+;1(v(6AJB zl8?M4(D1wR;Nub%WS`xTdw7{UL-B8}kM?h(tfY?` zx+?{=z?z`NOj$!=3# z6vYCFv8{$&GJQR7kixH)bhIsoM1r*iwA7pn>%fBk2(07W71t;}NN<`apQwDAf@;VH zb?YWqKg315e(07K5jmbJ%}8QgVf9Ab%fkGoiaS(gX!B{v`w$Y6F)Rowm&@OXwg;W_ zeMccaZzLKHJ+Cr(^2o>R9GdiO$w?tV7fSA$WCW6dTTr5nRsHc6rkyu53Y(%xOqUH8 z1LEDeS|paA7MDT_bRquP`I6gyt!P)PI#xEd@bJwqWnALFpSgxnc*Rk3tMqzN2sdt? zpYw)P=~pLghcQWw+Lh*1ExPW2Jv2gK$@0BVA;c`?yIR3^i)Lxu%U=51S7%wXzI1=P zI5$SY105Yx9cnv_bF=zvC6}Jo>3vJ#uK~O{p@qSkZR>#0z!n-45o)w2NEWk}7Mc7Z zo{~&$+!Xp8>p#^e*@&fhU^v-v3ooY_hr0WO_U|ub<^MHo)!=sk(}uGV@YY$_))tRb zclE(m>TP<*e6SPaquGZY>_Di6n#yg0ph0O(gP7!1-4z#`)wWLNnL18YeWr1iB~&(Y z;eVHmGtDvjb5XU7R%?PTj>gChhUPKVVl8%YCQSA$=V6cChmQE+q`Sb22TeL;i%F1l z(OIWwBSM`9mk#cTVG%GA=H}YcVv2X2y!lfXO~yEyh{Ui_lf*3?(4z1?8WTf=V~!~> z;MxNOzCq1_Db2h$sXa@_y;a(JTh{rS%_Z!^`l#hM>7!%;<;r+3+h;CpDl#VK64FlgB=mz?)I{368SUpG(i;{#${*Cl}}Vt!9m{)i$Oa z?^z(!u3`vU#{~AOIDh*GjopXKishXOIM>U|iBi!@AR1lHQWXdV3{turX$MHrxeQ0J ze$%rtQ*G&Ie&ga8f4Q&PM|?ZOG6tZ|7{8~v+zFlO0)Pv@s(1p$F{aN(u9hM|cP=at<^bG|s@pzSB@TdRHgVGZ;Nl;Gcv znYlE^pJP@qYbF*6QA`RSf`2h-B9dDsVyK~AxvJ!wLyS{+PkK&*OCOIZ^YRi-#XL&r zL*mH~w1gL&QwUt4{+ie`EhhcH_@?p>1C;8kRypV|HSAufTTv#^BU)HHO=d6|Es%@CEd@U*o z$HaJ&mMC+xzecpg)Obe8s}2|v5%o-(aNbC^126}+lZMDksQqdXL=V<&L&)cP zCu??>>rp}^92?iH>1|2&aMEJQZJSbs*DLFiWK)Ci*djdYPE`I?N*&nd8`O>{TVM(D zU|~{Ra~?#xw~@W4O!?G8Ac+(Ao-!CW>Wnc0#o^bfVbB?%P%+A7+D(Rwbc`S}fBcx5 z6WJ^kwhBy5wQexp*#dWK*X_tG0K8IpPBzr)JyVU}xw;B`^%Pc+oIxRkjQ~b&UkuTQ zpn?1d5y`s?Uh!q`%FyS}z5nixVEVrC77s(#qry$T2@gieF^%7hw057mx&d})sYexS zIX>lZ(LJtyab`+$vRyxQ*5W$cbXZ);hE#*z{B?|6+#mk|JgjbW0GAI1r!ZS9zl$wV zA~G$BQEpRp1EJifSvaq&daMK{F|=|BapDI;gG6Rut>$G3|1GvwS!B=>gAa>Y)A3zl zB!jPajjl4^7h+jZ7r#G=gJJvBa-mVpr#4qYI4e(VD8jU`lmY1|(I25$LtRxfRni;S z{PB#lve1BE8u#?gG3~8GZ0RQ^*QAezu$pc&sBe>PZ>ut#0hPJf`C9avgG?Vj3o>QQ zpnTCeQ;5J;F#=&~Fe{Eli}FUzWM}VzGjqD{E6BHqRCl-%YO<`0aY%CJA`qo2)>WzK z=JBZtI3TLaN&hvk%a>jkQ3`cT$s&|9eJzngx!^6Zk5PeX0jdH6PxZIIc-PV8bCq1e zRm@wUHMy!hGnnEsrAVbh-fnPySRxGdykxRy8Tf?kg+Ho-?myIC!|!mkdow&I9owp6 zE?;)e$Y!L1O6UV3;9C1>FRFJhW)gD4q2b5l1H**bH|a@$in4-E{`S=1sI82U0jv~s z>Og?0^dRtGmSc@l-XV{+nTgRBa(Jm2Pb1j9uYF=q;l;uCXfPk!mtVKTUDiFmvrpo| zoP>NSgdCKLhgIsxbTLhV(9S<%Xm-H|Q-Z8$Sj=6MijmJj$8R*dIu}Uv*wBd(WxN?w zDBLEd49L^=+iC%hFbsv0-C+s#8FAf7q#=QQ;C1poeW1V5*H-zClDoM+8lUep&*|uq zBqj+!ywnKTFBlIt)toWv`BPHC|@g5J8i&h$|gER}735XAq6R#_@>Xi6kMJi>&v7Oe@)cWYpH3IBA_q{TU7De9g&~jaSRc$VouU%rf4b~{gxUY1$NmpH*2~n%{(nJZ z|0BfyFK8^se>s=`iN>=0+xq{D#xk<8v;L3ee??;%**O`Q|8LRQPE(ca>lQXG3cBHL z0S9;Y)q@)Z0uD&gs7`N3N`|S}_rM-G)c_M_GxqoPcvV$C5-I?g2pC6iW-Q-4HpqhZ!Gyn+D0bml~1r>B9rEm#~$}1|0WyXHeRW}EF0FGbu zG)Na%Sxhkil8mIVlmHUZhy+CyHTSQ|z#x8u_Tvx=3m%QX)sH7{>^h24!ZO0@qEWHO zx0nDn0rUjor4gL01C5EF+*cKPz(P)N{Q^U%4;>{TnbKZb09#Nnu};7QZVK ztp)7ekH3H~D-fr>oYz0ca1KC$KkAs&1&jRkP*hY<0Nw?xYnUKlLDM@pxq&luasbKx zF81~boYTDkK>$c}adH0E6hE!w_rEFc_GbqPt;v{co?gJZzs^Pib(^a8Kyni@TYc!N2pAQIzA7(iPSWlwFAMQ^gRTmv9;D>(lS}x4rK} zB&ctIT~%8EY^h#TP+3=)N7BwgBFIc zY^`tHz|QF4XtH(B=I9AINB*H*6$wA$=8#TcbwC37fCTK!)M>q;zx&hrteg7J+QMDD zxCC$j&;_~3W1Aa5PcH%wEOfH}Cj0y}xXc5k~#NZ9awTN_jFu@Cmv!B6sToOPfe zeXsP-*h&BNSaeK_Uro)9R$tcefa@*569Q-wG}4GiY*vfk-}SbCcu>9)f173S&!1A&AdU^->z_fhYZBXQFedeSH@3zP_2}P{bZ4-h>tKwv z1-K`+Jb#refAy)G*h%}>#OK{hn7*Nr@o)SV_N=V+AVE1ffEoYLz#Xgy{PNw>J9Op% zQ6VK6P0_&pU%5hmpOQW^1ZV3y(tzA(YycM*kPhPdp8KHOXz0E17cn>IgiZb-z&eIt z!Wnx)0C043`vA}(#PeH+bq!5GniGH5Us5MPjjCVSBhb3F@A$D1FoVFa>@i3K$1nCo z@V@gTiOFSbo1e4?i45b6&RCY}$>ETfyojB?$Vtnw%6uxz_5c)s3kA^qweG54iK>h?Hg(i(zz>QK1m6TC?C+Z4D$F}s$NAc(;G7$Q zAMYAF#M7tNv^F%PfRnRA5Pj`aUzX1|>Jd|>c0tQYE4V7_ej07$mLlBJO(HHs?)d`~ z?v%$%UN;+*I&qswzY!945O)>4nZi!wOLP^LKnClD%$;XWLpx#lprj5I$2FLdD3=_t zPpqtRezWt5juCGyYFdsmN&gNUcfhfYC8BQ#b;foDxhWww>jN*IxNgFRx5``-F23Qn z>e73O+)`zM54%9Tv|h-lWEOF ztItZK%TWqV!Rv6J=i{s2zW=ZZ+r6RlY8<0L9*vKIlE=zV8AX+vGX-Brq*)1qsncx-f^SUbOE32(%Y zab@?n;}32zceaNrar+?J7FWP1er@`GN1!qYR+<;9hZpek8vJi@H>5)(u1eZo6h`>) zv-{1{S0#7sMAzG~6AHq{G%2JT-*W^=47c0^>WcM`V;$-eiqXBK^+#mA2u=5-cBuN`CG*qaE(yB z#_V!x_oKCxvt1R6QE~f6j)M)u_>S2KE+YTNwHb{_hMpv3BzWH?>pAc|;A~wZ^XdhBnWyDIkI6M3ymlFatX(k0({}Xf561 z1ayUuZaW1hb!%pr4|Dl#0gxHsJ8b4*j*RfWUiLM{y4W0fn;Bo64-2Wty;fb!d!KR- z13i@m6q9(m2lwpk#tBZirfxU z*F=gsT>ZJG{fzu=ISI0B<%wuh&VkLI6Z{TVn{m$z87oAGN?&y!m&Jdt5uYBqjGAIN zIgB@Mdbl_oB{{mtf2n2ui_GY30G1G%=XlH%k*?-?asTM}DnE#<$CjGj&pQg9Kl%dKuD%g13~hr~ypslOxmZKAz_dbhemWr+@bDg(T|T*jLYQtQ3Rb-5 z`4=B^usfSbBWUw6);Bn`l_SMdo=<@`$k=r*9o;%zxa<2dn+_5V=X{Rx_)5V}5Sz>k zymy;xdk-vq?hi%1xI=YrW1S!OXoo#4AFYKurNZOsiMjYEK_AxnC^P#82vWFwG~jzN zyYh%`v}RRUrjrB|+L3LpOi*1`JF>vDBzRfpEW~UQOx`z0y#_m7ilBdax4l*;@dKI$ z8>eMn;o519F-&r9QaI-4G-RRm7w*NX9l&kI-TAFSj5~$6-WEz$ZjDb1sgOD>+7!P) zgG#Zw#F9BI`M27VeGpW{l~&>^YSm-(UC7IVBDI!|!6I(e>n#pH{xqQsQ|_!^+Qm}6 zTV;faVokzCN-}_F6==QAw7lVC!^(R(;W7e7gF?Gli77Scl8eYA*Va|vGne9~c#OQ3 zk%`1`I`S`!$eocD*_&E5&9<^h%a;|Q-n_1&ZTFm_yeNm3!;kO?xY3U4Kl`6)TWtM^ z$oqcs$SyW1Yn7|g>>0UO-{5k~&(S@b|}a7iKLnmPgO zOtyC!$L%ai){n$)3Y=$?G=?Y5y|kZ4e1z5|zJ*28Yh4u`zm$(Dbv`?*y<5p4ZX?Kt z5|IrK%iRALId!gjsq5(z_wUz#BkZ1HL;<2S0pGT5+qS!J+qP}nwr$(CZQHhO?VZ_7 zW_Gj5zEvglQ0J}mf92$4im5_LGnCYphI%26H~H%SG+?HB*0(5C#dyX9>W(ql@b4QZ z&12dYJnwI`VYy6PPb)&k$Je310`-AeEAjueyR5sW;2 zUimR9%~f78{SCuxPWL83-4!0>4$$T~=4F0#_Y1pzn?Q4EAI` zCQ;V4JmQzuoXKQ~b;r!(KFw_y4~r8ULf?O8jG`w&!f6mqwB(EQ0A$AC>WwuC z^^)*<@1z**7C#i5u>InsGjos(#X0CZUGXT&e^+UL_z|mhqY|K>Vg)ZGZ22Al zV!;|N|5S;{n2@vqPx?TU-N=%DEhJ6Iv7;d^=A2D^HCKr4p0dn%VR@l!_|$Eye(8yT zln@ZXB9A|7{1LXbL{M7Xk|j3_v!XQ*R9l3$Y3iICT6Q2@X(}s@JFD{zViFublE@a| z88P+ZVUUKqJ|K6yQ$b*2V2-i!ggkN$nhp&ySlf0FufP1^bTCf?#mo~#A&n;YQ|wpE zrbshmXQ)zGGn5BC;Zu7yhMRB*8X?2rkHjlQXT;_p;pY!1q=B!|bLsHq-u+|^Ln)HT zTwLqQMB&!L1zlhw7(5$-1E!nF?9es1@CqKGc6(5+La{DN<^gn&RP>(hcvn+9vK}KP zh+Qkg?i3=$KitPRH%W5jNA8r?PFHKUDvhj9`pyKR4r`&14D^2d%rTVDVqj}2snl-F z!eXr{`}ZkaCMuP1Pm>k>^nqabTR9+Rt`eZrg7hfJhBc}5Rbrk6m_CAZo_a_Eh&V2? zmvw>u#ScGIOABdVx#3=k?w276Di9>v&*elw561@wcf({$J|WiR@_r?&YNzbg9*8 z$nyg5s^Z5qI(NNlt>#E6#;G;*u9MqYaBvL^nmRX|nD-a=Gc+Bc&@|%K!{b#uLLq`c zM{f-Nxee=;w>5u?#E0u%FC9?vqb!@Vi-S=P?YYJ=UP`)?s*6?f_-H?5MR;eK(Hmn- zDdH7CgFSNcr7_{hfjdTDX+@nOkR~_qltPM?UB_x(s1V1f9aqepmjyl7_FC*^;Qf>B z2i!uh+kF9q9w}0{?hen@fHg+J8kZP>Xh19GbIRm^<@k8I`M@Lv{bZ7LHHA)X+!T@S zm3)jCd8;r1NNU}fHR&`5EZhOPC2#4Lw<6w0hKMFv(7C5^TM!vSDC^qqE?xd8?54?f za;PybgnP^MYxaZ7>z2kzy)C{FKBS_T++I`lI_^ai<}|w^T*{La8<*;VHTF*Fvou%F z?T252(aYF{idd|7Y0zHG3u=1@561Rz$E?t*S4TJ%L*!7d^?D(PPggSvsp(73+h*9GnQzAXZ9<9WWx7VI8(c42C&;^oGK0v`);yA|HgFjCWC+`J5Dl+Cf3v zo9wdg9PNL$3-ZLN?QJzc-IS4iGK-Qz{HN^7HTHQe|1F)55IVpZ>pF9TaaI3_`gZv` zh6}ngDnHyX;$V!s7+D4be4Xw^+jtCHHV7OX#7N@jgF&JJQ01wiO+D$3y z@owbEVqo(~)`JCmammYUDaz^toaufX8ue=BaR}|4zfIM6eUCZk(=hwL>>*Ty|S)do|#%?7nx zfB+QuxIHM9S3f_x4UzGGqmDS;#E=_N!2v0KFLb2P7BsFw!r)7s=lrU=y%SYVg7v6b zKyoADqE6<8xeYlMnQiOlTo68%-77EAA(ow+-C{an3FaLYhQg0ts=cQWe83^19hKed z9N>iywG%x_xvOL`7CFF|d1r75Vvk>Zl1&V7(+#izPN)R^&a03G!ao6*HpFEBJt>VA zTj<%LvUYH3JUrdymE!GuXXg9KcbBsJWf!x(hpI*Tl1W{PX6!8KJ4|e0FPqC2oG+{1 zIA7i<;PLM=SqL;}{q`n_%Xny12$-5r&8Uz``cAf(-+%X@xoRl2?8-FlB243rR1+&> z9;6!BMr>Y~T7kJ9_~fkKYie3!!n;uHzJyJjMgu~ee@)_5A=>PVM{Pws#Q*f%=69^)Q1MP;SZfyh$}P| z;1H=#s~x`aBro!$z4Cy+epf|dN`TL~700+%_dZ!0K3YFQOi!E*zl(gn4lHyoA>&{PU{QT~W*;U1l17*s*V_jnZ0Omsh2Ltg5=SF$H z$sJK!`!krGMRaA=DO2&KGh^0%#LpsonBVIkH|S97r7CAwzpPTcfI*fjWNv`5ZR~-# zz(GSkf~ax=zdR;`hRqc~FkZZZCK|nZ%}pKvU^d0e^nqf#m>!UEOk6j5D~kY)YN;Kjb0zhQdhCppKp zE98MKVb?D$54tqnw4z1Q!BnHTEbeAc=jT`i+;Y}%5WI$lkC_Nb#HQudkM>V z98tY;nHcJC%~oa<9KAX(ARaRrclw6tQ~T#aNHvBdz2ZUL16u{Hfkq`~zsu;X ztqTzxD#_oHVUziubQ~=&lyv$y1cXvbdRMl}x!x-u++bFccm@NBjIEb&vC)U1f}XhWH9A+*loxao@}iq3ta4P7LrKvwPw%BT+@5gpB6*$YD0q>yPX~PErfbk zG=}^f7U2^RNR~;^)s*`>x#QtV5Hyfr!nZ0!GM@0GGHUhBZ*3#Q z;u^b1Ub64iH~ugV@2kvPNGq5;zZ5o4+h@ zAHMySUh8ffF3D|*rKXJG= z_-vb#Whs51Z^`6vrAg|@wP+7s`?RI%vs<-u`W!P0#^9iSeny#=-8A>m&grC3v2o~& zv%qLLZmae8=Of}Nvv0)p1yNzI^z%>B6*{nRzYW7tGjMZkhE%G$uC`cwJ0i_DgKkiH zx$Mcexl*d|wZn#3;o{3UxU1WSd;7ln%s8Fr<0H+;HAA=8^8@e-f(@4Th|$ly1C0() zWPN~WFmw6X@jA)HQ zM5U*E^cH%r`>G}4C%hoJQHqKj>RAxgN?Bg0eGAYVoNwSPuS6(~EoU~X!)PanE&OAz zPY1{Iy5yDA`Kf4GI_A0~=z3NsGkof-mrt4JoRTj2035;23VbP9Ig;SW)8&o)bZchkgkSn0OE16XEC&=v1D!$-k1QkOha;o_LJ zQkNc0OT|>>nCGffv)v0IQs#)vff)RBt*Zj^XJu~QRUy?BEoJXhq*A+Cokh1e{ zV2O^!#onJ9#&|pTracq`QqMQ!GBt^>AVv<>LLY;aNDRic1@j@!$?VxJ7bI{#NHWNU zi$%bsOk?49{|ug7$^-|{Bs{RSvqZGgEs3q-A{Lhk?!3n`C6^|bayA=$K3r?&9;Y#- zHa1ZimJN(MJ5x`KB`i|T&Y2>KiQ}!(mjkq3JJ}h2-@aMdk`q;BllsGMyT)299n&;C zf1Nlb@1FilczV~amr2-#>|JCyga(DhspDUzt*0rWJ?#4N=6x39M(_uH`f4)w##;?$RAGX0 z7l4E8nVLUk1lZw@3vcJ;f%yleyj$?4Tb9X|iphi|V;|8|*!P1G=jn2VzdQDmc9E4v z;nt*}Pvp;MGq$AYPsXn)A<5EkK3foDOkcRp z?VW%NSAGUD3>!V!g_Rc-N--|Xg-&h2&WiRwg}e=V;bf1BJR8)xTP31Bi5{KARz`Ml zD@;@PUsf7vJJv-2&HuuRoRENDhz#dOzx7%^&iGrlfFb zJgByE>2B*(FDnK7@AA_dS)C9>E2opzv8MJwoAfP>*vTkxMsPAm&&BPzVxKE!2C;+= z+qkt2B{adN)+C$=nHD&k^qK|WJfbb@wtIP}k0EdJcs+W$;~7nTp@Ijm$fF$HVplzK z&Hfa`Kl|Ol(??gnM#|j`W%@TK(+VV{hMN_v=gE^g4Rsltb4LaqO~u8C#d|)krFxOm zgp++ITo=zGMms6SYclhqAP^`rdZju0u4PcMrMh(VD?Pk|;6TP?9=fRHhwYsUW{DX< zQ4Q-`5P1Z^@s`qWjM6=;H2d2kuFnSG(*@+*l(%B4UB>eWR_cgr;-JGtjo3T7uSWV2 zJA)2ZpSd|v;ph}MM6!OC{T@D7vY9aC(q$980~RrzJEG^vl)X&9Y4z8SW(?L+zhlA- zsgOnEvByCdMC`?unKG_PzaZ6RwWfj~M)nSl_d2Q5EyQeL{h9a)V{m7RJH{(D3E7G^ z8|q?$_V}q^FT+H&M`7!JCzskV_2yxXX&C*0dZzT2#z_6w+Vr=2n71y-D=a)J%F6b~ zbOG!2{L3^c`~xWiIE!7co2S6@B!8!O8R}gw3C$IEiO-dY7(%?IdS!ErCW2jFb-XIq z?b_jZ3F-F%>Rn9ph_2G~sSX3h-eOD}z}x?70TR%o<)k3=#@2lVFMtftNEfHMPrkHf z$R&?_E2K})wXDUHco~Y&q6=z~ySQ$BA>B$l-!^!kbdM4}i|pV~;*0jNNIrUY=sNDg z3w5JoV&VJ5=z^?p74hZmREk!LA)Xr!wj5A@?%Z1fjCN^NW{j_0`(<-4UfmkzrF8C{ zu2WgPd~Zv7nA%;xsbG<~p*jpL_2l!Zl7J*rEOpGf`zjZ^6{NAiyszKPbsMT3nG36& zoG_*&lCbm(hWHn=I5$Vrmn4kpsc`u+r#Jyv>U=fpe45Y(-EBNFvWDG=GN&RLc~m_E zxf&O?KP=D0~y?|uE1_sDtAWh`cd=h5g z%XUK>Nl9wVXOQ?;FJMWAprrj&0FS}3NO9GgO0aC-pgVmpd6L-;+mX#n1>TBi1JS?n zDQMKPSX4m-J@qniX=xJQJ~m1UhK?|Ep?D6g zq+N@vx^VorAvvf2*>`2~Tg9I>@`Kiu@28XNFkgcLKS8QEP@vO$Ej@;=HSa$zjgkf{ ziw^nJ_d?V6!N}A*_U4Y0o;Y11(A@jI|-)xqhp2uNTiO3lmd7$Ndzq`k!?atztwn@ajtH|Z{@jz z0LHVOEs+Vm`p5Ltj^4DIjRsMsbkp?mY$UEZ@@-2tq@+t0|wr zYGVjiw(VAzu4K+jUl0?=7D4;bCQC&>^dKP=kX)}GMt@{5lFt(QK`$-1Ij);gH3o6I zaDW>zz>94=t7w9jweu03N&|c8bT?_uw>zD3LCZWb>+=R5E)f?LsOVPWMkO1E)g`p0 z;MHmqZ~*|NI_vVzwUt`?MY~$RGXLFOeR$WIxm-44UeE_~ zEpe_G&HMOUxojBg;SeppKnFA$Fr&^^dNr~X@+|QtGd*$mwmhs;`(@%%%+Q+JccF_o2h_+-k*)WG)u(dX%^V^+clh;eUG8oZ#^7c%*^`c zA+fob-aONJTq67eEIYn{qC=JAdRIGK!4v2_oA-3X3mXk@4WyoD0cJ&_;8} zCQGsdr$KK_2uHU%v-Z;)#5KxY(1w+`8n( zsSWN-jml&T8eARHT~pl>A!Z1>v%vzI6}C5|3dGhYmEbO(}bw0}s_smwEyM-fjgQk4t!Ld=w zFdcrNe~vR6YP3gAW=R->5nM7ke_7IDy{r7WQ6UCu$1Tb7iZ!1CCi-3<>d+8+0)Pxi zt6UYh`9`!tF5OmL0>2S1bL%HKDc7;14H5mX0vu2Hii#PyLhwFR!Laz{BY=l(73&4O z0{zQEhO=ZA~Vwp%{#qTM3}o2c__#XE{S~X#6sjS9jk#<)iidP(-MyUUm5gKe z&tnN|R;-VKj0FN_jEubh@I8WE!2U_M&&B>KUq=Zj;*Lc88JYyFkfu>Em*CZGH=cbF z7XmYsHbw~A)Vf7;wk-#Y>w++Nn{N0lbDrwAvKXdH#c(BtZjVGAGL3LWWKeBhd~%a) zm{-j$!bM>Gc=m{sS|AH$K<%7aPwYtIRb_&usEMI^$hFAG9v8Bz2A{>+WeEN?6|jUc zxIrBMmo|ljbo~Te-in)DW?d-CJYvsPXEr;8FAvg>bo!UYw6{T2;?&Xh{5+|UwfYMq zTA~-$u;~MlcPzfnoQWxWetZ$_38iUtff~JvoQ-mHhG)$=f|q5?nSbk*S)Z@5ktZ#u z#27ZKhs})*B=ERu*9$x+M~|EkDE_aH(vYS0aHLzcPHifZ0lW4WJh6B_C!0n;FRMej zhQm4=0r>P>cBi^j_aCgGCK$)ZC#|)KVNZ6pAX_y}bys1jQi3LJ0{zPaOc10RT0+KC zDL$)%Lv`d*%;1g|3cZa7HT?2=cVFKt3`rXaB?n(qCp3QsYEj=!9OWG+3O}%Gobs3Bum~WhI7_ z^jQe<-8o0rq!O2Ghr+FHilvOy}5%Xuj=7yW&hM$EcYGK*0p=6bIS0G4VOLW2#K*b(!+?sv>h0L!ibO zS;8H|Z87(M*&dPpwG*%;z(tFIWBLTmRpl)(=J73Ese88Gh(>lkOW=rPv)XBMIR5M2 zN3)-wdFMxi3PH?K_Ey={<>$=TQptl0oJZL~%?v}t<*QqISaZi$bC@Uk0Jj#cI$n|I z;GG;0C@E`&Io;>uJpD6BUk)xZv=4b5@Lf{)qvt_1kEDy0*{V+E(#n57a!K|>YJTW0RdJ(O|m-Q>ep{`aNPKHb>9q&rRD!;LVN zFGyHZD$z0wK7(&{UBQsQos=)CAIu?VpvfTXVx08qEs>gkr{9^%3{z8yOAII@BM8?y zV>oT+ILSLi9h^HV*Qm7%uphP!d+b$D5AuAK30SHC-;)OOLhImb>Fhh!8xqkY1%LS; z3q|koMs*XZD3g}gF^#IG5~?DVZ^{KKWcW*PXL=4a9Tl8vZh%ZB%Cm+LQxszP`Rj;f!zh*mIh-{Mo@2+72KQ1r>fo|Y$Bj}JB3CTDWf__j#|`oVZMo>fIb z-b%+zHm$)djfoM0|GHx5;C7pqZZfn=`|Ag}|LPSctWk*kJDNGmir95+$t*EZ9&Rc7 zAg9_mU%FiBGKEe^$w3dz-n8aEy;v=E&j-<>T?HuL=A>{ep6fHe+=tiIzmNV)7Y4U`^DLXSGc>zLr(;kDB=`mB*_B_e+DEXNm$csMZu*tSkz#Tzzb$3&!Oz2 z{MlLW{RuWK(OlEVGwqj4B)O{GEPv?yVd`OFd(6jP;8E01O!Ea3^nTDi2u0-NFQ|9G zI5;(T<{G>DR2Ha99);mP>_l@un^ys z8K-U}3(C2?v0zmE`j}O|%JVhHJjz5yzQ5QQo3Q0Ibee&UNUuu=hGPAo#LN(~qxcjv zX|r9AW-6Q-!iFb?FE5NrCEYwhGVaI*pyZ811I@$iN0LdyosBi2Mhj-Oh)@6V#ImJ~ z6F*^%8_&v!jwY-V$P)o zyVEY!SMxUi;QQ;NAf^OnkX)gZ>@wKD>$$c1#k359!Z5n{U-eBLR`t654&$!xryC|a z?U@y+dxGtYXT);DS1ioLQtyPx<`Q$;@s4hV(i-Z-&_`jlQn&*qT^=(3V?2tS!+8L& zEsk2iE1ekNTAi)BoL3-w1=rLv93|FKx|pa5iTP^yG-%iaY*V(_6!QI+fv{HFOcZxpDdSEy{M0558M*;sJMJ?{xGnIOX~*$HnGilTO#$gS@gCg@n=F zzvJ{+k-pe{w&a&FYoJ&Pzd(oD*RAHL7Zh5jHop9j!}p*vqYQQ=ifJ+5cZ^UaP%+EI zRM-^EO~-c6BV-MRd&v)EPW}ZS(Q=z{GoR0X<#JvhsC;ZV=(`hpLfeYmu$H3_IRZ(i zqA9~*Gc?QnX%p6*#fRrZHUQ5ykpjEJ3k2P8BW0urmtnD_?sWW%OY?W5xx z^#zpQ=u(3<+?rO>$85*ez}}nrlG#jT!1Z!sq(U|$Nxgeo1b|6o3c`K&)U-n7MTIC)9H0`f zqClJEhC97$H@*)@6rt+fdn4z(Ol;ahwW8gIkLc_)-_sBSct?IEf;j*zZyFv$wK4To z9;Oedc*vo+&^9;80OWh`TVh_Anae4CK-gDwXU8-J9dnXm=OG zn!9wFRtb^DPBzk_n91Q{g}vOt1F6_3*)!gC@4S(za#NIgn=1jg@WV({l!9AhZmU{N zck$rcGk7I59raH@y}<{U#VpzU6OYzf5oxB}Cvn?`lT;!r-xnggs1z;_s15%p4pG?S zQ1*mcdw-|y=V4m1C?4p#>2sO{6Z+C(9v>3OSEAC0QKxnWL`ym(HDcyr>h0-jE)(|6 zfA2Ci8Zp3(W}ea%i@?8LT*;hvC#+8NY;}E3IkYt=WZmzrwR=P_dwV|Ol|K%T=w~(D zruH8v5t@1zZo1YM@rV+QxuQgV;mv}}DY+Wc_#~E!_50%}57d3CjzoY|)Y5}YOiVdM zSrRQVG#5OsItnmtwfOIUQak1-XR}jb=6bkcH~t+{8!fjR#WC2h6jD~D@K+9bJSkY; zvrS7%>vk-93oBVYAx28!4p->5yp4<0FM=ESI|hj>uLy>(M|nx-%{A`k+jq8$tv}8#A@hHpO5*%GV!Gz4OpliFRX)l69tBwo*!DZv*K>uNdWrOZj*7Z1vdYMc-EBG#W3s%nS`cKFBF2+$=Z#!JgSCnb) z=ea~auZwzjEm1q&O6@>fEU)Ts{}k9${)~defc32doElyQe)@H2ucQH~lp03?#OVWc?Xx9kOBt5PmuPfLfN99%W zNG;RmCJG(uxA;h?$y_bA24keUE0qrQbc``xCfv++_bvizep5X`enttejkD;BC+>Uq zGOdYwkiFvW!^ElF$f}8rY57QPlE_c8Sl0^S?L8Dk{Ozbyw^W$QZIP5M-=&j_(j6OV zXe|e|`v5GuR2xi&sXPZFqN1iLfxNz`-arlHYsnpdRx9Z*`VTcc`-~EwqtRm2_0d3Y2NS} zj=F%!p&I~gFj!PfXSK39{u?UtpMX2)mhAEDm2>3NGxyQDq6{FhW6RE+VEdVL@^f5g zVx7%+giUZ!akLRlU$N787q-f3jekr|pLHZ#lBVcZv>h4;coi)6;V*lYEoB=qZr)A!ld*P#WtGSn$A%kO(d8?y%XSB_mXlgkHa#N6*b^ zHc_Y3`Vwncyw}z{){kW13m5f}#0(Qjt>i0ps@-@M6^}S@(4Oie5wsCZlAry1UyT>d zuJ?9fG*8|Fi?{*lClEz_4|?c0u2i$w>KN623=3cAXxs7G?VH-!xtH;C@er?ziSeO} zTSg4>cx@^V2N_x}7Nm_V`DGA#uxn&8A*gM$xCtp1Oai1FJ*g`E$`em-17&fXY_^Hl3l#w;BsB$nV~}S zep-zU@alFFaN+5Z8*)ZU@>+#UDAu)jUYWO>v30zu;n{9X3xG-eyj)safY4Q`_se&( zTNC9F!xDKyo7H$41dyCJa{v;-W~o@_c*hCuv|wa8#a6PNA?2p~b0|sVUHdv;=@g0M z?-8StHPx?qg5#<4b^AGfj%y?70p_7%0b#<94XGjtGOA-9XvDZ}w;5MGPuGQ$>|JG# zc#HWawU=HAMM^15evBjNy!t^Q87k_sqAbQ5w57AQSG|mF8SApo^-1TaS?Cqk&~}gd=hCsDi>o5?wFqLo$S#U<6y6+LjLxDr2zc?$ z4qTOns%XW04jDrewj~d|D??6snD@H~+3dd@j9?i>8PpU`d2El?Ui6ei9=4+G@8?v= zd*|R;s19&@~ymXe9B5?TtYiagkp{?SoFN}ZX@t-dakPFgRjNQG$&Xr zoen;4FOV+cvnK>n%7-`nVn-(Ki|OuaKY52;uNQ!rAi7sTIg{H^l`dp&pJ63X%KF&l z&{6_SKBih5p!|iRn~S$bUwvBY51miR^tp1fRiMOqh|>d zCHU_*akoMqU+A7~!W;+tC(nCXNARUl(^)RfIu%6Ft7tz5#3*7{!!icf#YT0eY@8n< zZDk5E#BpVw<^sY~CpEpk7qU&`wEX7_73nPo8M| zj%nnAg0DZC3Mg>)SZo77G%_Ox0ZZmOlc}4dYb#56rm9i2Az-letSP588E;v7+_L0C zLz#nnJA@W#7JEk7O|iz1j92e8xjMRKliqWAJETUP3|9wp)_Y_cP>-Kbwe7I zB~Z*=+Hyh^g*rYw%1U$MatkD-TCs(b5edwNk||8S-aLph?fo3Z)S9Yk%YRwiV^B|( zqH8(A5%Z+4-g@e?s3!HHp*<$Dptwei~_Ww{0@TsW#G_>MCh2>|SmZ`x9`xr-McDje{ zoWW_&%11hr{GRiv7ktup6^9mkv z-c8&xOvaTh37}?jef8nx+Vn{kqvBkE$eZoHGNmO?qAO}Ib*dVu*A*6uD_qw?tynEP zSNo#)2Wmy*3F z-%6872)m>mnZV44+&_FgBM@nurV&#~=wqJ}cnW@de?H4axOjqBgm@w-UCwZAuHgkU zzV|viz5yoYrde0x)1;#EE(>c5n{m32?`*~e5z#pXoMf3X)J%kb{!aeJMwQhaK1LNgmFk*^@0y)KF87nersi$A;|TS$ zSUVw^OhqND#eKyzX~B2aD)_A=^T0t^_x1i(=0F&8aScpX0q2DW#Htflme7~UvwJR4 zkrcHaa?uSWN?wvE*+fJpZ9EI0p-_@fNR3t8?~`b8IbkaiWQQuX&2pt~H=;RMQ03SG z6$6LL^-`u9%CN0Z;0ImV#rT;bSKeAlYc+? zpSV%c3KOn!K@zP$&ezScy}poVKmSYw1JD^<6oEP3LfGIT4!39+SU2B^`L(++)qfC; z6O&M%N_rh30IdOc{6VTH!LG+Eg?*LGVjJ-?-|e1(tP3$4-=KFpR+LIK_qWPB?S1TiUlL{n=|g$p?qv`2w83^v-_WBwFy z$O<%5`m#p%U7rSgR51!&Bz|TIE*oC`OqHz($W7NRpxR6rm`Tg>~p5#kQE(;m=k zr%}`lr8QxR*4fDbD~s(L;n#^d%@}jQlzdDmYppN- zr73{?!1NDSd4=Yq`&;+I#J@ZsAKC!(q3QEDo!3aPJVReoP2DxP^mtaMPmgmDk|Ub5hSqX$1>XYhq@8NUbpclrtg3<$YxoI|rWPC9 z&`oVJJ8YMNY6B|^ie!>w+z0yQy^X!4kRLBxXNo=fUthphV6jj9^V_Bp54*g)6jva4 zbz15BQM4DBf9fDcdKXCh;)7ye3sO(P;%qaL^paKR-@k25yM5c+kGGW|xRnOnRybU? z`aO9mv-Rw7i|AFti>G~Bq&ePD9V>@{vpLbQGciM6?JL;2I?c1YUkjWK(f|C*2Tg6e zCpq*4*yV(c+&N4dLR=oBIk6dL6{uc-A^n4*PEKQ>uh2RWp$N2J%whzO1AaE`t^mHZ z>umC1qCE@G<~U$tUGElT`FJ`BN90~569qw?J>X|=ekbyWt5J&E#wvVW@-@^=LI{uN zZm75WKfkI#oM;Na0G+P;c50>Rv4s-VQEnTogqX;lKCb&O9&ZqU72i~P=-Z%vO`IC1 z|8fU_-k>X~S5frD_yiKq1u!p=C2`A3MXDS}GixzGX1+XC7t0ylZr}U|wHRPoOUd68 z!e zL4}BOTi6(JEbWjDM0#CwB%u*Q((QOmYbaIOgHHmfNkB)xD6>0JRm(gnarpJ^f5-oSfn~;j|s?1w5<#8!`P7%AinlA8dqZ^AMcj zP_^1Q5=HTumTo2yYV=nx?1Xfy!$(ViU2H#$Yl@>>w`5kL$hQ3$2wSdJXsRLP5a9t? zU?6!Of1Q?XBUY#J!6F-cunM_)3&vZ98il3Y8W&OD(h5m+q^V%ZUO5x4{02Esv94ySbqk&q+e5Y6}wfaqP~xz5)Ep< ziDW+DZoZG{u*d6f7>E%*lvsL`@1q25r1Cu%aMkuWC4R0e81b#6HNq|wpKi_5Ri%7j z+Slv9(3p z2FDQntidS^DMHPNBEn=NDwQT$3hVMJO_F%khNSw)AjC=!rsigf9VV;ImD6p$-C3`h ztjDe1-qUwpzHi@m`Y>24WAHT=b#ChBD*>6?TQOz&Ae$#$q|} zj}I9y^no_=18Ds^nmi2yc|U+reLE}QDX_Lk7=FCAe(cgKLTrhA_a+l zY#Cux?S1gVe}S<Beg|a9mpjycup$?W|9{Rl}yb8lotS;Mz<$1=@Vj2 z69erP6cXz2W_INTpobo;Z{K3%U|>KG7iH(~r~a(@O+o!@{OVNm}J^oft1N?OkGrM>wkzyH}r7?wqyl9cgB z@*ofbd*}LAq7|=uPw!0w^;*4+w zBhVLL>uP1r4Qx!MscT{YQ~HX3SOU@K%CE0yw*cVZ;5DV)A%i}S9Q*xyhYl<)l<+$~ zu}^3f;{<7?kG+nzKLVu>cgkmIhq7Nti#YNJr0@QZjDc``aq($7k+Nd3MHdOhxV;(n z-d}Ejtbyacx5zkZKSVvh`(QhXhh3Ol3E&D8Jx6tP84oXe@W*u?cvwg))Ft)=xDvi| zJu``c*Ku%N4c3S|AwL*La3fpf!Eyb!-}Uxci*`tNZd-Cx*00^@?=7r|;|HPN!Cxjm zU$uzMIjrMRfv#CAEq^LD2$N4c29+g&M6@TUa_l%UT<9<*N5tW&1*iT4s%=(W8Otw= z0|`2|^6dvEtQj>GXh107zAQ%DfcqJ*5L~=aWG;M9Px@_bv&$cUsmB>wa42KPcriT- zeF%JBJVXR?c0nl`>c5OAWV~218Kv;}iSWpSf`7B%B>}LLWaDDiBOu3Y6qW;wV8@zb z6F~4iXC!kE9^-3nxv?nl0Dj$TrzfGKVn_OZv{-#Af2TqCfO9jSU_eR{QC1Io;dBXd zk>`HfKzt)zoP-h+!c9v2%q;wK;|y$~fr^T}5XUvz^iIU1UY`T0w{89miql8V`QjN@ z%f`;sZY$t=dAev;4Li|Ft-2p(F{xj0Vt+KC{(cZdd+zTXB_x4MZ<25Zc} zg#8}j+26f=uLvwbcdZt8mSXL6I_&fgF$_*3b6A(}2Rp6Vq|tPx&2ig$3}-ah{<&xx z#jjr+jLD-U`oyb#EQ%M&wHj|Wjf}BhTKszDz{$>!AZ~!roj9|oR&Jlhe8p{BY%#0y zmz&&j5E7XA>d;%^yzl>TQT^2w!TdYW60WNN81=sxd&l5h;;&sZw!QPj&W`P5$2+!d z+qP}nPIheDwryJ{|2gy4yfZbY&iS&cdj0xCcUN^)U)`&(8~>!Bp^D8Vb7r-9_dEmC z?K%V@w80#&TM5wR-aE@FZrD++#ZmT+*yO)e<=bA*blWtXVo#m?V1#e!LRmkpY@PwT z%YAWfqV=?{mupYDd(3eeh^7^TvgyvdrC$G-dVI67 zbC#5(a(!_J*MahKgrp?B?pb*ItnvPNC+bi4h#b{Fcc*MrE){gX7K6LQF=Mr@Ji4l7 zUVJV~rvkl#&d5Z}a1Fn-Hrif}J)wxiWYNAEuiUA)p27NPFE*`aRRBq9y)pLGkyq)U zHV(I;AmOqFONpdWNx`~lgQ{p!-Ew%@o|5gdo%t8-OI2krV+?*d(eby_as-=M^R1}k zL*VUp7PBKxH4I1Ifx}^X#TsC6Wvhd(fmxtu5Eh%|dMWv_{W190p{4fMqGJvs<#VU( zzxuY_;NSfG-SkX~r}6O@X?K=E693mrObdbZjA}vZ5S~I-)CB#?I$hNWLx;9Lhk@5EDA+#;ZmuavM z#*!De2>+NNp;OWv$IB=*9<8;l#bCj<-+P)dohj|diQ3uAR^l4kYGl==P>7SXUw(Do z9Vy#_n+{zZ=Tdf9QM7XCknOESjqXt>mt<@BT8?TR0?d@C7n+O7!8(3G-zuS#FY%3oK~%DP54p71=ck+i#150$`?|Dkr#c3 zT|4)<#X5f;^5@_DG&d7*9^vl%ZKJb!G1l#rVX2@r2HU6T8UxyV@mZyHA%M=wuEXVB z?n{p^5q%qGj*C+#vA*@rhH~16?Ow6wnX7qsiKLS3Rd=mSYVN$cf_{60iX%kI@GAbp zz0Ed_cCYSkIRkauCeHnr8fexA??*un$>Y`ch_3ZUTHAJwsR++{RpLSN(@RY7fll6rtQpCfq)@Q7RgA|Qzob9&&+~Nilj0A{w{BOJ}2M!90n>mis zBQfA2yPhq9jJyeRVmjv$iZA{pV|DG~sQekz%3ghM4(#;|tMI5z?$-vlq?~s~Jg4eJ z6j?exjXB=c)&Zfu39~20MSW}|rSE@(-tT!Roe4`3AOc$zJX1<#?#f#N@6j&X3G`~D zD&0oi zNd}{{>fm|?q8(+R6MN=!Jb^erke>Vo8P<`5`~M?4R)+t^Hvc=KlNM9_D=hv)bW(bb zrvH<;{&z^n#P~yWEI&j?&&*E1#`52Qj+NsF{(h+N|K>ARcBcOa=x7-Jv-sbcj)vi< z@jt1K^@s2N7gQ%oCr&5v|K_>>3*P=eJjeLo&iTK1j**4q=K%hT=NOn7*;)Q;^S=Wf z0}C5F-}1`j)!OGs{1d%K{2yM}Gb&J~KLzlE*KbIpCG zhm8G{>-Dq^eY!Di8Ow5|QX?B03C!4oz)(~0A3F^Ixw|n08J=%sWu;$2T491;QY$hO zY$wXh!s=KLaL+_f-$39We!@KMUY2QQ=Ti?52UWTx;izrwCmFnN>NcNJ_9Tibf7o@^oNDhH?aKQ*!A}B zKL8{j1y0{gn33;x1d1D%w#wA-*zjV1ET;WyJfI06%-n#2*Xw`ZgHb30a5o{?6pI7B zOK&+KK;}&35DF%uP{FLVT3Fp%$p$TYuw zzE(yU7)BrqPzL~cZj@gXGR4ej&*&<0?sp9Q12DG2X9NKf!QRErO?&XgcN@-^){##c z?7BbaeBIpxtL^7CE>o?Y^TUfo#<%7A$kNd4#_Z^=4iyM6*^zS3_64rbbz18rAFCQ6 zhnO9M5xV=YnTyq#@iqU2Iz3x^hd1)KXLo^oMs6TlWo01PlY0;8LCZ*C%c?5=N?c^` zadLBnxzW+3-mKeiEL#bHh6-T%d)z|b+Q9P812Zz~5=+Ty;xfxGKL0xbl#%eGE)66L zND?TQ2k6AuaOkD|fiK~Hed1#sE`DHrergFpS6}xK>VcIF*uM*j8y8;F7l<6vB)9o^ zJNjD)Y9bTJz=4>2W+ngup^vXZVl8zAq~+TPg5gzX`8yJn1s3##d)61Bs;(+3iK_?8 z)W3(q|x9Eq@U>T^-eQ|QVQ!Q)l z8(mIoK}#!OMzwcibmT&Z=zILDrYO)-vdS08-Ix`EOc^2B$4${Ehm~qZHK3a8emey) zGClgG!#gv8t+ob)iwkUN`Q746VDuHiW6I_207+jy{@0WuZ1xMk|3RiUH7c&Et~H9% zHz*5KcV|a;C%OkL9SOtP*_WKj^d`#B`a2TIH?DVR2|5v^*1`D>B6Wq6;A6`e!5OGv z#%8`73DQ^Y1#u6IKKz4!14yLKhgg~nsNe;E08TgYB|sG@GUtmx8K~d@e*i)^@h#xb zV$nB&tWz2vl%m!X;vNY7*e5>$?cKMCCIKys4^n8v9zNJ!{sW|63&r=(!tejI&i>PS z`e~K^r-l73vO$p3iw}19>x-WtTjX0L7v6*!M2pNPKP~OgLew|BS}OlWl%KM+kEpL? zPd7m+e!@>7oc}5Qt2#&v@vlE6VNeH2XydMCtvk;zYjeAie^T`m{T6_&3c&ux1v#5} ztBKv7d5y{VwU9IUvwP%aj;V6&@)EY`+p_ya?$^Z^1%$pOq$7Rvrvxzuk_;EqeK%Zg zx^uM8<0u@;;1?Yf%HZyQ%59Bh?DFi!!?lzigp$)66-eTa;m(IjLN~l|Pq)iyv#U=t zy!_Z99hCmb8{|LVHRpF&e<8bXSbwye7s#*Us@$9Ryw_B5%tr!;jmLO_dgg2-1*Qz3toZ`mHkN#wKU zl9O;um;HYoiAX|LxLCuQzFb~olCAefl*b=i#qDt@j?f*je->H0J>>!bb9Df>ot~_9pl!>cb9|FZGrT()A?qghQ zVpvK>SjZz1edX#wp_=(4|{yT zp_s1Q++hLY%Lcn|6vui|+iv=3uZ z&~qyzSD0U^u^x_3z2PE)Sbae|==FZ36C(0VwQ|LyJ zk!W=yzq&%MrBQDm_^?Oi1QxOS__Z06T0BXr*L4cj@x3(y#4n(!9E{}45WXe=b{74W~RwOLPB$x-$&d^Ttc3m$H98)JmL_I*B_AOkOIgwek#HxCjMhx8106sB8C1aH3l#P9UPK@bin zF9X#>)Y{8Uc{da|H_pK`-ebc|xPOKNN&|6Oq$vgWW=I!UyfDn%%A4pjBUFmARlT>? zRrdwXizNMT=+V7f$b^ybh@bADm|o6FNGp*T0`RSd&enec-`>xh7UurrLGtk*rTZ@=h z;Ns{9uI0stLm%Wy3B%P~6lgMl_%_zPrP1fy|89Iz%E1Z_8HpM5i?Nuv)do=Y&N!9| z)n!NNv;cZ#{?h;V*|~R`5rWLY<@whHn4gp*1~-}Am(Y(w6@l9=D8reywfRFCAR~MT zo9{s#gLIXx*#t)gX|u{-g3jJZ=3w0p20>e+^$R*GzAg{OqJENxWU+tpT~Xt`%EZ5= z9lkK1`?{I?;f^QlZ+uK^XfgpkHOY!TF9;NZoGI9 zbqU5AGjcd$H|LYgTQ0(u^-hkb0JBSwbA+i~E5-Zxh_*s%xHqYLVBWUi=~g496Ml8{ zIW7ti!0Fhx9QiBlVxjZ!COWvzwrM=NzXKFaC!y9MS3F2Xz$5n~rhsdD+4`=>CV?TA zpHHXuqI%-CVxlzB@jW8jhO&H_};*Wrihy*tj6htFiBaqZ>|yG=}^4ZWRc} zrtHidhD3z4<#CZsg3#q`l1h*ML!Cs!<>b2I?yj#iFqWId&19ig`%SN60wdCz1IV+2 ztMPiXIo`aD=+#5xzn8yVI=AwLGGy<9mGmGVB?NHulSxJ)RHIgErF@2z1hh|Y0zHNP zr)q=+hc?^;mx!=jJ6f)+IAL4SWc(iWC&&nq+u2-&9mJ&zMy%{}0`rZuSNKZt8pMZ) ziU(eq)2~Ii2ftUrW&>KBIh-lpJ}BYV@hx`MnkqMlu%(csG)Kq99Q-)YVf<>I4;4$N zlKgy?2rP^|2}_Md3uVX+!{4YPud%xcU(aGs-u5+d3CR7cv%5UUXDZArh1OK%hmxjy!? zK&gc-^|jrP3RR4Z%A~P=e4D7jt;-IrQ#~S5fCRLQpu!)YZ1B}WRisn3Msh_ZbJoxN zkW}(J_svJBf9cp2QCH1e`H2?Wa5vTQ=%g*lHU`BiZ(~&P1iJh%98A<(rb5x6wFLfR zhOIm*LX4X}c^!m1ls7vFr*yC`?UuyWgSk4L(4=$dOoQg1axV6^`{6HrJxe1U z6@r$*(fK}1H)emX!*e>$ZB77eE|Tn3Ov|~dGOs*EGn}RqzZ0^=&6%O2C=YObCdd`U z0wJY4=k@tUNGoM4+cNLtZ$3F5!JIxs0)Ll9gDOiwFJpym0nNBP|7N{u%T_!AG+8J) zh3OVzLmuQVoX+_Clk6wH#(|UiVL1QAastehtn*nhU2a4lE#zK{xv1%9u07 z@JNvoo-hs#vEepHhUx(lA2z8bj&pA@DSp8Rd+)*ahk>*8ZTN%Cb|jLM?AkIMbYS06 zRCN+=yJ-EzD~xUn^6U3SrwX{L1>E% ziv9#NdkIbKXv*gvYNxXc|EU7~b$I>AY{i+hiC$%Q0noABG zcEve5R=dhaxAJylF#-vkfj!PPLPX*wk<@37FD^l-_y;j9MQ0nce?`jvGw6DSXa`i? z7>xdH^ZtAIdKgeM9s~B#*{l0ncbD)A-5|ye3>kqMQx>`l;WHk?nk;12DK&{-YZE_h zT1Nx{8)Ch>50Tv7-0ug>AIV3vD}^FX+-plX1_2u5??y;AGxoO2HU@;iq#M!v$)SC* zBa|8hVC1g-A~nC@l#yh5j8A4q`fD01LeoOe?3XR%zcxn3MrIb0bK37AGY}ALhw*Vt_F# zd`>W;d+SH)G@m=j$JepG_fG;4Juci{2acpuY!8(%Aiab!`S1iV#yJV`sZ`Eu(>0m( ziHlPtu01h1P>oq1qu5fdA_83CqX=K=Yp7pHLt%Is3;V>n)ls{x`R7F9rKdcomPIql z&m&AO4c&=-3$+6+$o%JAlHayo z9;tDb4I$A&z9=95jEW%JsO zN|t`RGSY?9P9jquWZI+E0RSw4cU!)v9>J5gNi`xeeLv-DG%w8+Hj+Z>G-~B zDHXzN?)CFmN?ziaCZD_h#l~V({x)rw^$Oi?`T4C?BhBlaC)5yo{o&7vfJKcKh4`iT zPpwfS<(&)B?WB6xF|;eS;Ae%BB&8fk$TtqHShl;!k{))N}Gy(?G4HJMzLdgwP`*5@cwNoQ}n`7`d!lk<%Z@HpFPZ; z>VK1Gctc_B^CA_t#ggjPZP*xWBu4`<5<;P^^i!7Yzbgi1)Dr7o(^yw;=o?P*B_GXf zL@x5j^3;1=+cSpf$0f>Kp-nF$qLSBheR>Td6pLlHJj_`*DuS=0T#o-dKh-l|~`rZMrwCiv$xW&x^wbKy?4nyR~5D z2Di#N&FG1&29UCdXp)nV-I@BB&6t}K179-2h`Io8!5M{FS9o3-VpKTSDA~XPcGbzT z4jB&bw}P4t3knlgZ(lVbhDU`q%@zY7+8o?xMLViu!TpH!Os>H8n@qAD^Iv%BoVYEF z3Z-npxj?%m_;Vgw%BFb2@8-;zVYf46s@x{eg$o=LCm*~Q?6l`*3y7Cx!f$!@jj;3zYl$uZA4R1mi|Q2_k{l7(BjWW(-C~5i zZ(=UmqAcPjSi#QS3UL*O$Z>NmHP^@O_{nN+jjD4tNlqdhb+clL$IvYjtpkdPsUH)% zUjVrP-RSUvjr+rgzL5X8{O~EKricr%H~tx&DG@J+McC#SZgkFg#36B}reJ2*#5$)4>~zN^u?%w16&oKMihW-f5sl|-TB0pth?$rpwr(yq7^TlHG; zRNBeke}qC*cu@k7Ic;9+H42iKo5*N(WN?_tl)*-Ta%(q2&)#A*k(|B8ZWs&-IdC#; z+2%44BIpa$f5A%})#&3-VsYg9)yU*o6|(I4ST}j1;!MjJh_vT;QtJwYe{a0g3nJw_ zqpDb1TK^f=t<9Y^X*Y{_dIfDSBs@7%+y8q(^I=drl)~?gZuj?-f$==E$1@S06qkiQ zCs6-pSp3KuA>G{XPkEp|G<$i`IseEs!m;@*Q-X^77>FS1aak9x)Lmzw-Z3{6& zvZ&0;c?@`88XKF^BX3@LjidWeNy?l$3RJo#3KgbPtQjGcnRac- zm4LQMM@pTp;_DRTbUti!u59=T3~@TVr+V>a@{vW+acVbE<&>4(Y&lP7*D*w}B`%IIKQOr=7oNx`&+&bOOd0*s1 z<&b?PR<<0P^a}AhT*+D9M_Y(Jrn)?*K-SdaPtNDZ*0+cRtg6R0REF#fTr9+&m;71$ z>lgpqv@XgsIGFyiALAi1zqSmP67ZueWqX4O*0Newu(zlAWvq?w#Hxv~<&XDKN#OA8 z4w(=XnmfWD8TV$MWegq5Ih-4&$J*^QbKw5iB?4EUbb?;|R+Rk?u+LJ#?g?5wp2+7V zx}F4C{ur)iumWf(g0_H(rMi;WGJI0G?SbJurl65IKv`@%ZkY-UT4xK3HU19E^ zj(gdo60Vl20ev`)ADzmF@71}cG5Bb*J)bH(sGG;~Zu-|S;qP(|?K0EdCimmfw71)K z`g6g8!wT8K?j6GCMWf6mS0xt79~?hd2%_Xp=#lqW8btjuU zCmeV&F=+$=M^4B@vHCF4ENT#qHJPbLde2XsN=(`|d)u23(-iQNcr5SV|C~4^_jhO9 zJF>;@HLpf`(vD=WCD)?u+tqJSeR%n)mxA~y#jenRKjn-bUt;bfW@M=h3Q^c_4Zbvo z@QC5SQt-}I;S2Uj*YB{9Qzh8f)ORtR8SlB*Lr(w65-MAlAAQ)vE~u~zAgn@Sz7nry z{_{HPz7VzF6(Zhc$bV!@O#?(p0OJwpOm@hX2 z2eV1Uva}lMm9b5_po-FJh8Aoe$bv8-%i3D?>hYN=Fw2OTd@2cfwE*vQ0Og!e9 zzg!o0D(1+_5S(*Za(>hE_Hfrp4JSqVV6)*`NDkogVXvFL!x`?Wx# zRF5J?pmuk2Y)$cV7)8&_hZk9#l&;iv27j~I#M_?oLeV`zo)>#&i0*=yn)4P&@G4Es zdVR9|Din-X)?8Fl|JtGn7B@7kBT4?e7dk^d9>-*fHf$a)n01ardw_GiU>`JDcyrgF zhlw2EQc!DjsBgN%dzO114q#EUfjCk$S(U81{)dUWc>ak@3TBSQKzf|kXe|EqhkL6~ zK4*$kA$e(9y#_RFFv1YlgJw}qqZjWHd*&Bv_h0s+ zZtyhYbFv=lG@@0RHX1Kf+-0E%D5&3bbhZChWsb0fQ?$Xpr=~KHWL~|rB_mcyWG+Z( z;JCzUw|Vy>8q%9hbqK8;|8{k(j`a`l@1{G2^v5P~Mlh)YYS!6o!U{`EI>8EQxY>(O zYxdJ->`pL*-+o<xshvbN2(wf(JkgznDo$&qokmAj0!s#rdbD^12{%As z=%-{KoJurpk$U&K8s-Fb=o4(@2tQ6sqZxZ(x zemq5E9JG-}nN%L2+s;BP&FhBvdUjj9e(LN7AxzR1n$%0|SvK5RQMyL&qs^8JkLm4( zIjTB`_0-tPOZ}BDQ++5UtqyB_{oXkjGtQX--Z;dk52PN}&O}WD&++!D+pyK*3P5Vz zWJ{1iXdS__I^#JDC3oR)h~h4aARk%E@>4sdup(Ptp5hqZ(~&Cv(anEj9I#Mq+UsWj z$w`r4+7Z_y-p&)m z=wufOP0Q&{%<&vHGdyLEO3=jAMrtf+e${26uFRJU^lEP>lD$Z5ObJU@4F1GQ*#80z zaH%c(Q6g~01A&Taxu2!M3`T&(HHbjNv(}7i@!{_!7YlJy0*>NCHX3b(YKr;QIgRf<^v$Sc0Pvh#W z$O=v-#ioFo*kCb&o7I5i5{m_I1~SSDb;oy+id`|bIsGl!aXSx6d!tEFuBRO?-->}K zrhi+9b0&Wbo{jXM<93s2*oiO}{?_TUExN+6e$Sc{&Kwg?bAm#fuHiFE!5_DYFldkt zspj#I+Bt0Y$$l!-kCrb9=Vcjpzk^6rM5s%fCHD}?2Yb`0y>FO&gxwwNDf|FlFZrK!qBzy`p85qQ3 z%J^*RbmgE0CGYCS+?t5w_B^^I)$ZBf+-swlL~CA{pL$=v3j}9i!PR^dEZNo@=5%N! zQ4?4@jrL3uEZT8`{hFux%Zz0h454$@I^jBT4thO`ds@UDg zfs(eb2hNRBgi$g32(KXlQfv?xV&LXX1^oC8yv^O=; z&`cA7s7|;zyAWBmq%>LxhxPR6z_YsWUW}OoX?nY5B~7vmA7S&bHSE+!X9{~Plq8SA zEx08ELbWqCK;5q5zdku#_NLD1E(s>FBO4U0EbA>N+-sy;-y>A(y10awzUQVqLcldlO*sX{ufSVzeg13~gR!Kh(Vw=*TN#H*yU% zP4Z(FM+j9#W+*odt@T|+m!tdsIBOIwaAkCk&o$wx{|(|~$Y8H`t%m!_!~5#d3Woh0 zkZM%NiKMa$$qxKDYcKZ;azeb(6aD zR{-)hbVx%P5j5k&OEHsym`Rfj>7b1}>=sQ-{r)?7Fyos5Kt4;>TZD2R;cz@^lPzA9 z`sEp=L46Jjvq1c@3<^z^V3Sj8wWK$LcRQn_lanr-pejQ1;aG6!|=~S zgi9q`ftB732-GUd*`cV)iGD=CkhpHDIn$%~JB%x`d9VZBAc5_9;gQqPvJ(3*e~v0g zEFF_?qlE?GIBOYRmf?MpDq zZ;oBiIoLErpihX?~mYrWxK9G!ps}H?28D@Skwf@RY?&NQbQq$Pw>!^mFmmR+52z`OxNlIl&#Tv%wUl%di+za zyK?F%A(=VFc{P@9_Flt?cHplO+2@KRQvG_p8Df3T^-B0Y10l+56E$@*vw$3>{(8o4 zbyF-JBGZ)fK9Guoou$hm>p%q~UpSa;Kj_Fp)B#OUnt-^b+||V4NQX{qdh)n7s7uNx zs6`cG=&asx+e?&j3ddAEQoa44b5Xq8Z$7N+&Y*6~wvTf~a7XDi7bBh>5kXy3DmoSc z!xqh=ixAoyG~n!2{vK0N>RkWq8O^K6+(tH%vb0>*|A^|`kn|5E8NLveu(sGr{?>yf z1wx8;_mj&tDKb{uOZTr*S++d}I}lIQO`D@^K0TsR3hRWusEwqcNaL?^WR0u(>GTzN$_Xzz(R#Yax zJhq_n3t6RowHeSV$%IkroFW@_DMdscx zw73<0zbD_wLDH~U(&0wvv1MWWGctz*zG-cI_mQ_Qlo({Y#jMc;yw{|e0MD@;nY=|> zqv=5T7k+I{QB8mcP3f&Z7|B7a$jTfO=>$}Z8*aD^=^{v^zjyFSctn?jpjFZyYOTu= zyXyyd3i;N^#sQVlj-O*A2`7(t1>c9{^l7@9gK z*xi)y<%5lHB>F(rKmMF$K&=PJ^0Q&ehl~2SiNp|cLK(uWUq8XOQj)?;{&eu7$ftFb z_)Ks<1|M=~LP+9kQsgL1)kkLFqL&=XxN1Pqxz2h#e@AeI{SJZys zQ{((!vr_53#Nct4kbj8m++EYNOGcLBpY0iSme}>&11E-jOly{m@eAAeMjg_1fs=Hl z<@|ALK7~<>I0X$lU5i{>EaC7Z5^Z+t07Xro@a`Zdl>$6ivIALUNa3UF7z`cfivtCC zfRiO6>6wLUNd{AoLq)5c3ORb`;K`H-G$5qkaIT&=(L20*w5?Dev+aXA&C(O?-ZtmU2P)x39>oMsa}_nwr+*~7U04JgvK&_$QQRRR9}sB-(+fNN{Z zL-pzsSaejCcE*Q$@#pDeL&#dFJk?@1_M%x6q*^RYkn~73nFB%+S0I4&qga*m{cM57 z^o6{>NS4=-ep%SQRQ!^23Lb(erK0n!k$sEad4;MQi0EoYx&9EDPyb&zr#COf;&bXx zQUMfaDqyba_F-OpvjF|lP-2U{o#U?qWSNU2Tg@;oeu%8c+^X2W-m%X!-oQ;l8RUxZ z4lTd^dh7r-_H{a(^sfjwUj57L`jrYE2e|Kx$8w)!RDT`EMNDg4rQ&KC#$REgNquLk z%sm`E`rLX??X73b}(tL)uzsOA2_$&y(s>C__ToTQ=r zn*Ewi?$DWAp#LRmU#7AYzzzemIuSqR=I{=>Zg4eJN1A_Am%LJ!`;kPzg%Qv9LiKn1 zWsj39)ROeV)(Tkf*O_y_y!^PK4-rGqo9Z%XI-kYb+~8zB&$DIk@toBQZ%tfYmPW;5 z^B8rjba{SN0%NiosmG`!&MZdAc}d{Sdk&}1Ch-?AGDL8tt^|ithF`s!W>l*e!h=yUMGa3P6uzVtqNNO;f`SXLHpAqOpFDOfTAMz$x3VlNJnCml zS1s63`<>WPQ^@a%JJ%OaZCIYK^;_bPsN$7}aAhKH%m^wSG@8kH8)}he<+QoHb&R~e zcHVzk)KbIp2SMDU(M&vp65{_{3b{Q%L*2)^k?gV_MZHgDW`Lk9#%IQPvyq63q3sn~ zc|2-k-{12D>-}A(NTuV4$%Q&;PVJH4@+uI5oFJy2r0=Wpjj*OEvcGhV?R>#Q0>Azy zI+dt%UZgTj1-E9D&|pJ|4muh#IQBT)k1ctGa7d2Q4vH#JDVLhou02AH>Rj0R#RVGXsx!^wrhH({mtOt=s+R+UHm(^yS;3!%mjh}L9^Z;M1fr45y-LJl zWXe`OTN?W>1L_XO;6=NYirA`QWC3Ho_fUiRq`y zRpjS|d3-p$5+|ZCc(npAhziSHf>kTu#(s>?R>~#>(4~o+N@kfMiTwj^p*F9GOqp4h z@I-gHF-M$Ff&kIvpmeuqV_U%@x@xRL;vL~*W`1H8%Rno5OrgJ15bGI2=M;xImlJUF z=Fo%(Ene#(!~1{+S$OH%<7r4;Ds)O5-m>cZv2`k0#oKx^Z&-MiYi;byOx)@8wzzra zv?VMjQti!3HVVay%HG-?R0x<^FyEkY(3%&*TZsfp>DsZ`A1mLU3jQ-@s!F7RT(0TRU8&FY@T6k6Yc&7LB%9M!aryZ9yJ)ltAEo#J-)lB3+Uq|lAJA{_mvgUbpc*2pz&{Ap(;gMnopKYukR0Cs(C=rM7#%oCn=EqYLuRE6CJs`wCQk? z5x2qFP#{FnJ6yZN-hI|7k_xJjRy~B#kBkLLxi5 zWya02aI&#Yv4)kQ7^1G7tJ)DO8Cgl!)&etZc_RH~S9kLk2(Go|8A!Ok>KHx43#0C+ z2hLttN*w5S^U1p0cQ^YWqNxU(t`f@~(wE%vt%t}|L*B~z_#-?&nG!Wm!LD9iZ#~7q zN$u<+)Z0(Ul!8OlJB2Cv4%r$k_%ERP76;6Xq2)*M>Gs>wA(j)>(9j#4I%`$mf};CDanFBxDSNCNEM&vdq2ZqyBspSuVnDp6!p&0Oy+s03&3C zOUe;7_f18sNuzr+KeO;tYZT80W=-m=hi1a3t5bM?yL6|vVP8CWans7)1$_+Q6}feIafUWe>F^;&dr%nC7yW){ zdfmTG4m7NGmpL;*FbZfxHF@zi{9YKFRW^Qgig-h!Q%ztq@(%>Oy=)yYUg%1T`WaBH zY2|O3GvnaaYuPGo5Yo=$I_$I!i{?J_IC4x9$^v>{OkVosIxX`|O%SEGxt^9f_ZLY4 zIsg#r`y)%~wkpITjR0i!nVg1xMuF^ucO1vt3_?OVKVtB;JZ5s zhm4Vl+c0jl8gzMF+J!?uNukyrMklc8R{`^r&bZqw&(AFnxYUR?mj$?6CMz2Jq*#oI zP;IO8)1u02!ej}2h!=5SVZ76l?Tuv~3%>dI$8Whc2m2A+1B4yToHn30FSydXG~V zx65zEsZ`NAy=}j^Ad1P${=j1#Jj`nkc&OrNpYV*x$h7=nX+R+NB>-%L__4IZg^#$` zF%0Xn-TwK7mZL@#{zNf3?uZnFfeO*q*L79<-J7~WbOjvWtCZsjfB*jC5z|8Fjn82_ zaq@591qGv`vPjnjg?Z1vFEm*L4PTz!%xNXZti0?)tm)qpR_Zm!vS2*K7#X@g9_*k) zG-DS`gObe6!n<9x_i1Z+UfFcP-!7RlY8(B{=dqP{^!Z8Zs_MKT>EHK*NlOgFuzjG< zja3dOpch7On8^olZ1SR#`z433T^8v`wuo~U`W^92WCp7KDCrXsea{Dq>1hmpalskD z&j_W11q#{4JXG-^{5p3^;cjgxj6IqYI;{R?=dV@Z-43A${r<4sp$(&t8slNvWx1B}v( zpYmqvg$VD)vfy#u;t?O{XYqhVOdsYB4Uh%_cHTXdiPB_TkH{B`F#=h6N7{z&CZD=@ zwMRtur2 z^x?rOe4!*X)i5^!rP%Q6c{99(zYb6E3?^Wkr-&yw^Wx!n0*5t0wph;NF_LMeHG`JB zQGPz(RCd(4a_LNq2kj`kChQv?7YT7W!P+*;n$yoY?FL3-@>9x!Nmz4Pb%quJF)3(j z;VZmw5l5t4pKeAAB(#72yEECWxfyObaO83v-Qp@9tc*-bynH^+J^urSq@V^r@>eVt zr2^LH09p`qpdn zYKwo`P~}dfJzi_H!Df{S#n8MHXDC}|lPT%e_W@ChA46A^v$L>pUazE8s!|_W5Fi-O zZOC+L&M|0NWQjsdCyH%`#hEHW=27Xx3KB1-n(j1Yg+G)kDf=?KS1S zY-7$i;iG@vrhPGUeOgRy{)!r~2N`6n&a7ZcG-da&7HakN6RJ4i)hx)?y)xK>I z{A6YUgfnJkO&PMlNX#nEgtdxUd0|KfmeV=PGwwPnY^<`s!A zJ{74H_tiyD+8Npan9j5>uUJmTc7EpfAaO{`**UOy2)jeFP?JChRlqqSx`WQZmz-RD zj)XuN;Eyl>2=-F#_z{%w%RI>&+NzjA!`S z!;6$?trvB+3JH*Nx7Xp3faGkRJC^1%3c{2WUn!;UW%*0U!zdcg3$Z;1DXo#tnT=NW z+pf@SeWFyoZo9yXNBSTIL8JWLymTyER9H+(g!<^@(4~cP949OjnwtbnxahMqrWWIef+X-9)S!@Uu%okTx8)b~5Cu#n2ZPqLSQ4jf1qmiHvXo3> z2FE67U0qhU2U07x#KENw{Y;ZecT%{90zN8Kxy zS)QAM8%kmVi(NdU(1#IUrpWXRwmFcE+shBcDn7o{gDc=dQ$;!?{SJ;Hlp#%Ix@98o z?-i8T|3O-Sv7m$bTa6*Mph5e0gaIzxb0rWaR&h_buQ$f!)9y)hv(pl^^%~7Om$<5@ z+pT^wVOx01oi%M!Gu>&PsYP(r#Zt&8D#gbx?p7#?&k8KfB8J3EywAXm^JUg~+#CVH zhDded)ZFQ0<5J-jflWVSOk$mw!xR+1>v6y|nm`*e6!AvfzX%zB7EB<9D@*bzkHk1MPHY^_`%bPP59Fss3Gan}2 zq{awm+_{itxyF2G0y$S@FKTcF%U{li8Ov%IFFD1|0P*I8@z@i(DA4-g`<|4|ErQ_1 z3YxIYe*N4uG9D`?g7ytopu$5%^1NpRc{EXBVoqw*>4!dZGKGN*1ave^04j^95RtE(0%p8+=kxWK7}z!(2y$z%3ssAUw|3z7P6oBP`D0y@tqNb>amH-FC0zg0+l{D@YL=v(up6T@5{X^A*<{ zdzLLmt+sj|(%B87iWi~YD=?_jHEchYAj!qER5L_^rN%~Fo?!W0PBW?h_+Z7CV7?3U zbD=uCq=l#B2JV$ct+ zwsd2Qe)WtY7}j+Q97s0~>4Pq9sLh+g2D9nPf27QP@wJZv8voNy{CDA-(ALlbhMOA( z@IQ6p)uhGL6-EAiC!X=Y$DA=S{Ie6!$ojw3iD&t*NoN88L4XiI1Rx3!1Be48{?U*J zNCRX5vH&@NJU{`U2v7nj15^O205yO*zyM$fFaj9aT3Z`@Gt!Jrtegx0CIC}_8NmFT zm}UX61Xvo_*%^GZ)2s}v4UG)|)&Of~fXz2a&DPq)%m82qurqP^WorzuGyes!bNmIc z|3<7i0vvyteLv6%;AG$oa56XfeyB6R1>g#B1Gob`{zGB^AMO1AP}pbwmoMa>h5c`` z8v8#R`iz8(EKL7tU!RGU;r|DK&7E8M0~=A{H)WT#IG$wK>Uq*27E$5sgnER9vU zyV*om9kZfx3Z;~SV#+s+Tq`I{vOPsSGPO~j+Ip;-^a;+k<)Hg%`i&!(!z}0H%`@lf zZhom~u9nqm1+p=e2ux}anHJa#COF&<51Bl7n6b|W#Cyo=_jh?54jL?~nNvDMg)oCy+YbT;iM|&S4Wu*@TogwgQ7{jwsR1}w-VcOW+M^VR6r_DZ!XG9QsS;5s zC_`W*71H0s910pE2*$lzTR39?Dl*wLL3Di=h=P2a00HCW4v2gZBFhd9_b&)!p(K7D ztdJk#h{-Jn&;;;t9%OG`Jlm|_LnbR@DKiglMjAN=l>W}Px;QhZQ5Uej*`6Q;XkI38 zZH_>p)V33n;LRI05S`P)H++p#a)8RX9ey)Wl6<$=3@D5ri4yIm$i#P`8ASx*-7h4> zA;_-R7??jbk`P3So0pv(>xc$}h+X|S67`zmX10wR83_*d1Nfc>?B%bq(I66zHAVk7 zQcFA(l>JVfkQAg?;PE<%0mzyRJLok23rGmZU)=GwWCIu(>Qgaf98KmAr&8GzKTskh z5#eBvdMQc2@F21NTM@#Czg0GsA0a;qZ15a*(iQoR@0eGp4QwIB-L8}iW1w#?7Ai`l z%lks6UhHH55wcuR*l)%FpwMB+;$xAy^qV{hyrDlsvpLd*M%fCN0_rePE|C31L?cDt z^tI^h1~PqPD+u*8V8x6CB35VwD1L!R`nk*1n;BN3T6(mv>HEjfzxv|0d{MaggNNc` zy%@09aABB~5O^1#2m&f;1e|(Ez)(O~P<}+Tbh?^u39O1N3gx12bxOp3;6S0HnEqVu zxJV!Rq{OC3P=taEtxC5IJ8IBE%%CgW7y*pR7$|U#5HE=k7#=nPWog8)X=BCnb!l{M}wiy(rQ4U?fTdRIozr=3Ys&$5n%gTb4je z6US_*V=5_pU=hN8`7cG#!t1v0MV`#?UR-X9PdC7*n#zvfcm>hxI=Z^7YYq=A3S zkH8Hf$-7`>qyeE2kGZj8F-i~s#Rlqw!2^RC8dLQ82VcNIctz_1Lyaq=!Hm_|9Yxi(WnFYR?2hyAx?aQMQDY z;(K?0-F+7OJ;pXYQ>`swAjBg9Rpvu`n3EX6_D%%V-leiHEtoKk{%V}xHaYnXN{9tg zPk&KGZ~36xLqeudGBC>F3VYD>)9xw~qx!*4GGoi<+$Q+du%q%wGtb#Z_~i0FxvjP# zu-Mg263l5#$ny&1v!%o&bea{hUT3*WKSZg2F?o~~KHY|0)R?o_+I5HJXBV4nIt9;N z^i^>xMKS;!3*J@&16?H-5sOu(^uENx9X*9_Dg|-MlfRQuZzLCUj#aHnvFpO77>@DA z-A9o7E=1<7{B2!M^rw}bB9eB^YoQi7@ARu>mW?ZCz8GuHSu(vs7raqwO6CRfYI$EVTxSfh}P<@S)6ko_cE|!(RIbSUBz>-GkQU(+Z@!YLsW4O z-|9$`mAkTQ_j-tH+tjCvYi8-dlhdb?m@L_viJ8X$yQmo#jQWvUC>njrk#`wGIO#eY zk|L{nQ1bjB^l4(XG$UWSW~3^Eh4n^QXL9A8aI?Fuus2e-ar#Elwh&mzY&r^6^gK%q zmC(n1J6b)mK=IKStw=~Y@h|2R zf~=z{LSo6&ps0y!70&#e1U}y5gd#P^kr=NMuL|L4V>+^&brr?|GK19Nlu#?58iqt``d62!f2U@can@u z64hn4R!UY4LkJ)*+Sa>uTVvGIj*0{8i`MAA}1W-?8cpeb3y{7sR zm_dIx4cllE*R7p_oQerNC2c+;+H6YlVJZsui^-8M0nF1#tXy58Y0PLU&8nPdaNTOPCWmjiF56fWZtVMH=7sFAka|s4GJ2&+5 zh;&EUHqt`x>kmD>11$_x-lkYwuOy-=GuK_7CvRy_ff>DJr|@{MhwLH`M@$v@-?V1i z94K9!X8dLIKs`TOj}AU(I~*c~N)j6p+(B2Ux?$!cH%kD@wb*rhH`T8 z(W26pe&&@$aX8hV0B*2plv9cxj}DxK!Mv+^Cu+TEmmA3&6)4g;*DXwS+*R3_@d-Z6 zLQg*ejRU`jC7$FuSnjOPJoCvrC};|_wQz+v^#y9=P-!FFHm$UC1z0;OT3f-l#KKi3 zxNDqzU40-lY@{0uW)Fkja55|(myJs^wCgQ`Q6Z8sVi(e=wAe>0izRpA9&0lo?G?a|LK-{h1;BQdVHW+z7xKbm~R#ZaJN)0WV*}G37Q&Q2~RlTIRc6M)FWUp8A_|hdn z^D_q1;+HZ78EZ)fLHU&PmDbLA&*Bod3h7AXiEbtVvaCzO`_7^c9^ zW2krXza5^1W>3)PndT*z;nQ>?mD(2Hs)8`oimTlD_T?83(1pc+J}EYO+svN8YFic$ zAj&x7KIzukj3$gno!W~h;W#^a*L!PI7)n{^OYBJ04-9uzSWC^>{7hXS*AfO8AyDg~ zKcT3?1<_W^lp44)W?4v?&6zP(k`IDv%qxN5{nk-zeXU}C`6aZRd8k7T4Tss17D@xc z++joRXO;u2in({1nb}+#yxw!nr?t@Mp4P7C*tYCnN0US>;4@Eh9$JhgIBgcKI@i4R zj$?A#{hX+pKC3&Q0?{SsA=uac8ejUPNTbXKPFI8MY>jX_)MMXgh%juqqnx0gidI#f z`jB*CO5*!x>&tGX$#Ao;@@z8pCW0|r&lo1xmkHOZ^PzFvdud0ski#A`JGvV!B`uSt zvUAyc+ta#Yy9E}O1yNa!mk6NPoobdd`0sS53|k;VJ5 zYi<4xh2R-ihG)+5`KYnVr%8wdt}pMfAL~P?P61lYxfjyY<#>u7d;a%BDzmH}8#m?i zqesk9Lz3F+NTQbH(^zHWrXjqmZ38QmRkj|7shPTSl2ZEJUrA-3q5Z~nJU3X-12 zIDA`W%-w4qDwiKsI&IZd?rJ|);S0jW&=Z_5F`+*Cx{!|wLZ-Q&)8=dC^!7Eg57`=~ zIHg%;lf3>;?M+^fgRvz<3+y7S=954lG)F30tY12X{L(Eg-aO~6v)AX~H63-3iJ=x3!`)c0!na0NOjN&4YY{iV{G1FINX@UAgw6FZ<#y?⪻BC_dTrTh@91N z27WPJ{F?BaI$j)^ke*`~-keAtuk&G@^DSq-^~jHzUw8{^RuJ%Ablzv9i1AZ%)> z@`iHO(y~mnc?iG)za%J8G5a}_gF0aZ=b264urdC%oS~3hb5WfCEX4E{6|z|O%lfEQ zONYe^r(E;?2tWzfNRrJw%Hoq}w)gu5rCz70fGrxk=*R43sR_&L`*??KCtf^k!(4 zKbZtl%3@MV8vo8DVEJ!70{Z{s5HK-w{4Y5K?BD#n|ALzLZ))HATg5y42Pys!-Tfb= zIP1T>_WzaQ?Efmonb=ua|0&G>6`jY-@qfs9|1T_b6?g8Wv-MbE2!#~!`#6>ftheqf ztrVhqmWeE<0ct6-Mvb|G^Y{b#u=9i%7E6r;(i3mdqj%Yor>D;spToNe zrftifo@M7v5-QWHBK5D{Q#wFM9>E9==LASoE^&<7PIJFt&3c4lb){$wnKoW8IpwB^|&4l35Fo+QG zesCU;E2yJr-~`M+6a&G0X@Qf1wWGrOc1SCIfr62RGz9#S!*{H~AS-9O1%$CVpkVW$ zv3g-_U?I=Ln8m}ujl;ltA>sJ<-hm1T{6KVo%_x+_D0(+;S{u3&X>noBh2as%6F$p_ zR-g~8=n&Je*7Bu+XGHMnU0nnjx)lh4%eVFLYlQ?nMDa)Bc5Eyo7=_zbGl`L-n1I9y z(MaR#q8fV^$iY=0-j%TTPsNCLT~UA-fzc#uF+c z05d{;(#Qa1bnaOi+1i5somB?`C(VQIjw1q>$xrZC;$l1oW|-rH0RuLo4j&vbcx#Ec z&t>*awGj@IJ@hXWEBMvp0waLm*v z$gL1oWH;!WdqoHmFPis7AjwAyyf=Id9D*HXN3JhanpZrkM;8b67&}2w1QY>;1>$GW z4Gbl^o84v*77xcDEKbUkh6VSWZ*NSGat0{~z{-w700)K%hY_9gRei_l%PTaf?M5@- z&u{X-5N;uTMh2cF_#VOPQSpTjj6%U(BiArDVGstP!|nC+p%21~2Z;`u_?rIn@qKnj z46NqgO|LAqf@qJd*tQVLt<|Jy62G zV8q}KzyW1R;=Qrr0SuazFT|0pkMyt zWI)L8-@0J99guqrwcFMEC_H(05fNz@bYks6{`=r=Ny{ zn;Tf=nZEu+t%Cve(a&JAa`WFW#=v&IlkV6g{St7U#g~wIHVpU6sZhZlw{vl=s?C$w z3SuwS!&3T@O`;;+ST}PUH5Ns*;gB4)H*DQg)vmtQ6k<=GCM>op3Vp@IV%2jA;u#W&C`FDfYwo*gui%jL@;OV0xb&w~be0yU>sADy>@-N8_ zLJ<57ZaFIcX|+*-*H^#m4tM*k-Lv{t**loO3(eABvxiP5GF@QE`x=|>-EA5)!^7!n z6&jDL74d$ZXYsi*i|e)|Y;U7GdowxWl0_a4nG*Fqg{55-?|8$uHQ9sHjtv>{A^QXi z(;Ba%&&V|yCc*7w(S&4JXQ(j{hdloj-s$M-4DEiGZ5K0O(_jyGKP^_?O8pCZq_QCO zu8S#F)Jw*{58Lk^vrY_MhWfqF z*R{>>yjS?DUy2jd;HJsUw8!z=U3F>%uS42*2#GtrG>uP)?wrT3>z1aMjrt`?T3om& zj83OF6wugK(0FzFi!RA$Y5P0R5HW^5Id4C5F~0}%yd@AA0&1jk;iEWYDzY|PN^>ZH z5?A1=2G0=N^>P-QFn9>Bv%+t2ZtcSdXr7wK!25`@CCo+(mpR(_B+dz>oF~o2@5-h# zTX0iN#@v!!3V;rOV&L~<|19%l<$%qYremEp@GLre{E$jiRfz1=Yoy8p@w#}_ z6?0Po`|_Hsn`UKty&Nq+%b9+-y+GKnEb=H>A#)tOcB@Z#a!V0cidTg%5vh+V5OVFf z8V~(7l7E#{sMx;LW`JR2!<15_B2x#=CBZDkQ@_#oKieS{FK+=@F*J?{WvP+ zee`#N)9_cdsCMIP`lB6YdJyV+=GB%Oc@3UUbwnj)eDWvCqV^nniz=6h8)i{XPe8Wt z+*aoK!_+hDaQ6>S=kuJSMT>|}vFMyXRbhUhBv+F?Rn4AR&F6dVb{V1zl{0qM-q-D; z`&QSZKIkZh;7fXlu48!5UD_*Z%=eFj5|`eFs8qf#FGI6O+^#jwV~A#QG(mr^c}))_ z54w8q7qy$bD>!fWpKo7-Ef0R@6gUOCr_LN8WX3Xv#$6+hH?n3`s|obUsFn!*95~|d zd1PMeUW(RfW&`I-PFehI7wz#EiTuHAr@53ghLMT})i|Ngo_7Gp>5MXqcs8Fp$w^JS z6i@YzQhY4~$%1KV6x~gi#dB6b(aMqjv-L9Q#;Sa&A8z~a_hLg;t-tx?;EYnVQ9N`3 z1^(fnFCNmXVsP?cZo|#45N*9WP#Sk4W7GRVqmqNriBd;)N$PRllRtKjBQ%Of>=^dz zA4SggPOt{s7DZmQjkFWGp-r9$=21r(^U98|a)4 zT*WgVE_o%Vh`w3#!TNTa*`@^sCB|7c`U++t03gcb&X<6%C%N}1+1cZte)Si@y=is4 zZ#&>uf>>vkVljI{_q5F!K2*6(EGwTm+i4rsStfcZ`}J?eWa!+LH=xl+nY)$^Cx3@0 zIGyUY_6ymHz{<7A0&SP(p~~>+#01sf^)a=b8tFI_Ha_UkHQPt<6*EQ7q`})&kIy$% zGf%ZWnN))fyT#)O+if(gnOg<}8)ZG@lnTymm6`&kuSrugB{Z!n$x}ddcQRYfbM=R? zsX=2@*UwZ3;v5DiJ_uLajF-h;42wP<`P(hHM&3i>j%7=dRp~VAgoMVs>l=TwJK2zT zZ_KRKt7l*&mbK~>q!P(E#_oSg5tje63s?4g{ z#cQ_7mIs2h(?^<|+15u2M<#??08^AL`|=q}{S?Y*ZOz_!8^JYhmKS;WnINt$;O~m2 z{X^5|$6K4Y0*!s+i)`T=e;%U`aaWZ(UD362>~5~AIu}$1iOjRR<*p|jJmI?on0^V) z)z9irhlI4+WoL7BvU*ngI5t>TYrRDbEY+%5pjpP(ObnebWi?d))HF2}>98^VDSWTp zra!r%8oUglGS#=r+&sgEE-i#>q#R5v@}-;&Z6ir=$R?E4@q0nGu7cNEgFCT3!wk&R zZFS}>tXY3NzTt>ln8TTX+=S3@_=;QmJ&#j`cyY}5Xt4_I_;aaSVrxz-@?@|vdLYhl z!vCI0?5TRAqDYyXTw9mBFUtZUk?*6xkq z33|>jY7qNvCBe#V7yHa1-1YsI9F(8j9{O_Vq1W%%>|Gb$F{=TT(U?At#(IIN&#b4%|jTpV?G}=b!PvT%j1<_JIdNB|@tr6fv}BKe;1g`Ok2qmA8C>Hg znNdAfC`smK>Q~?7pQgbmS^~FG-|ye5yDuRNWyc3ymAha(SdpHZIIvBGqifZwCy(W) z+_i{*IdCo4J-XY9wqW3yIv}Gr^XB`h^AOKH=%u+8t9R-iHMG{_Jr-OMY8=Z>g$D} z{vyo&6)t^#JG8#g4*03DYt|44v+c1lp4Rjv6_LSl7u!hG)Xf4maS$w5C33>Od4^1!ia454JP|TbJgreeVI)LT!(*^CbYA#5)-F9*PH@)wRXk|nRQ1S zCyqkaC~&us%LduofkQy{y*bwem7z?|q$Ee4MhRB7D$4Xvs>b>#fy1*$y*^=z7^mb{Yo}LOn zWo^*{he>%LnVrX@RppFq87GJ72lzYcjeUCN%lIXG>!zWSU_Xpb(WITDR0Ujop!D~oU}=mFV3xWVBgE%#QSl! zS)#>WZ-!oS>OQ=9!T9E<20kEo=Id!*tHD|KoZj(kd>!9wI{6e(Q6>=HTjy-~XY}lD zP}1!>(som~Gl*C*cA1~fFxegso*QKiYx7c}bHA|zM6~JSt|w}{Oq`ViFTpcWjSwh-%vVW~O1b+*XIcG9ouLDhP1Z@R-XG3+6gZa9VV9FQk^70Z{pe$Caz>!2&u4N- zyNrIvGn841VtETBFZZfMF%T!EKP23^egCkP*uG~CqVP10kB=M5-xAum*7&f~blh5R zX8*A8@$U7;s#}X0TD@hBfIOf_3xF;|{DrO}#KYS*%679(adrc8GoD!UL|!X9q1Ge8 zI{ERq(<#s!+2weG&Xc`1AK*b|Ufl_g*F}1hgV=`5Am;3j(cBFFypZn5#<)iMf>HIe z2H&d-VyW{I6U>Bj&CM8(qJ4Rjcj+;&ns}=7w+lBqqojBEEzDxvNv?hLdZR>((U{SC zgNt~hsvY>GO3+hnn3l&Y;b{KU3c~bMQ7g^NmueM^?nK_G_cDJ{mQ2s+PtbAnPmZ=O za@ky3f)sM{C1W2fjt9+ic!5f~7cHYOt!C@UZ+MX6rJrJExe{(jt%0888`$_| z&tmB;E+$>fw$7L?EJbktL@13ue1Xbsv={%UE+^Z+*nR(#%c&%!DyyOX?_5sS|0kD| zk(uFt$>n7F-emkQTu!m?oRjKzmgyfUCcE!QlG8sTNdLj_{D-;uANwJoMXn{m(W@8!pr368t> zrK>yd?jA9{<;}#wzxuQ*z(V#Y(b78b+M64MSw~SqUP0CZw|<~QUgA*Z#;DXP0(#r3 zP(thh`7THZH4w~>S&-a2NVpia`b30+wCMN#BvJi>{nNmeP=6uz;?#tpq(MdFoOWWu z?NDG*kZrKwh2`Bi;teB%g`wj4@#)G8B#9-cCF-q5dch4LjSLF(!T2d5TjMrI{KA8g zMZvHPDE0fe!=}NpFx~pJ{8~!7LMiO-SB@_(+p?t59??RB^!sDgt$4aR@zg-LAm+#M zdwFU63tLK3_bHtC3K}aezqhV?rx`%lG&9kN6uR%l--S-$&|3%f&=Q_NSM|f(xrbIvh|m9Hb1* zLp|!72PX{$)kbEGiqMxx0A;;ELsCYO2*Ufq!4d$YD;v#4fF#EHEQd!#k#N-6+|=<0 z5|sa5Z%dK^+eMZD4v;{T&y%ztf_$E5%#E8W zDs{?muB`^zpmOMEYJot?*(Ao%oW{?ehe0KN+#m#%V<(Lz@M7i-S*VVM{lJ%{4R&Bh zX4Z=wD&MJK+=1oN{FWw|hQ_-NVt^|T+= z?_g-mfi)Hjgqv2uZ(zty1Yh_yJ?K3@E--P#LrZGHZk%1(Ud&&sE#{&5#}i37<~T%9l*uS*78bVjM>i?*XgTqW))b`CA<^fu z?N_L#`alJBQjp)KikQ;ZxA1Pe^rSPuLymh8a-LV{UzMc4DtX5KutQ-(Ngp2qp}^!r zfm0J9qH^L1&q7T){z8zZ@z5% z({nAPd^GY}Ekk4)%|9DzqZJXWFD&5eOZ$AKNrOs9g@+iwQR`G&Xlll3!zVpg zO|;0gXJ`KuOVRU%n;kpZ=t}jf=4fAhJeI?%bXfc=XEhl|Saf^c{rI>#@H&XKF3GFp z0@LZ9C7#DcB}gIHQ;3iX-rjK5$uK^*m9l*n2TPif^G2D2y?5YEA8Lw=EBU&PY#coE z6n9M>tl@A!{zs1%^&gYd(iY4$Q+1X~k7Olg101!wcj@R`WT(=T{)kmIwJP|qb{+uT zOZEFp!K}pv15FpEy5GFv**J-WP~=By=@3k&FZbYvu1QPPxz!NYd}>S+4(s&_Lw$d^ z@Fl19m`PVV-|~;9FOBDHmBUL}miv!xg_qV))T?>***0s~T(a@g2VUQb&Yf+wyGMXM zpYvtJA;bzL*}#(vL*nXdSIpy!b;elL;}yB}-H0O`WAnWVfWulf+_~Xu8{itw?3Nm! zB63^vwiP~O;coQUeIfHzH<=tC(0@Ht6^%K$%@ic$D|)g@I%1)&u`S+adN8kYDZ+axIetuvD{era5&bDrIpKJ0fk@I+W7PMEYjWfi}ZW^TB8 zSelj#SbZoz>2P?aidmv{?fA?~Et#cHxC}QBs6c(3Y^DUXHx>(2X=w^Wkbx`@Qe!rS zQprIoVo*;KJnCclu2A7}>w_N^P)Q z|Fh7zTHK&(Hb#S{+la8V!DxD%)wP(?Qu6NMIR;QN-YHyRkC;5L0q0oHsErOZIg``9 z*OJ87EGU(MRg1p53sXf-CTZl?Bdy`(o!et_v2JMxO#+&x}4o20~=hUe=o zU7DDIlx2LJTd+J!lfd*d+vI?z5Nm!lXUaV~g&>CDzTGs!plff*IN*4;ma?p4PBYYlJ!OGr9&pjj}uFL23>~V^=^C^ zRTDKaZ8*O+eV;}JOFy3zwlo%7c)722QkAmZ=09HjcMVq!9zx4(-bFs(U+)sx!;dni zCTK^N*}YVrg1^8!=1_IUjXAflr&ieGtfVEoJ5P_RpQ08-FmE6OX~{e$0GY4GbGjQR zG6rSZBZbA)R9?L09>r9bdGj!rTU3|x)TYaL5uhjg$B=pd=iQW;?gdYcAbKX4jI*NFySsVl6g!WOho}m7q zuE40v9S#qH-6e5z^nNw{(`{oEEz;DvsOk3o_m0IFW1+@3)7iw`8Oj$ARg9hdCzB=J4FJb}lNG(5`BCjVH`?qj_5Z z!j|PNhoW=+$tEMyGNNj|5=dl9*MiK^QEn7veCCXGn_@;{U!)EbKEqR(T3`WTivpj_ zA2A`WO-oV^>8nR3LgPt*gLwM+sb;2`Q`wS(zjfSmwyjOVa=FYIW3M?dC$K06sL+z;L`{41`lk;2CbbF_)l&(Bp6sI`ZR;;DgD@SNiFA{mB1DzhOa zQB2D0s)YV8-U@={E?dXyI<^Zx?^)V!9P%+ffmC|Rmod~QW0{zOSk@yY5so{a z7q@Vg(Xm{qPsx5|k8ajPKPgA88C(BAOib4n?dkE${T@GhwXs>;A%?6ta9~S2P<^tH zW^5SOHBH4Vu7s>tW06#&ZPr-$Fg4hz$c%;-T~mV0)jP#Lb~3=IWMhs&jNZ7P+D)GQzUlvs~>cJFe_uohXmhDJl^UN!P{1P|t!*Et`JaH) z^`7m2N#KY zhtUUiZWfQBtX*0r;?q~Ptr+D5?CH~&-P(#!m9@`>e^V%I3;x2^B4`2a6CV{6>JmZb zPcVeP!2H_4NVYUwmwM5@XNRdjp2wrG!g_LHC&2YVT^vH6*Vp-x^wfPW_2r;|E)Rik zp5E4Pa-m=;p=z630!T<>*;&VO2XmojjIggDG2;n z1|cG~Kq17$10TMo!{2IjVen;TvGvWM&b~O8zYrj}*12BZw|BnKO@Us9GE_hh58+(C zryaXG0=n1+HRthdOrEC0zUsb|B(N>cz<}*QURvGwK{~(O?tQYEDT0cSmlHl}BH?$w zSdPA~i54slpn_XFK>0y>bdUzMKO?yfnS2x=?P#be%TCYi-mfHI@n{g60yNfztbseB z>H;=5dU@5kq1>-;??B)EpeD71I(^R|dndtz`;e)CFcDk%dLa%&9xP+Q!GJgFd!)Yz z4S-tSd*TTZ{j_!vL5Ppv1v-Ijius_x{;GZkJ_Buh4>R)lX+0pKfY@2S<3JN}ntuv} zQFHnt6+~PTkOKW(`eH*7t%dj!2+K(EMKXj}{Sx&GqgD-Tc%#U`3{wwd8HD~E2HO`% zBlHy*+_m})fYNRD6%dx_=pi)pe)JUpQwZ%L3@F>vLlRg#0fhZMeTM`=-t+qeM`qUk zygn33a;ST&Ku78ufB3$6@Q5jV?eGOl?AG^19dg~@hwuA>y!aIYRgmLL2na}j(nDeZ z$RExRYf+8vJFp%TC4dXa`2Uyyr)MFH zHv=9Om~jn}&L5O@r6EWd8=k6cD(dzFT>z!L*)I-lcxby1U|Ki=ky<-heN?W$i;8$A zXUag$_yy!Kpl1@S#Z_(S# z)%EWvK3e6|+V3L$p(@~ba!R;C#nj+Qo9@gb5G8O~t{+J?C#lre{d~)_Y#1cMWE`i_ zdv)9H zolB{ptTOaN=~WAjc5^#G+Ku(RytRVD^?cR~Q+7h5ilD%kYU+gtmc1G~#hvi9Hx4V|4H&1h z$45kKU#D3>q*?kRgZ7^?(><^lM^8&d`Ty%J7f6Ns9df8MCXA##XEE9QXz(~9Y z0&=b$M3Y%gq?8o0w;w|)Y4<|0-mT&j4&eAyEfek7)4vISAcVVAX?Q??czBzU&q$*A z%RmO%ii2Iw;jMU9;!K#gmOW0$;a}(RbSx0;A8pmvyn`ZPq7q_)g@PpUd~($TM&!EAQfCoG4zWf3he z+BLBZmpeA?3Z1byC99ZH>Nsuu=vl0l=_ypwd!3a5qz0brr?jd#{~D~%I}!HNQkTo| z-JlI3q+nC4>Kp^12JMG5I3hY$){S+uM&aeD^AL%HKQ1%yOL@Zx>9@N~0waOPsxneR zy_SCQTMU+pO#jslbucn{YmxtCND+@1MhZ{Yf>_PE)^^5$L(C;DBd2Esyxg27<8^E>FZ$zRrMt+}=;WOw!|uRzc&FO{e#?LyaGN>z?go`d8nxW3vT^Qu)TlU+cT-5nYp zBvApbbS&xht%>2U&ODf|8Ol8%m<7#aab^QtXhPwM{@CxanA{OtTCbdD)3hIRh(E^C zUeElbEi$7W4Xa*Lbory@ofJuSTuROgOA;ttb~f|&L~;Do8ZP5K4f%wJgPYn<8pOWa zs;09c`h;UsAN9e&Q(sM*5l9hBE56a<5`CL8=%vvUTQL#NVT`k!eBU{!+0w@{3 zZ2~^-@+e|l!#1?phC*vC-$(U%W>xF*^^qDR-J2&`W}L>sU473Yg+HA*~bY#}Pff`CRopz_Uv@()gv_0ux{alj%Qp9-*It6|pB5DDy(#~R zt?waL+2?KOFaxPO@dlYXP3VZb&}YGvOuhk4LRhcvl)ji;Be4Q(N6}w}O1f7JQC}bo z7zq;(`QpgO#(~uAYCChp6h>w6n-7%=irF%bFGiuv>)~R_GN-2*E68-+KvX5O`?>qL zsF-Q^q-8jzUxz7g_RVK&7_WN7iD136xRZ5ZR@qCfzg6zokgoD`0Q9im8 zA)Frx*z#F37bqDxPL63rb=a!>w$#KmJXV&nBcx<(9D#NT3tf^DTV1W09rCc*J*k%Y zcQ_im|7^vhL|r#KCMnSFw=8wtnwfI0jD_Kly&4*&)VAWf3~{<;KP;kGER`}6)Is|k*l+CJ&S_*8Wtj9>6)wR+f&`;u-k=5^yJjbhDYvitR z#8S#v*x4*wUOK82r)P1$GAGn^2RD9XM*5MeC|Je{i?F0n)f-aOHYxscXI$U~h=;p- zIgpkbd>5U$;Y8gPtOJu`5T1a6Z0~2hZffBcL;#tofSnIxHBQh6ZNm|f)Ty?dqgt$- zwZvk!r}(w_n0QEfOx@YZ1u7puEI_Qh6&;Cj;FV!KVqU8zUy+B3;4J75ygu9v$#xa=HCB^*$(4 zlxTXs7IIvKlo0Y)m*r!6`0KMPC;x2`f{6ArTM2Y?q+bpbt6_jJsAoijD_`kXt57th|((A$mj=2d0SG ze6bqbm-hN3@y?KwPCF}odAN(=jwL!#4UL$b2taBp{>x;WHU7=D+lG$nR_2M*W?si# z!+?mUNlkNOG4nKMmdWwb|XPllGLn@Qf z%;5vg6bsVZ4cA0A$<);k#1`|_B*}nhZbEO8Je8NTag9K#4~+NfHU@o)ddi$pNLS12^Jwo`ZzRx6*98WN(E#CbMe5`2yvAWkT|X zVV{x;Zye;t5mY0CXV$3 zvxdSQ4buZ=Tt)3NtT;co)RVv{T4)>VE=yx4ZdG{kF()PKTbjDpYd}bp^T2B|CO+(91^iu*q{y!qifgLgU7tC2uz+ARF4Y zgR?}W1?32Z$GS9TVw8Qf*U0l%awW~pvGFdbLANzhS3URH;C>ftP0WxZEN)IlHv;wq zn%Lsd0cL*GSLyrm8JIFT2s+=PGWtt69bp*JB))d+Kjby>!>@6dSlk@Wrs>MiM3-y) zhG#m^(-pV0C_PIaT$p$G1V+O{#R?z=CXIp5^V^QQ74&x9hW*jmAMXJ~hwne~SHG=a|w2-f_=>M+e#6vY2TY0&7hn+ql)p6ye?pDXyBeczhf zt0vfim;E&9OmVp4bxg+-rP?{l9wIa zYFm+Oub98n8WLmseF|h3iDf1U|C)3c^!UmnEvkIJ$)b4cnW4-#BYSqmKN$BKpD+bq zG><4re~pxTE)@!DMfJN5k&Q+_#=KR()YA8750M^ROdt4|j4Rcj92dvzs}RlOQxM4O zKY2f$8^TEYSj3$#3lXJZZ7;- z%Dftr6gnH;<_(GT6`{gZ?p$2}9Ye28X6JJ1q;5c<9S~S0Tv>oM-1Hg3)fY8BS#Fp=sWEVrFyA)SMp8=*<(@np2M)A?ZK}OR);n_km@T zu29WFM}JPw$Tipoe_@}Xqz@auO_&P%to)Oc0ak+B=~J03a-D;~ycM&$nd*$zX}!HC zJt2(Zl%dH8*f;U?2P3F9z(z*8)C^07d0A`Y;L#%q34hTe@OrrlqNJ4fRq( zin|ihVjVq#R$*nrAx$CEjXtlRC1rkc92-eeTw%B zDRzGQHwq2M_$q;QJF)R(Urg!Uk%A=*j(%X}EK(m`9XW)<7u1)6Jv~T-HBTlmZZ{R3 z&nU)~2ja^KgIh~$T*2zEb!ee$#!ln1Kwe2}rJqVE)Ebr7(F<|CGrX8^ahnQ~Owbzm z8cZ>}%Y3@`(G#Gwro7k#-G%W1(Hx%Lt&hS*^WxLw7d>`uh^aD!lcV-LDdEJ0E=?vy zLSdZF2b65s1_845!ZE6?Ck=rIFW_kM971b_dP4jgEnKDx$vK=Yt~<@B+k-+_%nur0z_=gx zC<;iHnb!87C+7F>3p)*^9bXa*5E43JFdt!-amB3hC*X>snr&7Z02pSv#OPW}mgq;l!*x1Yt(ZJDZkbk7I zm++4HjTA%j<)CepaVo)5|J*gpi zNP!EJfV71M#|(0M%T>8c`AvR`0UQ&(@ks;a%bH_#LDg#|6}{2jS&VS+Nt9U@rT4SG z@MjrEws)e%d8e$k$fx&Iy6-}bJ39FhU0d6{l)U3I-xg%Vmwv-Wz2|X}<#Dn*GUMX# zNmVswF^d2%HEn?11pyhLoR!2}+W~JRjVzzwmHVDvq)eP3D7CXpN8U>W7BXWu=*y(j z35?%f2iu+G@69nQ;M2zY>h!ZJkQNIE?kcjPY)pe<=2arI-MxZ49}6~RSHgdIu#FW#RrDVKu%ZfQwMerOxo~lbQv;Wu>t~V10cIDs{0tC=ttAv zOq(i~9)Evd6A#_JHVP{>~ z9G0n&ZQH}KyOyDtKUGZ00~v{Nt4R6y97qC)o1ND)eUeCRFmEU%Ey^LExhZ-GsrtxV zQQBp9md;b7>CWmt$xT9Jbdpkx|GE$D&OTOsQxA1C{w_% zcgwvPbeeqE4d_o`j$ecQ8gCS`oQKeco~dJawOKaQ1Bo%gJjp|^&d~8HZ}w`hoea>K z>vBiBTeR^>K~=6kkCc>>ZuTd%FMztjVteaDdtQ zS_q~Ilka-E#jsT#Sm&;Vja&j+%s%b4G1aAo~ zSAx=ztW2j73twKpvwcGG0l$*rDhTvx$&;hKuXwglsmyh;pmwqze7AaU-kj*4Hf2R= zv(!4KavxjI$eEyV+rn4#k5uDoS$+s)@9uMaOV`C~Gsv>H{?P|r-C{}laU`eIXWaW( z>%b4M9cP>7-^iJP!%fhSi7o$|zc&gB!sHAkj?mpsBy^j#iny2{jPmd zAhb^CxsLmt6~GC{CWxs!+=m<%Mq|sMW!M?^*>)(d(|{X$%%k;+(pho2U@xq{N?_fT zZ52^pLv`jJH+ExNr9K%@uHR{0^XK8IA*w;q&KqO&%@FFy#XDbeRY}G=9=3Zdqb>dW zorc2;^4RTD5e_$cE&u@w90sMvF?jiDp$AlP!Mz8+=}iuOiH3d3eb|MFksJBsRXZoa zN%k#J8^Scca@PZNf=?iQ8(3>3iN8wxl17UAh~6EVhwTQP_}WOBYh+O3j3~{Uq-XEX z?1o|)_#TNdxB2oPDzKJVUUfjPTulhrdP09qUcHA1ZB4{->fXE0(OtP=osZU)KgqkM zg32F1T7?YPQGxixt(3sD_~!=iNM($CSWR7=(2w)gPG+W5;+wmiR&Fd-7oq&`TIi4S z?2XsTG13HtR^=0|OTHP2m6(rUPmO&@=$-v37rU7U zDF0aq1|7Buh_8Bd#J=rY&|b#2VmE(+<)Wfd=a9%nbbet7C$GJ&8rz^(M(AyooSk>? z#{RUXHuxAL`>0csy5D3%5e4TOmQ%DE23j9n3Rtvx6=drMR~l@!jiK0naAnE4^WOOKVa@}`b z#i&=UQbN$_L+8vobR-9ssQHu8Df3u*ztV_w2@(zFFXBJe$`cURCJVSAvz$=4A(}u^ zpcPyz_q_hU>P?BW?YShx-l*`4E241r9UsZ<<`&SEPYpAEYj|!Bp&qTLZj2!2OKd(tL(W7u@yD)W?D=oIfuK$wn z(06g+5IzA<1s#z!e=~aaAFR9HEP<^~a&L|Xq8&zdI{30pX#BMdsO=LQFMl}K_ErOp zf$Eg5gdP07rL{((BcDn^(e=>>_LH}#9_8tvGg$1L8u+{Dbb!E}HZC&d?0vG_Jgm z+l3Rz)zCfgqPxmUHxH;fumaT(7{mDkBb;)p$v;KPt#rOeix;Q5uaMJ@hKtpO0YvYn zi|SL(K6uQt<~+lSk(Cdw`6b!X>!e~pk;KUHd|*H#78Cjs();Eh3Qg1Xoq#41f~4N0 z({87%fA^s^-I|SxAQ6Y~n%T6LfccBs{O}^ikv-;NICyH4VcIOnX(;w8_e-{}Okecv zZz98GDw{aXhZ<5$S)w?>^Fg|2gibfTlh5|R49#}FYL^Zwnx!~|{goOVnKs_-!WNG@ zd@BddNduUU!ru7x_3K}cI_73tT=-L7HmIg&Exw7>dlYnk|6nXqq)i=;+7(rG1k{m{ z-})5h)DGwsxKl{;#F@`jyWPN4$0<=&wHn=)TL%r+3gZB~Ek}uq(%ib+Sddfb)e3xjQ-pZ0S9SbkuI6+!D9qzbYMYe;zDBzzvL{7-z(7 z$;RV{JpMc$zQ2?V8vZq|p&{?_(4V~{JU?{5S&gNhO<87zqs$nQehL(L?LvfhVP?6? z-5r9N9B8LGKG$&gs5qMbOp*}6%TleI<5bcX1&)4)ON&AMy>C0#p3rQlO4rUVM(LMF zB-?VxG;}8s%l`Mga(x_G{d09Lxi*rFG{SunG^|N&OdDNsY+62Q`Hep)UUpqGefNbq zU?AKeI!EkEU8ZW1YLYoncMr8GPFq)Io+pY<b% zMu2j=jP>-x?v2bhEbudoe}5?sU(;4ZPTqgu+h@>?tYxH}u^v?!E zQg|}juNCjQkv`!L3OdkmNeYhcALQV%o ze0-YZDgexow>PaLp!=kg-X4S=ex9Z$nw43KgNaR}G&0re6=^0eQUfXMjZ^b^76BUG zHc18hLw3fO9Ezcctgo>~({15ljY*m;*jD4q-(2lRu}zhY^=Jp;Jdkulx+#8*{i}5g zR$PqdYNDq_$FvD>dN5??*9{#0OK*hzZJKB*dUGNue2zRi0X6wAd!!1{pvy^zO>^bj z9v~hp%NjcqO5entCpOK6S|;{*yKFvo@F=#f%s`_mcKM>!%mmDsuKRhM*rK~VQfX>Y z@9LBnH!d}a%(B+2oybr#qUB^^a3FI6mD9)Oku3f+q=!iL&hF_&Dt|j?+^iml*ehOW zbB(@b3DMAb_4wIRbX)nKP?Tf_uI+4&GqZZb^p#6=EsT?y>F^ zEn3SuShZF-)WqJ?z0UtYJVswv?2*9JTTk(F&|{?$%=uj2sd$Iq&WTnbu=gbq+hhwy zLn|Q{Ugp92!1dtw%&J^oceQhXExTYBdd}uvZmphDur-}40~oz>dT?d(=>aXM3pHx+ zNA&ATS^(z*grAn~`@u4gDOOCX{*g+8w{7oCCnYT7cUr@I5~Ig z9OcaWQ?MKrCg$aFsc40+_O3M9<(e&Lp*2Yc-959My@7EFX*5PRCP^JrVLHb&{IsL4 zXFe&%)J|`C!=SzjPW5pv1ANc~BDib2JDS2cMdADymHMQf6G@1*EZTL8xqvK9jQ7lh_B*v;jQF z5zo8F`y(p&8O2~{Oa}e*TL`n!3Mr<{-YmlVK@6u@Z24 zTrkuTtD+Poi{#lybR{Keg^-dm*LR3A3;$-h035M2MV#h|sFa^Pyh1$9f{EVVAm zw!EpvRrCkU`!}vjzV%4NMim3+uc8Ey2iD$L%&pB(-NQW0{N7=dommTeB$={qq@La zgxZHEDnt>UZQ<3!ud7;D(*VVKsA-s0(0Qu*U-k1(xB$8niHY5dePJIE9eY=X3np%0 zXSG?`MxK(|A8b3*HOql4n=-9JM(JY6ZgVMIpAnICj*r{(Pkw(iUi06YcSBzIv%HVD|uaRc+Mp@{~ zGuwr;k5df^6)FrH&skBrd8N!vX1u@WI^v!?*j#81nmj@S`wvW^;kqMGuRJ4ApA;5K>fSlwOZ3>y z`zU3At=ikY9HQpGIMJ6iJuq+VeE5_9m@;)!hj}2|P#>m@*u3UdqgY!?ywW`8HX#&e zKt$_a8n!18mPl;Q#Y~KMD`>7iq)$v@fyF|&l6aLP<`g>0qY@j?&i+MOI-O!im@?c_ zJ@+UQipW1Y zw+h*}lZz&MV=j(p4grZ|oXjr7aB4L2xbi$pU+J6gmBJ8EZEB6g+BEo`)hmxUY8K`iQbF|Jc)gfV3-;X^Q5$XSw=2c~t)Uj{p7G!)~e{!)q0*eSKMm^lAn+a~mkx`Q5?KE4iRS`TFVx7IC@O4Qo8(`dp9YYeuT?p~{}KcIM+xvx2=L$0?*E(P{vT-fe+&WtGn31}%tZIU&~8RLI`)5shyO)-|G!HJ z8R?nWS@8a|{?BZ8W1F#3rsX^fG_b#?zvRL7b#>oXm%Z8M7IR;KryZ%A9n$6&ajT`> zD~IQd)bph0clMC~F-2GTb^FB`I5ZNmGWc)CSSUFpqnrNT{?SR8*aTJJwLcpTbd04y z)LPb2SwNMMlarT_C@2Ope1_R{6Q+(IoNzNzlVgSl%=)9|Kic)=aK*eSfL_XJuCTlzidZB{kJ*4Dyy zOH19{+WJGSm8FfrFM}2d-we1@Y-n@Zp#POpw{ zgPGY{*+R28(Yx3?gJXOVg8)FLO20`UK||X(*uSRne{7Q$0P~+2?PQQzY1vgRHFY09 z*{OA16%8xA9uGUl8UB}9RhinEKhcn&shVrQ01d9+-X1X zJcM7aBiVC914pzMJ9k2ZM{dBIlbJwhe_enW-NcA5rv~|4T=bTwA$vARZNRP*U`EFh z&VJyVqqs-6wm*IZ^=*u8O};x`Ose6f&YxAHtNH%i0n!45Apu5ceCR-oK&OyE9;q4( zUox*Nou6n8pJ)MCdly$g4nV0`8yq0sRg-?Z=%BWyhOBtKLu06?7hkeN076hS8sD^} zG8nhTz7?>&np1}7V?3al9Rs=qK*cvR=psN{8S|E#8Dwq4CsEBFk?E7Z*)0kA>7Mh`jyy)-}&s_44D?4wY7FMbXVz^Q{i5#J(QKqO&5cr+$J35U3Y zzx3kY1Jr<}<^hOUzT(FS`=E4VU;MkU_W(pzU-3QOP^`<6cZfQW)WvVS+MHtmA_B&r zAO2l35&&Xq(-{B}Ld_Jq9*p&S2g&7m2Z^(T_nT^RcYg94xUUKL2e@x2?Z>Zj_w`r> zfK>YxYy-Gt_sIy*%KH8dWMy!N07;_v76K1};m)D<>*_}zI9dG*#Gljb3jva5`xqBd zEANUIFEx7$ck~y{m8=nbZ3Va6{&yb43iP`m_$BN+EpsbI2(N`59faYnLNi!;$7fvq zr{wz!*iQ_`Yu=>v5l z!|LfB0ox+E*q!a>?cRUU>Mr!;ECRUEdpj<6USAB6fIvNfq<^EG@D+REFXvzlNPH1N zlZ@+;xnaam)`B(}9ps@ekaq7Kgr3;M{R)Bx$pB#>gW-3W?|kZ3N(=&EevEzW6^Mnxo|w^lVkJCpA?c_O$}i^vyj^j3V~xe1lh_d+6ri&+a{bt`#HgV@3(C8s&X3mTNCH zL#|~etw&R71!U(IH~w_GrXnrAL|aOpL)5m%O<#qAA_jgRf*PYK0F?`IgHpXb>bPGT zm4@1*jJ^t-z_0Xrr9sh`U+xNSf&s#)0F*&}<%D);?dCpKD&X`&ZF3AQs!fLYix#R1W zQX4b76fQ^;Jhe%G_ulV1{S>dent-5o%rfPPxKq}Ld#CUEOQX>ws=>Dr<+XykIj21A zuU<#>tQe(TxA4Kr1p+obtQ&_778jiQpW-JaWsVh*iV;QxOB>8KN9^4pwRSZbg(V(U z!6MQ@9jrvhui&oUvK8XAKEYN}B+lvd&HI_72u4P9jJamA81r8I6aQV60`6o+T8Psw z@#B3tr^T4=nr{-n!$bz;Dl@KoQR$iM4t{^e3^o|tg}~U4+FZ+3EveXmKxG$=ebQ=n z2G6tMwNhJ$G=gj2d(xbV9Arg!rPFKty!n>%nT|s4S@1wxmW#MTqlcUykTSbH+KhrJ z?eMrnC0j<>=B*Cu9b(P)&;vB@29LQYH1HiX=6Rc6E#WY_2++>$v*8%x;ZiF1oTxN@ zz*jb&idPzmA64IEw+`eNVVnPFu37Nu9CX@6IfSSf21u{jxvFm<*RQUbf6vL*54H3J zG;myz#Bqw_ff~MA4B0V7f^6alr7QkrS!B`O%mr51UsunQq(Ul4-S`xHH2#qECMT}h zriL0i>=;HKVPM_l_mq?5Cn$pg%CExj4NP>+tZ6ts=i zNDupVI^oQhg9i+70kx?wG$p_gs7Pn{x!}U#Ik3z9sOjOgEBk2S=%do_#jq&%=|Md4!ZhW zs=g(2IUx-O7SO4vfAy59ER9B>k4A>!Or`8V=KZ?@JH0;H^8)h54-qNvF}3f7r13{T zt-UvHml`$aq7W>yU%8 zB4Yw$C$tayINGv1uF3)XpuLxD~zKwmso4HWA`ySmq7dC2ka4Xeq;S zu-nW86SJjAG4P(eF|C8YTj|RecUp`R{~{^#<>S!JI642x+sUDo108pQpt71vRWX!@ zOP#?qF#a_0@wJtdH}Ft)3Dl}aq~YSm!4!q+^C3%0L4q`PMR$rwIPVjhV=koB!Uz;+ zJA~mK$DVM9&$FZ-EOX9o;yh9E;oKx-<^6sUlCD#5%v}be5Gy38XZOf*i3aOn334f1 z1xvlhUH=w>$5;>6suZaq&O?B9@}knBncyyys0!8`iE4I(&;{~RFPt_Q+@eOu2%u|K z!s5d7Ah%CpHK^QMYm8WI{yT#gF&#?43IzrpI)DOgV=AS5U=pDxWB8(?H=1noW7NEK zjSMp}X6KJxrrXCOl2ccs0Vt)rn0@1_m4GC$w+Q6(yGK?>+IjKXB3p~)^Q^YWi9bts-mhZC~g zurxwxkSVlj&(oP5*#Y(B@{LjAOwdLiR`eloNlqxGiFV;lZoSqex*JZUI7!wy+SaYf zW8M@L=DL_u;eZ&~jS=9f^n+}CmLEqso!0Ct(Uf#xO{2c&8x}L9$4a#_!B?3jPZUAr zvYyiSkj1!F?PMxZ?Ym69aI=l~q$+zRD~;vWv)mVz*JJ8EQ!x|^4;H)aptj0@ zzlewyphZYK8FQ|k%%Ak19F2rl@5>J<>7f$RuUhVOpX@pjx+yMgBbnV^`c$S4#Y%AE zcKtG1Szu zH*Vb41{(2}pf3&nc1~|7n_K&O9~-9VOd&l*6ObX`lYleqP;6>0BF?w9s}N7h8f)*V zzs9OPVII$wBbP_W(;jjpKAT3#QzT$TBoEec2~P{+f+^Je%8tmQGn|G)*SScEJ~V(H zm++`R;2ZA`$=pWGeY8vZbZVn0VN^50o7r9rlg<|t(9PfQ(#^U9g9c;X`i*d03trhV z6l%?v<5^0rg;#H7H<^AEq=)2QTO!@o~%Us z&Wy&Xo8u#sc8gSRztu`58_Scx>q>?~)o%{L!k$M5DWcx?=$(5ux7={07&POJ(oa3oG5)?lAGuFH;t3>mDBf=_~4#=-XRWCt)#jDlxpP&<%2ShH0*Z!haT4%Jo~w z)PRA^6_uqFZlcr)dT)PLDw7J`r$2yQi>^nq#LuIX7UbnTV|Nswe|f}&9h9;dK&3=p z*Zxa!7lkS!T0}7O%+in+aSK)LEOW*-DZP(#5unQ|r|j$u4$b?yR8K`dmPiHQXiQnTjYAoJ){VH2S?N66<5? zwiN$EbPX}=wkmTT1hHD%F1wVFw!a2sfawHxEX(9`AIHl}b$AT>NhLd5VdU?{0-Y|7 zi$^hx)5^W63W9{)Jujx)6*|V>irm|lR-g^-)(A$>A|FLSh7)`U$x{TP_N#$!38co~ zogbA`Rc7@5tgwYw524|4&w4Vppmk87ERc9bBU^i8k!M`U3u=}D2FqpZa^rf&aD9RY znWt|7|Akf{bdtBhX0C#udPrFjqceC}t3O7^b}XE4sAMoTXoreGk^)L}CD`;Xb&XdZ zwzYb9T^6-n>3A+S)<#n0M(L6F9>ztXjxZdI&kox|r(T@K*iW z1!beLgOQ~@#j1=VKtjLdER_r0^exQIXcqF_lCe7rzmE+9S~lwW^IVi8X&3|LHz(7l zhXCO{mNK{PZV#2)yoxl<$hO0y%#Vkq>?*E2Oo?1ImU}@DMJFa>QzR3 z2Kp~x&~t2!pwKlHic}9I!oA3bbV&RA+g56Uo zbRp^OOiGRL-Aa@>H8M6>g$;7M&cFf-8Sb5?_rStwS1X`&+ zcD#UW%%lOr)4E zAMmfWqIn$M5UcZ39u_oM{tz5pF@DpXb7rq9#eLI0g%4;=($+r zG6~6pGrMm``jiORM7$81@G6G1ZssPfEYZ&V@3@g6O{5}b1`-{ixoxU-9CVlqEo%~d z43UwqobreG`9LO@2S(gTXRD4k$y(_)2dSfXo<|z;pTmUSuD?tDOA<$Uf|Wb+s1a*~ z1^v-?>v%g8Oe|fL$uK8ANU2mkay3yf$$G{1fezYStW_s$I0z!%rY0VxV$_nAo8FsA zOFlR_=S%+T*>4LfuEFACxUp%esNq3^KSx|cF0b2n#!>qxU&;{Uq$IK*GaFD3+Z;A; zE`r+Tt@Q%MJ~xmP%(?bWcM2tN&If3(zZcq77-7w&hnk;so?&yx) zrLc}LynidRN|oIxs6Ez)(`6dUA6rMrj^1&3vq0vyenP!3iAHJB*Sr>XJ|jlvSZMrA z?F%RzkAWZX<@~(LfXQBc_a{p9nZUlgVus-X4d=0TSHisnrzck!WXUR7w8Xwj7u8b> z9*bjG%{-y}C?mhIuS<=MAF49;dq2rN!5C7WA;AC{&ye7vjf}jrf+!7#1In*4F~Utm z*$7hXZ&Z>;1F5QCa<9tX{h7lmf6F$V!6=LgeO(S=YnZe2<`xi|Yu-DJEA_IZ+=*>j z;j>LRoyT`}HKW?EY z#{AtyqOmv5gn2RQ>-O7bDe}8SPbKJ$EZFh>IF+OY&GVupQ46~s(y3jAdDb=zx|w-n z&%`r+(XLhS3f(B)&l0PUSAcrTIqYVmTS{R>fSeSQR!#Ir0P>93QpPNVeD zGv%o0i4rTk=`WEByo^0TCr~6Iy_;j|lx?+ZiFicDh3#x4OP&1Dw}wpv9xE-w{j!bZe3E|gZuE#hhou9>VsJF_)N9zrYsvw!pXSJ=mn^yXvI@JOX2AK znQ-)MkeZmkYED5JQDN?N*b|X5rt0bGfk0NT!h`Jq|Wf{ld~T4tpcX zFh<;1aeIe#VMt#>Sf~DIr|IG(elydvJawUOMu$5~g(7MreKM7jbE#}>VEo!ng;bqV zi>?wr7H7IKc0OLXjf$JBpb&H2%LKCueDC$fl?>f~U|3`7q@y02{%d~UcEH*fMxT>Y zxZ^~aTYVY}>4J9X(4Dn`EeD+$wI44l&=_*y;b?U#R=$+EqVRmBIsfEaZCe7Av}t0RCMlM-bS^mS)|q~v%nn_ z)YvcWvs#47Jk9kAb*-|TT?NxIzco=jOpghcRz>|7k6aM^T&@BA^Ls&Fh%)6*u1Ij|14x<@@+7mcp?s2+-i*X`IcY5w=)yN z%d+ESzVQZsB}pb~)uv~8M;4EoDvw~WUj(_&R6n8r$&N1z_L zT%OsQz3x}v=Op}kaw?R`mvD5@Lxv*S!1PHlCxQ2zmu|Pu;PFdb^QTO=h$wG4Vt5ra z0#W?+ML^i0t?tkP#Ql_bzT5?6OjK&N3*p~Ovihe$6@4!lQdlt$mJ43oky80jyk^jH<{%=ui6v@Ma}pmc2Q#L%2UrCinw%Qiy~ZEMFZ&pf3UO*Go@KkwmtI|*KFM5n55 zj`6kVe^RiN)OCA76UGQkFVQ&i8sOGqngOuNM7V@wxAJVs zJ%~yB&Bq+(9BtVyG?Y;3cI1v{4|~ISQcvqCGx^5)X?lUAR@L8C{kh2E&A9bD*5TCb zKI2`*r>l}&{SqLJfR7jrR-kIRNR|^L>Sm8c3WAWqVP$ll6n`O-O703)g`k%6>P+=% z)x#0`QP+q&i@>Ze|7+`g*6VUO8}zKa)#;hdDrbeKE29FP-o(w!@43|Rpy2xzP>pEq zyGPpH-0z~*;8gKU%WL#hh*<#zv+@Q2R}T?KpMa2M@L^6Aa*GilnW-4jaDwHNb<;jQ zMQ9r~l5#fP!61#Ba1x&nosP)lpzzXyKd-0ZInrW*#zmoUMC5ulAQCv=Kh2#?5X{Ny zG8^77Gk;lcs5dO*rKbXMkI?8GHq8t(Sle%)8wLsv+C|(8kFQM*ECVB|ciX77pSc&t zE^*z(^rqINMNF`GnR!-4FIWm0hJFenwj?T9-$UnN6adz#U8+%%4_Nb@J;}X}%!M!w zZ(|T}wnL`i7A~)y)^i=5rPpW^h%;}IUwJ4z)5v!*2hzV+7pNelfQbW5-5M3MspRW; znQpd9YmYHlQb?yMuMt-!*_E82B zT&mJB9J2-HY6`737+?nfcUh5hH+uh6uL_!rX^=kT3cIFL;1@3vgo#W6sYgE4? zJC^8kGGp}A`1v?+zp^_(aN8y(xYu37kG_4Pe+by-`gt;?Pj)D}{urh!?t|*InOEHfu0dtA$q8gyDA>57EgXDYP@a}eOQARC$TR5TCb zk@d_8xovf&nBy^*pSP!#>@aK%kWFJV|$&F z9znC~So&lUTJCyc`;-!Q#y6yLk7_lEwz z07XE$zr7M%%Fjje(#l8q{&#Z|!DM`2YP4Nbh*t|!=jmB^Pl;aNIhj)mVpI^pn>dCY zTq9p44xOKuMFp0>5#ezt*pFrMU(cbeNTAl`!y%}K-e0CCl;v41dmF}x_^5~M@lkW? z;j8A-^f>wXi*tImi`P`x1o4#GzEJy?GrC3h`?vwqy_{mmRF}RC6$s)`^{|$Og}o%I z+ybmz$TRjPw6+f@k&%%+n+ZC|I$sGG4@RcN19K(k5Vg2w;plm7ztHC{PU~l2*3roD zas0yN4VgAtea&TC&Nqc2{qn1u>%_2K=Rpp9{&^;Q*kmdEh7K#Su zs|P=`^cGa69}fHKe^4J(v zD2pXBn6$g7&G+TSA-%EBv8?rlg5hFyEbOvkWe^=mEI_=dzV=D9x2Bf>Brc1xY}Od~ zmWzv+bhYC0pnNd30;>M33*r5t3=-Sz3AmemfeyJXa)SgsU%iv+-=B$73K^g*G34JC zu9QJC#0X=!7pt)$KB>kDLmT#fRASkt`)qS-EHk#1`XJfh83^aca<>hm*j$sx+mPDU z7g#_Jtu!gYOVFimO<|q*&QJL2yD5%_$>|p6ahM|sK7-$-H<<^3;NbJ?#=s>)>E25Z zzC!k;&XNvX$?ZW}5S-$Bwnm*X6gT@5lF+&lfs*FFeOP@_A>rWbk>IV*nXTcu7MVCt z`FTtEW?5&BHMlmjmf5(yyU_Q1khJZA>ICPLGs{1sCe@9`#0!!G+ild9f$#+SBCzN- z;bSR?k1PuKquAQv#DpP7FHGWP_6@sk!?~kf1`@M5S8CgLXC8Yy$~SG+0fsfBt5|YT z49oULL6X@0ZF{jyT_nu9T8a=_`k_IaJ`t&G@x<3Qt!dUSPBS6pYV+gKIyBH@rm<1 zI8@wKDDj`${m^PbFKA8q^->PSeI@!W)jUgT=p*gM*4E(T=ypTlJAzLyqJ!antCTG( z+dYoGg3Cy1@_3S1=Nc61xe}_4!kR?~vDi{n@*J$D&QPqqBg^)WJXA#ayi`mFH8t8< z@$QeCX6=d$%BDkW5@l6yUNvh?Vr&OXuXcL&Ko>{QZ614VJg)ujTXnUO=8|)9%Ad}= z^+duOLP)d+aN(MCNa&DK5lOS1*1JA<2l1;D!B}*C5i6`Abf{?Qcgk6~JykCKzGmr> z*gz;*7cW<=eQ{#SG#qviS4j{B#iA^T2%?P>X99BCk{WJFIt+f5;JhWj?b8nV#)==zti#-WhZPcj zT0WKwIcE^J_Qu&h(5!%Hqt-z(lg(pV`HiIN9GSTg694{}lpl5MeM7J%VKyW!iy^EA zPRF!&UV=Fxx-wfE-A!smZUuK8@XLyMkBMe zK*YyQE^k&XEjv?g=^VOZ>QrYp z8_`ktW1PlC0?m9B5_ZS;2mclu8AjOc<%nabVxyQnzl(jb-lk3E^HT$Zfdk_F?Z>1y z)cwNPQzf)bWa@9BsIvT+XftnQp2A*G5VZ{%o(`}%*7=G>Jy-A2abSb4CHA;W2(w;kUE2bMPT zYHgb~S#r&wGVT-8U~Buc9!2^$UL#epbti`5iyp7$k~h{)hGi3Bu7@7o+cKd-rHwQ6 zGNwN32NSb4`mwFpv?O75xXS))gt>EuB*EFun!$CpK38K;8=t)`+s?jz>vMMI#6dZn zXYLTxJTnx}^CRpE%TzRq)?GWaCaBT9k6JLz&r&;t@7j9WpL9S% zK9t!msmP&^vL~A8D;Yi6Eg#T|Sb@pv2)srFCdy82uk$lubc6{F({;ZWbH>6|qzLXw zG5@44(r*!jiNCZdtvt+Zf%M&yR!xhWGgAJS8uIQ(wuS-{R;BH)Sy;DM=$P}J@=5}M zA0hTUwj}GD$j_%fOyDsSWJNCSpj^rfTRZ%iU~DCx>HI{tVtraI;WBAV2(y#D*a3UH z@01GaN^IL6ruI6|9V=xXI~tXkN=0<=axU|Mc(7lbPV)O8;dE$v?$zAWF%1wp+F!9lJS%trl80scMDGm%Z(8@8gn`yDzP(TNo|es3_(N+p z3k9uc@bw~GEvN{Cp202qkd}}ip-W`H`h?0kKWP=j^G~Po3lZ(7wC$A#!9!1zCTPL7 zHqSC*dJ{IjV%I1vc;}TAM?kJ$*dghGb%Q2vEgsH{tpX{_9IuqwNu{~HhLRGh8X+h7 zA#W^)f;ihxM*#5>J`a7bG1aayKWHt0x`3~$6=~jNUkRT7gxin($WWA{!rRbb zYtr5IwCVUYTXtvSjX}BRNVV+`6%US(Pwk+oMflGiL8W>7D37bOYuR~3tMxk0__wTW zjrlewSUMN>SA-#WEp({*S%VX$_=zV#2)>EFIirXGcJWzOQ$N>2GH<9l^5uix+W-hm z(qFu1h%u9}TDy`hyexcK*G@8|Q+_&)AANf=@AruElk{y~ zZue2^xgJojBR9ry;c&V-*&1m|>nyoeWXb;C(TYQ!%J6w!e&qX*kCD!-$J0mV^11Pj zU$BGHrIe2?gDBfjw`u6Wm7y8|ow2vrjH~3H?X6c~*ekPSFOI0c2;J;6*gmZKeUZ~$ z?nRBa4~-G+%5xyEGr6~g5I|_Brp_YYf@6qnNm8piuY`zj6*x*r_z+dG3vU~8aRC=) zmER<+6+}u>6F2hJ79o26wmWpxe#tT!%XyAl!FG~H{LT(L5&^jZ>p?goD!xXnf*b@X zbD!)&1UGP3e=OhO=6O4Z(74(q!(B+96p(0=b-x2N7jAiuou9m5na1cDck$(T3|%>R z-KlrDVdUOZy1*{NlIryfv3grRku+r$v9hnYGlFt~~`ZUBpHWZa=^qMr-)2Wt?Jv(K}R;mWHCj@3rb}Xn&7_Lq)TOxEhs@ zNKb%ksn0&F&9^4HA-jNs=DolN{UYS;18TLbP!5TzS)}!GC&}dk?kTI2!Z~cO^^sg* zBLs@?