Xente_Fraud_Detection_Challenge.ipynb

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      "name": "python3",
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/theBuluku/my-data-science-work/blob/master/Xente_Fraud_Detection_Challenge.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5fFXjSNAAz-j"
      },
      "source": [
        "#Importing libaries\n",
        "#\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import datetime as dt\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "from sklearn.preprocessing import StandardScaler,robust_scale\n",
        "from sklearn.model_selection import train_test_split,GridSearchCV,RandomizedSearchCV\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from xgboost import XGBClassifier\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.metrics import accuracy_score,f1_score,classification_report,recall_score,precision_score,roc_curve\n",
        "import pandas_profiling as pp\n",
        "import warnings \n",
        "warnings.filterwarnings('ignore')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5vdd3MvoC_zM",
        "outputId": "fa7fbc17-bd76-4c11-cbf4-d4cdce71093b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 215
        }
      },
      "source": [
        "#loading training file \n",
        "#\n",
        "df = pd.read_csv(\"training.csv\")\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TransactionId</th>\n",
              "      <th>BatchId</th>\n",
              "      <th>AccountId</th>\n",
              "      <th>SubscriptionId</th>\n",
              "      <th>CustomerId</th>\n",
              "      <th>CurrencyCode</th>\n",
              "      <th>CountryCode</th>\n",
              "      <th>ProviderId</th>\n",
              "      <th>ProductId</th>\n",
              "      <th>ProductCategory</th>\n",
              "      <th>ChannelId</th>\n",
              "      <th>Amount</th>\n",
              "      <th>Value</th>\n",
              "      <th>TransactionStartTime</th>\n",
              "      <th>PricingStrategy</th>\n",
              "      <th>FraudResult</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>TransactionId_76871</td>\n",
              "      <td>BatchId_36123</td>\n",
              "      <td>AccountId_3957</td>\n",
              "      <td>SubscriptionId_887</td>\n",
              "      <td>CustomerId_4406</td>\n",
              "      <td>UGX</td>\n",
              "      <td>256</td>\n",
              "      <td>ProviderId_6</td>\n",
              "      <td>ProductId_10</td>\n",
              "      <td>airtime</td>\n",
              "      <td>ChannelId_3</td>\n",
              "      <td>1000.0</td>\n",
              "      <td>1000</td>\n",
              "      <td>2018-11-15T02:18:49Z</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>TransactionId_73770</td>\n",
              "      <td>BatchId_15642</td>\n",
              "      <td>AccountId_4841</td>\n",
              "      <td>SubscriptionId_3829</td>\n",
              "      <td>CustomerId_4406</td>\n",
              "      <td>UGX</td>\n",
              "      <td>256</td>\n",
              "      <td>ProviderId_4</td>\n",
              "      <td>ProductId_6</td>\n",
              "      <td>financial_services</td>\n",
              "      <td>ChannelId_2</td>\n",
              "      <td>-20.0</td>\n",
              "      <td>20</td>\n",
              "      <td>2018-11-15T02:19:08Z</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>TransactionId_26203</td>\n",
              "      <td>BatchId_53941</td>\n",
              "      <td>AccountId_4229</td>\n",
              "      <td>SubscriptionId_222</td>\n",
              "      <td>CustomerId_4683</td>\n",
              "      <td>UGX</td>\n",
              "      <td>256</td>\n",
              "      <td>ProviderId_6</td>\n",
              "      <td>ProductId_1</td>\n",
              "      <td>airtime</td>\n",
              "      <td>ChannelId_3</td>\n",
              "      <td>500.0</td>\n",
              "      <td>500</td>\n",
              "      <td>2018-11-15T02:44:21Z</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>TransactionId_380</td>\n",
              "      <td>BatchId_102363</td>\n",
              "      <td>AccountId_648</td>\n",
              "      <td>SubscriptionId_2185</td>\n",
              "      <td>CustomerId_988</td>\n",
              "      <td>UGX</td>\n",
              "      <td>256</td>\n",
              "      <td>ProviderId_1</td>\n",
              "      <td>ProductId_21</td>\n",
              "      <td>utility_bill</td>\n",
              "      <td>ChannelId_3</td>\n",
              "      <td>20000.0</td>\n",
              "      <td>21800</td>\n",
              "      <td>2018-11-15T03:32:55Z</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>TransactionId_28195</td>\n",
              "      <td>BatchId_38780</td>\n",
              "      <td>AccountId_4841</td>\n",
              "      <td>SubscriptionId_3829</td>\n",
              "      <td>CustomerId_988</td>\n",
              "      <td>UGX</td>\n",
              "      <td>256</td>\n",
              "      <td>ProviderId_4</td>\n",
              "      <td>ProductId_6</td>\n",
              "      <td>financial_services</td>\n",
              "      <td>ChannelId_2</td>\n",
              "      <td>-644.0</td>\n",
              "      <td>644</td>\n",
              "      <td>2018-11-15T03:34:21Z</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         TransactionId         BatchId  ... PricingStrategy FraudResult\n",
              "0  TransactionId_76871   BatchId_36123  ...               2           0\n",
              "1  TransactionId_73770   BatchId_15642  ...               2           0\n",
              "2  TransactionId_26203   BatchId_53941  ...               2           0\n",
              "3    TransactionId_380  BatchId_102363  ...               2           0\n",
              "4  TransactionId_28195   BatchId_38780  ...               2           0\n",
              "\n",
              "[5 rows x 16 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XRk_A1yNC_vt",
        "outputId": "7ba86f96-775b-4b7a-bd28-ddb46da433d4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        }
      },
      "source": [
        "#loading data dictionary\n",
        "#\n",
        "descr = pd.read_csv(\"Xente_Variable_Definitions.csv\")\n",
        "descr"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Column Name</th>\n",
              "      <th>Definition</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>TransactionId</td>\n",
              "      <td>Unique �transaction identifier on platform</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>BatchId</td>\n",
              "      <td>Unique number assigned to a batch of transacti...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>AccountId</td>\n",
              "      <td>Unique number identifying the customer on plat...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>SubscriptionId</td>\n",
              "      <td>Unique number identifying the customer subscri...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>CustomerId</td>\n",
              "      <td>Unique identifier attached to Account</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>CurrencyCode</td>\n",
              "      <td>Country currency</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>CountryCode</td>\n",
              "      <td>Numerical geographical code of country</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>ProviderId</td>\n",
              "      <td>Source provider of Item �bought.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>ProductId</td>\n",
              "      <td>Item name being bought.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>ProductCategory</td>\n",
              "      <td>ProductIds are organized into these broader pr...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>ChannelId</td>\n",
              "      <td>Identifies if customer used web,Android, IOS, ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Amount</td>\n",
              "      <td>Value of the transaction. Positive for debits ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Value</td>\n",
              "      <td>Absolute value of the amount</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>TransactionStartTime</td>\n",
              "      <td>Transaction start time</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>PricingStrategy</td>\n",
              "      <td>Category of Xente's pricing structure for merc...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>FraudResult</td>\n",
              "      <td>Fraud status of transaction 1 -yes or 0-No</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             Column Name                                         Definition\n",
              "0          TransactionId         Unique �transaction identifier on platform\n",
              "1                BatchId  Unique number assigned to a batch of transacti...\n",
              "2              AccountId  Unique number identifying the customer on plat...\n",
              "3         SubscriptionId  Unique number identifying the customer subscri...\n",
              "4             CustomerId              Unique identifier attached to Account\n",
              "5           CurrencyCode                                   Country currency\n",
              "6            CountryCode             Numerical geographical code of country\n",
              "7             ProviderId                   Source provider of Item �bought.\n",
              "8              ProductId                            Item name being bought.\n",
              "9        ProductCategory  ProductIds are organized into these broader pr...\n",
              "10             ChannelId  Identifies if customer used web,Android, IOS, ...\n",
              "11                Amount  Value of the transaction. Positive for debits ...\n",
              "12                 Value                       Absolute value of the amount\n",
              "13  TransactionStartTime                             Transaction start time\n",
              "14       PricingStrategy  Category of Xente's pricing structure for merc...\n",
              "15           FraudResult         Fraud status of transaction 1 -yes or 0-No"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AWvf5y6DC_r4",
        "outputId": "5336e8d4-4400-4618-ea33-138862ff6d39",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 370
        }
      },
      "source": [
        "# Previewing some information about the dataset\n",
        "#\n",
        "df.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 95662 entries, 0 to 95661\n",
            "Data columns (total 16 columns):\n",
            "TransactionId           95662 non-null object\n",
            "BatchId                 95662 non-null object\n",
            "AccountId               95662 non-null object\n",
            "SubscriptionId          95662 non-null object\n",
            "CustomerId              95662 non-null object\n",
            "CurrencyCode            95662 non-null object\n",
            "CountryCode             95662 non-null int64\n",
            "ProviderId              95662 non-null object\n",
            "ProductId               95662 non-null object\n",
            "ProductCategory         95662 non-null object\n",
            "ChannelId               95662 non-null object\n",
            "Amount                  95662 non-null float64\n",
            "Value                   95662 non-null int64\n",
            "TransactionStartTime    95662 non-null object\n",
            "PricingStrategy         95662 non-null int64\n",
            "FraudResult             95662 non-null int64\n",
            "dtypes: float64(1), int64(4), object(11)\n",
            "memory usage: 11.7+ MB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IL0Zjv6VC_qP",
        "outputId": "e92f0e61-46ba-4299-d829-487db54605e4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        }
      },
      "source": [
        "# Previewing some summary statistics about the dataset\n",
        "#\n",
        "df.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>CountryCode</th>\n",
              "      <th>Amount</th>\n",
              "      <th>Value</th>\n",
              "      <th>PricingStrategy</th>\n",
              "      <th>FraudResult</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>95662.0</td>\n",
              "      <td>9.566200e+04</td>\n",
              "      <td>9.566200e+04</td>\n",
              "      <td>95662.000000</td>\n",
              "      <td>95662.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>256.0</td>\n",
              "      <td>6.717846e+03</td>\n",
              "      <td>9.900584e+03</td>\n",
              "      <td>2.255974</td>\n",
              "      <td>0.002018</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>0.0</td>\n",
              "      <td>1.233068e+05</td>\n",
              "      <td>1.231221e+05</td>\n",
              "      <td>0.732924</td>\n",
              "      <td>0.044872</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>256.0</td>\n",
              "      <td>-1.000000e+06</td>\n",
              "      <td>2.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>256.0</td>\n",
              "      <td>-5.000000e+01</td>\n",
              "      <td>2.750000e+02</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>256.0</td>\n",
              "      <td>1.000000e+03</td>\n",
              "      <td>1.000000e+03</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>256.0</td>\n",
              "      <td>2.800000e+03</td>\n",
              "      <td>5.000000e+03</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>256.0</td>\n",
              "      <td>9.880000e+06</td>\n",
              "      <td>9.880000e+06</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       CountryCode        Amount         Value  PricingStrategy   FraudResult\n",
              "count      95662.0  9.566200e+04  9.566200e+04     95662.000000  95662.000000\n",
              "mean         256.0  6.717846e+03  9.900584e+03         2.255974      0.002018\n",
              "std            0.0  1.233068e+05  1.231221e+05         0.732924      0.044872\n",
              "min          256.0 -1.000000e+06  2.000000e+00         0.000000      0.000000\n",
              "25%          256.0 -5.000000e+01  2.750000e+02         2.000000      0.000000\n",
              "50%          256.0  1.000000e+03  1.000000e+03         2.000000      0.000000\n",
              "75%          256.0  2.800000e+03  5.000000e+03         2.000000      0.000000\n",
              "max          256.0  9.880000e+06  9.880000e+06         4.000000      1.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MsTwuZ6fC_nR",
        "outputId": "45aabd74-95b5-408b-aecc-3d4798b0a954",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 302
        }
      },
      "source": [
        "# Checking datatypes of the columns\n",
        "#\n",
        "df.dtypes"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "TransactionId            object\n",
              "BatchId                  object\n",
              "AccountId                object\n",
              "SubscriptionId           object\n",
              "CustomerId               object\n",
              "CurrencyCode             object\n",
              "CountryCode               int64\n",
              "ProviderId               object\n",
              "ProductId                object\n",
              "ProductCategory          object\n",
              "ChannelId                object\n",
              "Amount                  float64\n",
              "Value                     int64\n",
              "TransactionStartTime     object\n",
              "PricingStrategy           int64\n",
              "FraudResult               int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
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      "metadata": {
        "id": "f7Q9vGq7C_li",
        "outputId": "10569c9a-c2d2-4b96-cf8b-8a12580de56f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# Profile report \n",
        "#\n",
        "pp.ProfileReport(df)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<meta charset=\"UTF-8\">\n",
              "\n",
              "<style>\n",
              "\n",
              "        .variablerow {\n",
              "            border: 1px solid #e1e1e8;\n",
              "            border-top: hidden;\n",
              "            padding-top: 2em;\n",
              "            padding-bottom: 2em;\n",
              "            padding-left: 1em;\n",
              "            padding-right: 1em;\n",
              "        }\n",
              "\n",
              "        .headerrow {\n",
              "            border: 1px solid #e1e1e8;\n",
              "            background-color: #f5f5f5;\n",
              "            padding: 2em;\n",
              "        }\n",
              "        .namecol {\n",
              "            margin-top: -1em;\n",
              "            overflow-x: auto;\n",
              "        }\n",
              "\n",
              "        .dl-horizontal dt {\n",
              "            text-align: left;\n",
              "            padding-right: 1em;\n",
              "            white-space: normal;\n",
              "        }\n",
              "\n",
              "        .dl-horizontal dd {\n",
              "            margin-left: 0;\n",
              "        }\n",
              "\n",
              "        .ignore {\n",
              "            opacity: 0.4;\n",
              "        }\n",
              "\n",
              "        .container.pandas-profiling {\n",
              "            max-width:975px;\n",
              "        }\n",
              "\n",
              "        .col-md-12 {\n",
              "            padding-left: 2em;\n",
              "        }\n",
              "\n",
              "        .indent {\n",
              "            margin-left: 1em;\n",
              "        }\n",
              "\n",
              "        .center-img {\n",
              "            margin-left: auto !important;\n",
              "            margin-right: auto !important;\n",
              "            display: block;\n",
              "        }\n",
              "\n",
              "        /* Table example_values */\n",
              "            table.example_values {\n",
              "                border: 0;\n",
              "            }\n",
              "\n",
              "            .example_values th {\n",
              "                border: 0;\n",
              "                padding: 0 ;\n",
              "                color: #555;\n",
              "                font-weight: 600;\n",
              "            }\n",
              "\n",
              "            .example_values tr, .example_values td{\n",
              "                border: 0;\n",
              "                padding: 0;\n",
              "                color: #555;\n",
              "            }\n",
              "\n",
              "        /* 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>16 </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Number of observations</th>\n",
              "                <td>95662 </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>11.7 MiB </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Average record size in memory</th>\n",
              "                <td>128.0 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>9 </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>1 </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Rejected</th>\n",
              "                <td>3 </td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                <th>Unsupported</th>\n",
              "                <td>0 </td>\n",
              "            </tr>\n",
              "            </tbody>\n",
              "        </table>\n",
              "    </div>\n",
              "    <div class=\"col-md-12\" style=\"padding-left: 1em;\">\n",
              "        \n",
              "        <p class=\"h4\">Warnings</p>\n",
              "        <ul class=\"list-unstyled\"><li><a href=\"#pp_var_AccountId\"><code>AccountId</code></a> has a high cardinality: 3633 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_Amount\"><code>Amount</code></a> is highly skewed (γ1 = 51.098)  <span class=\"label label-info\">Skewed</span></li><li><a href=\"#pp_var_BatchId\"><code>BatchId</code></a> has a high cardinality: 94809 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_CountryCode\"><code>CountryCode</code></a> has constant value 256 <span class=\"label label-primary\">Rejected</span></li><li><a href=\"#pp_var_CurrencyCode\"><code>CurrencyCode</code></a> has constant value UGX <span class=\"label label-primary\">Rejected</span></li><li><a href=\"#pp_var_CustomerId\"><code>CustomerId</code></a> has a high cardinality: 3742 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_SubscriptionId\"><code>SubscriptionId</code></a> has a high cardinality: 3627 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_TransactionStartTime\"><code>TransactionStartTime</code></a> has a high cardinality: 94556 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_Value\"><code>Value</code></a> is highly correlated with <a href=\"#pp_var_Amount\"><code>Amount</code></a> (ρ = 0.98969) <span class=\"label label-primary\">Rejected</span></li> </ul>\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_AccountId\">AccountId<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"alert\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3633</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.8%</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=\"minifreqtable1884586711727691575\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>AccountId_4841</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: 32.3%\">\n",
              "            30893\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>AccountId_4249</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:8%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 4.7%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        4457\n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>AccountId_4840</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:3%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 1.8%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        1738\n",
              "    </td>\n",
              "</tr><tr class=\"other\">\n",
              "    <th>Other values (3630)</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: 61.2%\">\n",
              "            58574\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=\"#freqtable1884586711727691575, #minifreqtable1884586711727691575\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable1884586711727691575\">\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\">AccountId_4841</td>\n",
              "        <td class=\"number\">30893</td>\n",
              "        <td class=\"number\">32.3%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:57%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">AccountId_4249</td>\n",
              "        <td class=\"number\">4457</td>\n",
              "        <td class=\"number\">4.7%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">AccountId_4840</td>\n",
              "        <td class=\"number\">1738</td>\n",
              "        <td class=\"number\">1.8%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">AccountId_3206</td>\n",
              "        <td class=\"number\">1105</td>\n",
              "        <td class=\"number\">1.2%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">AccountId_318</td>\n",
              "        <td class=\"number\">1070</td>\n",
              "        <td class=\"number\">1.1%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">AccountId_10</td>\n",
              "        <td class=\"number\">965</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\">AccountId_3595</td>\n",
              "        <td class=\"number\">465</td>\n",
