diff --git a/backend/.env b/backend/.env
new file mode 100644
index 00000000..783b07b9
--- /dev/null
+++ b/backend/.env
@@ -0,0 +1 @@
+TMDB_BEARER_TOKEN = "eyJhbGciOiJIUzI1NiJ9.eyJhdWQiOiIxYmMxYTM1Y2U5MmIwZjc5MjUzODJhYWQxN2NkMDI5NiIsInN1YiI6IjY2NDFkOTBlNTM3MzE0ZGRmMGZiNGYxZCIsInNjb3BlcyI6WyJhcGlfcmVhZCJdLCJ2ZXJzaW9uIjoxfQ.PbJkpuXgokjZPd8tL_ZVUyCW4Hf0dW67JInkgld27Ew"
diff --git a/backend/.gitignore b/backend/.gitignore
new file mode 100644
index 00000000..ccaaf0c5
--- /dev/null
+++ b/backend/.gitignore
@@ -0,0 +1,4 @@
+__pycache__
+instance
+# .env
+.json
diff --git a/backend/app.py b/backend/app.py
new file mode 100644
index 00000000..94743d52
--- /dev/null
+++ b/backend/app.py
@@ -0,0 +1,199 @@
+from flask import Flask, request, jsonify
+from flask_cors import CORS
+from flask_sqlalchemy import SQLAlchemy
+import firebase_admin
+from firebase_admin import credentials, auth
+from dotenv import load_dotenv
+import os
+import requests
+
+load_dotenv()
+TMDB_BEARER_TOKEN = os.getenv('TMDB_BEARER_TOKEN')
+
+app = Flask(__name__)
+app.config['SQLALCHEMY_DATABASE_URI'] = 'sqlite:///app.sqlite3'
+app.config['SQLALCHEY_TRACK_MODIFICATIONS'] = False
+
+db = SQLAlchemy(app)
+
+CORS(app)
+
+cred = credentials.Certificate('movie-recommendation-firebase-adminsdk.json')
+firebase_admin.initialize_app(cred)
+
+
+class User(db.Model):
+    id = db.Column(db.Integer, primary_key=True)
+    uid = db.Column(db.String(80), unique=True, nullable=False)
+    email = db.Column(db.String(80), unique=True, nullable=False)
+    is_admin = db.Column(db.Boolean, default=False)
+
+
+class Rating(db.Model):
+    id = db.Column(db.Integer, primary_key=True)
+    user_id = db.Column(db.Integer, db.ForeignKey('user.uid'), nullable=False)
+    movie_id = db.Column(db.Integer, nullable=False)
+    value = db.Column(db.Integer, nullable=False)
+
+
+with app.app_context():
+    db.create_all()
+
+
+@app.route('/login', methods=['POST'])
+def login():
+    token = request.json.get('token')
+    try:
+        decoded_token = auth.verify_id_token(token)
+        uid = decoded_token['uid']
+        print(uid)
+        email = decoded_token.get('email')
+
+        user = User.query.filter_by(uid=uid).first()
+        if user is None:
+            user = User(uid=uid, email=email)
+
+            db.session.add(user)
+            db.session.commit()
+
+        return jsonify({'message': 'Login successful!', 'email': email, 'is_admin': user.is_admin}), 200
+    except Exception as e:
+        print(e)
+        return jsonify({'message': 'Login failed'}), 401
+
+
+@app.route('/count_user_ratings', methods=['POST'])
+def count_user_ratings():
+    token = request.json.get('token')
+    try:
+        decoded_token = auth.verify_id_token(token)
+        user_id = decoded_token['uid']
+
+        user = User.query.filter_by(uid=user_id).first()
+        if user is None:
+            return jsonify({'message': 'Error'}), 500
+
+        rating_count = Rating.query.filter_by(user_id=user_id).count()
+        return jsonify({'message': 'Ratings counted!', 'rating_count': rating_count}), 200
+    except Exception as e:
+        print(e)
+        return jsonify({'message': str(e)}), 500
+
+
+@app.route('/movie/<int:movie_id>', methods=['GET'])
+def get_tmdb_data_movie_id(movie_id):
+    url = f'https://api.themoviedb.org/3/movie/{movie_id}'
+
+    headers = {
+        'Authorization': f'Bearer {TMDB_BEARER_TOKEN}'}
+
+    try:
+        response = requests.get(url, headers=headers)
+        response.raise_for_status()
+        return jsonify(response.json()), 200
+    except Exception as e:
+        print(e)
+        return jsonify({'message': str(e)}), 500
+
+
+@app.route('/movie', methods=['GET'])
+def get_tmdb_data_query():
+    query = request.args.get('query')
+
+    if query:
+        url = f'https://api.themoviedb.org/3/search/movie?query={query}'
+    else:
+        url = 'https://api.themoviedb.org/3/trending/movie/day'
+
+    headers = {
+        'Authorization': f'Bearer {TMDB_BEARER_TOKEN}'}
+
+    try:
+        response = requests.get(url, headers=headers)
+        response.raise_for_status()
+        return jsonify(response.json()), 200
+    except Exception as e:
+        print(e)
+        return jsonify({'message': str(e)}), 500
+
+
+@app.route('/rating', methods=['POST'])
+def add_rating():
+    token = request.json.get('token')
+    movie = request.json.get('movie')
+    value = request.json.get('value')
+    try:
+        decoded_token = auth.verify_id_token(token)
+        user_id = decoded_token['uid']
+
+        # user = User.query.filter_by(uid=user_id).first()
+        # if user is None:
+        #     return jsonify({'message': 'Error'}), 500
+
+        rating = Rating.query.filter_by(
+            user_id=user_id, movie_id=movie).first()
+        if rating is None:
+            rating = Rating(user_id=user_id, movie_id=movie, value=value)
+
+            db.session.add(rating)
+            db.session.commit()
+
+            return jsonify({'message': 'Rating added successfully!'}), 201
+        else:
+            rating.value = value
+
+            db.session.commit()
+
+            return jsonify({'message': 'Rating updated successfully!'}), 200
+    except Exception as e:
+        print(e)
+        return jsonify({'message': str(e)}), 500
+
+
+@app.route('/rating', methods=['DELETE'])
+def remove_rating():
+    token = request.json.get('token')
+    movie = request.json.get('movie')
+    try:
+        decoded_token = auth.verify_id_token(token)
+        user_id = decoded_token['uid']
+
+        # user = User.query.filter_by(uid=user_id).first()
+        # if user is None:
+        #     return jsonify({'message': 'Error'}), 500
+
+        rating = Rating.query.filter_by(
+            user_id=user_id, movie_id=movie).first()
+        if rating is None:
+            return jsonify({'message': 'Error'}), 500
+
+        db.session.delete(rating)
+        db.session.commit()
+
+        return jsonify({'message': 'Rating removed successfully!'}), 200
+    except Exception as e:
+        print(e)
+        return jsonify({'message': str(e)}), 500
+
+
+@app.route('/get_rating', methods=['POST'])
+def get_rating():
+    token = request.json.get('token')
+    movie = request.json.get('movie')
+    try:
+        decoded_token = auth.verify_id_token(token)
+        user_id = decoded_token['uid']
+
