t-viSNE: Interactive Assessment and Interpretation of t-SNE Projections https://doi.org/10.1109/TVCG.2020.2986996
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
t-viSNE/index.html

349 lines
16 KiB

5 years ago
<html>
<head>
5 years ago
<!-- Ignore Favicon -> Solved the warning in console of the browser. -->
5 years ago
<link rel="icon" href="data:;base64,iVBORw0KGgo=">
5 years ago
<!-- To be removed!!!-->
<script src='./modules/three.js-r101/three.js'></script>
<script src='https://cdnjs.cloudflare.com/ajax/libs/lodash.js/4.17.5/lodash.js'></script>
5 years ago
5 years ago
<!-- Importing D3 minified versions v3 and v5. -->
<script src='./modules/d3v3/d3.min.js'></script>
<script src='./modules/d3/d3.min.js'></script>
<!-- Importing additional modules such as starPlot, annotator, tip, legend, lasso, papaParse, and Jquery. -->
5 years ago
<script src='./modules/d3-star/d3-starPlot.js'></script>
<script src='./modules/d3-annotations/d3-annotator.js'></script>
<script src="./modules/d3-tip/tip.js"></script>
<script src="./modules/d3-legend/d3-legend.min.js"></script>
<script src="./modules/d3-lasso/lasso.js"></script>
<script src="./modules/plotly/plotly_min.js"></script>
5 years ago
<script src="./modules/papa/papaparse.min.js"></script>
<script src="./modules/jquery/jquery.min.js"></script>
5 years ago
5 years ago
<!-- Basic scripts that we execute. -->
<script src="./js/tsne.js"></script>
<script src="./js/data_form_handler.js"></script>
<script src="./modules/pca/pca.js"></script>
5 years ago
<!-- CSS - Styling -->
<link rel="stylesheet" href="./css/style.css"/>
<link rel="stylesheet" href="./css/bootstrap.min.css"/>
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/meyer-reset/2.0/reset.min.css">
<!-- Bootstrap -->
<script src="./modules/bootstrap/bootstrap.min.js"></script>
5 years ago
</head>
5 years ago
5 years ago
<body>
<div class="container-fluid">
<div class="row">
<div class="col-md-3">
<div class="panel panel-default">
<div class="panel-heading">
<h2 class="panel-title" style="display:inline-block">t-SNE Overview</h2><div id="datasetDetails"style="display:inline-block; float:right"></div>
5 years ago
</div>
<div class="row">
<div class="panel-body">
<div class="col-md-6">
<canvas id = "tSNEcanvas"></canvas>
</div>
<div class="col-md-6">
<div style="display:block" id="CategoryName"></div>
<div class="legend" id = "legend2"></div>
5 years ago
</div>
</div>
</div>
<div id="control-panel" class="PoinRadius">
5 years ago
<div class="param">
<label for="param-lim" >Points radius scaling factor</label>
<input id="param-lim" type="range" min="1" max="4" value="3", step="0.5" onchange="setReInitialize();">
<output for="param-lim" id="param-lim-value" >3</output>
5 years ago
</div>
</div>
</div>
5 years ago
</div>
5 years ago
<div class="col-md-6">
<svg id="SvgAnnotator"></svg>
<svg id="modtSNEcanvas_svg"></svg>
<svg id="modtSNEcanvas_svg_Schema"></svg>
5 years ago
<div id="modtSNEDiv">
5 years ago
<canvas id = "modtSNEcanvas" ></canvas>
5 years ago
</div>
</div>
<div class="col-md-1" style="width: 3.499999995%">
<svg id="legend1"></svg>
</div>
<div class="col-md-2" style="width: 21.499999995%">
<div class="panel panel-default">
<div class="panel-heading">
<h2 class="panel-title">Select Different Modes</h2>
5 years ago
</div>
<div class="panel-body">
<div id="resetAllFilters" style="margin-bottom: 40px">
<button class="btn btn-info btn-block active" onclick="setLayerProj();">t-SNE points exploration</button>
<button class="btn btn-info btn-block" onclick="setLayerComp();">Points selection and data features comparison</button>
<button class="btn btn-info btn-block" onclick="setLayerSche();">Schema investigation</button>
5 years ago
</div>
5 years ago
<button class="btn btn-info btn-block" onclick="setReset();">Reset all filters</button>
<label style="margin-top: 15px">
<input id="controls" type="checkbox">
Hide annotations' controllers
</label>
5 years ago
<label style="margin-top: 15px">
<input id="downloadDists" checked type="checkbox">
Distances cache (Save Exec)
5 years ago
</label>
5 years ago
</div>
</div>
5 years ago
</div>
5 years ago
</div>
<div class="row">
<div class="col-md-3">
<div class="panel panel-default">
<div class="panel-heading">
<h2 class="panel-title">Shepard Heatmap</h2>
5 years ago
</div>
5 years ago
<div class="panel-body">
<div class="row">
<div class="col-md-6">
<svg id="sheparheat"></svg>
</div>
<div class="col-md-2">
<svg id="legend3"></svg>
5 years ago
</div>
</div>
</div>
</div>
</div>
