TFX_Visualize_Distribution.ipynb

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  "metadata": {
    "colab": {
      "name": "TFX_Visualize_Distribution.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/srivatsan88/YouTubeLI/blob/master/TFX_Visualize_Distribution.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nDqkdr9fWonN",
        "colab_type": "text"
      },
      "source": [
        "Link to supporting video for below notebook walkhthrough - https://www.youtube.com/watch?v=eGIG_qHgQ08"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RaV3fiO1iI81",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from __future__ import print_function\n",
        "import sys,tempfile, urllib, os"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lVe-dLdx387l",
        "colab_type": "text"
      },
      "source": [
        "Install tensorflow data validation library"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SMuKQiWHidND",
        "colab_type": "code",
        "outputId": "98662962-4a3b-419e-8350-d223e529574b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!pip install -q tensorflow_data_validation\n",
        "import tensorflow_data_validation as tfdv\n",
        "\n",
        "print('TFDV version: {}'.format(tfdv.version.__version__))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "TFDV version: 0.14.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lYOn7OAp-aGp",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!pip install pandas-profiling"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IPWHGM2i46gD",
        "colab_type": "text"
      },
      "source": [
        "Create file in local system to store the downloaded dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wtL8mh2Uvltl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "BASE_DIR = '/tmp'\n",
        "OUTPUT_FILE = os.path.join(BASE_DIR, 'churn_data.csv')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DpA85zuD5CDZ",
        "colab_type": "text"
      },
      "source": [
        "Download the Watson Telecom dataset and store it in local disk"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TneiMKdtvvL4",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "churn_data=urllib.request.urlretrieve('https://raw.githubusercontent.com/srivatsan88/YouTubeLI/master/dataset/WA_Fn-UseC_-Telco-Customer-Churn.csv', OUTPUT_FILE)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IjGCJ29J7maF",
        "colab_type": "text"
      },
      "source": [
        "Do not worry about the dataset details for now. Let us quickly run Tensorflow Datavalidation (TFDV) component to generate statistics on the file"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pgCFo6DnjJF5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train_stats = tfdv.generate_statistics_from_csv(data_location=OUTPUT_FILE)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "j_YJEkKn9_GG",
        "colab_type": "text"
      },
      "source": [
        "Visualize the generated stats. If you see the visualization. TensorFlow Data Validation provides tools for visualizing the distribution of feature values. By examining these distributionsyou can catch common problems with data. One quick observation is SeniorCitizen column below has around 84% zeros. Play around with different chart below and also in case if you want to search into any particular feature"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Oq1xUU_WjYD9",
        "colab_type": "code",
        "outputId": "609c48af-febc-4f2d-b8a7-2b2e5e16113e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "tfdv.visualize_statistics(train_stats)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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              "        facets_iframe.srcdoc = facets_html;\n",
              "         facets_iframe.id = \"\";\n",
              "         setTimeout(() => {\n",
              "           facets_iframe.setAttribute('height', facets_iframe.contentWindow.document.body.offsetHeight + 'px')\n",
              "         }, 1500)\n",
              "         </script>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "W27eYZcow0Py",
        "colab_type": "text"
      },
      "source": [
        "Let us now create schema for our data using infer_schema method. Schema defines constraints for the data that are relevant for ML. Example constraints include the data type of each feature, whether it's numerical or categorical, or the frequency of its presence in the data. For categorical features the schema also defines the domain - the list of acceptable values. Since writing a schema can be a tedious task, especially for datasets with lots of features, TFDV provides a method to generate an initial version of the schema based on the descriptive statistics.\n",
        "\n",
        "Getting the schema right is important because the rest of our production pipeline will be relying on the schema that TFDV generates to be correct. The schema also provides documentation for the data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5So12bBPl47g",
        "colab_type": "code",
        "outputId": "7d6283ad-42f1-4ab0-9bf9-63a7d87a6160",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "schema = tfdv.infer_schema(statistics=train_stats)\n",
        "tfdv.display_schema(schema=schema)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Type</th>\n",
              "      <th>Presence</th>\n",
              "      <th>Valency</th>\n",
              "      <th>Domain</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Feature name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>'TechSupport'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'TechSupport'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MonthlyCharges'</th>\n",
              "      <td>FLOAT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Churn'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'Churn'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Contract'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'Contract'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'tenure'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'SeniorCitizen'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'StreamingTV'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'StreamingTV'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'PaymentMethod'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'PaymentMethod'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'OnlineBackup'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'OnlineBackup'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'PaperlessBilling'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'PaperlessBilling'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'OnlineSecurity'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'OnlineSecurity'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'InternetService'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'InternetService'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'PhoneService'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'PhoneService'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Partner'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'Partner'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MultipleLines'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'MultipleLines'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Dependents'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'Dependents'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'StreamingMovies'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'StreamingMovies'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'TotalCharges'</th>\n",
              "      <td>BYTES</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'customerID'</th>\n",
              "      <td>BYTES</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'DeviceProtection'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'DeviceProtection'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'gender'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'gender'</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                      Type  Presence Valency              Domain\n",
              "Feature name                                                    \n",
              "'TechSupport'       STRING  required               'TechSupport'\n",
              "'MonthlyCharges'     FLOAT  required                           -\n",
              "'Churn'             STRING  required                     'Churn'\n",
              "'Contract'          STRING  required                  'Contract'\n",
              "'tenure'               INT  required                           -\n",
              "'SeniorCitizen'        INT  required                           -\n",
              "'StreamingTV'       STRING  required               'StreamingTV'\n",
              "'PaymentMethod'     STRING  required             'PaymentMethod'\n",
              "'OnlineBackup'      STRING  required              'OnlineBackup'\n",
              "'PaperlessBilling'  STRING  required          'PaperlessBilling'\n",
              "'OnlineSecurity'    STRING  required            'OnlineSecurity'\n",
              "'InternetService'   STRING  required           'InternetService'\n",
              "'PhoneService'      STRING  required              'PhoneService'\n",
              "'Partner'           STRING  required                   'Partner'\n",
              "'MultipleLines'     STRING  required             'MultipleLines'\n",
              "'Dependents'        STRING  required                'Dependents'\n",
              "'StreamingMovies'   STRING  required           'StreamingMovies'\n",
              "'TotalCharges'       BYTES  required                           -\n",
              "'customerID'         BYTES  required                           -\n",
              "'DeviceProtection'  STRING  required          'DeviceProtection'\n",
              "'gender'            STRING  required                    'gender'"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Values</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Domain</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>'TechSupport'</th>\n",
              "      <td>'No', 'No internet service', 'Yes'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Churn'</th>\n",
              "      <td>'No', 'Yes'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Contract'</th>\n",
              "      <td>'Month-to-month', 'One year', 'Two year'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'StreamingTV'</th>\n",
              "      <td>'No', 'No internet service', 'Yes'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'PaymentMethod'</th>\n",
              "      <td>'Bank transfer (automatic)', 'Credit card (automatic)', 'Electronic check', 'Mailed check'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'OnlineBackup'</th>\n",
              "      <td>'No', 'No internet service', 'Yes'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'PaperlessBilling'</th>\n",
              "      <td>'No', 'Yes'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'OnlineSecurity'</th>\n",
              "      <td>'No', 'No internet service', 'Yes'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'InternetService'</th>\n",
              "      <td>'DSL', 'Fiber optic', 'No'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'PhoneService'</th>\n",
              "      <td>'No', 'Yes'</td>\n",
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              "      <th>'Partner'</th>\n",
              "      <td>'No', 'Yes'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MultipleLines'</th>\n",
              "      <td>'No', 'No phone service', 'Yes'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Dependents'</th>\n",
              "      <td>'No', 'Yes'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'StreamingMovies'</th>\n",
              "      <td>'No', 'No internet service', 'Yes'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'DeviceProtection'</th>\n",
              "      <td>'No', 'No internet service', 'Yes'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'gender'</th>\n",
              "      <td>'Female', 'Male'</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                                                                        Values\n",
              "Domain                                                                                                        \n",
              "'TechSupport'       'No', 'No internet service', 'Yes'                                                        \n",
              "'Churn'             'No', 'Yes'                                                                               \n",
              "'Contract'          'Month-to-month', 'One year', 'Two year'                                                  \n",
              "'StreamingTV'       'No', 'No internet service', 'Yes'                                                        \n",
              "'PaymentMethod'     'Bank transfer (automatic)', 'Credit card (automatic)', 'Electronic check', 'Mailed check'\n",
              "'OnlineBackup'      'No', 'No internet service', 'Yes'                                                        \n",
              "'PaperlessBilling'  'No', 'Yes'                                                                               \n",
              "'OnlineSecurity'    'No', 'No internet service', 'Yes'                                                        \n",
              "'InternetService'   'DSL', 'Fiber optic', 'No'                                                                \n",
              "'PhoneService'      'No', 'Yes'                                                                               \n",
              "'Partner'           'No', 'Yes'                                                                               \n",
              "'MultipleLines'     'No', 'No phone service', 'Yes'                                                           \n",
              "'Dependents'        'No', 'Yes'                                                                               \n",
              "'StreamingMovies'   'No', 'No internet service', 'Yes'                                                        \n",
              "'DeviceProtection'  'No', 'No internet service', 'Yes'                                                        \n",
              "'gender'            'Female', 'Male'                                                                          "
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2pzT2cEm0TTB",
        "colab_type": "text"
      },
      "source": [
        "Let us now load the file downloaded earlier in pandas dataframe and split the dataset to compare distirbution and schema against each other"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dvf5K8yCqJiT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import pandas_profiling"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f4h4k2031D0d",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "churn_df = pd.read_csv(OUTPUT_FILE)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V2Vd9sIe1cUE",
        "colab_type": "code",
        "outputId": "6c6e611b-5d3d-46ce-e676-29f526d0d00b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 309
        }
      },
      "source": [
        "churn_df.head()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "        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>customerID</th>\n",
              "      <th>gender</th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>Partner</th>\n",
              "      <th>Dependents</th>\n",
              "      <th>tenure</th>\n",
              "      <th>PhoneService</th>\n",
              "      <th>MultipleLines</th>\n",
              "      <th>InternetService</th>\n",
              "      <th>OnlineSecurity</th>\n",
              "      <th>OnlineBackup</th>\n",
              "      <th>DeviceProtection</th>\n",
              "      <th>TechSupport</th>\n",
              "      <th>StreamingTV</th>\n",
              "      <th>StreamingMovies</th>\n",
              "      <th>Contract</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>PaymentMethod</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7590-VHVEG</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>1</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>29.85</td>\n",
              "      <td>29.85</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>5575-GNVDE</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>34</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>56.95</td>\n",
              "      <td>1889.5</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3668-QPYBK</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>53.85</td>\n",
              "      <td>108.15</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7795-CFOCW</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>45</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>42.30</td>\n",
              "      <td>1840.75</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>9237-HQITU</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>70.70</td>\n",
              "      <td>151.65</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   customerID  gender  SeniorCitizen  ... MonthlyCharges TotalCharges  Churn\n",
              "0  7590-VHVEG  Female  0              ...  29.85          29.85        No   \n",
              "1  5575-GNVDE  Male    0              ...  56.95          1889.5       No   \n",
              "2  3668-QPYBK  Male    0              ...  53.85          108.15       Yes  \n",
              "3  7795-CFOCW  Male    0              ...  42.30          1840.75      No   \n",
              "4  9237-HQITU  Female  0              ...  70.70          151.65       Yes  \n",
              "\n",
              "[5 rows x 21 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "buqOBSJl9_Eq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "profile = pandas_profiling.ProfileReport(churn_df.head(100))\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tc0uvA0PBErd",
        "colab_type": "code",
        "outputId": "958b827e-2635-4673-881d-2fd8d5d3257e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "profile"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "\n",
              "            .example_values tr, .example_values td{\n",
              "                border: 0;\n",
              "                padding: 0;\n",
              "                color: #555;\n",
              "            }\n",
              "\n",
              "        /* STATS */\n",
              "            table.stats {\n",
              "                border: 0;\n",
              "            }\n",
              "\n",
              "            .stats th {\n",
              "                border: 0;\n",
              "                padding: 0 2em 0 0;\n",
              "                color: #555;\n",
              "                font-weight: 600;\n",
              "            }\n",
              "\n",
              "            .stats tr {\n",
              "                border: 0;\n",
              "            }\n",
              "\n",
              "            .stats td{\n",
              "                color: #555;\n",
              "                padding: 1px;\n",
              "                border: 0;\n",
              "            }\n",
              "\n",
              "\n",
              "        /* Sample table */\n",
              "            table.sample {\n",
              "                border: 0;\n",
