EDA+modeling.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3BWhOQssOTMl"
      },
      "source": [
        "# Task\n",
        "\n",
        "## Credit / Home Loans - AutoML vs Bespoke ML\n",
        "\n",
        "### Part One\n",
        "\n",
        "The Home Loans Department manager wants to know the following:\n",
        "\n",
        "1. An overview of the data.\n",
        "\n",
        "2. What data quality issues exist in both train and test?\n",
        "\n",
        "3. How do the the loan statuses compare? i.e. what is the distrubition of each?\n",
        "\n",
        "4. How do women and men compare when it comes to defaulting on loans in the historical dataset?\n",
        "\n",
        "5. How many of the loan applicants have dependents based on the historical dataset?\n",
        "\n",
        "6. How do the incomes of those who are employed compare to those who are self employed based on the historical dataset? \n",
        "\n",
        "7. Are applicants with a credit history more likely to default than those who do not have one?\n",
        "\n",
        "8. Is there a correlation between the applicant's income and the loan amount they applied for? \n",
        "\n",
        "### Part Two\n",
        "\n",
        "Development of the AutoML section and code for the traditional ML section."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "A4eh9B5BWWRd"
      },
      "source": [
        "\n",
        "\n",
        "## Import Libraries\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JPptOteNm_ui",
        "outputId": "8af869ba-45af-48c7-aab9-81f89b92a745"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VBYqkO29tE9X",
        "outputId": "e45e3fc3-bd2d-4eb2-937d-431f2c26c70f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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            "  Attempting uninstall: scikit-learn\n",
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            "Successfully installed ConfigSpace-0.4.21 auto-sklearn-0.15.0 distro-1.8.0 emcee-3.1.3 liac-arff-2.5.0 pynisher-0.6.4 pyrfr-0.8.3 scikit-learn-0.24.2 smac-1.2\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting sklearn\n",
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            "Installing collected packages: sklearn\n",
            "Successfully installed sklearn-0.0.post1\n"
          ]
        }
      ],
      "source": [
        "!pip install sweetviz \n",
        "#uncomment the above if you need to install the library \n",
        "!pip install auto-sklearn\n",
        "#uncomment the above if you need to install the library \n",
        "!pip install -U sklearn"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "4g7jAB8W8S6P"
      },
      "outputs": [],
      "source": [
        "# !pip install --upgrade scipy"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "v6DBVO-4qzzA"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import sweetviz \n",
        "import autosklearn.classification\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.metrics import accuracy_score, confusion_matrix\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import StandardScaler, LabelEncoder\n",
        "from sklearn.impute import SimpleImputer"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kU8I9U4KW9mz"
      },
      "source": [
        "## Import Datasets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "bBojC5ovXG-g"
      },
      "outputs": [],
      "source": [
        "path = \"/content/drive/MyDrive/standart bank/task 2/\"\n",
        "\n",
        "train = pd.read_csv(f'{path}train.csv')\n",
        "test = pd.read_csv(f'{path}test.csv')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "W1Kd313doYT8"
      },
      "source": [
        "# Part One"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b9aS4gz5ZKsE"
      },
      "source": [
        "## EDA"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "DfFhyw-xZPRN",
        "outputId": "d5653c62-9f7d-4579-8a26-18908ffa26d7"
      },
      "outputs": [
        {
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              "      <td>Male</td>\n",
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              "      <td>0</td>\n",
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              "      <td>2358.0</td>\n",
              "      <td>120.0</td>\n",
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              "      <td>Urban</td>\n",
              "      <td>Y</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>LP001008</td>\n",
              "      <td>Male</td>\n",
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              "      <td>6000</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>Y</td>\n",
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              "          const element = document.querySelector('#df-f207677f-21f2-42c9-a55b-0602efe4b912');\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
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              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "  "
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            "text/plain": [
              "    Loan_ID Gender Married Dependents     Education Self_Employed  \\\n",
              "0  LP001002   Male      No          0      Graduate            No   \n",
              "1  LP001003   Male     Yes          1      Graduate            No   \n",
              "2  LP001005   Male     Yes          0      Graduate           Yes   \n",
              "3  LP001006   Male     Yes          0  Not Graduate            No   \n",
              "4  LP001008   Male      No          0      Graduate            No   \n",
              "\n",
              "   ApplicantIncome  CoapplicantIncome  LoanAmount  Loan_Amount_Term  \\\n",
              "0             5849                0.0         NaN             360.0   \n",
              "1             4583             1508.0       128.0             360.0   \n",
              "2             3000                0.0        66.0             360.0   \n",
              "3             2583             2358.0       120.0             360.0   \n",
              "4             6000                0.0       141.0             360.0   \n",
              "\n",
              "   Credit_History Property_Area Loan_Status  \n",
              "0             1.0         Urban           Y  \n",
              "1             1.0         Rural           N  \n",
              "2             1.0         Urban           Y  \n",
              "3             1.0         Urban           Y  \n",
              "4             1.0         Urban           Y  "
            ]
          },
          "execution_count": 9,
          "metadata": {},
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      "source": [
        "train.head()"
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    {
      "cell_type": "code",
      "execution_count": 10,
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        "id": "o-4cXyj2ZVls",
        "outputId": "a9f0de78-0df7-4124-f1f5-62fc42b3f1b4"
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              "    Loan_ID Gender Married Dependents     Education Self_Employed  \\\n",
              "0  LP001015   Male     Yes          0      Graduate            No   \n",
              "1  LP001022   Male     Yes          1      Graduate            No   \n",
              "2  LP001031   Male     Yes          2      Graduate            No   \n",
              "3  LP001035   Male     Yes          2      Graduate            No   \n",
              "4  LP001051   Male      No          0  Not Graduate            No   \n",
              "\n",
              "   ApplicantIncome  CoapplicantIncome  LoanAmount  Loan_Amount_Term  \\\n",
              "0             5720                  0       110.0             360.0   \n",
              "1             3076               1500       126.0             360.0   \n",
              "2             5000               1800       208.0             360.0   \n",
              "3             2340               2546       100.0             360.0   \n",
              "4             3276                  0        78.0             360.0   \n",
              "\n",
              "   Credit_History Property_Area  \n",
              "0             1.0         Urban  \n",
              "1             1.0         Urban  \n",
              "2             1.0         Urban  \n",
              "3             NaN         Urban  \n",
              "4             1.0         Urban  "
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              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "        \n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
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              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
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              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "    [theme=dark] .colab-df-convert {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c18a3baf-e884-45db-a1a3-fb8cdf51939a button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c18a3baf-e884-45db-a1a3-fb8cdf51939a');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "          dataTable['output_type'] = 'display_data';\n",
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              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "    Loan_ID Gender Married Dependents     Education Self_Employed  \\\n",
              "0  LP001002   Male      No          0      Graduate            No   \n",
              "1  LP001003   Male     Yes          1      Graduate            No   \n",
              "2  LP001005   Male     Yes          0      Graduate           Yes   \n",
              "3  LP001006   Male     Yes          0  Not Graduate            No   \n",
              "4  LP001008   Male      No          0      Graduate            No   \n",
              "\n",
              "   ApplicantIncome  CoapplicantIncome  LoanAmount  Loan_Amount_Term  \\\n",
              "0             5849                0.0         NaN             360.0   \n",
              "1             4583             1508.0       128.0             360.0   \n",
              "2             3000                0.0        66.0             360.0   \n",
              "3             2583             2358.0       120.0             360.0   \n",
              "4             6000                0.0       141.0             360.0   \n",
              "\n",
              "   Credit_History Property_Area Loan_Status  \n",
              "0             1.0         Urban           Y  \n",
              "1             1.0         Rural           N  \n",
              "2             1.0         Urban           Y  \n",
              "3             1.0         Urban           Y  \n",
              "4             1.0         Urban           Y  "
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Concat for easy analysis\n",
        "n = train.shape[0] # Set this to be able to separate\n",
        "df = pd.concat([train, test], axis=0)\n",
        "df.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cdTHtXlKt3_k"
      },
      "source": [
        "### Sweetviz & traditional EDA"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 804,
          "referenced_widgets": [
            "c8eef3f9131f4a77a4076f47d8aa7a12",
            "fe1af415e777461ba3476a0205b70dc0",
            "fdcc98401416468a9027ca6c21255343",
            "4216c8c2c5b04c27b7b3b0d90366d038",
            "e0f8630081324b5c9c0601319b7e8ecd",
            "95f0750fe4e347f59a905079f0c7cac7",
            "aafc2316c9004377b70e0d62fecfd23c",
            "a4bf4f2121f74e70824d7ea3a5e7c011",
            "2129c1008bb345b6ad156b1aba8f5ae9",
            "f988f3d856e049a09727f907268c14f1",
            "b499db70812c42299623c597e2c85bc6"
          ]
        },
        "id": "fAKTNiGXuCRf",
        "outputId": "8bdbada1-aae2-41ce-a750-010b088ee6a2"
      },
      "outputs": [
        {
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              "model_id": "c8eef3f9131f4a77a4076f47d8aa7a12",
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            },
            "text/plain": [
              "                                             |          | [  0%]   00:00 -> (? left)"
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e,t=0,n=k.timers;for(rt=Date.now();t&lt;n.length;t++)(e=n[t])()||n[t]!==e||n.splice(t--,1);n.length||k.fx.stop(),rt=void 0},k.fx.timer=function(e){k.timers.push(e),k.fx.start()},k.fx.interval=13,k.fx.start=function(){it||(it=!0,lt())},k.fx.stop=function(){it=null},k.fx.speeds={slow:600,fast:200,_default:400},k.fn.delay=function(r,e){return r=k.fx&amp;&amp;k.fx.speeds[r]||r,e=e||&quot;fx&quot;,this.queue(e,function(e,t){var n=C.setTimeout(e,r);t.stop=function(){C.clearTimeout(n)}})},ot=E.createElement(&quot;input&quot;),at=E.createElement(&quot;select&quot;).appendChild(E.createElement(&quot;option&quot;)),ot.type=&quot;checkbox&quot;,y.checkOn=&quot;&quot;!==ot.value,y.optSelected=at.selected,(ot=E.createElement(&quot;input&quot;)).value=&quot;t&quot;,ot.type=&quot;radio&quot;,y.radioValue=&quot;t&quot;===ot.value;var ht,gt=k.expr.attrHandle;k.fn.extend({attr:function(e,t){return _(this,k.attr,e,t,1&lt;arguments.length)},removeAttr:function(e){return 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0===n?k.css(e,t,i):k.style(e,t,n,i)},s,n?e:void 0,n)}})}),k.each(&quot;blur focus focusin focusout resize scroll click dblclick mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave change select submit keydown keypress keyup contextmenu&quot;.split(&quot; &quot;),function(e,n){k.fn[n]=function(e,t){return 0&lt;arguments.length?this.on(n,null,e,t):this.trigger(n)}}),k.fn.extend({hover:function(e,t){return this.mouseenter(e).mouseleave(t||e)}}),k.fn.extend({bind:function(e,t,n){return this.on(e,null,t,n)},unbind:function(e,t){return this.off(e,null,t)},delegate:function(e,t,n,r){return this.on(t,e,n,r)},undelegate:function(e,t,n){return 1===arguments.length?this.off(e,&quot;**&quot;):this.off(t,e||&quot;**&quot;,n)}}),k.proxy=function(e,t){var n,r,i;if(&quot;string&quot;==typeof t&amp;&amp;(n=e[t],t=e,e=n),m(e))return r=s.call(arguments,2),(i=function(){return e.apply(t||this,r.concat(s.call(arguments)))}).guid=e.guid=e.guid||k.guid++,i},k.holdReady=function(e){e?k.readyWait++:k.ready(!0)},k.isArray=Array.isArray,k.parseJSON=JSON.parse,k.nodeName=A,k.isFunction=m,k.isWindow=x,k.camelCase=V,k.type=w,k.now=Date.now,k.isNumeric=function(e){var t=k.type(e);return(&quot;number&quot;===t||&quot;string&quot;===t)&amp;&amp;!isNaN(e-parseFloat(e))},&quot;function&quot;==typeof define&amp;&amp;define.amd&amp;&amp;define(&quot;jquery&quot;,[],function(){return k});var Qt=C.jQuery,Jt=C.$;return k.noConflict=function(e){return C.$===k&amp;&amp;(C.$=Jt),e&amp;&amp;C.jQuery===k&amp;&amp;(C.jQuery=Qt),k},e||(C.jQuery=C.$=k),k}); &lt;/script&gt;\n",
              "            &lt;script&gt; let g_snapped = &quot;&quot;;\n",
              "let g_lastHovered = &quot;&quot;;\n",
              "\n",
              "function hideAllDetails()\n",
              "{\n",
              "    $(&quot;.container-feature-detail&quot;).hide();\n",
              "    $(&quot;.container-df-associations&quot;).hide();\n",
              "    $(&quot;span.bg-tab-summary-rollover&quot;).hide();\n",
              "}\n",
              "\n",
              "\n",
              "// GLOBAL EVENTS\n",
              "// ---------------------------------------------------------------------------------------------------------------------------\n",
              "// EVENT: [ANYWHERE] RIGHT-CLICK REMOVES SELECTION\n",
              "// $(document).contextmenu(function() {\n",
              "//     if (g_snapped != &quot;&quot;)\n",
              "//     {\n",
              "//         g_snapped = &quot;&quot;;\n",
              "//         hideAllDetails();\n",
              "//     }\n",
              "//     if (g_lastHovered != &quot;&quot;)\n",
              "//     {\n",
              "//         $(g_lastHovered).show();\n",
              "//         //alert(&quot;#&quot;+g_lastHovered);\n",
              "//     }\n",
              "//     return false;\n",
              "// });\n",
              "\n",
              "$(&quot;span.bg-tab-summary-rollover&quot;).hide();\n",
              "// hideAllDetails();\n",
              "\n",
              "$(document).ready(function() {\n",
              "// INITIALIZATION\n",
              "// --------------------------------------------------------\n",
              "hideAllDetails();\n",
              "$(&quot;span.bg-tab-summary-rollover&quot;).hide();\n",
              "\n",
              "// Make the detail column the same height, so the floating element has room\n",
              "//$(&quot;#col2&quot;).height($(&quot;#col1&quot;).height());\n",
              "$(&quot;#col1&quot;).height(g_height);\n",
              "$(&quot;#col2&quot;).height(g_height);\n",
              "//alert($(&quot;#col1&quot;).height());\n",
              "\n",
              "// SUMMARY AREA\n",
              "// --------------------------------------------------------\n",
              "// EVENT: SUMMARY ROLLOVER\n",
              "// $(&quot;.selector, .container-feature-summary-target&quot;).hover(\n",
              "$(&quot;.selector&quot;).hover(\n",
              "// ENTER function\n",
              "function(event) {\n",
              "    // Rollover start!\n",
              "    // $(&quot;.container-feature-detail&quot;).hide();\n",
              "    $(&quot;span.bg-tab-summary-rollover&quot;).hide();\n",
              "    $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).removeClass(&quot;bg-tab-summary-rollover-locked&quot;);\n",
              "    $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).addClass(&quot;bg-tab-summary-rollover-vertical&quot;);\n",
              "    $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).show();\n",
              "    g_lastHovered = &quot;#&quot; + $(this).data(&quot;detail-div&quot;);\n",
              "    },\n",
              "// EXIT function\n",
              "function(event) {\n",
              "    // Rollover end!\n",
              "    // hideAllDetails();\n",
              "    //FBFB        $(&quot;#&quot; + $(this).data(&quot;detail-div&quot;)).hide();\n",
              "    }\n",
              ");\n",
              "\n",
              "// EVENT: SUMMARY CLICK\n",
              "// $(&quot;.container-feature-summary, .container-feature-summary-target&quot;).click(function(event) {\n",
              "$(&quot;.selector&quot;).click(function(event) {\n",
              "    if ($(this).parent().parent().data(&#x27;expanded&#x27;) != &#x27;true&#x27;)\n",
              "    {\n",
              "        // EXPAND\n",
              "        // --------------------------------------------------------\n",
              "        $(&quot;#&quot; + $(this).data(&quot;detail-div&quot;)).show();\n",
              "        $(this).parent().parent().data(&#x27;expanded&#x27;, &#x27;true&#x27;);\n",
              "        //alert($(this).parent().attr(&#x27;id&#x27;).substring(8) );\n",
              "\n",
              "        var feature_index_str = $(this).parent().attr(&#x27;id&#x27;).substring(8);\n",
              "        if ($(this).parent().attr(&#x27;id&#x27;) == &quot;summary-target&quot;) {\n",
              "            // Special feature name for target, so use common index notation for the following tasks\n",
              "            feature_index_str = &quot;f-1&quot;;\n",
              "        }\n",
              "        if ($(&#x27;#cat-assoc-window-&#x27;+feature_index_str).length) {\n",
              "            // CATEGORICAL feature: use variable-height window\n",
              "            var $el = $(&#x27;#detail_breakdown-&#x27; + feature_index_str);  //record the elem so you don&#x27;t crawl the DOM everytime\n",
              "            // HACK: BUG IN BROWSERS? DIVING BY SCALE HERE...\n",
              "            var bottom = ($el.position().top / g_scale) + $el.outerHeight(true); // passing &quot;true&quot; will also include the top and bottom margin\n",
              "            var desiredBottomBreakdown = bottom + 157;\n",
              "\n",
              "            $el = $(&#x27;#cat-assoc-window-&#x27; + feature_index_str);  //record the elem so you don&#x27;t crawl the DOM everytime\n",
              "            var bottomAssoc = $el.position().top + $el.outerHeight(true); // passing &quot;true&quot; will also include the top and bottom margin\n",
              "            var desiredBottomAssoc = bottomAssoc + 166;\n",
              "\n",
              "            var finalHeight = Math.max(desiredBottomBreakdown, desiredBottomAssoc);\n",
              "            if ($(this).parent().attr(&#x27;id&#x27;) == &quot;summary-target&quot;)\n",
              "            {\n",
              "                // More special processing for the target: change its background and limit its height (so it doesn&#x27;t show through others below)\n",
              "                // (Here, make the Height a bit taller so the black background shows through)\n",
              "               $(this).parent().css(&#x27;height&#x27;, String((finalHeight + 50))+ &#x27;px&#x27;);\n",
              "               $(&quot;#summary-target&quot;).css(&quot;overflow&quot;, &quot;hidden&quot;);\n",
              "            }\n",
