Skip to content

Commit e73f3a4

Browse files
danielchristopher513danielchristopher513
authored
Add files via upload
1 parent 349286a commit e73f3a4

File tree

3 files changed

+253
-0
lines changed

3 files changed

+253
-0
lines changed

‎app.py

Lines changed: 71 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,71 @@
1+
from flask.helpers import url_for
2+
import numpy as np
3+
import pandas as pd
4+
from flask import Flask, request, render_template, redirect
5+
import pickle
6+
7+
app = Flask(__name__)
8+
model = pickle.load(open('model.pickle', 'rb'))
9+
10+
11+
@app.route("/")
12+
def home():
13+
return render_template('index.html')
14+
15+
16+
@app.route('/result', methods=['GET', 'POST'])
17+
def predict():
18+
if request.method == "POST":
19+
gender_Male = int(request.form['gender'])
20+
age = int(request.form['age'])
21+
hypertension_1 = int(request.form['hypertension'])
22+
heart_disease_1 = int(request.form['disease'])
23+
ever_married_Yes = int(request.form['married'])
24+
work = int(request.form['work'])
25+
Residence_type_Urban =int( request.form['residence'])
26+
avg_glucose_level = float(request.form['avg_glucose_level'])
27+
bmi = float(request.form['bmi'])
28+
smoking = int(request.form['smoking'])
29+
work_type_Never_worked=0
30+
work_type_Private=0
31+
work_type_Self_employed=0
32+
work_type_children=0
33+
if(work==1):
34+
work_type_Never_worked=1
35+
elif work==2:
36+
work_type_Private=1
37+
elif work==3:
38+
work_type_Self_employed=1
39+
elif work==4:
40+
work_type_children=1
41+
smoking_status_formerly_smoked=0
42+
smoking_status_never_smoked =0
43+
smoking_status_smokes=0
44+
if smoking==1:
45+
smoking_status_formerly_smoked=1
46+
elif smoking==2:
47+
smoking_status_never_smoked =1
48+
elif smoking==3:
49+
smoking_status_smokes=1
50+
51+
52+
input_features = [age ,avg_glucose_level, bmi ,gender_Male,hypertension_1, heart_disease_1,ever_married_Yes, work_type_Never_worked, work_type_Private, work_type_Self_employed, work_type_children ,Residence_type_Urban, smoking_status_formerly_smoked,smoking_status_never_smoked ,smoking_status_smokes]
53+
54+
features_value = [np.array(input_features)]
55+
features_name = ['age' ,'avg_glucose_level', 'bmi' ,'gender_Male' ,'hypertension_1', 'heart_disease_1','ever_married_Yes', 'work_type_Never_worked', 'work_type_Private', 'work_type_Self-employed', 'work_type_children' ,'Residence_type_Urban', 'smoking_status_formerly smoked','smoking_status_never smoked' ,'smoking_status_smokes']
56+
57+
58+
df = pd.DataFrame(features_value, columns=features_name)
59+
print(df)
60+
prediction = model.predict(df)[0]
61+
print(prediction)
62+
if prediction == 1:
63+
return render_template('index.html', prediction_text='Patient has stroke risk')
64+
else:
65+
return render_template('index.html', prediction_text='Congratulations, patient does not have stroke risk')
66+
67+
# return render_template('index.html', prediction_text='Patient has {}'.format(df))
68+
69+
70+
if __name__ == "__main__":
71+
app.run()