              "        <td class=\"number\">0.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">AccountId_751</td>\n",
              "        <td class=\"number\">411</td>\n",
              "        <td class=\"number\">0.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">AccountId_2648</td>\n",
              "        <td class=\"number\">359</td>\n",
              "        <td class=\"number\">0.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">AccountId_2314</td>\n",
              "        <td class=\"number\">356</td>\n",
              "        <td class=\"number\">0.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"other\">\n",
              "        <td class=\"fillremaining\">Other values (3623)</td>\n",
              "        <td class=\"number\">53843</td>\n",
              "        <td class=\"number\">56.3%</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_Amount\">Amount<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>1676</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Unique (%)</th>\n",
              "                    <td>1.8%</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>6717.8</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Minimum</th>\n",
              "                    <td>-1000000</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Maximum</th>\n",
              "                    <td>9880000</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=\"minihistogram5992312284152903079\">\n",
              "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAAtFJREFUeJzt2r1KI1EchvHXTVCxFivRSrAJiKTwIwHBQq1slCCIqOAFWAfL3EAEEbwCISo2GgsrCy1EhRRBsVIE8RKCMlssq8y6eSWQzIg8P0iRyZzwbx7OmZC2IAgCAfivX3EPAHxnybgH%2BFc6X254zWVhugWTAOwggEUggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggEEggJGMe4BmSOfLDa%2B5LEy3YBL8NG1BEARxDwF8VxyxAINAAINAAINAAINA0HRnZ2caGxvT%2Bvp6Q%2BumpqaUSqVCr8HBQR0cHLRo0q/9iJ958X3s7OyoVCqpv7%2B/4bUnJyeh94%2BPj8rlcspms80ar2HsIGiqjo4OG8jR0ZFmZ2c1NDSkyclJ7e7u1v2uQqGg1dVVdXd3t2rcL7GDoKmWlpbqflapVJTP57W5uanR0VFdX19rbW1NAwMDGh4eDt17cXGharWqYrHY6pEtdhBEZn9/XxMTE8pkMkokEkqn05qZmdHh4eGne7e3t7WysqL29vYYJv3ADoLIPDw86Pz8XKlU6v1aEATKZDKh%2B%2B7u7nRzc6Otra2oR/yEQBCZzs5OLSwsaGNjw95XLpc1MjKirq6uiCarjyMWItPX16fb29vQtefnZ729vYWunZ6eanx8PMrR6iIQRGZubk5XV1fa29tTrVZTtVrV/Px86OfdWq2m%2B/t79fb2xjjpB/7Ni6b6%2B3zx%2BvoqSUom/5ziK5WKJOn4%2BFjFYlFPT0/q6enR4uKilpeX39e/vLwom82qVCqFnlXiQiCAwRELMAgEMAgEMAgEMAgEMAgEMAgEMAgEMAgEMAgEMH4DDSqdXFxHngwAAAAASUVORK5CYII%3D\">\n",
              "\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives5992312284152903079,#minihistogram5992312284152903079\"\n",
              "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"row collapse col-md-12\" id=\"descriptives5992312284152903079\">\n",
              "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
              "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles5992312284152903079\"\n",
              "                                                  aria-controls=\"quantiles5992312284152903079\" role=\"tab\"\n",
              "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#histogram5992312284152903079\" aria-controls=\"histogram5992312284152903079\"\n",
              "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#common5992312284152903079\" aria-controls=\"common5992312284152903079\"\n",
              "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#extreme5992312284152903079\" aria-controls=\"extreme5992312284152903079\"\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=\"quantiles5992312284152903079\">\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>-1000000</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>5-th percentile</th>\n",
              "                        <td>-5000</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Q1</th>\n",
              "                        <td>-50</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Median</th>\n",
              "                        <td>1000</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Q3</th>\n",
              "                        <td>2800</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>95-th percentile</th>\n",
              "                        <td>14500</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Maximum</th>\n",
              "                        <td>9880000</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Range</th>\n",
              "                        <td>10880000</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Interquartile range</th>\n",
              "                        <td>2850</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>123310</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Coef of variation</th>\n",
              "                        <td>18.355</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Kurtosis</th>\n",
              "                        <td>3363.1</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Mean</th>\n",
              "                        <td>6717.8</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>MAD</th>\n",
              "                        <td>12803</td>\n",
              "                    </tr>\n",
              "                    <tr class=\"alert\">\n",
              "                        <th>Skewness</th>\n",
              "                        <td>51.098</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Sum</th>\n",
              "                        <td>642640000</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Variance</th>\n",
              "                        <td>15205000000</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Memory size</th>\n",
              "                        <td>747.4 KiB</td>\n",
              "                    </tr>\n",
              "                </table>\n",
              "            </div>\n",
              "        </div>\n",
              "        <div role=\"tabpanel\" class=\"tab-pane col-md-8 col-md-offset-2\" id=\"histogram5992312284152903079\">\n",
              "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xt0VOW9//FPkpEEEnIDEmgOGgXEJIQICNGAQoICioBgJMTT2lRRKAhy60EEjsEjogLFcikXe0ConjoHVAQUscjFC7GtrbAmA2iJeNQUSCQzQEK4JDO/P/wx7QhKwjzJzMD7tZYL8zx77%2Be7vwuST/beMxPidrvdAgAAgDGh/i4AAADgckPAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGWfxdwJWivPyEv0todKGhIYqPj1RFRZVcLre/ywk69M839M939NA39M83pvrXqlVzg1XVHVew0GBCQ0MUEhKi0NAQf5cSlOifb%2Bif7%2Bihb%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%2Bfn5Ki4u9sw5nU517NhRaWlp6ty5s26//XZt3bq1Uc8NAABc3gIyYNXU1OiRRx7RjTfeqF27dmnTpk2qqKhQYWGhysrKNGbMGI0YMUJFRUWaPn26Zs6cKZvNJknatm2bFi1apOeff167du1Sdna2Ro8erZMnT0qSHnvsMYWFhWn27Nn64x//KJfLpUmTJunw4cP%2BPGUAAHAZCciAVV5ervLycg0ZMkRNmjRRXFyc7rjjDu3bt08bN25UcnKycnNzFR4erqysLOXk5Gjt2rWSJKvVqmHDhikjI0MREREaOXKkJGn79u369ttv9ec//1k5OTm65557lJiYqMLCQtXW1uq1117z5ykDAIDLSEAGrMTERKWkpMhqtaqqqkpHjx7Vu%2B%2B%2Bqz59%2Bshutys1NdVr%2B9TUVM9twO/Ph4aGKiUlRTabTfv27ZPL5VJKSopnPi0tTTU1Ndq/f3/jnBwAALjsWfxdwIWEhoZq0aJFKigo0OrVqyVJPXr00OTJkzVmzBglJiZ6bR8bGyuHwyHpu2esYmJivOZjYmLkcDjkdDplsVgUGxvrNSfJs78JZWVlKi8v9xqzWJopISHB2BrByGIJyDwfsMLCQr3%2BRP3QP9/RQ9/QP98Ee/8CMmCdOXNGo0eP1oABAzzPT82aNUtTpkyp0/5ut/sH52pra3903gSr1arFixd7jY0dO1bjx49v0HUDXVxcpL9LCErR0U39XUJQo3%2B%2Bo4e%2BoX%2B%2BCdb%2BBWTAKioq0jfffKNJkyYpLCxMzZs31/jx4zVkyBDdeuutcjqdXts7HA7Fx8dLkuLi4s6bdzqd6tChg%2BLj4%2BV2u73mz/3/uf1NyMvLU05OjteYxdJMDkeVsTWC0ZV%2B/vUVFhaq6OimOn68WrW1Ln%2BXE3Ton%2B/ooW/on29M9c9fv9wHZMCqra2Vy%2BXyutJ05swZSVJWVpbeeOMNr%2B2Li4uVkZEhSerUqZPsdruGDh3qOdbevXuVm5urlJQUhYaGer1tg81mU3R0tGd/ExISEs67HVhefkI1NVf2P7Ar/fwvVW2ti975gP75jh76hv75Jlj7F5A3Nrt06aJmzZpp0aJFqq6ulsPh0NKlS9W9e3cNGTJEpaWlWrt2rU6fPq2dO3dq586dGj58uCQpPz9f69ev1%2B7du1VdXa2lS5eqSZMm6tOnj%2BLj43XHHXdo165deuONN3T48GE98cQTOnnypAYPHuznswYAAJeLEHdDP5B0iYqLi/Xcc89p//79atKkiXr06KHHH39ciYmJ%2Bstf/qKnn35aJSUlSkpK0uTJk9WvXz/Pvv/zP/%2BjFStW6OjRo0pPT1dhYaGuv/56SdKJEyfUs2dP1dbWqqamRklJSXruuefUvXv3Bj2f8vITDXLcO1/4qEGO2xA2T%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%2B/unbtqvz8fBUXF3vmTp8%2Brf/8z//UbbfdpszMTI0fP14Oh8MzX1paqkceeUSZmZnKzs7W3Llz5XK5GueEAQDAZSFgA9Yrr7yiDRs2aM2aNfrwww/Vvn17vfTSSyorK9OYMWM0YsQIFRUVafr06Zo5c6ZsNpskadu2bVq0aJGef/557dq1S9nZ2Ro9erROnjwpSVqwYIHsdrusVqu2bNkit9utadOmedYdN26cEhMTtXXrVq1atUpbt27V6tWr/dIDAAAQnIwHrJycHC1evFiHDh3y6TgrV67UxIkTdd111ykqKkozZszQjBkztHHjRiUnJys3N1fh4eHKyspSTk6O1q5dK0myWq0aNmyYMjIyFBERoZEjR0qStm/frpqaGq1bt05jxoxRmzZtFBsbqwkTJmjHjh06cuSIbDab9u/frylTpqh58%2BZKTk5WQUGBrFarz30BAABXDovpA95777166623tHTpUt1yyy0aPny4cnJyZLHUfakjR47om2%2B%2B0bFjx3TXXXfp6NGjyszMVGFhoex2u1JTU722T01N1ebNmyVJdrtdd911l2cuNDRUKSkpstlsSklJ0YkTJ5SWluaZb9eunSIiImS321VWVqakpCTFxMR45tPS0nTw4EFVVlYqKiqqTvWXlZWpvLzca8xiaaaEhIQ69%2BByZLEE7AXTgBQWFur1J%2BqH/vmOHvqG/vkm2PtnPGCNHTtWY8eOld1u16ZNm/TMM89o1qxZuueee5Sbm6trr732osc4fPiwJOmdd97RqlWr5Ha7NX78eM2YMUOnTp1SYmKi1/axsbGe56icTqdXQJKkmJgYORwOOZ1OSVJ0dLTXfHR0tGf%2B%2B3PnjuVwOOocsKxWqxYvXuw1NnbsWI0fP75O%2B1%2Bu4uIi/V1CUIqOburvEoIa/fMdPfQN/fNNsPbPeMA6Jy0tTWlpafqP//gPvf322yosLNTKlSuVlZWlxx57TJ07d/7Bfd1utyRp5MiRnjA1btw4Pfzww8rKyrro2uf2v5T5i%2B1bF3l5ecrJyfEas1iayeGo8vnYwexKP//6CgsLVXR0Ux0/Xq3aWl5oUV/0z3f00Df0zzem%2BuevX%2B4bLGCdPXtWf/zjH/X666/r448/VnJyssaNG6eysjIVFBRo1qxZGjRo0AX3bdmypSTvK01JSUlyu906e/as50rUOQ6HQ/Hx8ZKkuLi48%2BadTqc6dOjg2cbpdCoy8p8NP3bsmFq0aKHa2toL7hsSEuLZty4SEhLOux1YXn5CNTVX9j%2BwK/38L1VtrYve%2BYD%2B%2BY4e%2Bob%2B%2BSZY%2B2c8YJWUlGjdunVav369qqqq1L9/f61evVrdunXzbNO9e3cVFhb%2BYMBq3bq1oqKitG/fPs/zUqWlpbrqqqvUu3dvvfnmm17bFxcXKyMjQ5LUqVMn2e12DR06VJJUW1urvXv3Kjc3V23btlVMTIzsdruSkpIkSZ9//rnOnDmjTp06qaysTIcOHVJFRYUnUNlsNrVv394rkAEAAPwY40%2BODRw4UDt27NCoUaP0/vvva%2B7cuV7hSpJ69%2B6tioqKHzyGxWJRbm6uli1bpv/7v//T0aNHtWTJEg0aNEhDhw5VaWmp1q5dq9OnT2vnzp3auXOnhg8fLknKz8/X%2BvXrtXv3blVXV2vp0qVq0qSJ%2BvTpo7CwMA0fPlzLli3ToUOH5HA49Otf/1p33HGHWrZsqdTUVKWnp2v%2B/PmqrKxUSUmJVq1apfz8fNNtAgAAlzHjV7DWrFmjHj16XHS7PXv2/Oj85MmTdebMGd133306e/as%2BvfvrxkzZigyMlLLly/X008/rVmzZikpKUlz587VDTfcIEm67bbbNGnSJE2YMEFHjx5Venq6VqxYoYiICEnS%2BPHjVVVVpSFDhqimpkbZ2dkqLCz0rLtw4ULNnDlTPXv2VFRUlEaMGKH777//0hsCAACuOCFuE091/4tjx45p6tSpys3N1e233y5Jeumll/TRRx9p7ty5io2NNblc0CgvP9Egx73zhY8a5LgNYfOEnv4uIahYLKGKi4uUw1EVlM8f%2BBv98x099A39842p/rVq1dxgVXVn/BbhnDlzdOLECbVv394z1qdPH7lcLj377LOmlwMAAAg4xm8Rfvjhh9q4caPi4uI8Y8nJyZo3b57uvvtu08sBAAAEHONXsE6dOqXw8PDzFwoNVXV1tenlAAAAAo7xgNW9e3c9%2B%2ByzOnbsmGfsyJEjmjVr1nmvJgQAALgcGb9F%2BMQTT%2BjBBx/ULbfcoqioKLlcLlVVValt27b6/e9/b3o5AACAgGM8YLVt21ZvvfWW3n//fX311VcKDQ3Vtddeq169eiksLMz0cgAAAAGnQT4qp0mTJp63aAAAALjSGA9YX3/9tebPn6%2B///3vOnXq1Hnz7733nuklAQAAAkqDPINVVlamXr16qVmzZqYPDwAAEPCMB6zi4mK99957ng9LBgAAuNIYf5uGFi1acOUKAABc0YwHrFGjRmnx4sUy/BGHAAAAQcP4LcL3339ff/vb3/T666/r3/7t3xQa6p3hXn31VdNLAgAABBTjASsqKkq33Xab6cMCAAAEDeMBa86cOaYPCQAAEFSMP4MlSV988YUWLVqkadOmecY%2B/fTThlgKAAAg4BgPWEVFRRo8eLDeffddbdq0SdJ3bz76wAMP8CajAADgimA8YC1YsEC/%2BtWvtHHjRoWEhEj67vMJn332WS1ZssT0cgAAAAHHeMD6/PPPlZ%2BfL0megCVJAwYMUElJienlAAAAAo7xgNW8efMLfgZhWVmZmjRpYno5AACAgGM8YHXt2lXPPPOMKisrPWMHDx7U1KlTdcstt5heDgAAIOAYf5uGadOm6ec//7kyMzNVW1urrl27qrq6Wh06dNCzzz5rejkAAICAYzxgtW7dWps2bdLOnTt18OBBRURE6Nprr1XPnj29nskCAAC4XBkPWJJ01VVX6fbbb2%2BIQwMAAAQ84wErJyfnR69U8V5YAADgcmc8YN11111eAau2tlYHDx6UzWbTz3/%2Bc9PLAQAABBzjAWvKlCkXHN%2ByZYv%2B9Kc/mV4OAAAg4DTIZxFeyO2336633nqrsZYDAADwm0YLWHv37pXb7W6s5QAAAPzG%2BC3CESNGnDdWXV2tkpIS9evXz/RyAAAAAcd4wEpOTj7vVYTh4eHKzc3VfffdZ3o5AACAgGM8YPFu7QAA4EpnPGCtX7%2B%2Bztvec889ppcHAADwO%2BMBa/r06XK5XOc90B4SEuI1FhISQsACAACXJeMB63e/%2B51Wrlyp0aNHq2PHjnK73frss8/04osv6qc//akyMzNNLwkAABBQGuQZrBUrVigxMdEzdtNNN6lt27Z66KGHtGnTJtNLAgAABBTj74P15ZdfKiYm5rzx6OholZaWml4OAAAg4BgPWElJSXr22WflcDg8Y8ePH9f8%2BfN19dVXm14OAAAg4Bi/RfjEE09o8uTJslqtioyMVGhoqCorKxUREaElS5aYXg4AACDgGA9YvXr10o4dO7Rz504dPnxYbrdbiYmJuvXWW9W8eXPTywEAAAQc4wFLkpo2baq%2Bffvq8OHDatu2bUMsAQAAELCMP4N16tQpTZ06VV26dNGdd94p6btnsEaOHKnjx4%2BbXg4AACDgGA9Yc%2BfO1b59%2BzRv3jyFhv7z8LW1tZo3b57p5QAAAAKO8YC1ZcsWLVy4UAMGDPB86HN0dLTmzJmjd9991/RyAAAAAcd4wKqqqlJycvJ54/Hx8Tp58qTp5QAAAAKO8YB19dVX609/%2BpMkeX324DvvvKOf/OQnppcDAAAIOMZfRXj//fdr3Lhxuvfee%2BVyubRq1SoVFxdry5Ytmj59uunlAAAAAo7xgJWXlyeLxaKXX35ZYWFhWrZsma699lrNmzdPAwYMML0cAABAwDEesCoqKnTvvffq3nvvNX1oAACAoGD8Gay%2Bfft6PXsFAABwpTEesDIzM7V582bThwUAAAgaxm8RtmnTRrNnz9aKFSt09dVX66qrrvKanz9/vuklAQAAAorxgHXgwAFdd911kiSHw2H68AAAAAHPWMCaOHGiFixYoN///veesSVLlmjs2LE%2BH/uZZ57R6tWr9dlnn0mSioqKNH/%2BfH3xxRdq06aNRo0apcGDB3u2X7NmjV555RWVl5erY8eOmj59ujp16iRJOn36tGbPnq0dO3bo9OnTyszM1KxZsxQXFydJKi0t1axZs7Rnzx41a9ZMd911lyZPnuz1sT8AAAA/xlhq2LZt23ljK1as8Pm4%2B/bt05tvvun5uqysTGPGjNGIESNUVFSk6dOna%2BbMmbLZbJ46Fi1apOeff167du1Sdna2Ro8e7XkX%2BQULFshut8tqtWrLli1yu92aNm2a5/jjxo1TYmKitm7dqlWrVmnr1q1avXq1z%2BcBAACuHMYC1oVeOejrqwldLpeefPJJFRQUeMY2btyo5ORk5ebmKjw8XFlZWcrJydHatWslSVarVcOGDVNGRoYiIiI0cuRISdL27dtVU1OjdevWacyYMWrTpo1iY2M1YcIE7dixQ0eOHJHNZtP%2B/fs1ZcoUNW/eXMnJySooKJDVavXpPAAAwJXF2C3Ccx/sfLGx%2Bnj11VcVHh6uQYMG6YUXXpAk2e12paamem2XmprqeeWi3W7XXXfd5ZkLDQ1VSkqKbDabUlJSdOLECaWlpXnm27Vrp4iICNntdpWVlSkpKUkxMTGe%2BbS0NB08eFCVlZWKioqqU91lZWUqLy/3GrNYmikhIaF%2BDbjMWCzcZq2PsLBQrz9RP/TPd/TQN/TPN8HeP%2BMPuZvy7bffatGiRV7PdEmS0%2BlUYmKi11hsbKzngXqn0%2BkVkCQpJiZGDodDTqdTkhQdHe01Hx0d7Zn//ty5YzkcjjoHLKvVqsWLF3uNjR07VuPHj6/T/peruLhIf5cQlKKjm/q7hKBG/3xHD31D/3wTrP0L2IA1Z84cDRs2TO3bt9c333xTr30vdmvyx%2BZNvElqXl6ecnJyvMYslmZyOKp8PnYwu9LPv77CwkIVHd1Ux49Xq7bW5e9ygg798x099A39842p/vnrl3tjAevs2bOaPHnyRcfq8j5YRUVF%2BvTTT7Vp06bz5uLi4jxXos5xOByKj4//wXmn06kOHTp4tnE6nYqM/GfDjx07phYtWqi2tvaC%2B4aEhHj2rYuEhITzbgeWl59QTc2V/Q/sSj//S1Vb66J3PqB/vqOHvqF/vgnW/hkLWN26dVNZWdlFx%2Bpiw4YNOnr0qLKzsyX986pSZmamHnzwwfOCV3FxsTIyMiRJnTp1kt1u19ChQyVJtbW12rt3r3Jzc9W2bVvFxMTIbrcrKSlJkvT555/rzJkz6tSpk8rKynTo0CFVVFR4ApXNZlP79u29AhkAAMCPMRawvv%2BslC8ef/xxPfbYY56vDx8%2BrLy8PL355ptyuVxavny51q5dq8GDB%2Bvjjz/Wzp07Pa/0y8/P16RJk3T33XerY8eO%2Bu///m81adJEffr0UVhYmIYPH65ly5YpPT1dERER%2BvWvf6077rhDLVu2VMuWLZWenq758%2Bdr2rRpOnLkiFatWqUHH3zQ2LkBAIDLX0A%2BgxUTE%2BP1oHpNTY0kqXXr1pKk5cuX6%2Bmnn9asWbOUlJSkuXPn6oYbbpAk3XbbbZo0aZImTJigo0ePKj09XStWrFBERIQkafz48aqqqtKQIUNUU1Oj7OxsFRYWetZauHChZs6cqZ49eyoqKkojRozQ/fff30hnDgAALgchbhNPdeOiystPNMhx73zhowY5bkPYPKGnv0sIKhZLqOLiIuVwVAXl8wf%2BRv98Rw99Q/98Y6p/rVo1N1hV3QXnm0sAAAAEMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADAvYgFVaWqqxY8cqMzNTWVlZevzxx3X8%2BHFJ0r59%2B/TTn/5U3bp1U79%2B/bRy5Uqvfd9%2B%2B20NGjRIXbp00bBhw/Thhx965lwulxYsWKC%2Bffuqe/fueuihh/T111975p1OpyZMmKCsrCz16tVL06dP16lTpxrnpAEAwGUhYAPW6NGjFR0drW3btun111/X3//%2Bdz333HM6deqURo0apZtvvlkffPCBFixYoOXLl%2Bvdd9%2BV9F34mjp1qqZMmaKPP/5YBQUFevTRR3X48GFJ0iuvvKKNGzdqxYoV2r59u5KTkzV27Fi53W5J0syZM1VdXa1NmzbptddeU0lJiebNm%2Be3PgAAgOATkAHr%2BPHj6tSpkyZPnqzIyEi1bt1aQ4cO1SeffKIdO3bo7Nmz%2BuUvf6lmzZopLS1N9913n6xWqyRp7dq16t27t3r37q3w8HANHjxY119/vTZs2CBJslqtKigoULt27RQVFaWJEyeqpKREe/bs0bfffqutW7dq4sSJio%2BPV2JiosaMGaPXXntNZ8%2Be9WdLAABAEAnIgBUdHa05c%2BaoZcuWnrFDhw4pISFBdrtdHTt2VFhYmGcuNTVVxcXFkiS73a7U1FSv46Wmpspms%2BnUqVM6cOCA13xUVJSuueYa2Ww27du3T2FhYerYsaNnPi0tTSdPntQXX3zRUKcLAAAuMxZ/F1AXNptNL7/8spYuXarNmzcrOjraaz42NlZOp1Mul0tOp1MxMTFe8zExMTpw4ICOHTsmt9t9wXmHw6HY2FhFRUUpJCTEa06SHA5HnestKytTeXm515jF0kwJCQl1PsblyGIJyDwfsMLCQr3%2BRP3QP9/RQ9/QP98Ee/8CPmD99a9/1S9/%2BUtNnjxZWVlZ2rx58wW3%2B9dQdO55qh/yY/MX27curFarFi9e7DU2duxYjR8/3udjB7O4uEh/lxCUoqOb%2BruEoEb/fEcPfUP/fBOs/QvogLVt2zb96le/0syZM3XPPfdIkuLj4/Xll196bed0OhUbG6vQ0FDFxcXJ6XSeNx8fH%2B/Z5kLzLVq0UHx8vCorK1VbW%2Bu5BXlu2xYtWtS57ry8POXk5HiNWSzN5HBU1fkYl6Mr/fzrKywsVNHRTXX8eLVqa13%2BLifo0D/f0UPf0D/fmOqfv365D9iA9be//U1Tp07Vb37zG/Xq1csz3qlTJ/3hD39QTU2NLJbvyrfZbMrIyPDMn3se6xybzaaBAwcqPDxcHTp0kN1uV48ePSR990D9V199pc6dOyspKUlut1v79%2B9XWlqaZ9/o6Ghde%2B21da49ISHhvNuB5eUnVFNzZf8Du9LP/1LV1rronQ/on%2B/ooW/on2%2BCtX8BeWOzpqZGM2bM0JQpU7zClST17t1bUVFRWrp0qaqrq7Vnzx6tW7dO%2Bfn5kqThw4dr165d2rFjh06fPq1169bpyy%2B/1ODBgyVJ%2Bfn5WrNmjUpKSlRZWal58%2BYpJSVF6enpio%2BPV//%2B/fXCCy%2BooqJChw8f1pIlS5Sbm%2BsJcwAAABcT4jbx0JFhn3y3ZisKAAAM%2B0lEQVTyif793/9dTZo0OW/unXfeUVVVlZ588kkVFxerZcuWevjhh3X//fd7tnn33Xc1f/58lZaWqn379po%2Bfbq6d%2B8u6btnrBYtWqRXX31VVVVVyszM1FNPPaXWrVtLkk6cOKEnn3xS27dv11VXXaW7775bjz/%2B%2BAVrqY/y8hM%2B7f9D7nzhowY5bkPYPKGnv0sIKhZLqOLiIuVwVAXlb2/%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%2BbssAAAQJCz%2BLiAQjRs3Tmlpadq6dauOHj2qUaNGqWXLlvrFL37h79KC2p0vfOTvEupl84Se/i4BABCkuIL1PTabTfv379eUKVPUvHlzJScnq6CgQFar1d%2BlAQCAIMEVrO%2Bx2%2B1KSkpSTEyMZywtLU0HDx5UZWWloqKiLnqMsrIylZeXe41ZLM2UkJBgvF40HIvFv79/hIWFev2J%2BqF/vqOHvqF/vgn2/hGwvsfpdCo6Otpr7FzYcjgcdQpYVqtVixcv9hp79NFHNW7cOHOF/n%2BfzB5g/JimlJWVyWq1Ki8vj3B5CcrKyrR69e/o3yWif76jh76hf74J9v4FZyxsYG6326f98/Ly9Prrr3v9l5eXZ6i64FFeXq7FixefdzUPdUP/fEP/fEcPfUP/fBPs/eMK1vfEx8fL6XR6jTmdToWEhCg%2BPr5Ox0hISAjKtA0AAMzgCtb3dOrUSYcOHVJFRYVnzGazqX379oqMjPRjZQAAIFgQsL4nNTVV6enpmj9/viorK1VSUqJVq1YpPz/f36UBAIAgEVZYWFjo7yICza233qpNmzbpv/7rv/TWW28pNzdXDz30kEJCQvxdWtCJjIxUjx49uPp3ieifb%2Bif7%2Bihb%2Bifb4K5fyFuX5/oBgAAgBduEQIAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsCCT0pLS/XII48oMzNT2dnZmjt3rlwu1wW3XbNmjfr376%2BuXbsqPz9fxcXFjVxt4KlP//7whz%2Bof//%2B6tKli4YMGaKtW7c2crWBpz79O%2BfIkSPq0qWLFi1a1EhVBq769K%2BkpEQ/%2B9nPlJGRod69e%2Bull15q3GIDVF176HK5tHDhQuXk5KhLly4aNGiQ3n77bT9UHFg%2B%2BOADZWVlaeLEiT%2B6ncvl0oIFC9S3b191795dDz30kL7%2B%2ButGqvISuQEfDB061D1jxgz38ePH3QcPHnT369fPvXLlyvO2e%2B%2B999w33XSTe/fu3e7q6mr38uXL3T179nRXVVX5oerAUdf%2BvfPOO%2B5u3bq5P/nkE/eZM2fc//u//%2BtOS0tzf/XVV36oOnDUtX//6tFHH3V369bNvXDhwkaqMnDVtX/V1dXuPn36uF988UX3yZMn3Xv27HEPHDjQfeDAAT9UHVjq2sOXX37Z3atXL3dJSYm7pqbGvW3bNndqaqp73759fqg6MKxYscLdr18/94gRI9wTJkz40W3XrFnjzs7Odh84cMB94sQJ91NPPeUeNGiQ2%2BVyNVK19ccVLFwym82m/fv3a8qUKWrevLmSk5NVUFAgq9V63rZWq1XDhg1TRkaGIiIiNHLkSEnS9u3bG7vsgFGf/p06dUqTJk1St27ddNVVV%2Bm%2B%2B%2B5TZGSkdu/e7YfKA0N9%2BnfOzp07deDAAfXp06fxCg1Q9enf5s2bFRUVpZEjR6pp06bq3LmzNm3apHbt2vmh8sBRnx7a7XZ169ZN1113ncLCwpSdna3Y2Fh99tlnfqg8MISHh2vdunW65pprLrqt1WpVQUGB2rVrp6ioKE2cOFElJSXas2dPI1R6aQhYuGR2u11JSUmKiYnxjKWlpengwYOqrKw8b9vU1FTP16GhoUpJSZHNZmu0egNNffo3ZMgQ3X///Z6vjx8/rqqqKiUmJjZavYGmPv2TvgupTz31lJ588klZLJbGLDUg1ad/f/3rX3X99ddr2rRpuummmzRgwABt2LChsUsOOPXpYZ8%2BffTnP/9Z%2B/bt05kzZ/Tee%2B%2BpurpaPXr0aOyyA8YDDzyg5s2bX3S7U6dO6cCBA14/Q6KionTNNdcE9M8QAhYumdPpVHR0tNfYuW80DofjvG3/9ZvQuW2/v92VpD79%2B1dut1szZsxQRkbGFf3Nub79W7JkiW688UbdfPPNjVJfoKtP/w4fPqz33ntPWVlZ%2BuCDDzRq1ChNnTpVe/fubbR6A1F9etivXz/l5eXpnnvuUXp6uiZPnqw5c%2BaoTZs2jVZvsDp27JjcbnfQ/Qzh1zj4xO12N8i2V4r69uTs2bN6/PHHdeDAAa1Zs6aBqgoede3fgQMHtHbtWm3cuLGBKwoude2f2%2B1WWlqaBg0aJEkaOnSoXn31Vb3zzjteVxWuRHXt4fr167V%2B/XqtXbtWHTt2VFFRkSZPnqw2bdqoc%2BfODVzl5SHYfoZwBQuXLD4%2BXk6n02vM6XQqJCRE8fHxXuNxcXEX3Pb7211J6tM/6bvL5KNGjdI//vEPvfLKK2rZsmVjlRqQ6to/t9utwsJCjRs3Tq1atWrsMgNWff7%2BtWrV6rxbOUlJSSovL2/wOgNZfXr48ssvKy8vT507d1Z4eLj69Omjm2%2B%2BmVutdRAbG6vQ0NAL9rpFixZ%2BquriCFi4ZJ06ddKhQ4dUUVHhGbPZbGrfvr0iIyPP29Zut3u%2Brq2t1d69e5WRkdFo9Qaa%2BvTP7XZr4sSJslgseumllxQXF9fY5QacuvbvH//4h/7yl79o4cKFyszMVGZmpt566y397ne/09ChQ/1RekCoz9%2B/du3a6fPPP/e6glBaWqqkpKRGqzcQ1aeHLpdLtbW1XmNnzpxplDqDXXh4uDp06OD1M%2BT48eP66quvAvrqHwELlyw1NVXp6emaP3%2B%2BKisrVVJSolWrVik/P1%2BSNGDAAH3yySeSpPz8fK1fv167d%2B9WdXW1li5dqiZNmlzRr%2BaqT/82btyoAwcO6De/%2BY3Cw8P9WXbAqGv/WrdurZ07d%2BrNN9/0/JeTk6MRI0ZoxYoVfj4L/6nP37/BgwfL4XBo2bJlOnXqlDZt2iS73a7Bgwf78xT8rj49zMnJ0bp167R//37V1NToww8/VFFRkfr27evPUwhYR44c0YABAzzvdZWfn681a9aopKRElZWVmjdvnlJSUpSenu7nSn8Yz2DBJwsXLtTMmTPVs2dPRUVFacSIEZ5Xux08eFAnT56UJN12222aNGmSJkyYoKNHjyo9PV0rVqxQRESEP8v3u7r277XXXlNpael5D7UPGTJETz/9dKPXHSjq0r%2BwsDC1bt3aa7%2BmTZsqKirqir9lWNe/f4mJiVq%2BfLlmz56t3/72t/rJT36iJUuW6Oqrr/Zn%2BQGhrj0cNWqUampqNHbsWFVUVCgpKUlPP/20brnlFn%2BW71fnwlFNTY0ked482Waz6ezZszp48KDnKt%2BIESNUXl6un/3sZ6qqqlJmZqYWL17sn8LrKMQdbE%2BNAQAABDhuEQIAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAEBA%2BOCDD5SVlaWJEyfWa7/%2B/fsrPT3d678bbrhBb7zxRgNVenG8kzsAAPC7F198UevWrdM111xT7323bNni9fXXX3%2BtvLw83XrrrabKqzeuYAEAAL8LDw//0YD19ttva8iQIbrxxhvVt29fWa3WHzzW7Nmz9eCDD6ply5YNVe5FcQULAAD43QMPPPCDczabTdOnT9eiRYt0yy236NNPP9XDDz%2BsDh06qGvXrl7bfvzxx9q3b58WLlzY0CX/KK5gAQCAgPb666%2BrT58%2B6tWrl8LCwnTTTTfpzjvv1JtvvnnetsuWLdMvfvELNWnSxA%2BV/hNXsAAAQED76quvVFRUpPT0dM%2BY2%2B1Wr169vLb7/PPPtXv3bv32t79t7BLP8/8A6IgNc8D6NjgAAAAASUVORK5CYII%3D\"/>\n",
              "        </div>\n",
              "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common5992312284152903079\">\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\">1000.0</td>\n",
              "        <td class=\"number\">17091</td>\n",
              "        <td class=\"number\">17.9%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:50%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">-50.0</td>\n",
              "        <td class=\"number\">8513</td>\n",
              "        <td class=\"number\">8.9%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:25%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">10000.0</td>\n",
              "        <td class=\"number\">8260</td>\n",
              "        <td class=\"number\">8.6%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:25%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2000.0</td>\n",
              "        <td class=\"number\">5489</td>\n",
              "        <td class=\"number\">5.7%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">500.0</td>\n",
              "        <td class=\"number\">5246</td>\n",
              "        <td class=\"number\">5.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">-5000.0</td>\n",
              "        <td class=\"number\">5110</td>\n",
              "        <td class=\"number\">5.3%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">5000.0</td>\n",
              "        <td class=\"number\">4595</td>\n",
              "        <td class=\"number\">4.8%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">-20.0</td>\n",
              "        <td class=\"number\">2608</td>\n",
              "        <td class=\"number\">2.7%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">-100.0</td>\n",
              "        <td class=\"number\">2405</td>\n",
              "        <td class=\"number\">2.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">-1000.0</td>\n",
              "        <td class=\"number\">2345</td>\n",
              "        <td class=\"number\">2.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"other\">\n",
              "        <td class=\"fillremaining\">Other values (1666)</td>\n",
              "        <td class=\"number\">34000</td>\n",
              "        <td class=\"number\">35.5%</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=\"extreme5992312284152903079\">\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\">-1000000.0</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:25%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">-900000.0</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">-500000.0</td>\n",
              "        <td class=\"number\">3</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:38%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">-200000.0</td>\n",
              "        <td class=\"number\">8</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">-160000.0</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:25%\">&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\">9850000.0</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">9856000.0</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">9860888.0</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">9870000.0</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">9880000.0</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</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_BatchId\">BatchId<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"alert\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>94809</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>99.1%</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-8795504590347420663\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>BatchId_67019</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 0.0%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        28\n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>BatchId_51870</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 0.0%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        16\n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>BatchId_113893</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 0.0%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        14\n",
              "    </td>\n",
              "</tr><tr class=\"other\">\n",
              "    <th>Other values (94806)</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: 99.9%\">\n",