              "            $(this).parent().parent().css(&#x27;height&#x27;, String(finalHeight) + &#x27;px&#x27;);\n",
              "        }\n",
              "        else\n",
              "        {\n",
              "            // NON-CATEGORICAL feature: use fixed height window\n",
              "            $(this).parent().parent().css(&#x27;height&#x27;, &#x27;1030px&#x27;);\n",
              "        }\n",
              "        // Use the &quot;big&quot; background image for the target\n",
              "        if ($(this).parent().attr(&#x27;id&#x27;) == &quot;summary-target&quot;)\n",
              "        {\n",
              "            $(&quot;#summary-target-bg&quot;).addClass(&quot;bg-tab-summary-target-full&quot;);\n",
              "            $(&quot;#summary-target-bg&quot;).removeClass(&quot;bg-tab-summary-target&quot;);\n",
              "        }\n",
              "\n",
              "        // HACK: For SOME reason, a selection gets made when we change what is hidden, unselect it\n",
              "        let sel = document.getSelection();\n",
              "        sel.removeAllRanges();\n",
              "\n",
              "        // Animate to the top of the screen when expanding, so we can see the whole thing immediately\n",
              "        $(&#x27;html,body&#x27;).animate(\n",
              "            {scrollTop: $(&quot;#&quot; + $(this).parent().attr(&#x27;id&#x27;)).offset().top}, &#x27;fast&#x27;);\n",
              "    }\n",
              "    else\n",
              "    {\n",
              "        // CONTRACT\n",
              "        // --------------------------------------------------------\n",
              "        $(&quot;#&quot; + $(this).data(&quot;detail-div&quot;)).hide();\n",
              "\n",
              "        // HACK: For SOME reason, a selection gets made when we change what is hidden, unselect it\n",
              "        let sel = document.getSelection();\n",
              "        sel.removeAllRanges();\n",
              "\n",
              "        $(this).parent().parent().data(&#x27;expanded&#x27;, &#x27;false&#x27;);\n",
              "        $(this).parent().parent().css(&#x27;height&#x27;, &#x27;161px&#x27;);\n",
              "\n",
              "        if ($(this).parent().attr(&#x27;id&#x27;) == &quot;summary-target&quot;)\n",
              "        {\n",
              "            $(&quot;#summary-target-bg&quot;).removeClass(&quot;bg-tab-summary-target-full&quot;);\n",
              "            $(&quot;#summary-target-bg&quot;).addClass(&quot;bg-tab-summary-target&quot;);\n",
              "        }\n",
              "    }\n",
              "    // var offTop = $(&quot;#&quot; + $(this).parent().attr(&#x27;id&#x27;)).offset().top;\n",
              "  //  $(&#x27;html,body&#x27;).scrollTop(offTop);\n",
              "    // let thisIndex = $(this).parent().parent().data(&#x27;order-index&#x27;);\n",
              "    //alert(thisIndex);\n",
              "    // for (let i = parseInt(thisIndex) + 1; i &lt; 10; i++) {\n",
              "    //     let currentTop = $(&quot;#summary-pos-f&quot; + i).attr(&#x27;style&#x27;)\n",
              "    //     $(&quot;#summary-pos-f&quot; + i).attr(&#x27;style&#x27;,\n",
              "    // }\n",
              "// if(g_snapped == $(this).parent().attr(&#x27;id&#x27;))\n",
              "//     {\n",
              "//         $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).removeClass(&quot;bg-tab-summary-rollover-locked&quot;);\n",
              "//         $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).addClass(&quot;bg-tab-summary-rollover&quot;);\n",
              "//         g_snapped = &quot;&quot;;\n",
              "//     }\n",
              "//     else if (g_snapped == &quot;&quot;)\n",
              "//     {\n",
              "//         $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).removeClass(&quot;bg-tab-summary-rollover&quot;);\n",
              "//         $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).addClass(&quot;bg-tab-summary-rollover-locked&quot;);\n",
              "//         g_snapped = $(this).parent().attr(&#x27;id&#x27;);\n",
              "// //        $(&quot;#&quot; + $(this).data(&quot;detail-div&quot;)).show();\n",
              "//         //$(g_lastHovered).show();\n",
              "//         // alert(this.parent().id);\n",
              "//     }\n",
              "    }\n",
              ");\n",
              "\n",
              "\n",
              "// SPECIFIC BUTTONS\n",
              "// ---------------------------------------------------------------------------------------------------------------------------\n",
              "// SUMMARY: ASSOCIATIONS\n",
              "// $(&quot;#button-summary-associations-source, #button-summary-associations-compare&quot;).hover(\n",
              "//     // ENTER function\n",
              "//     function()\n",
              "//     {\n",
              "//         if(g_snapped==&quot;&quot;)\n",
              "//         {\n",
              "//             hideAllDetails();\n",
              "//             $(&quot;#df-assoc&quot;).show();\n",
              "//             //$(&quot;#df-assoc&quot;).show();\n",
              "//         }\n",
              "//         g_lastHovered = &quot;#df-assoc&quot;;\n",
              "//     },\n",
              "//     // EXIT function\n",
              "//     function()\n",
              "//     {\n",
              "//         if(g_snapped==&quot;&quot;)\n",
              "//         {\n",
              "//             hideAllDetails();\n",
              "//         }\n",
              "//     });\n",
              "// );\n",
              "\n",
              "// ASSOCIATIONS CLICK\n",
              "$(&quot;#button-summary-associations-source, #button-summary-associations-compare&quot;).click(function(event) {\n",
              "    let actual_div = &quot;#&quot; + $(this).data(&quot;detail-div&quot;);\n",
              "    // Quick hack: just remove the selected state to both buttons and restore if needed\n",
              "    $(&quot;#button-summary-associations-source, #button-summary-associations-compare&quot;).removeClass(&quot;button-assoc-selected&quot;);\n",
              "    $(&quot;#button-summary-associations-source, #button-summary-associations-compare&quot;).addClass(&quot;button-assoc&quot;);\n",
              "    if(g_snapped == actual_div)\n",
              "    {\n",
              "        // DESELECT/HIDE ASSOC\n",
              "        // --------------------------------------------------------\n",
              "        g_snapped = &quot;&quot;;\n",
              "        $(actual_div).hide();\n",
              "        $(&quot;.page-all-summaries&quot;).css({top: &quot;160px&quot;});\n",
              "        // $(this).removeClass(&quot;button-assoc-selected&quot;);\n",
              "        // $(this).addClass(&quot;button-assoc&quot;);\n",
              "    }\n",
              "    else if(g_snapped == &quot;&quot;)\n",
              "    {\n",
              "        // SELECT/SHOW ASSOC\n",
              "        // --------------------------------------------------------\n",
              "        g_snapped =  actual_div;\n",
              "        $(actual_div).show();\n",
              "        $(&quot;.page-all-summaries&quot;).css({top: &quot;993px&quot;});\n",
              "        $(this).addClass(&quot;button-assoc-selected&quot;);\n",
              "    }\n",
              "    else\n",
              "    {\n",
              "        // SWAP to OTHER ASSOC: DESELECT old, select new\n",
              "        // --------------------------------------------------------\n",
              "        $(g_snapped).hide();\n",
              "        g_snapped =  actual_div;\n",
              "        $(this).addClass(&quot;button-assoc-selected&quot;);\n",
              "        $(actual_div).show();\n",
              "    }\n",
              "});\n",
              "\n",
              "\n",
              "// DETAIL GRAPH BUTTONS\n",
              "$(&quot;.button-bin&quot;).click(function() {\n",
              "    which_id = $(this).attr(&#x27;data-target&#x27;);\n",
              "    $(&quot;#&quot;+which_id).attr(&#x27;class&#x27;, $(this).attr(&#x27;data-new_class&#x27;) + &quot; pos-detail-num-graph&quot;);\n",
              "});\n",
              "\n",
              "\n",
              "}); // $(document).ready(...  &lt;/script&gt;\n",
              "        &lt;style&gt; span.icon-expand { content: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAYAAAByDd+UAAAAGXRFWHRTb2Z0d2FyZQBBZG9iZSBJbWFnZVJlYWR5ccllPAAAALRJREFUeNpi/P//PwM9ARMDncGohVQHLATkDYA4gEQzD0AxdgBKpTjw/P/kg/m4zMVlWQKSRgE8jkLHAkgOTcCmBlccKkDpRCD+QEJwfkDSo0DNRAMqLfbjkRcYzYeDJh8ixxk6cMAizkgtCw9gsYwBbwan0EJHLD4+gEV8NNEMrlSKr0hjpLYPH0CLp/n4iikcRdp8JDMGvnpiJNBqc0DKc8SCDUB8AWdcjDYTRy0kFQAEGAAqdjq/C2RykQAAAABJRU5ErkJggg==);}\n",
              "span.icon-categorical { content: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAYAAAByDd+UAAAAGXRFWHRTb2Z0d2FyZQBBZG9iZSBJbWFnZVJlYWR5ccllPAAAAOFJREFUeNpi/P//PwM9ARMDncGohVQHLHjkHKAYHTwA4gVQdgIQK2BRcwCKMQEolWLBCf/xgwYoxgcSsJmNy4cwVxcC8QUkcQMg7gdieyQxXGoUSA1SBqhBB6igZjSVwkE8WkqVJ1MNwVTqAMTv8aTA/VCMC7yHmoFhNiOewlsBms8YcORFBlwpEZpPHwwKH7LgKWUEoC59iBY/CVh8g02NA7bsQijRLETT5IDFQmLUjOZDlHIRH59YNQQthCXpfhzyB5Hiq5+AGURZCMtHhOrDB6TWh4yjrbZRCwe9hQABBgAyc1dqBJEdOQAAAABJRU5ErkJggg==);}\n",
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              "/* used in assoc */\n",
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);}\n",
              "\n",
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              "\n",
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              "\n",
              "div.im-logo { content: url(data:image/png;base64,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);}\n",
              "\n",
              "div.ic-missing-green { position: absolute; top: 2px; z-index: -1; content: url(data:image/png;base64,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);}\n",
              "div.ic-missing-yellow { position: absolute; top: 2px; z-index: -1; content: url(data:image/png;base64,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);}\n",
              "div.ic-missing-orange { position: absolute; top: 2px; z-index: -1; content: url(data:image/png;base64,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);}\n",
              "div.ic-missing-red { position: absolute; top: 2px; z-index: -1; content: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACMAAAANCAYAAAAjf9cfAAAAGXRFWHRTb2Z0d2FyZQBBZG9iZSBJbWFnZVJlYWR5ccllPAAAAyNpVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADw/eHBhY2tldCBiZWdpbj0i77u/IiBpZD0iVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkIj8+IDx4OnhtcG1ldGEgeG1sbnM6eD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IkFkb2JlIFhNUCBDb3JlIDUuNi1jMTQ4IDc5LjE2NDAzNiwgMjAxOS8wOC8xMy0wMTowNjo1NyAgICAgICAgIj4gPHJkZjpSREYgeG1sbnM6cmRmPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5LzAyLzIyLXJkZi1zeW50YXgtbnMjIj4gPHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9IiIgeG1sbnM6eG1wPSJodHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvIiB4bWxuczp4bXBNTT0iaHR0cDovL25zLmFkb2JlLmNvbS94YXAvMS4wL21tLyIgeG1sbnM6c3RSZWY9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC9zVHlwZS9SZXNvdXJjZVJlZiMiIHhtcDpDcmVhdG9yVG9vbD0iQWRvYmUgUGhvdG9zaG9wIDIxLjEgKFdpbmRvd3MpIiB4bXBNTTpJbnN0YW5jZUlEPSJ4bXAuaWlkOkJEODI2MzE0MEVFOTExRUJBMDkyRkY5QkEwNEU4NThBIiB4bXBNTTpEb2N1bWVudElEPSJ4bXAuZGlkOkJEODI2MzE1MEVFOTExRUJBMDkyRkY5QkEwNEU4NThBIj4gPHhtcE1NOkRlcml2ZWRGcm9tIHN0UmVmOmluc3RhbmNlSUQ9InhtcC5paWQ6QkQ4MjYzMTIwRUU5MTFFQkEwOTJGRjlCQTA0RTg1OEEiIHN0UmVmOmRvY3VtZW50SUQ9InhtcC5kaWQ6QkQ4MjYzMTMwRUU5MTFFQkEwOTJGRjlCQTA0RTg1OEEiLz4gPC9yZGY6RGVzY3JpcHRpb24+IDwvcmRmOlJERj4gPC94OnhtcG1ldGE+IDw/eHBhY2tldCBlbmQ9InIiPz4XpOIDAAAAhUlEQVR42mL8L8DJAASqQNwBxC5AzMdAP/AJiPcAcQUQ32YEOkYdyDgBxAIMAwc+ALEFyDFrgYwghoEH60CO+UjnqMEFvjANEoeAAA8TwyACo44ZMo75NEjcAs5NewaJY3aByhkNIOP4ICiBLUEhcwNUFINKQCD+TGdHfIbaC7L/BkCAAQAYcRpVGFqHAwAAAABJRU5ErkJggg==);} &lt;/style&gt;\n",
              "        &lt;style&gt; @font-face\n",
              "{\n",
              "    font-family: RobotoBoldCond; font-style: normal; font-weight: normal;\n",
              "    src: 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format(&#x27;truetype&#x27;);\n",
              "}\n",
              "@font-face\n",
              "{\n",
              "    font-family: RobotoMed; font-style: normal; font-weight: normal;\n",
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format(&#x27;truetype&#x27;);\n",
              "}\n",
              "@font-face\n",
              "{\n",
              "    font-family: RobotoReg; font-style: normal; font-weight: normal;\n",
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) format(&#x27;truetype&#x27;);\n",
              "}\n",
              "\n",
              "body\n",
              "{\n",
              "/* Re-adding horizontal scrollbar\n",
              "    overflow-x: hidden;\n",
              "    background-color: #f7f7f7;\n",
              "*/\n",
              "    background-color: #f3f3f0;\n",
              "    color: #58544f;\n",
              "    margin-top: 0px;\n",
              "}\n",
              "\n",
              ".isHidden { display: none; }\n",
              "\n",
              ".page-root\n",
              "{\n",
              "\t/*width: 1880px;*/\n",
              "    /* Made this bigger to better match actual width and avoid flickering due to the horizontal Scrollbar showing up */\n",
              "\twidth: 1903px;\n",
              "\toverflow: visible;\n",
              "\t margin: 0 auto;\n",
              "    position: relative;\n",
              "}\n",
              ".page-root-vertical\n",
              "{\n",
              "\twidth: 1056px;\n",
              "\toverflow: visible;\n",
              "\t  margin: 0 auto;\n",
              "    position: relative;\n",
              "}\n",
              ".page-column-main { width: 930px; position: absolute;}\n",
              ".page-column-detail { position: absolute; left: 1005.0px; }\n",
              ".page-all-summaries { position: absolute; top:160px; left: -12px; width: 960px; }\n",
              "\n",
              ".pos-feature-summary\n",
              "{\n",
              "\twidth: 1056px;\n",
              "\theight:162px;\n",
              "    position: relative;\n",
              "}\n",
              "\n",
              ".container-feature-summary\n",
              "{\n",
              "\twidth: 1056px;\n",
              "\theight:175px;\n",
              "    position: absolute;\n",
              "}\n",
              ".container-feature-summary-target\n",
              "{\n",
              "\twidth: 1056px;\n",
              "\theight:175px;\n",
              "    position: relative;\n",
              "}\n",
              ".container-feature-detail\n",
              "{\n",
              "    height:900px;position:sticky;top:0;\n",
              "    transform: scale(1.0);transform-origin: 0 0;\n",
              "}\n",
              ".container-feature-detail-vertical\n",
              "{\n",
              "    width: 900px;height:900px;position:absolute; top: 151px; left:93px\n",
              "}\n",
              ".container-feature-detail__offset\n",
              "{\n",
              "    height:900px;position:absolute;top:0px;left:-17px\n",
              "}\n",
              "\n",
              ".color-source { color: #0088ed; }\n",
              ".button-border-source { border:1px solid #0088ed; }\n",
              ".color-source-target { color: #004bd1; }\n",
              ".color-compare { color: #f77721; }\n",
              ".button-border-compare { border:1px solid #f77721; }\n",
              ".color-compare-target { color: #e54600; }\n",
              ".color-normal { color: #58544f; }\n",
              ".color-target-summary { color: #CFC8BC; }\n",
              ".color-light { color: #837d76; }\n",
              ".color-red { color: #ff0000; }\n",
              ".dim { opacity: 0.5; }\n",
              ".color-title-disabled  { color: #e2e2e2; }\n",
              "\n",
              "a { color: #58544f; }\n",
              ".text-dataframe-title { font-family: RobotoBoldCond; font-size: 24px; }\n",
              ".text-dataframe-title-small { font-family: RobotoBoldCond; font-size: 20px; }\n",
              ".text-large-bold { font-family: RobotoBoldCond; font-size: 15.4px; }\n",
              ".text-med-bold { font-family: RobotoBoldCond; font-size: 12px; }\n",
              ".text-med { font-family: RobotoMed; font-size: 12px; }\n",
              ".text-small-med { font-family: RobotoMed; font-size: 10px; }\n",
              ".text-small-bold { font-family: RobotoBoldCond; font-size: 10px; }\n",
              ".text-label { font-family: RobotoReg; font-size: 11px;}\n",
              ".text-value { font-family: RobotoMed; font-size: 11px; }\n",
              ".text-distinct { font-family: RobotoMed; font-size: 12px; font-weight: bold;}\n",
              ".text-version { font-family: RobotoReg; font-size: 14px; font-weight: bold; }\n",
              ".text-credits { font-family: RobotoReg; font-size: 9px;}\n",
              "\n",
              ".pos-logo-group         { position: absolute; top:0px; left:0px; width: 380px; height: 200px; text-align: center;}\n",
              ".pos-logo               { position: relative;\n",
              "      margin-left: auto;\n",
              "  margin-right: auto;\n",
              "    top: 32px; }\n",
              ".pos-credits            { position: relative; top:26px; text-align: center; }\n",
              "\n",
              ".row-colored            { background-color: #00000008; }\n",
              ".row-missing            { background-color: #00000008; text-indent: 4px; height: 16px; width: 250px; }\n",
              ".assoc-row              { height: 13px; line-height: 11px; text-indent: 4px; }\n",
              ".assoc-row-target       { height: 13px; line-height: 11px; text-indent: 4px; background-color: #221F1F; color: #c1b9af; }\n",
              ".row-numeric-summary    { height: 13px; line-height: 11px; width: 140px; }\n",
              ".row-separator-bottom   { border-bottom: 1px solid #00000018; }\n",
              ".row-separator-top      { border-top: 1px solid #00000018; }\n",
              ".breakdown-row          { height: 13px; line-height: 11px; text-indent: 4px; }\n",
              ".breakdown-row-header   { height: 26px; text-indent: 4px; }\n",
              ".breakdown-row-header-2-lines   { height: 30px; text-indent: 4px; }\n",
              ".breakdown-hr           { position:absolute; top: 13px; left: 10px; width: 592px; }\n",
              ".breakdown-hr-2-lines   { position:absolute; top: 20px; left: 10px; width: 592px; }\n",
              "\n",
              "/* TAB ICON/NAME */\n",
              ".text-title-tab                     { font-family: RobotoBoldCond; font-size: 15.4px; position: absolute; left: 74px; top: 24px; width:250px; }\n",
              ".pos-tab-image                      { position: absolute; left: 45px; top: 21px; }\n",
              ".pos-detail-tab-icon-text__offset    { position: absolute; left: -4px; top: -4px; }\n",
              ".pos-text-title-tab__no-icon { position: absolute; left: 37px; top: 17px; }\n",
              "\n",
              "/*\n",
              " DATAFRAME SUMMARY\n",
              "------------------------------------*/\n",
              ".pos-dataframe-summary-title-source { position: absolute; left: 0px; top: 12px; width: 250px; text-align: right; }\n",
              ".pos-dataframe-summary-title-compare { position: absolute; left: 350px; top: 12px; width: 250px; text-align: left; }\n",
              ".pos-dataframe-summary-title-compare-none { position: absolute; left: 350px; top: 16px; width: 250px; text-align: left; }\n",
              ".pos-dataframe-summary  { position: absolute; top: 9px; left: 380px; }\n",
              ".pos-dataframe-summary-rows  { position: absolute; top: 47px; left: 19px; }\n",
              ".dataframe-summary-row  { height: 13px; width: 563px; line-height: 12px; }\n",
              ".pos-df-summary-source      { position: absolute; left: 0px; width: 231px; text-align: right;}\n",
              ".pos-df-summary-center     { position: absolute; left: 231px; width: 100px; text-align: center;}\n",
              ".pos-df-summary-compare      { position: absolute; left: 331px; width: 200px; text-align: left;}\n",
              ".size-df-summary-button     { width: 156px; height: 35px; }\n",
              ".pos-df-summary-button-assoc-source { position: absolute; top: 54px; left: 10px; }\n",
              ".pos-df-summary-button-assoc-compare { position: absolute; top: 54px; left: 397px; }\n",
              "\n",
              "/*\n",
              " FEATURE SUMMARY\n",
              "------------------------------------*/\n",
              ".summary-number\n",
              "{\n",
              "    position: absolute; top: 17px; left: 0px; width: 34px;\n",
              "    font-family: RobotoBoldCond; font-size: 26px;\n",
              "    color: #d9d9d9; text-align: right;\n",
              "}\n",
              ".summary-number-vertical\n",
              "{\n",
              "    position: absolute; top: 25px; left: 6px; width: 34px;\n",
              "    font-family: RobotoBoldCond; font-size: 26px;\n",
