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shatakshisingh24 · Jul 2, 2021 · e9a5ed4 · e9a5ed4
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diff --git a/DTEMP1.py b/DTEMP1.py
@@ -0,0 +1,53 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# In[16]:
+
+
+import pandas as pd
+import numpy as np
+from keras import models
+from keras.models import load_model
+from tensorflow import keras
+
+
+# In[17]:
+
+
+
+model = keras.models.load_model('www')
+
+
+# In[30]:
+
+
+def pred(age,fpg,diabp,sysbp,bmi,avgsugar,wcir,hcir,chol,ogtt):
+    mean=np.array([ 47.57372401, 152.46691871,  80.99243856, 130.42627599,
+        25.15104344,   7.84291115,  95.4073724 ,  98.72117202,
+       237.63610586, 217.36672968])
+    dev=np.array([13.949183  , 73.80475753,  4.83384664, 12.72021721,  3.98544049,
+        2.3917692 , 11.75528716, 10.05522809, 50.12737702, 91.57451541])
+    x=np.zeros(10)
+    x[0]=age
+    x[1]=fpg
+    x[2]=diabp
+    x[3]=sysbp
+    x[4]=bmi
+    x[5]=avgsugar
+    x[6]=wcir
+    x[7]=hcir
+    x[8]=chol
+    x[9]=ogtt 
+
+    for i in range(0,10):
+        x[i]=(x[i]-mean[i])/dev[i]
+    x=x.reshape((1,10,-1)) 
+    out= model.predict([x])
+
+    if(out[0][0]>0.5):
+        return 'Diabetic'
+    else:
+        return 'Non-Diabetic'
+
+
+
diff --git a/app.py b/app.py
@@ -0,0 +1,35 @@
+from flask import Flask, render_template, redirect, request
+import DTEMP1
+
+app=Flask(__name__)
+
+
+@app.route('/')
+def hello():
+    return render_template("index.html")
+
+@app.route('/', methods= ['POST'])
+def marks():
+    if request.method == 'POST':
+        age =  request.form['age']
+        fpg = request.form['fpg']
+        diabp = int(request.form['diabp'])
+        sysbp = float(request.form['sysbp'])
+        bmi= float(request.form['bmi'])
+        avgsugar= float(request.form['avgsugar'])
+        wcir = float(request.form['wcir'])
+        hcir = float(request.form['hcir'])
+        chol = float(request.form['chol'])
+        ogtt = float(request.form['ogtt'])
+
+        result= DTEMP1.pred(age, fpg, diabp, sysbp, bmi, avgsugar, wcir, hcir, chol, ogtt)
+        result_dic={
+            'Result':result
+        }
+
+    return render_template("index.html", result_out= result_dic)
+
+
+if __name__=='__main__':
+    app.run(debug=True)
+
diff --git a/templates/index.html b/templates/index.html
@@ -0,0 +1,46 @@
+<!DOCTYPE html>
+
+<html>
+<head>
+    <title>Diabetes Diagnosis</title>
+</head>  
+<body>
+
+    <div class="main-page">
+        <div class="page-content">
+            <h2>Enter the Details for Diabetes Diagnosis</h2>
+    <form method="POST" action="/" enctype="multipart/form-data">
+         <input type="text" name="age" placeholder="Age">
+         <br>
+         <input type="text" name="fpg" placeholder="Fasting Plasma Glucose">
+         <br>
+         <input type="text" name="diabp" placeholder="Diastolic BP">
+         <br>      
+         <input type="text" name="sysbp" placeholder="Systolic BP">
+         <br>
+         <input type="text" name="bmi" placeholder="BMI">
+         <br>
+         <input type="text" name="avgsugar" placeholder="Average Blood Sugar">
+         <br>
+         <input type="text" name="wcir" placeholder="Waist Circumference">
+         <br>
+         <input type="text" name="hcir" placeholder="Hip Circumference">
+         <br>
+         <input type="text" name="chol" placeholder="Cholestrol">
+         <br>
+         <input type="text" name="ogtt" placeholder="OGTT">
+         <br>
+
+         <input type="submit">
+    </form>
+
+    {% if result_out %}
+          <br>
+         <h2>Predicted Result :{{result_out['Result']}}</h2>
+
+    {% endif %}
+        </div>
+    </div>
+</body>  
+</html>
+
diff --git a/www/saved_model.pb b/www/saved_model.pb
diff --git a/www/variables/variables.data-00000-of-00001 b/www/variables/variables.data-00000-of-00001
diff --git a/www/variables/variables.index b/www/variables/variables.index