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diraol/profile_report_minimal_settings_bug_report.ipynb

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profile_report_minimal_settings_bug_report.ipynb
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profile_report_minimal_settings_bug_report.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "profile_report_minimal_settings_bug_report.ipynb",
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
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"cells": [
{
"cell_type": "code",
"metadata": {
"id": "VPdBdQN7eQI3"
},
"source": [
"!pip install --upgrade pandas-profiling[notebook]"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "7qaBZUjtesQD"
},
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"import pandas_profiling\n",
"from pandas_profiling.utils.cache import cache_file"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "aaOYKeAbe9PD"
},
"source": [
"file_name = cache_file(\n",
" \"meteorites.csv\",\n",
" \"https://data.nasa.gov/api/views/gh4g-9sfh/rows.csv?accessType=DOWNLOAD\",\n",
")\n",
" \n",
"df = pd.read_csv(file_name)\n",
" \n",
"# Note: Pandas does not support dates before 1880, so we ignore these for this analysis\n",
"df['year'] = pd.to_datetime(df['year'], errors='coerce')\n",
"\n",
"# Example: Constant variable\n",
"df['source'] = \"NASA\"\n",
"\n",
"# Example: Boolean variable\n",
"df['boolean'] = np.random.choice([True, False], df.shape[0])\n",
"\n",
"# Example: Mixed with base types\n",
"df['mixed'] = np.random.choice([1, \"A\"], df.shape[0])\n",
"\n",
"# Example: Highly correlated variables\n",
"df['reclat_city'] = df['reclat'] + np.random.normal(scale=5,size=(len(df)))\n",
"\n",
"# Example: Duplicate observations\n",
"duplicates_to_add = pd.DataFrame(df.iloc[0:10])\n",
"duplicates_to_add[u'name'] = duplicates_to_add[u'name'] + \" copy\"\n",
"\n",
"df = df.append(duplicates_to_add, ignore_index=True)"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "8NwGsJVJfSHG",
"outputId": "d28f576a-3ba4-4b6b-868a-ab5be0ce97fa",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 821
}
},
"source": [
"profile_report = df.profile_report(progress_bar=False)\n",
"profile_report"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
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"/*# sourceMappingURL=bootstrap-theme.min.css.map */ &lt;/style&gt;&lt;style&gt;body {\n",
" padding-top: 80px;\n",
"}\n",
".content .container-fluid{\n",
" margin-left: 20px !important;\n",
" margin-right: 20px !important;\n",
" margin-bottom: 20px;\n",
"}\n",
"\n",
".page-header{\n",
" border:0 !important;\n",
"}\n",
"\n",
".row.variable, .section-items &gt; .row {\n",
" border: 1px solid #e1e1e8;\n",
" border-top: hidden;\n",
"}\n",
"\n",
".row.spacing{\n",
" padding: 2em 1em;\n",
"}\n",
"\n",
".row.header {\n",
" border-bottom: 1px solid #e1e1e8;\n",
" /*background-color: #f5f5f5;*/\n",
" padding-left: 2em;\n",
"}\n",
"\n",
"\n",
".dl-horizontal dt {\n",
" text-align: left;\n",
" padding-right: 1em;\n",
" white-space: normal;\n",
"}\n",
"\n",
".dl-horizontal dd {\n",
" margin-left: 0;\n",
"}\n",
"\n",
".col-md-12 {\n",
" padding-left: 2em;\n",
"}\n",
"\n",
".indent {\n",
" margin-left: 1em;\n",
"}\n",
"\n",
".center-img {\n",
" margin-left: auto !important;\n",
" margin-right: auto !important;\n",
" display: block;\n",
"}\n",
"\n",
"/* Table example_values */\n",
"table.example_values {\n",
" border: 0;\n",
"}\n",
"\n",
".example_values th {\n",
" border: 0;\n",
" padding: 0;\n",
" color: #555;\n",
" font-weight: 600;\n",
"}\n",
"\n",
".example_values tr, .example_values td {\n",
" border: 0;\n",
" padding: 0;\n",
" color: #555;\n",
"}\n",
"\n",
"/* STATS */\n",
"table.stats, table.sample, table.duplicate{\n",
" border: 0;\n",
"}\n",
"\n",
".stats tr, .sample tr, .duplicate tr {\n",
" border: 0;\n",
"}\n",
"\n",
".stats th, .stats td{\n",
" color: #555;\n",
" border: 0;\n",
"}\n",
"\n",
".stats th {\n",
" padding: 0 2em 0 0;\n",
" font-weight: 600;\n",
"}\n",
"\n",
".stats td {\n",
" padding: 1px;\n",
"}\n",
"\n",
"\n",
"/* Sample table */\n",
"table.sample, table.duplicate{\n",
" margin-bottom: 2em;\n",
" margin-left: 1em;\n",
"}\n",
"\n",
