{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0f533d0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from ydata_profiling import ProfileReport"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0b0c3d0d",
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>salary</th>\n",
       "      <th>age</th>\n",
       "      <th>elevel</th>\n",
       "      <th>car</th>\n",
       "      <th>zipcode</th>\n",
       "      <th>credit</th>\n",
       "      <th>brand</th>\n",
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       "      <th>1</th>\n",
       "      <td>106880.47840</td>\n",
       "      <td>63</td>\n",
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       "      <td>6</td>\n",
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       "      <td>48795.32279</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>63689.93635</td>\n",
       "      <td>51</td>\n",
       "      <td>3</td>\n",
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       "      <td>40888.87736</td>\n",
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      ],
      "text/plain": [
       "         salary  age  elevel  car  zipcode        credit  brand\n",
       "0  119806.54480   45       0   14        4  442037.71130      0\n",
       "1  106880.47840   63       1   11        6   45007.17883      1\n",
       "2   78020.75094   23       0   15        2   48795.32279      0\n",
       "3   63689.93635   51       3    6        5   40888.87736      1\n",
       "4   50873.61880   20       3   14        4  352951.49770      0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"https://raw.githubusercontent.com/youronlydimwit/Data_ScienceUse_Cases/main/EDA_Workflow/Data/CompleteResponses.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "99c0e89f",
   "metadata": {},
   "outputs": [],
   "source": [
    "profile = ProfileReport(df, title=\"Profiling Report\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2aff2101",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "Summarize dataset:   0%|          | 0/5 [00:00<?, ?it/s]"
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       "Generate report structure:   0%|          | 0/1 [00:00<?, ?it/s]"
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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)}\n",
       "/*# sourceMappingURL=bootstrap-theme.min.css.map */        &lt;/style&gt;&lt;style&gt;body {\n",
       "  padding-top: 80px;\n",
       "}\n",
       ".content .container-fluid{\n",
       "    margin-left: 20px !important;\n",
       "    margin-right: 20px !important;\n",
       "    margin-bottom: 20px;\n",
       "}\n",
       "\n",
       ".page-header{\n",
       "    border:0 !important;\n",
       "}\n",
       "\n",
       ".row.variable, .section-items &gt; .row {\n",
       "    border: 1px solid #e1e1e8;\n",
       "    border-top: hidden;\n",
       "}\n",
       "\n",
       ".row.spacing {\n",
       "    padding: 2em 1em;\n",
       "}\n",
       "\n",
       ".row.header {\n",
       "    border-bottom: 1px solid #e1e1e8;\n",
       "    /*background-color: #f5f5f5;*/\n",
       "    padding-left: 2em;\n",
       "}\n",
       "\n",
       "\n",
       ".dl-horizontal dt {\n",
       "    text-align: left;\n",
       "    padding-right: 1em;\n",
       "    white-space: normal;\n",
       "}\n",
       "\n",
       ".dl-horizontal dd {\n",
       "    margin-left: 0;\n",
       "}\n",
       "\n",
       ".col-md-12 {\n",
       "    padding-left: 2em;\n",
       "}\n",
       "\n",
       ".indent {\n",
       "    margin-left: 1em;\n",
       "}\n",
       "\n",
       ".center-img {\n",
       "    margin-left: auto !important;\n",
       "    margin-right: auto !important;\n",
       "    display: block;\n",
       "}\n",
       "\n",
       "/* Table example_values */\n",
       "table.example_values {\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".example_values th {\n",
       "    border: 0;\n",
       "    padding: 0;\n",
       "    color: #555;\n",
       "    font-weight: 600;\n",
       "}\n",
       "\n",
       ".example_values tr, .example_values td {\n",
       "    border: 0;\n",
       "    padding: 0;\n",
       "    color: #555;\n",
       "}\n",
       "\n",
       "table.correlation-table {\n",
       "    width: 98%  /* To avoid an unnecessary overflow. */\n",
       "}\n",
       "\n",
       "/* STATS */\n",
       "table.stats, table.sample, table.duplicate, table.correlation-table{\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".stats tr, .sample tr, .duplicate tr, .correlation-table tr {\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".stats th, .stats td{\n",
       "    color: #555;\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".stats th {\n",
       "    padding: 0 2em 0 0;\n",
       "    font-weight: 600;\n",
       "}\n",
       "\n",
       ".stats td {\n",
       "    padding: 1px;\n",
       "}\n",
       "\n",
       "\n",
       "/* Sample table */\n",
       "table.sample, table.duplicate, table.correlation-table {\n",
       "    margin-bottom: 2em;\n",
       "    margin-left: 1em;\n",
       "}\n",
       "\n",
       ".sample td, .sample th, .duplicate td, .duplicate th, .correlation-table td, .correlation-table th {\n",
       "    padding: 0.5em;\n",
       "    white-space: nowrap;\n",
       "    border: 0;\n",
       "\n",
       "}\n",
       "\n",
       ".sample thead, .duplicate thead, .correlation-table thead {\n",
       "    border-top: 0;\n",
       "    border-bottom: 2px solid #ddd;\n",
       "}\n",
       "\n",
       ".sample td, .duplicate td {\n",
       "    width: 100%;\n",
       "} \n",
       "\n",
       "/* There is no good solution available to make the divs equal height and then center ... */\n",
       ".histogram {\n",
       "    margin-top: 3em;\n",
       "}\n",
       "\n",
       "/* Freq table */\n",
       "table.freq {\n",
       "    margin-bottom: 2em;\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       "table.freq th, table.freq tr, table.freq td {\n",
       "    border: 0;\n",
       "    padding: 0;\n",
       "}\n",
       "\n",
       ".freq thead {\n",
       "    font-weight: 600;\n",
       "    white-space: nowrap;\n",
       "    overflow: hidden;\n",
       "    text-overflow: ellipsis;\n",
       "\n",
       "}\n",
       "\n",
       "/* Freq mini */\n",
       ".freq.mini td {\n",
       "    width: 50%;\n",
       "    padding: 1px;\n",
       "    font-size: 12px;\n",
       "\n",
       "}\n",
       "\n",
       "table.freq.mini {\n",
       "    width: 100%;\n",
       "}\n",
       "\n",
       ".freq.mini th {\n",
       "    overflow: hidden;\n",
       "    text-overflow: ellipsis;\n",
       "    white-space: nowrap;\n",
       "    max-width: 5em;\n",
       "    font-weight: 400;\n",
       "    text-align: right;\n",
       "    padding-right: 0.5em;\n",
       "}\n",
       "\n",
       "/* Message classes */\n",
       ".missing {\n",
       "    color: #a94442;\n",
       "}\n",
       "\n",
       ".alert, .alert &gt; th, .alert &gt; td {\n",
       "    color: #a94442;\n",
       "}\n",
       "\n",
       ".ignore {\n",
       "    opacity: 0.4;\n",
       "}\n",
       "\n",
       "/* Bars in tables */\n",
       ".freq.table{\n",
       "    table-layout: fixed;\n",
       "}\n",
       "\n",
       ".freq:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){\n",
       "    width: auto;\n",
       "    max-width: none;\n",
       "\n",
       "    white-space: nowrap;\n",
       "    overflow: hidden;\n",
       "    text-overflow: ellipsis;\n",
       "}\n",
       "\n",
       ".freq:not(.mini) tr td:nth-child(2), .freq:not(.mini) tr td:nth-child(3), .freq:not(.mini) tr th:nth-child(2), .freq:not(.mini) tr th:nth-child(3){\n",
       "    width: 100px;\n",
       "    text-align: right;\n",
       "}\n",
       ".freq:not(.mini) tr td:nth-child(4), .freq:not(.mini) tr th:nth-child(4){\n",
       "    width:200px;\n",
       "}\n",
       "\n",
       ".freq .bar {\n",
       "    float: left;\n",
       "    width: 0;\n",
       "    height: 100%;\n",
       "    line-height: 20px;\n",
       "    color: #fff;\n",
       "    text-align: center;\n",
       "    border-radius: 3px;\n",
       "    margin-right: 4px;\n",
       "}\n",
       "\n",
       ".other .bar {\n",
       "    background-color: #999;\n",
       "}\n",
       "\n",
       ".missing .bar {\n",
       "    background-color: #a94442;\n",
       "}\n",
       "\n",
       ".tooltip-inner {\n",
       "    width: 100%;\n",
       "    white-space: nowrap;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       ".extrapadding {\n",
       "    padding: 2em;\n",
       "}\n",
       "\n",
       ".variable .h4 {\n",
       "    text-overflow: ellipsis;\n",
       "    display:inline-block;\n",
       "    width: calc(90%); /* The trick is here! */\n",
       "    overflow:hidden;\n",
       "}\n",
       "\n",
       ".variable.ignore .h4{\n",