+        # user = User.query.filter_by(uid=user_id).first()
+        # if user is None:
+        #     return jsonify({'message': 'Error'}), 500
+
+        rating = Rating.query.filter_by(
+            user_id=user_id, movie_id=movie).first()
+        if rating is None:
+            return jsonify({'message': 'Rating not found!'}), 200
+        else:
+            return jsonify({'message': 'Rating found!', 'movie': rating.movie_id, 'value': rating.value}), 200
+    except Exception as e:
+        print(e)
+        return jsonify({'message': str(e)}), 500
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index 3b372b7c..662d0ec9 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -8,12 +8,17 @@
       "name": "movie-recommendation-client",
       "version": "0.0.0",
       "dependencies": {
+        "@smastrom/react-rating": "^1.5.0",
+        "axios": "^1.6.8",
         "firebase": "^10.11.1",
         "react": "^18.2.0",
+        "react-circular-progressbar": "^2.1.0",
         "react-dom": "^18.2.0",
         "react-firebase-hooks": "^5.1.1",
         "react-loader-spinner": "^6.1.6",
-        "react-router-dom": "^6.23.1"
+        "react-router-dom": "^6.23.1",
+        "recharts": "^2.12.7",
+        "swr": "^2.2.5"
       },
       "devDependencies": {
         "@types/react": "^18.2.66",
@@ -30,8 +35,7 @@
         "prettier": "^3.2.5",
         "tailwindcss": "^3.4.3",
         "typescript": "^5.2.2",
-        "vite": "^5.2.0",
-        "vite-plugin-mkcert": "^1.17.5"
+        "vite": "^5.2.0"
       }
     },
     "node_modules/@alloc/quick-lru": {
@@ -46,6 +50,17 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/@babel/runtime": {
+      "version": "7.24.5",
+      "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.24.5.tgz",
+      "integrity": "sha512-Nms86NXrsaeU9vbBJKni6gXiEXZ4CVpYVzEjDH9Sb8vmZ3UljyA1GSOJl/6LGPO8EHLuSF9H+IxNXHPX8QHJ4g==",
+      "dependencies": {
+        "regenerator-runtime": "^0.14.0"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
     "node_modules/@emotion/is-prop-valid": {
       "version": "1.2.2",
       "resolved": "https://registry.npmjs.org/@emotion/is-prop-valid/-/is-prop-valid-1.2.2.tgz",
@@ -1214,161 +1229,6 @@
         "node": ">= 8"
       }
     },
-    "node_modules/@octokit/auth-token": {
-      "version": "4.0.0",
-      "resolved": "https://registry.npmjs.org/@octokit/auth-token/-/auth-token-4.0.0.tgz",
-      "integrity": "sha512-tY/msAuJo6ARbK6SPIxZrPBms3xPbfwBrulZe0Wtr/DIY9lje2HeV1uoebShn6mx7SjCHif6EjMvoREj+gZ+SA==",
-      "dev": true,
-      "engines": {
-        "node": ">= 18"
-      }
-    },
-    "node_modules/@octokit/core": {
-      "version": "5.2.0",
-      "resolved": "https://registry.npmjs.org/@octokit/core/-/core-5.2.0.tgz",
-      "integrity": "sha512-1LFfa/qnMQvEOAdzlQymH0ulepxbxnCYAKJZfMci/5XJyIHWgEYnDmgnKakbTh7CH2tFQ5O60oYDvns4i9RAIg==",
-      "dev": true,
-      "dependencies": {
-        "@octokit/auth-token": "^4.0.0",
-        "@octokit/graphql": "^7.1.0",
-        "@octokit/request": "^8.3.1",
-        "@octokit/request-error": "^5.1.0",
-        "@octokit/types": "^13.0.0",
-        "before-after-hook": "^2.2.0",
-        "universal-user-agent": "^6.0.0"
-      },
-      "engines": {
-        "node": ">= 18"
-      }
-    },
-    "node_modules/@octokit/endpoint": {
-      "version": "9.0.5",
-      "resolved": "https://registry.npmjs.org/@octokit/endpoint/-/endpoint-9.0.5.tgz",
-      "integrity": "sha512-ekqR4/+PCLkEBF6qgj8WqJfvDq65RH85OAgrtnVp1mSxaXF03u2xW/hUdweGS5654IlC0wkNYC18Z50tSYTAFw==",
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-    "node_modules/@octokit/graphql": {
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-        "@octokit/types": "^13.1.0",
-        "universal-user-agent": "^6.0.0"
-      },
-      "engines": {
-        "node": ">= 18"
-      }
-    },
-    "node_modules/@octokit/request-error": {
-      "version": "5.1.0",
-      "resolved": "https://registry.npmjs.org/@octokit/request-error/-/request-error-5.1.0.tgz",
-      "integrity": "sha512-GETXfE05J0+7H2STzekpKObFe765O5dlAKUTLNGeH+x47z7JjXHfsHKo5z21D/o/IOZTUEI6nyWyR+bZVP/n5Q==",
-      "dev": true,
-      "dependencies": {
-        "@octokit/types": "^13.1.0",
-        "deprecation": "^2.0.0",
-        "once": "^1.4.0"
-      },
-      "engines": {
-        "node": ">= 18"
-      }
-    },
-    "node_modules/@octokit/rest": {
-      "version": "20.1.1",
-      "resolved": "https://registry.npmjs.org/@octokit/rest/-/rest-20.1.1.tgz",
-      "integrity": "sha512-MB4AYDsM5jhIHro/dq4ix1iWTLGToIGk6cWF5L6vanFaMble5jTX/UBQyiv05HsWnwUtY8JrfHy2LWfKwihqMw==",
-      "dev": true,
-      "dependencies": {
-        "@octokit/core": "^5.0.2",
-        "@octokit/plugin-paginate-rest": "11.3.1",
-        "@octokit/plugin-request-log": "^4.0.0",
-        "@octokit/plugin-rest-endpoint-methods": "13.2.2"
-      },
-      "engines": {
-        "node": ">= 18"
-      }
-    },
-    "node_modules/@octokit/types": {
-      "version": "13.5.0",
-      "resolved": "https://registry.npmjs.org/@octokit/types/-/types-13.5.0.tgz",
-      "integrity": "sha512-HdqWTf5Z3qwDVlzCrP8UJquMwunpDiMPt5er+QjGzL4hqr/vBVY/MauQgS1xWxCDT1oMx1EULyqxncdCY/NVSQ==",
-      "dev": true,
-      "dependencies": {
-        "@octokit/openapi-types": "^22.2.0"
-      }
-    },
     "node_modules/@pkgjs/parseargs": {
       "version": "0.11.0",
       "resolved": "https://registry.npmjs.org/@pkgjs/parseargs/-/parseargs-0.11.0.tgz",
@@ -1649,6 +1509,15 @@
         "win32"
       ]
     },
+    "node_modules/@smastrom/react-rating": {
+      "version": "1.5.0",
+      "resolved": "https://registry.npmjs.org/@smastrom/react-rating/-/react-rating-1.5.0.tgz",
+      "integrity": "sha512-7vg3NRgO0tpvEunq8BEWA8qckNSd7x3dVGqaNEfLs3Ow4ibU2EEXJtnd7Yl44xOujWIzXM5Bk2VZm2DVm065Qw==",
+      "peerDependencies": {
+        "react": ">=18",
+        "react-dom": ">=18"
+      }
+    },
     "node_modules/@swc/core": {
       "version": "1.5.5",
       "resolved": "https://registry.npmjs.org/@swc/core/-/core-1.5.5.tgz",
@@ -1862,6 +1731,60 @@
         "@swc/counter": "^0.1.3"
       }
     },
+    "node_modules/@types/d3-array": {
+      "version": "3.2.1",
+      "resolved": "https://registry.npmjs.org/@types/d3-array/-/d3-array-3.2.1.tgz",
+      "integrity": "sha512-Y2Jn2idRrLzUfAKV2LyRImR+y4oa2AntrgID95SHJxuMUrkNXmanDSed71sRNZysveJVt1hLLemQZIady0FpEg=="
