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March 2, 2022 00:31
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Generates rapid, exploratory dataframe reports
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| import pandas as pd | |
| import pandas_profiling | |
| # Create small df | |
| data = {"name": ["Hugo", "Ville"], "city": ["Sydney", "SF"]} | |
| df = pd.DataFrame(data) | |
| # Create report and save to file | |
| profile = pandas_profiling.ProfileReport(df) | |
| profile.to_file("df_report.html") | |
| # Create somewhere larger df | |
| url = "https://raw.githubusercontent.com/GokuMohandas/MadeWithML/main/datasets/titanic.csv" | |
| df = pd.read_csv(url, header=0) | |
| # Create report and save to file | |
| profile = pandas_profiling.ProfileReport(df, minimal=True) | |
| profile.to_file("titanic_report.html") | |
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| <!doctype html><html lang=en><head><meta charset=utf-8><meta name=viewport content="width=device-width, initial-scale=1, shrink-to-fit=no"><meta name=description content="Profile report generated with the `pandas-profiling` Python package"><meta name=author content="Simon Brugman and the open source community."><meta name=generator content="Pandas Profiling v3.1.0"><meta name=url content=https://github.com/pandas-profiling/pandas-profiling><meta name=date content="2022-03-02 00:23:06.660654"><title>Pandas Profiling Report</title><style> | |
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| /*# sourceMappingURL=bootstrap-theme.min.css.map */ </style><style>body { | |
| padding-top: 80px; | |
| } | |
| .content .container-fluid{ | |
| margin-left: 20px !important; | |
| margin-right: 20px !important; | |
| margin-bottom: 20px; | |
| } | |
| .page-header{ | |
| border:0 !important; | |
| } | |
| .row.variable, .section-items > .row { | |
| border: 1px solid #e1e1e8; | |
| border-top: hidden; | |
| } | |
| .row.spacing{ | |
| padding: 2em 1em; | |
| } | |
| .row.header { | |
| border-bottom: 1px solid #e1e1e8; | |
| /*background-color: #f5f5f5;*/ | |
| padding-left: 2em; | |
| } | |
| .dl-horizontal dt { | |
| text-align: left; | |
| padding-right: 1em; | |
| white-space: normal; | |
| } | |
| .dl-horizontal dd { | |
| margin-left: 0; | |
| } | |
| .col-md-12 { | |
| padding-left: 2em; | |
| } | |
| .indent { | |
| margin-left: 1em; | |
| } | |
| .center-img { | |
| margin-left: auto !important; | |
| margin-right: auto !important; | |
| display: block; | |
| } | |
| /* Table example_values */ | |
| table.example_values { | |
| border: 0; | |
| } | |
| .example_values th { | |
| border: 0; | |
| padding: 0; | |
| color: #555; | |
| font-weight: 600; | |
| } | |
| .example_values tr, .example_values td { | |
| border: 0; | |
| padding: 0; | |
| color: #555; | |
| } | |
| /* STATS */ | |
| table.stats, table.sample, table.duplicate{ | |
| border: 0; | |
| } | |
| .stats tr, .sample tr, .duplicate tr { | |
| border: 0; | |
| } | |
| .stats th, .stats td{ | |
| color: #555; | |
| border: 0; | |
| } | |
| .stats th { | |
| padding: 0 2em 0 0; | |
| font-weight: 600; | |
| } | |
| .stats td { | |
| padding: 1px; | |
| } | |
| /* Sample table */ | |
| table.sample, table.duplicate{ | |
| margin-bottom: 2em; | |
| margin-left: 1em; | |
| } | |
| .sample td, .sample th, .duplicate td, .duplicate th { | |
| padding: 0.5em; | |
| white-space: nowrap; | |
| border: 0; | |
| } | |
| .sample thead, .duplicate thead { | |
| border-top: 0; | |
| border-bottom: 2px solid #ddd; | |
| } | |
| .sample td, .duplicate td { | |
| width: 100%; | |
| } | |
| /* There is no good solution available to make the divs equal height and then center ... */ | |
| .histogram { | |
| margin-top: 3em; | |
| } | |
| /* Freq table */ | |
| table.freq { | |
| margin-bottom: 2em; | |
| border: 0; | |
| } | |
| table.freq th, table.freq tr, table.freq td { | |
| border: 0; | |
| padding: 0; | |
| } | |
| .freq thead { | |
| font-weight: 600; | |
| white-space: nowrap; | |
| overflow: hidden; | |
| text-overflow: ellipsis; | |
| } | |
| /* Freq mini */ | |
| .freq.mini td { | |
| width: 50%; | |
| padding: 1px; | |
| font-size: 12px; | |
| } | |
| table.freq.mini { | |
| width: 100%; | |
| } | |
| .freq.mini th { | |
| overflow: hidden; | |
| text-overflow: ellipsis; | |
| white-space: nowrap; | |
| max-width: 5em; | |
| font-weight: 400; | |
| text-align: right; | |
| padding-right: 0.5em; | |
| } | |
| /* Message classes */ | |
| .missing { | |
| color: #a94442; | |
| } | |
| .alert, .alert > th, .alert > td { | |
| color: #a94442; | |
| } | |
| .ignore { | |
| opacity: 0.4; | |
| } | |
| /* Bars in tables */ | |
| .freq.table{ | |
| table-layout: fixed; | |
| } | |
| .freq:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){ | |
| width: auto; | |
| max-width: none; | |
| white-space: nowrap; | |
| overflow: hidden; | |
| text-overflow: ellipsis; | |
| } | |
| .freq:not(.mini) tr td:nth-child(2), .freq:not(.mini) tr td:nth-child(3), .freq:not(.mini) tr th:nth-child(2), .freq:not(.mini) tr th:nth-child(3){ | |
| width: 100px; | |
| text-align: right; | |
| } | |
| .freq:not(.mini) tr td:nth-child(4), .freq:not(.mini) tr th:nth-child(4){ | |
| width:200px; | |
| } | |
| .freq .bar { | |
| float: left; | |
| width: 0; | |
| height: 100%; | |
| line-height: 20px; | |
| color: #fff; | |
| text-align: center; | |
| background-color: #337ab7; | |
| border-radius: 3px; | |
| margin-right: 4px; | |
| } | |
| .other .bar { | |
| background-color: #999; | |
| } | |
| .missing .bar { | |
| background-color: #a94442; | |
| } | |
| .tooltip-inner { | |
| width: 100%; | |
| white-space: nowrap; | |
| text-align: left; | |
| } | |
| .extrapadding { | |
| padding: 2em; | |
| } | |
| .variable .h4 { | |
| text-overflow: ellipsis; | |
| display:inline-block; | |
| width: calc(90%); /* The trick is here! */ | |
| overflow:hidden; | |
| } | |
| .variable.ignore .h4{ | |
| text-decoration: line-through; | |
| } | |
| .table-responsive{ | |
| overflow: scroll; | |
| width: 100%; | |
| overflow-y: hidden; | |
| } | |
| .img-responsive{ | |
| max-width: 99%; | |
| } | |
| .footer-text{ | |
| padding:20px; | |
| } | |
| table.list-warnings td{ | |
| padding-right:10px; | |
| } | |
| a.anchor-pos { | |
| display: block; | |
| position: relative; | |
| top: -70px; | |
| visibility: hidden; | |
| } | |
| a.anchor-pos-variable{ | |
| /*top: -70px;*/ | |
| } | |
| #sample-container, #duplicate-container{ | |
| overflow: auto; | |
| width: 100%; | |
| overflow-y: hidden; | |
| } | |
| #overview-content td, #overview-content th{ | |
| border-top: 0; | |
| line-height: 1; | |
| } | |
| .variable-description{ | |
| color: #777; | |
| font-size: 10pt; | |
| margin-top: 10px; | |
| font-style: italic; | |
| } | |
| select.multiple{ | |
| width: 180px; | |
| height: 500px; | |
| margin: 10px 0; | |
| } | |
| .named-list-item{ | |
| padding: 1em; | |
| } | |
| /* not printing tabs */ | |
| @media print { | |
| .tab-content > .tab-pane, .collapse { | |
| display: block !important; | |
| opacity: 1 !important; | |
| visibility: visible !important; | |
| /*page-break-after: always;*/ | |
| page-break-after: right; | |
| page-break-before: avoid; | |
| } | |
| .nav-pills, .nav-tabs, button[data-toggle="collapse"], .mini, .col-sm-3 img { | |
| display:none !important; | |
| } | |
| a[download="config.yml"]:after { | |
| content: none !important; | |
| } | |
| .row { | |
| border: 0 !important; | |
| } | |
| } | |
| .text-placeholder { | |
| display: inline-block; | |
| background-color: #444; | |
| height: 12px; | |
| border-radius: 100px; | |
| margin: 5px 0; | |
| min-width: 200px; | |
| opacity: .1; | |
| }</style></head><body><a class=anchor-pos id=top></a><nav class="navbar navbar-default navbar-fixed-top"><div class=container-fluid><div class=navbar-header><button type=button class="navbar-toggle collapsed" data-toggle=collapse data-target=#navbar aria-expanded=false aria-controls=navbar><span class=sr-only>Toggle navigation</span><span class=icon-bar></span><span class=icon-bar></span><span class=icon-bar></span></button><a class="navbar-brand anchor" href=#top>Pandas Profiling Report</a></div><div id=navbar class="navbar-collapse collapse"><ul class="nav navbar-nav navbar-right"><li><a class=anchor href=#overview>Overview</a></li><li><a class=anchor href=#variables>Variables</a></li><li><a class=anchor href=#correlations>Correlations</a></li><li><a class=anchor href=#missing>Missing values</a></li><li><a class=anchor 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>6</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>2</td></tr><tr><th>Number of observations</th><td>2</td></tr><tr><th>Missing cells</th><td>0</td></tr><tr><th>Missing cells (%)</th><td>0.0%</td></tr><tr><th>Duplicate rows</th><td>0</td></tr><tr><th>Duplicate rows (%)</th><td>0.0%</td></tr><tr><th>Total size in memory</th><td>160.0 B</td></tr><tr><th>Average record size in memory</th><td>80.0 B</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Variable types</p><table class="table table-condensed stats"><tbody><tr><th>Categorical</th><td>2</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-alerts><table class="table table-condensed list-warnings"><p class=h4>Alerts</p><tr style=border-top:0><td><a class=anchor href=#pp_var_-5025848853708100240><code>city</code></a> is highly correlated with <code>name</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a class=anchor href=#pp_var_2049366773670240537><code>name</code></a> is highly correlated with <code>city</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a class=anchor href=#pp_var_2049366773670240537><code>name</code></a> is uniformly distributed </td><td><span class="label label-primary">Uniform</span></td></tr><tr><td><a class=anchor href=#pp_var_-5025848853708100240><code>city</code></a> is uniformly distributed </td><td><span class="label label-primary">Uniform</span></td></tr><tr><td><a class=anchor href=#pp_var_2049366773670240537><code>name</code></a> has unique values </td><td><span class="label label-primary">Unique</span></td></tr><tr><td><a class=anchor href=#pp_var_-5025848853708100240><code>city</code></a> has unique values </td><td><span class="label label-primary">Unique</span></td></tr></table></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>2022-03-02 00:23:06.660654</td></tr><tr><th>Analysis finished</th><td>2022-03-02 00:23:08.179646</td></tr><tr><th>Duration</th><td>1.52 second</td></tr><tr><th>Software version</th><td><a href=https://github.com/pandas-profiling/pandas-profiling>pandas-profiling v3.1.0</a></td></tr><tr><th>Download configuration</th><td><a download=config.json