       "    text-decoration: line-through;\n",
       "}\n",
       "\n",
       ".table-responsive{\n",
       "    overflow: scroll;\n",
       "    width: 100%;\n",
       "    overflow-y: hidden;\n",
       "}\n",
       ".img-responsive{\n",
       "    max-width: 99%;\n",
       "    min-width: 99%;\n",
       "}\n",
       ".footer-text{\n",
       "    padding:20px;\n",
       "}\n",
       "\n",
       "table.list-warnings td{\n",
       "    padding-right:10px;\n",
       "}\n",
       "\n",
       "a.anchor-pos {\n",
       "    display: block;\n",
       "    position: relative;\n",
       "    top: -70px;\n",
       "    visibility: hidden;\n",
       "}\n",
       "\n",
       "a.anchor-pos-variable{\n",
       "    /*top: -70px;*/\n",
       "}\n",
       "\n",
       "#sample-container, #duplicate-container {\n",
       "    overflow: auto;\n",
       "    width: 100%;\n",
       "    overflow-y: hidden;\n",
       "}\n",
       "\n",
       "#correlation-table-container {\n",
       "    max-height: 400px;\n",
       "    overflow: auto;\n",
       "}\n",
       "\n",
       "#overview-content td, #overview-content th{\n",
       "    border-top: 0;\n",
       "    line-height: 1;\n",
       "}\n",
       "\n",
       ".variable-description{\n",
       "    color: #777;\n",
       "    font-size: 10pt;\n",
       "    margin-top: 10px;\n",
       "    font-style: italic;\n",
       "}\n",
       "\n",
       "select.multiple{\n",
       "    width: 180px;\n",
       "    height: 500px;\n",
       "    margin: 10px 0;\n",
       "}\n",
       "\n",
       ".named-list-item{\n",
       "    padding: 1em;\n",
       "}\n",
       "\n",
       "/* not printing tabs */\n",
       "@media print {\n",
       "    .tab-content &gt; .tab-pane, .collapse {\n",
       "        display: block !important;\n",
       "        opacity: 1 !important;\n",
       "        visibility: visible !important;\n",
       "        /*page-break-after: always;*/\n",
       "        page-break-after: right;\n",
       "        page-break-before: avoid;\n",
       "    }\n",
       "\n",
       "    .nav-pills, .nav-tabs, button[data-toggle=&quot;collapse&quot;], .mini, .col-sm-3 img {\n",
       "        display:none !important;\n",
       "    }\n",
       "\n",
       "    a[download=&quot;config.yml&quot;]:after {\n",
       "        content: none !important;\n",
       "    }\n",
       "\n",
       "    .row {\n",
       "        border: 0 !important;\n",
       "    }\n",
       "}\n",
       "\n",
       ".text-placeholder {\n",
       "    display: inline-block;\n",
       "    background-color: #444;\n",
       "    height: 12px;\n",
       "    border-radius: 100px;\n",
       "    margin: 5px 0;\n",
       "    min-width: 200px;\n",
       "    opacity: .1;\n",
       "}\n",
       "\n",
       "    .freq.table-0 .bar {\n",
       "        background-color: #377eb8;\n",
       "    }\n",
       "    .freq.table-1 .bar {\n",
       "        background-color: #e41a1c;\n",
       "    }\n",
       "&lt;/style&gt;&lt;/head&gt;&lt;body&gt;&lt;a class=anchor-pos id=top&gt;&lt;/a&gt;&lt;nav class=&quot;navbar navbar-default navbar-fixed-top&quot;&gt;&lt;div class=container-fluid&gt;&lt;div class=navbar-header&gt;&lt;button type=button class=&quot;navbar-toggle collapsed&quot; data-toggle=collapse data-target=#navbar aria-expanded=false aria-controls=navbar&gt;&lt;span class=sr-only&gt;Toggle navigation&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;/button&gt;&lt;a class=&quot;navbar-brand anchor&quot; href=#top&gt;Profiling Report&lt;/a&gt;&lt;/div&gt;&lt;div id=navbar class=&quot;navbar-collapse collapse&quot;&gt;&lt;ul class=&quot;nav navbar-nav navbar-right&quot;&gt;&lt;li&gt;&lt;a href=#overview&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=#variables-dropdown&gt;Variables&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=#interactions&gt;Interactions&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=#correlations_tab&gt;Correlations&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=#missing&gt;Missing values&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=#sample&gt;Sample&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/nav&gt;&lt;div class=content&gt;&lt;div class=container&gt;&lt;div class=&quot;row header&quot;&gt;&lt;a class=anchor-pos id=overview&gt;&lt;/a&gt;&lt;h1 class=page-header&gt;Overview&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-pills&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#overview-alerts aria-controls=overview-alerts role=tab data-toggle=tab&gt;Alerts &lt;span class=badge&gt;2&lt;/span&gt;&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab&gt;Reproduction&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content style=&quot;padding-top: 10px;&quot;&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=overview-dataset_overview&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Dataset statistics&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Number of variables&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;7&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Number of observations&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;9898&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing cells&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing cells (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duplicate rows&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duplicate rows (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Total size in memory&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;541.4 KiB&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Average record size in memory&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;56.0 B&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Variable types&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Numeric&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;5&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Categorical&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=overview-alerts&gt;&lt;div class=col-sm-12&gt;&lt;table class=&quot;table table-condensed list-warnings&quot;&gt;&lt;p class=h4&gt;Alerts&lt;/p&gt;&lt;tr style=border-top:0&gt;&lt;td&gt;&lt;a href=#pp_var_-5394344102711621438&gt;&lt;code&gt;zipcode&lt;/code&gt;&lt;/a&gt; has 1085 (11.0%) zeros&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_6240775993807303948&gt;&lt;code&gt;credit&lt;/code&gt;&lt;/a&gt; has 119 (1.2%) zeros&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=overview-reproduction&gt;&lt;div class=col-sm-12&gt;&lt;p class=h4&gt;Reproduction&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Analysis started&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;2023-11-29 08:10:18.302664&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Analysis finished&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;2023-11-29 08:10:21.864871&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duration&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;3.56 seconds&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Software version&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;&lt;a href=https://github.com/ydataai/ydata-profiling&gt;ydata-profiling vv4.6.2&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Download configuration&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;&lt;a download=config.json href=&quot;data:text/plain;charset=utf-8,%7B%22title%22%3A%20%22Profiling%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%22text%22%3A%20%7B%22length%22%3A%20true%2C%20%22words%22%3A%20true%2C%20%22characters%22%3A%20true%2C%20%22redact%22%3A%20false%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%22percentage_cat_threshold%22%3A%200.5%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%22correlation_table%22%3A%20true%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%2C%20%22spearman%22%3A%20%7B%22key%22%3A%20%22spearman%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%2010%2C%20%22threshold%22%3A%200.5%2C%20%22n_bins%22%3A%2010%7D%2C%20%22pearson%22%3A%20%7B%22key%22%3A%20%22pearson%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%2010%2C%20%22threshold%22%3A%200.5%2C%20%22n_bins%22%3A%2010%7D%2C%20%22phi_k%22%3A%20%7B%22key%22%3A%20%22phi_k%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%2010%2C%20%22threshold%22%3A%200.5%2C%20%22n_bins%22%3A%2010%7D%2C%20%22cramers%22%3A%20%7B%22key%22%3A%20%22cramers%22%2C%20%22calculate%22%3A%20false%2C%20%22warn_high_correlations%22%3A%2010%2C%20%22threshold%22%3A%200.5%2C%20%22n_bins%22%3A%2010%7D%2C%20%22kendall%22%3A%20%7B%22key%22%3A%20%22kendall%22%2C%20%22calculate%22%3A%20false%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%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%2C%20%22density%22%3A%20false%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&quot;&gt;config.json&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row header&quot;&gt;&lt;a class=anchor-pos