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anmolstha commited on
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462242d
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Files changed (10) hide show
  1. .gitattributes +6 -35
  2. Procfile +1 -0
  3. app.py +51 -0
  4. index.html +51 -0
  5. models/anime_dt.pkl +3 -0
  6. models/merged_df.pkl +3 -0
  7. models/pt.pkl +3 -0
  8. models/similarity_scores.pkl +3 -0
  9. recommend.html +57 -0
  10. requirements.txt +5 -0
.gitattributes CHANGED
@@ -1,35 +1,6 @@
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- *.7z filter=lfs diff=lfs merge=lfs -text
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- *.arrow filter=lfs diff=lfs merge=lfs -text
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- *.bin filter=lfs diff=lfs merge=lfs -text
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- *.bz2 filter=lfs diff=lfs merge=lfs -text
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- *.ckpt filter=lfs diff=lfs merge=lfs -text
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- *.ftz filter=lfs diff=lfs merge=lfs -text
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- *.gz filter=lfs diff=lfs merge=lfs -text
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- *.h5 filter=lfs diff=lfs merge=lfs -text
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- *.joblib filter=lfs diff=lfs merge=lfs -text
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- *.lfs.* filter=lfs diff=lfs merge=lfs -text
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- *.mlmodel filter=lfs diff=lfs merge=lfs -text
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- *.model filter=lfs diff=lfs merge=lfs -text
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- *.msgpack filter=lfs diff=lfs merge=lfs -text
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- *.npy filter=lfs diff=lfs merge=lfs -text
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- *.npz filter=lfs diff=lfs merge=lfs -text
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- *.onnx filter=lfs diff=lfs merge=lfs -text
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- *.ot filter=lfs diff=lfs merge=lfs -text
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- *.parquet filter=lfs diff=lfs merge=lfs -text
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- *.pb filter=lfs diff=lfs merge=lfs -text
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- *.pickle filter=lfs diff=lfs merge=lfs -text
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- *.pkl filter=lfs diff=lfs merge=lfs -text
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- *.pt filter=lfs diff=lfs merge=lfs -text
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- *.pth filter=lfs diff=lfs merge=lfs -text
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- *.rar filter=lfs diff=lfs merge=lfs -text
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- *.safetensors filter=lfs diff=lfs merge=lfs -text
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- saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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- *.tar.* filter=lfs diff=lfs merge=lfs -text
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- *.tar filter=lfs diff=lfs merge=lfs -text
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- *.tflite filter=lfs diff=lfs merge=lfs -text
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- *.tgz filter=lfs diff=lfs merge=lfs -text
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- *.wasm filter=lfs diff=lfs merge=lfs -text
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- *.xz 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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+ similarity_scores.pkl filter=lfs diff=lfs merge=lfs -text
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+ pt.pkl filter=lfs diff=lfs merge=lfs -text
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+ models/anime_dt.pkl filter=lfs diff=lfs merge=lfs -text
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+ models/merged_df.pkl filter=lfs diff=lfs merge=lfs -text
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+ models/pt.pkl filter=lfs diff=lfs merge=lfs -text
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+ models/similarity_scores.pkl filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Procfile ADDED
@@ -0,0 +1 @@
 
 
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+ web: gunicorn app:app
app.py ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ from flask import Flask,render_template,request
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+ import pickle
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+ import numpy as np
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+
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+ merged=pickle.load(open('models/merged_df.pkl', 'rb'))
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+ pt=pickle.load(open('models/pt.pkl', 'rb'))
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+ anime_dt=pickle.load(open('models/anime_dt.pkl', 'rb'))
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+ similarity_scores=pickle.load(open('models/similarity_scores.pkl', 'rb'))
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+
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+ app = Flask(__name__)
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+
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+ @app.route('/')
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+ def index():
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+ return render_template('index.html',
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+ anime_name=list(merged['Name'].values),
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+ score=list(merged['score'].values),
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+ scored_by=list(merged['scored_by'].values),
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+ Genres=list(merged['Genres'].values),
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+ Studios=list(merged['Studios'].values),
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+ image=list(merged['Image URL'].values)
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+ )
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+
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+ @app.route('/recommend')
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+ def recommend_ui():
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+ return render_template('recommend.html')
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+
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+ @app.route('/recommend_animes',methods=['post'])
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+ def recommend():
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+ user_input = request.form.get('user_input')
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+ index = np.where(pt.index == user_input)[0][0]
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+ similar_items = sorted(list(enumerate(similarity_scores[index])), key=lambda x: x[1], reverse=True)[1:5]
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+
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+ data = []
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+ for i in similar_items:
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+ item = []
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+ temp_df = anime_dt[anime_dt['Name'] == pt.index[i[0]]]
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+ item.extend(list(temp_df.drop_duplicates('Name')['Name'].values))
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+ item.extend(list(temp_df.drop_duplicates('Name')['Genres'].values))
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+ item.extend(list(temp_df.drop_duplicates('Name')['Image URL'].values))
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+ item.extend(list(temp_df.drop_duplicates('Name')['Studios'].values))
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+
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+ data.append(item)
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+
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+ print(data)
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+
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+ return render_template('recommend.html',data=data)
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+
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+
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+
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+ if __name__ == '__main__':
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+ app.run(debug=True)
index.html ADDED
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+ <!DOCTYPE html>
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+ <html lang="en">
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+ <head>
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+ <meta charset="UTF-8">
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+ <title>ANIME RECOMMENDER SYSTEM</title>
