Cleaning Training Data 2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning the Training Data\n",
    "- Cleaning up the data for it to be modeled."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    " \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pandas.api.types import is_string_dtype, is_numeric_dtype\n",
    "import pandas_profiling\n",
    "import numpy as np\n",
    "import re\n",
    "import requests\n",
    "from IPython.display import display\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import norm\n",
    "from scipy import stats\n",
    "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n",
    "\n",
    "import warnings\n",
    "import types\n",
    "\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the training data and parse the date column.\n",
    "df = pd.read_csv('./Datasets/Tan_Train.csv', low_memory=False, parse_dates=['date_recorded'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the data with the target to be merged with training dataframe.\n",
    "df_target = pd.read_csv('./Datasets/Tan_Labels.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>amount_tsh</th>\n",
       "      <th>date_recorded</th>\n",
       "      <th>funder</th>\n",
       "      <th>gps_height</th>\n",
       "      <th>installer</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>wpt_name</th>\n",
       "      <th>num_private</th>\n",
       "      <th>...</th>\n",
       "      <th>payment_type</th>\n",
       "      <th>water_quality</th>\n",
       "      <th>quality_group</th>\n",
       "      <th>quantity</th>\n",
       "      <th>quantity_group</th>\n",
       "      <th>source</th>\n",
       "      <th>source_type</th>\n",
       "      <th>source_class</th>\n",
       "      <th>waterpoint_type</th>\n",
       "      <th>waterpoint_type_group</th>\n",
       "    </tr>\n",
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       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>annually</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>enough</td>\n",
       "      <td>enough</td>\n",
       "      <td>spring</td>\n",
       "      <td>spring</td>\n",
       "      <td>groundwater</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8776</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-03-06</td>\n",
       "      <td>Grumeti</td>\n",
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       "      <td>GRUMETI</td>\n",
       "      <td>34.698766</td>\n",
       "      <td>-2.147466</td>\n",
       "      <td>Zahanati</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>never pay</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>surface</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>2013-02-25</td>\n",
       "      <td>Lottery Club</td>\n",
       "      <td>686</td>\n",
       "      <td>World vision</td>\n",
       "      <td>37.460664</td>\n",
       "      <td>-3.821329</td>\n",
       "      <td>Kwa Mahundi</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>per bucket</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>enough</td>\n",
       "      <td>enough</td>\n",
       "      <td>dam</td>\n",
       "      <td>dam</td>\n",
       "      <td>surface</td>\n",
       "      <td>communal standpipe multiple</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>67743</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-01-28</td>\n",
       "      <td>Unicef</td>\n",
       "      <td>263</td>\n",
       "      <td>UNICEF</td>\n",
       "      <td>38.486161</td>\n",
       "      <td>-11.155298</td>\n",
       "      <td>Zahanati Ya Nanyumbu</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>never pay</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>dry</td>\n",
       "      <td>dry</td>\n",
       "      <td>machine dbh</td>\n",
       "      <td>borehole</td>\n",
       "      <td>groundwater</td>\n",
       "      <td>communal standpipe multiple</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19728</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011-07-13</td>\n",
       "      <td>Action In A</td>\n",
       "      <td>0</td>\n",
       "      <td>Artisan</td>\n",
       "      <td>31.130847</td>\n",
       "      <td>-1.825359</td>\n",
       "      <td>Shuleni</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>never pay</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>seasonal</td>\n",
       "      <td>seasonal</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>surface</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  amount_tsh date_recorded        funder  gps_height     installer  \\\n",
       "0  69572      6000.0    2011-03-14         Roman        1390         Roman   \n",
       "1   8776         0.0    2013-03-06       Grumeti        1399       GRUMETI   \n",
       "2  34310        25.0    2013-02-25  Lottery Club         686  World vision   \n",
       "3  67743         0.0    2013-01-28        Unicef         263        UNICEF   \n",
       "4  19728         0.0    2011-07-13   Action In A           0       Artisan   \n",
       "\n",
       "   longitude   latitude              wpt_name  num_private  ... payment_type  \\\n",
       "0  34.938093  -9.856322                  none            0  ...     annually   \n",
       "1  34.698766  -2.147466              Zahanati            0  ...    never pay   \n",
       "2  37.460664  -3.821329           Kwa Mahundi            0  ...   per bucket   \n",
       "3  38.486161 -11.155298  Zahanati Ya Nanyumbu            0  ...    never pay   \n",
       "4  31.130847  -1.825359               Shuleni            0  ...    never pay   \n",
       "\n",
       "  water_quality quality_group      quantity  quantity_group  \\\n",
       "0          soft          good        enough          enough   \n",
       "1          soft          good  insufficient    insufficient   \n",
       "2          soft          good        enough          enough   \n",
       "3          soft          good           dry             dry   \n",
       "4          soft          good      seasonal        seasonal   \n",
       "\n",
       "                 source           source_type  source_class  \\\n",
       "0                spring                spring   groundwater   \n",
       "1  rainwater harvesting  rainwater harvesting       surface   \n",
       "2                   dam                   dam       surface   \n",
       "3           machine dbh              borehole   groundwater   \n",
       "4  rainwater harvesting  rainwater harvesting       surface   \n",
       "\n",
       "               waterpoint_type waterpoint_type_group  \n",
       "0           communal standpipe    communal standpipe  \n",
       "1           communal standpipe    communal standpipe  \n",
       "2  communal standpipe multiple    communal standpipe  \n",
       "3  communal standpipe multiple    communal standpipe  \n",
       "4           communal standpipe    communal standpipe  \n",
       "\n",
       "[5 rows x 40 columns]"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function that displays all columns and rows when you use commands like df.head() and df_tail().\n",
    "\n",
    "def display_all(df):\n",
    "    with pd.option_context('display.max_rows', 1000):\n",
    "        with pd.option_context('display.max_columns', 1000):\n",
    "            display(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
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       "      <th>1</th>\n",
       "      <td>8776</td>\n",
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       "      <td>2013-03-06</td>\n",
       "      <td>Grumeti</td>\n",
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       "      <td>GRUMETI</td>\n",
       "      <td>34.698766</td>\n",
       "      <td>-2.147466</td>\n",
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       "      <td>Mahakamani</td>\n",
       "      <td>Mtwara</td>\n",
       "      <td>90</td>\n",
       "      <td>63</td>\n",
       "      <td>Nanyumbu</td>\n",
       "      <td>Nanyumbu</td>\n",
       "      <td>58</td>\n",
       "      <td>True</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>VWC</td>\n",
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       "      <td>True</td>\n",
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       "      <td>never pay</td>\n",
       "      <td>soft</td>\n",
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       "      <td>dry</td>\n",
       "      <td>dry</td>\n",
       "      <td>machine dbh</td>\n",
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       "      <td>groundwater</td>\n",
       "      <td>communal standpipe multiple</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19728</td>\n",
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       "      <td>0</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>never pay</td>\n",
       "      <td>never pay</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>seasonal</td>\n",
       "      <td>seasonal</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>surface</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  amount_tsh date_recorded        funder  gps_height     installer  \\\n",
       "0  69572      6000.0    2011-03-14         Roman        1390         Roman   \n",
       "1   8776         0.0    2013-03-06       Grumeti        1399       GRUMETI   \n",
       "2  34310        25.0    2013-02-25  Lottery Club         686  World vision   \n",
       "3  67743         0.0    2013-01-28        Unicef         263        UNICEF   \n",
       "4  19728         0.0    2011-07-13   Action In A           0       Artisan   \n",
       "\n",
       "   longitude   latitude              wpt_name  num_private  \\\n",
       "0  34.938093  -9.856322                  none            0   \n",
       "1  34.698766  -2.147466              Zahanati            0   \n",
       "2  37.460664  -3.821329           Kwa Mahundi            0   \n",
       "3  38.486161 -11.155298  Zahanati Ya Nanyumbu            0   \n",
       "4  31.130847  -1.825359               Shuleni            0   \n",
       "\n",
       "                     basin  subvillage   region  region_code  district_code  \\\n",
       "0               Lake Nyasa    Mnyusi B   Iringa           11              5   \n",
       "1            Lake Victoria     Nyamara     Mara           20              2   \n",
       "2                  Pangani     Majengo  Manyara           21              4   \n",
       "3  Ruvuma / Southern Coast  Mahakamani   Mtwara           90             63   \n",
       "4            Lake Victoria  Kyanyamisa   Kagera           18              1   \n",
       "\n",
       "         lga        ward  population public_meeting              recorded_by  \\\n",
       "0     Ludewa    Mundindi         109           True  GeoData Consultants Ltd   \n",
       "1  Serengeti       Natta         280            NaN  GeoData Consultants Ltd   \n",
       "2  Simanjiro     Ngorika         250           True  GeoData Consultants Ltd   \n",
       "3   Nanyumbu    Nanyumbu          58           True  GeoData Consultants Ltd   \n",
       "4    Karagwe  Nyakasimbi           0           True  GeoData Consultants Ltd   \n",
       "\n",
       "  scheme_management                  scheme_name permit  construction_year  \\\n",
       "0               VWC                        Roman  False               1999   \n",
       "1             Other                          NaN   True               2010   \n",
       "2               VWC  Nyumba ya mungu pipe scheme   True               2009   \n",
       "3               VWC                          NaN   True               1986   \n",
       "4               NaN                          NaN   True                  0   \n",
       "\n",
       "  extraction_type extraction_type_group extraction_type_class management  \\\n",
       "0         gravity               gravity               gravity        vwc   \n",
       "1         gravity               gravity               gravity        wug   \n",
       "2         gravity               gravity               gravity        vwc   \n",
       "3     submersible           submersible           submersible        vwc   \n",
       "4         gravity               gravity               gravity      other   \n",
       "\n",
       "  management_group         payment payment_type water_quality quality_group  \\\n",
       "0       user-group    pay annually     annually          soft          good   \n",
       "1       user-group       never pay    never pay          soft          good   \n",
       "2       user-group  pay per bucket   per bucket          soft          good   \n",
       "3       user-group       never pay    never pay          soft          good   \n",
       "4            other       never pay    never pay          soft          good   \n",
       "\n",
       "       quantity quantity_group                source           source_type  \\\n",
       "0        enough         enough                spring                spring   \n",
       "1  insufficient   insufficient  rainwater harvesting  rainwater harvesting   \n",
       "2        enough         enough                   dam                   dam   \n",
       "3           dry            dry           machine dbh              borehole   \n",
       "4      seasonal       seasonal  rainwater harvesting  rainwater harvesting   \n",
       "\n",
       "  source_class              waterpoint_type waterpoint_type_group  \n",
       "0  groundwater           communal standpipe    communal standpipe  \n",
       "1      surface           communal standpipe    communal standpipe  \n",
       "2      surface  communal standpipe multiple    communal standpipe  \n",
       "3  groundwater  communal standpipe multiple    communal standpipe  \n",
       "4      surface           communal standpipe    communal standpipe  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_all(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(59400, 40)"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the size of the dataframe\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                                int64\n",
       "amount_tsh                      float64\n",
       "date_recorded            datetime64[ns]\n",
       "funder                           object\n",
       "gps_height                        int64\n",
       "installer                        object\n",
       "longitude                       float64\n",
       "latitude                        float64\n",
       "wpt_name                         object\n",
       "num_private                       int64\n",
       "basin                            object\n",
       "subvillage                       object\n",
       "region                           object\n",
       "region_code                       int64\n",
       "district_code                     int64\n",
       "lga                              object\n",
       "ward                             object\n",
       "population                        int64\n",
       "public_meeting                   object\n",
       "recorded_by                      object\n",
       "scheme_management                object\n",
       "scheme_name                      object\n",
       "permit                           object\n",
       "construction_year                 int64\n",
       "extraction_type                  object\n",
       "extraction_type_group            object\n",
       "extraction_type_class            object\n",
       "management                       object\n",
       "management_group                 object\n",
       "payment                          object\n",
       "payment_type                     object\n",
       "water_quality                    object\n",
       "quality_group                    object\n",
       "quantity                         object\n",
       "quantity_group                   object\n",
       "source                           object\n",
       "source_type                      object\n",
       "source_class                     object\n",
       "waterpoint_type                  object\n",
       "waterpoint_type_group            object\n",
       "dtype: object"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View data types of all columns.\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
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       "                background-color: #337ab7;\n",
       "                border-radius: 3px;\n",
       "                margin-right: 4px;\n",
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       "            .other .bar {\n",
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       "            .missing .bar{\n",
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       "\n",
       "            .pp-anchor{\n",
       "\n",
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       "\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>40 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Number of observations</th>\n",
       "                <td>59400 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Total Missing (%)</th>\n",
       "                <td>1.9% </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Total size in memory</th>\n",
       "                <td>18.1 MiB </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Average record size in memory</th>\n",
       "                <td>320.0 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>10 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Categorical</th>\n",
       "                <td>26 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Boolean</th>\n",
       "                <td>0 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Date</th>\n",
       "                <td>1 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Text (Unique)</th>\n",
       "                <td>0 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Rejected</th>\n",
       "                <td>1 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Unsupported</th>\n",
       "                <td>2 </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_amount_tsh\"><code>amount_tsh</code></a> is highly skewed (γ1 = 57.808)  <span class=\"label label-info\">Skewed</span></li><li><a href=\"#pp_var_amount_tsh\"><code>amount_tsh</code></a> has 41639 / 70.1% zeros <span class=\"label label-info\">Zeros</span></li><li><a href=\"#pp_var_funder\"><code>funder</code></a> has 3635 / 6.1% missing values <span class=\"label label-default\">Missing</span></li><li><a href=\"#pp_var_funder\"><code>funder</code></a> has a high cardinality: 1898 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_gps_height\"><code>gps_height</code></a> has 20438 / 34.4% zeros <span class=\"label label-info\">Zeros</span></li><li><a href=\"#pp_var_installer\"><code>installer</code></a> has 3655 / 6.2% missing values <span class=\"label label-default\">Missing</span></li><li><a href=\"#pp_var_installer\"><code>installer</code></a> has a high cardinality: 2146 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_longitude\"><code>longitude</code></a> has 1812 / 3.1% zeros <span class=\"label label-info\">Zeros</span></li><li><a href=\"#pp_var_wpt_name\"><code>wpt_name</code></a> has a high cardinality: 37400 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_num_private\"><code>num_private</code></a> is highly skewed (γ1 = 91.934)  <span class=\"label label-info\">Skewed</span></li><li><a href=\"#pp_var_num_private\"><code>num_private</code></a> has 58643 / 98.7% zeros <span class=\"label label-info\">Zeros</span></li><li><a href=\"#pp_var_subvillage\"><code>subvillage</code></a> has a high cardinality: 19288 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_lga\"><code>lga</code></a> has a high cardinality: 125 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_ward\"><code>ward</code></a> has a high cardinality: 2092 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_population\"><code>population</code></a> has 21381 / 36.0% zeros <span class=\"label label-info\">Zeros</span></li><li><a href=\"#pp_var_public_meeting\"><code>public_meeting</code></a> has 3334 / 5.6% missing values <span class=\"label label-default\">Missing</span></li><li><a href=\"#pp_var_public_meeting\"><code>public_meeting</code></a> is an unsupported type, check if it needs cleaning or further analysis <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_recorded_by\"><code>recorded_by</code></a> has constant value GeoData Consultants Ltd <span class=\"label label-primary\">Rejected</span></li><li><a href=\"#pp_var_scheme_management\"><code>scheme_management</code></a> has 3877 / 6.5% missing values <span class=\"label label-default\">Missing</span></li><li><a href=\"#pp_var_scheme_name\"><code>scheme_name</code></a> has 28166 / 47.4% missing values <span class=\"label label-default\">Missing</span></li><li><a href=\"#pp_var_scheme_name\"><code>scheme_name</code></a> has a high cardinality: 2697 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_permit\"><code>permit</code></a> has 3056 / 5.1% missing values <span class=\"label label-default\">Missing</span></li><li><a href=\"#pp_var_permit\"><code>permit</code></a> is an unsupported type, check if it needs cleaning or further analysis <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_construction_year\"><code>construction_year</code></a> has 20709 / 34.9% zeros <span class=\"label label-info\">Zeros</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_id\">id<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>59400</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>100.0%</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>37115</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>74247</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=\"minihistogram1623378187932041906\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAARJJREFUeJzt1sEJAjEUQEFXLMki7MmzPVmEPcW7yAMXzOYwc1/yl%2BSRbGOMcQK%2BOh89AKzscvQAn67358/fvB63KevMMONf9qyxx6y9/KdttSfWqgeXOVYLxBMLgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCATCNsYYRw8Bq3KDQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQHgDEYkbikMLC6cAAAAASUVORK5CYII%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives1623378187932041906,#minihistogram1623378187932041906\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives1623378187932041906\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles1623378187932041906\"\n",
       "                                                  aria-controls=\"quantiles1623378187932041906\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram1623378187932041906\" aria-controls=\"histogram1623378187932041906\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common1623378187932041906\" aria-controls=\"common1623378187932041906\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme1623378187932041906\" aria-controls=\"extreme1623378187932041906\"\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=\"quantiles1623378187932041906\">\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>3730.9</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>18520</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>37062</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>55656</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>70564</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>74247</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>74247</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>37137</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>21453</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.57802</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.2015</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>37115</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>18586</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>0.0026225</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>2204638827</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>460240000</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>464.2 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=\"histogram1623378187932041906\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%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%2B3cuYNXHpcjWD6sTZsABQQEqE2bAG%2BX0uJaS6%2BtpU%2BJXv1Va%2Bm1tfQpta5ebSJgAQAAWEbAAgAAsIyABQAAYBkBCwAAwDICFgAAgGUELAAAAMsIWAAAAJb5bMAqLy/XtGnTlJSUpL59%2B2rixIkqKSmRJO3bt09jxoxRQkKCkpOTtXbtWrf75ufnKyUlRfHx8UpLS9PevXtdc/X19Vq4cKEGDBighIQETZgwwbUuAABAc/hswJo8ebKqqqr0zjvvaMuWLWrbtq2eeOIJnT59Wg8%2B%2BKBGjRqlPXv2KCcnR/Pnz9f%2B/fslSbt27dLcuXO1YMEC7dmzRyNHjtSECRNUXV0tScrLy9P27du1bt06bdu2TUFBQZo1a5Y3WwUAAD7GJwPWP/7xD%2B3bt08LFizQJZdcorCwMM2dO1dTp07V5s2bFR4errFjx8rhcKh///5KTU3V6tWrJUlr167V8OHD1adPHwUGBuq%2B%2B%2B5TRESENm3a5JofP368LrvsMoWFhSk7O1tbt27V4cOHvdkyAADwIT4ZsPbv36%2BYmBi98sorSklJ0aBBg7Rw4UJ17txZhYWFiouLc9s%2BJiZGBQUFkqSioqLzzldUVOjYsWNu81FRUerYsaMOHDjQ8o0BAAC/4JN/7Pn06dM6cOCArrvuOuXn58vpdGratGmaPn26oqKiFBwc7LZ9UFCQqqqqJEmVlZXnna%2BsrJQkhYSENJlvnGuOkpISlZaWuo05HCGKjo5u9hrN0bZtG7f/9WetpdfW0qdEr/6qtfTaWvqUWlevNvlkwGrXrp0kKTs7W%2B3bt1dYWJimTJmiu%2B66S2lpaXI6nW7bO51OhYaGSpKCg4PPOR8REeEKXo3XY53r/s2xZs0aLVu2zG1s0qRJyszMbPYaP8UllwT/%2BEZ%2BorX02lr6lOjVX7WWXltLn1Lr6tUGnwxYMTExamhoUG1trdq3by9JamhokCRdc801%2BtOf/uS2fVFRkWJjYyVJsbGxKiwsbDI/ePBgdezYUV26dHE7jVhaWqry8vImpxV/SEZGhpKTk93GHI4QnTrV/KNgzdG2bRtdckmwvvuuWvX1DVbXvti0ll5bS58Svfqr1tKrr/SZkrvN2yU02ztTb2qRdSMimn%2BAxCafDFgDBgzQlVdeqccff1zz58/X2bNn9eyzz2rIkCEaMWKEli5dqhUrVmjs2LH6%2BOOPtWHDBv3%2B97%2BXJKWnp2vSpEkaOnSo%2BvTpo9WrV%2BvkyZNKSUmRJKWlpSkvL0%2B9evVSRESE5s2bp379%2Bumqq65qdn3R0dFNTgeWllaors7%2BL2Fi9l%2Bsr9lS3poy8ILXqK9vaJHn8VyGLt7ukcfBxc/Ge1fy3PvXl967tp5bb/Hkv0n%2Bzt%2BeR58MWIGBgVq5cqUWLFigO%2B64Q2fPnlVycrKys7N1ySWX6KWXXlJOTo6WLl2qyMhIzZo1SzfeeKMkqX///pozZ46efPJJHT9%2BXDExMVq%2BfLnCw8Ml/fNUXl1dncaOHavKykolJSVp8eLF3mzXb/jSP/oAcC78O4bmCjDGGG8X0RqUllZYX9PhaONTh38BX3WhR1kcjjaKiAjVqVOVHMH6F752BMuXnltf01Lvhc6dO7TIuj/GJ49gAQD8A4EF/oqABQA/ghAA4KfiSy0AAAAsI2ABAABYRsACAACwjIAFAABgGQELAADAMgIWAACAZQQsAAAAywhYAAAAlhGwAAAALCNgAQAAWEbAAgAAsIyABQAAYBkBCwAAwDICFgAAgGUELAAAAMsIWAAAAJYRsAAAACwjYAEAAFhGwAIAALCMgAUAAGAZAQsAAMAyAhYAAIBlBCwAAADLCFgAAACWEbAAAAAsI2ABAABYRsACAACwjIAFAABgGQELAADAMgIWAACAZQQsAAAAywhYAAAAlhGwAAAALCNgAQAAWEbAAgAAsIyABQAAYBkBCwAAwDICFgAAgGUELAAAAMt8NmBt2rRJ1157rRISEly3rKwsSdIHH3yg1NRUxcfHa%2BjQodqyZYvbfZcvX67BgwcrPj5e48aN05dffumaq6qq0syZM5WUlKQ%2Bffpo2rRpqqys9GhvAADAt/lswPr000/1i1/8Qnv37nXdFi1apOLiYk2ePFmPPPKIPvroI02ePFlTpkzR8ePHJUn5%2BflauXKlXnzxRe3atUs9e/ZUZmamjDGSpLlz5%2Bro0aN6%2B%2B23tXnzZh09elS5ubnebBUAAPgYjwesLVu2qKGh4YLX%2BfTTT3Xdddc1Gc/Pz1diYqKGDBkih8OhYcOGqW/fvlqzZo0k6ZVXXtGvfvUrxcbGqn379nrsscd05MgR7dq1S9XV1dqwYYMyMzMVHh6uTp06aerUqXrttddUXV19wTUDAIDWweMBa8qUKRo8eLAWLVqkgwcP/ltrNDQ06LPPPtP777%2BvW2%2B9VYMHD9YTTzyh06dPq6ioSHFxcW7bx8TEqKCgQJKazAcGBurqq69WQUGBvv76a9XW1rrNd%2BvWTU6nU8XFxf9WrQAAoPVxePoBt2/fro0bN%2Br111/Xiy%2B%2BqN69eystLU0jRoxQWFhYs9YoKyvTtddeqzvuuENLly7VqVOnNH36dGVlZammpkbBwcFu2wcFBamqqkqSVFlZed75M2fOSJJCQkJcc43b/pTrsEpKSlRaWuo25nCEKDo6utlrNEfbtj57hhcAADcOh3/t0zwesMLCwpSRkaGMjAx9/fXX2rBhg/70pz9pwYIFGjJkiNLT03XjjTf%2B4BpRUVFavXq16%2Bfg4GBlZWXprrvuUlJSkpxOp9v2TqdToaGhrm3PN98YrKqrq13bN54abG74k6Q1a9Zo2bJlbmOTJk1SZmZms9cAAKA1iYgI9XYJVnk8YH3f5Zdfru7du%2Burr77SoUOH9PHHH2vLli26/PLLtWjRIvXo0eOc9ysoKNCbb76pxx57TAEBAZKkmpoatWnTRr1799bnn3/utn1RUZHreq3Y2FgVFhbq1ltvlSTV1taquLhYcXFx6tq1qwIDA1VUVKTrr79eknTw4EHXacTmysjIUHJystuYwxGiU6fsfhqRI1gAAH9hex/ZyFvBzSt76E8%2B%2BURz5szRoEGDlJWVpYCAAOXl5WnLli3atm2bunXrpilTppz3/uHh4Vq9erVeeOEF1dXV6ciRI1q0aJH%2B4z/%2BQ6NGjdLu3bu1adMm1dXVadOmTdq9e7d%2B8YtfSJJGjx6tVatWqaCgQGfPntUzzzyjqKgoJSYmKjg4WEOHDlVubq7KyspUVlam3NxcjRgxQkFBQc3uLzo6Wj179nS7RUZGqa6uweqtvv7CPywAAMDFwPY%2BsvHmLQGm8fsJPCQlJUXffPONrr32Wo0ePVqpqanq0KGD2zZvv/22Zs2apT179px3nd27d%2Bt3v/udvvjiC7Vv317Dhw9XVlaW2rdvr23btik3N1eHDh3SFVdcoaysLN18882SJGOMXn75Za1evVplZWXq1auXnnrqKXXt2lWSdObMGS1cuFDvvfeeamtrddttt%2BmJJ55wuy7r31FaWnFB9z8Xh6ONUnK3WV8XAABPe2vKwBZZt3PnDj%2B%2BUQvweMCaN2%2Be0tPTm3zS7/u%2B%2B%2B471dXVKTIy0oOVtSwCFgAA5%2BdvAcvjpwgff/xx7d%2B/X5s2bXKNPfzww1q/fr3r50suucSvwhUAAGhdPB6wVqxYoaefftrtizsvv/xyzZkzR2vXrvV0OQAAANZ5PGCtXr1a8%2BfP1%2BjRo11jjz/%2BuHJycvTiiy96uhwAAADrPB6wSkpK1LNnzybjvXv31pEjRzxdDgAAgHUeD1hdu3bVO%2B%2B802T8/fff15VXXunpcgAAAKzz%2BBeN/uY3v9G0adP0%2Beef6/rrr1dAQIA%2B/fRTbdy4UU8//bSnywEAALDO4wFrxIgRcjgcWrFihd59910FBgaqW7dueu6551zfrg4AAODLvPKncu68807deeed3nhoAACAFueVgPXtt99q3759qqmpaTI3atQoL1QEAABgj8cD1rp16zR79mzV19c3mQsICCBgAQAAn%2BfxgJWXl6e0tDRNnz5dYWFhnn54AACAFueV78H69a9/TbgCAAB%2By%2BMBq0ePHvr66689/bAAAAAe4/FThL/%2B9a/11FNP6fDhw/r5z3%2Budu3auc337dvX0yUBAABY5fGANWXKFElSTk5Ok7mAgAB9/vnnni4JAADAKo8HrHfffdfTDwkAAOBRHg9YV1xxhSSppqZG33zzja666ioZYxQYGOjpUgAAAFqExy9yN8YoNzdXffv21YgRI3T06FFNnz5dM2fOVG1trafLAQAAsM7jAWvlypVav3695syZ47rAfciQIXrvvfe0ZMkST5cDAABgnccD1po1azR79mylpaUpICBAkjRs2DDl5ORo48aNni4HAADAOo8HrG%2B%2B%2BUbXXHNNk/Hu3bvrxIkTni4HAADAOo8HrCuuuEL79%2B9vMv7BBx/oyiuv9HQ5AAAA1nn8U4QPPPCAnnrqKR0/flzGGO3YsUN//vOftXLlSs2cOdPT5QAAAFjn8YA1evRo1dXVKS8vT06nU7Nnz1anTp306KOP6u677/Z0OQAAANZ5PGBJUkZGhjIyMlRWViZjjDp16uSNMgAAAFqExwPWnj17mox9%2BeWXrv/mbxECAABf5/GANW7cOAUEBMgY4xoLCAhQQECA2rRpo3/84x%2BeLgkAAMAqr/8twrq6OhUXF2vx4sWaNm2ap8sBAACwzmt/i/D7fvaznykkJERPP/201q9f7%2BmSAAAArPL492CdT5cuXfTVV195uwwAAIAL5vEjWEeOHHH72RijiooK5eXl6Wc/%2B5mnywEAALDO4wErOTnZ9TcIGxljFBoaqmeeecbT5QAAAFjn8YD1v//7v00CVmBgoOLi4hQaGurpcgAAAKzzeMBKSkry9EMCAAB4lNe%2BB6s5/vjHP7ZwNQAAAPZ5/FOE8fHx%2Bvvf/66Kigr16NFDvXv3liTt3r1b4eHhuuKKK1w3AAAAX%2BTxI1hHjx5Venq6Zs%2Be7Tb%2B3HPP6auvvtL8%2BfM9XRIAAIBVHj%2BC9e6772rcuHFNxkeOHKn33nvP0%2BUAAABY5/GA1bFjR/3f//1fk/E9e/YoMjLS0%2BUAAABY5/FThHfffbdmz56tgwcPqlevXjLG6OOPP9bq1as1Y8YMT5cDAABgnccD1kMPPSRjjFatWqXf//73kqRLL71UM2bM0C9/%2BUtPlwMAAGCdV/4W4W9/%2B1v97W9/04cffqgPP/xQ77///r8drurr6zVu3Di3o18ffPCBUlNTFR8fr6FDh2rLli1u91m%2BfLkGDx6s%2BPh4jRs3Tl9%2B%2BaVrrqqqSjNnzlRSUpL69OmjadOmqbKy8t9rFAAAtEpe/WPPkZGRF3zd1bJly/TRRx%2B5fi4uLtbkyZP1yCOP6KOPPtLkyZM1ZcoUHT9%2BXJKUn5%2BvlStX6sUXX9SuXbvUs2dPZWZmyhgjSZo7d66OHj2qt99%2BW5s3b9bRo0eVm5t7QTUCAIDWxasB60Lt2LFDmzdv1u233%2B4ay8/PV2JiooYMGSKHw6Fhw4apb9%2B%2BWrNmjSTplVde0a9%2B9SvFxsaqffv2euyxx3TkyBHt2rVL1dXV2rBhgzIzMxUeHq5OnTpp6tSpeu2111RdXe2tNgEAgI/x2YB18uRJZWdn65lnnlFwcLBrvKioSHFxcW7bxsTEqKCg4JzzgYGBuvrqq1VQUKCvv/5atbW1bvPdunWT0%2BlUcXFxyzYEAAD8hscvcrehoaFBWVlZuv/%2B%2B9WjRw%2B3ucrKSrfAJUlBQUGqqqr60fkzZ85IkkJCQlxzjdv%2BlOuwSkpKVFpa6jbmcIQoOjq62Ws0R9u2PpuPAQBw43D41z7NJwPW888/r3bt2p3zC0uDg4PldDrdxpxOp0JDQ390vjFYVVdXu7ZvPDUYFhbW7PrWrFmjZcuWuY1NmjRJmZmZzV4DAIDWJCIi1NslWOWTAWv9%2BvUqKSlRYmKiJLkC01//%2BleNHTtWn332mdv2RUVFuu666yRJsbGxKiws1K233ipJqq2tVXFxseLi4tS1a1cFBgaqqKhI119/vSTp4MGDrtOIzZWRkaHk5GS3MYcjRKdO2f00IkewAAD%2BwvY%2BspG3gptPBqy//OUvbj83fkXDggULdPDgQb388svatGmTbr/9dm3evFm7d%2B9Wdna2JGn06NF67rnnNHjwYHXt2lXPPvusoqKilJiYqMDAQA0dOlS5ublasmSJJCk3N1cjRoxQUFBQs%2BuLjo5ucjqwtLRCdXUNF9I2AAB%2By9/2kT4ZsH5It27d9N///d/Kzc1Vdna2rrjiCj333HPq2rWrJCk9PV0VFRWaNGmSysrK1KtXLz3//PMKDAyUJM2ZM0cLFy5Uamqqamtrddttt%2BmJJ57wZksAAMDHBJjGL4BCiyotrbC%2BpsPRRim526yvCwCAp701ZWCLrNu5c4cWWffHcBEPAACAZQQsAAAAywhYAAAAlhGwAAAALCNgAQAAWEbAAgAAsIyABQAAYBkBCwAAwDICFgAAgGUELAAAAMsIWAAAAJYRsAAAACwjYAEAAFhGwAIAALCMgAUAAGAZAQsAAMAyAhYAAIBlBCwAAADLCFgAAACWEbAAAAAsI2ABAABYRsACAACwjIAFAABgGQELAADAMgIWAACAZQQsAAAAywhYAAAAlhGwAAAALCNgAQAAWEbAAgAAsIyABQAAYBkBCwAAwDICFgAAgGUELAAAAMsIWAAAAJYRsAAAACwjYAEAAFhGwAIAALCMgAUAAGAZAQsAAMAyAhYAAIBlPhuwduzYoTFjxuiGG27QwIEDNXfuXDmdTknSvn37NGbMGCUkJCg5OVlr1651u29%2Bfr5SUlIUHx%2BvtLQ07d271zVXX1%2BvhQsXasCAAUpISNCECRNUUlLi0d4AAIBv88mAVVZWpoceekh33323PvroI%2BXn52v37t36wx/%2BoNOnT%2BvBBx/UqFGjtGfPHuXk5Gj%2B/Pnav3%2B/JGnXrl2aO3euFixYoD179mjkyJGaMGGCqqurJUl5eXnavn271q1bp23btikoKEizZs3yZrsAAMDH%2BGTAioyM1Icffqi0tDQFBASovLxcZ8%2BeVWRkpDZv3qzw8HCNHTtWDodD/fv3V2pqqlavXi1JWrt2rYYPH64%2BffooMDBQ9913nyIiIrRp0ybX/Pjx43XZZZcpLCxM2dnZ2rp1qw4fPuzNlgEAgA/xyYAlSWFhYZKkm2%2B%2BWampqercubPS0tJUWFiouLg4t21jYmJUUFAgSSoqKjrvfEVFhY4dO%2BY2HxUVpY4dO%2BrAgQMt3BEAAPAXDm8XcKE2b96s06dPa%2BrUqcrMzFSXLl0UHBzstk1QUJCqqqokSZWVleedr6yslCSFhIQ0mW%2Bca46SkhKVlpa6jTkcIYqOjm72Gs3Rtq3P5mMAANw4HP61T/P5gBUUFKSgoCBlZWVpzJgxGjdunCoqKty2cTqdCg0NlSQFBwe7Lob//nxERIQreDVej3Wu%2BzfHmjVrtGzZMrexSZMmKTMzs9lrAADQmkRENH8/6wt8MmB98sknevzxx/XGG2%2BoXbt2kqSamhoFBgYqJiZG27dvd9u%2BqKhIsbGxkqTY2FgVFhY2mR88eLA6duyoLl26uJ1GLC0tVXl5eZPTij8kIyNDycnJbmMOR4hOnWr%2BUbDm4AgWAMBf2N5HNvJWcPPJPXT37t3ldDr1zDPPqKamRt9%2B%2B60WLlyo9PR03XHHHTpx4oRWrFih2tpa7dy5Uxs2bNDo0aMlSenp6dqwYYN27typ2tparVixQidPnlRKSookKS0tTXl5eTp8%2BLDOnDmjefPmqV%2B/frrqqquaXV90dLR69uzpdouMjFJdXYPVW319Q4s8vwAAeJrtfWTjzVsCjDHGa49%2BAYqKijRv3jx9%2Bumn6tChg1JTUzVp0iS1a9dOn376qXJycvTFF18oMjJSEydOVFpamuu%2B69evV15eno4fP66YmBjNmjVL119/vSSptrZWS5Ys0RtvvKHKykolJSVp7ty56tSp0wXVW1pa8eMb/UQORxul5G6zvi4AAJ721pSBLbJu584dWmTdH%2BOzAcvXELAAADg/fwtYPnmKEAAA4GJGwAIAALCMgAUAAGAZAQsAAMAyrwWsmpoaffnll6qrq1Ntba23ygAAALDO4wHLGKPc3Fz17dtXI0aM0NGjRzV9%2BnTNnDmToAUAAPyCxwPWypUrtX79es2ZM8f1LexDhgzRe%2B%2B9pyVLlni6HAAAAOs8HrDWrFmj2bNnKy0tTQEBAZKkYcOGKScnRxs3bvR0OQAAANZ5PGB98803uuaaa5qMd%2B/eXSdOnPB0OQAAANZ5PGBdccUV2r9/f5PxDz74QFdeeaWnywEAALDO4ekHfOCBB/TUU0/p%2BPHjMsZox44d%2BvOf/6yVK1dq5syZni4HAADAOo8HrNGjR6uurk55eXlyOp2aPXu2OnXqpEcffVR33323p8sBAACwzuMB64033tCdd96pjIwMlZWVyRijTp06eboMAACAFuPxa7Cefvpp18XskZGRhCsAAOB3PB6wrr76ah04cMDTDwsAAOAxHj9FGBsbq6lTp%2BqFF17Q1Vdfrfbt27vNz58/39MlAQAAWOXxgHXo0CH16dNHklRaWurphwcAAGhxHglY8%2BfP1yOPPKKQkBCtXLnSEw8JAADgNR65BuuPf/yjqqur3cYeeOABlZSUeOLhAQAAPMojAcsY02Tsk08%2B0dmzZz3x8AAAAB7l8U8RAgAA%2BDsCFgAAgGUeC1gBAQGeeigAAACv8tjXNDz99NNu33lVW1urRYsWKTQ01G07vgcLAAD4Oo8ErL59%2Bzb5zquEhASdOnVKp06d8kQJAAAAHuORgMV3XwEAgNaEi9wBAAAsI2ABAABYRsACAACwjIAFAABgGQELAADAMgIWAACAZQQsAAAAywhYAAAAlhGwAAAALCNgAQAAWEbAAgAAsIyABQAAYBkBCwAAwDICFgAAgGUELAAAAMt8NmAVFBTo/vvvV79%2B/TRw4EBNmzZNZWVlkqR9%2B/ZpzJgxSkhIUHJystauXet23/z8fKWkpCg%2BPl5paWnau3eva66%2Bvl4LFy7UgAEDlJCQoAkTJqikpMSjvQEAAN/mkwHL6XTqN7/5jRISEvS3v/1Nb775psrLy/X444/r9OnTevDBBzVq1Cjt2bNHOTk5mj9/vvbv3y9J2rVrl%2BbOnasFCxZoz549GjlypCZMmKDq6mpJUl5enrZv365169Zp27ZtCgoK0qxZs7zZLgAA8DE%2BGbCOHDmiHj16aNKkSWrXrp0iIiKUkZGhPXv2aPPmzQoPD9fYsWPlcDjUv39/paamavXq1ZKktWvXavjw4erTp48CAwN13333KSIiQps2bXLNjx8/XpdddpnCwsKUnZ2trVu36vDhw95sGQAA%2BBCfDFg///nP9cILL6ht27ausbfffls9e/ZUYWGh4uLi3LaPiYlRQUGBJKmoqOi88xUVFTp27JjbfFRUlDp27KgDBw60YEcAAMCfOLxdwIUyxmjx4sXasmWLVq1apT/%2B8Y8KDg522yYoKEhVVVWSpMrKyvPOV1ZWSpJCQkKazDfONUdJSYlKS0vdxhyOEEVHRzd7jeZo29Yn8zEAAE04HP61T/PpgHXmzBnNnDlTn332mVatWqXu3bsrODhYFRUVbts5nU6FhoZKkoKDg%2BV0OpvMR0REuIJX4/VY57p/c6xZs0bLli1zG5s0aZIyMzObvQYAAK1JRETz97O%2BwGcD1qFDhzR%2B/HhdfvnlevXVVxUZGSlJiouL0/bt2922LSoqUmxsrCQpNjZWhYWFTeYHDx6sjh07qkuXLm6nEUtLS1VeXt7ktOIPycjIUHJystuYwxGiU6eafxSsOTiCBQDwF7b3kY28Fdx8cg99%2BvRp3Xvvvbrhhhv04osvusKVJKWkpOjEiRNasWKFamtrtXPnTm3YsEGjR4%2BWJKWnp2vDhg3auXOnamtrtWLFCp08eVIpKSmSpLS0NOXl5enw4cM6c%2BaM5s2bp379%2Bumqq65qdn3R0dHq2bOn2y0yMkp1dQ1Wb/X1DXafWAAAvMT2PrLx5i0%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%2B%2BTn5yslJUXx8fFKS0vT3r17XXP19fVauHChBgwYoISEBE2YMEElJSUe6wcAAPg%2Bnw5YH3/8sTIyMnTo0CHX2OnTp/Xggw9q1KhR2rNnj3JycjR//nzt379fkrRr1y7NnTtXCxYs0J49ezRy5EhNmDBB1dXVkqS8vDxt375d69at07Zt2xQUFKRZs2Z5pT8AAOCbfDZg5efna%2BrUqXr00Ufdxjdv3qzw8HCNHTtWDodD/fv3V2pqqlavXi1JWrt2rYYPH64%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%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%2BfyUlJbr30kJlZGRYD28Xm5KSEq1Zs8bve20tfUr06q9aS6%2BtpU%2BpdfVqk3/FRQtiY2NVXl6uEydOuMYOHjyoSy%2B9VB06dGjWGhkZGXrttdfcbhkZGdZrLS0t1bJly5ocLfNHraXX1tKnRK/%2BqrX02lr6lFpXrzZxBOtfXH311erTp4/mzZun//qv/9KpU6f0%2B9//Xunp6c1eIzo6mpQPAEArxhGsc1i6dKnq6up022236a677tJNN92kiRMnerssAADgIziCdQ5RUVFaunSpt8sAAAA%2Bqu2TTz75pLeLwL8vNDRU/fr1a/YF%2BL6stfTaWvqU6NVftZZeW0ufUuvq1ZYAY4zxdhEAAAD%2BhGuwAAAALCNgAQAAWEbAAgAAsIyABQAAYBkBCwAAwDICFgAAgGUELAAAAMsIWAAAAJYRsHzUyZMnNXHiRCUmJiopKUk5OTmqq6vzdlk/qKysTCkpKdq1a5drbN%2B%2BfRozZowSEhKUnJystWvXut0nPz9fKSkpio%2BPV1pamvbu3euaq6%2Bv18KFCzVgwAAlJCRowoQJKikpcc17%2BjkqKCjQ/fffr379%2BmngwIGaNm2aysrK/K5PSdqxY4fGjBmjG264QQMHDtTcuXPldDr9stfv1zZu3DjNmDHDNfbBBx8oNTVV8fHxGjp0qLZs2eJ2n%2BXLl2vw4MGKj4/XuHHj9OWXX7rmqqqqNHPmTCUlJalPnz6aNm2aKisrXfNfffWV7r33XiUkJGjQoEH6n//5nxbvcdOmTbr22muVkJDgumVlZfllr%2BXl5Zo2bZqSkpLUt29fTZw40fVe86f38BtvvOH2eiYkJOi6667TddddJ8n/XteLioFPuueee8xjjz1mqqqqzKFDh8zw4cPN8uXLvV3WeX300UdmyJAhJi4uzuzcudMYY0x5ebnp16%2BfWbVqlamtrTUffvihSUhIMPv27TPGGLNz506TkJBgPvroI1NTU2Nefvllk5SUZKqqqowxxjz33HMmNTXVHDlyxFRUVJgpU6aY8ePHux7Tk89RdXW1GThwoFmyZIk5e/asKSsrM%2BPHjzcPPfSQX/VpjDEnT540vXr1MuvWrTP19fXm%2BPHjZsSIEWbJkiV%2B1%2Bv3LV682PTo0cNMnz7dGGPMV199ZXr16mXeeecdU1tbazZu3Gh69%2B5tjh07Zowx5rXXXjM33XST%2BeKLL4zT6TTz5883w4cPNw0NDcYYY2bMmGHuvfdec%2BrUKXPixAlzzz33mCeffNIYY0xNTY25/fbbzaJFi8zZs2fNZ599ZgYNGmQ2bdrUoj0uWLDAzJgxo8m4P/Z6zz33mEmTJpnTp0%2BbiooK8/DDD5sHH3zQr9/Dxhhz7NgxM3DgQPP666/75et6MSFg%2BaDi4mITFxfn%2BiUwxpiNGzeaW265xYtVnd9rr71mbrnlFrNx40a3gPXKK6%2BY22%2B/3W3b2bNnm2nTphljjHnsscfMrFmz3ObvvPNO8%2BqrrxpjjBk8eLB54403XHOlpaWme/fu5tChQx5/jg4ePGgeeOABU1dX5xr761//am644Qa/6rNRRUWFMcaYhoYGc%2BDAAZOSkmJWrlzpl70aY8yHH35ohg0bZjIzM10B63e/%2B525//773bZ74IEHzJIlS4wxxvzyl780eXl5rrmamhqTkJBgduzYYaqqqkzPnj3Nxx9/7Jr/%2B9//bnr37m2qqqrM9u3bTXx8vDl79qxr/vnnnzdjx45tyTbN2LFjzapVq5qM%2B1uvn376qenVq5frfWyMMadOnTJffPGF376Hjfnn7%2Bu4ceNMdna2Mcb/XteLDacIfVBhYaHCw8PVpUsX11i3bt105MgRfffdd16s7NwGDRqkd955R8OGDXMbLywsVFxcnNtYTEyMCgoKJElFRUXnna%2BoqNCxY8fc5qOiotSxY0cdOHDA48/Rz3/%2Bc73wwgtq27ata%2Bztt99Wz549/arPRmFhYZKkm2%2B%2BWampqercubPS0tL8steTJ08qOztbzzzzjIKDg13jP9TLueYDAwN19dVXq6CgQF9//bVqa2vd5rt16yan06ni4mIVFhaqa9euateu3TnXbgkNDQ367LPP9P777%2BvWW2/V4MGD9cQTT%2Bj06dN%2B1%2Bv%2B/fsVExOjV155RSkpKRo0aJAWLlyozp07%2B%2BV7uNH69etVVFTkOs3tb6/rxYaA5YMqKyvd/qGX5Pq5qqrKGyX9oM6dO8vhcDQZP1cfQUFBrh5%2BaL7xPH9ISEiT%2BcrKSq8%2BR8YYPfvss9qyZYuys7P9tk9J2rx5s7Zu3ao2bdooMzPT73ptaGhQVlaW7r//fvXo0cNt7kJ6PXPmjCT3Xhu3/aFeW/I1LSsr07XXXqs77rhDmzZt0p///GcVFxcrKyvL73o9ffq0Dhw4oOLiYuXn5%2Bv111/X8ePHNX36dL97DzdqaGhQXl6efvvb37r%2BD5K/va4XGwKWDwoJCVF1dbXbWOPPoaGh3ijp3xIcHOy6MLqR0%2Bl09fBD842/uP/6PDTOe%2Bs5OnPmjDIzM7VhwwatWrVK3bt398s%2BGwUFBalLly7KysrStm3b/K7X559/Xu3atdO4ceOazF1Ir407pe/30/jfYWFh5%2B21JV/TqKgorV69Wunp6QoODtbll1%2BurKwsbd26VcYYv%2Bq18ahKdna2wsLCFBUVpSlTpuiDDz64oF4vxvdwo127dqmkpETp6emuMX97D19sCFg%2BKDY2VuXl5Tpx4oRr7ODBg7r00kvVoUMHL1b208TFxamwsNBtrKioSLGxsZL%2B2ef55jt27KguXbqoqKjINVdaWqry8nLFxcV55Tk6dOiQRo8erTNnzujVV19V9%2B7d/bLPTz75RHfeeadqampcYzU1NQoMDFRMTIxf9bp%2B/Xrt3r1biYmJSkxM1Jtvvqk333xTiYmJP/l1ra2tVXFxseLi4tS1a1cFBga69Xrw4EHXKZjY2FgVFxe7fbrs%2B2u3hIKCAuXm5soY4xqrqalRmzZt1Lt3b7/qNSYmRg0NDaqtrXWNNTQ0SJKuueYav3oPN3r77beVkpLidsTJ397DFx3vXgKGf9fdd99tHn30UVNRUeH6JMrSpUu9XdaP%2Bv5F7mVlZSYxMdG8/PLLpqamxuzYscN1AaUxxvXpnR07drg%2BrdO3b19z6tQpY4wxzz77rBkxYoQ5dOiQ69M699xzj%2BuxPPkclZeXm1tuucXMmDHD1NfXu835U5/GGHPmzBlz8803m3nz5pmzZ8%2Bab775xqSnp5s5c%2Bb4Xa//avr06a6L3IuKikyvXr3Mxo0bXZ/A6tWrl/nyyy%2BNMf/8EMdNN91kPv/8c9cnsFJSUkxNTY0xxpipU6eae%2B65x5w8edKcPHnS3HPPPa61a2trTXJyslmwYIFxOp3m888/N4MGDTLr1q1rsd6OHj1q4uPjzR/%2B8AdTW1trvv32W3PXXXeZxx9/3O96rampMSkpKWby5MnmzJkz5uTJk%2BY///M/zaRJk/z2PTxixAjzyiuvuI352%2Bt6sSFg%2BajS0lIzefJk069fP3PjjTeaBQsWuH2C7WL1/YBljDH79%2B83GRkZJiEhwdx2221Nfvlef/11c8cdd5j4%2BHiTnp5u/v73v7vmampqzKJFi8xNN91kbrjhBjNhwgRz4sQJ17wnn6OXXnrJxMXFmeuvv97Ex8e73fypz0aFhYXm/vvvN4mJiebWW281v/vd71yfFvK3Xr/v%2BwHLGGO2bt1qRo4caeLj483w4cPN%2B%2B%2B/75praGgwL774oklOTjbx8fFm3Lhxrh2XMf/8JOasWbPMgAEDTN%2B%2Bfc2MGTNMZWWla764uNj8%2Bte/Nn369DE33XSTef7551u8v127drleuxtvvNHMnTvXOJ1Ov%2Bz12LFjZsqUKWbgwIEmMTHRTJs2zZw%2BfdoY45/v4fj4eLfXrJG/va4XkwBjvnc8GAAAABeMa7AAAAAsI2ABAABYRsACAACwjIAFAABgGQELAADAMgIWAACAZQQsAAAAywhYAAAAlhGwAAAALCNgAQAAWEbAAgAAsIyABQAAYBkBCwAAwDICFgAAgGUELAAAAMv%2BH8uAup5eXHtCAAAAAElFTkSuQmCC\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common1623378187932041906\">\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\">2047</td>\n",
       "        <td class=\"number\">1</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\">72310</td>\n",
       "        <td class=\"number\">1</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\">49805</td>\n",
       "        <td class=\"number\">1</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\">51852</td>\n",
       "        <td class=\"number\">1</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\">62091</td>\n",
       "        <td class=\"number\">1</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\">64138</td>\n",
       "        <td class=\"number\">1</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\">57993</td>\n",
       "        <td class=\"number\">1</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\">60040</td>\n",
       "        <td class=\"number\">1</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\">33413</td>\n",
       "        <td class=\"number\">1</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\">35460</td>\n",
       "        <td class=\"number\">1</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 (59390)</td>\n",
       "        <td class=\"number\">59390</td>\n",
       "        <td class=\"number\">100.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme1623378187932041906\">\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\">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\">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\">2</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\">3</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\">4</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\">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\">74240</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\">74242</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\">74243</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\">74246</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\">74247</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_amount_tsh\">amount_tsh<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>98</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>0.2%</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>317.65</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>350000</td>\n",
       "                </tr>\n",
       "                <tr class=\"alert\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>70.1%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram-2363292298361882965\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAAPtJREFUeJzt1bEJAlEQRVFXLGmLsCdje7IIexpzkQsbyN/gnHzgJZfZZmYuwE/X1QPgzG6rB3zbH6/DN%2B/n/Q9LwAeBJBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAjbzMzqEXBWPggEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAiED9obC49m6JdFAAAAAElFTkSuQmCC\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-2363292298361882965,#minihistogram-2363292298361882965\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-2363292298361882965\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-2363292298361882965\"\n",
       "                                                  aria-controls=\"quantiles-2363292298361882965\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-2363292298361882965\" aria-controls=\"histogram-2363292298361882965\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-2363292298361882965\" aria-controls=\"common-2363292298361882965\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-2363292298361882965\" aria-controls=\"extreme-2363292298361882965\"\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-2363292298361882965\">\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>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>20</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>1200</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>350000</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>350000</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>20</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>2997.6</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>9.4367</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>4903.5</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>317.65</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>522.12</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"alert\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>57.808</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>18868000</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>8985500</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>464.2 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-2363292298361882965\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XtcVXWi//%2B3uFE2IIKh2PSoh45AM5YGoZKXrFByTGkcwpwyxy5jM8LI2EOxi5YeHbyM2sUcHbXMk3JOpuWUE5U146THDK3MZpowMNE6piCXxA0ol8/vj77sXzu84Oljbliv5%2BPBY2Z/Pmt91nrvtZl5y15s2hhjjAAAAGBNwMU%2BAQAAgNaGggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALHNd7BNwipKSSutrBgS0UadOISor86ihwVhf31%2BR21m5Jedmd2puybnZyW0/d%2BfOHayu11z8BKsFCwhoozZt2iggoM3FPpUfFLmdlVtybnan5pacm53crSc3BQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAs89uCVVFRoWnTpikxMVF9%2B/ZVenq6iouLJUl79%2B7V6NGjFR8fr6SkJG3YsMFn302bNik5OVlxcXFKTU3Vnj17vHP19fVasGCBBgwYoPj4eE2cONG7riSVlpYqPT1dffr0UWJiorKzs1VXV/fDhAYAAK2C3xasSZMmqaqqSm%2B99Za2bt2qtm3b6tFHH9XXX3%2Bt%2B%2B%2B/X6NGjdLu3buVnZ2tefPm6eOPP5Yk5eXlac6cOZo/f752796tW2%2B9VRMnTlR1dbUkafny5dqxY4deeuklbd%2B%2BXUFBQZoxY4b3uJMnT1ZwcLC2b9%2BujRs3aufOnVqzZs3FeAoAAEAL5ZcF61//%2Bpf27t2r%2BfPnKywsTKGhoZozZ46mTp2qLVu2KDw8XGPHjpXL5VL//v2VkpKinJwcSdKGDRs0YsQIJSQkKDAwUHfffbciIiKUm5vrnZ8wYYIuvfRShYaGavr06dq2bZu%2B%2BOILHTx4ULt27VJWVpbcbrcuv/xypaene9cGAABoDr8sWB9//LGio6P14osvKjk5WYMGDdKCBQvUuXNnFRQUKDY21mf76Oho5efnS5IKCwvPOF9ZWakjR474zEdGRqpjx47at2%2BfCgoKFB4erqioKO98jx49dPjwYR0/fvwCJgYAAK2JX/6pnK%2B//lr79u3T1VdfrU2bNqmmpkbTpk3Tgw8%2BqMjISLndbp/tg4KCVFVVJUnyeDxnnPd4PJKk4ODgJvONc9/dt/FxVVWVwsLCmnX%2BxcXFKikp8RlzuYLVpUuXZu3fXG3bBvj8p1OQ21m5Jedmd2puybnZyd16cvtlwWrXrp0kafr06Wrfvr1CQ0M1efJk3X777UpNTVVNTY3P9jU1NQoJCZH0TSE63XxERIS3LDXej/Xd/Y0xTeYaHzeu3xzr16/X0qVLfcYyMjKUmZnZ7DXOR1iY%2B9wbtULkdh6nZndqbsm52cnd8vllwYqOjlZDQ4Nqa2vVvn17SVJDQ4Mk6ac//an%2B67/%2By2f7wsJCxcTESJJiYmJUUFDQZH7w4MHq2LGjoqKifN5GLCkpUUVFhWJjY9XQ0KCKigodO3ZMkZGRkqT9%2B/era9eu6tCh%2BX8scsyYMUpKSvIZc7mCVV7uOY9n4dzatg1QWJhbx49Xq76%2Bwera/ozczsotOTe7U3NLzs1Obvu5IyKa/wMSm/yyYA0YMECXX365HnnkEc2bN08nT57UE088oaFDh2rkyJFasmSJ1qxZo7Fjx%2BqDDz7Q5s2btWzZMklSWlqaMjIyNHz4cCUkJCgnJ0elpaVKTk6WJKWmpmr58uXq1auXIiIiNHfuXPXr109XXHGFJCkhIUFz587V7NmzVV5ermXLliktLe28zr9Lly5N3g4sKalUXd2F%2BWapr2%2B4YGv7M3I7j1OzOzW35Nzs5G752hhjzMU%2BidM5evSo96MWTp48qaSkJE2fPl1hYWH65z//qezsbH322Wfq1KmT0tPTlZqa6t33lVde0fLly3X06FFFR0drxowZuuaaayRJtbW1euqpp/Tqq6/K4/EoMTFRc%2BbM0SWXXCJJOnbsmGbPnq28vDwFBARo1KhRmjp1qtq2bfu98pSUVH6v/U/H5QpQ8qLt1te9UF6fPNDKOi5XgCIiQlRe7mk134jN4dTcknOzOzW35Nzs5Lafu3Pn5r8DZZPfFqzWhoJFwfq%2BnJpbcm52p%2BaWnJud3K2nYLWe2/UBAAD8BAULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyvy1Yubm56tmzp%2BLj471fWVlZkqR33nlHKSkpiouL0/Dhw7V161affVetWqXBgwcrLi5O48aN0%2Beff%2B6dq6qq0sMPP6zExEQlJCRo2rRp8ng83vkDBw5o/Pjxio%2BP16BBg/TnP//5hwkMAABaDb8tWP/85z/185//XHv27PF%2BLVy4UEVFRZo0aZJ%2B//vf6/3339ekSZM0efJkHT16VJK0adMmrV27Vs8%2B%2B6zy8vJ01VVXKTMzU8YYSdKcOXP01Vdf6c0339SWLVv01VdfadGiRZKk2tpa/fa3v1WvXr2Ul5enlStXKicnR6%2B//vpFex4AAEDL49cF6%2Bqrr24yvmnTJvXp00dDhw6Vy%2BXSLbfcor59%2B2r9%2BvWSpBdffFF33nmnYmJi1L59e02ZMkWHDx9WXl6eqqurtXnzZmVmZio8PFyXXHKJpk6dqpdfflnV1dXavXu3iouLlZmZqXbt2qlnz54aN26ccnJyfuj4AACgBXNd7BM4nYaGBn3yySdyu9165plnVF9frxtuuEFTp05VYWGhYmNjfbaPjo5Wfn6%2BJKmwsFATJkzwzgUGBqpbt27Kz89XeHi4amtrffbv0aOHampqVFRUpIKCAnXv3l3t2rXzWXvlypXndf7FxcUqKSnxGXO5gtWlS5fzWudc2rb12358Wi6XnfNtzN3S8n9fTs0tOTe7U3NLzs1O7taT2y8LVllZmXr27Klhw4ZpyZIlKi8v14MPPqisrCydOnVKbrfbZ/ugoCBVVVVJkjwezxnnT5w4IUkKDg72zjVu6/F4Truv2%2B32rt1c69ev19KlS33GMjIylJmZeV7rtDYRESFW1wsLc597o1bIqbkl52Z3am7JudnJ3fL5ZcGKjIz0eVvO7XYrKytLt99%2BuxITE1VTU%2BOzfU1NjUJCQrzbnmm%2BsVhVV1d7t6%2BurpYkhYaGKjg42Pu40be3ba4xY8YoKSnJZ8zlClZ5uecMe/zftLSmbyt/27YBCgtz6/jxatXXN1hZsyVwam7JudmdmltybnZy289t%2Bx/3zeWXBSs/P19//etfNWXKFLVp00aSdOrUKQUEBKh379769NNPfbYvLCz03q8VExOjgoIC3XTTTZK%2BuXG9qKhIsbGx6t69uwIDA1VYWKhrrrlGkrR//37v24ilpaUqKipSXV2dXC6Xd%2B2YmJjzOv8uXbo0eTuwpKRSdXXO%2BWY5Hdv56%2BsbHPmcOjW35NzsTs0tOTc7uVs%2Bv/wRSHh4uHJycvTMM8%2Borq5Ohw8f1sKFC/WLX/xCo0aN0q5du5Sbm6u6ujrl5uZq165d%2BvnPfy5Juu2227Ru3Trl5%2Bfr5MmTWrx4sSIjI9WnTx%2B53W4NHz5cixYtUllZmcrKyrRo0SKNHDlSQUFBSkxMVEREhBYvXqyTJ08qPz9fa9euVVpa2kV%2BRgAAQEvilz/B6tq1q1asWKHHH39cy5cvV/v27TVixAhlZWWpffv2%2BtOf/qRFixZp%2BvTpuuyyy/T000%2Bre/fukqS0tDRVVlYqIyNDZWVl6tWrl1asWKHAwEBJ0syZM7VgwQKlpKSotrZWQ4YM0aOPPipJcrlcWr16tWbPnq2BAwcqODhY48aNU2pq6kV7LgAAQMvTxjR%2BQBQuqJKSSutrulwBSl603fq6F8rrkwdaWcflClBERIjKyz2t5kfJzeHU3JJzszs1t%2BTc7OS2n7tz5w5W12suv3yLEAAAoCWjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALPP7glVfX69x48bpoYce8o698847SklJUVxcnIYPH66tW7f67LNq1SoNHjxYcXFxGjdunD7//HPvXFVVlR5%2B%2BGElJiYqISFB06ZNk8fj8c4fOHBA48ePV3x8vAYNGqQ///nPFz4kAABoVfy%2BYC1dulTvv/%2B%2B93FRUZEmTZqk3//%2B93r//fc1adIkTZ48WUePHpUkbdq0SWvXrtWzzz6rvLw8XXXVVcrMzJQxRpI0Z84cffXVV3rzzTe1ZcsWffXVV1q0aJEkqba2Vr/97W/Vq1cv5eXlaeXKlcrJydHrr7/%2BwwcHAAAtll8XrJ07d2rLli26%2BeabvWObNm1Snz59NHToULlcLt1yyy3q27ev1q9fL0l68cUXdeeddyomJkbt27fXlClTdPjwYeXl5am6ulqbN29WZmamwsPDdckll2jq1Kl6%2BeWXVV1drd27d6u4uFiZmZlq166devbsqXHjxiknJ%2BdiPQUAAKAF8tuCVVpaqunTp2vx4sVyu93e8cLCQsXGxvpsGx0drfz8/NPOBwYGqlu3bsrPz9fBgwdVW1vrM9%2BjRw/V1NSoqKhIBQUF6t69u9q1a3fatQEAAJrDdbFP4HQaGhqUlZWle%2B65Rz/5yU985jwej0/hkqSgoCBVVVWdc/7EiROSpODgYO9c47Yej%2Be0%2B7rdbu/azVVcXKySkhKfMZcrWF26dDmvdc6lbVu/7cen5XLZOd/G3C0t//fl1NySc7M7Nbfk3Ozkbj25/bJgrVixQu3atdO4ceOazLndbtXU1PiM1dTUKCQk5JzzjcWqurrau311dbUkKTQ0VMHBwd7Hjb69bXOtX79eS5cu9RnLyMhQZmbmea3T2kREnN/zeC5hYe5zb9QKOTW35NzsTs0tOTc7uVs%2BvyxYr7zyioqLi9WnTx9J8hamt99%2BW2PHjtUnn3zis31hYaGuvvpqSVJMTIwKCgp00003SfrmxvWioiLFxsaqe/fuCgwMVGFhoa655hpJ0v79%2B71vI5aWlqqoqEh1dXVyuVzetWNiYs7r/MeMGaOkpCSfMZcrWOXlnjPs8X/T0pq%2Brfxt2wYoLMyt48erVV/fYGXNlsCpuSXnZndqbsm52cltP7ftf9w3l18WrDfeeMPnceNHNMyfP1/79%2B/Xc889p9zcXN18883asmWLdu3apenTp0uSbrvtNj399NMaPHiwunfvrieeeEKRkZHq06ePAgMDNXz4cC1atEhPPfWUJGnRokUaOXKkgoKClJiYqIiICC1evFiTJ0/WgQMHtHbtWj3wwAPndf5dunRp8nZgSUml6uqc881yOrbz19c3OPI5dWpuybnZnZpbcm52crd8flmwzqZHjx7605/%2BpEWLFmn69Om67LLL9PTTT6t79%2B6SpLS0NFVWViojI0NlZWXq1auXVqxYocDAQEnSzJkztWDBAqWkpKi2tlZDhgzRo48%2BKklyuVxavXq1Zs%2BerYEDByo4OFjjxo1TamrqRcsLAABanjam8QOicEGVlFRaX9PlClDyou3W171QXp880Mo6LleAIiJCVF7uaTX/0mkOp%2BaWnJvdqbkl52Ynt/3cnTt3sLpec7Wsm3gAAABaAAoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWGa9YNXX19teEgAAoEWxXrAGDx6sP/7xjyosLLS9NAAAQItgvWD97ne/04cffqiRI0dq9OjReuGFF1RZaf9DNgEAAPyV9YJ1xx136IUXXtAbb7yhAQMGaNWqVRo0aJCmTJmid9991/bhAAAA/M4Fu8m9W7dueuCBB/TGG28oIyNDf/vb33TfffcpKSlJzz33HPdqAQCAVuuC/bHnvXv36i9/%2BYtyc3N16tQpJScnKzU1VUePHtVTTz2lf/7zn3r88ccv1OEBAAAuGusFa9myZXrllVd08OBB9erVSw888IBGjhyp0NBQ7zZt27bVY489ZvvQAAAAfsF6wVq3bp1uvfVWpaWlKTo6%2BrTb9OjRQ1OnTrV9aAAAAL9gvWBt27ZNJ06cUEVFhXcsNzdX/fv3V0REhCSpZ8%2Be6tmzp%2B1DAwAA%2BAXrN7n/%2B9//1rBhw7R%2B/Xrv2MKFC5WSkqLPPvvM9uEAAAD8jvWC9cc//lE333yzHnjgAe/Y22%2B/rcGDB2v%2B/Pm2DwcAAOB3rBesTz75RPfff7/atWvnHWvbtq3uv/9%2BffTRR7YPBwAA4HesF6zQ0FAdOnSoyfiRI0cUFBRk%2B3AAAAB%2Bx3rBGjZsmGbNmqV3331XJ06ckMfj0XvvvafZs2crOTnZ9uEAAAD8jvXfIpwyZYq%2B%2BOIL3XvvvWrTpo13PDk5WdOmTbN9OAAAAL9jvWC53W6tWLFCBw4c0L59%2BxQYGKgePXqoW7dutg8FAADgly7Yn8rp3r27unfvfqGWBwAA8FvWC9aBAwc0e/ZsffDBB6qtrW0y/%2Bmnn9o%2BJAAAgF%2BxXrBmzZqlw4cPa%2BrUqerQoYPt5QEAAPye9YK1Z88e/ed//qfi4%2BNtLw0AANAiWP%2BYhoiICIWEhNheFgAAoMWwXrDGjRunxx9/XJWVlbaXBgAAaBGsv0X4zjvv6KOPPlJiYqIuueQSnz%2BZI0l/%2B9vfbB8SAADAr1gvWImJiUpMTLS9LAAAQIthvWD97ne/s70kAABAi2L9HixJys/P18MPP6xf/vKXOnr0qHJycpSXl3chDgUAAOB3rBesf/3rXxo9erS%2B/PJL/etf/9KpU6f06aef6t5779XWrVttHw4AAMDvWC9YixYt0r333qu1a9cqMDBQkvSHP/xBv/rVr7R06VLbhwMAAPA7F%2BQnWKNGjWoyfscdd%2Bjzzz%2B3fTgAAAC/Y71gBQYG6sSJE03GDx8%2BLLfbbftwAAAAfsd6wRo6dKgWL16s8vJy79j%2B/fuVnZ2tG2%2B80fbhAAAA/I71gvXggw%2BqpqZGAwYMUHV1tVJTUzVy5Ei5XC5NmzbN9uEAAAD8jvXPwQoNDdULL7ygnTt36t///rcaGhoUGxur66%2B/XgEBF%2BRTIQAAAPyK9YLVqH///urfv/%2BFWh4AAMBvWS9YSUlJatOmzRnn%2BVuEAACgtbP%2Bnt0vfvELn6%2BRI0eqV69eKi8v1/jx45u9zs6dOzV69Ghde%2B21GjhwoObMmaOamhpJ0t69ezV69GjFx8crKSlJGzZs8Nl306ZNSk5OVlxcnFJTU7Vnzx7vXH19vRYsWKABAwYoPj5eEydOVHFxsXe%2BtLRU6enp6tOnjxITE5Wdna26urrv%2BawAAAAnsf4TrEmTJp12fN26dfrggw/0q1/96pxrlJWV6Te/%2BY1mzZqlUaNG6dixY7rvvvu0cuVKjR8/Xvfff78yMzM1ZswY7d69WxkZGbryyivVu3dv5eXlac6cOVq1apV69%2B6tnJwcTZw4UVu3bpXb7dby5cu1Y8cOvfTSS%2BrQoYMeffRRzZgxQytXrpQkTZ48WVFRUdq%2BfbuOHTumiRMnas2aNfr1r39t9XkCAACt1w921/lNN92kd955p1nbdurUSe%2B%2B%2B65SU1PVpk0bVVRU6OTJk%2BrUqZO2bNmi8PBwjR07Vi6XS/3791dKSopycnIkSRs2bNCIESOUkJCgwMBA3X333YqIiFBubq53fsKECbr00ksVGhqq6dOna9u2bfriiy908OBB7dq1S1lZWXK73br88suVnp7uXRsAAKA5frCCtWvXLrVv377Z24eGhkqSbrjhBqWkpKhz585KTU1VQUGBYmNjfbaNjo5Wfn6%2BJKmwsPCM85WVlTpy5IjPfGRkpDp27Kh9%2B/apoKBA4eHhioqK8s736NFDhw8f1vHjx887MwAAcCbrbxF%2B9y1AY4xOnDihffv2Nevtwe/asmWLvv76a02dOlWZmZmKiopq8onwQUFBqqqqkiR5PJ4zzns8HklScHBwk/nGue/u2/i4qqpKYWFhzTrn4uJilZSU%2BIy5XMHq0qVLs/ZvrrZtW9bHXrhcds63MXdLy/99OTW35NzsTs0tOTc7uVtPbusF60c/%2BlGT3yIMDAzU%2BPHjlZKSct7rBQUFKSgoSFlZWRo9erTGjRunyspKn21qamoUEhIi6ZtC1Hgz/LfnIyIivGWpurr6tPsbY5rMNT5uXL851q9f3%2BQPW2dkZCgzM7PZa7RGERHNfw6bIyzMmX96yam5Jedmd2puybnZyd3yWS9Y8%2BfP/95rfPjhh3rkkUf06quvql27dpKkU6dOKTAwUNHR0dqxY4fP9oWFhYqJiZEkxcTEqKCgoMn84MGD1bFjR0VFRfm8jVhSUqKKigrFxsaqoaFBFRUVOnbsmCIjIyV982d%2Bunbtqg4dOjT7/MeMGaOkpCSfMZcrWOXlnvN7Is6hpTV9W/nbtg1QWJhbx49Xq76%2BwcqaLYFTc0vOze7U3JJzs5Pbfm7b/7hvLusFa/fu3c3etm/fvqcdv/LKK1VTU6PFixdrypQpKikp0YIFC5SWlqZhw4Zp8eLFWrNmjcaOHasPPvhAmzdv1rJlyyRJaWlpysjI0PDhw5WQkKCcnByVlpYqOTlZkpSamqrly5erV69eioiI0Ny5c9WvXz9dccUVkqSEhATNnTtXs2fPVnl5uZYtW6a0tLTzeg66dOnS5O3AkpJK1dU555vldGznr69vcORz6tTcknOzOzW35Nzs5G75rBesu%2B%2B%2BW8YY71ejxrcNG8fatGmjTz/99LRrhISE6JlnntHcuXM1cOBAdejQQSkpKcrIyFC7du20evVqZWdna8mSJerUqZNmzJih6667TtI3nyA/c%2BZMzZo1S0ePHlV0dLRWrVql8PBwSd%2B8VVdXV6exY8fK4/EoMTFRTz75pPfYS5Ys0ezZszVkyBAFBARo1KhRSk9Pt/00AQCAVqyN%2BXYLsuDvf/%2B75s2bpwcffFDXXXedAgMDtXfvXs2aNUt33nmnbrrpJu%2B2l112mc1D%2B7WSkspzb3SeXK4AJS/abn3dC%2BX1yQOtrONyBSgiIkTl5Z5W8y%2Bd5nBqbsm52Z2aW3JudnLbz925c/Nv8bHJ%2Bk08CxYs0MyZMzV06FCFhoaqffv26tevn2bPnq3Vq1frsssu834BAAC0RtYLVnFxsS699NIm46GhoSovL7d9OAAAAL9jvWDFxcXp8ccf14kTJ7xjFRUVWrhwofr372/7cAAAAH7H%2Bk3uM2bM0Pjx4zV48GB169ZNknTgwAF17txZzz//vO3DAQAA%2BB3rBatHjx7Kzc3V5s2btX//fknSnXfeqREjRjT5lHQAAIDWyHrBkqSwsDCNHj1aX375pS6//HJJ33yaOwAAgBNYvwfLGKNFixapb9%2B%2BGjlypI4cOaIHH3xQDz/8sGpra20fDgAAwO9YL1hr167VK6%2B8opkzZ3r/zM3QoUP197//XU899ZTtwwEAAPgd6wVr/fr1euyxx5Samur99PZbbrlF2dnZeu2112wfDgAAwO9YL1hffvmlfvrTnzYZv/LKK3Xs2DHbhwMAAPA71gvWZZddpo8//rjJ%2BDvvvOO94R0AAKA1s/5bhPfdd5/%2B4z/%2BQ0ePHpUxRjt37tQLL7ygtWvX6uGHH7Z9OAAAAL9jvWDddtttqqur0/Lly1VTU6PHHntMl1xyiR544AHdcccdtg8HAADgd6wXrFdffVU/%2B9nPNGbMGJWVlckYo0suucT2YQAAAPyW9Xuw/vCHP3hvZu/UqRPlCgAAOI71gtWtWzft27fP9rIAAAAthvW3CGNiYjR16lQ988wz6tatm9q3b%2B8zP2/ePNuHBAAA8CvWC9ahQ4eUkJAgSSopKbG9PAAAgN%2BzUrDmzZun3//%2B9woODtbatWttLAkAANBiWbkH6/nnn1d1dbXP2H333afi4mIbywMAALQoVgqWMabJ2IcffqiTJ0/aWB4AAKBFsf5bhAAAAE5HwQIAALDMWsFq06aNraUAAABaNGsf0/CHP/zB5zOvamtrtXDhQoWEhPhsx%2BdgAQCA1s5Kwerbt2%2BTz7yKj49XeXm5ysvLbRwCAACgxbBSsPjsKwAAgP8fN7kDAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJb5bcHKz8/XPffco379%2BmngwIGaNm2aysrKJEl79%2B7V6NGjFR8fr6SkJG3YsMFn302bNik5OVlxcXFKTU0XrHfDAAAXcklEQVTVnj17vHP19fVasGCBBgwYoPj4eE2cOFHFxcXe%2BdLSUqWnp6tPnz5KTExUdna26urqfpjQAACgVfDLglVTU6Nf//rXio%2BP1//8z//or3/9qyoqKvTII4/o66%2B/1v33369Ro0Zp9%2B7dys7O1rx58/Txxx9LkvLy8jRnzhzNnz9fu3fv1q233qqJEyequrpakrR8%2BXLt2LFDL730krZv366goCDNmDHDe%2BzJkycrODhY27dv18aNG7Vz506tWbPmYjwNAACghfLLgnX48GH95Cc/UUZGhtq1a6eIiAiNGTNGu3fv1pYtWxQeHq6xY8fK5XKpf//%2BSklJUU5OjiRpw4YNGjFihBISEhQYGKi7775bERERys3N9c5PmDBBl156qUJDQzV9%2BnRt27ZNX3zxhQ4ePKhdu3YpKytLbrdbl19%2BudLT071rAwAANIfrYp/A6fz4xz/WM8884zP25ptv6qqrrlJBQYFiY2N95qKjo7Vx40ZJUmFhoW677bYm8/n5%2BaqsrNSRI0d89o%2BMjFTHjh21b98%2BSVJ4eLiioqK88z169NDhw4d1/PhxhYWFNev8i4uLVVJS4jPmcgWrS5cuzdq/udq29ct%2BfEYul53zbczd0vJ/X07NLTk3u1NzS87NTu7Wk9svC9a3GWP05JNPauvWrVq3bp2ef/55ud1un22CgoJUVVUlSfJ4PGec93g8kqTg4OAm841z39238XFVVVWzC9b69eu1dOlSn7GMjAxlZmY2a//WKiIixOp6YWHuc2/UCjk1t%2BTc7E7NLTk3O7lbPr8uWCdOnNDDDz%2BsTz75ROvWrdOVV14pt9utyspKn%2B1qamoUEvLN/3m73W7V1NQ0mY%2BIiPCWpcb7sb67vzGmyVzj48b1m2PMmDFKSkryGXO5glVe7mn2Gs3R0pq%2Brfxt2wYoLMyt48erVV/fYGXNlsCpuSXnZndqbsm52cltP7ftf9w3l98WrEOHDmnChAn60Y9%2BpI0bN6pTp06SpNjYWO3YscNn28LCQsXExEiSYmJiVFBQ0GR%2B8ODB6tixo6KiolRYWOh9m7CkpEQVFRWKjY1VQ0ODKioqdOzYMUVGRkqS9u/fr65du6pDhw7NPvcuXbo0eTuwpKRSdXXO%2BWY5Hdv56%2BsbHPmcOjW35NzsTs0tOTc7uVs%2Bv/wRyNdff63x48fr2muv1bPPPustV5KUnJysY8eOac2aNaqtrdV7772nzZs3e%2B%2B7SktL0%2BbNm/Xee%2B%2BptrZWa9asUWlpqZKTkyVJqampWr58ub744gudOHFCc%2BfOVb9%2B/XTFFVeoW7duSkhI0Ny5c3XixAl98cUXWrZsmdLS0i7K8wAAAFomv/wJ1ssvv6zDhw/r9ddf1xtvvOEzt2fPHq1evVrZ2dlasmSJOnXqpBkzZui6666TJPXv318zZ87UrFmzdPToUUVHR2vVqlUKDw%2BX9M29UHV1dRo7dqw8Ho8SExP15JNPetdfsmSJZs%2BerSFDhiggIECjRo1Senr6DxceAAC0eG2MMeZin4QTlJRUnnuj8%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%2BffooMTFR2dnZqquru/BBAQBAq%2BHXBeuDDz7QmDFjdOjQIe/Y119/rfvvv1%2BjRo3S7t27lZ2drXnz5unjjz%2BWJOXl5WnOnDmaP3%2B%2Bdu/erVtvvVUTJ05UdXW1JGn58uXasWOHXnrpJW3fvl1BQUGaMWOGd/3JkycrODhY27dv18aNG7Vz506tWbPmB80NAABaNr8tWJs2bdLUqVP1wAMP%2BIxv2bJF4eHhGjt2rFwul/r376%2BUlBTl5ORIkjZs2KARI0YoISFBgYGBuvvuuxUREaHc3Fzv/IQJE3TppZcqNDRU06dP17Zt2/TFF1/o4MGD2rVrl7KysuR2u3X55ZcrPT3duzYAAEBz%2BG3BGjRokN566y3dcsstPuMFBQWKjY31GYuOjlZ%2Bfr4kqbCw8IzzlZWVOnLkiM98ZGSkOnbsqH379qmgoEDh4eGKioryzvfo0UOHDx/W8ePHbUcEAACtlOtin8CZdO7c%2BbTjHo9HbrfbZywoKEhVVVXnnPd4PJKk4ODgJvONc9/dt/FxVVWVwsLCmnXuxcXFKikp8RlzuYLVpUuXZu3fXG3b%2Bm0/Pi2Xy875NuZuafm/L6fmlpyb3am5JedmJ3frye23BetM3G63KisrfcZqamoUEhLina%2BpqWkyHxER4S1LjfdjfXd/Y0yTucbHjes3x/r167V06VKfsYyMDGVmZjZ7jdYoIqL5z2FzhIW5z71RK%2BTU3JJzszs1t%2BTc7ORu%2BVpcwYqNjdWOHTt8xgoLCxUTEyNJiomJUUFBQZP5wYMHq2PHjoqKivJ5G7GkpEQVFRWKjY1VQ0ODKioqdOzYMUVGRkqS9u/fr65du6pDhw7NPscxY8YoKSnJZ8zlClZ5uee8855NS2v6tvK3bRugsDC3jh%2BvVn19g5U1WwKn5pacm92puSXnZie3/dy2/3HfXC2uYCUnJ2vhwoVas2aNxo4dqw8%2B%2BECbN2/WsmXLJElpaWnKyMjQ8OHDlZCQoJycHJWWlio5OVmSlJqaquXLl6tXr16KiIjQ3Llz1a9fP11xxRWSpISEBM2dO1ezZ89WeXm5li1bprS0tPM6xy5dujR5O7CkpFJ1dc75Zjkd2/nr6xsc%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%2BffooMTFR2dnZqquru9inBQAAWggK1mlMnjxZwcHB2r59uzZu3KidO3dqzZo1F/u0AABAC0HB%2Bo6DBw9q165dysrKktvt1uWXX6709HTl5ORc7FMDAAAtBAXrOwoKChQeHq6oqCjvWI8ePXT48GEdP378Ip4ZAABoKVwX%2BwT8jcfjkdvt9hlrfFxVVaWwsLBzrlFcXKySkhKfMZcrWF26dLF3opLatm1Z/djlsnO%2BjblbWv7vy6m5Jedmd2puybnZyd16clOwviM4OFjV1dU%2BY42PQ0JCmrXG%2BvXrtXTpUp%2Bx3/3ud5o0aZKdk/x/iouLNb5rgcaMGWO9vPmz4uJi/ed/PkNuB3FqdqfmlpybndytJ3frqYqWxMTEqKKiQseOHfOO7d%2B/X127dlWHDh2atcaYMWP08ssv%2B3yNGTPG%2BrmWlJRo6dKlTX5a1tqR21m5Jedmd2puybnZyd16cvMTrO/o1q2bEhISNHfuXM2ePVvl5eVatmyZ0tLSmr1Gly5dWk0DBwAA54%2BfYJ3GkiVLVFdXpyFDhuj222/X9ddfr/T09It9WgAAoIXgJ1inERkZqSVLllzs0wAAAC1U21mzZs262CeB/7uQkBD169ev2TfgtxbkdlZuybnZnZpbcm52creO3G2MMeZinwQAAEBrwj1YAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWC1UaWmp0tPT1adPHyUmJio7O1t1dXUX%2B7TOKTc3Vz179lR8fLz3KysrS5L0zjvvKCUlRXFxcRo%2BfLi2bt3qs%2B%2BqVas0ePBgxcXFady4cfr888%2B9c1VVVXr44YeVmJiohIQETZs2TR6Pxzt/4MABjR8/XvHx8Ro0aJD%2B/Oc//zCBJZWVlSk5OVl5eXnesb1792r06NGKj49XUlKSNmzY4LPPpk2blJycrLi4OKWmpmrPnj3eufr6ei1YsEADBgxQfHy8Jk6cqOLiYu/8uV4b5zr2hcw9c%2BZMXX311T7Xf/369d75C3mNz/X6%2Br7y8/N1zz33qF%2B/fho4cKCmTZumsrIySa3/ep8te2u%2B5jt37tTo0aN17bXXauDAgZozZ45qamoktf5rfrbsrfmanxeDFumuu%2B4yU6ZMMVVVVebQoUNmxIgRZtWqVRf7tM5p/vz55qGHHmoyfuDAAdOrVy/z1ltvmdraWvPaa6%2BZ3r17myNHjhhjjHn55ZfN9ddfbz777DNTU1Nj5s2bZ0aMGGEaGhqMMcY89NBDZvz48aa8vNwcO3bM3HXXXWbWrFnGGGNOnTplbr75ZrNw4UJz8uRJ88knn5hBgwaZ3NzcC573/fffN0OHDjWxsbHmvffeM8YYU1FRYfr162fWrVtnamtrzbvvvmvi4%2BPN3r17jTHGvPfeeyY%2BPt68//775tSpU%2Ba5554ziYmJpqqqyhhjzNNPP21SUlLM4cOHTWVlpZk8ebKZMGGC95hne22c69gXMrcxxvziF78wL7/88mn3uZDX%2BFyvr%2B%2BrurraDBw40Dz11FPm5MmTpqyszEyYMMH85je/afXX%2B2zZjWm917y0tNT06tXLvPTSS6a%2Bvt4cPXrUjBw50jz11FOt/pqfLbsxrfeany8KVgtUVFRkYmNjfV40r732mrnxxhsv4lk1z9ixY826deuajD/%2B%2BOPmnnvu8Rm77777vN%2Bwv/zlL83y5cu9c6dOnTLx8fFm586dpqqqylx11VXmgw8%2B8M5/9NFHpnfv3qaqqsrs2LHDxMXFmZMnT3rnV6xYYcaOHWs7no%2BXX37Z3Hjjjea1117zKRovvviiufnmm322feyxx8y0adOMMcZMmTLFzJgxw2f%2BZz/7mdm4caMxxpjBgwebV1991TtXUlJirrzySnPo0KFzvjbOdWwbzpT75MmT5qqrrjKfffbZafe7kNf4XK%2Bv72v//v3mvvvuM3V1dd6xt99%2B21x77bWt/nqfLXtrvubGGFNZWWmMMaahocHs27fPJCcnm7Vr17b6a27MmbO39mt%2BPniLsAUqKChQeHi4oqKivGM9evTQ4cOHdfz48Yt4ZmfX0NCgTz75RP/4xz900003afDgwXr00Uf19ddfq7CwULGxsT7bR0dHKz8/X5KazAcGBqpbt27Kz8/XwYMHVVtb6zPfo0cP1dTUqKioSAUFBerevbvatWt32rUvlEGDBumtt97SLbfc4jNeUFBwXlm/PV9ZWakjR474zEdGRqpjx47at2/fOV8b5zq2DWfKnZ%2Bfr7q6Oi1ZskQDBgzQsGHDtHLlSjU0NJw2t81rfK7X1/f14x//WM8884zatm3rHXvzzTd11VVXtfrrfbbsrfmaS1JoaKgk6YYbblBKSoo6d%2B6s1NTUVn/Nz5a9tV/z80HBaoE8Ho/cbrfPWOPjqqqqi3FKzVJWVqaePXtq2LBhys3N1QsvvKCioiJlZWWdNlNQUJA3z9nmT5w4IUkKDg72zjVu6/F4zvh8XejnqnPnznK5XE3Gv0/WxnsRvp21cf5sWSV59z/bsW04U%2B7Kykr169dP48aN0zvvvKOFCxdq7dq1Wr16taQLe41/iNyNjDF64okntHXrVk2fPr3VX%2B9v%2B252p1zzLVu2aNu2bQoICFBmZqajrvl3szvlmjcHBasFCg4OVnV1tc9Y4%2BOQkJCLcUrNEhkZqZycHKWlpcntdutHP/qRsrKytG3bNhljvDdINqqpqfHmcbvdZ5xv/Gb89nPS%2BN9DQ0PP%2BHxdrOfqbFnONd/4Px7fzfPt5%2BJsr41zHftCGjhwoJ5//nn169dPgYGB6t27t8aPH6/c3FxJF/Ya/1C5T5w4oczMTG3evFnr1q3TlVde6ZjrfbrsTrjm0jf/Jx4VFaWsrCxt377dMddcapr96quvdsQ1bw4KVgsUExOjiooKHTt2zDu2f/9%2Bde3aVR06dLiIZ3Z2%2Bfn5WrRokYwx3rFTp04pICBAvXv3VkFBgc/2hYWFiomJkfRN5m/P19bWqqioSLGxserevbsCAwNVWFjond%2B/f7/3R88xMTEqKiry%2BS2bb6/9Q4uNjT2vrN%2Be79ixo6KionyylpSUqKKiQrGxsed8bZzr2BfS22%2B/rRdeeMFn7NSpUwoKCpJ0Ya/xD5H70KFDuu2223TixAlt3LhRV155ZbOO3Rqu95myt%2BZr/uGHH%2BpnP/uZTp065ZMtMDBQ0dHRrfqany37jh07Wu01P28X5c4vfG933HGHeeCBB0xlZaX3t0iWLFlysU/rrL766isTFxdnVq5caWpra83//u//mttvv9088sgjprCw0PTq1cu89tpr3t/%2B6NWrl/n888%2BNMd/cuHn99debTz/91PubJ8nJyebUqVPGGGOmTp1q7rrrLlNaWmpKS0vNXXfdZR588EFjjDG1tbUmKSnJzJ8/39TU1JhPP/3UDBo0yLz00ks/WPZv3%2BxdVlZm%2BvTpY5577jlz6tQps3PnTu9NnsYY72/97Ny50/sbRn379jXl5eXGGGOeeOIJM3LkSHPo0CHvbxjddddd3mOd7bVxrmNfyNxbtmwxvXv3Nu%2B%2B%2B65paGgwH374oUlMTDR/%2BctfjDEX9hqf6/X1fVVUVJgbb7zRPPTQQ6a%2Bvt5nrrVf77Nlb83X/MSJE%2BaGG24wc%2BfONSdPnjRffvmlSUtLMzNnzmz11/xs2VvzNT9fFKwWqqSkxEyaNMn069fPXHfddWb%2B/Pk%2Bv8Xjr/Ly8syYMWNMfHy8ue6668ycOXNMTU2NMcaYbdu2mVtvvdXExcWZESNGmH/84x/e/RoaGsyzzz5rkpKSTFxcnBk3bpzPN01lZaWZMWOGGTBggOnbt6956KGHjMfj8c4XFRWZe%2B%2B91yQkJJjrr7/erFix4ocLbUyTjyv4%2BOOPvc/DkCFDmpS9v/zlL2bYsGEmLi7OpKWlmY8%2B%2Bsg7d%2BrUKbNw4UJz/fXXm2uvvdZMnDjRHDt2zDt/rtfGuY59IXP/93//t7n55pvNNddcY4YMGeLzG6UX%2Bhqf7fX1fa1evdrExsaaa665xsTFxfl8GdO6r/e5srfWa26MMQUFBeaee%2B4xffr0MTfddJN5/PHHvb/h1pqv%2Bbmyt%2BZrfj7aGPOt92sAAADwvXEPFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABg2f8HEH9OZ%2Bh8a2gAAAAASUVORK5CYII%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-2363292298361882965\">\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\">0.0</td>\n",
