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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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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) |