              "                margin-bottom: 2em;\n",
              "                margin-left:1em;\n",
              "            }\n",
              "            .sample tr {\n",
              "                border:0;\n",
              "            }\n",
              "            .sample td, .sample th{\n",
              "                padding: 0.5em;\n",
              "                white-space: nowrap;\n",
              "                border: none;\n",
              "\n",
              "            }\n",
              "\n",
              "            .sample thead {\n",
              "                border-top: 0;\n",
              "                border-bottom: 2px solid #ddd;\n",
              "            }\n",
              "\n",
              "            .sample td {\n",
              "                width:100%;\n",
              "            }\n",
              "\n",
              "\n",
              "        /* There is no good solution available to make the divs equal height and then center ... */\n",
              "            .histogram {\n",
              "                margin-top: 3em;\n",
              "            }\n",
              "        /* Freq table */\n",
              "\n",
              "            table.freq {\n",
              "                margin-bottom: 2em;\n",
              "                border: 0;\n",
              "            }\n",
              "            table.freq th, table.freq tr, table.freq td {\n",
              "                border: 0;\n",
              "                padding: 0;\n",
              "            }\n",
              "\n",
              "            .freq thead {\n",
              "                font-weight: 600;\n",
              "                white-space: nowrap;\n",
              "                overflow: hidden;\n",
              "                text-overflow: ellipsis;\n",
              "\n",
              "            }\n",
              "\n",
              "            td.fillremaining{\n",
              "                width:auto;\n",
              "                max-width: none;\n",
              "            }\n",
              "\n",
              "            td.number, th.number {\n",
              "                text-align:right ;\n",
              "            }\n",
              "\n",
              "        /* Freq mini */\n",
              "            .freq.mini td{\n",
              "                width: 50%;\n",
              "                padding: 1px;\n",
              "                font-size: 12px;\n",
              "\n",
              "            }\n",
              "            table.freq.mini {\n",
              "                 width:100%;\n",
              "            }\n",
              "            .freq.mini th {\n",
              "                overflow: hidden;\n",
              "                text-overflow: ellipsis;\n",
              "                white-space: nowrap;\n",
              "                max-width: 5em;\n",
              "                font-weight: 400;\n",
              "                text-align:right;\n",
              "                padding-right: 0.5em;\n",
              "            }\n",
              "\n",
              "            .missing {\n",
              "                color: #a94442;\n",
              "            }\n",
              "            .alert, .alert > th, .alert > td {\n",
              "                color: #a94442;\n",
              "            }\n",
              "\n",
              "\n",
              "        /* Bars in tables */\n",
              "            .freq .bar{\n",
              "                float: left;\n",
              "                width: 0;\n",
              "                height: 100%;\n",
              "                line-height: 20px;\n",
              "                color: #fff;\n",
              "                text-align: center;\n",
              "                background-color: #337ab7;\n",
              "                border-radius: 3px;\n",
              "                margin-right: 4px;\n",
              "            }\n",
              "            .other .bar {\n",
              "                background-color: #999;\n",
              "            }\n",
              "            .missing .bar{\n",
              "                background-color: #a94442;\n",
              "            }\n",
              "            .tooltip-inner {\n",
              "                width: 100%;\n",
              "                white-space: nowrap;\n",
              "                text-align:left;\n",
              "            }\n",
              "\n",
              "            .extrapadding{\n",
              "                padding: 2em;\n",
              "            }\n",
              "\n",
              "            .pp-anchor{\n",
              "\n",
              "            }\n",
              "\n",
              "</style>\n",
              "\n",
              "<div class=\"container pandas-profiling\">\n",
              "    <div class=\"row headerrow highlight\">\n",
              "        <h1>Overview</h1>\n",
              "    </div>\n",
              "    <div class=\"row variablerow\">\n",
              "    <div class=\"col-md-6 namecol\">\n",
              "        <p class=\"h4\">Dataset info</p>\n",
              "        <table class=\"stats\" style=\"margin-left: 1em;\">\n",
              "            <tbody>\n",
              "            <tr>\n",
              "                <th>Number of variables</th>\n",
              "                <td>21 </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Number of observations</th>\n",
              "                <td>100 </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Total Missing (%)</th>\n",
              "                <td>0.0% </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Total size in memory</th>\n",
              "                <td>16.5 KiB </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Average record size in memory</th>\n",
              "                <td>168.8 B </td>\n",
              "            </tr>\n",
              "            </tbody>\n",
              "        </table>\n",
              "    </div>\n",
              "    <div class=\"col-md-6 namecol\">\n",
              "        <p class=\"h4\">Variables types</p>\n",
              "        <table class=\"stats\" style=\"margin-left: 1em;\">\n",
              "            <tbody>\n",
              "            <tr>\n",
              "                <th>Numeric</th>\n",
              "                <td>2 </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Categorical</th>\n",
              "                <td>16 </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Boolean</th>\n",
              "                <td>1 </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Date</th>\n",
              "                <td>0 </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Text (Unique)</th>\n",
              "                <td>2 </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Rejected</th>\n",
              "                <td>0 </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Unsupported</th>\n",
              "                <td>0 </td>\n",
              "            </tr>\n",
              "            </tbody>\n",
              "        </table>\n",
              "    </div>\n",
              "</div>\n",
              "    <div class=\"row headerrow highlight\">\n",
              "        <h1>Variables</h1>\n",
              "    </div>\n",
              "    <div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_Churn\">Churn<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>2</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>2.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable1228637839975329597\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 76.0%\">\n",
              "            76\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:32%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 24.0%\">\n",
              "            24\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable1228637839975329597, #minifreqtable1228637839975329597\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable1228637839975329597\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">76</td>\n",
              "        <td class=\"number\">76.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">24</td>\n",
              "        <td class=\"number\">24.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:32%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_Contract\">Contract<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-6836800450634158877\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>Month-to-month</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 56.0%\">\n",
              "            56\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Two year</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:43%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 24.0%\">\n",
              "            24\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>One year</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:36%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 20.0%\">\n",
              "            20\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable-6836800450634158877, #minifreqtable-6836800450634158877\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-6836800450634158877\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">Month-to-month</td>\n",
              "        <td class=\"number\">56</td>\n",
              "        <td class=\"number\">56.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Two year</td>\n",
              "        <td class=\"number\">24</td>\n",
              "        <td class=\"number\">24.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:43%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">One year</td>\n",
              "        <td class=\"number\">20</td>\n",
              "        <td class=\"number\">20.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:36%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_Dependents\">Dependents<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>2</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>2.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable4426525874138300282\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 65.0%\">\n",
              "            65\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:54%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 35.0%\">\n",
              "            35\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable4426525874138300282, #minifreqtable4426525874138300282\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable4426525874138300282\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">65</td>\n",
              "        <td class=\"number\">65.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">35</td>\n",
              "        <td class=\"number\">35.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:54%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_DeviceProtection\">DeviceProtection<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-8001906945611229679\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 46.0%\">\n",
              "            46\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:82%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 38.0%\">\n",
              "            38\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>No internet service</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:35%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 16.0%\">\n",
              "            16\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable-8001906945611229679, #minifreqtable-8001906945611229679\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-8001906945611229679\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">46</td>\n",
              "        <td class=\"number\">46.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">38</td>\n",
              "        <td class=\"number\">38.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:82%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">No internet service</td>\n",
              "        <td class=\"number\">16</td>\n",
              "        <td class=\"number\">16.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:35%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_InternetService\">InternetService<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable7104555521254160696\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>Fiber optic</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 44.0%\">\n",
              "            44\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>DSL</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:91%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 40.0%\">\n",
              "            40\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:37%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 16.0%\">\n",
              "            16\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable7104555521254160696, #minifreqtable7104555521254160696\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable7104555521254160696\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">Fiber optic</td>\n",
              "        <td class=\"number\">44</td>\n",
              "        <td class=\"number\">44.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">DSL</td>\n",
              "        <td class=\"number\">40</td>\n",
              "        <td class=\"number\">40.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:91%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">16</td>\n",
              "        <td class=\"number\">16.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:37%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_MonthlyCharges\">MonthlyCharges<br/>\n",
              "            <small>Numeric</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-6\">\n",
              "    <div class=\"row\">\n",
              "        <div class=\"col-sm-6\">\n",
              "            <table class=\"stats \">\n",
              "                <tr>\n",
              "                    <th>Distinct count</th>\n",
              "                    <td>93</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Unique (%)</th>\n",
              "                    <td>93.0%</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Missing (%)</th>\n",
              "                    <td>0.0%</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Missing (n)</th>\n",
              "                    <td>0</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Infinite (%)</th>\n",
              "                    <td>0.0%</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Infinite (n)</th>\n",
              "                    <td>0</td>\n",
              "                </tr>\n",
              "            </table>\n",
              "\n",
              "        </div>\n",
              "        <div class=\"col-sm-6\">\n",
              "            <table class=\"stats \">\n",
              "\n",
              "                <tr>\n",
              "                    <th>Mean</th>\n",
              "                    <td>68.223</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Minimum</th>\n",
              "                    <td>18.95</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Maximum</th>\n",
              "                    <td>113.25</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Zeros (%)</th>\n",
              "                    <td>0.0%</td>\n",
              "                </tr>\n",
              "            </table>\n",
              "        </div>\n",
              "    </div>\n",
              "</div>\n",
              "<div class=\"col-md-3 collapse in\" id=\"minihistogram7202610191189294616\">\n",
              "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAATBJREFUeJzt28FtwkAQQNEQpaQUkZ5ypqcUkZ6WBtAXRlq8Nu/dkfbyNWOvuYwxxgdw1%2BfeB4CVfe19AI7h%2B/dv82/%2Brz8TTvJaJggEgUBYbsV611HOmkwQCAKBIBAIAoEgEAgCgSAQCMvdg7Dd1rsj90aPM0EgCASCFWuDV6wyz3xqwzwmCASBQBAIBIFA8JDONGf4b48JAkEgEAQCQSAQBAJBIBAEAkEgEFwUTuTL3OMzQSAIBIJAIAgEgof0N%2BTlweNMEAgCgXCKFcvKwCwmCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAuIwxxt6HgFWZIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBBuzSAdOcXMojkAAAAASUVORK5CYII%3D\">\n",
              "\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives7202610191189294616,#minihistogram7202610191189294616\"\n",
              "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"row collapse col-md-12\" id=\"descriptives7202610191189294616\">\n",
              "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
              "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles7202610191189294616\"\n",
              "                                                  aria-controls=\"quantiles7202610191189294616\" role=\"tab\"\n",
              "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#histogram7202610191189294616\" aria-controls=\"histogram7202610191189294616\"\n",
              "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#common7202610191189294616\" aria-controls=\"common7202610191189294616\"\n",
              "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#extreme7202610191189294616\" aria-controls=\"extreme7202610191189294616\"\n",
              "                                   role=\"tab\" data-toggle=\"tab\">Extreme Values</a></li>\n",
              "\n",
              "    </ul>\n",
              "\n",
              "    <div class=\"tab-content\">\n",
              "        <div role=\"tabpanel\" class=\"tab-pane active row\" id=\"quantiles7202610191189294616\">\n",
              "            <div class=\"col-md-4 col-md-offset-1\">\n",
              "                <p class=\"h4\">Quantile statistics</p>\n",
              "                <table class=\"stats indent\">\n",
              "                    <tr>\n",
              "                        <th>Minimum</th>\n",
              "                        <td>18.95</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>5-th percentile</th>\n",
              "                        <td>20.15</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Q1</th>\n",
              "                        <td>49.2</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Median</th>\n",
              "                        <td>74.725</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Q3</th>\n",
              "                        <td>95.463</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>95-th percentile</th>\n",
              "                        <td>107.55</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Maximum</th>\n",
              "                        <td>113.25</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Range</th>\n",
              "                        <td>94.3</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Interquartile range</th>\n",
              "                        <td>46.263</td>\n",
              "                    </tr>\n",
              "                </table>\n",
              "            </div>\n",
              "            <div class=\"col-md-4 col-md-offset-2\">\n",
              "                <p class=\"h4\">Descriptive statistics</p>\n",
              "                <table class=\"stats indent\">\n",
              "                    <tr>\n",
              "                        <th>Standard deviation</th>\n",
