diff --git "a/figures/test_set_report.html" "b/figures/test_set_report.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, shrink-to-fit=no"><meta name=description content="Profile report generated by YData! Visit us at https://ydata.ai"><meta name=author content="YData and the open source community."><meta name=generator content="Pandas Profiling vv4.0.0"><meta name=url content=https://github.com/ydataai/ydata-profiling><meta name=date content="2023-02-22 19:11:57.484629"><title>Test Data Specs Report</title><style>
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+/*# sourceMappingURL=bootstrap-theme.min.css.map */        </style><style>body {
+  padding-top: 80px;
+}
+.content .container-fluid{
+    margin-left: 20px !important;
+    margin-right: 20px !important;
+    margin-bottom: 20px;
+}
+
+.page-header{
+    border:0 !important;
+}
+
+.row.variable, .section-items > .row {
+    border: 1px solid #e1e1e8;
+    border-top: hidden;
+}
+
+.row.spacing {
+    padding: 2em 1em;
+}
+
+.row.header {
+    border-bottom: 1px solid #e1e1e8;
+    /*background-color: #f5f5f5;*/
+    padding-left: 2em;
+}
+
+
+.dl-horizontal dt {
+    text-align: left;
+    padding-right: 1em;
+    white-space: normal;
+}
+
+.dl-horizontal dd {
+    margin-left: 0;
+}
+
+.col-md-12 {
+    padding-left: 2em;
+}
+
+.indent {
+    margin-left: 1em;
+}
+
+.center-img {
+    margin-left: auto !important;
+    margin-right: auto !important;
+    display: block;
+}
+
+/* Table example_values */
+table.example_values {
+    border: 0;
+}
+
+.example_values th {
+    border: 0;
+    padding: 0;
+    color: #555;
+    font-weight: 600;
+}
+
+.example_values tr, .example_values td {
+    border: 0;
+    padding: 0;
+    color: #555;
+}
+
+table.correlation-table {
+    width: 98%  /* To avoid an unnecessary overflow. */
+}
+
+/* STATS */
+table.stats, table.sample, table.duplicate, table.correlation-table{
+    border: 0;
+}
+
+.stats tr, .sample tr, .duplicate tr, .correlation-table tr {
+    border: 0;
+}
+
+.stats th, .stats td{
+    color: #555;
+    border: 0;
+}
+
+.stats th {
+    padding: 0 2em 0 0;
+    font-weight: 600;
+}
+
+.stats td {
+    padding: 1px;
+}
+
+
+/* Sample table */
+table.sample, table.duplicate, table.correlation-table {
+    margin-bottom: 2em;
+    margin-left: 1em;
+}
+
+.sample td, .sample th, .duplicate td, .duplicate th, .correlation-table td, .correlation-table th {
+    padding: 0.5em;
+    white-space: nowrap;
+    border: 0;
+
+}
+
+.sample thead, .duplicate thead, .correlation-table thead {
+    border-top: 0;
+    border-bottom: 2px solid #ddd;
+}
+
+.sample td, .duplicate td {
+    width: 100%;
+} 
+
+/* There is no good solution available to make the divs equal height and then center ... */
+.histogram {
+    margin-top: 3em;
+}
+
+/* Freq table */
+table.freq {
+    margin-bottom: 2em;
+    border: 0;
+}
+
+table.freq th, table.freq tr, table.freq td {
+    border: 0;
+    padding: 0;
+}
+
+.freq thead {
+    font-weight: 600;
+    white-space: nowrap;
+    overflow: hidden;
+    text-overflow: ellipsis;
+
+}
+
+/* Freq mini */
+.freq.mini td {
+    width: 50%;
+    padding: 1px;
+    font-size: 12px;
+
+}
+
+table.freq.mini {
+    width: 100%;
+}
+
+.freq.mini th {
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+    max-width: 5em;
+    font-weight: 400;
+    text-align: right;
+    padding-right: 0.5em;
+}
+
+/* Message classes */
+.missing {
+    color: #a94442;
+}
+
+.alert, .alert > th, .alert > td {
+    color: #a94442;
+}
+
+.ignore {
+    opacity: 0.4;
+}
+
+/* Bars in tables */
+.freq.table{
+    table-layout: fixed;
+}
+
