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Browse files- app.py +49 -0
- movies.csv +0 -0
- requirements.txt +0 -0
- similarity_matrix.pkl +3 -0
app.py
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import pandas as pd
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import joblib
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import streamlit as st
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import requests
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def recommend_movies(movie):
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idx = df[df['title'] == movie].index[0]
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similar_movies = similarity_matrix[idx]
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titles = []
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posters = []
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for film in similar_movies[1:9]:
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url = f"https://www.omdbapi.com/?i={df['imdb_id'][film]}&apikey=8c4102bb"
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response = requests.get(url)
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if response.status_code == 200:
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data = response.json()
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titles.append(data["Title"])
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posters.append(data["Poster"])
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index = 0
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for _ in range(2):
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columns = st.columns(4)
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for col in columns:
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if index < len(titles):
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if posters[index] != 'N/A':
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col.image(posters[index])
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col.write(titles[index])
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else:
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col.write(titles[index])
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index += 1
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st.title("Movie Recommendation System")
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similarity_matrix = joblib.load("similarity_matrix.pkl")
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df = pd.read_csv("movies.csv")
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movie = st.selectbox("Select a Movie",df["title"])
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if st.button("Search"):
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recommend_movies(movie)
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movies.csv
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The diff for this file is too large to render.
See raw diff
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requirements.txt
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Binary file (1.53 kB). View file
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similarity_matrix.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:926ba45fb4a721daefe1966cebc41e8603b1d4a5753aa71f177737dc0d58ad3d
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size 339809
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