       "        <td class=\"number\">41639</td>\n",
       "        <td class=\"number\">70.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">500.0</td>\n",
       "        <td class=\"number\">3102</td>\n",
       "        <td class=\"number\">5.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">50.0</td>\n",
       "        <td class=\"number\">2472</td>\n",
       "        <td class=\"number\">4.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1000.0</td>\n",
       "        <td class=\"number\">1488</td>\n",
       "        <td class=\"number\">2.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">20.0</td>\n",
       "        <td class=\"number\">1463</td>\n",
       "        <td class=\"number\">2.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">200.0</td>\n",
       "        <td class=\"number\">1220</td>\n",
       "        <td class=\"number\">2.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">100.0</td>\n",
       "        <td class=\"number\">816</td>\n",
       "        <td class=\"number\">1.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">10.0</td>\n",
       "        <td class=\"number\">806</td>\n",
       "        <td class=\"number\">1.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">30.0</td>\n",
       "        <td class=\"number\">743</td>\n",
       "        <td class=\"number\">1.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2000.0</td>\n",
       "        <td class=\"number\">704</td>\n",
       "        <td class=\"number\">1.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (88)</td>\n",
       "        <td class=\"number\">4947</td>\n",
       "        <td class=\"number\">8.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:12%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-2363292298361882965\">\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\">0.0</td>\n",
       "        <td class=\"number\">41639</td>\n",
       "        <td class=\"number\">70.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">0.2</td>\n",
       "        <td class=\"number\">3</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\">0.25</td>\n",
       "        <td class=\"number\">1</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\">1.0</td>\n",
       "        <td class=\"number\">3</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\">2.0</td>\n",
       "        <td class=\"number\">13</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",
       "            <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\">138000.0</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\">170000.0</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\">200000.0</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\">250000.0</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\">350000.0</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_date_recorded\">date_recorded<br/>\n",
       "            <small>Date</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>356</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>0.6%</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",
       "        </div>\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>2002-10-14 00:00:00</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>2013-12-03 00:00:00</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram4735658011670317992\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAAytJREFUeJzt3TFIG2EYh/H/aUFwEBxOBAUzCo6GDIIiDloQESKiLgFBAgFXBz1EBLu5xSwSEAdFETI4KYKzQyYRguCYQRLjIEpAxevUQBr70hYuCfL8tiPcxzvk4eMCX87xfd8XgE%2B1NHoAoJl9a/QAqL%2Bwd/bP92R/fA9gkubHDgIY2EEQmK%2BwU7GDAAYCAQwEAhgIBDAQCGAgEMBAIICBQAADgQAGAgEMBAIYCAQwEAhgIBDAQCCAgUAAA4EABgIBDAQCGAgEMBAIYCAQwEAggIFAAAOBAAYCAQwEAhgIBDAQCGAgEMBAIICBQAADgQAGAgEMBAIYCAQwEAhg4C23%2BCv/88bar4AdBDAQCGAgEMBAIICBQAADgQAGx/d9v9FDAL8UCgUdHx9rbm5OXV1djR6HHQTNpVgsamdnR8VisdGjSCIQwEQggIFAAAOBoKm4rqvl5WW5rtvoUSTxKxZgYgcBDAQCGAgEMBAIYCAQwEAggIFAAAOBoC729vY0OTmpqakpra6u6vX1VblcTtFoVBMTE1pbW9Pb21vVPclkUslksmat%2B/t7RSIR5fP5wOcmEATu%2BvpamUxGJycnOj091fv7uw4PD7WysiLP83R%2Bfi5JOjo6kiQ9PT3J8zyl0%2BmatT4%2BPuR5Xk1MQSEQBK6jo0Pr6%2Btqb2%2BX4zjq7%2B/X7e2tyuWyBgcHJUnRaLQSysXFhfr6%2BrS4uFizVjqd1tDQkDo7O%2BsyO4EgcKFQSJFIRJJUKpV0cHCgUChUdSDKdd3KGZCZmRnF43G1trZWrXNzc6Orq6tPwwkKgaBu8vm8YrGYZmdnFQ6H5ThO5TPf96uuf1cul7W5uamtrS21tNTva0sgqItcLqeFhQXNz88rkUiou7u76tTgw8ODecQ2m82qVCopkUhoenpahUJB8Xhcd3d3gc7NX48icI%2BPj1paWtLGxobGx8clST09PWpra1M2m1U4HFYmk9HIyMgf1xgeHtbl5WXlemxsTLu7u%2Brt7Q10dgJB4Pb39/X8/KxUKqVUKiVJGh0d1fb2tjzP08vLiwYGBhSLxRo8aS3OgwAGnkEAA4EABgIBDD8B8HfROg6qu0wAAAAASUVORK5CYII%3D\">\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives4735658011670317992,#minihistogram4735658011670317992\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives4735658011670317992\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XtYVXWi//EPsFE2eGErYpenOZKCjZeSg4pK2aQxHUvS8TJUHrNSm1GSNC/FZOloaI5appZjXnJSnifS9MzY8Xbq%2BFRjhmZm5YiBeetgggIJG1Au6/dHP3azxSbYfoG98f16Hh7lu9b6rrU%2Bz5b9ca%2B1N36WZVkCAACAMf6NfQAAAABNDQULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhma%2BwDuFbk5RU19iF4FX9/P7VpE6L8fKeqqqzGPhyfQnaeITfPkZ1nyM0zpnNr166lgaOqO17BQqPw9/eTn5%2Bf/P39GvtQfA7ZeYbcPEd2niE3zzSV3ChYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGCYrbEPAABw7Rq0ZE9jH0KdbJ8c19iHAB/BK1gAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIxf9gwAQBPlS79Mu6n9Im1ewQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYJjXFqzMzEw9%2Buij6t27t%2BLi4jRjxgzl5%2BdLkmbNmqVu3bopOjra9ZWenu7adtWqVerfv7969Oih0aNH65tvvnEtKykpUUpKimJjYxUTE6MZM2bI6XS6lh8/flxjxoxRdHS0br/9dv35z39uuJMGAABNglcWrLKyMo0bN07R0dH6%2B9//rnfffVeFhYX6wx/%2BIEn68ssvNXfuXB08eND1lZiYKEnasmWL1q9frzVr1igjI0Ndu3ZVcnKyLMuSJM2dO1dnzpzRzp07tWvXLp05c0aLFi2SJJWXl%2Bv3v/%2B9unfvroyMDL3%2B%2ButKS0vT9u3bGycIAADgk7yyYOXk5OiWW25RUlKSmjVrJofDocTERO3fv1%2BXLl3S119/rW7dul1x27ffflsPPfSQIiMj1bx5c02dOlU5OTnKyMhQaWmptm7dquTkZIWGhqpt27aaNm2aNm/erNLSUu3fv1%2B5ublKTk5Ws2bN1KVLF40ePVppaWkNnAAAAPBltsY%2BgCu5%2BeabtXr1arexnTt3qmvXrsrMzFRFRYWWLl2qAwcOqGXLlho%2BfLjGjRsnf39/ZWdna/z48a7tAgMD1aFDB2VmZio0NFTl5eWKiopyLe/YsaPKysp04sQJZWVlKSIiQs2aNXMt79Spk15//fU6HX9ubq7y8vLcxmy2YIWHh9dpnqYsIMDf7U/UHtl5htw8R3Y/stlqnwG51U11tk0lN68sWP/MsiwtWbJEu3fv1oYNG3Tu3Dn17t1bo0eP1ksvvaQjR44oKSlJ/v7%2BGjdunJxOp%2Bx2u9scQUFBKikpUXFxsSQpODjYtax6XafTecVt7Xa7SkpK6nTM6enpWr58udtYUlKSkpOT6zTPtaBVK/vPr4QrIjvPkJvnyE5yOELqvA251c7l2fp6bl5dsIqLi5WSkqLDhw9rw4YN6ty5szp37qy4uDjXOrfeeqvGjBmjbdu2ady4cbLb7SorK3Obp6ysTCEhIa5iVVpaqpCQENffJalFixYKDg52fV/tn9etrcTERA0YMMBtzGYLVkGB8ye2uPYEBPirVSu7LlwoVWVlVWMfjk8hO8%2BQm%2BfI7kd1%2BTlObnVTna3p3DwpxSZ4bcE6deqUxo8frxtuuEGbNm1SmzZtJEnvvfeezp07pwceeMC17qVLlxQUFCRJioyMVFZWlu666y5JP9y4fuLECUVFRSkiIkKBgYHKzs7WbbfdJkk6duyY6zLi%2BfPndeLECVVUVMhm%2ByGa7OxsRUZG1unYw8PDa1wOzMsrUkUF/8AuV1lZRS4eIjvPkJvnyE4enT%2B51c7lGfl6bl55gfP777/XmDFj9O///u9as2aNq1xJP1wynD9/vvbu3SvLsnTw4EG9%2BeabrncRDh8%2BXBs2bFBmZqYuXryoxYsXKywsTD179pTdbtegQYO0aNEi5efnKz8/X4sWLdLgwYMVFBSk2NhYORwOLV68WBcvXlRmZqbWr1%2BvESNGNFYUAADAB3nlK1ibN29WTk6Otm/frh07drgtO3jwoFJSUjR79mydPXtWYWFhmjRpkoYMGSJJGjFihIqKipSUlKT8/Hx1795dK1euVGBgoKQfPkNrwYIFSkhIUHl5uQYOHKjnnntOkmSz2bR27VrNmTNHcXFxCg4O1ujRozVs2LCGDQAAAPg0P6v6A6JQr/Lyihr7ELyKzeYvhyNEBQVOn34JuDGQnWfIzXP1md2gJXuMzlfftk%2BO%2B/mV/j9veMz5Ur7V2ZrOrV27llc9hye88hIhAACAL6NgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwzGsLVmZmph599FH17t1bcXFxmjFjhvLz8yVJhw4d0siRIxUdHa0BAwZo48aNbttu2bJF8fHx6tGjh4YNG6aDBw%2B6llVWVmrBggXq16%2BfoqOjNWHCBOXm5rqWnz9/XhMnTlTPnj0VGxur1NRUVVRUNMxJAwCAJsErC1ZZWZnGjRun6Oho/f3vf9e7776rwsJC/eEPf9D333%2Bvxx9/XEOHDtX%2B/fuVmpqq%2BfPn64svvpAkZWRkaO7cuXrxxRe1f/9%2B3X///ZowYYJKS0slSStWrNCePXv0zjvv6KOPPlJQUJBmzpzp2vfkyZMVHBysjz76SJs2bdLevXu1bt26xogBAAD4KK8sWDk5ObrllluUlJSkZs2ayeFwKDExUfv379euXbsUGhqqUaNGyWazqW/fvkpISFBaWpokaePGjbrvvvsUExOjwMBAPfLII3I4HNq2bZtr%2Bfjx43X99derRYsWevbZZ/Xhhx/q9OnTOnnypPbt26fp06fLbrfrpptu0sSJE11zAwAA1IZXFqybb75Zq1evVkBAgGts586d6tq1q7KyshQVFeW2fqdOnZSZmSlJys7O/snlRUVF%2Bu6779yWh4WFqXXr1jp69KiysrIUGhqq9u3bu5Z37NhROTk5unDhQn2cKgAAaIJsjX0AP8eyLC1ZskS7d%2B/Whg0b9Oabb8put7utExQUpJKSEkmS0%2Bn8yeVOp1OSFBwcXGN59bLLt63%2BvqSkRK1atarVMefm5iovL89tzGYLVnh4eK22vxYEBPi7/YnaIzvPkJvnyO5HNlvtMyC3uqnOtqnk5tUFq7i4WCkpKTp8%2BLA2bNigzp07y263q6ioyG29srIyhYSESPqhEJWVldVY7nA4XGWp%2Bn6sy7e3LKvGsurvq%2BevjfT0dC1fvtxtLCkpScnJybWe41rRqpX951fCFZGdZ8jNc2QnORy1fy6oRm61c3m2vp6b1xasU6dOafz48brhhhu0adMmtWnTRpIUFRWlPXv2uK2bnZ2tyMhISVJkZKSysrJqLO/fv79at26t9u3bu11GzMvLU2FhoaKiolRVVaXCwkKdO3dOYWFhkqRjx47puuuuU8uWLWt97ImJiRowYIDbmM0WrIICZ91CaMICAvzVqpVdFy6UqrKyqrEPx6eQnWfIzXNk96O6/Bwnt7qpztZ0bp6UYhO8smB9//33GjNmjPr06aPU1FT5%2B//4MmF8fLwWLlyodevWadSoUTpw4IC2bt2q1157TZI0YsQIJSUladCgQYqJiVFaWprOnz%2Bv%2BPh4SdKwYcO0YsUKde/eXQ6HQ/PmzVPv3r31i1/8QpIUExOjefPmac6cOSooKNBrr72mESNG1On4w8PDa1wOzMsrUkUF/8AuV1lZRS4eIjvPkJvnyE4enT%2B51c7lGfl6bl5ZsDZv3qycnBxt375dO3bscFt28OBBrV27VqmpqVq6dKnatGmjmTNnqk%2BfPpKkvn37atasWZo9e7bOnj2rTp06adWqVQoNDZX0w6W6iooKjRo1Sk6nU7GxsVqyZIlr/qVLl2rOnDkaOHCg/P39NXToUE2cOLHhTh4AAPg8P8uyrMY%2BiGtBXl7Rz690DbHZ/OVwhKigwOnT/0NpDGTnGXLzXH1mN2jJnp9fyYtsnxxX63W94THnS/lWZ2s6t3btan%2BLj0m%2BfYs%2BAACAF6JgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGGS9YlZWVpqcEAADwKcYLVv/%2B/fWnP/1J2dnZpqcGAADwCcYL1hNPPKHPPvtMgwcP1siRI/XWW2%2BpqKjI9G4AAAC8lvGC9eCDD%2Bqtt97Sjh071K9fP61atUq33367pk6dqo8//tj07gAAALxOvd3k3qFDB02ZMkU7duxQUlKS3n//fY0dO1YDBgzQG2%2B8wb1aAACgybLV18SHDh3Sf/3Xf2nbtm26dOmS4uPjNWzYMJ09e1avvPKKvvzyS7300kv1tXsAAIBGY7xgvfbaa/rrX/%2BqkydPqnv37poyZYoGDx6sFi1auNYJCAjQ888/b3rXAAAAXsF4wdqwYYPuv/9%2BjRgxQp06dbriOh07dtS0adNM7xoAAMArGC9YH374oYqLi1VYWOga27Ztm/r27SuHwyFJ6tKli7p06WJ61wAAAF7B%2BE3u//jHP3TPPfcoPT3dNbZw4UIlJCTo66%2B/Nr07AAAAr2O8YP3pT3/Sr3/9a02ZMsU19t5776l///568cUXTe8OAADA6xgvWIcPH9bjjz%2BuZs2aucYCAgL0%2BOOP6/PPPze9OwAAAK9jvGC1aNFCp06dqjH%2B3XffKSgoyPTuAAAAvI7xgnXPPfdo9uzZ%2Bvjjj1VcXCyn06lPPvlEc%2BbMUXx8vOndAQAAeB3j7yKcOnWqTp8%2Brccee0x%2Bfn6u8fj4eM2YMcP07gAAALyO8YJlt9u1cuVKHT9%2BXEePHlVgYKA6duyoDh06mN4VAACAV6q3X5UTERGhiIiI%2BpoeAADAaxkvWMePH9ecOXN04MABlZeX11h%2B5MgR07sEAADwKsYL1uzZs5WTk6Np06apZcuWpqcHAADwesYL1sGDB/WXv/xF0dHRpqcGAADwCcY/psHhcCgkJMT0tAAAAD7DeMEaPXq0XnrpJRUVFZmeGgAAwCcYv0T4wQcf6PPPP1dsbKzatm3r9itzJOn99983vUsAAACvYrxgxcbGKjY21vS0AAAAPsN4wXriiSdMTwkAAOBTjN%2BDJUmZmZlKSUnRAw88oLNnzyotLU0ZGRn1sSsAAACvY7xgffXVVxo5cqS%2B/fZbffXVV7p06ZKOHDmixx57TLt37za9OwAAAK9jvGAtWrRIjz32mNavX6/AwEBJ0gsvvKCHH35Yy5cvN707AAAAr1Mvr2ANHTq0xviDDz6ob775ps7z5efnKz4%2B3u0S46xZs9StWzdFR0e7vtLT013LV61apf79%2B6tHjx4aPXq0235LSkqUkpKi2NhYxcTEaMaMGXI6na7lx48f15gxYxQdHa3bb79df/7zn%2Bt8zAAA4NpmvGAFBgaquLi4xnhOTo7sdnud5jpw4IASExN16tQpt/Evv/xSc%2BfO1cGDB11fiYmJkqQtW7Zo/fr1WrNmjTIyMtS1a1clJyfLsixJ0ty5c3XmzBnt3LlTu3bt0pkzZ7Ro0SJJUnl5uX7/%2B9%2Bre/fuysjI0Ouvv660tDRt377dkygAAMA1ynjBuvvuu7V48WIVFBS4xo4dO6bU1FT96le/qvU8W7Zs0bRp0zRlyhS38UuXLunrr79Wt27drrjd22%2B/rYceekiRkZFq3ry5pk6dqpycHGVkZKi0tFRbt25VcnKyQkND1bZtW02bNk2bN29WaWmp9u/fr9zcXCUnJ6tZs2bq0qWLRo8erbS0NI%2ByAAAA1ybjBevpp59WWVmZ%2BvXrp9LSUg0bNkyDBw%2BWzWbTjBkzaj3P7bffrv/5n//Rvffe6zaemZmpiooKLV26VP369dM999yj119/XVVVVZKk7OxsRUVFudYPDAxUhw4dlJmZqZMnT6q8vNxteceOHVVWVqYTJ04oKytLERERbh%2BO2qlTJ2VmZnoaBwAAuAYZ/xysFi1a6K233tLevXv1j3/8Q1VVVYqKitIdd9whf//a97l27dpdcbyoqEi9e/d2/UqeI0eOKCkpSf7%2B/ho3bpycTmeNS5FBQUEqKSlxXboMDg52Late1%2Bl0XnFbu92ukpKSWh%2B3JOXm5iovL89tzGYLVnh4eJ3macoCAvzd/kTtkZ1nyM1zZPcjm632GZBb3VRn21RyM16wqvXt21d9%2B/Y1Pm9cXJzi4uJc3996660aM2aMtm3bpnHjxslut6usrMxtm7KyMoWEhLiKVWlpqesXUpeWlkr6oRgGBwe7vq/2z%2BvWVnp6eo13TCYlJSk5OblO81wLWrWq2315%2BBHZeYbcPEd2ksNRt%2BcDidxq6/JsfT034wVrwIAB8vPz%2B8nlV/u7CN977z2dO3dODzzwgGvs0qVLCgoKkiRFRkYqKytLd911l6Qfblw/ceKEoqKiFBERocDAQGVnZ%2Bu2226T9MP9YdWXEc%2BfP68TJ06ooqJCNtsP0WRnZysyMrJOx5iYmKgBAwa4jdlswSoocP7EFteegAB/tWpl14ULpaqsrGrsw/EpZOcZcvMc2f2oLj/Hya1uqrM1nZsnpdgE4wXrN7/5jVvBKi8v18mTJ/Xhhx9q8uTJVz2/ZVmaP3%2B%2B/u3f/k19%2BvTR559/rjfffFMpKSmSpOHDh2vZsmXq37%2B/IiIi9PLLLyssLEw9e/ZUYGCgBg0apEWLFumVV16R9MPndg0ePFhBQUGKjY2Vw%2BHQ4sWLNXnyZB0/flzr16%2BvcaP9zwkPD69xOTAvr0gVFfwDu1xlZRW5eIjsPENuniM7eXT%2B5FY7l2fk67kZL1iTJk264viGDRt04MABPfzww1c1f3x8vFJSUjR79mydPXtWYWFhmjRpkoYMGSJJGjFihIqKipSUlKT8/Hx1795dK1eudH3o6axZs7RgwQIlJCSovLxcAwcO1HPPPSdJstlsWrt2rebMmaO4uDgFBwdr9OjRGjZs2FUdMwAAuLb4WdUfEFXP/u///k8JCQn67LPPGmJ3Xicvr6ixD8Gr2Gz%2BcjhCVFDg9On/oTQGsvMMuXmuPrMbtGSP0fnq2/bJcT%2B/0v/nDY85X8q3OlvTubVr1/Kq5/BEg92iv2/fPjVv3ryhdgcAANBojF8ivPwSoGVZKi4u1tGjR6/68iAAAIAvMF6wbrjhhhrvIgwMDNSYMWOUkJBgencAAABex3jBevHFF01PCQAA4FOMF6z9%2B/fXet1evXqZ3j0AAECjM16wHnnkEVmW5fqqVn3ZsHrMz89PR44cMb17AACARme8YC1btkzz58/X008/rT59%2BigwMFCHDh3S7Nmz9dBDD7k%2BYR0AAKCpMv4xDQsWLNCsWbN09913q0WLFmrevLl69%2B6tOXPmaO3atbrxxhtdXwAAAE2R8YKVm5ur66%2B/vsZ4ixYtVFBQYHp3AAAAXsd4werRo4deeuklFRcXu8YKCwu1cOFC9e3b1/TuAAAAvI7xe7BmzpypMWPGqH///urQoYMk6fjx42rXrp3efPNN07sDAADwOsYLVseOHbVt2zZt3bpVx44dkyQ99NBDuu%2B%2B%2B2S3203vDgAAwOsYL1iS1KpVK40cOVLffvutbrrpJkk/fJo7AADAtcD4PViWZWnRokXq1auXBg8erO%2B%2B%2B05PP/20UlJSVF5ebnp3AAAAXsd4wVq/fr3%2B%2Bte/atasWWrWrJkk6e6779b//u//6pVXXjG9OwAAAK9jvGClp6fr%2Beef17Bhw1yf3n7vvfcqNTVV//3f/216dwAAAF7HeMH69ttv9ctf/rLGeOfOnXXu3DnTuwMAAPA6xgvWjTfeqC%2B%2B%2BKLG%2BAcffOC64R0AAKApM/4uwrFjx%2BqPf/yjzp49K8uytHfvXr311ltav369UlJSTO8OAADA6xgvWMOHD1dFRYVWrFihsrIyPf/882rbtq2mTJmiBx980PTuAAAAvI7xgvW3v/1N//Ef/6HExETl5%2BfLsiy1bdvW9G4AAAC8lvF7sF544QXXzext2rShXAEAgGuO8YLVoUMHHT161PS0AAAAPsP4JcLIyEhNmzZNq1evVocOHdS8eXO35fPnzze9SwAAAK9ivGCdOnVKMTExkqS8vDzT0wMAAHg9IwVr/vz5evLJJxUcHKz169ebmBIAAMBnGbkH680331Rpaanb2NixY5Wbm2tiegAAAJ9ipGBZllVj7LPPPtPFixdNTA8AAOBTjL%2BLEAAA4FpHwQIAADDMWMHy8/MzNRUAAIBPM/YxDS%2B88ILbZ16Vl5dr4cKFCgkJcVuPz8ECAABNnZGC1atXrxqfeRUdHa2CggIVFBSY2AUAAIDPMFKw%2BOwrAACAH3GTOwAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDvL5g5efnKz4%2BXhkZGa6xQ4cOaeTIkYqOjtaAAQO0ceNGt222bNmi%2BPh49ejRQ8OGDdPBgwddyyorK7VgwQL169dP0dHRmjBhgnJzc13Lz58/r4kTJ6pnz56KjY1VamqqKioq6v9EAQBAk%2BHVBevAgQNKTEzUqVOnXGPff/%2B9Hn/8cQ0dOlT79%2B9Xamqq5s%2Bfry%2B%2B%2BEKSlJGRoblz5%2BrFF1/U/v37df/992vChAkqLS2VJK1YsUJ79uzRO%2B%2B8o48%2B%2BkhBQUGaOXOma/7JkycrODhYH330kTZt2qS9e/dq3bp1DXreAADAt3ltwdqyZYumTZumKVOmuI3v2rVLoaGhGjVqlGw2m/r27auEhASlpaVJkjZu3Kj77rtPMTExCgwM1COPPCKHw6Ft27a5lo8fP17XX3%2B9WrRooWeffVYffvihTp8%2BrZMnT2rfvn2aPn267Ha7brrpJk2cONE1NwAAQG3YGvsAfsrtt9%2BuhIQE2Ww2t5KVlZWlqKgot3U7deqkTZs2SZKys7M1fPjwGsszMzNVVFSk7777zm37sLAwtW7dWkePHpUkhYaGqn379q7lHTt2VE5Oji5cuKBWrVrV6thzc3OVl5fnNmazBSs8PLxW218LAgL83f5E7ZGdZ8jNc2T3I5ut9hmQW91UZ9tUcvPagtWuXbsrjjudTtntdrexoKAglZSU/Oxyp9MpSQoODq6xvHrZ5dtWf19SUlLrgpWenq7ly5e7jSUlJSk5OblW219LWrWy//xKuCKy8wy5eY7sJIcjpM7bkFvtXJ6tr%2BfmtQXrp9jtdhUVFbmNlZWVKSQkxLW8rKysxnKHw%2BEqS9X3Y12%2BvWVZNZZVf189f20kJiZqwIABbmM2W7AKCpy1nqOpCwjwV6tWdl24UKrKyqrGPhyfQnaeITfPkd2P6vJznNzqpjpb07l5UopN8LmCFRUVpT179riNZWdnKzIyUpIUGRmprKysGsv79%2B%2Bv1q1bq3379srOznZdJszLy1NhYaGioqJUVVWlwsJCnTt3TmFhYZKkY8eO6brrrlPLli1rfYzh4eE1Lgfm5RWpooJ/YJerrKwiFw%2BRnWfIzXNkJ4/On9xq5/KMfD03n7vAGR8fr3PnzmndunUqLy/XJ598oq1bt7ruuxoxYoS2bt2qTz75ROXl5Vq3bp3Onz%2Bv%2BPh4SdKwYcO0YsUKnT59WsXFxZo3b5569%2B6tX/ziF%2BrQoYNiYmI0b948FRcX6/Tp03rttdc0YsSIxjxlAADgY3zuFSyHw6G1a9cqNTVVS5cuVZs2bTRz5kz16dNHktS3b1/NmjVLs2fP1tmzZ9WpUyetWrVKoaGhkn64F6qiokKjRo2S0%2BlUbGyslixZ4pp/6dKlmjNnjgYOHCh/f38NHTpUEydObJRzBQAAvsnPsiyrsQ/iWpCXV/TzK11DbDZ/ORwhKihw%2BvRLwI2B7DxDbp6rz%2BwGLdnz8yt5ke2T42q9rjc85nwp3%2BpsTefWrl3tb/ExyecuEQIAAHg7ChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2AND7ZHAAAPnUlEQVQBAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIb5bMHatm2bunTpoujoaNfX9OnTJUkffPCBEhIS1KNHDw0aNEi7d%2B9223bVqlXq37%2B/evToodGjR%2Bubb75xLSspKVFKSopiY2MVExOjGTNmyOl0Nui5AQAA3%2BazBevLL7/UkCFDdPDgQdfXwoULdeLECU2aNElPPvmkPv30U02aNEmTJ0/W2bNnJUlbtmzR%2BvXrtWbNGmVkZKhr165KTk6WZVmSpLlz5%2BrMmTPauXOndu3apTNnzmjRokWNeaoAAMDH%2BHTB6tatW43xLVu2qGfPnrr77rtls9l07733qlevXkpPT5ckvf3223rooYcUGRmp5s2ba%2BrUqcrJyVFGRoZKS0u1detWJScnKzQ0VG3bttW0adO0efNmlZaWNvQpAgAAH2Vr7APwRFVVlQ4fPiy73a7Vq1ersrJSd955p6ZNm6bs7GxFRUW5rd%2BpUydlZmZKkrKzszV%2B/HjXssDAQHXo0EGZmZkKDQ1VeXm52/YdO3ZUWVmZTpw4oV/%2B8pe1Or7c3Fzl5eW5jdlswQoPD/f0lJucgAB/tz9Re2TnGXLzHNn9yGarfQbkVjfV2TaV3HyyYOXn56tLly665557tHTpUhUUFOjpp5/W9OnTdenSJdntdrf1g4KCVFJSIklyOp0/uby4uFiSFBwc7FpWvW5d7sNKT0/X8uXL3caSkpKUnJxc%2B5O8RrRqZf/5lXBFZOcZcvMc2UkOR0idtyG32rk8W1/PzScLVlhYmNLS0lzf2%2B12TZ8%2BXb/97W8VGxursrIyt/XLysoUEhLiWvenllcXq9LSUtf61ZcGW7RoUevjS0xM1IABA9zGbLZgFRRws3y1gAB/tWpl14ULpaqsrGrsw/EpZOcZcvMc2f2oLj/Hya1uqrM1nZsnpdgEnyxYmZmZevfddzV16lT5%2BflJki5duiR/f3/deuutOnLkiNv62dnZrvu1IiMjlZWVpbvuukuSVF5erhMnTigqKkoREREKDAxUdna2brvtNknSsWPHXJcRays8PLzG5cC8vCJVVPAP7HKVlVXk4iGy8wy5eY7s5NH5k1vtXJ6Rr%2Bfmkxc4Q0NDlZaWptWrV6uiokI5OTlauHChfvOb32jo0KHat2%2Bftm3bpoqKCm3btk379u3TkCFDJEnDhw/Xhg0blJmZqYsXL2rx4sUKCwtTz549ZbfbNWjQIC1atEj5%2BfnKz8/XokWLNHjwYAUFBTXyWQMAAF/hk69gXXfddVq5cqVeeuklrVixQs2bN9d9992n6dOnq3nz5nr11Ve1aNEiPfvss7rxxhu1bNkyRURESJJGjBihoqIiJSUlKT8/X927d9fKlSsVGBgoSZo1a5YWLFighIQElZeXa%2BDAgXruueca83QBAICP8bOqPwAK9Sovr6ixD8Gr2Gz%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%2BLv9idojO8%2BQm%2BfIDg3BZnN/nPn6442CdZng4GCVlpa6jVV/HxISUqs50tPTtXz5crexJ554QpMmTTJzkE1Abm6u/vKX1UpMTKR41hHZeYbcPFef2X2a%2Bh9G5/Mmubm5Sk9P5zFXR03l36pv18N6EBkZqcLCQp07d841duzYMV133XVq2bJlreZITEzU5s2b3b4SExPr65B9Ul5enpYvX17jlT78PLLzDLl5juw8Q26eaSq58QrWZTp06KCYmBjNmzdPc%2BbMUUFBgV577TWNGDGi1nOEh4f7dOsGAABXh1ewrmDp0qWqqKjQwIED9dvf/lZ33HGHJk6c2NiHBQAAfASvYF1BWFiYli5d2tiHAQAAfFTA7NmzZzf2QeDaFBISot69e9f6zQP4Edl5htw8R3aeITfPNIXc/CzLshr7IAAAAJoS7sECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBwlXLzMzUo48%2Bqt69eysuLk4zZsxQfn6%2BJOnQoUMaOXKkoqOjNWDAAG3cuNFt2y1btig%2BPl49evTQsGHDdPDgwSvu4%2BWXX9aAAQPq/VwaWn1lV1VVpeXLl%2BvOO%2B9UdHS0Ro4c%2BZPZ%2BqL6yi0/P19TpkxRbGysYmNjNXHiROXk5DToudW3q8mu2htvvKHRo0e7jVVWVmrBggXq16%2BfoqOjNWHCBOXm5tb7%2BTSU%2BsqtoKBAzzzzjOLi4tSrVy%2BNGTNGR44cqffzaSj1lds/89rnBwu4CqWlpVZcXJz1yiuvWBcvXrTy8/Ot8ePHW7/73e%2BswsJCq3fv3taGDRus8vJy6%2BOPP7aio6OtQ4cOWZZlWZ988okVHR1tffrpp9alS5esN954w4qNjbVKSkrc9vHxxx9bXbt2te66667GOMV6U5/ZLVu2zLrnnnusb775xqqoqLBWrlxp9e7d27p48WJjnrIR9Znbk08%2BaT311FOW0%2Bm0nE6nNXnyZOvhhx9uzNM16mqysyzLcjqd1vz5862oqCjrP//zP93mXrZsmZWQkGDl5ORYRUVF1uTJk63x48c39CnWi/rMbcKECdbjjz9u5efnWxcvXrSWLFli9evXz3I6nQ19msbVZ27VvPn5gVewcFVycnJ0yy23KCkpSc2aNZPD4VBiYqL279%2BvXbt2KTQ0VKNGjZLNZlPfvn2VkJCgtLQ0SdLGjRt13333KSYmRoGBgXrkkUfkcDi0bds21/znzp3TzJkz/%2BX/XnxVfWVXWVmpv/zlL3ruuecUERGhgIAAjR07VqtXr27kMzajPh9zx44dk2VZri9/f3/Z7fbGPF2jriY7SRoyZIjy8vL04IMP1ph748aNGj9%2BvK6//nq1aNFCzz77rD788EOdPn26IU%2BxXtRXbpZlyc/PT08%2B%2BaQcDoeaNWumsWPH6ty5czpx4kQDn6V59fl4k7z/%2BYGChaty8803a/Xq1QoICHCN7dy5U127dlVWVpaioqLc1u/UqZMyMzMlSdnZ2f9yeVVVlaZNm6bx48crMjKyns%2Bk4dVXdidOnNCFCxd04cIFDRs2TLGxsRo3bpyaN2%2BuZs2a1f%2BJ1bP6fMxNmDBBu3fvVkxMjGJiYvTVV19p7ty59XxGDedqspOk9evXa/HixWrbtq3bekVFRfruu%2B/ctg8LC1Pr1q119OjRejqbhlNfufn5%2BenVV19Vly5dXGM7duxQcHCwIiIi6ulsGk595Sb5xvMDBQvGWJall19%2BWbt379azzz4rp9NZ43//QUFBKikpkaSfXb5ixQq1bNlSDzzwQMOcQCMymV1hYaGkH344LVu2TB988IG6du2qsWPHqqioqGFOqIGYfsxVVVUpMTFRGRkZ%2Bvjjj3XzzTdr8uTJDXMyDayu2UnSddddd8W5nE6nJCk4OLjG9tXLmgqTuV3u/fff1wsvvKBZs2Y1qVdOJfO5%2BcLzg62xDwBNQ3FxsVJSUnT48GFt2LBBnTt3lt1ur/GEXlZWppCQEEmS3W5XWVlZjeUOh0P79%2B/X5s2btXnz5gY7h8ZiOrvqV6meeOIJ3XjjjZKkp556Smlpafrss8905513NsBZ1T/TueXl5emZZ57R7t271bp1a0nS7Nmz1b9/fx09elSdO3dumBNrAJ5k969UP1GWlpZ6tL2vMJ1bNcuytGLFCq1atUrz5s3Tvffea/rQG5Xp3Hzl%2BYFXsHDVTp06peHDh6u4uFibNm1yPRFFRUUpKyvLbd3s7GzXy7mRkZE/ufxvf/ub8vPzNXDgQPXs2VN//OMflZOTo549e%2BrTTz9tmBNrAPWRXUREhGw2my5duuRa9s/3FTUF9ZFbXl6eysvL3XKz2X74P2hgYGB9nk6D8jS7f6V169Zq3769srOzXWN5eXkqLCyscRnIV9VHbtIPpXTChAl65513lJaW1uTKVX3k5jPPD41xZz2ajsLCQutXv/qV9cwzz1iVlZVuy/Lz862ePXtab7zxhnXp0iVr7969VnR0tLV3717LsizXu0b27t3rekdXr169rIKCghr7eeedd7zyXSJXoz6zmzFjhvXrX//aOn36tHXx4kXrxRdftO644w6rtLS0wc/TtPrK7eLFi9bAgQOtCRMmWEVFRVZRUZH11FNPWSNGjKixH191Ndn9s6VLl9Z4V9fLL79sDR482Dp16pTrXYQ/9c4vX1Ofuf3ud7%2BzhgwZcsWfe76uPnP7Z976/MAlQlyVzZs3KycnR9u3b9eOHTvclh08eFBr165Vamqqli5dqjZt2mjmzJnq06ePJKlv376aNWuWZs%2BerbNnz6pTp05atWqVQkNDG%2BNUGlx9Zjd37lwtW7ZMDz/8sAoKCtStWzetWbNGQUFBDX6eptVnbmvWrNGCBQt09913y9/fX3369NGrr74qf/%2Bm8WL/1WT3c5KSklRRUaFRo0bJ6XQqNjZWS5YsqY/TaHD1ldvhw4e1e/duNWvWTHfddZfbslWrVqlnz55Gz6Oh1efjzRf4WVYTuWYAAADgJZrGf8sAAAC8CAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABj2/wCv1PPfvJbOaQAAAABJRU5ErkJggg%3D%3D\">\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4 pp-anchor\" id=\"pp_var_funder\">funder<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>1898</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>3.2%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>6.1%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>3635</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable9181953833829501463\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Government Of Tanzania</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:22%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 15.3%\">\n",
       "            9084\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Danida</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: 5.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        3114\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Hesawa</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:6%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 3.7%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        2202\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (1894)</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: 69.6%\">\n",
       "            41365\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"missing\">\n",
       "    <th>(Missing)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:9%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 6.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        3635\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=\"#freqtable9181953833829501463, #minifreqtable9181953833829501463\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable9181953833829501463\">\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\">Government Of Tanzania</td>\n",
       "        <td class=\"number\">9084</td>\n",
       "        <td class=\"number\">15.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:27%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Danida</td>\n",
       "        <td class=\"number\">3114</td>\n",
       "        <td class=\"number\">5.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:10%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Hesawa</td>\n",
       "        <td class=\"number\">2202</td>\n",
       "        <td class=\"number\">3.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Rwssp</td>\n",
       "        <td class=\"number\">1374</td>\n",
       "        <td class=\"number\">2.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">World Bank</td>\n",
       "        <td class=\"number\">1349</td>\n",
       "        <td class=\"number\">2.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Kkkt</td>\n",
       "        <td class=\"number\">1287</td>\n",
       "        <td class=\"number\">2.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">World Vision</td>\n",
       "        <td class=\"number\">1246</td>\n",
       "        <td class=\"number\">2.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Unicef</td>\n",
       "        <td class=\"number\">1057</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\">Tasaf</td>\n",
       "        <td class=\"number\">877</td>\n",
       "        <td class=\"number\">1.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">District Council</td>\n",
       "        <td class=\"number\">843</td>\n",
       "        <td class=\"number\">1.4%</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 (1887)</td>\n",
       "        <td class=\"number\">33332</td>\n",
       "        <td class=\"number\">56.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"missing\">\n",
       "        <td class=\"fillremaining\">(Missing)</td>\n",
       "        <td class=\"number\">3635</td>\n",
       "        <td class=\"number\">6.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:11%\">&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_gps_height\">gps_height<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>2428</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>4.1%</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",
       "                <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>668.3</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>-90</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>2770</td>\n",
       "                </tr>\n",
       "                <tr class=\"alert\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>34.4%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram-4616286128636345992\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAAS5JREFUeJzt3cFtwkAQQNEQUVKKoKec0xNF0NPmjqIvO5Lxin3vjjQHvmYMB1/GGOMD%2BNPn2QPAzK5nD/Ds6/u%2B%2BzOPn9sBk4ANAkkgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAmG694OszvtR5iKQA/3ny85cnFgQBALhLU4sdztHsUEgCATCW5xYrzLrr1J753JebmeDQBAIBIFAWPYZZNbnCeaybCAr87/Rdk4sCDYIm6y6dS5jjHH2EDArJxYEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAiEXyiQHtKFiUE1AAAAAElFTkSuQmCC\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-4616286128636345992,#minihistogram-4616286128636345992\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-4616286128636345992\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-4616286128636345992\"\n",
       "                                                  aria-controls=\"quantiles-4616286128636345992\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-4616286128636345992\" aria-controls=\"histogram-4616286128636345992\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-4616286128636345992\" aria-controls=\"common-4616286128636345992\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-4616286128636345992\" aria-controls=\"extreme-4616286128636345992\"\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-4616286128636345992\">\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>-90</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>5-th percentile</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>369</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>1319.2</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>1797</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>2770</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>2860</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>1319.2</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>693.12</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>1.0371</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.2924</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>668.3</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>637.95</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>0.4624</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>39696856</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>480410</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>464.2 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-4616286128636345992\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3X1UVXW%2Bx/EPcEgOqIEhOrW8F%2BPBGU0HBhUfRiuMzNQyU6mssQftLiEdXIplWToaPoyOY%2BToKp10UteS0auVRWXNeM0xU8fMGkcSLLUuJSCgPMbTvn%2B0OLcjPnDqB%2BcceL/WYrnOb//27/fb37Nn%2BrD3Pgcfy7IsAQAAwBhfdy8AAACgtSFgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDbO5eQFtRUFDq7iU4%2BPr6qFOnIBUVlau%2B3nL3cjwe9XIN9XIN9XIdNXNNW69X584d3DIvV7DaIF9fH/n4%2BMjX18fdS/EK1Ms11Ms11Mt11Mw11Ms9CFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYJjN3QvATzNi5T53L6HJ3k4d7O4lAADQIriCBQAAYJjHBqzs7Gw98sgj6t%2B/vwYPHqzZs2erqKjIsX3evHm66aabFBsb6/jJzMx0GmPHjh1KTExUTEyMxo4dqyNHjrT0YQAAgDbIIwNWVVWVJk%2BerNjYWP3jH//Qm2%2B%2BqZKSEj399NOOPp999pkWLlyoI0eOOH6SkpIc2w8cOKCFCxdqyZIlOnTokO666y5NnTpVlZWV7jgkAADQhnhkwMrLy9PPf/5zpaSk6JprrlFISIiSkpJ06NAhSVJ1dbVOnDihm2666bJjbN26VSNHjlRcXJz8/f318MMPKyQkRFlZWS11GAAAoI3yyIB14403at26dfLz83O0vfvuu%2BrVq5ek728f1tbWKiMjQ4MGDdLw4cP18ssvq76%2B3tE/NzdX0dHRTuNGRkYqOzu7ZQ4CAAC0WR7/KULLsrRy5Urt3r1bmzZtkiSVlpaqf//%2Beuihh7RixQodP35cKSkp8vX11eTJkyVJ5eXlstvtTmMFBASooqKi2decn5%2BvgoICpzabLVBhYWHNPrcns9k8Ms9flZ%2Bfr9O/uDLq5Rrq5Tpq5hrq5R4eHbDKyso0Z84cHTt2TJs2bVKPHj0kSYMHD9bgwf//kf8%2Bffpo0qRJysrKcgQsu92uqqoqp/GqqqoUEhLS7OvOzMzUqlWrnNpSUlI0ffr0Zp/bk4WEBLl7CT9Jx472q3eCA/VyDfVyHTVzDfVqWR4bsM6cOaMpU6bo%2Buuv17Zt29SpUyfHtvfff1%2BFhYW67777HG3V1dUKCAhwvI6KilJOTo7TmLm5uRo6dGizrz0pKUkJCQlObTZboIqLy5t9bk/mrcfv5%2Berjh3tunChUnV19VffoY2jXq6hXq6jZq5p6/Vy1y/3Hhmwzp8/r0mTJmnAgAFKT0%2BXr6/zZU3LsrR48WL953/%2BpwYMGKBPPvlEr776qubMmePoM27cOKWkpGjEiBGKi4vT5s2bde7cOSUmJjb7%2BsPCwhrdDiwoKFVtbds7sX/I24%2B/rq7e64%2BhJVEv11Av11Ez11CvluWRAWv79u3Ky8vT22%2B/rXfeecdp25EjR5SYmKg5c%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%2BdO6fk5GT17dtX8fHxSk9PV21tbcscNAAAaBU8MmBVVVVp8uTJio2N1T/%2B8Q%2B9%2BeabKikp0dNPP63z58/r8ccf15gxY3To0CGlp6dr8eLF%2BvTTTyVJBw4c0MKFC7VkyRIdOnRId911l6ZOnarKykpJ0po1a7Rv3z7993//t/bu3auAgADNnTvXMXdqaqoCAwO1d%2B9ebdu2Tfv379eGDRvcUQYAAOClPDJg5eXl6ec//7lSUlJ0zTXXKCQkRElJSTp06JB27dql4OBgTZw4UTabTQMHDtTo0aO1efNmSdLWrVs1cuRIxcXFyd/fXw8//LBCQkKUlZXl2D5lyhT97Gc/U/v27fXMM8/ogw8%2B0FdffaXTp0/r4MGDSktLk91uV7du3ZScnOwYGwAAoCls7l7Apdx4441at26dU9u7776rXr16KScnR9HR0U7bIiMjtW3bNklSbm6u7r333kbbs7OzVVpaqm%2B//dZp/9DQUF177bX6/PPPJUnBwcHq0qWLY3tERITy8vJ04cIFdezYsUnrz8/PV0FBgVObzRaosLCwJu3fWtlsHpnnr8rPz9fpX1wZ9XIN9XIdNXMN9XIPjwxYP2RZllauXKndu3dr06ZNevXVV2W32536BAQEqKKiQpJUXl5%2B2e3l5eWSpMDAwEbbG7ZdvG/D64qKiiYHrMzMTK1atcqpLSUlRdOnT2/S/q1VSEiQu5fwk3TsaL96JzhQL9dQL9dRM9dQr5bl0QGrrKxMc%2BbM0bFjx7Rp0yb16NFDdrtdpaWlTv2qqqoUFPT9f7ztdruqqqoabQ8JCXGEpYbnsS7e37KsRtsaXjeM3xRJSUlKSEhwarPZAlVcXN7kMVojbz1%2BPz9fdexo14ULlaqrq3f3cjwe9XIN9XIdNXNNW6%2BXu36599iAdebMGU2ZMkXXX3%2B9tm3bpk6dOkmSoqOjtW/fPqe%2Bubm5ioqKkiRFRUUpJyen0fahQ4fq2muvVZcuXZSbm%2Bu4TVhQUKCSkhJFR0ervr5eJSUlKiwsVGhoqCTp5MmT6tq1qzp06NDktYeFhTW6HVhQUKra2rZ3Yv%2BQtx9/XV291x9DS6JerqFerqNmrqFeLcsjb8ieP39ekyZN0q9%2B9Sv9%2Bc9/doQrSUpMTFRhYaE2bNigmpoaffTRR9q5c6fjuatx48Zp586d%2Buijj1RTU6MNGzbo3LlzSkxMlCSNHTtWa9as0VdffaWysjItWrRI/fv313/8x38oPDxccXFxWrRokcrKyvTVV19p9erVGjdunFvqAAAAvJNHXsHavn278vLy9Pbbb%2Budd95x2nbkyBG98sorSk9PV0ZGhjp16qS5c%2BdqwIABkqSBAwdq3rx5mj9/vs6ePavIyEitXbtWwcHBkr5/Fqq2tlYTJ05UeXm54uPjtXLlSsf4GRkZWrBggYYNGyZfX1%2BNGTNGycnJLXfwAADA6/lYlmW5exFtQUFB6dU7/QgjVu67eicP8XbqYHcv4Uex2XwVEhKk4uJyLq83AfVyDfVyHTVzTVuvV%2BfOTX/ExySPvEUIAADgzQhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAw4wGrrq7O9JAAAABexXjAGjp0qH7/%2B98rNzfX9NAAAABewXjAeuKJJ/Txxx9r1KhRGj9%2BvLZs2aLS0lLT0wAAAHgs4wHr/vvv15YtW/TOO%2B9o0KBBWrt2rX79619r5syZ%2BvDDD01PBwAA4HGa7SH38PBwzZgxQ%2B%2B8845SUlL0t7/9TY899pgSEhK0fv16ntUCAACtlq25Bj569Khee%2B01ZWVlqbq6WomJiRo7dqzOnj2rF154QZ999plWrFjRXNMDAAC4jfGAtXr1ar3%2B%2Bus6ffq0evfurRkzZmjUqFFq3769o4%2Bfn5%2Bee%2B4501MDAAB4BOMBa9OmTbrrrrs0btw4RUZGXrJPRESEZs2aZXpqAAAAj2A8YH3wwQcqKytTSUmJoy0rK0sDBw5USEiIJKlnz57q2bOn6akBAAA8gvGH3P/9739r%2BPDhyszMdLQtW7ZMo0eP1okTJ0xPBwAA4HGMB6zf//73uv322zVjxgxH2/vvv6%2BhQ4dqyZIlTR7n3LlzSk5OVt%2B%2BfRUfH6/09HTV1tY6th89elTjx49XbGysEhIStHXrVqf9d%2BzYocTERMXExGjs2LE6cuTITz84AACAJjAesI4dO6bHH39c11xzjaPNz89Pjz/%2BuD755JMmj5OamqrAwEDt3btX27Zt0/79%2B7VhwwZJ0vnz5/X4449rzJgxOnTokNLT07V48WJ9%2BumnkqQDBw5o4cKFWrJkiQ4dOqS77rpLU6dOVWVlpdFjBQAAuBTjAat9%2B/Y6c%2BZMo/Zvv/1WAQEBTRrj9OnTOnjwoNLS0mS329WtWzclJydr8%2BbNkqRdu3YpODhYEydOlM1m08CBAzV69GjH9q1bt2rkyJGKi4uTv7%2B/Hn74YYWEhCgrK8vcgQIAAFyG8YA1fPhwzZ8/Xx9%2B%2BKHKyspUXl6ujz76SAsWLFBiYmKTxsjJyVFwcLC6dOniaIuIiFBeXp4uXLignJwcRUdHO%2B0TGRmp7OxsSVJubu4VtwMAADQn458inDlzpr766is9%2Buij8vHxcbQnJiZq9uzZTRqjvLxcdrvdqa3hdUVFxSW3BwQEqKKi4rL7/3B7c8vPz1dBQYFTm80WqLCwsBaZ31PZbM32hwOalZ%2Bfr9O/uDLq5Rrq5Tpq5hrq5R7GA5bdbtdLL72kL7/8Up9//rn8/f0VERGh8PDwJo8RGBjY6HmphtdBQUGy2%2B2N/oB0VVWVgoKCHGuoqqpqtL3hayKaW2ZmplatWuXUlpKSounTp7fI/J4qJCTI3Uv4STp2tF%2B9Exyol2uol%2BuomWuoV8tqtj%2BV0717d3Xv3v1H7RsVFaWSkhIVFhYqNDRUknTy5El17dpVHTp0UHR0tPbt2%2Be0T25urqKiohz75%2BTkNNo%2BdOjQH7UeVyUlJSkhIcGpzWYLVHFxeYvM76m89fj9/HzVsaNdFy5Uqq6u3t3L8XjUyzXUy3XUzDVtvV7u%2BuXeeMD68ssvtWDBAh0%2BfFg1NTWNth8/fvyqY4SHhysuLk6LFi3SggULVFxcrNWrV2vcuHGSvr/duGzZMm3YsEETJ07U4cOHtXPnTq1evVqSNG7cOKWkpGjEiBGKi4vT5s2bde7cuSY/A/ZThYWFNbodWFBQqtratndi/5C3H39dXb3XH0NLol6uoV6uo2auoV4ty3jAmj9/vvLy8jRr1ix16NDhR4%2BTkZGhBQsWaNiwYfL19dWYMWOUnJwsSQoJCdErr7yi9PR0ZWRkqFOnTpo7d64GDBggSRo4cKDmzZun%2BfPn6%2BzZs4qMjNTatWsVHBxs5BgBAACuxMeyLMvkgH369NFf/vIXxcbGmhzW6xUUlF69048wYuW%2Bq3fyEG%2BnDnb3En4Um81XISFBKi4u57e/JqBerqFerqNmrmnr9erc%2Bcdf7PkpjH%2BkICQkxPGwOQAAQFtkPGA99NBDWrFiRaNP%2BQEAALQVxp/B2rNnjz755BPFx8fruuuuc/qTOZL0t7/9zfSUAAAAHsV4wIqPj1d8fLzpYQEAALyG8YD1xBNPmB4SAADAqzTL9%2BZnZ2drzpw5uu%2B%2B%2B3T27Flt3rxZBw4caI6pAAAAPI7xgPWvf/1L48eP19dff61//etfqq6u1vHjx/Xoo49q9%2B7dpqcDAADwOMYD1vLly/Xoo49q48aN8vf3lyQ9//zz%2Bs1vftPo7/MBAAC0Rs1yBWvMmDGN2u%2B//3598cUXpqcDAADwOMYDlr%2B/v8rKyhq15%2BXlyW7nL3kDAIDWz3jAuu222/SHP/xBxcXFjraTJ08qPT1dt9xyi%2BnpAAAAPI7xgPXkk0%2BqqqpKgwYNUmVlpcaOHatRo0bJZrNp9uzZpqcDAADwOMa/B6t9%2B/basmWL9u/fr3//%2B9%2Bqr69XdHS0hgwZIl/fZvlWCAAAAI9iPGA1GDhwoAYOHNhcwwMAAHgs4wErISFBPj4%2Bl93O3yIEAACtnfGAdc899zgFrJqaGp0%2BfVoffPCBUlNTTU8HAADgcYwHrGnTpl2yfdOmTTp8%2BLB%2B85vfmJ4SAADAo7TYU%2Be33nqr9uzZ01LTAQAAuE2LBayDBw%2BqXbt2LTUdAACA2xi/RXjxLUDLslRWVqbPP/%2Bc24MAAKBNMB6wrr/%2B%2BkafIvT399ekSZM0evRo09MBAAB4HOMBa8mSJaaHBAAA8CrGA9ahQ4ea3Ldfv36mpwcAAHA74wHr4YcflmVZjp8GDbcNG9p8fHx0/Phx09MDAAC4nfGA9eKLL2rx4sV68sknNWDAAPn7%2B%2Bvo0aOaP3%2B%2BHnjgAd16662mpwQAAPAoxr%2BmYenSpZo3b55uu%2B02tW/fXu3atVP//v21YMECvfLKK7rhhhscPwAAAK2R8YCVn5%2Bvn/3sZ43a27dvr%2BLiYtPTAQAAeBzjASsmJkYrVqxQWVmZo62kpETLli3TwIEDTU8HAADgcYw/gzV37lxNmjRJQ4cOVXh4uCTpyy%2B/VOfOnfXqq6%2Bang4AAMDjGA9YERERysrK0s6dO3Xy5ElJ0gMPPKCRI0fKbrebng4AAMDjGA9YktSxY0eNHz9eX3/9tbp16ybp%2B29zBwAAaAuMP4NlWZaWL1%2Bufv36adSoUfr222/15JNPas6cOaqpqTE9HQAAgMcxHrA2btyo119/XfPmzdM111wjSbrtttv097//XS%2B88ILp6QAAADyO8YCVmZmp5557TmPHjnV8e/udd96p9PR0vfXWW6anAwAA8DjGA9bXX3%2BtX/ziF43ae/ToocLCQtPTAQAAeBzjAeuGG27Qp59%2B2qh9z549jgfeAQAAWjPjnyJ87LHH9Lvf/U5nz56VZVnav3%2B/tmzZoo0bN2rOnDmmpwMAAPA4xgPWvffeq9raWq1Zs0ZVVVV67rnndN1112nGjBm6//77TU8HAADgcYwHrDfeeEN33HGHkpKSVFRUJMuydN1115meBgAAwGMZfwbr%2BeefdzzM3qlTJ8IVAABoc4wHrPDwcH3%2B%2BeemhwUAAPAaxm8RRkVFadasWVq3bp3Cw8PVrl07p%2B2LFy82PSUAAIBHMR6wzpw5o7i4OElSQUGB6eEBAAA8npGAtXjxYv32t79VYGCgNm7caGJIAAAAr2XkGaxXX31VlZWVTm2PPfaY8vPzTQwPAADgVYwELMuyGrV9/PHH%2Bu6770wMDwAA4FWMf4oQAACgrSNgAQAAGGYsYPn4%2BJgaCgAAwKsZ%2B5qG559/3uk7r2pqarRs2TIFBQU59eN7sAAAQGtn5ApWv379VFBQoK%2B//trxExsbq%2BLiYqe2r7/%2B2uWxi4qKlJiYqAMHDjjajh49qvHjxys2NlYJCQnaunVro/327Nmj0aNHKyYmRiNGjNDu3bsb9Tl37pySk5PVt29fxcfHKz09XbW1tS7NAwAAcDEjV7Ca67uvDh8%2BrKeeekpnzpxxtJ0/f16PP/64pk%2BfrqSkJB06dEgpKSnq0aOH%2BvTpI0k6deqUpk2bphUrVuiWW27Rrl27lJqaql27dqlLly6OsVJTU9WlSxft3btXhYWFmjp1qjZs2KDJkyc3aR4AAIBL8diH3Hfs2KFZs2ZpxowZTu27du1ScHCwJk6cKJvNpoEDB2r06NHavHmz0759%2B/bVbbfdJpvNpjvvvFP9%2BvVTZmamo8/p06d18OBBpaWlyW63q1u3bkpOTnaM05R5AAAALsVjA9avf/1rvffee7rzzjud2nNychQdHe3UFhkZqezsbMfr3Nzcq/bJyclRcHCw0xWtiIgI5eXl6cKFC02aBwAA4FKM/y1CUzp37nzJ9vLyctntdqe2gIAAVVRU/OQ%2BDa8rKiqaNMbl5OfnN/o7jDZboMLCwq66b2tms3lsnr8iPz9fp39xZdTLNdTLddTMNdTLPTw2YF2O3W5XaWmpU1tVVZXTpxXtdruqqqqu2CcwMLDRn/dpeB0UFNSkeS4nMzNTq1atcmpLSUnR9OnTr7pvaxYScvXaebKOHe1X7wQH6uUa6uU6auYa6tWyvC5gRUdHa9%2B%2BfU5tubm5ioqKcupz7NixRn1uuukmx%2BuoqCiVlJSosLBQoaGhkqSTJ0%2Bqa9eu6tChQ5PmuZykpCQlJCQ4tdlsgSouLm/aQbZS3nr8fn6%2B6tjRrgsXKlVXV%2B/u5Xg86uUa6uU6auaatl4vd/1y73UBKzExUcuWLdOGDRs0ceJEHT58WDt37tTq1asdfe666y6tX79eWVlZuv3227Vr1y4dPHhQzzzzjKNPeHi44uLitGjRIi1YsEDFxcVavXq1xo0b1%2BR5LicsLKzR7cCCglLV1ra9E/uHvP346%2Brqvf4YWhL1cg31ch01cw31alled0M2JCREr7zyit555x3Fx8dr7ty5mjt3rgYMGODoExERoT/96U966aWX1K9fP61evVovvviiunfv7jRWRkaGamtrNWzYME2YMEFDhgxRcnJyk%2BcBAAC4FB/Lsix3L6ItKCgovXqnH2HEyn1X7%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%2Beio2NdfykpaVJkvbs2aPRo0crJiZGI0aM0O7du532Xbt2rYYOHaqYmBg99NBD%2BuKLLxzbKioqNGfOHMXHxysuLk6zZ89WeXl5ix4bAADwbl4bsD777DPdfffdOnLkiONn2bJlOnXqlKZNm6bf/va3%2Buc//6lp06YpNTVVZ8%2BelSTt2LFDGzdu1J///GcdOHBAvXr10vTp02VZliRp4cKF%2Buabb/Tuu%2B9q165d%2Buabb7R8%2BXJ3HioAAPAyXh2wbrrppkbtO3bsUN%2B%2BfXXbbbfJZrPpzjvvVL9%2B/ZSZmSlJ%2Butf/6oHHnhAUVFRateunWbOnKm8vDwdOHBAlZWV2rlzp6ZPn67g4GBdd911mjVrlrZv367KysqWPkQAAOClvPKb3Ovr63Xs2DHZ7XatW7dOdXV1uvnmmzVr1izl5uYqOjraqX9kZKSys7MlSbm5uZoyZYpjm7%2B/v8LDw5Wdna3g4GDV1NQ47R8REaGqqiqdOnVKv/jFL5q0vvz8fBUUFDi12WyBCgsL%2B7GHDDew2b7//cPPz/lfXBn1cr%2BGc7e14hxzDfVyD68MWEVFRerZs6eGDx%2BujIwMFRcX68knn1RaWpqqq6tlt9ud%2BgcEBKiiokKSVF5eftntZWVlkqTAwEDHtoa%2BrjyHlZmZqVWrVjm1paSkaPr06U0/SLhdSEiQ0%2BuOHe2X6YlLoV7uc/G521pxjrmGerUsrwxYoaGh2rx5s%2BO13W5XWlqaJkyYoPj4eFVVVTn1r6qqUlBQkKPv5bY3BKvKykpH/4Zbg%2B3bt2/y%2BpKSkpSQkODUZrMFqriYh%2BW9ScP75efnq44d7bpwoVJ1dfVuXpXno17u19r/v4ZzzDVtvV7u%2BoXDKwNWdna23nzzTc2cOVM%2BPj6SpOrqavn6%2BqpPnz46fvy4U//c3FzH81pRUVHKycnRrbfeKkmqqanRqVOnFB0dre7du8vf31%2B5ubn65S9/KUk6efKk4zZiU4WFhTW6HVhQUKra2rZ3Ynuzi9%2Bvurp63kMXUC/3aSt15xxzDfVqWV55QzY4OFibN2/WunXrVFtbq7y8PC1btkz33HOPxowZo4MHDyorK0u1tbXKysrSwYMHdffdd0uS7r33Xm3atEnZ2dn67rvv9Ic//EGhoaHq27dF3gb1AAANW0lEQVSv7Ha7RowYoeXLl6uoqEhFRUVavny5Ro0apYCAADcfNQAA8BZeeQWra9eueumll7RixQqtWbNG7dq108iRI5WWlqZ27drpT3/6k5YvX65nnnlGN9xwg1588UV1795dkjRu3DiVlpYqJSVFRUVF6t27t1566SX5%2B/tLkubNm6elS5dq9OjRqqmp0bBhw/Tss8%2B683ABAICX8bEavgAKzaqgoLRZxh2xcl%2BzjAvp7dTBkr7/RFZISJCKi8u5vN4ETakX523zajh3Wyv%2BN%2Bmatl6vzp07uGVer7xFCAAA4MkIWAAAAIZ55TNYAIDL86ZbsK39dibaLq5gAQAAGEbAAgAAMIxbhEAr4U23hQCgteMKFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADLO5ewGApxqxcp%2B7lwAA8FJcwQIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYxheNAgDcxtu%2B0Pft1MHuXgK8BFewAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAtYlnDt3TsnJyerbt6/i4%2BOVnp6u2tpady8LAAB4CQLWJaSmpiowMFB79%2B7Vtm3btH//fm3YsMHdywIAAF7C5u4FeJrTp0/r4MGD%2BuCDD2S329WtWzclJydr2bJlmjx5sruXBwBwoxEr97l7CS55O3Wwu5fQZnEF6yI5OTkKDg5Wly5dHG0RERHKy8vThQsX3LgyAADgLbiCdZHy8nLZ7XantobXFRUV6tix41XHyM/PV0FBgVObzRaosLAwcwsFAOAqbDZf%2Bfl9fy2l4V%2B0DALWRQIDA1VZWenU1vA6KCioSWNkZmZq1apVTm1PPPGEpk2bZmaRP/DP9Dtc3ic/P1%2BZmZlKSkoi9DUB9XIN9XIN9XIdNXNNfn6%2B/vKXddSrhRFnLxIVFaWSkhIVFhY62k6ePKmuXbuqQ4cOTRojKSlJ27dvd/pJSkpqriW7rKCgQKtWrWp0lQ2XRr1cQ71cQ71cR81cQ73cgytYFwkPD1dcXJwWLVqkBQsWqLi4WKtXr9a4ceOaPEZYWBi/JQAA0IZxBesSMjIyVFtbq2HDhmnChAkaMmSIkpOT3b0sAADgJbiCdQmhoaHKyMhw9zIAAICX8ps/f/58dy8CLS8oKEj9%2B/dv8oP7bR31cg31cg31ch01cw31ank%2BlmVZ7l4EAABAa8IzWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAlYbcu7cOSUnJ6tv376Kj49Xenq6amtr3b0sAABaHQJWG5KamqrAwEDt3btX27Zt0/79%2B7VhwwZ3LwsAgFaHgNVGnD59WgcPHlRaWprsdru6deum5ORkbd682d1Lc6usrCz17NlTsbGxjp%2B0tDRJ0p49ezR69GjFxMRoxIgR2r17t9O%2Ba9eu1dChQxUTE6OHHnpIX3zxhTsOoVld7arn0aNHNX78eMXGxiohIUFbt25142qd1dXVaenSpRo0aJBiY2M1depU5efnN%2BucVzqfPIGnn7PZ2dl65JFH1L9/fw0ePFizZ89WUVGRY3tFRYXmzJmj%2BPh4xcXFafbs2SovL2%2Bx9e3YsUOJiYmKiYnR2LFjdeTIkRabu8GVajRv3jzddNNNTudfZmamY98rvf/urm2rZKFNeO%2B996z%2B/fs7tWVnZ1vR0dHW%2BfPn3bQq91uyZIn11FNPNWr/8ssvrd69e1vvvfeeVVNTY7311ltWnz59rG%2B//dayLMvavn27NWTIEOvEiRNWVVWVtXjxYmvkyJFWfX19Sx9Cs3rwwQetmTNnWhUVFdaZM2eskSNHWmvXrrUsy7JKSkqs/v37W5s2bbJqamqsDz/80IqNjbWOHj3q5lV/78UXX7RGjx5t5eXlWaWlpVZqaqo1ZcqUZp3zcueTJ/D0c7aystIaPHiw9cILL1jfffedVVRUZE2ZMsX6r//6L0efp556ypo0aZJVXFxsFRYWWg8%2B%2BKA1f/78FlnfRx99ZMXGxlr//Oc/rerqamv9%2BvVWfHy8VVFR0SLzW9bVa3TPPfdY27dvv%2BS%2BV3v/3Vnb1oqA1Ua89tpr1s033%2BzUdvr0aSs6Otr65ptv3LMoDzBx4kRr06ZNjdpXrFhhPfLII05tjz32mPXCCy9YlmVZ9913n7VmzRrHturqais2Ntbav39/8y64BZ06dcqKjo52hErLsqy33nrLuuWWWyzLsqy//vWv1u233%2B60z3PPPWfNnj27Rdd5OUOHDrXeeOMNx%2BuCggKrR48e1pkzZ5ptzsudT57A08/ZkydPWo899phVW1vraHv//fetX/3qV5ZlWVZFRYXVq1cv6/Dhw47tn3zyidWnT58WCTkzZ8605s6d69R2xx13WNu2bWv2uRtcqUbfffed1atXL%2BvEiROX3PdK77%2B7a9tacYuwjQgMDFRlZaVTW8PrtvrHP%2Bvr63Xs2DH9z//8j2699VYNHTpUzz77rM6fP6/c3FxFR0c79Y%2BMjFR2drYkNdru7%2B%2Bv8PBwx/bWICcnR8HBwerSpYujLSIiQnl5ebpw4YJycnKuWCN3Ki0t1bfffuu0vtDQUF177bX6/PPPm2XOK51PnsDTz9kbb7xR69atk5%2Bfn6Pt3XffVa9evSR9/5hDTU2N0zFERESoqqpKp06davb1Xe3/E1rClWqUnZ2t2tpaZWRkaNCgQRo%2BfLhefvll1dfXX3L9P3z/3V3b1oqA1UZERUWppKREhYWFjraTJ0%2Bqa9eu6tChgxtX5j5FRUXq2bOnhg8frqysLG3ZskWnTp1SWlqaysvLZbfbnfoHBASooqJCkq66vTW41DE2vK6oqPDoGjQ8OxIYGOjUHhAQ0GzPlVzpfPIEnvx%2BXcyyLP3xj3/U7t279cwzz0iSysrKJDm/pw3H0xLPCnla/S6uUWlpqfr376%2BHHnpIe/bs0bJly7Rx40a98sorkq68fnfXtrWyuXsBaBnh4eGKi4vTokWLtGDBAhUXF2v16tUaN26cu5fmNqGhoU4P%2BdvtdqWlpWnChAmKj49XVVWVU/%2BqqirH1T673X7F7a3B1a562u12lZaWOm33lBo0/Mfh4vU35/qudD6VlZWpffv2zTJvU3nLOVtWVqY5c%2Bbo2LFj2rRpk3r06CHp///jX1lZ6Vhzw/vbErW9XP1CQkKafe6LXapGPXr00ODBgx19%2BvTpo0mTJikrK0uTJ0%2B%2B4vvv7tq2VlzBakMyMjJUW1urYcOGacKECRoyZIiSk5PdvSy3yc7O1vLly2VZlqOturpavr6%2B6tOnj3Jycpz65%2BbmKioqStL3VwR/uL2mpkanTp1qdAvBm13tqmd0dPQVa%2BRO1157rbp06aLc3FxHW0FBgUpKSprtPbrS%2BXTNNdc0y5yu8IZz9syZM7r33ntVVlambdu2OcKVJHXv3l3%2B/v5O7%2BnJkycdt7qa28X1k9xzvl%2BuRu%2B//762bNni1Le6uloBAQGSrvz%2Bu7u2rZZ7HwED3Oebb76xYmJirJdfftmqqamx/vd//9eaMGGC9fTTT1u5ublW7969rbfeesvxKcLevXtbX3zxhWVZ3z/gPWTIEOv48eOOT%2BQkJiZa1dXVbj4qs%2B6//35rxowZVmlpqeNThBkZGZZlWVZRUZHVt29fa/369VZ1dbW1f/9%2Bj3po%2Bo9//KM1atQo68yZM45PET744IPNNt%2BVzidP4OnnbElJiXXLLbdYTz31lFVXV3fJPrNmzbIefPBB69y5c9a5c%2BesBx980HryySdbZH0Nn5Ldv3%2B/41OE/fr1s4qLi1tkfsu6co127dpl9enTx/rwww%2Bt%2Bvp66%2BOPP7bi4%2BOt1157zbKsq7//7qxta%2BVjWT/4dQtoYw4ePKgVK1boxIkTateunUaOHKm0tDS1a9dOe/fu1fLly3XmzBndcMMNSktL08033yzp%2B%2Bcf1q9fr82bN6uoqEi9e/fW7373O3Xv3t3NR2RWYWGhFixYoAMHDsjX11djxozRrFmzHA/ZfvbZZ0pPT9eJEyfUqVMnJScna%2BzYsW5e9fdqamr0wgsv6I033lB5ebni4%2BO1cOFCXXfddc0255XOJ3fz9HN2/fr1WrJkiex2u3x8fJy2NXzfVFlZmZYuXaq///3vqqmp0bBhw/Tss882etauubz%2B%2Butas2aNzp49q8jISM2dO1e//OUvW2Ru6eo12rJli9avX6%2BzZ88qNDRUjzzyiCZOnCjp6u%2B/u2vbGhGwAAAADOMZLAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAsP8DVhdT2KdNFk0AAAAASUVORK5CYII%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-4616286128636345992\">\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\">20438</td>\n",
       "        <td class=\"number\">34.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:53%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-15</td>\n",
       "        <td class=\"number\">60</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-16</td>\n",
       "        <td class=\"number\">55</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-13</td>\n",
       "        <td class=\"number\">55</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-20</td>\n",
       "        <td class=\"number\">52</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1290</td>\n",
       "        <td class=\"number\">52</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-14</td>\n",
       "        <td class=\"number\">51</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">303</td>\n",
       "        <td class=\"number\">51</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-18</td>\n",
       "        <td class=\"number\">49</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-19</td>\n",
       "        <td class=\"number\">47</td>\n",
       "        <td class=\"number\">0.1%</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 (2418)</td>\n",
       "        <td class=\"number\">38490</td>\n",
       "        <td class=\"number\">64.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-4616286128636345992\">\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\">-90</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:50%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-63</td>\n",
       "        <td class=\"number\">2</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\">-59</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:50%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-57</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:50%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-55</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:50%\">&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\">2623</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:50%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2626</td>\n",
       "        <td class=\"number\">2</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\">2627</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:50%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2628</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:50%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2770</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:50%\">&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_installer\">installer<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>2146</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>3.6%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>6.2%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>3655</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable652497856155697353\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>DWE</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:49%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 29.3%\">\n",
       "            17402\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Government</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:6%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 3.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1825\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>RWE</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:4%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 2.0%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1206\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (2142)</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: 59.4%\">\n",
       "            35312\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"missing\">\n",
       "    <th>(Missing)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:11%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 6.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        3655\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=\"#freqtable652497856155697353, #minifreqtable652497856155697353\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable652497856155697353\">\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\">DWE</td>\n",
       "        <td class=\"number\">17402</td>\n",
       "        <td class=\"number\">29.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:59%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Government</td>\n",
       "        <td class=\"number\">1825</td>\n",
       "        <td class=\"number\">3.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">RWE</td>\n",
       "        <td class=\"number\">1206</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\">Commu</td>\n",
       "        <td class=\"number\">1060</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\">DANIDA</td>\n",
       "        <td class=\"number\">1050</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\">KKKT</td>\n",
       "        <td class=\"number\">898</td>\n",
       "        <td class=\"number\">1.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Hesawa</td>\n",
       "        <td class=\"number\">840</td>\n",
       "        <td class=\"number\">1.4%</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\">777</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\">TCRS</td>\n",
       "        <td class=\"number\">707</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\">Central government</td>\n",
       "        <td class=\"number\">622</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=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (2135)</td>\n",
       "        <td class=\"number\">29358</td>\n",
       "        <td class=\"number\">49.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"missing\">\n",
       "        <td class=\"fillremaining\">(Missing)</td>\n",
       "        <td class=\"number\">3655</td>\n",
       "        <td class=\"number\">6.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&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_longitude\">longitude<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>57516</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>96.8%</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>34.077</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>40.345</td>\n",
       "                </tr>\n",
       "                <tr class=\"alert\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>3.1%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram7267039156272493333\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAARRJREFUeJzt3cEJwkAQQFEVS7IIe/JsTxZhT2MD8kFBE%2BN798BcPnPYsLufmdkBTx2WHgDW7Lj0APyG0%2BX28jf36/kDk3yXDQJBIBAEAkEgEAQCQSAQBAJBIBAEAsFJOh%2BzhdN3GwSCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJbTf7QO7eN/CsbBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCATC6v7F2sKrRGyHDQJBIBD2MzNLDwFrZYNAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAeADSeBL8KWFTpwAAAABJRU5ErkJggg%3D%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives7267039156272493333,#minihistogram7267039156272493333\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives7267039156272493333\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles7267039156272493333\"\n",
       "                                                  aria-controls=\"quantiles7267039156272493333\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram7267039156272493333\" aria-controls=\"histogram7267039156272493333\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common7267039156272493333\" aria-controls=\"common7267039156272493333\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme7267039156272493333\" aria-controls=\"extreme7267039156272493333\"\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=\"quantiles7267039156272493333\">\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>30.041</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>33.09</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>34.909</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>37.178</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>39.133</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>40.345</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>40.345</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>4.088</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>6.5674</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.19272</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>19.187</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>34.077</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>3.3023</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-4.191</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>2024200</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>43.131</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>464.2 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=\"histogram7267039156272493333\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XtcVXW%2B//E3uFE2iIEhdnnUwRR0TE2SIMNsvDCNJV0UY8oHY03aTJCMPhLLbno0vIxoxnhyTDPz8nhImU7HwrTmdNQxvIx5zGkkwbx1MEEB5Sq39fujH/u0UxPtq3svfD0fj/2w/f2u9V3fz/5qvB9rrb3wsSzLEgAAAIzx9fQEAAAAWhoCFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwzOHpCVwtiovLjY/p6%2Buj9u0DVVJSqcZGy/j4nkJd9kJd9kJd9kJdP1%2BHDkGXdfzz4QyWjfn6%2BsjHx0e%2Bvj6enopR1GUv1GUv1GUv1GVfBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMMzh6QkAAGAXQ%2BZt9fQULsr6cXGensJVizNYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwzGsDVl5enp544gnFxMQoLi5OEydOVElJiSRp8uTJ6tGjh6Kiolyv7Oxs176LFi1S//791bt3byUnJ%2Bubb75x9VVVVWnSpEmKjY1Vnz59NHHiRFVWVrr6Dx48qFGjRikqKkr9%2BvXTX/7ylytXNAAAaBG8MmDV1NRo9OjRioqK0t///nd9%2BOGHKisr0wsvvCBJ2rt3r6ZNm6bdu3e7XklJSZKktWvXavny5Xrrrbe0fft23XrrrUpLS5NlWZKkadOm6dixY9qwYYM2btyoY8eOKTMzU5JUV1enP/zhD%2BrZs6e2b9%2BuN998UytXrtT69es980EAAABb8sqAVVhYqG7duik1NVWtW7dWSEiIkpKStHPnTtXW1mr//v3q0aPHOfd999139dhjjykiIkJt2rTRs88%2Bq8LCQm3fvl3V1dVat26d0tLSFBwcrGuvvVYTJkzQmjVrVF1drZ07d6qoqEhpaWlq3bq1unfvruTkZK1cufIKfwIAAMDOHJ6ewLnccsstWrx4sVvbhg0bdOuttyovL0/19fXKysrSrl27FBQUpOHDh2v06NHy9fVVQUGBxowZ49rPz89P4eHhysvLU3BwsOrq6hQZGenq79y5s2pqanTo0CHl5%2BerU6dOat26tau/S5cuevPNNy9q/kVFRSouLnZrczgCFBYWdlHjXEirVr5uf7YU1GUv1GUv1HV1cTi88/O4GtbLKwPWD1mWpXnz5umzzz7TihUrdOLECcXExCg5OVlz587Vvn37lJqaKl9fX40ePVqVlZVyOp1uY/j7%2B6uqqkoVFRWSpICAAFdf07aVlZXn3NfpdKqqquqi5pydna358%2Be7taWmpiotLe2ixmmudu2cF97IhqjLXqjLXqjr6hASEujpKfyklrxeXh2wKioqNGnSJH311VdasWKFunbtqq5duyouLs61Ta9evTRq1Cjl5ORo9OjRcjqdqqmpcRunpqZGgYGBrmBVXV2twMBA139LUtu2bRUQEOB63%2BSH2zZXUlKSBg4c6NbmcASotLTyPHtcmlatfNWunVOnT1eroaHR6NieRF32Ql32Ql1XF9M/d0y5kuvlqZDptQHryJEjGjNmjG644QatXr1a7du3lyR9%2BumnOnHihH7zm9%2B4tq2trZW/v78kKSIiQvn5%2BRowYICk729cP3TokCIjI9WpUyf5%2BfmpoKBAt912myTpwIEDrsuIJ0%2Be1KFDh1RfXy%2BH4/uPpqCgQBERERc197CwsLMuBxYXl6u%2B/vL8JWpoaLxsY3sSddkLddkLdV0dvP2zaMnr5ZUXP0%2BdOqVRo0bp9ttv11tvveUKV9L3lwxnzJih3NxcWZal3bt3a9myZa5vEQ4fPlwrVqxQXl6ezpw5ozlz5ig0NFTR0dFyOp0aMmSIMjMzVVJSopKSEmVmZmro0KHy9/dXbGysQkJCNGfOHJ05c0Z5eXlavny5EhMTPfVRAAAAG/LKM1hr1qxRYWGh1q9fr48//titb/fu3Zo0aZKmTJmi48ePKzQ0VGPHjtWDDz4oSUpMTFR5eblSU1NVUlKinj17auHChfLz85P0/TO0Zs2apYSEBNXV1WnQoEF6%2BeWXJUkOh0NLlizR1KlTFRcXp4CAACUnJ2vYsGFX9gMAAAC25mM1PSAKl1VxcbnxMR0OX4WEBKq0tLJFnWKlLnuhLnuhrp9nyLytl23sy2H9uLgLb%2BQBV/LvYYcOQZd1/PPxykuEAAAAdkbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADDM4ekJAACAy2PIvK2enkKzrR8X5%2BkpGMUZLAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAM89qAlZeXpyeeeEIxMTGKi4vTxIkTVVJSIknas2ePRowYoaioKA0cOFDvvfee275r165VfHy8evfurWHDhmn37t2uvoaGBs2aNUt33XWXoqKi9PTTT6uoqMjVf/LkSaWkpCg6OlqxsbHKyMhQfX39lSkaAAC0CF4ZsGpqajR69GhFRUXp73//uz788EOVlZXphRde0KlTp/TUU0/poYce0s6dO5WRkaEZM2boyy%2B/lCRt375d06ZN08yZM7Vz50498MADevrpp1VdXS1JWrBggbZu3ar3339fW7Zskb%2B/v1566SXXsceNG6eAgABt2bJFq1evVm5urpYuXeqJjwEAANiUVwaswsJCdevWTampqWrdurVCQkKUlJSknTt3auPGjQoODtbIkSPlcDjUt29fJSQkaOXKlZKk9957T/fff7/69OkjPz8/Pf744woJCVFOTo6rf8yYMbr%2B%2BuvVtm1bvfjii9q8ebOOHj2qw4cPa8eOHUpPT5fT6dRNN92klJQU19gAAADN4fD0BM7llltu0eLFi93aNmzYoFtvvVX5%2BfmKjIx06%2BvSpYtWr14tSSooKNDw4cPP6s/Ly1N5ebm%2B%2B%2B47t/1DQ0N1zTXX6Ouvv5YkBQcHq2PHjq7%2Bzp07q7CwUKdPn1a7du2aNf%2BioiIVFxe7tTkcAQoLC2vW/s3VqpWv258tBXXZC3XZC3XBWzkcLWvtvDJg/ZBlWZo3b54%2B%2B%2BwzrVixQsuWLZPT6XTbxt/fX1VVVZKkysrK8/ZXVlZKkgICAs7qb%2Br78b5N76uqqpodsLKzszV//ny3ttTUVKWlpTVr/4vVrp3zwhvZEHXZC3XZC3XB24SEBHp6CkZ5dcCqqKjQpEmT9NVXX2nFihXq2rWrnE6nysvL3barqalRYOD3C%2BN0OlVTU3NWf0hIiCssNd2P9eP9Lcs6q6/pfdP4zZGUlKSBAwe6tTkcASotrWz2GM3RqpWv2rVz6vTpajU0NBod25Ooy16oy16oC97K9M/IJp4Kbl4bsI4cOaIxY8bohhtu0OrVq9W%2BfXtJUmRkpLZu3eq2bUFBgSIiIiRJERERys/PP6u/f//%2Buuaaa9SxY0cVFBS4LhMWFxerrKxMkZGRamxsVFlZmU6cOKHQ0FBJ0oEDB3TdddcpKCio2XMPCws763JgcXG56usvzz/6hobGyza2J1GXvVCXvVAXvE1LWzevvOB56tQpjRo1SrfffrveeustV7iSpPj4eJ04cUJLly5VXV2dtm3bpnXr1rnuu0pMTNS6deu0bds21dXVaenSpTp58qTi4%2BMlScOGDdOCBQt09OhRVVRUaPr06YqJidHNN9%2Bs8PBw9enTR9OnT1dFRYWOHj2qN954Q4mJiR75HAAAgD155RmsNWvWqLCwUOvXr9fHH3/s1rd7924tWbJEGRkZysrKUvv27fXSSy/pzjvvlCT17dtXkydP1pQpU3T8%2BHF16dJFixYtUnBwsKTv74Wqr6/XyJEjVVlZqdjYWM2bN881flZWlqZOnapBgwbJ19dXDz30kFJSUq5c8QAAwPZ8LMuyPD2Jq0FxcfmFN7pIDoevQkICVVpa2aJOrVKXvVCXvVDXzzNk3tYLb4RLsn5c3GUZt0OH5t/iY5JXXiIEAACwMwIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgmPGA1dDQYHpIAAAAWzEesPr3768//elPKigoMD00AACALRgPWM8884y%2B%2BOILDR06VCNGjNCqVatUXl5u%2BjAAAABey3jAevTRR7Vq1Sp9/PHHuuuuu7Ro0SL169dPzz77rD7//HPThwMAAPA6l%2B0m9/DwcI0fP14ff/yxUlNT9be//U1PPvmkBg4cqLfffpt7tQAAQIvluFwD79mzR3/961%2BVk5Oj2tpaxcfHa9iwYTp%2B/Lhef/117d27V3Pnzr1chwcAAPAY4wHrjTfe0AcffKDDhw%2BrZ8%2BeGj9%2BvIYOHaq2bdu6tmnVqpVeeeUV04cGAADwCsYD1ooVK/TAAw8oMTFRXbp0Oec2nTt31oQJE0wfGgAAwCsYD1ibN29WRUWFysrKXG05OTnq27evQkJCJEndu3dX9%2B7dTR8aAADAKxi/yf1f//qX7r33XmVnZ7vaZs%2BerYSEBO3fv9/04QAAALyO8YD1pz/9Sb/61a80fvx4V9unn36q/v37a%2BbMmaYPBwAA4HWMB6yvvvpKTz31lFq3bu1qa9WqlZ566in9z//8j%2BnDAQAAeB3jAatt27Y6cuTIWe3fffed/P39TR8OAADA6xgPWPfee6%2BmTJmizz//XBUVFaqsrNS2bds0depUxcfHmz4cAACA1zH%2BLcJnn31WR48e1e9%2B9zv5%2BPi42uPj4zVx4kTThwMAAPA6xgOW0%2BnUwoULdfDgQX399dfy8/NT586dFR4ebvpQAAAAXumy/aqcTp06qVOnTpdreAAAAK9lPGAdPHhQU6dO1a5du1RXV3dW/759%2B0wfEgAAwKsYD1hTpkxRYWGhJkyYoKCgINPDAwAAeD3jAWv37t165513FBUVZXpoAAAAWzD%2BmIaQkBAFBgaaHhYAAMA2jAes5ORkzZ07V%2BXl5aaHBgAAsAXjAWvTpk3aunWrYmNjdffdd2vQoEFur4tVUlKi%2BPh4bd%2B%2B3dU2efJk9ejRQ1FRUa7XD3%2B59KJFi9S/f3/17t1bycnJ%2Buabb1x9VVVVmjRpkmJjY9WnTx9NnDhRlZWVrv6DBw9q1KhRioqKUr9%2B/fSXv/zlEj8JAABwtTJ%2BD1ZsbKxiY2ONjLVr1y49//zzZ/3qnb1792ratGl6%2BOGHz9pn7dq1Wr58ud566y3dfPPNeu2115SWlqZ169bJx8dH06ZN07Fjx7RhwwY1NDRo3LhxyszM1OTJk1VXV6c//OEPio%2BP16JFi1RQUKDf//73%2Brd/%2BzcNGTLESE0AAKDlMx6wnnnmGSPjrF27VllZWUpPT9f48eNd7bW1tdq/f7969Ohxzv3effddPfbYY4qIiJD0/ZPl3333XW3fvl233Xab1q1bp2XLlik4OFiSNGHCBP32t7/VxIkTtXv3bhUVFSktLU2tW7dW9%2B7dlZycrJUrVxKwAABAs12WB43m5eXpnXfe0cGDB/X666/r008/VZcuXS7qzFa/fv2UkJAgh8PhFrDy8vJUX1%2BvrKws7dq1S0FBQRo%2BfLhGjx4tX19fFRQUaMyYMa7t/fz8FB4erry8PAUHB6uurk6RkZGu/s6dO6umpkaHDh1Sfn6%2BOnXqpNatW7v6u3TpojfffPOi6i8qKlJxcbFbm8MRoLCwsIsa50JatfJ1%2B7OloC57oS57oS54K4ejZa2d8YD1z3/%2BU48%2B%2Bqh69%2B6tf/7zn6qtrdW%2Bffs0ffp0zZ8/XwMGDGjWOB06dDhne3l5uWJiYlw30%2B/bt0%2Bpqany9fXV6NGjVVlZKafT6baPv7%2B/qqqqVFFRIUkKCAhw9TVtW1lZec59nU6nqqqqml2/JGVnZ2v%2B/PlubampqUpLS7uocZqrXTvnhTeyIeqyF%2BqyF%2BqCtwkJaVlPIDAesDIzM/W73/1O48ePdz0L69VXX1VQUNBFBazziYuLU1xcnOt9r169NGrUKOXk5Gj06NFyOp2qqalx26empkaBgYGuYFVdXe16lER1dbUkqW3btgoICHC9b/LDbZsrKSlJAwcOdGtzOAJUWlp5nj0uTatWvmrXzqnTp6vV0NBodGxPoi57oS57oS54K9M/I5t4KrhdljNYkydPPqv90Ucf1apVq372%2BJ9%2B%2BqlOnDih3/zmN6622tpa%2Bfv7S5IiIiKUn5/vCnJ1dXU6dOiQIiMj1alTJ/n5%2BamgoEC33XabJOnAgQOuy4gnT57UoUOHVF9fL4fj%2B4%2BmoKDAdT9Xc4WFhZ11ObC4uFz19ZfnH31DQ%2BNlG9uTqMteqMteqAvepqWtm/ELnn5%2Bfq5LcT9UWFh41uW3S2FZlmbMmKHc3FxZlqXdu3dr2bJlSkpKkiQNHz5cK1asUF5ens6cOaM5c%2BYoNDRU0dHRcjqdGjJkiDIzM1VSUqKSkhJlZmZq6NCh8vf3V2xsrEJCQjRnzhydOXNGeXl5Wr58uRITE3/2vAEAwNXD%2BBmswYMHa86cOXrttddcbQcOHFBGRoZ%2B%2Bctf/uzx4%2BPjNWnSJE2ZMkXHjx9XaGioxo4dqwcffFCSlJiYqPLycqWmpqqkpEQ9e/bUwoUL5efnJ%2Bn7Z2jNmjVLCQkJqqur06BBg/Tyyy9LkhwOh5YsWaKpU6cqLi5OAQEBSk5O1rBhw372vAEAwNXDx7Isy%2BSAFRUVGj16tPbs2SPLshQUFKSKigp169ZNb7/9tuvxCFeb4mLzT7Z3OHwVEhKo0tLKFnVqlbrshbrshbp%2BniHztl62sa9268fFXXijS9ChQ9BlGfdCjJ/Batu2rVatWqXc3Fz961//UmNjoyIjI3X33XfL17dlfQUTAADgXC7Lc7AkqW/fvurbt%2B/lGh4AAMBrGQ9YAwcOlI%2BPz3n7//a3v5k%2BJAAAgFcxHrAefvhht4BVV1enw4cPa/PmzRo3bpzpwwEAAHgd4wFr7Nix52xfsWKFdu3apd/%2B9remDwkAAOBVrthd5wMGDNCmTZuu1OEAAAA85ooFrB07dqhNmzZX6nAAAAAeY/wS4Y8vAVqWpYqKCn399ddcHgQAAFcF4wHrhhtuOOtbhH5%2Bfho1apQSEhJMHw4AAMDrGA9YM2fOND0kAACArRgPWDt37mz2tnfccYfpwwMAAHic8YD1%2BOOPy7Is16tJ02XDpjYfHx/t27fP9OEBAAA8znjA%2BvOf/6wZM2boueee05133ik/Pz/t2bNHU6ZM0WOPPaYBAwaYPiQAAIBXMf6YhlmzZmny5MkaPHiw2rZtqzZt2igmJkZTp07VkiVLdOONN7peAAAALZHxgFVUVKTrr7/%2BrPa2bduqtLTU9OEAAAC8jvGA1bt3b82dO1cVFRWutrKyMs2ePVt9%2B/Y1fTgAAACvY/werJdeekmjRo1S//79FR4eLkk6ePCgOnTooGXLlpk%2BHAAAgNcxHrA6d%2B6snJwcrVu3TgcOHJAkPfbYY7r//vvldDpNHw4AAMDrGA9YktSuXTuNGDFC3377rW666SZJ3z/NHQAA4Gpg/B4sy7KUmZmpO%2B64Q0OHDtV3332n5557TpMmTVJdXZ3pwwEAAHgd4wFr%2BfLl%2BuCDDzR58mS1bt1akjR48GD913/9l15//XXThwMAAPA6xgNWdna2XnnlFQ0bNsz19Pb77rtPGRkZ%2Buijj0wfDgAAwOsYD1jffvutfvGLX5zV3rVrV504ccL04QAAALyO8YB144036ssvvzyrfdOmTa4b3gEAAFoy498ifPLJJ/Xv//7vOn78uCzLUm5urlatWqXly5dr0qRJpg8HAADgdYwHrOHDh6u%2Bvl4LFixQTU2NXnnlFV177bUaP368Hn30UdOHAwAA8DrGA9Z//ud/6te//rWSkpJUUlIiy7J07bXXmj4MAACA1zJ%2BD9arr77qupm9ffv2hCsAAHDVMR6wwsPD9fXXX5seFgAAwDaMXyKMiIjQhAkTtHjxYoWHh6tNmzZu/TNmzDB9SAAAAK9iPGAdOXJEffr0kSQVFxebHh4AAMDrGQlYM2bM0B//%2BEcFBARo%2BfLlJoYEAACwLSP3YC1btkzV1dVubU8%2B%2BaSKiopMDA8AAGArRgKWZVlntX3xxRc6c%2BaMieEBAABsxfi3CAEAAK52BCwAAADDjAUsHx8fU0MBAADYmrHHNLz66qtuz7yqq6vT7NmzFRgY6LYdz8ECAAAtnZGAdccdd5z1zKuoqCiVlpaqtLTUxCEAAABsw0jA4tlXAAAA/4eb3AEAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhXh%2BwSkpKFB8fr%2B3bt7va9uzZoxEjRigqKkoDBw7Ue%2B%2B957bP2rVrFR8fr969e2vYsGHavXu3q6%2BhoUGzZs3SXXfdpaioKD399NMqKipy9Z88eVIpKSmKjo5WbGysMjIyVF9ff/kLBQAALYZXB6xdu3YpKSlJR44ccbWdOnVKTz31lB566CHt3LlTGRkZmjFjhr788ktJ0vbt2zVt2jTNnDlTO3fu1AMPPKCnn35a1dXVkqQFCxZo69atev/997Vlyxb5%2B/vrpZdeco0/btw4BQQEaMuWLVq9erVyc3O1dOnSK1o3AACwN68NWGvXrtWECRM0fvx4t/aNGzcqODhYI0eOlMPhUN%2B%2BfZWQkKCVK1dKkt577z3df//96tOnj/z8/PT4448rJCREOTk5rv4xY8bo%2BuuvV9u2bfXiiy9q8%2BbNOnr0qA4fPqwdO3YoPT1dTqdTN910k1JSUlxjAwAANIex30VoWr9%2B/ZSQkCCHw%2BEWsvLz8xUZGem2bZcuXbR69WpJUkFBgYYPH35Wf15ensrLy/Xdd9%2B57R8aGqprrrlGX3/9tSQpODhYHTt2dPV37txZhYWFOn36tNq1a9esuRcVFZ31q4McjgCFhYU1a//matXK1%2B3PloK67IW67IW64K0cjpa1dl4bsDp06HDO9srKSjmdTrc2f39/VVVVXbC/srJSkhQQEHBWf1Pfj/dtel9VVdXsgJWdna358%2Be7taWmpiotLa1Z%2B1%2Bsdu2cF97IhqjLXqjLXqgL3iYkJNDTUzDKawPW%2BTidTpWXl7u11dTUKDAw0NVfU1NzVn9ISIgrLDXdj/Xj/S3LOquv6X3T%2BM2RlJSkgQMHurU5HAEqLa1s9hjN0aqVr9q1c%2Br06Wo1NDQaHduTqMteqMteqAveyvTPyCaeCm62C1iRkZHaunWrW1tBQYEiIiIkSREREcrPzz%2Brv3///rrmmmvUsWNHFRQUuC4TFhcXq6ysTJGRkWpsbFRZWZlOnDih0NBQSdKBAwd03XXXKSgoqNlzDAsLO%2BtyYHFxuerrL88/%2BoaGxss2tidRl71Ql71QF7xNS1s3213wjI%2BP14kTJ7R06VLV1dVp27ZtWrduneu%2Bq8TERK1bt07btm1TXV2dli5dqpMnTyo%2BPl6SNGzYMC1YsEBHjx5VRUWFpk%2BfrpiYGN18880KDw9Xnz59NH36dFVUVOjo0aN64403lJiY6MmSAQCAzdjuDFZISIiWLFmijIwMZWVlqX379nrppZd05513SpL69u2ryZMna8qUKTp%2B/Li6dOmiRYsWKTg4WNL390LV19dr5MiRqqysVGxsrObNm%2BcaPysrS1OnTtWgQYPk6%2Burhx56SCkpKR6pFQAA2JOPZVmWpydxNSguLr/wRhfJ4fBVSEigSksrW9SpVeqyF%2BqyF%2Br6eYbM23rhjXBJ1o%2BLuyzjdujQ/Ft8TLLdJUIAAABvR8ACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhtnuQaMAgJaD50qhpeIMFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwzLYBKycnR927d1dUVJTrlZ6eLknatGmTEhIS1Lt3bw0ZMkSfffY7DmiZAAAOzklEQVSZ276LFi1S//791bt3byUnJ%2Bubb75x9VVVVWnSpEmKjY1Vnz59NHHiRFVWVl7R2gAAgL3ZNmDt3btXDz74oHbv3u16zZ49W4cOHdLYsWP1xz/%2BUf/4xz80duxYjRs3TsePH5ckrV27VsuXL9dbb72l7du369Zbb1VaWposy5IkTZs2TceOHdOGDRu0ceNGHTt2TJmZmZ4sFQAA2IytA1aPHj3Oal%2B7dq2io6M1ePBgORwO3XfffbrjjjuUnZ0tSXr33Xf12GOPKSIiQm3atNGzzz6rwsJCbd%2B%2BXdXV1Vq3bp3S0tIUHBysa6%2B9VhMmTNCaNWtUXV19pUsEAAA25fD0BC5FY2OjvvrqKzmdTi1evFgNDQ265557NGHCBBUUFCgyMtJt%2By5duigvL0%2BSVFBQoDFjxrj6/Pz8FB4erry8PAUHB6uurs5t/86dO6umpkaHDh3SL37xi2bNr6ioSMXFxW5tDkeAwsLCLrXkc2rVytftz5aCuuyFuuylpdYF%2B3M4WtbfSVsGrJKSEnXv3l333nuvsrKyVFpaqueee07p6emqra2V0%2Bl0297f319VVVWSpMrKyvP2V1RUSJICAgJcfU3bXsx9WNnZ2Zo/f75bW2pqqtLS0ppf5EVo18554Y1siLrshbrspaXWBfsKCQn09BSMsmXACg0N1cqVK13vnU6n0tPT9cgjjyg2NlY1NTVu29fU1CgwMNC17fn6m4JVdXW1a/umS4Nt27Zt9vySkpI0cOBAtzaHI0ClpWZvlm/Vylft2jl1%2BnS1GhoajY7tSdRlL9RlLy21Ltif6Z%2BRTTwV3GwZsPLy8vThhx/q2WeflY%2BPjySptrZWvr6%2B6tWrl/bt2%2Be2fUFBget%2BrYiICOXn52vAgAGSpLq6Oh06dEiRkZHq1KmT/Pz8VFBQoNtuu02SdODAAddlxOYKCws763JgcXG56usvz//MGhoaL9vYnkRd9kJd9tJS64J9tbS/j7a84BkcHKyVK1dq8eLFqq%2BvV2FhoWbPnq2HH35YDz30kHbs2KGcnBzV19crJydHO3bs0IMPPihJGj58uFasWKG8vDydOXNGc%2BbMUWhoqKKjo%2BV0OjVkyBBlZmaqpKREJSUlyszM1NChQ%2BXv7%2B/hqgEAgF3Y8gzWddddp4ULF2ru3LlasGCB2rRpo/vvv1/p6elq06aN/uM//kOZmZl68cUXdeONN%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%2Bv9/S0AACATRCwzmHcuHEKCAjQli1btHr1auXm5mrp0qWenhYAALAJAtaPHD58WDt27FB6erqcTqduuukmpaSkaOXKlZ6eGgAAsAkC1o/k5%2BcrODhYHTt2dLV17txZhYWFOn36tAdnBgAA7MLh6Ql4m8rKSjmdTre2pvdVVVVq167dBccoKipScXGxW5vDEaCwsDBzE5XUqpW98rHD0bz5NtVlt/ouhLrshbqAK6u5PyPsgoD1IwEBAaqurnZra3ofGBjYrDGys7M1f/58t7ZnnnlGY8eONTPJ/6%2BoqEijrstXUlKS8fDmSUVFRXrnncXUZRPUZS/eVtc/Mn5tZJyioiJlZ2d7TV2mUJd9tay4aEBERITKysp04sQJV9uBAwd03XXXKSgoqFljJCUlac2aNW6vpKQk43MtLi7W/PnzzzpbZnfUZS/UZS/UZS/UZV%2BcwfqR8PBw9enTR9OnT9fUqVNVWlqqN954Q4mJic0eIywsrMUmcgAAcGGcwTqHrKws1dfXa9CgQXrkkUd09913KyUlxdPTAgAANsEZrHMIDQ1VVlaWp6cBAABsqtWUKVOmeHoSuHSBgYGKiYlp9g34dkFd9kJd9kJd9kJd9uRjWZbl6UkAAAC0JNyDBQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYNnUyZMnlZKSoujoaMXGxiojI0P19fWenhYAABABy7bGjRungIAAbdmyRatXr1Zubq6WLl3q6WkBAAARsGzp8OHD2rFjh9LT0%2BV0OnXTTTcpJSVFK1eu9PTUfracnBx1795dUVFRrld6erqnp3XJSkpKFB8fr%2B3bt7va9uzZoxEjRigqKkoDBw7Ue%2B%2B958EZXppz1TV58mT16NHDbe2ys7M9OMvmy8vL0xNPPKGYmBjFxcVp4sSJKikpkWTv9fqpuuy8Xrm5uRoxYoRuv/12xcXFadq0aaqpqZFk7/X6qbrsvF5NGhoalJycrOeff97VtmnTJiUkJKh3794aMmSIPvvsMw/O0DALtvPJJ59YMTExbm15eXlWZGSkderUKQ/NyoyZM2dazz//vKenYcQ//vEPa/DgwVZkZKS1bds2y7Isq6yszIqJibFWrFhh1dXVWZ9//rkVFRVl7dmzx8Ozbb5z1WVZlvXwww9ba9as8eDMLk11dbUVFxdnvf7669aZM2eskpISa8yYMdbvf/97W6/XT9VlWfZdr5MnT1o9e/a03n//fauhocE6fvy4NXToUOv111%2B39Xr9VF2WZd/1%2BqF58%2BZZ3bp1s5577jnLsizr4MGDVs%2BePa1PPvnEqqursz766COrV69e1nfffefhmZrBGSwbqqyslNPpdGtrel9VVeWJKRmzd%2B9e9ejRw9PT%2BNnWrl2rCRMmaPz48W7tGzduVHBwsEaOHCmHw6G%2BffsqISHBNmcfz1dXbW2t9u/fb8u1KywsVLdu3ZSamqrWrVsrJCRESUlJ2rlzp63X66fqsvN6tW/fXp9//rmGDRsmHx8flZWV6cyZM2rfvr2t1%2Bun6rLzejXJzc3Vxo0b9atf/crVtnbtWkVHR2vw4MFyOBy67777dMcdd9juzNz5ELBsKCAgQNXV1W5tTe/t/EszGxsb9dVXX%2Bm///u/NWDAAPXv318vv/yyTp065empXbR%2B/frpk08%2B0X333efWnp%2Bfr8jISLe2Ll26KC8v70pO75Kdr668vDzV19crKytLd911l%2B699169%2Beabamxs9NBMm%2B%2BWW27R4sWL1apVK1fbhg0bdOutt9p6vX6qLjuvlyS1bdtWknTPPfcoISFBHTp00LBhw2y9XtL567L7ep08eVIvvvii5syZ43ZyoKCgwNbrdSEELBuKiIhQWVmZTpw44Wo7cOCArrvuOgUFBXlwZj9PSUmJunfvrnvvvVc5OTlatWqVDh06ZMt7sDp06CCHw3FW%2B7nOPvr7%2B9vmzOP56iovL1dMTIySk5O1adMmzZ49W8uXL9eSJUs8MMtLZ1mWXnvtNX322Wd68cUXbb9eTX5cV0tZr40bN2rz5s3y9fVVWlpai1mvH9dl5/VqbGxUenq6nnjiCXXr1s2tr6Ws1/kQsGwoPDxcffr00fTp01VRUaGjR4/qjTfeUGJioqen9rOEhoZq5cqVSkxMlNPp1A033KD09HRt3rxZFRUVnp6eEU6n03XTapOamhpbn3mUpLi4OC1btkwxMTHy8/NTr169NGrUKOXk5Hh6as1WUVGhtLQ0rVu3TitWrFDXrl1bxHqdq66WsF7S9z%2BMO3bsqPT0dG3ZsqVFrJd0dl09evSw7XotXLhQrVu3VnJy8ll9LWW9zoeAZVNZWVmqr6/XoEGD9Mgjj%2Bjuu%2B9WSkqKp6f1s%2BTl5SkzM1OWZbnaamtr5evrq9atW3twZuZERkYqPz/fra2goEAREREempEZn376qVatWuXWVltbK39/fw/N6OIcOXJEw4cPV0VFhVavXq2uXbtKsv96na8uO6/XF198oV//%2Bteqra11tdXW1srPz09dunSx7Xr9VF1bt2617Xp98MEH2rFjh6KjoxUdHa0PP/xQH374oaKjo23/7%2BuCPHyTPeBy7Ngxq3fv3tabb75p1dXVWf/7v/9rPfLII9YLL7zg6an9LD/8tl1JSYkVHR1tvf3221Ztba2Vm5trRUVFWbm5uR6e5cX7YV0bN260evXqZX3%2B%2BedWY2Oj9cUXX1ixsbHWX//6Vw/P8sLKysqsX/7yl9bzzz9vNTQ0uPXZeb1%2Bqi47r1dFRYV1zz33WNOnT7fOnDljffvtt1ZiYqI1efJkW6/XT9Vl5/X6seeee871LcKCggKrZ8%2Be1kcffeT6FmHPnj2tb775xsOzNMPHsn5wugDwsB07dmju3Lnav3%2B/2rRpo/vvv1/p6elq06aNp6d2ybp27aply5YpNjZW0vfflMzIyND%2B/fvVvn17paSkaNiwYR6e5cX7cV2rVq3S22%2B/rePHjys0NFRPPPGERo4c6eFZXtjbb7%2BtmTNnyul0ysfHx61v9%2B7dtl2vC9Vl1/WSvj/LMX36dO3du1dBQUFKSEhwfVvSrusl/XRddl6vH2p6BtbMmTMlSVu2bFFmZqaOHDmiG2%2B8Uenp6brnnns8OUVjCFgAAACGcQ8WAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGDY/wOZXH3kzSyl9AAAAABJRU5ErkJggg%3D%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common7267039156272493333\">\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\">0.0</td>\n",