              "    color: #d9d9d9; text-align: right;\n",
              "    text-orientation: mixed;\n",
              "    writing-mode: vertical-rl;\n",
              "}\n",
              "\n",
              "/* BASE STATS */\n",
              ".pos-base-stats                 { position: absolute; top: 65px; left: 74px; }\n",
              ".pos-base-stats-in-detail       { position: absolute; top: 49px; left: 68px; }\n",
              ".base-stats-row                 { height: 13px; width: 200px; }\n",
              ".pos-base-stats__label         { position: absolute; left: 0px; text-align: left;}\n",
              ".pos-base-stats__source        { position: absolute; left: 55px; width: 55px; text-align: right;}\n",
              ".pos-base-stats__source-perc   { position: absolute; left: 113px; width: 35px; text-align: right;}\n",
              ".pos-base-stats__compare       { position: absolute; left: 153px; width: 55px; text-align: right;}\n",
              ".pos-base-stats__compare-perc  { position: absolute; left: 211px; width: 35px; text-align: right;}\n",
              "\n",
              "/* These are all NUMERICAL SUMMARY actually! */\n",
              ".pos-summary-numeric-group1             { position: absolute; top: 67px; left: 372px; }\n",
              ".pos-summary-numeric-group2             { position: absolute; top: 67px; left: 560px; }\n",
              ".pos-summary-numeric-source          { position: absolute; left: 40px; width: 50px; text-align: right;}\n",
              ".pos-summary-numeric-compare         { position: absolute; left: 90px; width: 50px; text-align: right;}\n",
              ".pos-summary-numeric-source-wide          { position: absolute; left: 40px; width: 64px; text-align: right;}\n",
              ".pos-summary-numeric-compare-wide         { position: absolute; left: 104px; width: 64px; text-align: right;}\n",
              ".pos-detail-num__top                  { position: absolute; top: 63px; line-height: 13px; }\n",
              ".pos-detail-num-col1__labels          { left: 320px; text-align: left; }\n",
              ".pos-detail-num-col1__source          { right: 636px; text-align: right;}\n",
              ".pos-detail-num-col1__compare         { right: 581px; text-align: right; }\n",
              ".pos-detail-num-col2__labels          { left: 520px; text-align: left; }\n",
              ".pos-detail-num-col2__source          { right: 441px; text-align: right;}\n",
              ".pos-detail-num-col2__compare         { right: 386px; text-align: right; }\n",
              "\n",
              ".pos-summary-text   { position: absolute; left: 372px; top: 67px; }\n",
              ".summary-text       { overflow: hidden; text-overflow: ellipsis; position: absolute; height: 14px; white-space: nowrap; }\n",
              "\n",
              ".pos-minigraph-cat      { position: absolute; right: 40px; top: 62px; }\n",
              ".pos-minigraph-numeric  { position: absolute; right: 40px; top: 62px; }\n",
              "\n",
              ".selector {}\n",
              ".selector__body { z-index:10; position: absolute;  left: 0px; top:40px; width: 1040px; height: 134px; }\n",
              ".selector__bottom { z-index:10; position: absolute;  left: 305px; top:174px; width: 735px; height: 22px; }\n",
              ".selector__top { z-index:10; position: absolute;  left: 0px; top:16px; width: 305px; height: 24px; }\n",
              "\n",
              "/*\n",
              "DETAILS\n",
              "------------------------------------*/\n",
              ".pos-detail-cat-graph                 { position: absolute; left: 45px; top: 120px; }\n",
              ".pos-detail-cat-breakdown             { position: absolute; left: 44px; overflow: hidden; }\n",
              ".pos-detail-num-graph                 { position: absolute; left: 50px; top: 78px; }\n",
              ".pos-detail-num-buttons               { position: absolute; left: 400px; top: 46px; width: 212px; }\n",
              "\n",
              ".pos-detail-assoc-graph               { position: absolute; left: 28px; top: 84px; }\n",
              ".pos-detail-assoc-desc-text           { position: absolute; left: 37px; top: 41px;     width: 800px;     line-height: 11px;}\n",
              "\n",
              ".pos-detail-text                   { position: absolute; left: 45px; top: 75px; }\n",
              "\n",
              "/* DETAIL LISTS */\n",
              ".container-detail-assoc               { position: absolute; left: 40px; top: 27px; width: 215px;}\n",
              ".pos-detail-num-most               { position: absolute; left: 20px; top: 606px; }\n",
              ".pos-detail-num-min               { position: absolute; left: 313px; top: 606px; }\n",
              ".pos-detail-num-max               { position: absolute; left: 607px; top: 606px; }\n",
              ".pos-detail-num-label               { position: absolute; left: 0px; width: 56px; }\n",
              ".pos-detail-num-source-pair         { position: absolute; width: 84px; left: 53px;}\n",
              ".pos-detail-num-compare-pair         { position: absolute; width: 84px; left: 135px;}\n",
              ".pos-detail-num-pair-pos__num      { position: absolute; left: 0px; width: 42px; text-align: right;}\n",
              ".pos-detail-num-pair-pos__perc     { position: absolute; left: 49px; width: 30px; text-align: right; }\n",
              "\n",
              "/* Number, percentage pairs in CATEGORICAL breakdown */\n",
              ".pair__col          { position: absolute; width: 84px; }\n",
              ".pair__header       { position: absolute; width: 79px; text-align: center;}\n",
              ".pair-pos__num      { position: absolute; left: 0px; width: 42px; text-align: right;}\n",
              ".pair-pos__perc     { position: absolute; left: 49px; width: 30px; text-align: right; }\n",
              "\n",
              "/* DETAIL-ASSOC */\n",
              ".pos-detail-cat-assoc-1              { position: absolute; left: 618px; top: 28px; width: 275px;}\n",
              ".pos-detail-cat-assoc-CN              { position: absolute; left: 618px; top: 565px; width: 275px;}\n",
              ".pos-assoc-row__label             { position: absolute; left: 0px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap; width: 156px;}\n",
              ".pos-assoc-row__source            { position: absolute; left: 150px; text-align: right; width: 30px; }\n",
              ".pos-assoc-row__compare           { position: absolute; left: 120px; text-align: right; width: 30px; }\n",
              "\n",
              "/* NUM-DETAIL COLS */\n",
              ".pos-num-detail-row__label        { position: absolute; left: 0px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap; width: 62px;}\n",
              "\n",
              "hr { background-color: #58544f; height: 1px; border-width: 0px; }\n",
              "\n",
              "button\n",
              "{\n",
              "\tbox-shadow:inset 0px 1px 0px 0px #ffffff;\n",
              "\tbackground:linear-gradient(to bottom, #f9f9f9 5%, #e9e9e9 100%);\n",
              "\tbackground-color:#f9f9f9;\n",
              "\tborder-radius:6px;\n",
              "\tborder:1px solid #dcdcdc;\n",
              "\tdisplay:inline-block;\n",
              "\tcursor:pointer;\n",
              "\tcolor:#666666;\n",
              "\tfont-family:Arial;\n",
              "\tfont-size:10px;\n",
              "\tpadding:3px 13px;\n",
              "\ttext-decoration:none;\n",
              "\ttext-shadow:0px 1px 0px #ffffff;\n",
              "}\n",
              ".button-assoc {\n",
              "    outline: none;\n",
              "}\n",
              ".button-assoc:hover {\n",
              "\tborder:2px solid #221f1f;\n",
              "    outline: none;\n",
              "}\n",
              ".button-assoc:focus {\n",
              "    outline: none;\n",
              "}\n",
              ".button-assoc-selected {\n",
              "\tborder:2px solid #ff0000;\n",
              "}\n",
              ".button-assoc-selected:hover {\n",
              "\tborder:2px solid #ff0000;\n",
              "}\n",
              ".button-assoc-selected:focus {\n",
              "\tborder:2px solid #ff0000;\n",
              "    outline: none;\n",
              "}\n",
              " &lt;/style&gt;\n",
              "\n",
              "    &lt;style&gt;\n",
              "\n",
              "                span.minigraph-f1::before { content: url(data:image/png;base64,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);}\n",
              "                    span.detail_graph-f1-::before { content: url(data:image/png;base64,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);}\n",
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              "                span.minigraph-f3::before { content: url(data:image/png;base64,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);}\n",
              "                    span.detail_graph-f3-::before { content: 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              "                span.minigraph-f6::before { content: url(data:image/png;base64,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);}\n",
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);}\n",
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);}\n",
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);}\n",
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);}\n",
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);}\n",
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);}\n",
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);}\n",
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);}\n",
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);}\n",
              "                span.minigraph-f9::before { content: 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);}\n",
              "                span.minigraph-f10::before { content: url(data:image/png;base64,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);}\n",
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              "                span.minigraph-f11::before { content: url(data:image/png;base64,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);}\n",
              "                    span.detail_graph-f11-::before { content: 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);}\n",
              "                span.minigraph-f12::before { content: url(data:image/png;base64,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);}\n",
              "                    span.detail_graph-f12-::before { content: url(data:image/png;base64,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);}\n",
              "            span.association-graph-source::before { content: 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);}\n",
              "            span.association-graph-compare::before { content: url(data:image/png;base64,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);}\n",
              "        span.graph-legend { content: url(data:image/png;base64,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);}\n",
              "    &lt;/style&gt;\n",
              "&lt;script&gt;\n",
              "    g_height = 2566;\n",
              "    g_scale = 1.0;\n",
              "&lt;/script&gt;\n",
              "&lt;/head&gt;\n",
              "\n",
              "&lt;body&gt;\n",
              "&lt;div class=&quot;page-root-vertical&quot;&gt;\n",
              "    &lt;!-- TOP HEADER --&gt;\n",
              "    &lt;!-- ALL SUMMARY TABS --&gt;\n",
              "    &lt;div class=&quot;page-column-main&quot; id=&quot;col1&quot; style=&quot;transform: scale(1.0);transform-origin: 0 0;&quot;&gt;\n",
              "        &lt;!-- DF Summary --&gt;\n",
              "\n",
              "        &lt;!-- ASSOCIATIONS (VERTICAL ONLY) --&gt;\n",
              "                &lt;div class=&quot;isHidden container-feature-detail&quot; id=&quot;df-assoc-source&quot;Yellow\n",
              "    style=&quot;display: contents; &quot;\n",
              "&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;\n",
              "    style=&quot;position: absolute; top: 137px&quot;\n",
              "&gt;\n",
              "    &lt;span class=&quot;bg-tab-detail-wide&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;text-title-tab pos-text-title-tab__no-icon&quot;&gt;Associations&lt;/span&gt;\n",
              "    &lt;div class=&quot;text-med  pos-detail-assoc-desc-text&quot; style=&quot;font-size: 11px;&quot;&gt;\n",
              "        &lt;span class=&quot;color-source&quot;&gt;[Only including dataset &quot;DataFrame&quot;]&lt;/span&gt;&lt;br&gt;\n",
              "         &amp;#9632; &lt;b&gt;Squares&lt;/b&gt; are categorical associations (uncertainty coefficient &amp; correlation ratio) from 0 to 1. The uncertainty coefficient is &lt;b&gt;assymmetrical&lt;/b&gt;,\n",
              "        (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).\n",
              "       &lt;br&gt;&lt;br&gt;&amp;#8226; &lt;b&gt;Circles&lt;/b&gt; are the symmetrical numerical correlations (Pearson&#x27;s) from -1 to 1. The &lt;b&gt;trivial diagonal&lt;/b&gt; is intentionally left blank for clarity.\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;association-graph-source pos-detail-assoc-graph&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "\n",
              "                &lt;div class=&quot;isHidden container-feature-detail&quot; id=&quot;df-assoc-compare&quot;Yellow\n",
              "    style=&quot;display: contents; &quot;\n",
              "&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;\n",
              "    style=&quot;position: absolute; top: 137px&quot;\n",
              "&gt;\n",
              "    &lt;span class=&quot;bg-tab-detail-wide&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;text-title-tab pos-text-title-tab__no-icon&quot;&gt;Associations&lt;/span&gt;\n",
              "    &lt;div class=&quot;text-med  pos-detail-assoc-desc-text&quot; style=&quot;font-size: 11px;&quot;&gt;\n",
              "        &lt;span class=&quot;color-compare&quot;&gt;[Only including dataset &quot;None&quot;]&lt;/span&gt;&lt;br&gt;\n",
              "         &amp;#9632; &lt;b&gt;Squares&lt;/b&gt; are categorical associations (uncertainty coefficient &amp; correlation ratio) from 0 to 1. The uncertainty coefficient is &lt;b&gt;assymmetrical&lt;/b&gt;,\n",
              "        (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).\n",
              "       &lt;br&gt;&lt;br&gt;&amp;#8226; &lt;b&gt;Circles&lt;/b&gt; are the symmetrical numerical correlations (Pearson&#x27;s) from -1 to 1. The &lt;b&gt;trivial diagonal&lt;/b&gt; is intentionally left blank for clarity.\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;association-graph-compare pos-detail-assoc-graph&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "\n",
              "\n",
              "        &lt;!-- ALL SUMMARIES --&gt;\n",
              "       &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-df&quot; data-detail-div=&quot;detail-df&quot;&gt;\n",
              "    &lt;div class=&quot;pos-dataframe-summary text-label&quot;&gt;\n",
              "        &lt;span class=&quot;top-header&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;pos-dataframe-summary-title-source text-dataframe-title color-source&quot;&gt;DataFrame&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-dataframe-summary-title-compare-none text-dataframe-title-small color-title-disabled&quot;&gt;NO COMPARISON TARGET&lt;/div&gt;\n",
              "        &lt;div class=&quot;pos-dataframe-summary-rows&quot;&gt;\n",
              "            &lt;div class=&quot;dataframe-summary-row row-colored&quot;&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-source color-source&quot;&gt;614&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-center&quot;&gt;ROWS&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-compare color-compare&quot;&gt;&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "             &lt;div class=&quot;dataframe-summary-row&quot;&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-source color-source&quot;&gt;0&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-center&quot;&gt;DUPLICATES&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-compare color-compare&quot;&gt;&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;dataframe-summary-row row-colored&quot;&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-source color-source&quot;&gt;324.2 kb&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-center&quot;&gt;RAM&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-compare color-compare&quot;&gt;&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;dataframe-summary-row row&quot;&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-source color-source&quot;&gt;\n",
              "                    13\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-center&quot;&gt;FEATURES&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-compare color-compare&quot;&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;dataframe-summary-row row-colored&quot;&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-source color-source&quot;&gt;9&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-center&quot;&gt;CATEGORICAL&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-compare color-compare&quot;&gt;&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "             &lt;div class=&quot;dataframe-summary-row &quot;&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-source color-source&quot;&gt;3&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-center&quot;&gt;NUMERICAL&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-compare color-compare&quot;&gt;&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;dataframe-summary-row row-colored&quot;&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-source color-source&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-center&quot;&gt;TEXT&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-df-summary-compare color-compare&quot;&gt;&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;button class=&quot;button-assoc color-source button-border-source size-df-summary-button pos-df-summary-button-assoc-source&quot; id=&quot;button-summary-associations-source&quot;\n",
              "                data-detail-div=&quot;df-assoc-source&quot;&gt;ASSOCIATIONS&lt;/button &gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "\n",
              "\n",
              "\n",
              "            &lt;div class=&quot;pos-logo-group&quot;&gt;\n",
              "                &lt;div class=&quot;pos-logo im-logo&quot;&gt;&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-credits text-credits&quot;&gt;\n",
              "                    &lt;span class=&quot;text-version&quot;&gt;2.1.4&lt;br&gt;\n",
              "                    &lt;a href=&quot;https://github.com/fbdesignpro/sweetviz&quot;&gt;Get updates, docs &amp; report issues here&lt;/a&gt;&lt;/span&gt;&lt;br&gt;\n",
              "                    Created &amp; maintained by &lt;a href=&quot;https://www.fbdesignpro.com&quot;&gt;Francois Bertrand&lt;/a&gt; &lt;br&gt;\n",
              "                    Graphic design by &lt;a href=&quot;https://www.fbdesignpro.com&quot; data-reach=&quot;Jeff is working on his contact info :)&quot;&gt;Jean-Francois Hains&lt;/a&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "        &lt;div class=&quot;page-all-summaries&quot;&gt;\n",
              "            &lt;span class=&quot;graph-legend&quot; style=&quot;left: 391px;position: absolute;top: 5px;&quot;&gt;&lt;/span&gt;\n",
              "            &lt;!-- TARGET Summary --&gt;\n",
              "            &lt;!-- FEATURE Summaries --&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f0&quot;\n",
              "        style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f0&quot; data-rollover-span=&quot;rollover-f0&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f0&quot; data-rollover-span=&quot;rollover-f0&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f0&quot; data-rollover-span=&quot;rollover-f0&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -20000&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f0&quot; style=&quot;z-index: -19999&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        1\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-text&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal&quot;&gt;Loan_ID&lt;/span&gt;\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                614\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (100%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    ---\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; &gt;\n",
              "\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                614\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (100%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-summary-text&quot;&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 618px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 519px;&quot;&gt;\n",
              "                LP001002\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 618px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 519px;&quot;&gt;\n",
              "                LP002328\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 618px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 519px;&quot;&gt;\n",