_@R@kdM+Mn8Jg>xTBxhl%gegjeseve{g^JO9C2v9sDqV&UBN#O3pY ze7_SaL7Pm+-Ti@Gi4?hdJhGkfrLbzpRwJgWSCAS4R&fsq> zci)dCy^qaCz#{W9@V|AtIL!&ESKosflXf*yOU3m{ z_q1f+N$Lnb3R}ANDHV3G`vA=>T*l~_v#72!AMo)Z1#cWjzxyZYDf`=AgImVdy6!Hh z`=Az>c3%r8z2GxP+@8Mj%9kcQQQ}+8#vyZ{(KO@;&odfdnD#)$d!zZDX>4id8&%i? zn)-w>c2~4)vh$=Fcz87)+Fu9PP%)b)prAI9Q0jwpZoPh0t@ocBvt22n(rAF#$TSim zc3N;-L%hf#q?x3YlKSmbG?+%1Bq8R#Tl%tB`v0Qb<s*Lr29SoJ|=y?rQ5CDe^GSpy4qkug0oe4=86v_C26@jlC@b0oM4 zQ`oRzAl;&`kqZ0+zgcHf25yFevSn%I&zp6uR*=J9cu zDWEcWnURgzdnX~%2{h={G*WmnHuZ^LUa}W%#?phdLbzkiJf+3gFS4l;qUdwA%EYq} z2M;vNTyEoM}ninUY7S&9a`W7ord^tO>G8rE%I@cAY?Sd(z8Cv)@boSFdKHdD=A*-kZ* zXSPq+4JHTbUym4jazf+Xb;LC!CS8?u9`U}9MYBM1$Lj@+qRPbMA+TFwKCcoUZ02#o zolTYk@*T|SMoM9^x?bI)GJUMNSH8l5@cpT%gctg>B4%>Oqju5uApOwyVs17~BomWA zNV6$r6Hjt2G?OLs=1V8~>Jj$)WXV@#E)*9#43%gRP}*+XDOi#`Px>m^jhYJG=`^$H z{&b>vS(WvQk#fMp3xKCj?@;|NzV>FRa|IBWD&<3&a~J52(cgYu5i-J!?AU!0Wa{7- zwLo9T8Z(1+%ra<;!20bY^IUj2a*f`%F#rm(D|5z=GG?6QU?hwH0ls@ zZp~C9p?wALC(QDY2J; zZH6P%QRE{ox{{#Cgqw$7<~M%WAL7pSd2ZYU3#T;O6oxEZ=D$I$X$3M$$7@#%F-4(& zCqXD5R-bCMtLHc5Jb_$DHbDQ*UzGm*4ntHc3lfpOV5IAgKo41_v3TDE*my;q(v@DWyu%$32sA97x!L+QkDEM zSNt1q3slM;H!Sn4xy}P!LHG*Hs@sBHh4}`91u?V^a)@x9=iUwv{4kaR-_9G9AJ+5o zqYB>$`kLh-zSN1DA}Xt^InV$%B`cOFDlN5gjU!b3I1k2#k_tT%%xzMv^y7(JGFqS? zq$J%7F}85@oZlJ82fPFpe`yf3VqQ&r@vnVrD5kq#ko{F{;gfEkZV6EW^f~v_8m*^& zDz?$-yi~-;PY*vivBG$&l>8pM%@4Tcu7FTO9L(x7(fi+siDhe`@mQsf{LHQD&rpgs#%q`u5#j1xE|dpbH>HbQ0n46|#8*ojV8tV7j0^Hz=*SRW?R zQ@Izz+}ZoRR+_`v$&>+&3-G>VG(YNO&Hl|#ug;V?hirx5q5NR+82=k##0M9>(D;NN z6LzDj(K5AELZ7sZ2(6ENYbERjHNPYh`eN0{>Ag1#M%1Ka@kiLVZ(Rq>^at2hdbZ1r zD)1@M=IL&_f@zBc_Z%O>`Y2TA04l;*b|LwFA6rd|_}P7x87he~Clf5^YnIkAIRLrW z2Z_uOxsI^fjq`nCP`f32;&F-3Eot#eK8~(}yU@9eXREk46PiP<#t#|j$HlTmhf1E- z*KLuR8L-h8TA%?-f3H)|z1aawL|KDT*Q13{y%TF4}|08;ilw zqJV+|*o79%NEI$hwkt84tSuJq-UNAwB%=kgBxjkF*|DoSH^g2;FhOr!%j#TmUGots zh#WskDXXNOM=j|KpwzZu>Rg3obgVCsnA#S1dNwq7B^V4eE709ns%;piqMNarQ8SGo zO{8Fx`5U&(x0R8@rQ>*1!)i$(z&qXF?^bc5lHTI8<3Y}N89ogX%`|QDKnz11I1H;j z(7n?9uxy4S42*oI(a=+<^_F%&ha)obqj$~%@K?prDTH(`S+zU5jl*#xfXt8)PlvPF zHO@WAwwI!I>nS9@{}w1s5k&dMiXRq(V&cnZQKL`K+}eEV&V?7e?b0YK(_#*{#2GJa zNURg+Ws~J6aI^D<9>RwCFu;9nUWK$=UXCOV5(J*BS6U`VlA7)*y*)YPHX3xhtfIY=0>URz&Q7yR-;bkr{;Xr7AWq9 zTYldiJsjOE*)2M&okvR0c7Xp~CvYV4`G6=tSdH&VpouYM)})K}!IB=>hdv*&DMqc| z_@#lf${3HdN+jtXkZNmtRhkIvgGd4S^FULz$CRr6$J_NvcJIrN+Xkir>dvhTB;R&x zxoV`(Wz@>sO1?NdTbj!#nHYYc(2pe6H`vniV>Dv~of=MO4d1=;cSTWgio)v>L5~YqegM8dr^CHK^b149y+8i*Qv%T^fWj-0K+aqC?S@J~LQ@_;L zv_6>FtTj~mJ~jzW=0fF!?Muf&-N`5~2hX#RsCgBu1Y=blVUlDOeYdj%?=LAmA!fZV znby|T&R@gY?-1;_cQvBPzrDOd=j-h=}(Q++;UY3u07Lhn$zrHjb z^}(~)cnUqvn@b&h|IGt(FBznu9ONR~_?AAzh$g+~*Dn|`w@4wgDfu-N7$Y=T(XPSx z#t+X_Jc3E90_RZi)mGMwT6o`+lNI}HLCg4fyM~`5H27>$rWfxkCbUyw`K^e>-Ap?< zqq%3O=}GXhdD2WaY6!IR+}vc+?CPvRT49Bp6hDek+zWj5Z+6$N94-mFK6^wU@o#TL z4;(3`>A;WZTlP0)u3W;wM97G(lXTw>Cy=oCL<`Bk3BLDEw#8&(LJ|A4XboP z%R(6oXq1X0TY^gZIg-cmW`Ylco@{LPr>)L>14vdM>F$Lj#i0Z{iG-xDAmr_lj$u|7 z>T-%!&mkvsdrw>9vjfz0BHg;LXF>a9L>zG=mjKeKjijS52>Il-4QJb-!`&3+fTDfI z{vzRKLa}WoQX(e|^>eF9>$iQ|D-4H-7v7ccRP%WOW`Pj|upY^rwWAcEE~d%`1706D z@|EvFwPFa)TK>edpHN(@MAGRVE7UxKBx)P07wn+>?i5>wGpd8IAvQ{7hVZ+j(ESY3 zAB%%CtHe{}J}bhl_?0G_sC94hK5{Y@t-4nW9~xE>5FOQopULrt8iz|bB|(!N6#Nw7 z^dR9Vl{L&N$74WaZC6Or>LYz%$ebI>+@l~l00F59?8s)(FS`lXh009Ley|QqWbVh} z1;5K!#>%VSn~$&YYY03xMoCPg)yU z%@HeW4ila@VD|{!d^dbt)U&ry^xQS6V};ogn87J}KDUeUnz8mwP&ssPHx%jN5vVov z#&<0r!YrG&wTj(oZhx_Tgdm@#K{a{=86qkK$-0FyoA_D4jFpT~s@^HbKPOzb^R{L1 z!#&NtbP63J42!umo)P^6b+-0n{^IVT=;hY_#~Aa8ej8e0MFMBgXHlqRUOx`?ektsZ zLcWY8H9{dF&pc3i{HLPtoQpmM0lL=LF+PCp0|ACvW+z53bWMVTd|JKZ;*{+as`-7ueO07&4kh%{Z(X;GTR7*Ankw zoKvBPzutgY;;#HowNzyqm02cC6A^^jgventQ$P@UTkD$EO`?HE4!hFoww+PA_#rL@ z&i+ElTy%J!#ihW$&YCXHuzAC%Jp4{0r5eBx*L6{f8WZzU7C>99F_pXxU02UCisYM5 zD-oPQ1yc_Ert_R5uw!mF$rk=b4oh^|oE|+RqQ+h;OxZ7h(h#jhBHG4JsmtG~%B{%r zP~1CdS+CA%Vn>f2GnR<0P9$EsP(xV9X01*9jZUzB($5#aNi&MfEQ)M#SgS^~ zzm`dt8PbFWPLW3AF}*9X@QNi$Ry>A)a1#hkIp5Tj^!DTJORja#p>X()p?>uZe7*Od zTxLd{1^cvA-?d|v1Yd|@z~+`ya))F5dMlwwVwIx)C43>4BJVvzo`857iDW8hqa~8@ z*VY}@<1RG(3@BF5?%fZuw-f^r_zc~r`3H~Y&725=!E^{bSg2lC_G56xi=U#l641Xw z0*Sv_HJ6wcp+Pp9zaPQbM5=BHZHhMYgwih_*&BPe#BSJdEZ|+C=sn@3N`p)Az$3U$x+)vEyvtoy3c?{Q*FQ*3MOg-*1`HS z5;ZjnLJaTiAp3P+PlGb?!x`7bA^Pc<)$b#-i$7UlzC|!}$EP^1gr6i8u?ix>W`wPET zt@!Lp#I(eug0xi|zVzN`Dj07xZ60E{o=(_dYu7`dM19{%gS@-y9z?wIsir3Zm_L)hL z(Z@2Qx1Uw4UWXIH;iTh(1@~MZ*RJ5s&pvCo>K5|LN_XmQJ1ZZ3#L{-s!o$`w8kd+-y~316(c)DFrNpd`!;ksT2C^(~B)<36gFm_2gs-=dORKO(tzP-gwC z>*}))&*Xf^Eqsi1-oQHiNJ|mh%81>anc!eiGu-sOtV#sA9DZ-vF(0*L$t?AP-|A># zVbKUOZI}H00Pi52WUbdlqN2lBkd2%*yFbBUq?cSFi_5QC+%l4>{cCDk=u}wGb46)v z1{&e0#y#LOgo?T0owm}(JQ8aL71>QhAE6k+80-^?p~m}%wTC=${+52bnw8Kmc5Qaq z;W|+&fpPP;oCm{0Itk-Z&FdE12bf!mN%H4=X1p403p$@Vk$FgHDpO48Sx+Add1c7f zS~W;13ZFIQ$%c}F>Sd_sU$5gtHN23-_e=$^o|_8W_;yK*z}nvXa78ag^d&<_l$^_ND;juhAX@-DlH zQtWHhJJkY;ayrDj1G-Q9q8HJ@)V_CE&V6q@^72Sa>StKE>q6Aea0KjFG-HClBo9DD z(Bahcztg-tVpfLCjs*y z$wuIRnKy=oJ$cbBr%JZ+)PY4rCTPQWxH{%SHtvPIjy&4#({|no)uAM66nXsr+Bk#B&#bZ|uBS9A!^h9?{6SUC5fHHZ3{ z`*&x(8dWB1&CJRkAE{|M;OryBY`9fQF;@IAWP)BiSH~CkZoTqv1FFg(ir;kL3u#ei zF>=UbkCpyx4;5B&a|Ga9~1+6vvs2R3KfnL0?m#XN;4A(Frd}D1Oo(mHzJ|hwM`1QSLbCGz^sw_QHhEM*!xTCr7^<)|} zn)9X&uZUJk%UgZjlVJ?w*2Xq|_vqu+JK=@gATlYusw|G+QSP5vz?xo$tTwqFeCQ9; z=jIn+oe6xE_`(nQKY=kIz6W22ZgJJhC9t&cU9$$9j$ylY#A$tpNd^`pDBU^L9)u2fW3f{s@*Be z;N+jJDDTNW0yF6c`6i8FTcy*0RESzzkz1XyCc16NP~VwAV8&-#&V!cmTycFRe}WbG zXHf%ZYAbqgE?4qE23aeu?b_zOwk{~aiw1XW- z))R=+X3)6Vjx+`Ab!$++=QYVAzC?#a5I0Q^HAwt941fOA?q}vDlah2!a~qaO;3hE< z>82yaSdpn2i*%*BXXdO+Lz_LFq^v1g@@|F7o6@}4xU3S>mg1O8u2YsXNNN& zVCIBDgUD37Rq?K2A;WoSK1?ePRP29O z1qdiL*SOK++uNMMNn*X#FLD&x<7=#p)@FHb*ubE>NQL`NK3Qc-);3wR?h*~U%bL58 z@5j{QKk{@tQxN96Ejmn}j=O!HW&k$hBym|)E6U<9hQJRf%B@KqjltMb`~AKU836h` z>csL9Sq>;V>DsRhic{J(|3;X-6IF|D(k|Xoi0A=VyFu+R>pUZjzv+$pT{ z30$7-dxCvk19%w}2?Yq|ey*rU8Jk#Te;^0oqC^KDtW-D=H!3(eT8amMmETye+@cWt z7jSJrOib_i?NFT%ic74d7!c)wsS7CA3H%C3Mri1ki2I4~cA%z9J(40&moV$y516k` z+6Lkk%>W!%C zG@WVanzsI?LN{DDv$Ii?)$3YGjR(Gf?fS5UltkR$^vC3A9C0EWvmK~uX#Av)CPgjmn=nsJ!nN`F!IJLUM1lDZ&8VQt4K_nFMw+|d>1EUsKf@l;cBL@dE2SsZ zGhtCZlG+tq=euWm#e%N-Q`E()Pv^K0xKIKr>ANU}6WLC6BT;i`%(a0vbc zvBhI)VO@Op_Jh^|bN_L^)os#z>@*Febj@$%4U@{WB8z62>~}uKL31i4<5$qEz_bNe z#jYxh-6+dRLqO!`qlt$C=cY!F&j@GU2MW#~)`eeDT4tuLrg#WUC(?LT17tKOmR^PV z08;?=2b8~=W>UFVJDXHB-z;Pe93=B&;B|k{VlyEGlICKbW1y7*h7U7b&^(JEUAN+3 zBN>U@S@qQdZI*MbRXH_qa1N1*7gm?<`n^l~Q!_u(J&V8i*_SD}UA=XK#aMOU%siLN zjOHAVX@A#ty>q1+?NIY7J>KHN?K17(iOYij`Awc^vperi5%Ub7E<`RkxV(W#x7J#b zkauf-(Cyu3Bzm#e2U2h_w7ZfP(&-4r$hQ=(7Syl9Uam56XEb-t1PAZO+_~o~-><7+ z3zPMlvgOAoHe^rph_t%uZh+?;$-_cy_BEC$WN#pc9RPn|opIvG;qi8=E0Iq}w$*Ug zIZny(xxS>GL<6yaTU-5l=-_|fEkAMuNeaI-FAAB}gD=~i_7g(Y8cwEL4YS}@09c1_ zSDyC+L)SlM)r(eF&x8q%M-_=8bAC_|%<)cdH`QHeKSyFwvl4SqXowZ|z)8H%<~iZig^G4_3$VDz!#GPP%gOt75dJ zgw48>Y`BRP;TLJ_-uZTlZt{T(>jaAZ&H^AU@kCuMn&k+ z7TO`1;2)o?MHWBz{aOI^f0y+*HvnCTKiE)1_)Gd=yUnEK+iW>0L*=-oD^OIjk9GkD z@!qV4*QEO2Q|cHAI)U7aL;8VGy{;>wDRb9hy8>gdQNQbE$=`q~ka|8@G1*(1io7;H zP*$i^;H@f#7{(#tDvj8pRAf%L7rx=VJc3UAv5G;nC!vhi>j*{Ns!9Sc^%Pg8NPsXj z2l~qdb#mtJk2BxH-{64K7wz1(VlkQ8c!x}dcJY1Zqd}Cm17P&{emApNu5{EmV?Xra zI{!H!&Z;?x#VC644zcgEn|nFwpg?`uV!8nF0^K-y{*Llq_Y6uoiH~oUr$&#(O{kk~ zq=goKONDa#V{QtmZo1XFMSN2DJ6J9UWBu;W7@UYHZs!&gydBj;QkJ@S3xUthC1$yd z+aKgkbFk>t&9mK27?L;Wk><-q6ADyp06IdHec$+oTt~jFV+?ItoKTd@MMQ0UpbxQ) zbq!rxEEw?#-t1rq1dvK!>H-*^SyTv{6-W6~Q)%T%|_) z>wXzPFF!+2)(m*|)*ReHdU>g2dJaSW40qXocXkr-|ANU(AB=3Eu`LUF5n#zf{7}EF zhx&ln4Ar#{RvfBZp;=*@D5>LTG4IRW>sL`z6xxg}3FR~$hVhKakz|uQ99bFSfMYlm zsre3eb!T_assg>;FBb2L1Y=i+*;&N~Lt76zgWOVQ)bI0v<6paGYv1U|AR8p?e-k;UtWilwV zkEf|vYERRb+dys;mi?WF5z0P$BaicXz8$1i`N9H@s~HK4L=(}fcOYJ#SFJPHx#(t= zYMTlV)ziG8SKd%Z9g1M2iqAQv(Cc~%!Q2aTAnZJ+cwT}Cyjq8PqOR>>!=iGp9nw#jFp&P+q*g>%7j-Ht&RG-Izh^^Tra=^s(Z zhk9c54wL_rE;>?`0HriE;Kc=T4-NPwhb3PEZLXOrDqlVh$-3OL3mMvvdiP}o*&OTz z4b8BH(G_(Kx+rKbzWM@%sBno3H}ZU~S`c@NYa%R}YdgEySc(d+(e4oH?M zOrR$+r7~o=#>w0%LFJ0+_ff%cBeTv}cVTZrdSFkkr!2JdFBMzBrpZemf3glGJ&TI1-jkJR8D$xPkwiKmo&Y?sX1~vR zEKpO1UpqaR^p{OpHP(j0|KK**7v! z_CpT=8&-6#Eo6L;fI&S|UTiysX_nikz%l^iD#w%9ielZ@p}xetGBwE(YA__#Nxt6b z*oLKYc7jO0448_32sLqwebYuD`vcL^vE7^$S7-yU#$f~n!iR?1aNMb4BMhSCc81Of z=>5vYx_YGdnV_uHPB>nybJ_(21jgN>*>nnqGcj7xp>eXA{9$Ld2~jE z?7v;fb@>Kg>W$|_+GPYkeQU0r7|xH$692x^a|=*VZXzMOtWeoQ4snlnm6v#nDykf5 zYg6^-ANcP>+*vj`7Doux#M9zN<{6@vt{TYOJ(WtJNF?dc^1_x- z_tHjzad_azAb>}Gh|aumomIL5ly#Halj;%*@*HLSpkdbDUW`O5gte*u@^J(Cu!702 zU(VNG87a+qso-G;@IwK*`d&1|ajmiI{n@IQCWOlZDANttKx4jU@RA~((SL*kT zOHw2fFej)Zv)n11~DvUI7WHgmnL8Z7RD2Rx+RTHy3GzDH^8OQzbI}^CK z0wy&|PEP&dewC*jbA+lc3DfVYT1iZ(-6t57>3Uox0Q^g$n*jl^Kv%}I-(kGZ|Fx!A z=2^kN6m`IqkOgm6hRIKjKa+5S?Re1rq(Ptp)uXKN1wkANKtrXYC3(C$1pG5gP0khy zv}4vmf&wxhrb4<2aL$xc!w6LMYjmXIuMXBa@9hEaDcbd;$-!>K`&AJA0oG@B$Uh1f z^}R|>DZg3r-TEq&>)L{sMHHh-R-D_I*LfNDitLxQr*B3A^SZP+^v6mi#wi(zcV_n@)FBe2FZ20Lc6 zkOXnGcuo%SF7FGzsdYjGFmuHJmV=UVAA~Lf?0--dwLw7sVOL4Izl;S)!1!z{uaJr1 zPSUV$zBjVHTC|VI>so4!Q=z-1eDjn!xJ&96sAIq92)yOox*pVjwf;Upc}S;OYlty1 zu2}YX7E5YE`X|`2 zDS=hG>kEY~o%2GV;5T(aG>{S&)g^;5ReD?XS)~VTCFt{gBa7$P-unAM22%UFHAi!C z+r0p?3rWC=Wu@76DfU8PW%>EPt6xm&GlSYL5Qpkl#iP8bHvU_V zkj7K<0?N%$s8#>AC$=DB~`Tff02w z;m0hBCQPb<0-&qY&7=Tm_T(bMZD^N|A^C0(C_*DPyF962FhNuxdn`uit0bFgNL zq|rgD;CFigq}pOl`Nj|{;iVKhP$M)P!=VYdFn?ze+K$)H;%Lj1N4?40m;9*9vsKZV zj2+Zs2@syG(BiK;2_dH)ns3VA1%nO~+oLk`v#tkWh|DCKhTGR%EQ<};8fX($Z3?7e z?-;fM^Whps!k>17LBZpv@#xK~88n$jg3r`^KU>u^Sdv6>g0rOL zf7LLz!nV3L`z~xWEEjiOsIt>ia`h}YuqExmu3w4W*n};$#>%P)jPd?9MeE4}${9t%Mz$ga)`AbSdl?mVMJL8aG>pd^C zUc@ldiD2282G>V53y&Dn9%8P&w?97&YnCkFsq$eu;kc_`ik@OgIq45EcG?-5UcIs% zgPhWd_%i&dw`RunwET8T3b?Zm=-k@P^h{nEu6KtFApsCG>k480MYuMi>q9%DxNvL= z;Ie*$aaq3;4-V5gQl_E)HpmE@{1A~n#?}c9()KUlI&A8Xa2~y7H zo;0HT_2cW`Xh*=QgAfF_WV2O|kk0lpHIUvU*)6yjXo)7KYKaYXa-7Zx*Q~!2YCOw4 zPywxB?UfQwCHH|Ou1xWwr>N+C-)cSrfTM_ncSK2?(n{27&}cq0as%G$ z&XX}wFv{2d&X#3N-S-xY&n*rs%iLzGjoxl*z-{Ap8q70-kLoze8=utQ{Eh03m>GHb z51`fsQT{*BKB?Fz_%G7%6yBefu`rp3Z%3tRf-rD}LqQ8M=bkGZKx-ed+~khw2Oe2| zI``=BC@GXJ03KaJO#fhQ4E}8-%QYy7n6uX|z9zDIqMvRc2DX;6J*L$Yoj@CR`y?Fk z-bCo6h}D?MUKo%5p^ABBkZ4C7AmjvC1Rjz=p5*dRJ?1nVaij|T$1VyO6%361h9<8N zM;*x{HXO=q*S0a@oq;LN8OOw#p* zzv1d*{MD~MPvY$!QG5pXq2|LHLlDn9XW))89$mV^Q6y8uvYq5QLvGk@4Bi5gv=T9z zpbjgELJM>{#sK$3xc8uG!TJc#|G=Ae~uPT(FF(@w@ap zARzSedq+LZ<{*5kRMhuM6F1`)a?_8}UfY|zzHREiUTv3QWdu63QRppBPpV(=R#N1; zv+6|&kHNqaz3fC;u)M8i3$sKd&mO6xpq5qFNYc4n|Bp+{c(8vF^so^BlAngH;IwqJ zVMbSDu+!Wgdcbt2`;Bfqdnb{ihQ?}oiG;}G5XrrDr)ZA7U~|i@wy`=s#u>OjW`apE zdXwyc4}G@hof!i(e~J@56t=9|bMJKcs6!%Ba@1UQ(>`MOH?Ynn{K`0^36SZ^5TUwq z<$Dv`x`>)Z1_(y-h=LC~9ZjX8bjY^372R%IJ%0W3MJyR=V40BH2Ec6y_q;C=WR*8A z@=vLq?tC3ltwO45>i6}8qAmbQXY@x8MqHb6$q|}TkPzRS#g5k~ zIOrHCw@Gd5M`KvSex8?XWlr7|ElaCU2%%g)`k_i}e&eE|>+(iLEWCRWRqarHZ9l(( z6Z~tiVA_OA_<%Z|t3Yq9jZ+Hgbs8A+D-JpDx|Jq?%x~(JLnKo3a=e2|y|$u}!!~PZ z0ZGd`w?4bLDc-)bE}Os~l7;vpX>0oavg_0S61_q!L*iua;&S*r^KF)E`%Rv(aJE&T z2zimWw4V)wy<+Fo*H7zb;Q;1zh;_s`4c{@ zuC_NL(}@P=@?K#1EI-ZPds+U`&&7Kd&*j|@-?4?M)}%ccL(Y8uSH7d-0d;!h(t;Jx z0g?Y_$atM9U(qo4bCNO%;5gZGSl7r%BpyuJ6ctyl+B)R<`t8!K8)PviyXuRW;P2Kj zk9jZk8{|-KJk+#H5q(>#UM|$GbqOBEk)uuWlu2Is-w!}&`4I-N_Opzg9lFzW)(uOsgLxk;=rP_b--wB4t}L> z)7Q4yg9{|q9c%1aOcebV0WtO-;GMDHXOX2MY)tg>C@}R~p@+QQPs~FmThSwT8~nU9 z5ZoW%InpBO+VXwe`E>?D%s_8yIUV|U8mVLNWj)$27wNXb%ykEr4UD*raII=92~qkz zk0JPAT148Rn~xxFzXFR!A5`+m*CvExkgFbQF~KS%e9=x)J=DA32`HXrinp~Um`55Q z5&oC#vOo=2yVSuuD_sg|8D2TTfDlr5z_zQ~(BXO$vXP?-lSp!~Dns1_Rx37JUVVau zGoWTRqet2sAFEb7%+P!VaZ3AXHTs}rMe{Uh9RMB>8-k0^AlS%-p!+_8k8+{X#;G0t zs~x#q!L?bZLT-__qIq@Fw_nV-YY?!WB$!Q%a%qz`MStcED2c`Z{cI?Hu=~ACn~|??11=m6N}eg!Tw5h_ zUghhf^Ya)eMrowC$;)$mY(XgMlEHujT=QyA?_+y5ge&@;`YgeJ6Cea9J>%hTgX!5? z=@;2m>%b<%Y^I-ZD9fsWTkh*_i&YD}e)qtB?Dne#8E4=}dPDi#&jQIN^`u~n1}TTJ zG49i(2Lj3ms~)O{PKM`x%Eyql{9xAh~mQP{^0w6J!V7I?%>St3cLt zlPLlhdncp;`>*?)qXoPBy}bB*9u@X#Ri0%he|YMljJRSI<$(ol<1_IRbz%xoz!GVG zmlmEo1myRZr*M?T7&aavcqXKYrB06#Dj=WgVrd>1#!tTSXmr@592FhsoMv`;a{meBo;FGXEpDh(vB9{x*!4rV1 zb*(502%TS7cK}+*kF)Oa1^#HrB?*_JS5*{^&$TFcMa0o>qPTcEFK5>SH6MtFQY*g` zVyap;(!tvLmk-L;a?8$QF8r^_vqpwgNH)^4Z@H)n7Ejw-=v1%IOP;N+PGrp0N^rGi znyQhz0%+WKaNhB9F!Gjkcq`;_lt-ofFLXJ_#{`=_I<{uza~8+PV}-V>*W`;9tx-fr z%T&bGJ~@Rrm3nSb1|7-NyhZU~>F0_W&+4RHBfK)D)EySKqEa^Y5X-VBE?Xhf`h6xw|Es3BRo(!k zo(KFY>z8Tl<`p_j2UtsjeMbdv7c+Uvl)&}D5tBS`1=iAXTtTQ6EXWWhJZGu&D>_pN zvpDlgmZTp>?ohf#(X0}!ZW9gPo48L4co`$U(Py&+)=XcZfn1XuP9agNHo6)YnPZAXz1X{^3*%s>-=Woj#G$iX2I)Q1G(I zlaqe39cV{t{gYz@1&!rL@^1mV=*ON(9Xz5?)7+q)aRX6%zOjh@8CmB!& zC$iDB*EM_`b#I$XYTJ^u(N#(r5iYWkuG7a@gY9!)Y&g6;RCX>b6H)M~LYH>Fwd@qW z?-MB~LjTPSDjeh)#ZwkG?>zAah&FUyL)RQAj}~)|UNlFy!EwPE!E_nnE6xp|-vHHb za(p*{N5cbdGq%f~l0+iNiY+Zoe!>TH>6Q8CKW&;GvEIS2_6mnFNU zm>|l!$Y`DG!Yo00=JUx26E=7r6Oo1@JXCFFsn)LDcTQ{sc3#6=YFEBC?HN~RPlK4Q zanhWM^frV7xONJeoV#ClR%JKSd@a)(@rZ#<0Ii$n5>y0({9hFOg6nS4sFn#&8a*r? z58DR?ebOv&CNZRip5in+chcp--=7N`s+j|)eFI@QKQ#+gRk_7}izG^MO?A+`ebivz zD%H4o=k!GWIB_bVJ%lLZ!Pusi(Vov@q8+L)3))CY|B|ME*g@b(T?cvf5(7snEl*BbX<@e$D^oP-rZ4(3eT*bb&rt_RxA&2xFilXdfVEX|>JvDt z(2=y0A@}4!6eFfS@lz${SkRh~>?N`ObM z41!YyEi5&1FFTk5Zvsc2wb$C>TOaF?!w1@7kf^W}RC*>cSd&Mno@ddd<&~XjRSvl7 zT<1jm7BdXc^)V(SXXnp_VEIPi5XE-PvRa zUUy^a805o&u^rqsyc-ON2C7WI;!j}j@85o{t6+MhQ$(>`9aHH$x(_5#ACu~XI_@_# zD#dliJYj@qv4ubj>yz2+1`o0+h+5$2oFax*dq=?a{|^bEVZTHG5!ra%|Kf2WY*Q6PC$*d-qDQwUh48{&rw3AUaa zCXw{Z&)O?eZAlchBc->VxwiO*=P09X-AaFuxt`qTPK;6FfL415JO9^%v%$%&#+A5| zBi42|NwN=oGa99t@O&socV(<@+R>bm?lVG(=JK|>bNV!tq&ln1=)NABTnCo_-qe`H zNYnhz8sp+VBguWcosUepQv(J_gmJs$Y`+9M+X3%%Je=!%li73H(VJO)6%ytQG~NCf z3FpId=r3~8kVhne+Giyr?zN0mk}Tj4`@tjezwM=yC8O+vM6Sc=M_p$5N*;BV;kG|yp zN}GF{S24Gn=y$hc$59hC1N_2?;>g=+uqs5<-MYONPBGK6-WIc*aG@N1o-EHBr} z_(D;}&98cPbDQ%}=Q=wa4s|cT4G(hqrGCwF1Dw&suPigFzn!gS_{MA{fP^{?G)`pC z@r>*A>d#Nj^GV>d$uI&n0%RO~Sn~ZxEV9WP=7{t>;b>sF82O|jiR-I5W7BC8#<|15efLg#S2PXP?Y)3ZhsR zm*cHas&;|m^p3vm<}Ephsg%O8KGNZ$p=f1rmG%sxzAdcUZKmT*jqcz{0|{qrITflh z&PYSaah|n6#_!{V88TLGW4Saeq*8T5?~K=Z<3nDLyh@E6%Ojo(L~q2kYaeGcOo*cY z%v+_l{nINd>Xl~-<`KhB!E9*vVlV~zI(b7waGUxb%@zhOz-xjz@jQx1d&_zEE_zw# z-Ic?cx_~#0;}(l%FOAp63Z;K8TPb3*;+`1{0V2EXoJZyBe&UK^Ef{iE$l`L8xt0}P zrz{VKgZf7im0jb}3OtXrZ zh6%l54ttI7S60HGsu~V(6a#+Tfnemg*{6Hj%Y&8+IhUx%WGi;541D)MJn$|>C{_aB z_;j6F#ihVvqWOztpLp=*cKE`X>m$aNKt?hEyjA>L0;b~cSd6PI%9kSXC%qPG@ll58 zquOvEkTqsH6F^|^bDra_GSvea&WfPRd6pn{N=JFkOtgid{;C1O)QA%I^RdVwI>@_LSKr$6I&vM&pn1Esar%M{FSmwtz1_R|(BXwSMo%T?QFp*ti*P;t$gc}+MCQx$SDnhN!5Ku8eYs&dEmSC~6@eZ4Fc5@wh zdnju6V4YMDLp!&Iy#vQvWk0f}z(6qKY8HS_EEJm#P-)ecKe?X(91p%{*vO0}Y- zcwBZ#I%0b;XH^VX5veYLh{YmP^x5bbpZ%<|o7-$FR4_1RVex@d8x@l6t@hsoVkG9Q|D6~14SgMJez0`7BS(-iOxBtim6}MFzWAQM9 zu%`It-H72|656IJEf5$4k8uBL&wD?$mIbX&^{lm!yRPJL70DzpLzh`Dv29u%v%?pL zB!K%9am;^hpceH7{}b$i&pI5;ClJR_Ypflo7THtM`K9^$pZRd-er1fy>L1d^7_Rq@ z0eI&zdhZ?!lWkb9p6r%5VaZanV#&1x(I5-v2-Ef3i|k#+Q&zlXD?!V+tHij4|8K042H9=v^O2QmQ^eG~yO*}qeMupuwL@vLLVK(f8rpIA$P8W0I-wX&M47SL8 zbg@eU;u>VI8sUm0bPdr93oZkl{W%VpcoWU3k57*y3|m3~9c0eBYHx3AqpVtSIp}MS zvm03?qvx}bezu-}Bzzcta)stoH?fh6-p_iWZba{iePGw$FkW>8&xg~XFUF|4a~W^= z+^jykl*Dmg+$`{i>jjs+xt!Bt=qX{Nms#u4otz<+%Rb3*)R&HJ`5aTS9l0%3W6Or? zl5C@3PT@mOI~4d6W;e?O7P_FrK+MsDp&s*5md|FXDbz6Ce>K1GMGj3Y`aneM{p=m+ ztjM6T8|gH@YqsGdNr}?Ae;o&D2eqKpqOd`njx>y~pnRg#(Ld9!+N^h5<8q1)Kyf@4 z5{V{|P3zTH6(Rjgi}B%xoiU4qn)6kx?|pE4P840Dd!ufcj(Hgd%%Qe8O?*~fhb#EN zz{Fk<5g20e8OP+mo{Kt#ZUPCP%0J=uFt>bMpOk$i!QR#T1hOO`gDJST!2OQDC2OwM#J_g62Uk*DkbQwn zFTrH9G?r!d%jf1-vnS}=uuYn|2@zrI=qs1UwMG2Mu&gL{)d!}9X2ekB;&LtoBg>=4 zZn6aIwT)3(l6@_2=73TzT0k*)0-(~ha9d(#$mBSq^w#pSE~fY8Q=^MFkIVmEjs@di zl}wldH5@ysL+*0&TWKgyBK+~$h5vM7aI8zgQ`;_tnD)OoOReDA7J@^4@JQ@>2@ROAQ#rSKVL zzju?>&t4F+YR{2t9;ytBnlLAPTgWip@OEY5^7MAEiZw*xPu0BH1`X`T1}V56f@=bj z?)5XFTkZ5-`x$E~<|65`aP&88m#L(H&82dAo>wV5P_g2d-D||P-D;}z!}=?y)%j30 z9PV5qL#~XVU-#Nf)fg5|H)>!_109!qTMLTRqIQmd!NRX4KwTR zrYSIicr_>PdTd4u)0d=(sa&sp1QbqI=-M~CmT3=UYt=3VPu)NT3O_ezQe9 z)mQP94a3_HBBnxYhXL*kN8qt$TlRo)0D*pl_c-xjVYLmO9y>qahpw;bXQGN8bq4}b z@kZF!^b#t_C!f4N_`Aj}E)oacy}>cOGUZou5{XD#u4sX=drTR(a&<5s*HrBl9^!@^ zws|s7hZ7R%!=#W+>=0YEA99=LY-jy8#*L^dZF`$Vp|#$nHPYJmul=XS-u2%DboNK0 z97HZA7p*82C1%ju{<8PL>exNld{)fG?+oDCy2{ODrzeO>F`@C{_tR!RfDU~ALq9() zr*j)^F?P7^!+$`YwdaXK4u~2|xBPdGKyp-?PAA9#55iIxR;W5JTbUK#iFhFHZo$3# zJC_G8H`l*!A3iAu8f7*(DwwJy$j8IaGApp;9J5k?g_VO^0~;wW9UJ0wJO1ra-=vU+ zm>4Ucq!$?Xi{2wowaV@|`qtQ$QXvUc5eGHCgM-$~|61+{A;mAJml3{Ur2=p$Mt7wdbqod{$+vU7jE5CG>=wUOO6I7tir5Dra@ z9=~d1AB+vPI1;KRhjn?En z!toMgnh!U;9pKE`x=NGv6HD;3a$Uy#N{<`YnAYICscKCc}Xon{%`? zq~BtdNdiZNAuOpjBMtwO{o3_Bnx1g#j4$b`;9vb1;+sZ?JY==(VcuSG7=ZoeRSPD2 zS+503?s1AWZGJ7n>HYW$hkqCSATus|VZHm4lb(vMk^DygumcWA7OQ;%?V{w?Pye)Z zyJm5Gz1Py8dd@0}i&Gk3#X-eeJVC6fIP_!TgkeD+KnXXC352JLB+N^9m`cmMG z?bTrDzAPKhMrg>|QPCJR_s~(Y3acRx=MsXi{b-><#VIvwM!>O}k8=eQ%}lx3>X?3% zoT-5-%twZCk4gl6Qw^@E23_rj`3*4B_DPaA1p%ZlGLgzeS8^I6b8$9A923H$b2KI? z__%FT8eI1z{W67z*xv5*av1W$*gxwZd<6bS0jfxz?ib-k1#4N5X^aUP<;SQBfnhWS z?vbBq-U(87t~g9mXNO$Sk71o*KC*Nw*%eH8NxRgODJfP$uj6pzT&$<`Tfpqzlhfeq zuDhK8nzTK7hgDutJChe1n9s?v*kCP^z6~ttF@nea>ex-yu3hJmRc^eU2jTjttGS{Yum39Nfu1pK%vR+SIz7j-#ZG3u9G8?_#gaqPHmt0odfT3$uX;|x?V z9ym?F8`F4w_+A*MO{+c)S1r*OO+`yxCSTN6#;+2uKljCuuS?!QT}L~wji3G_g4qY$ zwwT{d&_e6o$I3MrX&s6sY^*Att6&w=O-&8|MqtE(MBt6B3ZRf1 z?SS4Kk|pJ*q$XbW4y;DgmKjofwUL`yP3ZSmGfm9Xs zKdDGHVoKtPnV#*J6#2u#O!5J)*{xF1jV;NGUlK%~?-obj8cj&z7eb}J_+=Dx!W5G( z^59-ha659ltT5@1h*u2-3@jiBCn%-^<5m;LeFm`+()iCma8+MDl~<2+!MXm z1=dn!|1?iO>yB&~ z>igj;&D?c>-QAMAJMbbsb{-CPsi{q6gk(eXNIE%^ z;xRZBcN-ep5xUA6^-lvyFi2!{-#@?2%AB!?yb8S!u_;la8tvT`4_69FUtbf64$DWt&g+Bp~vN7W=}9J`#z^F^FARDG=2n_MGy~8M$1H z97_6+JyGvN!wE+Ete^Q}myP4)!uJ#K27jIBd)+`BX}WtGL(CicbS4Zl7+rWQ zDV@TNC&*Dy6WNxi^-Ee3m(${~Y3MKJvTl(k44EFhPISpWQz&!UnrGjwOv;H{_)G33 z&P2zaUu)M%_NT#?1mpRN(u(GaLYvhOFF=&-rIZ7weB3Ggy`A`2pB<5g1F#p z{GeQwDxd3O4kVtqP%8gx%(?6$zrteMjIXi^;xLGzgs>?+lQ%IAvA_mhOLA^T)ep?t z+O#>JhQ|KQ--WeK`G1AXe@N~BC2;?LLFOvbLgH#7Kajbit+jy-Bg6k2F=t_B_)*L` z83-9!7}*IK8JXC1U;u)ShQ>Bdglrs~FaTi#I|*ZRQ?vhZC}R9y=ja&!1Aa?78CaPc z3fh=j8590+;7U%$)~bYTKcm$D#~2o7#-B@=88|2zI}uU>{&&P&1|SQN`|pIg+W#WV zt!!-ohPKw$1^^>~F~9_1V*c}U`Ps8|b^w?H%m8NYc4o#l0CRu^z!LCZu(^%7jWNI$ zVEeQEG0qJfjBTupO`QH~&*48e4zM$JFt;`OvCr+DZJmsb{#gC@4*&Duzxp@;9088T zEwma(fCs?C*unPyP}BcIr2ijkI?Mm| z&i)HVXC!21U}ycGOga-GGczmO|6NUIW#VN1|Es1q8>=U+ud&IvrX(_*Ud3NsU75@= zoZ1u>wzo?IpW2+#n?nmKw(VwB;Z-!|TwlAoQD&=U?}vNBQA#E)Vv0@(77Iwm2GWqw zpuz$KbOq6jZ1;M`hDu?6>Oh$7A!-h=@)VKEWqXhIkEnJb^xmbF_ZZM86(6{6H`LPsKGwbH@^fb1aA-Z z$L-9lq^s2a9?&;6`anI6X{JOKSQ?l>KiK_a3D02906D@$#Q^+E5MMu!)eqtThyh$P zZAAk}03FCVmrX!eR!9Y&u&AssuR?4b458xa=mg5)iyecJ)ft`&!mlMXzYPqibQCCd zPC@DWzM5+Wcw##qIJXpG>3bBE?PI@+FpoaJs(`k4?Bf^?NY#&fW_9pQe(if#4BQ05 ztq8)U(GFtuI|)d@@bK(xWPIXccemH*^k{Dk%%RE1q2WCur!A=wwg>dU3KrsQhkh3MTO0~xq{AC`^ucHxbrWgEWSQ6y{P{iAks83O|@z_1k6J+;^I)9~i1cX6& zLttJZqy2T4q^6n-xssvI-2#FqgFDd^Tt!}GLl3myZM4%Z;CSYX3v=v zGNjuGhB%xl9>wA;@@}WsQC}IzzkI*v;Oz7*QJ$DJ4y zczV)bqL=U;qp*RmN}w58jd=Yr(vS_$M>#-{KzOY>^&Q66KFhVJI;b{G;NWA;7~pH0LIi&U*&Inko0cVB=nAwBSJ`S zfFI`!NSFrl0SrEL`nNCJrLTiz+v+M+`UzKyt>S_b)L1ia4wDpX4(u^R!5}+wKAlx=&wJW~Rp*Aog zx)*^aCi>o3q238jzOa*$@NoP4t`>JmZGn5~lYIks3Ob7Sfu5Jf#%EzpZrEXK zCf;n3Cf1K^kv2Hjy9MnkFTNmpoi6o=Xi_&UjpS;|LER3&iy_tEA2eAJ?5J-bK(qXJ z-cOTAILJ>3ba$A!y2^Svabwih;80yQ{9h(;Ys^>LEIt5uH8Rs>j%@je5bOj+I=lIWbV|pYI1^p zvo-D9wR!k`9RWq}KDBY~Wcu=EX-^1D`CcQx3|#pJ>i6OMW?0xMO#eKrYW2^?w^NTZ zki;D{>w9n~2P5zHd1$*sR8%mVFA`TjInrteKug2@@(G$PY18fdlKy!P{JiW4+_C@N z>#HjdL^y+L7X081Y&7&dOWw%Xu%VZ4R|b+CA97j>Bd?&vhJWNaq|A-n<+g>6rBF&) z%E^#W21N>(wA{(TJy6J(eMMfra_=Pj=W#cuE$X&Dpx2uNB`ajaqLv^@!l7h9Rg<3( z`IKU1<1a@wEMsEnbfJ>uG?u^*t&@mqsqIGg^WlUkUDHt*uyT>HV)Dl1gi1KFc~%HYBn z)&5ai9k;_4Y=(cOg%=tgeU`6gJO3zu)GmlD>6WqoV5gmCW=1$a#A5au#ZUN z73N;3P*a*W@f~M*lJ`PbqiEN^Mrh2SW8lnX9-i=0tG_rJF_g(W69EB=IatVfb^8U11p1KMe_P*|sqKfAyOn^fNr7mi#5ItlT z>0;wwrg*D1KY{B`zXrqD;$e*Mz8ya92q{Q)m02O{X^I- zzb^Hit&Nm;YXr6XLq3G?ZM^wenJ!yoPKRtC2?Bff5_Qtd7`3Di4Zf;Bag6$ibLf2; z$YGon9BHDR=ZrBoO`AFcFlzMHL*NiPC&cgx-RlR-f)vd}!@;ed5ign_ndIDWL2gXn zr8xAthAD+KsfgIxQ7MNx9QlY22RlWB#*0FxB^`>{W}#fcANn1vjy{<^VJ4f-9@jbI z0j<)bBov>LxSB#5mHmlsGhjt(cE5jZw2(bOOwc)|H34-u=$4D{n38ErhEh?#GJ)Bm zm)0gKOa9EZr#Q^=3E><1)Y20FJpM3>Q1BcQjFuwGBpL@h?U~|UimdPQMm71Bb)7e2C%UDWwpGS zaG=~%K9t>dbC=e)X1yBEk@SyDqXsJ|z~x1BlPwuY+eUc>BW5ZxePF}`9L}I4pSJ@* zFMBu{S_}nUs4F|HR;F!gHN(KkTpz@c)m@t_V)~MY9^k2>IoS9L%R5~c|iBuS}rIx>2 zSkq+6vn?&wG~>}Cd`5TV@X_CCG|giwNllDN+ecnnq%?mTC)BD_nKCx^`YzY+8K(r3 z8BX9~IFmNOrm-Lquvoz9lLRIU4*ZaDiWD_s#;|=KrYfXx@tG4JCG?m0zKxN#;p|b% zkt*M+0I@+6VJ+RRdsH@qW$Hb0#hhxn&5Qdc$DYNhqxhM;%a@CeK#%74D`qMmuR|3@ zp^lk@>N;K95b>pwdSx-p>v3Hf> zpTq?|Z%sy9A!wupwq{l;6?KmmuDAcbEq&y1wTrhOgUFGuvGo^(JMczy{>u4-=d_uS z!yISVhCZ9253#fxTv5U8k`8#_4Bhw1U+O4annpUm5_2YRvSp9uefSqgkrnD-r;^*5 zvFvCSa)T}1j5R=e{Ng7j)@h^Q{a18qG(DE$N$1gm#h&up-294nE7VglH`Z{_N8l`td-1Z)B` z{^3TB&ol(55sf=7oj87vc_*m->!X|^Tj7mia4eBIg>9G0^U{8-@qx~Q#O>NJT%G*Y#?1M)cT87!_1JG9`x9=Qa^{77*PmD^$OG-cIhcByGy0 z^?{L0kRRNhouB~mdfAl&L(Ou~OeAERHys)Sf)hTLB?{m=*yUy14N3>&$YzY=rf$k9 zFOs)5kX(~ObU9M`c%KkF>k@%4w+Iz-FFjJVn`SzlsmP5u^f$!u83eMpvvv z${>Bp1@K6TZl)|Sg#z>`KFy9SGki#yO9|~ld0{^fF?cw?vJN)^)$xW1Y-gG4=Y@dt z-!sl0F%NH+iMQ!nqbMK~EgU?~r~?pjSB10OAfgAE=3OJH6EDrkH4-IVChtX-3Tq{Z zw?JZx7xmA>qnlJ>2&Rv8YErNm2zwasf9_L>WsyzW5R#26UD!MGnZ}zM-w;0p#llly z?kk(ye#g5-+IDJKK^4m=%xlugw3Sa&7!hZ66K$dP>-_3R4m_9}BosCl0eJAuIdNyM zs?~%rKAE_9A4f-rLAh}Mvo!Z4v99)-Zoj}H0Z0DJfsyoYiw5X!{ZU%U8f$b5Cz~42 zsKN7@Si4QCb6%F5Rw9&mLFXNuAODVB6q}BVT~bok-hiCzTGLp42~HG}cUv2Cdp1`3 zwV9nN2!>zstzqLYD&$t9)>rIk9nf~65~SCH%($8s`Syp1I#*D!3}{$1Vi@(bkOOt{ zxUcWwo)dv@xk6YK%QyE_6IM6|k&%LF5)Bg@RUB^rKMXok zC9H;=al*(2VOc$cuH7;n%#yA+TPp^o=eql6C7LFy&uPvWH8exF*6o8-0~q5R zI5RTC8Zk;1=-hBQeI2YDh`0fdk+wCAPlBEIWWgC1*7r>As>9lAkECn>^Iv) z`aa}!T?{>0s7vkXlt!U@9g(zdS>mYL2x)`n6ioy#vc2`746^fxfHCw!bEAA<48Z0xLevAFj*?6Vw9%=eX5D+!>PP#ts$pI)BbjG@^DQ zO={>nuf6UkTN<0Msz~~uB*mYK4r^^8mZU?~nfcv>7~KOWPzH~@Tt-R6t`Oxy4H5b9 zaK``T5~4Rq8q=Ne#EXVYbRVkHU%A&Frs5`*4GNQD_SI-BV+5J*Nfa!dMq#$u8F+!A z#l4L99trc4&Y6RSRl}+puCAtbFUEMHfIwu$EL*dfYzT248&`ayq*@K5$TFwi1d;t3TRKd zK>?FMVe_J^DiZNBA#<*@6MKQ4e&O{+go|f5c66%#3JmV3I4^Sid}KS)V9&J!Coj;R@)azKJ%zGOUi*QgX8PCaQqXt)N8-M>^bnm&Gm z6i>0!VqwKEu(q?|0+(cLpK0dzz26f=545bQ_Ft1#ds9#G{xvfq8BHGx{f&@AU*;d>-Kq6?)(qn9F35fQTy; zE-7>Io&MJP`0Y$2XZ~DWWMAlQv2?zltxmb`b~fM^FOV*3@72=Avi*{Qtq`**$HOdJ zQY^Q$&xl}KbbRf1vht_Rwenv;*h<%fogsP$Y~-nF%&$u7pLuDh4o zO=|%hAMLek99EFw8b0p6M2F`u(A&zRtPHb$ize&z#U|8iCZ9tXX!C^DPFWkl%qr==;ooiD2dcUt!5fAf_HG21(Y;HM(S zEww~r?@ibQTtiu(Agn-XGl}ivdHteexk7(6Kfz&rIr}jom0SODed?%x{;5x%xB3&i z`r6)teV&JRMTv-L3F2h6_j2mY3$$Q%W&eEUMBddN2lYI!@>;Z)itqk8aAMC*zO|~r z-1s!56;Hs*K?$ZiK;&*Y4|g_!qM-+~GysvsifNT}t?-0gI-;WaG9w_prDvqLl>t*ZU3lXYsEo&4M`zi)W_aBS^ut*&J|eH{uB_{E0c zPije^n_Qb!e66JO%2R40?y_#Gq$Q~u0hTSy<{$^oxBQ+Nl}8Q3or>p=GQUkW*ae!k z6&~Rf-^Z4*f%r5zRF`GiRoQOJnjP+k$e{Qroa?M!^UFQbO!xYTE?hj0R6SmY9r3xD zsw_O?-5lt}qil8WPVinFMev+-Vto9463*%>1UA8%B%zD&5r|Sck$SVSQyvArEF!R< zpt4MgNzF@>{o~RM#}UL-pUweAaYtuohg>>~*zzA_W4zJmnf6lmNeDJ>4;5-2Vhv$! zk>2zj?Q9Qa1cb?1!_%A-&yq~dr&a-nm)TiD5(!jK|Lf4LFT(75+zs zxzUsduz$Q4_lTgFroW+FmWf3tyn0fbcGS|UA*co4uv2kKeA5C`8;W4;=lQU&3Q~{( z#D&1A>n?Q<+u7l~dtl^P(O*f!`U4^SXT8WD`zDIp}vbps2X7OgA7>8s8t;;O1a zNG=C&(JkgSds|{1SVf4rLBRApWw}G>xY4KCI}tdq`&J1JgfW7yY@j%fS;i9VHgibV z_TGpKNOJEMHuP8%Tn)5kG59)HR^}2D;kdTD*vZi=`1<@Jnaenqe$5U|b2INNpX$&L zhatL~3XR%I1o*XB*^3_wmrY7-sUW+LBKWJX34KCy^@;9?dBD2adJD(Th6EI!5H(IGr#IJm-#)bnZ95cwKrC8eg zI%;&p3n(<%3ZqwR7aPrNF9u)!kPYb)s}%{3R6kqi)=DZ4{aMxZ-)8!@0Or-&LZvWy zlzk#$BCuWrukW$=6f3mRlbEa)(fo_wF!Y?MY=KY}N!p-6ZylyJi!A4$(4W}=WoHK0 zk6anBLbtYw)26pqt-x$WGaw&dOu@FrIM);wG{(llc{E;vW`76MmLupja@`zVM~Q=Q zvE&%3|EUZAZtrPPYuMtpOKL7+18X{Ft__;T8uSYue7$0bC>$`C@Ym_sZtspOONlDv ztO5q{%~W!thyQZ{39D1(s zDe%5d|H4toFDtqf+>Mp(jonjMBxE$3m7ive4_J1rg9HFxGdS-^P0AR~++5%{{AJ^P+-lPoZ@6?(Vp)?cYHV%wt&#xnC6 zY?NB08j%9Rpbh?3p3P^`OZH{x6ld;#*E3ai(S5ANDY5sPrd{{abq4<+&Wu7*H(vfS z1KN(=&&Odc!aX=%V$=#2$_#1TzoogRr{6|2m$r)~A1#ogJ+hlNl?3pg1ktnw-kITz zUj(@)4iVxh8$w{kpXkSx<0K+X7i*}JLhu{pK|mt0$xgR!qc2}_$CJ3u@s!zz&SaSV z0{IW8&bk_&4(RA3Eh$)W0|p0ekjwXn6(mV?S)RxoTk;s zR6ADMYq(yJf0ak%__KjINzd>IEVmM-6V&M5D*nDVP$If2@u-tzjWso2*IqM^LBsLy zBGQ1(*>s)&7WQedtqrES)X+)klj-CCKCv-Rcz3tvw%^JMoDWkhU%R|`o&X+otUYL} z@~gF0wS*GDG%UiioZi8Zsm0hs?cX;Gw{fKvDQP#X8njxQJ?7XPnc<}`L+24->`z@; zyXol>SgPs6wi4#bttRXqxof62-k*9W{d#&4ITj+!=rj4IuTY$AxOYS0dY2ojU}Eg_ zD^W%UZ!`B0@mcqCkkAa0$w9B#^oft+$hY;9L-eJWZbX-=$SMhOrtxT+xf2<@oc`ny z8zfg-bjQyJv^3+3qR6YiNo0ZtOLl1pYbnx7ZB78s+)jb-wG7of(VjRQ9x zj}UEK7A-@*T*nW2EaMPAMfK_w9kXg=|?uhB*$ebx7 zl+!*z(KYXf7j$HDT=Q1mE;7zt;eqFS+`|ZhiBcJLl!7n%MbyPK*+Kd{H zT7dR9!BmHGANz@R_y$eMna>p+#u@Kebr1={b5v!D4t(@q5Vnx3E1=?CA7>!_Ep9K2 zJduHR|H<^(UmH~<>!1>{8qOUrJlYtoiwf07tUNgH#G-*))nbi8@N|%booB^WnY)(onM7?Ff^ZF%!J_%Y8CY=;>%%>ldk8Fke4PE=lYS;P;4 z8S=(ei44T7t$f5>ZmHVi;YRF#=g3|#2OH)`b03U_^oyHXwSm%s1(V$FUd3%+^t~ z$;Uy-sdB^c)NIQ^68fF&B5GbQy$L_%*X#u^i-D*gO}@F}b6( z=TMc?d2~q}FX+Nf-hta|LMFW@&XOqN2-IbG_Gio$S(%9Q->u~9$tmS&PB2Y$d1{9m z*Nj_4$)WRTNdD$I8+zTUx8^SkOJcD=BltWG zG^aT*xOkGZqL(J0MW1SAzM;-CS=f-}K)2khFCu^^=Uv zMp3dthJ?q0K^l8~0%iZ*UXcpMLy6)q|I!$_rq?bLp~94o883KA!PN_NH>3)ZvQ934 z@@IW-)X=Kiy$`B&y?EFDT^z z|M5#htzz9Sh=}Y_=m-t65dQ{`S+@!P`r+WOvb`nZjPX)43r$J;)f3acG>*gjVC@Y$ z9fD=ePcg!Rj)FY((wCU7itSU=#K&uSUt{PYVF*IG={Iou{-*e>{TSN5Y>E8WrqU{6 zI&`N9BD@nEM?#tjtnq?;&FXUGwoQV*FAyw&Pf*yN%P2GRT*a1&HS=>iMZ#(mHaZ7{ z6^aibYP(*tb@OD9QKG9=iR9lvRnpd33*1^D?DLz%AoMud2kVrE(Y7O$6->Q*Zf_)7 z$)o3Ku2Y0JmQE{3+Xx!BEc^h9i%y^?mr_s?2O%ERS z<=J{=o3el8*s8X8sf_8modk@!MUt->36+HdksOc(TXJ;3OP|s!N};f}U{LUDE0yC9 ziGjvfZ4ix-rMHwuvq~Sz{7PR;wjKJ@g>jGmTE#b=IGB_NsUHj;6o`FX#Ev zx|t^k>o3}&7CJR%DDpim_EfD(3(7uGydW_Mf2utGDn9s$aA=iZb!E-M;2wHms_&w# zza9uQaGg5BD~md_+%=Zrp3=8cD`uJ+MKyCAitiSb8p+b$x`{2NblxN={7r~ZVjFq; zrJ$I~Y+~3rJ&XUCTle*NOA4+k`|2r{ zBV)r>2_X2GGV?97ysyu1n7Oa&&DCcb3*B*t`j~4n&Y6h`>{uV~4HpBWp82@{pPKKb7gqMx;78; zF3Ptt8=4psV!Zv0ICrl|eT@)aSSD9Ui zx6Qrdx>)nNV+9{EyLrqFzXi^v53{pr>L`^UzvD_4$LBLws9EBh{&#?eM-TF+^N33c z`9iCZtb;ur-<36d@rE6P03bzyYAsQ`zrta?s`(v9;3`>uRP@L!_q@>2ltuN?ujm3S zW>LUg*iSdqC%D4Mgb%9d} zt-N0NBN+`}L%pLplaQ8?d|}IS4rA}>Wme}ZOUC?lOF>^G+1a!}Oi%4sR+pC#x?|V8 z{VkN@rbWyms2Yt|!qh$5v}PW?OL2Fhsa{DP-Bu+;sPivb#lfCThsi-}KZeZ`{D{h$ z$%pVUZ^l4QEEo6dI<6?zb-%Z2Bg$*SJ97FOmjEH=e-6kV7Eo{k~g3r!!(9xtPju_1eH&5v*Vb3AO_4CPq5dD*lmDKiXj z#>HL==@L#2tVd-ddx(Gt4mXs~G1Z44ad^>I@YIj%}FZ<60F|K1JdivQV$dg@}zN-i)atjRnvL(X-3)#h_HD)W53{%Q;}7`E<2fN z4`Xn#%whdfPFUzKu1=z*<$|gTJ(w72;q(&P#~y{3qS_P2O;Z&b)X3?&}70|qM2-v}M~VV}d(E7{?%OB3~o!Whcef`-p;M;};v zQY5@kr-^kF#c2Y`))mzt%s;00lYfA6+^bZZuGV(%_JYiFQpSLpYOrvy1(<;HFgm4j zM)cfhTla0#46L1!Dvs>7<9T(3Z6x$%H`{~#4w{8E;zI?w$1GTGQf?=7$CP9=9X7a6 z-bXg)AM%jk;aYcWF4%jCjp72k;SlY*8<~Pp3%+P9J0 zA(e45bI#sCbn(5QoP^Bgdf*XfI7?~jsfN?1fm}!c-4yFLHaug?`9wNdG8bPG;!tV4 z8B3g@b6XWGC3SqF-|*sFm+$Jo;OfkM0~#&i#f1VQR@n$pZCa>uNS*}D*~s5YeRa+a z$PFsr)Cd6v0LNBQyU=wgFFIzMeIr9u~iB-aFd1 z@$+3Ds^TdM>${YM!42u-GjXpegv#9=jtGAS%3*7v%nqYTSdYjG5~n&?h8DUaEz*rx zlS4jlX^jY+ku>|bP&rj&MkKs*%c#`%c*7n>6S{|pN2adHRzQhqVzl&?gtRczpW1q? zi$;^z4*RgK1Q-asaH{OxDDc?P@n9}tk*Uro%A)DC1)~vMZ}#6ugEsvT5xrL?v2N-&4<`bBKkPlQq+21Ct7E&vD5U3 zAG{DF98LN2#=#fLWNOz)y543oAwUYBqy9^POv@4ZVYk zLRx7NA&y1IX#m5jp)STmN4CXnr~l|s$(3{_%9}W(i%8Op5tg^b9Srt!+ zaHY1iKiJG<-*MC^Bx~X52aBgPl?u#(%Gy_e4c61{x<%*Vyl|TE5B@U{3LCUSW_maYmh=Ily0+xc{%>{dk$SCAU7^(c_ zTcpCWbQOS2XgC1VfnYYtI;*n{i$>~}gyGGCV??dGeEzY>#224|M_+I5&#>gDDg$I+ zn5lWL;pNZ|N|t(SYq^7@)!S)rvT`}&*W_tGz9CR@!GnvHYg%?Mli5p%C*5TmG?s_W zYVBmmP+|5`@46I;!itQ<>aF_(i>%xsIrd>~k!|R}(!A!xhw>>#+rbzQcGtsiCXpq< zhJKcFj5aYgAH-fDp^?fCy)+4+^-`5Kb(>Nx`V=4Y`?&@Uq%ZuEP+|#V`A*$X>sU_q z^C(TFA#wjpKUus#1;03Y1#@ZxQ02`EYfHot6`7fuhiO)Ij0Pez{M}HOR5imxVkFY4 z7#Ehh%icYx4NhnMouYj@*YhC6CC&)KVUx)QTQ&Pr)EQ|uQpo1#~3GaGk^LSC!i={hi zg^-?x3_8qB|0iSd&+`Ct<;m=>v6Kc}eYdoQMNFJ&lOJsT1m|K)g?ZVChtC_Vsl{G4 z{wfE(!USR8Z~>;N-Kp5-V|pJTh~OiPkeo~((3v4L$zr#n>o)LU)3?hd$gqWs z2iYKotk(uAHbvE{DA2vl({m|EKz$E{gU%vX3D-v(3H0wgIAp)9R zt$-R&u=X|Ty!Sf&wKH}OpJNosOfgBbtkDIXz8-d9{T3NF|MHWlidS-{NHCD~hvvs_gsR^0IsnB!TpT3e@zCldKHqm@o=MaiJq@8txch~L zNikGtM~f%p0O^bO=eaWd#MC5-{psEEj@dd|c{lp%n_TEk_W3XY)r5vn(elM?kQzpi z3IXzcE#vmfsbX!97bfih)!vZ|8_Mjt7u|@%PV`rI)j+HbCIgVnfKCjTupkco+9yJg9c7eT&40UMxb3f-*cr{JUFr);^-(-bO=>p5!F zWgJpl^*mh1)D7J`=@hH-AQZvexHr& z?nfPtusH$!%wlKha5vxfy;~~iEvztiLYGjE0t3yVv>!X@v6G^92Yv_MusSSQL4!ZZ z!#`Jdb|w+B=QgB{-j|mouSlC7&rBe)Cb`?-B9 zEU_O}ygVW_r&$(KTFq|-Gnh0Urj9iA0OnnNhbH7iT< znnO(yvQ9&htmVt)ZSk(a^^TOzmQDaeyY#url6?g1wJ+}aXb15Vp$yn@M%oa9j%wgqv5|V^(IOItMzK!{EK8jX)3fZ=!%5OAZd9h~EkcBX0&T{QNUYgX` zlboCH(Dn^au2t&6W6A(mO50cqH)o&d(t+7U*!>OS@=b^_?}K}TK8C2Btts+Z1d=OU zclTHnV<9etxSrsooiXR_htuv2x>7w7vkNLU{fFMQNrQ6NI=GMFpQXxw`)_=od1w^) zA^D>Ukx6JjoI;CqIxn3?plNRLK;_Zi728sroVm))Yq?W(wfXAy~YTHwj-u)>=TM)ln+xQFp%%x+?AI@pwtaGWo z`4q?6cPiaw+r?YoGsR}Ws#&5u{&;6ayINT)khN#vS|YT`xooo;=khfsrVnbEy#LLW zM=(DWhPZsrBRwY;)?=fs{4W?d1Rc-YgOhT;$DrF!K6kooE1XQ`IXS?U1XxjSp* zK8j{xN@`_k-KFAA3S=`WenYyQjL&-Sc`i16EY{0 z_Bs!fKw}55OJ?gCfe+5;f+cd+CMrZf@@9CiIwZ9AWB>7wR;8fE{p1!c*BM9WQax zX>*;(DBY4YxNRfA44anq#ndLN=ovntp@cob)3Ueq( zln!$_3MfA3{7h6hc%dF}E(r&Grycej9STP{45nWI+*>4vCL61noB zdg@E%K~&&oNL|NLa92?o_}#}}Pc9uJrF5=ToCtVcQt6|LGX9mB#OGPDQ= zZDYsH7O)q{lQCMzVj_KRgc#3u>@dGdXNdP$54b6v>taPd4?q$aa7ZG{H!b9OEp~*o zlp#non32I+JU3s6RE&7W@Z!@t<%_xasTh7cT(1A}ZZv=J7uqyVFoDTSK+E{hzB^4~ zv^{F*MG$*pPtC2DZg@4QoyjrTYFBeq0Rt~QGs(B3tK{Nd|NC*<8R`|jY6IgI+hGyX z2O_3JBa>ZtaTGqzhog(wftblOU7yXR5|OVpyO#A3qgtL>?@(N6Y|EDiCQ7kp zaFn&ta{eEFITt z#z;XMFuO#$#OwAdBLjTsAV;%zkZXpa#0Gs&J-4e>V5aFws2EyO=661+)L+|*{t;D5 z9Ky$KrIs^%SDG|&o_a~x825PU{M(CP%>apgI#?lKX|9(~nZSpA{S$nrm=Mq7``)*e zM>hpS2UY@p<45R2&P8eBXlv$GjVX2a%eJTjfw?2S@g8O`{7li3#R9po52ywUIL!Tf zei}+@-=}}~N=ei(zzIJDD0Nnc2?;fB+fiyLj;M6B=>%DK<+*n7!KlY?!DHnJ#Il6= zgsP|$BjVbU@nc8r?K7vf+GOZ*2tcz{{&Zi`%EcHo@=}+H|U#Nwo z+AU!|6aA6-YY$~oZk@fR2Fi<9&!%d!v%*HgL6EN#N6i~HA)n@@PWaHnkID|_;UFVn z`s{&vux&G`A5JA1YxE4c!!`QBN38BESK7}B1nfiYXRIT>Oltdkho5Rh=Mf}6lH_pk zE5lNsaL;bOoiHC=*~NXE+`&_CxO)*|^@u1bG^EZ9rx;I&vMUpav@Ii3Z@!{Y-P*m9 zq2jXGJ)p9yoME>uor9txwlR1^qNR+xvVTF;O?^zyLsURRN(@&K=Q^M#j-L-9ClO?2 zBSyrta%`6lIq}4&M$(DN=OoHnjeW#mi0B_`p~f0DYc7&dos@LVtpg&fePZGw7SjAKd^ra9rUq6@@{0QNAuIQCYi+=>ne5mtKLBy?3Q2XRVY}orUWBjh z80x(y0_D=Y4~*qXjI!0NQ#DEBM&t7MfgJZT#|?WiNgyUcomX`f6z2X%Z%vhFjNCH> z#I3?5QvCxXxr~@^IizfPYw|{mYI5GK`J0Ol~o??WVivDOTR}?ed8q>oD z#-6{Ov1X$a4ZB(Gh%Ge`4(lT>BMLq;+YHaRB0 zijgl0%s;-$dk9R`W*~khuxpA`WXDYf+OA^I!s|~6k@HyRNs@(l4|HPz6T-6UH&2~2_2K@x3sVs!Vw~|tf=x(Lv z$W+tP5R&JpyIqYvepL`Rx@}V2>R*Sxdz=t3_lL-4+Q}#s-c%+37HE_XJ+^seJw8Ww z=qU)f4eQg;W)W;M54ULQ3uyqNAV;X@A8Pb zG%XYdzvne8q9_1Qit~34`WeEZ5eYI%R_GJ*O&Sxr)hwbZBZHY@LfQ_NqHH?yH6q7U zO9(sVttOjv5G<-!Im4&kBuV;ezt6!A=w|O3B9?y`NEb&Nk-m&gDQ)V~4E|!zk~(Cv zpJpk=fPHIBP}!FppGXI<@|JqH&{w=>!5t<}|v1}QZ(OhomHCet0vG2Xe5oyZYLWqAzkt{j1;kuoO=grku`Rs{1FN6 zOenTDEXvvshGacv`;xhQ?UhV3drwcw9=$TZdKeyM`8Y5rKz;L~=vzsds!D5G67Wnt z=jF})2Jt+s&*lqHG51MB#T#=7SMdwM#xDn*TFUP4Z*-~N5N7WxIM}o6gc??VqLd@; z2{vwdNl7P%z#@f3p}$&|Y;K^7;{EoUn}*0n_T#gP!^9crt=U0bD#POO3vL~dUD+L? zpnFD>ZmpDqG#krn=>0oy>Z4Y8!Q=hiFcuU7uY-P~XOA+0XFT*epkE9Axw}6@rSs+j3LXX`6o53SPVsCPJHUh3P8Z62}D9WsJSR z3rJn(*lEUb)4`s9#XrihlbOnrO&a?$&^!<9M*f95HB_4R*{Bg#;%vL(cpmmU*(y%! zR>mxOm(%S_A5EtkWp|w8aau^5O~@#7d*RBU>=93#q}lbm?H&1x5)-vA314H)heO}* z>lVbHEh(IEciJ1d}Xta85Z#5rs^+mNqR zucb*~)22*<>{PqmRl5syH^Z|{iBtP{&Bdrg0~L9~HH?H^U~y03mIiuq34(a9xNm^V zi&5yrvK2302_!m5=@#hR=Fxtl|lRQu6ATn8@C?`Y&~Vy7$# zU*uJVP5VctunshTp9m+ssUN-YF6a$^Z^FTU7q}o5(wQ4|LmF|w7DYhhPx_NOuOM-( zmriFu@@*sEk#@gIVd#f@)El_uwZg zi|jT;I$=u>3?;kiU0WT*hAVa4=}-p4A(mNajfW|jcrWx9(uBq%g6rKYz&+=T_?U&} zJ?8PniTOGLxnRfQmXWTpbi!L{GkfY>p*}bAl+XSX?&cOW!?^ZgRSi&O4vz! z?!`%y3NhYCsZ*05+dM}YIx{MESLnSM6Ur;d1FH%pf#Nv=W5m8xpED+cPrj zW^d8#`ynKu4|5>4d-iz(D;-ph+@lyMo6VhKS1$UE&q#>Q!&iRalEy{Vibo60DkkJJ zHwiuaNUwlD-#D3467-#UsBP_YLNd}5#dgtY84ePw$*JdC?bUB6?8WicPzn5593MtF z*>~TJiwG)d`3bE-tDYO-pA&kYdfzF`*&Xm21YP~4`2DUzFW}7FqdXx!a4$EG_9fTL z>^kcW(sQ5|vOt+iXtO8M^dbEtG8}z8Dq%Vj&Ow4TgWR1BOllFDO@@eIED5bA(~CIU z5&@KelHAD~^r5!NMf0ke0|*_Q=c(UDJ+#X8dxo=XcvQzNP+Dbm-al3Kjqip<592Mm z9InQ?Y=1%Bm3XG$ZIUl$6GtN*CVgNm!Iaox=2}+}YsBhzSyRxA`(>s<9}1m#0tNjg zc7z9%$Htf*-(n?{soRy|mPfr*~FqT+Btve;{dxKa;U#7h5GsDM5U6#)*>RV{zeTUUTy9e&xF zLb9rjICT?Rhb4hQ#eRYz;5{lvszo*7!Uyp4cFI95ygLni)=5K_Rw%W1)yacA?o;*L zeo0&oEz8@J?BB-CavOJo+gdR+&Aj~Vm5x2EoDex}z5WpRzvI5dbmfGyZb`h{>ZIIe z1b9_S%cC&`ap4AOwI8Yd2TZyfppgYJ9H9*0w0Y^@*QvgNlW&I&v3F|*NkhTq^Zlf^ z_gk3V1leS%lz>exJQoeYV+{VWXbY9lIQ^HDU%>1+SVCxnh^rKpUyM4Rl*J8@&kVOz zL(`JI?q&H>%9XK85J|u$HpQRi)(fF&_uW}U{b9%qo#c>lmoB#eoiLoiwPH8f1Ccd| ztrgmjke9L?Jb?SsNNKU@yj=}xBo@UFZlM}zus^%6NrDYx3+N|Q>5xLR!mKK18TtEz z`Y{LIShD(7wEYla{jNB!Ert%fp81iTfbF1wYgiyUcIM#qNJ;9x;o2clJdm%DY8ZSa z9B9QA`evOu4Ouh3r7t>bm09Msbn_`E^YAX4b=(@4?1=4gDP(se3(C-w#Pyt3w{MUJ zrw+RTYN4j$Zh^LgGWj_Y)LT_r;%3n5PS+I0gr-4N!bF-Be~L<9>#&Lt*KFTP2HpNgSWFiiYak`H{#}xcwI!P5WX?mw zgI%8KAMze7qWW45QOAwtxqn|zwx7Qd0u_8i(OC8oBXi6*UCv6$l{|Vl=F5mN>!x)_G9487e;GJV%Go>efNjBMI% zcNLIlbE#uvGcILSXe7Mwe;`v!$L~Vc4WrE9jvAK)o-evfR*qN=DYhDZVgsY3hyI1t zVI1_AVQb189-cxA+gdEfPav$(pdm*;7~2npQgJ~L8~FjUGejYi`gyG&OvH7#voElx zCt<&;`e^?!2#52$_;>vdqmU(sa8tzqV(93`MGVeu?UT+dA2bV=j>NrOB-IMjy(c&= zdQKE`8!u5|dldDYL3c6tIZbSnydAslkoUk8$-}P4eTnMSmS{3W1(B3rWkPc!h`aPe z&z~Hp>>l5Q?DdHZeK$@Ax0%G#<)KA#-1*b-wc z@EE@&vGf$C60oD23$@Y&H4$$5Hrt>H*b16q%_!pMTh8(7{Xq-9n8aJYGBu2i zA}K={tC0ZJJDvX`4J7Q{vFc<+8@ED~?Qv*g23Y=1^sHQEl=zK=-Aq4{W{N&Do(v>pf%Y;o{dBr zQr{Beso%jsFywqgPyn__g7nySi<4hG2+}p)1KkiuzI__oRr?xc(T&`lsaVhk2YqO| zeeC8|-VT$r0bs6ghVDEz!@A+dD)6e*KhH((iunI8;&dv6oF-Po25--8I_(Gujbk@B5VA|UQkkL>gDfw-d zFOH^^?dgDCArI*0afCez&4HZt2hy-xq`@7zOVeM0O2~%Z?_M9z^S7q8#8t~s1Xc6MXv-SmPRdVr1|+M;Jku`N=~ zorb33`%8SXbVI*v{Ix zh6C~s`a+zO{Ff(g{RmrxE6j0^sc>({kf4wcv>@cRCX&u)p(uIT;YwX)1J-Hb#Z9h@}xRGT>ES+IBct?PRi6IIOg4$LrmZGd;vU zRI25SaO%Y}yv0J2Q}^ak4lc|TR?f1%5C~&Y3aGIDYH0|@%K0xCJ>hCeCM4nBv|_j${+#C^29D>{!OlA?=( zb1#i%Bm?9;SSsuPpcH5Bg!yu=7&)ek z*)@d$!pFc1>ZU0XGNqdx(xKu1vmQ?qvMNwKrH%qkY1@etx^PZ5MHte4!kQ{P!S^Q` zpb!>c$!@LJ za)JyieVKb`?fv$8YcS`-;HK%>uafS(rqjN2_4vb}9%Ge;8mZAl9?LR^)Lqf{$b)v2 z8cF2hUcFr2@@97P2`OEOiX(DO<|kspe8!joqEAydU1!reRt0McJ%2N0$kEo+>@TUj z_G-jF*|MnNXE&DV&~5H#M@^(tkmW(ppBRc&xzeYrQV-w{-FXwew@Ain+c+j06mN=Bgzw6;W$$o> ziEEru#{cXhUrG=A@iMq(up~+>Wr}juRjjfIf+v?Zs>QI(55HHe6$Utz)cAMK+1e?-)J(#dmkPv|BPqACfC zGuMnkxc9f`%TRD#hnk6fjTbsa;RvCDoQTMIK^?lvTc)nnc09a#`3{J za15rAV?XalIYfLMnK$459&MCDoo=yp+9smJvitorGOuxh>J`9y#9fhEKo4*H;Mvt< zpB)KF;mzRWo54d5)#vq`eZi9gSRet7a_z@`pKjpMDL2W&4e2IgTQmu?_dvbP`2yKR z`$Q>Hl#0a?5-sOVlPy2K^&|c*#OxbrGC?ilKiRUZF>a8K*r&{%X*u%y%s_D9x$59V zbP&Fq%VFHzJe2%o!9Krm^-z((oo{MCzV78Dz>l)?_I@}JrZ$z5Tir_K?!{2pJDbrG z)5Lo3g$u~WMqoif3V9bMlxW9GGcnq3lpcAop-AljcheT}AU^@$V#E7DGEwyha#MXv ztds)>i=w@U@pe<0XHTXN(NsobW^GMFyZ-lE7Zx~#Am6XhG>WQI5gWz5B$f;-}h;{`TPC6ld)O6duKXFz*7%6l%7W8A(|AIRP zo@ssVOPvRpU9|tO8!7Wauj(@VMQonc$$#A(^(l$FQi$Poj0`PGGlN*5=Pz3wP&&wj zXr|Li_XOR6#zkiDl{YX=`?LG&FF z7#-5oK(|}wMiF?W&>5l)VyI4At=9m(8(MnoOUb9=;5K$`ryML2*Wp8^%hc<-yJQ8~ zUW3m3^9RHH3yMtuZ*p#6nYsh!85$%6wgl;rkyeAe&MWV4`58#e6eIHyrw#P9V0#x} zmFDy};Q~#A zE<{iw8Q-WIloX)F(c!#zE)-*EOO>DoI_UjeIdqNG!aX6XJ{Av~%_UNR!Y#&hmugOm zJ?au2AE40ysl2t~0c8Mh8md4iu=p}<&4&V0D!s~aw)7qft!R?%TP4{LP4&dog?$5Q zYp!JhII-``pxwn$s3!8aqr{>t-5_5tK17(%kSo^45{=vD5qZ%%n3UWiM~`iDPqZhF zp^L^+cP~)&z7wKM{hdv{JVS%%W4PacYiF1vYY)rIwCfXqd$lyq3fMiIBzRXvvRz0i9=D) zm<32B2ks#CAJi`rUPEO=cwYTJl<|H?6L3gy{DMiz^Z2e{qALraVGhLEuf3-f5wf9& z3z~LXP$}_i-)kKb5M06|!XM&(^kgwvYsobSKS?8tmc#_zGRsR(&0#UN1<=W}9*&gV zm8Ap8849(a;@p(Z6;&O`>GuCV0(`)8)01lrK41piNNN7+=vOF^4QBy~kmk>J?rPf! zl3*DyIp{=1+`aCjO@3R>w+xS1iYVc`31{g7+?fmWIP#-krIiFXP5)a%N|4L!0WQ+g z&^bryWx5?*ed1tm4gJV#U6(3WvlmVGtt`-;Q;Z|$zF zkTrP~-*&53aDpjkaE0%2ldB@aSXg$G_X~- z*rIYkjoD1M&&-j{sK3Xir8``tHX)nXW2zGmnD0n{*f`q^J!c)J!6HmDohRO5s2qsPs8 zMEvDvL4LASW>)SRlJHMQGtwL)NRIRU(lf~IM|^}w%TeUKv3H8v#8chz0`{2Rz+01# z#n2MdK5AhPoTK(F5vl0hvn7Bbb>T(?E2u=2>KqreIa4XXK6s9Ija|=TNM3d>92NWB zbYh!!b*l=W6d(HO>Po-czjC=&6nYl5JgUoV?cOgcQi;B>G4dg?v~PM(QK-6QMRX4kd$8_O`5#QsBieuDBp}(9%*f z?~~i>@#uzkOfv!u;E{u`(H)?`qFM@>;-RjC9Lk{=ncjKn$|581_!DuysYlquN6B+g zm*5gmFlt+k2_yt&MuM$v$u*D@RxO(DbNeymiTq&{Mr&e(PCYI%S+JSD%d6ekt7I!a zWEU1SgGM#-Jb+FG)N+5TC;s>}p}-`0tSFt31?v+H?*jP#`oQTa1?|z-=jONVkQG`W zpzXh+LN~cMry6`6?|#hClZ6wmN^$6ltF9iMF&Y5lFo)`zYIZd|cZqh%$n&%rvMlu& zU!I=lsNDsis)ze=28`dIm)=Q0MrHon>);!%oty&6%%`znuXgLNDz@8Jl4)YqB)v1S z!LRY4fMe)A^el`p!`yxMk@T9xL-15?b9f7fEL;)Gg>;gpa=n)Hq)SrsCDMl}+*YA) z6^5P{CA#S3|HZ)qPa4B3_5_iGZTxWJV5(75M4V?}D^m?_~?Tb9f3xrr(Q{a1b>#6pgY;Dlnk@u!7KA zqVMN;_#B3tLO(x=2-*M1VR{^Pf2U2GoGEOlJb4}pJZxG@SNQGXH^i7t#P^5%%;TKu zarg`dN*v(94I;4|CO?b17dLLn|6I0Vvsm)IsIhZlil=uBtMOMn3ngC2l3xAgNiHSG zm8OQgwjy&lz&+LGyWKDGgq!$wz`^^_?Xf8i^d|W|=&reBNX{9pTyrs>4!Px;gT8z8 zD@?;}3KtSJwcV%qOD+LQhp?d7HWFeQFtDupj;d^7%Wm8CLp6}pIWhkg1R(%8?f^Gf z`qDJ*i1wodQWnqT4rE>DVdUTJ%}#UH@0e50)%3aVV)#99+eF?CxCh-BI`n(GE9cu< zjWM@#Y#qTiDfe5W9{cv7?c)C9R?-LS&7626cK^$(JM-!3i()4d>)Q34wkdh2 zmp&B0d_z<@Gjkd3Qu1jHk^rdsiql=*fw!{(?-yG51Z7#|dsizY>|@?6gpF(far zywLZ8%B-l(sVBY##%2NsA%KBicigUICkmwEafV6v?|FmgH6b#i-zM>ApD1k^8|{g@ zER(Nq3%!}9;Ox|qLA(sG27vCWEP4e$JJ8(l4r(ClzDE*A7fViqDv-{kFIU`Di;l)m z*IOGWv2tT?BTYBjt(7DbA+!(ztM}iL{QX`*N$kynhI0K5(3tE@@>8_Jah(Y~NxO5t zpfBZZOPLbc=-W|9QCJ(Kr>YEFuu*xS=4X}%+GL7QX{HGX@_gh168flosUE1c%EX^w z92wcYxc*KD_t{AY5*4_bhJKDl``p%LXNj)AdV(orHOTU3GJ0IaqAjP=WG{%ib;Z&&kwf+!giSq?NCx2&p&rYc&63`Vgr1_Ad!VMyh14fP zT5=P2dMm^~0-n-3HB*dBi|tnwfCl4aDG^^Sl_!m@H9GFzxMl9#<9 zG18mEOY>uZFex9RcF;WA!5oR4n(44dy!`zkuT@8J%yjv#OsSogelL7^U>_wIaD22@b{{wLz%y`Ks5$ z2vI#?5^?D9HM#PM1v4co!d$dG{4@kA@;Vxc2{K8tjM5750Eat!I6Sq*cF9MhCf}Q-S0f{$vbQ=21V70;LoPy6bjXps$FtXAWD6@f zGc1blV+XIz$#vhOh#owTAZG)cK-Uy#&kqQ0o*k{ zu&Vl{+BTIA6sH>rFMR|ey{T$GZ-9iC%!HKdbCd*vMhO<2a3SoORQbvMD>>6(o{heu zYmr8RqBl#Z^ji0G+U`SZmI~13S3*$!5?4qByfY=^o?dpf><*E6rPmuGGW>3agNBq_ zeRORf+w&&LY)***iqo%hE{ap#q359p^=>9=t@soiNb1xSnh#U$>C}1H0J;A2EpJOw zmNYFc9Xc7F8*@QN5wgJ*%`}hO&@k}ow!x#d)dQ&v;+u%MMK?Q`?)f&`y4#x(IGnCa zbjDHu`GdWpG6gv)F-xOi8BsjeR-FH@3$N^sE;$;E)Qv2yQz&y=ONh?Z0We5&w_Hdw zh9$UI5p-xZXtfu@(*p1*6WYAkq z0Pc{qhE70ZHrMAPbH)v~ir-$?_QuyECl$|WY@~M4`PTWtw1IGkNE-vM-Np35F1}D- z=?hHC1IuNCDJ=eyMB4hG#k>J6!pLqSprSbD1zcTe)UA5^%>zF%m!sNd=O_&RsEoVc z1Lf$zdZ%r$v;}y`j4I60Q9A&r&-@x!#_QF)exQd2^s6o#eX)vRvdw*ZX6>JVv(S#J zxC6x{qwpoms5yQ1tlNYK{7YrQy*U_{{s0qUVSON8`$4#t=ATb$V60eubrl_PPqnIq zpkv-@^q6zG4m3@{Cu~xG*5F+_if%P`tF-!b=WZ|_twGdH zwR=<-;#lC(MceNbd}~HFxMimZ8&<_|)pBHKoEbw%FRewkbEnC1T}%lA2OVf~{mPZq z?CsaU*+SUWjoD87cFpCbwgcU8*4MrLPgrMTV)C-Kbo*Bi?@RODQ-r8EnPI_~H3_>~ z+tD*cxvJp7<1X?p#z@Y3Alc(2_E!74a_=aGFXItxie#2+R=CR4Wcz5pUJu!L9Kue` z$X(tRqUV)q9m7meKJoA)Z}94!rO>QP>_9!!w>N7K1yGtKkd`}U!u*jFTAUpAzfl#4 zK{n6I*CwreW_P@X3r2!)kl_D8>2A-B_*_*pw|2_ZQGj!+D|F*&k{M+($MUr&_dxxI zR8Dv|jZVv=`B+*Se8v`_U`#rJg@FU^b5rZ>?m8OSx9AMeRP^CPo=5y+Rs}#NZ4h#Z zZQli~>D`(5h|ir1YU1zkXq8%`n;bf~3`(zj2H>tG4bninJ39vncioWg@>e<9CdnJx z_|@=MClx`e2gtzz@jn{r85}k!=$F0x?+Z(-WLjpTPS-H$DXZ!u{dUjU# zui4|q3~EHb--ud$fMH%P1X@I@WV_UKkz_kmbm|>_()id%M$+(wjjcizi_qY1mz&4a zDB1tXX8(&o{q&YaR`}&$Q)wYtF?rV%V_S)2JN`KM8}b$fJE0KyA#DSqG~1(Am)skh z6A?Q6yw=zpo;^8|qJhk=&pm2Dn9>XqdFy)j00YaYllbGMp78}p?%8{87zs7?#glQX zgT08n!GM34xjDhLYFpKmoutz&V;!p`%exKIQ)QTP7ai)TZNOA^#Tahy&AT2p>6Q^P ztZ}58o2~^vTDwB&ZxPze?=}riY#Z;DiHK!~h4+AuOYSa@ha>@@#Uf<<5;GvXPujg4 zk+|VIR6jxYndDPy7QQIdoY_2GCH<5_`)Q>+SNfQtx(Tg~`KorDn@@v#V_)WqaRBXH zsmPV2{6n#+ENF%vvYmJAl~&L)=Ag$|gygU9HL(-C+oy+xq&mI_Gc4ck0LqyqU3R=p z389$6d#TdF?xAS}kGhR+p?&AZD_@z=S4V9Ow}s{;M^C$aFY3}on2gltXU0Su8mo4c z;TzBKNL2ixCN@`-^b&#`UBuvD$}juWGRTANC?M(dQD4in#A8?j>x-XbSO2}Z4e=fQ zM~El2x&XL$S4d;?6ms3-5+>ympewYNJNs%$lmmX{PO%51d8#L+@Dry=PfPIJS1x|E z$KkrSv!4KKzc?tj>;5u#D zOnqZ;CP5c&oNS!z#@yI%Y}>Z=#a&8yI;aY-4Fv@Q+$MUyXHi$84$Oh zg5XG4c4vZ{msStZ&)5C9ElLs{1>~`xjil(#%O*c}{KDUH?U(YbX5giSB$e-`NunGC zX?U=_-hPt9yz@RO-SoA*_FmrO=r3Y?+qRd6EfGy+IDv^i9iVQY?(DpM;&s(A`9sMl z73Tt~*xLpT7w*q^uMHFOPt3GQd~?%dhjrbKRbHDYcBBg9w?fW-8#k6pa=ID8$1g8@ zYGk|U_X#P=d}Jd3Mj&;4^7AOrnbbYPrO1zysOj9U8^?6TwmRw8fz+ui50H^OgJ<2R zf}>dNe1#t+W|RDg)KSN7yIv1NsQDuk4~33dY$cvfaQiYSssiq5W4a^9pxI$&j1bp4 zc`v0ynYL(MEH0dQ#+Wdaz0QsH{L#r|xrEaC}QdPSdrbJ)fQQ-8IdD(cR%?P`+IT*`a!449Z}C zaq<2z@6e05pF|M-2E@R%gx41$+B>hq?5EfPCLXL^$*)Q^`2``i$PQNc4W-L}apcnv zEbr6EKEN9B`|zc(#_i@$+!0;dyT6Y)?{OlhST42M_2{pMwftqf`#PftK@7IWG4X`F zmC)lbkqB_JnTk${3==`>?G0J$q@w9Su%3!{=HP%TER%^2ijVk7I*z|ggMSnCm--He z3Hgxrt(?okA)HpWz=f{Rw$nqZkA8Nb_sEeb@&z8{vdg`W5>Sy>gRe2(eYEsgVRNKR z4P?s%K*ej;QtMci5JkwZK_VPW7fh=nTZ=3hAX-N^jr#R4CCEs-I1?Q^ zxS>@cm{ajt}h5sbdoqvg%hbA9Fe5v2j#)Sk!$yJVTroysHwG@706&r-L;q4H{KCDT!vd5LPlYRiB;d0CU~m za@jnNx3Blv$@e)iFu{+7oSuowpw#H`hmlXKZ6atlW0~ZI1TRG!1^fmJSYheI5wuA$ z)q(NDA^N!%EJA`q@v^^?G)k-sNOK2>7jBar-*YRD-60Bpm)Nz2DrROAGp}3}(D)x? z->ea(x@3hBc$f}3+?0Kb)U!^s4`o-Y9&ec-BaR%EB-F?X`F83ayzDa`jrWdI*XzP= zRFTQ5cBFzn*i=_}1Jo=mQbZA;X_#)AW}MQZd>iq5D1EzQ)Ae{Z4IKW8_fv&IFsn7q zf2vLuOVL@RltIkCVji`QFK22lb^L`CrcU`bP3KY8H!qzwh&~0TlrOjxbuL?(1H?+ z_JNX1YG-JfbY>R7fRHMYR{z$;k1y`ZdmmB3k^P6u2DCXuUN=pOpXW;5 zY7O8IHQ`-DP}MVdosFd44JW{nJ=Xk~0GzdkA`^GBwJ|Xa{yw zi-WhS+@H2HP=FJ6NVv}7K2z6@rI$sE;S7n3at^5jXIaK|ZgT2;*dv4(FN`%kX6=34 zwHEA8#eACQUwFT+XR75Vz5%?{;(XQemUlQjr18(KkM#H}F!*R4gRo&|Uzk~n{|}ul23fkP_ccOE4&xr(yni=hei3w1JoWQ`6*QWt$1(Hj-Tcmo{q}RcD`@pze*bJEA2G1eQGI7dzVk7c1zifkOmRLJcu0;jewEF^ zX={e#>7JU`PXX(U1nG74C2gfW^1v^Clk3{Kw7U%2+u{5+0#n@B+2P(gWfYVz{rkqt zxnbo!5FPhWNS%my4)_=4XGF{Az672Q-rJl`&-plujNfg`#q9?q8HGXUds^Na18rj~ z+)8$*gpT`EN<14rAayoc+9g~Z>PmgW$EtCQI;N&`Pc~NpVQF{LRd>m7KMA})8W%NW zF^RUL1M(|Epab((lyEwO*(k<63$6OKM20UF|I}l}A-_&0tC^387j-JxbJ4VMWQdKN zYT|rozdh22b_yq1hK?V{%`TswbL4{D6eV6SmGcmb%oyk@p5 zAj_<@i($f05Ft+pzutZ`e`QO!MY(qPpJ-jA`kJQ4m$7s%WwyxuskZjrqa0-C!0nN< z_vHZd;3|jCZP=wEe+Jvn1iUHP@de$ZKKP81hLxOKMm1)5Z(=#$3w208E>z;axYa*v z`%kJ6F7|MaTfsdz&k&z-`q$tn2W9xR=d04uE0m_gYZV{qnL+!H=*PLB^?bH5H)Q7* z9C=VhUFIagqC3p){pvjysxgyf7cGLg;#$yvMH_@dA@+jMSydGk!qbswXDU zC+k&5C0d*v=FoJ$GC+cySiILFeIVSvuJkv^l07JPxzA&WxAb{3Ex>^@w>`)SRXi#yb1l%f!p9yRaH7`j4!zTf%>e} zAvYK0)-)PC>0>Z5eblc}xudRnRUSVOYm_nJry!h_@Cm4k->La1cq&6u(YrNBm;79jjp1E8@{#m!BcWvEUeg>w6d~hQoL}dZ-wBx`; zkZaVZ8nIEq1t$DkgQn|uGaHO^OcVZ>Jg+?F{^VaqqpcRs2-M&hlf6W0RxXq-4X$vc ztIlInO<3@NV_1SCX@RzQ#nMBOzwn1rqme&U5(?gmU}S!fn@-t)Y{&{5B+m?Q-9xYj z|IX4yjp>>*3M0U(F)XK=S)Q5F&{@nZ8Y$CgyO3%Sk&kyh#DQgg|B=DZ)!hlLwx~@w z4@@RM0HZ{W&;CSWl7F%+qVL2ZeQqKGPqbT|<+CypGcAs??WG4~nKOdnVZ6nz-~;AXd{LTl*tO7`s7LCwM`RHY29 zLM+tgN&oqHBRJ-MCK9ZNk>Sdlp%cZ2!D5s*R3(3ceAx~TAEeU0O^Ntp@*K@S&$@vy zeJaZlQY2$Vq%H-YQ#`%EUDjCmk6A8R^?1io;$pqPr+ra2l-wuVi3}Gz*}9M0V{AnU zlKJf5;{)M>gK1|`Oyw{2Yc?cJf-f3K9+Z%uh=)ai?TX&GX?KsX5mTmc^@dJ}^r7sk zg-kH4@Hy2Qc^iFRyZb?9^ z&#YmZ(|#I)2{~~c#~}@uOop8;7_D#nq}~O6l*!uGID5AwYh1JpGzujB{b*#o30;Bz z&^+f(z?^D^Sw^vwd}-yFtOaAGXmrCIiOywUv=xfF9vAZj3aEbjYlNRySDTxW7sB+bPe=jTyX&>F+X z-^_>S;p*hIUK16IL0`dTl`D#^ClYI@Dqfn7)-HsW=G+^Dn>t|`)2wQYv%uq~4ad4E z%dW@o`ugtnhuxLIM@eICPW1iK@=wUBHLb|A1l~)xE|=yE6a&cLMq|Z}d4wJt6w2FY zG2e_sGOi1@V>1Ji#&O&y?$*B6^OWY}6;k=aJ(-jS(L!;Kka5pGAe59HcUfZZU@x;- zggyAJvo#U9j5B7V)}LRNc$1mQmJB~2G-NDgC6fXyHw@3s8+|#Hj62e2c6hjr&?Om` zAD%|ihQ!Z2wT7}=mAA{uB2n`t@#RJL=Os>uhZ59I#O}X3gzLNCL1Fc*AOZqLyr&?^UE}VbrHY|s z?lkMGAu6hYxTeW-8|8+<{M(gZ#?AcCC0g`dI6_*#pygt5p&*;kHLI0uw5&v~5?zh( zh_K3JbYfK9d0D*hk>zY>y)@vlYOo#XHjcpYj#2jQ=J)usWjYO5vyq>ktEcqd2Z|fA zF6XgVWTMVq8{(%jxD=7+3nw4y~)lW&VN*rq9XsmOz&Szpw|MZONtCoEjl9U>^2^7$5?u~LM0l7;jm}C#CNY{#>XJ6~E1?)7L|hkrFpVrU6;?X;$gxzN zdu-$2PpSgiNPkc=@SEn!y6xy^A`_Og_rI&CG~>hICT}GbYzt_5$1C#jrH+5I=4Ef{ zq|*DsOJ_{rK*T=8b=Au{9v$*yU#x;sB>}0=L+869yZ;d>uWQKa;WXWLe9ilYzt?0m zWLi6R?hh$Cgw)N0Wf1$J%D8G!ZtMs3Y~D|*E}w=V%Xe00t=wUJRtm=paAUtinEavi zfAl&s`oi_ou>cYv2u4V$F$ z7SIJs8c}c)7|9}63o7B%0LL=tCQImFTb{iJLJH=twD+O*c0lmgUt1TsZfiu>H}0*- zRlattPI(uw@4qg2$ZZb@SM0X`x21}wT4*fgmu$7cr@yX0`QV-n!jTEjfJ6JYt2Jtf z^4)-(He_l57^7Sm)k81T^)F;UvPuL7u|c}vz6i=h2`)XNEDSqgI3=5^7M^3o9Rh6> zZ5@gIiccHr^lAT~;kZRZ6@tcPcZ*Wp1$VYP8VP8y^==}m?-10NRsAlbf~#*Qm`6sm zy{C*6ADD;Vq=oYGNX9}HuqluaBPh4%2!|fAl!ZhEoa;df+Zl$m&qs#OP(L^4&C>r{ ziv_Bec&49G!^${TjLKd^pbR`1F-PrE~O(Wye3GxLe#pj9fS& zfHu8*8`a^6++xJAUISs_att(PK$nql@Rz2GT*ZrE^wwmQP)pj%$*R+{xO2$`CQ>sA z^gU5YM%_7QR|NEI%UO8r0VdUjAt%aq>4~-IS5FD~!#?DK5tN9>Yw6_+OpfsP$^8Q12$XWLr!k2P)sW!8o=FeMkkbFDvy z6PJVDuJv2viZHk&9r*rJWl>t7UiFr%l0?kJb%0#s+2HBqQ0jNX@5W}Qm|H}07s(&x zZQAYL`a{AkAvv!V`{#yLAAvw^Me_U-Bgygrsf&la1);M+@V>*BT$HZ_X|WK~<>E>0 zi)rx+=Q89PKEnzIEJZWD;P;{DNDeKeIrUQDe6XmJQGQy}J{fGCv{t#ZkoHaFG6hxi zn%S~!^;6|4_4$MHk4201>;VDWhChZHEX0VhtL6J+P1Zt#nM$n?Fs@k)&dO zxrvF@mn;a@N^QG{u!0CH>D;%L#b}`tsPvn?7?sGu@R?MEs8@A5`4HdYJDC_RMIEd8 zXOp8BxEO>Moxx^Q#~37s-_f~=UwJukBCUox)+S@8zU;Nf!k60zaMOP!(pC#?UAV3f zookmbkVs}k>E9_>d^k?^kPf3kLugL%ectw8{AR%~xwxm4f}fEg_qJff-Zs8D)e@ec z6Mm{>tRvJ|`siG6{$Y}-P@+i9cAG<@8tY>LpQDbmOq&5!lNQ-`6zYlHnkrOK)oa!! z&ROjq(2|Ed%!O5dZD>+Vdike(Cs1hsXGW$HOR*cwoNK#_SxlNgNE2$l`OjZg=mju@ zMW{EH8L-zPQ`K9_T8>tsH*Spj8K6gD1e2g0DYK(>rhoe;rAxMs)q`oJjbkcT0^=q_ zo+dquMs!37Mac&Ey_`&yWf!+9QAGbSfo&wrEN@kclg@*XPz?s{`35)T@W#vbfqQJY zcMIo zql>j)`*)qXga{8&`TZy=7*WE77s_~J(_(>GNk9+ElKD1vB%qde;s)tTSC3ABkBnzg z!!NyN3dpby7--qQ?hi-ixan`|kWE!L&{jw1p0q|d6Idr%W9A3L?y&+4WcO9GOoiiW z#LVg%0f0ld*r;x~k}#8vc_QY=*9}-OHwR=$#mx!nI3Nu+H>Ec=eN)#h?)p?II7E!*>y>%SeBiLSr9hj6=yq!*#e&_F@w4pbe{f z=>dyQmxa+QT+oz*U~Adq7NOnH^{9Y#w3cYKBBi5-Q1<{wBfX1SC!6udb!m~N3UFZo z46i;jdD{n61Nqo7a5L1IxVaJ|L%Tue=J#|g1xd1seOVnVCg&Loi1DEb61-fe=^2qa zZ9O!pZKU?uMwD8xKHC^Kf?_xXgqlfHY{xE$grfqL&+xOv&)eAQ8#7=gYQHAcq4e#6 z)Nh6SWh8wW1q5dUK21(vDbZ6#anaHkzj<{}PON@CT&{1b`u1?s@V2Z{gs1pua_i4& z{nQ$;W&7Zcqy=CZ?D44ZoYJoxY4f-qianaQ1z;_d2pZ4N-vVnIFb*|{>EK{x+r7pxp&J%PsKGjR*Sw-3&y!vwYp zf4I-tC4XpJjwJr1anZIMJJpQGx37=@KV}u4!8o|pzYyrDb)?{OG){MNXD}_J)*tpV z1(75$f^T1I@SJ(K>&|X=K(0E5bjo&g4+xpn`Ze>?0AfH$%|=}Q+G)DZ{1Xp~t^7Eu z_DBL2GR>gUXOgVt- zv-#49uc%2?y@cmMV_IK3wS}hq2f9+UI44*dcF&t8mRA|KAen&6X|*f|x*@OgU_R_V zRzGC&FZ@XYs68^nv&wj3wj)Q6Pe>onBi6g`)9%d&Y-cP(E z9|{KqIdFAtv>X@eX)PykxhAw12EVD$>g48=Ru+|?+x*r834wNh3Al-IAk>yjUoxCA5mQu2d9&aaKsq^8hyPkFQ!kf)&}8UGv<=NBn{ z?}Ms!UPUUsmo+=6TOh+jMB|oW! zV$aiWAo=S|Z^hlx`g?V&((AC>xC`mXs1IZ>f&S%ekU&aipIC8+cJm?Jw&LL_KEi#6{>r`1~oRy3_P2vRyHXCk@F{5=$eq2UyC zwo1YhLMEB5GL+zXX$@FCRa_-I?fl8W;^4=PE)q7*SB%smT%1ruv{o*skpLP$Bsg)! zI2T+-F*ke^OW6FEfn`4%C8XBADm+GuQ*Y$qkLjA)TqAS|OzNY>+vqM0gi{i#3xX-> zsi>cJMUuG9+rn-^loqm~pXRK9y??{oIL^mZ4m| z5B3>%d+Ti;?a^VrLa`hIyX$F_>@f&zUddG;!=3_{fLa_2y@+)P$hZJ;69`h}-i;%= zhm|@JlfMVYyaggf)z$mLNr~bzNR^c%xG=F}F#61AQ63el)$DKNa*@=V?(LO?xoOCZ zc;lD{#6$b1-d4vS^&}QUd8bQjf~gT{JlN)?%##Gwyl0t@jZ}|>l>7XXK9ERenD~hK zOEBm}Ur&QAzbi*4&dSd{+!PO}baKmKAueK{H&{AqSUed2+K_atI{7p>CuV0lM;Glv z2O5Tt*1Ekpdf&V*bsc*zhQjK4Cg0Kro)`AS$W4uulXhhqos(eHK+U!d%m#N!n$UxT zXsYa7q;%VG!e6ZQQ}Hg;K5AoE#+0F%qkPN3I_Ybts)@j zzWLEsE#h{eLbH54bBGbVfQBQ1gof%~isd`U05@GN(@08k*h_!L`lY19{NqGSO+i== zSFg=)^SjewpH{*;={K1%HL=gO7F`_+SRoU=6=uwU4_CgbS{?uvn|>fz0B<)W4MDk) ztY!D57iVHl(EM<-*j5sO62_!=Nl*aY)Tni5AS4?{4H+#vUbU~P-{ggxq%M1-kP3x zxUNU{aPkfU7x8Ryn$c%D5ah$eCWJIQfj@>IHs*5n!UoDbMc6Gc7Zf)j1SsB_&37A+ z$WKYD`Q&Ai^&DNh|45K)jT);s?BnFQWYQx3X;wZ52eA;;4M&{_kW+b$IvjFCvZ*5k zD&!7h(X-vIQjI!f25Xk_2utKECKhX}HJ4F~|Ad0R+=c7vun}}N3i|{wTSdA|#i&Wd zxw8SqOWZg5A9l@pH;*Nte^j0d#5yZp-lf)bLnl2cEUv{8;?vc2PSPhiO-LK$y)*6s zdiOs{jtH|Vp)Xk90dWGt@5QN62yglym;uA1KMCFK;W4V6AFi`o5gqoH)|L+$0|j1v z2#uu@D9v*qUH8C{Dk-;5bIPCOkGIT%8@4vKL%SXH zIF{hx3&G@@g!_59h{6u+ilT=~&iN9_ddXAd_2vf;Ogz||vKD6mHQ5K>&JCgsE*Jk5Evm(*r?{lLkLz?O)4 zD^5j_DJ|d!$%YCTe_RJ-%bwxi!0?`o@4jgJnv^72`X~a)=wjgoVkQ-n?MWbjM*pI1HFq6i z5&xP~f6j`lo{-0DSt$o|TA8MtB#rY~84Vtyw-Q8B+Qcc63CS-m7YexH8P{@E*nVS} zXkbp23f3za8739`7vB|pZgd@GjP_a-P`w?)1+KI3E*C3Gj)G0Sek#Wmy0sml&3IqH zX20BoG+xOLOBO-%6XBFnxT-JAu=TgX^)b!NTvrQ=UEXFASvvGO7=?H@2f*!)>}`YvZ}*$?SWqvjwfH4 z$l{9)cxc74r{=wG(e2wW4IC_wTsW^{5D@Y1wN~9ASfGuuqmu*B!1_Out)T@hBRd-l zAwA)LL~d?afU>(CkPskhYvUvgbTo1>w{x;}fc-C)HL(8IBA~1!E2~N^Eu&~_ZD7N| zNUI1mb+$72kB*grsUsot|C9v1$LDLDbHRS8*HU;*m?SDl%O;a_hv z0|zCb6Cnja03Zku0tf?yfmTii01<#FKnx%bkN`*mqyW+Y8GtN64j>Ou04M^K0LlOr zfGR)@pbpRgXaWoX2G({!2S)=NV}OC9k-52(xs@>xUzRbIy(SN0cHR*cRMqn4Zs{=0k8yE0jvQw02^}~Aix%2Yitg506LmG0&M?b zJAj>m1JLHb7X4THpFRJq|If4m{?+ET#sE7jXGefNz}^|?=w$xSFnecPC!n$6Kb!x( z$o~WX>-k^wKhXi;2yg^ioB!`+9Dy$X401Gg12|g!$9yM%lbHh$2yk+>1vmqoZH)g- zn31gm5a0rE1-Jp+0UiJkpo1;t|CV0V{NJkm^D5?lUZn`j%lrR18teb(XwpC%QztV9 zLIzg0e@py7#P|$n>AZ|6dCs13Nt{8{vPhf1{XNIRPF1d8w6w6HpjvWNQrk z&p7|ruie%f+f|gcH`{3?13Eg;uC7owHaGL_C@41Y0wCb7uC8PWkzuembON~gcH?|6 zy`OZ?H1P%ep$;ev&R`FqZ(23Mlm6;#OKmf$YrGl=J%ncucx zF!9SOZ^IiM7@C68KQjZ3Gg38%qVVV562JkW9YxWHYGiF{f$*aN#pcKJD`_vv;N;ho z(NGe}j(P2>YtKyl3G<<+J-EoiT#N;ZS|Ev?0FsAJ%&)1Wvwy9Jkhjm}OD*b`Fzoqp zo%KA}a~P3;U4Y$Am0(5VyA9e4Wd|LgWAzpDiDa{IJqhwHblJ6l3h(e@3gWl4wzwFc z8$2{H5V$)2cPJSPqS?@;{yQ``q$wJ%7aXD)ypykw-*bnrzm-F?bK=wj;X^I3ClgG* zmI0cx9poEb!v71+$u0G+>jcmBvuAKC*zR+E{!8x^1cUHqdsscQ{X?lDub=?Lj=ss> z36e8|Goy#RJ)^z74Mh5@Z_C#oo%x#x1|qD(zt7i{;>#80!*}F^&6#25Jrir?{UzPw z<2WXrv%Ssj8({tQ+4NT+hK`l4n(q4y210#p1^m0-^|iy4HRfACqCm1pb_w{P3(SrEIr>B2+~OMSp`i|s=}D>tO?c@m`IhTmg2?)$`cR`SN|!=>GW(jQ-Z{L+oTT{>UYU9|Hq~ z>zeQPP6zCF-?PqJj}<7*nFSRpDi!>9EbvPr(TN#aV})H4bfv8ov_!wQ90TmU1L+?C z;kCL>X$JB5GWrDq*FZe_*afk3aC8P;3*nFQWkW_z;0JjC^8xqOaAXKx+o~Dp{|#s0 zEym6NUHP4zKfVqA7W=IJ9eU@xsr_BKsMANtmDe0S^j`JZqxefkr;jz~t@3)z6%&c+7hCp0y*Uvy|FUhnYm)aA2n)6sXk@E5~nNAq{r zmuCPde;)Y^u7NqeF&(l+<{GN*6+q*q0xTmU_O%FBOk9i()Pizf4dZu?@D?kFd@Ds6 zEq!7;OcCLL?MW`~fqH=uT7>m?`&N!JkGoMmRlU(!&52wX5hZ6v#ZVS7F-~+OFNh-vk=@G#M3pdqWj49(*`=)I- zGwulorv18v=H@a|zGoZCef0nVOT{B)47JTt@H50zNP9kVV4<=&HeSluDj&VtRX`F; z_j-yUAJaJ%E>-cM(hpNyzh#0QiL!AFU2SEJKg9_!M%-m)uH(q404%B1(ZM!&B#z_vdqXTXc`QqQ5nrEwy4t#3&<0Y;c=^-V0kLxwMmYMS~ zaDJnBj?6Y${GjL)=^C#GC%@Ix(h|P3yvGgmhkuDSm#jU5&O6g%_17%jDE6MAkRfwt z)Hcyk@6jD@@h0kY|2DYlSDB@oi@gB!Z3+7QBIhzb5b~$uOac|VAHC0PZSRNJIaQNnHy2W+ApVt_}HJCxoDur_o<#tp0h%vb}j%*LEJnP zd0C^p%OtO4#*5U}a2!K!{{zKP8W#v@=B8->V{vpzMV0+ zwH{Kut%3T5+wre=dK))0y{L*JB^s);P@)Py_aBB(_hW^i$4R_T73#jM%%w;AQy-ha zo-Wkcw=Am`-fh|^tO<(gk)U5sgGX!~F_tjbh|p$@Cl&ZSb6;;sQP)45xQ?Kak6y|1 zsIP7@bnv4*#``R$c;0;OzD~bK{AqI^zcx~~C!2J77t{#T0+9QlAp))Qp3CoTsQD6D z*qQ+i3LokN`@MM$wd~)4N8wsRaT1~}AHaBzkv_L0x#y2MpC068=(&+pFkF_QL_Eq= z8&^b@)Y&Co2aJO8`*25~kH(e$Oi^GNs^(2NE|M%7@j~?7ICbmfT+&*t;L3#C*(5mnpYbF~> z&0~za>v6Lb!C$aiAt2{lZ6Y2iB#fZcnzv?Pkd05JJ2bg2bY(CSd$Fs#k@DjSmZbG3 zspyl^J=Se8Gm$5`MHwo|K1zEAxuS|wnDY4>wd{j_{H+?fcfyDQGQmvB+WygTq|ft zO+h*qD;>Qvf$L?<{NC<$j|t{yT2O{2LW&)gRP%kjkN3W*gYY#T7F#my3$mq4GO2T2 zqwF+-we3Po$?5}-PhHTDusZ<_CBx+_JF^Df&20mt#M?m0-wGDnmE!~i3mCM^oAkd$ zMn057li{|MM!=bk1z3j_YzniUAc$M!fAwAbsn$I-vt&f;um4#5 zy9w**^;M{>Jf=r7Ew|}*?f&8a%O*AZkK`|4>`62&BD|9 zcCPk4XRO))?vEe(58>>9M31TbuZMP9NqmU0F@>ht9R=Wrp|(Oa9d=nvA(_V|8d7O5 zK$Yh3m}RQf^`pU2N_0htA)SCh&yJ2i{YEGCNXsGIniTM3>Ldf)wA!;%~ezp(m^ii2>-8s4HT z?-ULR8>{r_W$fG67}!y6rJq9x1ThiXZI{O7(#jL8Ky+EeSFoluz2IFm9N{=>HZ;f_ z-iTPJ8s|-0p1@E_IM_XAHAopFaA(X}Wxi_lKHH#A`FDborQTw;B3{|r6+#NwH_U`j(a!xM<&cbp@ zJATme{OsZRoo7(!4s;&e45(keTW zD?y}|r_X=YXa|xtx^yb$^lJ?ok-z%S>e?3^yEYXvQlFYOs`saYvj3hRBxfV07VOVico8uI zV>W)nF|^ngun6+S-?;wWVblVA5dXUlFxM?=gt7rY7p?b$X8fV{nZxP%TIeFFpqF98DA^jagZ zmdBT}n{x2e`uFcelI=e^|8rB9l__R`yo{&;tmf?Jdk(;V1>r7->y-u`;J zuCcn)mAEhryJ&n~)`+$0!q1(W2R`j}K;x+pFaC*eawLrEv z>SzBhaw119D_+xVenboPL>C)<_wfHuEpqx=;3Gyy;!}N)7 z(jTsYL|-}3tcabw*@5HFi{6E2hLybAtgWiXn^}{4Qg%5_S9Ivi%H;^8#5}65NBe53 zmQ*#rfdVXzkpueee%3ne!He(xdd6C3e_&)b%)<>UT}hzu!`wvX%U-*f8uZoUCCyG) z$5WlQhF`tY)%Lph&9p(qf0CTo3P}lIG4}|x_PrjdWEruV9bCi!pE9I`-N%$^vY>F+ zf2zT#OtE;^3oep)lJZ=$wec2Jhp*LPoY8CpvN4oBuDIJBnnP63%jP6Q^WNI?-@;{# z<^x;w$=9Ds)#*Uhp87!7?m~lt0pRW8gd7|r^iou3^jSLveYs233vp}!XJ^_5MT9no z8TpDyF{oE$Rq8QjLT~n7^zE$trY_%c#CNH|EP%jrLc;G23)>6TmzdhR!m{ z$+2lR<~a=EASmX+kcenkmV~G=wLu`)#W76#9G!6dQ3lcP6MV(Jh-F?gvf_lotI+o1 z2o*@~A{fg^9h=6%9HjG6O^wZL1`@s>-8`BBRw6Rb&cTj!MsA;v?-BEEEB7+`RkSwx z1dNpxU6z8k1d^IB#>9)6lzSM@32VO3(lS5FspT-PL30Fc6lgb85EWj|-BH!C`386h zz9wnpc-%#8^M~2F#{JKeXpU1^&s2Xi5R*&$9NxWxyYM=4f3D?e$|2j*;q66np?#Bb zoGrVz_&53JWlLNCpy0U||?NquG%|B*fSw4~lGwqP2E|L%&zW?+c*@8(s4pgXrnz^ILqNDmvDXuKII zRkI%R+%r!~j0-*IPD(B%xa1T~U$L;fI5?~N{OX@QgZSLw!`FK&WZ}dtrMx4SYYtR$ z!Owi`)KC}uT{O7G?yr2o$GJc|M#VI)#LH4YuU5<#*6AWg^l}{;D zqi5=^`cS<_|5!k^YVzZ{VAb^>2tpkM>;1${U#3)pa^sJBqE+s#da`@Y=t>5wzuRCF zB??<{t6%@b1+zh_46@1AxOS&;H<9*y5sIP$h^@)bg` zv8Yd^XwenZ$rnVG@ohWpk@O`{Z@6oVWugY;$fvx6Um}wZ4?V_^m&f6%ZUHar#$O`k z-5nhM%mue=r6My2gEJ{3Co9a3L+lCv!%;CVb7ab7%*2$K1u)RkRyL=}8|KYyq3%$2 zrjqvL2%LoV8hND<=~t0{m|i-q%G8>HCzh5{`BT0@xI0eAZd4*`Q2s~7dT;#!0Zc1C zJo?PDY-m*Jw!6_{H5_d*T9etwG#}iVr3YUvW?kycz{C=3628mC@AD>R z&atEmLYd?)DbI|NiaD%&Q@$U6w~f-Zme*_I*fPBDI7C+T`o}8Szg#8i|MpNZla+*& zd&Q)@sEKk}zYg`XEz0~@+AZe)6s?B3OJB9#nJH59GVcd`nH4^d27z7!hn;4v{B9FQ z0V!feGK!rMksF*y8F@PPXfI>EADh|G&Z74yHsYtSUiT_Z`7B_&&sCvwG<5q+(6D=N zrfdby>4rw6W~1p4`V7>WY5pjbv1ylY7|21Gbervl1Ic;?kfG(+@B>2In}pJzGt8{c zqZbv|u~hDeYRnTuH9@b|D{Fe$5EWI$N5m!i3|zkzxqOr-WB_gwW3>;;k+rlc8KAir znnijJsZq$I#IP?Y*#G_?^pFai$_7JvJG6*m29vkvMzAuBOc~0diaI-KOm=XUqW7n6 zW~&hi=!&XxS7otZOJ^|T)a30DW^umVDU=S=DxVCF)DF5KXD2_oKy-Y|)HH&FO4w)k zw*0l1>voa-5E*-fF8DNDblW3rrW|_Y6Kc@Ty>YGOU!K`JPL8=-YqA1WgZQ zMoD0aGBs!$gz1WnX&OcbBOK&OG%4KC+gdOGF1Ic6v6+(=FBTV{Buw$5B1h2;bd!2S zO>W&esHGbb;pTuz8|WT|U84tazna?`*lEWv$((~}x|UsV$%eEX&}`@X-03n!V=B!a z92CkPB%5fe%DYoPU1|2M?xb0(wybyMW4G59bXw~ z&zvvae?Apb|LuRZAdUZqvT(Z@;rA!@Mg=_HZLKZOP~?>SC@Z!~$kiJ*XGZ9D_IK9i zIJBW7ue@P@kLt_NbQ5a?O~&WYYK#U*J<4}uuwQCKC`rzApMWL>uMFVRyf`0EMzT+t( z-B){U`v?h6gpiqDIFzRt7`DVavvBsdc>^P8t`aPKW31mDtxY(Ol&x9p+@?I)?YIC! zTlMh*rl!u1zU!;5uD{fn3%g1HC}-pQ zUGFTIy>aD?``}N>Payb(|tJysm5Yl-3^KLAO?u%YWzGn_2?;O~d)>Wq|Xn0{Zpxg@ha)(!Rk0h5t znehOv0aAe{P*Mt$sfQtBAJ>BcY0TiC4_K`BP`mz>!hGlD8Ity;z9|Kxmzmjxa(R>m z%C(edz7zgjY!JUki7P$=`(;DzA4XJDc1i2iR-UFi=(rk*R`)<)#r0kmoaFiqDmpg&JiCp z`$^4q!p^?PI&g2qid{=7tINtzUvh0?%+lLpAl}C)%2}{}$tMkrE!8)ew(}VeR>|_s z4E=@NY1m-=D8Tnf7}hax`zSnav`|kzjb5v{_ZPJ+)7`e<-~ElX#7;*dqK*$90V$fU z9|sXt2vn6eNSxT!9qnVZ9f^c>_xUW|SR|T!Qq7#NX;JKo#SFrvO*Nxd?~^N)^h$7u zDX=c{%*LUDC&X{_dB7HFKjHhlo38a|TPf*hekwz(qz~~=JPaoAH=dUo-c3gtaXknI z=HJE$m9}+?iUkpJx{Y-M>dw>5`sdpGC8xf8>E0aaSau90xz)-uOr=NIeR{ z1A(`89~t!(F7^{)m+G7h2W{}BB5cQf%?tU{gd;)|Nptc%5@TOc_(uKe-$$Ky+*bxx zh&n;FbcaaqDUg{Bw`TdzVgK{&A1If&#gQV8yO)-Kt@laFe~7fQ=#k_#{IiKFl;?^%RaZ?8u*L))GqAL+ZA+9K;pOlbdKb*jeYt zB<5XmuX8$wG&}pBholW#|wKN1osIs2O5G)(0dX`Tjk8Fliud_1G z_Ns`kpr(t7}cK*7D@9(Gg+IDF`j$q5&W%UitAOXst7~s9W zC%GA*n5wxD;6d7rv4Q%%9hgAijNU;1_S9U6Urkpy^+%w3p>&{_oEbf;6Zd3Ol_@HLhV*+c@YxxFY{;U zsi8roCjAgI7o|sGEt4zjNn?T2x(l76t7VPxsx8GB4JKI(B+%`c#ho4c{42hn({iFe zK|trPw-Gj=L`yM`mi5xwC{QUS;lx_1wv{*zNqQJvP-%md;a0`yE}>M$C38khyMrnj zYOY-Yo{|=q65MRb_1J5p75H*=wGLCywFTGyqK>J@rzyO8BKGsdYWH=_{XLKVB3(<4 z5w=;XiwwXe#3r&iYnm+k%t59uDw;h~BhNx>HG3G3duNSXIP3sP;1NWcbxGu%cp0jQ z+&-|ny(NE_bEi)a;f{LyAz`*(pA{3)iXZBU|IC*w*j=O^4slZlltxVh99f6pi918K z=tb`Kv_%72u#ZY)#rUn4ev%wDO7mge$Y?k!atMs!}3k; zIldo*bk@eT5)grd@sjpwY1`qs+Nu#$XS`TLF66PPk3>AM9=!7IpvJi}?-p;t5W!p^ z^KAaEk8D)6(o2&N^>rZLA#^Te9nxO%t@4B&QEPds!ngXEL@xX4AC+J~H;0I3v`C6YD`WUkFZ|!|>C#x|Alv~xsrnaNh4c4o$efdYAO`7ueh{T8JTsP41dP~FgSla(Yui@B-S9%uMj`CEk z@%O2{LcoNuPMmd@{gCI|Be>nsV^YKXigb1+0yo5(4YbqpfHViS-;fUQ2hc3*6QBl^ z6X_}@3T}c->FC`n>(s*?V6DpN{|U2Cm`eC)C7uiWQ5{|`4$+po#Z`C?nujbU*jm*) zje09>PBDtFI#@BZ{gFElz~I0bh>@vc;xgz{3$7)ae3!EsAsFfQN{3~o5Btffh+NhTptOYA_eC;GI*tQe>M#^okBl+a*2WT5K*I z@QOQ$7exkN(Pe_P2vb9bR>^bZ*7OjT?6>Hm{7kcO1`P$59M}ju+~7zgJR+Fe^ZKpt zWmfg=O`=0btK8!77J_jB5Cke1KPE;(n1m9wE=*k>N5dE?4a+{*yR1VPNw`xA_cGs3 z)l#(Kj+Y1i?ZbCfFf))Fy+72Tq&4^#DJ(WLy=qfSCqI*+q0Xe=JSRX$_AQ*RVS}XH zp8fBaf5hwqWhHCBT)WisOvP5Gj2i$00*hpWw7qO~u-uycZLWR>?7gqj@^&4Bo zM%-$^QS-YeEOK>|N$qUF*T_v`U*im+8FWf(z zP~Dqe&a?9D27efp6)Qf6$X4A)FNIl$-WfHTh2pgt&=}8ovn_XtZ-y?1XDj1L#mDQ~ z_4NG+?0*ZxQ%JG5$YX5uv0A9#YycpCbcl9-4O$5-pPEOH?aO3nPNzUg($N z4e;@L^S_Z>mq|&b&o6`$(VjOTvr`>}x$hYWKR}CiLBi)aJvB8GeKr=FV49v$Hg!BA z2_rHQQwF)qhg7clYo+i zei&_H28)He(a&w)+t74jSYa(%1j^s_qDi8N4NgK{{?eoPRulaosSr223Fi{2=udWvq zX6RoE`^A#SFI~rP;Ax}js$1pODpwuIE2IzYo$lj>v?hw9{5Y$+jd-b{M|K*l-XW5U zXdjkue<_uz>wYb@qCn(9AgB>pMfi610n>9oZa`1ZLf zO_4-~BXM15w*awOJ*MaLGcNZ#T@iMOF=R4q+x-e(Z%qcv1U0iuR&xnHPVEb~0E_gK zD9Sa)ZAuVVaQCMVnQJ711y)8EQjhM2EDbVw7;>8k$Cl8h%PjxhTjFC^!>bFa=223u z7*Z3ardKJ&1wma*dSpQf6t zq<*AYQZqvzz!1KKL^O8cF84pnhWpu{1^VPH#4N*lS^o+5*h_RDc<=sEW(m`-fx*%I z7!lI>(@SsnJ4NSot`$u!ff$R_`?LO6McCKp1Nd!M0nPcGaRyy`#Q7#)C}t)kREtO8 zTDM9LZ#&1kcAKB?8=#LMMcgc>)<#{A#5?YaGu3jLA?U%>q$vA>30}yydUzEJR_cuc zEh6}7F+WziBm>b$$e_sxe<+Wp)98wq$Jj^!%sbTFGg6_P)p&n^YF;G!LxnNRh!n?7 z%*1ber1=_ar%Qe)9(5$leOe@}3kP|{luo)@8>FLoKu#jly6Snu(8 zWrEm3>Mq9q?patt+v)u!C|K=1xE5d4``QI5DY!Jcq^`zk4BPAWQ{05!+60Q`^{3ta z&;kBpM7I&~Ut{{*8M9Ug{}PLCPKQRE9FHN-cd)drxG2}IJ>G!bcL{)(x+$2p|}Kir_Ckq zK}mv{&Ko*3Qp6bMK}$H+h>}usQE# zM5>4xF66a=_EQ>m7n!~TO45~hmyzK%LLribnQ)G;wd@QB;cmGJT-dl)JMP^~!rb zw@ZCi`N|-vy*fhF(Hnjopv))_o9+!8@$QzB4e7}5Z>696un{}tEzPuPJ}yDd;7BrJ zf+3ICuy20@QAAw3|!) zZJ|TB6=KrfF#D_hI+l|oPqi&Ctkt8))zU}i82_EU!2WF{vA3Pr2`$s`V_1re)`mUt z)e*3m+rCrlovm`*kpwxZvjdA&c+|Q039Sby6p`dse3);r0mwvFn{u0xRd5FH4Tc>_ z)t0SgpAX`lWsY-7E@F@3JEKP3Yt?yv)3LkIjE%gNsIaoaxw9o1>b18P=QXnByqsd+ z&J~|YYr*^Eb@E2Csr`>fgOThLzEJK@N8kb#0qWg#Sd9xIdi{>hO-quYKdw!;O+(hJ z)I+b1Ql~jTtm$Bps_sMbuHNlEs%I79>h4Ow^q&iAQ#^9&n0P18dERV}i?*F`&V-Njrs?BHV`!^N%13Qd^F>&+j&(Q! zPKSw3Oy7fJg2~%(R@dR?D^MGf7t-~Vl!+R#nV@5hiKKv4e4B9@Y0Ft@;S;bl_m)HS z0qrDh_ZTqS)O1=^8O$ITOSFuCU9Z?hZFg#QRnt-pn|T&5I3sSyF6;6jH7m`dAn1IE zHr;ThoNzl(-_im2wU{yf)yk=Bxk=~Pkw*{C=PPhrNfaUktz$?le1=BGi`8UWERtMT z9}cGE=LUOe+D7N)zr)PnabdKq99t4b(g5jhnlfpc)=Q(G zHWEnnu_^*0qy=t@WU01UtXRi{7#JQ`*Qg)Z1Uf`N^~at#r%1V+^5zKZ-N+@W(VcBB z_wN^jsM(mo+o0MwVuIY?tNBxOW!H4Z;Let2V*{ZgJNd1*i7|zV!J6%nKdZn}e(nIg=Lp zbf|m~8 z_%+^c7AJvaul#ud49)DG4gL!X*e8b!hEKU4@#p34#Bi3Z|jpgvj|>zd#9i9uzSk7hc^R57rjG;g1YpRWj;Gfq>CmL%aW-; zh)4b-BwExMi`QIC*d+bNk_ny&l-ea7YeX^pInhD3cU9n zHvLK`=r(zbc-@{oKZQPKcA~(nITRx4uRwG?8e9?IOBa^bK`G41cMH%ob+%%Fhbdw> zBq88Mdcw4(4ciqf1~W~ib)8hV40xDh8-Iikm1kd_RnSh}_npeExfQJpWJw^?40kPH zam!8vn@I-2v>ZuEq>`h35n6bYYgk?`Nivp?a@RZr26>fvTyXI@*$KYp36#DKi!7m% zIKAUJ6wEGu>Je2(gzh)G4gt$LB|X5YvYrTD%|#TqYgR}XM+xV?OJ7I#2l+Y zYP1fFZk;hLuBUc(jf=-%%$qxu+r`qnhbi}k8TAAoG$P5j8_8_IEc30V(;()jVPG=L zyOGk>V*~&WJHBP`#f1|MuspP9<5TfO%=%FE)JJl#yjQ6*Lg@&R;P?pdGOPeCjhoY| zkv0UbH@sRxsNwr~QLIq2{J2A<+_$r=Uc}%ba#A+J$uo?aYAqS(*0n@K@{_^xuwx#Q zy|lHIxR^uG2e0eNNT~7@-NSJ~zy|&BZRA(ASOhWut8&fUNHvrV~I09}tam zNCA$5A$uk0bv1X6L-z%rFPz;d(@YAJaCPZpZnH(5;eE%4I`gSg6?X(f`BW4TK?5!e zFD@TItk16YEx66G0n_VO1M7c%ju7B-L%x`k_z+&smcGJI1tL3SO0{7-bVj@EO@FjkyYrjM&}LSq=2adcWR$Tz$f{-+REl&sgFl@e9|dz72H!Q+OfX zwrSp_M-3_6nqq{9^7VF$b@2_bTIYQW&BSiw6H%%AqWZG|Q%Dy5dxyFmS-W4Pyf^U( z$VMZv;${38b|h%j%NJe`)*dz|aXp^jh6R2;msxb=H4)=&_Z84dJiNXtX;K|TR3nfV z^FZM~*lx8Q5BdsQdI^FHrX*q_?7Mm9!(5$ws;N+^T<-o{X$wc6x)d7_A9q6-4$;en z42ub^qa=aOk*X7ZQ2Fv2DZZvGjNylIHHiiuiYl`$9r zw2`Mne66bo%XvFrgpxT;2%t-&U0==DV4TFpEu=vS%@C&1&K$Az+DBd<%K?Aow*A>Z zb;&HiQtElGmcl3NJ}dlJ^7ZV*uK==TkyX~|+Gf!829)}&m;We|MkiUB{dcpN3JWx{4@icScmGC=t5`Qw6`qmhDb}eX!v7c##@6*2esY}8o5xz| zeu6h+WolL~mtoWZ5d?wxAyXYG(N#&`M%sQyAh{f^tJ(xn-F_DSGtK6BHj~z3hos^i z$(Hfp`!3ZLRExQ_-0bpO{cSL|LDy#;i9W74j|i+|WSh0_aGIGERYAeH6qwDhk)5@~Q0wzo}kh+A+7N$91ZBv6= zr+QWOwqvQTT=EwkT8XK|gl6-tZnT~au|<%uni?}5wQx}cSgEOZMd_0K9*LEj7KB2S z^lZ|&^YZu$ndns^1HTBVYzg5;_5D#ds4{*~2qMcAA`8K$m<`7^%XGfFY6`i~>h6@d zhf#wv_6sBjbxjKF{@-l)lWBQtr|Ip>?=ns=tL0$SLyx!PaAe6IL^EclPOx;JlDe`K zM7<-Dv2tI$lLi*N>{*ONI}q$~Ng5_Dk(iP(1lGJ8l=BwRQfx9<4)bD5n&7t)lk{}% znAU}n*jn_AbHP!_mh%pKECY^U+vjS&bKI`GA6n|ys4JUh>>#AH9RG!IzY zZR%Os4iSeXTBnhpLa0#=v&T*=v({X|`iR@`ra+9Q?G#-!#%6CrD=<|;h~GwZaK z5K8!K4MUgV7!j`df%9_Y{y+QFt1B4qK&5^07!(mCNkdbN&+6W;fI)U`L*>Ztg?lr6 z1pj_p;zQTBgtabukUe3ZGi{Rdv-k@7}o$;$0Bk>gT_Ok^q ziz$K8{uTF482ktRkDb%Klmzu{pm~Uw-sXfLjw*&@yB~7GFD77VFqS7HN(U%`?9<#T zJ-3+^^pDJ9Y0WU+7>q2oneXoB&^Rb|FqXs?D00J&jZELDItYK7=*-W!SlVhi@rm>hDm1^9Bb-w1Md(Yry^g}Sg!+_S}TLork%QOI{b8$1CgL>SKJcR~E&u_+W1 zIUwnzY9iE)Cg75P=_#+SQZR75cDL6*>79pfz8aX>BG6dE>FaC*j^jb-l_8{b$4{S$O8K%W%}}LFGY@1tRlQN_ccRM8Qx$} zTIo4*Jy3>JzW=ZkM zlG{u`BE?E#7wWmvw7kkDL)}VX}z6>hxwP5bwz;ijif2u*iB7_i;+ZtxBsnpm}M+$6p-K zk6c#;DHFS%BXKEmnI)WRlRHT&;>uNTkQ1SX_O!9F@m-uF_j*Tpu-r!N!JFqL$WSfX zOp7(N&j8xUeXwGkE-YH_fTTjdP+u?y*QJVHjgodI5>I1tbjnz1Ge-)oA}@>x2)FdE zFC)je4XKX#-@|oFhWKHy|EoC@x6-5DwU_1zlY)&83tX+4Fbc_+L zjy7%eOgWW7pg-};-7qe3gKmhZmMi;TJ~USF_`T^3dCMDg3xk<7E53VD8Q77NtjqNt zE^Rb0AckWU8nj;T@=MIYP1|xca>!DdUhk4!JFCbLXeC1(S!D?1XH$nN%wgo4A1c1H z*`8Jg!jCVn*_JHkSl6M@Z}@27-B~NDi4Q_o4f9lU&@nt8+PsM2{!?