id=variables-dropdown&gt;&lt;/a&gt;&lt;h1 class=page-header&gt;Variables&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;select name=Variables id=variables-dropdown class=dropdown-toggle&gt;&lt;option value&gt;Select Columns&lt;/option&gt;&lt;option value=salary&gt;salary&lt;/option&gt;&lt;option value=age&gt;age&lt;/option&gt;&lt;option value=elevel&gt;elevel&lt;/option&gt;&lt;option value=car&gt;car&lt;/option&gt;&lt;option value=zipcode&gt;zipcode&lt;/option&gt;&lt;option value=credit&gt;credit&lt;/option&gt;&lt;option value=brand&gt;brand&lt;/option&gt;&lt;/select&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_5518191121704002946&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-12&gt;&lt;p class=h4 title=salary&gt;&lt;a href=#pp_var_5518191121704002946&gt;salary&lt;/a&gt;&lt;br&gt;&lt;small&gt;Real number (&amp;Ropf;)&lt;/small&gt;&lt;/p&gt;&lt;p class=variable-description&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;9656&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;97.6%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Infinite&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Infinite (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Mean&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;84870.862&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;20000&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Maximum&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;150000&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Zeros&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Zeros (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Negative&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Negative 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       "L 52.175 10.8 \n",
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       "L 493.2 164.471185 \n",
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       "L 493.2 10.8 \n",
       "&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p0971012495&gt;&lt;rect x=52.175 y=10.8 width=441.025 height=153.671185 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50) &lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=5518191121704002946bottom-5518191121704002946common_values&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=20000&gt; 20000 &lt;/td&gt;&lt;td&gt;129&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.3%&gt; &amp;nbsp; &lt;/div&gt; 1.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=150000&gt; 150000 &lt;/td&gt;&lt;td&gt;115&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.2%&gt; &amp;nbsp; &lt;/div&gt; 1.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=119806.5448&gt; 119806.5448 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=74359.37273&gt; 74359.37273 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=126616.0069&gt; 126616.0069 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=103997.0792&gt; 103997.0792 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=113872.7484&gt; 113872.7484 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=94693.85049&gt; 94693.85049 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=140340.5835&gt; 140340.5835 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=60584.26023&gt; 60584.26023 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (9646)&quot;&gt; Other values (9646) &lt;/td&gt;&lt;td&gt;9646&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 97.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=5518191121704002946bottom-5518191121704002946extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#5518191121704002946extreme_values-5518191121704002946firstn aria-controls=5518191121704002946extreme_values-5518191121704002946firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#5518191121704002946extreme_values-5518191121704002946lastn aria-controls=5518191121704002946extreme_values-5518191121704002946lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=5518191121704002946extreme_values-5518191121704002946firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=20000&gt; 20000 &lt;/td&gt;&lt;td&gt;129&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.3% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=20105.59398&gt; 20105.59398 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=20140.30703&gt; 20140.30703 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=20218.81605&gt; 20218.81605 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=20224.65853&gt; 20224.65853 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=20241.23917&gt; 20241.23917 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=20257.50335&gt; 20257.50335 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=20278.23549&gt; 20278.23549 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=20345.64346&gt; 20345.64346 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=20358.59768&gt; 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       "L 52.175 10.8 \n",
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&amp;nbsp; &lt;/div&gt; 2.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=80&gt; 80 &lt;/td&gt;&lt;td&gt;201&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.5%&gt; &amp;nbsp; &lt;/div&gt; 2.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=62&gt; 62 &lt;/td&gt;&lt;td&gt;193&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.4%&gt; &amp;nbsp; &lt;/div&gt; 1.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=51&gt; 51 &lt;/td&gt;&lt;td&gt;182&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.3%&gt; &amp;nbsp; &lt;/div&gt; 1.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=42&gt; 42 &lt;/td&gt;&lt;td&gt;181&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.3%&gt; &amp;nbsp; &lt;/div&gt; 1.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=72&gt; 72 &lt;/td&gt;&lt;td&gt;181&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.3%&gt; &amp;nbsp; &lt;/div&gt; 1.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=28&gt; 28 &lt;/td&gt;&lt;td&gt;180&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.3%&gt; &amp;nbsp; &lt;/div&gt; 1.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=53&gt; 53 &lt;/td&gt;&lt;td&gt;176&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=75&gt; 75 &lt;/td&gt;&lt;td&gt;174&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (51)&quot;&gt; Other values (51) &lt;/td&gt;&lt;td&gt;7983&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 80.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-2305420410276820605bottom--2305420410276820605extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-2305420410276820605extreme_values--2305420410276820605firstn aria-controls=-2305420410276820605extreme_values--2305420410276820605firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-2305420410276820605extreme_values--2305420410276820605lastn aria-controls=-2305420410276820605extreme_values--2305420410276820605lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-2305420410276820605extreme_values--2305420410276820605firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=20&gt; 20 &lt;/td&gt;&lt;td&gt;242&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 2.4% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=21&gt; 21 &lt;/td&gt;&lt;td&gt;98&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:40.5%&gt; 1.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=22&gt; 22 &lt;/td&gt;&lt;td&gt;154&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:63.6%&gt; 1.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=23&gt; 23 &lt;/td&gt;&lt;td&gt;159&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:65.7%&gt; 1.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=24&gt; 24 &lt;/td&gt;&lt;td&gt;165&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:68.2%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=25&gt; 25 &lt;/td&gt;&lt;td&gt;169&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:69.8%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=26&gt; 26 &lt;/td&gt;&lt;td&gt;161&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:66.5%&gt; 1.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=27&gt; 27 &lt;/td&gt;&lt;td&gt;157&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:64.9%&gt; 1.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=28&gt; 28 &lt;/td&gt;&lt;td&gt;180&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:74.4%&gt; 1.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=29&gt; 29 &lt;/td&gt;&lt;td&gt;157&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:64.9%&gt; 1.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-2305420410276820605extreme_values--2305420410276820605lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=80&gt; 80 &lt;/td&gt;&lt;td&gt;201&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 2.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=79&gt; 79 &lt;/td&gt;&lt;td&gt;105&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:52.2%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=78&gt; 78 &lt;/td&gt;&lt;td&gt;136&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:67.7%&gt; 1.4% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=77&gt; 77 &lt;/td&gt;&lt;td&gt;159&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:79.1%&gt; 1.