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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 vv3.6.2"><meta name=url content=https://github.com/ydataai/pandas-profiling><meta name=date content="2023-01-14 22:34:35.342676"><title>Pandas Profiling Report</title><style>
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.progress-bar{font-size:10px;line-height:10px}.well{-webkit-box-shadow:none;box-shadow:none}a.list-group-item.active,a.list-group-item.active:hover,a.list-group-item.active:focus{border-color:#ecf0f1}a.list-group-item-success.active{background-color:#18bc9c}a.list-group-item-success.active:hover,a.list-group-item-success.active:focus{background-color:#15a589}a.list-group-item-warning.active{background-color:#f39c12}a.list-group-item-warning.active:hover,a.list-group-item-warning.active:focus{background-color:#e08e0b}a.list-group-item-danger.active{background-color:#e74c3c}a.list-group-item-danger.active:hover,a.list-group-item-danger.active:focus{background-color:#e43725}.panel-default .close{color:#2c3e50}.modal .close{color:#2c3e50}.popover{color:#2c3e50} </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;
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.row.spacing {
padding: 2em 1em;
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.row.header {
border-bottom: 1px solid #e1e1e8;
/*background-color: #f5f5f5;*/
padding-left: 2em;
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.dl-horizontal dt {
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padding-right: 1em;
white-space: normal;
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.dl-horizontal dd {
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.col-md-12 {
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.indent {
margin-left: 1em;
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.center-img {
margin-left: auto !important;
margin-right: auto !important;
display: block;
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/* Table example_values */
table.example_values {
border: 0;
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.example_values th {
border: 0;
padding: 0;
color: #555;
font-weight: 600;
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.example_values tr, .example_values td {
border: 0;
padding: 0;
color: #555;
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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;
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.stats th, .stats td{
color: #555;
border: 0;
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.stats th {
padding: 0 2em 0 0;
font-weight: 600;
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.stats td {
padding: 1px;
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/* 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;
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.sample thead, .duplicate thead, .correlation-table thead {
border-top: 0;
border-bottom: 2px solid #ddd;
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.sample td, .duplicate td {
width: 100%;
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/* 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;
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table.freq th, table.freq tr, table.freq td {
border: 0;
padding: 0;
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.freq thead {
font-weight: 600;
white-space: nowrap;
overflow: hidden;
text-overflow: ellipsis;
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/* Freq mini */
.freq.mini td {
width: 50%;
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table.freq.mini {
width: 100%;
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.freq.mini th {
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/* Message classes */
.missing {
color: #a94442;
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.alert, .alert > th, .alert > td {
color: #a94442;
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.ignore {
opacity: 0.4;
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/* Bars in tables */
.freq.table{
table-layout: fixed;
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.freq:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){
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.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){
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.freq:not(.mini) tr td:nth-child(4), .freq:not(.mini) tr th:nth-child(4){
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.freq .bar {
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color: #fff;
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.other .bar {
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.missing .bar {
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.tooltip-inner {
width: 100%;
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.extrapadding {
padding: 2em;
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.variable .h4 {
text-overflow: ellipsis;
display:inline-block;
width: calc(90%); /* The trick is here! */
overflow:hidden;
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.variable.ignore .h4{
text-decoration: line-through;
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.table-responsive{
overflow: scroll;
width: 100%;
overflow-y: hidden;
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.img-responsive{
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min-width: 99%;
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.footer-text{