‎model.pickle

6.84 MB
Binary file not shown.

‎templates/index.html

Lines changed: 182 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,182 @@
1+
<!DOCTYPE html>
2+
<html>
3+
4+
<head>
5+
<meta charset="UTF-8">
6+
<!-- Bootstrap CSS -->
7+
<link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/css/bootstrap.min.css" integrity="sha384-ggOyR0iXCbMQv3Xipma34MD+dH/1fQ784/j6cY/iJTQUOhcWr7x9JvoRxT2MZw1T" crossorigin="anonymous">
8+
<title>Stroke Prediction</title>
9+
<style>
10+
/*just bg and body style*/
11+
body {
12+
margin: 40px;
13+
background-color: #808080;
14+
background-image: linear-gradient(315deg, #B993D6 19%, #8CA6DB 85%);
15+
}
16+
17+
.container {
18+
border-radius: 5px;
19+
text-align: center;
20+
}
21+
22+
.btn-container {
23+
background: #cdb4db;
24+
box-shadow: 0 19px 38px rgba(0, 0, 0, 0.30), 0 15px 12px rgba(0, 0, 0, 0.22);
25+
border-radius: 5px;
26+
padding: 10px;
27+
}
28+
29+
.head {
30+
font-weight: bolder;
31+
}
32+
33+
.btn-primary {
34+
color: #ffffff;
35+
text-shadow: 0 -1px 0 rgba(0, 0, 0, 0.25);
36+
background-color: #073b4c !important;
37+
border-color: #023047 !important;
38+
padding: 10px;
39+
margin-top: 15px;
40+
}
41+
42+
label {
43+
width: 50%;
44+
}
45+
46+
#predict {
47+
display: none;
48+
}
49+
50+
.form-group {
51+
padding: 2px;
52+
}
53+
54+
.form-select {
55+
padding: 5px;
56+
border-radius: 5px;
57+
border: 0px;
58+
width: 200px;
59+
}
60+
61+
.prediction {
62+
background: #073b4c;
63+
color: aliceblue;
64+
}
65+
66+
</style>
67+
<!--Font Awesome-->
68+
<script src="https://kit.fontawesome.com/a076d05399.js"></script>
69+
<link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" integrity="sha384-wvfXpqpZZVQGK6TAh5PVlGOfQNHSoD2xbE+QkPxCAFlNEevoEH3Sl0sibVcOQVnN" crossorigin="anonymous">
70+
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
71+
<!-- jQuery first, then Popper.js, then Bootstrap JS -->
72+
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.5.1/jquery.min.js" integrity="sha512-bLT0Qm9VnAYZDflyKcBaQ2gg0hSYNQrJ8RilYldYQ1FxQYoCLtUjuuRuZo+fjqhx/qtq/1itJ0C2ejDxltZVFg==" crossorigin="anonymous"></script>
73+
<script src="https://code.jquery.com/jquery-3.5.1.slim.min.js" integrity="sha384-DfXdz2htPH0lsSSs5nCTpuj/zy4C+OGpamoFVy38MVBnE+IbbVYUew+OrCXaRkfj" crossorigin="anonymous"></script>
74+
<script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/umd/popper.min.js" integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo" crossorigin="anonymous"></script>
75+
<script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/js/bootstrap.min.js" integrity="sha384-OgVRvuATP1z7JjHLkuOU7Xw704+h835Lr+6QL9UvYjZE3Ipu6Tp75j7Bh/kR0JKI" crossorigin="anonymous"></script>
76+
</head>
77+
78+
<body>
79+
<div class="container">
80+
<div class="row">
81+
<div class="col-md-12">
82+
<h1 class="head">Stroke Prediction</h1>
83+
</div>
84+
</div>
85+
<div class="row">
86+
<div class="col-md-12">
87+
<div class="btn-container">
88+
89+
<!-- Main Input For Receiving Query to our ML -->
90+
<form action="{{ url_for('predict')}}" method="post" class="form-inline">
91+
<div class="row">
92+
<div class="col-md-6">
93+
<img class="image" src="{{ url_for('static', filename='image3.jpg')}}" width="100%" height="100%" />
94+
</div>
95+
<div class="col-md-6">
96+
<div class="container">
97+
<h4>Enter Details</h4>
98+
<div class="form-group">
99+
<label for="gender">Gender </label>
100+
<select class="form-select" id="gender" name="gender" aria-label="Default select example" >
101+
<option value="1">Male</option>
102+
<option value="0">Female</option>
103+
</select>
104+
</div>
105+
<div class="form-group">
106+
<label for="age">Age</label>
107+
<input type="number" class="form-control" name="age" required="required" placeholder="Age" min=1 max=100/>
108+
</div>
109+
<div class="form-group">
110+
<label for="hypertension">Hypertension</label>
111+
<select class="form-select" id="hypertension" name="hypertension" aria-label="Default select example">
112+
113+
<option value="1" selected>Yes</option>
114+
<option value="0">No</option>
115+
</select>
116+
</div>
117+
<div class="form-group">
118+
<label for="heart_disease">Heart Disease</label>
119+
<select class="form-select" id="disease" name="disease" aria-label="Default select example">
120+
121+
<option value="1" selected>Yes</option>
122+
<option value="0">No</option>
123+
</select>
124+
</div>
125+
<div class="form-group">
126+
<label for="ever_married">Ever Married</label>
127+
<select class="form-select" id="married" name="married" aria-label="Default select example">
128+
129+
<option value="1" selected>Yes</option>
130+
<option value="0">No</option>
131+
</select>
132+
</div>
133+
<div class="form-group">
134+
<label for="work_type">Work Type</label>
135+
<select class="form-select" id="work" name="work" aria-label="Default select example">
136+
137+
<option value="3" selected>Self-employed</option>
138+
<option value="2">Private</option>
139+
<option value="4">children</option>
140+
<option value="0">Government Job</option>
141+
<option value="1">Never_worked</option>
142+
</select>
143+
</div>
144+
<div class="form-group">
145+
<label for="residence_type">Residence Type</label>
146+
<select class="form-select" id="residence" name="residence" aria-label="Default select example">
147+
148+
<option value="1" selected>Urban</option>
149+
<option value="0">Rural</option>
150+
</select>
151+
</div>
152+
153+
<div class="form-group">
154+
<label for="avg_glucose_level">Average Glucose Level</label>
155+
<input type="text" class="form-control" name="avg_glucose_level" required="required" placeholder="Average Glucose Level" />
156+
</div>
157+
<div class="form-group">
158+
<label for="bmi">BMI</label>
159+
<input type="text" class="form-control" name="bmi" required="required" placeholder="Body Mass Index (BMI)">
160+
</div>
161+
<div class="form-group">
162+
<label for="smoking">Smoking Status</label>
163+
<select class="form-select" id="smoking" name="smoking" aria-label="Default select example">
164+
<option value="0">Unknown</option>
165+
<option value="2" selected>Never smoked</option>
166+
<option value="1">Formerly smoked</option>
167+
<option value="3">Smokes</option>
168+
</select>
169+
</div>
170+
<button type="submit" class="btn btn-primary btn-lg">Predict</button>
171+
</div>
172+
</div>
173+
</div>
174+
</form>
175+
<br />
176+
<center>
177+
<h1 class="prediction">{{prediction_text}}</h1>
178+
</center>
179+
<br />
180+
</body>
181+
182+
</html>

0 commit comments

Comments
 (0)