              "                LP002305\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 618px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 519px;&quot;&gt;\n",
              "                LP002308\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 618px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 519px;&quot;&gt;\n",
              "                LP002314\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 618px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 519px;&quot;&gt;\n",
              "                LP002315\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 618px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 519px;&quot;&gt;\n",
              "                LP002317\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 618px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;607&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;99%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 519px;&quot;&gt;\n",
              "                (Other)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "     id=&quot;detail-f0&quot;&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-detail-text&quot; style=&quot;top: 29px&quot;Him &gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP001002\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002328\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002305\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002308\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002314\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002315\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002317\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002318\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002319\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002332\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002236\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002335\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002337\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002341\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002342\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002345\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002347\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002348\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002301\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002300\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002297\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002296\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002239\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002243\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002244\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002250\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002255\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002262\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002263\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002265\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002266\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002272\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002277\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002281\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002284\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002287\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002288\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002357\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002361\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002362\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002418\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002424\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002429\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002434\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002435\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002443\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002444\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002446\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002447\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002448\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002449\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002453\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002455\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002459\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002467\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002472\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002422\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002409\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002364\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                LP002408\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width: 800px;&quot;&gt;\n",
              "            &lt;div class=&quot;pair__col color-source&quot;&gt;\n",
              "                &lt;div class=&quot;pair-pos__num dim&quot;&gt;554&lt;/div&gt;\n",
              "                &lt;div class=&quot;pair-pos__perc&quot;&gt;90%&lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;pair__col color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;-&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;-&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;summary-text color-normal&quot; style=&quot;left: 99px; width: 701px;&quot;&gt;\n",
              "                (Other)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f1&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f1&quot; data-rollover-span=&quot;rollover-f1&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f1&quot; data-rollover-span=&quot;rollover-f1&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f1&quot; data-rollover-span=&quot;rollover-f1&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19998&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f1&quot; style=&quot;z-index: -19997&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        2\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-cat&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal &quot;&gt;Gender&lt;/span&gt;\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                601\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (98%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    13\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; style=&quot;color:#202020&quot;&gt;\n",
              "                    &lt;div class=&quot;ic-missing-green&quot;&gt;&lt;/div&gt;\n",
              "                    (2%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                2\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (&lt;1%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f1 pos-minigraph-cat&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "     id=&quot;detail-f1&quot;&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;span class=&quot;detail_graph-f1-\n",
              "                pos-detail-cat-graph&quot; id=&quot;detail_graph-f1&quot;\n",
              "    style=&quot;top: 75px;&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-detail-cat-breakdown &quot; id=&quot;detail_breakdown-f1&quot;\n",
              "        style=&quot;top: 204.0px;&quot;&gt; &lt;!-- height: 706.0px;&quot;&gt; WHY was this needed? Causes issue in vertical layout. --&gt;\n",
              "        &lt;!-- HEADER ROW --&gt;\n",
              "        &lt;div class=&quot;breakdown-row-header text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "            &lt;div class=&quot;text-med-bold&quot; style=&quot;position: absolute; left:10px&quot;&gt;TOP CATEGORIES&lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-hr&quot;&gt;&lt;hr&gt;&lt;/div&gt;\n",
              "            &lt;div class=&quot;pair__header color-source&quot; style=&quot;left: 66px&quot;&gt;&lt;/div&gt;\n",
              "            &lt;!-- Targets --&gt;\n",
              "                &lt;div class=&quot;pair__header color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;!--None--&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "\n",
              "        &lt;!-- ROW CONTENT --&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 66px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;Male&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 66px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;489&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;81%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 66px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;Female&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 66px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;112&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;19%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;breakdown-row text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 66px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;ALL&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 66px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;601&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;100%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "        &lt;div id=&quot;detail_cat_end-1&quot;&gt;&lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CC-f1&quot;&gt;\n",
              "        &lt;!-- no background for target in vertical mode --&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc &quot; id=&quot;cat-assoc-window-f1&quot;&gt;\n",
              "            &lt;!-- CAT-CAT --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                CATEGORICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (UNCERTAINTY COEFFICIENT, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Gender&lt;br&gt;\n",
              "            PROVIDES INFORMATION ON...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.10&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;THESE FEATURES&lt;br&gt;GIVE INFORMATION&lt;br&gt;\n",
              "            ON Gender:&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.11&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.04&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;!-- CAT-NUM --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                NUMERICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Gender&lt;br&gt;\n",
              "                    CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.13&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.08&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f2&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f2&quot; data-rollover-span=&quot;rollover-f2&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f2&quot; data-rollover-span=&quot;rollover-f2&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f2&quot; data-rollover-span=&quot;rollover-f2&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19996&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f2&quot; style=&quot;z-index: -19995&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        3\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-cat&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal &quot;&gt;Married&lt;/span&gt;\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                611\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (&gt;99%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    3\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; style=&quot;color:#202020&quot;&gt;\n",
              "                    &lt;div class=&quot;ic-missing-green&quot;&gt;&lt;/div&gt;\n",
              "                    (&lt;1%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                2\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (&lt;1%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f2 pos-minigraph-cat&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "     id=&quot;detail-f2&quot;&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;span class=&quot;detail_graph-f2-\n",
              "                pos-detail-cat-graph&quot; id=&quot;detail_graph-f2&quot;\n",
              "    style=&quot;top: 75px;&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-detail-cat-breakdown &quot; id=&quot;detail_breakdown-f2&quot;\n",
              "        style=&quot;top: 204.0px;&quot;&gt; &lt;!-- height: 706.0px;&quot;&gt; WHY was this needed? Causes issue in vertical layout. --&gt;\n",
              "        &lt;!-- HEADER ROW --&gt;\n",
              "        &lt;div class=&quot;breakdown-row-header text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "            &lt;div class=&quot;text-med-bold&quot; style=&quot;position: absolute; left:10px&quot;&gt;TOP CATEGORIES&lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-hr&quot;&gt;&lt;hr&gt;&lt;/div&gt;\n",
              "            &lt;div class=&quot;pair__header color-source&quot; style=&quot;left: 48px&quot;&gt;&lt;/div&gt;\n",
              "            &lt;!-- Targets --&gt;\n",
              "                &lt;div class=&quot;pair__header color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;!--None--&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "\n",
              "        &lt;!-- ROW CONTENT --&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;Yes&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;398&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;65%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;No&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;213&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;35%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;breakdown-row text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;ALL&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;611&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;100%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "        &lt;div id=&quot;detail_cat_end-2&quot;&gt;&lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CC-f2&quot;&gt;\n",
              "        &lt;!-- no background for target in vertical mode --&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc &quot; id=&quot;cat-assoc-window-f2&quot;&gt;\n",
              "            &lt;!-- CAT-CAT --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                CATEGORICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (UNCERTAINTY COEFFICIENT, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Married&lt;br&gt;\n",
              "            PROVIDES INFORMATION ON...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.11&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.08&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.04&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;THESE FEATURES&lt;br&gt;GIVE INFORMATION&lt;br&gt;\n",
              "            ON Married:&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.10&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.04&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;!-- CAT-NUM --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                NUMERICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Married&lt;br&gt;\n",
              "                    CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.08&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.05&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f3&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f3&quot; data-rollover-span=&quot;rollover-f3&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f3&quot; data-rollover-span=&quot;rollover-f3&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f3&quot; data-rollover-span=&quot;rollover-f3&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19994&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f3&quot; style=&quot;z-index: -19993&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        4\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-cat&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal &quot;&gt;Dependents&lt;/span&gt;\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                599\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (98%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    15\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; style=&quot;color:#202020&quot;&gt;\n",
              "                    &lt;div class=&quot;ic-missing-green&quot;&gt;&lt;/div&gt;\n",
              "                    (2%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                4\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (&lt;1%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f3 pos-minigraph-cat&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "     id=&quot;detail-f3&quot;&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;span class=&quot;detail_graph-f3-\n",
              "                pos-detail-cat-graph&quot; id=&quot;detail_graph-f3&quot;\n",
              "    style=&quot;top: 75px;&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-detail-cat-breakdown &quot; id=&quot;detail_breakdown-f3&quot;\n",
              "        style=&quot;top: 324.0px;&quot;&gt; &lt;!-- height: 586.0px;&quot;&gt; WHY was this needed? Causes issue in vertical layout. --&gt;\n",
              "        &lt;!-- HEADER ROW --&gt;\n",
              "        &lt;div class=&quot;breakdown-row-header text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "            &lt;div class=&quot;text-med-bold&quot; style=&quot;position: absolute; left:10px&quot;&gt;TOP CATEGORIES&lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-hr&quot;&gt;&lt;hr&gt;&lt;/div&gt;\n",
              "            &lt;div class=&quot;pair__header color-source&quot; style=&quot;left: 48px&quot;&gt;&lt;/div&gt;\n",
              "            &lt;!-- Targets --&gt;\n",
              "                &lt;div class=&quot;pair__header color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;!--None--&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "\n",
              "        &lt;!-- ROW CONTENT --&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;345&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;58%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;1&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;102&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;17%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;2&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;101&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;17%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;3+&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;51&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;9%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;breakdown-row text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;ALL&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;599&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;100%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "        &lt;div id=&quot;detail_cat_end-3&quot;&gt;&lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CC-f3&quot;&gt;\n",
              "        &lt;!-- no background for target in vertical mode --&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc &quot; id=&quot;cat-assoc-window-f3&quot;&gt;\n",
              "            &lt;!-- CAT-CAT --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                CATEGORICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (UNCERTAINTY COEFFICIENT, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Dependents&lt;br&gt;\n",
              "            PROVIDES INFORMATION ON...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.04&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;THESE FEATURES&lt;br&gt;GIVE INFORMATION&lt;br&gt;\n",
              "            ON Dependents:&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.08&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.03&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;!-- CAT-NUM --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                NUMERICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Dependents&lt;br&gt;\n",
              "                    CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.18&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.17&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f4&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f4&quot; data-rollover-span=&quot;rollover-f4&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f4&quot; data-rollover-span=&quot;rollover-f4&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f4&quot; data-rollover-span=&quot;rollover-f4&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19992&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f4&quot; style=&quot;z-index: -19991&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        5\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-cat&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal &quot;&gt;Education&lt;/span&gt;\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                614\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (100%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    ---\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; &gt;\n",