".sample td, .sample th, .duplicate td, .duplicate th {\n",
" padding: 0.5em;\n",
" white-space: nowrap;\n",
" border: 0;\n",
"\n",
"}\n",
"\n",
".sample thead, .duplicate thead {\n",
" border-top: 0;\n",
" border-bottom: 2px solid #ddd;\n",
"}\n",
"\n",
".sample td, .duplicate td {\n",
" width: 100%;\n",
"}\n",
"\n",
"\n",
"/* There is no good solution available to make the divs equal height and then center ... */\n",
".histogram {\n",
" margin-top: 3em;\n",
"}\n",
"\n",
"/* Freq table */\n",
"table.freq {\n",
" margin-bottom: 2em;\n",
" border: 0;\n",
"}\n",
"\n",
"table.freq th, table.freq tr, table.freq td {\n",
" border: 0;\n",
" padding: 0;\n",
"}\n",
"\n",
".freq thead {\n",
" font-weight: 600;\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
"\n",
"}\n",
"\n",
"/* Freq mini */\n",
".freq.mini td {\n",
" width: 50%;\n",
" padding: 1px;\n",
" font-size: 12px;\n",
"\n",
"}\n",
"\n",
"table.freq.mini {\n",
" width: 100%;\n",
"}\n",
"\n",
".freq.mini th {\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" white-space: nowrap;\n",
" max-width: 5em;\n",
" font-weight: 400;\n",
" text-align: right;\n",
" padding-right: 0.5em;\n",
"}\n",
"\n",
"/* Message classes */\n",
".missing {\n",
" color: #a94442;\n",
"}\n",
"\n",
".alert, .alert &gt; th, .alert &gt; td {\n",
" color: #a94442;\n",
"}\n",
"\n",
".ignore {\n",
" opacity: 0.4;\n",
"}\n",
"\n",
"/* Bars in tables */\n",
".freq.table{\n",
" table-layout: fixed;\n",
"}\n",
"\n",
".freq:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){\n",
" width: auto;\n",
" max-width: none;\n",
"\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
"}\n",
"\n",
".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){\n",
" width: 100px;\n",
" text-align: right;\n",
"}\n",
".freq:not(.mini) tr td:nth-child(4), .freq:not(.mini) tr th:nth-child(4){\n",
" width:200px;\n",
"}\n",
"\n",
".freq .bar {\n",
" float: left;\n",
" width: 0;\n",
" height: 100%;\n",
" line-height: 20px;\n",
" color: #fff;\n",
" text-align: center;\n",
" background-color: #337ab7;\n",
" border-radius: 3px;\n",
" margin-right: 4px;\n",
"}\n",
"\n",
".other .bar {\n",
" background-color: #999;\n",
"}\n",
"\n",
".missing .bar {\n",
" background-color: #a94442;\n",
"}\n",
"\n",
".tooltip-inner {\n",
" width: 100%;\n",
" white-space: nowrap;\n",
" text-align: left;\n",
"}\n",
"\n",
".extrapadding {\n",
" padding: 2em;\n",
"}\n",
"\n",
".variable .h4 {\n",
" text-overflow: ellipsis;\n",
" display:inline-block;\n",
" width: calc(90%); /* The trick is here! */\n",
" overflow:hidden;\n",
"}\n",
"\n",
".variable.ignore .h4{\n",
" text-decoration: line-through;\n",
"}\n",
"\n",
".table-responsive{\n",
" overflow: scroll;\n",
" width: 100%;\n",
" overflow-y: hidden;\n",
"}\n",
".img-responsive{\n",
" max-width: 99%;\n",
"}\n",
".footer-text{\n",
" padding:20px;\n",
"}\n",
"\n",
"table.list-warnings td{\n",
" padding-right:10px;\n",
"}\n",
"\n",
"a.anchor-pos {\n",
" display: block;\n",
" position: relative;\n",
" top: -70px;\n",
" visibility: hidden;\n",
"}\n",
"\n",
"a.anchor-pos-variable{\n",
" /*top: -70px;*/\n",
"}\n",
"\n",
"#sample-container, #duplicate-container{\n",
" overflow: auto;\n",
" width: 100%;\n",
" overflow-y: hidden;\n",
"}\n",
"\n",
"#overview-content td, #overview-content th{\n",
" border-top: 0;\n",
" line-height: 1;\n",
"}\n",
"\n",
".variable-description{\n",
" color: #777;\n",
" font-size: 10pt;\n",
" margin-top: 10px;\n",
" font-style: italic;\n",
"}\n",
"\n",
"select.multiple{\n",
" width: 180px;\n",
" height: 500px;\n",
" margin: 10px 0;\n",
"}\n",
"\n",
".named-list-item{\n",
" padding: 1em;\n",
"}\n",
"\n",
"/* not printing tabs */\n",
"@media print {\n",
" .tab-content &gt; .tab-pane, .collapse {\n",
" display: block !important;\n",
" opacity: 1 !important;\n",
" visibility: visible !important;\n",
" /*page-break-after: always;*/\n",
" page-break-after: right;\n",
" page-break-before: avoid;\n",
" }\n",
"\n",
" .nav-pills, .nav-tabs, button[data-toggle=&quot;collapse&quot;], .mini, .col-sm-3 img {\n",
" display:none !important;\n",
" }\n",
"\n",
" a[download=&quot;config.yml&quot;]:after {\n",
" content: none !important;\n",
" }\n",
"\n",
" .row {\n",
" border: 0 !important;\n",