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=76&gt; 76 &lt;/td&gt;&lt;td&gt;160&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:79.6%&gt; 1.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=75&gt; 75 &lt;/td&gt;&lt;td&gt;174&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:86.6%&gt; 1.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=74&gt; 74 &lt;/td&gt;&lt;td&gt;153&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:76.1%&gt; 1.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=73&gt; 73 &lt;/td&gt;&lt;td&gt;164&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:81.6%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=72&gt; 72 &lt;/td&gt;&lt;td&gt;181&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:90.0%&gt; 1.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=71&gt; 71 &lt;/td&gt;&lt;td&gt;166&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:82.6%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-7609654442203644554&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-12&gt;&lt;p class=h4 title=elevel&gt;&lt;a href=#pp_var_-7609654442203644554&gt;elevel&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;p class=variable-description&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;5&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.1%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;77.5 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=row id=minifreqtable&gt;&lt;table class=&quot;mini freq table-0&quot;&gt;&lt;tr class&gt;&lt;th width=10%&gt; 0 &lt;/th&gt;&lt;td width=10%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500&gt; 2052&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=10%&gt; 2 &lt;/th&gt;&lt;td width=10%&gt;&lt;div class=bar style=width:96.6% data-toggle=tooltip data-placement=center data-html=true data-delay=500&gt; 1983&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=10%&gt; 4 &lt;/th&gt;&lt;td width=10%&gt;&lt;div class=bar style=width:95.9% data-toggle=tooltip data-placement=center data-html=true data-delay=500&gt; 1968&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=10%&gt; 1 &lt;/th&gt;&lt;td width=10%&gt;&lt;div class=bar style=width:94.9% data-toggle=tooltip data-placement=center data-html=true data-delay=500&gt; 1948&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=10%&gt; 3 &lt;/th&gt;&lt;td width=10%&gt;&lt;div class=bar style=width:94.9% data-toggle=tooltip data-placement=center data-html=true data-delay=500&gt; 1947&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--7609654442203644554, #minifreqtable-7609654442203644554&quot; aria-expanded=true aria-controls=collapseExample&gt; More details &lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--7609654442203644554 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-7609654442203644554bottom--7609654442203644554overview aria-controls=-7609654442203644554bottom--7609654442203644554overview role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-7609654442203644554bottom--7609654442203644554string aria-controls=-7609654442203644554bottom--7609654442203644554string role=tab data-toggle=tab&gt;Categories&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-7609654442203644554bottom--7609654442203644554word aria-controls=-7609654442203644554bottom--7609654442203644554word role=tab data-toggle=tab&gt;Words&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-7609654442203644554bottom--7609654442203644554characters aria-controls=-7609654442203644554bottom--7609654442203644554characters role=tab data-toggle=tab&gt;Characters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-7609654442203644554bottom--7609654442203644554overview&gt;&lt;div class=row&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Length&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Max length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Median length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Mean length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Min length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Characters and Unicode&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Total characters&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;9898&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct characters&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;5&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct categories&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1 &lt;a title=&quot;Unicode categories (click for more information)&quot; 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style=color:#fff;background-color:#337ab7; title=&quot;Unicode blocks (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt; The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. &lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Unique&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Unique&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0 &lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;The number of unique values (all values that occur exactly once in the dataset).&quot;&gt;?&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Sample&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;1st row&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;2nd row&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;3rd row&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;4th row&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;3&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;5th row&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;3&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; 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4 &lt;/td&gt;&lt;td&gt;1968&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:95.9%&gt; 19.9% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1&gt; 1 &lt;/td&gt;&lt;td&gt;1948&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:94.9%&gt; 19.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3&gt; 3 &lt;/td&gt;&lt;td&gt;1947&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:94.9%&gt; 19.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7609654442203644554bottom--7609654442203644554characters&gt;&lt;div class=col-sm-12&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-7609654442203644554unicode--7609654442203644554characters aria-controls=-7609654442203644554unicode--7609654442203644554characters role=tab data-toggle=tab&gt;Characters&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-7609654442203644554unicode--7609654442203644554categories aria-controls=-7609654442203644554unicode--7609654442203644554categories role=tab data-toggle=tab&gt;Categories&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-7609654442203644554unicode--7609654442203644554scripts aria-controls=-7609654442203644554unicode--7609654442203644554scripts role=tab data-toggle=tab&gt;Scripts&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-7609654442203644554unicode--7609654442203644554blocks aria-controls=-7609654442203644554unicode--7609654442203644554blocks role=tab data-toggle=tab&gt;Blocks&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-7609654442203644554unicode--7609654442203644554characters&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring characters&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0&gt; 0 &lt;/td&gt;&lt;td&gt;2052&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 20.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt; 2 &lt;/td&gt;&lt;td&gt;1983&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:96.6%&gt; 20.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4&gt; 4 &lt;/td&gt;&lt;td&gt;1968&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:95.9%&gt; 19.9% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1&gt; 1 &lt;/td&gt;&lt;td&gt;1948&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:94.9%&gt; 19.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3&gt; 3 &lt;/td&gt;&lt;td&gt;1947&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:94.9%&gt; 19.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7609654442203644554unicode--7609654442203644554categories&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring categories&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=&quot;Decimal Number&quot;&gt; Decimal Number &lt;/td&gt;&lt;td&gt;9898&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 100.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most frequent character per category&lt;/h4&gt;&lt;div class=row&gt;&lt;div class=col-sm-12&gt;&lt;h5&gt;&lt;em&gt;Decimal Number&lt;/em&gt;&lt;/h5&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0&gt; 0 &lt;/td&gt;&lt;td&gt;2052&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 20.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt; 2 &lt;/td&gt;&lt;td&gt;1983&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:96.6%&gt; 20.