| import streamlit as st |
| import pandas as pd |
| import pickle |
| import requests |
|
|
| 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 |
|
|
| def recommend(movie): |
| movie_index = movies[movies['title'] == movie].index[0] |
| distances = similarity[movie_index] |
| movies_list = sorted(list(enumerate(distances)), reverse =True,key=lambda x: x[1])[1:6] |
|
|
| recommended_movies = [] |
| recommended_movies_posters = [] |
| for i in movies_list: |
| movie_id = movies.iloc[i[0]].movie_id |
| |
| recommended_movies.append(movies.iloc[i[0]]['title']) |
| recommended_movies_posters.append(fetch_poster(movie_id)) |
| return recommended_movies, recommended_movies_posters |
|
|
|
|
| movies = pickle.load(open('movies.pkl','rb')) |
| similarity = pickle.load(open('similarity.pkl', 'rb')) |
| st.title('Movie Recommendation App') |
|
|
| selected_movie = st.selectbox( |
| 'Select a movie to get recommendations', |
| movies['title'].values) |
|
|
| if st.button('Get Recommendations'): |
| names,posters = recommend(selected_movie) |
| |
| col1, col2, col3,col4,col5 = st.columns(5) |
| with col1: |
| st.text(names[0]) |
| st.image(posters[0]) |
|
|
| with col2: |
| st.text(names[1]) |
| st.image(posters[1]) |
|
|
| with col3: |
| st.text(names[2]) |
| st.image(posters[2]) |
|
|
| with col4: |
| st.text(names[3]) |
| st.image(posters[3]) |
|
|
| with col5: |
| st.text(names[4]) |
| st.image(posters[4]) |
|
|
|
|
| hide_streamlit_style = """ |
| <style> |
| #MainMenu {visibility: hidden;} |
| footer {visibility: hidden;} |
| </style> |
| """ |
| st.markdown(hide_streamlit_style, unsafe_allow_html=True) |
| footer="""<style> |
| a:link , a:visited{ |
| color: yellow; |
| background-color: transparent; |
| text-decoration: underline; |
| } |
| |
| a:hover, a:active { |
| color: white; |
| # background-color: transparent; |
| text-decoration: underline; |
| } |
| |
| .footer { |
| position: fixed; |
| left: 0; |
| bottom: 0; |
| width: 100%; |
| color: white; |
| text-align: center; |
| text-size: 30px; |
| } |
| </style> |
| <div class="footer"> |
| <p>Developed ❤ by Rishabh <a style='display: block; text-align: center;' href="https://www.twitter.com/rishabh_55/" target="_blank">Rishabh Rathore</a></p> |
| </div> |
| """ |
| st.markdown(footer,unsafe_allow_html=True) |