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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
# Help to fetch poster from api
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) |