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Aniket
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add end to end stroke prediction project
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‎stroke-pred-end-to-end/app.py‎

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from flask import Flask,render_template,request
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import pickle
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from sklearn.preprocessing import StandardScaler
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sc=StandardScaler()
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model=pickle.load(open('model_pickle.pkl','rb'))
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app=Flask(__name__)
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@app.route('/analysis')
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def analysis():
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return render_template('stroke.html')
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@app.route('/',methods=['GET','POST'])
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def home():
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if request.method == 'POST':
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gender=request.form['gender']
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age=int(request.form['age'])
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hypertension=int(request.form['hypertension'])
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disease=request.form['disease']
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married=request.form['married']
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work=request.form['work']
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residence=request.form['residence']
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glucose=float(request.form['glucose'])
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bmi=float(request.form['bmi'])
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smoking=request.form['smoking']
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if (gender=="Male"):
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gender_male=1
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gender_other=0
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elif(gender=="Female"):
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gender_male=0
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gender_other=1
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else:
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gender_male=0
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gender_other=0
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if (married=='Yes'):
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married_yes=1
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else:
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married_yes=0
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if (work=="Self-employed"):
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work_type_Never_worked=0
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work_type_Private=0
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work_type_Self_employed=1
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work_type_children=0
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elif(work=='Private'):
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work_type_Never_worked=0
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work_type_Private=1
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work_type_Self_employed=0
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work_type_children=0
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elif(work=='children'):
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work_type_Never_worked=0
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work_type_Private=0
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work_type_Self_employed=0
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work_type_children=1
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elif(work=='Never_worked'):
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work_type_Never_worked=1
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work_type_Private=0
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work_type_Self_employed=0
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work_type_children=0
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else:
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work_type_Never_worked=0
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work_type_Private=0
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work_type_Self_employed=0
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work_type_children=0
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if(residence=='Urban'):
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Residence_type_urban=1
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else:
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Residence_type_urban=0
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if(smoking=='formerly smoked'):
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smoking_status_formerly_smoked=1
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smoking_status_never_smoked=0
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smoking_status_smokes=0
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elif(smoking=='smokes'):
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smoking_status_formerly_smoked=0
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smoking_status_never_smoked=0
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smoking_status_smokes=1
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elif(smoking=='never smoked'):
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smoking_status_formerly_smoked=0
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smoking_status_never_smoked=1
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smoking_status_smokes=0
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else:
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smoking_status_formerly_smoked=0
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smoking_status_never_smoked=0
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smoking_status_smokes=0
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feature=sc.fit_transform([[age,hypertension,disease,glucose,bmi,gender_male,gender_other,married_yes,work_type_Never_worked,work_type_Private,work_type_children,work_type_Self_employed,Residence_type_urban,smoking_status_formerly_smoked,smoking_status_never_smoked,smoking_status_smokes]])
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prediction=model.predict(feature)
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print(prediction)
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return render_template('index.html',prediction_text="prediction is: {}".format(prediction))
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else:
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return render_template('index.html')
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if __name__ == '__main__':
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app.run(debug=True)

‎stroke-pred-end-to-end/healthcare-dataset-stroke-data.csv‎

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‎stroke-pred-end-to-end/model_pickle.pkl‎

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‎stroke-pred-end-to-end/static/images/a.jpg‎

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‎stroke-pred-end-to-end/templates/a.jpg‎

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‎stroke-pred-end-to-end/templates/b.jpg‎

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‎stroke-pred-end-to-end/templates/c.jpg‎

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‎stroke-pred-end-to-end/templates/index.html‎