              "            95604\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-8795504590347420663, #minifreqtable-8795504590347420663\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-8795504590347420663\">\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\">BatchId_67019</td>\n",
              "        <td class=\"number\">28</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">BatchId_51870</td>\n",
              "        <td class=\"number\">16</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">BatchId_113893</td>\n",
              "        <td class=\"number\">14</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">BatchId_127204</td>\n",
              "        <td class=\"number\">12</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">BatchId_116835</td>\n",
              "        <td class=\"number\">10</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">BatchId_88001</td>\n",
              "        <td class=\"number\">9</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">BatchId_110084</td>\n",
              "        <td class=\"number\">7</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">BatchId_49408</td>\n",
              "        <td class=\"number\">7</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">BatchId_92882</td>\n",
              "        <td class=\"number\">6</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">BatchId_66085</td>\n",
              "        <td class=\"number\">6</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"other\">\n",
              "        <td class=\"fillremaining\">Other values (94799)</td>\n",
              "        <td class=\"number\">95547</td>\n",
              "        <td class=\"number\">99.9%</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_ChannelId\">ChannelId<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>0.0%</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-5084184216841973190\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>ChannelId_3</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: 59.5%\">\n",
              "            56935\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>ChannelId_2</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:65%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 38.8%\">\n",
              "            37141\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>ChannelId_5</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:2%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 1.1%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        1048\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-5084184216841973190, #minifreqtable-5084184216841973190\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-5084184216841973190\">\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\">ChannelId_3</td>\n",
              "        <td class=\"number\">56935</td>\n",
              "        <td class=\"number\">59.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ChannelId_2</td>\n",
              "        <td class=\"number\">37141</td>\n",
              "        <td class=\"number\">38.8%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:65%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ChannelId_5</td>\n",
              "        <td class=\"number\">1048</td>\n",
              "        <td class=\"number\">1.1%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ChannelId_1</td>\n",
              "        <td class=\"number\">538</td>\n",
              "        <td class=\"number\">0.6%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow ignore\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_CountryCode\"><s>CountryCode</s><br/>\n",
              "            <small>Constant</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <p><em>This variable is constant and should be ignored for analysis</em></p>\n",
              "</div>\n",
              "<div class=\"col-md-6\">\n",
              "    <table class=\"stats \">\n",
              "        <tr>\n",
              "            <th>Constant value</th>\n",
              "            <td>256</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "</div><div class=\"row variablerow ignore\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_CurrencyCode\"><s>CurrencyCode</s><br/>\n",
              "            <small>Constant</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <p><em>This variable is constant and should be ignored for analysis</em></p>\n",
              "</div>\n",
              "<div class=\"col-md-6\">\n",
              "    <table class=\"stats \">\n",
              "        <tr>\n",
              "            <th>Constant value</th>\n",
              "            <td>UGX</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</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"alert\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3742</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.9%</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-370488323006762045\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>CustomerId_7343</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:5%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 4.3%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        4091\n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>CustomerId_3634</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:3%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 2.2%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        2085\n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>CustomerId_647</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:3%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 2.0%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        1869\n",
              "    </td>\n",
              "</tr><tr class=\"other\">\n",
              "    <th>Other values (3739)</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: 91.6%\">\n",
              "            87617\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-370488323006762045, #minifreqtable-370488323006762045\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-370488323006762045\">\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\">CustomerId_7343</td>\n",
              "        <td class=\"number\">4091</td>\n",
              "        <td class=\"number\">4.3%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">CustomerId_3634</td>\n",
              "        <td class=\"number\">2085</td>\n",
              "        <td class=\"number\">2.2%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">CustomerId_647</td>\n",
              "        <td class=\"number\">1869</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\">CustomerId_1096</td>\n",
              "        <td class=\"number\">784</td>\n",
              "        <td class=\"number\">0.8%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">CustomerId_4033</td>\n",
              "        <td class=\"number\">778</td>\n",
              "        <td class=\"number\">0.8%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">CustomerId_3066</td>\n",
              "        <td class=\"number\">612</td>\n",
              "        <td class=\"number\">0.6%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">CustomerId_2528</td>\n",
              "        <td class=\"number\">610</td>\n",
              "        <td class=\"number\">0.6%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">CustomerId_2728</td>\n",
              "        <td class=\"number\">586</td>\n",
              "        <td class=\"number\">0.6%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">CustomerId_3078</td>\n",
              "        <td class=\"number\">573</td>\n",
              "        <td class=\"number\">0.6%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">CustomerId_806</td>\n",
              "        <td class=\"number\">557</td>\n",
              "        <td class=\"number\">0.6%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"other\">\n",
              "        <td class=\"fillremaining\">Other values (3732)</td>\n",
              "        <td class=\"number\">83117</td>\n",
              "        <td class=\"number\">86.9%</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_FraudResult\">FraudResult<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>0.0%</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>0.0020175</td>\n",
              "                </tr>\n",
              "            </table>\n",
              "        </div>\n",
              "    </div>\n",
              "</div>\n",
              "<div class=\"col-md-3 collapse in\" id=\"minifreqtable2269738348062073418\">\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: 99.8%\">\n",
              "            95469\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>1</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 0.2%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        193\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=\"#freqtable2269738348062073418, #minifreqtable2269738348062073418\"\n",
              "        aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable2269738348062073418\">\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\">95469</td>\n",
              "        <td class=\"number\">99.8%</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\">193</td>\n",
              "        <td class=\"number\">0.2%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&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_PricingStrategy\">PricingStrategy<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>4</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Unique (%)</th>\n",
              "                    <td>0.0%</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>2.256</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Minimum</th>\n",
              "                    <td>0</td>\n",
              "                </tr>\n",
              "                <tr>\n",
              "                    <th>Maximum</th>\n",
              "                    <td>4</td>\n",
              "                </tr>\n",
              "                <tr class=\"ignore\">\n",
              "                    <th>Zeros (%)</th>\n",
              "                    <td>0.4%</td>\n",
              "                </tr>\n",
              "            </table>\n",
              "        </div>\n",
              "    </div>\n",
              "</div>\n",
              "<div class=\"col-md-3 collapse in\" id=\"minihistogram-1822548223052503262\">\n",
              "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAAQxJREFUeJzt3bEJAkEQQNE7sSSLsCdje7IIexpjQT4YHHfoe/nCJJ9dNpl1ZmYBPjrtPQAc2XnvAXh3uT2%2BPvO8XzeYhGVxg0ASCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCARroNnML6y0doNAEAgEgUAQCASBQBAIhL/95v2FL0i2t87M7D0EHJUnFgSBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCIQXYYwRk24CupgAAAAASUVORK5CYII%3D\">\n",
              "\n",
              "</div>\n",
              "<div class=\"col-md-12 text-right\">\n",
              "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-1822548223052503262,#minihistogram-1822548223052503262\"\n",
              "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"row collapse col-md-12\" id=\"descriptives-1822548223052503262\">\n",
              "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
              "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-1822548223052503262\"\n",
              "                                                  aria-controls=\"quantiles-1822548223052503262\" role=\"tab\"\n",
              "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#histogram-1822548223052503262\" aria-controls=\"histogram-1822548223052503262\"\n",
              "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#common-1822548223052503262\" aria-controls=\"common-1822548223052503262\"\n",
              "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
              "        <li role=\"presentation\"><a href=\"#extreme-1822548223052503262\" aria-controls=\"extreme-1822548223052503262\"\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-1822548223052503262\">\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>0</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>5-th percentile</th>\n",
              "                        <td>2</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Q1</th>\n",
              "                        <td>2</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Median</th>\n",
              "                        <td>2</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Q3</th>\n",
              "                        <td>2</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>95-th percentile</th>\n",
              "                        <td>4</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Maximum</th>\n",
              "                        <td>4</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Range</th>\n",
              "                        <td>4</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Interquartile range</th>\n",
              "                        <td>0</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>0.73292</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Coef of variation</th>\n",
              "                        <td>0.32488</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Kurtosis</th>\n",
              "                        <td>2.0875</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Mean</th>\n",
              "                        <td>2.256</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>MAD</th>\n",
              "                        <td>0.4945</td>\n",
              "                    </tr>\n",
              "                    <tr class=\"\">\n",
              "                        <th>Skewness</th>\n",
              "                        <td>1.6591</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Sum</th>\n",
              "                        <td>215811</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Variance</th>\n",
              "                        <td>0.53718</td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th>Memory size</th>\n",
              "                        <td>747.4 KiB</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-1822548223052503262\">\n",
              "            <img 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KlgiIiIiBlPBEhERETGYCpaIiIiIwfy6YK1atYqrrrqKn/3sZxQWFvLZZ58BUFVVRV5eHpmZmYwZM4aNGzd6Hbd27VpGjx5NZmYmBQUFVFdXe8ZaWlp46KGHGDZsGFlZWRQXF%2BN0Oj3jtbW1TJ06laysLHJycigrK6O9vf38BBYRERFT8NuC9eKLL7Jx40bWrl3LW2%2B9Rb9%2B/fjDH/6Aw%2BFgxowZTJ48maqqKubNm8f8%2BfOx2WwAbN%2B%2BnRUrVvDkk0%2Bye/ducnJymD59OsePHwdg2bJl2O12rFYrW7duxe12c//993sed%2BbMmSQmJlJZWUlFRQWVlZU8//zzXfIciIiISGDy24L13HPPUVpayk9/%2BlOioqJ48MEHefDBB9m0aRPJycnk5eURHh5OdnY2ubm5rFu3DgCr1cqECRPIyMggIiKCKVOmALBjxw5aW1tZv349M2bMoHfv3sTGxlJSUsLOnTs5dOgQNpuN/fv3M2fOHKKjo0lOTqawsBCr1dqVT4WIiIgEGL8sWIcOHeKzzz7jyJEjXHfddZ6P8hoaGrDb7aSkpHjtn5KS4vkY8OvjwcHBDBw4EJvNxsGDBzl27Bipqame8b59%2BxIREYHdbsdut5OUlERMTIxnPDU1lQMHDtDY2NjJqUVERMQsQrt6AWfz%2BeefA/DGG29QUVGB2%2B2muLiYBx98kBMnTpCYmOi1f2xsrOc%2BKpfL5VWQAGJiYnA6nbhcLgAsFovXuMVi8Yx/fez0XE6nk6ioKJ/W73A4qK%2Bv99oWGtqdhIQEn473VUhIsNffZmHWXGDebGbNBYGZKTTUtzWb9byZNReYN5sZc/llwXK73QBMmTLFU6ZmzpzJr3/9a7Kzs30%2B/ruMn%2BtYX1itVlauXOm1raioiOLi4u8999lYLN06Zd6uZtZcYN5sZs0VaOLiIju0v1nPm1lzgXmzmSmXXxasnj17At5XmpKSknC73Zw6dcpzJeo0p9NJfHw8AHFxcWeMu1wu%2Bvfv79nH5XIRGfmfF6AjR47Qo0cP2traznpsUFCQ51hfTJo0idzcXK9toaHdcTqbfJ7DFyEhwVgs3Th6tJm2NvP8S0ez5gLzZjNrLgjMd9S%2BvtaY9byZNReYN1tn5uroGw6j%2BGXBuvDCC4mKimLfvn2e%2B6Vqa2u54IILGD58OK%2B%2B%2BqrX/tXV1WRkZACQlpaG3W5n/PjxALS1tbF3717y8vLo06cPMTExnnutAD744ANOnjxJWloaDoeDuro6GhoaPIXKZrPRr18/r0J2LgkJCWd8HFhff4zW1s75YWhra%2B%2B0ubuSWXOBebOZNVeg6eg5MOt5M2suMG82M%2BXyy7dmoaGh5OXlsXr1av79739z%2BPBhnn32WcaOHcv48eOpra1l3bp1tLS0sGvXLnbt2kV%2Bfj4ABQUFbNiwgT179tDc3MyqVasICwtjxIgRhISEkJ%2Bfz%2BrVq6mrq8PpdPLUU08xatQoevbsSUpKCunp6SxdupTGxkZqamqoqKigoKCgi58RERERCSR%2BeQULYPbs2Zw8eZKJEydy6tQpRo8ezYMPPkhkZCRr1qxh0aJFLFy4kKSkJMrKyrj00ksBGDZsGLNmzaKkpITDhw%2BTnp5OeXk5ERERABQXF9PU1MS4ceNobW0lJyeHBQsWeB53%2BfLlzJ8/n6FDhxIVFcXkyZO5%2Beabu%2BIpEBERkQAV5Dbirm45p/r6Y4bPGRoaTFxcJE5nk2kuqYJ5c4F5s5k1F3yZbdSSN7t6GR2ypWSoT/uZ9byZNReYN1tn5urVK9rQ%2BXzllx8RioiIiAQyFSwRERERg6lgiYiIiBhMBUtERETEYCpYIiIiIgZTwRIRERExmAqWiIiIiMFUsEREREQMpoIlIiIiYjAVLBERERGDqWCJiIiIGEwFS0RERMRgKlgiIiIiBlPBEhERETGYCpaIiIiIwVSwRERERAymgiUiIiJiMBUsEREREYOpYImIiIgYTAVLRERExGAqWCIiIiIGU8ESERERMZgKloiIiIjBVLBEREREDKaCJSIiImIwFSwRERERg6lgiYiIiBhMBUtERETEYH5bsAYMGEBaWhrp6emeP7/97W8BqKqqIi8vj8zMTMaMGcPGjRu9jl27di2jR48mMzOTgoICqqurPWMtLS089NBDDBs2jKysLIqLi3E6nZ7x2tpapk6dSlZWFjk5OZSVldHe3n5%2BQouIiIgphHb1Ar7NG2%2B8wY9//GOvbQ6HgxkzZjBv3jzGjh3LP//5T%2B666y4uvvhi0tPT2b59OytWrOD3v/89AwYMYO3atUyfPp1t27bRvXt3li1bht1ux2q10q1bN%2BbPn8/999/P6tWrAZg5cyapqalUVlZy%2BPBhpk2bRs%2BePbn99tu74ikQERGRAGT4Fazc3FxWrlxJXV2d0VMDsGnTJpKTk8nLyyM8PJzs7Gxyc3NZt24dAFarlQkTJpCRkUFERARTpkwBYMeOHbS2trJ%2B/XpmzJhB7969iY2NpaSkhJ07d3Lo0CFsNhv79%2B9nzpw5REdHk5ycTGFhIVartVOyiIiIiDkZfgXrpptu4rXXXmPVqlVceeWV5Ofnk5ubS2hoxx9q6dKlvPfeezQ2NnLttddy3333YbfbSUlJ8dovJSWFLVu2AGC327nuuus8Y8HBwQwcOBCbzcbAgQM5duwYqampnvG%2BffsSERGB3W7H4XCQlJRETEyMZzw1NZUDBw7Q2NhIVFSUT%2Bt2OBzU19d7bQsN7U5CQkKHn4NvExIS7PW3WZg1F5g3m1lzQWBmCg31bc1mPW9mzQXmzWbGXIYXrKKiIoqKirDb7WzevJnHHnuMhQsXcuONN5KXl8fFF1/s0zw/%2B9nPyM7O5oknnuDTTz%2BlpKSEhQsX4nK5SExM9No3NjbWcx%2BVy%2BXyKkgAMTExOJ1OXC4XABaLxWvcYrF4xr8%2Bdnoup9Ppc8GyWq2sXLnSa1tRURHFxcU%2BHd9RFku3Tpm3q5k1F5g3m1lzBZq4uMgO7W/W82bWXGDebGbK1Wn3YKWmppKamsq9997L66%2B/zoIFC3juuefIzs7mN7/5DZdddtm3Hv/Vj%2BX69u3LnDlzuOuuuxg0aNA5H9vtdn/n8XMd64tJkyaRm5vrtS00tDtOZ9P3nvurQkKCsVi6cfRoM21t5rkR36y5wLzZzJoLAvMdta%2BvNWY9b2bNBebN1pm5OvqGwyidVrBOnTrF//zP//Dyyy/zzjvvkJyczMyZM3E4HBQWFrJw4ULGjh3r83w//vGPaWtrIzg42HMl6jSn00l8fDwAcXFxZ4y7XC769%2B/v2cflchEZ%2BZ8n/MiRI/To0YO2trazHhsUFOQ51hcJCQlnfBxYX3%2BM1tbO%2BWFoa2vvtLm7kllzgXmzmTVXoOnoOTDreTNrLjBvNjPlMrxg1dTUsH79ejZs2EBTUxOjR4/m%2Beef97ryNHjwYBYsWPCNBWvv3r1s3LiR%2B%2B67z2vesLAwhg8fziuvvOK1f3V1NRkZGQCkpaVht9sZP348AG1tbezdu5e8vDz69OlDTEwMdrudpKQkAD744ANOnjxJWloaDoeDuro6GhoaPIXKZrPRr18/r0ImIiIi8m0Mv/Y9ZswYdu7cybRp0/jrX/9KWVnZGR/rDR8%2BnIaGhm%2Bco0ePHlitVsrLyzl58iQHDhzgmWeeYdKkSYwbN47a2lrWrVtHS0sLu3btYteuXeTn5wNQUFDAhg0b2LNnD83NzaxatYqwsDBGjBhBSEgI%2Bfn5rF69mrq6OpxOJ0899RSjRo2iZ8%2BepKSkkJ6eztKlS2lsbKSmpoaKigoKCgqMfppERETExAy/grV27VqGDBlyzv3ef//9bxxLTEykvLycpUuXegrS%2BPHjKS0tJTw8nDVr1rBo0SIWLlxIUlISZWVlXHrppQAMGzaMWbNmUVJSwuHDh0lPT6e8vJyIiAgAiouLaWpqYty4cbS2tpKTk8OCBQs8j718%2BXLmz5/P0KFDiYqKYvLkydx8883f70kRERGRH5QgtxF3dX/FkSNHmDt3Lnl5efzyl78E4A9/%2BANvv/02ZWVlxMbGGvlwAaO%2B/pjhc4aGBhMXF4nT2WSaz6zBvLnAvNnMmgu%2BzDZqyZtdvYwO2VIy1Kf9zHrezJoLzJutM3P16hVt6Hy%2BMvwjwsWLF3Ps2DH69evn2TZixAja29t5/PHHjX44EREREb9j%2BEeEb731Fps2bSIuLs6zLTk5mSVLlnD99dcb/XAiIiIifsfwK1gnTpwgPDz8zAcKDqa5udnohxMRERHxO4YXrMGDB/P4449z5MgRz7ZDhw6xcOFCn74kVERERCTQGf4R4QMPPMAdd9zBlVdeSVRUFO3t7TQ1NdGnTx/%2B%2BMc/Gv1wIiIiIn7H8ILVp08fXnvtNf76179y8OBBgoODufjii7nqqqsICQkx%2BuFERERE/E6n/KqcsLAwz1c0iIiIiPzQGF6wPv30U5YuXcqHH37IiRMnzhj/y1/%2BYvRDioiIiPiVTrkHy%2BFwcNVVV9G9e3ejpxcRERHxe4YXrOrqav7yl794flmyiIiIyA%2BN4V/T0KNHD125EhERkR80wwvWtGnTWLlyJQb/ikMRERGRgGH4R4R//etfeffdd3n55Zf58Y9/THCwd4f785//bPRDioiIiPgVwwtWVFQUw4YNM3paERERkYBheMFavHix0VOKiIiIBBTD78EC%2BPjjj1mxYgX333%2B/Z9t7773XGQ8lIiIi4ncML1hVVVXccMMNbNu2jc2bNwNffvnorbfeqi8ZFRERkR8EwwvWsmXLuOeee9i0aRNBQUHAl7%2Bf8PHHH%2BfZZ581%2BuFERERE/I7hBeuDDz6goKAAwFOwAK655hpqamqMfjgRERERv2N4wYqOjj7r7yB0OByEhYUZ/XAiIiIifsfwgpWZmcljjz1GY2OjZ9uBAweYO3cuV155pdEPJyIiIuJ3DP%2Bahvvvv5/bbruNrKws2trayMzMpLm5mf79%2B/P4448b/XAiIiIifsfwgnXhhReyefNmdu3axYEDB4iIiODiiy9m6NChXvdkiYiIiJiV4QUL4IILLuCXv/xlZ0wtIiIi4vcML1i5ubnfeqVK34UlIiIiZmd4wbruuuu8ClZbWxsHDhzAZrNx2223Gf1wIiIiIn7H8II1Z86cs27funUrf/vb34x%2BOBERERG/0ym/i/BsfvnLX/Laa699p2Mfe%2BwxBgwY4Pnvqqoq8vLyyMzMZMyYMWzcuNFr/7Vr1zJ69GgyMzMpKCigurraM9bS0sJDDz3EsGHDyMrKori4GKfT6Rmvra1l6tSpZGVlkZOTQ1lZGe3t7d9p3SIiIvLDdN4K1t69e3G73R0%2Bbt%2B%2Bfbz66que/3Y4HMyYMYPJkydTVVXFvHnzmD9/PjabDYDt27ezYsUKnnzySXbv3k1OTg7Tp0/n%2BPHjwJe/ysdut2O1Wtm6dStut9vrl1LPnDmTxMREKisrqaiooLKykueff/57phcREZEfEsM/Ipw8efIZ25qbm6mpqeHqq6/u0Fzt7e08/PDDFBYW8vTTTwOwadMmkpOTycvLAyA7O5vc3FzWrVtHeno6VquVCRMmkJGRAcCUKVNYu3YtO3bsYPTo0axfv54nnniC3r17A1BSUsKYMWM4dOgQDoeD/fv3U1FRQXR0NNHR0RQWFvL8889z%2B%2B23f5%2BnRURERH5ADC9YycnJZ/wrwvDwcPLy8pg4cWKH5vrzn/9MeHg4Y8eO9RQsu91OSkqK134pKSls2bLFM37dddd5xoKDgxk4cCA2m42BAwdy7NgxUlNTPeN9%2B/YlIiICu92Ow%2BEgKSmJmJgYz3hqaioHDhygsbGRqKgon9btcDior6/32hYa2p2EhIQO5T%2BXkJBgr7/Nwqy5wLzZzJoLAjNTaKhvazbreTNrLjBvNjPmMrxgGfVt7V988QUrVqzgj3/8o9d2l8tFYmKi17bY2FjPfVQul8urIAHExMTgdDpxuVwAWCwWr3GLxeIZ//rY6bmcTqfPBctqtbJy5UqvbUVFRRQXF/t0fEdZLN06Zd6uZtZcYN5sZs0VaOLiIju0v1nPm1lzgXmzmSmX4QVrw4YNPu974403fuPY4sWLmTBhAv369eOzzz7r0BrOda/Xt41/l/vEvm7SpEnk5uZ6bQsN7Y7T2fS95/6qkJBgLJZuHD3aTFubeW7EN2suMG82s%2BaCwHxH7etrjVnPm1lzgXmzdWaujr7hMIrhBWvevHm0t7efUVSCgoK8tgUFBX1jwaqqquK9995j8%2BbNZ4zFxcV5rkRcpoQ3AAAgAElEQVSd5nQ6iY%2BP/8Zxl8tF//79Pfu4XC4iI//zhB85coQePXrQ1tZ21mODgoI8x/oiISHhjI8D6%2BuP0draOT8MbW3tnTZ3VzJrLjBvNrPmCjQdPQdmPW9mzQXmzWamXIYXrN///vc899xzTJ8%2BnQEDBuB2u/nXv/7F7373O2655RaysrLOOcfGjRs5fPgwOTk5wH%2BuKmVlZXHHHXecUbyqq6s9N7WnpaVht9sZP3488OUXne7du5e8vDz69OlDTEwMdrudpKQkAD744ANOnjxJWloaDoeDuro6GhoaPIXKZrPRr18/r0ImIiIi8m0Mv/b9%2BOOPs2jRIgYNGkRUVBTR0dFcccUVPPLIIzzxxBOEhYV5/nyT%2B%2B67j61bt/Lqq6/y6quvUl5eDsCrr77K2LFjqa2tZd26dbS0tLBr1y527dpFfn4%2BAAUFBWzYsIE9e/bQ3NzMqlWrCAsLY8SIEYSEhJCfn8/q1aupq6vD6XTy1FNPMWrUKHr27ElKSgrp6eksXbqUxsZGampqqKiooKCgwOinSUREREzM8CtYn3zyyRk3mcOXN5LX1tb6NEdMTIzXHK2trQBceOGFAKxZs4ZFixaxcOFCkpKSKCsr49JLLwVg2LBhzJo1i5KSEg4fPkx6ejrl5eVEREQAUFxcTFNTE%2BPGjaO1tZWcnBwWLFjgeazly5czf/58hg4dSlRUFJMnT%2Bbmm2/%2BTs%2BFiIiI/DAFuY24q/srrrvuOoYMGcJvfvMb4uLiADh69CjLly/n73//u9eXhv6Q1NcfM3zO0NBg4uIicTqbTPOZNZg3F5g3m1lzwZfZRi15s6uX0SFbSob6tJ9Zz5tZc4F5s3Vmrl69og2dz1eGX8F64IEHmD17NlarlcjISIKDg2lsbCQiIoJnn33W6IcTERER8TuGF6yrrrqKnTt3smvXLj7//HPcbjeJiYn84he/IDq6a1qkiIiIyPlkeMEC6NatGyNHjuTzzz%2BnT58%2BnfEQIiIiIn7L8H9FeOLECebOncvll1/OtddeC3x5D9aUKVM4evSo0Q8nIiIi4ncML1hlZWXs27ePJUuWEBz8n%2Bnb2tpYsmSJ0Q8nIiIi4ncML1hbt25l%2BfLlXHPNNZ5f%2BmyxWFi8eDHbtm0z%2BuFERERE/I7hBaupqYnk5OQztsfHx3P8%2BHGjH05ERETE7xhesH7yk5/wt7/9DfD%2BxclvvPEGP/rRj4x%2BOBERERG/Y/i/Irz55puZOXMmN910E%2B3t7VRUVFBdXc3WrVuZN2%2Be0Q8nIiIi4ncML1iTJk0iNDSUF154gZCQEFavXs3FF1/MkiVLuOaaa4x%2BOBERERG/Y3jBamho4KabbuKmm24yemoRERGRgGD4PVgjR47E4F9vKCIiIhJQDC9YWVlZbNmyxehpRURERAKG4R8R9u7dm0cffZTy8nJ%2B8pOfcMEFF3iNL1261OiHFBEREfErhhesjz76iJ/%2B9KcAOJ1Oo6cXERER8XuGFazS0lKWLVvGH//4R8%2B2Z599lqKiIqMeQkRERCQgGHYP1vbt28/YVl5ebtT0IiIiIgHDsIJ1tn85qH9NKCIiIj9EhhWs07/Y%2BVzbRERERMzO8K9pEBEREfmhU8ESERERMZhh/4rw1KlTzJ49%2B5zb9D1YIiIiYnaGFaxBgwbhcDjOuU1ERETE7AwrWF/9/isRERGRHzLdgyUiIiJiMBUsEREREYOpYImIiIgYzG8L1v79%2B7ntttsYNGgQ2dnZlJSUUF9fD0BVVRV5eXlkZmYyZswYNm7c6HXs2rVrGT16NJmZmRQUFFBdXe0Za2lp4aGHHmLYsGFkZWVRXFzs9Uupa2trmTp1KllZWeTk5FBWVkZ7e/v5CS0iIiKm4JcF6%2BTJk9xxxx0MGTKEqqoqNm/ezOHDh1mwYAEOh4MZM2YwefJkqqqqmDdvHvPnz8dmswFf/k7EFStW8OSTT7J7925ycnKYPn06x48fB2DZsmXY7XasVitbt27F7XZz//33ex575syZJCYmUllZSUVFBZWVlTz//PNd8jyIiIhIYPLLgtXc3ExpaSnTpk0jLCyM%2BPh4Ro0axYcffsimTZtITk4mLy%2BP8PBwsrOzyc3NZd26dQBYrVYmTJhARkYGERERTJkyBYAdO3bQ2trK%2BvXrmTFjBr179yY2NpaSkhJ27tzJoUOHsNls7N%2B/nzlz5hAdHU1ycjKFhYVYrdaufDpEREQkwBj2NQ1GiomJYeLEiZ7//vjjj3nllVe49tprsdvtpKSkeO2fkpLCli1bALDb7Vx33XWeseDgYAYOHIjNZmPgwIEcO3aM1NRUz3jfvn2JiIjAbrfjcDhISkoiJibGM56amsqBAwdobGwkKirKp/U7HA7Px5mnhYZ2JyEhwfcnwQchIcFef5uFWXOBebOZNRcEZqbQUN/WbNbzZtZcYN5sZszllwXrtNraWkaPHk1rayv5%2BfkUFxfz61//msTERK/9YmNjPfdRuVwur4IEXxY2p9OJy%2BUCwGKxeI1bLBbP%2BNfHTs/ldDp9LlhWq5WVK1d6bSsqKqK4uNin4zvKYunWKfN2NbPmAvNmM2uuQBMXF9mh/c163syaC8ybzUy5/LpgJSUlYbPZ%2BPe//81DDz3Evffe69Nxbrf7O4%2Bf61hfTJo0idzcXK9toaHdcTqbvvfcXxUSEozF0o2jR5tpazPPjfhmzQXmzWbWXBCY76h9fa0x63kzay4wb7bOzNXRNxxG8euCBRAUFERycjKlpaVMnjyZ4cOHe65EneZ0OomPjwcgLi7ujHGXy0X//v09%2B7hcLiIj//OEHzlyhB49etDW1nbWY4OCgjzH%2BiIhIeGMjwPr64/R2to5Pwxtbe2dNndXMmsuMG82s%2BYKNB09B2Y9b2bNBebNZqZcfvnWrKqqitGjR3t9PUJw8JdLveyyy7y%2BdgGgurqajIwMANLS0rDb7Z6xtrY29u7dS0ZGBn369CEmJsZr/IMPPuDkyZOkpaWRlpZGXV0dDQ0NnnGbzUa/fv28CpmIiIjIt/HLgpWWlkZjYyNlZWU0NzfT0NDAihUruOKKKygoKKC2tpZ169bR0tLCrl272LVrF/n5%2BQAUFBSwYcMG9uzZQ3NzM6tWrSIsLIwRI0YQEhJCfn4%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%2B8%2Bjh49CsC%2Bffu45ZZbGDRoEFdffTXPPfec17Gvv/46Y8eO5fLLL2fChAm89dZbnrH29naWLVvGyJEjGTx4MHfeeSeffvqpZ9zlclFSUkJ2djZXXXUV8%2BbN48SJE%2BcntIiIiJiC3xas6dOnY7FY2L59Oy%2B//DIffvghTzzxBCdOnGDatGn8/Oc/580332TZsmWsWbOGbdu2AV%2BWr7lz5zJnzhzeeecdCgsLufvuu/n8888