feat: added immplied colab notebook

Author: Your Name

.github/workflows/test.yml

@@ -10,7 +10,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
-        python-version: ["3.10", "3.11", "3.12", "3.13"]
+        python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"]
     steps:
       - name: Checkout repository
         uses: actions/checkout@v3

README.md

@@ -62,6 +62,8 @@ Run these examples directly in your browser (no installation required):
 | **Use Pi Ratings** | Like Elo ratings, but better | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/12qEDCNYG-FFHOJ_kURe0cm80sScandyh?usp=sharing) |
 | **Create Interactive Charts** | Create your own interactive football vizualisations | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1xFfIdvmbFcjHlS_2eHEu3NxD-xLNrbpY?usp=sharing) |
 | **Work Directly With Statsbomb Data** | Connect directly to Statsbomb's API, including their free open data sets | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1xFfIdvmbFcjHlS_2eHEu3NxD-xLNrbpY?usp=sharing) |
+| **Calculate Implied Probabilities** | Calculate implied probabilities from bookmaker's odds | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1o-tOetyWmSY_1WczN8WhWsl62Uz5T65F?usp=sharing) |
+
 
 ## Documentation
 

docs/changelog/index.rst

@@ -7,6 +7,17 @@ Version Numbering
 ``penaltyblog`` follows the SemVer versioning guidelines. For more information,
 see `semver.org <http://semver.org/>`_
 
+v1.6.1 (2025-10-x)
+^^^^^^^^^^^^^^^^^^^^
+
+Package Updates
+---------------
+
+- Updated goals models loss functions to work with ``scipy 1.16+``
+- Improved numerical stability of loss function for Negative Binomial model to improve convergence
+- Added colab notebook for implied probabilities examples
+- Python 3.14 support
+
 v1.6.0 (2025-09-23)
 ^^^^^^^^^^^^^^^^^^^^
 

docs/implied/index.rst

@@ -1,6 +1,13 @@
 Implied Odds
 ==============
 
+.. raw:: html
+
+   <a href="https://colab.research.google.com/drive/1o-tOetyWmSY_1WczN8WhWsl62Uz5T65F?usp=sharing" target="_blank">
+      <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open in Colab">
+   </a>
+   <br><br>
+
 Calculating implied odds from bookmaker odds is essential because bookmakers include a profit margin (overround) in their published odds, which distorts the true probabilities of match outcomes.
 
 By removing this margin, bettors and analysts obtain more accurate estimates of the actual probabilities assigned by bookmakers.