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<!doctype html>
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<html lang="en">
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<head>
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<!-- Required meta tags -->
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<meta charset="utf-8">
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<!-- Bootstrap CSS -->
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<link href="https://cdn.jsdelivr.net/npm/bootstrap@5.0.2/dist/css/bootstrap.min.css" rel="stylesheet"
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integrity="sha384-EVSTQN3/azprG1Anm3QDgpJLIm9Nao0Yz1ztcQTwFspd3yD65VohhpuuCOmLASjC" crossorigin="anonymous">
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<title>Hello, world!</title>
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<style>
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image {
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max-height: 600px;
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}
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</style>
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</head>
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<body>
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<nav class="navbar navbar-expand-lg navbar-light" style="background-color: #e3f2fd;">
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<div class="container-fluid">
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<a class="navbar-brand" href="#">Stroke Prediction</a>
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<button class="navbar-toggler" type="button" data-bs-toggle="collapse"
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data-bs-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false"
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aria-label="Toggle navigation">
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<span class="navbar-toggler-icon"></span>
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</button>
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<div class="collapse navbar-collapse" id="navbarSupportedContent">
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<ul class="navbar-nav me-auto mb-2 mb-lg-0">
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<li class="nav-item">
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<a class="nav-link active" aria-current="page" href="#">Home</a>
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</li>
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<li class="nav-item">
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<a class="nav-link" href="#">Analysis</a>
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</li>
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</ul>
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<form class="d-flex">
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<input class="form-control me-2" type="search" placeholder="Search" aria-label="Search">
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<button class="btn btn-outline-success" type="submit">Search</button>
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</form>
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</div>
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</div>
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</nav>
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<div id="carouselExampleCaptions" class="carousel slide" data-bs-ride="carousel">
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<div class="carousel-indicators">
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<button type="button" data-bs-target="#carouselExampleCaptions" data-bs-slide-to="0" class="active"
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aria-current="true" aria-label="Slide 1"></button>
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<button type="button" data-bs-target="#carouselExampleCaptions" data-bs-slide-to="1"
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aria-label="Slide 2"></button>
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<button type="button" data-bs-target="#carouselExampleCaptions" data-bs-slide-to="2"
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aria-label="Slide 3"></button>
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</div>
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<div class="carousel-inner">
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<div class="carousel-item active">
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<img src="a.jpg" class="d-block w-100" alt="...">
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<div class="carousel-caption d-none d-md-block">
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<h5>Stroke Prediction</h5>
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<p>Prediction wether a patient has stroke or not</p>
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</div>
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</div>
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<div class="carousel-item">
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<img src="b.jpg" class="d-block w-100" alt="...">
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<div class="carousel-caption d-none d-md-block">
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<h5>Stroke Prediction</h5>
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<p>Prediction wether a patient has stroke or not</p>
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</div>
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</div>
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<div class="carousel-item">
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<img src="c.jpg" class="d-block w-100" alt="...">
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<div class="carousel-caption d-none d-md-block">
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<h5>Stroke Prediction</h5>
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<p>Prediction wether a patient has stroke or not</p>
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</div>
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</div>
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</div>
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<button class="carousel-control-prev" type="button" data-bs-target="#carouselExampleCaptions"
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data-bs-slide="prev">
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<span class="carousel-control-prev-icon" aria-hidden="true"></span>
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<span class="visually-hidden">Previous</span>
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</button>
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<button class="carousel-control-next" type="button" data-bs-target="#carouselExampleCaptions"
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data-bs-slide="next">
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<span class="carousel-control-next-icon" aria-hidden="true"></span>
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<span class="visually-hidden">Next</span>
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</button>
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</div>
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<div class="container">
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<form action='/' method="POST">
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<div class="pricing-header p-3 pb-md-4 mx-auto text-center">
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<h1 class="display-4 fw-normal">Know wether any patient have stroke or not</h1>
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<p class="fs-5 text-muted">A stroke occurs when a blood vessel in the brain ruptures and bleeds, or when
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there’s a blockage in the blood supply to the brain. The rupture or blockage prevents blood and
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oxygen
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from reaching the brain’s tissues.</p>
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<p class="text-danger">{{prediction_text}}</p>
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</div>
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<div class="container">
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<div class="mb-3">
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<label for="exampleFormControlInput1" class="form-label">Enter Age</label>
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<input id="age" name="age" type="text" class="form-control">
