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index.html
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<!DOCTYPE html>
<html lang="en">
<head>
<!-- Google tag (gtag.js) -->
<script async src="https://www.googletagmanager.com/gtag/js?id=G-TENVJLGWMZ"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'G-TENVJLGWMZ');
</script>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta http-equiv="X-UA-Compatible" content="ie=edge">
<!-- Stylesheets -->
<link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.2.1/css/bootstrap.min.css" integrity="sha384-GJzZqFGwb1QTTN6wy59ffF1BuGJpLSa9DkKMp0DgiMDm4iYMj70gZWKYbI706tWS" crossorigin="anonymous">
<link rel="stylesheet" href="https://unpkg.com/bootstrap-table@1.13.5/dist/bootstrap-table.min.css">
<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.7.1/css/all.css" integrity="sha384-fnmOCqbTlWIlj8LyTjo7mOUStjsKC4pOpQbqyi7RrhN7udi9RwhKkMHpvLbHG9Sr" crossorigin="anonymous">
<link rel="stylesheet" href="./css/main.css">
<title>Interactive and Interpretable t-SNE</title>
</head>
<body>
<div class="container-fluid">
<div class="row">
<!-- Load Data panel -->
<div id="load-data" class="col-md-2 border text-center">
<button type="button" class="btn btn-success btn-sm" data-toggle="modal" data-target="#load-data-modal"><i class="fas fa-upload"></i></button>
<!--<span id="load-config-btn" class="btn btn-success btn-sm btn-file disabled">Load Config<input id="load-config-input" type="file" disabled></span>-->
<span id="dataset-name-main"></span>
</div>
<div class="col-md-8 border-top border-bottom text-center">
<h4 style="margin-top: .5rem;"><b>MLExplore.js:</b> Exploring High-Dimensional Data by Interacting and Interpreting t-SNE and K-Means</h4>
</div>
<div id="export-data" class="col-md-2 border text-center">
<!-- Export Data panel -->
<button id="export-results-btn" type="button" class="btn btn-success btn-sm" data-toggle="modal" data-target="#export-data-modal" disabled><i class="fas fa-download"></i></button>
<button id="export-embedding-btn" type="button" class="btn btn-success btn-sm" onclick="exportEmbedding()" disabled><i class="fas fa-camera-retro"></i></button>
<button id="export-config-btn" type="button" class="btn btn-success btn-sm" onclick="exportConfiguration()" disabled><i class="fas fa-share-alt"></i></button>
</div>
</div>
<div class="row">
<div class="col-md-3">
<div class="row">
<div class="col-md-12" style="overflow-x: scroll;">
<div id="navio"></div>
</div>
<div id="feature-selection" class="col-md-12 border-right border-bottom text-center">
<!-- Feature Selection panel -->
<div>
<div style="float: left;">
<h4>Attributes</h4>
</div>
<div style="float: right;">
<select id="color-selection">
</select>
</div>
<div style="clear: left;"></div>
</div>
<input type="text" id="feature-filter" placeholder="Filter..." />
<button id="select-unselect-all-btn" type="button" class="btn btn-success btn-sm" onclick="featureOnCheckAll()">Check / Uncheck All</button>
<div id="feature-container"></div>
</div>
</div>
</div>
<div class="col-md-4">
<div class="row">
<div class="col-md-12 text-center">
<div class="row">
<div class="col-md-9 text-center">
<div class="row">
<div class="col-md-12 text-center">
<div class="row">
<div id="hparams-tuning" class="col-md-12 border-bottom text-center">
<input id="scale-dr-features" type="checkbox"> Scale attributes
<!--Iterations: <input id="hparam-iterations" type="range" min="1" max="2000" step="10"><span id="hparam-iterations-span"></span>-->
Perplexity: <i class="fas fa-info-circle" data-toggle="tooltip" title="The perplexity is related to the number of nearest neighbors that is used in other manifold learning algorithms. Larger datasets usually require a larger perplexity."></i> <input id="hparam-perplexity" type="range" class="slider" min="2" max="100" step="1"><span id="hparam-perplexity-span"></span>
Learning Rate: <i class="fas fa-info-circle" data-toggle="tooltip" title="If the learning rate is too high, the data may look like a ‘ball’ with any point approximately equidistant from its nearest neighbours. If the learning rate is too low, most points may look compressed in a dense cloud with few outliers. If the cost function gets stuck in a bad local minimum increasing the learning rate may help."></i> <input id="hparam-epsilon" type="range" min="1" max="20" step="1"><span id="hparam-epsilon-span"></span>