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4&gt; 4 &lt;/td&gt;&lt;td&gt;1968&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:95.9%&gt; 19.9% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1&gt; 1 &lt;/td&gt;&lt;td&gt;1948&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:94.9%&gt; 19.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3&gt; 3 &lt;/td&gt;&lt;td&gt;1947&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:94.9%&gt; 19.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7609654442203644554unicode--7609654442203644554scripts&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring scripts&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=Common&gt; Common &lt;/td&gt;&lt;td&gt;9898&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 100.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most frequent character per script&lt;/h4&gt;&lt;div class=row&gt;&lt;div class=col-sm-12&gt;&lt;h5&gt;&lt;em&gt;Common&lt;/em&gt;&lt;/h5&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0&gt; 0 &lt;/td&gt;&lt;td&gt;2052&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 20.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt; 2 &lt;/td&gt;&lt;td&gt;1983&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:96.6%&gt; 20.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4&gt; 4 &lt;/td&gt;&lt;td&gt;1968&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:95.9%&gt; 19.9% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1&gt; 1 &lt;/td&gt;&lt;td&gt;1948&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:94.9%&gt; 19.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3&gt; 3 &lt;/td&gt;&lt;td&gt;1947&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:94.9%&gt; 19.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7609654442203644554unicode--7609654442203644554blocks&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring blocks&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=ASCII&gt; ASCII &lt;/td&gt;&lt;td&gt;9898&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 100.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most frequent character per block&lt;/h4&gt;&lt;div class=row&gt;&lt;div class=col-sm-12&gt;&lt;h5&gt;&lt;em&gt;ASCII&lt;/em&gt;&lt;/h5&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0&gt; 0 &lt;/td&gt;&lt;td&gt;2052&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 20.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt; 2 &lt;/td&gt;&lt;td&gt;1983&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:96.6%&gt; 20.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4&gt; 4 &lt;/td&gt;&lt;td&gt;1968&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:95.9%&gt; 19.9% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1&gt; 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&amp;nbsp; &lt;/div&gt; 5.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=7&gt; 7 &lt;/td&gt;&lt;td&gt;495&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:10.3%&gt; &amp;nbsp; &lt;/div&gt; 5.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=14&gt; 14 &lt;/td&gt;&lt;td&gt;494&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:10.3%&gt; &amp;nbsp; &lt;/div&gt; 5.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (10)&quot;&gt; Other values (10) &lt;/td&gt;&lt;td&gt;4812&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 48.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7727739735928432377bottom--7727739735928432377extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-7727739735928432377extreme_values--7727739735928432377firstn aria-controls=-7727739735928432377extreme_values--7727739735928432377firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-7727739735928432377extreme_values--7727739735928432377lastn aria-controls=-7727739735928432377extreme_values--7727739735928432377lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; 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5.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=6&gt; 6 &lt;/td&gt;&lt;td&gt;477&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:93.3%&gt; 4.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=7&gt; 7 &lt;/td&gt;&lt;td&gt;495&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:96.9%&gt; 5.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=8&gt; 8 &lt;/td&gt;&lt;td&gt;511&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 5.2% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=9&gt; 9 &lt;/td&gt;&lt;td&gt;487&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:95.3%&gt; 4.9% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=10&gt; 10 &lt;/td&gt;&lt;td&gt;500&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:97.8%&gt; 5.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7727739735928432377extreme_values--7727739735928432377lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=20&gt; 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1 &lt;/td&gt;&lt;td&gt;1053&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:91.2%&gt; 10.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-5394344102711621438bottom--5394344102711621438extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-5394344102711621438extreme_values--5394344102711621438firstn aria-controls=-5394344102711621438extreme_values--5394344102711621438firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-5394344102711621438extreme_values--5394344102711621438lastn aria-controls=-5394344102711621438extreme_values--5394344102711621438lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-5394344102711621438extreme_values--5394344102711621438firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0&gt; 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       "&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p49a74364ab&gt;&lt;rect x=52.175 y=10.8 width=441.025 height=153.671185 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50) &lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=6240775993807303948bottom-6240775993807303948common_values&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=500000&gt; 500000 &lt;/td&gt;&lt;td&gt;129&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.3%&gt; &amp;nbsp; &lt;/div&gt; 1.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0&gt; 0 &lt;/td&gt;&lt;td&gt;119&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.2%&gt; &amp;nbsp; &lt;/div&gt; 1.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=55744.23774&gt; 55744.23774 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=420447.4751&gt; 420447.4751 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=453704.525&gt; 453704.525 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=262282.0845&gt; 262282.0845 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=116063.8649&gt; 116063.8649 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=391383.4658&gt; 391383.4658 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=8277.808097&gt; 8277.808097 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=387095.8803&gt; 387095.8803 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (9642)&quot;&gt; Other values (9642) &lt;/td&gt;&lt;td&gt;9642&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 97.4% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=6240775993807303948bottom-6240775993807303948extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#6240775993807303948extreme_values-6240775993807303948firstn aria-controls=6240775993807303948extreme_values-6240775993807303948firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#6240775993807303948extreme_values-6240775993807303948lastn aria-controls=6240775993807303948extreme_values-6240775993807303948lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=6240775993807303948extreme_values-6240775993807303948firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0&gt; 0 &lt;/td&gt;&lt;td&gt;119&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.2% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=25.271035&gt; 25.271035 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=101.361032&gt; 101.361032 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=167.51472&gt; 167.51472 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=283.898271&gt; 283.898271 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=372.478464&gt; 372.478464 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=668.02872&gt; 668.02872 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=915.104385&gt; 915.104385 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1000.681241&gt; 1000.681241 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1167.981861&gt; 1167.981861 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=6240775993807303948extreme_values-6240775993807303948lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=500000&gt; 500000 &lt;/td&gt;&lt;td&gt;129&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.3% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=499919.0233&gt; 