padding:20px;
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table.list-warnings td{
padding-right:10px;
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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;
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#correlation-table-container {
max-height: 400px;
overflow: auto;
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#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>Pandas Profiling 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><li><a href=#correlations_tab>Correlations</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>9</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>18</td></tr><tr><th>Number of observations</th><td>319795</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>43.9 MiB</td></tr><tr><th>Average record size in memory</th><td>144.0 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>14</td></tr><tr><th>Numeric</th><td>4</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_1180714729470793735><code>HeartDisease</code></a> is highly imbalanced (57.8%)</td><td><span class="label label-primary">Imbalance</span></td></tr><tr><td><a href=#pp_var_7947156456063479313><code>AlcoholDrinking</code></a> is highly imbalanced (64.1%)</td><td><span class="label label-primary">Imbalance</span></td></tr><tr><td><a href=#pp_var_-5419017915345693298><code>Stroke</code></a> is highly imbalanced (76.8%)</td><td><span class="label label-primary">Imbalance</span></td></tr><tr><td><a href=#pp_var_-3077113027171913738><code>Race</code></a> is highly imbalanced (51.0%)</td><td><span class="label label-primary">Imbalance</span></td></tr><tr><td><a href=#pp_var_-3078697794024703830><code>Diabetic</code></a> is highly imbalanced (62.0%)</td><td><span class="label label-primary">Imbalance</span></td></tr><tr><td><a href=#pp_var_4160588134885876307><code>KidneyDisease</code></a> is highly imbalanced (77.2%)</td><td><span class="label label-primary">Imbalance</span></td></tr><tr><td><a href=#pp_var_2366452222351268891><code>SkinCancer</code></a> is highly imbalanced (55.3%)</td><td><span class="label label-primary">Imbalance</span></td></tr><tr><td><a href=#pp_var_-2657594088355055248><code>PhysicalHealth</code></a> has 226589 (70.9%) zeros</td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a href=#pp_var_8003265922450567937><code>MentalHealth</code></a> has 205401 (64.2%) zeros</td><td><span class="label label-info">Zeros</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>2023-01-14 22:34:35.342676</td></tr><tr><th>Analysis finished</th><td>2023-01-14 22:34:53.897393</td></tr><tr><th>Duration</th><td>18.55 seconds</td></tr><tr><th>Software version</th><td><a href=https://github.com/pandas-profiling/pandas-profiling>pandas-profiling vv3.6.2</a></td></tr><tr><th>Download configuration</th><td><a download=config.json 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%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=HeartDisease>HeartDisease</option><option value=BMI>BMI</option><option value=Smoking>Smoking</option><option value=AlcoholDrinking>AlcoholDrinking</option><option value=Stroke>Stroke</option><option value=PhysicalHealth>PhysicalHealth</option><option value=MentalHealth>MentalHealth</option><option value=DiffWalking>DiffWalking</option><option value=Sex>Sex</option><option value=AgeCategory>AgeCategory</option><option value=Race>Race</option><option value=Diabetic>Diabetic</option><option value=PhysicalActivity>PhysicalActivity</option><option value=GenHealth>GenHealth</option><option value=SleepTime>SleepTime</option><option value=Asthma>Asthma</option><option value=KidneyDisease>KidneyDisease</option><option value=SkinCancer>SkinCancer</option></select><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_1180714729470793735></a><div class=variable><div class=col-sm-12><p class=h4 title=HeartDisease><a href=#pp_var_1180714729470793735>HeartDisease</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>2</td></tr><tr><th>Distinct (%)</th><td>< 0.1%</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>2.4 MiB</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%> No </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 292422 </div></td></tr><tr class><th width=10%> Yes </th><td width=10%><div class=bar style=width:9.4% data-toggle=tooltip data-placement=center data-html=true data-delay=500> </div> 27373 </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-1180714729470793735, #minifreqtable1180714729470793735" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-1180714729470793735 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#1180714729470793735bottom-1180714729470793735overview aria-controls=1180714729470793735bottom-1180714729470793735overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#1180714729470793735bottom-1180714729470793735string aria-controls=1180714729470793735bottom-1180714729470793735string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=1180714729470793735bottom-1180714729470793735overview><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>No</td></tr><tr><th>2nd row</th><td>No</td></tr><tr><th>3rd row</th><td>No</td></tr><tr><th>4th row</th><td>No</td></tr><tr><th>5th row</th><td>No</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=1180714729470793735bottom-1180714729470793735string><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=No> No 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