<button id="run-embed-btn" type="button" class="btn btn-success btn-sm" onclick="embedRun()" disabled>Run t-SNE</button>
<!--<button id="stop-embed-btn" type="button" class="btn btn-secondary btn-sm" onclick="embedStop()" disabled>Stop</button>-->
<span>Step: <span id="embed-step-span">0</span></span>
</div>
</div>
<div class="row">
<div id="hparams-tuning" class="col-md-12 border-bottom text-center">
<input id="scale-clustering-features" type="checkbox"> Scale attributes
Number of clusters: <i class="fas fa-info-circle" data-toggle="tooltip" title="The number of clusters to form as well as the number of centroids to generate."></i> <input id="hparam-clusters" type="range" min="2" max="10" step="1"><span id="hparam-clusters-span"></span>
<input id="runClusteringOnProjection" type="checkbox"> Run on projected data
<button id="run-cluster-btn" type="button" class="btn btn-success btn-sm" onclick="clusterRun()" disabled>Run K-Means</button>
<button id="assign-cluster" type="button" class="btn btn-success btn-sm" data-toggle="modal" data-target="#assign-cluster-modal" disabled><i class="fas fa-edit"></i></button>
</div>
</div>
</div>
</div>
</div>
<div class="col-md-3 border-left border-bottom text-center">
<button id="update-mini-embedding" type="button" class="btn btn-success btn-sm" onclick="updateMiniEmbedding()" style="position: absolute; right: 0;"><i class="fas fa-bookmark"></i></button>
<div id="mini-embedding"></div>
</div>
</div>
<div class="row">
<div class="col-md-12 text-center">
<div id="embedding"></div>
</div>
</div>
</div>
</div>
<div class="row">
<div class="col-md-12 border-top border-bottom text-center">
<div id="table-details"></div>
</div>
</div>
</div>
<div class="col-md-5 border-left border-bottom border-right text-center" style="overflow-y: scroll; height: 100vh; overflow: auto;">
<div id="feature-distribution"></div>
</div>
</div>
</div>
<!-- Load Data Modal -->
<div class="modal fade" id="load-data-modal" tabindex="-1" role="dialog" aria-labelledby="load-data-modal" aria-hidden="true">
<div class="modal-dialog modal-dialog-centered" role="document">
<div class="modal-content">
<div class="modal-header">
<h5 class="modal-title" id="exampleModalLabel">Load Dataset</h5>
</div>
<div class="modal-body">
<div class="row">
<div class="col-md-12 text-center">
<button type="button" onclick="loadDataset( 'iris' )" class="btn btn-success btn-dataset"><i class="fas fa-database"></i><br />Iris</button>
<button type="button" onclick="loadDataset( 'zoo' )" class="btn btn-success btn-dataset"><i class="fas fa-database"></i><br />Zoo</button>
</div>
<div class="col-md-12 text-center">
<button type="button" onclick="loadDataset( 'cancer' )" class="btn btn-success btn-dataset"><i class="fas fa-database"></i><br />Breast Cancer</button>
<button type="button" onclick="loadDataset( 'heart' )" class="btn btn-success btn-dataset"><i class="fas fa-database"></i><br />Heart Diseases</button>
</div>
<div class="col-md-12 text-center">
<span class="btn btn-success btn-sm btn-file">Load Dataset<input id="load-dataset-input" type="file"></span>
<span id="dataset-name-span"></span>
</div>
</div>
</div>
<div class="modal-footer">
<!--<button id="load-data-close-btn" type="button" class="btn btn-secondary" data-dismiss="modal">Close</button>-->
<button id="load-data-load-btn" type="button" onclick="loadDataset()" class="btn btn-success" disabled>Load</button>
</div>
</div>
</div>
</div>
<!-- Export Data Modal -->
<div class="modal fade" id="export-data-modal" tabindex="-1" role="dialog" aria-labelledby="export-data-modal" aria-hidden="true">
<div class="modal-dialog modal-dialog-centered" role="document">
<div class="modal-content">
<div class="modal-header">
<h5 class="modal-title" id="exampleModalLabel">Export</h5>
<button type="button" class="close" data-dismiss="modal" aria-label="Close">
<span aria-hidden="true">×</span>
</button>
</div>
<div class="modal-body">
<div class="form-check">