              "\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                2\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (&lt;1%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f4 pos-minigraph-cat&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "     id=&quot;detail-f4&quot;&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;span class=&quot;detail_graph-f4-\n",
              "                pos-detail-cat-graph&quot; id=&quot;detail_graph-f4&quot;\n",
              "    style=&quot;top: 75px;&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-detail-cat-breakdown &quot; id=&quot;detail_breakdown-f4&quot;\n",
              "        style=&quot;top: 204.0px;&quot;&gt; &lt;!-- height: 706.0px;&quot;&gt; WHY was this needed? Causes issue in vertical layout. --&gt;\n",
              "        &lt;!-- HEADER ROW --&gt;\n",
              "        &lt;div class=&quot;breakdown-row-header text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "            &lt;div class=&quot;text-med-bold&quot; style=&quot;position: absolute; left:10px&quot;&gt;TOP CATEGORIES&lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-hr&quot;&gt;&lt;hr&gt;&lt;/div&gt;\n",
              "            &lt;div class=&quot;pair__header color-source&quot; style=&quot;left: 102px&quot;&gt;&lt;/div&gt;\n",
              "            &lt;!-- Targets --&gt;\n",
              "                &lt;div class=&quot;pair__header color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;!--None--&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "\n",
              "        &lt;!-- ROW CONTENT --&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 102px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;Graduate&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 102px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;480&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;78%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 102px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;Not Graduate&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 102px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;134&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;22%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;breakdown-row text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 102px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;ALL&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 102px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;614&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;100%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "        &lt;div id=&quot;detail_cat_end-4&quot;&gt;&lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CC-f4&quot;&gt;\n",
              "        &lt;!-- no background for target in vertical mode --&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc &quot; id=&quot;cat-assoc-window-f4&quot;&gt;\n",
              "            &lt;!-- CAT-CAT --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                CATEGORICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (UNCERTAINTY COEFFICIENT, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Education&lt;br&gt;\n",
              "            PROVIDES INFORMATION ON...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;THESE FEATURES&lt;br&gt;GIVE INFORMATION&lt;br&gt;\n",
              "            ON Education:&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;!-- CAT-NUM --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                NUMERICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Education&lt;br&gt;\n",
              "                    CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.17&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f5&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f5&quot; data-rollover-span=&quot;rollover-f5&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f5&quot; data-rollover-span=&quot;rollover-f5&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f5&quot; data-rollover-span=&quot;rollover-f5&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19990&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f5&quot; style=&quot;z-index: -19989&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        6\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-cat&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal &quot;&gt;Self_Employed&lt;/span&gt;\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                582\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (95%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    32\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; style=&quot;color:#202020&quot;&gt;\n",
              "                    &lt;div class=&quot;ic-missing-green&quot;&gt;&lt;/div&gt;\n",
              "                    (5%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                2\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (&lt;1%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f5 pos-minigraph-cat&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "     id=&quot;detail-f5&quot;&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;span class=&quot;detail_graph-f5-\n",
              "                pos-detail-cat-graph&quot; id=&quot;detail_graph-f5&quot;\n",
              "    style=&quot;top: 75px;&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-detail-cat-breakdown &quot; id=&quot;detail_breakdown-f5&quot;\n",
              "        style=&quot;top: 204.0px;&quot;&gt; &lt;!-- height: 706.0px;&quot;&gt; WHY was this needed? Causes issue in vertical layout. --&gt;\n",
              "        &lt;!-- HEADER ROW --&gt;\n",
              "        &lt;div class=&quot;breakdown-row-header text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "            &lt;div class=&quot;text-med-bold&quot; style=&quot;position: absolute; left:10px&quot;&gt;TOP CATEGORIES&lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-hr&quot;&gt;&lt;hr&gt;&lt;/div&gt;\n",
              "            &lt;div class=&quot;pair__header color-source&quot; style=&quot;left: 48px&quot;&gt;&lt;/div&gt;\n",
              "            &lt;!-- Targets --&gt;\n",
              "                &lt;div class=&quot;pair__header color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;!--None--&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "\n",
              "        &lt;!-- ROW CONTENT --&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;No&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;500&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;86%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;Yes&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;82&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;14%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;breakdown-row text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;ALL&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;582&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;100%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "        &lt;div id=&quot;detail_cat_end-5&quot;&gt;&lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CC-f5&quot;&gt;\n",
              "        &lt;!-- no background for target in vertical mode --&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc &quot; id=&quot;cat-assoc-window-f5&quot;&gt;\n",
              "            &lt;!-- CAT-CAT --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                CATEGORICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (UNCERTAINTY COEFFICIENT, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Self_Employed&lt;br&gt;\n",
              "            PROVIDES INFORMATION ON...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;THESE FEATURES&lt;br&gt;GIVE INFORMATION&lt;br&gt;\n",
              "            ON Self_Employed:&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;!-- CAT-NUM --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                NUMERICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Self_Employed&lt;br&gt;\n",
              "                    CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.13&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.11&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.08&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f6&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f6&quot; data-rollover-span=&quot;rollover-f6&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f6&quot; data-rollover-span=&quot;rollover-f6&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f6&quot; data-rollover-span=&quot;rollover-f6&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19988&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f6&quot; style=&quot;z-index: -19987&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        7\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-numeric&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal&quot;&gt;ApplicantIncome&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                614\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (100%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    ---\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; &gt;\n",
              "\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                505\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (82%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "            &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "                &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;ZEROES:&lt;/div&gt;\n",
              "                &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                        ---\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "\n",
              "                &lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-summary-numeric-group1&quot;&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary  row-separator-bottom &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;MAX&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;81,000&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;95%&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;14,583&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;Q3&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;5,795&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;AVG&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;5,403&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;MEDIAN&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;3,812&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;Q1&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;2,878&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;5%&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;1,898&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary row-separator-top  &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;MIN&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;150&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-summary-numeric-group2&quot;&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;RANGE&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;80,850&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;IQR&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;2,918&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;STD&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;6,109&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;VAR&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;37.3M&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;KURT.&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;60.5&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;SKEW&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;6.54&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;SUM&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;3.3M&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f6 pos-minigraph-numeric&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "    id=&quot;detail-f6&quot; &gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;!-- BUTTONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-buttons&quot;&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f6&quot;\n",
              "                data-new_class=&quot;detail_graph-f6-0&quot;&gt;Auto &lt;/button&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f6&quot;\n",
              "                data-new_class=&quot;detail_graph-f6-5&quot;&gt;5 &lt;/button&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f6&quot;\n",
              "                data-new_class=&quot;detail_graph-f6-15&quot;&gt;15 &lt;/button&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f6&quot;\n",
              "                data-new_class=&quot;detail_graph-f6-30&quot;&gt;30 &lt;/button&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- GRAPH --&gt;\n",
              "    &lt;span class=&quot;detail_graph-f6-0\n",
              "        pos-detail-num-graph&quot; id=&quot;detail_graph-f6&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CN-f6&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;  &lt;!-- expand if target in vertical layout --&gt;\n",
              "            &gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;NUMERICAL ASSOCIATIONS&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;line-height: 10px&quot;&gt;\n",
              "                (PEARSON, -1 to 1)\n",
              "            &lt;/div&gt;\n",
              "&lt;!--             &lt;div class=&quot;text-med-bold&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "--&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.57&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-red&quot;&gt;-0.12&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;CATEGORICAL ASSOCIATIONS&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;line-height: 10px&quot;&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.17&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.13&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.13&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.11&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.05&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;!-- FREQUENT --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-most&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;MOST FREQUENT VALUES&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;2500&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;9&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;4583&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;6&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.0%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;6000&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;6&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.0%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;2600&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;6&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.0%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;3333&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;5&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.8%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;4166&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;5&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.8%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;3750&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;5&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.8%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;5000&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;5&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.8%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;8333&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;4&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.7%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;6250&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;4&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.7%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;2400&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;4&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.7%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;2583&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;4&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.7%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;3400&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;2333&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;3000&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;!-- MINIMUM --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-min&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt; SMALLEST VALUES&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;150&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;210&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;416&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;645&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;674&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1000&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1025&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1299&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1378&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1442&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1500&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1538&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1600&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1625&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1668&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;!-- MAXIMUM --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-max&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;LARGEST VALUES&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;81000&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;63337&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;51763&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;39999&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;39147&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;37719&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;33846&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;23803&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;20833&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;20667&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;20233&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;20166&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;19730&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;19484&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;18333&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f7&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f7&quot; data-rollover-span=&quot;rollover-f7&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f7&quot; data-rollover-span=&quot;rollover-f7&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f7&quot; data-rollover-span=&quot;rollover-f7&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19986&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f7&quot; style=&quot;z-index: -19985&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        8\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-numeric&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal&quot;&gt;CoapplicantIncome&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                614\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (100%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    ---\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; &gt;\n",
              "\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                287\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (47%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "            &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "                &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;ZEROES:&lt;/div&gt;\n",
              "                &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                        273\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                        (44%)\n",
              "                &lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-summary-numeric-group1&quot;&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary  row-separator-bottom &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;MAX&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;41,667&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;95%&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;4,997&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;Q3&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;2,297&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;AVG&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;1,621&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;MEDIAN&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;1,188&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;Q1&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;0&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;5%&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;0&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary row-separator-top  &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;MIN&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;0&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-summary-numeric-group2&quot;&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;RANGE&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;41,667&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;IQR&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;2,297&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;STD&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;2,926&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;VAR&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;8.6M&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;KURT.&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;85.0&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;SKEW&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;7.49&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;SUM&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;995k&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f7 pos-minigraph-numeric&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "    id=&quot;detail-f7&quot; &gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;!-- BUTTONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-buttons&quot;&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f7&quot;\n",
