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Movie_Recommendation_app.py

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+
+import pickle
+import streamlit as st
+import requests
+import numpy as np
+import pandas as pd
+from tmdbv3api import TMDb
+import json
+import requests
+from tmdbv3api import Movie
+tmdb = TMDb()
+tmdb.api_key = '8265bd1679663a7ea12ac168da84d2e8&language=en-US'
+
+page_bg_img = '''
+<style>
+[data-testid="stAppViewContainer"]{
+background-image: url("https://www.vshsolutions.com/wp-content/uploads/2020/02/recommender-system-for-movie-recommendation.jpg");
+background-size: cover;
+}
+
+[data-testid="stHeader"]{
+background-color: rgba(0,0,0,0);
+}
+</style>
+'''
+st.markdown(page_bg_img, unsafe_allow_html=True)
+hide_menu_style = """
+<style>
+#MainMenu {visibility:hidden;}
+footer {visibility: hidden;}
+</style>
+"""
+st . markdown (hide_menu_style ,unsafe_allow_html=True)
+
+tmdb_movie = Movie()
+def get_movie_id(x):
+    result = tmdb_movie.search(x)
+    movie_id = result[0].id
+    return movie_id
+
+similarity = pickle.load(open('similarity.pkl','rb'))
+movies = pickle.load(open('movie_list.pkl','rb'))
+
+def fetch_poster(movie_id):
+    url = "https://api.themoviedb.org/3/movie/{}?api_key={}".format(movie_id,tmdb.api_key)
+    data = requests.get(url)
+    data = data.json()
+    poster_path = data['poster_path']
+    full_path = "https://image.tmdb.org/t/p/w500/" + poster_path
+    return full_path
+
+def recommend(movie):
+    index = movies[movies['movie_title'] == movie].index[0]
+    distances = sorted(list(enumerate(similarity[index])), reverse=True, key=lambda x: x[1])
+    recommended_movie_names = []
+    recommended_movie_posters = []
+    for i in distances[1:6]:
+        # fetch the movie poster
+        movie_name = movies.iloc[i[0]].movie_title
+        recommended_movie_posters.append(fetch_poster(get_movie_id(movie_name)))
+        recommended_movie_names.append(movies.iloc[i[0]].movie_title.title())
+
+    return recommended_movie_names,recommended_movie_posters
+
+st.title(':red[Movie Recommendation System]')
+
+movie_list = movies['movie_title'].values
+selected_movie = st.selectbox(":red[Type or select a movie from the dropdown]",movie_list)
+if st.button('Show Recommendation'):
+    recommended_movie_names,recommended_movie_posters = recommend(selected_movie)
+    col1, col2, col3, col4, col5 = st.columns(5)
+    with col1:
+        html_str = f"""
+            <style>
+            p.a {{
+              font: bold {18}px Courier;
+              color: cyan;
+            }}
+            </style>
+            <p class="a">{recommended_movie_names[0]}</p>
+            """
+        st.markdown(html_str, unsafe_allow_html=True)
+        st.image(recommended_movie_posters[0])
+        
+    with col2:
+        html_str = f"""
+            <style>
+            p.a {{
+              font: bold {18}px Courier;
+              color: cyan;
+            }}
+            </style>
+            <p class="a">{recommended_movie_names[1]}</p>
+            """
+        st.markdown(html_str, unsafe_allow_html=True)
+        st.image(recommended_movie_posters[1])
+
+    with col3:
+        html_str = f"""
+            <style>
+            p.a {{
+              font: bold {18}px Courier;
+              color: cyan;
+            }}
+            </style>
+            <p class="a">{recommended_movie_names[2]}</p>
+            """
+        st.markdown(html_str, unsafe_allow_html=True)
+        st.image(recommended_movie_posters[2])
+    with col4:
+        html_str = f"""
+            <style>
+            p.a {{
+              font: bold {18}px Courier;
+              color: cyan;
+            }}
+            </style>
+            <p class="a">{recommended_movie_names[3]}</p>
+            """
+        st.markdown(html_str, unsafe_allow_html=True)
+        st.image(recommended_movie_posters[3])
+    with col5:
+        html_str = f"""
+            <style>
+            p.a {{
+              font: bold {18}px Courier;
+              color: cyan;
+            }}
+            </style>
+            <p class="a">{recommended_movie_names[4]}</p>
+            """
+        st.markdown(html_str, unsafe_allow_html=True)
+        st.image(recommended_movie_posters[4])
+
+
+st.markdown(""" <style> .font {
+font-size:50px ; font-family: 'Cooper Black'; color: #FF9633;} 
+</style> """, unsafe_allow_html=True)
+st.markdown('<p class="font">You may also like</p>', unsafe_allow_html=True)
+
+
+# recommended_movie_names,recommended_movie_posters = recommend(selected_movie)
+suggested_movie_name,suggested_movie_poster = recommend(recommended_movie_names[3].lower())
+
+col1, col2, col3, col4, col5 = st.columns(5)
+with col1:
+    html_str = f"""
+        <style>
+        p.a {{
+            font: bold {18}px Courier;
+            color: cyan;
+        }}
+        </style>
+        <p class="a">{suggested_movie_name[0]}</p>
+        """
+    st.markdown(html_str, unsafe_allow_html=True)
+    st.image(suggested_movie_poster[0])
+    
+with col2:
+    html_str = f"""
+        <style>
+        p.a {{
+            font: bold {18}px Courier;
+            color: cyan;
+        }}
+        </style>
+        <p class="a">{suggested_movie_name[1]}</p>
+        """
+    st.markdown(html_str, unsafe_allow_html=True)
+    st.image(suggested_movie_poster[1])
+
+with col3:
+    html_str = f"""
+        <style>
+        p.a {{
+            font: bold {18}px Courier;
+            color: cyan;
+        }}
+        </style>
+        <p class="a">{suggested_movie_name[2]}</p>
+        """
+    st.markdown(html_str, unsafe_allow_html=True)
+    st.image(suggested_movie_poster[2])
+with col4:
+    html_str = f"""
+        <style>
+        p.a {{
+            font: bold {18}px Courier;
+            color: cyan;
+        }}
+        </style>
+        <p class="a">{suggested_movie_name[3]}</p>
+        """
+    st.markdown(html_str, unsafe_allow_html=True)
+    st.image(suggested_movie_poster[3])
+with col5:
+    html_str = f"""
+        <style>
+        p.a {{
+            font: bold {18}px Courier;
+            color: cyan;
+        }}
+        </style>
+        <p class="a">{suggested_movie_name[4]}</p>
+        """
+    st.markdown(html_str, unsafe_allow_html=True)
+    st.image(suggested_movie_poster[4])
+
+
+
+
+
+
+

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requirements (2).txt

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+streamlit_option_menu == 0.3.2
+requests==2.28.0
+streamlit-lottie==0.0.3
+pickle-mixin==1.0.2
+times==0.7
+scikit-learn == 1.0.2
+streamlit==1.22.0
+tmdbv3api==1.7.7