+.freq:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){
+    width: auto;
+    max-width: none;
+
+    white-space: nowrap;
+    overflow: hidden;
+    text-overflow: ellipsis;
+}
+
+.freq:not(.mini) tr td:nth-child(2), .freq:not(.mini) tr td:nth-child(3), .freq:not(.mini) tr th:nth-child(2), .freq:not(.mini) tr th:nth-child(3){
+    width: 100px;
+    text-align: right;
+}
+.freq:not(.mini) tr td:nth-child(4), .freq:not(.mini) tr th:nth-child(4){
+    width:200px;
+}
+
+.freq .bar {
+    float: left;
+    width: 0;
+    height: 100%;
+    line-height: 20px;
+    color: #fff;
+    text-align: center;
+    border-radius: 3px;
+    margin-right: 4px;
+}
+
+.other .bar {
+    background-color: #999;
+}
+
+.missing .bar {
+    background-color: #a94442;
+}
+
+.tooltip-inner {
+    width: 100%;
+    white-space: nowrap;
+    text-align: left;
+}
+
+.extrapadding {
+    padding: 2em;
+}
+
+.variable .h4 {
+    text-overflow: ellipsis;
+    display:inline-block;
+    width: calc(90%); /* The trick is here! */
+    overflow:hidden;
+}
+
+.variable.ignore .h4{
+    text-decoration: line-through;
+}
+
+.table-responsive{
+    overflow: scroll;
+    width: 100%;
+    overflow-y: hidden;
+}
+.img-responsive{
+    max-width: 99%;
+    min-width: 99%;
+}
+.footer-text{
+    padding:20px;
+}
+
+table.list-warnings td{
+    padding-right:10px;
+}
+
+a.anchor-pos {
+    display: block;
+    position: relative;
+    top: -70px;
+    visibility: hidden;
+}
+
+a.anchor-pos-variable{
+    /*top: -70px;*/
+}
+
+#sample-container, #duplicate-container {
+    overflow: auto;
+    width: 100%;
+    overflow-y: hidden;
+}
+
+#correlation-table-container {
+    max-height: 400px;
+    overflow: auto;
+}
+
+#overview-content td, #overview-content th{
+    border-top: 0;
+    line-height: 1;
+}
+
+.variable-description{
+    color: #777;
+    font-size: 10pt;
+    margin-top: 10px;
+    font-style: italic;
+}
+
+select.multiple{
+    width: 180px;
+    height: 500px;
+    margin: 10px 0;
+}
+
+.named-list-item{
+    padding: 1em;
+}
+
+/* not printing tabs */
+@media print {
+    .tab-content > .tab-pane, .collapse {
+        display: block !important;
+        opacity: 1 !important;
+        visibility: visible !important;
+        /*page-break-after: always;*/
+        page-break-after: right;
+        page-break-before: avoid;
+    }
+
+    .nav-pills, .nav-tabs, button[data-toggle="collapse"], .mini, .col-sm-3 img {
+        display:none !important;
+    }
+
+    a[download="config.yml"]:after {
+        content: none !important;
+    }
+
+    .row {
+        border: 0 !important;
+    }
+}
+
+.text-placeholder {
+    display: inline-block;
+    background-color: #444;
+    height: 12px;
+    border-radius: 100px;
+    margin: 5px 0;
+    min-width: 200px;
+    opacity: .1;
+}
+
+    .freq.table-0 .bar {
+        background-color: #377eb8;
+    }
+    .freq.table-1 .bar {
+        background-color: #e41a1c;
+    }
+</style></head><body><a class=anchor-pos id=top></a><nav class="navbar navbar-default navbar-fixed-top"><div class=container-fluid><div class=navbar-header><button type=button class="navbar-toggle collapsed" data-toggle=collapse data-target=#navbar aria-expanded=false aria-controls=navbar><span class=sr-only>Toggle navigation</span><span class=icon-bar></span><span class=icon-bar></span><span class=icon-bar></span></button><a class="navbar-brand anchor" href=#top>Test Data Specs Report</a></div><div id=navbar class="navbar-collapse collapse"><ul class="nav navbar-nav navbar-right"><li><a href=#overview>Overview</a></li><li><a href=#variables-dropdown>Variables</a></li></ul></div></div></nav><div class=content><div