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import pickle | ||
import streamlit as st | ||
import requests | ||
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def fetch_poster(movie_id): | ||
url = "https://api.themoviedb.org/3/movie/{}?api_key=8265bd1679663a7ea12ac168da84d2e8&language=en-US".format(movie_id) | ||
data = requests.get(url) | ||
data = data.json() | ||
poster_path = data['poster_path'] | ||
full_path = "https://image.tmdb.org/t/p/w500/" + poster_path | ||
return full_path | ||
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def recommend(movie): | ||
index = movies[movies['title'] == movie].index[0] | ||
distances = sorted(list(enumerate(similarity[index])), reverse=True, key=lambda x: x[1]) | ||
recommended_movie_names = [] | ||
recommended_movie_posters = [] | ||
for i in distances[1:6]: | ||
# fetch the movie poster | ||
movie_id = movies.iloc[i[0]].movie_id | ||
recommended_movie_posters.append(fetch_poster(movie_id)) | ||
recommended_movie_names.append(movies.iloc[i[0]].title) | ||
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return recommended_movie_names,recommended_movie_posters | ||
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st.header('Movie Recommender System') | ||
movies = pickle.load(open('model/movie_list.pkl','rb')) | ||
similarity = pickle.load(open('model/similarity.pkl','rb')) | ||
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movie_list = movies['title'].values | ||
selected_movie = st.selectbox( | ||
"Type or select a movie from the dropdown", | ||
movie_list | ||
) | ||
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if st.button('Show Recommendation'): | ||
recommended_movie_names,recommended_movie_posters = recommend(selected_movie) | ||
col1, col2, col3, col4, col5 = st.beta_columns(5) | ||
with col1: | ||
st.text(recommended_movie_names[0]) | ||
st.image(recommended_movie_posters[0]) | ||
with col2: | ||
st.text(recommended_movie_names[1]) | ||
st.image(recommended_movie_posters[1]) | ||
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with col3: | ||
st.text(recommended_movie_names[2]) | ||
st.image(recommended_movie_posters[2]) | ||
with col4: | ||
st.text(recommended_movie_names[3]) | ||
st.image(recommended_movie_posters[3]) | ||
with col5: | ||
st.text(recommended_movie_names[4]) | ||
st.image(recommended_movie_posters[4]) | ||
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