       "        <td class=\"number\">1812</td>\n",
       "        <td class=\"number\">3.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">37.54090064</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">33.01050977</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">39.09348389</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">32.972718699999994</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">33.00627548</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">39.10395018</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">37.54278497</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">36.80248988</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">39.09837398</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><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (57506)</td>\n",
       "        <td class=\"number\">57570</td>\n",
       "        <td class=\"number\">96.9%</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=\"extreme7267039156272493333\">\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\">0.0</td>\n",
       "        <td class=\"number\">1812</td>\n",
       "        <td class=\"number\">3.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">29.6071219</td>\n",
       "        <td class=\"number\">1</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\">29.60720109</td>\n",
       "        <td class=\"number\">1</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\">29.61032056</td>\n",
       "        <td class=\"number\">1</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\">29.61096482</td>\n",
       "        <td class=\"number\">1</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",
       "            <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\">40.32340181</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\">40.32522643</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\">40.32523996</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\">40.34430089</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\">40.34519307</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_latitude\">latitude<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>57517</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>96.8%</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>-5.706</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>-11.649</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>-2e-08</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=\"minihistogram6630922554188247590\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAATNJREFUeJzt29FtgzAUQNGmykgZojv1uzt1iOzkLBBd0UoEx5zzj%2BQPrp4BcxljjA/gqc%2BjFwAzux69AF7v9v3752vuP187rGR%2BJggEgUAQCASBQBAIBIFAEAgEgUAQCASBQHDUZAH/OTrCNiYIBIFAEAgEgUA47UO6fyLYwgSBIBAIAoEgEAgCgXDat1izcmxkLgLZkZv9/dliQRAIBIFAWOIZxF6fvSwRyKsI8XxssSCYIGxy1tPPJgiE6SaIfT4zMUEgCASCQCAIBIJAIAgEwnSveVnHCh8XTRAIAoEgEAgCgSAQCAKBIBAIlzHGOHoRMCsTBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBMIDUGodC4dVmU4AAAAASUVORK5CYII%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives6630922554188247590,#minihistogram6630922554188247590\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives6630922554188247590\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles6630922554188247590\"\n",
       "                                                  aria-controls=\"quantiles6630922554188247590\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram6630922554188247590\" aria-controls=\"histogram6630922554188247590\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common6630922554188247590\" aria-controls=\"common6630922554188247590\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme6630922554188247590\" aria-controls=\"extreme6630922554188247590\"\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=\"quantiles6630922554188247590\">\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>-11.649</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>5-th percentile</th>\n",
       "                        <td>-10.586</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>-8.5406</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>-5.0216</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>-3.3262</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>-1.4089</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>-2e-08</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>11.649</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>5.2145</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>2.946</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>-0.5163</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.0576</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>-5.706</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>2.5678</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-0.15204</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>-338940</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>8.679</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>464.2 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=\"histogram6630922554188247590\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3X9UVXW%2B//EXclAOIIIi1rRs4eXH9POOBoqaeW8o45hiDmpMuSz7oTchf5U/xrT0qvgjseuYSY7pMKm3SJNbziW1mbzlmCKW6c0bBqZG1x%2BggMIBlF/fP1ye7z0ieqwPnnPw%2BVjLxTqfz97789lvN%2Be81t77bLwaGhoaBAAAAGNauXoCAAAALQ0BCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGuX3AKikpUXx8vHJycuxt27Zt06OPPqoHHnhAcXFxWrFiherr6%2B39WVlZio%2BPV9euXZWYmKj9%2B/fb%2B%2Brq6rR48WL17t1b3bp107hx41RUVGTvP3v2rJKTkxUTE6PY2Filpqaqtrb25uwsAABoEdw6YH355ZdKSkrSDz/8YG/75ptvNG3aNE2aNEn79u3T6tWrtXnzZmVkZEiScnJyNG/ePC1atEi5ubkaMmSIxo0bp6qqKklSenq6du3apQ8%2B%2BEA7d%2B6Ur6%2BvZs2aZd/%2BpEmT5Ofnp507d2rTpk3avXu3fdsAAADOsLh6Ak3JysrS8uXLNXXqVE2ePNne/r//%2B7/63e9%2Bp4cffliSFB4ervj4eOXm5uqZZ57Rxo0bNWjQIEVHR0uSRo8erczMTGVnZ2vYsGHauHGjpkyZottvv12SNHPmTPXp00eFhYWqr6/X3r179fnnn8tqtapz585KTk7WkiVL9Nxzz/2s/SkuLr9mf6tWXmrf3l8lJTbV1zf8rLFaOmrlPGrlHOrkPGrlPGrlvOasVceObY1uz1luG7D69OmjhIQEWSwWh4A1YMAADRgwwP66urpa//Vf/6WEhARJUkFBgYYNG%2BawrYiICOXl5am8vFynTp1SVFSUvS8kJETt2rXT4cOHJUlBQUHq1KmTvT88PFwnTpzQ%2BfPnFRgY6NTci4qKVFxc7NBmsfgpNDS0yXW8vVvJy8tLPj7eqqurb3I5UKsbQa2cQ52cR62cR62c1xJr5bYBq2PHjtddpqKiQhMnTpSvr69Gjx4tSbLZbLJarQ7L%2Bfr6qrKyUjabTZLk5%2BfXqP9y35XrXn5dWVnpdMDKzMzUihUrHNpSUlI0YcKE664bGGi97jK4hFo5j1o5hzo5j1o5j1o5ryXVym0D1vV8//33mjBhgjp06KB33nlHAQEBki4Fourqaodlq6urFRwcbA9Ll%2B/H%2Br/9/v7%2BamhoaNR3%2BbW/v7/Tc0tKSlJcXJxDm8Xip9JSW5PreHu3UmCgVefPV7WY9N5cqJXzqJVzqJPzqJXzqJXzmrNWwcHOf36b5JEB67PPPtOLL76oxx57TC%2B99JIslv%2B/G5GRkcrPz3dYvqCgQH379lW7du3UqVMnFRQU2C8TFhcXq6ysTFFRUaqvr1dZWZnOnDmjkJAQSdKRI0d02223qW1b56/hhoaGNrocWFxcrtra6x80dXX1Ti0HanUjqJVzqJPzqJXzqJXzWlKt3PpbhFfz9ddfKyUlRTNmzND06dMdwpUkDR8%2BXFu2bNGePXtUU1OjjIwMnT17VvHx8ZKkxMREpaenq7CwUBUVFVqwYIF69OihO%2B%2B8U2FhYYqOjtaCBQtUUVGhwsJCrVy5UsOHD3fFrgIAAA/lcWew3nrrLdXW1io1NVWpqan29ujoaL399tvq1auXZs%2BerTlz5uj06dOKiIjQ6tWrFRQUJOnSvVC1tbUaOXKkbDabYmNjtWzZMvt2li9frrlz56pfv35q1aqVhg4dquTk5Ju%2BnwAAwHN5NTQ08N3Rm%2BB6j2mwWFopONhfpaW2FnN6tLlQK%2BdRK%2BdQJ%2BdRK%2BdRK%2Bc1Z61c9ZgGj7tECAAA4O4IWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwj3vQKACg5Ri4bJerp3BDPp70oKunAA/BGSwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADHP7gFVSUqL4%2BHjl5OTY2w4cOKARI0aoW7duiouL08aNGx3WycrKUnx8vLp27arExETt37/f3ldXV6fFixerd%2B/e6tatm8aNG6eioiJ7/9mzZ5WcnKyYmBjFxsYqNTVVtbW1zb%2BjAACgxXDrgPXll18qKSlJP/zwg73t3LlzGjt2rIYOHarc3FylpqZq4cKFOnjwoCQpJydH8%2BbN06JFi5Sbm6shQ4Zo3LhxqqqqkiSlp6dr165d%2BuCDD7Rz5075%2Bvpq1qxZ9u1PmjRJfn5%2B2rlzpzZt2qTdu3crIyPjpu43AADwbG4bsLKysjRlyhRNnjzZoX379u0KCgrSyJEjZbFY1KtXLyUkJGjDhg2SpI0bN2rQoEGKjo6Wj4%2BPRo8ereDgYGVnZ9v7x4wZo9tvv10BAQGaOXOmPv/8cxUWFur48ePau3evpk6dKqvVqs6dOys5Odm%2BbQAAAGdYXD2BpvTp00cJCQmyWCwOISs/P19RUVEOy0ZERGjTpk2SpIKCAg0bNqxRf15ensrLy3Xq1CmH9UNCQtSuXTsdPnxYkhQUFKROnTrZ%2B8PDw3XixAmdP39egYGBTs29qKhIxcXFDm0Wi59CQ0ObXMfbu5XDTzSNWjmPWjmHOjnvVq%2BVxeL8ft/qtboRLbFWbhuwOnbseNV2m80mq9Xq0Obr66vKysrr9ttsNkmSn59fo/7LfVeue/l1ZWWl0wErMzNTK1ascGhLSUnRhAkTrrtuYKD1usvgEmrlPGrlHOrkvFu1VsHB/je8zq1aq5%2BiJdXKbQNWU6xWq8rLyx3aqqur5e/vb%2B%2Bvrq5u1B8cHGwPS5fvx7py/YaGhkZ9l19f3r4zkpKSFBcX59BmsfiptNTW5Dre3q0UGGjV%2BfNVqqurd3qsWxG1ch61cg51ct6tXqtrvY9f6Vav1Y1ozlr9lFBsgscFrKioKO3atcuhraCgQJGRkZKkyMhI5efnN%2Brv27ev2rVrp06dOqmgoMB%2BmbC4uFhlZWWKiopSfX29ysrKdObMGYWEhEiSjhw5ottuu01t27Z1eo6hoaGNLgcWF5ertvb6B01dXb1Ty4Fa3Qhq5Rzq5LxbtVY/ZZ9v1Vr9FC2pVh53sTM%2BPl5nzpxRRkaGampqtGfPHm3ZssV%2B39Xw4cO1ZcsW7dmzRzU1NcrIyNDZs2cVHx8vSUpMTFR6eroKCwtVUVGhBQsWqEePHrrzzjsVFham6OhoLViwQBUVFSosLNTKlSs1fPhwV%2B4yAADwMB53Bis4OFhr165Vamqqli9frvbt22vWrFnq2bOnJKlXr16aPXu25syZo9OnTysiIkKrV69WUFCQpEv3QtXW1mrkyJGy2WyKjY3VsmXL7Ntfvny55s6dq379%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%2BvTR/PnzdfHiRUnSZ599poSEBHXt2lUDBw7Ujh07HNZdvXq1%2Bvbtq65du2rUqFH6/vvv7X2VlZWaMWOGYmNjFR0drWnTpslms93UfQMAAJ7NIwNWfX29/uVf/kUDBgzQ3r17tWnTJv3973/X6tWrdezYMY0fP14TJ07Uvn37NH78eE2aNEmnT5%2BWJGVlZWndunVas2aNcnJydO%2B992rChAlqaGiQJM2bN08nT57Utm3btH37dp08eVJpaWmu3F0AAOBhPDJgnTt3TsXFxaqvr7cHo1atWslqtSorK0sxMTHq37%2B/LBaLHnnkEXXv3l2ZmZmSpPfff19PPPGEIiMj1aZNG7300ks6ceKEcnJyVFVVpS1btmjChAkKCgpShw4dNGXKFG3evFlVVVWu3GUAAOBBLK6ewE8RHBys0aNHa/HixXrttddUV1enfv36afTo0Ro/fryioqIclo%2BIiFBeXp4kqaCgQGPGjLH3%2Bfj4KCwsTHl5eQoKClJNTY3D%2BuHh4aqurtaxY8d09913OzW/oqIiFRcXO7RZLH4KDQ1tch1v71YOP9E0auU8auUc6gRnWSzOHyMcV85ribXyyIBVX18vX19fvfLKKxo%2BfLiOHz%2BuF154QcuXL5fNZpPVanVY3tfXV5WVlZJ0zf6KigpJkp%2Bfn73v8rI3ch9WZmamVqxY4dCWkpKiCRMmXHfdwEDrdZfBJdTKedTKOdQJ1xMc7H/D63BcOa8l1cojA9Ynn3yibdu2aevWrZKkyMhIpaSkKDU1VQ888ICqq6sdlq%2Burpa//6VfCqvV2mT/5WBVVVVlX/7ypcGAgACn55eUlKS4uDiHNovFT6WlTYc0b%2B9WCgy06vz5KtXV1Ts91q2IWjmPWjmHOsFZ13ofvxLHlfOas1Y/JRSb4JEB6%2BTJk/ZvDF5msVjk4%2BOjqKgoHTp0yKGvoKBA9913n6RLYSw/P18PP/ywJKmmpkbHjh1TVFSUunTpIh8fHxUUFOhXv/qVJOnIkSP2y4jOCg0NbXQ5sLi4XLW11z9o6urqnVoO1OpGUCvnUCdcz085PjiunNeSauWRFzv79Omj4uJivfXWW6qrq1NhYaHS09OVkJCgIUOGaO/evcrOzlZtba2ys7O1d%2B9ePfroo5KkYcOGaf369crLy9OFCxe0dOlShYSEKCYmRlarVQMHDlRaWppKSkpUUlKitLQ0DR48WL6%2Bvi7eawAA4Ck88gxWRESEVq1apWXLluntt99W27ZtNWTIEKWkpKh169Z68803lZaWppkzZ%2BqOO%2B7QG2%2B8oS5dukiShg8frvLycqWkpKikpET333%2B/Vq1aJR8fH0nS7NmztXjxYiUkJKimpkb9%2BvXTK6%2B84srdBQAAHsar4fJzDtCsiovLr9lvsbRScLC/SkttLeb0aHOhVs6jVs5paXUauGyXq6fQYn086UGnl21px1Vzas5adezY1uj2nOWRlwgBAADcGQELAADAMAIWAACAYR55kztwM3jafSw3cm8IAKB5cQYLAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYJjxgFVXV2d6kwAAAB7FeMDq27evXnvtNRUUFJjeNAAAgEcwHrBeeOEFffXVVxo8eLBGjBih9957T%2BXl5aaHAQAAcFvGA9bjjz%2Bu9957T1u3blXv3r21evVq9enTRy%2B99JK%2B%2BOIL08MBAAC4nWa7yT0sLEyTJ0/W1q1blZKSor/97W969tlnFRcXpz/96U/cqwUAAFosS3Nt%2BMCBA/qP//gPZWdn6%2BLFi4qPj1diYqJOnz6tP/zhD/rv//5vvf766801PAAAgMsYD1grV67Uhx9%2BqOPHj%2Bv%2B%2B%2B/X5MmTNXjwYAUEBNiX8fb21quvvmp6aAAAALdgPGCtX79eQ4YM0fDhwxUREXHVZcLDwzVlyhTTQwMAALgF4wHr888/V0VFhcrKyuxt2dnZ6tWrl4KDgyVJ99xzj%2B655x7TQwMAALgF4ze5/8///I8GDBigzMxMe9uSJUuUkJCg7777zvRwAAAAbsd4wHrttdf061//WpMnT7a3/fWvf1Xfvn21aNEi08MBAAC4HeMB69ChQxo7dqxat25tb/P29tbYsWP19ddfmx4OAADA7RgPWAEBAfrhhx8atZ86dUq%2Bvr6mhwMAAHA7xgPWgAEDNGfOHH3xxReqqKiQzWbTnj17NHfuXMXHx5seDgAAwO0Y/xbhSy%2B9pMLCQj3zzDPy8vKyt8fHx2vatGmmhwMAAHA7xgOW1WrVqlWrdPToUR0%2BfFg%2BPj4KDw9XWFiY6aEAAADcUrP9qZwuXbqoS5cuzbV5AAAAt2U8YB09elRz587Vl19%2BqZqamkb93377rekhAQAA3IrxgDVnzhydOHFCU6ZMUdu2bU1vHgAAwO0ZD1j79%2B/Xn//8Z3Xr1s30pgEAADyC8cc0BAcHy9/f3/RmAQAAPIbxgDVq1Ci9/vrrKi8vN71pAAAAj2D8EuFnn32mr7/%2BWrGxserQoYPDn8yRpL/97W%2BmhwQAAHArxgNWbGysYmNjTW8WAADAYxgPWC%2B88ILpTQIAAHgU4/dgSVJeXp5mzJih3/3udzp9%2BrQ2bNignJyc5hgKAADA7RgPWN98841GjBihH3/8Ud98840uXryob7/9Vs8884x27NhhejgAAAC3YzxgpaWl6ZlnntG6devk4%2BMjSZo/f76efPJJrVixwvRwAAAAbqdZzmANHTq0Ufvjjz%2Bu77//3vRwAAAAbsd4wPLx8VFFRUWj9hMnTshqtZoeDgAAwO0YD1j9%2B/fX0qVLVVpaam87cuSIUlNT9c///M%2BmhwMAAHA7xgPW9OnTVV1drd69e6uqqkqJiYkaPHiwLBaLpk2bZmycsrIyTZs2TbGxserevbuSk5NVVFQkSTpw4IBGjBihbt26KS4uThs3bnRYNysrS/Hx8eratasSExO1f/9%2Be19dXZ0WL16s3r17q1u3bho3bpx9uwAAAM4wHrACAgL03nvvae3atZo6darGjh2rt956Sx988IGCgoKMjTN%2B/HhVVlbqk08%2B0Y4dO%2BTt7a1XXnlF586d09ixYzV06FDl5uYqNTVVCxcu1MGDByVJOTk5mjdvnhYtWqTc3FwNGTJE48aNU1VVlSQpPT1du3bt0gcffKCdO3fK19dXs2bNMjZvAADQ8hl/0OhlvXr1Uq9evZpl2998840OHDigL774QgEBAZKkefPmqbi4WNu3b1dQUJBGjhxpn0dCQoI2bNigf/zHf9TGjRs1aNAgRUdHS5JGjx6tzMxMZWdna9iwYdq4caOmTJmi22%2B/XZI0c%2BZM9enTR4WFhercuXOz7A8A9zZw2S5XTwGAhzEesOLi4uTl5dVkv4m/RXjw4EFFRETo/fff17vvvquqqio99NBDmj59uvLz8xUVFeWwfEREhDZt2iRJKigo0LBhwxr15%2BXlqby8XKdOnXJYPyQkRO3atdPhw4edDlhFRUUqLi52aLNY/BQaGtrkOt7erRx%2BomnU6uoslsb1oFbOoU5w1tV%2Bz5rCceW8llgr4wHrt7/9rUPAqqmp0fHjx/X5559r0qRJRsY4d%2B6cDh8%2BrPvuu09ZWVmqrq7WtGnTNH36dIWEhDT6tqKvr68qKyslSTabrcl%2Bm80mSfLz82vUf7nPGZmZmY2e%2BZWSkqIJEyZcd93AQL5p6Sxq5Sg42L/JPmrlHOqE67nW71lTOK6c15JqZTxgjR8//qrt69ev15dffqknn3zyZ4/RunVrSZcu37Vp00YBAQGaNGmSHnvsMSUmJqq6utph%2Berqavn7X/qlsFqtV%2B0PDg62B6/L92NdbX1nJCUlKS4uzqHNYvFTaWnTIc3bu5UCA606f75KdXX1To91K6JWV3e144taOYc6wVnXeh%2B/EseV85qzVj8lFJvQbPdgXenhhx/W66%2B/bmRbERERqq%2BvV01Njdq0aSNJqq%2B/9B9y991369///d8dli8oKFBkZKQkKTIyUvn5%2BY36%2B/btq3bt2qlTp04qKCiwXyYsLi5WWVlZo8uO1xIaGtrocmBxcblqa69/0NTV1Tu1HKjVla5VC3erFfc0wVP9lN8jd/v9c2ctqVY37WLn3r177WHo5%2Brdu7c6d%2B6sl19%2BWTabTSUlJfq3f/s39e/fX4MHD9aZM2eUkZGhmpoa7dmzR1u2bLHfdzV8%2BHBt2bJFe/bsUU1NjTIyMnT27FnFx8dLkhITE5Wenq7CwkJVVFRowYIF6tGjh%2B68804jcwcAAC2f8TNYV14CbGhoUEVFhQ4fPmzk8qB06Wnx69at06JFizRgwABduHBBcXFxmjlzpgIDA7V27VqlpqZq%2BfLlat%2B%2BvWbNmqWePXtKuvStwtmzZ2vOnDk6ffq0IiIitHr1avsjJFJSUlRbW6uRI0fKZrMpNjZWy5YtMzJvAABwa/BqaGhoMLnB3//%2B942%2BRejj46MHHnhACQkJ8vb2NjmcxyguLr9mv8XSSsHB/iottbWY06PN5WbVytMuY3086cFGbe56XHlabYHLrvZ71hR3/f1zR81Zq44d2xrdnrOMn8FatGiR6U0CAAB4FOMBKzc31%2Bllu3fvbnp4AAAAlzMesEaPHq2Ghgb7v8suXza83Obl5aVvv/3W9PAAAAAuZzxgvfHGG1q4cKGmT5%2Bunj17ysfHRwcOHNCcOXP0xBNP6OGHHzY9JAAAgFsx/piGxYsXa/bs2erfv78CAgLUpk0b9ejRQ3PnztXatWt1xx132P8BAAC0RMYDVlFRkf0PJf9fAQEBKi0tNT0cAACA2zEesLp27arXX39dFRUV9raysjItWbJEvXr1Mj0cAACA2zF%2BD9asWbP01FNPqW/fvgoLC5MkHT16VB07dtQ777xjejgAAAC3YzxghYeHKzs7W1u2bNGRI0ckSU888YQGDRpk/2PKAAAALVmz/LHnwMBAjRgxQj/%2B%2BKM6d%2B4s6dLT3AEAAG4Fxu/BamhoUFpamrp3767Bgwfr1KlTmj59umbMmKGamhrTwwEAALgd4wFr3bp1%2BvDDDzV79my1bt1aktS/f399%2Bumn%2BsMf/mB6OAAAALdjPGBlZmbq1VdfVWJiov3p7Y888ohSU1P1n//5n6aHAwAAcDvGA9aPP/6ou%2B%2B%2Bu1H7L3/5S505c8b0cAAAAG7HeMC64447dPDgwUbtn332mf2GdwAAgJbM%2BLcIn332Wf3rv/6rTp8%2BrYaGBu3evVvvvfee1q1bpxkzZpgeDgAAwO0YD1jDhg1TbW2t0tPTVV1drVdffVUdOnTQ5MmT9fjjj5seDgAAwO0YD1gfffSRfvOb3ygpKUklJSVqaGhQhw4dTA8DAADgtozfgzV//nz7zezt27cnXAEAgFuO8YAVFhamw4cPm94sAACAxzB%2BiTAyMlJTpkzR22%2B/rbCwMLVp08ahf%2BHChaaHBAAAcCvGA9YPP/yg6OhoSVJxcbHpzQMAALg9IwFr4cKFmjhxovz8/LRu3ToTmwQAAPBYRu7Beuedd1RVVeXQ9uyzz6qoqMjE5gEAADyKkTNYDQ0Njdq%2B%2BuorXbhwwcTm0UIMXLbL1VMAAOCmMP4tQgAAgFsdAQsAAMAwYwHLy8vL1KYAAAA8mrHHNMyfP9/hmVc1NTVasmSJ/P39HZbjOVgAAKClMxKwunfv3uiZV926dVNpaalKS0tNDAEAAOAxjAQsnn0FuB7f0gQA98FN7gAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYZuRvEQIAcCvwtL/5%2BfGkB109hVuWx5/Bqqur06hRo/T73//e3vbZZ58pISFBXbt21cCBA7Vjxw6HdVavXq2%2Bffuqa9euGjVqlL7//nt7X2VlpWbMmKHY2FhFR0dr2rRpstlsN21/AACA5/P4gLVixQrt27fP/vrYsWMaP368Jk6cqH379mn8%2BPGaNGmSTp8%2BLUnKysrSunXrtGbNGuXk5Ojee%2B/VhAkT1NDQIEmaN2%2BeTp48qW3btmn79u06efKk0tLSXLJvAADAM3l0wNq9e7e2b9%2BuX//61/a2rKwsxcTEqH///rJYLHrkkUfUvXt3ZWZmSpLef/99PfHEE4qMjFSbNm300ksv6cSJE8rJyVFVVZW2bNmiCRMmKCgoSB06dNCUKVO0efNmVVVVuWo3AQCAh/HYe7DOnj2rmTNnauXKlcrIyLC3FxQUKCoqymHZiIgI5eXl2fvHjBlj7/Px8VFYWJjy8vIUFBSkmpoah/XDw8NVXV2tY8eO6e6773ZqbkVFRSouLnZos1j8FBoa2uQ63t6tHH4CAPBzWSye8ZnSEj8DPTJg1dfXa%2BrUqXr66ad11113OfTZbDZZrVaHNl9fX1VWVl63v6KiQpLk5%2Bdn77u87I3ch5WZmakVK1Y4tKWkpGjChAnXXTcw0HrdZQAAcEZwsL%2Brp3BDWtJnoEcGrFWrVql169YaNWpUoz6r1arq6mqHturqavn7%2B1%2B3/3Kwqqqqsi9/%2BdJgQECA0/NLSkpSXFycQ5vF4qfS0qZDmrd3KwUGWnX%2BfJXq6uqdHgsAgKZc63PHnTTnZ6CrQqZHBqwPP/xQRUVFiomJkSTuibWkAAAQiUlEQVR7YPrrX/%2BqkSNH6tChQw7LFxQU6L777pMkRUZGKj8/Xw8//LAkqaamRseOHVNUVJS6dOkiHx8fFRQU6Fe/%2BpUk6ciRI/bLiM4KDQ1tdDmwuLhctbXXP2jq6uqdWg4AgOvxtM%2BTlvQZ6JEXO7du3aqvvvpK%2B/bt0759%2BzR48GANHjxY%2B/bt05AhQ7R3715lZ2ertrZW2dnZ2rt3rx599FFJ0rBhw7R%2B/Xrl5eXpwoULWrp0qUJCQhQTEyOr1aqBAwcqLS1NJSUlKikpUVpamgYPHixfX18X7zUAAPAUHnkG61rCw8P15ptvKi0tTTNnztQdd9yhN954Q126dJEkDR8%2BXOXl5UpJSVFJSYnuv/9%2BrVq1Sj4%2BPpKk2bNna/HixUpISFBNTY369eunV155xZW7BAAAPIxXw%2BUHQKFZFReXX7PfYmml4GB/lZbaWszp0St52hOQAcDTecqT3JvzM7Bjx7ZGt%2Bcsj7xECAAA4M4IWAAAAIYRsAAAAAwjYAEAABhGwAIAADCsxT2m4VbDN/MAAHA/nMECAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMM8NmDl5eXp6aefVo8ePfTggw9q2rRpKikpkSQdOHBAI0aMULdu3RQXF6eNGzc6rJuVlaX4%2BHh17dpViYmJ2r9/v72vrq5OixcvVu/evdWtWzeNGzdORUVFN3XfAACAZ/PIgFVdXa3nnntO3bp109///nf95S9/UVlZmV5%2B%2BWWdO3dOY8eO1dChQ5Wbm6vU1FQtXLhQBw8elCTl5ORo3rx5WrRokXJzczVkyBCNGzdOVVVVkqT09HTt2rVLH3zwgXbu3ClfX1/NmjXLlbsLAAA8jEcGrBMnTuiuu%2B5SSkqKWrdureDgYCUlJSk3N1fbt29XUFCQRo4cKYvFol69eikhIUEbNmyQJG3cuFGDBg1SdHS0fHx8NHr0aAUHBys7O9veP2bMGN1%2B%2B%2B0KCAjQzJkz9fnnn6uwsNCVuwwAADyIxdUT%2BCn%2B4R/%2BQW%2B//bZD27Zt23TvvfcqPz9fUVFRDn0RERHatGmTJKmgoEDDhg1r1J%2BXl6fy8nKdOnXKYf2QkBC1a9dOhw8fVufOnZ2aX1FRkYqLix3aLBY/hYaGNrmOt3crh58AAPxcA5ftcvUUnLYv9Tct6jPQIwPW/9XQ0KBly5Zpx44dWr9%2Bvd555x1ZrVaHZXx9fVVZWSlJstlsTfbbbDZJkp%2BfX6P%2By33OyMzM1IoVKxzaUlJSNGHChOuuGxhove4yAAC0RC3pM9CjA1ZFRYVmzJihQ4cOaf369frlL38pq9Wq8vJyh%2BWqq6vl7%2B8vSbJaraqurm7UHxwcbA9el%2B/Hutr6zkhKSlJcXJxDm8Xip9LSpkOat3crBQZadf58lerq6p0eCwCAlqI5PgODg53//DbJYwPWDz/8oDFjxugXv/iFNm3apPbt20uSoqKitGuX4ynRgoICRUZGSpIiIyOVn5/fqL9v375q166dOnXqpIKCAvtlwuLiYpWVlTW67HgtoaGhjS4HFheXq7b2%2BgdNXV29U8sBANDStKTPQI%2B82Hnu3Dk99dRTeuCBB7RmzRp7uJKk%2BPh4nTlzRhkZGaqpqdGePXu0ZcsW%2B31Xw4cP15YtW7Rnzx7V1NQoIyNDZ8%2BeVXx8vCQpMTFR6enpKiwsVEVFhRYsWKAePXrozjvvdMm%2BAgAAz%2BORZ7A2b96sEydO6OOPP9bWrVsd%2Bvbv36%2B1a9cqNTVVy5cvV/v27TVr1iz17NlTktSrVy/Nnj1bc%2BbM0enTpxUREaHVq1crKChI0qV7pWprazVy5EjZbDbFxsZq2bJlN30fAQCA5/JqaGhocPUkbgXFxeXX7LdYWik42F%2BlpbYbOj3qSd8QAQCgKftSf3PDn4HO6NixrdHtOcsjLxECAAC4MwIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBKyrOHv2rJKTkxUTE6PY2FilpqaqtrbW1dMCAAAegoB1FZMmTZKfn5927typTZs2affu3crIyHD1tAAAgIcgYF3h%2BPHj2rt3r6ZOnSqr1arOnTsrOTlZGzZscPXUAACAhyBgXSE/P19BQUHq1KmTvS08PFwnTpzQ%2BfPnXTgzAADgKSyunoC7sdlsslqtDm2XX1dWViowMPC62ygqKlJxcbFDm8Xip9DQ0CbX8fZu5fATAIBbTUv6DCRgXcHPz09VVVUObZdf%2B/v7O7WNzMxMrVixwqHthRde0Pjx45tcp6ioSH/%2B89tKSkq6ZhC70r7U3zi9bEtRVFSkzMzMG67VrYhaOYc6OY9aOY9aOa%2BoqEhvvPFGi6pVy4mKhkRGRqqsrExnzpyxtx05ckS33Xab2rZt69Q2kpKStHnzZod/SUlJ11ynuLhYK1asaHTmC41RK%2BdRK%2BdQJ%2BdRK%2BdRK%2Be1xFpxBusKYWFhio6O1oIFCzR37lyVlpZq5cqVGj58uNPbCA0NbTEJHAAA3DjOYF3F8uXLVVtbq379%2Bumxxx7TQw89pOTkZFdPCwAAeAjOYF1FSEiIli9f7uppAAAAD%2BU9Z86cOa6eBC7x9/dXjx49nL6Z/lZGrZxHrZxDnZxHrZxHrZzX0mrl1dDQ0ODqSQAAALQk3IMFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyA5SaqqqqUlJSkzZs3O7Tn5OQoKSlJMTEx6tu3r%2BbPn6%2BqqioXzdI9NFWro0eP6qmnnlK3bt3Up08fvfXWWy6aoXspLCzUmDFj1KNHD/Xq1UvTpk3T%2BfPnXT0tt3ThwgXNnz9fDz74oKKjo/XUU0/pyJEjrp6W25s6dapGjRrl6mm4rR9//FEvvPCCevbsqdjYWCUnJ6uwsNDV03IbZ8%2BeVXJysmJiYhQbG6vU1FTV1ta6elo/GwHLDeTn52vkyJH6%2BuuvHdpPnz6t559/XsOGDVNOTo4yMzO1f/9%2BpaWluWimrtdUrWpqavT888/r/vvvV05Ojv74xz9qw4YN%2Bvjjj100U/fx4osvKiIiQrt27dLHH3%2BsEydOaNGiRa6elluaM2eODh06pKysLO3evVvh4eGaOHGiq6fl1jZt2qS//OUvrp6GW0tJSVG7du306aef6tNPP1VQUJCSk5NdPS23MWnSJPn5%2BWnnzp3atGmTdu/erYyMDFdP62cjYLnY7t279dRTT%2Bm3v/2tfvGLXzj0FRYWKi4uTo899pi8vb11%2B%2B2369FHH1Vubq6LZuta16pVbm6uioqKNGHCBLVu3Vr33HOPRo0apQ0bNrhotu7jyJEjamhosP/z8vKS1Wp19bTcztmzZ/Xhhx9q4cKFCg0NVevWrTVlyhQtXrxY/EWxqysoKNDKlSs1YsQIV0/FbZ07d04hISGaOHGi/Pz85O/vryeffFLfffedzp075%2Brpudzx48e1d%2B9eTZ06VVarVZ07d1ZycnKLeO%2B2uHoCLV11dbVOnz591b6OHTvqrrvu0o4dO9SmTRv96U9/cuiPiYlRTEyM/XV9fb0%2B%2BeQT3Xvvvc06Z1f5ObXKz89Xly5d1Lp1a3tbRESE/vjHPzbrnN3B9eo2fvx4LV26VO%2B8847q6urUtWtXTZky5SbP0j1cq1ZHjx5V27Zt9fXXXyslJUUlJSWKjo7Wyy%2B/LC8vr5s8U9e73nHVqlUrTZ48WbNnz9bBgwd19OjRmzxD93G9Wq1Zs8ahbdu2bbrjjjvUrl27mzE9t5afn6%2BgoCB16tTJ3hYeHq4TJ07o/PnzCgwMdOHsfh4CVjM7cOCAnnzyyav2vfnmm%2Brfv79T26mpqdErr7yiwsLCFnuJ8OfUymazNTorY7VaVVlZaXSO7uh6dfPy8tK4ceP09NNPq7S0VC%2B%2B%2BKJeffVVLVmy5CbP1PWuVaslS5aovLxc27dv17p16%2BTj46O5c%2Bfq%2BeefV1ZWlry9vW/ybF3resfVp59%2BqgcffFD/9E//pIMHD97k2bmXG3nvevfdd7V27Vqlp6ffrOm5tabeuyWpsrKSgIWmxcbG6vDhwz9rG0VFRZo8ebIqKir07rvvOiT9luTn1MrPz6/Rzf9VVVXy9/c3MTW3dq26ffPNN5o6dapyc3NlsVjk5%2BenadOmaeTIkZo9e7YCAgJu8mxd61q12rp1q%2Brq6jR9%2BnS1b99ekjRjxgz16tVLR48eVURExM2cqstdq1YfffSR8vLy9N57793kWbknZ967Ll68qIULFyo7O1urVq1Sz549b9Ls3FtT792SPP79m4Dl5g4ePKjk5GT17NlT8%2BbN496ZJkRGRurYsWOqra2VxXLpsC4oKFBkZKSLZ%2BZaJ0%2BeVF1dnerr6%2B1tPj4%2B8vLyuuXOyFzP5QB18eJFe1tdXZ0kcQ/WFT788EMdPXpUvXv3lnTp25d1dXWKiYnRRx991OgeyVtdSUmJxo0bp4sXL2rTpk3q3Lmzq6fkNiIjI1VWVqYzZ84oJCRE0qX7Rm%2B77Ta1bdvWxbP7ebjJ3Y0VFhbqmWee0YgRI5SWlka4uobY2FgFBwdr6dKlunDhgvLy8rRu3ToNHz7c1VNzqejoaFmtVi1YsEAXLlzQ2bNntXTpUsXHx3M8XSEiIkLdu3fXq6%2B%2BqpKSEtlsNi1atEj33nvvLR/Ur7RmzRrt379f%2B/bt0759%2BzR27FhFR0dr3759hKsr1NTU6LnnnlNAQIDeffddwtUVwsLCFB0drQULFqiiokKFhYVauXJli3jvJmC5sT//%2Bc8qLy9XRkaGunXrZv83aNAgV0/N7VgsFq1du1bfffedHnzwQY0dO1ajRo1SYmKiq6fmUu3bt9eaNWt07NgxPfTQQxo6dKjCwsK0YMECV0/NLaWnpysyMlJDhw7VQw89pMrKSq1cudLV04IH27Fjhw4dOqTc3Fz16tXL4b38xIkTrp6eW1i%2BfLlqa2vVr18/PfbYY3rooYdaxGMsvBo49w0AAGAUZ7AAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMP%2BH2H4XtpTt2oOAAAAAElFTkSuQmCC\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common6630922554188247590\">\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\">-2e-08</td>\n",
       "        <td class=\"number\">1812</td>\n",
       "        <td class=\"number\">3.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-6.98584173</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-3.79757861</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-6.98188419</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-7.10462503</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-7.05692253</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-7.17517443</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-6.99073094</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-6.978755499999999</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><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-6.99470401</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><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (57507)</td>\n",
       "        <td class=\"number\">57570</td>\n",
       "        <td class=\"number\">96.9%</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=\"extreme6630922554188247590\">\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\">-11.64944018</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\">-11.64837759</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\">-11.58629656</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\">-11.56857679</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\">-11.56680457</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\">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\">-0.99911702</td>\n",
       "        <td class=\"number\">1</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\">-0.99901209</td>\n",
       "        <td class=\"number\">1</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\">-0.998916</td>\n",
       "        <td class=\"number\">1</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\">-0.99846435</td>\n",
       "        <td class=\"number\">1</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\">-2e-08</td>\n",
       "        <td class=\"number\">1812</td>\n",
       "        <td class=\"number\">3.1%</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_wpt_name\">wpt_name<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>37400</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>63.0%</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=\"minifreqtable758988682790339327\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>none</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:7%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 6.0%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        3563\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Shuleni</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:4%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 2.9%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1748\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Zahanati</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: 1.4%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        830\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (37397)</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: 89.7%\">\n",
       "            53259\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=\"#freqtable758988682790339327, #minifreqtable758988682790339327\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable758988682790339327\">\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\">none</td>\n",
       "        <td class=\"number\">3563</td>\n",
       "        <td class=\"number\">6.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Shuleni</td>\n",
       "        <td class=\"number\">1748</td>\n",
       "        <td class=\"number\">2.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Zahanati</td>\n",
       "        <td class=\"number\">830</td>\n",
       "        <td class=\"number\">1.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Msikitini</td>\n",
       "        <td class=\"number\">535</td>\n",
       "        <td class=\"number\">0.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Kanisani</td>\n",
       "        <td class=\"number\">323</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\">Bombani</td>\n",
       "        <td class=\"number\">271</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\">Sokoni</td>\n",
       "        <td class=\"number\">260</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\">Ofisini</td>\n",
       "        <td class=\"number\">254</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\">School</td>\n",
       "        <td class=\"number\">208</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\">Shule Ya Msingi</td>\n",
       "        <td class=\"number\">199</td>\n",
       "        <td class=\"number\">0.3%</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 (37390)</td>\n",
       "        <td class=\"number\">51209</td>\n",
       "        <td class=\"number\">86.2%</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_num_private\">num_private<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>65</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>0.1%</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",
       "                <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>0.47414</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>1776</td>\n",
       "                </tr>\n",
       "                <tr class=\"alert\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>98.7%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram9189322526449874478\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAAPtJREFUeJzt1bEJAlEQRVFXLGmLsCdje7IIexpzkQsbyN/gnHzgJZfZZmYuwE/X1QPgzG6rB3zbH6/DN%2B/n/Q9LwAeBJBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAjbzMzqEXBWPggEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAiED9obC49m6JdFAAAAAElFTkSuQmCC\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives9189322526449874478,#minihistogram9189322526449874478\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives9189322526449874478\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles9189322526449874478\"\n",
       "                                                  aria-controls=\"quantiles9189322526449874478\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram9189322526449874478\" aria-controls=\"histogram9189322526449874478\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common9189322526449874478\" aria-controls=\"common9189322526449874478\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme9189322526449874478\" aria-controls=\"extreme9189322526449874478\"\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=\"quantiles9189322526449874478\">\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>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>1776</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>1776</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>12.236</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>25.807</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>11137</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>0.47414</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>0.9362</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"alert\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>91.934</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>28164</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>149.73</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>464.2 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=\"histogram9189322526449874478\">\n",
       "            <img 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t6/fXXFRQUdM77l5aWSpJCQ0M9Y06nU5JUVlamsrIyz%2B0T58vLy89j1VJ%2Bfr4KCgq8xhyOUEVFRZ3XcX8pKMjv%2B7EXh%2BP813s8c6BlP192zG3HzJI9c5PZPuyU228L1pEjRzR69Gg9%2BeSTuuyyy37VMY4XK7fbrbCwMM//S1J4eLhCQ0M9t487cdtfa9myZZo9e7bX2MiRI5WWlnZexw10Ltf53a8niohwnn2jOsiOue2YWbJnbjLbhx1y%2B23B%2Bvbbb5WXl6fx48dr/PjxnvGHH35Y//Vf/6XJkyef9RgtW7ZUcHCwcnJy1LZtW0nHnhULDg5WdHS0Dh48qLy8PFVVVcnhOHZX5OTkKDY29rzWnpKSoh49eniNORyhKioqO80ev06gfQdgIn9QUH1FRDh1%2BLBb1dU1BlYVGOyY246ZJXvmJrM9Mku%2ByW3ym/tz4bcFq3379tqyZYvXWOvWrfXKK68oMTGxVsdwOp3q3bu3MjMz9dJLL0mSMjMz1bdvX4WEhCgxMVEul0szZ87UqFGjtGPHDi1evFijR48%2Br7VHRUWd9HJgQUGJqqrscxGdisn81dU1trw/7Zjbjpkle%2BYms33YIXdgPQXyK0yaNEnR0dHq16%2Bf7rzzTl1%2B%2BeV66qmnJEkOh0MLFy7Utm3b1KVLFw0bNkypqalKTk728aoBAEAg89tnsE5l69at57xPeHi4MjIylJGRccr5q666SgsWLDjfpQEAAHjU%2BWewAAAALjYKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhmvGBVV1ebPiQAAEBAMV6wunfvrj//%2Bc/KyckxfWgAAICAYLxgPfLII/rqq6/Ut29fDRo0SG%2B88YZKSkpMnwYAAMBvGS9Y99xzj9544w198MEH6ty5s%2BbPn6%2BuXbtqzJgx%2Bvzzz02fDgAAwO9csDe5R0dHa/To0frggw80cuRI/fOf/9SDDz6oHj166K9//Svv1QIAAHXWBftdhJs3b9Y777yj1atX6%2BjRo0pKSlJycrL279%2Bvl156Sd9%2B%2B62ef/75C3V6AAAAnzFesObMmaN3331XO3fuVJs2bTR69Gj17dtX4eHhnm2CgoL01FNPmT41AACAXzBesJYsWaK77rpLAwcOVExMzCm3adWqlcaOHWv61AAAAH7BeMH65JNPVFpaquLiYs/Y6tWr1alTJ7lcLknSddddp%2Buuu870qQEAAPyC8Te5//DDD%2BrVq5eWLVvmGXvuuefUr18/bdu2zfTpAAAA/I7xgvXnP/9Zd9xxh0aPHu0Z%2B/DDD9W9e3dNnz7d9OkAAAD8jvGC9f3332vYsGFq0KCBZywoKEjDhg3TN998Y/p0AAAAfsd4wQoPD9euXbtOGt%2B3b59CQkJMnw4AAMDvGC9YvXr10uTJk/X555%2BrtLRUZWVl2rBhg5555hklJSWZPh0AAIDfMf5ThGPGjNHu3bv1wAMPqF69ep7xpKQkpaenmz4dAACA3zFesJxOp/7yl79ox44d2rp1q4KDg9WqVStFR0ebPhUAAIBfumC/Kqdly5Zq2bLlhTo8AACA3zJesHbs2KFnnnlGmzZtUmVl5UnzP/74o%2BlTAgAA%2BBXjBWvy5Mnas2ePxo4dq0aNGpk%2BPAAAgN8zXrC%2B/vpr/e1vf1N8fLzpQwMAAAQE4x/T4HK5FBYWZvqwAAAAAcN4wUpNTdXzzz%2BvkpIS04cGAAAICMZfIvz444/1zTffKDExUU2bNvX6lTmS9M9//tP0KQEAAPyK8YKVmJioxMRE04cFAAAIGMYL1iOPPGL6kAAAAAHF%2BHuwJCk7O1vjxo3T73//e%2B3fv19Lly5VVlbWhTgVAACA3zFesL777jsNGjRIP//8s7777jsdPXpUP/74ox544AF99NFHpk8HAADgd4wXrMzMTD3wwANavHixgoODJUnPPvus/vCHP2j27NmmTwcAAOB3LsgzWP379z9p/J577tFPP/1k%2BnQAAAB%2Bx3jBCg4OVmlp6Unje/bskdPpNH06AAAAv2O8YN1%2B%2B%2B2aOXOmioqKPGO5ubmaMmWKbr31VtOnAwAA8DvGC9bjjz%2BuiooKde7cWW63W8nJyerbt68cDofS09NNnw4AAMDvGP8crPDwcL3xxhtav369fvjhB9XU1CguLk7dunVT/foX5FMhAAAA/IrxgnVcp06d1KlTpwt1eAAAAL9lvGD16NFD9erVO%2B08v4sQAADUdcYL1u9%2B9zuvglVZWamdO3fqk08%2B0ahRo0yfDgAAwO8YL1iPPvroKceXLFmiTZs26Q9/%2BEOtjrN%2B/Xo9//zzys3NldPp1J133qnHHntMISEh2rx5s5599lnl5OTI5XJp%2BPDhGjRokGfflStXas6cOSooKNDVV1%2BtiRMnKj4%2B3ki%2BX2v9%2Bv9o7tyX9dNPuZ6xrl27a%2BzYJ9WsWTMfrgwAAJh20d51ftttt%2Bnjjz%2Bu1baFhYX605/%2BpHvuuUdffvmlVq5cqS%2B%2B%2BELz5s3ToUOHNGzYMPXv318bN27UlClTNG3aNG3ZskWSlJWVpYyMDE2fPl0bN27UXXfdpeHDh8vtdl/IeGeUl5en8eMf16239lR09NUaP36y6tWrp4qKCs2YkeGzdQEAgAvjohWsL774Qg0bNqzVtk2aNNHnn3%2Bu5ORk1atXT8XFxTpy5IiaNGmidevWKTIyUoMHD5bD4VCnTp3Ur18/LV26VJL01ltvqU%2BfPkpISFBwcLDuv/9%2BuVwurV69%2BkLGO6OVK1eqbdt2%2Bvvf39Uf/vCAevfuq44dO%2Bnyy6/Qhg2f6//%2B72efrQ0AAJhn/CXCX74EaFmWSktLtXXr1lq/PCgd%2B7gHSbrlllu0f/9%2BtW/fXsnJyXrxxRcVFxfntW1MTIyWL18uScrJydGAAQNOms/Ozv41cX6V/Px8FRQUeG5/9dVXuvTS32jjxizFxcXK4aivq6%2B%2BWv/3fz%2BrUaMI5eXl6qqrrjzn8wQFBdbHXjgc57/e45kDLfv5smNuO2aW7JmbzPZhp9zGC9Zll1120k8RBgcHa8iQIerXr985H2/dunU6dOiQxo4dq7S0NLVo0eKkX7kTEhKi8vJySVJZWdkZ5y%2BGZcuWnfSLra%2B55hpJ0iWXNJXLFabIyEbKyzui0FCn6tWrlssVdtHW5ysmM0ZE2PPXLtkxtx0zS/bMTWb7sENu4wVr%2BvTpRo8XEhKikJAQPfbYYxo0aJBSU1NVUlLitU1FRYXCwo794%2B10OlVRUXHSvMvlMrquM0lJSVGPHj08t6dNm6bGjV3Kzs7W/v2FCg9vouLiEjVoEKLycrckh4qKys75PIH2HcCvyfhLQUH1FRHh1OHDblVX1xhYVWCwY247ZpbsmZvM9sgs%2BSa3r57AMF6wNm7cWOttO3TocMrxr776Sk8%2B%2BaTee%2B89NWjQQJJ09OhRBQcHKyYmRp999pnX9jk5OYqNjZUkxcbGavv27SfNd%2B/e/VxinJeoqChFRUV5bickJOjrr7eoefMo5eTk6KqrrtZPP/2kqKgoHT58SFdddbWqqur%2BBWYyY3V1jS3us1%2ByY247ZpbsmZvM9mGH3MYL1v333y/Lsjx/jjv%2BsuHxsXr16unHH3885TFat26tiooKzZw5U2PGjFFBQYFmzJihgQMHqlevXpo5c6YWLVqkwYMHa9OmTVq1apXmzJkjSRo4cKBGjhyp3r17KyEhQUuXLtXBgweVlJRkOmqt3XXXXVq48K%2B69NJLtXDhPO3du0dZWZ%2Bre/fb1K7dTfrNby732doAAIB5xgvWyy%2B/rGnTpunxxx/XzTffrODgYG3evFmTJ0/Wvffeq9tuu%2B2sxwgLC9Orr76qqVOnqkuXLmrUqJH69eunkSNHqkGDBlq4cKGmTJmiWbNmqUmTJpowYYJuvvlmScd%2BRc%2BkSZM0efJk7d%2B/XzExMZo/f74iIyNNR621Vq1aadq0TL388gvavXun/va3BQoKCpJl1Sgjw%2BxLqgAAwPfqWSc%2BzWRAr169NHHiRHXt2tVr/Msvv1R6err%2B9a9/mTxdwCgoKDn7RufI4aivpMxPjR/3Qlkzqst5H8PhqC%2BXK0xFRWV1/unlE9kxtx0zS/bMTWZ7ZJZ8k7t580YX5Ty/ZPxd0vn5%2Bbr00ktPGg8PD1dRUZHp0wEAAPgd4wWrXbt2ev7551VaWuoZKy4u1nPPPadOnTqZPh0AAIDfMf4erAkTJmjIkCHq3r27oqOjJUk7duxQ8%2BbN9dprr5k%2BHQAAgN8xXrBatWql1atXa9WqVcrNPfaLje%2B991716dPnpA8ABQAAqIuMFyxJioiI0KBBg/Tzzz/riiuukHTs09wBAADswPh7sCzLUmZmpjp06KC%2Bfftq3759evzxxzVu3DhVVlaaPh0AAIDfMV6wFi9erHfffVeTJk3yfAr77bffrn/961966aWXTJ8OAADA7xgvWMuWLdNTTz2l5ORkz6e3//a3v9WUKVP0/vvvmz4dAACA3zFesH7%2B%2BWdde%2B21J423bt1aBw4cMH06AAAAv2O8YP3mN7/Rli1bThr/%2BOOPPW94BwAAqMuM/xThgw8%2BqKefflr79%2B%2BXZVlav3693njjDS1evFjjxo0zfToAAAC/Y7xgDRgwQFVVVZo7d64qKir01FNPqWnTpho9erTuuece06cDAADwO8YL1nvvvac777xTKSkpKiwslGVZatq0qenTAAAA%2BC3j78F69tlnPW9mb9KkCeUKAADYjvGCFR0dra1bt5o%2BLAAAQMAw/hJhbGysxo4dq1dffVXR0dFq2LCh1/y0adNMnxIAAMCvGC9Yu3btUkJCgiSpoKDA9OEBAAD8npGCNW3aNP33f/%2B3QkNDtXjxYhOHBAAACFhG3oP12muvye12e409%2BOCDys/PN3F4AACAgGKkYFmWddLYV199pSNHjpg4PAAAQEAx/lOEAAAAdkfBAgAAMMxYwapXr56pQwEAAAQ0Yx/T8Oyzz3p95lVlZaWee%2B45hYWFeW3H52ABAIC6zkjB6tChw0mfeRUfH6%2BioiIVFRWZOAUAAEDAMFKw%2BOwrAACA/483uQMAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhvltwcrOztYf//hHdezYUV26dFF6eroKCwtrvf/KlSuVlJSkdu3aKTk5WV9//bVnrrq6WjNmzFDnzp0VHx%2Bv4cOHKz8/32v/8vJyjRs3TomJiUpISFB6errKysqM5QMAAHWXXxasiooKPfTQQ4qPj9d//vMf/f3vf1dxcbGefPLJWu2flZWljIwMTZ8%2BXRs3btRdd92l4cOHy%2B12S5Lmzp2rzz77TG%2B//bY%2B/fRThYSEaMKECV7HyMjI0N69e7V27VqtW7dOe/fuVWZmpvGsAACg7vHLgrVnzx5dc801GjlypBo0aCCXy6WUlBRt3LixVvu/9dZb6tOnjxISEhQcHKz7779fLpdLq1ev9swPHTpUl156qcLDwzV%2B/Hh98skn2r17tyTJ7XZr1apVSktLU2RkpJo2baqxY8dqxYoVnpIGAABwOg5fL%2BBUrr76ar366qteY2vXrtX1119fq/1zcnI0YMAAr7GYmBhlZ2erpKRE%2B/btU1xcnGeuWbNmaty4sbZu3aorrrhCO3fuVGVlpdc2rVq1UkVFhfLy8nTttdee8fz5%2BfkqKCjwGnM4QhUVFVWr9ddWUJBf9uPTcjjOf73HMwda9vNlx9x2zCzZMzeZ7cNOuf2yYJ3Isiy9%2BOKL%2Buijj7RkyZJa7VNWVian0%2Bk1FhISovLycs/7qEJDQ0%2BaPz5XWlp60jbHj1eb92EtW7ZMs2fP9hobOXKk0tLSarX%2BusrlCjN2rIgI59k3qoPsmNuOmSV75iazfdght18XrNLSUo0bN07ff/%2B9lixZotatW9dqP6fTqYqKCq%2BxiooKuVwuT1H65Ut9FRUVCgs7VgCOFyu32%2B0ZO759eHj4Wc%2BfkpKiHj16eI05HKEqKjL7JvlA%2Bw7ARP6goPqKiHDq8GG3qqtrDKwqMNgxtx0zS/bMTWZ7ZJZ8k9vkN/fnwm8L1q5duzR06FBddtllWr58uZo0aVLrfWNjY7V9%2B3avsZycHHXv3l2NGzdWixYtlJOT43kJsKCgQMXFxZ7bLVu2VHBwsHJyctS2bVtJUm5uroKDgxUdHX3W80dFRZ30cmBBQYmqquxzEZ2KyfzV1TW2vD/tmNuOmSV75iazfdght18%2BBXLo0CG10zdJAAARtklEQVQNGTJEN910kxYsWHBO5UqSBg4cqFWrVmnDhg2qrKzUokWLdPDgQSUlJUmSkpOTNXfuXO3evVulpaWaOnWqOnbsqCuvvFLSsWfAevfurczMTBUWFqqwsFCZmZnq27evQkJCjOcFAAB1i18%2Bg7VixQrt2bNHa9as0QcffOA1d%2BLnWZ1Op06dNGnSJE2ePFn79%2B9XTEyM5s%2Bfr8jISEnH3g9VVVWlwYMHq6ysTImJiXrxxRe9jjFp0iTNmDFD/fr1U2VlpXr27KmJEyeaCwkAAOqsepZlWb5ehB0UFJQYP6bDUV9JmZ8aP%2B6FsmZUl/M%2BhsNRXy5XmIqKyur808snsmNuO2aW7JmbzPbILPkmd/PmjS7KeX7JL18iBAAACGQULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYX5bsA4ePKgRI0aoffv2SkxM1JQpU1RVVeW1zY4dOzRkyBDFx8era9eueuWVV3y0WgAAgP/PbwvWqFGjFBoaqk8//VTLly/X%2BvXrtWjRIs98ZWWlHn74YbVp00ZZWVmaN2%2Beli5dqjVr1vhu0QAAAPLTgrVz50598cUXeuyxx%2BR0OnXFFVdoxIgRWrp0qWebjRs3Kj8/X2lpaWrQoIGuu%2B46paamem0DAADgC35ZsLZv367IyEi1aNHCM9aqVSvt2bNHhw8f9mzTsmVLNWjQwLNNTEyMsrOzL/p6AQAATuTw9QJOpaysTE6n02vs%2BO3y8nJFREScdpvy8vKLts7Tyc/PV0FBgdeYwxGqqKgoo%2BcJCvLLfnxaDsf5r/d45kDLfr7smNuOmSV75iazfdgpt18WrNDQULndbq%2Bx47fDwsLOuM3xeV9atmyZZs%2Be7TU2cuRIpaWl%2BWhF/sHlMvfYREQ4z75RHWTH3HbMLNkzN5ntww65/bJgxcbGqri4WAcOHFCzZs0kSbm5ubrkkkvUqFEjzzZ5eXmqqqqSw3EsRk5OjmJjY3227uNSUlLUo0cPrzGHI1RFRWVGzxNo3wGYyB8UVF8REU4dPuxWdXWNgVUFBjvmtmNmyZ65yWyPzJJvcpv85v5c%2BGXBio6OVkJCgqZOnapnnnlGRUVFmjNnjgYOHOjZJjExUS6XSzNnztSoUaO0Y8cOLV68WKNHj/bhyo%2BJioo66eXAgoISVVXZ5yI6FZP5q6trbHl/2jG3HTNL9sxNZvuwQ26/fQpk1qxZqqqqUs%2BePXX33XerW7duGjFihGfe4XBo4cKF2rZtm7p06aJhw4YpNTVVycnJPlw1AACAnz6DJUnNmjXTrFmzzrjNVVddpQULFlykFQEAANSO3z6DBQAAEKgoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYp1FeXq5x48YpMTFRCQkJSk9PV1lZma%2BXBQAAAgAF6zQyMjK0d%2B9erV27VuvWrdPevXuVmZnp62UBAIAAQME6BbfbrVWrViktLU2RkZFq2rSpxo4dqxUrVsjtdvt6eQAAwM9RsE5h586dqqysVFxcnGesVatWqqioUF5enu8WBgAAAoLD1wvwR6WlpZKk0NBQz5jT6ZSkWr0PKz8/XwUFBV5jDkeooqKiDK5SCgoKrH7scJz/eo9nDrTs58uOue2YWbJnbjLbh51yU7BO4XixcrvdCgsL8/y/JIWHh591/2XLlmn27NleY4888ogeffRRo%2BvMz8/XkEu2KyUlxXh581f5%2Bfn6299etVVmyZ657ZhZsmduMtsjs2Sv3HW/Qv4KLVu2VHBwsHJycjxjubm5Cg4OVnR09Fn3T0lJ0YoVK7z%2BpKSkGF9nQUGBZs%2BefdKzZXWZHTNL9sxtx8ySPXOT2T7slJtnsE7B6XSqd%2B/eyszM1EsvvSRJyszMVN%2B%2BfRUSEnLW/aOioup8MwcAAKfHM1inMWnSJEVHR6tfv3668847dfnll%2Bupp57y9bIAAEAA4Bms0wgPD1dGRoYyMjJ8vRQAABBggiZPnjzZ14vArxcWFqaOHTt63oxvB3bMLNkztx0zS/bMTWb7sEvuepZlWb5eBAAAQF3Ce7AAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAtTBgwc1YsQItW/fXomJiZoyZYqqqqp8vazzsnXrVj3wwAPq2LGjunTpovT0dBUWFvp6WRfF5s2bdc011yg%2BPt7zZ/DgwV7bzJ8/X927d1e7du2Umpqqn376yTNXXl6ucePGKTExUQkJCUpPT1dZWdnFjlEr7733nlfO%2BPh43XDDDbrhhhskSQ899JDatGnjNf/JJ59IkqqrqzVjxgx17txZ8fHxGj58uPLz830Zp1YKCwuVlJSkrKwsz9jmzZs1aNAgxcfHq0ePHnrrrbe89lm5cqWSkpLUrl07JScn6%2Buvv/bM%2BfP9kJ2drT/%2B8Y%2BnvY4nTZqkG264wevxXbZsmWf%2BTF/n/qw217BUd67jE53tmpbq5nV9VhYC0n333WeNGTPGKi8vt3bt2mX16dPHmj9/vq%2BX9au53W6ra9eu1ksvvWQdOXLEKiwstIYOHWr96U9/8vXSLorFixdb991332nnV6xYYXXr1s3atm2bVVFRYU2bNs3q06ePVVNTY1mWZT3xxBPWkCFDrKKiIuvAgQPWfffdZ02ePPliLf%2B87Nu3z%2BrSpYv1zjvvWJZlWYmJiVZWVtYpt3355Zetfv36WXv27LFKSkqsUaNGWUOHDr2Yyz1nX375pXX77bdbcXFx1oYNGyzLsqzi4mKrY8eO1pIlS6zKykrr888/t%2BLj463NmzdblmVZGzZssOLj460vv/zSOnr0qPXXv/7VSkxMtMrLyy3L8t/7we12W126dDnjdfy73/3OWrFixSn3P9vXuT872zVsWXX7Oj7RL69py6p713VtULACUF5enhUXF2ft27fPM/b%2B%2B%2B9bt956qw9XdX5yc3OtBx980KqqqvKMffjhh9ZNN93kw1VdPOnp6db06dNPO//73//emjt3ruf20aNHrfj4eGv9%2BvVWeXm5df3111ubNm3yzH/zzTfWjTfe6PkH2V/V1NRYqamp1vjx4y3Lsqxdu3ZZ11xzjVVSUnLK7bt372699957ntsFBQVW69atrV27dl2U9Z6rFStWWLfeeqv1/vvvexWsN99807rjjju8tn3qqaes9PR0y7Isa8yYMdaECRO85u%2B8805r%2BfLllmX57/1wtuv4yJEj1vXXX29t27btlPuf6evc353tGrasunsdn%2BiX17Rl1b3rurZ4iTAAbd%2B%2BXZGRkWrRooVnrFWrVtqzZ48OHz7sw5X9eldffbVeffVVBQUFecbWrl2r66%2B/3oeruni%2B/fZbff/997rjjjvUuXNnjRo1Svv27fPM5%2BTkKC4uznM7ODhY0dHRys7O1s6dO1VZWek136pVK1VUVCgvL%2B9ixjhn7777rnJycvTEE09IOnY/hIWFafTo0br55pvVt29fLV%2B%2BXJJUUlKiffv2eeVs1qyZGjdurK1bt/pk/WfTtWtX/eMf/9Bvf/tbr/Ht27d75ZCkmJgYZWdnSzr58T5x3p/vh7Ndx9nZ2aqqqtKsWbPUuXNn9erVS/PmzVNNTY2kM3%2Bd%2B7uzXcNS3b2OT/TLa1qqe9d1bTl8vQCcu7KyMjmdTq%2Bx47fLy8sVERHhi2UZY1mWXnzxRX300UdasmSJr5dzwVVXVysqKkqdO3fWPffco8rKSmVkZGjYsGFauXKlgoKCTvmYh4SEqLy8XKWlpZKk0NBQz9zxbf35/Rs1NTWaO3euHn74YYWHh0uSjh49qnbt2mn06NGKjY1VVlaWHn30UYWFhSk%2BPl6Sd07p2P3grzmbN29%2ByvEzPZ5nmz%2Be1d/vh1NdxyUlJerYsaNSU1P1/PPP68cff9TIkSNVv359PfTQQ2e9X/xVba5h6cyPa6Bexyc61TUt1b3rurYoWAEoNDRUbrfba%2Bz47bCwMF8syZjS0lKNGzdO33//vZYsWaLWrVv7ekkXXFBQkBYtWuQ1NnHiRHXq1Em5ubmKi4uT0%2BlURUWF1zYVFRUKCwvz/MXkdrs9j//xr4cT/5LzN1lZWcrPz9fAgQM9Y/3791f//v09t7t27ar%2B/ftrzZo16ty5sySd9LV//H4IJE6nUyUlJV5jJ%2BY43ePtcrk8/%2Bj68/1wuuu4S5cu6tKli2e7G2%2B8UUOGDNHq1av10EMPnfHr3J/V5hqWTv%2B4BvJ1fKJTXdOSfa7rX%2BIlwgAUGxur4uJiHThwwDOWm5urSy65RI0aNfLhys7Prl27NGDAAJWWlmr58uW2KFeStHfvXk2bNs3ru7WjR49KOvZdnHTsMd%2B%2BfbtnvrKyUnl5eYqLi1PLli0VHBysnJwcz3xubq7n5Qd/tXbtWiUlJXl957p8%2BXKtWbPGa7ujR4%2BqYcOGaty4sVq0aOGVs6CgQMXFxSe9nObv4uLivB5P6djLR7GxsZJOfrxPnPf3%2B%2BFM1/GHH36oN954w2v7o0eP1urr3J/V5hqW6uZ1fKJTXdOSfa7rX6JgBaDo6GglJCRo6tSpKi0t1e7duzVnzpyTvmsIJIcOHdKQIUN00003acGCBWrSpImvl3TRuFwuvf/%2B%2B3rhhRd05MgRFRYW6umnn1anTp105ZVXSpIGDBigJUuWKDs7W0eOHNHMmTPVrFkztW/fXk6nU71791ZmZqYKCwtVWFiozMxM9e3b1%2Bsvd3%2BzadMmdejQwWustLRUGRkZ%2BuGHH1RTU6N///vf%2Bvvf/66UlBRJUnJysubOnavdu3ertLRUU6dOVceOHT33U6BISkrSgQMHtGjRIlVWVmrDhg1atWqVBgwYIEkaOHCgVq1apQ0bNqiyslKLFi3SwYMHlZSUJMl/74ezXceWZWnatGlav369LMvS119/rddee83z%2BJ7p69yf1eYalurmdXyiU13Tkn2u65P49j32%2BLUKCgqsRx991OrYsaN18803W9OnT/f6yZ1As3DhQisuLs5q27at1a5dO68/dvDjjz9a999/v9W%2BfXurffv21mOPPWYVFRV55mtqaqwFCxZYPXr0sNq1a2elpqZaP/30k2e%2BpKTEmjBhgtW5c2erQ4cO1hNPPGGVlZX5IkqttWvXzvr3v//tNVZTU2P9z//8j3XbbbdZN954o9WnTx9rzZo1nvmjR49azz33nNWtWzfrpptusoYPH24dOHDgYi/9Vznxpwgty7K2bNlipaSkWPHx8VbPnj2tt99%2B22v7d955x%2BrVq5fVrl07a%2BDAgdY333zjmfPX%2B6E21/Hrr79u3XHHHVbbtm2tnj17WkuWLPHMne3r3J%2Bd7Rq2rLp5HZ/oVNe0ZdXt6/pM6lmWZfm65AEAANQlvEQIAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABj2/wAlF0Lt8rXuVgAAAABJRU5ErkJggg%3D%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common9189322526449874478\">\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\">58643</td>\n",
       "        <td class=\"number\">98.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">6</td>\n",
       "        <td class=\"number\">81</td>\n",
       "        <td class=\"number\">0.1%</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\">73</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">5</td>\n",
       "        <td class=\"number\">46</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">8</td>\n",
       "        <td class=\"number\">46</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">32</td>\n",
       "        <td class=\"number\">40</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">45</td>\n",
       "        <td class=\"number\">36</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">15</td>\n",
       "        <td class=\"number\">35</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">39</td>\n",
       "        <td class=\"number\">30</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">93</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=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (55)</td>\n",
       "        <td class=\"number\">342</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 role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme9189322526449874478\">\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\">58643</td>\n",
       "        <td class=\"number\">98.7%</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\">73</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2</td>\n",
       "        <td class=\"number\">23</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\">3</td>\n",
       "        <td class=\"number\">27</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\">4</td>\n",
       "        <td class=\"number\">20</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",
       "            <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\">672</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\">698</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\">755</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\">1402</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\">1776</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_basin\">basin<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=\"minifreqtable223920369798296057\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Lake Victoria</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:32%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 17.3%\">\n",
       "            10248\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Pangani</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:28%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 15.1%\">\n",
       "            8940\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Rufiji</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:25%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 13.4%\">\n",
       "            7976\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (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: 54.3%\">\n",
       "            32236\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=\"#freqtable223920369798296057, #minifreqtable223920369798296057\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable223920369798296057\">\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\">Lake Victoria</td>\n",
       "        <td class=\"number\">10248</td>\n",
       "        <td class=\"number\">17.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Pangani</td>\n",
       "        <td class=\"number\">8940</td>\n",
       "        <td class=\"number\">15.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:87%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Rufiji</td>\n",
       "        <td class=\"number\">7976</td>\n",
       "        <td class=\"number\">13.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:78%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Internal</td>\n",
       "        <td class=\"number\">7785</td>\n",
       "        <td class=\"number\">13.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:76%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Lake Tanganyika</td>\n",
       "        <td class=\"number\">6432</td>\n",
       "        <td class=\"number\">10.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:63%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Wami / Ruvu</td>\n",
       "        <td class=\"number\">5987</td>\n",
       "        <td class=\"number\">10.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:58%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Lake Nyasa</td>\n",
       "        <td class=\"number\">5085</td>\n",
       "        <td class=\"number\">8.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:50%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Ruvuma / Southern Coast</td>\n",
       "        <td class=\"number\">4493</td>\n",
       "        <td class=\"number\">7.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:44%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Lake Rukwa</td>\n",
       "        <td class=\"number\">2454</td>\n",
       "        <td class=\"number\">4.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:24%\">&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_subvillage\">subvillage<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>19288</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>32.5%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.6%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>371</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-1190795815945242146\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Madukani</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: 0.9%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        508\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Shuleni</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: 0.9%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        506\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Majengo</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: 0.8%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        502\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (19284)</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: 96.8%\">\n",
       "            57513\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-1190795815945242146, #minifreqtable-1190795815945242146\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-1190795815945242146\">\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\">Madukani</td>\n",
       "        <td class=\"number\">508</td>\n",
       "        <td class=\"number\">0.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Shuleni</td>\n",
       "        <td class=\"number\">506</td>\n",
       "        <td class=\"number\">0.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Majengo</td>\n",
       "        <td class=\"number\">502</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\">Kati</td>\n",
       "        <td class=\"number\">373</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\">Mtakuja</td>\n",
       "        <td class=\"number\">262</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\">Sokoni</td>\n",
       "        <td class=\"number\">232</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\">M</td>\n",
       "        <td class=\"number\">187</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Muungano</td>\n",
       "        <td class=\"number\">172</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Mbuyuni</td>\n",
       "        <td class=\"number\">164</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Mlimani</td>\n",
       "        <td class=\"number\">152</td>\n",
       "        <td class=\"number\">0.3%</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 (19277)</td>\n",
       "        <td class=\"number\">55971</td>\n",
       "        <td class=\"number\">94.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"missing\">\n",
       "        <td class=\"fillremaining\">(Missing)</td>\n",
       "        <td class=\"number\">371</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\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4 pp-anchor\" id=\"pp_var_region\">region<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>21</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=\"minifreqtable8088718943801251366\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Iringa</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:12%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 8.9%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        5294\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Shinyanga</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:12%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 8.4%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        4982\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Mbeya</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:11%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 7.8%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        4639\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (18)</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: 74.9%\">\n",
       "            44485\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=\"#freqtable8088718943801251366, #minifreqtable8088718943801251366\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable8088718943801251366\">\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\">Iringa</td>\n",
       "        <td class=\"number\">5294</td>\n",
       "        <td class=\"number\">8.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:26%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Shinyanga</td>\n",
       "        <td class=\"number\">4982</td>\n",
       "        <td class=\"number\">8.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:24%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Mbeya</td>\n",
       "        <td class=\"number\">4639</td>\n",
       "        <td class=\"number\">7.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:22%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Kilimanjaro</td>\n",
       "        <td class=\"number\">4379</td>\n",
       "        <td class=\"number\">7.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:21%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Morogoro</td>\n",
       "        <td class=\"number\">4006</td>\n",
       "        <td class=\"number\">6.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:19%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Arusha</td>\n",
       "        <td class=\"number\">3350</td>\n",
       "        <td class=\"number\">5.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Kagera</td>\n",
       "        <td class=\"number\">3316</td>\n",
       "        <td class=\"number\">5.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Mwanza</td>\n",
       "        <td class=\"number\">3102</td>\n",
       "        <td class=\"number\">5.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Kigoma</td>\n",
       "        <td class=\"number\">2816</td>\n",
       "        <td class=\"number\">4.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Ruvuma</td>\n",
       "        <td class=\"number\">2640</td>\n",
       "        <td class=\"number\">4.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (11)</td>\n",
       "        <td class=\"number\">20876</td>\n",
       "        <td class=\"number\">35.1%</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_region_code\">region_code<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>27</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>15.297</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>1</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>99</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram-1247738169347943931\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAASJJREFUeJzt3MENwjAQAEFAlEQR9MQ7PVEEPZkG0EpEhFgw8490n7XzsO44xhgH4KXT3gPAzM57D/AJl9v97W8ey3WDSfg1bhAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEw3XP3NU/XYStuEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBMN3y6m9ZsyT7sVw3mISZ/W0gv%2BTd2NeE/q2t%2B7MdQn6xIBzHGGPvIWBWbhAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIT9Z7Ffzc6giBAAAAAElFTkSuQmCC\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-1247738169347943931,#minihistogram-1247738169347943931\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-1247738169347943931\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-1247738169347943931\"\n",
       "                                                  aria-controls=\"quantiles-1247738169347943931\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-1247738169347943931\" aria-controls=\"histogram-1247738169347943931\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-1247738169347943931\" aria-controls=\"common-1247738169347943931\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-1247738169347943931\" aria-controls=\"extreme-1247738169347943931\"\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-1247738169347943931\">\n",
       "            <div class=\"col-md-4 col-md-offset-1\">\n",
       "                <p class=\"h4\">Quantile statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Minimum</th>\n",
       "                        <td>1</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>5-th percentile</th>\n",
