mirror of
https://github.com/youronlydimwit/Data_ScienceUse_Cases.git
synced 2025-12-18 16:21:15 +01:00
18519 lines
2.4 MiB
18519 lines
2.4 MiB
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"import numpy as np\n",
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"import pandas as pd\n",
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"from ydata_profiling import ProfileReport"
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]
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},
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"df = pd.read_csv(\"https://raw.githubusercontent.com/youronlydimwit/Data_ScienceUse_Cases/main/EDA_Workflow/Data/CompleteResponses.csv\")\n",
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"df.head()"
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"source": [
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"profile = ProfileReport(df, title=\"Profiling Report\")"
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]
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" padding-top: 80px;\n",
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"}\n",
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".content .container-fluid{\n",
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" margin-right: 20px !important;\n",
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" margin-bottom: 20px;\n",
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"}\n",
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"\n",
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".page-header{\n",
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" border:0 !important;\n",
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".row.spacing {\n",
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"\n",
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".row.header {\n",
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" border-bottom: 1px solid #e1e1e8;\n",
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" /*background-color: #f5f5f5;*/\n",
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" padding-left: 2em;\n",
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"\n",
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"\n",
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".dl-horizontal dt {\n",
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" text-align: left;\n",
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" padding-right: 1em;\n",
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" white-space: normal;\n",
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"}\n",
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"\n",
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".dl-horizontal dd {\n",
|
||
" margin-left: 0;\n",
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"\n",
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".col-md-12 {\n",
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" padding-left: 2em;\n",
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"}\n",
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"\n",
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"}\n",
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"\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",
|
||
"table.correlation-table {\n",
|
||
" width: 98% /* To avoid an unnecessary overflow. */\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* STATS */\n",
|
||
"table.stats, table.sample, table.duplicate, table.correlation-table{\n",
|
||
" border: 0;\n",
|
||
"}\n",
|
||
"\n",
|
||
".stats tr, .sample tr, .duplicate tr, .correlation-table 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, table.correlation-table {\n",
|
||
" margin-bottom: 2em;\n",
|
||
" margin-left: 1em;\n",
|
||
"}\n",
|
||
"\n",
|
||
".sample td, .sample th, .duplicate td, .duplicate th, .correlation-table td, .correlation-table th {\n",
|
||
" padding: 0.5em;\n",
|
||
" white-space: nowrap;\n",
|
||
" border: 0;\n",
|
||
"\n",
|
||
"}\n",
|
||
"\n",
|
||
".sample thead, .duplicate thead, .correlation-table thead {\n",
|
||
" border-top: 0;\n",
|
||
" border-bottom: 2px solid #ddd;\n",
|
||
"}\n",
|
||
"\n",
|
||
".sample td, .duplicate td {\n",
|
||
" width: 100%;\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 > th, .alert > 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",
|
||
" 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",
|
||
" min-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",
|
||
"#correlation-table-container {\n",
|
||
" max-height: 400px;\n",
|
||
" overflow: auto;\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 > .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="collapse"], .mini, .col-sm-3 img {\n",
|
||
" display:none !important;\n",
|
||
" }\n",
|
||
"\n",
|
||
" a[download="config.yml"]: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",
|
||
"}\n",
|
||
"\n",
|
||
" .freq.table-0 .bar {\n",
|
||
" background-color: #377eb8;\n",
|
||
" }\n",
|
||
" .freq.table-1 .bar {\n",
|
||
" background-color: #e41a1c;\n",
|
||
" }\n",
|
||
"</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>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=#interactions>Interactions</a></li><li><a href=#correlations_tab>Correlations</a></li><li><a href=#missing>Missing values</a></li><li><a href=#sample>Sample</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>2</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 style="white-space:pre white-space:nowrap">7</td></tr><tr><th>Number of observations</th><td style="white-space:pre white-space:nowrap">9898</td></tr><tr><th>Missing cells</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>Missing cells (%)</th><td style="white-space:pre white-space:nowrap">0.0%</td></tr><tr><th>Duplicate rows</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>Duplicate rows (%)</th><td style="white-space:pre white-space:nowrap">0.0%</td></tr><tr><th>Total size in memory</th><td style="white-space:pre white-space:nowrap">541.4 KiB</td></tr><tr><th>Average record size in memory</th><td style="white-space:pre white-space:nowrap">56.0 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>Numeric</th><td style="white-space:pre white-space:nowrap">5</td></tr><tr><th>Categorical</th><td style="white-space:pre white-space:nowrap">2</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_-5394344102711621438><code>zipcode</code></a> has 1085 (11.0%) zeros</td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a href=#pp_var_6240775993807303948><code>credit</code></a> has 119 (1.2%) 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 style="white-space:pre white-space:nowrap">2023-11-29 08:10:18.302664</td></tr><tr><th>Analysis finished</th><td style="white-space:pre white-space:nowrap">2023-11-29 08:10:21.864871</td></tr><tr><th>Duration</th><td style="white-space:pre white-space:nowrap">3.56 seconds</td></tr><tr><th>Software version</th><td style="white-space:pre white-space:nowrap"><a href=https://github.com/ydataai/ydata-profiling>ydata-profiling vv4.6.2</a></td></tr><tr><th>Download configuration</th><td style="white-space:pre white-space:nowrap"><a download=config.json 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"" style="fill: none"/></g></g></g><defs><clippath id=pd9299ed401><rect x=10.8 y=10.8 width=190.341829 height=106.565476 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-5518191121704002946, #minifreqtable5518191121704002946" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-5518191121704002946 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#5518191121704002946bottom-5518191121704002946statistics aria-controls=5518191121704002946bottom-5518191121704002946statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#5518191121704002946bottom-5518191121704002946histogram aria-controls=5518191121704002946bottom-5518191121704002946histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#5518191121704002946bottom-5518191121704002946common_values aria-controls=5518191121704002946bottom-5518191121704002946common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#5518191121704002946bottom-5518191121704002946extreme_values aria-controls=5518191121704002946bottom-5518191121704002946extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=5518191121704002946bottom-5518191121704002946statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td style="white-space:pre white-space:nowrap">20000</td></tr><tr><th>5-th percentile</th><td style="white-space:pre white-space:nowrap">25984.264</td></tr><tr><th>Q1</th><td