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app.py
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app.py
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import streamlit as st
import pickle
import pandas as pd
import requests
api_key = st.secrets["api_keys"]["themoviedb"]
def fetch_poster(movie_id):
response = requests.get(
'https://api.themoviedb.org/3/movie/{}?api_key={}'.format(movie_id, api_key))
data = response.json()
return "https://image.tmdb.org/t/p/w500" + data['poster_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])
recommended_movies = []
output_posters = []
for i in movies_list[1:6]:
recommended_movies.append(movies.iloc[i[0]].title)
# print(i[0]) this is the local movie numbers (1 to 5000)
fetch_poster(movies.iloc[i[0]].id)
output_posters.append(fetch_poster(movies.iloc[i[0]].id))
return recommended_movies, output_posters
movies_dict = pickle.load(open('movies_dict.pkl', 'rb'))
movies = pd.DataFrame(movies_dict)
similarity = pickle.load(open('similarity.pkl', 'rb'))
st.title('Movie Recommender System')
selected_movie = st.selectbox(
"How would you like to be contacted?",
# ("Email", "Home phone", "Mobile phone"))
movies['title'].values)
st.write("You selected:", selected_movie)
if st.button('Recommend'):
rec, posters = recommend(selected_movie)
# for i in recommendations:
# st.write(i)
###################################################################
# Create 5 columns dynamically
cols = st.columns(5)
# Iterate over each recommendation and poster
for i in range(5):
with cols[i]:
st.text(rec[i])
st.image(posters[i])
# ###################################################################
# # containers/Tile
# row1 = st.columns(3)
# row2 = st.columns(2)
# for i in posters, rec:
# for col in row1 + row2:
# tile = col.container(height=220)
# tile.title(rec[i])
# tile.image(posters[i])