499919.0233 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=499873.919&gt; 499873.919 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=499805.5066&gt; 499805.5066 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=499791.4169&gt; 499791.4169 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=499785.7222&gt; 499785.7222 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=499783.5911&gt; 499783.5911 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=499748.6695&gt; 499748.6695 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=499515.538&gt; 499515.538 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=499503.2089&gt; 499503.2089 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_723796147857018426&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-12&gt;&lt;p class=h4 title=brand&gt;&lt;a href=#pp_var_723796147857018426&gt;brand&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;p class=variable-description&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;&lt; 0.1%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;77.5 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=row id=minifreqtable&gt;&lt;table class=&quot;mini freq table-0&quot;&gt;&lt;tr class&gt;&lt;th width=10%&gt; 1 &lt;/th&gt;&lt;td width=10%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500&gt; 6154&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=10%&gt; 0 &lt;/th&gt;&lt;td width=10%&gt;&lt;div class=bar style=width:60.8% data-toggle=tooltip data-placement=center data-html=true data-delay=500&gt; 3744&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom-723796147857018426, #minifreqtable723796147857018426&quot; aria-expanded=true aria-controls=collapseExample&gt; More details &lt;/button&gt;&lt;/div&gt;&lt;div id=bottom-723796147857018426 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#723796147857018426bottom-723796147857018426overview aria-controls=723796147857018426bottom-723796147857018426overview role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#723796147857018426bottom-723796147857018426string aria-controls=723796147857018426bottom-723796147857018426string role=tab data-toggle=tab&gt;Categories&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#723796147857018426bottom-723796147857018426word aria-controls=723796147857018426bottom-723796147857018426word role=tab data-toggle=tab&gt;Words&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#723796147857018426bottom-723796147857018426characters aria-controls=723796147857018426bottom-723796147857018426characters role=tab data-toggle=tab&gt;Characters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=723796147857018426bottom-723796147857018426overview&gt;&lt;div class=row&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Length&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Max length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Median length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Mean length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Min length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Characters and Unicode&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Total characters&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;9898&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct characters&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct categories&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1 &lt;a title=&quot;Unicode categories (click for more information)&quot; href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category&gt;&lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;Unicode categories (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct scripts&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1 &lt;a title=&quot;Unicode scripts (click for more information)&quot; href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode&gt;&lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;Unicode scripts (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct blocks&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1 &lt;a title=&quot;Unicode blocks (click for more information)&quot; href=https://en.wikipedia.org/wiki/Unicode_block&gt;&lt;span class=&quot;badge pull-right&quot; 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id=sample-tail&gt;&lt;div id=sample-container class=col-sm-12&gt;&lt;table border=1 class=&quot;dataframe sample table table-striped&quot;&gt;&lt;thead&gt;&lt;tr style=&quot;text-align: right;&quot;&gt;&lt;th&gt;&lt;/th&gt;&lt;th&gt;salary&lt;/th&gt;&lt;th&gt;age&lt;/th&gt;&lt;th&gt;elevel&lt;/th&gt;&lt;th&gt;car&lt;/th&gt;&lt;th&gt;zipcode&lt;/th&gt;&lt;th&gt;credit&lt;/th&gt;&lt;th&gt;brand&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;9888&lt;/th&gt;&lt;td&gt;61754.94679&lt;/td&gt;&lt;td&gt;55&lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;426934.5059&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;9889&lt;/th&gt;&lt;td&gt;107514.96740&lt;/td&gt;&lt;td&gt;31&lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;9&lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;398788.1908&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;9890&lt;/th&gt;&lt;td&gt;56402.75863&lt;/td&gt;&lt;td&gt;22&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;14&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;201490.3642&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;9891&lt;/th&gt;&lt;td&gt;46041.83546&lt;/td&gt;&lt;td&gt;76&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;10&lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;479419.7736&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;9892&lt;/th&gt;&lt;td&gt;28751.26107&lt;/td&gt;&lt;td&gt;60&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;10&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0000&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;9893&lt;/th&gt;&lt;td&gt;87580.91422&lt;/td&gt;&lt;td&gt;75&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;18&lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;282511.9095&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;9894&lt;/th&gt;&lt;td&gt;129181.38200&lt;/td&gt;&lt;td&gt;75&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;384871.3639&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;9895&lt;/th&gt;&lt;td&gt;97828.08884&lt;/td&gt;&lt;td&gt;66&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;15&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;399446.6962&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;9896&lt;/th&gt;&lt;td&gt;20000.00000&lt;/td&gt;&lt;td&gt;24&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;14&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;223204.6495&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;9897&lt;/th&gt;&lt;td&gt;96430.16419&lt;/td&gt;&lt;td&gt;34&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;224029.8070&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;footer&gt;&lt;div class=container-fluid&gt;&lt;div class=&quot;row center-block footer-text&quot;&gt;&lt;p class=&quot;text-muted text-center&quot;&gt;Report generated by &lt;a href=&quot;https://ydata.ai/?utm_source=opensource&amp;utm_medium=pandasprofiling&amp;utm_campaign=report&quot;&gt;YData&lt;/a&gt;.&lt;/p&gt;&lt;/div&gt;&lt;/div&gt;&lt;/footer&gt;&lt;script&gt;\n",
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       "this.activeTarget=b,this.clear();var c=this.selector+&#x27;[data-target=&quot;&#x27;+b+&#x27;&quot;],&#x27;+this.selector+&#x27;[href=&quot;&#x27;+b+&#x27;&quot;]&#x27;,d=a(c).parents(&quot;li&quot;).addClass(&quot;active&quot;);d.parent(&quot;.dropdown-menu&quot;).length&amp;&amp;(d=d.closest(&quot;li.dropdown&quot;).addClass(&quot;active&quot;)),d.trigger(&quot;activate.bs.scrollspy&quot;)},b.prototype.clear=function(){a(this.selector).parentsUntil(this.options.target,&quot;.active&quot;).removeClass(&quot;active&quot;)};var d=a.fn.scrollspy;a.fn.scrollspy=c,a.fn.scrollspy.Constructor=b,a.fn.scrollspy.noConflict=function(){return a.fn.scrollspy=d,this},a(window).on(&quot;load.bs.scrollspy.data-api&quot;,function(){a(&#x27;[data-spy=&quot;scroll&quot;]&#x27;).each(function(){var b=a(this);c.call(b,b.data())})})}(jQuery),+function(a){&quot;use strict&quot;;function b(b){return this.each(function(){var d=a(this),e=d.data(&quot;bs.tab&quot;);e||d.data(&quot;bs.tab&quot;,e=new c(this)),&quot;string&quot;==typeof b&amp;&amp;e[b]()})}var c=function(b){this.element=a(b)};c.VERSION=&quot;3.3.7&quot;,c.TRANSITION_DURATION=150,c.prototype.show=function(){var b=this.element,c=b.closest(&quot;ul:not(.dropdown-menu)&quot;),d=b.data(&quot;target&quot;);if(d||(d=b.attr(&quot;href&quot;),d=d&amp;&amp;d.replace(/.*(?=#[^\\s]*$)/,&quot;&quot;)),!b.parent(&quot;li&quot;).hasClass(&quot;active&quot;)){var e=c.find(&quot;.active:last a&quot;),f=a.Event(&quot;hide.bs.tab&quot;,{relatedTarget:b[0]}),g=a.Event(&quot;show.bs.tab&quot;,{relatedTarget:e[0]});if(e.trigger(f),b.trigger(g),!g.isDefaultPrevented()&amp;&amp;!f.isDefaultPrevented()){var h=a(d);this.activate(b.closest(&quot;li&quot;),c),this.activate(h,h.parent(),function(){e.trigger({type:&quot;hidden.bs.tab&quot;,relatedTarget:b[0]}),b.trigger({type:&quot;shown.bs.tab&quot;,relatedTarget:e[0]})})}}},c.prototype.activate=function(b,d,e){function f(){g.removeClass(&quot;active&quot;).find(&quot;&gt; 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       &lt;/script&gt;&lt;script&gt;\n",