style="white-space:pre white-space:nowrap">52082.106</td></tr><tr><th>median</th><td style="white-space:pre white-space:nowrap">84949.735</td></tr><tr><th>Q3</th><td style="white-space:pre white-space:nowrap">117162.04</td></tr><tr><th>95-th percentile</th><td style="white-space:pre white-space:nowrap">143290.52</td></tr><tr><th>Maximum</th><td style="white-space:pre white-space:nowrap">150000</td></tr><tr><th>Range</th><td style="white-space:pre white-space:nowrap">130000</td></tr><tr><th>Interquartile range (IQR)</th><td style="white-space:pre white-space:nowrap">65079.937</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td style="white-space:pre white-space:nowrap">37712.341</td></tr><tr><th>Coefficient of variation (CV)</th><td style="white-space:pre white-space:nowrap">0.44434968</td></tr><tr><th>Kurtosis</th><td style="white-space:pre white-space:nowrap">-1.1868117</td></tr><tr><th>Mean</th><td style="white-space:pre white-space:nowrap">84870.862</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td style="white-space:pre white-space:nowrap">32585.447</td></tr><tr><th>Skewness</th><td style="white-space:pre white-space:nowrap">-0.0050698661</td></tr><tr><th>Sum</th><td style="white-space:pre white-space:nowrap">8.4005179 × 10<sup>8</sup></td></tr><tr><th>Variance</th><td style="white-space:pre white-space:nowrap">1.4222207 × 10<sup>9</sup></td></tr><tr><th>Monotonicity</th><td style="white-space:pre white-space:nowrap">Not monotonic</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=5518191121704002946bottom-5518191121704002946histogram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n",
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"" style="fill: none"/></g></g></g><defs><clippath id=p0971012495><rect x=52.175 y=10.8 width=441.025 height=153.671185 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=5518191121704002946bottom-5518191121704002946common_values><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=20000> 20000 </td><td>129</td><td><div class=bar style=width:1.3%> &nbsp; </div> 1.3% </td></tr><tr class><td title=150000> 150000 </td><td>115</td><td><div class=bar style=width:1.2%> &nbsp; </div> 1.2% </td></tr><tr class><td title=119806.5448> 119806.5448 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=74359.37273> 74359.37273 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=126616.0069> 126616.0069 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=103997.0792> 103997.0792 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=113872.7484> 113872.7484 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=94693.85049> 94693.85049 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=140340.5835> 140340.5835 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=60584.26023> 60584.26023 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class=other><td title="Other values (9646)"> Other values (9646) </td><td>9646</td><td><div class=bar style=width:100.0%> 97.5% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=5518191121704002946bottom-5518191121704002946extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#5518191121704002946extreme_values-5518191121704002946firstn aria-controls=5518191121704002946extreme_values-5518191121704002946firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#5518191121704002946extreme_values-5518191121704002946lastn aria-controls=5518191121704002946extreme_values-5518191121704002946lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=5518191121704002946extreme_values-5518191121704002946firstn><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=20000> 20000 </td><td>129</td><td><div class=bar style=width:100.0%> 1.3% </div></td></tr><tr class><td title=20105.59398> 20105.59398 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=20140.30703> 20140.30703 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=20218.81605> 20218.81605 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=20224.65853> 20224.65853 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=20241.23917> 20241.23917 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=20257.50335> 20257.50335 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=20278.23549> 20278.23549 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=20345.64346> 20345.64346 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=20358.59768> 20358.59768 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=5518191121704002946extreme_values-5518191121704002946lastn><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=150000> 150000 </td><td>115</td><td><div class=bar style=width:100.0%> 1.2% </div></td></tr><tr class><td title=149994.2062> 149994.2062 </td><td>1</td><td><div class=bar style=width:0.9%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=149973.4594> 149973.4594 </td><td>1</td><td><div class=bar style=width:0.9%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=149964.8787> 149964.8787 </td><td>1</td><td><div class=bar style=width:0.9%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=149919.4439> 149919.4439 </td><td>1</td><td><div class=bar style=width:0.9%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=149864.9679> 149864.9679 </td><td>1</td><td><div class=bar style=width:0.9%> &nbsp; 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"" style="fill: none"/></g></g></g><defs><clippath id=p8c194ad7ee><rect x=52.175 y=10.8 width=441.025 height=169.581088 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=-2305420410276820605bottom--2305420410276820605common_values><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=20> 20 </td><td>242</td><td><div class=bar style=width:3.0%> &nbsp; </div> 2.4% </td></tr><tr class><td title=41> 41 </td><td>205</td><td><div class=bar style=width:2.6%> &nbsp; </div> 2.1% </td></tr><tr class><td title=80> 80 </td><td>201</td><td><div class=bar style=width:2.5%> &nbsp; </div> 2.0% </td></tr><tr class><td title=62> 62 </td><td>193</td><td><div class=bar style=width:2.4%> &nbsp; </div> 1.9% </td></tr><tr class><td title=51> 51 </td><td>182</td><td><div class=bar style=width:2.3%> &nbsp; </div> 1.8% </td></tr><tr class><td title=42> 42 </td><td>181</td><td><div class=bar style=width:2.3%> &nbsp; </div> 1.8% </td></tr><tr class><td title=72> 72 </td><td>181</td><td><div class=bar style=width:2.3%> &nbsp; </div> 1.8% </td></tr><tr class><td title=28> 28 </td><td>180</td><td><div class=bar style=width:2.3%> &nbsp; </div> 1.8% </td></tr><tr class><td title=53> 53 </td><td>176</td><td><div class=bar style=width:2.2%> &nbsp; </div> 1.8% </td></tr><tr class><td title=75> 75 </td><td>174</td><td><div class=bar style=width:2.2%> &nbsp; </div> 1.8% </td></tr><tr class=other><td title="Other values (51)"> Other values (51) </td><td>7983</td><td><div class=bar style=width:100.0%> 80.7% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-2305420410276820605bottom--2305420410276820605extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-2305420410276820605extreme_values--2305420410276820605firstn aria-controls=-2305420410276820605extreme_values--2305420410276820605firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#-2305420410276820605extreme_values--2305420410276820605lastn aria-controls=-2305420410276820605extreme_values--2305420410276820605lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-2305420410276820605extreme_values--2305420410276820605firstn><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=20> 20 </td><td>242</td><td><div class=bar style=width:100.0%> 2.4% </div></td></tr><tr class><td title=21> 21 </td><td>98</td><td><div class=bar style=width:40.5%> 1.0% </div></td></tr><tr class><td title=22> 22 </td><td>154</td><td><div class=bar style=width:63.6%> 1.6% </div></td></tr><tr class><td title=23> 23 </td><td>159</td><td><div class=bar style=width:65.7%> 1.6% </div></td></tr><tr class><td title=24> 24 </td><td>165</td><td><div class=bar style=width:68.2%> 1.7% </div></td></tr><tr class><td title=25> 25 </td><td>169</td><td><div class=bar style=width:69.8%> 1.7% </div></td></tr><tr class><td title=26> 26 </td><td>161</td><td><div class=bar style=width:66.5%> 1.6% </div></td></tr><tr class><td title=27> 27 </td><td>157</td><td><div class=bar style=width:64.9%> 1.6% </div></td></tr><tr class><td title=28> 28 </td><td>180</td><td><div class=bar style=width:74.4%> 1.8% </div></td></tr><tr class><td title=29> 29 </td><td>157</td><td><div class=bar style=width:64.9%> 1.6% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-2305420410276820605extreme_values--2305420410276820605lastn><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=80> 