>Aq~>{WWROwQ z+qwAg4_nBtLTXK)W&xS^$uZ1Q^lXVNL|Z+D2GK^jIO< zUrGs>;0K}ZbAzHu&#QP4c%kKB@BPz_ou=Azz;%J80zb%(?s(gdfb zp|9u+L=0HsmzA~)ybkFsbIG%GB`*QWG4*jXuu(TmT{^lm*T)2dDDNWZv&&hVJlj}F z^$pakJPEe?)h7DR{nQu_)XX8*e)Y5th=V`sS#Rk4KykbwwOlFb+T|Mw>xk&n(jkei zL!Sv=QG2A$pCgsGUoXDKG4ZnWx`)fQr51QX&G<+k1{|DQ^mc~vISp_gG+Z%-txqWRpVqm%$XW%N_4yI>8n>{FP!QPrWI7l#)Iwv%A9W z?LXL_?il4lujq_)Su)LI^K^e*&9J-=l!^s6oB*Q)>QM!KM2?alilvu+psp7Y&#gno z6hsz*JH0~7t%%EGGc%cGHRpiXy8a!a2p!fc@x{UDoJh8%k{zlw+t^Q@{l-lbya@_I z=*a1CX@XY!9HEAc+qseC^F%91S`jH*tm5*Gx{q#AJ|^S@H_3BE5BlWUV?|;55_scC zoXXpLx4dA~Cvd`_Bob2vpf&q_+$O^t?8EK7^mS{jo ziSR}EtfoX&<+>{M_olTs652?r<_>^1LrHkSZBbHfU-$W_k~Zy%8~Ve_uj#X`ChOi+ za0_o`%0IY+DE9FSsRLU0frSYok!$sfik~YQ6m5!z<@Da z?t+w$!H%wnbECNY%CRuFovg8J=geHQw|1zEp-E!olJf%?G``{`oPv5@U#e6l7)L&7 zH?GmuE)49d>>OCoWluW(n%M%hj(&+i4=wMB;VAqk{*vVGB`#(24oq>2@AnC#kGQHH zH`|O!MgLv3eDR3jAb z{+l*}_wk86pwtXIhNIa~jIjWwz^CxMxfgLhSOOWp?3y><&w~l3-CO!#MtViA^ciu! zW96&u;rAC}8B-iPB-!x;yvYdy<1yDf%$>03d&Uo-hKJ`fLBCaYS%T(}b?#mWg`)Wv zwW(cxk+yV5Y7JqnpSK?CJ?Ku!M`y2Ja{pegOKz}SWWQZ=v6<1Gm zYfB<;8pQOAGmv%+68zy+b9be8UG^=E1811~_)ua#H7P5~f}oH!{9_!+u?;%JF1Quc z#XM(o$P>?s#rex>oF6CeWHDz4+2da-bipCRQSFac8j^GMZ?$~r6uq^MUFS-})zHGY z6hbc8{!(WFe%qU^*Zut>+raJyI9-JXhO*gMd7@W4KcWL{iOgv)ElW%`i2-KHCxCQW z4N_x=dsE6b4W3a|vV$Jl3zer8}pmzG+bgVIhpN;gqdIKqC?UP!wtj)?;1JrOc+Ew4Cj;epf$$CTt~i3#AY?UkiaR zw{1xkXicpkWO!}HAMFmWm701}wbr)mB#0#Jn)k+@vH})sB$fT4mLUB)exlylacxsl z^`Kp$4o+5WCf*NafcWxSuWKS{0SrQ;usoOwI*LF7sy^$H<9!6SF8Yn6RU5^W_GpHzwF>wF1HBCcL}BYTHNQ<9xxBV@1C8@wJBKnc{N zqZ-Wh=R2#K87vXhb(5hGZZo}QA=ES;O#W8+m*pXx9=!`^U`>=h#NTZh=0KDF=3Y$@O#KL}zS0x7W)F8}_zj2c2=lSV3!$u9VXz6;dzK?MV<-ex? z-2h_zw<+fTzXp(}iE@@q7mIAb!Ajx4_J0gW+4{X&ntuS0;+9TS7iwE7svDH|lgF&b zb+=z%O3GG-&-v9llUw2+C?pdWFhnPCrTk)Gi0S^p@oDIIHF=kMHb4i)av&O=Yw2vj z>geg|t8f$)!&!dh`W9gEEfAO^Q2T%y07=umws|&qQ&U`FD1Q_L5NBVeOkimqKq&tD zh|V&icu;0shQ31O{+1IWsFMs=GXFYZw?m#_tGJ6Oi%D z^mWemt~E_yY5o%c4N*{0|H7b8EOXd=R{%ii098^~Q~+>je@=O<`~uQ~O0alEl|^~g zA_H%!>XVDJv%N3Ap74qaEAa*3VG)#N5&(V~Pygi5%#S=Z7yPptKPgZD!jG(Pxg54J zzI`a93&IP|NhE4%zY_p`z;?hKo$BA@@3>y_&dEFzlVtMsYjsp3=TkQ?kj*3wggH4=@IO!>)lRQfiI!F_Gc_PeQ-0m(%&L0 zt@t3W@z37_)D?WED8A{eE>1=Z|LPp=0LFvg!*4KxALJ&GK)`8$d}M$#1JjYGvMoK! zci^V4fL-&uXIE!?5cTx64gjAT8h<-9VLLQrHhh4qE2yXEAGM*rI0TJ$fRh!|J+^{A z8`R;x#wmYlYyfV*A-kNfx^q8b{_j=M5|7Q26F7V>Ie(6Mpah8pz%NpWi(kIaD?Uq! z&W&}7%r)SO-=xLgC#HtB*2gclx!=2apr7*;&4q#Wo#7ik>lNC>6H?1yKFHlOOoMS%fpz0{?;kU`^?f?qNay zF5F^0`*niSpG!(chEptj<4t@WlL9h2(YJwV0I74Z1Cq|plIDg_+i~h2?*X_sbxUku zpWUa)14u{XgWqXE^e_Cmg08o>7yW8V=iUM!{mVD6SJZ|g?U!&T7YzF^2>H7-+Yg}H z&OfN?kq-bB)f52vEYG#JZDAAU7qI>jARYV1WO{HAPXEK~O)F2DmY;2}&)B`GOWo_s zX&Oi$NQ(pbwENQ8$SnbDX68BkP!f3}O6cTJq2oh8>#88;6%BLFZD`G(y&y>JUP%5)d#l*FH@ zHrO5vwxiJ0HS4pl>A6+s?>g_)Ogr%h>fqHI6iB}btC}B2K@Hds8|`C#c+$mGLRHZP z*W;Sj%IVTM_rIM9olUom(yd4jE;{Pf*@^H9+|)a`?_g3D0@rU6oD_`N`AAak83vB@ zI}m%q&q3nmN1F~}Ndr)1#iv#?QVEwgFblTq2R6mh$r>e%gz}&$M(vTRxMbS=nS(=V zbOs<8fw8r2%bO0<>lw~cC=_JRi(5x3YX|k;Jhi$@ZlsHG{?^G7DZ$eg_Tlc4HM|W| zeq9;mVlr+uyt7M|`x}MqAL6i1KUV}s`duF$kM_z+tS(VP^*L;AXToy7Y*8y2``1!B zcQmu}6sb-g5cBI$JAdmKmQcVzCGcUzS`CUM657z9N+KKatEdMTXd=sKC4cr-ym@Q} z!YXy)2j4Z*7U(XKT$Ij{ZAM=nXw9Yn5tz9xz?v@W^o9uyDL)wpy-aN%Xj}J)oj{6Z z%LQhqe?e^ZExRTXv_?$m9aI!QP^C)BFrlFy+W=V+86KmR;TM~keNKMJ;)cz=-S)ynvi#2;7r&N%&dEUWjt8#o)F9E_fU_)`IC zR7S_f1iq=|$ctG~2>kX!h{WCf-5Q4kT&=p!6Y*v;E=_&3{CROXbfLrTs_a0ICrXHd zXfHJHkA-lHJaCF7(1+xFE2R^q)(c(WFpp@UF6R@O$e{)?b{S z^+Yx14z1sGS0CS8&W8)iILZ<&L7R$4Z)SW>Qq6>+w=|Gw9s*)DCK3+V1+u4>httCOSh z)Y`QsPbMhUKM6am9*P$yk^vEa*tKPcX*0jrURnxbCj{|!2IHUEpRezzL$P$om)~$- z#acSs>9+#S!Q?|^(J*yJq-@H$d!2E}sB8S2;IFvYJ1HA~=&d4rF8jd^wBi#X;Q~cK z;m`GT9_K`^@~9v7h7Un1+{|cF`?xM|63MPQz7QY2FTrb{(f@*deb|vc^KWzAjgd8_9z|ytLPRV1-vOK$vhc&p`J{C(gABI z9+(2UhACG<#-o*xLle+Jo(>VLdLV_lS4k$lXjdl!I*z2ZgM4JpWHzUZcte`llSw^K)8Np zU_IA#oaLQ9iF-<`&8ANCJ%d=$SobSF+c9i7{N1fW-o1`gc{|*yj~gTZSvnf;^pE0v zW-Tt*L5p`$>TVhc*JKme6{r_Jv(&{<61XXNFtxZYfOc9=yz0aXhl3;^naYvv@|7pe zZvE*wD6hCI)+Nrrh7=;17QkEz_(DOD*71_D1QF9tlx+H|$X(Ia$hyn2A)YA>!%Mxby@@xpag2;LMJsXK0!lR0}8uSyQf zP7!;*V zHacL+X&%BE-zIJLUy2QeCs5v^AMD1WD$994kajlp$* zlu1=`FlJTUiC~JS@cm$nzrLQ%#L5bf>nlmZ^amJe7VpuF^U!Jj_nbIU1w{ffx<1|K z<-UQIfc0k{ek3*X=y2yd5&$aySU{SMygPDS3=zTGGG}ecW``3FXRoBPhK&hT+wI@MWoB5x*oO^%u%33W)$)mH z{rLJgX3znlV*^;1N76*X_VJp)tx2sM_NXNRD5y<7={26!G@7ri55}48qAJP2A^!iNRzNtr*U9P>;F{Jk|5Lj;`yia2-3P8PHi>>)ekyGmUKIYF%$0=wj^34j)-QQcim4(= zWc0R7nAajmK!kO020`x3py;Ps`3XfKM&GNi*1wWG`RI0G-IoDDpfe@(IME)7Ea?Be z)lM=ku?^(L3U=OtIO+EC`Wrwos?elJRtZjqT55*#I z=}W|bhDd|&A6mo`(10Pf^7rRHByyb4XW7ARj zNXcfWx?%2w4?}QE6Zh7J$wlcZmN19vc|NcXg_FN}ZGcd!$*Ms{^D*i?YWVwdcC}Bm z)0Wm1s>$Fs!z~*0(bATOp|RoH_MZHl1d+E5BUEUM#Nb^#!6uV~SIP71^(MQT8H5{J zNdg6~5uA_W8$ium%5;EoSvC&=W!9qD4x;Fmx=*0lDq2K+E1cAoaGAuKYn2s&ICXE> z)*Goh;#SZ*00umeXVsCztYQ68W^p6Dm?kgJ`sw8el6_J$(+FuElc3gZPRmR6G0t&r zf7ME3A8j@mTG@{PzlG0F!{h* zdJ`i30%raSO%|X?9qJh+HL^N#cbV{9N>x$LgoHK!vLoCuWCWK4e8$|m z8T@;=V~q>kln+@3w*R=i55^dR{K&S3G$QfXqVC+DGnkQaZ4tdYs(FXN)iRxx^$;|W zkBj*T8?fXR*WNuUh^P}2`0Hgi#rEyk2<{ysu9GwTdcnCgpK7=69TJTaTp|Kx&!>i8 zbAx_gc|S?bF8QDGkE6lb@%kxYpLfY3dB?_sa<^Ty-1R$#q+=)#A?4xGKX7pk!FAs1 z)-s(|BX0ACH*ZzKlZ!vAlV0my&Pt;}5j%NRYi|J(y-yqa#xgzCEdpmRzPQd=XV?*Z zQAl`=uBUCYf60x@??nDqpl&_4KDyPlro`D|_u!;eP}}l)4_LHNb;YQvb&UBw@9hdN zi5RlMsM_|x;r5WIhmTisc&>G>CXze#T@6*&J+InP#?wv?+9@Gk&c~1`M`gBK^F^Q&Vo=Qu% zapj7~5!c6+;5SYIu7~glS(>^>Eim>oq=UtQ-=RR%lJ`A=bgBifv%lqSaQd5V%Nwv>#+&Zjpr=(8a9)%L-l)^kz>s;-TaIRcZiA;8x3|v+RKP8;Ob=fp?%p=A zL+KygQ)bvAI65IE{Iw_-_x}Y@K(D_wd$?oeQY^(qxpTF&mKyEUfvBvK^%F$Y&k1GP zW$6~-@)Hd_w_#ms%(|ujxGuUt$xx2W5)lC%B9_U$#FymitP00iq!{Bg)O&T&pV)C5 zcr6$u6}RI_Rt3YGTA=tjwx;t=p=DgcTLu5itqbgYfocftBCesu&upT!bPdzBDXqNR z6#5@Tr89gNo0E9^&$qPt5l|0bzv$&6}^ni&J zq^0c5jl!UWj#W=6#sajPqqvjkaE0Wxe%onV0vS23kNSoi<+w%CRK|6(VcFl?XcAr( z+rf%*jO#iHZ8!ZOW zI8w(2^nOd&+oPEt+-(3kD(Nz&myS=F%`;-5=&P4)nAl30Wxw|^4ySL#k36rL|G_Ot@XQR zojxMm^(5W#86x2MfCDO*`8z%XtS0t!2N4UlayEwwKY}vt9Ew_mV?%F-;WBT@K1_Z( zW7M11i5a4f%On?j4>9!unb@*IbsJ5x+Ow-F{r%zVi?`8Bo=)nJ(g7;LhV_oe5S>w@ zO{4MI-zyY<1>p>7<=OXDk;~WJ(~EWegQaa5{l1XIq|faSD#=E2+RJ`bM8K9(L5#NP)nJjav1#f+8c21!bZhZ z)N8z7A@{j}C8@DC9}2m1uAVeWIeflnvQH?yAn?n7IVM7Zk6aYQ#Y*b~41uO3<*FRnQZttZRkqmY#?jzkH;$vf&Ohj32$&>>93<3FZHVPA8 z?|+KkNB4*2WU@nuiSCrr5H*ibcmh&@DH(r^$1&J?4zA%W8j-~eXM(zc>5$eko@-j}oZ+2|b|n~4SNN>}4II$Si65rQ!Xy(^k72B|C2 zR)=7ubE<{+7fFSJy}d^noK9U122n1O%wd6rzMcg*d0t>cm`H#1Q518}z|a?I4!87* ziY7Mi^c)(bM);T|G*4BQy_d`#eE6X}MSXSlWmcAmqxfGVcv6>@Jo)fTQ_819@oXPmdZu@Z|&pz7Y4h!Nk3_wVeB zhkzM_P&Vuc-;W}n2qAEON&JA5y~!8|PtE8x-WW7CSC3O_JL=3GReyR zZqc`dk1BfJ=|Pd!P|`|VG_3Gr^Jf;XMvXozDUCM=Wqfu)*v7i23()7PnTCB9VFd^a zN>2xbX}>D(31sA7^?{aj*#rt*XxAvRc#&DW=ntET8C99OuI^^ve+q?Cv~ACJOsB25 z*0xw#;^NFdlCg8E@l-w!6Sb(QPBU+<+=v)Uvp=I53OV4M;lFke`DAO>IjlwcH94xX znpcop&N}g@RNEsS83~1^CEu?ZO+aIn-$DrldM6{BES8B{q1(rp<`U$q9uI0Nm5_RB zuDfS24)pByPN>uTnyH2tv|IlX4*4o{op;N2s_P$O73F^^ET{hrSLo+V!Hav!_Y{|`#c}1XdRzu zq?Bbh#1v$1vd({$3J|P*%kb*B_GaQ+J{r$GUyoLIY1_+PhdkG5B}58rZqq$S{t_4H z1@3v_gZMQLLEjN;j8C!v#w~)Vj zIVP`n-)xi4!6U<1^QWURu=-5VN&o7m;t4tK0sBZ*gU6UL-OJjZVOUAHa}D!pk+5IU zS4@gpGe`oZ!(McTZE4BsO3M5J$uPp4KdPYqg0Ac5?9VPLOSqpt;0R%ns1>7mvIP^C zHflLuCU&$#cH^B~2f}A+y!Wyl+w(AwCxtHZl2qe3uGO&#jCN7Y*6@l_Jc4zHA5Oa? zq@Wj86!5*p(+@(MAQqLfkvk%1{c#AqelirkB{tCnTRy2dY7u@Q0 zeiTObuq1AIf$3aAO=c$qMt7$1o0EP45j%l%QFK}$@;re!&?W5B{6I%P%1a?;>gQ=R#gzT~*8ZWRKqa z6ZB1kXb7ueV)1TVX!V<7r=p_MA~kCi$L$<_hxcG7I)>y9vpxUox_N0-h^-CMiP&D& zy~serLD!$wdX3bkLbHb?8hV`tc4;5j2K8_!hHFqvC#0#?@pX-*QVz7-lVwT}uzt?+vj8asmk`tiVeeE# zQdbI(-Z4iW;p31W#}#T`igk}7aSJ=-y9uFf*9MXn-emlc4C0+mj(5HebLlsUqiq%U zW!ZzqAg3h~U21%Cu8u(({mF{xLlG`gf6VMY;~e<%60(W`9cv39+|AfQ2mI-A8?$&A z>_tT28d9f8M52#~&KRBqZgO3 z6xKnvU<7T6Db+wtaM+eWI;Dd;oajkuEjx6dbPTr>T<}agBDP=7Q*V>&*DRjsBQ?6& ztmmbK`$zIadClO({wU&(x&4EMC_XuewBr^70@fW*>V@^f$!6S$K@$@P9BZ{%c$V?+ zNz}|(6^YT}Q#QrTt7O2rlbHssRa19Vu7$ktHRz#Hz8y^eW*S8;samg;BX#vJtkv_l zzv6kR9c|U3KYII`He(62Y8wP{ypC( zaTsdXYBBM!B>&AH=Ake`!y{T+puGLj^9xBVGCV46=7@RuiaB+<07nE^;W&2~)+IiI zI6+N)VG^_4+=tovth^O&2pG88v4d;oCi4|#t8ZMA5G7UjjW0Qi4e`ZuTkxKJ0xd45 zeTHr0@~l1NbG-C0c@$~YOP5x}>ux_5kWcPHb0&uKVd;0j=@dCv()M6oUDd0 zG^?}^@jN%B9x_ke4#n!&w<5_#er4PJiUI8}Btv=muJJtu=GAd=UclwIyFF*A$LhHQu2h&3OuGB|`sVOMq0;>9`!GRhi0H$hmd?KGQEsmuq181N> zhUuBxf+!=^HK`NSw6A9H{iklEF(}Gs-w9Gnjtsjo;8joH4|^^AQZ0oq>p`vLjGMj? zNlp-CI7vv46pM$GKXJ9xc|0aM!6Q{kb-HqAfqx^x)Ql z_nGu8-=uRXXMZOLL$gb(HLr%F)v$=PB60sqs1J3n|03G5Q?pL-)92C(s`<3;oPp{C za)Tu*)7Y!pDDm^=cn;*={e~DhJ#DK(MRP%8Fi{Y}=bp!S1tmxsk4gL>OTVpShws4I z8>9&RaH(WzH``FLC^QkqEc|-kfcQp3V^o4%;o7aO-J`xtdm_}tpziX>!EgC1qgi*& znfz7aUJUfzq+)#Fq*{&jv$Og=X)fJib{9Vp`_%%|2zZtILx4?66Z3XDlVJRhClzRV z*rNpstWnrBL1vWi#XX7%0We*0{lB-GzlE#0dwyaqMM(D972s)x_=&_B|D30LSyarp z%)e@^C4ESyBdVF-*>`5(Qi@xJTz%d?`>iM#B%jCQ*0elVUtIuwCU9*&TES1kFvTF4 zxI`F`EXg?F_{*3dXB)`~_8~x|kC!%$!|P&V-`=|XK>oinrn*GDBHhc7c4O{^j##T+g{ugGP3c(gegGxT#~GFaGr#`bJ8k`{vn)|laCr!9 zpuV1Z>N5gFnQ#Fe_Tk#-$PljQfBC|&R0Qg&m)Vl7djNmuZ@8kda}gSm&Ok=x{Mc~v z8p7?{TO+NB7MEP=foNgWPj4=~Su2O!nXOZ-Q{UA-7*p~7+zwUZVKe#S2L7cFBTk5% zr*AttoV@+4nbv)<{wm~vpvWL_fUjs)Fbev*8RnB@q9r}rtIZvB`#bZXg`&Qz{% z>(NPA6q{HEd19q#`O3KJ$5Il!^oV_0 zG`j`h6kb}lJ%6K|z6+7Tp^xy$^zP1H`+yzgABl8+RnJi3=Qre3J<^Y9mf8)G?gkIm z(ETdFzRHJ#BlNV#g&a&$03%0$a){#5_!mdQYQWPR^O~sn5}!d3mKNSOHz&>UEqm=ww^C!XU&5Y&GLydm|VXy z%)$!<3-3|7M!N+MtQ>6C;Bip8;HpT3B4MLPMEdB6#(Hd@YzN@9b+IDhj(zXk-Xl>O zS|gxyute(BsPl_|MfP_&Ghfhp9p5LYfu#90pq{}6Ofv%Zp3FIRuX@vbtF(oPTBO`p-g4YbDYZjjf|%Kfd~OIie}&uV)bdzOaLq zC2v>C2Zglo;O+}uYc>tCfzbRxFP~p40NWcCoQe9Cwn%I}mNFvFoP1khzwzri>Z>b< zP95eVd9$oT5~!s*T^Z}n?z$tbA~;EdK%@MF4CDTWrVwjvvwR&Z={x8Gt>1T$x@jve zwdA*k*lt?AkRfe(Ex-0neN-EpcHz{p^~90=R4M;UHY6NV4U=Sl;z~3T;`qqLMxUo- zmkD15cQDIlsP$yD-wADAf`i4W6%M&3Lc5lxAi~h=HTt4<%G$j{J5PRE!+5L{70vYE zp~I9L@<4^fkhTLIM~!yL>ulRK3Km0T4{~IO-&jq>obVLlH5SJMThmM`FZDVwB(ImA z-q~758u(p8FcWl173Q1upq|O6uSmG5=Sg1~zCjan9o{!byU$Xuj^o#xx+LyOVrPGq z6I4E`(p89u?*5iJOs08-KUt)36_xEmrC>N4 zn4pv1V{K_oHls7I$ntY9g4;95yk`(y1oI3`*dUjR7Ux*2zIfeUC+td^ZHv;8e4~Xl ztPI0k5RTx9a+f-_FjYWQe4mrA5L;rPK2x=_XY%uhqVG2fPKydCrN=b;Erb|})8cQ! zo1uDA)LG)0HYIjdYr`b&?N!lS0{7fR=8Ks0A3-KB`&Kma{ZWB4fH zGb4Cr=PIPNC;PMV{mV$57dEn!GV}eYQHGip?ds}miPEJyCX_i#XE@y~d865E@aywM z!DlP(arBmW>=@$4r(hVC(@-teZ@!~8-$+QS=sckHDd+jH<&}$(7foL8_AD}Z=!dU8 z1FvWBE1oI4O3aj_C{+h8GF5$#IFeZ+#n$gL0)dEOXmOY%?Jsn-`sctO5lKj)Gv+8b z7Ubv@5{aKB#TIeT8^oZYQYbCskf)TGeb^G-| z6v%X85Lsfa#!clzc<0?01f$1#a9+Y>!nB=Qy_7I9vOOWjgb?2 z`+FB$F^R946xZ=wc$mte2Ca0`192hcBiK0FbW;>3cYWI{VptLdwuLJBpXXwAVkR~t~@Yu;pODkmBW4v@JmcyXD z(f+wOF0B3)sU6Gv6~aT)?6UwxP{O?~cDoD;>)q{`!^qN{Ei2`Q!Di2r6@2hl6=|a7 z;e_dTT|^~A4M@8I$wI9U>&ej)%Dp);;YXwFPH>^s?vpBJas@>7P86-IilbwEUg;2d z-MF@UNH|q-UvM%?4F+3!o0f)c6w<00elIpyl6tEeM`EM6=YGp>;XTdA!9Lo&qpX-> z6UkU)Y483FJf3ecN7ZTS^`-x6hqRqdcPiV?$yVN><7;9vUf;d7<)J)aKLu;p_HG+{ z!ThLT=8MQ-1=;QA^Z^gPHkL}j6YpHbD=XCNIx(w`>qbrC zt{adbPE+)w(1LW11tdccH=2^V;c#>8isc|8Brm!m_5Nlwu|dj?`ZqqlpwSsGU(%!o zBMo&#T`|9YL|N9dZ0@90$#tNavlLL55X`o$N@8Dq(Z1Ni6A~o`r-Er7Td?__IQpZS>Mf( z@Q((rW_!L#St9AV<)AQd%>%d}23AhMcWn#}J(JTW76AKm%A0W&T5L`b0yIudEmre8 zB9U*q6Af12W!j38a1bKg+n0eapLR&K029^Fb3wcq`V+AqMvMc#uwly7L@ZCUm?w)6 z7E|j_vXFs%4^LaywA%E2mHTG6yz7Cz>UL|*cfn1CO+o4JrA|xw{FJ`kSM27rSD$3u zZHC6Ri(Y073A63il)gW33ZOJXYmF4GLIzv3tmjK=;5~mkkLGAh{4_qzRIYEyR`k}=J7>(c~ zzhBj%;BFQ5&ykXfvEW;TZyhNdkFYApo8O0(`*>Nsk{9@Hl6xvVr9#f8u<_vOGM$J~ zvEziATwkW%!yg!JC&Qi8GPiwO>9g;!{)pa*an6>%IET^`%6x>8jTl!gn7@yirnW8~ zmequwHofAGmtH*^lf@cdl5EixACcV#@AM&0^hEW<1A+?V3bmCw{>?o!WZc#2vzKz2 zP1kg4RbOk`>I_Yf-YB+eK#ZL+Bp>&6mXU%uyA?%!US5;bJ8{B;{Cs_^61Owq^Dobd z_Urb@3On!<{e)9Vf{`8uSIa>YhGm3EhDK`CupWkVE=mTtOx2t=C791JLTKnLo79cFCrQSm#~p zA9<+qI)d(aZPKA~47XW?rJku3rzx7rQNu9~Ti2po{13pztWoFRW;|XQSu(gz^v~9> z%oFB-1+v3cm`g*xbf4&9+tl9+8H6S$M@Su-fKGf|B7C(3$s~?A8gjiMd4kfo>8Lde z`f+Sf6c4Ew`>rxuw)HtDkq-%uBN99sg|ChJ58+vP&a65T?4$*Q7U^wgWgTM45r+iW z3RznQB1`!3`h;{ahlHP-6HU`?vDHqNMK6sZl4P2x6{$8Ox{NjbnSDWnP7j&T6W)e_ z!W&Q*&@>u5M4zm2&tR%jDW_)@5S+2zc}*E|m^9oaF8tie#H~`qOLJ==DG+s%?hGnBZ{_ZLy*0$+u;g?NGiC2Ygar+W2(H zUe?|h5o#Nqq~UiOshPrz*j1Ia{Tz^mat*FAU2%mdKRBg_4E()auD1)nDPs?dk*ogv z2@^eu6{sk+ZYQ8*R)q&O8v3CoT`CJ^u6!YmLIK%?{J;F<8MP*R2cbPHIXow$PAV05%Cq8$9!K9n+`VFno>n6OHJ?4oJbS|Xw=S0;(zttphknj&Vns|yhN zpta6xvgolt0;wq3TF>&rw!p*MOJ9zmo0m=VK4p#`cT()N*oQn&fZT(s5qZFdzFpRl zKq86Z%NT*ra8eP6Zi!2UiH6~KLddg9iQ5Dp&yui9#)+=3rV`fFI*{{dLbfW@QlSjl zv=|_rziD-RBQ}&2f;cGOZV&##u?KAtk2c%92}wF!;?$Ri-LJxyY(WaxYkwr?jZ*;= z6uZq7MN8UcjzFuSe!ufd$J!0)x!L}8sAOxA*j8C8)a}!vR_N&+Y`S2f-}{2q?(It1 zQX=Vqq_U|w8Cx4AhZWu5H=8@SOXVdp}zjYI_?_> z{$k8XeU!pei&4-I1y5HiH-awls8&x#bXg=m-JussS{d`q-22hN_-oWj?*3-F@$gC) zSo$dm%IkBw?h$VRL1pngMHs4#3UxwCSCr641Wxijw5c=RiM>5Ulw?B4j~Q9%Azc!+ zDNm8G#Bnn-ttnAOTh87>$@Au;+>NA?9~+ZYF%;2MO0jt|yYTF}U^+W?UhlI@cF=9D z2$kXX2g{q5UuH7u1^sSaBrs8@(qCC4-)1Z?R2xIg@gljka*vMM3bHS4ea1I5185j^ zA)5~uRg*-uuRbVJixNGZ-x{Ml68WNNo%|5$zBQcJw~t|&i&qrRHgAZl>twG>HBjaA zd9Kpx71CEtnWB~{cMFW~r^o_rr{Q=$yX&ztwwznr0L(& z%F)7z`w6}a)s>#F*g z_&fSZU|^S&CAFfZJEz>rmORPYOv*3)-|pro+>iHu)b4E1xNh;4cE<9o z4Pwtq3y2gYlqk_r%AB;OG%J<+{Z0>%$ODB2o}cy@0^Giw9aFLR0u%@buze}(JXue% ziz)qI2^BzqI~ikh*jb`i=bXg6kBrvxvFbnsW`cw zR?Iz!E(*j6vEhC7&sJtA=gjJZ_b!z@MQ6(!h|-H;a6&v6AieFU#$V(EX0XecDxLim zM33+JJ1yU_JVX+I4dLL#T+vlI;TAHEHF_~9o5e<7gNP*^oIaR=EM6Wf`xf{4p@t;p z;`iDCu)@~&)svA;B0JrN+V$Qx^ds@svF@*5ExtLgv zwDdIRi$ZD*pvrf%6Rk(POWLX2k{T;~LV8YyS`GVPI+j;7Wn5={V-PW@(xc^)ewV>e zX}+Q>wJv)M98PJk^7ytnegBnt(3~r=)-YC!HVs;Rbqd&ZA93m!m1TxcD)~ii9l#7; z0X-7>Oad&pZ*zZRX0|Yx8!R@i4Uh7M2E#k@I(SxrW{fI^Jfxu($Zy3SbX=g zHy$b{y&lQbVqiH$rj6w;b$iivc7}6P>%xrkNY2Y%-%-@j{ULScM}IHUTp?^JeCltm zuwLRZotO-mm(tC7+wLC(m$X$m3(Puv)IUlk=8KbhDhsnwsVKJBOGl@e4UYPnvitF8 z?%T+XN~c+URuIcWRB#N-l~0_*>J~4}$TJ_m!iQFnfXQql;E`IU`ohF7A*G5P!v2FAj7|l!XiI*5- z-9NNax?8SmdNHA@9lWf2M5W-5C_V1(+7CEDRJAiA8}8}%<94!HWQe?e1i*q%>VH!J zH4Fl$OnQ+tFJqyeh|!k^LpZ)~e!*a`3f{6;RC|b5!=T2lxq5Yn(F>>hFMk(?%|hSD zi;7g6vM{_sP!h)4$-P-K_xx;PiDzKlP~MP|TqU18*9y-E4{FAR(V0|B4vYmVBNn@0Koa07oEB5jiY?)M3jG_S~RdZ`gRa@)== z%H`Tk5~-KK|0KfpB1qC}daust5YN0vC#?H%)~sf{ApA_evxSz#@r^Pg03^p7udu)R9Xrc)Ou)vsBtx6b z{R-^z3_EVDyFAk#kokz($ zRK1{=amAyei9VTSsm;%2nKL64&yu6m^Q&eYrDjWSS%g4&kA0w5XW!wJx8FQlXp5?- zKN<3BBI^VOn6wUm>w#Rkv32W2M|am1ddF=kW_)f<^mdCgdtJ@uQ)U!9Cf($(tw)6^ zXsjTX>g8L0 zy$LoLfm|`A8Xj()^4Q*nAH45t;BTilZBmutdqBVWwzVPaUmHkFi-<`Z=9i8|OHmo9A8|8O4s5O;~^pcwAm<4tZ-sruR7x5;$|uk3vft&N@&KH;N5mt9ei z583N(XY~nFQuc5;SwLk)xF!Ktf|U7Qp8HR2rz_QoGeYB4HPBagc1*}LEA*BTYvEhP zSJ|g8_^8@GHI5ukWw^Vgvo9ejEg)6t!cp|_*eUH8q7Q*c;}CdHv2aG?_h+`d$e^aP zxFAQPw$2H8w{gfa_fc}j(~VPE4gC@}!!qRjA^yj^8+x+&CHMC;WH$t)RpEG;Wds6J zX&S=bP8oyKi#%gv(|h7_2avX4bW=9q0}mNJes*ciYo3N!~og;_ehpvXQ-08i|e9?4h2}T zV~7vzS5p{rxM~?siiRNcb97Huuc_G|&bb{|tNlTlxy1$OF60UYywlCtSEoDR)T$@u z6^s}zRX6%PsyXSKP}9k166BlFG-f$J_wh=Ky$I1mD6s|<9D`)%hu_e~3~&=-(TB3AyG*%M+QU0mqf|D>q3~wV4+%>T+bG+m zif!*~lih#r?EZ zc|;mtmP4?ODwRcrK1-M*4vrKaZX>`P;ml9(ImM0|dnbRzvKp*vYU-6*I28O>P*Q`1d;R!<-x=J$@kl$;P6_H3uH zYA{gm>QGEO#UXjqwb%bUGQ!ck%%i<^x_%@8QRC z4g*dZm5eyWplTmDLd_}Xam$088stweArOz##Jr;)aHb1fS8u>V%~=;F&Aef0`KaUx zB@*q?8)q%R_N~Rkn28KpI)*NXRt8Dw?oJ5->24Uh^ZQQTv*#b| z({-(TZ6eF=k~&%!_g120t}VcW?a)|`3MM|#UAiV%B%|dN;bs3>gV|y!yl>~#y`y7R6{mdIQH?k!DzMHEbpdiCFIWS=<6yDKj%GS@`e(gsP%(i zZrq`84$3rsp{Wi#7MKb6JS&X#CIczo@M9nm3 zj35Rd6O9q*p+%a1E;_JN!l(RpXtXshX%h zgz<~fMD1w~BUq#_mXCAJ{E4xkD(EO0cngs2KfOo#V8Y)K;F`&3uR4Ob{=F$|Mnqdz z*gLvV8E-V92()7(_=8(XfLl2*Z$YBL#Qor<6uB`;_i4hHc%hBuU^Kt#qNnz-qk`B! z-qRi9s*tZBjTU+J!b<~q%cE1|G}A!jpuRp=59?At>fd-WlkG{=_D-qttw0e9bI#Oa z@i5|F9F7U{6;z@4q*gt`g(2rFg1(4}wGU2uO6fw6lz?T5@*ab4aAKrfw1j`zBRcVWx*!SMv9piM;m{;t| zne9R-YHvIWI2sJt7$}e-7=D412soWTFI;ayZ%^25S`xwfSZX6g-nE%W@HJ=a1Fq?V z>2oQTw6%f?qtCKo_{NqtA8wcpI%h{FIB=u{*t)YN)QCIGYFnZ8_T^;Pg>*B78{a7O zjuGTiR3&KOug|I8xVaou^dCHn;nefl{Q${#@S*KVU(wVqTojYIUiBD-H; zG0S!y)$^@ykf6}gLig_y?-9rl4eyObUuD%5NtV8*!~p7Vc|rm`|N5)sMhxi`Eiy59k>?XEO*giv7MIzSOF0H|jWf}2K)XKu z23&YN7E2587{;J%K2o;%#L@2&9^J)5?cy^H9&A#+wyFM`aW(BT+_^>JrL@kzXQw2Q zOj#6M9(}b33i6uUP(=2A(Sp5CUM;~z$8OmgeDUusfB^Z%&nCHgM0Y^~8G{Vmb_r37 zr)Ix8R1IhhYle|6hc{n1pfLFb>TfF#8Ij8^;P7flP6UWhPA$0a@aCpP>^+{UIOxi} z7wIt3ML%hIH_yY)+3#d~I+qmtH?N_FCkw;-B;z$M{F*1Lp0r_t>w& z0%)&6B9emJXsy0QN&idP*d*3mxr1zFcD)Af6GrWhOlKhWk z=6iR;esr#m%VWY{0fvv{5Ml?WYYPKM6QFKSS-M|!O)X9mwr0t2D3 zqlbs>34PaTF&-+o1|@9zk6)7f?nl~<&-B#BF|LEgF7=o^oEFzbKotK28P?JyE59wG z_yyBQSp~j)jRond?%~Y-HcS1vnqPZgz-gDmF^zwqZ6M6{TCZgbmo^>#^9$}AS!AE- zet*YebjDfC#$M(0!IJOIqeG^wla_j*c;;h?_1}ujFZM<=@xBV3|A;ZWgNKd?sFnhy>0WsEu)U>j#?y-|$xJwKm2)=`=}ktf)B>OR zmXSgXgPdo2Vd3i-wjM#Xk^$Ub%RL1=r-*Qgq2MyPD#7d&*oR2Hwz1Vi@=`jg4D*b) zZ6SEZX|o`fzX1g7D_3y(Q9qOh6E!eDc_w(E8GW97I}fXbX1CLceo+9rRB$NxfeIUl z+lAe^^a~H_k`YXhCTE>!RO*$qN^CXVWrE3;T2tS-Q^)>bIpR=J^F2^`+B0N11z_t+ z)=5QA+5+}7$*r$YI(;a0FI3s8g7J9=PUA;X!CaTh(jfk<0m9{Uo7LU?`ZWbXQp@Uaoa2%R@dl9BodDiS z7`nPxvF}#C+H}|iDprNUMFpE$!ruKtM7RP7MB*A)8Nog&4%vFUpY?Y}$tLY9`s-q8 zz|z&txE{xsf$C+y#2lZ9tQWL6{LHK7fofp{+7!pRJoi0~sU)^6Z6rHB^@VfxNJ zCC=HM2# zmET2bcQI9V2fQ-x>MzWtYz_%xY!@Io`}+Le@$Pq_im5;mXzto*&5T;)633gDfPPyL zEdWkz%YR~S+< z5iluF?X)bzZU>|8_~3e*?3!Myjvi@hRe*Fg(K+%SJuY6G zU?e8nF50w=bS#uePb-_l3b~<8*O^f{#A9ZkS zjgNF9A_r*6^Ds^!_ZTIMS!ZiHc_#*<*Ik&&7*7`xoi`A~+1nSX;YfBfZ1_>0x|v)4 zYJjWj#keLAY4H>rZa-)0*m$;_t$f6qLlYbOcs*ru>h-Xa=2}oY6y7J4jfZdxsd*6EY_Qz+bvVu)}ZWC|J8435F&E0i) zj^3HUb^)mE0l~ULA4|mAnDs%GktQgixPfj6iCpZh=H4vj%^@9@n;KTv`2ZA`sB_?& zy=$j@32}QkWY^bA<-fedA3O**wnUs*y<$@RcaAZthd`3ZnL9w)H&adB)N%e`E|3%G~#{QMEr52ZR4|aS- zZ>h|x{Pd6UqPLyG$$^>TWe#^alrDok5~ovu(M4_v7`bxJUPa)l`Y0;6*^TVa10gw> z@+$0#$f?Lmd5`H?SJ*llkl#^b3CuECOHlR1>TDiHQWb_ta}zzl`hPT}Uxz{Zun>2b z1(!oBrcvLX96wGaTGN*Yao9%seZySO{>0FnR4^HJ7t**4aQ`a>eb}dg+`1_zZr;o~ zasR9Sap}A2qegz_4BnMlVB0Sq{Rw_)CY!q$$`xk9yi8oKX)}^achN=n=P5p;Q7Bkb z{0B-+B5*%;XQ1D4P*75o{i728m(`#Bf^R`BYu!hful(C}=-iyth)tdk@($gYC@h5r zX>I{MoA7l}6-Tf6YoMlt0~M$Z z=nVf%)fTvoVrgy)w-N{I_=;+1=y1YI&#F5^a@#->?Ws38SX!9y$x(Pz=RWp_pK_YS zO`uRDQqtJB%pYi+z8@lD->#C-BT9I0QwEzd`VbcB@-(v%$=XEcGImgp+3sidPBYqE zR(_iR?y z=*WD{{W^W`(A1QP!!o*dQo3)CVGpvoRbAMV-6Ms=49uUSr9!N7H2T_FH zWDmFW7oPFPwG9(3Z}2F^-f+m#$r1l!jU$VCa8Kc{MQ*(OYO{*mL+u<){TXg za795_A7>2mmtB+!fo%)mzKNQv-R(L+Hhh&Nv3Ij~N@D`}d_(E>Tw=ah62`;)1<*>2 zr<9hoB%4#sBavVeU@s^3 zgCg+b11-jUp2Ck|OPbSs1v|G<^~jpcGdJ!95AK=Q$cZZiJ0tCVdz-^Kh}`@ljXJcZ z_RpZ{+Gnlp=2=L{YG_1mmm58IBOfZicT!{6#!kIh0Jj$GVv9+lRszoVv69z}^7`wK z>2sf*>oMm)qY1kzAxMDw5W0eBan6)1>l$O7?-lrnjAPN|)jyTSdq90dNWLgD9 zh;p@L3jPQY|r$n0~4w4Y{RC@{WQJ7?JuwlR4sdS7FOB4Oo&Aw=pjhkTo z;8b%s;Fw4PDhzog^q1kd!RLQTxLzco!aV912rfjgf(U?D#s*YS#IbBU$7z)M$Q+OjB)?>*SDl zs#LCg70=m>Fx2-3VV3VSUlf;Q;J#F3FDab}DQ!5_J57(k?+7D}ZYavzD06%(0`D-6v^Q^+pCf%7CJTk(`}yshehhALI5DSv(zEbJILTk= z4KaF*gVS+!3e0+`KdO}=@p3$Kb@;Y0WfDKYd=MzS(;o@*uX+xIX(~QoSFczjoL4}n zdce&QUjUuj0ns0L@4*<`V8b@r`(10vwup3V9M|@)m7?L-#qfHxX=0t)i(Mi{G2UDa zZsg#vXpfRLl5@yLtIS7vtBtHzX@~x6(}kI>e<;b zE)fx+NdQf&+q3jMY&|uVI|}h|1@wABObjXj5;$a5gT+oipn`+Ej{d5xRcxi=KvF z+!0PsEsKFnaB~bG9xQ-up%~h+8@NUWU)FTz7^ivH=R*d%{AvTd4h**R`aG-scw^15 zckjNHZh4R{s%(Y4MfN$K)sl#Fq+gP*He@EUS)G>k;6H*wFh)9rK}PTt_NiHNe>MD1 z=p;i?E&?YI;}qZ5d->FRIl{a(JZoU_a+ei5O*QUGe~(hy zahYWAOOeca=zY%Gl?T7oMYr6${GJX8{52z@{zhU$$}K8mM{+p0hZH)UZoDxG@P7L& zJe{usk^c>=zFm28Kr_1k7utPVz#60~JvtQA+0a|MhiO>Ai@7l)I`0XZHNh{uaii!V z5Tm;petzZobCV;sE?r7OeRuA>+)Tmf0BEqk(-NtFqe`l@@F|AFj}li#PWbnc#ZD!g z3$q4pZ0{F9WEjZwe@kt1{3mnz|3+4|AEj+WIui>sb7wkJ3s)05Q#%(&I$Jthi+}v~e-PY`bWSF&Cbo1=7ViI( zhWYn%oQ=3~cQGWB6Z8ZhA&m`u|sx zyVFEodwPQ<+RHwTzO7Tr-pwrx5X{XDDt_+0Jqv*3>RKCJ9X-PX(D8xtrDeob8=8_IN)5}141kJ=iHQpc zG^7k^ZVlAfj?DB5=%32nt`3AOqr)r6$DN+x0Z$H)$j_Cx7&Z^Be*h8xrvtsxgA+gl zU}@wRI{7L`2VFWkhi{6X3o0Hb{)9+)X{Ub?!r0*af$a|#@ZherU!e#(Amd2M%FE5n z3ci1R4hDay!e4|u{o5bFK!BweR{*5E;`$hlz8&m5uqB|f%E-zxAYv8dzpuJ1o+3Mwov5}y9)b%B}e0A&Jj@yco{pI$1!8$Nffd4I^ueAa$f-tE7zXz6N5 zt4gYgX9k|!U;$A5vF64xo?5SZ9SXnn!QSjF@$ye(Us`^V0pzth+Su(DHKXbI!vG zqw1q7nflJ~t`4D?3qQ~V@cEaP$ItCx-hY`nzSS~*i)amh8JKvm?DULY{qz`&xYW#Q zf9JD)d2E!txXj`kqaJ%1fdEhNvG(*{X8cy6jbGtN>8kK)2x=-u@LvhIxxhR=<8Ia% zI^5g74!_xQ>(a65{IfEU`UVDJ^?%^Y+j26>x~s4MSeXU)ULyhfJdF?Uj3=G{&Nnyb zba&>w{zhd5T}@5>y6#LZ2S{wg9-ToZqkh8O!h!GiGC<`)`C|Y$g8=YI(`5Xleu~lf z8Km~!iD7wn<6PkYoQ$x}@ax5M+#QDQU0Yv)fwZx=1Nn6SmhSt-!K=3cnBps?!R7l| zqXzpmNNr|p0=xf!`q973E&7T3f8@qUKGsW3UtL>s1Df(XfslfFrNIfv|Nb`4{#2(1 zSH{Ey*3-m)>}q}7`i`{VW6k~^zuVzv_VsF)qg>@!$JqQ#gE^)GcmPZ%^V623{#su3 z+FPIat^__dn?}&hMs1-eg}T>uebq7y}0)LVmQ(PrD<5tQ@VXHQJjh6xsQ6BFOWg^;3ZAMYC{ zVP`Gy_~dxKX_s`vs7hJVRko_O&2no$7whxJ|pSQ33M^RK`xjq5q4o)n7R8>_-{v4#9$ zrR1lT`atPC*klWHB7x4 z@9r(Obq5c6&B8NL(YETY>6%?(^$CM@6y@qki1jIgMWG!uMorNWl>~hKWW$Z)uz|;G zekAKMTbzYtGXs9v!cX13MU%&ejU|f3xH8sz8h%6ID04aS3*PS|=H9Y+1eTi}EkEb1Co6RUL(|xWaZ3=wGK$qDw9|9T zfgq~aW5c=SvzOPBD~a}Tj!3czey3VLV{&X#$7O9+qq2UODcG7+UzSjEPR9-=`H&nX zt6qSR~2RPa7qrr2HsWwIL-s1kJjNO)KBk41=yItu1$R9TGVB(Fy)u12?5XXmyo!E;|slTkDy#mj(Pi5vbv{bYw>m0mUJT_>6rYHFhsZh&3BJQdAJ&G|t7H5n+cwZ=HpC zw`0ZB#fl$Rl@~GVIU4OG>GgZ7VH^d%uhKn;)yhGw9LE&L5=t?O2Y)84$2En&5E8_d>ZI(fKd2@LiHyA`F-iFx4WR@wSv!avfwT z>5YPF!*yAgQh;d@tN;~YJd z?*#JO!c}!*S^@hB3!}BvA+shWl4=2{N7P2Zc@Cjf0d%ikPS;D0zG8GXx(hY1f89aI zA*J?6VG#ucw}qI>+A8b{w+NBxgdmMfYj0UQFCJAi*cml14F~6uuBV!SR8}_q8}W63 zMyC|P6|k(3XTYsMFtSAi&LsuZ1KY|{O%u$@-@&JXGjGJxZ@S$M17DJDnUk$#-eTP) zp2RBe2G3DGhB$U)u18fj_1F9q2!4Fd;{^NeQ;gzrqZ!@kEyk@OEl*^_vQL!Fck3OU zV3|No_W&zZV>-8E?j3RoCXoNqxJPkO_LhxCB@T@p;H*lqtRXd0FWel334xmuS8rga z#GLooP&tO(AH8%H9X$7{bthp~Kp}plSuKg63a^?s{20v`g<0&kB`m_=f>Tx7Z+@L4H*rD*a7@;FzHho=2B+)b_li1KMlIoNn zt$Yl-_&S+qaq?pZqm&&+glBTp8Q#Er&1u9&YgjHn{c`Y6pT%=><95G+!(n1W&!blk zEyU0JS+|Nbt%Oxq?qYKnaT{J1X{6evmXtAWRMa1(Vs+uvEKpRTa``5~GgrWvWX2ep z6fY44jzcp2S5fG+y-j*W_KrmeUHlbOd}1~Zk1pKA4T>a-B^(>XsgM_ZDZd;^n1q+7 zm+U09HnTSMM-U&OL1E9nl_hri*&X{t)mh3#&-$PGA{E?c?T!|yLC>4M6L}*OIE>uJ zkmA(;dPBOt2G2HYN0z)hBr_FbZC?AMKVMYimp*&w5B35I_Gnl8D5nt3dP^VC$o@F` z%GUD9i0*Mw3-N@jFX0$IEH0x>zM>Ylv76_KJVra_ju;>GRH-_h3as@|1?UIVR(KZf zn3vA&q_h+C60|Cgq|i@CuXt3E;y5_BN2PVrbz&z~JySgygbFd#%KwGqZwz2lh)O+l zhP3b4uECKdJa#fJyGr3)h;+iua%X4JG7hFeK;L z{QQ@K$lSzW=Wd!yzv~w42A4Ti8ilcrj*z=?D2(0AO`D!)ta%HXakgf2_wQhu-RvZN zA&SkAlg%FLP*^?EB>UG!Jv*D&zUvZfxi>M*v}!cQpRsUa37SAmB`@eoF43mOnPs^; z!>z%@9(Wm_`zQ)4?RIYmgiS#?s&{sW;cCWn5QOl-cCG90RO4h5fL9aeXG+U!54bK5-zfY-t%Lq=HPa4_!jFaB!LMYXfbvTr0km2_MDd{24cRNK zWsqZqFIJ;oL2{N;)e32~G099fn#1)0I#h9;4g*nT3v1vqyPR;mOM7P(wQrdJdTSrhQ$SQUW0w3bL9Qx%6Vvu_Ug$ZfK7w z9lLZXcZR7<7sxM^GhD4~8}aJibWAs;2pc(EAkFK*ezGQ-)t#mn{<^WD%tFtlL|#vKTuOIBKj8A zd#ew%&{9p~{T|Ui++W09V4hVwV#UII?2t#zS=1xbv2@NFh4`LdwiYAuy|)cta*KfE zXbPxr%!i4ASj2I~?Jl7uIG>ETcV_>rG5xzLZQFHUi!pm<5_?G#UB=zSoj>&Yl$_lp zSp)Uv{La{b5L;rC`FUzlg>)1#7Sz@#;5~lH_?O%Mud$|a8d-!$mWJ=i0{-*d(Q2>d6H;G~kRtq?d* z5=)Kd_q>+Y5s6wJWeOt60yJe=b3FjI0(xufyx{?xu~d67-L5s#m$={oLi*{ASw;uT zaPSUDa$ky2aMhK&bVcVU5BC{{zUI^g<>@?qg+VPrw#ngI|JZJ>uM6<_T-uuY0-evx#VH27_7 z?yVwPCRt+SJ*u@rPz$m_bKxGM<`OHl>6)Vh$?w*EZE3K*@TMJaE@ps=`k(FfRy%(f%37#XYuK=3z?2jhz3g zE`JF(41r;Pk^s)u3xoEorLVc0%YIGa=@I$H@0Y~pdUuJ=5?2{%!YFU}vOIn3RCE2U zO~R;Z1^TxyK{I9rY?$zBacpbV^7^pM@}ZSkv|525P6?XQduYvVZ7=RoyG-L2ZPYmU$SS9B z7z6K?8*NL^k_!aV&(aXXZSH`=7})_RUcip_!~Fc9{^4wgbveKBGD7YIRTQE)cwm3z zkjg#Pqz{fVWT{D*>F!GEQKn`qKN2`(C=%nP1KFE(t(syfYGjr^UaPc@ujzbv#5$WX z>&@u+vrO6*W2=Bw%TJ_#n;}V&n<3(9LKaLlnDH>_=*EPTu@KL28?d8^i29|r2P;Nb zx-}{Bj;SB)0up8wtI4ES$6Uh54^5U-n#7CpJDOmuS)W24v=2wVuO3_GoM0JBF2~-* zjkRz~Gn%vbuvwK+cvnjz) zys%BRG?e*67AO+s2}7Rrk}VbwWJ>>8?+EdLRfen-RC#8JPRj;1_M%M(xn4S7`L?ij zfLs&g0=Fno7WM#^DFF(}ACF#&r72%oO(2HxcPU-v2o)U@yl*-Tpy21rgkjg4RhrTO zPHYEDDu0L8n5+po33NI!Geopb1G%-JegB@t{VcI8dUYeh2XF8t)ajH8@g!zsQ-#by zf<3FhIHUGxDWMMV>9hF`EfW+~r|d0QUTlMAo!gi)d>rC1T!ozX5v5QInP`Jlt>pB+ zUBp*NuQYiF^lplJ_hUMfNmwe`vaH#Fvc=l5q{xk+f0uB!d;fdlJ)ii&rf~5-NZh9_ zyobtyOU3h`4m$Mm%ql>+Wk%kFMmsyrfg=X=;Q+L7+mw~p70}+iN%ABlui$pylRm;d zk1lCaDSK9Z)ND7GY0spG?U5!cGAX)qf-;Q!jgBg1RBwZ;s!a^5{wBV$^Iys_+a|F7!f7%;`*ANJuU~>i}ieL7XGrVSwP49i7zWVh9eKl^}`y=t`t(3zpMVlPIDE z9%QgJ5Mg)$wS@R~b}W=_O%-@vJFULI+hrFaJ<#dILsgz~V2;!&t>6e@P=kYcqc_Q3 z>|`|&r#yh|8Ed6ClvgE`6aQQ`aoGWz&fLuX;yG*@fhK^5qSIp=JhU}XI_ay|nRAzg z7~yuylxgj}`9yr?UjUGnrWrk-+$XTzW|Mu<{bc)H*8J`xUDB|z@bWQ_hYz!`mrK(h zYTDl6*beoOb@1jjwA#kNK9NPVK;N6a8$-<_z)F>2Ocmk{u{PlaBC*)DyV9Q@LS-&F z1xzCZx00+kDXbqMM$h@uj3!fgw?}Xf0vLkvs^H=k=$w`2ZaKN#$upZmnv$HTCaPrdn+J z;XJ*ZKAuQ?W#gK`?}IQkU>%+Fh@vwiqCxzK*8EJTw@wT*DX+q~(O6(`pszuK1)mR^ zEhaNmkUG=5NH0MPD$R$*Qp~5mA0d&1B1mZ=>S9PN=04$h9COgVNP%_Kx(ORB5>==R zT-CGZ?BcX#eU9Mx>D#Hk&NOZO9v(5#97ZeoSqIfvc4OC%N`Kp zt8u}=b-E$t0TAC~_KfkN6M%*ixfa`mdBfz^Xgt=NYOd~9m%WwoEYmmbA3Ic6F2$aY z{gZJi7I)>R1=18sLe89lG}Ey3P!Q3`YlvIhew!{BQmP2mkJY?zLe zPaNY`(zN>^Ge4Cgvq@J4^yuMG5mEwX?>xN$h{j!*EqWHq!Fc~I5~9qV#PtmYV>>@K zMLV=_W(;mh&9-kY&}xP60y9bHI+|%AnzFHP3)c=jCDJD6z4K+nR{EJdNTsZMo9`z! zGvEl8H^dj}dC1C#w4R5wsBO9xV-v<>i$C&3@QktMQo{lN$_M<8{?zSavP&vr!4Wt~ zF-`iup`KMN#OS{kx-Pdcz!p|yMtw5e&gMwyxNXu-2unAxB3n?b{k(b@iui?C6A%&9xv?w<6w16^Rgu(% zFUohwEkj|cqzUPN*64)!j#S`Uq0% z7g;u-vSW8KH@<`=puE$hMq_Fw=ms)n(xM|=buuWD*6>~S#$RVusH>$vKui7m0Z^o4 zx*WyTmRF@Ubi?SX$I&XM=P#(%!+yV#ID#6|G>9K<&i>RQIkqQ`;Ae{8z+c1@6cJ%K zW!nZA++3pk8XcHWiWs1*GHO?OSq%Q14I`7>v6kS*`Dd?FiO{hBoQdFii8hv5wz_zL zXqhe{{Nu2jbJ=y%c;07Syyggq+%};d$?t@ty|G;?=~iO=Z4YJ4hXQxvR<~#M{*#83 z2GL2im1-<}HWI5hMxOnT^~f&#tvav8MTD=BdyZ+2*zeUVGW?6jQN4CLGvG;jrO6=e zMetmxt&jV!JJ0j^uRG|;c>PNyqN8q*%#IX3nXsCtS7WI}^_q^${gm+SfWFBH%qyF< z2kP}Qes}6baJh^efp=!AbMXL3i*jq!{5i3rR;MV!V23FbrBwxn23e0P>LImW1X?+7 zK&QtON`*$nb%SMuAK4-1E33(nv?Ud^nwxsKi>{2#YV7hN>;|;KH?xPI$S8Ni->Uq{ z=(d{#FS^bUf6LSOV#a}4AW!8Rl}+il=oUbjxN+X_FGs@LxzI4{jL4!M0m{J@*5kcO zp4wQF?a>t#>&OYR)11xjO74&v{9S~b`BFg+Hg|LsRU7gt;VV~Qzbw6TfqlL}C6B#1 z7Y79Xr})m+yImdYMSXr|tI@{!QGhZlHzbc-oLnfTIC@GD8Cmb>*~!qJi~8~PCHC__ zwDLC=-_2#!e0b&Y{XL~B@G>AN6r!JC_#3eP@klPPgV9u>Dbk;+77LLjQmoDjw8z3= zPKO7Exz_X#3L8U&t_7x1p3OYe5+Qe3C@E-mbMn`Kix22r1iMl$W>-&3^%$V7G@GPE zkM!hKZSe#fa$8*#PuYT3_1GQFo~{F;DFGF_W~A-mfPbGgX6bhKkE&i2KJ(cXM8~Vv zV_l-g-^{ZgA)`>#$`m-#!K|;gL!yLZM_QAtSai;b|4geaf1tnY;!O?)u1e2jV^h>} z{4sJ7L8r#1tN3Rw=yJ2;;9dSnb2TJHA+x@~IlyWT(C5RkT~JlX_PpUuScz^+5LN`e zGt3aZ;p|FZRpu}qxAW;{iI%utGz&R^yBEvSpiuLt>dZWsLLY?{((9+V0%3I*N8tg}Ps7VTf>>k3$DIkF-~M^S2S zH>n>uum0EBTbXnk-K7`3S2L^Ipv{S1>W$euPtvXDIpOw$-l9fS zBakY`!P9kO%2zv^#Zfur6-5en*vIdQRdb<))M*3A)zhw$C9t~Sb_qT-dHN=l1!y!- zGC0Q=ytQN!Ajw}9?8x}DStGG6&37@y56CH%^DT~{<>rSRjNXz4YGfzwV5t{H%ja!m*Z zu{7_vt-Rlp$W9b!-oc>fvBw%$*@ai6%s0UZ1U9xZYpV;lD!H`UuxaD*^M&6XEfTsi zq8uIDR5Zqqu_6+uLo(%kem7AO{Z$=N%+N?rbE@xzFBVrtfz4&x;yPVZbqXsXGZxQj zdV8YL^gMdAb@chKiBpdl%4707dA7XSK|PhIoHE9I0~c*LTWoi@_}InCaLE*%qZ1t8 z@OgmBl)0*H9CN}Az9x&muzUUlFz0=j^j9b>oVq*6w(;V+lQ7H~0__7uU+3Nnzi$Q* zG5=h4-!S~F!)f6bT>K)C9M1+I)6L`VjG{Lya&qXJ3=TLb)JHQRLx=^1NsxDRvMSkD zH_!E>Z^`qQY{-XC5J6g`lhxbjK~ad{*U61%a;;9n1GnL8s6F&dIUb>1nWwie=i5{a z3N^m|U1zu+Gqb=(0x!Rr1#QG-%}v((;c5|~2ZZk0ArMhb!=^6CautsO1!TDaG*+RJ&f&_@>_@Y-kkMy$ zHc$}aR&nJEQFpc93U-a-T&b_66_|@(lw711=n)hcWkt)7uPk?FzFw8L&V%j~7`450 z-a;XI%FG0>k*Y=JemOBrJJ}S^kTz3Il91EXEj6wNKI&4H5j}!7O-N9OYG~^UY~3g1 zTRWn$NTAnxs5bJctPs74#S~t8s>FKl2NA)iQJQoo0`)*?G<1dKW+Dw@CLZbc0s>LJ z#2BJ<8Ie)i=&Y>IrHgslSsA`bmq;pK;Y64`HaUmIVBf zDeax?Ey3A7VRhVu8MR|mmUVv%g7%Eh+LghAedh_G!#>vyR&JY8bnuty(26>K>pkI>gzzM>q>9X zMY+A{G7>U%R`{*~uNZb{t`qT=jeghZIC8vvKY+8t{s)H)j2rY%L1A*?)R@kH8SW9$ znOE;^@Fm-W`fsH#0HFyCHWRN998i@Fj4bA~4Qq?R<(3Kg)R>T=q?d5s^0bmP1oUFKqjd{Bj-LGHE)kpvRR0!52YFI`7=DqzE`Bm zB2X2lhS=h$Y1pa|_#ah(J)UG{Ssc9TB|f;;IP)84?i2jmmN~yo1)T11SDbfs<+D8= zC9&oclR;t{bW>K#`ft;_3ez$p_Jk#CHV$C3#13$74{0=yR)j82Szc>)7MEu+p;a(R z`Iws=2^aIahY{NRgmlaEXdbok-u=t-Lg|x~7Vo*L`4n+T6~% zN+hl$`x|O(H|(24A`Jhw5bH*(I!@uLuo-u25h?lIsGO;TYtS@^#s2%^vf^Qk8a%r8 z6Gl_BigGB`c~lNP*l?OJ@m47hU8}!Bkpk%{YTj46O$mWgZ_E#@2Ccik4%#JItvMz@ zQ@M)9Ze-?;o0W$T!06!_Zbz$ew59f zh>23EQG=IlEC-q@kbEblRvksj&Mg~6%&xLxHEZzAsjO&f`J~Hz3x1gJlp2#qwcI_i zYRpgEX>up2C>0a_Zs-{^zD`U@@RhGMo zg;Ni6I*Qs~cF9_3uY-)}1-a_%lWp(?2BqEV1I` zlP{6fAg@D1&H7qX4A&p`sSt}A%exhdox#exS{3O=E$=%18xc$rwoJ$mixEd|$)Xs# z>dm4=;$g&7(5v!wdKz5y%A~wiJ&Ftxh|G(wV(9-ANZJV-uFA@|?Zlvbrg4a1R#PhA z)D{-L-)QG7id*=XjiKVGT8v(- znG34*+O6Hl*$kF)WUx_;x8|9YICGTX03WDYRwYUv4HEV_7dRs_bdq@SPl)9Hka#W= zs`E`1S4+sgl@&V`{z2BmYLb6ljkQ^MJ8T<@z-37RV@Bl=;N8o`d4*1pQ7}#lv;egY z?_&ACYv1Rd6B*atBuKevi?TaMD@8_v*P|IJw#*)=f_^*p;56`!p>Kxh%P2luByDp| z%Tw?SA%g@spnKFl8FQBM2n=q=d_$0x;KLq5&rtcfFmwGCqB3{ukBuS9LiTAMGYufG zLFb}pJEHzfoxd-H6Yk_B8&_8cbKoEf6K9jh-31}s&(V%?dY08i#B^RE?YM$mO{`+R zGjuDhew9x2TlvoNmW%N5_)2&6Gq3P!nwV^-`kK5gO0iql z{*g~8snwBUw~3w4FpL|JFiJdf0q3Jn&3u=HIOj!M;mT80%d(Bs4WP}(3>fp?2qJT-VUb~1w10W}NDSCYtYMpeNX?@Nc&A##^*Z@!+L2pgUF`XPKft*C&Sh7OgGdF6NBi(fm+ zY1H(jULzHm%(r3%JX!ej;N!ja`Ro4gKNAH*+@Q7HDrgf%gxmCY@^mZCSblNQTt3f_ z%tPdHvKQuJm8IE*pv;^8WWA~j+SFSFVr}~=a`YErtg&^Nw@Iu@YvL3}~z zlEA|(ogsTq@uS&FSZUZoFdOVF%8L?oGa*{MW4v4LCV?VDw~O4BmRtfPqs*v#=&Lu+ zzvJADMMma8;=Ms(d?focYv+Y8t`bv}(4bnUUk5H{V&@fIzr+sUD7GRQ#4WL1svx-i zDU1S1CADU?e?5YsP|AST+tURn$+OlJK7lU##I-ME(+Cx$NA%L;CH(%Cco=mO?|F_R zR&Z#gyL3+a&7SB=S=8VyI zG=3c?nAzlF5%}n5Gx>LNVHB5nBqr+h=j8Fy?MvE94;n#jGSgqel3>PHXyD^S#%{GX z`-t4Dh1@9K-Pecwx~5CwLQSFG0sg)<;^$YF1zN!gn||SGJ{v9dcOC(i!)a#KB3^P? zhlm3MVI|enXM#)=Mz>$+&x-EN9J>q@TNmYx3^skkl9jf ztE5-)mi>a%ZQ`AGoy6?NOoc?>dFD{qY%zWsH|96*h6o#ry&Oj9*Jo2f9F^n_YFd=B zj6=DW`(F~`6k$yB!1Sg|KYfm~HqC_3Ls?ni`s)P;F`!rjV`YI+@;5r&_QX)k+e{p{ z6_<`l8$5SI21CFZ&1P0}EBwaQw#2ZL>WL<+X!AQ7IzO-nHnPG;U@5V%vrEp`V?)kBKHGLmV)19@#^~7c5An2ANJW!=1kWW6ZF3= z2{~lr+->8^Ubee!lRmxVMtQohJ}4KC!@F5B6sl0+L2gc8N6cg|GLx=yC#FYE z2Ng9P_a}lF)vS4fG-uvG6-}HM(Hpznd`i&*lh`C8C*L=pPT7`CeUn>tK{}a;!mq4~ z#zb|dB2B+sWr&*y$4>Jc8kwn;Wdv&KLjyLmjfYbk8`52JvMecq)E7UOv4TKwj0oU6 z0eG9PqZRvyI?xYoXLZ9u<}`PVq@I`0m9K{+$e>vD{uL#Y{zNt*qO>xsQ3q6Q5if-_i58utk=*%90kj#lhU?QE8JCF&Lx!8nip?0J z+dA>*pYV&>TUNBB4@@^%`NTf4Q+KH_9V?Zi`BB9L{QxJC7FS#P$$d>{jmndGmIfv$Big%c}h7bAxj%XPKLOqY(aU+(`DP z7ahK#!IAeLoH-R{z9vf;d7{eKUZcj?9*~>L9e69ks@BAUvpxIe^ z>eI^>sW-NV=}&JB?1^3Eu+hhs|D}YvONKkYkSBf9r9h$PlwM(-&Oi>tuMCiQp2nx- zaXYU1R_3wc@A>rtrUF-JISzkLuqt95jw#QV8_o$!DU_4QmdEj65(sVxs4H+Mee@~b zlu4JLus@Lg763Xvo}QucF(fDLPj>rnO_<=(f`;AwtTTg+W_F-KTjht zMiFn;sAglhf($i4w7&-pU##tqX{+0S$#w&=FOJ%$mrzN!#^|O0PenC}+2R?G4`JtJP zFL5V=)`v*SLHY_q9EMbwp<-CR&3+#gVnV<;T%ka2j2^+d<|?j=USqUt8(*w2it0eF zJ`n6|w-H&=E<@gQhdIMy7fB}uBu%Sj@Dg#VpcbsNe6NRNvF}BaQiM{lAg!bw)w{nOfwd#^kzf@$C71CMB|H4azQO{7~tJ}^2Z{2fXKtOzrw_lIa52LRW9gq``Tk0LAskw$Le>EWVVJ%D!dQF8MnMt zh#(Pv#o8Y7nd~%>6Ue*b=`@i1+|EKro*4v?I_9Pc%}8z$ z(q^)X$RMT41J&d%Eei#?@9^T$d8}B{E^1{C=+3z*v>6$5pyqzJvnTvWHV6M~uixbE zR81%>n#M%~S4RDE+6-kXw*}etU@mDjn7KmPz2)?132WLxKH}>8+5TlAIOo3DcN`a+ z(gWVaK9-r8C>H_Psf~)t6PLZ-#Ll`!WsV%`uy+MZFivNg?f9t&pQEhwx;_65!qFlcCtR z1Xk39dU?$--8JBpAoT!HJNdv#T34CY6qwSa8&pxUpH&AMLna0NrU$Jaw$(3ApwebU z6Ts*%5}~EC?kPy>mpM%epS%Xh)*GJ;&!`PhK=@i(X049AuM#9Pb~_?l-ce|}K=`cC zVbzmAAULox{eAj@krgHFMMD6*B01FLdWGWc(B^X$lvv#&ae%OpQg}sw!S$o;7q7bg zU|?7dvuW9{-UO=&b7`3E2>9_TMCUbkMkfIz^;SGC5=#pegR%`6$BNIe~+w+en~huIx&@a+BCL}9i$8{`TE%}X$Ce{sB=LK_p88stlZ3OjYBf?H8yjl4 zl5ELUn*T_Mxbu3V2@Zr)LPM|#DPDvK1 zWR?*uvdo_l*7L;B9;i*3zX%I)BvxB~jI1-$7`cY8_JTXt+V*6}J z$IP6R|Cd(QVfk7<0vc*m&`|_640%iap1IfkwpF};gRpF*WeCKpAtN8B=8U&h)5Xeb z&EtW+$`yLFMqFnI{~I-5)0yY06#v1_aFQP0_a&pxoe0N2VaR=bAzP4Oq$3%g67@+3 zNjxn=2(+=BV-J_ke=x;(-iw8ZD3? zV@#eQz^fq$REX8rEf=c7Csh%0#3<5LBe_odrSnH#%)V%v8F@ol$+mU>5%3?K#H8>q zHbOZ<8sfu6I6k((ve^#Sv-L+eeftWb=xyjM zst9-M6ya8M0f#Gutaw*J2!JwE4X`{!N$tvJv7fpUd7?~EJ}opT>a7MJQwAD`*4p@h+zsAFpDhszgW$JKO=zMj;nrH{Ik#`m4+o*+UeaJu8;EBY_4~jbm60_AKRNCj`>UdbjrN z6NeO4rjotpnQcW`CO#B#0s4{FWWmF9<9_U+qOu<6am9+$A~d4-)N5rnw`k$I5Sb2V zuMJm!s3B1xct5xWt6w6!Z*y!bBrX|a=W^n;6!@?rg2me9#>)V<{PlKpWU`gC#Xi7m1$R7GilTOe?*M1zPKd-w1b;R9$&u04& zMSLy5G2s4P__jp}dwm8ht&bF;7?Mu*q-N9Qjsy*xpc%5;)vX*_)P0Q22-ZoJ%I0e9 zJaPc*^D%OPipKX3nrXMDmZb-feUcu|B{N4OIoizdsniOM7`i@u-y>3871^7bnJcI0 z&csBHxZ5RZIZT2J>xO}M04DN|15s$~u$FzR(~DbTXRExQSke#1F|%s|3?558mthtc zXKOEk2+y<92q1RsU0ma}?RaX6k(l}3VORFaePrUAk zm7t&|>>&TQYoDTPn!69F#1tTIfL&8Tqd(MLR?m#B-w17T2W->?g4Qw9)z2Znfs`2- zkH#B4XCUPhGVmKT$Cx8u5ydE6yOfN}cxr(I_W8a^NErb!`jyErN5=v2|I8I}@4 z_)E2IL73=OB71%N3LZ&{qZVSYO2k*68mx#9m5~0`%I@39;K}=Z@5AVr-EX>PHt>~Z zu~;YifCl&0R9F`s;!oCH3W&}qn$cz(DMQJSZHhi?Kk+Eu>vVL)UnUbeBx(Z02$M8sS-rR-H`g~kytSo z$YCX8LoLa!v@^$*l>p2bm+2*X!M_~qWjtz4$IlR-47Sb}{(N;)#FGbK9#u#lEX){m zjy^fdBH2QPf-vgT6F<6sj^?@Uc7Ev*Yx|N0K_z=rK6JRO~?m=ghq2*QICIa z5y<12#5{dkF1@6)TSRQ1qk)9wl@U- z@bbsD?%16dC#x?Pq3#WF-NCW(JU6NT$TpubVq zFXGx8TR&-)xJGHBuAcuZz2G^YqklwB6|!{2)DN|@ZZ|;ix&3&z`!m7XEiU4@sA>nn zaaT8cXTzc{yP#!$eK5V2h6|#pjTl#YTxaZtDzCYD?rMcz_8h_*Lq$1Wub>T<$F%kg z+KQZoYVT+KPXw-Fp9w9UpxZ3tzRxg|Nn81TwW$^o*hO_s4>92)+{sc+C*|ji*@LRl z4Y_ZAS7U5Gg26yPBNC$d-7Ri|LMZm!0DJkjCW1G=-QZ_v|FK>lBL6u!+$9Y^T;{aQ z@-;)t`-;_Lozqq;F?806{fZK4Sb5%dqz%nem48D+y_*dDa(n*=_wtPf@IvGvv^*X- z!J)>U6$=3*lbGE!V_`N=0I$?(@fAX2hf`U3oYSVmG$V|0OB_BhQx6;g5vwin_T`b zRf2=ArUNU6 zh}hP}noSE3=}$#kVLAlER0GYWVlDlhkr>_K9zTVrN)C+7IAuO<6h_=YFW0E;&)RYR zCX#2JI3XsQ&Gzm7$#!{J^x&{TF~s9_+YK7?owjGFlMCD}355Bz`_<1^qH3SVR+C}2 z((_M3!gEs|l?G-`#>AJ??`uT+k|Zs1$ymv^R_TY9ssT)5U&F#F{#ypIhbAN8RpCy}?}m&!I>ph6csQF0f(^^9{$l^;%u5yo zWwLoUeto?k<&>&b<7#F+rr1E_TDrAU2qfs#72cH(Yt$%_?p=YsQedi{gzS&De9b(M z9Ry~%2CdG_l&BYO+_ua8O*3imRK}$QvEFKy%mbt`Y(@VT*`_Vb^^1NNi5%#(FKXhn z3SBB))WuVZFc&v3Rpbea`3!n!0Bu=B8lAIsca>c(IC=CF;MKunFuh$&7ek#NWy za2T4z$lL1l(+hA0i+Vo=oQY+TX{WVZSfJDlF`xyyf5KSd>;Q4t=$UnR zH#dT^F5h8C-T6tjVVh1V0%iYqpO+xiNvbU~gz6+hI35SCi5CuW;3gpW2v>)l73T;_ zRSn9F&j7G`s z^)w!BA?z2)@Z;dW-_eTCv8r_QH{4-K@J3o=iDi{f`voL0X=3L}WL0a`rHw!ez!lAj zC*nn2*M*c8Tl}#6SR2km!=oXx<*F6m7w+F`Q+n|r6{2@B2RWuQ8t3b{ScE0r<24nQ}q_lr`^?|oFoOIrN@4acp19Kt49|a@@`k-!1MugX@<>_SZ`O}5mX={Gz{O6RFvN;`?;fO9 z_0UHr?7UJ6HLV<7^*lz|(6Uc9G;^Zu`e=>w-kv>?AWr%d7X7$H0BeSAE_1L~6@M)8 zVQ|WbjBCnBTynI-hRIIgC_v_~R z?rdu4`gh^g!dl*;;J^i-*#(&D#?N}TxprZ$I|uxO%;%gv+rUx4M)y*L9Qf^Ax+F8R z4JV=~bUgS`tw*G8s&BOUVitKijP@Usz}ZeI-Kaq4IvB8jEj@U#v#ll*gn5pqF0+h0 z%&3ao-hMLB(odykzTPI6SS1<56R?{)H8MTSe_ihQ`r@wAuzV4CN6Nj?6-FW^8pJ#S zYurltgDif_AXuo?Z(h5S#y8jKcML;i;OE$|&A}?k< zP6`!%df4f)(~%WMQF8(XWL=;wU;4V`H3gU8^RlM6bk2IlAzr1r7!fYpde0W~jwDnt zEavOiPu2ooAdoUMjw79qRu=V=DVa)f^1`5-%4jzn-ePm<01z4b0WSzFa9)u6 z0Fl=boUQwz(4D{44W|C>(K+BIR?n{DIj4ZzEUf?4ph|0ZE4?q{SWZ#mSC>5JPZoiA$|)U4c0Up3l5mqrtQ7OiunG;&?&0fb%jWBJ=2|;xLu}0W8M?H;~(}zoT<%!jZopbQ2 zb8`v9a1%kxcL;rUg^>|dSV;95Q7_V9Mc7$+MzuG$vjjj)UkAXkx1?Dr^dx7f$QyTV54oe zsq7Ev_}*kVb|@G=nHZf6DlF-pBV9q(cRsWSkkKr(bV)>p+<*}OfV@H{ZvTLb@6Zp+ zyiscp@!RX4B9j@Aff)@~nM10+eqER$TEJ>iK`1hBZ>Y>>{f}OL2>@czh6v%6Clv4~ zhoXAr0((t+orYzClyn6sQbgeT`|z+VPqfv z(`8hVcWNo6^?@SOxITW@EMeX-MgZxQgY-qeRG82249%z2LHafKhj0`V|a>zp6!kaM_daFG2a%pKl5lp{Op?iy2-}JPR;gH9)0pS6VraA zPj*N?>rZ58?|l^g9@t7jWmPqCROfd`H@qJadhifIf7jA!rt_)>Ga3*Qu;G#qj`|7` zg1)FSLivJmwuFe{-p{yM7yZtq3PT^S4i)od0)D(hh%wbiY~A*o>7nTNGg%KDC}bmy z<~LQ+RRDBy-i&UNA1U~;Nrr+A#{MoRB`FKW6*oZ%f=yL)fjhmH@La*M%wP8~+hCQz z_v3?}`VK$(jXeOzo^E1_;b~_pclo4rbU?>nF z#=l5*Gq+U*@$x#t`jeqHj*}DZ<$%J3UBZ_*$hD6{r^izb5R5gZ+sd#8JH=&sqBZV+Px1z$ydu)ZHQ0j7!jrWzC!w== z2tQzzBHoW|T66m`On(1OO%b*Ti^2@V5q8@k`4!0BK^3pP+WlS9NugnM3E~%|mwqNP zPMjPU;7+l=W*)Tzy#-o zljLlhF+LuU(Mb2|NA!C$EZlinfb6Aqbdj zP-WY(P;@`W109#K9Cp$!nte&9c%YpkFTEG0%~_mkBON!Qqj)*3NrjXceu0BZ;@)ui zSLoR8=*JSC(&7A^rE?gTthqm!J#%`l}!xUy-LoZ z(&)7@UY?Lhl+fCdu6OZf5{5W`*y&0tMzYps|Y8GIL!#z=E>p;L}?GS&jHA=8lPQR zvZbf!_YViP&7aXXovEg7B2yD3rcrqX)UCgEHw?T$RdGqEy4r?t|*&qT*=%RY&sZhv9e%8w)(UMq< zoXDzZEAMEuZi;z%&|C}xI6gREw)W)ec(km~G7XF-Z#1aGN}a6?lS_Ps!uUq&6fsY} z{UvfAf;b&WE71a5>8Dh=xP_R0)5gjR`^XotYer`jA*3JRFLmGF$$_z?f`DPm8C*Aea?5ejPZ*bgAYC4TUqPRgp60_966GUr z)I+B#Zz0+Op2!RQQ!YAC9BWVd9lsIhr=$pWp4vR{Jv%v|ok+#Lu**=i#?5n5wcUqB zxO6f_Qsui7i!OSl+ZB%YI_G@~cPd%;$c<53ta3F2=8hzh1H<^xNm_0G(0T%RuFeV*t=^vo>32YLpk|KEBcEBpUeFZ^$I;eVwH zom~GXlkh(P!vD!6WcVMh`u{Nr*%+Ds6Cq^4V_;xnVfxS0|CdR~$in*n*(B_6bjq6F z;KAB-A!)JRl)*4GD3muWt;b+?NgQdx+-$iP>1{gYzU}|``lwcCoV~hSX|DCY{i-ru z`4tH(>BG|4(*TIEue8zsLnOS1s(^DDdESDl;Dct>G&KEhA|clAa)xnkZF!1I7YYOm!&)P2}Bd7v{PeNH-P(3>2j<7x>v#>Dm;m7WeqT*^? z0eDy>S%oBkU&bQ;Px&MfQ96*-l9W7;_B)u0?mr5Dgtf_Eh4(v`?*A2 ztp#ucH^br=Tgfe&d-u1)R#Blgc!9^hW3gwGRoFBeZd)EDiVr|1*ny-)im zbuAR3#@Auvdk}jM2;^JzS0qgBt-qg`xCh`gr1VtH>#pzq6$vZrD>I?{&S;8h(A11N$Bh6F^53z&P{Xw%uey?^;J+=Z2)m%6vSZ$d-I?toiU zSpX;p}Vc-gPeiAB4GW%b_wga5FhlKc%(SSJ+$E-9NN8HpaFl-=gk} ztfC~ao|L4lc~P%FZoYhWKLb>LH2@|6bC3X!bj?QZiZ`~cpZ@CKeYgy-Zk!x!KvU7y z+I~DLCw;NdS*?+Grg(kJ>#%2sU$-GYSpD^OfKydc+PoNFhK+q+(=>**HvoHY;Gg|R zxg|g5fET@($tQ-X8SHDD9zaumCw5X1a5cEF{9iw_JRh|h2{tV)5hE^q7e6VFyiEN29S<^gR{*i2mota z%NyVXZpO}6B{3AU&*&cfo%3C+|4}vA7vBni#IZ7VotC@>r`|9w44Icb7*z~`^F57ji|YS z`=Pj_hosGW;Pv}al7E{ezjqC!`;lDvVb}SIS=P$Nw(`?ZF~Mz3@pY7^b8&9DpELeG zvq^#fJbaq9egBd7JJ7{^*ewti#^(C<4SA1@^p5pG>*^ltyr(jg2Tyqoq<`!ezP8nI zFMnq5at*=$!#CVdIl-2C3#jg84oZ2KIFe1_SNIR#5Yl3DM3Aajwq^e??9?g|C>RPT zPMcO^5Cg2ZN8DabX-8`+gF<6S3z^<>XK0$B(rO@MC_*}XROg=4U zWTmN~fgbEZfNi~l``$S%9%wx`feGQbT?ldVKYD&6eJ>IZq(w-KqG;3M?_{G|I{}T3 z0j3}2>UOv*#+J(y!1wT~1vy_eo?!$P1L4eZu(*)9yn1d3m6B9L;E;DuEF=<)ZU*87 z_Uxq+wYSCdQhJc+_;&ql7S$A|&tDu9V0$FO-VH$(+-WE~XfE3CXws`rHC4(oc-=^; zmosTST_9ubn1$#!wWeGfo5aBY^xz>;IG@Jj>BY3#YtEZUJE9^3cRqx{gPlXT^z62i ze^~%)c|7uMUyd4~P_H*nONes_02D@L>PxRJ2D!Q!ZDlpSf@}+L_ATBhnz|zdFLv3C&)muVJa*eo5m{msg)V!In$jw6eR4kJGH+e zP4JF`I}CZ=Lc8XH3S3@=nNgd;W1=~IS%eI}IGrn*K??G2tF!=V7Ze1iL*+UW(F~~( zeqtyijgXBVq5n!k|C)P|fxU9&%cr%?EYTrq^6%twi_!5MbD4&>#6*lgOs3`O4&g?e z?9=8)x{Wnk$8e9G?7YE@+QXmk6FMg9RN+6UaMW5B0;b5bZk(aY8sT zr1)xnlgqyNKKrd6F5s>jZof8UrZobtK1BIhXRMYN(3Yt_pM9394hf1x%)T>W2+D8W zv~B2IBR){-IP^UK^XAzgfy8mkOUJ0-qnZrvu*j?mBFk{FG&%R^LpxijG2>2*rgi%t z(<+SwR;I)d2E<%yS?DHE(@QG!({JQ8fWRfw5g@H=ekZkqBV|cBhaNct1smv1Y(LEj z8U?tP(XKLj&z94r zi;J9->7s_nz!{d5OqU|&M(w><$s$r;Dg)5FAEOy?{{e6l@gQJRxGn2I(uQc=QJ{xA z&e3N@V`h~9k?QU<6CDUsyS?nc6|v$@!@d>+SC!jwSFcpWH*X(45>s_ZXjYxy^7{bx ziY6*dobBv?roArXw{1dpwtcYKi&SM9t1 z)_7YKDoh)|1R}-2{25YD^p)4F58p@eDMkQ_ma@0@53K5| z);#9mI_8MKh3cG6-5HQQFPLZ9r2@Lha&y5>$rVL>keEkBxVfrID9dJ@M%|}SH_R2Z z4;rh(%CM{PkPd|?hZ94L>%|x>QnlJi{d_o|r~8|St+zJw?fDA?TIP7qK6f>vqe*9G zXUZ+vTyGVe^IxI1dO2w-^XvxQ3Q1t-(Luk>6d@Do$Oc`MB;;mMAQIZXhgnJQA+7Lb z#qJYWXydz6U|gD+I+Mr#U7_$ae&e!QN@V)|+N5oxVm0kOmEI zTE$c5M07a08YNK2q~Xd@of9m{6JS=7qmski#odttH{}Lxmmb`rqqMcNj&3XfGzcS~ z)mdkxxCb8rD+22x3tNp5Vz(?(tJt=R=sfq6@0WGSd~Qi;t$_sE3Q2YUQ#C`QBw-He znj_gegmoixm!y3Y>#%(q@DQmycgnN6x(^v=1!S+S)Ml8k;b`DIRwlg%pXqrkDw+#5 z31r>Xk}`ZP(M^>HKisC=8zaHERcHAV!bK?*2drk-xdf^oUIe%;)!9RJfupWxoApU` z$AvYPClNY~|Mmjcn~4$%*K%#l0rS#i3~|>~kqm7qh$|x+59eB!@W8$arrG#qadkf| z+%CG_!VT%;R4e21>_Cr*Lr0_{^R>b9WrT;JPATRSM#DawdFJCl4^Vel;FO6#xJXbf z`Y$X26#C0x9mmj3DX)A*L%fo=DqL;X9-w?lDS1*ecVh!JP8Keoi@0BM4wf7`!*jac zs33eAduIO6nMq?c81+rTc8gGpOfi<95X&t8p5=-3XZwXYAeVF+SFX^;_VB)uh`Z`{ zfDDLAo0;LlR;jF4PWE4gb&k2vq&kZ}kC8JyLF7H-itlglGVp#E(Zf5Fl=4uMES7I= z^VCAuS&ot&MUua?yJ~Ib=z-?AMmX@LyLYXUPu4fgWll;n@*Fx%>|(8&6CVQ z8)-ln^kF?4)IDZjLaYB6B{X%)?)ZcrJGqz$hl{1E_A;83rJlp-{SIT&R;Iq22Gu*F z7X(4*?jKSN5s2S%?Jm2MVmwwl<`a?fE<6958B;D`AwZJuk&GX zl*7es!hw1!Q*AmG-Y;(vzW-asW;!B6))TiI@ES0VyAqoTCoY2H0SY`0E$9jC#qC7q zr{hk&{lTu!cZYgNJBCV6xa?oxglx#q zZ#kYnVje{>Is4%R{l9R0ev zY+Db0EU1Y#^elW5EdxT$z_3^QV_W0CZp76CM&`i0M+go>PpP*t(sUBR1Mw0(G)AdF zYK^v=^Ubyso}>9Y!8k;QfabpoX~Xb{8v@VQ51al6J4h z;0Kz(z=x@WM46l$Ji^?Rn@+8Do&6?y%J|_Y75>CO^hHrhWD99KqhW889jO>yn4**m zFsB6pmtc*arhx7cm3a`C7V7?UjPB@m%|kCyF_jMX&?h@do!^|OT36;P9scdoFC0Vu z-`u@b;6+&5qcw|1vqq@3huM`%5NTtq)PflD*yaY0aUlDb21rv0a}{@kB~_(#!|oY0 zOxH|Y528`3gnfQnx23?hZy!M!ksI$QBDv2@SwAH4=+>RzC=SI9QEwoiMp=rx4F97v z)4#$D?4xj$n2qV>jB)*@C(`-+cwHMw5r>@-mHR^zG`!MkvYHBXW28$7>!g!}gU*{| znOV1(;4h5&RH#Do%6GZVGFpemEhl$$m7z{CsPj^Vd3~iU~yj#Sm zGQpLQHtOoSW<0}*)gTO$uxV5?8+D8oe|`XJNu&%*pio6HFP9S!iA*D0a-qCBv|KO= zh!GRa9wMT<_K7yEW75h&;7j*$ZBI_v0coLBqO)^NpyRU2sz9*~P;STj?YYmv##$Og z3okd-aiQ?Mid`uu4?EJ%{NPxQ>l4`$o&8yR8QvS3$CF?>S_4%pW+d7xdUx1uAw^%p zRw<$mDHND5GnALItmJ{CHn^Wz4!vSiDc;K=S#9Sx&Sze7^Z;u}&yJ_b8OpW4zvAEZHl zRl*4d>vm_rCmpRY>t`>Jr_#HDdd_4de?tVd(d$?&!ncTsRPXy)l@~51rJ*njM?vOY z_626c*$jV7DneHKy}QFKxcrG^PP}!8jt=px0O{8e=%RvwW0NIxj9lqc5SI_`o5i4x ze8LIr2(JDruM;*-X1J-tw#~Vnpn7ZJF1!~dv^c7sysUl-|3`3~*Y(7|NCb67k{X%c zh@+Il@6O^BRuy6jc5&atEHg!5L^tjI2&Qc`ti59xh(h+`J>Ockdsf1R z1};=m>u=i+&!ZYvSdO0GmmK;xw2Ar8J6#sbdL5&zkPN{5Ub{~e(AjWcfK*L}QcgW|q$ZBrS^+UvM`I zgE_%-e}r34?#S)XHSN@J4oMoq7pArxl27)%gnW;~stGR#D*J`2rR>AqE{-?vYLC80W7m-E{&0Xn(= zFfBdGQ;6=j#P(b7yoO}ATL>@`;dlw%0`WTNBipupaj^UJTV~0bBazGJYGkUzQ#M2n zdZOj+1YnZ3HU^A8r?R3)7|Oo-WP7FT!@B`SIXh=Jv=o4cg1T$L&W*Gr zPU|mPQw5*!X8BIWp34EIqkm$^Fl~$MoRN4p^NRiU69F(Yx{Bc)3OT%P2XJhOWp;Go zY(9H?T4b{-_R}r@`o%t~*rQku&zKOkG@5u7kiK7D`pSH1q=B-f!a#n^!{JS|=pCgu zC#{{!5tC@T$J4AzHJsB_Iv0TbXgBT~Ags(U=-w%UbT8xsob zRn1CaBaJ=9xUgx;?7LDDBO!=QyBWK=4ofv8BI>3mU^^~U&Y@ZjR=BNn&!T#} z$k#5RI#=y8=_7i4`-}eE3(Wy=yi6h&ZIhfQ+2p5LqN0L#P8VklTmJEvNjjsx@wD$U zpr>0BaIV=t<9*D}Z;WjJlNMqgWZXmD5aFzM3;w(fk8&aFegShRK%d$hd;Rb`|A0c| zS+gB-8;mD3o8uKDbeBoc1j_HZlb#TZ+PubuQZfbZp%gF0Y#crso_n`JPQp@g_eZ}cS4 z7-;%;9CHyf(K>Fc7i>o0l?$wnXJtK#`mth1ssgRl#w&hanuck~Qnkh_9Cza(Pc+kq z=Tt_=Z3%A+e~j;Kx^tYAf56d`t~vGHB7{fkHGH6u5j#y$5dqD&yg>k(729BN^sB3T zf;3B|;-dydFKgHVlKV<+94ff^Ev5ZaLK5Av<`gan$6XiZJcL^xTb15^2s0zHN?(+d zPI*iWUx6+!-zObL*ped(!pxbQe>+qnQ*Di6C9i>&Uav`Kxw$m|uH(IsJ^idN#f^*D zwPsU$aw0U-p=$CsA_%wX4eovbT|lro#~a=l3Xs{E;1kwLdZc`knt>fcMcXG<7M(E9 zdFMC%h+lreB64?B*9lO(F%w2YF3aluu|*(}+??L28L-Kkxj7VRWBnJbzJk0%Of2>G ztdC%u(C;thVab4cZJ##($`Ib#p;4(uo7L*I2Sr8bO0pC#U`GqiAfq#oj1yTY{{1Y7 zSMp!Y%E4}}zq2ttk`>R17v3_`O~Fnrbzu^zPuNcmR2Q=Ig7#Ipnn47m+zIEh&997t zZ|aZ)+8-T9aF1Bk%+_ly_I64UKq}9LVhO$dlLpzive>O7!U%i=~MRxU!}^^-Be7#t5qho-YEZ01nsg zBx3y9E>ZE5xY8pfkk?E5TW}L!BpTyr>|fJ!8%Nn%mo{;Wsl(zR)pEaQ`C(^c2;qQd3;%$YlG2vfU8eGI90&#zt$p(Jt{2_ddGuQuTJs`Y0$(jZB3p zqGnw1Mcp7D+w^DxqbW(gtkU~Jd~VxZYt7yhe9okNvX6}R1(8eq7{qtY>f49`*1hi( zL$wYX+Id$EQacDobDRSQF^)XL2_h*Q)|O#JazU-bt+9gK69*}=yRZ%Q%TdCIQ9=n; z(-1T073M{-tUsM~VPb3LE3-Ad>9*;@Izt7bNL%UqcNCdyDjZSyZmY;|mYQ6uD{zkD zW0m;dV(M^PPpx$Csob0PQ+=OU-7LtBw6`>0SVHvux>xAcoLUnuuQN1#aEcc;WCb>! zHEDl8a0gtkbJ01ucZS)KeKI(ZNg7-e2zxqDxXXH_sg<+P`}vqW))I=$bQ&K+%cP~E z0A1>G#Cy|~TKNznK&o6v3aA=%S|2WJSkHh{g=UvrtFSA&VB6E^Vx08FP<2~NoEoKl zFZ11n)^44j7$-u964BNQC_rb-$t7(c#M3fQ5a2d**`RgEc82$eI|mTU zfc;G?oH+=7JiC2qp$;L=4W$iGss1~{X_~K2MZ;A82?Q}M?(d2aEg4Ovt#uGO8K8Yc zUl|IuS%js*cZ0R*K&Zjx@@Nn-mwYnfg@k+4dy!!AGtSL#goK!xrk1YLmV2EJ$^pEA z*IdQnHNt6P5}6Ack+Yc`XLU0=EOhTq%wV?rWeqbdIGxtB;u-Wemsz7|V-~tsk=CHE zUCKJcNxtW|ni-8}f~X}H%S6g|w@@^P2TNZQ_k?=Qrs=urfkQCmg%5BUkoOHsXv`^UDi+8Qn#YlH_~+2KD6$~+!UnW z%QcPwH8Ka&lcIKhb@{&D#&-k-!YM$=abm!MwRBYr*ae;3byAq6D#n`}0h^m2!=D00 zxW5YHTdYOSF2%L-i18|Rt`(ig&h~ZlYDK(MB51=x&4I+<&ur^nW`*@-jRnh2o7~LP zOlQgG#V@s5BR+u77PP-NfR3zjQon{Y=9eG1%RWrLz5}M#6Z#?%5JaLp1Qi1CY?(q7 zag-JxaC$`;X&+0)&+m4wp1=5J(0LmKE=?U_W+2xcwJTl0^el<`_r~sC?W*+W4dZIDTB;V#``F2 zei$A9IHo5#^kifIYedQ+v=~Kkzs93bI_@y}L5TE`cWX5^v=%Q(`OJWb@FkE zwJZ{nmLs4HN;927@1v*hVMx4F2d6XopG#uB)wZ2CQPO_t=zc5O>++^5wEsS<<8&6| zu|@{tX|yZMqj%vJF5z_lnOzQA;J9+&+dp--$Y&w*((8$D*EalDX$~VEp9;1&UTTSr zS(O@FGMuTJ#<>D){w&uUzWoE?37u!{*S3GQQEV)}{%IB^?LW_N17-z^c~KwoH;CrlvvHs;t`C-zd@=Typ_{7!|)I28UG?$!L4&6^sKme=6m)MdPAKCX3IaE2cm`f z*iup&l&SRj45PK4GQ$#iE*FLMLTZjA6ThA_y~63_10|0e(p!%GS7tA0U@b$|A%_Q; zB)&2H4X5h0=NFzEHDbIuOeI2ROS}C7^H64SB?3kqSsMmw+BUT5;Jre%JTg^0OJI&D z1r;txQ=|;1Z%MVJ=P!jBL4UDG7iJMTumZ1wXIkF6=n{>d@p8^m% z$w8YksGjucfF`oI4#$l5gOi{W9qz{9l0YfDa|@>7^^!qYv;jf~^8MA?k|kEfZPFdG zO>dk5`G}g&X(85AKB;~IQUz&wRXx=_f3-lqaL?tAQj9f=h(tdNX1CxJkuIxrtqWN-eza2kp8vpHLZk4RZ0360f&>PR$8ed_#W*u~Av9rYPC7)fVjR;P{{7;QJ4 z(_Kld-Ft&}$)BlL!D^Zn< z-R0iC8ByvAwqycwZ^rmF+_OdTT{){0ZUD5` zcFo`ebvdNeMWc15j_rmId}@ugHBt&Pu}NdjPykea5@B4Qz2e7uP`yYwiz|6ggj1`% z*Aoq|HoJ1U(cxo1nHo01xs_HPon6B7y&Bu#D5l(FDLOKRh{YI_+X)zbU#d~K32@58 ztk9}V$uO!u&&%2z0BH}ig=W1a{jC`3??6Bw6FVv;d0MltTJTsT_pTJ0y83O=B8XcC zJL{TM-R^}FWwx3^68)A_jVr&@Gzt;x`Sj8*#2Qh-1o|Q(x;qGj060};6cJsao|MNX zg@iDhM4K(o8xvX_MH^oAXCJu_9;}=XNkHbkjl7LT5(be<<4*ykjc`;r-kOiJ$tvrW zH?0yKtS;p9|6ISY>_Tl$NGXrAZBRpR+H$7~ZS zmD6dHb}0vKi{wkMcUJe)m{eRN!Txw5p1qFD?l<}R^^6S5qK1HGt&F*Y z6ZV^5MU5{GSpJ<%c#U#tXlovkt?N(lxgfbI3uQ_HHJQ}K!<7&xDu!I73jN9spA}>0 z>!u*c^G~6lc0QGSda-)$oB`qDh3HUA-j=y#%*rM)C7y07Y0uEic6LT&3iA@wynuC3)0w9v6(+QK?A6*l9 z=Ki7!65)e1nf!6oHJbQY2)y+Bm8(>(|wp3x2%Hwzh6%XA7G(v#vP?A5jjp*Kg zYk7J+$GZk%tv7Xn_E-^t7-hq~GIwLjrfxJE-%K`zwcwFt^=DfS^c!(TEBmn3?8A(g zx82T;!jLXVd!N;ftf>*7ae`54n5Bt>NonUMbdyR~@FI?US)e;o^&KIg#5n8oqr%eh3kW~+dxGO7w4y}9 z*BMv$fvL8rlbhMb*m8OBh=T_=wfqd<0YYo9PUxg3_uiYV=BRk+)%qmnTj>6jLVuA0 zJZEZY*us(8?*Bs>24%>-j0u@Hs?3!Xt;v=Y9Z!Q=)+t3fTf91;VG+x7D(WAn_U%E{ zm|j6cnt941`MJfn7?F_`;$xxA*X;>&H01>vg09|HP29^TzcrND8p7(x!O~oLeS$Tf z+HDiASo#ADLNS42L=2yV{falBGEvQA@$0la*OM>YZZJReH(BsHyBaW=QLco$JdXY3 zr8={m(2)xeZje8A9_4*@nM}!oawEl!*-nd;lUo+Oi*=m_DS;5VFYt9?he1WnMNnP<)bPS?_##qdz;cH#=Cic+nWfAjhz4x5Wd?z+q? z<~b=KAcVaS1ju-3MozRgSrZH#-*n#4kS5#7$DnN)llrX+t2{G{;}0HW@(1B7NJb^2NgwBYJ_>ASn)5TMp!pbQeag#~jzMkUVU#KJ z)7`!HG)+zj_XdiSvF+Qc$PXv>T3vKi8Yr<=8}O|p3{QXh zn7?CeRj?@49_o$l-nlb_U%(h-Z6UcKzZIfip)#C%3i9lB3oc8jPL|3g%Z8|`CAuFC z7gQ37+npCr9jvEgdFei7G0T|dnvR)OOk3I<4qb&NWKa_2H##u7xVht#&@bUJ#0q%< zdWhI1yjOn7K709Fb+d>TQ3jx>Wosl5vAC0Kvw_Vs?OX^FsafSgqw%7S#0X3!wiM&gAM!D6ST~GAI9PcPL^C8|D>hMJY5OCDO_iRJo`u`)qPFUX_0URx;WPDzZE@K6oF}ueI{)$cRJb# z1FpGRdKrCo>^8^TJF$h|Pun7daV@u`-S z<4--}y4>Mj#qrBuXmZk0HOWK~!}mYc{kls+8Ms*5+l%bsSXAHJ7G5>=ck2LFu7UQr>VYsy9H3ocoZ2J|61zL}!$)=C2R@PQfX~RccZFp|Z@Rkig>d{QMglzS#~iuH%^Y3_%dVBwaI5 z6CpvTEq9X6|>&rvssB|Ehz6 z!l^Xi^irneYuOdcrXzPP1YFuyirHY);9S<6E&Q8f>Q}5?YgL4+CEFMH8I&EJ3}Tw2 zBQCl(*-aN0@zJ{i<*f=06-U%DjZ;3L7%92Wv32KP+vMlK`IZ|0XCcnLkC9&*O>V^e zOh+<+_ZiOLO(pRUDI3loI23Q+IS0#(elThYZr6K4DcIKf^$u&Npu(<$@O%=3y_+Nhk|CJ1(LvaVW(g`4PRHwJ+OS+f3|8W0yB!lTmX=GvT_kz)^wNn?zyJUPi2fE^;k{WGbO>) z=(Rh{4FE(1F>-!5V*pT<1}|-#{oyX`F@<|kQoTGk>8x}cq^WP{aTgK{3+x75T3@{x zO4gtQDn|xMT?~twWulv{0#?ss_!F8or@iq$Qov7PJdte)4YYRIPZH}aZ#{a_#1z{R zA?;71HxG}YJ_D8gFD1&Z$SJ>akM9VrF)KZH9$uJ}KE0~6P~_B7#ZeuMM(g+HF$t2U>1@=l z%;j<2zn`%qRi^{n<{4)1()ARrpP8Y0)^Vsxj%Y-lwMKh~GAAi!n_T!2aZLm1Q4q?p zg{#m&8QGP02^>ptk z7H4<#b-`?<%xjs(a`BlEf$QIw z*?UCIK=t}%UB(p5VjOiAHQ)!3%`1we7N#?FN)43-NS1~oJ7SQtMCtnMROh^hZ68f{ zGVF7TDMxFB7Cyw16z?1ojjMK_VQJ!b`< zk_3?o%|IxM=Zl(>^OSJ!M`U!n!*g5EcLB=#lH3HTM!cOPbr;IxuWwI_UJLGv^S>Ki zhU`bLW35lHkME-vVogi)S0-{7rBm85f0ffBYMCNX3Wgi*Jbl5}bBwlKfixSOJp|k8 zkmKfMy0TTKVgdwy52TrZttrjs!G+6K5POVq?@|UDBqh^trML^!}L5VmSpBo zaAe!a2t8Q2=#Q$()S#LTNOp8?#qxQcO#A&sEdvc5e4G<>bj zP^)+O&9zaMEVE87zn4yKGM_^Hs4nsw!OCF0Cuxqf9~6zDi~A+QZG0(gDAIpl1a zxyRpdqb!pG#$n6iL)z)`zfL8C566Tfg{q95^pHppnHKg6I^1FST)hug;{YjhS`9ERoAAjg1ph=;!COZT ze4x|`8!q0YR^pvw#2vXdX^p8dmpFT~BAWN`^S1c_>r>Wu#A~vbvZSyc{8n^+Jq2YH zqq7~7JJEx zW-3CZr>X-X)}EpZqS{Jyf_?GMhWI@5PWtn(lm%9sid zUZ&xs`)#e33?R7vTj%96puOpVwpr6WTeY5%^jXD#1N8iFjW>|^3S_EbDzEoBFvQlk z=M!;AHz!9+y|V`NkM0^Sruk)0@hBf;jtsJp5$XpzdYw>=p)UKy=WP{HLVb^$P2URs z0wcTt`jTMCL9-Qc9^6Z+Co%k;2ic90bZNpmXjG+9AXx9-JaK&{Wg8Ry&8F+~H!T!m zvs%tW=3fO)H0Vm-I$V#hVv>%;ubXn)VrrlT~&x{W)1WOfPbdu_1 z*gR;4`O^Uhy@MSW8pI)OQ8B)m92Q3O`|e=uiI^v^T5Oes`odkvqFfkQ2p`}&&blVJ zXzJs^ZCrNMMh)xOTde`mQ-MY;UIIhyR#ieSjF*MEk@XgW03NDv0q_|_DQT!PCmN72 zq?g#1a8LRXN=$s;WxvevGdR@qgDvDH?!$ z=O3gx^;DGavC_jtF!2!h{R?S6X-xitegW41siQu|O14#uprUdu+h}c^(jJd>vsBJs zmmI|{4zO|1LTeM)vRJtbIQc2%)mJbiASoirB=j-~ zCUV^tNAor-S&Tah|4jdTO`M{&U$tLLs(cFaL^rx4+Uun3_Np<`MJkjJS8q$pnQz<` zf;}P-b}`%CAcKQ%?N!v9Jnr6Sd1X=Opm3W3LC2uvHV#j7L-nvktHgZXBgogBO#76- z?a+q#(_&!3b>H{ljGQrFUoUQGskL>kvAdM4e^)7C@y)&$T{q{~lw%sKz8M4(YZh!sbOmf5{@Xyh!=&6;Q4#_pU?$Q3 zh@FC{J{5N!R9l}{Rfo@7svrMle4=x_E>SnjNKO)sa16$PzCa3Xd&COU_EYhPwI}fu0q6;5w2*HKTRdul!T^1>0-eM#8F#?So@Zc%Y09DP+u&({e zdnq9O*vG|WY;)JDO>#xE_$&vZNgBV8@wL{kh zC3g$wiaD#O56YVWeg(Y|6Bdhe9LS&bZ<}>c0$=wb4Y?7aQWSF$X8X_}{7|bNJUO1E zfekY0Vat)8Du#<1Q57W7e4-g~S#S|1i?t2?4W zr5&AU%iG)PEM(XVm-p5a4T*hv`lgGyRH`a~Wmz4VfX#|ms#l)=QXfTs1>NBJXg928 zK(%MvT-u2%hkH!ZG4P85m{-C-EL(j9?WK>#pF*wool9UFs(j^MqRk{zY`eJr6tLVD zn8E-ITw&T+_1*SsAxYZe8A;&E7oee0g~qOKu5qT`S*(p*h2-G7@)=oFVc9^p5eDgU z@H=jB@2hE=@0SjY#qK+y{S?UWC|q^+6XayWTGn#7`>AlZi8f28dKKajXaa^!AmBks zsiysW_(5B8NVCpbrO^4a@7F|WHq;H*S^{zH*S;`57@B2u_=!zE8( z@BUcH#6oS2=C9>W?3W)ppFq2ESO0ogp2; z9LyGQR_gt0Ew7TRZXNf0Eloh3)0pYal3V<&Cs%A}AdGTm#bR3izj6u@5SUF=U3lh8 zoeEf>r>8?A$(NlDR__rff`ANEWhrje&^KaN76CEFVZ~JyG9q=EBYv4Ti)bqeutct% zEEs7BIqHF0>A#hu`2MT?Tc|W(T|WB=lGTZ*+p4DZD{tc zMH;;O26=r4TSBr|>&eWiSo9n?={8r_FJ!ufOC+l`ehx74hhCxkBsvFKr~0IQZ3RQJ zCF1=KU~G+fYxmtHtjh`g6_C?Ewh%}iBq+nA$kq2SPA6$FV4fzAj~b2qU}uz7e+`+` z{7`OJHV&yQT!2f)UPka9bN*U_%T)=gas8Ue7A>Q#+%^P<0;(<=$e4lE)3x(#X-5o z4BC7=!aR#FvD;@ZtZPd0&X4fBLa2-9@Svd@-#K_1y%eikAZ#ztM|6Qhnb4Ie-<-4) zn8u;FWVngp#0=76Z)7Tevh8{=r(Er|UdRH{5fGyA*;qrObYQVJYiDeA84c2(oysU9 z8^-y(b<)^h!ljtRVCiQ=$W> z6J+;pXbfVq$GZ5s4+J(F^<8&pg+En|q+>Bb(A8}s3B5O z{FJw;`vLBc>{R-#fn&rT6q{r*aEqw~8yv*08A-l=j2q2L;g<1cUlVsUx9}g{V%c zWDOiL4~XV&drraWN$OTjqPyLeIr$X0tO`aVN`yqS|0B=I3cTbWe>&AMjuKm&ss?W*pfO$3ENTFSD;_>wLz}=Jmg z$uU{6p?a%Upt@KJ+<0h`qDk%TuD^gH7)o&NFK=;ESqQu`XS=47De69J%N7M+>;{uY|Ks0&mr2M zEFW2|!$>Tn6GrSpT@&dFl53(-<*E-H&DnM$zb229-ZpU{AdkXjR8j3TmTt)1gwb2K zpb?WdszBIOl!2)lOD22^c7Qo_hsOqI8I!3*0616C_^<*CwDJ~OcxxW~7O-kIj|&qeT$ zqdM*8FW`}Vw32I}*hBTSp}lYn_=;$?bX?Y^pHHS{OjlZ&$c+?SdMS#Y3bzx@iXj~H zw^16f(ltcE`S)s$VDrmmp$?Ze8@U7J*IHg>2&k)T!>`2a=caTua>jA|mNuT`H`|K? z%#^k8yBh!o#TN%Fiqv-(CWd&9bKAkL^AFVbY!ZRRY%?|1wW;?yz!M)B_29Lo?bx%9 zp(bVoTwPDhBRG|AMgB0~=KvGXG+NoM{orAw~dHv?0l&4DnDe@g;= z+tPX7WdmI^b{j)wx*-&i@o7>g4C&nH#FtvsJQLA4D`jr!UWip~=}#g<9+aSuZ7-+w zyNV?NU&b&QLg}|>7=DJ-pM?tnI+bK;n!)OC|CJd4EJQ>~T+U>#L(kzm?zP$g4(v|n zK;U6@KMiO|OWvf$S|QbdS(kkd2C`S;T4M z&Mpq!BU!&}5UOfngt5*)#Km$5;7lhv{Hkr7Lb{B)`6r z3<$5oO;w&ZX-h|x- zb{X|%QO;u$DCNOKAnG+~aOfw(i_0WHaq6wkG;7jmLDQYQW+ND^k5Y zhBx<*SBP$%UdSyfHa+rdc430#L^xC?y6i+;;A#n6F)y4q;61E3jRcYx!^Lv>Y&r-C z5>ElW8_5<=#1z{Zq7E*uJjlz|`8vsXeVn?x?N>aHG3_6a4@dhdCdzN}0v7gqL@gaK zR_kop!5Cn8@UmUrD!GG!pmaLApx8@?X%Asog zJVk4!cyIcMi-=aa;79d7KrZ3Z$7?QybXY_YGQsvWNzL-A;Tr%TwVX1=;! z_t=rC#W8tSqhq#K3TH*X8T$lLpkto(-i3{U3}B8TI!k7{+Pulb#|lKSkBp+Y}QF%u=kyUU)rK>^L!VbuVA_QjS@c|zyW4W)mB1>sC&>jwP5X~a&-EeY^(F)M-vBnJ3;6$Lu96X z`e;r|PB&eFRn0#=-8uxz!yUmn#6G^GRY1*aGSYoeQ2Cw&%%J-3*7|(qCX62dZ?RLJ$(6do zm!aOaX`2CYVDrDsNXsBejKTdTk#>*7eLqk@Y*Y{Jj@f}&$@|EGv142nBZ8+`0=Q^X z_(iOg;YW5p<7btxkJPg@9kY)XkJk+6{EI{K! z4xb0UF9O-#B}}#57&g2@9BYyLt*}ssCfmoZEd)*!Zjt54(L_Bsj4z z<7`|z7rIt@>Z!t7V#vw6b{q>LH$a5p%@?CNQ4Ry6!J!C2MTa3HvKux-I_v|Sdxzvp z-@^lECe#`PI-nFWFKpB+5FSp$YU&}3Vlp|IAymJq6L3s!>EIh29o{JkmZh#aZb0h z)EIoW$q%Nnc}8;o+t>xEuA1oK(HwX~Srg#Q;zn>B!|@il(ws{T+vDi#2K*Fa)Q_8m zv&UDWOtYl1s`E#WR*Ka9JVq9T&1MV-koj`_%+HSLU5mBN!ngrQj|4Z#FF=?u z{t?Y8BKm%ofGZq>pu5af5L>hFg9kgBZ%SZXtLL;=)g;EwjsFA#*^V$1U1~Yq$_#w5 z7D3#qX!1r6ocRqXg-Va=A80iF0^!6aK-5k-34muz>`6hC6c(3G*or{!CR9<-sL4q{ z#0D|mS~;W6um+H32}(J7KnS=zPY9-mLEN1UY@v{pHplluNE)zFfvq>;nUey&$s;59NMTWdQ zWmI%=Uyx8f#ZL3!1%IcR48{oG2mhv~#t6dYCIa57Q?!)jH?8y;P%2&#f~vnC_jeMzQ3r>u&|SPG<$n zVOPzo5eLPzA=1OLzEh+q%!t*;h={d+WeLt}fh`x0R4=={2!KJ?q>c|2EDSW+4WR=;zAoGHn*!@Wi z4C_Z>3!SzfuTlPBq)Mwa6^#bCu?$svDTRY3#3wTqj}2*@HbWUZBRPX`(@iPq6FHkT zT93ivCJ-T1UNx{orSWyFDniXz5JiUQHX`bW`a*LCnV~C{pFRVkM-w7_zqz16o5X3&_<1>8rY4X&RN z0#|rBrQ%WN<{%i+IM%A|4n#wcZwD0E3EcN^|p$`F&cf#hOX7h#4-=fA~UDiog!eD zAk!1Xe-LS=>=Igd&IVsKa3&|4e>z`yRrr|BDN?D$(Io1h8KOnsj+&ASSax_=hcd-7 zdVf{7FpOngaEB8zDE{Pz`sRK4lZ;xc)?}cJsWI=~)1H+B;J*nQ-HSELwOA5~U`|7=TSY9H3*js8gtZdZt?hv;oTd>ukVwYpSRSiz$2U{p+4wuPm>-!SR4dnsX|O>!n~+tRJN8y> zLm)CT+SSQIh1H#UAJ2~*tC1(aeWJ&`?67l9r`vzvpqr)aof56>V6yBfaYnrwCGLe*=BMqANV1#2ySzPty!UP<6PJ`L7b7#S$7$^!dnjb;h#%XK9*%$WZ{*` z+Did-g{)w0sJF{Xj=NOmk=y-i!RQr`ailVt&if&xS*_7njQQ+Y8q&ytm#Fe8y}*L? zZULS$@OX4<5BgDBn^wE)0>F}Kf+Mcu3S(>?;OfVO!^8Vr?ZI($s*K%Jhv7Z&G3n-= zKRig?_Yu*Eqy;tE#kd$+1dub%(eJvOTDdOSq>WI^$9E|6J{~rKZmipn=3&vbefd7d zW+ZuHxMwAeo2MuXOS_cAu!8uWSY&2luytA9;yL0ka8$zAzn9LiTUX0a_9v&wWu>=ea!Nq2a+0jw!!)(cJxK-RMi*#cX|U0^&{# zw>fo6FU%i!G;q8V;tacc9@h`C{e>bozrBZ|muZEV7H_g&L8~@d7xqC1SP*B}0h<0Y z72$Yp^mt7>gFpTO^IW!aT|mX{Pmgm#0>&Nf;Yi$c+Rz<#}Ohm_e{flS>xnG7N;i@ zDj|u=FVzp~cHfL%vqW&O_!y^d>$G!YO(jSG+PROD@3RX=hioQ6v=6r&|ISlRHW zX@+uc2HGOCe?4HaD#U*_206a4vKIhcRwn=_RgcO*arEx%HznRJ-%{S|a?BM2QRI1( zI~=fy80~_vEJ!4kt!&C}CM0N78{VI_Sl!~gn7vg&IXA`hlIRqa?G=h;6}1XQ0#Y9Z z0yVpX)BP_yUeGbSxgrM^YqLo<44Jq3tC9WW`RG{w1sy{UBqXfNUY3GBzOk z%A#s(N6G5g@sP#VL=?@jP+D_DP?roxHt3T3mB=OX)hEwXaWz`zIU062#a z|Ctf3Wcam^o?I~JCG5dmsOWx#J!)!XZR|6tt4x}9mBetQ3t+w>jM8T;xt$;P^yw^SCJXnU#c$$KcOQt636yhbNO@4?406t)N{PYV6iGZjR5`BZKNTSp98@PdYbJsIC!zeTG@yb2GCr!iZL;izz_U` zlMvMk4|Lp#)As#i!56@|9sZ@8-rqBXJJ&gIgh8ODW|R?vOn^978Vc_Tec3farUlXv-Q5K7b91}zM0tkxW`MSFp971$?A%vDx^X-* zyc9VQ#!BA&=QXvgioMBipbCE4KcjY=>{swfx+7BxcNmnI94&ed#5 zF7f}cS0MEm9GomQ@MaKf(NZY_RiFQDs)PLn!S{yMl{b=W?)M?uJQw}C%o(CJg zCk@^P41BbuiIi(t07y~8E0w2nN$I|?C)bmo1FdooH&EPY6@dq1U0vP|`bcbf1@n`H zH&8YPl`}61s(adYg$n4NtC_Fk9b-zSsKH}o~s?rtdU zZoB@iA2(f-1tx>kUVy+BK`xGNLM7>Ejz3lMT3jOLdS%|k9gF=ZGcDTt@Itm;()0OD`@vcs*LMz zOilCV%`n9>>lWMO62B8N3{7$pCYy{draB;_K05(*)YZ21w9GECcOK+shbi60WiZz~-gimfmOvkMLjOC`e7*1Oj zfIXWU_N3HE^dQH{L^uZ&+ZrM2VM$3}{~3~M$zH-a2A#BjR7i&fW@y;yEyR{b;4@;R zfK#MK9fJqU80}9SivW>+`IB7F#87BlM@6Pn(il{ zf${I56Or`!i##`LT%|ST=qff%o8$t%3_` z)>kZ4REJ|Hd|Zmsb1`kq8yeXA_6#AD3g7KE6K%C5sbD-j1&m})MW@v zg85Sknx#5khz28~qC~hN-BXuxYvG3qPpv_Ltq77ycx)yjADP6G4GyU5($$MZ+cDS<)qX`J*e(sg} z@W)n6R|gCcG?7*Gg*|ObOh7{|WtV!uFS(wBh;(+p`yGl6uVj=jaxUv3F53*G`bg-014dq)9rokAqkjs;>XWbv4ejHNqj>&J=c3zImTExCzZe zqh$vb-unXO_E=NJ`2+RJ0_vUXv^cbQ0bqyepJh9Ufad117vW~szCKIK>)JW2KSG08 z2)P@^c-=Cf5VM27Nm7C<;dS`+IPBGvTUe`TubR|$s)FeS*aTa~UtvU!ZSe%0!SYnB zMyrHhFuIhyhFVXUl=p4Hlwaf&OGgBP`~AvOY;x4Xa*+34zKivlUCuT~{3c5jUK|l< z^Te87d;knxE2O!TvR9Aj*!0NMt&n@zhngAkc-rgPr+&=<*R-*Er$0KL>uXq_=bcj5 zZyMC0mO)I?&^b&RYwd#||mRT??Ic&R7FSZjZzDXdFXBNvf`0Q|tBMolo35&kIG^+B@^* z%gzpw2~g4(#y!Q#<1|U=hhVX)Zx3h*d^7fXdn(c5!XzmFZ7} zz1RroF-t|kn^%r|jlV;FB^+xCL)OvA9?QoNkYBz?7B6+}E?4WaG13nZHi4Vb9zPOd|AgtbKJoW3^(^HWdqQ4ieC>rMZ=KwsBn{SLW2>qjN>;W zt=(sIdL1#lkZtvy)Lr6Lbb`78@_PjXxK-?9$PygWKKQ((b4X%k~*?L|4AIyx=sAJBbVGrL-h_djc`rN>- zYl~eMR|)FND3dz-13^oDsx$f}0@@jOk4P@NYP@3hoXf~3`)#BsAK3YduD}_PGy2nY zScKgl0Bw*tpO7W>^u#}K>5WA7ysN#qd}G{gMd5^X$RcEd z7OA_&vBMAb821PDukZcAo9+j-<=|!R;P5-Ov5?@g-j=tAm^f;*pi+4!xtqD5v9iaV z%48GT69gv-S2%@MzK`-#n;eNpEMYR-Ba4vnWzaQ8%Bg>w=j=Jb@!m#PKo?mK7I3y9 z_0QeG1%sW8UKb~GrKXmzo$<~oGJMm&bVI@=BLrhZAnD-Q;y7Nt4rWaJ z9Az`x4^8z)T~8|}1`|Ui(AAZ^%52WZ|DKv0pXq}6#0i(!bJ2WEf^xBJYUFH^ZNcf8 zne+TL5!C3|7KpkhreOGFsACi4to(*J*^b6PLUCH&Gu@oW@l^c&J+sI#M8mbr7&LQR zQ}i4VL=#n>iQJ;i^uc$af9*zz=`1_wjUfH$pDwQ7Zl-{5JxSX7L8dl>I))_yg=yE- zY#gb54+Ng8zQ9b(LyEgWz5j$WC!3S6wn)GkBIn!!wE{40E)i6XOrc$rT^zxSAW0 zinxnX7KV&nB`@0*zA|>x)4a|s$Fm;ajShl7?@T$g52u=3pjtTSC+5QTu_rbSqGH@S zBzA9Q`cTDm<7`3Q2Npk;6tw?4spWYh0!IpkIZ~3t`bml)A!_{=<54*T$WF$*t)ixDc2G=2?9Hw{ZxtW)O=wZ+CT#)(9dV zbp+EjeRKOP9DIL__ru|mWRTQ+=0o{uH~ptTnU^HFM(QhEibU%Li^W-Xp}{qA-!Z(%<7oR!1Xrc-~Y|=Ax>Qd`!|kn(4$in0L$ZGk&-`M0dSh)s z7Bl;N-(_7g`)$I!k#>Xy#|#3*{adCGg~jlfX8N0acOa~3OfGGaM(Fm+wB8K!CKvyC z33J`XOK0j$84FCT83KNdIvsI3VIh#A0{67>tou`T8|L(#62Y>(H zJb32+X@36OgJ)!;|Mw>UHTvhlGqch&{rB*H@!(k*SlRLab3xIGT39=qIO5ZZS{pc< z2%8w$8Jj@y@#VRu2-(BJp>F8}c1qd1k>}aFxk2B+0S1D> z-`w0F;kO|ZBV4KG_;x1V+`i(#ke@8HpXz>I4PwamC@GqtFf_6ON^Wen(>E~I-vJ$= zDqq<|U#qWUm}p1Y@RtCvlA@u(2}?>ckmc1wkL}2At%3eC;a%%Nyy;y4OF048)YaV) zC;%1tx$=dVXh{X6HsZDHjVg7-4pZDVA1f%L z2&M$23X7=6-QGF_~$4%;#@&X3*8tlpmGd$wgn4Ex4mI=tS7B9`jo8+o&m^ zGhiKne+)ogXgSH_t?RG!q#e_x9g{kko*lRsxPNFz((xGla8OBABbw zlP^3xcV?ODYyX)U0Js=GZT`AHze0byzeZe zkAN_^I552k8~nioqZ5($rlE3d{)zB>$iVuh4UKMqr2v1lb-V#jUSz|1-I61b`=}o_ zpXi1__0hhA+5o2v{pP#?8sG4Sfb~<};15gz>7{-IssK#O`NClPsK3GMgH|8G9RSiy ze(~wi+xZ}-M1J6boD|-I`m|C0g;L>v1#bJblYahXkN=ZB{!jM%Uv}v~q38dE4*!Mb zzy5`q{u8?X#mBWTy2k^FVSW$li!b>V$kNX(?}l~P{ILOq2U|0=`XtLu2JK>Q?8SGt z>ElD~`}2!=#0QwQ=YFS;$))v^43g6K1#b-8NDux^@vv!id-0^ktxg=-i=VcfYxze% znVJWO`rjJ6h`&u1 zRi!WSgA|3@<$KC!^%m`K>jyam3Fijp@s$iv^I7_bEG;*(82PR?8nkwBc>AXoq>i@6 z?*w9NKeuvgeQD?1j-gMo^Bc6^u>H6BcCWzCK_A%d`3pKQ9gVI6xZQNwsDhKgGb0lE{AEO zCbFgkz=hGMA@{WoJl;B~9)oXD!g+FQ4SHV(`fMYs0oS^|Cv_pRGXkxg8-GU^um0#T z#%n~?+%zWY-)@}55T~>A0nRe!x*?Q_cb1?a|J$iSEeK>T*|(ljfl^N1R18LLzwc`r z>rV4SeUg(+j8i+ceFvOf+$Xr^QQwpiM|!KXe&@}TEMRb(q^Ig(ItyOl#;$u=(Fz8$ zgNwiN%PC;wNb7^HL=il51lUcagm!j~(scEJAis$ut`B*SqCt@30 zAOYe9AACqW&RW~|v#`s`-P_Z>_DZuw#JHpZN|Q7GJsk44+jc%4ZN3|1%!OFzH6!BJ z@(E;yQ4T9YgbeiqWEQL8GnL+W0IMHC`g}3FR}hjQ!L@F z&YI&uw3nun2&e>IUjG zFS!A(s=RY%YOcRTzivoJhU*v~_Qr4;R-WnCjJ&GdQU(`iCa=ZReJ6>TMe$q=;=DBt zo1%QY$Cl6RV?lIH1dgCLdOAmOa1blKTR_>s@yeZ3gDF<~t5&osv7Mg^0d4S+-mJTZ zBxs_LYkfQ|F2j)qBw485O%Zirn54D$vyZ&K3p%TF+=RJswnEOXHEDwtXd1aip-yFH z_XwU3v`>;y-mCwoFR|kHWRlfSej%0;@%c^MD1<>R@Cjw*e%7%DtG>;v){V!qdmfA5 z7&QEsggp6=DS#oX&?S2R6Y7&vE8+Ud#W0$WVCf0x)tg$f{VQb;)K>+dGYhF#rhmV^ z)Rh$*VsrYJNG@E+VA|JmtLi8I<}P&ab$g$IhMaO_`(`3I-(xSuI0pv24rzZH7{93ZF(ht#OwCu&zut)?iO|<@ z?Mbxa?Mj0ZscBj9k4te*`A|87*iEeZ`drxF;DT z(S`XLk0z&;mk?_UzG%zZ5SBZsi2Obs$KIReN!|uT+xw;M-^$Bf>7lOuFWtw3$WLj3 zVG>U=y|c}K`Z2*pQvz8J_GAh4l^&LpN)MR>6w_7PB+IeQpSC1NquYy29{(kZ7p4EVFY zM)rM>lhD6tSBxuZ<1KUAVC*zx%`8zGArl*lHIkr~7$-3fcW1ww>|j5dUB&07c?u^^ zi7!F)z=MNXN52Vp>}d@KqR~0aF5?u`Y3Pjl*47q0AH&=JZzHswRMRAcA-Qk=I#AFm=SL-u6JxPGk|;d)l-Z2^#V+=$l2koZd~ ziltdD$LOguflVayfVerfL46v^NPT2kduDEDUu{wJz-9sAM;hD&v5s%?tT8&;@NBQr zt7wby*TMBo2_{`Q5ibfzrgex8r4tp}X4yHa zsuy&%E)6N2C%0zNyhs`J`7V|Pv)KuUCDsN+?m@be$Z%Q*<_#wY-Lt*%*_c5w(Mtv6 z_Y$`Q5uZW;7dc@-z*!}3L+G?`k4JGf`Wr2j2VMq>-q7dA4oD21MM|cSoV7SZL6d%L z$4TF3q=dTtT!m1xxmTG?Q*JTs#gPs_po9{3tCfTmdeE0#B<>B~!XPDIv{p762yGbI z*$U8HmP`rM@kPxkowrBJA*QmyJ4OA2M#xllv~DrYTj7nIj|Z?Joh(rJ(Zp$%9IMco zrS|^-ML@d0nC9WpfSn!cogl1abL8juNQbKupPxBYo^Y=aS@T59m&B<@urDp7vUp|v zySIYgJG$G4ASg6?mE03hMC{9?BTTP7gN6)SWvNn; zuRNl0!lL61RP|V#?}@phCGxEYwo$k4#Z5nI@Rd;GTA>FD!}cVx)GB^O&wgENk2mFG(L!O=05)BRjZ`tHcl;i&ylcm4afQ{qo>^0i?;(OzFPVI6U^ zl&m;X?06;=C5sE%<<9#!i-%(4x8HTX#0cUt?ZAK}qZXyVxtgLF&?Yb}?Q=1yL_be2 z+MuOs?E0k_Vzb6pB;XUKG8%;yIg-$TVz{rqWxj!~dr3A4ByB0{5S~o9j(0nU>zeES z@W4JP{l)mqFe;%_sqLfGOy%1fxkZ@fL1WDtrWceT2wR@GcTP`%C}BqO5quL>Yj(F3 z)LRV*5wF97B9@X~WMAIw4c&NDO>V69jH;}`RnS1FqKU{wQV_gnnaSC^cE%{`k?=|| z5ruBgVCnaX&qlX@QoHE3cN@SAf_})w>=^Nv*_*HxKIxa+$<=%JFeqgYwG+B-CrX1^ zqqKT7vyDk$5P|&c+(?kPWw6M%?TSSd(;xnmD9LO9v*zOpAQ2v_K8Jj^A6w2V0o^H*rN1Ls3B65}I zFp3g|z!OZ?BkKbQO5WKiG@gd;1tW1SNJc>0ZGVI}N-$c?=E-vnByQCf{B=8V9KfAg z7-LATMBkuFQM=BT>%8}i@kg+~2H$F6B!iFU|cP7y#y`(vP_4oA8ZEV0wSPkE= zif8P9<6b0uo$lY&ZJD*(E$o+$|6=*XAd)#nvEX=-5=uQzd{?1I&_Q1Z8@&}DPf<#i zY<+)^PHy!9Q^MH(90B8v~-GPoF2x~70eEgsP`d5Cft zpXAAuh?!TfSN=iXynCHo;c-0+Yo7@Qtxp^p%KwwrVUTEV1;3m5iP%Vq>a=c9g-hJ~ zv-(O7saapZ%szc5*&TPR;cKJqi1udCk)%&Lr7joYqeXQB#p{-LEoki5Mt>V2j!G$M zSNj^pkXO(Q($!W`dG7hVU4&yt+-PgX!O|N5!gi9PflpwBz_=hJ2sQ-+dt3O=KjW{HxFRcO z4UXxIDZ~73$$J;4C`YnS-q9P;9%lqc7h{yhQg#b)qu6v9pFdYl2UNqwc@b^mvFa`+ z4Cg5YC0|EB3vfIyve5fz7CaEgOx*0L!$s<>BhoNN-AJ@ zBmF9+`Cj(`lYD5xJ0lyXzLsx4Qh88rXauc_Zw2BP026<$C8K)y^Y@py$OLM6BM9_00${A^@mnjt7FaT;mJ36hEs}-f*(+ncTy~2Tb81$A zo@ri39{2>0p%TRAQljqSla4oXK-PpfkWS2U$9N6pmKThy;j9C=2&&268^)iE;B`pYKF4Mv^Z zv7-(XEPIBKw3TmfjC9Ob=#mdzNs?h&vkuv)G?9hpyYY>vd%R;0h=Cta*$4JYVI^@4 zV;>^EpneN5N2F@_B#Gg>H~Afj#isO7x#PLx5di{^Jxq&+)!E8noOhtKTRy#prU{`N zJ9(e6XJs<_IFNWxcP8ykHPvL7YZeIlYPWrzTDtvfv`AsQq{ zDn>i48O<^`G;xa}n27&?P>-|xq)<_56^AYX@#Q&^v(FzStoPgx*^L#sIH+6FtAr2` z4?ht$TMlEed|UTUe3>EscKYtDxw&)HjHRq&L8MLV)zJ4RQ%kmrqb3JLm>+=VTq8L* zK{s%~W&u`j=@t;^nk$gaW%-$;Q&E~vMj3Psd3&4y~!u)yKjO8%9YSGS>MW-DETF>(0SzZ&E3Po=7WW=I+v4ygv zdODhnTg?Xs7DrDto9F8_3MD?7ik|ODfjfRZFm-fXZ6QJ@DqXc83eOn6M-y0P~Vt8@rM387S*Bk|XjXhK@;M8onMAn?Of({Z= zbrskcGrjMaq6o}2YU-^> zd6f_~qk`QowPmiOdT)w znf>cJ&-*}TOY`H0ZpfvV8UrFX!L}&wZ8u5o0&+UK=p7+#&n*ako!g$kuJ89cE!>s$ zJY~ps5j;#%OgTE!7GMZK=JlPYLRDD2NDIQ96!Lv9g$~&oyxpG8 zc{*s>OreI;=`r{pA#iBX%a*onZ_SOku$4b6JFFl zGdx7dV&r!|y%R>^f`LJ_wt8PYX?@`lNQ$W!!cqJ?U980gLqf`)OO+Z-w+J*ZwU{od zVCKYFABnaL8xY5&IL<79hVlGa>_8v1ox`tvvI2?G^u*#&n!0IFgJrcV6qpvlXMjUj zGWbZc^G@M!l&<^u38z#w&6Kl2YW>7YW>{z#@)@RTfALbk2_b}mt+RqiOYdjZgUWkgvG&9hr zUuZ2mu4LP8<^ATrHzM*3JOVdJ3^$F;pA!IsKY7Zru znSqb}$Ll5BuvyRfB~;{dKU%isz#4S2zSVq?U%Qm|YrW~%W${NXZ;<#&PS1^s1`Lis z^r9PQwf<0IFvavNV#C`t1C`P4XX_t*-j?U8N=Gnx))YFV@+=m=^4d1%-!vT3IZe8* z0i)!#KbKlxb)e5a#BGyh$EjzhF;ftR_6^d0p0mHDm)yE5FB6mJK1x^fKA+hk$gM?H zMQFa8cN$JM>wI66m_cX#CYFAB8hSE3xjc-V&3gUQ<2a1BQSn`AqZgU7culeMHzOUu zi1!bt*c57I>*O+MnVy7P>^qoA1C~_9HOk~9?jV?jx*Kgtu~hg*CvB2|(Bhr-;Ni;2 zm`g^dZUWCE`-!