diff --git a/backend/paper_matching/api.js b/backend/paper_matching/api.js
new file mode 100644
index 0000000..195a0cf
--- /dev/null
+++ b/backend/paper_matching/api.js
@@ -0,0 +1,15 @@
+const express = require('express');
+const { getPaperRecommendations } = require('./paperMatcher');
+const router = express.Router();
+
+router.get('/recommendations', async (req, res) => {
+ const userId = req.user.id; // Assuming user ID is available in the request
+ try {
+ const recommendations = await getPaperRecommendations(userId);
+ res.status(200).json(recommendations);
+ } catch (error) {
+ res.status(500).send('Internal Server Error');
+ }
+});
+
+module.exports = router;
\ No newline at end of file
diff --git a/backend/paper_matching/paperMatcher.js b/backend/paper_matching/paperMatcher.js
new file mode 100644
index 0000000..c0a9ada
--- /dev/null
+++ b/backend/paper_matching/paperMatcher.js
@@ -0,0 +1,47 @@
+const natural = require('natural');
+const db = require('../config/mysql_connection');
+
+// Function to preprocess text
+const preprocessText = (text) => {
+ return text.toLowerCase().replace(/[^a-z0-9\s]/g, '').trim();
+};
+
+// Function to calculate similarity between two texts
+const calculateSimilarity = (text1, text2) => {
+ const tokenizer = new natural.WordTokenizer();
+ const words1 = tokenizer.tokenize(preprocessText(text1));
+ const words2 = tokenizer.tokenize(preprocessText(text2));
+ const tfidf = new natural.TfIdf();
+
+ tfidf.addDocument(words1);
+ tfidf.addDocument(words2);
+
+ return tfidf.tfidfs[0][1]; // Similarity score between documents
+};
+
+// Function to get paper recommendations for a user
+const getPaperRecommendations = async (userId) => {
+ try {
+ const userQuery = `SELECT interests FROM info_table WHERE id=?`;
+ const userProfile = await db.query(userQuery, [userId]);
+ const userInterests = userProfile[0].interests;
+
+ const papersQuery = `SELECT * FROM upload_file_db`;
+ const papers = await db.query(papersQuery);
+
+ const recommendations = papers.map(paper => {
+ const similarity = calculateSimilarity(userInterests, paper.filename); // Assuming filename contains relevant information
+ return { paper, similarity };
+ });
+
+ // Sort papers based on similarity score
+ recommendations.sort((a, b) => b.similarity - a.similarity);
+
+ return recommendations.slice(0, 5); // Return top 5 recommendations
+ } catch (error) {
+ console.error("Error fetching paper recommendations:", error);
+ throw error;
+ }
+};
+
+module.exports = { getPaperRecommendations };
\ No newline at end of file
diff --git a/config/mysql_connection.js b/config/mysql_connection.js
index 943289c..c20dc94 100644
--- a/config/mysql_connection.js
+++ b/config/mysql_connection.js
@@ -21,7 +21,6 @@ function initializeConnection() {
db.getConnection((err, connection) => {
if (err) {
console.error("Error connecting to the database:", err.message);
- // Add any error tracking system call here (e.g., Sentry, Logstash)
} else {
console.log("Successfully connected to the database with ID:", connection.threadId);
connection.release(); // Release connection after success