80 </td><td>201</td><td><div class=bar style=width:100.0%> 2.0% </div></td></tr><tr class><td title=79> 79 </td><td>105</td><td><div class=bar style=width:52.2%> 1.1% </div></td></tr><tr class><td title=78> 78 </td><td>136</td><td><div class=bar style=width:67.7%> 1.4% </div></td></tr><tr class><td title=77> 77 </td><td>159</td><td><div class=bar style=width:79.1%> 1.6% </div></td></tr><tr class><td title=76> 76 </td><td>160</td><td><div class=bar style=width:79.6%> 1.6% </div></td></tr><tr class><td title=75> 75 </td><td>174</td><td><div class=bar style=width:86.6%> 1.8% </div></td></tr><tr class><td title=74> 74 </td><td>153</td><td><div class=bar style=width:76.1%> 1.5% </div></td></tr><tr class><td title=73> 73 </td><td>164</td><td><div class=bar style=width:81.6%> 1.7% </div></td></tr><tr class><td title=72> 72 </td><td>181</td><td><div class=bar style=width:90.0%> 1.8% </div></td></tr><tr class><td title=71> 71 </td><td>166</td><td><div class=bar style=width:82.6%> 1.7% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-7609654442203644554></a><div class=variable><div class=col-sm-12><p class=h4 title=elevel><a href=#pp_var_-7609654442203644554>elevel</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 style="white-space:pre white-space:nowrap">5</td></tr><tr><th>Distinct (%)</th><td style="white-space:pre white-space:nowrap">0.1%</td></tr><tr><th>Missing</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>Missing (%)</th><td style="white-space:pre white-space:nowrap">0.0%</td></tr><tr><th>Memory size</th><td style="white-space:pre white-space:nowrap">77.5 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%> 0 </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 2052&nbsp; </div></td></tr><tr class><th width=10%> 2 </th><td width=10%><div class=bar style=width:96.6% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 1983&nbsp; </div></td></tr><tr class><th width=10%> 4 </th><td width=10%><div class=bar style=width:95.9% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 1968&nbsp; </div></td></tr><tr class><th width=10%> 1 </th><td width=10%><div class=bar style=width:94.9% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 1948&nbsp; </div></td></tr><tr class><th width=10%> 3 </th><td width=10%><div class=bar style=width:94.9% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 1947&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--7609654442203644554, #minifreqtable-7609654442203644554" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom--7609654442203644554 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-7609654442203644554bottom--7609654442203644554overview aria-controls=-7609654442203644554bottom--7609654442203644554overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#-7609654442203644554bottom--7609654442203644554string aria-controls=-7609654442203644554bottom--7609654442203644554string role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-7609654442203644554bottom--7609654442203644554word aria-controls=-7609654442203644554bottom--7609654442203644554word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#-7609654442203644554bottom--7609654442203644554characters aria-controls=-7609654442203644554bottom--7609654442203644554characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-7609654442203644554bottom--7609654442203644554overview><div class=row><div class=col-sm-3><p class=h4>Length</p><table class="table table-condensed stats"><tbody><tr><th>Max length</th><td style="white-space:pre white-space:nowrap">1</td></tr><tr><th>Median length</th><td style="white-space:pre white-space:nowrap">1</td></tr><tr><th>Mean length</th><td style="white-space:pre white-space:nowrap">1</td></tr><tr><th>Min length</th><td style="white-space:pre white-space:nowrap">1</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Characters and Unicode</p><table class="table table-condensed stats"><tbody><tr><th>Total characters</th><td style="white-space:pre white-space:nowrap">9898</td></tr><tr><th>Distinct characters</th><td style="white-space:pre white-space:nowrap">5</td></tr><tr><th>Distinct categories</th><td style="white-space:pre white-space:nowrap">1 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td style="white-space:pre white-space:nowrap">1 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td style="white-space:pre white-space:nowrap">1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td style="white-space:pre white-space:nowrap">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 style="white-space:pre white-space:nowrap">0.0%</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>2nd row</th><td style="white-space:pre white-space:nowrap">1</td></tr><tr><th>3rd row</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>4th row</th><td style="white-space:pre white-space:nowrap">3</td></tr><tr><th>5th row</th><td style="white-space:pre white-space:nowrap">3</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-7609654442203644554bottom--7609654442203644554string><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=0> 0 </td><td>2052</td><td><div class=bar style=width:100.0%> 20.7% </div></td></tr><tr class><td title=2> 2 </td><td>1983</td><td><div class=bar style=width:96.6%> 20.0% </div></td></tr><tr class><td title=4> 4 </td><td>1968</td><td><div class=bar style=width:95.9%> 19.9% </div></td></tr><tr class><td title=1> 1 </td><td>1948</td><td><div class=bar 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""/></defs><use xlink:href=#ArialMT-33 /></g></g></g></g></g><defs><clippath id=pc3404a316a><rect x=7.2 y=7.2 width=390.6 height=108.72 /></clippath></defs></svg></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-7609654442203644554bottom--7609654442203644554word><div class=col-sm-12><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=0> 0 </td><td>2052</td><td><div class=bar style=width:100.0%> 20.7% </div></td></tr><tr class><td title=2> 2 </td><td>1983</td><td><div class=bar style=width:96.6%> 20.0% </div></td></tr><tr class><td title=4> 4 </td><td>1968</td><td><div class=bar style=width:95.9%> 19.9% </div></td></tr><tr class><td title=1> 1 </td><td>1948</td><td><div class=bar style=width:94.9%> 19.7% </div></td></tr><tr class><td title=3> 3 </td><td>1947</td><td><div class=bar style=width:94.9%> 19.7% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-7609654442203644554bottom--7609654442203644554characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-7609654442203644554unicode--7609654442203644554characters aria-controls=-7609654442203644554unicode--7609654442203644554characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#-7609654442203644554unicode--7609654442203644554categories aria-controls=-7609654442203644554unicode--7609654442203644554categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-7609654442203644554unicode--7609654442203644554scripts aria-controls=-7609654442203644554unicode--7609654442203644554scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#-7609654442203644554unicode--7609654442203644554blocks aria-controls=-7609654442203644554unicode--7609654442203644554blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-7609654442203644554unicode--7609654442203644554characters><div class="row named-list-item"><h4>Most occurring characters</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=0> 0 </td><td>2052</td><td><div class=bar style=width:100.0%> 20.7% </div></td></tr><tr class><td title=2> 2 </td><td>1983</td><td><div class=bar style=width:96.6%> 20.0% </div></td></tr><tr class><td title=4> 4 </td><td>1968</td><td><div class=bar style=width:95.9%> 19.9% </div></td></tr><tr class><td title=1> 1 </td><td>1948</td><td><div class=bar style=width:94.9%> 19.7% </div></td></tr><tr class><td title=3> 3 </td><td>1947</td><td><div class=bar style=width:94.9%> 19.7% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" 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19.9% </div></td></tr><tr class><td title=1> 1 </td><td>1948</td><td><div class=bar style=width:94.9%> 19.7% </div></td></tr><tr class><td title=3> 3 </td><td>1947</td><td><div class=bar style=width:94.9%> 19.7% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-7609654442203644554unicode--7609654442203644554scripts><div class="row named-list-item"><h4>Most occurring scripts</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=Common> Common </td><td>9898</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per script</h4><div class=row><div