" }\n",
"}\n",
"\n",
".text-placeholder {\n",
" display: inline-block;\n",
" background-color: #444;\n",
" height: 12px;\n",
" border-radius: 100px;\n",
" margin: 5px 0;\n",
" min-width: 200px;\n",
" opacity: .1;\n",
"}&lt;/style&gt;&lt;/head&gt;&lt;body&gt;&lt;a class=anchor-pos id=top&gt;&lt;/a&gt;&lt;nav class=&quot;navbar navbar-default navbar-fixed-top&quot;&gt;&lt;div class=container-fluid&gt;&lt;div class=navbar-header&gt;&lt;button type=button class=&quot;navbar-toggle collapsed&quot; data-toggle=collapse data-target=#navbar aria-expanded=false aria-controls=navbar&gt;&lt;span class=sr-only&gt;Toggle navigation&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;/button&gt;&lt;a class=&quot;navbar-brand anchor&quot; href=#top&gt;Pandas Profiling Report&lt;/a&gt;&lt;/div&gt;&lt;div id=navbar class=&quot;navbar-collapse collapse&quot;&gt;&lt;ul class=&quot;nav navbar-nav navbar-right&quot;&gt;&lt;li&gt;&lt;a class=anchor href=#overview&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#variables&gt;Variables&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#interactions&gt;Interactions&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#correlations&gt;Correlations&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#missing&gt;Missing values&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#sample&gt;Sample&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#duplicate&gt;Duplicate rows&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/nav&gt;&lt;div class=content&gt;&lt;div class=container&gt;&lt;div class=&quot;row header&quot;&gt;&lt;a class=anchor-pos id=overview&gt;&lt;/a&gt;&lt;h1 class=page-header&gt;Overview&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-pills&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#overview-warnings aria-controls=overview-warnings role=tab data-toggle=tab&gt;Warnings &lt;span class=badge&gt;15&lt;/span&gt;&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab&gt;Reproduction&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content style=&quot;padding-top: 10px;&quot;&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=overview-dataset_overview&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Dataset statistics&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Number of variables&lt;/th&gt;&lt;td&gt;14&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Number of observations&lt;/th&gt;&lt;td&gt;45726&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing cells&lt;/th&gt;&lt;td&gt;29703&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing cells (%)&lt;/th&gt;&lt;td&gt;4.6%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duplicate rows&lt;/th&gt;&lt;td&gt;10&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duplicate rows (%)&lt;/th&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Total size in memory&lt;/th&gt;&lt;td&gt;4.6 MiB&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Average record size in memory&lt;/th&gt;&lt;td&gt;105.0 B&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Variable types&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;CAT&lt;/th&gt;&lt;td&gt;7&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;NUM&lt;/th&gt;&lt;td&gt;5&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;BOOL&lt;/th&gt;&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;DATE&lt;/th&gt;&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=overview-warnings&gt;&lt;table class=&quot;table table-condensed list-warnings&quot;&gt;&lt;p class=h4&gt;Warnings&lt;/p&gt;&lt;tr style=border-top:0&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-5831749727506726561&gt;&lt;code&gt;source&lt;/code&gt;&lt;/a&gt; has constant value &quot;45726&quot; &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-warning&quot;&gt;Constant&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt; Dataset has 10 (&lt; 0.1%) duplicate rows &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;Duplicates&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_5261117005264946518&gt;&lt;code&gt;name&lt;/code&gt;&lt;/a&gt; has a high cardinality: 45716 distinct values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-primary&quot;&gt;High