href="data:text/plain;charset=utf-8,%7B%22title%22%3A%20%22Pandas%20Profiling%20Report%22%2C%20%22dataset%22%3A%20%7B%22description%22%3A%20%22%22%2C%20%22creator%22%3A%20%22%22%2C%20%22author%22%3A%20%22%22%2C%20%22copyright_holder%22%3A%20%22%22%2C%20%22copyright_year%22%3A%20%22%22%2C%20%22url%22%3A%20%22%22%7D%2C%20%22variables%22%3A%20%7B%22descriptions%22%3A%20%7B%7D%7D%2C%20%22infer_dtypes%22%3A%20true%2C%20%22show_variable_description%22%3A%20true%2C%20%22pool_size%22%3A%200%2C%20%22progress_bar%22%3A%20true%2C%20%22vars%22%3A%20%7B%22num%22%3A%20%7B%22quantiles%22%3A%20%5B0.05%2C%200.25%2C%200.5%2C%200.75%2C%200.95%5D%2C%20%22skewness_threshold%22%3A%2020%2C%20%22low_categorical_threshold%22%3A%205%2C%20%22chi_squared_threshold%22%3A%200.999%7D%2C%20%22cat%22%3A%20%7B%22length%22%3A%20true%2C%20%22characters%22%3A%20true%2C%20%22words%22%3A%20true%2C%20%22cardinality_threshold%22%3A%2050%2C%20%22n_obs%22%3A%205%2C%20%22chi_squared_threshold%22%3A%200.999%2C%20%22coerce_str_to_date%22%3A%20false%2C%20%22redact%22%3A%20false%2C%20%22histogram_largest%22%3A%2050%7D%2C%20%22image%22%3A%20%7B%22active%22%3A%20false%2C%20%22exif%22%3A%20true%2C%20%22hash%22%3A%20true%7D%2C%20%22bool%22%3A%20%7B%22n_obs%22%3A%203%2C%20%22mappings%22%3A%20%7B%22t%22%3A%20true%2C%20%22f%22%3A%20false%2C%20%22yes%22%3A%20true%2C%20%22no%22%3A%20false%2C%20%22y%22%3A%20true%2C%20%22n%22%3A%20false%2C%20%22true%22%3A%20true%2C%20%22false%22%3A%20false%7D%7D%2C%20%22path%22%3A%20%7B%22active%22%3A%20false%7D%2C%20%22file%22%3A%20%7B%22active%22%3A%20false%7D%2C%20%22url%22%3A%20%7B%22active%22%3A%20false%7D%7D%2C%20%22sort%22%3A%20null%2C%20%22missing_diagrams%22%3A%20%7B%22bar%22%3A%20true%2C%20%22matrix%22%3A%20true%2C%20%22dendrogram%22%3A%20true%2C%20%22heatmap%22%3A%20true%7D%2C%20%22correlations%22%3A%20%7B%22spearman%22%3A%20%7B%22key%22%3A%20%22spearman%22%2C%20%22calculate%22%3A%20true%2C%20%22warn_high_correlations%22%3A%2010%2C%20%22threshold%22%3A%200.5%7D%2C%20%22pearson%22%3A%20%7B%22key%22%3A%20%22pearson%22%2C%20%22calculate%22%3A%20true%2C%20%22warn_high_correlations%22%3A%2010%2C%20%22threshold%22%3A%200.5%7D%2C%20%22kendall%22%3A%20%7B%22key%22%3A%20%22kendall%22%2C%20%22calculate%22%3A%20true%2C%20%22warn_high_correlations%22%3A%2010%2C%20%22threshold%22%3A%200.5%7D%2C%20%22cramers%22%3A%20%7B%22key%22%3A%20%22cramers%22%2C%20%22calculate%22%3A%20true%2C%20%22warn_high_correlations%22%3A%2010%2C%20%22threshold%22%3A%200.5%7D%2C%20%22phi_k%22%3A%20%7B%22key%22%3A%20%22phi_k%22%2C%20%22calculate%22%3A%20true%2C%20%22warn_high_correlations%22%3A%2010%2C%20%22threshold%22%3A%200.5%7D%7D%2C%20%22interactions%22%3A%20%7B%22continuous%22%3A%20true%2C%20%22targets%22%3A%20%5B%5D%7D%2C%20%22categorical_maximum_correlation_distinct%22%3A%20100%2C%20%22memory_deep%22%3A%20false%2C%20%22plot%22%3A%20%7B%22missing%22%3A%20%7B%22force_labels%22%3A%20true%2C%20%22cmap%22%3A%20%22RdBu%22%7D%2C%20%22image_format%22%3A%20%22svg%22%2C%20%22correlation%22%3A%20%7B%22cmap%22%3A%20%22RdBu%22%2C%20%22bad%22%3A%20%22%23000000%22%7D%2C%20%22dpi%22%3A%20800%2C%20%22histogram%22%3A%20%7B%22bins%22%3A%2050%2C%20%22max_bins%22%3A%20250%2C%20%22x_axis_labels%22%3A%20true%7D%2C%20%22scatter_threshold%22%3A%201000%2C%20%22pie%22%3A%20%7B%22max_unique%22%3A%2010%7D%7D%2C%20%22duplicates%22%3A%20%7B%22head%22%3A%2010%2C%20%22key%22%3A%20%22%23%20duplicates%22%7D%2C%20%22samples%22%3A%20%7B%22head%22%3A%2010%2C%20%22tail%22%3A%2010%2C%20%22random%22%3A%200%7D%2C%20%22reject_variables%22%3A%20true%2C%20%22n_obs_unique%22%3A%2010%2C%20%22n_freq_table_max%22%3A%2010%2C%20%22n_extreme_obs%22%3A%2010%2C%20%22report%22%3A%20%7B%22precision%22%3A%2010%7D%2C%20%22html%22%3A%20%7B%22style%22%3A%20%7B%22primary_color%22%3A%20%22%23337ab7%22%2C%20%22logo%22%3A%20%22%22%2C%20%22theme%22%3A%20null%7D%2C%20%22navbar_show%22%3A%20true%2C%20%22minify_html%22%3A%20true%2C%20%22use_local_assets%22%3A%20true%2C%20%22inline%22%3A%20true%2C%20%22assets_prefix%22%3A%20null%2C%20%22assets_path%22%3A%20null%2C%20%22full_width%22%3A%20false%7D%2C%20%22notebook%22%3A%20%7B%22iframe%22%3A%20%7B%22height%22%3A%20%22800px%22%2C%20%22width%22%3A%20%22100%25%22%2C%20%22attribute%22%3A%20%22srcdoc%22%7D%7D%7D">config.json</a></td></tr></tbody></table></div></div></div></div></div><div class="row header"><a class=anchor-pos id=variables></a><h1 class=page-header>Variables</h1></div><div class=section-items><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_2049366773670240537></a><div class=variable><div class=col-sm-3><p class=h4 title=name><a href=#pp_var_2049366773670240537>name</a><br><small>Categorical</small></p><code><abbr title="This variable has a high correlation with 1 fields: city">HIGH CORRELATION</abbr></code><br><code>UNIFORM</code><br><code>UNIQUE</code><br><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr class=alert><th>Distinct</th><td>2</td></tr><tr class=alert><th>Distinct (%)</th><td>100.0%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>144.0 B</td></tr></tbody></table></div><div class=col-sm-6><div class="col-sm- collapse in" id=minifreqtable><table class="mini freq"><tr class><th width=50%> Hugo </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 1 </div></td></tr><tr class><th width=50%> Ville </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 1 </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-2049366773670240537, #minifreqtable2049366773670240537" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom-2049366773670240537 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#2049366773670240537bottom-2049366773670240537overview aria-controls=2049366773670240537bottom-2049366773670240537overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#2049366773670240537bottom-2049366773670240537string aria-controls=2049366773670240537bottom-2049366773670240537string role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#2049366773670240537bottom-2049366773670240537word aria-controls=2049366773670240537bottom-2049366773670240537word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#2049366773670240537bottom-2049366773670240537characters aria-controls=2049366773670240537bottom-2049366773670240537characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=2049366773670240537bottom-2049366773670240537overview><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>5</td></tr><tr><th>Median length</th><td>4.5</td></tr><tr><th>Mean length</th><td>4.5</td></tr><tr><th>Min length</th><td>4</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>0</td></tr><tr><th>Distinct characters</th><td>0</td></tr><tr><th>Distinct categories</th><td>0 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category target=_blank><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>0 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode target=_blank><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>0 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block target=_blank><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 class=alert><th>Unique</th><td>2 <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 class=alert><th>Unique (%)</th><td>100.0%</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>Hugo</td></tr><tr><th>2nd row</th><td>Ville</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=2049366773670240537bottom-2049366773670240537string><div class=row><div class=col-sm-4><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Hugo>Hugo</td><td>1</td><td><div class=bar style=width:100.0%> 50.0% </div></td></tr><tr class><td title=Ville>Ville</td><td>1</td><td><div class=bar style=width:100.0%> 50.0% </div></td></tr></tbody></table></div><div class=col-sm-4><h4>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" | |
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| Q 266 3072 433 3567 | |
| Q 600 4063 929 4331 | |
| Q 1259 4600 1759 4600 | |
| Q 2128 4600 2406 4451 | |
| Q 2684 4303 2865 4023 | |
| Q 3047 3744 3150 3342 | |
| Q 3253 2941 3253 2259 | |
| Q 3253 1453 3087 958 | |
| Q 2922 463 2592 192 | |
| Q 2263 -78 1759 -78 | |
| Q 1097 -78 719 397 | |
| Q 266 969 266 2259 | |
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| M 844 2259 | |
| Q 844 1131 1108 757 | |
| Q 1372 384 1759 384 | |
| Q 2147 384 2411 759 | |
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| Q 2113 2306 2375 2664 | |
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| Q 2638 3675 2398 3904 | |
| Q 2159 4134 1775 4134 | |
| Q 1369 4134 1125 3890 | |
| Q 881 3647 878 3216 | |
| L 300 3275 | |
| Q 359 3922 746 4261 | |
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| Q 2447 4600 2831 4234 | |
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| Q 3216 3053 3103 2787 | |
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| Q 1091 -78 675 323 | |
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| Q 713 2375 1131 2484 | |
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| M 1019 3438 | |
| Q 1019 3113 1228 2906 | |
| Q 1438 2700 1772 2700 | |
| Q 2097 2700 2305 2904 | |
| Q 2513 3109 2513 3406 | |
| Q 2513 3716 2298 3927 | |
| Q 2084 4138 1766 4138 | |
| Q 1444 4138 1231 3931 | |
| Q 1019 3725 1019 3438 | |
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| M 838 1322 | |
| Q 838 1081 952 856 | |
| Q 1066 631 1291 507 | |
| Q 1516 384 1775 384 | |
| Q 2178 384 2440 643 | |
| Q 2703 903 2703 1303 | |
| Q 2703 1709 2433 1975 | |
| Q 2163 2241 1756 2241 | |
| Q 1359 2241 1098 1978 | |
| Q 838 1716 838 1322 | |
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| Q 922 819 1161 601 | |
| Q 1400 384 1738 384 | |
| Q 2144 384 2425 690 | |
| Q 2706 997 2706 1503 | |
| Q 2706 1984 2436 2262 | |
| Q 2166 2541 1728 2541 | |
| Q 1456 2541 1237 2417 | |
| Q 1019 2294 894 2097 | |
| L 366 2166 | |
| L 809 4519 | |
| L 3088 4519 | |
| L 3088 3981 | |
| L 1259 3981 | |
| L 1013 2750 | |
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| Q 3303 2206 3303 1553 | |
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| M 847 1978 | |
| L 2700 1978 | |
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| Q 875 2413 847 1978 | |
| z | |
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| L 2538 353 | |
| Q 2406 169 2170 47 | |
| Q 1934 -75 1669 -75 | |
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| Q 225 869 225 1691 | |
| Q 225 2191 398 2587 | |
| Q 572 2984 901 3189 | |
| Q 1231 3394 1625 3394 | |
| Q 2241 3394 2594 2875 | |
| L 2594 3319 | |
| L 3100 3319 | |
| L 3100 -1272 | |
| L 2538 -1272 | |
| z | |
| M 803 1669 | |
| Q 803 1028 1072 708 | |
| Q 1341 388 1716 388 | |
| Q 2075 388 2334 692 | |
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| Q 2047 2950 1678 2950 | |
| Q 1313 2950 1058 2639 | |
| Q 803 2328 803 1669 | |
| z | |
| "/><path id=ArialMT-75 transform=scale(0.015625) d="M 2597 0 | |
| L 2597 488 | |
| Q 2209 -75 1544 -75 | |
| Q 1250 -75 995 37 | |
| Q 741 150 617 320 | |
| Q 494 491 444 738 | |
| Q 409 903 409 1263 | |
| L 409 3319 | |
| L 972 3319 | |
| L 972 1478 | |
| Q 972 1038 1006 884 | |
| Q 1059 663 1231 536 | |
| Q 1403 409 1656 409 | |
| Q 1909 409 2131 539 | |
| Q 2353 669 2445 892 | |
| Q 2538 1116 2538 1541 | |
| L 2538 3319 | |
| L 3100 3319 | |
| L 3100 0 | |
| L 2597 0 | |
| z | |
| "/><path id=ArialMT-6e transform=scale(0.015625) d="M 422 0 | |
| L 422 3319 | |
| L 928 3319 | |
| L 928 2847 | |
| Q 1294 3394 1984 3394 | |
| Q 2284 3394 2536 3286 | |
| Q 2788 3178 2913 3003 | |
| Q 3038 2828 3088 2588 | |
| Q 3119 2431 3119 2041 | |
| L 3119 0 | |
| L 2556 0 | |
| L 2556 2019 | |
| Q 2556 2363 2490 2533 | |
| Q 2425 2703 2258 2804 | |
| Q 2091 2906 1866 2906 | |
| Q 1506 2906 1245 2678 | |
| Q 984 2450 984 1813 | |
| L 984 0 | |
| L 422 0 | |
| z | |
| "/><path id=ArialMT-63 transform=scale(0.015625) d="M 2588 1216 | |
| L 3141 1144 | |
| Q 3050 572 2676 248 | |
| Q 2303 -75 1759 -75 | |
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| Q 250 816 250 1647 | |
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| Q 2303 3394 2647 3120 | |
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| L 2541 2259 | |
| Q 2463 2594 2264 2762 | |
| Q 2066 2931 1784 2931 | |
| Q 1359 2931 1093 2626 | |
| Q 828 2322 828 1663 | |
| Q 828 994 1084 691 | |
| Q 1341 388 1753 388 | |
| Q 2084 388 2306 591 | |
| Q 2528 794 2588 1216 | |
| z | |
| "/><path id=ArialMT-79 transform=scale(0.015625) d="M 397 -1278 | |