class=container><div class="row header"><a class=anchor-pos id=overview></a><h1 class=page-header>Overview</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-pills" role=tablist><li role=presentation class=active><a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#overview-alerts aria-controls=overview-alerts role=tab data-toggle=tab>Alerts <span class=badge>1</span></a></li><li role=presentation><a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab>Reproduction</a></li></ul><div class=tab-content style="padding-top: 10px;"><div role=tabpanel class="tab-pane col-sm-12 active" id=overview-dataset_overview><div class=col-sm-6><p class=h4>Dataset statistics</p><table class="table table-condensed stats"><tbody><tr><th>Number of variables</th><td>4</td></tr><tr><th>Number of observations</th><td>968</td></tr><tr><th>Missing cells</th><td>0</td></tr><tr><th>Missing cells (%)</th><td>0.0%</td></tr><tr><th>Total size in memory</th><td>30.4 KiB</td></tr><tr><th>Average record size in memory</th><td>32.1 B</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Variable types</p><table class="table table-condensed stats"><tbody><tr><th>Categorical</th><td>1</td></tr><tr><th>Numeric</th><td>3</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-alerts><div class=col-sm-12><table class="table table-condensed list-warnings"><p class=h4>Alerts</p><tr style=border-top:0><td><a href=#pp_var_3043857046901163897><code>image_height</code></a> has constant value ""</td><td><span class="label label-warning">Constant</span></td></tr></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-reproduction><div class=col-sm-12><p class=h4>Reproduction</p><table class="table table-condensed stats"><tbody><tr><th>Analysis started</th><td>2023-02-22 19:11:57.484629</td></tr><tr><th>Analysis finished</th><td>2023-02-22 19:11:57.507560</td></tr><tr><th>Duration</th><td>0.02 seconds</td></tr><tr><th>Software version</th><td><a href=https://github.com/ydataai/ydata-profiling>ydata-profiling vv4.0.0</a></td></tr><tr><th>Download configuration</th><td><a download=config.json href="data:text/plain;charset=utf-8,%7B%22title%22%3A%20%22Test%20Data%20Specs%20Report%22%2C%20%22dataset%22%3A%20%7B%22description%22%3A%20%22%22%2C%20%22creator%22%3A%20%22%22%2C%20%22author%22%3A%20%22%22%2C%20%22copyright_holder%22%3A%20%22%22%2C%20%22copyright_year%22%3A%20%22%22%2C%20%22url%22%3A%20%22%22%7D%2C%20%22variables%22%3A%20%7B%22descriptions%22%3A%20%7B%7D%7D%2C%20%22infer_dtypes%22%3A%20false%2C%20%22show_variable_description%22%3A%20true%2C%20%22pool_size%22%3A%200%2C%20%22progress_bar%22%3A%20true%2C%20%22vars%22%3A%20%7B%22num%22%3A%20%7B%22quantiles%22%3A%20%5B0.05%2C%200.25%2C%200.5%2C%200.75%2C%200.95%5D%2C%20%22skewness_threshold%22%3A%2020%2C%20%22low_categorical_threshold%22%3A%205%2C%20%22chi_squared_threshold%22%3A%200.0%7D%2C%20%22cat%22%3A%20%7B%22length%22%3A%20false%2C%20%22characters%22%3A%20false%2C%20%22words%22%3A%20false%2C%20%22cardinality_threshold%22%3A%2050%2C%20%22imbalance_threshold%22%3A%200.5%2C%20%22n_obs%22%3A%205%2C%20%22chi_squared_threshold%22%3A%200.0%2C%20%22coerce_str_to_date%22%3A%20false%2C%20%22redact%22%3A%20false%2C%20%22histogram_largest%22%3A%2010%2C%20%22stop_words%22%3A%20%5B%5D%7D%2C%20%22image%22%3A%20%7B%22active%22%3A%20false%2C%20%22exif%22%3A%20false%2C%20%22hash%22%3A%20false%7D%2C%20%22bool%22%3A%20%7B%22n_obs%22%3A%203%2C%20%22imbalance_threshold%22%3A%200.5%2C%20%22mappings%22%3A%20%7B%22t%22%3A%20true%2C%20%22f%22%3A%20false%2C%20%22True%22%3A%20true%2C%20%22False%22%3A%20false%2C%20%22y%22%3A%20true%2C%20%22n%22%3A%20false%2C%20%22yes%22%3A%20true%2C%20%22no%22%3