Spaces:
Runtime error
Runtime error
unknown
commited on
Commit
•
fe159c3
1
Parent(s):
823c808
first commit
Browse files- app.py +59 -0
- requirements.txt +0 -0
app.py
ADDED
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import streamlit as st
|
2 |
+
import pickle
|
3 |
+
import pandas as pd
|
4 |
+
import requests #to fetch images
|
5 |
+
|
6 |
+
def fetch_poster(movie_id):
|
7 |
+
url = "https://api.themoviedb.org/3/movie/{}?api_key=8265bd1679663a7ea12ac168da84d2e8&language=en-US".format(movie_id)
|
8 |
+
data = requests.get(url,verify=False)
|
9 |
+
data = data.json()
|
10 |
+
poster_path = data['poster_path']
|
11 |
+
full_path = "https://image.tmdb.org/t/p/w500/" + poster_path
|
12 |
+
return full_path
|
13 |
+
|
14 |
+
def recommend(movie):
|
15 |
+
movie_index = movies[movies['title'] == movie].index[0] # fetching the index of movie
|
16 |
+
distances = similarity[movie_index]
|
17 |
+
movie_list = sorted(list(enumerate(distances)), reverse=True, key=lambda x: x[1])[1:6]
|
18 |
+
recommended_movies=[]
|
19 |
+
recommended_movies_posters=[]
|
20 |
+
for i in movie_list:
|
21 |
+
movie_id = movies.iloc[i[0]].movie_id
|
22 |
+
recommended_movies.append(movies.iloc[i[0]].title)
|
23 |
+
recommended_movies_posters.append(fetch_poster(movie_id))
|
24 |
+
return recommended_movies,recommended_movies_posters
|
25 |
+
|
26 |
+
movies_dict=pickle.load(open('movie_dict.pkl','rb')) #read binary
|
27 |
+
movies=pd.DataFrame(movies_dict)
|
28 |
+
|
29 |
+
similarity=pickle.load(open('similarity.pkl','rb')) #read binary
|
30 |
+
|
31 |
+
st.title('Movie Nutz - A recommender')
|
32 |
+
|
33 |
+
selected_movie_name = st.selectbox(
|
34 |
+
'Type or select a movie from the dropdown menu of your choice:',
|
35 |
+
movies['title'].values
|
36 |
+
)
|
37 |
+
if st.button('Show Recommendation'):
|
38 |
+
recommended_movie_names,recommended_movie_posters = recommend(selected_movie_name)
|
39 |
+
col1, col2, col3, col4, col5 = st.columns(5)
|
40 |
+
with col1:
|
41 |
+
st.text(recommended_movie_names[0])
|
42 |
+
st.image(recommended_movie_posters[0])
|
43 |
+
with col2:
|
44 |
+
st.text(recommended_movie_names[1])
|
45 |
+
st.image(recommended_movie_posters[1])
|
46 |
+
with col3:
|
47 |
+
st.text(recommended_movie_names[2])
|
48 |
+
st.image(recommended_movie_posters[2])
|
49 |
+
with col4:
|
50 |
+
st.text(recommended_movie_names[3])
|
51 |
+
st.image(recommended_movie_posters[3])
|
52 |
+
with col5:
|
53 |
+
st.text(recommended_movie_names[4])
|
54 |
+
st.image(recommended_movie_posters[4])
|
55 |
+
|
56 |
+
|
57 |
+
|
58 |
+
|
59 |
+
|
requirements.txt
ADDED
Binary file (44 Bytes). View file
|
|