^RfmWm)1DWzSNrO4`B+9)X$Nj&J)x?!L3zJBq+ua$FnKPimmeh%*6(ii~nKl{U=fXj2|# zDD4x~m@&5TB{IGYxdoXd8MsZC&RG>HQ~9F{x)o0xth4Qj={3b(-jp8msrKo!d*J3n zoS7Jt0ona_q+EMb=)ZqxB#<5dEN`|kESH3klC#0ZXBLYS&*5tEF!3={F&gPa(l#Ssxz-DV0Vtiu;7c&c_1=; ztw(Z!QD_s4t%#~W+0odT*Namk46c;!Fr({u)-Yw+!A8hDbp=UGRj2*RE-wkf9mUgO zWW8MOwXaIYmi+TKjNPf_+>E-)A>Pa3Y&%oflV7;fLda)&k))N`2rO9{rWic*} zthr}OBe*}7g7bqvHoV-MEAiZJzc1Ozjwjn#?V{q2I*&WUi94dWL~ID+uP1&(OFm{W&$N&urv_lcr7@7#)MPLv+F?_8I_8 z-)(+85&VzW6}qXnc^4NANT*n(%G~qOP;N|O=+zyqUm2qXtnYpX?IyqZ>=WWU;T9bM zkzMwh_vR`GuHq#=4HSo>>nL!sJ=x{wl?~OAHyHXcy_O;>1AtLy! z97>B-$G7v1UUFNQkFSOF1vp2hU{MAs#A)jS1*M;6Ej|daU>-70H zNgWGA9V+ZJ7C~a#Lz6d{9{HaP8EVQJf*Pgt&yIAQGz0~#Dcfpqy)}dBaV<4WZ!#az zQn%*cM-6|lrq)Fs`XGosLY~W9cs73HI}rUb5A>sxOSGb9{C($FREP#*iS={w&!iab z@9Ng_9iG|Tf$FtJ$MjAX3p9>NM1$|N__kb0Q+0}5v)EtGPwLC;TEl4wsq_6{2i39l zEmU3<=~l?f?O>kVX<%TuEEKFoH+h%zz4~zE&2El|+%&Wg&RB79cai5QJYq8&~cD6N7zKFm3Nr%ED+*Xn9>jJEuhdm)8&R`;Oq2e}J72Mf;5 zR{^a-rH@VBcB2>y^9b*XI9rI(a3}2))b2i1gy3=*J;xQFPz8|-r54edOzqMo>deyw zr!$m<`UHx9)J4NuU$C`IyT%FhxnJ5#Z2xk6G=&R!_svAV0U~(h`KvMPICcy6dIRxxg zRLHW;o6A_UANzCdH_|sHM|DH)sn6ZLiJf%?1pp+Jr=d(NnaDlngC^FVF-IlCG?b^H z;(jWpm+3=jIj#pe8xPjHR>ub>mv?s_O}@eNu44&k@)@_}X)OcJTI3NdQV>tH!1HH+qe_Z#M#pciP2IHnN?~n@>gEIfB=Bl*F2<{8jntJYpH~m?juR3d z)vW8q-k)0Algcg%LF!=ml3^y7mY?_ImRm{lM{B)>DujFXY(1{go6-$j$(~cdX0U4x zvo*yX>2QFDUR}#QjcCr*_be3`=;U4WZWlU?lGkE6pp~B1mtdm~Oz=d!+H89Tor~fbgU}+AzX|)y*a~E?V=N0b?<19Z)0Fj_V zi&Z^MPwA3k-`L?+@08U=?!*u5tDx;4qoOeUWu~)~xop?G%~*kWsb;-}WYRn4brGl# zl<9CnP1D16z-sb{6K&)f${3ygLRCRP%cCrjKCk|@sItB_8R@Lfk- z-qBxka!dv()*e(EQY)3Tu{F*B4_G! zBcx_0vkOGA4OZMv>ZMtEbiecrl9vshpeK-SDlY?}X31u?I5>jTU`#ECOqR1YsFW-+ zeN2NBN{1oh9e^B%>RbUxorZg=+d#dTFUXeleu?q8z5d#9qq%_V`WeA7Yq5~1PXR1v zZS+5_f4JBpStf701dSpc*?Pu?euj$$DH>EmL{3xF6SY_o#I^B_;KIA-k{R@d_J$j; zj9}RIFl~CFZIL*Y4M?|W{jcuSRX?Yx`|K^?`<```MyKYO)FHT$7^Yz&oX4MEp(#q}_| zx>>06w7{@_ITqWDm$K+bA@O-2WDev`u-hVFb2pOV9g?f0x!S%1`t_Qc%#M6g`Qt*X z9*7kiC*jTDH30htZb!wDfQuheO53;XjtRM1F*bl(vF z3}Jcr9(F45%^T6Q@8)huAg1@J?Irb^+t58b4N@Y^0!)iHY~N(ZUFt^R2h;mg@^~26 z3c~9?7`a~O3~YZh5hU8Qx_{V@HoY;85V2QuX^?4P^9$9PCoR*!s&PRgdsnH}dg}HT zxHY;MDc>8jR^J|yIAgLh*tVs3#GEs#{Yqs=BGh+vo?ReXx>oXV{sl-^#5fJb3Jet@4hz=VDycVy+R zFsvgid2{T9kR(s7s|5U<9}_1RG=woa|@*A=Lc=yhi3nCe)1 zM2&%`Q_KA2^8LCarS z_!LDP8E@tiB&}iTnD7g)Qp6lSDPQfj%)eK9|I?sk$6{=i9ifEU#Tf4tgQN_|bD<`i_@-Lk{vrI;-G#4S9I&F1> zuU;TXGM#CtB~X5DHs@(BiJ=5^3#0A;@r$+v-x6h}hwPviaQY<1v7YT^+{g3;I! zub-xov@4L(DM=IX>m6;Wa6ky*O5glEjVqxTUglX&?ddel-&4w;_)+77aWW#~AH$ARIl~Wju;Uxf+jZt8mI`GX8)gao?y57J`P` zgJVg5X&4t}Y}9>WPCz>n^x+8bVYO>!&;EoGtKT#nU}UQi`E7IC?JoZQN^5b)Q(iG( zU8m;oy0T4xK{UTJhk6 z4z@V%XWss-6FoV-X8nA~i1*cRTVG{Bl2^Do_~Zg#FqQ(|)CS<`r{(6Rk9P*cQoSt&1JIv00YRVbYhaOjiSlji8Z!+`!{7NP>gRz%z#1zqm8p%B+ zB_8S7S`T39Xbp_RPV*2hx^bV_){V@au01#);L<2YVcCK{TCMpqgN|uxS;9xwEb$&I zxaQj&fPd*CYHf4>A}x5xtE%NF?iy8m8eF=MsNa z;VMUoJfc(5?S7!DOtQ!&|K!qMh8KDu0;` z5Zm+_!tgT+3_P3ut4)H5b7wd5x7~~#xwZvJta8HB+lWBv@m8`F63?RiHNp4SK|v8_ zeuuA0+#(!}8ej7pTU|*5siR3<`azR`M{I@);`+(1 z&p1AXp{T3EjEV+d5`@c};5=3^to>Yqt>((xpAvkghdHi6DRP(7@_fSu}xGNV{x3&@@P)iZ@Xp#(TUo ze?IylD$KAia8g^K6r0H@_A)9g^#g>hach9~tRHBJQ%5L8#-EH^qL?}m)mD682f(Bh1Uhg(eAY#zPAk| zJCcSV8d$qh$+N)did{HBxD1(F8mH30$GfcTTf#u?cRVMz(zOJAI4;d47*!B>ko8T(!#v6~e1i+8}4MRlS*^+X38noHx)<*)3< zyj0|`ku@`oOTkZ>x@%qE+rYI}^*ouXzJYBlbJpES zue^Z>y$q9$shJ|%``JqrGep$db{>4IYM85_>aKknKEdelq$74vd_RS+>{#Z30)=Kz z{pC|Nu|z=C+5%I|)omIi@-`u85mSG5U;iB4-ZXIZ#YVYq!Dp@F%+cp9Z9Lqacg6kT zDKE|4tw59CP)Ip1S0u!HVm}_6pF*Tj#c)a(>vNO@XGlO#Ej!v3c<>_dvlqBrenl~Uq*+t zeAu(_fJU=~t*4f>#bUKh-eRMVR1Q-FliRh2ZKluZKTLU#NV0Zv5ud#Y7Ls%icL{tx zK0sN`IT@r81>_Ezoi|68VX%jD>e`xb68Sth9VIwZVLsxke|?}(o$2p8bkc+@tJyU9 zd>6Qf@_p%6W&x887WP+7ZVP$JAO)oXGkw1}b)xApLBt1{$R5D24&!s&@qsI1l`nC| z*6@e$YM*JTj6`dv<9WB!ZC1v#%#xBhBC+rBk=md zPU;K^Y`>Xv;ij?AqG#%Gt*ZMpcrS&syqSPl;lG#8pXs=~RiitD8UqdS$iL$A+*Lmd zy@Pq1JRxbZ=Emk3ifw1iBY}ya!i-}3MpTAL#MWc)@y=dLb{k)0NIGTG;JHkwmqb1V zw|qh^JWuyiNyXCV$bfB)rSfqWId+WAnZvRDS0uT?@^%N?G{1y|AB`EILQ$&NIw3#b zTVkp_6|0TF+~~=~KcHN6@GQoG5OUl}_NIL6Y=R$WQ(9i0Z(8clW=U0MGPT}ol?^vx>WF-gM<_)nTFcL;mn-lw!U-tc!EM3W? zycxtg?$qtLWM>BkG(>fu0m75%tXJyWH5hS9IhBIe<1yKEuxL*_FN=e9Toof;BC<;<*8ZgAF<-3lu4^~Xi$ zC_3n9xn8I;saEKBfqLzBFD5^w!%!u~O$+iHH+X{X0v19pj!|(Es)$gDKa#vdQeR)* zIyS_&)=EtoOb5D3XxgQ!hDuWPtl`eA=lx8tY9Z0V>OMHwc?YG+gm2I$&tuss>$h%*f(1)i8 zf3^|eJ)YL4bs@7!=mQ%%;E&K<92)c#e(gUeKaum6Di!*8!ObKWK!3@RMA!eQ{w}~J zU}8=yq{c3S@hPev<%MShi?2+%8>PnrH~6l+3`UF{u4I=@3&T9V9Xt57kkfr=^;k;#zme&hRIDgzsCxAV53NS=O`1WI4d1J9&tR!l(jCobjj|V`dqu)=$2~{|i#$0?6ST)9@P3potSDVWS^{g|)3eo5O zRxyhvBstHZA6#Op6p~5DzHVlOud93dJp7=mQnZ`+7?pf&!2KjR3Xgqc5`@Rv=1rBW znDVxx+Y>65AoYh|Eb*`ftURG{g!{-;&5ntMjHB}{F=*SNX=Zw`09|*@#?f;mhkut3 zODl^;Oj9Rjy5M;**57&|9J=7jAebvB4SJhYy=V(&?v#p3pDb8X?>&lC@_Z&l*&x3M z0qeQe=c2-pkb+G+XINx{;<9owgysk3im`Cb#$vT=UX!r;)!`_X`ieMTios9j;q0*T z38W593L9RYK9s5IR-;9ejfv=C)s3vmn&(DR_Jv4m3Bkm<1#7Emix3d39E3R!q6ciZ z>x{G_!~)?0C^ge2+yzlO804#R|HuTEjpgz`{p=D&ip86W5`Y7jNI!#YC@h29d8 zUSsHOi#AE7zrw_RSnqTTR`X*EF1u;YnX}!y-DTKQxF@z6x_$CSY@+r2k^)IMUBmS* z6ph)=hmLjxQDv{z$xI15bk}}DkAy;gykY;PuR{&puzwb$WFS5YzC2($us;ch zY+i=XM*76lpzP2jfwMP~-xP*EyOgq(k_{O#y6Uloop1co2!n}5KsAVHrHig~W^OS% z|EBB1JD`YTW6pNjm%S`PYmSvo+{w48l^H8948r5xSwpX;d|kdoEeJNtJ9Tx$+@C&# z?D@v6alUm4XF#G57N5e7M*RIhsW+q z5D3X!&sD!hshnQQemn$vY}ReIbKR*gvOopVAyjd=PS8?(nJN7x8E{As`ifM#oZYy8 z;`M{|%}-KKUg-9G_o20eOkH?4WG`yBOp1|_ik-e?XPyC7Uu%i0UtJ=^uAz(fUn=$) zV@VEmLi=C$~bJ&)+Z}MtM<91AzCY8g-Pd4>h+Dpg~-WPLED4^pG|K*vc(|xfIMS4R78a_l&_gXyQ1HMmh5R*3*8iF1k`K$+MZ}` zTP8sO<9gF-M|3yq=1#+9c>IhR1mhb&d5{`<08qDg!*mw<2-{3-;S4#}d|T zRIgK(Hs!D*>F`=<0P2BT$Iu~e@@P(wY`4L^hPbn=N*Qd{jbB_$Ej*C+LuZO^&ER4V z6}(5>xS#wqQA#(A^$g8ifZErEPS&+ZDGAeNPx1xwse50<@Ri=ernchEHsA4@c?&OF zx-)0tg0~`?5feNu>Kc@HpOGl;LWkqIHd{IkFuW1=S|IplzS%*w2QmrSr*Q&|$Eg-5(=c}%-BcfzSe_XMbFQ!$Qu_Jp>PT)q zW1`_-_V&4pS*kTGwDTZSWd z*dg4h3eUVqt}>L%H}srCjtkX{3?DRsfh3iI(*6;@AJfr&H;ow(vR{Ch1`QZ(eFoNvg1QkfUMabkiXIuf?Zj? zNNl0zJDZH42z9l*4~BI!NoS{Cy0jMc-sSCZK*W7^?RI$cHCCYzD_VVRc;n+QhC4TC zhW&Z~`m6S_FJ8GVGW*QdD7I|N7Q;JV{~zX>$!zM2%*Y`xQKnEZrTYqT$tV|^vMF7K zj9k-k@nygv2RDRi>V`)?5ohe@P@g^_uHx^Vw0^#@>;0|Yg{%2fWWT%dU*M@JKcrsJ{)0*^#hS`PB4UIR9OB>=F&IVkh6420dh{G z;aewau`MQ2XM=Bt{%$Bv5ChuD65+=WrH${b`44wC{m*;FttMTF7~!VU)3y3_5_F~R zp9|8Jp$+e~FLW<4u2M0vjzeQ}<8a74BvyHSMBD}`mX#J;p+3I19(K_lpQ#;ykuVc# zru}@Bd`@AtgHGFMO+;77Zeb-a48vZWP+@DrvI{Co7QL&QauF&q9j#F3{_NQ;r01=jL zUxzw0d*ghbualWv?SH^3O|d^V{rNeIvYmDQ!vM9*zyE1^@5m5(3kTY!6CXt^L;F#! zRlo>qd7X-nHk@G**c)gIzdA6$up@1~RoKyrvp>57GVsh||y5h(ppJP~Z1v(55S2?k>E<*Ydq~KEhLPxoV%sJv~W6*yj7i z7tr~l!6~&5gu{gVpqh`@G=;B zxLzGp^BztET4W`Igp`sjF3bXgS9;{LiK28#m4a%o@Iw>SsD2ytTG-ZTs^La{2!PwuHG$>o-hm(!d z)}-NI0Yz&PK)sJ}H?j7MsACoC8`A!#ygZ!hU5H)ZaADW%u$1x&B zz}x18Y9WAw2Wa3~ctyB0lofe#VKkeQh(f8om|Tti;ep7n)9F|!$oh=vhlitH1&u+Q z*Oo__lGOB~ROE0Y<`gdewQ6N89VKN!AMpZ9#bLBt&#UAxiI zHvdH4)gvq|&$5S$3s`t2>FEtYlAb-?^p)aC(!Fc9PgAZ-7K6jJ_xfrsn+NM%mU-Z| z8}yy+$zHL;fK~+^BzEf?(nuU5C>M4yb=AF{CkCpbLds98Id@R4}R^5&(x_Fxx*5A(2aR-72Ta*!YRER;o%SrzJk-|+=C8p12W0-++cs6 zE36gHwOp6pBgGhK!Y^8P0vcIOp%Sn}%-zjIL*}uA1H#@&i*87);V7W~9)sgI+re0B zKl=+zhnQY?bE6wNDK=mBCRx!U3H0J>ZvvF}?WAjV{8uUk+&0fc!wWo=@cVXp^d*`v zil>Ak@{2daTJM5J+7Io_gkDLRcrcXNp9`uqldf2i36B%2i#eaA&UE1NE4DBE4?bA9 zYjw%dBPkgv@W?D#Vn$b<7ItQOU&_np%sJeXIUcu&-!m2yTx>8Gmo$bGpV+V~}lVW$Ll zj3>yqK1k%i8=JZby*0~^g;$%S$H+EG-|tDv9BQd~qtM&EScBmg4Tw^L!s-b2jH zG8G)yE#Ie|G4QmYNMBJiOW$18?>$NYwPcrAnkRE#^SSE^8|WZpCdx;lY1;)iOe(Fa zBuHWkYLEPFlLdUt-@|TYm?9TUv3%OzGGwSnj#2&ek z6Bzu269uS}d>h==n6wbN=JtcwK6!bTw9S@tYIt$5P-RHvqLUuMn6&Lchhv0r?s*T! znQKuf24O0Rl`K{oHYSMu7ZBUns9t1pTrMy>iZIyHabArJwqUgl1Bh5Q^?~de0xVh@ ze8u+A>k-8YRnWQ$6@H%kz_oVt6vp@eFTzDO3jVPtdFH(iEu7ZteJ)*Im;dqOS60M& zYLC=TB`DQK3PGaGOq6c;xQ#iJ-vdP^BQh*+2XC~az1_%&8@{N7;7oJ{zoYqkR9cp? z(ar5Yl*@>?3qv_6Z(IyWG!{z=;93e7I-(qryk9L1j3H|_dK*j8v&02tW?4UsvPahJ zq=E~K%8=BTsSbJ%OXN_0o0`u|QQiU4U%Cosxt$EZ~*a3&2| zK%J61wwW;pLGv;?ilcU?$x(h&=i!G~$|I7Df8U*<9mOZbyzf^l;&UjI!p(_11QTPE zF(`p=me>Y$YcUFQYSuZry9rVS z`Q%MQ+s3HaU~zH|suqyZu*Co-8$-3ROidAwyd>Eo*9&5v>zJI$dp-7$ey-YDWQ3W$ z=sg1cf5jq7nkGO?JBSqi5#V+lBe*=Ujj$#sjmRzQbK%O_xz zyq?H|J2MX&s%hn)Ih?YL>+!T;*J+OwW6^}f6Pp1Mzlh~rPEznV_3IKi{e#6tT$gM> z#^OyQpU>&ar(?|(4MBYJwVaBc(*Y8y?>Pww21{s99A(mY`^^ESOdDI>SC~Gd zSX-oZ*i0yGg|^M`^GK&3MDO@0hW2|%#EU6~%l-D#+&i-}cAGwbeL5<;-xfCVGrfM? zm*1CDb(9Ei9p-eO^Ts;E*J1nFUdzN3WDIjX%Yw6>qje>x@>kFyo)p{&O`_9;-)5T( zs(`bqJ*Y_cq<*ncRtQm8fqnK{tN;klI+!+Z=nOD@=QTqFpe>`UrIw9^knAyKSIW7n z%yb&aZfc^d;@|W?0cj--yd2#`5-_f9rdF1BSjQW|EHVhW z|C34`^9KwT*5Hb7H3^;Ltx8c0R)1wRy{_bN?@ZgKyDzj3rYsOe{eBNvY`-m*enyKf zj&?K^)lilwA?GH&OuBmLzk}f&`^&-(BS&?fqnUG~2>dajUxc4RT#(;;>m(@rWqRZ% zh_P%ko7bn?9~6YS3}4SM^+8s?Ziuz(Npjrz*-toC&*7;y)Z*EWGU2Vy@wF7m%^5iZ3GYTaj?VhIh3)P&d zJmIQlOn(6`SRdOa+vADO(ULgLOr7YHz!MCBSo`tuIeo>gmF8ZYjS-`ePCI`Pb2BBV z1hfTeZb7B;7FAay$Fs#n3xr-pB3LLQdyM&X`BYm6{;TQB6x1L{Y(bP&UU^s z955nsVdR5Acjj5Pc_h8C1A%~KpiNPT(|X!mD2Tci)kj#FF`5!mZo^Y6M<(ct3KYXX z9`N!70gfcpO@v*n2VcLb=z18iX=5+vAG8;eZs*_+(TFf2r}SCRNA~ut_kk>kY?Jeu z-mkEr6S>#1x8MXG_KLNyo0M<)Heh%Gl4hDgm0K*lW^j*~me!w21?&^jd8-7Bw(I<~ zX?WDPW$2SLKG@j8P)t2;pgWwPiT5%M8=ImOgi7`oO0dr|X<3lDH*A|m_| zFpZ;{tm`Zl<`<vC5v~rfUuJU&RPkIRK+>`wK>&1q=xN_!ZpkUDrl`E3LANP&Nw%1 zureKeD>K7-=@92L%mwMzVj*54}IAhE3>w>aiy8tgnxU90$MhLLacKX zH5osEMy4}X%%!JQGIftsg4AJbra_ujk?#6E$bPV2Zpnx7G?+Te8a3(3CGdb?6-Gf9 z9sof;+a6u>gv0(Qz!&Q4T&V0wmyjR2_s&EZt13D~vFmBTd&}dfQxgmkX6~5lqgn4Z zf}0KWl&#%00M!4Z%+I%@F^la=SFiWEq39rT4#b&0#2L&-8&&;+u-t_!gm9SPO5)M*$|AmcW2s+A6^z zfSV2lKcS9dx<+<}4G%23lpG`=T%Q+|A5Uhk*MHXkr8H`G4!h+}HnAAeNEzKOE&-W$ z8O}h!rt~KC|iP|L#J(6CRUpBq<&C-=I=3lIYM=) z)asr`DCqusaEjh=$0+hV+A#rPYybPRskSP2Fl`#@_6Y=iwW}Qw?@CyHR+>o5L6eY9 zwq3=Y)18e#b)M<7zSmTyJ)M>=B3TT+G{rvcw`5Uprlz*Rs9gY9l3`fYvbPisZVOV3 z!6DAk%f?I6jpDjS1OgNe&5FcscWE6*Z2*z6jZ8Vz=>zQ zC8^YR%b<3Ejs^x@oZ7f)`C>Bl4&0<7p;`TTDGcY)`=Mc{jujP6f#>J*X!2IDfXcni zK%v21{Dy_MfB-eP(-s&;)23%eEA5>LedBt{)sL|?db}ar~6C zpZHX1sN%KBd+EBJs;LtcxISaY`;7D_a)C@`*&errKA5VaOf$m{z6y3M*=^2$WN#w! zhv>m8*LcIA2dw=(M*V@Lwm^d%NGeavLtA{`zpvUPdl*@H9!JOOB{@c5I6gyffJvKE z?$3DAoxu{y28(8NOx;rJdSKZY#;CXoo#z!Y>?|x6sj?cQd|(wstH5BO;)zyA>glqP zj-d#h*MSN@-=87Ld3c#7*t)aUVvztO3d26ng1bR~m9<%zt7iJ80tfztrsgmU!5v^V z%ikeHBoX>p-o$;8ak`ls&SmEFK*&@H8Ishpkrq%xunytV?}4pNj`$MGA5t%qf;y(k z)na54iY4pkAwnZZcdhB>blLq@)s6ht6+THfLS1{SszWofd*3$x;B*)4)ta)u2zONX ziC{FGziPXV_|c|XpCEIP_B#wb;byJ8Z0-f{;-F0%=r||0PfMQKdsylW$a4L@F2}Z< zWwSq}cmsK6P?y$zr4eku0|~rfDf%@Pj&sfJ-co#W&EDYL^lQ)SDpK*H^M;3R;Vd&1 zLxlqpwYMI1BDNc|$ZOxMDt}%1QFQ(8s=xVEeA2Xd<_d)z3j1sW?|QVV^Eu$C$9h+d z<5_N}tk@tN60_~oDN(07qex#`lQ`1f{qz@;f~DhoX#;yP!5uWipO{LIy_DdUo!Y|W zNEvT~b;k13?y5QmfTaj1uUD%zLTV+~%S}k$yS(Rt#1?4u>UW5~AzNEilv-~+6H0J8 zQ(ckg4`i_O#+aoq1)8h^Zao^H%0=R2M|jX*zX-mix+n3TA`nLm(+)^R`*g;z9^O^1 zwlSjx3LBUA-+hylAAT2ei=J?Y%CiL6XlXrCM?x??Y%Jh#{b#sko-afyIlf{DkWhKA1?yUYyP>QdLN>OdXfOG(lZhhzPJhCZuC?=|gROCm zH(B14zhhWIDgq}w1pHi@-KY^YPwy9_WaM!BE80ILwT&|tV68Un23=fpWIw?^zA{j< z_lalo#-D(2Yxmrt(?80$Zs87|-?Ws)Z%XfydH*>RJ@<^SJ7uRTuFaQh z5&W$Hz~tQ>k&H#hgg_aVRmb>CxE+8D4tlCBn)uQg$)-gN=jY%7x{1Pg36khH9x$b# z4~)-#88&;rUp1cYIq-ofn*(>cAHsCN@r?+&oeqQLJb+*^zz_UMR=l0OP4`NX?o%8% zS#L=XaCEpMQ1KsHC`d9KTJVfpXMH)V0f@6X^?iGG*=E*ijS!2DmV9e)8U4`CibO1P zE|R98nqdDb3)#BOyT)Xc7;NZY!F zrCi&qqRYpQm#iyUNGx}XRcwqZ9xz8hRwMuo=dv<3`Nu92QltmL-4oDqrZz@!+^go+ zM|B)`Ve?DngDBWmaYoqG$R;lz2k~Kh>nCj2gq;Yoz=a@%f^&x~++4uy2M}G%(^g)} zzCS!j;xmvb(DS|+Xuv_Bbw#FNeCLP$=&HoG^fPX$9`NR@Q+E@MZ)?Z(u)Q^Rp=^woor%N#9eZ^?3 zTk3x!6|foPgo)U#;X6}aC&2p3Tbe0~GBxdvL5pMGa(BNV zeM-<2OjI1>|$XeyvXhTjyAh=~!~SJEjQ-y8U{OPxm$-*ni~{vtHR zA0VQ);^)ENCKmcGj75pAVltq#K6*j=vq~i`u%z*p`Wsisbb9ba1%8fzOycc?vg`+G zLmhjaxbh#W+Cyj4wmJ=(+fxl?#`>%2b{O`o4l#ah{p$Bs5%p)6=8TsXxm))oMIPp( z`_Aul-;E<2ty5U@-f}(jAf_)#O7ws|Fx{*}yu~cJ;Ly*?xr$4*A^ccCu(7=S78c=6 zF84=xFH^%6fa89&iw=8}c4WEwJD9F5MKovC^q&4B67h=L#qYxKjSt?m(mR-i%pwue zloK*K7RkO^Td(yMW_y)-3W04>Bat};E5aVLAUDTy`K+tE)?kDHT^f;yXy_K_3j}Q= zsh{#X+6URNfCWKLI7o100%W~}G>U{qq4$*pu>~ngw30GFKH*7?U$zH^Ojg{M`_ZLd zYU$TYnrkl3R9qqb)|L(eWp5RxF z5uu_b2uWBQw>9i*zS zLfW#FT|LsLhcOjGF?gA6Ra)2CY9{SDT!usrwu+CxvLK(mO1~H;(*ia`l)7>!P-Dj& zi~9gRB#7~E&c~9_0`7C{h#dczT#4+QgT|QMzSM({U;QfgaMZGM?@(yjd|Xzd_-lrY z&l&NxQ1bnKVZ$8%7Go3$me=`kyjNyz^@0p33)}c~xNTFI)b(0DJl`mAl$PqPTVMiq z%b2+ZTYdLArR{3;3cy~yo+I%@Lg+u|{oy;T(I7= z9w;H!xdr|HH!NKcjGmGV82x9~_AlHE|W#clWiAengd$)ql@<1x9Yg6s~0n_vpO|K zT`sh5*Z1AH4#IEVAR5bGa)D0J&Jg{Wp1}6s-$oa}i_QWb&)|)3hNQHF^X4&e;o(Am z2pncY0Mp+<)!?UJvlv=z9Y$x^8%VBAi$L5?CXdl?4tdE>(AJ7=>3lM(1X8dEDN`W+ zhre~eQRA%*n_52jvDy-C=q3VF{(xostMb4maDG)siPd-riH1``YZvr_XQwXp`MRk) zu7w+Ay&iyg5vhyCgy8F#hNBT4q4Miz49nlPSkjT&Q<=Y)GuKO41b{UkG2GC4tNEFO`fG#}Tgpx+G;N&VJ=# zxetnB(d^Y!yN5OQ6(e83@x79@B*`l~oDJ|hZiDY@1kmH_uOFGYm;El8LFsF`Duk6f zRi^ne$s*ez8tlx+?)p8&oNuv z3>jn9SCd4M%}j~y$wz>y1KpcE%OYey;>cPnG{$_QcZ02JD!X+!Xh-KJ8;V--qTS%U zNmQn;2pm2RaAcl7kH(8rh^g<kl`6u-bq~7ob&M>B z8@C}bTE>`1b7u7ZsB&KUUSMOCzj~~wWq3K&*g97oNGrS0<99w+o#Z`WH?F=J9)3UlO<5q$cZ>1)46B6ujB)-8nJ=l< z=3l(u{z#V~EG2P(&^XvC!0e$pE5k1U244er+vaZyisvgIF`Q|>UOL^@RZ@2<-K#!c zVe(-Yc>+o@O52p+#x>Ho%&_l8NyL6~;T@Q%W;TEc4wLP?KP`f~+@d;V*s;BQ%5)9( zYWmlFY!T>vh*I~Y5P`VA$edb8ia6*HS^%VzyP0x4Yg-VKt!Z67>?PL6 zMP%su>u>Ix%FKB+FVYOuTN!DK-k3KhId4h6zC2(T8Xu}(+Q{@9$R+_h)Nb&V-z}ek z=b)1-dYHun2Hj}ZJH&Ws69Ivb`7JGQgG&`DJ0mz3e_!LaO$c~s7Lh-)OGb!|rE5=H zIB3?uS$6KbfCrgFRH=AtSLGtrj-{i!+o9K zd=y}h$9DoPMv)frvWmYkJiuMy758rog8;-bb=-B&r;5_=Wv4aeo(N2s0iB`GQ!Wv+ zCO+=yWpW;?;oJ=C;xqMpPV-m#s`}zN5!>qMPUBi1IqQ#$HE*$xU;&i4d_#xV)XdRI zF+}d?g_v0|v`C*g@8lt*mn3v@R2_O=(@$lw)K|=*^4*cN#xD>7u}A;*3#?xvVd{#N z?FArV@hgw#BD?ihDOUwCKjSa7V$c1!Vi2t@9EoG3i&horNIs{^|1u0XSyy{XA&2AQ zpa<)&RTR&VDSN;48I}lMRF|**O5LkYr-0)uXBI*|gnew%ebXrMFFYN-CHE4{elJp9 zzRqZKt1(0k(Raila^3u9=_5;?+`_^uG8HmxTcTVts&1qR8{K++)Dze8)!j&Zb)U`X z2R2)5AX4x=!&`VZZhpFvld*)OU`^Bf!J3+Pv2`s71={7*`D2A?{CuFW@Wq~Zg=XU{ zoCk*tq*nOC<4F;H=hrVqk_P@Vmz8aKY&Nv%*w)}HPN3uR7*G(Rxx6dn)h-~Qk2lW~ zwy$+O+5SCrMIG{*l1+Qo?yJf1ivTZv)@+qLmr8Jon;NxvTCs$mF(}J&zxmfybmcA! zK_EWihHgK})wT0Dkq-7ke%y*k@2NiRLDvrvc8T;^?b=+;UkAH+Lg_pyFlvGTUbI_# z-T~JsJ4U&zT>}v`Re}~3%JUe9-CK8XDobRkd76VA8|u_r2*-{ZRaQsATOFZdZr~z7 zI4^dUf;DX`78O(BUCf@7tOeVe%9Yc+o@pK4`P5yUj!>kRif@;?nokG+sdC51&;d=9 z8-)yc(&Pqw0=^oRFvE5XO3y5TTMkPw42?xrUt;pX{?wF0gd32@R*JOxbQ&2#sLgM( zfzT!4<^^eu0&${*r6bhet79h|&c{6|jHHv^Epf9b;&V05IDJ=nCyz0|89N*gq|SQS zJY^bFjeo`?sRmH!1R29G=AynKfqjy-di?r`nEmk+I(t5ZEO{DP1h}c0`WxVMECc6JicbGx^I2 zQP~s+{r#Cc#-~3~_%%M%sJ)G7*1E7rV9F$(b`KfD`)alVBXOizph-h-e-cHe#P~Ti zqvtF{pC-43f$HjhQL!3|404Z6eU0BOJUjKCCfQ-rD z{AxUq;?ubH&u~FNQg0#s`l+Hkrt%Q2a@Vd&tTl^aLEX!yJ zyLBSh5{N4BZ3mD(T9K~9$Mrv5j|gLf!+u`5p8sI2*Mi}A{H0M5Wd;&!s4MHIV}tNO zvF;E1WoNXac;QuheqraH6CB8W>HtK?|K+$PJyZ32C3OqTuOz*YZ~;ZBazm_;4|tHm3(NC#4EBAYZtRh_cj%ho}}O8bhc9sWEwg# zzK+A#2$MdTfhDY3C!v8z+sg6Rmu4Ybz^o7ol9jy!&U1Zwa>l*=oCTcQk-CvZVv);< zlzm1T)b14+c}_xFQkTOsn)v*vvsMfd8Vh(VF98`7-Cykz%c2PF{%d=UG#Asil~7Zt zgLEXg9d!1LTJt@}tFxUrFCUcc(>k*_dbA%Edzk4XT|lYj*X8colJ7hvuDH2&^9k7` zBjELM7M64bCM~sfbt+Ql#6#B42E`5Czn;Nvr{1~mR#JFDzIUeGqH;@E$b7*l{3!+N zb_47N4Rt;W+Wnum;oixA4|9RnFqBJNR>UN^J)Pu=Nm7x55gR+(J9;GqoIBy)>0L)$ zH*K5$fLSOaO^2SwGKzY9N4Np#zn8va%lu=nH@y@P6ZBvpc}v6j80=cU61PA2&S__K zOW?sf!=wBsRz#s+TBG)uh$%xDwghz{{KWDNm*GXX_fyJ zeHfYOBwY+`ERFwpH8zIk&O|K#8uoTBLPGW)MA~#LES&#D9}Z3;MrKxy|0~glj`81< zm0e72)reS`{y$A0L4XiI7$5==1&9H}0TKX7fD}L)AOnyE$N}U53IIib5xWDc+Z zSa>>E{PTe<0oDK;fbIXHgZ?`ng!Bhz7Q{cs(3~gdJXp2-i;Xe!uX#?&Rw$&c;+8WLi%?p{Xh)(^NA?W(3OwCJ{k0 zpyD#q5DMrCqMO+77nqsv1DP3{D}ifuu4i(9u4Za#awb+({>cfXFtAPtZimJigWQGC z22Ppmw+G)Q(a`ivtoX+eK^8n@FW?!RLn{CU$u9EZ2igE>CHDm|je$>^Snb~*LvU$m zaRZ%gD-8?82IGr{b=jMN>+}7j<+#Z}` z3v8c1Ex^62AMEJL;EzkW3iDbI;vWY=WN!=M;sE?DnFRJVVfn*0-d4iS{mMVQ4FUYE zym0-`A;KiO^>1lpa(tsv*VEJ_Ft9he0)pVm;K=9!50dS#qX#^AEM@{$|Yn`C2t2g2c4OY?$c#1pPfl=Wb#V-MNNY;< zf|%Ez!|u$4?^aEa0U$M?S!kd~hTleS3-5rVPsZP0jD4}gD;vm%Pz?-?&cN?l+CV#e z3EjFfn*l%#ziDPyKJw#!ViQ)|fsdEXcG>6p=n&@hmrU_!1%S5wGj}rnNksfk1z*;d zXWMMcc!vfj& z_~%fz8uFoyz0r$4pEahWHDWmfJ>-e*$cPFn0NO zagn3_``IbdegblUFsl9g5rHr+{&iTj{sh?5UVa1bSgiiQuWeg!e1i7Q0e$_e96lj^ ziuWE7U&V&r2ybJ~F~0z&wUgVQTyRjPNZU5d^)uwk{n1Wc#$XeQB@%Pek1HXD#^tSbi68t)Lnk%8q;h zr3r}qk|naqxy17~8@T%DbDH{ol6t*Z_tXycKj4311cG`5$|9zl3Z8rwwwcEnlKLdO zFPAc`^vsN(a0G8LMKws{lW#%Yi}qhD0)jyYV}mrAM+-PCeS`Z{0>SUKR1V)=?Wt)Y zQboWe0+xHIBn8O(VPUrGJ^2OW21|} zXq8fr5ui-{D6OsDH`s~!ZD2j<*6MxI7$LYS*vzp64DILJANOH0PtzpAZ=Hh~#!Ufx zvbqrZRJ}QSo~!VDz=H4&nZZ!V&sRFL1@K2i_Va{Me+sV-gamT9z+)X3p3%Bxf=l3WfVrGlGe0Ka!S@7Z zrzF~S#+48^+)zo1rC4?|#06sO#sfReEoO?-tPD{J-xvjORuPVpE5jzSx^T1`5 zai;U`08{HVtdBQE!u9q=yrUHc$G++D40Yp9#woNY@%cA>9)ya*!nykXh6lNkk{Vdb z1;D2vjh6@fP0P^5$iH&T)7lGgja~2Vs*Q>C`Eg1AK^CU>^opDWh)1^>_j1WGnOl!< z>fV?YlE;FiVjE)HGnAza%RDPEdaHOwj$j1i0qVqgvJqcO^%siYH!Z;4;qoM!lGG1~ z6C>Py0=dg9-EtjSQF5e3~p${@+J$XppRZZuz*WF5kz^^{3G>J z&xlwX1grf}AcFg$P>O0(l9)I24{$eowYKMrOE8&@K3+1HHVRAkNUiY!mj1>wop-qS zr~*GW@r(J+eKjzB-aGE?y#rK5n;!9XUe0-EnL04SiCz(l>|Rem5F6b-So`kOV&zkt zOwVe@h{fWUOa))~O2eANOHzko?Oh+TZ?o_$-?PU%-AIl761m>=Ilniq+uE9_ulYf8 z(?9#CJ?9G_SINO7g$y}U$4D`tM$gZ#$N*?CTY~O*k#^7=~m9tB*%PW<{UG27mi>@%$NUMc=D@y-JI*U>X^mVT1e%; z-=uj)vCc+VZVwdXjf!+YL7n##WOl#1(ddyLjI@m~&*l{7W5^J*l!cdlVc3e5J)l(R z$x)n=FK9^#wXU7v$pv>SUP#&3WfsMsaoOA>0Q4wL`*Q>m28uwbvletpUCOR_$w|$R z&tmO{zxl8d5RdMi$X7A4b@uez#U<0`ES0=O-XQ8|Oc>DM8OhjXL-u75HI0`&dPFkx z4K7|yOMQE3~+s#t#d6^vj-iOa8sop z9efsYTDzBJ>kyV>(%m(?djSj5F8P#EeknpEx%0tgB+2__si&Z6GM0GSbJzpQ0uj|m z3&gR*xG8dQ=ST_P1Cf2RGZL6;8Rjk4m_=d)wl!6Bqo5YW?%nx_2u{1SBqV5D4|VJW zx3N;kGsoH2j;>Q3H!+HP5>gbOWGatu9;-#XM7KS z^CjD!2{Im?+Abol8c8rT9hAkRaH@Y55!A}``R-uK#qJETxC4Yq6*e_CFloqzTb0Nra}c@=<{VUR>%M-10qvEc7j1!{&Z?8a-T%6~-|Rekc)plGb`ClN zpb>`+wDR?ev=-EUK?jwfNOqz@ANHJP5YLR~jd>5~)+8+&E^A#E{%+QT(M2==SS19#p7Pbf2zH8M3sKxU^b`0Z87kUgXBzIZ6T`F8# z{32T1iO>lQUv)u?2jLe?jJL|eX1L3NeXmp+VC>o-bh2cNG}qk4i|KWuAT{^n2By;* zcm;8&5eijtld?$5h;V(yBQg1sEC_NLJuwzRvNF#ejtm*}WZj<_`>NRJNu5u>aQbb_ zy^eL=3tzk0(wP zBXhx7Bf7bo)vO7wD2+_+5|?QA#(^gP%^%8+qH06nji{@u`PbLm=IT-YdV8#K=E`do zm`veRc124hB+T|W~E2L*(PbpZiZ-faVGI} zjez*F{2YTZZ$!!9i??l0`8+GU9iskC8a;C!j(WHEHp}oBN5kF$gjDW61YIE`o<4Hr zqts$Jyl>b)20UvG8#BvT!~S!3iBjYXdQqfes>CU=BB_~xyEB5BU*fF(V%PNa)Wp4c z``UU4K!}nAKNi=y6MDRXIDN?fi(QluI*Q#_$?P|?rB7no4m{U=efIWwv-MTUB1|G&krAg9;oX)dC|#~ zv+ntKv@+tGMcVQ?^$x+9OW0-g5j*H0LYXiNVu#J0E8H^2ggM3Zim=K=tgNNb!5uAJo+KNzpjmM4>#ir+~C zEe5C{t_RndHn-WdYa3DC15fRoH&@94c0Rp?=?mQ$1?3`m!$owf~lF@!AmLCp> z{3iV6l8`~Dm%~I=m+^sFL^XmwwWB{+Bl-4Pk9*wB_Q+aWXO+m*TFQ9-WNxamdV1w? z(lU8&0{{T?1ktRaMIh`1h3(rnbEs5;NY&8-Ynk}4bvd~|+{V1fX>RIk%CL9I&auN5 zMJOfP<9urP+|>2WzdYq0&Ou~iPf=W>m#W9ZS11ygr1b2Mvt{-kD@LE((;Ayb~`=YZN-7~`KrIy*>hDIBanWLUFF3d;M6mTqPEgE~?7Xw9pX|JAHqp3_u^ z&F*=BV5K*$-byHlO%;0&r1Owz3GBYJRcUqKGw<<^@o5de1GX-!FVWBBzZ7;yulV5ciCfX0 zq$EM`%;`FFi>DLq6)v$+qSdngxpRAPrcUhn5ApK@eqvxl$Ru`>_ct0Q4%;7adPwbg zC@NO7TC_tVo87|Grq?06#U)oqg%*QoVU6)-rn=Us=R42$b~g-RItwQ9oK`9Hgb_K) z@eUVn0i{)we(LfRInM4JdyLo`6}U^zrR$$>w;{xfBm46ArDRS+?TkmhNtyX1C%C4Y8Wj> zppnqx?wBUDB5fUw>TgDD!qq*GbjUl!tSIP8Qvrcqeja9*~aD zBNWbfMtfwok1ika>;9c@6xU8KvP)1A+$!M$^=mGTH+$K#{c|`zIgUr0fN6f`#*@n? zykfYP^BMK)ZT#i%S%&}FCzB+=@f)cDDdCf-U5-1ttwkSi`e<{ic*4MDPh2;?$(w&o z=?{aHQsG@B2R1UniZ_$(RfI;B>*r!mLGkon=f86sQ~h7Zs)fK-M<3%nj)p@RICrR% z3iupZO+3$W@X2^cRklX>63XW;rGw}NWBIKe)dn!h1A2wTY1a_ap?D(ci(Nd)S5uz6=>+{ z?F~-?cRgcQwGT*L)B0G3*>XHW=Mgw1DD!st;gk0ki1`;$^EIPt_HEliSE)cf01?cT zD;PCtGjqX4jx@?j_()P{?r5a;Wv2sUaEi7UTZ9Xc{ZwWVD4V8naPXl+G`xaY!#+$P zTkTt-QQY5uqte4lvQ&2qzMy7h2{|1IEMZM$tkZK>?!Db;%a+q$K(b^-r~VnJzt<7dh*rQe*_^(BU97 z^l&3Rf2Sz|VHsT=V2$pFC|yR>@tSucv6a~0)>)Lz51+x)y(RJm zo*)UU?}&kwy4PNqIBWLmD5OV2{h36qiNh+eit%wk;!@%CHV^Oy`Vpj+(NylxmhWUn zGV6BQrA$!xmBW8g%*(r4&rppE45l!OjbT(i3@b-JfV-THHijrUoa$0)g)_G#l1CzE zSihhNmgOC26c8)kNKb+f}B=Avra=4A0E$ezxer`Yj;CmxYJrKu> zgIEk!qr-`nn7x^6t*I7o!ss=AK0JJOuzVyh~;AZvHBdGWuzH?qq z(&Blb$k?aq%vNd1?PaXobSr`btnk2R$pe|nV`{52*T&Ub4OO>^M;^t!iO$S=f;Asy zh$|Z-1%@QWuZX*9mIl1#h;zipZ!UOAJYMN)5J)i!uMm24KKsW9ShEWzh!LSOH02$< zS1Yv~=iWQq4OTf~s?K48U8v8mrN2$85}6c1?~tOyg4|jv;rnXi0`~|x@FVLNTVfTs zsxbwppPk=%h~-^CP}BoqzFS=ri=&`68E?Nqh1c|0p7w<@QwT>|=yteLTW%Q?Pti5y zW+w>}jO|h_@p{aeOPv=>;f@bHc4rvEGll&eeHrwfyP+?(6|-LK60#tZ1ph$ z{%^f{%F3Qq-?6&p71mq+A?7n$d-(hBnx!7y7iE7-c3Lvgx<+jn65r)XQ}ClE-J>9( z1H-Gomg_$si)e>8^ihYt4w!y}JuQo3O}~hrQXhrwbz_ph`OoPqK=uFmvH3pKW=bcT zsymI0ELU7l-9g=`rzI*$oS{SLeVseI)N8gZE5|;jFmD)M6TRb1VPr#;3FmVZDt0TT z%O|$s!G%NiQr70jbr7^r^Gs}Vpm>F~F|hk2l2okQPq@0ahWymX+RNt1t~FD_r58tn zx#1b>E?$TIxA%ns3qp%5{Ez5gxxq=z=GsTqspn#H?>70T`_mGeZK&n~=r!aD?C*7t8EbF$$Y20x``T%V$m15xH{jAkEG)s8PqI zui{${}7xdE&!es0?Z0N7Dm-Kr);BU_zsYFr{;^R0Pb+trzF=gBX*=YB!!3x*`a zjh=Kwd&hQzx&{F8B$99*VaCB3)W_|Sq&`G4cX0^f);9;)XpBXPe@~Kx6`E5Qo8090 z0p8kLOko^-uF1t*)$yRa3{$=*fcQPFUaUehh^qZqY`qpBsq&c|`lWhaAXK9DrTS#N zcqzX6NGud`00a_N1ivhTGYqe{%GDQl8sz!7DF=x~%4?5g!cgg>z3v zCG*8di>FN$JfZ7ThL2-aOub-9(uZc&zPH${Iy==%!zLjjq35Cqb7UqYHh+C;s%?`o zDukFsnsi-m{(y@7Tb)!8x$m3qO_R@UFcy{JNV?&;gR~ws4fL_v|DYz#0(h{PJI*K> zAfbxGe)W+oN%`4-K3twUH6ZH%e%>YGeI|Z2)-c=L8N7i_E_NsQZ`c`*r2#f^FdRLz zkeWHd$_xIcOfa%6H#hD@g0FATdWg|E7jv8>y&}w7Ul%TD|G(??FfqC z_}(kFEIX0#+ZY+Ia``uZz1Ux?JX{f_KVGQORyp3Ch0J)C-cs+Bd{hN~*udvQC6YI)$q#6)t=I_57CJw8zylgETkiG7g$}QvNTiP4VfP z&|4RVFB{Vx=^%A(J0xEN5B7xzduVFb0bV)*Si>PVRJq)m6FK8|iu~^&A#_gK&MRt5 zxGGe8Em?ZrN)POB2l#&GVcc*`PXu{mDYWQAjOisIDQ?Z+?p zNEePQt`|FDMCdHI5uDL3{XGWF^Kp3dbs zg{0Fr>0|N5^SNH&`7?(Or!xnqj ztBylZAYM4qNDVF|h(X@o>iHZi{}GZ$s!Eny|1-;28xw^hVhc_A1=q zDtl&MEZiuMLEYi2Yr)L4PC$Lj$1?G!eZ2^r-yiBJ^^Zz3bp?F0cK|GGMXQ=#q1Ru& zd)g1Q#TXUjt>JhREk^t ztqSk=NPPJ6T!w$kfJURvjb|RZB)&saHa4TPM@4~8DOJ)n&L#uIpatL^Cp;lVD_&@l z!^q{TG3D4`^WFh26EU#>mbkYtUUttZLnolCk>?GCCJ6j)A`EOwHjWINu1%#HbHn6< zFl~ygZH8*(iI4BO?gYGTpdsT~bG1YdURfTOgBQA9Oe#sMH?GY6?bto!zzq-WNzH*+xb&cDN}T%qWa#O^RWIGtxi8l|I6v5i~`#bi|9S7HA&~%{9+82}D(ss4^ z2LP25W8JIMdlO#1@N~H>_X%qU%ck!6#~5rnf?aKUv5nI0a1a{;GPcl1Z*BfkiC^j|2FWK`;?Gb6 zt-v(3R@zQt5%oKC5Cld{&rxssXw3|m{-Cf~sk#Kdcn|rZ4oGSnPHV%PAXxEYTJta{ z*U>0rFEyiMnm!pY4re}VjKoc+T3GSXK{ul)Z&ZGAcJ|V@fRK`Z%l}-=97BPOxg4`; zDR{ar5H4Gw^V@pitZNgZf*W^NJpm&HjRfU^I=qyHX#}*bdFrxnq$;(k{IxtInEHo1 zzszXqi`Pfsf&f;kX`D5(YjptWB?0Rf^k9Jbc6At;I+m<+$F_jNtBsX zc3h-I_;{Edf1aXqqW#up&l)&lJ_X-l$SbBQzzlLbIU4TZ@O`*?aKcuDJ1dWN41~>p z4J;k?mdCcXJinr7Lvy2BxEQXTp$VxFOTC%CFu-Fqg4#*ERcrIhkaeI5ZX-D6uQydy zd){4co5lWoic{}uf76@5;3;{9~iT2O+V4vxnU>vNbT2!{^Q@(Bjp7u0DxtgDe5ur)ugbz zpE@EhtEE;_@+9r;C&-`YGvOKk*vnpJn=J>h@E83HHp5!l4+m4JX=qL%k$Q7(qWyRs z?dkYEF_wgLU4Ktko+?f^JU$aNiOap|(mVAy{B7uKb-AwQ-hRO>2_iPOs=rP)9T z{~$KaoDh;RPZ6uDLOxR#Dr&e+aj6t>4VOr{);fw{L0w^+{sIdzg5%~9tA+;0Qyzzg z`2bROP%pkXZ$w*@i3*(!T0*dO)p;c7#{f5CQc+r2^llU4&v}f~*yjJiI#tBvPnElpx!8}8YP%i=7mfBCw><)x=R1GdvLp!mAoeIlfOBpb$L$h5J=l+vqw3{wGYn_ucFwP&Bh z2Ul11Wfp=hO1CWNCXEa@kyt*qYLWZt^O(cLqL#GU=siS*wZXc%TYq{@ zFS+|tXfE!gHO@4f8d4NPByzM$+6zAHEGzZ`y_Aq2pdX<{Bldbvs~b#7k}ZYg_o&;n zeRbUBUPvjA+yhKUB(0H-WZk%NzSjN_g0O|k%2_)5tMZS2%Z>gJEV~m@mW?X3S9m@Z z=revUOsU!Pi7#>!rY}UtJMvn>P6>S|-mlm6o$~cVyqPfo#5*b%<3(;y1!O|WYShE8 zebF~@4FlwZPeeUZ`H=X+4z6rEiHw(d7CBE-$2e7>L2rMI(td+^CMI(#V=dMiY}5%L zt4!j#!KZMsNPqd8GWuMT_5jH@o!dxYFv|07AC)O+W>g!%z@ z1vFE_WVA;IO-QnXo%L5O7G(X|azZ%CkUCYQaYTBY%*pSa;qHi>QrCiTD}tF>!pfA) z2@?Z0o~m2cM2t~W>%PUHAwP=ubL_IY|L*8ue%x7!;(TJtyXU_FPC&80q;O|JdKeDX zuk*=H6SnY(pP{P8_v69FPULXZih>uoB1JG%LUlo=#E`I(anq{ZlT#Ko^| zRef55*Foy8f)CBos+9Zz;;9xk%U>4d+HD+lv)mg13$;{fX+r9SJ!-Cd#XCJ#42#X; zE_K1)y2KoNOkOdRy<}$f<}?Tup@eKJSb7s(J^A$%F+iF*G@S-4y-%gNf>#vEHXfSt znN7DAla<6T%|P)zpZS^!{>zGotoQof#PhJ6{wUUb_Aup<;s{|Rqv~Yu)?!RZ!)(AngFpwd z8Bm|9AAxFvc{v01DB%04wX7w|Kul*(&|4=c4@B6G?jdHc6BGX7*kNQ}>Lo^f;$W<= zIqDAGPVEy!3G99>bePaLU;f1nA(2nw#VG@TI`LrhfSYc5e*Ny}I34!EW!X^|Aa(;% zSJ#+hF1$LK_0>bZ;hMd1eAsp*ssi+}F#{?isglPzt5*F}dP1}zn)Wa?T$OrkmGD=y zT$vJt^Io?6)EYTPpx$l@HSaB7eDO@yN9U812>B9rqE&|j@qtq}@%))z9~&%)poVNn zO%LkFX(C<|1cYRswGuLh(8P|W_X%7UA$|c4Kr63AOk~sW+EpdOBHwbPVUH)2K@f2} zAE(gOc``Fnq)_OWeFv?yD#zAH_-CDvNZU5+7B)snMr@pi1NV~q2X6BY%GdbWD|?6) zgyu)4+9Za17__0vg~b}aHEvcZRhOas zy20Cuvz&f%qcgM2%Kburg$h+G&?kvV#Q1PVoyL9XTU@jnkZA!Jj_RpF_I~_M`uNN< zd$J6LHgrFbK0`y{U)SG>9WmEjycqnRo9T6eb zOqrFyoubTKBIPa&9fyaD$6~+Pe8R#MN9gjUHXI_JFYXwU;Dii2+D7UsVy( zFt28=e=x80%pYD-?7GROsY_(MI&ZRe@-Baag4)jNL5=`B0UJy1H^%h1Z21U+I!dk` z|7SeG9WWhkXC*56rL3R=w*Ap`y0c#|kQ=7slIXROFFIF5TgWwUn&Y#ifZn;JeQ82) zHgxR5Sf_PT8(3qETV5FPF&TE%JW@A5x`QXSzW|1JtRguyu-G_be>OG++sLG-Ps~`C zant;Th7-CCv_dq_HCYXXj5+;%1m6zFX%0?=59hFq&45FXP?~Ieg;Ul@c{$}w2tBDs zN3F@kDSQBJV`?Fp3_%1FU=(;0=zD#1R;K zb6$#%gqgU+1(Ke#;@22{cZ_vM+1&!#$@XyAi7 zZ=K0PxA98*C+bNe&3`;K?EF+AvdPv(@eq|`iC!4gv$pa1J@7EqDe7^Bj_Bw|^(~T> zJc5&7^T`VpBFUPxyN}D1280lQA3DRaCaJmey{DW|%d}Ja<}soW;R7j8R2RJEug>?6 z0KR%PJF|UB?TSjYK%=gjqnZ%+lK7F2ZObLRYUhQ;1Qdr9EZ>(u&Xn{dwQCCMLG~>Z zKZRh3IjBXk(%`dvAxOK!!x)?`4aHOOqMYub;3eBD#GZxF(r3PP2|L%7s4*0`Q0ZgU zbfDJZJlym6JzZ~)u%MPaq}Uk~^z^w(=TpSQ87?w|X3*+34AY34kFXDF{nRs|bYQ+xzL(I7T7Rz+ zCqhp;-uWm7i)wLlgU;Gy`8GnMgI$G4BRv!yh1VqXK_m%_CbpKXJ`~dG*N1FkWn&JX z*KytlhB2_a(>W8K_Oyr1?B`7rwg!q5B7YSJb42b?qxRlk3~rvQtGIn|W91*=%)Y)? z6#RS?T@Z!feaQ5xF=;5UrQ2QOt<-&6Ildtr=)l(tAGS=J??epup5ODuY(>j3lOK0s zf%_+vloR%2T!Ua*pN&=wb^@wkz zWqwqcOU&@_0;Ba~&2FjfwG{xDNZVqVB{D7`9zQvdL8*t9P0oAhQaEp^T8 zRDO6g^#`v!lEFz7mAhCfo5!%EdPy`6{lx@(K_Pco1Xk&fw=>5{fp~WB+uprq@@Cgm z$(0m3YCzo>%1=7k>#mW=U9sRl;i_Ppk2NJ+_SlfEw4-WVNqPF-1T3Q=DPjG-M5bQ9 z3nT1NRc?UZy<0oaP4a|*-ZcAa5ziRVuXR*E^<=FwfB3TQ4@Ge6egSzh#0$i+n&Oz` z&-ktN&H5c3Nhu=EuX$k%BcWelRwZLZrolNG@yEJK5Ui%iz#OdFk52p)Q(P{nV!BYz zo0NwveSz8nB;df&2yAxExpc}p1PV*wkHiwsOv(l_96mLz55HO7?XPD!oS)+i2I{s5cGQwdQM)pAoSD$+Sg~nvQjyO?;D2p$3FZ)2kH_-U52FC#bvhE(@vM% zM|O4P$WRCMI$VkDNjKI?GWM-PYNLk$QAoC%DdNCBvC?y^W)w*Jz%|C{l=A}Fe6Y8d zf;KHPWQIFY%8Dh49Q~r?Q8z}q3B1nkb_SPiDRXUzyBF2Zckwiv#@{3ac&~*$37^qL zKMTUG3IcqkiY^x-m5c91(L7iQp&@l3pZORU=2D_ZEYZ0sG&C)Eg`|8M=g^waAQONY z_s_Cg8tj$pa2s?m^maC?+M}_vzgX`hH}<}Dg@oSlrLj1XFQ8|y7cB^Kx?rc^Du*XV zZg7+uq6r464G%{RH9`&*I6fwZ!O6ruvzD3DF5OV^wm=KyiU zW|3;nG0LDQg32UpzGhbVu*SBuKy$d%CMA)fxot*OqhbZJCU2lp@!;bocNx+lhQwi9 z_gYF3ldeaQ#M|O6+QanUE47SeRt4cfY^u;al+VC^LDe^1ymf!_7 zZ}3Sx`!n%`>W_5joOCzR>KxTlFG3%jQ`nCdm1}(E^r_v2(Y4hiVG57dbANB=ODCFq@n->02r-ISJe3RtB`dJJR=5DPvNRRRP(KA*_Q4T*qYS4?_VugVawRZZ)6R z6VRgchk44-C;|Ldk3fdq1FB-Vy+=SQO)U-p9@F4^ZO05;$@gXoGB?QpBrB8X_Zx^D zNNsLZQCFds{81gK8_kvxkgY;2s&kC9{73!%pJ;8g?|>#*NwwiD)-0l&>uZ{-q3s zxiZYE6|p=(ihSR5i^^-OI`*bw2)LWw%M^@}yq#`G1|Nw`@;RAW?D+tZYGj4az`_sd zBEaHOZPDom9)4t@n^GJSyzj=2epgrf=CL!osc)frQe*Fhpit8&vH2Vy;>Jwb*7SsL4=xF#HgznBQD zP-y!l;901qhUe=839sXT`L@s*`7|4a-qw0zJk6|O^OZj&QJuPKwOko>PesK(gX<<5 z_ox*0hm$(XRNuKyVFZ%*E_iIV_e8!(!cw^+9$Rx*ryEn^ui-GU#ASOn$UfNn@(qu z2g#3^Af-^^zh4mB&um15R;=Pa@Cice2&%*6+w?^_uie~C|x95;+VYQJkMvW}Ki zC+(p9T(;msaVYt~+&S>^K<;m3)IHuPP^;6w>w zQ@wssRZN3dAs)vgt^C9O4eZ>?Lfe+;3q08&L~@~Sj+Vlgd2tvIET!`Hot9LxfhtT# z@gI53Nuc{-i=5iEkfugF9Sd)Nkm|1IyCo?SVo)+sTi$1sd-2LinHlcs(PpXB8b{vO zq#*aokT@!;aH3iVqYSgFIS&#ce%A;J8gNgmhQC=Z^FjAxs;{Df5j(WjiaXK5H}HZ{ zeOL)*2&D7o@f{_Q)ZJO{sf_ETTRe{zJe|tA{lK|p&(OV3r6CWt%%s*qhtEbKt?!%S zJgT)BIRd##?+G{r-+3d_EhS3UR=3A^I!3r+gKL?n@0`p(;^KW-QhCaA{$BYJ5tlhi zX>eRhq%MMMOegyx3V^G+Zw6Qh2K^HC&`aWQNXn^4iX|t-M%kQO8`6Y-*tG^>RUJ3f zGnYVD)>MHZ@lRZmm`!QNOf+|L7#gLRrbv=P&r5x(1!$y_@*0AH&ReB}c~>@O8!DqN z;;X(Lq|y|Z4V<^s%Z}`1Th$kivbjAaov9Hq(_v>G=WCi|@m<}uGiDo4Sn@3`K;`p& zZ~2CcsOQWZ9?5qxFw>0Qk2a|Bj*Gg#Hw_N0(zNC1kk@YzgkpuwgCVpmbjked$giYx?{#Pdgb93MSoWf2_GX37*zM{BDNn zDd)lJ%MXd|Y8%v>%HT1j<}?pVXIT#k@Yc#~{4#t?tSgOB9X+pqM{YdFRN`IxRrV&n z-wa6xiD}*M=X>7NBYvQ=`tT;04k`5e`ZNGSR*ddr70RQtajQnw!wP%d?&B0TLdHb~ z?YEzN+ML;Rp-KImym(~7O-}$+C=Xg1hLSv5ACoj=nmz(Q-`EPI#q6`u^2c^e_PVc3 zBym!%4ha;6|D>m9hO!5%yM~aE;+JXdZw_ zX$B7;EjUKyeI&+*Jb3W!z8WMj>9xpEPazsW#vlmkw4lqeMKBBN-d1`qa$9^bTA}7l6y`n(Q$@^CcQK|32?}hK6itur9#FFuX(Wl8t-5v$fJj-f zV{6Qzy3Lp-94WI`JQQ{AlJ^wOYrzmbPhZ?(FKwDHnJID}{V11su2&FKrDqiA=1G7% zmM?%lVNjh`cIxG3Nl|Ub7*(LYSFEkW1xp|tROg);FZjj4gadNEVAfgloo7-Rk6yEZ zYdQFVX3w9A}_u{|CQ8S$n8}n{pEZB>^`UTnn5~dKOuNVC2)qt5*d}>^nA( zdS3A~bmm=t1tcVTbA_+UNuYoN;G+s_u7FuXczky~_wP-H8I=R0oUNPR?m;@`Xwnkn zaS4w+@>CdS*fqi1X}t?Xdv0R>0)V}SnOSQxn%3O>hrSM#C8WaYnP#F-U2TPA8SwR3 z@Dv16h?qZsJdgg95GmBYCnyTd;?quw3tE)Wnxc}!m+GZzHw|z*N;`RcFH~8QazMTa zC1G^BA=w)LskS(XK5U)#u5z3gHleQ{PAR+RhQ~#6;ihBHSZPKDAsLJCj?inK=Favr zGzWqx;Exp?ExJPUC@5Spm`Bay5Z0wrr5<0|U0j*njI=b)3AQiNFD;AunsPtekxa@# z3`w8{e;g1)Z2Ro(*?)jXb@lFW-(#pD#*Q#sS5Y{KbRQw}MwO5N(+lDJC4G$wP`8~I zKw`L$_&9HVB}yXmDd)tomEowk9g5Ve<0 zmUwWz3{dg`8!oXUwf$wMV0e@WF*KWCVQv~7+#1Y4bF{=aXxK!{lahpt2 zmvZI9tme%y?L5B*TlM4x`+X%}FSDV|gy*kP`wx5G9!!CA-gnPI@7L(_E9grvZhl<4 zXPbv!1}C6MYPRDs(!ij91MZVPV(&uWPNp7TNEd(IZzE^+Qt`nQDT@D?DBG%5&@j{& zf6X-}k7&vegn8&_jR(tUm+3O1!PE5o>N@@*@k^m8r|&fVi}TiF8X2;`OkDo5=xo6` zTvy;!jMZHt5&=&V4bK_@IwYJ394OD(G&}QjI+l5B#ASSdPTKXS1az+=&g51q6HK=cKZ?l4%yn|LS@(h--zlW4ti!YV0+E!%1R$|$R)rVcd% zHU*J3#$`QIUPJr$0~5kPzta>km%n1rC}N&)9X1mFB9M};@Ipp+;?W>g zu*mKfeQ3Vsq^KhnwG^;X^EyYmnVNWFikl6q%Hcx3$RM-EUTJ*vq4)?-lzb6k16gln z8$mHHmZ^-9T0M!MxFf@_GE=H8zBZlsOOywC+PpCT{}+)fZq$i}y@Qt-P1RN2L;m;cwhT44 zBdK+#(G^kBWt}uiz&pQrIX|b)KObfmwX-kDu&7Lb``9)Aol?)TJ9JjQ2z;{kTTw1cHE5rGw zKgdViBt+m}mv979>eGn_5&VCE-FuCvUS)|1k9jcGx-h?*DD6f(p%QNK*S z&1u=q4AK4!$KtF6{3;}H;pDu{NQ29oX=(4!VA!r1dfcWgi{CND!;*Z6RIn)^zKHlu zaH=IKjP+wg98u#Jp~C0K&QUJF^L(BzSA8cRqdPWO40KMVe%pq0x<;(@u&C^2!@4UH zKjaRP3+b4#F;>wmneHucC_up|~=0C>d*648vGAX|8JORVjAOC<}7t@S(^|Z&q zS$^gH8J75}=aK(q`&0LfZ)2ZS@c_O&q*YI@q!;8XtKi7rq*~s0`fuJO<=)a$o(~J9 zoXq>3`;?z~f&c5k`W6gajdjV^bP#M3az+5Spqs)u(-ReQb;h~MiU@aUj}e*d={Egh z3J=3IOgG86%pQZd7;5;<7Siu2^6CUv)BDs)a)3w*+q(-)q@L8HI?|S}Uq}6kU(zua z$)M{-H;{vaS@aRWlJVWP_SN&fMM^jw+nv5D3Q9jUgx9MEqS6<+a^y`@91aBBJw z{pe0ivuoz)%r zGTrTdWgL!FI@4DW@6SwJY`p8*gw(F;9TZEOcTxi<%($BluzKO_2mO=LpPUM8)~cd` zZ^LeAO2Pk!lkooiXRMYUB>L8ZQM3!Y82apdhszUX0+SSHRbZS(ds;NRl7qlqVMnAmcAr{ zkf1WX*)|umi(Z> zQQ6-C{Q~7_VrD_ECJWdZ1$?Or$iOi z4^HCF7>XS<{Eatq>Y-sk*aXaZ{P`Vv9(v0nw8*P2>>97MO!o#3x_NxSc1^&mAo4eU zhm$Ga_+8#np2Y(A1t5MC>_rS>t38c7elzr@%B4F245FZJnTx_X`E4XJP)NGWn!TwY zYX7P;8`h-@lluq;Lqj?ZFIw%puBXn?JROvtE`V=V?q4ZZ#$eTeA)wz_o(&XUzWn?;JwL64^)Jd-oJ1sM`9$R0-?cgLAkWW` z9@t@$A&`8i;W3QWGC5zxYAPHRA1*XFs|)MO)K2J|!0h)+ zo0E3unt(JW%1E){Y*1|Q1A>l!Q?gD8Xs1=8M_7yn<&dllWyjZ&w4YP1+;voSW(^wr z&)mFU&-b}lp7D+vN;U9DFb!aIcO1*8(b*`nB8MMTu(x!}ACvexe;jbzQGoh!A~0bL zjf3>b_08Zx;a1a&<y|?IB3A#cQ*?pI7xtWp;nIIqLtW! z>Bb8Kr$*0JYzR$LEg_$hPG3VFy>ci4!2q|Mqix}q&EX}BHy-(W1;GCx=UzxR-_J;2 z&bORMNrVV{0l?5tf=Njiqs_J?u^KqO2AN}T7XcVs&|*1wFELj5IE!aVwjxr-W5)Ml zUOp^AlZ;Od1X>Bz{Jr{cUowiVOZ&FO4UbK7>|?M(3!(Xe*eu9(v8wau(KglgN+I`R znsZTP%v2%xH^kHVNU75J5j7R_X4ps|RxGvptDwt53KY>quraWVaZb{lNDH}5+*`E=Qc zqbeA0Ei$5T6`T``Bni`}o|JA@fCM3eYfGDGv#O5alG!p2cYtaca}1aDNNbssXh)${ zR&fHxUEc66-$TXgpemj3VuQ@KfNs@0o2P7ocj^L})c=3H`L{Pxem8||O*P_mW7ziU ze9R7Xmwe0Ck;3-cwmi~BC!nTS9iKOXCxF>%UPs|KZdbPCT`xCOnfMWouUvm-2ip6b zhB!Oj&H{fP2@%l|S<#Y}qfxq>x`%ECQZiIx^(g|SwuCo&r%)!cx@m*O$l)2-FWN^> zu#5<1TSu(LVVsO?Q=TpX5KsPgCp`+3$im)NB{kJsA9u|8iw3{XT&;ePV{P_-)O!v> zL#ZiTif(0--}c4F2t%Gu>fvtfCMTeBs`qZ-YyqRs`dlHE*!Lnr%D#ylKC+a1USi0BYi04P;;b;_Ej_9iou8RLTHPT$y-%ev6_KN*AproL-b1!50hDan z!a}ZVo4u0yAa_^2P!i{9bIGN;fAdi1X{YNB8=LjbM7|MZV~cH-B;;|Kw1j%G1wT#A z6Y3%#N>G#PW3@+Tn*}Z0e+6CNYHq8ZV$0PEzKQkPK&)63Bz=Nm{pbvx58Mn?k!fZi z1%xoeAcrFtu+p*736i8bke&6l2l8{e+&01w#7q&kVN!3(l_+Q)0!UlV$MC8N+{a_Az4iwRlI*xvNnNISGcI{P$23z*k?zIa;n=@uNIX3uF#*y8$?=)U z)k{WTXb0UOm?*S|Fg14E9JOj!M>sYM8f*jGLrt3OYQ_#@v%IPnTe7Cl!30S8CN4P8 z$Mh#Hk{Vn;*#SgI1|N~@#s~KS*8LuMIBXB5x^vsqK0>9(askxMH7l`4 z{oqhPfQl2Z`6#insf`YnpE^Jgf2U|_*;|0o(aK<+xg$@UdYPJSOKuBv~5btzlp zWc2@#t=yfp75mVrwLKFGHzpPQ6mQ%@;|k5{+s3AKrEE2MRNY~s0tM$KSdX>`GQUc8 z*O}5Yg@jbi81h$4=LK3LN8=JLOV%aS6xF+=T*$b>f(6fRp+H9N#4Yq-*&&}3Ta*^0 z4EyBF=1I!48stQ7+OiWyuP^8_X}35kga+^vJ*W)krX5d=N(ewep88!on<^POHpLPF zI1y%Pg>D?KTk+~8t++@=!f`J{SlH)--J7PQ5<+sC z9{&t_3nyI90oUpNqAhBX_vApB|0J#%%?z*xW;Ig|fdsWzl;d+SnO(y3#Xr0jH?jr} z?!l7GUcx!4%o~c!D@Wlt@gP^OIz*CZDmyT{ef*8`ZK(J*?051>kxwa7b}8KI?oOy7 z&VXo%M;_7T-CumY{>tRQ>ax0cfOsZ(^DKMb9a{$8@wHuEtuI<(Nv3BaK|hO~-J5lj zo|Rg_3~dbA!rB(QW!Q>(t&^4+cHWTW0f*{$T*FqDfD|FJ{JE)NRNZ|6xH))fn}{F% zEn(Oin!|^YKgyB``4lgl>xkTVWUm#I-mHe_K{O165QPOhgwyZq3gUnwPhg-{&_T8G z$4X%<)>X5O_5<5QZ}ZRj*5(GWz{o(}-m|FqqhIBVEwUvX3j!NTNwUmG7wXOPI?*5R zm94wzdoHuxnK~

    mSVA|O%c=$&tTy06dVwot(5zQuqj+1PG==PEkYtYu3nzFVb* zb8Otp;>1~;{t%|9cZs@~PY_&O_qm!dd$ghJz=k@&Zws-K$h(9vKgOZrwBPcMiyib{ zpr5SO4mH|!`iU213^IY5_3g-vTO^!V&eg`t&ttUxB2C!m%BZywrZDIfic!HiOnfpC zR?kxDd+*A5r=#DE3ENUSd|0T zi9FJ@Jfh%g_+lvV37u3fox!`2Bicp1V6?yT$K{m8>AoA#j{Q>qKTd`qyFl`qGA%Z5b8!6x1@gQWRnw%T-6(N!*=ul(Pez z5@)jcxjtOLBj+=4TbI-C_Q;#Mze(<>q@LYEV4g}2DrjVGm4mjqr(BhU3#&ipK@Ti} zxXsBiU&vmyiCy%+f;VVP!VFF&>xt+t1O87eg{JD~D0sjJu1Z`+9x)!5U*mIN4 zgi5kT(~&gP9r$wQ;Av*WqCY=LbOUARDtak7I7AI2DJT&mLgqW@PO4!4LMtKNDgj=r zh8HUOFR~Q_();I(8waT1nmhhJwWYTWI3K*=e6C*#cTq80N{xBB;Nh@G+y?=-eG| zvwJF&myovpj;kPay&B}cmm5n+1*We*P~VoHJ6gw}YaOE1*!*%gi)34o2qqx=Xq3|sg%s6HhY!wU! z^FUGr;2YsR+*`>k-?0-P0az+px2wB5<0II`WN!a)NQqIkmUP*b^c7FrcRGEZDgH*} zWaa|RAYl-tptKWAFzv_rc?jLc=euRkidf!=_|m~6x)gTEn&MS>B3TdhEhnbab+g%( zSY0H^7AN$cgC`qwn9J6Bz2FteNbIW8;%<25L-Mjvq_(`v=-Ce1&cUc|lcK}dh3_@N zH{tcEz%a||h?_@21(W}X44x~(7OL%}&03#xo|j=LKhADo+K8`h;pfPzwI(9qQ^DiR~EA6HC2h5hDkj-)~tDE6Iv#)Ls)7HAg#=-_~I z#>_QP>v}(M+jIvB&o)J~cHE2eU|k1{&^AsztGI@<&-#;}w9b@trmwno1FYW*woS)> zr;mrzc?ebu<5@+R`P0ddm>~>Z`CXvS)z=|k99gAy*wnw>Q&e)`RnLw6d{zw5uF~vB zC^s5M!42jLQ=L=CfU;+TS-)OPtnP?=_uqCOOOK8Hq_4_7u)FT3{DpFKYlUqleniq` zav}K8ZmQHfVre8V+T&M0XQdWmHh42ZSe>B02w^lb%I;Uc&sEjUo;Xtpeqd037!32hlxGJRIiLP%Re`@WHy#}OXb`uwJ z8up0sXUxs|l;ENZxEnC z-KIgHK7hh7uBuxiAvn^!jzAk-m}=UbdjV_Lj!3EP@h=j(^6DzNHwA4wfNQ7p2=PxO z-8S=#Ig49rYA)h^`X4`GFqBzA7U1X$T}Avdbz5BS(*))Zz6G`|%UE?=?C%ATp~5*u zAkdj3@ozX5$#-AQTI&rU3p5gGC#mI|dy@Zn3_&VjZ8N}goo(&V3qm(#!v8wr0LVRF z(4>ZBL{Jpq1nGsg>J3@Z(sZ3b*;1l#N7kkOGuH-f+30zNduuu8+#jZyL)q15tG;v9 z&l!;go}cIY z{$P*XtV=-H^EN#R*?t-|vyj5EA|2paZDKov9X6whGgNwgdzU#iHt*DOVaww1aKN#{ zlO1z$i-k%W)DF7xAM5T`jgM!$Jwg!;!V!e)QuRyaL}O(;G}h|hbLpdoB?T^C`U)l zg>KudwkI5`LsqYL4KdYQzuFCpAWAHQ8$<=0h8q+I1c?Q3cY8e)_`!gCEG8HI9aOJI z*#?rdpL;f9UUTL<^wki==WrQ$vOe>l*^z{=X>W0xVb^z_?a{GNrtZ~lwdGfv?K8Z} ze!SHjS$rDy5FwYL$Z<}G-sAAr!s8o?fwaaQq0ds*$er+sh z8uSS89aoa2gZU?vp@GYUI6!{BrJ!Vpr^|43cWT3HL;Dp|R|+J!Z${Va@=e2bf%Jsj zaEP|*z?$xcx7MFc9YFJ;5qdP=sPCbhqfki6W%M-eRg=QGX$u7hUMNRoTRlfslAl2_q;hg)?q%^SfM ztWP2R^fzR}>9N&w#lZ9N!jrr9f%HC%N08xpBdi27FlAMQzOc~vNRQ!#9!(+``7~$A z1aDpqg+s2<&$Qhc?kJ}&)20N9G=-95^#*14yjP6@0*T7DWv-^esEhhDzAeI|CeeHh zQZVV>ZYjVyZL9m(Rq-|rz#~k)ZCwJk5nfc|a1IL-*fe#_9`_B^R5Z+(qz~gSF@gDj zIb>Et;aw$>e>mU$i`g&_*N#y^TpQMDPar+V>}=yLB6^iRa;2jbX)Enw;QZorXQ9?! z1$XptNq|Apzd9s~$?pe7H_HdK1-xy2Lq}FDLOyy=c$59!G(5~;W> zz8^mW*XeWTOAWlF$q1xbiVU1dL`lY*L0gJ2#k|3$b*lifOz8a^ZF4dT%O7keeLk|< zK~K+n{dYl}yRgzP)#m7N17h}KPFsRN+KEoqfWEkHW8To1peV80^hFO>Vz{jR@!s9i z9tZU%`@;C+EQEE8MHP{3vPHY@m~iV86J)=K=43=UmlO{nS{*+;ykyit0APYm6Ze)< zu^H}FAbUN*no!0DOkH}+@}tQ1AV5s7LS%$q+3Z5G_1aWI-98z)Rqz!}q;F0@P^y%3Zj#)U#=X#Ql6 z@%4SIp8MLS3mVKuC*cIkwy=9T#>{^8R2?9K`2JS&hTqfi=Xurk3?8CtP@i#WZvASe zU+CS>XqIMBN^QDo#Is-O(j%0>I&##i#>6ZLUclO}O=jd1vqX_hzY+Ehgx?ZjB_sgx z`SQ#{2>KYzxjo-EgwRx~`CY}1 zBoOG(!1vfeXE3k$_U{`oFMxWH_Rlh#Og4e=^A_gSUSy)IA{ro6#fVtvqlekTggQcR z*E}Av%fuOvP1H)#Mf9N$v5+(c?&|R5L066{p(A=KJCMK{Iu{Gl`DtNd)$M?f^;&G1 z*&*jET7G2?l5Ejdo|(H;iu!yqJ1e7&m;mhL#ouLxw2p&B?I`u#GW&c5$pefgH|!EY;U-Yj&&a~)lDG;VWEBTIP=-{ z$FH32LPIAMZ6SWADx$*bR7ffolRl?l6e_<~OPY0lqiijJ=i@4KF3&ht)G%hGS>!Sy zb{Ztrf=AwN*x4U4>+L3TqqkqIMl4@9p)b2&zx*qDWq5;wk!FcMh zX|HlKf2m1b%E-=y;YF@D+~G)RH~xi08_4Kk>okntf+?b)0EysXJPAkq@V&YZ6KK=p ziBu<^U$wms=_N7{v|GV|uRL_&;^KUUCsZiZV}cRF0^E|KW6bjf0vu;g#|n)eTa$ce z*Zo<#ACUspp)``mV+9S4KGsf9>6Op-`068n(^agX@*efe-_7que~adY=>w+Cc8Wrj zJopnkBWbM6!=dO`S3^I6FSW}O=c|H$e_DJt43}&Z{aDkL{>Exw5rp-_4?azW{ z*Cfa8MK!}@nU8d{FD=4gLq@Y?IJr#%^=N;4Gha!Dkdx7sYiG^Gf{=FLkb@}WFZtuB z5%Si1d6H1d@ev@0FqpLygh_vXliTs{nkzJIncWt(M75Pl*vy38_vtE+-wqbK6Xc_B zk`#V8%_kQacXJ2+faZ{M0N&Q6*+yurOJ3K~R$C>*Cp6;P*j&+dH#8SP(SW)9V^c;| zO&<(}$T~_dUyF5xiqp0346YeIugccYj*+_yVPDXI((R-Qah#BT}D<_EStU)S^a49)ElJ8lF%0wiiZM=^W1@X zr?I;GBld6t_O&KRE=-b}W*wK}k_%RPW+r}|W^g`!?oMk*J-1np_JY+CqlmS@R+IC` z{CX=@>z#1$V@%PV)1!cIY0CT(PGc;}A8Yj-?TL-C+c%$@ubw_vA9}v_W&qFj5XPc z!=w2l^LkZmIi=fN?#MhExxj{`nsAzh5%>BV938!c?78 zwi-ZLMExL|-<{=e2AyU9kyXec4LuE z1b8;13`j`-ook$^rqL@}de%1#FDP2Ec&xTp`v@Q1i@f81d%5Y7wDRRAH$AUNJ@cE= zqBt*sJ}9eZul55MN@|g#6G&a1MbwSiXBSu1Fhys}v1LPQVcVgRCct~fnd~Rs#Vg)j z-PLSd`W$CJz{cD z1#^v%u5inyb`}BlJ$5rT@R6UkqfJE||5-Y8)DQ_5ZtqlqJ?&P7u-96w3Iy2>3WA+- zzT@Ztd~0|{X!76wcCWZx-%iNa$mBq_<8wn+vdmjsv?N3ErnXcAbg-v$Z68pv}!QJvP*~Po>bi11#{}seji3>u5`@OZTUu zY*zhkgp+u>F zyIPg1t5t~7=?L^5?86l8< zOJGKjf~)n0KQnzpuDDz_9j0|PV%I@duTnXZG43p|YnZjJVfO{}vNcK|K?Z(UN{DzL zXc|I~{PdL!&)p*Z8Dns5eU94;i+A_rODpflQ0W5NL4?0PG^e@B$Qlzd+(;AMunb_T zaz@04iOGsB7D5+-v|>ja>^hwo732UO7MIUB07=yT6UM3>*nShzkgBL7mBq_~YG0^^ z(0b{qI0NrD(6Ls?tht}|c24m5qrU!KR2dNVj?{#Ca!w$E#xHOHcySN>w z%tFEX^6Iw-zRpY(5;)*@47=L8ZX%1blb$UD7BHX&;1?GS(jiLMEt*3KUU}O@Gd=Es zyqlDVTLy@^1~z~v+ucHWRUHXp z)y$LnS^d>`$=ue_e9vm|*^7!Xn7t96)ltIo#2}?JY2)5=zYByRXsv*Uuy`*3x#pB+ z71Rzd6Jd!b^?onhcSmQ*f~Y$m_u%;|L4=t$ zHV->ELZVFjmw@hc<9EMp-+2L@&OCZX;%;(6AhMw6W#@gDCy{3@I@@0y?a$}euS!>7 zEviXZ5`?cE*=S$lZe5&W#1)A=<^MoD)|vpV2@JzOOKxNnU29EBB^si!0hLjPcnEAE zuMh(#C~PsNE`bLh{)pG<^1Tl)9$e%<2y@{ffbp)lKV$595fJeSs1^7*j99Bc$R5Qn zbT=N)Mtp|Cj3iX$Bch5J+3=N^s3!_-BX)mQGc|~>3J~9P; zh_VOieq?#qDqhdNoT-V$bl!5D+k)K*_vpCUlHkH^65ss_#^n&7CQC8)P`{WcNyhWH z7TG^)BI(_}6u#)QA$kEXMot!ag#-M-XTrE)go!(WYl7jCc=(RS=t>uJrAw8$J~ApZ zp+ohVx&?4R2E!{s3K}*y>F7X~KiBI_!+EhW&|z+iu^Qm<#Hti<%v14}3M1X?kNCZ| zb>~#2+PvE}(e`U5=ZsmIgdp4-gwrzo@=AUpYQ%|X14UO3_{CP06YCjA(DQ2r!I~Tc za^&Ao=eZu|)|_YkFbPR_aLlE*9|6k1$RTi8X``Ll39hCBro6*YoD2_)#|g-{X$zZJ z3p`;*^5~*au+hUuVWHf&5z4J=m%-h{;QnT@3)rlsm1H@Kz6BhrUD10fX#C%fbSMRs zO=nrJi#iF3ZQvof#oN_6Q_IG2AXbOS+5I^YTKRfM?joMh#L~-G@&Nydnh*`&xX@Tk0%vZD966awTIt^ zMwCUHb>Rx#;;-i$c|Q-SJE{u*Up+nc|BYY!|MK*Nl*A?fNd1qer(|tl>->xADVmtM zSQ|M0A5=Y7hX1H~3%l-FI#N@wo zw2Yj;h~9sDeS)@T)+PkBzaRc@RF8x4|A^`d|8jZ~|Apwu{}-R9N^d}KVDqclIT_d* z{}-S4A2QGMzgWEg%fqvyxBsQ?{^Q#@)4TivcJ7q_Edz>L{C+PJ2giSiy8nk-$ML^C zw*OJC#;@A;{Y6_s@6%-ZJ?_VAQ~$31F_QPECz()PVjY18Zx!aT#mV(=p?l!{Zs_GxOQw+wb%~mS_az{#iMN zr~sd55KUm;Dj4WmO7@&NwElkJuUjboIAb8@7a*TkBnB_7^I+PNb;#*%-*F7~gxP+h zP2XOeeUK2JYFN<3rM=!q$;pQRY@!5OX8F|#)sXIg8xtC%ko#`w;Xa{Rd|p}w2n3df z=kMI$-hNm)zsaY6B+=`EZ=_e&Cr8Jwdbv%FFZK`L;?_UCHppCCWC_U4N_&Zc08I(3 zcI}>Id%eIKzM_)QRpV0;)KrX;f#Gv$3%hXJxLTxVu4nwJzj5W%rDNgy1_wa(kB$K9 z{KJ$tmz9@hM!>4pA@AJYh6HxGI5#*w8GiEGTN;|38lT>KyD-O=moD9oWOObw{@Dn^ z(Fs`8|7gILApF=L3zz{w1DpZ?bY!VB{K&qnG<}w6_$}@-y}GY$tN~9&SLOKg5ik?H z0?$v5kD)@?yE+5DyMHa-+69kIz%qbla0G$ldaEP+MAF$%zgei&3sd*1xGbE2PVMAANNYV?_5M%3oPUPXuj!D zvjp@uFHo#WQvEBN7Oepq30 z&_d=`im&GMk4b{oKRh)*3>X8#17VYu^+%_6FOdnj_LG6~&lq2x!Mp^jb8~nGOkd+9 z`o1PZC->KQWq)Gd2V#i&6x;+bo#zh+uR4U^2W5!*0e5HwNGJU!Pz7i_#2*6FPkj$s z1)N&&Ljd>JIEDwZO85%u(>(kps6%_>hp76q_Zw39gx?3WQh5JOB>(&-QvQ>8`cLBH zH?;JhP|SZq5B%Zi**6FHAT5|*;Pv$ZAy^rK{;>kL-4FPgU+h*!@O*;3r9b>N`pd8I zK+x>2AbAk^jjVH1Z}79<_}@2;Px!!XP-H)X*}M8=uFJb;A9`Rs=K3Qe$8lV$Xm!qu zeggKAyZBd^yV3&0$ml2hIPOE~0Y4KH6F_w3YxrYess>>12Yuhz9p4ds6L2#Yre9|L zc5dA0qkbSDo#{V?fxUzX-Xu0MG1WQW^)OwyQT$oJt&;-}x_lv%a{2-F*dI{nkeT>5{vfC;26ZpiFVT1>owe!O^*I3uji} z^*Gfz-M`hpbHbk73VNk~h8qJXf8t8&1FgQ|rh4t*$Zv@e9^>8)4!@??{J(iqvU_m@ zYJN_!$vGO3$G&EJd`BDD92;K6*y_soH97i89b4={zKx{&i=AB?Kf-`HLMQXSKk>NI zeirdnRqZifN+0QZ*Q!0&R(ph_2jHm`CmSN zx^BKgRB~{ys{Atvlx{n(`BTTR17=!w_zmKf$Un*Dh;yiDG&;0IgUhn`APT^PtwX++U_uw0(EubhL zQ0dcY{Dg-mowXw#1f|IEOc{L|f)M0r+@f$O)K7QrDT6xZWMw1eX4%JgTGXScAU57j zs#)(Qhf>NL=2{YJyXXlk+HTEb!IC@$LO%ye?`sd6z?nGT)=6;|F>UT_NC2MZg%!4A zYd*|d?$jQmj2*Y`TT;5%ZT~P=O{>Q)V_ZXJWJi#~7pwjHRp$f`Gt`rNr!5MYFzLKFa-MhJh>VpZNa#fufg<@g=t~a|1_ARR=rJj~?2T z0j0-^T{G3&I>}&LO$8y;(%kdV3vGoQWBHP401U)JMtdmsJ8hP@`OGzP-5HK8YXWeoaw*y#CG0n%Y($!kr@UcZN{`yvIAAv z3=A1ZNiw4q-pi#N4kcdDOBFUQ{gKy+b47!PQdr06iE_A(+_-`5(fm!yn_IrN@CoL| z3-;HrQGyuUBL`YBP2-W@Ib@uH1=}RdPqX(d__%?N(%=kV&o0=sH!8~;nWu{jdRlxj z$TkHSM9L;nCNxVk)>XtN7I8ZkUSzeY;IXz#bl%-;k(8=$D^Lvj*bu` zIa2S^OyL)v@2m(BGvq)2(1~jBrckEB5)}VQ%NI(AFu_}nm)7JlaA8|yx%o~eag~We zPsq67dt`(N3`$ZZ`m$EGdC_NdZ0SK+`nR@ezTVALc&FC7+8J7F?- zpW$Yv(DKhBQ)YZzos4myM&v ze%nwll|-Jm;AGZ0wJ+st81iQivtQMjBsxJURp%NEfA)3iIWiS6{7Z1vFgom#=;{(-yu%p9J ziJ#o;JJyAuiHQsWVBs`x?9lE7UU z_#=(=_J?F>OQY=+9xAM1`xKw3_jU$o`H{xsaFl(OjnCq}B8ViJKqlt;5n-!${_k-J zU2EuI8hA}}X3>})_lVL0Y01Pb^ZtadE*BA$zq2suunB>cP>>=@J#6Xc)#EaZwK9Se z-pbGHEUJGhRatKNX@t+c@@-c$trgCDRTmgD;qm6ebLM^PstiU$y0SxHr&R-*taaUZ5dKg*oXO!KkhGn6-FqLpEPil9$Y++N2 z?1Ilje{%rYHCR?7l1bx0Y@cYv_!Azu3o&w$@C0yr{M!*ICXbJzPKLUM(8G#j-cr@k z7Nh(K>`VQu_EgXB$7C#bK-=Rk8OJ7UppmZ1p>_{1ARW1y2Zp`>wxwt$p*-JkDb(*X zOsICL3!LbsZt`h>-78)1E_JiEclAms4C_sYY9n%+D{Psf(b62qR=k!Pxa(|JMMoW! zY+HYcNtX2m7o)ds7Mo{Bw|>r^VokiD$fz;tG)m2BH$Ti8qhml64L5O=TCQWAbk4WH zd@5;vrzG96GDu%4%e}{1QKyfiHGXAv{r7KNOjw=ut*fWfXB)t zi1q5T-gVch5I73)ax^5_&D0~cnfqRvvHXIdY@&tn&Q$(tjdlCl-7EtvR;MF7EG98F z3AwXgcR?nhy0|>+ODa#GC|&^C?QT0EHc}JpaD!`=Jb^wKDBREoa%?9v=9+Y;TIyYd zed9oJ)arHW3Ba;{ z)I&tXYaxZih9^Tl-|Xxtq8wXP56LYYM)*`q*8HeQ)0A&Yf)!#Zrna3M7<{ZAQyIru=UcSZEjmv{NE9!MFq50W6l&CzIi0uFi{BtR+Bu%?E7u2IA zpU^t47{w+Y18Kfxq|<=^5i0{lYqW#MdL-BcpPApB{JHVh7H)dZ<>6&+vy0u|9A}6O zzM&BZh8ep_Upm<{azR;0Z$v^({cEdf#v}|I}dR_(jZ@{_%Xb1`B11Aw_hAx@?=eH-}3w+iIms3R!mYJ z-mVfYnH@3Mh{^^8#fZ3bk73;$(P1j6&gvo-Ds(@sj-YDk!d37hiQX)dTe1>`HG8c2 zOBI&s&-P4}hSxVBY3FQ_oN|^&)K>e)w=Y824lF{@A&oHqw24v-6T!a~m?)#tVzg9h z2B+}z593NP=*;oTNol-;3fenM9s`&g0 z{g9Mio)~czPwt3F=??C>=leQcbnOcEN8Gcp;o_n*-b7!Kf(19VNO*2x3^S^dza24% z+bSN#w!9l*Qh`Qm=?MkMVvaN<=j!&;P|-4cK@ukD?(#2!Nmw26b679^MOD=>mX*eX z)Iha$Y2$3Ie~5`d-;qow#|wh-k$=HdOylb|`0kzE*m_VB84`vaftg{Yt$CIu+R*|_ zk81_5rlisZC#tNHvQ3e;;peBfem?3rNX(MlVXZLtG4%`pX$n9bG>**0a$X*MReoh0 zDFTRA$PAz$1G0*yjvVw1dsrPi59c*ph2fmC!PRKhqO^4&jDWiX3!HKjh{tINxsydT zL5#M^47Ps!6-PyMkN~=_1HE@aZoWGW#F(domMe&v!b>VWAmob;8rv^MzCK{x9+s6iJTr930@S zIHohqz#+Tu*GivNs#Ik-%hnj}SMiz&+ z!wu}EDJO>qPI*8hTIZSI#c>Djq}bcN z@sVfAKMyLCJSokE?4CT%o&R}WY&D_!Q-=1q;d|W)8wQbZ4!MO&xul~#DiEe!;>&IF z_506fqAc6l9SNVY^N+18ugDM_bx4*HJ6%aAo;ktOrB;Lo&{Gr6oi)v-2~(x}C7+=H zV$kLw*>NEyGrx+L;Q4K6)0n_`dFWvT?ocI@a_4E`J}BriCS!xgLX8K$nmAEKa3z}L zw&a`_v^WQXYRezZ!7wls7Vs}lw@;!(-P+DQh0@a(>1e2?KK2bk?QPrZV?8X** z1equhzw`n9VK=C>ae0qS6ECzBE3XhrPW>PC*|bcP$`aD~x^Q*D@xD9y=LYzK6t$`z z?8$sIsUz~ar))xFa{mTYdm1mH;qPMa8-nP&`S#Ix<;*jms10a2zu>&gKg|&rSfe=ExQlJu(e5Shi#uu<3ufj1f$d3aoJ)w!s71Ht(bEo#78=SBvo24EX% zn=}Ro5n-&Eoi3-dWLMjhxPNy+2x=;h+zi~q3{v_9XgFE@F{U7=!ZbOaZ7=>JQ~>?J z-?Xch;);H%knxTrZD0S*P9fpj<0n2nj60+#s;wiG;b?t#@Q~=-l4&0t8o)gKuZyJy87IP9**&??8j)b9Yby{1s1C|MAdCyUBl8qS= zO$%TgNo>#saf5282DneErG2S@HCVnDzEXEcu2ia=a?9lod#`#_-$Xo=4~%>{30>7{ zzU~-2Xd?xY5}0LO3DQyC+!mH%p}z6KJEB-Gl7p9@E#X*SF?v*sZxp_0AK-qRWrUpz zm@t_qm?Ho-E%sHOAbBVSU{kf>=wR!*KBQM%NYc72C+FKh=yn-+gIbmtdk;HMx*NfC0QLj~ua+t#r zdm+eqVXCs&ye;|(2i2eBou@6z&0~xI!V;OUJ9z2!$*Ad|10*m&0*lC|>}H86s#Lf& zVaXpa_i$79%(~#Ni%kUVyMG3CE@THrVe@STWq=(`D&v$~0(fi-D0*f}IYg&pyh=^j zOYx6gBiZ8;w|Z8_?A#E@d)yufLiH1pjIo8sQ3ypscFNQQC#gyu8_^>%w>mrNQ7bEK zEXtS^Lj7i35_fFq_FGPi6o#DyRRwT|$100x`(=WEY@Pz*IHcbnrl~SDGmN>6@axn0 zWTqmAJ;aF&R-#O(VC{Y#`9p{`cBjT|LJMlnURg)G(=)VrkWCrVyF64TaEws>|}N$KBTb zV1A=WjX4_UuH~auz>fF&7vbf#t5*o#w2#?jCt;#dM`VNI;~JZDEp2Yykxh&18Af$- zG%bCyKaORo$py#~!6hkQu6v3=4V_(ul_6td+(Jo~^5ty}aI>Ekx8;>tY^{8Q(WXnf zPKxjbbF|8M%H4;P8o^tqBOh;yk{Fbq1)Z)ODA__GE3!kFfhmVCag^}asq8mu2O3ex zxFj$ZwBG;tJZO&6y1g1g9xxX|Xt-1;yuhM+r~N8+ND2rJ7#n_+`PILlh{b})uGIB{ zqo@ak+e*%mE;iK-6SR8;-g(4*Y1f+vHG%b~^3Df>cb-w^-39V6%FVWNle|v3m!4z$ zT>`kW5>8JNc+K5s+20rhdb^`7{9z;znVD9fIs;Jk00;KRUyHa3INW*uMqutXZWl$U6+Rs9~rSzIJkoUt~2o=!i}Xuwaq zT{XKrCeu6%l9NLb`KVuVoa#|$eX0sUni6Cad0WT9dl_;69=MH3J20&?(T<1PftTSx zQ>F}W=&}}ZEYX5y&{^?*_8&lxqQ2Z)d42qLNVv2n>Ds@rbxOx|%t=a$%+`mpMilv! zYOc^moW2&Ca;np4%NNBp2$-1ejQ5-fV=TZ57qEsPl}n_xKWZFtZ#x%BAaWHs6%PtER9Q9X_sqEhYea0B=8;^?+> zU!&a&GMPir-|~aAd4gLrz~s)W<9@PK`||GyZ_$+7C#8li%F*}4z)$sYJCs$n&Z|Et zpLjL`or%z}{D?y7w>0L%zx$^3-GVyo2TQ-vR0#y9wwK(QU+XS0ql@L)`+l&!gW8+ zI(d__FIs8|4H3q4-;U*k4dPWb%n*6TaFq+n%PnqWEI?qU;BP<`9aaS&?YduyZ?eh1 z*>6+7ifCi9>%o%KHLJN6PDK{R=q+R=0f&c&l2cdDXx9uDNkG(8Sgjzj;Mjr#jqX)} zz_S=1)IPHt5t-%Z! zftcLEwRL*sB4;D#$pi<%FwnG7^SDf&^bV;p3vW#g5tjKup3 zw{}53bz>HMrP>co1#}K=nzQ`expaAc5NPt+LWZL2NL{wm_$638dPRPbkg-mGj+wHc zHZrkTsaK7o9Cwoe!yIqvYnN`%-b>FjRnj<@DV)z=@rq(Jk;b)*9Kp&Vwgv6>fY- z=9hKAoA?(=yL0a zVyID|(XK~`Itnab)x}=`5A33q?zFGTY^V)jUE|^ ztmig(msibH+~P-p`I_q3R7P6fQRi1qbq!;4cJrp*;qlA5bO}B9wZuN^9s|1WB7*$d z4~qQTt-|_`=8}TDx*ntDcrKeB6oIG*>iDWj?Vj^}g!TjM{GM!)AM^b+C+OOrRYEQ< z4?Cq;Q`nRqd<9wt2A>5s4wdH#0Ormeng~)UcAw72(VS{IAEn2SJMh={Tdu$u&060< zK!-eLRw~wN$!kB8=XwVYxmpWB1xJKl6&X}-yOds^Zb8vJ5z{)o@013_o8-pRGo}!a z7{&&U-`08RW~D#+W1jG~8Td5?%4PUOI9A_8o$Rv9y8Yc-D0{} z6~Jo)5!-vzeRY=L9(YuGe!oc=g`I~B)?adU#ft}ZHIs#U@N1>(RjgaDyz8OO>1-&j zOx&!voZ;iMQ$Jn)_S4}KU;}5 zsvMVcim+`!W&nCvtnNL&7uAg^_~0J-9eV};gW8~~m`IJi{zdLN5>8-09*Mk?zJap1 zkZ*40KtR}E>6c~IgY>idXMC@I0vKif6|ChrlaD|1!rxkCE7dTx{{Xe*T?#?2fQY$b z8=8^V?Se#9DvWO59yA$F>FqBd^}CRzB+ox*Qn4wB*gyedSU-R#65c&Z6xgKSQy0RG zcii_FnRc+Ktu_Y7Y*M*IWz^cT&e3d)JL~s89tal^a59{X=!(O?TER`w8Na^^^lPs90W(sei3vG=w)EaGV zx-Lu};_@O6+VVuPGt8-bI8^`Bqp!n7L{6qG#(Za1RX$`02S&;3!@3w2QxOuTSd3Nh z>LBlW^BY`V=erD6sdgm&_bNIC=s)|LM%jG95?592eE74Q1XsnPR9jAWZKB(0hA%TU zSA+AZ+;n>IJrobeFVj=y{RWg}4#GY1DPz|}7;T4wryEMKa`+y5y;6B3ejHEtDzk%% zYR|dep6LV(XaCRWZ4JfH-_7OCEENX$E%s&Mk?_wm>c+NcIf&!KV2k1zH@A+5<3bOf ziSR)1e`wwCUKjbRlEu{0=+hfEpK~zXvb~dL8A1K*H<6F8cye8x|LR7Tocx<(=jo$7 z@ZFWF7SH*w&abmvh0t06~#fSeGQ!0 zDs;K2kPS{0)PQs)_}=YQ)_!q%e8K{^d?`K9E7ktZSrXcFo;&JkhH;3h*sDVQdW^)v zIV6+cT}X5-OOwDsv=)S#=#`iYLMJyoxh;0+$nYg30n50RJL4Au)MPr1 zKekDK$>6?jLj_vXEEKG$oy5=KQOk>p(zThlXLy4^tqe0q4P1Bnd>*OJ)5q%&o)|CL zp)*QlDQbtnu?2gh8wO+TD-}wq(@}PFnq@_hZ44v0-~zX!I9XzOa{IQFQ~V&LJA+q5 zPkEz=eWlKfsL#=AX(~bgvy($OSSpya%E|x?wimFZ?9l2VB7!F-9wFf>6x9#boWtcX zgtLe43(xkv9l#l_-{oL;98p`uj&>CY2w`wlBiCL=u#6;DNK43H<%PAwaR>S$oFH~I zap^wDXlSTcqNzL$j___`#_sGb z`N8pERAXWFM8-zMne!oXhqolZ&DmEUYCS(@9BrdT5GSg42JWU`_0;`tiu&7m4v1v**wW(GD)p-T zaA2D}Axg4SCr%$|%tV}snX?tXo<3uCjt zrD;`|Bz&SLvaEk}X~aTEfRL(8X2K#l!L`~&9Q=sU+-m_>e6142Y-SjKv$@S{y&JOx z87~U#N|RN7@L>=hRd@i0K`SJ!*MikrKA%QUjASc<^uBL_kh=l~qcSzV6^>I0>f+GS zL=|VY&#p$MFTDg%34N07^C znbPZ;Z_@V5^YnvTL<*L4`4vHdeg5{aa+f-~R&n^+3;l|_bZ+|1VC$SA(|Mj|0rtN& zr~r|2bLKRcfORBPNsz2?ti%!q>V6VoH|2@MrgpSB-{}ZKth{K9E$)q&TdQcQg@Z~? z*(lpbIfUB0eI$_|S| z=tFsLITUc_&(4B&v+u z00rf*f4kluqQD+EW3X2GT$^=DlPws&(927j^EX|#eqT55_M>N?Gbxno@sAOuQxPa( z%$Uo+8WVG`jB}$CRxm3&>lKCwOd5zI4E1IXvF_S;v+P^HIWV#r?ZSUMZi&34 z`0ARb$yTJ4n$J4cP8s4r%G_GDz;r2Aq~DK0_B_JwOqnPKkvO@bmy-0B)R);R$;Df2 zmlJx6**pw9vAyyXs8>+Fohu8rYEQCUO8MjXo|tZ$2*Sx*$QNj-!BzI94r>Np09CNb&k`8LU9;V4J$rOEwy6sF z#Vgyh)Qg=$%%mexyrN)s>HKink$)sPC0;5Nux%!TVSVa&P9x^>&$HFb1&s+l}e$%P{-uxKxenFM3clH;_|MfND-SVsj?mj01rD#i?>_ zne8&cc$Ot4`&zc(yqAZXY@n{Q7!D1=Ui^E{%3c^Zl42|^OPF)Fva)D~)ZuQ1=qe7V2v(nPtXCj%(wKUrWtp zjEG!S=Ce)hmw7-Csa`#JLth`*hRlACD9Tw3+N7%95JKhb#F4Jr)<7}RD`Z3^} zX?CNQ1E7w;bWNwDsOBATjRdyJ`jzqQooJ)gsG?4}V53v-2P=xGo5fvo`;YmV>6WOJ zQ4VH)9KX3P21+I@(np3*@eIwTQ;SiF!Zoc&~fp512kVn^NG(F&aNsdij)MVq`H|^ys4v3l5YzhegdaQ0ZN0J;~QYD6`By? z5sGqmhft4*3`=_1sv)`Hx)w{1KH-^+U z!85P5I=yR}F7daL$4yEw@#Y(0{4$#Q_H$HzJ(<9#8p()=1*DdEkB^#@VEdwrZbEjj zDz-T6aJ2M9gP(8HvE{BYLp$Iw&6Efl6sd{TfV&hwh0o}Ayc;$oY@d0La%&Lqx?A4j z0|nAs*5&YTm`T&#hhPvy<%yRm&f`6{re=^410_aX1@uIo(KB;z z*L^KkeUgUH7s+5PX*_Tk)dFG*W6g(>y)eZudaM-zaqnOKC-ib&JDs%p!JcK zMAiuzOgjthBBxExFSOKl-jQKAflZ<5JC-WL%HaQCp=w&R^Tbo;q-ZkUE9#R^fh#5qDnX$Tr0YB$k*_%+^c8$w=I#RdI^>6g|)S z^)HxW@1${)(1w@UH#LCkt-}?te8Wih!J(({`Uw@$ z=*&Oyo3cR!>of1HVg%p%Y{8#utbDoQSr|w({RF3(o@GZI+Zs;H6REUdD2SfOj+AUF zi)laXOE{1UQ+H=Etn88)^gZ!uVdKFTshCQ1SS?2VRm0P5I>rT&Nc>cT_spQ0ap7{F zbjPT&kx}Q&7)ND!O5xTO+_TIgLe!vTwl)vWQaw(w^G`e@%mM=ne`B(IEqIeLvuxl!%J_{doY`QOb@SoyP z=vU8!aIx}B3aWx1{dHbo7O z=WLDcop(~puh^P#WdrL*vaP0~hUDC}{#3mUV^T&vA(9@>QK&kNCSZZ6nM9@T8NQC8 zbs!DkexENLjE2|_ikXJzJDTg;BkXN-tWCbeG6$wksywYM@uH7&kVL5g8@Y*UGs}A{ zh*&s%r8}4PeQ0&(&HIwj<=Z|1p;XMUCrXbYbVje^UCZCHdYb=9!p%#kUnO~~qneU%nBrgpPg|Hems1<9^Dzvz zz5k*|sEMWJF1^{uy(O2**UCVh5S*E-v&7WS>JtJ^)}r+HBa}8HVSG#|hE^%+hW9`F zQan7%?KSLC%eV4W#Ab#AD2Z1D_qjrJ1d17<};-i)3>Q*PqMVaNeHF8n&CmceT z8SF8Q{5hWOy1UY;qIZeO;K&B4F#lz4_}kcm*VCHhEvPipN_G~=D3^>KE_E!%KqzU6 zOKQE*L+W!-~Z28mwO}`f#GMHl$ z_KAziTs*9|vZ7z_io!_aHy?fg8u;-!I!QU}RTe6r+Vai}llybbC+ zw5GvY+uu>o18@tA!nJaRn!+@w_36F6Ik&ziNLdsYML3j%2x~3FjBNipP%w&&wJj;} z+@LnK-%>5fQUiL4)&Nv?NRp&}z{P)xPUpWSOVY}}p=~?|fT>;#~y2Qf^@3a4YI@`x9g-W5+3_`eKpE%(JHKjMm zS-4*g-F!I%s4k(NKHZ-tAwVYiIK%uT=ZbwVinc0am(w&jORekOhI2xjgZNdIgrsa+ zIQ4$-RB|ZOu)XId(jy%I=8YO*;3h96uGy&OJqKvCY}^!pPqeR`UP%1~S`oiWK^TIQ zGm#8)OJ{#YHzL-W_==$RUb?|JLK#T<1?MvG7XcC%zeHto)jLL68&^4Yb0LRANXX=r zru_O`Rbo)BEcvOTRt(02&iQHfVA{e1nbFCiihVjc8a+i04XxZqg%OGEJ=_vTA(Z>w zKpa^7SdmRTQ^)j;U&J;bNLlaL%D2rF?d;sy0-vkrj4>2=r;`fFS5^cDq*US>Bj5w# z`hqPRw$lV{kz*#8z)6xdp4L*Y)_l7nNJ$$Rbx>@YoN;}uz_rH7Itc~pjy{@#vTbj zYC0x);!NTZM~-=|KganuW|n7bvBFrDhT;M)q&+`lFodxBh9EL@o2wxT@|1K0il|km z%S>>GTn?6a!j)`C!o*vG&oHazEn8^wG)xVp!D3a^>aA#3f0PR(2`oCds@t#^KYxfz z1wv(LSva3lP$0JzaaqyAZA!A6(ZS2ztb&LY;zV~xL*=w$a%2p*P z$vTp3V`R!cp_tl2!JyX52iqJM+J|@o+Ey&vA8g7!0C5|?>;0pY0&>fAs*hqFjHA-F zN_kk9(gA!*b1vAslm%?Ws0;a6I%Uh@`_|go$+4Yi-UB3;Mof8HyHB4SEPofEFrHHI zWsrC#j$>)7vDTxB_BiKTE>2V6>gv`swL@DFi54E^`p^i`^6BPF(t#Ae)o`t5j-VV(m;Y|1T6)Q+38{_ z-^1;xmO>)76ORD~AqVQXs?%wiXww#|b5d4B1n>!VG@-fSl}7@-Z^bzTM7=EQ*RcMM z*KIQf+FwQc_>H^+4!_ zeBVcErZwHQ!0Z$8CdXtaP*U{AXYgivDvxR4A^E~OAzH|y}i7pYI&EpxV zM@OorcjTc~CCd*7L|91P%1k_V04CeF)~KsK)?AkBiUNr67A6flD7FnwTQ=!V^q&p? zgLr`NVILFO$jsaCGRiTHOAw$we0n&Ae)QIsQi$nvc)7CLLkM<3V5IY5a@5VdQR^MV z)X(}YutR!0))Z3X{(cmzw=-f7W=V&pCmbX9Mu$p6kC2S(3z@-43*M?ZHT_O6Y@~31 zp2>_hXx57P8T{~P1~-+NS{1M|V|19BQ5r;AFeI z30cj%#gER%++lXj6SG@ljCr(I5}>qQJzGxOob(ndboF1HN@n1 zG3wsP6{nbBEcbKc{9lCK18^i?-!JgkcCs61<78snwr$(m*tTtNY}>ZAvF+UapXa`B zJy&(7x@OL)?&^-3Dv~!vcZL1}E z{kE;0Y;-DAs4pcOtlUNvXRdgPsT7T7&=m$G@>NXN2vG_om=m9XICpVfU~{9Y=rIf# z9b!bDHTeYD$K|f9r5ebVEmz!1Tu=&Uz5NR!Hg3Wv{nJ4A+eJ(73dE zB@q3$?JF=O=Q*s!>f->SVrYm|lyEL&*AWHqV*K>rTY=|huSBMKP}W9j5BNu!!r3*oHO1wr*{l;8M3 zT}=1&0%rY>D{`HmC>7m#9Oxnbb9Gyb_nPjaJfF)8PkjyPO9|3_!EB?Z4bU+p1ee;L z$3fMa&vY=Wh?bY&2}BOYApUN9)?>E(#H$5t1g9be0r@Y>dy|; z-o$k{$R>G+G+>-VIuF0t>dNG(VFZ~}ce3SYcb?0L?ocbIw?_N(BG{A1JI#J$nOBFi zHAb;CFkby2)U*u+l>OG7=0>UzREN~x&sg>pRo}e!maa8nu^)qlq#_X}`zgZ(-mpR( zDBju2?jzih&DdeDDz_VLJQ2rETPDUO)B zA2Z@tK+H(Ci!%a)q zZ#^Y50EE5aMaWkP(iF^88bU$spieOf0LC0{zjz@HMV z+lT9~PLnJztfpyyv?M?H-;^}uX3V#CwC^iZ^0+J1YXGG2zClKC9WqBuf`izVRUb?R z>MdoG(6fLQx-yicUJm~A+aSdorY824rHyI{ViD7=?c6#f2&TBh@`7P!@5^#KHqxB> z(v6UC9T~W=uCR9tcV2(h08L}1ovdz=to_ZM1fjeQKM~43EsLspg5+`g;g%qcdEeMH zd1Zq9w86mog=(7yOGiX8S~k}~k6$kCuro7vxTW=Yrb)9djYNP#AVVg;#&%H+C8JR{ ze%%OCUWnW$#>`A?SxAzz#>O$fnGjDzA8XFjdYjPRCtp30Eh?b>rpy*tHCl2is=FtO&E{DRPFeNvy7`h=nysOb zfz{--jpuc@1r%vB1Slg9_0Tcp_X_xY{~y?8D)y8eWUK_c%Y=SFV3hX69HDkenV>dC z57!IXyngrudcb~GDgP#uLB%LOgfJ=j^~PdT@Jhelh^OvAQHDz`%JCqHR8#+t zIH+p29k?sZBq;$=glyixp(FfDzBv$qO0M4xXiy&a^pfCi;ZZGYIx>@m!>O;tVE)`N z&N#-iAY*IYof|*=iA6N5;w@y{gLLa_i{HJ)R303YpC#jZ0HxV4*)k*=3rr&#Dk_+= z_}in7%;j%lbO5ANs!0HlUq; z&xb$^t|`AdKP<|3neo6wXd`%wT)k|%vWG}TE!O>8^AcQ}mo9zV1){x~n;G*aQBF@(4QuQ!Wty{QWiRcb3Vv z|IWN=E&<#{Px;zmf0;D`}FCBIrDSyF9W!})pCK z@qbfXrYIMS01?eQFJ_Vt8VX?FHuq;NkKeq)Xej)fa;aPE+vIfJzYj7w0IalOan z#x9X|efTe#R(dHJmUc;8P$UE2xUDd<8f(it;2eP|-MP1{a+9|DR`5_Xp?)2+^ts>oox*uMqd`S zhBG_3(_06`_(d-{^ZuB*Ff+z2m5@J8n_-TJD2lL>Huv>4bMW+;6eZ}j9$6`56LnOr zrvNam1yqJ*TBCUP-%8!8z?cqNYhX#_Z2!`g2#DVx-F@-T8r$&xxtCj#_{{PbJ0w-C zwu$KI4>7#MH0oUx;z_y%idVv{`QGzQ4#U5poG!9Z=;l73m^rf2?mARHu$yy=esP7~ z4QO_t_^UOvZtqMpvsGD*ZBrlbVzW@G?dmyq&gY7$3557v-|k`4q?ez{5+WwGUqx16?&($!ZHskaW89K1;NG2U z`iKV>QJ|}Z-5PYLVm8LkP2!EUPx|(l@+L`P+2l~61px_3_dKeb(5uvyedumRDm?-V z_!yGtHw9aq{*eF@Ro$l-vL1EILjRvX4oXrhafh>U*mIqKqn}#o1n(}~soxRaS{r?x zbeKzhYW5%?Fj^v2m|ptp2HB^gf6MHYeup98#7S6rVFxYXu{to5lvfz!@@2@x(ni7yKR)N?@p^y!84|d~L z`7VF^zT8^e65SpA9iOJ+h>Z=D>MyZi1Tvkci;7l@n!$9SZ6WFv^(LeEqi07cXUCd) z+0(cWJ5Ubyy^!1{@6btu<>+j~RF}f%%u{$!@k+-J#uZ!M#BiC^T_0JhJ2k<5>AB{Gc$ae;6+1~)QZYTCT$hhR7otHj z%;pygfcwkU4++B2j*OxiBqxf-B;MLCVDh0(!NQ_?)w2p5tQ-L``bX6u{x`w`8!0od z@QoP%kMkj0cgJ;oHf)Y|a(E5C9oFQwPs$H&tLz|J*`I_KyIa1uc(JV7`ryXFQ^U^} zUIskMm=3mjvS4DXc=G-ZFn9G$hjGGl7dCU7h`?hPcZ9zr-r(Y#z71wv^GUF* zOF(A6P=3y-r@rbL*XHNAjA{X*xOnb+v0)84Q%ykeu3&ewyRYXvPa57}lpv5g8*>J( zp4BYyKBWU@i%Sb0d9GARC#K*(9A+O%7!9XxRy!d!wU=D9rr6G$u5DP`b-n10@5}sV2yf( zyE~iPe%{BP`UvFs)l$Ed`+@#+&qhq%g;33 zg(0fJK|CW)4`phsTRiMUE_%SXD!}_RC>9CwH}(3Jo=S>90xd-K2qn>IbrRDBtoD?x zATNr0I1-A#+*D?$-$JI4WN?6qIRyTX{c7!r ztj*H~=j+5;ze^`)MdL)SSYCAjv~@0<*=7XLEu9?#UiHo@bcPAv0cIFl)S*qDanA$)R=A_->6hpmT29e zR>oqh7?#^tVYxcXYAaCVzXsTq*Hb?3Qa~HfIc}hG3Fp&2DoG&(MW>gJOUKkwsO`vc zic-k2skC84OV7%+ipPR zmdd!|2F~^GH)ra+G&o7C$#$Gdx{X!IJx-y~i3wOERuuk0VrDJAH%u3m(Qe9 ziG>G9f3fW*$_!gfHu@s8@Jsi;9==;X=u8Rm#>$fxYjmsXqm0LH>x<|&F0x<~N^jO2 z&c`Rx4Hz)7KKcczmAT-FWEaAl1%#|^t8*EzS_w)GrPN}o9q_OsKOfHobHPWO^$sNb z;Xoo4tnApoRCWb0^$QHv9LU_ZRjOkwza`Ss2s9&}J3zzauSJGflBF(dN^Y}PW3~3x zcuw~~W+|Hr5p@?52q72lcNDNZ)LKMff5e+URCKix;4QQx$ z`}w7Vi!N7yI`g4BUR`L0U789*4&kKW2M^hnZejt{OU|~Sp3i@?oF%R{qp;KBO!d1= zn!{;A87@Eob)tMApn=mfpwbWX#FcOqNcVsoz+F(gIi-2jP@ccZ>BRNdAuGX|+=!nE1~1)8UJ zJ7GhzKo5MkH;>$QbkqAc84q6)6lxwEKdzv9eWeagJd+DP5=}9MO~DPG`^(Q%yc!g0 zW^@#itKxFcD0q&@W-)HOa-qQT+MUD9gp$^exYz_b%Z7TSg6%ydq2!H8lb5!XX~p-C42OlvIIg{ zXTJ`p*_}hRA9%(#ze8mhBmy)_>VvsiuF~fE3Q(D@)(AX$fuWDLQ~SSg+-eXi8#&Gg z3je~lkrl+l8f3=q%O^y^Pdr_$Ns-CLnY^#PNs|P@93#M(E&laMRXIamonQ_4;zj^@ z?&rJhS0u=2J7)$V;KfBE2WxNqQqxrVF@JeVK)*0lNy=%XE+#-j8n7I=0?i@v@-@1B zLmta8+r7X_{_{!yi%UOBgpU$QM{z;F$Bjfa!l7`Hm~MkJqpf$k$~U^9bdriMy_tYT z#Y!x*XPXxl1?$G*<2~)Jgm!_ISVI-es1;)N;Hr{TS?dmq9X3m+^*p*Ba~=fHIFU|BmN#jh75q-4jNZ;hmsu>XLVW;3sB-8U~aJwAAEr zG^Vx>SS`p+7$JPP4&;X#GH&8siY%cjVG_0m!$$g+Yv+0Nr57B}VV<+2 zHtaeHk65D3wLgxrxn0B&ClFfPy9`8ohzTG$_z=8uTkPc3vD|T{ro*_8StyHnDLMZR zn@1@hHWiv09dU^k=7HW5__ zu~lwWLc^n3tMy)Rt+5-^W*AJ8j^(h(%8?ovD3U6A%Afm*Cc=oulsbN_zr{nf=4@{a za(;xgok{!c1r1!D$=XYC5MqFg9yy{;gdD#R$qvFQpY`Q8gkO){MpP`vlZ}wV{G43a zb!mie4d5T~c$B54Yb%b!S_!IKOL(E14gH%5QPBW)9xiyf`C5G^F!k8pS$&t4@T$@> za@0}u##}p&wl8SqjvaI&&fh9GyXeyIV`E(z@;5aziyMqYizPd18QYwak+};9>N$Q z_C^MCAB#e-%f)Zh$e=F?Vtz<|ecfP95Kb1djwaHo_~S=WG&QYf=o-XUnOo?C zK^SB*&J)t~u5H1eHUl=?zHX5PnUMfXd%QoH{!nv>(Z2q1q+7yD4DitjU%M-o$WiYD z*C~V`0)ch=S7*R_f-gbBX#lCg|9i3=_uLnv)7MN5UMm*UKBln4V^PIzbW%Y z%~390KNl;llvZkDDe&T#EtoePS4K_k$xwcIEU1gs5$OWUKg0B^%OeDep3$nsepI2T8 ztwsn(&~Sb=YB;&BN2zwcp|AOX(SaTN?I)>yEuOx-*7;wF;`>D0*3F$r?xCtPBY+dJ z>$JZ&pR$rNRKU(K3u2D=>2XJvlN$b(B4wXdv6B`R{UG=pX}B6o^F#Bipjj!4)h zef2p+&86g>Jgisiz(T5J#^yyW^4zEy4?jjtkCgMYPwt~kz2@*YO(oCzqLTs%sLhv) znP2UwwPk>EbI>)>tq-Gk{kMZT;4Mqsw!oBRoT;$!M36CA17ji54#$$EOGshs)_iC? zRGZdc1@YZ?&F|i$0%TG+$dv8LVCoZehHZ9WdUZMtWh?{Pc79#P)3HRlYqq8IL0QTH z#4QfSnM#pT3^C@HE3l$9`Btnmy7tR9*sZXeO``6DFayu%#-0LpCF0%8p*($@ZhHQ%+N;I-QkUeSHei=6;Ow zqlB*@(`|neT-V2la`KfH2EV*gl&YlFV{mMj474GjHLT@aYU{k+);#u!X+g{bHA&P{ zA=O0wf$nIHv|iK=di(7xI{;#^9ZZ*Ie2mAOSjq9=`l<+)g@Ta`-K)b7MmsZQe|{$% zuYSy57p+G#Dd&jvse&;;mxe70dyqdwVL_GkbbSFr+6?!SLczBgHI9Ih_(t1xsD7@> zJi|+!S2$pGPG2Td?T#LZg6yq}8M<;<6DpL1L*CS-O<&Ic7M#yUPbfy^N=8OTJq9){ zW|$z9yPwt$G+k+}n`bU&cA2ol3$Z>~HQqvghU0Syisgx}!Y=UEt17OE%2oo`Ec5(1 zFs}TB=QlENS|VQWQ6CfWb?p;kA(Ufvq*93}QH(E*KRn0p8}R`S+J-zEy*wM3;0A5)CXRBWT_r{HR^U~WG;z9S&IkP z`LR7HZDm^IdbY!iu#zcs<)MyxXbO?iDy8i#D)^?L6<$J^Ze3 ze2t?Ff9s_7He|lT_ay2B5Q6xr9=|90%ghgCe@Fxry=#Zt)2w>|w`U$+Xkb|p$*mGm zJ&;N+Yz`b)vyk`jH$Mizo7&$z5ST${!!=_1QGgaNj|gqvS6 z_N;l}-jedaW{oE|jT6edV;WQu$-Pp3USOH@;2KRQ!1Uynqsev$i-|OZp=T|V)))+~ zw2i8)U0r~Bo;WJ{U?5mWoX7GN+u(` zCA9^E4_2uus`SvLZ8Tw!0#0p^v*8`N=^fG3Z|;r_M_;_1!EoU$fTGIW%I>O?*=}?U%UcWwY47*ET#e~(sY zFQYE*6YxClmn(|?o*h4PUmz0pa2fSPGo;8Iiu?MiwJW9@mPfiHwbTSZVnDD-q1!=$ z$^@p`n0~U*5WYn1m_kdZdzBerRGt5d%)5HgO)sf}qIb_(?Om}fP({qy{XC-SF|af_ ziH|BR=xRN%d2yd!*a3H(O3WoaadY{TsW$Oibj%^>$0@2)U_*tbYwQWl;CbfXHQbIX zD^!u`(X=)cxXr-B^7q4>raMMhG`U=GUqQgSc+G=&&Wg47XMmmhOu4k-UPeXRWck|FBHOJrS0aL;$_!?V_oJQ{ z9; zV1knHnK&6lAfa|L_$A3S?VS)}R=FH!+~Iy2G*x1I_`-c)%p3i;lkE|){HP4t##j^# z3Pe=@liN5Br#VHj{(D_U-jA4v@Xl`x+3;}=>xU5ad<=x1hsajWlh})|6*ghFmxL9R zyEpxgEmd}!7W{)Rk^6PPLhec`K5h+#Q#-*chG>Ud9*pS+qqi14;4~d)m>jNj?=c$q zP9Kcx=W-m@;WbR~3bZ9}Z%JiFkCsOe7LBXO%x~q@Sx4-_DkZJ-IHG(6T~N-wSbsa+ z){Y6O^%q&@SH+{e#bInhwhzqC88$#{C`l+ea7}w8-Y8DbtI3Q_rpUl#6Ll*|7z1yK zXu=V>0MYnTa}ZLTZS9ace1bC;7<utthZSuNJI7hj zCG(5rhPuy9WhP&dDK2-V+*&qmco7n$=C+`#fi_t5wzQhtwd`|NDyNly{f!0OFCN)l;A`Ek}j4k+q4h6K;{LL;D; zQ(CpY#-54i$=BxnpcW~@TFDIge#KqKX#Bo==c1f7cvp)}3s38&CkZ{s1$lrFc*#3i zd+w}Ge)htSC>_x1f@%A`t_Gqx1q{=SCPVX87poDxH`EJ<;XLONoesW$d`f@1Dc=4C z{R}fwt(8}UWy%ft0t(_O0=Da*_XB|i+w)cMf$oNo6r$%S{v9t-;~~q@(x=M@FwZ7q zQR}L`!7gxRm2rgj<1Z`SH3eNG#G6?B`9iCtRDO%Ox!@CD8asQ-`VLn}%Td4;q5$ zpIv;1AuAd?5s(A;0RjL)fY3J(Ap#Huh%x#PTwgB7zuE+MfZwIi`cQCg3R~`Rq{kw{9>%!dD2w-RB?D%b3*gM-g z8GrBiUt9fG=ieLttM~8bKk|j6v7wXsclD0O*5?2I9FE2=-*q^ey8#@n^c~Hp`Kj{p5R=V%E|MU0;I?Sz{j2#F7B3AlN#zMx1wnoMTI)^B;qC2Ue?PKIkc%ZLVGB+Cl=4MEcqD+p5HZp5&Fm38)iNFrU{lzznc8~nJ+dDB4zy}-)wg#HTi!ljAnhoSmFrqd& zk30gB%kueyoV~>tODa;EC)w{2L*vQa0^&V5iH?p=Y zDxf_g3cY7#3yz?ld>Ts5&hCp&1Gp6T9GH|((ooaUH-P>BU^D2vNmQJjot*4G|L6!Q zFE0E#0X86lvDgF3h2Z8>&{n?qqspB7A^L@J4+P#A^U!_j#rBE*kDHPIkDJkVzswD! z24ur$idoS;_9<$ch@S=g+1wZ-=V%Jq-VF;>O2bbeszXZZ>gp;2tBQ$K5Ks?ZP;jyR zQKqiZ3bcWnX$^$0YMM)PZEK))G0AfbrVjFzwDU(Actkx7J^4Xd4ITm$KkzcS`10$%Iey=iu)C)V)>b@2Jf$$Kl8eZS9WF-pTImrm}#} zh$PsNzq;6dK#o+JJGz_g?~SG^k3Q=M!f1uR29y`E4tN4hrwOjEd!xCDM?mkJpLAb@ z1`gbSHzs}pVc;PE-Gzt^UQ7z%o}cryx$r+n@X%KvX7eFTWlMd9)5f zb*8=OPGq!lFqExpvbTa14StTl^#@*ev%nHS^}qpf0Q=$xU8uH1f z5mxV&sG{;#IO+0hc4FIR@39!cMCB0!NCiR0x3<2%mJH-B1WApZ4QPuRKb-~CyT|AeaRfvU z-h03B7S@5)-@Ng6 zLXTv`x8eQn?UOG};P5Z*KVPArw}ZX?8GaXr7IZZq%seYREGPRAZeCwBOZU2<*H@rV zgb`muKGOK#&H^x#@N?s_-WaAq))Jb^A(;-HHiC3-znexFap|uFpa&|)wtt)j+YmT% zC9D;cSYh>J0o*tXUk&h4$E`0E74FQT889`-cr28U*B*6gRXmujjdpzI6{fP;u#A9kcWd_&#`%~#owkkLipYV!s~6IxQ+!AqqY&7`4iUoi z96YfXxHj`9vct+jn*vE#?oUdI89rM)foBB*#`>Piwi`k}y2BNnt3qVU=7$OcxELUa z5YRUW?DE83PsXP2bk&e;-}*y+{uJTLmU5G5@9q#6ykv2gOpIzL87@3flyY}iSO0zz zgOX9d_UleT)CI_i5Nb|~^oW9mg2y;v>j-J7+VEY><^%*-@ar}U;Z{)#SHJJU;up+x zdT+dSh2LqU_Fiu}B&$wm`sRf%uTc}YOi?s2%6w~^KHQZtz){qzU*JSW`PtCzx5~m! zP@OH6U4T4#hjios#?>2wGPOkvp@GRw>)7>GsG?mt@6k1lmFXf=*r8z^hGLCXvSuZ- z_NY1Qb#diK*5!(&5DT0WVst0b1)XMR$KOhoZWr8ZLCcfOYXOdffi>Y>-Z87r6W#PyXN7s!?=yK1&rq1!tJN4?!L9H;%Z(b5gp#UMc?V8pvx z8p1Y8lAntw=fqgdu$K&CVXbq*aIu87A6-t+<$Ujuh1+WQm$qHtf+5o8Qn_&;SeMvw z)~1MiB|eMC2U8?}m!oaJqYcQDSkhVt-Ux5e>K+&!#?N(?_PfiTAiOP0m*5Jtwb_Vg z(+g&pFNRJV0%7+)f~RGJLR9GCnpyY`Lw3l{G4rm9--44I-T3R{_stpfRmNo>!M7Nh zU?8<9ucK*mW+hdU?oYS$Oz?0JA9inWz)i{HW6m6qqV`>S+bw_6oQD|p=Gb7Z$T*Ub zdPgUq))8gv-Y99Jr_@TQX&=e`!9O2|AIxqe17hu)VW0U{LJ*0 zLNZsR9%5AGs+rTrQxDFF@1C1!*;;xZ@Iy<#r@p7o;{d@PO9?Fb-tL zA8LJqW5on#%DQ}-U?JL+RKrA0oD@|`{%gvy5ctN;CgjbDjeTP2!nz7r2g7opdQH!- z36l>7F@>ith$fu%C8_g8a2|p#&GP1H?(o#&^Jra{8>TXbW-m6?4fkGp5^}20IFsRB z#RO@_Bdi`39Tad7?U6901?9=j>fG?h%caie9rY$Ci!)q z*nFXvatu4=#9`~{jx^qEd&@G3WJHvie(Z&6KIWm<0G{PK4H1$4@YiEBa-Mr=-#d2f z9eomVGI3VX>6S{Ew&W+YJmq&r#bxL$>%*)glD=lqgQpaa_QxTlm>W^k9?m35Y@=~m zZMoj<>&(#D2q~f;GhUe57Al2?3eC(efu+X-sm`%KRPsMnJmd!-!{KMawQ?I= zEl}jof0%hC6o()mm?sTw`wmVZ&-MEog@ZtDUXdBVHqSpNRHBrk`Clfv%KOy3O1p`- zWGeR1ps5-(3-;eS@1ShPjJH~X!2Dh196`qreeABhVSY3WE`4%w?p6GWtF_nS?uEP5 zbYRz-w~rI86H54O2xYFRmB!V7CXz8u;0k;ix5#fFwL=hs%-zVy+dm%5*63w6SeSFOgitVJyDC4!0wq(-O)I1;JrtLNy zEF2*not|j{CoPF+EwY$fI6O|DCVmR0R1{OFSfQ7CdlL?t1?X^AO$v5vA{ zmpX56&iW-nYyyj~1~_M1yimFygHwSr^?8U0KKP!Yh|Jf-Al!Oe@2mCY?^;NyJ6Td+ zR)ARBNvkl{yL9C^AoZgTiKA1aDos| zy`#iu3WbZ~a2)&94n&z)hGe|zun*wfTmSRDOYJU~Nj4FTx16EQxDw)ux2^_{;=-1k zd#LV7EedJkd@HW~6}Vrr3vJOjX8i%C(*J>$JL+H^?CvU&c&R ze{QZ!L|0$(^auv_lNnFx2(*K)fHE+h@`QPL7GTo1^`bHMJ;*5@u-)NPmXZlnEi;d> zXUtT65Uf}jmA;fF_fvHL!ulPZ27)C{i#tBXcDdh2k2ta{)L(=|;|HiQ2~>|~BfW#K zv+v$8PEdSTsPTnGy)Z1RtFOSWz5Xh<6Mddkt8SjD1O=_rB za?WP&+b_uuuysG+c@2A`cqQSRyP4SyEo|8)Q*(I8Z2e0#IP-bqnTx|LkRCui{LSW;+CSY`m)-iaxx=B2_U=EWEGE3(NA@ z3I&Hif4rJ1hvN)C8@sM7@UFujLXc&sO8!<74?)=X&=pZ_b}pe`Dx_^7YY&WY0uNv2 zOo@T$y&=^8NkA*SGq|sG)0~irFLA|!NG8ce9#K3hJ%b}~MQqf;EJyV&k8_oismg(i z{Qs;M6+$g=w`BUSk_iD`<_0HZ@)xTO)uK8q9G1J*d z2*W6ma|5n|YjHc~(G08JSaeWWa7|1^ zRBg#T#Fvb9i~`>mPj3&58tk)>b!00VZl{PNFKRXm7w_;74;IHIPhIr~E`Ncp(iO=h zp;5!