class=col-sm-12><h5><em>Common</em></h5><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 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"" style="fill: none"/></g></g></g><defs><clippath id=p6b895e66b7><rect x=52.175 y=10.8 width=441.025 height=163.659068 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=20) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=-7727739735928432377bottom--7727739735928432377common_values><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=15> 15 </td><td>542</td><td><div class=bar style=width:11.3%> &nbsp; </div> 5.5% </td></tr><tr class><td title=18> 18 </td><td>524</td><td><div class=bar style=width:10.9%> &nbsp; </div> 5.3% </td></tr><tr class><td title=8> 8 </td><td>511</td><td><div class=bar style=width:10.6%> &nbsp; </div> 5.2% </td></tr><tr class><td title=2> 2 </td><td>509</td><td><div class=bar style=width:10.6%> &nbsp; </div> 5.1% </td></tr><tr class><td title=17> 17 </td><td>508</td><td><div class=bar style=width:10.6%> &nbsp; </div> 5.1% </td></tr><tr class><td title=5> 5 </td><td>505</td><td><div class=bar style=width:10.5%> &nbsp; </div> 5.1% </td></tr><tr class><td title=10> 10 </td><td>500</td><td><div class=bar style=width:10.4%> &nbsp; </div> 5.1% </td></tr><tr class><td title=12> 12 </td><td>498</td><td><div class=bar style=width:10.3%> &nbsp; </div> 5.0% </td></tr><tr class><td title=7> 7 </td><td>495</td><td><div class=bar style=width:10.3%> &nbsp; </div> 5.0% </td></tr><tr class><td title=14> 14 </td><td>494</td><td><div class=bar style=width:10.3%> &nbsp; </div> 5.0% </td></tr><tr class=other><td title="Other values (10)"> Other values (10) </td><td>4812</td><td><div class=bar style=width:100.0%> 48.6% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-7727739735928432377bottom--7727739735928432377extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-7727739735928432377extreme_values--7727739735928432377firstn aria-controls=-7727739735928432377extreme_values--7727739735928432377firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#-7727739735928432377extreme_values--7727739735928432377lastn aria-controls=-7727739735928432377extreme_values--7727739735928432377lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-7727739735928432377extreme_values--7727739735928432377firstn><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=1> 1 </td><td>492</td><td><div class=bar style=width:96.3%> 5.0% </div></td></tr><tr class><td title=2> 2 </td><td>509</td><td><div class=bar style=width:99.6%> 5.1% </div></td></tr><tr class><td title=3> 3 </td><td>488</td><td><div class=bar style=width:95.5%> 4.9% </div></td></tr><tr class><td title=4> 4 </td><td>479</td><td><div class=bar style=width:93.7%> 4.8% </div></td></tr><tr class><td title=5> 5 </td><td>505</td><td><div class=bar style=width:98.8%> 5.1% </div></td></tr><tr class><td title=6> 6 </td><td>477</td><td><div class=bar style=width:93.3%> 4.8% </div></td></tr><tr class><td title=7> 7 </td><td>495</td><td><div class=bar style=width:96.9%> 5.0% </div></td></tr><tr class><td title=8> 8 </td><td>511</td><td><div class=bar style=width:100.0%> 5.2% </div></td></tr><tr class><td title=9> 9 </td><td>487</td><td><div class=bar style=width:95.3%> 4.9% </div></td></tr><tr class><td title=10> 10 </td><td>500</td><td><div class=bar style=width:97.8%> 5.1% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-7727739735928432377extreme_values--7727739735928432377lastn><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=20> 20 </td><td>484</td><td><div class=bar style=width:89.3%> 4.9% </div></td></tr><tr class><td title=19> 19 </td><td>489</td><td><div class=bar style=width:90.2%> 4.9% </div></td></tr><tr class><td title=18> 18 </td><td>524</td><td><div class=bar style=width:96.7%> 5.3% </div></td></tr><tr class><td title=17> 17 </td><td>508</td><td><div class=bar style=width:93.7%> 5.1% </div></td></tr><tr class><td title=16> 16 </td><td>470</td><td><div class=bar style=width:86.7%> 4.7% </div></td></tr><tr class><td title=15> 15 </td><td>542</td><td><div class=bar style=width:100.0%> 5.5% </div></td></tr><tr class><td title=14> 14 </td><td>494</td><td><div class=bar style=width:91.1%> 5.0% </div></td></tr><tr class><td title=13> 13 </td><td>473</td><td><div class=bar style=width:87.3%> 4.8% </div></td></tr><tr class><td title=12> 12 </td><td>498</td><td><div class=bar style=width:91.9%> 5.0% </div></td></tr><tr class><td title=11> 11 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"" style="fill: none"/></g></g></g><defs><clippath id=pd84dae4770><rect x=10.8 y=10.8 width=194.4 height=122.475379 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom--5394344102711621438, #minifreqtable-5394344102711621438" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom--5394344102711621438 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-5394344102711621438bottom--5394344102711621438statistics aria-controls=-5394344102711621438bottom--5394344102711621438statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#-5394344102711621438bottom--5394344102711621438histogram aria-controls=-5394344102711621438bottom--5394344102711621438histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#-5394344102711621438bottom--5394344102711621438common_values aria-controls=-5394344102711621438bottom--5394344102711621438common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#-5394344102711621438bottom--5394344102711621438extreme_values aria-controls=-5394344102711621438bottom--5394344102711621438extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-5394344102711621438bottom--5394344102711621438statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>5-th percentile</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>Q1</th><td style="white-space:pre white-space:nowrap">2</td></tr><tr><th>median</th><td style="white-space:pre white-space:nowrap">4</td></tr><tr><th>Q3</th><td style="white-space:pre white-space:nowrap">6</td></tr><tr><th>95-th percentile</th><td style="white-space:pre white-space:nowrap">8</td></tr><tr><th>Maximum</th><td style="white-space:pre white-space:nowrap">8</td></tr><tr><th>Range</th><td style="white-space:pre white-space:nowrap">8</td></tr><tr><th>Interquartile range (IQR)</th><td style="white-space:pre white-space:nowrap">4</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td style="white-space:pre white-space:nowrap">2.5820576</td></tr><tr><th>Coefficient of variation (CV)</th><td style="white-space:pre white-space:nowrap">0.63899405</td></tr><tr><th>Kurtosis</th><td style="white-space:pre white-space:nowrap">-1.2273493</td></tr><tr><th>Mean</th><td style="white-space:pre white-space:nowrap">4.0408163</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td style="white-space:pre white-space:nowrap">2</td></tr><tr><th>Skewness</th><td style="white-space:pre white-space:nowrap">-0.021711358</td></tr><tr><th>Sum</th><td style="white-space:pre white-space:nowrap">39996</td></tr><tr><th>Variance</th><td style="white-space:pre white-space:nowrap">6.6670213</td></tr><tr><th>Monotonicity</th><td style="white-space:pre white-space:nowrap">Not monotonic</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-5394344102711621438bottom--5394344102711621438histogram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n",
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"" style="fill: none"/></g></g></g><defs><clippath id=p079305f9c1><rect x=57.8 y=12.585492 width=435.4 height=171.773072 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=9) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=-5394344102711621438bottom--5394344102711621438common_values><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=6> 6 </td><td>1155</td><td><div class=bar style=width:100.0%> 11.7% </div></td></tr><tr class><td title=8> 8 </td><td>1135</td><td><div class=bar style=width:98.3%> 11.5% </div></td></tr><tr class><td title=2> 2 </td><td>1112</td><td><div class=bar style=width:96.3%> 11.2% </div></td></tr><tr class><td title=5> 5 </td><td>1108</td><td><div class=bar style=width:95.9%> 11.2% </div></td></tr><tr class><td title=4> 4 </td><td>1087</td><td><div class=bar style=width:94.1%> 11.0% </div></td></tr><tr class><td title=0> 0 </td><td>1085</td><td><div class=bar style=width:93.9%> 11.0% </div></td></tr><tr class><td title=7> 7 </td><td>1083</td><td><div class=bar style=width:93.8%> 10.9% </div></td></tr><tr class><td title=3> 3 </td><td>1080</td><td><div class=bar style=width:93.5%> 10.9% </div></td></tr><tr class><td title=1> 1 </td><td>1053</td><td><div class=bar style=width:91.2%> 