       "$(function () {\n",
       "    $(&#x27;[data-toggle=&quot;tooltip&quot;]&#x27;).tooltip();\n",
       "});\n",
       "\n",
       "$(&quot;a&quot;).not(&quot;[href^=&#x27;#&#x27;]&quot;).attr(&#x27;target&#x27;, &#x27;_blank&#x27;);\n",
       "\n",
       "$(&quot;a[href^=&#x27;#&#x27;]&quot;).not(&quot;[role=&#x27;tab&#x27;]&quot;).on(&#x27;click&#x27;, function (e) {\n",
       "\n",
       "    // prevent default anchor click behavior\n",
       "    e.preventDefault();\n",
       "\n",
       "    // store hash\n",
       "    var hash = this.hash;\n",
       "\n",
       "    // animate\n",
       "    $(&#x27;html, body&#x27;).animate({\n",
       "        scrollTop: $(hash).offset().top\n",
       "    }, 300, function () {\n",
       "\n",
       "        // when done, add hash to url\n",
       "        // (default click behaviour)\n",
       "        window.location.hash = hash;\n",
       "    });\n",
       "\n",
       "});\n",
       "\n",
       "$(&quot;select#variables-dropdown&quot;).on(&quot;change&quot;, function (e) {\n",
       "    var searchText = $(&quot;select#variables-dropdown&quot;).val().toLowerCase();\n",
       "    var variables = $(&quot;.variable&quot;);\n",
       "    variables.each(function (index) {\n",
       "        var isMatch = $(this.firstChild.firstChild).attr(&quot;title&quot;).toLowerCase() == (searchText);\n",
       "        if(searchText == &quot;&quot;){isMatch = true};\n",
       "        $(this).parent().toggle(isMatch);\n",
       "    });\n",
       "});        &lt;/script&gt;&lt;/body&gt;&lt;/html&gt;\" frameborder=\"0\" allowfullscreen></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e0d880e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b4bcd82113644267822cb9f605b2f708",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Export report to file:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "profile.to_file(\"LaptopBrands_Survey_EDAReport.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8155b9b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "609b8ea9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def isnumeric_boxplots(df):\n",
    "    # Identify numeric columns\n",
    "    numeric_columns = df.select_dtypes(include=['number']).columns\n",
    "\n",
    "    # Create boxplots for each numeric column\n",
    "    for column in numeric_columns:\n",
    "        plt.figure(figsize=(6, 4))\n",
    "        sns.boxplot(y=df[column])\n",
    "        plt.title(f'Boxplot for {column}')\n",
    "        plt.xlabel(column)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d333bab8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "isnumeric_boxplots(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "03b8e74f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3d46540f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def scale_dataframe(df):\n",
    "    # Identify numeric columns\n",
    "    numeric_columns = df.select_dtypes(include=['number']).columns\n",
    "\n",
    "    # Create a copy of the DataFrame to avoid modifying the original\n",
    "    scaled_df = df.copy()\n",
    "\n",
    "    # Apply StandardScaler to numeric columns\n",
    "    scaler = StandardScaler()\n",
    "    scaled_df[numeric_columns] = scaler.fit_transform(scaled_df[numeric_columns])\n",
    "\n",
    "    return scaled_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c1ba186a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_scaled = df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e1169507",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>salary</th>\n",
       "      <th>age</th>\n",
       "      <th>elevel</th>\n",
       "      <th>car</th>\n",
       "      <th>zipcode</th>\n",
       "      <th>credit</th>\n",
       "      <th>brand</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.926419</td>\n",
       "      <td>-0.271579</td>\n",
       "      <td>-1.395945</td>\n",
       "      <td>0.602667</td>\n",
       "      <td>-0.015808</td>\n",
       "      <td>1.328210</td>\n",
       "      <td>-1.282067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.583648</td>\n",
       "      <td>0.751393</td>\n",
       "      <td>-0.691962</td>\n",
       "      <td>0.082839</td>\n",
       "      <td>0.758807</td>\n",
       "      <td>-1.406080</td>\n",
       "      <td>0.779990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.181650</td>\n",
       "      <td>-1.521877</td>\n",
       "      <td>-1.395945</td>\n",
       "      <td>0.775943</td>\n",
       "      <td>-0.790424</td>\n",
       "      <td>-1.379992</td>\n",
       "      <td>-1.282067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.561673</td>\n",
       "      <td>0.069412</td>\n",
       "      <td>0.716002</td>\n",
       "      <td>-0.783540</td>\n",
       "      <td>0.371499</td>\n",
       "      <td>-1.434442</td>\n",
       "      <td>0.779990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.901534</td>\n",
       "      <td>-1.692373</td>\n",
       "      <td>0.716002</td>\n",
       "      <td>0.602667</td>\n",
       "      <td>-0.015808</td>\n",
       "      <td>0.714687</td>\n",
       "      <td>-1.282067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9893</th>\n",
       "      <td>0.071865</td>\n",
       "      <td>1.433374</td>\n",
       "      <td>-0.691962</td>\n",
       "      <td>1.295770</td>\n",
       "      <td>1.533422</td>\n",
       "      <td>0.229580</td>\n",
       "      <td>0.779990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9894</th>\n",
       "      <td>1.175020</td>\n",
       "      <td>1.433374</td>\n",
       "      <td>0.012020</td>\n",
       "      <td>-0.610264</td>\n",
       "      <td>-0.015808</td>\n",
       "      <td>0.934514</td>\n",
       "      <td>0.779990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9895</th>\n",
       "      <td>0.343598</td>\n",
       "      <td>0.921888</td>\n",
       "      <td>0.012020</td>\n",
       "      <td>0.775943</td>\n",
       "      <td>-1.565039</td>\n",
       "      <td>1.034892</td>\n",
       "      <td>0.779990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9896</th>\n",
       "      <td>-1.720236</td>\n",
       "      <td>-1.465046</td>\n",
       "      <td>-0.691962</td>\n",
       "      <td>0.602667</td>\n",
       "      <td>-1.177731</td>\n",
       "      <td>-0.178861</td>\n",
       "      <td>0.779990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9897</th>\n",
       "      <td>0.306528</td>\n",
       "      <td>-0.896728</td>\n",
       "      <td>-0.691962</td>\n",
       "      <td>-1.476644</td>\n",
       "      <td>1.146114</td>\n",
       "      <td>-0.173178</td>\n",
       "      <td>-1.282067</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9898 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        salary       age    elevel       car   zipcode    credit     brand\n",
       "0     0.926419 -0.271579 -1.395945  0.602667 -0.015808  1.328210 -1.282067\n",
       "1     0.583648  0.751393 -0.691962  0.082839  0.758807 -1.406080  0.779990\n",
       "2    -0.181650 -1.521877 -1.395945  0.775943 -0.790424 -1.379992 -1.282067\n",
       "3    -0.561673  0.069412  0.716002 -0.783540  0.371499 -1.434442  0.779990\n",
       "4    -0.901534 -1.692373  0.716002  0.602667 -0.015808  0.714687 -1.282067\n",
       "...        ...       ...       ...       ...       ...       ...       ...\n",
       "9893  0.071865  1.433374 -0.691962  1.295770  1.533422  0.229580  0.779990\n",
       "9894  1.175020  1.433374  0.012020 -0.610264 -0.015808  0.934514  0.779990\n",
       "9895  0.343598  0.921888  0.012020  0.775943 -1.565039  1.034892  0.779990\n",
       "9896 -1.720236 -1.465046 -0.691962  0.602667 -1.177731 -0.178861  0.779990\n",
       "9897  0.306528 -0.896728 -0.691962 -1.476644  1.146114 -0.173178 -1.282067\n",
       "\n",
       "[9898 rows x 7 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scale_dataframe(df_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "810853d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.ensemble import RandomForestClassifier  # You can replace this with the model of your choice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "088336e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_prediction_model(df):\n",
    "    # Assuming the last column is the label\n",
    "    X = df.iloc[:, :-1]  # Features\n",
    "    y = df.iloc[:, -1]   # Label\n",
    "\n",
    "    # Split the data into training and testing sets\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "    # Initialize your model (replace RandomForestClassifier with the model of your choice)\n",