+    },
+    "node_modules/@types/d3-color": {
+      "version": "3.1.3",
+      "resolved": "https://registry.npmjs.org/@types/d3-color/-/d3-color-3.1.3.tgz",
+      "integrity": "sha512-iO90scth9WAbmgv7ogoq57O9YpKmFBbmoEoCHDB2xMBY0+/KVrqAaCDyCE16dUspeOvIxFFRI+0sEtqDqy2b4A=="
+    },
+    "node_modules/@types/d3-ease": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/@types/d3-ease/-/d3-ease-3.0.2.tgz",
+      "integrity": "sha512-NcV1JjO5oDzoK26oMzbILE6HW7uVXOHLQvHshBUW4UMdZGfiY6v5BeQwh9a9tCzv+CeefZQHJt5SRgK154RtiA=="
+    },
+    "node_modules/@types/d3-interpolate": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/@types/d3-interpolate/-/d3-interpolate-3.0.4.tgz",
+      "integrity": "sha512-mgLPETlrpVV1YRJIglr4Ez47g7Yxjl1lj7YKsiMCb27VJH9W8NVM6Bb9d8kkpG/uAQS5AmbA48q2IAolKKo1MA==",
+      "dependencies": {
+        "@types/d3-color": "*"
+      }
+    },
+    "node_modules/@types/d3-path": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/@types/d3-path/-/d3-path-3.1.0.tgz",
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+    },
+    "node_modules/@types/d3-scale": {
+      "version": "4.0.8",
+      "resolved": "https://registry.npmjs.org/@types/d3-scale/-/d3-scale-4.0.8.tgz",
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+      "dependencies": {
+        "@types/d3-time": "*"
+      }
+    },
+    "node_modules/@types/d3-shape": {
+      "version": "3.1.6",
+      "resolved": "https://registry.npmjs.org/@types/d3-shape/-/d3-shape-3.1.6.tgz",
+      "integrity": "sha512-5KKk5aKGu2I+O6SONMYSNflgiP0WfZIQvVUMan50wHsLG1G94JlxEVnCpQARfTtzytuY0p/9PXXZb3I7giofIA==",
+      "dependencies": {
+        "@types/d3-path": "*"
+      }
+    },
+    "node_modules/@types/d3-time": {
+      "version": "3.0.3",
+      "resolved": "https://registry.npmjs.org/@types/d3-time/-/d3-time-3.0.3.tgz",
+      "integrity": "sha512-2p6olUZ4w3s+07q3Tm2dbiMZy5pCDfYwtLXXHUnVzXgQlZ/OyPtUz6OL382BkOuGlLXqfT+wqv8Fw2v8/0geBw=="
+    },
+    "node_modules/@types/d3-timer": {
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+      "integrity": "sha512-OE4hm7XqR0jNOq3Qmk9mFLyd6p2+j6bvbPJ7qlB7+oo0eNcL2l7WQzG6MBnT3EXY6xzkLMUBec3AfewJdA0J8w==",
+      "dependencies": {
+        "fast-equals": "^5.0.1",
+        "prop-types": "^15.8.1",
+        "react-transition-group": "^4.4.5"
+      },
+      "peerDependencies": {
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0",
+        "react-dom": "^16.8.0 || ^17.0.0 || ^18.0.0"
+      }
+    },
+    "node_modules/react-transition-group": {
+      "version": "4.4.5",
+      "resolved": "https://registry.npmjs.org/react-transition-group/-/react-transition-group-4.4.5.tgz",
+      "integrity": "sha512-pZcd1MCJoiKiBR2NRxeCRg13uCXbydPnmB4EOeRrY7480qNWO8IIgQG6zlDkm6uRMsURXPuKq0GWtiM59a5Q6g==",
+      "dependencies": {
+        "@babel/runtime": "^7.5.5",
+        "dom-helpers": "^5.0.1",
+        "loose-envify": "^1.4.0",
+        "prop-types": "^15.6.2"
+      },
+      "peerDependencies": {
+        "react": ">=16.6.0",
+        "react-dom": ">=16.6.0"
+      }
+    },
     "node_modules/read-cache": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/read-cache/-/read-cache-1.0.0.tgz",
@@ -4266,6 +4382,46 @@
         "node": ">=8.10.0"
       }
     },
+    "node_modules/recharts": {
+      "version": "2.12.7",
+      "resolved": "https://registry.npmjs.org/recharts/-/recharts-2.12.7.tgz",
+      "integrity": "sha512-hlLJMhPQfv4/3NBSAyq3gzGg4h2v69RJh6KU7b3pXYNNAELs9kEoXOjbkxdXpALqKBoVmVptGfLpxdaVYqjmXQ==",
+      "dependencies": {
+        "clsx": "^2.0.0",
+        "eventemitter3": "^4.0.1",
+        "lodash": "^4.17.21",
+        "react-is": "^16.10.2",
+        "react-smooth": "^4.0.0",
+        "recharts-scale": "^0.4.4",
+        "tiny-invariant": "^1.3.1",
+        "victory-vendor": "^36.6.8"
+      },
+      "engines": {
+        "node": ">=14"
+      },
+      "peerDependencies": {
+        "react": "^16.0.0 || ^17.0.0 || ^18.0.0",
+        "react-dom": "^16.0.0 || ^17.0.0 || ^18.0.0"
+      }
+    },
+    "node_modules/recharts-scale": {
+      "version": "0.4.5",
+      "resolved": "https://registry.npmjs.org/recharts-scale/-/recharts-scale-0.4.5.tgz",
+      "integrity": "sha512-kivNFO+0OcUNu7jQquLXAxz1FIwZj8nrj+YkOKc5694NbjCvcT6aSZiIzNzd2Kul4o4rTto8QVR9lMNtxD4G1w==",
+      "dependencies": {
+        "decimal.js-light": "^2.4.1"
+      }
+    },
+    "node_modules/recharts/node_modules/react-is": {
+      "version": "16.13.1",
+      "resolved": "https://registry.npmjs.org/react-is/-/react-is-16.13.1.tgz",
+      "integrity": "sha512-24e6ynE2H+OKt4kqsOvNd8kBpV65zoxbA4BVsEOB3ARVWQki/DHzaUoC5KuON/BiccDaCCTZBuOcfZs70kR8bQ=="
+    },
+    "node_modules/regenerator-runtime": {
+      "version": "0.14.1",
+      "resolved": "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.14.1.tgz",
+      "integrity": "sha512-dYnhHh0nJoMfnkZs6GmmhFknAGRrLznOu5nc9ML+EJxGvrx6H7teuevqVqCuPcPK//3eDrrjQhehXVx9cnkGdw=="
+    },
     "node_modules/require-directory": {
       "version": "2.1.1",
       "resolved": "https://registry.npmjs.org/require-directory/-/require-directory-2.1.1.tgz",
@@ -4678,6 +4834,18 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/swr": {
+      "version": "2.2.5",
+      "resolved": "https://registry.npmjs.org/swr/-/swr-2.2.5.tgz",
+      "integrity": "sha512-QtxqyclFeAsxEUeZIYmsaQ0UjimSq1RZ9Un7I68/0ClKK/U3LoyQunwkQfJZr2fc22DfIXLNDc2wFyTEikCUpg==",
+      "dependencies": {
+        "client-only": "^0.0.1",
+        "use-sync-external-store": "^1.2.0"
+      },
+      "peerDependencies": {
+        "react": "^16.11.0 || ^17.0.0 || ^18.0.0"
+      }
+    },
     "node_modules/tailwindcss": {
       "version": "3.4.3",
       "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-3.4.3.tgz",
@@ -4742,6 +4910,11 @@
         "node": ">=0.8"
       }
     },
+    "node_modules/tiny-invariant": {
+      "version": "1.3.3",
+      "resolved": "https://registry.npmjs.org/tiny-invariant/-/tiny-invariant-1.3.3.tgz",
+      "integrity": "sha512-+FbBPE1o9QAYvviau/qC5SE3caw21q3xkvWKBtja5vgqOWIHHJ3ioaq1VPfn/Szqctz2bU/oYeKd9/z5BL+PVg=="
+    },
     "node_modules/to-regex-range": {
       "version": "5.0.1",
       "resolved": "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz",
@@ -4830,12 +5003,6 @@
       "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.26.5.tgz",
       "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA=="