diff --git a/file_upload/form_db.js b/file_upload/form_db.js
index a693098..9a730e9 100644
--- a/file_upload/form_db.js
+++ b/file_upload/form_db.js
@@ -21,6 +21,7 @@ const info = (req, res) => {
const course = req.body.course.trim();
const year = req.body.year;
const dept = req.body.dept.trim();
+ const interests = req.body.interests ? req.body.interests.trim() : null; // Extract interests
db.getConnection(async (err, connection) => {
if (err) throw err;
@@ -43,8 +44,8 @@ const info = (req, res) => {
}
// Proceed to insert the data if the email does not exist
- const sql = "INSERT INTO info_table VALUES (?,?,?,?,?,?,?)";
- const sqlInsert = mysql.format(sql, [userid,name,email,col_name,state,year,course]);
+ const sql = "INSERT INTO info_table VALUES (?,?,?,?,?,?,?,?)"; // Add interests to the insert statement
+ const sqlInsert = mysql.format(sql, [userid, name, email, col_name, state, year, course, interests]); // Include interests
await connection.query(sqlInsert, async (err, result) => {
if (err) {
@@ -69,20 +70,30 @@ const check = (req, res) => {
const userid = decodedtoken.user;
db.getConnection(async (err, connection) => {
if (err) throw err;
- const search = "SELECT * FROM info_table where id=?";
+ const search = "SELECT * FROM info_table WHERE id=?";
const searchquery = mysql.format(search, [userid]);
await connection.query(searchquery, async (err, result) => {
if (err) throw err;
if (result.length != 0) {
console.log("info checked");
- res.sendStatus(201);
+ // Optionally, you can return the interests here as well
+ res.status(200).json({
+ name: result[0].name,
+ email: result[0].email,
+ col_name: result[0].col_name,
+ state: result[0].state,
+ year: result[0].year,
+ course: result[0].course,
+ interests: result[0].interests // Include interests in the response
+ });
connection.release();
} else {
connection.release();
+ res.sendStatus(404); // Respond with 404 if no user info found
}
});
});
};
// exporting info
-module.exports = { info, check };
+module.exports = { info, check };
\ No newline at end of file
diff --git a/login-system/dbServer.js b/login-system/dbServer.js
index 576553e..85dfccc 100644
--- a/login-system/dbServer.js
+++ b/login-system/dbServer.js
@@ -13,6 +13,7 @@ const { stk_display } = require("../backend/stk_profile");
const { logout } = require("./logout");
const { setcriteria, evaluate } = require("../stakeholder/evaluation");
const { allot, DisplayPapers } = require("../stakeholder/allotment");
+const paperMatchingApi = require('../paper_matching/api');
const { Dis_fac_papers, fac_signup, fac_login, dis_mail, giverating } = require("../stakeholder/faculty");
const app = express();
@@ -153,6 +154,7 @@ app.get("/stk_profile_detail", stk_display);
// starting the app on port
const port = process.env.PORT || 3000;
+app.use('/api/paper_matching', paperMatchingApi);
app.listen(port, () =>
console.log(`Server Started on port http://localhost:${port}`)
);
diff --git a/package-lock.json b/package-lock.json
index 4b4718c..724e637 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -18,8 +18,10 @@
"express-session": "^1.17.3",
"jsonwebtoken": "^9.0.2",
"mailgun-js": "^0.22.0",