              "                        <td>29.177</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Coef of variation</th>\n",
              "                        <td>0.42767</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Kurtosis</th>\n",
              "                        <td>-1.1032</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Mean</th>\n",
              "                        <td>68.223</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>MAD</th>\n",
              "                        <td>24.795</td>\n",
              "                    </tr>\n",
              "                    <tr class=\"\">\n",
              "                        <th>Skewness</th>\n",
              "                        <td>-0.31206</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Sum</th>\n",
              "                        <td>6822.4</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Variance</th>\n",
              "                        <td>851.3</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Memory size</th>\n",
              "                        <td>880.0 B</td>\n",
              "                    </tr>\n",
              "                </table>\n",
              "            </div>\n",
              "        </div>\n",
              "        <div role=\"tabpanel\" class=\"tab-pane col-md-8 col-md-offset-2\" id=\"histogram7202610191189294616\">\n",
              "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xt0VOWh/vEnyZhILhOS6iSnFEGLsERoQYHUgAQiIkWDiGhq25XS4gVXJG1MerhID3gjtIaqK6FY6AGLdGkkh1WuAgcpCJblKWp1AsjRFFvJATINCYEYLsns3x/%2BzDmTgATyJpu95/tZi5WVd8%2B8efabcc/j3jOTCMuyLAEAAMCYSLsDAAAAuA0FCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAY5rE7QLgIBE50yc%2BJjIxQcnKcjh1rUDBodcnPDGesd9djzbsW6931WHOzrr46wZafyxksl4mMjFBERIQiIyPsjhIWWO%2Bux5p3Lda767Hm7kDBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDPHYHAADAKb77wtt2R7gob/xsuN0RwhZnsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAsLAtWDt37lR6erry8/PbbDt69KgeffRRDRo0SOnp6Vq4cKGCwaANKQEAgBOFZcFaunSpnnnmGfXq1avNNsuy9Nhjj6lHjx7atWuXXnnlFe3evVvvvPOODUkBAIATeewOYIeYmBiVl5fr2Wef1enTp0O2/eUvf9Fnn32mP/zhD4qOjlZ8fLzKy8ttSgoAAJwoLAtWTk7Oebe9%2B%2B676tu3r55//nmtXr1a8fHx%2BsEPfqCf/OQn7Z6/urpagUAgZMzjiZXP57vkzO0VFRUZ8hWdi/Xueqx512K9nc3j4fdml7AsWF/lyJEj%2Butf/6qRI0dq%2B/bt%2Bq//%2Bi899thjuuaaazRmzJh2zVFWVqbS0tKQsdzcXOXl5RnPO%2BSJTcbn7Cx7nh1nd4RO4/V2sztC2GHNuxbr7UxJSXF2RwhbFKxWLMtScnKyHnzwQUlSRkaGbr/9dr3xxhvtLljZ2dnKzMwMGfN4YlVb22A8r5O4cf%2BjoiLl9XZTfX2jmpt5I0RXYM27FuvtbG487l4su0omBauVq6%2B%2BWgkJCSFjPXr00AcffNDuOXw%2BX5vLgYHACTU1hffByc3739wcdPX%2BXY5Y867FejsTvzP7cHG2lW9%2B85v67LPP1NDwv62/qqpKPXr0sDEVAABwEgpWK5mZmfJ6vfrVr36lzz//XLt379bWrVs1adIku6MBAACHCMtLhAMHDpQkNTU1SZK2bt0qSfL7/bryyiv1u9/9TnPnztV3vvMdJScn68knn9TQoUNtywsAAJwlLAuW3%2B//yu19%2B/bVq6%2B%2B2kVpAACA23CJEAAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwLCwLVg7d%2B5Uenq68vPzz3ubhoYGjRo1SjNnzuzCZAAAwOk8dgeww9KlS1VeXq5evXp95e1KSkp08uTJLkoFAADcIizPYMXExFywYH300Udav3697rnnni5MBgAA3CAsz2Dl5OR85XbLsjRv3jzl5%2Bfrf/7nf3TixImLmr%2B6ulqBQCBkzOOJlc/nu%2BisbuLxuK/PR0VFhnxF52PNuxbr7WxuPO46RVgWrAspKytTRESEJk2apNLS0ku6f%2Bv75ebmKi8vz1RER0pKirM7QqfxervZHSHssOZdi/V2Jjcfdy93FKxWampq9OKLL%2Brll19WRETEJc2RnZ2tzMzMkDGPJ1a1tQ0mIjqWG/c/KipSXm831dc3qrk5aHecsMCady3W29nceNy9WHaVTApWKwsWLNDEiRPVr1%2B/S57D5/O1uRwYCJxQU1N4H5zcvP/NzUFX79/liDXvWqy3M/E7sw8Fq5W1a9fK6/Vq9erVkqRTp04pGAzqT3/6k9555x2b0wEAACegYLWyY8eOkO%2BXL1%2BuI0eOaNasWTYlAgAAThOWBWvgwIGSpKamJknS1q1bJUl%2Bv1%2Bpqakht42Pj1e3bt3ajAMAAJxPWBYsv9/f7ttOnz69E5MAAAA34gMyAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADAsLP8WIQC42XdfeNvuCO32xs%2BG2x0B6BScwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYWFbsHbu3Kn09HTl5%2Be32bZlyxZNmDBBgwcP1h133KHXX3/dhoQAAMCpPHYHsMPSpUtVXl6uXr16tdn24YcfqrCwUL/%2B9a81atQovf3228rNzdV1112nIUOG2JAWAAA4TViewYqJiTlvwaqrq9MjjzyiMWPGyOPxKCMjQ3379tWePXtsSAoAAJwoLM9g5eTknHfbyJEjNXLkyJbvm5qaFAgElJKS0hXRAACAC4RlwboYxcXFio2N1fjx49t9n%2BrqagUCgZAxjydWPp/PdDxH8Xjcd8I0Kioy5Cs6H2vuLm48LlxOWF/7ULDOw7IsFRcXa/369VqxYoViYmLafd%2BysjKVlpaGjOXm5iovL890TEdJSoqzO0Kn8Xq72R1BQ57YZHeEdtvz7LgOz9GVa%2B6ktXUaNx8XLgesr30oWOcQDAY1a9Ysffjhh3r11VfVs2fPi7p/dna2MjMzQ8Y8nljV1jaYjOk4btz/qKhIeb3dVF/fqObmoN1xHKMjjwXW3F3ceFy4nLC%2B9pVMCtY5zJ8/Xx9//LFeffVVde/e/aLv7/P52lwODAROqKkpvJ8M3Lz/zc1BV%2B%2BfaSbWijV3B36HnYv1tQ8Fq5V3331Xa9eu1caNGy%2BpXAEAAIRlwRo4cKCkL94hKElbt26VJPn9fv3Hf/yHTpw4odGjR4fcZ%2BjQoVq2bFnXBgUAAI4UlgXL7/efd9v8%2BfM1f/78LkwDAADchvdvAgAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMc1zByszMVGlpqQ4fPmx3FAAAgHNyXMG69957tXHjRo0ZM0YPPvigtmzZoqamJrtjAQAAtHBcwcrNzdXGjRv1%2Buuv6/rrr9f8%2BfOVkZGh5557TgcPHrQ7HgAAgPMK1pduvPFGzZgxQ3/60580e/Zsvf766xo/frymTp2qDz/80O54AAAgjDm2YJ09e1YbN27UQw89pBkzZiglJUWzZs3SDTfcoClTpmjdunV2RwQAAGHKY3eAi1VZWany8nL98Y9/VENDg%2B644w79/ve/180339xym6FDh2revHnKysqyMSkAAAhXjitYd955p6699lo98sgjmjhxorp3797mNhkZGTp27JgN6QAAABxYsFasWKFhw4Zd8HYffPBBF6QBAABoy3GvwerXr5%2BmTZumrVu3toy9/PLLeuihh1RXV2djMgAAgC84rmAVFRXpxIkT6tOnT8vYqFGjFAwGtWDBgnbPs3PnTqWnpys/P7/Nto0bNyorK0uDBw/WpEmTtGvXLiPZAQBAeHDcJcJdu3Zp3bp1SkpKahnr3bu3iouLddddd7VrjqVLl6q8vFy9evVqs23//v2aMWOGSktL9Z3vfEebN2/WY489pk2bNik1NdXYfgAAAPdy3BmsU6dOKSYmps14ZGSkGhsb2zVHTEzMeQvWqlWrlJGRoYyMDMXExGjChAnq27ev1q5d2%2BHsAAAgPDiuYA0dOlQLFizQ8ePHW8aOHj2qJ598MuSjGr5KTk6OEhISzrlt79696t%2B/f8hY//795ff7Lz00AAAIK467RDh79mz95Cc/0S233KL4%2BHgFg0E1NDSoZ8%2BeeuWVVzo8f11dnRITE0PGEhMT9cknn7R7jurqagUCgZAxjydWPp%2Bvw/mczONxXJ%2B/oKioyJCvaJ%2BOPBZYc3dx43HhcsL62sdxBatnz57asGGD3nrrLf3jH/9QZGSkrr32Wo0YMUJRUVFGfoZlWR26f1lZmUpLS0PGcnNzlZeX16F5nS4pKc7uCJ3G6%2B1mdwRHMfFYYM3dwc3HhcvB7cU77Y7QbnueHWd3BKMcV7AkKTo6WmPGjOmUuZOSktp83ENdXZ2Sk5PbPUd2drYyMzNDxjyeWNXWNhjJ6FRu3P%2BoqEh5vd1UX9%2Bo5uag3XEcoyOPBdbcXdx4XMCl6azHgl0l3nEF67PPPtPChQv18ccf69SpU222v/nmmx2af8CAAaqoqAgZ8/v9uvPOO9s9h8/na3M5MBA4oaam8H4ycPP%2BNzcHXb1/pplYK9bcHfgd4ktueyw4rmDNnj1b1dXVGjFihGJjY43Pf//992vy5Mnavn27brnlFq1bt06ffvqpJkyYYPxnAQAAd3JcwaqoqNCbb755UZfsWhs4cKAkqampSZJaPhXe7/erb9%2B%2BKi4uVlFRkaqqqtSnTx/99re/1dVXX93x8AAAICw4rmB97Wtf6/CZqwt95MLYsWM1duzYDv0MAAAQvhz3/s1HHnlEpaWlHX6nHwAAQGdx3Bmst956S%2B%2B9955Wr16tb3zjG4qMDO2Ir732mk3JAAAAvuC4ghUfH6%2BRI0faHQMAAOC8HFewioqK7I4AAADwlRz3GixJ%2Btvf/qaSkhLNmjWrZez999%2B3MREAAMD/clzB2r17tyZMmKAtW7Zo/fr1kr748NGcnJwOf8goAACACY4rWM8//7x%2B/vOfa926dYqIiJD0xd8nXLBggRYtWmRzOgAAAAcWrP/%2B7//WAw88IEktBUuSxo0bp8rKSrtiAQAAtHBcwUpISDjn3yCsrq5WdHS0DYkAAABCOa5g3XTTTZo/f75OnjzZMnbw4EHNmDFDt9xyi43JAAAAvuC4j2mYNWuWfvSjHyktLU3Nzc266aab1NjYqOuvv14LFiywOx4AAIDzClZqaqrWr1%2BvHTt26ODBg7ryyit17bXXavjw4SGvyQIAALCL4wqWJF1xxRUaM2aM3TEAAADOyXEFKzMz8yvPVPFZWAAAwG6OK1jjx48PKVjNzc06ePCg/H6/fvSjH9mYDAAA4AuOK1iFhYXnHN%2B8ebPeeeedLk4DAADQluM%2BpuF8xowZow0bNtgdAwAAwD0Fa9%2B%2BfbIsy%2B4YAAAAzrtE%2BL3vfa/NWGNjoyorKzV27FgbEgEAAIRyXMHq3bt3m3cRxsTEaPLkybrvvvtsSgUAAPC/HFew%2BLR2AABwuXNcwfrjH//Y7ttOnDixE5MAAACcm%2BMK1hNPPKFgMNjmBe0REREhYxERERQsAABgC8cVrN/97ndatmyZpk2bpn79%2BsmyLB04cEBLly7VD3/4Q6WlpdkdEQAAhDnHFawFCxZoyZIlSklJaRkbMmSIevbsqalTp2r9%2BvU2pgMAAHDg52B9%2BumnSkxMbDPu9XpVVVVl5Gfs27dPOTk5GjJkiIYPH67CwkIdO3bMyNwAAMD9HFewevTooQULFqi2trZlrL6%2BXgsXLtQ111zT4fmbmpr08MMPa9CgQfrzn/%2Bs9evX69ixY5o3b16H5wYAAOHBcZcIZ8%2BerYKCApWVlSkuLk6RkZE6efKkrrzySi1atKjD8wcCAQUCAd19992Kjo5WdHS0br/9di1btsxAegAAEA4cV7BGjBih7du3a8eOHTpy5Igsy1JKSopuvfVWJSQkdHj%2BlJQU3XDDDSorK9NPf/pTnTp1Slu2bNGoUaM6Hh4AAIQFxxUsSerWrZtuu%2B02HTlyRD179jQ6d2RkpEpKSjRlyhT9/ve/lyQNGzZMBQUF7Z6jurpagUAgZMzjiZXP5zOa1Wk8Hsddkb6gqKjIkK9on448Flhzd3HjcQGXxm2PBccVrFOnTmnu3LnasGGDJKmiokL19fV6/PHH9etf/1per7dD8585c0bTpk3TuHHjNG3aNH3%2B%2Bed68sknVVhYqNLS0nbNUVZW1ua2ubm5ysvL61A2p0tKirM7QqfxervZHcFRTDwWWHN3cPNxARfHbY8FxxWs5557Tvv371dxcbH%2B9V//tWW8ublZxcXFeuqppzo0/%2B7du3Xo0CE9/vjjioqKUkJCgvLy8nT33Xerrq5O3bt3v%2BAc2dnZyszMDBnzeGJVW9vQoWxO58b9j4qKlNfbTfX1jWpuDtodxzE68lhgzd3FjccFXJrOeizYVdwcV7A2b96slStXqnfv3poxY4akLz6ioaioSBMnTuxwwWpubm7zSfFnzpy5qDl8Pl%2Bby4GBwAk1NYX3k4Gb97%2B5Oejq/TPNxFqx5u7A7xBfcttjwXEXPBsaGtS7d%2B8248nJyfr88887PP/gwYMVGxurkpISNTY2qra2VosXL9bQoUPbdfYKAADAcQXrmmuu0TvvvCNJIWeZNm3apK9//esdnj8pKUn//u//rvfee08jR47UXXfdpSuvvFILFy7s8NwAACA8OO4S4fe//31Nnz5d9957r4LBoJYvX66Kigpt3rxZTzzxhJGfMWDAAL3yyitG5gIAAOHHcQUrOztbHo9HK1euVFRUlF566SVde%2B21Ki4u1rhx4%2ByOBwAA4LyCdezYMd17772699577Y4CAABwTo57DdZtt90W8torAACAy43jClZaWpreeOMNu2MAAACcl%2BMuEf7Lv/yLnn32WS1ZskTXXHONrrjiipDtvNsPAADYzXEF65NPPtF1110nSaqtrbU5DQAAQFuOKVj5%2Bfl6/vnnQz4%2BYdGiRcrNzbUxFQAAQFuOeQ3Wtm3b2owtWbLEhiQAAABfzTEF61zvHOTdhAAA4HLkmIIVERHRrjEAAAC7OaZgAQAAOAUFCwAAwDDHvIvw7NmzKigouOAYn4MFXP6%2B%2B8LbdkcAgE7lmIJ18803q7q6%2BoJjAAAAdnNMwfq/n38FAABwOeM1WAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2Cdx%2BLFizVixAgNGjRIU6ZM0aFDh%2ByOBAAAHIKCdQ5/%2BMMftHbtWq1YsUK7du1Snz599PLLL9sdCwAAOIRj/thzV1q2bJlmzJih6667TpI0Z84cmxMBAAAnoWC1cvToUR06dEjHjx/X%2BPHjVVNTo7S0NM2bN0/JycntmqO6ulqBQCBkzOOJlc/n64zIjuHxuO%2BEaVRUZMhXABfHjccFXBq3PRYoWK0cOXJEkrRp0yYtX75clmUpLy9Pc%2BbM0W9%2B85t2zVFWVqbS0tKQsdzcXOXl5RnP6yRJSXF2R%2Bg0Xm83uyMAjuTm4wIujtseCxSsVizLkiQ9%2BOCDSklJkSRNnz5dDz30kE6fPq2YmJgLzpGdna3MzMyQMY8nVrW1DeYDO4gb9z8qKlJebzfV1zequTlodxzAcdx4XMCl6azHgl3FjYLVylVXXSVJ8nq9LWM9evSQZVmqqanR17/%2B9QvO4fP52lwODAROqKkpvJ%2BA3bz/zc1BV%2B8f0Fn47wZfcttjwV0XPA1ITU1VfHy89u/f3zJWVVWlK664IuxfQwUAANqHgtWKx%2BPR5MmT9dJLL%2Bnvf/%2B7ampqtGjRImVlZcnj4YQfAAC4MBrDORQUFOjMmTO67777dPbsWd1xxx18VAMAAGg3CtY5REdHa%2B7cuZo7d67dUQAAgANxiRAAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAw/hbhAAA23z3hbftjgB0Cs5gAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFKwLmD9/vvr162d3DAAA4CAUrK%2Bwf/9%2BrVmzxu4YAADAYShY5xEMBjV37lxNmTLF7igAAMBhPHYHuFy99tpriomJUVZWll544YWLum91dbUCgUDImMcTK5/PZzKi43g87uvzUVGRIV8BAJfGbc8RFKxz%2BOc//6mSkhK98sorl3T/srIylZaWhozl5uYqLy/PRDzHur14p90RAACXqaSkOLsjGEXBOoeioiJNmjRJffr00aFDhy76/tnZ2crMzAwZ83hiVVvbYCoiAACu0lnPkXYVNwpWK7t379b777%2Bv9evXX/IcPp%2BvzeXAQOCEmpqCHY0HAIArue05koLVytq1a1VTU6PRo0dLkizLkiSlpaXp3/7t33TnnXfaGQ8AADhAhPVlg4Ak6fjx42psbGz5/siRI8rOztaOHTuUmJiobt26XdK8gcAJUxFDfPeFtztlXgAAutIbPxveKfNefXVCp8x7IZzBaiUxMVGJiYkt3zc1NUmSUlNT7YoEAAAcxl3viewE3/jGN3TgwAG7YwAAAAehYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwTqHqqoq5ebmKi0tTenp6Zo5c6bq6%2BvtjgUAAByCgnUO06ZNk9fr1bZt27R69Wp9/PHH%2BuUvf2l3LAAA4BAUrFbq6%2Bs1YMAAFRQUKC4uTqmpqbrnnnu0Z88eu6MBAACH8Ngd4HLj9XpVVFQUMnb48GH5fL52z1FdXa1AIBAy5vHEXtQcAACEE4/HXed8KFgX4Pf7tXLlSi1evLjd9ykrK1NpaWnIWG5urvLy8kzHAwDAFZKS4uyOYBQF6yu8%2B%2B67evTRR1VQUKD09PR23y87O1uZmZkhYx5PrGprG0xHBADAFTrrOdKu4kbBOo9t27bp5z//uX7xi19o4sSJF3Vfn8/X5nJgIHBCTU1BkxEBAHANtz1HUrDO4b333tOMGTP04osvasSIEXbHAQAADuOuV5QZ0NTUpDlz5qiwsJByBQAALgkFq5W//vWvqqys1DPPPKOBAweG/KuqqrI7HgAAcAAuEbYyZMgQHThwwO4YAADAwTiDBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgF6xyqqqr08MMPKy0tTaNHj9Zzzz2nYDBodywAAOAQHrsDXI6mT5%2BuG2%2B8UVu3blVNTY0eeeQRXXXVVfrxj39sdzQAAOAAnMFqxe/366OPPlJhYaESEhLUu3dvTZkyRWVlZXZHAwAADsEZrFb27t2rHj16KDExsWXsxhtv1MGDB3Xy5EnFx8dfcI7q6moFAoGQMY8nVj6fz3heAADcwONx1zkfClYrdXV18nq9IWNflq3a2tp2FayysjKVlpaGjD322GOaPn26uaD/355nx4V8X11drbKyMmVnZ1PougDr3fVY867Fenc91twd3FUXDbEsq0P3z87O1urVq0P%2BZWdnG0r31QKBgEpLS9ucQUPnYL27HmvetVjvrseauwNnsFpJTk5WXV1dyFhdXZ0iIiKUnJzcrjl8Ph//1wEAQBjjDFYrAwYM0OHDh3Xs2LGWMb/frz59%2BiguLs7GZAAAwCkoWK30799fAwcO1MKFC3Xy5ElVVlZq%2BfLleuCBB%2ByOBgAAHCJq3rx58%2BwOcbm59dZbtX79ej399NPasGGDJk%2BerKlTpyoiIsLuaO0SFxenYcOGccati7DeXY8171qsd9djzZ0vwuroK7oBAAAQgkuEAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsBysqqpKubm5SktLU3p6umbOnKn6%2BnpJ0v79%2B/XDH/5QN998s8aOHatly5bZnNZd5s%2Bfr379%2BrV8v3v3bk2ePFk33XST7rzzTq1du9bGdO6yePFijRgxQoMGDdKUKVN06NAhSax5Z9i3b59ycnI0ZMgQDR8%2BXIWFhS1/%2BJ71NmPnzp1KT09Xfn5%2Bm20bN25UVlaWBg8erEmTJmnXrl0t24LBoJ5//nnddtttGjp0qKZOnarPPvusK6PjYllwrLvuusuaOXOmdfLkSevw4cPWpEmTrNmzZ1uNjY3WrbfeapWUlFgNDQ1WRUWFNWzYMGvz5s12R3aFffv2WcOGDbP69u1rWZZlHT161Bo0aJC1atUq69SpU9bbb79tfetb37I%2B/PBDm5M638qVK61x48ZZlZWV1okTJ6ynn37aevrpp1nzTnD27Flr%2BPDh1sKFC63Tp08q1VnZAAAGKUlEQVRbx44ds3784x9b06dPZ70NWbJkiTV27Fjre9/7nvWzn/0sZNu%2BffusAQMGWNu3b7dOnTplrVmzxvr2t79tHT582LIsy1qxYoU1evRo65NPPrFOnDhhPfXUU1ZWVpYVDAbt2BW0A2ewHKq%2Bvl4DBgxQQUGB4uLilJqaqnvuuUd79uzR9u3bdfbsWT366KOKjY3VjTfeqPvuu09lZWV2x3a8YDCouXPnasqUKS1j69atU%2B/evTV58mTFxMQoPT1dmZmZWrVqlX1BXWLZsmXKz8/Xddddp/j4eM2ZM0dz5sxhzTtBIBBQIBDQ3XffrejoaCUlJen222/X/v37WW9DYmJiVF5erl69erXZtmrVKmVkZCgjI0MxMTGaMGGC%2Bvbt23KmsKysTFOmTNE3v/lNxcfHKz8/X5WVlfrggw%2B6ejfQThQsh/J6vSoqKtJVV13VMnb48GH5fD7t3btX/fr1U1RUVMu2/v37q6Kiwo6orvLaa68pJiZGWVlZLWN79%2B5V//79Q27Henfc0aNHdejQIR0/flzjx49XWlqa8vLydOzYMda8E6SkpOiGG25QWVmZGhoaVFNToy1btmjUqFGstyE5OTlKSEg457bzrbHf79epU6f0ySefhGyPj49Xr1695Pf7OzUzLh0FyyX8fr9WrlypRx99VHV1dfJ6vSHbu3fvrrq6OgWDQZsSOt8///lPlZSUaO7cuSHj51vv2traroznOkeOHJEkbdq0ScuXL9eaNWt05MgRzZkzhzXvBJGRkSopKdGbb76pm266Senp6WpqalJBQQHr3QXq6uqUmJgYMpaYmKja2lodP35clmWddzsuTxQsF3j33Xc1depUFRQUKD09/by3i4iI6MJU7lNUVKRJkyapT58%2BdkcJC5ZlSZIefPBBpaSkKDU1VdOnT9e2bdtsTuZOZ86c0bRp0zRu3Djt2bNHb731lhISElRYWGh3tLDx5WP%2BUrfj8kLBcrht27bp4Ycf1uzZs5WTkyNJSk5ObvN/NXV1derevbsiI/mVX4rdu3fr/fffV25ubpttSUlJqqurCxmrra1VcnJyV8VzpS8vf//fMyc9evSQZVk6e/Ysa27Y7t27dejQIT3%2B%2BONKSEhQSkqK8vLy9J//%2BZ%2BKjIxkvTvZuY4jdXV1Sk5Objl2n2v71772ta6MiYvAs62Dvffee5oxY4ZefPFFTZw4sWV8wIABOnDggJqamlrG/H6/vv3tb9sR0xXWrl2rmpoajR49WmlpaZo0aZIkKS0tTX379m3zWpSKigrWu4NSU1MVHx%2Bv/fv3t4xVVVXpiiuuUEZGBmtuWHNzs4LBYMhZkjNnzkiS0tPTWe9ONmDAgDZr/OVxOyYmRtdff7327t3bsq2%2Bvl7/%2BMc/9K1vfauro6KdKFgO1dTUpDlz5qiwsFAjRowI2ZaRkaH4%2BHgtXrxYjY2N%2BuCDD1ReXq4HHnjAprTON3PmTG3evFlr1qzRmjVrtGTJEknSmjVrlJWVpaqqKq1atUqnT5/Wjh07tGPHDt1///02p3Y2j8ejyZMn66WXXtLf//531dTUaNGiRcrKytI999zDmhs2ePBgxcbGqqSkRI2NjaqtrdXixYs1dOhQ3X333ax3J7v//vv15z//Wdu3b9fp06dVXl6uTz/9VBMmTJAkPfDAA1qxYoUqKyt18uRJFRcX64YbbtDAgQNtTo7zibC4qOtIe/bs0Q9%2B8ANFR0e32bZp0yY1NDRo7ty5qqio0FVXXaWHHnpI3//%2B921I6k6HDh3SbbfdpgMHDkiS/vKXv%2BiZZ55RZWWlevTooYKCAo0dO9bmlM535swZFRUVacOGDTp79qzuuOMO/eIXv1BcXBxr3gkqKir0y1/%2BUh999JGio6M1bNgwzZw5UykpKay3AV%2BWoS%2BvLng8HklqeSfgli1btHDhQlVVValPnz564oknNHToUElfvP6qpKREr732mhoaGpSWlqannnpKqampNuwJ2oOCBQAAYBiXCAEAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAsP8HPJmK%2BiZa3P8AAAAASUVORK5CYII%3D\"/>\n",
              "        </div>\n",
              "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common7202610191189294616\">\n",
              "            \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">20.15</td>\n",
              "        <td class=\"number\">3</td>\n",
              "        <td class=\"number\">3.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">80.65</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">2.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">90.25</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">2.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">79.85</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">2.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">20.65</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">2.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">99.65</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">2.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">74.85</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">99.3</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">84.0</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">89.9</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"other\">\n",
              "        <td class=\"fillremaining\">Other values (83)</td>\n",
              "        <td class=\"number\">83</td>\n",
              "        <td class=\"number\">83.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "        </div>\n",
              "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme7202610191189294616\">\n",
              "            <p class=\"h4\">Minimum 5 values</p>\n",
              "            \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">18.95</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:34%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">19.8</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:34%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">19.95</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:34%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">20.15</td>\n",
              "        <td class=\"number\">3</td>\n",
              "        <td class=\"number\">3.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">20.2</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:34%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "            <p class=\"h4\">Maximum 5 values</p>\n",
              "            \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">108.45</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">110.5</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">111.05</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">111.6</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">113.25</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "        </div>\n",
              "    </div>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_MultipleLines\">MultipleLines<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable741388934818794395\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 50.0%\">\n",
              "            50\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:84%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 42.0%\">\n",
              "            42\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>No phone service</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:16%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 8.0%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        8\n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable741388934818794395, #minifreqtable741388934818794395\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable741388934818794395\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">50</td>\n",
              "        <td class=\"number\">50.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">42</td>\n",
              "        <td class=\"number\">42.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:84%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">No phone service</td>\n",
              "        <td class=\"number\">8</td>\n",
              "        <td class=\"number\">8.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_OnlineBackup\">OnlineBackup<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-7027445585746523930\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 42.0%\">\n",
              "            42\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 42.0%\">\n",
              "            42\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>No internet service</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:38%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 16.0%\">\n",
              "            16\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable-7027445585746523930, #minifreqtable-7027445585746523930\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-7027445585746523930\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">42</td>\n",
              "        <td class=\"number\">42.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">42</td>\n",
              "        <td class=\"number\">42.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">No internet service</td>\n",
              "        <td class=\"number\">16</td>\n",
              "        <td class=\"number\">16.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:38%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_OnlineSecurity\">OnlineSecurity<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable4975000364097695570\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 47.0%\">\n",
              "            47\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:78%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 37.0%\">\n",
              "            37\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>No internet service</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:34%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 16.0%\">\n",