%H}=9;2Tbc)FVGj)) z&eq)Fv2+F!-F^Fy9BSG~!cM?$vB4&bq|`MwlRHt}ququ?t9ZvIk3DwR;O}}=+8TXYUF)QuyzGKcQ45sel(e8g=`!MndFaorjfG2%PS2I z^jI&^w&h$5+vM+wdeK2cta-?S4_5+r`@@RTLtj`r2Pr<5zu|-$Kncj?>GZ3w#per2 zmGs_*H8+Y)O);3?2nEKi^#I+w#nPtD-VA}qx!gtHS~dgqBF@v9<1A}|b>I3np4 z)BCtII!arVRt0SLdBv=#xIr2<48|g4_c{sP^+D~ePHm)1OR7%d6aQ%;pr#U&a}e@C z)D%m&y(~_Q*bGH{{&BV_hd9cf!71tzbZ&%QZ{M**tDqh1lLKJ{E=6^psI}IgU5UWs z(&Bi!mw}Uuh&iFn1^<%$a{njcFN!WYekx8y&Maf`wU;p0=;vfxE6YO0+0Q2YfqHE3YG}VUOjP?Bq~M5Wv(UbX){g_D#)0@E<^$EDB_YkvKeF? zN@8;gzdM9DqbOPO){%t)Dj$4^@f0k%0U z%?f5gKE!#?-BwIKKsn;JLQCSc=)P+NNH;-SEH8uFBv4o_p!RIvbDaP&@A#ORgjCA8 z`*N#!BR?|F0TBi+4k9CHnRB=4gQhkdbrRR`5DWlqKfPvYzWAx~a%%2^c+C45P$j!2 z?hnso6Ngn0;y5$6M_PLC9*8hWZrD|bES(T=(NAUG2m^^-9NL*|5l&n=;j$cnqYI{c zkF(X$DI$(LdGnlDNq`PswzD!pov2oee#CPq*H7>Obs>%Ck#JSM3Dzv30^)7@89~2u zQ=t@nFyZ~1%gF{P(_$SAIUDfNYq()vkUS#SYB0Y};P5z!Gqbre1TA9>=4S<8pPSf)!*6 zTzo|h!%#Zxq?{w``iJh`?xbzjgIm1q@#c!1|irPszl)a1z z5?z`z)-kNR=mnzp*UCdc>)aXOc*Kt^^Zf7`2_p4wMc9w1mO~ryvrMWQwW!5%DuCi_ z9qd+v8BO_kEljVCm|R`tpzgz0$&jCDxS8{_7avyz{zWa_^c6K!r5j=%uUp`ixdh|} zJi5dRR-e$sSSx2o_weKaKQYA{m_VdBSL4s2wulEIB9YevhkpI~7@_7Ed6)ps0kw_S zk|(8QQtvjVI$W_Lqex9DXT5M0GYuX=3L2&-6D>h{5`U+rp6*yV`@Q$LnVHyG-;VMY zC49^|{Bo2Xv6-Gr%Ak#buz!yuxtqrfiuH+#`6SbgW9-o8emPOkc~!*kA| z?lY73Wt(-XL3`eta&=%xx2ZC%@W<;pIjMF3BK7Vtmw&~wfD?IBImwSQg5T>3*V3u+ z`kvn`NfCd_Zb+Fm;JJhgpZ)&(ERmU1NZd22^?0~RD#n-h2tqGtj8~@Grta;qIaixB z;f~yW`|%lo4hl=fX4t2k?xWP7*n%9RA4DC_0Uzf4tm8vA&ss_peNY zfm_3>Cd&STev75Uyyo=7h|xIw00JJ3xU9lx>ESQD>s0DVQzQ#ZmPMUU75<w6d3Tx2W0FIrYQ#ZfrJh=J|?j954_(|`1edW}D+39AW1R*FllDKIHz=Y4O5-n{T8 zN47Vp2?7yvI7mC5^_-F zVAzU^hj^ST+#WWrKJ-<|6PVK`protInanJ=k!NyD9KKTOgkBvL-s(|?g$zp@*#^VG zD>n%(`>wLAJBAJp<5J1u8_P?$n$oVAKeQrWT#ywgoHPNxwab2P$bn%E<)N{-Ztt zzTWdep~|Fp4nwGMq1a(j5vOXuHBPObk7WL{SG!QtA4E(V8mey!H22mpYL}Jm*P;X) z23vp)y$dw^Xo&Pn@c`dwW<~1z^d~_JVR{|L4cW_5*z8Rj(5g{wS8U97BzhjN$lK%x zR*HfoCTCsD{&A*vP#lUA>gGp|3-N2|H0Tj1&I=LYlCjv zwz1o`_HNs@ZQHhO+qP}nwvE5PGjZlWgNT`%jL5Zasw(oLA~W)N=|@o%^%;dMe$a}P4~f8U6}%@6}9gZ;P{LrCW|Yxb7?-JlP|`P<;BWYPSs(4 zsITh@>~FMK>I!1yGFdA|P-%?TqeXC2d)Y-vp(vi`S2IHMqHw_^s z4FMTG4atrw&QBfU@KqJ#G7^6(T&kYgbR@?L#pO7+Z)|+x+h!L#^bT#!RASSt)MHu= z1Rb&rZoB8-W0k%AWYNyaF|~tV2XynNO2z!344a1;dIJAcw6KIXqi@bP((qedr7&2F zF*axOrjz%WSQ0LxW%$BJMv1X*N?c+>@lN4TE(93xL|Cs$^&%EGRl_(bVDhce?7nWzSnkBLIM>I1O(>BjFC*`Vna>)D_ye@JfrK-V`R99h5%}mC0cxl0 z7Jv7+ zNVC83fPI_ZzQ?`#p6M8t6IVZ8-!*YoW z=jL3?(Im{=rc#X`6aQiobQPY32G0R#Ia~aD|J<_!6lynK%ejo>^jP$i(F+BsCJe`^ zK#}#*Av}yXed-fGqSXi8leXLiQwC0hKU+HBlzu40tjmFGIqo7aKA))!hkR+&djk=$ z`^cWRH6cFM1UwNRn-5&50F9HNRF*vHsw6QF)5U9q)}?MsEJINWk>>9av+bIg7SBQh zSrr#U92%mYh4QAPCJ!=>TifcCil!s1=ASSebpu^wcN`uv?6T375AAQow-87_1vB^d zX0b2bplCXPOZ&h)Rr>Z5TQ!F*(QbPWLLPYQ+vR$1MJkKz*$LwYLUV#;diE#GTPik%HeHLTi;M2)9%rMo&!G85r8G}B9UF0a_7`mGysb6JG9F*Y*)2%} zrePApmN21dS}^P4x4I0|snOm!4T0t)TbbS;e~Uj+Q)Ea*?_ps5qhonYg%95-cso0wO%c;t9Uk2-$EvRdf`AoqBwpaUAqVz$93hMZX)M5QVtWiy#w0HL&|bO7VRsALOf`0*{FV zTB2a7h@YwA`e`ttm&maQWlv#6;g@K7dRsZU_vK*Thmu@8WO5W&);h0{U{R8_OrPn6 zYu`e1xGiKPIW9WAp-j@imL!2WKJ;6=8sRu%EkZwtcZDMu zlkza~vlpFIr*+Diwy^e9mgCI{*L+6#k-poe0(maC?h7*C+VkDn&^!$RSI<2~03g|f zRT0hKqb9Y^{NzO9=m9qb2hUoy#pZvK@UWC~anT*Moq5*gXTFz-Fki?VE~2!UK%H9d z`_~pM)Wc&ZrMD}9KukI_{$3htS)4a0)a=f5)%|_urySlS3$KTWQ>~?*W)3Z6<@&X> zrYKBX3Rmk&mHQ8N7a7=TiCg{o+B*RRv`-zC%Uj$@AC~ZnS=2tEjU@Ggv4L-knb)WupFQ-eWy-08w+Y<9StO& zw{f3G1_=Xowag#^!E@!8BH3qg%5l4(IU| z2nP9x2wfi0oClNHYOb+RyAuXtdJ&Jia#-NK&&XMe8O#$5cy)nKCGXl$M07G=KA{h| z($i&jvh#zz1beyNvN+$u;$A&V(!Io|(uoZ;Aq4l2n_Nh8NVhrX#ozLO$mhWAg5sO2 z=fA&YhqW6~ctRS?ZJLHKyIlc`vp7O?;{#W6Y!H5bGC%@_$>woC?j0N8{pV{argxNK zH}{=X0`uHFsLw#e-*=G61nxZ-qwYf>;d*!?DKF~o)5U$d===+ScgYK^zYM z@ZJQwZxttMuGG5Zr%+=)B!3RxtPU467 zf%^XVKQgztyRRFk;k{L1X0Ib4#@dUPCFHFnmI-Lc{xWy<+s@+0b#^*AHQ8#9K4mu= zxzcc(*@^jrQ0I(+G*9FpKg7%GloTUTbZ>(2b%g%RXPP#yJR8Y#xJo4eNe(|YRcZE5 zw|wcvxTO_~!tcb>^?f#`OaeDO&uSA2flOJq;_0wQs0-@SLV8CgG3TB7x^xod#4nob zQ```!gjA_yNpsRX4qkDN$$Nl4N(~9KNpWawjeYA+A|65Ul84*`1YrgIp0Kv1mO2u? z%M)#r=zHM~VFQ}x8%ldMnad_vN9wa9erQU7ozMU@%#Cj_M!k~*yTK^`_V9)XV zxqP-wVNLTmYEvJ$G_5XYeN7~~Hj^0mp**p> z2(k20o@KKr;C;ZlOnFMp_VbM&7PNLpf}1)1awa>V&o(@P4(B(w>c3TSv##6kcOT)q z*J)4bb4-P7>xrewp+fKAqu$2o&hXl1N8i-GK<)9O<;4wDH?>_EDSgF9$pkg@$TR*h zI(yq!Vp=?)a`Q%~--a&Srz9jV$ZXT49LSWH8Tz4Al~>!C=($43(|+AjJUg^AM@7E> zCJAC+p0gUO(5R>f!x+8kusU)KodRy`pQUVpN_p)D5-Jj&nxZ5aqENW;ZUrv1C+|T7 z*|_)6Rj<(IrI|V#2+6f#QA4I}F9n1`VVAO0%*GaEG%Z$iZ;Fm6YddKfvpjAsV6|K@ z#-B;75LenZgzyt(l7E?6z~4{Rt{}AUH6K-p7TIhylYtLpnzn|uIc!$(jB~&9eY0*^ zu!*pAgxfJ*%s%I9uhx_I8eqp0`spK)bqMKex@IPIZf-&7BR3suuV$OB^Q+Yr_bbvG ztvxuSzj;@?o|!Vi)fM1LNR{Xz@c+q_Mq6oI{fpER6RaSb-w(x4TBwFy*BT7C>^cD} zB=L`McEM#l(BdQE*~elW{|Ryx{h#N{gu@%2m9r8_?Y7+1rl3IrWyxKa7aCK?7|8;* zGX_gT10^?7#=5@|Fb+;1dAwRq+>aPcMRYqwOM$UZ*Q9sGAWmjN@t4-2Z1oL~Cbrj^ z-PJVFg(lXi&dS?l>as2gJfl_ub*lF<0kp;7sS=P6&6|*e!kvM zskrN%i51mX%8SZUIKFpJE@!?o!dY#NeSt3PsCM!bC-b}i2v`R7sy9k^5D0hV$dn{} zgpdbc3tz#(hSk8LcVC{d)JBJxEXlPtlq%mMWPle3G6J%$HF@$5+x#e3_?_9BfI5zA zefmCWhEka|6I;snK7DZNV$EjVc_}pb>ap5vOXHKomNM-jd6!>=pz>FKIGkTKy7R$+ zi$b)3QswYIaSUS0tV*`gT$6s~?KL^o3~x#xs;T-cADsdbSCP1!VxUTULHeUDF0Y!-m+u zgS(6w6!34jDdBCXxG~h$jzIM;cVO=3kaiyR(&{H%Rbk;fGyBpMiM0T`CLwHZ`1x-~ zOCS2&STQHR^Cw4TgYz@bAbl079mv!A*FHx2>%O!3L%`vXjjSV=(4Bh_=(+cQF!PaU z(WbBL@`8^=IeW9Y3IfNK3Tg-9dHCQSKY{qMIEvn4KSHjG%ZUxpM|ofJgdZb3umx-M z=S^IkC{%F7`IPjR=Np7-uQp*Lei`iZnAdf`r$yXY%VKk*39YQb99Ks|MgWvAOY1^Y zDqG^*fMFp0%!K;pvj=er3JyeoRL9$Y+r9h%x5tl-VTEEY*tlMov9-=4YI)I;G1Bn` zO^-O%j9x!iyAOBES)nLb?V`{aG$|BXqPA9s)?aHq9PeTfA4m`Wz^M2OITc!7P+e`- zDRgUgC#8Dp9b<Lq!=H4ov6F(f;Y}I655Y<3g(fBh64xf#kKr zv{LWb0Z-{obf&65yrl&;iyP>@t@M)JKHyrs+2zp>|4^Urv9d*iN`Lda7Xn6FHJdDX zfi1$SEJ6Ary<5fhewAqXb)nbQau^=hQgQZY?a)=mK@Y4z8({z|8|mp zexp2C$}GKP&Yk~Y7Kmxq$knf%-QV|CYw@HnVC6&U_!Z;t9DYSsY*yxLEH%nT@tE_- z5_@(%ZHNypP0v8MtU`jenlODvAY~G7C4|FVk4(;ttwdScO*teSh=w(yuk+txBxaS1 zGZOV+m^%xUKCn#NrvfPT9a*l6WkmfPBxP8co>Sj+r(Z zKzF_d_(^h;g*q#!g52*{hXGDCO`kyQ$J&6N^1vNRx~Wq)UHS#^qhaEQ^`fJzBvqkX`1ltNZtWscoL0nTYs2ApqSN1(gId# zRL5WYfXc(8nCHmB!SMjP$(n!<}jzS}oezN@Ma z*uu=+@w*JA9k;<;opIb+xE``-08q{;Ix2I4y{zSQ$I?uRYg9X?v#gS_TQj=_=X=tq zrUVp+HnNo7*HXadTE?5^`bGL0@lS50^$3cy4{!TE+7ekP!Vh4rqQ5Kf(kvvw+OKwh z_noQRS0&-QXgUo;ZL2lC>f@TvFHl}>hXA*@OWciK_F2m;^1PKSpQfaLvO3km#fou( z3KWP#Ua_$I9CfvXgJ`1ILQ99#7s+?tB|0k5wDZM`?1yMHjj*Lq_VAQ{2*?YC%2~Ut z+!pT>Ib+>oiaPBSAzq$N5FglYrn>4WuRn}2v2*g$+)+s`kBmvYzLHpJiiBRc^XVfU z_i{cRW(L)!=YEL2a(`W^0qQ2TJ@_osk=zls%O_Rbwq^2ckotZgMd`c;pQ%PkNp$Z? zd0-uyH^mo7Q0#WnCganL-10HU3=pIbHZm04uK}9zHZ>S;W1T-gY~ed>oL@4Vlu(mS z)^)R_G|ahx`krj6_xHq(dfYKEElc8ofPhukHun;G;!!N(hacNNz|(E-=)>aS%BHyt zZsF3lZUXQ~SwOobTc&yOLQPnK{L90&(P>Z{UGGroQ1!v7CPvf1GFC`h%q&O}1 z4b1h=)D(tFtiz7cZ0e?hlfy}5P;o9Hg+RZ_Q#OP}fkjV-%>IaEeCx!_gBu|uL)ei0 zweugTuObH19X7n?gckYTy(T;ltl~TvmaF=qOSDUJpMm%xLZTVbUVX4D@9BAQ2T`;n zVly~noneqCiyl!u!x!*L+ve8Z=QFT9xt%-t{oXD*OSjYx0+CdEGxDggHj5alHO4FY zD`1D=HA(_rFg zV+j{Bye(Dt%OEDVOV%54?#*;>!Y zp3hY6X=PS%tnHp~cjk5>bU8j}d|Y3E7s^Bjya9$1kMXs7^BS-`MutKXeIs7Cj3H?N zMI=t6m*;gXM`%M&yW@YXnhEozYmkaT|k|ul`up3d3QfDTO)OjIeSaN{`b?!)rGK>Am(TT zYV49OB7xcm`#KXhSjHAX26-_?PbSu_ru(22N_~=bRl(>7?e&zPDz$o3>@X`aFo&eeP2y zGb}E4pA*}%=~Scu8AT;IHQV87;C1-RXE$Db7je6CI%Ajoe$w7?GNZLaO#Q8 zt;J%xxB3VsU|C@nhYzF0LQZGK=}T6U&xwT|mrX`3(G1cmj0)qqRDq46QIy$=>g!LefsX7 z;py`R8>^CjQ}HGz`?_QDjG=_GS}0JrIE*x=@gp;)Mbfr?p9%(Y=D|5|A@3GDv~{H- z@sYJ-%=kB?C)9X$Gn}p-#ROnh8s8xjC`2WxG5cii;y6o}t0UyI`QuAHVb0c`oLB{( zZo?)GOY8Cia1wakuF0T3y$^))TjMBAR7XjoHtv2$Z;fPwNih~@xq(WIH%kaG$d(Z_ zPJTxHS$6dblQi@PGX|OXqKp%lK4zX#Swp)%I>JALO7v_;xWj-QMIg3Z0n;j9yX=OF{Lxc#b(RD1!;jF*+ID#HljuG3AxMP3@? z)s#0DEULwB5L`^+AM+%f)$a|9l#goryxZTr_wJrrs!XD7F6RkM8Qf0945XE`)jVy(x3Vo^Q_&65GUX|OglUydrDMFfj8W;f zX9G%5ZV4ZGmokvY+Iy(h#e;TUxsL1!)Gt17RQ1|zb46{5LNJ8vg6W}F-|_yPWknz~n>%`q_^t6% zrDcXlcfN5DJhP>qMAc>geaWaoet2iQw}D6R%T0ageYUn2Gm|8R;%Xft`LA_alTlI% zO~s*ftCn;o6#ogQrKyCK5NcG;zm1UCEukGcui1##@TjUAT2KnP?a-!HGo_z}+YlO> z6Q0%bHQ!peEasZey@^0sb1C!R;s7^N{dP?)jxAqIVrT)HRAFf-MLJkyYSnBtcZd6V zgoOs4P(^5~&f2fESd&0j>t^4xbY{~7+No_3p&%u5JQ>bQ8!2S*v{;`f@RW#D1j5xHR;Ky<^h~Q(iDATb}Ob= zr$;Khamjcgkg&1~@e0e1I-&L={0I3+XLk~Nh+&-&VaAVH`TT8IvC{5PknZ7;Ig`{Y zog6Ed-%z)70jx{3}J6`U@q#>3Z&9$49?iW}p-JEhmQ0EF*h$t2%|t-&Of zd_>mc5ME@(KJBxiHpFcc2WW^@lr}<1n*1q_31xT@PmJDnP?P5{*Ksu5Fv1hfbpEQ0 zbKKRDF<|F$-%(`SWLNHqhO^bT_}=%9d;8)d&&PSnb{&p*YazT)4;{6+QMHKvMu4*0 zO`#)Kuf9K*h_!m1LJ50{P8ems+N96AI6o~Z2jd1m!E)T$Pgi{8s-<=AVrLOP*Okpd zjjCrT(NJ5)6*oh-A4{nA4rASvCS6h6&xuRIy?YBpQiNhT9(|LM9K8;Zvh_*dLNE=U ze=jM}QV>)M3)L$}th?n^Rs*w#cDbKZ@8+9Gvf zP@J|jo$c$U*UV=AfTj2{E^<2RnZ8J~@R&)+7EduQRmgY#HueWS{ja&<#pX`CTh@4h zr^Hl5wSKmV)bIn*1k^OmqyM0$#-^kW1H6O~EwkV*mnIbeAYcGfr30~uxcRRA%?WfG zqPvxT?8<6mxmm!45$TY~d2Bc4|XSSbSGu8`^Uc(9QYQf;>>>jhr3$HC4-jXwWCIzZe4 ztJN{|-*IV)KKQ~CYms9cC%q9h(os%+S9ByAzGviq#MT&snH*NDf1Auc`ut=WL2{|J zBco^u5nimp^Ht(S{6a+V{T%;U(FpL_GFG`9MaO1n^ z2AW4rgvu{V_qA_4n0Zqv?vnFD+~ty?-zqsSWZ4Jrx#q8;E!pceMJY#L&{-Hy^xGr0 zomC4&ni|F=Lib*CZt2<>xhWEcH6^dOx7~=x#N-sBY!>Z>*Pj&jb?8C&FTHVgk3S|ll$cm&VjxWluXc1a_=~JZ%a4xGF@)@o8lnSMFK!MB(PWO!5Cqt z*p*^qQ*%frdDP{=tS*1U#kkd;A97MumE^=FlyfT0 z)c2anI*U+*IZPGIG~(CQ^Te)Ej{rL1YJ+x2fq2(;9LcfK)#J`+TBZ(3*jlBljaI|F zvxu)sAM6o*gvW@GS3?M%sHRX+y5L=)9WhmgHvqc;hyoPi9C%KT?(tZj585RZ-I+X< z^RJX&`_Aa7p^4q#>~0qnM_idt2?MWG5>jSz5ASZZ3CS#xzC4(~PL{+vx2HL1pG=Gd z9aT_3aG&mUszkR@@!CI$D_i3-?y_7ZwQZK%ZIR-0g_a00WEC9Gc3zGcfw0^mof|vu z7#XAU*{gWZ%OjY_V$UC=IZ!$9`gpQ>Q->5DaUF}7<6B4YVnVf)7~N8U zD#K-F%M@bBk#ct77I6UZiFvHosM#Dray2Xlr^(NdRb8_8>~KkwI$|#5zxEm!r2EBo zV@M;VFg(M8!A-3X%?h4jViYr6arByykUP0)p;nWepYwJVy+WrtHi_L?(Nb_V+BWS; z-Vb~1Wyxi`$51DX_f~N^rM)IbPzFxh z#yI(tPuPHcL<}3|k=w|h>j(Y0?S!_b@5^v3*qrz;@QYzet9;InOtk$c%^9Fzu}1MEf+3^KlgG9+-IFrMHDFPy7lY$FkPs;S zW8S|uU_yN{;6bTMa9j%vpBy*mdY^bd96ppoRY=iWOeMybh>yLA`(AZ2BYBUz7JC_M zj<*Q2Iv6xgS+I+_SkyhLyzB=xsE}(Aygs6aRViB86wx+Bto!4ycS2mDewtVML*^n% zV-Z}(vWZvP{&pTqK6?!&gwtyN7yY9A#&z|;;U6-5u-?BvtE+5usE%QQAMWOSQ4fT<@Dz>vuN`-qk>8qAO6tTOsHvgqpv+Sq zQ-VjIM4L5#Cw@33JedX?yL*I_E>F1zRd;ob3933Z;8uF6_)i1SZ}+tEUqLBo&HrN?(9n10KQ{ z=ApVo*H-45F5s3PdfI!nirTRKeMA(F+X^XX^3iL@1mY@NtfuSld7y->Iw2I3{~>0Z z_;+ji;Ndrgzr3*ZPSZ#wt}(>Taq|qa?w^FHGe<~8VX~oVn(mhh;V4C?6FNjSaOGI+ zs?o61Y+iF$lGm-2MpsRotdhm8HG+RiePvX(g-0{Ds@cSB-Rm|+FQFR3S~pXgZusyw zh|s;H(42G+-oUSJUgWhwgStc2+kzwx*k*o~RJ%dFWeolT^&>xvs9rZD5*+XvW3H56 zW3r5l+-Tb1%bJZ_E&sz~pooXZ;#fJO_1aQP6LAx^85*6XHo=?(74=D~%LX&xnL<~E ztUFmgzx#A5Zm@nZ@PqxT$t4y(S%tJi60U3X*aP@AGjqvJmWJZ{QV?M>Q6*bZ9cgKh zM2od=LlO=7^g#{|$eocS4*sJ6=TB;SQR3WCtRorpiOLezLn`_W<4&UhEfkY(#3*rT12xm$i@4TTs2oq2+1Jxso1Up`92 zZ*eQN8_ULlLT8#1qKI95FIdKDc$4%gfm2k{Mxqw-Kz}iJOM>|;WygM_iv(N2@=C{mQPO4L^O77$_A8$*fD|9~kYGnOzec>?pr!3LBNPA; zQE(ZdZ~t(@b}X56HR@AEg~H`ma7{*eS65r7`6Xp(h34}Q1f@; zvlRotI7GI7o+F`T_p8y7VdBBJw6?2|AV~mN%C2iOl;*(p7}$<~M?dK5fJNV+Jzu02 zi!s{n6uw_rMeDE>EVbf)g7$iJDhjjv)>+6363{WWCb`}a$7=R(8gucA!XD)l%-tf8 zgR?z_oKj6C%%_&L{AVw#(v_#S2Y+wW6KY2<=7;HT=8rdPR*L&>i6iP%-=%+2JffY4 zkUTTiXH2Sk0&NJuE^hf6dyrTw+pbKRV1UD~fciL%_=xhc){;9}w!f0A;IE+({ z+^8uc<`K^UlC>)52(3pbdArq-Yiw>;U&WXfr2tEGHwf?#xZ6dxd1MR18>@xP{Zi~H zh!tkPv2@~7IS{|JlktfkV77jtY$)dlxA#*okhAuWaXT?0rmec#zs8rTQhy`mtnQn( zrFiM0{$lIn8#njlS&CO6s;eNZgfi=qC4tryc3lMef}Th zSlH-U{-?$AU(^3#vHUj09Q7>C4E|Z0SQ-)hpB4+-|Fl?`e#`&cViBWL`1Mu(L!=o0 z@+W4$(8+(86C1k!KqQWIPXAX!|C=Gg_&>hGe;Xo{eKN~6iga~ z@CEiMp%N{RDEE;~HZ=O?0SBP!g+0C0fAU!U*%Jme2748N%{0Hh)P0!&0Kk$!7>$cb zTie>o8tY#I9X#B%>^n65fai0PphEZU2xx!>_&kSc1pOwCtmwj2m5wF7)dBUcf%v;U zj$(QP^qEC+bW2x)t151bvL02=rrtAz_f>V}F#CbOh);to%%n z+f~;^!H!@EWA6lr@nrz~12k3oBZL5f;Ns-`%@f?;qc#15dAzeYgwxBk(D3xk;{3CN z%GB)QboVZi@ss_(`4H6qgAcKJrtMjo9RJ48@Gs4eOe{?2EZ}avyTnAr={;X%^5g#d zBluHIPDwZezN@zfRC{j^pxP@%X=X!qt!n~qeC7YB!3#-MD@_1yB6Iv>ZI0~$?&5Lt z!;r4AmXY?eyg9iPr#7%XK8E^-_|7L!7kM5(0~7&77Z4x|;4i#_#PJUB*8+LZRAtYU zE}&-@E-nt>@o+QkUmYq3f>+S7jiFUo2mp=_Ag`_;=TA0%{UfkcwKV@;8n|sT(I3T> zIyM)8+wTb&<9nNx9~#~%K8-}QPQEFeODi5gi*ik%Zw-?*fJ3m?y2UgqCJ`}S4<*VP|8z&@x?c&*yYo-v@*CT3E@ zqQPcCxz2Xbl+kXvr@sAn!+?GU10a7E#(Y41PprSe>-{b= zG`_@ie_*%16?KikSJ+yQ6;ZsjHGSLd0ZvFj=(GSZbM+$*YM3cfl1{TW8r#syM9J)>&`a2nKbA#q6nqUgx?JGHuA7%UTNQu!3d9x1t& zp>($-j@2~mGOg;kyY k-ajmgF(8s4+e#>;X`Q`rZ7>1_r2nR94>E$wgVz*5xsLQ zGq(tBEeSbW($KG<_vm_j1K5r6h5ikC1c<8HXUY*%i_zXSpAhe>L0Q2>iL5i-0OEKM zk8s(4)3|-^`8H`fHwFV6nS=TpAx{lfumY8rUK$8-rBh{P_w2WMP1P6m zx7uu}l#jkofebxJA+!&&%pAr2p@*j=0(tHKf$N~MTorS@iOU#?9QnI;O=BMs{da>k zegq)>nwEga;@0%hlTq&5)kFPBbGV^#MOoDT% ziD=q`2ohZ1M`F?ievS}w^EV85*y5q&W%)d9-uso4gfokg?o2i0?tZgH9;R{|<k~(lHE~d?+c)Gjh`~Y-a#PEw}s~AP&5==l9z9^xKiM-K6~UH?AOiJrZ}B(xm^9^MPZz zY0k5EC{G6eKs7j8{4wS3-C*NtBzMu1k>)`f=AqdRKdCV-(dL zpz+Ai$&cK0??lY7ZxA(cpO8-8rTA9vw^!(xAA;NGbtJZQ#cBnQ@Neq!d`K)*zf~oj z#%pT?RtqH3K}X54IgzU*F{Tm{Nm0Ox9AY z9&QKKtsU}q=e9Td_Iw)D+gBc-3$I~GtNu739e!Pz>)tF&k?M|hKp&yOZHey$g9LC` z;1uuqi_L`oy2s}N$cqPmpALY75Wno*w6pyo|Yxu z*+4qpmbL4MKlDOn4po%|&`t?1z@KIqo}H&?!f!tu2|yi_aKY%sl(Gm@4F<#ou)2~J zxkq|J3iN}=nvhyf9{*)`0q0_nI0ZFhw>VW)d|qOdNBI^p@`d(Pr0Zdujc&lGmwXw< zYHtSWu6i2sgr6*tIFsHtZIlh{vgkaa;t|zP91%QuMILko>p>!&(>*dG&} zvAzlFLr{oBly~O=IVO4w{2=*^DIbooSCe$psM5jY30FH0gS=7FeM;m=^;fL{IE;jDCumCjYGah8v!NuZ5 z<${*iVB2gQYKlEQ_=eNQB_Fr`l45*ELdCXl%*w;VPT4IVmPc6NiC4BjviEtKR!Z1j znng6&(I2RAE_aQCB+3Pm!*VV1k}*I|u}p%1JJazRa^YJ{N(U(( zZX&ofW}7#3O+vxpUW(&8F+T+d*1Kff$bgO-r=6ZyBrDLe)-6G9Zzcm3e4Q*ka47!h4vYlA|yfBu;ecw9`!N4+o8wI#Jm1nq8#7R|(D=DgS^67lhzsgQ6HD z{(j%A^*+}V;`P$|zLs|ZPW>YvA!H{MQ#?AfN{-|0e{^249^;Kl8kZ9;*TL$V&FJLe z!hg+IBA4`&aQHrPJlIy~(>oaH&XAz0?Uqi7UGQU!YzV}%Zk=N3`F`(0%>4zNbTce| zTqc49x=&nr3N1Uo`jw8%TcH<6^hO~YRhGvaHWn9i`WtcQHpW}y4nqY7cll%x2xq=P ze%`so5%JkcacC|tFHE$@g!Klc!6*mi$G_KQFaI7|$|d z4*Wvy_7hJyw!=#j7*n~a*qeR=M-;`%9g}oK&OP34FNqLpvbAN&Pk{yJ+gATV=oG~4 zFX19;5<}wi->t7X9PW7L^`|rD`O_DV8N1Yfnx{fAOIB}q%+bv1CKq3`r66H;l8W>= z7xSzsDuWM&UryMqW>W#<3m3!ZXwXXT zV*10y$kv_nC}LRDf^^`R>)ut0OqoLulYua-1L@Rap&402e_A$yXQ!usKKV_1G4Q5ShA!orhp znK&h3r$;aD6K+$|;z=xCU+4Rv08=GYSjO5xtNPEXH43QTm?*DwLAJ9+TgnD#=FJXI z?DmRnG0Zw=Izsyt&xoNQ^d?%Gy`Pd6g>ZgiJaMAR#!x@U*Ja89P=Dt#kiqCe7hvJv%pc8VwaC2c?3*TjWcu^V- zgJ{?|+#%sMW_gtmLq2Vuh`)X%a)x$LCy9S{7)YC1$ScNxdxz_nnfkezF(31;u5$Ua zc!@mq7y5B`6=e^ZH@8Z7zNYpAsuO(|{O8)SO73+nUQ_{G@#F&afy%}?j)k+lMweyEEALCw?2e7uSW47VjOQPH}b`q1t)O6e5m zESy?Is@7qXhuFmoCy-HN>#~;#`JzMItRbR$f#FVmvi4I_OpS&w5R}xj2pzfLA6M7I zP5z0*X4w;phEvvZ(q?Rw6!^Jls%l>tilN7dl%J)CjAfY?{v`qVDfsP$^_9+%SX zy&+fRKc=|rM+)GKOeATcl>9LeGInMWyPE_3Q@1@_<+)U4iu}j!tnR*oJeAM}_XPbR z%a~QJTq-K7>SevCMRigITZ$2C!$uW_sPAE3f~cX3;Y*XQPta&hhHhYCj@;uJ)8}vV z(lAp4Yr*#iz{H6&GMb;`PaGDiuCQ}ns~im6!()wml&cgX^(>v_e~{DE|rajvFPN-!Jm=09saeakYFy8SmDet zK8mAH-$@neNgX+DJ+;a*7la)tyPL*c_@A5&J->*F6W*l^;fE!~5yetw$PGT!0GnR5 zY*BqaCF&sK10Q}xuWCm_bi>Co7R+cU-wW+1@k0XVOIn=eTchBg7t8JvdHB;ep$;y` zYaL30&W{BIQ0A@Ai%%CKYAnNX2~9wX-9SnESfThlZe!*Ju-nl64d*jF?>Ab)?!G&DV$}T7$$ev>Q{Z zi=7a!xU~5iO6q0tEEUh!w}^$5;Ay(=#&2SuEy+8VQbld5aTu^0fEI2JViws9ShK7( zW;A3$rB|01Xpr>TuMaS(1x&(2D9#E1Ht!^ABhsbdxw~5xu*C4^?A)s1h5XHw9BnRHs6;b&9@(1 zTje`KUKa+#CP5xCot!>l=IugVneUb_OmW~fK9hv>%xNNkAm5Hg{{-Z(Ihp)9_^0|A zI=JwXnp@38`~YqdSm2%9{FPPx5QAS4+B~6pfQBuPq&c#8U!IB7b|2#$b5yv?wyxs| zWMBCQk+FvWg{trdyBq>QT`*@C%8>EtQ~Bj+)|_$ef$`qs9!%t+4Qe5P(>6U5LD0jM zdj!df;O-iye!YC_u!fi;V|U_tLOb6q+9cu@t0s*8c)PK)=5~ zTCjxj;w$@>5bRJW6!geQuZ%T8+ozLucFK6@IqWyURWfprQp_=0z@ws2NuNN@DYgnF zzEqX1WV>KOD5F@)*U0uZ?_g!xD)!4RDJrMp)|jZQ418#xh|3HgDC#7E4xdK$^#BRQ zi~gk^xWGxQQ&8pg)%;7Jh*@+h!QRbIkVs1H<2bT zQukdG4+rnSlpGMRH*BTJbP$06?6)fp*mPr(8o&U$jprMkaycMc5oi6OjS)Y>l`L7F zidug!PK&l;lUPqt^ce;;D3x$ zMdwjI>$8vCXEJW@`W6mh5$wsm8%n;lR$zlKRL95Vi9h_wgR&4C5kexJQlwJHRe_{j z#GUe03KMQFPJE8sUOqP+gLyKn@)$`(%(?9ZZ*Eom}D!f@!@)l#>Ce&tc8HVQvRlHWx6nE6Lv~v9_PD7hk`2 zy{6lFp1#TasE8Lsafwm(XqxlFZ z5&?xi-Q-2EE>7&oBBGkM*QMr{r?x*fyrcID!u%s(TU3x8?1`}<&yHTFc=HXO;gsVe z5U;5rq1 z1_~LgJu4{2jG~@qdd)V{;PR8U;RmIXCcYFk5ao}!J`@<3zi&%Jp3 zDsu@IOGRast>;2l`_J!JpFl*O>NXC|;6}whe zynEC9gh-F%fWY7_N@!Dp5Pz(whv8tUpLttVg zAZ(U+k?MBwc`0o&u=iidpllte#Id3hH16HQ-i}y^SH;?Xz4}Rm%Bo$c_LIWA>{k2f z(+Mx3(rd0oirRphuF|?|q9fMwD7c z=PihI>a*BCRZ`UZldLZ8KdgM(G~HTkb_8m*u_np(*kKC#f8}bm2yw~T!hhqlx~3Wn zwX;f0k*IkD$uenVG=l4V!%j!v^Dbb7JWBChVi(>4sU`W_j-Qm3MnW22ooOyk#9j(W|U|pTF54_xcMg-(@nHNOqWBD19qc4FD6<)9v+(oryC%kEK#4cN~yg*CA zFC`r%B+HjKkQW!>Ljxi48H;idky&Lv&DkaG6V=0N~6rSoFwFz59=zP4iUs6+fdl|_5q8?2H{0FVuqJiei z&{6sv_BhdbpL>R_aH?-v?pL53>M3;ZHIqu#*x*;cEb+s+s&*@{sfjs!Dp(kU!}-Ys zWn$gUAE z5+eS%`2wosWT>-*V|!=vRgvno~E}p3e5Npu`$sX zT_;CX_*(sJLPIU^n>+`prPH4ZgKmMpg4Z0wTXvm0KIbbYh3#&K|GXY}yPA@rq`8=5 z3o7ttp66UW2ymL#<8i7Z`0!GeiYB6&tQ$rqG*NrK zlNs@&{5c+L-Cr7OYM^Ba;CHdw*tk(ue;=1nEgKQmz}-JQ=ao#IV^HSygQECLdwvl@ zkiHKw;uA|qQ=?Rr!z9yV!N_&r39d~y2a~76&yWj*qd@)sz}v1y6l#$6isO~3$Tv}6 z>T*E{P{Od7vLXM%-0<65?J1a8Cjk^|LIQ-S0~Rtr!?b~Jk(9;-=yYn&C0_5#Z(&oc z_LMHm@J((81(!r|J5)8vH7m9sFqiWW*zLKY9N}gCSZ_!8hgKM3-@ZL@gt!qX>2*7e zc^~WAd7ZW@v-^t*V~vcT1YwbL?`kIk2Uuh|Sk$V{U_ zqP_R+IKL`{9ZYnGy&kEd_gHwr99on(g%hIDvQT`+L^R4#W3TqH(}la%g36mO_^ zALBA$L|~eCE~9>V2oSZA>s3YfiIOtXp*b?IUfnQLndD2s$T0$7r}j3bo!3!ou3DQy zI%uyGf@|r?KtjOToX%qQy7bQBv1EkGiw@BC)mxzxTL-%v!!#z?={!I@u8y&UHf^47 zLy9;hHsfW@TvU0{)(xj}`2?!g1v6%*-Y#CG8nwv<=a^T`5to$fr48McSx$xUMj46f z)2Phr#c^uhK+=~@*Wigp)B<8t^IA*8@Z~%{#r z^l@v2h-TO+h_%tqbDHhDsg*+r<2XF+%bI6mK^BM8nu&OH?<~7gMS3KnAsi#9`wqFuL=?3|X z24v<>B3U#6#3WC6c=bjJXH^=RWazXA3g2uuH;K`jPQ^)p^ zLi!J;2eWW*^!0|MQN&NS(%0OF8HaHeRZDWYE8j7Ah?fzjfBI}~fjVW2Nc_X#Gp*(OG5NZpKscltdDFZLpC5nM5EN|o7JgXZ74+ue9Z!D^uaqPYRt;eH2Nk8mGT(05ZY6N>Igz0N9ZMgVRbzEA0p4J`>20#P%NF4QXk3v$;*4~yr~QWZ(Fb7Mh$-xV?@ zyD49)vMqMnly@Itc7`s?OXu5ak-eE{$lDac;9x*y$*7hwEQQdfL=!B7kD7&L2fHz9 zMeWzrPL+l1WP4aH!Z^q0T4mqOU*T#QtClnjRqpu<5h}sl{XcXrdRDzG-~xoSBcW9f~v+xZBn=qk9ulUHjsVbAc`%{RZPu@qT`R4C{kh9Eu?E793tc)#LOgp6mQj*UrN6cerGO ztITqL9H>ILXU~q4x>_rvJhSN&7Ky6*#srL~f!x(&fS#Z*o>K0(deG7}E;%5yh2x+( z9A)cPuYv( zq)wsdX&q2HS|`d@{k4oK?@{^3(1~!w7m`@iEntM;OnXjcdt0wueBHP>%H=9=&#;}? z>ZR*UEX_f`5Zon#eIdg8^8Nj}%?2?!pCR2258Q%uzq@55@p>wyWy+2uQ5y^GGXEzp z9&slJSVq=Svb9Y!+?`|g8$G6nq-BbaARkrfr{vtOUzt>#@YbMIQD#O#6EpUc?r-ti z-$I&fh%F&^GgvQXKz!oaCc78_b+}+G6D*v?uOA+5S1v^q?Fpr0^yp9#zVNR28miJM zF0vmN-t)G!-x(pf4NAtdpNx&nu*oBcWeJSUx^vz`oH6UNfTv$ zV~^&J_u1=v5rfwDS?=V+$}y>y-men;{(YjvcWu4q1jFKb$UPD{{n8BI=ff#o{0UWJ ztJk1|Ha^=-3EUvB5!WSKyh(#;zmT)=)<%7GO3(=jqf{p0dGd2ZR)uoOTqY4f>GspU zVQ3LWJPxsa(x)?7!RHsXj&{WZ0)nN+^Q--rrG7}B3wRR2;;C{p-IK}TnC+aDjh2yj ziA3+^^WItjXhV+CQ_aaMuzMsw^BjM2Nr}~lJ%LGx|Kt{G8)?!s-Pu#GUc4Nf>9Z9G z)vVjUAx#l)BA!-IzV=HEDPog7H4-7Mki1m9(%5&fF(!&DZSrem@g?ZG&O-0KLCkI= z#?i)mvt}DiojjIolLp3x=QmF9%)jghZp(f;HRUGcg&%5Tn60Pbe1d+r+BB#I7{&OE zMZ?9$_rfDYTlH!wTC9(@6ba!;p1V9Cu>ED<>zLv-up$tF!l#H(k5iWRAvcwAM0e2* zEV?sO1C^xWtjX~eWrORCp-|Ov$I%IAMPOf5T# z>mA(F_iD|r(j>U&Jdm{Wxqg{X6<(w+BgR=sANqUK2OkvPX5ncZ2~=}!Q6Y58Y_#Iw z5Mng3E0vVA0Jj>Soy&LDJDel^8e_*28l3>EA6QoPI!kwXPZ(TJyhz9@%P;sO!_T{~ zq;MjQ8qQKu%|aN>DfQ`S>Q2u%Z%2ZpJBY4^fG30zgNS674yo)^nvfEZkabasySy?AEbw+w8@u6e+|`Fw0*A9RR6@++peZPg`7)S9W7Lu!g--LXt8Gd!f z!-;9E7|%`MHvF({qHhwGE2ra+!5x{dtSD@qc|jFythijnM}tqq0SPTmqqgX;SFBTnVaGQn&q1c_GAZmy+_#k%K;h82&hE*oL_lUH>H+e#4+N zB;R33W#t$DO^!D+-kz{-qLCj^qWG3q0KZ`$F^a?nH7wIKvb^&njpU$J)^Q0ZaaAW6M7NSN+11W` zov5>+0u)xaoB=CZJ)z_0R`cON&GZz9K}OT4?yBLpKgm63<>}x9*!ddAD=|A`Hw{nc zZ0(JpA*hHYg|0m1&P_`Xs+cYg$wiemADGkc=@vv&Q`Q=3-}Wg&J{7@kS>?_`0NAHP zNN5t@b~#yN{69X+-eaNqiG<|*#{7P{)GhB0Sp=D6^{L8Si`>0y1=L%;wHqponG}?5 z!#i2qa?c9=f}I280XzzwWPG%ERGAX{QSDu?9z!w+U@@^Ie&nM+y-pBZ4`Ddmr-o0A zd|17MocIJ}v?LmF8L$&@c_G{ruPA!3+Is$&Fa2R250|vpf)|^xDsfFIlq2gM$RAt% z5RGKcIe2~1;3LgBsbL5IwFwn`;&*(lu0G{9QFplkq*^;AcyxpwoK}!mG_&YZx%74j zrkBVLP7bCIoLG?r7pQn9Qy1F*F{AYaH+@5dLBgNR4EE!gGtl4*o~5PL!HOBqWGuaI z8p>zcqx@K!q5v6=*P?S-yfpQ=ogcN|F}|1EbuGG5C>469BPZ1NCz#qqCG8(Qp$rv} z4#s6rt9r>+@qI}!Yt=gXC6w6?Vb_ECK(u`xwS2W&V5N+$B2Q1qCUYc^#b1|gxEt*? zN-uVuN+ui0lY`DlEC5nQ+lOR;??SLb7bSXmB&jY9-3;q$&XecW=XiUT^SyGibvSG5 z)9p#qQ_MIE-AhBjT%F&vuTg{t;R}6k7~^u5IsU+ebYBpfZ#JMP(JG}23cU}xE?!L@ zvn@G(_%j(@tAM6&8%cj5#CP94Y%TWBr{!EFQ3wk1D`v&5N~Eh_<5I1>#y{(lSoLJN zV*=JyJI)3qB|nH4ZSIRP7)b6HRZ*m`r*X!5N)fq#P|LC zGtc_c!u;YkwIT(qmT#-;2)cc)-OgfFGuwk38K&CaAgu)>ie*j7>aAt{6Hxdq-j1nL zRmxaWFP(|*Cb7&zW9@}vNVEIm_){IS_qn}v6?r@0wwaSauS zbBodo@g3XwM0MYdV-aHfTZ>O!#?L>i7nt6->_vaU=nIa&9Ufu4V_(g>#gXjivIy0k zOY!n-4Xrf8{a$$-z+7Z6k~(d}mBg@?)~p={N_}VJ%gP^uRNQE}7gJlQnP48ZWh{Uw z{dCdYfsSoCw;Q2Ooom>0S#UWO$CJqK3O{X2;Gdt$bi=={tBJW!tzVYT`KbOww4rb! zGUib=cbk$9BVK>`-b|nVvcIx}gzgdV<4G{$@m*!_r;Q+Q4Ls$e2pV;<%J#w>+)i_q zJ=d=m@(M_6FWKoq&CP7%Qjd3Gq>3)yB1kb)>r_8A;wMK(-g7)n@Lg5#Tcq2xcPMgPImE{!*cAPZ5YvPdRI%CQ)F!d1lp`;BrCT0;E<6# z^7$1JG@YP*c3Bw1g$tI17xEk^OZ1V7t>l$nmlQsV#x5}1w;c}{!S4@L!eo*#Wa~>q zc+(}KW$ur{Z58i5QA?|~b?(f>!>~>%ACxvb<)+2FC$e-laymhGv0$gyxQuj^#f^}h zzGTy74h){v3CVEs&%GzKe(kQJI04+5@;HHZ>s!{>hK5WEBlNOg#FBm@ zS;C>*9X0j#MBr1NL>HmU85ikQ6f#X3`ZsZ@u+5Luj=C|2~92i zX|c;ENdSJw(f5Uhq7Q5wyUs9tA09{a^$Z_et}}P&KUZudk1ov|9ZrdS#3`-}o1K+Q znbYGTESp`QKBap^Z3WbEuloV*g8XHKA4dmg5(gnZj)3EfC?U#?q=c^`A3)=t&bH872L zE@$~-tDg6)+6ASZ^KekFW&Zy-$G%D&QZO6Lrzm5Yu=<~WcxC7_g=xhyG$ift)%uoc zMa(=8(;Gj{rS*Dp9^zx3-s`2x9wNZofj!MuRv0&3vwnANAAM4dx}&00kI!rEl`W|J zOTVnODtO)LM$qj+dV99m-GA$6@y&!vY>N-|69=MPo}C8z0Roc0G^eth_LfKbY2w_7 z-TZ+@$hwwjZ(ND7p2gZO2n`||0#7ikGG4S_Jj#3OCTpSiMaE4vbq>Lb==R!X6PxK( z8>Vg--}(pbsiKJ|4`qefojb2hIS-^plm%k&PoM)Y5YM_J-Lh59rZ%% zj7)XIb1W;PQ?|123em+xdXzDl0(H@oNbCsZF2;(GUvPJktKnf1tC9jecb^*jd$>lt z5~VAT6f3iNO zW_!)ARMme^KT`}5c#PgF3&%UWS;mecoR2v!x^7;Esl>a<8x1$8X81%Uak-;^eRHmB zFz>HwI;^ij@By(6(3Gkdj%tnha~A4Z4AZf`dwZQ_vZ1`~J((Xo*DcJ^o26D`^zlxl zu({zcYL$&{W*>|PHM$mJznk@m9uAwTT#}sxNRFhLxk63c+pa%W>0$ASV-LsV(Kh$N zu*d~nNSLfl4$d-3H8+ZC+~KKZJmOU@6*j_u`QGi8xpE{zMvMP2VeoQAwQJG({d#jp zrXj4Y62wDI`r|o(qLYNPRGB&zezXsIU5mj)u$b^Mz$%MOUCpxA_IwdfvV`EXbRsah zI+p9Z@0wPo7O$+G!MNO#n9 zbM%;0K&x_8aL_A08lfkmyU#iG0c!;%(+Opl9C~Oz$Mw*> z>Zh~s>sDzyvKFV_b@WS7&5ypE)7L~%{OIP3kH_$25~-G!(yDou8>KH{ug4{Urgw|h zVg{zZ^PVW9#UT^OT7J!YW@LsGZ@&*6jR=(7eC2eSfh0nI)Vl8fb`Hn4VtU0%Y!F4K z`*k+>J@UKT)&)p@qr9rP{!Hx_QG!%eHJg6S1_7Ri=AI9PvX+oKJx4QPiStUl-|ea4 z^Ozc&Wje6})Vj2qr=MO5FhLLjyR$5I>}hW!?rpUvYP*TcsqaK63u{#5_SK>3A?rFu zZq{7TIx;+&-;oOh@x0$&(i{ zK0B(m_dFP61`qiCY!P@`z2)P7#H5(-MeZf~7X2rW4Wu zVE74o-rAgl%5FElT-*XpI+IF(S|BK z#2|kJ^XFmVh4rd_Zm~-kNVe0>`?fKaMGC96<)OHLL(eU6E4b$!^u$hN`OuA9(VHX{ zyn1O~U_7}b5bcgF`QuRKHfY!-CtBh)#@GS zwR*Wy9%5%*&BlNP_nqkTw|A>Lg*iqI6k}~+49okvOnm#qKL&QV5#Nw= zd$C-j?JSQDy_>RBi@-I3Eai(qjxtlwg5-$FF(N4*C_uCHZQWR0jERS~WUW zW1H~}4d>ey1F?Yog2LAlpWx1s=0+sg$gXVcNN&}It+AAGbGyScJa#eSKAOJ=cO@vD?w1p-{GFDWe$1JHB5cmaQ4t25lKUcol#cCl1R_$gtblE#ji)o~hqa{<(&~2-^x2Pr z{kYlX_=W@ZUTzB&?<~bw>E<`%tG@CimY z&8yf%)Izr<#V&H}zunjNWg3ruM?X34Hn7~rr^gcU02G=EpIv&7}5&BjT^lxwgBdfmjSeXZRko_5u-0t%3_8Buhqd z0->MA+?hk5)>9(Fa=tmwgWO#gCXU$MXyUJBWu_Io&@tg|)P2<%-W)UZ`s$>h{BUho zOkt`K9E;Ii7+>aA*=|>f)!6!&@q&*oR5nIYc-dYIjmP&f%kay6Dwf6uQhpZ?T7Vgc zBc}faKzN9~C@3&5^TbwMx?hxw!P`7{VOwy>QW7rM0 zASZdxqAn_4QoI6Vtd$RQv)mN6U*P_P`}X1{)P`M3t78`&SD!WP*;S}~3SO{mjt(7z zJ9R_<$E4vLi;w^a9qO>JP4D9Jw8FSyv%gA-T2C!9_%5j8>QfAq2Ckj*+7$bhVo7?oP2wIaHO{gsLE8#$w@t0M-1JV)q6AA%eM5f{{4=5bir0DHL@B{4jSSw6icDi zH;sqO}-y$=%oK5@rK?`-t7i-On_w3u&V6AX8hPUjE5Niq!t@KmR zveTzGZ6`)-QoW&%o?cZaPij_miF&Uo4rPbE{ua1^thvN7Xir8tKf}V@h#!z7s6oCM z+l9HlzPr{V1p&gV@1hmowCa5P+O)unmi^4A*E>wm90}t{AuXN{b*;%!Q*I<->*Q_(lcqpS_FEEumwMX76g`$Mhq1 za8zHR5qwQdVJ-AszD^-GOf=)^CmNFO{tzM|yAV^I*|VlSH*&q`z(V%jUYi^$U?*nO zJovV!|7F>H2h)z8GBeKuzR4L!X^Jc>kIABLOy*-7_~ASVAE~@$!Oby9_~ZOkhk#~z zUKP6c*)m?vnETz^R_8AEZVS7ylu*Ioi~5~6;{7&_jQi4s4}tI;>s3{0RwYLq>=_iw zgQn%&JfGHlMNeABXy2LzpGFIWfRwS|nWZ2T@lj)n@{fGjnLD;EcIKNuueQ)kOM36D zwOq`tj@Ad%YaSOdkBJ@)nD9J}^#)+`HWmMx#I#q<2xw14*|e{IL!8LXRjr>UXtJj) zzbQ6EmbtN;?71PQva=t^TYc9wj~A%4t8(X*nO9d^oH)2P(A^Sa>4i zyeaz<#)bNx;i_Hw4en3c@QKIertF_B=3nxrx`eX>D(jbjiglK%VjdGhf|Dh)XYv)$9I&+(&daaP(g)l%QuZ!e1xw0 z=8?@Ne|}kaK$n8SrIfWO&jMw$)z#b@s{d!z$MJ^!cquY34LqrH0b;_z05_15)pNah zc~+A=aOp`N+7-XzIiCLE3^<$rjEiJkvQl z3KVu^)gjE25rPSm2(8>6U5Kh=f~N$hJFYqD6@!@N-^8_6it4JA1mF`0jr6a0Ly-k# zsQDStlr?s#=-{C>{E;A%dYrOoO>!{B3@*h5##H2Zyb*}_tgjt@CdJYthI_C=bfveZ z9BjRE#1jwE4}gBERV@FisxEPpMJp~*syosfQULUEWyHR0--Ip4E4toDQb(!eAqEL6 z*%+4?aGpVscel4UB1vjiZv^Z(zWUlU`=X4R#qHaMW0zutPbGhaGU7+SWs7F|I9`8r>SGaad& zrzXuu@CjsW8zH)TEs|b0D0BZDOk=2w{3#gFkXxq-bb9sVGg<^Hp0vBdmN{^=i*Fm zX+Z){@r(r;h(rma=3Om9KW&5 zqi?>VqhFPGPz>>?h^TIbGLrJ1Y=>c?G0^YpSVQ;?A~nM%+*Ocf4CxSAMqK$}etN+8 z+r8JUzL;ISkG&~R3ooz+&J@ZSjvfquWC-Fan$`WF$y-3E(Id8$h%+mOI5kuhE|ul6 zArk14lde@@#7xjNOUJ;R*&MjGs@ud?4FAOMLQIdOZpgi1IS!SETaI*Zb#+0rUP`V5 zv)t^j{zwr_{)!n+5U?j+E^ykPW%i5E&+aE-N;;;DnhAtjjLuwW$^IcNcSkC6R~|_W z$;hw+3WeLP9!xMG#wxHH_vcO*Dmya0F-gT$xY0fw@*S=>UpP!BWQl#=!(*$LFd`4Z z2pZMh!^_;f8!5K~{rBqs$JaxO!+cPqp~INY)|^vLaI+mIkJu$MX51Qn%n`#!F+c|k z&Zv8-+1rJ|O`6zP61^eidjngALG|`*74{P~TX)6HHFJ`P65z9M3O@yvta*hctKQb} z{})v{s>RUs3Vuj%O<} z!mEMY>p5$rex>7M#Q!#Izs*<_u1l$DrdH?l=WTX0tCtpfa)Ar_*XNWtvP8#@VxOyc zPuF8|%9I!SXY!J#<5f&XxJ3mAvVlNG_42yRt*=TH1FEneLBaV@Z6R-g;=X-oZCa30 z5EzZgRn1jL|g@N}u~Z5b>lfFJi<8Opy#iR7t( zq->kG=&SZESM6E6NQUFFF#sgGnsBrXlfflO@^A9O*qyVYh9HF9mlOG5<1?_Ex69^E z-1KE;1r;E!HyFx_zl(ajqaUOLwZed{px_i9P*R9~M~<-upoM)mBswfqo9Eb-bC%MQ z?gJpPwy#rARTbDCQE;vZ7DTWr?pPYRg!~wrUKVM)PO#;?PVxleK)+=n8Y1tSAYw^V z*-o73!0BQ`Tvf#|Zc|hJo8Oo{n zYm0i*4<+qqJrMc_77T7ZGFOo!jzr=W^U{AKUoeWSCQCYlUlCW@g3fa%at4Tem9ziU zFWX)}D*Tn_E#Y<}zcW+L4AaLDbU4$a6-m!|!uA#d&*TT3Z-i>o-!CC8+OgfvbEdOSU| zhJoJj0v?)kOB7=xmC-I8oO_jbJCj%M+&GvktvY(QHtEBdN$g;ZE?*@*w?ayGw2*|_q~)1%Hnxb}95jI{RjA|12Bjre(-NZv_|SN( zwmE2KU1QwOW3!6yk<0y|egK!zDbYSs~{0H^|jt3pj@JqRZi#xl_ z9a?F zPFhPTGv&{f7E@~_j;k{kgQ41)5^)Y)HJ5N|z8EWIzsO=mS;Yuo zG@J-wYW>WJUTH1ak42v+1XL)kq>r$qGE8;g))2%J`O5v8z)`meX1f^oyn~Xslnh0R zWX?Bqz3LFd+Bc^^nQ}-W;pbM<-Ygq^n1>nBbM*V6ZSEcOaj1#lZclpMsuN-wP*K~9 zn+=VGc4TQV8yKDu;#5u_;)K1Ld3>lOUIacrz=$qP`PTjS-7Ajlm2Tx4uAB&xYDZnh z^ET`U8b@#|OpwN?+7?=7M@`iq078E`&}pAdF~{?<#&hYrN>`DZ3Q^>EPmw z7pz5j<&@px|L$T@6Cwj2Ul$LYzH|0Ex>46XgJoEi(;*4S-hvDEG^pe6Hd)X76kz1P54Xh<;cXe$V?T%6%V;w$6N<;|%T)p+N2w+4Z%{-DvevBgz z)Ebk6syC)H(WqvN3U2C7eE`wugvyaU3#pd7ZFc&R$d*qLue{#`s<E_(Yrv`foBat^iT zXmeBxxJVPM8@DO|>#T~yG>79s=TtoPOOHQQ!sl*r*WxQ>pCeESdrb@xp&R?z(e3^q zmcFlDR5;r^41Zg(D_XHI`ca&4v7P)L%O^L!1VvO+RjnW$aZxg=u~v4<1p}HN3t+zs zcFBA!s`;=~oYhy)P3cpa#bDN5(akQ)Kf_+Xk9$ji?jW4TZ+108(n19e;r&^F!r0;} zo{9Yuhosy*IY3Kn(@}=(OLH0-o{Im*XVAVmmYuJ|5rW!ElaK(b0oUF-Z3TZbEDQYe z)Olr26AGHK%7U}eT*Fq)-ENQ($bxnJ8+` zFc(1WO7^=5w7Mlh6Qzv{@lh}5L||V%PpkOP44~uT3yE)!Wb{o)FcK15p)cE?8M(y!D}c0= z1>pNv#i{jV#^?t#CC_XL9qwNK%#HMvIY?Y0VuTV?XVDMbH*YL5*J<-(n`TDjk~+9? zg2~o2z99UoT}P0Vd-)tF*TVCpXN>YxmEjW)oXFM%qfRDeTYjk(1VDj6`0%Nbvvd_L zac(Plvy3A|Q;&%EGwM`Sv6npu#P=S97f6H)V;C(4Dr^`+AuIxbE_-g)vAnFLX+7{a z3YY{gQhU~3!RLK4q_AB#zT_PG6Uqka*}4<{6}N%!f~RD0C3ar`4MX&xnVUJ$ZSq@q zRN_R%MCf+BmKErcZq)_d;G~!;gtD-u8zxhb=-EqwY}00bCR+$V%^((0X71VGJRVpZ zpxeaaWNr5`$E{IqaWlH<TC~BJd+V%Z+Y(%Zp7**#G>dn8%p8F!?gj{2Qoza1GSSxI`h~_8++DbXW>NE~+ zRl+~WcdZPZbOucCHeWP|At*>XfeY#oU9v_0?JiftqgrUs9Fm(|ty_po zw)lfg8u+D$q_dFW?~(@56h%EGj<{j;p1?NWqDlsr0lCk#<(sCat%wM)@Y}tG?#L}XxZSbO z=e-+>p$t~Dw>MjQLJdpO_Q2LX)iZCMzmhIjqrY)X@sMWp&NUD6m6e{ntbb3<zt=G1;O`5dOH;dJ_K4>kXd-A5ZJb=Sdf7 zncGJF5X_M#;Ek!9k*1`0f(3$ju$%v%?{u&rW~y2NNU_7+TO!dSREVj!fCN4M5ltmF zN1lCT?zRh`Vc;XJV9zYt?(gf-D2V?i(KuT8?8WVAGh^x(`^VH-TYD@>=Ip`JzvMfwMT-!L1?h5u7D65!|OboeRDyTIUIo$6Lk}4WAWs`9>(Tcr5 z=IrNq&M!-Fw}W&hI@5d*{1BM=D%C-jmE5y0I2yx0haG0r1()RV46O{p9V|K#f)45T z&JMx%p0Q1Qp)sO9C*gkTrl^pQ{uVA=te-AfLN>mzfT`72kK zAh8+#(U_P4)!0HhOM`0xmX-{qicxS;amC|6#0{lqHs)&$2g*Ic-> z9Q-Qb=C55DE3LzRONwzyCWj4=taNn2Ebz zG6ql9+=X*bx65t>Sn3k}Ykgumx2D)TdjQ$dUF1FU3}b8fBU51ogM+S=F-_10#o5_8 zp?KFoCUJL|F9=Z7>_ClQ-%8?FDGCo8d8!#qCtiG&5T*mGQ4NB4V=T|Ss7UA5!e!q^ zpN8-AkUy$FS={b>$zAQeVcQ_E;@YVSKxsZOVK+z^!LQIylHN&MT~qSeO=Xj2HRuyg zLgKG&{`|S^Xn$2qEE5TzbLkJfmW7XLGjz;y^ z7#Wd^wh3QZ@n9*&4HGnN2{iJz5O~$Mp4!qj2PxySE(ycGi&~} zZyjKYFEBp5$2+z3Px%rgC3f9UyzviV$-F}4vM+(}8-|qxdR2dXxJ17k6lXa^?fxoU zp;F`Xzg%n6{H3eDZ?j1i{cSd8pe9)*5g27&O@%Q`m}Qms)dum5iH?sqz=J3V4HD9A zB#Fi&o12Y4((miJB}Ml(6;*k8n`_yIqLDs3 zk$&GjL-c%aS0tYFz*w@NAQF_RmiU=to@nl)HJ-pccg$`Zw8F= z0Qt-4z1X6fNfY!y712!+ zxU=dKSJwyy*GB8J52kkL#O6iqV|T6vV0E!y&cc+${IH)Pl_DdQXDiZ}5+US~?BxEgz_Jf&==ywWjsEhKv?hfY@r8LLmJMq}WnrOq~?4sw6Xauja={4J7LAC&pO4pCm%cXP(GsH@1U zu|CW@B%c^~sP%=aotpdO6XL2B{+D1Uv0fzXi-l;->wU!TZ&K_F)q(byDeqhEQGT_R zc1fRVVm){|Z8X^7nDUBXg#<9=e$oMJ|+qtkPG zLBsxEHGpiEQYdj+HB<0{kW_d*MS=1sKs&i0XVDi^M90%DTWtDm3__pG1*f7McEp@Z zgK*pg0PIF|FS^?B4uMM{p`S(Fk>5~+Y>V_9eMqoO@Lil;V&EdNS^9EEuR&Ol5qd0| znP*6lhW!ecO8u=GTD<7`lcPY^`ZI`Jo0!3!KZ|m?R6vnQX`%Aa0j1Z;sNIl@3WSlc ztOy~Oq14^Uh)xs>1g15(9Rr4As#iX4xriML64h8)%@^x)9JV_=$)oHRxrasXf4n7ld&O5FOZg|SAv2%~HY8U2;MGHnn_%MRoM7ND>2ABrnXLpVjg#D|t_Z(= zU0Nz-z(Y7e+#%kNPZLYR$+qP}nwzb-}ZQHhu*ZaKOyq%kq zyh^1~N@-U8sF^XwcU1M8eeTw-ED1 zgL0ftCI4FX*3NPg=tQ&dh^Ws4AD3Vwm{ohVRr#>1q)-wM?ZWgbE)cm^*o(|c)7M*% zd%>CiKqUV*w`Q*AX7QEl0#ooE`t20he=h;XY*S@s`jV^a3OU?bk9i4FNhl0^f!HaB z8+IK|)&ZfZX%dn-mQj~SSP{)n>LC=Y99|d8LK)dLz`ribE9I(Ef0|6NeUa*!yD3gQ()ZnZT-2 zbVJr_*N{(L+Ybe;^rdCG>S*-DU(^mRmZR-QORRS>7p`};S6e{FTx>B(<8i@^IZQ&e z4(6#nn0pGw%CN>wyIV_k#QCIJ#&^gE4*|{oS4~N9U-h9L=IV>i%51H zn?vQBiKpOKWTh%^B^?Hq#))cn%~HA`ER;rW6CWZT$LciV$U_{hUiL0cXRG8Zb;2R` z7cYA|2vas`OjkbLTh&mcnqxo8xMd>p8~d24o)tMxFgYMQfoi%y%)jUIhPMuZhuK}Z z1kZQn`E|`d$mn)ej&xr;cq$~Kt{qR)u0d@XS_(&hbfD%aE z8EY(S-nWd=xYGPG6a1@i8>s8vTps3g?92YgnX(ant-l>%Wvy2~bV8`vH);&fJ z%(NhKtDcO8@)FH9G)J&&A-XpNhU*1BRaoAW9M+y$OOI#|*E6)(0i}&|ExOJUa|(pQ zs}VNH(w-_~hM<#YwasYBZ->ZXd1vp3(6;8%H0UDaH)Q7LK0E_Aj=xs%Ym0FxW@6VX zs}R0Olt6) z9EX405>XvZ8~bMbS72PfMk1qu9c(R-(ka^Fvw}=<4wlGEoP<`AC=Fc1zZYF&*F*e_t3N#=jlHm(MnPY#- zwQ4pUzN)TNVcU8RP5;efR(mLAB>fKQCp%7bC=N`DiY=@-{G2`hq()rEo3DU= z*VZH0cZsdV4-*<_4ph@B@k7oQSxPwc-RGDarTLmwIo%br)5 zpYxh{IwN?>kM%q0gv9`po|jk(lHwD5{q7x{9*Hzj}2h$|+1RB7M5N?oy3cln`3 zkvAXDHc5_a%RUTy9GjjwsqgsOa@)R&{aclK2H$`uF-NcMs)NjyTEMvC?~AzwW|hQ4 zUap5BB9^s4Ro-2_6Rb6E?db0E(X{6wos0er*xc4}#;6&wmivOSJd`Xs;hSIcfZ0VH zm>^u}V2VMFlCzirH~9jR-B%ezqG${*P~RAZ$@7umJXx?!b0$Lb=zwX5n>}~4t)g&% z=AeS3Arzab09&m2)8p*jrCKDu(oWtM`S?Q7#fsz;DDx*-Iqgj^(tbIwFYw3*x&}e0 zO$0$D6q#uDGaIJ{rxZ^VOk=MHzXtZ4WAMjmISNsHnt>GV9TR4^AIEK(*`VlK>-^?^ z^A>;>0;;E*&RPKHks49S%dSU-?Rn|YFgj-lzdpb+48}sVqH6qayR0UIxGUU(htsgr zLKT+13{i^;bP6kU>>TylfhSR2iY4B!gmQ-hx|G?LEJ1nG0u)+6T~d$bV$i#%Exy~f zwE6cYn{+bFW_4?vw;alrLQTL09PZsqZa9O%6RE|@Q*d{(Gqy|dQ2)d`&nreI9N$c@kCrg71s1cGAQsY+xS52!2_ST*;<(0 zoI|BfvGpeu&1}23kDlzBuS4QO-+3fy7GgXN0i{iZBD6*0B{QJDQmVika$<@_`e~L5 z6c}@Ao+1#}oF?;a)Rp5$8nt|OpxD!&{@iZ3L=MQ&Uhmt{>#!m41!(UUK+l`R5+fL_ zx%|lX|HHgECUTGp8{EjJsmne~C+QDwXAz>L{5_r4Lv+&p&IYNHU!3^cD z>jmZ{gm_TtilcrD<)Mslj*lyzwS#-3)3=|JS$O#R1P7h^S@M0o*H$~E2Jc70gJ*Fc zaVfiI1z7cW_0Z{})h9D8`4YFM_*pK0I9MPdqgQ9UKGj@3920dOahyH-46ti<=Eh^yU1nmPs)+b=I=|_H) zf*P!}XTwhpGUR7uxeyxlsT$h%t)MTGX;W+T*5?F@(oT}>`hrXaNQD>r6I4(H5jBXr z1Gv$SBW$d&Y4d6sKyy(=BH>5d&zSG*<(su1P&-=hN4O3Yfnn#i9z4)z|eB9h< zrno5Hu%}uj)#myq+cruL2pxcWY_w8<8EN)ZC@l|8^Xj97xOc{X=CE{GPI+Od@5N;T zWTWLQ$hzy@RUNiv!ZYDGO78;F>K5lTEG#8reBpg)Wfp268F?kP_B~>>>Zn4)%L+{U zu1glx5NPk-gCVkF%4u$<3$BF95u4w(Ug=>0L4S)Z#)Q`8vwE@~g zrEf9Jd})~O8-kZ`)gyNEMG6zh2za0X-%}!GWFT1`xRgA1Uv+bYkE%tX;WZE9`C+7R zEnr#JY%ZddF*sM7Bx_qcnBynSR_rMSkvB&X_Sg$ron*JxFEv}WP{pq|-@F)sZ4J4( z+MKyZzecsfW)LtS{>EL6fsk2xWgd0lLSx}xt}@%jDFu9^rD<+U2)CG-lPDUAzl>JV zmq=sxGtxNcXdwv25egI%ak89&?^$9JIWU|OcO;)i;cUVM++)uU9|c^-!$m(Nd^lDy z5kHs{RMf}6Ny9u#>>2fhK+O!vs(9BqXQM}+gmjnqAUMNRKWxvCRF3`gWBQC~G}aK2 z^9aW0tr&sbciAU2Te+PoVhvKxB`9I!p|tckKUq*Bz17AtfkERj)QCSN3B^p+8->EH zO;i7~%;Sm7#T<6v_=7$%IY7P(DhLY;m{ZEyzaJdpClO_>u|K(gMHC+Z9v z{0_lNe1KREyqxOsF>vnZyvQ#w(*Cs_;OAh+`!IlPKt=MUVG!fOk)u8)-z)jh?K zgD`Wy4CfC5|Cd%8h?jw`6*NP=A_P%3eT1ZY$1$dPNzUcFnWA9Clyf=LkC?_o#$huL zeoq?O8O5H(n>eez#S?HQPC%0S1V^EB0tasc_@TJtr)tZpkAdMWQMR**ghh-Y0JO9D z0IX)L&=^IPtd9yeg|w_3?gKu~Sm)uXL%jj(4-;b>A$o%d|QBKo2M!pABGR44FCrWEJSBO!BB!AVTx($lc6gb7Ss9BcsuZfr?a zpR54b9prBNcCsk8G7x)!hRYR1Sk`f6WBAO_XVno1kbZKZL@z6@z(tT4HD-8rA&>b0 z-vz>!F}E@gos`Xs1=PdKH289N*u0n9qPMWPxVTrJ@!*Xv!@IW{A4O=>gBS8eP3BW) z8S=T_#h&LWBv*~{t$*GuEc{3u9a#xL7QImHt4PR(r5B@VyPQWCZ)%kbGs$u5nMBF} zkarH4NuE+@rj2Mpwvb+W_axdNL}Y*(C%Jch?WLSCXU(`gRj!b2?z8#C_vl1P$=0vN zTS*dU^#-^vd>yM^H(ZF1G_gRtRZs^2PgR*(;!-q2mvCKj`kL5sEc%!DOta*t+Q zt}-`rjyAsWg|i~tc9(}6y7?O!2zhiN#$5cRJ?N381EyFa&)$&d zmQJ};w;|!Wch=jf*j^twZx%3Q2E__yuquZmtVxrEdc z$q;!^tI&}Cb>JJ^jo1@A+Ev;*(LvsjQbc&W5FoK?Vk6E6g2U)cdNKU`e%e!wJNi1* z&EkH8C=KcTg6Td-H&V5IrDr0seSkyemuY1Wf{wFVV#U4gmZU9IV-LuVkbF1($enyJ z7nbTfr+?gaI{d&OBEx$=nv$=RU%O>NqGnhM5>3;|+j*d5F^zDyJ;C}heWCMA9}5#g zNNMJFQx7XYI0~)sO0zK*YL-c-$X#Qg-^vY*+e>H(%#NW?^q!AYaotlZUvT)(_J#xF z^)B?pwMIUeo~S%jFH1jL47Li5a5=#}U^`RfarnMuHWfKlH5re~i(`{ORf(DL;@mI- zEWv~d6+U{Y_#zC39% zcMJ8{cs$2JnTdLgc}Xn|G;(U#t#@Y!wbLiRlqM(x5n!IVb*MHnSjfI52hCRxTf4rN z0gR6)PZcbJSjd9TDBdaxdTv3C45A*Y#PncAls8loG~=eNCH8sH7y=g8qNQ}+!AaJb zPM-o2C~p1SC$ypWr)y|}&qB9y+X2G01A|dacJX1pK390tQ*jSagH{N@8Nui3x2nW1 zsoK+TaBEQHABSRI>j0LH1(hsfxq4)O&r3*lZ1S)FCESFB6qk3yX z0|ww^JC^`qlC}y#%tjPKx-%883p(!tCh*SCRY=f)1)*^08(2Q)?aiJqmsh_}Nz`w_ z?^EJtT|w6rN3e2zNK3L+$lyArn84h`s?eP=fGU_)LS_LhaQ%YKRL*X`jd}wuA%>j< zSC}@mKX<*B8v=#@(9eW8fty$%^tFfQaFL%uHB$n=_y~6^6+h;9X?}NOCRKc$hMK8F zG1TqJ?tjYzwLI?d$Ubk{atmdAJ*iI{cq4b+s-S)*M;eTC!O|$I+x0}YWWq3Py9-m-*BvPX98D9uGB4?o;8H7vNyXPOcv|vvE8BrGc|8UK;qJ2rBWetm&akKf+yaqr!8v}eB3jS{bO`|EKF|eW7TKN* zJQ;|W4HEY1)#+l!=g5Mc=RjPs61z)5|ItWN8}2jFgQ>8V`d+b`6A4k`NHq93by*$y z6MRTH#CZWl0SbX7nx3 zDuFP(5zXcCb^8S68@g@p7|+2a3u(x_k;7n%?fz}?`YGbs@ z*ycr|pW4QVZ}{@(-A|#wtU11vu|ba&C(nX4MubZ?>B+9yQ=cpHDO{(1|9q7LCez}# z%m-)(B)pf*h1pCFGeyn$j{2h;9}*ikr{U>5GprxoZ$81g75~Muvd1aMy?#t*A<-n( zl(Q#s0Z>V=`ZXc3(fIUFVbuai$WI<_FxVJBh6;tv1x%L4Y6a(F&B)G z1{o@Xbl>5XLh@LfVZQb^)5)f6ZUtX)SC2ARWv{zh389tz-Lk*(FITb;H zu1YfpC@WQ4*i9<&l(($KtscBQW|j}Z(e<~(5gwGO%<^34{kqTxKZov zfR*FqO*V_U+{G=FF~x_i8DLQxr0);4)TXmq*Diz z0q4wl=WE^mA3Rvh*?(^;TH`}y{RyIa_<=#9a_dAS#l(btoQuNdswc&o79uXqN}PoH zHV*TLQ|1+&{YN#NIBZWQdO{8ys4gf*hgb>DQp&NSmqRm=yAjL~9KQ%|79kJ~qKcm@ zjDz>u?L*KV(1uL`dPG}iea5E`K~Q{Il3L&G8?eFUnA=C`&oYc9;!))ZHy1(!;%KE& zu{4Pf4l^X(ZNfXY)S|ZFw=3GK+OI{R>uOXVC_WY5^$sV#Z!jk1UmzC6d|tvxO)eqY zPbUh+QC*k~eJ+hmmELJ5oHVfV*u<<5dyj%tOUw}|9<$L3gDn1nUaOI!0sSlXJJ5-` z$qM`^0tabLgt)}Uz&p)|4P9>*lPe}%ST@c)(5pS$UAB{FDY6p*dTn1jh~3-(cYvQJ z1UFdViOQG`4Y_XWtskT>Js}c$pA&xmQrV&~wo$Ts#N--gkYk$quYiZZF z=77?M_0E+zW?NLG7QR&#tIN+%fF?u?pCJ{MHn!iunba8G@~g!0j^>yWc7q&TD7bVZ zIPMcG*wIH=ku2BE#;-T68$P&EcFb*_s`dv&Yjn#p7A^H|w{Z z&uBgsAMn_jZNhtdFlli>3Xt$M`w9l9fTgzfD-q11)#Sc^AoYOkv|*SVrjB#kJz3fU zwu-_RD$iCWP+=+y{zuomqXqSoB6w@|0ncPLcFqtL<;j` zt!SZ^TIK%EuAQ^@yV1saSyi;$e-CAG-U{+5)FG5~F2dl|u=>;1n?ULpKs|8GtX^0w zI7}M^sIMxzVHAr8pJ+k~d2%fd7NwPqtw!|;9fUJ6H3_S?2bvFZ7ZWHSUn<6NqP@}~ zeoFtqNMt*&_YS}<5v58O1D%atw2PFEOCSPT0o#16mq6g+G<*NiG(t={NY}?eaAJlC zW#8mvMJ$oG6gJ zgz%VNW^1UgDM9rU4ggsy2!X6cyN^hI5TCiM5$m`5!nS#{TY_#4%eGY(I9R$@#e!jL zDxQb>+5}+7$>|bAWqbe+#GUCdj~x(^h!Q1v$~0vwMsy94Hs;@#v^w@j$)MDfO>MyI zO`%i>O<#d=kF1>;z*-3?+sMkXWo>{Vfw8y^3>Y~ZMLX?}C$k+r~z3)X}z} z5I~|0`8gV!h7VoC(_vzUjK)R&F<98P^Ou0E-M{i&Unx@?#+k=?>SC#jv0Most;9f*;J!O6-vs+IGnV|8W zTpLS8Bx7WWc{G-y?A}nCEF%38P<|ODkGYX|DW*~}>QfYu0+%?@$ykmz6)(Vpgv;7> z9%zd4Oe|*EQS}PPZh7vH4Z(axWxsFK`-pIXEf=U{t5e=?ut=YS4zPtj!regYcSmMO z=d$8r!8fd0|5~7zNuG)Wx@Nl>@2*l>;{{>yEf$!&V#g!Wp4;Q37>045uf0%@+jd_IZuoK4buSZ&~p{M7+NntsdMri z`vkj#3yD<CL^gB;%R zCMmSWedOx-d|sEplTnu56_aMPu7MfPMSI(cVmqIX$E%@pb#=-F1jlLi%jvfszFVT4 z>M)Sa*>(QJl!Wyh+aC&YnW+Jc@^=(q{zKB+VF%(Tq`_y^2WbglLemw?riATa&0I?1 z+<@w&rYWYo7Tm&-kx-8_%;eZHs~zd}aY)xYX+`tbEA817-@rYdj>;W1S3m;&4@^$q znCCk|=}1kv@V9Aw39KgA#pQX&bTGI8cqoMko|OwZ)zEAg%2B6hU|cqz&u4Lr$<)_I z37tUUX0WSLBLQUCKB>_q{V#b*A-G(MZ+k=SSno8d;LL+ZQ`8{tfk;i|s$=M5OIcB| zl-u|e?V1Xbzawx`l3xg|?EVfntxIefM?GL~mS(&dnXAq>srX#>W8^NOBs9dgSotk# zMomLlSTF)#bmit&ADqy?0p!D)><$@^ogVp$N?=QS)qdo z@cl=S>{+8w-8nS5l4;t<%@>B41VEWTDjfxF0I-KarrPTzeOGkWsl%@MGprX(+*E^Tk5Kyh@YdAZ2}WNNfr= z5iMM52(t}V;y`{j*iTK32oylR*CTys0}3p5-B{L3F#!vyZS5C2=C~eYwl`{|DAu1z zImRyQ!ce=bW)g-ryct(~|adZXhAz zfu-!LekmIO?SAZ5B0b(V<|qM3dXHto@N{TsFNgqUQ-xd*@UoNZ1BVNy&SS*^ig&t? z;GIb*12)_mF=?)*Wy`EY>bY>fSdbFM$Ip-&_3XNdZXPQRo4|MA7p60N|_Y3DW_HsFW)Q3QoYWno~h*6*mDO*`v5( znj6`FJyM@;__#QZ@X@gh61uXG4N&JhGCDb!l4Z&O8cAnF9AC$yL;#q5VZZlo+jk77axjt-jmFbwcYop zjNZ}mO-)!nUU4Kroz>QNm!q!78>|8D-!(K+4{0W0XuM~mpIwMWPG{!B4vA0kk5EI@(=zuB(SYo;J3a6$z1>nhV zvD@*bagm`lJ~Om=g}B0)*_;JcId>5$O^+*agi%9qC-aAGr>C#d%4|n0z5O>u*_!MC zGmXgT07@dV96WTe9PyqKgv^UXMip0bxJ-eoP3+84Ff2>~Fi~)@c2F;Urbn}YBuVcd zoQI{A{)2xAD;q5z^6fn{^(I0|$$g#(ml!Gd4AlJCR2`16rk9aJv+%Q1KeNfx2M4nH zs*dgp*{Koea_t}8k=qn4@sAlob1!rlr9RWq;FRL)OGokGj!gdXo`Z&9du#k2KZ_@0yeuL*`h5Y&_eefFj&W zYK|g?h;O2zd0z_Qh!o(tjxb5cAOY?*9D zaP`ONaW7(#X_ztB;KvvQJ5ya57Ay)b&=_eQ$8Ob&I(Y1xd(Quu#XBU7UBju=?a5r< zMTu3_Su9(jW_hEoYsR=M{+uS?5u>!{E^pY70@8OPV^eW zAr@^(+hdFa>=b7wFx+nn1_iqbc?KQSyEH$HZad?D5>i*dlRB|HgiYh}JUiRKK=KE2 z{h80-6BA`XXx*}t{6ha4|9FITr_e5{cdWv6A{MGIv1hh5)LICDyjR$NgS8E+zuaSF zFfOrM&=@?{U}PPz*DSV|91s3RIBhQBD-stBm1!MYiY4M^NNrvSBgj|MvbGys-V}Ac z@;F|6|HttU#h&Be)Ghpz@^dXS-;GC6Yr+zxQp(6MEx-0}|7rzD9EX#VT9b>8o27fx zxF2#VMs`=m$6%X@DB{x#k%qX(z=yjMNRhDK-33}kK$Irl55l1U@uTPg?)+NL9~Ec% zWNgn)Ig1L9NC2X0H2k|i$|$=5&O&@i%fM&^r7B-Pq#|eh?hCN+UpK|cmWJm6Ydyj@ z^kucuI-SS;S$J+~!MpWbo8mn`H-A&%!oAgZvAaCo7@akJ9zeEG43Al&X$@W+u0dB{ z;Y|hF5?vM;LtDp{`~?rCKLC;;jsZlnlGKlaCv;Vg3%AktfA)-Wp*QuFc0I+gsK2^@ zf-82O0M%O;vo3Sv3#5GvqX@9ojzn!6=mYmllt{KBkA}XEq3;ZSWgbY1SIY|92%#Ah zqh@7j`_o+rK-rZoatydQ85;H#^?J}?S=MK|S&|4@7GF{kZeSPQ^Ss-+BSdj@TGl50 z+4KBA8<2IbMI=lq>E{@syOgx->aqiAwbg5GzILD_m zrWjABirY9@^1)J6>de`{@htJrt#56kaBF=%UlY|4o(~SAjQ$%^AI30n;F9+@s zDp;MN&;F+E8g()EDR3+Y9RVC_9JZja;qB2-Tj_<5sehVeD}pKglWL#hhI&43QF?#d z#l2c5&8juV;MF%pvwLi4s4%IBHODctP)ge!a`qwR_!~t>v;*W6J`L-~_nqu6w@WlbWH~K@ zEXRNT%`DzOG8+7l!iI#55Ny4X4h%)|>#RqI?m9v*CMOzQNh(X0_O+?4Ayr&A9S_Nv z6NLntiV#xn^m(sI1`?j|Xm8aewbLH-BF=>qn^=?VD-R>lg*PSJcbw*9`w3t?Vv%iN zIjR+w@IKWk?oN}Zg!Q_PnA>kf4atLs?0=Qpnf^;G|NoQQRaJx}MAZI|+)hs;U~6Uc zzq9Sktn~Oaj2vwE3~a0nzic}b^Z&=TvvU0U=YslnV#emCW={D3v-n?Z`|rm8m2GEW z`fs%Wc5u|UF`_e|Go&-LwX(JO9|8Vyw7EsninNInK-}8V@z=}f#`AjXr1Rv4&BLk2XWVqEBEz!E#sN_n#Y10F z(=acHW;8q}-9H=*pQ_a0kAsm(fhv7-bE7LLkQ#bg+A93$m@tl?h)hZ|J_8XMKAhje z7*L+x{$uqyfS$g=z6d^;7ifSV?2VM7U)^6m*i)mTa~m)tP&te*5M*nd?9=FI?432f zxHb}Sv9D@E3(J#hJ#(AA#}QB}?k_w^-$r3{fO!#8T`O&z9yOpSz7ha)P!3SP&VLtw z=Medfp@7hVX`-s80Gdqzl=DdWq=mKAL2lL6`K9H9GxoM>BO0=^{|)>M5>^ycJg39r zlTz1E!U9w*0P<9pmwmq}fdp(Hu$2OjR(3!9yt<=(7SfVcQ&v?JlTS~+n!*5>_(9F~ z&E3at{DejCb2Ik-1V2|>9P3#=qyhsZ2PY=tz!4QzR#FAFH54KR{tM&?%zo0nE7wrt z1k$p`=?2)Yf#tK@)eW}?P46!KeJ-yp{=At$aZSvC0oeY&NyJt^ChMK0_u6OK*N;8^ zU1a@dvC2S0Cd}|G2xNwSF8&qWGp`aDPUpdgwL=Q4h_|P7hyO zgzJ6BYUz81>B}OQ^cjy_NS*nPW2~uZ zbo^u<`ihwW{0vHv*k1fT;4eHbNl^$%w!HF!;>7Two$#+r+9RV!osWKeM@xLaob)5x zg7w^xdY_ujmtR-M)UB&wmHj*LMJI_=myb_W6aZ^MmwMNe@SEuHkOZ;uRpI~nNgs(f}jSIyzbqP;RfYM*Gkb+mCsg}rWX+)EEM zZASvG$)jo=()x~Q+;P|eaRAj>Y}Vn9bdk45;!pPI{Bmx~Y^hC2ebj4QwK|x3EH3)@ zeP@&!Z${VfJ@tB?LtAjeF%5ObJE}0Z_<;tNujL@x5S}aVuF(> zLf?l%a8xMrc4C7^(9)EuIkMR7Xv7LLgd%gor5frf{D@mEq5_RUa=P4;zopt|z_eL= zN+nZ+CQR}4#VkbO8{rs{olOJn&SXe-`2__y zoDVFhxHJB#)IELiU(V-rs){a2HJ_fqS_&_IxeZ=Gdm#N(g zY7L_dv_L4THcr(}7qlL7iRRkNDAW+qlG>DXgH%AlUr}=^9>*TBX13OIVeQMT=RUAv`bXgsEv3nuhT8OJX4UT5p+I&3o5B zkcG?zOu)_!X)%zl?mqMa*4sX5G)}+j$IiS(*t{wLa^N~Z>Ro;l?8rxgA@Xmpd}Z*K z+iw)I^%}B{Y!tDveu#Kt8lRbjp#V6@Qwf{Jmz2)msEBb!b37gy4*9&=Ea1|9XYwZ& zH&IeA2&R(FBN{tzV{Q5Fb9R$@#2(bSpxks!kWN!0{l6IprrhOFV@Zm~nZ9bs?B>i+ zYn{nArP4sCQJ;EjgSPeivSl$*?HE8NFyeTCL`1qT%tdKwZ9`#M0^YE`#hn*P7-l->}X2%YO<@8J=4l{3V$PZ%SY z>JL%D!jLh~AFv%w$Ol9YQb*gqEPm#29J)qG&~#Z4tdz~EBc-0R3obI6%e5a4e=;fX zx(TP3KPRVZrerKbT!og?yB732ZWXB5dhns(Jr*30;3ZPEgeP$qk(H@ZT0X8J35YvNq@R7p2Dcg zOHx35>1v^X=@2>sO)y}75b(gxqG7Yr$!8ouba2*m;@QrgHhpDTV5oEzcujAt+icPdk$@H_o{-B~ zmh-_b8R!nN))ede*bkPDF&C(oUfI4PC!Nsj?g655H#ZBO$mL{+t)X>7JDu57x$2lz^YQRYpM> zRJ>CJS5YO(t79DKs$OrDU%^^;w12vXEf|bdyRV(H_HpKspY%H@i~sZ_=>~(2!mrsh z4S8+DA^)>Ll+wUi5H&jEH5w~J0wh|S>}1g2K2a*w{n*M1HKN4jQ-`0bU}|61qp!^Q z3_*YF-|9XN0M>mB93K-tR+Xf?F6oLrDUiE&TzG(c?ry03s*L)G%0e5+NpP~LHjml% zz+&pRh?t&ZuwqmWqRujPagEnS4&@y6QTV&ldG1(nWk^u+=i?9snr>O$!`)O8jITNG z%Kj|;D@ezGh@WN|B5iuDHOZC&W3}!beLfe;!5-3ilG5fGF+6=%@T1Gk&lu@A3#6*D z*y_8g?o%x&tS8uR+CkNnWfpUD#WzplaxnH4o0xi*J2;3fLG=bHzxV;+Ipn!)U9;vA zB5W^pVsvxvYZ=kCurEdgqEF23M#4}Z|SF2ClqCe$&ck#TrK zGE;wvx#)n|0sB+bn0b`+o+8TpVA;7>VR8|;qbssTNH8YSnOiekk`BwimM1m8qi~vT zOPU%14T+XjxslqP9w_NGqMPL0F~%X&^UA6rFLRFqWl1akPePs_iD}b9fg6cjw}b4q z30KdW#U63K5DbJ8Ub#<$6mwX6@`R0M^24zcFO2MZbWEjO=RweeHv=L;`V&s%H`eJ7 z(&Idp1P0ojCf!&`k`ibk^lrz!?D?!{GR`Dek+(45%#x;cF16Vaerr^@ECp^Y?#$9f zabylI49|=B*4TsXd^X&`3EWh++BX$d=j?5Q;L!LB4u$pPz>)yQ)Kjx%?4R79Q(@gHs= z$u=!iN@q&7IHG8|FTt^VxDWC@;yZ7F#Vpx78a6x;rWytV6v=HIOSx!@?g{(SD?KxI z*;KFbZdY0^?LWwxAr6be&mb}=r28tWo!Bl*!p!TU3Hr##4P;o>?QX-e786AQqu)szh^Yz-UM@&2rgm zF>>i@&PBao56VvqM1Cf0emmT9&Xo1%;MTS(tlD<^l>Dg44bMiF4+-T%#?36=#*kBF zmKCGq*5Dwlj0C#p&dZU=4$$j;X6UGD-43g#B|3J4YRQR2#t^T!EeXSC+S27H@5K{9 zpqSY9ZI&78Ctw&Ecu}mZjR{g#7*dSPP5-f!DwX2CHT6fn5yc$52zw-k(Q$Z7t-)b= zE(u;;XzgZD5bSU_pBWz&m>dm;54DU|Yv{wYQb%9HwcKSJb|*e(91soSL7q4b5abMg zUUl+}1%n|#UbE%)CgYjeCn`KrD;WziRXB<>R5JZ$(H1!Y|I|fOb+%z5ttD-Ad{XUT1oe+2tH!*yr5nQ)b0L@;wTpPuBntv#mPx6Y460l$g4pB;1kX?i!g8L*Lx~H;$%7X-MEN>D;nYrbg zX1}~4dwR~RA~lWEm>>)NXYsr;%nB_atb4HFfDHt(6u zX7u+#G#a$<@7<=iWU?N&y#WqAC7FTP_erwa-3RQJsfYB!Lb2`1U!?pjT4v|+DHT3d zzLfm(@rY!bjYw)L-6nJ@9oAGwnNlZX+p5#fYh-N!R$oHZz7Xqb)lj{9CN8XV?hOKn z{kNI&LSeX!XEi^jh=1L3+D=F4gV>$m1<3M;ms6GPTG9;I7e)a3{OLPKZp4AoOR;j3 zi^7>%`j8z%nEI@!WeNXKgM()fZs}M-^9&@HKP7}IGMhvIfP_uRO zm8svm-#x2Txf{ks1{N^nbPuF+Wd24{8K&_lG>z(CbH^ldc<_%kmU$~7#J9*;xDX=a z(Dwz~Og5b7yhl~YXz6$}Zs2(>JYjz)=4xyD&orFDU>^*}gL1I=(fvHz6lX*3bBPY#N%2_8zJ*NJJN*82X*HU88l+3zP zca(>mi6_kD?0Zp6kpp55QU%MY+*qPGQg@|M*8uloA#8t=(buHp%re=%6XJtWmJa zN3|n#D5`|?#@V1dqti4>iT!Sm$VPF2lWAwhgh0rP9M|ofd*wSZ?+q`)>9PMiI9ax< z=Hrk>^1u$rLoos`qjR51ceA0y1&6Q#OG%o@b=F!ZpCCP`P%@2+(7gXvKMzZJ?LyDF zn+`Lro~5bMz<&AKqYC-~3U+PjIt z&mFzH8aGKVhs-W(-h;D3fz~x=hPVPo23Q(=U$cnwBp=3 zBfOgaka%}l@R6N1r{&-*yV^*)A%6BR7$=C=YgKFn<^o9N)@XI`5ZPP%*OdM5XRpU0 zg?F$w3O0cwH3vD%Qysz|PI)!U&g~jV*T39GKltz-^!{5Fwn<`Y&gs5(az7-}p`16g z-p?Iowp{9UC#~*X&nO}%wda6Q3B4j5_VX$}tI|iP>pI#^Z}DZR2yV&KrXtBm7-!@1 z6^z~i-7P%xYIux142uTlgIZ40vL-skRw*$YZ1l~8SYzndnVZ}W#DSfzFdnq(@Vv_l zCpK32tFlE(o+=K^)k(+1EYTl9JnfJeS(ZV1$On7E?cKLZZM%6?ntcAZEgmgW?C4Ug#?qi%Fmt}`mXQUJBTvG?Aw=}7w~0>qm7>&M>euoBAz`*q_$GNpUp#fyayV30OgaItp!pAAneYY)7@;a~G`tC!dn<4c%s-6BbYPn|>(^HGPkX*Aj&erJ|jMpb{Bb`;7vfr-jU{&2ZeaG(l? ze6;AAP2O3qgZM5GXTs^ScNfB_VE(n_iq>i*!zDPWs2rUVyQT=u7FA4iw#-@yWFqe9)#ODegZ4NxkXKXG?{=Fj~QE>|&nG?p040;D5 z-W3TSQUwTc>bKh+8PPs69sx1y*w{hEwmy6nTX88wgoi9$ObRH10{@4#MQk^&z|d=F1gpD!wlJGW1cK2`q@XZI8%N))Jxx^3IGZQHhO+uV)a zHg?;#ZQHhOYx>;Wa|W5*JDGZ@R3-IPsiaobTL1Th{q`<)MG$amJ>D?Z(5T1EhJJ`8 zJKqv>a}#ag(7J=|iE&Z7*@pW}wgK4ZB?QYpgr?_ghzJ60=CZHsxrZDBr&t@l#i)EJ zf(p2hN=kN1dH(a+YFXIoafeH<+JzkKktM|pi)8trJ1KhfZDf@{I}sSLCSr)#x`Y{Q za+-43bd-ZYgx=3m`1s@n8Cs!Wd~?gPMaD+GIQPbRQyz~Y*4*u74z$%xyA`vE&mO0{`s<|VDF18IDFB{QCnTfZj^PI4K6o$NdcmkA(;qq zxh~=y|Bf~rjI4@Ya(_P|UWQDnSs)<9Hkvkw0<|iJ@rcBK8XSsYD0Wauiu(B+^nC?e(t+=$5g(OA9w;mI= zI;3{56!6zBLWV(YD4nMHb@C?sB^{|qE;t*bKB>v3rwk=g>S`YE|B-;^3miG_+b%-X ze?v$wNp^8ba>Z!r8)o4U;>mr3c&h^{s{I$2bU0NQCL7#?QbkZX7CZxmkgTX1cFxGb z!SD4_c;sgWAg4|`sn0f!)Q}$PlD}@nBhURNb-UDBOtM+nh6GK`1wqKQu;O^^Ft-!+ zoW#P9YNxFvNQCJ6ogWfv8GyZQT;h-;=qVXeRF5ckAR~xw&<$G~tx^hk5tsc)q&IZ> z?-g{0>Z82qCKuKWQ;iVGuM4mYzr|QV+9bgZx_(~~mLi5-?P`11bKihQ%drZHi=~u= zfD6nH0@+@i$LH4t ziH7VX4Z~>d6!UtMKG^pS-42_}mcOpv11i9_D}h}C)}kdj166lR!R)hp*vELx;YOGZqnf_tg9&X$6Q2t(F99+UFAvpGeed#BQDgJyYOV!8naaYjOA+cYa#gG-Rm}EbjDEYPgja!%-RC9eQzq z^p8T&=}sxN9wMAxG3k02!w+1iY=b6>OkM-@-hGWmF(jGe0{xCvqL4+q#ffRIVsLxn+U_r809)`*_qNI;2cN?{FExkRBu#*NFZ)QjB7c{7~nt zpU&UeL2-w+WKJ-r`L76>AP6G4Hf$V(IsT(V)MdX`>94Whi0AvHCfpKv(E*XJr-Pyt zsU(K^b@LIpTX>$~EHRWFS$J^`u+a_S+mM5%n6mQ;O~anWtgT`GTrZ%BqUc1E zo7t#dH1R5>Xp$V>>g%=wv3A6?YExf^)y1PE7{{yWPsxIsY*b=&dk$B9a9xZyF9`D= z{{By76&_XIt?z&fJ??zUUKT|uG^Yrql>434a+yN0eh7F{OWk7x z-f6K(I2bxVqPU;$_87b0n7MCbYTQAXZ4X~|EzhfJ8Zne<+YBqURr;D1UiN$2D~ufW zS(B$8tYa&{l_ySc&GclCFCz`lFF@4DIcT7(VIV0fAVH4<775EO(EbeCj^MkJTawp_ zg^ZC3N;Ufq=jik?;tqBO(W$jGG28prnh~Azj~+z4sQ5*JP0V!uT#Jbu@S()(OTTfH zJin!^UjD-*1Fz^dCL-Ln7QdJ^o5}r>E#X_3M4Pw_HEruGB(B+dBrvoV!kDi~timaA z%b;T@QF{&^11JV3*(3?WRznQ7Y@?m`_?Km|1c20+4%K2P`B`NjvGdmDvE7&iR-7Rq z2J3&Vi^~pN1RXy>wC2XHL;ndV^hY**s_R)HYz1W=e*DE-DYulutIP_@V}IqFB65Wp zPFrkxE{Fmv!t|nRJ2HpEs8S)pc8EO7m0y|0o@-kySeGb1!0Gu5xc6ET$(xg`t$ylk zCMIE6s#{iKIfC7AR~hfgPEhxQVl9& zqI(C2F{y$s-Q7%PLP~Nl>%cEPWPhUdP`0I*(J8QbTQi~hy(ux3*w->(*FTVKD|z1? zUc7BF59jMr>EC%(uw}B9S;5W|hjw;Vf>J|aAtWf@BBFWlV$GlA(N3TS-WEAaox<$` zbsnaL$sy&L@ob|`oiL42;>n5}DmYiHL7me@@eKF$q%d1a#!u|!bcZhB^2rGItc#C| ztyZ_}4@K5n=Ra<(OY8@+VBCptE^~`zw})hBdjFDOLaH(Oadym5B>p~iAZ&k9AG&gh0k3>z*{3!> z0gTAme`S?Wbyx6iHikadI7ReQuq^&MQY7O5jvaP`AFUlOWNb+h1agu6z3<0NAQOh^ zT)a&S=3$C;^lCaFpMU#d?)kA!teiL5s%lvSMk5L?gO$Ws0@(yYQN2YL!u#Ygk}D*@ z^OQh9Z4!p21*`G7V5YFp=5m?iBZ52VsqI=s>{hk&EGuj3(_E3U#}u}5vo)>~4c>A1 z9U}rczmrTs0oDkhDBZRWss!Ir(;(ip`RxcT17 z;UAl0a>cV-FRGqNo-M6yRK=EBx^W@g%E-yAK3KwRKpG#5gw$bhJ#K20Xa`hAHXrZW zNOn89R!#%CdnDxvx#kF#)b4IsuF^GpO)7`8g&s0pRsqXYjadqk1jhyXb{<>*_OJ}W z7+FFPwI=;Gi7-G0Uu}X_gE`67203erg!pl6$l%49BAqkW8vMwK00mbuLGr`aXjDHK z3$J}^OBI1S0m>={sS4pPv?K1&Hb+*-IUFb^b_Z{EnlCAt!F=EP#|!Et$B0bF4Q!C* z42hZisC^L_EY=s=!0NXQLHckkv459v(UDp{<2W%iy)+K@wAPj~T@hq+UCW{UDWdpL zJFZ<8kZwl*$!8UTJE>M<6-#a5-T(JG+_fD@2`r>6D3bJ$(gW-7OqKqa-}mbiwm7pzrW(7*j1;Mg6>7R4TE`?KEN=Y7Jl+Y)SvS%I`Kbjl=5O zI;9p_vEv#$S}4zhAg~Y}$24pas91{+UR0*qKXvjfm-=foER|OO&*)#&2RTrIyfo*R0Z^XdSz5ieuq1GE_bO%WI<*8p~!(xo&Wu zUO~`K`HOZo{GyZifCkKNCWmi`UdWwvk}>&OTL)wcBJv~Mzn5H1g!dgXAPc5>ICy^= z6B?jv$b5xCPN}lw?X1HNWeQWNw|9bIi0&jIyXBtxFqP<0T&B6Ntgz>p;Qa{mMD7CY zRE=C$$Kz>o_Ws79kKu@Hvj#&gz*+Y&@-%mO^zKfqdfy0Tq9I@vtn;NbICoan?bD`^ z+6?(}q^GyPB&%j8o^Utg?l1!`($^<3%BrY3I(AOUXeBvO4ZzK>@qpY0j6A`4BHPfR z;N#Xslu(1233IscFkBu2`vVy3(RWLX86tak8Q%*Tg1+~>?H(t4%l=&u%NL#HFJ&s< zpL?^&fyv^X{A7#i6%ll+AesJ z$|Qn1X?l&Pl_YrG3+|a;s$#LW=ZEG=#>I>yxf4^ymI_#t^EV6wujG%1a<7#e^i!MW7taP zF813Z)-{LK4|^z|6y*C3MiI&3MRKH2=ipk~(yo^_qCm;~XLj68t^hl>9xE4C`oZ|U zq#rw+HqK3E9c_-KzL+R41CG8aglrjWj>o-Vp?Fu!$rI7Beh%?&R$tfp0v??vQkMoA zPPZpsw{8C^>d&;?TUQF?#WrDU88fmgh#5`q^RQddcj($-rH+A~TBnEk zujd$3iaE8&Gk$3sdp6yQ!Q%8e5KTgz(Otyp_~?xsFvb!Rl!fi>$CDzgc;yaBy#_zK zhV8vq(8Z4$Dt`~11*TgW2~+iDX5I8h`YfSYH7>BTEez;OG>=+K@sLsMR@MkRkWnaM zZ8MTycX6v5@3_G8gDZy$I>#Z88Ug)1*RhAyk~h)prOIqMGVS=JLYDy%P9K6ZVk(BN zC+STA(_g^pbc9!KARFjGVa)Lw9k>~mft>X1>x}j$>I%;Y>T;D|1$w(z)mKm)FDnuh zTEo0NU3CI>=cgYC@EDnH-tU(NPIgCSLoZSHXzGqL@-TF-g0g*HcOli`+DDTj7+S5H*8M26kz*_WHo3sXID zp>s8#O-`n<*COe4G!N#Pp5T68Bk?YLcu#vVFTWg)Jj8qCCDK@TkP!Qdm8EofDmpVM zXA+}fr2sohpRR|Eulumu%A4}!t@ewrtcy;a&c3;KYGEUaLgsz!dy0Y|Jm6!<=W2pP zpy@kbGL>~Zakk1}F zzaga$3k8-oo*1D1SQX(J!%MYvJk@0ClQD#$)LI2W@`At44PwedLT95IjdS@6LSW%m zc^6Ym&Joc(vFQ6pzd{POm2#emd%o5!E*r~N_*piAw-AV^?TBMs=>1-3JNa58sQFNakiypW&-m~&F!8ua2k_W39DevMlGltz?b}vIt;@o%Pf8&r zyS!#tn9-UNgvOUzBM4C8b^CJdUR8*B!Ra>4tGwIJ*ya*M9z?_L1lAIiD~o<^<|Zrw zUS-S#WZ+t^15xA2c+0-4dlr}a6TSjOYOSv%lL*XPfULsX_e{c;bAF1G5O~>Xs8u+5aBTgY&|WInebR#wT%lRK6KZuPIHLV2j60vuU3Nz6G9fdO*%G>yM)%dig%j zdJ8vi5YJS1yJa0*2EJ1`xaJIX*$crTco~j=x-121Q%uv*$Q=oR1SPR5&JN!sKe8Es zo8cwx|J6a-eL0i2%7`z?tA}-H`;9B3dRw%W{83|O;-Ab3*2yB^oQj71Lo%khh8!xb z{!MjHgYDx4=Gm;KI?e6+0rFcGV9aD`M5ZPJR6khMCwtm`-nYTUjoW&+b1fDW`_=$P zU*sygcG=x+)rRCvT*Q;BMl!z9Zi)KT6!UUss3k2cm-`+}m#h@eQ>+t#+mCUvs&jG< zwYBtoT_)8ZE)2A%?Y)yYf<9=*i`0F2j-ztjS#}egVCFQc9=Y^|1R0f=UCLTL$M13^ zC-*>VhDCPeHy^P8=JBH5z&=?OivXw13FEsZdwS6`#Z94qWNMCQJF;`b?#9@%BQEu{ zLVz1j0m72T%=ts$U3WY=Uk#$RA&YkHxtmb$jDd&fR5tEx zq)tiQq&=uyc)a?18E0}D$i0C%Ie72=fD0=0NO!GThKTMR^cBFD` z-|xpWLf~!BilP&3ZfJFLqk_hM*zovJhGLWGq9~3GFS;j zWpDtGL(43$uYH8ePT*5L8y%6olr_hC(yq*jMW?P80AC$oh+PQvyZj@i*WJu)nY9eZ zjB0%(t90GqVv6|tO(24NejqNi0-{l+xrIq&rMLupyu`yjND!;RHd78E4Xq9vGH>@H zYx^ayvA;0{H=CXp!eK|aC-6>jegKA)lzwCTlG}J43VJ+Z(qF6{Q%Wnc>BfK+I1N;e zwk5XIF$MOC#o?0+;c6&pY3POXQ-_&bTdyxVuyiSV+mKC|5d@*`qs`o^JK39m;r_l~ zzuNZhh%W8hjFcKIUEh2u3C36O2(CY9-H9fw$xuK_F9-br@q2Q%>% zI&TWMAv@Vi4HnA+n=myvjPQtY5)2p2R2Ua5VlZS#i0G-OH+V?Ds{K=B@LLJ!z*h%r z>>U3#ytdXtm&<(=+*CHccG2m^|0YxoNNa5_mbc#|jaYP2gx&+FgE=oL7pm7_W3|AC zm*AL3^yWLHYg|h`$Fb;)@9#x8m*r@*-c--grY;))Ojo4n)y7>fIr?v=tBc! z8V-iL=KU#RA-1tFltB@6WUSZ{=C~@XF!o)%0a?@$!9#FO8!niEO zJ~7~RI^EPGCGuvg>U{T5x%BsEH{|nl64m`%48O%xkMH#3>Hx3nzez##zHd3UdNmbz zWr=60G^Xy@uGRhKkPiepHR}yQSY|kM;*1qzj!b41EYBd)xnw^h4$Mtl7fSqzv7Da? zdF+Z)`g6GGb6OK=DbKb^*j2~R_FyDXm=5=o=|>pNz*wgq9|b>?c83KpIfw%fSp8Y} zpGPbB6L%8QY=HAA+w8DF~ z@8lm&zX8XDqyAE)%>u^?5M*~(Zi1%Hq4B^dQMSh;>vp|0%1UWjNtc;Ig_g}uUNcG8 zU7Sb{rJUjy)B2%nR7Iid+Gq#ux*CWD9inzU?HUuXMbabs4q=jf3W&!)CD<>f>1}PX zQmfeET*%WdIG7imu5w~}OAlvqZF0b>TG&Xc%&<5J)1}oVd$;OiT9z6-ry-Hl~qQ3rC2n6qYVUsaxdUsOtDeAerU(eBcO3=Vq4Iqvg++u7h6^ zGMl_mfE~sD1<gcbyiKiMd<=f`@_v#x{W> z3^SB>h44S-2r`$J60=pp%rFFTL(^TfusXgOl6mllW_~t)xAmQ>{FzVF*(}GJf+)j*dLfBciT?g&JY!yy0>c7H4 z6Tq`9&=`)L_8;1;G*y-NANaQvglR*kh!;ok6N0Hy35uEdxb1c?N}sH8WrAZApNiZ~ zE@oS_SWd<9xy>#p*D9r|8&#!!iC|;TyYsLM&aQ^U44xuCj8h-Tn<5FUS=?8l4Q8U3 ze>PXe2I|uo7wQ=onupMbyiN%`=USPNCaii)L0Ys&utGr1M=d|yUfH_b&xiDbxt8dC z7s(e|c~9Y6^yd(s98S-RuiNIXq5ikhI%GT$l}>S#BTVFlP+N@gW7?Y~rF(u4nvBW< zpQsLV0hcd;`LKfC|F+2!C{Qt%CZ})>?uv!Yc#S!Zb_ztdwnbbLQEY=4lR=rlat8CN z`i?hRL%2{BP?j`~>+o@vcBfQ{cIe?gabtWA zp7n#4Jg5{sUdO#Xs}sNLunY4+k;w{EcjlN0maTva{yHa$FJ!;5R+{TvDkd9FdEUxH z25YUi=I{szIILLFX9_d}>p|=oByB^p^yB8>uA7bTu{8_)PH;9@NX2AKdNKB11kB!F z5yTrOeku-RH*LhXuo-`kjQ>?OLiE{K4-bhAqMXi~5~l&uXX~>w=%1!gP!^D;FKy$h zGC+_c$?^92075r`a0#LSO_?4^Kry6V7KM?yn7B!nS<}}jdB=t5n7c1MP?t;bGV353 zA}zt4D_pX7@73Fk; zm>AO%G0@uJPGV|8@iF(Q!nHowP+F5srHM*~MP}m=D!&F%6z8R*7>&a@OX|94A(0BA z$_#Hhxz>OuIdL5(zW%IoyZlf$OJX(C48P3l(5ZS3FywV16SWVN%Vr*xn~vpzW0CAZ z?LoLW_zrQZ14U!3#^6u4a#aT+%L3p6XHc3%ivf)06Yv^hV6S&fC9oQp&G#cnO-I2;#{YL-XIbwU42`gaBs!JkIi;1?^ zpYbx0l@3v_U_6x6JO6Op3M0uu%VK;0U-ILVgIJ%vO#g49SFBd{7ni?#(7wWI2FaCm z1moWdzul@+5mLfiKVP==eQ2bp{{=O_)Jx=uBQY1j>xOeB;DuzbfL&RlD>$pw= zsH5u(YgEmG1a6IQFA9YxH$RPuGjL&VM#$nw@?-5!#ZKvgH!*uDtOYFVOTc0LvBmh1 zkqJAE4n0?&O;!xowK?C~%sxAvVTiCFQBhd>l&Kinb%~gLT$Z(nCk!} zfEp585x<2mJTB1eZA&TdR6VD!m#i&30?xX6 zeIE(>_vVAS_MD&(sUhxt;aOeJ^ze9T6i8+Hb5X2`l}=UlqWf39z87$SY*2)vEgnu8 z*EDMx?%pFp?l?2Iq-Ej_y@U;9CXbIu!zm98W+m{z2aDY~vCyN=2Qm zCEPS#k2){zey5Ohr)Jr8&?i>KGdN8%tdMxeeHF2Ujvy2o+-b-q_!njKoCM!e{6HFF z`#efC{CR^7jqYnX{CyK(7R~euZ&5NiQCA(a3|&J24>U5Htf)kBVm0i8K+JX9@ouQvp2!%e&s^_JkDBoz}kp!~%ybOiT-KCRng=pAH;cg%bt? z^gio0&MOq;XzsoVy_rye7;#(>$c_ZgYdvLi<|@4GbDe0J7=krGEat=dZf%hSUNtUI zFO0o0(8<$_y6WV;CJqm5Q#%9Jbjb5HFr<42N#w$yljulw_;C=2Xn{=;=vd$H+4JG( zR%tL@B1?RhGAM8kUxpjwW;YymJb9y8#@zkSX?)&p2XHjwxO!M+VfXpP>oYbiI~!=` zQ~Err?}HuelC@>w%)bFOKEJ=IQE{dpVt(%QVbQr+?d}eu&s+m_b%?{HDL>Tqnls#0dv2AE8*yIHHBt|;Ve9Y**^Fw8HqAbq_b!Ln8 zV=Ckr+7@1wTJQh$=R0d*M-kkgH{w9YUdL!gaSsLl#Zs1}Hk0!r)Fl^1!10QwsmBLuq;kpno%5FbWAlAyo> zy=e1CH)Y?ZNLsILptdUv`kFSIek7k*NtW4QFwHWo?Rn%Cs&t4YLLyP@k2&RDqVhxj zYG4>^)oj^08*uJM$&`5#f%VIp6fFF7?+J(mkTPj{up>XzMH7=F<#QFpz7n3&lGvcq zi|}||(1QH6p;}IYc9J4ZC3V3*UPUXyfB?V^s%Qr+If9AZG~iQj zOTNx11sDA7<+Aie^Bc%`rH>0d4Ixzh!?ajsgzI!~L#V%l3^UT zmW;J}f#i#Iclf%x$WP5t`4Vrg-bXQ4%;@?J5~wfrw+u!hEj8nd7Gx&&=^J|N4%iuE z??Pcb4{$&IhK6pkI9sIIkeJXaG@Q(kHdBnB!n!!P=*i#POw_kb(Utxbbz>3_5N%&< zc1zefd7|+H-`V72NaMDQW^nJ1W7>v@9o8-1i$_KEPNbCxMrs%Na zX(T$du6Os)JNahix8EOCGL-+!V9lwm6+oSz-jaICimhkwXmz)6Zca;*)i5)u<+jec zqHp~LALfdUNx=VF9ZbtJ49>gTC`De$t!~^x;T?#~foU1hmiK6FDGQ?#-k|dcwWZrS z6-$v(!>V%PF7hUxY5zf!B3UzQFAUnN8`d#R5CMKCxFntHEH-?L_sDZ<&~e9`&iz|9 z%-#rleRWkRW5*|zBU+B%r0d&#=+(^mq;6wQh2{NAu}LY>1-Vv z>+vD<5b0cDm84>kms4zcTlyfj^K5{)3^_8dq8zj?@lJj44G9_$mXZ}qAELB4u;&W3 z1vI30YHORukm;m(`+1FP~}! zXNLmFI2`kePQ$PJswFyf=fkM!-1#&&@})nb0m#~hCZLbx8eQ|FleB1_5t+$D5vki_ zGgE#@bp%!wNsSCcaSWsd-xzY=OD~W(|1t<*!r9tV+kv8;c1ngx&cjt0(DlQ|bi?rI z|M<&NdyhTp!8%g{VP-1r8(R!Bl29pNW4E^kQa^byt*Yxk!z}ZB!Bfcb6@UQ+=$ZBk zo(vf)-VvP#hz_TkxB^YR+3aXS-ahhpdzN^9Gi--8NS<2+Dm`nc3k!WO;}a%xtYRn# zy;`>zy%103TZXo31Z}Mpi55y)t4Tm&n##L!5SeiwrVh`k6w(Rhl%^^%(faQ+0>+cW z9dr{5PJOfqDXLosT*O)uz>?EAau+nC#eZCl8jd!r=72rabgkt+4;*mwa|~|_M_%1x zoSR!PYRt7b58tTrm8LE|Q+3R6vKl&4IyDN>#!pHJU#3>OCi6SjeEarU^__7B7TV(2 zAm6;y0F@9ehL^?#y$|pQl4 zRI%|2e7aunCw)DXFnA-f5%sIm??@iw{7?~^u>LPrlfVboAZpD0t$WqvIug!DM+ z*HgX^)e5}^GXu#;@nLB2*Zw8C1^>V|Brhw*MtGgJ46W!|yn%h4cPVPgl~%tO$7O+q ziajXZn+PPr*TF(r#F}E{_28i%v7;J^W^SK?mvu1_(n4`UFre?Xzu!dB+gI~((OhLr z2Z3sqyC4^mCL52kU^L=eR5j~CN5MhjA_p4X`$YRL_+5Kkafu@I%P5OHHZGGLgH{G# z(AYu%xr~<5bW(nAA0%oHDE{~Ur4r0PUaJe3!OdkG0PA#Sye)CzPN&!9Xee0YtZzNj zQlm-~Jun(NtPD48mRmuHNaoyyKG86Af

