Redkite
4 years ago in Plain Text
<!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 v2.9.0"><meta name=url content=https://github.com/pandas-profiling/pandas-profiling><meta name=date content="2020-10-06 14:14:03.172326"><title>Pandas Profiling Report</title><style>
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table.example_values {
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/*top: -70px;*/
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.named-list-item{
padding: 1em;
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/* not printing tabs */
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.nav-pills, .nav-tabs, button[data-toggle="collapse"], .mini, .col-sm-3 img {
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a[download="config.yml"]:after {
content: none !important;
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.row {
border: 0 !important;
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}
.text-placeholder {
display: inline-block;
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}</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=#interactions>Interactions</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-fluid><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-warnings aria-controls=overview-warnings role=tab data-toggle=tab>Warnings <span class=badge>8</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>14</td></tr><tr><th>Number of observations</th><td>25000</td></tr><tr><th>Missing cells</th><td>45602</td></tr><tr><th>Missing cells (%)</th><td>13.0%</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>2.7 MiB</td></tr><tr><th>Average record size in memory</th><td>112.0 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>NUM</th><td>10</td></tr><tr><th>CAT</th><td>2</td></tr><tr><th>BOOL</th><td>2</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-warnings><table class="table table-condensed list-warnings"><p class=h4>Warnings</p><tr style=border-top:0><td><a class=anchor href=#pp_var_1841630834237123437><code>first_order_day</code></a> has a high cardinality: 412 distinct values </td><td><span class="label label-primary">High cardinality</span></td></tr><tr><td><a class=anchor href=#pp_var_-5836345983108346304><code>cnt_orders_60d_fwd</code></a> is highly correlated with <code>cnt_orders_30d_fwd</code> and <abbr title="cnt_orders_30d_fwd, cnt_orders_90d_fwd">1 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a class=anchor href=#pp_var_8164278767288867646><code>cnt_orders_30d_fwd</code></a> is highly correlated with <code>cnt_orders_60d_fwd</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a class=anchor href=#pp_var_-6855370707960420498><code>cnt_orders_90d_fwd</code></a> is highly correlated with <code>cnt_orders_60d_fwd</code> and <abbr title="cnt_orders_60d_fwd, cnt_orders_6m_fwd">1 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a class=anchor href=#pp_var_4931767489441219076><code>cnt_orders_6m_fwd</code></a> is highly correlated with <code>cnt_orders_90d_fwd</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a class=anchor href=#pp_var_6528892899982165564><code>voucher_amount</code></a> has 22801 (91.2%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_-802185843360220185><code>member_get_member_viral</code></a> has 22801 (91.2%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_1391662137342267919><code>user_id</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>2020-10-06 14:14:03.172326</td></tr><tr><th>Analysis finished</th><td>2020-10-06 14:14:53.666148</td></tr><tr><th>Duration</th><td>50.49 seconds</td></tr><tr><th>Software version</th><td><a href=https://github.com/pandas-profiling/pandas-profiling>pandas-profiling v2.9.0</a></td></tr><tr><th>Download configuration</th><td><a download=config.yaml href="data:text/plain;charset=utf-8,html%3A%0A%20%20%20%20style%3A%0A%20%20%20%20%20%20%20%20full_width%3A%20yes%0A%20%20%20%20%20%20%20%20theme%3A%20None%0A%20%20%20%20%20%20%20%20logo%3A%20%27%27%0A%20%20%20%20%20%20%20%20primary_color%3A%20%27%23337ab7%27%0A%20%20%20%20minify_html%3A%20yes%0A%20%20%20%20use_local_assets%3A%20yes%0A%20%20%20%20inline%3A%20yes%0A%20%20%20%20navbar_show%3A%20yes%0A%20%20%20%20file_name%3A%20None%0Atitle%3A%20Pandas%20Profiling%20Report%0Adataset%3A%0A%20%20%20%20description%3A%20%27%27%0A%20%20%20%20creator%3A%20%27%27%0A%20%20%20%20author%3A%20%27%27%0A%20%20%20%20copyright_holder%3A%20%27%27%0A%20%20%20%20copyright_year%3A%20%27%27%0A%20%20%20%20url%3A%20%27%27%0Avariables%3A%0A%20%20%20%20descriptions%3A%20%7B%7D%0Ashow_variable_description%3A%20yes%0Apool_size%3A%200%0Aprogress_bar%3A%20yes%0Avars%3A%0A%20%20%20%20num%3A%0A%20%20%20%20%20%20%20%20quantiles%3A%0A%20%20%20%20%20%20%20%20-%200.05%0A%20%20%20%20%20%20%20%20-%200.25%0A%20%20%20%20%20%20%20%20-%200.5%0A%20%20%20%20%20%20%20%20-%200.75%0A%20%20%20%20%20%20%20%20-%200.95%0A%20%20%20%20%20%20%20%20skewness_threshold%3A%2020%0A%20%20%20%20%20%20%20%20low_categorical