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475d366 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 | <!DOCTYPE html>
<html>
<head>
<title>Predict - AutoML MLOps</title>
<link rel="stylesheet" href="/static/style.css">
</head>
<body>
<nav>
<h1>AutoML MLOps Pipeline</h1>
<a href="/">Home</a>
<a href="/ui/predict">Predict</a>
<a href="/ui/health">Status</a>
<a href="/docs">API Docs</a>
</nav>
<div class="container">
<h2>Heart Disease Prediction</h2>
<form id="predictionForm" class="card">
<div class="form-row">
<div class="form-group">
<label>ID:</label>
<input type="number" name="id" value="1" required>
</div>
<div class="form-group">
<label>Age:</label>
<input type="number" name="Age" value="50" required>
</div>
</div>
<div class="form-row">
<div class="form-group">
<label>Sex (0=F, 1=M):</label>
<input type="number" name="Sex" min="0" max="1" value="1" required>
</div>
<div class="form-group">
<label>Chest Pain Type (1-4):</label>
<input type="number" name="Chest pain type" min="1" max="4" value="2" required>
</div>
</div>
<div class="form-row">
<div class="form-group">
<label>BP (mmHg):</label>
<input type="number" name="BP" value="120" required>
</div>
<div class="form-group">
<label>Cholesterol (mg/dl):</label>
<input type="number" name="Cholesterol" value="200" required>
</div>
</div>
<div class="form-row">
<div class="form-group">
<label>FBS over 120 (0/1):</label>
<input type="number" name="FBS over 120" min="0" max="1" value="0" required>
</div>
<div class="form-group">
<label>EKG Results (0-2):</label>
<input type="number" name="EKG results" min="0" max="2" value="0" required>
</div>
</div>
<div class="form-row">
<div class="form-group">
<label>Max HR:</label>
<input type="number" name="Max HR" value="150" required>
</div>
<div class="form-group">
<label>Exercise Angina (0/1):</label>
<input type="number" name="Exercise angina" min="0" max="1" value="0" required>
</div>
</div>
<div class="form-row">
<div class="form-group">
<label>ST Depression:</label>
<input type="number" name="ST depression" step="0.1" value="1.0" required>
</div>
<div class="form-group">
<label>Slope of ST (1-3):</label>
<input type="number" name="Slope of ST" min="1" max="3" value="1" required>
</div>
</div>
<div class="form-row">
<div class="form-group">
<label>Vessels Fluro (0-3):</label>
<input type="number" name="Number of vessels fluro" min="0" max="3" value="0" required>
</div>
<div class="form-group">
<label>Thallium (3/6/7):</label>
<input type="number" name="Thallium" value="3" required>
</div>
</div>
<button type="submit" class="btn">Predict</button>
</form>
<div id="result" class="card" style="display:none">
<h3>Prediction Result</h3>
<div id="resultContent"></div>
</div>
</div>
<script>
document.getElementById('predictionForm').addEventListener('submit', async (e) => {
e.preventDefault();
const formData = new FormData(e.target);
const data = {};
formData.forEach((value, key) => {
data[key] = key.includes('depression') ? parseFloat(value) : parseInt(value);
});
try {
const response = await fetch('/predict/', {
method: 'POST',
headers: {'Content-Type': 'application/json'},
body: JSON.stringify(data)
});
const result = await response.json();
const resultDiv = document.getElementById('result');
const resultContent = document.getElementById('resultContent');
if (response.ok) {
const prediction = result.prediction === 1 ? 'POSITIVE' : 'NEGATIVE';
const color = result.prediction === 1 ? '#e74c3c' : '#27ae60';
const prob = result.probability ? `${(result.probability[result.prediction] * 100).toFixed(2)}%` : 'N/A';
resultContent.innerHTML = `
<p style="font-size: 24px; color: ${color}; font-weight: bold;">${prediction}</p>
<p><strong>Confidence:</strong> ${prob}</p>
<p><strong>Probabilities:</strong> [Negative: ${(result.probability[0] * 100).toFixed(2)}%, Positive: ${(result.probability[1] * 100).toFixed(2)}%]</p>
`;
} else {
resultContent.innerHTML = `<p style="color: #e74c3c;">Error: ${result.detail}</p>`;
}
resultDiv.style.display = 'block';
} catch (error) {
alert('Error: ' + error.message);
}
});
</script>
</body>
</html>
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