Rishabh055
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Browse files- Movie Recommender System.ipynb +0 -0
- app.py +96 -0
Movie Recommender System.ipynb
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app.py
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import streamlit as st
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import pandas as pd
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import pickle
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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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movie_index = movies[movies['title'] == movie].index[0]
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distances = similarity[movie_index]
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movies_list = sorted(list(enumerate(distances)), reverse =True,key=lambda x: x[1])[1:6]
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recommended_movies = []
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recommended_movies_posters = []
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for i in movies_list:
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movie_id = movies.iloc[i[0]].movie_id
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# Help to fetch poster from api
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recommended_movies.append(movies.iloc[i[0]]['title'])
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recommended_movies_posters.append(fetch_poster(movie_id))
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return recommended_movies, recommended_movies_posters
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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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st.title('Movie Recommendation App')
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selected_movie = st.selectbox(
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'Select a movie to get recommendations',
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movies['title'].values)
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if st.button('Get Recommendations'):
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names,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(names[0])
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st.image(posters[0])
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with col2:
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st.text(names[1])
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st.image(posters[1])
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with col3:
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st.text(names[2])
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st.image(posters[2])
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with col4:
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st.text(names[3])
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st.image(posters[3])
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with col5:
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st.text(names[4])
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st.image(posters[4])
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hide_streamlit_style = """
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<style>
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#MainMenu {visibility: hidden;}
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footer {visibility: hidden;}
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</style>
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"""
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st.markdown(hide_streamlit_style, unsafe_allow_html=True)
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footer="""<style>
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a:link , a:visited{
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color: yellow;
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background-color: transparent;
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text-decoration: underline;
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}
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a:hover, a:active {
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color: white;
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# background-color: transparent;
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text-decoration: underline;
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}
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.footer {
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position: fixed;
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left: 0;
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bottom: 0;
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width: 100%;
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color: white;
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text-align: center;
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text-size: 30px;
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}
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</style>
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<div class="footer">
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<p>Developed ❤ by Rishabh <a style='display: block; text-align: center;' href="https://www.twitter.com/rishabh_55/" target="_blank">Rishabh Rathore</a></p>
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</div>
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"""
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st.markdown(footer,unsafe_allow_html=True)
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