    T$=jozz8iXah1R!DAz9qx1KiqlQ^_W{vYFTCQ=792g6Pi_i zr3(+3`@#n$SGvAD1*esm_jf-R>4myqt&X*TwPkYCCU2(ryfvUtUWYvSGQgy9g8fQq=4d*9KO zj|()d3tCy?grI95^%>q71NIepQ|0_}V9=QEWC7Z7?IwS7E@$lKqAVqxh=zFyFXR$CA*l`j9(pgCB>7pT;5tB1^A4)OH?p+@K05l#;K&iU+rGfCSuv@w?{N`Y?-coOEd zBzCjLQuw+64eKmko3X;i_q#}s)~K8+5?{w$fYvEiAX%#wJT_*VgH z2@$3sf~!Fw|AM&8RDgGLDIFZCtHSF^14y})dKElG6NZlz0VgAGm>nt8MS|PX(q^B^lJ?P>D zvsA`yTe&O@`@Nlt_^)On)oPE%@wBO4cKtufZ{dUvOv!=FjO*@(b-4=x`PO)tVhHhOtnZuV58(EiX4k9$H z+&>%|@i$j6b?6c9g`V`5{i7wK;K8g^3Cq}t=oMe9aJ%zG+T#wk89}h1tvDX9hx_w> z(%k`u5y!2zX-F-bOX?p9f*F-ZS;Ba*jyR_J!T{!L3C}pH}1|QXga0sW>2b$;h z(T}giDc}(YRG{3S`)y&J5n%5_HX$%tso^0MEQ`(9uX z)k%#A6Kk!Yw*avS4pphJ8}YqwQx7$h2tk4=KPcM|6mz}4va=HT$tt6sDl6LK8nq-$ zn58EKkW%L1jbdJ8T6=i)tvNqmsngqSG8*F=a6!n~M!l^rT=_J%Q}9jYkT`Vl`f+h! zdVDS@wf@EA20G5I)REjkHPRP2I8GDnscD@MHaS~@;vV2UHOhcEgpplRMYx@M9n2!* zM4wU?GXMSTcQpW)St*+p5Pt342Z|B07B9++K2~6voy^HG+onF$p|!_9sJ7TgWqrpM z{2UQOLCU#YP#@@y0Nt79WlbSj>#C?4)jXux&j{J00R&>q>)%y}(L}pHPv7IfnCCGB z;noQ3t|$d4POVXz{o-fk1OZ(xo3jZGnqG7}#dFz+d1k7Dej2y$=enI7H z-QR`FGu7?xdbVpcB5|(|s7&f)0?Zz5RaHXPPdryu?yPqc-Yxhjt-SBh#It^tgw5^e z&3}%RObkWCmY(|x0q@Yk=m`cmZM%Y~Jk#VPBI{qPNw*G7MfMbpji2HVZWX9MA!eiC zYfC*cMaj{3ui5yElCxpsE@8J~KXKj5-YZ=z;7KIpZafpVmaWF#=9U$o5}cqF%f<@Hs(#6W=&hxBFc&;1fz@^~1rpVkaf>hsydmP#I6O zCh3tLl%_Rq$qt4f{Zta>!rzG=1g?r86yK15)SRQwdXUZJJ6Jna$Hg0T@BkgG`ViFc z0rQLauiXcNAHhR?16R?5%c7nU9>@hFmoa=q$BeLn@LbHX2n;Z_;Yc)@M5!DyVl}7t<8PC2h~dDdB53fzQY3$ z94DgxY6rTSS|};Snum*>GGmIB^xfG{t?XuuI(H>yTpl)gopb}>;e?Yhvkg>xFL=-a zh%nih!}U`7`Z>+7Na$V-tySjn2`s}sIlxa>dQ?!82OF;gt+JPK$$Hf#A{{jBdf%%O zI;|jk{IG}`s2o1}eEqg$^uH}P+}oK>-WjK@D(N}@{dP}9rKq94D0Hq6CBSGuyZ4L6A;@g zX9k{Ksu|c=SdgRQS*-L!Y-}oS8GG}}bvqw*$k8fpI;^Q$RBrmtq7DoaW@eTf8p7Rv zG94p;d)sp|Z-#@i1j7Ya`uV;M5qwd6i8Ai4hStBIempOULRl&Qm5QVb8mw2n5Y<5* zY_1%1EOB-$4@Q^Sk$e~|GSgE8Crj@JVmjWI4a3Qm<_-6j52C3S*st2nTBdZHhike8 zSuNms3u8ynr#orz#ECtGpMFu2wyJ!fcbMmsyUaL{r5hU*#wDlSMs9`)rBY!`6pM>| zTziLRaQo3-avn9kp*hRV@QD;5dNZ8%zL?KOsU)I^qbFkMBe#Oq85d27!G>81p5zEM zOnaagS%+!6 zRE@70(|Nr&<)1H4JttJPR})1WEJ9O+q$wpikN3ZFtaD%3rPRKBlAJ@ZXr=6stg5%@ zOe7(gVE4s3hEM z7i%WqdV6}-N?JED$0pY30ke&NjH2=^nSkoEFV&gWn>56U7Cmtu^aUE6w~EeDG)3{p z)S)zn;oRDXb*8qAH}Tl3^8siS`7{5wW-06cKwSR+nWb8qS_-n_|J^K=H?pyGbT$3| zU`v@9I0+b8*nW46tpC?+DJ|o#u&L}~YO6-T@k?)N{J+>K3(J4lrxu1z%BC&^6#tJ{ zYD{nXKVzac^uGe=um9=#zgVCD0ek*0)+gKla3lW9`sCzb{ZHJJiGYcbk%{p?Pk*h~ z|2!mMVq#|cKej%-{=@qGM~kq@%YnMN^}BUBxVuAN|Eixs+74m6*Vjlaqr@jJFT5{q zKfVQGOJ;stFD=JfQLv)#qJrsavxCzR6lUfZG7}Oby`XXNs%(v}Mke{m?DfqK4uC*u zrx+L-29lB?xPhV5Xl~6!q0<6%038jS0^6%^#7l_1gT1|w(ohKC>p-~tnPdRO@BuWl zYYIaHc%u-x44=>xtDKw*SeRVCt%1#EXw3rSu_%Vz-tgkk%+4qLtZ9~(KPvBuv?Abf zOf1dy&d&Aq02u54018h{&H$X;?C`~)0Yb89dm$|BENr1_nL$edSOLn%^QC@M38bE? zpr%sovHjz8&(Cf#KSQD#nxd+iU<5=IB}7mF<#Paos>!O~KIH(m{I3~v0Ea4kpZ@PY zAm5UysH%u6b1Dd?g+I>l0Ac~uvvXtn@*6+9V$XdrxAa!{WyLXWZ2qhO3TfQj8_shJ z9c^uM>1`aG3u~PJ=GL@-hUAAf`yqGDPAouQTe*O$0{vl!hn5eGGpCPxd!RoxQ39eu z7-yFuU&$pWukA~wMkx3b_%5e^gfEQ|rv0t7esJL&fPj9gqTBKo^xK%ApqK!#g`u_0 zbF1>I?!EyD1(x!TLn(MNv5S?_Jj-bo5}j!*x2wZvkZQsM>z z`LDi}Ch(aL@E=And^#_$E&+=}m*oWTp_O+>K$j=RW>Fy=+*|*)CotCmD8HQxe=yB0j18~u?BjnB^WZ)Ql7*(H=Z0tB`F+sjjL@zHkU^o% zjURfzKU#F>*KUPBf||{i1psJ?7k0#!__4>|h1>8;Vux}DE(V6C-|@TQ6|uC}fU+_H zXlVS~0`P-h;m7e8euOau=xM0(2BV1Qn1sw?6rd2dZ^kiY&L^HZ?*No~TLvA(wU zyA2;L$A5zL`{VP=y2sz*zUMAy03HCO9XQ%B75y@*Ets~4H6-ON0!=1WIL>K4OV#M! zQer5WzC_-A*XZxzH3HxpG_cku^C;An2}!GqZz8ZwB&$R)W91H;R$_UvUpfWUCD!}+ z`#wj+_Y!BbcAiSxChU>kxJ32MgN(4Reg!Z;}RX<+J z=+N2`BhbQ-vcc2CGW+eA(KBt;?$4Cdc!k&(-g(m9r7?Wo@zgt2OSw$5&}4j(BKpn5!wH z1q+6K3sqMemlEX<1nGIc1F7O{M_yS@1$pxDR7Ik%Kt8JoZ6L^XL~PIxKxiJ=(@^kn za`}q&o|8`q&4(hJJ|(OEHmFOVeaS`jG4u0@*@T70RnwJ8$3yQ>W2*-N< zt4C%#SI}xEstj%no?qb-6)uSmb%AAh&0RU#kGTp$9ZNaabr&`zCQID|U4s*;uFC>G zjdY*tq_m;nslPT-MYakiE7f0b^V$8By^w`6GBuu5+-NX@>Go=MZ{%TF@@gs#=P?{` zP5gepq925&I%LK_H%|zlJ)o2U$cr_`J3+Zx%Mt}-DU%$n7Z8Z#)W?|XEzo;8? z!eAP)lko>EaHf4$mQ9l2(%5R}K=QZBAT7`Pi7eh2b2IVH$ZDEIbdkc}!8SpcAl%bI zT4J-MQWNe(QD!>OG}qPu=?ZQbEX))^3OS-RpF z-m|1Te6hW@q!7!nf+vYN^G~vFSj67FU+{eQH`8o`<#^XwBQ?a`w_qa!9!%ty44c-mqC; zfcq19QA|=O2KgdZx-U(5^*FOxsj%HAT@MEx3;T@uo{p-wk@C6CMQOjjeK>ARolo-c z>JYZFDRuj)%aUUvpCEFi33p1<7ill-PiYo$U3Vx!@drcXv*F9=AqPXhnyTam&#nzr z3~cgL4cil&DK1|Up;UxDYS3X-9&yM^8*uUrUX-H5vZWl2%ny?sSK^N7PdSxL+I;IZ zWcam@wv)5lJ{B7#&S!6GzfGV`^cnLO%_S3^JU}J5&DOsp5}sl(s#=Q~A$B_dsj*AT zb>$XBc@n7QohohB5cjLyfVZ)zaNEeMJY`AkX4wIb<1Nq^&;XMb&=q<1G^z+EZq?D< zzUBLVKI#C?B^mDK1y^J-%_c!6%I4?miH+dSD7PsuY#2uSOanX>nIAKy-fF0A2n2Hq ziS2-6T&u;$U|kO!h7=#}z~+eF_7)SEM$~p?Yt-E z%WuWm-#vBP33}VEGDz#Sl1+w>p(&=I0~}=4pP?lD6|;7&{8CG)d2g$amKs9DBkC(> z1C&$2QVB)&`Jx;xXn#;EEAU+l^Hd(vfeU%7A)TdT%CKb;`^?1lcTos`vJIoAg1A*k zuH2^!i19uvad>DD9-IU)=GC>T>+X@T76WG@>u?J3H`4 zh7i^YZ!j)A(_I6K912&juPULhxA9Hj5JRZI_UIj=tU*R?esTz3_vi;aHtkF-0GpkO~~FuR0v z-7T}utU5in!id%mid^Yd!%n1@0DYPO6xd8OidK+m8R;}2Uk~ifQgy63g6#{2W}gE_ z4uWCx_9!LQP?`0GDtB7qP`O96i`gbPtCX(Ie=%<$~=$U?qDA01Z*J|g|&ckgOs{&x#Nf_X7HeAIt^13ZH?ABt!l=`lj(n?C{ z5b{=Lyx`p_G|dWKbm+EY>zH{O@_hLfyy@&g3t{l)EG<*Rr4o_SC#P*X&OAkYu@NHo zH>A%^;Oc7I3+S;KJCIWBCPva^5(>6q6Cp=3Dtq1{5w#cNV}qB-587dumS_^Pw!1H? z#Wp53L30rLXQ!encn$OqKgGvFCRl`Iwpl4Vz)Xt`YT6_8d?C#fJ`vEs)s_B$q3x0% zw|ZNSMNnDhYN+Ozy^%4#Ty$L60uG|m?k>+DJ1X8~LlDLZ-BN+bvv{p}MazbgSTV%M z8IqsGC|r)Ru=X3Hdhb^aGj|TP74TrQt6;@9$3P?RWKxUYauD38^;{Q9BJNxdZwSp# z$Yh$Ozp)~Mnr~B2Z?a}iXg(v$8&jlB`|?L^$A?I~VS6Iks$4uZ1Va>LIFNCB^HdL4 zN_a|dugJP*vpIB8?i_c5QjMN0sr+Eu?op+^@;qAO4LSkAb8QMR)7KLLS=8t!o^{-ciR}bP|$N?HwH-`f)%LHdQ9qsh{&bagdbGndUZ-gxFxau8DMdM zbFA8t>*6w*7Ri2~DbrI3Sr4yLZFBR32c%I$$WXmHD9S}^MVzj0BINzzh1LvA*+qD8 zH#?B*jS5ILG`dyl)c?La^m0xdBTeKVXxuz!*-6S^3=UP!v2$w)uXT_ee5rJ%S2rze zmiJ7|Z2mZ!Xla$W;h2C6nPuOGpBJl~^?o3^DFky0wFM^)P&F z#e`qSxvibfiNo>^m{1F^4!>b>SX@$rmxT&rOUe}H4(b?LM~84Ycj`#`aiR#`z{tl` z$c(_DZX?Am9$hOOe?cAZ4A3$dMak~+Wv>i)T6AU9dhpHUv@)nv6i%cy>U36F?9WR~ z@sTILt4B@C`ZB|#VD1+g&B9;|Dv?UjPUNUj9Ae9B$Bn`}%O?3On)= zcGslO7|^UD+bATF)wrwsrtOnGPOFvWM;BslrmnOh&6N)s^`-R`B8#;oGR#$^COnkO zhhAscL;T;!@(viK#-L+mH|cHyzzm4Zj4kZFOeM3^TD=toXSTFUtu>W(SlYg66W=Dt zRyA+ran5sIi|Hy1{M>XHvJPnJ_EBj$&k4jmK2@yqu>+xyhcq4^y8GmKgGa+JVswwB zmwp@1XrYBNZh@}ASf=Ar&Yq8frjufA821h5wZ+w#S!B593QVF)G{^rE($n7}*Zi;s zEe~SyGM|{VV=dt+>OCjrfpdnZQX8jIOnZ?jH+IKB-p!@sNBu-k@@uF41LZPCN0g;v z+J)EE>ZCmsaYLaz{zwIR0oWl%x+E5^li?^LAA>ZDP~UT!+Jh?Nm7rmLFCoj=5yF9> zz|t*vK)^t#i4DA9vhF>T+B`eGW$Cttonm~G{sPQO*cpk|r~|SQWj*A9lxAqPO8__G zIeUALTU$s*mX85##}}#xoX3m7b$ezo=8C0ni$N_hL{L(`SRku_9yTj!355lfQmcpe^|9L} za!&Mw=yPg2gr%g{=UJRY;k_USs_NdW(@(o+-Rje#&tAzJTH+<6mr0N-n0cL6@{^rd zh$yyr3*W;d8_%~+`I?vLlLx%abEf&cou}4G9qG%U`eZ_&A4LjFEa0Sdp++ zYhtPJ*kUBC;pOlH&fgJSG0ZMz*Ij`9f*C##9c>6SYhH_&0+H1G31<@=V$5|@UC9XW zLWopl?t=|YyFfb>=K0FdmIIZs}w3U?_DEoDi$vzNk0Cc zKUJP$&mFbo4TTIRUf%1Djyr5HKfHV= zA`)7ws)q;D^SkUnLz8wIt>Z8`?$wbo^a9Zt8&svnb)hOx2#`Vnm!&TW?1{0DCe-ta zo3_{m^Yoj`I2LBNqT4( zW^AfIzCSV#WOq1;*j{a=k97j&S{`q%&rD`fJDq~rHx9fcmitLorrR!`Kb`%EKuDwD z^W;Cf#KJp|cCg(-hW?D3r{wx69cI#Cq83fGkvctir4~L@;9)SC=N*awll@M({FlAa z;no`%dCCEOBWq}64CH&&OJEh~{tC2fW@OKHAcux>8=Df%+b4EM0awON)S1m!OQ7U7h|EdWD|5bKp`IwkmrG0Wt&nlHgrRs@II)U>G zbecfzyXzf^g(y|H5xpiQm{~iO>J^xmQ2DpL0sCZv7G#l?J3hxgEwarZovTt_uMwQN z1Mf*M-SG<^0IE)oC&V?N)i@?=dz`z4Zr}3`;W3*|dcGrk#{YDG*nQo=Kn@s+v!MR@Ny+RUcbnO{HZ# ztQAIdKixOiEcFVCtS!6v#?@W3(J z_*kCcWO?pXey^O_uhWJgo!OM|S)^1CkO3zZ`huQs0yO&GWg^+MOZq6Ycl&+7<`XV- zSDJuTxKGfdo2@I0X<8@ujg)$+hqpzg6}Db|Vd?>*VL-Y3Rk#5G+&FMaCHNTR!s=5v z+gEld6JV)t2LZ2ILtdA@5Pqc@rFI8SI^avK38fB^na_A0s|qtFQ7H@pJiUF2%7B)p zm5)58{Npa4Xu@Rq1(qb37bGed4u~x0k9C`fdny?f!QDdlt3}ak+1jo%B1k6WSYEF__4A>?r9&1T`2(&31NU#{E`_ZQ=ip(s(JT>g!}GktfJ11- z(wiVYcAEKZ8O%7;B@`jaIFh-B6h{$>Ugt2pRNF)kH0$!bM%cc?ABb>ZK_`2gtfvyg zz&8Bg-`Nc~)cea-jA;JO$soC@v}2;os8BqbbGXRJC`RuQltl>{?dtUKI!#+gd1-Dxfo^vJn*dPA0{Z z2=~g_d?vNT;IBd4%mFT)2c|m-lkscjodyIO!|thpCw7f|!S{t|WW8H5nZt)J_l9jq zjK&~BA2XwaaJ^-1eKP63-XQ`}fkod{n(ep24=|(2^2G1ZQE$mLA&@=?=g%iDW;3?+ z0*M{7QjM$?klGtfo=7_O9rG%^T&gKCZTQkg0wBT*>f;a&@}FUQ8{^94Q@c3tP6xu1 z7)SE_lUUz=fxR*MRoE+vt)P{!z#vv{K$D#fxIQNf(oy-XrL?cy$_T0K?BU&FA@J}J z!l9K#^)P3nOOU!+^-IlR&Tl4Ii>SW&jct>RiT6f>mf>1*{Z8E=0W|F9M?2}P*_6lN zXhv#b5EdqWQGmuP#B!5rOpMuU7ajgVtpQf$T5yIg#MJ67@~d%y>;R%N=#<6=8dAQC z^R{3n$T8f-%^dU)psp=H(M};+9dS^gfSCeXBQt@D=#6<$m&{IIEpguoa0UBSL0hE4 zd%4Dj1tLRA){Ib07U4#IMmQ-m8HHvKN)6NjQ~>l%czh(9DonSwNCIZMuRq6>P$y6U1>y z|FhSC`WNXZ@|rKqxv*>`YVVxMUx=?K_;+!+fne7To6p(Li~@J1pnJYxJqeeGdwKiVR-DmnS<^mw+u@-2s2 z1ffM}^t)9P_}3*OJa863fKX2>a%{^1x|s`h-d%qSB;{h@i%>O^oRFbGE2Ss<4g^(p zxMc8|i`4vke%?yHN!F#`Tdj1AbBW5z#UOoDN*6e(dCw1=uB&20i5`!b$&Tz^7GkL{ zTdM$vm~!ucjnovrLPUEC=ZzYjP~8(q1ze;7=D3C2s?A@0XN%*|y!NC-h%*aG!IPA4Z-FsHdEwgC5%n1KF^AYpXJwMH$u6c=CO}CeOAVBfuKBrDHoOo z5bJ;(#c6>A4}H2f-B@4QEf@v|${tZrR9zw<{0lwL1NSStv=L%lqsEw!9bb7zU>u!1Ni7Mff*>Vu1WKUYbO&3~DZ$K*8=M{#aA5NHrYXDye@ z{;N=w-^~-dP%9=if#BpduuRcLd>p|rXd&Wd;2_iVNi_*U(UW7-PUFV1p<2oeQOYKx zGF)6lqTV3B+qQxPRx9Kia^f}$Tzxxsy>se}$$nni8QlbBj}4x+M7--JPfJk+RLGz^ zX@v_tVjM&}g+Q03G z5^tM~GfYD(Zo3qDn3iRdo6trYUJtFH!hufRO^EwwQSo|B6ak!X#J0$0VhKWCTpvRs z$$7G+K|`($YGnf4#lFjE8I0epD~|I{Dn`#BuM&2=v(0JgvA{(TJ8=e$(+&FfXJ|e1 z*=hSd1P@By>l7ollNgp8j}dxGTGVlj^L(3Us~+f)F|~qAofak(zb@65{9e1S$-W7{%Dm^1+vVIo zw4SgmxNd}I*{pu_i!Z$u#HI`78F%|Ka`|>O&kkxHOdRcp+JyINScE`sGFU@OsCP24 zmG>2f9`biCazf%JN^-3CB3s>RO}(Fm#!Z-x`pwQd?JzP82Hv)#D6-Ql1VVh)x=df| zlqRuXziXjT&|kdY?$YVN)#RAq%>97MHa`Oq*o9+MB@XqyZrOA9e<}|U%?niRZo}S8 zVVywiRg8l3_f-5`CWe==;ZWLe?Ec9fQ6Uc20+u5`<(CQSmHSK-umiu;A);B%^{t7e zE7NV?_qD>w*?`^Xq};K#5wXS(QXAgpbeP$KRtjxrF`1YyLBH`VotR?USf)AILe1To zao|D4=wfvMY8~kcMixf`74&BgmHpCr4_!$JSt%?ZEk-yIYE!`6k9VA$MP&I`41mj9H<}5inw@5IB<7vhI;AHc+7(Er&0ZsV8`IG(Nd(~V$Kl@48aU;-DoFtyvA7;d@Km5* z^>!^RrvuI0N>re%Wq4uD8))0krFEdhBP2r>@(vu=kyG5|W&k$+*fiu}K#Mx%&zLFh z(4TytB;Q_F2$a8^<2M{HGVEi;GG)`O7%pmL(})(=3(z9<2$ihWGDWDcsrgtI(EhUa z{RKQWZg@M-um6TH?>J$guV?a7m-X42Wc7T;Ke{ofJ&UOhBDCT()z2Zygkow?;^itd z8`;ja;d%looCPsp#(Qq!i-sI`RXwq`kKHp)ZzOm(Z)Gg)9GLAZx4M|!RWFFR3;qjb zs0f0C^{Xyjy84oYm@7>NtwS*!UYg=kp?cx<7>kJ8VzHtjlb?F7)<*d6n}t?+)V&j~ zj8zKl^Pn%BWJx}Hjq4zH&*-$JWT8ICd}yPja+7qOxz3u`7|yuAo{tbif2?3uX(q=c zt5xIi4|_Nq&>s2BL1K&a8IPicbO+nu>l}6!vc1;CY>rSD9!oKseTF2%RBkGFnWOTd zb~U+v`k}07WaYVv7L**1m?`n+5Wz@vQYE&dB@*~fu zIkemaVqN)mN;K@Z~ zvavaYAf3lvdZ2X#KrYZ3ZiVAeb^X?gqeBAMH-A=_S-n+jJFCjQN@QpxYZ>2RoQe!s=`*pT9LRwsrk1%SD+*ma#vC^S%utdguQ9LK0UMJG2OK+3J@SdkKen)xE*#Ee} z+VZoVwZv(%SVetCH8fEA{2k<%>M^yO(bJyZddj#X)fRoS$(9}XRa*|$emNKj5~nI2 z@8nx#AtSxHJ$f=tx#_V~P4&ePKb0cn)ZF<|MNdB8+J)+;9d(YW%Z{snJ!{qF!*U*M zX})}vn{^5!HZ~vr1%StHY?d+<;<;hI8)(+n_E z$W7p++QiC!Owo_VT0nPq%#CqkL)uJElNl#Fo2S69-LI29Nx}zX)>y|9C(rvl5famU zMd736JUUD{YX?URPkuO=!|2wQ5Zfr$5 zb{4UF=~z6$(sQmLlaJ?}cGg?Uf=$&!9sj^i0oFwbVT`2vgdy8Br;Q3F7qT3Z%%ny( zzIv6BzKRHBj~?W+P_xHpbd`(Hu{OluCrEgs0;v+Zv~E0n>tQzH8H7EBIyUcdxvxJ@ zQ8MX;a}Xyy`!Fs}6o+a{*Wn?0!*~Su`tDrFo9dBx6Gpgh4e6`D6Bh(4ADZ_^;%oPm zJ>_l1>T8)Tr1id1#BSz8?&N_Z)zEIgTE6Np`<6GMCz~g_ys2KAMdY9b=IAg3zg^{n z>C9KT&s1~%AAf-S?fe^ec-y^W6m3cx0?X;{E~&QxZ}8!*nyi>*f|dwUF-!U6J70p7 z!8z!w1isa0aZTbmCJ%RQbERz4sFykiB-YIN;YH6OmnYFF!jvOKZdHo8>1N=ef9D-Ds$uyq`y~@pa#DVeZX&wC0Q+Nv~&XYmYtL*+${;HDu7TK!XuL?{OJ4 z3*XxctRPNll;!%%JWF`_et`mlGej36MBVT8GMkDtp;gBIS zlwAKP2}V$h42F4>A+WUTTJ63D!O4eq+sej%9dUo(*l>dU6PdI{Cuz}7kdl?>mcDH| zM!M!MhTxet!b;xw!9#4FC(~3>Zglyz#Qk-8W_$gz#i>@`@#2{870?e!oLzl`I7U$J z%W1Fxqav?{xA}F1sy8R;Ghh>PN4McZji*lw@(d%dio|qI#D2dx6-E==L&w?4=PRRD zHtPK{kpy_^U2{O+7~xRP#RYzSw7~M@7sJz`99Js(y^$cyb*_2Mqrn$f&!=KnjV%EQ z?Ur>ek#=GPmx({ex+%Xq>T;*%#x}rxTHXZD0ek&Fo`SKj%zhq5VgqJ0dtkH+=X0M7 zd`Z_BnK-n#B-iC=;bO4s;x^KkW@_zGEYWqB$84)Z#!9AN-j2e@{a!D}=A9hXF(RKS zT`y~t128c)D@SC=IroSuksdwneR9xAM^>cas5mmQ^!>&}4T09PzH!(uJ&@R=$rG{P zPC`Bd?K>I;kDDchz!%(g>dH_o|-~fOD5vE$+_g&q-)25`8OG@YC+Rx5+MGpsW3Y}Txr;XkXMnl zZYt{Utdzj!$eBUpY+faG1*L>zO|*GlVy(nx_(hyC#NUv*4mCo~ofDE8+ooq}ZwBSc zEMvy4(Nf{B6BUn4EiC>^9gdnz6kui&ULY?FUkW5*MXuTL%Mrm#Li7>hEjGa&?$FfpNsi8*gy z79HXxnMb<~`H^x8cEDQ&q`U_5Q^Jp!3j~OLEu9p46cVr$LzawbPz_8ZD`&|{tU&Q| z)=hh5ltstWw`!*SSKyZrq90C&vpPTZP;27HZykh+7`#s?A;uExF7__s4TFx8df;Pu zC`c+towFQRV_{T`Osl;WGaHxT{{ zNi3+BQom;)T1|>d{@8%jYUroPgka+7f>xZK!m0(;cPCa7_FCBN=i$I8(xG)h+7>~0 zP{n1R?CoXDt|RUIc7Z#NI~|mHq;P7dcn;BS;|N}nb!-611B!i zh$vthT;)>R(GYSX1`oLoK%3)pG@N4lv~I^y87(}~P!RNnMR$}g*&9V`tVOY!2zh{| zeNUMYM~W%ZvtSggZxHaEH_q+kyaZ>~k^r5k#3u9}Z2Q@HsfxhxkmH8OLcY~+h~4GNjRD9hU-={!&s;EfjEAx;zmY{3nn$I%Mc1uUtLXn~O^l{H z2Fq9gl8qH5R(}&|4--jbN)M(`mq;xXMmFd%s<4nozo1!*g_{l@Z2)sTx&nTQEDd2c zFd25UX#pV&4S7jE^IbPk079N`mFt>R?>jN=?=T3<3Sy*?u=IJ5As0&0wG)mQ7;xBY zuoKT7OEFno@c*)M$+)O|?!G5Oxs>4fhO%9|BrozAPh!gHxV$3~Nt`}$M|>x9IRpUO zNr$ynR53DGiMe~+qKBieZ^u;v!q znx5IYF=DFSJ&eElyR98l<+*5TO-tP5Re+<-#elATBWC+@B=vwluZcuy%~2+y&Y4eL z|H&gh(mLrpZZ`Hu1(*8}&A@yExN6X$?|D^-bC;q@c%)Pmd;FcCHz(?n)~BZ;?(}Xs zoJ%u`gImqb(;S**QJTk$JX^gV+janRrx(&0uf>jI+!oG+es$z?e9Zw!q1nP_8G_`WkVFc@Zo}&KEQ=j>%G%_cWUVkL!qTw&N*pi#lU4p*RCy;)K}JZ zwEJlvWX972AI-5JqSRQXK`1tYwrwl2&%(IGHRoHNMQr!h zDcZYIpHjVxItC#Z+{q#|YdQ|vwVnt^v?e0ZpHy3u=NN7ex|RCOa+KayqRv4yOnvb+ zv43ngrz@z_F@~Ka4K7a2WFAHsa=g3)%K5RF?+lUc=Xn>aEnbn5ip5W-lMMB8S{ej` z+5V9*IbTinLn6p5m!u~!in=W=7zClZnEJmsLd38DG*^+}G&3YIjEAo%DUtp#PDF`mF zI@`1LHL`sG!rbwiHYCBC1FkQ)MAg)#s z{@!xv6^$uPk3os33nH05nc1$#*?`VMedXKwv(Z#~&qO2k-K=*F zteNPJ8SZy_6oQ~0A!(E+S%V)l!JlH?M6`L_q;M|S9z|g?-YiEU-*;FKS$1Dj#&VaE zlkQe*3EBj~7Bd&hQe=Rw%tGR}5D6ArWtV)l0cht48?^GV_mld2Y66Q+$`%P@+!8PZ(EbOxL5Ixz>x#eL{8X?U*5zOpowChB$8lww{( zRW~4sxyzUH<`9A9`Gr8>Q|-d&Dm|5lmstQmc``#T@v3K#mG<4 z+q81`(9qjuc?g1O6k`nVi=}hd^QudbmsX?%I#954vywmwxqGa689}@3{9Z3;Nx)G{SZxD-=P3Y$NeXa%7ThkHF0b)dG6dwOp~stD znsPFh@3%BCDX%Icaq+)RgqR6%CZ3!i{Jp^EeoW1L{Yu7PBsPp^j;+C00 zXNSr%47g9gRwFlSgXx!!B{1*m=J5L=PXKOc3pFS8{pWaFbldXT;CsW%*e|cJ_M5;O zO~Vw9GQL47uq1~jsHpd)Qh46zlXKWO{Ht-Nqctv_tg{9UY>_eSyOu22&TB-mDTf{{ z?|4+wMLz*DvRYz;j%m`ch<@2tLgpom%B;R$Lf^h6<&lhHTLD^z3B|$Nyi1-hj4NHu;CzWofD$Co9deyi=@`-j(m?x0{6aSnPJ@GoF2>29I@DEF$^S zg=gkHbIM8jY3WVSA8J6JgLXo@2TcPM*^r31#W4`!3xfK7v1$! z-2Q2~I{2PcYIGl>Z_Iqp9BkA2wP`_iyKo!tEb&g*g@|4qao-<6R;)IVZx!1pBdf0F zew_f`C>z~5`__TjUg<1keLJ14{#Z}01)@%%=Gm>;8BLVdh!dX!@v%USaqwymeK1|D zc{b7=V6>clY*r^4DaOlSymzl^h4OQVq2@1+tl~n@dqIKN^zhi}j8HM=QiE_n1UUJ# zCNP5iYKKo?COQJoq`THiwl0#RUuk`4%T@`gWeA2&BXq}>9&-XveL`1em5jR9=2qR% z=!2w|Nf#j;o+OBLkBUqu3<=XRa-$5Sl=Yh2tJE+k;e7eQl@kycr|3ql->8nIwmw0s z4JeA4NHs#^FUFaMHSbXKZKu_<_FWfoFmId)cd6o#p{74)T}O7QTs{8YtF2^D>{~_EZIm3;j=93%^4m}` zRzys&qF$;`umNfW*%k}%bR8@^b0(vsQC|AO3mMomwkJA*>Px1G3uyvV(qc~H*kY)7 z(?K3v`#|fgC|;*wLakWi-Pi3}-c}mZQ4BQ+=-`8Vek%b}7iWRDFRVZZt|5;$InBD> zY@KG_+SBvn#{ghy6*%IgU=n3)XklsRbs_-Z36l9`50sOS2nG!PFs%nd^}m^@^Y&Ik^&6VcFzEvOi26} z18c{=*3Fv~PJ~|+T$tLGNkt%D@~&js!(qw^-&v(+qu0>xMouE1Z7wqgU}seZZm)ia zlq)tRj6^ahD}*dd!t6;H`H}c_zpkm?NiuUuL_tkVg_ECwe|AGHNk2z_wbamruL(D2 z7I59Xrah#yN~<(2!)79U;cQg%-REOU41zgHc4&ajao+h(PX5rono1hK)8-mA%~*E3RBisH=4QU3F)$Wa|8}W0}7>HE53vu94!Gc z&^i|FqB0WRgKkS%a4XN~q7H<7c%n}27XK0H7>0tM|4q7aT;-`p_L18^#a|XXUxOU1 zHplxkg+{2dW|4CbNp@O6q{urD)-%8^IjnqJQ+^VpSTRR4J`&vil5WOQ<$^=Z%t3eq z^?~B8&uVdy-(Ugxz_AY!-`HablKTkZQHhHx&xs5!y7jX`KUtjVt0Q0&4Wq{_69#h8 zvmRY8M6x%`VW#K4MjASd1OuEKmoRGhP7Q`vp{Uf-5_Mf&EeZu;@^Qkhm?jS zGgTVhWuLxUk;jcs@LJ!`<|#NH5OA9EzKv#9)T4!fJhWC!hqmw`=a;|^yYp%lBMdLG z3^W8B&uB@ZPh_AIv4IBB1+a>dt5on)1C&j=%^81~JRi|)qaW`CF4jJ%6N(p`RB5KZ zlyCZbhh#2PyK0&MhJ7gUQ74>5CBYOy1{!b4BElJOMb^^nwF%sbtZdM5f4|(sz^jX- zc*sar4VSRTyrK1Q#g)HTrr3`?X~Egpg<=!a!h;;{iDai#INVKEyWu5^^PyIvHMV{3 z_WXqHxjM($=h?kA{#j%8=aJmYDj22DR)dAHe&^#1@km){7MVao1Ab8z>01g*1&;-d zsrWOegR0>I;=}Z(8f9i8@JOe-gNoo4@bC)UVQ(cNrrlWApIBJrQuVUPrr*=R2#EB9 zRmgAQeQ&v@K^`_R#463XH8Q)h`HM%yp{SlFmp}L2O@%V1Kmx=_W^ov=Y&(GVuGh4t z0p!2@R~_jP)WnCrCS!OZ6x-miJTLcq<@S08(y3e{z`Z!UdP3`^@GD{}ce#sc|!5q zgWyy#iGOYQg>YRRnV7BIuKJ4xOuNYZd)>;c=wuLxWb)UT_mPlksA>^2QU)VLvQz9= z@c$Rl6)x(BuL(OQIYsXx=7z<)vicqkFiVY6{SceL`0HwpApg}r1T_W5YC_O2l_qc70I>%2VT-$PV+dbdC- zeoor?P?k=RGzISJ@ald836cub>|^#r7zLy$z=TRAQj?FP7mAPxpogh80cvD|9G&zX zj(?P;t;CZ%A>F|A4xXbV%VFdIB%(+79xP1t2kOTJ8?c3D+!?OBwEBZ_)5QLztF2J! zlKIH950$;+(+p6w_^je281RQxy+U08(bcs(`D`r`h=@&FH|@yY^6Jf;Ifc5K%Eq4J zNpm&DJ@&8@iYQ7cqjH23O1YO+g(%x7b3^Fkx*kq1osR9g3GhZLsQNkwH%(+CoAz6T z78k9S+1L1<)=72TY0KnQq#va-)= zvk&;Fkq()59tLlJ%05@bZ$FYs)7UZ@$B3`v4poCwO?!rb(9`w&C!s3p4h*T)!?fxK z-aw~4w4@QNkjOOnMjV|vmoeXj8tNT`!10Z=eVoc4NkhG2>ze2)(HE3QjXY?R@&X4fHN>npr2o)Q-+;9+-&|NP-4%w!oi?f`d zDm4WDx$N|KeDln~p1*t32*;WjiGM9kQC5bc`--|JYDlUP+U47U=xSBqdjd_1f-LMM zTSiQ*wgrYQ6zaCAk{Gl0ZxQM*G*&6Z1;LF^>$7?Aq8oMdNr$>vY;W^utK3Ih6^CN# zU`1kfI(!{3W{z62G}f6;<>fvRTT1fT-$vo(vu+|dg}Z(pizvUS9uR9CLhP^_<~I9> z?})cL1nk;p?c}IYx4^Kr_@KTlsN{4OeY9@adZU%^ZXAkeGX>jC-9A*N`~dd2Ju}*= z2se7Af2Nf*U>LqxilClEO%HeWJbRJ2n2|8g`tnEcwBAD%Xg(lK`dgC28R$ycLwV9S zK?qg#Sv?daqI-0L((hmvbLHq>uAW%)hhPcJU4Tm!ITkk>--ZJcPymv9yzUozg0m)n)-?vAh*q3ewGjGhwOZzx)<&!xyQjU=Ut@h?Y;XetO9kHaX{%W&nJ9uF}%;|DY{DOlg)#p1`$N$^>u8qhPW47ydB@El-ti5BbC{ehkxoz)#wr$(CZQHhO+qP}nwr%@tqtET0 zzPZ!snVuh0ziOqDs#GPFeD7M{dLDzH;Ssl731=BU@rk2c%Z!?{+V~h6A&$E&n%E#Z zT7!h8M_MMmM?ujoBx|FzBx;{VN|%LKC8a)?rZeFVc4Quv89w7{lPxXuA5*U;Vz19a z3u(YtwL)A~?3fu0B}aj!>!Fu-EBv1!0O57}w4m%xllz}z=y5pEzGm&+C=bIIwLiTV z8T>t5%IeO@NL1{#*Jsl!L2l}X3= zEbNXD>?$?Rx4Z9*%;+N47M*z=Fd$;cCIIj}5!_UZcpVg6OIcekOvc&wrvhtRqU z5gaQAZf_)N(`WjA|5@zzDj`e=#fuP5hIlxNUr1ecs$EHu_0{uDmGC9K^MN@tyv z1DT;v!)c937Ah({1ad_q_wE`J#*ayJq6@^m@S(;(r4BqYV5qmZybE1xH=U6PWk%V+ zttGBg{rsn`(hm(usjI@#N#|Y8Q!GyYp*kO#8bi;fq&J*ObmEx;v@V*ii_xjG6_<=b zuaV^nRGHkW-CO`FfA0M4eoe1&+Z|*Q{$`b!Y;D2fD}u@h7y=Vy09SUP-ePM$_XM4{ zLK{-~Jya>`{S@k1WQ;N3tf_j{gB-Q&1LvLDOT~m<_@@$~JpfVx4IuId8-yF+rkTI- zCzOT{(^xkma_^-9HD+{RNG24UWC*P=g4QfwqOuw|9#K;9W3vvegrNb-#qo(>aM;{r zH>jbx=)nLuLEfc;Px{?o(_zBbft+KC z75(mhcLMJ0+yRmtiRy?s=&c5+f&R3`lMGBcy`4nZ`!)V~y`rlXCRSK?zVX@6Ljj2T zA?P5mbtVmsjyRD(M^OflLoX8lE*7?B>Bnf6SvzN%j@-2d~L8E;?Gm}g~?3@@Np zzCBv|mw8y-C1tfj*8XL;!h+q7a57#l!bHd8)@+UNL?Hdty7bO&v7J_nN+q>szh_$* zpvcD-&%tL^&yq|cdGeIIfhQsql)S|;%0m#9k?ht%lj>CXHa(PGlkXHutAI795pEpD zKXmtq2W(yBthz(q%af{1O$ku3q|k`f4D)RJ3FMG@UpG6@&1+X6p^`*)Gcnu)w2$q; z+!Y&#0wDu3QJkEM!C73#kChb zE;4NLHUT5Ie83A@wL_>2*hm8J;YI+NN616}Uj8VcwOapB>B-J*Lj9Zen1I2^R^?^d7 zt?j`9+)!Z+C<2lqqJnU{%}ra#O^ZJ<8RWjbuyox^!J8bgralK70FM-^?miG1^sHka zB-%+nU+K6tfHFXD+MVt8Ngp~rhM*Cf27Z`P3n%whzkgIKmbTsCQJFo)#ajDiC-w@iL0NEDf<_?>>IeJS zF~(+w=1&?I!aglq``X&@7jb%Vn}pAsLPO%cWtOe|c@~y;2UYXY1dK%l;qLR7W_rEFX?J_MQ zz9<9mZV5b%oD;7P|1D7_ys%kYz$Wv=m58W6rk@x&#;=Pbj+)!4hS(T($f|8w#}a}x zpq29}2rvRf$LUxjo_GM7tTSsZ`J@)~5)mI+J1{f{LK!swg*#;_ z9)B%r4Yf;}G{)njp5P15`ANOsVs@gzEo~yCZ@Tpw#eD?d2?d0{jqzd95^r+ujIii` zQToOs_0y%2>S~_W_U3NF4U^%+H2I zggYIrzf_g?=E-S*E+q_}Ms*FL5!UnN>B#nBe}TQ%H*{7uT-)XDpr=NgHu%A==bVwOb>^!tyI>b{pB41gIWNTQOp8uggbfO4thx96C4$N$~+h-_st| zgmG%hr+RC!@>|A5Llq-WxiY|2UU}tSMkCnzj zm(m2(KKIJBf3tE3ZNDeTaacCnwYk&^l1bgzT1^}wCax2Kx|~3dV;7ejZoGIV3}w7I zoBdR_fi8re&7qsk9KIyL!_9;|jniZ6ac#LAxC#5rF=F%JD5GjqKcFfwT;s0|u2SnK z=ytBf9Ts}dnn?!ZGETLJjNsmndj=}Nq#n`T z0?muhQFh0Xc{ZZ-g1oP%=5MJ|P|0Vo*1wHqhg>vQ^C&(Jg$}QEp!qXt;YSIiHYqxk$sBJDEn8 zmfXGCih@*sGj!t9uDZi(!8gdbFJ9Bua*{`o<@ho8fF&-FzZnhN5Hn=Yj91Ne9|y+^ z;J%1XSVQmJO4pg3Rn8-7We%eg@bZFlNDTlVw2XdHTjqm^RhN#&|N|si3Apf zFSRlJYjsuzC`IN-GA7)NK*h^b=2a|*3YpIaUK!u@8m^M|Hg6ldvdVr^cY0-J1#@n{ zf>`)R{&qXFVcJY_-nwg7PGla*lna+mOR-z~SYq^#%jEQ*cCn9<^XHmipoeeI5%`nq z##zCgd4bE>Nv6{RusdRqqw}v2>W)ZwGJx@aqYX+J zunCQ-15w1~pe`=|V0cx%!VMS_i5%O5$kZ)if}!hIyzF0~z2JQD?!>)k(pU!nC|#J= z&wlx>wXcn5>wI*}C6-@pd5|Vlc%M4*`STtHH8Tj=S4da83zL)w++{P*m6Jn*$~SXK zAM9X+PcEYU#QD`L8+v~Gy%yl`^1%l5*;WRls(iewLVa?9S`8BREbqpQk$*gfPONL+ zjym(wdj7jklUY8Zfor#wKu-3pfx))m*3(2kc~G=5<$Ck9JNN19p-J48E>PKqK`kJ= z(y;;UXW8P-2|Mlfa4*4x=t|w=yS~({7Vu`#^Xi!$Yho-4(<`Hk-E)~3Cdj)M>B95d z6zxYzHT9My(@js-G>K25m$0CuHW`*}MtBdsheJrqe>PUQp2(=`cgLeFNzrp}N~Cy( zaPdo*l~<;k5oEHd=}8=(|D?&#tT-1fUdH+XBp0o}FMozgZX*HOb-lu9iqLu-VS+s* z$nr(yO&H-ZKN9l5kyC=|Nw^O?N0YbTwt`9O^Y15@E|6l2votio)_M5&SnrMfscWia zZV1s~eHAG3Qrud9pta{VOrRv?sUJrHeFe6uak-|A=wE{byyOnnIEAY7tX(eGPO{3O zdpO$@KgI|hadF{-1>}E$+5W^1zzbHA#$(+utg`pSPW6iyt;f(jn90T02IL`1H6xQ5 zg~-Vs4Nx@8krFaAY?dmVD-$T%a>pgy_l-_+UJoVFq>% zVrmCqu>znIDyTmZKzk>vwh$H=u(APtO&vd`4i^33N5Z{72?%|ef&f@wH^EGp3>hL% z#%6yTQNF(t$iAi~=493_z$8|2lD#^meuRl<;BGdSgF2LbU?@?5^ott-iZf4!G@cFl z^4=a^;9paIbLYa|LdJbLLrPl0!Csb*P}xhp`U>36yGZ@cIl+)c*WfV0GD$t-lQR z&WZ3zfClm8SS*5UgZ7)&(j!=l-8}-7NdtWed595khwMIPLTzDErHfw`0eU1r5s_rp z$pL2X{5KWEdZ^~6%`pe%Z@;UE0;K-I1pAtql>q0^{($Uq=cAym)_C?y5PR}YmJm?S z1@8bLvKaaZ5de<7UjZ=Hco6g#)b!-{d7*bCzUD}~F*4-f@-IZ9*xM8{)E5WD-whoe_OM+rR)Tk2|Lv(`_#-xCR~X!P`*_9tOLZ3nlrmmG=t&P_(^F;O9KJs&;Ao&#+)sit|p=W_lz((xo@%yPKBkQ z^u1g}H>_>+^LsQd4D<4*!(TkkH@5N$C+f#Z{kg|-_QU6q!U285=KMOw+~y&m@iGS_ zPT{0Ur_fVxmnpVEd5qf9DrXx}nOnj8CBP=?_izDsBrnvmhfO2_y3P@+MDV-6+OoLX zm094l-C8rR?uax@uOUL{svxn)vV_@S+zg@KY4+{mfgOGp97tLN5f-YYqZnltIHuN- zNff-%X0CBC!yiAKCSJ1-!}FvdF8HL@zS}0LSsKYYs+xfz-eE;62BjV&&Y3n)U)q~@ zPjb;gRsuVFL@n?4SJa6uHp#I>L+TPV$J`Y1f3x!F7b%yTw7z(6F3{stRIAy*lgJT)GTIAkL zq&n~OsPa6Qff}1|7e(!Dn~a zFpc;s5%G}?I&1l+R||yHdw6XqoLCC*-nk+Vc$O#xRu^pwdS&i?z7#HkSJ>^qp}C)r zC}cTIicsqu4Pw-FUsn(-t(m`A*jsO7OoN9jO~`eYfIFG;j*G-6sD!5X!t- zn}0isbjDVWTAB_WZ3n8{L6sKfNme4*87VmrO;2usY<}c|K3W|RDbitA^BEF#=)M*#8-n`&iJ0}&ux|OfG$Wd+m&70py_L$O72+HL(?ejT{8M`%xzxys7pIV8#|We z+>CM;=&R<@IDzWM5)_y7>?N}wczXS|TwxAq6gwu!HrG4|ub+U|osBTA%ZW^)X$7a- z7JZs2D{xhT1l2QQ*PKGFT@I})1V`{qof#T?FxLT&(G#~R8zd5wB7UTALZ(71+2b%? z(uz(CdzT#y@pf7*8l5Zff$t!>yqu?V@jZ8I6}-WoBaEHCh{2h!T5fMjR9wxnln;ZF zwVbQBQ+%XKGk{ntH?9la=5@D!1?kNo(Aug*=fd>ZxjZNmAqvTaR!aib=IRhE$wb@g z>5MaQ&sDvQTb|8M*si%>N}in=MO!lC{s;U&D>fEO#ZwUo&Ndfyd`)8z0of$VLcfB$ z@LDnjg7bR09@l&DC>uYn%qy1Lp==a$YnkW^J%EXr=}se=)^tae#%T}NdzpjjH;k5w z5|j_3t@{&wmlKst5%mn)Al3Gs-68iWQFEHJ12s52Qv49lrK7l0vT>#d376kxnuBGE zDUu4UXp6=4>zK-=$r`{}Y*^UNp1a#*Xr`yKF=TtCq=yC97`th*P<3EFABf7ItH4RV z*GzV55}@uGrJ0%U92n%Qf_I?nXlp+qz3BL%GgcV_-flG@c(Z=)Zqqh(}N} z?8rjgvP#pSXgOVFe(TycLRGTVY973pwA!{o6H~1g6q^E#NBc$7~=H(8j9y%$KAo{2k;49i>P1->Dk zJ)+@O3c+SQc`;ewP*H>hwO%^n&AGIgNDXTOZjs;RKowHr{%JrB%vn#{%a3J?fr-%N z0sR1zwTyy)seu6Btx#+bw17`z44-vWSUA_Bq>Ln5y_`&9x4Q*OW!g zL2&Us{IE<$N}gh*Al!DcGsgW;^C7Oxc#j=Rq7qY_YKKcoE+T`&mATfYIeu$qgrNIeru%OMDBj0;4gHx!Ku-mcT<`T9czb=>4_;YWsc~103;`&#Hv~8qn zuQkkz051h~joxpDd*YMHALT5Q3S;WUwGP9<-Qsc7H<4dj`xDI<+LUG(#$>+_Nxip{ z{Kbh#-V#ZePn%qAkW(}0+ac214vT~LLc&6!hTxZYr~9(uEE{m@R1MiyKM#tC!f$VB zvb+Rrdz`_C2MOgM+r4#DYp%o8&*h62H_D@NwTQVY)QEzUDOY%n@Gh1n%~&x%pf_Z_S(PUh5wp$px{PjA zJx_`S)Im3_RR$(}cr8U4gp7IS+B&lXU zz!6+NQ2*Ot%JE-P*Z(P)iYbaps!CDGC<)3i{1eLji&$n(`2V~%qIR~%LMkcn-_{^;TVZbr4|G$Jdtp8!h5jOcB*Z$p1!r8#u z!brf@%-ZBXWHtZ8pu_y{>^}`UtW5vapd&~pOQ%Su`M<=<|HzR4w^+$RPyb(D@IPZE z>wj2!{>O+BpPiZYe{0I&U}XRQ94l+w{+V*LnrLbP1G$)QZ&CjdZq40*W%2_`9biEq zLEv#AXa`t=_i?oYks(0b+VJDDo$kJG+3$M!UVZpp(7jYvGFhrjYgk@P3zrto5o~?P+;!bshXshc{M-be2FX2TH(OUjeu=Lh94gj}7#(*oQ$Y^?|{ofTIWS{ejRS z_RqlYBO)RU7yyrTw0-muyujK0SLEl?V}gR7^iuf<0JQRcpSf?G!`6iWr{(B!^~uoG z%;-^mKpy&b%i+O*_u=&YafTsb;@4IgR8|zh>M5--fRYE~>8D2_^N$R!KmdW5@%ibO zai+oQodN)}e{=!-Y2^`)_(;A_yaGKQ2W{}>-2kw!VSkgRP+y>lJ; z0y+lq{TA-+!}xE0NBofifVZ~#`DOLpUdhtQuK9M})pGoQReNHps*>jPx^#XbKj`2P z+PT&zVzHv)eksThev-FvfkqDBnaC^UxzGUc?)F^c!>;^3xCiR{Fo!?POxJV8*ZsBg zWqAP**5RVWra*s^k@`RSlrlc|$R7Iy4*jC~e^EVte}})zM1OA(et&b%`~;~y*f}gV z*!f`l_t0SWFG3vv%>jP48Dv@Of2p=dF%FNP_^jW|@)_Rj5`W>bRoZ8in2ZZvzqu+IVNn;bkZm-SqQ$RS{y0{I8zB7at-0nqU1?)bdH;1Kqy&hu8G zzi)tq1b&Hsi5K;jJ)ECYmSdXPe>}>5{**iw^KAEz{f$`nOD?tSPCJOhItL8msrXon@S}X=Tl0hEM8AdwGn|=g2O!yHFEuG0s*>P)fu%}! zbGavY4e3B#!$3I(RqJd9FA@1cp=#=_f;y_j`{Va^$kcP?*;hN-%P=o+IJ}q(#5-LA zrLTWAJ@h;9r4npJ6g<|5PUbWBmb16u7V`&%$w0R#X2n2!%ixl>?+ z=U(wUj`(X2$|=agEE#iMwCmDCP82{@3@!a{y0oA*AK%(QIJK&^0tcVIcWWAw?q;~p zfllKs4$T|%CjK4+GD$b8ky`Iw#(jf1(iyABV7Xh;2Zq=bMvv91w|Z<9v`?1>!#Mic*rPnMH3{rEaR=I)&*P-!gMBn z(vf<&tF{Kwi~&INz+$nPEe1RCo^3rwqkex5Gq+lE+^1ELrsLl0#X4D$^R@~PutYDL z5fCnUTyO-gcbW~KwB|oLK~W~(CiY=oQFw{&jlyQrH66 za zb!>l`iA(;4dJVN$I&7IDN}I}*5bR=|dE__ba;{=&huw@r^#?(<)j=1cdQS&Iw0~vO z9+ne#Qnih@e9zLhY{PA9zkXJ4x%}I%XEkrv$##o^yMl<(J?y2)@!&Sas+L*>4$H(= z>dPV8ge$`l<>je7fg@cfmk{qIod~2mvF$UdOotwCi-E9u)%gPHJEbUKi~@As_wz8| zZ5(H~FvT`2yKmJeZ23QkUSFQN40~GX9AmVx98}`O?N^Cvdj2PIeU?FVkbf-Fy! zZ-h$h5o6h5aJ9#un~=&uR^EzftmZ=SinTB0z^gKify>|;fQrB|XJ)Q@!iSVg#LwO# zu6UzIlMdGD%b4?}Oi0;BYy|Z_fNj7ii6sRK;q|TCxN)-0tYPvZ&%W@Uiyn(5R~;7? z3fZ_RwJP_s9(-vzfn&7umiPJ%r&MHzT~W2jrlDXfK==fx5u~QR+%3G!_8C#6zCyP& zqm(3ipOojXc0+@$xdBawiUORdV*SnO#>Es8I7{;!iO1(BV2y!b^Tp0;mcFcqtQ$=Rw zyB&^A+B>a~m<+QKx;&0m!e@Oy?)*dBrVGmJrT0{bq1~7|jF_V|8WqKI0xqkz=q4^W zln)}2pX`6n$`YVT?D8||j7|f{lh!09A3b2P=YZ_yiFalaiImF&={7PdBHxbMU;88@ zx2=Nmoy!CFn7bWUM;Bv*hS!%J9o8vd85hfg8`omw>ty1J)aq9ueXVfjdq&1)7t3$S zYz;HdA{sO-Y?w^Q__xo=LKYd1{3Un&3L~WDsZ8E`m>L0C=*h?-%H*jgu`GR;qKdW1 zgNc3H%JQJV)wa?BRJ}bMfHMQeHXFetid9!2C}4ScpQ+cbo2&XopY%hc;$iNP$e~nX z*e#^DB%1|R-0nOM2Z3SKxIP$TiH+f0gi}4Cw4GGIn^uTBYqDV)p-((8^s+co=W;#r zms<$ZhG#w;_v0aZK|oLIlinlx9Pvgb%@31(hEBOo8_s^}>!`fS)M$L3gsl?k_cd=T z>~LM&Q*LkkoioNsMMm2#_`_HLGj~7)xM)~SFW8KQx^%TSa9p}V6*3>7GAlCcEfoEb zaC%9!xVK34V9XJX=YO@v4kw>Nj3_(KsRaNhx8O0*Ytmmi!GH@HNU+8AV4jK85EUE|L%?rh#Q^`5tBgc} zgSM-=u|5GZusBoI8hz;**_`h~34*d(C{UHcs@*K5J_N2iLe20+qe&<1jS1_ONBimG zifZg!I#;$YxVc=It#Uk@SvTXxC+<*M9MU>@y!DIr>bmag%c!cwb3z<%6F;UW&J^3h zS!~aPqm24Yy+{R$eHwtP7Z`&3A*e2A-J;Xrpk;K`clH~OkeEYW7yVcUUA%mljCRmxoE)fo^cba*t0gOHvWH z>4h=P{MobZ19dJZk~<4ks`9?PBVX@2%uL50w)}~~Bwf#?I3_{8NZzbT|FeaLRPH}I z9h3;05XL$UIt~YORn61XoS_ZHN5{7=M8KiOleR!mMT2(oQBJS~8dt;Pp)~(3t{?ic zfX2xD%NhjlBQP?mQeYuVjvv|JRY@(b^_EqD5Fy-q5XeJzRxVM`|D_*2l_p>ad+cT! zlIpsNr!q32)3fqTvWE}ONAiwU1lPmpn}fcJbW3CQz}#IEKHiFhw0h!p<0P7h3MIrf z%*!b;K1(g)omb8agMy0dP2wquL>wgi9q+#Vdde-v3R?MwwGgPm23H<+m`3<`+UUZp z@Fl8o9g8UEZ@`8@r$aHZI;OR6U@AKW`V~mNv*f+aK*nO&;=O7*f4*MN$Jk47pWOEr zg8LE>!QCjAi_7vjl1?llIyOzwF|90rO;cV+F9arKD7Y?PDJa)>qD0;3>}Na+a60)7yzCX7 zD9fNs7AfXampZ8m4yeIe*@!2*Tc3Dz31E_kjIANRCiu-2VHht|=Xtp-1_O-+CmbAM6`1!CL~s*lDE zpEuin)jG&6m|zr5`9P|OWJXWEY1GNNbepngz6?FDPeT()sx%fQ_~A20b$wgn+!*a& zLkGWqAao?2gTMt9s=AYNt=!+>g(&_2n524Dg#E|Sf|tfbS^PY+uQ{`UO-FR8p#YD3 zxXTn`QyQrkbZeKrGWBTESgqU7cKK#!{EwI5Z---W$-x|+ptZKB$=tkDrZUNYnymd2&i<(0c#l2XZy zku|GFXIWF>S^UU(2$QQEPWa@omsrdP}s)K&Dj2|S1ss~42lrITb3;l$?b6%FV=O}F1kAxaO%5$U{8aJCT zJC)y>K-JL`s}tq8_*$!KwWSA9Ja?MTM;BAo zlA|Cj!^HKQ_rcH|PhaB~_~0-#yegQ3TmKC706)nP#+=6or^Ihz{a*-SJDH1hv`V&j zfC{AResQ5*B{mmX0^TXR3k$0htE|nilzPRTqk->O4dq2_6q~|xxY1IsE@S9n{g~OR zUQfbg)Wf2nV?|?Se4V@!Vn1yy`B-n|?%)l3Yr}}WGwu$cSyC?jK}nmtP;>&{ZYE6i z!yFBC= z>k|Sa{x=aOs@y$?GZ%;WH1r0G=6sh^q5$rIJ7ZbO&9SC>WjN?DpEJLId8N#&GuLqG zm@)>&3Zi0R8-bYQhCptV5vg5hb?||%^Mqe^UOks;YNY`JcJ2I1M%SvxsWu#Y?ZU*C z?+xTk2TM(RM zbZ~mQ>1`b4($&Ivk1iV%!#$1R%rm$A*FnzS{fWasq4MbRpMrjz9T>mU%;Y@tld}X&bC&=$&dPSoorKba+jB~2aIp?(mwokp?MFJtybk@ zQk`0#zheZ(^EGwm$U#IXjbc3Ba^|wOTTO;;USZdciNi1YkOcBWBM)vqNQL}eoPSi) z!_3>4e2V*^j60AgY3S@dIKvO0CCK^fosk>dmI?e1j|Ck1w_R zzb;nSU$K`M?K?dII1ZHIgc|yU*>blVg{f}f-9L>G&F&bzP2PCy`j6%jEhBE&Phh<3U*;WU1&pHQov*jQjHt79@q)(a<->~s7Z*9W zHr@$Gqnb4q1d$8NouBDU9+D11p;hdZiW`JrCn@0rZKyU?uD7E(TeH?a@({CbAHG8) zP-i~mD3T=`cUvp^lvD8 zUf;&b`MI{Qj*_4Vg(tF(!EMk`GOsIJvE_HwHBnewEc;klUe8u^Q}^;ZClG8BVJ&IZ zB$&Y-q7?Q}fMj0D#T)5|R%rEn{sju-FJ7Z{uI(&$wRE*(6&gEzvILbwA%x{rQ&1#e z)FdWl&>)+IPK)HGN*ejv&|2E#`FJO-Hkb}F;v!3ognoa-3!1ij65{#L2!AELy93@} zB*(O?$?MQ5!*KAh&aP^l-O;|BvAW7rLubjA;7x}Hh=D@MVEot8e>d+}w?HizZs=My z(K)F^BbQ-Gm!Vsd>SSk_eiQCStl-0w+ zh}TdZJR_IkCMjpBQ|#{^{3XWXoRSOj;X*aYkE2hOQwOgGWEnqJ_sLJC6A9Ds_1lrQ z5;`}eF9(%!#L_XsOzkuejz9XM%>V6G_&UVKv9fSBZ0$jc(ibaKe+82lLn}>8*6yxUEGc- zed?I{sM);C(pnhMQhG1gJD!PQ{#yE(NcSzb6Yw#CDAsjOlOHco`Vt#w&UIVr8w07I zN|w*6iDRdj`xFy-pikyX8rb|xGFi_>q;Al_eLlxjtwZEB%NmWiEVS&6I+WG zZ@kueUUNeCP7GHVPN{ZAc3<}VlBi5-!4T8l80Sl(9jhm9LdulHGg{NrcaoP>C%AXc zv^N}7%g=z1FbmjEbgt<$kIP2h;_1B?J05q_N9J8vPv+3L^+c9e)zYVfYO|a0-7Mhu zDy5Gmr49IPqoC}Kg(%be+`ixUi?OToq(-%uP_JZ+6isE!CUBRT}fcg5D{*sASHLBZVFW~uUY9E zYpbF%jo^`24!geax1_YUs^H$RNY-s;T-1pmZNUW2x#?wbMUNu-D(&Vl27tPx0pF(9O-7Fmk7Q})vIJKBq)EU$f)6jG&9H8|I3 z{#JU#K9_z#)3)lLC)lI)p<-WImF7Hep#jdZ<5LTlY{|4H*>iurh9TXqEH_19f*J9O z(y0#apN5c`RN)RxahJD91gjGVT@`1h*$ll-$Lt0;gc+(`O6So=E5Qk?U-pQ6X2;cP zoA+J%S`pH#^e6g7Hm~j=y!9Pfv(4oqD;S`gb7Us%kqfwo`6cWk!m@TQ$UKV)v`?po z=~(;=V%i#RaZ-U{(gnV(BF_ps5Ix+Qu)7GHMUQb*=fim!eQxs(bnS5@mWT12hg$tt z8M*=jVfgVTm;mizVf2gYXSJ`(#QE~QoiF>dM6y6H>RRNO8%BmnDH`RhyH6Us9%DoRgKBOX^tcM15b2Ap%&4=`sx(< z4-=Z0}i@j7W-`1oT;t8^<6GrDuv zRsxO7S}J;d#W`mZ%}6*KxU}NI zGpXUM)+;U76xG-xaA;yUMt7eosHw|DSN|PxS5br2@z%d>Z^mCFFNJQH+r5WSg~-Tt zo)XV?PuL^9O#Cd3OSwbwWkKz&}=A3gN6I)E9Ejc8o)@|`VmjzH`uCOWM*nthH4x=2=QtK5NXZ4A;WHtHu zPU`NeH*ccR9W81MEzEib1>Z=@RkWk+TUW5_sFX~wvw76H86TcnQku4>9HqveoC)p; z@=+opZp1{qkNA9R;o)SD8j);_&ubop~1AI$Yl(V)H!@SE5!+R{M?2}{L$z1u!CxiCVSVYcBWe?Pa zRNsVxQsF(sa2AMgg!O<_>FtQD%rDn>BXKeWzU={XUlb)wX%=I|T&pfL82Z!3t(Sz- z$Lm?9&@CoMS7xfUqq_RCEO5Z`6;m>Bxo&605bqQ2)Zt@{5#f`LO68ca-LYMtaqUMx z9_3&$)2{~SCxHBIB*rgZexm-U!J2I0hx*SDQFiIxgAc62E4jij_TE9S0)jV0-P&TO z1}NJsxTa5|^c7Fil4bLp3DIssZiFJ}Z*8NtgBrmyVf}E!yQmQIW zNcD*Iav>WVynaEpPL>}re7G+X*-Ff-&W(I z)bGWj`UpAtMkss2AX#q-DnQVQg)%iwIstbR+Ye2Kw%$HUcY6H1(4ui;GA(O|nQH=` zaA@9}w3SXXJ%a;YDT}gN8#-`WqTsV=Hcn1`>s<1fR9RbzD zQA@}d|LAH9M@g#o&^gO4MupL>LFNy~HKL|>2cQ(f4-^kzJ0uSaUX&3oMcN8H+KoFZ z%BMNU0Sf{)&8)r2+=YBEStkk=H}>>t>a2kE2V=wQF~J-lUp*uy$;V**_}d2~8-T#& zDqLF8OqMD*ZkO=ViM=TxKSMuKLB2>yeGDpsm(k-$SWd_r)s6YTSYkNb0Pk9CNtRqL z2jx9BIO--oH>f+i*RR^ijYj=-OT!uBN}Wbe^Yn@#Ny%iJ*{?;JAtceuV|KMIp_^Q; zY`Yi%yR+GFA0@b7zZWI1tih6>ik`v*XEOak^LrRiKPdHmbm0$r?0Pc#+Li=-e(Pn@ zyjignaA~CA_!_aG&-q~)`iRmD$p7AFkxar!npC>_ZsZBWPsivlWRow8f`q00R5Hjg z70k&b=!LUHwaL1Ej#g{T7C+wtdjGg*R*N{SBUantfFg8>cW_y+fPK({EI*i}^`lek z|M+9u$_AQICctLor0X{r)^F!Z{$xjaA@d!w>2!WZ&DY$sxb~|Ofg5;CZKQjB;6B*` zSD2;aIgQM2Q~8JKttUVT@faZvC>I~o8yiOe#>2pnkS!tk4H1l3ZUnEN$O1Z#?Ip?B#&2^5XqBj9j(CQqS$sv{iagO%u}_k z-+cbW$=Sb^$cfW^8DL%KCgH_Hmwy=+RT>G6Pq$dzVb`;vI`1{+cd)CGNtk@jJ6mqy z8KP%n=aMlxdn!=ZH0S6`6hx*nqn0pVL;*rR3o~;>^OlEo>=>>gzOoueYz&=(~9BPNhY53J9K>7CTwkji(~ zp6WAZ(C#2;&MK>i#l|r{cJ$$SZ5zCw3ewoWh6!+}05eAR36;HHXbLdzTF+3Oz ztoo$gjo@WzmTBCD0M5koqdIhO%G7ZRNDE`LV~Rub&T~RDKB96dI5a>#(va>Mab!~* zZAwv@*RFNG8PU_{b{XygN566o2Gqg+FmFH+EH_FHoSjM!{neB0Bl{e8Jv&M0f|431 z)(Z+B1i+#=WYDhNW88u;Nixf|n`d}@Xpp53N!O}gKb|OdQP4ZLsGuCqL}WxHf4q46 z?grALq3Vt9Z}eKK#?{tRZet2^<{rbVZFDAZLV685p9uTc zllFpz+N2W>sce30hAe4cGgPbVm2e{EK1DS!R^D2jJK$?&t60QeuusvVuNKYNQ1U52 znO7aewUt4^FF@38iU!Hk9a`}0eeKQEi}2V+>cH%hje_KjF33Cl;9}=0@FM=?1ZgHH zmKi0{wg1N6S%6iwb$ee#KpLbQLg{jgWxJf<-xDD!%z@hUrT}*k8QqUVK>fuElSfhMXMTtyt;6t@wT9Y&+>-p8S5a z&Z{VEiDR^xug`p7f|~12&74U4R|JF`#y>PGjQ#on#_H1(KASIKVs57Z7M&O`a zjnnKvKK~G^o5AeB)33#^N`;!cp>i2B&>lWz3Xd^*-De(>LuU37duhB3WxTcasZQm* zQ}Wi;&SRm~fgt2fD%&n!7$5)U7ZU7H0Vx`LL-cJn$rCe+a_8V5mqXQ@ogR z`}0Iezph%_qByCRj0=ox{v1IDjMOSC1HZ&U1oX)nRMFH6q~C;Ru`__LMKArU@GR*k z!s7ChG?GSU+IBV)7UqxXWc3W}ejld=2C{}2nb=5KSr|wmVDO(|TC9vL*Tb|}SlIpy z)1m`218cvJ)B+-?{)p6K1k#5D4YjPF=-HA|fgXZ{Ku00j<3yJyA!UV}7m^ghbY4zUcJPnFofnjpo$1HwMOjJN z*+5#P?ChY6GLwQCm_dd>+7$!H9Qb5BPk#DQVzu+UBRz9n3vFWrMhN)VK)e5-cnlyd zYikSp%d;_Fu3VG^a=EOlZF;#6IO)Zaz=n(c%nTqqb0bDDKkHAYW@A53wmL5b7Z(EP zKfN;yAYBVvGc8*~Qbv%qmaUNmDVP;xW@K(>LkecU_;N;IgQcmR4am&S)Yiz-)RB~# z8Dwf|5mW`ec@O8jFVqm)b9tI#;jp5=DMiyZK zQZN$>NXzCtYs|*vq5xpv@6XR{s|S?f;<#tPw`iGy^c;+U*usaa^lJq%1$1 zCSVZf2EfF?PYPzaS`;7!3URp=Ldy7KEBm>z>l!^X($%w}*D|#Q9{isxVBl#0SEdEj zmy4?U$I|(cz)rxdRT!E_Ys@`~22i<{e(`1|I3frSr30{k}RU|D`cA@&7m{GG->1+S`y zAQQc=k&PuOPzoD6GoVJC*Q7s|F82L=D)zr^{j4k?evkl25cH6gjR_=5%EktybV>qA zozkShMao{V`Y9;{0#XDi{d^9#zs)d!5*JCJS7`cU zWMQrcvbDDW*&15w0a>dScGkd&pXq^Yj2u8Vde4A%NADtK)!Ya;P{+db{D$k98C@)q zvN8e1(6hN<*q=8LXxW58BA`bgQIHr&9Q63djRf*zukIsA9;9%7BSFePs_KO~{nDtM zS4>^tdUY(U^)8wiAi4IkRs4}&YYZ~Eo?`o>l>t2i*@GNFjvyyeFe59#P#q&9TO(6l z0GllAzy(}k7bw4uj+Qk*U`9ru9nm!cT0yf;T>jX>0@R&r zYb+oGJ!>=IacG;`{A?BM*AsXD)8+*X)EPZfTP>h+0Z%~>SOC~$0x(z$WU6JRt*ZsJ zD(5C)V`Kn4NLwvCQlMH`8UkhkG^{p8APX}+11(@yu^-~#;(-Ga=F*-?S=s;Y^Z18% z_~+|}{Qc_&0^QFq`*+q&$_)AU&GS-(fEfTpfq(}Mw5bNbCkx03_+&p%!v<`D0p##g zc_9ppe-}pQ_}8`rM1}27-@yLUH(W-~ld`e0U8Y`>{_EUp*QXK|Qw(U8^9l~A;lt4P zt$6%syk>@8H6)Qd_+p$B9A$p*k@R!uGq)4{$23_Vi1|RFY!=@FIxM%A?O1wNa;-wQ zd9W>3A+gO(5}*4H(Z)uHlGxYO+?}3f+pX-ZY{*mu3g%l=TA4&V`)Z%YDW$&Ku{v5t zv+OLp$WwOe@5wQ>J9hGxYv*IT8`F2&yVdLWggc$>haFd?m?y_yS&YMn?5{NGux$t3 zEe)C;g8NX#Qcqk-lw!0_`Cg%UB-^4{Q`S_IUF@A<`5b2aLiyJtGBQUy_V`h^uNJH+>H`cD@N{qe){Ihpe z8Yq&FoFs?zmPeLFFT=^R-LS=HQ~jWB~m0(ygCbc)rQSOiv9>) znvtJWkd)E~rrtQn?A7yrYOK<>j?IrQTlUJStFPkjf%giy>98kbwST^Yo z9|gUi@~y}HrrXU=*UG^Gr%&|yQ(Gdmg;94;4SNC%b01t&i-aIOSDMdswtI|{eLhm5fVsICne;Ld{KZ~_N*hjj< zICPEPr}5zCx*&x7IxZ|{hHi!LwG*mxQCLoLNg@mB-8lN$^>HF}M62+}VUv&1LF~m| z`l7^ge##WFh_*;)uut|s&4~08<+AIHLbcl@a_X0Y$`qb{#yxyG!IySdQp`Y3W{kNx zcDbgRa0zd)k!#r!t|rH^h{gDe5BRwMnDYU3u9M*dZE^V zo|S->jo$elQjmZEzm&8BjfD9VM>A~;)AKZz^Bw1jG}cCzwt((tgfN{q)3WE)(b~rL zydQR+Q1cj2*B8s@IW-DKy0(S@{2@T5&c&fW)F!a$qN4)*wVcIMbD;498WP6KivLr0 zi=E-R-ne1`7z}3myYn!(%1c;`aG+HjDJ&4(eCNyjj!H~h>sBHad`l9Ep{K7phQBCs zLmnBY@9|OE*EiZbWD8`qmW88nMD&9d`}56X;cL4=8*MJ~tz8bI)hICzSXDfP@;Ep< zZd+ykCyOcpYTxH_nnA5WTGgfgX)}zY1H~u1+eWrkD{P<~wb)9YXCJ1vig?ROrK}xE z+|^uH*1kOpI*Lr}W2%xJvZ>~-45)Iq5pS|+^&P(hzhOZbIO2MCzb7GFHYI7XJa;^) zXnM(MDpIv8Afd>W?eV=(5oz^B=Eb6zzJidmm@%q5tmBnLQdagOyekUJcGf30#|~V` z7Ipi5ONU3@jannTl#wKigxss@sJ@Z6SzjrSjowpp!G{hSc5xnRoH?}ct}g#pO{5*t zrW`t}Ki)V!sfFR|d&-_YAU1Yyxu{a9vFd2NxZk>cy6?M6K-CArvs9yx=JF;?fbi#rtL9xW0wa-^dU(^<{Agy;2fW2IpF^6PZuyGi1X^~1B)*q=Xp+{PZ z+jtkCY^XLCtXsaER|cnlDk+4slUi!4x$$1TcaGh`!9n4U9Ko%u;G&R%Z?|yKQbKTr z*%(O8W{sYUyvBVULaT%K(GL3k>svebJz3K~wl+*OJf}tW|A<}y^~vWBHdQrL>w7(< zM?-gY+KmNa1Us0*HksJl4n7yiZjqV0@gns(1|0>fz<=uJv(tlNLlb`^3C+>g2lrTx zG@=q2jH1N!Ubs;?6qb1){YeHUVIh{PzdL@)1S?JY4buf*6@jf~ zd7#+@CBzy&r@s>X77z_-XdObrgXsDw9(%vY3TB($Nw4AEs=&)DPFCB6ow`#(5uw^A zakDEkm1raDu1}FX2Kjr5#i0CLpJ)Ag`QFuP`}2rr+LKbJy+IMjLI&cey$VIjn#K#3 z>hk;LVhk*{>Fq@Y(DR}3-S-luo(4K!LET3VB^5{x}Ew1OckcsNh! z8>ktz4Ha{nZ|-B(<)`ZrQwQE%2X)-sB5swVN#hYY4k4CwK$O#4_DwlJ1?tE&?twzxiyCT?aKog->S}QkfY==sNsqN|1b&P zBfikC19Xjf;sQdWSG4vkR8&T9z9jDH=&80YQF1R^WNQggq+aCB2RhO&(>Ns@)AADa zZt72PBfFMuqffS?Uu2li+p*5Z4?b(-%@Kmo)fe3FLWot_41*fx&_4K-h;oW*wJ{y! z+kUjAy~Tkv-7cukwi!}Gpgq#O2iL9TUPFHn8rgU3R=?z2eu$dwZ8G*7%Ci323H!fK zSuiW$Df<(%=hOcHO#KtHmrj|#V)mS=f59v>u<3{I=1a$>=9&k0iT zFj%yIX^vuXst?z`e|Dsvo?_5F<8W;2bOkL`ZXlYF?TDTj6*UIJwcTY^D8EFZRJ_vh zV0Y}SDm6ldI6;40d;96^K1f2vE?;@swqf`s|42_T?1VCs5g6avVP@MB1=h5S2&pJb z>$&~6mt-?3Ni`7yMJ2(tnp!RQeME+3gG#(qqG{gQy_|pW-rHA@YtWDXbz>HHx-&2~ z0L!ow!rE0^Utb=QI818jT@e0mhoa^=Zg>MjnFo{+jTAJOaf4x)E?&E076F6Vy>t+I z0l%6A1uP}3u92eZ>qO+2EMd8P2gr|D>2&z&u<=yn2_E1Y$0vm)w90fEybq5?wc0w; zit2P8^&J&^nF{-XhNc7eSK#G{z?{CF?+C8MTFGNWi>zV!G!t!p$3dTN<)sA{xS%i^7i=cx9_!6gkU}3r zcf3-^tFe!R=)M{0RxktNP}z*E%KLKjiJ^5 zf}12h**lY96EW>z^I!$M7gGe)HDBK;IE4}!5%pPz#rYc(dqD8an8{Qu|d|L5%g=j{KBoP}7M!2Zfv7GQ#n zKLz36!|X#vfrrAve_$4vLh)D3UMkOPE(7p?NLdKOm4D%1soC?A{)MvF9UgyDmi6ze z*>>}34y3Vp8ZQ5vaYAXE;ze-$P)Z>l^m86YR#wGknY*xtu{EMNCr2CTt#bC#pYKA6 z%J}-e(_NbC>nf*VS|zD}dLX1%U1xR1VNn-;vTLcRrdo0`XNU8?Zx5}Bp>1iyWY^}K z#cCaOc|q~&v*CCiP-k)9+^ika)Xt|TB=N<4<%moHGk5`xKwJYyVDr1wK!f#oXCsgSl;H36zulE`5an3wbRb#6Du8hlTmS&|N@|Bz_ zXY(#WaSVpZhI_t>pI3*yMe`FN5LfExi&LE1nKE`z+5sKoX+_y7I7sW8WY^bOUnHEM z^1=Ga`_Cob%d@e4#f`_FNM#)-c}7-#sxoCTcvLLd;+H<(V4Y7=zpkY*)Xqb6Kb}#xQ-WQ94?P-kEWsQCdq}NW~UL z5C(b|>%A3&A?|I#W;!|~HD>0X8{K|TH@eM^M zZ^IzHl*KSCe^)(F)9uw$CkQQwA&f|jj~ksnf)6V_cxwq0>Bg7GL|n}2%eakExG?>| zd)}zDUgSz3nH<8xdYMIW)Um$oWtIbLZollsuv^i(VYqf1lZ%#*Znl@y6%kcji~A+} zLo3Wiauqmfk$x5CHjlFDn^5)8{WczGjVZ)c6iB!}4iP2DLyR>#nyAlFUNTx@uH&NV zCEipju)fjfVZDJ~-v{*?2FQ>Khki?QpVD?~y#BMVQpTNmF)%8j_*0?MoAJH($fJx! z>B%r?2=?&vQW)Ao0(@wuo+eqfg$B@C3o(|3;@nFCvtyMATWz+~Hju|Rm*{zvIEpZ8 z&j!Gw+;7Z6|M;%N4(_cBrZsg&3PPz|Ea&mZSY1m)DiLH9RNaO`Mv%UOw z-y}8$C$9RDm~DF{THJDszog@UL6zKmnQrBiQQjV#)ue?+&Pe*!!jE@KC3V}Lq^zlh z=nPU=hiDkwDV5TVX%QXgNN5r53J{y&dV_IFF==t<{KNJx<*`KF_`Sb=9C^7Xtgj)) z^CfR_n?B6hH-DwRb#f=}Fv;@N`LK#+^y9a!s5`tIILel0wSr={rvdG*pRl@UdyJwA z>gp-%3Pg$M#wVHR$ETSBCq*eaP{muDspDi19CR9w-`CQ(+aEjkeSDJ?tCCy|VY*bh zuGuE3^RyLe8~BND&RJj%Qrg;re{T|64%2Ii+^xoTUYvv+WUu-|Gu$1&%T1rl0Y; zc5H&gG8!k+dRFaQR!YkB-M$twxD88Af4-Lw_-1E?Sk2ie2d2*Si!tG2*1iR%<(9|A z?|$6jC_gQvC6?M!(LHvwJJBJouZWA!Z%4(WC$`V=trx!$^Ek`gJP*u8S0ip##rs|0 z*-3FjSN5KTZ!nfj*Q;55UY~Q{?40i+dnVwU)m_#qQSvrA*2yw8YM&0>$M(;85Lul} zwbEf6H|QVB)+0UdpTz91x~tpmpHvs&SG0iOg8=)T=JB*KgBMCmm+ZWb{A^@9< znSoiRm<1^@8@`_!_r`~}91e!kgJ3@}7$JSxgG;&&Rx1W~U>h0f_6UQWml;~BQMz`` z0(vUt(s2Ea?r-Q+4vNo}+fw-tv56zQD8cZ5>IKy zPuG?b^hj98`hn%^shKw~UWsr8S+(D^+6vTdXv4!G6!TLdmlw5KMqxalnvsv`X;-2pfpQ{Y}_Hgfkh(ARA8HW@eX5MyFk? zQ(B38^8Bb^kH0;=T8N3lee1ZEur%TE@_WtM5;OOzJMUR1w6MMjt+L~J6B>^f-r{%- zt_u$(_hY=OMgRJ-2Y<#hIgZ2S@o?UG=%xC`*qzF`qx&2?f|JL4+pY>F3YGKV`);=M z1rx)bzF`Z;c#%iiH1SHweGEq4z7k7@p&ZIp^#-a{%?5<^p^~=55g|cOxaJ=PC3NpM z(r%u)^AV|yO49p@NlEo=Dx6OItBAPLt$oVR%`0w) z(X$$1vi`MFDPwEFLsoVjGkGRSM+I?BZ}IelCd%9VO-IcoGaJu3%rnp~2EnxKIl0dV z!JeI%C~?Kl6}RkdEgd#<`8aZN8$^NqG{MwYp_4|#t-1SutO zuZ^RS(Im%XGG#$|96@h7EVCXgBrK#Mg{Y?5L@iPzqT&Ju+n(-+(0nvE?O=shC9KO3115g_cD{Mv}m#b1>92Og1;c zj>&GlJ26`aQ%4(9dJx(%(F?hb6`Z+9fQwe7wRC%gRIE?B@p%uqm{fnE zFH~YBx%7JOjlwYT7u$4PwB9?Ub7+k+m_epQd_*!9JydW@frz(|P^G(I1Tce~_M;gz zai^4~ST);k1bJ}Z;2>?Qk*U$)3-dtG?P-I04A<5uf+PjUjGgX3FNdO=9TwZ&;f~5g zqMs@jOVh|@N&6IQ7QsO*G(hvi{Zg;TnWm#AErE4Z;*9v&FBQC-sHGV5TCiFdB-Mih znr7rC@Ecpn;V^<6h^Hf9rsjxRUxqVLK*BJKg)>8@28eVwWm;0-1wNROwOU=zu@0$C zN+M)|Fo&fGXZqMYbj3HeS(H<{Sv(nwo@2Gq8ya`8lZ?7%LN|EB%-kkBHPcE0p{E@n zE383vR%umUQzc_ETPx4%7^zcarj@z6?de_W9=bgN+iVMZj#;II1KGIckR3^@vxi-! zzR5Uis%7^Ev&CjO-cU=uuCf;mR0D*pTb$?&&l|J5l&;GzcPY7<9=zGQ2G^cfvFmK` z?xBDESi?AVt*Zt(+(! zfQf#uQJyRRVVYJi0%}Zu4c2#1Y9)pyE`yG}hBGE8neE?K>MkCdV0hViTS3 z-u^;vJJ6OoU|s;8q|2M*h!Umw?%|xEpgAf0=fOgn^Lrkk3h)l>UIc=m-iO36z$h*BR6%{mcvdz+7 zO_hrMB0;!(ob1!|Qgo}{punCH=W8aW&&0L%;W%GQ#$pxyfoKC+GSez&&iK03XHLU8 z1IynJ2lE`bIxOC-&41YmazxsC=F~~gd$$BKT1kuog3@IyEGunoS}&NOw>vn^Mf|#> zk;mfmamKjfwij5)y#^!1g9B6&Zbt4w1Tn&msGkM({ds4y>;E=X!hg|_O0>ZxCH z0ozAAb&&P9hk|h+pI%z)uc7=P9|V;L!^t$b4{&pH7+$~Nujj+%FgMa#NKSeM`&|Ck z5)u+NEDm_s4cz}on+y#+AwzB|p{0fhT{nQ43ew~Yi{=}-e^Pj%WzU@k49e@>HQf)# z1{j`~QAnq0-bmM9nn>bTYo=;ypi0b!+vI~M@G{d@>;obZOzZp6i}=IdC;368h=j$b zo1jATIg2DtXh9iMN5U?uI4B}4^M5AuOQ9nE%JG~d`CGCKNB=B%QKe>2ia8_J z=lLua4pH!PoKXDmpbcw1i~_G#PTU&)t>V{`!C)e9nFw8GRrDN$*H7Ygb>Gm0^u$$= z;=OLosA2I76+xjO-r#DYLu}~a3_+(ccx*{UZT?yj@E>rt%%lX1ixNF;Nu3&<)R?{Z zLQs(1_}qW+S`m5vE$82+SDGHJSU47vO;%a;UQiuZwQbAi*-GUYyuTbbb^0pa z22}|3t<+XDTP?iB?(UO#eAl%Q!g4^!9&?1YxZWLkD0w(=@KDl8U+(VwHMpi=uwOY5 zE<6c;e2h~b1KtCT^;>u1*0ji-8tuimqt_xA`cb{N#{2fvCe?T1o5S{dO1nKx5Q$}z zw+vKQ{j(hOUrE-#!y;zQNC8Cc0ZM|^0dayAk`zaeqoNp(lW5chY1^*^A^k2CS{*jaRdR*5}0SDl}sb?=e zx!3h9_`28Q3bPRAt9XOI6XQ7`ZZZ7;6K=hd7sg&DBfsU=Iy95t-O0%QMlR-zZ2g$w z0*s7LSzd)Nw0BMdz_BkJ_g520%ER&AQPZAl*-<$AF5V|bN;wvmD*NC*re!vsI?cg zJGiu5;>^h-k&_kNLnGP6MNFTQy*mB@Y#-$65OhFsTDWz<@LD5k|1-Ni%nGEx?~OGl zc}W}zOSly%gyCetIrnQi0v5br|I=-XKlxs#RK_bJ3GhuQ{A=>)~_#nl@_F>%WhIv zo+PAa@V#l5?w014Fc;uoM#!sU-})k_QsQ~nhJI6;@AU&G)kSH(v50W3}Feg z{(e}gQd<~g?{3{H(x*J7D%hS|D#|BoClvuV<{f9_r*G2MQbVBUYs2tBH3+JnEJF<* zGgu|CYz#wOQHNL;d;QmhW+rZC)`)XOt9qDNLYq&UU=vkXqhL=U>GPw|*KkN88P#Ap zEEbd7_fW$jTD}~=ZT)gwccwc~v^9xHa0`UEf*UQOWY|2Ti#Kl=;mKr)LjM9w=>>9$ zU#Dw~tSpx!Y-cTuqK6$r<68ntnCw~!+uCVanp=vVPb|?N+ayX)+{sLNimi~{c79ak zMiP7G150G{8ndC>3u+(f%Vsp8A|^0nJ!~wYH;wtPaYv^kbqUk9o+QFY zrw3NilG|Zt2Wt@{gBWT6aL;Zu@jUMS4OM_h>wkCX=f9($eBC1nyl3kdkL1+|{q=a! z3yAzY^aH-0;`9es7%oSC{uWo-&4GAP*on$`PXlyPwGs+D11;P{b3W|KL===VyL%KY zXyQJmpv_(1`Zx8}aQrx|JTjQr$6 z>Qpd28&mj#$lSh5qany~$$t0l>ay>g7MChdX&b7}nG@0Xtbyk62S?Vpf>=u;qrAf! zA9JQxSN54JiySA!ddY#{w2vPTBbDpM?vRY#sq%1Nap8G9jg!P9POZkziLzt+uA#HX z30^YOVv>iXNlX1MrWB^dJ8dxGVY~J0*-;7snUllbv#O!#`h6~;nAeJDwrpLI2OZ5v z)XMG&aGWGfI96ve&$H`Roj59$5rkU|%duX#K3gfXIw;~*{&Xrnu*O0%E-Bw|s%#Z- z!aTHPG(O_UTQy`zJ}YlpW=`<>N?MS)Pr%)!h!(;q+c5BYG+|enRIX z-ltFa`RPj&lRTqGEdi|bj9KUe=r>|3bwGu)bIq%BnS(6PMP`IQ-N^QNk&o#h*!a24GNpp55SQ3blcqt8{o z0bIdRv!t#?Abf#giO^ZYUUDN+3;F@e&~uvgJCv_QzrvWn%WJ9+MqBq+WZRXS>bcE} zZSt})c3g0!q9)+p*3G_x+bkdl33x-v#C0OW-17o_F1MIGGOkt2eWM98*MKD9RR0Rk zxX<#~CxlJ>xQeIQ!VnF)8Nf z#eYAITWYYh_~YU7DdyN1%M*9*;f>9X;aZg9@_Eq41z7Hk52AL|JCwLshm$m&?r;pL zWChVY-JNCddC)KAa%SkBRTWrXJl(fF9N|I3A9SHtmNbkTSLKg;vWD2!bK<&ujgIfM zcM059=nfR*CZhgiQ=snYKUi#;fI7_pLT>`daxc{355Xevr(p48jd3{X8{^WLVrZR_(8%b z9U^rDUDoNIo4PRH%L?l*czDU0bH!rX_83zWhQ1cxw2sdYLG=Xzu4(Oix71tb^~8Jc z?u8h*Pb`sL!%_lOJjv3IqF#DK+!8jQ6b?s|h(cKVO0m>t+z@AIwz&6pnho#m2$&l9 z$9%?U-rUXARzegS8pdw*UG=LWIL`08JCaZ;q zz~GohLwnzh)FjHx%e8(As3U}m0Mrhxrx(J>kv!2pt87B{`TcV^Ucl+*U%>(u@fWc8 zUk3~6b+GUqpfCeSvP7O6Q#hznw!|?7G!r{mF!USn7Jy-9!YjSfwLyUYuzrJ}t#SR6 zwqdUv*J7$Ypt6ulkh4QAE&I=J=0u1DV$Ogjbhal!b^1fW1J+T6=xP6VDUm$*-@0~B zIl5Md_B60h3DYo+8HV?Qg8FQe(~i5`3rBfk7nYoHPT(pj#SeZ33z+TSmn;9M69fU? z3-gDw=_jl}z?W{Me~Fb#`uv2I>(Pu?SYc!NH&WfgYt4aFH=i{}gta7D=fojNLP{)w zyYO!ywkqMqg$j=zv)#EzRpU{t5ky&=qSg<+&<;#<*X5wid+eYgg>6^N61x62AJt}w z-c^s{V0jLgiwjfDjy-DkxG!qBe|l-ryK+yhkkw!}D#!2XNNhsp)`zU!$l(C>y*S3L zF9qLVzSR@+cC59UlvfcKja6axZg~lQHn91oGQKt%rKV#)7$v^ZzMb~oL?g;!E>@*J zFKcV{Mq!-iVq%blNMrf?tRwz=Bc3ySkL20DI67FLeW_)I_Z%GT`${Okl8va(#CnqJ zpJwB3=a=BQsG<>5WmG*ht>!(TmtnYE_9b?-IV zJz{|f%^O7ErQ7^bu&6`_XvoA)lY-0(kM`*rc6DgEWOT?s@W!|;;LS@C;&`RDcaia; z!i!Ytsgfg3j2;Xf(&Bi1Vjh8RPc`sZvNnuC^SaL%MkY{KI*uoExBmU3NCR{aV(QyE z@$YV+!0W7Gv{185HdqvxJ=f{RD|7mCr@-5fVNO&>Q(|aVl&P6|QY-k*M1W-=Pat9) zM4oz^ftFijs8|jfu`c9us(|_pRJ+=EVQQ^3N;z{=rn*uR1MdTv?>Qm5FF&cnpUA;? z`ozqJtuq9^ona)N&f_c^?fO)AfR@PF* z5yCxc)Uv>kfLIwkClcaf8Ks7rryhkV#wah_uH^na<~@mG0Evhh7+nq1vG=0dvx)3+ zxL?<&f_DtF&-yj?R|GJDuV*j(J!$dJdMr%WJt2^5$^ruZO^@Yj(@#B?UsErBD*PV^ zxQbQ#J3W^FSqON{B?<9zVV$qEJ8AO&djFZltI}K5kKK*ScD-L2be6Kvj&Q7@NDom* zp-c_ghLxKPmyuxR(Jdf*>DoPs^QGL=ATsqOb#Ud5>(KhLTBgaW(}!B_z_F*0wnrUR zwNtnlv+K|O4a1OVAadHuf)8oB)}_-pKi|(79mICDSrbPUof=3y#LXLfUDbBDIdm%ecFU0g!&~pu!xsgxZ*PKP$&jkE@nsqK9(j>f+!8cWvNAvmmg9d}hxXP3O8w({AtN00j5K|-0ADYzz!aG-JZv|5 zN+6n-(R%kA)SihX9G-_S0=>q8ck(pVVX&|!ALcLm##^m6Sn(^C9TRSD1zXOjG_mB} z=!^@>>aym?70>6+RdvEnr}r&_=U2Qdh`@&0eMVD1TSsj4g*To+Ek~FLX4vKN zh?T{VJQf~-g}}xoeN>?1S4ju(zzjR!r54X@6MKgkmKv(__WZ(h32A^%xBzN>uZ@?h zI7==mZL8{o8JKlxobN_qcb+*3%r>!-#~xY9M`_fYJ`nZ6T@LS-3ZF17QIdp5osJTv zp9a&H>$IN`(!`=dmFbKsq>*EL-9KQ=m0bK@LPGXkBNLwTwEh*7cGs&)(txcteic=x zfn)a-<RB>>R7`1c3*|CtK-i2%ULpM8tp_(Fe2fM1gWF4*yx z27%I4&Hxv7SuML&H%}(>qfC+W!$23gnEQmUwegA=)Y4+){GRDg%H@5ShRAj$fhrIV z_(r)IxTmFZLzOgeKC~q_lB1-5WcM%1`%Z(D2`k02E~47aEYN!Yp^aF^*nWgdmhqs9 zU|lVVSIV^PBXihLX-NA$c>}MPUEK2B*_1OI_W3PsjZygamO+%%v4~Ur|et zely4L3_0ub@k=J`4r)nGpedI&)=>Z(+dlkiVQyZBd*Cr@mfwjx@+KkLexU;X)n2V} zs#^Hjv46mscRPy8CY*A^@NazWO#goG^`A8{=aG4T$jtMX7yd9X2;*1!t*!RD_d7cKri@vnWxt=Ep=OyRTLz~74+9HIlB&4vDDsnm z@vLg`skJIawIxeY<=){6sUcZ^U4|t_PZs?|Y^5o3#^h;vlky#uIa0!v2mxzuh*#ag z{hpg8n))rrZN{8r3b8v`wH)E8cdd{nTm7OT*; z2NjsgJ=m$2FnD`1G}~gP)B+8gCn%fv?bHw}yI@>9Vn|f)t*I4OGO7b!vvjI9C|7^l z!>T;QRMux$DZ(OQCv%4n0^X1`cd#rM6d@nHb@c6w33ebbNx@f`5 z(0rZ#6=7gzmVaNx{G(BG2=Ic;KP?Pc`C(yf?7xnhU(ELdcuan>uuIbYWMS7kVgJm+ z{9l|S>;Nm@SHL;9X_cN<$jiJO2K6K{LN6yeVC*@?o#|TlYS9mLw5f3QkG~m&*i%TV z2P)-GeW;nRlbrO*T4Ju(tZXM>d~1riY#gQ^)bb|CxZEp6o>maL&#p`~m4OK{E#xUt z^BX55*D0YE&Z$+8MLc)UxX*`W(oc7-P@$K^I_u=HT?IVCC*IsTeQwd8C2bAg6Dw=X zR&`I~<1ouWh$REuq+u~;$Z{OrUmjq1})Yro!e6Krmt5k z$MN7%qf@XqZ}y46(goW|JV|1L4!Z|$NxM?|jQ*%X_;!M=D|wgei`;cb+npB7=Au@- zB~|s{hA;{=i(+{G)-xkPAsLhf72Te_a5bvJPaknvIFi4!4Jv2_97BLtQlu4{wRC;v zwEgDQFrrBCrR2fc!5*$Vd?ZoP4601%*OlK`7~8*ZVE?F%{7(>eG{tfm9!k^Wpqer46cZbAG|(Ri7tZO)f`&b`4TtI*A(In2>fIaeF*venJ{ z(t*P1)dPNRWY_#>ICd)8AD$Lhk2-FCFhLm{c%7Le>g_ycPlCBEQw&-iY+wnkw>oO} zIz>f9-fcg%UeC;dZxi{FmY!UYU=CS3TIGN1oK=WQTVC`%C~AiAvC!-2z{6)p*+dUR zh6OY=1-`7t_-8H@vpb0gSGaL%j9PtJIn?A)=rgExtU|JQw@DwxgOWwCJNB{cURj8I}X-vr&1S(Volwtgq{7S6zIbM>&ZqYr?e6>JX{Wrf z>bKYGlpfhf+u>Sbbl`5iv(A~65mqO#$ZGZhS9A(Abw>yV$neI1)o+Fl`c$;sX-ZE> z4R{s0aoipJ3a3A^f`Ms21S=qkod&NyB~$zHj*%P2^xGEWrtY`-r?{>*10*jJ^4*+# ztOrO0r8*BW+VoD~^}CeZ#aspw&=Tz4cgN;;V(vi<;?QUFI$v5Vr6mpexE4h<`gKM1 z_;rDE_a75(;8kYs2h8{SbuE}Q8tfZ28ce9l>b7V!SSXlc(l4H3a><`!`ht^? zG!AT5dfBz0^0I3JXNqaxdmoA0d;f7Ma1^M)U<$}S=-SsMrKLpHr*3fnEc^1z0R?d* z!FaP=JAYO;n{w{U2idLTQ0fic{}n7OEZ4nQf3N>7EB)k&pd`&>30VtZ zwl6Rvoq&a@?r$>2F7nWT_UF$u21X#U?2qOP%y=#83vx9cc-;?oF_+w5+pkM^-B0b; zZ=${+z^kP%|2sduDKJ4J>G`{;ZS@}NozGWuKJBKBEiiMV8G^&G+0$C{7yvI@SR;b( zW+ohPkZ9lN89|ZHc2kHYe^4M8$hc2HYbxF`Za@ARV)TKK&%$8*bA@A#H87o&<5Zc} z3T11SywoW$<gSqNWQ;gvu!!x(h-JGSv{DRya7aqcA#EfBq*oa>aB+_x`&OQx0vz%Br*>|>& z)P9T_@UbftoDcGSy4?KqY$>I50FlKaT4?5IwVIopdbz{997%P|OC>W@8@&TLMB*{j z6SCmD!B(X39z!?C6YXlqG@&I4P=?T2YFaY#I%}wEs1R;FMiKU=XBoT=i5}GKkClD# z=^a_rr&}pdDO$ocxT}mp;PS^`PSsy)^BKNoHoG0kq#2Mp{Qz3>_8_iI*URZ{g*3t( z52hv*$owebkag@n%sgvN;Pkpo?2a7e@>Us zskmHZodsG&cfTr_WvN<_B5$Q2u#l9dd4e~acZ!sclgUfTv)uKvi^Il{UeO@XKsC41 z%Ua1mpft0u+n}C@^Yc`L!RLjBc}ztYiopE-5#N{toEQgAAKnf5tp(CC4Z$0nDHNk zImrkMi3o`QzzgI*q|2qyxJDP|>vTDvl=x3^{HurWw{ZD2*6CvQtH1Q`Ai{>Iu6qfzF|N9bkDR#?OlUgA^|Jb9K5zn(;w>KE}cr!^U#1%<<&lya_duORwtYVELR zQf;IWNR4%mQ`>wj-1V>)uS;q+DPNm8H@PNX@bQH_&HRa<)&=+r-KQN2Qe}28zuH=$+o%583QXW5^MEA zE43L1IH6Vf@#BG#-UY0gS$N9!9OeXU=0^%Rw1w&!dTKd02a6L{@kAZJN{kj>i5G?1 z-hW%XL|lrOOhCM3{tz!Q?^|&C0P(UybtPUt-MA)RJpWt7OZ(eE(DN(sf>Qfa~7c@Aw=87xj@OsEcU?CC40l%y?%;vR==0 zH1oKW8&*N#OSdXYHt#s+VA-=_?y-z!E5rCPCAG*H<39U&0;zA?mz?3wu(VJ+6Xhqd zJDGCpQe_$;5l%TFQhagT8@Cs~y;8Nwzr&JFwHWzV%IE-;c_gzXI(kl-?R157#4F0I zcGMnu%*^irlwmzFza1gY;=UP^wzV&bZ{c}RKUDTe2# z@|I)Q3fJ$D8#1W!idt%^xn(c1%O{w8$UpVvwOYynuM0Tf&x@tYgYXHh-s9MSd0(H$7aB&XCNfhKsY9t1msk%= z=Y!N%4DQ-Pc_yFE*q!Eu7@(VU9J|xU83rskSq~&g(=SUgICmaCnaV%)+RtS2o{P16 z@6g1)96%LmCmhz!f$YlqJ-?Aw-lZu(-X+lEqC2#p*Jw}?DeoezLBmroMZ<$3;?ne8 z-o?j_hDR_BD*;@Nl`t8Dm5@=jk8}cT?i6ql9v5(dtwu|z1-eBG)C~r0z){X*JQx}- z6mCtF&|2(94B}*`IuQcL&CZH1&*Va@vBX&pIH}VE_faJqE4BBft+)a$Ck;cm>naq! zSPS&L@_K<={W^%Lsx%;l_jGYwAdRDQE8Cu=I$_%KA-3A~c(hxXB6okSM(*$c#;=fJ zVfy!bNKeHDL=+zWV9bBY7q%-m@HM{t6a)2hC+Sxo%y04XYYY_Qe=!E?e-K_U4$r$t zsep)C9C4j}v1B4G(+gsYFH5R^GAD1c0=-;C=L_8gfw6g$JQrG`HdvgpAd@4F6D3`! zW)p!m7V}~cy0vR9EuYi$@Jht6NzHG>F@L+Y<@?D_XRtbBIj8q{U~AT4l(R*eLorKk z`B_zR!kL@1rSa)X07-1*Udj`)EaYWlpMki*k*3!pryVfjSqjEVgCA>lR@|M1W!3F5 z>{m+5c8jG&4jw4t--`*p`TilPFzF=U40IBdFrP_~E9n*_n?3k|@20R=xZO=*6ybPs zO<4vp+l&&Q=GwfQDN|tx0W8S10W7${|4dv>mVKB9+R+~l@`)O6jN=;(qtRp6;EMa| z-6TZMW=K{?YfjDyWLJlx44|`YE2XwKbdJuHD!jn79@Oiiw4a zii(Yb=>JT8-#hbuaNQfv^Sk%I_qo^maVAd8%$ak}oSFBB9itt39<^GuW45x%nV%E8 zE_jG348{<+GJ#*DR5_2I|6hnt+1_eojS|3lpSwI}>@i@)yaU*fzm zqvPw?@D%GV_E^PK$qu~kKdmQ(T&y>LtX2>rCgql0Iy?13w8Q3)v4=r1y zE^%$(=raVgj=q7T`^eYU*#KTL0ct|zC8nn1IM2x!F1k;?Fc)flXfdMh;g20Z$95`m zEbMZBq*@wI_&76bYuT@0zciTl>zgRI&edPr#7!N3^40PO(beuByY$oW@k6(4cr<>+ zkHw2BW2)Ntj|jJJJL+?C!UWgIxb(i6jxkQB?oV#G|4D*2xBj+a>&7L#-H=jUu3psA z%M{-he`(&;-PN_bNxP`>v0n7l@ySEGza{QoWKhC-&dh^=-X`p^ax|u6k8>ffIi4+okWQE{~&@ zI-E+o(|p2ZIKYJPZsFYLS+~Zyzs)T2`HzDKZI+Y>2=eF#4}M47)&<}G5MuA~>mj$Z z`}-A+5BYjaJ^Ri6#d`-`xVkH0LgO?4W)ErEf6hZnUj!b~zBP?AMj;QWNgQk6XW-dd5YcU9wFSpte2e>Bx!{&~;&gP( zz&}s?@T^0>1%*ePE|GXK?)TXHUAimRWNQ+pyms}~`aC(;b5!hM&@e|Y^n?Hm{8(NO z6bb}j3hhYWdO>KVHw0jMk^l^f_%?)4O`{Y3uYQ04ObZCWv>*W(i1wlY zjQ6cz@+B9$3iRl+ze(FW$92uoC7^PBrLTQjaB(Aq;ybyzk^Npm3U;o|e z<;vgc1)U!K+XFCvtC#<*dRY>1wYglqXtBw_!lU1&UAne*>)5>~(=PgavII`MXhMdd=WBsk@QOeDs_Kc!rb2IIg>#XBumfA}qN;&*HKz>D6k zKso2qxe$0+xbs%GGJmAMUc69WM$yBm#9adUe9)ZA3kz&eEhTJ zO*2Q1+Mjj!ZK_{Z^x7JymXG{UFS76EXWbH-rWSg$AtWk2$}fe_?YYebHu-Up({y4=Oa z_sVYler>6ufyI3LKkVAmzkh}P6$%%qTXbcM`HKb>s&;;m;#b%8M?Ef=J?Am@(&$Ty z+WkvLEnKmn@0wq~ZfdKv-PvZ5Zv0tmMdIbbzkgqE{Gix%{wD@M+2}sw+7WA?qH*ED zr2~zwpT~w*?SE?U$8{ZEc8HsrRwwkl>xwnbhRTDFS80FDI9PMzLVTUAmqK$3RVjJx zf~t>4k7a{~&3K=_=vl+B_dN~guUSPa4^Hz}HVsJeI&xm)b8gPr9TVHmJE%K)b95=6 z=pdiOivxa4To>XWJO9YTT{Rs76Rq9{B`q+_OP^GvLBGzPZ;qY2H?5I%%N?7oj@Rz3 zMz)LdYuD=&l@XOTIkmn!_Wjy>l{YQBvmAb0bl>_VHmv8Ui8p>oS@z?y_x>mRml!pb zH>ppl;RFc|j?~~b1w7f|wXFJp!Elru@gTfJLlk6b<515r?GPLqWy48POyk!J4NwXP zNAKX!sPU4Iu{V}{EO|HXW5@Skw*WX|9@K>YeOwLBk)319PIiv&@ldP7>xCb|d}*|- z~O_8j{9@l!SQ?UNM=DUXot@?&n{!>6vcv7}u7 zx@*+2MVC&!+?jGQ7j8Fe@czK67P_NrQgnP2yQFxoO{FT&=f6CdwJ8&&zRZWz7ti1( zkwm@RESfU1cj=-X!%93}(dK-;kq6>K+Rj?luckt={MQ4I8#c%eDt)K?PfiKTl3s3o z8r5=ZpADbp+-X zqb#48-}>E|iBFF~X>3R(9P|idz}2hRzu6e6;?h)eoxFD0;R;>{R!k6)BoR z>XiOh`d>Ns%Idg_`@?Ag8y;U6Qla38L8}5!$H+~#l zI8L$qh+X=cBi5&;EDH}V6=*DN6M1yx6!)-$-^E{dzM?6YUMtw6WphKF8Fh1R>?)?K z5^vLd-2H6lu|H(I33tibmfgpF$$O{IQ{2DWP~YemlW(-|+Q04_brgN0ruq9u!==8_ zpyQ5~e53IHkZ;t4_(pxfH@f=|e53mx4G)oT^mf@{d*&N`Pfm|K;ttb;%3=oZztM_8J`y{emRT_`Jc$)EJ=bp_KAbMx zqer*9eP+b}LJp^^XI@FWsK4-XQ~X(%T~9xt!|90g_fZlII-JgVX|`g97-p=bS|<0? zy`Fb}oI7)aLzmV83AYt5b6%nhyIo~A;RIgalGKVBd98FU=R-7s7b3hkf%o%g$EB%* zlOcf@M|h1(ClM=VVoIr;mk{B-^f+s&15Mz?5nf2(&APP`BD|+Q+a5Z&EDl9@dnWG* zZW2^gA9z4w#q9czTQOz-wqp1Q@BbMsqxi_In7dIg(+WmB>-6V}X@~nHUxO68#vgy! zxA3}`T+47*P`^#dwCd{O?$Q~I7mAThvSc2iJ#LP%r<44b!2ETMHC}!RjTy0I!iAIGe2( zJ@-(DG_}rv({SK6z&}c@BPvT8;pL9lP3q;_Z|S2PUQ73n&MbGS02c(d&aY5B(0AMw zlEb?@p!6Smc7zPL)8y8H9-cLN{CMj_RsEFUUBkkBM%AdIw@ZkhdGu!r8^)=RF7D2GW9?%?6+w zNQ>rddXiv__WAALupY=}|q>Q5dGx z)Bf8!Z@!hi;?A^?jB)PCkVm?*X+jNrMBNt|F!5FOn+{a2d~R32bwm3)6u7qQ>vL=8 z8-Whw1`-@m|GRD=9q2ggg1x)e>DoA}d%bJBR6TaGq?OOptsO_#K31{K74-v;cUP6C z8r&Pdt+1<6UpUF&`Z+FqQ2(baAlwTL(TKM)t3mQh6JMwJ?OporZ+PCpw z8b*=V4FPsN(X3unkgID7!Klz}Bz8r>pr-Mff1qBlF5#~?a%W&B_404LB5-APsY=)L zx*`ztm0S@Be(umRZNQ_f7j}F1Z^(We7LodCQuyXUYY(I?8CETOKw8qX{Rg+aJdpb- zaZcue$DskKC$gQ^hi=JvX}%%=-jPqp&abE1kNa}a$)<_)ia_GXyQ%bwz_od~<&MW5 z?Ney|r=JGz$-LQ|T@e@w*>$qF8&s~zZTL#_zSNWVWl0%g}Nk34>OIJ+Y7 zG$NG0B5;Xa5pX3}1fKTRFWo)8>h9EyKg{d3<;wQ>9%C|YcFKYv@ALmykT+|{f6P7d zak;Q9+XI5Uo+!v$_5Z^Jn1kxF^Ok&50?h8Z``RwZ?6&K9=bg2^YA0TLefX??zSpaw z-z{<2xzWc7+#|Rm@V*{*Mc@zB&9QRrqL#)-zfHUJ>e;KaOIx#c>Es<4FgViBLX6ia zi}7ltFF+`H`{moxUuY5@XTMm?-TiM>FfH&Mq@kl6qi3YEQHtNA4g6-`zECotwi&D@fnX!KX+w?o|9K#v{oJ4o~b^gM=X+ zL8TWgTJ-GYGu`g*Ps$j#WP!h(V^9yzo9A3t+zm*Z-e&NUzU_Oz4@r5fvk5-X zpixy_rX1*>ZNaQI5)y`j_O6i z)R-z3odws=1nelx?&IUzpI`qh`qf@HiwLLxFe0u0|_tx#*ts~2) zwGDq678S5)$Aoe<4_$5l@WYd^{lMYo+1_|h-#G(zyKJ2E zex6(W36*pArJLVO`o+)iFtpmvG0A5tH#v9H(^v~Wpk40gw)K789e)fjTdYg9@`<*U zY*SjbDqkpU-Gbr;YYp~jP`5zaf#Wj@Z}Tct;C|zu#)etV)pl+d(Cl2y$VXIfQ0vD`8Mh~qt zXhB%>@pc!+Do?uo(%wC3{KrDc-B!)7=~W}F{#ivz zTg@qA++}k)HsDE2p+ooA5B#XF=@XmUs!9K2%D2T|O&ogJy@tyt|JnW%_B&oxRXLPX z+~-yJ<@$vk|LAq*NXursc8=L&JD}8nik)j%7u}<86H?5nZ^K(79kzG4wg30!(^oY; zQl!G~ha7_3^^;eW3Cej@Z(Q>52e}2;UGLafzSgu_={dx=EjCx@uI*a4hsEaN6)}*U z*5-R3M<SUQ%C~e&2rt_H+_@)UT1+=*2$XNupar7T<7w_e;>hOZDS-bO_k^I z@#x|MxB4!69C*KFyO3Sw_ch%=H@JvRK)}g⋘L~`f}4_`O{6;dv;IXJ?Qee-2su? z@3@`$-J|a5GdsF{30+%qQneZ5bfLXIO`Oy-r$O8CN2=Cp@u=8@z%%~drQyqgm!kgYDZnQfm*tvZ(;x4lRSyHb;_kB!_=%U|)h z<%^Y5mtMHB_xZ5wcAVcBK<_fLJN`srND8Dq59>hy!{t?94vRcp_DyubMCKKjc? zzW2FoyY@rNMaojCGyl*xsaWc3UEkPkizgTDXc*x5{T)T8VP{s_eeL*WQ|D`Id$m~^ z<>XZ|#&{buE6+quq^D?u6N`x%+Z^#;peXM!a6LEGYQaipEo3kJCr(IiNXzvC-px!>1NxCO_v=%Rc-3%iltZP zF7KqSnw=DL`Gc-jKqW=Ja%*4-Y9YX7AttE}l$*6YlU{vEennQ?ip zx~AjNh>B1B+AWw=t>B>e4hJ9aR}Q<{ z{d1KsE`M72=*yK^5PEJzfrDO4-_337{$=6Ap3CDq?TT%a8FLJ-qHEfZDYI^#>Q&j! zje_nqn%r|-&%$%tCLVn;{ZiFqo|QKa@tpSj^6p@tfi?kUwtnB*FSEg|E2UOEX?wtN zglA}W$AhC1hIR0H9L%qpbUo)t96@{e{nd0HIzu&`;t8UF>7GQzuKp`TuFRnNH;_+jeB#y`C&cVyhx zn4E5>138oOb|>A?kvow|Ise78K@yX45SWyy#H6h2c&qWPTVPW5J-88>lu_M=?0Za1 z%09%TED9#2-C6JZXopLf20NT%h1`?k4mTd}aJ|_Mmx^|{uCT-H`Dq5-;WFtCm$e6W zxcJ6bVFO#^iFUZEXos`GJKQw9!zJj>pF}&{uts6S!(fNIlZOd9d3_ohpRKWl!YD6 z`7iBohm$`z)(V(s+TjwuBPL}dFewWXlT!6>GAUJm#iaZ~P0E~})1Kdy>~N#H?_OWE z)uow3Mt(ee@7=8Euirf$)*(o~;*@&n0m8TKaBbVP>(Ct~ahP|w{BG0eWl z@mnO{;KRui#ne*OK^GiK4Ebgs4l+65lPibPdqkJ{{bs>wFUA|X7CW6Z>B{k#fxS0> zC^6;M^sePA+`Bj`Ax1s^$cCc7T;gEjDM1moD_8`^N#+ob&oPLAEaNrcHv9?mv7fTSU+fHnVKKhZ@k-Sy3I<*GGSjf zzgScDdF_{;pO@Wuxi!_!cx&m+ET3EFe;Vs~Gi`XW?1;XFI^P~Uc6Ln8{fi$`S9bPX zJ@@Co=^fzp^wZ9}3B&&^tLn9-b(&{EpLJhz2Be?- zoLt30>0mS5L36%h#)h0kn-7a`mRbDrd|R~kx^>I=GwS@PLE9eBeUTBlsq6ht8JgZj zn-!c~Tv5JRf&NF!)fru3bWPiplS>|XGqrZn&fjfaSbX#``>9cO<(3~=KKc0m!rz6i zt5dMUca=u_lrGTzyNaXz3YRYBc7D~u!r!f4H23E1@Bgfy{d0j;HbqhcoEIc5zcTu`Vp7ZTg(qEgAJ;H@(46(B zD{TmBti91<&iOTUd%x;A{N$MGOX3ziZ}x2V`qQQDl3ZPeth@cleNOc=p^vUStkyn! zWI$Nx#eu(1u-@$cHMQjZ-xgl4pqlaY;-^g=jY$hrx~Cm{F!IsRc#nWZGv4kvdCpL8 z$)aKLdsB;_xw5EC^xzrE$_s64oF7_c`n9;qvE^Ln^{QAvIpCT{MB~Td+X^Q>&$)P0 z;TSbLG^M+n{ngE3$Ewe?b4*tbzI=G^$|n{FLMEJZ6sHJ$G}pRpXTb?$5Ph z<1hc|QflbdvDR+7HZ5KU?p&~`onzk$<9FzuO}SsCqIbz_Rx2wV*Ve57|5F_Ds#oQT z-^U?VSGl8#%OZsx4kPT3!0J%2eD)Af>5P}NJ7EU1=$!gy}$)~0>;4h>w~ zTev78Jso}Zwv}JFPgp=`L`aye%D_BMv$d>~zKCR$rnKY4bWkN+xRrRUQdbl{$RH25 z0_oqZH@b3qPnFjbCbWVn@b?CDl&^ zZELhANPWA@tKFOLIP9vv@{7&R?IA8X)&*(|KCmaD-pEIBLw?M5KJjAl{Us?04#l^h zyjlsq5xGA+c~_YhsU7T2Zwt;?@k{e8hh60F10wb+9ObR_Rrn#_h>7+ z^_%Gv*k)VUjG67P&aO7-Ua4Om*D=nmy9wTGH*`2%Zsmw`LuV_DWtF$0C)I7crr3pj zzn$ycwRW#@bw1eDtr_SxWL<&Mt*mU8mk)cmZdT(^>((!+D<%Y)W8?e~4vnc??-KlQ}DQj>}meLBw0 zJy~tRr)~vqO#PHLKG$=v`ufw#zdUi@F>2(+bt0PuuEwvErnCZDv}ubjcB=jO_O8rXL-n!lPc&nGcwP5-RhysF z!f)8@RoMKvxAUn&_Hjn{?0sX-Dz0t1w;;6ok>BUX1p67rjCc@w>6KNVEg_MEX9VjK ztVRqP?729lpUv-wGiIF}6*E0Ct8_{-ytleM1>P?93-+b27{f1gnxIm`XPC`1{oA(s z&hBkGba!pw8W7|i84f|ijyQBAUzkSbnVJ`7-sui{mfI<{s%Zv&pPkS!sc zjTqs9_itXT-OmQ68Ok2aXs~zEcMHdz`pM7vN;5^XL!+w=8K5X$X*hfbc98A7k~bV5 zX3oEw>RNYPHSf8-uAbkp;-|-tw=BzQ;FL7e>-U(e&w3cn&-W{~@o{FVa^Jpy^!s7O zl0OYE=3})bs?*&o7yN3xJl-=^7xf}_r_-n@4-W)H?~A>ECOfX{r1ac(u16a``%v@q zfnKFI&Oh!Q@wsq{t<&=h4zu1p9a(YOGoLP9lAXMaFVdebR(bA9*>=&zM{UzTZSJPl zQ+s)yZ2DsD;Brl$m3vm+=jvXYq_EZr$7? z*_%c+^zrzRykmcE{YH28Csdp1@V#oT>+as#iE9nY?5~G^DYWa$m9(nq_upI1T|Mad z{)t0Nu1yOrb~boeY3J4NyLTIz;Brj!W$=Ynx8Hn>cvNZD#_BO{%Yx>dSyS#-wZhd0 zH@r8XSNPGBEpE1r8(j0jsxvMpCai67!nxbM0hjv!rd!a(yG_rrUM0>AwB2@kU7ZIW zqi4*UKi#mt*VbDzN|dYDZPL6My&Lb082EJG>Xsd5&Rg2M*2LV6omRfT`tjA>;90Q| zy;>}p7&9ocbl|?yvl{#LDHviE1=nW_muu|bF}!`^m1%}e+ca}_oC*JYfB(>giR#qD zp8CBnW70g0xu>c`Pi(TF!mO&%ldDdw7VBsK&ic(C8Ko3Mw^rCvv&`-Z-H%%jd%oIk z@5?dOv*7jlCAOtQB8xgqJh-srmr^;;rd(KBb3M zckM2`ySJ)|x^TTmvA;e!{m{8(UF&dF==K@8En24Ra5#5P`*!*Af%{6w9Q|A=yhMug z@TUgBO@C5EOIdV-0ge8s&R*uWnQVX-}~R2ziHXhIq>5md@ek0SkF#6x6drlEwcyVO9ge9p+s4nEKIU{UU6C>a8&z#N z?e!1twQn!-{CS$~uQ#kht9)v9q+@TzvaKsCPtoo2i<$SJjHmz0nkz?MaOjhDz@wV0 zq5a*YL-)5geBEx<+j*{y;|Ay09jt!()Thbz*(-N^&c0AEKIYx&uQy}LTRQi}hq6p1 ze4AGLm!4qcUXn(Cn362;oj%@o!B1QZHVD>Xf?AVmX6n2ASF5$azt!5`YVB{e_AP3y zex33b57+;CI?KQI_9J(!&iPUDyL%SZnml(5KD6;aWv$IVY16FK%i~`@mp3j;?Y?b| z(4cF7XBG$d{b|X2aO677ZYt(F{>^?o`e#0K` zeyQedHSqALrb~|B4<5E?&IY#(&)1Ki9y~bvn8WGpQ>ux6PE9x7Ds$$+lAN=zKbHTa z#Z%t{-F%{_7F?N?d7x$Ij0+_Xcd5~DX7ir=b(?-&a4NL%%ZXc`uSx%{Yp;-QSF>*Y z)G^H_tK*qQGduMNF1PRI{d(_j=+*~T*>=9m#d4<#1h3In?$dD9$P?C;Yq@T?-KtOY z&#mIR77ngdsz|^%>pBDG*0EZ1B(_NT#j(9=%_#h2;LsbB=WHl^;KjPKgWVzrKHUpu z+9WX38t;4uHd`I<>j~MKUY^s-e0@>rbi1{6t^_>U(>?vjyo|Ez-4nI1CJrtdH@HvP z<>85%wZ0t>O+H?wgW9;U$tj!o#aV+4$uDvu$7Q_KfB8Lm)TS~1e~xo5w{Og(yXouHT-t_N1P#d@WRKG=IGiqEP3=d)7DgNM9_o!Fie=a_K@9x$u zOFuqeU(@wewI9wo4(vPVT9zJd8b1urx=iUBNK1~|T z2-6iAx<5{NzM<8Rr(Qd@Se!P0e3Qm!ZUo*-9h_A4;qxkq*V|rGt@$)t{UP;z?D8GH zxz;I-dX6d*b2|H}(GGqzt&?$K{rvaouljBOGWH|>#7DzF_W3R;d}rb8$Te5aHg2yBF81+Mg}osa4~kr>l-z?^$;2)|e4- zGoP$*YJ7UjSN*+bZI^v6GdH=M#S{jmG)((#=9;@(=T@!Ion-t?q5QHJ@HfN3+>&^q z((DDTG|~(?tm3;(7S$TbK;j}s(nI0@0c&mcslV0Q-)ik|we~G)?ZEHlEG3F)m4Dq_ z`&XXQ<(yFdb4J7rlja>;RBQ4iNceKm|CF`ncH(cf_P1L5TdjSIT6@r=oP~58m4>^& z{B73Szw(B!R(hC+{$Q~+y@4Fu{X?}TPc`MfApbvLtvz^9=8qy-UZY~B#9av9=;3bj z>(pLfik}T|>U4MRrwzMiObD*B_|tb~*7`PTd?kCs^8lym(3*ob>3QdF>)&sQejCxRpY#3szPUcu$G0zAdi6z7zt>5*kD^Bu@4P%> zd+G*dlapgExSdC1%d5|nFX`UDO~ENHZ5n~g8nN?W;0foeV^fE8oorYSrv(N&XgA8C18@vwix@Z}eN zE7~_?^yzV{qu~s`(atJK7kwODjz*SwzIVQ%PG+IO(Hnn>Rz5uM`zqvmk4_^#Tq(QO zXGY-xHap|BpF1~C*!6km&Lf3=KDrKFQ?%Zrg?0uz|E?`N)$LS8b$Y>^F>@lHSFW;s z=}4~u@e9k8YJE2H)en#NEO6iIdb7hRTI6i1N2f@;KWeDZ0o(a4io#jBRoVpCa4=2Q(L|xjNv}gISB`#|0cFprl@5 ziTigwEE&_tIL;Fe72G={U1?xEKD?3fN6)ajjtMiHdVN|j?9;hRJsK_TX5$#PE3jlo z@IRxQ4Z2~~E7o&CmHR25-Fg=4ayD^v@}ETu47fS=)A;I#+U;E5=R>I^BQK%rU8L#3h?053hZ#8v1@^r!Pf| z*Dq(`BvfgTI&j~n)&8Z&gQd^zNsTpwQl4ID(O8q`^J-8_cIrX3n*J|c%jDno3@Wea zR-yRYnvb>yUG2K@(3*P@v&v5%T`fEFTF6Ar#$SgY8CK)Yxh77dZhwxxlXQ9i@bDe4 z`c18@k4Qfpw&QvFOZaZ~!@iM@`-hB(h#&I)QRXY#r8)68_jkEHVDX4#UD}d*Avd3e z#-~nrKWcVlrpxfvf6UxFGBUwG?T-PIe75Yg38>Y4R8Zo$wIh$0b!>QeV&OVp!g4Q0 zycpLx%dNdl{hN(5W_X+{d#+w{@0eM8LvHS0)^&=0V9B|aBHgDa$0j~|(zp4W4?b4# z=-$f%{dbjrTls6aRZf}9Lo1(KmVNWROOAbT!qm4;d(!cx??3w=seWj#t+k=Kis|jqTMMYweUxK8!i$v(eD`lJ?XPzl%ZF zYZtFx_s}rk=kHHgznL&nbFipgO8*jxuWH@TZ8vLi!@ZR?bvD&J`K8XP=3VZN&$`p1 zcZ(Ri%L^Z#84=S4-^_CHjjQDh36;v1ZO~Fes=?#^pAUm2VC!DWx}J z2oIgT{Qbg9IJ69j434k`9G$(w{NR_$s3F;p4jlq~!)<$GlgCy?{*OGgXNx26ZnoqJ zP+KL*r09!2ZB4U5lt$^1<6pw3)ZxgPtxAp6lC7GsY^x@z)wUY!3%l8BwAja#V%6y7 zZt^#BsUaW3v(-{;S|wpvi(gT9v(;(|Ra!l!N{SU-o;54Wzr?GSyc1-rBcC9*)lnXG zL`~c3$TJ_ddYpagCdI0^a4`Liyz23X*WGOOB%W!jHxl0T)_^m5IIIRN zbbc*-BUS_c91u(z9T`^xd1l(yV8r8SOLKf|jbwbKyc)UdCI3jm)RZT)*GL{Uu{CNa z7BabQjrcydo2`+2rp(qzc$Z>TD*k!2N(FwL!Oa%3|M6;q9~6@k`bD8(Tcr{&O7w%| z5^~5brBmfCX^v+ls0@k$UwA+m3>2q|WD(fH)mAdWm2{nP$W{2-(6pTl>v zRVk>DRZ4tE2Ovs1FH|a{Y__Y^`13*k9C9^z1p>B8hLg>Im74A>Dh+<67pTw>0;OVC zX)JuA?Hk7&+EUAaZp46rT*ZJNgikOU=)R`XT0pM-E9#Z3SvK2MTJn?(U?6)G{Lo^P z2Y!%Mjed}&1_}x9Zye`3{9ToN#15~4nhYWVxlTbl)=}d?r6YC`hk=+;`C*XSTv}?x zkzI>z3|JF_sY5j>u{2=gCNG89lHHiwpuu`W#Qk$<$vz9~hU|RsgX}`^gX{?KgJ@^? zK{Ta+952m(4moHrrbMWP2aYr`Oy~-QNlaD?n$5(T;3ba7DIe@`SZf|rPT(-1==32I zLu3n8&ZlGi+!`4=Wupj!&9xRXQ@uNe+#z ziW+Xrc8736 zC+m|+7?Vxs59`yn0oeUZ$8kxfaU%T73aaYfU;nU9A|J9Tixh<= zE>H~_3dzc*H!)0WLga!NQYF|Z5m$~AK6f3O35qz)gbSkH^X7uR!OOTHOi2ZWYlvJB zpMs(gR(kOwX0MH-@ug34nj|C6U*f5oB*SJmo4<@J^r8`3#B@QEkWV9i z+u&alq$+^EIgC|2yYR-=lAa-_^OqPy+^}GfC^KRT5}6SvR5C1LpHw+g5fbN#M`1|? zs3aVT+Ot3wue54h!XqM&bmu zg56h<7GfX~5fWR`Op6IQ9TsB$b28&U+(Cz$1iWaUY)_)QxvWoq&C_!RsR)&p);#-C zDw^5EGsv54_P`w-B@0~O8lq%~X->FcuPd-o61iX(Di{j+n#VO{C?vZ%`+8cQD5#dB zC@51>L1EuqhJwl;35s2P%L9du-C1QQ$QC9+L2AfQm^XJF@rf;r1?!V=!S#uRAoQs- zlBhG%7Bq5c?o(VMBpPN~B5d6=gO_ndmk2w_qMA!Doz6NwWJ9L2jzkslM9>j8%1n!n zAty^jNBl#+PYb)bj$JH7{IQGy)36AAvd?1?5fU1?&0U9Uh$3X?a~OrNxr=0zCtX7^%!KNXDOJ%`>DCj_86oP#( zL&5F!I?5Es1*#!KLFJE8P+7|aMaiaINctoZZq}!(SCAhZ+16KwhT1`l42#{izB=41 z0{w|Qx2@ki&_ARjgqQ4<_DVZ+Izu8~99)44$ac;*z%A(U2G>G`Ti}RSUznKzK>-ma zN`#6+{0kW@A_Gzy)zGt=T&Lh^(cl6LTxoFu9uB^R4i{j7^96cbfCrc_FyI1gQ%Ttp z=;IhP*a-}xIg}rRMvMc`G!8iyDLurIVo;&cQ4{NyZ-7RJ9SU$QP*-Xiw&n`3aEUFR z7k@yW&_v)5&7XYuQ{i#K4uKor6CNkx6z~OjoXD5YxdKG3ik?($s_0pZv>!B~AOZ}M;dw^$3F5#qIGO|Wct}Ez3a?N# z&AKr64{$sONNgq#)_^pjg)nZ?g8~_AfCA4ZdT!43gl7}cMLY^Tn{Y;~lxye;PXVH% z`4)Hz5LL++;3>d@{APV(5mN-`y`6KjkeHq1hiPT;`3}V^RbOmWgWM3oxB1aUK zIX%{uHo$@+?f_RG%ZZ-&OY37XkyFMzcmvY-2Ex$gYpba3vABr~#Px%vO*}3Rj)hJ9 z9tm87C$dhq!E5Z1+ z!=*v!pmhN|#5$yOO4$KxbhW_oNr8DvoffTQJPlHaHc;(5=6)3X^UU@XxpJNcOJekL5!2XPp9I!~H4Z!g*(JXFhPeen~d}^)$3zua7 z=fxkl@&Jjr@~}Mf;g4uYS-2c}!s8^{kfDH#6OM}W4B~N;=^SW*$4TbvLID;oS*&?5 zi0I>FBF0tl@aMxIo`d>Xk&c!foPcBf|q?FNK|L9so+#9I+#{fmrfGMyMrIgH(liZ=e?zBRi zP(VOPm@2kM5D*e39PLWU#lmEvJyHwJEJ!x6NHD@p2^Pa9c#uS8NP0xV)NpfEjfAP; z=BgSAQ^Onu+z{y1b4+Q_)Y1}NK09W53n^Fs&-3DdwVCjvs!Fc8y7CSMI;rk#oU0h_xP$pw+<*$EX! z0Ro}P+_W?3RZsFFC;+&j8S}RFz2LarXMnxN9>+{H%>FZh!Lzip)es(J1f%uF)f6U$ zrF~CQA7r6nRw4xh6$Bww3=%M|O_hTQ4Chd&6S@dZULVHIh$fLvSdk1sN14UFiPi)5+QbDX!Ge^N&H}Y) z91KiDN$MjtWgrd?hZiXuBU_zbp`q|XK|r*9bAXcD9Z;D8TOc47s+=#(1JER`EexC` z$KBL-OVl?V6Yqdvudty2V0OOGK$zKnVLzkALDKAP>ziOO49rn5!GI9vpPOJH7`bmQ z#c%FX+zW9$PaF$V#~@kelAB>@7)TnKgjA3%NhGrX!sW2E~kr_)2hGrSd7+^3o!{jIVtQ06P zkY)T{^jYb{Z5p)GG)|>AN4$IVtt>4e;{z ziU{!W931Ht91$7h=@lI8=LPfDANe#?fwRh?po?(8zkv>SJh66STbrDO8)d_>n zA_JkzkYLZykbvL_Pw<+4^$JFmv15N$H_|@{9uM*J^$hg#5AzE4_X7fnN|7!lpMjJ$ z6VdW^(!m7@A(~_oA{={%goT8A26;sf2n>lr4hMA-C{3g|G|UfJ_3;Z2$AU1B8!aZO z`Gos;A|*luK#%lj2e=Fi3OH6V)lUn3{lWwMgFRt=fgqt=!4fA}d4OMdgkPYie*_e2 z$(b-G3X422x%iq}3-UnQb{_KZjq)1e=Lrn^1cbww!GdBIAfpLahz$1&1E~c^dIh41 zLAP*P#V^R)&({}3g=Uejr@xo4zh49hM{io!gl<154h)DG>KPG0W|&&&Xh1+%ctj&Q z6&sPM=obbEnTnooPO!yG*K))a?S6*mA0U)mM2%;Xq2dB0zr3*?!!r&hm-B7PkJU8VQoMj#u z0kSRxsaP`Q81^APo&kZOFnr82rUk)%5m6ywgTi6n1o|P(08OSlSpRD%8*4D?BpX6RQ}c4KPU- zCQ=Y%i;0MDDaglCOh&*M5fTcEN^de3DCr^L0TBU1{FEfO86G3x)tE^qVC9Z9AzwZi zb`ID&A_F4=LIVTP*rRWG;(QK@A1!92OF<+)e&*eS-y)$GzhG~_FxX+?1p!$I!Xhh7 zFy^*`P%N2|w5M<|D*OhZMeQ5lGcY6~BnVlN8k2QKgcA+}8}0`x2@Rh4}iR&4a~eXh%c5h6O;?0MBqAnAor-vJE-V zDK}?q7O{_8)lVIU7Wk7pSBOnVfv6|QxG@0SFCNT!7 zu}*4Ye^;q7tuI_tiw`g~@&senJJ3NHKve|>ESjyfUqq|cG)zIrJTZmxe1Zp{zu0tz zeIO7PF*IP#651LN$UA@xDlTKy$Tc$xjq;^p#rtoUKZ^RU%vqX!FbZxtB@$@ zeR=Jp*Bj;0#jfBe7}gq;GF)1`&X795d*C=puS>~*X9 zk^(GsE%A?R`2yfX%N_tTpE`hQ!BmKKg^@xNT4aDj3ll=iqHU4_H5x)wE+ba}BWOxm zVQO0WKujSNz65ABu#;U$3Cv&=iXaQpBBPW@DWkZNz^Ell ziN^zjV`M%CUjn0JWcG@r1Y(OYJVp!BffA4#y}!kcfes%%8`=8idP6oU`f8qVjw7i9 zi~*HWR-r#WzzHkQlF=jS1e(AA8QGr1m%soS*`~{vzyPsF&IAI`0I?7`-v)`4Z5pN$ z$TB9U&Bc1~Qj^RaC9_f_MWE=A zkpVBQ5o3-oLONB&0swpw2o{R4*<+Dm%pTAxWf+k0*{U$OmaGyU6ATn!qS1F#5lkJD zr=w=EKE4Qs3JyW3Stcn`*`qTfFib2KA>nG+5g^|R30EUeCoollJ;YwkX(%vZ?BUQ$ z7-36RjHwgUgq(p{U>J(fSZPh$3)@U!d6E#n>Da~8Aud8=WjcT{6*ae4*lU1bcoI&W zO)XFnECYBF4o7$_jxeLuJi@dY&oJJS^W1lE6BsMN#0DhV3t3|zO~kB*jqZQ||Hv>u zdv-2?%4qOOECH6(%ytmVfG75pW__^?s8Ex+ZjoI^sfBg|!-x@)VG$Y3K{b78Rn{TQ zG}GyV&<Eu^u#j6IJ?0lmSM)R@h)XtsD<*OL`vaYU0~f(uubR)CG4n~ zqa&1|#5*-}8N@O~CR?>)8S0ZQTd@q*G<)t*WB{!vsz35!9Z_tdrNFu+^GYB^gIHiX zNhm{ywd|=t5t$Z~N%gwe4s^7d`Lkjfni0&=7t4^SNsu5P))B=rYWTzpwF0M}|APsy zMI*%Sw}_;m5n>tAVi{TtEJ<1@)4^iUusmt83|QANS4k`b)@imvKCB~(Mb>pP)-9P~ zB07+vDHB3010<%D2(b*rqG4eeu?)nbVg9;MriYoNVds5f8O$V&JZLA>(peaFy=azk zPgSvW8=)gTOioh>KrBO}m&bb6qtVM_J?qivF=t-v6N!awk3yLNiG}QR`HVWESR8d| zDXeu%R+@+oNt)%hh-FwTs1r!l5X-PwXeebM3JaMsfpGNGlms*gf>p2y%JU$^4uO#R zxU#^6CCe)?C=4)yxkYG0;Z}I1mi!UqGXVcdX@kHe{*xMx!4U9-<1A>*Jf&d20RMq- zrUW3eiA%*!5Y;!;5oohyB!$BB`}iP~kVF1d*uk6clt2OjcJ*vp5eP_I&qDqL0y5S! zPnSSo!s+EWA#T(cyY65`? zZD5%R7y`^_Nrt^toTM@!C6tPxGi+&CBoyV-(c~Z276fQu(PM%VaMDX8tPTj!$YL#| z4hYc5BEkd$)ELPEkWq@W_*gALrj|?yQWYe~UWTP?f&`5$H-*#z2^v|pI)Q)$Aw!bd ziWmgMYng#a03ZbLsjvYmrxhtfR!yMQ(w-bx4>hwzuF~ zK(CfX3sz{h>mikISNSG!Y1%rS%Ez4mb03=Ke zyP`-yNSGRScuqh_8X9@<3>V@QK2}X27fnWs(*b98X;?g+v_`_zus|mPAz^B{wWUSE zqzZ}-D>9_u8GjlRB@K}@w0SHzgqutVt(g9SxwcF&5~h}!1sDlXLa%t!?r_qX=?I3@ zLBgb;C}FjbFtyA|C$-Sj(vjQ%*>unXW=ArhvZ zm}?A#gsJD|uMP>*l=(^eLeij5Sjz}TxGBM6a00tt7Uc_Qbu9TGqd-FqfZSZ2UOfbk2)H#P2 z$xh>EGiBY9x`AVcQrUX8jK?Bq#AgZb($@g;VF&UJ6=s?B*l9y${d!Ts; z*FHFjV)5zB6F6cZQg$?;N)t)|Vsd#xqEK!^1Oib{FO)oaC%<*W_`$OTRT4yvhDW4y zaA+iw6IDVa%Zu#+@Ld3e8=j zD+VhtEh3p_R7kZlx77?q+LifUW~c!{DQhMua%fB!Z_H3cEW5sEhN2$idc#zXua%nq zf@_St#Id0AWCh*XhF8!9si8YcDt7PC)HQMxOc#jEP$Ud?h-8K$VVFjYjS=!z;3E(S zn{+fxtq?WlQGwb5E0%mcQ)6^rhG&R;>M)>&+=R6>NrWa{dbdU%@e$JyqBv>uXOfgplNhn!_ z(+owHkNmO}M+;*FdKUM5oOO`L^y_y-cj2#2A4UOZ%|7bC}VPi_R^1dV0nVd|6$TR0SR}-Kxw` z#2|Cf7!*zp0m`;SGZgh8Hzrv*ezD5L3Y>Y1tXSHbSz{fZG%RRph9XI`D5M#RB+agw znW0G1^gBW(GVqNt@Je|R;hR<9nC79q;HnjfMbd|i6-%2mBLp6i07BS1hT(7z0RCi| z+~ETJbgOv=v z9V;6GW*}JjbXgAZgH-{a_LQwhz6(68sII^fYA13O;RT8ArknwkCZu6k%J?EZ=ui!_ z>VzUN4Kys$7!i(FF5Lpbl8x|-4hV)jLHOi@3539D<{#b|rK81nkBF*oZXhsa$*zdP z*`^>ky5&Yu1Dfu&!|-(@tm~v$X{-8BEZ{)QFu}1;veE2AczBl}fghxM_(67W_(6sd ze&Bf^MTVc#Ha}zmi%8tkun8|>r2_!Z`Vv(QKgi^OA4FNg41@Q{fpX<8BJH^v=x-~qzq zPqQijBAaR$rQ~+9g$ujz-Z<)7hM27*dTI&1vvovuExqOF1~DD7X-Wl+uHN|!Fx{=C z_XzU5{l-1KM`jxIN){FTAe_PvvZ&w(836b}$b=uVnZ|I6m*?`ld4MN0F9+zCa1B4m zgo9K-vb5j_84~!x2$erRD7`RX%4kEWvyey3FE+f2MC|mfK|sM6rj|TF$c%#@j6(VI zWE@818kztWQ{eFW6-l7Sr;t9w*rj$kK-joYn;amr8OUPJ0ss#|)OeB~P z@A#MOxCkpX8BWF@wdvIC79IRxBSBM70D|d~E-5kO=Lj$p!u4~x7&wmL6gtgc18Gz161Va6G?wgAE;PPcl1$mSSzOCT19j1=ai z$o*5iL&$KmnMDl-K)@tV!!NKKu$e_Re5stx*w9uEm#IX95AQ}IQfe}bG6ZmEd@DA>fLrU5{hrlzI=d^iJ7D=BsnC!RPK1`kP4L{01qX>Z>& zW|kBSy?Fr?GC@((0w8$sq*%xZ$tMFEQ$}MexSSpiJ2J6HBp(a{5E2WkN4~_~(ksF% zFvK5yKn-pHq3;;u5iH@rK2(fAc!t6!i|{9Cpc_1eND~*hF6huL+>ceq{dDy5_6rPe z(!{|vGAO*a0)DtVv~qM*;va7CLu~>nGz4ht;2r^K2ab+?;R`qpo!}{t<~X`;i>1PG zfej+YMdz>(_j{9hwTGgqL;``}wrkr4w!!s_=?>vixyeIGbR zZIAwmME?Y$e*(}ye(0ZI^iLm9v*`a_Oki_`Fa&ETtJ$Izi+wJ?k8bFn z7U-W&=$~-(55t3-a6<7y#TbJB!I&}3%onB%k0H2gj088rIK%B6+#|hzh5d*VvO8*wk>HtNmK>%6b7!X3EM_d+ z2s?+CVSZllZUEP1N7N;5)D`{09eLO}bnqJr*S>wj>%(ls&EP6-D@Z}Kt>3CKoY$*h z&(o>YaJNC(K%uIqP}GBZu&(}5m9FqQL8zavtwS5Hz;HiUj$K=O*tdxc4D?1%GQf)H zIxryI7XC|CMkBH^Y$2emuvggDXDh@`vbdtd{05XzfbuXZO8^7tKj<|eoff?%F~AnV z;Q9lk`hq@2|FI1=!;pR#VaOek!0>Nm#|kh5a+L*`5iN5Lrc$ZVX2QYX540h3FcnDD z0u1fxLOmt2;RKi(nb#5+++k3wkWtIS6h@@4d6)_^^8}a{GO0v9Al(I}OGw&+_oT-c z`gj;TNH3Ccv};zcA|L>WxqjW`c-AjX$>_ zsR!cIYJ~9xiE8i}q@*62SwNxKA6&iX#{Ot_3Ji{n~0S@?Df{Z>Ga(=#`diYK=-&U(fCKM0T}4JX=~UvHQLFGvSVBE8Fvb2LYex>#p@@Od z7Uy>hF#KRV4%q#xzL6AWfW;-&gGcxvyu!DIM}+mr)8g79|4!foHY0qQo2v(xpTxZa79f6p zfU5_`P$=5O!C>_w$Bu)+Rd(b!2{4T)1Be~K)+N+~0|FGOk+xO9)`Oy|QW%IHzp2W> zAUPO?138!u#!Zlm5$;c*hyhm*M34M(2@E}vtPu8d1cTE!p&nQ&qMU(d{4NdGAD9Q? zxWOi4kgrwv#*siDM6K{Cu%tgA1?GV$E3m=@`cOTbb1Ssfqu7Q3lkdr3A)#0VUk?N* zj0e2J2Gq#vY0>R2p{-7wFVGfe`||ZbAIM|?%Tfl@;zthowg!CsAb}~tyH+6wTY!oB z86McsLB1?s&wxxq9xvq2!h^%S3?TCu7MIu-&X)w+0&X$Eb!c9fV3;r-AY=HFGe0Nc zK7>Ih>?ttm!5rfIL$(jT(k0;+Uarx>MBsRXH4ZaXgu%`z(}{3XKsK*5D*ULN1P9DD zBhD@6V4!yeenH`=@GT}uJ=hsR{Jc!zBDESPXK?i(_JYDN983wWj|kJiBIJ1kdr~i- zyFiPmuYf+$_5u1pp9;DJBD?sogQvxyli8S1PtbqBn^G@>L4pd3;7IxdS%HBi#|!gK zRu58SWiXt@E%b-;jRlwnMbRZNFkTe+j*bL|Xn_rctA}9tnHiy;PVgn+Y78X&@MDD9 z!lab-r$<40p+CK_$0OqkKcv9d)52(qZM8TPMyRJpM*{-PAeSlJ*Wl#>H0$6}fY??C zf|0@Sd*eI~Skp3o;kt&rEk3K}+v;(mm;l2WrvgkP)6W{PrDQaNJ0p`7Og|aFV1@8{ z4P*dcLX))x1<0>AR1ZH9$I}NP1$kTiuBuQE=MC^MBhKX$U^x9$fZ;0x0!)hn>;eoF zf(&Mm$qKF~$!tP+U|uFGcn@A~zkn1(ykI5DWChPt3i}7>7KKqJE711BegySE0gCGq z)`!eK(8BX({9cCI>O~t9Y%{f7=V)+71us7hC^12PTF~R-`UN{%E(5r&BF=l*jbv*9 zU^0CQHX%Aj`CoK7YK*b2qD3wEM>d?A@vMl)oH%f<}?2y&VYGFt^M9LUEA5dE#G zP?EBF1u(FP#Qt;!bkk1KADq&IZ_3jG{wt^rVGROIrcc2U(g`*a^hYk#NpT?GO0-2m zso~FxNb3R3V7T-2K|NV~5c;HQ(R}iHZ z=M|1zi~cGEixo0if#)KVl@6`~iaH0jWLb<6OnF(XKnFgZC_kMZG>5=1SS2#u4xWo_ z575E97xgK4u!64va)vEWHXdq?xMtwMS-wZXU0&I~1r`lDffUAEzCIx8DBlC%KD}%n z!0?K4ffx3~wF+Y??mb}F0Wo5KU^bz|7mhyova)>Kz%!GzC0~l*+d|&8sCRWrxi6_B z7a94s7UF+8xKt&|Pp8t$_62Y`WwsB*6l8HT&|%`f1rDNY--q{f@$0No`apOx82}8Y zN^hG|Trb z$oBwCOyn0rbE5q8u!3bcKsU+wRfF~v`%~-X{K7+0GQ9t zSA63~mj5dt|86a@xm}-AKVU2)bsp?+Wb|{*fwhdT^gW^GT%Uvd>eP=lU$A=PIn+g| zpEy86WR-#WhV_XT?VjA4V-B$AwI8@LWg`<(%OcxzJjn*^IiA=U&okHer4-2>{>=OE zee5|(OwRpvRY#8^UCsKKEfVB=&Ox*oo0z3*XznAG`9z20W8k>wX~S?^lJQdpdY_7y2zrHJ*}(QYWfyWc(&S zcAO01&y_iG%2(vi3A4B7uT59ctd<|hN*Wx<#Ob$!^{U<|wiam)Crt)6`Ulv?TRc17 zUUNkGrj2JZ^|T{4G#xy%RrOtcrtZ%^NDbSL5&pPu!QWK}?fxuH>Vh2YNI8;=P8>v! z;-)&ntcdU<*#?xA71oqHAT(Ii{ zJomJQFxablJUU|SH$s2kX|R^5twns(_PvUJo%2Sp>v{3}q74S^j_*XfnA5bQH=Z}t0-tvrX5MFVImM_Z);=3b+5d(^Ni>kgJ&dk-VeBnaB<8V7|my39>;>IEYUhU zB}xEbwfliCbmApvru#3{-}BtG+c*HQiH!mi?03%LQnrkl@jjRXd+B*ad=~wsFRT7J2iR3n@D8VG zM?;!+oWcWx)B_ed?6GxS`T~v-tLnpf)M~~Ua*d@yVkcjMb6E0@cWKAG2RFC zhfOx$5YgN61|k^yJ(wDtMQbcZAHZlT)9$J~d{09>UQ#-`9Wk-j_r#@s-kB?ezWD}2 z#+Ao-KgU;rZv6(BVPwp}nva9g>dy5E)bi75#1O zonUQK&`uyluTO|v>jnfuJiqoKHlSoZ{6Nq|oiCX1t?CP-Eyrqi6>mB4!k^N7NW1G( ziDx_fYUbcyt^4s!5Pm6x1a0pKH1H)_ScqkNw5G1fm0{S<6G8 z2iOPa;m#BdIo+{&pl}k~IfsxALfi?nKHiRkQPrBB8TrS~0Cs)g;Ep!XALCcgAw{C~ z9(`vY+&!aD$MoNF7}&)5g3Y@cSo!3#zOmB;);3?TiRlIFnBI&x@w`%u4m3zT` zwN&=T3uwI+aov4wxfpEnyucn>W(7mi$GjPD;z6Q?PRyss>3$cqn>;Eo4y2xgslNG; zXvf8i7irotHTNBqc|G@o*>>Ae)n+a1or447)xf-~a~`VaH~m>%$15imwq-7`wsFHf zGu$~x=z!Pjz~2Qc|3YA$KOI=dsa~+MM+7$d5w8J3=a|>}=uCsZJgn8uO`ZFZw8ier z!&3XeAVksccp@okj-(oOJJMe3dB$u1!nNO$*UT%;rfH2?zU6TY?5g*BygeeKOWrje z%k6n?nS(%7`w+1`?<&tky{macTfWaeNccS-Hq__lGmD*L%y~KSAYcM%dpvf`^Zl?7 zHmx~J{?Kj*Egk1ZNxnX6cHqwk0f)yjw#*&mvR+yvC^kRf4rn_AdHl=pc41%5Bdm)t z?G*>Fx~?_rU3g(IDc=O^Jv(}zxr(bJ!(q?!PKyF)89mbO@IRC`d?EfBA^V+=TY^5iyU9dUd#J3Nw_?~9X zV%}>lq476<`ex(d-MRI>(LJ$gY$AG-iRuL14e*8OA&1&n>pRVePY>rJZjYNQx=N0na3MCaxB=; zy)esxMXBp^qlLD;Jy~O8D`59&TO?s)^@R^&LygCsS~vw8S%n*H_&wMg-?-5@4QzB0 z3i`Ys%zvZrlk|qJ#LUjQiF@rBIfBo`ii1ro9oWRu39OZMQ8>U(XI>{hc)?;vhNBP; zJyUjvKZ6bLWJRC%gL!T4^wR^&MX#ACzp$~H`{LWgOM&qS%y_J{4Z~h$jwE7CyYZb6 zhPZ8}-NX(iHF9ylQax*NL1r!9o|%KJ+&oO=*1R)GW}J3j^yVcv=g9X#>aI^FOYQfW zvb(T}w@vwtksX;WMn+=BY+sQFioveuWjk!VNcov}nk8-Y+Gl!l<3Ofc$D!cP93{jN()3_ednu+%4LE(=H``YN>#Y9YplY+Tpw?Bg^x!j2t0W za%hOTcx+X$JUoX#YV;mY=+HB-`0!4!dXw{>w_i6hX4eG^%tsH8GrC|c3&6|ufvbD@ z1#ILiu*uT|8@mdai*(FODZ@L9Ho%5Ig9#p-z7(^8jju!BiLC{j`aTKYZP{C>?g#sj z=vur)_^zGwS{NE;zrxMt{t`xKZz2_DZ=x?}JmGZbS;DE1yK{YMG;xB~Jn?H_BXfam zyf+(d>zvw6oCg>$Wa9;IFC09(sx6y=O`aFn^)=su_E>9~ zJWXdwC@fsD>XnU_GCj7}z`nPQjMwG*rs1()Uxyu9<9+KGAbmTRhuwz$+xI+M>+}7J zU~ag2mC=a|OXKl?G;bn`wmf8SB$&dBJm%pg+-fym_{-?~49IR$jpusIJ&Ksqcgu}w z*+>5LyvblA7bnkp_%plh+|_(Gsd=Y@uPuACo?agmInGxu7otVC|_x;=qS&U{poJzv-IWmk|{LK5oc?iom=eY1Z{8>mx+byC> z4&U&6w4SG3=fbN8MQ7?Wdcgh~r(W}+D`5)r=A{lx9=ve1_5EO>ZTp%k9ji0p;-d$Ey~*RZH#w;k zO+(bdIdd_Fb!TFH;b1Kq;sR=15jru&*LL@Mz-_&!WVl8_u zYKrw4@nE!H2>#Z7z_vd8lpVeN3rQ3dFhBE7ZlCo{90eFj=ja<5u5&{8{3yG6Yk1Gf61XIk0FIge}#O+z$@k!fQ4?>B`7 zYIGb?jJsw!#Pp>TFKm3#gl8dabw=Xhh7V~s?}u!hc?ZFUN5n}#cqTZ_SrUHEwK!iW zXg==hkG=}lc2<3x{xY6m_G7;nY~CZ$0&UAp_DuVkz@|1m*yLjeHu5QU^~N`D{ECld z>E5@32M2iAjlaD29bYda_1Z*!9EkM1F{oizA>mt|;E~Uh));e#wW?{smgk z>W%yw!`Hxu4pNu1>42|eXdG;4oH9AGJlMR0{3PwywPw;;-6OEMzdZSKe@R?R2jbEO zr(&J^EJKpbPr-I?>x)5=9pjo>ARo{lQL5z}H+Ad+{5W%e}eV;kI)^_oYphRxe3G;ib=k5A>XI1jSk z;16@3y@gRW{UteaV1fe{HatS;^ztj-&z%D+@9{9Ka}LUa(8!Z^1M6DefpzX{U{7_v zU~IJKS*G3EWL(U$38ruRYXfT;{esoG1twzj*l%RG&h^la{CDz$z&zAP-@rOfE3oF{ zfwj#XOgi1pp{Qcd;gc4FD}v$&u##0WN9RUf^A;TtPT6kGI~`cpd<2`k{J_2xuM3P} zzV?x7dc8MR>bh^~E1himc1;QGM*j`0<6Z;nZ@GYRo(w$`Q2TuOkIKH0@!H26-L!2U z+D%+vV6CqPMq}vxsugkGOYNrKLtqnsPk(#21HbEP?|D=&Fg}A1&R6Nc(vLDn*YVfa znfIC%nW=XseLJ2XjCpcsL#@s}58*!LSIc;e`i-lp50`edziHPsN3)OiV+Y3QR((@^ zr_Vz)NWEqHB7~+Ps|DVa+< zW~sq}0MFSQ`$6Mbjl6n$GM-1J*DOYE_UqGZ&4;8^Z#xOujlbl0F6`Y#@uF9x%+B(A znY4q0xb7PF+#e+~7;kDJ1=jJ@ff3>g2Pt*hc(&q_chk3XYQQ+w8u$D{i3Q=h z(Sdb6#>}yFnmGNLm)hBT%d@rfcI>%1)N7t|qX$f1GJnq@61MDS8IRI_>@9D6=bhl$ z7}kk{3%0l-|IL1%``at#^(OC{J5E3CI@yd@+F_g}u3asNS!7#R6^U68AB&7#r zyso2}@s@|NHIEEO`yCn1ibsaS+DD#Lh+t$<>f5~W%!y^Aus)(*(=(g-(1EJm!-rTr z$|sWXL{bzTuqw}8jq9Y(Ey?h`7NY#{1IgjVOH#IszoX{863YkHbsW-na-qm|ylAg| z@8!DN9PcoexT9Uh+p{Ef&RMck53Ox|W#b7dYMv;4X5>0~32$q;y}#Jx;1sNE$l=)? zqZ$58T50@ovGiJ=ydO6lyv;i?v-XjK|1)04%%&Z|v)f7dn|UV=K7HGk0Y;p>o!i^` z9$~-dKy1?vvIYmzt)Yj5j|k+IgNTGg%@f1WjSfzO%~ zfKcOkDu(BHj=G)T$@U|r2K&gT+O=VZlztv;siGDIT$VM+(#ej)_M5O2h&Z- zK3`-}l^;xip>Wn}2e$SSkuyWP?4m_OnYX`VY!0kx=76fEKN5At3Z-v7!J|8V9UK|y>`7TYobDUVEkZJKD^xQQO%**W9_ej;o(gR}UqKlsE3#@FQ z#+#bP>8tbfZCxYn#%=-D--S;*jC{r$om2V5&H=POuEknQOb`90fO&n+Il#ugmYub{ z>x{ZS2-%+brRSBJTRy(D>-x%p36ZU}qvv!zR%}Xt7Sw%Ze|Fhj? z0-ZBb-mLF}(C&Uy^c^1>7~!Yq5cyE^vJ~{UjiZB6uFk$%b&OKJf7E#n&XSDTeYwEf z?yVh`bX%-Q8nwqGTPcP(A3^IA*4Gy1lFKjV!I0@nWcBrT2& z1v4EzkN2%(yppuo-^vTDb3*U}uSL;|2fpi;MFAVTkG>sG9md{u_|mt(J&?5sW;*GV zqpf38jOTjP{RJDJL&BCSelmSWR!KPZwxgES`D*7#dVP$g#fP*Te*ooe?B2qf$7YoB z5v|vvH0IKCUSWqF4+4MeW_1TsqoQR(Fnp)R<5g>ZrJapTyOICYl<1fa0(FW`bzgZ; zb#B%?aSv#tYokR#pK}B27{j#d7(=j_n|m#CrJKg-h^@QmJGL({Qq7Flxhu*XYnk*2@Y z7U?;JRke+qLuqt-u&(i&#GujR!Me_I+AY2CWVOtt%!EZBd(&4~(Clq}v)a*`rY}p} zz|1l*A?Xc^Vlgm51P4qkKNff!@6LYz=4X11)nI@UgmLt>H;m)f_eIxz8Sl2=`|)mc zdJns;s(aWCFYn_?sy_C1?cVlQW;bW2a8#la`ynCPpN%_6y~^X&pD>EE&Iged1qkXY^{fh*`dE zpkOk0x~~|t6Ms3Q{$^8PU4!I;z0unHyoyfE9Q_RneW`S_<~WPGuVOxpdlzo^tFq+w z?fOlbcYOX}9owCDvf^efoo|(P(Ih zugh1a-ub~>JARF(U9DP|bV8k{X*|aDSs(LD98v4c0h_TIO1oAVX1@uh-w-PIHi+dIwryyun=)E(`w6H$HkwZ5*6n>A0&2^jPB z^c}fQJJzLXH}N#uO$=^e&DX#t<|(ib_VL(!O*<0ctY!RpIgi$lz}PstFSN|wm;h%E zY`o6Mc*A$WhVKT}{zkCTox!>eT4rKzgRyF4#?BQ&ez8x1CU8w7L!Jm-D-iL^j<{Q$Z z`u#NrHNNRUlw8S^YJzRNh4H!$5T%Fxp!k)ja22`=2O=xl&Z=GOe#TSVp>c)kTdtF4 zBLLx;gRh$@{9KDl{Q08m*^c(sX9O<{vfYkmUvaN#*YzxOZZzeZ!(03Imc8&;gl2s; z2Uz=Y(yqS?8d!fXFfgm>c`3jr?kSv%v?osWCAN1vsShQerd`_<5Pgalo%1Te)U^)M zS76K8P8j^VUiOL?7L=B$)3@s^Y6%KM4-t^TQ{o$wee(1|| zGy9c)*>sAZmhE3(YGct~OzXv8(yn810#m51@e%`h!}yd2r;qJpHr~Xq1=ini14|*- zo`V`Nb4>k%^kpUMzLSrrok}OO4+7iv?fTwmT*6xS#dn9E`6bKmockfItJcRv`zFWU z=m6iHeemoKj|hA2HH#=OJ=wg}-==Y*#o&O6w)6mfUGte^^0Bp}<~5DSzt!hP1SuUy zUv9d-s~&;!Pp4hm!oe8g`VPht+%$x$%0{8DINxbEv4d&XzB^}uIrV-qlk(lAUFSFj z*7d>z>-s)mOe2jKx2^miY1iLQ3QQ&8qBWEB8>(U3I|FL}Z(uH5kC%v$fpJFuUM5^%V9^pA z_tcrbTVg8bZhdDQX&NFC4lm{<9{E%)!jXN1DGVQ?zAc^!9DOgTh_jE>4s5)zIu<|0 z$Gri4FU6n@ZD21WQ^#B~IAAJmT2t9!=v3y{@QviP&3J-^X1{pi%)wkd`&ixCr^@zT z3Rl^AeJY^oC8c|tuO;++)|?=WqARAGkqK!>l~?IJ6eOGReEW9x=A);5-%={E&)hbK zuZh4dn?6;SjMQ`Zg!J$=>iOW=^D+8D@(25F2`wA>K%`aK;G^!Z{+96j#*6Rc3~lfb z%zYz?4v(eUk6z))E1QwE*vQ~nU`x}1jP&81LL5fk5bij4U&_GTUuKJu&6GGAS%7zS z?h(mxL%>+Z<+ zVrS+J5dSi|P)c>q`n+&6FAD6tpS+3Lhq%avtxS#T2hUp`Ho52xrKE` zJd4BIS-y53(&=Vzjx-MB zsxA)Vm7Bh+57ItL-!d)brTVfGcHJ^(?$5O2m+X5abYb`|vYNZ)+XV-0H>2kU$iZSsNL8qdqsGK~`-*&B?NyZSoa=0l;Dem`89ht{!0DG>=lv_1ky)0(mdEuT_)M(zab_$DSYccIUc6w&W0bC@i) zS|2V{@lw{uoH*kVw0m#Jbm+y-T3?NKrey)^@(8_uOPW&RX1rzUPvAx|SJp z9igFdFIIBi+JrVXu28|qr{=Bq%^fF)^*u`XRne7z-tpz9T1M-1V61p`ZYgQkZzC6T z>mPXrE8Z3kCJ#KYjxP?3Mt#l;rya{4b7$xL1UCF$-~NVW&chcmdXD)nK*sA@&yiWX zuDEtm6=uz1HHsf-*LmCN+j$9KD6n{)wTz!m-;sBjce@^d@hD+MS77~JLG6(4%PKIlPT!SPFc(PeIi!m(tZUlYgS*i5mw=?kvoEgo z+vt49=9ZETE%WF0wjIgdKA6L!+-Dh$wbw$O=@=H_L!-}tz2}|0%Ei2NB3lYqSl#eR zVs^i^+^{2;z@JHKJfW)A0G;>)i^g@V1#hPi&YFdmo$aiTcs2WFQa$HLJ5G^f4mULc#si}W z4D16s@Z=4>c#@m{MUYrn*SpDD#+^Bcd8b)Vr=84^p%-~d^Cr9HL*tUV+I}T6xxd@uWuz$gep808WfgjD`%R74`P0Vx z*0t)uJTr}FDsk~4?HET2r<{Xb>(A>Ofwyo^FB^Ihdf7NtKxp(qFli>oc;WX`f0tQr zY?g|zb-hC`w~}^s2eqRCA9JML*rj+n#`msW*V#_rZ+(yQ6^^$5fptAgoSjjo&ck-c zW(3cj*B0Cl57T#eXHIFpLSzY02>>R%LajkKSrp&gE_W-qx2pBjIaViYmLVr z-#lBp(XmA-jLjnv`86IIlJVDcpk3>9`g$0SwWROZOVY02H?YnFPv5cErCs|G!Me^< z`i>5vUDpFh213{DO5d^lr(MVRgE2DBejWM&Gsk>uCa|{MWZvOxY1eWhSo>1bw`&q* zj{d${V4YK)zO56d-S~FEI=?4x*DwtlYf*p|TB){?$mTQ2i5S{`!*)^+&Ow`)zNUDw|LOF+XhUiyx`B<<#1 z5D)Ufeg(cB<7JM~qrke3SLU7glC*2v7g*=Oq;J(Mbiqa+1cWmK6`$qAn?3x|Od2aSAe0+E(Dx5{;YDiX*)FiQ zAEfWtZM75Nbj*>y3g92G^zGWrSG(b{tV3gu2&zh!$2v`N%war6!IKx8SK7|GmaE;o zWkMV()+&9+)@%+Rgq(R{;ee&DQ$JvtS5cFJwZ4$P0vV@W*Z(sfW7>(A^qo4^+D(iN zSo^KgcWkQKb^VeUC?26Of~Z|0yd z%)BilrCsNOX1uOPtKIr*1FQRyb`#qjSjSos>$--OzTTPP_i7OiEDuQUO)kob7vo8h z9UL%kOyBvQgT7OY<`mm-Gma`n+6H&h91IBSdmA$@v)1uE;L|f5;zOr*0 z2c*Bjsk%`^_avm@VX~A)Mq-xlxNxc;TV~;fcHZ`J>gD)3qpl9$RkdRDnH0h}c?4dC zh1L1`$oJ&CfK43&%Bo1@bInWzT}w~Uuq4Xbo6Pm`kw$fCTNT*EixS8EYF;?)GiNnp zeK^|@ulgMn`;2cCyq|g7qfHkLaDMIjA@zn}rYc`e3Er0OQFK>oxOu zm9DGZ)Eo`0ZI)onL$f}}Z~Wm_GcT81y~&An@vHsjuAaOzq1Z#Gr16f;(~b|f?pwa` zP_aGQ;j)cCgwS`vhWq=bh`_Vj`^}OY&vKjl4pJDp9z}?X2d;2H93Q`P!p!R)G3j^A ztd)=jdM)l?$)eg#zEEK8#{pZp-PXF6fOd?Bjr+K*dd-}C&Fd2HUGF7S35RPuvxEm&K#xHAkL8W3?6{Qu&$E zuHV7HS|<*Sg4yG7r!?-Ft}6yyU;JhJcD}B5!ZP~Kh^{N2T-vpK6&NFJug^6anCEBK z>~78aCU3$V_+RrTuFtVQ^Y;utNNUFHjlX-x>lhpJPR?y$!jF2tbidgLt!d_v8Z@-w z;HI7QvRQMSJ3a5@>{*|y+Vsp^TzZst^PPdfJ~$5~*>_7x-m#_S8)SWFM7j)Li;a8s zmca1dTRxoDFf3>GHgyf`W4;fOsGzRf7}&^bVD0DBjv2VuETnv725FF`Tcz*5@k;7c zynuF!%ryRlK$a~x?PRSKUSdmYnj|_7y|8l)Kcz?w52I-e{Ry$&IU-c|T09?3FY+OV zHi-9grC+pcS3!M$m>Z`Y{MP6%4xa}ilB z%WLQ5Z~S4W%@4S|+D@o%+j7mzr8MJ_?`LlUTjty-HGwb!GuKmoxM=*0J{WN`< z+!p3x?R^l87dHBqXb`5t>HERn#0~GftM_2fa|gLEN8XV7HM)=}?$J}!QJ?$4<~BT0 zcy`&%;9kZ?(`h~lJo}As+c+TlENtaisWKyCI6%2_0OL_|N9@legE^H>90Tk>F2*tum1Rh2j}Zw9{>0!ZcovAk6(WJ{Qo!k mkIz5-^y$BU``fR-{m-v||HmgQChC3p^t<2v`CtF?>Hh$UreFsE literal 0 HcmV?d00001