              "            16\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable4975000364097695570, #minifreqtable4975000364097695570\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable4975000364097695570\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">47</td>\n",
              "        <td class=\"number\">47.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">37</td>\n",
              "        <td class=\"number\">37.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:78%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">No internet service</td>\n",
              "        <td class=\"number\">16</td>\n",
              "        <td class=\"number\">16.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:34%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_PaperlessBilling\">PaperlessBilling<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>2</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>2.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable3451634973779851721\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 63.0%\">\n",
              "            63\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:59%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 37.0%\">\n",
              "            37\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable3451634973779851721, #minifreqtable3451634973779851721\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable3451634973779851721\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">63</td>\n",
              "        <td class=\"number\">63.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">37</td>\n",
              "        <td class=\"number\">37.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:59%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_Partner\">Partner<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>2</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>2.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-4493107943251617356\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 52.0%\">\n",
              "            52\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:92%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 48.0%\">\n",
              "            48\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable-4493107943251617356, #minifreqtable-4493107943251617356\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-4493107943251617356\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">52</td>\n",
              "        <td class=\"number\">52.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">48</td>\n",
              "        <td class=\"number\">48.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:92%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_PaymentMethod\">PaymentMethod<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>4</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>4.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable4414183595913128660\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>Electronic check</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 29.0%\">\n",
              "            29\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Credit card (automatic)</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:96%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 28.0%\">\n",
              "            28\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Bank transfer (automatic)</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:82%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 24.0%\">\n",
              "            24\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable4414183595913128660, #minifreqtable4414183595913128660\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable4414183595913128660\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">Electronic check</td>\n",
              "        <td class=\"number\">29</td>\n",
              "        <td class=\"number\">29.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Credit card (automatic)</td>\n",
              "        <td class=\"number\">28</td>\n",
              "        <td class=\"number\">28.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:96%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Bank transfer (automatic)</td>\n",
              "        <td class=\"number\">24</td>\n",
              "        <td class=\"number\">24.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:82%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Mailed check</td>\n",
              "        <td class=\"number\">19</td>\n",
              "        <td class=\"number\">19.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:65%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_PhoneService\">PhoneService<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>2</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>2.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-1472058420892447277\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 92.0%\">\n",
              "            92\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:9%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 8.0%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        8\n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable-1472058420892447277, #minifreqtable-1472058420892447277\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-1472058420892447277\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">92</td>\n",
              "        <td class=\"number\">92.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">8</td>\n",
              "        <td class=\"number\">8.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_SeniorCitizen\">SeniorCitizen<br/>\n",
              "            <small>Boolean</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-6\">\n",
              "    <div class=\"row\">\n",
              "        <div class=\"col-sm-6\">\n",
              "            <table class=\"stats \">\n",
              "                <tr class=\"\">\n",
              "                    <th>Distinct count</th>\n",
              "                    <td>2</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Unique (%)</th>\n",
              "                    <td>2.0%</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Missing (%)</th>\n",
              "                    <td>0.0%</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Missing (n)</th>\n",
              "                    <td>0</td>\n",
              "                </tr>\n",
              "            </table>\n",
              "        </div>\n",
              "        <div class=\"col-sm-6\">\n",
              "            <table class=\"stats \">\n",
              "                <tr>\n",
              "                    <th>Mean</th>\n",
              "                    <td>0.15</td>\n",
              "                </tr>\n",
              "            </table>\n",
              "        </div>\n",
              "    </div>\n",
              "</div>\n",
              "<div class=\"col-md-3 collapse in\" id=\"minifreqtable-7331744605533947482\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>0</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 85.0%\">\n",
              "            85\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>1</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:18%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 15.0%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        15\n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable-7331744605533947482, #minifreqtable-7331744605533947482\"\n",
              "        aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-7331744605533947482\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">0</td>\n",
              "        <td class=\"number\">85</td>\n",
              "        <td class=\"number\">85.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">1</td>\n",
              "        <td class=\"number\">15</td>\n",
              "        <td class=\"number\">15.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:18%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_StreamingMovies\">StreamingMovies<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable9070241158264526224\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 45.0%\">\n",
              "            45\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:86%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 39.0%\">\n",
              "            39\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>No internet service</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:36%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 16.0%\">\n",
              "            16\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable9070241158264526224, #minifreqtable9070241158264526224\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable9070241158264526224\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">45</td>\n",
              "        <td class=\"number\">45.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">39</td>\n",
              "        <td class=\"number\">39.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:86%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">No internet service</td>\n",
              "        <td class=\"number\">16</td>\n",
              "        <td class=\"number\">16.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:36%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_StreamingTV\">StreamingTV<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable4164419155784773019\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 45.0%\">\n",
              "            45\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:86%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 39.0%\">\n",
              "            39\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>No internet service</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:36%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 16.0%\">\n",
              "            16\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable4164419155784773019, #minifreqtable4164419155784773019\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable4164419155784773019\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">45</td>\n",
              "        <td class=\"number\">45.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">39</td>\n",
              "        <td class=\"number\">39.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:86%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">No internet service</td>\n",
              "        <td class=\"number\">16</td>\n",
              "        <td class=\"number\">16.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:36%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_TechSupport\">TechSupport<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-2537450984367451012\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>No</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 55.0%\">\n",
              "            55\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Yes</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:53%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 29.0%\">\n",
              "            29\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>No internet service</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:29%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 16.0%\">\n",
              "            16\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable-2537450984367451012, #minifreqtable-2537450984367451012\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-2537450984367451012\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">No</td>\n",
              "        <td class=\"number\">55</td>\n",
              "        <td class=\"number\">55.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Yes</td>\n",
              "        <td class=\"number\">29</td>\n",
              "        <td class=\"number\">29.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:53%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">No internet service</td>\n",
              "        <td class=\"number\">16</td>\n",
              "        <td class=\"number\">16.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:29%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_TotalCharges\">TotalCharges<br/>\n",
              "            <small>Categorical, Unique</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3 collapse in\" id=\"minivalues3066119053523437567\"><table border=\"1\" class=\"dataframe example_values\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>First 3 values</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>1862.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3487.95</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2514.5</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table></div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minivalues3066119053523437567\"><table border=\"1\" class=\"dataframe example_values\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>Last 3 values</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>1874.45</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1426.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2970.3</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table></div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#values3066119053523437567,#minivalues3066119053523437567\" aria-expanded=\"false\"\n",
              "       aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 collapse\" id=\"values3066119053523437567\">\n",
              "    <p class=\"h4\">First 10 values</p>\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">1009.25</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">1022.95</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">1057</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">108.15</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">1090.65</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "    <p class=\"h4\">Last 10 values</p>\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">930.9</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">957.1</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">97</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">973.35</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">981.45</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_customerID\">customerID<br/>\n",
              "            <small>Categorical, Unique</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3 collapse in\" id=\"minivalues5803913961139160694\"><table border=\"1\" class=\"dataframe example_values\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>First 3 values</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>8865-TNMNX</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9489-DEDVP</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5919-TMRGD</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table></div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minivalues5803913961139160694\"><table border=\"1\" class=\"dataframe example_values\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>Last 3 values</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>8028-PNXHQ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5698-BQJOH</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8779-QRDMV</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table></div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#values5803913961139160694,#minivalues5803913961139160694\" aria-expanded=\"false\"\n",
              "       aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 collapse\" id=\"values5803913961139160694\">\n",
              "    <p class=\"h4\">First 10 values</p>\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">0191-ZHSKZ</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">0278-YXOOG</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">0280-XJGEX</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">0318-ZOPWS</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">0434-CSFON</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "    <p class=\"h4\">Last 10 values</p>\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">9803-FTJCG</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">9848-JQJTX</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">9867-JCZSP</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">9919-YLNNG</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">9959-WOFKT</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_gender\">gender<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>2</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>2.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (%)</th>\n",
              "            <td>0.0%</td>\n",
              "        </tr>\n",
              "        <tr class=\"ignore\">\n",
              "            <th>Missing (n)</th>\n",
              "            <td>0</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-3797998807847425575\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>Female</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 55.0%\">\n",
              "            55\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>Male</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:82%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 45.0%\">\n",
              "            45\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr>\n",
              "    </table>\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable-3797998807847425575, #minifreqtable-3797998807847425575\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-3797998807847425575\">\n",
              "    \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">Female</td>\n",
              "        <td class=\"number\">55</td>\n",
              "        <td class=\"number\">55.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">Male</td>\n",
              "        <td class=\"number\">45</td>\n",
              "        <td class=\"number\">45.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:82%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_tenure\">tenure<br/>\n",
              "            <small>Numeric</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-6\">\n",
              "    <div class=\"row\">\n",
              "        <div class=\"col-sm-6\">\n",
              "            <table class=\"stats \">\n",
              "                <tr>\n",
              "                    <th>Distinct count</th>\n",
              "                    <td>46</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Unique (%)</th>\n",
              "                    <td>46.0%</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Missing (%)</th>\n",
              "                    <td>0.0%</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Missing (n)</th>\n",
              "                    <td>0</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Infinite (%)</th>\n",
              "                    <td>0.0%</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Infinite (n)</th>\n",
              "                    <td>0</td>\n",
              "                </tr>\n",
              "            </table>\n",
              "\n",
              "        </div>\n",
              "        <div class=\"col-sm-6\">\n",
              "            <table class=\"stats \">\n",
              "\n",
              "                <tr>\n",
              "                    <th>Mean</th>\n",