<input class="form-check-input" type="radio" name="exampleRadios" id="exportDataOption1" value="option1" checked>
<label class="form-check-label" for="exportDataOption1">
Export model results
</label>
</div>
<div class="form-check">
<input class="form-check-input" type="radio" name="exampleRadios" id="exportDataOption2" value="option2">
<label class="form-check-label" for="exportDataOption2">
Export all attributes and model results
</label>
</div>
<div class="form-check">
<input class="form-check-input" type="radio" name="exampleRadios" id="exportDataOption3" value="option3">
<label class="form-check-label" for="exportDataOption3">
Export selected attributes and model results
</label>
</div>
</div>
<div class="modal-footer">
<button type="button" class="btn btn-secondary" data-dismiss="modal">Close</button>
<button type="button" onclick="exportData()" class="btn btn-success">Export</button>
</div>
</div>
</div>
</div>
<!-- Assign Cluster Modal -->
<div class="modal fade" id="assign-cluster-modal" tabindex="-1" role="dialog" aria-labelledby="assign-cluster-modal" aria-hidden="true">
<div class="modal-dialog modal-dialog-centered modal-sm" role="document">
<div class="modal-content">
<div class="modal-header">
<h5 class="modal-title" id="exampleModalLabel">Assign to Cluster</h5>
<button type="button" class="close" data-dismiss="modal" aria-label="Close">
<span aria-hidden="true">×</span>
</button>
</div>
<div class="modal-body">
<form>
<div class="form-group">
<label class="col-form-label">Cluster:</label>
<select id="new-cluster">
</select>
</div>
</form>
</div>
<div class="modal-footer">
<button type="button" class="btn btn-secondary" data-dismiss="modal">Close</button>
<button type="button" onclick="assignCluster()" class="btn btn-success">Assign</button>
</div>
</div>
</div>
</div>
<!-- Third-party libraries -->
<!-- Generics -->
<script src="https://code.jquery.com/jquery-3.3.1.slim.min.js" integrity="sha384-q8i/X+965DzO0rT7abK41JStQIAqVgRVzpbzo5smXKp4YfRvH+8abtTE1Pi6jizo" crossorigin="anonymous"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.14.6/umd/popper.min.js" integrity="sha384-wHAiFfRlMFy6i5SRaxvfOCifBUQy1xHdJ/yoi7FRNXMRBu5WHdZYu1hA6ZOblgut" crossorigin="anonymous"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/lodash.js/4.17.11/lodash.min.js"></script>
<script src="./libs/saveSvgAsPng.js"></script>
<!-- Bootstrap -->
<script src="https://stackpath.bootstrapcdn.com/bootstrap/4.2.1/js/bootstrap.min.js" integrity="sha384-B0UglyR+jN6CkvvICOB2joaf5I4l3gm9GU6Hc1og6Ls7i6U/mkkaduKaBhlAXv9k" crossorigin="anonymous"></script>
<script src="https://unpkg.com/bootstrap-table@1.13.5/dist/bootstrap-table.min.js"></script>
<!-- Visualization -->
<script type="text/javascript" src="https://d3js.org/d3.v5.min.js"></script>
<script src="https://d3js.org/d3-scale-chromatic.v1.min.js"></script>
<script src="https://unpkg.com/popper.js@1.14/dist/umd/popper.min.js"></script>
<script type="text/javascript" src="https://unpkg.com/navio/dist/navio.min.js"></script>
<script src="https://cdn.jsdelivr.net/npm/vega@5.3.2"></script>
<script src="https://cdn.jsdelivr.net/npm/vega-lite@3.0.2"></script>
<script src="https://cdn.jsdelivr.net/npm/vega-embed@4.0.0-rc1"></script>
<!-- Machine Learning -->
<!-- <script src="./libs/tsne.js"></script> -->
<!--<script src="https://cdn.jsdelivr.net/npm/@tensorflow/tfjs"></script>
<script src="https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-tsne"></script>-->
<!-- Scripts -->
<script type="text/javascript" src="./js2/dataset.js"></script>
<script type="text/javascript" src="./js2/featureSelection.js"></script>
<script type="text/javascript" src="./js2/nv.js"></script>
<script type="text/javascript" src="./js2/embed.js"></script>
<script type="text/javascript" src="./js2/cluster.js"></script>
<script type="text/javascript" src="./js2/embeddingPlot.js"></script>
<script type="text/javascript" src="./js2/miniEmbeddingPlot.js"></script>
<script type="text/javascript" src="./js2/tableDetails.js"></script>
<script type="text/javascript" src="./js2/featureDistribution.js"></script>
<script type="text/javascript" src="./js2/exportResults.js"></script>
<script type="text/javascript" src="./js2/main.js"></script>
</body>
</html>