|++ zt4MW?;c!3b^%u8&=NFXV!gcJG~2bET? zvdPxU%RM|}L*kQL!{in|IldrMXf@`@suTP8iw_^6tYnzp_FXyGcECePyeGzHmt{^K zGrY7!wj&-AaB^Xqxv<*SYmp)eqV1YCOM@2)R7@J|1!M?~{%A8{RYXX}B&&Xx`G?9S29+1dOmfdu5)_Qz$)VnsL*xefve z$g{s7Ov-hTRd|L(2lfPS>srLA_zxIf4{BI}nAlcu9n#LG0p!^kcQPKXgSrVStxe5U zL$^pTUb54(h>kF{jR*~~keOt^P=Xzj#*OKQR+o|p6ClvF~v3*ioFg;J?#sm>0A=nRCVmhBSZe3zLxNbdd*O5Vf}!VrR(`vKy5G^od*n!7slVgsOVH z>8V@RB`jN)x@CT6|x(Cb?Yw-i3s!(CKI-~Godd}Iq~ zB*0us_&HSX%7DaJN!lTN-6wIa@o-#f`u_#C3JesRsI*v$i3pSV_qk>7e3)CfU>^hW z{6ulWD616Rp9V4)@gXcjhjiMlr69}NIcxkKAb^_a(OIb{WiSsUgtsu#e1)@dO;sV` zkaIkTIX!;}`66o8i12G!^RVyTS4mDRs?Pmxi{StKf%imqn>maCJqO&7VRIG#S$BgP zy~m6mg#c>NaQ1KPdM0HWg3cKjgN&448~w31Qh4F=lKV@BG%S-uYqxGpHWSK*Sk-;}g)uy6|;G35JVW5q& zrHutT`>cLE(aT@go2f^!+paVg2==3$5LZx4xexJ`=pd`?(VDZ@o(ls=6N`nq2BZbV z3Wp-eb4?S))YIrBdZ}zEMHjV#hk(tmLWdz-$REU}3rHENo00$ol}LhXM}x&DY<_3o z`&!S64&YNvN05zN-N*x6Fb_2FuiT(`60=*#%0ve(1R)s4O&=&VoW0gVlU;YT?Hr?cgdVr0M! zyY>bu(ohAzY?3%cNluhBVknf^#Dj*b`I=-Wt3$&-9aUutr=Eizn@I)rB_qE5!y2pym0ZlaGm-_7`Dhv%lYZUWupZ)F?ca_f|o#V5d`g+9d5 z3h1Mflyi;ZRz=x+fX!uEmSEtY8A{Q+wUgs;vd9mqwZ6QJ*ZP>8z$Za47%;S<^(25n>)j!@q{87{%@@| zPHr|cF@`d|xg%h&=l}}yzRl#LB$mRefesSFXD<5O7(+4UsafpsnFr1sOi!Lp`$tZS zX^AnE7_RdhLorr78$L~dY7_)fs<%|Erlq8Ptg-RkBx5KrYe9)zTztLc7|Kqc5K(uN z7>u$g2KyY)2qq(j;IGDlr;AH2YLF3=LO@&e6bMMvGzsV_(z6twh&f~=u^w(vodsR~ zind)_(!H@g@NO)1Rc%~Frw9xA!A#@W_v&7@$x?Z!yIY7$n{|qX@o*s}#3j}#%MXg@s*5(IVk!8p@f_Gyqp47crvtJLLLs(qP)=BwEG9V z*og}vJta4tDtZ}jzl$gn3 z5ZQ3Sy5ifoS3Fnz1vc$oh+QO6&3LBa3XMbT(1uWRA`cfq{1Y@JI3#GN^BME+aC_8* zgNADipq=s)T~|D(*-l&g!*ENSIM5hs9?A`u#Fvh_oMTC+eZ*vf+ZS zv7Ud}Ard%$eslMd9=H&96%cqZg51@-VTFhwkm+=ew0uG*d+J7y!}@iiy6YxkE_+wa~#G zPe>QbP>SFU|0oU_O3Ms3=hu2wpU=@*;{pY~*D(Au(-6?wfWq53@4p@DZ65H$_n`W@ zqZU;CANt%Y1ZvQLVR3Ui@{bm1$bhARj6nu;7ZhfmgEjHE7CPnyE1q*+-Pe9wtc)3M7jk<+&y48lcIalbffHdBNAxIr8>I7+wj$VbQV#VGGKZyq8d8p4wCRy9z7^5iQ(6mTFH=2P z9cPJ=B53Sps-J*E5>!@Staa_rdDw$;w|6^r63T=ogSWn9+}|fnIc}tKaGCYcnNapc z<;eg37m3FRD|m>Y&p@EyIGMjhqSK_*+AZ45ZK7cJX@r;vOhpfOlL609ntKbRWI`(O z+B8rpdR~B(*l^MNAM*!`cYx4#(0ptU;C5e-eOu(N27$VTE1%JesX6Gn+!9dcF0}D4 zBU+sM(Gzg5g~;{G5aHOjg%B06w{U-Mi_u+>s%Yw@Imh=}cJze~W zTEh$4em3L>;KW5+q;Cy*Odt>0Ard$w57Hsy2;_)ZSs({^myn+y2bo+X>zV;~BnvvH zO7j{4{dHL;&q;v|{47oYZK}{-V#?DWoj4EdsaayvG7LGgd>C4Fir7z1Jp9UINJB#o z9IW0s)t)ZF^iLAHh?ox8t1)5289(}baaWx~iqPV`RL*q}Rby?^S!u0^z@BcFEsr)f z(6Q25CaY#0Vl-dJE3!o>((&U!+RaUnYqK}UyFAHBTsFXGDCz~c7D4o_Wn?S=X#vZT zXkmQak;=r)lk*yl=0eG*Ylp*uJrNP{yhoA{wY|3;vJfVMSC-Hj(pwtc#~bflX;pW~ z+Ztk0Ddy6m09v*!^aFHbjxTJC?8gs?3h+(Pz0lCap)QYz+XG%I{`h%>3nYL9hQul` zn$|~zzbaM*sRUe3!&75r+37n><1bXyMwhUi$zo{8<1Z_&?%VxKkxZ$e#tKD73)JRRu&65UoE8 zyQ0$UWKXLS_XK)3`{?7s$mJfjJ*x4hr03CzGhO(>d@ByI( z>ZEo$?Hw^N{67mUOc|FHTA;f&rvJ0RJqVpGwA2(UWey9 z{lq>ll)b`4H% z&yiinJ7&5`7i%scHPZL}j2F2WD@+U!#Ro7_YYg0ko3=JeRB9T0dsXm($IY5_!S)#J z++!SHJnVRClX~1kO02v&!oy-yEjJz(4^JR6a!zqJIhIDNmUfXSDTg@IzDWeY)344Hj-%HGGeGPkMkG_<_>DSzQWNT^rnuQR_gXa=nPsvI8{eXW-vxI@udrrPyRH3NstrDVLvI??B4 zI+R<$I)zL3jsd`W8<9j5QexZ~#|&A)hjd%(ODgF69fi6LhlHdJiMpxktn%k=Ia19hvj;gi|mp{t`+(Z|_ zTAw}}HtC9Vh*|9oXk4P9Ake1CB%{Ie8QgBr;`}dCcsZjdCk?>kBPLi<_vMEbCECTOW>QAHs6eT-^ z=G)acmK*>4LO+~lg$V4sgU`tJ;z7OY+C+XT>)6p($J}wnS)j9=Ef(&X;*dPAj`1$* z*qlQI2b~NmhEJowLmEj5%~G~u2XSo&8dWNYQ&i<TFQ8{bM5APM z4(ksAah6} zYt9FX&7(5g91;@JA=z0?m&_sABk^nx8<2#OrD2CTB+HIv^V=1R{I*#816s5mBpniu z+Z>YO>5z1Aw$kR1w53Bb0tdk`hlD61h?CMG0h5}CO_)Pc>wn>cbVzdGJR86q5~eF@ zW!6m4FEc8nLlX87if#@`^kajGO=XF2+ z@oX8KnH4eMum-LB=qII0v)+pSD00q001Z7pse*96!Dm4CcebKS?QBOKsh0l z2&lz&DPe1At5z|4F&j(sGd9JRe-pQ`$J}oF@dKB^d#l}pEej8+a~&h9>J`x@{nG0E$2fU!j6 z!K7N}A}q&zNh%;%7g{T2#Vv)Dv3uB&L#y7lwiRJHBjp%#hB7)c6C#t?s>bJ!P}~!U zg>zyo2Gu+Vu|YjPBdVDgGJIgDjFouC#XE?bGMbCeTv7SRSaFH{Wb8rE=!0jJbgu6l z%qTY;%7A~drgV-pENRPR*6)1<+Kcmyfw-Wtdki1}nS^VaRV-d`5*lcbi|04hvJ~iZ zXJ$Lb$IW25?W$!!Q_>9@Lop}0FdVl(Vy7?Wjjv1B2y!1eK*BNFJ_t;qrVW8)fnrUX zJ+|aR6FwvS_<~LPmR|837mH%B*{)oIMs5|a#6C{day6IGM@`2GRxdCl^+!W|6l9Jd z;Jj{RL^b^lmSDEC2*UXMNvbiZ?I5CPkTKWl;?BwDS1Xmln{Yb~m_CZqA!^4jmw{V2 z0zPC4QA-*2R2uW5sp$$P<|X@St=>4RUn^B5G*PFP*d;=L8t4@+$|ICC%4A!cQKxL+ z(BsWJs|oy@58{B0ebx(aPJtLfr%(e*-rVXpC!6MuxEmzd@i-=jcXWJ(2@#B-rk4;@ z4HIgTp7IjNo-iTYHUt2hUn0b|0yR#3`3e)}-3ERjx#LJlT++b;Ur-ll!Pb4MUodQp z-zI%8W7@9(;n?($f^|td5+m9+Kgq43HEd5PhE1BWcB$PB_miG~DNc`DO8bHPiP4xx2oX#V(jgm6_kC&Lu07(8Xw{^@`AcytUZQT}uq<9cpX%VIM^OlcgHY`IRL5W6ASffRz>a{=nqIUOrbevcs7 zup9(SG>(GY%l%J zU2Q~Gfsb8G?Cw8qHtk|lsKAHVJ>so@lw1t9au}JKNx^PC90M^f9{WRN<=|Av>KT+n zWQ=UbI~^Q*x=xl5*(!a^Q(_m;6v+f8$DWb>!*-d-1E$%QZ-UV=oj_akWUy-}k-=03 zK(9&QokV8&H1_1y@Y;f1cvuM(k-T<{mN@E7WUXc#S%hIuF>vOOcWE+RWN9|(X;gz{ z2b!^^=on8K8QK00QYfssk->kC;#i6|vS<&?#gP5RdJZ-@rXeCz0o^=`U;zL#sp)JS zS$Q>g9Q%RLH)wPGP9p{iY(bkF``{U`&|(mF?)%Q8CEZ9BEMn2b*stK(kQrGa_A#ba z?>t^NzR4!w%tbDDV&Mj6Y}K(fV#O0n%t~<5fM5k8>S!r>L}J^z9**E?ho&~%@m3Cx@k;%?lpe_ogdh> z508k*xH|OVs5yI#^}-_7eQScL4=-XVwi5$LZFDJHLJS;D^rJ3h&j%z>(8q!Bx{Ml@ z>w}6W*7>g@hOxg{SRSf~jGa&HOS>b0A_deWWb^SPo+KzBHVE`Yw*8gF>-h9ukXz>6 z5gpDHR*1w3Lu!>W;QE-{o6jahcce#Yxo(MllMojbW-_t%9hJ;1v506MWQ@)EHwP_Q zVtFY5tkpY!03+xfnHZIod9=hn{{ax-d4gd7*82SeDy!`+F@|!5wUrD~;xcX+zD5Lz$!Y`MFm>lCX8Ldp6 zCH^ZsPc|_gEVt56ykdJ3qwvJSGRRN1*#hlNzNwhFC&nZ(sG5q+>WPuLB}seUZBb4j zfF4)1c1cD=uXYmyr3zn!L0SN{6qw@8DKQ5x#$L8BDoe}5Jxe=CcZ27DtqX9F)%0w~ zRP(6}BjY-X9n|eQS7q#*o|IEt0R6Vj$L%c+9JSfGn?nY(7_m{Tn#ORtKr!CGqJCyB z9&&WSw~8p+C}uoLpAbam-5d-UZp5%hO)OBL&mIInp9BL~z3-~Qi0x2i-%u@+aq*ho zg0Sucn+&t7PO)W%+cT#v^*$M}Wr<>!y$dIT68d~wnsHfW{XJP`eulH7-CbfD5tag~ z{15J>;5gAVl9=XK(fisfNfnXo?6Mh}ijLswNi0+^G~V&ZOgC>PI>s^FEH z_a(Xb$HIYnC1Z*PPQ}_vt%h9;kkGcuv0S{Rc@5im`r~(JgBq!#3Rl)ewn$HQdk zk|0>cpBhN(lq`sHLIz<;Wu3&}V7UCR0ZB+X5ehm--y~ZviD436kgN=aIIJe_boGcT zBHR!AcNsNtC_~ceEBZ;C&)B4xscvVC1+k9|`Epg5Vu4ICJYTrxs0t-Yfrp1XwEV2{WyF7QfHn9+83l z=cOy!xE=ea+HgTi&+{dVsEZdy<^*V0!B#lP6p;banuonv|ACy5QEq?u>PE1}JFnE> z&C_h|4yb08L0^Y#+S;0r4ATKspocyv8s1F21N8YVl+{Xp2zD4M}_*A}OFH%;C%dXc`@si~@2?;Ckyf z?+XhS*PY)t^7-#f70OPHu@nZ}>g`TK=$(*ilK@p3W*Kgbks;lk_+uZ0wpMAnzZ1#Z zp{08a=Jt0*A7khXARM-xije;nFYLp0jKMK=7zk8po_H1PH8@ykz>qzO%IAR5>rdRZV;4D)69>iW>1acoL@ z=Bxx)?mpa-TqKS2t9{+V%lWl)2HufnFV%pqGuigFfVXD}db&042Q4&_Ep0dZGS#NF zyU;{thV0AA@&TE0X{`gM9Lb{fKbr+nb19mPYY1O<*W zz&i>Ip%hSHeutyr^?~IxZTj667rtN%$<1hOG(+(MHc}*#pzD1;iC^ag$$FUNFFknZ$h&hcC z%ZX-}U=So8PnW`j5?fK_9VBZggBY2;-#=cIm^UPQn7t?DS%M#`}P-Uk$P(>O+ zB4Y{J-3myDeuihlqlv{Et#I_yD<^o^$;?Tz1pf_*&jcW+B-Bhnkzxtf(3IWik7(ib0k?$x_8i~ZFUiD9&Cn8L_jQs#zLGT_ z5#mY$yoeQnMNH7z^VrSHb^OyCUHO4YY`Sn4dO{B;URz8oVr|*%M$V5URK#!z7jX8| z&rr?W7L^IANIvcqhYm#5E9GxSLF_0H7ff%r*)1Fk5bUO9eV7Hqb)AF^#HcCOgAj}n z-!KiT&)kB6$lR2Ks*ttQ5y50wM$il9p1E%+{=nPZR-^`m1-_Qm3ei=269!cx!Y*Ii zp2Ocn#=kVkb z=wj+II)B_IFnyn0!U8g6Z%?=5JI9pJvs2pMUN*NYeAv)72c9?vvQ1JC4)%={ zD%>u#Sz|G9(Vzsc_0O0kyl=oy^-@QJ#3DDx5i|Kj{w4cCVmY+Z-C}1zXm16*+T^)l zuMNS4<~~%Kkuec!CLK}Zc>DEo4IQ|^tv2SrhNu8S+3MnxTlbk>_(Qr3jPE(9aS0E; z7{BQtyYO&Kh@KVBbJ74f4_!(L&)~L)Nwo|#P-?-nQ=@6sPj=FS_C?YFH2~;JN+8Y9 z6|@3ue8j(q5Cv@@;igHU-dKd?kkfNOOcX9*(Bo2PnBNvnx98;^E7RTTM2(CRc$M0d+)WGeSHGc;| zMaF@0v_XRt;#yHI68hjqMx^opk!p6+l1^$r04)s_rFSvUQ4@!sYLo%-9XrqO7XT9( z^}C=Pb_{Em4o(6ivK=R>a%a2<9eaj3#xgR~w;`EF#;}&tUU$b`_*#(3D7u`w4qNrAy#_TJvS1%>Gx)+i1UkG=l`T_#WKcMlWjp56Ms_E+ ztQCrvBQxk9JC!kaLg@liP(YYTpU3%vGEs0XZP5gWStv)ADF1l`{py0*vE~w4vH491 zuAEX9nLE_2&lrb9wloHOf@7wx?g^0rkG`kHHj!Zjj4W5o^mZ7qs32K}NV2Y8f2d;s z5f-?SMmwsPYiz(BcM&G#gt;gHeS{b0P_#4xrb3&i$!dh&unlVlHpY&OR$biLvK^aY)B8%)#ou)H^ycAWBu z2hthTL7^sRfhPqmM?}w!9+9?l25rcE>j=d*n~NGMWQ>1^S{F_*AWUJVbW$aiJhl=0d7bLU4@tmp^SX`6$vuBeN2Dm3FG)( zRE`qR057i#(r7f*VG)ajQZK8O(6~(91km`41~hTTgW@Y*Xxoym`3mKS7gUi_$Rm7D zsZtt)8N_nmlHHLf*jL&kglqA(HhkiN8^|>9=0oro!c60u1s5pN!T=RrhC8Vs%TFVh#zafmuA~A|vZB+Wk z&yb*XJtFto_PGfED2mjz2Xg@=yAU)1k#-)POgc`aT%+11AfMUPU#U-o5ngQE-UrSg z!65HSIh^BWc15%wRB}PDQKtf!_}i%%Xx96;hAem}4f*fuR2l11SuM$d#2M@F1;+jmEM#DcA)A0B3sTeHUvdy;K-;FQd+EMQ3t#JXS_ zvC&`!Fm4*P8roGv#?3d*T8hh<)&_y*7EEj(MSvuGZR~ODeiS?S$~2#0+z?YbcQUQf zAJT-dXX8)WEZrPRbOsO5Gh9oG=p|a;m=xfvld&U4A^mgA#8RyP4aQ)(n*FOBR3R}Z zCd`O6a zB-f%PcATb=Zy>b_c`c|X7?CM#O9lwk6tqc*6+>{mD#KAhU!m3H_8!FF-U&`;$R*fP zK^fk#W}t;tkV&N#7DN1Kjv@Ch_$2~wUIWCIDN&J(K8Xb! zwH`gAd@)?yZD+Z{bLs}5qNUPr!_y+1??7{c)S#~$DyyA{(HuN+F@#TvF1K52&Sr`K z@z2R1SU+8ERCOwwwTT9$2&%UB$Eu08_x9JOS94tRPg)9xduYRNKWNRVc)1bBi`Mz_ zhS-aoK#vcouwJ~dkXcnWo(ULCjU~Lemnf;Z+cCHR$cEP3LNB*sEP>SAgUcN-sf3nE zXzD-^BA?2g==_~t z^2q((a^KRvh#V$7itT<;`Z4C(r6h-14bW!HvizRM* z8TZJQ8v7GQ6f72t+7m1ieUK-fP!v@OnXKe*Mo)Yz)PjGkF#lo*pyt%aiXVEk#5KPlLxTGlr1$t1@xN zKDkpYzmtB~ApN~_eTTrSh}-hJPX*}A}GKcP0@EZN(R!;b>++J`z znLUbxY3kM$$5qAdAH;-be}Ep@SE>RbAyl-o-Bpie`Oj_BM@dN7p;)(@d%C_}ClJC+ zkbB!8g`5`!IBEKQgA$^TUnXJm72Jk2;dAxRcUYkpzXTY-M;Z*d00&v~NtrV6vyr?p z{eMYx#`Ap(@u3x98zOEh=j%oESUKxsrW8G}Lz%+EGc*5LQA4F>GYG4-Vy+6gI3*WK zF&IWOjk5F$f3z?uUVBdn+Z&5dX{uc@D{CQ?T$IqAKUB<;I4B(D9mYmDZJrdU69&3> z0A}zFUUavPCv=U5eUPuH5j+@RvQGCM;i(KXZTAnWA*Ug(e&kG4rSTD^oesJ%fd8>1 z6FH>aihwgywxa-M-jXVXIi0Fia&uCv5)ABhtgL+32SN;u4xxQC@itkA_Bk+z%r2q~ zw~HUGXW`kVI-^SVtZ7F(#{=l_h$aE_2~Px>?Sq-r30 zks`7c4z%wlWJYuL`_(J>AVG1;gozbq!>R~&b1of$>lXQyqXSkVew6QXCaLcUa&gBs z2!diDV7I*jMUnMqJmxxszil-U6lR$cS%DDlC`2A5BsFcDat<0-@aW!)IdH=|nT)Y?hqE zF6HL8CY8zE3X@~f=Ia&Hh6(0p#1gk%R&GqL&4>sNlFnlaI~yg2psKA+ZU5LXEb!nr z3f0`;))!m4Sq<25_eP36><&B!T5`D{vcPhJU<+Q%yAkD@1o(GA2IAX#O~>Vrb8n5c z6qog(JRuaSPAn|#{_j$t2jg$l;mtyIsIF|C0IbDixg)~hf6aI~uic2f-)LUq-)Zve zm>rTLe%{(I+-7IjExDq<(bA1w7(?mXy z9|oRUD)mSp6RN0}FUMnqcjMgnQO!(j5-^acqmy`IM5xl;BS62AG+jpAZvpUX#|`bg zhy^&4IJQ1=t85PY{t$IHxWtVo534X*ST@Fr;~60-Lh|P8U=W%cKX}*M^EM5d_;pK+ zRqRqvo&>3+^gPfxZlIxrIx%Z8kNfH%jK!Jc{qJa`9^7T&Zb0IQ*Ea|2-;TBDwO__D zVB4{Lq)bHm)KcJPm09D%!yrTwtGL3mCxstIf%`IF5@L}_x}eT}5{5`!{UBElXvgbkkfPvl0_DU%mv2S_s>Sn{FY4!^!6>{De718DKjLC|nPDA};6j$kr)Uwgnpz zO#ayAI?~l-okJ>0=rxFqAV#|C7k^wi3wS*&;H8Zhjk93rwxHH$F|Xc#i2LAt+Ahd! z`gCdWunoHKI)uBfjZ4gegkT3@4`Gf8Tn=-;9Ou6k8)42`K=G=7{xxgRXcoDIxnL(Q z@Bse|nypESv58|13anJv42E@wuH#`4j)MfW-_bo>?Q3@_hW(x#m=R&*$uP^${_lhY zl!O5q6mCH$0Ffru2LA&>Api{c+KleXct`Gj{3v+DOp)C?6F7U-u=GD%lzt&91pWiy z14J`BIv6M~I(nIiYTDCkqW1_5!{ii($XJk8(6jH6c zu1qLJL`L$VvGCQ0t|dLHz^0 zoL-Gs;#GwA9oZPo$yx2$ZK8IYn(>uR|M?h>{k5OHM(ilI3o%KA?%a{jd57=DkzQXR z<&){j%{~6wrxJ5WOPmM8-6mGFJ&3T%>Y6#|4hFODy!SVJJt%Y{M39A^f-gikSRla> z4iThusD-IRE3n`wAPEt~94J)qz#tNcut5X^Y#@RJ8*o5E1PoLK5P*VOm<}bFSx|=v zogXSV(}4mDD2G>IQ(!g#2(SSMBt$>}hIT*$3v2)Z0T}2&ApiyrNT?tK1xUakf(8f> zfWZP4WFP?v5;Q=701VdTY&)l=)7bW1W2+5{*wcdXVikk~&EnQW|XLZaVZ75{>m(9wAHjpsE!&*I-=58lxe78$rkyk5I}5=F+~IQY~_}EVi})Uj>2JGnBD2i zh)7foS;e)TP>rePBN~o6M)fP*;yOeV z->$?J4U~IsLLz{4r#vlKLsc1i9xl4E@@l7QSstOW6A3Gyjkz{G#=krx6k+su&f4e@G_v126}CoiNd?_dB)zD3CKpyF!+Fv97jnbM zkYZ94R%42@fy|TeT4EMd4iqAoj*rGA z7QBIMWHaYkqUx41X~bmQ2HvIp;i3YNROQGMx8XFeyS$Ua%0QFRHz&RXZ>avPa%azR zn+u1n$JtPJx}QHO#slA=0IU#Zf3fX zWsWg}$$eSwl8L#Yyl}|IE($XPOP_2wBMrW!zw+v0VH?QxTUnx2*bH)HRx>&FvWyuO zPb?zaHORm7hOg&Q;}L})Umx|=h0fTUAgf=&*Za%W#JO10V^9uZ?1aU#TpJX_?Zs=9 z94{wBb69#Pen=uVI!J`*jnfW>AHB{_9tV9)^|Dym&>4qR=CgPqt_8G9`9A}!DAxgEx7`m2}>~}UX zQwItQsKBs9EJ5>`m&#!?Wo$x1lZ$LT7vuUr<1};`Pbs}SPenUsHH=fI%q-$FiAbf0 zal7&bJEm675s|u!Tz@3r)B+w@#&l*UqT0QC*lQ#&GR8^FJ&K{vr0VmjK^D1A?{t+h zd-Ie(7Aa<0>#k}N*Nl%YBn4S|H8zs?t|wDb@@>l1xc9Y^es-do5^HB@O8Ujckn&Iy zAse%*8*)Y~va|0@rL$brFP!3#4A#)u)r*PihH9=%r0J&8Pp~+4X;=I%JdHK>dr0!L z6d&>;GrILAv6mLZJ zODv7C$=z};^A+N|=XbLZ;R70L{3l*Mvxy=_F=jgY*+gAtE|XmyKY2WvS~?XTI~X{= zOma$}XK~5^0Ock7wifc`yy3;VM z4u+py>a%Lau|hr@$t7B})r~__3~S_ih(Yt)QAgqHc(ihunUUNnc4w;$t94x2m|WhG zF!_+^bRrTYJy>h(O0|0YmN|RSDVKZP^vijac^JS38bsIt0unB8Kn4*ss31ZH9xx%o z1shzDfdVSX-~bXXaKHpGaKQ#Duwa1+1-OnA009INFmQnjCQLX0MJUHPlQ8S9BK9aV z)J@KJ7Kwx`oN6J8R}b=*8-eMfCDwbELJP zSB}#1rjIcmi)1zlE2F!R;lXfKuVKry|F0OjqoUTdjMC-Uo;5ovJQzyGw=#0g-0rj@ zA~F;G&Y};lBb5ssNd&c{@$J*qOvvmpXEi6KdlVOp$fB17-9|)m8_6WfL<^aXgqUnd z!~Rj{n(@8DZe^7()YvaiMxr>vF{$|>oEa099E8?XNpJ0NdYvL;7ECo(H}o*hR#%R3 z%OyWLqLWsXIXt--_rm!(SBy-{E>)Z*%{-{ff@ctfcj39D7}DL{Tu~es=IzC$P92mUtBi{s-4hGt4D6V2}%}hw?EEd-*UDPuax*~lG-|*$fZn>D7 zTb&oS6DpZH3o@(CNHOE5X-%prhfppK6Q2$WOF3~)#$g`}N>gjT=x3y^sAPg2A+}wV~@ZB^L9jqk^F9XcYKI|?6!I^LdkByL{i zP9}!g9aVj5CWLx;V67ARRg~=@_!qO62-(nSrJ9a{LSv-h^uGv|VKN7UUGlQ2_rH|Y z8O5ptWdsk~JXgetC?O|d>_n{|$ch@xVgVhlYnvZt&R zmH+x*oQ`aB6dQ`Na`-tCi9)csqSk%gA9JjV)Gs9o-(00`C6OOvvskO+%gH2q5|Rr| zgkic4$22w-qum`zN}8*v`O#%4k5WZAQSK$~PF|ZSqE=t$Nzq9anm#qN3R*_^PCcru zCb@l%v9piOoyNDm$0yR;!czys#Z?kN#iYzG7h*+1B9crDT~V%N6lG%Rd{Lb4C-k4N zCTcnuNW3}Lg^b%|nX?LE9Sl7l{iMVmoCoI4^e183f|F*eMD^f%=m?eh%i~<$WfP6_ zxa-AI3(t-@2u38+5ux2(kk820VVC53B1h#$N+J$l>cnWI$|aTAw667_v(Jfq@{qF{ z+U?Rz%#}S>Ki|Y%8OeKzQ79Qq@W2EQOjwxUfe8~lFu?;8Jn$;|g80C6i;>fg5|=AS zwU~qp0}~u5EC@xWNMaTo+bTzw%sFK2Kw-i{nbq0rP!t(#GRy5~c*fD$P=>;$DeLf( z*WLAwZl0hCVmqbBp4Ihii1n1m>jqfJ8RtZm=Gqn8Maq9w5SOS2C`n=f;6zE=maT>q0hENKZ!ECNlBR1ehr!v zmv1If6NX|WLbbTBDe*YW>R_Nsl`KeZ093IS3Q9%r>l9JSh9MsZ3K-b?pM{VdC@jF| z3SR_8GdDC&oQ(qo3~cwRtX_`uJTN2kZ5UKnN8>1s0|gAuh9Wo`8kN2CFvo!c2K1S6piqG`UrvTeUm{{$MbI-Z7B=Fu5hEz= z94KI5Q@?9Y9U~*;jI<*VKp^1)9f*Jg6C!9J0|gWU2r!U=3o3{pfd&#X(7*x(Fd@-B zv78!1YfzL*8O^z7v{)lWENtUq1xPUoElBkbb>RTFn&RJG3ViA zIx7}r(m7XWiyw_;CPNl=w7II9vSGh6tb^^res&i}J71I~{?(Izaq{w~E=CqkT;v;C z>5`){JhCArUtW{ z*@} zB}nFvwfKo5UeQg-y_gk}xUpLmJwz-v{U2tmvOAs4gx9-U$}a3g`bUg*M*mbJ7pE4b zAupPCBO_Ah5u%oMRBj6#q`)=;U4T07;H=GBiP^=FsI#WpXMBP}7_^5<+)MzNnk|4)n zl3M5l2m=EY5U?>+CXC3_KvG5A0TciQP9!844hj$u7$_((P)t-IMxrPNVgLYO7zm>v zfB`X*;~+G70Ooo32X3EMH93*`#C?Il>4DQMFE<5gB0rmM+!L>A36)yeR1hX2vO9F! zFs{Ht(?jHJb!G~~kKr{hn@LlU7Qqaor4~lSsmb=KdHT|`+W246i?=-dwLgXp<21CS zj)QS;NZebhniMV7V>ii-GPGF5^K!nTMBvQi=5NXYp_e^2hrs{<7}^9Ep;ah%q0~US zp=Xs02claca#86uWy??lXv-G6DV;pf>4TE@L+1aC#vt7Q^p_>aQ8HSP|8?>TcY~k4 zM@AIzqueEi(J+x41NG9*cUC>mFa)j7jHpuV9uez_-9C=v`bdmqux$Yf9uH@|(ilA^ zbsm9cGAzRP&CR04J%YK|Ln#pSqR*W$+-XYXQK9vKo5&3rhakpez95e~h#1nH#K5hA z8`Cj(T`=1xZ&SBOExY=H5*a`-C>$ok%mN43ngDnmE-XnOH?`k|Hs%)4+JqDrSvk%E z_O{pD$}dViP`u)=nmV(A`EG5>ARkj~HG}NBXy(8luPDGeaR;=6XAfEgGQ&GwOX~@tb3+wfWr1L<$t_+C&6;2V;h z9lz_KSgWa) z$l^+g7XHZ!Z5IM0PW@`NA(G=ufo}=+W%fN(t)%Uo9>ez3!YF_yb*btXf}bg+S%o$s zLHmKyG5RWwU3hB!lNEg=t*j2k%9-q1Q2LWq7lfNWO^G0Vue@c$ae#dS&=ujfHtQ{1 zE38s;_qit7;s(0#W*l(+V&zN&dBb_RH5_7wcSV-#Qd~0{_cnQ7Scq6Iis0f`;aO>E{?NxK*%v zC^oBuIt2XbB($kp6O3=yoI(lqsTzKaXZEv#V5_>V1oaCYJ^Q4dz1ui1fwR@Zl+oBe zA*=;Mp8@woGunn76U2R2CZQBAQW!kaN9bwpqS08evb+v~7)GJ^Tf4#kfNP>ebIRcr z&Jk=TuJlX!6e!Xy6_2Ab)r`3oH=*ZT5{xM-QgSk>OavM^xCDgjYB*%V9LL$hj00eG zXS$Uhakt7b5y~MVCm;}e!({HD7y=LT5p{_Jer^+nw$DkLiGwh|U1$6z3?+80 zshFsVq>FXNCtPnXW)WJKh2sw=^5X=|mCWEb%Yq&PCTh)9;^xXxx@KM?IzGXKjnLkS z+c~y^D_13O9NIUOZRaJRiEz$dj)qP(TsKhUk1fYqw)tza*d zVeBdCD^co3r#mK0$?pbSfR!lad|RVI-LvOPluM&41CHGbRiab{0lBm^|L*4A5+xYG z4JMEQxUZf1Ij?kz_53uEiPAJ*ffRyz;wT$Y^U2kenu&4({^Y&{?}_6IMw{G3K@f&( zeW@|pW_TC+alMJs+z1LW8L;%%Z3c+j`XdmTR)PVe{tu z=#B|`GtG8sSUHxnp=Ec|SIAf8MA<*IbVbqz!ZNW4_!lnfj> za~0qd)Y34e0qUvyI4gS#f*0Oga>HE;oPdHcbS~r#N~6OkVb85MOd=nD5a7@t$xOku zslvaZOmB#+(**Ms4TR!1*o0~NWcZ^bEEsgD03{~#>yvX@YHoN^eGpj+jUNQ)P~JHi z<b*Wxdr%?V;%^QMS zk9{@Zp9T4aPVf&WBVDS+a=RCX-z9~} zb8!P-Hyt<-^i}5Vm#CQgEqdTTN=WtlZ*Yi%t~xlGtq?;soIflYaIg|vWYp1rQgDSL zH;<+0isDF6aP+ZMWXaW6Xcgq{w5z|=(0v%J7*3;Q`jh-fp;>-#t2-Y9w7CPb0!^Zj5Ne5N?kF#mNCRhlvP zmf6tPghlGN3%m^nASnyWd#^svhOdYY7xW!Lowe)EfqNjtR8t0O`1^z;Y&&K3-aMUO z=>uduf?u*a_lRN0r@vi&L3VVOhSsz9Rjj|TJpy|>1k8F35Mx{W*&~fT2IvH0oCI7y z+4~icr-D)rL6^3vo}$_0y&iq%L#vYjk@8b>LO)L`NGOXLOF|#jupXsAsm-s~BTV|q zf*-5>GIzsNg%bSz|1$uexM!uxY9L&~6r2Eyp(_(s;$+ z-4v|zye@wGno)6>-ygay%s(R1`A{f@^gBkD9><_u&`?H<$Ol{ z>`@aog56NYBek-fmgVmeFL5G3V*BR_r5-Jl!gAXPQ{Lo+J=!})Z3N?(cpHhOffx5_ zIl}vTpHJ643K_m%w^HRjs!%CXs6gVKFz^)saaHCy!kLC4&g*pT`R23G@X_(@_!`~U z?v|>#o8u$ulOsS^8*n@f|LLC&H=5S>=;!Z2fJmsG9zI^-^~pOew7d~~L>jxr5zdx} zCYrEggI^#%HyBvj-*$xGM46ecDY-!bIHed7NbVAxrjgrD)+64Hi%`M0d_+}u?T$f) zTfgI;@NN4{(o7tr`RzKFr5u#HYlN7noT;02>=QZYS$)IA0LgxAMvg_(>f`HCr^(>@ z4VRfP>HCx*{irR=5ULQh#|O2oFd<(CLut49I48^-08GCo`m8w|UG}Yn2ho#%_*HAv zm#%cl0$m~pGHHf>IW3X~p}~y8Dry7e1SJKdgvIZrUjW-Q!)@q8?D(H9lKB4kRSA1u zH{g8FEoGI#HXS+~}Vi6*^Mf$HAuv?}zG+bR7xv3G+fdJUvubhHJr#+lJEblFDj?jrt0GE^#dj4`{^e)Q z7mnogLBmlkG&Z0!#egNTiKkP^PQ$L)}y<`SWrM zasqc3!Q4QrXWjAPO zGN(^NUmg@cNYR6(O20#Hd6HS|L>+p(NcZc3fGM@pkW?|9B^J1E-*aAuf&W=vR#~Nd zv<$)%B6Yv00~%BhlKWfeWW<3vnv8E7Y*l~*EqlN4VrcWt#B%?r+j+Vgxrc+MxM-c9 z@H}qS;foM9v)ztohY{R9AMbAGX(#5@XMn0ww_t6fXW^{CX|O=Q{Fg?WIsF#;paOu!0)lfpB3axK>ck@IK z9|^wgeqDO{l!dfG$Al;FhzIlW++b=1+k4+Fm<%xURP1h^N=pOLFMJKXZegOVVOx;r zv?XF*>i2$f>nG`Mp2|v4^h=08{<3x0tmrK5AonVM?>*nV&evDr-8>zr1I{mc2BipQ z&QHTDOTd+N^n3a}Kiu6s6_2ii?K!`Ilr$^pim7^qr#g+Ubh!eWx5j=CzGwU($ft>X zMAhWZF6YUhIlmNRo}CJxt&d}O^R(}V`Nhg2d?oGj+44CP-MFRmn_$+n>hho0F;tCc zHec$C@@k%Hz<|5-_@%9W;iQZhGpS|$+MFp~1=^z}VyW7=fbTx3Z{MqVVt)sfNgltD zvco1wnHUKV#%n{Y*Xb51Z?Lm~E@o7>N(D)}D_zy{JY_I9T*072n_g;w9E!VXoiP5y zTnfQbkF*b9AigPNRbo$7q6pQ}BSp~+vk;7$@eWsVvTL@Za)$Lzvu9 z-AHt5@VlrWoP&qHhT+VG8GV}!$B8N2TO8mHj8EUizC80yFv)KG{^>#d%}{Gl_C1Bu z=DiILe(==f6DKSM^2-XmxKdD=BICRw2sohnRCEER@b{u~s;%i*to9kZT+CKrYI3b> zXG0ISN-6`Uh_|n9?-cSSr(9Zvu0dw5lyS}iCLHP|kr=sI7fP^=ql>QqacTSzYGhr} zz80t>rx;VR^YY-9QG}+_ftM5@g=$!Cr95$7WI4khzoqX@*a4ryv?gc@;jt5#>=7Ga z<^12$kI^WVMfgww*|LR;TZvPH{v%I6!V^MxgJMc96j0;`D*(QdJ!SJ8EHZvx#8!j^ z)nts}El)$|d4qCp|B5g1eaSXb^!u0t23^)u+f-KOOBTL$Z$HB?bZ}TY>2lRjmKeRG ztqOy;7_b97YXF9?VTDt$5HtGyg9YW96Ao(XrQe28fNZ1 zTSa@movb&eDu3iQG*%<>2-C`ybi6M}%n_<%oDDOkYJkH+0SGl;(8%97|hyxE@>3mz1G670S})LCcGH>6&n5 z#@WVC&C;JA@=t`~TL6U8v5l#i+yjO9zlCjPG#pY{N;?%r=JB)Z{8dUIYhl<8Zb9}c zBKwHFqS$0*Xr^nY;efV37zs*a<3240vc#@4W9Bcc5QLvcX$$Dhm}zfvOLHX*QR*IdPwjrrUL@dJbu!Xr-dPJvZuwxG391SHRJ6Dgb zZ11OYka)Lx{=%XkUdgdMUH|gsG{O~dfY1qs(`w; zg;)IgARqGG^$O7y-U@FtU;m-?~&-x95Yc9eJ!c;`tGPYQn3}&OSWm*zM zf%7gcY>>&8YH;YjR^=SGn6zHbmXLnvlAE_?il9v;xe}Idn+dWW?!i~6FGO7bozP9w zUl!>5Qs_uaF#`f^fE@2H2$x}do$$dc^8L( zO+D$D2849wKTTBPG!Gg)^e7f@3>`bHC7hq{pn@Z$H(uT(k3P=4yo)wnYO?%!6l!up zJXsjd%G3SP@7T4fVMHQ_wg7yo_jExJyp{@OGQIu*s=bp`g>=D|c(SuC8hCQT}U;oOmLtLM+<_#N-rFEN1S&qM7H zjIO&Mxu=k8Kwxv6chR2KHzyQjJ}V`73wan!(!^Z%z;{RtmKGJEK`*lwIA1!fFrhig zeyd-60evgo{6Kp7RBdgh0J68&-*+3XNvH+4w1P7VrJdDB~x}*l$xr?(9+}p4*XMxX^ zmDVYYYy&4wl*|29;P=NN^Rrb;8;6JkBktCia|R(iWw7*RRoDjHapF<<`oJi84><5@ z!ha0Ip0y<`1zj~?`xia>fyd!^pO2kg97+IU2Me|h^OQvYFb*L{|Mm7kjjwIEwQ|C> z$wD}y+!QC4*}eZH!hw#w&>BKv%!fr!D#Lb<8xmM?C@C+!P{vae~ETCY91pN&+yFJGphyCm$V14zETVa9kLf~1(Ts1+b4v8Ogx0VV-(Qw z?kolm!n9sXv8X!1DMJGmlBs1IGVpAex=F8euEX< z^_VN{nU_hxiiVwsVL#immUc^TbYj=49}ty`&`+#MVQQ=G?VwKjW53JAA(`D)e^p&b z=g?-cG4K}JNmDD&il(@vDsMy1O0Lz|zSN7@#Z&C9;!U~kCf9hI_T+zYZxQLYVkjFrF9ZgQR@nD%u|Mws77c~h zr`AG1=b~O%ffcU=}(`#Zdx(+A(@$^TmR##Zt zJ04hY(u&jjR1}GW*JC7VB_ea^KdrG3O7z+pX#4%Fj`b@r%C7FmdCY@CmJhB*+;&oB z`{T*N>*2M*M<_3d6y~n2w9lpcJ)M$(3~qtj@24X;Fc|NA=ZHz?+!FyXb^8$@KW)q{ zJR;09cvW(j>yx9-DHC~04EMUQdn#r&P-gBYRrg7PE2Tjm4ept%d$wAC;C1RovAD+= z)hLGuVD28@gI&1a?R)x#d_EXP`GpVX@Z+QVZ5-5zPJ-~-2?f(wRIPxhHlhHuZ)_D>~iXE z2_E2LN5@CU*zPF-^R+CJPDviuM?@a&l5K_W%j^1^;e}<; z&1VMcw;1M)5#iKPp)Ex5>AGx69tZD{P>(OHL@mdsyenwIfTr#p#7oNmxkNxFLjTT1 z0ZA-zZ9#3n1ur zl#%>|-%{af^AQ=s=l@!X8wno1ELaJ;kvBd5v1LS{!Giz<5O}8Z`Z)N-^QbL%SCxS} z?cGd7iObEGtB*TX?^9_B2l~hALk!3WCnzGKv0*71Ck_9(e5m@57*xb{oz0rCK-;x><@NzZZUozz60G zy_H_LvkGe@ehEVR(6q0cO1EOD^W$%T_;&-5rl<&|+Iq2p!#n3P{sGSAw=Zi+x7D0? z%C#su)ex0@RDZ}Kv;xZoShUr;U6nkt5l3>9K%D2D9hO{WEIKmejaU+?WCmbGRPR`k z{=*Y4X}q3KPfVk-jzL{T#P}5Jg+e8hQPBL%4G^H2XfwlQ7n)F@T9WsjBU1?wvvG!T z1(e_4Lv)#(BD3_8ox0yBZ{_`OKuhkg-xgO~bt6KKyoHsej6+oLOJvsv?LHSs-0baC z1r_PM99t0CvO6C!!yj?sQ?>?lvy@z21U`KrD!T?G8vYg+bbyk(%5vu*8s%{)^m+uB zpKt)N8ZbGykLV>V5rN6}dLiq!>ZUmg8>&W&=T$P4UuaCj##&ljS1SP>cN!VrC9ytD z1)v_O+^pi49Iy%rZY8mvrh=d!sa)aA_9iDNFc8QjPYOYz*vldDC=sPs#|yNh3wDnr zIUHk@52!ks#0jBtRd|jfWjy6Y-4X;P&ZTGFnTF}N>YYxljgtXL z&Q(`KTmvW@gsLHA*Pm*J2A#6Jdufs7%tj5o!;ddkR+Yp}7ev;gVX+s%cU(n52L)Z@%Jfp=7L0UCk9E+AlOl4=9MYx^-GVI6H8EDYtjAf@D%wCgL-l4vOf zE&<&F;sW~up9&BjV%7Kr_2!?}J znblF*b6d%j#AT`+0F>$~_1Q`ob)kE!zAviiqny;aF<#ACb5aTOnXXPmx#Q$3=$%AM z#^*nz*~3UYbu**4uWQ^UDMif#!l9j_d7TtzE;>`KE;TI*JKyQftLz|q$<#k0v^YDX zn_A3$WO3U&$K82u#^Z}lXY?@((~F9X7gB#6d4w*=JYHGdLR^chmA>~A3o|DsCG}#| zj}kRzqwgd>HXs}dB^4@m&QKV(QpDE^S5sq*lKZ(#GD=2Rpg{QnBNlSj>ODplbT%Ly z$Rmebi=RzTq*gT+bQ=&3_Ce_)|5)LRaNBtR7NM~MA4*ROuC9A>e2HSkfnB32feqU zkvN^p_i?CUbK2bDWz1uX-fO0yi1#AnGQY9*ZYZ==lJh(F&5!x2_GWkEnk%8V(-T(# z=@MrC%zm>YC?T`hV|-WO`lNGpS2aR3b1bvt=7xgj?hfmVpOGAyi|l?y!U}57CRSiH zYoZs+;B>|`$5eU58H*7BKp5Ii<8YJ7m3@X+msrHP_waWXS2*-O(eC zEfRI!<&z>>N<^wiI-9t0N&Pe)YRwN@D!cy?1ldNN83K8GA%C1FG!U5rcX(%qOi`mDl zM^cVD=~HuD=(HP0y~d`PDb!xws3*6wFqe*UKAM~buk?;cn3arW6pIxMxvV2Dj~Q}P zrW>2JQu}A(KE7AgrrS*s39Jfgc`AHbD9I}?d;(%}{ysR?} zPYqTiLzZ7u;~DZUM!5&j$YMmMbPLN22nQ0Qsp46XLpCuBb4q0wPVqu!2n!Tu$c$&# z;hk|nI7n+TM~~AV#obV7#SaNVfxS-Tj2_h=RoVID9S{yTRQZpz5*iK&heFNpuEVOK zV2YhnrOFszHYt&qL!Pjbpzb_9t6&vaougL3yCi%v@`ysla42N=zrH%rjcAfHcc$P> zg0Aj$#u^GFR#1LFlCI=l{Ojr z=uXTtRh%0ZQ07rH6*ImL5#p@{S58Ua%Pmcg6Gb%?rcz}lk6zuFH55*UB{)m;nfXPE z{*awTsQms$jARq4GyT?v2sw6N+2j{wy+-vY)_`y@F;Ju?&a8xRh?xId~evq-Zc>IZ}aZQ@cx zCZkpGs`3wIq7Im?$wbGr4TV#@R@fTS#MIK0kaWVz_rxU0mO%XybvqtOjDP&Q+e#TE zKBK4V=p1`x=C28;OVp34-S8Fn|XE5F4M5TGES2^0be(2Qa1fHT~H0~yS$LFj-01Q0lg8E}9BR09q$ z;55Jh!^z!nI3a@&0%ADw>V$ytNdX4V^v#jTiR}_n0`mE-7OqtiB>fo0C~&_8-5T4B z_fyAf3U$dTjHJT~dgM{$84wPXjF^UCL{~0d&~s%pEB-DC>k#hT-c49^E5N|fN@{)& z`BDexq)KC?Fw@(p7VJaP$K9M~nUxB%jp~}3bJ$rKZzQKY7XB7FQ*hq;~gB_-ZJyb@nH7dF-|l=oF5~ zPp$w1wTseY4S6PL5Yow`7ojUQW(r~DS|5s^+|`vWI44tugFaczYxkJ|QVXzO4G=uG}s+FY0*yD+ZWp zJH)A@xFe^ijB?A2<}6qNMqD|gE6s-H6Y3e+Y0fNY7`1e&V-hDmQC-werbT3Vl+b0z zuu!YQ)e_x2cASm!+-I{P~C>#ZyE&7?Ybp>? zF52mh1YgnCijF@cERcY{WpnjwHv_`KW;G;{Iq7*)*yq65ezzw&+oy_3;;od*FZm@( z9S{z7(z<36tquqWSduzmKsY?;eeq~k7WevopUI*^Wpyo1Xh1k{Q$jYH$$Ul}HkIAY zL}|7YaDW=om_l7=$b$YNtMZd%ra5zfN-c|)U<}g)z)X?Q-W5>+}MXmN0q3l ztgJFOQrexPnY=d+Ga~zqId~YJQA}ql+``cD%*5(4q>EITgrp41!JlnT9=bE461txy zV|6C{)ew;9=-MSXS(Qnhq!T+o>g)--Q0zt&GpApbjFg((qE$h(YV9KOPXgO#MT?r> zsoFVO#XfN-iTzF_vXx!2{F2GoWph3{X;x=u;uA}rm>jP|FfR(1*z+ONdnBRw;xJDy zHoBCQ-G1$8{p9BOU)?3aS%G+>=Biq>nXDM%=SM+a&UC5T#)?g4IZ7coP_azp^k`>I z*e`cTnxK)&M`a_Ou+f||vI#lXdlr+7O7%h6RRynk*k|7EooI-1OW3#P@?k?D2 z;aaUbYLk*owO1S7-OY9CRuyx@A)!%)-5elzfA$xNoLpg6FtgHxJT-n?az+U%+<%jC zrjEJ|g|kAltKd)m)t!FPLZsHkNTeFcP@O{r!lTk|q;*vF5~*`!%(pV3Alg}h`7X?M z)4A6eGTY=7l#Gp)nb!KB88de-{!BS)?wavaM_^IaU-?8VHFeE&Lg%xb%5;vop;3K^ z;@2W)A&>$pqnK+*kKF*ak4(ob>TLMQAtKGO*tjN!c$%};T!~L}*A1f4>lZ#Vp18>B zGk3=-bBE|G5+Z#;)#>6XK8MtI{alHNkw)ROprxGY%901W+(48WIc=5F{)hKsZE79LAv- z0D}+!U>Js?5ClLmh~roiZU7^tXU;ZSn32oy!bfU)2Q#vxLIP(Ih?I4vYzU6?A(;ry z&TLJp5+!CJF*JQuC`bue_R&Z)GIStQ4~)PjNtU3SUqq@We7V8wp9~0eW7koIQqL%b z6YlPD&9+%jkjnb0$Ct~$mm#UXr*d*M4R8O&BXHCG->gsM+gEl*bS_NtGKtzlU`(wa z)x$X@%(!^AxD`HR>79!_ZLN1+2N#weO894}{*R{#TyNNlsL!e*jZ9Es<49fW*Osae zLVp&kOYwCbvdA#U4$8N#+tvjVs~~YzuVjp%yxI94QObt;_ojx&J!+T^Uh0~0wgP^n zOI<_j#elF8_ZQDZsd{AR1#FBh?Nt(|D_$tiDW_KhuRIw-)(xRJ+jB8^vu<~?JAe`v zc1`@kPTEwP@@(C7x!9}3st5KU)Gc@>hZOJk!c$WFE2|#kH>~Il(zATJNM~s~#RvVf z^~!;rSLY#|U4_^ zP+>+1*B^iJJ^I(WTO*dFZOH->lGfn!D4)-PIZ8`_{T2)KLg`(a%e!W;uyp$$9#>Z*1r`l!JpTKia2i zd(pPLvD8dcW(}{^=R5f?dcnmF2EIoWe1!i`Yy50H=6B4JWijWCqu2U56~327Wi%OE zH2jR8>O7xhG(*t;`tTr(UoP~CabGadlGIG0^2m)AP^A#`z#qWIQ`YnVq{k#-(chy{ zpN$B_KyK+e8bX2?Def=A1C&l1$1VNKu{Mrr3LudhQBW@u@LhzB80}uOH>qi8?%D7b&8oVn)I{*Ehw{& z@YFppAwxo%u>~VwvtOHPsfj?A#Hb&)Tg?cGd*J;L!Dt4#5Tq;Qj@Pn;a~TnWS_e#R zM^D)MbJ#JQD3MovXy_rk2||pdEm&*Iyy7?-w>U-5%4xO>D&$6A3OyDuS1`OmCD4NY z?qS<@eYHg=Us+z87-YH+45Uq4v1)~GO1Shf|;-zs?J>pbUyM!L$X{8I2$wwh@ z*eu9L`K;rovOnOH)&ae!4vrAHQ6Pd%2JV>+0hL6ZKLYZIFqtYW{snDt{@1n-t1__t z9f#RKf?4Uqz*ISe3YtEGOk7?n!Q*VRJRUiwg-Z(~a*E9wt+rp|i%e>lw6;{3*OBeF ziL#kTDUs-mItS=okeM7l9|ojhz>oo(aMOUe18wD@x^@iOdI%na^bpv4Ltu9(+5>~4 zBxy|sg-ORy=A?^rkDlmfA61+o(7%e*@v^P(9VKD4fuFA_N2got@w4Hkv+6oP>jgM16 zD3;@z(PMJA;q>WVK^fVrh@4{iD_WfO<;pdjp0;sk*!JXrMy_=K+Q^==9UbnU2uO!9 z_?IQhs;$x~*|Z@cE!g4inoo!yXiuj0P(|)5s$m$zKU^bxx@Qt%tQjLyTM^zxCku(2hf?RnPU| z)b8*1`Ul642&0!n&-3HJXLqu@s+tKdv0vJ zwl?7^#9ixQ~6oe$ckc>WsCXITi7F!!xFNeQ!S=O%~ zKZ;4tM&5G%oD$XJEnAr3-M7Eoan(j z!v^GOBChyA;VgnnyIM+%#H4a0&kq7V%tsG;3!i3vWh^45;eoG5>C6w-{uc@Lt-&;? zT6e}WE-I{K=nKf!)e+9?jWxYAGL(oTH7P5{_~L+#XeFvdCp@Q(n|WrTPmwxh1d&o9 z3_nB5O5lR+a}RF>E$v`zb%;t-O~oZxr+FPv$}nF|ube_TSfhf|{zXTLW*7TlD(93g zpz@v`JA58ywuvnh&w^%#_XDTya(B*G5m{9%9mNt13eug@gaQ+ld$Yz}d^MDj=qS+SsEa)>sUuS~zQ@Qx2J3v z3wHf9Jk?noJ<|(Gk(7tVR!PQ(WV^lEd~F{acO(%lQpCxoFqWh%{P%eW-wY$Q0VUdt&#xHH<3+zwEJ{!;(r97|K={!QL2OW4nq$lI+MMI2EW$ z1_5Sl_1S%P)uG7=DGsh?M*`dyN$7@R`=ykNc(Em|A(`T&)JLG`ZVnr|1}93$kKI)_p$-?7`hVF6Ug5h%?SyR+OjlB zGHKqf%p?HVln>NI2-{DPNsF@C?wA8R<7TGd!NVHIfk)o_NtQ+|mrBlkXh84{6O%mXFV#$fzjETl(_s54RlTjvaf9vO-2Zd1ZxgCgU*B&(5dMY++ZkHcBeKsy{IJ|pw#v=`Zf?RQ zqWO0XSyRQg%3ynPYCUuBl}&JLnFO?p!S-2M{Z(+VeQVJYPMS&<&xEajEqauZBR;Ru zyMb)37W!bj3ykmLc=|N$+MKFK2;h-f>eF`(lbbDEFMKq(2ezwoJv(4KFQ8d`j?eA~ zw)^fH*hmK=DM<%wj3dB1re#?!~4Qyu;TJ3uCCM)F@rl)&a^|2q8RDS$la-D5oqb4xat(0G-^}zPi9#gBP`3EtKu=wTzhT!cD{A9rwxi5QoCSO9b3Z{tnMqSU&urL(?RH`Db<;;vyPA06)n zQkYdb?zo_L)z)W>m(Ou#DTOTW<5j&N@jm7qB?$y%6s`QA%maK(d!1YM;&9s$>xMu? zU`k_BasO{`M#jC5E{1VJC#g^H3gsnxq?>8JRhU zWOY&OzpS{IH`)rYPkscw29cfy=kDjSCi_6!WCdB9HhC>V>H&w6|{S)ySjk>g2eWB_Uyh@>IL z-tBC}p-`MjF#z`*N{2{qp`sGYSrHg{uG;o7nllnis~ymVZ8fROB&;0NQvy*kI0I{X z#C!*=<>o~C7#diOKIz~)4Gez26?!Z*TBTN7@9He1o*VjK-Hvw(sW=69oJ3LnDkx!ZBKj z>}`)((KCRE>TQ!QJi10~%OVf34}~pLJzpe_;7ts1HetMQLy}`#%5B!+4O&VOgQtQz zheFGL4$VapF)*I4j4nh~-*R+99K?nxUu+rTS|Xap+fFhIPVr9uv3!7W{^~m5{svE) zOG*mN+|#msi0%1xuVYXN0u{~^PLIGv24(fIZuu;Yht%To!Qo2|(iBsv|Ex)uL9z<9 zg>BM$@2Fj2*90DXL_nR`bZ03?ygcrXa|p4!FJ>8Ah6tm!gyDSzb0zF`XY!#ogX*QL zQ$?J_4_hU=Hqm}<$~3lFQ?Y$Nr$Q&RbsnKuJq`&_)N|GN;IC@bcwvU{dr<*hXfH^j zUz5%m)2Gay*CK!3+NUphoxCRr7Br81GP?W-`}DFi_F5%^12*s^t~1-_LLGh$`N!}Z z5OOV*-Gs_eC#T~!W^~a}D}PKr6tbgAGFEKSZW6J5su(rH;5d3GnZqn#ofBvhF-Cx5 zI7VgMaf5D2DIEY`fFn?r6d|A@E|mR7pm4eE<-tN;YwVDH==aZ~fjXY?+p!4=fGq_F zHIYfjqgtAD@D^c93YH{V6NWky$Y4BjAB~QeCzYib%V>UJztilso*t}?JGk+f!s~-xxAJf~lfktgiVZajPX^a5kh%BLRWa zc%))0BSMhW&%m5W2aWn9srWJQKW))Mk_lAmF=$Rwfkr=a$7s8xJs<_bx;)a$Gv?1Q z%;~sXl_9GcjEzBfwTiKed$zwRD>l^CwxxNJr#*)Jwr9^sE0L8+ZK!!!1gMV+tN1vL1>0g5{(T2D~u&mP9G%pmDSC516{5-2snw38%; zjL{ZJ8)wO4l|;)}HBrF`*&|u~xnX(9Mepl5(GLo?B*4ZYR8>T(6 zSu@v`?$(&jZ?&cNWMWgRe#-w1+i$;T%+7^C;@b{Liku&^vzjLOGMys?mt=*5U>Gn0n5{muVqhSX4_q zv}5*MAO(m!P8KheM?GlpB>KXLV;^GiLd@{7{gn1WEyxS8F^3u9njiN#><=_~!9@V3 zMU`*;Z}{cfwyb`Lv2@-x)Gsd>ry{VrX))jF^BL`K<3x9!F4Brnm=tL@)8N6zwAq3Lo1;Vq%rj(>j?JV7Ik|`s2TRwOLC3AcZ z^^+Xi%ErFPS8@l8Ss6l+m7Y+9sOe~{`*B4meaOQtga(Umz9r&#Bj+YQz2ANhU7fxv zCCiPz9&pSKf#Gzq$*NpufFFP&x=TV%gJw7DMasoYH4}?UOi^7?5Ej4&G9;qcArk>{ zie}p%ebv<>u(?3^`>O~r3$9ug>rP42Cf)+a*L3<_u|?`bkuE_|H6$uBlcts3LQn+v zlP=%}u%&*;$r9R9FbfG=&qbGqJgoplxn$CCx1{N?$!=tU8~o zDzU=<4ofdW6q$-s>N#3O?gOT%F$mvSoni>i8!_4qXR7AzXjYbD1B5h=OZ}3Uxt(Rr zhU~%1!k&VRLY@8<+&I2T%{ zql7q_Umt*~7*pVAB3ch~0$@08IFiPPS-Nx$d z4K#r1GCjK;&=OV%Hnk)GNNH)G#Ayw)zI8#omIPFk-T;&GDnuOr^#`$OE5Qk^s(K|u zQ#c(^w0igt2XWGg(ny6Vh|&Q|1Sb3S*dsF9QPU&l>ezgA!$d0Q6+9y2p`ehP_~BOD z)CYrVpH0HZG8#oHD$+&3yrtPIUTsJod6pTjps-B9+6*Om)Rc{2_zmQKAdwKuP?Tbr z(yzzh38X(U&QmM>FDRO1pIBJRn`EIDEkPVoNbr&?yX1qh92=mKSVi6-dk`c7lMXQ# z8{^m42d!x9SO&yw=3)iZVcrwuW)+&i0gO!mv`9M$<>+pH-o}kL_EmUefpkv?4U{MI zHsX1SCCg$*l8%Tcd*;ut#^pFbHZBf`k>~Rlvhc~3`XaLS#W7Y?7raH{kN=_rgJ|Eh z5m$p(4j42x04zH$a|i)P%?#ZCQb`K>WqO4p2jLbyVvZ0go0} zrsseJoGwW@5xt!%KmLUxaGjKBBgjsvXQLpDN<}{7ye%J z?)=agLG=gMd#RYNM-WwnRW{So&S&;d%Fj+AP(bx@-d=3@(m-Z5R*#lr*F(V44(Oj( z-d;C8>1;v846$APX5njy$*LD2-`c&jmAo|v!E6pAM*c^G5}krS-e(AYO4(qA8U`q7 zX@3tgeYLb?)O|~C#}x_{!O~rh<_bB0&EEUHfCI#hDs~Q8DDTGtbVWXf<`)r#4RntfIKY>8e(OnO4l18^eZ8E?R>(G*A zKH4cFOQ#Tm>#|B$5Kfs_^}^pJuq(QYcbukZk90Q%I?Ig}Lzlp$LFIm`LWo^l!Z^O4 zu=C49olFl}9N3PJaJ08T!8FY@=Bikz!MBVTX#3L0$k?G>S&v||rU*o7?N*wkKZ^&! zuFRGqY=I)06yMCBH`nWR=_RCntiA)7(S9uN3xIP<9?3p4Nggfm5YcK?BZyl>YGNp+ z0++Hkm>gm`jx+-im8W!Z^RwL-1Wsy_`a|Gzcg4TEa~0Tu1eQKp76p7cIiHmGV6?z9 zR7+&+MIer1(Ebt6%4Wx~^($0laJB|!n>xnn)eh+*UPp;i#$;EydSI4FtwMTKnlsl1=Yg(E?6wE#$SM}n#RrqHtrd}KCz*ngCdUUla%B9T33b1viHTHg zyChG`>5b?Or3mY0rw>8hjKS; ze=TI1SE7a}75dRanw=3YG$Y6|5;VtTO>CD`K@}#M&6nAedD7fCCTkMXNL z(3SynyFOafj}}n}(qno)EiS(&L6X=(gTVGyx)cE>-Fg-;?IzHkeVZ_A*;5QZUm=w# zwENgdzaf_Z3K)yw18m-oqSLz*Ln3wojI&qn?ImI;VEU6zT@?l^u#C_on9kjHf=;+6 z(;D#|0J;F&Ja*7RAtR+Ot<@;<*iYkvQI*#`CA%A6WDDbUd}qbqiC}o7_B}j^S`(XM zDJhCzBJLB_^fqOR&2kSvXHFbprxvJtOnJ#x$?TK3INqlFBbzo&xTscvF4Mq+$nH>S zz$fix4a(z@!|&@I#RgDvIuqH5Ue18TFU?3J6j;iwFXcYTpW;_g>Zyd`(DZU71nv_ar7Z1rqAPDqDT4yB`Xy z;LpI$d}8lI6dQ=|;BE(Ns80DiYUH~U&usb_n#L@|oPA&Vt!#FQL$sC%H}1OyK$ zraCMU8D!yCn0s+0EzggZ5B6nk0_n62>EP7YsO2-->^Br7K)IehF$T;!emOn~fmz_f6A{cF|SvG#o#vjVh8 z*N`V}3;Dou+Yco86YUZ$rewU}vBFdxF6)x%YkuplK495gqorC$xkhn35_FXJRD5eX z7-ph@HUolvWPrLNV%>QD@?69mU67BTEmeol+WYpWnWp>N1!6!zJzC96rtfW?bYSjH zygVM7r&kddVtrU7&Cdhfo3ksA{cJ(Dq8^yB5k&`o^x@Z)Z`#m5Q7kow$ZhW#bpykf zGIeRn@6~M!?0q94^Yr$jro;vU6p@6h(#8G%HaJ5En0r-YFYG;T=qlQg^lCKaNErnW`N2iq@kZ)rY3=x;Rh=x0H^^gjz-!a7xP)db$+W3AX zl}-CijflGvtJKt|1uA7(ii|qdCJrpG)3t6Y-9UOEbKK(QjRt-SM>0haW?k9xM8p`4 zNls=QXxFZ`b|>DEfo!k|aVxPPBWBsuB&pPy3BccCARQb+(Y8G)P+V*Y&JxKbp(TsE z=#*?`uqK31B!bNcG1n-qigZ?&=XU{*ear$=cyY}dJl4@aFBY)2)yAL%6H-2HAdxL= z7T~syzNOg1+$bp7w#-A4%kQ1i`kJsXlCPDbw}ODI11757B0*zZ8_FB>+IWgeGTn(u ziCcC!ln{bf;x?Nss9QaFS#~sDi;evUa!fK>@1e6`*>zV(fZb_*hy}gB4S7v5qdqD@ zXa;2OsZ42g@5+} zI>DF9FP053Lcrc5dI*-psLI$()>4aP!G2HuvrN~<*>O~C!-T^0hPlyn{|?KGKZFW= z#2AaOvgFB(%@ z+RHVQ+xX63H$9vOOk?X|mzod5RYAmRwdX-m-Q z4ovF>QOZo0iNuV$^=&oQY#bEjJpg2UlKUJ&7A=#w^5AikO7>;M7nFtsHfD&-p$zt% z$V!KPGy6E%-p<1x*)E=KdhGheo1U{L2^~ zuMmHpRlC2zceh{i+^{~(BfJEGwoCZBFN)gtKJ zbVOR!JwdjBabSZ`kW06TqKqr_>pK`(5~?Di;fNo%Gw2%P4BGpsb@t)(47*U|6~3-* zheB_IJ_fGwk+^Ys^%pNs;R^*c8!|*bkc?jbNtG+vitkNV0ynEp`$8EzL?KekkS6C# zEMY&?CAdBN6E9bMex%P@4N*I&;u?4FMiVD6Q7@ zWz0is+O+X|Y8jKR>SN-#W*|g;OdD9|O~2|VzROEuwuoPQ-cH%8@57eB_HO2%wT!qm zvreNaC5#CJ4nj$uj94g|?$fbekyF$l%HUmMADpKPrn^BrfkG$g<$pl5!b-WN0$=f( z*YiIoP5qNOcUbSkVdOPXT6c3w*JHi8?ha51{hLr|nva?_m>yDfDm@=*i&c7K|Ix(L zR5ECYU}%QRIV!VCo6G0cN*{Dr`iR+ZB?kDav{6_o)n-@V9SV4QH;I*cm%t8|m~*vG zj-e!!duvEX7g@_+`voKfR8#>9A(bN^a3@W*0epcAMEgeCclo8o9HHly+>&;At-esP zvhE8W0v!T60@9yNoRwpqws_)OgIAwh*H(@(q;>#Oy73ro)Us61#_l-5krC0I6nLtL z(?S`U<{VS#<)*(Cd4leU)T&1vfdK@Ry)mp@tir6Vi?W4kZPUa@s=u=`)mHN@H_?uM?a&hFxZ zE32*cnHixNiP@!5qa(Z1--~gLM?_Ym2hUI_v#}9rO-(JVB-t2e%$}i*pqCzj{J~D$ z0?d>}kLBUgP@odW(LHkHjlS%v7L@KFA(PhHPEqF1=u!?_ajvF)oRJ zLYyI4;;_XE8%06J-UWi|8Q- zeoCS=EXI)$6^4q04!aFCA|4jTQ~qK;6d~!NJU&&-Pt3e`EvA)&=0K;GMX@CdnajK$ zr0K9Qtr0zJ_{z9-0L&XZ7N(ek}1R# z@~t%WBdsP?A;zkm{bpijJUeqF%zonWmKh`dN94C=zlDy74-(qn(#L4WvF&VLz;?_j z`+Am(DarmL6DNj9{wnBOk*S-vBy5X9Rrd49%e0fcX=$c;klZiVx|0*S;Adl_5Q&XE zHypYsK7IEXIW#x>t)bXMQnwjvs*=S~tTk3+KXrtLNAk83S6WZ!? z(^FuME9RbvjXdKSP=L%>P%dO6Z-QtWSBW%+V16xqNUR2l) zpsyPbcv(%w8Of&_^}E#^nV2g`T}a{LQ(G#t+elyl0dLuu*o9e(RUB4(SHsqVnQ9?B zGdHsBsy?o=8L8o2?gwCdYsCE2#$T8^l;6uPe7-<(bZ4)Eg_=4ooTAgTrg4G*u~ATo z$s}B=p=eE^;?wU(iLxT2f}L>e=TekLN*q1JGr;;!*HJZfsTfjtbRnGq0?aAB&GRYZ zxP~z@R(_0EEAvWNMvc@>i$9AY;Mn$1afy<7|3P!T~7o z&>(97K4c;nQk~m(Q_&$Xa0o!9q;)yN5!}c%4^iS}aNQxda{~l`1O^TQP~boU3MD|H zhGHz0J%$8?p20+9FmQr_!Rn^KiJMULA;Ic^U|@z4pP>l`WatlLNbmuTu5>HjamH-o zrW@llYIK!5VdIR-dxvSFmMps&&&$C zEOIT0H3m2k6!ojNW%2})7yD@%}dfc!jGA){DAV=e-!k~8@VPO*!i?_F(2 z=acffA)qhD9_p~{PRrs~f9GySg5x_&(d&97+CNfaHW#r?!o&qQqhp*ANe%_w-CYTG zKC*3PrjduS{Cms7^Db=a_|p_fIexAe{pe$VIudgGYwUU!QdLuym#&FU^&Lx*hv-yr zKS`;nf+Kcl%*3^+pk>u_il#m(OUx9FCwJG2${E>lHvddrk;@@fzSG!E0oiy#+mB8K z7MFHmWS5>jY`UisGj;08VPvm)n5nKZqEb|@G$uu^m?6h66evLrFpz z?9dMxg3y2hZa@JB6ktFB24oFdCLA0Lcc6jc3KSqi4{XC&4u=B|0KkJB$id-NlHqVL zxS@cD3pILg921#NH7Eg zLqfulfeysL(8GZXAh38wa-}GQ1S2LFl{lm>znM1QT9b1YtohuPFwH=H)B5_TqBns7 z1Q;I_yWt#ZLc|J|vD-wcXKFwJL^owJ6jyIo83LMV*|1+^>%78l{p50|8Kxw98h1T3 zL!oTZ`|(_y>tktTrO}1CS90ZcE{t|YT^>cz%A_b%!Yi>`oR~q*n5zJWz#=yyI;tY# zJ*G&BFDur>XRm9mG`q1^?%J`&%F)mDnoUij_GA=Nz0u@KMB|$os?R$XOD|RLg{(Ga z^ia)JRGJf^f{^;q?0n>@oBLH4G16S@VkNlGrzM}vC8OU$CO6O<{hRJIjv6yrbN58X zp6GT#y(dP_m~H{wRgFiiPSG7@3M_qFXC!sYG<2tZc4SAaf~)uzt6}-XdbbRTt+$Pa zHodVQ`KCOQyFhx1jPnYFajx$Du#~hA{vE!Y~ZRFaXFwAcwN12Qi%}&}ZDp>XQ$C)2%bAL8ujHzTH{(uVq}%hAGi7w@U^}xC4YPcLa#!_9x!v0O`w0F&fubbBPBUgHh2^)-W9{!lf~V)5cQBLcF&pid+RNnSN8`_gg2%Tjj=mt zLQ$&Oa~&tET;6bAX@Z0!891?{Y8|jmkplt(cckb;QNjrlJ&s;65tI91xAIv`778tV z4LhK0lg>M7F|nzX(i}C|EX0Q>nltV9BeAmrcvTm_S$Xq4JO*93lEg0yLL?C}_SqR{ z0+x_iK72UtDkjfLaVm@pu8)aNyg~~$V931v6HF*pnBw|X%$tjZZ?=wKE3{l&VTljt zj&1#H@GIU9ycKRhtds=Fr&ooh(3p=iK#M|_>Yp8FT7X^=PfAk9hXZ^+hHQ8H2R`|0 zb4nq5RV@~44`6z35=VR_^!WQ**(Fm0O ziMW9P@cSEjlxpJcW57F`10k~$Dd9~0I<#@xjO5ex>O-~?9fUJ372eW~@q5mzVFeny zVEF1-D}c_TBbHh? z!gL2}FC~$Ah6wqvGr@Mn`A>rg46{-#RBoSX7yCq0emY}`|vWy+)IOCmQ}0g2Ok<^ zd<{T~((_}Vy-d<@%kZ2eM16j=6lFA;^3wQhpPyUWYKr&JX*%}#fi3WaCxW%KLwsIK}AfyAM?0sNgbL%V7TNrw!n7J)LfBD z!blZp5$I3Tv10q_Gl6=As(c$&^a+(zg|2oSX^XX$`?Rf}!N}nGJa5s~F&B(??sa1# z;j1yK&*qh(_dux%&FA5s%tCCDdT{<=J@SQxJCAv~^bY?HvoIu`?g1}wpV3mGE=388 z|3e2HWKwm)r+4;$L5aj_>ySVXP#ANf)zLo-wV20!T?(Cec`I#B2|t2bHwN;gBe(+6EYE$^Q~| z66PfMGvrZ6oCjq^utOXq1;X2!K&+?4SP`u-a40-wLf=jP>u@TA9}p6iiKsc|;w#!! zh{Xge8%UU~NTO++&^LZzv_*JjMmU5(KUod0KCP~O2Mu`Lq!gffM z(2+!sF~T1f!3sj4uMYpifzve=4#iXcPOd& zqS%515@wgOLrn0ejSEmob#Ch+NeDC{XN~Mgjc)r0Pu;rZaVYRdoiSfwRV0aHODETR z;egIAi>UGhQpE@yi||oz7Yaytg?jTeWY1(0MH1h5i)qVq%~3ESOYGRC+9Hz5kqvL1 z4S>W%ZJjttdN!HS_GbuTN|vM?B2o!gWwMo+MG|-)QiR0TLh?cc0!wQI5`>qOKppJc z*AU7_!$|TNFJ@qF2CMr2bX7MD;$&&*nl0J>0z?5h@Dj#OEO$4lJ42ST6 zv{{KbQsmNbKj3k^4kR5WJ`IJEm+~dA1@-c)&_3yNMsGC43nNpAO z4W^!9@oyABoUkMKZbQ9{`bkfFVO-erM~^`opyo9kd;JnqKE3Xl;C3G)b}Ud-!Wxv4 zd>Kc*={^PuFGH_=eT=jjlElE?Rf5uv3hZxNR`;;_0>vd*$z|OGrFa=t zg)(^#h*IpdafA$GWQEqdC~TZZBd9NJj1^pI zzkhF@sD4{sC>`iDx}2#!U&_h)joC~&R0TalpdsBf32NQTYWiA)7zg}#50S9UN_>~q z1g(T9II=yoG-ZW`TVchbW@62 z(^piyH~VaLX-+87JLT0vO@XwFBHZhBfjvyi77&k+#5FU3&3*@c=hZ({p2vl#Jiqh$ zOe~0i08vyO(GAHuX{Z3I0tAhUFH<_oMbRkWiAO>G=Y)LY2%3#&tRo=2tm2XxO>sE& z#u_9Ky&&g83SFI&sEP!V*Ma20+Rn*FQ6cJK1^|_H2PL&?WWF&isG`sS%LXh$1=-?| zYC9*4Yyfli3CV>FU{TvSbeM1YIBj&HBh6xy=B*-+HUkblGU7&d_OSVuLowP$dPi0^Q2r!c~${Fv;%? z2SmI=pYsH@1#6OpFp1q72uOI3a`Py}p25N6DIJj(cTk+()n}vu>fd5 zqESS-Oq>YM|5ob(A*;!w|nXO3)}D#?)&gfVR; ze|)TrtRN7r+&);Z6QAML9vWtX*aUIMn>uaU0yOO_D@a~ASyX?UV0>(5h<8~ac8S5W zWSi>7E~Y=2dzkg-@X)xfenRjIP!dctHNY$2j?bvC^mRSjzjLr`X^qZ6V#!HixNB2K z@oc%}_ss8l=+zbWWR=-Vb>cp%XIvj}uT5l|DzqP~oo)<+1Yfu}34c(w9rgmzX+rNf zo;mV}V)-~uEZLxnbXGueL#zqRFK^- zs1kWK&6$+dik&VJx;!fhF@nB^N^wJxHSLN@6#syISU$kvz7KLa3`OXE*Tk+iA7RT%ivo%~{I(PQn^X4~ z#^N{^VNMdEh7yMP}k>*At8`_{QQSUz$L(z*t*+ z`rz{W7ZAl9Wb#9@9?JQTKC(Pmi$n9XO!VT21;-WPbGtbQYGeI<(yRsZ2HO=_X}WT%y>Uv;cY!z?3#1JYLy?7PE%&D)&&}6AlWXTZh!Jfc_0cZ16Kve)xDZ){a;=t& zC8(NlfR8QWW&e2YyS~AZxS(|>!U(lZGphYsxwl9`k)p(H1}>JSOO08AridvrlShz} z$}WPb1?JGr4ZOjN1t76Zbr|?eswL6pm*OxMfa|%KNBCF>VJz@NyUDH>BJT5REd!8_ zhGCX>=)Ymb%pe_DDS;J+kbP!!O`H(DJs_>+Zt5U+`~*kYNlo)8Vy}}3HSfX6l@$y3 zIrt}1ya>dP%Am%>nEY~jD$OhI?j=1-t`PY?9u&G%(NjG8uxm+f_bJXZ2`kIsG|k@{ zdUDwmZ#QR#(0{@s(U6tmCc?ZW8c>NTY^NI<5ucrC0xy$$5O1PS)Vi5Ts8F}xWeEjZ zf<+kLMPfr)Rjur_;WPthj{wcg+R_aXF3VjOm&;e}8Zr+WCUlESB-^nh^2)&Bpbp9_ zg#+H=E%OR65*PT(?7;Cm2;@@+^kt$4b-kKYvgs~gg)V}0Bz@RwMM>pb2&n$rPYtqsZE1#vc zN%wG$b^uK?XN1QZjP2tH5N(Qp0Vpd~yxE_Sw(Q`SfJSGdp- zAcjRo@~x0w^{K!w+X+@UE$|usGDaBTJArP=^`=py{RC=utzk!?wRlW8KL8_{j+M@P ziX#YxN<_*kiM0wYxe85)sc_F!q%uLzY;;goaTGJ2x6Wue6;ZW&`h$k550(4pWp0`h z0*IQ<8Z`QIY6)Z{-I8s(v!n}s5?|)D06HHjTiZ;aSW@}$pjnxBDv@Ll+S#=Wpsu7y zn0X?va+-VC#F0u4+IiXx;Cm8^^uA7@&ZPMA$_(JsO`omrH#^M$R}T%MI1!T`hO2EL z;d%OLnE|SK(ON~)hl=PUWh?|4lk#dM@(qitaxYh@A*I}7SBEa>Vw z0^I%&3wQ)28j^v2offZ8rY-YyeF~arkZ{-wF&44smYaF*`b8K{`$uPYDR#u-nf(P7*~q6W6Od^DOxOUJ~qz zGi;&U;3wOery;l=&+&a_TKFICm*q20711#1&3AYUwHIrR!>}1&FXf(y9EI=Y&O9;k z_0#sgsWNA*=7Nu#wnq>dd`1c@kuKOki<`+_Om|~Osx4o!@483G`wW>X z!RGHA*T{UjF5vWUyBnr;;Zf=OI(~Y&8cve$=;!BsVi8|>WrL7qIBZltunk-lKub0r z20E}MS7NH8VZE#U{Jy>&Jd7;eKDXo>ZCxu!ZKJ3JPfcc01H+WBJy&aea%~}sgoP6R zsBsUpm&$`$(r!N&Xe3UL`6aR_RSoUOMo_-y36DV(i7yPzcN(!d?WlJ zSdmOAgUEOe9lfPj5KOfgD={D-2Ep@woIWizHAa7!73OqatFHB`_XLM*FHZ?UfHVQsI3UhRF zWnpa!iq=aE6~IIZs%pq-c|8=#$4QYFqS0|=(6kp>dN06MplZw*BUh{o0J%?ejiWBZ zeMHP5q^q0S4TWgt=qTL&JAk7ol#9?k(`m?2O{iA>2_5T{3*X8elzti?+kKqEgmj7FY1q`>SXq7iz`TM)i{1fW0mgA$s+S zgc!~)w`Q{S6Ar(QpW=n1wG|fZX->XL-lE7O>x&rGU$*=yTCm$-W=Cz3XMlx&OL8i# z!O2?#HKCq~D-1dK9s%ZN4(?ZAe&;z@v)bicx$f&?Bs~l4FIZpw?}9K}Z5l)#GI+-1 zUe061SCDz+2l1By-;|Uj+mkGK0lQDWf|1fI>se{5-dJtlVu0md&SMpg6T+0O#>=dR z{r>m;Q4Bf?b_2ZY2 zS>u@)pQLTQNtVRkf&={}o23XnR}-F&Hejm?57TzF-ne=Rd|sl^bBJy)!C|0Jq~dVz z0M9k}&bVGQXWc-gMWE*?l~kIppil7$0HmV-{5@CsKF`RY$2S}f470Ng1>aPjwc}&f z%N(VW5)(af2iltu0(Z7Dr$`y}vxLJ%Dt0I~fPklCL+n8i5SPS2ZPLXMs9TxF2U*5{ zKrO;f5?;TJ)=SFaB-71Yio)cS*v(pv%!i~lb9(|U=Ze3^oXbFL@#iAINLE^r$xd5g zzVXP^Y<_=PHMsvHl@*h$Tsm-$wz#ktJIUl#%!Z$srNt783ZWz?5`*QYIzfsTECOIc z{Hj7*1;A{#WLGK_g0yuv5EA2rvQyn2OmhPO&q5VEi;g{GDd`fDKD0BgPZ=SpU$ufg z!v=S)6Yqj(-rhpcqb3c}Tba&R1*Dc_yBtb*1``^7qyK!MDrit6(w|`2F%_&wM4(B> zrFq!QpkIMa&H_m^P2D$%)K5%F$)QeU4HBGSpU72l)UXet70CD65-J>wBW(g~rI=+2 z){qCOlH>#cW4#^NE;pAixj765c+%LbZ|gS5B|Q16NwrsSkun;64-F?Rc9l(Lt6o9i zWt!=0L<#=97Xz)|%r7kuK!M(d)!*d`f-+uskTCFtOKja`>IY#>@=`57lLQ`N`?*L+ zFbOUolgyq3>0t`CD;R<)0F!!kRVad6zom!bVx(qMxB_M!|0=w=pRJekb z$aLCzVzHTrkfkPPs-HG}d7+{NEnR49Po`3$j|GhaI?Wu}iJVI@sJRInN`LtA9x`ki zCYm?a*qE`aUEYMo8f^+%qRh$qtcfZSf0o_EfPNdR-~n^rr`hpYBx7ZB6zO}p@m7@V z`yZeenX1@YsDcOTeumxGh`Ydy?{nak`2CGa!X_EPKGEHeIU@`^h#W{G34Kf4ka_dH zIV%eZ+PM1-AwL)TLj@ID{2HO(#lH^$_xP|2{$A&z@Ui*f6_@S!9gz`5LxJ!UQSsBP z>m@^9u;I?|-5mFfw{j+}x9+x}W5NgIURbC(YKLL1*SB=D)pHo0YI?(g1@wS1uy2aUn+xqAqEWVv2S^>V2}SW;zmBqb!!yoZ8Q1cU2V0JV{*XCBqPaH6cyZ3r)! zoB)ya{!HD~O%SrlsahFZdXNhwT~Z6WTYeMr!2m*X#y&MSLHKaeSfvsJ-$8E_vouH) z4f6%G#`9Dtl+0%F8)d5Jk&Q`=z)hFJ^TgXWubF_I-|e{^YsJMc0W@B8zJ!QD3{CV#zB0g zbuQVyx?f95olJ#QvVHosl!VUVh*Ec~y(?)L$3l{L1%u{B za1H~gv9Opvp+)&AZ%@~f44CzJ5hfn;(>wMS$Mms#AyE*fGxAnFe(6hlsOx2Fym)Gl zY`ABoD>AgVHZ+G~VvDB5u4^YbBMd(KK362+zR)z)t0oB^{_HUZxFar==O@Ui5f4XE zi8NhVp2Rm0le)jcJSY}dgoNH;p;#!t1NYn{Kroi_`RV_$L=bD5K6HDIK)X=sx`;x2 zx$~1eZA&DcCL$FHY9jYM;M9?9%#eE?^jA?w4GC`b0s;=3NE@#;3K^=o>evc2mT#XSRIM$`j-&;hi6OFia5NR#$s;!XK^y(GT~gby2!~Jvp?g;D zDM!SLZKw8PND&j5z|qNX6jB5uOt|YpWlfMn$&vaWc49Dt?k7h*XjuA+rBo5U3G+r0 zznKW7n|49ww}+;#J#&ivjl#^*D6L+w2O61>U{tQp!)ef}}Z+bkVVjP9G*%6ZBfwVnWn7714`#&kGxf{wW(i}ePPz2nVh8bdN zuJq6q?Z_W!7gm;|m0+Dd6ejM4!{pF-cTv(FSXwEZiR&Gd{!rtSXKTq2E=;XINhw9T zHBG_4;SV>|jCtkdSVR zDm6DYo(-V{<;EW_2h2H}F{!Q{N4r9g>;xA4K=+Q&ppK#mjtPQ>%Sy9^k~#!KAbTsr;x4J+prQcU|;h~u@9{T9!9-w^QkPBo7Lw`iNLV} z!13qsgjrpgWGf*5)c*Iw4@LnOM!M#AH}DO!h%9c3mNeF{BVB!#vci(E&a?VG)da2w z@)EKKaxU8-Fy7{FXJ;-%@1_)vcxH&Z=gcARQ6$g`gSl zXPyY+ZubR0>Ys!FMC-1ht{v;6s4>U@=11*Ym1GybR4gF z&a0;Wb%EAXstF6$(vh}Ry&<8ntrGhQu3VQ5Ex)-RvfT{0aAEPAji(g`d)wA5LbeA# zwwFoy{7k>fLlj(lNgd7Jx%E&30%+Ty>05=FRf_J@0`wlhPUx>`CK@fMjG#)wey zb2u*5*6VXn-(R!){Z|L6ThE;Jjb6dE-CJ^q=r3BZ8>L0xIvna@_2V)(4FiXpMh6xH zxGfIM55PCKe`UWsXG$;;XOkHlL2EgNeCix{_Mm<|dilCuu z)$w)J@;$jmnD+&F&3tPRl>T`Wk}#_u_iuId?8Q$f-l1yJ%M5*6y=k%e;q~aXNnDRKa{u6B z_U0*!+&35wVca-Bdo?23($hYA@fLMfxV3Oz92+RM?;&brd+Hk6p8!>Nm_2n_&Gl6h zx}&$fuD|ZuFYM3@wUV_$<9;Iywn6Oonp+w4zFsxImLG84o*CldiQ-;$aNa!*35d?F zkCn0BGu7+Y+V`C@SYPmet!GCG*a<>jdOgrHBk0oNs5j%tUH7iub8vUEx2CXgcQ{yL zB>djt98d4ARxTqZIDe(j`m%uGW#h=)fNeiQuB zxxCE2=6c9oXDSYK3DIHt30izPbqlG~o=1XtGnPOJ{!T3E%Sv^k8Ll(|r zbeX1(gVrIXg^R19iRgx1(^TQ)lS<^&ijDxbf6wLhnB)h3e~}K(;Dyk4A(Hw{_c5Wa z2IBjfyzT}ozYh}pR}Pgllaa!Pug4`(qsq+EN(|R+*V>vVtq z?6cvR|E_I>%FvIozQ*tQFL->XQ}mV?>fNzFeA4x-Zp`Mw?iN$RjqS~WVXSC7=x81x zd|-qs5Bj{<81v2VhJS8w?^@gl#VTm3^IoVkWZ&vgpx=JI%&WS0S6`{`Zlj@a^#JGA zFtE-EwIXBh=w|0b2{y-Z$fnAC`16RwJrCtEF{-bkR4b;8-4V3pCf^dV^(Xa@eKVWk zL=;xJFl{wu;m54pw;h7*rP>#iCoj|&gW+MwD4q_jwXsG2r1h|9x&}DpUWg-rTN8Ays;1BJLbEJ_Xq9i>1WKIlVZ9- z{8DkAZApm}yMpCYrUXK=a_q<&RSH;~^g1ddMG8o(W%2ApiKOhaGlXvJ2N({gxOqMg zA7%|$61C=L(FzQkj2TlIp7Pm?v#~02qpb|juex%Wgw+wQGsQebiocdc#pU^4x)U%5 zg0Ns?#dGCTSLfIYGO7KU9}efFT9zGU^O5Y+s-Bq9-63I9_rk=>3%5qZto%Vg_;Sb< zqWY62Jy+}9@mRzu@@hN_>@`>B&;#$i_0U%_?$-D6??R@0%nl0n(50HmoMN`vj9w@k zb0*mYgGckMJc=qW`N$1nw$JJEaC7jq=5`%!xA_xxQk(7d)2f7RC0pZ@f3>66lPPOi zfaHWaSmpiN_k8!rq&a(XNmKSCoMqcaV!q=IW$`NzO7t0`{?WL?jcZ#p@ zp1@Qu8Jw*=9*Y!~t}km97qHGJdAWdt@ilFjKc_5myn2nP{0%>=rDb%X{ub{s0UQD4 z!&>L`3U`HbR;Am%`V{thJw0`IBKHLC7`kLxqfVBe-MuT@h;mc<8)AkcpVE}jzL-R5 z{corqPCrXCLd!5tO7~CZum}l&)0wc9yND8nKvJu#EIBGO-2*N|9j;=Q{7w~X!LPE^Ya0tRcQ*a`% zk$X`DN>MP(n8PH41gvV26h_6J0C|Bj=ikTbrg8%+lhwr!MG3spRQ7Ult47_RJfeEd zc|1*O<*2F}`EVv6cnmBcC8>Ie4S7yn{5TSaTrRc=17c#Y0SS)m@EG?|la zOaCfsHw^lOzvr1GhH!NyW_y;x$|vWlbfq~}z^W2l4aN>r(?=bhz5(;0b*MwSvGpno z9knPv37I)1n<%(0ZcU6uJ^6lCZD17oINFgny#u`t?%vgn!O&%ONaS&F6-3c;h6PKY z(zH|&U8@@2bfob!Y7Z+k1c5~2D9I6mv(8$HacBHpahnKI_hZZQ1pbK)RyA&6?inK@ zegdVjn+W<$42AtICG6N`Bi5XP)mY56%yC@A@55wqN%&$+vo&xYmy5iq29beMUscoK zdWx+)%m+#rG|Kn7-M2{hD?Ll z=(dU9pgYm~ht1!4Zp-LsgBsin85XL`vG&vdVDj*_a=5#24*A0tZh4f4m%_K?=U%Fn zG*jN43aH2HA7fRhGh8C5Sf-ORSP!nTa~ox@*@-LX%zHlPD`uBHZD-M2@ndwY5mH74 z&$a)XX-r!*yKCm8u$sWqB3`90?7UgVzHX_YMd74@i`aO&Uu3rN8B^USMdhTaa%d*Jtm9s@ zZ6)1HF4ef;^N8a8Bv0t)-OWdLCdVJF^>3NTv!hc74sFBwF{>RjKS6w~_in z=%T@yS8b*4d8?J(g@2I>$;`uyHE8D)XvS{?-uv&|9!R>6hz~Qr7 zlW`s-V2Ex0^*6t(kF!Nr?W47kwlU7FHr~Z{MJv~r^UTQE4HMs2hPT&%=^fidYyX|M zg(Quoo2gB)|i=Cl$cEaT=!lx|Kt+TMvM~CIqNv^ zdYH@;fwj18;Fe;xZnSPg*>{W$AZXQFzI|!bUNC^3JLo(c2W`t(pCB|OR=@5}Od!-0 z%&q@f6PhG&5xu^1r~7A2`1(P3|6#}T#|7{4)e>c+2Aki&uOr}Y2fS&8wYtHo()fi( z(__CA!l0{R!ywsv@Dw4_&Pz8cZlmEbcgdj*Y&ke!Z~N*8_?>K_Zu~w?52* zfGxv~G`F=dAz?GVi-s9k#g^u?2LW#Hm7E^MuK5y=lSJ>$#5V+`so% zh*mb5QlsyKJ>QEv^9pQmx`RYJH~d@hoGHG%xi@qF@tPjATCGFTtJ?BHeh%E+@(*#^ zoKWou#HZICLC|hC1xLnVU7E7Wnm80Z4q zcUyZf!~#?}NPI$EQE+rtOGp}4IMQJV7zA5aQ&UNnXrrm)IX!ZIFt!fS>ZvC{3bn(U@4B2Iba>Y?2B6@!`ese39P z3b}+zjK$Rh}066exYnt zQLa-q^KMBtOdI~E)+=L2LTdY7Vwv^$nK?cK2pqm_x zJ*b1v&LZtnO**Mp$t`ITBrdz0X)!8XMa~$5%22A+fT5r^A#bNvxKjRY6;(~We#Nfy z1?vfWf|D)0cQGQ6=33$-#hk@zA9LDjsw3xPeeDgCfNy;|jA_9onZoW%bPQ@q ztda^(n=itTMe>=YjO>6 zJCpNyBYuiTzZB)l2az#G^XF&8q&FoA^i~C}(VjX z&Ui$S%TV>JXO8N%CXR}eGFjnVt@3`5u@U`wQ|dFYMGbC_EOsU4v7|REeCuxpi<%0~ zi(&QzvX)87Bwj1)Rkr-s)(okX7;c&=ww%7oNjGvjgv1m-DJhe=zSF5@iOt#Z9vZie zr4;V)XNM*wN&A)?@gH;4Y2LH=5m;017mcP^UTHFuHtPN8Bk^C%owhH8*OIV_2r%h9 z)K|rHR7rL6_GSAA7%^AE!|;DcNM}mMJ&ZyvFU7FKpvP)DhBb<0c*OYwsITH+giFkS%qF9Rd`WnQjGw9Y>{zeKhT^M46Q7=k3z>$r z_`eq|pdeCh8Iv|Ne`A3`TGQj=pdeu2QW6rgD~qyc!iI_BBEg7)z>vblz(Uk0tZqp0z5So{jTPRIJ6G}dkL)7I z{sy?t;`0bC@%#GX>M|Zw&oI0l)IBSI{-8oRf)*Q5`0fu`)(5LtMsZ_KMMkN57hfcV z!Rt;Lv*U2HFRGUMBW=T=E7o?>L%#c%(4I6-NJ=#5DlJ#nm?D1iX)k+w>)X*KIOq_= zLU36OMUyHHi{6T=n`aLSalK2a)V{T)2Elks>2K6YH}0rGI-N{sG=n|&awzZcz65(< z1c4(-vwLJ&;P%Ys?=_TaI0lL(sSZBZQkW2|V{BrMOUI9ezn{O zj)>KjZ%rDibfUC-zssauQbA#moHgS0ET4uH0cjI-7iOyt$CzWzVJ(Y;Zn#5&Z1--a zP{}ErIN&xR@m^S6g6ceEOu ziha4-QH;GY`~^a!!Rc*6#7Ss@?mo1nBqEV&LPwscYrSkyd6JR8drc2NVz&m0nE*n_ zV?85yG_gp2>O&G&IE;V(5txlX0~G{>Ve@#=y?~u6hUrS~Hdv&N3f~jPL<+-P6CMfV z^4N4wwrnaL&+Lx0zU)SBcx?LemST+LL6;D%ek6uCWf{BF?vFQLd1)+zk4f?z{A?sD zoE$C`snVrz*Nvr13;2Bq9Hoi3gql(jji#(KQ@LHzz-wBD2zcu*sEDI8d!S1bkPX(OWxZHCKgBAHMfYrVfFC*XS~*Jq`~cH<8Jv{ z0Vk_J!_o=UPc8*Aj(Po$ZOe(P+~f1w`I4^GEpPIpm>o~Dq2WuplW5Z?Drw77l%TT? z6S$M~c)YYDnixm$jtHkxSUVFO7u@nKcE*aK^2?8TQNkV*voP8TWk7_MM``r)+lomi z7;W?Z5fnket6WoR{j5^+q9WfB^G|ele(v(_C{)H<_PRxQ?CAd5UrkGLCgeC`7c}Qi zJTdhBh*6H#RN=~m-r%jwU=~#8OyWBvaI&L~t76l(C0rfTpRoo5gOUECl|R5-P%LIH zPTuJPp0OP_?m+mtKEO7^ssClFVpJN8L->nKcxP64Z-13$`8i9{xT9&+*2Kf`tDoC* zN}e{x=LB2PRiaYm%H+hd=gH%-uUBwFetqQ2@%z}I?Edt6DYUT(VM@2EVZL-_0dC9` zPE@m5&KOH*^CBQ7Z-o%O2?6|G)LBj5_hYz15W>MvO07Hwiesy*qxQg<{Gyg3BMExw zxqa(f=A@4?;-KWms`97Ga|hCVXl&Jy%}=J-Mh!=Vm6|iXXD&FaqsV@@HE~T^;X3sj z+%wD?(a+&eoqCn5uDZhv+kcL#MdeKiy;iC2CBqSdM<;gIn zK51%NAmB8r2wlbSGRF=7bY9Fz?ugJp_%S1=8^&3D5vXg9!Sbd3efU8oOr7+-kgYtlpC)PISHgt_iW^s^ zK^oPF_5wxelJyi8+brSn^laL<@cgU}QeN{Q>>jpvyuIfvvu^&W8N;$fGvv`+t3-~E z&mJ~ZO6t1!9s|p8nPae1lTp#ueK3mVpN#FKdkUv{=!C|VPCk#ma^H`U$YV{S!gK=8 z*1oCITV1SSp^LakTXS80Tonm-rzyv1aYUU~s8G~X*1=|xD=XwGI{sf3v zD?cm4&?*_?AxDU|(1ZVaf*rw0HM_#EnZL3W12aA>QXU_#C|oY9qX^12mV;hPyf%@9 z4N>)6DjUu`Hq5emL6HuLYskJryA*^|YAj#5 zL&4&wu5wVCU$1juS$M4S!b-1qPr_%*UJ!!NCnPi022nVZq+S&ws3cyi~z@4Cs;>O1mIpPUlp z#x6g=c}2^6$KYf|aP*Z%p|RAy6BlYZJ$n^2sD@_U3(spBY1cbfpmqdeq#8F)?4nkvFrHCY}WoUzXy*?6yWH{3v2FTAKzua|{+vNXZdKWZn;jkWeX8(d^ zeYJo%ryKoi#~)8oPRAanGL;e?ZXQztKW$njH8e5_$b75N=j}V$Je8*Aa5J@!m+04rr}} zFy%VWCIl6)M%cnCOTe}dRacB|g)LV2H?XNWei68KCM(hX45As9{^D!-YT0F~L6}0g zQ5VE~OAEO)5V`(q%1#YtrNhW&8iQ9{UdaMvTVqE14ae9PRzGaEQj}a&!TEQ@K{BTE z*Tk6eG5jgQ22(HsQ(~q^rzQsp%irB&H)3UX-XfZiS100+_B7Id0=>xE_o@B%d7q{- zepDAa{P8rw4B&C```eY8I}7V z!isoDv(bL}x<_BL;lNel&S(}^!h6H%Vz>;!ckv5l4GYRxbh3;FDrNU^V+8@t$o1FZ-j9F8Qqz$EBnrHFrhc)c;-;5g8Ru-6Acl?f0xxrj@J!@@gE z#zP^dT&`y2E2AAa(ZU<|O0~+4O)7C=GzGn#@50j9u0ZFuXSNqkVo-<|>YwuwGaonO zAa2L?!bQ4?E#toxZkcU>N;>p{;EIK!h||Yuc_CdBphDcK%Ty$k54Zc~j0`IFI(%ys zESH$p+K|7b7n;?yD>O0;^B6-Bmlho??g#hGt&L(H>n8sRKD*4%rT4L_oJTUMz&$NT z)Sa408yf8TiM6L+YZV%7W^O7_w23k~LTJJQ>suIZ1-nVm8kmllX#xAJ5u*@`*U5BN zCPjU1o$X|k-~W&cWiF&hAi7G7oeHPd!Wt;>JFP2I+T8oj8(u1&U(WZD?c6oZ)fYFB3K zeFmwk>vO}Q`7w1qN{Zh4sQ5rm2Q7SBgvkP@5|{=VyOmGITI1hgfE(MmDHCkgaK(>PWS4(d|?K<)EbnqFMKY?}Qe{bF#=nLKOGwE7%j? zM)>*sqt7-cjhE-Dz4XdtmYvelC|T;a@sHR%42f${uTIxz`C+WtI%Hbc$xqL`9UDK@ zh8_phNjgcd@qj@1O=Flie_`S+Q5o_&uhNR^j~*R;DaBY$+0@&yZ4IDnw{}3e+?W;o`q_lyuyVI3a7V21!*^rZ71TiP2nr&HdCImQ}|) zXIa;#Fdnpi(LikX{K=^%UakT=hqs_7X0zGf!kAIqQ?i3cSzi^IIuWk$LNSQbPBSgx z4S(3&I5Aw)_~mx_yhUrz&3|lmc-I-+fpqBc-N3LhIje{X9wSE3<3$z9@$-dDtHqc4 z&Up%Vvdr}!`^E46&e7zl4MMUwF}Q;Gcw`(5GJg!J3XErQ`-=d8AkuuUZl%o5ZdK3>Fh;N5m8wbpxj_NZUV z{y@1U)_Il}CW!^^j@PQ=qvCkh}3ySGKwLTm4?^@t~4ExtK zpiE#N6((lC*}X0JVnYbkxHduF=0#88?|h6gLTAOlT>1VzfFi;x{6Q`nL6^YIt0ATS zh_r$z!|M>YITyma9Dc@z>+JS50>8Qk?M@O_0LuaRtmL~l)W`aPrGxOCxFDNIY{L=6 zNx@Oo5gV;&UHfff0y@GGiZnGE!Q5QgtHph0*;w0a*}wWKWf5s)!llP`3$4aP_^X!M zQHASjug#R*m_HQ_zFq;C>iU;LA4yw!m>30Qy<`Kk%abNis-+W2SQxsEIEWk}h&M~1 zbDbP-k8gyk89b%NK^(B6`Hp2~4M#!ihGpUcZ|VU`JGwa%roUhOK}3T5Q11p$kJ1t% z)`IB)?gJ$ly2sZ87DBJ+>)5inWI0q(H(#-c4lb#0TzPOx!wNI#Eum^zyi*Yb(sbXI z{>^wm>aschz=efo4W%AgrE&SdMhzR&*g+g)7ziKw9b40*H2FuV5;4-d(>$-n+Y zLlNE`^;MWkC-wIDf2z|Md%|AsR6cCr_!vtnj}%-Hf|yWH-u~j4geA&-P0=4W`{`uo zkPh=Y7D|QsRWFM{9`Cf&S*bMY6B-HZ)dZeLmz6#2OV2`v3mHymteP}FLrew)@))+J zgIW2de8E^r6Blu;w6p<2+c5M+j7ZNM6hXmZfi*e%Mi}O}g~g?e8e=DT0yi|C7r_me7(T9+A#LHjBnv_NVy+KW=2(ih z&XRIjcGU7MB6bR5U2=MY*M9x-zWrfO(AKXDnO_JmD^d(?ZDo!*;N_e3H|mMEeKDK2hf1^EBa<^V*|* zHls?|zmQ$9dUl#Pzny}m;tpHcGCHQ8XhL+~@vz`t@7KoY3;#)s62sUPb6kV=BR;np zu&x)4(p74hQD#YA*;mmiv~BZlO;nN6>&Da%Z`E=GkX5W7=GjMor}Y-9IngZWjAhuN zAL)lPhJKbQuvkM-D%skizjDURl?aX1@tYhjMvW)p;T=zb}= z$ci1YP_T8XT=(a%O0!~K{X4t6$P>g%}f!WM~=^qLi{s&@{Hd_lHj~)(|{W&HDx0#NNLKk#kT{?hxf0xA$6p@JbY# z3V3DET1e&7I4@0W>2T%2LsyTxjcK8~ECIvSavV4gA z18)#~ggF*Xo9*DMXK914g?Re;3hcx#j;V)u`fwF=v%+qxGJ5UTe}~YB^Wo7M`7 zxa4e9dMzJ{wnPZ2#^rDnJBv|Jh$4#VfZB+aI6-;SM*M6N)_T$Cg>VY>>QoVXUqG5A zj{-TlS*P&&fHce7(^y89>e*IxR`R`uxp^eot>&c@DLR$ppLE%I5eW8cj_?qcy8T}@ zEOQL+-*=zjCc);4!bS2QUI<5Ozt?vgTMgC;cy)a@9% zVrqTt@hwdssqvv11S_XymD@AKWGTT@N4zn0&X#0p2rS=6#8uxXHi~-9LOpneDX+I0 zXj#y|P=+@9;Y|2+PdO)H9cv>~qJvSVP^U3g_*llS5*iC4bhCQL@72Ewo7?$0k_x=C zC;jMj#P5>SlNO{TPH^32#WLWvCKSSfF5%7uzQbi2YDuq-ik_QS!>GZ_7jboW<6SIG z{7FjBP-^DR1V?qXx3oCyB^ZtB%BuJLUg(bwtcFUETavkycnMok%MO`C#M7>m*D7?)u zPD2tRo$|M0IYJ%>5;m!Ps&!YRd2B~6C*`>eh_iH7dg(m=u!K!tplo%3iBB&L9@o%* zrx*+4RM(A>seAyxmbEA0y6#djY5D!KBSSZo=#G=M-m$t-{Oh#j&r&ky$>27ZL6Oj} zM0xzMX_Y*XRP~M^c5(=5e18Zo_GwlMiQQ>zw&Z$xvCF2;F@)GMZoU)s{_m_@yn)3L z*_)TJA21s<5C+(KLk$suVtLsr>W&4T4}@4OwMwOE^@591z;?vot8#J6qGa#ve}gR5 zDPV$uH)&{7KGbFM2|hh#A+ z-i&qkJu_@_4ZHU(Z!3PELX4Q{9raCw`DjVG`d1*%+hugCk9#hOgTj%k&DI~4LTo8B zKjp{X9~wnDk*`0+Bq=pE4RgYBNQ)QH|XM`2bHUnhXz zey8uT%3$B|L2KSLf+`H=Q;?rdUCc%y@@$VhAp9b6X$$a%|q!={s&b&`*l@UQQQdX^EJ<_gF11}F9QJ-@3Fug^-ZRz1dNk;t* zT$5UwPFams_I=oA+cikVovT?$FuV#8)GMr};XL2Cl>TxPcIns}?Chh~rrNYqf{Kmh z*UqsVc|4_%Ud_e!7#_MVC8~Kd8t2;)(vd^<2|th1go!4dhAzaSHnOprO|i4eU}9w$ z*&wq@7TZ*~O(K;>vWRp%eQg$sS9bZ@q3PtKpzFQK^-!e+^3=Iht7V4BzOMSFxB zH~d$Fv>GRsR1w>p^|`s^0d^tW8B}L|9Kl4gKfsU#%?mEj$W58*YIbRH6hl^sTw*L$ z%91jnyusnE*Z>BLb|eZhX4=c-Qpqu~P7c*G-1W>qd`X3=FVF%qd(`Z(lF-7V{td-5 zR-8pTicoUKK_uWCO3fup(Le#s|9L7qGr=SpoOTvUhF^-#sDUEvrY~GQIU|?{);9!6L@u5NduYLG` z?F0z0a>&<`qt2S6mgeJzj+5Hnlgh!<@{!Zh@zaut)8fg~BH%oBS~7B4HgHO-)UK6}oyOhY-KwmULkcA%E=< zm%Z}g=+E&QgPKy%lQ2&iaK7*-pI)1PUj+qP<&WyZ_RZ=zXZ4PST+?(555=YMlu66gWEq&tBGbv(Qx%RZMl(`Q47LWdan* zTRg4&tdvHUuBRTcFH&Nv>;Pd|1umbJk|i z5oqMJlA;uk7_uNZc_?%-aWr&FD0ne(5ZWIsaB(nlxK%q6GFC82zZ3c5!>_RA36AB% zv}U22V~OpQOSl+Uq23k@@mkgW@JyKWYVj+x3sx0_zRWaLfIJ zy_g0B3#+4VqC^bbFc9Y*;xiA>reOz(jTU{zj|3F6OlKi^>WK=c7}D@8*JUK7+3TP@ zz#GE^Ii`8Z(e=t?mQX^rL9}*%+5YBZy(k~zQ;RlRtl@&_ix2q7JMk<#6l5~TkyqbE zCMNU5aF#qRWB+`;h!#(YI7MnTq#-v*a+KN&!~-_)v#cmga{TiY{n|<^_Y*pP~jI+Yo9vTc6GJ1$|lPzG`{6>zkRDD{ie0l#QZGO z8X_1a%xmj${oGl86`(9YdQ)dbz(xN_1)wjW(Ry45oU4yo0nq`Cu9NCc;8$G@(7C4l zr2MD@&?e9sxYt~F+&ptu0JO@F+6xYQ+6oW5XIg>F$zI)RQMpcBwaM?KS^*d_tZ?{H z$YK(%l1pfuP{<<^P!ee4Y)GA-$#4!~x}#k#k z*nlRxgwT1f|bx0OPc1RkQKvvu(^!Z0hNmkHyYLfKC zWJ&BJBYczyj>N;!(QGX_=YT)jpK&{TbS+~3E<(+#jHht)##vM7nCy|Wgoiz{2Aw?U zPbBi(pc;-xQ!@vOZKI3?rf<OV;;|Hc6G zJWskCXf-dW%%kLros;UR@}wTcM)8lNd$`tl8M469+J0?SPJ{?>o?l`2zBX{re~q9a zw>1Mi%eLY1&=;e;C~OeqYKC1%zEh~L#z%%zq{Kb)Vi_4fSvcg1kR2?*tc-K6Sdhh{ zvurf?DDWmo8iS=9zRr~OEGOqS`efI8HBLm$p5~387T3oYIN%Xtf&sf6wa&!04{W50 z%CUn{(G%5=Mob=N4{fETEH?%=rT?q*oIE2E$x0xRAE{VICD0*?}As^car zqzzR`B=wZNE90k+ase~r`&Via>U?dc{xeeaw>n%~k#Xi-E%slKWb_T#G zP7yv}Q2t>L&>fhDx+*fVk=G7~0~KCaMVf?! z#5p%i)xnU2#3;m(hJnsDB>=b$81<`7o;k_uTuewUcQtjAr(q-pfC6{`RF!>S0oQ?} zb0Ho`HNZm_E=s@?S#{o#?evMbi3(LmL%<4vQCwRgc3j?E3jjK@lL3J1n2!ex+WV*h z_#_lK0A7Hb+GgT{63p#$aSEFJUh0$czx_u{DJg<625i2j23 z>8i9f&$3tmJ4xc)#P{ro3~NeSLI5FP#N1iI(O&~N6tx9-MHtw4r~rGwT)?D2Pjw>^ zz^VTQXfCewsKXZI&&syG=V#Qu|@#1I^LGRkc^F102%-=ZLL|u)s%sq8Nh21>)8+Z<`Jq3#9302 zGd$g@`&;6~L6)Y87(giCAaDi)1A;4Mpc39!01%!yTg@#YsOfGt5}05Dgc|SxXaK>Q zJOnHO;M1$zIYs&1OQI=hsIqoC7}%I8sj0&I^0W6kMb%{iBq3cn=^L#;1MnK~U0Q`3 zK$~3Z4A=np2YiXlwB{0|Bcs9t@aH%CQczQxMY*dv8UaH{0CWG*3WOivoPnKJT6kbR zMaNv?e=?P2ORIDPlnUqwu;Ue>9}s8k7NRq@m#L~RG(b*4uH|9DCnExAQ&3St-`^IX z!>b}5&?Z0)pfS@(H^3YKj!#yUgoK7Mq0kYq1n82HgGIqYTS7+>_yZ=aCr?OO%C8;- z+yMajH>3dP$ibq<@koGpJu4}I24EC$h-t_HkCbfm0H$?)t<$;11on@wuR^fCY%%EYeL%U%BD938*x{ydpBJz+8Zo0IvX7!2qpK9}RD%0Z|5;fJ%XU z1TKLP*9?X^_^JaD1e}-C;Qg9xHoD6#L=Qx-q$3arolB4w02xR@pke@d2@H}_<^l=? zpc*hRKzP6tU<}X^c>Z770M!ksI+k%>|G~9O3k>PZwoUP8;pJ!orUlBKnX>`_6A(Qx z%U6&&zygqYfFU5)0sjG8fch)@Lx{+}lywII2>{RuWEGI0K!|}d5T9=k#0VG#=(KJm z0uU3B|0JQ^xf0q6@)iJf$%}O^`QbnbZJCMz&Y88Iz(j!Gocy#vQB~9iCI^aCVVl2a zxE_#nIrUzEF+jK>Ddztp3m5`8102A!@-Xsh49WdW1L}E|eJ@22>~-L{x}4nq-1Sl<4%lphFlVYxRUt$rlF>(zXq2iP;}AqU>?_wsOo%>Q(5Q%KkeGQX#2h1{{-4%eV+4+k0OB0LZBu&3r7;f9?8Hqmq63nl;vM$RwRCUUN&U_?A4$R>_}?8euyoD~8iE*1LELAwl%)sfv!0=xF%%S|96&U+5+-YuYoO zG~NTo8ET;@BU?t^GPyYV{kD-~kA4<{NEvdOU@AM-alY+ zIWAKk@dSe5r82uthR3BHs6l2G?ODi6aFCz<-ap~Iu!_E6qO@|K zyA)^JB|69$!vI-*kDQEvOF^$AH-%}@tx!Q)M?PrdZm#TmQtiy?;^_$z4|8-aqgE{T zQ{{k!3T)?sUr00z#PPKSgPp$!JmhuTVT-QvSBvjZ?yH^|>mkZA?x4$OevDxW$Dv|s&V6&dy!A8zW!v0|3u0=@ zAZAWk+Vt_$FOKuqUy<(OZ0fRBF~j zO2DpcC?o88vU5w3S4qM>NarThM&qFI_S54|@7cr`_#z>-vzY6JA4qb-39tSg(}kO? zQ@|5jrX$b4NhNQo#;F94j{3R8bhwINQW;W`#tX`Gw~Vjj*mc`i5| zS_K?G-hq`_vF}|Y8%RenDIf`ODkIBxo>FKVm$r0r{pF?}&H6VR> z_|}mNb@-JM23_Vh>81JE=3ID`M+i9$gPg|67N+l;1BvjI`a<3ub@b_s>4ecux5=8} zaFeW|34c9zwWopMqG#$YaynaWzeg|MxE*R3rlX7tB!5a#{DKMi`vT_%gLP_Odq2^& zJ-F+_0;!0B$qfr(+Mn$nv9S88Vgq1!!fQE6gJzVwEGPn+&8DdEzMbl0W3L6A;qkdjj1(jAhDh&0kANJzsar9?nbN>D&VKy3Nu{r>Oo z%6m9xV|I4WooAkzU4$LoDQEQiL^;vCdsTCKs3JLYl_u}McX{~ni>p|INWZ*zQsXRC z9O~-xWNCb-N`FF+*`Hm2d-emOf*w7d+beM?^Qe`Ex(Lx;dM#Hqlk-F4V@_E{B1~I~ zrrGHoiGQLpeH#cuxgYf$fff1a7L3p9eGXbFx3GTA*HQjbdYe~G=`m0=9;mDmMPe;T zDTQ@dh=G2Vl!3X^soL4V*H?@q@dyLQ@e*vXL!3X@l_2;B5CuMLcWctQ`FQ~k0^|U* z4K@p4=^)@Wut{J~z;uBDE9;B|1P|s4K%kPQ2$&bZ<$$sPD1yNSd<&Jq3If!)<))E1 z@PtQ@uVAesWwcV;!3;XR-(CRN7Jdp#i5hui`OYZR}lwyqhSH6<{Br z2k0BnEeuv#T@mcKkc0?a1O5Y$1xB0|FaQ82fS!O8x?W{KcYwt){`-f40lgL02lI;{ zaw`0xRavAUG!NDl>^InK7(Tc}M%GZ!-b))Q0z8CvKxTjh|J4QL3+M<&1+u&N>w{(i zmH>1d*#Hc|Ex-$M0O(4as8%pghimvRXTA|IIEV<|4dBr`r3vcRP#-Km=pBF;bOo3K z!~|h6Kpm|UFfo98;64U;Bp?)M5@rA@05}4$AtWXw_Mg%K+kj3$bWk&B?{1PUC`bXy|zhCIK`Bzy)9m_(6a_0BeCl z0DXWT1k!Z_AcAqiq=0zfoB)^ya0WU8^ac|PUBb#3*X8`4Tb>&0DuQms&63&iwqPF0|Vd(I)#@8a77k3BIb} z5kPX#Ev#u}t;r9Spb2ORrW_grC4<1AZNTpEP17=-1jXT6Mj7BVxKuzUg%weo->};Go+`K~k;965ka>Vjti zs#mizfHxW1hm{E{5c-033j#cD4Ns7)-4%@I)TCicz~yt5F{45_A(*L1G?0j7J5?t| za_X2EjCe;CHi}>zR1soOgMvkMkewifA_j**JBBS)wz5c7o0DY?C5ZW$SQ7WpaJ5f2 zMCWKJl+TI%t!_h(waH=KSt#CGlX++p(I7(pH@3r0_sQ<`_`bc<_lT_8_1)N!pXg9u zVsj*YQU-<_&-{!u0|%uhD@jR&{x1AYqT@v=jYh!$;i~wJ?E6i;@Az0}X58ikm}k>3 zH*br%=H4%GalxzpsGW_>^VoXK*+P`8-Gv+1aFfJJ`PuQx!)vaDLWL9wA1U4v5boeM zQBrt*GBkYXg5o0ST_^7(XZZJmuMG3!@K?mhQ_`ddFScaWLsPp%$%AYTJ~bYB^2gKZ z3*LDnb-yDm!E!1RTZ%=4hQ!WLEbvcYFRi(NvN0Z4d?hXWIB%trlw#c=!Jj{6wkiA? z|5BcdKh`4nbV{T4iXhp_zExtv2lp8syDm??%BW0JlM`w9*frPPsj+L79^0<>@0Nd~ zUKbuxO!Q?T%UqkMQ!jqy?8$o(p)l%=D{9pm9eFTiK5dbAF7;&KHY46w0Yw*+5jx_R zS0tE)FYed0Ax!y`hEh3{sJ8HZ(Hv5)paWC}gfafTGMd)No!;M76G> zc~)u!wwPVA?Fw^_oxAbdTe9>_<|YllhTz004x+8<=}n&Ao^dn*y(n~<;K}qx9bv&@#oR8JdFdUsLG&JXhsf3lIUxq$1Ar!aE86~8tcE>!v2`m zK2Go2G)>n^+njHKXO@;f%Sreit){VC&~E*v1CyOq?