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+ <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.3/dist/css/bootstrap.min.css" rel="stylesheet" integrity="sha384-QWTKZyjpPEjISv5WaRU9OFeRpok6YctnYmDr5pNlyT2bRjXh0JMhjY6hW+ALEwIH" crossorigin="anonymous">
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+
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+ </head>
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+ <style>
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+ .text-white{
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+ color:white
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+ }
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+ </style>
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+ <body style="background-color:black">
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+ <nav class="navbar" style="background-color:#00a65a">
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+ <a class="navbar-brand">MY ANIME Recommender</a>
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+ <ul class="navbar-nav">
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+ <li><a href="/">HOME</a></li>
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+ <li><a href="/recommend">RECOMMEND</a></li>
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+ <li><a>CONTACT</a></li>
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+ </ul>
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+ </nav>
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+
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+ <div class="container">
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+ <div class="row">
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+ <div class="col-md-12">
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+ <h1 class="text-white" style="font-size:40px">Top 50 Anime</h1>
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+ </div>
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+
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+ {% for i in range(anime_name|length) %}
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+ <div class="col-md-3" style="margin-top:30px">
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+ <div class="card">
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+ <div class="card-body">
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+ <img class="card-img-top" src="{{ image[i] }}">
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+ <h3>{{ anime_name[i] }}</h3>
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+ <p>score - {{ score[i] }}</p>
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+ <p>scored by - {{ scored_by[i] }}</p>
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+ <p>Genres - {{ Genres[i] }}</p>
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+ <p>Studios - {{ Studios[i] }}</p>
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+ </div>
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+ </div>
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+ </div>
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+ {% endfor %}
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+
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+
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+
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+ </div>
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+ </div>
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+
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+ </body>
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+ </html>
models/anime_dt.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:3c0ce2ea4108f530963ffd4d09d62f0b6acfec203cc212db442347591708289f
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+ size 14547844
models/merged_df.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:cef0fcae744d9c29e93d3024be789484b86fe491f4f706875d3adf4c586f41f3
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+ size 7494
models/pt.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:c21e1922eafc65914f08f70594b2cb43eaa8cdecc2d74ff44b6e35d742ee96fa
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+ size 408766135
models/similarity_scores.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:e464d95852da8c10ac3159c082d8c0dac1390def4d1010e4f7fc86cf1ce87ab5
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+ size 52469931
recommend.html ADDED
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+ <!DOCTYPE html>
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+ <html lang="en">
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+ <head>
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+ <meta charset="UTF-8">
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+ <title>ANIME RECOMMENDER SYSTEM</title>
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+ <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.3/dist/css/bootstrap.min.css" rel="stylesheet" integrity="sha384-QWTKZyjpPEjISv5WaRU9OFeRpok6YctnYmDr5pNlyT2bRjXh0JMhjY6hW+ALEwIH" crossorigin="anonymous">
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+
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+ </head>
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+ <style>
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+ .text-white{
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+ color:white
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+ }
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+ </style>
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+ <body style="background-color:black">
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+ <nav class="navbar" style="background-color:#00a65a">
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+ <a class="navbar-brand">MY ANIME RECOMMENDER</a>
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+ <ul class="navbar-nav">
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+ <li><a href="/">home</a></li>
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+ <li><a href="/recommend">recommend</a></li>
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+ <li><a>contact</a></li>
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+ </ul>
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+ </nav>
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+
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+ <div class="container">
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+ <div class="row">
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+ <div class="col-md-12">
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+ <h1 class="text-white" style="font-size:40px">RECOMMEND ANIME</h1>
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+ <form action="/recommend_animes" method="post">
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+ <input name="user_input" type="text" class="form-control"><br>
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+ <input type="submit" class="btn btn-lg btn-warning">
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+ </form>
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+ </div>
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+
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+ {% if data %}
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+
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+ {% for i in data %}
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+ <div class="col-md-3" style="margin-top:30px">
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+ <div class="card">
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+ <div class="card-body">
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+ <img class="card-img-top" src="{{i[2]}}">
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+ <h3>{{i[0]}}</h3>
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+ <p>{{i[1]}}</p>
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+ <p>{{i[3]}}</p>
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+ </div>
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+ </div>
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+ </div>
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+ {% endfor %}
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+
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+ {% endif %}
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+
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+
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+
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+ </div>
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+ </div>
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+
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+ </body>
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+ </html>
requirements.txt ADDED
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+ flask
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+ streamlit
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+ pandas
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+ numpy
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+ gunicorn