     },
-    "node_modules/universal-user-agent": {
-      "version": "6.0.1",
-      "resolved": "https://registry.npmjs.org/universal-user-agent/-/universal-user-agent-6.0.1.tgz",
-      "integrity": "sha512-yCzhz6FN2wU1NiiQRogkTQszlQSlpWaw8SvVegAc+bDxbzHgh1vX8uIe8OYyMH6DwH+sdTJsgMl36+mSMdRJIQ==",
-      "dev": true
-    },
     "node_modules/update-browserslist-db": {
       "version": "1.0.15",
       "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.0.15.tgz",
@@ -4875,12 +5042,41 @@
         "punycode": "^2.1.0"
       }
     },
+    "node_modules/use-sync-external-store": {
+      "version": "1.2.2",
+      "resolved": "https://registry.npmjs.org/use-sync-external-store/-/use-sync-external-store-1.2.2.tgz",
+      "integrity": "sha512-PElTlVMwpblvbNqQ82d2n6RjStvdSoNe9FG28kNfz3WiXilJm4DdNkEzRhCZuIDwY8U08WVihhGR5iRqAwfDiw==",
+      "peerDependencies": {
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0"
+      }
+    },
     "node_modules/util-deprecate": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
       "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==",
       "dev": true
     },
+    "node_modules/victory-vendor": {
+      "version": "36.9.2",
+      "resolved": "https://registry.npmjs.org/victory-vendor/-/victory-vendor-36.9.2.tgz",
+      "integrity": "sha512-PnpQQMuxlwYdocC8fIJqVXvkeViHYzotI+NJrCuav0ZYFoq912ZHBk3mCeuj+5/VpodOjPe1z0Fk2ihgzlXqjQ==",
+      "dependencies": {
+        "@types/d3-array": "^3.0.3",
+        "@types/d3-ease": "^3.0.0",
+        "@types/d3-interpolate": "^3.0.1",
+        "@types/d3-scale": "^4.0.2",
+        "@types/d3-shape": "^3.1.0",
+        "@types/d3-time": "^3.0.0",
+        "@types/d3-timer": "^3.0.0",
+        "d3-array": "^3.1.6",
+        "d3-ease": "^3.0.1",
+        "d3-interpolate": "^3.0.1",
+        "d3-scale": "^4.0.2",
+        "d3-shape": "^3.1.0",
+        "d3-time": "^3.0.0",
+        "d3-timer": "^3.0.1"
+      }
+    },
     "node_modules/vite": {
       "version": "5.2.11",
       "resolved": "https://registry.npmjs.org/vite/-/vite-5.2.11.tgz",
@@ -4936,24 +5132,6 @@
         }
       }
     },
-    "node_modules/vite-plugin-mkcert": {
-      "version": "1.17.5",
-      "resolved": "https://registry.npmjs.org/vite-plugin-mkcert/-/vite-plugin-mkcert-1.17.5.tgz",
-      "integrity": "sha512-KKGY3iHx/9zb7ow8JJ+nLN2HiNIBuPBwj34fJ+jAJT89/8qfk7msO7G7qipR8VDEm9xMCys0xT11QOJbZcg3/Q==",
-      "dev": true,
-      "dependencies": {
-        "@octokit/rest": "^20.0.2",
-        "axios": "^1.6.8",
-        "debug": "^4.3.4",
-        "picocolors": "^1.0.0"
-      },
-      "engines": {
-        "node": ">=v16.7.0"
-      },
-      "peerDependencies": {
-        "vite": ">=3"
-      }
-    },
     "node_modules/websocket-driver": {
       "version": "0.7.4",
       "resolved": "https://registry.npmjs.org/websocket-driver/-/websocket-driver-0.7.4.tgz",
diff --git a/frontend/package.json b/frontend/package.json
index a47bd072..b2a29cc8 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -10,12 +10,17 @@
     "preview": "vite preview"
   },
   "dependencies": {
+    "@smastrom/react-rating": "^1.5.0",
+    "axios": "^1.6.8",
     "firebase": "^10.11.1",
     "react": "^18.2.0",
+    "react-circular-progressbar": "^2.1.0",
     "react-dom": "^18.2.0",
     "react-firebase-hooks": "^5.1.1",
     "react-loader-spinner": "^6.1.6",
-    "react-router-dom": "^6.23.1"
+    "react-router-dom": "^6.23.1",
+    "recharts": "^2.12.7",
+    "swr": "^2.2.5"
   },
   "devDependencies": {
     "@types/react": "^18.2.66",
@@ -32,7 +37,6 @@
     "prettier": "^3.2.5",
     "tailwindcss": "^3.4.3",
     "typescript": "^5.2.2",
-    "vite": "^5.2.0",
-    "vite-plugin-mkcert": "^1.17.5"
+    "vite": "^5.2.0"
   }
 }
diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
index 0bf8205a..37517367 100644
--- a/frontend/src/App.tsx
+++ b/frontend/src/App.tsx
@@ -1,22 +1,15 @@
-import { Outlet, RouterProvider, createBrowserRouter } from 'react-router-dom';
-import Navbar from './components/Navbar';
+import { RouterProvider, createBrowserRouter } from 'react-router-dom';
+import Layout from './Layout';
 import Home from './pages/Home';
 import Recommendations from './pages/Recommendations';
 import Rate from './pages/Rate';
 import Analytics from './pages/Analytics';
 
 function App() {
-  const Layout = (
-    <>
-      <Navbar />
-      <Outlet />
-    </>
-  );
-
   const router = createBrowserRouter([
     {
       path: '/',
-      element: Layout,
+      element: <Layout />,
       children: [
         { path: '/', element: <Home /> },
         { path: '/recommendations', element: <Recommendations /> },
diff --git a/frontend/src/Layout.tsx b/frontend/src/Layout.tsx
new file mode 100644
index 00000000..9e83f33a
--- /dev/null
+++ b/frontend/src/Layout.tsx
@@ -0,0 +1,32 @@
+import { useEffect } from 'react';
+import { useAuthState } from 'react-firebase-hooks/auth';
+import { Triangle } from 'react-loader-spinner';
+import { Outlet, useNavigate } from 'react-router-dom';
+import Navbar from './components/Navbar';
+import Footer from './components/Footer';
+import { auth } from './firebase';
+
+function Layout() {
+  const [user, userLoading] = useAuthState(auth);
+  const navigate = useNavigate();
+
+  useEffect(() => {
+    if (!userLoading && !user) {
+      navigate('/');
+    }
+  }, [navigate, user, userLoading]);
+
+  return (
+    <>
+      <Navbar />
+      {userLoading ? (
+        <Triangle wrapperClass="m-auto" height={120} width={120} />
+      ) : (
+        <Outlet />
+      )}
+      <Footer />
+    </>
+  );
+}
+
+export default Layout;
diff --git a/frontend/src/assets/poster_placeholder.svg b/frontend/src/assets/poster_placeholder.svg
new file mode 100644
index 00000000..2a6c283f
--- /dev/null