| L 334 -750 | |
| Q 519 -800 656 -800 | |
| Q 844 -800 956 -737 | |
| Q 1069 -675 1141 -563 | |
| Q 1194 -478 1313 -144 | |
| Q 1328 -97 1363 -6 | |
| L 103 3319 | |
| L 709 3319 | |
| L 1400 1397 | |
| Q 1534 1031 1641 628 | |
| Q 1738 1016 1872 1384 | |
| L 2581 3319 | |
| L 3144 3319 | |
| L 1881 -56 | |
| Q 1678 -603 1566 -809 | |
| Q 1416 -1088 1222 -1217 | |
| Q 1028 -1347 759 -1347 | |
| Q 597 -1347 397 -1278 | |
| z | |
| "/></defs><use xlink:href=#ArialMT-46 /><use xlink:href=#ArialMT-72 x=61.083984 /><use xlink:href=#ArialMT-65 x=94.384766 /><use xlink:href=#ArialMT-71 x=150 /><use xlink:href=#ArialMT-75 x=205.615234 /><use xlink:href=#ArialMT-65 x=261.230469 /><use xlink:href=#ArialMT-6e x=316.845703 /><use xlink:href=#ArialMT-63 x=372.460938 /><use xlink:href=#ArialMT-79 x=422.460938 /></g></g></g><g id=patch_3><path d="M 66.233182 250.726458 | |
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href=#2049366773670240537unicode-2049366773670240537characters aria-controls=2049366773670240537unicode-2049366773670240537characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#2049366773670240537unicode-2049366773670240537categories aria-controls=2049366773670240537unicode-2049366773670240537categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#2049366773670240537unicode-2049366773670240537scripts aria-controls=2049366773670240537unicode-2049366773670240537scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#2049366773670240537unicode-2049366773670240537blocks aria-controls=2049366773670240537unicode-2049366773670240537blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=2049366773670240537unicode-2049366773670240537characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr><td colspan=3>No values found.</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=2049366773670240537unicode-2049366773670240537categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr><td colspan=3>No values found.</td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4></div></div><div role=tabpanel class="tab-pane col-sm-12" id=2049366773670240537unicode-2049366773670240537scripts><div class="row named-list-item"><h4>Most occurring scripts</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr><td colspan=3>No values found.</td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per script</h4></div></div><div role=tabpanel class="tab-pane col-sm-12" id=2049366773670240537unicode-2049366773670240537blocks><div class="row named-list-item"><h4>Most occurring blocks</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr><td colspan=3>No values found.</td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per block</h4></div></div></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-5025848853708100240></a><div class=variable><div class=col-sm-3><p class=h4 title=city><a href=#pp_var_-5025848853708100240>city</a><br><small>Categorical</small></p><code><abbr title="This variable has a high correlation with 1 fields: name">HIGH CORRELATION</abbr></code><br><code>UNIFORM</code><br><code>UNIQUE</code><br><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr class=alert><th>Distinct</th><td>2</td></tr><tr class=alert><th>Distinct (%)</th><td>100.0%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>144.0 B</td></tr></tbody></table></div><div class=col-sm-6><div class="col-sm- collapse in" id=minifreqtable><table class="mini freq"><tr class><th width=50%> Sydney </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 1 </div></td></tr><tr class><th width=50%> SF </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 1 </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--5025848853708100240, #minifreqtable-5025848853708100240" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom--5025848853708100240 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-5025848853708100240bottom--5025848853708100240overview aria-controls=-5025848853708100240bottom--5025848853708100240overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#-5025848853708100240bottom--5025848853708100240string aria-controls=-5025848853708100240bottom--5025848853708100240string role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-5025848853708100240bottom--5025848853708100240word aria-controls=-5025848853708100240bottom--5025848853708100240word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#-5025848853708100240bottom--5025848853708100240characters aria-controls=-5025848853708100240bottom--5025848853708100240characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-5025848853708100240bottom--5025848853708100240overview><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>6</td></tr><tr><th>Median length</th><td>4</td></tr><tr><th>Mean length</th><td>4</td></tr><tr><th>Min length</th><td>2</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>0</td></tr><tr><th>Distinct characters</th><td>0</td></tr><tr><th>Distinct categories</th><td>0 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category target=_blank><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>0 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode target=_blank><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>0 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block target=_blank><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 class=alert><th>Unique</th><td>2 <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 class=alert><th>Unique (%)</th><td>100.0%</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>Sydney</td></tr><tr><th>2nd row</th><td>SF</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-5025848853708100240bottom--5025848853708100240string><div class=row><div class=col-sm-4><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Sydney>Sydney</td><td>1</td><td><div class=bar style=width:100.0%> 50.0% </div></td></tr><tr class><td title=SF>SF</td><td>1</td><td><div class=bar 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| Q 1678 -603 1566 -809 | |
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| var waitForJQuery = setInterval(function () { | |
| if (typeof $ != 'undefined') { | |
| $(function() { | |
| $('#toggle-correlation-description').click(function () { | |
| $('.correlation-description').toggle(); | |
| $('.correlation-diagram').toggleClass('col-sm-6').toggleClass('col-sm-12'); | |
| }).click(); | |
| }); | |
| clearInterval(waitForJQuery); | |
| } | |
| }, 10); | |
| </script><div style=display:inline><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#correlations_tab-cramers aria-controls=correlations_tab-cramers role=tab data-toggle=tab>Cramér's V (φc)</a></li><li role=presentation><a href=#correlations_tab-phi_k aria-controls=correlations_tab-phi_k role=tab data-toggle=tab>Phik (φk)</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=correlations_tab-cramers><div class="col-sm-6 correlation-diagram"><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN" | |
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| 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" id=imageb9a1e1b691 x=451.44 y=-47.52 width=13.68 height=269.28 transform="scale(1 -1)translate(0 -269.28)"/><g id=LineCollection_1 /><g id=patch_9><path d="M 451.44 316.8 | |
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| iVBORw0KGgoAAAANSUhEUgAAABMAAAF2CAYAAACMHqORAAABzUlEQVR4nO2cwQ3DMAwD3SL7j9v+0s7A4B4HkBqA6MmiJdtIX5/v93eguA4mdc6bkzrnAn/YuX4gJ4xpXQDzalpzxmKavcn9NDRnJd4syZkXk86ZtjtZxVhMcqcVY5Y04WPtTuKc1QwuUjF6P5M6wLya1qL15qxkckQbSknOvEVb053EmFI7zZt50Jjk4KJ1wE2KiW8POhxwo9O2tmjh7mQt2nnzgRinZc7Zbc2Z9zpajMmuprZoSw4VbBPGpNQ5a5m2rScUc0fX7mfwfMaJzZt5eL0pzpn2xkVdGlyYp21t0e5Y/UCsxJslgwuJSR53xOdNMWbJapLdiXTAMPPwYqodAIoNM45h5jHMB2JeTO0Dszhnw8zFhhnHMPNowdQ+MO+Ekoca0+qAEqOXXHlp9zNx0Za87rAfnGkx0dIgcybG9D5isV99d6xmS9GW5AwV02LO6LmYuGgrVtObM/FJeEbPxVqM3jKGcmIlRhdjzui5WMufdWgdUHMXtP0sFsOk5EUrFVPnjPtCYJh5XAd83jFjdniTXAD15CjF7HHAMMMQz2dnmGmYMcGOvm07j+1neczoD8SGGYcac9t2Ktayn90dmCWrOcw0hpkHivkHL60TkUL+Ls0AAAAASUVORK5CYII=" id=image510a99562d x=451.44 y=-47.52 width=13.68 height=269.28 transform="scale(1 -1)translate(0 -269.28)"/><g id=LineCollection_1 /><g id=patch_9><path d="M 451.44 316.8 | |
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| " style="fill: none"/></g></g></g><defs><clippath id=p81edc08855><rect x=159.84 y=47.52 width=269.28 height=269.28 /></clippath><clippath id=p47ae34545c><rect x=451.44 y=47.52 width=13.464 height=269.28 /></clippath></defs></svg></div><div class="col-sm-6 correlation-description"><div style=padding:20px class=text-muted><h3>Phik (φk)</h3>Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available <a href=https://phik.readthedocs.io/en/latest/index.html>here</a>.</div></div></div></div></div></div></div><div class="row header"><a class=anchor-pos id=missing></a><h1 class=page-header>Missing values</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#missing-bar aria-controls=missing-bar role=tab data-toggle=tab>Count</a></li><li role=presentation><a href=#missing-matrix aria-controls=missing-matrix role=tab data-toggle=tab>Matrix</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=missing-bar><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN" | |
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a,b=n.timers,c=0;for(hb=n.now();c<b.length;c++)a=b[c],a()||b[c]!==a||b.splice(c--,1);b.length||n.fx.stop(),hb=void 0},n.fx.timer=function(a){n.timers.push(a),a()?n.fx.start():n.timers.pop()},n.fx.interval=13,n.fx.start=function(){ib||(ib=a.setInterval(n.fx.tick,n.fx.interval))},n.fx.stop=function(){a.clearInterval(ib),ib=null},n.fx.speeds={slow:600,fast:200,_default:400},n.fn.delay=function(b,c){return b=n.fx?n.fx.speeds[b]||b:b,c=c||"fx",this.queue(c,function(c,d){var e=a.setTimeout(c,b);d.stop=function(){a.clearTimeout(e)}})},function(){var a,b=d.createElement("input"),c=d.createElement("div"),e=d.createElement("select"),f=e.appendChild(d.createElement("option"));c=d.createElement("div"),c.setAttribute("className","t"),c.innerHTML=" <link/><table></table><a href='/a'>a</a><input type='checkbox'/>",a=c.getElementsByTagName("a")[0],b.setAttribute("type","checkbox"),c.appendChild(b),a=c.getElementsByTagName("a")[0],a.style.cssText="top:1px",l.getSetAttribute="t"!==c.className,l.style=/top/.test(a.getAttribute("style")),l.hrefNormalized="/a"===a.getAttribute("href"),l.checkOn=!!b.value,l.optSelected=f.selected,l.enctype=!!d.createElement("form").enctype,e.disabled=!0,l.optDisabled=!f.disabled,b=d.createElement("input"),b.setAttribute("value",""),l.input=""===b.getAttribute("value"),b.value="t",b.setAttribute("type","radio"),l.radioValue="t"===b.value}();var rb=/\r/g,sb=/[\x20\t\r\n\f]+/g;n.fn.extend({val:function(a){var b,c,d,e=this[0];{if(arguments.length)return d=n.isFunction(a),this.each(function(c){var e;1===this.nodeType&&(e=d?a.call(this,c,n(this).val()):a,null==e?e="":"number"==typeof e?e+="":n.isArray(e)&&(e=n.map(e,function(a){return null==a?"":a+""})),b=n.valHooks[this.type]||n.valHooks[this.nodeName.toLowerCase()],b&&"set"in b&&void 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| <!doctype html><html lang=en><head><meta charset=utf-8><meta name=viewport content="width=device-width, initial-scale=1, shrink-to-fit=no"><meta name=description content="Profile report generated with the `pandas-profiling` Python package"><meta name=author content="Simon Brugman and the open source community."><meta name=generator content="Pandas Profiling v3.1.0"><meta name=url content=https://github.com/pandas-profiling/pandas-profiling><meta name=date content="2022-03-02 00:23:09.055705"><title>Pandas Profiling Report</title><style> | |
