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mahedi420 commited on
Commit
1a6a81e
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1 Parent(s): 0402d07

frontend update

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Files changed (2) hide show
  1. app.py +7 -3
  2. templates/home.html +90 -6
app.py CHANGED
@@ -22,9 +22,13 @@ def predict_api():
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  output = model.predict(new_data)
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  return jsonify(output[0])
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- # @app.route('/predict')
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- # def predict():
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-
 
 
 
 
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  if __name__ == '__main__':
 
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  output = model.predict(new_data)
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  return jsonify(output[0])
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+ @app.route('/predict',methods=['POST'])
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+ def predict():
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+ data=[float(x) for x in request.form.values()]
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+ final_input=scaling.transform(np.array(data).reshape(1,-1))
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+ print(final_input)
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+ output=model.predict(final_input)[0]
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+ return render_template("home.html",prediction_text="The House price prediction is {}".format(output))
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  if __name__ == '__main__':
templates/home.html CHANGED
@@ -1,11 +1,95 @@
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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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- <meta name="viewport" content="width=device-width, initial-scale=1.0">
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- <title>Document</title>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  </head>
 
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  <body>
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- <h1>Hello bhai </h1>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  </body>
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- </html>
 
 
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  <!DOCTYPE html>
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+ <html>
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+
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  <head>
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+ <meta charset="UTF-8">
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+ <title>ML API</title>
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+ <link href='https://fonts.googleapis.com/css?family=Pacifico' rel='stylesheet' type='text/css'>
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+ <link href='https://fonts.googleapis.com/css?family=Arimo' rel='stylesheet' type='text/css'>
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+ <link href='https://fonts.googleapis.com/css?family=Hind:300' rel='stylesheet' type='text/css'>
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+ <link href='https://fonts.googleapis.com/css?family=Open+Sans+Condensed:300' rel='stylesheet' type='text/css'>
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+
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+ <style>
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+ body {
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+ display: flex;
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+ align-items: center;
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+ justify-content: center;
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+ height: 100vh;
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+ margin: 0;
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+ font-family: 'Open Sans Condensed', sans-serif;
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+ background-color: #2C3E50;
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+ color: white;
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+ }
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+
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+ .login {
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+ background: #eceeee;
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+ padding: 20px;
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+ width: 300px;
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+ box-shadow: 0 0 10px rgba(0, 0, 0, 0.1);
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+ border-radius: 10px;
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+ text-align: center;
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+ }
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+
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+ .login h1 {
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+ color: #000;
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+ font-size: 24px;
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+ margin-bottom: 20px;
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+ }
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+
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+ form {
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+ display: flex;
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+ flex-direction: column;
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+ }
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+
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+ input {
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+ margin-bottom: 10px;
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+ padding: 10px;
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+ border: 1px solid #ccc;
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+ border-radius: 5px;
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+ font-size: 14px;
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+ }
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+
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+ button {
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+ padding: 10px;
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+ background-color: #3498db;
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+ color: white;
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+ border: none;
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+ border-radius: 5px;
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+ cursor: pointer;
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+ }
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+ </style>
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+
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  </head>
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+
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  <body>
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+ <div class="login">
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+ <h1>Boston House Price Prediction</h1>
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+
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+ <!-- Main Input For Receiving Query to our ML -->
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+ <form action="/predict" method="POST">
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+ <input type="text" name="CRIM" placeholder="CRIM" required="required" />
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+ <input type="text" name="ZN" placeholder="ZN" required="required" />
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+ <input type="text" name="INDUS" placeholder="INDUS" required="required" />
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+ <input type="text" name="CHAS" placeholder="CHAS" required="required" />
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+ <input type="text" name="NOX" placeholder="NOX" required="required" />
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+ <input type="text" name="RM" placeholder="RM" required="required" />
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+ <input type="text" name="Age" placeholder="Age" required="required" />
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+ <input type="text" name="DIS" placeholder="DIS" required="required" />
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+ <input type="text" name="RAD" placeholder="RAD" required="required" />
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+ <input type="text" name="TAX" placeholder="TAX" required="required" />
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+ <input type="text" name="PTRATIO" placeholder="PTRATIO" required="required" />
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+ <input type="text" name="B" placeholder="B" required="required" />
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+ <input type="text" name="LSTAT" placeholder="LSTAT" required="required" />
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+
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+ <button type="submit" class="btn btn-primary btn-block btn-large">Predict</button>
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+ </form>
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+
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+ <br>
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+ <br>
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+
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+ </div>
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+ {{prediction_text}}
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+
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  </body>
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+
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+ </html>