       "                        <td>2</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>5</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>12</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>17</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>60</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>99</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>98</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>12</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>17.587</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>1.1497</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>10.288</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>15.297</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>9.487</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>3.1738</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>908642</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>309.32</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>464.2 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-1247738169347943931\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3X9YlXWe//GXcEAOKHEM0Wqd1QTslyVBkuLYpjKuKeUgDpVDWqtNQTG6oq1p6WL4I7HMXK00c1KuXdJiGltMay%2BvckwRy%2BzHhIHljxYTEFA4gPLjfP9oOd85qYn5ORyOPR/XxUXn87nvz/2533ywF/d9c%2BjkcDgcAgAAgDE%2Bnp4AAADA5YaABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMs3h6Ar8U5eU1l7S/j08ndesWpMpKu1paHIZmhb9Hjd2PGrcP6ux%2B1Nj9TNW4e/euBmfVdlzB8hI%2BPp3UqVMn%2Bfh08vRULlvU2P2ocfugzu5Hjd3P22tMwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwyyengB%2BOUYt2%2BnpKVyULVPjPD0FAICX4goWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCswwasXbt2afz48br11lsVFxen%2BfPnq6GhQZK0f/9%2BjR8/XlFRURo2bJg2btzosm9eXp7i4%2BM1YMAAJSYmat%2B%2Bfc6%2B5uZmLV68WIMHD1ZUVJQeffRRlZWVOftPnDih1NRUxcTEKDY2VllZWWpqamqfkwYAAJeFDhmwKisr9Yc//EH33Xef9u7dq7y8PO3Zs0evvPKKTp48qYcfflhjx45VYWGhsrKytHDhQn322WeSpIKCAs2fP1%2BLFi1SYWGh7r77bj366KOqr6%2BXJK1atUo7d%2B7Um2%2B%2BqR07diggIEBz5sxxHnvq1KkKDAzUjh07tGnTJu3atUvr1q3zRBkAAICX6pABq1u3bvroo4%2BUmJioTp06qbq6WqdPn1a3bt20bds2hYSEaMKECbJYLBo0aJASEhKUk5MjSdq4caNGjx6t6Oho%2Bfn5adKkSbLZbMrPz3f2T5kyRVdddZW6dOmi2bNn68MPP9TRo0d1%2BPBh7dmzRzNmzJDValWvXr2UmprqHBsAAKAtLJ6ewPl06dJFknTHHXfo%2BPHjiomJUWJiopYtW6bIyEiXbcPDw7Vp0yZJUklJicaNG3dWf1FRkWpqavT999%2B77B8aGqorrrhCBw4ckCSFhISoR48ezv6%2BffuqtLRUp06dUnBwcJvmXlZWpvLycpc2iyVQYWFhbTz7s/n6%2Brh8hvtZLNTaNNZx%2B6DO7keN3c/ba9xhA1arbdu26eTJk8rIyFB6erp69Oghq9Xqsk1AQIDq6uokSXa7/bz9drtdkhQYGHhWf2vfj/dtfV1XV9fmgJWbm6sVK1a4tKWlpSk9Pb1N%2B/%2BU4GDrhTeCETZbkKencNliHbcP6ux%2B1Nj9vLXGHT5gBQQEKCAgQDNmzND48eOVkpKimpoal20aGhoUFPTD/wytVqvzYfi/77fZbM6w1Po81o/3dzgcZ/W1vm4dvy2Sk5M1bNgwlzaLJVBVVfY2j/Fjvr4%2BCg626tSpejU3t/zscdB2l/L1wrmxjtsHdXY/aux%2BpmrsqR%2BWO2TA%2BuSTT/Tkk0/qL3/5i/z9/SVJZ86ckZ%2Bfn8LDw7Vz506X7UtKShQRESFJioiIUHFx8Vn9Q4cO1RVXXKEePXqopKTEeZuwvLxc1dXVioyMVEtLi6qrq1VRUaHQ0FBJ0sGDB9WzZ0917dq1zfMPCws763ZgeXmNmpou/ZuwubnFyDi4MOrsPqzj9kGd3Y8au5%2B31rhD3tjs16%2BfGhoatHTpUp05c0b/%2B7//q8WLFyspKUkjR45URUWF1q1bp8bGRu3evVubN292PneVlJSkzZs3a/fu3WpsbNS6det04sQJxcfHS5ISExO1atUqHT16VLW1tVqwYIEGDhyoX/3qV%2Brdu7eio6O1YMEC1dbW6ujRo1q5cqWSkpI8WQ4AAOBlOuQVrKCgIK1Zs0YLFixQXFycunbtqoSEBKWlpcnf319r165VVlaWli9frm7dumnOnDm6/fbbJUmDBg3S3LlzNW/ePB0/flzh4eFavXq1QkJCJP3wLFRTU5MmTJggu92u2NhYLVu2zHns5cuXKzMzU8OHD5ePj4/Gjh2r1NRUj9QBAAB4p04Oh8Ph6Un8EpSX11x4o59gsfjIZgtSVZXdKy%2BVStKoZTsvvFEHsmVqnKencNm5HNaxN6DO7keN3c9Ujbt3b/sjPiZ1yFuEAAAA3oyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDOmzAKioq0oMPPqiBAwcqLi5OM2fOVGVlpSRp7ty5uummmxQVFeX8yM3Nde67evVqDR06VAMGDFBKSoq%2B%2BeYbZ19dXZ1mzZql2NhYRUdHa%2BbMmbLb7c7%2Bb7/9VhMnTlRUVJSGDBmil156qf1OGgAAXBY6ZMBqaGjQ5MmTFRUVpb/%2B9a965513VF1drSeffFKS9Pnnn2v%2B/Pnat2%2Bf8yM5OVmSlJeXp/Xr1%2BvVV19VQUGBbrzxRqWnp8vhcEiS5s%2Bfr2PHjmnr1q3atm2bjh07puzsbElSY2OjHnnkEfXv318FBQV65ZVXlJOToy1btnimEAAAwCt1yIBVWlqq6667TmlpafL395fNZlNycrIKCwt15swZff3117rpppvOue8bb7yh%2B%2B%2B/XxEREercubOmT5%2Bu0tJSFRQUqL6%2BXps3b1Z6erpCQkJ05ZVXKiMjQ2%2B99Zbq6%2BtVWFiosrIypaeny9/fXzfccINSUlKUk5PTzhUAAADerEMGrGuvvVZr1qyRr6%2Bvs23r1q268cYbVVRUpKamJi1fvlyDBw/WyJEj9corr6ilpUWSVFJSosjISOd%2Bfn5%2B6t27t4qKinT48GE1Nja69Pft21cNDQ06dOiQiouL1adPH/n7%2Bzv7w8PDVVRU1A5nDQAALhcWT0/gQhwOh5YtW6bt27drw4YNqqio0MCBA5WSkqLnnntOX331ldLS0uTj46PJkyfLbrfLarW6jBEQEKC6ujrV1tZKkgIDA519rdva7fZz7mu1WlVXV3dRcy4rK1N5eblLm8USqLCwsIsa5%2B/5%2Bvq4fIb7WSzU2jTWcfugzu5Hjd3P22vcoQNWbW2tZs2apS%2B//FIbNmxQv3791K9fP8XFxTm3ufnmmzVx4kTl5%2Bdr8uTJslqtamhocBmnoaFBQUFBzmBVX1%2BvoKAg539LUpcuXRQYGOh83ervt22r3NxcrVixwqUtLS1N6enpFzXOuQQHWy%2B8EYyw2S7u6462Yx23D%2BrsftTY/by1xh02YB05ckRTpkzR1VdfrU2bNqlbt26SpPfff18VFRW69957ndueOXNGAQEBkqSIiAgVFxfrzjvvlPTDg%2BuHDh1SZGSk%2BvTpIz8/P5WUlOiWW26RJB08eNB5G/HEiRM6dOiQmpqaZLH8UJqSkhJFRERc1NyTk5M1bNgwlzaLJVBVVfbz7HFhvr4%2BCg626tSpejU3t/zscdB2l/L1wrmxjtsHdXY/aux%2BpmrsqR%2BWO2TAOnnypCZOnKjbb79dWVlZ8vH5/5cHHQ6HFi5cqH/8x3/U7bffrk8//VSvv/66Zs2aJUkaN26cXnzxRQ0dOlR9%2BvTR888/r9DQUMXExMjPz0%2BjRo1Sdna2XnjhBUlSdna2xowZo4CAAMXGxspms2np0qWaOnWqvv32W61fv17Tpk27qPmHhYWddTuwvLxGTU2X/k3Y3NxiZBxcGHV2H9Zx%2B6DO7keN3c9ba9whA9Zbb72l0tJSbdmyRe%2B%2B%2B65L3759%2BzRr1izNmzdPx48fV2hoqB5//HHdc889kqSkpCTV1NQoLS1NlZWV6t%2B/v15%2B%2BWX5%2BflJ%2BuE9tBYvXqyEhAQ1NjZq%2BPDheuqppyRJFotFa9euVWZmpuLi4hQYGKiUlBQlJia2bwEAAIBX6%2BRofYMouFV5ec0l7W%2Bx%2BMhmC1JVld0rk7wkjVq209NTuChbpsZdeCNclMthHXsD6ux%2B1Nj9TNW4e/euBmfVdt75aD4AAEAHRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMs3h6Arg0o5bt9PQUAADAj3AFCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAM67ABq6ioSA8%2B%2BKAGDhyouLg4zZw5U5WVlZKk/fv3a/z48YqKitKwYcO0ceNGl33z8vIUHx%2BvAQMGKDExUfv27XP2NTc3a/HixRo8eLCioqL06KOPqqyszNl/4sQJpaamKiYmRrGxscrKylJTU1P7nDQAALgsGA9Yzc3NlzxGQ0ODJk%2BerKioKP31r3/VO%2B%2B8o%2Brqaj355JM6efKkHn74YY0dO1aFhYXKysrSwoUL9dlnn0mSCgoKNH/%2BfC1atEiFhYW6%2B%2B679eijj6q%2Bvl6StGrVKu3cuVNvvvmmduzYoYCAAM2ZM8d57KlTpyowMFA7duzQpk2btGvXLq1bt%2B6SzwkAAPxyGA9YQ4cO1bPPPquSkpKfPUZpaamuu%2B46paWlyd/fXzabTcnJySosLNS2bdsUEhKiCRMmyGKxaNCgQUpISFBOTo4kaePGjRo9erSio6Pl5%2BenSZMmyWazKT8/39k/ZcoUXXXVVerSpYtmz56tDz/8UEePHtXhw4e1Z88ezZgxQ1arVb169VJqaqpzbAAAgLawmB7wscce09tvv621a9eqf//%2BGjdunEaPHq2uXbu2eYxrr71Wa9ascWnbunWrbrzxRhUXFysyMtKlLzw8XJs2bZIklZSUaNy4cWf1FxUVqaamRt9//73L/qGhobriiit04MABSVJISIh69Ojh7O/bt69KS0t16tQpBQcHt2n%2BZWVlKi8vd2mzWAIVFhbWpv3PxdfXx%2BUz3M9iodamsY7bB3V2P2rsft5eY%2BMB67777tN9992nQ4cOKS8vT6tXr9bChQs1YsQIjRs3ToMHD76o8RwOh5YtW6bt27drw4YNev3112W1Wl22CQgIUF1dnSTJbreft99ut0uSAgMDz%2Bpv7fvxvq2v6%2Brq2hywcnNztWLFCpe2tLQ0paent2n/nxIcbL3wRjDCZgvy9BQuW6zj9kGd3Y8au5%2B31th4wGrVu3dvTZs2TY899phee%2B01rVy5Uvn5%2BbrqqquUkpKiBx54QL6%2Bvj85Rm1trWbNmqUvv/xSGzZsUL9%2B/WS1WlVTU%2BOyXUNDg4KCfvifodVqVUNDw1n9NpvNGZZan8f68f4Oh%2BOsvtbXreO3RXJysoYNG%2BbSZrEEqqrK3uYxfszX10fBwVadOlWv5uaWnz0O2u5Svl44N9Zx%2B6DO7keN3c9UjT31w7LbAtb%2B/fv15z//Wfn5%2BTpz5ozi4%2BOVmJio48eP64UXXtDnn3%2Bu55577rz7HzlyRFOmTNHVV1%2BtTZs2qVu3bpKkyMhI7dy502XbkpISRURESJIiIiJUXFx8Vv/QoUN1xRVXqEePHiopKXHeJiwvL1d1dbUiIyPV0tKi6upqVVRUKDQ0VJJ08OBB9ezZ86JucYaFhZ11O7C8vEZNTZf%2BTdjc3GJkHFwYdXYf1nH7oM7uR43dz1trbPzG5sqVKzVy5EglJyfriy%2B%2B0LRp07Rjxw4tWbJEgwYN0tixY/Wv//qv2r59%2B3nHOHnypCZOnKhbb71Vr776qjNcSVJ8fLwqKiq0bt06NTY2avfu3dq8ebPzuaukpCRt3rxZu3fvVmNjo9atW6cTJ04oPj5ekpSYmKhVq1bp6NGjqq2t1YIFCzRw4ED96le/Uu/evRUdHa0FCxaotrZWR48e1cqVK5WUlGS6TAAA4DJm/ArWhg0bdPfddyspKUnh4eHn3KZv377KyMg47xhvvfWWSktLtWXLFr377rsuffv27dPatWuVlZWl5cuXq1u3bpozZ45uv/12SdKgQYM0d%2B5czZs3T8ePH1d4eLhWr16tkJAQST88C9XU1KQJEybIbrcrNjZWy5Ytc46/fPlyZWZmavjw4fLx8dHYsWOVmpp6qWUBAAC/IJ0cDofD5IBNTU2qra1VdXW1evfuLUnKz8/XoEGDZLPZTB7Kq5SX11x4o59gsfjIZgtSVZXd5VLpqGU7f2IvXIotU%2BM8PYXLzvnWMcyizu5Hjd3PVI27d2/7Iz4mGb9F%2BLe//U0jR45Ubm6us23JkiVKSEjQ119/bfpwAAAAHY7xgPXss8/qN7/5jaZNm%2BZse//99zV06FAtWrTI9OEAAAA6HOMB68svv9TDDz8sf39/Z5uvr68efvhhffrpp6YPBwAA0OEYD1hdunTRkSNHzmr//vvvFRAQYPpwAAAAHY7xgDVy5EjNmzdPH330kWpra2W327V7925lZmY63yoBAADgcmb8bRqmT5%2Buo0eP6qGHHlKnTp2c7fHx8Zo5c6bpwwEAAHQ4xgOW1WrVyy%2B/rG%2B//VYHDhyQn5%2Bf%2Bvbt63zLBgAAgMud2/5UTp8%2BfdSnTx93DQ8AANBhGQ9Y3377rTIzM/Xxxx%2BrsbHxrP6vvvrK9CEBAAA6FOMBa968eSotLVVGRsZF/YFkAACAy4XxgLVv3z796U9/UlRUlOmhAQAAvILxt2mw2WwKCgoyPSwAAIDXMB6wUlJS9Nxzz6mm5tL%2BuDEAAIC3Mn6L8IMPPtCnn36q2NhYXXnllS5/MkeS/ud//sf0IQEAADoU4wErNjZWsbGxpocFAADwGsYD1mOPPWZ6SAAAAK9i/BksSSoqKtKsWbN077336vjx48rJyVFBQYE7DgUAANDhGA9YX3zxhcaPH6/vvvtOX3zxhc6cOaOvvvpKDz30kLZv3276cAAAAB2O8YCVnZ2thx56SOvXr5efn58k6ZlnntEDDzygFStWmD4cAABAh%2BOWK1hjx449q/2%2B%2B%2B7TN998Y/pwAAAAHY7xgOXn56fa2tqz2ktLS2W1Wk0fDgAAoMMxHrBGjBihpUuXqqqqytl28OBBZWVl6Z/%2B6Z9MHw4AAKDDMR6wnnjiCTU0NGjw4MGqr69XYmKixowZI4vFopkzZ5o%2BHAAAQIdj/H2wunTpov/6r//Srl279Le//U0tLS2KjIzUr3/9a/n4uOVdIQAAADoU4wGr1aBBgzRo0CB3DQ8AANBhGQ9Yw4YNU6dOnc7bz98iBAAAlzvjAeu3v/2tS8BqbGzU4cOH9eGHH2rq1KmmDwcAANDhGA9Yjz/%2B%2BDnbN2zYoI8//lgPPPCA6UMCAAB0KO321Pmdd96pDz74oL0OBwAA4DHtFrD27Nmjzp07t9fhAAAAPMb4LcIf3wJ0OByqra3VgQMHuD0IAAB%2BEYwHrKuvvvqs3yL08/PTxIkTlZCQYPpwAAAAHY7xgLVo0SLTQwIAAHgV4wGrsLCwzdvedtttpg8PAADgccYD1qRJk%2BRwOJwfrVpvG7a2derUSV999ZXpwwMAAHic8YD14osvauHChXriiSd0%2B%2B23y8/PT/v379e8efN0//3368477zR9SAAAgA7F%2BNs0LF68WHPnztWIESPUpUsXde7cWQMHDlRmZqbWrl2ra665xvkBAABwOTIesMrKynTVVVed1d6lSxdVVVWZPhwAAECHYzxgDRgwQM8995xqa2udbdXV1VqyZIkGDRp00eNVVlYqPj5eBQUFzra5c%2BfqpptuUlRUlPMjNzfX2b969WoNHTpUAwYMUEpKir755htnX11dnWbNmqXY2FhFR0dr5syZstvtzv5vv/1WEydOVFRUlIYMGaKXXnrpoucMAAB%2B2YwHrDlz5mj//v0aOnSoEhMTlZiYqDvvvFNHjx7V008/fVFjffzxx0pOTtaRI0dc2j///HPNnz9f%2B/btc34kJydLkvLy8rR%2B/Xq9%2BuqrKigo0I033qj09HTnw/Xz58/XsWPHtHXrVm3btk3Hjh1Tdna2pB/%2BMPUjjzyi/v37q6CgQK%2B88opycnK0ZcsWA5UBAAC/FMYDVt%2B%2BfZWfn6/p06drwIABGjBggGbPnq23335bPXv2bPM4eXl5ysjI0LRp01zaz5w5o6%2B//lo33XTTOfd74403dP/99ysiIkKdO3fW9OnTVVpaqoKCAtXX12vz5s1KT09XSEiIrrzySmVkZOitt95SfX29CgsLVVZWpvT0dPn7%2B%2BuGG25QSkqKcnJyLqkmAADgl8X4bxFKUnBwsMaPH6/vvvtOvXr1kvTDu7lfjCFDhighIUEWi8UlZBUVFampqUnLly/Xxx9/rK5du2rcuHGaPHmyfHx8VFJSoilTpji39/PzU%2B/evVVUVKSQkBA1NjYqMjLS2d%2B3b181NDTo0KFDKi4uVp8%2BfeTv7%2B/sDw8P1yuvvHJRcy8rK1N5eblLm8USqLCwsIsa5%2B/5%2Bvq4fIb7WSzU2jTWcfugzu5Hjd3P22tsPGA5HA4tXbpU69evV2Njo7Zu3arnn39enTt3VmZmZpuDVvfu3c/ZXlNTo4EDByolJUXPPfecvvrqK6WlpcnHx0eTJ0%2BW3W6X1Wp12ScgIEB1dXXO58ICAwOdfa3b2u32c%2B5rtVpVV1fX5vOXpNzcXK1YscKlLS0tTenp6Rc1zrkEB1svvBGMsNmCPD2FyxbruH1QZ/ejxu7nrTU2HrDWr1%2Bvt99%2BW3PnzlVmZqYkacSIEfr3f/935y25SxEXF6e4uDjn65tvvlkTJ05Ufn6%2BJk%2BeLKvVqoaGBpd9GhoaFBQU5AxW9fX1CgoKcv639MNvOQYGBjpft/r7bdsqOTlZw4YNc2mzWAJVVWU/zx4X5uvro%2BBgq06dqldzc8vPHgdtdylfL5wb67h9UGf3o8buZ6rGnvph2XjAys3N1dNPP634%2BHjNnz9fknTXXXfJ399fWVlZlxyw3n//fVVUVOjee%2B91tp05c0YBAQGSpIiICBUXFzvf0LSxsVGHDh1SZGSk%2BvTpIz8/P5WUlOiWW26RJB08eNB5G/HEiRM6dOiQmpqaZLH8UJqSkhJFRERc1BzDwsLOuh1YXl6jpqZL/yZsbm4xMg4ujDq7D%2Bu4fVBn96PG7uetNTZ%2BY/O7777T9ddff1Z7v379VFFRccnjOxwOLVy4ULt27ZLD4dC%2Bffv0%2BuuvO3%2BLcNy4cdqwYYOKiop0%2BvRpLV26VKGhoYqJiZHVatWoUaOUnZ2tyspKVVZWKjs7W2PGjFFAQIBiY2Nls9m0dOlSnT59WkVFRVq/fr2SkpIued4AAOCXw/gVrGuuuUafffaZ/uEf/sGl/YMPPnA%2B8H4p4uPjNWvWLM2bN0/Hjx9XaGioHn/8cd1zzz2SpKSkJNXU1CgtLU2VlZXq37%2B/Xn75ZeezX3PnztXixYuVkJCgxsZGDR8%2BXE899ZQkyWKxaO3atcrMzFRcXJwCAwOVkpKixMTES543AAD45ejk%2BPu/yGzAm2%2B%2BqWeffVaPPPKIXnjhBT355JM6fPiw1q9fr1mzZum%2B%2B%2B4zeTivUV5ec0n7Wyw%2BstmCVFVld7lUOmrZzkudGs5jy9S4C2%2BEi3K%2BdQyzqLP7UWP3M1Xj7t27GpxV2xm/gjVu3Dg1NTVp1apVamho0NNPP60rr7xS06ZN%2B8WGKwAA8MtiPGD95S9/0T//8z8rOTlZlZWVcjgcuvLKK00fBgAAoMMy/pD7M88843yYvVu3boQrAADwi2M8YPXu3VsHDhwwPSwAAIDXMH6LMCIiQhkZGVqzZo169%2B6tzp07u/QvXLjQ9CEBAAA6FOMB68iRI4qOjpaks/4eHwAAwC%2BBkYC1cOFC/fGPf1RgYKDWr19vYkgAAACvZeQZrNdff/2sv%2BH3L//yLyorKzMxPAAAgFcxErDO9V6ln3zyiU6fPm1ieAAAAK9i/LcIAQAAfukIWAAAAIYZC1idOnUyNRQAAIBXM/Y2Dc8884zLe141NjZqyZIlCgoKctmO98ECAACXOyMB67bbbjvrPa%2BioqJUVVWlqqoqE4cAAADwGkYCFu99BQAA8P/xkDsAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCswwesyspKxcfHq6CgwNm2f/9%2BjR8/XlFRURo2bJg2btzosk9eXp7i4%2BM1YMAAJSYmat%2B%2Bfc6%2B5uZmLV68WIMHD1ZUVJQeffRRlZWVOfsv6NL9AAATZ0lEQVRPnDih1NRUxcTEKDY2VllZWWpqanL/iQIAgMtGhw5YH3/8sZKTk3XkyBFn28mTJ/Xwww9r7NixKiwsVFZWlhYuXKjPPvtMklRQUKD58%2Bdr0aJFKiws1N13361HH31U9fX1kqRVq1Zp586devPNN7Vjxw4FBARozpw5zvGnTp2qwMBA7dixQ5s2bdKuXbu0bt26dj1vAADg3TpswMrLy1NGRoamTZvm0r5t2zaFhIRowoQJslgsGjRokBISEpSTkyNJ2rhxo0aPHq3o6Gj5%2Bflp0qRJstlsys/Pd/ZPmTJFV111lbp06aLZs2frww8/1NGjR3X48GHt2bNHM2bMkNVqVa9evZSamuocGwAAoC06bMAaMmSI3nvvPd11110u7cXFxYqMjHRpCw8PV1FRkSSppKTkvP01NTX6/vvvXfpDQ0N1xRVX6MCBAyouLlZISIh69Ojh7O/bt69KS0t16tQp06cIAAAuUxZPT%2BB8unfvfs52u90uq9Xq0hYQEKC6uroL9tvtdklSYGDgWf2tfT/et/V1XV2dgoOD2zT3srIylZeXu7RZLIEKCwtr0/7n4uvr4/IZ7mexUGvTWMftgzq7HzV2P2%2BvcYcNWOdjtVpVU1Pj0tbQ0KCgoCBnf0NDw1n9NpvNGZZan8f68f4Oh%2BOsvtbXreO3RW5urlasWOHSlpaWpvT09DaPcT7BwdYLbwQjbLa2f81xcVjH7YM6ux81dj9vrbHXBazIyEjt3LnTpa2kpEQRERGSpIiICBUXF5/VP3ToUF1xxRXq0aOHy23E8vJyVVdXKzIyUi0tLaqurlZFRYVCQ0MlSQcPHlTPnj3VtWvXNs8xOTlZw4YNc2mzWAJVVWW/6PNt5evro%2BBgq06dqldzc8vPHgdtdylfL5wb67h9UGf3o8buZ6rGnvph2esCVnx8vJYsWaJ169ZpwoQJ%2Bvjjj7V582atXLlSkpSUlKS0tDSNGjVK0dHRysnJ0YkTJxQfHy9JSkxM1KpVq9S/f3/ZbDYtWLBAAwcO1K9%2B9StJUnR0tBYsWKDMzExVVVVp5cqVSkpKuqg5hoWFnXU7sLy8Rk1Nl/5N2NzcYmQcXBh1dh/Wcfugzu5Hjd3PW2vsdQHLZrNp7dq1ysrK0vLly9WtWzfNmTNHt99%2BuyRp0KBBmjt3rubNm6fjx48rPDxcq1evVkhIiKQfbtU1NTVpwoQJstvtio2N1bJly5zjL1%2B%2BXJmZmRo%2BfLh8fHw0duxYpaameuRcAQCAd%2BrkcDgcnp7EL0F5ec2FN/oJFouPbLYgVVXZXZL8qGU7f2IvXIotU%2BM8PYXLzvnWMcyizu5Hjd3PVI27d2/7Iz4meeej%2BQAAAB0YAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADPPagJWfn68bbrhBUVFRzo8ZM2ZIkj744AMlJCRowIABGjVqlLZv3%2B6y7%2BrVqzV06FANGDBAKSkp%2Buabb5x9dXV1mjVrlmJjYxUdHa2ZM2fKbre367kBAADv5rUB6/PPP9c999yjffv2OT%2BWLFmiQ4cO6fHHH9cf//hH7d27V48//rimTp2q48ePS5Ly8vK0fv16vfrqqyooKNCNN96o9PR0ORwOSdL8%2BfN17Ngxbd26Vdu2bdOxY8eUnZ3tyVMFAABexqsD1k033XRWe15enmJiYjRixAhZLBbddddduu2225SbmytJeuONN3T//fcrIiJCnTt31vTp01VaWqqCggLV19dr8%2BbNSk9PV0hIiK688kplZGTorbfeUn19fXufIgAA8FIWT0/g52hpadGXX34pq9WqNWvWqLm5WXfccYcyMjJUUlKiyMhIl%2B3Dw8NVVFQkSSopKdGUKVOcfX5%2Bfurdu7eKiooUEhKixsZGl/379u2rhoYGHTp0SNdff32b5ldWVqby8nKXNoslUGFhYT/3lOXr6%2BPyGe5nsVBr01jH7YM6ux81dj9vr7FXBqzKykrdcMMNGjlypJYvX66qqio98cQTmjFjhs6cOSOr1eqyfUBAgOrq6iRJdrv9vP21tbWSpMDAQGdf67YX8xxWbm6uVqxY4dKWlpam9PT0tp/keQQHWy%2B8EYyw2YI8PYXLFuu4fVBn96PG7uetNfbKgBUaGqqcnBzna6vVqhkzZuh3v/udYmNj1dDQ4LJ9Q0ODgoKCnNuer781WNXX1zu3b7012KVLlzbPLzk5WcOGDXNps1gCVVX18x%2BW9/X1UXCwVadO1au5ueVnj4O2u5SvF86Nddw%2BqLP7UWP3M1VjT/2w7JUBq6ioSO%2B8846mT5%2BuTp06SZLOnDkjHx8f3Xzzzfrqq69cti8pKXE%2BrxUREaHi4mLdeeedkqTGxkYdOnRIkZGR6tOnj/z8/FRSUqJbbrlFknTw4EHnbcS2CgsLO%2Bt2YHl5jZqaLv2bsLm5xcg4uDDq7D6s4/ZBnd2PGruft9bYK29shoSEKCcnR2vWrFFTU5NKS0u1ZMkS/fa3v9XYsWO1Z88e5efnq6mpSfn5%2BdqzZ4/uueceSdK4ceO0YcMGFRUV6fTp01q6dKlCQ0MVExMjq9WqUaNGKTs7W5WVlaqsrFR2drbGjBmjgIAAD581AADwFl55Batnz556%2BeWX9dxzz2nVqlXq3LmzRo8erRkzZqhz5876j//4D2VnZ2v27Nm65ppr9OKLL6pPnz6SpKSkJNXU1CgtLU2VlZXq37%2B/Xn75Zfn5%2BUmS5s6dq8WLFyshIUGNjY0aPny4nnrqKU%2BeLgAA8DKdHK1vAAW3Ki%2BvuaT9LRYf2WxBqqqyu1wqHbVs56VODeexZWqcp6dw2TnfOoZZ1Nn9qLH7mapx9%2B5dDc6q7bzyFiEAAEBHRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMs3h6AkBHNWrZTk9P4aJsmRrn6SkAAP4PV7AAAAAMI2ABAAAYRsACAAAwjIAFAABgGA%2B5AwBwmfKmX9a53H5Rh4AFAEAbeVNggWdxixAAAMAwrmABwGUmPnuHp6fQZpfbbSGgFVewAAAADCNgAQAAGEbAAgAAMIyABQAAYBgB6xxOnDih1NRUxcTEKDY2VllZWWpqavL0tAAAgJcgYJ3D1KlTFRgYqB07dmjTpk3atWuX1q1b5%2BlpAQAAL0HA%2BpHDhw9rz549mjFjhqxWq3r16qXU1FTl5OR4emoAAMBLELB%2BpLi4WCEhIerRo4ezrW/fviotLdWpU6c8ODMAAOAteKPRH7Hb7bJarS5tra/r6uoUHBx8wTHKyspUXl7u0maxBCosLOxnz8vX18flM/BjFkvHXxusY/yYN6xbtI8frwVv//eCgPUjgYGBqq%2Bvd2lrfR0UFNSmMXJzc7VixQqXtscee0yPP/74z55XWVmZ/vSnNUpOTnYJanuz/vlnjwlXZWVlys3NPavGMOd86xhm5f/xVtaym7T%2Bm8u/F%2B7n7f9eeGcsdKOIiAhVV1eroqLC2Xbw4EH17NlTXbt2bdMYycnJeuutt1w%2BkpOTL2le5eXlWrFixVlXxmAONXY/atw%2BqLP7UWP38/YacwXrR3r37q3o6GgtWLBAmZmZqqqq0sqVK5WUlNTmMcLCwrwybQMAADO4gnUOy5cvV1NTk4YPH67f/e53%2BvWvf63U1FRPTwsAAHgJrmCdQ2hoqJYvX%2B7paQAAAC/lO2/evHmengTaJigoSAMHDmzzw/a4eNTY/ahx%2B6DO7keN3c%2Bba9zJ4XA4PD0JAACAywnPYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2B5gRMnTig1NVUxMTGKjY1VVlaWmpqaPD0tr1ZUVKQHH3xQAwcOVFxcnGbOnKnKykpJ0v79%2BzV%2B/HhFRUVp2LBh2rhxo4dn692am5uVkpKif/u3f3O2ffDBB0pISNCAAQM0atQobd%2B%2B3YMz9F7V1dWaOXOmYmNjddtttyk1NVVlZWWSWMemfPnll5owYYJiYmI0ZMgQPfPMMzpz5owk1rEJlZWVio%2BPV0FBgbPtQms3Ly9P8fHxGjBggBITE7Vv3772nnbbONDh/f73v3dMnz7dUVdX5zhy5Ihj9OjRjtWrV3t6Wl6rvr7eERcX53jhhRccp0%2BfdlRWVjqmTJni%2BMMf/uCorq52DBw40LFhwwZHY2Oj46OPPnJERUU59u/f7%2Blpe61ly5Y5rrvuOscTTzzhcDgcjm%2B//dbRv39/x3vvvedobGx0/Pd//7fj5ptvdnz//fcenqn3%2Bf3vf%2B9IS0tznDx50lFTU%2BN47LHHHA8//DDr2JDm5mZHXFyc409/%2BpOjubnZcezYMcfIkSMdK1asYB0bsHfvXseIESMckZGRjt27dzscDscF1%2B7u3bsdUVFRjr179zrOnDnjeO211xyxsbGOuro6T57KOXEFq4M7fPiw9uzZoxkzZshqtapXr15KTU1VTk6Op6fmtUpLS3XdddcpLS1N/v7%2BstlsSk5OVmFhobZt26aQkBBNmDBBFotFgwYNUkJCAvX%2BmXbt2qVt27bpN7/5jbMtLy9PMTExGjFihCwWi%2B666y7ddtttys3N9eBMvc8XX3yh/fv3a9GiRQoODlaXLl00f/58ZWRksI4NOXnypMrLy9XS0iLH//1VOR8fH1mtVtbxJcrLy1NGRoamTZvm0n6htbtx40aNHj1a0dHR8vPz06RJk2Sz2ZSfn%2B%2BJ0/hJBKwOrri4WCEhIerRo4ezrW/fviotLdWpU6c8ODPvde2112rNmjXy9fV1tm3dulU33nijiouLFRkZ6bJ9eHi4ioqK2nuaXu/EiROaPXu2li5dKqvV6mwvKSmhxgZ89tlnCg8P1xtvvKH4%2BHgNGTJEixcvVvfu3VnHhthsNk2aNEmLFy9W//79dccdd6h3796aNGkS6/gSDRkyRO%2B9957uuusul/YLrV1vqjsBq4Oz2%2B0u/3OS5HxdV1fniSldVhwOh55//nlt375ds2fPPme9AwICqPVFamlp0YwZM/Tggw/quuuuc%2BmjxmacPHlSBw4c0KFDh5SXl6c///nPOn78uJ544glqbEhLS4sCAgL01FNP6dNPP9U777yjgwcPavny5dT4EnXv3l0Wi%2BWs9gvV1ZvqTsDq4AIDA1VfX%2B/S1vo6KCjIE1O6bNTW1io9PV2bN2/Whg0b1K9fP1mtVjU0NLhs19DQQK0v0ssvvyx/f3%2BlpKSc1UeNzfD395ckzZ49W126dFFoaKimTp2qDz74QA6Hgxob8N5772nr1q26//775e/vr4iICKWlpek///M/WcducqG6elPdCVgdXEREhKqrq1VRUeFsO3jwoHr27KmuXbt6cGbe7ciRIxo3bpxqa2u1adMm9evXT5IUGRmp4uJil21LSkoUERHhiWl6rbffflt79uxRTEyMYmJi9M477%2Bidd95RTEwMNTYkPDxcLS0tamxsdLa1tLRIkq6//npqbMCxY8ecvzHYymKxyM/Pj3XsJheqa0REhNfUnYDVwfXu3VvR0dFasGCBamtrdfToUa1cuVJJSUmenprXOnnypCZOnKhbb71Vr776qrp16%2Bbsi4%2BPV0VFhdatW6fGxkbt3r1bmzdv1rhx4zw4Y%2B/z7rvv6pNPPtHevXu1d%2B9ejRkzRmPGjNHevXt19913a8%2BePcrPz1dTU5Py8/O1Z88e3XPPPZ6etlcZPHiwevXqpSeffFJ2u12VlZV6/vnnNWLECI0ZM4Z1bMCQIUNUXl6ul156Sc3NzTp69KhWrVqlhIQE1rGbXOjf4KSkJG3evFm7d%2B9WY2Oj1q1bpxMnTig%2BPt7DMz9bJ0frr0agw6qoqFBmZqYKCgrk4%2BOjsWPHKiMjw%2BUhbbTda6%2B9pkWLFslqtapTp04uffv27dPnn3%2BurKwsff311%2BrWrZtSU1OVmJjoodleHlrfA2vRokWSpB07dig7O1tHjhzRNddcoxkzZuiOO%2B7w5BS90vHjx7Vo0SIVFhbq9OnTGjZsmGbPnq3g4GDWsSEfffSRli1bpm%2B%2B%2BUZdu3bV3Xff7fwNZNaxGf369dPrr7%2Bu2NhYSbrg2n377be1atUqHT9%2BXOHh4ZozZ45uueUWT03/vAhYAAAAhnGLEAAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAw7P8B1xVdhIJeKSkAAAAASUVORK5CYII%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-1247738169347943931\">\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\">11</td>\n",
       "        <td class=\"number\">5300</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\">17</td>\n",
       "        <td class=\"number\">5011</td>\n",
       "        <td class=\"number\">8.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:24%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">12</td>\n",
       "        <td class=\"number\">4639</td>\n",
       "        <td class=\"number\">7.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:22%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">3</td>\n",
       "        <td class=\"number\">4379</td>\n",
       "        <td class=\"number\">7.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:21%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">5</td>\n",
       "        <td class=\"number\">4040</td>\n",
       "        <td class=\"number\">6.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:19%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">18</td>\n",
       "        <td class=\"number\">3324</td>\n",
       "        <td class=\"number\">5.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">19</td>\n",
       "        <td class=\"number\">3047</td>\n",
       "        <td class=\"number\">5.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2</td>\n",
       "        <td class=\"number\">3024</td>\n",
       "        <td class=\"number\">5.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">16</td>\n",
       "        <td class=\"number\">2816</td>\n",
       "        <td class=\"number\">4.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">10</td>\n",
       "        <td class=\"number\">2640</td>\n",
       "        <td class=\"number\">4.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (17)</td>\n",
       "        <td class=\"number\">21180</td>\n",
       "        <td class=\"number\">35.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-1247738169347943931\">\n",
       "            <p class=\"h4\">Minimum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">1</td>\n",
       "        <td class=\"number\">2201</td>\n",
       "        <td class=\"number\">3.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:50%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2</td>\n",
       "        <td class=\"number\">3024</td>\n",
       "        <td class=\"number\">5.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:69%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">3</td>\n",
       "        <td class=\"number\">4379</td>\n",
       "        <td class=\"number\">7.4%</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\">2513</td>\n",
       "        <td class=\"number\">4.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:57%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">5</td>\n",
       "        <td class=\"number\">4040</td>\n",
       "        <td class=\"number\">6.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:92%\">&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\">40</td>\n",
       "        <td class=\"number\">1</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\">60</td>\n",
       "        <td class=\"number\">1025</td>\n",
       "        <td class=\"number\">1.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:82%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">80</td>\n",
       "        <td class=\"number\">1238</td>\n",
       "        <td class=\"number\">2.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">90</td>\n",
       "        <td class=\"number\">917</td>\n",
       "        <td class=\"number\">1.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:74%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">99</td>\n",
       "        <td class=\"number\">423</td>\n",
       "        <td class=\"number\">0.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:34%\">&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_district_code\">district_code<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>20</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>5.6297</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>80</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram-9202969939089995549\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAAQtJREFUeJzt1sEJwkAURVEjKSlFpCfX9mQR6Wnci1wQlAlyzn7gbS5/ljHGuABvXWcPgDNbZw94td0eH7857vsPloALAkkgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCYZ094Bu222P2hL933PfZE6ZYxhhj9gg4K18sCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCE938w6RG7%2BekQAAAABJRU5ErkJggg%3D%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-9202969939089995549,#minihistogram-9202969939089995549\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-9202969939089995549\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-9202969939089995549\"\n",
       "                                                  aria-controls=\"quantiles-9202969939089995549\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-9202969939089995549\" aria-controls=\"histogram-9202969939089995549\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-9202969939089995549\" aria-controls=\"common-9202969939089995549\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-9202969939089995549\" aria-controls=\"extreme-9202969939089995549\"\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-9202969939089995549\">\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>1</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>2</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>3</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>5</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>30</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>80</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>80</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>3</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>9.6336</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>1.7112</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>16.214</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>5.6297</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>4.7435</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>3.962</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>334407</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>92.807</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>464.2 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-9202969939089995549\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XtUlXWi//GPuEE2IoJ5q5YtHYEay4JE0TDLCzlecBzEWOY46VROQhIuRSs1PZq3kUrN0THLLHWdSMvKsrTmlHpM0crRctID5q3xAiIo1%2BTy/P7osH/tsBPUV%2BF5er/W4o/9/T77%2B3w/G6wPez9708iyLEsAAAAwxqe%2BNwAAAOA0FCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYJirvjfwa5GbW2h8TR%2BfRmrRoqnOny9WVZVlfP364tRcknOzOTWXRDY7cmouybnZrmSuVq2aGV2vtngGy8Z8fBqpUaNG8vFpVN9bMcqpuSTnZnNqLolsduTUXJJzszkxFwULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAxz1fcG8MtETX2/vrdQa%2B%2BlxtT3FgAAuCp4BgsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGENtmBt3rxZnTp1UmRkpOcrLS1NkrRt2zbFxcUpIiJCAwYM0EcffeR135UrV6pXr16KiIjQqFGj9PXXX3vmSkpK9Pjjjys6OlpdunTR5MmTVVxc7Jk/evSo7r//fkVGRqpnz576%2B9//fnUCAwAAx2iwBeuLL77Q73//e%2B3bt8/ztXDhQh07dkzjx4/Xo48%2Bqk8//VTjx49Xamqqzp49K0nauHGj1qxZoxdffFGZmZm6%2BeablZKSIsuyJEmzZ8/W6dOntWXLFm3dulWnT59Wenq6JKm8vFwPP/ywOnfurMzMTD3//PNat26d3nvvvXp7HAAAgP006IJ1yy231BjfuHGjoqKi1K9fP7lcLg0cOFBdu3ZVRkaGJOm1117Tfffdp7CwMDVp0kQTJ07UqVOnlJmZqdLSUm3atEkpKSkKDg7WNddco0mTJumNN95QaWmp9u7dq5ycHKWkpMjPz0%2BdOnXSqFGjtG7duqsdHwAA2FiDLFhVVVU6ePCgPv74Y/Xu3Vu9evXS9OnTdeHCBWVnZys8PNzr%2BNDQUB06dEiSasz7%2Bvqqffv2OnTokI4fP67y8nKv%2BY4dO6qsrEzHjh1TVlaWOnToID8/v8uuDQAAUBuu%2Bt7A5Zw/f16dOnVS//79tWTJEuXn52vKlClKS0vTpUuX5Ha7vY739/dXSUmJJKm4uPhH54uKiiRJAQEBnrnqY4uLiy97X7fb7Vm7tnJycpSbm%2Bs15nIFqHXr1nVa56c0btwg%2B/GPcrlqt9/qXHbLVxtOzebUXBLZ7MipuSTnZnNirgZZsFq2bOn1spzb7VZaWpruvfdeRUdHq6yszOv4srIyNW3a1HPsj81XF6vS0lLP8aWlpZKkwMBABQQEeG5X%2B/6xtZWRkaGlS5d6jSUnJyslJaVO6zhNSEjdHsegIPdPH2RTTs3m1FwS2ezIqbkk52ZzUq4GWbAOHTqkd955RxMnTlSjRo0kSZcuXZKPj49uvfVWffXVV17HZ2dne67XCgsLU1ZWlnr37i3puwvXjx07pvDwcHXo0EG%2Bvr7Kzs7WbbfdJkk6cuSI52XEvLw8HTt2TBUVFXK5XJ61w8LC6rT/xMRE9enTx2vM5QpQfn7xj9zj57Fb069t/saNfRQU5NbFi6WqrKy6wru6upyazam5JLLZkVNzSc7NdiVz1fWXe1MaZMEKDg7WunXr1Lx5c40ZM0Y5OTlauHCh/vCHP2jo0KF6%2BeWXtXnzZt1zzz3aunWr9uzZo6lTp0qShg0bpueee069evVShw4d9Oyzz6ply5aKioqSr6%2BvBgwYoPT0dC1evFiSlJ6ersGDB8vf31/R0dEKCQnR008/rdTUVB09elRr1qzRhAkT6rT/1q1b13g5MDe3UBUVzvnH8HPUNX9lZZVjHzOnZnNqLolsduTUXJJzszkpV4MsWG3bttWKFSv0zDPPaPny5WrSpIkGDRqktLQ0NWnSRH/729%2BUnp6uqVOn6vrrr9dzzz2nDh06SJISEhJUWFio5ORknT9/Xp07d9aKFSvk6%2BsrSZoxY4YWLFiguLg4lZeXq2/fvpo%2BfbokyeVyadWqVZo1a5ZiYmIUEBCgUaNGKT4%2Bvt4eCwAAYD%2BNrOoPiMIVlZtbaHxNl8tHsek7jK97pbyXGlOr41wuH4WENFV%2BfrFjfpOp5tRsTs0lkc2OnJpLcm62K5mrVatmRterLXtdxAMAAGADFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCswResyspKjRo1So899phnbNu2bYqLi1NERIQGDBigjz76yOs%2BK1euVK9evRQREaFRo0bp66%2B/9syVlJTo8ccfV3R0tLp06aLJkyeruLjYM3/06FHdf//9ioyMVM%2BePfX3v//9yocEAACO0uAL1tKlS/Xpp596bh87dkzjx4/Xo48%2Bqk8//VTjx49Xamqqzp49K0nauHGj1qxZoxdffFGZmZm6%2BeablZKSIsuyJEmzZ8/W6dOntWXLFm3dulWnT59Wenq6JKm8vFwPP/ywOnfurMzMTD3//PNat26d3nvvvasfHAAA2FaDLli7du3S1q1bdc8993jGNm7cqKioKPXr108ul0sDBw5U165dlZGRIUl67bXXdN999yksLExNmjTRxIkTderUKWVmZqq0tFSbNm1SSkqKgoODdc0112jSpEl64403VFpaqr179yonJ0cpKSny8/NTp06dNGrUKK1bt66%2BHgIAAGBDDbZg5eXlaerUqXr66afldrs949nZ2QoPD/c6NjQ0VIcOHbrsvK%2Bvr9q3b69Dhw7p%2BPHjKi8v95rv2LGjysrKdOzYMWVlZalDhw7y8/O77NoAAAC14arvDVxOVVWV0tLSNGbMGN10001ec8XFxV6FS5L8/f1VUlLyk/NFRUWSpICAAM9c9bHFxcWXva/b7fasXVs5OTnKzc31GnO5AtS6des6rfNTGjdusP34slyu2u23Opfd8tWGU7M5NZdENjtyai7JudmcmKtBFqwVK1bIz89Po0aNqjHndrtVVlbmNVZWVqamTZv%2B5Hx1sSotLfUcX1paKkkKDAxUQECA53a17x9bWxkZGVq6dKnXWHJyslJSUuq0jtOEhNTtcQwKcv/0QTbl1GxOzSWRzY6cmktybjYn5WqQBeutt95STk6OoqKiJMlTmD788EONHDlSBw8e9Do%2BOztbt9xyiyQpLCxMWVlZ6t27t6TvLlw/duyYwsPD1aFDB/n6%2Bio7O1u33XabJOnIkSOelxHz8vJ07NgxVVRUyOVyedYOCwur0/4TExPVp08frzGXK0D5%2BcU/co%2Bfx25Nv7b5Gzf2UVCQWxcvlqqysuoK7%2Brqcmo2p%2BaSyGZHTs0lOTfblcxV11/uTWmQBev999/3ul39EQ3z58/XkSNH9NJLL2nz5s265557tHXrVu3Zs0dTp06VJA0bNkzPPfecevXqpQ4dOujZZ59Vy5YtFRUVJV9fXw0YMEDp6elavHixJCk9PV2DBw%2BWv7%2B/oqOjFRISoqefflqpqak6evSo1qxZowkTJtRp/61bt67xcmBubqEqKpzzj%2BHnqGv%2Bysoqxz5mTs3m1FwS2ezIqbkk52ZzUq4GWbD%2BLx07dtTf/vY3paena%2BrUqbr%2B%2Buv13HPPqUOHDpKkhIQEFRYWKjk5WefPn1fnzp21YsUK%2Bfr6SpJmzJihBQsWKC4uTuXl5erbt6%2BmT58uSXK5XFq1apVmzZqlmJgYBQQEaNSoUYqPj6%2B3vAAAwH4aWdUfEIUrKje30PiaLpePYtN3GF/3SnkvNaZWx7lcPgoJaar8/GLH/CZTzanZnJpLIpsdOTWX5NxsVzJXq1bNjK5XW/a6iAcAAMAGKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGGS9YlZWVppcEAACwFeMFq1evXvrrX/%2Bq7Oxs00sDAADYgvGC9cgjj%2Bjzzz/X4MGDNXz4cL366qsqLCw0fRoAAIAGy3jBGjFihF599VW9//77uuOOO7Ry5Ur17NlTEydO1CeffGL6dAAAAA3OFbvIvX379powYYLef/99JScn6x//%2BIceeOAB9enTRy%2B99BLXagEAAMdyXamF9%2B/frzfffFObN2/WpUuXFBsbq/j4eJ09e1aLFy/WF198oWeeeeZKnR4AAKDeGC9Yy5Yt01tvvaXjx4%2Brc%2BfOmjBhggYPHqzAwEDPMY0bN9aTTz5p%2BtQAAAANgvGCtXbtWg0ZMkQJCQkKDQ297DEdO3bUpEmTTJ8aAACgQTBesLZv366ioiIVFBR4xjZv3qwePXooJCREktSpUyd16tTJ9KkBAAAaBOMXuf/rX/9S//79lZGR4RlbuHCh4uLi9D//8z%2BmTwcAANDgGC9Yf/3rX3XPPfdowoQJnrEPP/xQvXr10vz5802fDgAAoMExXrAOHjyosWPHys/PzzPWuHFjjR07Vv/85z9Nnw4AAKDBMV6wAgMDdeLEiRrjZ86ckb%2B/v%2BnTAQAANDjGC1b//v01c%2BZMffLJJyoqKlJxcbF2796tWbNmKTY21vTpAAAAGhzj7yKcOHGiTp48qT//%2Bc9q1KiRZzw2NlaTJ082fToAAIAGx3jBcrvdWrFihY4eParDhw/L19dXHTt2VPv27U2fCgAAoEG6Yn8qp0OHDurQocOVWh4AAKDBMl6wjh49qlmzZumzzz5TeXl5jfmvvvrK9CkBAAAaFOMFa%2BbMmTp16pQmTZqkZs2amV4eAACgwTNesPbt26eXX35ZkZGRppcGAACwBeMf0xASEqKmTZuaXhYAAMA2jBesUaNG6ZlnnlFhYeEvWmfXrl0aPny4br/9dsXExGj27NkqKyuTJO3fv1/Dhw9XZGSk%2BvTpo/Xr13vdd%2BPGjYqNjVVERITi4%2BO1b98%2Bz1xlZaUWLFigO%2B64Q5GRkRo3bpxycnI883l5eUpKSlJUVJSio6M1Z84cVVRU/KIsAADg18V4wdq2bZt27typ6Oho3Xnnnerbt6/XV22cP39ef/nLXzRixAh9%2Bumn2rhxo/bs2aPnn39eFy5c0NixYzV06FDt3btXc%2BbM0bx583TgwAFJUmZmpmbPnq358%2Bdr7969GjJkiMaNG6fS0lJJ0vLly7Vz5069/vrr2rFjh/z9/TVt2jTPuVNTUxUQEKAdO3Zow4YN2rVrl1avXm36YQIAAA5m/Bqs6OhoRUdH/6I1WrRooU8%2B%2BUSBgYGyLEsFBQX69ttv1aJFC23dulXBwcEaOXKkJKlHjx6Ki4vTunXrdOutt2r9%2BvUaNGiQunTpIkkaPXq0MjIytHnzZg0bNkzr16/XpEmTdO2110qSpk6dqp49e%2BrkyZOqqqrSnj17tH37drndbrVr105JSUlauHChHnzwwV/2wAAAgF8N4wXrkUceMbJOYGCgJOmuu%2B7S2bNnFRUVpfj4eC1atEjh4eFex4aGhmrDhg2SpOzsbA0bNqzG/KFDh1RYWKgzZ8543b9ly5Zq3ry5Dh8%2BLEkKDg5WmzZtPPMdO3bUqVOndPHiRQUFBdVq7zk5OcrNzfUac7kC1Lp161qmr53GjY0/AXlFuVy12291Lrvlqw2nZnNqLolsduTUXJJzszkx1xX5oNFDhw7p5Zdf1tGjR7V48WJ9%2BOGHCg0N/VnPbG3dulUXLlzQpEmTlJKSojZt2sjtdnsd4%2B/vr5KSEklScXHxj84XFxdLkgICAmrMV8/98L7Vt0tKSmpdsDIyMrR06VKvseTkZKWkpNTq/k4VElK3Nz8EBbl/%2BiCbcmo2p%2BaSyGZHTs0lOTebk3IZL1hffvmlRowYoYiICH355Ze6dOmSvvrqK82dO1dLly5V796967Sev7%2B//P39lZaWpuHDh2vUqFE1LqAvKyvzvHPR7XZ7Lob//nxISIinLFVfj/XD%2B1uWVWOu%2BnZd3hmZmJioPn36eI25XAHKzy%2Bu9Rq1YbemX9v8jRv7KCjIrYsXS1VZWXWFd3V1OTWbU3NJZLMjp%2BaSnJvtSuaq6y/3phgvWOnp6frzn/%2BsCRMmeD4L66mnnlKzZs1qXbA%2B//xzPfHEE3r77bfl5%2BcnSbp06ZJ8fX0VGhqqnTt3eh2fnZ2tsLAwSVJYWJiysrJqzPfq1UvNmzdXmzZtlJ2d7XmZMDc3VwUFBQoPD1dVVZUKCgp07tw5tWzZUpJ05MgRtW3btk4fmtq6desaLwfm5haqosI5/xh%2Bjrrmr6yscuxj5tRsTs0lkc2OnJpLcm42J%2BUy/hTIl19%2BqaFDh9YYHzFihL7%2B%2ButarXHjjTeqrKxMTz/9tC5duqR///vfWrBggRISEtS/f3%2BdO3dOq1evVnl5uXbv3q1NmzZ5rrtKSEjQpk2btHv3bpWXl2v16tXKy8tTbGysJCk%2BPl7Lly/XyZMnVVRUpLlz56pbt2664YYb1L59e3Xp0kVz585VUVGRTp48qWXLlikhIcHcAwQAABzP%2BDNYvr6%2BKioqqjF%2B6tSpGtc3/ZimTZvqhRde0Ny5cxUTE6NmzZopLi5OycnJ8vPz06pVqzRnzhwtWbJELVq00LRp09S9e3dJ372rcMaMGZo5c6bOnj2r0NBQrVy5UsHBwZK%2BuxaqoqJCI0eOVHFxsaKjo7Vo0SLPuZcsWaJZs2apb9%2B%2B8vHx0dChQ5WUlGTgkQEAAL8WjSzLskwuOH36dJ08eVLPPvus%2BvTpo7fffluXLl1SamqqOnfurLlz55o8nW3k5v6yD169HJfLR7HpO4yve6W8lxpTq%2BNcLh%2BFhDRVfn6xY54qrubUbE7NJZHNjpyaS3JutiuZq1Wr%2Bvm7yMZfIpwyZYrKysp0xx13qLS0VPHx8Ro8eLBcLpcmT55s%2BnQAAAANjvGXCAMDA/Xqq69q165d%2Bte//qWqqiqFh4frzjvvlI%2BPvd71BgAA8HNckc/Bkr67FqpHjx5XankAAIAGy3jB6tOnjxo1avSj8//4xz9MnxIAAKBBMV6w/vCHP3gVrPLych0/flzbt29Xamqq6dMBAAA0OMYL1vjx4y87vnbtWn322Wf605/%2BZPqUAAAADcpVu%2Bq8d%2B/e2rZt29U6HQAAQL25agVrz549atKkydU6HQAAQL0x/hLhD18CtCxLRUVFOnz4MC8PAgCAXwXjBeu6666r8S5CX19f3X///YqLizN9OgAAgAbHeMGaP3%2B%2B6SUBAABsxXjB2rt3b62P7dq1q%2BnTAwAA1DvjBWv06NGyLMvzVa36ZcPqsUaNGumrr74yfXoAAIB6Z7xgPffcc5o3b56mTJmi7t27y9fXV/v379fMmTN13333qXfv3qZPCQAA0KAY/5iGBQsWaMaMGerXr58CAwPVpEkTdevWTbNmzdKqVat0/fXXe74AAACcyHjBysnJ0bXXXltjPDAwUPn5%2BaZPBwAA0OAYL1gRERF65plnVFRU5BkrKCjQwoUL1aNHD9OnAwAAaHCMX4M1bdo03X///erVq5fat28vSTp69KhatWqlV155xfTpAAAAGhzjBatjx47avHmzNm3apCNHjkiS7rvvPg0aNEhut9v06QAAABoc4wVLkoKCgjR8%2BHB98803ateunaTvPs0dAADg18D4NViWZSk9PV1du3bV4MGDdebMGU2ZMkWPP/64ysvLTZ8OAACgwTFesNasWaO33npLM2bMkJ%2BfnySpX79%2B%2Bq//%2Bi8tXrzY9OkAAAAaHOMFKyMjQ08%2B%2BaTi4%2BM9n94%2BcOBAzZkzR%2B%2B%2B%2B67p0wEAADQ4xgvWN998o9/%2B9rc1xm%2B88UadO3fO9OkAAAAaHOMF6/rrr9eBAwdqjG/bts1zwTsAAICTGX8X4QMPPKD/%2BI//0NmzZ2VZlnbt2qVXX31Va9as0eOPP276dAAAAA2O8YI1bNgwVVRUaPny5SorK9OTTz6pa665RhMmTNCIESNMnw4AAKDBMV6w3n77bf3ud79TYmKizp8/L8uydM0115g%2BDQAAQINl/Bqsp556ynMxe4sWLShXAADgV8d4wWrfvr0OHz5selkAAADbMP4SYVhYmCZNmqQXXnhB7du3V5MmTbzm582bZ/qUAAAADYrxgnXixAl16dJFkpSbm2t6eQAAgAbPSMGaN2%2BeHn30UQUEBGjNmjUmlgQAALAtI9dgvfLKKyotLfUae%2BCBB5STk2NieQAAAFsxUrAsy6ox9vnnn%2Bvbb781sTwAAICtGH8XIQAAwK8dBQsAAMAwYwWrUaNGppYCAACwNWMf0/DUU095feZVeXm5Fi5cqKZNm3odx%2BdgAQAApzNSsLp27VrjM68iIyOVn5%2Bv/Px8E6cAAACwDSMFi8%2B%2BAgAA%2BP%2B4yB0AAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMa7AF69ChQxozZoy6deummJgYTZ48WefPn5ck7d%2B/X8OHD1dkZKT69Omj9evXe91348aNio2NVUREhOLj47Vv3z7PXGVlpRYsWKA77rhDkZGRGjdunNcfpc7Ly1NSUpKioqIUHR2tOXPmqKKi4uqEBgAAjtAgC1ZZWZkefPBBRUZG6r//%2B7/1zjvvqKCgQE888YQuXLigsWPHaujQodq7d6/mzJmjefPm6cCBA5KkzMxMzZ49W/Pnz9fevXs1ZMgQjRs3TqWlpZKk5cuXa%2BfOnXr99de1Y8cO%2Bfv7a9q0aZ5zp6amKiAgQDt27NCGDRu0a9curV69uj4eBgAAYFMNsmCdOnVKN910k5KTk%2BXn56eQkBAlJiZq79692rp1q4KDgzVy5Ei5XC716NFDcXFxWrdunSRp/fr1GjRokLp06SJfX1%2BNHj1aISEh2rx5s2f%2BoYce0rXXXqvAwEBNnTpV27dv18mTJ3X8%2BHHt2bNHaWlpcrvdateunZKSkjxrAwAA1IaxP5Vj0m9%2B8xu98MILXmNbtmzRzTffrKysLIWHh3vNhYaGasOGDZKk7OxsDRs2rMb8oUOHVFhYqDNnznjdv2XLlmrevLkOHz4sSQoODlabNm088x07dtSpU6d08eJFBQUF1Wr/OTk5NT7Z3uUKUOvWrWt1/9pq3LhB9uMf5XLVbr/VueyWrzacms2puSSy2ZFTc0nOzebEXA2yYH2fZVlatGiRPvroI61du1avvPKK3G631zH%2B/v4qKSmRJBUXF//ofHFxsSQpICCgxnz13A/vW327pKSk1gUrIyNDS5cu9RpLTk5WSkpKre7vVCEhTX/6oO8JCnL/9EE25dRsTs0lkc2OnJpLcm42J%2BVq0AWrqKhIjz/%2BuA4ePKi1a9fqxhtvlNvtVmFhoddxZWVlnj8q7Xa7VVZWVmM%2BJCTEU5aqr8f64f0ty6oxV337h3%2B0%2Bv%2BSmJioPn36eI25XAHKzy%2Bu9Rq1YbemX9v8jRv7KCjIrYsXS1VZWXWFd3V1OTWbU3NJZLMjp%2BaSnJvtSuaq6y/3pjTYgnXixAk99NBDuu6667Rhwwa1aNFCkhQeHq6dO3d6HZudna2wsDBJUlhYmLKysmrM9%2BrVS82bN1ebNm2UnZ3teZkwNzdXBQUFCg8PV1VVlQoKCnTu3Dm1bNlSknTkyBG1bdtWzZo1q/XeW7duXePlwNzcQlVUOOcfw89R1/yVlVWOfcycms2puSSy2ZFTc0nOzeakXA3yKZALFy7o/vvv1%2B23364XX3zRU64kKTY2VufOndPq1atVXl6u3bt3a9OmTZ7rrhISErRp0ybt3r1b5eXlWr16tfLy8hQbGytJio%2BP1/Lly3Xy5EkVFRVp7ty56tatm2644Qa1b99eXbp00dy5c1VUVKSTJ09q2bJlSkhIqJfHAQAA2FODfAbrjTfe0KlTp/Tee%2B/p/fff95rbt2%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%2Bdq7d6%2BGDBmicePGqbS0VJK0fPly7dy5U6%2B//rp27Nghf39/TZs2zbN%2BamqqAgICtGPHDm3YsEG7du3S6tWrr2puAABgbw22YG3cuFGTJk3ShAkTvMa3bt2q4OBgjRw5Ui6XSz169FBcXJzWrVsnSVq/fr0GDRqkLl26yNfXV6NHj1ZISIg2b97smX/ooYd07bXXKjAwUFOnTtX27dt18uRJHT9%2BXHv27FFaWprcbrfatWunpKQkz9oAAAC10WALVs%2BePfXBBx9o4MCBXuNZWVkKDw/3GgsNDdWhQ4ckSdnZ2T86X1hYqDNnznjNt2zZUs2bN9fhw4eVlZWl4OBgtWnTxjPfsWNHnTp1ShcvXjQdEQAAOJSrvjfwY1q1anXZ8eLiYrndbq8xf39/lZSU/OR8cXGxJCkgIKDGfPXcD%2B9bfbukpERBQUG12ntOTo5yc3O9xlyuALVu3bpW96%2Btxo0bbD%2B%2BLJerdvutzmW3fLXh1GxOzSWRzY6cmktybjYn5mqwBevHuN1uFRYWeo2VlZWpadOmnvmysrIa8yEhIZ6yVH091g/vb1lWjbnq29Xr10ZGRoaWLl3qNZacnKyUlJRar%2BFEISG1fwwlKSjI/dMH2ZRTszk1l0Q2O3JqLsm52ZyUy3YFKzw8XDt37vQay87OVlhYmCQpLCxMWVlZNeZ79eql5s2bq02bNl4vI%2Bbm5qqgoEDh4eGqqqpSQUGBzp07p5YtW0qSjhw5orZt26pZs2a13mNiYqL69OnjNeZyBSg/v7jOef8vdmv6tc3fuLGPgoLcunixVJWVVVd4V1eXU7M5NZdENjtyai7JudmuZK66/nJviu0KVmxsrBYuXKjVq1dr5MiR%2Buyzz7Rp0yYtW7ZMkpSQkKDk5GQNGDBAXbp00bp165SXl6fY2FhJUnx8vJYvX67OnTsrJCREc%2BfOVbdu3XTDDTdIkrp06aK5c%2Bdq1qxZys/P17Jly5SQkFCnPbZu3brGy4G5uYWqqHDOP4afo675KyurHPuYOTWbU3NJZLMjp%2BaSnJvNSblsV7BCQkK0atUqzZkzR0uWLFGLFi00bdo0de/eXZLUo0cPzZgxQzNnztTZs2cVGhqqlStXKjg4WNJ3L9VVVFRo5MiRKi4uVnR0tBYtWuRZf8mSJZo1a5b69u0rHx8fDR06VElJSfWSFQAA2FMjy7Ks%2Bt7Er0FubuFPH1RHLpePYtN3GF/3SnkvNaZWx7lcPgoJaar8/GLH/CZTzanZnJpLIpsdOTWX5NxsVzJXq1a1v8THJHtdxAMAAGADFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIa56nsD%2BPUYsGhnfW%2BhTt5LjanvLQAAbIpnsAAAAAzjGSzAIez0DCHPDgJwOgrWZeTl5Wn69Onas2ePGjdurCFDhmjKlClyuXi4ABPsVAYl6dM5v6vvLQCwGRrDZaSmpqpNmzbasWOHzp07p3Hjxmn16tV68MEH63trAPCT7FRgeTYTTkXB%2BoHjx49rz5492r59u9xut9q1a6ekpCQtXLiQggX8SkVNfb%2B%2BtwDAZihYP5CVlaXg4GC1adPGM9axY0edOnVKFy9eVFBQUD3uDleTnZ4FAOzKbv/OeMYNtUXB%2BoHi4mK53W6vserbJSUltSpYOTk5ys3N9RpzuQLUunVrcxuV1LgxbwIFgKvJ5arf/%2B5W/3ffaf/9d2IuCtYPBAQEqLS01Gus%2BnbTpk1rtUZGRoaWLl3qNfbII49o/PjxZjb5v3JycnR/2ywlJiYaL2/1KScnRxkZGY7LJTk3m1NzSWSzI6fmkr7L9vLLLzgumxNzOacqGhIWFqaCggKdO3fOM3bkyBG1bdtWzZo1q9UaiYmJeuONN7y%2BEhMTje81NzdXS5curfFsmd05NZfk3GxOzSWRzY6cmktybjYn5uIZrB9o3769unTporlz52rWrFnKz8/XsmXLlJCQUOs1Wrdu7ZgGDgAA6o5nsC5jyZIlqqioUN%2B%2BfXXvvffqzjvvVFJSUn1vCwAA2ATPYF1Gy5YttWTJkvreBgAAsKnGM2fOnFnfm8DP17RpU3Xr1q3WF%2BDbhVNzSc7N5tRcEtnsyKm5JOdmc1quRpZlWfW9CQAAACfhGiwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsm8rLy1NSUpKioqIUHR2tOXPmqKKior639bOdP39esbGxyszM9Izt379fw4cPV2RkpPr06aP169fX4w7r7tChQxozZoy6deummJgYTZ48WefPn5dk72y7du3S8OHDdfvttysmJkazZ89WWVmZJHvnqlZZWalRo0bpscce84xt27ZNcXFxioiI0IABA/TRRx/V4w7rbvPmzerUqZMiIyM9X2lpaZLsn62goECTJ09WdHS0unbtqqSkJOXk5Eiy98/j22%2B/7fX9ioyM1C233KJbbrlFkr2/bwcPHtTIkSMVFRWlnj176qmnntKlS5ck2TtXDRZs6Y9//KM1ceJEq6SkxDpx4oQ1aNAga%2BXKlfW9rZ/l008/tfr162eFh4dbu3fvtizLsgoKCqxu3bpZa9eutcrLy61PPvnEioyMtPbv31/Pu62d0tJSKyYmxlq8eLH17bffWufPn7ceeugh6y9/%2BYuts%2BXl5VmdO3e2Xn/9dauystI6e/asNXjwYGvx4sW2zvV9ixYtsm666SZrypQplmVZ1tGjR63OnTtbH3zwgVVeXm69%2B%2B671q233mqdOXOmnndae/Pnz7cee%2ByxGuNOyPbHP/7RSk5Oti5cuGAVFhZajzzyiDV27FjH/DxWO3PmjBUTE2O9%2Beabtv6%2BVVZWWjExMdbLL79sVVZWWqdPn7b69%2B9vLV261Na5LodnsGzo%2BPHj2rNnj9LS0uR2u9WuXTslJSVp3bp19b21Otu4caMmTZqkCRMmeI1v3bpVwcHBGjlypFwul3r06KG4uDjbZDx16pRuuukmJScny8/PTyEhIUpMTNTevXttna1Fixb65JNPFB8fr0aNGqmgoEDffvutWrRoYetc1Xbt2qWtW7fqnnvu8Yxt3LhRUVFR6tevn1wulwYOHKiuXbsqIyOjHndaN1988YXnmY/vs3u2L7/8Uvv379f8%2BfMVFBSkwMBAzZ49W5MmTXLEz2M1y7KUlpamu%2B%2B%2BW7///e9t/X27cOGCcnNzVVVVJet//1Kfj4%2BP3G63rXNdDgXLhrKyshQcHKw2bdp4xjp27KhTp07p4sWL9bizuuvZs6c%2B%2BOADDRw40Gs8KytL4eHhXmOhoaE6dOjQ1dzez/ab3/xGL7zwgho3buwZ27Jli26%2B%2BWbbZwsMDJQk3XXXXYqLi1OrVq0UHx9v%2B1x5eXmaOnWqnn76abndbs94dna2rXNVVVXp4MGD%2Bvjjj9W7d2/16tVL06dP14ULF2yf7cCBAwoNDdVrr72m2NhY9ezZUwsWLFCrVq1s//P4fW%2B99Zays7M9L1vb%2BfsWEhKi0aNHa8GCBercubPuuusutW/fXqNHj7Z1rsuhYNlQcXGx1/8AJHlul5SU1MeWfrZWrVrJ5XLVGL9cRn9/f9vlk7777fPZZ5/VRx99pKlTpzom29atW7V9%2B3b5%2BPgoJSXF1rmqqqqUlpamMWPG6KabbvKas3Mu6bvrGzt16qT%2B/ftr8%2BbNevXVV3Xs2DGlpaXZPtuFCxd0%2BPBhHTt2TBs3btSbb76ps2fPasqUKbbPVq2qqkrLly/Xww8/7Pnlxs7Zqqqq5O/vr%2BnTp%2Buf//yn3nnnHR05ckRLliyxda7LoWDZUEBAgEpLS73Gqm83bdq0PrZknNvt9lw4Xa2srMx2%2BYqKipSSkqJNmzZp7dq1uvHGGx2Tzd/fX23atFFaWpp27Nhh61wrVqyQn5%2BfRo0aVWPOzrkkqWXLllq3bp0SEhLkdrt13XXXKS0tTdu3b5dlWbbO5ufnJ0maOnWqAgMD1bJlS6Wmpmrbtm22z1YtMzNTOTk5SkhI8IzZ%2BWfygw8%2B0JYtW3TffffJz89PYWFhSk5O1n/%2B53/aOtflULBsKCwsTAUFBTp37pxn7MiRI2rbtq2aNWtWjzszJzw8XFlZWV5j2dnZCgsLq6cd1d2JEyc0bNgwFRUVacOGDbrxxhsl2Tvb559/rt/97need/xI0qVLl%2BTr66vQ0FDb5nrrrbe0Z88eRUVFKSoqSu%2B8847eeecdRUVF2fr7JX33btb09HTP9S7Sd98zHx8f3XrrrbbOFhoaqqqqKpWXl3vGqqqqJEm//e1vbZ2t2pYtWxQbG6uAgADPmJ1/Jk%2BfPu313w9Jcrlc8vX1tXWuy6rPK%2Bzx840YMcKaMGGCVVhY6HkX4ZIlS%2Bp7W7/I999FeP78eSsqKsp66aWXrEuXLlm7du2yIiMjrV27dtXzLmunoKDAuvvuu63HHnvMqqys9Jqzc7aioiLrrrvusubOnWt9%2B%2B231jfffGMlJCRYM2bMsHWuH5oyZYrnXYTZ2dlW586drXfffdfzzqbOnTtbX3/9dT3vsnZOnz5tRUREWM8//7xVXl5u/fvf/7buvfde64knnrB9tkuXLlmxsbHW%2BPHjraKiIisvL8/605/%2BZCUnJzvm53Hw4MHWa6%2B95jVm5%2B9bVlaWdcstt1jLly%2B3KioqrBMnTliDBw%2B25s%2Bfb%2Btcl0PBsqnc3Fxr/PjxVrdu3azu3btb8%2BfPtyoqKup7W7/I9wuWZVnWgQMHrMTERCsyMtLq27ev9frrr9fj7upm1apVVnh4uHXbbbdZERERXl%2BWZe9sWVlZ1pgxY6yoqCird%2B/e1jPPPGN9%2B%2B23lmXZO9f3fb9gWZZlbd%2B%2B3RoyZIgVERFhDRo0yPr444/rcXd1l5mZ6fm%2BdO/e3Zo9e7ZVVlZmWZb9s505c8ZKTU21YmJirKioKGvy5MnWhQsXLMtyxs9jRETEZb8ndv6%2B7dy50xo%2BfLjVpUsX6%2B677/b6b4idc/1QI8v63vPGAAAA%2BMW4BgsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMOz/AW8wamV670n2AAAAAElFTkSuQmCC\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-9202969939089995549\">\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">1</td>\n",
       "        <td class=\"number\">12203</td>\n",
       "        <td class=\"number\">20.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2</td>\n",
       "        <td class=\"number\">11173</td>\n",
       "        <td class=\"number\">18.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:91%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">3</td>\n",
       "        <td class=\"number\">9998</td>\n",
       "        <td class=\"number\">16.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:82%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">4</td>\n",
       "        <td class=\"number\">8999</td>\n",
       "        <td class=\"number\">15.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:74%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">5</td>\n",
       "        <td class=\"number\">4356</td>\n",
       "        <td class=\"number\">7.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:36%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">6</td>\n",
       "        <td class=\"number\">4074</td>\n",
       "        <td class=\"number\">6.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:34%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">7</td>\n",
       "        <td class=\"number\">3343</td>\n",
       "        <td class=\"number\">5.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:28%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">8</td>\n",
       "        <td class=\"number\">1043</td>\n",
       "        <td class=\"number\">1.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">30</td>\n",
       "        <td class=\"number\">995</td>\n",
       "        <td class=\"number\">1.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">33</td>\n",
       "        <td class=\"number\">874</td>\n",
       "        <td class=\"number\">1.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (10)</td>\n",
       "        <td class=\"number\">2342</td>\n",
       "        <td class=\"number\">3.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:20%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-9202969939089995549\">\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\">23</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\">1</td>\n",
       "        <td class=\"number\">12203</td>\n",
       "        <td class=\"number\">20.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2</td>\n",
       "        <td class=\"number\">11173</td>\n",
       "        <td class=\"number\">18.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:91%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">3</td>\n",
       "        <td class=\"number\">9998</td>\n",
       "        <td class=\"number\">16.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:82%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">4</td>\n",
       "        <td class=\"number\">8999</td>\n",
       "        <td class=\"number\">15.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:74%\">&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\">60</td>\n",
       "        <td class=\"number\">63</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:32%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">62</td>\n",
       "        <td class=\"number\">109</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:56%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">63</td>\n",
       "        <td class=\"number\">195</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">67</td>\n",
       "        <td class=\"number\">6</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">80</td>\n",
       "        <td class=\"number\">12</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&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_lga\">lga<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>125</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>0.2%</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-1288929601314659018\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Njombe</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: 4.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        2503\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Arusha Rural</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: 2.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1252\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Moshi Rural</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: 2.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1251\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (122)</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",
       "            54394\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-1288929601314659018, #minifreqtable-1288929601314659018\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-1288929601314659018\">\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\">Njombe</td>\n",
       "        <td class=\"number\">2503</td>\n",
       "        <td class=\"number\">4.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Arusha Rural</td>\n",
       "        <td class=\"number\">1252</td>\n",
       "        <td class=\"number\">2.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Moshi Rural</td>\n",
       "        <td class=\"number\">1251</td>\n",
       "        <td class=\"number\">2.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Bariadi</td>\n",
       "        <td class=\"number\">1177</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\">Rungwe</td>\n",
       "        <td class=\"number\">1106</td>\n",
       "        <td class=\"number\">1.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Kilosa</td>\n",
       "        <td class=\"number\">1094</td>\n",
       "        <td class=\"number\">1.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Kasulu</td>\n",
       "        <td class=\"number\">1047</td>\n",
       "        <td class=\"number\">1.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Mbozi</td>\n",
       "        <td class=\"number\">1034</td>\n",
       "        <td class=\"number\">1.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Meru</td>\n",
       "        <td class=\"number\">1009</td>\n",
       "        <td class=\"number\">1.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Bagamoyo</td>\n",
       "        <td class=\"number\">997</td>\n",
       "        <td class=\"number\">1.7%</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 (115)</td>\n",
       "        <td class=\"number\">46930</td>\n",
       "        <td class=\"number\">79.0%</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_ward\">ward<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>2092</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>3.5%</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-2498512350013592897\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Igosi</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: 0.5%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        307\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Imalinyi</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: 0.4%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        252\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Siha Kati</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: 0.4%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        232\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (2089)</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: 98.7%\">\n",
       "            58609\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-2498512350013592897, #minifreqtable-2498512350013592897\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-2498512350013592897\">\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\">Igosi</td>\n",
       "        <td class=\"number\">307</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\">Imalinyi</td>\n",
       "        <td class=\"number\">252</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\">Siha Kati</td>\n",
       "        <td class=\"number\">232</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\">Mdandu</td>\n",
       "        <td class=\"number\">231</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\">Nduruma</td>\n",
       "        <td class=\"number\">217</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\">Mishamo</td>\n",
       "        <td class=\"number\">203</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Kitunda</td>\n",
       "        <td class=\"number\">203</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Msindo</td>\n",
       "        <td class=\"number\">201</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Chalinze</td>\n",
       "        <td class=\"number\">196</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Maji ya Chai</td>\n",
       "        <td class=\"number\">190</td>\n",
       "        <td class=\"number\">0.3%</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 (2082)</td>\n",
       "        <td class=\"number\">57168</td>\n",
       "        <td class=\"number\">96.2%</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_population\">population<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>1049</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>179.91</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>30500</td>\n",
       "                </tr>\n",
       "                <tr class=\"alert\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>36.0%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram-2089048866866765759\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAAPtJREFUeJzt1bEJAlEQRVFXLGmLsCdje7IIexpzkQsbyN/gnHzgJZfZZmYuwE/X1QPgzG6rB3zbH6/DN%2B/n/Q9LwAeBJBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAjbzMzqEXBWPggEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAiED9obC49m6JdFAAAAAElFTkSuQmCC\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-2089048866866765759,#minihistogram-2089048866866765759\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-2089048866866765759\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-2089048866866765759\"\n",
       "                                                  aria-controls=\"quantiles-2089048866866765759\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-2089048866866765759\" aria-controls=\"histogram-2089048866866765759\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-2089048866866765759\" aria-controls=\"common-2089048866866765759\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-2089048866866765759\" aria-controls=\"extreme-2089048866866765759\"\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-2089048866866765759\">\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>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>25</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>215</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>680</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>30500</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>30500</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>215</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>471.48</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>2.6207</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>402.28</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>179.91</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>214.7</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>12.661</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>10686653</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>222300</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>464.2 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-2089048866866765759\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3X9clfXB//G3cFAOIILhj9ajHjoBN0uDMPFXbqHkTGmGOLacsx%2BzTZjMHorltPTW4Y%2BJLc3pTHPeKfedabpyUbk2p96maGW2tTAwf22k/FY4gPy6vn/05dyd9Bzx7iMc5PV8PHjcN5/PdX2u63o/Ltubcy4OHSzLsgQAAABjfFr7BAAAAG40FCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYJittU%2BgvSgqqjC%2Bpo9PB3XtGqjSUocaGy3j67dlZOMZ%2BbhHNp6Rj3tk41lr5dOtW%2BcWO9aX8QpWG%2Bbj00EdOnSQj0%2BH1j4Vr0M2npGPe2TjGfm4Rzaetbd8KFgAAACGUbAAAAAMo2ABAAAYRsECAAAwzGsLVnl5uWbPnq3Y2FjdfffdSklJUWFhoSTp2LFjmjhxoqKjoxUXF6dt27a57Ltz507Fx8crKipKiYmJOnr0qHOuoaFBy5Yt09ChQxUdHa1p06Y515WkkpISpaSkaODAgYqNjVVGRobq6%2Btb5qIBAMANwWsL1vTp01VVVaU///nP2rNnj3x9ffX000/rwoULevzxxzV%2B/HgdOXJEGRkZWrJkiT766CNJUk5OjhYtWqSlS5fqyJEjeuCBBzRt2jRVV1dLktauXasDBw7o1Vdf1f79%2B%2BXv76958%2BY5jztjxgwFBARo//792r59uw4ePKhNmza1RgQAAKCN8sqC9Y9//EPHjh3T0qVLFRwcrKCgIC1atEizZs3S7t27FRISokmTJslms2nIkCFKSEhQVlaWJGnbtm0aO3asYmJi5Ofnp4cfflihoaHKzs52zk%2BdOlU333yzgoKCNHfuXO3bt09nz57V6dOndfjwYaWnp8tut%2BvWW29VSkqKc20AAIDm8MqC9dFHHyk8PFyvvPKK4uPjNXz4cC1btkzdunVTXl6eIiMjXbYPDw9Xbm6uJCk/P9/tfEVFhc6dO%2BcyHxYWpi5duuj48ePKy8tTSEiIevTo4Zzv06ePCgoKdPHixet4xQAA4EbilZ/kfuHCBR0/flx33HGHdu7cqZqaGs2ePVtPPvmkwsLCZLfbXbb39/dXVVWVJMnhcLiddzgckqSAgIDL5pvmvrpv0/dVVVUKDg5u1vkXFhaqqKjIZcxmC1D37t2btX9z%2Bfr6uPxf/C%2By8Yx83CMbz8jHPbLxrL3l45UFq2PHjpKkuXPnqlOnTgoKCtKMGTP0gx/8QImJiaqpqXHZvqamRoGBgZK%2BKERXmg8NDXWWpabnsb66v2VZl801fd%2B0fnNs3bpVq1evdhlLTU1VWlpas9e4FsHB9qtv1E6RjWfk4x7ZeEY%2B7pGNZ%2B0lH68sWOHh4WpsbFRdXZ06deokSWpsbJQkffvb39Z//dd/uWyfn5%2BviIgISVJERITy8vIumx8xYoS6dOmiHj16uLyNWFRUpPLyckVGRqqxsVHl5eUqLi5WWFiYJOnEiRPq2bOnOndu/t8ySk5OVlxcnMuYzRagsjLHNaRwdb6%2BPgoOtuvixWo1NDQaXbutIxvPyMc9svGMfNwjG89aK5/Q0Oa/QGKSVxasoUOH6tZbb9WvfvUrLVmyRJcuXdJvf/tbjRo1SuPGjdOqVau0adMmTZo0Se%2B//7527dqlNWvWSJKSkpKUmpqqMWPGKCYmRllZWSopKVF8fLwkKTExUWvXrlX//v0VGhqqxYsXa9CgQbrtttskSTExMVq8eLEWLlyosrIyrVmzRklJSdd0/t27d7/s7cCiogrV11%2BfG6qhofG6rd3WkY1n5OMe2XhGPu6RjWftJZ8OlmV55Z/8Pn/%2BvPOjFi5duqS4uDjNnTtXwcHB%2Bvvf/66MjAx9%2Bumn6tq1q1JSUpSYmOjc97XXXtPatWt1/vx5hYeHa968ebrzzjslSXV1dVq5cqVef/11ORwOxcbGatGiRbrpppskScXFxVq4cKFycnLk4%2BOj8ePHa9asWfL19f1a11NUVPG19r8Sm81HoaGBKitztIub9VqQjWfk4x7ZeEY%2B7pGNZ62VT7duzX8HyiSvLVg3mutVsOIz9xtf93p5c8awFjsW/6HzjHzcIxvPyMc9svGsvRWs9vEoPwAAQAuiYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGOa1BSs7O1v9%2BvVTdHS08ys9PV2StHfvXiUkJCgqKkpjxozRnj17XPZdv369RowYoaioKE2ePFmfffaZc66qqkpz5sxRbGysYmJiNHv2bDkcDuf8yZMnNWXKFEVHR2v48OH6/e9/3zIXDAAAbhheW7D%2B/ve/6/vf/76OHj3q/Fq%2BfLlOnTql6dOn65e//KXee%2B89TZ8%2BXTNmzND58%2BclSTt37tTmzZv14osvKicnR7fffrvS0tJkWZYkadGiRfr888/19ttva/fu3fr888%2BVmZkpSaqrq9PPf/5z9e/fXzk5OXrhhReUlZWlN998s9VyAAAAbY9XF6w77rjjsvGdO3dq4MCBGjVqlGw2m%2B6//37dfffd2rp1qyTplVde0UMPPaSIiAh16tRJM2fOVEFBgXJyclRdXa1du3YpLS1NISEhuummmzRr1izt2LFD1dXVOnLkiAoLC5WWlqaOHTuqX79%2Bmjx5srKyslr68gEAQBtma%2B0TuJLGxkZ9/PHHstvt2rBhgxoaGvSd73xHs2bNUn5%2BviIjI122Dw8PV25uriQpPz9fU6dOdc75%2BfmpV69eys3NVUhIiOrq6lz279Onj2pqanTq1Cnl5eWpd%2B/e6tixo8vaL7zwwjWdf2FhoYqKilzGbLYAde/e/ZrWuRpfX6/tx1dks7Xc%2BTZl09Yyaink4x7ZeEY%2B7pGNZ%2B0tH68sWKWlperXr59Gjx6tVatWqaysTE8%2B%2BaTS09NVW1sru93usr2/v7%2BqqqokSQ6Hw%2B18ZWWlJCkgIMA517Stw%2BG44r52u925dnNt3bpVq1evdhlLTU1VWlraNa1zowkNDWzxYwYH26%2B%2BUTtGPu6RjWfk4x7ZeNZe8vHKghUWFubytpzdbld6erp%2B8IMfKDY2VjU1NS7b19TUKDAw0Lmtu/mmYlVdXe3cvrq6WpIUFBSkgIAA5/dNvrxtcyUnJysuLs5lzGYLUFmZw80e/zdt7acA09fvia%2Bvj4KD7bp4sVoNDY0tdty2gnzcIxvPyMc9svGstfJpjR/uJS8tWLm5ufrTn/6kmTNnqkOHDpKk2tpa%2Bfj4aMCAAfrkk09cts/Pz3c%2BrxUREaG8vDzde%2B%2B9kr54cP3UqVOKjIxU79695efnp/z8fN15552SpBMnTjjfRiwpKdGpU6dUX18vm83mXDsiIuKazr979%2B6XvR1YVFSh%2Bvr2/Q%2BuNa6/oaGx3efuCfm4RzaekY97ZONZe8nHK18CCQkJUVZWljZs2KD6%2BnoVFBRo%2BfLlevDBBzV%2B/HgdPnxY2dnZqq%2BvV3Z2tg4fPqzvf//7kqQJEyZoy5Ytys3N1aVLl7RixQqFhYVp4MCBstvtGjNmjDIzM1VaWqrS0lJlZmZq3Lhx8vf3V2xsrEJDQ7VixQpdunRJubm52rx5s5KSklo5EQAA0JZ45StYPXv21Lp16/Tss89q7dq16tSpk8aOHav09HR16tRJv/vd75SZmam5c%2Bfqlltu0fPPP6/evXtLkpKSklRRUaHU1FSVlpaqf//%2BWrdunfz8/CRJ8%2BfP17Jly5SQkKC6ujqNHDlSTz/9tCTJZrNp48aNWrhwoYYNG6aAgABNnjxZiYmJrZYFAABoezpYTR8QheuqqKjC%2BJo2m4/iM/cbX/d6eXPGsBY7ls3mo9DQQJWVOdrFS9HXinzcIxvPyMc9svGstfLp1q1zix3ry7zyLUIAAIC2jIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADDM6wtWQ0ODJk%2BerKeeeso5tnfvXiUkJCgqKkpjxozRnj17XPZZv369RowYoaioKE2ePFmfffaZc66qqkpz5sxRbGysYmJiNHv2bDkcDuf8yZMnNWXKFEVHR2v48OH6/e9/f/0vEgAA3FC8vmCtXr1a7733nvP7U6dOafr06frlL3%2Bp9957T9OnT9eMGTN0/vx5SdLOnTu1efNmvfjii8rJydHtt9%2ButLQ0WZYlSVq0aJE%2B//xzvf3229q9e7c%2B//xzZWZmSpLq6ur085//XP3791dOTo5eeOEFZWVl6c0332z5CwcAAG2WVxesgwcPavfu3brvvvucYzt37tTAgQM1atQo2Ww23X///br77ru1detWSdIrr7yihx56SBEREerUqZNmzpypgoIC5eTkqLq6Wrt27VJaWppCQkJ00003adasWdqxY4eqq6t15MgRFRYWKi0tTR07dlS/fv00efJkZWVltVYEAACgDfLaglVSUqK5c%2BdqxYoVstvtzvH8/HxFRka6bBseHq7c3Nwrzvv5%2BalXr17Kzc3V6dOnVVdX5zLfp08f1dTU6NSpU8rLy1Pv3r3VsWPHK64NAADQHLbWPoEraWxsVHp6uh555BF961vfcplzOBwuhUuS/P39VVVVddX5yspKSVJAQIBzrmlbh8NxxX3tdrtz7eYqLCxUUVGRy5jNFqDu3btf0zpX4%2Bvrtf34imy2ljvfpmzaWkYthXzcIxvPyMc9svGsveXjlQVr3bp16tixoyZPnnzZnN1uV01NjctYTU2NAgMDrzrfVKyqq6ud21dXV0uSgoKCFBAQ4Py%2ByZe3ba6tW7dq9erVLmOpqalKS0u7pnVuNKGh15ajCcHB9qtv1I6Rj3tk4xn5uEc2nrWXfLyyYL322msqLCzUwIEDJclZmN555x1NmjRJH3/8scv2%2Bfn5uuOOOyRJERERysvL07333ivpiwfXT506pcjISPXu3Vt%2Bfn7Kz8/XnXfeKUk6ceKE823EkpISnTp1SvX19bLZbM61IyIirun8k5OTFRcX5zJmswWorMzhZo//m7b2U4Dp6/fE19dHwcF2XbxYrYaGxhY7bltBPu6RjWfk4x7ZeNZa%2BbTGD/eSlxast956y%2BX7po9oWLp0qU6cOKE//OEPys7O1n333afdu3fr8OHDmjt3riRpwoQJev755zVixAj17t1bv/3tbxUWFqaBAwfKz89PY8aMUWZmplauXClJyszM1Lhx4%2BTv76/Y2FiFhoZqxYoVmjFjhk6ePKnNmzfriSeeuKbz7969%2B2VvBxYVVai%2Bvn3/g2uN629oaGz3uXtCPu6RjWfk4x7ZeNZe8vHKguVJnz599Lvf/U6ZmZmaO3eubrnlFj3//PPq3bu3JCkpKUkVFRVKTU1VaWmp%2Bvfvr3Xr1snPz0%2BSNH/%2BfC1btkwJCQmqq6vTyJEj9fTTT0uSbDabNm7cqIULF2rYsGEKCAjQ5MmTlZiY2GrXCwAA2p4OVtMHROG6KiqqML6mzeaj%2BMz9xte9Xt6cMazFjmWz%2BSg0NFBlZY528ZPStSIf98jGM/Jxj2w8a618unXr3GLH%2BrK29RAPAABAG0DBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIYZL1gNDQ2mlwQAAGhTjBesESNG6De/%2BY3y8/NNLw0AANAmGC9Yv/jFL/TBBx9o3Lhxmjhxol5%2B%2BWVVVJj/FHMAAABvZbxg/ehHP9LLL7%2Bst956S0OHDtX69es1fPhwzZw5U%2B%2B%2B%2B67pwwEAAHid6/aQe69evfTEE0/orbfeUmpqqv7yl7/oscceU1xcnP7whz/wrBYAALhh2a7XwseOHdMf//hHZWdnq7a2VvHx8UpMTNT58%2Be1cuVK/f3vf9ezzz57vQ4PAADQaowXrDVr1ui1117T6dOn1b9/fz3xxBMaN26cgoKCnNv4%2BvrqmWeeMX1oAAAAr2C8YG3ZskUPPPCAkpKSFB4efsVt%2BvTpo1mzZpk%2BNAAAgFcwXrD27dunyspKlZeXO8eys7M1ZMgQhYaGSpL69eunfv36mT40AACAVzD%2BkPs///lPjR49Wlu3bnWOLV%2B%2BXAkJCfr0009NHw4AAMDrGC9Yv/nNb3TffffpiSeecI698847GjFihJYuXWr6cAAAAF7HeMH6%2BOOP9fjjj6tjx47OMV9fXz3%2B%2BOP68MMPTR8OAADA6xgvWEFBQTpz5sxl4%2BfOnZO/v7/pwwEAAHgd4wVr9OjRWrBggd59911VVlbK4XDo0KFDWrhwoeLj400fDgAAwOsY/y3CmTNn6uzZs3r00UfVoUMH53h8fLxmz55t%2BnAAAABex3jBstvtWrdunU6ePKnjx4/Lz89Pffr0Ua9evUwfCgAAwCtdtz%2BV07t3b/Xu3ft6LQ8AAOC1jBeskydPauHChXr//fdVV1d32fwnn3xi%2BpAAAABexXjBWrBggQoKCjRr1ix17tzZ9PIAAABez3jBOnr0qP7zP/9T0dHRppcGAABoE4x/TENoaKgCAwNNLwsAANBmGC9YkydP1rPPPquKigrTSwMAALQJxt8i3Lt3rz788EPFxsbqpptucvmTOZL0l7/8xfQhAQAAvIrxghUbG6vY2FjTywIAALQZxgvWL37xC9NLAgAAtCnGn8GSpNzcXM2ZM0c//OEPdf78eWVlZSknJ%2Bd6HAoAAMDrGC9Y//jHPzRx4kT961//0j/%2B8Q/V1tbqk08%2B0aOPPqo9e/aYPhwAAIDXMV6wMjMz9eijj2rz5s3y8/OTJP3617/WT37yE61evdr04QAAALzOdXkFa/z48ZeN/%2BhHP9Jnn31m%2BnAAAABex3jB8vPzU2Vl5WXjBQUFstvtpg8HAADgdYwXrFGjRmnFihUqKytzjp04cUIZGRn67ne/a/pwAAAAXsd4wXryySdVU1OjoUOHqrq6WomJiRo3bpxsNptmz55t%2BnAAAABex/jnYAUFBenll1/WwYMH9c9//lONjY2KjIzUPffcIx%2Bf6/KpEAAAAF7FeMFqMmTIEA0ZMuR6LQ8AAOC1jBesuLg4dejQwe08f4sQAADc6Iy/Z/fggw%2B6fI0bN079%2B/dXWVmZpkyZ0ux1Dh48qIkTJ%2Bquu%2B7SsGHDtGjRItXU1EiSjh07pokTJyo6OlpxcXHatm2by747d%2B5UfHy8oqKilJiYqKNHjzrnGhoatGzZMg0dOlTR0dGaNm2aCgsLnfMlJSVKSUnRwIEDFRsbq4yMDNXX13/NVAAAQHti/BWs6dOnX3F8y5Ytev/99/WTn/zkqmuUlpbqZz/7mRYsWKDx48eruLhYjz32mF544QVNmTJFjz/%2BuNLS0pScnKwjR44oNTVVffv21YABA5STk6NFixZp/fr1GjBggLKysjRt2jTt2bNHdrtda9eu1YEDB/Tqq6%2Bqc%2BfOevrppzVv3jy98MILkqQZM2aoR48e2r9/v4qLizVt2jRt2rRJP/3pT43mBAAAblwt9tT5vffeq7179zZr265du%2Brdd99VYmKiOnTooPLycl26dEldu3bV7t27FRISokmTJslms2nIkCFKSEhQVlaWJGnbtm0aO3asYmJi5Ofnp4cfflihoaHKzs52zk%2BdOlU333yzgoKCNHfuXO3bt09nz57V6dOndfjwYaWnp8tut%2BvWW29VSkqKc20AAIDmuG4PuX/V4cOH1alTp2ZvHxQUJEn6zne%2Bo/Pnz2vgwIFKTEzUc889p8jISJdtw8PDtX37dklSfn6%2BJkyYcNl8bm6uKioqdO7cOZf9w8LC1KVLFx0/flySFBISoh49ejjn%2B/Tpo4KCAl28eFHBwcHNOvfCwkIVFRW5jNlsAerevXszr755fH3b1m9l2mwtd75N2bS1jFoK%2BbhHNp6Rj3tk41l7y8d4wfrqW4CWZamyslLHjx9v1tuDX7V7925duHBBs2bNUlpamnr06HHZJ8L7%2B/urqqpKkuRwONzOOxwOSVJAQMBl801zX9236fuqqqpmF6ytW7de9ncXU1NTlZaW1qz9b1ShoYEtfszgYP56gCfk4x7ZeEY%2B7pGNZ%2B0lH%2BMF6xvf%2BMZlv0Xo5%2BenKVOmKCEh4ZrX8/f3l7%2B/v9LT0zVx4kRNnjxZFRUVLtvU1NQoMPCL//G22%2B3Oh%2BG/PB8aGuosS9XV1Vfc37Ksy%2Baavm9avzmSk5MVFxfnMmazBaiszNHsNZqjrf0UYPr6PfH19VFwsF0XL1aroaGxxY7bVpCPe2TjGfm4RzaetVY%2BrfHDvXQdCtbSpUu/9hoffPCBfvWrX%2Bn1119Xx44dJUm1tbXy8/NTeHi4Dhw44LJ9fn6%2BIiIiJEkRERHKy8u7bH7EiBHq0qWLevToofz8fOfbhEVFRSovL1dkZKQaGxtVXl6u4uJihYWFSfriz/z07NlTnTt3bvb5d%2B/e/bK3A4uKKlRf377/wbXG9Tc0NLb73D0hH/fIxjPycY9sPGsv%2BRh/CeTIkSPN/nKnb9%2B%2Bqqmp0YoVK1RbW6t///vfWrZsmZKSkjR69GgVFxdr06ZNqqur06FDh7Rr1y7nc1dJSUnatWuXDh06pLq6Om3atEklJSWKj4%2BXJCUmJmrt2rU6e/asKisrtXjxYg0aNEi33XabevXqpZiYGC1evFiVlZU6e/as1qxZo6SkJNMxAQCAG5jxV7AefvhhWZbl/GrS9LZh01iHDh30ySefXHGNwMBAbdiwQYsXL9awYcPUuXNnJSQkKDU1VR07dtTGjRuVkZGhVatWqWvXrpo3b54GDx4s6YtPkJ8/f74WLFig8%2BfPKzw8XOvXr1dISIikL56Fqq%2Bv16RJk%2BRwOBQbG6vnnnvOeexVq1Zp4cKFGjlypHx8fDR%2B/HilpKSYjgkAANzAOlhfbkEG/PWvf9WSJUv05JNPavDgwfLz89OxY8e0YMECPfTQQ7r33nud295yyy0mD%2B3Viooqrr7RNbLZfBSfud/4utfLmzOGtdixbDYfhYYGqqzM0S5eir5W5OMe2XhGPu6RjWetlU%2B3bs1/xMck428RLlu2TPPnz9eoUaMUFBSkTp06adCgQVq4cKE2btyoW265xfkFAABwIzJesAoLC3XzzTdfNh4UFKSysjLThwMAAPA6xgtWVFSUnn32WVVWVjrHysvLtXz5cg0ZMsT04QAAALyO8Yfc582bpylTpmjEiBHq1auXJOnkyZPq1q2bXnrpJdOHAwAA8DrGC1afPn2UnZ2tXbt26cSJE5Kkhx56SGPHjr3sU9IBAABuRNflbxEGBwdr4sSJ%2Bte//qVbb71V0hef5g4AANAeGH8Gy7IsZWZm6u6779a4ceN07tw5Pfnkk5ozZ47q6upMHw4AAMDrGC9Ymzdv1muvvab58%2Bc7/8zNqFGj9Ne//lUrV640fTgAAACvY7xgbd26Vc8884wSExOdn95%2B//33KyMjQ2%2B88YbpwwEAAHgd4wXrX//6l7797W9fNt63b18VFxebPhwAAIDXMV6wbrnlFn300UeXje/du9f5wDsAAMCNzPhvET722GP6j//4D50/f16WZengwYN6%2BeWXtXnzZs2ZM8f04QAAALyO8YI1YcIE1dfXa%2B3ataqpqdEzzzyjm266SU888YR%2B9KMfmT4cAACA1zFesF5//XV973vfU3JyskpLS2VZlm666SbThwEAAPBaxp/B%2BvWvf%2B18mL1r166UKwAA0O4YL1i9evXS8ePHTS8LAADQZhh/izAiIkKzZs3Shg0b1KtXL3Xq1MllfsmSJaYPCQAA4FWMF6wzZ84oJiZGklRUVGR6eQAAAK9npGAtWbJEv/zlLxUQEKDNmzebWBIAAKDNMvIM1ksvvaTq6mqXsccee0yFhYUmlgcAAGhTjBQsy7IuG/vggw906dIlE8sDAAC0KcZ/ixAAAKC9o2ABAAAYZqxgdejQwdRSAAAAbZqxj2n49a9/7fKZV3V1dVq%2BfLkCAwNdtuNzsAAAwI3OSMG6%2B%2B67L/vMq%2BjoaJWVlamsrMzEIQAAANoMIwWLz74CAAD4XzzkDgAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAM89qClZubq0ceeUSDBg3SsGHDNHv2bJWWlkqSjh07pokTJyo6OlpxcXHatm2by747d%2B5UfHy8oqKilJiYqKNHjzrnGhoatGzZMg1bNWeaAAAXGklEQVQdOlTR0dGaNm2aCgsLnfMlJSVKSUnRwIEDFRsbq4yMDNXX17fMRQMAgBuCVxasmpoa/fSnP1V0dLT%2B53/%2BR3/6059UXl6uX/3qV7pw4YIef/xxjR8/XkeOHFFGRoaWLFmijz76SJKUk5OjRYsWaenSpTpy5IgeeOABTZs2TdXV1ZKktWvX6sCBA3r11Ve1f/9%2B%2Bfv7a968ec5jz5gxQwEBAdq/f7%2B2b9%2BugwcPatOmTa0RAwAAaKO8smAVFBToW9/6llJTU9WxY0eFhoYqOTlZR44c0e7duxUSEqJJkybJZrNpyJAhSkhIUFZWliRp27ZtGjt2rGJiYuTn56eHH35YoaGhys7Ods5PnTpVN998s4KCgjR37lzt27dPZ8%2Be1enTp3X48GGlp6fLbrfr1ltvVUpKinNtAACA5vDKgvXNb35TGzZskK%2Bvr3Ps7bff1u233668vDxFRka6bB8eHq7c3FxJUn5%2Bvtv5iooKnTt3zmU%2BLCxMXbp00fHjx5WXl6eQkBD16NHDOd%2BnTx8VFBTo4sWL1%2BNSAQDADcjW2idwNZZl6bnnntOePXu0ZcsWvfTSS7Lb7S7b%2BPv7q6qqSpLkcDjczjscDklSQEDAZfNNc1/dt%2Bn7qqoqBQcHN%2BucCwsLVVRU5DJmswWoe/fuzdq/uXx9vbIfu2Wztdz5NmXT1jJqKeTjHtl4Rj7ukY1n7S0fry5YlZWVmjNnjj7%2B%2BGNt2bJFffv2ld1uV0VFhct2NTU1CgwMlPRFIaqpqblsPjQ01FmWmp7H%2Bur%2BlmVdNtf0fdP6zbF161atXr3aZSw1NVVpaWnNXuNGFBra/AxNCQ62X32jdox83CMbz8jHPbLxrL3k47UF68yZM5o6daq%2B8Y1vaPv27erataskKTIyUgcOHHDZNj8/XxEREZKkiIgI5eXlXTY/YsQIdenSRT169HB5G7GoqEjl5eWKjIxUY2OjysvLVVxcrLCwMEnSiRMn1LNnT3Xu3LnZ556cnKy4uDiXMZstQGVljmsL4Sra2k8Bpq/fE19fHwUH23XxYrUaGhpb7LhtBfm4RzaekY97ZONZa%2BXTGj/cS15asC5cuKApU6Zo8ODBysjIkI/P/xaJ%2BPh4LV%2B%2BXJs2bdKkSZP0/vvva9euXVqzZo0kKSkpSampqRozZoxiYmKUlZWlkpISxcfHS5ISExO1du1a9e/fX6GhoVq8eLEGDRqk2267TZIUExOjxYsXa%2BHChSorK9OaNWuUlJR0TeffvXv3y94OLCqqUH19%2B/4H1xrX39DQ2O5z94R83CMbz8jHPbLxrL3k45UFa8eOHSooKNCbb76pt956y2Xu6NGj2rhxozIyMrRq1Sp17dpV8%2BbN0%2BDBgyVJQ4YM0fz587VgwQKdP39e4eHhWr9%2BvUJCQiR98VZdfX29Jk2aJIfDodjYWD333HPO9VetWqWFCxdq5MiR8vHx0fjx45WSktJyFw8AANq8DpZlWa19Eu1BUVHF1Te6Rjabj%2BIz9xtf93p5c8awFjuWzeaj0NBAlZU52sVPSteKfNwjG8/Ixz2y8ay18unWrfmP%2BJjUth7iAQAAaAMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhnl9wSotLVV8fLxycnKcY8eOHdPEiRMVHR2tuLg4bdu2zWWfnTt3Kj4%2BXlFRUUpMTNTRo0edcw0NDVq2bJmGDh2q6OhoTZs2TYWFhc75kpISpaSkaODAgYqNjVVGRobq6%2Buv/4UCAIAbhlcXrPfff1/Jyck6c%2BaMc%2BzChQt6/PHHNX78eB05ckQZGRlasmSJPvroI0lSTk6OFi1apKVLl%2BrIkSN64IEHNG3aNFVXV0uS1q5dqwMHDujVV1/V/v375e/vr3nz5jnXnzFjhgICArR//35t375dBw8e1KZNm1r0ugEAQNvmtQVr586dmjVrlp544gmX8d27dyskJESTJk2SzWbTkCFDlJCQoKysLEnStm3bNHbsWMXExMjPz08PP/ywQkNDlZ2d7ZyfOnWqbr75ZgUFBWnu3Lnat2%2Bfzp49q9OnT%2Bvw4cNKT0%2BX3W7XrbfeqpSUFOfaAAAAzWFr7RNwZ/jw4UpISJDNZnMpWXl5eYqMjHTZNjw8XNu3b5ck5efna8KECZfN5%2BbmqqKiQufOnXPZPywsTF26dNHx48clSSEhIerRo4dzvk%2BfPiooKNDFixcVHBzcrHMvLCxUUVGRy5jNFqDu3bs3a//m8vX12n58RTZby51vUzZtLaOWQj7ukY1n5OMe2XjW3vLx2oLVrVu3K447HA7Z7XaXMX9/f1VVVV113uFwSJICAgIum2%2Ba%2B%2Bq%2BTd9XVVU1u2Bt3bpVq1evdhlLTU1VWlpas/a/UYWGBrb4MYOD7VffqB0jH/fIxjPycY9sPGsv%2BXhtwXLHbreroqLCZaympkaBgYHO%2BZqamsvmQ0NDnWWp6Xmsr%2B5vWdZlc03fN63fHMnJyYqLi3MZs9kCVFbmaPYazdHWfgowff2e%2BPr6KDjYrosXq9XQ0Nhix20ryMc9svGMfNwjG89aK5/W%2BOFeaoMFKzIyUgcOHHAZy8/PV0REhCQpIiJCeXl5l82PGDFCXbp0UY8ePZSfn%2B98m7CoqEjl5eWKjIxUY2OjysvLVVxcrLCwMEnSiRMn1LNnT3Xu3LnZ59i9e/fL3g4sKqpQfX37/gfXGtff0NDY7nP3hHzcIxvPyMc9svGsveTTtl4CkRQfH6/i4mJt2rRJdXV1OnTokHbt2uV87iopKUm7du3SoUOHVFdXp02bNqmkpETx8fGSpMTERK1du1Znz55VZWWlFi9erEGDBum2225Tr169FBMTo8WLF6uyslJnz57VmjVrlJSU1JqXDAAA2pg29wpWaGioNm7cqIyMDK1atUpdu3bVvHnzNHjwYEnSkCFDNH/%2BfC1YsEDnz59XeHi41q9fr5CQEElfPAtVX1%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%2Bvb%2B3TAgAAbQQF6wpmzJihgIAA7d%2B/X9u3b9fBgwe1adOm1j4tAADQRlCwvuL06dM6fPiw0tPTZbfbdeuttyolJUVZWVmtfWoAAKCNoGB9RV5enkJCQtSjRw/nWJ8%2BfVRQUKCLFy%2B24pkBAIC2wtbaJ%2BBtHA6H7Ha7y1jT91VVVQoODr7qGoWFhSoqKnIZs9kC1L17d3MnKsnXt2314zHPHWjtU7gmf551T2ufwnXTdO%2B0tXuoJZCNZ%2BTjHtl41t7yoWB9RUBAgKqrq13Gmr4PDAxs1hpbt27V6tWrXcZ%2B8YtfaPr06WZO8v8rLCzUlJ55Sk5ONl7e2rrCwkJt3bqVbNwoLCzUf/7nBvK5ArLxjHzcIxvP2ls%2B7aNGXoOIiAiVl5eruLjYOXbixAn17NlTnTt3btYaycnJ2rFjh8tXcnKy8XMtKirS6tWrL3u1DGRzNeTjHtl4Rj7ukY1n7S0fXsH6il69eikmJkaLFy/WwoULVVZWpjVr1igpKanZa3Tv3r1dtHMAAHBlvIJ1BatWrVJ9fb1GjhypH/zgB7rnnnuUkpLS2qcFAADaCF7BuoKwsDCtWrWqtU8DAAC0Ub4LFixY0Nongf%2B7wMBADRo0qNkP4LcnZOMZ%2BbhHNp6Rj3tk41l7yqeDZVlWa58EAADAjYRnsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbDaqJKSEqWkpGjgwIGKjY1VRkaG6uvrW/u0rovs7Gz169dP0dHRzq/09HRJ0t69e5WQkKCoqCiNGTNGe/bscdl3/fr1GjFihKKiojR58mR99tlnzrmqqirNmTNHsbGxiomJ0ezZs%2BVwOFr02r6O0tJSxcfHKycnxzl27NgxTZw4UdHR0YqLi9O2bdtc9tm5c6fi4%2BMVFRWlxMREHT161DnX0NCgZcuWaejQoYqOjta0adNUWFjonG9r99yV8pk/f77uuOMOl3tp69atzvmvc7%2BcPHlSU6ZMUXR0tIYPH67f//73LXOh1yA3N1ePPPKIBg0apGHDhmn27NkqLS2VxL0jec6nvd87Bw8e1MSJE3XXXXdp2LBhWrRokWpqaiRx77hloU368Y9/bM2cOdOqqqqyzpw5Y40dO9Zav359a5/WdbF06VLrqaeeumz85MmTVv/%2B/a0///nPVl1dnfXGG29YAwYMsM6dO2dZlmXt2LHDuueee6xPP/3UqqmpsZYsWWKNHTvWamxstCzLsp566ilrypQpVllZmVVcXGz9%2BMc/thYsWNCi1/Z/9d5771mjRo2yIiMjrUOHDlmWZVnl5eXWoEGDrC1btlh1dXXWu%2B%2B%2Ba0VHR1vHjh2zLMuyDh06ZEVHR1vvvfeeVVtba/3hD3%2BwYmNjraqqKsuyLOv555%2B3EhISrIKCAquiosKaMWOGNXXqVOcx29I9d6V8LMuyHnzwQWvHjh1X3Ofr3C%2B1tbXWfffdZy1fvty6dOmS9fHHH1vDhw%2B3srOzr//FNlN1dbU1bNgwa%2BXKldalS5es0tJSa%2BrUqdbPfvYz7h3Lcz6W1b7vnZKSEqt///7Wq6%2B%2BajU0NFjnz5%2B3xo0bZ61cuZJ7xwMKVht06tQpKzIy0lkkLMuy3njjDeu73/1uK57V9TNp0iRry5Ytl40/%2B%2Byz1iOPPOIy9thjj1krV660LMuyfvjDH1pr1651ztXW1lrR0dHWwYMHraqqKuv222%2B33n//fef8hx9%2BaA0YMMD5D99b7dixw/rud79rvfHGGy4F4pVXXrHuu%2B8%2Bl22feeYZa/bs2ZZlWdbMmTOtefPmucx/73vfs7Zv325ZlmWNGDHCev31151zRUVFVt%2B%2Bfa0zZ860qXvOXT6XLl2ybr/9duvTTz%2B94n5f5345cOCAFRUVZV26dMk5v27dOmvSpEnX6Sqv3YkTJ6zHHnvMqq%2Bvd46988471l133cW9Y3nOp73fO5ZlWRUVFZZlWVZjY6N1/PhxKz4%2B3tq8eTP3jge8RdgG5eXlKSQkRD169HCO9enTRwUFBbp48WIrnpl5jY2N%2Bvjjj/W3v/1N9957r0aMGKGnn35aFy5cUH5%2BviIjI122Dw8PV25uriRdNu/n56devXopNzdXp0%2BfVl1dnct8nz59VFNTo1OnTrXItf1fDR8%2BXH/%2B8591//33u4zn5eVdUx5fnq%2BoqNC5c%2Bdc5sPCwtSlSxcdP368Td1z7vLJzc1VfX29Vq1apaFDh2r06NF64YUX1NjYKOnr3S95eXnq3bu3Onbs6Jz/cvbe4Jvf/KY2bNggX19f59jbb7%2Bt22%2B/nXtHnvNp7/eOJAUFBUmSvvOd7yghIUHdunVTYmIi944HFKw2yOFwyG63u4w1fV9VVdUap3TdlJaWql%2B/fho9erSys7P18ssv69SpU0pPT79iDv7%2B/s4MPM1XVlZKkgICApxzTdt6%2B3NY3bp1k81mu2z86%2BTRdM1fzqNp3uFwtKl7zl0%2BFRUVGjRokCZPnqy9e/dq%2BfLl2rx5szZu3Cjp690v7vLxtmyaWJal3/72t9qzZ4/mzp3LvfMVX82He%2Bd/7d69W/v27ZOPj4/S0tK4dzygYLVBAQEBqq6udhlr%2Bj4wMLA1Tum6CQsLU1ZWlpKSkmS32/WNb3xD6enp2rdvnyzLcj5k2aSmpsaZgd1udzvf9A/6yzk2/f9NP6m1NZ6u92rzTf/R%2Bup99eW82vo9N2zYML300ksaNGiQ/Pz8NGDAAE2ZMkXZ2dmSvt794i4fb8ymsrJSaWlp2rVrl7Zs2aK%2Bffty73zJlfLh3vlf/v7%2B6tGjh9LT07V//37uHQ8oWG1QRESEysvLVVxc7Bw7ceKEevbsqc6dO7fimZmXm5urzMxMWZblHKutrZWPj48GDBigvLw8l%2B3z8/MVEREh6YucvjxfV1enU6dOKTIyUr1795afn5/y8/Od8ydOnHC%2BtN8WRUZGXlMeX57v0qWLevTo4ZJHUVGRysvLFRkZeUPcc%2B%2B8845efvlll7Ha2lr5%2B/tL%2Bnr3S0REhE6dOuXy201fzt5bnDlzRhMmTFBlZaW2b9%2Buvn37SuLeaeIun/Z%2B73zwwQf63ve%2Bp9raWudYbW2t/Pz8FB4ezr3jBgWrDerVq5diYmK0ePFiVVZW6uzZs1qzZo2SkpJa%2B9SMCwkJUVZWljZs2KD6%2BnoVFBRo%2BfLlevDBBzV%2B/HgdPnxY2dnZqq%2BvV3Z2tg4fPqzvf//7kqQJEyZoy5Ytys3N1aVLl7RixQqFhYVp4MCBstvtGjNmjDIzM1VaWqrS0lJlZmZq3Lhxzv9otjXx8fEqLi7Wpk2bVFdXp0OHDmnXrl2aMGGCJCkpKUm7du3SoUOHVFdXp02bNqmkpETx8fGSpMTERK1du1Znz55VZWWlFi9erEGDBum22267Ie45y7K0ZMkSHTx4UJZl6ejRo3rppZeUnJws6evdL7GxsQoNDdWKFSt06dIl5ebmavPmzV6Vz4ULFzRlyhTdddddevHFF9W1a1fnHPeO53za%2B73Tt29f1dTUaMWKFaqtrdW///1vLVu2TElJSRo9enS7v3fcar3n6/F1FBUVWdOnT7cGDRpkDR482Fq6dKnLb7/cSHJycqzk5GQrOjraGjx4sLVo0SKrpqbGsizL2rdvn/XAAw9YUVFR1tixY62//e1vzv0aGxutF1980YqLi7OioqKsyZMnW5999plzvqKiwpo3b541dOhQ6%2B6777aeeuopy%2BFwtPj1fR1f/RiCjz76yJnVyJEjrVdffdVl%2Bz/%2B8Y/W6NGjraioKCspKcn68MMPnXO1tbXW8uXLrXvuuce66667rGnTplnFxcXO%2BbZ4z301n//%2B7/%2B27rvvPuvOO%2B%2B0Ro4c6fLbqV/3fjl16pT16KOPWjExMdY999xjrVu3rmUuspk2btxoRUZGWnfeeacVFRXl8mVZ3DtXy6c93zuWZVl5eXnWI488Yg0cONC69957rWeffdb5m4/t/d5xp4Nlfem9FwAAAHxtvEUIAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABj2/wAZN3YdTfyUdAAAAABJRU5ErkJggg%3D%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-2089048866866765759\">\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\">21381</td>\n",
