Spaces:
Runtime error
Runtime error
Ajay07pandey
commited on
Commit
•
f289997
1
Parent(s):
c03d967
Code
Browse files
app.py
ADDED
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import streamlit as st
|
2 |
+
import pickle
|
3 |
+
import pandas as pd
|
4 |
+
|
5 |
+
|
6 |
+
st.image("Netflix.png")
|
7 |
+
|
8 |
+
movies_list = pickle.load(open("content_dict.pkl",'br'))
|
9 |
+
movies = pd.DataFrame(movies_list)
|
10 |
+
|
11 |
+
def recommend(movie):
|
12 |
+
index = movies[movies['title'] == movie].index[0]
|
13 |
+
distances = sorted(list(enumerate(similarity[index])), reverse=True, key=lambda x: x[1])
|
14 |
+
recommended_movie_names = []
|
15 |
+
for i in distances[1:6]:
|
16 |
+
recommended_movie_names.append(movies.iloc[i[0]].title)
|
17 |
+
|
18 |
+
return recommended_movie_names
|
19 |
+
|
20 |
+
# Displaying title
|
21 |
+
st.title(" Movie Recommender System ")
|
22 |
+
|
23 |
+
similarity = pickle.load(open('cosine_similarity.pkl','rb'))
|
24 |
+
|
25 |
+
movie_list = movies['title'].values
|
26 |
+
selected_movie = st.selectbox(
|
27 |
+
"Type or select a movie from the dropdown",
|
28 |
+
movie_list
|
29 |
+
)
|
30 |
+
|
31 |
+
# Setting a button
|
32 |
+
if st.button('Show Recommendation'):
|
33 |
+
recommended_movie_names = recommend(selected_movie)
|
34 |
+
st.balloons()
|
35 |
+
for j in recommended_movie_names:
|
36 |
+
st.write(j)
|