+ "ml": "^8.0.0",
"multer": "^1.4.5-lts.1",
"mysql": "^2.18.1",
+ "natural": "^8.0.1",
"nodemailer": "^6.9.8",
"sih_project_2": "file:"
},
@@ -28,6 +30,27 @@
"nodemon": "^3.0.1"
}
},
+ "node_modules/@lukeed/csprng": {
+ "version": "1.1.0",
+ "resolved": "https://registry.npmjs.org/@lukeed/csprng/-/csprng-1.1.0.tgz",
+ "integrity": "sha512-Z7C/xXCiGWsg0KuKsHTKJxbWhpI3Vs5GwLfOean7MGyVFGqdRgBbAjOCh6u4bbjPc/8MJ2pZmK/0DLdCbivLDA==",
+ "license": "MIT",
+ "engines": {
+ "node": ">=8"
+ }
+ },
+ "node_modules/@lukeed/uuid": {
+ "version": "2.0.1",
+ "resolved": "https://registry.npmjs.org/@lukeed/uuid/-/uuid-2.0.1.tgz",
+ "integrity": "sha512-qC72D4+CDdjGqJvkFMMEAtancHUQ7/d/tAiHf64z8MopFDmcrtbcJuerDtFceuAfQJ2pDSfCKCtbqoGBNnwg0w==",
+ "license": "MIT",
+ "dependencies": {
+ "@lukeed/csprng": "^1.1.0"
+ },
+ "engines": {
+ "node": ">=8"
+ }
+ },
"node_modules/@mapbox/node-pre-gyp": {
"version": "1.0.11",
"resolved": "https://registry.npmjs.org/@mapbox/node-pre-gyp/-/node-pre-gyp-1.0.11.tgz",
@@ -61,6 +84,89 @@
"node": ">=6"
}
},
+ "node_modules/@mongodb-js/saslprep": {
+ "version": "1.1.9",
+ "resolved": "https://registry.npmjs.org/@mongodb-js/saslprep/-/saslprep-1.1.9.tgz",
+ "integrity": "sha512-tVkljjeEaAhCqTzajSdgbQ6gE6f3oneVwa3iXR6csiEwXXOFsiC6Uh9iAjAhXPtqa/XMDHWjjeNH/77m/Yq2dw==",
+ "license": "MIT",
+ "dependencies": {
+ "sparse-bitfield": "^3.0.3"
+ }
+ },
+ "node_modules/@redis/bloom": {
+ "version": "1.2.0",
+ "resolved": "https://registry.npmjs.org/@redis/bloom/-/bloom-1.2.0.tgz",
+ "integrity": "sha512-HG2DFjYKbpNmVXsa0keLHp/3leGJz1mjh09f2RLGGLQZzSHpkmZWuwJbAvo3QcRY8p80m5+ZdXZdYOSBLlp7Cg==",
+ "license": "MIT",
+ "peerDependencies": {
+ "@redis/client": "^1.0.0"
+ }
+ },
+ "node_modules/@redis/client": {
+ "version": "1.6.0",
+ "resolved": "https://registry.npmjs.org/@redis/client/-/client-1.6.0.tgz",
+ "integrity": "sha512-aR0uffYI700OEEH4gYnitAnv3vzVGXCFvYfdpu/CJKvk4pHfLPEy/JSZyrpQ+15WhXe1yJRXLtfQ84s4mEXnPg==",
+ "license": "MIT",
+ "dependencies": {
+ "cluster-key-slot": "1.1.2",
+ "generic-pool": "3.9.0",
+ "yallist": "4.0.0"
+ },
+ "engines": {
+ "node": ">=14"
+ }
+ },
+ "node_modules/@redis/graph": {
+ "version": "1.1.1",
+ "resolved": "https://registry.npmjs.org/@redis/graph/-/graph-1.1.1.tgz",
+ "integrity": "sha512-FEMTcTHZozZciLRl6GiiIB4zGm5z5F3F6a6FZCyrfxdKOhFlGkiAqlexWMBzCi4DcRoyiOsuLfW+cjlGWyExOw==",
+ "license": "MIT",
+ "peerDependencies": {
+ "@redis/client": "^1.0.0"
+ }
+ },
+ "node_modules/@redis/json": {
+ "version": "1.0.7",
+ "resolved": "https://registry.npmjs.org/@redis/json/-/json-1.0.7.tgz",
+ "integrity": "sha512-6UyXfjVaTBTJtKNG4/9Z8PSpKE6XgSyEb8iwaqDcy+uKrd/DGYHTWkUdnQDyzm727V7p21WUMhsqz5oy65kPcQ==",
+ "license": "MIT",
+ "peerDependencies": {
+ "@redis/client": "^1.0.0"
+ }
+ },
+ "node_modules/@redis/search": {
+ "version": "1.2.0",
+ "resolved": "https://registry.npmjs.org/@redis/search/-/search-1.2.0.tgz",
+ "integrity": "sha512-tYoDBbtqOVigEDMAcTGsRlMycIIjwMCgD8eR2t0NANeQmgK/lvxNAvYyb6bZDD4frHRhIHkJu2TBRvB0ERkOmw==",
+ "license": "MIT",
+ "peerDependencies": {
+ "@redis/client": "^1.0.0"
+ }
+ },
+ "node_modules/@redis/time-series": {
