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index_modificabile.html
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<!DOCTYPE html>
<html>
<head>
<title>Stock Price Prediction</title>
<script src="https://code.jquery.com/jquery-3.5.1.min.js" crossorigin="anonymous"></script>
<!-- Latest compiled and minified CSS -->
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css"
integrity="sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u" crossorigin="anonymous">
<!-- Optional theme -->
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap-theme.min.css"
integrity="sha384-rHyoN1iRsVXV4nD0JutlnGaslCJuC7uwjduW9SVrLvRYooPp2bWYgmgJQIXwl/Sp" crossorigin="anonymous">
<!-- Latest compiled and minified JavaScript -->
<script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/js/bootstrap.min.js"
integrity="sha384-Tc5IQib027qvyjSMfHjOMaLkfuWVxZxUPnCJA7l2mCWNIpG9mGCD8wGNIcPD7Txa"
crossorigin="anonymous"></script>
<!--<script src="node_modules/technicalindicators/dist/browser.es6.js"></script>-->
<!-- Import TensorFlow.js -->
<script src="https://cdn.jsdelivr.net/npm/@tensorflow/[email protected]/dist/tf.min.js"></script>
<!-- Import tfjs-vis -->
<script src="https://cdn.jsdelivr.net/npm/@tensorflow/[email protected]/dist/tfjs-vis.umd.min.js"></script>
<script src="/socket.io/socket.io.js"></script>
<!-- Import the main script file -->
<!--<script src="script.js"></script>-->
</head>
<body>
<div class="container-lg">
<h2>Look at the console to see progresses</h2>
<h3>(F12 o Dev Tools)</h3>
<h4>Forex Best Indicators: Trend, Momentum, Volatility, Volume</h4>
<label>Market Name</label>
<select onchange="fillCurrencyPairs(this.value)" class="form-control" id="market_name">
<option value="CRYPTO">CRYPTO</option>
<!-- <option value="FOREX">FOREX</option> -->
</select>
<br>
<label>Currency Pair 1</label>
<select class="form-control" id="currency_pair_1">
<option>BTC</option>
<option>ETH</option>
<!--<option>DOGE</option>
<option>SOL</option>
<option>SHIB</option>-->
</select>
<br>
<label>Currency Pair 2</label>
<select class="form-control" id="currency_pair_2">
<option>USD</option>
</select>
<br>
<label>Time Interval (default 1 Day)</label>
<select class="form-control" id="time_interval">
<!--<option value="INTRADAY_1_MIN" selected>1 min</option>-->
<option value="DAILY">1 DAY</option>
<option value="INTRADAY_60_MIN">60 min</option>
<option value="INTRADAY_30_MIN">30 min</option>
<option value="INTRADAY_15_MIN">15 min</option>
<option value="INTRADAY_5_MIN">5 min</option>
<!--<option value="WEEKLY">1 WEEK</option>
<option value="MONTHLY">1 MONTH</option>-->
</select>
<br>
<label>Time Steps (default 14)</label>
<input class="form-control" id="time_steps" value="14" placeholder="Daily Time Steps default 14">
<br>
<label>Epochs Number (default 50)</label>
<input class="form-control" id="epochs_number" value="50" placeholder="Daily Epochs Number default 30">
<br>
<button class="btn btn-success" id="train-button">TRAIN, TEST AND PREDICT</button>
<button class="btn btn-success" id="predict-button" style="display:none;">ONLY PREDICT (AFTER TRAINING)</button>
<br>
<!--<br>
<textarea class="form-control" id="trainingAccuracy" placeholder="Training Accuracy"></textarea>-->
<br>
<textarea class="form-control" id="finalResult" rows="10" placeholder="Testing Accuracy"></textarea>
</div>
<script>
var socket = io();
const trainButton = document.getElementById('train-button');
const predictButton = document.getElementById('predict-button');
let startingTime = null;
let startingTimeString = "";
let time_steps = "";
trainButton.onclick = () => {