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| * Copyright 2011-2016 Twitter, Inc. | |
| * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE) | |
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GradientType=0);background-repeat:repeat-x}.well{background-image:-webkit-linear-gradient(top,#e8e8e8 0,#f5f5f5 100%);background-image:-o-linear-gradient(top,#e8e8e8 0,#f5f5f5 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#e8e8e8),to(#f5f5f5));background-image:linear-gradient(to bottom,#e8e8e8 0,#f5f5f5 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffe8e8e8', endColorstr='#fff5f5f5', GradientType=0);background-repeat:repeat-x;border-color:#dcdcdc;-webkit-box-shadow:inset 0 1px 3px rgba(0,0,0,.05),0 1px 0 rgba(255,255,255,.1);box-shadow:inset 0 1px 3px rgba(0,0,0,.05),0 1px 0 rgba(255,255,255,.1)} | |
| /*# sourceMappingURL=bootstrap-theme.min.css.map */ </style><style>body { | |
| padding-top: 80px; | |
| } | |
| .content .container-fluid{ | |
| margin-left: 20px !important; | |
| margin-right: 20px !important; | |
| margin-bottom: 20px; | |
| } | |
| .page-header{ | |
| border:0 !important; | |
| } | |
| .row.variable, .section-items > .row { | |
| border: 1px solid #e1e1e8; | |
| border-top: hidden; | |
| } | |
| .row.spacing{ | |
| padding: 2em 1em; | |
| } | |
| .row.header { | |
| border-bottom: 1px solid #e1e1e8; | |
| /*background-color: #f5f5f5;*/ | |
| padding-left: 2em; | |
| } | |
| .dl-horizontal dt { | |
| text-align: left; | |
| padding-right: 1em; | |
| white-space: normal; | |
| } | |
| .dl-horizontal dd { | |
| margin-left: 0; | |
| } | |
| .col-md-12 { | |
| padding-left: 2em; | |
| } | |
| .indent { | |
| margin-left: 1em; | |
| } | |
| .center-img { | |
| margin-left: auto !important; | |
| margin-right: auto !important; | |
| display: block; | |
| } | |
| /* Table example_values */ | |
| table.example_values { | |
| border: 0; | |
| } | |
| .example_values th { | |
| border: 0; | |
| padding: 0; | |
| color: #555; | |
| font-weight: 600; | |
| } | |
| .example_values tr, .example_values td { | |
| border: 0; | |
| padding: 0; | |
| color: #555; | |
| } | |
| /* STATS */ | |
| table.stats, table.sample, table.duplicate{ | |
| border: 0; | |
| } | |
| .stats tr, .sample tr, .duplicate tr { | |
| border: 0; | |
| } | |
| .stats th, .stats td{ | |
| color: #555; | |
| border: 0; | |
| } | |
| .stats th { | |
| padding: 0 2em 0 0; | |
| font-weight: 600; | |
| } | |
| .stats td { | |
| padding: 1px; | |
| } | |
| /* Sample table */ | |
| table.sample, table.duplicate{ | |
| margin-bottom: 2em; | |
| margin-left: 1em; | |
| } | |
| .sample td, .sample th, .duplicate td, .duplicate th { | |
| padding: 0.5em; | |
| white-space: nowrap; | |
| border: 0; | |
| } | |
| .sample thead, .duplicate thead { | |
| border-top: 0; | |
| border-bottom: 2px solid #ddd; | |
| } | |
| .sample td, .duplicate td { | |
| width: 100%; | |
| } | |
| /* There is no good solution available to make the divs equal height and then center ... */ | |
| .histogram { | |
| margin-top: 3em; | |
| } | |
| /* Freq table */ | |
| table.freq { | |
| margin-bottom: 2em; | |
| border: 0; | |
| } | |
| table.freq th, table.freq tr, table.freq td { | |
| border: 0; | |
| padding: 0; | |
| } | |
| .freq thead { | |
| font-weight: 600; | |
| white-space: nowrap; | |
| overflow: hidden; | |
| text-overflow: ellipsis; | |
| } | |
| /* Freq mini */ | |
| .freq.mini td { | |
| width: 50%; | |
| padding: 1px; | |
| font-size: 12px; | |
| } | |
| table.freq.mini { | |
| width: 100%; | |
| } | |
| .freq.mini th { | |
| overflow: hidden; | |
| text-overflow: ellipsis; | |
| white-space: nowrap; | |
| max-width: 5em; | |
| font-weight: 400; | |
| text-align: right; | |
| padding-right: 0.5em; | |
| } | |
| /* Message classes */ | |
| .missing { | |
| color: #a94442; | |
| } | |
| .alert, .alert > th, .alert > td { | |
| color: #a94442; | |
| } | |
| .ignore { | |
| opacity: 0.4; | |
| } | |
| /* Bars in tables */ | |
| .freq.table{ | |
| table-layout: fixed; | |
| } | |
| .freq:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){ | |
| width: auto; | |
| max-width: none; | |
| white-space: nowrap; | |
| overflow: hidden; | |
| text-overflow: ellipsis; | |
| } | |
| .freq:not(.mini) tr td:nth-child(2), .freq:not(.mini) tr td:nth-child(3), .freq:not(.mini) tr th:nth-child(2), .freq:not(.mini) tr th:nth-child(3){ | |
| width: 100px; | |
| text-align: right; | |
| } | |
| .freq:not(.mini) tr td:nth-child(4), .freq:not(.mini) tr th:nth-child(4){ | |
| width:200px; | |
| } | |
| .freq .bar { | |
| float: left; | |
| width: 0; | |
| height: 100%; | |
| line-height: 20px; | |
| color: #fff; | |
| text-align: center; | |
| background-color: #337ab7; | |
| border-radius: 3px; | |
| margin-right: 4px; | |
| } | |
| .other .bar { | |
| background-color: #999; | |
| } | |
| .missing .bar { | |
| background-color: #a94442; | |
| } | |
| .tooltip-inner { | |
| width: 100%; | |
| white-space: nowrap; | |
| text-align: left; | |
| } | |
| .extrapadding { | |
| padding: 2em; | |
| } | |
| .variable .h4 { | |
| text-overflow: ellipsis; | |
| display:inline-block; | |
| width: calc(90%); /* The trick is here! */ | |
| overflow:hidden; | |
| } | |
| .variable.ignore .h4{ | |
| text-decoration: line-through; | |
| } | |
| .table-responsive{ | |
| overflow: scroll; | |
| width: 100%; | |
| overflow-y: hidden; | |
| } | |
| .img-responsive{ | |
| max-width: 99%; | |
| } | |
| .footer-text{ | |
| padding:20px; | |
| } | |
| table.list-warnings td{ | |
| padding-right:10px; | |
| } | |
| a.anchor-pos { | |
| display: block; | |
| position: relative; | |
| top: -70px; | |
| visibility: hidden; | |
| } | |
| a.anchor-pos-variable{ | |
| /*top: -70px;*/ | |
| } | |
| #sample-container, #duplicate-container{ | |
| overflow: auto; | |
| width: 100%; | |
| overflow-y: hidden; | |
| } | |
| #overview-content td, #overview-content th{ | |
| border-top: 0; | |
| line-height: 1; | |
| } | |
| .variable-description{ | |
| color: #777; | |
| font-size: 10pt; | |
| margin-top: 10px; | |
| font-style: italic; | |
| } | |
| select.multiple{ | |
| width: 180px; | |
| height: 500px; | |
| margin: 10px 0; | |
| } | |
| .named-list-item{ | |
| padding: 1em; | |
| } | |
| /* not printing tabs */ | |
| @media print { | |
| .tab-content > .tab-pane, .collapse { | |
| display: block !important; | |
| opacity: 1 !important; | |
| visibility: visible !important; | |
| /*page-break-after: always;*/ | |
| page-break-after: right; | |
| page-break-before: avoid; | |
| } | |
| .nav-pills, .nav-tabs, button[data-toggle="collapse"], .mini, .col-sm-3 img { | |
| display:none !important; | |
| } | |
| a[download="config.yml"]:after { | |
| content: none !important; | |
| } | |
| .row { | |
| border: 0 !important; | |
| } | |
| } | |
| .text-placeholder { | |
| display: inline-block; | |
| background-color: #444; | |
| height: 12px; | |
| border-radius: 100px; | |
| margin: 5px 0; | |
| min-width: 200px; | |
| opacity: .1; | |
| }</style></head><body><a class=anchor-pos id=top></a><nav class="navbar navbar-default navbar-fixed-top"><div class=container-fluid><div class=navbar-header><button type=button class="navbar-toggle collapsed" data-toggle=collapse data-target=#navbar aria-expanded=false aria-controls=navbar><span class=sr-only>Toggle navigation</span><span class=icon-bar></span><span class=icon-bar></span><span class=icon-bar></span></button><a class="navbar-brand anchor" href=#top>Pandas Profiling Report</a></div><div id=navbar class="navbar-collapse collapse"><ul class="nav navbar-nav navbar-right"><li><a class=anchor href=#overview>Overview</a></li><li><a class=anchor href=#variables>Variables</a></li></ul></div></div></nav><div class=content><div class=container><div class="row header"><a class=anchor-pos id=overview></a><h1 class=page-header>Overview</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-pills" role=tablist><li role=presentation class=active><a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#overview-alerts aria-controls=overview-alerts role=tab data-toggle=tab>Alerts <span class=badge>9</span></a></li><li role=presentation><a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab>Reproduction</a></li></ul><div class=tab-content style="padding-top: 10px;"><div role=tabpanel class="tab-pane col-sm-12 active" id=overview-dataset_overview><div class=col-sm-6><p class=h4>Dataset statistics</p><table class="table table-condensed stats"><tbody><tr><th>Number of variables</th><td>11</td></tr><tr><th>Number of observations</th><td>1309</td></tr><tr><th>Missing cells</th><td>1280</td></tr><tr><th>Missing cells (%)</th><td>8.9%</td></tr><tr><th>Total size in memory</th><td>112.6 KiB</td></tr><tr><th>Average record size in memory</th><td>88.1 B</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Variable types</p><table class="table table-condensed stats"><tbody><tr><th>Numeric</th><td>6</td></tr><tr><th>Categorical</th><td>5</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-alerts><table class="table table-condensed list-warnings"><p class=h4>Alerts</p><tr style=border-top:0><td><a class=anchor href=#pp_var_2049366773670240537><code>name</code></a> has a high cardinality: 1307 distinct values </td><td><span class="label label-primary">High cardinality</span></td></tr><tr><td><a class=anchor href=#pp_var_-1693555578294300360><code>ticket</code></a> has a high cardinality: 929 distinct values </td><td><span class="label label-primary">High cardinality</span></td></tr><tr><td><a class=anchor href=#pp_var_7987598946267533469><code>cabin</code></a> has a high cardinality: 186 distinct values </td><td><span class="label label-primary">High cardinality</span></td></tr><tr><td><a class=anchor href=#pp_var_-8456955122773840805><code>age</code></a> has 263 (20.1%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_7987598946267533469><code>cabin</code></a> has 1014 (77.5%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_-6941896002812698238><code>sibsp</code></a> has 891 (68.1%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-2360368870083511982><code>parch</code></a> has 1002 (76.5%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-765743292853111195><code>fare</code></a> has 17 (1.3%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-3687278291369604937><code>survived</code></a> has 809 (61.8%) zeros </td><td><span class="label label-info">Zeros</span></td></tr></table></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>2022-03-02 00:23:09.055705</td></tr><tr><th>Analysis finished</th><td>2022-03-02 00:23:09.096363</td></tr><tr><th>Duration</th><td>0.04 seconds</td></tr><tr><th>Software version</th><td><a href=https://github.com/pandas-profiling/pandas-profiling>pandas-profiling v3.1.0</a></td></tr><tr><th>Download configuration</th><td><a download=config.json