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dac81cf
1
Parent(s):
9d49167
Upload 3 files
Browse files- app.py +52 -0
- movies.pkl +3 -0
- similarity.pkl +3 -0
app.py
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import pickle
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import streamlit as st
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import requests
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def fetch_poster(movie_id):
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url = "https://api.themoviedb.org/3/movie/{}?api_key=8265bd1679663a7ea12ac168da84d2e8&language=en-US".format(movie_id)
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data = requests.get(url)
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data = data.json()
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poster_path = data['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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def recommend(movie):
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index = movies[movies['title'] == movie].index[0]
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distances = sorted(list(enumerate(similarity[index])), reverse=True, key=lambda x: x[1])
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recommended_movie_names = []
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recommended_movie_posters = []
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for i in distances[1:6]:
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# fetch the movie poster
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movie_id = movies.iloc[i[0]].movie_id
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recommended_movie_posters.append(fetch_poster(movie_id))
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recommended_movie_names.append(movies.iloc[i[0]].title)
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return recommended_movie_names,recommended_movie_posters
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st.header('Movie Recommender System')
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movies = pickle.load(open('movies.pkl','rb'))
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similarity = pickle.load(open('similarity.pkl','rb'))
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selected_movie = st.selectbox("Select Movie",movies['title'].unique())
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if st.button('Recommend'):
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recommended_movie_names,recommended_movie_posters = recommend(selected_movie)
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col1, col2, col3, col4, col5 = st.columns(5)
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with col1:
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st.text(recommended_movie_names[0])
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st.image(recommended_movie_posters[0])
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with col2:
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st.text(recommended_movie_names[1])
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st.image(recommended_movie_posters[1])
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with col3:
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st.text(recommended_movie_names[2])
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st.image(recommended_movie_posters[2])
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with col4:
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st.text(recommended_movie_names[3])
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st.image(recommended_movie_posters[3])
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with col5:
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st.text(recommended_movie_names[4])
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st.image(recommended_movie_posters[4])
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movies.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:b7eef6c8af9fc759648b9bb71c8c6238f33f7ce0f2c138651581a4af99daaa3e
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size 2235268
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similarity.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:71508f028cf20cad68724c5c26c0cf30e02792c500a66803a841a02a4401e58b
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size 184781251
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