startingTime = new Date();
startingTimeString = startingTime.toString();
trainButton.disabled = true;
trainButton.textContent = "WAIT PLEASE...";
let currency_pair_1 = $("#currency_pair_1").val();
let currency_pair_2 = $("#currency_pair_2").val();
let time_interval = $("#time_interval").val();
let market_name = $("#market_name").val();
time_steps = $("#time_steps").val();
let epochs_number = $("#epochs_number").val();
socket.emit('predict', JSON.stringify({ market_name: market_name, time_interval: time_interval, currency_pair_1: currency_pair_1, currency_pair_2: currency_pair_2, time_steps: time_steps, epochs_number: epochs_number, training_enabled: true }));
};
predictButton.onclick = () => {
startingTime = new Date();
startingTimeString = startingTime.toString();
predictButton.disabled = true;
predictButton.textContent = "WAIT PLEASE...";
let currency_pair_1 = $("#currency_pair_1").val();
let currency_pair_2 = $("#currency_pair_2").val();
let time_interval = $("#time_interval").val();
let market_name = $("#market_name").val();
time_steps = $("#time_steps").val();
let epochs_number = $("#epochs_number").val();
socket.emit('predict', JSON.stringify({ market_name: market_name, time_interval: time_interval, currency_pair_1: currency_pair_1, currency_pair_2: currency_pair_2, time_steps: time_steps, epochs_number: epochs_number, training_enabled: false }));
};
socket.on('training', (result) => {
grafico(result, "Training");
});
socket.on('testing', (result) => {
grafico(result, "Testing");
});
socket.on('final', (result) => {
let endingTime = $("#time_interval option:selected").text();
let result2 = JSON.parse(result);
//$("#finalResult").html("Prezzo Attuale: " + result2[7] + "\n\n" + result2[6] + " Take Profit Consigliato: " + parseFloat(result2[5]) + " \n\nPrevisioni delle " + startingTimeString + " tra " + endingTime + "\n\nCrescita: " + result2[0] + " Giusti: " + result2[1] + " Errori: " + result2[2] + " Pari: " + result2[3] + "\n\nMedia Aritmetica dei Quadrati degli Errori: " + result2[4][0] + " (dev'essere nell'ordine di 0.000X)");
$("#finalResult").html("Prezzo Attuale: " + result2[7] + "\n\n" + result2[6] + " Take Profit Consigliato: " + parseFloat(result2[5]) + "\n\nPercentuale Take Profit: " + parseFloat(result2[8]).toFixed(2) + "% (x1) " + (parseFloat(result2[8]) * 5).toFixed(2) + "% (x5) " + (parseFloat(result2[8]) * 10).toFixed(2) + "% (x10) " + (parseFloat(result2[8]) * 20).toFixed(2) + "% (x20) " + (parseFloat(result2[8]) * 30).toFixed(2) + "% (x30)\n\nSentiment Analysis: " + result2[9]);
trainButton.disabled = false;
trainButton.textContent = "TRAIN, TEST AND PREDICT";
predictButton.disabled = true;
predictButton.textContent = "ONLY PREDICT (AFTER TRAINING)";
});
function grafico(bi_array_json, titolo) {
let result = JSON.parse(bi_array_json);
tfvis.render.linechart(
{ name: titolo },
{ values: [result[0], result[1], result[2], result[3]], series: ['realClose', 'Predicted', 'realHigh', 'realLow'] },
{
xLabel: 'contatore',
yLabel: 'prezzo',
height: 300,
zoomToFit: true
}
);
}
function fillCurrencyPairs(market_name) {
switch (market_name) {
case "FOREX":
$("#currency_pair_1").html("\
<option>EUR</option>\n\
<option>USD</option>\n\
<option>GBP</option>");
$("#currency_pair_2").html("\
<option>EUR</option>\n\
<option selected>USD</option>\n\
<option>GBP</option>");
break;
case "CRYPTO":
$("#currency_pair_1").html("\n\
<option>BTC</option>\n\
<option>ETH</option>\n\
<option>DOGE</option>\n\
<option>SHIB</option>");
$("#currency_pair_2").html("<option>USD</option>");
break;
}
}
</script>
</body>
</html>