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</div>
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<div class="mb-3">
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<label for="exampleFormControlInput1" class="form-label">Enter
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Gender</label>
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<select class="form-select" aria-label="Default select example" id="gender" name="gender">
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<option selected>Select Gender</option>
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<option value="Male">Male</option>
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<option value="Female">Female</option>
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</select>
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</div>
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<div class="mb-3">
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<label for="exampleInputPassword1" class="form-label">Hypertension</label>
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<select class="form-select" aria-label="Default select example" id="hypertension"
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name="hypertension">
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<option selected>Select Hypertension</option>
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<option value="1">Yes</option>
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<option value="0">No</option>
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</select>
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</div>
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<div class="mb-3">
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<label for="exampleInputPassword1" class="form-label">Marital
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Status</label>
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<select class="form-select" aria-label="Default select example" id="married" name="married">
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<option selected>Married or not</option>
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<option value="1">Yes</option>
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<option value="0">No</option>
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</select>
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</div>
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<div class="mb-3">
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<label for="exampleInputPassword1" class="form-label">Heart
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Disease</label>
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<select class="form-select" aria-label="Default select example" id="disease" name="disease">
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<option selected>suffering with heart disease</option>
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<option value="1">Yes</option>
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<option value="0">No</option>
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</select>
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</div>
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<div class="mb-3">
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<label for="exampleInputPassword1" class="form-label">Work Type</label>
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<select class="form-select" aria-label="Default select example" id="work" name="work">
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<option selected>select work type</option>
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<option value="Self-employed">Self-employed</option>
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<option value="Private">Private</option>
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<option value="children">children</option>
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<option value="Govt_job">Govt_job</option>
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<option value="Never_worked">Never_worked</option>
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</select>
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</div>
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<div class="mb-3">
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<label for="exampleInputPassword1" class="form-label">Residence
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Type</label>
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<select class="form-select" aria-label="Default select example" id="residence" name="residence">
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<option selected>Select Residence Type</option>
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<option value="Urban">Urban</option>
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<option value="Rural">Rural</option>
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</select>
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</div>
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<div class="mb-3">
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<label for="exampleFormControlInput1" class="form-label">Enter Average Glucose level</label>
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<input id="glucose" name="glucose" type="text" class="form-control" placeholder="Glucose level">
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</div>
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<div class="mb-3">
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<label for="exampleFormControlInput1" class="form-label">Enter Body Mass Index</label>
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<input id="bmi" name="bmi" type="text" class="form-control" placeholder="Body Mass Index">
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</div>
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<div class="mb-3">
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<label for="exampleInputPassword1" class="form-label">Smoking Type
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</label>
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<select class="form-select" aria-label="Default select example" id="smoking" name="smoking">
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<option selected>Smoking status</option>
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<option value="never smoked">never smoked</option>
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<option value="formerly smoked">formerly smoked</option>
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<option value="smokes">smokes</option>
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</select>
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</div>
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<button type="submit" class="btn btn-dark">Submit</button>
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</form>
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</div>
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</div>
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<!-- Optional JavaScript; choose one of the two! -->
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<!-- Option 1: Bootstrap Bundle with Popper -->
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<script src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.2/dist/js/bootstrap.bundle.min.js"
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integrity="sha384-MrcW6ZMFYlzcLA8Nl+NtUVF0sA7MsXsP1UyJoMp4YLEuNSfAP+JcXn/tWtIaxVXM"
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crossorigin="anonymous"></script>
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<!-- Option 2: Separate Popper and Bootstrap JS -->
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<!--
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<script src="https://cdn.jsdelivr.net/npm/@popperjs/core@2.9.2/dist/umd/popper.min.js" integrity="sha384-IQsoLXl5PILFhosVNubq5LC7Qb9DXgDA9i+tQ8Zj3iwWAwPtgFTxbJ8NT4GN1R8p" crossorigin="anonymous"></script>
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<script src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.2/dist/js/bootstrap.min.js" integrity="sha384-cVKIPhGWiC2Al4u+LWgxfKTRIcfu0JTxR+EQDz/bgldoEyl4H0zUF0QKbrJ0EcQF" crossorigin="anonymous"></script>
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-->
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</body>
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</html>

‎stroke-pred-end-to-end/templates/stroke.html‎

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