=p++5&qIYI>*WpF0^qM`R>fM z>YFNfJ_&191>6=)4qDAZs?!L0mX;Cf`>&`1Qpn4HsRcf8*j~}8Ue4`Djra7&DNQk) zqP=ErZ%lMczkOzFjrKuRvn}jiIAoKttm2-4b4pNpbo%0lGpaOO(jTkECdzX` zW$f&KX{hpOJpB*Ja;gw zc>3{Xg^@G0t?cai{n)Fz0=%`Fa7!_|knk?rBcf}=v z7paS$LwT9*B{*hRm2KS=>ZTMWN>(6i>(q#1-yE+e5iO5BSXDh_XkB6MtJQcU$QDQU z@?{3 zrGLw{8*NegeDP?q8jX`E64nH6?u(7y85i}A{qQu)OWSpU_UKPB%c?@l5eBTTjrUy` z6}lbm&0EhHHp)yDj8DyHl)S3PWW2LulT+J>UphSuZH(Qt#JFi^w92(F`|!y8(Hjlf zw0BdREexK7_kPN~OgF$J&agLdX?#l6FM9iM?^ud_Evi9h@Z^set1JHf6ax>hcTD;E zg)OSTuv(|jtDK{0`Ehbet?)j4ct@)ur}~e@?xB{^$}T>#yVFiJz>1d9z%_yii8mBm zoAj)zEbj%y(CXwEUHd6bN?(JY5;?OghDol;bKJBDywW3-%?}nUJUV@Cnm^wttFw#O zU2Baril%OUpRm~S{#wUl`)w<$VZGuL8!khP*YHhbn@biKHQgOAK|8MfgioWrUAjby zU!Le=VjuS)_Z`rs?)XEkYX+wj#Xkv!f7N6y%0$pNv$P~oxuRmM8Pf*Mb+}romD5J% zHaCylMr$pWUJpyzH~uY^97OC=epNp<^!zm0-LKk|B)`59y|=%Xxkf(t8~573DApvJLArOg89Xdz-{=)j z+p4O*NW3BU`;@KG@huy9&6U!P^LX@fJjYU=&|XoHA8qJlgi(jCdakQm#l#xK5}IPX zV2jr59$g~eJu{a80_RWh72gqZt+x$SEdaA&#~sFE2Tz7+a^8@g>_So!d3>zRr} zcIjZgO~r=hEWe!gq>d*Ze`5BS^dFur|vs=Djsga0`O z1J63BFgV&2NR<55*(6p;)b1BW{wkhVp7SzJSBWj=_cvWPSRE1d=y+ zPk~0#fbh=h-21q`w6(|6ws!>t+Av;_+0VRQs}=ts7>AC1_#okVlS4BO;zQG&?ADFk zEBuiCj310kxZSI=UvyFn8Pj8)lxk7(6Zq->MM)s%sk|hS)prCN>E|bsjz;K(-)m;m z9t2dCplQ5KI|zzT&4@fl8cOT6>Kt@1d(1}*VO4qBPI<^#bcQ^yS~dX0XZLD&dZ zQkS7a+VGD)muKYU3h(P1s|{2`{l}#r=r5;*1obT*JfV$~-({KBD~ERM$VlT?&I2r{ zv%5aMFT5{*?r&9Ae(a%Peu8u8!rg(o^_?;>r&V11vPU5OXpi_P38(nY8mi=)J%J{b zl@~d)O*q5W3pG?PzpU(^Ym1tepMCe@qwKmmc(rsFl&&*Hd1RNYKPBopZJeMs#f~Rc zLJwEGts`dD3l*DioNHUYoEZENn5x^IX^*^Imo&dIUz2%KDqyX-*7RlFa2`L4U9npK zldmo1$NBm}3QWw`Pu^ZI-;QDLkGoHrd%SMt`dNPow~|r~Bi83#RirjOmFr8FG(2MU zvJSqOS>f0_)w`Wyc{U?xHFMQuIyU94B8w~HCmWfAOY=(CNo6x;W{6b_F)(AZVlimR zja^fa1#r`B04fzyPmk)55F zB|ahk+W0>g1dv~8ip00Yd1{b!C(ZrrKkOMUs+ng9Zg}O6>u%&rF%yy3%Wd(^suMd^ zC|?q4N0(j}@m^$_v67*dJ)e1exh^;SaFc3womYi@bj>4JK{up%<}p(xdAfo(qi--h z=S_@Y)yvH3IPu(NaBEOW+1TB8aj<%=cbv9=P7co81sT0_lJy0)G{n z1_6Om05S{809yg^%=muDI04TX+-8s%JXR>2M-{wu@RWf#gysZ0$lO9J``Xbj+Xz$13gxC?Xw z4A(x^50nHqK`}`~PxIfjLonGq&^fxZ5PFB;pq-~S5CK57fNTS+4}i&eu>i`mZl6kp z1Oo_1!&8_lpy_}V19uyA;||;n(p(qZaseJee$cGCl>smmj`0DYGVs@-a}aPi9>@(~ zL?WAV{Y&Cq(?Y;|hfppI7FbD`H3S<1o`U-B)?~m)A@&L+3B*`ItsrPr^MioL32y13 zz+M@8+=9rljE0h+#0_8v*f}^LiV6%DFh9^j;y@LwJ7`=+Q&~t-1lT1Y5pu_(qK z$!U+QDv0cS5qd-DI4VXEY*YvT6?_VSi zl!ex$!^;6}0iOo%7>oeY1VE8&kaq#u7eMEQ*Y`B+G(*k+WD5Yz2XSa92NMD_2Q?vr z4ioiX09qFbFB(vLFxl{d*Axh(uw>if%`QmCfDWJ-{|!MX39}086JAAFkT9h%_b_f? z6@jn=k_xCQAgrKYP%o$oi0pC683VkWeY>ooy1buBb zu0E4~oj0*`Qsvp}9MQ+3s`fa(!?c9*OPE2V_lP=O3_otvj><_N(Dt~KCD!E9?|C_$ zw%VIaW;lK&-Y3OC(DO3xD-LY3PQR0^A9}$lvx8b_*U8Qh`PzmG7Wi!7F@@`@-XV8iQ7>u2cp&WHxINqdmj4?y8P> z3={!sL~IR`#C!r@b9PDZ*$t67sw`h2_Z3Pw<(z2*>5b}c@{)Co@!2sST*vkrY6@`N zXwl~#!7IkIy$a&$G&$|No|VYTdOFBeBBZHGv5Yx!%(*;syN${9swr&KBzgp# z?_OOdU|fZIn#@NF-q5RgkzVm$>_Ak$Db!{3N^~hou!KBH=r@7&lud-zlT(GY$OW|z zjghshseBB-rW;q!#_f<_Sf>&FF7X{Iua($w4a%rq*U^{jOIA}7IzmDMWZET zQ=^=!SnWR&>Dt+18M@I+C0%pPdKtl+gx#+y8B}uIqftg2)miV=RM+zOrChTTQs0e#=E*)o456WcSebf1c(d;bLE ziIPvO;Px$l9Miv|)nCufW$aqr2g;6w)A<>`|3aLrOY_EOHXBv?C77Vq4E!GbG%iYs z%gcUS5UJ;kVJ2_gh8}3Oz*!UR=6!mly#AK?i}&{cA$3b*4fif#A!m`xuG&FTe%H_Y zs!KGOoM<`}`SeSs=jz)>3RI8K+8X#=Z6A>=L4^zBBsOBNOP+pqvHHkTJ<LM3P1P{dks{xjV72_B-~EcBG6`O?DhHFw8#UMs5iY5~U+UFZbv^ zQ#rM_jOQ=3hA$I)`VNb3M zFJ>~1|F~_w{$qRP>lm)OXzHv9R{31Lz`ELAP%TdmKN3rXIA}ymv7#-mtq^~MG)FxIS7Nm3XN+h96 zHX9)>u5$Y#;E!K6SAMhy={o_eNz+$EI4S(@sl&_?tM=8@ti8p7R_t&1E^d*hb&9qQ zG^N}9%-;?aBL9fZ9sP3!sgtBa@*aHYPfxQ z6l~iHweK4g)Fu}luDO;K-%@{65Yb66Zh#sZ-m#lr<7#riUs9He{~%vbIF%dcLlq$2 zOU3+5I4?i@ zm{r`-s7k%{wWvzrLXPr?0FVCuwDaJnNbP#W99E6W0h!8eFLaf8(`?1o}T^RYO0&9V{>A|NNvXSnhwAU(4!?i}?rj4PdhcU}1 zw#0EHFQ!}{xcsn9h`XG`p%KKmV7dfD2WAZHDp*&rv0!Pz-b$*-rHvP?wu2#r+&%yq z07St0L3$a4G{Jg5d=D_S5l{hy9RZK>i~JYa(N#6}v4c?D!*?%~jkUn~Lt?0eima}) zxno=aAO!$z(8j}ekn;)60rCKtyFcw_f-1CMwV{}I$Ttf?RU(rAvf@C051Ka{!17R3|l7Len1_LGF12H*((_ps2 zptrfD-vyIzcE<@?g%BdZl-pV1Pqw6d`J}UgXB-QbOk~4sUTDc)WrxAA@W0uRHLAjz@b#d zU?aiA5+xWz;IZeNv2+L7a|h6i=l@W_OLi{i9<$F*5J%OBh+Wi|MQm;cr2b3m{MGlv zzW;aDTGdUN>%Y1`%^ODu3ZK%r3OA%9&b8l){#y(qR1?o&8$%(cZPnS-G*y;r=wb=Q zl09i18O~P(91Hr%p0P1vm}+K+RHkj~OlZ0D#CM_6bD%IdMIc7jFjk9=e9T9ky-C-LLcBIpT8q@6!?2e!wGObOiFc*Ij#tQ6 zDG*dDP!f4d^6=xHI%f1a)y;9%Abek98|gE74zw!&XQd)zkJ7E4Q8(E^N16SU0rRMO zowxGeG@ph1!tA-?+DCB7n*MFQZxzv!{Eg8dnUs-XX|!Y8<+-uG^-k~KU8$wlB>h5J zg%Ner;SWgvDyJK`eWF}rejr5kLtLMBmVdMrCAmW&I;W(`#YkJiwbFOD5rY>F$Z;qO92&oo7bu9I$)4dt` z!9e}9Z2ZsFReDd!F^WVm-7u=Y8?9V%auwJ8q=hcq1I73RnK|L%LgJgF(SARdmviJ8u;E2C5Fbb}k*`6g~@m`}|2c z3*x$o=M7VSpP!o)>gXM>p;;T^)Nb#1A39UbuVYkBxx$v^4=KoM(*>@snNqNYu+frK zT`zOVFfgn!`g&FW`q`S#^BqRD?kO@Z1G}$(lvHC?jU%XU^*Z_gQNBK7JY+mIImz~5 z5`mJTWt=jI@u73JMCM6^Sgck386ZGVC=7UZu3gD5cyzovs5gE({Nv}VZA|#XMc&(^ zZ*cLtt}8#NZhC<#F(=UZ%YWt2V5a%i?oM4w_UOMSX=%iu(}08XpDFSczFz;XUUt}? zsPD9Wr)ozXNSpHaac{>ow^7Jlz)$^Bw%IveHSCHxa?h@}eEBvuHk3VWWpiF4uNE@s zHvU`*cJtAyPPw!B$9&-Q7@lkD80Fr+_!Hgr_V3jwSAk5$q~`P8n&Q;d!!VNOPC2xr zT>a21B$p&=C_0(4{SuA=Uc0 zDSf}Lr5ZdDj;CQu36BXd9?w4b%?Y^(;*FSVG-8dVDV?eYx8)ImC^(=)G+;zdk0- z&YyR^$yvf6?tU7kz{hvz4FL&;z59{h^3Q(9=P(+3Vl(d?QX{;H^G7^!)WwR-EX8%w zKdD3MiW{X0sDHaDM;o$4xt9%=)p#V6xE|t~N_<2gTW6OHi+FIy==5A93--Jx?W%tr zAVEz-m6N+l?0(eq?`p|2tWokCzr2#nKZj?}es5-*Zd;SyH_49dKfYo$e#9sA_0K-( zS5C4w{>4*VYHYzDTOBTq^H|7|uA<*RUg0u7V=G;Dx)t@@d3r)r1{-&O#8!Bqa20h~ zyC}g!EviFgT1(=BMI;jc6p@T1peW~{FPuOfh%D_*-@SMAT(PvfjoY7F==KdhIOQQo!ixY+Zri3^kH_uUs0{IfwH-ZddnoLaD5eJijZs zMFy>Y`VL=4iq4OrgVC|&W=n}a?G1eUuy*DP<0TT}^6H+9N}{AUev0`&Nq<+5d0bQ2wG^+vDUO4L6bprDfma_$hk zkhXT}I2u$*wf^}j`@K(sMu}ISJ|<2=K*lEGM%7J3_D|)I*q0AQ`E~7R0zI^|3QNTI z+p~VIXii$KepNqs&?(W{`p%haH(W7vw1W@-=msi1qRSp9E=Ox;rU`+5ssH-P?}Zb3 zd#bG&Vx}X>S(olY!-oUc?}$&oe4;e4-SA8`00Ez`G}-dyp1|J#x{ z6TwnA(^{}m;OgqxUlEsId^T$E-Y#~M#%Uh^U#h@o*^}-+v>cxMeS2=N2Z*=ATlR4? z_QUJ0B~B2E?dV-ME)uBSv~mo?a#`LGjSUhe5X(ByCzW6$@@DqWUJtUcVRf>4Eg!EY zpN>7ex3SWq?C-bHVLi8eO+C{l))rHtQ}PK{Y4obF_s=F-8OpOaw~vER%9bs1FZf>3 z(2p2fapSKoJR~zq8H=PnY9N2sUw2Nnl&pWHl-MDgOYpT5kBLL>8qV7K*IC>wzNa#o zssi^)p6MM>AZzymvC5(zZpd&>rsm42>W5yP6^JAzI@hZL9Wxh1XH zLzAi7^f=ZJFK(n4UkI%KG^^wEQ`sH}U|4)>oPe3jeyqMdlrvP4Is3RjY`K@NRL6Ss z8JX)e12yI-O~r_ACqc{%vgmf|JDM-j?-14ELT4>V2mg;l>y4|3a}G)>=G)a4?EX>5 zJ*_dtpVKFW+~2et;X3{1P}v_!d}s2{GJl48c+2UBd&~j??ZbpOF(+}MGeTMUHq=Jl z>NSZzQ<8w)$NhzoGpm9e%^l*1Dq~khw>8IBqxSb)zp(u*mEMl6^;C&S(o!)wb&r_^ z4Mkg{YJ+nrB*w<#ga_;ggJ!wEGav~#%8>!w`XZaYv?i>sOcm||auwh3ke8%w=!!;x)0aX>L8sr~i^Pt$Y8C4Y^Ey^XyW= zCsK<=MvJ9WuY0~yLk3km0e z)d>q%ip#Oxo=p`^N51a8NE|jEBC@KvCosX%t9qNQ{Zy#_mhRW+Di-|I63g|Y)&mNn zOmobZbRWg|NJX{?t$37O>b~kiyTEea`0orVBkai=3>pp<$ECCIS5W#K`HqpGCV z3pM}Hiob{B!x0qS;_zT zP_`Ban$R##P)q-+fNkL1gS?Mg?}aZ%&$)`&uIT4IS+=LeY&Z-Dj;n2U?Z$irj!6+b zOIr2gUO>@&K0U@0?$fHz-WxHXOUz@E9}42j#|wx$;VECcyN~h-cN~{6#*WEkOn`FL>JsKn>DR<8k+8bKQ!^2R0h$*&~*d#!ElizTNj>EX<8jiKfXx3(?I+}tS zB`B0&E3A7p|6mAZ#cII*EL{B~X4t2X_ZkiTcRXie!-XT*;y$!Xb^l3aOZ zm~4~1*Y*%?i^C5wn_sn07FKhhb7i^xx66AR^8q7RfH|= zsNxc9{nM_>joiNCrnjCUTLHwMa5q~LB$A!nko#;=S<-sD9fsN)qf68~eZPg5<1!rF5J37>N8hEsk$7fWM~6WWRjiU@yv+35#X*-t zzWHHqpTrBZt&Lkb`ss+H!9rrbckvbnqwnquGCY_a_@0Mqc>n&PPnMct1cTV?!nyG5 z$+i$e>#zdkBjZtmwugxYPk+CnqI+7{zo?E(Or?L^G{SWgyERa;MR{emcEBym2>w5N2a>Kn{ z!c4QAg#+y)t08=U5owt(c_C_zwChLZq!G2{n*3}2A+zVh#D_>cF?ri@L37=;b7qB( z(RC;1S8_?#-g1qQ*2HwR%O6q6^(^{pY`)E^{f`#(Zn=Jw!_pTA&1|i4 zJ?*w!07<3G_%WiwN#|gLR`>B~QT6cNyk}L;QEP@;2a-q79)nZ<^7ZT2H*VbEZgX;SDk&*(fIC180p$XelAI0__IzsE7y)Gj zI|y%vy4gniK(GpU9|*K~=ED9DF8i^vj7|mkU|hb0_I0g(GbE? zw{AhJ&!0bsEu3mra0y{QUnL_A5G!R=HF+f9v51@`?AC|<`$a`b@SO9`6ElCvZidJn z^aVs2kTgIK!4^OBKwW3}9T+1cFB|hf*igN@y9~Mf+6_kSyT!=#saUo>& z!)>6KfVl!f2)ajF=sw$Nh2t+CKZaVdv9Z?BC0s#C*pvYALSU|7j6j&VBs(R-j!Za& zKv-B*O4a0|@Rofk)G|(`dlECik>kHyRWDc|s!-Uu*kX&L4&|=SS4QQ%!x2~o} zNJwa5VF5}Qfyj_a4*G#Kh>NF*{RCkKQEY79zNYXM6l8-c-Mh7|I}LDfNPWGg zrY3}Yp*ZLZ*g&Ay;Bb&K-~#pa_4D%bV8Q*T^R-S9ISFxbaVP}qHxDM&%*+ga0getP z0@yxSqp{Zp(d?)5AY~ zCVo<0m_tL-|9oOkGX{rPCwzoUGoid9kpE?98Sl&sLktv&r|*T~qGy>(KTBUtETJkc z*HLm+jCku0J2&Tp{2HF_=vSI+?>rB_i{+!VbWvP-r9u$}+TDQ$QHT-7_fH}x?sE>B zzS+ej5Hm7ukX}fv*cUR&B;;7bX*F8q?Dw=KmQ6Gyeqk`1B|+F0DknoOO+sAQGh`5h z2+AaOmYRD*H^)_~?H*e`fGtJv#Z-|SUxV}VNA9j0B7s_D#A^Qqt82}WocG%d*(RkV zESw)MM_~qY=N^~XcerX>oenU3@lk?%sxziFL}>Em_=F?Gnhz0g_Zb%rAH_>l){EH=M>)ydc zrTf)mbbKl|zezo|`Kape@U3@~7m|Vhg53W-DR2pIeZYIHpgknf*`K9hYhb31F8EIL z4xgYc2rK?xn^C3#-R5t;MMnC)iaq!$LqnVEqR3X83XY0PcWEHO)53|ySzo^njHCnyJUM4Xt+;tAuW zFF9*&z(s=0q-?3J!m|3>T{RDqx0g~OB3K5$!l@TMbT`Lvk+0(o{q)SXT3e`@C|tYz zuH-EG5}x@DsQ$6T;^#`{PD%VHHJdtgb@Qe?PdQ6e& zHrDyhYa-*Ko3CG=V34^qGzC;d3q}rS(efnwVUZHFeJjPMc{V?_m@l|TB$Di+^ytOw z)^b8I*>AYcR;1MK47iuVXh8-7cCL|W-2~ZJ$t?4GA-{>gwc##r7!x>&3y=`@qojjb z%wDW1qT^MvH{Arucjk`%qPzT1qZp~5+Poyx>qDkbEbc3E`VQpng}$x*vnkH``}VO1 zO+R+$FQ$(ijzdk}hN9$>=NyNje$#1>wV!wp*0^i!l(liVT zNChW^8U~Pb-%hD0-!ocD#q+_6JGu-Ai)Bscyg~}+;EPccbhQ3?s6A|eKri!?S7l!d zx^2MC8_Rs%0dZo*>xMv9bBNx#mEM{}#vXrue4{i+Wn*4Wg2>+S`cX`FRN*VNMYg&b}QtpMt#Yg2~jVs@dj;C=6T{SxH(h-PB-b{ECwSLTkB;u2%&g|7OW89gN z%hG%lu}0ri@`xA{tCN>pOphFm?V1(7aIHe;%XRbVU?-W@##A{MlM*`lOfC|cU`3VtuVR*&4-(IwO&|7Di53(u zo?!Vap)3Eg?oL#WHhr?c)90GJQKnO4|NO3339*%pn)F=65)+l=xN}Aft|$5-){{v3 zhe7iEtIbOnRg~#LSrwWa<&D1gj#)W=9fe&9`cxj1L0hn7l8R&VE3Zk}iFfb9dp(j*Gx&?ikC`>vmV+Omt=@}0$44-T zo-(J?&4GQvwIr=E+Vs)(oxpN_&THzF;G8bo!a7yEx>G#2E~CkY!Vy8S#7ljgZ+@ zki+@R3F&b^ipVcD>;A;U^0iI8^ot*x86l@1iIfnyFUV{}eikO`svuVstKFR98wDl; zS#qb6xJfI6n~maTActKq(!fQT!u2_Kxx%B2*OBb==^PAV;MtuTxgmFdYoi|Ug{L4)c4=mgCiKPV32wj)-_z=fS68Obqn=GZmTMK8F0D4$jTH@v91>{s*T)ujf4HaZKL5H0P!a# zCII>aP}H~uflUYm^NT_Q+}yBb5Q+oBgM>&xSUfyDayl|HGPko~uOZ-A5CHZ`Mt1@* zwYIkQ%=Ps2l$4YNEcE~2`mSegq)$OKgqa~74!{|>5Rmoji)i0ZsvcgF}Y^R6*1lioqE)0No)G&F>Kk&R>Ccp)>@G zWi%BoFE1@DEOd2sB~9;`(eHW=wVwX@^HCo0o7Hve?VB8xYPd5*@2vz>4RwKTlz(B)~{_`ubKGolEi9ui8`L zfsbSG_iIKv5!(rPJ==aYm1^ZAY7;6%E(gvy&;3L9QtF#BE$KP0W2>6BYLC-Yh9qP? z))tUQ`}pqvNJ1NWY$%yLD0Uv7>`5grx(DK;??*PNYtGYQ^y^eDMyx_RA5UP=FbCGR^i?$T%%&GNa9 z&EB86oA?3*R|(-oJu2u2@AmH<_C;sEUjBjAP}(|AJ>^zdd7XJbnx_4+k&j)``>D^_ z!|dcwP3-A;{|0!N&s{f6nDRyhdVHI-wV60(b)_f$tn-feIDtTgvs;Fo$U}~nh;V$3 zd+0gE4b49a(>78ma>tct$K6%Qc36T(gYob%m%_yfT`aqbUY&J^hP-^ttFxKqS>Q5fV2 z&|n44|3sO%&2bWICT@Ch3b^1}_vp$=xr8`sSLwI#K0-{|+h>the_?f9DXCBWin+13 zji43ZNDch>v?HVSnCtD&o$omF*o8wj2lTUI{2VjGVH*=DwHWkF>mJ_Qm(kg=xX-#? zS}RrQyLehVN^oOzo3uKlbsz&lz4?A3d_a5q^ID^dl!b zH(R2tW6W82=3~X1pWbyUu6({J0eYhH4%$)79$Q+7AbN8bhuQW0hnp3(IQV=OJ7`{w z{)_Rlj5lBGSGKt(FI4|D8f#sWi;c1WAeUg~msC|uv2$i3B53nR8{trea4AH<$3?pqtrxfrvfQE^qT>MLBC4q8FvN*t zynYe1F1bb+o+MkH!`#qd(@u^3DMCStr*DS8vf|`8>?A{Y1%s!{UXqo111ESje{?>y z>&gyE6CjpAPH@EQ(-Q5aK3x#ppWoBfYH8i3JatqTbtSEDNQvvKJ}H!x^}L>)&ioO7 zm?`qxoao&3D2=Sye@_|^OM*|T1BWzM=qybI|IXYhb$L{~KovXkeoN3coBs53ZXd}f z+I9XhwR;*(e%XDESmAX_f3F+)h$p<^;W#6ca3`-BHKGL_+H7!8yjRZ z-n9&_%CoDgGoe4$?YU#IqZ@4tYeTtnU9xtZnAIgk5m1aEQrg;EV+qM zsdfpr2n-N>Bq3i3%prWCgUNcZ)B;Cpxc!%oqiUfCwhoev;0qr(r8`dw*5FVAcmTdT z7zdz+fB}Ln`;PJOf5Nx)PoPW4Uo-dN~j>&r)I6AEkg#aVz=1x;84IYST7=+W6p$!agMCz`a* z9t3}Xa=_i{ccUX{`^!hk=XY6~Jr@q&fgHuaF8z-~1nB{CK&lk?*|+m&o1;()n(f}6 zC4-(UhB9F2cV{YUpgiakfCAW5$o~eb`v1tm5RO9u>0(~hQ9W~dxY`5alh-*&KMy|& zh2~Ngn}}*{EHR*tu!$)Yze z_P-vrzMq7IIT!>?2WhPxOho*AJ%|7oH1*Dt2Wud=^>CJKR|F^wuiDyvBo_|JgEoC9 zOUUZ%LH51VL&5eyP&*6^8aH~G48221C=bnQ_r*i+Z~+C32U2#ve0uwN@9FwWkkf21 z4N6AMRyV#IC$6=HYbZQ*umB0Rds*K$Gc9 zEzl|m0z$#BCIhK3i~pNTSP_aZ?!7tQVQconud#-z`72$Z63{R7L;1`RRsiT9D#B3O zx29kS8mr1Db%Fur{wZc|duN7Vneuub?(i41A#3_0M~VW>0t%;5C5OK;GJo z5s;x`eE?noXcNjnd8h@18qkGs@p5;ebgd6o7%Wc!V^9WWfUhmUW+WRHDJux)K3)V0 z1i76?^FS@2`I|$T(3AUkVb}I7Gy%GW0mB-)H&+9lHNQi{7(hN4p>BV|{HINnQ>`i2 zNQz7fQh*7ciinp0#hY4AfyEs+uXBtE$LmtyBqAhGrvxZU1PM|tMuZ@iT>^^(fyYpu z_tdfxUzt6tJc)>w1u?0*La#=A|MRWr@4md^Xqxe`TW8*HC*)o=YxpBYgmtOk)v^nf z$o=V4x;#vsYmg%emLI$Otv|vD7;%qKb5&9JAg6=wW>SgpfZXf0ZxQG8(EUU*D zit~s(EPGdmSHft}ww7!5n9HwctB8t*J?dqE~we&_Zu z#apxaRI4SdoEVB#>UKK{cg$8bYr;Pw*XemXHd!gGwJD!mF;m~`#WVWtmdg5aN;=J&_*=-w)OxIEW z`@Bn3i^lS1t_et~@s_(JygM|g=V5;wRBpetxyAOXLC8~^U+0u+q&0k0P6CZn?Ec}~ zZL%lBo&+0AXZRwFraYMqTigdBsoDazFG(LO>K?u}J9bHTU(YmD*$k9NRx27gKEnuN zeY=Na&E_Q&kg9^af8(J=F29Qq@3k8%#`An_Kd_OSmBXWSmyQ}AFRQd97d}Qjdd&TQ zBwYnSR87~Wr9rxcrMtUXKpLdGOIlh|>F)0CZbU-5ySqb5KoCSw{(1jT*Y)n*xpU8) znb~>HGv}Nu@~AV-$`BD$^J}3`Qqtt8rC5sWR*G+nRLMf7b#U^Qt#XbCOOA{%^!g?d zKjYb=3>px6qQj_fN){?He`q=Ix=r+vUF#~YFg3_w2>P?g+DkmxEWTY^2X z^nfBMg+Tx94^qj{NV*V>)h`pWWo^Mz!?nEZb8qEfsn2N>@rq7jUWaNI1&biR4Pn6U zr8HksUShJkEQLJ9iib@PMhE{3FGNK>Z(JVLyBk`UKkj9s7T^r z)+oybkYqp6pxdS--}U&?W+u0E)XnFpUz3`@;qnZ;H67`$4qA-HDb^^RBPf4T-&7a2 z3=DO8nkFG06neZ>@bd~*s>GQwJ2m@tH%y1_9N+m_rR+;Y7PK&P;B#c$H-Y!RRXyV# zDJA$U1^L`Pf(V)Ci62o2-aj7lE^Z!pZy0gb2)eiGv+OO(S5?f6rE3vON?IUFV$Y}O_W~X#b zN-=Mc|NTbfublGi1%$bUw6)5(+q6fbKA3acO9shF)z-?*=dD>?4EEaE)4K{XS8mKfP;-uy=Dwyg~jwfy*SQ8qu>7@%u@(JEFCL>Xb-)9vqjJe4f0Tvu{ zqljea#0g)(Hp*1dQnXS=@!I<0#kr+bu!O)LP7_@OxqEUt<_ilR^g6tM%sOk(GF#<@ zb(wW9)M`god73I69GwskQUy`(a$ny|sI^p$*?lfC408FOSWUhvTyi>jhg#j%%y~r# z4)~pWbK)7DBY96g7qZ%?*CF*Vi@Nu*U{wUmGFWv1ILcq^=4|xok@N-~)JpMIJ1!0MmfA6VwLQYOn$W_y?Bm32-j}FaW{=3$)!RcdKXOVspV-4?q^6 zQUGhfF@Q|~y8!f4zYT87(c%tH<5ydNwI5JSU~4mG3@rUX5U_fKmbC3n0xV%Vm<-N@ z&4KE{|3d9P0O){YfCT`Eup7++6#_s3iUafk1OqpvZ*;2M8U%m|$RKYDBn2k`;sF{0 z@Gxnq6+ju#U`9|0K%U?OfGPmL0N@IWCWeF4pjH4hK|=wKTD>^nY5NH96~M^=tN`Qz zqyV}E-vY!>&jLPy>H#YJ-}M0B>-NV1wF0PX1h5%UGq?l*vvF_)luy&(2rvggE})@6 z4_^RI1ZWXdk_uW2?hlUSyF?E@VKx(y(Bpd-*0fSiCe0`M+40PqVy zWKaXZTZEuAVwo;zA!sKU8D$%Npi)o^7(k$BL8agYx*d!%paO6`=uyxX&>~Q~$QM6w zNg^l#ssPXq3_Y+fE$|lf7&xci8x8Iag#Mqg0ZM|7?>+!PvV5~24Eyglmtge$PjZ0y zz)%LN2loL`7o?v99R2mqits08Q@XbId7)CndIfXTq_1LHe(JZ=(f z?t(a6@C6tI;h-_(U>eSY$pc0u&?Zm_2qQ@W?h7*P{9Hx>j(!aQJ%i~KH3SS4z?6bh zDmHrHz!BUQNO5=_&<5;PP#93LKw2OkD`+YhHo!y(?GEoP1cumKFqZ%4;}8ULOs4=5 zfQo<~HZNtg+%3SpfN=&KCcw)fJpjBw3=5ct|2qQ?!0ZOC0K-KOs0>UnAT<~$;2jK< zz_e9xJqQE>z8gS7M_}!OFdLw6Py)0E%s-$ZU{?Ywrn9s2{rmTTE(Vd=Ae;#Jn1EO! z5Eu@Eb3m&=j{y||E23t57~Bms8QcKK4F-)37>fU!GGGFOUmGyKfiVUO0Xs%nSs64C zct3ms(bR&n5+KDI*uDp@CbSITof7zffM6l84G-*h&=NIABM?~*f`~vsHK1vkI9UIe zmu;kU#)n$^p|445=Dm-U7Q4boYOQaj_W)1Ul;TOa&+eZVl!j=xAVXfNlVz z1q?he1*q!n!RQKmTY)Qz^me}_b)4fBJdUXu1RE1snhJXg?yPJ{1UH~p0&HYbVYeW_ zr9hN|8W4~b0}>*7Uo!=!yj$|rO-a$3=SS#km=xVoBb-y{>SeI_QyX$6gr1tkoj9rF}& z>5p!AxWa!C)>L=j1$XqFEc&K6s0{pN>$;A!`ZVnGI!Yd-MS1h)B+IoU$6v;>j7SJK z4X$$!vMPLX1wDV(?XOC)8st8z4C!F1TlHXB+>k@;7m;9F?*Gb(Ruq-sj6%T}xL%FS zF?vW*fLhAoCQ^dzlIX0Annrt0)-%!1ZGN?}xuE@8o+%9_Cunk;*bkBY!*i9>P5Ar7 zwTk%)%PjaDyM)KH3)RCf?<)jc(yJ`}rUV304(t>uQYuULV$PBFk9iF(7($K!rY3R6 zPGg^#x z#vMlE@JjEysrw&D=v*cj^pDc88`+96P1X(U%t&jd{^8H;8{QbQ{mZumB*f>CftPvZ z`&tTAy>__<-?_R-)hgoMhq&jvPqay4t{P01B)J>M+`^+y!pf`Di1LAL*Ha~kUZsXj z4o-?aT(EayM+e7>iLnk(ZqNJoH&w_@cpUTcEt%=Ob7z*{A-LSd@jD zwHNV$=ya;%XgxX8dyN)*BAJ}|Ro6g&zZv#tP4)`XhdY*P_6l6OKky1y9{?d|xu?*QX ze*GgvZ#ez{>lYHNttM@jBYQ_K2I8$RazoY0VWP!7tO;g~1*+|%bjCUYueQ3RRsz{O zrpqD(OlaCDBRcBn+1IQk2$~D3i$SB&aQ83YPH38iOr7w=d~b&WtM&#uYyeS6^N&k( znqP$+-L^|nqQl+2d^kU~r9*2x=;i5LAEP2a1^yUg*Kp~5Gz}>m5&`yI$F;`gqT$`w zR$RZxSJO=AVNSud@InDB4TVw?lZblGm;aPYJ6|d6L-X~c^P-1pB)Q#!z59q{b;2+W z$tetr@OgC_EZ_fraY^*ENfMQIo5fDy7Afjp33YZI`C<_^G|$f6W*?tWc37daG5T&< zJ5ye}As!8ptaVYAcXS!Go=}=O;FfXXL^M>PPK#{6!!muOW{ldf&;)0yul8)x+MH&P z5NV11ulTmeUh!=P!7I_dn54;=h-!C30R(Tk-wrTH{U}tU(&c#EKG02~tBZp^8wAhQ z3HoKlGy@YKyD2-Pa0f9=jBv3Gexq*c%Py%y5!!NWDs<1KqDAP zdA|L)0b8-B7GFtX`Ju<}QErDpH!@-*G-f!|VrHa>0Cnh1P~XQO>XeiL6pYxXCD{mr zfa7|nRakSH(Xb1tYDmzehkV)@Ex!~&>#(r3!sXAA8*PG9+$_!>Yjh}cRF+a5f~BvM zh|s9d$&C~trT-MBKRn_l$B(|V-(0b4{YgI$sXLY+Qf77WAz1_SrCB}6q&N-`!FoaS z(7p{w^ct*kj;n<7zmALf)o2yh>F)XFtaw|Se_DmyWYXm%mZPbdK7>V{4<%B#Z-UC- z(rtWsv!LjV*mzr)B;&b5^Vb~MIntsf+0uf8E*P9jY=8HZ1wYpO`1;{M5*td;`7rI> zZ}=&9vRP-PEM1R27P{H@l0)>elBq(Bw_VpCpVle+2rtp8*wg=frXC<}T2(ocBhjEl!Rndxrj^|}-TTQd zlG>Lzf6ITPL`f9YJit<7SsNq{Em}t?^4G+cPOy68+kf>BzH|oZk3AjVpjDVd0`HaF zgI$KPi!={@=q83U$7mP=%RpE8n{kI5a=IYQSXj{sO$l(@SQIbWZE9d^l}qD zg?MPBm`ag<&1|5{5i}E*Xo-C*RM(X@=Y;T&${&vg5RLGDa?hFm85Kp;My1QHS4_El z$wiD!;5QOt6j$RZ_ta2_7R3ysn7$7Tceicy-yHohi{#21zgMF~a=We9Pe})Zsu#|# z`z@=h5l1@Vi1@OvTrS)qlbPah)n7Jn)X$6zN2dC98s@feNst500c6_@`ev-@?z^4F zp70;4b3!g*ZN9b1+I0EfOpUwwXt<%2nL7|j=qDHoVcgip)J3wa(*p#{!>w+Xi-~kO zoh{Y;X-@t?Z<^J`jq*n%&LN_t%`@&!3ZEzWolFCHDf zcKkOox~0;vCpn!+`kR>)wLN-+rFu^W21i_zbQ`|+qfEdd>aiclRkrC2x+j0~I&a_7 zWx$YJxG>|H<<5`!VJFQpzBFzv8!8v;eYr8{CDn0sO(nWLM^@~)pt~EK!%%{f`Kg-j z30ZeTFZDiPnW6EGLHmmdW*S1*5tsK$_9NOP0cSH6Uw1ezdA%G&r{!4>GTPw0G;}V(TN^d4OedQF-N3Az2U_1ODQu{<`^J&^ z&0dM{70d%Nm6`mxvEJR9K55PO*nRJ-1%*B^pC!oHfWn$W0|~{=2TE zb$M0Ds3V&glh5`Ef}-@Ji@ZzrAQ6}^`s zpNGpUpw_kDrG*VmBm87Yhw@%e${Mftn-7_Z9{q1Gd+sUCp%^C{-s=&i(9TmPJSQtJ zHr#T{3Ay`xRLK{6S*UF^IBA_Uh#yQH*mb#g<^eQyMu1K8xbS#G>9x6(p5`H zE^xlsuEb!*p|S)>yZ@+%*r!Y11~`mmssw7$;KtMk=}7usCWN%sk2p+lj_xBZ!pTRk z6?Z%Qgj3W%MoIyTReA?=8#Scc+30mQX+kgaIeeCFeG<9Mc@^uIURfGq%V@>0bxcu0j+weIYO^}4lhsPWgFdUJ@1xMyntT$}?k06h2*V8< zNQin0dYUwDSISgvk(1ms>XyPrDuxk?ca-9>+(?--#cCF4^f5DNN6VfS1_g%F(MY(N znPzy0{DQ_p(5Uh18z2!7H>1x1(O4g{W_zYLlC^c|N%eaAy^B4v{gF>@FULBywZ00Q zY?KQiB3&7gn0%(VFh45bDr2fG{P*os#W``YRWyAZDvpn#VSV1YUjDt%73;j$p1_+| z0lWL$7F+gfOo)FOlhqJECSF+ngd?FSE{#;Fh(uO+WU%WZu@_njCmdnkN^RCVCP-k3 ziiRD;vDCV#(*E;V+Fd*JgJ&wbs0Ov`CiRAnQCyw%l~OWN?uQ0cs!{hPPJ`j9saU;F z;aXn$Y{FSVo2<|>vfAo>i&y)kuZSml&75c;XQGLEvlkg}oI`l#|JqNrLxia;yJ;5O zd^|Qc(|o7x@kBy@`0W& zTbo3uoe?QPt$mc1_508WXmplTao3S5*D;)MEZ4qfFpH^_&(jnu7JCMD@L{|t7X-vl z2O)Ev|CUwRX?6O2D}0~hw97o2@i{JHMO-7yJ>fMEExX9nteN)2_t?(c<6`*G$vULp zcbYoRCvf=NZVR;Mm5nL{be||XmElcpRYumR5DYl$5FT*X4RF6j-Lc*v2+GuWW^HMV@BP9{eniS-HW*2)7!&bj*xvaT z9$d=t{@)V|!vfs%VkKgP+}o3F-F%%KlM0w07fxRyf+|-=oF_+jicUI`AT!K#OgXZj zB6SL%>S^}l8%mEAFx!f^^@&pXvPdEpwEiSRvORDY=1Xjj_JZ_xNY!G69dw-QBU}Dp zZ5xs#L7JnD4U1%#9B{(P-}Z7S>d_}MO1FPsK@Suvf29Rerds0t>F9vfMkIu_0y(in z%Ia20(u3hETuOC|GG~o=eg4Ye)bUJe6x0MwY!$188LmQLNDw}*V64^ZL*XB~EXW1S zTmo(xDVb&ht6QRSC2D7~LOYr<{=W{0%0Hs%y>Ll$&zisaKEAKwyXA#Q2+zN#BgqHV zkl0QC%|brZg$ZH12k|=B*Vkan9PIFdeO^Gs0BVPl`ahcJvjZTf07D5VOt51NxDvn+ z0&WXz3xn->K*IiyKmnY^(mCLwPEP*k^PutH7CjRK$gBdk;z2cF#~%KQBW)|FN3z41bqNu68|M;5mJDHv@0OxAaEH3Uw~+rq=kCmNdO%505PWi!7ADl z=n1?4I|(>4K=p$905b{P902(XUb}#^1gZgyj?w>bhXbvZZu9~50ciny2PjKG9fNXB zJ7YkbfYHLPG6DLCh=`b;o(66F+?oOSFA%K)909F>+~5x2N}w*FW3Y1%d=EgL2CyFw zybggIq?jro)c}tL!c~A%3W!AE;o(sO1eGNCqpb+SVSon&cu))QEdZ_;;6ZdCgU?$7 z6?fn;0%D;+G?Jc=4RC1*1RPe>f9?|L0YCx}tzu$g0@C#X6#$I@>I*0Wka&QP1Ee1) z4oZWb0p2jc-2uFSYJi6YP>HXvFL3k(g+UM#7zZG<3Vi&Z9zn>AKM3FfK{0@v2dwiqC(B9{~mgaO&+w1+z*oR1v&pmqEX^t(@MZep>vL+EQ#!S-O7K}w?+z+Mt#5yNkj;*j9z4Z5#bP3i zYQ?9IYj(@VB1>UuUC%$iriK!*_Ac}*1|>}ZDc$CjfP?sOF;>&xz?tv1bCo}89QcI? zkCWsB*2)T65=mbF&QRz61F`QM8nSpTo>nVjjxQMNeKv6UXlPWXN-BT;N>ayEhQiW` z&*InO2RC@^bE0yS92C6G)W%}v&*CXtCW;h$7qLZGUl5FCT#K-{0%$bn6X!H|NH%Mk z?(RIZg&dnVr;<|=WBm%>%Ij$hUQ-3TP%typ&!_IO917EaM|P2>u>27g0(Y2$=3UyA zm*1s!rc;n%z1W9(Ppq$5esf8pJmN7t0{23S)_&Aswk`I`$T2+sdocRf;Z0?(j%BeiM;T`@YLfo1aTng6jj>I{ud^@el)lDQ_Almli{#5BT@?5| z9I4Xy9JX-1qYCs@65X?BsBf9ZJ>6W5+3((47jd=su2@t~eh-ehw~vrzSj-<+pcLlz zPE}3*mUC>1pJZ@h7JfYii=lbP%=r#mNx&EmR@%leK18*nGDz3uo@XD$=x?5y+aGg9 z)5g}GCJUSIWW$h++C}DZw$#j9veP9=vQqx+XxscOEDoKCl4xdQ*QJE?O;XpkC?$)^F#RXO*OkVi{fCXA zZ#s84e%H$$5?yX(u1CGC@znVDFWp>Vm}{vrXM@x&f zf!+N*rcR{(vE8KWROswOP{yYMep6w#ydGD4=+zyCaeSrs$3`p0Sh3N2>Lty$X-v~N zc6Z|Q6XDt6nQorS`Q0ic!bhndZ4=J;{706;nfG+k#BRZ z(Y8LXXMAfImJ3j)j(3G$da74WqpvbV zJ9f$xOW~+L>guvLvz~r+`X2X{6b3EksO-Z1ADYL*$!ID@4pTxUN$}6C(ns}LLd)^s z7PUY%7M^1MNG%;yuG*E~mod48$RjQ62ELiGAIuTRQ4PZNX-axv{vCajc-*zcSjdi= zR=`-R_{DdDl@x|1{1vIsNu{Jtn>t#)gZhE`ATaF=t4>6vunI~KT&gOK`H0Z1i#yAbmF(n zw#7NNS3vK%i(|cc3zUu+%GjC1I}@!FwQ6inIF&U`hwdDQl)53pzfL_|@kG0v3b=OX zG9^S6B+Dr{`QXfEWj8HhA}g?EDic1UhzEPuaXsSw{BY>etp6gt-}TxOvRjwXNo#nF z*Fp$CDHclKrq-1MvB%8}4mU5fZt}ZA&Z9jHOGd9&?L~E<>_P}}WZ|g`CSATArm`TL zI%wm4L4B?93S|$GI5|F1Ldnju_!z^dZ!5G^{yom-wNz;3%KcDrtcA|_Fm&aV0AFNPIW0Hak!?M_reoE6yCtHv3*&0cN|=`+?<8(8U`3 z^}Az&0n#>W;!cP?Kdd~uYHd$2YD%sH$+{hpZtLSV&TsQNir@ET_G@@@!A}w@rvpif z$KTRGZoFaC*90obVoS4#f&Y*vCl#zpyGqY=XSuk~BjhroH=V1*lSUsB&PL-}x}|k=?EC!<`i8QD6%x+;=^vqGdyJW{_ZgxC(ApS>K#WgsX)? zkaEOuG%OBrlth>pew3RR|8dw!EGe+1FJt6IG25k8O!Ba*fsBSvg%@Eu{J zs(ew*yfruS%Cm1aq+}1ywGGD|vO#USM&a6HS^bfwn6erqvr#6e_DuFuJ9d<2)2Xx^ z|3PCBT`)1zT$&48VLl|VtNa)z+QTN_XW5&%h)w}v!N7|bgm!dwb+xy*H#av=ova<6owOZ}gM;&`swxoho}8QOZdMRxnNWmf$l!ye; z*H`zt7qvtnldbfyu?&~ik@lI_9YSaXkmiRVq+JyZLgurv z)dJt*ZB;DYyjsgG1Bl2p^jJpY2vp4YzaX8&wvzfK2B71@5-dGJ29A(=P>@&>o)3uv zw%UwY9&+rF1Su?45^a9_1>=X}3M6DlPKw|VYWaL8&b`8Cnx13*05bEM?frTC`s%%6 zOf&JW^AYQwLco_wCD!C|lg$1z);v%_F|XK6+K<0wi*0m@onn(8F-Ki@kQd!qL=a$B z?>9C!&d<*QmZqVh@%Q&{YHA7!3IZorR>)wGj0%F$R10*Wo<5^6sE0x!3CB?tv8Skw z;fE7W=7lgUqK$$ z0LB>nJrGb=RrR`hs}?h4{;;jdG}PC(cjNW7E;t~dVV0+sWr9bUId!~S#~vfVYVAk& z4jgb_< zB8v;}?QLO7%EF=|Dr#yeEv;$qN=N?-xZm zIcKtu9nRAeO^ZBJeSJ`>#7$p#xE4$zBBJsI#*?lGYrSQjsjDZ~>G+WW^G3g&k9j9A z;>sGeyu+)#y}K_vb92z7LvUeM*|slQboYZLSD*w05A`hw^|F8S`gLD#Z$lk;ew7)K zrx86)q`*mfKxzeNltiW)RL%@KPm+kJAQ7Q1Q>3M-PKG1F!GVlqhCG7ZiwrA?O^JX4 zD+S)M0|y}p$S6S(qVjq03C|X4R!jkVA;}}oeN$n$KeewQr|?| z6Cwz~yD+%$Y?{iE4w45nNyw)8e4tuXZfl3NNPq$lRC4o?Y)!6L%D4U@e56t0!}+Ku zE>zAHdmQ4ZiUW;dN^a;!26WgxIh%C6nMp3^e75LZ2^0fyr6`B{U&<3!)c#%v@N=&2 z^6FCj`|tvRkExwD4xlWelW|RnnfsHu8(hNe(f_wyEzIt|@q*rz{jwPANVL)G)AZYf zBQ_qdK(r5)ze*c9N@CWcE&|smYPlS0(~RI~f?iu582v2y2sJ|UXJ~9;abJu4LakhP4O+hga@tFyppeL<$WoAK<%s^IKGG*dV|0d1bgQ z*0iLqw!aM5!?ClcOwIQChOIc;BeBk5mFU&Es2d|w{PG!Cl|)1t#`QWY ztuZk%=hL_7h=@yet-#)_S~{DYL`O%eK3{LU6o@m>*Ec0PzVVWy`MJN}e{%cxWF$gw)31H-S5#0aQ9pIyYjzZ7V5rcp4h;$Ex+JzgGDX^fd)ydsU@C&ZDRR$Ww7F5v~nwQdwu<-?g`A{UXF{y zLy(l@aDV@2&(-*N)WT`Z!K!t$QN0cZ1_R#s!3~vkL_=d^UlR*vxP_V7&GtZV@8(17 zfdC#V22wBwQH|q=`R#UmObk!krRPfjDmw<17Ech}Tor%}aJ3-)9Tg9LNQn!DCKdzka>8y4t|fxp7&yQmtO; z*KOSWu~eNnddTMr*zm3TQ@$@fAGk8zI}AC{3GwmAEV=a3US9b5`Bha_X=!O)$l4t{ zo15J_w=DH~t_;c-U;}$!zQMo3+!p|y0#=#rr!A+CBIH(1wx0m;GCPZn zj*gCjG3CF*lzO(m9~2TI&433N*qfY;n`V_fRx)Khapd~)a^yN@-U!GHAPR_41!~Wm zIk|ceCXZ)IMTJ8^e)sMjP(Bv9Zml*pcBSUo!NJ1$FTl;15`oNqOLnP|k&(f{Qk9xM zUS1%m)$59rBOxIHBvJ9{CVz!V2FMR^HXtA%L#b@x6dfs;Wul*h3=i+_C4J0t<-Aq9 z`pEm!-lJbxNr}yD0qn?)8w-K`Mw>3nr{C9oV`GsDr7GnM+SRSi&F}-)fF-(pOi4;2 zAt9-%sPO7G9<#(5xjFx(U%dn*kB}~U$df7dzH;2K=E|%)-*^79?F*#eXak!3wo_ks zUR+F#gM*Vl^S)J|k%2)X00uU=FKl3Mb~a(k`n-FAM_EcLIWh6Zr`t=!I0ylyZpA(l zht`H?{pH28bFB>n0ZuP1m&2_8<(n>xr@Q;4HFu$^zzlb)f>on#{ffP{H47lpMG);FLVh3+W+p&GW6762L5@bZ}qGaME^3=R>MBXbg9PS6DK0gtx?s-c+fKYf>GUlN9_st%wUH6ojW!Gt9wN-} z`ju!ay*F>(fN6w?isyCZ){(Pt`uxIe+6#jOe#O!!XypnD3vXW98yod%wZH9ru(ciY z*z(S^x3dG2K)X5>79J^VpzxtbG89z;;%sYMS!bU;m6n_w3?5phgdRPlU#kre0vQ<@ zn1m-M@Af62XTAZ7E{QK#aER>-FmjyY8NHe5lsh>mx2S$Q{xWknWeJ39YxcDkb!Fs#cie*vM?p*e3iJR=*kjZM~>!-!}e3SK0vS z786n@5MJDZ6u(zx`SPa)ud};0jpBl^)+ehp_Bz$iB)#W0)3U)%s@!TuR#3WB8Y*A9)1!h7`>iE ze7xk(=3c5?DowD`iuabEzqYnBkqJtD=C2jvmF81SZ+rOW`eBXN>!>LrwKm7^$iw); z4q_o1$I11}x>mUX=UVStf^n`p>-83Gq06<<#wdlqnR`Y=vz4^O(6WW81sCxSyrArd zF?-JMJfqkC3Rvb2`|*e}+>`tUx74Y(1p03_*;C;<2tbGTCc_#+=+}vXp^L+ zN77?MX_kzJv@Rs7{fwIE;ilc2l%MF+Q7kZekxn!bas>2wf(aAM@i5E z2k&|zwd`;u2;*Gs4ylV8L|@IMQ1b8!$)sSV2Nmxbd|iaL6AA)Sad+hE zNG$9?S|*QMw*IC$GT~##h!Wr1xqbfx+98a4{%PFs20Y18L`=1&Aj%G({iFM-jE2@h zIEv%tS1h_AYNvycXtX;PhdC;OD$HB9GO-IujVN!2Xp;!o^$3;eH%GTS3EgXbt|b+J zd`S;taA7FK+h8>MqchtxMDhY#dB-rv#`n6Clzs3wq=I7}@euO-y{c+G{JYXES<03C z7;&B0(YKa0O+zt0t|)S5EL&s!+dj({sD&rSogB}-6g9E7QtpWigO~owZQ3XsNN4M7 z{-pOxPZ|+UGd78^Mf$J;1+U26JOOb^=rKn)lt-|`*hYqV7Z@NR+qu~wqD6aNgq z9seW50*d`8eNmT)%VCp8So4eIj&6tn_X6P?VB9%NNP?Qj*`=fkP}xbTNGk(i|ce|p3!GK>hG*M zYcD20z#Q2ykwTB*DEcu79)cN%(m(9Y7fG}bhon)h4)?>uJmEA6MiI)KfjqqK-QkOk`M^5CI_-Whfmf?uiI#+JX`eD`MD%L;@LkXMspPB(cTDXA~bk zMf&9#-$C^)DUHjsx7fra6kkNVo#Ji+Qai5(;3 zW0wQc8s~(GP^A3WX9Aa=xeN3Uy1iz6qkIL~l|pcS3HYTh;_=6&sLjiA{1}+XeoUE0 z%&_p!=D8WC{>+?Bgl#DvW_h_cshSBS+OI+*g@1kKn5SXUBC_PRk3P>*Y=>*XAI+(* zb`}VE*@^mhU^5y;*ByfX%DKFDawtKC3a-Z26Q87mSP~~1${ndJ7$ZZHFsgx^3 zTf-YD<#OLGzkQoz5RxRkCoogwXqrF^yD@83>5_%=Muc{)SsrGjXoBdu@nM=<)9EulzzkGnac>C)){gQ?1SosWO^?&9&bKG;foeWI)%TI zZtTIk*!3EUF1$v#=8B96!z8Z}O6)i3TS?*E4jWu6N9J8Pt;AktqPJ)Gr!rDGQMsNl z`U5=I?YjHrNXU5{OiCVm%c2Thx)%dBhR&JdAd>oljA3In#5^kKT*pl)Z$=^+x$!6Y zN$}HEKG5uLuE~h*&=p@%T@-axx5orp+#vfzv*p^jnsmtowz|b?Z#BpMjDP-X`X`qpxIF)9pGh5%r22J(B_P06rhoLZY3#A z>C*I)H%FT%5KkFArml61je5m=b+jN24w9&*c4LP`- z5TLV1^4Dz2A*?6Jq^MGtqcw&28+T1V7 zB?C6w?%XQr?YKUPT$m~$p#n<9cyIKWPCJnX(I2T^E5d!i6ZXIhzNlu7vG;6O`gSDU z`p(hm>Zshe>284JcySkoAxF>$H()Nav3w*mTePL1NDSc_#&W;LDY1P-#jFmYYn458 z5wb;_H;2V_gtp1JId<7d`{tLZs8*Zitts1R(wC5DR|WoxDBb*+f#>eCPd~=N<8%3k z>mwLh<@uT|N39-u5el)L57%<6nudG(9jYcjdWX(`=$A<8 ziE+X$CbBH&M#a<7S7rZy+E^l!)aiHz`0^=Y#U zd#82bR`o-onI7MVpy4C#D_0(evLO|AsTdI>w5AlH63mBqkL+;XfHeK~Z^2q<`X&*y~h2>sQ^X#RIBu@ z_#i{~>-BD6NR~m&mJD40sm%u$HBt6YwbRWmLy%;#!}!1$O5x1dxDBa`InpT{RlI@t z6x-FZ;~%1RK|X8P4}H(Ln@bPj#h9YkgM%z4*!CZMUTnGj^2px)<6PUT@Vg&zwo|5` z<@<0NBPh%;$q_=ZukP$TYuuMZ&W@^^rk`WwZB70J&*S^cnu~{ebTxLFKjG*48NYcx zy!wp<-S=PR2*_}ym|W1DUA7K}$M6m!XT4@onv}r+crESLY{bduL~09LH=_L-%LI?K zvabuT{Ht-O%fHBS2RU@Ui?4n@c8-ehM$shq3u_uJ#kYHVI#W4=n91fnDEYu6yEI7> zTw{J~R=E>;ihPZ9(cwu{7-`&Rw3rwnncEetfT(7MeOv7R}Rx6U}`jGv|yKmSP= zZ+F)`%)Fzc9bI>XcQcg`HQ+{An++x4>Ug~*{ZXcrl_9!J0(Mgc#`-8qNHv}`q?*Uk z)|IiirD+uZQ}|g;jLyGzahR@eB-0HJi9&y3M;^Ff?2MbHeY+}Aon@04;o!2+q-ibt z4C4jk15=#XdcU^^m5~{? zWw)z0VTDmqQMOrBi3|`(z`$Mt&6@Aa3k4b3rtiZxFvo%Un&XCwiu(F>;&$i6(Yga4 z1lioww4zF1O)Zd<4fsQ90j^j=BBAW`dBBUfhL% zt#4DSSCiw06B!Z|wBHRVzSXwN!$UwA&fLlrCoZpptgHH@VP-^OIc|7wq1asyz(CI^ zv*pT^ESw!0LX=NB@%90w6wG}hvidu2?#a}Os_zk z@74BG6wTO_wFO`tU+5_*8B^hcu`A}&AjyoA4M<5S63Au{ z9B^)3nOX|u7*fVmyNOWgkun|e(Ux0ce4jfZhm~7AUVDQOxAWd8jd&HJ2M2vUO$~wd z5FyUspthWT>|L{*B3dLpJJ!R8>GTS_-Ah70&*|T*GdRI9_V6WKUpczJTZ*xF&EfLeYJoT%FG@`viN}p!puV)G$FaDUv8K>;h!y>e?PYN-{uHATF z#|0AvE6rwk>0h~!z5WCqx3i2A#;qBKomLgiD6dp~!H>Xl9<5VObLF=yk_gq?-x)EM zU1On7`r(Y*9A=w|qwbIrNmO1kJYAk$lW`ajqpYD%deq5KZ{{8vYRmGPiMCgG{&fAX zO#n5KD&||I%`dZGiC|7=9l~5JTZt^+;YvbYs-fPQ zkt|Mdh-M$uC-zzSOagy*7I5|DbiIiaM}Gc5LR0?k+Yn;13lIoLUAxLE(wV!xw;4*!o!F`fX85NyYP(Nr5wV5 z>4y53Xh%cSTC&QGbGMF#1jR+~zQ?NeyRf_|^N?(Y{W;X@QofhW97Maa;@xkKmXStg zd2Qx?@v4+ae>uZ0uwWK(Z6_``&Y`mB>- zKLV-X?E4^cRNidu1Bk_otc722x%`kl(}THRmp1cwMv-K`xxQCdNgWu7KMtX{52l8y zToUy(wY5wBR*@LX5l4!f18H3OeA?%yZ1~)iwkxZnRAy3dV_T94Nb*Lg|BMNEii-)q z=fqSQUBfysVmoFjX~p+K3~Sk55yiV75YkFv!uVQ1$WQ(&P;gZBdrO#2@-Lj=3sFN; zhb4SBO?LEKj;HTPqC<@B2qj@mV;*kb6n=~BTP%jwf8lL@LBsEKy6MIKCwpiWI~Gpn zflT=GWQ?ohn80ax&=H@J2*>7f>@|_-av}J zzvk6E2&s+}5y&aicDgje`g~K7XMYy9sJ8H%@J5%Ge0eO*-DF*en55PA6Xx^dnP8?c zxPm|FI&p9tw~Z~hX0^d&Jh!$Q;W=yL8rf5))-jPc+fjkZBq-V#W}}Ql z7V0S-Zfix|cV+MF>;yl`5y#f*YJH*2&Kl6oP9M41HAf*cG*8G3N4MNQ_Li8yBB!8l zJ=AR~I}iCkmc9Zms;zr_=!PLB1csDUx?_ftQt6Ur=#UQSZWvI~0Hl!?5Gg?fhHj9S z?iNr%`1bw3-@X2HPVGATthLv(*Lv0>(g-!=fg?Ha#jR2_TPiVTNsm-Is-fnE7^WCA zPrAubgbBBH+uczH`9J)HGu$=&8P-zSF<#j^hBBs+V0*#Lo|joM+{OL*PjxeQ@7tH( zkZkhqORvi^bg=8;r{%EQst~Bph}`Wldb@gJbvWpLdra}Irr$g9=-Ni^OR#{eob?l5 z)0fSgO|NGJ3GUjKVoP-i9VW5ofnXeWQ*cPe3XmZ$X2+U(oajb5BY^9Ciza6-%2JWPTzj@@a2AdgRRWb zzC%Gv@d2vN^SLYQ<+;ye@!x(eE%O?b$rz;4xp)NT^w*f|^=Y{A17sMMteU9ex5k&w ze`_+ob@VBW;JHMouM&K&P^FFk(qD-XV?n;HIOV|2$)Q<;F{+xPq+GILE!BN56crkY z&LS2#sY0W;apq>r8Tb}k-sHX$Ki8pcD`+78^|tlrdsDs(C)2NT7VG)41!fkx2s?EX zF7Dyt`5|LmCyW>wA<1dn9Q@F;547Q{Gz$6dQEY+icAvPso~xqjXjw#sSeR43ABx}7 z2c+alIeI?tn_xjTnVWY*|8Thsgm$X(7!#ARe&bfyz=fcG0@sAe$@cd4gM$OW=>P58 zH&GZl4hlcs9UUh^By0V2V=OYF{R1A1tMjA00UmMWLX|sJW&%@4{r<$h{sVLS{nn3{>WR&$0^D=~RA5Gd1 zVZ`-^@OgRM+c0`A6z7TYUy=+2IiB{7&3U+@A@mt1nUEXg=QnKJpxYyAVj{@zH^;}v zU^f)}y&n(&w)~ghzkl!S4BUjldJ|CSo0fGJPlsd2;HP$G6iHI3!ttR{zzJW5PZ1II z6Z{Wnf#bvCBDAmzaCWgQB8jb7Czty)Uto0;)d#?45q7chnzgCqx>g1FUW`aXO(bhD zaX*RBwao87Gev|hfAgj2P4SGA_ro*0#q|L3_qyU$Ek+j2Io04=GrDz(#rC>)otlNo|_e5|u9kw8v*0pEjqlOX` zOPf9u#C-)*e1lF3KCq!cc0556Fk=Z52>DRb<)?~10m0--C4Xt_)le8uk#5ZA&U~G194$Dqd8n=zBj0s7^!7UPHBJu2GrwiK$yYfLs04xm+t{r3#HmG5 z3cCuWtMU6v@QmJJ9_7DdI}mZ89Di^g%%^}~zxCO@rnWoXrEx#D=n(Sd*Wq#_CAuk&P1zdcG+?GO6TmBRZEFbt}g?^Q7kFht4l7D1?gpz6G_VEyC_; zeA35YO;my5?<)n10%8(Yh>Xj8$QO*so3g$K@pe)%x}W&aay)4m$h*~Onb4(7Qn6at z!Gf5L@}7;(yHn_31aUcq@!myUZ*EaAbKqE5ruH}VJ4LH(N+bmHALF6`cYLU67S5a* zM}6u=9h4kdrEl5SteBoOAj)%P_~0x}uVanAeckg+F4}HrzxZ?Uq}E?rCcJ?Nmj(*s zSAVl#1FX#I#}d3kzqhXUbIh|+$D#)gh^A^K72)6^Eo|clq6cmXt<;&7a;4;7*h+uj zw;7(FrZqv4@TGOBFi%nsp=(>i&AZa_-%zrLD(JW(wC zX^gq4)X6aC9S^GGSETl@;V?9rW{>IO$LE4}U9YAFzDl`Q~^3e@Oj z<`Ct~_i@F`d=_?uem$C^_BL{8nPM*ftZs@N$)P|VVao70tl7R0zDbXfcglT3?6wU% z_l!?U2qNAe=S2xr_5|lK63cf*E|X)EO8-RQFe1w}kcKI#9B$T$rQTimndJUssigJm z9Q6xpHXP-&^Wo75SYmHQ25J20#EAV`V~r^kAJ#UTjX8w%s% z6T$E7h3fVYEc&+7pV1~Q8BDF|SErKeg9DWoC}m65kN9$#0*1ax4uxSVhj`V(F83j8 zcuX89NyhWh+46N_sDtH59Nrk*1d}M7w9_+0ioqu8Jsu84@)8Axv0%zNa0`hOfW1=j zTVZ51pDnH!B1S-!weLzD)7c&U{H{W$>%(Z3v|m#f8r{#9gh9$GY>ngm{g(I(WQYmA z-2tQX{6&@Q=(+r0y{$11MmTnv6|c9%ICcVHgbstUrg^%s%TSy^r=Wlfgab{W5Rvqs z6Cnkr0vtPrHWC$%-6c!coS`9;-v?tjMr0}r6!Zr9iza(SC}1uUB7%HPjH!Qaad*q7 zSV^6xb5e6J1(4Mn3xvCGF8o`6vN8P2&Bk2)?DOM9uuYrQyYr=I1~w`YufAl*yxNAB zgDax&QG&*9p)Ne4Em6twL5!LD58o%~4eNEYU zVwdYZ645A(#jWquXH3XAtVLr68oAHr1vqaPKD9mOrTzP)HI2)O(4+cfZhsAQz`^ssB)Z(T-5)mqXGOTT*!~_5$S-p{fbptv|aI-q5ET-#W?u_p*6Td8i-gg*m+~m{M~wV zTz5ILvV$-fXN5JQsloS)@w*h)A40AfEN^m|{|dhI)8vB?70`#eEcT^y;*jRFV)i^b zZF)aA`vf|)K`;RX44iS_Ih;LD+AiKR9e)<{K@BSfD-?c z@kv2%m{nm=wXXuU_V-i4-H}ZKX{@*RAeb7QocX1a@CAx-#!M&*hwUea!*TEzMMvKt zT(k9~%y>0>_O_GUU5n`ip(nbm! zb-xb*-MG^iP597A(=D(x^p-uoq9srP-zEt-k8H!DhTi6+v-^D3xf`W@o~g{;*m~5_ zdN(?Rg^fu#+K3&c7>0?~jKqwI!NHFp#SH5yv*aM!#lT5|Dn>;?RjGt&b}%Tk$YER& zv1&34&gCM8(<&)D|M5(3;(IvGE_*Jn4X8E=^7JF>eAh?L zsM`XPeLBi%*!f@|uSl}Ft2$MkK$j4^%D8q57frWEb zh3nB)pw0D{h)VAnMh(Ng^gkc(4dxYQXgGN!M0SVlZEUi{@S?+<%dLrg>YVl2)B}jd zm8j_@*mtxscYl4kHJWM+svNP29^|8R?>U2L@_v48w$8v#)kOb?z9v7G7k%K3w(jG? zak=*pTc`P=?=_}%T3Lhx&-cG771++YLR(LMlDP1q^M#-D`6ewrGsnHFb5q768B=@q zu=|x8FFK?yrfI8wNWbsux?ip5$nnR-6nNXs^F~h35xwXMz6gFxTt)8^o;OX|jy@Q| zxUN48P{}w?3cPZhhG)%E$u_e7wBDoJKF?Bi$o=btV@&c9&#{;xLhcF2h6jH4SA6}- z%-4cnS$`7L2NJN8HolJ%IXCt5* zm=#+9;hD;V{<5fyq)%u~`Y^D-E-D+b+Od}^SYyC|dIN`wT>`PWc}&@4)4ilVdh;kO z<;|pK*)HM~}3#^5fabrNO7 zOGK*8t(KK^-^RtG1vyv4bSto3@%kek3RS#D$p$sj@spK^`_MhjmovQRHhA{SSC$y{ z1}Ds~v>#p&)-#t9d-Ek^_gmwU2mPy~FJO9Bxq%UXks$>d0U@? z|4!>mjl6+zrk(nJ+b+wQgrPY(t-a08gw2u#!ob?dSu&@9-KwoC?4RI!ZnIZ2-f0=4 z6`PIO8K$MA3BGpl*Ok_)e_BK}MIlA3mtVhrot>Qpi8&Gz6M@qSk09P6aPKb?-1<|1(v~y=?2YA^dk>E&O9i;06 zdj}vJ1$ffO$LF%Tx*GW61Aj>1Ck{+q;4KSy(Lh84C>8wozv2OQ{{B6v)zi}x1Py~k zAD||XFAkLF<>htB+zE1ffSeiS(_R0>8?Z77&XJiUOXT!05eIN|lW+BQ5(Ne5iW_`Yi&2`(T*U%R8UY&`Sw z@<4>g>+Wq{0TH7Y;SSN@b`3M<^v;dws$u^(pPl3K&3xjXStT?~oBM+2!b*EQ)5D{y zhQNKQMo6dF_x^91L}i`h3pCALK=rOk#fYcI)sSMiJ~l)qHvIs_Xqq|8sp~51S?W2yOz&Jbato7IdHP69nw?YMIS||evaW>3 zl!dEvm#3>+Nu*(u3aZet!lLM7Vv_JE+{xj5gjU>9B~S_$EqoTt5BP$Z*4R-n#Wgrs;$J*i-b{MMd zp;lkN->=r9)0esK5~Pqn>x&W?+T*delysIw>#0AyuUAhd5V;w9BxtM^Ug0JjZYV|G z5uuq9td@7>qn1=JgM051_MH2<9Ml-ASx>sMj8Bk{D1Q*YJ#LG7?!nT$MZ&AP&}iMB z?ziE&C~`JWVj%@OMScFbPw@^l-z&9UczQoIaB$M>D2G-B1q8UN4{1`W=1QE}6n}HT z(>pCs4e*I3cND|T5p7a3xmWnt8z<4$h^={_^)>!QWs?Zw##n)4mF1~P{PXkn) zTQ}(-R+>rEAiaC$FbR~%Bjjy;t>mc4B| z9W(BIN6qKIWN)`{{)7(KI{eeIh09%FaPr8bHot!b>MN^Nc^9sgISKPg(&u7kyy(|b z#SEj)nq$VVr=AfLXd2l+oO2r^6(Xe0=h(g=e3d5nw(Y|`N4nPfI9A6;qNneVS?Zi| z=FpGI_swcXzV`@l*`=LNJa)qh&{bp&P;c7%)r}ygGa7n|QtR|tT6M+fPfk{&qjaAM ztb$=(jeEWz_z_d<5U1~f@D;~t$9P%S%z4mv|83{b06&A9=n!N+%a5-urd6YTO3o2~ z%s2!bdC?tbgBO`SoO;Ju5_}kU9<3NRlKN?TytTMd{THGPkjk%=X%>3L^Ya#~(E zQELpN{=c*9n<5UVvv0@ZSv-*8l)4&houoLj$+mTB_uKj(=oP2RGvd4#CwV1-iDvV+ z`LN^V%Zsk1ZQ*$-Fe@ni2K|j+>jh!`@#&?V@p-ie`5fB(FDt4vV`q7}t95_EL&_QPj?aa+ zr;c>MoO%JnFLzS*CET#T(93(RkKN0r-#W!gn#N0g)8lEvYwhOQwXULn4I zGBB^z$jAsB@(GGe%@LI16laKNOL4ODW0d1|>vQ4zY1?dcLXx@(&18?~EEz zStalT{vTy05RnEhAu-h>;I~c4D-{Fll$J$NIrtMJmxK?mIyXRpKuGG?^E?#NvG;q` zwF%@ds5P;1R^ge6W6V1~K~Ycykf~gJkHq9v^qo|VfaVgBQ4GxU&a4Y5?0oJSt?S_b zfR{h6ZX7%a%46dY5SI-J3CZZ*0Vm9T6AWBH;;Fd$2`=7;KwN`H83_#ad`o6o583) zwR{28L)cN7)xcstPPxl{?f>#d5tBnBhqcCi|1WP8mNmXnT-al10!#rP8i5OtTYAiB z2m*>pSRkWdDg7MLFw1#J86H9WfF@RChP6u{ zwu_)i`1SLf8219Lmu9IeU%KZ;L<2paPCcO@_jib=VfHKk*66I!ss+c1NSAb(d4-G? z_CuKJ?UlR=v1q3Un$M=A{QCOdxskk%k^RZXQ=QW$nUUlpcJ+l`2DktC3Z z2E1nuc!@Ie=O4R|y*0@ABPUDFR6J`fPxWxJ&0h@78gKZaA?PKF9}~N*V82zdxe`NU z-DJ!XzX2IE{B?|VYRBB1ItZ2Cr zw6e47c7^%2SM*>eOaCU+zfVjR6@B$)I{VL7x7+P5qL=ATagT;;^AFoc#mDe!+%m+i z(egOIJI5`onQ%B_(pmh|1EfQY=6X~>w`Mb(X#HFD`^UZBnu9Fu zETMdpI}uT&4V+_%Rsq7w78b-IuBs?e@wF2HAKiCHx8vSP)HKQT6i8mOQi^>c*EeQ@ z4vni)G~mo)ymuCdLZvh}qr-KkPjs3pYHlN2D;fIN$UU*Vn#5Y7)qgH4A@BLUU+eKV zb*8)}W~_^HQ^OT_bI?hRc1E^8bP0oLJ`;IP5`s_GNQo&RRQSiQziorXrLV7VL|I=} z?>?W9n9O4>H4}SHG5F)>UNIni$vHkBggETv3KnQ^NCCk8(uUrU(H2xP|vvAS>+G>QXm6vINm`d{`n2^Kgs3WmVvD}&mT z-SjMlzE3UV6cfJ=uYHn8EMbk(W)@-zR`?V}+z|-3Mio8#Z8X57E`)~v`-@*6FqlG_ ztf8|;xs#^zBH&hfH5H~9Cezntgq$5=Q=ENaUI9)#Z747zyd&Z}eK_H@?9r~O^d{tq z-p(I#W;QKon7m4)piNmB`)J&;mHroBDB2Rs zARAg~b2Rji`DKlO`b|PjaYR@ni386iXz-iK_C~7|i8eI!@EX59nQ*S;3v58zO)Jda zyQdC&=`qTg*vA`(PfwIA$(hoYHZD&A zl)a?uUGIc1l!h2j|G+v;zQVR-qmMOZlm9{}8RtF$qye{|ABbQuk1~7qxcLRL`VM#= z3c^@e9tnY&!TU&(`76f7_mE!*TnEeihawXEKova_l@bt>7Lx`>fqwFQ4u z@hbON9#2m>g=K4@8s(0vV2bV6mfxGg6++K_J51hFi4|?TY7!L9wXY*ef z8AR?AL8$O@6lB$OMP%eP^ko%+3RToG13d)RhM4?gpteZN0(a;PT<-&c24Gm$%R7XlCu1y&ZHze zREh^pLlL5BdO5DeNR151J+Tojv!Il!FoZn)EohioqdKS^T3HT3T3hI7n#9ty>Q?IW zpeJHJLKi}-X!d^b(~9Zf*F$@sVyqCc9O|L8gB8M8Xpst9cw(0H-W&I){>pFL=!WO4 z^UOX&NKRwG{`FG@hL}qeMGXJqzU1iXRjr#Zqh_pK;g{?QasB5NG!#~M@!LDqVMO-n z@A1W04i}AzP|I;si@ycklY*90q8U{ChSb+*B}Pv0v0JV)T1!3x2o>f&a1H|u0l?Y@ z#yL>+z$Sn3;zeO$p|LU8&I18u%4M}2vw}FP@F*o(4&1alUoa|`TKE;j80upJ*i;C` z6Ot~Ha7DOBxsXaK#>)#r@g3K5F~t%&U!s!2__~A7A0sLYa-Oz7GO>N7(kFMFExI5Z zZPT_v?NY1RRcAy@aikuL*Ja(vpeHr1%8iRT_W(VB5#R1fcyD7=&M&&NxqKqe<(U~n zJx@uE0S?_AcHd6c-=C@+4gh6t(VR9pu`O=QeWCF*__A%m}j#WS$OVqDEc> zH+>U{{9LU(y*#S&Pw|5E#RgXA8A6^?#9#0V<#^8*()X*|x+wOvjp< z&jg{Z8`8_$)7HxMzh5t`od^ZRfl?QM{r6KwhVYT5t((2K158X*R9K8qPLA;Z-;9ws zjU~stAJ%gzz-X$E+SS5hq{0{1B130=^K#b@bs>WrJ;8twtaQ;B?c`Vgf{9Ie=eYa0 z>$fZXf^B9%5+af!Z1BuPnLpuewaO%68um;h!l$twaq%G5w<^G{LlG586qWyu51!#P zuK=S-WKpTj2TRX%=`vo~I0F4f-E1uGCg#Cm{R_einCSg>s!lo^JRMDW_fPu2ED2t3 z5V{QMOxl~RV1Lzq|L`)4I4}#4GK8`tqCpuW*wXsS2qFh7l7}8L+}TPKqXxZ zhv>H|`YQTXVD$=s2-hSa3e}A5T$73buo4$nKl#6~SmmarWy1i9~v)R|3mR`Z2(jfQE8UEd!V# z5H;W~&{5E1&~Gp@J4ffBSt7B6bbdXfKM&K|RzSN!Vc=^5_LhG(`UqGx;5~wO3RXV= zivnUF$SDv|3-CbDr`e5T&`X2d33~q?@Fe(qc;yiM0IwwT>na#@u!;gKD8?_seX{Dq zN_ynfK}kT90B!o8#p4+TUI)+MI8)lc0Um)T4_g&XBMYY~yt~m02Vk5)_%w*&1`{2?U|?cC6n_0}3;YBY z60p)hw}2G~R2M5ND`?r`_6Zn4&|JT&d6&{zP-^AiW>)8_L-CA6{1B-Jm`~bSjFhhlYl%0#N{u z1D2qGI9P3f5l}S(R;G!GiGhIu05(B)5}KF6;Dgc@w?S`Y5{JO>gBqT{o1EV|QAi!h z=~@LfdsO@Y!Vh4gV7dT985q6b8v{tAv-b>K3NfkH8#zoIVQ1 z1AJ#|d!RhKt{6MR3;$;J6Af+;AxN0Q_-Wog9T03qBdb9lL-$N)ewcA})-U6|TSv$5g-< zRAo`w+@*!&9~Mn!(!50r=2!tZ|tK2cS#{-As1+!)tB=sDbzLYbsTj!^6au&bm9w;s@*F-GMwiaJ$ z`09#$7ECh^HaoZT;Thuc!+G&cP%x4h!FN5Mv|LI#u&s+Qz@@m5d0tB|Txs~k>$%a0 z^havs@U78z15)H&l*Q5DT(I&wWiEAIbKqwTt0}d?U`w65&ziVFw8)Zm3j3G{#*Ydu zI(&~r53c0HWcbmVR(9R#U;jZVn8-fw2m7*nEcuZT=rj*-`e&+DMIva(yngv~T|mQM zi}etSpfM$sW@xOEQW~f*_#R@%^Nm%TbUCIX8{d>>R2D;#tA>R4YyI(lK1&zQy}_CL z_24|0_WZ$DGBX4;x-H&=%IihW2;4jASQYOL)=?F-!WOl8b6*eHF#H~uVBubzM;B+4 zMVScRorg;QSzlX(N4<`gL2DE}Y4k7;&TkrI{I?#1ifaDpN3!sL4)R!y0hwlh<5kYs z8Y~1{Ik^aBEZTF~{BM(f{|NA1_~VDd8K5!7vSUXURgQa8rUcJ@phd2y!^A#OxLk%Q z>vl8kwe3sH(zDyq)8Hd!x>=SzgYU)an{N=+kE#*}2%U*qm8v00FG91+h#u7iWf)sU z9H8?~wkdam-&F}yQWtNlTKCnj3z@@xX)?A~evu1Up&Y4?(j?#X!u;OX&B0?Pvl{Ct z_giQN5%5a5%y>v$bQDKML_IU1&u&!epGX+5@VAD3KYC*>?-C|6egR(h5?#!q6KwwH z=x2^`aUwWNo!IDr-zuSKmoU zW_8aZjq2j{d<84i%Q-$O=ACTD(Lkt~EoFbkYOjMj-70!9z5M1WF8(4%Q9qe%a@;6# z$g$gdyMpG|JjE2fsNF20*^dP9KN{kVFjz+LF(ftPYq`Q}g6(kUj)Xsa5|1Qzvk@@Fzev%jtB`z@PmMe~ z?T#9%JF(zK1gapk&?4Qx)}EauUcAz_r`{briOT5@ATNXInv|7I*gY6>o%lD>)j6}{ zdFeWK@CW-{(r{$Y086yYhRMcDQ@puV!OBHf`@NNl9$`GF|4jTlfs6Ly_v!YOdN1rw z<$4cr-hD3)Z*accW@yaNP*-_W0nLse_6&*ohd0kbA94J_MsxqT&MA!3he#Y3@j`K zxxS0A3COeGEu{5HvTSCv=B^z?0`kZGZvB)R>qiB=%pH1v!Y6&7T5h~CH3`6jedLq6 zwV|a!u6(`Ad-T_lSGVnrQOoxmdZ`uSr?Lgjd2yUO%EZF*$K9KcqkgB{jmTBNW2R=}FAS3gPekd`b6A66P5DkBG~oP@y{V;GEWAIn(WLRqzjE>0?UsH&J9W zI3VJFSKRmtwy7)vBu$cfCPJ6{kd?-@v^xt%$6IPmYSILSQ2T-hNQCNTT*p zQ;)Z4>iCg$ouyjpHv7#VBk46p?t+V`8f?fzy!?H2Q^S_)uxWgb*s!$c@O%9S_vWfd zhaG<(3yZpt25b1RGRxA6HA`MLw=wVDC=@*UbW>Q2rPN5 zwz`rsPO}N!PbLWR)vic9aq-W)-YupN0kud(SN`+i?b(09L8tyVhfUWrTnI&MRP^PW zjG8C2HNkaDK_`v7Yw~Xow<5{DVUdxf+$!j6~v3@UwiJp4wqxxRDE7<|KWx_@mrqbovR7H*lk=tl^`NY z#Al5YxKHY1w!OLvR;z$6M8L8WMiI}WSN7xTAK(*dH*Z~Xlai7Gv^h35Sh$hz-o6z9 zOgj55_~fi$?HuxznTE!obqR#30poJlTPjDhsj<<_%q;l#2_h1g1lR#!YydO}HmF_1 zuI;cgKHyM>jdiJyKPCQD)?5C)@Fs0nZM+^a*x!%M_6-NV12=(SlV}pw+edzQmz_mT zLBs`N9SXq4!SV6*q@bkyWcsjJXZKG~lg6ZWCh3LIU!M@;Rxk`Cygg*0`{h0ROS}&? z)o!Lv2k^r$KPXJ*uu~dpGp#~66-iv zWA0x7f*&dhcCM$;cuz~GhTmcP1Us=bNgmS#bDt3XSc+tFqCKzhk;LPspVEgu(DTtO zOda|LuaFTD@zNwJv8EY)P>Qz{Fap7ek&#}0etm8q?NX^!re4RinasXCCI_qqhWEBw z1T1m;uTv~uwRA2qVZ{^aVk+v_GJdmcGy#!uz{wd{SV=1DzOAmG7i?^7K!@l>9I|tB zoy6XNMsstQn^au}%ZrLmU&&Gt>hsjq){Z$e0Du>Tf~KkJX={6Uda9RBf^B+0$|E4) zAo6kraK{l~W5&nDHJer+UkA3)y>KJ5@IlGyWVec~-;I)j)T|O{sU#08jZo&i!Fdwu zNGaPX3>Z%@$j*P^LRtR{X zm7f0hUkKQkvHK*+!$U|IjT_mue%jpB)cgJW#`?OhzJ6nU{hGJbRq*k(`TZ?D<-&2` zl;PCaV#H@%X9U>FR<2xKTtdEDd@-FFAJ_gk4O(MlQ?0U)aCi5d^o=Mt@zjeIdX6?> zRl-ii$WhtMEk-_d2+QrA9{c^8&`F)Nf8}5d-R+bhH}9@WiZPvs7S`&Un)z<;9C-CE zRWY202F-YHS zwXJ&~_Q+1WB5Fy;{8PHC`A~=khwt=oy z2M$h72`YsnfH&=7*5JUv$oA2w+sA4(v)bjrDc8pkMg5aZA4NmXVx0Og(JlMO41XJI ze&4+rZBoMgZV7+J@B3yH%?asR30S-b|4c6P!)7oifYvou;6RLTXSU;3PVS2!{d_*r z3j=;sw2V}fzf4MWw5_!@7}y?bL2ByhRAzZ#-*}r@Jj?>fTJQ={v;qwc&HHU_Ev&vqbVmV>(jc_aa^oZUcJ9n_rOk@M4ObDNE?$#{q>H27>2J#jzUBf z7hW$O!9#W!xySW~(@G4b*I2J2cd@py)SnGI$uJpy)aRngef>HrGEx^z{gq>T0};qf z_MIN&F?pa^?QgQLuZS>1KEMKtpi##4vw16iZ2@?RtrDWlPfhRP=6Av2sgJT+4Unl+ zBj#$pM#OIOA1tmTj+ed^aFG3=AowYkcUZN$b}GRLt@us0Vl$ZR^UERfVS}Wodv`(4 z9dpNa$ja#{^9ZK`ke4H1KDvr6bOA0d3g8I?n9t!bfqUfSAcY|alwAu5=}n^J(#q$` z8U!?PPL1;;BOpXKCMpV0Tx|r5AcfRaRWE}LwYBH27zqf3x|NfOzh3@)6!2%Zs#&J z(@yqwc0+bv`uZ8w`&uARxZB5-&Sz9fKEH0-3@b=l!Z-sXP7$LiZMeGAnMx2e6L;I` z%+CjeK+1qY*q-&tf?fK1$uQw5>cf@?`fv4icqlvHVBG}=0YMH}@qxg1Z(TC4x!T;c zm3rsv5%hk&D03+whm4&&vL8Va|bLwMiYHEN{QBb4< zwoS8HM+b*C^BO>pm)iHV)C-9O@-boi&qKpYRjVVX^(PuYQ-rpvvIPDM`1h`3vsU}n zD*V2Yjs?^8^Fr*I?Ct63EGu5pA7u$nZUir#1aGRcGBP&5MJIL~FS&`6-j|5!W+5aT zaF=j#bi}|6mywYHYL7noZ^zeT=@&;25w+nt)V7wbY0-TRaGIZG=ud^1TNCL~C+*T= z6`2jR#DF~a*+|C@=%@RGd+b$>>NX!65cftrv#D)6>CYeP;4}Rl3@kQ*5g8jBk8ZzG zWtYo)#>@M$% zriKQv*aDMVQ3U3_`mHCP@&QmD;AP}i#{4eF!p8o79wb5!_!WT)TsWNh{=LYEZ);;i zsc<}aB{(QZr?Uv~$XQ7#7nRyw{0jl(kncxJ0aOYgu*qF8sm6U6iHTjDoYZH1YGwg( zA)pahbawy~p|&^Z1<8Yuy*B?-R!+`d7qQ9l@f-oGi0Ejb{X5#*Wg**G6>}~+NuWj4|JCwd+(0Zrc=2w@g?Ij42aJ=8Xcb!8w=Pn;U>ELBinxq~xLk z3ss=TfesIYVCeAC%(*m?Fo>PW*bC(Vf4}PvATa@#AE5YCVjWHp`sHj99B?4cPwk|^ z3S>!E)+~@p0<_qe;ieD$zL=)a3bKxR6=*rw+Hz14mh17PsUmG`hyc-^KsXuTLo6xj zbr2zpR-oe2+G#oRmhy0SkLdd8FLS$kEYd{iJk)0@(~mWhLin@kCy*KgAH6g*DAIpR zJ%O?+;RBjRb_%d807SAaOJFJ*G@AHGy#u=p0q;wTiukeyof^T4W8qLNNAvyDQUJZl zj2>S#n;o)FjgO$^lB{y!4k^X))TskC-o&CGrr)Y(Ow6yVM z5ta~;7qaeZ#@%QB<4MMlFFqC%{rxE8v)<>Qv>TzP=8kW4BSn8>^P_M)=05jtEZY3J zI^CR(9ycg!v3$h()ir3yM!@p)bjH(CLj!{j z-I87J`K#bY6KV*pFcCAj7-6Ao+`b zlOpZqUoZM}OiRHD6cx}}iV6yq2K&Ip7Q8?DwcIMJr1>}J4hCeR= z%EO&)64%V=*xXT-uzA$1ftn|X10d60a(OS@+;WHQfC#j(;MOTZ_xA&czd)xPZkftn zHf2KFrY#hXjc=t2=_db)prsl(kL+H4QS=a%^)bJUpy6}&QWp9oi$(fAW zMHe+3M^5y7Qm2Owwdqzo?`j~rOPHsiJWEW*^BiVsVxeI{Mj@$H!(AODH<&qVCmUu- z5g{axpPtU8#eFV$DSpDlnq~~CMWz+1R*{#;(D4z7oYnARL}*^{B23+G-k0}t*57{S zra>ltUvSni(jd{e$&|padQL$~!cV^cgKm|LK``u%?DsZ&yt`AGI!*}3bsiPeTx?Sx zKIzFL_zc@IU8nMCb*9K_>*m%JQz&+!1r%XT@SCQZO%R3zC1XzVeG?7*z0|m{z#0lm3~yBtRjV1i$KkAKsH(O2`=xpK1IfRI)YTE3RPJn@tVPeVV`8l+EQaMW z{xAy%bQebjp+3k_D4-f=`sH}xqi?GdtLwyIHyTz6w%vG-!X8wT`2L`jn*a>rm1gqT z?w^t-(k)9S_5$UW{+MLw4h+d$RAl;aI@FTMhIGlO!EGSt$_-v(ubqaJQi+Fifb z&fYW;m89XT4@<%^e(>(}oK*is4*vVl&p$#CC=L$h5>ve;q)jeU31;R8GWmi_b+*c% zL-`s550o{6SV-p2ENjov=gEwlf7ZQZrkcnD|CYe};f!n1821%!@?WA{bKWTyCiu}NJ~R;!x1WjYvfW`n zT83oAeBs&s;B~zG@b&5nVFxVw4Zi~3+S7>Zc%fHmn;Q{|wQ_RuLcF z{Ooe(#`x{AjL+h>Vpz*sTkBMIRXJU}(3?DD0<2Jd4CZ3(s`&LjiLH5TI_}5_q%8kA=WFQ?cEs5 z_8PCCq@TA(8YR?I-3IdA9LkZMYiD&yd;61y)_VKQg!vI)qAH^fg@O;hYKS`J)7RT- z{k5c9rwyNq%X-grW}~xNLB6niZS-QM&{I?zd7<7fVpI%m`7#vO#`&n$)PBz{m8?FF zqki>TDU7ec0*YkuHvfHIEtGZq!dv}poA>HARbN-X2rChXV+xl-jap@G_aCn-N&P$S z$xUpnWXEVBd?N=do&2Hlq4h`YuqS(FtHKUfN;mNQgQaB5;`vb%p4Cp3OvQ|CnHLue z9)rKwu%;@c-u(TE;cJ=7%z@b_ze!dWDCwb`I=Suk$qkj+Xdh1 zeuU;e1O2y4gRkh9Za9Bve_Quz2$t;CQbSbXxgK3y~Y3{%W52LG~FH|&sAF|SsFU6~i`3z9uhjZ3#x{mH= zF487Sl2_AvlgKjX^^uS-oLXS6`gLt>lV|o=RBnO1pX9+o<78{=i=w6E+`g- z?LGYTO%HYzqUfCX`|{ieK5dol?(WT7)<%aE`4yuIg}CAH@+kbXX_g%j!x8#9kWtLw z^U|f2?6g$}CQ&CW^5$_@_A17$pO}$?+KqY=*O3DO>(e}y2@#_@5ASouZ`VwIF8cN0G1Z=t?A zjx8&3uq^X(;mBuw+G^##W(_LA>iH9&KLej40}cEX(8296me`t)?0Zo7bK|~9t~(an z$)QFbH2e1=ef9SmhwqzTpgYM&%=RdefqDeW5PGqXxdtrK5EE9z;n%%v*qqC4-1e7b z7ymM24^llhaE<3KpK;AtzI_l@VnE$9sI6*oV)@txh{`o2k$nCjqAUZInrzOBna`*% zR#@EV;yeV^-sY(eA_=UY`O$`9Q0aHqmy(j;8MZnBJNMqlc6+Bre~imqk(gKBObvhT z`s26jX2O$LhU=8iy+5eK;-^+@Ao}P_a}}KxLH%8;U*{XIzamR#5is75A8dDw2rQZBJ@Ib&w8fR}8;SWt zW0${vBN`%YK{;R6u1=Uiu6b{1)3Kk%4kLMkvFJDh4mgYGR9W!l=_4fF8SGdJ_p&>* zrA66n24LvWatD163W!M{3r1>Tia+Jwt8`vEq~-**_d%z{54GwwiTPM1t;@G_f zMcIO+A*e&yN4eQE6W@wbuB^%?l?dv)0_E0lzq(WN5JrhJ_>f9txonAilGT9N&*$R^ zPTHA$dHpIAZH`4Zh4n`#6dlQyEUk)RvBS-O9QktL)Wkb3%?Z=lck<=*bNTq6gJG&B z?Sj%xDL(?H97YdDZytB)q0;#6*s}fJP+$H(lCCl!itlUF-Q6rH(j6kPlyrB;QqnCc z-LW)CNJ~m8t%P)kG)PMcNJ%KX_xJw&fHOO@ckbLdb7%IPCvvaN2v+GFV0X_}O+u@? z8?^7`r`iSbV(&*R?Kzd>5<_`)wo{VW7I5o1IO(9cZxPAsZ#1Je#X`wohkHsd;AwbO zneQQJ)~_W0C_&MZ#Fd)YF71+|bJzHk_^f&Q`-673jzk8PRAfxnxLWsIVCbIAjBlP- zx7uYiVQr9QtN(l5XYjkJ-nq2!(iAabC0YJZXpNAv{q1}2_?IkpMiOzv_7+VyMd*uu z;y>fEhC*6@-w&>Q8Y_%y-!LBafLEn^VCb)OGxo`e>&%9tEOW|!BBfHm!osYD3~Q5c zGz`tXaqtz$q6?U>!g?9f>-&M^B#1MtIB;HQ*E_?ad*xA|p?JDtxOlk>e_whxtn{nU zqO?`t*yUn#c=Bz140(;2%X>eGJ))DaWW1e$*I#J|P;jzwO)-yCa9i3-&qNFtsN|l> zID8de3E{u2{QY$Sa*5DKViq(y%{V_K(6wG6T=@HG7w0Ad$MuWEv3L|Eiwzs~NW84c zFNgr;9_k3eTa5aTUT^w4il_Fg{xBX3;@fugC+?3hpI2~%dTm7t)}T^^)hetyzc3ri zcQS>pX>2-7N~+FuPmJF8P||vTlRO#kGp?k~^+aN^j!&p(K;jt*I;_5;&YXqh?c}O_ zU^=F)O?ZQzM$z;Swufa^}pB=P9BtU1ObCwEcaomdy0Xo3K*4VVusOsE$g7sCpV?zlZ zMqCyAXh(me?11WUSo_q|>Y*8)Jav`$0+$fVyLmY=a4h>;SqyJOzn0ZaF!}Ni15ayz zgK*(olMp%LU?*xm_iSw9FqzKdr_b&@8t=Riz8d#Tp{R&_eXOlZJ9fOt?m$0(QAMSD z(|&S@6YeZGjEd_FVBb3-3S7QDT5-@xb^l*g&o)Ml-qb^e&-sf6mlHnZjup7tXk4wM zVV@OIw{<&3T=zzj$^Jp9Ad+g%N>TDb4HZL#2~)CR=x#KvOU%_ckyp6n@fioVCMEo2 zb7*Mhw8MB>K#@ZfAxii0?=kdKWVN3U#cx|uvisEzb)ZX(uP=An&N#i$>8 z@k)58eaIQ#bSBonEAe`kBxJ?)>2nhutzMU*ClC4Q4uQ&0s3Q|4oBT`Ohed0<_wga& z3f*#9p-3{uG`Ma)C*KV}b##jbG^kq!Sr5K4(dD6&Q}H-#4$wW=VS?XHc_4Uy+FZv< z&CIbxd|a+Jv8NZesooLIC7;2lU(UGCSdLsBcS`3SesUMaZkkbZ{`g_TRU8e^-W1g^ z+nB#hzlA_D<%XCl^giBf*O~E*X!9+z$z$1zVQB)DX3O84ZYAOY5SW)1zQ~hsDO4YF zjO_N?urnut%h40KrM76%(&~s_sB<~jrD@AuQfQA488|ntO!=j@3k9=FTK_THpGfi+ zePq2Bkuh`@txeNdvF@teWDO`yi=`^L*I1l_hIxF$o+fQx=ggRD#`oK`s{Tt@YwsmKWFr9ABk~UH!VJ(<7&l* zylhq?K=gtP&t7hIthMCi{q631BaBYT%^%BiuG&EK>~@JTwZA;~+IORW{0E=ygyKKd zYLS&@1~%9#iVuSAS1d`(7K5!+8)K*9=Wo)H8oM!2-rK^rc&pCMxq8Jf$s4q~S`qkd z17*!O%8j2X?6n404STqMx}X1w!_$|kCEP+{?p_jO&3NP)WkGK2Fe|UTW-v0mvi!}^ zQDvy47iFYEdc(pL9w(@pY|Y^3G)6^Y)aKP6p&&DM6ZYQ)?YqF9X#0`hSS07RXt|qR zlFuZ)nCGYU*8Atgk^yq&vP|Yf^OyDS#JK!8jvF%t8+kzn?(lzqO-_wsjsA>1-pa)K zyVH=Ey-;Kp^rKFC`I%ou9%*wjgr(s`=B8|!Xl~TOc`>?979WvEQw%NlLD8;EOEY+| zyuNSGaaH7cfQ&BHNqOGuTD{wJJ%IsXRp9B%LdPN%jMH%}bDh1-g-`B4KD>>h_=Y@- zM)l>KkzeUHWbWT@rw`4BTd!D$G4Bxrqmp-YX68^U996zmeYfrL9Ut7=7;Hek&m9; zl!hy5l(eK7td#$4f6z&fU2uQrN{~}1)Pne#kBtH)5qVcSOGxyx)1ww`A1V5{l}YGF zGt*!p)8JuiCeRUcN-u>Vt;(sqFzh0sUWWI+HcV>6!k#VbF2OL7Z{I?5F^R z-y`@88p7X^eM|kJ@6{~KhF?!G1hJHGsf2_%{_TyG%#%QsJ>Myf*Xi~|n)?ue%h>IF ze`UlvD?yr4lSM_7a8El?ZdJ|~{;DhEF7KCHg5BeGF|MIWRF*Km zw;N==t7Hj|Di^2UZ+774ruCY4=)9>K*(0gsf@ye`p4r<>(UrDXRF&^{v~S}Vq0}sY z8&Gpt)eWIbeE~mCtP}-_j-U3A zFMNfTNH}F6t-4|?Ost7wKz?Tjg^fi3@c6k5T;li+4p+h;| zTjV=C0)t0xEz0LZvG{JiQMaVEw6xJmvv6p|zu}lmSlM*M_&>p|*7M}>&Lq#6P3n)! zzIIv3Ts@)bQXyESCJ`sf2BChW^NS~&R~+*_{)8$?yY*?bSB8*lHq9L3*a5M}Z)~)7SWOffOg#6E>}Hwwqu%`UhC5HFUyY>C zq;>fuA5iTWuuQ%-?lJ6V&meQ7k4{$DmirqEVH+Y&(O~LPD2+hGA0&QMVdQue@}IM( zpUXA;nr!j$vNwZ&%71V)`V<@&r8U{4v37n*poj2|mEP>t3H4@TK=5f|h1i&IqTk7L z3KG6ynUL;4t`TlAHV61`pQZX5-H&d&hF$qtLu`5icA8eVby0ooP4pXSjVOOTYE@>~ zVvuymiWq4_3A^Q)tHbFk%7T$!3$*=%sT9C$IFyKk0hKOB9oCat)wUDvI52S9ghoK z>OSzb7X)1LjB;v}AI>Pe7$<>UVClWYUnR#8jYy&yl4^}e!xNcPiT7hLgGZc2l4eQMNhDdl^qz0;+i{$jE0@0#i0ryoQ2Ch)DE zoYb(MA5q-nLm>#;w(^Rfc4W{yMX1_-R~)V31NVydi1CQbXs2xRBV|db81cp83mo&$ zI4*ab#?vt#1B-wC>ZiTqqDa#VT;xK`Gn@KOvCZE|VAD%dQk6KD(W!)>x*T;oBALh6 zyQHUus}?^-+s-jAhWcJeYAx`I-2D|qf5y&n5&*ZI9jw^-UZ7QEm%2l7Z=6yZ*mT%4 z*oS7+A#>Urg!25ia48}AkZC0G2J=?DX^uyL!TrD2S#+2JlAZ|d_m^FW+NVEf%vQDz zba{Mj#(KO^Vx{*BJn!&+yT5KnMZl#WM3)OiM;TlGEoLynG6F_9Eq5U3NY{bXb>0I7pRw&r>adKKlk@+E3_u zkDB5hcbb*fwQXy}I#$=yPSP)vHciuej}jw?iHxLtoa2(R;ca1b`#G9c7^M6>2wUA@ zs--$+bTHdD;mPte<-D(6{S=a|dC3-xdGoYy^LzF+ezAZp*$JuPjnh6vFGL{AGe4i> zvU{L$#x&57N0pR)IjQ@=r*#=? z^2N_lACl=FbfFva9dzBqFcu8#-7>UX9Y!9L6?9v{QZ0XfxdT#3zGSuggy{aPo6g_< z2MA_@3|HG-?}k~+Y0d|0{^Ik0{r;V?ainU}EB-u?u#E|7*C2;ZKbE`4oWa5C zDXNp?mSoWKhHt!yh#Ohi4p~Tkcr8tJ=Zah0DRS45WUyC;`H#bqtCg3?Ejuz5Td|#a zRb_ijL1i+FyX3Z%up|Exo=En)l+Bub%1ZV&t*+NviHc&X#r;Q`(71DK0S;kY`{zHH zN6D6+V*>kf3yokse~vV7s>QJha=vjp0(#X|ZdJMvJzqgNjfp@eOAWC%P#ez@%!9qK zw2cmk>`;RLkN5Z-*uh^ z(--~aTvB@cu2A{Mg4`az%8T%mjQ4cj>qE&eH?S4?DSedKvhY4Me$VB>a{3nWuTffs zio^i@8((v+Aq$@3Px~3(!;|69t{4|jhFv5h9UhWJetbTJvF@&L1*{6I%eV0BUu3`Q zf&{OVNUC0b7R{<}XvO0H{obqU=a)CJzU6%kIs5^#XI=hte-#pwQMom73jMaG%xiY_ zvQ;&0j(4&mx1)p>i~jT)GM%R9z4(^d5h9=dK9`O`LB zjc;)Wr-n&JN5&J7i?Qe?4>B~2Pmm$+ydHU_#>Slg+Ds481uNF#jnA(7G3q8`JgK|Y zs!G_y&D&D+TtO^fH36lM*iCe+*E4AhZtA9*S!1-3vtg3Y+IX1H(c})+^14i!=-5)j zv2`~!QKY3qp?ti@qdXMhIv-n^kk90-?!MMw!g)^hU(#!Y)j{0wLMm;@gI83CNW3tR z5d#M}g@^UZAM6fa|7%sZ=BuZT#bz<(TzGI(s@fX=Fw9m42R;8`7?o+Rot+izT3f??Yu@i z4Z3AcnQikI{z9Dmpxo>%{S}RDIhi{AG9|fj+G8_SQ`zD9`=Po^i!XJel=b##BCTei zv)`pq2@o43I(}_0m!i4C@KYR;Yi~!c2P{-5sd2yliO^7Vpc{LSDrOu!l_7$H92B95 zX1M$UdA@O-i~@Eg@!n`s*!4dXa31@A>o2#&!YqW6yA?mAVAZcUqX&O1&b#>swQZAr zTLJSoWgm^`BiJQ_6^YL|Yz^qH*g}=8^oZ9MgDmAf{7lwA{i^YX?keA#sZ6Y!r0!`= zh__CEf$?j=Xr&e!i^<&%p=)7|kk#44(4?fobzsc9T^2jKPHD(L!tiFxDVaKJ&msOR zEUKXum;Gvz$(fB0#_c(XwT!O_{U!BxOq$WANUe@_^Gnxr1)?99riY?8uVNkfkDfMY z8XA%M!<5Q$8kq^SJs9soT*ro3-Qa4tOk)>#TfAEdyY;rUZ+Oqxi^iiC^-hF^UVKof z>VK`8cj^0g1Eerl)N>leWW;dkMbMPpDL7gSVerP!Uw;9#V{WMbupNa8K8@&`>(!ag4S#HI`B8p0Y~ z!pS&lv4BKw)0RM&%K_KoIMKTm1iS$xb4_?jec zwm5zmV8X_Ta=x!&ju7oMFd1{ zO|XeR)c5f?s$li^?rZr3rB@F@+R1sFh*mV;G--;m^l9--g)q6w+=k{;zvk91O{-~&_O&yGw+XTOS031P+!8-7X0Z-^ z9Gx=hGTc9t{$;q$wZF78+=m;lblYIPQi~Eg*ljO>%JCe z1Q9QhW1AH7X`yJr)!*fQ=AIuXUm!8n!tIy@`2MQ#Ka-YS==f@%ad!At4bPPJQ8!x> zy#=E3M|!dd0mkWyRlJ&S#DZHXW(p;GN1wzoRDK%ie8n!3G;g@si({IS&(HIjtuS|S zA!r#InI6(rK~ZUnF~~6IySnDLnU`qmKJQm_F0oX9+(A29-#8wV{H?0Exbem=nq&EJ zMf@8~KdZ>UMogq;Xvvi*IY?6kP0Dq!*`-VR*y8??InEU|8QV+N4ux{WK(2tuE4vvh zbI%MzmJVgifPCIHB7k?{gNRPU+Mc((R|9Qf5UIwG|2h)))klYS~I#-{0a0G-^g&E^zQNWz|uQ4Z9bW z1Q5aUe0L_wjo@3pC;98MywV(xA)OyJ?=eqzJp;>6|N0@aPChKyKWH|$R5|&e3oQmf zI{!2~G-=lcCcf+xjQ2|>yj$g8{IPXAM=FXO6QVD^{7YSjeA9J57{kz<-JfGajd8fJ z-@|LDx@UoRO(D!TL=3alC5V=RV#Zz$rrg1_A&j}PVCb@G*z9q=`l3BQt<;c* zN@4{v5bw1l~fNs|xt?&!j?rFFjhV!}T)teuy!D9O_K|<+51c7uGLDw6cxM z6ML`D=H)Wy%DH9C03EdKkKnF*hCUX&&(Bo;1(bHcG^H2RpvO z6RKeD6M}$=P!*n1Js?<;zYjY@mY`YZdSDD-(46>S;%=0eFbC3B3WBgcN- z$o{Yg+}K4l0@cX9o<_Z;eztlnrAhdk=`5BM$MAThvuBlbVevk8Wi82~Qa^on&ZBE# z%*fK~mT@8Mrt(0ep4Iz)Lls)d?^2hJXkSA=Y4`3MF?78@l-Mouq8+Jdkg(zu@;IGj zZHxZ(;z#z`3Jw#|xLit06#DztPoGk!zYYIAv!=ku+R94*;K2WC@}s;5lpa^z=YYC z=KvPK9zcx&kdguC7_d_TR}{#|fmHy{nwgmatX4pUcCY&J;|Guv1Puc6DB#rsIU~UQ z5EmD(s;UBbF#wSRyE6q3{g03P^Vg-?-1aG8r2?)n0Cs_P0HVw$Bm*2MI5-%9ANTga zcF-?CV+KT4K%E9OTCfoFc^${S4{%xmHI_Sa1aM#nR*nI8xoz$sp?w4Jq5*8w!vjG5 z+zSc{0FxK+lm91C0m!SMd7uLWgrWip+QTXb0dXD3w`30jNtlIRun7==foMfzV0{Y2jSQ{2>@9An*t-3K(DTWiQY!5OM-4Re%`} zRIC7*xA5CG=qXB1uuaK#ROcSAnq@68jDW5VuC`Mgz{3N%L1hz16R#*hMF&*rxaRqs;pqA)Fs!y= zS!HEqpu3=NpzDBH4_b2hun1_;fJ+WY)SdH(V7YznfG%JVYyxKmO`ZS;2ONLUJrFs7 z&kX3&C4)PFq71t8wrLfRXMhqUhzD>SC7`eZq6ugcFtf4=O2`6@MR@lnAWs8r0C152 z`ZpMmztuATBdmif1eoif8Nk;DXAgqMyJi`zf)4=;8XOaJ2XLst-@TIy(66nd-{$Y< zK{P6)P5}-z5FG*Bb-+sp?Sc?;b#(0fOLY4CJ^wFQU#J?Z}PyvfY<^N3PKGC zgn?TS^ciR&%+1Y#(6F|)26Px8JO;uZ;6Q=;1y}}%;`H8q&>9dw1FDjM&kb$_pv(dg z$;ZdXo16bxRxB(m0B|l)`UIeU&?dM7;OYa_OQ25))Y*VcQbf&YOv4NaIv`vIB+`JS z0l4zuL$E(^od^8^N(A7Gy}iA_#~I8JKokL>NjyBKaQLa#7^rh%^JHJba*7tWKC)pQj^mfxdo=HI z=kezYK@DUsB$VVH0nzAuaWmC5O8Cb{_Qsn)IvXwJ0K0UERb1Y^TIe1JUhY!T)N6^F zPgwkMn|bG0kjDcheg3+k^efik65K+}0v>xl=Ff;{?InKuUiJg=caMCfvJ1*xNGZM- zq?E@Bl%Qm>D&`WYRfSa^)4qi1^GdR_-7D|3UUoWRbqQnCdYvK#?w@iAZ26#N=Yssu ztO0f@-v*1CNav&=4X2Y`-59iFN^PeMc4p;`|sDw}~BRxV@mdqKJz zo?| z>1;iC-*21H+x`jb;~9njd?eQZMtTZo#cr;Ac?hzR7F-7RYFC0?6{02k3e@p-hie9kG)%cqa(y#us;EW3Y|e}=w%Ck?TJQuL+R zx`jbh4maOEb#Y=aFlW$?h7_RY&S7IImA}5L-lFvA`~7mbX=Qj96528}Pulm=XhYrX z4L$$!DP$@EXa!xTyUJ}zHCo8?X~&Yvqd#1RyZMN??+rwsuvD(^1j+Lpn8(nLD-`F= zeyj10+A=x4rrT-yhwY%%MBXtySWP&rRk16%#Qjx}YL_+);#6R@B%QnmIg@aJ>K9K^ z6WnKVMMA65LG*4Th??;oa1?OpHDTKB zLJ9|JK|$0`VfmOPCfVg;sfEgnBG0uivRvyfRI=kte><(7j16L)^q=*;vJd&DpInPtUyicjxQt+_jmZB|@k6%3jy=q)~}|iQ7hIxhmBW zBe#%yw7lrwjV9YmT|bnOUt23S(z2HsV_`J45hzz$F>{2(q&%76{3zu2&&d58NlLaRlhsx<@vBc%brJSM5&L;Ks@`u*{;mVP zHc4lm;%A?bX9`DAQI==0C1fk-Acm&uu|K9^r@Kg^N>7#rvDU}}Bw7gDG|AMd8Y{TF z8S2ww*m=H+KgU-WxIZ*nVq&9WHQl$}rv7vv3s2On{X(h5kXK3LjuktutxJ7f7~1Y= zIL{urgY5oFoxPJ?#SM2EVkVg`q*I3c`i%5=K6l64FY1?TOWq^OsKH+}qdPG^o(fVc zq^VH4-3?LFOj6HK)D)XUZ?wyAs77zZe%+GI49B-~Ub>;TkDNVkpu5B2Cy-MY3K#Yw zBx)+7r<=@OQtQNp*?gceq3Q=tnfml4>>`gKXBk{_?H=N9aFozG z2?cBnezm6{LuI%7GODWepfxXzRGN`2i8+UQKe3J-xTD`UI1Nh7AB8##v984Mmg$$n zC^-wi~F?A}Axh@6gAMfZwDqLwN#=xkI{ zgEKo0k8h>}IS)j1n#fZ0!n1$K(g1*VX;^W}Jy;qYU(7wJR8m7^Ih{BYT3*?y7r2_q z5tx0 z_@2{EkgHl={7+j-Gbr2BH(hn8=#L2(h!s3_C{QBiZAU3ezI~Baa}V27-aBY2i){p3 z7iB30RNr|6ON8)la@wur^GH4)8EjwNK=W_>oIj4*g;3$|D-sbGtO!EG*Uv-Va%S{V zQ2z4cj64l@ePu{ilJsYAKpX?kWHpfxZ~QtB0r4O~5N2k^;9SrK!A@7%wmIfM{+LHZ zv#QW&R6orXKYWs)_;(X(hZ|YGhNXWL6BM>v`^6&<%?oFN{#Z}yRmteV=CcH+C93(N z@LgtxA5bzQ4&Rp&2TjqVsr8T;!tXN7D}wKCWLmcNXcgmywaXFjj^s-tdWd1ix>NhO z=plLND9g%As0~EB1Gy!ZvB4Sb&8W-EL2_Lo>=uV6HeA+oVCFYHaE5QWpW#h+{HasQB3|7D2W#UTwxl zmoTEk&_p#$S>%drKV|^N>8FX?e@ZVFaK3NFA~sNhjSI3YY1S7k4p{HA`MkQwj^X3MTx$h&u`c#>)7P~hF`MsI72!#7 zY-V4)=wrtt_3OP#iN^}PD59?N)TS%dtx=L)nQGGT`bO{lVwwR4*(? zxz$K)EhZyrd$!+W?UlH~YgfdrsO$Q>yUZufhgD$iS zU%Rw$)Vz#xP^DDv4@$9fK%oRi?CI;1B4cQq{Gx@E&fya;Vjm(-n5mL+c8Q&=bO;&7 z2kd;UavXx%tK0WlS%$R>=8nr9XJa9Ok5dBJbv!zx4nyt-FQT*|q>sqUPtX{nHP^|5 zXcV@?bygi{R&pr!`Gn}HVM;^Y!HajXb6U%zeIr-Q&qGo5d6e<`&16<%KK3knB_>fY zCKcNJelCTEeZl8noS*Y^)H_=h)F-aVL z$`H{sTKntutSBfWTr!H*`z!V>{J~~3+mue5)@w(_#b2uwdmbM3?VI;=pRl{(!DEI>JW4GS z)Ua|5+h1(VaOD?b7VVwbjxvT%Zcsatlx>?dG{nsudbqpT0DpA5+Z;xdFJT;Ax!)`q zH`~`Jw5UffcnE2x=oP^jg?b2?tK0U;!#LiKNJc>hx1$o(+)l&3@lM1&I ziEWfWY*lKupboH`A%_v(8XK9V~!Uu$Tm&BI~`&uOIW_&CWTcVK?`w+j~bD-}fA$TUhJ_F25-CAxppArBmMES#`7RxCjx1QhgRkmF72h>D5=+N)grA|SyBa+AQ9 z#;yz`(?ALqWL`nS9B5a9jCRe~9&qLXDL#<616jD89Uz|yJbgeGFeoSpB-?;QB}js* zsHgzRCy-$Sq5&Wq3UcZ|4iaSSz+WIb02I%m38vHciHJ~C!1xNqhzn(qpN^v=nkKj+ zK!PxAVo-$x(@@3#{tIQ)#DD+`(FsTv~ zE8R@199HN531C+zJ}oA{HqYis&aLx4q~j_@JhCB$*~GSL=+N7c_QgImmWW)uywdJr zAI8y{ZXhesAwsKxsElPIhH4N`dvY71vd-f>JlG6S`u8xG;pjv4HMsaMP!(UGoo5F% z7Ng{byYA7_95n?11XEztrpDqZ+w72;s=x>@D`7dFh!AvHi>$a zzimOChV+!e6;~n;xO`Pf85aES#P{133|^c!>Ws|i7gDerhO0KFeZ|qRPEfDFs&*5q z{D(I{U$Yeni_{$rT7H~);Djo;jVM>lHyKDnK0Cy!)*$<8V7XgCVwlj}&pt3`Lv&PI zQ2C{rS?j(_+G+KL#Nzxp9ZZeE5r@sc4v4B;RupY333MWaDwJLeUgb3tFYb!$zLB@dmW9c`I4+1;S50(Hf$2`nD+HJKN%`raH)Jq8^~T9J@hRhD^rcGK>7evM~cLA!;b`#?(R; z&i4Xt`<<$X?_W>jzhONIil3wQ+6^{uov#UCMG=2S{QoozvcD9eqem4|4vSd3A0_>Z zju44-92y!568VK=AmTxmxo`})Y=Cq(NG5~oNOA`VU0~+{$~*#)FjQsfNCreJ3?+yy zzSY7B)-A2UrMJSgZ=d3(h}$Xp#X}5g*ufghv^%q!i)w8k+`!qi(cz#dm;NQgDO6y1 zk$&ZJXa#-Z@h`H3<`y<&T?$VQ6`wE*LGCvcZ42{l8)pyozv;r0HEMboK^grmZ!9Uv z34WRSFr^+7KYfqolc78O7d@e-^i}rrqPODnP=md$jR;1z+x>l`@b|1AkyUf(7&~M4 z@T+?yL_aGjN)2a9P+*U$U~MjiEMZCTcJi>Gx{rr!#M7m1_miL+U)OOklOycnOBV%rKBT!9zRu*xBM9ScxS(|aAj z02%{&`2nDw7T>Y}s%&7LiJ2AHMhBOC1!W|01r4Bv4^~;^fHM^+iGl4v-T3nIGQQ(88EP*Y>^C@|L>;& z`ERC)#h{5Sg0dwdG2ovdiwn_Z{5=pW*M&;jyAig8!15?OER5NXas-jh;u^Bt40dGM zP?tXy40~Vly<>hmu8^2EQ#I$%TFaiNuW|<27gijr`cm^Zp#q}QO>AUMPwe!L11fWX zDWha{z;;;&t-!Gu4!Nc1e)e|Uj4KEA!pNmf<7J7~8f#Z0K|*+Wqd>yeBpY7S;mg!( z$qIvI+I~KGh&&1UvaCcZDt)>QCO;w-@~LIexqN-je4Y8_AlBaepCPdK_p~I(YA)!$ zg6h)GyB1ySag%>^1~e(&Vw|2v@zX|0*^p*TubQx$plG^+fN7&C4CN9;Dd|xv*b@`} zkG~vZX{$NA1onF-dVhK7%ncVHDl>LTpA|!v;d{4u@77g3QFX%JmNuc~c1$pR?BqWy z`WL|~z=QhB>E{)11uf2VCpc}eh1qJx!rL}gMzHOQ0;p^V_{?OPG)S0QCOIy#_O2V4eB9f39r zkS}LtV+U1d5MH2=24V{Mumg8%B_$<~)M`urWVxVXP^kltFGV9q;H3j*hb&Nll2FtF zQqZ853Id%^6qN9QggGee@V}4-pMeJ;m_C5u`TYF+|6GJDK*WM-SYqokCnlI-AI!GS|7z)s*{ANHma zaja4%S_lzUK^lW0l3+V-Jn;Y-_>UApFfgnfqC@2|ApdXR16cd@a8WB z@w~opVk}%!MkDGnUDP6~$gItFQFrTlZ*tj5sr$*XM>1o1H{)=LTh+Cpjn?s}}=@rsQWDjHc9>Uvmp1w&$rx6eF`? zN%6|oxV8F<($z@L!}Lx;s2P2MMl(cb7jKBdVCHa4j*;4BK4~cYyP!>0-f6Ibvz?)h zi-MTvoA9K{P;uN1611Fz4Z2smFjUGp38VmRUCfeKB(T&exj~O0PFDgLUBj}+z)vnq z93sS$1RPQJBGQtJZNj`_}77Fn3diJX@tkRDvtq*Cb=snj&U$7_%AkGwUm{=pl=8b z8=9qQ)*qf4kYv={3t?Su*@rDM@N%D99D*{0*tv)m;KaW z<{Lx8c+jji+0Mya!lb-sPVngUYRzZ-EC)$bGqeMp<`F2A@KDJl1P`hEuu!&PoW{7? zgy8Wz0@xht7t>0q`OJcTgq~`0MxFFW;pZpYXoRXhF$XwWa7tICDWNb;42s#I>R8C- z1tcCaYO*(?b16GejBr$r2H`jHLKP^^LVL@U$V>#gk?53ld#!FRQ35%3BQ_$xKu}bs4#ZguS2^oMxTGTIUKybhii;aJq^JKG)dW~QYA|uPFJk_?3*^%@sLaFjBvuGb8@Z$(pw4C9sAmUk!-oBFC-RcQ@q{qMBSJJh z;@z0g95&pfoWz*Nz7F%O`k=J8unVFijlVdn!`6(sdiqL zcPkN7zfaOXEX7}TMVqiAiG}$0n19%YNz%LE^3y{b)KK9k_e$y#JWl%f@NWWQxsw>} zem90mK9N#);o}MUbA&JgDQUqtkDf*)Eh0I8hFoznW6qbwM;R-eq+1Av{ab9q?|#Zv zl%#M4q8NF8C+|VZ2&gEH-T#uA-wfr~K!QRpGr~C;3x?a4hAyPTRmmvREj91W62Y3;an#o|@!%Gcl`S1X@7q56Fpn|v;ynLzs`$G z$`qAs?d(mYq@{mf-hfXkK2*JSat;g%&dyO)RRaJX@YeGG_6GpK1T+&}TwK5hz>XBy zO8^K1fI$Js6mUfaXK;CWdU^_eVDa$*aj?rv@KX#Jy+}z(Wo81+ehm!`@M{b_!oUdw zXaz821&9U!?*N7z0E_}aLI76*79=HssVjI-2YUg{M6e6^DF*-;z>Whn1e{vg*?}rA z=oGMu0D_kQBOxsf-iHC)1oR8M8-soU-v{ty1i*{(@^Y{v=p8_-Bqt{WNC)Vqy1Kf6 z0Kk@n!73Z$+2WvBMhi12i3Bp>0b|K8$9zM?``;UwB^s0v34$;sk!Jb{kHR28 ze|tufK@iITu2zUHfX8v2Q&g;z`t6Xk;?kWH@3(EPo}p7u?qKYL9fNoOn~E=+|8d*PwhdPN1^B!B)p_e^goOrjx!#tLF)!^i6}aSeE}rh zoP5l%Pxv&XCleL+0&>i&E)kX`|S&}<;DRA~5wk~+rUYPQYlk9cEO zQMJXNClbNX3OQM?M!NRc{5P~gD_pvTry-}85LpG5Oyw)JfGci)F8=s9Z5nQqO3=Vd z$2gqq-@%;yK9+i;`Xso-f7ABvsFaYraXR)9lf1kv;E0;T$pK1{BISf9f+$9gU4;G4 zDbh5ZKj~kI)taK@t~(QBE3BN_d`BJBd=*t+694eq<^$!;gnHtLS&YlQ=A35x0E54+ z+TS6?SSjKeT_I90GIMSb)GzO@>m=>dm?I~jRiIm!BtVd>RA6YQHVm{+HU?T9iIF^2 zJGU$^P#6^Hf02n7=!Vag$cDExgnf2cJk}O@W=Y3nwvfy6HHt z1gc=Xmi|v%OW5?yzaM+@MeBDsf)Jf8wK}$}h!aP!Yg5YJEI{@XWBMTCj_QI}f(pH? z=*mNJyJjepY_RT&S@*uYmRla$tcb*J3q~7rdYdM6N}XDQU9Rc6aXsl^>8@0bfiz=x z{-Pw>P)fb$XS^&ya%7@T2bgZNYA`PgJpLEBro(s(L!xI;g}hSH+@^ib+^g#s7B5?o zgoWCupFb0yA~K<##&mm)Zb_ENoPk z6gfb(g%(D~f$J)l(D-ZQ4Izv~--|)6$EN0PY+7(YL+y?~-SLVN9W|Q?MvpB@8+Y@J zueA7UWX-#V4p?U9$Izl+ZP-bb`BF$khKgqLKULzAn-T?@_`E(KtbRq3vK}u4B(jx{M3MFA1EDQrU3v9?gA2kr<=GqkO$Be zTnAovz=0Cvxv{YU9NmEZ4BP>PrKF^Q3;{rc@c|STWCC&qZfjry0VV>#I~H7}1uX$; z0SLN*6hMBxv;-XZ04WTR1N?Gki~)V*_pluAhJ^90-g9H3L(3&_+NAC?g224$2GugOLaf zHNYYRM1c_|CkKcJO$S;EOvyltfM*0+K~WJLf~Js_1((4!&|n}KF0ev^VGxj>0lw;# zSQY{mtqL6XLKHkO#gWDU1l9`L=!A;>_$bj39_e5P6bLjNpIn+jK$;PPWQoH&N{*a9 zgnr5R=U9*fKk+*3>zpua>^t+4vJ{#Excmmmm)j7Sd*JqE?4O+~SEvkQhjA%p(~bVG zO{4}$<2KHw;{4CHa3!+Ak!=R@wy@DCG&Hj24O z7L9~3x#E=BFB8St*lwh@GlAjm$KKlMY|*$16TFfvZqv+;e?*92*U8bUn8f>JH5qh> zGh7>Ix}g-voWHqyP`zH8g*Jqo>6}-X)2`QPxz&UDZX?s3-F-GD-yDlJ`Gm}hY*A0i zyIg{7R=!J;)J_5#$GzrRdxVUr54;S>Lxu}I#2?cp{tOC~;Fl;s{i0v~@*3ymhYGRJ z20M5*ThwWw25gUOd1Z4UmrKL=F*&@{J*u@RA4sXbSzKNPqm(T$c{o1A2d(&o-=@|IjcwSMGrm`Fv6pPV|xjeH<&u0=} z+)sZfVfZL!lQo}>w8RINza-)t|4BMNkrIt~)iTAsL&a|(7g-6{dnmmvFskjmf9>?o z48J<*;aSk8pT|2Cc%ij1&(xVGML!?(PtWdmd`>mtmzn0%{?gquzqU5V-H?3R+xeziVR}2c$T-Rb1Cwj5*E|z^V4)|7S0im}${DWS$NQrv zXdtvagQ(pg%9j$8$^b`nvC zKbU%sCWe?7Q#=zCt(FUP{PkT`=rz-LM!63&%=gg>&62w8!2E zgLL&{hClByNQ_l#!~@OJV}m^WP;G^=Ir7|)+3=c-eTz{Pl^yo_uF&;uTiM~_0V-=B z1o_@DOSa#wkVv8lMxNJin6?6TyPcmlYj z03ZblK2YjG0YEVTAOkQ51}!kng15Dm;@0Qt{**G}@k)cdH3$xX!>%V}M$9cPaf zIK)Wuy)>2$G;mCT1#+`;PDR(}*hUmO#)Z9cql3^LW{pM|yYsVqX}@dp%k$K>1|?rh z?wpP`l-2+<#COU@lTmfShR)wp`@osrpyFDObS@TlkV;(Qb)CWs+J_6@XfXfuXYE5 zhC|Ew*bcKsvfhQg;tPG_`d-I&FJlOlMoUu3SoXEfD;1E4;{_Y24Uht))4RU5)Q75p z6b4Z6(_6;|BoN~f0>vF<>z_J-gQRA^d!ydR&Bgt5K-*K_(JnlU+&^HEtL5kr>~S>z)P z%VZ`!+N%s2^F>yyF~0IB7DIK8^snbRImiz@6*TY?UiimP-;^zDx3u}A&%W1W4+Yy> z+O!1r&%MFQN7wHkeI?%!U|qx$7n?{yC;6|QhYxJ_dS7I2LSY)NXPctbm}k#_85xI` zovl_TbY#IbBOT+YW)*=$hRdhXvc0LG{vi$}jKm~Ey~$5NaOmx?q`cJXN)ZalS0Xz| zQhe6&kv--^aUmWliYhB{XcSN6-H-E$;7wy>)d$IxR6TpIqS{-Xnoc=PQI$@asO$ z(1EnP!|y-+rCkr{IvrA8vwfzU*mG6}u{@{}VKm1O?az0_)%4e1j`Kx*F6l-(A4_Ri zkXnh;c`N1pjU6({Y!~w(J1X9?E%Ym{qdBJSD~6-L%E@v>w`*)|=dzF^jUaXh;X>~m zP?y}N{I2ex+kN$?3&W|rUua0E;_3MZ-i6svy4mfntawFiv&RUH^V(fg7urRX>?HC8 zo?t|OUIYP_Y_O!8Zy#;1X4>GDx%mOS%k`cG4zbLvo&NBMYAC;$zrF+LcQ8e81)L~z zi8FiO7gP*>(ayy-Wms3aeE?lvgo_`Xuu*vf_FRAi&{wxodqE%iFIkpN*blH}E4T#o zF-2i0IHN8mKM-81DhdE^DZWMf)qgrR4=ZP}Q#|xPF&%#SKoaPDGcgUphKeH4-Soj9 zX#)UI_A&-RDM1oYTp$f}{lSnjK)nrcXY)gkoDjGo&I81hyC#Fn>&cz2nwG+x{NR27 zAq#QM6OkcCE+7%8upq}l=E#@Gni`L^Bnv-~4nTnr=SWxu3nMc~VI-poBuqrsvN65T zhpLNm^Rx44iYtIC0vtTsX?+0W=;`PI1bAp!Rl22Yq;$Urxd2>h^v(iU6KLQB&`Cv9 z7F0Fb)T=w7@RLIf(5XRc9##MnvoVdsp+35{ppqh70!bGB9L6%QL4la)89^4>lF9~9 zbuiO$Qa1xNT}f)D@Aeu7Fc~Dtvy007?;F4z7!DMK z0l~GkvJrT&rgA-jMcsk!T2`RJ*_mJQi55BSXAUzm*LZ-I4$%MnJ{zF6%5p;6D?U3_ z6F`Oz)c5g-8hSc98Nmc|KRtWpm;Z4?f(n7G)2&0mnjNquf%j=AeZaeN2)rTSs+qj* z*MznZ{tCpzrf_AuRS`PWNPL-Sx?wYEOI@J4CzFSx(lN?NK~bo~q%aVrXCWA2_$(+G zh=UL$X~x=iNqH=bH^B)0d@jsIDt13EsoV@cL({cqZ5I%KnaJT7hoDsMlX23`CM*-v zcBUdR7aJc!Td%k^k+`S@{wf7Ww&v?aoO$rtJCmRZulYv)anK|!L-v&CaF;9_-IbCx z3r{aZr%2M;Mm&4z3}_%l%Y8zz10Ub3*6^6Sv~P|MdVgO#7fdqdksZ$2c0rN8+J&}K znXw-~?~;+zWF_@YHixyoG&13NvB98q@u-BTp@i}Dz;pz=o79_0jd!KjtoeCPQ1UNm z0()nSEo@oGVJ7VKhd^ljaK`VFEsY|Vz9=F1F!Nnd(MW_W9ELgXY5 z8yG{@lBUOk@EyEw;dU|6E)*7rM<11DXOa7MT;fT|q*v-^0Fc9}do9cEcM%6+x=_Y}4P4yeZ@(P-uu*YmSx)3pmD z)if|%7+(@w^@CYStujq9)bUDR0-keAnMqmyP1c6~jp_V&jK0nK05M0u86&Sm75XYe z<_uHyx2BebYr=^G0mOMs{+WuExj3b_zai|)3@E+T@7_GvzOd-H;PYy&-<8ISH{P2P zY-LOc-`WQCEBiWSnU-w*dIG(PPRX9NB>eKlRM|ret}?=lj?05!)9jngOwCo+kyBiSTZ-H3Qs+c445a?&`6DkZ1?&l*-vj8Y^+@C3 zXLl@cjCIxQ^apBIp1rw(9vBydIc-%w+C{D;0yPZah`f-cqCOZ60OT&lw`_d?-vHQs zbnReDneRevRgBq~S@tuALXBKmnO*?c16v!-KFqk2+m01zG3 z%}SgTggE(tPT1Sq3ydXT+yeOo7&uNxHvn4(kPfnw77z!8eJ!C_<^I81$*|8IK&!8w z-C{f#CjexDx_M|>gQP%31u7x<2~@|S&~j5bp!{|E7idcgu=7Njc&`0N3k|>&loJeL zKt0}m$t4hP=JQ|XAQ#CDNnVi@%K$Jqfa(WdRY2rajT9}R|Gy9m7;j}GPuCC$d7wB+ zP|e6-84Uc;@bAD=ft*eg5^j!9DnEIOsDsaji8zNlF{2d(tHQC~OkLPlIFEvLQ+b6g zFg%+#Ei{)w%34-4|Hww#sR)r~+oJl!#wZ|p$&-z$fx%x&F8uYx3(fS29FyU!;B_I& z{x7zvqhVaTFXV=vBY$M?xZo|)GRC%B$h6o+a-;M=y)!p?zLeD3l|WmC8Ik+_Q6qh6 zR*%9Fj3+-+g~s<5mWc2U{z{DOE*o4)A?B*Y!t|1qfHR8Np|Mjwi}tn{oqcF7ML<3@ ztXa29{ktMnc{(aDxc&SHiZ(snj4PQ-*3bRJ7{1~dp5Y6lwg1`sl4>3|yGSC10w$dt z(*WBXmT7y-OA3<1bOkWU3WHS%Lmjx%Wh}F$$pnvrPN`n#qrP~#5Wzy6;lV@)$KqQn zh$7l+oJFNZ^31vjh!~griW0wC=^?S%%_#k384qs_`-~=UW}w(}GxPFlm1rpg@N9~0fBnggMZ=O@hA41Wvg3d=6y5s{EhB}i2aZ(}J z-=szV;=#M~)C-?@jmaV3&Qs1xSJn+&+*KdRRj_)d=WA%;f>wX!w0?|H=9q50ARVs6 zk$}sm#TcBZNoC6tXnvp%C?m@&73j4bO+{ZN#II~W=_F(S@>Tl~8kv>`&uKK2aoCba z46cx>=O(edBhb^_d#yeB_=(}L(s+Q!NhKuvq($ag(`rtD+OcRw?w#0Dn#SE411v(4 zbY3@wEwNp5uYVzGU{XW!abRS>W2swoC=7?(FH%Ly<0WNfukW!{3jL|#z; z?TV3Tp3;cqXR=KT45=m!+?&<`aQK5bZS{a(AfZF z00aQ)5;Ft%m1FA!x-?ME0Ca$lK2WT{{10?aFymWJYzr^|(>~DkK+gn;f$jnH8vq(+ z@;drbY5<1hgd{JAC z*{Yg=Nh#0%xi(>1cc7TeqK-R z0!m`DPc9IoDXw?~N&xN|35zlTC%_TFLT~_T26RtQ6L1VB!(gHbs+VpZ+~f^T)B{}% z6bT-oXCGnWu@DDv419nl2EbA}SNihe8|*K_P(3%;M7{(L-dVFz6N8iuaH)E{(2v zKcV`Whg4=F3D(N^$I}VZ@v%_CyyEhs@{t2B8cW!bsx9RYzgvEXAT_dJP115QP{In( z_8aL-trh(CeZ(UvOjWyslVT3;B}8XBSXqmp)?{nD^@U;tUC-E;58ZiM%m!yBODZ4f zKmR4)DM-(@5+#d5%hu9HF9}CODiiUKFGYG|fd=znR9B|!(vIHeC4BrcCOXc-$Z1