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Browse files- .gitattributes +1 -0
- app.py +48 -0
- games.pkl +3 -0
- requiements.txt +0 -0
- similarities.pkl +3 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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.pkl filter=lfs diff=lfs merge=lfs -text
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app.py
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@@ -0,0 +1,48 @@
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import streamlit as st
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import pickle
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import pandas as pd
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from PIL import Image
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import requests
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from bs4 import BeautifulSoup
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st.title('Game Recommendation System')
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game_list=pickle.load(open('games.pkl','rb'))
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similarity_list=pickle.load(open('similarities.pkl','rb'))
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games=pd.DataFrame(game_list)
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def game_recommender(game):
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game_index=games[games['name']==game].index[0]
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distances=sorted(list(enumerate(similarity_list[game_index])),reverse=True, key=lambda x:x[1])[1:10]
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game_recs=[]
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for i in distances:
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game_recs.append(games.iloc[i[0]]['name'])
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return game_recs
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game_selected=st.selectbox('',(games['name']))
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if st.button('Recommend'):
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game_recs=game_recommender(game_selected)
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for i in game_recs:
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word = f'latest {i} video game cover photo'
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url = 'https://www.google.com/search?q={0}&tbm=isch'.format(word)
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content = requests.get(url).content
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soup = BeautifulSoup(content,'lxml')
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images = soup.findAll('img')
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c=0
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img_link=''
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for image in images:
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if c==1:
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img_link=image.get('src')
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break
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c+=1
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im = Image.open(requests.get(img_link, stream=True).raw)
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st.header(i)
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st.image(im)
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games.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:c2037db698235f5aa1ed7b1f1543342275bb6ff6abc8e81cbf87521ab95328f9
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size 1889758
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requiements.txt
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Binary file (40 Bytes). View file
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similarities.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:27b4b32d6be09813d0627cab171a36444445f9c0445e23535c31a6b8d5a4b45c
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size 975406275
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