arungopi commited on
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da6009c
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Files changed (3) hide show
  1. app.py +55 -0
  2. model/movies.pkl +3 -0
  3. model/similarity.pkl +3 -0
app.py ADDED
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+ import pickle
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+ import streamlit as st
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+ import requests
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+
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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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+
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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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+
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+ return recommended_movie_names,recommended_movie_posters
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+
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+ st.title('Movie Recommender system')
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+ movies = pickle.load(open('model/movies.pkl','rb'))
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+ similarity = pickle.load(open('model/similarity.pkl','rb'))
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+ movie_list = movies['title'].values
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+
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+ selected_movie = st.selectbox(
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+ "Type or select a movie from the dropdown",
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+ movie_list
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+ )
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+
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+ if st.button('Show Recommendation'):
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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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+
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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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+
model/movies.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:2dc6b504794f5e9507a5e578dd076da977b033c0b8233f097c8b594a8227118f
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+ size 2347235
model/similarity.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:a432ab26a068456088870897cd35a3b803da46ce8c485ddb2b22420a24d2ce12
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+ size 182940355