cardinality&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-456798071035655909&gt;&lt;code&gt;recclass&lt;/code&gt;&lt;/a&gt; has a high cardinality: 466 distinct values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-primary&quot;&gt;High cardinality&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-1493230529857291722&gt;&lt;code&gt;GeoLocation&lt;/code&gt;&lt;/a&gt; has a high cardinality: 17100 distinct values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-primary&quot;&gt;High cardinality&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_1284642194645802616&gt;&lt;code&gt;reclat_city&lt;/code&gt;&lt;/a&gt; is highly correlated with &lt;code&gt;reclat&lt;/code&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-6426062946977577065&gt;&lt;code&gt;reclat&lt;/code&gt;&lt;/a&gt; is highly correlated with &lt;code&gt;reclat_city&lt;/code&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-6426062946977577065&gt;&lt;code&gt;reclat&lt;/code&gt;&lt;/a&gt; has 7315 (16.0%) missing values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-7823777393764928584&gt;&lt;code&gt;reclong&lt;/code&gt;&lt;/a&gt; has 7315 (16.0%) missing values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-1493230529857291722&gt;&lt;code&gt;GeoLocation&lt;/code&gt;&lt;/a&gt; has 7315 (16.0%) missing values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_1284642194645802616&gt;&lt;code&gt;reclat_city&lt;/code&gt;&lt;/a&gt; has 7315 (16.0%) missing values &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_20951807112946069&gt;&lt;code&gt;mass (g)&lt;/code&gt;&lt;/a&gt; is highly skewed (γ1 = 76.91847245) &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Skewed&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_5261117005264946518&gt;&lt;code&gt;name&lt;/code&gt;&lt;/a&gt; is uniformly distributed &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-primary&quot;&gt;Uniform&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-6426062946977577065&gt;&lt;code&gt;reclat&lt;/code&gt;&lt;/a&gt; has 6438 (14.1%) zeros &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-7823777393764928584&gt;&lt;code&gt;reclong&lt;/code&gt;&lt;/a&gt; has 6214 (13.6%) zeros &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=overview-reproduction&gt;&lt;div class=col-sm-12&gt;&lt;p class=h4&gt;Reproduction&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Analysis started&lt;/th&gt;&lt;td&gt;2020-10-13 15:05:01.441368&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Analysis finished&lt;/th&gt;&lt;td&gt;2020-10-13 15:05:08.608403&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duration&lt;/th&gt;&lt;td&gt;7.17 seconds&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Software version&lt;/th&gt;&lt;td&gt;&lt;a href=https://github.com/pandas-profiling/pandas-profiling&gt;pandas-profiling v2.9.0&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Download configuration&lt;/th&gt;&lt;td&gt;&lt;a download=config.yaml href=&quot;data:text/plain;charset=utf-8,progress_bar%3A%20no%0Atitle%3A%20Pandas%20Profiling%20Report%0Adataset%3A%0A%20%20%20%20description%3A%20%27%27%0A%20%20%20%20creator%3A%20%27%27%0A%20%20%20%20author%3A%20%27%27%0A%20%20%20%20copyright_holder%3A%20%27%27%0A%20%20%20%20copyright_year%3A%20%27%27%0A%20%20%20%20url%3A%20%27%27%0Avariables%3A%0A%20%20%20%20descriptions%3A%20%7B%7D%0Ashow_variable_description%3A%20yes%0Apool_size%3A%200%0Avars%3A%0A%20%20%20%20num%3A%0A%20%20%20%20%20%20%20%20quantiles%3A%0A%20%20%20%20%20%20%20%20-%200.05%0A%20%20%20%20%20%20%20%20-%200.25%0A%20%20%20%20%20%20%20%20-%200.5%0A%20%20%20%20%20%20%20%20-%200.75%0A%20%20%20%20%20%20%20%20-%200.95%0A%20%20%20%20%20%20%20%20skewness_threshold%3A%2020%0A%20%20%20%20%20%20%20%20low_categorical_threshold%3A%205%0A%20%20%20%20%20%20%20%20chi_squared_threshold%3A%200.999%0A%20%20%20%20cat%3A%0A%20%20%20%20%20%20%20%20length%3A%20yes%0A%20%20%20%20%20%20%20%20unicode%3A%20no%0A%20%20%20%20%20%20%20%20cardinality_threshold%3A%2050%0A%20%20%20%20%20%20%20%20n_obs%3A%205%0A%20%20%20%20%20%20%20%20chi_squared_threshold%3A%200.999%0A%20%20%20%20%20%20%20%20coerce_str_to_date%3A%20no%0A%20