+ "version": "1.1.0",
+ "resolved": "https://registry.npmjs.org/@redis/time-series/-/time-series-1.1.0.tgz",
+ "integrity": "sha512-c1Q99M5ljsIuc4YdaCwfUEXsofakb9c8+Zse2qxTadu8TalLXuAESzLvFAvNVbkmSlvlzIQOLpBCmWI9wTOt+g==",
+ "license": "MIT",
+ "peerDependencies": {
+ "@redis/client": "^1.0.0"
+ }
+ },
+ "node_modules/@types/webidl-conversions": {
+ "version": "7.0.3",
+ "resolved": "https://registry.npmjs.org/@types/webidl-conversions/-/webidl-conversions-7.0.3.tgz",
+ "integrity": "sha512-CiJJvcRtIgzadHCYXw7dqEnMNRjhGZlYK05Mj9OyktqV8uVT8fD2BFOB7S1uwBE3Kj2Z+4UyPmFw/Ixgw/LAlA==",
+ "license": "MIT"
+ },
+ "node_modules/@types/whatwg-url": {
+ "version": "11.0.5",
+ "resolved": "https://registry.npmjs.org/@types/whatwg-url/-/whatwg-url-11.0.5.tgz",
+ "integrity": "sha512-coYR071JRaHa+xoEvvYqvnIHaVqaYrLPbsufM9BF63HkwI5Lgmy2QR8Q5K/lYDYo5AK82wOvSOS0UsLTpTG7uQ==",
+ "license": "MIT",
+ "dependencies": {
+ "@types/webidl-conversions": "*"
+ }
+ },
"node_modules/abbrev": {
"version": "1.1.1",
"resolved": "https://registry.npmjs.org/abbrev/-/abbrev-1.1.1.tgz",
@@ -78,6 +184,26 @@
"node": ">= 0.6"
}
},
+ "node_modules/afinn-165": {
+ "version": "1.0.4",
+ "resolved": "https://registry.npmjs.org/afinn-165/-/afinn-165-1.0.4.tgz",
+ "integrity": "sha512-7+Wlx3BImrK0HiG6y3lU4xX7SpBPSSu8T9iguPMlaueRFxjbYwAQrp9lqZUuFikqKbd/en8lVREILvP2J80uJA==",
+ "license": "MIT",
+ "funding": {
+ "type": "github",
+ "url": "https://github.com/sponsors/wooorm"
+ }
+ },
+ "node_modules/afinn-165-financialmarketnews": {
+ "version": "3.0.0",
+ "resolved": "https://registry.npmjs.org/afinn-165-financialmarketnews/-/afinn-165-financialmarketnews-3.0.0.tgz",
+ "integrity": "sha512-0g9A1S3ZomFIGDTzZ0t6xmv4AuokBvBmpes8htiyHpH7N4xDmvSQL6UxL/Zcs2ypRb3VwgCscaD8Q3zEawKYhw==",
+ "license": "MIT",
+ "funding": {
+ "type": "github",
+ "url": "https://github.com/sponsors/wooorm"
+ }
+ },
"node_modules/agent-base": {
"version": "6.0.2",
"resolved": "https://registry.npmjs.org/agent-base/-/agent-base-6.0.2.tgz",
@@ -145,6 +271,18 @@
"node": ">= 8"
}
},
+ "node_modules/apparatus": {
+ "version": "0.0.10",
+ "resolved": "https://registry.npmjs.org/apparatus/-/apparatus-0.0.10.tgz",
+ "integrity": "sha512-KLy/ugo33KZA7nugtQ7O0E1c8kQ52N3IvD/XgIh4w/Nr28ypfkwDfA67F1ev4N1m5D+BOk1+b2dEJDfpj/VvZg==",
+ "license": "MIT",
+ "dependencies": {
+ "sylvester": ">= 0.0.8"
+ },
+ "engines": {
+ "node": ">=0.2.6"
+ }
+ },
"node_modules/append-field": {
"version": "1.0.0",
"resolved": "https://registry.npmjs.org/append-field/-/append-field-1.0.0.tgz",
@@ -214,6 +352,24 @@
"resolved": "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.2.tgz",
"integrity": "sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw=="
},
+ "node_modules/basic-auth": {
+ "version": "2.0.1",
+ "resolved": "https://registry.npmjs.org/basic-auth/-/basic-auth-2.0.1.tgz",
+ "integrity": "sha512-NF+epuEdnUYVlGuhaxbbq+dvJttwLnGY+YixlXlME5KpQ5W3CnXA5cVTneY3SPbPDRkcjMbifrwmFYcClgOZeg==",
+ "license": "MIT",
+ "dependencies": {
+ "safe-buffer": "5.1.2"
+ },
+ "engines": {
+ "node": ">= 0.8"
+ }
+ },
+ "node_modules/basic-auth/node_modules/safe-buffer": {