10.6% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-5394344102711621438bottom--5394344102711621438extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-5394344102711621438extreme_values--5394344102711621438firstn aria-controls=-5394344102711621438extreme_values--5394344102711621438firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#-5394344102711621438extreme_values--5394344102711621438lastn aria-controls=-5394344102711621438extreme_values--5394344102711621438lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-5394344102711621438extreme_values--5394344102711621438firstn><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=0> 0 </td><td>1085</td><td><div class=bar style=width:93.9%> 11.0% </div></td></tr><tr class><td title=1> 1 </td><td>1053</td><td><div class=bar style=width:91.2%> 10.6% </div></td></tr><tr class><td title=2> 2 </td><td>1112</td><td><div class=bar style=width:96.3%> 11.2% </div></td></tr><tr class><td title=3> 3 </td><td>1080</td><td><div class=bar style=width:93.5%> 10.9% </div></td></tr><tr class><td title=4> 4 </td><td>1087</td><td><div class=bar style=width:94.1%> 11.0% </div></td></tr><tr class><td title=5> 5 </td><td>1108</td><td><div class=bar style=width:95.9%> 11.2% </div></td></tr><tr class><td title=6> 6 </td><td>1155</td><td><div class=bar style=width:100.0%> 11.7% </div></td></tr><tr class><td title=7> 7 </td><td>1083</td><td><div class=bar style=width:93.8%> 10.9% </div></td></tr><tr class><td title=8> 8 </td><td>1135</td><td><div class=bar style=width:98.3%> 11.5% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-5394344102711621438extreme_values--5394344102711621438lastn><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=8> 8 </td><td>1135</td><td><div class=bar style=width:98.3%> 11.5% </div></td></tr><tr class><td title=7> 7 </td><td>1083</td><td><div class=bar style=width:93.8%> 10.9% </div></td></tr><tr class><td title=6> 6 </td><td>1155</td><td><div class=bar style=width:100.0%> 11.7% </div></td></tr><tr class><td title=5> 5 </td><td>1108</td><td><div class=bar 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"" style="fill: none"/></g></g></g><defs><clippath id=p51652d93a1><rect x=10.8 y=10.8 width=194.4 height=106.565476 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-6240775993807303948, #minifreqtable6240775993807303948" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-6240775993807303948 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#6240775993807303948bottom-6240775993807303948statistics aria-controls=6240775993807303948bottom-6240775993807303948statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#6240775993807303948bottom-6240775993807303948histogram aria-controls=6240775993807303948bottom-6240775993807303948histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#6240775993807303948bottom-6240775993807303948common_values aria-controls=6240775993807303948bottom-6240775993807303948common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#6240775993807303948bottom-6240775993807303948extreme_values aria-controls=6240775993807303948bottom-6240775993807303948extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=6240775993807303948bottom-6240775993807303948statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>5-th percentile</th><td style="white-space:pre white-space:nowrap">24172.731</td></tr><tr><th>Q1</th><td style="white-space:pre white-space:nowrap">120806.81</td></tr><tr><th>median</th><td style="white-space:pre white-space:nowrap">250607.15</td></tr><tr><th>Q3</th><td style="white-space:pre white-space:nowrap">374639.7</td></tr><tr><th>95-th percentile</th><td style="white-space:pre white-space:nowrap">475295.49</td></tr><tr><th>Maximum</th><td style="white-space:pre white-space:nowrap">500000</td></tr><tr><th>Range</th><td style="white-space:pre white-space:nowrap">500000</td></tr><tr><th>Interquartile range (IQR)</th><td style="white-space:pre white-space:nowrap">253832.89</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td style="white-space:pre white-space:nowrap">145211.57</td></tr><tr><th>Coefficient of variation (CV)</th><td style="white-space:pre white-space:nowrap">0.58276717</td></tr><tr><th>Kurtosis</th><td style="white-space:pre white-space:nowrap">-1.1969462</td></tr><tr><th>Mean</th><td style="white-space:pre white-space:nowrap">249175.97</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td style="white-space:pre white-space:nowrap">127145.6</td></tr><tr><th>Skewness</th><td style="white-space:pre white-space:nowrap">0.0045044961</td></tr><tr><th>Sum</th><td style="white-space:pre white-space:nowrap">2.4663437 × 10<sup>9</sup></td></tr><tr><th>Variance</th><td style="white-space:pre white-space:nowrap">2.1086401 × 10<sup>10</sup></td></tr><tr><th>Monotonicity</th><td style="white-space:pre white-space:nowrap">Not monotonic</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=6240775993807303948bottom-6240775993807303948histogram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n",
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"" style="fill: none"/></g></g></g><defs><clippath id=p49a74364ab><rect x=52.175 y=10.8 width=441.025 height=153.671185 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=6240775993807303948bottom-6240775993807303948common_values><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=500000> 500000 </td><td>129</td><td><div class=bar style=width:1.3%> &nbsp; </div> 1.3% </td></tr><tr class><td title=0> 0 </td><td>119</td><td><div class=bar style=width:1.2%> &nbsp; </div> 1.2% </td></tr><tr class><td title=55744.23774> 55744.23774 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=420447.4751> 420447.4751 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=453704.525> 453704.525 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=262282.0845> 262282.0845 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=116063.8649> 116063.8649 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=391383.4658> 391383.4658 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=8277.808097> 8277.808097 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=387095.8803> 387095.8803 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr><tr class=other><td title="Other values (9642)"> Other values (9642) </td><td>9642</td><td><div class=bar style=width:100.0%> 97.4% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=6240775993807303948bottom-6240775993807303948extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#6240775993807303948extreme_values-6240775993807303948firstn aria-controls=6240775993807303948extreme_values-6240775993807303948firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#6240775993807303948extreme_values-6240775993807303948lastn aria-controls=6240775993807303948extreme_values-6240775993807303948lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=6240775993807303948extreme_values-6240775993807303948firstn><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=0> 0 </td><td>119</td><td><div class=bar style=width:100.0%> 1.2% </div></td></tr><tr class><td title=25.271035> 25.271035 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=101.361032> 101.361032 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=167.51472> 167.51472 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=283.898271> 283.898271 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=372.478464> 372.478464 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=668.02872> 668.02872 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=915.104385> 915.104385 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=1000.681241> 1000.681241 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=1167.981861> 1167.981861 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=6240775993807303948extreme_values-6240775993807303948lastn><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=500000> 500000 </td><td>129</td><td><div class=bar style=width:100.0%> 1.3% </div></td></tr><tr class><td title=499919.0233> 499919.0233 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=499873.919> 499873.919 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=499805.5066> 499805.5066 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=499791.4169> 499791.4169 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=499785.7222> 499785.7222 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=499783.5911> 499783.5911 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=499748.6695> 499748.6695 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=499515.538> 499515.538 