+++ b/frontend/src/assets/poster_placeholder.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" data-name="Layer 1" width="790" height="512.20805" viewBox="0 0 790 512.20805" xmlns:xlink="http://www.w3.org/1999/xlink"><path d="M925.56335,704.58909,903,636.49819s24.81818,24.81818,24.81818,45.18181l-4.45454-47.09091s12.72727,17.18182,11.45454,43.27273S925.56335,704.58909,925.56335,704.58909Z" transform="translate(-205 -193.89598)" fill="#e6e6e6"/><path d="M441.02093,642.58909,419,576.13509s24.22155,24.22155,24.22155,44.09565l-4.34745-45.95885s12.42131,16.76877,11.17917,42.23245S441.02093,642.58909,441.02093,642.58909Z" transform="translate(-205 -193.89598)" fill="#e6e6e6"/><path d="M784.72555,673.25478c.03773,43.71478-86.66489,30.26818-192.8092,30.35979s-191.53562,13.68671-191.57335-30.028,86.63317-53.29714,192.77748-53.38876S784.68782,629.54,784.72555,673.25478Z" transform="translate(-205 -193.89598)" fill="#e6e6e6"/><rect y="509.69312" width="790" height="2" fill="#3f3d56"/><polygon points="505.336 420.322 491.459 420.322 484.855 366.797 505.336 366.797 505.336 420.322" fill="#a0616a"/><path d="M480.00587,416.35743H508.3101a0,0,0,0,1,0,0V433.208a0,0,0,0,1,0,0H464.69674a0,0,0,0,1,0,0v-1.54149A15.30912,15.30912,0,0,1,480.00587,416.35743Z" fill="#2f2e41"/><polygon points="607.336 499.322 593.459 499.322 586.855 445.797 607.336 445.797 607.336 499.322" fill="#a0616a"/><path d="M582.00587,495.35743H610.3101a0,0,0,0,1,0,0V512.208a0,0,0,0,1,0,0H566.69674a0,0,0,0,1,0,0v-1.54149A15.30912,15.30912,0,0,1,582.00587,495.35743Z" fill="#2f2e41"/><path d="M876.34486,534.205A10.31591,10.31591,0,0,0,873.449,518.654l-32.23009-131.2928L820.6113,396.2276l38.33533,126.949a10.37185,10.37185,0,0,0,17.39823,11.0284Z" transform="translate(-205 -193.89598)" fill="#a0616a"/><path d="M851.20767,268.85955a11.38227,11.38227,0,0,0-17.41522,1.15247l-49.88538,5.72709,7.58861,19.24141,45.36779-8.49083a11.44393,11.44393,0,0,0,14.3442-17.63014Z" transform="translate(-205 -193.89598)" fill="#a0616a"/><path d="M769,520.58909l21.76811,163.37417,27.09338-5.578s-3.98437-118.98157,9.56238-133.32513S810,505.58909,810,505.58909Z" transform="translate(-205 -193.89598)" fill="#2f2e41"/><path d="M778,475.58909l-10,15s-77-31.99929-77,19-4.40631,85.60944-6,88,18.43762,8.59375,28,7c0,0,11.79687-82.21884,11-87,0,0,75.53355,37.03335,89.87712,33.84591S831.60944,536.964,834,530.58909s-1-57-1-57l-47.81-14.59036Z" transform="translate(-205 -193.89598)" fill="#2f2e41"/><path d="M779.34915,385.52862l-2.85032-3.42039s-31.92361-71.82815-19.3822-91.21035,67.26762-22.23252,68.97783-21.0924-4.08488,15.9428-.09446,22.78361c0,0-42.394,9.19121-45.24435,10.33134s21.96615,43.2737,21.96615,43.2737l-2.85031,25.6529Z" transform="translate(-205 -193.89598)" fill="#ccc"/><path d="M835.21549,350.18459S805.57217,353.605,804.432,353.605s-1.71017-7.41084-1.71017-7.41084l-26.223,35.91406S763.57961,486.29929,767,484.58909s66.50531,8.11165,67.07539,3.55114-.57008-27.3631,1.14014-28.50324,29.64328-71.82811,29.64328-71.82811-2.85032-14.82168-12.54142-19.95227S835.21549,350.18459,835.21549,350.18459Z" transform="translate(-205 -193.89598)" fill="#ccc"/><path d="M855.73783,378.11779l9.121,9.69109S878.41081,499.1687,871,502.58909s-22,3-22,3l-14.35458-52.79286Z" transform="translate(-205 -193.89598)" fill="#ccc"/><circle cx="601.72966" cy="122.9976" r="26.2388" fill="#a0616a"/><path d="M800.57267,320.98789c-.35442-5.44445-7.22306-5.631-12.67878-5.68255s-11.97836.14321-15.0654-4.35543c-2.0401-2.973-1.65042-7.10032.035-10.28779s4.45772-5.639,7.18508-7.99742c7.04139-6.08884,14.29842-12.12936,22.7522-16.02662s18.36045-5.472,27.12788-2.3435c10.77008,3.84307,25.32927,23.62588,26.5865,34.99176s-3.28507,22.95252-10.9419,31.44586-25.18188,5.0665-36.21069,8.088c6.7049-9.48964,2.28541-26.73258-8.45572-31.164Z" transform="translate(-205 -193.89598)" fill="#2f2e41"/><circle cx="361.7217" cy="403.5046" r="62.98931" fill="#f9c326"/><path d="M524.65625,529.9355a45.15919,45.15919,0,0,1-41.25537-26.78614L383.44873,278.05757a59.83039,59.83039,0,1,1,111.87012-41.86426l72.37744,235.41211a45.07978,45.07978,0,0,1-43.04,58.33008Z" transform="translate(-205 -193.89598)" fill="#f9c326"/></svg>
\ No newline at end of file
diff --git a/frontend/src/assets/tmdb.svg b/frontend/src/assets/tmdb.svg
new file mode 100644
index 00000000..986cffd1
--- /dev/null
+++ b/frontend/src/assets/tmdb.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" viewBox="0 0 423.04 35.4"><defs><style>.cls-1{fill:url(#linear-gradient);}</style><linearGradient id="linear-gradient" y1="17.7" x2="423.04" y2="17.7" gradientUnits="userSpaceOnUse"><stop offset="0" stop-color="#90cea1"/><stop offset="0.56" stop-color="#3cbec9"/><stop offset="1" stop-color="#00b3e5"/></linearGradient></defs><title>Asset 1</title><g id="Layer_2" data-name="Layer 2"><g id="Layer_1-2" data-name="Layer 1"><path class="cls-1" d="M227.5,0h8.9l8.75,23.2h.1L254.15,0h8.35L247.9,35.4h-6.25Zm46.6,0h7.8V35.4h-7.8Zm22.2,0h24.05V7.2H304.1v6.6h15.35V21H304.1v7.2h17.15v7.2H296.3Zm55,0H363a33.54,33.54,0,0,1,8.07,1A18.55,18.55,0,0,1,377.75,4a15.1,15.1,0,0,1,4.52,5.53A18.5,18.5,0,0,1,384,17.8a16.91,16.91,0,0,1-1.63,7.58,16.37,16.37,0,0,1-4.37,5.5,19.52,19.52,0,0,1-6.35,3.37A24.59,24.59,0,0,1,364,35.4H351.29Zm7.81,28.2h4a21.57,21.57,0,0,0,5-.55,10.87,10.87,0,0,0,4-1.83,8.69,8.69,0,0,0,2.67-3.34,11.92,11.92,0,0,0,1-5.08,9.87,9.87,0,0,0-1-4.52,9,9,0,0,0-2.62-3.18,11.68,11.68,0,0,0-3.88-1.88,17.43,17.43,0,0,0-4.67-.62h-4.6ZM395.24,0h13.2a34.42,34.42,0,0,1,4.63.32,12.9,12.9,0,0,1,4.17,1.3,7.88,7.88,0,0,1,3,2.73A8.34,8.34,0,0,1,421.39,9a7.42,7.42,0,0,1-1.67,5,9.28,9.28,0,0,1-4.43,2.82v.1a10,10,0,0,1,3.18,1,8.38,8.38,0,0,1,2.45,1.85,7.79,7.79,0,0,1,1.57,2.62,9.16,9.16,0,0,1,.55,3.2,8.52,8.52,0,0,1-1.2,4.68,9.42,9.42,0,0,1-3.1,3,13.38,13.38,0,0,1-4.27,1.65,23.11,23.11,0,0,1-4.73.5h-14.5ZM403,14.15h5.65a8.16,8.16,0,0,0,1.78-.2A4.78,4.78,0,0,0,412,13.3a3.34,3.34,0,0,0,1.13-1.2,3.63,3.63,0,0,0,.42-1.8,3.22,3.22,0,0,0-.47-1.82,3.33,3.33,0,0,0-1.23-1.13,5.77,5.77,0,0,0-1.7-.58,10.79,10.79,0,0,0-1.85-.17H403Zm0,14.65h7a8.91,8.91,0,0,0,1.83-.2,4.78,4.78,0,0,0,1.67-.7,4,4,0,0,0,1.23-1.3,3.71,3.71,0,0,0,.47-2,3.13,3.13,0,0,0-.62-2A4,4,0,0,0,413,21.45,7.83,7.83,0,0,0,411,20.9a15.12,15.12,0,0,0-2.05-.15H403Zm-199,6.53H205a17.66,17.66,0,0,0,17.66-17.66h0A17.67,17.67,0,0,0,205,0h-.91A17.67,17.67,0,0,0,186.4,17.67h0A17.66,17.66,0,0,0,204.06,35.33ZM10.1,6.9H0V0H28V6.9H17.9V35.4H10.1ZM39,0h7.8V13.2H61.9V0h7.8V35.4H61.9V20.1H46.75V35.4H39ZM80.2,0h24V7.2H88v6.6h15.35V21H88v7.2h17.15v7.2h-25Zm55,0H147l8.15,23.1h.1L163.45,0H175.2V35.4h-7.8V8.25h-.1L158,35.4h-5.95l-9-27.15H143V35.4h-7.8Z"/></g></g></svg>
\ No newline at end of file
diff --git a/frontend/src/components/Footer.tsx b/frontend/src/components/Footer.tsx
new file mode 100644
index 00000000..98041e33
--- /dev/null
+++ b/frontend/src/components/Footer.tsx
@@ -0,0 +1,30 @@
+import tmdb from '../assets/tmdb.svg';
+
+function Footer() {
+  return (
+    <div className="mt-auto mx-auto">