              "                data-new_class=&quot;detail_graph-f7-0&quot;&gt;Auto &lt;/button&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f7&quot;\n",
              "                data-new_class=&quot;detail_graph-f7-5&quot;&gt;5 &lt;/button&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f7&quot;\n",
              "                data-new_class=&quot;detail_graph-f7-15&quot;&gt;15 &lt;/button&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f7&quot;\n",
              "                data-new_class=&quot;detail_graph-f7-30&quot;&gt;30 &lt;/button&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- GRAPH --&gt;\n",
              "    &lt;span class=&quot;detail_graph-f7-0\n",
              "        pos-detail-num-graph&quot; id=&quot;detail_graph-f7&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CN-f7&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;  &lt;!-- expand if target in vertical layout --&gt;\n",
              "            &gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;NUMERICAL ASSOCIATIONS&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;line-height: 10px&quot;&gt;\n",
              "                (PEARSON, -1 to 1)\n",
              "            &lt;/div&gt;\n",
              "&lt;!--             &lt;div class=&quot;text-med-bold&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "--&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.19&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-red&quot;&gt;-0.12&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;CATEGORICAL ASSOCIATIONS&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;line-height: 10px&quot;&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.12&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.08&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.08&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.08&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.03&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;!-- FREQUENT --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-most&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;MOST FREQUENT VALUES&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;0.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;273&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;44.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;2500.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;5&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.8%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;2083.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;5&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.8%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1666.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;5&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.8%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;2250.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1750.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1800.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1625.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;2333.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1459.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;5625.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1843.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1560.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;1950.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;2167.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;!-- MINIMUM --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-min&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt; SMALLEST VALUES&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;0.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;273&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;44.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;16.12000084&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;189.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;240.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;242.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;461.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;484.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;505.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;536.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;663.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;688.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;700.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;736.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;754.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;800.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;!-- MAXIMUM --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-max&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;LARGEST VALUES&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;41667.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;33837.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;20000.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;11300.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;10968.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;8980.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;8333.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;8106.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;7873.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;7750.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;7250.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;7210.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;7166.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;7101.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;6667.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f8&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f8&quot; data-rollover-span=&quot;rollover-f8&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f8&quot; data-rollover-span=&quot;rollover-f8&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f8&quot; data-rollover-span=&quot;rollover-f8&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19984&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f8&quot; style=&quot;z-index: -19983&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        9\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-numeric&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal&quot;&gt;LoanAmount&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                592\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (96%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    22\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; style=&quot;color:#202020&quot;&gt;\n",
              "                    &lt;div class=&quot;ic-missing-green&quot;&gt;&lt;/div&gt;\n",
              "                    (4%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                203\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (33%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "            &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "                &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;ZEROES:&lt;/div&gt;\n",
              "                &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                        ---\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "\n",
              "                &lt;/div&gt;\n",
              "            &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-summary-numeric-group1&quot;&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary  row-separator-bottom &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;MAX&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;700&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;95%&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;298&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;Q3&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;168&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;AVG&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;146&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;MEDIAN&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;128&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;Q1&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;100&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary   &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;5%&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;56&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary row-separator-top  &quot;&gt;\n",
              "            &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;MIN&lt;/div&gt;\n",
              "            &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;9&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-summary-numeric-group2&quot;&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;RANGE&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;691&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;IQR&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;68.0&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;STD&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;85.6&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;VAR&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;7,325&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;KURT.&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;10.4&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;SKEW&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;2.68&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;row-numeric-summary&quot;&gt;\n",
              "                &lt;div class=&quot;text-label&quot; style=&quot;position:absolute&quot;&gt;SUM&lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-summary-numeric-source text-value color-source&quot;&gt;86,676&lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f8 pos-minigraph-numeric&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "    id=&quot;detail-f8&quot; &gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;!-- BUTTONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-buttons&quot;&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f8&quot;\n",
              "                data-new_class=&quot;detail_graph-f8-0&quot;&gt;Auto &lt;/button&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f8&quot;\n",
              "                data-new_class=&quot;detail_graph-f8-5&quot;&gt;5 &lt;/button&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f8&quot;\n",
              "                data-new_class=&quot;detail_graph-f8-15&quot;&gt;15 &lt;/button&gt;\n",
              "            &lt;button class=&quot;button-bin&quot; data-target=&quot;detail_graph-f8&quot;\n",
              "                data-new_class=&quot;detail_graph-f8-30&quot;&gt;30 &lt;/button&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- GRAPH --&gt;\n",
              "    &lt;span class=&quot;detail_graph-f8-0\n",
              "        pos-detail-num-graph&quot; id=&quot;detail_graph-f8&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CN-f8&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;  &lt;!-- expand if target in vertical layout --&gt;\n",
              "            &gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;NUMERICAL ASSOCIATIONS&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;line-height: 10px&quot;&gt;\n",
              "                (PEARSON, -1 to 1)\n",
              "            &lt;/div&gt;\n",
              "&lt;!--             &lt;div class=&quot;text-med-bold&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "--&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.57&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.19&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;CATEGORICAL ASSOCIATIONS&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;line-height: 10px&quot;&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.18&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.17&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.11&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.03&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;!-- FREQUENT --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-most&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;MOST FREQUENT VALUES&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;120.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;20&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;3.4%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;110.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;17&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;2.9%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;100.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;15&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;2.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;160.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;12&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;2.0%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;187.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;12&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;2.0%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;113.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;11&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.9%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;128.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;11&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.9%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;130.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;10&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.7%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;95.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;9&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;96.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;9&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;115.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;8&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.4%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;70.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;8&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.4%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;112.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;8&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.4%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;136.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;7&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;150.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;7&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;1.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;!-- MINIMUM --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-min&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt; SMALLEST VALUES&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;9.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;17.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;25.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;26.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;30.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;35.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;36.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;40.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;42.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;44.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;45.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;46.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;47.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;48.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;50.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;4&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.7%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;!-- MAXIMUM --&gt;\n",
              "    &lt;div class=&quot;pos-detail-num-max&quot;&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc&quot;&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot;&gt;LARGEST VALUES&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;700.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;650.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;600.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.3%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;570.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;500.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;496.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;495.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;490.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;480.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.5%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;436.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;405.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;400.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;380.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;376.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot;&gt;\n",
              "                    &lt;div class=&quot;pos-num-detail-row__label text-label pos-detail-num-label&quot;&gt;370.0&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-detail-num-source-pair color-source text-value&quot;&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                        &lt;div class=&quot;pos-detail-num-pair-pos__perc&quot;&gt;0.2%&lt;/div&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f9&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f9&quot; data-rollover-span=&quot;rollover-f9&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f9&quot; data-rollover-span=&quot;rollover-f9&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f9&quot; data-rollover-span=&quot;rollover-f9&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19982&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f9&quot; style=&quot;z-index: -19981&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        10\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-cat&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal &quot;&gt;Loan_Amount_Term&lt;/span&gt;\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                600\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (98%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    14\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; style=&quot;color:#202020&quot;&gt;\n",
              "                    &lt;div class=&quot;ic-missing-green&quot;&gt;&lt;/div&gt;\n",
              "                    (2%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                10\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (2%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f9 pos-minigraph-cat&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "     id=&quot;detail-f9&quot;&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;span class=&quot;detail_graph-f9-\n",
              "                pos-detail-cat-graph&quot; id=&quot;detail_graph-f9&quot;\n",
              "    style=&quot;top: 75px;&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-detail-cat-breakdown &quot; id=&quot;detail_breakdown-f9&quot;\n",
              "        style=&quot;top: 614.0px;&quot;&gt; &lt;!-- height: 296.0px;&quot;&gt; WHY was this needed? Causes issue in vertical layout. --&gt;\n",
              "        &lt;!-- HEADER ROW --&gt;\n",
              "        &lt;div class=&quot;breakdown-row-header text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "            &lt;div class=&quot;text-med-bold&quot; style=&quot;position: absolute; left:10px&quot;&gt;TOP CATEGORIES&lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-hr&quot;&gt;&lt;hr&gt;&lt;/div&gt;\n",
              "            &lt;div class=&quot;pair__header color-source&quot; style=&quot;left: 60px&quot;&gt;&lt;/div&gt;\n",
              "            &lt;!-- Targets --&gt;\n",
              "                &lt;div class=&quot;pair__header color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;!--None--&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "\n",