href="data:text/plain;charset=utf-8,%7B%22title%22%3A%20%22Pandas%20Profiling%20Report%22%2C%20%22dataset%22%3A%20%7B%22description%22%3A%20%22%22%2C%20%22creator%22%3A%20%22%22%2C%20%22author%22%3A%20%22%22%2C%20%22copyright_holder%22%3A%20%22%22%2C%20%22copyright_year%22%3A%20%22%22%2C%20%22url%22%3A%20%22%22%7D%2C%20%22variables%22%3A%20%7B%22descriptions%22%3A%20%7B%7D%7D%2C%20%22infer_dtypes%22%3A%20false%2C%20%22show_variable_description%22%3A%20true%2C%20%22pool_size%22%3A%200%2C%20%22progress_bar%22%3A%20true%2C%20%22vars%22%3A%20%7B%22num%22%3A%20%7B%22quantiles%22%3A%20%5B0.05%2C%200.25%2C%200.5%2C%200.75%2C%200.95%5D%2C%20%22skewness_threshold%22%3A%2020%2C%20%22low_categorical_threshold%22%3A%205%2C%20%22chi_squared_threshold%22%3A%200.0%7D%2C%20%22cat%22%3A%20%7B%22length%22%3A%20false%2C%20%22characters%22%3A%20false%2C%20%22words%22%3A%20false%2C%20%22cardinality_threshold%22%3A%2050%2C%20%22n_obs%22%3A%205%2C%20%22chi_squared_threshold%22%3A%200.0%2C%20%22coerce_str_to_date%22%3A%20false%2C%20%22redact%22%3A%20false%2C%20%22histogram_largest%22%3A%2010%7D%2C%20%22image%22%3A%20%7B%22active%22%3A%20false%2C%20%22exif%22%3A%20false%2C%20%22hash%22%3A%20false%7D%2C%20%22bool%22%3A%20%7B%22n_obs%22%3A%203%2C%20%22mappings%22%3A%20%7B%22t%22%3A%20true%2C%20%22f%22%3A%20false%2C%20%22True%22%3A%20true%2C%20%22False%22%3A%20false%2C%20%22y%22%3A%20true%2C%20%22n%22%3A%20false%7D%7D%2C%20%22path%22%3A%20%7B%22active%22%3A%20false%7D%2C%20%22file%22%3A%20%7B%22active%22%3A%20false%7D%2C%20%22url%22%3A%20%7B%22active%22%3A%20false%7D%7D%2C%20%22sort%22%3A%20null%2C%20%22missing_diagrams%22%3A%20%7B%22bar%22%3A%20false%2C%20%22matrix%22%3A%20false%2C%20%22heatmap%22%3A%20false%2C%20%22dendrogram%22%3A%20false%7D%2C%20%22correlations%22%3A%20%7B%22pearson%22%3A%20%7B%22key%22%3A%20%22%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%201%2C%20%22threshold%22%3A%200.9%7D%2C%20%22spearman%22%3A%20%7B%22key%22%3A%20%22%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%200%2C%20%22threshold%22%3A%200.9%7D%2C%20%22kendall%22%3A%20%7B%22key%22%3A%20%22%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%200%2C%20%22threshold%22%3A%200.9%7D%2C%20%22phi_k%22%3A%20%7B%22key%22%3A%20%22%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%200%2C%20%22threshold%22%3A%200.9%7D%2C%20%22cramers%22%3A%20%7B%22key%22%3A%20%22%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%201%2C%20%22threshold%22%3A%200.9%7D%7D%2C%20%22interactions%22%3A%20%7B%22continuous%22%3A%20false%2C%20%22targets%22%3A%20%5B%5D%7D%2C%20%22categorical_maximum_correlation_distinct%22%3A%20100%2C%20%22memory_deep%22%3A%20false%2C%20%22plot%22%3A%20%7B%22missing%22%3A%20%7B%22force_labels%22%3A%20true%2C%20%22cmap%22%3A%20%22RdBu%22%7D%2C%20%22image_format%22%3A%20%22svg%22%2C%20%22correlation%22%3A%20%7B%22cmap%22%3A%20%22RdBu%22%2C%20%22bad%22%3A%20%22%23000000%22%7D%2C%20%22dpi%22%3A%20800%2C%20%22histogram%22%3A%20%7B%22bins%22%3A%2050%2C%20%22max_bins%22%3A%20250%2C%20%22x_axis_labels%22%3A%20true%7D%2C%20%22scatter_threshold%22%3A%201000%2C%20%22pie%22%3A%20%7B%22max_unique%22%3A%200%7D%7D%2C%20%22duplicates%22%3A%20%7B%22head%22%3A%200%2C%20%22key%22%3A%20%22%23%20duplicates%22%7D%2C%20%22samples%22%3A%20%7B%22head%22%3A%200%2C%20%22tail%22%3A%200%2C%20%22random%22%3A%200%7D%2C%20%22reject_variables%22%3A%20true%2C%20%22n_obs_unique%22%3A%205%2C%20%22n_freq_table_max%22%3A%2010%2C%20%22n_extreme_obs%22%3A%205%2C%20%22report%22%3A%20%7B%22precision%22%3A%2010%7D%2C%20%22html%22%3A%20%7B%22style%22%3A%20%7B%22primary_color%22%3A%20%22%23337ab7%22%2C%20%22logo%22%3A%20%22%22%2C%20%22theme%22%3A%20null%7D%2C%20%22navbar_show%22%3A%20true%2C%20%22minify_html%22%3A%20true%2C%20%22use_local_assets%22%3A%20true%2C%20%22inline%22%3A%20true%2C%20%22assets_prefix%22%3A%20null%2C%20%22assets_path%22%3A%20null%2C%20%22full_width%22%3A%20false%7D%2C%20%22notebook%22%3A%20%7B%22iframe%22%3A%20%7B%22height%22%3A%20%22800px%22%2C%20%22width%22%3A%20%22100%25%22%2C%20%22attribute%22%3A%20%22srcdoc%22%7D%7D%7D">config.json</a></td></tr></tbody></table></div></div></div></div></div><div class="row header"><a class=anchor-pos id=variables></a><h1 class=page-header>Variables</h1></div><div class=section-items><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_1612259026876304282></a><div class=variable><div class=col-sm-3><p class=h4 title=pclass><a href=#pp_var_1612259026876304282>pclass</a><br><small>Real number (ℝ<sub>≥0</sub>)</small></p><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>3</td></tr><tr><th>Distinct (%)</th><td>0.2%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>2.294881589</td></tr></tbody></table></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>1</td></tr><tr><th>Maximum</th><td>3</td></tr><tr><th>Zeros</th><td>0</td></tr><tr><th>Zeros (%)</th><td>0.0%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>10.4 KiB</td></tr></tbody></table></div><div class=col-sm-3><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN" | |
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| " style="fill: none"/></g></g></g><defs><clippath id=p5f34b081ea><rect x=52.12 y=10.8 width=369.08 height=235.980802 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=3) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=1612259026876304282bottom-1612259026876304282common_values><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=3>3</td><td>709</td><td><div class=bar style=width:100.0%> 54.2% </div></td></tr><tr class><td title=1>1</td><td>323</td><td><div class=bar style=width:45.6%> 24.7% </div></td></tr><tr class><td title=2>2</td><td>277</td><td><div class=bar style=width:39.1%> </div> 21.2% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=1612259026876304282bottom-1612259026876304282extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#1612259026876304282extreme_values-1612259026876304282firstn aria-controls=1612259026876304282extreme_values-1612259026876304282firstn role=tab data-toggle=tab>Minimum 5 values</a></li><li role=presentation><a href=#1612259026876304282extreme_values-1612259026876304282lastn aria-controls=1612259026876304282extreme_values-1612259026876304282lastn role=tab data-toggle=tab>Maximum 5 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=1612259026876304282extreme_values-1612259026876304282firstn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1>1</td><td>323</td><td><div class=bar style=width:45.6%> 24.7% </div></td></tr><tr class><td title=2>2</td><td>277</td><td><div class=bar style=width:39.1%> </div> 21.2% </td></tr><tr class><td title=3>3</td><td>709</td><td><div class=bar style=width:100.0%> 54.2% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=1612259026876304282extreme_values-1612259026876304282lastn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=3>3</td><td>709</td><td><div class=bar style=width:100.0%> 54.2% </div></td></tr><tr class><td title=2>2</td><td>277</td><td><div class=bar style=width:39.1%> </div> 21.2% </td></tr><tr class><td title=1>1</td><td>323</td><td><div class=bar style=width:45.6%> 24.7% </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_2049366773670240537></a><div class=variable><div class=col-sm-3><p class=h4 title=name><a href=#pp_var_2049366773670240537>name</a><br><small>Categorical</small></p><code>HIGH CARDINALITY</code><br><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr class=alert><th>Distinct</th><td>1307</td></tr><tr><th>Distinct (%)</th><td>99.8%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>10.4 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class="col-sm- collapse in" id=minifreqtable><table class="mini freq"><tr class><th width=50%> Connolly, Miss. Kate </th><td width=50%><div class=bar style=width:0.2% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 2 </td></tr><tr class><th width=50%> Kelly, Mr. James </th><td width=50%><div class=bar style=width:0.2% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 2 </td></tr><tr class><th width=50%> Allen, Miss. Elisabeth Walton </th><td width=50%><div class=bar style=width:0.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 1 </td></tr><tr class><th width=50%> Ilmakangas, Miss. Ida Livija </th><td width=50%><div class=bar style=width:0.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 1 </td></tr><tr class><th width=50%> Ilieff, Mr. Ylio </th><td width=50%><div class=bar style=width:0.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 1 </td></tr><tr class=other><th width=50%> Other values (1302) </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 1302 </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-2049366773670240537, #minifreqtable2049366773670240537" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom-2049366773670240537 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#2049366773670240537bottom-2049366773670240537overview aria-controls=2049366773670240537bottom-2049366773670240537overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#2049366773670240537bottom-2049366773670240537string aria-controls=2049366773670240537bottom-2049366773670240537string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=2049366773670240537bottom-2049366773670240537overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>1305 <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>99.7%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>Allen, Miss. Elisabeth Walton</td></tr><tr><th>2nd row</th><td>Allison, Master. Hudson Trevor</td></tr><tr><th>3rd row</th><td>Allison, Miss. Helen Loraine</td></tr><tr><th>4th row</th><td>Allison, Mr. Hudson Joshua Creighton</td></tr><tr><th>5th row</th><td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=2049366773670240537bottom-2049366773670240537string><div class=row><div class=col-sm-12><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="Connolly, Miss. Kate">Connolly, Miss. Kate</td><td>2</td><td><div class=bar style=width:0.2%> </div> 0.2% </td></tr><tr class><td title="Kelly, Mr. James">Kelly, Mr. James</td><td>2</td><td><div class=bar style=width:0.2%> </div> 0.2% </td></tr><tr class><td title="Allen, Miss. Elisabeth Walton">Allen, Miss. Elisabeth Walton</td><td>1</td><td><div class=bar style=width:0.1%> </div> 0.1% </td></tr><tr class><td title="Ilmakangas, Miss. Ida Livija">Ilmakangas, Miss. Ida Livija</td><td>1</td><td><div class=bar style=width:0.1%> </div> 0.1% </td></tr><tr class><td title="Ilieff, Mr. Ylio">Ilieff, Mr. Ylio</td><td>1</td><td><div class=bar style=width:0.1%> </div> 0.1% </td></tr><tr class><td title="Ibrahim Shawah, Mr. Yousseff">Ibrahim Shawah, Mr. Yousseff</td><td>1</td><td><div class=bar style=width:0.1%> </div> 0.1% </td></tr><tr class><td title="Hyman, Mr. Abraham">Hyman, Mr. Abraham</td><td>1</td><td><div class=bar style=width:0.1%> </div> 0.1% </td></tr><tr class><td title="Humblen, Mr. Adolf Mathias Nicolai Olsen">Humblen, Mr. Adolf Mathias Nicolai Olsen</td><td>1</td><td><div class=bar style=width:0.1%> </div> 0.1% </td></tr><tr class><td title="Howard, Miss. May Elizabeth">Howard, Miss. May Elizabeth</td><td>1</td><td><div class=bar style=width:0.1%> </div> 0.1% </td></tr><tr class><td title="Horgan, Mr. John">Horgan, Mr. John</td><td>1</td><td><div class=bar style=width:0.1%> </div> 0.1% </td></tr><tr class=other><td title="Other values (1297)">Other values (1297)</td><td>1297</td><td><div class=bar style=width:100.0%> 99.1% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_8100012341579870870></a><div class=variable><div class=col-sm-3><p class=h4 title=sex><a href=#pp_var_8100012341579870870>sex</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>2</td></tr><tr><th>Distinct (%)</th><td>0.2%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>10.4 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class="col-sm- collapse in" id=minifreqtable><table class="mini freq"><tr class><th width=50%> male </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 843 </div></td></tr><tr class><th width=50%> female </th><td width=50%><div class=bar style=width:55.3% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 466 </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-8100012341579870870, #minifreqtable8100012341579870870" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom-8100012341579870870 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#8100012341579870870bottom-8100012341579870870overview aria-controls=8100012341579870870bottom-8100012341579870870overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#8100012341579870870bottom-8100012341579870870string aria-controls=8100012341579870870bottom-8100012341579870870string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=8100012341579870870bottom-8100012341579870870overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>female</td></tr><tr><th>2nd row</th><td>male</td></tr><tr><th>3rd row</th><td>female</td></tr><tr><th>4th row</th><td>male</td></tr><tr><th>5th row</th><td>female</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=8100012341579870870bottom-8100012341579870870string><div class=row><div class=col-sm-12><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=male>male</td><td>843</td><td><div class=bar style=width:100.0%> 64.4% </div></td></tr><tr class><td title=female>female</td><td>466</td><td><div class=bar style=width:55.3%> 35.6% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-8456955122773840805></a><div class=variable><div class=col-sm-3><p class=h4 title=age><a href=#pp_var_-8456955122773840805>age</a><br><small>Real number (ℝ<sub>≥0</sub>)</small></p><code>MISSING</code><br><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>98</td></tr><tr><th>Distinct (%)</th><td>9.4%</td></tr><tr class=alert><th>Missing</th><td>263</td></tr><tr class=alert><th>Missing (%)</th><td>20.1%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>29.88113451</td></tr></tbody></table></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>0.1667</td></tr><tr><th>Maximum</th><td>80</td></tr><tr><th>Zeros</th><td>0</td></tr><tr><th>Zeros (%)</th><td>0.0%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>10.4 KiB</td></tr></tbody></table></div><div class=col-sm-3><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN" | |
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| " style="fill: none"/></g></g></g><defs><clippath id=p208f70616b><rect x=10.8 y=10.8 width=194.4 height=118.572149 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom--8456955122773840805, #minifreqtable-8456955122773840805" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom--8456955122773840805 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-8456955122773840805bottom--8456955122773840805statistics aria-controls=-8456955122773840805bottom--8456955122773840805statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#-8456955122773840805bottom--8456955122773840805histogram aria-controls=-8456955122773840805bottom--8456955122773840805histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#-8456955122773840805bottom--8456955122773840805common_values aria-controls=-8456955122773840805bottom--8456955122773840805common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#-8456955122773840805bottom--8456955122773840805extreme_values aria-controls=-8456955122773840805bottom--8456955122773840805extreme_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=-8456955122773840805bottom--8456955122773840805statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>0.1667</td></tr><tr><th>5-th percentile</th><td>5</td></tr><tr><th>Q1</th><td>21</td></tr><tr><th>median</th><td>28</td></tr><tr><th>Q3</th><td>39</td></tr><tr><th>95-th percentile</th><td>57</td></tr><tr><th>Maximum</th><td>80</td></tr><tr><th>Range</th><td>79.8333</td></tr><tr><th>Interquartile range (IQR)</th><td>18</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>14.4134997</td></tr><tr><th>Coefficient of variation (CV)</th><td>0.4823611933</td></tr><tr><th>Kurtosis</th><td>0.1469499602</td></tr><tr><th>Mean</th><td>29.88113451</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td>8</td></tr><tr><th>Skewness</th><td>0.4076718865</td></tr><tr><th>Sum</th><td>31255.6667</td></tr><tr><th>Variance</th><td>207.7489736</td></tr><tr><th>Monotonicity</th><td>Not monotonic</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-8456955122773840805bottom--8456955122773840805histogram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN" | |
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</td></tr><tr class><td title=25>25</td><td>34</td><td><div class=bar style=width:5.0%> </div> 2.6% </td></tr><tr class><td title=28>28</td><td>32</td><td><div class=bar style=width:4.7%> </div> 2.4% </td></tr><tr class><td title=36>36</td><td>31</td><td><div class=bar style=width:4.6%> </div> 2.4% </td></tr><tr class><td title=27>27</td><td>30</td><td><div class=bar style=width:4.4%> </div> 2.3% </td></tr><tr class><td title=26>26</td><td>30</td><td><div class=bar style=width:4.4%> </div> 2.3% </td></tr><tr class=other><td title="Other values (88)">Other values (88)</td><td>679</td><td><div class=bar style=width:100.0%> 51.9% </div></td></tr><tr class=missing><td title=(Missing)>(Missing)</td><td>263</td><td><div class=bar style=width:38.7%> </div> 20.1% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-8456955122773840805bottom--8456955122773840805extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-8456955122773840805extreme_values--8456955122773840805firstn aria-controls=-8456955122773840805extreme_values--8456955122773840805firstn role=tab data-toggle=tab>Minimum 5 values</a></li><li role=presentation><a href=#-8456955122773840805extreme_values--8456955122773840805lastn aria-controls=-8456955122773840805extreme_values--8456955122773840805lastn role=tab data-toggle=tab>Maximum 5 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-8456955122773840805extreme_values--8456955122773840805firstn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0.1667>0.1667</td><td>1</td><td><div class=bar style=width:33.3%> </div> 0.1% </td></tr><tr class><td title=0.3333>0.3333</td><td>1</td><td><div class=bar style=width:33.3%> </div> 0.1% </td></tr><tr class><td title=0.4167>0.4167</td><td>1</td><td><div class=bar style=width:33.3%> </div> 0.1% </td></tr><tr class><td title=0.6667>0.6667</td><td>1</td><td><div class=bar style=width:33.3%> </div> 0.1% </td></tr><tr class><td title=0.75>0.75</td><td>3</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-8456955122773840805extreme_values--8456955122773840805lastn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=80>80</td><td>1</td><td><div class=bar style=width:50.0%> 0.1% </div></td></tr><tr class><td title=76>76</td><td>1</td><td><div class=bar style=width:50.0%> 0.1% </div></td></tr><tr class><td title=74>74</td><td>1</td><td><div class=bar style=width:50.0%> 0.1% </div></td></tr><tr class><td title=71>71</td><td>2</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=70.5>70.5</td><td>1</td><td><div class=bar style=width:50.0%> 0.1% </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_-6941896002812698238></a><div class=variable><div class=col-sm-3><p class=h4 title=sibsp><a href=#pp_var_-6941896002812698238>sibsp</a><br><small>Real number (ℝ<sub>≥0</sub>)</small></p><code>ZEROS</code><br><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>7</td></tr><tr><th>Distinct (%)</th><td>0.5%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>0.4988540871</td></tr></tbody></table></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>0</td></tr><tr><th>Maximum</th><td>8</td></tr><tr class=alert><th>Zeros</th><td>891</td></tr><tr class=alert><th>Zeros (%)</th><td>68.1%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>10.4 KiB</td></tr></tbody></table></div><div class=col-sm-3><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN" | |
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| " style="fill: none"/></g></g></g><defs><clippath id=p14d871652d><rect x=57.7 y=10.8 width=363.5 height=245.844942 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=7) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=-6941896002812698238bottom--6941896002812698238common_values><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0>0</td><td>891</td><td><div class=bar style=width:100.0%> 68.1% </div></td></tr><tr class><td title=1>1</td><td>319</td><td><div class=bar style=width:35.8%> </div> 24.4% </td></tr><tr class><td title=2>2</td><td>42</td><td><div class=bar style=width:4.7%> </div> 3.2% </td></tr><tr class><td title=4>4</td><td>22</td><td><div class=bar style=width:2.5%> </div> 1.7% </td></tr><tr class><td title=3>3</td><td>20</td><td><div class=bar style=width:2.2%> </div> 1.5% </td></tr><tr class><td title=8>8</td><td>9</td><td><div class=bar style=width:1.0%> </div> 0.7% </td></tr><tr class><td title=5>5</td><td>6</td><td><div class=bar style=width:0.7%> </div> 0.5% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-6941896002812698238bottom--6941896002812698238extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-6941896002812698238extreme_values--6941896002812698238firstn aria-controls=-6941896002812698238extreme_values--6941896002812698238firstn role=tab data-toggle=tab>Minimum 5 values</a></li><li role=presentation><a href=#-6941896002812698238extreme_values--6941896002812698238lastn aria-controls=-6941896002812698238extreme_values--6941896002812698238lastn role=tab data-toggle=tab>Maximum 5 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-6941896002812698238extreme_values--6941896002812698238firstn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0>0</td><td>891</td><td><div class=bar style=width:100.0%> 68.1% </div></td></tr><tr class><td title=1>1</td><td>319</td><td><div class=bar style=width:35.8%> </div> 24.4% </td></tr><tr class><td title=2>2</td><td>42</td><td><div class=bar style=width:4.7%> </div> 3.2% </td></tr><tr class><td title=3>3</td><td>20</td><td><div class=bar style=width:2.2%> </div> 1.5% </td></tr><tr class><td title=4>4</td><td>22</td><td><div class=bar style=width:2.5%> </div> 1.7% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-6941896002812698238extreme_values--6941896002812698238lastn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=8>8</td><td>9</td><td><div class=bar style=width:21.4%> </div> 0.7% </td></tr><tr class><td title=5>5</td><td>6</td><td><div class=bar style=width:14.3%> </div> 0.5% </td></tr><tr class><td title=4>4</td><td>22</td><td><div class=bar style=width:52.4%> 1.7% </div></td></tr><tr class><td title=3>3</td><td>20</td><td><div class=bar style=width:47.6%> 1.5% </div></td></tr><tr class><td title=2>2</td><td>42</td><td><div class=bar style=width:100.0%> 3.2% </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_-2360368870083511982></a><div class=variable><div class=col-sm-3><p class=h4 title=parch><a href=#pp_var_-2360368870083511982>parch</a><br><small>Real number (ℝ<sub>≥0</sub>)</small></p><code>ZEROS</code><br><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>8</td></tr><tr><th>Distinct (%)</th><td>0.6%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>0.385026738</td></tr></tbody></table></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>0</td></tr><tr><th>Maximum</th><td>9</td></tr><tr class=alert><th>Zeros</th><td>1002</td></tr><tr class=alert><th>Zeros (%)</th><td>76.5%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>10.4 KiB</td></tr></tbody></table></div><div class=col-sm-3><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN" | |