_threshold%3A%205%0A%20%20%20%20%20%20%20%20chi_squared_threshold%3A%200.999%0A%20%20%20%20cat%3A%0A%20%20%20%20%20%20%20%20length%3A%20yes%0A%20%20%20%20%20%20%20%20unicode%3A%20no%0A%20%20%20%20%20%20%20%20cardinality_threshold%3A%2050%0A%20%20%20%20%20%20%20%20n_obs%3A%205%0A%20%20%20%20%20%20%20%20chi_squared_threshold%3A%200.999%0A%20%20%20%20%20%20%20%20coerce_str_to_date%3A%20no%0A%20%20%20%20%20%20%20%20redact%3A%20no%0A%20%20%20%20bool%3A%0A%20%20%20%20%20%20%20%20n_obs%3A%203%0A%20%20%20%20file%3A%0A%20%20%20%20%20%20%20%20active%3A%20no%0A%20%20%20%20image%3A%0A%20%20%20%20%20%20%20%20active%3A%20no%0A%20%20%20%20%20%20%20%20exif%3A%20yes%0A%20%20%20%20%20%20%20%20hash%3A%20yes%0Asort%3A%20None%0Amissing_diagrams%3A%0A%20%20%20%20bar%3A%20yes%0A%20%20%20%20matrix%3A%20yes%0A%20%20%20%20heatmap%3A%20yes%0A%20%20%20%20dendrogram%3A%20yes%0Acorrelations%3A%0A%20%20%20%20pearson%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20yes%0A%20%20%20%20%20%20%20%20threshold%3A%200.9%0A%20%20%20%20spearman%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20kendall%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20phi_k%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20cramers%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20yes%0A%20%20%20%20%20%20%20%20threshold%3A%200.9%0A%20%20%20%20recoded%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20no%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20%20%20%20%20threshold%3A%200.0%0Ainteractions%3A%0A%20%20%20%20targets%3A%20%5B%5D%0A%20%20%20%20continuous%3A%20yes%0Acategorical_maximum_correlation_distinct%3A%20100%0Aplot%3A%0A%20%20%20%20image_format%3A%20svg%0A%20%20%20%20dpi%3A%20800%0A%20%20%20%20scatter_threshold%3A%201000%0A%20%20%20%20correlation%3A%0A%20%20%20%20%20%20%20%20cmap%3A%20RdBu%0A%20%20%20%20%20%20%20%20bad%3A%20%27%23000000%27%0A%20%20%20%20missing%3A%0A%20%20%20%20%20%20%20%20cmap%3A%20RdBu%0A%20%20%20%20%20%20%20%20force_labels%3A%20yes%0A%20%20%20%20pie%3A%0A%20%20%20%20%20%20%20%20max_unique%3A%2010%0A%20%20%20%20histogram%3A%0A%20%20%20%20%20%20%20%20x_axis_labels%3A%20yes%0A%20%20%20%20%20%20%20%20bins%3A%2050%0A%20%20%20%20%20%20%20%20max_bins%3A%20250%0An_obs_unique%3A%205%0An_extreme_obs%3A%205%0An_freq_table_max%3A%2010%0Amemory_deep%3A%20no%0Aduplicates%3A%0A%20%20%20%20head%3A%2010%0Asamples%3A%0A%20%20%20%20head%3A%2010%0A%20%20%20%20tail%3A%2010%0Areject_variables%3A%20yes%0Anotebook%3A%0A%20%20%20%20iframe%3A%0A%20%20%20%20%20%20%20%20height%3A%20800px%0A%20%20%20%20%20%20%20%20width%3A%20100%25%0A%20%20%20%20%20%20%20%20attribute%3A%20srcdoc%0A">config.yaml</a></td></tr></tbody></table></div></div></div></div></div><div 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title=1047210>1047210</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:0.0%>&nbsp;</div></td></tr><tr class><td title=697946>697946</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:0.0%>&nbsp;</div></td></tr><tr class><td title=1299266>1299266</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:0.0%>&nbsp;</div></td></tr><tr class><td title=2808494>2808494</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:0.0%>&nbsp;</div></td></tr><tr class><td title=4809684>4809684</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:0.0%>&nbsp;</div></td></tr><tr class><td title=371376>371376</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:0.0%>&nbsp;</div></td></tr><tr class=other><td title="Other values (24990)">Other values (24990)</td><td>24990</td><td>> 99.9%</td><td><div class=bar style=width:100.0%>&nbsp;</div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=1391662137342267919bottom-1391662137342267919extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#1391662137342267919extreme_values-1391662137342267919firstn aria-controls=1391662137342267919extreme_values-1391662137342267919firstn role=tab data-toggle=tab>Minimum 5 values</a></li><li role=presentation><a href=#1391662137342267919extreme_values-1391662137342267919lastn aria-controls=1391662137342267919extreme_values-1391662137342267919lastn 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=1391662137342267919extreme_values-1391662137342267919firstn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td><td>&nbsp;</td></tr></thead><tbody><tr class><td title=1988>1988</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:100.0%>&nbsp;</div></td></tr><tr class><td title=8172>8172</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:100.0%>&nbsp;</div></td></tr><tr class><td title=9746>9746</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:100.0%>&nbsp;</div></td></tr><tr class><td title=35580>35580</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:100.0%>&nbsp;</div></td></tr><tr class><td title=37514>37514</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:100.0%>&nbsp;</div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=1391662137342267919extreme_values-1391662137342267919lastn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td><td>&nbsp;</td></tr></thead><tbody><tr