              "        &lt;!-- ROW CONTENT --&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 60px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;360.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 60px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;512&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;85%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 60px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;180.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 60px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;44&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;7%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 60px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;480.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 60px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;15&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;2%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 60px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;300.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 60px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;13&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;2%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 60px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;240.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 60px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;4&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 60px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;84.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 60px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;4&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 60px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;120.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 60px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;3&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 60px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;60.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 60px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 60px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;36.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 60px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;2&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 60px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;12.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 60px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;1&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;&lt;1%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;breakdown-row text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 60px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;ALL&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 60px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;600&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;100%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "        &lt;div id=&quot;detail_cat_end-9&quot;&gt;&lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CC-f9&quot;&gt;\n",
              "        &lt;!-- no background for target in vertical mode --&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc &quot; id=&quot;cat-assoc-window-f9&quot;&gt;\n",
              "            &lt;!-- CAT-CAT --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                CATEGORICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (UNCERTAINTY COEFFICIENT, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Loan_Amount_Term&lt;br&gt;\n",
              "            PROVIDES INFORMATION ON...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.04&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.03&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;THESE FEATURES&lt;br&gt;GIVE INFORMATION&lt;br&gt;\n",
              "            ON Loan_Amount_Term:&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.04&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.03&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;!-- CAT-NUM --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                NUMERICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Loan_Amount_Term&lt;br&gt;\n",
              "                    CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.12&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.11&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f10&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f10&quot; data-rollover-span=&quot;rollover-f10&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f10&quot; data-rollover-span=&quot;rollover-f10&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f10&quot; data-rollover-span=&quot;rollover-f10&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19980&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f10&quot; style=&quot;z-index: -19979&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        11\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-cat&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal &quot;&gt;Credit_History&lt;/span&gt;\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                564\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (92%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    50\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; style=&quot;color:#202020&quot;&gt;\n",
              "                    &lt;div class=&quot;ic-missing-green&quot;&gt;&lt;/div&gt;\n",
              "                    (8%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                2\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (&lt;1%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f10 pos-minigraph-cat&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "     id=&quot;detail-f10&quot;&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;span class=&quot;detail_graph-f10-\n",
              "                pos-detail-cat-graph&quot; id=&quot;detail_graph-f10&quot;\n",
              "    style=&quot;top: 75px;&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-detail-cat-breakdown &quot; id=&quot;detail_breakdown-f10&quot;\n",
              "        style=&quot;top: 204.0px;&quot;&gt; &lt;!-- height: 706.0px;&quot;&gt; WHY was this needed? Causes issue in vertical layout. --&gt;\n",
              "        &lt;!-- HEADER ROW --&gt;\n",
              "        &lt;div class=&quot;breakdown-row-header text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "            &lt;div class=&quot;text-med-bold&quot; style=&quot;position: absolute; left:10px&quot;&gt;TOP CATEGORIES&lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-hr&quot;&gt;&lt;hr&gt;&lt;/div&gt;\n",
              "            &lt;div class=&quot;pair__header color-source&quot; style=&quot;left: 48px&quot;&gt;&lt;/div&gt;\n",
              "            &lt;!-- Targets --&gt;\n",
              "                &lt;div class=&quot;pair__header color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;!--None--&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "\n",
              "        &lt;!-- ROW CONTENT --&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;1.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;475&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;84%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;0.0&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;89&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;16%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;breakdown-row text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;ALL&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;564&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;100%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "        &lt;div id=&quot;detail_cat_end-10&quot;&gt;&lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CC-f10&quot;&gt;\n",
              "        &lt;!-- no background for target in vertical mode --&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc &quot; id=&quot;cat-assoc-window-f10&quot;&gt;\n",
              "            &lt;!-- CAT-CAT --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                CATEGORICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (UNCERTAINTY COEFFICIENT, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Credit_History&lt;br&gt;\n",
              "            PROVIDES INFORMATION ON...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;THESE FEATURES&lt;br&gt;GIVE INFORMATION&lt;br&gt;\n",
              "            ON Credit_History:&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.17&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;!-- CAT-NUM --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                NUMERICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Credit_History&lt;br&gt;\n",
              "                    CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.03&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f11&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f11&quot; data-rollover-span=&quot;rollover-f11&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f11&quot; data-rollover-span=&quot;rollover-f11&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f11&quot; data-rollover-span=&quot;rollover-f11&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19978&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f11&quot; style=&quot;z-index: -19977&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        12\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-cat&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal &quot;&gt;Property_Area&lt;/span&gt;\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                614\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (100%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    ---\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; &gt;\n",
              "\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                3\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (&lt;1%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f11 pos-minigraph-cat&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "     id=&quot;detail-f11&quot;&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;span class=&quot;detail_graph-f11-\n",
              "                pos-detail-cat-graph&quot; id=&quot;detail_graph-f11&quot;\n",
              "    style=&quot;top: 75px;&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-detail-cat-breakdown &quot; id=&quot;detail_breakdown-f11&quot;\n",
              "        style=&quot;top: 264.0px;&quot;&gt; &lt;!-- height: 646.0px;&quot;&gt; WHY was this needed? Causes issue in vertical layout. --&gt;\n",
              "        &lt;!-- HEADER ROW --&gt;\n",
              "        &lt;div class=&quot;breakdown-row-header text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "            &lt;div class=&quot;text-med-bold&quot; style=&quot;position: absolute; left:10px&quot;&gt;TOP CATEGORIES&lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-hr&quot;&gt;&lt;hr&gt;&lt;/div&gt;\n",
              "            &lt;div class=&quot;pair__header color-source&quot; style=&quot;left: 84px&quot;&gt;&lt;/div&gt;\n",
              "            &lt;!-- Targets --&gt;\n",
              "                &lt;div class=&quot;pair__header color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;!--None--&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "\n",
              "        &lt;!-- ROW CONTENT --&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 84px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;Semiurban&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 84px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;233&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;38%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 84px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;Urban&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 84px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;202&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;33%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 84px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;Rural&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 84px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;179&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;29%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;breakdown-row text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 84px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;ALL&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 84px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;614&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;100%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "        &lt;div id=&quot;detail_cat_end-11&quot;&gt;&lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CC-f11&quot;&gt;\n",
              "        &lt;!-- no background for target in vertical mode --&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc &quot; id=&quot;cat-assoc-window-f11&quot;&gt;\n",
              "            &lt;!-- CAT-CAT --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                CATEGORICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (UNCERTAINTY COEFFICIENT, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Property_Area&lt;br&gt;\n",
              "            PROVIDES INFORMATION ON...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.03&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;THESE FEATURES&lt;br&gt;GIVE INFORMATION&lt;br&gt;\n",
              "            ON Property_Area:&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Status&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;!-- CAT-NUM --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                NUMERICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Property_Area&lt;br&gt;\n",
              "                    CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.03&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;pos-feature-summary&quot; style=&quot;top: 0.0px&quot;&gt;\n",
              "                    &lt;div class=&quot;container-feature-summary&quot; id=&quot;summary-f12&quot;\n",
              "     style=&quot;top: 0px&quot;&gt;\n",
              "    &lt;div class=&quot;selector selector__body&quot; data-detail-div=&quot;detail-f12&quot; data-rollover-span=&quot;rollover-f12&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__bottom&quot; data-detail-div=&quot;detail-f12&quot; data-rollover-span=&quot;rollover-f12&quot;&gt;&lt;/div&gt;\n",
              "    &lt;div class=&quot;selector selector__top&quot; data-detail-div=&quot;detail-f12&quot; data-rollover-span=&quot;rollover-f12&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary&quot; style=&quot;z-index: -19976&quot;&gt;&lt;/span&gt;\n",
              "    &lt;span class=&quot;bg-tab-summary-rollover&quot; id=&quot;rollover-f12&quot; style=&quot;z-index: -19975&quot;&gt;&lt;/span&gt;\n",
              "    &lt;div class=&quot;summary-number&quot;\n",
              "        &gt;\n",
              "        13\n",
              "    &lt;/div&gt;\n",
              "    &lt;div class=&quot;pos-tab-image ic-cat&quot;&gt;&lt;/div&gt;\n",
              "    &lt;span class=&quot;text-title-tab color-normal &quot;&gt;Loan_Status&lt;/span&gt;\n",
              "    &lt;div class=&quot;pos-base-stats&quot;&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label  &quot;&gt;VALUES:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                614\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (100%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;MISSING:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source&quot;&gt;\n",
              "                    ---\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot; &gt;\n",
              "\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "        &lt;/div&gt;\n",
              "        &lt;div class=&quot;base-stats-row&quot;&gt;\n",
              "            &lt;div class=&quot;text-label color-normal pos-base-stats__label &quot;&gt;DISTINCT:&lt;/div&gt;\n",
              "            &lt;div class=&quot;text-distinct color-source pos-base-stats__source&quot;&gt;\n",
              "                2\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-value color-source pos-base-stats__source-perc&quot;&gt;\n",
              "                (&lt;1%)\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "    &lt;span class=&quot;minigraph-f12 pos-minigraph-cat&quot;&gt;&lt;/span&gt;\n",
              "&lt;/div&gt;\n",
              "                    &lt;!-- This DETAIL WINDOW (VERTICAL ONLY) --&gt;\n",
              "                        &lt;div class=&quot;isHidden container-feature-detail-vertical&quot;\n",
              "        style=&quot;top: 157px&quot;\n",
              "     id=&quot;detail-f12&quot;&gt;\n",
              "&lt;div class=&quot;container-feature-detail__offset&quot;&gt;\n",
              "\n",
              "    &lt;span class=&quot;detail_graph-f12-\n",
              "                pos-detail-cat-graph&quot; id=&quot;detail_graph-f12&quot;\n",
              "    style=&quot;top: 75px;&quot;&gt;&lt;/span&gt;\n",
              "\n",
              "    &lt;div class=&quot;pos-detail-cat-breakdown &quot; id=&quot;detail_breakdown-f12&quot;\n",
              "        style=&quot;top: 204.0px;&quot;&gt; &lt;!-- height: 706.0px;&quot;&gt; WHY was this needed? Causes issue in vertical layout. --&gt;\n",
              "        &lt;!-- HEADER ROW --&gt;\n",
              "        &lt;div class=&quot;breakdown-row-header text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "            &lt;div class=&quot;text-med-bold&quot; style=&quot;position: absolute; left:10px&quot;&gt;TOP CATEGORIES&lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-hr&quot;&gt;&lt;hr&gt;&lt;/div&gt;\n",
              "            &lt;div class=&quot;pair__header color-source&quot; style=&quot;left: 48px&quot;&gt;&lt;/div&gt;\n",
              "            &lt;!-- Targets --&gt;\n",
              "                &lt;div class=&quot;pair__header color-compare&quot; style=&quot;position: absolute; left: px&quot;&gt;\n",
              "                    &lt;!--None--&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "\n",
              "        &lt;!-- ROW CONTENT --&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;Y&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;422&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;69%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value row-colored&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;N&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;192&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;31%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "                &lt;div class=&quot;breakdown-row text-value&quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;div class=&quot;breakdown-row text-value &quot; style=&quot;width:553px&quot;&gt;\n",
              "                &lt;!-- Name --&gt;\n",
              "                &lt;div class=&quot;text-label color-normal &quot; style=&quot;position: absolute; left:10px;\n",
              "                width: 48px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;&quot;&gt;ALL&lt;/div&gt;\n",
              "\n",
              "                &lt;!-- Freq --&gt;\n",
              "                &lt;div class=&quot;pair__col color-source&quot; style=&quot;left: 48px&quot;&gt;\n",
              "                    &lt;div class=&quot;pair-pos__num dim&quot;&gt;614&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pair-pos__perc&quot;&gt;100%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;!-- Targets --&gt;\n",
              "            &lt;/div&gt;\n",
              "        &lt;div id=&quot;detail_cat_end-12&quot;&gt;&lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- ASSOCIATIONS --&gt;\n",
              "    &lt;div class=&quot;pos-detail-cat-assoc-1&quot; id=&quot;cat-assoc-CC-f12&quot;&gt;\n",
              "        &lt;!-- no background for target in vertical mode --&gt;\n",
              "        &lt;span class=&quot;bg-extra-column&quot;&gt;&lt;/span&gt;\n",
              "        &lt;div class=&quot;container-detail-assoc &quot; id=&quot;cat-assoc-window-f12&quot;&gt;\n",
              "            &lt;!-- CAT-CAT --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                CATEGORICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (UNCERTAINTY COEFFICIENT, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Loan_Status&lt;br&gt;\n",
              "            PROVIDES INFORMATION ON...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.17&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;!----&gt;&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;THESE FEATURES&lt;br&gt;GIVE INFORMATION&lt;br&gt;\n",
              "            ON Loan_Status:&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; style=&quot;font-weight: bold;&quot;&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Credit_History&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.14&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Loan_Amount_Term&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Property_Area&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.02&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Married&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Education&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Dependents&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Gender&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;Self_Employed&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "            &lt;br&gt;\n",
              "            &lt;!-- CAT-NUM --&gt;\n",
              "            &lt;div class=&quot;text-small-bold color-light&quot; style=&quot;text-align:right; line-height: 10px&quot;&gt;\n",
              "                NUMERICAL ASSOCIATIONS&lt;br&gt;\n",
              "                (CORRELATION RATIO, 0 to 1)\n",
              "            &lt;/div&gt;\n",
              "            &lt;div class=&quot;text-large-bold&quot; style=&quot;line-height: 104%;&quot;&gt;Loan_Status&lt;br&gt;\n",
              "                    CORRELATION RATIO WITH...&lt;/div&gt;\n",
              "            &lt;hr&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;CoapplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.06&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row row-colored&quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;LoanAmount&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.01&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                &lt;div class=&quot;assoc-row &quot; &gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__label text-label&quot;&gt;ApplicantIncome&lt;/div&gt;\n",
              "                    &lt;div class=&quot;pos-assoc-row__source text-label color-source&quot;&gt;0.00&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
              "    &lt;/div&gt;\n",
              "\n",
              "    &lt;!-- ALL DETAIL WINDOWS (WIDESCREEN ONLY) --&gt;\n",
              "&lt;/div&gt;\n",
              "&lt;/body&gt;\n",
              "&lt;/html&gt;\" frameborder=\"0\" allowfullscreen></iframe>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "autoEDA = sweetviz.analyze(train)\n",
        "autoEDA.show_notebook()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7MF-0mmCMU4s",
        "outputId": "4864d809-cee9-4877-ecb2-33fd8ef8f332"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "test size - (367, 12)\n"
          ]
        }
      ],
      "source": [
        "print(f'test size - {test.shape}')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Eq1FugMcu7SV",
        "outputId": "04325ea6-ddf1-43aa-818a-f3a724c030b4"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 367 entries, 0 to 366\n",
            "Data columns (total 12 columns):\n",
            " #   Column             Non-Null Count  Dtype  \n",
            "---  ------             --------------  -----  \n",
            " 0   Loan_ID            367 non-null    object \n",
            " 1   Gender             356 non-null    object \n",
            " 2   Married            367 non-null    object \n",
            " 3   Dependents         357 non-null    object \n",
            " 4   Education          367 non-null    object \n",
            " 5   Self_Employed      344 non-null    object \n",
            " 6   ApplicantIncome    367 non-null    int64  \n",
            " 7   CoapplicantIncome  367 non-null    int64  \n",
            " 8   LoanAmount         362 non-null    float64\n",
            " 9   Loan_Amount_Term   361 non-null    float64\n",
            " 10  Credit_History     338 non-null    float64\n",
            " 11  Property_Area      367 non-null    object \n",
            "dtypes: float64(3), int64(2), object(7)\n",
            "memory usage: 34.5+ KB\n"
          ]
        }
      ],
      "source": [
        "test.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "60hEZGSpy1jz",
        "outputId": "bd688832-3425-4017-fef9-5ebfcbd3b6a3"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Loan_ID              0.0\n",
              "Gender               3.0\n",
              "Married              0.0\n",
              "Dependents           2.7\n",
              "Education            0.0\n",
              "Self_Employed        6.3\n",
              "ApplicantIncome      0.0\n",
              "CoapplicantIncome    0.0\n",
              "LoanAmount           1.4\n",
              "Loan_Amount_Term     1.6\n",
              "Credit_History       7.9\n",
              "Property_Area        0.0\n",
              "dtype: float64"
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Print percent of missing values\n",
        "round(test.isna().sum() / test.shape[0] * 100, 1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8jAgvotO1MFT",
        "outputId": "3c241ea4-09fd-403e-a496-1b1a6c84a023"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of duplicate rows -  0\n"
          ]
        }
      ],
      "source": [
        "# Print number of duplicate rows\n",
        "print('Number of duplicate rows - ', len(test[test.duplicated()].values)) "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        },
        "id": "0QhLuTAVzruy",
        "outputId": "a0933b9c-da74-4a0c-9965-d7270e9f8502"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-cf0bc3c7-9c14-4133-bddc-ae2210d6184e\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Gender</th>\n",
              "      <th>Loan_Status</th>\n",
              "      <th>Loan_ID</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Female</td>\n",
              "      <td>N</td>\n",
              "      <td>37</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Female</td>\n",
              "      <td>Y</td>\n",
              "      <td>75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Male</td>\n",
              "      <td>N</td>\n",
              "      <td>150</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Male</td>\n",
              "      <td>Y</td>\n",
              "      <td>339</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cf0bc3c7-9c14-4133-bddc-ae2210d6184e')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
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              "\n",
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              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-cf0bc3c7-9c14-4133-bddc-ae2210d6184e button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-cf0bc3c7-9c14-4133-bddc-ae2210d6184e');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "   Gender Loan_Status  Loan_ID\n",
              "0  Female           N       37\n",
              "1  Female           Y       75\n",
              "2    Male           N      150\n",
              "3    Male           Y      339"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Print statistics on non-repayment of loans by gender\n",
        "gender_stats = train.groupby(['Gender', 'Loan_Status'], as_index=False).agg({'Loan_ID': 'count'})\n",
        "gender_stats"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fXbNR63n7FQr",
        "outputId": "0c6c3989-f2c1-4671-9b1c-058bfaed4c6e"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "254"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Print the number and percent of loan applicants who have dependents\n",
        "train.Dependents[train.Dependents != '0'].value_counts().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bjyLAygO7fe-",
        "outputId": "539b0f07-a86d-438f-ef29-65141f08b07b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "42.4 %\n"
          ]
        }
      ],
      "source": [
        "print(round(train.Dependents[train.Dependents != '0'].value_counts().sum() / train.Dependents.value_counts().sum() * 100, 2), '%')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 112
        },
        "id": "mTEbVGlY8vIW",
        "outputId": "faba4ed1-3a68-4dbe-a117-98356acec0c8"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-74030305-c011-4c12-b0c6-bbf74341b08f\">\n",
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              "      <div>\n",
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              "\n",
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              "\n",
              "    .dataframe thead th {\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Self_Employed</th>\n",
              "      <th>ApplicantIncome</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>No</td>\n",
              "      <td>5049.748000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Yes</td>\n",
              "      <td>7380.817073</td>\n",
              "    </tr>\n",
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              "</table>\n",
              "</div>\n",
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              "\n",
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              "      background-color: #3B4455;\n",
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              "\n",
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              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-74030305-c011-4c12-b0c6-bbf74341b08f button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-74030305-c011-4c12-b0c6-bbf74341b08f');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "  Self_Employed  ApplicantIncome\n",
              "0            No      5049.748000\n",
              "1           Yes      7380.817073"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Print income statistics for self-employed and employees\n",
        "aincome_stats = train.groupby(['Self_Employed'], as_index=False).agg({'ApplicantIncome': 'mean'})\n",
        "aincome_stats"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        },
        "id": "eN7vlMo0_XcE",
        "outputId": "24e08852-511e-4b40-feb4-62bcca4313f1"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-3babcb1a-f55c-40cd-b5fd-64d030f1ea6d\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "    }\n",
              "\n",
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              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Credit_History</th>\n",
              "      <th>Loan_Status</th>\n",
              "      <th>Loan_ID</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.0</td>\n",
              "      <td>N</td>\n",
              "      <td>82</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.0</td>\n",
              "      <td>Y</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.0</td>\n",
              "      <td>N</td>\n",
              "      <td>97</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.0</td>\n",
              "      <td>Y</td>\n",
              "      <td>378</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
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              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "\n",
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              "\n",
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              "    }\n",
              "\n",
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              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-3babcb1a-f55c-40cd-b5fd-64d030f1ea6d button.colab-df-convert');\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-3babcb1a-f55c-40cd-b5fd-64d030f1ea6d');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "   Credit_History Loan_Status  Loan_ID\n",
              "0             0.0           N       82\n",
              "1             0.0           Y        7\n",
              "2             1.0           N       97\n",
              "3             1.0           Y      378"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Print loan default statistics for applicants with and without a credit history\n",
        "cred_hist_stats = train.groupby(['Credit_History', 'Loan_Status'], as_index=False).agg({'Loan_ID': 'count'})\n",
        "cred_hist_stats"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 474
        },
        "id": "6Jc4e1dEB0hC",
        "outputId": "45b2afff-2316-4ea6-ab37-fe10b25843c1"
      },
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Draw a graph of the dependence of the loan amount on income\n",
        "LA_AI_df = df[['LoanAmount', 'ApplicantIncome']].sort_values(by='ApplicantIncome', ascending=True)\n",
        "LA_AI_df\n",
        "\n",
        "plt.figure(figsize=(10, 5))\n",
        "plt.scatter(df['ApplicantIncome'], df['LoanAmount'], color='steelblue')\n",
        "plt.xlabel('applicant income')\n",
        "plt.ylabel('loan amount')\n",
        "plt.title('Dependence of loan amount on applicant income');"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Sxje0-fKnweP"
      },
      "source": [
        "## Your anwers:\n",
        "\n",
        "1. Train dataset has 614 rows and 13 columns. Test dataset has 367 rows and 12 columns. The data are presented by 12 features, 7 of which are categorical, 5 are numerical. Target - Loan_Status.\n",
        "\n",
        "2. There are missing values ​​in the features in the train dataset - Gender (2.1%), Married (0.5%), Dependents (2.4%), Self_Employed (5.2%), LoanAmount (3.6%, Loan_Amount_Term (2.3%), Credit_History (8.1%). There are missing values ​​in the features in the test dataset - Gender (3.0%), Dependents (2.7%), Self_Employed (6.3%), LoanAmount (1.4%), Loan_Amount_Term (1.6%), Credit_History (7.9%). There are no duplicate rows in both datasets.\n",
        "\n",
        "3. Loan statuses are distributed in an advising manner - 422 (69%) positive(Y)  to 192 (31%) negative (N).\n",
        "\n",
        "4. Statistics for men and women of loan defaults:\n",
        "Female: N - 37(33%), Y - 75(67%), Male: N - 150(30,7%), Y - 339(69,3%). Accordingly, the proportion of non-payers among men is lower by 2.3% then women.\n",
        "\n",
        "5. 254 loan applicants (about 42.4%) of the historical data have 1 or more dependents.\n",
        "\n",
        "6. The average income of the self-employed is\t7381, the average income of employees is\t5050, i.e. the income of the self-employed is about 46% higher. \n",
        "\n",
        "7. No, among applicants with a credit history, 97 out of 475 (or about 20%) are likely to default, while among applicants without a credit history, 82 out of 89b, i.e. 92%, are likely to default.\n",
        "\n",
        "8. No definite linear dependence of loan amount on applicant income.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_cREnyFxojqm"
      },
      "source": [
        "# Part Two"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "huNBju-TMV88"
      },
      "source": [
        "## Auto ML wth autosklearn\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wDlAmmP6MgQF",
        "outputId": "a226d34c-f341-430c-fa0d-04f7f4504824"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:16: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  app.launch_new_instance()\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:17: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:18: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:19: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:20: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:21: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
          ]
        }
      ],
      "source": [
        "# Matrix of features\n",
        "\n",
        "X = train[['Gender',\n",
        "'Married',\n",
        "'Dependents',\n",
        "'Education',\n",
        "'Self_Employed',\n",
        "'ApplicantIncome',\n",
        "'CoapplicantIncome',\n",
        "'LoanAmount',\n",
        "'Loan_Amount_Term',\n",
        "'Credit_History',\n",
        "'Property_Area']]\n",
        "\n",
        "# convert string(text) to categorical\n",
        "X['Gender'] = X['Gender'].astype('category')\n",
        "X['Married'] = X['Married'].astype('category')\n",
        "X['Education'] = X['Education'].astype('category')\n",
        "X['Dependents'] = X['Dependents'].astype('category')\n",
        "X['Self_Employed'] = X['Self_Employed'].astype('category')\n",
        "X['Property_Area'] = X['Property_Area'].astype('category')\n",
        "\n",
        "\n",
        "# label encode target\n",
        "y = train['Loan_Status'].map({'N':0,'Y':1}).astype(int)\n",
        "\n",
        "\n",
        "# # train-test split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "id": "9wwYMdK_McJt"
      },
      "outputs": [],
      "source": [
        "# train\n",
        "autoML = autosklearn.classification.AutoSklearnClassifier(time_left_for_this_task=2*30, per_run_time_limit=30, n_jobs=8) # imposing a 1 minute time limit on this\n",
        "autoML.fit(X_train, y_train)\n",
        "\n",
        "# predict\n",
        "predictions_autoML = autoML.predict(X_test)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qnbGH9zS-WYh",
        "outputId": "a503df4f-8c7c-458b-ce34-6b15c78fe966"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model Accuracy: 0.7967479674796748\n"
          ]
        }
      ],
      "source": [
        "print('Model Accuracy:', accuracy_score(predictions_autoML, y_test))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pNPPfGUtOnJ9",
        "outputId": "16ad21e4-25ef-4e3f-9e17-51da8f72654b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[[19  1]\n",
            " [24 79]]\n"
          ]
        }
      ],
      "source": [
        "print(confusion_matrix(predictions_autoML, y_test))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QKCOAsTS-J1P"
      },
      "source": [
        "## Bespoke ML sklearn\n",
        "\n",
        "### Data Preparation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "id": "4GqQNbTM-ShM"
      },
      "outputs": [],
      "source": [
        "# Matrix of features\n",
        "\n",
        "train = train[train.Credit_History.notna()]\n",
        "test = test[test.Credit_History.notna()]\n",
        "\n",
        "imp_median = SimpleImputer(strategy='most_frequent')\n",
        "med_cols = ['Gender', 'Married', 'Dependents', 'Self_Employed']\n",
        "train[med_cols] = imp_median.fit_transform(train[med_cols])\n",
        "test[med_cols] = imp_median.fit_transform(test[med_cols])\n",
        "\n",
        "from sklearn.impute import KNNImputer\n",
        "imp_knn = KNNImputer(n_neighbors=5)\n",
        "num_columns = ['LoanAmount', 'Loan_Amount_Term']\n",
        "train[num_columns] = imp_knn.fit_transform(train[num_columns])\n",
        "test[num_columns] = imp_knn.fit_transform(test[num_columns])\n",
        "\n",
        "\n",
        "for col in ['Credit_History', 'Loan_Amount_Term', 'LoanAmount', 'CoapplicantIncome']:\n",
        "    train[col] = train[col].astype(int)\n",
        "    test[col] = test[col].astype(int)\n",
        "\n",
        "quant_list = ['ApplicantIncome', 'CoapplicantIncome', 'LoanAmount', \n",
        "              'Loan_Amount_Term', 'Credit_History']\n",
        "\n",
        "data_quant = train[quant_list]\n",
        "std_scaler = StandardScaler()\n",
        "std_scaler.fit(data_quant)\n",
        "std_scaled = std_scaler.transform(data_quant)\n",
        "std_quant_list = ['std_scaled_' + elem for elem in quant_list]\n",
        "train[std_quant_list] = std_scaled\n",
        "\n",
        "# label encode target\n",
        "y = train['Loan_Status'].map({'N':0,'Y':1}).astype(int)\n",
        "\n",
        "# # encode with get dummies\n",
        "X = train.drop(columns=['ApplicantIncome', 'CoapplicantIncome', 'LoanAmount', \n",
        "                        'Loan_Amount_Term', 'Credit_History', 'Loan_ID', 'Loan_Status'])\n",
        "X = pd.get_dummies(X, drop_first=True)\n",
        "\n",
        "# # train-test split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 61,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3WY2KZNwDxHd",
        "outputId": "2d8869e8-e979-405e-a22e-5f458f2137f2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mean accuracy on cross-validate for train data - 0.81\n"
          ]
        }
      ],
      "source": [
        "# Select hiperparameters with GridSearchCV for HistGradientBoostingClassifier model\n",
        "from sklearn.ensemble import HistGradientBoostingClassifier\n",
        "HistGradient = HistGradientBoostingClassifier()\n",
        "parameters = {\"max_iter\": [100, 250, 500],\n",
        "             \"l2_regularization\": [1, 0.1, 10],\n",
        "             \"learning_rate\": [0.0075, 0.005, 0.01, 0.05]\n",
        "            }\n",
        "grid = GridSearchCV(HistGradient, parameters, scoring='accuracy', cv=5, n_jobs=-1)\n",
        "grid.fit(X_train, y_train)\n",
        "\n",
        "print('Mean accuracy on cross-validate for train data -', round(grid.best_score_, 2))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 62,
      "metadata": {
        "id": "d4XD_9K4E4Ue"
      },
      "outputs": [],
      "source": [
        "# train\n",
        "clf = grid.best_estimator_\n",
        "\n",
        "clf.fit(X_train, y_train)\n",
        "\n",
        "# predict\n",
        "predictions_clf = clf.predict(X_test)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 63,
      "metadata": {
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        "outputId": "b4c96ae4-59e7-49cb-bf89-e5ed87e24882"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model Accuracy: 0.83\n"
          ]
        }
      ],
      "source": [
        "print('Model Accuracy:', round(accuracy_score(predictions_clf, y_test), 2))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "metadata": {
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        },
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      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[[21  1]\n",
            " [18 73]]\n"
          ]
        }
      ],
      "source": [
        "print(confusion_matrix(predictions_clf, y_test))"
      ]
    }
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