       "        <td class=\"number\">36.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1</td>\n",
       "        <td class=\"number\">7025</td>\n",
       "        <td class=\"number\">11.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:33%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">200</td>\n",
       "        <td class=\"number\">1940</td>\n",
       "        <td class=\"number\">3.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">150</td>\n",
       "        <td class=\"number\">1892</td>\n",
       "        <td class=\"number\">3.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">250</td>\n",
       "        <td class=\"number\">1681</td>\n",
       "        <td class=\"number\">2.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">300</td>\n",
       "        <td class=\"number\">1476</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=\"\">\n",
       "        <td class=\"fillremaining\">100</td>\n",
       "        <td class=\"number\">1146</td>\n",
       "        <td class=\"number\">1.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">50</td>\n",
       "        <td class=\"number\">1139</td>\n",
       "        <td class=\"number\">1.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">500</td>\n",
       "        <td class=\"number\">1009</td>\n",
       "        <td class=\"number\">1.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">350</td>\n",
       "        <td class=\"number\">986</td>\n",
       "        <td class=\"number\">1.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (1039)</td>\n",
       "        <td class=\"number\">19725</td>\n",
       "        <td class=\"number\">33.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:92%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-2089048866866765759\">\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\">21381</td>\n",
       "        <td class=\"number\">36.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1</td>\n",
       "        <td class=\"number\">7025</td>\n",
       "        <td class=\"number\">11.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:33%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2</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\">3</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\">4</td>\n",
       "        <td class=\"number\">13</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",
       "            <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\">9865</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:34%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">10000</td>\n",
       "        <td class=\"number\">3</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\">11463</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:34%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">15300</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:34%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">30500</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:34%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "    </div>\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_public_meeting\"><s>public_meeting</s><br/>\n",
       "            <small>Unsupported</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <p><em>This variable is an unsupported type, check if it needs cleaning or further analysis</em></p>\n",
       "</div>\n",
       "<div class=\"col-md-6\">\n",
       "    <table class=\"stats \">\n",
       "        <tr>\n",
       "            <th>Unsupported value</th>\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_recorded_by\"><s>recorded_by</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>GeoData Consultants Ltd</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_scheme_management\">scheme_management<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>13</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>6.5%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>3877</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable311237387164406010\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>VWC</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: 61.9%\">\n",
       "            36793\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>WUG</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:15%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 8.8%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        5206\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Water authority</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:9%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 5.3%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        3153\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (9)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:28%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 17.5%\">\n",
       "            10371\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"missing\">\n",
       "    <th>(Missing)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:11%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 6.5%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        3877\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=\"#freqtable311237387164406010, #minifreqtable311237387164406010\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable311237387164406010\">\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\">VWC</td>\n",
       "        <td class=\"number\">36793</td>\n",
       "        <td class=\"number\">61.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">WUG</td>\n",
       "        <td class=\"number\">5206</td>\n",
       "        <td class=\"number\">8.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Water authority</td>\n",
       "        <td class=\"number\">3153</td>\n",
       "        <td class=\"number\">5.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">WUA</td>\n",
       "        <td class=\"number\">2883</td>\n",
       "        <td class=\"number\">4.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Water Board</td>\n",
       "        <td class=\"number\">2748</td>\n",
       "        <td class=\"number\">4.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Parastatal</td>\n",
       "        <td class=\"number\">1680</td>\n",
       "        <td class=\"number\">2.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Private operator</td>\n",
       "        <td class=\"number\">1063</td>\n",
       "        <td class=\"number\">1.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Company</td>\n",
       "        <td class=\"number\">1061</td>\n",
       "        <td class=\"number\">1.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Other</td>\n",
       "        <td class=\"number\">766</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\">SWC</td>\n",
       "        <td class=\"number\">97</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=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (2)</td>\n",
       "        <td class=\"number\">73</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"missing\">\n",
       "        <td class=\"fillremaining\">(Missing)</td>\n",
       "        <td class=\"number\">3877</td>\n",
       "        <td class=\"number\">6.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:11%\">&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_scheme_name\">scheme_name<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>2697</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>4.5%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>47.4%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>28166</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-4798715120874066042\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>K</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: 1.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        682\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>None</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: 1.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        644\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Borehole</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: 0.9%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        546\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (2693)</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: 49.4%\">\n",
       "            29362\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"missing\">\n",
       "    <th>(Missing)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:95%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 47.4%\">\n",
       "            28166\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-4798715120874066042, #minifreqtable-4798715120874066042\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-4798715120874066042\">\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\">K</td>\n",
       "        <td class=\"number\">682</td>\n",
       "        <td class=\"number\">1.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">None</td>\n",
       "        <td class=\"number\">644</td>\n",
       "        <td class=\"number\">1.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Borehole</td>\n",
       "        <td class=\"number\">546</td>\n",
       "        <td class=\"number\">0.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Chalinze wate</td>\n",
       "        <td class=\"number\">405</td>\n",
       "        <td class=\"number\">0.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">M</td>\n",
       "        <td class=\"number\">400</td>\n",
       "        <td class=\"number\">0.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">DANIDA</td>\n",
       "        <td class=\"number\">379</td>\n",
       "        <td class=\"number\">0.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Government</td>\n",
       "        <td class=\"number\">320</td>\n",
       "        <td class=\"number\">0.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Ngana water supplied scheme</td>\n",
       "        <td class=\"number\">270</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\">wanging'ombe water supply s</td>\n",
       "        <td class=\"number\">261</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\">wanging'ombe supply scheme</td>\n",
       "        <td class=\"number\">234</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 (2686)</td>\n",
       "        <td class=\"number\">27093</td>\n",
       "        <td class=\"number\">45.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:96%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"missing\">\n",
       "        <td class=\"fillremaining\">(Missing)</td>\n",
       "        <td class=\"number\">28166</td>\n",
       "        <td class=\"number\">47.4%</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_permit\"><s>permit</s><br/>\n",
       "            <small>Unsupported</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <p><em>This variable is an unsupported type, check if it needs cleaning or further analysis</em></p>\n",
       "</div>\n",
       "<div class=\"col-md-6\">\n",
       "    <table class=\"stats \">\n",
       "        <tr>\n",
       "            <th>Unsupported value</th>\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_construction_year\">construction_year<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>55</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>0.1%</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",
       "                <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>1300.7</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>2013</td>\n",
       "                </tr>\n",
       "                <tr class=\"alert\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>34.9%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram5627392875548859588\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAAQVJREFUeJzt3MEJAkEQRUFXDMkgzMmzORmEObUJyAMFmWWpug/8y6Nvs83MnICPzqsHwJ5dVg/guK7359dvXo/bH5b8zgWBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoGwu19NjvATBsfhgkAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAiEbWZm9QjYKxcEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEwhuA5A6R37T5TgAAAABJRU5ErkJggg%3D%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives5627392875548859588,#minihistogram5627392875548859588\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives5627392875548859588\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles5627392875548859588\"\n",
       "                                                  aria-controls=\"quantiles5627392875548859588\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram5627392875548859588\" aria-controls=\"histogram5627392875548859588\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common5627392875548859588\" aria-controls=\"common5627392875548859588\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme5627392875548859588\" aria-controls=\"extreme5627392875548859588\"\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=\"quantiles5627392875548859588\">\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>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>0</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>1986</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>2004</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>2010</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>2013</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>2013</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>2004</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>951.62</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.73165</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.5964</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>1300.7</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>906.91</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-0.63493</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>77258757</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>905580</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>464.2 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=\"histogram5627392875548859588\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3X9YVHXC//%2BXMCADiqCI/bjaj6Rgq2KSJibGrhq5ppSLuFTGWqu2Jrektz/K1DRNzVs0M1dXTddVue4o0y1L021ryzVDMyvXFQMTtRsVFFB%2Byq/z/cMvczViCXmQOdPzcV1cNu9zzvu8X0MwL2YOQzPDMAwBAADANB5NvQAAAAB3Q8ECAAAwGQULAADAZBQsAAAAk1GwAAAATEbBAgAAMBkFCwAAwGQULAAAAJNRsAAAAExGwQIAADAZBQsAAMBkFCwAAACTUbAAAABMRsECAAAwGQULAADAZBQsAAAAk1GwAAAATEbBAgAAMBkFCwAAwGQULAAAAJNRsAAAAExGwQIAADAZBQsAAMBkFCwAAACTUbAAAABMRsECAAAwGQULAADAZBQsAAAAk1GwAAAATEbBAgAAMBkFCwAAwGQULAAAAJNRsAAAAExGwQIAADAZBQsAAMBkFCwAAACTUbAAAABMRsECAAAwGQULAADAZLamXsC1VFdX6/HHH9ett96ql156SZL08ccfKyUlRadOndLNN9%2BsqVOnql%2B/fo5j1qxZo40bN%2BrixYsKDw/XCy%2B8oNtvv12SVFpaqrlz5%2BrDDz9UVVWVBgwYoFmzZsnPz0%2BSdPz4cc2ePVtff/21/Pz89Nhjj2ns2LHXnSMvr%2Bi657iSh0cztW7tp/z8EtXUGKbP31TIZS3umkty32zkshZyXZ%2B2bVs22tw/xuWfwVq%2BfLk%2B//xzx%2B3s7GyNHz9eTz/9tD7//HONHz9eEyZM0NmzZyVJW7du1caNG7V27Vqlp6erS5cuSk5OlmFc/uTNnTtXp0%2Bf1s6dO7Vr1y6dPn1aKSkpkqTKykqNHTtW4eHhSk9P1%2BrVq5WamqodO3bc%2BOD14OHRTM2aNZOHR7OmXoqpyGUt7ppLct9s5LIWclmTSxesvXv3ateuXbr//vsdY1u3blXPnj113333yWaz6YEHHtDdd9%2BttLQ0SdIbb7yhRx99VKGhoWrevLkmTZqknJwcpaenq6ysTNu2bVNycrICAgLUpk0bTZ48WVu2bFFZWZn279%2Bv3NxcJScny9vbW507d1ZiYqJSU1Ob6i4AAAAW5LIF6/z585o%2BfboWL14su93uGM/KylJYWJjTvh07dlRGRsZVt3t5eal9%2B/bKyMjQiRMnVFlZ6bS9Q4cOKi8vV3Z2tjIzMxUSEiJvb%2B%2Brzg0AAFAfLnkNVk1NjaZMmaInnnhCd9xxh9O2kpISp8IlST4%2BPiotLb3m9uLiYkmSr6%2BvY1vtviUlJVc91m63O%2Baur9zcXOXl5TmN2Wy%2BCg4ObtA81%2BLp6eH0r7sgl7W4ay7JfbORy1rIZU0uWbBWrVolb29vJSYm1tlmt9tVXl7uNFZeXu64SP3HttcWq7KyMsf%2BZWVlkqQWLVrI19fXcbvW9/etr7S0NC1fvtxpLCkpScnJyQ2ap778/e3X3smCyGUt7ppLct9s5LIWclmLSxast99%2BW7m5uerZs6ckOQrTBx98oBEjRujw4cNO%2B2dlZalr166SpNDQUGVmZjp%2Bq7CyslLZ2dkKCwtTSEiIvLy8lJWVpTvvvFOSdOzYMcfLiOfPn1d2draqqqpks9kcc4eGhjZo/QkJCerfv7/TmM3mq4KCkgbeEz/O09ND/v52XbxYpurqGlPnbkrkshZ3zSW5bzZyWQu5rk9gYMOeJDGLSxas999/3%2Bn2s88%2BK0l66aWXdOzYMf3lL3/R9u3bdf/992vXrl3at2%2Bfpk%2BfLkkaNmyYXn31VUVHRyskJEQvv/yygoKC1LNnT3l5eWnQoEFKSUnRK6%2B8IklKSUnRkCFD5OPjo8jISAUGBmrx4sWaMGGCjh8/ro0bN2rixIkNWn9wcHCdlwPz8opUVdU4/wNVV9c02txNiVzW4q65JPfNRi5rIZe1uGTB%2BjEdOnTQn/70J6WkpGj69Om69dZb9eqrryokJESSFB8fr6KiIiUlJSk/P1/h4eFatWqVvLy8JEmzZs3SwoULFRsbq8rKSg0YMEAzZ86UJNlsNq1bt05z5sxRVFSUfH19lZiYqLi4uCbLCwAArKeZUfsGUWhUjfFGozabhwID/VRQUOJW7Z9c1uKuuST3zUYuayHX9eGNRgEAANwEBQsAAMBkFCwAAACTUbAAAABMRsECAAAwmeXepgEAANTPoKV7mnoJ9bZjQlRTL8FUPIMFAABgMgoWAACAyShYAAAAJqNgAQAAmIyCBQAAYDIKFgAAgMkoWAAAACajYAEAAJiMggUAAGAyChYAAIDJKFgAAAAmo2ABAACYjIIFAABgMgoWAACAyShYAAAAJqNgAQAAmIyCBQAAYDIKFgAAgMkoWAAAACajYAEAAJiMggUAAGAyChYAAIDJKFgAAAAmo2ABAACYzGUL1t69ezV8%2BHDdddddioqK0ty5c1VeXi5JmjVrlrp27aqIiAjHR1pamuPYNWvWKDo6Wt27d1diYqK%2B/fZbx7bS0lJNmzZNkZGR6tGjh6ZOnaqSkhLH9uPHj2vkyJGKiIhQ37599ec///nGhQYAAG7BJQtWfn6%2B/vjHP%2BqRRx7R559/rq1bt2rfvn1avXq1JOnQoUOaO3euDh486PhISEiQJG3dulUbN27U2rVrlZ6eri5duig5OVmGYUiS5s6dq9OnT2vnzp3atWuXTp8%2BrZSUFElSZWWlxo4dq/DwcKWnp2v16tVKTU3Vjh07muaOAAAAluSSBat169b69NNPFRcXp2bNmqmwsFCXLl1S69atVVFRoW%2B%2B%2BUZdu3a96rFvvPGGHn30UYWGhqp58%2BaaNGmScnJylJ6errKyMm3btk3JyckKCAhQmzZtNHnyZG3ZskVlZWXav3%2B/cnNzlZycLG9vb3Xu3FmJiYlKTU29wfcAAACwMltTL%2BCHtGjRQpL0q1/9SmfPnlXPnj0VFxenjIwMVVVVadmyZTpw4IBatmypYcOGafTo0fLw8FBWVpbGjBnjmMfLy0vt27dXRkaGAgICVFlZqbCwMMf2Dh06qLy8XNnZ2crMzFRISIi8vb0d2zt27Oh45qy%2BcnNzlZeX5zRms/kqODj4p9wVP8jT08PpX3dBLmtx11yS%2B2Yjl7W4a64r2Wzulc9lC1atXbt26cKFC5o8ebKSk5P1xBNPqFevXkpMTNSSJUt05MgRJSUlycPDQ6NHj1ZJSYnsdrvTHD4%2BPiotLVVxcbEkydfX17Gtdt%2BSkpKrHmu321VaWtqgNaelpWn58uVOY0lJSUpOTm7QPPXl72%2B/9k4WRC5rcddckvtmI5e1uGuuWoGBfk29BFO5fMHy8fGRj4%2BPpkyZouHDh2vx4sXasGGDY3u3bt00cuRIbd%2B%2BXaNHj5bdbndcDF%2BrvLxcfn5%2BjmJVVlYmPz8/x39Ll58x8/X1ddyu9f196yshIUH9%2B/d3GrPZfFVQUPIDR/w0np4e8ve36%2BLFMlVX15g6d1Mil7W4ay7JfbORy1rcNdeVzH6MrNVUxc0lC9YXX3yh5557Tu%2B8847j5bqKigp5eXlpz549unjxoh5%2B%2BGHH/hUVFfLx8ZEkhYaGKjMzU/369ZN0%2BcL17OxshYWFKSQkRF5eXsrKytKdd94pSTp27JjjZcTz588rOztbVVVVstku3zVZWVkKDQ1t0PqDg4PrvByYl1ekqqrG%2BcKorq5ptLmbErmsxV1zSe6bjVzW4q65arlbNpd8wbNTp04qLy/X4sWLVVFRof/7v//TwoULFR8fLy8vLy1YsEB79%2B6VYRg6ePCgNmzY4PgtwmHDhmnTpk3KyMjQpUuXtHjxYgUFBalnz56y2%2B0aNGiQUlJSlJ%2Bfr/z8fKWkpGjIkCHy8fFRZGSkAgMDtXjxYl26dEkZGRnauHGj4uPjm/geAQAAVuKSz2D5%2Bfnptdde0/z58xUVFaWWLVsqNjZWSUlJ8vb21rRp0zR79mydPXtWQUFBGj9%2BvB566CFJUnx8vIqKipSUlKT8/HyFh4dr1apV8vLyknT5PbQWLlyo2NhYVVZWasCAAZo5c6YkyWazad26dZozZ46ioqLk6%2BurxMRExcXFNdl9AQAArKeZUfsGUWhUeXlFps9ps3koMNBPBQUlbvXUKrmsxV1zSe6bjVzWcj25Bi3d00irMt%2BOCVGNMm/bti0bZd5rccmXCAEAAKyMggUAAGAyChYAAIDJKFgAAAAmo2ABAACYjIIFAABgMgoWAACAyShYAAAAJqNgAQAAmIyCBQAAYDIKFgAAgMkoWAAAACajYAEAAJiMggUAAGAyChYAAIDJKFgAAAAmo2ABAACYjIIFAABgMgoWAACAyShYAAAAJqNgAQAAmIyCBQAAYDIKFgAAgMkoWAAAACajYAEAAJiMggUAAGAyChYAAIDJKFgAAAAmo2ABAACYzGUL1t69ezV8%2BHDdddddioqK0ty5c1VeXi5J%2BuqrrzR8%2BHBFRESof//%2BevPNN52O3bp1q2JiYtS9e3fFxcXp4MGDjm3V1dVauHCh%2BvTpo4iICD311FPKzc11bD9//rzGjRunnj17KjIyUvPmzVNVVdWNCQ0AANyCSxas/Px8/fGPf9Qjjzyizz//XFu3btW%2Bffu0evVqXbhwQU8%2B%2BaSGDh2q/fv3a968eVqwYIG%2B/vprSVJ6errmzp2rl156Sfv379eDDz6op556SmVlZZKklStXas%2BePXrrrbe0e/du%2Bfj4aMaMGY5zT5gwQb6%2Bvtq9e7c2b96svXv3av369U1xNwAAAItyyYLVunVrffrpp4qLi1OzZs1UWFioS5cuqXXr1tq1a5cCAgI0YsQI2Ww23XPPPYqNjVVqaqok6c0339TgwYPVo0cPeXl56fHHH1dgYKC2b9/u2D5mzBjdfPPNatGihaZPn65PPvlEp06d0okTJ7Rv3z5NmTJFdrtdt912m8aNG%2BeYGwAAoD5csmBJUosWLSRJv/rVrxQbG6u2bdsqLi5OmZmZCgsLc9q3Y8eOysjIkCRlZWX94PaioiKdOXPGaXtQUJBatWqlo0ePKjMzUwEBAWrXrp1je4cOHZSTk6OLFy82VlQAAOBmbE29gGvZtWuXLly4oMmTJys5OVnt2rWT3W532sfHx0elpaWSpJKSkh/cXlJSIkny9fWts71225XH1t4uLS2Vv79/vdacm5urvLw8pzGbzVfBwcH1Or6%2BPD09nP51F%2BSyFnfNJblvNnJZi7vmupLN5l75XL5g%2Bfj4yMfHR1OmTNHw4cOVmJiooqIip33Ky8vl5%2Bcn6XIhqr0Y/vvbAwMDHWWp9nqsK483DKPOttrbtfPXR1pampYvX%2B40lpSUpOTk5HrP0RD%2B/vZr72RB5LIWd80luW82clmLu%2BaqFRhY/8dZK3DJgvXFF1/oueee0zvvvCNvb29JUkVFhby8vNSxY0ft2bPHaf%2BsrCyFhoZKkkJDQ5WZmVlne3R0tFq1aqV27do5vYyYl5enwsJChYWFqaamRoWFhTp37pyCgoIkSceOHdNNN92kli1b1nv9CQkJ6t%2B/v9OYzeargoKSht0R1%2BDp6SF/f7suXixTdXWNqXM3JXJZi7vmktw3G7msxV1zXcnsx8haTVXcXLJgderUSeXl5Vq8eLEmTZqkvLw8LVy4UPHx8Ro4cKAWL16s9evXa8SIETpw4IC2bdumFStWSJLi4%2BOVlJSkQYMGqUePHkpNTdX58%2BcVExMjSYqLi9PKlSsVHh6uwMBAzZ8/X7169dIvfvELSVKPHj00f/58zZkzRwUFBVqxYoXi4%2BMbtP7g4OA6Lwfm5RWpqqpxvjCqq2sabe6mRC5rcddckvtmI5e1uGuuWu6WzSULlp%2Bfn1577TXNnz9fUVFRatmypWJjY5WUlCRvb2%2BtW7dO8%2BbN07Jly9S6dWvNmDFDvXv3liTdc889mjVrlmbPnq2zZ8%2BqY8eOWrNmjQICAiRdfqmuqqpKI0aMUElJiSIjI7V06VLHuZctW6Y5c%2BZowIAB8vDw0NChQzVu3LgmuR8AAIA1NTMMw2jqRfwc5OUVXXunBrLZPBQY6KeCghK3av7kshZ3zSW5bzZyWcv15Bq0dM%2B1d3IROyZENcq8bdvW/xIfM7nXJfsAAAAugIIFAABgMgoWAACAyShYAAAAJqNgAQAAmIyCBQAAYDIKFgAAgMkoWAAAACajYAEAAJiMggUAAGAyChYAAIDJKFgAAAAmo2ABAACYjIIFAABgMgoWAACAyShYAAAAJqNgAQAAmIyCBQAAYDIKFgAAgMkoWAAAACajYAEAAJiMggUAAGAyChYAAIDJKFgAAAAmo2ABAACYjIIFAABgMgoWAACAyShYAAAAJqNgAQAAmIyCBQAAYDKXLVgZGRl64okn1KtXL0VFRWnq1KnKz8%2BXJM2aNUtdu3ZVRESE4yMtLc1x7Jo1axQdHa3u3bsrMTFR3377rWNbaWmppk2bpsjISPXo0UNTp05VSUmJY/vx48c1cuRIRUREqG/fvvrzn/9840IDAAC34JIFq7y8XKNHj1ZERIT%2B9a9/6d1331VhYaGee%2B45SdKhQ4c0d%2B5cHTx40PGRkJAgSdq6das2btyotWvXKj09XV26dFFycrIMw5AkzZ07V6dPn9bOnTu1a9cunT59WikpKZKkyspKjR07VuHh4UpPT9fq1auVmpqqHTt2NM0dAQAALMklC1ZOTo7uuOMOJSUlydvbW4GBgUpISND%2B/ftVUVGhb775Rl27dr3qsW%2B88YYeffRRhYaGqnnz5po0aZJycnKUnp6usrIybdu2TcnJyQoICFCbNm00efJkbdmyRWVlZdq/f79yc3OVnJwsb29vde7cWYmJiUpNTb3B9wAAALAyW1Mv4Gpuv/12vfbaa05jO3fuVJcuXZSRkaGqqiotW7ZMBw4cUMuWLTVs2DCNHj1aHh4eysrK0pgxYxzHeXl5qX379srIyFBAQIAqKysVFhbm2N6hQweVl5crOztbmZmZCgkJkbe3t2N7x44dtXr16gatPzc3V3l5eU5jNpuvgoODGzTPtXh6ejj96y7IZS3umkty32zkshZ3zXUlm8298rlkwfo%2BwzC0dOlSffTRR9q0aZPOnTunXr16KTExUUuWLNGRI0eUlJQkDw8PjR49WiUlJbLb7U5z%2BPj4qLS0VMXFxZIkX19fx7bafUtKSq56rN1uV2lpaYPWnJaWpuXLlzuNJSUlKTk5uUHz1Je/v/3aO1kQuazFXXNJ7puNXNbirrlqBQb6NfUSTOXSBau4uFjTpk3T4cOHtWnTJnXq1EmdOnVSVFSUY59u3bpp5MiR2r59u0aPHi273a7y8nKnecrLy%2BXn5%2BcoVmVlZfLz83P8tyS1aNFCvr6%2Bjtu1vr9vfSUkJKh///5OYzabrwoKSn7giJ/G09ND/v52XbxYpurqGlPnbkrkshZ3zSW5bzZyWYu75rqS2Y%2BRtZqquLlswTp58qTGjBmjW265RZs3b1br1q0lSR988IHOnTunhx9%2B2LFvRUWFfHx8JEmhoaHKzMxUv379JF2%2BcD07O1thYWEKCQmRl5eXsrKydOedd0qSjh075ngZ8fz588rOzlZVVZVstst3TVZWlkJDQxu09uDg4DovB%2BblFamqqnG%2BMKqraxpt7qZELmtx11yS%2B2Yjl7W4a65a7pbN9Bc8q6urr3uOCxcuaOTIkbrrrru0du1aR7mSLr9kuGDBAu3du1eGYejgwYPasGGD47cIhw0bpk2bNikjI0OXLl3S4sWLFRQUpJ49e8put2vQoEFKSUlRfn6%2B8vPzlZKSoiFDhsjHx0eRkZEKDAzU4sWLdenSJWVkZGjjxo2Kj4%2B/7kwAAODnw/RnsKKjo/XQQw8pLi5OHTt2/ElzbNmyRTk5OdqxY4fef/99p20HDx7UtGnTNHv2bJ09e1ZBQUEaP368HnroIUlSfHy8ioqKlJSUpPz8fIWHh2vVqlXy8vKSdPk9tBYuXKjY2FhVVlZqwIABmjlzpiTJZrNp3bp1mjNnjqKiouTr66vExETFxcVdxz0CAAB%2BbpoZtW8QZZL//d//1dtvv60vv/xS4eHhGjZsmAYPHqyWLVuaeRrLycsrMn1Om81DgYF%2BKigocaunVsllLe6aS3LfbOSyluvJNWjpnkZalfl2TIi69k4/Qdu2TdM/TH%2BJ8JFHHtHrr7%2Bu999/X3369NGaNWvUt29fTZo0SZ9%2B%2BqnZpwMAAHA5jfamE%2B3bt9fEiRP1/vvvKykpSf/4xz80atQo9e/fX3/5y19MuVYLAADAFTXabxF%2B9dVX%2Btvf/qbt27eroqJCMTExiouL09mzZ/XKK6/o0KFDWrJkSWOdHgAAoMmYXrBWrFiht99%2BWydOnFB4eLgmTpyoIUOGqEWLFo59PD099fzzz5t9agAAAJdgesHatGmTHnzwQcXHx//gbxF26NBBkydPNvvUAAAALsH0gvXJJ5%2BouLhYhYWFjrHt27frnnvuUWBgoCSpc%2BfO6ty5s9mnBgAAcAmmX%2BT%2Bn//8RwMHDlRaWppjbNGiRYqNjdU333xj9ukAAABcjukF63/%2B5390//33a%2BLEiY6xDz74QNHR0XrppZfMPh0AAIDLMb1gHT58WE8%2B%2BaS8vb0dY56ennryySf15Zdfmn06AAAAl2N6wWrRooVOnjxZZ/zMmTOOP8gMAADgzkwvWAMHDtTs2bP16aefqri4WCUlJfrss880Z84cxcTEmH06AAAAl2P6bxFOmjRJp06d0h/%2B8Ac1a9bMMR4TE6OpU6eafToAAACXY3rBstvtWrVqlY4fP66jR4/Ky8tLHTp0UPv27c0%2BFQAAgEtqtD%2BVExISopCQkMaaHgAAwGWZXrCOHz%2BuOXPm6MCBA6qsrKyz/ciRI2afEgAAwKWYXrBmz56tnJwcTZ48WS1btjR7egAAAJdnesE6ePCg/vrXvyoiIsLsqQEAACzB9LdpCAwMlJ%2Bfn9nTAgAAWIbpBSsxMVFLlixRUVGR2VMDAABYgukvEX788cf68ssvFRkZqTZt2jj9yRxJ%2Bsc//mH2KQEAAFyK6QUrMjJSkZGRZk8LAABgGaYXrP/6r/8ye0oAAABLMf0aLEnKyMjQtGnT9PDDD%2Bvs2bNKTU1Venp6Y5wKAADA5ZhesP79739r%2BPDh%2Bu677/Tvf/9bFRUVOnLkiP7whz/oo48%2BMvt0AAAALsf0gpWSkqI//OEP2rhxo7y8vCRJL774on7/%2B99r%2BfLlZp8OAADA5TTKM1hDhw6tM/7II4/o22%2B/Nft0AAAALsf0guXl5aXi4uI64zk5ObLb7WafDgAAwOWYXrDuu%2B8%2BLV68WAUFBY6xY8eOad68efr1r39t9ukAAABcjulv0/DMM89o9OjR6tOnjwzDUFxcnIqLi3XHHXdo6tSpZp/uZ6/n9Pebegn1tmNCVFMvAQCAG8L0gtWiRQu9/vrr2rt3r/7zn/%2BopqZGYWFhuvfee%2BXhUf8nzDIyMrRw4UIdPnxYXl5eioqK0rPPPqvWrVvrq6%2B%2B0osvvqisrCwFBgbqqaee0vDhwx3Hbt26VStWrFBeXp5uv/12zZw50/HHp6urq5WSkqK3335bZWVl6t27t1544QUFBwdLks6fP6%2BZM2dq37598vT01IMPPqhnnnlGNpvpdxUAAHBTjfI%2BWJJ0zz33aNSoURozZox%2B9atfNahclZeXa/To0YqIiNC//vUvvfvuuyosLNRzzz2nCxcu6Mknn9TQoUO1f/9%2BzZs3TwsWLNDXX38tSUpPT9fcuXP10ksvaf/%2B/XrwwQf11FNPqaysTJK0cuVK7dmzR2%2B99ZZ2794tHx8fzZgxw3HuCRMmyNfXV7t379bmzZu1d%2B9erV%2B/3tT7BgAAuDfTn5bp37%2B/mjVr9oPb6/O3CHNycnTHHXcoKSlJnp6e8vb2VkJCgqZOnapdu3YpICBAI0aMkHS5yMXGxio1NVXdunXTm2%2B%2BqcGDB6tHjx6SpMcff1xpaWnavn27hg0bpjfffFOTJ0/WzTffLEmaPn26%2Bvbtq1OnTqmmpkb79u3TJ598Irvdrttuu03jxo3TokWLNHr0aBPuHQAA8HNgesH67W9/61SwKisrdeLECX3yySeaMGFCvea4/fbb9dprrzmN7dy5U126dFFmZqbCwsKctnXs2FGbN2%2BWJGVlZWnYsGF1tmdkZKioqEhnzpxxOj4oKEitWrXS0aNHJUkBAQFq166dY3uHDh2Uk5Ojixcvyt/fv17rz83NVV5entOYzebreBnSLJ6ejfYEZKOw2eq33tpcVst3LeSyHnfNRi5rcddcV6rvY4RVmF6wxo8ff9XxTZs26cCBA/r973/foPkMw9DSpUv10UcfadOmTdqwYUOdt3vw8fFRaWmpJKmkpOQHt5eUlEiSfH1962yv3XblsbW3S0tL612w0tLS6rypalJSkpKTk%2Bt1vLsKDPRr0P7%2B/u75th7ksh53zUYua3HXXLUa%2Bhjh6m7Yldv9%2BvXTkiVLGnRMcXGxpk2bpsOHD2vTpk3q1KmT7Ha7ioqKnPYrLy%2BXn9/lT4zdbld5eXmd7YGBgY6yVHs91pXHG4ZRZ1vt7dr56yMhIUH9%2B/d3GrPZfFVQUFLvOerDaj/N1De/p6eH/P3tunixTNXVNY28qhuHXNbjrtnIZS3umutKZj9G1mqq4nbDCta%2BffvUvHnzeu9/8uRJjRkzRrfccos2b96s1q1bS5LCwsK0Z88ep32zsrIUGhoqSQoNDVVmZmad7dHR0WrVqpXatWunrKwsx8uEeXl5KiwsVFhYmGpqalRYWKhz584pKChI0uX38LrpppvUsmXLeq89ODi4zsuBeXlFqqpy3y%2BM%2Bmho/urqGre8z8hlPe6ajVzW4q65arlbNtML1pUvARqGoeLiYh09erTeLw9euHBBI0eOVO/evTVv3jyn30CMiYnRokWLtH79eo0YMUIHDhzQtm3btGLFCklSfHy8kpKSNGjQIPXo0UOpqak6f/68YmJiJElxcXFauXKlwsPDFRgYqPlZOiXYAAAgAElEQVTz56tXr176xS9%2BIUnq0aOH5s%2Bfrzlz5qigoEArVqxQfHy8GXcNAAD4mTC9YN1yyy11fovQy8tLI0eOVGxsbL3m2LJli3JycrRjxw69/77zG2kePHhQ69at07x587Rs2TK1bt1aM2bMUO/evSVd/q3CWbNmafbs2Tp79qw6duyoNWvWKCAgQNLla6Gqqqo0YsQIlZSUKDIyUkuXLnXMv2zZMs2ZM0cDBgyQh4eHhg4dqnHjxl3PXQIAAH5mmhmGYTT1In4O8vKKrr1TA9lsHopJ2W36vI2lvu/kbrN5KDDQTwUFJW71lDG5rMdds5HLWq4n16Cle669k4torL/20bZt/S/xMZPpz2Dt37%2B/3vvefffdZp8eAACgyZlesB5//HEZhuH4qFX7smHtWLNmzXTkyBGzTw8AANDkTC9Yr776qhYsWKBnnnlGvXv3lpeXl7766ivNnj1bjz76qPr162f2KQEAAFyK6W%2BktHDhQs2aNUv33XefWrRooebNm6tXr16aM2eO1q1bp1tvvdXxAQAA4I5ML1i5ubmOv/P3fS1atFBBQYHZpwMAAHA5phes7t27a8mSJSouLnaMFRYWatGiRbrnnnvMPh0AAIDLMf0arBkzZmjkyJGKjo5W%2B/btJUnHjx9X27ZttWHDBrNPBwAA4HJML1gdOnTQ9u3btW3bNh07dkyS9Oijj2rw4MF1/pAyAACAO2qUv0Xo7%2B%2Bv4cOH67vvvtNtt90m6fK7uQMAAPwcmH4NlmEYSklJ0d13360hQ4bozJkzeuaZZzRt2jRVVlaafToAAACXY3rB2rhxo95%2B%2B23NmjVL3t7ekqT77rtPH374oV555RWzTwcAAOByTC9YaWlpev755xUXF%2Bd49/YHHnhA8%2BbN03vvvWf26QAAAFyO6QXru%2B%2B%2B0y9/%2Bcs64506ddK5c%2BfMPh0AAIDLMb1g3Xrrrfr666/rjH/88ceOC94BAADcmem/RThq1Ci98MILOnv2rAzD0N69e/X6669r48aNmjZtmtmnAwAAcDmmF6xhw4apqqpKK1euVHl5uZ5//nm1adNGEydO1COPPGL26QAAAFyO6QXrnXfe0W9%2B8xslJCQoPz9fhmGoTZs2Zp8GAADAZZl%2BDdaLL77ouJi9devWlCsAAPCzY3rBat%2B%2BvY4ePWr2tAAAAJZh%2BkuEoaGhmjx5sl577TW1b99ezZs3d9q%2BYMECs08JAADgUkwvWCdPnlSPHj0kSXl5eWZPDwAA4PJMKVgLFizQ008/LV9fX23cuNGMKQEAACzLlGuwNmzYoLKyMqexUaNGKTc314zpAQAALMWUgmUYRp2xL774QpcuXTJjegAAAEsx/bcIAQAAfu4oWAAAACYzrWA1a9bMrKkAAAAszbS3aXjxxRed3vOqsrJSixYtkp%2Bfn9N%2BvA8WAABwd6YUrLvvvrvOe15FRESooKBABQUFZpwCAADAMkwpWI353lf5%2BflKSEjQiy%2B%2BqMjISEnSrFmz9NZbb8nLy8ux37PPPquEhARJ0po1a7Rx40ZdvHhR4eHheuGFF3T77bdLkkpLSzV37lx9%2BOGHqqqq0oABAzRr1izHM23Hjx/X7Nmz9fXXX8vPz0%2BPPfaYxo4d22j5AACA%2B3Hpi9wPHDighIQEnTx50mn80KFDmjt3rg4ePOj4qC1XW7du1caNG7V27Vqlp6erS5cuSk5OdryVxNy5c3X69Gnt3LlTu3bt0unTp5WSkiLp8suaY8eOVXh4uNLT07V69WqlpqZqx44dNzY4AACwNJctWFu3btXkyZM1ceJEp/GKigp988036tq161WPe%2BONN/Too48qNDRUzZs316RJk5STk6P09HSVlZVp27ZtSk5OVkBAgNq0aaPJkydry5YtKisr0/79%2B5Wbm6vk5GR5e3urc%2BfOSkxMVGpq6o2IDAAA3ITLFqy%2Bffvq73//ux544AGn8YyMDFVVVWnZsmXq06ePBg4cqNWrV6umpkaSlJWVpbCwMMf%2BXl5eat%2B%2BvTIyMnTixAlVVlY6be/QoYPKy8uVnZ2tzMxMhYSEyNvb27G9Y8eOysjIaOS0AADAnZj%2Bx57N0rZt26uOFxUVqVevXkpMTNSSJUt05MgRJSUlycPDQ6NHj1ZJSYnsdrvTMT4%2BPiotLVVxcbEkydfX17Gtdt%2BSkpKrHmu321VaWtqgtefm5ta56N9m81VwcHCD5rkWT0%2BX7cdXZbPVb721uayW71rIZT3umo1c1uKuua5U38cIq3DZgvVDoqKiFBUV5bjdrVs3jRw5Utu3b9fo0aNlt9tVXl7udEx5ebn8/PwcxaqsrMxxUXvt31Bs0aKFfH196/xNxe/vW19paWlavny501hSUpKSk5MbNI%2B7CQxs2P3o72%2B/9k4WRC7rcdds5LIWd81Vq6GPEa7OcgXrgw8%2B0Llz5/Twww87xioqKuTj4yNJCg0NVWZmpvr16yfp8oXr2dnZCgsLU0hIiLy8vJSVlaU777xTknTs2DHHy4jnz59Xdna2qqqqZLNdvmuysrIUGhraoDUmJCSof//%2BTmM2m68KCkp%2Bcu6rsdpPM/XN7%2BnpIX9/uy5eLFN1dU0jr%2BrGIZf1uGs2clmLu%2Ba6ktmPkbWaqrhZrmAZhqEFCxbo//2//6fevXvryy%2B/1IYNGzRt2jRJ0rBhw/Tqq68qOjpaISEhevnllxUUFKSePXvKy8tLgwYNUkpKil555RVJUkpKioYMGSIfHx9FRkYqMDBQixcv1oQJE3T8%2BHFt3LixzoX21xIcHFzn5cC8vCJVVbnvF0Z9NDR/dXWNW95n5LIed81GLmtx11y13C2b5QpWTEyMpk2bptmzZ%2Bvs2bMKCgrS%2BPHj9dBDD0mS4uPjVVRUpKSkJOXn5ys8PFyrVq1yvGfWrFmztHDhQsXGxqqyslIDBgzQzJkzJUk2m03r1q3TnDlzFBUVJV9fXyUmJiouLq7J8gIAAOtpZtS%2BQRQaVV5ekelz2mweiknZbfq8jWXHhKhr76TLuQID/VRQUOJWP9GQy3rcNRu5rOV6cg1auqeRVmW%2B%2Bj5GNFTbti0bZd5rsdZFPAAAABZAwQIAADAZBQsAAMBkFCwAAACTUbAAAABMRsECAAAwGQULAADAZBQsAAAAk1GwAAAATEbBAgAAMBkFCwAAwGQULAAAAJNRsAAAAExGwQIAADAZBQsAAMBkFCwAAACTUbAAAABMRsECAAAwGQULAADAZBQsAAAAk1GwAAAATEbBAgAAMBkFCwAAwGQULAAAAJNRsAAAAExGwQIAADAZBQsAAMBkFCwAAACTUbAAAABMRsECAAAwmcsXrPz8fMXExCg9Pd0x9tVXX2n48OGKiIhQ//799eabbzods3XrVsXExKh79%2B6Ki4vTwYMHHduqq6u1cOFC9enTRxEREXrqqaeUm5vr2H7%2B/HmNGzdOPXv2VGRkpObNm6eqqqrGDwoAANyGSxesAwcOKCEhQSdPnnSMXbhwQU8%2B%2BaSGDh2q/fv3a968eVqwYIG%2B/vprSVJ6errmzp2rl156Sfv379eDDz6op556SmVlZZKklStXas%2BePXrrrbe0e/du%2Bfj4aMaMGY75J0yYIF9fX%2B3evVubN2/W3r17tX79%2BhuaGwAAWJvLFqytW7dq8uTJmjhxotP4rl27FBAQoBEjRshms%2Bmee%2B5RbGysUlNTJUlvvvmmBg8erB49esjLy0uPP/64AgMDtX37dsf2MWPG6Oabb1aLFi00ffp0ffLJJzp16pROnDihffv2acqUKbLb7brttts0btw4x9wAAAD1YWvqBfyQvn37KjY2VjabzalkZWZmKiwszGnfjh07avPmzZKkrKwsDRs2rM72jIwMFRUV6cyZM07HBwUFqVWrVjp69KgkKSAgQO3atXNs79Chg3JycnTx4kX5%2B/vXa%2B25ubnKy8tzGrPZfBUcHFyv4%2BvL09Nl%2B/FV2Wz1W29tLqvluxZyWY%2B7ZiOXtbhrrivV9zHCKly2YLVt2/aq4yUlJbLb7U5jPj4%2BKi0tveb2kpISSZKvr2%2Bd7bXbrjy29nZpaWm9C1ZaWpqWL1/uNJaUlKTk5OR6He%2BuAgP9GrS/v7/92jtZELmsx12zkcta3DVXrYY%2BRrg6ly1YP8Rut6uoqMhprLy8XH5%2Bfo7t5eXldbYHBgY6ylLt9VhXHm8YRp1ttbdr56%2BPhIQE9e/f32nMZvNVQUFJveeoD6v9NFPf/J6eHvL3t%2BvixTJVV9c08qpuHHJZj7tmI5e1uGuuK5n9GFmrqYqb5QpWWFiY9uzZ4zSWlZWl0NBQSVJoaKgyMzPrbI%2BOjlarVq3Url07ZWVlOV4mzMvLU2FhocLCwlRTU6PCwkKdO3dOQUFBkqRjx47ppptuUsuWLeu9xuDg4DovB%2BblFamqyn2/MOqjofmrq2vc8j4jl/W4azZyWYu75qrlbtms9RSIpJiYGJ07d07r169XZWWlPvvsM23bts1x3VV8fLy2bdumzz77TJWVlVq/fr3Onz%2BvmJgYSVJcXJxWrlypU6dOqbi4WPPnz1evXr30i1/8Qu3bt1ePHj00f/58FRcX69SpU1qxYoXi4%2BObMjIAALAYyz2DFRgYqHXr1mnevHlatmyZWrdurRkzZqh3796SpHvuuUezZs3S7NmzdfbsWXXs2FFr1qxRQECApMvXQlVVVWnEiBEqKSlRZGSkli5d6ph/2bJlmjNnjgYMGCAPDw8NHTpU48aNa5KsAADAmpoZhmE09SJ%2BDvLyiq69UwPZbB6KSdlt%2BryNZceEqHrtZ7N5KDDQTwUFJW71lDG5rMdds5HLWq4n16Cle669k4uo72NEQ7VtW/9LfMxkuZcIAQAAXB0FCwAAwGQULAAAAJNRsAAAAExGwQIAADAZBQsAAMBkFCwAAACTUbAAAABMRsECAAAwGQULAADAZBQsAAAAk1GwAAAATEbBAgAAMBkFCwAAwGQULAAAAJNRsAAAAExGwQIAADAZBQsAAMBkFCwAAACTUbAAAABMRsECAAAwGQULAADAZBQsAAAAk1GwAAAATEbBAgAAMBkFCwAAwGQULAAAAJNRsAAAAExGwQIAADCZZQvW9u3b1blzZ0VERDg%2BpkyZIkn6%2BOOPFRsbq%2B7du2vQoEH66KOPnI5ds2aNoqOj1b17dyUmJurbb791bCstLdW0adMUGRmpHj16aOrUqSopKbmh2QAAgLVZtmAdOnRIDz30kA4ePOj4WLRokbKzszV%2B/Hg9/fTT%2BvzzzzV%2B/HhNmDBBZ8%2BelSRt3bpVGzdu1Nq1a5Wenq4uXbooOTlZhmFIkubOnavTp09r586d2rVrl06fPq2UlJSmjAoAACzG0gWra9eudca3bt2qnj176r777pPNZtMDDzygu%2B%2B%2BW2lpaZKkN954Q48%2B%2BqhCQ0PVvHlzTZo0STk5OUpPT1dZWZm2bdum5ORkBQQEqE2bNpo8ebK2bNmisrKyGx0RAABYlCULVk1NjQ4fPqx//vOf6tevn6KjozVz5kxduHBBWVlZCgsLc9q/Y8eOysjIkKQ62728vNS%2BfXtlZGToxIkTqqysdNreoUMHlZeXKzs7%2B4ZkAwAA1mdr6gX8FPn5%2BercubMGDhyoZcuWqaCgQM8884ymTJmiiooK2e12p/19fHxUWloqSSopKfnB7cXFxZIkX19fx7bafRtyHVZubq7y8vKcxmw2XwUHB9c/ZD14elqrH9ts9VtvbS6r5bsWclmPu2Yjl7W4a64r1fcxwiosWbCCgoKUmprquG232zVlyhT97ne/U2RkpMrLy532Ly8vl5%2Bfn2PfH9peW6zKysoc%2B9e%2BNNiiRYt6ry8tLU3Lly93GktKSlJycnK953BHgYF%2BDdrf399%2B7Z0siFzW467ZyGUt7pqrVkMfI1ydJQtWRkaG3n33XU2aNEnNmjWTJFVUVMjDw0PdunXTkSNHnPbPyspyXK8VGhqqzMxM9evXT5JUWVmp7OxshYWFKSQkRF5eXsrKytKdd94pSTp27JjjZcT6SkhIUP/%2B/Z3GbDZfFRSY%2B9uIVvtppr75PT095O9v18WLZaqurmnkVd045LIed81GLmtx11xXMvsxslZTFTdLFqyAgAClpqaqVatWeuKJJ5Sbm6tFixbpt7/9rYYOHaq//vWv2r59u%2B6//37t2rVL%2B/bt0/Tp0yVJw4YN06uvvqro6GiFhITo5ZdfVlBQkHr27CkvLy8NGjRIKSkpeuWVVyRJKSkpGjJkiHx8fOq9vuDg4DovB%2BblFamqyn2/MOqjofmrq2vc8j4jl/W4azZyWYu75qrlbtksWbBuuukmrVq1SkuWLNHKlSvVvHlzDR48WFOmTFHz5s31pz/9SSkpKZo%2BfbpuvfVWvfrqqwoJCZEkxcfHq6ioSElJScrPz1d4eLhWrVolLy8vSdKsWbO0cOFCxcbGqrKyUgMGDNDMmTObMi4AALCYZkbtG0ChUeXlFZk%2Bp83moZiU3abP21h2TIiq1342m4cCA/1UUFDiVj/RkMt63DUbuazlenINWrqnkVZlvvo%2BRjRU27YtG2Xea7HWRTwAAAAWQMECAAAwGQULAADAZBQsAAAAk1GwAAAATEbBAgAAMBkFCwAAwGQULAAAAJNRsAAAAExGwQIAADAZBQsAAMBkFCwAAACTUbAAAABMRsECAAAwGQULAADAZBQsAAAAk1GwAAAATEbBAgAAMBkFCwAAwGQULAAAAJNRsAAAAExGwQIAADAZBQsAAMBkFCwAAACTUbAAAABMRsECAAAwGQULAADAZBQsAAAAk1GwAAAATEbBuorz589r3Lhx6tmzpyIjIzVv3jxVVVU19bIAAIBFULCuYsKECfL19dXu3bu1efNm7d27V%2BvXr2/qZQEAAIugYF3hxIkT2rdvn6ZMmSK73a7bbrtN48aNU2pqalMvDQAAWAQF6wqZmZkKCAhQu3btHGMdOnRQTk6OLl682IQrAwAAVmFr6gW4mpKSEtntdqex2tulpaXy9/e/5hy5ubnKy8tzGrPZfBUcHGzeQiV5elqrH9ts9VtvbS6r5bsWclmPu2Yjl7W4a64r1fcxwiooWFfw9fVVWVmZ01jtbT8/v3rNkZaWpuXLlzuN/dd//ZfGjx9vziL/f7m5uRp5U6YSEhJML29NKTc3V3/962vksgh3zSW5bzZyWcv15Pp83m8aaVXXLzc3V2lpaW73%2BarlXnXRBKGhoSosLNS5c%2BccY8eOHdNNN92kli1b1muOhIQEbdmyxekjISHB9LXm5eVp%2BfLldZ4tszpyWYu75pLcNxu5rIVc1sQzWFdo3769evToofnz52vOnDkqKCjQihUrFB8fX%2B85goOD3bKNAwCA%2BuEZrKtYtmyZqqqqNGDAAP3ud7/Tvffeq3HjxjX1sgAAgEXwDNZVBAUFadmyZU29DAAAYFGes2fPnt3Ui8BP5%2Bfnp169etX7AnyrIJe1uGsuyX2zkctayGU9zQzDMJp6EQAAAO6Ea7AAAABMRsECAAAwGQULAADAZBQsAAAAk1GwAAAATEbBAgAAMBkFCwAAwGQULAAAAJNRsCzq/PnzGjdunHr27KnIyEjNmzdPVVVVTb2sa8rIyNATTzyhXr16KSoqSlOnTlV%2Bfr4kadasWeratasiIiIcH2lpaY5j16xZo%2BjoaHXv3l2JiYn69ttvmypGHdu3b1fnzp2d1j5lyhRJ0scff6zY2Fh1795dgwYN0kcffeR0rCvneuedd5wyRUREqGvXrurataskafTo0QoPD3fa/sknn0iSqqurtXDhQvXp00cRERF66qmnlJub25RxJEn5%2BfmKiYlRenq6Y%2Byrr77S8OHDFRERof79%2B%2BvNN990Ombr1q2KiYlR9%2B7dFRcXp4MHDzq2uUrOq%2BXauXOnHnroId11113q37%2B/li9frpqaGsf2QYMG6c4773T6/B07dkySVFpaqmnTpikyMlI9evTQ1KlTVVJS4hK5rud7havmev755%2Bt8rf3yl7/UqFGjJEk1NTWKiIhQ9%2B7dnfYpLS2V1PSPCT/2vd0dvr5%2BEgOW9NhjjxmTJk0ySktLjZMnTxqDBw821qxZ09TL%2BlFlZWVGVFSU8corrxiXLl0y8vPzjTFjxhh//OMfDcMwjN/%2B9rfGli1brnrsli1bjHvvvdf45ptvjPLycmPBggXG4MGDjZqamhsZ4Qe99NJLxrPPPltn/Pjx40Z4eLjx97//3aisrDTee%2B89o1u3bsaZM2cMw3D9XFc6c%2BaMERUVZfztb38zDMMwIiMjjfT09Kvu%2B%2BqrrxqxsbFGTk6OUVRUZEyYMMEYM2bMjVxuHZ9//rlx3333GWFhYcZnn31mGIZhFBYWGr169TI2bdpkVFZWGp9%2B%2BqkRERFhfPXVV4ZhGMZnn31mREREGJ9//rlRUVFh/OUvfzEiIyON0tJSwzBcI%2BfVch06dMjo1q2b8eGHHxrV1dVGVlaW0a9fP2Pt2rWGYRhGUVGR0alTJ%2BO777676pzPPvusMXLkSKOgoMA4d%2B6c8dhjjxmzZ8%2B%2BYZkM4%2Bq5DOP6vle4cq7v2717t9GrVy/jm2%2B%2BMQzDMI4ePWp06dLFuHTp0lX3b8rHhB/73u4OX18/FQXLgrKzs42wsDDHg7RhGMZ7771n/PrXv27CVV3bsWPHjFGjRhlVVVWOsQ8%2B%2BMC46667jEuXLhldunRxfDO50sMPP2ysXLnScbuiosKIiIgw9u7d2%2Bjrro8RI0YYmzZtqjO%2BZMkS44knnnAaGzVqlPHKK68YhuH6ub6vpqbGSExMNKZPn24YhmGcPHnSuOOOO4yioqKr7h8dHW288847jtt5eXlGp06djJMnT96Q9V5py5Ytxq9//Wvjvffec3pge%2BONN4z777/fad/nn3/emDp1qmEYhjFp0iRjxowZTtt/85vfGJs3bzYMo%2Blz/lCu999/35g/f77TvvPnzzfGjh1rGIZh7N2714iMjLzqnKWlpUaXLl2MAwcOOMa%2B/PJLo1u3bo4Hvsb2Q7mu53uFK%2Bf6vvPnzxuRkZHG22%2B/7RjbvHmzERcXd9U5m/ox4ce%2Bt1v96%2Bt68BKhBWVmZiogIEDt2rVzjHXo0EE5OTm6ePFiE67sx91%2B%2B%2B167bXX5Onp6RjbuXOnunTpooyMDFVVVWnZsmXq06ePBg4cqNWrVztezsjKylJYWJjjOC8vL7Vv314ZGRk3PMeVampqdPjwYf3zn/9Uv379FB0drZkzZ%2BrChQt11i1JHTt2dKzblXNd6e2331ZWVpaeffZZSdKhQ4fk5%2BeniRMnqnfv3hoyZIg2b94sSSoqKtKZM2ecsgUFBalVq1Y6evRok6y/b9%2B%2B%2Bvvf/64HHnjAaTwzM7NBn6Pvb3eFnD%2BUa%2BDAgZo2bZrjdnl5uf75z3%2BqS5cuki5//ux2ux577DFFRkYqLi7O8fL1iRMnVFlZ6ZSrQ4cOKi8vV3Z2duOH0g/nup7vFa6c6/tSUlLUtWtXPfjgg46xQ4cO6dKlSxo2bJh69%2B6tESNG6IsvvpDU9I8JP/a93epfX9fD1tQLQMOVlJTIbrc7jdXeLi0tlb%2B/f1Msq0EMw9DSpUv10UcfadOmTTp37px69eqlxMRELVmyREeOHFFSUpI8PDw0evToq2b28fFxXH/QlPLz89W5c2cNHDhQy5YtU0FBgZ555hlNmTJFFRUVP7puV871fTU1NVq5cqXGjh2rFi1aSJIqKirUvXt3TZw4UaGhoUpPT9f48ePl5%2BeniIgISZKvr6/TPD4%2BPk1yvYsktW3b9qrj1/oc/Nj22ixNmfOHcn1fcXGxnn76afn4%2BOjxxx%2BXJDVr1kzh4eH67//%2Bb91yyy16//33NX78eG3atMlx7c73c9XeB02dq6io6Cd/ryguLpbkmrlqnTp1Su%2B8806d65R8fHzUrVs3Pf3002rVqpVSU1M1atQovfPOOy71mHDl9/YNGzZY%2BuvrelCwLMjX11dlZWVOY7W3/fz8mmJJDVJcXKxp06bp8OHD2rRpkzp16qROnTopKirKsU%2B3bt00cuRIbd%2B%2BXaNHj5bdbld5ebnTPOXl5S6RNygoSKmpqY7bdrtdU6ZM0e9%2B9ztFRkb%2B6LpdOdf3paenKzc3V/Hx8Y6xoUOHaujQoY7bffv21dChQ7Vjxw716dNHkur8f%2BqK2ex2u4qKipzG6vM5CgwMdDwwuHLOb7/9VsnJyWrTpo02bNjgKMijR4922u/BBx/Uu%2B%2B%2Bq507dyo2NlbS5Vy1OWoz1h7fVKKion7y94raB2pXzFXrrbfeclzg/n21zxzXGjVqlLZs2aKPP/5Y7dq1c4nHhKt9b3f3r68fw0uEFhQaGqrCwkKdO3fOMXbs2DHddNNNatmyZROu7NpOnjypYcOGqbi4WJs3b1anTp0kSR988IFef/11p30rKirk4%2BMj6XLmzMxMx7bKykplZ2fXeWq5KWRkZCglJUWGYTjGKioq5OHhoW7dujmtW7r8lHhoaKgk1871fTt37lRMTIzTT5KbN2/Wjh07nParqKhQ8%2BbN1apVK7Vr105ZWVmObXl5eSosLHS5bGFhYQ36HH1/u6vn/PjjjzV8%2BHDde%2B%2B9Wrt2rVq1auXYtnbtWu3du9dp/9rPX0hIiLy8vJxyHTt2zPFyW1O6nu8Vrpyr1q5du/TQQw/VGX/55Zf1n//8x2ms9vPlCo8JP/S93Z2/vq6FgmVB7du3V48ePTR//nwVFxfr1KlTWrFihdOzC67owoULGjlypO666y6tXbtWrVu3dmwzDEMLFizQ3r17ZRiGDh48qA0bNighIUGSNGzYMG3atEkZGRm6dOmSFi9erKCgIPXs2bOp4jgEBAQoNTVVr732mqqqqpSTk6NFixb9f%2B3bv0tqYRzH8e%2BFu/RPNNrWOQWKRQ0lpwgjMoWmpoaIaM6gJcQIciyaCreWgsCwVZpMiMShIKjFoUHToROFit87xD3k7f6kw1Xi/QIXnyM8Xw/P93zgOY%2BEQiGZnp6WXKysh0AAAAKdSURBVC4n6XRaGo2GpNNpyeVyTgPt5Lreuri4EK/X2/KdbdsSi8Xk6upKms2mZDIZOTk5ce7ZzMyM7O7uSrFYFNu2ZWNjQ3w%2Bn3R3d7ejhF%2ByLEvK5bIkk0mp1%2BuSzWYllUpJOBwWEZFIJCKpVEqy2azU63VJJpPy8PAglmWJSOfWmc/nZWlpSVZXV2VlZUW%2Bfm3dsLi/v5f19XUpFovSaDTk8PBQLi8vJRQKSVdXl0xMTEgikZBKpSKVSkUSiYRMTk46QaZdPtIrOrkuEZFqtSq3t7fv1pqIyM3NjcTjcSmVSlKr1WR7e1ts2xbLstr%2BTPhdb/%2Bs6%2BuvtPEFe3xAqVTS5eVl9fl86vf7dXNzs%2BUERyfa399Xj8ejhmGoaZotH1XVg4MDHRsbU8MwNBAItJzKazabure3p6Ojo2qaps7Nzend3V27Snnn/PxcZ2dnta%2BvT/1%2Bv8ZiMX15eVFV1bOzM52amlLTNDUYDGomk3F%2B1%2Bl1fWeaZsu8VV/nvrOzoyMjI9rb26vBYFBPT0%2Bd8VqtpltbWzo8PKz9/f26uLio5XL5f0/9p348vVUoFJz7FwgE9OjoqOX64%2BNjHR8fV9M0NRKJaD6fd8Y6qc63dS0sLGhPT8%2B7tTY/P6%2Bqr6fx4vG4Dg0NqWEYGg6HW/6Tx8dHXVtb08HBQfV6vRqNRvXp6antdal%2BrFd0cl2FQkE9Ho8%2BPz%2B/u7ZarWo0GtWBgQGnruvra2e8nc%2BEP/X2z7K%2B/tUX1Tf7GgAAAPgwtggBAABcRsACAABwGQELAADAZQQsAAAAlxGwAAAAXEbAAgAAcBkBCwAAwGUELAAAAJcRsAAAAFxGwAIAAHAZAQsAAMBlBCwAAACXEbAAAABcRsACAABwGQELAADAZd8AtXvosQXEaWsAAAAASUVORK5CYII%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common5627392875548859588\">\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\">20709</td>\n",
       "        <td class=\"number\">34.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:93%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2010</td>\n",
       "        <td class=\"number\">2645</td>\n",
       "        <td class=\"number\">4.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:12%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2008</td>\n",
       "        <td class=\"number\">2613</td>\n",
       "        <td class=\"number\">4.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:12%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2009</td>\n",
       "        <td class=\"number\">2533</td>\n",
       "        <td class=\"number\">4.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:12%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2000</td>\n",
       "        <td class=\"number\">2091</td>\n",
       "        <td class=\"number\">3.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:10%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2007</td>\n",
       "        <td class=\"number\">1587</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\">2006</td>\n",
       "        <td class=\"number\">1471</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=\"\">\n",
       "        <td class=\"fillremaining\">2003</td>\n",
       "        <td class=\"number\">1286</td>\n",
       "        <td class=\"number\">2.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2011</td>\n",
       "        <td class=\"number\">1256</td>\n",
       "        <td class=\"number\">2.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2004</td>\n",
       "        <td class=\"number\">1123</td>\n",
       "        <td class=\"number\">1.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (45)</td>\n",
       "        <td class=\"number\">22086</td>\n",
       "        <td class=\"number\">37.2%</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=\"extreme5627392875548859588\">\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\">20709</td>\n",
       "        <td class=\"number\">34.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1960</td>\n",
       "        <td class=\"number\">102</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\">1961</td>\n",
       "        <td class=\"number\">21</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\">1962</td>\n",
       "        <td class=\"number\">30</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1963</td>\n",
       "        <td class=\"number\">85</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&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\">2009</td>\n",
       "        <td class=\"number\">2533</td>\n",
       "        <td class=\"number\">4.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:95%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2010</td>\n",
       "        <td class=\"number\">2645</td>\n",
       "        <td class=\"number\">4.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2011</td>\n",
       "        <td class=\"number\">1256</td>\n",
       "        <td class=\"number\">2.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:48%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2012</td>\n",
       "        <td class=\"number\">1084</td>\n",
       "        <td class=\"number\">1.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:41%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2013</td>\n",
       "        <td class=\"number\">176</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&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_extraction_type\">extraction_type<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>18</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-8611852526012535271\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>gravity</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 45.1%\">\n",
       "            26780\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>nira/tanira</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:31%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 13.7%\">\n",
       "            8154\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>other</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:24%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 10.8%\">\n",
       "            6430\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (15)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:67%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 30.4%\">\n",
       "            18036\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-8611852526012535271, #minifreqtable-8611852526012535271\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-8611852526012535271\">\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\">gravity</td>\n",
       "        <td class=\"number\">26780</td>\n",
       "        <td class=\"number\">45.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">nira/tanira</td>\n",
       "        <td class=\"number\">8154</td>\n",
       "        <td class=\"number\">13.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:31%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">6430</td>\n",
       "        <td class=\"number\">10.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:24%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">submersible</td>\n",
       "        <td class=\"number\">4764</td>\n",
       "        <td class=\"number\">8.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:18%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">swn 80</td>\n",
       "        <td class=\"number\">3670</td>\n",
       "        <td class=\"number\">6.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">mono</td>\n",
       "        <td class=\"number\">2865</td>\n",
       "        <td class=\"number\">4.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:11%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">india mark ii</td>\n",
       "        <td class=\"number\">2400</td>\n",
       "        <td class=\"number\">4.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">afridev</td>\n",
       "        <td class=\"number\">1770</td>\n",
       "        <td class=\"number\">3.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">ksb</td>\n",
       "        <td class=\"number\">1415</td>\n",
       "        <td class=\"number\">2.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other - rope pump</td>\n",
       "        <td class=\"number\">451</td>\n",
       "        <td class=\"number\">0.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (8)</td>\n",
       "        <td class=\"number\">701</td>\n",
       "        <td class=\"number\">1.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&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_extraction_type_group\">extraction_type_group<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>13</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=\"minifreqtable4814841055690637495\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>gravity</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 45.1%\">\n",
       "            26780\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>nira/tanira</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:31%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 13.7%\">\n",
       "            8154\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>other</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:24%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 10.8%\">\n",
       "            6430\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (10)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:67%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 30.4%\">\n",
       "            18036\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=\"#freqtable4814841055690637495, #minifreqtable4814841055690637495\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable4814841055690637495\">\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\">gravity</td>\n",
       "        <td class=\"number\">26780</td>\n",
       "        <td class=\"number\">45.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">nira/tanira</td>\n",
       "        <td class=\"number\">8154</td>\n",
       "        <td class=\"number\">13.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:31%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">6430</td>\n",
       "        <td class=\"number\">10.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:24%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">submersible</td>\n",
       "        <td class=\"number\">6179</td>\n",
       "        <td class=\"number\">10.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:23%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">swn 80</td>\n",
       "        <td class=\"number\">3670</td>\n",
       "        <td class=\"number\">6.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">mono</td>\n",
       "        <td class=\"number\">2865</td>\n",
       "        <td class=\"number\">4.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:11%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">india mark ii</td>\n",
       "        <td class=\"number\">2400</td>\n",
       "        <td class=\"number\">4.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">afridev</td>\n",
       "        <td class=\"number\">1770</td>\n",
       "        <td class=\"number\">3.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">rope pump</td>\n",
       "        <td class=\"number\">451</td>\n",
       "        <td class=\"number\">0.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other handpump</td>\n",
       "        <td class=\"number\">364</td>\n",
       "        <td class=\"number\">0.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (3)</td>\n",
       "        <td class=\"number\">337</td>\n",
       "        <td class=\"number\">0.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&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_extraction_type_class\">extraction_type_class<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>7</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-507137038552199787\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>gravity</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 45.1%\">\n",
       "            26780\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>handpump</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:61%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 27.7%\">\n",
       "            16456\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>other</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:24%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 10.8%\">\n",
       "            6430\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (4)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:36%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 16.4%\">\n",
       "            9734\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-507137038552199787, #minifreqtable-507137038552199787\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-507137038552199787\">\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\">gravity</td>\n",
       "        <td class=\"number\">26780</td>\n",
       "        <td class=\"number\">45.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">handpump</td>\n",
       "        <td class=\"number\">16456</td>\n",
       "        <td class=\"number\">27.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:61%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">6430</td>\n",
       "        <td class=\"number\">10.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:24%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">submersible</td>\n",
       "        <td class=\"number\">6179</td>\n",
       "        <td class=\"number\">10.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:23%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">motorpump</td>\n",
       "        <td class=\"number\">2987</td>\n",
       "        <td class=\"number\">5.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:12%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">rope pump</td>\n",
       "        <td class=\"number\">451</td>\n",
       "        <td class=\"number\">0.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">wind-powered</td>\n",
       "        <td class=\"number\">117</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_management\">management<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>12</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=\"minifreqtable7657836808366282814\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>vwc</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: 68.2%\">\n",
       "            40507\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>wug</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:16%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 11.0%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        6515\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>water board</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: 4.9%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        2933\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (9)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:24%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 15.9%\">\n",
       "            9445\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=\"#freqtable7657836808366282814, #minifreqtable7657836808366282814\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable7657836808366282814\">\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\">vwc</td>\n",