%20%20%20%20%20%20%20redact%3A%20no%0A%20%20%20%20bool%3A%0A%20%20%20%20%20%20%20%20n_obs%3A%203%0A%20%20%20%20file%3A%0A%20%20%20%20%20%20%20%20active%3A%20no%0A%20%20%20%20image%3A%0A%20%20%20%20%20%20%20%20active%3A%20no%0A%20%20%20%20%20%20%20%20exif%3A%20yes%0A%20%20%20%20%20%20%20%20hash%3A%20yes%0Asort%3A%20None%0Amissing_diagrams%3A%0A%20%20%20%20bar%3A%20yes%0A%20%20%20%20matrix%3A%20yes%0A%20%20%20%20heatmap%3A%20yes%0A%20%20%20%20dendrogram%3A%20yes%0Acorrelations%3A%0A%20%20%20%20pearson%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20yes%0A%20%20%20%20%20%20%20%20threshold%3A%200.9%0A%20%20%20%20spearman%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20kendall%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20phi_k%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20cramers%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20yes%0A%20%20%20%20%20%20%20%20threshold%3A%200.9%0A%20%20%20%20recoded%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20no%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20%20%20%20%20threshold%3A%200.0%0Ainteractions%3A%0A%20%20%20%20targets%3A%20%5B%5D%0A%20%20%20%20continuous%3A%20yes%0Acategorical_maximum_correlation_distinct%3A%20100%0Aplot%3A%0A%20%20%20%20image_format%3A%20svg%0A%20%20%20%20dpi%3A%20800%0A%20%20%20%20scatter_threshold%3A%201000%0A%20%20%20%20correlation%3A%0A%20%20%20%20%20%20%20%20cmap%3A%20RdBu%0A%20%20%20%20%20%20%20%20bad%3A%20%27%23000000%27%0A%20%20%20%20missing%3A%0A%20%20%20%20%20%20%20%20cmap%3A%20RdBu%0A%20%20%20%20%20%20%20%20force_labels%3A%20yes%0A%20%20%20%20pie%3A%0A%20%20%20%20%20%20%20%20max_unique%3A%2010%0A%20%20%20%20histogram%3A%0A%20%20%20%20%20%20%20%20x_axis_labels%3A%20yes%0A%20%20%20%20%20%20%20%20bins%3A%2050%0A%20%20%20%20%20%20%20%20max_bins%3A%20250%0An_obs_unique%3A%205%0An_extreme_obs%3A%205%0An_freq_table_max%3A%2010%0Amemory_deep%3A%20no%0Aduplicates%3A%0A%20%20%20%20head%3A%2010%0Asamples%3A%0A%20%20%20%20head%3A%2010%0A%20%20%20%20tail%3A%2010%0Areject_variables%3A%20yes%0Anotebook%3A%0A%20%20%20%20iframe%3A%0A%20%20%20%20%20%20%20%20height%3A%20800px%0A%20%20%20%20%20%20%20%20width%3A%20100%25%0A%20%20%20%20%20%20%20%20attribute%3A%20srcdoc%0Ahtml%3A%0A%20%20%20%20minify_html%3A%20yes%0A%20%20%20%20use_local_assets%3A%20yes%0A%20%20%20%20inline%3A%20yes%0A%20%20%20%20navbar_show%3A%20yes%0A%20%20%20%20file_name%3A%20None%0A%20%20%20%20style%3A%0A%20%20%20%20%20%20%20%20theme%3A%20None%0A%20%20%20%20%20%20%20%20logo%3A%20%27%27%0A%20%20%20%20%20%20%20%20primary_color%3A%20%27%23337ab7%27%0A%20%20%20%20%20%20%20%20full_width%3A%20no%0A&quot;&gt;config.yaml&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row header&quot;&gt;&lt;a class=anchor-pos id=variables&gt;&lt;/a&gt;&lt;h1 class=page-header&gt;Variables&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_5261117005264946518&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=name&gt;&lt;a href=#pp_var_5261117005264946518&gt;name&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;code&gt;HIGH CARDINALITY&lt;/code&gt;&lt;br&gt;&lt;code&gt;UNIFORM&lt;/code&gt;&lt;br&gt;&lt;p class=variable-description&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr class=alert&gt;&lt;th&gt;Distinct&lt;/th&gt;&lt;td&gt;45716&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;/th&gt;&lt;td&gt;&gt; 99.9%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;357.2 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt; Agen copy &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 2 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; Abee copy &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 2 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; Adzhi-Bogdo (stone) copy &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 2 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; Aachen copy &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 2 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; Adhi Kot copy &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 2 &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt; Other values (45711) &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 