    "    model = RandomForestClassifier()\n",
    "\n",
    "    # Train the model\n",
    "    model.fit(X_train, y_train)\n",
    "\n",
    "    # Make predictions on the test set\n",
    "    y_pred = model.predict(X_test)\n",
    "\n",
    "    # Evaluate the model (you can customize this based on your problem)\n",
    "    accuracy = accuracy_score(y_test, y_pred)\n",
    "    print(f'Accuracy: {accuracy}')\n",
    "\n",
    "    # Optionally, you can perform cross-validation\n",
    "    cross_val_scores = cross_val_score(model, X, y, cv=5)  # 5-fold cross-validation\n",
    "    print(f'Cross-Validation Scores: {cross_val_scores}')\n",
    "    print(f'Mean Cross-Validation Score: {cross_val_scores.mean()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0d672f97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.9202020202020202\n",
      "Cross-Validation Scores: [0.92070707 0.92373737 0.92929293 0.9201617  0.91460334]\n",
      "Mean Cross-Validation Score: 0.921700481316449\n"
     ]
    }
   ],
   "source": [
    "run_prediction_model(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf72229c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Predict with a sample df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "84b3eece",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d982dc6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_multi_column_prediction_model(df):\n",
    "    # Initialize your model (replace RandomForestClassifier with the model of your choice)\n",
    "    model = RandomForestClassifier()\n",
    "\n",
    "    for column in df.columns[:-1]:  # Exclude the last column, assumed to be the label\n",
    "        print(f'\\nTraining and evaluating model for predicting: {column}')\n",
    "\n",
    "        # Features and label\n",
    "        X = df.drop(column, axis=1)  # Features\n",
    "        y = df[column]  # Label\n",
    "\n",
    "        # Split the data into training and testing sets\n",
    "        X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "        # Train the model\n",
    "        model.fit(X_train, y_train)\n",
    "\n",
    "        # Make predictions on the test set\n",
    "        y_pred = model.predict(X_test)\n",
    "\n",
    "        # Evaluate the model (you can customize this based on your problem)\n",
    "        accuracy = accuracy_score(y_test, y_pred)\n",
    "        print(f'Accuracy: {accuracy}')\n",
    "\n",
    "        # Optionally, you can perform cross-validation\n",
    "        cross_val_scores = cross_val_score(model, X, y, cv=5)  # 5-fold cross-validation\n",
    "        print(f'Cross-Validation Scores: {cross_val_scores}')\n",
    "        print(f'Mean Cross-Validation Score: {cross_val_scores.mean()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "14ea9841",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import plot_tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "cffe1ad1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_multi_column_prediction_model_with_tree_plot(df):\n",
    "    # Initialize your model (replace RandomForestClassifier with the model of your choice)\n",
    "    model = RandomForestClassifier()\n",
    "\n",
    "    for column in df.columns[:-1]:  # Exclude the last column, assumed to be the label\n",
    "        print(f'\\nTraining and evaluating model for predicting: {column}')\n",
    "\n",
    "        # Features and label\n",
    "        X = df.drop(column, axis=1)  # Features\n",
    "        y = df[column]  # Label\n",
    "\n",
    "        # Split the data into training and testing sets\n",
    "        X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "        # Train the model\n",
    "        model.fit(X_train, y_train)\n",
    "\n",
    "        # Make predictions on the test set\n",
    "        y_pred = model.predict(X_test)\n",
    "\n",
    "        # Plot one of the trees in the forest (you can customize this)\n",
    "        plt.figure(figsize=(12, 8))\n",
    "        plot_tree(model.estimators_[0], feature_names=X.columns, class_names=[str(c) for c in model.classes_], filled=True)\n",
    "        plt.title(f'Decision Tree for predicting: {column}')\n",
    "        plt.show()\n",
    "\n",
    "        # Rest of the evaluation can remain the same\n",
    "        # Evaluate the model (you can customize this based on your problem)\n",
    "        accuracy = accuracy_score(y_test, y_pred)\n",
    "        print(f'Accuracy: {accuracy}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "c5243c59",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Training and evaluating model for predicting: salary\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "Unknown label type: 'continuous'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[1;32mIn [32]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mrun_multi_column_prediction_model_with_tree_plot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf\u001b[49m\u001b[43m)\u001b[49m\n",
      "Input \u001b[1;32mIn [31]\u001b[0m, in \u001b[0;36mrun_multi_column_prediction_model_with_tree_plot\u001b[1;34m(df)\u001b[0m\n\u001b[0;32m     13\u001b[0m X_train, X_test, y_train, y_test \u001b[38;5;241m=\u001b[39m train_test_split(X, y, test_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.2\u001b[39m, random_state\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m42\u001b[39m)\n\u001b[0;32m     15\u001b[0m \u001b[38;5;66;03m# Train the model\u001b[39;00m\n\u001b[1;32m---> 16\u001b[0m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     18\u001b[0m \u001b[38;5;66;03m# Make predictions on the test set\u001b[39;00m\n\u001b[0;32m     19\u001b[0m y_pred \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mpredict(X_test)\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:367\u001b[0m, in \u001b[0;36mBaseForest.fit\u001b[1;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[0;32m    360\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m    361\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSum of y is not strictly positive which \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    362\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mis necessary for Poisson regression.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    363\u001b[0m         )\n\u001b[0;32m    365\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_outputs_ \u001b[38;5;241m=\u001b[39m y\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m--> 367\u001b[0m y, expanded_class_weight \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_y_class_weight\u001b[49m\u001b[43m(\u001b[49m\u001b[43my\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    369\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(y, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m!=\u001b[39m DOUBLE \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m y\u001b[38;5;241m.\u001b[39mflags\u001b[38;5;241m.\u001b[39mcontiguous:\n\u001b[0;32m    370\u001b[0m     y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mascontiguousarray(y, dtype\u001b[38;5;241m=\u001b[39mDOUBLE)\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:734\u001b[0m, in \u001b[0;36mForestClassifier._validate_y_class_weight\u001b[1;34m(self, y)\u001b[0m\n\u001b[0;32m    733\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_validate_y_class_weight\u001b[39m(\u001b[38;5;28mself\u001b[39m, y):\n\u001b[1;32m--> 734\u001b[0m     \u001b[43mcheck_classification_targets\u001b[49m\u001b[43m(\u001b[49m\u001b[43my\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    736\u001b[0m     y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mcopy(y)\n\u001b[0;32m    737\u001b[0m     expanded_class_weight \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\multiclass.py:197\u001b[0m, in \u001b[0;36mcheck_classification_targets\u001b[1;34m(y)\u001b[0m\n\u001b[0;32m    189\u001b[0m y_type \u001b[38;5;241m=\u001b[39m type_of_target(y)\n\u001b[0;32m    190\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m y_type \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m [\n\u001b[0;32m    191\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbinary\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m    192\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmulticlass\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    195\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmultilabel-sequences\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m    196\u001b[0m ]:\n\u001b[1;32m--> 197\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnknown label type: \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m y_type)\n",
      "\u001b[1;31mValueError\u001b[0m: Unknown label type: 'continuous'"
     ]
    }
   ],
   "source": [
    "run_multi_column_prediction_model_with_tree_plot(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cd637808",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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