+      <footer className="py-6 px-4 mt-16 flex flex-col items-center gap-4">
+        <a
+          href="https://www.themoviedb.org"
+          target="_blank"
+          className="underline"
+        >
+          <img src={tmdb} alt="The Movie Database" className="w-[180px]" />
+        </a>
+        <small className="text-sm text-[#a0d7d8] text-center leading-relaxed">
+          <span>This product uses the </span>
+          <a
+            href="https://www.themoviedb.org"
+            target="_blank"
+            className="underline"
+          >
+            TMDB
+          </a>
+          <span> API but is not endorsed or certified by TMDB.</span>
+        </small>
+      </footer>
+    </div>
+  );
+}
+
+export default Footer;
diff --git a/frontend/src/components/Navbar.tsx b/frontend/src/components/Navbar.tsx
index 680c1ed1..13360fe0 100644
--- a/frontend/src/components/Navbar.tsx
+++ b/frontend/src/components/Navbar.tsx
@@ -1,10 +1,16 @@
 import { useAuthState, useSignOut } from 'react-firebase-hooks/auth';
-import { Link, NavLink } from 'react-router-dom';
+import { Link, NavLink, useNavigate } from 'react-router-dom';
 import { auth } from '../firebase';
 
 function Navbar() {
   const [user, userLoading] = useAuthState(auth);
   const [signOut] = useSignOut(auth);
+  const navigate = useNavigate();
+
+  const handleSignOut = () => {
+    navigate('/');
+    signOut();
+  };
 
   return (
     <header className="px-6 py-4 flex justify-between items-center">
@@ -45,7 +51,7 @@ function Navbar() {
               </li>
             </ul>
           </nav>
-          <button onClick={() => signOut()}>Log out</button>
+          <button onClick={handleSignOut}>Log out</button>
         </div>
       )}
     </header>
diff --git a/frontend/src/components/RateMovie.tsx b/frontend/src/components/RateMovie.tsx
new file mode 100644
index 00000000..b6085535
--- /dev/null
+++ b/frontend/src/components/RateMovie.tsx
@@ -0,0 +1,98 @@
+import { useEffect, useState } from 'react';
+import { useAuthState } from 'react-firebase-hooks/auth';
+import { useCollectionData } from 'react-firebase-hooks/firestore';
+import {
+  addDoc,
+  collection,
+  deleteDoc,
+  query,
+  setDoc,
+  where,
+} from 'firebase/firestore';
+import { Rating, RatingChange } from '@smastrom/react-rating';
+import { auth, db } from '../firebase';
+import TMDBMovie from '../types/TMDBMovie';
+import posterPlaceholder from '../assets/poster_placeholder.svg';
+
+interface RateMovieProps {
+  movie: TMDBMovie;
+}
+
+const ratingsRef = collection(db, 'ratings');
+
+function RateMovie({ movie }: RateMovieProps) {
+  const [user] = useAuthState(auth);
+
+  if (!user) throw new Error('No user');
+
+  const [rating, setRating] = useState<number | null>(null);
+  const [isProcessing, setIsProcessing] = useState(false);
+
+  const q = query(
+    ratingsRef,
+    where('userId', '==', user.uid),
+    where('movieId', '==', movie.id),
+  );
+
+  const [values, isLoading, , snapshot] = useCollectionData<{
+    userId?: string;
+    movieId?: number;
+    rating?: number;
+  }>(q);
+
+  const dbRating = values?.[0]?.rating;
+  const docRef = snapshot?.docs[0]?.ref;
+
+  useEffect(() => {
+    setRating(dbRating || null);
+  }, [dbRating]);
+
+  const handleChange: RatingChange = async (value: number) => {
+    setIsProcessing(true);
+
+    const data = {
+      userId: user.uid,
+      movieId: movie.id,
+      rating: value,
+    };
+
+    try {
+      if (docRef) {
+        if (value !== 0) {
+          await setDoc(docRef, data);
+        } else {
+          await deleteDoc(docRef);
+        }
+      } else {
+        await addDoc(ratingsRef, data);
+      }
+    } catch (error) {
+      console.log(error);
+    } finally {
+      setIsProcessing(false);
+    }
+  };
+
+  const posterUrl = `https://image.tmdb.org/t/p/w154${movie.poster_path}`;
+
+  return (
+    <article className="flex flex-col items-center w-[250px]">
+      <img
+        src={movie.poster_path ? posterUrl : posterPlaceholder}
+        alt={movie.title}
+        className="w-[154px] h-[231px] object-contain mb-2"
+      />
+      <h3 className="my-auto text-lg text-center text-gray-200 font-medium">
+        {movie.title}
+      </h3>
+      <Rating
+        value={rating || 0}
+        onChange={handleChange}
+        isDisabled={isLoading || isProcessing}
+        className="max-w-[150px] mt-2"
+      />
+    </article>
+  );
+}
+
+export default RateMovie;
diff --git a/frontend/src/components/Recommendation.tsx b/frontend/src/components/Recommendation.tsx
new file mode 100644
index 00000000..d2a891f6
--- /dev/null
+++ b/frontend/src/components/Recommendation.tsx
@@ -0,0 +1,63 @@
+import axios from 'axios';
+import { useEffect, useState } from 'react';
+import { CircularProgressbar, buildStyles } from 'react-circular-progressbar';
+import IRecommendation from '../types/Recommendation';
+import TMDBMovie from '../types/TMDBMovie';
+import posterPlaceholder from '../assets/poster_placeholder.svg';
+
+interface RecommendationProps {
+  recommendation: IRecommendation;
+}
+
+function Recommendation({ recommendation }: RecommendationProps) {
+  const [movie, setMovie] = useState<TMDBMovie | null>(null);
+
+  useEffect(() => {
+    (async () => {
+      const url = `https://api.themoviedb.org/3/movie/${recommendation.movieId}`;
+
+      const res = await axios.get(url, {
+        headers: {
+          Authorization: `Bearer ${import.meta.env.VITE_TMDB_BEARER_TOKEN}`,
+        },
+      });
+
+      const movieDetails = res.data as TMDBMovie;
+
+      setMovie(movieDetails);
+    })();
+  }, [recommendation.movieId]);
+
+  if (!movie) return null;
+
+  const posterUrl = `https://image.tmdb.org/t/p/w154${movie.poster_path}`;
+
+  return (
+    <article className="flex flex-col items-center w-[250px]">
+      <img
+        src={movie.poster_path ? posterUrl : posterPlaceholder}
+        alt={movie.title}
+        className="w-[154px] h-[231px] object-contain mb-2"
+      />
+      <h3 className="my-auto text-lg text-center text-gray-200 font-medium">
+        {movie.title}
+      </h3>
+      <CircularProgressbar
+        value={recommendation.match}
+        text={`${recommendation.match}%`}
+        className="size-[75px] mt-4"
+        strokeWidth={11}
+        circleRatio={0.75}
+        styles={buildStyles({
+          rotation: 1 / 2 + 1 / 8,