45716&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom-5261117005264946518, #minifreqtable5261117005264946518&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom-5261117005264946518 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#5261117005264946518bottom-5261117005264946518frequencies aria-controls=5261117005264946518bottom-5261117005264946518frequencies role=tab data-toggle=tab&gt;Frequencies&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#5261117005264946518bottom-5261117005264946518tbl aria-controls=5261117005264946518bottom-5261117005264946518tbl role=tab data-toggle=tab&gt;Length&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=5261117005264946518bottom-5261117005264946518frequencies&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#5261117005264946518frequencies-5261117005264946518common_values aria-controls=5261117005264946518frequencies-5261117005264946518common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#5261117005264946518frequencies-5261117005264946518tbl aria-controls=5261117005264946518frequencies-5261117005264946518tbl role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=5261117005264946518frequencies-5261117005264946518common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency 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0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1&gt;1&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=6&gt;6&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=392&gt;392&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=370&gt;370&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=379&gt;379&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt;2&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=390&gt;390&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=10&gt;10&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (45706)&quot;&gt;Other values (45706)&lt;/td&gt;&lt;td&gt;45706&lt;/td&gt;&lt;td&gt;&gt; 99.9%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-6321857870592475507bottom--6321857870592475507extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-6321857870592475507extreme_values--6321857870592475507firstn aria-controls=-6321857870592475507extreme_values--6321857870592475507firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-6321857870592475507extreme_values--6321857870592475507lastn aria-controls=-6321857870592475507extreme_values--6321857870592475507lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; 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0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=-87.03333&gt;-87.03333&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=-86.93333&gt;-86.93333&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=-86.71667&gt;-86.71667&lt;/td&gt;&lt;td&gt;217&lt;/td&gt;&lt;td&gt;0.5%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=-86.56667&gt;-86.56667&lt;/td&gt;&lt;td&gt;17&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; 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"L 421.2 10.8 \n",
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"&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p7a7be71f33&gt;&lt;rect height=229.560272 width=360.775 x=60.425 y=10.8 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50) &lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7823777393764928584bottom--7823777393764928584common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;td&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0&gt;0&lt;/td&gt;&lt;td&gt;6214&lt;/td&gt;&lt;td&gt;13.6%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:31.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=35.66667&gt;35.66667&lt;/td&gt;&lt;td&gt;4985&lt;/td&gt;&lt;td&gt;10.9%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:25.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=168&gt;168&lt;/td&gt;&lt;td&gt;3040&lt;/td&gt;&lt;td&gt;6.6%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:15.