<div class="col-md-3 col-md-offset-6">
<div class="panel panel-default right-side-cor">
<div class="panel-heading">
<h2 class="panel-title">Correlation Schema Investigation</h2>
</div>
<div class="panel-body">
<svg id="correlation"></svg>
</div>
</div>
5 years ago
</div>
</div>
5 years ago
<div class="row">
<div class="col-md-3">
<div class="panel panel-default" id="left-side-param">
5 years ago
<div class="panel-heading">
<h2 class="panel-title" style="display:inline-block">t-SNE Parameters</h2><div id="cost" style="display:inline-block; float:right"></div>
5 years ago
</div>
<div class="panel-body">
<div id="control-panel" data-sr="enter left over 8s">
<div class="param">
<label id="data" for="param-dataset">Data sets</label>
<select id="param-dataset" name="param-dataset" onChange="changeDataset(this.value);">
<option value="diabetes.csv" selected>Pima Indian Diabetes</option>
<option value="bank-additional_s.csv">Bank Marketing</option>
<option value="winequality-red.csv">Red Wine - Quality</option>
<option value="iris.csv">Iris</option>
<option value="mnist.csv" >Mnist</option>
<option value="Frogs_MFCCs_s.csv" >Frogs</option>
<option value="empty">Upload New File</option>
</select>
<button type="button" class="button" id="FactRes" onclick="FactoryReset()">Factory reset</button>
</div>
<div class="param">
<label for="param-perplexity">Perplexity</label>
<input id="param-perplexity" type="range" min="5" max="50" value="30", step="1">
<output for="param-perplexity" id="param-perplexity-value">30</output>
</div>
<div class="param">
<label for="param-learningrate">Learning rate</label>
<input id="param-learningrate" type="range" min="5" max="150" value="10", step="1">
<output for="param-learningrate" id="param-learningrate-value">10</output>
</div>
<div class="param">
<label for="param-maxiter">Max iterations</label>
<input id="param-maxiter" type="range" min="100" max="1000" value="500", step="10">
<output for="param-maxiter" id="param-maxiter-value">500</output>
</div>
<div class="param">
<label for="param-distance">Distance metric</label>
<select id="param-distance" name="param-distance">
<option value="euclideanDist" selected>Euclidean distance</option>
<option value="jaccardDist">Jaccard dissimilarity</option>
</select>
<input id="file-input" type="file" name="name" style="display: none;" />
<button type="button" class="button" onclick='loadAnalysis();'>Load Execut.</button>
</div>
<div class="param">
<label for="param-transform">Data transform</label>
<select id="param-transform" name="param-transform">
<option value="noTrans" selected>No transform</option>
<option value="logTrans">Log10</option>
<option value="asinhTrans">Asinh</option>
<option value="binTrans">Binarize</option>
</select>
<button type="button" class="button" onclick="SaveAnalysis()">Save Execut.</button>
</div>
<p><div id="run-button"><button id="ExecuteBut" class="btn btn-primary btn-block" onclick="getData();" value="Execute new t-SNE analysis">Execute new t-SNE analysis</button></div></p>
5 years ago
</div>
5 years ago
</div>
5 years ago
</div>
5 years ago
</div>
<div class="col-md-3 col-md-offset-6">
<div class="panel panel-default right-side-star">
<div class="panel-heading">
<h2 class="panel-title">Starplot with PCA Calculation</h2>
</div>
<div class="panel-body">
5 years ago
<div id="starPlot"></div>
5 years ago
</div>
</div>
5 years ago
</div>
5 years ago
<div class="row">
5 years ago
<div class="col-md-3">
<div class="panel panel-default" id="left-side-visual">
5 years ago
<div class="panel-heading">
<h2 class="panel-title">Visual Mapping Parameters</h2>
5 years ago
</div>
<div class="row">
<div class="panel-body">
<div class="col-md-12">
<div id="ThumbNailsList">
<label for="male">Neighborhood Preservation (1/sigma)</label>
<select id="param-neighborHood" name ="param-neighborHood" onchange="setReInitialize();">
5 years ago
<option selected="selected" value="color">Color</option>
<option value="size">Size</option>
</select>
<output for="param-neighborHood" id="param-neighborHood-value"></output>
<label for="male">Final Cost (Kullback-Leibler Divergence)</label>
<label id="selectionLabel" style="margin-top:4px">Size</label>
5 years ago
<div id="param-correlation">
<div class="param">
<label for="param-corr">Correlation threshold</label>
<input id="param-corr" type="range" min="0" max="750" value="150", step="25" onchange="CalculateCorrel();">
5 years ago
<output for="param-corr" id="param-corr-value">150</output>
</div>