              "                    <td>32.97</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Minimum</th>\n",
              "                    <td>1</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Maximum</th>\n",
              "                    <td>72</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Zeros (%)</th>\n",
              "                    <td>0.0%</td>\n",
              "                </tr>\n",
              "            </table>\n",
              "        </div>\n",
              "    </div>\n",
              "</div>\n",
              "<div class=\"col-md-3 collapse in\" id=\"minihistogram-674378782250969849\">\n",
              "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAATVJREFUeJzt28FNxDAARUEWURJF0BNneqIIejJ3hJ42K4UYe%2Ba%2Bki8vX0rWtzHGeAJ%2B9Xz1AWBmL1cf4KfX98/Dv/n6eDvhJGBBIAkEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCATCdBemOO7oJbO/umC2wuU3CwJhiQVZ4UnFnCwIBIFAEAgEgUAQCASBQBAIBIFAWOJDIed75GPsCiwIBAtyIn%2BB%2Bf8sCIRtF8TTnXtYEAjbLsgjdn2TszMLAsGCbMgS3s%2BCQBAIBIFAEAgEgUAQCASveSfjFexcLAgEgUAQCITbGGNcfQiYlQWBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKB8A0vtCA7o3N3qwAAAABJRU5ErkJggg%3D%3D\">\n",
              "\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-674378782250969849,#minihistogram-674378782250969849\"\n",
              "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"row collapse col-md-12\" id=\"descriptives-674378782250969849\">\n",
              "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
              "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-674378782250969849\"\n",
              "                                                  aria-controls=\"quantiles-674378782250969849\" role=\"tab\"\n",
              "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#histogram-674378782250969849\" aria-controls=\"histogram-674378782250969849\"\n",
              "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#common-674378782250969849\" aria-controls=\"common-674378782250969849\"\n",
              "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#extreme-674378782250969849\" aria-controls=\"extreme-674378782250969849\"\n",
              "                                   role=\"tab\" data-toggle=\"tab\">Extreme Values</a></li>\n",
              "\n",
              "    </ul>\n",
              "\n",
              "    <div class=\"tab-content\">\n",
              "        <div role=\"tabpanel\" class=\"tab-pane active row\" id=\"quantiles-674378782250969849\">\n",
              "            <div class=\"col-md-4 col-md-offset-1\">\n",
              "                <p class=\"h4\">Quantile statistics</p>\n",
              "                <table class=\"stats indent\">\n",
              "                    <tr>\n",
              "                        <th>Minimum</th>\n",
              "                        <td>1</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>5-th percentile</th>\n",
              "                        <td>1</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Q1</th>\n",
              "                        <td>10</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Median</th>\n",
              "                        <td>30</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Q3</th>\n",
              "                        <td>52</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>95-th percentile</th>\n",
              "                        <td>71.05</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Maximum</th>\n",
              "                        <td>72</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Range</th>\n",
              "                        <td>71</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Interquartile range</th>\n",
              "                        <td>42</td>\n",
              "                    </tr>\n",
              "                </table>\n",
              "            </div>\n",
              "            <div class=\"col-md-4 col-md-offset-2\">\n",
              "                <p class=\"h4\">Descriptive statistics</p>\n",
              "                <table class=\"stats indent\">\n",
              "                    <tr>\n",
              "                        <th>Standard deviation</th>\n",
              "                        <td>24.481</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Coef of variation</th>\n",
              "                        <td>0.74251</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Kurtosis</th>\n",
              "                        <td>-1.4279</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Mean</th>\n",
              "                        <td>32.97</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>MAD</th>\n",
              "                        <td>21.889</td>\n",
              "                    </tr>\n",
              "                    <tr class=\"\">\n",
              "                        <th>Skewness</th>\n",
              "                        <td>0.16405</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Sum</th>\n",
              "                        <td>3297</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Variance</th>\n",
              "                        <td>599.3</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Memory size</th>\n",
              "                        <td>880.0 B</td>\n",
              "                    </tr>\n",
              "                </table>\n",
              "            </div>\n",
              "        </div>\n",
              "        <div role=\"tabpanel\" class=\"tab-pane col-md-8 col-md-offset-2\" id=\"histogram-674378782250969849\">\n",
              "            <img 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AAAJDksIcIR40aVensxIkTysnJUVJSkg0TAQAAVOaowIqKiqr0rwjDwsI0YsQIjRw50qapAAAA/DkqsHi1dgAA4ASOCqw333yz2m87dOjQSzgJAADAuTkqsJ588kmVl5dXekJ7UFCQ31lQUBCBBQAAbOOowPrb3/6mpUuX6qGHHlKHDh1kWZb27dunV155RaNHj1ZcXJzdIwIAADgrsDIyMrRkyRK1bNmy4qxbt25q27atxo0bp3Xr1tk4HQAAwGmOeh2s/fv3q1mzZpXOw8PDlZeXZ8NEAAAAlTkqsFq3bq2MjAwdPXq04qyoqEjz58/Xtddea%2BNkAAAAv3LUQ4QzZszQ1KlTlZWVpcaNGys4OFjHjx/XZZddpkWLFtk9HgAAgCSHBVavXr20bds2vf/%2B%2Bzp06JAsy1LLli3Vu3dvNW3a1O7xAAAAJDkssCTp8ssv12233aZDhw6pbdu2do8DAABQiaOeg1VSUqK0tDR16dJFAwYMkHT6OVjjx49XUVHRRV3X9u3bFR8fr9TU1EqXrV%2B/XoMHD1aXLl00bNgwffjhh0bmBwAA7uCowJo7d6727NmjefPmKTj419HLyso0b968al/PK6%2B8omeffVbXXXddpcv27NmjtLQ0TZs2Tf/%2B9781duxYPfLIIzp06JCRHQAAQOBzVGBt2rRJL774ovr371/xQ5/Dw8OVnp6uzZs3V/t6wsLCtGrVqioDa%2BXKlUpISFBCQoLCwsI0ZMgQRUdHa82aNcb2AAAAgc1Rz8EqLi5WVFRUpfOIiAj9/PPP1b6eMWPGnPOyXbt2KSEhwe%2BsY8eO8nq91b7%2BgoICFRYW%2Bp2FhjZSZGRkta/jt0JCgv1%2BR90IDa37z7cbb2s37iy5d%2B%2Bz2fF9Vpe4nasv0L4WHBVY1157rT755BPFxcX5/ezBjRs36pprrjHyMXw%2BX6UXM23WrJm%2B%2B%2B67al9HVlaWMjMz/c5SUlI0efLkWs0WHn55rd4fF6dFi8a2fWw33tZu3Fly795n2Pl9VpfcfjtXR6B9LTgqsO69915NmjRJw4cPV3l5uZYtW6bs7Gxt2rRJTz75pLGPc/YPk75YycnJSkxM9DsLDW2ko0eLa3R9ISHBCg%2B/XEVFJ1RWVl6r2VB9Nb29asONt7Ubd5bcu/fZ7Pg%2Bq0vcztV3qb4W7Ao3RwVWcnKyQkNDtXz5coWEhOill15Su3btNG/ePPXv39/Ix2jRooV8Pp/fmc/nU0RERLWvIzIystLDgYWFx3TqVO2%2BucrKymt9Hag%2BOz/Xbryt3biz5N69z3DL7m6/nasj0D4/jgqsI0eOaPjw4Ro%2BfPgl%2Bxgej0fZ2dl%2BZ16vV4MGDbpkHxMAAAQWRz2j7Lbbbqv1w3cXcvfdd%2Bvjjz/Wtm3bdPLkSa1atUr79%2B/XkCFDLunHBQAAgcNR92DFxcVpw4YNGjhwYK2uJzY2VpJ06tQpSdKWLVsknb6nKjo6WvPmzVN6erry8vLUvn17vfzyy7rqqqtqNzwAAHANRwXW1Vdfrb/85S9asmSJrr32WjVo0MDv8vnz51frei70kgtJSUlKSkqq8ZwAAMDdHBVY3333na6//npJ0tGjR22eBgAAoGqOCKzU1FQ9//zzevXVVyvOFi1apJSUFBunAgAAqJojnuS%2BdevWSmdLliyxYRIAAIALc0RgVfUvBy/1vyYEAACoKUcE1pkf7HyhMwAAgPrAEYEFAADgJAQWAACAYY74V4SlpaWaOnXqBc%2Bq%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%2B/WrFmzbJwKAAA4BYF1Dhs3blSbNm3sHgMAADgQDxECAAAYRmCdw/z589WnTx9169ZNs2bNUnFxsd0jAQAAh%2BAhwip07txZ8fHxeu6553TgwAFNmTJFzzzzjP76179W6/0LCgpUWFjodxYa2kiRkZE1mickJNjvdwB1KzTU/Pce39enXYrPLZwp0L4WgizLsuweor57//33NXHiRO3cuVMNGza84NsvXLhQmZmZfmcpKSmaPHmy8dm6PbnR%2BHUC8Pf5X/rbPcJF4e8FOJHTvs8uhHuwqqFNmzYqKyvT4cOHdfXVV1/w7ZOTk5WYmOh3FhraSEeP1uxhxpCQYIWHX66iohMqKyuv0XUAqLmafu%2BeD9/XgL9L8X0mSS1aNL4k13shBNZZdu/erTVr1mj69OkVZzk5OWrYsGG1H%2BKLjIys9LaFhcd06lTt/hItKyuv9XUAuHiX8vuO72vgtED7PgisBzwNuOKKK5SVlaUlS5bol19%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%2Bvbtq7lz56q8vNzusQAAgEOE2j1AfTRp0iTFxMRoy5YtOnz4sCZMmKArr7xS999/v92jAQAAB%2BAerLN4vV7t3btX06ZNU9OmTRUVFaWxY8cqKyvL7tEAAIBDcA/WWXbt2qXWrVurWbNmFWcxMTHKzc3V8ePH1aRJkwteR0FBgQoLC/3OQkMbKTIyskYzhYQE%2B/0OAECgCQ0NrP/GEVhn8fl8Cg8P9zs7E1tHjx6tVmBlZWUpMzPT7%2ByRRx7RpEmTajRTQUGB/vGPvyk5OblSpH3%2Bl/41us76rqCgQFlZWVXuHMjcuLcbd5bcuTc7u2Nnyb17/1Zg5aIhlmXV6v2Tk5O1evVqv1/Jyck1vr7CwkJlZmZWulcskLlxZ8mde7txZ8mde7Oze7h179/iHqyzREREyOfz%2BZ35fD4FBQUpIiKiWtcRGRnp2mIHAADcg1WJx%2BNRfn6%2Bjhw5UnHm9XrVvn17NW7c2MbJAACAUxBYZ%2BnYsaNiY2M1f/58HT9%2BXDk5OVq2bJnuueceu0cDAAAOEfL0008/bfcQ9U3v3r21bt06zZ49W2%2B//bZGjBihcePGKSgoyLaZGjdurB49erjqXjQ37iy5c2837iy5c292dg%2B37n1GkFXbZ3QDAADADw8RAgAAGEZgAQAAGEZgAQAAGEZgAQAAGEZgAQAAGEZgAQAAGEZgAQAAGEZgAQAAGEZgAQAAGEZg1WN5eXl68MEHFRcXp759%2B2ru3LkqLy%2B3eyzjtm/frvj4eKWmpla6bP369Ro8eLC6dOmiYcOG6cMPP7RhwksjLy9PKSkpiouLU3x8vKZPn66ioiJJ0p49ezR69Gh17dpVSUlJWrp0qc3TmrF3717dd9996tq1q%2BLj4zVlyhQVFhZKknbs2KERI0bo5ptv1qBBg7RmzRqbpzVvzpw56tChQ8WfA3nnDh06yOPxKDY2tuLX7NmzJQX23osXL1avXr3UuXNnjR07VgcPHpQUuDt/9tlnfrdxbGysPB5Pxdd5oO5dLRbqrbvuusuaOXOmVVRUZOXm5lpJSUnW0qVL7R7LqCVLllhJSUnWqFGjrClTpvhdtnv3bsvj8Vjbtm2zSkpKrLfeesu66aabrPz8fJumNeuOO%2B6wpk%2Bfbh0/ftzKz8%2B3hg0bZs2YMcM6ceKE1bt3b2vhwoVWcXGxlZ2dbfXo0cPatGmT3SPXysmTJ62ePXtamZmZ1smTJ63Dhw9bo0ePth5%2B%2BGHrhx9%2BsDp37mytXLnSKikpsT766COrU6dO1jfffGP32Mbs3r3b6tGjhxUdHW1ZlhXwO0dHR1sHDhyodB7Iey9fvtzq37%2B/lZOTYx07dsyaPXu2NXv27IDeuSqLFy%2B2Hn30UdftfTbuwaqnvF6v9u7dq2nTpqlp06aKiorS2LFjlZWVZfdoRoWFhWnVqlW67rrrKl22cuVKJSQkKCEhQWFhYRoyZIiio6MD4v%2BAioqK5PF4NHXqVDVu3FitWrXSXXfdpc8//1zbtm1TaWmpJk6cqEaNGikmJkYjR450/G1/4sQJpaamasKECWrYsKEiIiL0xz/%2BUd9%2B%2B63Wrl2rqKgojRgxQmFhYYqPj1diYqJWrlxp99hGlJeX66mnntLYsWMrzgJ953MJ5L2XLl2q1NRUXX/99WrSpIlmzpypmTNnBvTOZ/vf//6nZcuW6fHHH3fV3lUhsOqpXbt2qXXr1mrWrFnFWUxMjHJzc3X8%2BHEbJzNrzJgxatq0aZWX7dq1Sx07dvQ769ixo7xeb12MdkmFh4crPT1dV155ZcVZfn6%2BIiMjtWvXLnXo0EEhISEVl3Xs2FHZ2dl2jGpMs2bNNHLkSIWGhkqSvv/%2Be/3rX//SgAEDznlbO33nM1asWKGwsDANHjy44izQd5ak%2BfPnq0%2BfPurWrZtmzZql4uLigN37hx9%2B0MGDB/XTTz9p4MCBiouL0%2BTJk3XkyJGA3bkqCxYs0PDhw3XNNde4au%2BqEFj1lM/nU3h4uN/Zmdg6evSoHSPVOZ/P5xeY0unPQSDu7/V6tXz5ck2cOLHK27558%2Bby%2BXwB8Ry8vLw8eTweDRw4ULGxsZo8efI5dw6E2/rHH3/UwoUL9dRTT/mdB/LOktS5c2fFx8dr8%2BbNysrK0s6dO/XMM88E7N6HDh2SJG3cuFHLli3TW2%2B9pUOHDmnmzJkBu/PZDh48qM2bN%2Bv%2B%2B%2B%2BXFPhf4xdCYNVjlmXZPYLt3PA5%2BOKLLzRu3DhNnTpV8fHx53y7oKCgOpzq0mndurW8Xq82btyo/fv36/HHH7d7pEsqPT1dw4YNU/v27e0epU5lZWVp5MiRatiwoX73u99p2rRpWrdunUpLS%2B0e7ZI483fV%2BPHj1bJlS7Vq1UqTJk3S1q1bbZ6s7rz22mtKSkrSVVddZfco9QKBVU9FRETI5/P5nfl8PgUFBSkiIsKmqepWixYtqvwcBNL%2BW7du1YMPPqgZM2ZozJgxkk7f9mf/H57P51Pz5s0VHBwY37JBQUGKiopSamqq1q1bp9DQ0Eq39dGjRx1/W%2B/YsUNfffWVUlJSKl1W1dd3IOx8Lm3atFFZWZmCg4MDcu8zD/f/9h6b1q1by7IslZaWBuTOZ9u0aZMSExMr/uy2r/GzBcbf1gHI4/EoPz9fR44cqTjzer1q3769GjdubONkdcfj8VR6rN7r9eqmm26yaSKzvvzyS6WlpWnBggUaOnRoxbnH49G%2Bfft06tSpirNA2HvHjh26/fbb/R7mPBOMnTp1qnRbZ2dnO37nNWvW6PDhw%2Brbt6/i4uI0bNgwSVJcXJyio6MDcmdJ2r17tzIyMvzOcnJy1LBhQyUkJATk3q1atVKTJk20Z8%2BeirO8vDw1aNAgYHf%2BrT179igvL0%2B33nprxVlsbGzA731e9v4jRpzPyJEjrRkzZljHjh2zvvvuOysxMdFavny53WPFqADmAAACU0lEQVRdEmlpaZVepmHfvn1WbGys9d5771klJSXWypUrrS5dulgFBQU2TWlOaWmpNWDAAGvFihWVLjt58qTVt29f68UXX7R%2B/vlna%2BfOnVa3bt2s9957r%2B4HNaioqMiKj4%2B3MjIyrJ9//tk6fPiwNW7cOOvee%2B%2B1fvzxR6tLly7WG2%2B8YZWUlFjbtm2zOnXqZO3Zs8fusWvF5/NZ%2Bfn5Fb%2B%2B%2BuorKzo62srPz7fy8vICcmfLsqxDhw5ZnTt3tl5%2B%2BWXr5MmT1vfff28NHDjQmj17dsDe1pZlWXPmzLFuu%2B02a//%2B/daPP/5oJScnW9OnTw/onc9YtWqV1aNHD78zN%2Bx9PgRWPZafn2%2BNHz/e6tSpkxUfH2%2B9%2BOKLVnl5ud1jGeXxeCyPx2PdeOON1o033ljx5zM2bdpkJSUlWTExMdadd95pffrppzZOa85nn31mRUdHV%2Bz7218HDx609u3bZ40aNcryeDxWnz59rNdee83ukY3Yu3evNXr0aKtTp07WLbfcYk2ZMsU6dOiQZVmW9emnn1pDhgyxYmJirKSkJMe/7ldVDhw4UPE6WJYV2Dt/%2BumnVnJystW5c2erR48eVnp6ulVSUlJxWSDuffLkSevpp5%2B2unfvbnXu3NlKS0uzjh8/bllW4O58xksvvWQNGjSo0nmg730%2BQZblgmcRAwAA1CGegwUAAGAYgQUAAGAYgQUAAGAYgQUAAGAYgQUAAGAYgQUAAGAYgQUAAGAYgQUAAGAYgQUAAGAYgQUAAGAYgQUAAGAYgQUAAGAYgQUAAGDY/wHXs5VSANbHZgAAAABJRU5ErkJggg%3D%3D\"/>\n",
              "        </div>\n",
              "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-674378782250969849\">\n",
              "            \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">1</td>\n",
              "        <td class=\"number\">9</td>\n",
              "        <td class=\"number\">9.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2</td>\n",
              "        <td class=\"number\">5</td>\n",
              "        <td class=\"number\">5.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">72</td>\n",
              "        <td class=\"number\">5</td>\n",
              "        <td class=\"number\">5.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">52</td>\n",
              "        <td class=\"number\">4</td>\n",
              "        <td class=\"number\">4.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">49</td>\n",
              "        <td class=\"number\">4</td>\n",
              "        <td class=\"number\">4.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">10</td>\n",
              "        <td class=\"number\">4</td>\n",
              "        <td class=\"number\">4.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">34</td>\n",
              "        <td class=\"number\">3</td>\n",
              "        <td class=\"number\">3.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">25</td>\n",
              "        <td class=\"number\">3</td>\n",
              "        <td class=\"number\">3.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">46</td>\n",
              "        <td class=\"number\">3</td>\n",
              "        <td class=\"number\">3.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">47</td>\n",
              "        <td class=\"number\">3</td>\n",
              "        <td class=\"number\">3.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"other\">\n",
              "        <td class=\"fillremaining\">Other values (36)</td>\n",
              "        <td class=\"number\">57</td>\n",
              "        <td class=\"number\">57.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "        </div>\n",
              "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-674378782250969849\">\n",
              "            <p class=\"h4\">Minimum 5 values</p>\n",
              "            \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">1</td>\n",
              "        <td class=\"number\">9</td>\n",
              "        <td class=\"number\">9.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2</td>\n",
              "        <td class=\"number\">5</td>\n",
              "        <td class=\"number\">5.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:56%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">3</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">2.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:23%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">5</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">2.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:23%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">7</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:12%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "            <p class=\"h4\">Maximum 5 values</p>\n",
              "            \n",
              "<table class=\"freq table table-hover\">\n",
              "    <thead>\n",
              "    <tr>\n",
              "        <td class=\"fillremaining\">Value</td>\n",
              "        <td class=\"number\">Count</td>\n",
              "        <td class=\"number\">Frequency (%)</td>\n",
              "        <td style=\"min-width:200px\">&nbsp;</td>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tr class=\"\">\n",
              "        <td class=\"fillremaining\">66</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">2.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:40%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">69</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">2.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:40%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">70</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:20%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">71</td>\n",
              "        <td class=\"number\">3</td>\n",
              "        <td class=\"number\">3.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:60%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">72</td>\n",
              "        <td class=\"number\">5</td>\n",
              "        <td class=\"number\">5.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "        </div>\n",
              "    </div>\n",
              "</div>\n",
              "</div>\n",
              "    <div class=\"row headerrow highlight\">\n",
              "        <h1>Correlations</h1>\n",
              "    </div>\n",
              "    <div class=\"row variablerow\">\n",
