nishantguvvada commited on
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Upload app.py

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  1. app.py +75 -0
app.py ADDED
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+ import streamlit as st
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+ import pickle
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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=c7ec19ffdd3279641fb606d19ceb9bb1&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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+ 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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+
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+ st.header("Movie Recommender System")
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+
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+ import streamlit.components.v1 as components
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+
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+ imageCarouselComponent = components.declare_component("image-carousel-component", path="frontend/public")
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+
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+
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+ imageUrls = [
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+ fetch_poster(1632),
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+ fetch_poster(299536),
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+ fetch_poster(17455),
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+ fetch_poster(2830),
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+ fetch_poster(429422),
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+ fetch_poster(9722),
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+ fetch_poster(13972),
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+ fetch_poster(240),
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+ fetch_poster(155),
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+ fetch_poster(598),
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+ fetch_poster(914),
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+ fetch_poster(255709),
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+ fetch_poster(572154)
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+
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+ ]
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+
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+
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+ imageCarouselComponent(imageUrls=imageUrls, height=200)
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+ selectvalue=st.selectbox("Select movie from dropdown", movies_list)
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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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+ 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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+ recommend_poster.append(fetch_poster(movies_id))
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+ return recommend_movie, recommend_poster
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+
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+
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+
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+ if st.button("Show Recommend"):
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+ movie_name, movie_poster = recommend(selectvalue)
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+ col1,col2,col3,col4,col5=st.columns(5)
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+ with col1:
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+ st.text(movie_name[0])
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+ st.image(movie_poster[0])
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+ with col2:
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+ st.text(movie_name[1])
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+ st.image(movie_poster[1])
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+ with col3:
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+ st.text(movie_name[2])
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+ st.image(movie_poster[2])
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+ with col4:
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+ st.text(movie_name[3])
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+ st.image(movie_poster[3])
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+ with col5:
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+ st.text(movie_name[4])
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+ st.image(movie_poster[4])