+ "version": "5.1.2",
+ "resolved": "https://registry.npmjs.org/safe-buffer/-/safe-buffer-5.1.2.tgz",
+ "integrity": "sha512-Gd2UZBJDkXlY7GbJxfsE8/nvKkUEU1G38c1siN6QP6a9PT9MmHB8GnpscSmMJSoF8LOIrt8ud/wPtojys4G6+g==",
+ "license": "MIT"
+ },
"node_modules/bcrypt": {
"version": "5.1.1",
"resolved": "https://registry.npmjs.org/bcrypt/-/bcrypt-5.1.1.tgz",
@@ -244,6 +400,12 @@
"node": ">=8"
}
},
+ "node_modules/binary-search": {
+ "version": "1.3.6",
+ "resolved": "https://registry.npmjs.org/binary-search/-/binary-search-1.3.6.tgz",
+ "integrity": "sha512-nbE1WxOTTrUWIfsfZ4aHGYu5DOuNkbxGokjV6Z2kxfJK3uaAb8zNK1muzOeipoLHZjInT4Br88BHpzevc681xA==",
+ "license": "CC0-1.0"
+ },
"node_modules/body-parser": {
"version": "1.20.2",
"resolved": "https://registry.npmjs.org/body-parser/-/body-parser-1.20.2.tgz",
@@ -288,6 +450,15 @@
"node": ">=8"
}
},
+ "node_modules/bson": {
+ "version": "6.9.0",
+ "resolved": "https://registry.npmjs.org/bson/-/bson-6.9.0.tgz",
+ "integrity": "sha512-X9hJeyeM0//Fus+0pc5dSUMhhrrmWwQUtdavaQeF3Ta6m69matZkGWV/MrBcnwUeLC8W9kwwc2hfkZgUuCX3Ig==",
+ "license": "Apache-2.0",
+ "engines": {
+ "node": ">=16.20.1"
+ }
+ },
"node_modules/buffer-equal-constant-time": {
"version": "1.0.1",
"resolved": "https://registry.npmjs.org/buffer-equal-constant-time/-/buffer-equal-constant-time-1.0.1.tgz",
@@ -364,6 +535,12 @@
"node": ">=8"
}
},
+ "node_modules/cheminfo-types": {
+ "version": "1.8.1",
+ "resolved": "https://registry.npmjs.org/cheminfo-types/-/cheminfo-types-1.8.1.tgz",
+ "integrity": "sha512-FRcpVkox+cRovffgqNdDFQ1eUav+i/Vq/CUd1hcfEl2bevntFlzznL+jE8g4twl6ElB7gZjCko6pYpXyMn+6dA==",
+ "license": "MIT"
+ },
"node_modules/chokidar": {
"version": "3.5.3",
"resolved": "https://registry.npmjs.org/chokidar/-/chokidar-3.5.3.tgz",
@@ -399,6 +576,15 @@
"node": ">=10"
}
},
+ "node_modules/cluster-key-slot": {
+ "version": "1.1.2",
+ "resolved": "https://registry.npmjs.org/cluster-key-slot/-/cluster-key-slot-1.1.2.tgz",
+ "integrity": "sha512-RMr0FhtfXemyinomL4hrWcYJxmX6deFdCxpJzhDttxgO1+bcCnkk+9drydLVDmAMG7NE6aN/fl4F7ucU/90gAA==",
+ "license": "Apache-2.0",
+ "engines": {
+ "node": ">=0.10.0"
+ }
+ },
"node_modules/co": {
"version": "4.6.0",
"resolved": "https://registry.npmjs.org/co/-/co-4.6.0.tgz",
@@ -504,12 +690,27 @@
"resolved": "https://registry.npmjs.org/core-util-is/-/core-util-is-1.0.3.tgz",
"integrity": "sha512-ZQBvi1DcpJ4GDqanjucZ2Hj3wEO5pZDS89BWbkcrvdxksJorwUDDZamX9ldFkp9aw2lmBDLgkObEA4DWNJ9FYQ=="
},
+ "node_modules/corser": {
+ "version": "2.0.1",
+ "resolved": "https://registry.npmjs.org/corser/-/corser-2.0.1.tgz",
+ "integrity": "sha512-utCYNzRSQIZNPIcGZdQc92UVJYAhtGAteCFg0yRaFm8f0P+CPtyGyHXJcGXnffjCybUCEx3FQ2G7U3/o9eIkVQ==",
+ "license": "MIT",
+ "engines": {
+ "node": ">= 0.4.0"
+ }
+ },
"node_modules/crypto": {
"version": "1.0.1",
"resolved": "https://registry.npmjs.org/crypto/-/crypto-1.0.1.tgz",
"integrity": "sha512-VxBKmeNcqQdiUQUW2Tzq0t377b54N2bMtXO/qiLa+6eRRmmC4qT3D4OnTGoT/U6O9aklQ/jTwbOtRMTTY8G0Ig==",
"deprecated": "This package is no longer supported. It's now a built-in Node module. If you've depended on crypto, you should switch to the one that's built-in."