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class><td title=5>5</td><td>6</td><td><div class=bar style=width:0.6%> </div> 0.5% </td></tr><tr class><td title=6>6</td><td>2</td><td><div class=bar style=width:0.2%> </div> 0.2% </td></tr><tr class><td title=9>9</td><td>2</td><td><div class=bar style=width:0.2%> </div> 0.2% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-2360368870083511982bottom--2360368870083511982extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-2360368870083511982extreme_values--2360368870083511982firstn aria-controls=-2360368870083511982extreme_values--2360368870083511982firstn role=tab data-toggle=tab>Minimum 5 values</a></li><li role=presentation><a href=#-2360368870083511982extreme_values--2360368870083511982lastn aria-controls=-2360368870083511982extreme_values--2360368870083511982lastn role=tab data-toggle=tab>Maximum 5 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-2360368870083511982extreme_values--2360368870083511982firstn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0>0</td><td>1002</td><td><div class=bar style=width:100.0%> 76.5% </div></td></tr><tr class><td title=1>1</td><td>170</td><td><div class=bar style=width:17.0%> </div> 13.0% </td></tr><tr class><td title=2>2</td><td>113</td><td><div class=bar style=width:11.3%> </div> 8.6% </td></tr><tr class><td title=3>3</td><td>8</td><td><div class=bar style=width:0.8%> </div> 0.6% </td></tr><tr class><td title=4>4</td><td>6</td><td><div class=bar style=width:0.6%> </div> 0.5% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-2360368870083511982extreme_values--2360368870083511982lastn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=9>9</td><td>2</td><td><div class=bar style=width:25.0%> </div> 0.2% </td></tr><tr class><td title=6>6</td><td>2</td><td><div class=bar style=width:25.0%> </div> 0.2% </td></tr><tr class><td title=5>5</td><td>6</td><td><div class=bar style=width:75.0%> 0.5% </div></td></tr><tr class><td title=4>4</td><td>6</td><td><div class=bar style=width:75.0%> 0.5% </div></td></tr><tr class><td title=3>3</td><td>8</td><td><div class=bar style=width:100.0%> 0.6% </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_-1693555578294300360></a><div class=variable><div class=col-sm-3><p class=h4 title=ticket><a href=#pp_var_-1693555578294300360>ticket</a><br><small>Categorical</small></p><code>HIGH CARDINALITY</code><br><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr class=alert><th>Distinct</th><td>929</td></tr><tr><th>Distinct (%)</th><td>71.0%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>10.4 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class="col-sm- collapse in" id=minifreqtable><table class="mini freq"><tr class><th width=50%> CA. 2343 </th><td width=50%><div class=bar style=width:0.9% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 11 </td></tr><tr class><th width=50%> 1601 </th><td width=50%><div class=bar style=width:0.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 8 </td></tr><tr class><th width=50%> CA 2144 </th><td width=50%><div class=bar style=width:0.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 8 </td></tr><tr class><th width=50%> PC 17608 </th><td width=50%><div class=bar style=width:0.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 7 </td></tr><tr class><th width=50%> 347077 </th><td width=50%><div class=bar style=width:0.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 7 </td></tr><tr class=other><th width=50%> Other values (924) </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 1268 </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--1693555578294300360, #minifreqtable-1693555578294300360" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom--1693555578294300360 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-1693555578294300360bottom--1693555578294300360overview aria-controls=-1693555578294300360bottom--1693555578294300360overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#-1693555578294300360bottom--1693555578294300360string aria-controls=-1693555578294300360bottom--1693555578294300360string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-1693555578294300360bottom--1693555578294300360overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>713 <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>54.5%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>24160</td></tr><tr><th>2nd row</th><td>113781</td></tr><tr><th>3rd row</th><td>113781</td></tr><tr><th>4th row</th><td>113781</td></tr><tr><th>5th row</th><td>113781</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-1693555578294300360bottom--1693555578294300360string><div class=row><div class=col-sm-12><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="CA. 2343">CA. 2343</td><td>11</td><td><div class=bar style=width:0.9%> </div> 0.8% </td></tr><tr class><td title=1601>1601</td><td>8</td><td><div class=bar style=width:0.6%> </div> 0.6% </td></tr><tr class><td title="CA 2144">CA 2144</td><td>8</td><td><div class=bar style=width:0.6%> </div> 0.6% </td></tr><tr class><td title="PC 17608">PC 17608</td><td>7</td><td><div class=bar style=width:0.6%> </div> 0.5% </td></tr><tr class><td title=347077>347077</td><td>7</td><td><div class=bar style=width:0.6%> </div> 0.5% </td></tr><tr class><td title=347082>347082</td><td>7</td><td><div class=bar style=width:0.6%> </div> 0.5% </td></tr><tr class><td title=3101295>3101295</td><td>7</td><td><div class=bar style=width:0.6%> </div> 0.5% </td></tr><tr class><td title="S.O.C. 14879">S.O.C. 14879</td><td>7</td><td><div class=bar style=width:0.6%> </div> 0.5% </td></tr><tr class><td title=113781>113781</td><td>6</td><td><div class=bar style=width:0.5%> </div> 0.5% </td></tr><tr class><td title=19950>19950</td><td>6</td><td><div class=bar style=width:0.5%> </div> 0.5% </td></tr><tr class=other><td title="Other values (919)">Other values (919)</td><td>1235</td><td><div class=bar style=width:100.0%> 94.3% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-765743292853111195></a><div class=variable><div class=col-sm-3><p class=h4 title=fare><a href=#pp_var_-765743292853111195>fare</a><br><small>Real number (ℝ<sub>≥0</sub>)</small></p><code>ZEROS</code><br><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>281</td></tr><tr><th>Distinct (%)</th><td>21.5%</td></tr><tr><th>Missing</th><td>1</td></tr><tr><th>Missing (%)</th><td>0.1%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>33.29547928</td></tr></tbody></table></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>0</td></tr><tr><th>Maximum</th><td>512.3292</td></tr><tr class=alert><th>Zeros</th><td>17</td></tr><tr class=alert><th>Zeros (%)</th><td>1.3%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>10.4 KiB</td></tr></tbody></table></div><div class=col-sm-3><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN" | |
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| " style="fill: none"/></g></g></g><defs><clippath id=p418638d5cc><rect x=10.8 y=10.8 width=194.4 height=115.453808 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom--765743292853111195, #minifreqtable-765743292853111195" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom--765743292853111195 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-765743292853111195bottom--765743292853111195statistics aria-controls=-765743292853111195bottom--765743292853111195statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#-765743292853111195bottom--765743292853111195histogram aria-controls=-765743292853111195bottom--765743292853111195histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#-765743292853111195bottom--765743292853111195common_values aria-controls=-765743292853111195bottom--765743292853111195common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#-765743292853111195bottom--765743292853111195extreme_values aria-controls=-765743292853111195bottom--765743292853111195extreme_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=-765743292853111195bottom--765743292853111195statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>0</td></tr><tr><th>5-th percentile</th><td>7.225</td></tr><tr><th>Q1</th><td>7.8958</td></tr><tr><th>median</th><td>14.4542</td></tr><tr><th>Q3</th><td>31.275</td></tr><tr><th>95-th percentile</th><td>133.65</td></tr><tr><th>Maximum</th><td>512.3292</td></tr><tr><th>Range</th><td>512.3292</td></tr><tr><th>Interquartile range (IQR)</th><td>23.3792</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>51.75866824</td></tr><tr><th>Coefficient of variation (CV)</th><td>1.5545254</td></tr><tr><th>Kurtosis</th><td>27.02798635</td></tr><tr><th>Mean</th><td>33.29547928</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td>6.9042</td></tr><tr><th>Skewness</th><td>4.367709134</td></tr><tr><th>Sum</th><td>43550.4869</td></tr><tr><th>Variance</th><td>2678.959738</td></tr><tr><th>Monotonicity</th><td>Not monotonic</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-765743292853111195bottom--765743292853111195histogram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN" | |
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| L 52.12 10.8 | |
| " style="fill: none"/></g><g id=patch_54><path d="M 421.2 248.75363 | |
| L 421.2 10.8 | |
| " style="fill: none"/></g><g id=patch_55><path d="M 52.12 248.75363 | |
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| " style="fill: none"/></g></g></g><defs><clippath id=pfc01714d75><rect x=52.12 y=10.8 width=369.08 height=237.95363 /></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=-765743292853111195bottom--765743292853111195common_values><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=8.05>8.05</td><td>60</td><td><div class=bar style=width:6.6%> </div> 4.6% </td></tr><tr class><td title=13>13</td><td>59</td><td><div class=bar style=width:6.5%> </div> 4.5% </td></tr><tr class><td title=7.75>7.75</td><td>55</td><td><div class=bar style=width:6.1%> </div> 4.2% </td></tr><tr class><td title=26>26</td><td>50</td><td><div class=bar style=width:5.5%> </div> 3.8% </td></tr><tr class><td title=7.8958>7.8958</td><td>49</td><td><div class=bar style=width:5.4%> </div> 3.7% </td></tr><tr class><td title=10.5>10.5</td><td>35</td><td><div class=bar style=width:3.9%> </div> 2.7% </td></tr><tr class><td title=7.775>7.775</td><td>26</td><td><div class=bar style=width:2.9%> </div> 2.0% </td></tr><tr class><td title=7.2292>7.2292</td><td>24</td><td><div class=bar style=width:2.7%> </div> 1.8% </td></tr><tr class><td title=7.925>7.925</td><td>23</td><td><div class=bar style=width:2.5%> </div> 1.8% </td></tr><tr class><td title=26.55>26.55</td><td>22</td><td><div class=bar style=width:2.4%> </div> 1.7% </td></tr><tr class=other><td title="Other values (271)">Other values (271)</td><td>905</td><td><div class=bar style=width:100.0%> 69.1% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-765743292853111195bottom--765743292853111195extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-765743292853111195extreme_values--765743292853111195firstn aria-controls=-765743292853111195extreme_values--765743292853111195firstn role=tab data-toggle=tab>Minimum 5 values</a></li><li role=presentation><a href=#-765743292853111195extreme_values--765743292853111195lastn aria-controls=-765743292853111195extreme_values--765743292853111195lastn role=tab data-toggle=tab>Maximum 5 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-765743292853111195extreme_values--765743292853111195firstn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0>0</td><td>17</td><td><div class=bar style=width:100.0%> 1.3% </div></td></tr><tr class><td title=3.1708>3.1708</td><td>1</td><td><div class=bar style=width:5.9%> </div> 