Create app.py

app.py

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+import streamlit as st
+import pickle
+import pandas as pd
+import requests
+
+# Function to fetch movie poster from API
+def fetch_poster(movie_id):
+    response = requests.get(
+        f'https://api.themoviedb.org/3/movie/{movie_id}?api_key=9b955595d7ffef24254513d6a66503fe&language=en-US'
+    )
+    data = response.json()
+    return "http://image.tmdb.org/t/p/w500" + data['poster_path']
+
+# Function to recommend movies based on selected movie
+def recommend(movie):
+    movie_index = movies[movies['title'] == movie].index[0]
+    distances = similarity[movie_index]
+    movie_list = sorted(list(enumerate(distances)), reverse=True, key=lambda x: x[1])[1:6]
+    
+    recommended_movies = []
+    recommended_posters = []
+    
+    for i in movie_list:
+        movie_id = movies.iloc[i[0]].movie_id
+        recommended_movies.append(movies.iloc[i[0]].title)
+        recommended_posters.append(fetch_poster(movie_id))
+    
+    return recommended_movies, recommended_posters
+
+# Load data (movies and similarity matrix)
+movies_dict = pickle.load(open('movie_dict2.pkl', 'rb'))
+movies = pd.DataFrame(movies_dict)
+similarity = pickle.load(open('similarity.pkl', 'rb'))
+
+# App title
+st.title('🎬 Movie Recommender System')
+
+# Movie selection section
+st.subheader("Select a movie to get recommendations:")
+selected_movie_name = st.selectbox('Choose a movie:', movies['title'].values)
+
+# Recommendation button and display
+if st.button('Recommend'):
+    recommended_names, recommended_posters = recommend(selected_movie_name)
+    
+    # Displaying recommendations in a more visually appealing way
+    st.subheader(f"Movies recommended based on '{selected_movie_name}':")
+    cols = st.columns(5)  # Dividing the page into 5 columns
+    for idx, col in enumerate(cols):
+        with col:
+            st.text(recommended_names[idx])
+            st.image(recommended_posters[idx])
+            # Adding a clickable link that redirects to Google search for the movie
+            search_url = f"https://www.google.com/search?q={recommended_names[idx].replace(' ', '+')}+movie"
+            st.markdown(f"[Search '{recommended_names[idx]}' on Google]({search_url})", unsafe_allow_html=True)