},
+ "node_modules/d3-array": {
+ "version": "0.7.1",
+ "resolved": "https://registry.npmjs.org/d3-array/-/d3-array-0.7.1.tgz",
+ "integrity": "sha512-Ifi3fH46Bco+Lb1mOlTxbFEuF3NdyElEVVD+EmoK327I0JzKAP4x57cl+HoxHqFcVd8F/uXLC+wtY3n/R1uO2w==",
+ "license": "BSD-3-Clause"
+ },
"node_modules/data-uri-to-buffer": {
"version": "1.2.0",
"resolved": "https://registry.npmjs.org/data-uri-to-buffer/-/data-uri-to-buffer-1.2.0.tgz",
@@ -589,16 +790,25 @@
"node": ">=8"
}
},
+ "node_modules/diff-sequences": {
+ "version": "27.5.1",
+ "resolved": "https://registry.npmjs.org/diff-sequences/-/diff-sequences-27.5.1.tgz",
+ "integrity": "sha512-k1gCAXAsNgLwEL+Y8Wvl+M6oEFj5bgazfZULpS5CneoPPXRaCCW7dm+q21Ky2VEE5X+VeRDBVg1Pcvvsr4TtNQ==",
+ "license": "MIT",
+ "engines": {
+ "node": "^10.13.0 || ^12.13.0 || ^14.15.0 || >=15.0.0"
+ }
+ },
"node_modules/dotenv": {
- "version": "16.3.1",
- "resolved": "https://registry.npmjs.org/dotenv/-/dotenv-16.3.1.tgz",
- "integrity": "sha512-IPzF4w4/Rd94bA9imS68tZBaYyBWSCE47V1RGuMrB94iyTOIEwRmVL2x/4An+6mETpLrKJ5hQkB8W4kFAadeIQ==",
- "dev": true,
+ "version": "16.4.5",
+ "resolved": "https://registry.npmjs.org/dotenv/-/dotenv-16.4.5.tgz",
+ "integrity": "sha512-ZmdL2rui+eB2YwhsWzjInR8LldtZHGDoQ1ugH85ppHKwpUHL7j7rN0Ti9NCnGiQbhaZ11FpR+7ao1dNsmduNUg==",
+ "license": "BSD-2-Clause",
"engines": {
"node": ">=12"
},
"funding": {
- "url": "https://github.com/motdotla/dotenv?sponsor=1"
+ "url": "https://dotenvx.com"
}
},
"node_modules/ecdsa-sig-formatter": {
@@ -728,6 +938,12 @@
"node": ">= 0.6"
}
},
+ "node_modules/eventemitter3": {
+ "version": "4.0.7",
+ "resolved": "https://registry.npmjs.org/eventemitter3/-/eventemitter3-4.0.7.tgz",
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+ "resolved": "https://registry.npmjs.org/requires-port/-/requires-port-1.0.0.tgz",
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"resolved": "https://registry.npmjs.org/rimraf/-/rimraf-3.0.2.tgz",
@@ -2277,11 +3991,26 @@
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+ "license": "MIT",
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"resolved": "https://registry.npmjs.org/semver/-/semver-7.5.4.tgz",
@@ -2375,6 +4104,12 @@
"url": "https://github.com/sponsors/ljharb"
}
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+ "license": "MIT"
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"resolved": "https://registry.npmjs.org/signal-exit/-/signal-exit-3.0.7.tgz",
@@ -2455,6 +4190,41 @@
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+ "license": "MIT",
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+ "license": "MIT",
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+ "license": "ISC",
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"resolved": "https://registry.npmjs.org/sqlstring/-/sqlstring-2.3.1.tgz",
@@ -2471,6 +4241,15 @@
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+ "license": "MIT",
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"resolved": "https://registry.npmjs.org/streamsearch/-/streamsearch-1.1.0.tgz",
@@ -2528,6 +4307,14 @@
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"dev": true
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"resolved": "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz",
@@ -2652,6 +4456,12 @@
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+ "license": "MIT"
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@@ -2665,6 +4475,19 @@
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+ "funding": [
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+ "https://github.com/sponsors/ctavan"
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+ "license": "MIT",
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@@ -2711,6 +4558,15 @@
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+ "license": "MIT",
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diff --git a/package.json b/package.json
index 0902f0b..effa853 100644
--- a/package.json
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@@ -19,8 +19,10 @@
"express-session": "^1.17.3",
"jsonwebtoken": "^9.0.2",
"mailgun-js": "^0.22.0",
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"multer": "^1.4.5-lts.1",
"mysql": "^2.18.1",
+ "natural": "^8.0.1",
"nodemailer": "^6.9.8",
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diff --git a/public/index.html b/public/index.html
index 3e1cac3..623ba42 100644
--- a/public/index.html
+++ b/public/index.html
@@ -43,6 +43,10 @@
+
+
Your Recommended Papers
+
+