0.1% </td></tr><tr class><td title=4.0125>4.0125</td><td>1</td><td><div class=bar style=width:5.9%> </div> 0.1% </td></tr><tr class><td title=5>5</td><td>1</td><td><div class=bar style=width:5.9%> </div> 0.1% </td></tr><tr class><td title=6.2375>6.2375</td><td>1</td><td><div class=bar style=width:5.9%> </div> 0.1% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-765743292853111195extreme_values--765743292853111195lastn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=512.3292>512.3292</td><td>4</td><td><div class=bar style=width:57.1%> 0.3% </div></td></tr><tr class><td title=263>263</td><td>6</td><td><div class=bar style=width:85.7%> 0.5% </div></td></tr><tr class><td title=262.375>262.375</td><td>7</td><td><div class=bar style=width:100.0%> 0.5% </div></td></tr><tr class><td title=247.5208>247.5208</td><td>3</td><td><div class=bar style=width:42.9%> 0.2% </div></td></tr><tr class><td title=227.525>227.525</td><td>5</td><td><div class=bar style=width:71.4%> 0.4% </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_7987598946267533469></a><div class=variable><div class=col-sm-3><p class=h4 title=cabin><a href=#pp_var_7987598946267533469>cabin</a><br><small>Categorical</small></p><code>HIGH CARDINALITY</code><br><code>MISSING</code><br><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr class=alert><th>Distinct</th><td>186</td></tr><tr><th>Distinct (%)</th><td>63.1%</td></tr><tr class=alert><th>Missing</th><td>1014</td></tr><tr class=alert><th>Missing (%)</th><td>77.5%</td></tr><tr><th>Memory size</th><td>10.4 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class="col-sm- collapse in" id=minifreqtable><table class="mini freq"><tr class><th width=50%> C23 C25 C27 </th><td width=50%><div class=bar style=width:2.2% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 6 </td></tr><tr class><th width=50%> G6 </th><td width=50%><div class=bar style=width:1.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 5 </td></tr><tr class><th width=50%> B57 B59 B63 B66 </th><td width=50%><div class=bar style=width:1.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 5 </td></tr><tr class><th width=50%> C22 C26 </th><td width=50%><div class=bar style=width:1.5% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 4 </td></tr><tr class><th width=50%> C78 </th><td width=50%><div class=bar style=width:1.5% data-toggle=tooltip data-placement=right data-html=true data-delay=500> </div> 4 </td></tr><tr class=other><th width=50%> Other values (181) </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 271 </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-7987598946267533469, #minifreqtable7987598946267533469" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom-7987598946267533469 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#7987598946267533469bottom-7987598946267533469overview aria-controls=7987598946267533469bottom-7987598946267533469overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#7987598946267533469bottom-7987598946267533469string aria-controls=7987598946267533469bottom-7987598946267533469string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=7987598946267533469bottom-7987598946267533469overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>107 <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>36.3%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>B5</td></tr><tr><th>2nd row</th><td>C22 C26</td></tr><tr><th>3rd row</th><td>C22 C26</td></tr><tr><th>4th row</th><td>C22 C26</td></tr><tr><th>5th row</th><td>C22 C26</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=7987598946267533469bottom-7987598946267533469string><div class=row><div class=col-sm-12><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="C23 C25 C27">C23 C25 C27</td><td>6</td><td><div class=bar style=width:0.6%> </div> 0.5% </td></tr><tr class><td title=G6>G6</td><td>5</td><td><div class=bar style=width:0.5%> </div> 0.4% </td></tr><tr class><td title="B57 B59 B63 B66">B57 B59 B63 B66</td><td>5</td><td><div class=bar style=width:0.5%> </div> 0.4% </td></tr><tr class><td title="C22 C26">C22 C26</td><td>4</td><td><div class=bar style=width:0.4%> </div> 0.3% </td></tr><tr class><td title=C78>C78</td><td>4</td><td><div class=bar style=width:0.4%> </div> 0.3% </td></tr><tr class><td title=D>D</td><td>4</td><td><div class=bar style=width:0.4%> </div> 0.3% </td></tr><tr class><td title="B96 B98">B96 B98</td><td>4</td><td><div class=bar style=width:0.4%> </div> 0.3% </td></tr><tr class><td title=F4>F4</td><td>4</td><td><div class=bar style=width:0.4%> </div> 0.3% </td></tr><tr class><td title=F33>F33</td><td>4</td><td><div class=bar style=width:0.4%> </div> 0.3% </td></tr><tr class><td title=F2>F2</td><td>4</td><td><div class=bar style=width:0.4%> </div> 0.3% </td></tr><tr class=other><td title="Other values (176)">Other values (176)</td><td>251</td><td><div class=bar style=width:24.8%> </div> 19.2% </td></tr><tr class=missing><td title=(Missing)>(Missing)</td><td>1014</td><td><div class=bar style=width:100.0%> 77.5% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_603639069332284098></a><div class=variable><div class=col-sm-3><p class=h4 title=embarked><a href=#pp_var_603639069332284098>embarked</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>3</td></tr><tr><th>Distinct (%)</th><td>0.2%</td></tr><tr><th>Missing</th><td>2</td></tr><tr><th>Missing (%)</th><td>0.2%</td></tr><tr><th>Memory size</th><td>10.4 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class="col-sm- collapse in" id=minifreqtable><table class="mini freq"><tr class><th width=50%> S </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 914 </div></td></tr><tr class><th width=50%> C </th><td width=50%><div class=bar style=width:29.5% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 270 </div></td></tr><tr class><th width=50%> Q </th><td width=50%><div class=bar style=width:13.5% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 123 </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-603639069332284098, #minifreqtable603639069332284098" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom-603639069332284098 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#603639069332284098bottom-603639069332284098overview aria-controls=603639069332284098bottom-603639069332284098overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#603639069332284098bottom-603639069332284098string aria-controls=603639069332284098bottom-603639069332284098string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=603639069332284098bottom-603639069332284098overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>S</td></tr><tr><th>2nd row</th><td>S</td></tr><tr><th>3rd row</th><td>S</td></tr><tr><th>4th row</th><td>S</td></tr><tr><th>5th row</th><td>S</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=603639069332284098bottom-603639069332284098string><div class=row><div class=col-sm-12><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=S>S</td><td>914</td><td><div class=bar style=width:100.0%> 69.8% </div></td></tr><tr class><td title=C>C</td><td>270</td><td><div class=bar style=width:29.5%> </div> 20.6% </td></tr><tr class><td title=Q>Q</td><td>123</td><td><div class=bar style=width:13.5%> </div> 9.4% </td></tr><tr class=missing><td title=(Missing)>(Missing)</td><td>2</td><td><div class=bar style=width:0.2%> </div> 0.2% </td></tr></tbody></table></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-3687278291369604937></a><div class=variable><div class=col-sm-3><p class=h4 title=survived><a href=#pp_var_-3687278291369604937>survived</a><br><small>Real number (ℝ<sub>≥0</sub>)</small></p><code>ZEROS</code><br><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>2</td></tr><tr><th>Distinct (%)</th><td>0.2%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>0.3819709702</td></tr></tbody></table></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>0</td></tr><tr><th>Maximum</th><td>1</td></tr><tr class=alert><th>Zeros</th><td>809</td></tr><tr class=alert><th>Zeros (%)</th><td>61.8%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>10.4 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| M 847 1978 | |
| L 2700 1978 | |
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| Q 1403 2931 1139 2672 | |
| Q 875 2413 847 1978 | |
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| L 2538 353 | |
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| M 803 1669 | |
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| L 2597 488 | |
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| L 422 3319 | |
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| "/><path id=ArialMT-79 transform=scale(0.015625) d="M 397 -1278 | |
| L 334 -750 | |
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| L 236.66 250.726458 | |
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| L 68.896364 22.225069 | |
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| L 404.423636 250.726458 | |
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| L 52.12 10.8 | |
| " style="fill: none"/></g><g id=patch_6><path d="M 421.2 250.726458 | |
| L 421.2 10.8 | |
| " style="fill: none"/></g><g id=patch_7><path d="M 52.12 250.726458 | |
| L 421.2 250.726458 | |
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| L 421.2 10.8 | |
| " style="fill: none"/></g></g></g><defs><clippath id=p2f31255d99><rect x=52.12 y=10.8 width=369.08 height=239.926458 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=2) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=-3687278291369604937bottom--3687278291369604937common_values><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0>0</td><td>809</td><td><div class=bar style=width:100.0%> 61.8% </div></td></tr><tr class><td title=1>1</td><td>500</td><td><div class=bar style=width:61.8%> 38.2% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-3687278291369604937bottom--3687278291369604937extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-3687278291369604937extreme_values--3687278291369604937firstn aria-controls=-3687278291369604937extreme_values--3687278291369604937firstn role=tab data-toggle=tab>Minimum 5 values</a></li><li role=presentation><a href=#-3687278291369604937extreme_values--3687278291369604937lastn aria-controls=-3687278291369604937extreme_values--3687278291369604937lastn role=tab data-toggle=tab>Maximum 5 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-3687278291369604937extreme_values--3687278291369604937firstn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0>0</td><td>809</td><td><div class=bar style=width:100.0%> 61.8% </div></td></tr><tr class><td title=1>1</td><td>500</td><td><div class=bar style=width:61.8%> 38.2% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-3687278291369604937extreme_values--3687278291369604937lastn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1>1</td><td>500</td><td><div class=bar style=width:61.8%> 38.2% </div></td></tr><tr class><td title=0>0</td><td>809</td><td><div class=bar style=width:100.0%> 61.8% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div></div></div><footer><div class=container-fluid><div class="row center-block footer-text"><p class="text-muted text-center">Report generated with <a href=https://github.com/pandas-profiling/pandas-profiling>pandas-profiling</a>.</p></div></div></footer><script> | |
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note you can view the rendered html from the relevant gist links using GH HTML preview here.
e.g. the minimal example report and the titanic example report.