+          strokeLinecap: 'butt',
+          trailColor: '#eee',
+          textSize: '24px',
+          textColor: '#fff',
+        })}
+      />
+    </article>
+  );
+}
+
+export default Recommendation;
diff --git a/frontend/src/components/Refresh.tsx b/frontend/src/components/Refresh.tsx
new file mode 100644
index 00000000..38b181bc
--- /dev/null
+++ b/frontend/src/components/Refresh.tsx
@@ -0,0 +1,27 @@
+import { RotatingLines } from 'react-loader-spinner';
+
+interface RefreshProps {
+  mutate: () => void;
+  isValidating: boolean;
+}
+
+function Refresh({ mutate, isValidating }: RefreshProps) {
+  return (
+    <div className="flex relative">
+      <button
+        onClick={() => mutate()}
+        disabled={isValidating}
+        className={`mt-10 mb-10 flex items-center gap-2 border rounded-full py-2 px-4 border-gray-400 hover:bg-gray-700 duration-100 ${isValidating ? 'cursor-wait' : ''}`}
+      >
+        {isValidating ? 'Refreshing...' : 'Refresh'}
+      </button>
+      {isValidating && (
+        <div className="absolute -right-2 translate-x-full top-1/2 -translate-y-1/2">
+          <RotatingLines width="24" strokeColor="#fff" />
+        </div>
+      )}
+    </div>
+  );
+}
+
+export default Refresh;
diff --git a/frontend/src/components/Welcome.tsx b/frontend/src/components/Welcome.tsx
index 6b4a5f51..f7cc95dc 100644
--- a/frontend/src/components/Welcome.tsx
+++ b/frontend/src/components/Welcome.tsx
@@ -28,19 +28,27 @@ function Welcome() {
 
   return (
     <main>
-      <p className="text-lg mb-8">Hello {user.displayName}!</p>
+      <p className="text-lg mb-12">Hello {user.displayName}!</p>
       {ratingsCount === null && <p>Loading your data</p>}
       {Number.isInteger(ratingsCount) &&
         (ratingsCount === 0 ? (
-          <p>
-            <span>You don't have any ratings yet. Please </span>
+          <p className="leading-loose">
+            ℹ️
+            <br />
+            You don't have any ratings yet.
+            <br />
+            <span>Please </span>
             <Link to="/rate" className="underline">
               rate
             </Link>
             <span> your first movie.</span>
           </p>
         ) : (
-          <p>
+          <p className="leading-loose">
+            <span>You have </span>
+            <span className="text-yellow-400 font-bold">{ratingsCount}</span>
+            <span> movie rating{ratingsCount! > 1 ? 's' : ''}!</span>
+            <br />
             <span>Go to </span>
             <Link to="/recommendations" className="underline">
               recommendations
diff --git a/frontend/src/main.tsx b/frontend/src/main.tsx
index 9bb419d3..a009f42b 100644
--- a/frontend/src/main.tsx
+++ b/frontend/src/main.tsx
@@ -2,6 +2,8 @@ import React from 'react';
 import ReactDOM from 'react-dom/client';
 import App from './App.tsx';
 import './index.css';
+import '@smastrom/react-rating/style.css';
+import 'react-circular-progressbar/dist/styles.css';
 
 ReactDOM.createRoot(document.getElementById('root')!).render(
   <React.StrictMode>
diff --git a/frontend/src/pages/Analytics.tsx b/frontend/src/pages/Analytics.tsx
index 2d7b66d5..61f626b7 100644
--- a/frontend/src/pages/Analytics.tsx
+++ b/frontend/src/pages/Analytics.tsx
@@ -1,5 +1,73 @@
+import { ThreeDots } from 'react-loader-spinner';
+import {
+  Area,
+  AreaChart,
+  Legend,
+  ResponsiveContainer,
+  Tooltip,
+  XAxis,
+  YAxis,
+} from 'recharts';
+import useSWR, { Fetcher } from 'swr';
+import Refresh from '../components/Refresh';
+
+interface VisitorsData {
+  date: string;
+  visitors: number;
+}
+
+const fetcher: Fetcher<VisitorsData[], string> = async () => {
+  const res = {
+    data: {
+      visitors: [
+        { date: '2024-05-10', visitors: Math.floor(Math.random() * 10) },
+        { date: '2024-05-11', visitors: Math.floor(Math.random() * 10) },
+        { date: '2024-05-12', visitors: Math.floor(Math.random() * 10) },
+        { date: '2024-05-13', visitors: Math.floor(Math.random() * 10) },
+        { date: '2024-05-14', visitors: Math.floor(Math.random() * 10) },
+        { date: '2024-05-15', visitors: Math.floor(Math.random() * 10) },
+        { date: '2024-05-16', visitors: Math.floor(Math.random() * 10) },
+      ],
+    },
+  };
+
+  await new Promise((res) => setTimeout(res, 1500));
+
+  return res.data.visitors as VisitorsData[];
+};
+
 function Analytics() {
-  return <div>Analytics</div>;
+  const { data, isLoading, isValidating, mutate } = useSWR('visitors', fetcher);
+
+  return (
+    <main className="flex flex-col items-center px-6 flex-1">
+      <h2 className="text-2xl font-medium">Analytics</h2>
+      {isLoading && (
+        <div className="my-auto flex flex-col items-center gap-2">
+          <ThreeDots />
+          <p className="italic">Loading analytics...</p>
+        </div>
+      )}
+      {!isLoading && <Refresh mutate={mutate} isValidating={isValidating} />}
+      {!isLoading && !data?.length && <p>Try again later 😬</p>}
+      {!isLoading && !!data?.length && (
+        <div className="w-full max-w-6xl text-[#2a5e87] my-auto">
+          <ResponsiveContainer width="100%" height={400}>
+            <AreaChart
+              data={data}
+              margin={{ top: 5, right: 30, bottom: 5, left: 0 }}
+            >
+              <Legend verticalAlign="top" height={30} />
+              <XAxis dataKey="date" />
+              <YAxis />
+              <Area type="monotone" dataKey="visitors" />
+              <Tooltip />
+            </AreaChart>
+          </ResponsiveContainer>
+        </div>
+      )}
+    </main>
+  );
 }
 
 export default Analytics;
diff --git a/frontend/src/pages/Home.tsx b/frontend/src/pages/Home.tsx
index 02392fd1..5afac6c6 100644
--- a/frontend/src/pages/Home.tsx
+++ b/frontend/src/pages/Home.tsx
@@ -1,11 +1,10 @@
 import { useAuthState, useSignInWithGoogle } from 'react-firebase-hooks/auth';
-import { Triangle } from 'react-loader-spinner';
 import Welcome from '../components/Welcome';
 import { auth } from '../firebase';
 import googleLogo from '../assets/google.svg';
 
 function Home() {
-  const [user, userLoading] = useAuthState(auth);
+  const [user] = useAuthState(auth);
   const [signInWithGoogle] = useSignInWithGoogle(auth);
 
   return (
@@ -13,8 +12,7 @@ function Home() {
       <h2 className="text-2xl font-medium mb-8">
         Find the perfect movie to watch tonight.