BePHFF9m0aRPl5eXs2LGD5ORkioqKcLvdAMyfP5/m5mY2b97MSy%2B9RE1NDUuWLOmy50FEREQCj18WrKNHj5KWlsbs2bOJjIzkwgsvZPz48fzjH/9g586dnDp1irvuuovu3buTmprKxIkTsVqtAKxbt47hw4czfPhwwsPDueGGG7jkkkvYuHEjAFarlcLCQvr27UtUVBSlpaXU1NTw/vvv88UXX1BZWUlpaSnx8fEkJiYyY8YMXnrpJU6dOtWVT4mIiIgEEL8sWBaLhcWLF9OzZ0/Ptrq6OhISErDb7QwYMICQkBDPWEpKCtXV1QDY7XZSUlK85ktJScFms3HixAk%2B%2Bugjr/GoqCguuugibDYb%2B/btIyQkhAEDBnjGU1NTOX78OB9//HFnxRURERGTCe3qBfjCZrPxwgsvsGrVKrZs2YLFYvEaj42NxeVy0d7ejsvlIiYmxms8JiaGjz76iCNHjuB2u8867nQ6iY2NJSoqiqCgIK8xAKfT6fN6HQ4H9fX1XttCQ7uTkJDg8xy%2BCAkJ9vrbLMyaC8ybzay5IDAzhYb6tmaznjez5gLzZjNjLr8vWP/85z%2B56667mD17NtnZ2WzZsuWs%2B321FJ2%2Bn%2BqbfNv4uY71hdVqZeXKlV7bioqKKC4u/t5zn43F0q1T5u1qZs0F5s1m1lyBJi4uskP7m/W8mTUXmDebmXL5dcHavn0799xzD/Pnz%2BfGG28EID4%2Bnk8%2B%2BcRrP5fLRWxsLMHBwcTFxeFyuc4Yj4%2BP9%2BxztvEePXoQHx9PY2MjbW1tno8gT%2B/bo0cPn9c9adIkcnNzvbaFhnbH6WzyeQ5fhIQEY7F04%2BjRZtra2g2duyuZNReYN5tZc0FgvqP29bXGrOfNrLnAvNk6M1dH33AYxW8L1rvvvsvcuXN55plnuOqqqzzb09LS%2BNOf/kRrayuhoV8u32azkZGR4Rk/fT/WaTabjTFjxhAeHk7//v2x2%2B0MGTIE%2BPKG%2BoMHD3LZZZeRlJSE2%2B1m//79pKameo61WCxcfPHFPq89ISHhjI8D6%2BuP0draOT8MbW3tnTZ3VzJrLjBvNrPmCjQdPQdmPW9mzQXmzWamXH751qy1tZUHH3yQOXPmeJUrgOHDhxMVFcWqVatobm7m/fffZ/369RQUFACQn5/P7t272blzJy0tLaxfv55PPvmEG264AYCCggLWrl1LTU0NjY2NLFmyhIEDB5Kenk58fDyjR4/m6aefpqGhgc8//5xnn32WvLw8T5kTERERORe/bA179uyhpqaGRYsWsWjRIq%2BxN954g9WrV/Pwww9TXl5Oz549KS0tZcSIEQBccsklLFmyhMWLF1NbW0u/fv1Ys2YNvXr1AmDy5MnU19fzq1/9iqamJrKysrzul3rkkUd4%2BOGHGTlyJBdccAHXX389paWl5y27iIiIBL4gtxF3dcs51dcfM3zO0NBg4uIicTqbTHNJFcybC8ybzay54Mtso5a82dXL6JAtJUN92s%2Bs582sucC82TozV69e0YbO5yu//IhQREREJJCpYImIiIgYTAVLRERExGAqWCIiIiIGU8ESERERMZgKloiIiIjBVLBEREREDKaCJSIiImIwFSwRERERg6lgiYiIiBhMBUtERETEYCpYIiIiIgZTwRIRERExmAqWiIiIiMFUsEREREQMpoIlIiIiYjAVLBERERGDqWCJiIiIGCy0qxcgIiIinePap9/u6iX47B%2BPXtPVSzCUrmCJiIiIGEwFS0RERMRgKlgiIiIiBlPBEhERETGYCpaIiIiIwVSwRERERAymgiUiIiJiMBUsEREREYP5dcF68803yc7OprS09Iyx119/nbFjx3L55ZczYcIE3nrrLc9Ye3s7y5YtY%2BTIkQwePJg777yTTz/91DPucrkoKSkhOzubq666innz5nHixAnP%2BL59%2B7jlllsYNGgQV199Nc8991znBhURERFT8duC9bvf/Y5FixZx0UUXnTG2b98%2B5s6dy5w5c3jnnXcoLCzk7rvv5vPPPwfgxRdfZNOmTZSXl7Njxw6Sk5MpKirC7XYDMH/%2BfJqbm9m8eTMvvfQSNTU1LFmyBIATJ04wbdo0fv7zn/Pmm2%2BybNky1qxZw7Zt285feBEREQlofluwwsPDWb9%2B/VkL1rp16xg%2BfDjDhw8nPDycG264gUsuuYSNGzcCYLVaKSwspG/fvkRFRVFaWkpNTQ3vv/8%2BX3zxBZWVlZSWlhIfH09iYiIzZszgpZde4tSpU%2BzcuZNTp05x11130b17d1JTU5k4cSJWq/V8PwUiIiISoPy2YN16661ER0efdcxut5OSkuK1LSUlBZvNxokTJ/joo4%2B8xqOiorjooouw2Wzs27ePkJAQBgwY4BlPTU3l%2BPHjfPzxx9jtdgYMGEBISIjX3NXV1QYnFBEREbMKyF/27HK5iImJ8doWExPDRx99xJEjR3C73WcddzqdxMbGEhUVRVBQkNcYgNPpxOVyYbFYvI6NjY3F5XLR3t5OcPC5O6nD4aC%2Bvt5rW2hodxISEjqU81xCQoK9/jYLs%2BYC82Yzay4IzEyhob6t2aznzay5wNzZwFy5ArJgAZ77qb7L%2BLmOPZuvFrJzsVqtrFy50mtbUVERxcXFHX5cX1gs3Tpl3q5m1lxg3mxmzRVo4uIiO7S/Wc%2BbWXOBebOZKVdAFqy4uDhcLpfXNpfLRXx8PLGxsQQHB591vEePHsTHx9PY2EhbW5vnY8DT%2B54e/%2BSTT8449vS8vpg0aRK5uble20JDu%2BN0NnUk5jmFhARjsXTj6NFm2traDZ27K5k1F5g3m1lzQWC%2Bo/b1tcas582sucDc2YBOydXRNxxGCciClZaWdsY9UTabjTFjxhAeHk7//v2x2%2B0MGTIEgKNHj3Lw4EEuu%2BwykpKScLvd7N%2B/n9TUVM%2BxFouFiy%2B%2BmLS0NP70pz/R2tpKaGioZzwjI8Pn9SUkJJzxcWB9/TFaWzvnh6Gtrb3T5u5KZs0F5s1m1lyBpqPnwKznzay5wLzZzJQr8N6aAfn5%2BezevZudO3fS0tLC%2BvXr%2BeSTT7jhhhsAKCgoYO3atdTU1NDY2MiSJUsYOHAg6enpxMfHM3r0aJ5%2B%2BmkaGhr4/PPPefbZZ8nLyyM0NJThw4cTFRXFqlWraG5u5v3332f9%2BvUUFBR0cWoREREJFH57BSs9PR2A1tZWACorK4EvryZdcsklLFmyhMWLF1NbW0u/fv1Ys2YNvXr1AmDy5MnU19fzq1/9iqamJrKysrzuiXrkkUd4%2BOGHGTlyJBdccAHXX3%2B958tMw8LCWL16NQ8//DDl5eX07NmT0tJSRowYcR7Ti4iISCALcn%2BXO76lw%2Brrjxk%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%2BbMITo6muTkZAoLC7FarV29NBEREQkQuoL1NXa7naSkJGJiYjzbUlNTOXDgAI2NjURFRZ1zDofDQX19vde20NDuJCQkGLrWkJBgrpj3hqFzdqb/mfMLn/YLCQn2%2Blt8Exradc%2BXmc9ZIGby9X8LZj1vZs0F5s4G5sqlgvU1LpcLi8Xite102XI6nT4VLKvVysqVK7223X333cycOdO4hfJlkbvtwg%2BZNGmS4eWtKzkcDp5//vddnusfj15j%2BJwOhwOr1drl2YzmL%2BesM5j15wzMe97Mmgs6nq0zXsc6g8PhYMWKFaY6Z%2BapigZyu93f6/hJkybx8ssve/2ZNGmSQav7j/r6elauXHnG1bJAZ9ZcYN5sZs0FyhaIzJoLzJvNjLl0Betr4uPjcblcXttcLhdBQUHEx8f7NEdCQoJpGriIiIh0nK5gfU1aWhp1dXU0NDR4ttlsNvr160dkZGQXrkxEREQChQrW16SkpJCens7SpUtpbGykpqaGiooKCgoKunppIiIiEiBCFixYsKCrF%2BFvfvGLX7B582Z%2B%2B9vf8tprr5GXl8edd95JUFBQVy/tDJGRkQwZMsR0V9fMmgvMm82suUDZApFZc4F5s5ktV5D7%2B97RLSIiIiJe9BGhiIiIiMFUsEREREQMpoIlIiIiYjAVLBERERGDqWCJiIiIGEwFS0RERMRgKlgiIiIiBlPBEhERETGYCpaIiIiIwVSw/FxtbS1Tp04lKyuLnJwcysrKaG9vP%2Bu%2Ba9euZfTo0WRmZlJQUEB1dfV5Xq3vfM21YsUKBg4cSHp6utefL774ogtW7Zs333yT7OxsSktLv3W/9vZ2li1bxsiRIxk8eDB33nknn3766Xla5Xfja7b77rvP83s9T/%2B54oorztMqO662tpaioiKysrLIzs7mvvvu4%2BjRo2fd9/XXX2fs2LFcfvnlTJgwgbfeeus8r7ZjfM328ssvc%2Bmll57xs/a///u/XbDqc9u/fz%2B33XYbgwYNIjs7m5KSEurr68%2B6byC9NoLv2QLx9fG0xx57jAEDBnzjeKCds7Nyi18bP368%2B8EHH3QfPXrUfeDAAffVV1/tfu65587Y7y9/%2BYv7iiuucO/Zs8fd3NzsXrNmjXvo0KHupqamLlj1ufmaa/ny5e65c%2Bd2wQq/m/LycvfVV1/tnjx5srukpORb9127dq07JyfH/dFHH7mPHTvmfuSRR9xjx451t7e3n6fVdkxHss2dO9e9fPny87Sy7%2B/6669333fffe7GxkZ3XV2de8KECe4HHnjgjP327t3rTktLc%2B/cudN94sQJ96uvvurOyMhw19XVdcGqfeNrtpdeesl9yy23dMEKO66lpcV95ZVXuleuXOluaWlxHz582H3LLbe4Z8yYcca%2Bgfba2JFsgfb6eNrevXvdQ4YMcV9yySVnHQ%2B0c/ZNdAXLj9lsNvbv38%2BcOXOIjo4mOTmZwsJCrFbrGftarVYmTJhARkYGERERTJkyBYAdO3ac72WfU0dyBZrw8HDWr1/PRRdddM59rVYrhYWF9O3bl6ioKEpLS6mpqeH9998/DyvtuI5kCyRHjx4lLS2N2bNnExkZyYUXXsj48eP5xz/%2Bcca%2B69atY/jw4QwfPpzw8HBuuOEGLrnkEjZu3NgFKz%2B3jmQLJM3NzZSWljJt2jTCwsKIj49n1KhRfPjhh2fsG0ivjdCxbIGovb2dhx9%2BmMLCwm/cJ9DO2TdRwfJjdrudpKQkYmJiPNtSU1M5cOAAjY2NZ%2BybkpLi%2Be/g4GAGDhyIzWY7b%2Bv1VUdyAfzrX/9i8uTJZGZmMmbMGL/%2BSObWW28lOjr6nPudOHGCjz76yOucRUVFcdFFF/nlOQPfs532zjvvcOONN3L55ZeTl5fnt5f4LRYLixcvpmfPnp5tdXV1JCQknLHv13/OAFJSUvz2nHUk2%2Bmx22%2B/ncGDBzNy5EheffXV87XUDomJiWHixImEhoYC8PHHH/PKK69w7bXXnrFvIL02QseyQWC9PgL8%2Bc9/Jjw8nLFjx37jPoF2zr6JCpYfc7lcWCwWr22nS4nT6Txj368WltP7fn0/f9CRXBdeeCF9%2BvThiSee4O2332bixIlMnz6djz/%2B%2BLyttzMcOXIEt9sdMOeso/r06cNFF13EmjVrePPNN7niiiu44447AiKbzWbjhRde4K677jpjLJB%2Bzs7m27LFx8eTnJzMPffcw9tvv82sWbN44IEHqKqq6oKV%2Bqa2tpa0tDSuu%2B460tPTKS4uPmOfQD1nvmQLtNfHL774ghUrVvDwww9/636Bes6%2BTgXLz7nd7k7Zt6v5utaJEyeyfPlyLrroIrp160ZhYSEDBw70249kOiqQzllHFBUV8dhjj5GYmEhUVBT33HMPYWFhVFZWdvXSvtU///lP7rzzTmbPnk12dvZZ9wnUc3aubCNGjOD3v/89KSkphIWFMWbMGEaNGsXLL7/cBav1TVJSEjabjTfeeINPPvmEe%2B%2B996z7BeI58yVboL0%2BLl68mAkTJtCvX79z7huI5%2BzrVLD8WHx8PC6Xy2uby%2BUiKCiI%2BPh4r%2B1xcXFn3ffr%2B/mDjuQ6m6SkJBwOR2ct77yIjY0lODj4rM9Djx49umhVnSckJITevXv79Xnbvn07U6dO5YEHHuDWW2896z6B9HP2Vb5kO5tA%2BFkLCgoiOTmZ0tJSNm/eTENDg9d4oJ4zOHe2s/HXc1ZVVcV7771HUVHROfcN5HP2VSpYfiwtLY26ujqvHyqbzUa/fv2IjIw8Y1%2B73e7577a2Nvbu3UtGRsZ5W6%2BvOpLrv/7rv874iKKmpoY%2Bffqcl7V2lvDwcPr37%2B91zo4ePcrBgwe57LLLunBl35/b7Wbx4sXs37/fs%2B3kyZMcPHjQb8/bu%2B%2B%2By9y5c3nmmWe48cYbv3G/tLS0M%2B4ls9lsfvlzdpqv2f70pz/x%2Buuve23z15%2B1qqoqRo8e7fXVLsHBX/7f2QUXXOC1byC9NkLHsgXS6%2BPGjRs5fPgwOTk5ZGVlMWHCBACysrJ47bXXvPYNtHP2TVSw/Njp7xFaunQpjY2N1NTUUFFRQUFBAQDXXHON518DFRQUsGHDBvbs2cP/a%2BfeWRoJAygMv4FVJLzv1i4AAAK1SURBVBisBAvLYBWtBAOKiFhYCVrIKHj5B4paWGgRnCDiVF4QUwS1thmw0E4srAXrGPFShKBEmDEkBnarhBXXS5bB2Sznaac5h4EvB/Ix%2BXyenZ0d6uvr6evr87HBn1XTK5fLEYvFuLq6olAokEwmubm5YXh42M8KfyWTyTA4OFj51tXY2BgHBwekUikcx8GyrMo3bWrN790CgQB3d3fEYjEymQyu62JZFnV1dQwMDPgd9Y1SqcTS0hILCwv09PS8eT41NVUZHqOjo5yfn3N6ekqhUODw8JDr62uGhoa%2BO/aXVNOtWCyysrLC5eUlLy8vHB0dcXZ2hmEY3x37U5FIBMdxWF9fJ5/P8/j4yObmJp2dnYRCoZo9G6G6brV0Pi4uLnJycoJt29i2TSKRAMC2bfr7%2B2v6nb3nh98B5GMbGxssLy/T3d1NY2MjhmEwPj4OQDqd5vn5GYDe3l7m5uaYnZ3l4eGB9vZ2EokEDQ0NfsZ/11d7zc/PAzA9PU0ulyMcDrO3t0dLS4tv2T9SHkelUgmgcueo/KOVTqcpFosAGIZBNptlYmIC13Xp6upia2vLn%2BBfUE23eDzO2toaIyMjOI5DR0cH%2B/v7BINBf8J/4OLiglQqhWmamKb56tnx8TG3t7c8PT0B0NbWhmVZrK6ucn9/TzgcZnd3l%2BbmZj%2Bif6qabpOTk7iuy8zMDNlsltbWVra3t4lEIn5E/1AoFCKZTGKaJtFolGAwSDQaJR6PA7V9NlbTrZbOx6amplcX18vnSDlrLb%2Bz9wR%2B/g83yURERET%2BIfqLUERERMRjGlgiIiIiHtPAEhEREfGYBpaIiIiIxzSwRERERDymgSUiIiLiMQ0sEREREY9pYImIiIh4TANLRERExGMaWCIiIiIe08ASERER8ZgGloiIiIjHNLBEREREPPYLNrjLBQObQaAAAAAASUVORK5CYII%3D\"/>\n",
              "        </div>\n",
              "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-1822548223052503262\">\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\">2</td>\n",
              "        <td class=\"number\">79848</td>\n",
              "        <td class=\"number\">83.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">4</td>\n",
              "        <td class=\"number\">13562</td>\n",
              "        <td class=\"number\">14.2%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:17%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">1</td>\n",
              "        <td class=\"number\">1867</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\">0</td>\n",
              "        <td class=\"number\">385</td>\n",
              "        <td class=\"number\">0.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr>\n",
              "</table>\n",
              "        </div>\n",
              "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-1822548223052503262\">\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\">0</td>\n",
              "        <td class=\"number\">385</td>\n",
              "        <td class=\"number\">0.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">1</td>\n",
              "        <td class=\"number\">1867</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\">2</td>\n",
              "        <td class=\"number\">79848</td>\n",
              "        <td class=\"number\">83.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">4</td>\n",
              "        <td class=\"number\">13562</td>\n",
              "        <td class=\"number\">14.2%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:17%\">&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\">0</td>\n",
              "        <td class=\"number\">385</td>\n",
              "        <td class=\"number\">0.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">1</td>\n",
              "        <td class=\"number\">1867</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\">2</td>\n",
              "        <td class=\"number\">79848</td>\n",
              "        <td class=\"number\">83.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">4</td>\n",
              "        <td class=\"number\">13562</td>\n",
              "        <td class=\"number\">14.2%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:17%\">&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_ProductCategory\">ProductCategory<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>9</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>0.0%</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=\"minifreqtable1084882356477886297\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>financial_services</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: 47.5%\">\n",
              "            45405\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>airtime</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:99%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 47.1%\">\n",
              "            45027\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>utility_bill</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:5%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 2.0%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        1920\n",
              "    </td>\n",
              "</tr><tr class=\"other\">\n",
              "    <th>Other values (6)</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:8%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 3.5%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        3310\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=\"#freqtable1084882356477886297, #minifreqtable1084882356477886297\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable1084882356477886297\">\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\">financial_services</td>\n",
              "        <td class=\"number\">45405</td>\n",
              "        <td class=\"number\">47.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">airtime</td>\n",
              "        <td class=\"number\">45027</td>\n",
              "        <td class=\"number\">47.1%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:99%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">utility_bill</td>\n",
              "        <td class=\"number\">1920</td>\n",
              "        <td class=\"number\">2.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">data_bundles</td>\n",
              "        <td class=\"number\">1613</td>\n",
              "        <td class=\"number\">1.7%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">tv</td>\n",
              "        <td class=\"number\">1279</td>\n",
              "        <td class=\"number\">1.3%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ticket</td>\n",
              "        <td class=\"number\">216</td>\n",
              "        <td class=\"number\">0.2%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">movies</td>\n",
              "        <td class=\"number\">175</td>\n",
              "        <td class=\"number\">0.2%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">transport</td>\n",
              "        <td class=\"number\">25</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">other</td>\n",
              "        <td class=\"number\">2</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&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_ProductId\">ProductId<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>23</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>0.0%</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-5888338817032201110\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>ProductId_6</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: 34.1%\">\n",
              "            32635\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>ProductId_3</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:74%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 25.4%\">\n",
              "            24344\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>ProductId_10</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:47%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 16.1%\">\n",
              "            15384\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"other\">\n",
              "    <th>Other values (20)</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:71%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 24.4%\">\n",
              "            23299\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-5888338817032201110, #minifreqtable-5888338817032201110\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-5888338817032201110\">\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\">ProductId_6</td>\n",
              "        <td class=\"number\">32635</td>\n",
              "        <td class=\"number\">34.1%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProductId_3</td>\n",
              "        <td class=\"number\">24344</td>\n",
              "        <td class=\"number\">25.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:74%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProductId_10</td>\n",
              "        <td class=\"number\">15384</td>\n",
              "        <td class=\"number\">16.1%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:47%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProductId_15</td>\n",
              "        <td class=\"number\">11964</td>\n",
              "        <td class=\"number\">12.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:37%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProductId_1</td>\n",
              "        <td class=\"number\">2885</td>\n",
              "        <td class=\"number\">3.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProductId_4</td>\n",
              "        <td class=\"number\">2403</td>\n",
              "        <td class=\"number\">2.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProductId_21</td>\n",
              "        <td class=\"number\">1512</td>\n",
              "        <td class=\"number\">1.6%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProductId_11</td>\n",
              "        <td class=\"number\">1377</td>\n",
              "        <td class=\"number\">1.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProductId_19</td>\n",
              "        <td class=\"number\">965</td>\n",
              "        <td class=\"number\">1.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProductId_14</td>\n",
              "        <td class=\"number\">789</td>\n",
              "        <td class=\"number\">0.8%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"other\">\n",
              "        <td class=\"fillremaining\">Other values (13)</td>\n",
              "        <td class=\"number\">1404</td>\n",
              "        <td class=\"number\">1.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:5%\">&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_ProviderId\">ProviderId<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>6</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>0.0%</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-9185482288003910038\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>ProviderId_4</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: 39.9%\">\n",
              "            38189\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>ProviderId_6</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:89%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 35.7%\">\n",
              "            34186\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>ProviderId_5</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: 15.2%\">\n",
              "            14542\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"other\">\n",
              "    <th>Other values (3)</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:23%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 9.1%\">\n",
              "            8745\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-9185482288003910038, #minifreqtable-9185482288003910038\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-9185482288003910038\">\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\">ProviderId_4</td>\n",
              "        <td class=\"number\">38189</td>\n",
              "        <td class=\"number\">39.9%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProviderId_6</td>\n",
              "        <td class=\"number\">34186</td>\n",
              "        <td class=\"number\">35.7%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:89%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProviderId_5</td>\n",
              "        <td class=\"number\">14542</td>\n",
              "        <td class=\"number\">15.2%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:38%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProviderId_1</td>\n",
              "        <td class=\"number\">5643</td>\n",
              "        <td class=\"number\">5.9%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProviderId_3</td>\n",
              "        <td class=\"number\">3084</td>\n",
              "        <td class=\"number\">3.2%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">ProviderId_2</td>\n",
              "        <td class=\"number\">18</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&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_SubscriptionId\">SubscriptionId<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"alert\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>3627</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>3.8%</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-4552353633230689002\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>SubscriptionId_3829</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:57%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 34.1%\">\n",
              "            32630\n",
              "        </div>\n",
              "        \n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>SubscriptionId_4429</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:8%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 4.7%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        4457\n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>SubscriptionId_1372</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:2%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 1.2%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        1105\n",
              "    </td>\n",
              "</tr><tr class=\"other\">\n",
              "    <th>Other values (3624)</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: 60.1%\">\n",
              "            57470\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-4552353633230689002, #minifreqtable-4552353633230689002\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-4552353633230689002\">\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\">SubscriptionId_3829</td>\n",
              "        <td class=\"number\">32630</td>\n",
              "        <td class=\"number\">34.1%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:61%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">SubscriptionId_4429</td>\n",
              "        <td class=\"number\">4457</td>\n",
              "        <td class=\"number\">4.7%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">SubscriptionId_1372</td>\n",
              "        <td class=\"number\">1105</td>\n",
              "        <td class=\"number\">1.2%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">SubscriptionId_3087</td>\n",
              "        <td class=\"number\">1070</td>\n",
              "        <td class=\"number\">1.1%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">SubscriptionId_4346</td>\n",
              "        <td class=\"number\">965</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\">SubscriptionId_1749</td>\n",
              "        <td class=\"number\">465</td>\n",
              "        <td class=\"number\">0.5%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">SubscriptionId_919</td>\n",
              "        <td class=\"number\">411</td>\n",
              "        <td class=\"number\">0.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">SubscriptionId_1311</td>\n",
              "        <td class=\"number\">359</td>\n",
              "        <td class=\"number\">0.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">SubscriptionId_4722</td>\n",
              "        <td class=\"number\">356</td>\n",
              "        <td class=\"number\">0.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">SubscriptionId_652</td>\n",
              "        <td class=\"number\">350</td>\n",
              "        <td class=\"number\">0.4%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"other\">\n",
              "        <td class=\"fillremaining\">Other values (3617)</td>\n",
              "        <td class=\"number\">53494</td>\n",
              "        <td class=\"number\">55.9%</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_TransactionId\">TransactionId<br/>\n",
              "            <small>Categorical, Unique</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3 collapse in\" id=\"minivalues-8787487406512569549\"><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>TransactionId_38584</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>TransactionId_56699</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>TransactionId_34930</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table></div>\n",
              "<div class=\"col-md-6 collapse in\" id=\"minivalues-8787487406512569549\"><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>TransactionId_7269</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>TransactionId_130980</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>TransactionId_33222</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=\"#values-8787487406512569549,#minivalues-8787487406512569549\" aria-expanded=\"false\"\n",
