Spaces:
Runtime error
Runtime error
added app.py
Browse files
app.py
ADDED
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import streamlit as st
|
2 |
+
import pickle
|
3 |
+
import requests
|
4 |
+
|
5 |
+
|
6 |
+
# function to fetch the poster
|
7 |
+
def fetch_poster(movie_id):
|
8 |
+
response = requests.get(f"https://api.themoviedb.org/3/movie/{movie_id}?api_key=bb1678d9f4f581a1a07e8161ffe487a0&language=en-US%27")
|
9 |
+
data = response.json()
|
10 |
+
if 'poster_path' in data:
|
11 |
+
return "https://image.tmdb.org/t/p/w500/" + data['poster_path']
|
12 |
+
else:
|
13 |
+
return None
|
14 |
+
|
15 |
+
|
16 |
+
|
17 |
+
movielist_of_5000_movies = pickle.load(open('movies.pkl', 'rb'))
|
18 |
+
similarityArray = pickle.load(open('similarityArray.pkl', 'rb'))
|
19 |
+
|
20 |
+
|
21 |
+
def recommended(movie):
|
22 |
+
movie_index = movielist_of_5000_movies[movielist_of_5000_movies['title'] == movie].index[0]
|
23 |
+
distances = similarityArray[movie_index]
|
24 |
+
movie_list = sorted(enumerate(distances), reverse=True, key=lambda x: x[1])[1:11]
|
25 |
+
|
26 |
+
recommended_movies = []
|
27 |
+
recommended_movies_posters = []
|
28 |
+
|
29 |
+
for i in movie_list:
|
30 |
+
recommended_movies.append(movielist_of_5000_movies.iloc[i[0]].title)
|
31 |
+
recommended_movies_posters.append(fetch_poster(movielist_of_5000_movies.iloc[i[0]].movie_id))
|
32 |
+
|
33 |
+
return recommended_movies, recommended_movies_posters
|
34 |
+
|
35 |
+
|
36 |
+
st.title("Movie Recommendation System")
|
37 |
+
st.subheader("The is a Movie Recommendation System. I have created this for fun")
|
38 |
+
st.caption("I hope you all will like it!!!")
|
39 |
+
|
40 |
+
selected_movie = st.selectbox(
|
41 |
+
'Please Select the Movie you like to get Recommendation ',
|
42 |
+
movielist_of_5000_movies['title'].values)
|
43 |
+
|
44 |
+
if st.button('Recommend'):
|
45 |
+
st.write('The Recommended Movies for ', selected_movie, " are: ")
|
46 |
+
recommendations, posters = recommended(selected_movie)
|
47 |
+
|
48 |
+
|
49 |
+
|
50 |
+
col1, col2 = st.columns(2)
|
51 |
+
for i in range(5):
|
52 |
+
with col1:
|
53 |
+
st.text(recommendations[i])
|
54 |
+
st.image(posters[i])
|
55 |
+
|
56 |
+
for i in range(5, 10):
|
57 |
+
with col2:
|
58 |
+
st.text(recommendations[i])
|
59 |
+
st.image(posters[i])
|