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=26&gt;26&lt;/td&gt;&lt;td&gt;1506&lt;/td&gt;&lt;td&gt;3.3%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.6%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=159.75&gt;159.75&lt;/td&gt;&lt;td&gt;657&lt;/td&gt;&lt;td&gt;1.4%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=159.66667&gt;159.66667&lt;/td&gt;&lt;td&gt;637&lt;/td&gt;&lt;td&gt;1.4%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.2%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=157.16667&gt;157.16667&lt;/td&gt;&lt;td&gt;542&lt;/td&gt;&lt;td&gt;1.2%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=155.75&gt;155.75&lt;/td&gt;&lt;td&gt;473&lt;/td&gt;&lt;td&gt;1.0%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=160.5&gt;160.5&lt;/td&gt;&lt;td&gt;263&lt;/td&gt;&lt;td&gt;0.6%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=-70&gt;-70&lt;/td&gt;&lt;td&gt;228&lt;/td&gt;&lt;td&gt;0.5%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (14630)&quot;&gt;Other values (14630)&lt;/td&gt;&lt;td&gt;19866&lt;/td&gt;&lt;td&gt;43.4%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt;(Missing)&lt;/td&gt;&lt;td&gt;7315&lt;/td&gt;&lt;td&gt;16.0%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:36.8%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7823777393764928584bottom--7823777393764928584extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-7823777393764928584extreme_values--7823777393764928584firstn aria-controls=-7823777393764928584extreme_values--7823777393764928584firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-7823777393764928584extreme_values--7823777393764928584lastn aria-controls=-7823777393764928584extreme_values--7823777393764928584lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-7823777393764928584extreme_values--7823777393764928584firstn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;td&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=-165.43333&gt;-165.43333&lt;/td&gt;&lt;td&gt;9&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:52.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=-165.11667&gt;-165.11667&lt;/td&gt;&lt;td&gt;17&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=-163.16667&gt;-163.16667&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=-162.55&gt;-162.55&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=-157.86667&gt;-157.86667&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7823777393764928584extreme_values--7823777393764928584lastn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;td&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=354.47333&gt;354.47333&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=178.2&gt;178.2&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=178.08333&gt;178.08333&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=175.73028&gt;175.73028&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=175.13333&gt;175.13333&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt; 0.1%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-1493230529857291722&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=GeoLocation&gt;&lt;a href=#pp_var_-1493230529857291722&gt;GeoLocation&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;code&gt;HIGH CARDINALITY&lt;/code&gt;&lt;br&gt;&lt;code&gt;MISSING&lt;/code&gt;&lt;br&gt;&lt;p class=variable-description&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr class=alert&gt;&lt;th&gt;Distinct&lt;/th&gt;&lt;td&gt;17100&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;/th&gt;&lt;td&gt;44.5%&lt;/td&gt;&lt;/tr&gt;&lt;tr class=alert&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;7315&lt;/td&gt;&lt;/tr&gt;&lt;tr class=alert&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;16.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;357.2 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt; (0.0, 0.0) &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:27.9% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 6214&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; (-71.5, 35.66667) &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:21.4% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 4761&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; (-84.0, 168.0) &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:13.