              "       aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 collapse\" id=\"values-8787487406512569549\">\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\">TransactionId_1</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">TransactionId_100</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">TransactionId_1000</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">TransactionId_10000</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">TransactionId_100001</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</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\">TransactionId_9999</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">TransactionId_99993</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">TransactionId_99994</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">TransactionId_99997</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">TransactionId_99999</td>\n",
              "        <td class=\"number\">1</td>\n",
              "        <td class=\"number\">0.0%</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_TransactionStartTime\">TransactionStartTime<br/>\n",
              "            <small>Categorical</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <table class=\"stats \">\n",
              "        <tr class=\"alert\">\n",
              "            <th>Distinct count</th>\n",
              "            <td>94556</td>\n",
              "        </tr>\n",
              "        <tr>\n",
              "            <th>Unique (%)</th>\n",
              "            <td>98.8%</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-5942075978093980420\">\n",
              "    <table class=\"mini freq\">\n",
              "        <tr class=\"\">\n",
              "    <th>2018-12-24T16:30:13Z</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 0.0%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        17\n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>2018-11-15T07:03:26Z</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 0.0%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        9\n",
              "    </td>\n",
              "</tr><tr class=\"\">\n",
              "    <th>2018-12-24T16:30:12Z</th>\n",
              "    <td>\n",
              "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
              "             data-delay=500 title=\"Percentage: 0.0%\">\n",
              "            &nbsp;\n",
              "        </div>\n",
              "        6\n",
              "    </td>\n",
              "</tr><tr class=\"other\">\n",
              "    <th>Other values (94553)</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: 100.0%\">\n",
              "            95630\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-5942075978093980420, #minifreqtable-5942075978093980420\"\n",
              "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
              "        Toggle details\n",
              "    </a>\n",
              "</div>\n",
              "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-5942075978093980420\">\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\">2018-12-24T16:30:13Z</td>\n",
              "        <td class=\"number\">17</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2018-11-15T07:03:26Z</td>\n",
              "        <td class=\"number\">9</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2018-12-24T16:30:12Z</td>\n",
              "        <td class=\"number\">6</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2018-12-07T13:09:44Z</td>\n",
              "        <td class=\"number\">6</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2018-11-15T07:03:27Z</td>\n",
              "        <td class=\"number\">5</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2018-12-07T13:09:47Z</td>\n",
              "        <td class=\"number\">4</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2019-01-14T17:24:54Z</td>\n",
              "        <td class=\"number\">4</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2019-01-04T04:29:41Z</td>\n",
              "        <td class=\"number\">4</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2018-12-07T11:54:01Z</td>\n",
              "        <td class=\"number\">4</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"\">\n",
              "        <td class=\"fillremaining\">2018-12-24T16:30:11Z</td>\n",
              "        <td class=\"number\">4</td>\n",
              "        <td class=\"number\">0.0%</td>\n",
              "        <td>\n",
              "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
              "        </td>\n",
              "</tr><tr class=\"other\">\n",
              "        <td class=\"fillremaining\">Other values (94546)</td>\n",
              "        <td class=\"number\">95599</td>\n",
              "        <td class=\"number\">99.9%</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 ignore\">\n",
              "    <div class=\"col-md-3 namecol\">\n",
              "        <p class=\"h4 pp-anchor\" id=\"pp_var_Value\"><s>Value</s><br/>\n",
              "            <small>Highly correlated</small>\n",
              "        </p>\n",
              "    </div><div class=\"col-md-3\">\n",
              "    <p><em>This variable is highly correlated with <a href=\"#pp_var_Amount\"><code>Amount</code></a> and should be ignored for analysis</em></p>\n",
              "</div>\n",
              "<div class=\"col-md-6\">\n",
              "    <table class=\"stats \">\n",
              "        <tr>\n",
              "            <th>Correlation</th>\n",
              "            <td>0.98969</td>\n",
              "        </tr>\n",
              "    </table>\n",
              "</div>\n",
              "</div>\n",
              "    <div class=\"row headerrow highlight\">\n",
              "        <h1>Correlations</h1>\n",
              "    </div>\n",
              "    <div class=\"row variablerow\">\n",
              "    <img 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90HO1C9gAAAGAIHUcAAOA%2B6DjahcIRAAC4DwpHu5A9AAAAGELHEQAAuA86jnahcAQAAO6DwtEuZA8AAACG0HEEAADug46jXcgeAAAADKHjCAAA3AcdR7tQOAIAAPdB4WgXsgcAAABD6DgCAAD3QcfRLmQPAAAAhtBxBAAA7oOOo10oHAEAgPugcLQL2QMAAIAhFI5O8tBDD2n%2B/PnODgMAAPdiMjn%2B5UZuyKHqQ4cOKSYmRtu2bVNGRoYqVqyoyMhIjRkzRhUqVCjRfSckJOjcuXNq06bNdc%2BxZ88eLVq0SL/88ouys7MVFhamrl27auTIkfLx8XFgtAAAAK6rxMvkvXv36sEHH1TlypW1bt067dy5UzExMdq/f7/69eunrKysEt3/mjVr9MMPP1z39lu2bNGAAQPUrFkzxcXFafv27Xr55Ze1adMmDR06VBaLxYHRAgCAEkXH0S4l/m6nTZumdu3a6cknn1SlSpXk6empunXratGiRbrjjjuUlJSk06dPa%2BTIkWrZsqWaNm2qCRMmyGw2S5I%2B/vhjtW3b1mbOyw/zzp8/XyNHjtRbb72ltm3bqnnz5po%2Bfbok6aWXXtJ7772npUuX6u6775YkRUZGatGiRerUqZOmTJmiu%2B%2B%2BW%2B%2B8847N/M8995wmTpyovLw8vfjii%2Brfv78ee%2BwxBQQEyNvbW02bNtXixYtVrVo1paamSpIOHjyogQMHqlmzZmrZsqWmTJmiixcvWueMiYlRu3bt1LJlS8XExNjsLz8/X/PmzVPnzp3VuHFjPfDAA/rll18c%2BLcAAAAkUTjaqUTf7V9//aWdO3fqkUceuWKZn5%2BfZs6cqWrVqmnUqFHy9/fXpk2btGHDBiUlJWnKlCmG97Nz507l5uZq8%2BbNmjdvnt555x3t2bNHkydPVvPmzTVkyBBt3LjRuv7nn3%2BupUuX6sUXX1R0dLQ%2B%2B%2Bwz67K8vDxt2rRJ9913nxISEnTixIlC469SpYpmzJih4OBgZWdna8iQIWrcuLG2bt2qjz76SNu3b9cbb7whSdq6dauWLFmiN954Q1u2bJHFYtGBAwesc61YsUKff/653n77bW3fvl09e/bUyJEjdeHCBcM5AAAAKGkleo7jsWPHJEm33HLLVdfZu3evEhIS9Oabb8rPz09%2Bfn4aNmyYRo8erezsbEP78fT01PDhw2UymdS6dWsFBwcrMTFRjRo1KnT9O%2B%2B8U9WrV5ckRUdHa8GCBTp69KiqVaumn3/%2BWSaTSW3bttWGDRvk6%2Burm2%2B%2B%2BZr737JlizIzMzV27FiVKVNG1apV08MPP6y3335bTz31lDZu3Kj27duradOmkqThw4dr5cqV1u1Xr16twYMHq0aNGpKkAQMGaMWKFfrmm2/UrVs3QzlISkpScnKyzZiXVzmFhoYa2t6ZPD1NNn/CPuTT8cip45FTxyKfxeBmHUJHK9HC0cPDQ1LBodirOX78uAIDAxUSEmIdq1atmnJycnTmzBlD%2B7n55ptluuwfQtmyZa957mSVKlWsX4eHh6tJkyZat26dxowZo40bN6pr167y8vKSh4eH8vPzZbFYrO/lau8hPDxcZcqUsY5Vr15dJ0%2BeVH5%2Bvs6cOWNTPHt7e6tq1arW748ePaoZM2bo5Zdfto7l5%2Bfr1KlTht6/JMXGxmrBggU2Y6NHj9a4ceMMz%2BFsAQFlnR3CPwr5dDxy6njk1LHIJ0paiRaO1apVk1Rw/l9YWFih61yrq3i1Yi0vL8/me1Mxf3vw9PS0%2Bb5nz55aunSpRo8erbi4OOsh5urVqys7O1tHjhy5Ztf0au/hUvzZ2dnKzc21WXZ5Me3r66vp06crKiqqWO/jcn369FFkZKTNmJdXOaWmZlz3nDeKp6dJAQFldf58pvLyrv5LBowhn45HTh2PnDpWactnUFB55%2B2cjqNdSrRwDAoKUosWLbRs2TK1a9fOZllmZqYefvhhPfPMMzp37pzOnj2rSpUqSSq4fY%2BPj4/CwsLk4%2BOjzMxM63Z5eXk6ceKEQ%2BPs2rWrpk%2Bfrvfff18%2BPj6KiIiQJNWtW1fh4eFaunSpXnrpJZttkpOTNWjQIC1atEjh4eE6duyYsrOzrV3HQ4cOqWrVqjKZTAoNDdXp06et22ZnZ1sP40sFXc/9%2B/fbFI7Hjx%2B36UoWJTQ09IrD0snJacrNdf0PkEvy8vJLVbyujnw6Hjl1PHLqWOTTAApHu5R49p5//nnt3r1b//rXv3T69Gnl5%2Bdr7969Gjp0qHx9fRUREaGaNWtq9uzZunDhgs6cOaNFixbp3nvvlbe3t6pXr66MjAxt3bpV2dnZevPNN4t1CxwfHx8dP35c586du%2Bo6/v7%2BioyM1OzZs9W9e3fruMlk0tSpU/XJJ5/o5ZdfVkpKinJzc7Vjxw49%2Buijql27tqpXr6727dvLy8tLMTExys7O1qFDh7Ry5Ur17NlTktS%2BfXtt3bpVe/bsUVZWlhYsWGDTcezbt69WrVql3bt3Ky8vT1988YW6d%2B%2BukydPXkfGAQAASkaJ3wC8Tp06%2BvDDDzV//nzdf//9unDhgipXrqzu3bvr8ccfl7e3txYuXKiXXnpJd911l8qWLavOnTtr0qRJkqQGDRpo8ODBmjBhgjw9PTVkyBBrR9CIXr166YUXXtA999xzzfs59uzZU19%2B%2BaV69OhhM962bVutWrVKMTExioqKUm5urqpWrarevXtrwIABkqTy5ctryZIleuWVV9S6dWtVqFBBPXv21IgRIyQVdDT379%2BvESNGKC8vTwMGDNAdd9xh3ceDDz6oU6dOacyYMUpPT9ett96qBQsWFHlRDgAAKCY6jnbxsHAHa0kFNwpfs2aN3nvvPWeH4jDJyWnODsEQLy%2BTgoLKKzU1g0MsDkA%2BHY%2BcOh45dazSls%2BQEH/n7bx1a8fPuW2b4%2Bd0UTfkkYOu7vDhw3rjjTeuOI8RAAD8w7hgx/HEiROaOnWqfv31V5UrV07dunXTxIkTr7j4d8iQIdq%2BfbvNWG5urkaPHq0xY8ZowIAB2rlzp812t9xyi9atW%2BewWN2%2BcPz3v/%2BtDRs2aPDgwerQoYOzwwEAACXJBQvHsWPHqn79%2BoqLi9Nff/2l4cOHq1KlSnr00Udt1lu6dKnN9%2BfPn1e3bt2sT8eTCp6a16tXrxKL1fWyd4NNmzZNP/30k0aOHOnsUAAAgJuJj4/Xvn37NGnSJPn7%2B6tGjRoaPHiwYmNji9x27ty5uvvuu1W7du0bEGkBt%2B84AgAAN1ICHcfCnt4WEhJi6OltCQkJqlKligIDA61j9evX1%2BHDh5Weni4/P79Ctzty5IjWrl2ruLg4m/EvvvhCb7/9tk6dOqXGjRtr2rRp1vtqO4LbdxwBAADsERsbq169etm8jHQMJclsNisgIMBm7FIRmZqaetXtlixZogceeEDBwcHWsZo1a%2Br222/Xe%2B%2B9p02bNik4OFhDhw41/AhnI%2Bg4AgAA91ECHcfCnt52%2BaOUi1LcG9yYzWZ9%2Bumn%2BvLLL23GX3zxRZvvp02bppYtW%2BqXX35RawddTU7hCAAA3EcJFI6FPb3NqODgYJnNZpsxs9ksDw8Pm27i5TZt2qRbbrlF4eHh15zbz89PgYGBOnPmzHXFVhgOVQMAADhJgwYNdOrUKaWkpFjH4uPjddttt6l8%2BcKf6b1p0ya1bdvWZiw9PV0vvviiTZGYkpKilJSUIgvM4qBwBAAA7sNkcvzLDvXq1VPDhg01e/ZspaenKzExUcuWLVO/fv0kSV26dNGOHTtsttm7d6%2BqVq1qM%2Bbn56dff/1V06dPl9ls1rlz5zR16lTVrl27WE/cKwqFIwAAgBPNmzdPSUlJatu2rQYOHKiePXuqf//%2BkgoeUnLhwgWb9ZOTk1WpUqUr5omJiZHFYlFUVJTuuusu5eTkaMmSJVfcSNwePHLwH4xHDron8ul45NTxyKljlbZ8OvWRg1FRjp9zwwbHz%2BmiuDgGAAC4Dxd8ckxpQvYAAABgCB1HAADgPug42oXsAQAAwBA6jgAAwH3QcbQLhSMAAHAfFI52IXsAAAAwhI4jAABwH3Qc7ULhCAAA3AeFo13IHgAAAAyh4wgAANwHHUe7kD0AAAAYQscRAAC4DzqOdqFwBAAA7oPC0S5kDwAAAIbQcQQAAO6DjqNdyB4AAAAMoeMIAADcBx1Hu1A4AgAA90HhaBeyBwAAAEPoOAIAAPdBx9EuZA8AAACG0HEEAADug46jXSgcAQCA%2B6BwtAvZAwAAgCF0HIFiCAkNcHYIRYuIkHbuVFCnO6Vdu5wdzbV5eDg7AmMiIqRfflFQ5/Yun9NzqfnODsGQS00fL6/yLt8ACnxxgrNDKFrVqtLEiQpaulg6ftzZ0RRtzhzn7dvV/8G5OLIHAAAAQ%2Bg4AgAA90HH0S4UjgAAwH1QONqF7AEAAMAQOo4AAMB90HG0C9kDAACAIXQcAQCA%2B6DjaBcKRwAA4D4oHO1C9gAAAGAIHUcAAOA%2B6DjahewBAADAEDqOAADAfdBxtAuFIwAAcB8UjnYhewAAADCEjiMAAHAfdBztQvYAAABgCB1HAADgPlyw43jixAlNnTpVv/76q8qVK6du3bpp4sSJMv0t1vnz52vhwoXy8rIt3zZv3qxKlSrp4sWLmjFjhr755htdvHhRLVu21NSpUxUUFOSwWF0vewAAACXFZHL8y05jx45VWFiY4uLitGzZMsXFxWnFihWFrhsdHa34%2BHibV6VKlSRJc%2BbMUUJCgmJjY7VhwwZZLBY9%2B%2Byzdsd3OQpHAAAAJ4mPj9e%2Bffs0adIk%2Bfv7q0aNGho8eLBiY2OLNU9ubq5Wr16tUaNG6aabblKFChU0fvx4ffPNNzpz5ozD4uVQNQAAcB8lcKg6KSlJycnJNmMhISEKDQ0tctuEhARVqVJFgYGB1rH69evr8OHDSk9Pl5%2Bfn836%2B/fvV9%2B%2BfXXgwAHddNNNevbZZ9WuXTsdPXpUaWlpql%2B/vnXdmjVrytfXVwkJCQoLC7PzXRagcAQAALBDbGysFixYYDM2ZswYjR07tshtzWazAgICbMYuFZGpqak2hWPlypUVHh6uiRMnKjQ0VLGxsRoxYoTWrVsns9ksSVfMFRAQoNTU1Ot6X4WhcAQAAO6jBDqOffr0UWRkpM1YSEiI4e0tFouh9Xr37q3evXtbvx88eLA%2B//xzrVu3Tu3bty/WXNeLwhEAALiPEigcQ0NDDR2WLkxwcLC1W3iJ2WyWh4eHgoODi9y%2BSpUqSkpKsq5rNptVvnx56/Jz586pYsWK1xVbYbg4BgAAwEkaNGigU6dOKSUlxToWHx%2Bv2267zaYAlKSFCxdq27ZtNmOJiYkKDw9XeHi4AgMDlZCQYF124MABZWdnq0GDBg6Ll8IRAAC4Dxe7HU%2B9evXUsGFDzZ49W%2Bnp6UpMTNSyZcvUr18/SVKXLl20Y8cOSQXdxKlTp%2BrQoUO6ePGili5dqqNHj%2Br%2B%2B%2B%2BXp6enHnroIS1evFinTp1SamqqXn/9dd19993W2/U4AoeqAQAAnGjevHmaPHmy2rZtKz8/P/Xt21f9%2B/eXJB0%2BfFgXLlyQJE2cOFFSwbmNZrNZt912m5YvX67KlStLksaNG6eMjAxFR0crNzdXHTt21IsvvujQWCkcAQCA%2B3DBJ8dUrlxZb731VqHL9u/fb/3ax8dHzz33nJ577rlC1y1TpoymTJmiKVOmlEicEoUjAABwJy5YOJYmZA8AAACG0HEEAADug46jXSgcAQCA%2B6BwtAvZAwAAgCF0HAEAgPug42gXsgcAAABD6DgCAAD3QcfRLhSOAADAfVA42oXsAQAAwBC3Kxy3bt2q2rVra%2BrUqc4O5aq2bdum%2BPh4Z4cBAMA/j8nk%2BJcbca93K%2Bmjjz7Svffeq88//1wXL150djiFWr58uX777TdnhwEAAGDDrQrH1NRUff311xo3bpyCgoK0ceNG67IBAwZo4cKFGjNmjO644w51795dhw4d0vTp09WsWTN16NBBW7Zssa5/8OBBDRw4UM2aNVPLli01ZcoUayE6f/58PfTQQzb7btu2rT7%2B%2BGNJ0jPPPKOXXnpJM2fOVIsWLdSqVSvrw81HjBihb775RtOnT9egQYNKOiUAALgXOo52cauLYz799FPVrVtXNWrUUI8ePbR69Wp1797duvzDDz/UvHnz9Morr%2Bjhhx/WkCFDNG7cOD311FN66aWX9Nprr6l9%2B/bKzs7WkCFD1LNnTy1ZskRJSUkaMWKE3njjDT311FOGYlm/fr2eeeYZff/991q3bp0mT56s6OhoLV68WJGRkXr88cfVr18/w%2B8tKSlJycnJNmNeXuUUGhqbqH08AAAgAElEQVRqeA5n8fQ02fzp0iIinB1B0erUsf3TlXl4ODsCY0pRTkvLz7BLcZaKeKtWdXYERbv0WV8KPvOdrlT8o3NdblU4rl692lqMRUdHKyYmRsePH1fV//tQaNKkiRo1aiRJatGihTZv3qxevXpJkjp06KC1a9dKkrZs2aLMzEyNHTtWZcqUUbVq1fTwww/r7bffNlw4Vq1aVffff78kqVu3bnruuef0559/XnehFxsbqwULFtiMjR49WuPGjbuu%2BZwhIKCss0Mo2s6dzo7AuPfec3YE/zyrVjk7giL5OzuAYipf3tkRGDBxorMjMG7AAGdHgH84tykcd%2B/erT///FNdu3aVJIWHh%2BuOO%2B7Qxx9/bC2uKleubF3fx8dHYWFh1u/LlCmj7OxsSdLx48cVHh6uMmXKWJdXr15dJ0%2BeVH5%2BvqF4ql72G2zZsgUFU1ZW1nW%2BO6lPnz6KjIy0GfPyKqfU1IzrnvNG8fQ0KSCgrM6fz1RenrH8OUtQpzudHULR6tQpKBr795f27XN2NNdWmjqOq1ZJDz/s8jlN%2B%2BYXZ4dgiMlUUDRmZEgGPzadxn/JbGeHULTQ0IKi8Z13pKQkZ0dTNGcW43Qc7eI2heNHH32k3NxcderUyTqWk5OjM2fOaMyYMZIk09/%2BMf39%2B0suFZB/53GNH4J5eXmG5r5eoaGhV3Qrk5PTlJvr4p/Il8nLy3f9eHftcnYExu3b5/rxlpbC8ZJSkFNXL8L%2BLj%2B/FMR8/LizIzAuKal0xYtSxy0Kx4yMDH3xxReaOnWqWrVqZR3PzMzUgw8%2BqG3bthVrvvDwcB07dkzZ2dnWruOhQ4dUtWpVmUwm%2Bfj4KDMz07p%2BWlqazGazY94MAAC4fnQc7eIWheMXX3whHx8f3X///TaHlyUpMjJSq1evLtZ87du3l5eXl2JiYjR69GgdP35cK1euVM%2BePSUVHLY%2BfPiwDhw4oGrVqmnu3LkqX4wTeXx8fHT06FGlpaXJ37%2B0nbEEAIALo3C0i1tkb82aNerRo8cVRaMkPfDAA4qLiytWR7B8%2BfJasmSJtm/frtatW%2Bvxxx9XdHS0RowYIUnq1KmToqKi1LdvX91zzz1q0KCBbr75ZsPzP/TQQ3rvvff0yCOPGN4GAACgpHlYLBaLs4NAyUhOTnN2CIZ4eZkUFFReqakZLn%2BOY0hogLNDKFpERMHV302auPz5eKXmHMeICOmXX6SmTV0%2Bp%2BdSXfv/0CUmk%2BTvL6Wluf45joEvTnB2CEWrWrXggpPZs0vHOY5z5jhv3ytWOH5ON7rvslt0HAEAAGA/tzjHEQAAQBLnONqJwhEAALgPCke7kD0AAAAYQscRAAC4DzqOdiF7AAAAMISOIwAAcB90HO1C4QgAANwHhaNdyB4AAAAMoeMIAADcBx1Hu5A9AAAAGELHEQAAuA86jnahcAQAAO6DwtEuZA8AAACG0HEEAADug46jXcgeAAAADKHjCAAA3AcdR7tQOAIAAPdB4WgXsgcAAABD6DgCAAD3QcfRLmQPAAAAhtBxBAAA7sMFO44nTpzQ1KlT9euvv6pcuXLq1q2bJk6cKFMhsb7//vtavny5kpKSVK1aNY0dO1adO3eWJD3zzDNat26dPD09rev7%2BPhox44dDouVwhEAALgPFywcx44dq/r16ysuLk5//fWXhg8frkqVKunRRx%2B1WW/Dhg2aPXu23nzzTTVq1Ehr167V%2BPHj9eWXXyo8PFySNHLkSI0dO7bEYnW97AEAALiJ%2BPh47du3T5MmTZK/v79q1KihwYMHKzY29op1s7Ky9K9//UtNmzaVt7e3evfurfLly2v37t03LF46jgAAwH2UQMcxKSlJycnJNmMhISEKDQ0tctuEhARVqVJFgYGB1rH69evr8OHDSk9Pl5%2Bfn3U8OjraZtvz588rIyNDYWFh1rEff/xRmzZt0pEjR1SzZk29%2BOKLatCgwfW%2BtStQOAIAAPdRAoVjbGysFixYYDM2ZswYQ4eMzWazAgICbMYuFZGpqak2hePlLBaLXnjhBTVu3FgtWrSQJIWHh8tkMumJJ55Q%2BfLltWDBAg0ZMkQbNmxQUFDQ9by1K1A4AgAA2KFPnz6KjIy0GQsJCTG8vcViKdb%2BcnJy9Mwzz%2BiPP/7QypUrreOjR4%2B2We/JJ5/U%2BvXrFRcXp969exdrH1dD4QgAANxHCXQcQ0NDDR2WLkxwcLDMZrPNmNlsloeHh4KDg69YPysrS6NGjVJmZqZWrVp1zU6ip6enbrrpJiUlJV1XbIXh4hgAAAAnadCggU6dOqWUlBTrWHx8vG677TaVL1/eZl2LxaIJEybIy8tLy5cvtykaLRaLZs6cqX379lnHsrOzdfToUesV145A4QgAANyHyeT4lx3q1aunhg0bavbs2UpPT1diYqKWLVumfv36SZK6dOlivQ/jZ599pj/%2B%2BENvvPGGfHx8bObx8PDQ8ePHNXXqVJ05c0YZGRmaNWuWvL29rfd5dAQOVQMAAPfhgvdxnDdvniZPnqy2bdvKz89Pffv2Vf/%2B/SVJhw8f1oULFyRJa9as0YkTJ6wXw1wSHR2t6dOna8aMGfp//%2B//qVevXkpPT1ejRo20YsUKlStXzmGxUjgCAAA4UeXKlfXWW28Vumz//v3Wr1esWHHNeSpUqKCZM2c6NLa/o3AEAADuwwU7jqUJ2QMAAIAhdBwBAID7oONoFwpHoDg8PJwdQdEuxejh4frxFvOmt05zKU6LxeVjduA58DeEr6%2BzIzAgP9/ZERTtUoz5%2BaUjXmeicLQL2QMAAIAhdBwBAID7oONoF7IHAAAAQ%2Bg4AgAA90HH0S4UjgAAwH1QONqF7AEAAMAQOo4AAMB90HG0C9kDAACAIXQcAQCA%2B6DjaBcKRwAA4D4oHO1C9gAAAGAIHUcAAOA%2B6DjahewBAADAEDqOAADAfdBxtAuFIwAAcB8UjnYhewAAADCEjiMAAHAfdBztQvYAAABgCB1HAADgPug42oXCEQAAuA8KR7uQPQAAABhCxxEAALgPOo52IXsAAAAwhI4jAABwH3Qc7ULhCAAA3AeFo13IHgAAAAyh4wgAANwHHUe7kD0AAAAYQscRAAC4DzqOdqFwBAAA7oPC0S5kDwAAAIbQcQQAAO6DjqNdKBwBAID7oHC0C9kDAACAIXQcAQCA%2B6DjaBeyBwAAAEPoOAIAAPdBx9EuZK8EHDlyRLVr19aRI0ecHQoAALicyeT4lxtxr3dr0MCBA/XCCy8UuuzTTz9VkyZNdOHChRscFQAA%2BCc6ceKEhg0bppYtW6pjx4567bXXlJ%2BfX%2Bi6K1euVFRUlJo0aaJ%2B/frpt99%2Bsy67ePGi/v3vf6t9%2B/Zq2bKlxo0bp9TUVIfGSuFYiAcffFBffvmlsrKyrli2du1a3XvvvSpXrpwTIgMAAHZxwY7j2LFjFRYWpri4OC1btkxxcXFasWLFFet9/fXXmj9/vl599VX98MMP6tixo0aMGGFtZs2ZM0cJCQmKjY3Vhg0bZLFY9Oyzz9od3%2BUoHAsRFRUlk8mkr776ymb81KlT%2BvHHH9W7d2/99ddfGjdunFq3bq1mzZpp%2BPDhOnPmzBVz5ebmqnbt2vrhhx%2BsY%2B%2B%2B%2B67uvvtu6/cJCQkaMGCAmjVrptatW2vmzJnKzc0tuTcIAABcQnx8vPbt26dJkybJ399fNWrU0ODBgxUbG3vFurGxserVq5caN24sX19fDR06VJK0efNm5ebmavXq1Ro1apRuuukmVahQQePHj9c333xTaH1yvbg4phA%2BPj7q0aOHPvnkE913333W8U8//VS33XabGjVqpKeeekqZmZn6%2BuuvlZeXpyeeeEIzZ87U3Llzi7WvjIwMPf7443r00Ue1dOlSnTp1SiNHjlSlSpX0%2BOOPG54nKSlJycnJNmNeXuUUGhparHicwdPTZPOnS4uIcHYERatTx/ZPV2axODsCY0pTTuF4Vas6O4KiXfqsLwWf%2BU5XAuckFvYzOCQkxNDP4ISEBFWpUkWBgYHWsfr16%2Bvw4cNKT0%2BXn5%2BfzbrdunWzfm8ymVS3bl3Fx8erbt26SktLU/369a3La9asKV9fXyUkJCgsLMyet2hF4XgVvXv3Vq9evXTq1CnddNNNkqRPPvlE/fv3lyRNnz5deXl5Klu2rCQpMjJSy5YtK/Z%2BNm/eLC8vL2uRWK1aNQ0ZMkTLly8vVuEYGxurBQsW2IyNHj1a48aNK3ZMzhIQUNbZIRTtl1%2BcHYFxq1Y5O4J/nvfec3YERfJ2dgDF5F0aAn7ySWdHYNygQc6OwOVZ5OHwOQv7GTxmzBiNHTu2yG3NZrMCAgJsxi4VkampqTaFo9lstikwL62bmpoqs9ksSVfMFRAQ4NDzHCkcr6Ju3bqqW7eu1q5dq5EjR2rXrl06efKktQN5%2BPBhvfLKK/rtt9%2BUlZWl/Px8VaxYsdj7OXr0qJKSktSwYUPrmMViKfY5lH369FFkZKTNmJdXOaWmZhQ7phvN09OkgICyOn8%2BU3l5hZ8M7CqCOrd3dghFq1OnoGh8%2BGFp3z5nR3Ntpanj%2BN57Uv/%2BLp/TnJ92OjsEw7y9pZwcZ0dRNO%2B5rzk7hKKFhhYUjStWSElJzo6maKWpGDegsJ/BISEhhre3FOOzsKh1izPX9aBwvIYHH3xQK1as0MiRI/XJJ5%2Boc%2BfOCgoKUm5uroYNG6bWrVtr9uzZCg4O1gcffKCFCxcamjcvL8/6ta%2Bvr%2BrUqaO1a9faFWtoaOgVLfHk5DTl5rp2IXa5vLx814931y5nR2Dcvn2uH29pKRwvKQ05heMdP%2B7sCIxLSipd8TrBVS5WtkthP4ONCg4OtnYLLzGbzfLw8FBwcLDNeFBQUKHr3n777dZ1zWazypcvb11%2B7ty562psXU0pOKnMeXr06KHTp09r586d2rBhg3r37i1JSk5O1unTpzVw4EDrX9Tvv/9e6Byenp7y8vJSZmamdezYsWPWr6tVq6YjR47YLE9JSVFGhut3CgEAgH0aNGigU6dOKSUlxToWHx%2Bv2267zaYAvLRuQkKC9fu8vDz9/vvvaty4scLDwxUYGGiz/MCBA8rOzlaDBg0cFi%2BF4zX4%2B/srKipKM2fOVPny5dW6dWtJUsWKFVW2bFnt2rVLFy9e1Nq1a7V//36lpaVdcX9HDw8PVatWTXFxccrNzdWePXv07bffWpe3b99eAQEBevXVV5Wenq6kpCSNGzdOc%2BbMuaHvFQAAd5Cf7/iXPerVq6eGDRtq9uzZSk9PV2JiopYtW6Z%2B/fpJkrp06aIdO3ZIkvr166e1a9dq9%2B7dyszM1KJFi1SmTBnddddd8vT01EMPPaTFixfr1KlTSk1N1euvv667775blSpVsjdtVhSORejdu7f27NmjBx54QB4eBSfUlilTRlOmTNHChQvVtm1b7d69W/Pnz1elSpXUpUuXK%2BZ4/vnntX37djVr1kwLFizQkCFDrMvKlCmjRYsWaf/%2B/WrTpo169eqlmjVratKkSTfsPQIA4C5crXCUpHnz5ikpKUlt27bVwIED1bNnT%2BvFuIcPH7Y2pdq3b69//etfGj9%2BvFq0aKEffvhBS5Yska%2BvryRp3Lhxaty4saKjo9WpUyeVL19eM2bMsD/Ay3hYSvosSjhNcnKas0MwxMvLpKCg8kpNzXD5cxxDwgKLXsnZIiIKrv5u2tT1z8crLR8/ERHSzp1SkyYun9Oc7FKSU5Wii2MmPeHsEIpWtWrBBSevvVY6znF84w2n7friRcfP6ePj%2BDldFRfHAAAAt1ESF8e4Ew5VAwAAwBA6jgAAwG3QcbQPhSMAAHAbFI724VA1AAAADKHjCAAA3AYdR/vQcQQAAIAhdBwBAIDboONoHwpHAADgNigc7cOhagAAABhCxxEAALgNOo72oeMIAAAAQ%2Bg4AgAAt0HH0T4UjgAAwG1QONqHQ9UAAAAwhI4jAABwG3Qc7UPHEQAAAIbQcQQAAG6DjqN9KBwBAIDboHC0D4eqAQAAYAgdRwAA4DboONqHjiMAAAAMoeMIAADcBh1H%2B1A4AgAAt0HhaB8OVQMAAMAQOo4AAMBt0HG0Dx1HAAAAGELHEQAAuA06jvahcAQAAG6DwtE%2BHKoGAACAIXQcAQCA26DjaB8KRwAA4DYoHO3DoWoAAAAYQscRAAC4DTqO9qHjCAAAAEM8LBaLxdlBoGQkJ6c5OwRDvLxMCgoqr9TUDOXmuvavgmXK%2BDs7hCKZTJK/v5SW5vq/WZcr5%2BwIjPP2lnJynB1F0bzLeDg7BGMiIqSdO6UmTaRdu5wdzTVlXnD9H5MeHpKvr5SVJZWGn%2Bplyzpv37/84vg5mzZ1/JyuikPVAADAbbj6L9SujkPVAAAAMISOIwAAcBt0HO1DxxEAAACG0HEEAABug46jfSgcAQCA26BwtA%2BHqgEAAFyU2WzW%2BPHj1aZNG7Vr107PP/%2B8srKyrrr%2BV199pfvuu08RERGKiorShx9%2BaF02f/581a1bVw0bNrR5nT171nA8dBwBAIDbKG0dx8mTJys7O1vr169XTk6OnnjiCc2aNUsvvPDCFevu2bNHkyZN0uuvv6677rpL33//vUaPHq1bb71VzZo1kyRFR0frlVdeue546DgCAAC4oLNnzyouLk4TJkxQcHCwwsLCNGrUKK1Zs0Y5hTyRwGw2a/jw4ercubO8vLzUoUMH1apVSzt27HBYTHQcAQCA2yiJjmNSUpKSk5NtxkJCQhQaGmrXvHv37pWnp6dq165tHatfv74uXLigQ4cO2YxLUvv27dW%2BfXvr97m5uUpOTlZYWJh1bP/%2B/erbt68OHDigm266Sc8%2B%2B6zatWtnOCYKRwAA4DZKonCMjY3VggULbMbGjBmjsWPH2jWv2WyWn5%2BfPDz%2B9yjRwMBASVJqamqR28%2BaNUvlypVTt27dJEmVK1dWeHi4Jk6cqNDQUMXGxmrEiBFat26dbr31VkMxUTgCAADYoU%2BfPoqMjLQZCwkJMbTtp59%2BqqeeeqrQZRMmTJDlOh4%2BbrFYNGvWLK1fv14rV66Uj4%2BPJKl3797q3bu3db3Bgwfr888/17p16zR%2B/HhDc1M4AgAAt1ESHcfQ0NDrPiwdHR2t6OjoQpd9//33Sk9PV15enjw9PSUVdCElqWLFioVuk5%2Bfr2effVZ79uzR%2B%2B%2B/r/Dw8Gvuv0qVKkpKSjIcLxfHAAAAuKC6devKYrFo37591rH4%2BHgFBATolltuKXSbl19%2BWQcPHiy0aFy4cKG2bdtmM5aYmFhkcXk5CkcAAOA28vMd/yopwcHBioqK0ty5c5WSkqLTp08rJiZGDz74oLy8Cg4aDxo0SF988YUk6ZdfftG6deu0ZMkSVahQ4Yr5zGazpk6dqkOHDunixYtaunSpjh49qvvvv99wTByqBgAAbqO03cdx2rRpmjJlijp16iRvb291795dEyZMsC4/duyYzp07J0las2aN0tLS1LFjR5s5mjdvrqVLl2rixImSCs5tNJvNuu2227R8%2BXJVrlzZcDwelus56xKlQnJymrNDMMTLy6SgoPJKTc1Qbq5r/48uU8bf2SEUyWSS/P2ltDTX/4AsV87ZERjn7S0Vcts0l%2BNdxqPolVxBRIS0c6fUpIm0a5ezo7mmzAuu/2PSw0Py9ZWysqTS8FO9bFnn7XvDBsfPGRXl%2BDldFR1HAADgNlz9F2pXxzmOAAAAMISOIwAAcBt0HO1D4QgAANwGhaN9OFQNAAAAQ%2Bg4AgAAt0HH0T50HAEAAGAIHUcAAOA26Djah8IRAAC4DQpH%2B3CoGgAAAIbQcQQAAG6DjqN96DgCAADAEDqOAADAbdBxtA%2BFIwAAcBsUjvbhUDUAAAAMoeMIAADcBh1H%2B9BxBAAAgCF0HAEAgNug42gfCkcAAOA2KBztU6KHqk%2BcOKGGDRvq8OHDRa7bsGFDff/99yUZDgAAAOxQrI5jZGSkzpw5I5OpoN4sU6aMateurfHjx6tFixZXrF%2BlShXFx8cbmtvoekacOXNGc%2BfO1ffff6/U1FSVLVtW7dq106RJk3TzzTdLkr766ivVrl1b1atXv659HDt2TAkJCerSpYvD4gYAACWLjqN9it1xfOGFFxQfH6/4%2BHht3bpVnTt31rBhw3Ts2LGSiK/YLBaLhg4dqpycHH300Ufas2eP1q1bp5ycHA0dOlT5//cvZt68eTpy5Mh17%2Berr77Shg0bHBU2AAC4AfLzHf9yJ3Ydqi5btqyGDBmi0NBQbdmyRQMGDNBrr72mHj16aNiwYTp%2B/Lhq166txMRESVJKSorGjRunpk2bql27dnr99ddlsVgkSbVr19aWLVskSQMGDNDixYv15JNPqkmTJrrzzjv16aefWve7Z88eRUVFqXHjxhoxYoTeffddRUZGSpLOnj2rAwcOaODAgQoLC5OHh4cqV66sqVOnatSoUcrJydF9992ngwcPatSoUXr22Wetcb733ntq0aKF1q9fL0lavny5OnfurIiICHXt2lVfffWVJOk///mPZs2apf/%2B979q2LCh8vLylJWVpWnTpumuu%2B7SHXfcoQEDBuiPP/4oMubMzEw1adJEX3/9tU1uBw0apNdff92evx4AAACHcsg5jnl5efL09JQkff7555oxY4befPPNK9Z74YUXJEnffvutPvjgA61bt04fffRRoXOuWrVK9913n3766Sc99NBDmjZtmnJycpSdna0RI0aoY8eO%2Bumnn9SvXz8tWrTIul1QUJAqVKigt956S0lJSdbx4OBgde/eXT4%2BPlq3bp0kaeHChZo5c6Z1nZ9//llff/217r33Xm3fvl2zZ8/WwoULtXPnTj3%2B%2BOOaNGmSUlJS9Nhjjyk6OlpdunRRfHy8PD09NWvWLP3%2B%2B%2B%2BKjY3Vjz/%2BqIYNG2rMmDGyWCzXjLls2bKKiorSZ599Zo0jNTVV27dv13333Xe9fyUAAKAQdBztY9dV1RkZGfrggw%2BUkpKiDh066PPPP1ejRo3UqFGjK9ZNTU3V5s2btWbNGvn5%2BcnPz09z5syRl1fhIUREROjOO%2B%2BUJHXt2lULFixQUlKSTp8%2BrZSUFI0cOVK%2Bvr7q0KGDWrVqpV27dhW8IS8vzZ07V88995w6dOig22%2B/XS1atFCnTp3UunXra76fnj17ys/PT5LUtGlTff/99woICJAkde/eXc8%2B%2B6wOHDigVq1a2WyXn5%2Bvjz/%2BWHPnzlVYWJgkafz48Xr33Xe1Z88e5ebmXjPm6OhoDR8%2BXOnp6fLz89OmTZtUq1Yt3XbbbUb/KpSUlKTk5GSbMS%2BvcgoNDTU8h7N4epps/nRlJtcP0RpjaYgVJSAiwtkRGFOnju2fLszDw9kRFO1SjKUhVpRuxS4cp0%2BfrpdfflmS5Ovrq7p162r58uW66aabJBVcEFOY48ePKz8/X1WrVrWORVzjA%2B7y9Xx9fSVJWVlZSk5Olp%2BfnwIDA63LGzZsaC3CJKl169aKi4vTrl279OOPP%2Bqnn37SqlWrdOedd2rx4sXWi3v%2B7tKFM1JBFzUmJkb//e9/lZKSYh3Pzs6%2BYru//vpLGRkZGjVqlDwu%2B1%2Bbn5%2BvU6dOSdI1Y27ZsqWCg4MVFxennj17auPGjerRo8dVc1OY2NhYLViwwGZs9OjRGjduXLHmcaaAgLLODuEfpXx5Z0fwz%2BPt7ewIDNi509kRFM977zk7giL5OjuAYvDxcXYErs/dOoSOVuzC8YUXXlC/fv2uuvzSIeu/u1Ss5Rv8G7tacZefn39Fl9KjkF%2BxPD091axZMzVr1kxjxozRL7/8ov79%2B%2Bu7775Thw4diow9JiZGX375pRYvXqw6derIYrGoXr16hW53qbD94IMP1KBBgyuWf/HFF9eM2cPDQ/fdd58%2B%2B%2Bwzde7cWT/99JOmTZtW6L6upk%2BfPtbzPC/x8iqn1NSMYs3jDJ6eJgUElNX585nKy3Pt/9FeXq5fjZlMBUVjRobrf0D6lqKfyN7eUk6Os6MomnfLJs4OwZg6dQqKxv79pX37nB3NNWX94PrFuIdHQdF48aL0f5cOuDRn/t939c9FV3fDbgBepUoVmUwmHT582Npp/PHHH3XhwoUrCp5rqVixos6dO2c9rCvZ3spnx44d2rp1q8aPH2%2BzXZMmTeTn56cLFy4Y2k98fLw6depkLRb37Nlz1XX9/f1VoUIF7d%2B/36ZwPH78uKpWrVpkzFLB4er//Oc/%2Bvjjj9W4cWPrIW%2BjQkNDrzgsnZycptzc0vM/JC8v3%2BXjLU2Hf93x3BtIuuzoS6mwb5/Lx1waCrFLLJbSFS9Knxv2Y7BChQrq1KmTYmJiZDabdfLkSU2ePFlnzpwp1jwNGjRQ2bJl9dZbbyk7O1tbtmzRzz//bF0eGBioZcuWae7cuTp79qykgqu558yZIw8PD%2Bv9Jn18fHTkyBGlp6cXup8qVapo3759yszM1B9//KG3335b/v7%2B1nh9fHx06tQpnT9/Xrm5uerbt68WLVqkxMRE5eTkaPny5XrwwQeVmZlZZMySdOutt6pu3bp64403in2YGgAAGMPFMfa5of2TmTNnqly5curYsaP69OmjLl26qE%2BfPsWao3z58po7d67Wrl2rli1b6tNPP9XgwYOth35vv/12rVixQvv27VN0dLQaNmyorl27KjExUatWrVLFihUlSX379tWrr76qJ598stD9DB8%2BXHl5eWrVqpWeeeYZjR07Vvfff7%2BmT5%2BuTZs2qUePHjp8%2BLA6duyopKQkjRo1Snfeeaf69%2B%2Bvli1bauPGjXrrrbdUtmzZImO%2BpGfPnsrOzlZUVNR1ZBcAAKBkeVgspa%2BpnZeXJ%2Bl/5yTOmzdPP/74o95z4ZOsjcQ8b948HTt2TK%2B99ppD9pmcnOaQeUqal5dJQUHllZqa4fKHqsuU8Xd2CEUymSR/fyktzfV/Ey5XztkRGFdqznEsU0ouq42IKLiQp0kTlz9UnXnB9X9MengUnDeYlVU6DlWXdeK1kPPnO37OsWMdP6erKkVnbBWwWMb5F0YAACAASURBVCzq0qWL5syZo5ycHB05ckRr16696gUvrsBIzLt379Y777yjxx57zImRAgDwz8ahavvcsItjHMXDw0Nz5szRjBkz1KJFC/n7%2BysqKkqPPvqos0O7qqJifuyxx7R//349/fTTqlMK7mkGAADcU6krHKWCC2Tef/99Z4dRLNeK%2BT//%2Bc8NjgYAAPfkbh1CRyt1h6oBAADgHKWy4wgAAHA96Djah8IRAAC4DQpH%2B3CoGgAAAIbQcQQAAG6DjqN96DgCAADAEDqOAADAbdBxtA8dRwAA4DZK25NjzGazxo8frzZt2qhdu3Z6/vnnlZWVVei6H3/8serUqaOGDRvavPbs2fN/7z1fc%2BbMUadOndS8eXM99thjOnbsWLHioXAEAABwUZMnT1ZmZqbWr1%2BvNWvWKDExUbNmzbrq%2Bs2bN1d8fLzNq1GjRpKkVatW6bPPPtOSJUu0efNm1ahRQ6NHj5alGA84p3AEAABuozR1HM%2BePau4uDhNmDBBwcHBCgsL06hRo7RmzRrl5OQUe77Y2FgNHjz4/7d393E13///wB%2BnUkmSqIYK20wuKtGFQsgsV61Y5mo%2B5GLJ9cXYzFVyOZc1IT62YWuuZhTzWSliGZaRymoXGCGVFLo8Oud8//BzfjsrOjl13p1zHvfbzW16vd/nnMeOLp49X%2B/364U33ngDpqammDNnDq5fv46rV68q/RwsHImIiIjqoYyMDOjr66N9%2B/bysU6dOqGkpAQ3btyo8jHZ2dkIDAyEq6sr%2BvXrh%2BjoaABAWVkZ/vrrL3Ts2FF%2BrqmpKVq3bo20tDSlM/HmGCIiItIZddEhzM3NRV5ensKYpaUlrKysVHrewsJCmJqaQiQSyceaNGkCACgoKKh0voWFBdq0aYO5c%2BfizTffxMmTJ7FgwQJYWVnh9ddfh0wmkz/%2Bn89X1XO9CAtHIiIi0hl1UTgeOHAAERERCmPTp0/HjBkzqn1sdHQ0FixYUOWxOXPm1Oj6wz59%2BqBPnz7yjwcPHoyTJ0/i%2B%2B%2B/x0cffQQANXq%2BqrBwJCIiIlLBiBEj4O3trTBmaWmp1GP9/Pzg5%2BdX5bFz586hqKgIEokE%2Bvr6AJ51IQGgWbNmSj1/q1atkJ6eDnNzc%2Bjp6ckf/1xhYaHSzwWwcCQiIiIdUhcdRysrK5WnpavSoUMHyGQyZGZmolOnTgCAtLQ0mJmZoW3btpXO37dvH5o0aYJBgwbJx65fvw5bW1sYGRmhXbt2uHbtGtzc3AAAjx8/xu3bt%2BV3XSuDN8cQERER1UMWFhbw8fFBWFgYHj58iPv372Pr1q0ICAiAgcGz3t%2B4ceNw4sQJAIBYLMaKFSuQlpaGp0%2Bf4vjx4zh79ixGjhwJABg1ahT27t2L69evo6ioCBs2bECHDh3g4OCgdCZ2HImIiEhnaNrOMaGhoVi2bBn69euHBg0aYMiQIZgzZ478eFZWFh49egQA%2BM9//oPi4mLMmjULeXl5sLGxwdatW9G5c2cAwMiRI5GXl4exY8eiuLgY7u7ula7NrI5IpupVklRv5eU9ETqCUgwM9NC0aSMUFBSjoqJ%2Bf0UbGjYWOkK19PSAxo2BJ0/q/zdIExOhEyivQQPgFZZNU7sGhqLqT6oPnJ2By5eBrl2BK1eETvNSpSX1/8ekSAQYGwNlZYAm/FRv2FC41164sPafc82a2n/O%2BopT1URERESkFE5VExERkc6o7zMx9R07jkRERESkFHYciYiISGew46gaFo5ERESkM1g4qoZT1URERESkFHYciYiISGew46gadhyJiIiISCnsOBIREZHOYMdRNSwciYiISGewcFQNp6qJiIiISCnsOBIREZHOYMdRNSwciYiISGewcFQNp6qJiIiISCnsOBIREZHOYMdRNSwciWqgScgcoSNUz8YGmDcPjXduBO7cETrNy2nKd3AbG2D%2BfDQIW1/v39PSEpnQEZQiEgHGAMp%2BvgxZPY/c0EQkdITqOTsDly/D2LMrcOWK0GmqV9//0emFWDgSERGRztCU31frKxaOREREpDNYOKqGN8cQERERkVLYcSQiIiKdwY6jathxJCIiIiKlsONIREREOoMdR9WwcCQiIiKdwcJRNZyqJiIiIiKlsONIREREOoMdR9Ww40hERERESmHHkYiIiHQGO46qYeFIREREOoOFo2o4VU1ERERESmHHkYiIiHQGO46qYceRiIiIiJTCjiMRERHpDHYcVcPCkYiIiHQGC0fVcKqaiIiIiJTCjiMRERHpDHYcVcOOIxEREREphR1HIiIi0hnsOKqGhSMRERHpDBaOquFUNREREREphR1HIiIi0hnsOKqGHUciIiIiUgo7jkRERKQz2HFUDQtHIiIi0hmaVjgWFhYiJCQEv/zyC/T09NC7d28sWbIExsbGlc5dvHgxoqOjFcYkEgn8/PywZs0afPLJJ4iJiYG%2Bvr78uJGRES5duqR0Hk5VExEREdVTS5YsQWlpKY4fP47Dhw/j%2BvXr2LBhQ5Xnrly5EmlpafI/V65cweuvv44BAwbIzwkODlY4pyZFI8DCkYiIiHSIVFr7f%2BrKgwcPEB8fjzlz5sDCwgLW1taYOnUqDh8%2BjKdPn1b7%2BD179qBly5bo3bt3rWVi4UhERERUD2VkZEBfXx/t27eXj3Xq1AklJSW4cePGSx/7%2BPFjREZGYv78%2BQrjFy5cgL%2B/P5ydnREQEID09PQaZeI1jkRERKQz6qJDmJubi7y8PIUxS0tLWFlZqfS8hYWFMDU1hUgkko81adIEAFBQUPDSx37zzTdwdXVFu3bt5GO2trbQ09PDrFmz0KhRI0RERGDChAmIjY1F06ZNlcrEwpGIiIh0Rl0UjgcOHEBERITC2PTp0zFjxoxqHxsdHY0FCxZUeWzOnDmQyWQ1ziORSBAVFYWNGzcqjE%2BbNk3h4/nz5%2BP48eOIj4/H8OHDlXpuFo5EREREKhgxYgS8vb0VxiwtLZV6rJ%2BfH/z8/Ko8du7cORQVFUEikcjvhC4sLAQANGvW7IXPmZycDLFYDBcXl5e%2Btr6%2BPlq0aIHc3FylsgIsHImIiEiH1EXH0crKSuVp6ap06NABMpkMmZmZ6NSpEwAgLS0NZmZmaNu27Qsfl5CQgO7du8PA4P%2BXeTKZDGvXrsXQoUNhb28PABCLxbh9%2BzZsbW2VzsSbY4iIiIjqIQsLC/j4%2BCAsLAwPHz7E/fv3sXXrVgQEBMiLwnHjxuHEiRMKj8vIyICNjY3CmEgkwp07d7B8%2BXLk5OSguLgYGzZsQIMGDfD2228rnYmFIxEREekMTVqOBwBCQ0PRuHFj9OvXD%2B%2B%2B%2By4cHR0xZ84c%2BfGsrCw8evRI4TF5eXlo3rx5pedatWoV2rRpg2HDhsHT0xMZGRnYs2cPTExMlM6js1PVc%2BbMgZGREdauXSt0FFy8eBH/%2Bc9/kJqaCiMjI6HjEBERaS1N2zmmcePG2LRp0wuPnzp1qtJYbGxsleeam5tjzZo1KuURrHD09vZGTk4O9PQUm56vvfYaTp48qdYs33//PRYuXAhDQ0P5mKGhId566y3MnDkTHh4eas0TFxeH9u3bo3Xr1mp9XSIiIqKXEbTjuHjxYowaNUrICHLNmzfHuXPn5B%2BXlpbim2%2B%2BwZQpU3Ds2DHY2dmpLcvnn3%2BOBQsWsHAkIiKqZZrWcaxv6uU1jlu2bEFQUBBmz56Nrl27AgAePnwo7/65uLhg8uTJyM7OBgDcuXMH7du3x/Xr1%2BXPsWHDBowdO1b%2B8cGDB%2BHt7Y1u3bph%2BfLlkFbzmdOwYUNMnjwZVlZW%2BOmnn%2BTj33zzDQYOHAgnJycMHjwY8fHx8mOJiYnw9fWFs7MzevbsifXr18tfp3379jh79qz83H379lW6dR8A3n33Xfz555%2BYOnUqFi5cWJO3jYiIiKqhadc41jf19hrHlJQUzJo1S7545fr161FcXIyEhATIZDLMnj0bq1evxpYtW6p9rhs3bmDp0qWIiIiAl5cXYmJisHLlSoVNv1%2BkoqJC/ve4uDhERERg165dsLe3x6lTpzB79mzExcXB0tISc%2BbMwdatW%2BHh4YFbt25h0qRJcHZ2rtHdSjExMWjfvj22bdsGLy8vpR9X1ar1BgYmdbI8QG3T19dT%2BG%2B99q%2B71Oql5//mGvBvrzHfcTXoPf3HBhP12vOcGpHX2VnoBNX7f8uryP9LVEfqbeGor6%2BPUaNGybfZWb58OSoqKuR3/rz99tuIjIxU6rni4%2BPRsWNHeQEXEBCAPXv2vPQxRUVF2LNnDwoLC%2BWP%2B%2B677xAQEIDOnTsDAN555x1069YNx48fx%2BjRo1FWVgYTExOIRCK0adMGcXFxla7hrCtVrVo/bdo0zJw5Uy2vXxvMzBoKHaF68%2BYJnUB5/%2Bi4Uy0ZN07oBNUyFjpADWnE/YCXLwudQHnffit0gnpPU35fra8ELRxXrlyJ1atXK4x1794djo6OeO211xT2Zrx16xbWrl2L1NRUlJWVQSqVwtzcXKnXycnJqbSeUZs2bRQ%2BfvDgARwcHOQfi8ViuLm5Yffu3bC2tgYA3L59G%2BfOnVMoOmUyGd58802Ymppi2rRp%2BOCDD%2BDo6IgePXpg2LBhaNGihVIZVVXVqvUGBiYoKChWy%2BurQl9fD2ZmDfH4cSkkkvr9Fd30S%2BV%2BWRGUldWzovHrr4Ea7AYgCE35Dm5l9axo3LOn3r%2BnZTPmCx1BKSLRs6KxvBx4hR3V1MrYs6vQEapnb/%2BsaBw9GsjMFDpN9TSpGCcF9fLmmC1btiisdi6VShEUFIRu3bohNjYWFhYWOHToEMLCwl743BKJRP53sVisMOX8/Dn/6Z83x8hkMowaNQp2dnZwcnKSn2NsbIx58%2BZhwoQJVb7m9OnTMXz4cMTHxyM%2BPh67du3Cnj174OjoWOnc6q6xrKmqVq3Py3uCigoN%2BcEMQCKR1v%2B8d%2B4InUB5ubn1P6%2BmFI7PacB7Wt%2BLsH%2BTyTQg85UrQidQXmamZuUVgKZ926lvNOCismfdwLt372Ls2LGwsLAAAPz222/y48/XPiwrK5OPZWVlyf9uZWWF%2B/fvKzznP2%2Bk%2BTeRSITQ0FBER0fj/Pnz8nE7Ozv8/vvvCufeu3dPvgF5YWEhrK2tMWbMGHz11VcYMGAAoqOjATxb3uef%2BW7fvq3c/zwRERHVGt4coxqNKBwtLCxgYmKClJQUlJeX49ixY8jIyEBRURGKi4thYWGBxo0bIy4uDhKJBElJSUhJSZE/3svLC7/99hsSExMhFosRFRWFnJycl77mW2%2B9hcDAQCxduhSlpaUAnk0HnzhxAomJiaioqMCFCxcwZMgQXL16FVeuXMHAgQORmpoKmUyG/Px83Lx5U76MT5s2bRAfH4%2BKigqkpaUhMTHxha9tZGSEW7duoaioSPU3j4iIiKiWaEThaGBggJCQEOzcuROenp5ITk7Gli1b8Nprr%2BGdd96Bvr4%2Bli1bhiNHjsDFxQVHjx7FmDFj5I93cnLC4sWLERISgu7du%2BOPP/5Q6o7qadOmQSqVIjw8HADQo0cPfPzxxwgNDUXXrl0RGhqKkJAQdOnSBc7OzggODsbs2bPh5OSEoUOHwsnJSZ7j008/xZUrV%2BDi4oLw8PAXTncDwMiRI7Fu3TrMn68Z1yoRERFpCnYcVSOSyer91SX0ivLynggdQSkGBnpo2rQRCgqK6/01jparlwodoXo2Ns/u/t64sd5fj6cx33FtbID584H16%2Bv9e1q6NlzoCEoRiQBjY6CsrP5f49jQRAPWDHJ2fnbDSdeumnGNo4D/6P%2B4D7bWpKXV/nPWV/V2OR4iIiKi2qYpv6/WVywciYiISGewcFSNRlzjSERERETCY8eRiIiIdAY7jqphx5GIiIiIlMKOIxEREekMdhxVw8KRiIiIdAYLR9VwqpqIiIiIlMKOIxEREekMdhxVw44jERERESmFHUciIiLSGew4qoaFIxEREekMFo6q4VQ1ERERESmFHUciIiLSGew4qoYdRyIiIiJSCjuOREREpDPYcVQNC0ciIiLSGSwcVcOpaiIiIiJSCjuOREREpDPYcVQNO45EREREpBR2HImIiEhnsOOoGhaOREREpDNYOKqGU9VEREREpBR2HImIiEhnsOOoGnYciYiIiEgp7DgSERGRzmDHUTUsHImIiEhnsHBUDaeqiYiIiEgp7DgSERGRzmDHUTXsOBIRERGRUthxJCIiIp3BjqNq2HEkIiIinSGV1v6fupaWlob%2B/fvj/fffr/bcvXv3wsfHB127dsWoUaOQnp4uP1ZeXo6lS5fCy8sL7u7umDlzJgoKCmqUhYUjERERUT0VExODGTNmoHXr1tWee%2BrUKWzZsgXr1q3Dzz//jL59%2B2LKlCkoKSkBAGzevBnXrl3DgQMHEBsbC5lMhoULF9YoDwtHIiIi0hma1nEsLy/HgQMH4OTkVO25Bw4cwLBhw%2BDk5ARjY2NMmjQJAHD69GlUVFTgu%2B%2B%2Bw9SpU9GiRQuYm5tj9uzZSExMRE5OjtJ5WDgSERER1VPDhw%2BHtbW1Uudeu3YNHTt2lH%2Bsp6eHDh06IC0tDbdv38aTJ0/QqVMn%2BfE33ngDxsbGuHbtmtJ5eHMMERER6Yy66BDm5uYiLy9PYczS0hJWVla1/2IvUVhYiCZNmiiMNWnSBAUFBSgsLAQAmJmZKRw3MzOr0XWOLBy1mKVlY6EjKCU3NxdbtnyJESNGqP2LrMY2bxY6QbVyc3NxYMsWjBg7tv6/nxpC/p6OG1fv39OGQgdQUm5uLv773wOa8XUvkwmdoFryz9Eff6z/76fA6uKfc8uWA4iIiFAYmz59OmbMmFHtY6Ojo7FgwYIqj61ZswbDhg2rURZZNf%2BD1R2vDgtHElxeXh4iIiLg7e3Nb3i1gO9n7eN7Wvv4ntYuvp/CGjFiBLy9vRXGLC0tlXqsn58f/Pz8aiVH06ZN5Z3F5woLC9GuXTtYWFjIP27UqJH8%2BKNHj9CsWTOlX4OFIxEREZEKrKys6kXB3rlzZ1y7dg1Dhw4FAEgkEvz2228ICAiAra0tmjRpgmvXrqFVq1YAgD/%2B%2BANisRidO3dW%2BjV4cwwRERGRhhowYAAuXboEABg1ahSOHj2KlJQUlJaWYvv27TA0NESfPn2gr6%2BP999/H5GRkcjOzkZBQQE2bdqE/v37o3nz5kq/HjuORERERPWUj48P7t27B4lEAqlUCgcHBwDAjz/%2BiFatWuHmzZvydRq9vLwwd%2B5czJ49G/n5%2BXBwcMDOnTthbGwMAJg5cyaKi4vh5%2BeHiooK9O3bFyEhITXKI5KpepUkkYpyc3Nx4ICGXCSvAfh%2B1j6%2Bp7WP72nt4vtJ6sLCkYiIiIiUwmsciYiIiEgpLByJiIiISCksHImIiIhIKSwciYiIiEgpLByJiIiISCksHImIiIhIKSwciYiIiEgpLByJiIiISCksHImIiIhIKSwciTRcYGBgleNFRUUYOnSomtMQEZE2Y%2BFIgigrK8P//vc/fPXVV/Kx%2B/fvC5hI81y7dg379%2B9HcnIyDh48iAMHDij82b59O/7%2B%2B2%2BhY2okqVSKL774Ar6%2BvujevTsAoKSkBKtWrYJYLBY4nebavHkzbty4IXQMrbJo0aIqx4uKijBt2jQ1pyFdYCB0ANI9ly9fRnBwMMzMzJCdnY3AwEDcvXsXQ4YMwbZt2%2BDh4SF0RI3w5MkTJCYmoqKiApGRkZWOGxsbY9asWQIk03zr1q3DuXPnEBgYiJCQEABAeXk5MjMzsXbtWixdulTYgBoqJSUFu3btQvv27eHr64vBgwfDyspK6FgaKSsrC3///TdiYmIwaNAgyGQyheO3bt1CUlKSQOlIm4lk//5sI6pjw4cPh7%2B/P8aMGQNHR0ekpqYCAE6cOIEvvvgChw8fFjihZgkODsb27duFjqFVevTogf3798PW1hZOTk64evUqACA3NxfvvfcefvrpJ4ETaq7CwkIkJCTg5MmTuHjxIrp06QJfX1%2B88847MDU1FTqexjh58iQ%2B//xz/Pnnn1UeNzIywsiRI7Fw4UI1JyNtx8KR1K5Lly64dOkSDAwMFH4oS6VSdOvWDVeuXBE4oeZ58OAB/v77b5SVlVU61rNnTwESaTZXV1dcvHgRenp6Cp%2BjxcXF6NGjB1JSUgROqB2Ki4vx/fffIzw8HE%2BfPsWAAQMwadIktGvXTuhoGsPPzw/R0dFCxyAdwqlqUjtLS0tkZ2fD1tZWYTwtLY0dh1fwxRdfYNOmTZBIJJWOiUQiZGRkCJBKs3Xo0AG7d%2B/GhAkT5GPl5eXYtGkTOnXqJGAy7VBSUoKTJ0/i%2BPHjOH/%2BPDp27Ag/Pz88fPgQH3zwAT755BPe2PUS/7zO9tChQy%2B97tbQ0FAdkUiHsHAktfP19cXkyZMRGBgIqVSK%2BPh4ZGZmIioqCqNHjxY6nsbZtWsXVqxYgUGDBsHY2FjoOFrh448/xocffoi9e/dCLBZj2LBhuHXrFszMzHhZgAoSExNx7NgxnDp1Ck2bNoWvry8%2B/fRTtG3bVn5Or169MGPGDBaOL%2BHo6AiRSPTSc2QyGX9xpDrBqWpSO5lMht27d%2BPw4cO4ffs2jI2NYWtri5EjRyIgIKDab4ikyN3dHT///DP09fWFjqJVSkpKcOrUKWRlZck/R3v37o0GDRoIHU1jdevWDe%2B88w78/f3h7u7%2BwvMmTZqEXbt2qTGZZvnll1%2BUPtfNza0Ok5AuYuFIpOHWrl2LDh06wM/PT%2BgoRC9VVlbGrjiRhuNUNalFRESE0udOnz69DpNon4qKCqxduxbffPMNbGxsoKenuDzrxo0bBUqmud55552Xdr5jY2PVmEZ7DBo06IXvq56eHqytrdG7d2%2BMHz%2BenV0leXt7v/RzNSEhQY1pSBewcCS1%2BPfyJX/88QcMDQ3RqlUryGQyZGVlQSaToUuXLgIl1FzFxcXo06eP0DG0yrhx4xQ%2BlkgkuH37Ns6ePYuJEycKlErzTZw4Edu3b4e7uzscHBygp6eH1NRUJCcnIzAwEE%2BePMH%2B/fuRn5%2BPTz75ROi4GuHDDz9U%2BPj552piYiImTZokUCrSZpyqJrXbtm0bpFIppkyZAgODZ7%2B7iMViREREwMjIiLsdUL2VmpqKbdu2VbngOlVv6tSpGDFiBHr37q0wfvbsWRw7dgzr16/HrVu3MG7cOCQmJgoTUkukpaVhy5Yt2Llzp9BRSMuwcCS18/DwwJkzZyotE1FeXo4%2Bffrg/PnzAiXTTEePHn3pcX9/fzUl0X4SiQQuLi5ca/QVOTs74%2BLFi5W%2B9sViMTw8PPDrr7%2BioqIC7u7u%2BPXXXwVKqR34uUp1hVPVpHb6%2Bvr47bffKk1L//7775Wuz6PqbdiwQeFjiUSCwsJCmJqaomXLliwcX0FVv7yUlZUhPj4elpaWAiTSDtbW1ggLC0NwcDAaN24M4Nnd6zt37oSZmRlkMhnCw8PRvn17gZNqjqq2FXz%2BucrtHKkusHAktRs1ahTGjx8PLy8v2NjYQCKRIDs7G0lJSZWuLaPqVfWD48mTJwgPD0fnzp0FSKT5AgMDK40ZGBjAzs4Oy5YtEyCRdli3bh2Cg4Oxe/dumJqawsDAAI8ePULDhg0RFhYGmUyG2NhYhIWFCR1VY1R1HaOhoSFat24t32edqDZxqpoEkZSUhPj4eNy/fx9Pnz6FlZUVevXqhUGDBgkdTWuUlZVhwIABvFbsFVS1Cw/XyawdYrEY6enpyMvLg1QqRbNmzdC5c2eYmJgIHY2IlMCOIwmiZ8%2Be3EO5jmVlZeHJkydCx9AYWVlZSp/77%2B0ySXmGhoYwMDCASCTCwIEDATy7vpleXUJCAvr16wfg2U0x0dHRaNOmDUaPHs3Lf6jWsXAktROLxfj8889x4sQJZGdnQyQSwcbGBkOHDkVQUBC/0dXQiBEjKq3jVlpaihs3bsDHx0egVJqnf//%2B8vexqokYkUjEbdxUdP36dUyfPh337t2DVCpFWloa7t69i%2BHDh2PXrl3o2LGj0BE1zoYNGxAXF4d%2B/frh/v37GDduHHx8fPDDDz/g7t27%2BPjjj4WOSFqGU9WkdiEhIUhOTsaYMWPQunVrAM9%2BoHz99dfw9/fncjw1VNXi6oaGhmjTpg369evHKVYl3b59W%2Blz7ezs6jCJ9ho3bhwcHBwwc%2BZMuLi4IDU1FQCwe/duJCQk4OuvvxY4oebp1asXoqKiYGdnh23btuHSpUv48ssvkZ%2Bfj/fee4%2BXqlCtY%2BFIaufh4YGDBw9Wmu67ceMGgoKCcPLkSYGSEb1caWkpBg4cyB/Gr%2Bify/E4OTnh6tWrAJ7tftS9e3dcunRJ4ISax9nZWb7kzpgxYzB48GCMHj0aANClSxekpKQIGY%2B0EKeqSe0qKipgbW1dadzGxgaFhYUCJNJsnPqvfbm5uVi7di3S09MhFovl448fP0bz5s0FTKbZzM3Nq3wPb9%2B%2BLd8MgGrG1tYWFy5cgImJCVJTU7F582YAz651bNasmcDpSBvxK5XUrmPHjti6dSumT58u34%2B2oqIC27dvx1tvvSVwOs2zevVqJCcnY9KkSZWm/qVSKaf%2BX8HSpUvx9OlTjB8/HqtXr8aSJUtw7do1/PHHHzXad50U9e3bFzNnzsTUqVMhk8mQkZGBzMxMbN%2B%2BHYMHDxY6nkaaO3cugoODIRaLERwcDCsrKzx69AhBQUGYOnWq0PFIC3GqmtTuzz//xMSJE1FWVgYbGxsAwJ07d2BgYIAdO3bAwcFB4ISahVP/tc/NzQ2JiYkwMTFRmFKNjo7G1atXsXTpUoETaqby8nKsX78eR44cQXFxMYBnXcgRI0Zg2rRplXaUIeVUVFSgvLwcjRo1ko%2BlpKRU2mSBqDawcCRBiMVinD17Fnfu3IFYLIadnR28vLy4ltsrcHV1xblz56rcxq1Hjx5ITk4WKJnm8vT0RGJiIgwNDeHm5oaTJ0%2BiSZMmEIvF6NmzJ3755RehI2qk53ely2Qy5Ofnw9jYGKamxawO%2BwAAFSNJREFUppBIJMjLy8Nrr70mdESNdP/%2BfRw/fhw5OTlYtGgRgGf7qjs6OgqcjLQRL34itSssLIShoSHefvttjB8/Hh9%2B%2BCE6derEovEVPZ/6f/r0qXyMU/%2BqcXFxwcyZM1FWVobOnTvjs88%2BQ2ZmJg4fPsyumAqed8BEIhGaN28OU1NTAM%2B2HfT19RUymsZKSEhA//79kZSUhP379wMAsrOzERgYiB9%2B%2BEHgdKSN2HEktRGLxZg8eTLs7OywYsUKhWODBw%2BGvb09Nm7cKFA6zfXXX39hwoQJnPqvBWVlZTA2NsbDhw/x2WefYeXKlfIp//v376Nhw4ZYtmwZ9/%2BuodjYWMTGxuLHH3%2BUL/r9T/fu3cPNmzdx4cIFAdJpNl9fX8yaNQtvv/02HB0d5UscXbhwAStXrsTx48cFTkjahoUjqU14eDgSEhKwY8cOtGjRQuFYXl4eJkyYgBEjRuCDDz4QKKHm4tR/7ejWrRuGDBmC4cOHK%2Bzz/Xwq1cLCgh3HV5CVlYW4uDhs3LgRfn5%2BlY4bGRlhyJAhcHFxESCdZuvSpQsuX74MPT09hetxJRIJunXrxuV4qNbxrmpSmx9//BGrV6%2BuVDQCgKWlJZYtW4bQ0FAWjq/g%2BdQ/qWbp0qWIjo7G%2B%2B%2B/j3bt2mH48OHw9fVFkyZNeP2dCmxtbTFx4kSIRCJMmDChynNOnz6t5lTaoWXLlvj999/RoUMHhfGkpCQux0N1gh1HUhtnZ2dcunTphTuZSCQSuLq64vLly2pOptmSkpKwbt063Lp1S2HNwee4PV7NZWdnIzo6GkePHkV2djbefvttDB8%2BHN27dxc6msYrKCjAn3/%2BqfC5mpOTg5UrV8oXsiblffPNN9i2bRsCAgLw5Zdf4qOPPsLvv/%2BOEydOYMGCBRgzZozQEUnLsHAktXF3d0dCQoL8gvh/e/jwIQYMGMA7Vmuob9%2B%2B6NWrF7y8vGBkZFTpeK9evQRIpT2uXLmCI0eOIDY2Fo0bN0ZAQACmTJkidCyNdPLkSXz00UcoLy%2BX310NAGZmZvD398enn34qcELNFBcXh8OHD%2BP27dswNjaGra0tRo4cCU9PT6GjkRZi4UhqM3XqVLi5uWH8%2BPFVHl%2B7di3%2B/vtvREZGqjeYhnN1dcX58%2Be580Ydu3LlCtasWYO0tDR2cV/R4MGDMXnyZAwaNAguLi5ISUlBeno6du3ahVmzZuGNN94QOiIRVYPL8ZDaTJkyBWFhYdiwYQOys7Pl47du3cLSpUvx7bffcqeDV%2BDv7887J%2BtITk4OduzYgQEDBmDChAlo27Ytvv76a6Fjaax79%2B7B398fhoaGEIlE0NPTg6OjI2bOnImFCxcKHU/jZGVlYd%2B%2Bfdi3bx8ePHigcKy8vByfffaZQMlIm7HjSGp19uxZhISEIDs7G8bGxpBKpRCLxbCxscHy5cs5tfIKbt68iQkTJqBBgwawtraGSCRSOL53716BkmkmsViMuLg4HDlyBBcuXIC9vT0CAgLg6%2Bv7wsssSDn9%2B/dHZGQk3njjDfTp0weRkZGwt7dHWVkZPDw8eI1jDVy4cAFTpkyBlZUVKioqUFhYiD179sDBwQEXL17EkiVLIJPJuHMU1ToWjqR2UqkU6enpuHPnDgCgTZs26NChQ6WCh5Tj6%2BsLfX19uLm5VXmN47x58wRIpZmWLFmCH3/8ESKRCL6%2Bvhg%2BfDjs7e2FjqU1du/ejc2bN%2BPcuXPYsmULYmNj0a9fP2RmZkIikcgXsKbqjRkzBn379sWkSZMAAFu3bsXFixfRunVrHD16FIGBgZg2bVqV3xOIVMHCkdTuo48%2Bgp%2BfH3r06AE9PV4toSpnZ2ecO3eOazbWgnHjxiEgIAA%2BPj5cr7GOXLp0CS4uLqioqEBERATS0tLQqlUrTJkyBS1bthQ6nsZwdXVFUlKSvDAsKiqCi4sLunbtiuXLl6Ndu3YCJyRtxavpSe0MDQ0xf/586OvrY%2BDAgfD19YWTk5PQsTRWz549cePGDYUFq%2BnV7NmzR%2BgIWu3EiRMYNGgQAMDAwACzZ88WOJHmEovFCt1EU1NTGBoa4ttvvxUwFekCdhxJEFKpFBcvXkR8fDzi4%2BNhbGwMX19fDBkyBG3atBE6nkbZvn07Dh06BGdnZ7Ro0aJSF3fu3LkCJSNS5O7ujtOnT7M7Xgv%2BuUvMy8aIahsLR6oX9u3bh40bN6K4uBjdunVDUFAQ1x9U0tixY1947PHjx4iOjlZjGqIX27dvH5KTk%2BHv74%2BWLVtW2gygbdu2AiXTPCwcSSgsHEkwWVlZOHbsGI4fP4579%2B6hb9%2B%2B8Pf3x4MHD/D5559jzJgx%2BPDDD4WOqXFkMhnOnz%2BP7777DgkJCfxBQvVGVTcaPV8IXCQScX3MGrC3t0fz5s0Vxh48eFBpLCkpSZ2xSAewcCS1i4qKwrFjx5CamgpnZ2f4%2B/tj4MCBCkud3Lx5E6NGjcKFCxcETKpZ7t27h%2B%2B//x5HjhxBXl4evL29MWzYMHh5eQkdjQgAcPfu3Zceb9WqlZqSaL4jR44odd7QoUPrOAnpGt4cQ2q3Z88evPvuu1i/fj1sbW2rPKdt27bw8fFRczLNIxaLER8fj0OHDuGXX36Bk5MTcnNzcejQIS4jQ/XOtm3bsGrVqkrjRUVF%2BPjjj7F161YBUmkmFoQkFBaOpHaenp6YPn16tectX75cDWk014oVK3D8%2BHGYm5vD19cXoaGhsLW1hbOzMxo1aiR0PCK5rKws/P3334iJicGgQYPw74muW7ducUq1Bmqyy86aNWvqMAnpIhaOpHZJSUnIysp6YbeRlBMVFYXBgwdj1qxZsLOzEzoO0QtlZmbi888/x9OnTzFx4sRKx42MjDBy5EgBkmmm8vJy%2Bd%2BlUinOnDkDGxsbtG3bFlKpFNevX0dOTg4GDhwoYErSVrzGkdQuMjISP/zwA7y8vNCyZUsYGCj%2B/jJixAiBkmmWpKQkfPfddzh9%2BjQ6dOgAPz8/DBw4EH379kVMTAwLc6p3/Pz8eJd/LQsNDUWnTp3w3nvvKYxHRUXhr7/%2BwrJlywRKRtqKhSOpnbe39wuPiUQiJCQkqDGN5isoKEB0dDQOHz6MmzdvQiqVYvny5Rg6dGilopxISGKxWGFHnrNnz6KsrAyurq5o2rSpgMk0l6urK86fP1/pa10sFsPT0xOXLl0SKBlpKxaOVK9IpVJuQ6iClJQUHDp0CP/73/9gbGyMd999F5988onQsUjHZWdnY/LkyZg6dap855igoCCcOXMGpqam0NPTQ1RUFLfJewXe3t5YvHhxpV/Iz5w5g5CQEJw%2BfVqgZKStWDiS2vn4%2BCA2NrbS%2BOPHj%2BHj44Pz588LkEq7lJSU4IcffsDhw4exf/9%2BoeOQjps3bx6ePn2K0NBQmJub48KFC5gwYQKioqLg7OyMTZs24ebNm9iyZYvQUTXOwYMHsWzZMnTs2BE2NjaQSCTIzs5GRkYGFi1ahDFjxggdkbQMC0dSm/Pnz%2BPnn3/GV199hQkTJlQ6fufOHZw5cwa//vqrAOmIqK64u7sjJiYG1tbWAICVK1fijz/%2BwN69ewEADx8%2BxODBg/lL4yu6ceMGEhISkJOTA7FYDCsrK3h5ecHR0VHoaKSFeAEUqU2TJk1QUlICiUSCK1euVDpubGyMlStXCpCMiOpSWVmZvGgEgOTkZIV1Wi0sLFBSUiJENK3w%2Buuv4/XXXxc6BukIFo6kNh07dkTHjh0hEomwePFioeMQkZqYm5vLt8PLy8urdLdvfn4%2BGjduLGBCzTV27FiIRKIXHn/e1SWqLSwcSe0WL16MtLQ0XL9%2BXWE9sue4HA%2BRdunRowfWrVuHsWPH4r///S%2Bsra3h7OwsPx4VFQUHBwcBE2quLl26KHwskUiQlZWFlJQUfPDBBwKlIm3GaxxJ7VavXo29e/fCwsICxsbGCse4HA%2BR9snNzcXEiRPx559/wtzcHOHh4XB3dwcAhIeH46uvvsLevXt5TV4tSkpKQkxMDNatWyd0FNIyLBxJ7dzc3BAeHg4PDw%2BhoxCRGj148ABNmzaFvr6%2BfOzSpUswNzfHm2%2B%2BKWAy7SOVSuHi4oLLly8LHYW0DKeqSe0MDQ3h4uIidAwiUrPmzZtXGuP3AtXcvHmz0lhZWRni4uJgZmYmQCLSduw4ktrt2rULEokEQUFBQkchIjXy9vZ%2B4Y0cenp6sLa2Ru/evTF%2B/Hg0aNBAzek0k729PUQiEZ7/KH/%2B98aNG2PZsmUYMmSIwAlJ27BwJLWbOnUqLl%2B%2BDAMDA7Rs2bLSTjFcsJpIO0VFRWH79u1wd3eHg4MD9PT0kJqaiuTkZAQGBuLJkyc4evQo%2Bvfvzx2PlHT37t1KY0ZGRrCwsOAuXFQnOFVNavd8WR4i0i3nzp3DqlWr0Lt3b4Xxs2fP4tixY1i/fj3effddjBs3joWjklq1alXleGlpKfr374%2BkpCQ1JyJtx44jERGphbOzMy5evAhDQ0OFcbFYDA8PD/z666%2BoqKiAu7s7d5BSUk5ODlatWoX09HSIxWL5eHFxMaysrKrc3pVIFew4ktpFRES89Pj06dPVlISI1Mna2hphYWEIDg6WL/hdUlKCnTt3wszMDDKZDOHh4Wjfvr3ASTXHkiVLAABTpkxBaGgoQkJCcO3aNWRkZGDr1q0CpyNtxI4jqd2/F/iWSCS4e/cuZDIZunbtim3btgmUjIjqUmpqKoKDg1FQUABTU1MYGBjg0aNHaNiwIcLCwuDp6YkBAwYgLCyMl7Moyc3NDWfOnEHDhg3h5OSEq1evAgCOHz%2BOS5cuISQkRNiApHVYOFK9IJVKERkZCUNDQ0yaNEnoOERUR8RiMdLT05GXlwepVIpmzZqhc%2BfOMDExETqaRvL09MTp06dhZGQENzc3xMXFwdzcHGKxGD169EBycrLQEUnL8JYrqhf09PQwefJkfPnll0JHIaI6pK%2BvjxYtWuCtt96Cvb09LC0tkZOTU%2BV6hFQ9FxcXTJ8%2BHaWlpXBwcMDatWuRnp6OgwcPwsjISOh4pIV4jSPVG8nJyaioqBA6BhHVkZiYGKxYsQJFRUUK4zKZDCKRCBkZGQIl01whISHYsGEDDAwM8MknnyAoKAhHjx6FiYkJli9fLnQ80kKcqia169mzZ6WxsrIyFBcXY/z48fj4448FSEVEda13794YPnw4Bg4cWGmfeuDFS8uQ8mQyGR48eAALCwuFrR2JagsLR1K7I0eOVBozMjJC69at0alTJwESEZE6dOvWDb/88gsLmlrk4uKC5OTkF%2B7IQ1TbOFVNajd06FAAwNOnT5GbmwuRSARra2v%2BMCHScv369cPFixfh6ekpdBSt0atXLxw8eLDSahVEdYUdR1K7x48fY9myZYiPj5df02hkZIQhQ4ZgyZIlvKCbSEvt2LED3377LZydnWFjY1NpS7y5c%2BcKlExzTZkyBVevXoW%2Bvj5ee%2B01GBgo9oO4hSvVNnYcSe1CQkKQl5eHiIgItG7dGgBw/fp1REZGYsOGDVi0aJHACYmoLiQlJcHOzg75%2BfnIz89XOMap1lfTuXNndO7cWegYpEPYcSS1c3V1RWxsLCwsLBTGc3JyMHLkSJw%2BfVqgZEREmsHHx6fSdoJBQUHYsWOHQIlIV7DjSGqnr6%2BPhg0bVho3MzNDSUmJAImIqK6cP38eHh4eAJ51HF9EJBKhR48e6oql8bKzsyuNXbhwQYAkpGtYOJLade3aFaGhoZg/f7686/jw4UNs2LABDg4OAqcjotoUFBSE1NRUAHjprlBcx7Fmqpra5wQiqQMLR1K7ZcuWITg4GD169ICZmRkA4NGjR3jjjTewfft2gdMRUW16XjQCQGZmpoBJtB%2BvEyV1YOFIaiUWiyEWi/H9998jMzMTd%2B7cgVgshpWVFZydnbkkD5GWO3ToEDp27ChfszUxMRG5ubl4//33BU5GRMpg4Uhq8%2BjRI4wePRpOTk5YvXo17O3tYW9vDwAYNmwYGjVqhC%2B%2B%2BAKGhoYCJyWiurB582bExMQgLCxMPtawYUPs2rULd%2B/exZw5cwRMp1kkEgkOHjyoMD1d1RjXd6TaxruqSW1WrVqFzMxM7NixAyYmJgrHSktLMXnyZHh4eGDatGkCJSSiutSrVy/s37%2B/0taC9%2B7dw6hRo3DmzBmBkmkeb2/vas8RiURISEhQQxrSJew4ktqcPn0aERERlYpG4FnXYdGiRZg7dy4LRyItVVpaiqZNm1Yab9SoER4/fixAIs116tQpoSOQjtKr/hSi2pGfn4/27du/8Li9vT3u37%2BvxkREpE6enp749NNPkZmZiaKiIjx%2B/BhXr17F/Pnz0atXL6HjEZESWDiS2piYmKCgoOCFx3Nzc6tc35GItENISAjEYjGGDRsGV1dXuLu7Y9SoUTA2Nsbq1auFjkdESuA1jqQ2H330EVq2bPnC/WjnzZsHmUyGTZs2qTkZEalTYWEh7ty5Az09PbRq1QpNmjQROhIRKYmFI6nNzZs3ERAQAC8vL4wZMwZt27aFRCLBX3/9hS%2B//BJXr17FwYMH0bZtW6GjElEtuXXrlnxP%2Bps3b770XH7tE9V/LBxJrTIyMrBixQpcvnxZvlitTCaDm5sbFi1a9NJrIIlI8zg6OsoXAbe3t4dIJIJMJlNYrPr5x9w5hqj%2BY%2BFIgnj48CGysrIgEolgZ2cHc3NzoSMRUR24d%2B8eWrZsCQC4e/fuS8/99zI9RFT/sHAkIiK1mDJlCiIjI4WOQUQq4F3VRESkFvfu3UN6errQMYhIBVwAnIiI1MLLywszZ86Eo6MjWrZsCQMDxR9BL1pxgYjqDxaORESkFlevXkWrVq2Qn5%2BP/Px8hWP/vFmGiOovXuNIRER17s6dOzh79iwMDAzQu3dvWFtbCx2JiF4BC0ciIqpTycnJ%2BPDDD2FlZQWJRIKCggLs3r0bDg4OQkcjohpi4UhERHXqgw8%2BQL9%2B/RAYGAgA%2BOKLL/DTTz9h9%2B7dwgYjohpj4UhERHXK1dUVSUlJMDIyAgCUlJSgb9%2B%2BuHjxosDJiKimuBwPERHVKbFYLC8aAcDExARlZWUCJiKiV8XCkYiIiIiUwuV4iIioTkkkEhw8eBD/vDKqqrERI0YIEY%2BIaoDXOBIRUZ3y9vau9hyRSISEhAQ1pCEiVbBwJCIiIiKl8BpHIiIiIlIKC0ciIiIiUgoLRyIiIiJSCgtHIiIiIlIKC0ciIiIiUgoLRyIiIiJSCgtHIiIiIlIKC0ciIiIiUsr/ATk4i0HdmomeAAAAAElFTkSuQmCC\" class=\"center-img\">\n",
              "    <img 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PHj5uN3y0ax7%2BxlJQr9i7BIs7OTvL19VBqaoby87lywlrMp%2B0xp7bHnNrWvTaffn7l7HfwYniYf8z8%2BYqOjjYbi4qK0pgxY2x6nEuXLsloNMrb29ts3NvbW2lpaSpfvrw8PT3N3rDg%2BrppaWk2qYHGEXbn7OwkJycnOTs73RP/4ZV0zKftMae2x5zaFvNpX3369FF4eLjZmJ%2BfX7Ed73a3pxT3rSs0jgAAwHE42/72Dn9/f4tPS1ujfPnycnZ2lsFgMBs3GAyqUKGCfH19lZ6erry8PLm4uJiWSVKFChVsUgM3xwAAANwD3NzcVLNmTcXHx5vGLl%2B%2BrJMnT6p%2B/fqqXbu2jEajEhISTMvj4uLk5eWl%2B%2B%2B/3yY10DgCAADH4exs%2B49idP78eXXu3Nn0rMZ%2B/fpp9erVOnbsmNLT0zV79mzVrl1bYWFh8vX1VUREhObNm6fU1FSdO3dOCxcuVK9eveTqapuTzJyqBgAAsKOwsDBJUm5uriQpNjZWUkFamJOTo8TERGVnZ0uS%2Bvbtq5SUFA0YMEAZGRlq3ry52Y0506dP15QpU9SxY0eVKlVKXbt2LfKh4neCB4D/jd0rd1W7ujrLx8dDaWkZys3Nt3c59zzm0/aYU9tjTm3rXptPu95V7eZm%2B31eu2b7fZZQJI4AAMBxFPOp5b87Zg8AAAAWIXEEAACOg8TRKsweAAAALELiCAAAHAeJo1VoHAEAgOOgcbQKswcAAACLkDgCAADHQeJoFWYPAAAAFiFxBAAAjoPE0So0jgAAwHHQOFqF2QMAAIBFSBwBAIDjIHG0CrMHAAAAi5A4AgAAx0HiaBUaRwAA4DhoHK3C7AEAAMAiJI4AAMBxkDhahcYRAAA4DhpHqzB7AAAAsAiJIwAAcBwkjlZh9gAAAGAREkcAAOA4SBytQuMIAAAcB42jVZg9AAAAWITEEQAAOA4SR6swewAAALAIiSMAAHAcJI5WoXEEAACOg8bRKsweAAAALELjaCdPPPGEFixYYO8yAABwLM7Otv9wIH/Jqerjx49r4cKF2rVrlzIyMlShQgWFh4crKipK5cuXL9Zjx8fH69KlS2rVqtVd7%2BPgwYNavHixfv75Z2VnZysgIECPPPKIRo4cKTc3NxtWCwAAUHIVe5t86NAh9erVS4GBgdq4caP27dunhQsX6vDhw%2BrXr5%2BysrKK9fjr1q3TDz/8cNfb79ixQwMGDFCTJk0UGxurPXv26PXXX9e2bdv07LPPymg02rBaAABQrEgcrVLsr3b69Olq06aNnn/%2BeVWsWFEuLi6qXbu2Fi9erAcffFDJyck6d%2B6cRo4cqebNm6tx48YaP368DAaDJOnzzz9X69atzfZ542neBQsWaOTIkVq2bJlat26tpk2basaMGZKk1157TWvWrNHy5cv18MMPS5LCw8O1ePFidezYUVOmTNHDDz%2BsDz74wGz/L730kiZMmKC8vDxNnTpV/fv31zPPPCMvLy%2BVKlVKjRs31pIlSxQcHKy0tDRJ0tGjRzVw4EA1adJEzZs315QpU3Tt2jXTPhcuXKg2bdqoefPmWrhwodnx8vPzNX/%2BfHXq1EkNGjTQ448/rp9//tmGfwsAAEASjaOVivXVXrx4Ufv27dNTTz110zJPT0/NmjVLwcHBGjVqlMqVK6dt27Zpy5YtSk5O1pQpUyw%2Bzr59%2B5Sbm6vt27dr/vz5%2BuCDD3Tw4EG98soratq0qYYMGaKtW7ea1t%2B8ebOWL1%2BuqVOnKjIyUl9%2B%2BaVpWV5enrZt26bu3bsrPj5eZ86cKbT%2BypUra%2BbMmfL19VV2draGDBmiBg0aaOfOnfrss8%2B0Z88evfPOO5KknTt3aunSpXrnnXe0Y8cOGY1GHTlyxLSvVatWafPmzXrvvfe0Z88e9ejRQyNHjtTVq1ctngMAAIDiVqzXOJ46dUqSdP/9999ynUOHDik%2BPl7vvvuuPD095enpqWHDhmn06NHKzs626DguLi4aPny4nJ2d1bJlS/n6%2BurYsWOqX79%2Boes/9NBDqlq1qiQpMjJS0dHROnnypIKDg/XTTz/J2dlZrVu31pYtW%2BTu7q777rvvtsffsWOHMjMzNWbMGJUuXVrBwcF68skn9d577%2BmFF17Q1q1b1bZtWzVu3FiSNHz4cK1evdq0/dq1azV48GBVq1ZNkjRgwACtWrVK3333nbp06WLRHCQnJyslJcVszNW1rPz9/S3a3p5cXJzNPsM6zKftMae2x5zaFvN5BxwsIbS1Ym0cnZycJBWcir2V06dPy9vbW35%2Bfqax4OBg5eTk6Pz58xYd57777pPzDf8QypQpc9trJytXrmz6c1BQkBo1aqSNGzcqKipKW7du1SOPPCJXV1c5OTkpPz9fRqPR9Fpu9RqCgoJUunRp01jVqlV19uxZ5efn6/z582bNc6lSpVSlShXT1ydPntTMmTP1%2Buuvm8by8/OVlJRk0euXpJiYGEVHR5uNjR49WmPHjrV4H/bm5VXG3iX8rTCftsec2h5zalvMJ4pbsTaOwcHBkgqu/wsICCh0ndulirdq1vLy8sy%2Bdr7D3x5cXFzMvu7Ro4eWL1%2Bu0aNHKzY21nSKuWrVqsrOztaJEydum5re6jVcrz87O1u5ublmy25spt3d3TVjxgxFRETc0eu4UZ8%2BfRQeHm425upaVmlpGXe9z7%2BKi4uzvLzK6PLlTOXl3fqXDFiG%2BbQ95tT2mFPbutfm08fHw34HJ3G0SrE2jj4%2BPmrWrJlWrFihNm3amC3LzMzUk08%2BqUmTJunSpUu6cOGCKlasKKng8T1ubm4KCAiQm5ubMjMzTdvl5eXpzJkzNq3zkUce0YwZM/Txxx/Lzc1NDRs2lCTVrl1bQUFBWr58uV577TWzbVJSUjRo0CAtXrxYQUFBOnXqlLKzs02p4/Hjx1WlShU5OzvL399f586dM22bnZ1tOo0vFaSehw8fNmscT58%2BbZZKFsXf3/%2Bm09IpKVeUm1vy/wO5Li8v/56qt6RjPm2PObU95tS2mE8L0Dhapdhn7%2BWXX9aBAwf0z3/%2BU%2BfOnVN%2Bfr4OHTqkZ599Vu7u7mrYsKGqV6%2BuOXPm6OrVqzp//rwWL16sRx99VKVKlVLVqlWVkZGhnTt3Kjs7W%2B%2B%2B%2B%2B4dPQLHzc1Np0%2Bf1qVLl265Trly5RQeHq45c%2Baoa9eupnFnZ2dNmzZNX3zxhV5//XWlpqYqNzdXe/fu1dNPP63Q0FBVrVpVbdu2laurqxYuXKjs7GwdP35cq1evVo8ePSRJbdu21c6dO3Xw4EFlZWUpOjraLHHs27evPvroIx04cEB5eXn66quv1LVrV509e/YuZhwAAKB4FPsDwGvVqqVPP/1UCxYs0GOPPaarV68qMDBQXbt21dChQ1WqVCktWrRIr732mtq3b68yZcqoU6dOmjhxoiSpXr16Gjx4sMaPHy8XFxcNGTLElAhaomfPnpo8ebL%2B8Y9/3PZ5jj169NDXX3%2Btbt26mY23bt1aH330kRYuXKiIiAjl5uaqSpUq6t27twYMGCBJ8vDw0NKlS/XGG2%2BoZcuWKl%2B%2BvHr06KERI0ZIKkg0Dx8%2BrBEjRigvL08DBgzQgw8%2BaDpGr169lJSUpKioKKWnp%2BuBBx5QdHR0kTflAACAO0TiaBUnI0%2BwllTwoPB169ZpzZo19i7FZlJSrti7BIu4ujrLx8dDaWkZnGKxAebT9phT22NObetem08/v3L2O3jLlrbf565dtt9nCfWXvOVgSZeYmKh33nnnpusYAQDA30wJTBzPnDmjadOm6ZdfflHZsmXVpUsXTZgw4aabf4cMGaI9e/aYjeXm5mr06NGKiorSgAEDtG/fPrPt7r//fm3cuNFmtTp84/jqq69qy5YtGjx4sNq1a2fvcgAAQHEqgY3jmDFjVLduXcXGxurixYsaPny4KlasqKefftpsveXLl5t9ffnyZXXp0sX07nhSwbvm9ezZs9hqLXmz9xebPn26du/erZEjR9q7FAAA4GDi4uKUkJCgiRMnqly5cqpWrZoGDx6smJiYIredN2%2BeHn74YYWGhv4FlRZw%2BMQRAAA4kGJIHAt79zY/Pz%2BL3r0tPj5elStXlre3t2msbt26SkxMVHp6ujw9PQvd7sSJE1q/fr1iY2PNxr/66iu99957SkpKUoMGDTR9%2BnTTc7VtweETRwAAAGvExMSoZ8%2BeZh%2BWJIaSZDAY5OXlZTZ2vYlMS0u75XZLly7V448/Ll9fX9NY9erVVbNmTa1Zs0bbtm2Tr6%2Bvnn32WYvfwtkSJI4AAMBxFEPiWNi7t934VspFudMH3BgMBm3YsEFff/212fjUqVPNvp4%2BfbqaN2%2Bun3/%2BWS1tdDc5jSMAAHAcxdA4FvbubZby9fWVwWAwGzMYDHJycjJLE2%2B0bds23X///QoKCrrtvj09PeXt7a3z58/fVW2F4VQ1AACAndSrV09JSUlKTU01jcXFxalGjRry8Cj8Pb23bdum1q1bm42lp6dr6tSpZk1iamqqUlNTi2ww7wSNIwAAcBzOzrb/sEKdOnUUFhamOXPmKD09XceOHdOKFSvUr18/SVLnzp21d%2B9es20OHTqkKlWqmI15enrql19%2B0YwZM2QwGHTp0iVNmzZNoaGhd/SOe0WhcQQAALCj%2BfPnKzk5Wa1bt9bAgQPVo0cP9e/fX1LBm5RcvXrVbP2UlBRVrFjxpv0sXLhQRqNRERERat%2B%2BvXJycrR06dKbHiRuDd5y8G%2BMtxx0TMyn7TGntsec2ta9Np92fcvBiAjb73PLFtvvs4Ti5hgAAOA4SuA7x9xLmD0AAABYhMQRAAA4DhJHqzB7AAAAsAiJIwAAcBwkjlahcQQAAI6DxtEqzB4AAAAsQuIIAAAcB4mjVWgcAQCA46BxtAqzBwAAAIuQOAIAAMdB4mgVZg8AAAAWIXEEAACOg8TRKjSOAADAcdA4WoXZAwAAgEVIHAEAgOMgcbQKswcAAACLkDgCAADHQeJoFRpHAADgOGgcrcLsAQAAwCIkjgAAwHGQOFqF2QMAAIBFSBwBAIDjIHG0Co0jAABwHDSOVmH2AAAAYBESR%2BAO%2BPl72buEojVsKO3bJ5%2BOD0n799u7mtubOtXeFVgmMFAaPlw%2Bn34onTtn72pu62j/KfYuwSJubpKPj3TlioeuXbN3NbdX0/eivUsompOLJMnHKUdyzrNzMSUciaNVmD0AAABYhMQRAAA4DhJHq9A4AgAAx0HjaBVmDwAAABYhcQQAAI6DxNEqzB4AAAAsQuIIAAAcB4mjVWgcAQCA46BxtAqzBwAAAIuQOAIAAMdB4mgVZg8AAAAWIXEEAACOg8TRKjSOAADAcdA4WoXZAwAAgEVIHAEAgOMgcbQKswcAAACLkDgCAADHUQITxzNnzmjatGn65ZdfVLZsWXXp0kUTJkyQ859qXbBggRYtWiRXV/P2bfv27apYsaKuXbummTNn6rvvvtO1a9fUvHlzTZs2TT4%2BPjarteTNHgAAQHFxdrb9h5XGjBmjgIAAxcbGasWKFYqNjdWqVasKXTcyMlJxcXFmHxUrVpQkzZ07V/Hx8YqJidGWLVtkNBr14osvWl3fjWgcAQAA7CQuLk4JCQmaOHGiypUrp2rVqmnw4MGKiYm5o/3k5uZq7dq1GjVqlCpVqqTy5ctr3Lhx%2Bu6773T%2B/Hmb1cupagAA4DiK4VR1cnKyUlJSzMb8/Pzk7%2B9f5Lbx8fGqXLmyvL29TWN169ZVYmKi0tPT5enpabb%2B4cOH1bdvXx05ckSVKlXSiy%2B%2BqDZt2ujkyZO6cuWK6tata1q3evXqcnd3V3x8vAICAqx8lQVoHAEAAKwQExOj6Ohos7GoqCiNGTOmyG0NBoO8vLzMxq43kWlpaWaNY2BgoIKCgjRhwgT5%2B/srJiZGI0aM0MaNG2UwGCTppn15eXkpLS3trl5XYWgcAQCA4yiGxLFPnz4KDw83G/Pz87N4e6PRaNF6vXv3Vu/evU1fDx48WJs3b9bGjRvVtm3bO9rX3aJxBAAAjqMYGkd/f3%2BLTksXxtfX15QWXmcwGOTk5CRfX98it69cubKSk5NN6xoMBnl4eJiWX7p0SRUqVLir2grDzTEAAAB2Uq9ePSUlJSk1NdU0FhcXpxo1apg1gJK0aNEi7dq1y2zs2LFjCgoKUlBQkLy9vRUfH29aduTIEWVnZ6tevXo2q5fGEQAAOI4S9jieOnXqKCwsTHPmzFF6erqOHTumFStWqF%2