       "        <td class=\"number\">40507</td>\n",
       "        <td class=\"number\">68.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">wug</td>\n",
       "        <td class=\"number\">6515</td>\n",
       "        <td class=\"number\">11.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">water board</td>\n",
       "        <td class=\"number\">2933</td>\n",
       "        <td class=\"number\">4.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">wua</td>\n",
       "        <td class=\"number\">2535</td>\n",
       "        <td class=\"number\">4.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">private operator</td>\n",
       "        <td class=\"number\">1971</td>\n",
       "        <td class=\"number\">3.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">parastatal</td>\n",
       "        <td class=\"number\">1768</td>\n",
       "        <td class=\"number\">3.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">water authority</td>\n",
       "        <td class=\"number\">904</td>\n",
       "        <td class=\"number\">1.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">844</td>\n",
       "        <td class=\"number\">1.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">company</td>\n",
       "        <td class=\"number\">685</td>\n",
       "        <td class=\"number\">1.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">unknown</td>\n",
       "        <td class=\"number\">561</td>\n",
       "        <td class=\"number\">0.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (2)</td>\n",
       "        <td class=\"number\">177</td>\n",
       "        <td class=\"number\">0.3%</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_management_group\">management_group<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>5</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=\"minifreqtable3725772259659295564\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>user-group</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: 88.4%\">\n",
       "            52490\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>commercial</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:7%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 6.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        3638\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>parastatal</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:4%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 3.0%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1768\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (2)</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: 2.5%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1504\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=\"#freqtable3725772259659295564, #minifreqtable3725772259659295564\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable3725772259659295564\">\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\">user-group</td>\n",
       "        <td class=\"number\">52490</td>\n",
       "        <td class=\"number\">88.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">commercial</td>\n",
       "        <td class=\"number\">3638</td>\n",
       "        <td class=\"number\">6.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">parastatal</td>\n",
       "        <td class=\"number\">1768</td>\n",
       "        <td class=\"number\">3.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">943</td>\n",
       "        <td class=\"number\">1.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">unknown</td>\n",
       "        <td class=\"number\">561</td>\n",
       "        <td class=\"number\">0.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&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_payment\">payment<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>7</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-3045365682953765389\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>never pay</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 42.7%\">\n",
       "            25348\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>pay per bucket</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:36%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 15.1%\">\n",
       "            8985\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>pay monthly</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:33%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 14.0%\">\n",
       "            8300\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (4)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:66%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 28.2%\">\n",
       "            16767\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-3045365682953765389, #minifreqtable-3045365682953765389\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-3045365682953765389\">\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\">never pay</td>\n",
       "        <td class=\"number\">25348</td>\n",
       "        <td class=\"number\">42.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">pay per bucket</td>\n",
       "        <td class=\"number\">8985</td>\n",
       "        <td class=\"number\">15.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:36%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">pay monthly</td>\n",
       "        <td class=\"number\">8300</td>\n",
       "        <td class=\"number\">14.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:33%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">unknown</td>\n",
       "        <td class=\"number\">8157</td>\n",
       "        <td class=\"number\">13.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:32%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">pay when scheme fails</td>\n",
       "        <td class=\"number\">3914</td>\n",
       "        <td class=\"number\">6.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">pay annually</td>\n",
       "        <td class=\"number\">3642</td>\n",
       "        <td class=\"number\">6.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">1054</td>\n",
       "        <td class=\"number\">1.8%</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_payment_type\">payment_type<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>7</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-9002154581930909365\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>never pay</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 42.7%\">\n",
       "            25348\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>per bucket</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:36%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 15.1%\">\n",
       "            8985\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>monthly</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:33%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 14.0%\">\n",
       "            8300\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (4)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:66%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 28.2%\">\n",
       "            16767\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-9002154581930909365, #minifreqtable-9002154581930909365\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-9002154581930909365\">\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\">never pay</td>\n",
       "        <td class=\"number\">25348</td>\n",
       "        <td class=\"number\">42.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">per bucket</td>\n",
       "        <td class=\"number\">8985</td>\n",
       "        <td class=\"number\">15.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:36%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">monthly</td>\n",
       "        <td class=\"number\">8300</td>\n",
       "        <td class=\"number\">14.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:33%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">unknown</td>\n",
       "        <td class=\"number\">8157</td>\n",
       "        <td class=\"number\">13.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:32%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">on failure</td>\n",
       "        <td class=\"number\">3914</td>\n",
       "        <td class=\"number\">6.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">annually</td>\n",
       "        <td class=\"number\">3642</td>\n",
       "        <td class=\"number\">6.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">1054</td>\n",
       "        <td class=\"number\">1.8%</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_water_quality\">water_quality<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>8</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=\"minifreqtable7522239065053434842\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>soft</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 85.6%\">\n",
       "            50818\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>salty</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:10%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 8.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        4856\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>unknown</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:4%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 3.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1876\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (5)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:4%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 3.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1850\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=\"#freqtable7522239065053434842, #minifreqtable7522239065053434842\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable7522239065053434842\">\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\">soft</td>\n",
       "        <td class=\"number\">50818</td>\n",
       "        <td class=\"number\">85.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">salty</td>\n",
       "        <td class=\"number\">4856</td>\n",
       "        <td class=\"number\">8.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:10%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">unknown</td>\n",
       "        <td class=\"number\">1876</td>\n",
       "        <td class=\"number\">3.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">milky</td>\n",
       "        <td class=\"number\">804</td>\n",
       "        <td class=\"number\">1.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">coloured</td>\n",
       "        <td class=\"number\">490</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\">salty abandoned</td>\n",
       "        <td class=\"number\">339</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\">fluoride</td>\n",
       "        <td class=\"number\">200</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">fluoride abandoned</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>\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_quality_group\">quality_group<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=\"minifreqtable5904319299311950051\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>good</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 85.6%\">\n",
       "            50818\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>salty</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:11%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 8.7%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        5195\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>unknown</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:4%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 3.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1876\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (3)</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: 2.5%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1511\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=\"#freqtable5904319299311950051, #minifreqtable5904319299311950051\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable5904319299311950051\">\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\">good</td>\n",
       "        <td class=\"number\">50818</td>\n",
       "        <td class=\"number\">85.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">salty</td>\n",
       "        <td class=\"number\">5195</td>\n",
       "        <td class=\"number\">8.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:11%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">unknown</td>\n",
       "        <td class=\"number\">1876</td>\n",
       "        <td class=\"number\">3.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">milky</td>\n",
       "        <td class=\"number\">804</td>\n",
       "        <td class=\"number\">1.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">colored</td>\n",
       "        <td class=\"number\">490</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\">fluoride</td>\n",
       "        <td class=\"number\">217</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><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4 pp-anchor\" id=\"pp_var_quantity\">quantity<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>5</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-5961536747579259478\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>enough</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 55.9%\">\n",
       "            33186\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>insufficient</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:46%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 25.5%\">\n",
       "            15129\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>dry</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:19%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 10.5%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        6246\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (2)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:15%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 8.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        4839\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-5961536747579259478, #minifreqtable-5961536747579259478\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-5961536747579259478\">\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\">enough</td>\n",
       "        <td class=\"number\">33186</td>\n",
       "        <td class=\"number\">55.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">insufficient</td>\n",
       "        <td class=\"number\">15129</td>\n",
       "        <td class=\"number\">25.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:46%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">dry</td>\n",
       "        <td class=\"number\">6246</td>\n",
       "        <td class=\"number\">10.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:19%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">seasonal</td>\n",
       "        <td class=\"number\">4050</td>\n",
       "        <td class=\"number\">6.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">unknown</td>\n",
       "        <td class=\"number\">789</td>\n",
       "        <td class=\"number\">1.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&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_quantity_group\">quantity_group<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>5</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=\"minifreqtable7120985465718765590\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>enough</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 55.9%\">\n",
       "            33186\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>insufficient</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:46%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 25.5%\">\n",
       "            15129\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>dry</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:19%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 10.5%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        6246\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (2)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:15%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 8.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        4839\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=\"#freqtable7120985465718765590, #minifreqtable7120985465718765590\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable7120985465718765590\">\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\">enough</td>\n",
       "        <td class=\"number\">33186</td>\n",
       "        <td class=\"number\">55.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">insufficient</td>\n",
       "        <td class=\"number\">15129</td>\n",
       "        <td class=\"number\">25.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:46%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">dry</td>\n",
       "        <td class=\"number\">6246</td>\n",
       "        <td class=\"number\">10.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:19%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">seasonal</td>\n",
       "        <td class=\"number\">4050</td>\n",
       "        <td class=\"number\">6.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">unknown</td>\n",
       "        <td class=\"number\">789</td>\n",
       "        <td class=\"number\">1.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&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_source\">source<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>10</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=\"minifreqtable1628552075260019752\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>spring</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: 28.7%\">\n",
       "            17021\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>shallow well</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:98%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 28.3%\">\n",
       "            16824\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>machine dbh</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: 18.6%\">\n",
       "            11075\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (7)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:85%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 24.4%\">\n",
       "            14480\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=\"#freqtable1628552075260019752, #minifreqtable1628552075260019752\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable1628552075260019752\">\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\">spring</td>\n",
       "        <td class=\"number\">17021</td>\n",
       "        <td class=\"number\">28.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">shallow well</td>\n",
       "        <td class=\"number\">16824</td>\n",
       "        <td class=\"number\">28.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:98%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">machine dbh</td>\n",
       "        <td class=\"number\">11075</td>\n",
       "        <td class=\"number\">18.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:65%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">river</td>\n",
       "        <td class=\"number\">9612</td>\n",
       "        <td class=\"number\">16.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:56%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">rainwater harvesting</td>\n",
       "        <td class=\"number\">2295</td>\n",
       "        <td class=\"number\">3.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">hand dtw</td>\n",
       "        <td class=\"number\">874</td>\n",
       "        <td class=\"number\">1.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">lake</td>\n",
       "        <td class=\"number\">765</td>\n",
       "        <td class=\"number\">1.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">dam</td>\n",
       "        <td class=\"number\">656</td>\n",
       "        <td class=\"number\">1.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">212</td>\n",
       "        <td class=\"number\">0.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">unknown</td>\n",
       "        <td class=\"number\">66</td>\n",
       "        <td class=\"number\">0.1%</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_source_type\">source_type<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>7</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=\"minifreqtable5711410285174362010\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>spring</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: 28.7%\">\n",
       "            17021\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>shallow well</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:98%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 28.3%\">\n",
       "            16824\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>borehole</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:70%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 20.1%\">\n",
       "            11949\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (4)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:80%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 22.9%\">\n",
       "            13606\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=\"#freqtable5711410285174362010, #minifreqtable5711410285174362010\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable5711410285174362010\">\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\">spring</td>\n",
       "        <td class=\"number\">17021</td>\n",
       "        <td class=\"number\">28.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">shallow well</td>\n",
       "        <td class=\"number\">16824</td>\n",
       "        <td class=\"number\">28.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:98%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">borehole</td>\n",
       "        <td class=\"number\">11949</td>\n",
       "        <td class=\"number\">20.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:70%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">river/lake</td>\n",
       "        <td class=\"number\">10377</td>\n",
       "        <td class=\"number\">17.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:61%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">rainwater harvesting</td>\n",
       "        <td class=\"number\">2295</td>\n",
       "        <td class=\"number\">3.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">dam</td>\n",
       "        <td class=\"number\">656</td>\n",
       "        <td class=\"number\">1.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">278</td>\n",
       "        <td class=\"number\">0.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&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_source_class\">source_class<br/>\n",
       "            <small>Categorical</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <table class=\"stats \">\n",
       "        <tr class=\"\">\n",
       "            <th>Distinct count</th>\n",
       "            <td>3</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>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-1695712094439980306\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>groundwater</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: 77.1%\">\n",
       "            45794\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>surface</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:29%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 22.4%\">\n",
       "            13328\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>unknown</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: 0.5%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        278\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-1695712094439980306, #minifreqtable-1695712094439980306\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-1695712094439980306\">\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\">groundwater</td>\n",
       "        <td class=\"number\">45794</td>\n",
       "        <td class=\"number\">77.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">surface</td>\n",
       "        <td class=\"number\">13328</td>\n",
       "        <td class=\"number\">22.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:29%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">unknown</td>\n",
       "        <td class=\"number\">278</td>\n",
       "        <td class=\"number\">0.5%</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_waterpoint_type\">waterpoint_type<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>7</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-1186643011696299667\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>communal standpipe</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: 48.0%\">\n",
       "            28522\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>hand pump</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:61%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 29.4%\">\n",
       "            17488\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>other</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: 10.7%\">\n",
       "            6380\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (4)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:25%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 11.8%\">\n",
       "            7010\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-1186643011696299667, #minifreqtable-1186643011696299667\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-1186643011696299667\">\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\">communal standpipe</td>\n",
       "        <td class=\"number\">28522</td>\n",
       "        <td class=\"number\">48.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">hand pump</td>\n",
       "        <td class=\"number\">17488</td>\n",
       "        <td class=\"number\">29.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:61%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">6380</td>\n",
       "        <td class=\"number\">10.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:23%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">communal standpipe multiple</td>\n",
       "        <td class=\"number\">6103</td>\n",
       "        <td class=\"number\">10.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:22%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">improved spring</td>\n",
       "        <td class=\"number\">784</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\">cattle trough</td>\n",
       "        <td class=\"number\">116</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\">dam</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>\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_waterpoint_type_group\">waterpoint_type_group<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-1128339131198870430\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>communal standpipe</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: 58.3%\">\n",
       "            34625\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>hand pump</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:51%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 29.4%\">\n",
       "            17488\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>other</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:19%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 10.7%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        6380\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (3)</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: 1.5%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        907\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-1128339131198870430, #minifreqtable-1128339131198870430\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-1128339131198870430\">\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\">communal standpipe</td>\n",
       "        <td class=\"number\">34625</td>\n",
       "        <td class=\"number\">58.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">hand pump</td>\n",
       "        <td class=\"number\">17488</td>\n",
       "        <td class=\"number\">29.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:51%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">6380</td>\n",
       "        <td class=\"number\">10.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:19%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">improved spring</td>\n",
       "        <td class=\"number\">784</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\">cattle trough</td>\n",
       "        <td class=\"number\">116</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\">dam</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>\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 src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAp0AAAJSCAYAAACBa35fAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xl8VOXZ//HPZA9hSUoSEGSHhEdAGAhEEVA2eUQFREiQRbCAsoXFrVbqAohVq/YRIoosrlCCspQKlrbSoq0QlLAJjbKTBcgCSBII2eb3R8j8GBJhYO4jhHzfr1dekznLlXvuOWfmynWfxeZwOByIiIiIiFjI61o3QERERERufEo6RURERMRySjpFRERExHJKOkVERETEcko6RURERMRySjpFRERExHJKOkVERETEcko6RURERMRySjpFRERExHI%2B17oBIiJXIjU1lZ49e/7sfF9fX6pXr07jxo256667GD58ONWrV/8FWygiIhWx6TaYIlKZXJh0RkRElEsoCwsLOXHiBGlpaQDUq1ePDz74gEaNGv3ibRURkf9PSaeIVCoXJp0fffQR0dHRFS6XmJjIhAkTyM3NxW63s2zZsl%2BymSIichEd0ykiN6To6Ggef/xxALZt28b3339/jVskIlK1KekUkRtW7969nb/v2LHjGrZERER0IpGI3LBq1Kjh/D0vL89l3rfffsvHH39MUlISp06dombNmrRr144RI0Zw%2B%2B23Vxjv9OnTLFu2jI0bN7Jv3z5yc3MJDAykYcOGdO/enYcffphatWq5rBMZGQnAf/7zH1555RW%2B/PJLvLy8aNWqFYsXL8bHx4cdO3bwwQcfsGfPHo4ePYq/vz9NmjShV69eDB06tMITofLz81m2bBnr1q1j3759FBYWUqdOHTp37syvf/1rGjdu7LJ8YmIiDz/8MG3btmXJkiV8/PHHrF69msOHD%2BPr60urVq0YMWIEvXr1upquFhG5LCWdInLDOnz4sPP3unXrOn9//fXXWbBgAQC1atUiIiKCjIwMvvzyS7788kvGjBnDU0895RLr0KFDjBo1iqNHj%2BLj40PDhg2pX78%2BaWlp7N69m927d7N27VpWrFhBUFBQubbExcWxbds2IiIiOHHiBGFhYfj4%2BPC3v/2NadOmUVRUREhICM2bNycvL4%2BdO3eyY8cO1qxZw7Jly1wSz2PHjvHII49w4MABABo3bkxQUBD79%2B8nISGB1atX88orr9C3b99y7SgsLGTs2LFs2rSJkJAQmjVrxsGDB9m8eTObN2/mxRdf5KGHHvKs40VEKuIQEalEUlJSHBEREY6IiAjH5s2bL7ns008/7YiIiHC0atXKkZmZ6XA4HI4//elPjoiICEdUVJTjz3/%2Bs3PZkpISx9q1ax3t2rVzREREOJYvX%2B4Sa/jw4Y6IiAhHTEyM4/jx4y7rrVq1ytGyZUtHRESE45NPPnFZr6ytrVu3dmzZssXhcDgcxcXFjpMnTzqKi4sdd9xxhyMiIsKxYMECR1FRkXO977//3nHbbbc5IiIiHPPnz3dOLyoqcvTv398RERHh6NOnj%2BO///2vc15OTo5j%2BvTpzte8fft257zNmzc729KuXTvHmjVrnPNOnz7tGDlypCMiIsLRqVMnR2Fh4SX7VUTkauiYThG5oeTn57Nnzx5eeOEFVq9eDcCoUaMIDQ2loKCAuXPnAvDyyy/Tr18/53o2m42%2Bffs6K5xz586lqKgIgOzsbPbu3QvArFmzCA8Pd1lvwIABdOrUCYAffvihwnbdc889dOzYEQAvLy%2BCg4M5ceIEmZmZAMTExODt7e1cvlWrVkybNo1evXoRHBzsnP7Xv/6V//73v/j7%2B7NgwQJatmzpnFe9enVeeuklunbtSmFhIX/84x8rbMvkyZO5//77nc9r1KjhfN2nTp3i4MGDP9O7IiJXT8PrIlJpPfzww5ddZvDgwUyZMgUoPYs9KyuLoKCgn73AfL9%2B/Zg1axbHjx9nz5493HrrrdSuXZvNmzeTn59PQEBAuXWKi4udw9/5%2BfkVxu3QoUO5aSEhIdSqVYuffvqJJ598kvHjx9O2bVu8vErrATExMcTExLiss2HDBgB69OhBgwYNKvxbjzzyCF9//TVbtmwhJyfH5dhWgO7du5dbp1mzZs7fT58%2BXWFcERFPKOkUkUrr4ovD22w2/P39CQ4OJjIykl69etG8eXPn/LJqZWFhIcOGDfvZuN7e3pSUlHDgwAFuvfVW5/SAgACOHj3Kjh07OHLkCCkpKezfv5///ve/nDlzBoCSkpIKY4aFhVX4d5588kmee%2B45Nm7cyMaNG6lVqxbR0dHccccd3HXXXS7HogLOKmSrVq1%2Btv1l84qLizl8%2BDCtW7d2mV%2BnTp1y61yYTBcXF/9sbBGRq6WkU0Qqrd/97nc/e3H4iuTk5ABQUFBAUlLSZZe/sOJ34MABXnvtNTZu3OiSWFavXp2oqCgyMjJITk7%2B2VgVVUihtJrZqFEj3n//fb755ht%2B%2Bukn/va3v/G3v/0Nm83GXXfdxYsvvuhMPnNzcwHKVS8vdGEifvFZ%2B1B6q9BLceieISJiASWdIlJlBAYGAqWVwJUrV7q9XnZ2NsOHDyc7O5t69eoRExPDLbfcQtOmTbn55pux2Ww88cQTl0w6LyU6Opro6Gjy8/P57rvv%2BPbbb/n666/ZvXs3//znPzl69CirV6/GZrM5z4wvS6ArcmGyXNGZ9CIi14KSThGpMpo0aQKUXv6oqKgIH5/yH4EOh4PExETq1q1LvXr18PPzY8WKFWRnZxMcHMyKFSv41a9%2BVW6948ePX3F7CgoKSElJITc3l7Zt2xIQEECXLl3o0qUL06ZNY%2B3atTz%2B%2BOMkJyfzww8/0LJlS5o2bcqePXvYvXv3z8bdtWsXUHq4QcOGDa%2B4XSIiVtDZ6yJSZXTs2JEaNWqQl5f3s5XOv/zlL4wcOZJ77rmHY8eOAaX3eweoV69ehQnnvn372L59O3Blx0N%2B9dVX9O3bl0cffZSCgoJy8zt37uz8vSxu2UlAGzZsICUlpcK4H330EQDt2rWjZs2abrdHRMRKSjpFpMqoVq0ajz76KACzZ89mxYoVLsdn/uMf/%2BCFF14ASi9xVFYlbNq0KQDJycmsX7/eubzD4eCrr75izJgxFBYWAnD27Fm329OtWzdCQkI4deoUv/nNbzh16pRzXl5eHq%2B%2B%2BioAN910Ey1atADgf//3f4mMjOTcuXOMHTvWZUg/NzeX5557jn//%2B9/4%2BPjw5JNPut85IiIW0/C6iFQpY8eOJSUlheXLl/Pss8/yhz/8gZtvvpnjx4%2BTkZEBQPv27XnppZec6wwaNIilS5dy%2BPBhJk%2BeTP369QkJCeHo0aNkZ2fj6%2BtLp06d2LJlyxUNs/v5%2BfHWW28xevRo1q1bx5dffknDhg3x8vIiJSWFM2fOEBgYyCuvvIKfnx8APj4%2BzJs3j7Fjx3LgwAH69%2B/vckeisss6zZgxg6ioKLOdJyLiASWdIlKl2Gw2Zs2aRZ8%2BfVi2bBnbt293Xmy9Xbt23HfffcTGxjqTPCg9G/yzzz5jwYIF/POf/yQ1NZWsrCzq1q3LXXfdxciRI6lWrRq9evUiOTmZ9PR06tWr51Z7oqOj%2BfTTT3n//ffZunUrhw4dwsfHh7p169KlSxd%2B/etfl4t18803s2LFCv70pz/x17/%2Blf3793Ps2DFuuukmunbtyrBhw8rde11E5FqzOXRtDBERERGxmI7pFBERERHLKekUEREREcsp6RQRERERyynpFBEREankTpw4Qe/evUlMTPzZZTZu3Mj9999Pu3btuOeee/jnP//pMn/BggV069aNdu3aMWLECA4cOGC0jUo6RURERCqxrVu3Ehsby5EjR352mUOHDhEXF8eUKVP47rvviIuLY%2BrUqc7LvK1atYqPP/6YRYsWkZiYSKtWrZg8eTImzzdX0ikiIiJSSa1atYonn3ySadOmXXa5qKgoevXqhY%2BPD3379qVjx44kJCQAsHz5coYOHUqLFi3w9/fniSeeID09/ZKV0yulpFNERETkGsnIyGD37t0uP2U3qnBHly5d%2BPvf/07fvn0vudy%2BffuIiIhwmda8eXPnXc0unu/r60vjxo1d7nrmKV0cXipms5mP2aQJ7N0LLVrAwYNGQjpKdJnZqsxG5Xj/HViwP4lUUVZ8PV3LP54wZw7x8fEu0yZNmkRcXJxb64eFhbm1XF5eHoGBgS7TAgICOHPmjFvzTVDSKb%2Bc4GDw9i59vM7ZbFAZbptQWdoJlaitlaShlaSZQOVpq9ppXmVq67USGxtLjx49XKa5m0heicDAQPLz812m5efnExQU5NZ8E5R0ioiIiLjDy/xRieHh4YSHhxuPe7GIiAh2797tMm3fvn20bt0agBYtWrB37166d%2B8OQGFhIYcOHSo3JO8JHdMpIiIicoPr168fW7ZsYd26dRQVFbFu3Tq2bNlC//79AXjwwQf55JNPSE5O5ty5c7zxxhuEhoYSFRVlrA2qdIqIiIi4w4JKp5XsdjszZsygX79%2BNGvWjLfffpvXX3%2Bd6dOnU79%2BfebOnUuTJk0AGDRoEDk5OUycOJETJ07Qpk0b5s%2Bfj6%2Bvr7H22BwmL8AkNw4rjtS22yEpCdq3h23bjIS06kSiynIcUmVpJ1jTVktOJLKgoVacSFTV33srqJ3mWbLfX8sTiQwmYE6FheZjXqdU6RQRERFxRyWrdF5vlHSKiIiIuENJp0fUeyIiIiJiOVU6RURERNyhSqdH1HsiIiIiYjlVOkVERETcoUqnR5R0ioiIiLhDSadH1HsiIiIiYjlVOkVERETcoUqnR9R7IiIiImI5VTpFRERE3KFKp0fUe5VUeno6drud9PT0cvNWrlxJjx49rkGrREREbmBeXuZ/qhBVOiupevXqsW3btmvdDBERERG3VK0U%2BwaSmppKZGQkqamp7N%2B/nxEjRmC327n//vvZs2fPtW6eiIjIjUeVTo%2Bo0lnJFRUV8dhjj9GtWzcWLlzIkSNHGDt2LF5XsCFnZGSQmZnpMi2sSRPCg4PNNrZlS9dHERERqTKUdFZyGRkZHD16lKeffhp/f39atGjBI488wocffuh2jISEBOLj412mTZoyhbgpU0w3t9TSpcZC2YxFqiC2lcENqiztBCvaatGLN9xQq96iqv3eW0PtNK8ytfWyqlhl0jQlnZVcUlISISEhBAQEOKc1bNjwimLExsaWO/Eo7P774QoSV7e0bFmacA4dCsnJRkI6tiYZiXMxmw0cDktCG1VZ2gnWtNWGBS/egoY6LEg7q/p7bwW10zxL9vtrmcQq6fSIks5KLioqijlz5pCXl0dQUBAAx44du6IY4eHhhIeHu048eNBUE8tLTgadBCUiIlKlKGWv5MLDw2nSpAkvvfQSZ8%2Be5fDhwyxevPhaN0tEROTGoxOJPFK1Xu0NyMvLi/fee4%2BMjAw6d%2B7MmDFj6Nmz57VuloiIyI1HSadHbA5HZTkyRH5RVhw0Y7dDUhK0b29seN1RYs3mW1mOmaos7QQd02laVX/vraB2mnfDHdPZqJH5mIcPm495ndIxnSIiIiLuqGKVSdPUeyIiIiJiOVU6RURERNyhSqdHlHSKiIiIuENJp0fUeyIiIiJiOVU6RURERNyhSqdH1HsiIiIiYjlVOkVERETcoUqnR5R0ioiIiLhDSadH1HsiIiIiYjlVOkVERETcoUqnR9R7IiIiImI5VTpFRERE3KFKp0eUdIqIiIi4Q0mnR9R7IiIiImI5VTqlQo4ShyVxbYBja5K5eF42Y7Gc7HZISsLWoT1s22YublaWuVgA3t4QHIztp1NQXGwubs2a5mJdyNcXW1Gh0ZA5%2Bb5G43l5QVAQ5J2xUVJiLm6N6lbsTzZsmI17rsD8/mSzgZ8fFBaCw5qPFSOsaqe/l9ltHrBkXwIgN9dsPG9vqFkTW85ps59RISHmYl0pVTo9ot4TEREREcup0ikiIiLiDlU6PaKkU0RERMQdSjo9ot4TEREREcup0ikiIiLiDlU6PaLeExERERHLqdIpIiIi4o7rsNKZnZ3Nc889x5YtW/D29qZfv3785je/wcfHNcUbM2YMW7dudZl25swZYmNjmTlzJllZWdxxxx1Uq1bNOT8kJIQNGzYYa6uSThERERF3XIdJ59SpU6lTpw5ff/01WVlZjB8/ng8%2B%2BIAxY8a4LLdw4UKX55999hnx8fFMmjQJgF27dlG/fn2jSebFrr/eExEREZHLOnz4MFu2bOGpp54iMDCQBg0aMGHCBJYsWXLJ9Q4cOMCsWbN4/fXXCQ8PB0qTztatW1vaXlU6RURERNxhQaUzIyODzMxMl2lhYWHOZPBS9u7dS3BwMHXq1HFOa9asGenp6Zw%2BfZqaP3OHuRkzZjBgwACioqKc03bt2sVPP/3EfffdR1ZWFm3atOE3v/kNzZs3v8pXVp4qnSIiIiLXSEJCAgMHDnT5SUhIcGvdvLw8AgMDXaaVPT9z5kyF63z33Xfs2LHDOaxepmbNmnTo0IGPPvqIf/zjHzRu3JhHHnmEnJycq3hVFVOlU0RERMQdFlQ6Y2Nj6dGjh8u0sLAwt9atVq0aZ8%2BedZlW9jwoKKjCdRISErjnnnvK/Y033njD5flvf/tbVqxYwXfffUf37t3das/lKOkUERERcYcFSWd4eLhbQ%2BkVadGiBadOnSIrK4vQ0FAA9u/fT926dalRo0a55YuKivjyyy95%2B%2B23Xabn5uby9ttvM3z4cOrXrw9AcXExRUVFBAQEXFXbKqLhdREREZFKqHHjxnTo0IGXX36Z3NxcUlJSmDdvHoMGDapw%2BR9%2B%2BIFz587Rvn17l%2BnVq1fnm2%2B%2B4dVXXyUnJ4e8vDxmzZrFzTff7HLcp6eUdIqIiIi4w8vL/I%2BH5syZQ1FRET179iQmJoauXbsyYcIEAOx2O2vWrHEum5KSQq1atfD39y8XZ968eZSUlNCrVy%2B6du1KZmYmCxYswNfX1%2BM2lrE5HA6HsWhyw7Bqq7DZzMa2ednMBStjt0NSErRvD9u2mYublWUuFoC3NwQHw6lTUFxsLu7PnO3oMV9fKCw0GjIn39yHIZR%2B/gcFQV4elJSYi1ujugU7lOmdCThXYH5/stnAzw8KCqz7XDHBqnb6e5nd5gFL9iUAcnPNxvP2Lv08OX3a7GdUSIi5WFeqd2/zMf/%2Bd/Mxr1OqdP6CDh065PayxcXFpKSkWNcYERERuTLXYaWzMqlar/Ya2rBhA6NHj3Z7%2BWnTprF69erLLpeYmEhkZKQnTRMRERF3KOn0SNV6tdfQqVOnuJIjGU6ePGlha0RERER%2BWTdE0rlhwwaGDBnC7bffTtu2bRk%2BfDiHDh1i5cqVDB06lFdffZVOnTpx22238fHHH7N8%2BXK6d%2B9Ohw4deP75551xTp48yXPPPUeXLl2Ijo7msccecw6Jp6amEhkZSWpqqnP5uXPnMmLECABWrlzJQw89xEsvvcRtt93G7bffzvTp0yksLCQxMZEXXniB9PR07HY7x48fv%2BTrmT59Ot999x3z589n3Lhxzr9155130qlTJx588EG%2B/PJLl3UWLVpE7969adeuHZMnTybX9LE5IiIiVZ0qnR6p9NfpPHbsGFOmTOGtt96iR48enDx5kkmTJvH2229z%2B%2B23s3XrVu6%2B%2B242b97MsmXLeOmll7jnnntYt24d%2B/btIzY2lvvvv5%2BOHTsyefJkvLy8WLVqFTVq1OCtt95i1KhRfP755261JSkpiW7duvH111/z3//%2Bl5EjR9K5c2fuvfdeZsyYQXx8PBs2bLhsnNmzZ3PkyBE6depEXFwcmzdvJiEhgZUrVxIWFkZCQgLTp0%2BnW7duznXS0tL4/PPPOXXqFIMHD2bJkiU89thjbrW7oltwhYa6dwuua85uNx%2BzZUvXR1O8va2JZzpuJWL687osXhX7HnCyWXBeXllMK2KbVFnaaSnTnyVVfYeScip90vmrX/2KtWvX0rBhQ3Jzczl27BghISHOamK1atUYOXIkNpuNLl26UFxczOjRowkMDKRNmzaEh4eTlpZG3bp12bJlC2vXrnVepf/JJ5/kL3/5Cxs3bqRt27aXbUtAQADjxo3DZrNx6623EhkZycGDBz1%2Bjf7%2B/vz000/OCu3gwYOJjY3FdsGnY1xcHP7%2B/tSpU4eOHTty5MgRt%2BMnJCQQHx/vMm3ixElMnhzncdsrYvRDPSnJYLCLLF1qXWyTKrgA8HXL4KU3AILMhnO66K5yBliUyRjOkPz8jIZzYfitt4z5dlr0wq3oUKvepOrVrYl7LSiB9kilTzp9fX35/PPPWbZsGTabjYiICHJzc/HxKX1pwcHBzuTM6/zGUvOCS8J4eXlRUlJC1vnL2TRo0MA5z9vbm5tuuom0tDS3ks7atWu7JIK%2Bvr5XdBznz7Hb7cydO5ePP/6YhQsXEhAQwIgRIxg/frxzmZALLiHh6%2BtL8RVcnqKiW3CFhoZZcnkT45dM6tD%2B8gtdqZYtSxPOoUMhOdlcXDeq3FfE27s04czJMXs5kp%2B5dZrHLLjMS16B%2BUsmBQbC2bNmL5kUVK0S7ExAQaE1l0wqe%2Buv90smWdFOP1slumTSRbdT9JiXV2nCmZtrdoey6rJu7lDS6ZFKn3R%2B8cUXfPLJJ/zpT3%2BiUaNGAMyaNYsff/wRwCUJvJSy2z4dOXKEFi1aAKWXLUpPTycsLAzv88MOhRfs6L/UyT7p6enUrl2bRYsWUVBQwKZNm5g0aRKtWrUi0EBJpqJbcF3PXw4uTF5H82LJyWbjm0wML45rVezrnMnvsYvjWhX7emblfu9wVI7PFePtrEzD9VZ9jpSUVNnPKHFV6VP2nJwcvLy8CAgIwOFw8NVXX7F69WqX5NAd4eHh3Hnnnbz00ktkZmaSn5/P66%2B/TnFxMd27d6d27drUqlWLtWvX4nA42L17N3/961/dju/v78/Zs2cpKipya3k/Pz9ycnIA2LVrF2PGjCE5ORk/Pz9q164NuFY3RURExGI6kcgjlb7S%2BcADD7B161buvfdevL29adq0KSNHjmTJkiVXnHi%2B9tprvP766zzwwAOcOXOGdu3a8eGHHxIcHAyUVlDnzJnDokWLaN26NTExMWzdutWt2B07dqR27dp07NiRZcuWXfbamgMGDODFF1/k%2B%2B%2B/Z%2BnSpRw6dIjx48dz8uRJateuzbPPPkvbtm1JTEy8otcoIiIiV6mKJYmm6TaYUiHdBlO3wTROt8E0S7fBNEq3wUS3wXTHgw%2Baj7lihfmY16lKX%2BkUERER%2BUWo0ukRJZ3XwMCBAy95KaUFCxYQFRX1C7ZIRERExFpKOq%2BBlStXXusmiIiIyJVSpdMjSjpFRERE3KGk0yPqPRERERGxnCqdIiIiIu5QpdMj6j0RERERsZwqnSIiIiLuUKXTI0o6RURERNyhpNMj6j0RERERsZwqnSIiIiLuUKXTI%2Bo9EREREbGcKp0iIiIi7lCl0yNKOkVERETcoaTTI%2Bo9EREREbGcKp1SuWVlmY/p7V36uGEDFBebixsaai4WgN0OSUnQowds22YubnKyuVhl/P2hcWNIS4Nz54yF9WkYaSwWgM1W%2BujtXTULGla89YGBEBEBhw7B2bPm4pbtpqYEBEDz5nDkCOTnm4vbOvCIuWAAfn7QoAEcOwYFBWZjP/us2XhNmsArr8DLL8PBg%2BbiJiSYi3WlquIHg0HqPRERERGxnCqdIiIiIu5QpdMjSjpFRERE3KGk0yPqPRERERGxnCqdIiIiIu5QpdMj6j0RERERsZwqnSIiIiLuUKXTI0o6RURERNyhpNMj6j0RERERsZwqnSIiIiLuUKXTI%2Bo9EREREbGcKp0iIiIi7lCl0yNKOkVERETcoaTTI%2Bo9EREREbGcKp0iIiIi7lCl0yPqvRtMcXExKSkp17oZIiIiIi6UdBqQmppKZGQkqampV7X%2B888/z/PPP%2B/WsiNGjGDu3Lk/O3/atGmsXr36qtohIiIil%2BDlZf7HQ9nZ2UyYMIGoqCiio6OZPXs2RUVFFS47ZswY2rRpg91ud/589dVXQGnR6tVXX6Vz587Y7XbGjx9PRkaGx%2B27kIbXrwMzZ840FuvkyZPGYomIiMgFrsPh9alTp1KnTh2%2B/vprsrKyGD9%2BPB988AFjxowpt%2Bz333/PokWL6NSpU7l577zzDv/5z39YsWIFNWrU4LnnnuN3v/sd7733nrG2Xn%2B9Z8CePXt46KGHsNvt9O/fn3feeYcePXqwcuVKYmJieP7552nfvj1dunRh3rx5OBwOAL799lsGDhxIVFQUvXv3vuR/CxX5y1/%2Bwj333EO7du0YNWoUx48fd8775ptvGDRoEFFRUdx7772sWbPGOe%2BZZ57hmWeecT7/6KOP6N69O9HR0UybNo24uDiX6ubhw4f59a9/TceOHenZsyd//etfAZg%2BfTrfffcd8%2BfPZ9y4cVfdfyIiInL9O3z4MFu2bOGpp54iMDCQBg0aMGHCBJYsWVJu2ZSUFH766SduueWWCmN9%2BumnjB07lptuuonq1aszffp0vvrqK6OH7N1wlc7c3FzGjBlDbGwsH374IQcPHmTcuHHYbDYAduzYgd1uZ9OmTfz444%2BMGTOGsLAwBg8ezNNPP83kyZN54IEHSE1N5aGHHiIqKoo%2Bffq49bd3797N8uXLKSkpYdSoUbz99tvMnDmT5ORkxo8fzx/%2B8Ad69uzJjh07mDBhAiEhIXTt2tUlxtq1a4mPj%2Bfdd9%2BlTZs2LF%2B%2BnJkzZxIREeFc5j//%2BQ8LFy7kf/7nf3jnnXf47W9/S8%2BePZk9ezZHjhyhU6dOxMXFud1nGRkZZGZmukwLDQ0jPDzc7RjXjLe3dTFNx7bbzcZr2dL10RR/f7PxAPz8XB8NOb9bG49nOm5lERhoPmbZ5mR6szJdcLKqnaa3eXx9XR9NatLEbLx69VwfbwQWVDor%2Bg4OC3PvO3jv3r0EBwdTp04d57RmzZqRnp7O6dOnqVmzpnP6rl27CAoKYtq0aezatYvQ0FBGjRrFoEGDyMnJ4dixYy65RmhoKLVq1eKHH36gQYMGBl7pDZh0btiwAW9vb%2BLi4vDy8iIyMpIxY8awaNEiAIKDg3nyySfx9fWlTZs2xMbGsmbNGgYPHoy/vz8apPZoAAAgAElEQVRffPEFwcHBdOzYkY0bN%2BJ1BRvYuHHjqFGjBgBdu3Zl586dACxbtoyePXty9913A9C%2BfXtiYmJYsmRJuaTzs88%2BIzY2lvbt2wMwbNgwVq1a5bJM3759adWqlfP3OXPmkJ2dTd26da%2BixyAhIYH4%2BHiXaRMnTmLyZPcT1yth9As9ONhgsIucfy%2BNSUoyG6/M0qXWxLWC4S%2BfAKPR/j/zebdFWazh7PiC7xvjGjWyLrZJhr5bL4xoOmCpq/y8v6RXXjEfE2DyZGvi3iAq%2Bg6eNGmSW8WjvLw8Ai/6b7Hs%2BZkzZ1ySzoKCAtq1a8e0adNo0aIFiYmJxMXFERQUhP18UaRatWousQICAsjLy7uq11WRGy7pPHbsGPXq1XNJFi/M0OvXr4/vBf8h3nTTTaxfvx6ADz/8kLlz5zJjxgwyMzPp2rUrL774otvJXPAFCZCvry/FxcUApKWlsXnzZqKiopzzi4uLadiwYbkYR48eLVdZvfg/jIv/DnBFhwFcLDY2lh49erhMCw0N4/xRB0bZbBiNa/vplLlgZby9SxPOnBw4/x4acVEfe6xly9KEc%2BhQSE42F3flSnOxyvj5lSac6elQUGAsbH7dxsZiQen26e8P586Z3U4D/CvBzgT8uNd8cuzvX5pwHj5c2q%2BmWFHpbNAAUlLMtrO5v%2BGrifj6liacx45BYaHZ2G%2B/bTZevXqlCeecOaX7vilWJcfusKDSWdF3cFhYmFvrVqtWjbNnz7pMK3seFBTkMn3AgAEMGDDA%2BbxLly4MGDCAL774gs6dO7usWyY/P79cHE/ccElnvXr1SE9Px%2BFwOIfU0y/Y2DMyMlzmpaamUq9ePc6dO8e%2Bfft48cUX8fHx4eDBg/zud7/j5ZdfZs6cOR61qW7dujzwwAMuJwyVteNi9evXd2lvWfubNm3qURsuJTw8vFwZ34qE0xImk8KKYpuMv22buVgXSk42G9vkN%2B7FCgqMxrdqO3U4KtE%2BYNBF3zdGnTtnNr4VR9ZAaTvz8w0GtJn7J8tFYaHRf%2BAAOHjQbLwy6enWxf6lWZB0VvQd7K4WLVpw6tQpsrKyCA0NBWD//v3UrVvXOfJa5rPPPiMoKIh77rnHOa2goAB/f39q1apFnTp12Ldvn3OIPTMzk1OnTrkMuXvqhjuRqEePHjgcDt59910KCgo4cOCAc2gdSjvxvffeo7CwkJ07d/Lpp58yePBgbDYbjz/%2BOIsXL6aoqIiwsDB8fHwICQnxuE2DBg3i888/59///jclJSUcOnSI4cOHs3jx4nLLxsTEsHz5cnbu3ElRURErVqxg%2B/btbv8tPz8/cnJyPG6ziIiIXN8aN25Mhw4dePnll8nNzSUlJYV58%2BYxaNCgcsvm5uYya9Ys9uzZQ0lJCf/617/4/PPPiY2NBWDgwIG88847pKSkkJuby8svv0ynTp0qHJW9WjdcpbNatWrMmzePmTNnMn/%2BfBo3bswdd9zBpk2bgNKSdWpqKl26dCEoKIgpU6bQt29foPRyAa%2B%2B%2Birz58/H29ubbt268eSTT3rcprZt2/Lmm2/y5ptvMmXKFAIDA7nvvvt4/PHHyy3bp08fjhw5woQJEygoKKBbt260bt3a5ZCASxkwYAAvvvgi33//PUsr07F%2BIiIi17vr8JJJc%2BbMYebMmfTs2RMvLy8GDBjAhAkTALDb7cyYMYN%2B/foxcuRIzpw5w6RJk8jOzqZBgwa8%2BuqrzkP/Jk6cSFFREcOGDSMvL4/o6Gj%2B7//%2Bz2hbbY6KxngrsZMnT3LgwAE6dOjgnPbxxx%2Bzdu1aYmJiiI%2BPZ8OGDdewhZeWnJxMjRo1qF%2B/vnPawIEDGTJkCDExMb9YO6zaKowf03ki21ywMt7epSconTpldnj9/NCHMXZ76clJ7dubHV43eXxoGX9/aNwYDh0yOrx%2BtmGksVhQun0GBJQOr5rcTgMDKscxnTt2mj%2BmMzCw9ASlH3%2B8vofXAwKgeXPYt8/s8HrrwP3mgkHp8dFlB5%2BaHl5/9lmz8Zo0KT3%2B8plnzA6vJySYi3WlZs82H3P6dPMxr1PXX8ruoeLiYkaOHMnGjRuB0mM2ly5dSvfu3a9xy9yzefNmxo0bR2ZmJg6Hg3Xr1rFv3z5uv/32a900ERGRqu06vCNRZXLDDa%2BHhobyf//3f7z%2B%2ButMnTqVmjVr8sADDzB69GiXC7JfiejoaAou8R/l2rVrqWfoUjDDhw8nLS2NBx54gLy8PJo2bco777xj7BpZIiIicpWqWJJo2g2XdAL06tWLXr16lZs%2BcOBABg4ceMXxEhMTTTTLLT4%2BPkyfPp3pVajcLiIiIje%2BGzLpFBERETFOlU6PKOkUERERcYeSTo%2Bo90RERETEcqp0ioiIiLhDlU6PqPdERERExHKqdIqIiIi4Q5VOjyjpFBEREXGHkk6PqPdERERExHKqdIqIiIi4Q5VOj6j3RERERMRyqnSKiIiIuEOVTo8o6RQRERFxh5JOjyjplMqtZk3rYgcFmY2XnGw2nr9/6ePKlXDunLm4LVuai1XGboekJBg4ELZtMxZ24RyHsVgAYWEwZAisXg2Zmebixj1aYC4YgM0Gfn5QWAgOc33QNqLEWCwnmw0IIKJhvtG2cuSIuVgAPv5AY5r7HAJfg/tT9WBzsQB8zn9tV6tWug2Y1KuX2Xi1a5c%2BduoEzZqZjS2VkpJOEREREXeo0ukR9Z6IiIiIWE6VThERERF3qNLpESWdIiIiIu5Q0ukR9Z6IiIiIWE6VThERERF3qNLpEfWeiIiIiFhOlU4RERERd6jS6RElnSIiIiLuUNLpEfWeiIiIiFhOlU4RERERd6jS6RH1noiIiIhYTpVOEREREXeo0ukRJZ0iIiIi7lDS6RH1noiIiIhYTknnNXLo0KFr3QQRERG5El5e5n%2BqkKr1aiuQmppKZGQkqamplv6dMWPG8O677wKwYcMGRo8efdWxVq5cSY8ePUw1TURERMRyOqbzF7Jw4ULn76dOncLhcFzD1oiIiMgVq2KVSdPUexdIS0tj6tSp3H777dxxxx088cQTZGRkAJCYmEiPHj1455136Nq1K506dSIuLo7c3Fzn%2Bh999BHdu3cnOjqaadOmERcXx9y5cwEYMWIEc%2BfOJTExkRdeeIH09HTsdjvHjx93zitzcfV1//79jBgxArvdzv3338%2BePXtc2r17925GjBhBx44dufvuu/nggw%2BU1IqIiJim4XWPqNJ5XlFREY899hitW7fmb3/7Gw6HgxkzZjBu3DiWL18OlCalx48f5%2B9//zvHjx9n2LBhLF26lEcffZS1a9cSHx/Pu%2B%2B%2BS5s2bVi%2BfDkzZ84kIiLC5e9ER0czY8YM4uPj2bBhw2XbVVhYyGOPPUa3bt1YuHAhR44cYezYsXid31CPHz/OyJEjmTZtGosXL%2Bbw4cNMmDCBgIAAhgwZ4tZrz8jIIDMz02VaaGgY4eHhbq0vbvL3NxvPz8/10RS73Ww8gJYtXR8NCQszGo6QENdHY2w2a%2BJZFdeKmKZjV5b9ycfw16y3t%2BujSbVrm40XHOz6KFWeks7zvvvuO1JSUlixYgXVq1cHYMaMGXTq1Invv//eudzEiRMJCAigUaNGREdHc/DgQQA%2B%2B%2BwzYmNjad%2B%2BPQDDhg1j1apVHrdr27ZtHD16lKeffhp/f39atGjBI488wocffgjAmjVraNasGcOGDQOgefPmjB49mk8%2B%2BcTtpDMhIYH4%2BHiXaRMnTmLy5DiP218Ro989vr4Gg1kcu3Fjs/HK1KtnNl5Sktl4F1q61Gg497bwK9enj%2BmIhhOZMlZu/6aZThIry/5kFSsSuYEDzccEuJHOQahilUnTlHSel52dTUhIiDPhBKhevTrBwcGkpaURGhoKQNgFpRVfX1/nMPbRo0fpc9E3VYMGDTxu1/HjxwkJCSEgIMA5rWHDhs7f09LS2L17N1FRUc5pJSUleF/Bf8GxsbHlTkwKDQ3DihF6mw2jcW1FheaCXcjXFwoNx05LMxvPz6/0CzI9HQoKzMW14ounZcvShHPoUEhONhZ22dNmE%2BSQkNKEc/16OHnSXNwhAw2%2BP1C6I5VtoyZ3qJISc7HK2GylCee5c2bbeuyYuVhg3f5Uo4a5WFBa4QwOhlOnoLjYbOyNG83GCw4uTTg3bChtrylWJcdiOSWd53Xq1Im33nqL3NxcZ%2BKZk5PDyZMnCQsLu%2BwxkvXr1yc9Pd1lWnp6Ok2bNr3s3/by8qLwggTn5AXfdjfddBMnTpwgLy%2BPoKAgAI5d8GFbt25doqOjWbRokcv6eXl5l/27ZcLDw8sNpeuQUAucO2dN3IICs7G3bTMX62LJyUbjX3RUiDEnTxqObdUO5XCYjW3ljm%2B6rZVlfwoMNBfrQsXFUFRkNmZ2ttl4ZU6dsi72L02VTo%2Bo98771a9%2BRfPmzXnhhRfIyckhJyeHF198kYYNGzqHzC8lJiaG5cuXs3PnToqKilixYgXbt2%2BvcFl/f3/Onj1L0fkPjGbNmvH1119z%2BvRpcnJyWLBggXNZu91OkyZNeOmllzh79iyHDx9m8eLFzvn3338/27dvZ82aNRQVFZGRkcG4ceN45ZVXPOwRERERcaETiTxStV7tJXh7ezN//nyKioro06cP3bt3p7CwkPfffx8fNw4E79OnD6NHj2bChAl07tyZTZs20bp1a3wrOOaqY8eO1K5dm44dO/LDDz/w2GOPUbt2bXr27En//v1dhrq9vb157733yMjIoHPnzowZM4aePXs659evX5%2BFCxeSkJBA586d6d%2B/P02bNlXSKSIiItcVm0PX1jEiOTmZGjVqUL9%2Bfee0gQMHMmTIEGJiYq5hy66OVVtFlT6m88ABs/H8/UtPpjh0yOxwoOEzzIHSM%2BKTkqB9e6PD63PnmN1Qw8JgyBBYtszs8Hrco4aHgm220mMQCwoqxzGdAQGQn2%2B2rUeOmIsF1u1Ppk/48fEpPcs8O9v88PqaNWbj1a5devzlypVmh9fHjjUX60qtX28%2BpvkzF69bqnQasnnzZsaNG0dmZiYOh4N169axb98%2Bbr/99mvdNBEREZFrTicSGTJ8%2BHDS0tJ44IEHyMvLo2nTprzzzjtGzmAXERGR68B1eAxmdnY2zz33HFu2bMHb25t%2B/frxm9/8psJDA//0pz/xwQcfkJGRQXh4OA8//LDzkoslJSV06NABh8OB7YJrG/7nP/%2BhWrVqRtqqpNMQHx8fpk%2BfzvTp0691U0RERMQK12HSOXXqVOrUqcPXX39NVlYW48eP54MPPmDMmDEuy/3jH//gzTffZMGCBbRt25bt27fz6KOPEhoaSp8%2Bfdi3bx%2BFhYUkJSXhZ/omCeddf70nIiIiIpd1%2BPBhtmzZwlNPPUVgYCANGjRgwoQJLFmypNyyx48fZ%2BzYsbRr1w6bzYbdbic6Oppvv/0WgF27dhEZGWlZwgmqdIqIiIi4x4JKZ0W3og4Lc%2B9W1Hv37iU4OJg6deo4pzVr1oz09HROnz5NzZo1ndPLhtHLZGdn8%2B233/Lb3/4WKE06z507x4MPPkhaWhrNmjXjiSeecOuyke5S0ikiIiLiDguSzopuRT1p0iTi4i5/K%2Bq8vDwCL7oBQdnzM2fOuCSdF8rMzOSxxx6jdevW3HfffQAEBARw6623MmXKFGrVqsWSJUsYPXo0a9asMXZ%2BipJOERERkWukoltRX3jL7UupVq0aZ8%2BedZlW9rzsLoYX2759O1OmTCEqKorf//73zhOOnnnmGZflRo8ezcqVK9m4cSPDhw93qz2Xo6RTRERExB0WVDoruhW1u1q0aMGpU6fIysoiNDQUgP3791O3bl1q1KhRbvnPPvuMl156icmTJ/PrX//aZd4f//hH%2BvTpwy233OKcVlBQgL%2B//1W1rSI6kUhERESkEmrcuDEdOnTg5ZdfJjc3l5SUFObNm8egQYPKLbt%2B/XpefPFF5s6dWy7hBPjxxx%2BZPXs2mZmZFBQUEB8fT25uLr179zbWXiWdIiIiIu64Du%2B9PmfOHIqKiujZsycxMTF07dqVCRMmAGC321lz/k5T8fHxFBcXM3nyZOx2u/Pn%2BeefB%2BD3v/89DRs2pH///kRHR7Nlyxbef/99gg3eVUvD6yIiIiLuuA6v0xkaGsqcOXMqnLftgtsO/%2BUvf7lknODgYH7/%2B98bbdvFrr/eExEREZEbjiqdIiIiIu64DiudlYl6T0REREQsp0qniIiIiDtU6fSIkk4RERERdyjp9IjN4XA4rnUj5Dpk1WZhsxmNnZNrMxarjJcXBAVBXh6UlJiL62P4XzybDQICID/f7Nu1cKG5WGXCwmDIEFi2DC66xbBH4iYbfv/tdkhKgvbt4YKzPj1mckMqY3hfAti02fz%2BFBQEt94KO3eW7lOm%2BPmZiwUQGAi33AJ79sBFN3jxyK23motVxtcXCgvNx/3mG7PxqleHDh1g61bIzTUX9847zcW6Ylu3mo/ZoYP5mNcpVTpFRERE3KFKp0fUeyIiIiJiOVU6RURERNyhSqdHlHSKiIiIuENJp0fUeyIiIiJiOVU6RURERNyhSqdH1HsiIiIiYjlVOkVERETcoUqnR5R0ioiIiLhDSadH1HsiIiIiYjlVOkVERETcoUqnR9R7IiIiImI5VTpFRERE3KFKp0eUdIqIiIi4Q0mnR9R7FsrJyeHEiRNXPE9ERETkRqOk8wqlpqYSGRlJamrqZZft3bs3e/fuBWDNmjXce%2B%2B9Fc67GpGRkSQmJl71%2BiIiInKFvLzM/1QhVevV/sJOnjzp/L1fv36sXbu2wnkiIiIiNzolnR5ISkri4YcfpkuXLrRp04aBAweyfft2APr06QPA2LFjWbBgAStXrqRHjx6XnVdmxIgRzJ07F4DCwkJ%2B//vfEx0dzW233cbChQtdls3NzWXmzJnceeed3H777UybNo2srCxLX7uIiEiVo0qnR6rWqzXo3LlzjB8/nj59%2BvDVV1%2BRmJhIw4YNee211wBYv349AAsWLGDs2LEu615qXkXmzZvHv/71Lz777DM2bNjAjz/%2B6DL/2Wef5fDhw6xcuZJ//OMfVK9enUmTJuFwOEy8VBEREQElnR7S2etXydfXl4SEBBo1asS5c%2BdIS0sjODiYXbt2Gf9bf/7znxk3bhwNGjQA4He/%2Bx1r1qwBIDs7m/Xr1/PFF19Qu3ZtoDQJjYqKYvfu3bRu3fqy8TMyMsjMzHSZFhYaSnh4uOFXYp4V%2B2tZTNOxbTZr4pmOGxZmNh5ASIjrozF2u9l4LVu6PlYxQUHmYwYGuj6a4mP42ysgwPWxKqpe3Ww8q957qbyUdF4lLy8vNm3axNixYzlz5gzNmzfHx8fHkupiRkYGN910k/N5zZo1qVWrFgBpaWkAxMTEuKzj7e1NamqqW0lnQkIC8fHxLtMmTZxI3OTJnja9YgazJCu%2BJMtUlg9Kf3%2Bz8YYMMRvvQuePLDFnSJLhgOctXWpNXNMM/8dx661Gw7lo0cK62CY1bXqtW%2BAeX1/zMTt0MB8T4JZbrIl7TVSxyqRpSjqvUnZ2NrNmzWLZsmXOxG7x4sUcPHjwimN5eXlRUFDgMu3CE43q1q1LSkqK8/mZM2fIyckBoE6dOgB88cUXhF1Qotq3b5%2BzMno5sbGx5Y4pDQsNBSuG5202o3Hzzhgu81H6mRIYCGfPQkmJubje3uZiQWlX%2BvvDuXNm36rVq83FKhMSUppwrl8PJs%2BhG/Jae3PBoLTCuXQpDB0Kycnm4m7dai5WGcP7EsDOXeb3p8DA0oRz797SfcoUKyqdTZvCgQOQn28urhXJtq8vFBaaj7tzp9l4gYGlCeeePWbfe6uSY7Geks6rlJycjJeXFwHnx2K2b9/ORx99RFFRkXMZPz8/Z3J4sQvnNWvWjKysLDZv3kx0dDRr1qxh//79zmUHDx7MwoULiY6O5uabb%2BaVV16huLgYKE0677rrLmbPns0LL7xA9erVWbhwIfPnz%2Bfvf/%2B7SyL6c8LDw8sPpVeS40FNJoUVxTYZ36p/kB0Os2/XRUdaGHXypOH427YZDHaB5GTrYl/H8vKsi332rNn4fn7mYl0oP99sglSZ5OZaE/fsWeti/%2BJU6fSIks6r1LlzZ4YOHcqwYcMoKSnh5ptvZsSIEbzxxhtkZWURGhpKbGwsTzzxBKNGjaJRo0Yu6184b9q0aYwfP55nnnmGvLw8evXq5TzDHUrPcj979izDhw%2BnqKiImJgYgoODnfNfe%2B013njjDQYMGEBubi4tWrRg4cKFbiWcIiIi4iYlnR6xOXSKs1TEqs3C8JBgTq41w%2BtBQaVVGZOVTtPDgTZb6ZBgfr7Zt%2BuiK3IZERZWeqzosmVmK51xkw2//3Y7JCVB%2B/ZmK51WlOQtGF7ftNn8/hQUVHqs6M6d13el06qhYCuOk7VqeP2bb8zGq169dCh861azlc477zQX64pZMRRUhQpEqnSKiIiIuEOVTo%2Bo90RERETEcqp0ioiIiLhDlU6PKOkUERERcYeSTo%2Bo90RERETEcqp0ioiIiLhDlU6PKOkUERERcYeSTo%2Bo90RERETEcqp0ioiIiLhDlU6PqPdERERExHKqdIqIiIi4Q5VOjyjpFBEREXGHkk6PqPdEREREKqns7GwmTJhAVFQU0dHRzJ49m6KiogqX3bhxI/fffz/t2rXjnnvu4Z///KfL/AULFtCtWzfatWvHiBEjOHDggNG2KukUERERcYeXl/kfD02dOpVq1arx9ddf89lnn7Fp0yY%2B%2BOCDcssdOnSIuLg4pkyZwnfffUdcXBxTp07l%2BPHjAKxatYqPP/6YRYsWkZiYSKtWrZg8eTIOh8PjNpZR0ikiIiJSCR0%2BfJgtW7bw1FNPERgYSIMGDZgwYQJLliwpt%2ByqVauIioqiV69e%2BPj40LdvXzp27EhCQgIAy5cvZ%2BjQobRo0QJ/f3%2BeeOIJ0tPTSUxMNNZeHdMpIiIi4g4LjunMyMggMzPTZVpYWBjh4eGXXXfv3r0EBwdTp04d57RmzZqRnp7O6dOnqVmzpnP6vn37iIiIcFm/efPmJCcnO%2BePHTvWOc/X15fGjRuTnJzMbbfddlWv7WJKOqVCDmyWxLUZjl2jurmyvysbQdWsim2SjQB/s%2B2Me7TAaDwAbDbAjyEDC8DgUA2TSszFutDWrWbjmf6istshKQk6dIBt24yFjSqwbpv/n/8xG8/Hom8v0%2B20YUWf2vD1MR/3ztsM7/vn9/sObQzv9/gbjHVlrPhuTEhIID4%2B3mXapEmTiIuLu%2By6eXl5BAYGukwre37mzBmXpLOiZQMCAjhz5oxb801Q0ikiIiJyjcTGxtKjRw%2BXaWFhYW6tW61aNc6ePesyrex5UFCQy/TAwEDy8/NdpuXn5zuXu9x8E5R0ioiIiLihxILBlfDwcLeG0ivSokULTp06RVZWFqGhoQDs37%2BfunXrUqNGDZdlIyIi2L17t8u0ffv20bp1a2esvXv30r17dwAKCws5dOhQuSF5T%2BhEIhEREZFKqHHjxnTo0IGXX36Z3NxcUlJSmDdvHoMGDSq3bL9%2B/diyZQvr1q2jqKiIdevWsWXLFvr37w/Agw8%2ByCeffEJycjLnzp3jjTfeIDQ0lKioKGPtVdIpIiIi4oaSEvM/npozZw5FRUX07NmTmJgYunbtyoQJEwCw2%2B2sWbMGKD3B6O2332b%2B/Pl07NiRefPmMXfuXJo0aQLAoEGDGDVqFBMnTuS2225jz549zJ8/H19fX88beZ7NYfICTHLDsGqrsNnMxrbmIH3MN9QqVrSzwKITifz8SmObbK%2Bfn7lYZazoU6tOJGrf3uiJRIUWnUjk6wuFhWZjWnEikRVvvSWfUVZ9Ppne963a7/2v3YlE586Zj3kNX84vTpVOEREREbGcTiQSERERcYMVJxJVJap0ioiIiIjlVOkUERERcYMqnZ5R0ikiIiLiBiWdntHwuoiIiIhYTpVOERERETeo0ukZVTpFRERExHKqdIqIiIi4QZVOzyjpFBEREXGDkk7PaHi9EsrJyeHEiRPXuhkiIiIiblPS%2BQtJT0/HbreTnp7ucazevXuzd%2B9eA60SERERd5WUmP%2BpSjS8/gupV68e27ZtMxLr5MmTRuKIiIiI/FIqXaUzNTWVyMhIPv30U3r06EGHDh145JFHOHbsGCtXrqRHjx4uy48YMYK5c%2BcC8MwzzzBz5kwee%2Bwx7HY7vXv3ZtOmTcyaNYuOHTtyxx138Omnn7rVjpUrVxITE8Pzzz9P%2B/bt6dKlC/PmzcPhcDj/7jPPPEP37t256667%2BOGHH4iMjCQ1NZW33nqLIUOGuMT7wx/%2BwKOPPgpAUlISDz/8MF26dKFNmzYMHDiQ7du3A9CnTx8Axo4dy4IFCwD45ptvGDRoEFFRUdx7772sWbPmKntXREREfo4qnZ6ptJXOf/3rX6xevZqCggIeeeQR5s2bR7t27S673ooVK1i0aBHvvPMOTz31FKNHj%2Ba3v/0tmzZtYunSpcycOZP%2B/fvj5%2Bd32Vg7duzAbrezadMmfvzxR8aMGUNYWBiDBw8GSpPBTz/9lMDAQE6fPu1cb9CgQbz77rscOnSIxo0bU1xczJo1a3juuefIz89n/PjxTJ48mYceeoj8/HyeffZZXnvtNZYuXcr69euJjIxkwYIFREdHk5yczPjx4/nDH/5Az5492bFjBxMmTCAkJISuXbu61ZcZGRlkZma6TAsNDSM8PNyt9eUGY7NZF9OK2JWB3W42XsuWro8iJpjeP2/A/b6qJYmmVdqkc%2BzYsdSsWROAHj16sG3bNreSzttuu42oqCjn7xs3bmTEiBEAdO/endmzZ5OVlUW9evUuGys4OJgnn3wSX19f2rRpQ2xsLGvWrHEmnd26daNOnToALkln/fr16dy5M6tXr2bq1Kn8%2B9//pri4mO7du%2BPl5UVCQgKNGjXi3LlzpKWlERwczK5duypsw7Jly%2BjZsyd33303AO3btycmJoYlS5a4nbSkb4UAACAASURBVHQmJCQQHx/vMm3ixElMnhzn1vpXyuznj4UfZpXlg9J0O934h%2Buq%2BfpaF9sk032alGQ2XpmlS42Gs/LdqapvvWWfUVZ8Plm171eWN18sV2mTztDQUOfvPj4%2BzmHtywkODnb%2B7u3t7UxcAWznd%2BISN/%2BVqV%2B/Pr4X7Ew33XQT69evdz6/VKVw8ODBvPbaa0yZMoVVq1bRv39/Z6zExETGjh3LmTNnaN68%2BSVfX1paGps3b3Ym0gDFxcU0bNjQrdcAEBsbW%2B6whNDQMNzs0itis2E0rg0LGgnmG2oVK9pZWGg2HpS209e3NLbJ9lrxZWZFn3boYDZey5alCefQoZCcbCxsYaI1yXHZW2%2BSjwXfXla89ZZ8Rln1%2BWT6TbJqv7fyH%2BPLUKXTM5U26ayIl5cXBQUFLtMuPunGZvC/w4yMDBwOhzNmamqqS4X0Un%2BrZ8%2BezJgxg6%2B%2B%2BooNGzawatUqoHTIftasWSxbtozWrVsDsHjxYg4ePFhhnLp16/LAAw8wc%2BbMcu1yV3h4eLkEuTLkW2IRK998h6NqblyGTiIsJznZuthS9Vi1b1bV/V7KqXQnEl1Ks2bNyMrKYvPmzTgcDv785z%2Bzf/9%2By/5eZmYm7733HoWFhezcuZNPP/3UObR%2BOb6%2BvgwYMIAZM2bQqlUrmjVrBpReg9PLy4uAgAAAtm/fzkcffeSSTPv5%2BZGTkwOUHh/6%2Beef8%2B9//5uSkhIOHTrE8OHDWbx4seFXKyIiUrXpRCLP3FCVzjZt2jB%2B/HieeeYZ8vLy6NWrl/NsbyuEhYWRmppKly5dCAoKYsqUKfTt29ft9QcPHszixYuZOHGic9odd9zB0KFDGTZsGCUlJdx8882MGDGCN954g6ysLEJDQ4mNjeWJJ55g1KhRTJs2jTfffJM333yTKVOmEBgYyH333cfjjz9uxUsWERGpsqpakmiazXEl47DitHLlSuLj49mwYcO1boolrNoqdEynYVa086JDVIyw2UqPwyoouP6P7bKiT70MDyrZ7aUnJ7Vvb3R4vbDAmm1ex3QaZtXnk%2Bl936r93t/fXKwrdPiw%2BZiNGpmPeb26oSqdIiIiIlZRpdMzSjorsHPnTkaOHPmz8%2BvVq8fo0aN/wRaJiIiIVG5KOitw6623unXLyoEDB/4CrREREZHrgSqdnlHSKSIiIuIGJZ2euaEumSQiIiIi1ydVOkVERETcoEqnZ1TpFBERERHLqdIpIiIi4gZVOj2jpFNERETEDUo6PaPhdRERERGxnCqdIiIiIm5QpdMzSjpFRERE3KCk0zMaXhcRERERy6nSKSIiIuIGVTo9o0qniIiIiFhOlc7/x97dx9dc/38cf5zZpYuaZtpErnKRKDOM%2Bv5aJiRWbDLRXOQ6jEq%2BlFyNSFKMECNUElFmFV8pffMtlAlJmVxsNpvLMja7Or8/ZifHhqN9Tucsz/vtttuxz%2BdzXue18znHeZ3X%2B/35fKRUu5htMjymyQTu7pCdY8JsNi7u/v3GxQLw8oK6deHXAyYyM42Le19dO3yVN13aT/n5GPmkfvudsfu/XDm4917YvcfE%2BfPGxW2abeAL6RI3IGfbTmNjuhv/fiIgAHbuxC2oCSQkGBe3c2fjYgHUqgUzZmB6YST89ptxcefONS4WgKsr%2BPrCyZOQm2tsbG9vY%2BPZ6X3vSOp0loyKThEREREbqOgsGQ2vi4iIiIjdqdMpIiIiYgN1OktGnU4RERERsTt1OkVERERsoE5nyajoFBEREbGBis6SUdEpIiIi8g904cIFoqOj2bx5M7m5ubRu3Zrx48dTrly5YrffsGEDb731FklJSXh7exMWFsYzzzyDi0vBbMz27duTkpJi%2BR1g9erV1K5d26Z8VHSKiIiI2KC0dTqjo6NJTU1lw4YN5OXlMWLECGbMmMH48eOLbLt3715GjRrFm2%2B%2BSXBwMIcOHaJ///6ULVuWp59%2BmoyMDA4dOsQXX3zBHXfc8Zfy0YFEIiIiIv8wmZmZxMXFERUVhbe3Nz4%2BPowcOZI1a9aQWcwVRY4dO0a3bt1o1aoVLi4u1K5dmzZt2rBjxw6goCj19vb%2BywUnqNMpIiIiYhN7dDrT09M5ceKE1TJfX18qV6583ftmZWWRlpZW7LrMzExycnKoW7euZVnt2rXJysri8OHD3H333Vbbt2vXjnbt2lnF/uqrrwgNDQVgz549eHl58dRTT3HgwAHuuOMOhg0bRqtWrWz%2BW1V0ioiIiNjAHkXnypUrmTNnjtWyoUOHMmzYsOve98cff6Rnz57Frhs%2BfDgAZcuWtSzz8vIC4Px1rvObkZHB8OHD8fT0pHfv3gCYTCYaNWrEc889R5UqVfj8888ZNmwY7777Lo0bN75urqCiU0RERMRhIiIiCAkJsVrm6%2Btr032DgoL45Zdfil23b98%2BZs2aRWZmpuXAocJh9fLly1815m%2B//UZUVBQ%2BPj4sW7bMsm2/fv2stnvsscdYv349GzZsUNEpIiIiYiR7dDorV65s01D6japZsyZubm4kJiZy3333AXDw4EHc3NyoUaNGsffZsmULzz33HF27duX555/H1fXPMjE2NpYGDRrQsmVLy7Ls7Gw8PDxszkkHEomIiIj8w3h5edG%2BfXtmzJjB6dOnOX36NDNmzKBjx454enoW2X7Xrl0MGTKEMWPG8O9//9uq4ARITU1l4sSJJCUlkZuby%2BrVq0lISKBz584256ROp4iIiIgNStspk8aPH8%2Brr75KaGgoOTk5tG7dmpdfftmyvkOHDoSGhjJo0CDmz59Pbm4uU6ZMYcqUKZZtAgMDWbRoEaNGjcLFxYXu3btz7tw57rrrLt5%2B%2B22qV69ucz4qOkVERERsUNqKzvLlyxMdHU10dHSx6%2BPj4y3/nj9//jVjubu78%2BKLL/Liiy/%2B5Xxu%2BuH1gIAAvv/%2Be0encUPWrFlTZNKxiIiIiDO76TudCQkJjk5BRERESoHS1ul0NqWu05mcnEy9evWYNm0azZo1Y%2BLEicTHxxMaGkpgYCBhYWF88803lu2zsrIYP348zZs3Jzg4mDfffJOQkBC2bdsGQL169Sz/PnPmDC%2B//DL/%2Bte/CAoKYuDAgRw%2BfNjqcVetWkVISAiBgYH06dOH48eP25R3bm4us2bNIjg4mCZNmtCjRw/2799vyXH69OkEBwfTrFkzIiMj2b17t%2BW%2BBw8eJDIykoCAAEJDQ9m3b59V7J9%2B%2BonIyEiaNWtG27ZteeeddzCbzX/5ORYRERExWqntdJ4/f56tW7eyYcMGxo8fz7x582jSpAlff/01w4YN48MPP6ROnTq88sor7N27l08%2B%2BYRbbrmFiRMncuzYsWJjRkVF4eLiwtq1a6lQoQKzZs2id%2B/erF%2B/3rLNV199xccff0x2djZ9%2BvThrbfeYtKkSdfNd968eaxfv57Y2Fhq1qzJnDlzGDhwIJs3b2bChAns27ePZcuW4e/vz4oVKyyP6%2Bvry8CBA3nwwQdZtGgRR48epX///ri4FHxfSEtLo1evXjz77LMsXryYI0eO8Mwzz%2BDp6Um3bt1sei6LuxpCpUq2XQ3B0Uwm%2B8U0Ovalc/IapvAsFTdwtgrblKIn9dKp5wxTuI%2BM3lelRkCA8THr17e%2BNUqtWsbGK7y0Xwku8VcsV4M/ZgvjGR0XjH/v2%2Bs/UwdSp7NkSm3R2alTJ9zd3Vm3bh1PPvkkzZo1A6BVq1aEhITwwQcfMHr0aNatW0dMTAz%2B/v4AjBs3zqqILJSUlMT27duJj4%2B3nJR15MiRxMXFsWXLFss5rvr3788tt9wCQEhIiM3D82vXrmXgwIHcddddAAwePJjg4GCysrJYv349c%2BfOtRwB1qtXL%2BLi4li/fj2NGzcmNTWVUaNG4eHhQZ06dejTpw9Lly4FYN26ddSuXZsePXoAcNddd9G3b1/effddm4vO4q6GMGTIUKKirn81hL/CyP9/3N2Ni3UlNzdj4112JTJD3cCBgzYqeioNwxhcId97r6HhLOrUsU9coxn9GmXnToMDXub99%2B0X20jPPuvoDGxTsaKjM7Cd4d%2BMHUdFZ8mU2qKzsAt37Ngxtm/fzooVKyzr8vLyaNGiBWfPniUzM9Pq4vTly5enYjFv1pMnTwJQrVo1y7IyZcrg7%2B/PsWPHLEVnpUqVLOtdXV1tHsY%2BceIEVapUsfzu7u5O48aNSU9PJycnh6pVq1ptX7VqVZKTk/H396dixYpW59S68847Lf8%2BduwYP/30E02bNrUsy8/Pp0yZMjblBcVfDaFSJV/sMUJvMmFo3Jwc42IVMpkKPsxzcozN9dJMDcN4eBQUnEeOwMWLxsWte2eWccEKmUwFCV%2B8aOiTuvtXYwtkL6%2BCgvPAAbh04Q5DXHGJY0MUvkYNjRnUxNiAUNDhfP996N4dLk0pMoTRB1PecUdBwfnGG3CV0bC/5N//Ni4WFHQ4K1aEM2cgN9fY2BUqGBvPTu97ijnHpJQOpbboNF1ql/n5%2BdGpUycGDBhgWZeSkoKnpyfe3t54enqSkpJCrUtDMRcuXODMmTNF4hUWpkePHqXOpTZHXl4eKSkpNl%2BO6lr8/f1JTU21/J6Tk8Nrr71G37598fDwICkpidq1a1vWHz16lJCQEPz9/Tl9%2BjTnz5%2B3XMbq8nmkfn5%2BBAUFERsba1l25syZ615X9XLFXQ2htEwJtWeeZrOx8Y0sYi538aLBsUvRk3oDL/Mbkplpv9hOzZ4HVu7fb2z8q1xRpcSOHYPffjMuntGF4eVxjY5tr/e%2B0f%2BZOpA6nSVT6g4kulLXrl1ZtmyZ5cCbPXv2EBYWxvr163FxcaFLly7ExMSQlpZGZmYmU6dOJS8vr0icypUrExwczOTJkzlx4gRZWVnMmDGDvLw8WrVqVeI8w8LCiI2N5dChQ%2BTm5rJgwQI2bdrEbbfdRnh4ODNnzuTIkSNkZ2ezdOlSEhMT6dChAwEBAdSsWZPJkyeTmZnJkSNHWLx4sSVuaGgou3btYt26deTm5pKens6gQYOYNm1aiXMWERERMUqp7XQWeuSRR7hw4QIvvvgiKSkpeHt707t3byIjIwF4/vnniY6O5tFHH6VcuXJERETg4uKCWzGToaZPn86MGTPo3LkzFy5coHHjxixduhRvb28yMjJKlGe/fv3Izc2lb9%2B%2B/P777zRq1IiFCxfi5ubGqFGjiImJoXfv3pw9e5Z69epZDjgCePvttxk3bhz3338/lSpVonXr1mzcuBEo6NAuWrSIGTNmMHnyZMqUKcNDDz3ESy%2B9VKJ8RURExJo6nSVjMv/Dz62zY8cO6tWrZzn4JyMjg8DAQDZs2HDVC96L/UZCjJ7TmZ1tXKxCJlPBAUrZ2cbmauR0NiiYf1i3Lvz6q7HD6/fVtcM8AJOpYB5WVpahT%2Bq3u4w9zLxcuYKDk3bvNnZ4/bIp14axy5xOdzscZRwQUHCAUpMmxg6v38D1nm1SqxbMmAEjRxo7vD53rnGxoGBOp68vnDhh/PC6t7ex8ez0vnfk6SU%2B%2Bsj4mOHhxsd0VqV%2BeP16Fi9ezJQpU8jKyuLixYvMnj2bmjVrquAUERER%2BRuV%2BuH165kwYQITJ04kODiYvLw8AgMDefvttw19jCVLljB79uyrrg8NDbXpXJ4iIiLivDS8XjL/%2BKLz9ttv56233rLrY/Tp04c%2BffrY9TFERERESrN/fNEpIiIiYgR1OktGRaeIiIiIDVR0lsw//kAiEREREXE8dTpFREREbKBOZ8mo0ykiIiIidqdOp4iIiIgN1OksGRWdIiIiIjZQ0VkyGl4XEREREbtTp1NERETEBup0loyKThEREREbqOgsGQ2vi4iIiIjdqdMpIiIiYgN1OktGnU4RERERsTt1OkX%2BJmXKGBvPxeXPW0NjHz1qYLBLPDygRg04fhwuXjQsrLt7PcNiAbi6/nnr7m58XKMZHrdzZ4MDArVqFdyGhBS8Boyydq1xsQACAgpuN2%2BGhATj4i5ZYlws%2BPON7%2BlpfNstN9fYeIW55uX9Y1qE/5A/w2FUdIqIiIjYQEVnyWh4XURERETsTp1OERERERuo01ky6nSKiIiIiN2p0ykiIiJiA3U6S0ZFp4iIiIgNVHSWjIbXRURERMTu1OkUERERsYE6nSWjTqeIiIiI2J06nSIiIiI2UKezZFR0ioiIiNhARWfJaHhdREREROxOnU4RERERG6jTWTLqdIqIiIiI3anTKSIiImIDdTpL5qbrdKanp3PhwgVDYh05csSQOCIiIuL88vON/7GnCxcuMGbMGIKCgggMDGTUqFGcP3/%2BqtuPHz%2Behg0bEhAQYPlZuXKlZf3ChQt58MEHady4MZGRkfz22283lE%2BpLjpjYmKIjIxk3bp1dOjQ4brbnzx5knbt2nH69OmrbtOhQwfWrVt33Vivvvoq8%2BbNu6F8jVKvXj22bdvmkMcWERGR0iE6OprU1FQ2bNjAxo0bSU1NZcaMGVfdfs%2BePURHR5OQkGD5iYiIAGDt2rUsX76c2NhYtm3bxj333ENUVBRms9nmfEp10VnoscceIz4%2B/rrbZWVlXbfLGR8fz2OPPXbdWGfOnLE5PxERESn9SlOnMzMzk7i4OKKiovD29sbHx4eRI0eyZs0aMjMzi2yfnZ3Nr7/%2BSsOGDYuN9%2BGHH9K9e3fq1KmDh4cHzz//PCkpKTfUBCtVRefOnTsJDw%2BncePGdOvWjeTkZADWrFlDSEgIALm5uUyYMIEHHniAoKAgunfvzg8//EBeXh4dO3YEoGPHjnz66afExMTw9NNPEx4eTvPmzdmxYwchISGsWbMGKGhLT5o0iZYtW9K0aVP69%2B/PsWPHmDt3LnFxccTFxdlUoAJs3bqVLl26EBAQQEhICO%2B%2B%2B65l3aZNmwgLC6NJkya0a9eOd955h/xLr8ScnBymTp1KUFAQLVq0YNGiRVZxMzIymDRpEsHBwbRs2ZJnn32WkydPluyJFhEREaeXlZXFkSNHrvqTk5ND3bp1LdvXrl2brKwsDh8%2BXCTW/v37yc3NZfbs2dx///20a9eOt99%2B21KPJCYmWsVyc3OjRo0a7N%2B/3%2BZ8S82BRGfOnGHgwIH079%2BfPn36sHv3bgYMGECDBg2stvvkk09ISEjgs88%2Bo1y5csyePZuJEyeybt061q9fT%2BvWrVm/fj1Vq1YlJiaGb7/9lsWLF3Pvvffi4eFhFWvSpEkcPHiQNWvW4OPjw/jx43nuuedYuXIlSUlJAEybNu26uR86dIhBgwYxfvx4OnXqxP79%2B%2BnZsyfVq1fHzc2NESNGMH36dNq2bcsvv/zCM888A0Dv3r156623%2BOqrr1i9ejU%2BPj5MmDDBKvaLL77I%2BfPnWbNmDZ6enkybNo2hQ4eyYsUKTCaTTc9teno6J06csFpWqZIvlStXtun%2BjmTjn/iXYhod29PT2HiFL9crXrYl52p0QMDd3frWIF55hoaz7COj91WpUauW8THvuMP61igBAcbGq1/f%2BtYoLgb3dgrjGR3XHjHtmauD2KMzWdxnsK%2BvbZ/BP/74Iz179ix23fDhwwEoW7asZZmXlxdAsfM6z507R/PmzYmMjGTmzJn8/PPPDBkyBBcXF/r168f58%2Bct9y/k6el5Q8fJlJqi86uvvsLLy4v%2B/ftjMpkIDAwkPDycn3/%2B2Wo7T09PkpOTWb16NQ8%2B%2BCDDhw/n2WefvWrcatWq0bJlyyLLs7OziY%2BPZ968efj7%2BwMwZsyYv3TwUHx8PPfccw9dunQBoGHDhrz//vtUrlyZadOm0bp1ax599FEA7rnnHgYMGMDy5cvp3bs3n3zyCYMGDaJatWoAjB071jLn9NSpU2zYsIHPPvsMHx8foKAIbdq0KT/99NNVW%2BRXWrlyJXPmzLFaNmTIUKKiht3w32oLI4s5g2sYK25uxsa76y5j4xW69NIwUA2jA/6pShVDwzW4/iZ/iT1qL3sw/EvXNeZ6ldg1/h92Ku%2B/7%2BgMbFOunKMzsN0VhUppZo%2Bis7jP4KFDhzJs2PU/g4OCgvjll1%2BKXbdv3z5mzZpFZmYm5S69XgqH1cuXL19k%2BwceeIAHHnjA8vu9995Lr169%2BPTTT%2BnXrx9eXl5kZWVZ3ScrK8sS2xalpuhMS0vD39/fqnt35513Fik6O3ToQE5ODqtWrWLmzJn4%2BPgwaNAgnnzyyWLjXu2bxO%2