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 3040&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; (-72.0, 26.0) &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:6.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 1505 &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; (-79.68333, 159.75) &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:3.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 657 &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt; Other values (17095) &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 22234&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--1493230529857291722, #minifreqtable-1493230529857291722&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--1493230529857291722 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1493230529857291722bottom--1493230529857291722frequencies aria-controls=-1493230529857291722bottom--1493230529857291722frequencies role=tab data-toggle=tab&gt;Frequencies&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1493230529857291722bottom--1493230529857291722tbl aria-controls=-1493230529857291722bottom--1493230529857291722tbl role=tab data-toggle=tab&gt;Length&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1493230529857291722bottom--1493230529857291722frequencies&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1493230529857291722frequencies--1493230529857291722common_values aria-controls=-1493230529857291722frequencies--1493230529857291722common_values role=tab data-toggle=tab&gt;Common Values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1493230529857291722frequencies--1493230529857291722tbl aria-controls=-1493230529857291722frequencies--1493230529857291722tbl role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1493230529857291722frequencies--1493230529857291722common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;td&gt;&amp;nbsp;&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=&quot;(0.0, 0.0)&quot;&gt;(0.0, 0.0)&lt;/td&gt;&lt;td&gt;6214&lt;/td&gt;&lt;td&gt;13.6%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:30.9%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;(-71.5, 35.66667)&quot;&gt;(-71.5, 35.66667)&lt;/td&gt;&lt;td&gt;4761&lt;/td&gt;&lt;td&gt;10.4%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:23.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;(-84.0, 168.0)&quot;&gt;(-84.0, 168.0)&lt;/td&gt;&lt;td&gt;3040&lt;/td&gt;&lt;td&gt;6.6%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:15.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;(-72.0, 26.0)&quot;&gt;(-72.0, 26.0)&lt;/td&gt;&lt;td&gt;1505&lt;/td&gt;&lt;td&gt;3.3%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.5%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;(-79.68333, 159.75)&quot;&gt;(-79.68333, 159.75)&lt;/td&gt;&lt;td&gt;657&lt;/td&gt;&lt;td&gt;1.4%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;(-76.71667, 159.66667)&quot;&gt;(-76.71667, 159.66667)&lt;/td&gt;&lt;td&gt;637&lt;/td&gt;&lt;td&gt;1.4%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.2%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;(-76.18333, 157.16667)&quot;&gt;(-76.18333, 157.16667)&lt;/td&gt;&lt;td&gt;539&lt;/td&gt;&lt;td&gt;1.2%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.7%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;(-79.68333, 155.75)&quot;&gt;(-79.68333, 155.75)&lt;/td&gt;&lt;td&gt;473&lt;/td&gt;&lt;td&gt;1.0%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;(-84.21667, 160.5)&quot;&gt;(-84.21667, 160.5)&lt;/td&gt;&lt;td&gt;263&lt;/td&gt;&lt;td&gt;0.6%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.3%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;(-86.36667, -70.0)&quot;&gt;(-86.36667, -70.0)&lt;/td&gt;&lt;td&gt;226&lt;/td&gt;&lt;td&gt;0.5%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.1%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (17090)&quot;&gt;Other values (17090)&lt;/td&gt;&lt;td&gt;20096&lt;/td&gt;&lt;td&gt;43.9%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt;(Missing)&lt;/td&gt;&lt;td&gt;7315&lt;/td&gt;&lt;td&gt;16.0%&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:36.4%&gt;&amp;nbsp;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; 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