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=499503.2089> 499503.2089 </td><td>1</td><td><div class=bar style=width:0.8%> &nbsp; </div>< 0.1% </td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_723796147857018426></a><div class=variable><div class=col-sm-12><p class=h4 title=brand><a href=#pp_var_723796147857018426>brand</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 style="white-space:pre white-space:nowrap">2</td></tr><tr><th>Distinct (%)</th><td style="white-space:pre white-space:nowrap">< 0.1%</td></tr><tr><th>Missing</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>Missing (%)</th><td style="white-space:pre white-space:nowrap">0.0%</td></tr><tr><th>Memory size</th><td style="white-space:pre white-space:nowrap">77.5 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%> 1 </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 6154&nbsp; </div></td></tr><tr class><th width=10%> 0 </th><td width=10%><div class=bar style=width:60.8% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 3744&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-723796147857018426, #minifreqtable723796147857018426" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-723796147857018426 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#723796147857018426bottom-723796147857018426overview aria-controls=723796147857018426bottom-723796147857018426overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#723796147857018426bottom-723796147857018426string aria-controls=723796147857018426bottom-723796147857018426string role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#723796147857018426bottom-723796147857018426word aria-controls=723796147857018426bottom-723796147857018426word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#723796147857018426bottom-723796147857018426characters aria-controls=723796147857018426bottom-723796147857018426characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=723796147857018426bottom-723796147857018426overview><div class=row><div class=col-sm-3><p class=h4>Length</p><table class="table table-condensed stats"><tbody><tr><th>Max length</th><td style="white-space:pre white-space:nowrap">1</td></tr><tr><th>Median length</th><td style="white-space:pre white-space:nowrap">1</td></tr><tr><th>Mean length</th><td style="white-space:pre white-space:nowrap">1</td></tr><tr><th>Min length</th><td style="white-space:pre white-space:nowrap">1</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Characters and Unicode</p><table class="table table-condensed stats"><tbody><tr><th>Total characters</th><td style="white-space:pre white-space:nowrap">9898</td></tr><tr><th>Distinct characters</th><td style="white-space:pre white-space:nowrap">2</td></tr><tr><th>Distinct categories</th><td style="white-space:pre white-space:nowrap">1 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td style="white-space:pre white-space:nowrap">1 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td style="white-space:pre white-space:nowrap">1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td style="white-space:pre white-space:nowrap">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 style="white-space:pre white-space:nowrap">0.0%</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>2nd row</th><td style="white-space:pre white-space:nowrap">1</td></tr><tr><th>3rd row</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>4th row</th><td style="white-space:pre white-space:nowrap">1</td></tr><tr><th>5th row</th><td style="white-space:pre white-space:nowrap">0</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=723796147857018426bottom-723796147857018426string><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=1> 1 </td><td>6154</td><td><div class=bar style=width:100.0%> 62.2% </div></td></tr><tr class><td title=0> 0 </td><td>3744</td><td><div class=bar style=width:60.8%> 37.8% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h4 class=indent>Length</h4><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n",
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""/></defs><use xlink:href=#ArialMT-30 /></g></g></g></g></g><defs><clippath id=pebe2c60fb5><rect x=7.2 y=7.2 width=390.6 height=108.72 /></clippath></defs></svg></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=723796147857018426bottom-723796147857018426word><div class=col-sm-12><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=1> 1 </td><td>6154</td><td><div class=bar style=width:100.0%> 62.2% </div></td></tr><tr class><td title=0> 0 </td><td>3744</td><td><div class=bar style=width:60.8%> 37.8% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=723796147857018426bottom-723796147857018426characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#723796147857018426unicode-723796147857018426characters aria-controls=723796147857018426unicode-723796147857018426characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#723796147857018426unicode-723796147857018426categories aria-controls=723796147857018426unicode-723796147857018426categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#723796147857018426unicode-723796147857018426scripts aria-controls=723796147857018426unicode-723796147857018426scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#723796147857018426unicode-723796147857018426blocks aria-controls=723796147857018426unicode-723796147857018426blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=723796147857018426unicode-723796147857018426characters><div class="row named-list-item"><h4>Most occurring characters</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=1> 1 </td><td>6154</td><td><div class=bar style=width:100.0%> 62.2% </div></td></tr><tr class><td title=0> 0 </td><td>3744</td><td><div class=bar style=width:60.8%> 37.8% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=723796147857018426unicode-723796147857018426categories><div class="row named-list-item"><h4>Most occurring categories</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="Decimal Number"> Decimal Number </td><td>9898</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4><div class=row><div class=col-sm-12><h5><em>Decimal Number</em></h5><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=1> 1 </td><td>6154</td><td><div class=bar style=width:100.0%> 62.2% </div></td></tr><tr class><td title=0> 0 </td><td>3744</td><td><div class=bar style=width:60.8%> 37.8% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=723796147857018426unicode-723796147857018426scripts><div class="row named-list-item"><h4>Most occurring scripts</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=Common> Common </td><td>9898</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per script</h4><div class=row><div class=col-sm-12><h5><em>Common</em></h5><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=1> 1 </td><td>6154</td><td><div class=bar style=width:100.0%> 62.2% </div></td></tr><tr class><td title=0> 0 </td><td>3744</td><td><div class=bar style=width:60.8%> 37.8% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=723796147857018426unicode-723796147857018426blocks><div class="row named-list-item"><h4>Most occurring blocks</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=ASCII> ASCII </td><td>9898</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per block</h4><div class=row><div class=col-sm-12><h5><em>ASCII</em></h5><table class="freq table table-hover table-striped 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"" style="fill: none"/></g></g></g><defs><clippath id=pd6ec527f96><rect x=72 y=47.52 width=446.4 height=298.98 /></clippath></defs></svg></div></div></div></div></div></div></div><div class="row header"><a class=anchor-pos id=correlations_tab></a><h1 class=page-header>Correlations</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#correlations_tab-auto_diagram_table aria-controls=correlations_tab-auto_diagram_table role=tab data-toggle=tab>Auto</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=correlations_tab-auto_diagram_table><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#auto_diagram_table-auto_diagram aria-controls=auto_diagram_table-auto_diagram role=tab data-toggle=tab>Heatmap</a></li><li role=presentation><a href=#auto_diagram_table-auto_table aria-controls=auto_diagram_table-auto_table role=tab data-toggle=tab>Table</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=auto_diagram_table-auto_diagram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n",
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" * Licensed under the MIT license\n",
|
||
" */\n",
|
||
