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predic.html
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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Stock Price Prediction</title>
<link href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.2/css/bootstrap.min.css" rel="stylesheet">
<script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
<style>
.main-content {
padding: 20px;
}
.card-title {
font-weight: bold;
}
.card-text {
font-size: 1.2em;
}
#marketChart {
margin-top: 20px;
}
</style>
</head>
<body>
<div id="prediction" class="tabcontent">
<div class="main-content">
<div class="page-content">
<div class="container-fluid">
<!-- Start page title -->
<div class="row">
<div class="col-12">
<div class="page-title-box d-flex align-items-center justify-content-between">
<h4 class="mb-0">Stock Price Prediction</h4>
<div class="page-title-right">
<ol class="breadcrumb m-0">
<li class="breadcrumb-item"><a href="javascript:void(0);">Home</a></li>
<li class="breadcrumb-item">Dashboard</li>
<li class="breadcrumb-item active">Prediction</li>
</ol>
</div>
</div>
</div>
</div>
<!-- End page title -->
<!-- Prediction form -->
<div class="row mt-3">
<div class="col-lg-6">
<div class="form-group">
<label for="stock-symbol">Stock Symbol</label>
<input type="text" class="form-control" id="stock-symbol" placeholder="Enter Stock Symbol">
</div>
</div>
<div class="col-lg-3">
<div class="form-group">
<label for="prediction-period">Prediction Period (Days)</label>
<input type="number" class="form-control" id="prediction-period" value="30">
</div>
</div>
<div class="col-lg-3">
<div class="form-group">
<button class="btn btn-primary btn-block" onclick="predictStockPrice()">Predict</button>
</div>
</div>
</div>
<!-- Prediction result chart -->
<div class="row">
<div class="col-md-8">
<!-- Market Chart -->
<canvas id="marketChart" width="400" height="200"></canvas>
</div>
<div class="col-md-4">
<!-- Current Market Status -->
<div class="card">
<div class="card-body">
<h5 class="card-title">Current Market Status</h5>
<p class="card-text" id="open-price">Open: $XXX.XX</p>
<p class="card-text" id="close-price">Close: $XXX.XX</p>
<p class="card-text" id="high-price">High: $XXX.XX</p>
<p class="card-text" id="low-price">Low: $XXX.XX</p>
</div>
</div>
<!-- Predicted Market Status -->
<div class="card mt-3">
<div class="card-body">
<h5 class="card-title">Predicted Market Status</h5>
<p class="card-text" id="predicted-price">Predicted Price: $XXX.XX</p>
</div>
</div>
</div>
</div>
</div> <!-- end container-fluid -->
</div> <!-- end page-content -->
</div> <!-- end main-content -->
</div>
<script>
function updateMarketChart(actualData, predictedData) {
var ctx = document.getElementById('marketChart').getContext('2d');
new Chart(ctx, {
type: 'line',
data: {
labels: ['Day 1', 'Day 2', 'Day 3', 'Day 4', 'Day 5'], // Replace with actual time series data
datasets: [{
label: 'Actual Price',
data: actualData,
borderColor: 'blue',
backgroundColor: 'rgba(0, 0, 255, 0.1)',
tension: 0.4
}, {
label: 'Predicted Price',
data: predictedData,
borderColor: 'green',
backgroundColor: 'rgba(0, 255, 0, 0.1)',
tension: 0.4
}]
},
options: {
responsive: true,
scales: {
x: {
type: 'time',
time: {
unit: 'day'
},
title: {
display: true,
text: 'Date'
}
},
y: {
title: {
display: true,
text: 'Price (USD)'
},
beginAtZero: false
}
},
plugins: {
legend: {
display: true,
position: 'top'
},
tooltip: {
mode: 'index',
intersect: false,
}
}
}
});
}
function predictStockPrice() {
var stockSymbol = document.getElementById("stock-symbol").value;
var predictionPeriod = document.getElementById("prediction-period").value;
// Make AJAX request to predict endpoint
var xhr = new XMLHttpRequest();
xhr.open("POST", "/predict", true);
xhr.setRequestHeader("Content-Type", "application/json");
xhr.setRequestHeader("X-CSRFToken", "{{ csrf_token }}"); // Ensure CSRF token is included
xhr.onreadystatechange = function () {
if (xhr.readyState === 4 && xhr.status === 200) {
var response = JSON.parse(xhr.responseText);
// Display current market status
document.getElementById("open-price").textContent = "Open: $" + response.todays_stock.open;
document.getElementById("close-price").textContent = "Close: $" + response.todays_stock.close;
document.getElementById("high-price").textContent = "High: $" + response.todays_stock.high;
document.getElementById("low-price").textContent = "Low: $" + response.todays_stock.low;
// Display predicted market status
document.getElementById("predicted-price").textContent = "Predicted Price: $" + response.prediction;
// Update the market chart
updateMarketChart(response.actual_data, response.predicted_data);
}
};
var data = JSON.stringify({ "ticker": stockSymbol, "period": predictionPeriod });
xhr.send(data);
}
</script>
</body>
</html>