       </h2>
-      {userLoading && <Triangle />}
-      {!userLoading && !user && (
+      {!user && (
         <>
           <p className="mt-4">But first you need to log in:</p>
           <button
diff --git a/frontend/src/pages/Rate.tsx b/frontend/src/pages/Rate.tsx
index 57f62a1a..92ce244f 100644
--- a/frontend/src/pages/Rate.tsx
+++ b/frontend/src/pages/Rate.tsx
@@ -1,5 +1,52 @@
+import axios from 'axios';
+import { useState } from 'react';
+import { ThreeDots } from 'react-loader-spinner';
+import useSWR, { Fetcher } from 'swr';
+import RateMovie from '../components/RateMovie';
+import TMDBMovie from '../types/TMDBMovie';
+
+const fetcher: Fetcher<TMDBMovie[], string> = async (url) => {
+  const res = await axios.get(url, {
+    headers: {
+      Authorization: `Bearer ${import.meta.env.VITE_TMDB_BEARER_TOKEN}`,
+    },
+  });
+
+  return res.data.results as TMDBMovie[];
+};
+
 function Rate() {
-  return <div>Rate</div>;
+  const [value, setValue] = useState('');
+
+  const tmdbQuery = value
+    ? `https://api.themoviedb.org/3/search/movie?query=${value}`
+    : `https://api.themoviedb.org/3/trending/movie/day`;
+
+  const { data, isLoading } = useSWR(tmdbQuery, fetcher);
+
+  return (
+    <main className="flex flex-col items-center px-6">
+      <h2 className="text-2xl font-medium">Rate a movie</h2>
+      <div className="max-w-full w-[600px]">
+        <input
+          type="text"
+          placeholder="Find a movie..."
+          value={value}
+          onChange={(e) => setValue(e.target.value)}
+          className="mt-12 bg-gray-700 rounded-full py-2 px-4 mb-12 w-full"
+        />
+      </div>
+      {isLoading && <ThreeDots />}
+      {!isLoading && !data?.length && <p>Could not find a movie 😬</p>}
+      {!isLoading && !!data?.length && (
+        <section className="flex flex-wrap gap-x-6 gap-y-9 justify-center">
+          {data.slice(0, 12).map((movie) => (
+            <RateMovie movie={movie} key={movie.id} />
+          ))}
+        </section>
+      )}
+    </main>
+  );
 }
 
 export default Rate;
diff --git a/frontend/src/pages/Recommendations.tsx b/frontend/src/pages/Recommendations.tsx
index 07b68b0d..f404bf8b 100644
--- a/frontend/src/pages/Recommendations.tsx
+++ b/frontend/src/pages/Recommendations.tsx
@@ -1,5 +1,62 @@
+import { useAuthState } from 'react-firebase-hooks/auth';
+import { ThreeDots } from 'react-loader-spinner';
+import useSWR, { Fetcher } from 'swr';
+import Recommendation from '../components/Recommendation';
+import Refresh from '../components/Refresh';
+import { auth } from '../firebase';
+import IRecommendation from '../types/Recommendation';
+
+const fetcher: Fetcher<IRecommendation[], string> = async (userId) => {
+  const res = {
+    data: {
+      userId,
+      recommendations: [
+        { movieId: 174, match: 78 },
+        { movieId: 70, match: 74 },
+        { movieId: 421, match: 70 },
+        { movieId: 5846, match: 54 },
+        { movieId: 926, match: 48 },
+      ],
+    },
+  };
+
+  await new Promise((res) => setTimeout(res, 2500));
+
+  return res.data.recommendations as IRecommendation[];
+};
+
 function Recommendations() {
-  return <div>Recommendations</div>;
+  const [user] = useAuthState(auth);
+
+  if (!user) throw new Error('User not found');
+
+  const { data, isLoading, isValidating, mutate } = useSWR(user.uid, fetcher);
+
+  return (
+    <main className="flex flex-col items-center px-6 flex-1">
+      <h2 className="text-2xl font-medium">Recommendations</h2>
+      {isLoading && (
+        <div className="my-auto flex flex-col items-center gap-2">
+          <ThreeDots />
+          <p className="italic">Loading recommendations...</p>
+        </div>
+      )}
+      {!isLoading && <Refresh mutate={mutate} isValidating={isValidating} />}
+      {!isLoading && !data?.length && (
+        <p>Could not find any recommendations for you 😬</p>
+      )}
+      {!isLoading && !!data?.length && (
+        <section className="flex flex-wrap gap-x-6 gap-y-9 justify-center">
+          {data.map((recommendation) => (
+            <Recommendation
+              recommendation={recommendation}
+              key={recommendation.movieId}
+            />
+          ))}
+        </section>
+      )}
+    </main>
+  );
 }
 
 export default Recommendations;
diff --git a/frontend/src/types/Recommendation.tsx b/frontend/src/types/Recommendation.tsx
new file mode 100644
index 00000000..f8494d50
--- /dev/null
+++ b/frontend/src/types/Recommendation.tsx
@@ -0,0 +1,6 @@
+interface Recommendation {
+  movieId: number;
+  match: number;
+}
+
+export default Recommendation;
diff --git a/frontend/src/types/TMDBMovie.ts b/frontend/src/types/TMDBMovie.ts
new file mode 100644
index 00000000..04272dbd
--- /dev/null
+++ b/frontend/src/types/TMDBMovie.ts
@@ -0,0 +1,18 @@
+interface TMDBMovie {
+  adult: boolean;
+  backdrop_path: string | null;
+  genre_ids: number[];
+  id: number;
+  original_language: string;
+  original_title: string;
+  overview: string;
+  popularity: number;
+  poster_path: string | null;
+  release_date: string;
+  title: string;
+  video: boolean;
+  vote_average: number;
+  vote_count: number;
+}
+
+export default TMDBMovie;
diff --git a/frontend/vite.config.ts b/frontend/vite.config.ts
index 0bf652a2..3f673739 100644
--- a/frontend/vite.config.ts
+++ b/frontend/vite.config.ts
@@ -1,7 +1,8 @@
-import { defineConfig } from 'vite'
+import { defineConfig } from 'vite';
+import react from '@vitejs/plugin-react-swc';
 import mkcert from 'vite-plugin-mkcert'
 
 export default defineConfig({
   server: { https: true }, // Not needed for Vite 5+
-  plugins: [ mkcert() ]
+  plugins: [ react(), mkcert() ]
 })
\ No newline at end of file