class><td title=5220624>5220624</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:100.0%>&nbsp;</div></td></tr><tr class><td title=5220142>5220142</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:100.0%>&nbsp;</div></td></tr><tr class><td title=5219824>5219824</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:100.0%>&nbsp;</div></td></tr><tr class><td title=5219452>5219452</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:100.0%>&nbsp;</div></td></tr><tr class><td title=5219352>5219352</td><td>1</td><td>< 0.1%</td><td><div class=bar style=width:100.0%>&nbsp;</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_1841630834237123437></a><div class=variable><div class=col-sm-3><p class=h4 title=first_order_day><a href=#pp_var_1841630834237123437>first_order_day</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>412</td></tr><tr><th>Distinct (%)</th><td>1.6%</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>195.3 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%> 05/03/2016 </th><td width=50%><div class=bar style=width:0.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 162 </td></tr><tr class><th width=50%> 27/02/2016 </th><td width=50%><div class=bar style=width:0.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 150 </td></tr><tr class><th width=50%> 28/02/2016 </th><td width=50%><div class=bar style=width:0.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 143 </td></tr><tr class><th width=50%> 14/02/2016 </th><td width=50%><div class=bar style=width:0.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 142 </td></tr><tr class><th width=50%> 06/03/2016 </th><td width=50%><div class=bar style=width:0.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 139 </td></tr><tr class=other><th width=50%> Other values (407) </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 24264&nbsp; </div></td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-1841630834237123437, #minifreqtable1841630834237123437" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom-1841630834237123437 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#1841630834237123437bottom-1841630834237123437frequencies aria-controls=1841630834237123437bottom-1841630834237123437frequencies role=tab data-toggle=tab>Frequencies</a></li><li role=presentation><a href=#1841630834237123437bottom-1841630834237123437tbl aria-controls=1841630834237123437bottom-1841630834237123437tbl role=tab data-toggle=tab>Length</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=1841630834237123437bottom-1841630834237123437frequencies><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#1841630834237123437frequencies-1841630834237123437common_values aria-controls=1841630834237123437frequencies-1841630834237123437common_values role=tab data-toggle=tab>Common Values</a></li><li role=presentation><a href=#1841630834237123437frequencies-1841630834237123437tbl aria-controls=1841630834237123437frequencies-1841630834237123437tbl role=tab data-toggle=tab>Overview</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=1841630834237123437frequencies-1841630834237123437common_values><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td><td>&nbsp;</td></tr></thead><tbody><tr class><td title=05/03/2016>05/03/2016</td><td>162</td><td>0.6%</td><td><div class=bar style=width:0.7%>&nbsp;</div></td></tr><tr class><td title=27/02/2016>27/02/2016</td><td>150</td><td>0.6%</td><td><div class=bar style=width:0.6%>&nbsp;</div></td></tr><tr class><td title=28/02/2016>28/02/2016</td><td>143</td><td>0.6%</td><td><div class=bar style=width:0.6%>&nbsp;</div></td></tr><tr class><td title=14/02/2016>14/02/2016</td><td>142</td><td>0.6%</td><td><div class=bar style=width:0.6%>&nbsp;</div></td></tr><tr class><td title=06/03/2016>06/03/2016</td><td>139</td><td>0.6%</td><td><div class=bar style=width:0.6%>&nbsp;</div></td></tr><tr class><td title=20/02/2016>20/02/2016</td><td>138</td><td>0.6%</td><td><div class=bar style=width:0.6%>&nbsp;</div></td></tr><tr class><td title=22/05/2016>22/05/2016</td><td>130</td><td>0.5%</td><td><div class=bar style=width:0.6%>&nbsp;</div></td></tr><tr class><td title=19/03/2016>19/03/2016</td><td>129</td><td>0.5%</td><td><div class=bar style=width:0.5%>&nbsp;</div></td></tr><tr class><td title=18/03/2016>18/03/2016</td><td>128</td><td>0.5%</td><td><div class=bar style=width:0.5%>&nbsp;</div></td></tr><tr class><td title=06/02/2016>06/02/2016</td><td>127</td><td>0.5%</td><td><div class=bar style=width:0.5%>&nbsp;</div></td></tr><tr class=other><td title="Other values (402)">Other values (402)</td><td>23612</td><td>94.4%</td><td><div class=bar style=width:100.0%>&nbsp;</div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=1841630834237123437frequencies-1841630834237123437tbl><div class=col-sm-6><?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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