A%20false%2C%20%22true%22%3A%20true%2C%20%22false%22%3A%20false%7D%7D%2C%20%22path%22%3A%20%7B%22active%22%3A%20false%7D%2C%20%22file%22%3A%20%7B%22active%22%3A%20false%7D%2C%20%22url%22%3A%20%7B%22active%22%3A%20false%7D%2C%20%22timeseries%22%3A%20%7B%22active%22%3A%20false%2C%20%22sortby%22%3A%20null%2C%20%22autocorrelation%22%3A%200.7%2C%20%22lags%22%3A%20%5B1%2C%207%2C%2012%2C%2024%2C%2030%5D%2C%20%22significance%22%3A%200.05%2C%20%22pacf_acf_lag%22%3A%20100%7D%7D%2C%20%22sort%22%3A%20null%2C%20%22missing_diagrams%22%3A%20%7B%22bar%22%3A%20false%2C%20%22matrix%22%3A%20false%2C%20%22heatmap%22%3A%20false%7D%2C%20%22correlation_table%22%3A%20true%2C%20%22correlations%22%3A%20%7B%22pearson%22%3A%20%7B%22key%22%3A%20%22pearson%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%201%2C%20%22threshold%22%3A%200.9%2C%20%22n_bins%22%3A%2010%7D%2C%20%22spearman%22%3A%20%7B%22key%22%3A%20%22spearman%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%200%2C%20%22threshold%22%3A%200.9%2C%20%22n_bins%22%3A%2010%7D%2C%20%22kendall%22%3A%20%7B%22key%22%3A%20%22kendall%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%200%2C%20%22threshold%22%3A%200.9%2C%20%22n_bins%22%3A%2010%7D%2C%20%22phi_k%22%3A%20%7B%22key%22%3A%20%22phi_k%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%200%2C%20%22threshold%22%3A%200.9%2C%20%22n_bins%22%3A%2010%7D%2C%20%22cramers%22%3A%20%7B%22key%22%3A%20%22cramers%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%201%2C%20%22threshold%22%3A%200.9%2C%20%22n_bins%22%3A%2010%7D%2C%20%22auto%22%3A%20%7B%22key%22%3A%20%22auto%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%201%2C%20%22threshold%22%3A%200.9%2C%20%22n_bins%22%3A%2010%7D%7D%2C%20%22interactions%22%3A%20%7B%22continuous%22%3A%20false%2C%20%22targets%22%3A%20%5B%5D%7D%2C%20%22categorical_maximum_correlation_distinct%22%3A%20100%2C%20%22memory_deep%22%3A%20false%2C%20%22plot%22%3A%20%7B%22missing%22%3A%20%7B%22force_labels%22%3A%20true%2C%20%22cmap%22%3A%20%22RdBu%22%7D%2C%20%22image_format%22%3A%20%22svg%22%2C%20%22correlation%22%3A%20%7B%22cmap%22%3A%20%22RdBu%22%2C%20%22bad%22%3A%20%22%23000000%22%7D%2C%20%22dpi%22%3A%20800%2C%20%22histogram%22%3A%20%7B%22bins%22%3A%2050%2C%20%22max_bins%22%3A%20250%2C%20%22x_axis_labels%22%3A%20true%7D%2C%20%22scatter_threshold%22%3A%201000%2C%20%22cat_freq%22%3A%20%7B%22show%22%3A%20true%2C%20%22type%22%3A%20%22bar%22%2C%20%22max_unique%22%3A%2010%2C%20%22colors%22%3A%20null%7D%7D%2C%20%22duplicates%22%3A%20%7B%22head%22%3A%200%2C%20%22key%22%3A%20%22%23%20duplicates%22%7D%2C%20%22samples%22%3A%20%7B%22head%22%3A%200%2C%20%22tail%22%3A%200%2C%20%22random%22%3A%200%7D%2C%20%22reject_variables%22%3A%20true%2C%20%22n_obs_unique%22%3A%205%2C%20%22n_freq_table_max%22%3A%2010%2C%20%22n_extreme_obs%22%3A%205%2C%20%22report%22%3A%20%7B%22precision%22%3A%2010%7D%2C%20%22html%22%3A%20%7B%22style%22%3A%20%7B%22primary_colors%22%3A%20%5B%22%23377eb8%22%2C%20%22%23e41a1c%22%2C%20%22%234daf4a%22%5D%2C%20%22logo%22%3A%20%22%22%2C%20%22theme%22%3A%20null%7D%2C%20%22navbar_show%22%3A%20true%2C%20%22minify_html%22%3A%20true%2C%20%22use_local_assets%22%3A%20true%2C%20%22inline%22%3A%20true%2C%20%22assets_prefix%22%3A%20null%2C%20%22assets_path%22%3A%20null%2C%20%22full_width%22%3A%20false%7D%2C%20%22notebook%22%3A%20%7B%22iframe%22%3A%20%7B%22height%22%3A%20%22800px%22%2C%20%22width%22%3A%20%22100%25%22%2C%20%22attribute%22%3A%20%22srcdoc%22%7D%7D%7D">config.json</a></td></tr></tbody></table></div></div></div></div></div><div class="row header"><a class=anchor-pos id=variables-dropdown></a><h1 class=page-header>Variables</h1></div><div class=section-items><select