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|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "609b8ea9",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def isnumeric_boxplots(df):\n",
|
||
" # Identify numeric columns\n",
|
||
" numeric_columns = df.select_dtypes(include=['number']).columns\n",
|
||
"\n",
|
||
" # Create boxplots for each numeric column\n",
|
||
" for column in numeric_columns:\n",
|
||
" plt.figure(figsize=(6, 4))\n",
|
||
" sns.boxplot(y=df[column])\n",
|
||
" plt.title(f'Boxplot for {column}')\n",
|
||
" plt.xlabel(column)\n",
|
||
" plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "d333bab8",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
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"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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"image/png": 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1GRCSpCYDQpLUNPaASHJEkvVDr0eTvHtGn+OTPDLU5wPjrlOSFrs5Tzk6X6rqO8DRAEmWABuBKxtd/7Gq3jjG0iRJQ/q+xPR64LtVdXfPdUiSZug7IE4BLp9l26uSfCvJF5O8eLYdJFmVZDLJ5PT09GiqlKRFqLeASLIn8KvAZxubbwQOraqjgLXA52bbT1VdWFUrqmrFxMTESGqVpMWozzOIk4Abq+q+mRuq6tGqerxbXgfskWT/cRcoSYtZnwFxKrNcXkryoiTplo9lUOeDY6xNkha9sT/FBJDkOcAJwDuG2t4JUFUXAL8BvCvJFmAzcEpVVR+1StJi1UtAVNUTwH4z2i4YWj4fOH/cdUmSfqzvp5gkSQuUASFJajIgJElNBoQkqcmAkCQ1GRCSpCYDQpLUZEBIkpoMCElSUy+fpN6VLXniIfa6fV3fZWgB2e1fHgXg3579Uz1XooVkyRMPAQf0XcY2GRDzaPny5X2XoAVoauoxAJb/zML+ZaBxO2DB/84wIObR6tWr+y5BC9CaNWsAOO+883quRNox3oOQJDUZEJKkJgNCktRkQEiSmgwISVJTLwGR5K4k306yPslkY3uS/LckU0luSnJMH3VK0mLW52Our62qB2bZdhJwePf6BeAvundJ0pgs1EtMJwOX1sDXgecnObDvoiRpMekrIAq4OskNSVY1ti8F7hla39C1PU2SVUkmk0xOT0+PoFRJWpz6CojjquoYBpeSzkzymhnb0xhTrR1V1YVVtaKqVkxMTMx3nZK0aPUSEFW1qXu/H7gSOHZGlw3AIUPrBwObxlOdJAl6CIgkz02yz9Zl4A3AzTO6XQWc1j3N9Ergkaq6d8ylStKi1sdTTAcAVybZevxPVdWXkrwToKouANYBK4Ep4Angd3qoU5IWtbEHRFXdCRzVaL9gaLmAM8dZlyTpqRbqY66SpJ4ZEJKkJgNCktRkQEiSmgwISVKTASFJajIgJElNBoQkqcmAkCQ1GRCSpCYDQpLUZEBIkpoMCElSkwEhSWoyICRJTQaEJKnJgJAkNfUxJ/UhSf4+yW1JbkmyptHn+CSPJFnfvT4w7jolabHrY07qLcDZVXVjkn2AG5JcU1W3zuj3j1X1xh7qkyTRwxlEVd1bVTd2y48BtwFLx12HJGnber0HkWQZ8HLgG43Nr0ryrSRfTPLibexjVZLJJJPT09OjKlWSFp3eAiLJ3sDfAu+uqkdnbL4ROLSqjgLWAp+bbT9VdWFVraiqFRMTEyOrV5IWm14CIskeDMLhsqr6u5nbq+rRqnq8W14H7JFk/zGXKUmLWh9PMQW4CLitqj46S58Xdf1IciyDOh8cX5WSpD6eYjoO+G3g20nWd22/B/w0QFVdAPwG8K4kW4DNwClVVT3UKkmL1tgDoqquB7KdPucD54+nIklSi5+kliQ1GRCSpCYDQpLUZEBIkpoMCElSkwEhSWoyICRJTQaEJKnJgJAkNfXxVRtaBNauXcvU1FTfZSwIW/8d1qx52uSJi9Ly5ctZvXp132VoDgwIacT22muvvkuQdooBoZHwL0Tpmc97EJKkJgNCktRkQEiSmgwISVKTASFJajIgJElNBoQkqcmAkCQ1par6rmHeJJkG7u67Dqlhf+CBvouQGg6tqonWhl0qIKSFKslkVa3ouw5pR3iJSZLUZEBIkpoMCGk8Luy7AGlHeQ9CktTkGYQkqcmAkCQ1GRCSpCYDQpLUZEBIkpoMCElSkwEhSWoyIKSeJdm97xqkFv/HlOZRktOA9wAF3AR8Bng/sCfwIPDWqrovyQeBg4BlDL7l9d/3Ua+0LQaENE+SvBj4feC4qnogyb4MguKVVVVJfhd4L3B2N+QVwKuranM/FUvbZkBI8+d1wN9U1QMAVfVQkpcCn05yIIOziP8z1P8qw0ELmfcgpPkTBmcMw9YC51fVS4F3AM8e2vb9cRUm7QwDQpo/1wK/mWQ/gO4S0/OAjd320/sqTNoZXmKS5klV3ZLkw8BXkjwJ/C/gg8Bnk2wEvg4c1mOJ0g7x674lSU1eYpIkNRkQkqQmA0KS1GRASJKaDAhJUpMBIUlqMiAkSU3/H2NrZpEgUu/eAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"isnumeric_boxplots(df)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "03b8e74f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.preprocessing import StandardScaler"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "3d46540f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def scale_dataframe(df):\n",
|
||
" # Identify numeric columns\n",
|
||
" numeric_columns = df.select_dtypes(include=['number']).columns\n",
|
||
"\n",
|
||
" # Create a copy of the DataFrame to avoid modifying the original\n",
|
||
" scaled_df = df.copy()\n",
|
||
"\n",
|
||
" # Apply StandardScaler to numeric columns\n",
|
||
" scaler = StandardScaler()\n",
|
||
" scaled_df[numeric_columns] = scaler.fit_transform(scaled_df[numeric_columns])\n",
|
||
"\n",
|
||
" return scaled_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "c1ba186a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df_scaled = df.copy()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "e1169507",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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|
||
" <td>-1.395945</td>\n",
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||
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||
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|
||
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||
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|
||
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||
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|
||
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|
||
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||
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||
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|
||
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|
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|
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|
||
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|
||
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|
||
" <tr>\n",
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||
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|
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||
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||
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|
||
" <td>0.779990</td>\n",
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||
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|
||
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|
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||
" <td>-0.691962</td>\n",
|
||
" <td>0.602667</td>\n",
|
||
" <td>-1.177731</td>\n",
|
||
" <td>-0.178861</td>\n",
|
||
" <td>0.779990</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9897</th>\n",
|
||
" <td>0.306528</td>\n",
|
||
" <td>-0.896728</td>\n",
|
||
" <td>-0.691962</td>\n",
|
||
" <td>-1.476644</td>\n",
|
||
" <td>1.146114</td>\n",
|
||
" <td>-0.173178</td>\n",
|
||
" <td>-1.282067</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>9898 rows × 7 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" salary age elevel car zipcode credit brand\n",
|
||
"0 0.926419 -0.271579 -1.395945 0.602667 -0.015808 1.328210 -1.282067\n",
|
||
"1 0.583648 0.751393 -0.691962 0.082839 0.758807 -1.406080 0.779990\n",
|
||
"2 -0.181650 -1.521877 -1.395945 0.775943 -0.790424 -1.379992 -1.282067\n",
|
||
"3 -0.561673 0.069412 0.716002 -0.783540 0.371499 -1.434442 0.779990\n",
|
||
"4 -0.901534 -1.692373 0.716002 0.602667 -0.015808 0.714687 -1.282067\n",
|
||
"... ... ... ... ... ... ... ...\n",
|
||
"9893 0.071865 1.433374 -0.691962 1.295770 1.533422 0.229580 0.779990\n",
|
||
"9894 1.175020 1.433374 0.012020 -0.610264 -0.015808 0.934514 0.779990\n",
|
||
"9895 0.343598 0.921888 0.012020 0.775943 -1.565039 1.034892 0.779990\n",
|
||
"9896 -1.720236 -1.465046 -0.691962 0.602667 -1.177731 -0.178861 0.779990\n",
|
||
"9897 0.306528 -0.896728 -0.691962 -1.476644 1.146114 -0.173178 -1.282067\n",
|
||
"\n",
|
||
"[9898 rows x 7 columns]"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"scale_dataframe(df_scaled)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "810853d6",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"from sklearn.model_selection import cross_val_score\n",
|
||
"from sklearn.metrics import accuracy_score\n",
|
||
"from sklearn.ensemble import RandomForestClassifier # You can replace this with the model of your choice"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "088336e5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def run_prediction_model(df):\n",
|
||
" # Assuming the last column is the label\n",
|
||
" X = df.iloc[:, :-1] # Features\n",
|
||
" y = df.iloc[:, -1] # Label\n",
|
||
"\n",
|
||
" # Split the data into training and testing sets\n",
|
||
" X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
|
||
"\n",
|
||
" # Initialize your model (replace RandomForestClassifier with the model of your choice)\n",
|
||
" model = RandomForestClassifier()\n",
|
||
"\n",
|
||
" # Train the model\n",
|
||
" model.fit(X_train, y_train)\n",
|
||
"\n",
|
||
" # Make predictions on the test set\n",
|
||
" y_pred = model.predict(X_test)\n",
|
||
"\n",
|
||
" # Evaluate the model (you can customize this based on your problem)\n",
|
||
" accuracy = accuracy_score(y_test, y_pred)\n",
|
||
" print(f'Accuracy: {accuracy}')\n",
|
||
"\n",
|
||
" # Optionally, you can perform cross-validation\n",
|
||
" cross_val_scores = cross_val_score(model, X, y, cv=5) # 5-fold cross-validation\n",
|
||
" print(f'Cross-Validation Scores: {cross_val_scores}')\n",
|
||
" print(f'Mean Cross-Validation Score: {cross_val_scores.mean()}')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"id": "0d672f97",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Accuracy: 0.9202020202020202\n",
|
||
"Cross-Validation Scores: [0.92070707 0.92373737 0.92929293 0.9201617 0.91460334]\n",
|
||
"Mean Cross-Validation Score: 0.921700481316449\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"run_prediction_model(df)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "cf72229c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Predict with a sample df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"id": "84b3eece",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.ensemble import RandomForestClassifier "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"id": "d982dc6b",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def run_multi_column_prediction_model(df):\n",
|
||
" # Initialize your model (replace RandomForestClassifier with the model of your choice)\n",
|
||
" model = RandomForestClassifier()\n",
|
||
"\n",
|
||
" for column in df.columns[:-1]: # Exclude the last column, assumed to be the label\n",
|
||
" print(f'\\nTraining and evaluating model for predicting: {column}')\n",
|
||
"\n",
|
||
" # Features and label\n",
|
||
" X = df.drop(column, axis=1) # Features\n",
|
||
" y = df[column] # Label\n",
|
||
"\n",
|
||
" # Split the data into training and testing sets\n",
|
||
" X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
|
||
"\n",
|
||
" # Train the model\n",
|
||
" model.fit(X_train, y_train)\n",
|
||
"\n",
|
||
" # Make predictions on the test set\n",
|
||
" y_pred = model.predict(X_test)\n",
|
||
"\n",
|
||
" # Evaluate the model (you can customize this based on your problem)\n",
|
||
" accuracy = accuracy_score(y_test, y_pred)\n",
|
||
" print(f'Accuracy: {accuracy}')\n",
|
||
"\n",
|
||
" # Optionally, you can perform cross-validation\n",
|
||
" cross_val_scores = cross_val_score(model, X, y, cv=5) # 5-fold cross-validation\n",
|
||
" print(f'Cross-Validation Scores: {cross_val_scores}')\n",
|
||
" print(f'Mean Cross-Validation Score: {cross_val_scores.mean()}')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"id": "14ea9841",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.tree import plot_tree"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"id": "cffe1ad1",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def run_multi_column_prediction_model_with_tree_plot(df):\n",
|
||
" # Initialize your model (replace RandomForestClassifier with the model of your choice)\n",
|
||
" model = RandomForestClassifier()\n",
|
||
"\n",
|
||
" for column in df.columns[:-1]: # Exclude the last column, assumed to be the label\n",
|
||
" print(f'\\nTraining and evaluating model for predicting: {column}')\n",
|
||
"\n",
|
||
" # Features and label\n",
|
||
" X = df.drop(column, axis=1) # Features\n",
|
||
" y = df[column] # Label\n",
|
||
"\n",
|
||
" # Split the data into training and testing sets\n",
|
||
" X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
|
||
"\n",
|
||
" # Train the model\n",
|
||
" model.fit(X_train, y_train)\n",
|
||
"\n",
|
||
" # Make predictions on the test set\n",
|
||
" y_pred = model.predict(X_test)\n",
|
||
"\n",
|
||
" # Plot one of the trees in the forest (you can customize this)\n",
|
||
" plt.figure(figsize=(12, 8))\n",
|
||
" plot_tree(model.estimators_[0], feature_names=X.columns, class_names=[str(c) for c in model.classes_], filled=True)\n",
|
||
" plt.title(f'Decision Tree for predicting: {column}')\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
" # Rest of the evaluation can remain the same\n",
|
||
" # Evaluate the model (you can customize this based on your problem)\n",
|
||
" accuracy = accuracy_score(y_test, y_pred)\n",
|
||
" print(f'Accuracy: {accuracy}')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"id": "c5243c59",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Training and evaluating model for predicting: salary\n"
|
||
]
|
||
},
|
||
{
|
||
"ename": "ValueError",
|
||
"evalue": "Unknown label type: 'continuous'",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
|
||
"\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
|
||
"Input \u001b[1;32mIn [32]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mrun_multi_column_prediction_model_with_tree_plot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf\u001b[49m\u001b[43m)\u001b[49m\n",
|
||
"Input \u001b[1;32mIn [31]\u001b[0m, in \u001b[0;36mrun_multi_column_prediction_model_with_tree_plot\u001b[1;34m(df)\u001b[0m\n\u001b[0;32m 13\u001b[0m X_train, X_test, y_train, y_test \u001b[38;5;241m=\u001b[39m train_test_split(X, y, test_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.2\u001b[39m, random_state\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m42\u001b[39m)\n\u001b[0;32m 15\u001b[0m \u001b[38;5;66;03m# Train the model\u001b[39;00m\n\u001b[1;32m---> 16\u001b[0m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 18\u001b[0m \u001b[38;5;66;03m# Make predictions on the test set\u001b[39;00m\n\u001b[0;32m 19\u001b[0m y_pred \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mpredict(X_test)\n",
|
||
"File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:367\u001b[0m, in \u001b[0;36mBaseForest.fit\u001b[1;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[0;32m 360\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 361\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSum of y is not strictly positive which \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 362\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mis necessary for Poisson regression.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 363\u001b[0m )\n\u001b[0;32m 365\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_outputs_ \u001b[38;5;241m=\u001b[39m y\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m--> 367\u001b[0m y, expanded_class_weight \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_y_class_weight\u001b[49m\u001b[43m(\u001b[49m\u001b[43my\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 369\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(y, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m!=\u001b[39m DOUBLE \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m y\u001b[38;5;241m.\u001b[39mflags\u001b[38;5;241m.\u001b[39mcontiguous:\n\u001b[0;32m 370\u001b[0m y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mascontiguousarray(y, dtype\u001b[38;5;241m=\u001b[39mDOUBLE)\n",
|
||
"File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:734\u001b[0m, in \u001b[0;36mForestClassifier._validate_y_class_weight\u001b[1;34m(self, y)\u001b[0m\n\u001b[0;32m 733\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_validate_y_class_weight\u001b[39m(\u001b[38;5;28mself\u001b[39m, y):\n\u001b[1;32m--> 734\u001b[0m \u001b[43mcheck_classification_targets\u001b[49m\u001b[43m(\u001b[49m\u001b[43my\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 736\u001b[0m y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mcopy(y)\n\u001b[0;32m 737\u001b[0m expanded_class_weight \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n",
|
||
"File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\multiclass.py:197\u001b[0m, in \u001b[0;36mcheck_classification_targets\u001b[1;34m(y)\u001b[0m\n\u001b[0;32m 189\u001b[0m y_type \u001b[38;5;241m=\u001b[39m type_of_target(y)\n\u001b[0;32m 190\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m y_type \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m [\n\u001b[0;32m 191\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbinary\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 192\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmulticlass\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 195\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmultilabel-sequences\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 196\u001b[0m ]:\n\u001b[1;32m--> 197\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnknown label type: \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m y_type)\n",
|
||
"\u001b[1;31mValueError\u001b[0m: Unknown label type: 'continuous'"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"run_multi_column_prediction_model_with_tree_plot(df)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "cd637808",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.12"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|