Delete Movie-recommendation-system/app_2.py
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Movie-recommendation-system/app_2.py
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# main code
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import streamlit as st
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import pickle
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import requests
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movies = pickle.load(open("movies_list.pkl", 'rb'))
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similarity = pickle.load(open("similarity.pkl",'rb'))
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movies_list = movies['title'].values
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st.header("Movie Recommender System")
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selectvalue = st.selectbox("Select movie from dropdown", movies_list)
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def fetch_poster(movie_id):
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try:
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url = "https://api.themoviedb.org/3/movie/{}?api_key=8cfe8dff1a6fff88fe27b573ee65c035&language=en-US".format(movie_id)
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# Disablinb SSL verification for development
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data = requests.get(url, verify=False)
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data = data.json()
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poster_path = data['poster_path']
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if poster_path:
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full_path = "https://image.tmdb.org/t/p/w500/" + poster_path
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return full_path
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else:
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st.warning(f"No poster found for movie ID {movie_id}")
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return None
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except Exception as e:
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st.error(f"Error fetching poster: {str(e)}")
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return None
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def recommend(movie):
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index = movies[movies['title']==movie].index[0]
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distance = sorted(list(enumerate(similarity[index])), reverse=True, key=lambda vector:vector[1])
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recommend_movie = []
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recommend_poster = []
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for i in distance[1:6]:
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movies_id = movies.iloc[i[0]].id
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recommend_movie.append(movies.iloc[i[0]].title)
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poster = fetch_poster(movies_id)
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recommend_poster.append(poster)
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return recommend_movie, recommend_poster
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if st.button("Show Recommend"):
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movie_name, movie_poster = recommend(selectvalue)
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cols = st.columns(5)
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for idx, (col, name, poster) in enumerate(zip(cols, movie_name, movie_poster)):
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with col:
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st.text(name)
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if poster: # showing image if url exists
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st.image(poster)
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else:
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st.write("No poster available")
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