Ankitkr007
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2596359
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909a98d
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Browse files- MOVIE_RECOMMENDATION_SYSTEM.ipynb +0 -0
- app.py +53 -0
- movies_data.pkl +3 -0
- similarity.pkl +3 -0
MOVIE_RECOMMENDATION_SYSTEM.ipynb
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app.py
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import requests
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import streamlit as st
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import pickle
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import pandas as pd
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import numpy as np
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st.title('Movie Recommendation System')
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movies_dict = pickle.load(open('movies_data.pkl', 'rb'))
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movies=pd.DataFrame(movies_dict)
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similarity=pickle.load(open('similarity.pkl', 'rb'))
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def recommend(movie):
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index=movies[movies['Title']==movie].index[0]
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distances=similarity[index]
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movie_list=sorted(list(enumerate(distances)),reverse=True,key=lambda x:x[1])
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recommended_movie_names = []
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for i in movie_list[1:10]:
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recommended_movie_names.append(movies.iloc[i[0]].Title)
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return recommended_movie_names
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movie_list = movies['Title'].values
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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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if st.button('Show Recommendation'):
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recommended_movie_names= 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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with col2:
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st.text(recommended_movie_names[1])
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with col3:
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st.text(recommended_movie_names[2])
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with col4:
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st.text(recommended_movie_names[3])
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with col5:
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st.text(recommended_movie_names[4])
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movies_data.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:2748228f796545180333b1c5666eb2a186b7eb929e95e3b46ef49e7e16aacfa6
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size 10588035
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similarity.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:0575ab4e172980c3449f0f21ff4393e9ffca775958ae28ea318d01acef326d04
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size 871280931
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