B/fpKkzp07a%2B/evZIK0sRp06bp%2BPHjunbtmpYvX66TJ0/qsccek4uLi5544gktWbJESUlJSktL09uAL6eoAAAgAElEQVRvv62HH37Y9LgeW%2BBUNQAAgB3Nnz9fr7zyilq3bi1PT0/17dtX/fv3lyQlJibq6tWrkqQJEyZIKri20WAwqEaNGlq5cqUCAwMlSWPHjlVGRoYiIyOVm5urDh06aOrUqTatlcYRAAA4jhL4zjGBgYFatmxZocsOHz5s%2BrObm5teeuklvfTSS4WuW7p0aU2ZMkVTpkwpljolGkcAAOBISmDjeC9h9gAAAGAREkcAAOA4SBytQuMIAAAcB42jVZg9AAAAWITEEQAAOA4SR6swewAAALAIiSMAAHAcJI5WoXEEAACOg8bRKsweAAAALOJwjePOnTsVGhqqadOm2buUW9q1a5fi4uLsXQYAAH8/zs62/3AgjvVqJX322Wd69NFHtXnzZl27ds3e5RRq5cqV%2BvXXX%2B1dBgAAgBmHahzT0tL07bffauzYsfLx8dHWrVtNywYMGKBFixYpKipKDz74oLp27arjx49rxowZatKkidq1a6cdO3aY1j969KgGDhyoJk2aqHnz5poyZYqpEV2wYIGeeOIJs2O3bt1an3/%2BuSRp0qRJeu211zRr1iw1a9ZMLVq0ML25%2BYgRI/Tdd99pxowZGjRoUHFPCQAAjoXE0SoOdXPMhg0bVLt2bVWrVk3dunXT2rVr1bVrV9PyTz/9VPPnz9cbb7yhJ598UkOGDNHYsWP1wgsv6LXXXtNbb72ltm3bKjs7W0OGDFGPHj20dOlSJScna8SIEXrnnXf0wgsvWFTLpk2bNGnSJH3//ffauHGjXnnlFUVGRmrJkiUKDw/X0KFD1a9fP4tfW3JyslJSUszGXF3Lyt/f3%2BJ92IuLi7PZ5xKtYUN7V1C0WrXMP5dkgYH2rsAyFSuafy7B3NzsXYFlSpUy/1yiubjYu4KiXa/xXqjV3hys0bM1h2oc165da2rGIiMjtXDhQp0%2BfVpVqlSRJDVq1Ej169eXJDVr1kzbt29Xz549JUnt2rXT%2BvXrJUk7duxQZmamxowZo9KlSys4OFhPPvmk3nvvPYsbxypVquixxx6TJHXp0kUvvfSS/vjjj7tu9GJiYhQdHW02Nnr0aI0dO/au9mcPXl5l7F1C0fbts3cFlluzxt4V/P08/ri9KyhSsL0LuEOVKtm7AkuUt3cBlitXzt4V4G/OYRrHAwcO6I8//tAjjzwiSQoKCtKDDz6ozz//3NRcBd6Qfri5uSkgIMD0denSpZWdnS1JOn36tIKCglS6dGnT8qpVq%2Brs2bPKz8%2B3qJ7rzaoklSlT0DBlZWXd5auT%2BvTpo/DwcLMxV9eySkvLuOt9/lVcXJzl5VVGly9nKi/PsvmzF5%2BOD9m7hKLVqlXQNPbvLyUk2Lua2xs%2B3N4VWKZixYKmcd066cIFe1dzWycfuTfmtFSpgqYxKUnKybF3NbcX7GWwdwlFc3EpaBqvXJHy8uxdTdHK27EZJ3G0isM0jp999plyc3PVsWNH01hOTo7Onz%2BvqKgoSZLzn/4x/fnr6643kH/m5OR0y%2BPn/ekb%2BVb7vlv%2B/v43pZUpKVeUm1uyG7Eb5eXll/x69%2B%2B3dwWWS0go%2BfWeO2fvCu7MhQslvuYSes/fLeXk3AM13wuN2HV5efdWvbjnOETjmJGRoa%2B%2B%2BkrTpk1TixYtTOOZmZnq1auXdu3adUf7CwoK0qlTp5SdnW1KHY8fP64qVarI2dlZbm5uyszMNK1/5coVGQz3wG%2BsAAD83ZE4WsUhGsevvvpKbm5ueuyxx8xOL0tSeHi41q5de0f7a9u2rVxdXbVw4UKNHj1ap0%2Bf1urVq9WjRw9JBaetExMTdeTIEQUHB2vevHny8PCweP9ubm46efKkrly5onJcrwIAgO3QOFrFIWZv3bp16tat201NoyQ9/vjjio2NvaNE0MPDQ0uXLtWePXvUsmVLDR06VJGRkRoxYoQkqWPHjoqIiFDfvn31j3/8Q/Xq1dN9991n8f6feOIJrVmzRk899ZTF2wAAABQ3J6PRaLR3ESgeKSlX7F2CRVxdneXj46G0tIwSf42jn7%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%2BbMmaN3331X9evX1/r16zVu3Dh9/fXXCgoKkiSNHDlSY8aMKbZaS97sAQAAOIi4uDglJCRo4sSJKleunKpVq6bBgwcrJibmpnWzsrL0z3/%2BU40bN1apUqXUu3dveXh46MCBA39ZvSSOAADAcRRD4picnKyUlBSzMT8/P/n7%2Bxe5bXx8vCpXrixvb2/TWN26dZWYmKj09HR5enqaxiMjI822vXz5sjIyMhQQEGAa%2B/HHH7Vt2zadOHFC1atX19SpU1WvXr27fWk3oXEEAACOoxgax5iYGEVHR5uNRUVFWXTK2GAwyMvLy2zsehOZlpZm1jjeyGg0avLkyWrQoIGaNWsmSQoKCpKzs7Oee%2B45eXh4KDo6WkOGDNGWLVvk4%2BNzNy/tJjSOAAAAVujTp4/Cw8PNxvz8/Cze3mg03tHxcnJyNGnSJP3%2B%2B%2B9avXq1aXz06NFm6z3//PPatGmTYmNj1bt37zs6xq3QOAIAAMdRDImjv7%2B/RaelC%2BPr6yuDwWA2ZjAY5OTkJF9f35vWz8rK0qhRo5SZmamPPvrotkmii4uLKlWqpOTk5LuqrTDcHAMAAGAn9erVU1JSklJTU01jcXFxqlGjhjw8PMzWNRqNGj9%2BvFxdXbVy5UqzptFoNGrWrFlKSEgwjWVnZ%2BvkyZOmO65tgcYRAAA4Dmdn239YoU6dOgoLC9OcOXOUnp6uY8eOacWKFerXr58kqXPnzqbnMH755Zf6/fff9c4778jNzc1sP05OTjp9%2BrSmTZum8%2BfPKyMjQ7Nnz1apUqVMz3m0BU5VAwAAx1ECn%2BM4f/58vfLKK2rdurU8PT3Vt29f9e/fX5KUmJioq1evSpLWrVunM2fOmG6GuS4yMlIzZszQzJkz9eabb6pnz55KT09X/fr1tWrVKpUtW9ZmtdI4AgAA2FFgYKCWLVtW6LLDhw%2Bb/rxq1arb7qd8%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%2B%2B%2Bqratm2r5s2ba%2BzYsUpLS7NprTSOhejVq5e%2B/vprZWVl3bRs/fr1evTRR1W2bFk7VAYAAKxSAhPHMWPGKCAgQLGxsVqxYoViY2O1atWqm9b79ttvtWDBAv373//WDz/8oA4dOmjEiBGmMGvu3LmKj49XTEyMtmzZIqPRqBdffNHq%2Bm5E41iIiIgIOTs765tvvjEbT0pK0o8//qjevXvr4sWLGjt2rFq2bKkmTZpo%2BPDhOn/%2B/E37ys3NVWhoqH744QfT2IcffqiHH37Y9HV8fLwGDBigJk2aqGXLlpo1a5Zyc3OL7wUCAIASIS4uTgkJCZo4caLKlSunatWqafDgwYqJiblp3ZiYGPXs2VMNGjSQu7u7nn32WUnS9u3blZubq7Vr12rUqFGqVKmSypcvr3Hjxum7774rtD%2B5W9wcUwg3Nzd169ZNX3zxhbp3724a37Bhg2rUqKH69evrhRdeUGZmpr799lvl5eXpueee06xZszRv3rw7OlZGRoaGDh2qp59%2BWsuXL1dSUpJGjhypihUraujQoRbvJzk5WSkpKWZjrq5l5e/vf0f12IOLi7PZ5xItMNDeFRStYkXzzyVZw4b2rsAytWqZfy7J7pWzIe7u5p9LMhcXe1dQtOs13gu12lsxXJNY2M9gPz8/i34Gx8fHq3LlyvL29jaN1a1bV4mJiUpPT5enp6fZul26dDF97ezsrNq1aysuLk61a9fWlStXVLduXdPy6tWry93dXfHx8QoICLDmJZrQON5C79691bNnTyUlJalSpUqSpC%2B%2B%2BEL9%2B/eXJM2YMUN5eXkqU6aMJCk8PFwrVqy44%2BNs375drq6upiYxODhYQ4YM0cqVK%2B%2BocYyJiVF0dLTZ2OjRozV27Ng7rslevLzK2LuEog0fbu8KLPf44/auoGj30nxK0po19q7g76dmTXtX8PdSrpy9KyjxjHKy%2BT4L%2BxkcFRWlMWPGFLmtwWCQl5eX2dj1JjItLc2scTQYDGYN5vV109LSZDAYJOmmfXl5edn0Okcax1uoXbu2ateurfXr12vkyJHav3%2B/zp49a0ogExMT9cYbb%2BjXX39VVlaW8vPzVaFChTs%2BzsmTJ5WcnKywsDDTmNFovONrKPv06aPw8HCzMVfXskpLy7jjmv5qLi7O8vIqo8uXM5WXV/jFwCWFz6cf2ruEolWsWNA0rlsnXbhg72pu79137V2BZWrVKmga%2B/eXEhLsXc3tFXJdVInk7l7QNB49KhVyPXmJEhRk7wqK5uJS0DReuSLl5dm7mqKVL2/vCmyqsJ/Bfn5%2BFm9vNBpttu6d7Otu0DjeRq9evbRq1SqNHDlSX3zxhTp16iQfHx/l5uZq2LBhatmypebMmSNfX1998sknWrRokUX7zbvhm9rd3V21atXS%2BvXrrarV39//pkg8JeWKcnNLdiN2o7y8/JJf77lz9q7AchculPx69%2B%2B3dwV3JiGh5Nd8rz3xISur5Nd8LzRi1%2BXl3Vv12sEtbla2SmE/gy3l6%2BtrSguvMxgMcnJykq%2Bvr9m4j49PoevWrFnTtK7BYJCHh4dp%2BaVLl%2B4q2LqVe%2BCiMvvp1q2bzp07p3379mnLli3q3bu3JCklJUXnzp3TwIEDTX9Rv/32W6H7cHFxkaurqzIzM01jp06dMv05ODhYJ06cMFuempqqjIySnxQCAADr1KtXT0lJSUpNTTWNxcXFqUaNGmYN4PV14%2BPjTV/n5eXpt99%2BU4MGDRQUFCRvb2%2Bz5UeOHFF2drbq1atns3ppHG%2BjXLlyioiI0KxZs%2BTh4aGWLVtKkipUqKAyZcpo//79unbtmtavX6/Dhw/rypUrNz3f0cnJScHBwYqNjVVubq4OHjyo//73v6blbdu2lZeXl/79738rPT1dycnJGjt2rObOnfuXvlYAABxBfr7tP6xRp04dhYWFac6cOUpPT9exY8e0YsUK9evXT5LUuXNn7d27V5LUr18/rV%2B/XgcOHFBmZqYWL16s0qVLq3379nJxcdETTzyhJUuWKCkpSWlpaXr77bf18MMPq6INb5akcSxC7969dfDgQT3%2B%2BONyciq4oLZ06dKaMmWKFi1apNatW%2BvAgQNasGCBKlasqM6dO9%2B0j5dffll79uxRkyZNFB0drSFDhpiWlS5dWosXL9bhw4fVqlUr9ezZU9WrV9fEiRP/stcIAICjKGmNoyTNnz9fycnJat26tQYOHKgePXqYbsZNTEw0hVJt27bVP//5T40bN07NmjXTDz/8oKVLl8r9f08nGDt2rBo0aKDIyEh17NhRHh4emjlzpvUF3sDJWNxXUcJuUlKu2LsEi7i6OsvHx0NpaRkl/hpHv0Vv27uEogUGFtyt/O67Jf8ax6lT7V2BZRo2lPbtkxo1KvnXOP74o70rsEzZslJYmBQXV/KvcaxRw94VFM3FpeCGE4Ph3rjG0YbX3N2pa9dsv083N9vvs6Ti5hgAAOAwiuPmGEfCqWoAAABYhMQRAAA4DBJH69A4AgAAh0HjaB1OVQMAAMAiJI4AAMBhkDhah8QRAAAAFiFxBAAADoPE0To0jgAAwGHQOFqHU9UAAACwCIkjAABwGCSO1iFxBAAAgEVIHAEAgMMgcbQOjSMAAHAYNI7W4VQ1AAAALELiCAAAHAaJo3VIHAEAAGAREkcAAOAwSBytQ%2BMIAAAcBo2jdThVDQAAAIuQOAIAAIdB4mgdEkcAAABYhMQRAAA4DBJH69A4AgAAh0HjaB1OVQMAAMAiJI4AAMBhkDhah8QRAAAAFiFxBAAADoPE0To0jgAAwGHQOFqHU9UAAACwCIkjAABwGCSO1qFxBAAADoPG0TqcqgYAAIBFSBwBAIDDIHG0DokjAAAALOJkNBqN9i4CxSMl5Yq9S7CIq6uzfHw8lJaWodzckv2roMFQzt4lFMnNTQoOlk6elK5ds3c1t1czdbe9S7BM2bJSWJgUFyddvWrvam6vRQt7V2CZhg2lffukRo2k/fvtXc1tXcsq%2BT8mnZyk0qWl7GzpXvip7uZmv2P//LPt99m4se33WVJxqhoAADgMTlVbh1PVAAAAsAiJIwAAcBgkjtYhcQQAAIBFSBwBAIDDIHG0Do0jAABwGDSO1uFUNQAAQAllMBg0btw4tWrVSm3atNHLL7%2BsrKysW67/zTffqHv37mrYsKEiIiL06aefmpYtWLBAtWvXVlhYmNnHhQsXLK6HxBEAADiMey1xfOWVV5Sdna1NmzYpJydHzz33nGbPnq3JkyfftO7Bgwc1ceJEvf3222rfvr2%2B//57jR49Wg888ICaNGkiSYqMjNQbb7xx1/WQOAIAAJRAFy5cUGxsrMaPHy9fX18FBARo1KhRWrdunXJycm5a32AwaPjw4erUqZNcXV3Vrl07hYSEaO/evTaricQRAAA4jOJIHJOTk5WSkmI25ufnJ39/f6v2e%2BjQIbm4uCg0NNQ0VrduXV29elXHjx83G5ektm3bqm3btqavc3NzlZKSooCAANPY4cOH1bdvXx05ckSVKlXSiy%2B%2BqDZt2lhcE40jAABwGMXROMbExCg6OtpsLCoqSmPGjLFqvwaDQZ6ennJycjKNeXt7S5LS0tKK3H727NkqW7asunTpIkkKDAxUUFCQJkyYIH9/f8XExGjEiBHauHGjHnjgAYtqonEEAACwQp8%2BfRQeHm425ufnZ9G2GzZs0AsvvFDosvHjx8t4F28%2BbjQaNXv2bG3atEmrV6%2BW2//eHLx3797q3bu3ab3Bgwdr8%2BbN2rhxo8aNG2fRvmkcAQCAwyiOxNHf3/%2BuT0tHRkYqMjKy0GXff/%2B90tPTlZeXJxcXF0kFKaQkVahQodBt8vPz9eKLL%2BrgwYP6%2BOOPFRQUdNvjV65cWcnJyRbXy80xAAAAJVDt2rVlNBqVkJBgGouLi5OXl5fuv//%2BQrd5/fXXdfTo0UKbxkWLFmnXrl1mY8eOHSuyubwRjSMAAHAY%2Bfm2/yguvr6%2BioiI0Lx585Samqpz585p4cKF6tWrl1xdC04aDxo0SF999ZUk6eeff9bGjRu1dOlSlS9f/qb9GQwGTZs2TcePH9e1a9e0fPlynTx5Uo899pjFNXGqGgAAOIx77TmO06dP15QpU9SxY0eVKlVKXbt21fjx403LT506pUuXLkmS1q1bpytXrqhDhw5m%2B2jatKmWL1%2BuCRMmSCq4ttFgMKhGjRpauXKlAgMDLa7HyXg3V13inpCScsXeJVjE1dVZPj4eSkvLUG5uyf6ONhjK2buEIrm5ScHB0smT0rVr9q7m9mqm7rZ3CZYpW1YKC5Pi4qSrV%2B1dze21aGHvCizTsKG0b5/UqJG0f7%2B9q7mta1kl/8ekk5NUurSUnS3dCz/V/3evhl1s2WL7fUZE2H6fJRWJIwAAcBj3WuJY0nCNIwAAACxC4ggAABwGiaN1aBwBAIDDoHG0DqeqAQAAYBESRwAA4DBIHK1D4ggAAACLkDgCAACHQeJoHRpHAADgMGgcrcOpagAAAFiExBEAADgMEkfrkDgCAADAIiSOAADAYZA4WofGEQAAOAwaR%2BtwqhoAAAAWIXEEAAAOg8TROiSOAAAAsAiJIwAAcBgkjtahcQQAAA6DxtE6xXqq%2BsyZMwoLC1NiYmKR64aFhen7778vznIAAABghTtKHMPDw3X%2B/Hk5Oxf0m6VLl1ZoaKjGjRunZs2a3bR%2B5cqVFRcXZ9G%2BLV3PEufPn9e8efP0/fffKy0tTWXKlFGbNm00ceJE3XfffZKkb775RqGhoapatepdHePUqVOKj49X586dbVY3AAAoXiSO1rnjxHHy5MmKi4tTXFycdu7cqU6dOmnYsGE6depUcdR3x4xGo5599lnl5OTos88%2B08GDB7Vx40bl5OTo2WefVf7//sXMnz9fJ06cuOvjfPPNN9qyZYutygYAAH%2BB/HzbfzgSq05VlylTRkOGDJG/v7927NihAQMG6K233lK3bt00bNgwnT59WqGhoTp27JgkKTU1VWPHjlXjxo3Vpk0bvf322zIajZKk0NBQ7dixQ5I0YMAALVmyRM8//7waNWqkhx56SBs2bDAd9%2BDBg4qIiFCDBg00YsQIffjhhwoPD5ckXbhwQUeOHNHAgQMVEBAgJycnBQYGatq0aRo1apRycnLUvXt3HT16VKNGjdKLL75oqnPNmjVq1qyZNm3aJElauXKlOnXqpIYNG%2BqRRx7RN998I0l6//33NXv2bP3nP/9RWFiY8vLylJWVpenTp6t9%2B/Z68MEHNWDAAP3%2B%2B%2B9F1pyZmalGjRrp22%2B/NZvbQYMG6e2337bmrwcAAMCmbHKNY15enlxcXCRJmzdv1syZM/Xuu%2B/etN7kyZMlSf/973/1ySefaOPGjfrss88K3edHH32k7t27a/fu3XriiSc0ffp05eTkKDs7WyNGjFCHDh20e/du9evXT4sXLzZt5%2BPjo/Lly2vZsmVKTk42jfv6%2Bqpr165yc3PTxo0bJUmLFi3SrFmzTOv89NNP%2Bvbbb/Xoo49qz549mjNnjhYtWqR9%2B/Zp6NChmjhxolJTU/XMM88oMjJSnTt3VlxcnFxcXDR79mz99ttviomJ0Y8//qiwsDBFRUXJaDTetuYyZcooIiJCX375pamOtLQ07dmzR927d7/bvxIAAFAIEkfrWHVXdUZGhj755BOlpqaqXbt22rx5s%2BrXr6/69evftG5aWpq2b9%2BudevWydPTU56enpo7d65cXQsvoWHDhnrooYckSY888oiio6OVnJysc%2BfOKTU1VSNHjpS7u7vatWunFi1aaP/%2B/QUvyNVV8%2BbN00svvaR27dqpZs2aatasmTp27KiWLVve9vX06NFDnp6ekqTGjRvr%2B%2B%2B/l5eXlySpa9euevHFF3XkyBG1aNHCbLv8/Hx9/vnnmjdvngICAiRJ48aN04cffqiDBw8qNzf3tjVHRkZq%2BPDhSk9Pl6enp7Zt26aQkBDVqFHD0r8KJScnKyUlxWzM1bWs/P39Ld6Hvbi4OJt9Lsnc3OxdQdFKlTL/XKKVLWvvCizj7m7%2BuSRr2NDeFVimVi3zzyWYk5O9Kyja9RrvhVpxb7vjxnHGjBl6/fXXJUnu7u6qXbu2Vq5cqUqVKkkquCGmMKdPn1Z%2Bfr6qVKliGmt4m//gblzP/X//WWdlZSklJUWenp7y9vY2LQ8LCzM1YZLUsmVLxcbGav/%2B/frxxx%2B1e/duffTRR3rooYe0ZMkS0809f3b9xhmpIEVduHCh/vOf/yg1NdU0np2dfdN2Fy9eVEZGhkaNGiWnG75r8/PzlZSUJEm3rbl58%2Bby9fVVbGysevTooa1bt6pbt263nJvCxMTEKDo62mxs9OjRGjt27B3tx568vMrYu4Qi%2BfjYuwLL/e9bsoQLs3cBd6ZmTXtXULR9%2B%2BxdwZ1Zs8beFRSptL0LuAP3xC%2BMduZoCaGt3XHjOHnyZPXr1%2B%2BWy6%2Bfsv6z681avoV/Y7dq7vLz829KKZ0K%2BRXLxcVFTZo0UZMmTRQVFaWff/5Z/fv31//93/%2BpXbt2Rda%2BcOFCff3111qyZIlq1aolo9GoOnXqFLrd9cb2k08%2BUb169W5a/tVXX922ZicnJ3Xv3l1ffvmlOnXqpN27d2v69OmFHutW%2BvTpY7rO8zpX17JKS8u4o/3Yg4uLs7y8yujy5Uzl5ZXs7%2BgrVzzsXUKRSpUqaBqTkqScHHtXc3vBl2z3NIVi5e5e0DQePSplZdm7mtsbNMjeFVimVq2CprF/fykhwd7V3Fb2jyW/GXdyKvjez8mR/sv1baoAACAASURBVHfrQIlW2o7dOI2jdf6yB4BXrlxZzs7OSkxMNCWNP/74o65evXpTw3M7FSpU0KVLl0yndSXzR/ns3btXO3fu1Lhx48y2a9SokTw9PXX16lWLjhMXF6eOHTuamsWDBw/ect1y5cqpfPnyOnz4sFnjePr0aVWpUqXImqWC09Xvv/%2B%2BPv/8czVo0MB0yttS/v7%2BN52WTkm5otzce%2Bc7JC8vv8TXe%2B2avSuwXE7OPVCvhd%2BPJUZWVsmv%2BYazL/eEhIQSX/O90IhdZzTeW/Xi3vOXXVRWvnx5dezYUQsXLpTBYNDZs2f1yiuv6Pz583e0n3r16qlMmTJatmyZsrOztWPHDv3000%2Bm5d7e3lqxYoXmzZunCxcuSCq4m3vu3LlycnIyPW/Szc1NJ06cUHp6eqHHqVy5shISEpSZmanff/9d7733nsqVK2eq183NTUlJSbp8%2BbJyc3PVt29fLV68WMeOHVNOTo5WrlypXr16KTPz/7V393E13///wB%2BnUkmSqIYK20wuKtGFXITMctWKZbmYD7lYrq82V3OVXA6bkMsPG7bmai5K8xlqYpksI8W0izSFVFLo8tQ55/eHr/NzVnRy6rw75zzut5sbvd7vc87D0cXT8/V%2Bv17FVWYGgDfffBPt2rXDpk2bqj1NTURERMrhzTGqUevdCGvWrIGJiQn69OmDgIAA9O/fHwEBAdV6jgYNGiA0NBQnTpyAu7s7IiIiMHbsWPnUb5s2bbBv3z6kpKTA19cXDg4OGDBgAFJTUxEeHo4mTZoAAIYPH45169Zh7ty5lb5OUFAQJBIJunbtigULFmD69OkYMmQIVq5ciZiYGPj4%2BCAtLQ19%2BvRBdnY2pkyZgp49e2LkyJFwd3fH2bNn8d///hf169evMvNzfn5%2BEIvF8Pb2fo13l4iIiKh2iWQyzWtqSyQSAP//msTNmzcjPj4e39Xhi6yVybx582ZkZGRg/fr1NfKaOTlPa%2BR5apuBgR4aN26AvLzCOj9VnZ/fUOgIVTIyAuzsgPT0uj9V3ebRZaEjKMfEBHBwAJKT6/5U9b9WfaiznJ2f3cjTuXOdn6ouLan7PyZFomfXDYrFmjFVLeQKFVu21PxzTp9e889ZV9X99U/%2BRSaToX///ti4cSPKyspw584dnDhx4qU3vNQFymROTEzEN998g/HjxwuYlIiISLtxqlo1ars5pqaIRCJs3LgRq1atgpubGxo2bAhvb28EBgYKHe2lqso8fvx4/PHHH5g/fz7sNWBNMyIiItJNGlc4As9ukDlw4IDQMarlVZn37Nmj5jRERES6Sdc6hDVN46aqiYiIiEgYGtlxJCIiInod7DiqhoUjERER6QwWjqrhVDURERERKYUdRyIiItIZ7Diqhh1HIiIiIlIKO45ERESkM9hxVA07jkRERKQzNG3nmPz8fMyaNQvdunVDjx49sGjRIpSUlFR67rFjx2Bvbw8HBweFX0lJSf/3d5di48aN6Nu3L1xdXTF%2B/HhkZGRUKw8LRyIiIqI6asmSJSguLkZUVBSOHj2K1NRUbNiw4aXnu7q6Ijk5WeGXo6MjACA8PBwnT57Erl27cO7cObRq1QpTp06FrBobnLNwJCIiIp2hSR3Hhw8fIjo6GrNnz4aFhQWsra0xZcoUHD16FGVlZdV%2BvkOHDmHs2LF46623YGpqitmzZyM1NRXXr19X%2BjlYOBIRERHVQbdu3YK%2Bvj7atm0rH%2BvQoQOKiopw%2B/btSh%2BTmZmJwMBAuLq6om/fvoiIiAAAlJSU4O%2B//0b79u3l55qamqJly5ZITk5WOhNvjiEiIiKdURsdwuzsbOTk5CiMWVpawsrKSqXnzc/Ph6mpKUQikXysUaNGAIC8vLwK51tYWKBVq1aYM2cO3n77bZw9exbz5s2DlZUV3nzzTchkMvnjX3y%2Byp7rZVg4EhERkc6ojcLx0KFDCAsLUxibNm0apk%2BfXuVjIyIiMG/evEqPzZ49u1rXH/bu3Ru9e/eWfzxo0CCcPXsWx44dw6effgoA1Xq%2ByrBwJCIiIlJBQEAAvLy8FMYsLS2Veqyvry98fX0rPXbx4kUUFBRAIpFAX18fwLMuJAA0adJEqedv0aIFbty4AXNzc%2Bjp6ckf/1x%2Bfr7SzwWwcCQiIiIdUhsdRysrK5WnpSvTrl07yGQypKSkoEOHDgCA5ORkmJmZoXXr1hXOP3DgABo1aoSBAwfKx1JTU2FrawsjIyO0adMGN2/ehJubGwDgyZMnSE9Pl991rQzeHENERERUB1lYWMDb2xuhoaF49OgRHjx4gK1bt8Lf3x8GBs96f2PGjMGpU6cAAGKxGCtWrEBycjLKysoQFRWFCxcuYPjw4QCAESNGYP/%2B/UhNTUVBQQE2bNiAdu3awcHBQelM7DgSERGRztC0nWNCQkKwbNky9O3bF/Xq1cPgwYMxe/Zs%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%2BnpSUyoSMoRSQCDAGI469CVscjGxmLhI5QNWdn4OpVGHbtDFy7JnSaqtX1f3R6KRaOREREpDPYcVQNC0ciIiLSGSwcVcObY4iIiIhIKew4EhERkc5gx1E17DgSERERkVLYcSQiIiKdwY6jalg4EhERkc5g4agaTlUTERERkVLYcSQiIiKdwY6jathxJCIiIiKlsONIREREOoMdR9WwcCQiIiKdwcJRNZyqJiIiIiKlsONIREREOoMdR9Ww40hERERESmHHkYiIiHQGO46qYeFIREREOoOFo2o4VU1ERERESmHHkYiIiHQGO46qYceRiIiIiJTCjiMRERHpDHYcVcPCkYiIiHQGC0fVcKqaiIiIiJTCjiMRERHpDHYcVcOOIxEREREphR1HIiIi0hnsOKqGhSMRERHpDE0rHPPz8xEcHIxff/0Venp66NWrF5YsWQJjY%2BMK5y5evBgREREKYxKJBL6%2BvlizZg0WLFiAyMhI6Ovry48bGRnhypUrSufhVDURERFRHbVkyRIUFxcjKioKR48eRWpqKjZs2FDpuStXrkRycrL817Vr1/Dmm2%2Bif//%2B8nMmT56scE51ikaAhSMRERHpEKm05n/VlocPHyI6OhqzZ8%2BGhYUFrK2tMWXKFBw9ehRlZWVVPn7fvn1o3rw5evXqVWOZWDgSERER1UG3bt2Cvr4%2B2rZtKx/r0KEDioqKcPv27Vc%2B9smTJ9ixYwfmzp2rMB4fHw8/Pz84OzvD398fN27cqFYmXuNIREREOqM2OoTZ2dnIyclRGLO0tISVlZVKz5ufnw9TU1OIRCL5WKNGjQAAeXl5r3zst99%2BC1dXV7Rp00Y%2BZmtrCz09PcycORMNGjRAWFgYxo0bh9OnT6Nx48ZKZWLhSERERDqjNgrHQ4cOISwsTGFs2rRpmD59epWPjYiIwLx58yo9Nnv2bMhksmrnkUgkCA8PxxdffKEwPnXqVIWP586di6ioKERHR2PYsGFKPTcLRyIiIiIVBAQEwMvLS2HM0tJSqcf6%2BvrC19e30mMXL15EQUEBJBKJ/E7o/Px8AECTJk1e%2BpwJCQkQi8VwcXF55Wvr6%2BujWbNmyM7OViorwMKRiIiIdEhtdBytrKxUnpauTLt27SCTyZCSkoIOHToAAJKTk2FmZobWrVu/9HExMTHo2rUrDAz%2Bf5knk8mwdu1aDBkyBPb29gAAsViM9PR02NraKp2JN8cQERER1UEWFhbw9vZGaGgoHj16hAcPHmDr1q3w9/eXF4VjxozBqVOnFB5369Yt2NjYKIyJRCLcvXsXy5cvR1ZWFgoLC7FhwwbUq1cP7777rtKZWDgSERGRztCk5XgAICQkBA0bNkTfvn3x/vvvw9HREbNnz5Yfz8jIwOPHjxUek5OTg6ZNm1Z4rlWrVqFVq1YYOnQounXrhlu3bmHfvn0wMTFROo9I9jpXXWqB2bNnw8jICGvXrhU6Ci5fvoz//Oc/SEpKgpGRUY09b07O0xp7rtpkYKCHxo0bIC%2BvEOXldXtJf0s9sdARqqavD5ibA/n5gEQidBrtoEHvaanpy697qktEIsDQEBCLgbr%2BU8jIWFT1SUJzdgauXgU6dwauXRM6TdUE/Ef38Kj557x0qeafs64S7BpHLy8vZGVlQU9Psen5xhtv4OzZs2rNcuzYMSxcuBCGhobyMUNDQ7zzzjuYMWMGPGrjs%2BwVzpw5g7Zt26Jly5ZqfV0iIiKiVxH05pjFixdjxIgRQkaQa9q0KS5evCj/uLi4GN9%2B%2By0mTZqEkydPws7OTm1ZNm/ejHnz5rFwJCIiqmGatld1XVMnr3HcsmULgoKCMGvWLHTu3BkA8OjRI3n3z8XFBRMnTkRmZiYA4O7du2jbti1SU1Plz7FhwwaMHj1a/vHhw4fh5eWFLl26YPny5ZBW8ZlTv359TJw4EVZWVvj555/l499%2B%2By0GDBgAJycnDBo0CNHR0fJjsbGx8PHxgbOzM3r06IH169fLX6dt27a4cOGC/NwDBw5UuHUfAN5//3389ddfmDJlChYuXFidt42IiIiqoGnXONY1dXY5nsTERMycOVO%2BeOX69etRWFiImJgYyGQyzJo1C6tXr8aWLVuqfK7bt29j6dKlCAsLg6enJyIjI7Fy5UqFTb9fpry8XP7nM2fOICwsDLt374a9vT1%2B%2BuknzJo1C2fOnIGlpSVmz56NrVu3wsPDA3fu3MGECRPg7OxcrbuVIiMj0bZtW2zbtg2enp5KP66yVesNDExqZXmAmqavr6fwe50m0hc6QdX%2Bb60v%2Be%2BkOg16T0UacDke8P9zakReZ2ehE1Tt/5ZXkf9OVEvqbOGor6%2BPESNGyLfZWb58OcrLy%2BV3/rz77rvYsWOHUs8VHR2N9u3byws4f39/7Nu375WPKSgowL59%2B5Cfny9/3Pfffw9/f3907NgRAPDee%2B%2BhS5cuiIqKwsiRI1FSUgITExOIRCK0atUKZ86cqXANZ22pbNX6qVOnYsaMGWp5/ZpgZlZf6AjapWFDoRNoHw14Tw2rPqVOqVdP6ARKuHpV6ATK%2B%2B47oRPUebrWIaxpghaOK1euxOrVqxXGunbtCkdHR7zxxhsKezPeuXMHa9euRVJSEkpKSiCVSmFubq7U62RlZVVYz6hVq1YKHz98%2BBAODg7yj8ViMdzc3LB3715YW1sDANLT03Hx4kWFolMmk%2BHtt9%2BGqakppk6dio8%2B%2BgiOjo7o3r07hg4dimbNmimVUVWVrVpvYGCCvLxCtby%2BKvT19WBmVh9PnhRDIqnbX9GNRWVCR6iavv6zAufp0zp/B7DG0KD3VGyi3PdFoYlEz4rGsrK6f1e1YdfOQkeomr39s6Jx5EggJUXoNFXTpGKcFNTJm2O2bNmisNq5VCpFUFAQunTpgtOnT8PCwgJHjhxBaGjoS59b8sI3d7FYrDDl/Pw5X/TizTEymQwjRoyAnZ0dnJyc5OcYGxvjk08%2Bwbhx4yp9zWnTpmHYsGGIjo5GdHQ0du/ejX379sHR0bHCuVVdY1ldla1an5PztM4vb/MiiURa9/Pq1e2iQYFEUueLHI2jAe9pXS/C/k0m04DMmrC8zXMpKZqVVwDsOKpGAy4qe9YNvHfvHkaPHg0LCwsAwO%2B//y4//nztw5KSEvlYRkaG/M9WVlZ48OCBwnO%2BeCPNv4lEIoSEhCAiIgKXXlicyc7ODn/88YfCuffv35dvQJ6fnw9ra2uMGjUKX3/9Nfr374%2BIiAgAz5b3eTFfenq6cn95IiIiqjG8OUY1GlE4WlhYwMTEBImJiSgtLcXJkydx69YtFBQUoLCwEBYWFmjYsCHOnDkDiUSCuLg4JCYmyh/v6emJ33//HbGxsRCLxQgPD0dWVtYrX/Odd95BYGAgli5diuLiYgDPpoNPnTqF2NhYlJeXIz4%2BHoMHD8b169dx7do1DBgwAElJSZDJZMjNzUVaWpp8GZ9WrVohOjoa5eXlSE5ORmxs7Etf28jICHfu3EFBQYHqbx4RERFRDdGIwtHAwADBwcHYtWsXunXrhoSEBGzZsgVvvPEG3nvvPejr62PZsmU4fvw4XFxccOLECYwaNUr%2BeCcnJyxevBjBwcHo2rUr/vzzT6XuqJ46dSqkUik2bdoEAOjevTvmz5%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%2BfOGDFiBG7cuCE/VlpaiqVLl8LT0xPu7u6YMWMG8vLyqpWFhSMRERFRHRUZGYnp06ejZcuWVZ77008/YcuWLVi3bh1%2B%2BeUX9OnTB5MmTUJRUREAYOPGjbh58yYOHTqE06dPQyaTYeHChdXKw8KRiIiIdIamdRxLS0tx6NAhODk5VXnuoUOHMHToUDg5OcHY2BgTJkwAAJw7dw7l5eX4/vvvMWXKFDRr1gzm5uaYNWsWYmNjkZWVpXQeFo5EREREddSwYcNgbW2t1Lk3b95E%2B/bt5R/r6emhXbt2SE5ORnp6Op4%2BfYoOHTrIj7/11lswNjbGzZs3lc7Dm2OIiIhIZ9RGhzA7Oxs5OTkKY5aWlrCysqr5F3uF/Px8NGrUSGGsUaNGyMvLQ35%2BPgDAzMxM4biZmVm1rnNk4ajFLC0bCh1BKdnZ2diy5SsEBASo/YtMG2VnZ%2BPQli18P2uQJr2nRkIHUFJ2djYOHTqkEe8pZDKhE1RJ/jn64491//0UWG38c27ZcghhYWEKY9OmTcP06dOrfGxERATmzZtX6bE1a9Zg6NCh1coiq%2BIvWNXxqrBwJMHl5OQgLCwMXl5e/IZXA/h%2B1jy%2BpzWP72nN4vsprICAAHh5eSmMWVpaKvVYX19f%2BPr61kiOxo0byzuLz%2BXn56NNmzawsLCQf9ygQQP58cePH6NJkyZKvwYLRyIiIiIVWFlZ1YmCvWPHjrh58yaGDBkCAJBIJPj999/h7%2B8PW1tbNGrUCDdv3kSLFi0AAH/%2B%2BSfEYjE6duyo9Gvw5hgiIiIiDdW/f39cuXIFADBixAicOHECiYmJKC4uxvbt22FoaIjevXtDX18fH374IXbs2IHMzEzk5eXhyy%2B/RL9%2B/dC0aVOlX48dRyIiIqI6ytvbG/fv34dEIoFUKoWDgwMA4Mcff0SLFi2QlpYmX6fR09MTc%2BbMwaxZs5CbmwsHBwfs2rULxsbGAIAZM2agsLAQvr6%2BKC8vR58%2BfRAcHFytPCKZqldJEqlIoy6S1wB8P2se39Oax/e0ZvH9JHVh4UhERERESuE1jkRERESkFBaORERERKQUFo5EREREpBQWjkRERESkFBaORERERKQUFo5EREREpBQWjkRERESkFBaORERERKQUFo5EREREpBQWjkQaLjAwsNLxgoICDBkyRM1piIhIm7FwJEGUlJTgf//7H77%2B%2Bmv52IMHDwRMpHlu3ryJgwcPIiEhAYcPH8ahQ4cUfm3fvh3//POP0DE1klQqxZ49e%2BDj44OuXbsCAIqKirBq1SqIxWKB02mujRs34vbt20LH0CqLFi2qdLygoABTp05VcxrSBQZCByDdc/XqVUyePBlmZmbIzMxEYGAg7t27h8GDB2Pbtm3w8PAQOqJGePr0KWJjY1FeXo4dO3ZUOG5sbIyZM2cKkEzzrVu3DhcvXkRgYCCCg4MBAKWlpUhJScHatWuxdOlSYQNqqMTEROzevRtt27aFj48PBg0aBCsrK6FjaaSMjAz8888/iIyMxMCBAyGTyRSO37lzB3FxcQKlI20mkv37s42olg0bNgx%2Bfn4YNWoUHB0dkZSUBAA4deoU9uzZg6NHjwqcULNMnjwZ27dvFzqGVunevTsOHjwIW1tbODk54fr16wCA7OxsfPDBB/j5558FTqi58vPzERMTg7Nnz%2BLy5cvo1KkTfHx88N5778HU1FToeBrj7Nmz2Lx5M/76669KjxsZGWH48OFYuHChmpORtmPhSGrXqVMnXLlyBQYGBgo/lKVSKbp06YJr164JnFDzPHz4EP/88w9KSkoqHOvRo4cAiTSbq6srLl%2B%2BDD09PYXP0cLCQnTv3h2JiYkCJ9QOhYWFOHbsGDZt2oSysjL0798fEyZMQJs2bYSOpjF8fX0REREhdAzSIZyqJrWztLREZmYmbG1tFcaTk5PZcXgNe/bswZdffgmJRFLhmEgkwq1btwRIpdnatWuHvXv3Yty4cfKx0tJSfPnll%2BjQoYOAybRDUVERzp49i6ioKFy6dAnt27eHr68vHj16hI8%2B%2BggLFizgjV2v8OJ1tkeOHHnldbeGhobqiEQ6hIUjqZ2Pjw8mTpyIwMBASKVSREdHIyUlBeHh4Rg5cqTQ8TTO7t27sWLFCgwcOBDGxsZCx9EK8%2BfPx8cff4z9%2B/dDLBZj6NChuHPnDszMzHhZgApiY2Nx8uRJ/PTTT2jcuDF8fHzw2WefoXXr1vJzevbsienTp7NwfAVHR0eIRKJXniOTyfgfR6oVnKomtZPJZNi7dy%2BOHj2K9PR0GBsbw9bWFsOHD4e/v3%2BV3xBJkbu7O3755Rfo6%2BsLHUWrFBUV4aeffkJGRob8c7RXr16oV6%2Be0NE0VpcuXfDee%2B/Bz88P7u7uLz1vwoQJ2L17txqTaZZff/1V6XPd3NxqMQnpIhaORBpu7dq1aNeuHXx9fYWOQvRKJSUl7IoTaThOVZNahIWFKX3utGnTajGJ9ikvL8fatWvx7bffwsbGBnp6isuzfvHFFwIl01zvvffeKzvfp0%2BfVmMa7TFw4MCXvq96enqwtrZGr169MHbsWHZ2leTl5fXKz9WYmBg1piFdwMKR1OLfy5f8%2BeefMDQ0RIsWLSCTyZCRkQGZTIZOnToJlFBzFRYWonfv3kLH0CpjxoxR%2BFgikSA9PR0XLlzA%2BPHjBUql%2BcaPH4/t27fD3d0dDg4O0NPTQ1JSEhISEhAYGIinT5/i4MGDyM3NxYIFC4SOqxE%2B/vhjhY%2Bff67GxsZiwoQJAqUibcapalK7bdu2QSqVYtKkSTAwePZ/F7FYjLCwMBgZGXG3A6qzkpKSsG3btkoXXKeqTZkyBQEBAejVq5fC%2BIULF3Dy5EmsX78ed%2B7cwZgxYxAbGytMSC2RnJyMLVu2YNeuXUJHIS3DwpHUzsPDA%2BfPn6%2BwTERpaSl69%2B6NS5cuCZRMM504ceKVx/38/NSURPtJJBK4uLhwrdHX5OzsjMuXL1f42heLxfDw8MBvv/2G8vJyuLu747fffhMopXbg5yrVFk5Vk9rp6%2Bvj999/rzAt/ccff1S4Po%2BqtmHDBoWPJRIJ8vPzYWpqiubNm7NwfA2V/eelpKQE0dHRsLS0FCCRdrC2tkZoaCgmT56Mhg0bAnh29/quXbtgZmYGmUyGTZs2oW3btgIn1RyVbSv4/HOV2zlSbWDhSGo3YsQIjB07Fp6enrCxsYFEIkFmZibi4uIqXFtGVavsB8fTp0%2BxadMmdOzYUYBEmi8wMLDCmIGBAezs7LBs2TIBEmmHdevWYfLkydi7dy9MTU1hYGCAx48fo379%2BggNDYVMJsPp06cRGhoqdFSNUdl1jIaGhmjZsqV8n3WimsSpahJEXFwcoqOj8eDBA5SVlcHKygo9e/bEwIEDhY6mNUpKStC/f39eK/YaKtuFh%2Btk1gyxWIwbN24gJycHUqkUTZo0QceOHWFiYiJ0NCJSAjuOJIgePXpwD%2BValpGRgadPnwodQ2NkZGQofe6/t8sk5RkaGsLAwAAikQgDBgwA8Oz6Znp9MTEx6Nu3L4BnN8VERESgVatWGDlyJC//oRrHwpHUTiwWY/PmzTh16hQyMzMhEolgY2ODIUOGICgoiN/oqikgIKDCOm7FxcW4ffs2vL29BUqlefr16yd/HyubiBGJRNzGTUWpqamYNm0a7t%2B/D6lUiuTkZNy7dw/Dhg3D7t270b59e6EjapwNGzbgzJkz6Nu3Lx48eIAxY8bA29sbP/zwA%2B7du4f58%2BcLHZG0DKeqSe2CxQ7eVgAAF9pJREFUg4ORkJCAUaNGoWXLlgCe/UD55ptv4Ofnx%2BV4qqmyxdUNDQ3RqlUr9O3bl1OsSkpPT1f6XDs7u1pMor3GjBkDBwcHzJgxAy4uLkhKSgIA7N27FzExMfjmm28ETqh5evbsifDwcNjZ2WHbtm24cuUKvvrqK%2BTm5uKDDz7gpSpU41g4ktp5eHjg8OHDFab7bt%2B%2BjaCgIJw9e1agZESvVlxcjAEDBvCH8Wt6cTkeJycnXL9%2BHcCz3Y%2B6du2KK1euCJxQ8zg7O8uX3Bk1ahQGDRqEkSNHAgA6deqExMREIeORFuJUNaldeXk5rK2tK4zb2NggPz9fgESajVP/NS87Oxtr167FjRs3IBaL5eNPnjxB06ZNBUym2czNzSt9D9PT0%2BWbAVD12NraIj4%2BHiYmJkhKSsLGjRsBPLvWsUmTJgKnI23Er1RSu/bt22Pr1q2YNm2afD/a8vJybN%2B%2BHe%2B8847A6TTP6tWrkZCQgAkTJlSY%2BpdKpZz6fw1Lly5FWVkZxo4di9WrV2PJkiW4efMm/vzzz2rtu06K%2BvTpgxkzZmDKlCmQyWS4desWUlJSsH37dgwaNEjoeBppzpw5mDx5MsRiMSZPngwrKys8fvwYQUFBmDJlitDxSAtxqprU7q%2B//sL48eNRUlICGxsbAMDdu3dhYGCAnTt3wsHBQeCEmoVT/zXPzc0NsbGxMDExUZhSjYiIwPXr17F06VKBE2qm0tJSrF%2B/HsePH0dhYSGAZ13IgIAATJ06tcKOMqSc8vJylJaWokGDBvKxxMTECpssENUEFo4kCLFYjAsXLuDu3bsQi8Wws7ODp6cn13J7Da6urrh48WKl27h1794dCQkJAiXTXN26dUNsbCwMDQ3h5uaGs2fPolGjRhCLxejRowd%2B/fVXoSNqpOd3pctkMuTm5sLY2BimpqaQSCTIycnBG2%2B8IXREjfTgwQNERUUhKysLixYtAvBsX3VHR0eBk5E24sVPpHb5%2BfkwNDTEu%2B%2B%2Bi7Fjx%2BLjjz9Ghw4dWDS%2BpudT/2VlZfIxTv2rxsXFBTNmzEBJSQk6duyIzz//HCkpKTh69Ci7Yip43gETiURo2rQpTE1NATzbdtDHx0fIaBorJiYG/fr1Q1xcHA4ePAgAyMzMRGBgIH744QeB05E2YseR1EYsFmPixImws7PDihUrFI4NGjQI9vb2%2BOKLLwRKp7n%2B/vtvjBs3jlP/NaCkpATGxsZ49OgRPv/8c6xcuVI%2B5f/gwQPUr18fy5Yt4/7f1XT69GmcPn0aP/74o3zR7xfdv38faWlpiI%2BPFyCdZvPx8cHMmTPx7rvvwtHRUb7EUXx8PFauXImoqCiBE5K2YeFIarNp0ybExMRg586daNasmcKxnJwcjBs3DgEBAfjoo48ESqi5OPVfM7p06YLBgwdj2LBhCvt8P59KtbCwYMfxNWRkZODMmTP44osv4OvrW%2BG4kZERBg8eDBcXFwHSabZOnTrh6tWr0NPTU7geVyKRoEuXLlyOh2oc76omtfnxxx%2BxevXqCkUjAFhaWmLZsmUICQlh4fgank/9k2qWLl2KiIgIfPjhh2jTpg2GDRsGHx8fNGrUiNffqcDW1hbjx4%2BHSCTCuHHjKj3n3Llzak6lHZo3b44//vgD7dq1UxiPi4vjcjxUK9hxJLVxdnbGlStXXrqTiUQigaurK65evarmZJotLi4O69atw507dxTWHHyO2%2BNVX2ZmJiIiInDixAlkZmbi3XffxbBhw9C1a1eho2m8vLw8/PXXXwqfq1lZWVi5cqV8IWtS3rfffott27bB398fX331FT799FP88ccfOHXqFObNm4dRo0YJHZG0DAtHUht3d3fExMTIL4j/t0ePHqF///68Y7Wa%2BvTpg549e8LT0xNGRkYVjvfs2VOAVNrj2rVrOH78OE6fPo2GDRvC398fkyZNEjqWRjp79iw%2B/fRTlJaWyu%2BuBgAzMzP4%2Bfnhs88%2BEzihZjpz5gyOHj2K9PR0GBsbw9bWFsOHD0e3bt2EjkZaiIUjqc2UKVPg5uaGsWPHVnp87dq1%2BOeff7Bjxw71BtNwrq6uuHTpEnfeqGXXrl3DmjVrkJyczC7uaxo0aBAmTpyIgQMHwsXFBYmJibhx4wZ2796NmTNn4q233hI6IhFVgcvxkNpMmjQJoaGh2LBhAzIzM%2BXjd%2B7cwdKlS/Hdd99xp4PX4Ofnxzsna0lWVhZ27tyJ/v37Y9y4cWjdujW%2B%2BeYboWNprPv378PPzw%2BGhoYQiUTQ09ODo6MjZsyYgYULFwodT%2BNkZGTgwIEDOHDgAB4%2BfKhwrLS0FJ9//rlAyUibseNIanXhwgUEBwcjMzMTxsbGkEqlEIvFsLGxwfLlyzm18hrS0tIwbtw41KtXD9bW1hCJRArH9%2B/fL1AyzSQWi3HmzBkcP34c8fHxsLe3h7%2B/P3x8fF56mQUpp1%2B/ftixYwfeeust9O7dGzt27IC9vT1KSkrg4eHBaxyrIT4%2BHpMmTYKVlRXKy8uRn5%2BPffv2wcHBAZcvX8aSJUsgk8m4cxTVOBaOpHZSqRQ3btzA3bt3AQCtWrVCu3btKhQ8pBwfHx/o6%2BvDzc2t0mscP/nkEwFSaaYlS5bgxx9/hEgkgo%2BPD4YNGwZ7e3uhY2mNvXv3YuPGjbh48SK2bNmC06dPo2/fvkhJSYFEIpEvYE1VGzVqFPr06YMJEyYAALZu3YrLly%2BjZcuWOHHiBAIDAzF16tRKvycQqYKFI6ndp59%2BCl9fX3Tv3h16erxaQlXOzs64ePEi12ysAWPGjIG/vz%2B8vb25XmMtuXLlClxcXFBeXo6wsDAkJyejRYsWmDRpEpo3by50PI3h6uqKuLg4eWFYUFAAFxcXdO7cGcuXL0ebNm0ETkjailfTk9oZGhpi7ty50NfXx4ABA%2BDj4wMnJyehY2msHj164Pbt2woLVtPr2bdvn9ARtNqpU6cwcOBAAICBgQFmzZolcCLNJRaLFbqJpqamMDQ0xHfffSdgKtIF7DiSIKRSKS5fvozo6GhER0fD2NgYPj4%2BGDx4MFq1aiV0PI2yfft2HDlyBM7OzmjWrFmFLu6cOXMESkakyN3dHefOnWN3vAa8uEvMq8aIahoLR6oTDhw4gC%2B%2B%2BAKFhYXo0qULgoKCuP6gkkaPHv3SY0%2BePEFERIQa0xC93IEDB5CQkAA/Pz80b968wmYArVu3FiiZ5mHhSEJh4UiCycjIwMmTJxEVFYX79%2B%2BjT58%2B8PPzw8OHD7F582aMGjUKH3/8sdAxNY5MJsOlS5fw/fffIyYmhj9IqM6o7Eaj5wuBi0Qiro9ZDfb29mjatKnC2MOHDyuMxcXFqTMW6QAWjqR24eHhOHnyJJKSkuDs7Aw/Pz8MGDBAYamTtLQ0jBgxAvHx8QIm1Sz379/HsWPHcPz4ceTk5MDLywtDhw6Fp6en0NGIAAD37t175fEWLVqoKYnmO378uFLnDRkypJaTkK7hzTGkdvv27cP777%2BP9evXw9bWttJzWrduDW9vbzUn0zxisRjR0dE4cuQIfv31Vzg5OSE7OxtHjhzhMjJU52zbtg2rVq2qMF5QUID58%2Bdj69atAqTSTCwISSgsHEntunXrhmnTplV53vLly9WQRnOtWLECUVFRMDc3h4%2BPD0JCQmBrawtnZ2c0aNBA6HhEchkZGfjnn38QGRmJgQMH4t8TXXfu3OGUajVUZ5edNWvW1GIS0kUsHEnt4uLikJGR8dJuIyknPDwcgwYNwsyZM2FnZyd0HKKXSklJwebNm1FWVobx48dXOG5kZIThw4cLkEwzlZaWyv8slUpx/vx52NjYoHXr1pBKpUhNTUVWVhYGDBggYErSVrzGkdRux44d%2BOGHH%2BDp6YnmzZvDwEDx/y8BAQECJdMscXFx%2BP7773Hu3Dm0a9cOvr6%2BGDBgAPr06YPIyEgW5lTn%2BPr68i7/GhYSEoIOHTrggw8%2BUBgPDw/H33//jWXLlgmUjLQVC0dSOy8vr5ceE4lEiImJUWMazZeXl4eIiAgcPXoUaWlpkEqlWL58OYYMGVKhKCcSklgsVtiR58KFCygpKYGrqysaN24sYDLN5erqikuXLlX4WheLxejWrRuuXLkiUDLSViwcqU6RSqXchlAFiYmJOHLkCP73v//B2NgY77//PhYsWCB0LNJxmZmZmDhxIqZMmSLfOSYoKAjnz5%2BHqakp9PT0EB4ezm3yXoOXlxcWL15c4T/k58%2BfR3BwMM6dOydQMtJWLBxJ7by9vXH69OkK40%2BePIG3tzcuXbokQCrtUlRUhB9%2B%2BAFHjx7FwYMHhY5DOu6TTz5BWVkZQkJCYG5ujvj4eIwbNw7h4eFwdnbGl19%2BibS0NGzZskXoqBrn8OHDWLZsGdq3bw8bGxtIJBJkZmbi1q1bWLRoEUaNGiV0RNIyLBxJbS5duoRffvkFX3/9NcaNG1fh%2BN27d3H%2B/Hn89ttvAqQjotri7u6OyMhIWFtbAwBWrlyJP//8E/v37wcAPHr0CIMGDeJ/Gl/T7du3ERMTg6ysLIjFYlhZWcHT0xOOjo5CRyMtxAugSG0aNWqEoqIiSCQSXLt2rcJxY2NjrFy5UoBkRFSbSkpK5EUjACQkJCis02phYYGioiIhommFN998E2%2B%2B%2BabQMUhHsHAktWnfvj3at28PkUiExYsXCx2HiNTE3Nxcvh1eTk5Ohbt9c3Nz0bBhQwETaq7Ro0dDJBK99Pjzri5RTWHhSGq3ePFiJCcnIzU1VWE9sue4HA%2BRdunevTvWrVuH0aNH47///S%2Bsra3h7OwsPx4eHg4HBwcBE2quTp06KXwskUiQkZGBxMREfPTRRwKlIm3GaxxJ7VavXo39%2B/fDwsICxsbGCse4HA%2BR9snOzsb48ePx119/wdzcHJs2bYK7uzsAYNOmTfj666%2Bxf/9%2BXpNXg%2BLi4hAZGYl169YJHYW0DAtHUjs3Nzds2rQJHh4eQkchIjV6%2BPAhGjduDH19ffnYlStXYG5ujrffflvAZNpHKpXCxcUFV69eFToKaRlOVZPaGRoawsXFRegYRKRmTZs2rTDG7wWqSUtLqzBWUlKCM2fOwMzMTIBEpO3YcSS12717NyQSCYKCgoSOQkRq5OXl9dIbOfT09GBtbY1evXph7NixqFevnprTaSZ7e3uIRCI8/1H%2B/M8NGzbEsmXLMHjwYIETkrZh4UhqN2XKFFy9ehUGBgZo3rx5hZ1iuGA1kXYKDw/H9u3b4e7uDgcHB%2Bjp6SEpKQkJCQkIDAzE06dPceLECfTr1487Hinp3r17FcaMjIxgYWHBXbioVnCqmtTu%2BbI8RKRbLl68iFWrVqFXr14K4xcuXMDJkyexfv16vP/%2B%2BxgzZgwLRyW1aNGi0vHi4mL069cPcXFxak5E2o4dRyIiUgtnZ2dcvnwZhoaGCuNisRgeHh747bffUF5eDnd3d%2B4gpaSsrCysWrUKN27cgFgslo8XFhbCysqq0u1diVTBjiOpXVhY2CuPT5s2TU1JiEidrK2tERoaismTJ8sX/C4qKsKuXbtgZmYGmUyGTZs2oW3btgIn1RxLliwBAEyaNAkhISEIDg7GzZs3cevWLWzdulXgdKSN2HEktfv3At8SiQT37t2DTCZD586dsW3bNoGSEVFtSkpKwuTJk5GXlwdTU1MYGBjg8ePHqF%2B/PkJDQ9GtWzf0798foaGhvJxFSW5ubjh//jzq168PJycnXL9%2BHQAQFRWFK1euIDg4WNiApHVYOFKdIJVKsWPHDhgaGmLChAlCxyGiWiIWi3Hjxg3k5ORAKpWiSZMm6NixI0xMTISOppG6deuGc%2BfOwcjICG5ubjhz5gzMzc0hFovRvXt3JCQkCB2RtAxvuaI6QU9PDxMnTsRXX30ldBQiqkX6%2Bvpo1qwZ3nnnHdjb28PS0hJZWVmVrkdIVXNxccG0adNQXFwMBwcHrF27Fjdu3MDhw4dhZGQkdDzSQrzGkeqMhIQElJeXCx2DiGpJZGQkVqxYgYKCAoVxmUwGkUiEW7duCZRMcwUHB2PDhg0wMDDAggULEBQUhBMnTsDExATLly8XOh5pIU5Vk9r16NGjwlhJSQkKCwsxduxYzJ8/X4BURFTbevXqhWHDhmHAgAEV9qkHXr60DClPJpPh4cOHsLCwUNjakaimsHAktTt%2B/HiFMSMjI7Rs2RIdOnQQIBERqUOXLl3w66%2B/sqCpQS4uLkhISHjpjjxENY1T1aR2Q4YMAQCUlZUhOzsbIpEI1tbW/GFCpOX69u2Ly5cvo1u3bkJH0Ro9e/bE4cOHK6xWQVRb2HEktXvy5AmWLVuG6Oho%2BTWNRkZGGDx4MJYsWcILuom01M6dO/Hdd9/B2dkZNjY2FbbEmzNnjkDJNNekSZNw/fp16Ovr44033oCBgWI/iFu4Uk1jx5HULjg4GDk5OQgLC0PLli0BAKmpqdixYwc2bNiARYsWCZyQiGpDXFwc7OzskJubi9zcXIVjnGp9PR07dkTHjh2FjkE6hB1HUjtXV1ecPn0aFhYWCuNZWVkYPnw4zp07J1AyIiLN4O3tXWE7waCgIOzcuVOgRKQr2HEktdPX10f9%2BvUrjJuZmaGoqEiARERUWy5dugQPDw8AzzqOLyMSidC9e3d1xdJ4mZmZFcbi4%2BMFSEK6hoUjqV3nzp0REhKCuXPnyruOjx49woYNG%2BDg4CBwOiKqSUFBQUhKSgKAV%2B4KxXUcq6eyqX1OIJI6sHAktVu2bBkmT56M7t27w8zMDADw%2BPFjvPXWW9i%2BfbvA6YioJj0vGgEgJSVFwCTaj9eJkjqwcCS1EovFEIvFOHbsGFJSUnD37l2IxWJYWVnB2dmZS/IQabkjR46gffv28jVbY2NjkZ2djQ8//FDgZESkDBaOpDaPHz/GyJEj4eTkhNWrV8Pe3h729vYAgKFDh6JBgwbYs2cPDA0NBU5KRLVh48aNiIyMRGhoqHysfv362L17N%2B7du4fZs2cLmE6zSCQSHD58WGF6urIxru9INY13VZParFq1CikpKdi5cydMTEwUjhUXF2PixInw8PDA1KlTBUpIRLWpZ8%2BeOHjwYIWtBe/fv48RI0bg/PnzAiXTPF5eXlWeIxKJEBMTo4Y0pEvYcSS1OXfuHMLCwioUjcCzrsOiRYswZ84cFo5EWqq4uBiNGzeuMN6gQQM8efJEgESa66effhI6AukovapPIaoZubm5aNu27UuP29vb48GDB2pMRETq1K1bN3z22WdISUlBQUEBnjx5guvXr2Pu3Lno2bOn0PGISAksHEltTExMkJeX99Lj2dnZla7vSETaITg4GGKxGEOHDoWrqyvc3d0xYsQIGBsbY/Xq1ULHIyIl8BpHUptPP/0UzZs3f%2Bl%2BtJ988glkMhm%2B/PJLNScjInXKz8/H3bt3oaenhxYtWqBRo0ZCRyIiJbFwJLVJS0uDv78/PD09MWrUKLRu3RoSiQR///03vvrqK1y/fh2HDx9G69athY5KRDXkzp078j3p09LSXnkuv/aJ6j4WjqRWt27dwooVK3D16lX5YrUymQxubm5YtGjRK6%2BBJCLN4%2BjoKF8E3N7eHiKRCDKZTGGx6ucfc%2BcYorqPhSMJ4tGjR8jIyIBIJIKdnR3Mzc2FjkREteD%2B/fto3rw5AODevXuvPPffy/QQUd3DwpGIiNRi0qRJ2LFjh9AxiEgFvKuaiIjU4v79%2B7hx44bQMYhIBVwAnIiI1MLT0xMzZsyAo6MjmjdvDgMDxR9BL1txgYjqDhaORESkFtevX0eLFi2Qm5uL3NxchWMv3ixDRHUXr3EkIqJad/fuXVy4cAEGBgbo1asXrK2thY5ERK%2BBhSMREdWqhIQEfPzxx7CysoJEIkFeXh727t0LBwcHoaMRUTWxcCQiolr10UcfoW/fvggMDAQA7NmzBz///DP27t0rbDAiqjYWjkREVKtcXV0RFxcHIyMjAEBRURH69OmDy5cvC5yMiKqLy/EQEVGtEovF8qIRAExMTFBSUiJgIiJ6XSwciYiIiEgpXI6HiIhqlUQiweHDh/HilVGVjQUEBAgRj4iqgdc4EhFRrfLy8qryHJFIhJiYGDWkISJVsHAkIiIiIqXwGkciIiIiUgoLRyIiIiJSCgtHIiIiIlIKC0ciIiIiUgoLRyIiIiJSCgtHIiIiIlIKC0ciIiIiUgoLRyIiIiJSyv8D8m%2BJ96ZuffkAAAAASUVORK5CYII%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>TransactionId</th>\n",
              "      <th>BatchId</th>\n",
              "      <th>AccountId</th>\n",
              "      <th>SubscriptionId</th>\n",
              "      <th>CustomerId</th>\n",
              "      <th>CurrencyCode</th>\n",
              "      <th>CountryCode</th>\n",
              "      <th>ProviderId</th>\n",
              "      <th>ProductId</th>\n",
              "      <th>ProductCategory</th>\n",
              "      <th>ChannelId</th>\n",
              "      <th>Amount</th>\n",
              "      <th>Value</th>\n",
              "      <th>TransactionStartTime</th>\n",
              "      <th>PricingStrategy</th>\n",
              "      <th>FraudResult</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>TransactionId_76871</td>\n",
              "      <td>BatchId_36123</td>\n",
              "      <td>AccountId_3957</td>\n",
              "      <td>SubscriptionId_887</td>\n",
              "      <td>CustomerId_4406</td>\n",
              "      <td>UGX</td>\n",
              "      <td>256</td>\n",
              "      <td>ProviderId_6</td>\n",
              "      <td>ProductId_10</td>\n",
              "      <td>airtime</td>\n",
              "      <td>ChannelId_3</td>\n",
              "      <td>1000.0</td>\n",
              "      <td>1000</td>\n",
              "      <td>2018-11-15T02:18:49Z</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>TransactionId_73770</td>\n",
              "      <td>BatchId_15642</td>\n",
              "      <td>AccountId_4841</td>\n",
              "      <td>SubscriptionId_3829</td>\n",
              "      <td>CustomerId_4406</td>\n",
              "      <td>UGX</td>\n",
              "      <td>256</td>\n",
              "      <td>ProviderId_4</td>\n",
              "      <td>ProductId_6</td>\n",
              "      <td>financial_services</td>\n",
              "      <td>ChannelId_2</td>\n",
              "      <td>-20.0</td>\n",
              "      <td>20</td>\n",
              "      <td>2018-11-15T02:19:08Z</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>TransactionId_26203</td>\n",
              "      <td>BatchId_53941</td>\n",
              "      <td>AccountId_4229</td>\n",
              "      <td>SubscriptionId_222</td>\n",
              "      <td>CustomerId_4683</td>\n",
              "      <td>UGX</td>\n",
              "      <td>256</td>\n",
              "      <td>ProviderId_6</td>\n",
              "      <td>ProductId_1</td>\n",
              "      <td>airtime</td>\n",
              "      <td>ChannelId_3</td>\n",
              "      <td>500.0</td>\n",
              "      <td>500</td>\n",
              "      <td>2018-11-15T02:44:21Z</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>TransactionId_380</td>\n",
              "      <td>BatchId_102363</td>\n",
              "      <td>AccountId_648</td>\n",
              "      <td>SubscriptionId_2185</td>\n",
              "      <td>CustomerId_988</td>\n",
              "      <td>UGX</td>\n",
              "      <td>256</td>\n",
              "      <td>ProviderId_1</td>\n",
              "      <td>ProductId_21</td>\n",
              "      <td>utility_bill</td>\n",
              "      <td>ChannelId_3</td>\n",
              "      <td>20000.0</td>\n",
              "      <td>21800</td>\n",
              "      <td>2018-11-15T03:32:55Z</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>TransactionId_28195</td>\n",
              "      <td>BatchId_38780</td>\n",
              "      <td>AccountId_4841</td>\n",
              "      <td>SubscriptionId_3829</td>\n",
              "      <td>CustomerId_988</td>\n",
              "      <td>UGX</td>\n",
              "      <td>256</td>\n",
              "      <td>ProviderId_4</td>\n",
              "      <td>ProductId_6</td>\n",
              "      <td>financial_services</td>\n",
              "      <td>ChannelId_2</td>\n",
              "      <td>-644.0</td>\n",
              "      <td>644</td>\n",
              "      <td>2018-11-15T03:34:21Z</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "    </div>\n",
              "</div>\n",
              "</div>"
            ],
            "text/plain": [
              "<pandas_profiling.ProfileReport at 0x7f0a75362400>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GLFtIHi3C_hv",
        "outputId": "0098c12d-ee1c-4497-d9d6-af7a957ebbd7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# Checking the number of rows and columns of the dataset\n",
        "#\n",
        "df.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(95662, 16)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FcUCrUPCC_gh",
        "outputId": "2b713ba7-8a14-4ba9-f9c1-b73fe5c0724e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# Checking the size of values/items of the dataset\n",
        "#\n",
        "df.size"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1530592"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ydPKiEQAGR4l"
      },
      "source": [
        "## Data Cleaning"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1rwrEQvxC_cx",
        "outputId": "718eff57-e3ff-490f-ed82-c24ac4118b62",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        }
      },
      "source": [
        "# Changing the column names to lower\n",
        "#\n",
        "df.columns = df.columns.str.lower()\n",
        "df.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['transactionid', 'batchid', 'accountid', 'subscriptionid', 'customerid',\n",
              "       'currencycode', 'countrycode', 'providerid', 'productid',\n",
              "       'productcategory', 'channelid', 'amount', 'value',\n",
              "       'transactionstarttime', 'pricingstrategy', 'fraudresult'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sA2oeVYxC_bY",
        "outputId": "fa42c946-4577-4620-8db6-2db88365619c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# Checking and handling null values\n",
        "#\n",
        "df.isnull().sum().any()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "False"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FnQRBTHFFx8m",
        "outputId": "d018d2ea-9bfa-419e-a484-f43331f699c4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# Checking for duplicates\n",
        "#\n",
        "df.duplicated().any()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "False"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "smqbiFytFx4u",
        "outputId": "e98a1b48-e5cb-4b45-8f1c-b60b98fb302e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# Checking for unique values in each column\n",
        "#\n",
        "for column in df.columns:\n",
        "  print(column)\n",
        "  print(df[column].nunique())\n",
        "  print(df[column].unique())\n",
        "  print('\\n')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "transactionid\n",
            "95662\n",
            "['TransactionId_76871' 'TransactionId_73770' 'TransactionId_26203' ...\n",
            " 'TransactionId_82501' 'TransactionId_136354' 'TransactionId_35670']\n",
            "\n",
            "\n",
            "batchid\n",
            "94809\n",
            "['BatchId_36123' 'BatchId_15642' 'BatchId_53941' ... 'BatchId_118602'\n",
            " 'BatchId_70924' 'BatchId_29317']\n",
            "\n",
            "\n",
            "accountid\n",
            "3633\n",
            "['AccountId_3957' 'AccountId_4841' 'AccountId_4229' ... 'AccountId_557'\n",
            " 'AccountId_2476' 'AccountId_1685']\n",
            "\n",
            "\n",
            "subscriptionid\n",
            "3627\n",
            "['SubscriptionId_887' 'SubscriptionId_3829' 'SubscriptionId_222' ...\n",
            " 'SubscriptionId_4806' 'SubscriptionId_3567' 'SubscriptionId_84']\n",
            "\n",
            "\n",
            "customerid\n",
            "3742\n",
            "['CustomerId_4406' 'CustomerId_4683' 'CustomerId_988' ... 'CustomerId_893'\n",
            " 'CustomerId_2892' 'CustomerId_2067']\n",
            "\n",
            "\n",
            "currencycode\n",
            "1\n",
            "['UGX']\n",
            "\n",
            "\n",
            "countrycode\n",
            "1\n",
            "[256]\n",
            "\n",
            "\n",
            "providerid\n",
            "6\n",
            "['ProviderId_6' 'ProviderId_4' 'ProviderId_1' 'ProviderId_5'\n",
            " 'ProviderId_3' 'ProviderId_2']\n",
            "\n",
            "\n",
            "productid\n",
            "23\n",
            "['ProductId_10' 'ProductId_6' 'ProductId_1' 'ProductId_21' 'ProductId_3'\n",
            " 'ProductId_15' 'ProductId_11' 'ProductId_19' 'ProductId_4' 'ProductId_5'\n",
            " 'ProductId_20' 'ProductId_9' 'ProductId_24' 'ProductId_14' 'ProductId_2'\n",
            " 'ProductId_13' 'ProductId_22' 'ProductId_8' 'ProductId_7' 'ProductId_27'\n",
            " 'ProductId_12' 'ProductId_16' 'ProductId_23']\n",
            "\n",
            "\n",
            "productcategory\n",
            "9\n",
            "['airtime' 'financial_services' 'utility_bill' 'data_bundles' 'tv'\n",
            " 'transport' 'ticket' 'movies' 'other']\n",
            "\n",
            "\n",
            "channelid\n",
            "4\n",
            "['ChannelId_3' 'ChannelId_2' 'ChannelId_1' 'ChannelId_5']\n",
            "\n",
            "\n",
            "amount\n",
            "1676\n",
            "[ 1.00e+03 -2.00e+01  5.00e+02 ... -4.70e+01  2.35e+05  5.89e+03]\n",
            "\n",
            "\n",
            "value\n",
            "1517\n",
            "[  1000     20    500 ...     47 235000   5890]\n",
            "\n",
            "\n",
            "transactionstarttime\n",
            "94556\n",
            "['2018-11-15T02:18:49Z' '2018-11-15T02:19:08Z' '2018-11-15T02:44:21Z' ...\n",
            " '2019-02-13T09:54:35Z' '2019-02-13T10:01:10Z' '2019-02-13T10:01:28Z']\n",
            "\n",
            "\n",
            "pricingstrategy\n",
            "4\n",
            "[2 4 1 0]\n",
            "\n",
            "\n",
            "fraudresult\n",
            "2\n",
            "[0 1]\n",
            "\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Bu8UCvXNJD8-",
        "outputId": "7f88deb6-ebb9-4c9a-ba95-e8dbf2df0779",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        }
      },
      "source": [
        "df.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['transactionid', 'batchid', 'accountid', 'subscriptionid', 'customerid',\n",
              "       'currencycode', 'countrycode', 'providerid', 'productid',\n",
              "       'productcategory', 'channelid', 'amount', 'value',\n",
              "       'transactionstarttime', 'pricingstrategy', 'fraudresult'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uKmnVlfqFx1U",
        "outputId": "660429c2-5664-4f99-ea83-67a81fd8383b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 302
        }
      },
      "source": [
        "# Changing columns to their appropriate datatypes\n",
        "#\n",
        "# Changing transanction startime to datetime format\n",
        "df.transactionstarttime = pd.to_datetime(df.transactionstarttime)\n",
        "\n",
        "# list of columns to be changed to categorical datatype\n",
        "cat_cols = ['providerid', 'productid', 'productcategory', 'channelid','pricingstrategy']\n",
        "\n",
        "for column in cat_cols:\n",
        "  df[column] = df[column].astype('category')\n",
        "  \n",
        "df.dtypes"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "transactionid                        object\n",
              "batchid                              object\n",
              "accountid                            object\n",
              "subscriptionid                       object\n",
              "customerid                           object\n",
              "currencycode                         object\n",
              "countrycode                           int64\n",
              "providerid                         category\n",
              "productid                          category\n",
              "productcategory                    category\n",
              "channelid                          category\n",
              "amount                              float64\n",
              "value                                 int64\n",
              "transactionstarttime    datetime64[ns, UTC]\n",
              "pricingstrategy                    category\n",
              "fraudresult                           int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MvcBuJWbFxw9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 504
        },
        "outputId": "1a5d092d-1780-4d63-e88f-1d2840484cab"
      },
      "source": [
        "# checking for outliers\n",
        "#\n",
        "df.boxplot()autolib_dataset['DAILY_DATA_POINTS'].plot.hist()\n",
        "plt.show()autolib_dataset['DAILY_DATA_POINTS'].plot.hist()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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FioyMrOOSAQAA0NR4FKVdu3ZVTEyMFixYoJKSEuXl5SkjI0Njx46VJCUnJ2vHjh2SpLvv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\n",
            "text/plain": [
              "<Figure size 800x550 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mZoG8ruD2U2h"
      },
      "source": [
        "## Univariate analysis"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JONOCjHNHMRG",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 526
        },
        "outputId": "a879386b-149b-43d0-9d06-b3f31a1d0fb2"
      },
      "source": [
        "# plotting histogram of amount varaiable\n",
        "#\n",
        "df['amount'].plot.hist()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0a773d5cf8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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LQzp06KDw8HDt37/fe6ysrExXXXWV+vXr5/MxcZK0d+9epaWlSZJSUlJUXFzsPVdXV6d9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\n/x+HS9t2Q94MuwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 800x550 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rF-iWXcoHMOm",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 529
        },
        "outputId": "6908a9e2-a9d3-4b95-a7a0-adff041c08b1"
      },
      "source": [
        "#  plotting histogram of value variable\n",
        "#\n",
        "sns.distplot(df.value)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0a7423a0f0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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pkl+1R4zw3Q8TGhqq+Pj4Pm8UBAAAACyem313HbxaWy8PWa2wsBAdOnNBnZ1dfm3JWDBl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\nwOD/AzcuKZRR07tbAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 800x550 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UOpcRHXoHMMA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 303
        },
        "outputId": "d923cfe9-af0b-4827-883f-f88098c4459e"
      },
      "source": [
        "# plotting bar chart for product category\n",
        "#\n",
        "sns.barplot(df.productcategory,)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "TypeError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-47-2bcd9f9e2479>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbarplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mproductcategory\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py\u001b[0m in \u001b[0;36mbarplot\u001b[0;34m(x, y, hue, data, order, hue_order, estimator, ci, n_boot, units, orient, color, palette, saturation, errcolor, errwidth, capsize, dodge, ax, **kwargs)\u001b[0m\n\u001b[1;32m   3147\u001b[0m                           \u001b[0mestimator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mci\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_boot\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0munits\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3148\u001b[0m                           \u001b[0morient\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpalette\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msaturation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3149\u001b[0;31m                           errcolor, errwidth, capsize, dodge)\n\u001b[0m\u001b[1;32m   3150\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3151\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0max\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, x, y, hue, data, order, hue_order, estimator, ci, n_boot, units, orient, color, palette, saturation, errcolor, errwidth, capsize, dodge)\u001b[0m\n\u001b[1;32m   1607\u001b[0m                                  order, hue_order, units)\n\u001b[1;32m   1608\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mestablish_colors\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpalette\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msaturation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1609\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mestimate_statistic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mestimator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mci\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_boot\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1610\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1611\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdodge\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdodge\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py\u001b[0m in \u001b[0;36mestimate_statistic\u001b[0;34m(self, estimator, ci, n_boot)\u001b[0m\n\u001b[1;32m   1491\u001b[0m                     \u001b[0mstatistic\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnan\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1492\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1493\u001b[0;31m                     \u001b[0mstatistic\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mestimator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstat_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1494\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1495\u001b[0m                 \u001b[0;31m# Get a confidence interval for this estimate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/numpy/core/fromnumeric.py\u001b[0m in \u001b[0;36mmean\u001b[0;34m(a, axis, dtype, out, keepdims)\u001b[0m\n\u001b[1;32m   3116\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3117\u001b[0m     return _methods._mean(a, axis=axis, dtype=dtype,\n\u001b[0;32m-> 3118\u001b[0;31m                           out=out, **kwargs)\n\u001b[0m\u001b[1;32m   3119\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3120\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/numpy/core/_methods.py\u001b[0m in \u001b[0;36m_mean\u001b[0;34m(a, axis, dtype, out, keepdims)\u001b[0m\n\u001b[1;32m     85\u001b[0m             \u001b[0mret\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mret\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mret\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mrcount\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     86\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 87\u001b[0;31m         \u001b[0mret\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mret\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mrcount\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     88\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     89\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mret\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for /: 'str' and 'int'"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PxOBjg-bHMGH"
      },
      "source": [
        "# plotting pie chart for pricing strategy\n",
        "#\n",
        "plt.pie(df.pri)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Df7-8RmgHMEh"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lV4Fk5Q-HMAn"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    }
  ]
}