              "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAApUAAAJKCAYAAAB9Ob5dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%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%2BafLBEAkA%2BuqQRwx3nwwQc1YsQISdInn3yiS5cuObgiAADXVAK4Iz388MN67bXXlJGRoV9%2B%2BUXh4eF2y7dt26alS5dq9%2B7dslgs8vHxUY0aNfTYY4%2BpQ4cO%2Be7TYrFo4cKF%2Buqrr3T48GFlZWXJz89PderUUd%2B%2BfdWoUaM820REROj48eOaP3%2B%2BLl26pGnTpuno0aNatGiR6tevL0nav3%2B/FixYoB07duj06dMqUqSIAgMDdd999%2BnJJ5/M9zrSCxcuaPHixdq8ebMOHz6s7OxslSlTRvXq1VOfPn0UFhZmt/6xY8fUunVrSdKePXuUmJioOXPmaNeuXbJYLAoMDFTr1q0VHR2t4sWL39KcA8DfIakEcEcqWbKk7fvz58/bLZs2bZr69OmjTZs2ycfHR40aNZK/v7%2B2bdumkSNHavjw4bpy5YrdNikpKercubPee%2B89JSUlqVatWmrcuLE8PT31xRdfqHfv3lq%2BfPl160lKSlJ0dLQ8PDzUuHFjFS1aVJL0448/6rHHHtPnn3%2BuS5cuqX79%2BgoPD1daWpo%2B%2B%2BwzPfHEE9q2bZvdvo4fP65HH31UM2bM0MGDB1WjRg01btxYVqtVa9eu1RNPPKFly5Zdt5adO3eqR48eio%2BPV40aNVS5cmUdP35cS5Ys0dChQws8xwBwU6wA4ESqV69urV69unXTpk1/u15iYqJt3T179tjGN27caK1evbq1YcOG1h9%2B%2BMFumx9//NHatGlTa/Xq1a0LFy60WzZx4kRr9erVrZGRkdYzZ87Yxi9fvmx9/fXXrdWrV7fWr1/fmpaWZrddq1atrNWrV7dGRERY58yZk6fOLl26WKtXr2598803rVeuXLHb77Rp06zVq1e3tm/f3m6bHj16WKtXr27t3Lmz9fTp07bxK1euWGfMmGGtXr26NTQ01JqUlGRbdvToUdt8tGzZ0jpv3jxrTk6Obfnnn39uW75v376/m1oAuCUklQDuSBs3bpQk%2Bfn5qWbNmrbxOXPmSJLGjBmj%2B%2B67z26bhg0bavTo0ZKkxYsX2y0LDAxUu3btNGTIEJUuXdo27u7urujoaLm5uenChQvavXt3vvXk5OTomWeeyTO%2Bb98%2BSVLnzp3l5vbnj1x3d3cNGzZMw4YNU8%2BePZWVlSVJ%2Bvnnn7Vjxw5J0uTJkxUYGGjbxs3NTUOGDFHt2rWVlZWlTz/9NN9aqlWrpqefftrucUtRUVHy9/e3HQMAbjeuqQRwx/nqq680d%2B5cSdJTTz2lIkVyf5SdPn1a8fHxkqSHHnoo320ffPBBmUwmnThxQocOHVLlypUlSU8//fR1j1esWDGVLl1aKSkpSklJyXedxo0b2zWNV/n6%2BurMmTNav369nnvuObtlbm5uGjx4sN3YN998Iyn3LvgqVapc9z3Ex8fnOW1%2BVX7XjJpMJgUHB%2Bvs2bNKTU3NdzsAMIKmEoBTmjt3rlasWGE3lpWVpd9%2B%2B01Hjx6VlJv%2BPfXUU7bl%2B/fvt33/wgsvXHffRYoUUXZ2tn777TdbU3l1/1999ZX27t2r5ORknT9/XtY/nrp24cIFSbmJZH6CgoLyHe/du7emTp2q2bNn65tvvlH79u3VpEmT6z7k/eDBg5Jy08brueeeeyTlXseZnwoVKuQ77uXlJUnKzs6%2B7r4B4FbRVAJwSnv27Mkz5u7urlKlSql169bq2rWrHnjgAbvl586ds32/efPmGx7jaqMoSQkJCRo8eLCOHTt2S/X6%2BfnlO371lPjcuXNlNptlNpslSQEBAWrTpo169%2B6t4ODgPDX5%2Bvpe91glSpSQlNscZmZm2m4KuoqHwQNwBJpKAE7p7x5%2Bfj1XryH08PCQ2Wwu8Ec4ZmZm6tlnn9WJEydUqVIlDRo0SE2aNFGpUqXk4eEh6c9HB93o2Pl55pln1K1bN8XFxemrr77Sd999p5SUFH344YeKjY3V5MmT9cgjjxT4fVqv%2BcyK/E65A4Aj0FQC%2BNe4%2Bpih7Oxspaam2m5MuZGvv/5aJ06ckMlk0rx581SxYsU862RmZhqqzdfXV507d1bnzp115coVfffdd5o1a5Z27dqll156SY0bN1apUqVsiedfH5N0ravLihYtSioJwGnwT1wA/xrVq1e3fX/gwIECb/fbb79Jyr0WMb%2BG8siRI/r9998N13eVu7u77r//fi1ZskRBQUFKT0%2B3ne6/ei3ltdeH/tXVZX933SUA/NNoKgH8awQEBKh27dqSpM8%2B%2ByzfdQ4dOqSoqCjbo4ekP69RvN7HPc6aNcv2/V8fmv53fv75Z40dO1YLFizId7mnp6fKlCkj6c8k9Op1ovv378%2B3sczJybE9Tun%2B%2B%2B8vcC0AUNhoKgH8qwwcOFCStHbtWi1atMju%2BsPDhw9r2LBhSkhI0MmTJ23jNWrUkCSdOnVKcXFxtvGMjAxNnDhRZrPZ9jGQ17vjOj/u7u5avny5YmJi9OWXX%2BZZvmnTJu3bt08eHh6qV6%2BeJKlWrVpq3ry5JGns2LE6e/asbf3Lly/r7bffVmJiokqUKKFu3boVuBYAKGxcUwngX%2BXhhx/WM888o3nz5umNN97QkiVLdM899yg1NVX79u3TlStXVKtWLY0cOdK2TXh4uJo3b66tW7dq6NChqlu3rry8vLR3714VKVJECxcu1Lp167Rr1y4tWbJEv/76q5599lk1bNjwb2sJDQ1Vv379tGDBAg0YMEDlypVTxYoV5ebmpmPHjtlOu7/00ksKCAiwbTdp0iT17t1bZrNZERERql69ury8vHTgwAGlpqaqaNGimjp16nUfYwQAjkBTCeBfZ8SIEWratKk%2B%2Bugj7d69W9u2bZOXl5dCQ0PVtm1b9ejRI88NLtOnT9eUKVO0efNm7d27V4GBgYqMjNTAgQNVoUIFlS1bVr/88ot27typAwcOFPjO8jFjxqhhw4ZauXKl9u7dq127duny5csKCAhQ%2B/bt9eSTT9pS0KuCgoK0bNkyLVq0SJs2bdKBAwd0%2BfJlBQUF6eGHH1b//v3zvfYTABzJZL323BAAAABwC7imEgAAAIbRVAIAAMAwmkoAAAAYRlMJAADgpL755hs1bdpU0dHRf7teTk6Opk2bptatW6thw4bq37%2B/jh49altusVg0fPhwNW3aVM2bN9dLL71k%2BJPC/oqmEgAAwAnNnz9fEydOLNDTHpYuXao1a9Zo3rx5%2BuKLL1SpUiUNHjzY9qzecePGKSMjQ2vXrtXy5cuVmJioKVOm3NZ6aSoBAACckJeXl5YtW1agpjI2NlZ9%2BvRRlSpV5OPjo%2BjoaCUmJurnn3/WmTNnFBcXp%2BjoaPn7%2BysoKEiDBg3S8uXLlZ2dfdvq5TmVAAAAhSQ5OVkpKSl2YwEBAQoMDLzhtr169SrQMTIzM3Xw4EHVqlXLNubj46OKFSvKbDbrwoULcnd3V0hIiG157dq1dfHiRSUlJdmNG0FT6aoK%2BOBml1O5snTggFStmnTokKOrcSqXMnmk7fV4ekpZWY6uwvl4bd/q6BKck5eX1KCBtGOHdJ3Pm3dpf3xM6T%2BukH4vxsbEaObMmXZjQ4YM0dChQ2/bMc6dOyer1So/Pz%2B7cT8/P6WmpqpkyZLy8fGx%2B9CGq%2BumpqbetjpoKoFrlSwpubvnfgUKwGT688VHSaBAihTJ/Q%2BmSBGaShfQtWtXRURE2I1d%2B7Gst9PffZ7NP/FZNzSVAAAAboVzm0lgYGCBTnUbUbJkSbm5uclisdiNWywWlS5dWv7%2B/kpLS9OVK1fk7u5uWyZJpUuXvm11cKMOAACAm1vhvP4BXl5eqlatmuLj421j58%2Bf15EjR1SnTh3VrFlTVqtVCQkJtuVms1m%2Bvr6qXLnybauDphIAAOAOc/r0abVp08b2LMru3btryZIlSkxMVFpamqZMmaKaNWsqLCxM/v7%2BioyM1PTp03X27FmdOnVKs2bN0uOPP64iRW7fSWtOfwMAAPxDqeLNCAsLkyRdvnxZkhQXFycpN2XMzs7WoUOHlPXHXYLdunVTSkqKevbsqfT0dDVq1MjuBqEJEybolVdeUevWreXh4aH27dvf8IHqN8tk/Seu3ITz4e7v/IWHSzt3SvXqSbt2Oboap8Ld3/kzmf68%2B5ufpva4%2B/s6vL1zf9bs2iWlpzu6GufjqLu/vbwKZ78udDMWSSUAAIATJpV3GppKAAAAmkrDmEEAAAAYRlIJAABAUmkYMwgAAADDSCoBAABIKg2jqQQAAKCpNIwZBAAAgGEklQAAACSVhjGDAAAAMIykEgAAgKTSMJpKAAAAmkrDmEEAAAAYRlIJAABAUmkYMwgAAADDSCoBAABIKg2jqQQAAKCpNIwZBAAAgGEklQAAACSVhjGDAAAAMIykEgAAgKTSMJpKAAAAmkrDmEEAAAAYRlIJAABAUmkYTSUAAABNpWHMIAAAAAwjqQQAACCpNIwZBAAAgGEklQAAACSVhtFUAgAA0FQaxgwCAADAMJJKAAAAkkrDmEEAAAAYRlIJAABAUmkYTSUAAABNpWHMIAAAAAwjqQQAACCpNIwZBAAAgGEklQAAACSVhtFUAgAA0FQaxgwCAADAMJJKAAAAkkrDaCoBAACc1PHjxzV%2B/Hj9/PPPKl68uNq2basRI0bI7S9NcL9%2B/bR9%2B3a7scuXL2vw4MEaMmSIevbsqZ07d9ptV7lyZa1evfq21UpTCQAA4KRJ5dChQ1W7dm3FxcXp999/14ABA1SmTBn17dvXbr0FCxbY/fn8%2BfNq27atHnroIdvYa6%2B9ps6dOxdarTSVAAAAhdRUJicnKyUlxW4sICBAgYGBN9zWbDYrISFBCxcuVIkSJVSiRAn16dNHixcvztNU/tX06dP10EMPKSQkxFD9N4OmEgAAoJDExsZq5syZdmNDhgzR0KFDb7htfHy8ypUrJz8/P9tY7dq1dejQIaWlpcnHxyff7Q4fPqyVK1cqLi7Obnz9%2BvV6//33dfLkSdWtW1cTJkxQhQoVbuFd5Y%2BmEgAAoJCSyq5duyoiIsJuLCAgoEDbWiwW%2Bfr62o1dbTBTU1Ov21TOmzdPjz32mPz9/W1jVapUUbFixTRlyhTl5ORo4sSJeuqpp7R27Vp5enrezFu6LppKAACAQhIYGFigU93XY7Vab2p9i8WiVatW6X//%2B5/d%2BKuvvmr35wkTJqhRo0b66aef1KRJk1uu71o0lQAAAE54o46/v78sFovdmMVikclkskshr7V582ZVrlxZwcHBf7tvHx8f%2Bfn56fTp07etXuebQQAAgH%2Bam1vhvAwIDQ3VyZMndfbsWduY2WxW1apV5e3tne82mzdvVrNmzezG0tLS9Oqrr9o1kGfPntXZs2dv2HzeDJpKAAAAJ1SrVi2FhYVp6tSpSktLU2JiohYuXKju3btLktq0aaMdO3bYbbNv3z6VL1/ebszHx0c///yzJk6cKIvFonPnzmn8%2BPEKCQlReHj4bauXphIAAMAJk0pJiomJUXJyspo1a6ZevXqpU6dO6tGjhyTp0KFDunjxot36KSkpKlOmTJ79zJo1S1arVZGRkWrZsqWys7M1b968PA9RN4JrKgEAAJxU2bJlNX/%2B/HyX/frrr3nG9u7dm%2B%2B6d999d55HG91uNJUAAABOeKPOnYamEgAAgKbSMGYQAAAAhpFUAgAAkFQaxgwCAADAsH9lU7ly5co8n7NZGPr166fp06ff9DIAAOBknPSRQncSh53%2Bzs7O1pw5c7Ru3TqdPn1aJpNJoaGheu6559SgQQND%2B%2B7UqZM6depkaB%2BXLl3SBx98oDVr1ujEiRMqVqyYwsLCNGDAAFt9CxYssK1vsVi0adMmdenSJc8yAADg5FysASwMDpvBN998U1u2bFFMTIx%2B%2BuknffPNN2ratKn69euno0ePOqosSdLly5f19NNPa8uWLZo8ebJ27dqldevWqW7duurTp4%2B%2B/fbbPNt8//33%2Bu9//%2BuAagEAABzPYUnlt99%2Bq8cee0whISGScj9C6Nlnn1W5cuXk6empzMxMTZ48WVu2bJHFYlFYWJheeeUVVa1aVZIUEhKiGTNmaOHChdq3b5%2BCg4P11ltvqVatWlqxYoWmTp1qa/4OHDig1157Tb/88ovc3d3Vpk0bjR07Vl5eXlqxYoUWLFig5s2b69NPP9WGDRv09ddfy2w2Ky4uTqVLl5YklS5dWkOGDJGnp6ftw9179uypunXrqnbt2hoxYoRycnIUFham9evXa%2BzYsapbt65GjhypyMhInThxwvbeL1%2B%2BrAYNGujDDz%2BUJH300UdaunSpTpw4ofLlyys6OloPPvig7RjNmjVTYmKiNm/eLG9vb40cOVJRUVH/zF8UAACugKTSMIc1lZUrV9bnn3%2Bu5s2bq2bNmrbxjh07SpImTpyoX375RbGxsfLz81NMTIyGDBmi//3vfzKZTJKk999/X2%2B%2B%2BabuuusuDRkyRNOmTcvz1PmsrCz169dPnTp10rx585ScnKyBAwfq3Xff1ejRoyVJycnJ8vLy0vbt2%2BXh4aGNGzeqTZs2tobyWs8880yesUceeUQHDx7UN998o88%2B%2ByzP8g0bNti%2BP336tDp27Gj73M6NGzdq5syZev/991WjRg1t2bJFw4cP18aNG3X33XdLkpYuXapJkyZp0qRJeu%2B99zRhwgS1bdtWHh4eBZrr5ORkpaSk2I0FVK6swJIlC7S9S6lRw/4rbP743w5/cXVemJ98eHs7ugLnVKyY/Vf8KT3d0RXAAIc1lePGjdPzzz%2BvTp06qVy5cqpfv74eeOABPfzwwypSpIhWrFih6dOnKygoSJI0fPhwffTRR9qzZ4/q1q0rSYqKitI999wjSYqIiNAHH3yQ5zhff/21MjIyNHToUHl6eqpChQr6v//7P73//vu2pvLChQt6%2BumnbU3a0aNH1bBhw9v%2Bnq9cuaIRI0YoMjJSbdu2lSQtW7ZMjz/%2BuEJDQyVJDz/8sOrXr6%2B1a9faGtjw8HDdf//9knIb2JkzZyo5OVnlypUr0HFjY2PzfDTTkOee09Dnnrtdb%2B3f5%2BOPHV2B0/F0dAFOroD/xnMt4eGOrsC58Y/XvLZuddyxSSoNc1hTeffdd%2BvTTz/VwYMH9d1332n79u16%2BeWX9e677%2Bqjjz5Senq6Bg0aZEslJSknJ0cnT560NZXly5e3LStWrJguXbqU5zjHjh1TcHCwPD3//JVYsWJFnThxQjk5OZIkX19f%2Bfj42JabTCZduXLltr/nmTNn6ty5c3rppZdsY0eOHNG3336rxYsX28asVqvtNL9k/z6LFi0qScrMzCzwcbt27ZrnbviADh2ka46JP9SokdtQ9ughJSQ4uhqnkvX9TkeX4JRMptyGMjtbslodXY1z8Yzf5egSnFOxYrk/axISpIwMR1eDq2gqDXP4w8%2BrVq2qqlWrqlevXkpJSVGXLl1sieOnn35qS/DyYyrA%2BaasrKwbblukiP00VKxYUQcPHixI%2BQW2bds2LV68WP/973/l5eVlGy9atKhGjBihfv36XXdbN4P/oQcGBiowMNB%2B8NAhQ/v810tIkHbxC/FaNEx/z2pljvLgVObfy8hgjvCv4pC2/NSpU3r11VeVlpZmNx4QEKAaNWooOztbJUuW1K%2B//mq3/NixYzd9rODgYB09etSuuUxKSlL58uWv26xFRkZqw4YN%2BR5v2rRpevPNN2%2BqhrNnz2rUqFEaN26cqlSpYresQoUKed7niRMnZOW3EwAA/xyeU2mYQ96tv7%2B/vvvuO40aNUpJSUnKyclRRkaG1q5dq23btikiIkLdunXTnDlzlJiYqOzsbC1atEiPP/64Mm7yVEGLFi1UpEgRzZo1S1lZWUpKStKSJUv%2B9jmWUVFRatCggXr16qXvv/9eV65c0dmzZxUTE6OPPvrIdj3ktby8vJSSkiKLxWLXwFqtVo0ePVrNmzfXo48%2Bmme7rl27av369fryyy91%2BfJlff/992rfvr1%2B/vnnm3qfAADAAJpKwxxy%2BtvT01MffvihZsyYof79%2B%2Bvs2bNyc3NTzZo1NXXqVN1///267777dP78efXo0UPZ2dmqWbOm5s%2Bfr2I3ebect7e35s2bpzfffFNNmjRRyZIl1alTJw0cOPC627i5uWnu3LmaP3%2B%2BXnnlFZ06dUolSpRQ/fr19emnn6patWp5tnnwwQf18ccfq2XLlnYPPj9x4oS%2B%2BeYbeXh4aN26dXbbmM1mNWvWTGPGjNGECRN05swZlS9fXq%2B%2B%2Bqruvffem3qfAAAAjmSycp7VNfH8k/yFh0s7d0r16nFN5V9cyuRHRX5MJsnTU8rK4prKv/La7sA7eZ2Zt3fuz5pdu7imMj/NmzvmuD17Fs5%2B/3gmtStwrVwWAAAAhcLhd38DAAA4nItd/1gYaCoBAABoKg1jBgEAAGAYSSUAAABJpWHMIAAAAAwjqQQAACCpNIymEgAAgKbSMGYQAAAAhpFUAgAAkFQaxgwCAADAMJJKAAAAkkrDaCoBAABoKg1jBgEAAGAYSSUAAABJpWHMIAAAAAwjqQQAACCpNIymEgAAgKbSMGYQAAAAhpFUAgAAkFQaxgwCAADAMJJKAAAAkkrDaCoBAABoKg1jBgEAAGAYSSUAAABJpWHMIAAAgJM6fvy4nnnmGTVq1EitWrXS22%2B/rZycnDzrzZgxQzVr1lRYWJjd68yZM5KkS5cu6T//%2BY9atGihRo0aadiwYUpNTb2ttdJUAgAAuLkVzsugoUOHKigoSHFxcVq4cKHi4uK0ePHifNeNioqS2Wy2e5UpU0aSNG3aNMXHxys2NlYbNmyQ1WrViy%2B%2BaLi%2Ba3H6GwAAoJBOfycnJyslJcVuLCAgQIGBgTfc1mw2KyEhQQsXLlSJEiVUokQJ9enTR4sXL1bfvn0LXMPly5e1bNkyvfXWW7rrrrskScOHD1e7du10%2BvRpBQUF3dybug6SSgAAgEISGxurzp07271iY2MLtG18fLzKlSsnPz8/21jt2rV16NAhpaWl5Vn/119/Vbdu3VSvXj21a9dOW7dulSQdOXJEFy5cUO3atW3rVqlSRUWLFlV8fLzBd/gnkkoAAIBCSiq7du2qiIgIu7GAgIACbWuxWOTr62s3drXBTE1NlY%2BPj228bNmyCg4O1ogRIxQYGKjY2FgNHDhQq1evlsVikaQ8%2B/L19b2t11XSVAIAABSSwMDAAp3qvh6r1Vqg9bp06aIuXbrY/tynTx%2BtW7dOq1evVosWLW5qX7eKphIAAMAJHynk7%2B9vSxmvslgsMplM8vf3v%2BH25cqVU3Jysm1di8Uib29v2/Jz586pdOnSt61e55tBAACAf5oT3v0dGhqqkydP6uzZs7Yxs9msqlWr2jWHkjR79mxt27bNbiwxMVHBwcEKDg6Wn5%2Bf3fWT%2B/fvV1ZWlkJDQw3VeC2aSgAAACdUq1YthYWFaerUqUpLS1NiYqIWLlyo7t27S5LatGmjHTt2SMpNIcePH6%2BkpCRdunRJCxYs0JEjR/Too4/K3d1dTzzxhN577z2dPHlSqampeuedd/TQQw/ZHjl0O3D6GwAAwAlPf0tSTEyMxo0bp2bNmsnHx0fdunVTjx49JEmHDh3SxYsXJUkjRoyQlHstpcViUdWqVbVo0SKVLVtWkjRs2DClp6crKipKly9fVqtWrfTqq6/e1lpN1sK%2BahPOyWRydAXOKTxc2rlTqldP2rXL0dU4lUuZ/KjIj8kkeXpKWVkSP03teW3f6ugSnJO3d%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%2BuZZ55Ro0aN1KpVK7399tvKycnJd91PPvlEkZGRCg8PV1RUlOLi4mzLXnjhBdWqVUthYWG2V4MGDW5rrSSVAAAATppUDh06VLVr11ZcXJx%2B//13DRgwQGXKlFHfvn3t1tuwYYOmTp2quXPnqk6dOlq5cqWGDx%2Bu//3vfwoODpYkPfvssxo6dGih1eqcMwgAAPBPcnMrlFdycrLi4%2BPtXsnJyQUqyWw2KyEhQSNHjlSJEiVUqVIl9enTR7GxsXnWzczM1PPPP6/69evLw8NDXbp0kbe3t3bv3n27Z%2Bq6SCoBAAAKSWz/N6y0AAAgAElEQVRsrGbOnGk3NmTIkAIlhvHx8SpXrpz8/PxsY7Vr19ahQ4eUlpYmHx8f23hUVJTdtufPn1d6erqCgoJsY99//702b96sw4cPq0qVKnr11VcVGhp6q28tD5pKAACAQjr93bVrV0VERNiNBQQEFGhbi8UiX19fu7GrDWZqaqpdU3ktq9Wql19%2BWXXr1tV9990nSQoODpabm5uee%2B45eXt7a%2BbMmerXr582bNigUqVK3ezbyhdNJQAAQCEJDAxUYGDgLW9vtVpvav3s7Gy98MILOnjwoJYsWWIbHzx4sN16o0aN0tq1axUXF6cuXbrccn3XoqkEAABwwht1/P39ZbFY7MYsFotMJpP8/f3zrJ%2BZmalBgwYpIyNDS5cu/dsE0t3dXXfddVeBr%2B8sCOebQQAAgH9aId2oY0RoaKhOnjyps2fP2sbMZrOqVq0qb29vu3WtVquio6NVpEgRLVq0yK6htFqteuONN5SQkGAby8rK0pEjR2x3ht8ONJUAAABO6OpzJadOnaq0tDQlJiZq4cKF6t69uySpTZs22rFjhyRpzZo1OnjwoN599115eXnZ7cdkMunYsWMaP368Tp8%2BrfT0dE2ZMkUeHh568MEHb1u9nP4GAABwwtPfkhQTE6Nx48apWbNm8vHxUbdu3dSjRw9J0qFDh3Tx4kVJ0vLly3X8%2BHHbjTlXRUVFaeLEiXr99df11ltvqXPnzkpLS1OdOnW0ePFiFS9e/LbVSlMJAADgpE1l2bJlNX/%2B/HyX/frrr7bvFy9e/Lf7KVmypN54443bWttfOecMAgAA4I5CUgkAAOCkSeWdhBkEAACAYSSVAAAAJJWG0VQCAADQVBrGDAIAAMAwkkoAAACSSsOYQQAAABhGUgkAAEBSaRhNJQAAAE2lYcwgAAAADCOpBAAAIKk0jBkEAACAYSSVAAAAJJWG0VQCAADQVBrGDAIAAMAwkkoAAACSSsOYQQAAABhGUgkAAEBSaRhNJQAAAE2lYcwgAAAADCOpBAAAIKk0jBkEAACAYSSVAAAAJJWG0VQCAADQVBrGDAIAAMAwkkoAAACSSsOYQQAAABhGUgkAAEBSaRhNJQAAAE2lYcwgAAAADCOpBAAAIKk0jBkEAACAYSSVAAAAJJWG0VQCAADQVBrGDAIAAMAwkkoAAACSSsOYQQAAABhGUgkAAEBSaRhNJQAAAE2lYcwgAAAADCOpBAAAIKk0jBksgI0bN%2Brw4cOOLgMAABQWN7fCeRl0/PhxPfPMM2rUqJFatWqlt99%2BWzk5Ofmuu2TJEkVGRqpevXrq3r279u7da1t26dIl/ec//1GLFi3UqFEjDRs2TKmpqYbruxZNZQHExMTQVAIAgH/c0KFDFRQUpLi4OC1cuFBxcXFavHhxnvW2bNmiGTNmaPLkyfruu%2B/UqlUrDRw4UBcvXpQkTZs2TfHx8YqNjdWGDRtktVr14osv3tZaOf19Ax07dtSBAwc0aNAgdejQQb1799Ybb7yh%2BPh4FSlSRO3bt9eYMWPk4eGhFStWaNGiRerXr59iYmKUmpqqli1bavLkyfLw8FDPnj1Vt25djRw5UpKUmJiotm3bavPmzSpfvrwiIiLUpUsXLVu2TM2bN9f48eOVkJBw3eMVVHJyslJSUuzG/PwCFBgYeFvn6t/AZLL/imuEhzu6AudUo4b9V/zJx8fRFTin4sXtv%2BJPaWmOO3Yhnf7O73dwQEDBfgebzWYlJCRo4cKFKlGihEqUKKE%2Bffpo8eLF6tu3r926sbGx6ty5s%2BrWrStJeuqpp7RkyRJ98cUXioyM1LJly/TWW2/prrvukiQNHz5c7dq10%2BnTpxUUFHRb3itN5Q2sXr1aISEhmj17tho2bKiHHnpIPXv21Pz583X69GkNGjRIH3zwgQYOHCgpN6beu3ev1q5dq%2BPHj6tz587atGmT2rZtW6DjrVu3TgsWLFCFChWUkZGhp5566m%2BPVxCxsbGaOXOm3djgwUM0bNjQgk%2BEi7mJnt117Nzp6Aqc28cfO7oC3Glq13Z0Bc7niy8cXcFtl9/v4CFDhmjo0Bv/Do6Pj1e5cuXk5%2BdnG6tdu7YOHTqktLQ0%2BVzzD7f4%2BHi7XsPNzU01a9aU2WxWzZo1deHCBdW%2B5r%2B5KlWqqGjRooqPj6epdIQvv/xSVqtVAwYMkCQFBwerf//%2Bmjt3rq3JS09P1/Dhw1W8eHFVq1ZNISEhSkpKKvAx7r//flWsWLHAxyuIrl27KiIiwm7Mzy9AWVkF3oXLMJlyG8rsbMlqdXQ1zsWzcT1Hl%2BCcatTIbSh79JASEhxdjXOZO9fRFTin4sVzG8r4eOmPU5NwPKsK5xRVfr%2BDAwICCrStxWKRr6%2Bv3djVBjM1NdWuqbRYLHbN59V1U1NTZbFYJCnPvnx9fW/rdZU0lTfh6NGj%2Bv333xUWFmYbs1qt8vT0tP25VKlSdn/JxYoVU2ZmZoGPUa5cuZs6XkEEBgbmidkvXaJp%2BjtWK/OTx65djq7AuSUkMEd/5chTmXeCixeZIydynXtfDMvvd/DNsN7EL6MbrXsz%2B7oVNJU3wcvLS9WqVdOaNWuuu47bTVyTkd/dW%2B7u7jd1PAAA8O/k7%2B9vSxmvslgsMplM8vf3txsvVapUvutWq1bNtq7FYpG3t7dt%2Bblz51S6dOnbVi93f9%2BEChUq6OjRo0pPT7eNpaamKq2A/9L09PS0Sy2PHDlSqMcDAAAFk5NTOC8jQkNDdfLkSZ09e9Y2ZjabVbVqVbvm8Oq68fHxtj9fuXJFv/zyi%2BrWravg4GD5%2BfnZLd%2B/f7%2BysrIUGhpqrMhr0FQWgJeXlw4fPqwGDRrI399fb731ltLS0pSSkqLnnntOU6ZMKdB%2BKlWqpG3btuncuXNKSUnRp59%2B%2BrfrN2/e3NDxAADAnatWrVoKCwvT1KlTlZaWpsTERC1cuFDdu3eXJLVp00Y7duyQJHXv3l0rV67U7t27lZGRoTlz5sjT01MtW7aUu7u7nnjiCb333ns6efKkUlNT9c477%2Bihhx5SmTJlblu9NJUF0K1bN02ePFmjR4/W7NmzlZSUpGbNmqlTp06qVKmSxowZU6D99O/fXyVKlFCLFi3Ur18/9e7d%2B2/X9/DwMHQ8AABQMM6YVEq5z8pOTk5Ws2bN1KtXL3Xq1Ek9evSQJB06dMj2HMoWLVro%2Beef1/Dhw3Xffffpu%2B%2B%2B07x581S0aFFJ0rBhw1S3bl1FRUWpdevW8vb21uuvv268wGuYrIV91Sac0qVLjq7AOZlMkqenlJXFjTp/5VWUh3fmKzw893FL9epxo85fbdni6Aqck4%2BP1LChtH07N%2Brkp1Urhxw2I6Nw9lusWOHs1xmRVAIAAMAw7v4GAAAur7AeKeRKSCoBAABgGEklAABweSSVxtFUAgAAl0dTaRynvwEAAGAYSSUAAHB5JJXGkVQCAADAMJJKAADg8kgqjaOpBAAALo%2Bm0jhOfwMAAMAwkkoAAODySCqNI6kEAACAYSSVAADA5ZFUGkdTCQAAXB5NpXGc/gYAAIBhJJUAAMDlkVQaR1IJAAAAw0gqAQCAyyOpNI6mEgAAuDyaSuM4/Q0AAADDSCoBAIDLI6k0jqQSAAAAhpFUAgAAl0dSaRxNJQAAcHk0lcZx%2BhsAAACGkVQCAACXR1JpHEklAAAADCOpBAAALo%2Bk0jiaSgAA4PJoKo3j9DcAAAAMI6kEAAAuj6TSOJpKAADg8mgqjeP0NwAAAAwjqQQAAC6PpNI4kkoAAAAYRlIJAABcHkmlcTSVAADA5dFUGsfpbwAAABhGUgkAAFweSaVxJJUAAAAwjKQSAAC4PJJK40gqAQCAy8vJKZxXYbJYLBo%2BfLiaNm2q5s2b66WXXlJmZuZ119%2B4caM6duyo8PBwRUZG6rPPPrMtmzFjhmrWrKmwsDC715kzZwpcD00lAADAHWjcuHHKyMjQ2rVrtXz5ciUmJmrKlCn5rrtnzx6NHDlSw4YN0/bt2zV27FhNmDBBO3bssK0TFRUls9ls9ypTpkyB6%2BH0NwAAcHmFlSomJycrJSXFbiwgIECBgYGG9nvmzBnFxcXp888/l7%2B/vyRp0KBBeu655zRmzBh5eHjYrW%2BxWDRgwAA9%2BOCDkqQHHnhA1atX144dO9SgQQNDtVxFUwkAAFBIYmNjNXPmTLuxIUOGaOjQoYb2u2/fPrm7uyskJMQ2Vrt2bV28eFFJSUl245LUokULtWjRwvbny5cvKyUlRUFBQbaxX3/9Vd26ddP%2B/ft111136cUXX1Tz5s0LXBNNJQAAcHmFlVR27dpVERERdmMBAQGG92uxWOTj4yOTyWQb8/PzkySlpqbecPspU6aoePHiatu2rSSpbNmyCg4O1ogRIxQYGKjY2FgNHDhQq1ev1j333FOgmmgqAQCAyyuspjIwMPCWT3WvWrVKo0ePzndZdHS0rFbrTe/TarVqypQpWrt2rZYsWSIvLy9JUpcuXdSlSxfben369NG6deu0evVqDR8%2BvED7pqkEAABwQlFRUYqKisp32bfffqu0tDRduXJF7u7uknLTS0kqXbp0vtvk5OToxRdf1J49e/TJJ58oODj4b49frlw5JScnF7he7v4GAAAu7057pFDNmjVltVqVkJBgGzObzfL19VXlypXz3WbSpEk6cOBAvg3l7NmztW3bNruxxMTEGzae16KpBAAAuMP4%2B/srMjJS06dP19mzZ3Xq1CnNmjVLjz/%2BuIoUyT0R3bt3b61fv16S9NNPP2n16tWaN2%2BeSpYsmWd/FotF48ePV1JSki5duqQFCxboyJEjevTRRwtcE6e/AQCAy7sTP1FnwoQJeuWVV9S6dWt5eHioffv2io6Oti0/evSozp07J0lavny5Lly4oFatWtnto2HDhlqwYIFGjBghKfdaSovFoqpVq2rRokUqW7ZsgesxWW/lKk/c8S5dcnQFzslkkjw9pawsif8z7HkVNd14JVcUHi7t3CnVqyft2uXoapzLli2OrsA5%2BfhIDRtK27dLaWmOrsb5/KXp%2Baf873%2BFs99HHimc/TojTn8DAADAME5/AwAAl3cnnv52NiSVAAAAMIykEgAAuDySSuNoKgEAgMujqTSO098AAAAwjKQSAAC4PJJK40gqAQAAYBhJJQAAcHkklcbRVLoor%2B1bHV2Cc/L2lsLD5Rm/S0pPd3Q1zoVPR8mfj0/u17lz%2BXSUv4qIcHQFzunqpzANGMCnMOXHQR9nRlNpHKe/AQAAYBhJJQAAcHkklcaRVAIAAMAwkkoAAODySCqNo6kEAAAuj6bSOE5/AwAAwDCSSgAA4PJIKo0jqQQAAIBhJJUAAMDlkVQaR1MJAABcHk2lcZz%2BBgAAgGEklQAAwOWRVBpHUgkAAADDSCoBAIDLI6k0jqYSAAC4PJpK4zj9DQAAAMNIKgEAgMsjqTSOphIAALg8mkrjOP0NAAAAw0gqAQCAyyOpNI6kEgAAAIaRVAIAAJdHUmkcTSUAAHB5NJXGcfobAAAAhpFUAgAAl0dSaRxJJQAAAAwjqQQAAC6PpNI4mkoAAODyaCqN4/Q3AAAADCOpBAAALo%2Bk0jiSSgAAABhGUwkAAFxeTk7hvAqTxWLR8OHD1bRpUzVv3lwvvfSSMjMz8113xYoVqlGjhsLCwuxee/bs%2BeP952jatGlq3bq1GjZsqP79%2B%2Bvo0aM3VQ9NJQAAcHl3YlM5btw4ZWRkaO3atVq%2BfLkSExM1ZcqU667fsGFDmc1mu1edOnUkSUuXLtWaNWs0b948ffHFF6pUqZIGDx4sq9Va4HpoKgEAAO4wZ86cUVxcnKKjo%2BXv76%2BgoCANGjRIy5cvV3Z29k3vLzY2Vn369FGVKlXk4%2BOj6OhoJSYm6ueffy7wPrhRBwAAuLzCShWTk5OVkpJiNxYQEKDAwEBD%2B923b5/c3d0VEhJiG6tdu7YuXryopKQku/GrTp48qb59%2B2rv3r3y9fXVsGHDFBUVpczMTB08eFC1atWyrevj46OKFSvKbDbr3nvvLVBNNJUAAACFJDY2VjNnzrQbGzJkiIYOHWpovxaLRT4%2BPjKZTLYxPz8/SVJqamqe9f39/VWpUiU9//zzqlq1qjZt2qTRo0crMDBQ99xzj6xWq237a/eX376uh6YSAAC4vMJKKrt27aqIiAi7sYCAgAJtu2rVKo0ePTrfZdHR0Td1vWPLli3VsmVL25/btWunTZs2acWKFRo5cqQk3dT%2B8kNTCQAAXF5hNZWBgYG3fKo7KipKUVFR%2BS779ttvlZaWpitXrsjd3V1SbnopSaVLly7Q/suVK6e9e/eqZMmScnNzs21/lcViKfC%2BJG7UAQAAuOPUrFlTVqtVCQkJtjGz2SxfX19Vrlw5z/qffPKJ1q9fbzeWmJio4OBgeXl5qVq1aoqPj7ctO3/%2BvI4cOWK7O7wgaCoBAIDLu9MeKeTv76/IyEhNnz5dZ8%2Be1alTpzRr1iw9/vjjKlIk90R07969bY1kVlaWXnvtNZnNZmVnZ2vt2rX6%2Buuv1a1bN0lS9%2B7dtWTJEiUmJiotLU1TpkxRzZo1FRYWVuCaOP0NAABwB5owYYJeeeUVtW7dWh4eHmrfvr2io6Nty48ePapz585Jknr16qX09HQ999xzSklJUfny5TVr1iyFhoZKkrp166aUlBT17NlT6enpatSoUZ4bjG7EZDV6VSbuTFu3OroC5%2BTtLYWHS7t2Senpjq7GudzCc89cgo%2BP1LChtH27lJbm6Gqcy19uTsAfwsOlnTulevVyf9bAnoPakhdfLJz9vvFG4ezXGZFUAgAAl1fYn37jCrimEgAAAIaRVAIAAJdHUmkcSSUAAAAMI6kEAAAuj6TSOJpKAADg8mgqjeP0NwAAAAwjqQQAAC6PpNI4kkoAAAAYRlIJAABcHkmlcTSVAADA5dFUGsfpbwAAABhGUgkAAFweSaVxJJUAAAAwjKQSAAC4PJJK42gqAQCAy6OpNI7T3wAAADCMpBIAALg8kkrjaCoBAIDLo6k0jtPfAAAAMIykEgAAuDySSuNIKgEAAGAYSSUAAHB5JJXG0VQCAACXR1NpnNOf/j527JhCQkKUmJiY7/IZM2boiSeeuG3H%2B%2BGHHxQSEqJLly7dtn0CAAD8291UUxkREaF7771X6enpeZYtWrRIISEhWrFiheGiNm7cqMOHDxveT362bt2qPn36qH79%2BgoPD1eHDh20cOFC5fBPFAAAXFZOTuG8XMlNJ5XFixdXXFxcnvE1a9bI39//thQVExNTKE3lf//7Xw0dOlQdO3bU1q1b9f3332v06NFavHixXnzxxdt%2BPAAAAFdx09dUPvDAA1q9erWioqJsY4cPH1ZqaqqqVq1qG/v000%2B1ePFinThxQnfddZeGDRumtm3bSpJ69uypZs2aKTExUZs3b5a3t7dGjhypqKgodezYUQcOHNCgQYPUoUMHDR48WJJ06NAhjR49Wvv371etWrX07rvvqmzZsrbjZWRkqFmzZpoyZYoiIiJs471791bdunX11FNPadKkSRo5cqQ6d%2B5sW37//fcrJiZGq1atUlZWlm38p59%2B0uuvv67Dhw%2BrSZMmeuedd1SiRAlZrVZNnTpVa9as0fnz51WpUiWNHTtWDRs2tL23OnXq6Ouvv9Zdd92lefPmac%2BePRo1apROnTqlJk2aqHnz5lqwYIG2bNkiSdq2bZumT5%2Bu/fv3y8fHR926dbN73%2BPHj9fevXtlMpnUqFEjvfbaaypVqlSB/86Sk5OVkpJiNxZw8aICAwIKvA%2BXUayY/Vf86fJlR1fgnIoXt/%2BKP4WHO7oC51Sjhv1X/GnXLocd2tVSxcJw001lRESERo0apTNnzqhMmTKSclPKyMhI7d27V5K0ZcsWvf3225o7d67q1q2rTZs2adSoUapSpYpCQkIkSUuXLtWkSZM0adIkvffee5owYYLatm2r1atXKyQkRLNnz1aLFi107NgxSbkp45w5c1SkSBH17NlT77//vl5%2B%2BWVbXcWKFVNkZKTWrFljaypTU1O1fft2jRs3Tlu3btXly5fVpUuXPO%2BpTp06qlOnjt3Y2rVr9cknn%2BjcuXN64okntGzZMvXt21erVq3SypUrtWzZMgUEBGjOnDkaNmyYtm7dKnd3d0nSunXrFBMTo7CwMGVlZWngwIHq2LGjhg8frh9%2B%2BEFjx46Vl5eXJOnUqVMaNGiQXnnlFXXo0EEHDx7UU089pQoVKqhDhw567bXXVK9ePb3//vtKT0/XmDFjNGfOHI0dO7bAf2exsbGaOXOm3diQwYM19OGHC7wPl8MPe9ys2rUdXYHz2bnT0RU4t48/dnQFzsdkctihaSqNu%2Bmm0tfXV82bN9f69evVq1cvSblN1DvvvGNrKpctW6b27durQYMGkqS2bdtqwYIF2rBhg62pDA8P1/333y9JeuSRRzRz5kwlJyerXLly%2BR63R48eCgwMlCQ1adJEhw4dyrNOVFSUBgwYoLS0NPn4%2BGjz5s2qXr26qlatqi1btqhcuXLy9PQs0Pvs16%2BffH195evrq3vvvdd2vA4dOqh169YqUaKEJKldu3aaMWOGTpw4oeDgYEn2TarZbNbZs2f17LPPqmjRonrggQfUuHFj7frjX2Nr165VtWrV1KlTJ0lSSEiIunXrplWrVqlDhw46f/68ihYtqiJFisjPz0%2BzZ8%2BWm9vNXbXQtWtXu/RWkgKOH3fovwidVrFiuQ1lQoKUkeHoapwLSWX%2BihfPbSjj46WLFx1djXMZMMDRFTinGjVyG8oePXJ/1gD/Erf0SKFOnTrpvffeU69evfTLL7/Izc1NNWvWtC0/duyYGjdubLdNxYoVdfz4cdufy5cvb/u%2BaNGikqTMzMzrHvOv6197qvqqRo0ayd/fX3FxcerUqZM2bdqkDh062JbfzM041zteRkaGJk2apK%2B//lrnzp2zrXNtPdc2xikpKfLx8ZGfn59tLCwszNZUHjlyRGazWWFhYbblVqtVlStXliQNGTJEo0aN0sqVK9W8eXO1b98%2BT6p6I4GBgbaG3CY1Vcrnhiv8ISOD%2Bfmr7GxHV%2BDcLl6U0tIcXYVz4R%2Bufy8hgTlyIiSVxt3SI4VatGiho0eP6rffftOaNWvsGjdJ%2BTZ8kmS6Jta%2B2bStIEwmkzp27Kg1a9YoLS1NP/zwg9q3by9JqlSpko4fP66LBUwSTNeJ4MePH6/4%2BHgtXbpUZrNZ69evz7PO1dPgUm4jW6SIfe9%2B7b6vppdms9n22rt3r9asWSNJatmypb788ksNGTJEv//%2Bu5588kl99NFHBXoPAAAA/5Rb6uw8PT31yCOPaMOGDdqwYYOtcbuqQoUKSkpKshtLSkqynR4uTFFRUfrhhx%2B0YsUK1a1bV0FBQZKkpk2bqmjRolqyZEmebfbv36%2B2bdvq/PnzN9z/nj171LFjR1WqVEkmk0nx8fF/u37p0qV17tw5pV2TYJjNZtv3FSpU0P79%2B2W1Wm1jKSkptsY8NTVV3t7eatu2raZOnarx48crNjb2hnUCAICC45FCxt1yXNipUyfFxsYqKCjI7lSxlNvYrVmzRrt371Z2drZWrFihAwcOqF27dgXat5eXlw4fPmzXiBXUPffco5o1a%2Brdd9%2B1S1B9fHw0duxYzZgxQ3PnzlVaWpqysrL01Vdf6emnn1arVq3k6%2Bt7w/2XL19eZrNZWVlZ2r17t9atWycp9w7r/ISGhqpYsWKaP3%2B%2BsrKy9PXXX%2BvHH3%2B0LW/Xrp0sFotmz56tzMxMHT16VP369dPixYuVmZmpyMhIrVq1SpcvX1ZmZqbi4%2BNVoUKFm54XAABwfTSVxt1yU3nvvffKw8Mjz6lvKbdRGjBggEaPHq1GjRrp448/1oIFC1SpUqUC7btbt26aPHmyRo0adUu1derUSVlZWYqMjLQbf%2ByxxzRnzhxt3bpVLVq0UJMmTRQTE6Po6OgCH2vEiBFKTEzUfffdp2nTpmncuHF66KGHNGjQoHxTS29vb02fPl0rV65Uo0aNtGrVKvXp08d2CrxUqVKaPXu2Nm/erIYNG%2BrJJ59Uq1at1K9fPxUtWlTvvvuuFi1apAYNGqhly5Y6deqU/vOf/9zSvAAAABQWk/Xa867/EjExMTp69KjefvttR5ciSbpy5YqkP6%2B1jImJ0ffff6%2BPHfk4ia1bHXdsZ%2BbtnftsvV27uFHnr7hRJ38%2BPlLDhtL27dyo81d/eeoE/hAenvu4pXr1uFEnPw5qS/LJyG6LP26RcAlO/9nfN2v37t368MMP1b9/f0eXIin3Tu42bdpo2rRpys7O1uHDh7Vy5Uo98MADji4NAADgtrmlRwo5q/79%2B%2BvXX3/VmDFjVMNJHl5tMpk0bdo0vf7667rvvvtUokQJRUZGqm/fvo4uDQAA/MHVrn8sDP%2BqpvKDDz5wdAn5Cg0N1SeffOLoMgAAwHXQVBr3rzv9DQAAgH/evyqpBAAAuBUklcaRVAIAAMAwkkoAAODy7sSk0mKx6NVXX9WPP/4oNzc3PfDAAxo3bpyKFi2aZ92XX35Zq1atshu7cuWKoqKi9MYbb%2BiFF17Q6tWr7T5q2svLSzt27ChwPSSVAADA5d2Jn6gzbtw4ZWRkaO3atVq%2BfLkSExM1ZcqUfNedOHGizGaz7bVr1y7dc889atOmjW2dZ5991m6dm2koJZpKAACAO86ZM2cUFxen6Oho%2Bfv7KygoSIMGDdLy5cuVXYAPq1i8eLHuvvvu2/rcbE5/A/j/9u48qspq/%2BP456AIDjmmpIjmNWdNscE008SJJDjq1azbupJKmopWdEPL6tpIAw6RU63ypllL0lugwHXCLOk6gF1nbMAJJIWFooLgwQO/P1rxE8Gyzjk8wPN%2BrdXKs/cDfP44yvd89/PsDQCm56quYlZWlrKzs8uMNW/eXC1atHDo%2B6ampqpWrVrq1KlT6Vi3bt106dIlHT16tMz4tS5cuKBly5aVO9lv586dSkxM1IkTJ9S%2BfXvNnXJQPQwAABzrSURBVDtX3bt3v%2BFMFJUAAAAuEh0drUWLFpUZCw0N1YwZMxz6vrm5uWrQoIEsFkvpWKNGjSRJ586d%2B82vXbVqle666y516NChdMzHx0dubm568sknVb9%2BfS1atEgTJ07Uxo0b1aRJkxvKRFEJAABMz1WdynHjxsnPz6/MWPPmzW/oa2NjYxUeHl7h3NNPP62SP3FOut1u16effqp58%2BaVGZ8%2BfXqZ188%2B%2B6zi4uK0ZcsWjR079oa%2BN0UlAAAwPVcVlS1atPjTS91Wq1VWq7XCuW%2B//VZ5eXmy2%2B2lT2zn5uZKkpo1a3bd75mcnCybzaY777zzN392rVq11LJlS2VlZd1wXh7UAQAAqGa6dOmikpISHTlypHTswIEDatiwodq1a3fdr0tMTNQ999yj2rX/v69YUlKiiIiIMt/LZrPp5MmT8vHxueFMFJUAAMD0qtuWQk2bNtXw4cO1cOFCnT17VqdPn9bixYs1ZsyY0oIxODhYCQkJZb4uNTVVrVu3LjNmsViUkZGhl19%2BWWfOnFF%2Bfr4iIyPl7u6uIUOG3HAmikoAAIBq6JVXXtFNN92kwYMHKygoSLfffruefvrp0vn09HSdP3%2B%2BzNdkZ2fr5ptvLve9Xn/9dd16660aPXq0%2BvXrp9TUVK1YsUL16tW74TzcUwkAAEyvOp6oc9NNN2n%2B/PnXnd%2B6dWu5sY0bN1Z4bePGjRUREeFQHopKAABgetWxqKxqWP4GAACAw%2BhUAgAA06NT6Tg6lQAAAHAYnUoAAGB6dCodR1EJAABMj6LScSx/AwAAwGF0KgEAgOnRqXQcRSUAADA9ikrHsfwNAAAAh9GpBAAApken0nF0KgEAAOAwOpUAAMD06FQ6jqISAACYHkWl41j%2BBgAAgMPoVAIAANOjU%2Bk4OpUAAABwGJ1KAABgenQqHUdRCQAATI%2Bi0nEsfwMAAMBhdCoBAIDp0al0HJ1KAAAAOIxOJQAAMD06lY6jqAQAAKZHUek4lr8BAADgMDqVAADA9OhUOo5OJQAAABxGpxIAAJgenUrHUVQCAADTo6h0HMvfAAAAcBidSgAAYHp0Kh1HpxIAAAAOo1MJAABMj06l4ygqAQCA6VFUOo7lbwAAADiMTiUAADA9OpWOo1MJAAAAh9GpBAAApken0nEUlQAAwPQoKh3H8jcAAAAcRqcSAACYHp1Kx9GpBAAAgMMoKgEAgOkVF7vmP1c7cOCAhg4dqoceeuh3r125cqWGDx%2Bu3r1765FHHtHBgwdL5y5fvqyXXnpJAwYMUJ8%2BfTRz5kydO3fuD2WhqAQAAKZXHYvKdevWacaMGWrbtu3vXrt161a99957evvtt/Xf//5XgwYN0hNPPKFLly5JkhYsWKBDhw4pOjpaGzduVElJiZ577rk/lIeiEgAAoBq6fPmyoqOj1bNnz9%2B9Njo6WqNHj1bPnj3l6empkJAQSdJXX32lK1euaO3atZo2bZpatmypxo0b66mnntK2bdt05syZG87DgzoAAMD0XNVVzMrKUnZ2dpmx5s2bq0WLFg5/77Fjx97wtYcOHdKIESNKX7u5ualLly46cOCAunTpoosXL6pbt26l8%2B3bt5enp6cOHTokLy%2BvG/oZFJVm1b%2B/0QmqpKysLEW/957GjRvnlL/wqPl4z/yGkhKjE1RJpe%2BZDRt4z1Qhrnq7vvdetBYtWlRmLDQ0VDNmzHDND7yO3NxcNWrUqMxYo0aNdO7cOeXm5kqSGjZsWGa%2BYcOGf%2Bi%2BSopK4CrZ2dlatGiR/Pz8%2BMceN4T3DP4o3jPmMm7cOPn5%2BZUZa968%2BQ19bWxsrMLDwyuci4iI0OjRo/9QlpLfqZx/b/73UFQCAAC4SIsWLf70hwer1Sqr1eqUHE2aNCntSP4qNzdXHTp0UNOmTUtf169fv3T%2B/Pnzatas2Q3/DB7UAQAAqOG6d%2B%2BuQ4cOlb622%2B06fPiwevbsKR8fHzVq1KjM/A8//CCbzabu3bvf8M%2BgqAQAAKiB/P39lZKSIkl65JFHFBMTo71796qgoEBLly5VnTp1dP/996tWrVp66KGHtGzZMv388886d%2B6c5s%2Bfr6FDh%2Brmm2%2B%2B4Z/H8jdwlebNmys0NPSG73cBeM/gj%2BI9A2cZPny4MjMzZbfbVVxcrB49ekiSNmzYIG9vbx07dqx0H8oBAwYoLCxMTz31lHJyctSjRw998MEH8vT0lCTNnDlT%2Bfn5slqtunLligYNGqS5c%2Bf%2BoTyWEkfvygQAAIDpsfwNAAAAh1FUAgAAwGEUlQAAAHAYRSUAAAAcRlEJAAAAh1FUAgAAwGEUlQAAAHAYRSUAAAAcRlEJAAAAh1FUAgAAwGGc/Q3Ts9vtysrKUmFhYbm5du3aGZAIAIDqh6ISprZu3Tq9%2BuqrysvLkySVlJTIYrGU/j81NdXghKhq7Ha7PvroI8XExCg7O1vJycnKz8/XvHnzNGvWLHl4eBgdEQAMwfI3TG3evHkKDg5WXFyctmzZosTExDL/B6715ptvKj4%2BXlOmTNHly5clSUVFRUpLS1NERITB6VBV5ebm6s033yx9/emnnyooKEgzZsxQVlaWgckA57GUlJSUGB0CMModd9yh3bt3q1atWkZHQTXRr18/rVmzRt7e3urZs6f27dsnScrOztaoUaOUlJRkcEJURTNmzJDdbteSJUt04MAB/f3vf9fcuXN18OBBZWVlKSoqyuiIgMNY/oapDR48WLt27VK/fv2MjoJqoqioSLfccku58bp16yo/P9%2BARKgOdu/eXbr6ERcXpyFDhmjkyJHy9/eXn5%2BfwekA56CohKm1b99ezz33nHx9fdW6dWu5uZW9IyQsLMygZKiqunXrpuXLl%2Bvxxx8vHSsoKFBkZKS6d%2B9uYDJUZcXFxWrQoIEk6dtvv9X06dMlSe7u7iooKDAyGuA0FJUwtaSkJLVp00Y5OTnKyckpM2exWAxKhaps9uzZCgkJ0YoVK2Sz2RQUFKT09HQ1bdpUS5YsMToeqqju3btr8eLF8vDwUFZWlu6//35JUkJCArtMoMbgnkoA%2BIMKCwu1bds2nTx5Up6enmrTpo369%2B%2Bv2rX5nI6KHT9%2BXK%2B%2B%2BqouXLig0NBQDRw4ULm5uRo%2BfLiioqLUp08foyMCDqOohOmdPn1acXFxOnPmjObMmSNJ2r9/v26//XaDk6Eqevnll/XPf/7T6BioIS5fvsw2VKgx2FIIppaYmKhhw4YpKSlJq1evliT9/PPPmjBhguLj4w1Oh6po%2B/btSk9PNzoGqqH4%2BHhNnjxZI0eOlCTZbDatWrVK9HZQU7BWA1NbuHCh5s%2BfryFDhpR2Jlu2bKnFixfrtddeU0BAgMEJUdWMGTNG06ZN04ABA9SqVatyS97jxo0zKBmqsiVLlig6Olrjxo3TsmXLJEkXLlxQTEyMLl68qKeeesrghIDjWP6GqfXq1Uvfffed3Nzcyuw5aLfbdccdd2jv3r0GJ0RV81vbv1gsFiUmJlZiGlQXAwcO1IcffqgOHTqU%2BbcmPT1d48eP11dffWVwQsBxdCphaq1atdL333%2BvLl26lBlPSkpSs2bNDEqFqmzr1q1GR0A1dPHiRXXo0KHceIsWLXT27FkDEgHOR1EJU/vb3/6mSZMmacyYMbLb7fr444/1/fffKyEhQeHh4UbHQxWUmZn5m/OtWrWqpCSoTjp27Kh169YpKCiozPjy5cvVvn17g1IBzsXyN0xv06ZN%2Bve//126PYyPj48efvhhTtlBhTp37vybe5impqZWYhpUFzt27ND06dPVsWNH7d%2B/XwMHDtQPP/yg8%2BfPa8mSJbr77ruNjgg4jKISAP6Ao0ePlnldXFysEydOKDo6Wo899hgfRnBdv25flp6eXrq/aUBAgBo3bmx0NMApKCphasHBwXrkkUfk7%2B9fbu7qm%2BmB35Odna2QkBDFxsYaHQUADME9lTC15ORk/fDDD9q5c6eef/551alTp3SOz1v4Izw8PHTy5EmjY6CK8vPzu%2B5tE25ubvLy8tLAgQP12GOPyd3dvZLTAc5BUQlTc3d3V0xMjJ555hmNHTtW7777rm699VZJnP2Nis2fP7/cWEFBgXbu3FluFwHgV5MmTdLSpUvVp08f9ejRQ25ubtq/f7%2BSk5M1YcIEXbx4UatXr1ZOTo5mz55tdFzgT6GohOl5eXlp5cqVeu%2B99zRmzBi9%2BOKLslqtdCpRof/973/lxjw8PNSnTx9NmjTJgESoDr799lu9/vrrGjhwYJnxb775RuvXr9c777yjoKAgBQcHU1Si2uKeSpjatfdN7tixQ%2BHh4erfv7/i4%2BO1f/9%2BA9MBqCl8fX21a9euMrfYSL8c1di3b1/t2bNHV65cUZ8%2BfbRnzx6DUgKOoVMJU2vZsmWZ13379lVsbKzCw8Nls9kMSoWqzG63a/PmzUpLS9Ply5fLzYeFhRmQClWdl5eXFi5cqKlTp%2Bqmm26SJF26dEkffPCBGjZsqJKSEr377rvq1KmTwUmBP49OJXAdmZmZbGSNcsLCwrRlyxZ16tRJnp6eZeYsFotWrlxpUDJUZfv379fUqVN17tw5NWjQQLVr19b58%2BdVt25dLVy4UP369ZO/v78WLlyorl27Gh0X%2BFMoKmE6UVFRmjlzpqSKH7q4Gl0nXKt37976/PPPddtttxkdBdWMzWbTwYMHlZ2dreLiYjVr1kzdu3dXvXr1jI4GOAXL3zCdq%2B%2BhrOihi1/x9Dcq0rhxY7Vu3droGKhmnnjiCS1btky9e/c2OgrgMnQqYWoZGRkVFgg2m02HDx9Wr169DEiFqiwmJkaHDh1SWFiY6tata3QcVBNBQUF644031L17d6OjAC5DUQlTu96pOefPn9f999//m51MmJPVatWpU6d06dIlNWnSpFxHOykpyaBkqMoiIyOVkJCg22%2B/Xa1atVLt2mUXCrnVBjUBy98wpTVr1mjt2rWy2Wx6%2BOGHy81nZWVxHi8q9NhjjxkdAdXQvn375O3trZycHOXk5JSZ41Yb1BR0KmFK58%2Bf144dO/TMM89o6tSp5eY9PDw0ZMgQtWvXzoB0AMwkNTWV05hQI1BUwtQ2bNggf39/o2OgGrHb7froo48UExOj7OxsJScnKz8/X/PmzdOsWbPk4eFhdERUUSUlJcrMzCyzB%2B6ZM2c0bdo0fffddwYmA5yD5W%2BYztVbCh0%2BfFiHDx%2B%2B7rXc54Rrvfnmm9q9e7emTJmiF198UZJUVFSktLQ0RUREaO7cucYGRJWUkpKimTNn6ty5c5J%2BKTB/XfYeMmSIkdEAp6GohOmwpRAcER8frzVr1sjb21svvfSSpF%2B2GYqMjNSoUaMoKlGhN954Q48%2B%2BqhGjBihoKAgJSQk6ODBg0pISCj9cAJUdxSVMJ2PPvqo9M%2BffPKJgUlQHRUVFemWW24pN163bl3l5%2BcbkAjVwbFjxzRt2jRZLBZZLBb5%2BPjIx8dHLVu21KxZs/Svf/3L6IiAw9yMDgAYZceOHUpISCg3/tZbb%2BngwYMGJEJ10K1bNy1fvrzMWEFBgSIjI9mDENfVqFEjZWdnS5IaNmyo9PR0Sb%2B8n/bu3WtkNMBpKCphSnv27NHjjz%2BuzMzMcnN16tTRhAkTlJaWZkAyVHWzZ8/WihUr1L9/f9lsNgUFBalfv37avn27XnjhBaPjoYp68MEH9de//lV5eXm67777NGPGDC1fvlzh4eGc0IQag6e/YUpTpkxRjx49FBoaWuF8VFSUjh07pgULFlRyMlR1c%2BbM0Ysvvqht27bp5MmT8vT0VJs2bXTnnXdq1qxZWrx4sdERUUXFxMTIarUqPz9fL7/8sg4cOCBvb2/94x//YEsh1AgUlTClfv36KS4uTk2bNq1w/uzZs7Jardq%2BfXslJ0NVlZ6eruPHj2vatGlatmyZrv2n88SJE3r77bcrPKEJAMyAB3VgSgUFBdctKKVfnubNy8urxESo6o4cOaKoqCgVFRVp0qRJ5eY9PDwqPJ0JkKS8vDytXbtWx44dK7NP5a8iIiIMSAU4F0UlTKlly5Y6fPiwunbtWuF8cnKyvLy8KjkVqrKhQ4dq6NChslqtio2NNToOqpmwsDAdPHhQvXr1kqenp9FxAJdg%2BRumtGTJEm3btk3vv/%2B%2BmjRpUmYuMzNT48eP16hRozR9%2BnSDEgKoSXr06KENGzbI29vb6CiAy9CphCmFhIRo586dGjx4sPz9/dWuXTsVFxfrxx9/1KZNm3TnnXfq8ccfNzomgBqibdu2atSokdExAJeiUwnTstvt%2BuKLL7R582alp6fLYrGobdu2Gj58uKxWKyfqAHDI1fdO7tmzR/Hx8Zo4cWKFWwjVqVOnMqMBLkFRCVPLzs5W8%2BbNjY4BoAbq3LlzmQ%2BnV5/3fa3U1NTKigW4DEUlTM3X11d79uyRmxvnAABwrt27d9/wtXfffbcLkwCVg6ISpvbWW2/J09NTISEhql%2B/vtFxANRQRUVFcnd3LzOWl5enBg0aGJQIcD6KSphaYGCgsrKylJeXp4YNG6pWrVpl5pOSkgxKBqAmKCkp0fPPP6/69euXO8YzICBAgwcPVlhYmEHpAOfi6W%2BY2sSJE42OAKAGW7FihXbu3KmoqKhycwsWLNDkyZPVoUMHBQYGGpAOcC46lQAAuIjValV4eLjuvffeCue//vprLVq0SGvWrKnkZIDz8XQCTM1msykyMlJ%2Bfn7q0qWLunbtqmHDhmnp0qUqLi42Oh6Aai4jI0N33XXXdef79u2r48ePV14gwIVY/oapvfHGG0pOTlZISIjatm0rSUpLS9Mnn3yi4uJiTtQB4BCLxaLfWhC02Wx8gEWNQVEJU9u4caM%2B//xz%2Bfj4lI7de%2B%2B96t%2B/v6ZMmUJRCcAhPXr00H/%2B8x%2BNHDmywvnPPvtMXbt2reRUgGtQVMLUrly5Ii8vr3LjrVu3Vm5urgGJANQkkyZN0syZM1VQUKCxY8eqdu1ffu0WFhZq5cqVioqK0rJlywxOCTgHD%2BrA1IKDg9WrVy%2BFhoaW7iF35coVLV68WLt379ann35qcEIA1d2aNWsUEREhu90ub29v2e12nTp1SnXr1tVzzz2n0aNHGx0RcAqKSpjaTz/9pIkTJ6qwsLD0PN6MjAzVrl1b77//vnr06GFwQgA1wcWLF7V9%2B3ZlZGTIYrHo1ltvVb9%2B/Th0ATUKRSVMz2az6ZtvvlFGRoZsNpvatGmjAQMGqF69ekZHA1BDLFiwQFarVX/5y1%2BMjgK4DEUlAAAuFhwcrJSUFHXq1EmBgYEKCAhQixYtjI4FOBVFJUxn8ODBSkxMlCT179//N6/lmEYAzpKbm6vExERt3rxZu3btUq9evRQYGKhhw4ZxBjhqBIpKmE5sbKysVqsk6csvv/zNa0eNGlUZkQCYTH5%2Bvr744gu9%2B%2B67Kioqkr%2B/v0JCQtShQwejowF/GkUlAACV5NKlS9q8ebPi4uK0Y8cOde3aVVarVWfPntWqVas0e/ZsPsyi2qKohKkdOXJECxYsUFpamgoLC8vNs/wNwBm2bdum9evXa%2BvWrWrSpIkCAwM1cuRItWvXrvSavXv3asaMGdq%2BfbuBSYE/j83PYWrPPvusvLy8NHHiRNWtW9foOABqqGeeeUbDhg3TsmXL1KdPnwqv6dWrlzp16lTJyQDnoVMJU/P19dXOnTvl4eFhdBQANVhhYaE8PT2NjgG4FJ1KmFqXLl10%2BvRptW3b1ugoAGqYcePGyWKx3NC1q1evdnEawPUoKmFqEyZM0KxZs2S1WuXt7S03N7cy87%2B35RAAXM99991ndASgUrH8DVPr3LnzdecsFotSU1MrMQ0AANUXRSUAAC525swZffjhhzp27JhsNlu5%2BZUrVxqQCnAulr8BSfv379fp06c1bNgwSdLly5d5eAeA0zz55JPKy8tT3759eWAHNRZFJUwtLS1NoaGhyszMlN1u18GDB3Xq1CmNHTtWH374obp27Wp0RAA1wOHDh/X111%2BrSZMmRkcBXMbt9y8Baq5XXnlFgwcPVnJyculDOt7e3po8ebIiIiIMTgegpujYsaOKi4uNjgG4FPdUwtR8fX21a9cu1alTRz179tS%2BffskSVeuXNE999yjlJQUgxMCqK6OHTtW%2Bue0tDStXbtWjz76qLy9vcttNXT1yTpAdcXyN0ytcePGunDhgm6%2B%2BeYy4ydPnlTt2vz1APDnPfDAA7JYLLq6d7Nt27bSP/86x04TqCn4rQlTGzRokGbOnKlp06appKREqampOnLkiJYuXaqAgACj4wGoxhITE42OAFQqlr9hapcvX9Y777yjL7/8Uvn5%2BbJYLGrcuLEeeughTZ8%2BXXXq1DE6IoAaYM6cOXr99dfLjefl5WnWrFlavHixAakA56JTCdM6deqU6tSpoxdeeEFz5sxRVlaWli9fritXrujuu%2B%2BmoATgsPT0dB0/flzr1q3TiBEjdG0f58SJE0pKSjIoHeBcFJUwpZSUFIWEhOi1117Tgw8%2BqKKiIo0fP15FRUXq2LGjQkNDNX/%2BfA0aNMjoqACqsSNHjigqKkpFRUWaNGlSuXkPDw89/PDDBiQDnI/lb5hScHCw%2BvbtqyeeeEKSFB8frxdeeEFbtmxRs2bNFBcXp9WrV2vVqlUGJwVQE1itVsXGxhodA3ApikqYUu/evZWUlKR69epJksLDw1VYWKioqChJUmFhoe69917t2bPHyJgAahC73a6srCwVFhaWm2NLIdQELH/DlEpKSlS3bt3S1ykpKZo4cWLpaw8PDzYqBuA069ev1yuvvKK8vLxy91WypRBqCopKmJKXl5fS0tJ022236ciRI/r555/Vt2/f0vnjx49znBoAp3nnnXcUHBysBx54gLO/UWNRVMKURowYofDwcAUEBOjLL79Ur1691L59e0lSfn6%2BIiMj1b9/f4NTAqgp8vPzNXXqVNWqVcvoKIDLcPY3TGnatGny9fXV2rVr1aZNG82fP790LjIyUj/99JNCQ0MNTAigJhk8eLB27dpldAzApXhQB7jGmTNn1LRpU7m7uxsdBUAN8f777%2Buzzz6Tr6%2BvWrduLTe3sj2dsLAwg5IBzsPyN3ANLy8voyMAqGGSkpLUpk0b5eTkKCcnp8ycxWIxKBXgXHQqAQAA4DA6lQAAVIIff/xRGzdu1KlTpyRJbdu2VUBAgHx8fAxOBjgHD%2BoAAOBiCQkJGjVqlL7%2B%2BmvZbDbZbDZt2rRJAQEBSklJMToe4BQsfwMA4GIjRoxQaGioRowYUWb8iy%2B%2B0OrVq/X5558blAxwHjqVAAC4WGZmpoYPH15uPCgoSEePHjUgEeB8FJUAALhYq1attG/fvnLjhw4dUrNmzQxIBDgfD%2BoAAOBi48eP1%2BTJkxUYGFh6etfRo0e1fv16TZkyxeB0gHNwTyUAAJXgq6%2B%2B0tq1a5WRkSGbzaY2bdrIarWWu88SqK4oKgEAcJGYmJhyY7/%2B2r160/ORI0dWWibAVSgqAQBwkc6dO6tZs2alS94V/cq1WCxauXJlZUcDnI6iEgAAF/n4448VFxenc%2BfOyd/fX4GBgercubPRsQCXoKgEAMDFTp48qfXr1ys%2BPl61atVSYGCgHnzwQbVq1croaIDTUFQCAFCJDh8%2BrLi4OG3atEleXl4KCgrSuHHjjI4FOIyiEgCASnby5Elt2LBB0dHRcnd314YNG4yOBDiMohIAgEpw9uxZJSQkKDY2VhkZGXrggQdktVrVs2dPo6MBTkFRCQCAixQUFGjLli1at26dUlJSdN999ykoKEgDBw6Uu7u70fEAp6KoBADARXx9fVW/fn0NGDBAfn5%2BatSoUYXX3XXXXZWcDHA%2BikoAAFzEz8/vd6%2BxWCxKTEyshDSAa1FUAgAAwGFuRgcAAABA9UdRCQAAAIdRVAIAAMBhFJUAAABwGEUlAAAAHEZRCQAAAIdRVAIAAMBh/wchGTI/bdYkUAAAAABJRU5ErkJggg%3D%3D\" class=\"center-img\">\n",
              "    <img 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e%2B6RyWTShQsX5OHhoeDgYNv2Ro0a6eLFizp48KBduxEUla7KgQ9sdmq1a0v790v160t8tJ0dywWulCmMm5tUrpx08aLExUT2vJMKfiQnJHl5SU2bSrt2STf4nHmXFh7umPOW0M/FhBkzNGvWLLu2uLg4xcfH37ZznDt3TlarVT4%2BPnbtPj4%2BysjIUKVKleTt7W33YQ1X%2B2ZkZNy2cVBUAteqVEny8Mj/ChSBm9ufL4pKFImHR/4/GA8PR48Ef4NevXopMjLSrs3Pz69EznWz22T%2BjltoKCoBAADcS%2BY2E39//yItdRtRqVIlubu7y2w227WbzWZVrlxZvr6%2Bslgsys3Nlccfv8xc7Vu5cuXbNg5u1AEAAHB3L5nX38DLy0v169dXUlKSre38%2BfM6fPiwmjRpopCQEFmtViUnJ9u2m0wmVaxYUbVr175t46CoBAAAuMOcOnVKnTp1sj2Lsk%2BfPlq0aJFSUlJksVg0ZcoUhYSEKDQ0VL6%2BvoqKitL06dN19uxZnTx5Uu%2B//7569OihUqVu36I1y98AAAB/U6pYHKGhoZKkK1euSJISExMl5aeMly9fVmpqqnJyciRJvXv3Vnp6uvr166fMzEyFh4fb3SA0YcIEvfrqq%2BrYsaM8PT3VpUuXWz5Qvbh4%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%2BXKlVN0dLRGjRol9%2BuK4EGDBmnbtm12bVeuXNGwYcMUFxenfv36aceOHXb71a5dWytWrLhtY6WoBAAAcNKkMj4%2BXo0aNVJiYqLOnDmjwYMHq0qVKho4cKBdv/nz59v9/fz584qOjtZDDz1ka3v99df16KOPlthYKSoBAABKqKhMS0tTenq6XZufn5/8/f1vua/JZFJycrIWLFigChUqqEKFCoqNjdXChQsLFJXXmz59uh566CEFBwcbGn9xUFQCAACUkISEBM2aNcuuLS4uTvHx8bfcNykpSQEBAfLx8bG1NWrUSKmpqbJYLPL29i50v0OHDmnZsmVKTEy0a1%2BzZo0%2B%2BugjnThxQk2bNtWECRNUs2bNv/CuCkdRCQAAUEJJZa9evRQZGWnX5ufnV6R9zWazKlasaNd2tcDMyMi4YVE5d%2B5c/fOf/5Svr6%2BtrW7duipbtqymTJmivLw8vfHGG3riiSe0atUqlS5dujhv6YYoKgEAAEqIv79/kZa6b8RqtRarv9ls1vLly/XNN9/Ytb/22mt2f58wYYLCw8P1888/q3Xr1n95fNeiqAQAAHDCG3V8fX1lNpvt2sxms9zc3OxSyGtt2LBBtWvXVmBg4E2P7e3tLR8fH506deq2jdf5ZhAAAODv5u5eMi8DGjdurBMnTujs2bO2NpPJpHr16ql8%2BfKF7rNhwwa1bdvWrs1isei1116zKyDPnj2rs2fP3rL4LA6KSgAAACfUsGFDhYaGaurUqbJYLEpJSdGCBQvUp08fSVKnTp20fft2u3327t2rGjVq2LV5e3tr165deuONN2Q2m3Xu3DmNHz9ewcHBCgsLu23jpagEAABwwqRSkmbMmKG0tDS1bdtW/fv3V/fu3dW3b19JUmpqqi5evGjXPz09XVWqVClwnPfff19Wq1VRUVFq3769Ll%2B%2BrLlz5xZ4iLoRXFMJAADgpKpVq6Z58%2BYVuu23334r0LZnz55C%2B959990FHm10u1FUAgAAOOGNOncaikoAAACKSsOYQQAAABhGUgkAAEBSaRgzCAAAAMP%2BJ4vKZcuWFficzZIwaNAgTZ8%2BvdjbAACAk3HSRwrdSRy2/H358mXNmTNHq1ev1qlTp%2BTm5qbGjRvrmWeeUYsWLQwdu3v37urevbuhY1y6dEkff/yxVq5cqePHj6ts2bIKDQ3V4MGDbeObP3%2B%2Brb/ZbNb69evVs2fPAtsAAICTc7ECsCQ4bAbfeustbdy4UTNmzNDPP/%2Bs77//Xm3atNGgQYN05MgRRw1LknTlyhU9%2BeST2rhxo95%2B%2B23t3LlTq1evVtOmTRUbG6sffvihwD4//fSTvvrqKweMFgAAwPEcllT%2B8MMP%2Buc//6ng4GBJ%2BR8h9PTTTysgIEClS5dWdna23n77bW3cuFFms1mhoaF69dVXVa9ePUlScHCwZs6cqQULFmjv3r0KDAzU5MmT1bBhQy1dulRTp061FX/79%2B/X66%2B/rl9//VUeHh7q1KmTXnjhBXl5eWnp0qWaP3%2B%2BIiIi9OWXX2rt2rXatGmTTCaTEhMTVblyZUlS5cqVFRcXp9KlS9s%2B3L1fv35q2rSpGjVqpFGjRikvL0%2BhoaFas2aNXnjhBTVt2lSjR49WVFSUjh8/bnvvV65cUYsWLfTpp59KkhYvXqzPPvtMx48fV40aNTRy5Eg9%2BOCDtnO0bdtWKSkp2rBhg8qXL6/Ro0crJibm7/kPBQCAKyCpNMxhRWXt2rX1n//8RxEREQoJCbG1d%2BvWTZL0xhtv6Ndff1VCQoJ8fHw0Y8YMxcXF6ZtvvpGbm5sk6aOPPtJbb72l6tWrKy4uTtOmTSvw1PmcnBwNGjRI3bt319y5c5WWlqYhQ4bovffe09ixYyVJaWlp8vLy0rZt2%2BTp6al169apU6dOtoLyWk899VSBtocfflgHDhzQ999/r3//%2B98Ftq9du9b251OnTqlbt262z%2B1ct26dZs2apY8%2B%2BkgNGjTQxo0bNWLECK1bt0533323JOmzzz7TxIkTNXHiRH3wwQeaMGGCoqOj5enpWaS5TktLU3p6ul2bX%2B3a8q9UqUj7u5QGDey/wobvt4X749uR3NyYowLKlXP0CJxTmTL2X/Gn6z5yEHcWhxWVL7/8sp599ll1795dAQEBat68uR544AH94x//UKlSpbR06VJNnz5dVatWlSSNGDFCixcv1u7du9W0aVNJUkxMjOrUqSNJioyM1Mcff1zgPJs2bVJWVpbi4%2BNVunRp1axZU//v//0/ffTRR7ai8sKFC3ryySdtRdqRI0fUsmXL2/6ec3NzNWrUKEVFRSk6OlqStGTJEvXo0UONGzeWJP3jH/9Q8%2BbNtWrVKlsBGxYWpvvvv19SfgE7a9YspaWlKSAgoEjnTUhIKPDRTHHPPKP4Z565XW/tf8/nnzt6BE6H8uDmypZ19AicUGioo0fg3OrXd/QInM/WrY47N78VGuawovLuu%2B/Wl19%2BqQMHDujHH3/Utm3b9NJLL%2Bm9997T4sWLlZmZqaFDh9pSSUnKy8vTiRMnbEVljRo1bNvKli2rS5cuFTjP0aNHFRgYqNKlS9va7rnnHh0/flx5eXmSpIoVK8rb29u23c3NTbm5ubf9Pc%2BaNUvnzp3Tiy%2B%2BaGs7fPiwfvjhBy1cuNDWZrVabcv8kv37LPPHb7bZ2dlFPm%2BvXr0K3A3v17WrdM058YcGDfILyr59peRkR4/GqVzcvMPRQ3BKbm75BWVWlmS1Ono0zqVcisnRQ3BOZcrkF5T790vF%2BF6OEkZRaZjDH35er1491atXT/3791d6erp69uxpSxy//PJLW4JXmGsLzhvJycm55b6lStlPwz333KMDBw4UZfhFtmXLFi1cuFBfffWVvLy8bO1lypTRqFGjNGjQoBvu627wH7q/v7/8/f3tG1NTDR3zf15ysrRzp6NH4VT%2B%2BB0M17n6v6fVyhwVwFLmzWVnM0f4n%2BKQsvzkyZN67bXXZLFY7Nr9/PzUoEEDXb58WZUqVdJvv/1mt/3o0aPFPldgYKCOHDliV1wePHhQNWrUuGGxFhUVpbVr1xZ6vmnTpumtt94q1hjOnj2rMWPG6OWXX1bdunXtttWsWbPA%2Bzx%2B/LisRB4AAPx9eE6lYQ55t76%2Bvvrxxx81ZswYHTx4UHl5ecrKytKqVau0ZcsWRUZGqnfv3pozZ45SUlJ0%2BfJlffLJJ%2BrRo4eysrKKda527dqpVKlSev/995WTk6ODBw9q0aJFN32OZUxMjFq0aKH%2B/fvrp59%2BUm5urs6ePasZM2Zo8eLFtushr%2BXl5aX09HSZzWa7AtZqtWrs2LGKiIjQI488UmC/Xr16ac2aNfruu%2B905coV/fTTT%2BrSpYt27dpVrPcJAAAMoKg0zCHL36VLl9ann36qmTNn6vHHH9fZs2fl7u6ukJAQTZ06Vffff7/uu%2B8%2BnT9/Xn379tXly5cVEhKiefPmqWwxr4YvX7685s6dq7feekutW7dWpUqV1L17dw0ZMuSG%2B7i7u%2BvDDz/UvHnz9Oqrr%2BrkyZOqUKGCmjdvri%2B//FL1C7m4%2BsEHH9Tnn3%2Bu9u3b2z34/Pjx4/r%2B%2B%2B/l6emp1atX2%2B1jMpnUtm1bjRs3ThMmTNDp06dVo0YNvfbaa7r33nuL9T4BAAAcyc3KOqtrKsL1qC4pLEzasUNq1oxrKq9jucC3isK4u%2Bc/OefiRa6pvJ53kgPv5HVm5crl3xlvMnFNZWHCwx1z3n79Sua4fzyT2hW4Vi4LAACAEuHwu78BAAAczsWufywJFJUAAAAUlYYxgwAAADCMpBIAAICk0jBmEAAAAIaRVAIAAJBUGkZRCQAAQFFpGDMIAAAAw0gqAQAASCoNYwYBAABgGEklAAAASaVhFJUAAAAUlYYxgwAAADCMpBIAAICk0jBmEAAAAIaRVAIAAJBUGkZRCQAAQFFpGDMIAAAAw0gqAQAASCoNYwYBAABgGEklAAAASaVhFJUAAAAUlYYxgwAAADCMpBIAAICk0jBmEAAAwEkdO3ZMTz31lMLDw9WhQwe98847ysvLK9Bv5syZCgkJUWhoqN3r9OnTkqRLly7plVdeUbt27RQeHq7hw4crIyPjto6VohIAAMDdvWReBsXHx6tq1apKTEzUggULlJiYqIULFxbaNyYmRiaTye5VpUoVSdK0adOUlJSkhIQErV27VlarVc8//7zh8V2L5W8AAIASWv5OS0tTenq6XZufn5/8/f1vua/JZFJycrIWLFigChUqqEKFCoqNjdXChQs1cODAIo/hypUrWrJkiSZPnqzq1atLkkaMGKHOnTvr1KlTqlq1avHe1A2QVAIAAJSQhIQEPfroo3avhISEIu2blJSkgIAA%2Bfj42NoaNWqk1NRUWSyWAv1/%2B%2B039e7dW82aNVPnzp21efNmSdLhw4d14cIFNWrUyNa3bt26KlOmjJKSkgy%2Bwz%2BRVAIAAJRQUtmrVy9FRkbatfn5%2BRVpX7PZrIoVK9q1XS0wMzIy5O3tbWuvVq2aAgMDNWrUKPn7%2ByshIUFDhgzRihUrZDabJanAsSpWrHhbr6ukqAQAACgh/v7%2BRVrqvhGr1Vqkfj179lTPnj1tf4%2BNjdXq1au1YsUKtWvXrljH%2BqsoKgEAAJzwkUK%2Bvr62lPEqs9ksNzc3%2Bfr63nL/gIAApaWl2fqazWaVL1/etv3cuXOqXLnybRuv880gAADA380J7/5u3LixTpw4obNnz9raTCaT6tWrZ1ccStLs2bO1ZcsWu7aUlBQFBgYqMDBQPj4%2BdtdP7tu3Tzk5OWrcuLGhMV6LohIAAMAJNWzYUKGhoZo6daosFotSUlK0YMEC9enTR5LUqVMnbd%2B%2BXVJ%2BCjl%2B/HgdPHhQly5d0vz583X48GE98sgj8vDw0GOPPaYPPvhAJ06cUEZGht5991099NBDtkcO3Q4sfwMAADjh8rckzZgxQy%2B//LLatm0rb29v9e7dW3379pUkpaam6uLFi5KkUaNGScq/ltJsNqtevXr65JNPVK1aNUnS8OHDlZmZqZiYGF25ckUdOnTQa6%2B9dlvH6mYt6as24Zzc3Bw9AucUFibt2CE1aybt3Ono0TgVywW%2BVRTG3V0qV066eFEq5EMuXJp30lZHD8E5lSsnhYZKJlP%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%2B8UXXygqKkphYWGKiYlRYmKibdtzzz2nhg0bKjQ01PZq0aLFbR0rSSUAAICTJpXx8fFq1KiREhMTdebMGQ0ePFhVqlTRwIED7fqtXbtWU6dO1YcffqgmTZpo2bJlGjFihL755hsFBgZKkp5%2B%2BmnFx8eX2FidcwYBAAD%2BTu7uJfJKS0tTUlKS3SstLa1IQzKZTEpOTtbo0aNVoUIF1apVS7GxsUpISCjQNzs7W88%2B%2B6yaN28uT09P9ezZU%2BXLl9cvv/xyu2fqhkgqAQAASkhCQoJmzZpl1xYXF1ekxDApKUkBAQHy8fGxtTVq1EipqamyWCzy9va2tcfExNjte/78eWVmZqpq1aq2tp9%2B%2BkkbNmzQoUOHVLduXb322mtq3LjxX31rBVBUAgAAlNDyd69evRQZGWnX5ufnV6R9zWazKlasaNd2tcDMyMiwKyqvZbVa9dJLL6lp06a67777JEmBgYFyd3fXM888o/Lly2vWrFkaNGiQ1q5dq7vuuqu4b6tQFJUAAAAlxN/fX/7%2B/n95f6vVWqz%2Bly9f1nPPPacDBw5o0aJFtvZhw4bZ9RszZoxWrVqlxMRE9ezZ8y%2BP71oUlQAAAE54o46vr6/MZrNdm9lslpubm3x9fQv0z87O1tChQ5WVlaXPPvvspgmkh4eHqlevXuTrO4vC%2BWYQAADg71ZCN%2BoY0bhxY504cUJnz561tZlMJtWrV0/ly5e362u1WjVy5EiVKlVKn3zyiV1BabVaNWnSJCUnJ9vacnJydPjwYdud4bcDRSUAAIATuvpcyalTp8pisSglJUULFixQnz59JEmdOnXS9u3bJUkrV67UgQMH9N5778nLy8vuOG5ubjp69KjGjx%2BvU6dOKTMzU1OmTJGnp6cefPDB2zZelr8BAACccPlbkmbMmKGXX35Zbdu2lbe3t3r37q2%2BfftKklJTU3Xx4kVJ0tdff61jx47Zbsy5KiYmRm%2B88YbefPNNTZ48WY8%2B%2BqgsFouaNGmihQsXqly5crdtrBSVAAAATlpUVqtWTfPmzSt022%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%2B%2B8o7y8vEL7Llq0SFFRUWrWrJn69OmjPXv22LZdunRJr7zyitq1a6fw8HANHz5cGRkZhsd3LYrKIpgxYwZFJQAA%2BNvFx8eratWqSkxM1IIFC5SYmKiFCxcW6Ldx40bNnDlTb7/9tn788Ud16NBBQ4YM0cWLFyVJ06ZNU1JSkhISErR27VpZrVY9//zzt3WsLH/fQrdu3bR//34NHTpUXbt21YABAzRp0iQlJSWpVKlS6tKli8aNGydPT08tXbpUn3zyiQYNGqQZM2YoIyND7du319tvvy1PT0/169dPTZs21ejRoyVJKSkpio6O1oYNG1SjRg1FRkaqZ8%2BeWrJkiSIiIjR%2B/HglJyff8HxFlZaWpvT0dLu28uX95O/vf1vn6n%2BBm9ufX1kJuU5YmKNH4JwaNLD/ij/5%2BDh6BM7J29v%2BK/507pzjzl1C3/QL%2Bxns51e0n8Emk0nJyclasGCBKlSooAoVKig2NlYLFy7UwIED7fomJCTo0UcfVdOmTSVJTzzxhBYtWqRvv/1WUVFRWrJkiSZPnqzq1atLkkaMGKHOnTvr1KlTqlq16m15rxSVt7BixQoFBwdr9uzZatmypR566CH169dP8%2BbN06lTpzR06FB9/PHHGjJkiKT8mHrPnj1atWqVjh07pkcffVTr169XdHR0kc63evVqzZ8/XzVr1lRWVpaeeOKJm56vKBISEjRr1iy7tmHD4jR8eHzRJ8LFlC3r6BE4oR07HD0C5/b5544eAe40LVo4egTOZ/lyR4/gtivsZ3BcXJzi42/9MzgpKUkBAQHyueYXtEaNGik1NVUWi0Xe1/xikpSUZFdruLu7KyQkRCaTSSEhIbpw4YIaNWpk2163bl2VKVNGSUlJFJWO8N1338lqtWrw4MGSpMDAQD3%2B%2BOP68MMPbUVeZmamRowYoXLlyql%2B/foKDg7WwYMHi3yO%2B%2B%2B/X/fcc0%2BRz1cUvXr1UmRkpF1b%2BfJ%2B%2BiMRxzXc3PILyqwsyWp19GicS7mIZo4egnNq0CC/oOzbV0pOdvRonMu77zp6BM7J2zu/oNy%2BXbJYHD0a/MEqtxI5bmE/g/38/Iq0r9lsVsWKFe3arhaYGRkZdkWl2Wy2Kz6v9s3IyJDZbJakAseqWLHibb2ukqKyGI4cOaIzZ84oNDTU1ma1WlW6dGnb3%2B%2B66y67/8hly5ZVdnZ2kc8REBBQrPMVhb%2B/f4GY3WKRbnCdr0u7uvphtTI/Bezc6egROLfkZOboeo5cyrwTWCzMkRMpqe/5hf0MLg5rMRKOW/UtzrH%2BCorKYvDy8lL9%2BvW1cuXKG/ZxL8Y1GYXdveXh4VGs8wEAgP9Nvr6%2BtpTxKrPZLDc3N/n6%2Btq133XXXYX2rV%2B/vq2v2WxW%2BfLlbdvPnTunypUr37bxcitCMdSsWVNHjhxRZmamrS0jI0OWIi5flC5d2i61PHz4cImeDwAAFE1eXsm8jGjcuLFOnDihs2fP2tpMJpPq1atnVxxe7ZuUlGT7e25urn799Vc1bdpUgYGB8vHxsdu%2Bb98%2B5eTkqHHjxsYGeQ2KyiLw8vLSoUOH1KJFC/n6%2Bmry5MmyWCxKT0/XM888oylTphTpOLVq1dKWLVt07tw5paen68svv7xp/4iICEPnAwAAd66GDRsqNDRUU6dOlcViUUpKihYsWKA%2BffpIkjp16qTt27dLkvr06aNly5bpl19%2BUVZWlubMmaPSpUurffv28vDw0GOPPaYPPvhAJ06cUEZGht5991099NBDqlKlym0bL0VlEfTu3Vtvv/22xo4dq9mzZ%2BvgwYNq27atunfvrlq1amncuHFFOs7jjz%2BuChUqqF27dho0aJAGDBhw0/6enp6GzgcAAIrGGZNKKf9Z2WlpaWrbtq369%2B%2Bv7t27q2/fvpKk1NRU23Mo27Vrp2effVYjRozQfffdpx9//FFz585VmTJlJEnDhw9X06ZNFRMTo44dO6p8%2BfJ68803jQ/wGm7Wkr5qE06JFfTCubtL5cpJFy9yo871vCuUzJ2Rd7ywsPzHLTVrxo0611u2zNEjcE4%2BPlL79tJ333GjTmFiYhxy2qyskjmuKz2ijqQSAAAAhnH3NwAAcHmsThlHUgkAAADDSCoBAIDLI6k0jqISAAC4PIpK41j%2BBgAAgGEklQAAwOWRVBpHUgkAAADDSCoBAIDLI6k0jqISAAC4PIpK41j%2BBgAAgGEklQAAwOWRVBpHUgkAAADDSCoBAIDLI6k0jqISAAC4PIpK41j%2BBgAAgGEklQAAwOWRVBpHUgkAAADDSCoBAIDLI6k0jqISAAC4PIpK41j%2BBgAAgGEklQAAwOWRVBpHUgkAAADDSCoBAIDLI6k0jqISAAC4PIpK41j%2BBgAAgGEklQAAwOWRVBpHUgkAAADDSCoBAIDLI6k0jqISAAC4PIpK41j%2BBgAAgGEklQAAwOWRVBpHUQkAAFweRaVxLH8DAADAMJJKAADg8kgqjSOpBAAAgGEklQAAwOWRVBpHUQkAAFweRaVxLH8DAADAMJJKAADg8kgqjSOpBAAAgGEklQAAwOWRVBpHUgkAAFxeXl7JvEqS2WzWiBEj1KZNG0VEROjFF19Udnb2DfuvW7dO3bp1U1hYmKKiovTvf//btm3mzJkKCQlRaGio3ev06dNFHg9FJQAAwB3o5ZdfVlZWllatWqWvv/5aKSkpmjJlSqF9d%2B/erdGjR2v48OHatm2bXnjhBU2YMEHbt2%2B39YmJiZHJZLJ7ValSpcjjYfkbAAC4vJJKFdPS0pSenm7X5ufnJ39/f0PHPX36tBITE/Wf//xHvr6%2BkqShQ4fqmWee0bhx4%2BTp6WnX32w2a/DgwXrwwQclSQ888ICCgoK0fft2tWjRwtBYrqKoBAAAKCEJCQmaNWuWXVtcXJzi4%2BMNHXfv3r3y8PBQcHCwra1Ro0a6ePGiDh48aNcuSe3atVO7du1sf79y5YrS09NVtWpVW9tvv/2m3r17a9%2B%2Bfapevbqef/55RUREFHlMFJUAAMDllVRS2atXL0VGRtq1%2Bfn5GT6u2WyWt7e33NzcbG0%2BPj6SpIyMjFvuP2XKFJUrV07R0dGSpGrVqikwMFCjRo2Sv7%2B/EhISNGTIEK1YsUJ16tQp0pgoKgEAgMsrqaLS39//Ly91L1%2B%2BXGPHji1028iRI2W1Wot9TKvVqilTpmjVqlVatGiRvLy8JEk9e/ZUz549bf1iY2O1evVqrVixQiNGjCjSsSkqAQAAnFBMTIxiYmIK3fbDDz/IYrEoNzdXHh4ekvLTS0mqXLlyofvk5eXp%2Beef1%2B7du/XFF18oMDDwpucPCAhQWlpakcfL3d8AAMDl3WmPFAoJCZHValVycrKtzWQyqWLFiqpdu3ah%2B0ycOFH79%2B8vtKCcPXu2tmzZYteWkpJyy8LzWhSVAAAAdxhfX19FRUVp%2BvTpOnv2rE6ePKn3339fPXr0UKlS%2BQvRAwYM0Jo1ayRJP//8s1asWKG5c%2BeqUqVKBY5nNps1fvx4HTx4UJcuXdL8%2BfN1%2BPBhPfLII0UeE8vfAADA5d2Jn6gzYcIEvfrqq%2BrYsaM8PT3VpUsXjRw50rb9yJEjOnfunCTp66%2B/1oULF9ShQwe7Y7Rs2VLz58/XqFGjJOVfS2k2m1WvXj198sknqlatWpHH42b9K1d54o5nsTh6BM7J3V0qV066ePHO/AZTkrwruN26kysKC5N27JCaNZN27nT0aJzLsmWOHoFz8vGR2reXvvtO%2BuMHPq5xg2sIS9o335TMcR9%2BuGSO64xY/gYAAIBhLH8DAACXx%2BqUcSSVAAAAMIykEgAAuDySSuMoKgEAgMujqDSO5W8AAAAYRlIJAABcHkmlcSSVAAAAMIykEgAAuDySSuMoKl2Ud9JWRw/BOZUrJ4WGqlyKKf9jdfAnPh2lcD4%2B%2BV/ffZdPR7le9%2B6OHoFzuvopTM8%2By6cwFcZBH/RHUWkcy98AAAAwjKQSAAC4PJJK40gqAQAAYBhJJQAAcHkklcZRVAIAAJdHUWkcy98AAAAwjKQSAAC4PJJK40gqAQAAYBhJJQAAcHkklcZRVAIAAJdHUWkcy98AAAAwjKQSAAC4PJJK40gqAQAAYBhJJQAAcHkklcZRVAIAAJdHUWkcy98AAAAwjKQSAAC4PJJK4ygqAQCAy6OoNI7lbwAAABhGUgkAAFweSaVxJJUAAAAwjKQSAAC4PJJK4ygqAQCAy6OoNI7lbwAAABhGUgkAAFweSaVxJJUAAAAwjKQSAAC4PJJK4ygqAQCAy6OoNI7lbwAAABhGUgkAAFweSaVxJJUAAAAwjKISAAC4vLy8knmVJLPZrBEjRqhNmzaKiIjQiy%2B%2BqOzs7EL7Ll26VA0aNFBoaKjda/fu3X%2B8/zxNmzZNHTt2VMuWLfX444/ryJEjxRoPRSUAAHB5d2JR%2BfLLLysrK0urVq3S119/rZSUFE2ZMuWG/Vu2bCmTyWT3atKkiSTps88%2B08qVKzV37lx9%2B%2B23qlWrloYNGyar1Vrk8VBUAgAA3GFOnz6txMREjRw5Ur6%2BvqpataqGDh2qr7/%2BWpcvXy728RISEhQbG6u6devK29tbI0eOVEpKinbt2lXkY3CjDgAAcHkllSqmpaUpPT3drs3Pz0/%2B/v6Gjrt37155eHgoODjY1taoUSNdvHhRBw8etGu/6sSJExo4cKD27NmjihUravjw4YqJiVF2drYOHDighg0b2vp6e3vrnnvukclk0r333lukMVFUAgAAlJCEhATNmjXLri0uLk7x8fGGjms2m%2BXt7S03Nzdbm4%2BPjyQpIyOjQH9fX1/VqlVLzz77rOrVq6f169dr7Nix8vf3V506dWS1Wm37X3u8wo51IxSVAADA5ZVUUtmrVy9FRkbatfn5%2BRVp3%2BXLl2vs2LGFbhs5cmSxrnds37692rdvb/t7586dtX79ei1dulSjR4%2BWpGIdrzAUlQAAwOWVVFHp7%2B//l5e6Y2JiFBMTU%2Bi2H374QRaLRbm5ufLw8JCUn15KUuXKlYt0/ICAAO3Zs0eVKlWSu7u7bf%2BrzGZzkY8lcaMOAADAHSckJERWq1XJycm2NpPJpIoVK6p27doF%2Bn/xxRdas2aNXVtKSooCAwPl5eWl%2BvXrKykpybbt/PnzOnz4sO3u8KKgqAQAAC7vTnukkK%2Bvr6KiojR9%2BnSdPXtWJ0%2Be1Pvvv68ePXqoVKn8hegBAwbYCsmcnBy9/vrrMplMunz5slatWqVNmzapd%2B/ekqQ%2Bffpo0aJFSklJkcVi0ZQpUxQSEqLQ0NAij4nlbwAAgDvQhAkT9Oqrr6pjx47y9PRUly5dNHLkSNv2I0eO6Ny5c5Kk/v37KzMzU88884zS09NVo0YNvf/%2B%2B2rcuLEkqXfv3kpPT1e/fv2UmZmp8PDwAjcY3Yqb1ehVmbgzbd3q6BE4p3LlpNBQyWSSLl509Gicy8mTjh6Bc/Lxkdq3l777Tvrjmzf%2B0L27o0fgnMLCpB07pGbNpJ07HT0a5%2BOgsuT550vmuJMmlcxxnRFJJQAAcHkl/ek3roBrKgEAAGAYSSUAAHB5JJXGkVQCAADAMJJKAADg8kgqjaOoBAAALo%2Bi0jiWvwEAAGAYSSUAAHB5JJXGkVQCAADAMJJKAADg8kgqjaOoBAAALo%2Bi0jiWvwEAAGAYSSUAAHB5JJXGkVQCAADAMJJKAADg8kgqjaOoBAAALo%2Bi0jiWvwEAAGAYSSUAAHB5JJXGUVQCAACXR1FpHMvfAAAAMIykEgAAuDySSuNIKgEAAGAYSSUAAHB5JJXGUVQCAACXR1FpnNMvfx89elTBwcFKSUkpdPvMmTP12GOP3bbzbd26VcHBwbp06dJtOyYAAMD/umIVlZGRkbr33nuVmZlZYNsnn3yi4OBgLV261PCg1q1bp0OHDhk%2BTmE2b96s2NhYNW/eXGFhYeratasWLFigPH5FAQDAZeXllczLlRQ7qSxXrpwSExMLtK9cuVK%2Bvr63ZVAzZswokaLyq6%2B%2BUnx8vLp166bNmzfrp59%2B0tixY7Vw4UI9//zzt/18AAAArqLY11Q%2B8MADWrFihWJiYmxthw4dUkZGhurVq2dr%2B/LLL7Vw4UIdP35c1atX1/DhwxUdHS1J6tevn9q2bauUlBRt2LBB5cuX1%2BjRoxUTE6Nu3bpp//79Gjp0qLp27aphw4ZJklJTUzV27Fjt27dPDRs21Hvvvadq1arZzpeVlaW2bdtqypQpioyMtLUPGDBATZs21RNPPKGJEydq9OjRevTRR23b77//fs2YMUPLly9XTk6Orf3nn3/Wm2%2B%2BqUOHDql169Z69913VaFCBVmtVk2dOlUrV67U%2BfPnVatWLb3wwgtq2bKl7b01adJEmzZtUvXq1TV37lzt3r1bY8aM0cmTJ9W6dWtFRERo/vz52rhxoyRpy5Ytmj59uvbt2ydvb2/17t3b7n2PHz9ee/bskZubm8LDw/X666/rrrvuKvJ/s7S0NKWnp9u1%2BV28KP8qVYp8DJdRpoz9V/zJx8fRI3BO3t72X/GnsDBHj8A5NWhg/xV/2rnTYad2tVSxJBS7qIyMjNSYMWN0%2BvRpVfmjKFm5cqWioqK0Z88eSdLGjRv1zjvv6MMPP1TTpk21fv16jRkzRnXr1lVwcLAk6bPPPtPEiRM1ceJEffDBB5owYYKio6O1YsUKBQcHa/bs2WrXrp2OHj0qKT9lnDNnjkqVKqV%2B/frpo48%2B0ksvvWQbV9myZRUVFaWVK1faisqMjAxt27ZNL7/8sjZv3qwrV66oZ8%2BeBd5TkyZN1KRJE7u2VatW6YsvvtC5c%2Bf02GOPacmSJRo4cKCWL1%2BuZcuWacmSJfLz89OcOXM0fPhwbd68WR4eHpKk1atXa8aMGQoNDVVOTo6GDBmibt26acSIEdq6dateeOEFeXl5SZJOnjypoUOH6tVXX1XXrl114MABPfHEE6pZs6a6du2q119/Xc2aNdNHH32kzMxMjRs3TnPmzNELL7xQ5P9mCQkJmjVrll1b3LBhih8%2BvMjHcDn16zt6BLjTtGjh6BE4nx07HD0C5/b5544egfNxc3PYqSkqjSt2UVmxYkVFRERozZo16t%2B/v6T8Iurdd9%2B1FZVLlixRly5d1OKPb7LR0dGaP3%2B%2B1q5daysqw8LCdP/990uSHn74Yc2aNUtpaWkKCAgo9Lx9%2B/aVv7%2B/JKl169ZKTU0t0CcmJkaDBw%2BWxWKRt7e3NmzYoKCgINWrV08bN25UQECASpcuXaT3OWjQIFWsWFEVK1bUvffeaztf165d1bFjR1WoUEGS1LlzZ82cOVPHjx9XYGCgJPsi1WQy6ezZs3r66adVpkwZPfDAA2rVqpV2/vHb2KpVq1S/fn11795dkhQcHKzevXtr%2BfLl6tq1q86fP68yZcqoVKlS8vHx0ezZs%2BXuXryrFnr16mWX3kqSX1qaZDIV6zguoUyZ/IJy/34pO9vRo3EuZ844egTOyds7v6Dcvl2yWBw9Gufy7LOOHoFzatAgv6Ds21dKTnb0aIDb5i89Uqh79%2B764IMP1L9/f/36669yd3dXSEiIbfvRo0fVqlUru33uueceHTt2zPb3GjVq2P5c5o%2Blxuyb/BC/vv%2B1S9VXhYeHy9fXV4mJierevbvWr1%2Bvrl272rYX52acG50vKytLEydO1KZNm3Tu3Dlbn2vHc21hnJ6eLm9vb/lcs3QYGhpqKyoPHz4sk8mk0NBQ23ar1aratWtLkuLi4jRmzBgtW7ZMERER6tKlS4FU9Vb8/f1tBbmNxSJdvFis47iU7Gzm53rX/HtHISwW5uh6DlzKvCMkJzNHToSk0ri/9Eihdu3a6ciRI/r999%2B1cuVKu8JNUqEFnyS5XRNrFzdtKwo3Nzd169ZNK1eulMVi0datW9WlSxdJUq1atXTs2DFdLGKh4HaDCH78%2BPFKSkrSZ599JpPJpDVr1hToc3UZXMovZEuVsq/drz321fTSZDLZXnv27NHKlSslSe3bt9d3332nuLg4nTlzRv/617%2B0ePHiIr0HAACAv8tfquxKly6thx9%2BWGvXrtXatWtthdtVNWvW1MGDB%2B3aDh48aFseLkkxMTHaunWrli5dqqZNm6pq1aqSpDZt2qhMmTJatGhRgX327dun6OhonT9//pbH3717t7p166ZatWrJzc1NSUlJN%2B1fuXJlnTt3TpZrlsVM1yw716xZU/v27ZPVarW1paen2wrzjIwMlS9fXtHR0Zo6darGjx%2BvhISEW44TAAAUHY8UMu4vx4Xdu3dXQkKCqlatardULOUXditXrtQvv/yiy5cva%2BnSpdq/f786d%2B5cpGN7eXnp0KFDdoVYUdWpU0chISF677337BJUb29vvfDCC5o5c6Y%2B/PBDWSwW5eTk6P/%2B7//05JNPqkOHDqpYseItj1%2BjRg2ZTCbl5OTol19%2B0erVqyXl32FdmMaNG6ts2bKaN2%2BecnJytGnTJv33v/%2B1be/cubPMZrNmz56t7OxsHTlyRIMGDdLChQuVnZ2tqKgoLV%2B%2BXFeuXFF2draSkpJUs2bNYs8LAAC4MYpK4/5yUXnvvffK09OzwNK3lF8oDR48WGPHjlV4eLg%2B//xzzZ8/X7X%2Bf3t3HlV1nf9x/HVxAfctJcUlM3dNMZc0E8WNNLhqmjbNuKeJaKkTWmZji1GJG7nVSSfNGk0rUGTcMEsaNyx3bMENNYVRUUHw4oXfH038RLDUey9f4Pt8nOPR%2B/l8gdfp3PR935/v9/N54IE7%2Bt6DBg3Se%2B%2B9p5deeumesvXp00c2m009e/bMMf7UU09p0aJFiomJUadOndS%2BfXuFhYVpwoQJd/yzJk2apPj4eLVt21Zz5szRtGnT1L17dwUGBubZtSxTpozmzj6%2BZ0MAAB9qSURBVJ2r8PBwtWvXThERERo6dGj2EnilSpW0cOFCRUdHq02bNvrrX/%2BqLl26aPjw4fLw8NC8efP08ccfq3Xr1urcubPOnTun11577Z7%2BuwAAALiKJevmddciIiwsTAkJCZo5c6bRUSRJdrtd0v/faxkWFqadO3fqMyO3k9i1y7ifXZCVLi01b/7bk/E8qJPTuXNGJyiYKlSQOneWtm3jQZ1b/W9XC9zC2/u37ZZateJBnbwYVJbk0SNziv89ImEKBf7s77u1b98%2BffLJJxoxYoTRUST99iS3n5%2Bf5syZo4yMDJ08eVLh4eHy8fExOhoAAIDT3NOWQgXViBEj9OOPP2ry5MlqVEBOKrBYLJozZ45mzJihtm3bqly5curZs6eGDRtmdDQAAPA/Zrv/0RWKVFG5ZMkSoyPkqVmzZvrXv/5ldAwAAHAbFJWOK3LL3wAAAMh/RapTCQAAcC/oVDqOTiUAAAAcRqcSAACYXmHsVCYnJ2v69OnavXu33Nzc5OPjo2nTpsnDwyPXta%2B%2B%2BqoiIiJyjNntdlmtVoWEhGjKlClau3ZtjqOm3d3dFRsbe8d56FQCAADTK4wn6kybNk1paWmKjIzUF198ofj4eIWGhuZ57VtvvaWDBw9m//rhhx/04IMPys/PL/uaMWPG5LjmbgpKiaISAACg0Pnvf/%2BrLVu2aMKECapcubI8PT0VGBioL774QhkZGX/69cuWLVONGjWcum82y98AAMD0XNVVTExMVFJSUo6xqlWrqlq1ag5937i4OBUrVkwNGzbMHmvatKmuXbumY8eO5Ri/1ZUrV7R48eJcJ/vt3LlT0dHROnnypOrVq6fp06erWbNmd5yJohIAAMBFVq1apfnz5%2BcYCwoK0rhx4xz6vsnJySpbtqwsFkv2WIUKFSRJly5d%2BsOvXbFihdq0aaP69etnj9WqVUtubm564YUXVKZMGc2fP1/Dhw/Xxo0bValSpTvKRFEJAABMz1WdyoEDB8rX1zfHWNWqVe/oayMiIhQcHJzn3IQJE5R1D%2Bek2%2B12ffrpp5o1a1aO8bFjx%2BZ4/dJLLykyMlJbtmzRgAED7uh7U1QCAADTc1VRWa1atXte6rZarbJarXnOfffdd0pJSZHdbs9%2BYjs5OVmSVKVKldt%2Bzz179shms6l169Z/%2BLOLFSum6tWrKzEx8Y7z8qAOAABAIdO4cWNlZWXp6NGj2WMHDx5U%2BfLlVbdu3dt%2BXXR0tB599FEVL/7/fcWsrCyFhITk%2BF42m02nTp1SrVq17jgTRSUAADC9wralUOXKldWzZ0/NnTtXFy9e1Llz57RgwQL1798/u2AcMmSIoqKicnxdXFycatasmWPMYrHo9OnTev3113X%2B/HmlpqYqNDRUJUqUULdu3e44E0UlAABAIfTGG2%2BoXLly6tq1qwICAvTwww9rwoQJ2fMJCQm6fPlyjq9JSkrSfffdl%2Bt7zZgxQw888ID69eunDh06KC4uTsuWLVPp0qXvOA/3VAIAANMrjCfqlCtXTrNnz77t/NatW3ONbdy4Mc9rK1asqJCQEIfyUFQCAADTK4xFZUHD8jcAAAAcRqcSAACYHp1Kx9GpBAAAgMPoVAIAANOjU%2Bk4ikoAAGB6FJWOY/kbAAAADqNTCQAATI9OpeMoKgEAgOlRVDqO5W8AAAA4jE4lAAAwPTqVjqNTCQAAAIfRqQQAAKZHp9JxFJUAAMD0KCodx/I3AAAAHEanEgAAmB6dSsfRqQQAAIDD6FQCAADTo1PpOIpKAABgehSVjmP5GwAAAA6jUwkAAEyPTqXj6FQCAADAYXQqAQCA6dGpdBxFJQAAMD2KSsex/A0AAACH0akEAACmR6fScXQqAQAA4DA6lQAAwPToVDqOohIAAJgeRaXjWP4GAACAw%2BhUAgAA06NT6Tg6lQAAAHAYnUoAAGB6dCodR1EJAABMj6LScSx/AwAAwGF0KgEAgOnRqXQcnUoAAAA4jE4lAAAwPTqVjqOoBAAApkdR6TiWvwEAAOAwOpUAAMD06FQ6jk4lAAAAHEZRCQAATC8z0zW/XO3gwYPq3r27nn766T%2B9dvny5erZs6datWqlZ555RocOHcqeu379ul577TV16tRJ7dq10/jx43Xp0qW7ykJRCQAATK8wFpVr167VuHHjVKdOnT%2B9duvWrXr//ff13nvv6T//%2BY%2B6dOmi559/XteuXZMkzZkzR4cPH9aqVau0ceNGZWVl6eWXX76rPBSVAAAAhdD169e1atUqtWjR4k%2BvXbVqlfr166cWLVrIw8NDI0eOlCR9/fXXunHjhtasWaPAwEBVr15dFStW1Isvvqht27bp/Pnzd5yHB3UAAIDpuaqrmJiYqKSkpBxjVatWVbVq1Rz%2B3gMGDLjjaw8fPqxevXplv3Zzc1Pjxo118OBBNW7cWFevXlXTpk2z5%2BvVqycPDw8dPnxYnp6ed/QzKCrNql07oxMUSImJiVr1/vsaOHCgU/6HR9HHe%2BYPZGUZnaBAyn7PbNjAe6YAcdXb9f33V2n%2B/Pk5xoKCgjRu3DjX/MDbSE5OVoUKFXKMVahQQZcuXVJycrIkqXz58jnmy5cvf1f3VVJUAjdJSkrS/Pnz5evry1/2uCO8Z3C3eM%2BYy8CBA%2BXr65tjrGrVqnf0tREREQoODs5zLiQkRP369burLFl/Ujn/2fyfoagEAABwkWrVqt3zhwer1Sqr1eqUHJUqVcruSP4uOTlZ9evXV%2BXKlbNflylTJnv%2B8uXLqlKlyh3/DB7UAQAAKOKaNWumw4cPZ7%2B22%2B06cuSIWrRooVq1aqlChQo55n/66SfZbDY1a9bsjn8GRSUAAEAR5Ofnp9jYWEnSM888o/DwcO3bt09paWlatGiRSpYsqc6dO6tYsWJ6%2BumntXjxYv3666%2B6dOmSZs%2Bere7du%2Bu%2B%2B%2B6745/H8jdwk6pVqyooKOiO73cBeM/gbvGegbP07NlTZ8%2Beld1uV2Zmppo3by5J2rBhg7y8vHT8%2BPHsfSg7deqkiRMn6sUXX9SFCxfUvHlzffjhh/Lw8JAkjR8/XqmpqbJarbpx44a6dOmi6dOn31UeS5ajd2UCAADA9Fj%2BBgAAgMMoKgEAAOAwikoAAAA4jKISAAAADqOoBAAAgMMoKgEAAOAwikoAAAA4jKISAAAADqOoBAAAgMMoKgEAAOAwzv6G6dntdiUmJio9PT3XXN26dQ1IBABA4UNRCVNbu3at3nzzTaWkpEiSsrKyZLFYsn%2BPi4szOCEKGrvdriVLlig8PFxJSUnas2ePUlNTNWvWLE2ePFnu7u5GRwQAQ7D8DVObNWuWhgwZosjISG3ZskXR0dE5fgdu9c4772j9%2BvUaPXq0rl%2B/LknKyMhQfHy8QkJCDE6Hgio5OVnvvPNO9utPP/1UAQEBGjdunBITEw1MBjiPJSsrK8voEIBRHnnkEe3evVvFihUzOgoKiQ4dOmj16tXy8vJSixYttH//fklSUlKS%2Bvbtq5iYGIMToiAaN26c7Ha7Fi5cqIMHD%2Bpvf/ubpk%2BfrkOHDikxMVFhYWFGRwQcxvI3TK1r167atWuXOnToYHQUFBIZGRm6//77c42XKlVKqampBiRCYbB79%2B7s1Y/IyEh169ZNffr0kZ%2Bfn3x9fQ1OBzgHRSVMrV69enr55Zfl7e2tmjVrys0t5x0hEydONCgZCqqmTZtq6dKleu6557LH0tLSFBoaqmbNmhmYDAVZZmamypYtK0n67rvvNHbsWElSiRIllJaWZmQ0wGkoKmFqMTExql27ti5cuKALFy7kmLNYLAalQkE2ZcoUjRw5UsuWLZPNZlNAQIASEhJUuXJlLVy40Oh4KKCaNWumBQsWyN3dXYmJiercubMkKSoqil0mUGRwTyUA3KX09HRt27ZNp06dkoeHh2rXrq2OHTuqeHE%2BpyNvJ06c0JtvvqkrV64oKChIPj4%2BSk5OVs%2BePRUWFqZ27doZHRFwGEUlTO/cuXOKjIzU%2BfPnNXXqVEnSgQMH9PDDDxucDAXR66%2B/rn/84x9Gx0ARcf36dbahQpHBlkIwtejoaPXo0UMxMTFauXKlJOnXX3/VsGHDtH79eoPToSDavn27EhISjI6BQmj9%2BvUaNWqU%2BvTpI0my2WxasWKF6O2gqGCtBqY2d%2B5czZ49W926dcvuTFavXl0LFizQW2%2B9pd69exucEAVN//79FRgYqE6dOqlGjRq5lrwHDhxoUDIUZAsXLtSqVas0cOBALV68WJJ05coVhYeH6%2BrVq3rxxRcNTgg4juVvmFrLli31/fffy83NLceeg3a7XY888oj27dtncEIUNH%2B0/YvFYlF0dHQ%2BpkFh4ePjo48%2B%2Bkj169fP8XdNQkKCBg8erK%2B//trghIDj6FTC1GrUqKEff/xRjRs3zjEeExOjKlWqGJQKBdnWrVuNjoBC6OrVq6pfv36u8WrVqunixYsGJAKcj6ISpvaXv/xFI0aMUP/%2B/WW32/Xxxx/rxx9/VFRUlIKDg42OhwLo7Nmzfzhfo0aNfEqCwqRBgwZau3atAgICcowvXbpU9erVMygV4Fwsf8P0Nm3apC%2B%2B%2BCJ7e5hatWpp0KBBnLKDPDVq1OgP9zCNi4vLxzQoLHbs2KGxY8eqQYMGOnDggHx8fPTTTz/p8uXLWrhwodq2bWt0RMBhFJUAcBeOHTuW43VmZqZOnjypVatWaejQoXwYwW39vn1ZQkJC9v6mvXv3VsWKFY2OBjgFRSVMbciQIXrmmWfk5%2BeXa%2B7mm%2BmBP5OUlKSRI0cqIiLC6CgAYAjuqYSp7dmzRz/99JN27typV155RSVLlsye4/MW7oa7u7tOnTpldAwUUL6%2Bvre9bcLNzU2enp7y8fHR0KFDVaJEiXxOBzgHRSVMrUSJEgoPD9ekSZM0YMAAzZs3Tw888IAkzv5G3mbPnp1rLC0tTTt37sy1iwDwuxEjRmjRokVq166dmjdvLjc3Nx04cEB79uzRsGHDdPXqVa1cuVIXLlzQlClTjI4L3BOKSpiep6enli9frvfff1/9%2B/fXtGnTZLVa6VQiTz/88EOuMXd3d7Vr104jRowwIBEKg%2B%2B%2B%2B04zZsyQj49PjvFvv/1W69at08yZMxUQEKAhQ4ZQVKLQ4p5KmNqt903u2LFDwcHB6tixo9avX68DBw4YmA5AUeHt7a1du3bluMVG%2Bu2oxvbt22vv3r26ceOG2rVrp7179xqUEnAMnUqYWvXq1XO8bt%2B%2BvSIiIhQcHCybzWZQKhRkdrtdmzdvVnx8vK5fv55rfuLEiQakQkHn6empuXPnasyYMSpXrpwk6dq1a/rwww9Vvnx5ZWVlad68eWrYsKHBSYF7R6cSuI2zZ8%2BykTVymThxorZs2aKGDRvKw8Mjx5zFYtHy5csNSoaC7MCBAxozZowuXbqksmXLqnjx4rp8%2BbJKlSqluXPnqkOHDvLz89PcuXPVpEkTo%2BMC94SiEqYTFham8ePHS8r7oYub0XXCrVq1aqXPP/9cDz30kNFRUMjYbDYdOnRISUlJyszMVJUqVdSsWTOVLl3a6GiAU7D8DdO5%2BR7KvB66%2BB1PfyMvFStWVM2aNY2OgULm%2Beef1%2BLFi9WqVSujowAuQ6cSpnb69Ok8CwSbzaYjR46oZcuWBqRCQRYeHq7Dhw9r4sSJKlWqlNFxUEgEBATo7bffVrNmzYyOArgMRSVM7Xan5ly%2BfFmdO3f%2Bw04mzMlqterMmTO6du2aKlWqlKujHRMTY1AyFGShoaGKiorSww8/rBo1aqh48ZwLhdxqg6KA5W%2BY0urVq7VmzRrZbDYNGjQo13xiYiLn8SJPQ4cONToCCqH9%2B/fLy8tLFy5c0IULF3LMcasNigo6lTCly5cva8eOHZo0aZLGjBmTa97d3V3dunVT3bp1DUgHwEzi4uI4jQlFAkUlTG3Dhg3y8/MzOgYKEbvdriVLlig8PFxJSUnas2ePUlNTNWvWLE2ePFnu7u5GR0QBlZWVpbNnz%2BbYA/f8%2BfMKDAzU999/b2AywDlY/obp3Lyl0JEjR3TkyJHbXst9TrjVO%2B%2B8o927d2v06NGaNm2aJCkjI0Px8fEKCQnR9OnTjQ2IAik2Nlbjx4/XpUuXJP1WYP6%2B7N2tWzcjowFOQ1EJ02FLIThi/fr1Wr16tby8vPTaa69J%2Bm2bodDQUPXt25eiEnl6%2B%2B239eyzz6pXr14KCAhQVFSUDh06pKioqOwPJ0BhR1EJ01myZEn2nz/55BMDk6AwysjI0P33359rvFSpUkpNTTUgEQqD48ePKzAwUBaLRRaLRbVq1VKtWrVUvXp1TZ48Wf/85z%2BNjgg4zM3oAIBRduzYoaioqFzj7777rg4dOmRAIhQGTZs21dKlS3OMpaWlKTQ0lD0IcVsVKlRQUlKSJKl8%2BfJKSEiQ9Nv7ad%2B%2BfUZGA5yGohKmtHfvXj333HM6e/ZsrrmSJUtq2LBhio%2BPNyAZCropU6Zo2bJl6tixo2w2mwICAtShQwdt375dr776qtHxUEA9%2BeSTeuqpp5SSkqLHH39c48aN09KlSxUcHMwJTSgyePobpjR69Gg1b95cQUFBec6HhYXp%2BPHjmjNnTj4nQ0E3depUTZs2Tdu2bdOpU6fk4eGh2rVrq3Xr1po8ebIWLFhgdEQUUOHh4bJarUpNTdXrr7%2BugwcPysvLS3//%2B9/ZUghFAkUlTKlDhw6KjIxU5cqV85y/ePGirFartm/fns/JUFAlJCToxIkTCgwM1OLFi3XrX50nT57Ue%2B%2B9l%2BcJTQBgBjyoA1NKS0u7bUEp/fY0b0pKSj4mQkF39OhRhYWFKSMjQyNGjMg17%2B7unufpTIAkpaSkaM2aNTp%2B/HiOfSp/FxISYkAqwLkoKmFK1atX15EjR9SkSZM85/fs2SNPT898ToWCrHv37urevbusVqsiIiKMjoNCZuLEiTp06JBatmwpDw8Po%2BMALsHyN0xp4cKF2rZtmz744ANVqlQpx9zZs2c1ePBg9e3bV2PHjjUoIYCipHnz5tqwYYO8vLyMjgK4DJ1KmNLIkSO1c%2BdOde3aVX5%2Bfqpbt64yMzP1888/a9OmTWrdurWee%2B45o2MCKCLq1KmjChUqGB0DcCk6lTAtu92uL7/8Ups3b1ZCQoIsFovq1Kmjnj17ymq1cqIOAIfcfO/k3r17tX79eg0fPjzPLYRKliyZn9EAl6CohKklJSWpatWqRscAUAQ1atQox4fTm8/7vlVcXFx%2BxQJchqISpubt7a29e/fKzY1zAAA41%2B7du%2B/42rZt27owCZA/KCphau%2B%2B%2B648PDw0cuRIlSlTxug4AIqojIwMlShRIsdYSkqKypYta1AiwPkoKmFq/v7%2BSkxMVEpKisqXL69ixYrlmI%2BJiTEoGYCiICsrS6%2B88orKlCmT6xjP3r17q2vXrpo4caJB6QDn4ulvmNrw4cONjgCgCFu2bJl27typsLCwXHNz5szRqFGjVL9%2Bffn7%2BxuQDnAuOpUAALiI1WpVcHCwHnvssTznv/nmG82fP1%2BrV6/O52SA8/F0AkzNZrMpNDRUvr6%2Baty4sZo0aaIePXpo0aJFyszMNDoegELu9OnTatOmzW3n27dvrxMnTuRfIMCFWP6Gqb399tvas2ePRo4cqTp16kiS4uPj9cknnygzM5MTdQA4xGKx6I8WBG02Gx9gUWRQVMLUNm7cqM8//1y1atXKHnvsscfUsWNHjR49mqISgEOaN2%2Buf//73%2BrTp0%2Be85999pmaNGmSz6kA16CohKnduHFDnp6eucZr1qyp5ORkAxIBKEpGjBih8ePHKy0tTQMGDFDx4r/9s5uenq7ly5crLCxMixcvNjgl4Bw8qANTGzJkiFq2bKmgoKDsPeRu3LihBQsWaPfu3fr0008NTgigsFu9erVCQkJkt9vl5eUlu92uM2fOqFSpUnr55ZfVr18/oyMCTkFRCVP75ZdfNHz4cKWnp2efx3v69GkVL15cH3zwgZo3b25wQgBFwdWrV7V9%2B3adPn1aFotFDzzwgDp06MChCyhSKCphejabTd9%2B%2B61Onz4tm82m2rVrq1OnTipdurTR0QAUEXPmzJHVatWDDz5odBTAZSgqAQBwsSFDhig2NlYNGzaUv7%2B/evfurWrVqhkdC3AqikqYTteuXRUdHS1J6tix4x9eyzGNAJwlOTlZ0dHR2rx5s3bt2qWWLVvK399fPXr04AxwFAkUlTCdiIgIWa1WSdJXX331h9f27ds3PyIBMJnU1FR9%2BeWXmjdvnjIyMuTn56eRI0eqfv36RkcD7hlFJQAA%2BeTatWvavHmzIiMjtWPHDjVp0kRWq1UXL17UihUrNGXKFD7MotCiqISpHT16VHPmzFF8fLzS09NzzbP8DcAZtm3bpnXr1mnr1q2qVKmS/P391adPH9WtWzf7mn379mncuHHavn27gUmBe8fm5zC1l156SZ6enho%2BfLhKlSpldBwARdSkSZPUo0cPLV68WO3atcvzmpYtW6phw4b5nAxwHjqVMDVvb2/t3LlT7u7uRkcBUISlp6fLw8PD6BiAS9GphKk1btxY586dU506dYyOAqCIGThwoCwWyx1du3LlShenAVyPohKmNmzYME2ePFlWq1VeXl5yc3PLMf9nWw4BwO08/vjjRkcA8hXL3zC1Ro0a3XbOYrEoLi4uH9MAAFB4UVQCAOBi58%2Bf10cffaTjx4/LZrPlml%2B%2BfLkBqQDnYvkbkHTgwAGdO3dOPXr0kCRdv36dh3cAOM0LL7yglJQUtW/fngd2UGRRVMLU4uPjFRQUpLNnz8put%2BvQoUM6c%2BaMBgwYoI8%2B%2BkhNmjQxOiKAIuDIkSP65ptvVKlSJaOjAC7j9ueXAEXXG2%2B8oa5du2rPnj3ZD%2Bl4eXlp1KhRCgkJMTgdgKKiQYMGyszMNDoG4FLcUwlT8/b21q5du1SyZEm1aNFC%2B/fvlyTduHFDjz76qGJjYw1OCKCwOn78ePaf4%2BPjtWbNGj377LPy8vLKtdXQzSfrAIUVy98wtYoVK%2BrKlSu67777coyfOnVKxYvzvweAe/fEE0/IYrHo5t7Ntm3bsv/8%2Bxw7TaCo4F9NmFqXLl00fvx4BQYGKisrS3FxcTp69KgWLVqk3r17Gx0PQCEWHR1tdAQgX7H8DVO7fv26Zs6cqa%2B%2B%2BkqpqamyWCyqWLGinn76aY0dO1YlS5Y0OiKAImDq1KmaMWNGrvGUlBRNnjxZCxYsMCAV4Fx0KmFaZ86cUcmSJfXqq69q6tSpSkxM1NKlS3Xjxg21bduWghKAwxISEnTixAmtXbtWvXr10q19nJMnTyomJsagdIBzUVTClGJjYzVy5Ei99dZbevLJJ5WRkaHBgwcrIyNDDRo0UFBQkGbPnq0uXboYHRVAIXb06FGFhYUpIyNDI0aMyDXv7u6uQYMGGZAMcD6Wv2FKQ4YMUfv27fX8889LktavX69XX31VW7ZsUZUqVRQZGamVK1dqxYoVBicFUBRYrVZFREQYHQNwKYpKmFKrVq0UExOj0qVLS5KCg4OVnp6usLAwSVJ6eroee%2Bwx7d2718iYAIoQu92uxMREpaen55pjSyEUBSx/w5SysrJUqlSp7NexsbEaPnx49mt3d3c2KgbgNOvWrdMbb7yhlJSUXPdVsqUQigqKSpiSp6en4uPj9dBDD%2Bno0aP69ddf1b59%2B%2Bz5EydOcJwaAKeZOXOmhgwZoieeeIKzv1FkUVTClHr16qXg4GD17t1bX331lVq2bKl69epJklJTUxUaGqqOHTsanBJAUZGamqoxY8aoWLFiRkcBXIazv2FKgYGB8vb21po1a1S7dm3Nnj07ey40NFS//PKLgoKCDEwIoCjp2rWrdu3aZXQMwKV4UAe4xfnz51W5cmWVKFHC6CgAiogPPvhAn332mby9vVWzZk25ueXs6UycONGgZIDzsPwN3MLT09PoCACKmJiYGNWuXVsXLlzQhQsXcsxZLBaDUgHORacSAAAADqNTCQBAPvj555%2B1ceNGnTlzRpJUp04d9e7dW7Vq1TI4GeAcPKgDAICLRUVFqW/fvvrmm29ks9lks9m0adMm9e7dW7GxsUbHA5yC5W8AAFysV69eCgoKUq9evXKMf/nll1q5cqU%2B//xzg5IBzkOnEgAAFzt79qx69uyZazwgIEDHjh0zIBHgfBSVAAC4WI0aNbR///5c44cPH1aVKlUMSAQ4Hw/qAADgYoMHD9aoUaPk7%2B%2BffXrXsWPHtG7dOo0ePdrgdIBzcE8lAAD54Ouvv9aaNWt0%2BvRp2Ww21a5dW1arNdd9lkBhRVEJAICLhIeH5xr7/Z/dmzc979OnT75lAlyFohIAABdp1KiRqlSpkr3kndc/uRaLRcuXL8/vaIDTUVQCAOAiH3/8sSIjI3Xp0iX5%2BfnJ399fjRo1MjoW4BIUlQAAuNipU6e0bt06rV%2B/XsWKFZO/v7%2BefPJJ1ahRw%2BhogNNQVAIAkI%2BOHDmiyMhIbdq0SZ6engoICNDAgQONjgU4jKISAIB8durUKW3YsEGrVq1SiRIltGHDBqMjAQ6jqAQAIB9cvHhRUVFRioiI0OnTp/XEE0/IarWqRYsWRkcDnIKiEgAAF0lLS9OWLVu0du1axcbG6vHHH1dAQIB8fHxUokQJo%2BMBTkVRCQCAi3h7e6tMmTLq1KmTfH19VaFChTyva9OmTT4nA5yPohIAABfx9fX902ssFouio6PzIQ3gWhSVAAAAcJib0QEAAABQ%2BFFUAgAAwGEUlQAAAHAYRSUAAAAcRlEJAAAAh1FUAgAAwGEUlQAAAHDY/wHJuAOc3C240AAAAABJRU5ErkJggg%3D%3D\" class=\"center-img\">\n",
              "</div>\n",
              "    <div class=\"row headerrow highlight\">\n",
              "        <h1>Sample</h1>\n",
              "    </div>\n",
              "    <div class=\"row variablerow\">\n",
              "    <div class=\"col-md-12\" style=\"overflow:scroll; width: 100%%; overflow-y: hidden;\">\n",
              "        <table border=\"1\" class=\"dataframe sample\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>customerID</th>\n",
              "      <th>gender</th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>Partner</th>\n",
              "      <th>Dependents</th>\n",
              "      <th>tenure</th>\n",
              "      <th>PhoneService</th>\n",
              "      <th>MultipleLines</th>\n",
              "      <th>InternetService</th>\n",
              "      <th>OnlineSecurity</th>\n",
              "      <th>OnlineBackup</th>\n",
              "      <th>DeviceProtection</th>\n",
              "      <th>TechSupport</th>\n",
              "      <th>StreamingTV</th>\n",
              "      <th>StreamingMovies</th>\n",
              "      <th>Contract</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>PaymentMethod</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7590-VHVEG</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>1</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>29.85</td>\n",
              "      <td>29.85</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>5575-GNVDE</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>34</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>56.95</td>\n",
              "      <td>1889.5</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3668-QPYBK</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>53.85</td>\n",
              "      <td>108.15</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7795-CFOCW</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>45</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>42.30</td>\n",
              "      <td>1840.75</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>9237-HQITU</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>70.70</td>\n",
              "      <td>151.65</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "    </div>\n",
              "</div>\n",
              "</div>"
            ],
            "text/plain": [
              "<pandas_profiling.ProfileReport at 0x7f1630949940>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    }
  ]
}