name=Variables id=variables-dropdown><option value>Select Columns</option><option value=label>label</option><option value=image_width>image_width</option><option value=image_height>image_height</option><option value=aspect_ratio_of_image>aspect_ratio_of_image</option></select><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_5472740119716122373></a><div class=variable><div class=col-sm-12><p class=h4 title=label><a href=#pp_var_5472740119716122373>label</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>4</td></tr><tr><th>Distinct (%)</th><td>0.4%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>7.7 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class=row id=minifreqtable><table class="mini freq table-0"><tr class><th width=10%> CNV </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 242&nbsp; </div></td></tr><tr class><th width=10%> NORMAL </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 242&nbsp; </div></td></tr><tr class><th width=10%> DRUSEN </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 242&nbsp; </div></td></tr><tr class><th width=10%> DME </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 242&nbsp; </div></td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-5472740119716122373, #minifreqtable5472740119716122373" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-5472740119716122373 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#5472740119716122373bottom-5472740119716122373overview aria-controls=5472740119716122373bottom-5472740119716122373overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#5472740119716122373bottom-5472740119716122373string aria-controls=5472740119716122373bottom-5472740119716122373string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=5472740119716122373bottom-5472740119716122373overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>CNV</td></tr><tr><th>2nd row</th><td>CNV</td></tr><tr><th>3rd row</th><td>NORMAL</td></tr><tr><th>4th row</th><td>DRUSEN</td></tr><tr><th>5th row</th><td>DRUSEN</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=5472740119716122373bottom-5472740119716122373string><div class=row><div class=col-sm-12><h4 class=indent>Common Values</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=CNV> CNV </td><td>242</td><td><div class=bar style=width:100.0%> 25.0% </div></td></tr><tr class><td title=NORMAL> NORMAL </td><td>242</td><td><div class=bar style=width:100.0%> 25.0% </div></td></tr><tr class><td title=DRUSEN> DRUSEN 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Number of variables	4
Number of observations	968
Missing cells	0
Missing cells (%)	0.0%
Total size in memory	30.4 KiB
Average record size in memory	32.1 B
Analysis started	2023-02-22 19:11:57.484629
Analysis finished	2023-02-22 19:11:57.507560
Duration	0.02 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json
Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	7.7 KiB
Value	Count	Frequency (%)
CNV	242	25.0%
NORMAL	242	25.0%
DRUSEN	242	25.0%
DME	242	25.0%
Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	571.768595
Minimum	512
Maximum	1536
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB
Minimum	512
5-th percentile	512
Q1	512
median	512
Q3	512
95-th percentile	768
Maximum	1536
Range	1024
Interquartile range (IQR)	0
Standard deviation	112.0440717
Coefficient of variation (CV)	0.1959605209
Kurtosis	4.934234933
Mean	571.768595
Median Absolute Deviation (MAD)	0
Skewness	1.779120277
Sum	553472
Variance	12553.87401
Monotonicity	Not monotonic
Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	496
Minimum	1.032258065
Maximum	3.096774194
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB