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<!doctype html><html lang=en><head><meta charset=utf-8><meta name=viewport content="width=device-width, initial-scale=1, shrink-to-fit=no"><meta name=description content="Profile report generated by YData! Visit us at https://ydata.ai"><meta name=author content="YData and the open source community."><meta name=generator content="Pandas Profiling v3.6.6"><meta name=url content=https://github.com/ydataai/pandas-profiling><meta name=date content="2023-05-23 16:17:14.548397"><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;
}
table.correlation-table {
width: 98% /* To avoid an unnecessary overflow. */
}
/* STATS */
table.stats, table.sample, table.duplicate, table.correlation-table{
border: 0;
}
.stats tr, .sample tr, .duplicate tr, .correlation-table tr {
border: 0;
}
.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, table.correlation-table {
margin-bottom: 2em;
margin-left: 1em;
}
.sample td, .sample th, .duplicate td, .duplicate th, .correlation-table td, .correlation-table th {
padding: 0.5em;
white-space: nowrap;
border: 0;
}
.sample thead, .duplicate thead, .correlation-table 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;
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opacity: 0.4;
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/* Bars in tables */
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table-layout: fixed;
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.freq:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){
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max-width: none;
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overflow: hidden;
text-overflow: ellipsis;
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line-height: 20px;
color: #fff;
text-align: center;
border-radius: 3px;
margin-right: 4px;
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background-color: #999;
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background-color: #a94442;
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.tooltip-inner {
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.extrapadding {
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.variable .h4 {
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display:inline-block;
width: calc(90%); /* The trick is here! */
overflow:hidden;
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.variable.ignore .h4{
text-decoration: line-through;
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.table-responsive{
overflow: scroll;
width: 100%;
overflow-y: hidden;
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.img-responsive{
max-width: 99%;
min-width: 99%;
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.footer-text{
padding:20px;
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table.list-warnings td{
padding-right:10px;
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a.anchor-pos {
display: block;
position: relative;
top: -70px;
visibility: hidden;
}
a.anchor-pos-variable{
/*top: -70px;*/
}
#sample-container, #duplicate-container {
overflow: auto;
width: 100%;
overflow-y: hidden;
}
#correlation-table-container {
max-height: 400px;
overflow: auto;
}
#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;
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.freq.table-0 .bar {
background-color: #377eb8;
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.freq.table-1 .bar {
background-color: #e41a1c;
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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 href=#overview>Overview</a></li><li><a href=#variables-dropdown>Variables</a></li><li><a href=#interactions>Interactions</a></li><li><a href=#correlations_tab>Correlations</a></li><li><a href=#missing>Missing values</a></li><li><a href=#sample>Sample</a></li></ul></div></div></nav><div class=content><div class=container><div class="row header"><a class=anchor-pos id=overview></a><h1 class=page-header>Overview</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-pills" role=tablist><li role=presentation class=active><a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#overview-alerts aria-controls=overview-alerts role=tab data-toggle=tab>Alerts <span class=badge>10</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>7</td></tr><tr><th>Number of observations</th><td>51</td></tr><tr><th>Missing cells</th><td>15</td></tr><tr><th>Missing cells (%)</th><td>4.2%</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>2.9 KiB</td></tr><tr><th>Average record size in memory</th><td>58.5 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>6</td></tr><tr><th>Numeric</th><td>1</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-alerts><div class=col-sm-12><table class="table table-condensed list-warnings"><p class=h4>Alerts</p><tr style=border-top:0><td><a href=#pp_var_-6224833808324438760><code>Type</code></a> has constant value "Bongo"</td><td><span class="label label-warning">Constant</span></td></tr><tr><td><a href=#pp_var_6988337654221266132><code>Song</code></a> is highly overall correlated with <code>Lyrics search URL</code> and <abbr title="Lyrics search URL, Lyrics">1 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_4773570003598487171><code>Artists</code></a> is highly overall correlated with <code>Main Artist</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_-8466070785695769921><code>Main Artist</code></a> is highly overall correlated with <code>Artists</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_2388384467559499353><code>Lyrics search URL</code></a> is highly overall correlated with <code>Song</code> and <abbr title="Song, Lyrics">1 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_-1725611278702687406><code>Lyrics</code></a> is highly overall correlated with <code>Song</code> and <abbr title="Song, Lyrics search URL">1 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_-1725611278702687406><code>Lyrics</code></a> has 15 (29.4%) missing values</td><td><span class="label label-info">Missing</span></td></tr><tr><td><a href=#pp_var_6988337654221266132><code>Song</code></a> is uniformly distributed</td><td><span class="label label-primary">Uniform</span></td></tr><tr><td><a href=#pp_var_2388384467559499353><code>Lyrics search URL</code></a> is uniformly distributed</td><td><span class="label label-primary">Uniform</span></td></tr><tr><td><a href=#pp_var_-1725611278702687406><code>Lyrics</code></a> is uniformly distributed</td><td><span class="label label-primary">Uniform</span></td></tr></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-reproduction><div class=col-sm-12><p class=h4>Reproduction</p><table class="table table-condensed stats"><tbody><tr><th>Analysis started</th><td>2023-05-23 16:17:14.548397</td></tr><tr><th>Analysis finished</th><td>2023-05-23 16:17:16.097771</td></tr><tr><th>Duration</th><td>1.55 second</td></tr><tr><th>Software version</th><td><a href=https://github.com/pandas-profiling/pandas-profiling>pandas-profiling v3.6.6</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%22imbalance_threshold%22%3A%200.5%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%2C%20%22stop_words%22%3A%20%5B%5D%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%22imbalance_threshold%22%3A%200.5%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%2C%20%22timeseries%22%3A%20%7B%22active%22%3A%20false%2C%20%22sortby%22%3A%20null%2C%20%22autocorrelation%22%3A%200.7%2C%20%22lags%22%3A%20%5B1%2C%207%2C%2012%2C%2024%2C%2030%5D%2C%20%22significance%22%3A%200.05%2C%20%22pacf_acf_lag%22%3A%20100%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%22heatmap%22%3A%20true%7D%2C%20%22correlations%22%3A%20%7B%22auto%22%3A%20%7B%22key%22%3A%20%22auto%22%2C%20%22calculate%22%3A%20true%2C%20%22warn_high_correlations%22%3A%2010%2C%20%22threshold%22%3A%200.5%2C%20%22n_bins%22%3A%2010%7D%7D%2C%20%22correlation_table%22%3A%20true%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%22cat_freq%22%3A%20%7B%22show%22%3A%20true%2C%20%22type%22%3A%20%22bar%22%2C%20%22max_unique%22%3A%2010%2C%20%22colors%22%3A%20null%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%208%7D%2C%20%22html%22%3A%20%7B%22style%22%3A%20%7B%22primary_colors%22%3A%20%5B%22%23377eb8%22%2C%20%22%23e41a1c%22%2C%20%22%234daf4a%22%5D%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-dropdown></a><h1 class=page-header>Variables</h1></div><div class=section-items><select name=Variables id=variables-dropdown><option value>Select Columns</option><option value=Type>Type</option><option value=Song>Song</option><option value=Artists>Artists</option><option value="Main Artist">Main Artist</option><option value=Year>Year</option><option value="Lyrics search URL">Lyrics search URL</option><option value=Lyrics>Lyrics</option></select><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-6224833808324438760></a><div class=variable><div class=col-sm-12><p class=h4 title=Type><a href=#pp_var_-6224833808324438760>Type</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr class=alert><th>Distinct</th><td>1</td></tr><tr><th>Distinct (%)</th><td>2.0%</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>536.0 B</td></tr></tbody></table></div><div class=col-sm-6><div class=row id=minifreqtable><table class="mini freq table-0"><tr class><th width=10%> Bongo </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 51 </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--6224833808324438760, #minifreqtable-6224833808324438760" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom--6224833808324438760 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-6224833808324438760bottom--6224833808324438760overview aria-controls=-6224833808324438760bottom--6224833808324438760overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#-6224833808324438760bottom--6224833808324438760string aria-controls=-6224833808324438760bottom--6224833808324438760string role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-6224833808324438760bottom--6224833808324438760word aria-controls=-6224833808324438760bottom--6224833808324438760word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#-6224833808324438760bottom--6224833808324438760characters aria-controls=-6224833808324438760bottom--6224833808324438760characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-6224833808324438760bottom--6224833808324438760overview><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>5</td></tr><tr><th>Mean length</th><td>5</td></tr><tr><th>Min length</th><td>5</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>255</td></tr><tr><th>Distinct characters</th><td>4</td></tr><tr><th>Distinct categories</th><td>2 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>1 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>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-3><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>Bongo</td></tr><tr><th>2nd row</th><td>Bongo</td></tr><tr><th>3rd row</th><td>Bongo</td></tr><tr><th>4th row</th><td>Bongo</td></tr><tr><th>5th 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Q 550 2956 876 3175