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.gitignore

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+.env

Procfile.txt

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+web: streamlit run app.py

app.py

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+import streamlit as st
+import faiss
+import numpy as np
+import pandas as pd
+import cohere
+from datetime import datetime
+import os
+from google_play_scraper import app
+from dotenv import load_dotenv
+import firebase_admin
+from firebase_admin import credentials, db
+
+load_dotenv()
+
+
+# Initialize Cohere client
+cohere_api_key = os.getenv('CO_API_KEY')  # Replace with your Cohere API key
+co = cohere.Client(cohere_api_key)
+
+# Load the FAISS index from a file
+index = faiss.read_index("faiss_index.bin")
+
+# Load the DataFrame
+#csv_file_path = r'C:\Users\Dell\3D Objects\NLP\gg\nowgg_embeddings.csv'  # Replace with the path to your CSV file
+test3 = pd.read_csv("nowgg_embeddings.csv")
+
+
+
+if not firebase_admin._apps:
+    cred = credentials.Certificate("firegame.json")  # Replace with the path to your Firebase JSON file
+    firebase_admin.initialize_app(cred, {
+        'databaseURL': 'https://game-66133-default-rtdb.firebaseio.com/'
+    })
+
+
+
+# Function to get embedding for a query using Cohere
+def get_query_embedding(query):
+    response = co.embed(texts=[query])
+    return np.array(response.embeddings[0][:250]).astype('float32')
+
+# Function to perform similarity search
+def search_similar(query, k=5):
+    query_embedding = get_query_embedding(query).reshape(1, -1)
+    distances, indices = index.search(query_embedding, k)
+    
+    results = []
+    for idx in indices[0]:
+        product_id = test3.iloc[idx]['product_id']
+        # Fetch app details from Google Play Store
+        app_details = app(product_id)
+        result = {
+            'title': test3.iloc[idx]['title'],
+            'product_id': test3.iloc[idx]['product_id'],
+            'description': test3.iloc[idx]['final_description'],
+            'link': test3.iloc[idx]['link'],
+            #'icon':app_details["icon"]
+            'video':app_details["video"]
+        }
+        results.append(result)
+    return results
+
+# Function to save feedback
+def save_feedback_to_firebase(query, feedback):
+    ref = db.reference('feedback')
+    feedback_data = {
+        'timestamp': datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
+        'query': query,
+        'feedback': feedback
+    }
+    ref.push(feedback_data)
+
+    
+#path=r"C:\Users\Dell\3D Objects\NLP\game.jpg"    
+# HTML & CSS for the app
+st.markdown("""
+    <style>
+    body {
+        font-family: 'Arial', sans-serif;
+    
+        }
+    .title {
+        font-size: 2.5em;
+        color: #4CAF50;
+        text-align: center;
+        margin-bottom: 20px;
+    }
+    .query-input {
+        text-align: center;
+        margin-bottom: 20px;
+    }
+    .result-card {
+        background-color: #f9f9f9;
+        border-radius: 10px;
+        padding: 20px;
+        margin-bottom: 20px;
+        box-shadow: 0 2px 5px rgba(0,0,0,0.1);
+    }
+    .result-title {
+        font-size: 1.5em;
+        color: #333;
+        margin-bottom: 10px;
+    }
+    .result-productid {
+        font-size: 1.0em;
+        color: #333;
+        margin-bottom: 5px;
+    }
+    .result-link {
+        color: #0066cc;
+        text-decoration: none;
+    }
+    .result-link:hover {
+        text-decoration: underline;
+    }
+    .feedback-section {
+        margin-top: 40px;
+        text-align: center;
+    }
+    .feedback-textarea {
+        width: 100%;
+        padding: 10px;
+        border-radius: 5px;
+        border: 1px solid #ccc;
+        margin-bottom: 20px;
+    }
+    .submit-btn {
+        background-color: #4CAF50;
+        color: white;
+        padding: 10px 20px;
+        border: none;
+        border-radius: 5px;
+        cursor: pointer;
+    }
+    .submit-btn:hover {
+        background-color: #45a049;
+    }
+    </style>
+""", unsafe_allow_html=True)
+
+# Streamlit app
+st.markdown('<div class="title">Game Recommendation System</div>', unsafe_allow_html=True)
+
+query = st.text_input("Enter your query:", key="query_input", placeholder="Type something...")
+if query:
+    top_k_results = search_similar(query)
+    st.write('<div class="query-input">Top recommendations:</div>', unsafe_allow_html=True)
+    
+    for result in top_k_results:
+        #img=result["product_id"]
+        st.markdown(f"""
+            <div class="result-card">
+                <div class="result-title">{result['title']}</div>
+                <div><a class="result-link" href="{result['link']}">Link</a></div>
+            </div>
+        """, unsafe_allow_html=True)
+        
+        st.video(result['video'])
+        #video_url=result['video']  # Display the image
+        
+        
+
+
+        
+    st.markdown('<div class="feedback-section">################ Feedback #####################</div>', unsafe_allow_html=True)
+    feedback = st.text_area("Please provide your feedback here:", key="feedback_textarea", height=100)
+    if st.button("Submit Feedback", key="submit_feedback"):
+        save_feedback_to_firebase(query, feedback)
+        st.write("Thank you for your feedback!")
+

faiss_index.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:31fb60f8cbca9defa4543be3f7a46882d8ac22f76f980b75b45db69d9d235fc7
+size 304045

firegame.json

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+{
+  "type": "service_account",
+  "project_id": "game-66133",
+  "private_key_id": "cb4b8d26921f9f3923e5a61f9dc255f9ea5d7187",
+  "private_key": "-----BEGIN PRIVATE KEY-----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\n6QoUZmEZzlFkpB7QWKGJ73k=\n-----END PRIVATE KEY-----\n",
+  "client_email": "[email protected]",
+  "client_id": "103226603315659330422",
+  "auth_uri": "https://accounts.google.com/o/oauth2/auth",
+  "token_uri": "https://oauth2.googleapis.com/token",
+  "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs",
+  "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata/x509/firebase-adminsdk-jtqbp%40game-66133.iam.gserviceaccount.com",
+  "universe_domain": "googleapis.com"
+}

requirements.txt

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+pip==24.1
+numpy==1.24.3
+pandas==1.4.2
+faiss-cpu==1.7.4
+cohere==5.5.8
+google_play_scraper
+python-dotenv
+firebase-admin==6.5.0