harshpatel080503 commited on
Commit
5aa9861
·
verified ·
1 Parent(s): 2e94eba

Upload 5 files

Browse files
Files changed (5) hide show
  1. app.py +39 -0
  2. movie data_new.xlsx +0 -0
  3. movie_list.pkl +3 -0
  4. requirements.txt +22 -0
  5. similarity.pkl +3 -0
app.py ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pickle
2
+ import streamlit as st
3
+
4
+ def recommend(movie):
5
+ index = movies[movies['Title'] == movie].index[0]
6
+ distances = sorted(list(enumerate(similarity[index])), reverse=True, key=lambda x: x[1])
7
+ recommended_movie_names = []
8
+ for i in distances[1:6]:
9
+ recommended_movie_names.append(movies.iloc[i[0]].Title)
10
+
11
+ return recommended_movie_names
12
+
13
+
14
+ page_bg_img = '''
15
+ <style>
16
+
17
+ .stApp {
18
+ background-image: url("https://payload.cargocollective.com/1/11/367710/13568488/MOVIECLASSICSerikweb_2500_800.jpg");
19
+ background-size: cover;
20
+ }
21
+ </style>
22
+ '''
23
+
24
+ st.markdown(page_bg_img, unsafe_allow_html=True)
25
+
26
+ st.markdown('# Movie Recommendation System')
27
+ movies = pickle.load(open('movie_list.pkl', 'rb'))
28
+ similarity = pickle.load(open('similarity.pkl', 'rb'))
29
+
30
+ movie_list = movies['Title'].values
31
+ selected_movie = st.selectbox(
32
+ "Type or select a movie from the dropdown",
33
+ movie_list
34
+ )
35
+
36
+ if st.button('Show Recommendation'):
37
+ recommended_movie_names = recommend(selected_movie)
38
+ for i in recommended_movie_names:
39
+ st.subheader(i)
movie data_new.xlsx ADDED
Binary file (166 kB). View file
 
movie_list.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:47c62c92abe27c1d25c023f63866dd64c133ae136af74cc02ff38398eb92620b
3
+ size 263858
requirements.txt ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Jinja2==2.11.3
2
+ jinja2-time==0.2.0
3
+ joblib==1.0.1
4
+ matplotlib-inline==0.1.2
5
+ numpy==1.19.1
6
+ numpydoc==1.1.0
7
+ pandas==1.1.3
8
+ pickleshare==0.7.5
9
+ Pillow==8.3.1
10
+ pip==21.0.1
11
+ ptyprocess==0.7.0
12
+ pyaml==19.4.1
13
+ PyYAML==5.4.1
14
+ requests==2.25.1
15
+ requests-aws4auth==0.9
16
+ scikit-learn==0.24.2
17
+ scipy==1.7.1
18
+ streamlit==0.81.1
19
+ urllib3==1.26.6
20
+ xlrd==1.2.0
21
+ yapf==0.31.0
22
+ zipp==3.5.0
similarity.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:732a6c1ace7f54b0f285ecd222ffa74d4072838e57be6237514cd7045d1b2ebe
3
+ size 8000160