Annotation: <textarea type="text" id="comment" name="textforAnnotator" style="margin-top:4px" placeholder="Please, provide your comment."></textarea>
5 years ago
</div>
<div id="commBtn">
<div class="param" style="margin-top:4px">
<div id="toggleAnnotator"><button class="btn btn-default btn-block" onclick="setAnnotator();">Addition of a new comment</button></div>
5 years ago
</div>
<div class="param" style="margin-top:4px">
<div id="continue"><button class="btn btn-default btn-block active" onclick="setContinue();">Continuation of the analysis</button></div>
5 years ago
</div>
</div>
</div>
</div>
</div>
</div>
</div>
5 years ago
</div>
5 years ago
<div class = col-md-6>
<div id="hider"></div>
<div id="knnBarChart"></div>
5 years ago
</div>
5 years ago
<div class="col-md-3" id="extra-information" style="width: 24.6vw">
<div class="panel panel-default right-side-hist">
<div class="panel-heading">
<h2 class="panel-title">1/sigma and Kullback-Leibler Divergence Distributions</h2>
</div>
<div class="panel-body">
<div id="costHist"></div>
</div>
5 years ago
</div>
5 years ago
</div>
</div>
</div>
5 years ago
5 years ago
<script>
$("#cost").html('(Uknown iteration and cost values.)');
$("#datasetDetails").html('(Uknown number of features and instances.)');
$("#CategoryName").html('No Classification');
5 years ago
/* This script is used in order to give functionalities to the different buttons provide through the front-end. */
$('#param-lim').bind('input', function () { $('#param-lim-value').text($('#param-lim').val()); });
5 years ago
$('#param-corr').bind('input', function () { $('#param-corr-value').text($('#param-corr').val()); });
$('#param-perplexity').bind('input', function () { $('#param-perplexity-value').text($('#param-perplexity').val()); });
$('#param-earlyexag').bind('input', function () { $('#param-earlyexag-value').text($('#param-earlyexag').val()); });
$('#param-learningrate').bind('input', function () { $('#param-learningrate-value').text($('#param-learningrate').val()); });
$('#param-maxiter').bind('input', function () { $('#param-maxiter-value').text($('#param-maxiter').val()); });
5 years ago
// Get the container element
var btnContainer = document.getElementById("commBtn"); //Add a new comment button
5 years ago
// Get all buttons with class="btn" inside the container
var btns = btnContainer.getElementsByClassName("btn");
for (var i = 0; i < btns.length; i++) {
btns[i].addEventListener("click", function() {
let current = document.getElementById("commBtn").getElementsByClassName("active");
current[0].className = current[0].className.replace("btn btn-default btn-block active", "btn btn-default btn-block");
this.className += " active";
});
}
// Get the container element
var btnContainer2 = document.getElementById("resetAllFilters"); //resetAllFilters button
5 years ago
// Get all buttons with class="btn" inside the container
var btns2 = btnContainer2.getElementsByClassName("btn");
for (var i = 0; i < btns2.length; i++) {
btns2[i].addEventListener("click", function() {
let current = document.getElementsByClassName("active");
current[0].className = current[0].className.replace("btn btn-info btn-block active", "btn btn-info btn-block");
this.className += " active";
});
}
5 years ago
5 years ago
</script>
5 years ago
<script>
/* On resize refresh the shepardHeatmap */
window.onresize = function(event) {
if ( document.getElementById('cost').hasChildNodes() ) {
// Clear legend for the shepardHeatmap
//var svgLegend = d3.select("#legend3");
//svgLegend.selectAll("*").remove();
5 years ago
// Clear the SheapHeardmap before refreshing
//var svg = d3.select("#sheparheat");
//svg.selectAll("*").remove();
5 years ago
// Call the ShepardHeatmap again to be redrawn
//ShepardHeatMap();
5 years ago
MainVisual();
5 years ago
}
5 years ago
}
5 years ago
/* When the user clicks on the button,
toggle between hiding and showing the dropdown content */
function myFunction() {
document.getElementById("myDropdown").classList.toggle("show");
}
// Close the dropdown menu if the user clicks outside of it
window.onclick = function(event) {
if (!event.target.matches('.dropbtn')) {
var dropdowns = document.getElementsByClassName("dropdown-content");
var i;
for (i = 0; i < dropdowns.length; i++) {
var openDropdown = dropdowns[i];
if (openDropdown.classList.contains('show')) {
openDropdown.classList.remove('show');
}
5 years ago
}
}
}
5 years ago
</script>
5 years ago
5 years ago
<!-- Load the core visualization script. -->
<script src="./js/tsne_vis.js"></script>
5 years ago
</body>
5 years ago
5 years ago
</html>