B//052djZVLvuQvOWWW2jUqNEN556enm4VB6D%2BpW/Tp06d4u6777ZaV7VqVY4dO2a5b2HRW5jDrbfeCmDZpmvXrlb3L1OmDMnJyTYXnREREZbpCYUqVfLlBuYG28xkwtC4OTnGxSpkMhUUnDk5xuZ69KhxsaCgw1mtGiQlwcWLxsW9y/WwccEKubsXFJwpKZCdbVjYfRdqGBYLCjqctWrBb7/BFf%2B3lsgVb3FDGP1eAjC9MNLYgFDQ4Xz2WXjjDbj0f5YhNm82LhYUdDjffx%2B6d4cbGC68ri1bjIsFBV3DcuXg/HnjKyB7dDq9vCAz09hcS1PBbYPiPoN9fX1LHLdmzZq4ubmRmJjIfffdB8DBgwctw%2BJX2rRpEydPnqRbt26WZdnZ2XheGvqpU6cOBw4coFWrVkDB9L/Dhw9bDblfT6kpOv38/Dh27Bj5%2Bfm4XHpjHD9%2BvMh2hw4d4p577qFTp05kZWXx%2Beef8%2B9//5umTZsWaQsDVx2C9vHxwd3dndTUVGpdanucOnWKhQsXMmLEiBvK3d/fny1X/Mfz0Ucf4ePjwx133MHRK6qRpKQkywvOz8/PMpQPBfNMz507B8Dtt98OwGeffWb1Ak1MTLR0Rm1RuXLlIsW3PQpOe7BnnmazsfGNLGIud/GiwbHdDKxgr5SdbWiFXMxceENkZdkvtlO7wdOf3JBjx4yNn5BgXKzL7d9vbGx7HSnyd5xvxyilKdfrsMefUdxnsBG8vLxo3749M2bMYNasWQDMmDGDjh07WgrJy5nNZqZOnUr16tVp0aIFu3btYtmyZYwZMwaA8PBwYmJiePDBB6lZsyZvvPEGlSpVomnTpjbnVGomWoSEhGA2m4mJiSE7O5u9e/eyatWqItt9%2BeWXDB06lOTkZDw9PfH29sbV1ZUKFSpY5mxmZGRc9/FcXFzo1KkTMTExpKWlcfHiRd5880127dqFp6cn7u7uluLvejp06MC%2Bffv4%2BOOPycvLY%2B/evUybNg1XV1fCw8PZvHkzn332GXl5eezbt4%2BFCxcSHh4OwBNPPMGiRYs4ePAgFy9eZNq0aeTlFUxku/3223nooYeYMmUKZ86cIScnh3nz5tGlSxf%2B%2BOMPW59aERER%2BQcaP348NWrUIDQ0lEceeYSqVasybtw4y/oOHTowf/58ANq0acOYMWOYMGECAQEBvPDCCwwbNozHH38cgC5dutC7d2%2BGDBlCixYt2LdvHwsWLMDtBuailZpO5y233EJsbCwTJkxgyZIlVK9enXbt2nHo0CGr7Xr27ElaWhrdunUjIyODO%2B64gzfeeAM/Pz/MZjNt2rQhIiKC0aNHX/cxR48ezRtvvMETTzxBVlYWzZs3t3xbePTRR3n22Wd56KGH%2BOqrr64Z58477%2BTtt9/m9ddfJzo6Gh8fH0aPHs2//vUvAGbNmsXcuXN58cUXqVixIk8%2B%2BST9%2B/cHoH///mRmZvLUU0%2BRm5tL165d8fb2tsSePn06r7/%2BOp06dSIjI4M6deqwaNEiQ1rzIiIi8qfS1rAtX7480dHRREdHF7v%2BytNNduvWzWp4/XImk4mnn36ap59%2B%2Bi/nYzLfyFk95aZhr1eF0fPQDJweaGEyFUxBzM42NtcDB4yLBQXzD%2B%2B6CxITjR1eb%2BhW/KT0EvHwgBo14PBhQ4fXf8ioZ1gsKJh%2B1qAB7Ntn7PB6kybGxSpklzmd4WHGBoSCSbIzZsDIkcYOr69da1wsKDgafufOgp1l5PD62bPGxYKCeZIVKsC5c6VjTqc95p9WqGBcrBt0aaTZUFOnGh/TWZWa4XURERERKb1KzfC6szp16hQPP/zwNbdJsNeEdxEREfnblLbhdWejorOEfHx8VFSKiIiIXIeKThEREREbqNNZMio6RURERGygorNkdCCRiIiIiNidOp0iIiIiNlCns2TU6RQRERERu1OnU0RERMQG6nSWjIpOERERERuo6CwZDa%2BLiIiIiN2p0ykiIiJiA3U6S0ZFp4iIiIgNVHSWjIbXRURERMTu1OkUERERsYE6nSVjMpvNZkcnIc7HXq8Kk8nY2KbcHOOCXc7NDXIMjn30qLHx3N2hWjVISoLsbOPili9vXKxCrq7g4wOnTkFurmFhc2673bBYheyx691c7fCGMvrNBHD8uLHxoGDf%2B/rCiROG7nvKljUuFoCLC1SoAOfOGVtZeHsbFwsgIAB27oQmTSAhwdjYmzYZG69CBWjeHLZvL3hejdK6tXGxbtDAgcbHXLDA%2BJjOSp1OERERERuo01kyKjpFREREbKCis2R0IJGIiIiI2J06nSIiIiI2UKezZNTpFBERERG7U6dTRERExAbqdJaMik4RERERG6joLBkNr4uIiIiI3anTKSIiImIDdTpLRp1OEREREbE7dTpFREREbKBOZ8mo6BQRERGxgYrOktHwuoiIiIjYnTqdIiIiIjZQp7Nk1OkUEREREbtT0elEDh8%2B7OgURERE5Cry843/uZmo6LSjNWvWEBISYtO2%2B/bto2PHjpbfx40bx7hx4%2ByVmoiIiNwgFZ0lozmdTuLcuXPk5ORYfp80aZIDsxEREREx1k3R6UxOTqZevXosX76cBx54gMDAQF544QUyMjIAWLVqFR06dKBJkyaEhoaybt06y30jIyOZNm0aYWFhNG7cmLCwML7//nuruMnJyZbtY2JiiIyMLDaP1atXExYWRlBQEAEBAQwcOJDTp0%2BTlJRE//79AQgICCAhIYHRo0czevRoy32vl%2BPrr79Ojx49CAgIoH379nz66afGPYEiIiKiTmcJ3VSdzo0bNxIXF0deXh5Dhgxh4sSJC1MS9AAAIABJREFUtGzZkmnTpjFnzhyaN2/O9u3bGTp0KF5eXrRp0waAlStXMm/ePJo0aUJsbCyDBw9m48aNN/TYu3fvZvLkySxbtox7772X48eP06tXL5YtW8aIESNYuHAhPXv2JCEhwfKYhdasWXPdHD/88EOWLFnCXXfdxdy5cxk3bhytW7fGw8Pjurmlp6dz4sQJq2WVKvlSuXLlG/ob5Trc3Y2N5%2BZmfWsUVzv8t1CmjPWtOCd77PvCmEbHdjG4Z1IYz%2Bi4AQHGxqtf3/rWSBUqGBuvbFnrW7np3VRF55gxY7jtttsAiIqKYvDgwRw9epSIiAhatmwJQMuWLYmIiOCDDz6wFHTh4eG0aNECgEGDBrFixQq%2B/PJLmjdvbvNj161bl/Xr11O1alV%2B//130tPTue2220hLS7vufT/66KPr5tiuXTsaNGgAQOfOnZk/fz6nTp2iSpUq142/cuVK5syZY7VsyJChREUNs/nvuxEmk4HBjC647Bm7WjVj4xXy87NPXHvw9jY0nL32vvEvKyNf9JeHNTiur6%2Bx8S5XsaL9YhupXDlj4%2B3caWy8Qu%2B/b5%2B49tCwoaMzMMzN1pk02k1VdFavXt3yb39/f7Kzszl79izVrigGqlatyubNmy2/16hRw/Jvk8mEn59fkc7g9bi4uLBs2TLi4uIoW7Ys9erVIyMjA7PZfN37njx58ro5%2Bl72YeF6qaOQb%2BO7IyIiosgBT5Uq%2BWJDajfMZMLQuKbcnOtv9Fe4uUGOwbGPHzc2nptbQcF5/LixudqjK1GmTEHBefYs5OUZFjbnFh/DYhWyx653cy0FbyaAkyeNjQcFHc6KFeHMGcjNNS6up6dxsaCgw1muHJw/b2xlERxsXCwo6HC%2B/z507w779xsbe/58Y%2BOVLVtQcO7dCxcuGBf3Bho%2BRlPRWTI3VdGZlpZGrVq1gIL5mF5eXvj5%2BXH06FGr7ZKSkqyKuMu7kfn5%2BaSkpODv70%2BZS0OFlx8AdObMmWIf%2B5133mHr1q3ExcVRqVIloKBraouqVateN8eSqFy5cpGhdHsUnDe97Gz7xM3JMTa20dMALpeXZ2zhIcay577JzTU2vr0%2B/Y2eaHdpypTh9u83Pva5c8bGK3Thgv1iS6lyUxxIVOj1118nIyODtLQ0Zs%2BezeOPP063bt1YuXIl3377LXl5eXz33XesXLmS8PBwy/1WrVrF3r17yc7OZu7cuZjNZlq1aoWPjw%2B33nor8fHxmM1mfvrpJz7//PNiHzsjIwNXV1fc3NzIzc3lk08%2B4b///a%2BlYC2ce3mumDdmly5drpujiIiI2JcOJCqZm6rTeeedd9KxY0cyMzMJDQ3lhRdewMPDg4yMDCZPnkxKSgq33347o0aNolOnTpb7NW/enEmTJpGYmEiDBg1YvHgxFS5NuI6Ojmb27NnExsbSsGFDunbtyg8//FDksZ9%2B%2Bml%2B/fVXWrVqhYeHBw0aNKB79%2B589913QMGcz8DAQP7v//6PWbNmWd23ffv2181RRERExJmZzLZMKizlkpOTad26NV988QVVq1a9oftGRkbSvHlzhg2zz0E1zsper4qbek7nFVMkSszdveDgpKQkY4fXy5c3LlYhV1fw8YFTpwwdYs257XbDYhW6qed0Gj3vGAr2va8vnDhh7PC60XOPXVwKjt4%2Bd87Y9pPBB88REFBwcFKTJsYPr2/aZGy8ChUK5l9u327s8Hrr1sbFukHt2hkfc8MG42M6q5uq0ykiIiLyV5W24fALFy4QHR3N5s2byc3NpXXr1owfP55yxZylYdy4ccTFxVkty8rK4v777yc2Npb8/HwCAwMxm82YLjtzxtatWylr45fAm2pOp4iIiMjNIjo6mtTUVDZs2MDGjRtJTU1lxowZxW47adIkEhISLD8xMTHccsstlgvVJCYmkpOTw/bt2622s7XghJuk01m1alV%2B%2BeWXv3Tf5cuXG5yNiIiIlEalqdOZmZlJXFwcy5Ytw/vSNI%2BRI0fSs2dPRo0ahZeX11Xve/r0aUaOHMlLL71EnTp1ANizZw/16tXDvQRnOLkpik4RERGRf5qsrKyrXmQmMzOTnJwc6tata1lWu3ZtsrKyOHz4MHffffdV486YMYOGDRvy2GOPWZbt2bOHixcvEh4ezrFjx6hduzbPP/88TZo0sTlfFZ0iIiIiNrBHp7O4S1H7%2Btp2Keoff/yRnj17Frtu%2BPDhAFbD34XdzfPnz181ZlJSEuvWrWPVqlVWyz09Pbn33nsZPnw4t956K%2B%2B99x59%2B/Zl3bp1RS5gczUqOkVERERsYI%2Bis7hLUQ8dOtSms%2BYEBQVddfrgvn37mDVrFpmZmZYDhzIzMwEof42zlHz00UcEBAQU6YQWzu0s1LdvX9asWcOWLVt46qmnrpsrqOgUERERcZjiLkVtxBUHa9asiZubG4mJidx3330AHDx4EDc3N6vLe19p48aNPP3000WWv/HGG7Rr144GDRpYlmVnZ1submMLFZ0iIiIiNrBHp7O4S1EbwcvLi/bt2zNjxgzLRWdmzJhBx44d8fT0LPY%2BZ86c4eDBgzRr1qzIul9//ZXvv/%2BeN998k1tvvZW3336bjIwM2rRpY3NOOmWSiIiIyD/Q%2BPHjqVGjBqGhoTzyyCNUrVqVcePGWdZ36NCB%2BfPnW35PTk4G4Pbbi154Y%2BrUqdx55508/vjjBAUFsX37dpYsWWI5Mt4W6nSKiIiI2KA0nTIJCuZuRkdHEx0dXez6%2BPh4q98bNWp01Tmi3t7eTJ06tUT5qOgUERERsUFpKzqdjYbXRURERMTu1OkUERERsYE6nSWjolNERETEBio6S0bD6yIiIiJid%2Bp0ioiIiNhAnc6SUdEppVtGhvExy5QBNzfIzIS8POPivviicbEAataEadNg7lw4dMi4uA8/bFysQj4%2BEBYGW7bAqVOGhf1f3f6GxQIoXx4CA2H3bmNfWsEtso0LBmAygbs75OSA2Wxc3Bs4357NTKaC2woVjM01N9e4WAAuLta3Rtm0ydh4FSoU3M6fD%2BfOGRvb6Pd%2BQADs3AmDBkFCgnFxjXwdyd9KRaeIiIiIDdTpLBkVnSIiIiI2UNFZMjqQSERERETsTp1OERERERuo01ky6nSKiIiIiN2p0ykiIiJiA3U6S0ZFp4iIiIgNVHSWjIbXRURERMTu1OkUERERsYE6nSWjTqeIiIiI2J06nSIiIiI2UKezZFR0ioiIiNhARWfJaHhdREREROxOnU4RERERG6jTWTKlotN55MgRu8U%2BfPiw3WKLiIiISAGnLzpfffVV5s2bZ5fY7733Hi%2B//LLl9w4dOrBu3Tq7PJaIiIiUbvn5xv/cTJx%2BeP3MmTN2i3369Gmr3%2BPj4%2B32WCIiIlK63WxFotFuuNP5008/ERkZSUBAAP/617%2BYNWsWZrOZ77//nh49etC0aVNCQkJ48803yc7OBiAmJoaoqChGjhxJ06ZNefDBB3n99dctMXfs2EFYWBhNmzalTZs2TJkyhdzcXObOnUtcXBxxcXE89thjANSrV4/JkycTFBTEoEGDWLNmDSEhIVY5RkZGEhMTA0Bubi6zZs0iODiYJk2a0KNHD/bv38/atWtZsGAB33//PU2bNgUgJCSENWvWAJCVlcX06dMJDg6mWbNmREZGsnv3bstj1KtXj%2BXLl9OuXTsCAgLo1q0bv/zyy3Wfv4sXL9KsWTPi4uIsy7KzswkKCuLbb78FCorf0NBQAgMDCQsL45tvvrFsm5aWxogRIwgJCeG%2B%2B%2B6jdevWrF692iqvy58fEREREWdwQ53Os2fP8vTTTxMZGUlsbCzHjx8nMjKS22%2B/nSlTpjBy5EiWLFlCamoqw4YNIyMjg7FjxwKwceNGpk2bxquvvso333zDwIEDad26NY0bN2bUqFFERUXRuXNnkpOTefLJJ2natClDhgwhKSkJgGnTplnyOHr0KF999RU5OTls2rTpmjnPmzeP9evXExsbS82aNZkzZw4DBw5k8%2BbNJCcns337dpYvX17kfhMmTGDfvn0sW7YMf39/VqxYQe/evVm/fj1VqlQBCorDd999F09PT6Kiopg%2BfTqxsbHXzMfDw4MOHTrwySefEBoaCsCXX35JuXLlaNGiBVu2bGH8%2BPHMmzePJk2a8PXXXzNs2DA%2B/PBD6tSpw9ixY/H29iY%2BPh53d3eWLVtGdHQ07du3p1y5ckWeH1ukp6dz4sQJq2WVKvlSuXJlm%2B7vUGXKGB/TxcX61ig1axob79Lr0HJrFB8fY%2BMBeHtb3xqkfHlDw%2BHlZX1rGJPJPvHsFdceMY2ObfT7017v%2BwoVjI1Xtqz1rZECAoyNV7%2B%2B9e0/gDqdJXNDReeXX36Jh4cHQ4YMwWQyceedd7JkyRIWLlxIvXr16NWrFwDVq1fn%2BeefJyoqihdffBGAGjVq0KlTJwCCg4Px9fXl8OHDNG7cGA8PDz777DO8vb1p1qwZW7ZsweUab/yOHTvi5eWFlw2fDGvXrmXgwIHcddddAAwePJjg4GDMZvNV73Px4kXWr1/P3LlzqV69OgC9evUiLi6O9evXM2DAAKCgo%2Brr6wtA%2B/btWbBgwXXzAQgPDyciIoITJ07g6%2BvL2rVrCQsLw2Qy8e677/Lkk0/SrFkzAFq1akVISAgffPABL7/8MpMnT6ZcuXK4ubmRkpJCuXLlyMrK4vfff7cUnTfy/ACsXLmSOXPmWC0bMmQoUVHDbLr/jTL0s%2BeWWwwMdgWjK5rLvjgZKirKPnHt4YpRiZIKNDTanxo0MDqiu9EBC7i52SeuPXh4ODoD2xj9jaN5c2PjFWrY0PiYO3caHxPg/fftE1dKnRsqOk%2BcOIG/vz%2Bmy6qGWrVq4ebmRrVq1ay2rVq1KllZWZw6dQrAUpwVcnNzI//SV4alS5cSExPDxIkTOXHiBP/3f//HhAkT8PPzKzaPG%2BnAnThxwtKZBHB3d6dx48bXvM/vv/9OTk4OVatWLfI3JScnW36vVKmS5d%2Burq7XLGQv16hRI2rXrm0ZRv/mm28sHeFjx46xfft2VqxYYdk%2BLy%2BPFi1aAJCUlMT06dM5fPgwNWrUsBTF%2BZd9/brRDmVERESRKQqVKvli459zQ0wmDI1rOveHccEKubgUFJwZGcZ%2BrX3lFeNiQUGHMyoKZs%2BGlBTj4trjQ9Lbu6Dg3LwZzp41LOwP1cMMiwUF9UaDBrBvH2RmGhc3sFG2ccGg4I3k5gY5Oca%2BoezRxjGZCgrOixeNzTUvz7hYUPC%2B9/Iq2PFGPg8//WRcLCjocDZsCHv3woULxsY2ekpW/foFBWf37rB/v3Fx7VUc20CdzpK5oaLTz8%2BP1NRUzGazpfDctGkTt99%2BOz9d8cY6evQo7u7u3HrrrdeMefHiRRITE5kwYQKurq4cOnSIsWPH8sorrzB79uxi73N50evi4mKZO1ro8oOP/P39SU1Ntfyek5PDa6%2B9Rr9%2B/a6aU6VKlfDw8CApKYnatWtb/U1XFmd/VXh4OPHx8bi5udG0aVNLgevn50enTp0s3VSAlJQUPD09ycnJYeDAgTz33HN0794dk8nE3r17ixxxb7rBVmLlypWLFKr2KDjtwugPnsvl5xsb/9Ah42JdLiXF2NiXveYNd/YsXPoiaoQMO8wEgIK6IyPDwID2ekOZzcbGtucb3%2Bhc7fXpb/QhxefOGRfrchcuGB87IcHYeIX277df7L%2BZis6SuaHJKw899BC5ubnMnz%2Bf7Oxsjh49yiuvvEKlSpU4ePAgS5cutSyfOXMmoaGhuLtfe1jJZDLx3HPPsXjxYnJzc/H19cXV1ZWKFSsCBZ3Jc9d4Y9WuXZuTJ0/y3XffYTab%2BeSTTzh48KBlfVhYGLGxsRw6dIjc3FwWLFjApk2bqFixIh4eHmRkZBTpULq4uBAeHs7MmTM5cuQI2dnZLF26lMTERDp06HAjT9lVPfbYY%2Bzfv59Vq1YRFvZnt6Zr164sW7bMctDSnj17CAsLY/369eTk5JCVlYWnpycmk4mUlBRee%2B01AJvnb4qIiIg4wg11Om%2B55RZiY2OZOnUqS5YswcvLix49ehAREUHt2rWZOXMmMTExeHp60rFjR0aMGHHdmO7u7sybN49XX32VBQsWUKZMGR588EFGjhwJwKOPPsqzzz7LQw89xFdffVXk/o0aNWLw4MGMHj2a8%2BfP8/DDD9OuXTvL%2Bn79%2BpGbm0vfvn35/fffadSoEQsXLsTNzY1WrVqxYsUKAgMDi8QeNWoUMTEx9O7dm7Nnz1KvXj3LwUhGuO222wgODua7776jbdu2luWPPPIIFy5c4MUXXyQlJQVvb2969%2B5NZGQkJpOJV155hVmzZjF58mR8fHzo2rUriYmJ/Prrr4blJiIiIkWp01kyJrOtExHFcFOnTiUrK4uJEyc6OpUi7PWqMHxO51k7nMe1TJmCA5T%2B%2BMPY4XWj50vVrFlwcNLo0cYOrz/8sHGxCvn4QFgYrFlj6PD6lrr9DYsFBVN5AwPhhx%2BMHV4PbnHRuGBQ8EZyd4fsbOcfsjaZwNMTsrKMzTU317hYUDCns1w5OH/e2Odh%2B3bjYkHB0fDNmxfENXp43ej3fkBAwfzLJk2MHV53YNlyxeEphrji5DH/aE5/cvh/otTUVA4fPszHH3/MO%2B%2B84%2Bh0RERExAbqdJaMik6DbdiwgdGjR191fWBgII0aNeKdd96hX79%2B3H333X9jdiIiIvJXqegsGRWdBmvXrp3VnNKrGT58%2BN%2BQjYiIiIhzUNEpIiIiYgN1OkvG4Ot9iYiIiIgUpU6niIiIiA3U6SwZFZ0iIiIiNlDRWTIaXhcRERERu1OnU0RERMQG6nSWjDqdIiIiImJ36nSKiIiI2ECdzpJRp1NERETEBvn5xv/8HTIzM4mIiGDNmjXX3O7HH3/kiSeeICAggJCQEFatWmW1fu3atbRp04bGjRsTFhZGQkLCDeWholNERETkH%2BrAgQP06NGDXbt2XXO733//nQEDBtCpUyd27NjBlClTmDp1Krt37wZg27ZtREdHM23aNHbs2MFjjz3G4MGDyczMtDkXFZ0iIiIiNihtnc5vv/2WXr160blzZ6pUqXLNbTdu3Ii3tzc9evTA1dWVli1bEhoaynvvvQfAqlWr6NChA4GBgbi5udG7d28qVqzIp59%2BanM%2BmtMpIiIiUgplZWWRlpZW7DpfX1/q16/Pl19%2BiYeHB0uWLLlmrAMHDlC3bl2rZXfddRerV68GIDExkfDw8CLr9%2B/fb3O%2BKjpFREREbGCPzmR6ejonTpywWubr60vlypWve98ff/yRnj17Frtu7ty5PPzwwzbncf78eby8vKyWeXp6cuHCBZvW20JFpxTLZDI%2BZnp6OitXriQiIsKmN5NNKlY0Js5l0tPTWbl0qbF5AqxcaVwsLuUZE0PEc88Zm6cdWHI1%2BDkNNixSgfT0dGJiDH6NAuBhYCw7vZfsJD09nZULFzp9runp6axcvNj4PFu3Ni4W9nsvAWA2GxrOkuvnnzv1vr8RBj9FAMTErGTOnDlWy4YOHcqwYcOue9%2BgoCB%2B%2BeUXQ/Lw8vLi3LlzVsuysrIoV66cZX1WVlaR9RVv4HNYczrlb3PixAnmzJlT5Buds1GexistuSpP45WWXJWn8UpTro5UeFT55T8RERF/ex5169blwIEDVssSExOpU6cOAHXq1Lnmeluo6BQRERFxkMqVK3PPPfdY/TiiM9ymTRtOnjzJO%2B%2B8Q05ODt999x1xcXGWeZxdunQhLi6O7777jpycHN555x1OnTpFmzZtbH4MFZ0iIiIiN6EOHTowf/58ACpWrMjixYv5/PPPCQoKYuzYsYwdO5YWLVoA0LJlS8aPH8%2BECRNo3rw58fHxLFy4EG9vb5sfT3M6RURERP7hNm/eXGRZfHy81e%2BNGjXigw8%2BuGqMxx9/nMcff/wv51BmwoQJE/7yvUVuULly5WjevLllYrKzUp7GKy25Kk/jlZZclafxSlOuYn8ms9kex2KJiIiIiPxJczpFRERExO5UdIqIiIiI3anoFBERERG7U9EpIiIiInanolNERERE7E5Fp4iIiIjYnYpOEREREbE7FZ0iIiIiYncqOkVERETE7lR0ipQigwcPLnb5U0899Tdn8s%2Bzb98%2BNm7cSHZ2NqdOnXJ0OvI30r43xuDBg8nIyHB0GuLEXB2dgPzzhISEYDKZrrnNF1988TdlY5vz58/z3nvvkZSURG5urtW6qVOnOiirAsnJyXz88ccAfPPNN8yZM8dqfUZGBr/88osjUruuDz/8kOXLl5Oens7atWuZNm0aU6dOdarrMJ86dYohQ4awd%2B9e3NzcWL16NV26dGHx4sUEBAQ4Oj0rW7dutTyfCxYsYPHixTz//PO4ujrXf%2BWlYb9D6dr32dnZnD59mvz8fKvlVapUcVBGRSUkJODu7u7oNMSJqdMphhs2bBhDhw6lVatW5Ofn06tXL15%2B%2BWX69etHmTJlaNu2raNTLGLMmDG89957XLhwwdGpFFGlShUOHDjAtm3byMvLY9u2bVY/iYmJjB8/3tFpFvHOO%2B8QGxtLZGQkeXl5lCtXjvT0dIcX8Vd65ZVXqFu3Ljt27MDV1ZXatWszYMAApk%2Bf7ujUrMTFxfHCCy9Qr149jhw5AsDmzZuZOXOmgzOzVlr2O5Seff/ZZ5/xr3/9i1atWtG6dWtat25NSEgIrVu3dnRqVjp27EhUVBTx8fFs376dHTt2WH5EADCL2EloaKg5MTHRatnhw4fNbdu2dVBGV9e4cWNzWlqao9O4rpdeesnRKdisbdu2lv3frFkzs9lsNqelpZnvv/9%2BR6ZVxP3332%2B%2BcOGC2Wz%2BM8/s7Gxz06ZNHZlWER07djQnJCSYzWazJbdDhw6Z/%2B///s%2BRaRVRWva72Vx69n379u3Nb7zxhvnw4cPm5ORkqx9nUq9evWJ/6tev7%2BjUxEk415iM/KMkJSVx5513Wi27/fbbSU9Pd1BGV%2Bfr60vFihUdncZ1TZ48mby8PE6ePEleXp7VOmcaZgM4c%2BYMNWvWBMBsNgPg4%2BNTZPqCo7m5uZGVlYWXl5clz/PnzzvdUPDx48e57777ACzTV6pXr%2B503fnSst%2Bh9Oz71NRUhg4d6nTTKK60f/9%2BR6cgTk7D62I3DRs25NVXXyU7OxuAzMxMoqOjCQwMdHBmRXXr1o1XX32VP/74w9GpXNPGjRtp1qwZDz30kFMPswHUr1%2BflStXAn8WSZ9%2B%2Bil16tRxZFpFhISE8MILL3D48GFMJhOnTp1i4sSJBAcHOzo1KzVq1CgyF/p///sf1atXd1BGxSst%2Bx1Kz76/5557SExMdHQaNsnMzOT48eOkpKSQkpLCkSNH%2BM9//uPotMRJmMyFX%2B9EDPbbb78xcOBAUlNTqVixIqdPn6ZWrVq8/fbb%2BPv7Ozo9oOAD0mQyWbocxR0A9fPPP//daV3Vww8/TFhYGI8%2B%2Bihubm5W6%2B644w4HZVW8n376id69e1O7dm327t1Ly5Yt2bVrF4sWLbJ07JzB%2BfPnGTNmDBs3bgQKXgPBwcG89tprVKhQwcHZ/el///sfzzzzDK1bt2bTpk107tyZ9evX8/rrrztVkVRa9juUnn0/c%2BZMPvzwQx555BEqVapktW7o0KEOyqqojz76iOjoaC5evGi13MfHh2%2B%2B%2BcZBWYkzUdEphjt%2B/Dh%2Bfn6kpKSQm5tLWloaCQkJBAYGUrlyZcqUKeM0Q8Hbt2%2B/7jbNmzf/GzKxTfPmzW3K2VmkpaWxbt06UlJS8PPzIzQ01Gn2/ZVOnz5NcnIyfn5%2BVK5c2dHpFGv//v2sXLmSY8eO4efnR5cuXbj33nsdnVYRpWm/g/Pv%2B8jIyGKXm0wmli1b9jdnc3Vt2rShR48elCtXjh07dtCrVy9ee%2B01HnjgAfr37%2B/o9MQJqOgUwzVp0oSdO3dauohQMLersKNoMpmcqntYKC8vjzJlygCwZcsWKlas6HQf6H379uWFF16gfv36jk6l1LPliNpmzZr9DZnYJjY2lr59%2BxZZ/uabbzJixAgHZFR6lbZ9X1o0btyYhIQEjh07xsiRI/nggw9ISUmhd%2B/elm6y3Nyce1aylErx8fGA852L81o2b97M2LFj%2Bd///sdbb73F/PnzMZlMvPTSS3Tt2tXR6VnOzXnbbbfRt29f2rdvj7e3t9U2zjLMVlrO01rYPbo811tvvZVz586Rn5%2BPt7c33377raPSAwo6cAcPHgQgJiaG%2B%2B67j8v7BOfOnWPp0qVOUXSWlv0OpWPfX2nTpk2WLrevry9dunQhNDTU0WlZ8fHxIScnB39/fw4dOgQUHOCoE%2B5LIRWdYrjC%2BZrONsfwWubNm8eIESPIz8/n3XffJSYmBh8fH5599lmnKDq3bdtm%2BXetWrWKnAz%2Beh/2f6dhw4YBBXP7vvjiC/r06cOdd95JamoqS5YscZqDngqPtI2NjeXXX39l7NixVKhQgQsXLjBt2jRuvfVWB2cI7u7uREVFcebMGaDolafc3d2JiIhwRGpFlJb9DqVj318uLi6OiRMnEhERQUhICEePHmXChAlkZWXxxBNPODo9i3vvvZdx48bx8ssvU6NGDVasWIGnp2eRL8hyE3PEeZpEnE3z5s3NZrPZ/NNPP5kbN25szsnJMZvNBefvlL%2BmtJyntWXLlubMzEyrZVlZWZbXhLNo166do1OwSWnZ72Zz6dn3oaGh5m%2B//dZq2bfffmtu3769gzIqXlpamrl///7mtLQ0844dO8yBgYHme%2B65x7xu3TpHpyZOQp1OEcDLy4tTp06xefNmAgMDcXV1Zf/%2B/U537s4rL4FZyN3dnYoVK3L//fc7TYe5tJynNT8/n1OnTlk9b8nJyZb5vc7i888/L3b56dOnue222/7mbK6utOx3KD37PiUlhaCgIKtlzZs35/jx4w7KqHiVK1fm7bfftvz7u%2B%2B%2BIycnBy8vLwdnJs5CRacIEB4eTqdOnfjjjz%2BYPXs2e/fupV%2B/fjx3jgQCAAAgAElEQVT99NOOTs3Kr7/%2BysaNG2nUqBHVqlUjJSWFXbt20ahRI/Ly8pgyZQrz5s2jZcuWjk7Vcp7WUaNG4e7uTmZmJpMnT3a687Q%2B/vjj9O3bl379%2BuHv709SUhKLFi2iW7dujk7Nyu7du5k%2BfTppaWmW62/n5ORw%2BvRp9u7d6%2BDs/lRa9juUnn3v5%2BfHjh07rM6ksWPHDqc8I8DBgwdZsWIFx48fJzo6mvj4%2BCLTQuTmpaPXRS7Ztm0bHh4eNG7cmNTUVPbs2eN014l/7rnnaNq0Kd27d7cs%2B%2Bijj9i2bRvTp0/n008/ZcmSJaxatcqBWRa48jythVeqcabztALk5uYyd%2B5c1q1bR1paGv7%2B/jzxxBP079/fqebKdunShWrVquHt7U1SUhIPPPAAy5Yto2fPnvTp08fR6VmUlv0OpWffr1q1iunTpxMREUG1atU4evQoK1euZMyYMYSHhzs6PYutW7cybNgwWrVqxZdffkl8fDxhYWH06dOHAQMGODo9cQIqOkWAwYMHM2/evCLLn3rqKd59910HZFS8Fi1asHXrVqvhv7y8PO6//362bduG2WymadOm/PDDDw7M8k%2B5ubns3LmT9PR0/Pz8aNKkCS4uuhDaX3Hfffexbds2kpOTmTJlCkuWLGHXrl1MmjSJNWvWODo9K7m5uSQkJJCWlqb9bpA1a9awZs0aTp48yR133METTzzBI4884ui0rISHhxMVFUVwcDDNmjVjx44d7NmzhxEjRjjNmQvEsTS8Ljet5ORkPv74YwC%2B%2BeabIvMlMzIyihwl7mhly5Zl7969Vld22bdvH%2B7u7gCcOnXKaeZPpaSkAFC1alWqVq0KYJmD5kzDglebJwvOcxoqgFtuuQVPT0%2BqVavGgQMHgILzIh47dszBmRV18uRJdu3aZTm9T%2BXKlYvM83QGZrOZZcuWFTkV0cCBA52q0wkQFhZGWFiYo9O4piNHjvDggw8Cf55Ro1GjRvz%2B%2B%2B%2BOTEuciIpOuWlVqVKFAwcOcPr0afLy8qxOSwTg4eHB%2BPHjHZRd8Xr37s2AAQPo1q0bd9xxB8eOHWPVqlX07duXlJQUBg0aRIcOHRydJnDt8zY608UBrtzvZ8%2Be5eDBg07XRapVqxYrVqzgySefpGzZsvz888%2B4u7s7XXG0Z88eevfuTa1atahatSp79uxh4cKFxMbGOt28zmXLlrFkyRIGDBhA1apVOXr0KIsWLcLFxcUphoMnTJjAhAkTGDNmzFW3mTp16t%2BY0bVVqVKFnTt3Wu3nPXv2ON20CnEcFZ1y03JxcWHWrFkAjB07lsmTJ19z%2Bx9%2B%2BMHhH5o9e/bEx8eHjz76iI0bN1KlShUmTJhA27Zt2b9/P2FhYVe9ZN7f7crhtNOnT7No0SKnOl8jwPLly4ss%2B%2BSTT4oUo442fPhwBg8ezAMPPEDfvn3p2rUrZcqU4cknn3R0alZee%2B01hg8fTs%2BePS3Lli5dyowZM1ixYoUDMyvqgw8%2B4K233qJBgwaWZU2aNGHYsGFOUXSWttlvAwcOZPDgwTz55JPk5OSwcOFCli9fznPPPefo1MRJaE6niI0KL%2B8pf925c%2Bfo3LkzmzZtcnQq1xUUFOR0hefFixdxc3PDxcWF3bt3c%2B7cOR544AFHp2UlKCiIrVu34ur6Z08jJyeHFi1aOM1c40KBgYHs2LHDar5pfn4%2BzZo1c6pcf/zxR6spNYW%2B/vpry3C2s9iyZQvvvfcex44dw8/Pj65du9KuXTtHpyVOQp1OERs58vtZaRtmu5Y//vjD0Slc1/bt2ylbtqyj07AyaNAgunTpQqtWrYCCq784Iy8vL1JTU6lWrZplWWpqqtNd5QegevXq/Oc//7Eqiv7zn/9QvXp1B2ZVVJ8%2BfYp84c3IyGD48OEkJCQ4KKuitm3bRnBwMMHBwY5ORZyUik4RGzly7lxpHJC48gCdnJwc/vvf/9K4cWMHZVS8K%2Bee5uTkcPLkSQYPHuzArIqqXbs2kyZNYsKECTz%2B%2BON06dKFmjVrOjqtIh599FGGDRvG888/b5kn%2BcYbb/Doo486OrUinnnmGUaMGMHnn39uORXRF198wezZsx2dGkeOHKFDhw7k5eVhNpu5%2B%2B67i2zTpEkTB2R2dVFRUVSoUIGwsDA6d%2B6suZxShIbXRWyk4fUbc%2BXc0jJlylC7dm0GDhxI5cqVHZRVUWvXrrX63cXFhdq1a9OwYUMHZXR1%2Bfn5/Pe//%2BXjjz9m8%2BbNNGzYkCeeeIJOnTo5OjWLixcvMn78eOLj48nJycHDw4Pw8HD%2B/e9/4%2BHh4ej0ivjuu%2B9Yu3at5VREXbp0cZou8s8//8wff/zBgAEDWLhwodU6Dw8P6tat6zRnq4CCL2ybN2/m448/5ptvvqFZs2aEhYXRtm1byxk25OamolPERs5SdG7dupV3332XtLQ0FixYwOLFi3n%2B%2Beet5tA5gxMnTuDr61tk%2BYEDB6hTp44DMipebGwsffv2LbL8zTffZMSIEQ7IyDZbtmxh4sSJpKamOtXZAKCgM5%2BZmcn58%2BfJz8%2BnUqVKTndpyUJbt26lQYMGVKxYkS1btuDm5sb999/v6LSsJCUlWU1XKA1Onz7N559/zurVq0lOTqZDhw5ERERQv359R6cmDqSz9YqUInFxcbzwwgvUrVuXI0eOALB582Zmzpzp4MyKKu7ggby8PCIiIhyQjbXTp0%2BzY8cOduzYQUxMDN9//73l9x07drB582aWLl3q6DSLOHr0KLNnz%2Bbhhx/mxRdf5JFHHuHTTz91dFpW9u/fT0hICImJifj6%2BrJ48WLatm3Lb7/95ujUinjvvfcYPnw4J06cAArOcztixAjL%2BXudRfny5Zk9ezYvvfQSY8aMYcyYMYwcOZLHHnvM0akV69SpU8TFxfHxxx%2BTmJhIUFAQHh4e9O7dm/nz5zs6PXEgdTpFbOQMnc7Q0FCio6Np3Lix5Yofhw8fpmfPnnz99dcOzQ0K5qH17dsXs9lMSkpKkZPAZ2VlcdtttxEXF%2BegDAtkZGTQpk0bzpw5U%2Bx6d3d3IiIieOmll/6/vTuNq7pa3wZ%2BAVsQ1AxQYhBRUuNonjQFzBAVzJzDHEBNoyQDByj05JETDjglHlO0BC0gsFJRE5k%2B2tEMTykKmXNqGgiCzEMyJYPPC569j5sNan/EtbZd31eyfry4PsLe3HsN93rMyZrn4eGB8%2BfPY9CgQZg6dSpcXV2lm90GGrZV2NvbY%2B7cuVAoFKitrUVYWBhOnz6NiIgI0fHUjBgxAiEhIejTp49q7MKFC1i4cCEOHTokMJk6b29vZGRkwMTEBBUVFbCwsMAPP/yAGTNm3Pdw4eOWmJiIAwcO4Pjx47C1tcXrr7%2BOCRMmwMTEBABw4sQJzJs3T/j7KIkj3zsWkQAPsxTcrVu3x5xKU25urqp1ivLwi42NDSorK0XGUrGxscG//vUvlJSUYPny5Ro3%2BhgYGMDe3l5Quv9p3749Tpw4AQAYNWoUDh48KDjRgw0ePBgff/yxVLc5NeWXX35BdHS06vdToVDAx8cHgwYNEpxMU1FRkcYBnd69e6OoqEhQoqalpqYiKSkJeXl52L59Oz755BMcOHAACQkJoqOpWbFiBcaOHYtdu3Y1uSe6e/fu8PT0fPzBSBosOonQsBTc%2BNO3cilYOS7D/dbdunXDkSNHMGLECNXY8ePHpWrxomzp06VLFzg4OAhO82CyF5y5ubkwNzfH5MmTAfzvetF7yVSItm/fHunp6bC1tVWNZWVl4amnnhKYqmk9evTAgQMHMHHiRNVYfHy8WnYZKBQKPPPMMzA0NFRdzTt27FgEBwcLTqbuhx9%2BuO%2BBIXNzc1y4cOExJiLZsOikv6x7l4Krqqo0bsqprq6GlZWVoHRNe//99zF37ly4urrijz/%2BwPLly5GQkIANGzaIjqayfft2zJkzB6dOncKpU6ea/B4Z7jQfP3484uPj73tdZ%2BNblUQYM2YMTp8%2Brcp59%2B5dVV7lv2U6SDRx4kT4%2BPjAy8sLlpaWyMnJQXh4uJT3hr/33nvw8fFBTEwMLC0tcevWLVy6dAnbt28XHU2NlZUVLly4gOeffx4VFRUoLi6GQqFAdXW16GhqHuaEelpa2mNIQrJi0Ul/WdqyFHyvwYMHY9euXdi9ezccHR1RX1%2BPiIgIaVq8AA1LgXPmzGn2Nh9Z7gpXXnO4YMECwUnuLzExEQAQFxeHdu3aCU7zYPPnz4euri7CwsJQUFAACwsLvP766/Dy8hIdTcPLL7%2BMuLg4JCQkoKCgAM7Ozli3bp10J8WnT5%2BOmTNnIjExEePGjcObb74JhUIh3fvTw%2BAxkr82HiQiQsMNNNqwFEyPnra0THJxcUFcXBzat28vOkqLKW/Y0gYyHCAEgHPnzsHOzg46OjqIjIxERUUF3n77bSlverofWf4/SQzOdBKh4Q7mpKQkZGRkoL6%2BXu2ZDEvBSvn5%2Bfj000%2BRlZWF2tpatWfR0dGCUjWt8Y1ESvr6%2BjA2NsbgwYOFbV8oLi7G9evXAQBbtmzBCy%2B8oDYDc/v2bURFRUlVdAJAVVXVE1F0xsXFaU3RKcu8zL2rGcpZeiJtw6KTCFDdoGJnZ6fWhkaWpWClxYsXo6ysDEOGDEGbNm1Ex7mvq1ev4ttvv0Xfvn1hbW2NnJwcnDlzBn379kVdXR1Wr16N0NBQvPTSS489m76%2BPnx9fVUtk9544w2N5zL0E72Xo6MjpkyZAmdnZ40bnWT6YPQwZCnkHobI94D77TdWkmHfMdHDYtFJhIYG69HR0ejbt6/oKPd15swZHDt2DB06dBAd5YEUCgWWLl2K6dOnq8b27duHkydPIjg4GElJSfj444%2BxZ8%2Bex55NG1sm3bx5E9bW1khPT0d6erpqXLYPRg9DGzOLIPt%2BY6I/i0UnERpmXnr37i06xgNZWFhAV1c7LhI7fvw41q9frzbm5uamavMyevRoBAYGioimprmCs7i4WNXUWgY7duwQHYEes3tbOT0ptGmWmx49Fp1EAMaNG4fw8HBp90opezNOmDABS5YsgY%2BPj8YBApl6NQKAkZERLly4oGpmDwCXLl1StVUpKiqCoaGhqHgq586dQ3BwMPLy8lT7eWtqalBcXCxdT8F9%2B/bhwIEDKCgogKWlJaZMmYJRo0aJjkWtbObMmc3ODsu2l/tB1q1bJzoCCcSikwjAxYsXcfr0aYSGhmrMbsmwZ%2BreHo0A8O2330rdqxEAPD09MWfOHHh4eMDKygrZ2dnYs2cPZs%2BejZycHHh7e2Ps2LGiYyIoKAjW1tbo2bMnsrKy8PLLLyM6OhoLFy4UHU1NaGgooqKi4O7uDgsLC2RlZWHZsmUoLS2Fh4eH6HjUihwdHdW%2BLikpwcGDB6Xbd/zrr78iODi4yQOZyvfRkSNHiohGkmDLJCIA%2B/fvb/aZDEtc2dnZD/we5Ulw5Q02MkhMTMS%2Bfftw69YtWFpawt3dHSNHjsTly5eRkpKCmTNnQk9PT2jGF154ASdPnsTNmzexevVqREZG4syZMwgKCpLiFiqlIUOGIDQ0VO16wXPnzsHf3x%2BHDx8WmOzP69%2B/P37%2B%2BWfRMR6KrFkvXryI4OBgREVFiY6iMm3aNBgaGmL06NFqBzIBOd5HSTzOdBJB/jfEP9NaSHmDjQzGjh3b5GymnZ0d7OzsBCTS9NRTT6Ft27awtrbGr7/%2BCgDo16/fQxX6j1NlZSV69eqlNta7d2%2BUl5cLSvR/5%2BfnJzoCgIY9xrGxsRrjLi4u%2BO677wDIsdLRlD59%2Bki3/ePKlSs4duzYE9HWi1oHi04iPFl7pmRZvKioqMDXX3/d5FLb2rVrBaXSZGtri507d2LatGkwMjLCL7/8An19felOWI8dOxYbN27EokWLVLPDERER0i1X5uXlITQ0tMmfu/K15OnpKSBZg8zMTISGhgIArl27hiVLlqg9Ly8vV7teUobDZMo93Uo1NTVITEyEhYWFoERNMzMzw507d0THIImx6CSC9uyZehiyFEtLlizBzz//DEdHR6l7ivr5%2BcHHxwcvv/wyZs%2BejalTp0JPTw/Tpk0THU3NlStXcPbsWcTGxsLKygr5%2BfnIz8%2BHmZkZXF1dVd8nemZuyZIlKCwsxPDhw6X8uXft2hXGxsaqHq2NmZiYYOPGjY851f013tMNAB07dsSqVasEptL0xhtvYN68eZg1axY6deqk9kwbr%2BykR497OomaIeOeqYchyzVzjo6O2Lt3r3T3WCvdO3tUXV2NNm3aQE9PD4WFhbhy5YrQG5Oacr99x0o6Ojpwc3N7DGmaZ29vj0OHDkkxQ/ggW7duxdy5c1Vf37lzR9VdQSaNt3ro6enB1NRUuqK%2BuS0zMh50JDE400nUDBn3TGkTAwMDPPPMM6JjNOt%2Bt73I2BHgYfYdjx8/XnjR2aFDBykLt6a4ubnBw8MDgYGB6NOnDzZu3IgzZ85g8%2BbN6Ny5s%2Bh4KlZWVigrK8PRo0eRn58PKysrDB06VLqi8/Lly6IjkOQ400mE5vdMJSUlISEhQVCq/xtZZjrDwsKQn5%2BP%2BfPnSznr9Wc6AmgLGX72e/fuRXJyMt555x2NJVbZesm%2B%2B%2B67MDU1RUBAANq3b4/i4mJs3LgRZWVl2Lx5s%2Bh4Kj/99BN8fHxgaGgIc3Nz5OTk4O7du4iMjETPnj1Fx1OTm5uL%2BPh4ZGdnw8zMDOPGjUPXrl1FxyJJsOgkQsOyUHN7pl555RWByf48GQoPoGEmMScnp8nZRJlmEJ8kMvzsGy%2BxKl9Xss0cA4CDgwN%2B/PFHtRnDP/74A87Ozjh58qTAZOomTZqEV155Bd7e3gAaZuI/%2BeQTnDp1Sqqbqs6fPw9PT0/Y2tqiS5cuyMzMxPXr1xEeHo4BAwaIjkcS4PI6ETQPX8i6Z%2BphyLK0%2BdFHH4mOQAKIPsj0ZygUChQXF6ttAykrK0Pbtm0FptL022%2B/wcvLS/W1jo4OvL298cUXX4gL1YT169fDz88Ps2bNUo1FRUXh3//%2BN3bu3CkwGclCOy5xJmplVlZWePrpp3H27FkkJSXh5MmTqKqqEh1LQ319Pf7zn/8AaGhN89577yEoKEitV2NKSoqoeGocHBwwcOBAtG3bFoWFhdDV1cXAgQPh4OAgOhq1osavpbS0NHTo0EHKrQqjRo2Cr68vTpw4gYyMDJw4cQJ%2Bfn549dVXRUdT0717d40G9b/%2B%2Bit69OghKFHTrly5gunTp6uNTZ8%2BHVevXhWUiGTD5XUiADdu3ICnpydqampgaWmJnJwc1NfXIyoqSqo9U2vWrMGhQ4eQnJwMb29vlJeXQ6FQ4JlnnpHuTuOCggJ4e3vj8uXLePrpp1FSUoJu3bohIiJCmhuTnjQyLK9ry2sJAKqqqrBixQokJSWpTq67ubnhn//8J4yMjETHU1m3bh1iYmIwadIk2NjYID8/H3v27IGDg4Na4Tl//nyBKYFhw4Zhx44dah0rMjMz4enpqWq2T39tLDqJAHh7e6N79%2B74xz/%2BAV1dXdTX12P9%2BvW4evUqwsPDRcdTefXVVxEZGYmOHTvC0dERiYmJMDU1haurq1R70ABg0aJFuHv3LoKCgtCuXTvcvn0by5cvR21tLUJCQkTHeyLJUHRqy2vpXjU1NSgrK4Opqak0fW7vNXPmzAd%2Bj46OjvCLLIKDg3H8%2BHEsXLhQtadz48aNcHJywqJFi4RmIzlwTycRgLNnz2Lz5s3Q1W3YcaKrqws/Pz84OTkJTqaupKQElpaW%2BP7772FmZgYbGxvU1dWhrq5OdDQNKSkpOHjwINq1awegoZXO8uXL1RqZ06MlwxyCNryWEhISMG7cuCavwFQS3XrqXjIdFrofPz8/FBcXY%2B7cuaipqYGBgQEmTZokfAaW5MGikwgNB4fKy8vVWvuUl5fD0NBQYCpN1tbWiI2NxcGDB%2BHk5IT6%2BnpERERIt7cLaNh/2njWSEdHRysPZ8mitrYWhYWFGtdLKlsRiZ7pArTjtRQWFoZx48Y12xZJhib7jR0%2BfBi7d%2B9GdnY2OnfujMmTJ2P8%2BPGiY6kxMDDARx99hKCgIJSVlaFTp05SzhyTOFxeJwIQGBiImzdvIjAwEF26dEFWVhZWrVoFa2trBAUFiY6nkpqaisWLF8PAwABRUVG4du0a/P39ERYWhn79%2BomOp%2Bb999%2BHQqHAihUrYGRkhIqKCixbtgx1dXXSXTOoDfbu3YuVK1eq3W0tYysibXktAUBaWhr69%2B%2BvusteVvHx8VixYgXc3d1Vy9YxMTH45z//iSlTpoiOp3UzxyQOi04iAKWlpViwYAFSU1NVfQWHDh2K9evX46mnnhIdr1nKAkSWNkn3ysnJwVtvvYXs7GzVQaKePXti27ZtUt9UJCsnJye8%2B%2B67GDZsmGrpWkmmk%2BGNX0sA4OzsLOVrydHREd9//71Us7BNmTBhAgICAjBo0CDVWEpKCoKCgpCUlCQwWYNx48YhISEBLi4uTT7X0dHRqlZa1HpYdBLdIysrC0VFRbCyspLqGrx77du3DwcOHEBBQQEsLS0xZcoUjBo1SnQslXtvd6qtrUVqaiqKiorg6OgIExMT6OnpSXczjTZwcHBASkqKRsEpK214LU2ePBkffPCB9G28Bg4cqFbEAw3bVwYOHCj84NjDuH37Njp06CA6BkmAezqJ/r%2B0tDRkZ2fj7t27yMjIUI3LtCwUGhqKqKgouLu7w8LCAllZWVi2bBlKS0vh4eEhOh6Apu80Vy4Dy7gcrC0mTJiAnTt3YsaMGaKjNOmnn37CgAEDkJqaqjaekZGhej3Z29sLSNa8jh074q233kKXLl1gZmam9nsrw/5YJXNzc6SmpqoVx6mpqdJ9eHNwcMCpU6c0xocPH460tDQBiUg2nOkkArBs2TLs3btX4w%2BPbMtCQ4YMQWhoKJ5//nnV2Llz5%2BDv74/Dhw8LTPY/T%2BKd5jJISUnB7Nmz0a5dO41ZIxl%2BR5Xtmhpfg6kk44eNTz75pNlnMp243rNnD9atWwcPDw9YW1vjxo0biImJwZIlSzBp0iSh2W7cuIGlS5fi7t27SEtLw8CBA9Wel5eXo7S0lH06CQBnOokAAElJSdi9e7daMSejyspK9OrVS22sd%2B/eajcSicaCsnUsW7YMo0aNwksvvSTlwRflMu/ly5cFJ3l4zz77LEaPHq0xvnv3bgFpmjdlyhQoFArs3r0bR44cgbm5OVavXi3FzUk2NjYYOXIkSkpKcPr0aY2tCvr6%2Bs3u9aS/HhadRGjoIdm4mJPR2LFjsXHjRixatEhVeERERGDkyJGCk1Fry8/Px4YNG0THeKDGy%2BtKbdq0gYmJCbp27fqYE6mrqqpCSUkJACAgIAD9%2BvVT6296%2B/ZtfPTRR3B3dxcVUUNFRQVOnDiBS5cu4c6dO8jNzUX37t0xfPhwKQ4RKrd8dOnSBa%2B99hrq6%2Buhp6eHwsJCGBsbS/khicTg8joRGpavTp06hdmzZ2ucsJVp35S7uzvOnj0LY2NjWFlZIT8/H/n5%2BejcubPaHx8Zllvp0fL29sa7776L/v37i45yX66ursjJyYGuri6MjY1RUlKC%2Bvp66Orqoq6uDra2tti2bZvaVYmPU0FBAUaOHInq6mqNZ8o9xyNGjMCWLVsEpGvaBx98gBs3bsDX11e1l3vLli148cUXERAQIDqeyuXLl%2BHj44OQkBD8/e9/x9q1a3H48GF8/vnn6N69u%2Bh4JAEWnUQAvvzyS6xdu1at6baMh17279//UN83ceLEVk5Cj9vKlSvxzTffwNHREcbGxmrP1q5dKyiVppCQEOTk5GDp0qVo164dKisrsXbtWlhaWmLWrFkICQlBZmYmwsLChGUsKipCVVUVxo8fj4SEBLVnBgYG6NSpk6BkTbO3t8fBgwdhamqqGsvLy8Nrr72GlJQUgcnUzZw5E/b29pg7dy4UCgVqa2sRFhaG06dPIyIiQnQ8kgCX14kAbN26FR9%2B%2BCGcnJykbkmzZcuWJm/4UC5dDhs2DF5eXgKSUWurrKyUqjVWc2JjY5GUlKTqfWlkZISAgACMHj0aPj4%2BWLhwIYYMGSI0o7J4%2B%2Bmnn9Re79evX4dCId%2BfRQMDA40l6nbt2knXX/SXX35BdHS06j1KoVDAx8dHrb8o/bXJ9%2BoiEqCurg7Tpk0THeOBpk6dipiYGHh5ecHa2hrZ2dmIiIjA4MGDYWtri6%2B//hp//PEHFixYIDoqPWIyzWbeT2VlJX7//Xe1guj27dtqh91kuRrxzJkzCAoKQmxsLHbt2oXly5dDoVBg06ZNGDFihOh4Kt7e3vD19UVAQABsbGyQl5eHDRs2YMyYMWp9cUVvBWrfvj3S09Nha2urGsvKypLuUgASh8vrRADWrVsHCwsLzJo1S3SU%2B5o4cSKCg4PRs2dP1dhvv/2GRYsW4ZtvvsHNmzcxc%2BZMHD16VGBKag3a0t5n2bJluHjxIvz9/WFpaYmcnBxs3rwZtra2CAgIwKpVq3D79m18%2BumnoqNixowZsLe3h5%2BfH1xcXODn54enn34aGzZsQHx8vOh4Kve2oVL2u238tQxbgUJCQpCUlAQvLy/Vzz48PBzjx4/HvHnzhGYjOXCmkwgNvS4jIyMREhKCjh07qs3EyHQo58aNG%2BjWrZvamLW1NdLT0wE0nB79/fffBSSj1nby5Em1r0tLS3H9%2BnXpltwDAgKwevVqzJs3D1VVVWjbti0mT56MhQsX4uLFi/j999%2BxfPly0TEBNHxg%2B/LLL/Hbb7%2BhsLAQY8aMgb6%2BPt5//33R0dTI9B50P/Pnz4euri7CwsJQUFAACwsLvP7669zyQyosOonQcB3e5MmTNcZra2sFpGmenZ0dtm3bpjazFRERgR49egAAjh07xj6ZT6gdO3ZojB04cECjGBXNwMAAQUFBWLp0KUpLS2Fqaqr6EDdw4ECN5uEi6enpoaKiAseOHUO/fv2gr6%2BP7OxstG/fXnQ0NdrymtbT08OCBQu4vYeaxeV1ItsUHEIAAAhDSURBVDTMIG7duhV5eXmqE%2Bw1NTVIT0%2BX6nTopUuX8M4770ChUMDCwgK3bt1CfX09QkNDcefOHbz55psICQlhM%2Ba/EEdHR%2BkKz%2BvXr2Pnzp3Izc3FypUrkZiYiDfeeEN0LA3Lly/HmTNnkJ2djQ8//BB9%2BvTBvHnz4OLigsWLF4uOp3W0ZQsIicOZTiIAH374Ie7evQtjY2MUFxfjb3/7G2JjY%2BHp6Sk6mprevXvj0KFDOHr0KG7dugUrKyu4uLjA0NAQpaWl%2BP7779XaqtCT7dSpUzAyMhIdQ82PP/6IBQsWYPjw4Th%2B/Diqq6vx6aeforKyEnPmzBEdT01gYCBiY2NhaGiIMWPGICMjAx4eHtLv7ZaVtmwBIXE400kEoF%2B/fkhOTkZOTg42bdqEbdu24dixY9i2bRu%2B%2Buor0fGI4OLiorbXuKamBoWFhfDx8ZFqOXPSpEnw9fXF0KFDYW9vj9TUVJw/fx7vvfee1uxNpEdHuQVkzZo1oqOQBDjTSYSGXoIdO3aEQqHA1atXAQDOzs5cYiNpNC4sdXV18eyzz%2BL5558XlKhpN27cgLOzM4D/tUbq27cvysrKRMZSM378eMTHx2sU8vdigfxovPbaayw4SYVFJxGArl27Ijk5GUOHDkV9fT2ysrKgr68v3UEi%2BusaPHgwQkNDkZGRoXZzFgBER0cLSqXJ0tISp0%2BfxoABA1Rj58%2Bfh4WFhcBU6pTL/M3NEMvSR/RJIOMWEBKHRScRGv4I%2Bfr6IiEhAe7u7vDw8ICenh5cXV1FRyMC0NCKqKCgAMOHD0ebNm1Ex2mWt7c3fHx8MG3aNNTU1OCzzz7Djh074O/vLzqaSkxMDPbs2XPf73Fzc3tMaZ4c99sCQgRwTyeRSl5eHkxNTaFQKJCUlITy8nK4ublBX19fdDQiDBw4EN9%2B%2By1MTExER7mvlStXon///oiLi0N2djbMzc0xdepUvPrqq6KjqShPWd%2B8eROHDx/GpEmT0LVrV%2BTm5iImJgajRo3CihUrBKfUPvv371f7WtYtICQOi04iIi3g4uKCuLg46XpINubg4IDjx49LeYd5Y9OnT8eiRYvw4osvqsYuXLiAwMBAjQKKHszHxwfr16%2BX/neUxGHRSUSkBfbu3Yvk5GS888476NSpk9oz0Xdu32vdunWorKzExIkT0blzZ7XlVplyAkD//v2RlpYGPT091VhNTQ0cHBzw888/C0ymnQYNGoRjx45xdYiaxaKTiEgLNL5/G4A0d27f696cgFx3gzc2efJkjB49GrNnz1aNbdmyBcePH8fOnTsFJtNOq1atws2bNzF%2B/HiNDxz29vYCk5EsWHQSEWmB7OzsZp/JdE2ituQEgNOnT8Pb2xtGRkYwNzdHTk4O6uvrER4ejueee050PK3T%2BAOHkowfOEgMFp1ERPSXpbzJKy8vD%2Bbm5nBxcUGHDh1ExyJ6IrHoJCIiohZzc3NDbGysxriLiwu%2B%2B%2B47AYlINvIfLyQiIiIpZWZmIjQ0FABw7do1LFmyRO15eXk5qqurRUQjCemKDkBERETaqWvXrjA2Nm72uYmJCTZu3PgYE5HMuLxORERELbZ161bMnTtXdAySGItOIiIiarG6ujp89913eOWVV5CXl4e1a9fCxMQE/v7%2BbBhPAFh0EhER0SOwZs0aHDp0CMnJyfD29kZ5eTkUCgXMzMwQHBwsOh5JgAeJiIiIqMWSk5Oxc%2BdOVFRU4IcffkBiYiJMTU3h6uoqOhpJggeJiIiIqMVKSkpgaWmJ1NRUmJmZwcbGBoaGhqirqxMdjSTBmU4iIiJqMWtra8TGxuLgwYNwcnJCfX09IiIi0KNHD9HRSBLc00lEREQtlpqaisWLF6Nt27b44osvcO3aNfj7%2ByMsLAz9%2BvUTHY8kwKKTiIiIHrk7d%2B4AAPT19QUnIVlweZ2IiIgeiXPnziE9PR2N57Pc3NwEJSKZcKaTiIiIWuzjjz/GZ599hs6dO0Oh%2BN%2Bclo6ODo4cOSIwGcmCM51ERETUYnFxcQgLC8PQoUNFRyFJsWUSERERtVhFRQWcnZ1FxyCJsegkIiKiFhs2bBji4%2BNFxyCJcU8nERERtZivry8OHz6Mbt26oVOnTmrPoqOjBaUimXBPJxEREbVYr1690KtXL9ExSGKc6SQiIqJHqqioCB07dlQ7xU7EPZ1ERETUYjU1NVizZg369%2B8PJycnDBgwAIGBgaom8UQsOomIiKjFtm7dipMnT2LTpk1ISEjApk2bcPbsWWzatEl0NJIEl9eJiIioxUaMGIHIyEhYW1urxjIzMzFjxgz897//FZiMZMGZTiIiImqxsrIyWFhYqI1ZWFigurpaUCKSDYtOIiIiarHnnnsOu3btUhvbtWsXT7STCpfXiYiIqMXS0tLw9ttvw87ODtbW1sjMzMS1a9cQHh6OF198UXQ8kgCLTiIiInokdu/ejbNnz0KhUMDc3BydO3fGlClTRMciSbCBFhEREbXY5s2bsX//fkRGRqJbt244cuQI1qxZg7KyMnh5eYmORxLgTCcRERG1mLOzM7766iuN0%2Btvvvkmjh49KjAZyYIHiYiIiKjFysvLmzy9XllZKSgRyYZFJxEREbVYnz59sH37drWxiIgI2NnZCUpEsuHyOhEREbXYxYsX8fbbb8PQ0BDm5ubIzc1FbW0tPv/8cxaeBIBFJxERET0iZWVlOHr0KPLz82FhYYFhw4ahQ4cOomORJFh0EhEREVGr455OIiIiImp1LDqJiIiIqNWx6CQiIiKiVseik4iIiIhaHYtOIiIiImp1LDqJiIiIqNWx6CQiIiKiVseik4iIiIha3f8DCYqeGc2JNJIAAAAASUVORK5CYII%3D\" class=\"center-img\">\n",
       "    <img 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6ezq5duxx%2Byi5O4YxOnTrx2WefVXgu4vL27dtHeHi4w7IbbriBpKSkCtd7e3vTuHFj%2B3oTdHJ4qZg7rkrSpAns3QvNm8PBg0ZC2kp0mlnTLKhPRa5FNqrG1agq9aJZbvjn8XPmMG/ePIdlEyZMIC4uzqn9Q0JCnNru9OnT%2BPv7Oyzz8/MjLy/PqfUmKOmU305gIHh6lt5e4SwWqAqXTagq7QSqTmPVTvOqSlvVTuOqUFMrTWxsLDExMQ7LnE0kL4W/vz9nz551WHb27FmqVavm1HoTlHSKiIiIOMPD/FGJoaGhhIaGGo97vvDwcHbt2uWwbN%2B%2BfbRq1QqA5s2bs3fvXrp27QpAYWEhhw4dumBI3hU6plNERETkKtenTx8SEhJYv349RUVFrF%2B/noSEBPr27QvAPffcw3vvvUdSUhL5%2Bfm88sorBAcHExkZaawNqnSKiIiIOMMNlU53slqtPPfcc/Tp04dmzZrx2muvMXv2bKZNm0aDBg2YO3cuTZo0AWDgwIHk5OTw8MMPc%2BLECVq3bs3ChQvx9vY21h6LzeQJmOTq4Y4jta1WSEyEtm1h%2B3YjId01kaiqHIfkjna6bSLRtdyp7lBV2glVp63XeDvdMZHILe9RlTmRyGACZldYaD7mFUqVThERERFnVLFK55VGSaeIiIiIM5R0ukS9JyIiIiJup0qniIiIiDNU6XSJek9ERERE3E6VThERERFnqNLpEiWdIiIiIs5Q0ukS9Z6IiIiIuJ0qnSIiIiLOUKXTJeo9EREREXE7VTpFREREnKFKp0vUe1VUamoqVquV1NTUC9atXr2amJiYSmiViIjIVczDw/zPNUSVziqqfv36bN%2B%2BvbKbISIiIuKUayvFvoqkpKQQERFBSkoK%2B/fvZ/jw4VitVnr37s3u3bsru3kiIiJXH1U6XaJKZxVXVFTEmDFj6NKlC4sXL%2BbIkSOMHj0aj0t4Iqenp5ORkeGwLKRJE0IDA802tkULx1sRERG5ZijprOLS09M5duwYf/zjH/H19aV58%2BY8%2BOCDvP32207HiI%2BPZ968eQ7LJkyaRNykSaabW2rZMmOhLMYiVRDbncENMt9ON97xa7dT3aOqtBOqTluv4Xa6655XlS51yjVWmTRNSWcVl5iYSK1atfDz87MvCwsLu6QYsbGxF0w8CundGy4hcXVKixalCeeQIZCUZCSkbVuikTjns1jAZnNLaKPc0U4Lbrrj13KnukNVaSdUnbZe4%2B20uSHtdMt7VGUmsUo6XaKks4qLjIxkzpw5nD59mmrVqgFw/PjxS4oRGhpKaGio48KDB0018UJJSaBJUCIiItcUpexVXGhoKE2aNOH555/nzJkzHD58mDfffLOymyUiInL10UQil1xb9/Yq5OHhwRtvvEF6ejodO3Zk1KhRdOvWrbKbJSIicvVR0ukSi81WFQ5gkd%2BcOw6asVohMRHatjU2vG4rcc/T91o%2BtEvHdKqdxlWVtl7j7dQxnU64/nrzMQ8fNh/zCqVjOkVERESccY1VJk1T74mIiIiI26nSKSIiIuIMVTpdoqRTRERExBlKOl2i3hMRERERt1OlU0RERMQZqnS6RL0nIiIiIm6nSqeIiIiIM1TpdImSThERERFnKOl0iXpPRERERNxOlU4RERERZ6jS6RL1noiIiIi4nSqdIiIiIs5QpdMlSjpFREREnKGk0yXqPRERERFxO1U6pUK2Eptb4loA27ZEc/E8LMZi2VmtkJiIpV1b2L7dXNzly83FAqhVC%2B64A8tnn8LJk%2BbiNm1qLlaZgABo2RJ274a8PGNhvzgVZSwWQI0a0L49JHxrISfHXNxuHc%2BYCwZgsYCfH%2BTng83ca3XPEX9jscr4%2BkLjxnDosIX8fHNxAwPNxQLw8oKgIMg6YaGoyFzcOl/FmwsG9tc9n31m9nUPWE6cMBqP4GAYNAjLyvchM9Nc3HHjzMW6VKp0ukS9JyIiIiJup0qniIiIiDNU6XSJkk4RERERZyjpdIl6T0RERETcTpVOEREREWeo0ukS9Z6IiIiIuJ0qnSIiIiLOuAIrnVlZWTz11FMkJCTg6elJnz59%2BNOf/oSXl2OKN2rUKLZt2%2BawLC8vj9jYWKZPn05mZia33XYbAQEB9vW1atViw4YNxtqqpFNERETEGVdg0jl58mTq1KnDN998Q2ZmJuPGjeOtt95i1KhRDtstXrzY4e%2BVK1cyb948JkyYAMD3339PgwYNjCaZ57vyek9ERERELurw4cMkJCTw2GOP4e/vT6NGjRg/fjxLly791f0OHDjAjBkzmD17NqGhoUBp0tmqVSu3tleVThERERFnuKHSmZ6eTkZGhsOykJAQezL4a/bu3UtgYCB16tSxL2vWrBmpqamcOnWKmjVrVrjfc889R79%2B/YiMjLQv%2B/777/n555%2B5%2B%2B67yczMpHXr1vzpT3/ihhtuuMx7diFVOkVEREQqSXx8PAMGDHD4iY937vKpp0%2Bfxt/f8fK1ZX/n/cIlh7du3crOnTvtw%2BplatasSbt27XjnnXf4/PPPady4MQ8%2B%2BCA5Bq8JrEqniIiIiDPcUOmMjY0lJibGYVlISIhT%2BwYEBHDmzBmHZWV/V6tWrcJ94uPj6dWr1wX/45VXXnH4%2B/HHH2fVqlVs3bqVrl27OtWei1HSKSIiIuIMNySdoaGhTg2lV6R58%2BZkZ2eTmZlJcHAwAPv376du3brUqFHjgu2Lior44osveO211xyW5%2Bbm8tprrzFs2DAaNGgAQHFxMUVFRfj5%2BV1W2yqi4XURERGRKqhx48a0a9eOWbNmkZubS3JyMvPnz2fgwIEVbr9nzx7y8/Np27atw/Lq1avz3//%2Bl5deeomcnBxOnz7NjBkzaNiwocNxn65S0ikiIiLiDA8P8z8umjNnDkVFRXTr1o3BgwfTuXNnxo8fD4DVamXt2rX2bZOTk7nuuuvw9fW9IM78%2BfMpKSmhe/fudO7cmYyMDBYtWoS3t7fLbSyj4XURERGRKio4OJg5c%2BZUuG779u0Of//%2B97/n97//fYXbNmjQgHnz5hlvX3mqdP6GDh065PS2xcXFJCcnu68xIiIicmmuwEpnVXJt3dtKtGHDBkaOHOn09lOmTOGDDz646HZbtmwhIiLClaaJiIiIM5R0uuTaureVKDs7G5vN5vT2J0%2BedGNrRERERH5bV0XSuWHDBu699146dOjALbfcwrBhwzh06BCrV69myJAhvPTSS7Rv355bb72Vd999lxUrVtC1a1fatWvH008/bY9z8uRJnnrqKTp16kR0dDRjxoyxD4mnpKQQERFBSkqKffu5c%2BcyfPhwAFavXs19993H888/z6233kqHDh2YNm0ahYWFbNmyhWeeeYbU1FSsVitpaWm/en%2BmTZvG1q1bWbhwIWPHjrX/r9/97ne0b9%2Bee%2B65hy%2B%2B%2BMJhnyVLltCjRw/atGnDxIkTyc3NNdG1IiIiUkaVTpdU%2BYlEx48fZ9KkSbz66qvExMRw8uRJJkyYwGuvvUaHDh3Ytm0bd9xxB5s3b2b58uU8//zz9OrVi/Xr17Nv3z5iY2Pp3bs3UVFRTJw4EQ8PD9asWUONGjV49dVXeeCBB/joo4%2BcaktiYiJdunThm2%2B%2B4ccff2TEiBF07NiRu%2B66i%2Beee4558%2BaxYcOGi8aZOXMmR44coX379sTFxbF582bi4%2BNZvXo1ISEhxMfHM23aNLp06WLf5%2BjRo3z00UdkZ2czaNAgli5dypgxY5xqd0WX4AoOdu4SXJXOajUfs0ULx1tTatUyG6/sHGwVnIvNJQEBZuMBlJ3nzeD53gBqOD944JSyu268CywW98QzHLeCCa0u8/FxvDXFy/Cnl6en460xVeV1D%2BYToMBAx1u55lX5pLN27dqsW7eOsLAwcnNzOX78OLVq1bJXEwMCAhgxYgQWi4VOnTpRXFzMyJEj8ff3p3Xr1oSGhnL06FHq1q1LQkIC69ats5%2Bl/9FHH%2BXDDz9k48aN3HLLLRdti5%2BfH2PHjsVisXDzzTcTERHBwYMHXb6Pvr6%2B/Pzzz/YK7aBBg4iNjcVS7gMnLi4OX19f6tSpQ1RUFEeOHHE6fnx8/AUz1h5%2BeAITJ8a53PaKGP2cTEw0GOw8y5a5L7ZJHTpUdguc16yZ0XDtjUb7n1atTEc0m2zbGc4SGzc2Gs5B/frui22S8fzojjsMBzynKr3ue/So7BaYc41VJk2r8kmnt7c3H330EcuXL8disRAeHk5ubi5e574GBwYG2pMzj3NPlpo1a9r39/DwoKSkhMzMTAAaNWpkX%2Bfp6Um9evU4evSoU0lnUFCQQyLo7e19Scdx/hKr1crcuXN59913Wbx4MX5%2BfgwfPpxx48bZt6lV7tu0t7c3xcXFTsev6BJcwcEhGGj6BSwWjMa1tGt78Y0uVYsWpQnnkCGQlGQu7osvmosFpZWODh1g0yYweG1czl2Nwig/v9KEc/9%2BOHvWWNiE0y2NxYLSCmerVvDDD/ALly2%2BLO1vNnefgdIXkq8v5OcbfUEdOm4%2BOfbxKU04U1OhoMBcXNOFPk/P0oQzOxsu4e3zooK2fWouGLjvdQ/w889m4wUGliacn31W2rGmDBpkLtalUtLpkiqfdH788ce89957/OMf/%2BD6668HYMaMGfz0008ADkngrym77NORI0do3rw5UHraotTUVEJCQvA8N%2BZSWFho3%2Be3muyTmppKUFAQS5YsoaCggE2bNjFhwgRatmyJv7%2B/y/ErugSXOxJOtzjvHGRGJSWZje%2Bu50tOjtnYpocDyzt71mg2Z/ozt0xenuHY7npB2WxGY%2BfnGwt1gYICs/ENvPVVqLgYiooMBqwqr3uAEyfMxiuTnQ3nCjtybavyKXtOTg4eHh74%2Bflhs9n4%2Buuv%2BeCDDxySQ2eEhobyu9/9jueff56MjAzOnj3L7NmzKS4upmvXrgQFBXHdddexbt06bDYbu3bt4l//%2BpfT8X19fTlz5gxFTr6b%2Bfj4kHPuU%2B/7779n1KhRJCUl4ePjQ1BQEOBY3RQRERE300Qil1T5Smf//v3Ztm0bd911F56enjRt2pQRI0awdOnSS048X375ZWbPnk3//v3Jy8ujTZs2vP322wSeO8hnxowZzJkzhyVLltCqVSsGDx7Mtm3bnIodFRVFUFAQUVFRLF%2B%2B/KLn1uzXrx/PPvssP/zwA8uWLePQoUOMGzeOkydPEhQUxBNPPMEtt9zCli1bLuk%2BioiIyGW6xpJE0yw2EwcdylXHXc8K48d0ehieFQylM%2BITE6FtW7PD68uXm4sFpcPgd9wBn35qdpitaVNzscoEBEDLlrBrl9Hh9S9ORRmLBaWHy7VvDwkJZofXu3U8Yy4YlL6Q/PxKD1cw%2BILac8T8mLWvb%2BkEpUOHzA6vm57w4%2BUFQUGQlWV2eL3OV/HmgoH7Xvdgfng9OLj0%2BMv33zc7vF5uPsNv7p57zMdctcp8zCtUla90ioiIiPwmVOl0iZLOSjBgwIBfPZXSokWLiIyM/A1bJCIiIuJeSjorwerVqyu7CSIiInKpVOl0iZJOEREREWco6XSJek9ERERE3E6VThERERFnqNLpEvWeiIiIiLidKp0iIiIizlCl0yVKOkVEREScoaTTJeo9EREREXE7VTpFREREnKFKp0vUeyIiIiLidqp0ioiIiDhDlU6XKOkUERERcYaSTpeo90RERETE7VTplKpt%2BXLzMWvVKr198UU4edJc3HvvNRcLwGqFO%2B6AqVNh%2B3ZzcXfvNherjJ9f6W1AgNFKQaswY6EA8Dr3jtisGRQVGQxcUmIwGP/rQ5vNaOzcXGOh7IqLS2/z8uDMGXNxvQx/evn4QFBQaTsLCszFrbN1q7lgAA0alL7ud%2B%2BGo0fNxs7KMhsvLAwGDYJdu%2BDIEXNxx40zF%2BtSqdLpEvWeiIiIiLidKp0iIiIizlCl0yVKOkVEREScoaTTJeo9EREREXE7VTpFREREnKFKp0vUeyIiIiLidqp0ioiIiDhDlU6XKOkUERERcYaSTpeo90RERETE7VTpFBEREXGGKp0uUe%2BJiIiIiNup0ikiIiLiDFU6XaKkU0RERMQZSjpdot4TEREREbdTpVNERETEGap0ukS9d5UpLi4mOTm5spshIiIi4kBJpwEpKSlERESQkpJyWfs//fTTPP30005tO3z4cObOnfuL66dMmcIHH3xwWe0QERGRX%2BHhYf7HRVlZWYwfP57IyEiio6OZOXMmRUVFFW47atQoWrdujdVqtf98/fXXQGnR6qWXXqJjx45YrVbGjRtHenq6y%2B0rT8PrV4Dp06cbi3Xy5EljsURERKScK3B4ffLkydSpU4dvvvmGzMxMxo0bx1tvvcWoUaMu2PaHH35gyZIltG/f/oJ1CxYs4D//%2BQ%2BrVq2g%2B2v4AAAgAElEQVSiRo0aPPXUUzz55JO88cYbxtp65fWeAbt37%2Ba%2B%2B%2B7DarXSt29fFixYQExMDKtXr2bw4ME8/fTTtG3blk6dOjF//nxsNhsA3377LQMGDCAyMpIePXr86reFinz44Yf06tWLNm3a8MADD5CWlmZf99///peBAwcSGRnJXXfdxdq1a%2B3rpk6dytSpU%2B1/v/POO3Tt2pXo6GimTJlCXFycQ3Xz8OHD/OEPfyAqKopu3brxr3/9C4Bp06axdetWFi5cyNixYy%2B7/0REROTKd/jwYRISEnjsscfw9/enUaNGjB8/nqVLl16wbXJyMj///DM33XRThbHef/99Ro8eTb169ahevTrTpk3j66%2B/NnrI3lVX6czNzWXUqFHExsby9ttvc/DgQcaOHYvFYgFg586dWK1WNm3axE8//cSoUaMICQlh0KBB/PGPf2TixIn079%2BflJQU7rvvPiIjI%2BnZs6dT/3vXrl2sWLGCkpISHnjgAV577TWmT59OUlIS48aN489//jPdunVj586djB8/nlq1atG5c2eHGOvWrWPevHm8/vrrtG7dmhUrVjB9%2BnTCw8Pt2/znP/9h8eLF3HjjjSxYsIDHH3%2Bcbt26MXPmTI4cOUL79u2Ji4tzus/S09PJyMhwWBYcHEJoaKjTMSpNrVrmY9ao4XhritVqNl6LFo63pvj5mY0H4OPjeGuIl%2BF3ME9Px1tjTFdHzr2fYbEYje3vbyyUXdnTyfTTyvBTCW9vx1tjGjQwGy8kxPHWpGrVzMarV8/x9mrghkpnRZ/BISHOfQbv3buXwMBA6tSpY1/WrFkzUlNTOXXqFDVr1rQv//7776lWrRpTpkzh%2B%2B%2B/Jzg4mAceeICBAweSk5PD8ePHHXKN4OBgrrvuOvbs2UOjRo0M3NOrMOncsGEDnp6exMXF4eHhQUREBKNGjWLJkiUABAYG8uijj%2BLt7U3r1q2JjY1l7dq1DBo0CF9fXz7%2B%2BGMCAwOJiopi48aNeFzCE2zs2LHUOJeodO7cme%2B%2B%2Bw6A5cuX061bN%2B644w4A2rZty%2BDBg1m6dOkFSefKlSuJjY2lbdu2AAwdOpQ1a9Y4bHPnnXfSsmVL%2B%2B9z5swhKyuLunXrXkaPQXx8PPPmzXNY9vDDE5g40fnE9VKUfV4aca5P3aJDB7Px3NXWZcvcE9cdDH8ABxmN9j%2BBgaYjuiGbA%2BOZ3C8UQIxo2tR9sU26zLfRXzZ5suGA5wwd6p647jBmTGW34IpW0WfwhAkTnCoenT59Gv/zvi2W/Z2Xl%2BeQdBYUFNCmTRumTJlC8%2BbN2bJlC3FxcVSrVg3ruaJIQECAQyw/Pz9Onz59WferIldd0nn8%2BHHq16/vkCyWz9AbNGiAd7mvsvXq1eOTTz4B4O2332bu3Lk899xzZGRk0LlzZ5599lmnk7nAcp9U3t7eFBcXA3D06FE2b95MZGSkfX1xcTFhYWEXxDh27NgFldXzv2Gc/3%2BASzoM4HyxsbHExMQ4LAsODuHcUQdGWSwYjWv57FNzwcrUqFGacG7aBDk55uKWO4TCiBYtShPOIUMgKclc3FWrzMUq4%2BNTmnAePQoFBcbCZtVsYiwWlFY4AwMhOxvOvXyNCAo4Yy4YlL6Q/Pzg7FmjL6jdB80nx35%2BpQnngQOlzTXF9ECEt3dpwnn8OBQWmovbaNXfzAWD0grn0KGwdCmcVx1zWXa22Xj16pUmnAsXwrFj5uI%2B%2B6y5WJfKDZXOij6DQ5ysZAcEBHDmjOP7S9nf1c6rXPfr149%2B/frZ/%2B7UqRP9%2BvXj448/pmPHjg77ljl79uwFcVxx1SWd9evXJzU1FZvNZh9ST01Nta9PT093WJeSkkL9%2BvXJz89n3759PPvss3h5eXHw4EGefPJJZs2axZw5c1xqU926denfv7/DhKGydpyvQYMGDu0ta39TN5YJQkNDLyjjuyPhdAt3TpzKyTEbf/t2c7HKS0oyG9tkZnC%2BggKj8YsCLr7N5SguBhe%2Bx12opMRgMP73wWezGY19xnBuXN7Zs2bj%2B/qai1VeYaHR70WlX7TcISPDfOysLLPxyhw7BkeOuCf2b80NSWdFn8HOat68OdnZ2WRmZhIcHAzA/v37qVu3rn3ktczKlSupVq0avXr1si8rKCjA19eX6667jjp16rBv3z77EHtGRgbZ2dkOQ%2B6uuuomEsXExGCz2Xj99dcpKCjgwIED9qF1KO3EN954g8LCQr777jvef/99Bg0ahMVi4f/%2B7/948803KSoqIiQkBC8vL2oZOGZw4MCBfPTRR/z73/%2BmpKSEQ4cOMWzYMN58880Lth08eDArVqzgu%2B%2B%2Bo6ioiFWrVrFjxw6n/5ePjw85JqtzIiIickVq3Lgx7dq1Y9asWeTm5pKcnMz8%2BfMZOHDgBdvm5uYyY8YMdu/eTUlJCV999RUfffQRsbGxAAwYMIAFCxaQnJxMbm4us2bNon379hWOyl6uq67SGRAQwPz585k%2BfToLFy6kcePG3HbbbWzatAkoLVmnpKTQqVMnqlWrxqRJk7jzzjuB0tMFvPTSSyxcuBBPT0%2B6dOnCo48%2B6nKbbrnlFv7yl7/wl7/8hUmTJuHv78/dd9/N//3f/12wbc%2BePTly5Ajjx4%2BnoKCALl260KpVK4dDAn5Nv379ePbZZ/nhhx9YVpWO9RMREbnSXYGnTJozZw7Tp0%2BnW7dueHh40K9fP8aPHw%2BA1Wrlueeeo0%2BfPowYMYK8vDwmTJhAVlYWjRo14qWXXrIf%2Bvfwww9TVFTE0KFDOX36NNHR0fztb2YPD7HYKhrjrcJOnjzJgQMHaNeunX3Zu%2B%2B%2By7p16xg8eDDz5s1jw4YNldjCX5eUlESNGjVoUG7CxYABA7j33nsZPHjwb9YOdz0rjB/TuSLeXLAytWqVTvr59FOzw%2Bv33msuFpTOhk9MhLZtzQ6v795tLlYZPz9o0gQOHjQ6vJ5W%2B0ZjsaB0NnxQUOkoo8nh9TrVzR2ID5R%2B8Pn7l45XGxxe35ZkePYypc286abSp5XJ4XXTk718fKBRI0hONju83uz1x8wFg9JjoydPhr/97cofXg8LKz3%2B8tlnzQ6vVzBK%2BJuZOdN8zGnTzMe8Ql15KbuLiouLGTFiBBs3bgRKj9lctmwZXbt2reSWOWfz5s2MHTuWjIwMbDYb69evZ9%2B%2BfXQwPZNaRERELs0VeEWiquSqG14PDg7mb3/7G7Nnz2by5MnUrFmT/v37M3LkSIcTsl%2BK6OhoCn7lq%2B%2B6deuoX7/%2B5TbZwbBhwzh69Cj9%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%2BmYzt/I4sWL7b9nZ2djs9kqsTUiIiJyya6xyqRp6r1yjh49yuTJk%2BnQoQO33XYbjzzyCOnp6QBs2bKFmJgYFixYQOfOnWnfvj1xcXHk5uba93/nnXfo2rUr0dHRTJkyhbi4OObOnQvA8OHDmTt3Llu2bOGZZ54hNTUVq9VKWlqafV2Z86uv%2B/fvZ/jw4VitVnr37s3u3bsd2r1r1y6GDx9OVFQUd9xxB2%2B99ZaSWhEREdM0vO4SVTrPKSoqYsyYMbRq1YpPP/0Um83Gc889x9ixY1mxYgVQmpSmpaXx2WefkZaWxtChQ1m2bBkPPfQQ69atY968ebz%2B%2Buu0bt2aFStWMH36dMLDwx3%2BT3R0NM899xzz5s1jw4YNF21XYWEhY8aMoUuXLixevJgjR44wevRoPM49UdPS0hgxYgRTpkzhzTff5PDhw4wfPx4/Pz/uvfdep%2B57eno6GRkZDstCgoMJDQ11av9KFRBgPqafn%2BOt6bim%2BPg43ppitZqNB9CiheOtIbVrGw1HzZqOt8aYfoy8vR1vDXHHS77sMTL9WFWVPiUoyGy8wEDHW5MsFrPxyu676T6QKktJ5zlbt24lOTmZVatWUb16dQCee%2B452rdvzw8//GDf7uGHH8bPz4/rr7%2Be6OhoDh48CMDKlSuJjY2lbdu2AAwdOpQ1a9a43K7t27dz7Ngx/vjHP%2BLr60vz5s158MEHefvttwFYu3YtzZo1Y%2BjQoQDccMMNjBw5kvfee8/ppDM%2BPp558%2BY5LJvw8MPETZzocvsrZPKNrWVLc7HO16yZ%2B2Kb1KCB2XiJiWbjlbdsmdFwdxmN9j%2BdO5uO2Mh0wFJ16xoNN2KE0XAOevc2HdHw876M6cx7wACz8cpUpeP6%2B/ev7BaYc41VJk1T0nlOVlYWtWrVsiecANWrVycwMJCjR48SHBwMQEhIiH29t7e3fRj72LFj9OzZ0yFmo0auf9CkpaVRq1Yt/MpVycLCwuy/Hz16lF27dhEZGWlfVlJSgqenp9P/IzY29oKJSSHBweCOIXqLxWzc8w41MMLPrzTh3L8fzp41F9d0VdbHpzThPHoUCgrMxb3nHnOxyrRoUZpwDhkCSUnGwq6bYTZBrlmzNOH85hs4dcpc3LtuTjYXDEqrcXXrwvHjUFhoLOzbG8wnx7VrlyacH34IJ06Yizui%2B1FzwaC0T0NDIT3daJ%2ByZYu5WFBa4YyJgQ0bIDvbbGyTDxCUVjj794c1ayAry1zcUaPMxZLflJLOc9q3b8%2Brr75Kbm6uPfHMycnh5MmThISEXPQYyQYNGpCamuqwLDU1laZNm170f3t4eFBY7k3u5MmT9t/r1avHiRMnOH36NNWqVQPg%2BPHj9vV169YlOjqaJUuWOOx/%2BvTpi/7fMqGhoRcOpVeVY0Lz8twX%2B%2BxZs/Hd9Q25oMBscrx9u7lY50tKMhrf9GdkmVOnDMc2%2BaWgvMJCo7HPHcLuFidOGI5fRfrUaLJVXna2%2BdhpaWbjlcnKKv2CdDVQpdMl6r1zateuzQ033MAzzzxDTk4OOTk5PPvss4SFhdmHzH/N4MGDWbFiBd999x1FRUWsWrWKHTt2VLitr68vZ86coaioCIBmzZrxzTffcOrUKXJycli0aJF9W6vVSpMmTXj%2B%2Bec5c%2BYMhw8f5s0337Sv7927Nzt27GDt2rUUFRWRnp7O2LFjefHFF13sEREREXGgiUQuubbu7a/w9PRk4cKFFBUV0bNnT7p27UphYSF///vf8fK6eEG4Z8%2BejBw5kvHjx9OxY0c2bdpEq1at8K7goPSoqCiCgoKIiopiz549jBkzhqCgILp160bfvn0dhro9PT154403SE9Pp2PHjowaNYpu3brZ1zdo0IDFixcTHx9Px44d6du3L02bNlXSKSIiIleUa354vWHDhuzZs8f%2B96uvvlrhdtHR0Q7bAQ6JXVJSEnfeeSejR4%2B2LxswYAC1z03ZfPfdd%2B3LQ0ND%2BeijjxxilT%2BPJ0C/fv3svzdo0MBh%2BBxg6tSp9t%2BtVitLly6t%2BA6KiIiIGddYZdI09Z4hmzdvZuzYsWRkZGCz2Vi/fj379u2jQ4cOld00ERERkUp3zVc6TRk2bBhHjx6lf//%2BnD59mqZNm7JgwQIjM9hFRETkCnAFVjqzsrJ46qmnSEhIwNPTkz59%2BvCnP/2pwkMD//GPf/DWW2%2BRnp5OaGgo999/v/2UiyUlJbRr1w6bzYal3KkN//Of/xBg6OwrSjoN8fLyYtq0aUybNq2ymyIiIiLucAUmnZMnT6ZOnTp88803ZGZmMm7cON566y1GnXdqqc8//5y//OUvLFq0iFtuuYUdO3bw0EMPERwcTM%2BePdm3bx%2BFhYUkJibiY/riC%2Bdceb0nIiIiIhd1%2BPBhEhISeOyxx/D396dRo0aMHz%2B%2BwnkeaWlpjB49mjZt2mCxWLBarURHR/Ptt98C8P333xMREeG2hBNU6RQRERFxjhsqnRVeijokxKlLUe/du5fAwEDq1KljX9asWTNSU1M5deoUNctd07dsGL1MVlYW3377LY8//jhQmnTm5%2Bdzzz33cPToUZo1a8Yjjzzi1GkjnaWkU0RERMQZbkg6K7wU9YQJxMXFXXTf06dP4%2B/v77Cs7O%2B8vDyHpLO8jIwMxowZQ6tWrbj77rsB8PPz4%2Babb2bSpElcd911LF26lJEjR7J27Vpj81OUdIqIiIhUkgovRV3uktu/JiAggDNnzjgsK/u77CqG59uxYweTJk0iMjKSF154wT7hqPypGAFGjhzJ6tWr2bhxI8OGDXOqPRejpFNERETEGW6odFZ4KWonNW/enOzsbDIzMwkODgZg//791K1blxo1alyw/cqVK3n%2B%2BeeZOHEif/jDHxzW/fWvf6Vnz57cdNNN9mUFBQX4%2BvpeVtsqoolEIiIiIlVQ48aNadeuHbNmzSI3N5fk5GTmz5/PwIEDL9j2k08%2B4dlnn2Xu3LkXJJwAP/30EzNnziQjI4OCggLmzZtHbm4uPXr0MNZeJZ0iIiIizrgCr70%2BZ84cioqK6NatG4MHD6Zz586MHz8eKL1i4dq1awGYN28excXFTJw4EavVav95%2BumnAXjhhRcICwujb9%2B%2BREdHk5CQwN///ncCAwNdbmMZDa%2BLiIiIOOMKPE9ncHAwc%2BbMqXDd9u3b7b9/%2BOGHvxonMDCQF154wWjbznfl9Z6IiIiIXHVU6RQRERFxxhVY6axK1HsiIiIi4naqdIqIiIg4Q5VOlyjpFBEREXGGkk6XWGw2m62yGyFXIHc9LSwWo7G/2GAxFqtMjRrQvj0kJEBOjrm4rVqZiwXg5QVBQZCVBUVF5uJ%2B%2Bqm5WGVq14a77oJ16%2BDECXNxh99v%2BPG3WiExEdq2hXKzPl1VXGT%2B9eTpCcXFhmN%2BZ%2B4%2B2/n7Q4sWkJQE5105xRX7a1qNxQLw8YFGjSA5GQoKzMUtKTEXC8DXF8LC4MgRyM83Gzs312w8Nz30WM0%2B9Jdm2zbzMdu1Mx/zCqVKp4iIiIgzVOl0iXpPRERERNxOlU4RERERZ6jS6RIlnSIiIiLOUNLpEvWeiIiIiLidKp0iIiIizlCl0yXqPRERERFxO1U6RURERJyhSqdLlHSKiIiIOENJp0vUeyIiIiLidqp0ioiIiDhDlU6XqPdERERExO1U6RQRERFxhiqdLlHSKSIiIuIMJZ0uUe%2B5UU5ODidOnLjkdSIiIiJXGyWdlyglJYWIiAhSUlIuum2PHj3Yu3cvAGvXruWuu%2B6qcN3liIiIYMuWLZe9v4iIiFwiDw/zP9eQa%2Bve/sZOnjxp/71Pnz6sW7euwnUiIiIiVzslnS5ITEzk/vvvp1OnTrRu3ZoBAwawY8cOAHr27AnA6NGjWbRoEatXryYmJuai68oMHz6cuXPnAlBYWMgLL7xAdHQ0t956K4sXL3bYNjc3l%2BnTp/O73/2ODh06MGXKFDIzM91630VERK45qnS65Nq6twbl5%2Bczbtw4evbsyddff82WLVsICwvj5ZdfBuCTTz4BYNGiRYwePdph319bV5H58%2Bfz1VdfsXLlSjZs2MBPP/3ksP6JJ57g8OHDrF69ms8//5zq1aszYcIEbDabibsqIiIioKTTRZq9fpm8vb2Jj4/n%2BuuvJz8/n6NHjxIYGMj3339v/H/985//ZOzYsTRq1AiAJ598krVr1wKQlZXFJ598wscff0xQUBBQmoRGRkaya9cuWrVqddH46enpZGRkOCwLCQ4mNDTU8D0xr0YN8zEDAhxvTfEy/Grz9HS8NaV2bbPxAGrWdLw1xmo1G69FC8fba42/v/mYvr6Ot4b4%2BBgNh7e3460ppr/7u6udAMXFZuO56aGXKkxJ52Xy8PBg06ZNjB49mry8PG644Qa8vLzcUl1MT0%2BnXr169r9r1qzJddddB8DRo0cBGDx4sMM%2Bnp6epKSkOJV0xsfHM2/ePIdlEx5%2BmLiJE11tesUsFmOh2rc3FuoCTnTdFSEw0Gy8cvPdjOvc2XDAuxINBzxn2TKj4Qx/L/hfXNOB3ZlsN2liNFwjo9H%2Bp25dNwU2rNxHwhXP8ENfua6xyqRpSjovU1ZWFjNmzGD58uX2xO7NN9/k4MGDlxzLw8ODgoICh2XlJxrVrVuX5ORk%2B995eXnk5OQAUKdOHQA%2B/vhjQkJC7Nvs27fPXhm9mNjY2AuOKQ0JDjb/FR1KE06DcRO%2BNZfAlgkIKE04f/gB8vLMxW3WzFwsKE04AgMhO9tshWLzZnOxytSsWZpwfvMNnDplLu5dT7U1FwxKk65ly2DIEEhKMha2%2BFvzybGnp/nKlOdec/fZzte3NOs4eBDy842FTa5mNkH29i5NOI8fh8JCc3HdUemsVw%2BOHTPbTjD7fgdue%2Biv2YGIq4GSzsuUlJSEh4cHfn5%2BAOzYsYN33nmHoqIi%2BzY%2BPj725PB85dc1a9aMzMxMNm/eTHR0NGvXrmX//v32bQcNGsTixYuJjo6mYcOGvPjiixSf%2B7SpU6cOt99%2BOzNnzuSZZ56hevXqLF68mIULF/LZZ585JKK/JDQ09MKh9CpyPOgvdK8ReXlm45d7ahhVXGw2tjtPH3vqlOH427cbDFZOUpL7Yl/JzpxxX%2Bz8fKPxC9wwvAylidx5NQCXlJSYi1VeYaHZRA7c9/AbfugrlyqdLlHSeZk6duzIkCFDGDp0KCUlJTRs2JDhw4fzyiuvkJmZSXBwMLGxsTzyyCM88MADXH/99Q77l183ZcoUxo0bx9SpUzl9%2BjTdu3e3z3CH0lnuZ86cYdiwYRQVFTF48GACy42pvvzyy7zyyiv069eP3NxcmjdvzuLFi51KOEVERMRJSjpdYrFpirNUxF1PC8PD619sMD%2B8XqNG6bGiCQlmK52mjxH18oKgIMjKMlvp/PRTc7HK1K5deqzounVmK53D7zf8%2BFutkJgIbdsarXQWF5l/PblleP07N1R3/f1Lx0OTkoyWu/bXNDuJzMcHGjWC5OQru9Lp6wthYXDkiPlKZ26u2XhueuiNzx%2B8JOdNujXiGioQqdIpIiIi4gxVOl2i3hMRERERt1OlU0RERMQZqnS6REmniIiIiDOUdLpEvSciIiIibqdKp4iIiIgzVOl0iZJOEREREWco6XSJek9ERERE3E6VThERERFnqNLpEvWeiIiIiLidKp0iIiIizlCl0yVKOkVEREScoaTTJeo9ERERkSoqKyuL8ePHExkZSXR0NDNnzqSoqKjCbTdu3Ejv3r1p06YNvXr14ssvv3RYv2jRIrp06UKbNm0YPnw4Bw4cMNpWJZ0iIiIizvDwMP/josmTJxMQEMA333zDypUr2bRpE2%2B99dYF2x06dIi4uDgmTZrE1q1biYuLY/LkyaSlpQGwZs0a3n33XZYsWcKWLVto2bIlEydOxGazudzGMko6RURERKqgw4cPk5CQwGOPPYa/vz%2BNGjVi/PjxLF269IJt16xZQ2RkJN27d8fLy4s777yTqKgo4uPjAVixYgVDhgyhefPm%2BPr68sgjj5CamsqWLVuMtVfHdIqIiIg4ww3HdKanp5ORkeGwLCQkhNDQ0Ivuu3fvXgIDA6lTp459WbNmzUhNTeXUqVPUrFnTvnzfvn2Eh4c77H/DDTeQlJRkXz969Gj7Om9vbxo3bkxSUhK33nrrZd238ynplCqtW8cz5oNaLIAf7W8%2BCwaHFSgpMRcLzr35%2BRMUcMZo7OEdjxuLZefjAzTirpuToaDAWNjiIoOPzzmeQPG3iWZjelmMxsNqhcREPKPawvbtxsKmHTffn15eEARkhbTgFw4zuyzNQs23FSw0amg47tmzZuOde38KCzX8/gQYfYDg3HtUNVo0Om34/a%2BGwViXxobh1zIQHx/PvHnzHJZNmDCBuLi4i%2B57%2BvRp/P39HZaV/Z2Xl%2BeQdFa0rZ%2BfH3l5eU6tN0FJp4iIiEgliY2NJSYmxmFZSEiIU/sGBARw5oxj8aXs72rVqjks9/f35%2Bx5X4LOnj1r3%2B5i601Q0ikiIiLiBNMDVgChoaFODaVXpHnz5mRnZ5OZmUlwcDAA%2B/fvp27dutSo4VgRDg8PZ9euXQ7L9u3bR6tWreyx9u7dS9euXQEoLCzk0KFDFwzJu0ITiURERESqoMaNG9OuXTtmzZpFbm4uycnJzJ8/n4EDB16wbZ8%2BfUhISGD9%2BvUUFRWxfv16EhIS6Nu3LwD33HMP7733HklJSeTn5/PKK68QHBxMZGSksfYq6RQRERFxQkmJ%2BR9XzZkzh6KiIrp168bgwYPp3Lkz48ePB8BqtbJ27VqgdILRa6%2B9xsKFC4mKimL%2B/PnMnTuXJk2aADBw4EAeeOABHn74YW699VZ2797NwoUL8fb2dr2R51hsJk/AJFcPdz0tLBazsU0fpA%2BlbfTzK419pU8k8veHM2YnEnHcTROJGjWCZMMTiRo3MxarjKcnFBaCiWMAACAASURBVBcbjummiUS0rSITiYIgK8vsPJU67phIZPr9Cdwzkcgd70/gnolE1arBacMTiWpU3kSi/HzzMX19zce8UqnSKSIiIiJup4lEIiIiIk5wx0Sia4kqnSIiIiLidqp0ioiIiDhBlU7XKOkUERERcYKSTtdoeF1ERERE3E6VThEREREnqNLpGlU6RURERMTtVOkUERERcYIqna5R0ikiIiLiBCWdrtHwehWUk5PDiRMnKrsZIiIiIk5T0vkbSU1NxWq1kpqa6nKsHj16sHfvXgOtEhEREWeVlJj/uZZoeP03Ur9%2BfbZv324k1smTJ43EEREREfmtVLlKZ0pKChEREbz//vvExMTQrl07HnzwQY4fP87q1auJiYlx2H748OHMnTsXgKlTpzJ9%2BnTGjBmD1WqlR48ebNq0iRkzZhAVFcVtt93G%2B%2B%2B/71Q7Vq9ezeDBg3n66adp27YtnTp1Yv78%2BdhsNvv/nTp1Kl27duX2229nz549REREkJKSwquvvsq9997rEO/Pf/4zDz30EACJiYncf//9dOrUidatWzNgwAB27NgBQM%2BePQEYPXo0ixYtAuC///0vAwcOJDIykrvuuou1a9deZu%2BKiIjIL1Gl0zVVttL51Vdf8cEHH1BQUMCDDz7I/PnzadOmzUX3W7VqFUuWLGHBggU89thjjBw5kscff5xNmzaxbNkypk%2BfTt%2B%2BffHx8blorJ07d2K1Wtm0aRM//fQTo0aNIiQkhEGDBgGlyeD777%2BPv78/p06dsu83cOBAXn/9dQ4dOkTjxo0pLi5m7dq1PPXUU5w9e5Zx48YxceJE7rvvPs6ePcsTTzzByy%2B/zLJly/jkk0%2BIiIhg0aJFREdHk5SUxLhx4/jzn/9Mt27d2LlzJ%2BPHj6dWrVp07tzZqb5MT08nIyPDYVlIcDChoaFO7V%2BpLBb3xTQd28Pwd7zy7TQZ24nn/iXz9na8vdZYrWbjtWjheGuIlxs%2BETw9HW%2BvOabfR9z1/gTm36PK4pmOW4mutSTRtCqbdI4ePZqaNWsCEBMTw/bt251KOm%2B99VYiIyPtv2/cuJHhw4cD0LVrV2bOnElmZib169e/aKzAwEAeffRRvL29ad26NbGxsaxdu9aedHbp0oU6deoAOCSdDRo0oGPHjnzwwQdMnjyZf//73xQXF9O1a1c8PDyIj4/n%2BuuvJ///2bvzuKjq/Y/jL3bQNAxBcF8yvZkl4lrdTMzMlFJQMQ2X3DL3Mq92zQ1NM7MUzVLRssXMwhKp9Hat7q9uLiWWy7XSXNgERS1RkG1%2BfyCTI6hDfCcg38/Hg8fAOWc%2B82EOzHzm8/2ecy5cICkpCW9vb/bs2VNsDu%2B%2B%2By6dOnXi/vvvB6Bly5b06dOHt99%2B2%2B6ic926dSxZssRm2ehRoxgzdqxd9y8xky%2BWnp7mYl3Ow8NxsU0y/RzUqWM23qX8/Y2Gc1QdY7xA2rXLcMCL3nnHaDgfo9FseXubjuiAogvMF3OOeo2qKK9PAF5eZZ2BlBMVtuisXr269XtXV1frsPa1eF/yyufi4mItXAGcLr7Y5Nv5UaZWrVq4XdK5CQgIYPPmzdafr9Yp7N27N/Pnz2fcuHFs2LCBhx9%2B2Bpr%2B/btDBs2jPPnz3PzzTdf9fdLSkpi27Zt1kIaIC8vj7p169r1OwCEh4cXmZbgW7062PmcloiTk9m4Fy6Yi1XIyangBf3CBbO5mn4%2BnZwK3tCysszGPnnSXKxCbm4FBefx45CTYyxsXk3zBbKLC%2BTlGY7ZuqXZgE2bFhSc/frBgQPGwqb/y3xx7OJSUHCeOWP2efW5qQK8PoH51yhHvT6B%2BT98Z%2BeCgjMz02yLsHJlc7FKSJ3O0qmwRWdxnJ2dyc7Otll2%2BUE3TgY/xaalpWGxWKwxExMTbTqkV3usTp06MXPmTP7zn/%2BwdetWNmzYABQM2UdGRvLuu%2B9y2223AbBq1SoOHz5cbBx/f3969uzJrFmziuRlLz8/v6IFsiMKTkdwZJ4Wi9n4pl%2BtCoesLBazsS/7HzIqJ8ex8csrQwcRFnHggNHYubnGQhWRl%2BfY%2BOWWo16jTL8%2BgeMqqutx8qIU668z0QJo1KgRJ0%2BeZNu2bVgsFj766CMOHTrksMc7ceIEy5cvJycnhx9%2B%2BIH169dbh9avxc3NjR49ejBz5kyaNWtGo0aNgIJzcDo7O%2BN5cUhm9%2B7drFmzxqaYdnd35%2BzZs0DB/NBNmzbx1VdfkZ%2Bfz5EjR3j00UdZtWqV4d9WRETk%2BqYDiUrnL9XpbN68OSNHjmTy5MmcO3eO%2B%2B67z3q0tyP4%2BvqSmJjI3XffTeXKlRk3bhwPPvig3ffv3bs3q1atYtSoUdZld911F/369aN///7k5%2BdTu3ZtIiIiePHFFzl58iTVq1cnPDycp556ikGDBjFhwgQWLlzIwoULGTduHF5eXnTv3p0nn3zSEb%2ByiIjIdet6KxJNc7KUZBxWrGJiYliyZAlbt24t61Qcw1F/FqbnTGVlmYtVyFFzJR0xvO6I%2BVLHj5uLVcjdveAApYQEo8PrefUbGYtVyCFzOl0NH5wSGFhwcFLLlkaH11OPm/%2B/d3UFHx9ITzc7vF7Dr4LM6TT9GuWo1ycwP//B2blg/uW5c2Zfo6pUMRerhI4eNR%2BzXj3zMcurv1SnU0RERMRR1OksHRWdxfjhhx8YOHDgFdfXrFmTIUOG/IkZiYiIiFRsKjqLcfvtt9t1ycrQ0NA/IRsREREpD9TpLB0VnSIiIiJ2UNFZOn%2BpUyaJiIiISPmkTqeIiIiIHdTpLB11OkVERETE4dTpFBEREbGDOp2lo6JTRERExA4qOktHw%2BsiIiIi4nDqdIqIiIjYQZ3O0lHRKSIiImIHFZ2lo%2BF1EREREXE4dTpFRERE7KBOZ%2Bmo0ykiIiIiDqdOp1RoPx7zMh7TwwPq14cjxz25cMFc3IwMc7EAvLzg1lth/2EvMjPNxd26tZG5YBf5%2BcHAgfDG1jqkpZmL%2B/R98eaCQcGT2rQpLj8fwOSTmnrcYiwWgKsr%2BADp/9pFbq65uDX8ncwFKxQYCLt24dO5JcQb3F9HjpiLBeDuDgEBcPw4ZGcbC5vqWc9YLLi47z0h/Zyn0X0PcOyY2XiVKkGzZrDvSGXOnzcXt3Vrc7FKSp3O0lHRKSIiImIHFZ2lo%2BF1EREREXE4dTpFRERE7KBOZ%2Bmo0ykiIiIiDqdOp4iIiIgd1OksHRWdIiIiInZQ0Vk6KjpFRERE/oLOnz9PZGQkW7duJTc3l06dOjF9%2BnQqV65c7PabN2/mlVdeISEhAW9vb0JDQ3niiSdwdi6Yjdm1a1eSk5OtPwO8//77NGpk36n2VHSKiIiI2KGidTojIyNJSUlh8%2BbN5OXlMX78eBYsWMD06dOLbLt3714mTZrEyy%2B/TIcOHTh8%2BDDDhg2jUqVKPPbYY2RkZHD48GH%2B/e9/U6tWrT%2BUjw4kEhEREfmLyczMJDY2lrFjx%2BLt7Y2Pjw8TJ04kJiaGzGIufpGUlETfvn3p2LEjzs7ONGrUiM6dO7Nz506goCj19vb%2BwwUnqNMpIiIiYhdHdDrT0tI4ceKEzTJfX1/8/Pyued%2BsrCxSU1OLXZeZmUlOTg633HKLdVmjRo3IysriyJEj/O1vf7PZvkuXLnTp0sUm9hdffEFISAgAe/bswcvLi0cffZSff/6ZWrVqMWbMGDp27Gj376qiU0RERMQOjig6161bx5IlS2yWjR49mjFjxlzzvt9//z0DBgwodt24ceMAqFSpknWZl1fBpaPPnTt31bgZGRmMGzcOT09PBg0aBICTkxPNmzfnySefpGbNmnz66aeMGTOGt956ixYtWlwzV1DRKSIiIlJmwsPDCQ4Otlnm6%2Btr133btm3Ljz/%2BWOy6/fv3s2jRIjIzM60HDhUOq99www1XjPnLL78wduxYfHx8WLNmjXXboUOH2mz30EMPsWnTJjZv3qyiU0RERMQkR3Q6/fz87BpKL6kGDRrg5ubGwYMHueOOOwA4dOgQbm5u1K9fv9j7fPnllzz55JP06dOHp556ClfX38vE6Ohobr31Vtq3b29dlp2djYeHh9056UAiERERkb8YLy8vunbtyoIFCzh16hSnTp1iwYIFdO/eHU9PzyLb7969m1GjRjFlyhT%2B8Y9/2BScACkpKcycOZOEhARyc3N5//33iY%2BPp2fPnnbnpE6niIiIiB0q2imTpk%2BfzvPPP09ISAg5OTl06tSJZ5991rq%2BW7duhISE8Pjjj/Pqq6%2BSm5vLnDlzmDNnjnWboKAgVq5cyaRJk3B2dqZfv36cPXuWm2%2B%2BmeXLl1OvXj2781HRKSIiImKHilZ03nDDDURGRhIZGVns%2Bri4OOv3r7766lVjubu788wzz/DMM8/84Xyu%2B%2BH1wMBAvv3227JOo0RiYmKKTDoWERERKc%2Bu%2B05nfHx8WacgIiIiFUBF63SWNxWu05mYmEiTJk2YN28erVu3ZubMmcTFxRESEkJQUBChoaF89dVX1u2zsrKYPn06bdq0oUOHDrz88ssEBwezfft2AJo0aWL9/vTp0zz77LPcfffdtG3blhEjRnDkyBGbx12/fj3BwcEEBQUxePBgjh8/blfeubm5LFq0iA4dOtCyZUv69%2B/PgQMHrDnOnz%2BfDh060Lp1ayIiIvjhhx%2Bs9z106BAREREEBgYSEhLC/v37bWLv27ePiIgIWrduzf3338/rr7%2BOxWL5w8%2BxiIiIiGkVttN57tw5vv76azZv3sz06dNZtmwZLVu25D//%2BQ9jxozhvffeo3Hjxjz33HPs3buXjz76iKpVqzJz5kySkpKKjTl27FicnZ3ZsGEDVapUYdGiRQwaNIhNmzZZt/niiy/48MMPyc7OZvDgwbzyyivMmjXrmvkuW7aMTZs2ER0dTYMGDViyZAkjRoxg69atzJgxg/3797NmzRoCAgJYu3at9XF9fX0ZMWIE99xzDytXruTYsWMMGzYMZ%2BeCzwupqakMHDiQCRMmsGrVKo4ePcoTTzyBp6cnffv2teu5LPZqCNWrO%2BQUDqaV4EwNdnN3t701JS/PbLzCgw%2BLOQixVByx22%2B6yfbWmIsnOjam8A/K8B%2BWq%2BFXWhcX21tjAgMNBwSaNrW9NcX0P2jhTjK8syrMvgcuOYe4EY56jSpL6nSWToUtOnv06IG7uzsbN27kkUceoXXr1gB07NiR4OBg3n33XSZPnszGjRuJiooiICAAgGnTptkUkYUSEhLYsWMHcXFx1pOyTpw4kdjYWL788kvrOa6GDRtG1apVAQgODrZ7eH7Dhg2MGDGCm2%2B%2BGYCRI0fSoUMHsrKy2LRpE0uXLrUeATZw4EBiY2PZtGkTLVq0ICUlhUmTJuHh4UHjxo0ZPHgwb7zxBgAbN26kUaNG9O/fH4Cbb76ZIUOG8NZbb9lddBZ7NYRRoxgzdqxd9y8xJydjoa5wqjEjatZ0XGyTGjY0G%2B/WW83Gu9TFq6kZZLiQKdSggdFwPkaj/c7b23DAXbsMB7zEO%2B84LrZJdp6U214VZt8DPg5KtlEjx8QtCyo6S6fCFp2FXbikpCR27NjB2rVrrevy8vJo164dZ86cITMz0%2Bbi9DfccAPVqlUrEu/kyZMA1KlTx7rMxcWFgIAAkpKSrEVn9erVretdXV3tHsY%2BceIENS%2BpYtzd3WnRogVpaWnk5ORQu3Ztm%2B1r165NYmIiAQEBVKtWzeacWnXr1rV%2Bn5SUxL59%2B2jVqpV1WX5%2BPi4l%2BBhc7NUQqlcHRwzROzkZjXvkqLkCtpC7e0HBmZwM2dnm4p4/by4WFHQPGjaEX36BrCxzcXfuNBer0E03FRScsbFw6pS5uAPbHjAXDAo6nA0awOHDcOGCsbDpvmaLYxeXgqLjzBmzHXSfzi3NBSvUtGlBwdmvHxwwuL8uOerWCFfXgoLzxAnIzTUWNt09wFgscNy%2BB7BztpjdPD0LCs5Dh8y%2BRjVrZi6W/LkqbNHpdLFb5u/vT48ePRg%2BfLh1XXJyMp6ennh7e%2BPp6UlycjINL7aDzp8/z%2BnTp4vEKyxMjx07RuPGjYGC4jU5Odnuy1FdTUBAACkpKdafc3JyeOGFFxgyZAgeHh4kJCTQ6JKPg8eOHSM4OJiAgABOnTrFuXPnrJexunQeqb%2B/P23btiU6Otq67PTp09e8ruqlir0aQgWZE2qwLigiO9ts/ItXHzMuK8ts7LQ0c7Eud%2BqU4fiOelIvXDAa22ANYyMvz3BsRx5YeeCA2fgmPxFeKjfXaOxcBx05YXzfY/6DcaGsLMfF/rOp01k6Fe5Aosv16dOHNWvWWA%2B82bNnD6GhoWzatAlnZ2d69epFVFQUqampZGZmMnfuXPKK%2BXjo5%2BdHhw4dmD17NidOnCArK4sFCxaQl5dHx44dS51naGgo0dHRHD58mNzcXF577TU%2B%2B%2BwzbrrpJsLCwli4cCFHjx4lOzubN954g4MHD9KtWzcCAwNp0KABs2fPJjMzk6NHj7Jq1Spr3JCQEHbv3s3GjRvJzc0lLS2Nxx9/nHnz5pU6ZxERERFTKmyns9ADDzzA%2BfPneeaZZ0hOTsbb25tBgwYREREBwFNPPUVkZCQPPvgglStXJjw8HGdnZ9zc3IrEmj9/PgsWLKBnz56cP3%2BeFi1a8MYbb%2BDt7U1GRkap8hw6dCi5ubkMGTKEX3/9lebNm7NixQrc3NyYNGkSUVFRDBo0iDNnztCkSRPrAUcAy5cvZ9q0adx5551Ur16dTp06sWXLFqCgQ7ty5UoWLFjA7NmzcXFx4d577%2BWf//xnqfIVERERW%2Bp0lo6T5S9%2Bbp2dO3fSpEkT68E/GRkZBAUFsXnz5ite8F5w3PC64TmdP/5kfk6nh0fBAUpHjpgdXi/l55YivLwKDvrZv9/sKPPWreZiFfLzg4ED4Y03zA6vP32f4eFgL6%2BCOYgHDhh9UlNrmj0q3NW14KCP9HSzQ6w1/M3/PxEYWHCAUsuWZofXL57Ozhh3dwgIgJQUo8PrqZ72XyLQHo7a9wDHjpmNV6lSwfzLffvMDq9fPG64THzwgfmYYWHmY5ZXFX54/VpWrVrFnDlzyMrK4sKFCyxevJgGDRqo4BQRERH5E1X44fVrmTFjBjNnzqRDhw7k5eURFBTE8uXLjT7G6tWrWbx48RXXh4SE2HUuTxERESm/NLxeOn/5orNGjRq88sorDn2MwYMHM3jwYIc%2BhoiIiEhF9pcvOkVERERMUKezdFR0ioiIiNhBRWfp/OUPJBIRERGRsqdOp4iIiIgd1OksHXU6RURERMTh1OkUERERsYM6naWjolNERETEDio6S0fD6yIiIiLicOp0ioiIiNhBnc7SUdEpIiIiYgcVnaWj4XURERERcTh1OkVERETsoE5n6ajTKSIiIiIOp06nVGje3uZjul78r6hSBby8zMc1xd294LZKFfDwMBf36V6HzQUr5O4O1GLgfUmQnW0s7KH8QGOxoCDNOkBC5aZku5mL28jPYi6YlRM%2BNxmOe%2BSI2Xjw%2Bx9qXJzRfU/9%2BuZiAQQGwq5d0K0bxMcbC%2Bt60uw%2BcnGxvTXp5pvNxivMsU4dyMszG7usqNNZOio6RUREROygorN0NLwuIiIiIg6nTqeIiIiIHdTpLB11OkVERETE4dTpFBEREbGDOp2lo6JTRERExA4qOktHw%2BsiIiIi4nDqdIqIiIjYQZ3O0lGnU0REREQcTp1OERERETuo01k6KjpFRERE7KCis3Q0vC4iIiIiDqdOp4iIiIgd1OksHXU6RURERMTh1OkUERERsYM6naVz3XU609LSOH/%2BvJFYR48eNRJHREREyr/8fPNfjnT%2B/HmmTJlC27ZtCQoKYtKkSZw7d%2B6K20%2BfPp3bbruNwMBA69e6deus61esWME999xDixYtiIiI4JdffilRPhW66IyKiiIiIoKNGzfSrVu3a25/8uRJunTpwqlTp664Tbdu3di4ceM1Yz3//PMsW7asRPma0qRJE7Zv314mjy0iIiIVQ2RkJCkpKWzevJktW7aQkpLCggULrrj9nj17iIyMJD4%2B3voVHh4OwIYNG3jzzTeJjo5m%2B/btNGvWjLFjx2KxWOzOp0IXnYUeeugh4uLirrldVlbWNbuccXFxPPTQQ9eMdfr0abvzExERkYqvInU6MzMziY2NZezYsXh7e%2BPj48PEiROJiYkhMzOzyPbZ2dn89NNP3HbbbcXGe%2B%2B99%2BjXrx%2BNGzfGw8ODp556iuTk5BI1wSpU0blr1y7CwsJo0aIFffv2JTExEYCYmBiCg4MByM3NZcaMGdx11120bduWfv368d1335GXl0f37t0B6N69Ox9//DFRUVE89thjhIWF0aZNG3bu3ElwcDAxMTFAQVt61qxZtG/fnlatWjFs2DCSkpJYunQpsbGxxMbG2lWgAnz99df06tWLwMBAgoODeeutt6zrPvvsM0JDQ2nZsiVdunTh9ddfJ//iX2JOTg5z586lbdu2tGvXjpUrV9rEzcjIYNasWXTo0IH27dszYcIETp48WbonWkRERMq9rKwsjh49esWvnJwcbrnlFuv2jRo1IisriyNHjhSJdeDAAXJzc1m8eDF33nknXbp0Yfny5dZ65ODBgzax3NzcqF%2B/PgcOHLA73wpzINHp06cZMWIEw4YNY/Dgwfzwww8MHz6cW2%2B91Wa7jz76iPj4eD755BMqV67M4sWLmTlzJhs3bmTTpk106tSJTZs2Ubt2baKiovjmm29YtWoVt99%2BOx4eHjaxZs2axaFDh4iJicHHx4fp06fz5JNPsm7dOhISEgCYN2/eNXM/fPgwjz/%2BONOnT6dHjx4cOHCAAQMGUK9ePdzc3Bg/fjzz58/n/vvv58cff%2BSJJ54AYNCgQbzyyit88cUXvP/%2B%2B/j4%2BDBjxgyb2M888wznzp0jJiYGT09P5s2bx%2BjRo1m7di1OTk52PbdpaWmcOHHCZplv9er4%2BfnZdf%2By5OqAv2AXF9tbU9zdzcZzc7O9NcbZcKLgsGTdDXcJHPacVhSm/0jh939S0/%2BsgYFm4zVtantriOnXEUe9PgE4G25DFcYzHbcsOaIzWex7sK%2BvXe/B33//PQMGDCh23bhx4wCoVKmSdZmXlxdAsfM6z549S5s2bYiIiGDhwoX873//Y9SoUTg7OzN06FDOnTtnvX8hT0/PEh0nU2GKzi%2B%2B%2BAIvLy%2BGDRuGk5MTQUFBhIWF8b///c9mO09PTxITE3n//fe55557GDduHBMmTLhi3Dp16tC%2Bffsiy7Ozs4mLi2PZsmUEBAQAMGXKlD908FBcXBzNmjWjV69eANx222288847%2BPn5MW/ePDp16sSDDz4IQLNmzRg%2BfDhvvvkmgwYN4qOPPuLxxx%2BnTp06AEydOtU65zQ9PZ3NmzfzySef4OPjAxQUoa1atWLfvn1XbJFfbt26dSxZssRm2ehRoxgzdmyJf1e72FkM2%2BPir%2B0Q3t5m4zkqV39/0xFrmQ74O8MfZOoYjfY788%2Bpub9527CG4158rXMIX1%2Bz8XbtMhuv0DvvGA1n%2BGXEqkoVBwV2gBtuKOsMzHFE0Vnse/Do0YwZM%2Baa923bti0//vhjsev279/PokWLyMzMpHLlygDWYfUbitkpd911F3fddZf159tvv52BAwfy8ccfM3ToULy8vMjKyrK5T1ZWljW2PSpM0ZmamkpAQIBN965u3bpFis5u3bqRk5PD%2BvXrWbhwIT4%2BPjz%2B%2BOM88sgjxca90ieJX3/9lezsbGrWrGldVrVqVZo3b17i3NPS0mziADS9%2BGk6PT2dv/3tbzbrateuTVJSkvW%2BAZe8EVStWpUbb7wRwLpNnz59bO7v4uJCYmKi3UVneHi4dXpCId/q1aEEk4Pt5uRkNG76KfNv5i4uBQXnmTOQl2curqGTJli5uRUUR8ePQ06Oubh1nJPMBSvk5lZQcKalGU02Id9sgeyw57R2%2Bf9fAgp%2BcdNcXQsKzhMnIDfXXFw7Dh4tkaZNCwrOfv2gBMOF13Jmq9ni2MWloOA8e9bs6xM4ptN5ww2QkWG2WKta1Vys8qDY92ADH9IaNGiAm5sbBw8e5I477gDg0KFD1mHxy3322WecPHmSvn37WpdlZ2fj6ekJQOPGjfn555/p2LEjUDD978iRIzZD7tdSYYpOf39/kpKSyM/Px/nif8bxYl4gDx8%2BTLNmzejRowdZWVl8%2Bumn/OMf/6BVq1ZF2sLAFYegfXx8cHd3JyUlhYYNGwIFBeKKFSsYP358iXIPCAjgyy%2B/tFn2wQcf4OPjQ61atTh27JjNuoSEBOsfnL%2B/v3UoHwrmmZ49exaAGjVqAPDJJ5/Y/IEePHjQ2hm1h5%2BfX9Hi2xEFpwOYfA%2B7XF6e2fjZ2eZiXSonx3BsZwclCsaTzXbQJHzjz2lF4chfOjfXbPz4eHOxLnXggNHYpgvDS%2BOaju2ol/38fMc9D382R3Q6i30PNsDLy4uuXbuyYMECFi1aBMCCBQvo3r27tZC8lMViYe7cudSrV4927dqxe/du1qxZw5QpUwAICwsjKiqKe%2B65hwYNGvDSSy9RvXp1WrVqZXdOFWamRXBwMBaLhaioKLKzs9m7dy/r168vst3nn3/O6NGjSUxMxNPTE29vb1xdXalSpYp1zmZGRsY1H8/Z2ZkePXoQFRVFamoqFy5c4OWXX2b37t14enri7u5uLf6upVu3buzfv58PP/yQvLw89u7dy7x583B1dSUsLIytW7fyySefkJeXx/79%2B1mxYgVhYWEA9O7dm5UrV3Lo0CEuXLjAvHnzyLv431ujRg3uvfde5syZw%2BnTp8nJyWHZsmX06tWL3377zd6nVkRERP6Cpk%2BfTv369QkJCeGBBx6gdu3aTJs2zbq%2BW7duvPrqqwB07tyZKVOmMGPGDAIDA3n66acZM2YMDz/8MAC9evVi0KBBjBo1inbt2rF//35ee%2B013EowCb7CdDqrVq1KdHQ0M2bMYPXq1dSrV48uXbpw%2BPBhm%2B0GDBhA9w5yEQAAIABJREFUamoqffv2JSMjg1q1avHSSy/h7%2B%2BPxWKhc%2BfOhIeHM3ny5Gs%2B5uTJk3nppZfo3bs3WVlZtGnTxvpp4cEHH2TChAnce%2B%2B9fPHFF1eNU7duXZYvX86LL75IZGQkPj4%2BTJ48mbvvvhuARYsWsXTpUp555hmqVavGI488wrBhwwAYNmwYmZmZPProo%2BTm5tKnTx%2B8L5lsOH/%2BfF588UV69OhBRkYGjRs3ZuXKlUZa8yIiIvK7inZFohtuuIHIyEgiIyOLXX/56Sb79u1rM7x%2BKScnJx577DEee%2ByxP5yPk6UkZ/WU64ej/iwMz0NLTTM/p9PVteCgn/R0s8PrdjTYS8TdHerUgYQEs6OWjZwPX3ujknJ3h1q1ICnJaLKH8hsYiwUOfE4bVpA5nZdN9THC3b3gAKWUFLNPajFz0kolMLDg4KSWLY0Or6efNLuPHDXnHMzP6XRxKZh/%2BdtvZnOtVs1crJK6ONJs1Ny55mOWVxVmeF1EREREKq4KM7xeXqWnp3PfffdddZt4R014FxERkT9NRRteL29UdJaSj4%2BPikoRERGRa1DRKSIiImIHdTpLR0WniIiIiB1UdJaODiQSEREREYdTp1NERETEDup0lo46nSIiIiLicOp0ioiIiNhBnc7SUdEpIiIiYgcVnaWj4XURERERcTh1OkVERETsoE5n6ajoFBEREbGDis7S0fC6iIiIiDicOp0iIiIidlCns3RUdEqFVuOLdeaDVqsG99%2BPz3db4PRpY2FrfPutsVgA1KoF48dT54OXISnJXNxbbjEXq5CPD4SGwvbtkJ5uLGz%2BvcOMxQKwWH6/NfrmkpVlMBjg5ASennDhwu9JG5DqWc9YrEKuruADpLsHkGtwbM31pLnfG8DFBbyBM1t3kZdnLq5PdSdzwQACA2HXLryDW0J8vNnYPXuajdewISxYQNVZE%2BGXX8zFjYkxF0v%2BVCo6RUREROygTmfpqOgUERERsYOKztLRgUQiIiIi4nDqdIqIiIjYQZ3O0lGnU0REREQcTp1OERERETuo01k6KjpFRERE7KCis3Q0vC4iIiIiDqdOp4iIiIgd1OksHXU6RURERMTh1OkUERERsYM6naWjolNERETEDio6S0fD6yIiIiLicOp0ioiIiNhBnc7SUadTRERERBxORWc5cuTIkbJOQURERK4gP9/81/VERacDxcTEEBwcbNe2%2B/fvp3v37tafp02bxrRp0xyVmoiIiJSQis7S0ZzOcuLs2bPk5ORYf541a1YZZiMiIiJi1nXR6UxMTKRJkya8%2Beab3HXXXQQFBfH000%2BTkZEBwPr16%2BnWrRstW7YkJCSEjRs3Wu8bERHBvHnzCA0NpUWLFoSGhvLtt9/axE1MTLRuHxUVRURERLF5vP/%2B%2B4SGhtK2bVsCAwMZMWIEp06dIiEhgWHDhgEQGBhIfHw8kydPZvLkydb7XivHF198kf79%2BxMYGEjXrl35%2BOOPzT2BIiIiok5nKV1Xnc4tW7YQGxtLXl4eo0aNYubMmbRv35558%2BaxZMkS2rRpw44dOxg9ejReXl507twZgHXr1rFs2TJatmxJdHQ0I0eOZMuWLSV67B9%2B%2BIHZs2ezZs0abr/9do4fP87AgQNZs2YN48ePZ8WKFQwYMID4%2BHjrYxaKiYm5Zo7vvfceq1ev5uabb2bp0qVMmzaNTp064eHhcc3c0tLSOHHihM0y3%2BrV8fPzK9HvWCaqVTMfs0oV21tTatUyG8/X1/bWFB8fs/EAvL1tbw2x48%2B7RNzcbG%2BNcXJyTDzDcV0d8I7g4mJ7azqu6Xim4xIYaDZe06a2tyY1bGg2XuFrnunXPqmwrquic8qUKdx0000AjB07lpEjR3Ls2DHCw8Np3749AO3btyc8PJx3333XWtCFhYXRrl07AB5//HHWrl3L559/Tps2bex%2B7FtuuYVNmzZRu3Ztfv31V9LS0rjppptITU295n0/%2BOCDa%2BbYpUsXbr31VgB69uzJq6%2B%2BSnp6OjVr1rxm/HXr1rFkyRKbZaNHjWLM2LF2/34lYvKN8v77zcW63MXn2xhH5dq/v2PiOoKdc5ztVddotN8FBJiO6Gk6YAHDVbePg9IE4583HMb0Z0127TIc8KJ33nFMXEeYMKGsMzDmeutMmnZdFZ316tWzfh8QEEB2djZnzpyhTp06NtvVrl2brVu3Wn%2BuX7%2B%2B9XsnJyf8/f2LdAavxdnZmTVr1hAbG0ulSpVo0qQJGRkZWCyWa9735MmT18zR95Jul%2BvFdkW%2Bnf8d4eHhRQ548q1eHezIrcScnMzG/de/zMUqVKVKQcH5zTdw9qy5uPv3m4sFBR3O/v3h7behhH%2BPV1XXAaWct3dBwbl1K5w5YyzssVahxmJBQYczIABSUuCSKdalVtcvy1wwKPg/8vCACxeM/j%2BlnzNfdbq4FOz%2BM2cgL89sXJNcXAr%2B9c%2BeNZund3BLc8GgoMP5zjvQrx8cOGA2tuEPhdSqVVBwvvQSJCWZi7tggblYJaSis3Suq6IzNTWVhheHDxITE/Hy8sLf359jx47ZbJeQkGBTxF3ajczPzyc5OZmAgABcLr7qXXoA0OnTp4t97Ndff52vv/6a2NhYqlevDhR0Te1Ru3bta%2BZYGn5%2BfkWH0h1RcDrCFZ5vI86eNRvf5IvupU6cMBu7cmVzsS535gykpxsLd%2BGCsVA2cnIMx3bU/5PFYjR2bq6xUEXk5Tk2vil5eWaLTi5OmTLuwAHzsS9psBiVlAS//OKY2FKhXBcHEhV68cUXycjIIDU1lcWLF/Pwww/Tt29f1q1bxzfffENeXh7btm1j3bp1hIWFWe%2B3fv169u7dS3Z2NkuXLsVisdCxY0d8fHy48cYbiYuLw2KxsG/fPj799NNiHzsjIwNXV1fc3NzIzc3lo48%2B4v/%2B7/%2BsBWvh3MuzxXTWevXqdc0cRURExLF0IFHpXFedzrp169K9e3cyMzMJCQnh6aefxsPDg4yMDGbPnk1ycjI1atRg0qRJ9OjRw3q/Nm3aMGvWLA4ePMitt97KqlWrqHJx4k9kZCSLFy8mOjqa2267jT59%2BvDdd98VeezHHnuMn376iY4dO%2BLh4cGtt95Kv3792LZtG1Aw5zMoKIi///3vLFq0yOa%2BXbt2vWaOIiIiIuXZdVV09u/fn3/84x9Flvfu3ZvevXtf8X6NGzdm8eLFxa7r0qULXbp0KXZdaGgooaEFc868vb159dVXr/gYlSpV4p1LJoZ36NDB7hzffPNNm59r167Njz/%2BeMXHEhERkZK73jqTpl1XRaeIiIjIH1XRis7z588TGRnJ1q1byc3NpVOnTkyfPp3KxczdnzZtGrGxsTbLsrKyuPPOO4mOjiY/P5%2BgoCAsFgtOl5yF5uuvv6ZSpUp25XNdzekUERERuV5ERkaSkpLC5s2b2bJlCykpKSy4wtH/s2bNIj4%2B3voVFRVF1apVrReqOXjwIDk5OezYscNmO3sLTrhOOp2lGW6%2BfOhaRERErk8VqdOZmZlJbGwsa9aswfviiXInTpzIgAEDmDRpEl5eXle876lTp5g4cSL//Oc/ady4MQB79uyhSZMmuLu7/%2BGcrouiU0REROSvJisr64oXmcnMzCQnJ4dbbrnFuqxRo0ZkZWVx5MgR/va3v10x7oIFC7jtttt46KGHrMv27NnDhQsXCAsLIykpiUaNGvHUU0/RsqX956JV0SkiIiJiB0d0Oou9FLWvr12Xov7%2B%2B%2B8ZMGBAsevGjRsHYDP8XdjdPHfu3BVjJiQksHHjRtavX2%2Bz3NPTk9tvv51x48Zx44038vbbbzNkyBA2btxY5AI2V6KiU0RERMQOjig6i70U9ejRjBkz5pr3bdu27RWnD%2B7fv59FixaRmZlpPXAoMzMTgBtuuOGKMT/44AMCAwOLdEIL53YWGjJkCDExMXz55Zc8%2Buij18wVVHSKiIiIlJliL0Vt4IqDDRo0wM3NjYMHD3LHHXcAcOjQIdzc3Gwu7325LVu28NhjjxVZ/tJLL9GlSxduvfVW67Ls7GzrxW3soaJTRERExA6O6HQWeylqA7y8vOjatSsLFiywXnRmwYIFdO/eHU9Pz2Lvc/r0aQ4dOkTr1q2LrPvpp5/49ttvefnll7nxxhtZvnw5GRkZdO7c2e6cdMokERERkb%2Bg6dOnU79%2BfUJCQnjggQeoXbs206ZNs67v1q2bzYVrEhMTAahRo0aRWHPnzqVu3bo8/PDDtG3blh07drB69WrrkfH2UKdTRERExA4V6ZRJUDB3MzIyksjIyGLXx8XF2fzcvHnzK84R9fb2Zu7cuaXKR0WniIiIiB0qWtFZ3mh4XUREREQcTp1OERERETuo01k6KjpFRERE7KCis3Q0vC4iIiIiDqdOp4iIiIgd1OksHRWdUiwLTg6J62Q4ttOpU8ZiWTlfHAD49VcwGT893VwsgIuXNePMGbOxU1PNxSrkdHGfnzplNH5GhrFQAOTlFdyePw8XrxZnRm6uwWD8/jeal2f0XfDYMWOhrCpVAh8fOH684Hk15eabzcWC359SZ2ewWAwG7tnTYDCgYcOC2%2BBguMpVZf6QDRvMxgsMLLjduhXi483GlgpJRaeIiIiIHdTpLB0VnSIiIiJ2UNFZOjqQSEREREQcTp1OERERETuo01k66nSKiIiIiMOp0ykiIiJiB3U6S0dFp4iIiIgdVHSWjobXRURERMTh1OkUERERsYM6naWjTqeIiIiIOJw6nSIiIiJ2UKezdFR0ioiIiNhBRWfpaHhdRERERBxOnU4RERERO6jTWToVotN59OhRh8U%2BcuSIw2KLiIiISIFyX3Q%2B//zzLFu2zCGx3377bZ599lnrz926dWPjxo0OeSwRERGp2PLzzX9dT8r98Prp06cdFvvUqVM2P8fFxTnssURERKRiu96KRNNK3Onct28fERERBAYGcvfdd7No0SIsFgvffvst/fv3p1WrVgQHB/Pyyy%2BTnZ0NQFRUFGPHjmXixIm0atWKe%2B65hxdffNEac%2BfOnYSGhtKqVSs6d%2B7MnDlzyM3NZenSpcTGxhIbG8tDDz0EQJMmTZg9ezZt27bl8ccfJyYmhuDgYJscIyIiiIqKAiA3N5dFixbRoUMHWrZsSf/%2B/Tlw4AAbNmzgtdde49tvv6VVq1YABAcHExMTA0BWVhbz58%2BnQ4cOtG7dmoiICH744QfrYzRp0oQ333yTLl26EBgYSN%2B%2Bffnxxx%2Bv%2BfxduHCB1q1bExsba12WnZ1N27Zt%2Beabb4CC4jckJISgoCBCQ0P56quvrNumpqYyfvx4goODueOOO%2BjUqRPvv/%2B%2BTV6XPj8iIiIi5UGJOp1nzpzhscceIyIigujoaI4fP05ERAQ1atRgzpw5TJw4kdWrV5OSksKYMWPIyMhg6tSpAGzZsoV58%2Bbx/PPP89VXXzFixAg6depEixYtmDRpEmPHjqVnz54kJibyyCOP0KpVK0aNGkVCQgIA8%2BbNs%2BZx7NgxvvjiC3Jycvjss8%2BumvOyZcvYtGkT0dHRNGjQgCVLljBixAi2bt1KYmIiO3bs4M033yxyvxkzZrB//37WrFlDQEAAa9euZdCgQWzatImaNWsCBcXhW2%2B9haenJ2PHjmX%2B/PlER0dfNR8PDw%2B6devGRx99REhICACff/45lStXpl27dnz55ZdMnz6dZcuW0bJlS/7zn/8wZswY3nvvPRo3bszUqVPx9vYmLi4Od3d31qxZQ2RkJF27dqVy5cpFnh97pKWlceLECZtl1av74ufnZ9f9y1T16uZjenvb3ppSt67ZeAEBtrem%2BPubjQfg42N7a4iXl9FweHjY3hrjbHgmU2E8w3ErVTIaDgBPT9tbU1xczMZz0FMKDRuajVerlu2tSYGBZuM1bWp7%2BxegTmfplKjo/Pzzz/Hw8GDUqFE4OTlRt25dVq9ezYoVK2jSpAkDBw4EoF69ejz11FOMHTuWZ555BoD69evTo0cPADp06ICvry9HjhyhRYsWeHh48Mknn%2BDt7U3r1q358ssvcb7Kf3737t3x8vLCy453nA0bNjBixAhuvvlmAEaOHEmHDh2wWCxXvM%2BFCxfYtGkTS5cupV69egAMHDiQ2NhYNm3axPDhw4GCjqqvry8AXbt25bXXXrtmPgBhYWGEh4dz4sQJfH192bBhA6GhoTg5OfHWW2/xyCOP0Lp1awA6duxIcHAw7777Ls8%2B%2ByyzZ8%2BmcuXKuLm5kZycTOXKlcnKyuLXX3%2B1Fp0leX4A1q1bx5IlS2yWjRo1mrFjx9h1/5JycjIYrHdvg8Eu07mz2XiOynXECMfEdYSePY2Gc9RbWYMGpiNWNh2wgOGqu1kzo%2BFsNGrkuNgm3XCD4YALFhgOeNGECY6J6wjvvFPWGUg5UaKi88SJEwQEBOB0SdXQsGFD3NzcqFOnjs22tWvXJisri/T0dABrcVbIzc2N/IsfGd544w2ioqKYOXMmJ06c4O9//zszZszA/wodl5J04E6cOGHtTAK4u7vTokWLq97n119/JScnh9q1axf5nRITE60/V7%2Bky%2Bbq6nrVQvZSzZs3p1GjRtZh9K%2B%2B%2BsraEU5KSmLHjh2sXbvWun1eXh7t2rUDICEhgfnz53PkyBHq169vLYrzL/n4VdIOZXh4eJEpCtWr%2B2Lnr1MiTk4Yjev0/npzwQp5excUnP/6F5w5Yy7uvn3mYkFBh3PECHjtNUhJMRf3sr97I3x8CgrODRvg4muCCQfuHmosFhR0OBs0gMOH4cIFc3Gb1jlnLhgUtOO8vCAz02jrZd8R88Wxp2dBwXnoEGRlmYt72VtOqTk7FxScGRlmu1lVZ000FwwKOpwTJsBLL0FSktnYW7eajde0aUHB2a8fHDhgLu6uXeZilZA6naVToqLT39%2BflJQULBaLtfD87LPPqFGjBvsue0M9duwY7u7u3HjjjVeNeeHCBQ4ePMiMGTNwdXXl8OHDTJ06leeee47FixcXe59Li15nZ2fr3NFClx58FBAQQMolb8g5OTm88MILDB165Ter6tWr4%2BHhQUJCAo0u%2BXh%2B7NixIsXZHxUWFkZcXBxubm60atXKWuD6%2B/vTo0cPazcVIDk5GU9PT3JychgxYgRPPvkk/fr1w8nJib179xY54t6phK1EPz%2B/IoWqIwpOhzh50nGxz5wxG//YMXOxLpWSYja2qwOPL0xPh%2BPHjYXLzDQWysaFC4ZjO%2BqdyvDhr%2BfPGwtVRFaW2fh5eeZiXSo/33DsX34xGOwSSUnmY8fHm41X6MABx8X%2Bk6noLJ0SzV659957yc3N5dVXXyU7O5tjx47x3HPPUb16dQ4dOsQbb7xhXb5w4UJCQkJwd3e/akwnJyeefPJJVq1aRW5uLr6%2Bvri6ulKtWjWgoDN59uzZK96/UaNGnDx5km3btmGxWPjoo484dOiQdX1oaCjR0dEcPnyY3NxcXnvtNT777DOqVauGh4cHGRkZRTqUzs7OhIWFsXDhQo4ePUp2djZvvPEGBw8epFu3biV5yq7ooYce4sCBA6xfv57Q0FDr8j59%2BrBmzRrrQUt79uwhNDSUTZs2kZOTQ1ZWFp6enjg5OZGcnMwLL7wAYPf8TREREZGyUKKWRtWqVYmOjmbu3LmsXr0aLy8v%2BvfvT3h4OI0aNWLhwoVERUXh6elJ9%2B7dGT9%2B/DVjuru7s2zZMp5//nlee%2B01XFxcuOeee5g4sWBI4sEHH2TChAnce%2B%2B9fPHFF0Xu37x5c0aOHMnkyZM5d%2B4c9913H126dLGuHzp0KLm5uQwZMoRff/2V5s2bs2LFCtzc3OjYsSNr164lKCioSOxJkyYRFRXFoEGDOHPmDE2aNLEejGTCTTfdRIcOHdi2bRv333%2B/dfkDDzzA%2BfPneeaZZ0hOTsbb25tBgwYRERGBk5MTzz33HIsWLWL27Nn4%2BPjQp08fDh48yE8//WQsNxERESlKnc7ScbLYOxFRjJs7dy5ZWVnMnDmzrFMpwlF/FcbndL7qgAsHVK9ecNDP%2BvVmh9d37jQXCwqOhp8xo%2BDL5PC66aNtoeCI%2BKFDYeVKo8Pr8d2mGosFBdMkmzYtGA00ObweePOVR2v%2BEGdnqFwZzp0z%2Bi6480AVY7EKVapUcIDSvn1mh9cvHhtqjIsLVK0Kv/1mdni92pDQa29UEg0bFhycNHGi%2BeH1DRvMxgsMLJh/2bKl2eH1MixbLjs8xYjLTh7zl1buTw7/V5SSksKRI0f48MMPef3118s6HREREbGDOp2lo6LTsM2bNzN58uQrrg8KCqJ58%2Ba8/vrrDB06lL/97W9/YnYiIiLyR6noLB0VnYZ16dLFZk7plYwbN%2B5PyEZERESkfFDRKSIiImIHdTpLx/QFv0REREREilCnU0RERMQO6nSWjopOERERETuo6CwdDa%2BLiIiIiMOp0ykiIiJiB3U6S0edThERERFxOHU6RUREROygTmfpqNMpIiIiYof8fPNff4bMzEzCw8OJiYm56nbff/89vXv3JjAwkODgYNavX2%2BzfsOGDXTu3JkWLVoQGhpKfHx8ifJQ0SkiIiLyF/Xzzz/Tv39/du/efdXtfv31V4YPH06PHj3YuXMnc%2BbMYe7cufzwww8AbN%2B%2BncjISObNm8fOnTt56KGHGDlyJJmZmXbnoqJTRERExA4VrdP5zTffMHDgQHr27EnNmjWvuu2WLVvw9vamf//%2BuLq60r59e0JCQnj77bcBWL9%2BPd26dSMoKAg3NzcGDRpEtWrV%2BPjjj%2B3OR3M6RURERCqgrKwsUlNTi13n6%2BtL06ZN%2Bfzzz/Hw8GD16tVXjfXzzz9zyy232Cy7%2Beabef/99wE4ePAgYWFhRdYfOHDA7nxVdIqIiIjYwRGdybS0NE6cOGGzzNfXFz8/v2ve9/vvv2fAgAHFrlu6dCn33Xef3XmcO3cOLy8vm2Wenp6cP3/ervX2UNEpxXJyMh8zLS2NdevWER4ebtc/k11GjjQT5xJpaWmsi4oymycYz9Wa5xNPmM3TARz1nAYai1QgLS2NqCjDf6MAVDEY6%2BLzuWqV8TxbtzYWyspxz6lZaWlpvPGGA/K8xoEbJWX9X5o0qVw/n3BJrp9%2BWu5ztZfFYj5mVNQ6lixZYrNs9OjRjBkz5pr3bdu2LT/%2B%2BKORPLy8vDh79qzNsqysLCpXrmxdn5WVVWR9tWrV7H4MzemUP82JEydYsmRJkU905Y3yNK%2Bi5Ko8zasouSpP8ypSrmWp8KjyS7/Cw8P/9DxuueUWfv75Z5tlBw8epHHjxgA0btz4quvtoaJTREREpIz4%2BfnRrFkzm6%2By6Ax37tyZkydP8vrrr5OTk8O2bduIjY21zuPs1asXsbGxbNu2jZycHF5//XXS09Pp3Lmz3Y%2BholNERETkOtStWzdeffVVAKpVq8aqVav49NNPadu2LVOnTmXq1Km0a9cOgPbt2zN9%2BnRmzJhBmzZtiIuLY8WKFXh7e9v9eJrTKSIiIvIXt3Xr1iLL4uLibH5u3rw577777hVjPPzwwzz88MN/OAeXGTNmzPjD9xYpocqVK9OmTRvrxOTySnmaV1FyVZ7mVZRclad5FSlXcTwni8URx2KJiIiIiPxOczpFRERExOFUdIqIiIiIw6noFBERERGHU9EpIiIiIg6nolNEREREHE5Fp4iIiIg4nIpOEREREXE4FZ0iIiIi4nAqOkVERETE4VR0ilQgI0eOLHb5o48%2B%2Bidn8tezf/9%2BtmzZQnZ2Nunp6WWdjvyJtO/NGDlyJBkZGWWdhpRjrmWdgPz1BAcH4%2BTkdNVt/v3vf/9J2djn3LlzvP322yQkJJCbm2uzbu7cuWWUVYHExEQ%2B/PBDAL766iuWLFlisz4jI4Mff/yxLFK7pvfee48333yTtLQ0NmzYwLx585g7d265ug5zeno6o0aNYu/evbi5ufH%2B%2B%2B/Tq1cvVq1aRWBgYFmnZ%2BPrr7%2B2Pp%2BvvfYaq1at4qmnnsLVtXy9lFeE/Q4Va99nZ2dz6tQp8vPzbZbXrFmzjDIqKj4%2BHnd397JOQ8oxdTrFuDFjxjB69Gg6duxIfn4%2BAwcO5Nlnn2Xo0KG4uLhw//33l3WKRUyZMoW3336b8%2BfPl3UqRdSsWZOff/6Z7du3k5eXx/bt222%2BDh48yPTp08s6zSJef/11oqOjiYiIIC8vj8qVK5OWllbmRfzlnnvuOW655RZ27tyJq6srjRo1Yvjw4cyfP7%2BsU7MRGxvL008/TZMmTTh69CgAW7duZeHChWWcma2Kst%2Bh4uz7Tz75hLvvvpuOHTvSqVMnOnXqRHBwMJ06dSrr1Gx0796dsWPHEhcXx44dO9i5c6f1SwQAi4iDhISEWA4ePGiz7MiRI5b777%2B/jDK6shYtWlhSU1PLOo1r%2Buc//1nWKdjt/vvvt%2B7/1q1bWywWiyU1NdVy5513lmVaRdx5552W8%2BfPWyyW3/PMzs62tGrVqizTKqJ79%2B6W%2BPh4i8ViseZ2%2BPBhy9///veyTKuIirLfLZaKs%2B%2B7du1qeemllyxHjhyxJCYm2nyVJ02aNCn2q2nTpmWdmpQT5WtMRv5SEhISqFu3rs2yGjVqkJaWVkYZXZmvry/VqlUr6zSuafbs2eTl5XHy5Eny8vJs1pWnYTaA06dP06BBAwAsFgsAPj4%2BRaYvlDU3NzeysrLw8vKy5nnu3LlyNxR8/Phx7rjjDgDr9JV69eqVu%2B58RdnvUHH2fUpKCqNHjy530ygud%2BDAgbJOQco5Da%2BLw9x22208//zzZGdnA5CZmUlkZCRBQUFlnFlRffv25fnnn%2Be3334r61SuasuWLbRu3Zp77723XA%2BzATRt2pR169YBvxdJH3/8MY0bNy7LtIoIDg7m6aef5siRIzg5OZGens7MmTPp0KFDWadmo379%2BkXmQv/3v/%2BlXr16ZZRR8SrKfoeKs%2B%2BbNWvGwYMHyzoNu2RmZnL8%2BHGSk5NJTk7m6NGj/Otf/yrrtKSccLIUfrwTMeyXX35hxIgRpKSkUK1aNU4roGIxAAAgAElEQVSdOkXDhg1Zvnw5AQEBZZ0eUPAG6eTkZO1yFHcA1P/%2B978/O60ruu%2B%2B%2BwgNDeXBBx/Ezc3NZl2tWrXKKKvi7du3j0GDBtGoUSP27t1L%2B/bt2b17NytXrrR27MqDc%2BfOMWXKFLZs2QIU/A106NCBF154gSpVqpRxdr/773//yxNPPEGnTp347LPP6NmzJ5s2beLFF18sV0VSRdnvUHH2/cKFC3nvvfd44IEHqF69us260aNHl1FWRX3wwQdERkZy4cIFm%2BU%2BPj589dVXZZSVlCcqOsW448eP4%2B/vT3JyMrm5uaSmphIfH09QUBB%2Bfn64uLiUm6HgHTt2XHObNm3a/AmZ2KdNmzZ25VxepKamsnHjRpKTk/H39yckJKTc7PvLnTp1isTERPz9/fHz8yvrdIp14MAB1q1bR1JSEv7%2B/vTq1Yvbb7%2B9rNMqoiLtdyj/%2Bz4iIqLY5U5OTqxZs%2BZPzubKOnfuTP/%2B/alcuTI7d%2B5k4MCBvPDCC9x1110MGzasrNOTckBFpxjXsmVLdu3aZe0iQsHcrsKOopOTU7nqHhbKy8vDxcUFgC%2B//JJq1aqVuzf0IUOG8PTTT9O0adOyTqXCs%2BeI2tatW/8JmdgnOjqaIUOGFFn%2B8ssvM378%2BDLIqOKqaPu%2BomjRogXx8fEkJSUxceJE3n33XZKTkxk0aJC1myzXt/I9K1kqpLi4OKD8nYvzarZu3crUqVP573//yyuvvMKrr76Kk5MT//znP%2BnTp09Zp2c9N%2BdNN93EkCFD6Nq1K97e3jbblJdhtopyntbC7tGlud54442cPXuW/Px8vL29%2Beabb8oqPaCgA3fo0CEAoqKiuOOOO7i0T3D27FneeOONclF0VpT9DhVj31/us88%2Bs3a5fX196dWrFyEhIWWdlg0fHx9ycnIICAjg8OHDQMEBjjrhvhRS0SnGFc7XLG9zDK9m2bJljB8/nvz8fN566y2ioqLw8fFhwoQJ5aLo3L59u/X7hg0bFjkZ/LXe7P9MY8aMAQrm9v373/9m8ODB1K1bl5SUFFavXl1uDnoqPNI2Ojqan376ialTp1KlShXOnz/PvHnzuPHGG8s4Q3B3d2fs2LGcPn0aKHrlKXd3d8LDw8sitSIqyn6HirHvLxUbG8vMmTMJDw8nODiYY8eOMWPGDLKysujdu3dZp2d1%2B%2B23M23aNJ599lnq16/P2rVr8fT0LPIBWa5jZXGeJpHypk2bNhaLxWLZt2%2BfpUWLFpacnByLxVJw/k75YyrKeVrbt29vyczMtFmWlZVl/ZsoL7p06VLWKdiloux3i6Xi7PuQkBDLN998Y7Psm2%2B%2BsXTt2rWMMipeamqqZdiwYZbU1FTLzp07LUFBQZZmzZpZNm7cWNapSTmhTqcI4OXlRXp6Olu3biUoKAhXV1cOHDhQ7s7defklMAu5u7tTrVo17rzzznLTYa4o52nNz88nPT3d5nlLTEy0zu8tLz799NNil586dYqbbrrpT87myirKfoeKs%2B%2BTk5Np27atzbI2bdpw/PjxMsqoeH5%2Bfixfvtz6/bZt28jJycHLy6uMM5PyQkWnCBAWFkaPHj347bffWLx4MXv37mXo0KE89thjZZ2ajZ9%2B%2BoktW7bQvHlz6tSpQ3JyMrt376Z58%2Bbk5eUxZ84cli1bRvv27cs6Vet5WidNmoS7uzuZmZnMnj273J2n9eGHH2bIkCEMHTqUgIAAEhISWLlyJX379i3r1Gz88MMPzJ8/n9TUVOv1t3Nycjh16hR79%2B4t4%2Bx%2BV1H2O1Scfe/v78/OnTttzqSxc%2BfOcnlGgEOHDrF27VqOHz9OZGQkcXFxRaaFyPVLR6%2BLXLR9%2B3Y8PDxo0aIFKSkp7Nmzp9xdJ/7JJ5%2BkVatW9OvXz7rsgw8%2BYPv27cyfP5%2BPP/6Y1atXs379%2BjLMssDl52ktvFJNeTpPK0Bubi5Lly5l48aNpKamEhAQQO/evRk2bFi5mivbq1cv6tSpg7e3NwkJCdx1112sWbOGAQMGMHjw4LJOz6qi7HeoOPt%2B/fr1zJ8/n/DwcOrUqcOxY8dYt24dU6ZMISwsrKzTs/r6668ZM2YMHTt25PPPPycuLo7Q0FAGDx7M8OHDyzo9KQdUdIoAI0eOZNmyZUWWP/roo7z11ltlkFHx2rVrx9dff20z/JeXl8edd97J9u3bsVgstGrViu%2B%2B%2B64Ms/xdbm4uu3btIi0tDX9/f1q2bImzsy6E9kfccccdbN%2B%2BncTERObMmcPq1avZvXs3s2bNIiYmpqzTs5Gbm0t8fDypqana74bExMQQExPDyZMnqVWrFr179%2BaBBx4o67RshIWFMXbsWDp06EDr1q3ZuXMne/bsYfz48eXmzAVStjS8LtetxMREPvzwQwC%2B%2BuqrIvMlMzIyihwlXtYqVarE3r17ba7ssn//ftzd3QFIT08vN/OnkpOTAahduza1a9cGsM5BK0/DgleaJwvl5zRUAFWrVsXT05M6derw888/AwXnRUxKSirjzIo6efIku3fvtp7ex8/Pr8g8z/LAYrGwZs2aIqciGjFiRLnqdAKEhoYSGhpa1mlc1dGjR7nnnnuA38%2Bo0bx5c3799deyTEvKERWdct2qWbMmP//8M6dOnSIvL8/mtEQAHh4eTJ8%2BvYyyK96gQYMYPnw4ffv2pVatWiQlJbF%2B/XqGDBlCcnIyjz/%2BON26dSvrNIGrn7exPF0c4PL9fubMGQ4dOlTuukgNGzZk7dq1PPLII1SqVIn//e9/uLu7l7viaM%2BePQwaNIiGDRtSu3Zt9uzZw4oVK4iOji538zrXrFnD6tWrGT58OLVr1%2BbYsWOsXLkSZ2fncjEcPGPGDGbMmMGUKVOuuM3cuXP/xIyurmbNmuzatctmP%2B/Zs6fcTauQsqOiU65bzs7OLFq0CICpU6cye/bsq27/3Xfflfmb5oABA/Dx8eGDDz5gy5Yt1KxZk/9v797jcr7//4E/1KUUZpVaB4kc1hy%2By6EyhyLkkAilMNaW0eVQFpvVRslpMlI2hZXFDGGiwy2bw2oOUXM%2BHzsoOktHrrr6/dHvuubdVbRP8npd9rz/td5XfzxuqyvP6/V6vp4vf39/2NnZ4ebNm5g0aVKDV%2Ba9aXW30woLC/HTTz9xNa8RAHbu3Knw7NChQwrFKGteXl4Qi8UYNGgQ3N3dMWXKFKiqqmLq1KmsowmsW7cOXl5emDlzpvxZZGQkvv/%2Be%2BzevZthMkV79uzB5s2b0aNHD/mzvn37YsGCBVwUncrW/TZnzhyIxWJMnToVEokE27Ztw86dO%2BHt7c06GuEE9XQS0kiy6z3J/66kpAQTJ07E0aNHWUd5JSsrK%2B4Kz2fPnqFly5ZQUVHB5cuXUVJSgkGDBrGOJWBlZYVTp05BJPpnTUMikWDAgAHc9BrL9OvXDykpKYJ%2BU6lUCgsLC66yXrp0SdBSI5OUlCTfzuZFYmIidu3ahaysLOjr62PKlCkYNWoU61iEE7TSSUgjsfx8pmzbbC/z9OlT1hFe6dy5c9DU1GQdQ8DDwwNOTk4YNmwYgNrbX3ikoaGBR48ewdjYWP7s0aNH3N3yAwAmJib4448/BEXRH3/8ARMTE4apFH366acKH3hLS0vh5eWFCxcuMEql6OzZs7CxsYGNjQ3rKIRTVHQS0kgse%2BeUcUOi7gEdiUSCv/76C%2Bbm5owS1a9u76lEIkF%2Bfj7EYjHDVIq6dOmCgIAA%2BPv7Y8KECXByckLnzp1Zx1IwduxYLFiwAIsWLZL3SQYFBWHs2LGsoymYO3cuFi5ciISEBPkoomPHjiEkJIR1NKSnp8Pe3h7V1dWoqanBBx98oPA9ffv2ZZCsYZ6enmjbti0mTZqEiRMnUi8nUUDb64Q0Em2v/zt1e0tVVVXRpUsXzJkzB3p6eoxSKTp48KDgaxUVFXTp0gW9evVilKhhUqkUf/31F6Kjo3H8%2BHH06tULzs7OcHR0ZB1N7tmzZ/Dz80NcXBwkEgnU1dUxefJkLFmyBOrq6qzjKUhOTsbBgwflo4icnJy4WUW%2BceMGnj59itmzZ2Pbtm2C19TV1dG9e3duplUAtR/Yjh8/jujoaJw8eRIWFhaYNGkS7Ozs5BM2yH8bFZ2ENBIvReepU6fwyy%2B/ICcnB1u2bEFERAQWLVok6KHjQV5eHnR1dRWe37lzB926dWOQqH7h4eFwd3dXeL5x40YsXLiQQaLGSUxMxPLly/Ho0SOupgEAtSvzFRUVKCsrg1QqRfv27bm7WlLm1KlT6NGjB7S0tJCYmIiWLVti4MCBrGMJZGZmCtoVlEFhYSESEhKwf/9%2BPHz4EPb29nBxcYGZmRnraIQhmtZLiBKJiYnBl19%2Bie7duyM9PR0AcPz4cWzYsIFxMkX1HR6orq6Gi4sLgzRChYWFSElJQUpKCjZt2oTU1FT51ykpKTh%2B/DgiIyNZx1SQkZGBkJAQjBgxAr6%2Bvhg9ejTi4%2BNZxxK4efMmbG1tcffuXejq6iIiIgJ2dna4f/8%2B62gKdu3aBS8vL%2BTl5QGonXO7cOFC%2BfxeXrRp0wYhISH45ptv4OPjAx8fHyxevBjjx49nHa1eBQUFiImJQXR0NO7evQsrKyuoq6vDzc0NYWFhrOMRhmilk5BG4mGl08HBAStWrIC5ubn8xo%2B0tDTMnDkTSUlJTLMBtX1o7u7uqKmpQXZ2tsIQ%2BMrKSmhrayMmJoZRwlqlpaUYOXIkioqK6n1dTU0NLi4u%2BOabb95wsoa5urriypUrGDBgAKZMmYLhw4dzt7oN1LZVWFhYYO7cuRCJRKiqqkJYWBjOnz%2BPiIgI1vEERowYgeDgYPTs2VP%2B7OrVq1i0aBGOHDnCMJmQh4cH0tLSoK2tjbKyMhgYGODkyZOYPn36Sw8XvmlxcXE4dOgQTp8%2BDVNTU0yaNAnjx4%2BHtrY2AODMmTOYN28e87%2BjhB3%2B/mIRwkBjtoI7der0hlMpevz4sXx0iuzwi4mJCcrLy1nGkjMxMcE333yDoqIi%2BPv7K9zoo66uDgsLC0bp/tGmTRucOXMGADB69GgkJCQwTvRqAwcOxIYNG7i6zak%2BN27cwI4dO%2BS/nyKRCGKxGAMGDGCcTFFBQYHCAZ0ePXqgoKCAUaL6paSkID4%2BHjk5Odi6dSt%2B%2BOEHHDp0CLGxsayjCSxfvhz29vbYs2dPvT3RnTt3hpub25sPRrhBRSchqN0KrvvpW7YVLHvOw/3WnTp1wrFjxzBixAj5s9OnT3M14kU20qdDhw6wtLRknObVeC84Hz9%2BDH19fTg5OQH453rRF/FUiLZp0wYPHjyAqamp/FlmZibeeecdhqnq17VrVxw6dAgTJ06UP4uJiRFk54FIJMJ7770HDQ0N%2BdW89vb2CAwMZJxM6OTJky89MKSvr4%2BrV6%2B%2BwUSEN1R0kv%2BsF7eCKyoqFG7KqayshJGREaN09fviiy8wd%2B5cDB8%2BHM%2BePYO/vz9iY2Oxfv161tHktm7ditmzZ%2BPcuXM4d%2B5cvd/Dw53mDg4OiImJeel1nXVvVWJh7NixOH/%2BvDxnTU2NPK/sv3k6SDRx4kSIxWLMmjULhoaGyM7ORnh4OJf3hi9cuBBisRhRUVEwNDTEo0ePcP36dWzdupV1NAEjIyNcvXoVvXr1QllZGQoLCyESiVBZWck6mkBjTqinpqa%2BgSSEV1R0kv8sZdkKftHAgQOxZ88e7N27F1ZWVpBKpYiIiOBmxAtQuxU4e/bsBm/z4eWucNk1hwsWLGCc5OXi4uIAAIcPH0br1q0Zp3m1%2BfPnQ0VFBWFhYcjLy4OBgQEmTZqEWbNmsY6mYNCgQTh8%2BDBiY2ORl5cHa2trrF27lruT4tOmTcOMGTMQFxeHcePG4ZNPPoFIJOLu71Nj0DGS/zY6SEQIam%2BgUYatYPL6KcvIJFtbWxw%2BfBht2rRhHaXJZDdsKQMeDhACwOXLl2FmZoYWLVpg%2B/btKCsrw2effcblTU8vw8v/T8IGrXQSgto7mOPj45GWlgapVCp4jYetYJnc3Fz8%2BOOPyMzMRFVVleC1HTt2MEpVv7o3EsmoqalBS0sLAwcOZNa%2BUFhYiHv37gEANm3ahA8//FCwAlNSUoLIyEiuik4AqKioeCuKzsOHDytN0cnLusyLuxmyVXpClA0VnYQA8htUzMzMBGNoeNkKllmyZAmKi4sxZMgQtGzZknWcl7p9%2BzZ%2B//139O7dG8bGxsjOzsbFixfRu3dvVFdXY9WqVQgNDcVHH330xrOpqanB09NTPjLp448/Vnidh3miL7KysoKzszOsra0VbnTi6YNRY/BSyDUGy78BL%2Bs3luGh75iQxqKikxDUDljfsWMHevfuzTrKS128eBFJSUlo27Yt6yivJBKJsGzZMkybNk3%2B7MCBAzh79iwCAwMRHx%2BPDRs2YN%2B%2BfW88mzKOTHr48CGMjY3x4MEDPHjwQP6ctw9GjaGMmVngvd%2BYkH%2BLik5CULvy0qNHD9YxXsnAwAAqKspxkdjp06exbt06wTNHR0f5mJcxY8Zg6dKlLKIJNFRwFhYWyoda82Dnzp2sI5A37MVRTm8LZVrlJq8fFZ2EABg3bhzCw8O57ZWSzWYcP348fHx8IBaLFQ4Q8DSrEQA0NTVx9epV%2BTB7ALh%2B/bp8rEpBQQE0NDRYxZO7fPkyAgMDkZOTI%2B/nlUgkKCws5G6m4IEDB3Do0CHk5eXB0NAQzs7OGD16NOtYpJnNmDGjwdVh3nq5X2Xt2rWsIxCGqOgkBMC1a9dw/vx5hIaGKqxu8dAz9eKMRgD4/fffuZ7VCABubm6YPXs2XF1dYWRkhKysLOzbtw/u7u7Izs6Gh4cH7O3tWcdEQEAAjI2N0a1bN2RmZmLQoEHYsWMHFi1axDqaQGhoKCIjI%2BHi4gIDAwNkZmbCz88PT548gaurK%2Bt4pBlZWVkJvi4qKkJCQgJ3fcd37txBYGBgvQcyZX9H7ezsWEQjnKCRSYQAOHjwYIOv8bDFlZWV9crvkZ0El91gw4O4uDgcOHAAjx49gqGhIVxcXGBnZ4ebN28iOTkZM2bMgKqqKtOMH374Ic6ePYuHDx9i1apV2L59Oy5evIiAgAAubqGSGTJkCEJDQwXXC16%2BfBne3t44evQow2T/Xp8%2BfXDhwgXWMRqF16zXrl1DYGAgIiMjWUeRmzp1KjQ0NDBmzBjBgUyAj7%2BjhD1a6SQE/P9B/DejhWQ32PDA3t6%2B3tVMMzMzmJmZMUik6J133kGrVq1gbGyMO3fuAADMzc0bVei/SeXl5ejevbvgWY8ePVBaWsoo0f/Oy8uLdQQAtT3G0dHRCs9tbW1x/PhxAHzsdNSnZ8%2Be3LV/3Lp1C0lJSW/FWC/SPKjoJARvV88UL5sXZWVl%2BPXXX%2BvdaluzZg2jVIpMTU2xe/duTJ06FZqamrhx4wbU1NS4O2Ftb2%2BPoKAgLF68WL46HBERwd12ZU5ODkJDQ%2Bv9ucveS25ubgyS1crIyEBoaCgA4O7du/Dx8RG8XlpaKrhekofDZLKebhmJRIK4uDgYGBgwSlQ/PT09PH/%2BnHUMwjEqOgmB8vRMNQYvxZKPjw8uXLgAKysrrmeKenl5QSwWY9CgQXB3d8eUKVOgqqqKqVOnso4mcOvWLVy6dAnR0dEwMjJCbm4ucnNzoaenh%2BHDh8u/j/XKnI%2BPD/Lz8zFs2DAuf%2B4dO3aElpaWfEZrXdra2ggKCnrDqV6ubk83ALRr1w4rV65kmErRxx9/jHnz5mHmzJlo37694DVlvLKTvH7U00lIA3jsmWoMXq6Zs7Kywv79%2B7m7x1rmxdWjyspKtGzZEqqqqsjPz8etW7eY3phUn5f1Hcu0aNECjo6ObyBNwywsLHDkyBEuVghfZfPmzZg7d6786%2BfPn8unK/CkbquHqqoqdHR0uCvqG2qZ4fGgI2GDVjoJaQCPPVPKRF1dHe%2B99x7rGA162W0vPE4EaEzfsYODA/Ois23btlwWbvVxdHSEq6srli5dip49eyIoKAgXL15ESEgIdHV1WceTMzIyQnFxMU6cOIHc3FwYGRnBxsaGu6Lz5s2brCMQztFKJyFouGcqPj4esbGxjFL9b3hZ6QwLC0Nubi7mz5/P5arXv5kIoCx4%2BNnv378fiYmJ%2BPzzzxW2WHmbJTtnzhzo6OjA19cXbdq0QWFhIYKCglBcXIyQkBDW8eT%2B/vtviMViaGhoQF9fH9nZ2aipqcH27dvRrVs31vEEHj9%2BjJiYGGRlZUFPTw/jxo1Dx44dWccinKCikxDUbgs11DM1cuRIhsn%2BPR4KD6B2JTE7O7ve1USeVhDfJjz87OtuscreV7ytHAOApaUlTp06JVgxfPbsGaytrXH27FmGyYQmT56MkSNHwsPDA0DtSvwPP/yAc%2BfOcXVT1ZUrV%2BDm5gZTU1N06NABGRkZuHfvHsLDw9GvXz/W8QgHaHudECgevuC1Z6oxeNna/O6771hHIAywPsj0b4hEIhQWFgraQIqLi9GqVSuGqRTdv38fs2bNkn/dokULeHh44Oeff2YXqh7r1q2Dl5cXZs6cKX8WGRmJ77//Hrt372aYjPBCOS5xJqSZGRkZ4d1338WlS5cQHx%2BPs2fPoqKignUsBVKpFH/88QeA2tE0CxcuREBAgGBWY3JyMqt4ApaWlujfvz9atWqF/Px8qKiooH///rC0tGQdjTSjuu%2Bl1NRUtG3blstWhdGjR8PT0xNnzpxBWloazpw5Ay8vL4waNYp1NIHOnTsrDKi/c%2BcOunbtyihR/W7duoVp06YJnk2bNg23b99mlIjwhrbXCQGQnp4ONzc3SCQSGBoaIjs7G1KpFJGRkVz1TK1evRpHjhxBYmIiPDw8UFpaCpFIhPfee4%2B7O43z8vLg4eGBmzdv4t1330VRURE6deqEiIgIbm5MetvwsL2uLO8lAKioqMDy5csRHx8vP7nu6OiIr7/%2BGpqamqzjya1duxZRUVGYPHkyTExMkJubi3379sHS0lJQeM6fP59hSmDo0KHYuXOnYGJFRkYG3Nzc5MP2yX8bFZ2EAPDw8EDnzp3x5ZdfQkVFBVKpFOvWrcPt27cRHh7OOp7cqFGjsH37drRr1w5WVlaIi4uDjo4Ohg8fzlUPGgAsXrwYNTU1CAgIQOvWrVFSUgJ/f39UVVUhODiYdby3Eg9Fp7K8l14kkUhQXFwMHR0dbubcvmjGjBmv/J4WLVowv8giMDAQp0%2BfxqJFi%2BQ9nUFBQRg8eDAWL17MNBvhA/V0EgLg0qVLCAkJgYpKbceJiooKvLy8MHjwYMbJhIqKimBoaIg///wTenp6MDExQXV1Naqrq1lHU5CcnIyEhAS0bt0aQO0oHX9/f8Egc/J68bCGoAzvpdjYWIwbN67eKzBlWI%2BeehFPh4VexsvLC4WFhZg7dy4kEgnU1dUxefJk5iuwhB9UdBKC2oNDpaWlgtE%2BpaWl0NDQYJhKkbGxMaKjo5GQkIDBgwdDKpUiIiKCu94uoLb/tO6qUYsWLZTycBYvqqqqkJ%2Bfr3C9pGwUEeuVLkA53kthYWEYN25cg2OReBiyX9fRo0exd%2B9eZGVlQVdXF05OTnBwcGAdS0BdXR3fffcdAgICUFxcjPbt23O5ckzYoe11QgAsXboUDx8%2BxNKlS9GhQwdkZmZi5cqVMDY2RkBAAOt4cikpKViyZAnU1dURGRmJu3fvwtvbG2FhYTA3N2cdT%2BCLL76ASCTC8uXLoampibKyMvj5%2BaG6upq7awaVwf79%2B7FixQrB3dY8jiJSlvcSAKSmpqJPnz7yu%2Bx5FRMTg%2BXLl8PFxUW%2BbR0VFYWvv/4azs7OrOMp3coxYYeKTkIAPHnyBAsWLEBKSop8rqCNjQ3WrVuHd955h3W8BskKEF7GJL0oOzsbn376KbKysuQHibp164YtW7ZwfVMRrwYPHow5c%2BZg6NCh8q1rGZ5Ohtd9LwGAtbU1l%2B8lKysr/Pnnn1ytwtZn/Pjx8PX1xYABA%2BTPkpOTERAQgPj4eIbJao0bNw6xsbGwtbWt9/UWLVoo1Sgt0nyo6CTkBZmZmSgoKICRkRFX1%2BC96MCBAzh06BDy8vJgaGgIZ2dnjB49mnUsuRdvd6qqqkJKSgoKCgpgZWUFbW1tqKqqcnczjTKwtLREcnKyQsHJK2V4Lzk5OeGrr77ifoxX//79BUU8UNu%2B0r9/f%2BYHxxqjpKQEbdu2ZR2DcIB6Ogn5/1JTU5GVlYWamhqkpaXJn/O0LRQaGorIyEi4uLjAwMAAmZmZ8PPzw5MnT%2BDq6so6HoD67zSXbQPzuB2sLMaPH4/du3dj%2BvTprKPU6%2B%2B//0a/fv2QkpIieJ6WliZ/P1lYWDBI1rB27drh008/RYcOHaCnpyf4veWhP1ZGX18fKSkpguI4JSWFuw9vlpaWOHfunMLzYcOGITU1lUEiwhta6SQEgJ%2BfH/bv36/wDw9v20JDhgxBaGgoevXqJX92%2BfJleHt74%2BjRowyT/eNtvNOcB8nJyXB3d0fr1q0VVo14%2BB2VjWuqew2mDI8fNn744YcGX%2BPpxPW%2Bffuwdu1auLq6wtjYGOnp6YiKioKPjw8mT57MNFt6ejqWLVuGmpoapKamon///oLXS0tL8eTJE5rTSQDQSichAID4%2BHjs3btXUMzxqLy8HN27dxc869Gjh%2BBGItaooGwefn5%2BGD16ND766CMuD77Itnlv3rzJOEnjdenSBWPGjFF4vnfvXgZpGubs7AyRSIS9e/fi2LFj0NfXx6pVq7i4OcnExAR2dnYoKirC%2BfPnFVoV1NTUGuz1JP89VHQSgtoZknWLOR7Z29sjKCgIixcvlhceERERsLOzY5yMNLfc3FysX7%2BedYxXqru9LtOyZUtoa2ujY8eObziRUEVFBYqKigAAvr6%2BMDc3F8w3LSkpwXfffQcXFxdWERWUlZXhzJkzuH79Op4/f47Hjx%2Bjc%2BfOGDZsGBeHCGUtHx06dMCECRMglUqhqqqK/Px8aGlpcfkhibBB2%2BuEoHb76ty5c3B3d1c4YS8ejD0AAAzRSURBVMtT35SLiwsuXboELS0tGBkZITc3F7m5udDV1RX848PDdit5vTw8PDBnzhz06dOHdZSXGj58OLKzs6GiogItLS0UFRVBKpVCRUUF1dXVMDU1xZYtWwRXJb5JeXl5sLOzQ2VlpcJrsp7jESNGYNOmTQzS1e%2Brr75Ceno6PD095b3cmzZtQt%2B%2BfeHr68s6ntzNmzchFosRHByM//u//8OaNWtw9OhR/PTTT%2BjcuTPreIQDVHQSAuCXX37BmjVrBEO3eTz0cvDgwUZ938SJE5s5CXnTVqxYgd9%2B%2Bw1WVlbQ0tISvLZmzRpGqRQFBwcjOzsby5YtQ%2BvWrVFeXo41a9bA0NAQM2fORHBwMDIyMhAWFsYsY0FBASoqKuDg4IDY2FjBa%2Brq6mjfvj2jZPWzsLBAQkICdHR05M9ycnIwYcIEJCcnM0wmNGPGDFhYWGDu3LkQiUSoqqpCWFgYzp8/j4iICNbxCAdoe50QAJs3b8a3336LwYMHcz2SZtOmTfXe8CHbuhw6dChmzZrFIBlpbuXl5VyNxmpIdHQ04uPj5bMvNTU14evrizFjxkAsFmPRokUYMmQI04yy4u3vv/8WvN/v3bsHkYi/fxbV1dUVtqhbt27N3XzRGzduYMeOHfK/USKRCGKxWDBflPy38ffuIoSB6upqTJ06lXWMV5oyZQqioqIwa9YsGBsbIysrCxERERg4cCBMTU3x66%2B/4tmzZ1iwYAHrqOQ142k182XKy8vx9OlTQUFUUlIiOOzGy9WIFy9eREBAAKKjo7Fnzx74%2B/tDJBJh48aNGDFiBOt4ch4eHvD09ISvry9MTEyQk5OD9evXY%2BzYsYK5uKxbgdq0aYMHDx7A1NRU/iwzM5O7SwEIO7S9TgiAtWvXwsDAADNnzmQd5aUmTpyIwMBAdOvWTf7s/v37WLx4MX777Tc8fPgQM2bMwIkTJximJM1BWcb7%2BPn54dq1a/D29oahoSGys7MREhICU1NT%2BPr6YuXKlSgpKcGPP/7IOiqmT58OCwsLeHl5wdbWFl5eXnj33Xexfv16xMTEsI4n9%2BIYKtm827pf89AKFBwcjPj4eMyaNUv%2Bsw8PD4eDgwPmzZvHNBvhA610EoLaWZfbt29HcHAw2rVrJ1iJ4elQTnp6Ojp16iR4ZmxsjAcPHgCoPT369OlTBslIczt79qzg6ydPnuDevXvcbbn7%2Bvpi1apVmDdvHioqKtCqVSs4OTlh0aJFuHbtGp4%2BfQp/f3/WMQHUfmD75ZdfcP/%2BfeTn52Ps2LFQU1PDF198wTqaAE9/g15m/vz5UFFRQVhYGPLy8mBgYIBJkyZRyw%2BRo6KTENReh%2Bfk5KTwvKqqikGahpmZmWHLli2Cla2IiAh07doVAJCUlERzMt9SO3fuVHh26NAhhWKUNXV1dQQEBGDZsmV48uQJdHR05B/i%2BvfvrzA8nCVVVVWUlZUhKSkJ5ubmUFNTQ1ZWFtq0acM6moCyvKdVVVWxYMECau8hDaLtdUJQu4K4efNm5OTkyE%2BwSyQSPHjwgKvTodevX8fnn38OkUgEAwMDPHr0CFKpFKGhoXj%2B/Dk%2B%2BeQTBAcH0zDm/xArKyvuCs979%2B5h9%2B7dePz4MVasWIG4uDh8/PHHrGMp8Pf3x8WLF5GVlYVvv/0WPXv2xLx582Bra4slS5awjqd0lKUFhLBDK52EAPj2229RU1MDLS0tFBYW4oMPPkB0dDTc3NxYRxPo0aMHjhw5ghMnTuDRo0cwMjKCra0tNDQ08OTJE/z555%2BCsSrk7Xbu3DloamqyjiFw6tQpLFiwAMOGDcPp06dRWVmJH3/8EeXl5Zg9ezbreAJLly5FdHQ0NDQ0MHbsWKSlpcHV1ZX73m5eKUsLCGGHVjoJAWBubo7ExERkZ2dj48aN2LJlC5KSkrBlyxbs2rWLdTxCYGtrK%2Bg1lkgkyM/Ph1gs5mo7c/LkyfD09ISNjQ0sLCyQkpKCK1euYOHChUrTm0heH1kLyOrVq1lHIRyglU5CUDtLsF27dhCJRLh9%2BzYAwNramrbYCDfqFpYqKiro0qULevXqxShR/dLT02FtbQ3gn9FIvXv3RnFxMctYAg4ODoiJiVEo5F9EBfLrMWHCBCo4iRwVnYQA6NixIxITE2FjYwOpVIrMzEyoqalxd5CI/HcNHDgQoaGhSEtLE9ycBQA7duxglEqRoaEhzp8/j379%2BsmfXblyBQYGBgxTCcm2%2BRtaIeZljujbgMcWEMIOFZ2EoPYfIU9PT8TGxsLFxQWurq5QVVXF8OHDWUcjBEDtKKK8vDwMGzYMLVu2ZB2nQR4eHhCLxZg6dSokEgm2bduGnTt3wtvbm3U0uaioKOzbt%2B%2Bl3%2BPo6PiG0rw9XtYCQghAPZ2EyOXk5EBHRwcikQjx8fEoLS2Fo6Mj1NTUWEcjBP3798fvv/8ObW1t1lFeasWKFejTpw8OHz6MrKws6OvrY8qUKRg1ahTraHKyU9YPHz7E0aNHMXnyZHTs2BGPHz9GVFQURo8ejeXLlzNOqXwOHjwo%2BJrXFhDCDhWdhBCiBGxtbXH48GHuZkjWZWlpidOnT3N5h3ld06ZNw%2BLFi9G3b1/5s6tXr2Lp0qUKBRR5NbFYjHXr1nH/O0rYoaKTEEKUwP79%2B5GYmIjPP/8c7du3F7zG%2Bs7tF61duxbl5eWYOHEidHV1BdutPOUEgD59%2BiA1NRWqqqryZxKJBJaWlrhw4QLDZMppwIABSEpKot0h0iAqOgkhRAnUvX8bADd3br/oxZwAX3eD1%2BXk5IQxY8bA3d1d/mzTpk04ffo0du/ezTCZclq5ciUePnwIBwcHhQ8cFhYWDJMRXlDRSQghSiArK6vB13i6JlFZcgLA%2BfPn4eHhAU1NTejr6yM7OxtSqRTh4eF4//33WcdTOnU/cMjw%2BIGDsEFFJyGEkP8s2U1eOTk50NfXh62tLdq2bcs6FiFvJSo6CSGEENJkjo6OiI6OVnhua2uL48ePM0hEeMP/8UJCCCGEcCkjIwOhoaEAgLt378LHx0fwemlpKSorK1lEIxxSYR2AEEIIIcqpY8eO0NLSavB1bW1tBAUFvcFEhGe0vU4IIYSQJtu8eTPmzp3LOgbhGBWdhBBCCGmy6upqHD9%2BHCNHjkROTg7WrFkDbW1teHt708B4AoCKTkIIIYS8BqtXr8aRI0eQmJgIDw8PlJaWQiQSQU9PD4GBgazjEQ7QQSJCCCGENFliYiJ2796NsrIynDx5EnFxcdDR0cHw4cNZRyOcoINEhBBCCGmyoqIiGBoaIiUlBXp6ejAxMYGGhgaqq6tZRyOcoJVOQgghhDSZsbExoqOjkZCQgMGDB0MqlSIiIgJdu3ZlHY1wgno6CSGEENJkKSkpWLJkCVq1aoWff/4Zd%2B/ehbe3N8LCwmBubs46HuEAFZ2EEEIIee2eP38OAFBTU2OchPCCttcJIYQQ8lpcvnwZDx48QN31LEdHR0aJCE9opZMQQgghTbZhwwZs27YNurq6EIn%2BWdNq0aIFjh07xjAZ4QWtdBJCCCGkyQ4fPoywsDDY2NiwjkI4RSOTCCGEENJkZWVlsLa2Zh2DcIyKTkIIIYQ02dChQxETE8M6BuEY9XQSQgghpMk8PT1x9OhRdOrUCe3btxe8tmPHDkapCE%2Bop5MQQgghTda9e3d0796ddQzCMVrpJIQQQshrVVBQgHbt2glOsRNCPZ2EEEIIaTKJRILVq1ejT58%2BGDx4MPr164elS5fKh8QTQkUnIYQQQpps8%2BbNOHv2LDZu3IjY2Fhs3LgRly5dwsaNG1lHI5yg7XVCCCGENNmIESOwfft2GBsby59lZGRg%2BvTp%2BOuvvxgmI7yglU5CCCGENFlxcTEMDAwEzwwMDFBZWckoEeENFZ2EEEIIabL3338fe/bsETzbs2cPnWgncrS9TgghhJAmS01NxWeffQYzMzMYGxsjIyMDd%2B/eRXh4OPr27cs6HuEAFZ2EEEIIeS327t2LS5cuQSQSQV9fH7q6unB2dmYdi3CCBmgRQgghpMlCQkJw8OBBbN%2B%2BHZ06dcKxY8ewevVqFBcXY9asWazjEQ7QSichhBBCmsza2hq7du1SOL3%2BySef4MSJEwyTEV7QQSJCCCGENFlpaWm9p9fLy8sZJSK8oaKTEEIIIU3Ws2dPbN26VfAsIiICZmZmjBIR3tD2OiGEEEKa7Nq1a/jss8%2BgoaEBfX19PH78GFVVVfjpp5%2Bo8CQAqOgkhBBCyGtSXFyMEydOIDc3FwYGBhg6dCjatm3LOhbhBBWdhBBCCCGk2VFPJyGEEEIIaXZUdBJCCCGEkGZHRSchhBBCCGl2VHQSQgghhJBmR0UnIYQQQghpdlR0EkIIIYSQZkdFJyGEEEIIaXZUdBJCCCGEkGb3/wDibOrQyhcwRgAAAABJRU5ErkJggg%3D%3D\" class=\"center-img\">\n",
       "</div>\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Sample</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-12\" style=\"overflow:scroll; width: 100%%; overflow-y: hidden;\">\n",
       "        <table border=\"1\" class=\"dataframe sample\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>amount_tsh</th>\n",
       "      <th>date_recorded</th>\n",
       "      <th>funder</th>\n",
       "      <th>gps_height</th>\n",
       "      <th>installer</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>wpt_name</th>\n",
       "      <th>num_private</th>\n",
       "      <th>basin</th>\n",
       "      <th>subvillage</th>\n",
       "      <th>region</th>\n",
       "      <th>region_code</th>\n",
       "      <th>district_code</th>\n",
       "      <th>lga</th>\n",
       "      <th>ward</th>\n",
       "      <th>population</th>\n",
       "      <th>public_meeting</th>\n",
       "      <th>recorded_by</th>\n",
       "      <th>scheme_management</th>\n",
       "      <th>scheme_name</th>\n",
       "      <th>permit</th>\n",
       "      <th>construction_year</th>\n",
       "      <th>extraction_type</th>\n",
       "      <th>extraction_type_group</th>\n",
       "      <th>extraction_type_class</th>\n",
       "      <th>management</th>\n",
       "      <th>management_group</th>\n",
       "      <th>payment</th>\n",
       "      <th>payment_type</th>\n",
       "      <th>water_quality</th>\n",
       "      <th>quality_group</th>\n",
       "      <th>quantity</th>\n",
       "      <th>quantity_group</th>\n",
       "      <th>source</th>\n",
       "      <th>source_type</th>\n",
       "      <th>source_class</th>\n",
       "      <th>waterpoint_type</th>\n",
       "      <th>waterpoint_type_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>69572</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>2011-03-14</td>\n",
       "      <td>Roman</td>\n",
       "      <td>1390</td>\n",
       "      <td>Roman</td>\n",
       "      <td>34.938093</td>\n",
       "      <td>-9.856322</td>\n",
       "      <td>none</td>\n",
       "      <td>0</td>\n",
       "      <td>Lake Nyasa</td>\n",
       "      <td>Mnyusi B</td>\n",
       "      <td>Iringa</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>Ludewa</td>\n",
       "      <td>Mundindi</td>\n",
       "      <td>109</td>\n",
       "      <td>True</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>VWC</td>\n",
       "      <td>Roman</td>\n",
       "      <td>False</td>\n",
       "      <td>1999</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>vwc</td>\n",
       "      <td>user-group</td>\n",
       "      <td>pay annually</td>\n",
       "      <td>annually</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>enough</td>\n",
       "      <td>enough</td>\n",
       "      <td>spring</td>\n",
       "      <td>spring</td>\n",
       "      <td>groundwater</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8776</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-03-06</td>\n",
       "      <td>Grumeti</td>\n",
       "      <td>1399</td>\n",
       "      <td>GRUMETI</td>\n",
       "      <td>34.698766</td>\n",
       "      <td>-2.147466</td>\n",
       "      <td>Zahanati</td>\n",
       "      <td>0</td>\n",
       "      <td>Lake Victoria</td>\n",
       "      <td>Nyamara</td>\n",
       "      <td>Mara</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>Serengeti</td>\n",
       "      <td>Natta</td>\n",
       "      <td>280</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>2010</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>wug</td>\n",
       "      <td>user-group</td>\n",
       "      <td>never pay</td>\n",
       "      <td>never pay</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>surface</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>34310</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2013-02-25</td>\n",
       "      <td>Lottery Club</td>\n",
       "      <td>686</td>\n",
       "      <td>World vision</td>\n",
       "      <td>37.460664</td>\n",
       "      <td>-3.821329</td>\n",
       "      <td>Kwa Mahundi</td>\n",
       "      <td>0</td>\n",
       "      <td>Pangani</td>\n",
       "      <td>Majengo</td>\n",
       "      <td>Manyara</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>Simanjiro</td>\n",
       "      <td>Ngorika</td>\n",
       "      <td>250</td>\n",
       "      <td>True</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>VWC</td>\n",
       "      <td>Nyumba ya mungu pipe scheme</td>\n",
       "      <td>True</td>\n",
       "      <td>2009</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>vwc</td>\n",
       "      <td>user-group</td>\n",
       "      <td>pay per bucket</td>\n",
       "      <td>per bucket</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>enough</td>\n",
       "      <td>enough</td>\n",
       "      <td>dam</td>\n",
       "      <td>dam</td>\n",
       "      <td>surface</td>\n",
       "      <td>communal standpipe multiple</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>67743</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-01-28</td>\n",
       "      <td>Unicef</td>\n",
       "      <td>263</td>\n",
       "      <td>UNICEF</td>\n",
       "      <td>38.486161</td>\n",
       "      <td>-11.155298</td>\n",
       "      <td>Zahanati Ya Nanyumbu</td>\n",
       "      <td>0</td>\n",
       "      <td>Ruvuma / Southern Coast</td>\n",
       "      <td>Mahakamani</td>\n",
       "      <td>Mtwara</td>\n",
       "      <td>90</td>\n",
       "      <td>63</td>\n",
       "      <td>Nanyumbu</td>\n",
       "      <td>Nanyumbu</td>\n",
       "      <td>58</td>\n",
       "      <td>True</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>VWC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>1986</td>\n",
       "      <td>submersible</td>\n",
       "      <td>submersible</td>\n",
       "      <td>submersible</td>\n",
       "      <td>vwc</td>\n",
       "      <td>user-group</td>\n",
       "      <td>never pay</td>\n",
       "      <td>never pay</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>dry</td>\n",
       "      <td>dry</td>\n",
       "      <td>machine dbh</td>\n",
       "      <td>borehole</td>\n",
       "      <td>groundwater</td>\n",
       "      <td>communal standpipe multiple</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19728</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011-07-13</td>\n",
       "      <td>Action In A</td>\n",
       "      <td>0</td>\n",
       "      <td>Artisan</td>\n",
       "      <td>31.130847</td>\n",
       "      <td>-1.825359</td>\n",
       "      <td>Shuleni</td>\n",
       "      <td>0</td>\n",
       "      <td>Lake Victoria</td>\n",
       "      <td>Kyanyamisa</td>\n",
       "      <td>Kagera</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>Karagwe</td>\n",
       "      <td>Nyakasimbi</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>never pay</td>\n",
       "      <td>never pay</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>seasonal</td>\n",
       "      <td>seasonal</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>surface</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "    </div>\n",
       "</div>\n",
       "</div>"
      ],
      "text/plain": [
       "<pandas_profiling.ProfileReport at 0x127c644e0>"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate a profile report of the data to examine. \n",
    "pandas_profiling.ProfileReport(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop recorded_by column since it's constant and should be ignored.\n",
    "df.drop(['recorded_by'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop columns with a very high distinct count of unique values.\n",
    "df.drop(['funder', 'installer', 'lga', 'scheme_name', 'subvillage', 'ward', 'wpt_name'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'amount_tsh', 'date_recorded', 'gps_height', 'longitude',\n",
       "       'latitude', 'num_private', 'basin', 'region', 'region_code',\n",
       "       'district_code', 'population', 'public_meeting', 'scheme_management',\n",
       "       'permit', 'construction_year', 'extraction_type',\n",
       "       'extraction_type_group', 'extraction_type_class', 'management',\n",
       "       'management_group', 'payment', 'payment_type', 'water_quality',\n",
       "       'quality_group', 'quantity', 'quantity_group', 'source', 'source_type',\n",
       "       'source_class', 'waterpoint_type', 'waterpoint_type_group'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the columns\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function that adds new datetype columns to the DataFrame.\n",
    "\n",
    "def add_datepart(df, fldname):\n",
    "    fld = df[fldname]\n",
    "    targ_pre = re.sub('[Dd]ate$','', fldname)\n",
    "    for n in ('Year', 'Month', 'Week', 'Day', 'Dayofweek', 'Dayofyear',\n",
    "             'Is_month_end', 'Is_month_start', 'Is_quarter_end', 'Is_quarter_start',\n",
    "             'Is_year_end', 'Is_year_start'):\n",
    "        df[targ_pre+n] = getattr(fld.dt,n.lower())\n",
    "    df[targ_pre+'Elapsed'] = (fld - fld.min()).dt.days\n",
    "    df.drop(fldname, axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "fld = df['date_recorded']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use function of data.\n",
    "add_datepart(df, 'date_recorded')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'amount_tsh', 'gps_height', 'longitude', 'latitude',\n",
       "       'num_private', 'basin', 'region', 'region_code', 'district_code',\n",
       "       'population', 'public_meeting', 'scheme_management', 'permit',\n",
       "       'construction_year', 'extraction_type', 'extraction_type_group',\n",
       "       'extraction_type_class', 'management', 'management_group', 'payment',\n",
       "       'payment_type', 'water_quality', 'quality_group', 'quantity',\n",
       "       'quantity_group', 'source', 'source_type', 'source_class',\n",
       "       'waterpoint_type', 'waterpoint_type_group', 'date_recordedYear',\n",
       "       'date_recordedMonth', 'date_recordedWeek', 'date_recordedDay',\n",
       "       'date_recordedDayofweek', 'date_recordedDayofyear',\n",
       "       'date_recordedIs_month_end', 'date_recordedIs_month_start',\n",
       "       'date_recordedIs_quarter_end', 'date_recordedIs_quarter_start',\n",
       "       'date_recordedIs_year_end', 'date_recordedIs_year_start',\n",
       "       'date_recordedElapsed'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    3\n",
       "1    3\n",
       "2    2\n",
       "3    1\n",
       "4    7\n",
       "Name: date_recordedMonth, dtype: int64"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check one of the new created date columns\n",
    "df['date_recordedMonth'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 3,  2,  1,  7, 10, 11,  8,  9,  4,  5,  6, 12])"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['date_recordedMonth'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Turn all data types into categorical data types\n",
    "def train_cats(df):\n",
    "     for n,c in df.items():\n",
    "        if is_string_dtype(c): df[n] = c.astype('category').cat.as_ordered()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "# apply the function\n",
    "train_cats(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "amount_tsh                       0.000000\n",
       "basin                            0.000000\n",
       "construction_year                0.000000\n",
       "date_recordedDay                 0.000000\n",
       "date_recordedDayofweek           0.000000\n",
       "date_recordedDayofyear           0.000000\n",
       "date_recordedElapsed             0.000000\n",
       "date_recordedIs_month_end        0.000000\n",
       "date_recordedIs_month_start      0.000000\n",
       "date_recordedIs_quarter_end      0.000000\n",
       "date_recordedIs_quarter_start    0.000000\n",
       "date_recordedIs_year_end         0.000000\n",
       "date_recordedIs_year_start       0.000000\n",
       "date_recordedMonth               0.000000\n",
       "date_recordedWeek                0.000000\n",
       "date_recordedYear                0.000000\n",
       "district_code                    0.000000\n",
       "extraction_type                  0.000000\n",
       "extraction_type_class            0.000000\n",
       "extraction_type_group            0.000000\n",
       "gps_height                       0.000000\n",
       "id                               0.000000\n",
       "latitude                         0.000000\n",
       "longitude                        0.000000\n",
       "management                       0.000000\n",
       "management_group                 0.000000\n",
       "num_private                      0.000000\n",
       "payment                          0.000000\n",
       "payment_type                     0.000000\n",
       "permit                           0.051448\n",
       "population                       0.000000\n",
       "public_meeting                   0.056128\n",
       "quality_group                    0.000000\n",
       "quantity                         0.000000\n",
       "quantity_group                   0.000000\n",
       "region                           0.000000\n",
       "region_code                      0.000000\n",
       "scheme_management                0.065269\n",
       "source                           0.000000\n",
       "source_class                     0.000000\n",
       "source_type                      0.000000\n",
       "water_quality                    0.000000\n",
       "waterpoint_type                  0.000000\n",
       "waterpoint_type_group            0.000000\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Find percentage of missing values.\n",
    "display_all(df.isnull().sum().sort_index()/len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Three columns still have missing values. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[False, True, NaN]\n",
       "Categories (2, object): [False < True]"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for unique values\n",
    "df['permit'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fill NaN value with the mode. \n",
    "df['permit'].fillna(df['permit'].mode()[0], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[False, True]\n",
       "Categories (2, object): [False < True]"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for any NaN values left.\n",
    "df['permit'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[True, NaN, False]\n",
       "Categories (2, object): [False < True]"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['public_meeting'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['public_meeting'].fillna(df['public_meeting'].mode()[0], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[True, False]\n",
       "Categories (2, object): [False < True]"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['public_meeting'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[VWC, Other, NaN, Private operator, WUG, ..., Company, Parastatal, Trust, SWC, None]\n",
       "Length: 13\n",
       "Categories (12, object): [Company < None < Other < Parastatal ... WUA < WUG < Water Board < Water authority]"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['scheme_management'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['scheme_management'].fillna(df['scheme_management'].mode()[0], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[VWC, Other, Private operator, WUG, Water Board, ..., Company, Parastatal, Trust, SWC, None]\n",
       "Length: 12\n",
       "Categories (12, object): [Company < None < Other < Parastatal ... WUA < WUG < Water Board < Water authority]"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['scheme_management'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "amount_tsh                       0.0\n",
       "basin                            0.0\n",
       "construction_year                0.0\n",
       "date_recordedDay                 0.0\n",
       "date_recordedDayofweek           0.0\n",
       "date_recordedDayofyear           0.0\n",
       "date_recordedElapsed             0.0\n",
       "date_recordedIs_month_end        0.0\n",
       "date_recordedIs_month_start      0.0\n",
       "date_recordedIs_quarter_end      0.0\n",
       "date_recordedIs_quarter_start    0.0\n",
       "date_recordedIs_year_end         0.0\n",
       "date_recordedIs_year_start       0.0\n",
       "date_recordedMonth               0.0\n",
       "date_recordedWeek                0.0\n",
       "date_recordedYear                0.0\n",
       "district_code                    0.0\n",
       "extraction_type                  0.0\n",
       "extraction_type_class            0.0\n",
       "extraction_type_group            0.0\n",
       "gps_height                       0.0\n",
       "id                               0.0\n",
       "latitude                         0.0\n",
       "longitude                        0.0\n",
       "management                       0.0\n",
       "management_group                 0.0\n",
       "num_private                      0.0\n",
       "payment                          0.0\n",
       "payment_type                     0.0\n",
       "permit                           0.0\n",
       "population                       0.0\n",
       "public_meeting                   0.0\n",
       "quality_group                    0.0\n",
       "quantity                         0.0\n",
       "quantity_group                   0.0\n",
       "region                           0.0\n",
       "region_code                      0.0\n",
       "scheme_management                0.0\n",
       "source                           0.0\n",
       "source_class                     0.0\n",
       "source_type                      0.0\n",
       "water_quality                    0.0\n",
       "waterpoint_type                  0.0\n",
       "waterpoint_type_group            0.0\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check for missing values again.\n",
    "display_all(df.isnull().sum().sort_index()/len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### All NaN and missing values are now gone. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <td>69572</td>\n",
       "      <td>8776</td>\n",
       "      <td>34310</td>\n",
       "      <td>67743</td>\n",
       "      <td>19728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>amount_tsh</th>\n",
       "      <td>6000</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gps_height</th>\n",
       "      <td>1390</td>\n",
       "      <td>1399</td>\n",
       "      <td>686</td>\n",
       "      <td>263</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longitude</th>\n",
       "      <td>34.9381</td>\n",
       "      <td>34.6988</td>\n",
       "      <td>37.4607</td>\n",
       "      <td>38.4862</td>\n",
       "      <td>31.1308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>latitude</th>\n",
       "      <td>-9.85632</td>\n",
       "      <td>-2.14747</td>\n",
       "      <td>-3.82133</td>\n",
       "      <td>-11.1553</td>\n",
       "      <td>-1.82536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_private</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>basin</th>\n",
       "      <td>Lake Nyasa</td>\n",
       "      <td>Lake Victoria</td>\n",
       "      <td>Pangani</td>\n",
       "      <td>Ruvuma / Southern Coast</td>\n",
       "      <td>Lake Victoria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region</th>\n",
       "      <td>Iringa</td>\n",
       "      <td>Mara</td>\n",
       "      <td>Manyara</td>\n",
       "      <td>Mtwara</td>\n",
       "      <td>Kagera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_code</th>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>90</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>district_code</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>109</td>\n",
       "      <td>280</td>\n",
       "      <td>250</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>public_meeting</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>scheme_management</th>\n",
       "      <td>VWC</td>\n",
       "      <td>Other</td>\n",
       "      <td>VWC</td>\n",
       "      <td>VWC</td>\n",
       "      <td>VWC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>permit</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>construction_year</th>\n",
       "      <td>1999</td>\n",
       "      <td>2010</td>\n",
       "      <td>2009</td>\n",
       "      <td>1986</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>extraction_type</th>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>submersible</td>\n",
       "      <td>gravity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>extraction_type_group</th>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>submersible</td>\n",
       "      <td>gravity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>extraction_type_class</th>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>submersible</td>\n",
       "      <td>gravity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>management</th>\n",
       "      <td>vwc</td>\n",
       "      <td>wug</td>\n",
       "      <td>vwc</td>\n",
       "      <td>vwc</td>\n",
       "      <td>other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>management_group</th>\n",
       "      <td>user-group</td>\n",
       "      <td>user-group</td>\n",
       "      <td>user-group</td>\n",
       "      <td>user-group</td>\n",
       "      <td>other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payment</th>\n",
       "      <td>pay annually</td>\n",
       "      <td>never pay</td>\n",
       "      <td>pay per bucket</td>\n",
       "      <td>never pay</td>\n",
       "      <td>never pay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payment_type</th>\n",
       "      <td>annually</td>\n",
       "      <td>never pay</td>\n",
       "      <td>per bucket</td>\n",
       "      <td>never pay</td>\n",
       "      <td>never pay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>water_quality</th>\n",
       "      <td>soft</td>\n",
       "      <td>soft</td>\n",
       "      <td>soft</td>\n",
       "      <td>soft</td>\n",
       "      <td>soft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quality_group</th>\n",
       "      <td>good</td>\n",
       "      <td>good</td>\n",
       "      <td>good</td>\n",
       "      <td>good</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quantity</th>\n",
       "      <td>enough</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>enough</td>\n",
       "      <td>dry</td>\n",
       "      <td>seasonal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quantity_group</th>\n",
       "      <td>enough</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>enough</td>\n",
       "      <td>dry</td>\n",
       "      <td>seasonal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source</th>\n",
       "      <td>spring</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>dam</td>\n",
       "      <td>machine dbh</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_type</th>\n",
       "      <td>spring</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>dam</td>\n",
       "      <td>borehole</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_class</th>\n",
       "      <td>groundwater</td>\n",
       "      <td>surface</td>\n",
       "      <td>surface</td>\n",
       "      <td>groundwater</td>\n",
       "      <td>surface</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>waterpoint_type</th>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe multiple</td>\n",
       "      <td>communal standpipe multiple</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>waterpoint_type_group</th>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedYear</th>\n",
       "      <td>2011</td>\n",
       "      <td>2013</td>\n",
       "      <td>2013</td>\n",
       "      <td>2013</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedMonth</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedWeek</th>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedDay</th>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>28</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedDayofweek</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedDayofyear</th>\n",
       "      <td>73</td>\n",
       "      <td>65</td>\n",
       "      <td>56</td>\n",
       "      <td>28</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedIs_month_end</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedIs_month_start</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedIs_quarter_end</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedIs_quarter_start</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedIs_year_end</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedIs_year_start</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedElapsed</th>\n",
       "      <td>3073</td>\n",
       "      <td>3796</td>\n",
       "      <td>3787</td>\n",
       "      <td>3759</td>\n",
       "      <td>3194</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                0                     1  \\\n",
       "id                                          69572                  8776   \n",
       "amount_tsh                                   6000                     0   \n",
       "gps_height                                   1390                  1399   \n",
       "longitude                                 34.9381               34.6988   \n",
       "latitude                                 -9.85632              -2.14747   \n",
       "num_private                                     0                     0   \n",
       "basin                                  Lake Nyasa         Lake Victoria   \n",
       "region                                     Iringa                  Mara   \n",
       "region_code                                    11                    20   \n",
       "district_code                                   5                     2   \n",
       "population                                    109                   280   \n",
       "public_meeting                               True                  True   \n",
       "scheme_management                             VWC                 Other   \n",
       "permit                                      False                  True   \n",
       "construction_year                            1999                  2010   \n",
       "extraction_type                           gravity               gravity   \n",
       "extraction_type_group                     gravity               gravity   \n",
       "extraction_type_class                     gravity               gravity   \n",
       "management                                    vwc                   wug   \n",
       "management_group                       user-group            user-group   \n",
       "payment                              pay annually             never pay   \n",
       "payment_type                             annually             never pay   \n",
       "water_quality                                soft                  soft   \n",
       "quality_group                                good                  good   \n",
       "quantity                                   enough          insufficient   \n",
       "quantity_group                             enough          insufficient   \n",
       "source                                     spring  rainwater harvesting   \n",
       "source_type                                spring  rainwater harvesting   \n",
       "source_class                          groundwater               surface   \n",
       "waterpoint_type                communal standpipe    communal standpipe   \n",
       "waterpoint_type_group          communal standpipe    communal standpipe   \n",
       "date_recordedYear                            2011                  2013   \n",
       "date_recordedMonth                              3                     3   \n",
       "date_recordedWeek                              11                    10   \n",
       "date_recordedDay                               14                     6   \n",
       "date_recordedDayofweek                          0                     2   \n",
       "date_recordedDayofyear                         73                    65   \n",
       "date_recordedIs_month_end                   False                 False   \n",
       "date_recordedIs_month_start                 False                 False   \n",
       "date_recordedIs_quarter_end                 False                 False   \n",
       "date_recordedIs_quarter_start               False                 False   \n",
       "date_recordedIs_year_end                    False                 False   \n",
       "date_recordedIs_year_start                  False                 False   \n",
       "date_recordedElapsed                         3073                  3796   \n",
       "\n",
       "                                                         2  \\\n",
       "id                                                   34310   \n",
       "amount_tsh                                              25   \n",
       "gps_height                                             686   \n",
       "longitude                                          37.4607   \n",
       "latitude                                          -3.82133   \n",
       "num_private                                              0   \n",
       "basin                                              Pangani   \n",
       "region                                             Manyara   \n",
       "region_code                                             21   \n",
       "district_code                                            4   \n",
       "population                                             250   \n",
       "public_meeting                                        True   \n",
       "scheme_management                                      VWC   \n",
       "permit                                                True   \n",
       "construction_year                                     2009   \n",
       "extraction_type                                    gravity   \n",
       "extraction_type_group                              gravity   \n",
       "extraction_type_class                              gravity   \n",
       "management                                             vwc   \n",
       "management_group                                user-group   \n",
       "payment                                     pay per bucket   \n",
       "payment_type                                    per bucket   \n",
       "water_quality                                         soft   \n",
       "quality_group                                         good   \n",
       "quantity                                            enough   \n",
       "quantity_group                                      enough   \n",
       "source                                                 dam   \n",
       "source_type                                            dam   \n",
       "source_class                                       surface   \n",
       "waterpoint_type                communal standpipe multiple   \n",
       "waterpoint_type_group                   communal standpipe   \n",
       "date_recordedYear                                     2013   \n",
       "date_recordedMonth                                       2   \n",
       "date_recordedWeek                                        9   \n",
       "date_recordedDay                                        25   \n",
       "date_recordedDayofweek                                   0   \n",
       "date_recordedDayofyear                                  56   \n",
       "date_recordedIs_month_end                            False   \n",
       "date_recordedIs_month_start                          False   \n",
       "date_recordedIs_quarter_end                          False   \n",
       "date_recordedIs_quarter_start                        False   \n",
       "date_recordedIs_year_end                             False   \n",
       "date_recordedIs_year_start                           False   \n",
       "date_recordedElapsed                                  3787   \n",
       "\n",
       "                                                         3  \\\n",
       "id                                                   67743   \n",
       "amount_tsh                                               0   \n",
       "gps_height                                             263   \n",
       "longitude                                          38.4862   \n",
       "latitude                                          -11.1553   \n",
       "num_private                                              0   \n",
       "basin                              Ruvuma / Southern Coast   \n",
       "region                                              Mtwara   \n",
       "region_code                                             90   \n",
       "district_code                                           63   \n",
       "population                                              58   \n",
       "public_meeting                                        True   \n",
       "scheme_management                                      VWC   \n",
       "permit                                                True   \n",
       "construction_year                                     1986   \n",
       "extraction_type                                submersible   \n",
       "extraction_type_group                          submersible   \n",
       "extraction_type_class                          submersible   \n",
       "management                                             vwc   \n",
       "management_group                                user-group   \n",
       "payment                                          never pay   \n",
       "payment_type                                     never pay   \n",
       "water_quality                                         soft   \n",
       "quality_group                                         good   \n",
       "quantity                                               dry   \n",
       "quantity_group                                         dry   \n",
       "source                                         machine dbh   \n",
       "source_type                                       borehole   \n",
       "source_class                                   groundwater   \n",
       "waterpoint_type                communal standpipe multiple   \n",
       "waterpoint_type_group                   communal standpipe   \n",
       "date_recordedYear                                     2013   \n",
       "date_recordedMonth                                       1   \n",
       "date_recordedWeek                                        5   \n",
       "date_recordedDay                                        28   \n",
       "date_recordedDayofweek                                   0   \n",
       "date_recordedDayofyear                                  28   \n",
       "date_recordedIs_month_end                            False   \n",
       "date_recordedIs_month_start                          False   \n",
       "date_recordedIs_quarter_end                          False   \n",
       "date_recordedIs_quarter_start                        False   \n",
       "date_recordedIs_year_end                             False   \n",
       "date_recordedIs_year_start                           False   \n",
       "date_recordedElapsed                                  3759   \n",
       "\n",
       "                                                  4  \n",
       "id                                            19728  \n",
       "amount_tsh                                        0  \n",
       "gps_height                                        0  \n",
       "longitude                                   31.1308  \n",
       "latitude                                   -1.82536  \n",
       "num_private                                       0  \n",
       "basin                                 Lake Victoria  \n",
       "region                                       Kagera  \n",
       "region_code                                      18  \n",
       "district_code                                     1  \n",
       "population                                        0  \n",
       "public_meeting                                 True  \n",
       "scheme_management                               VWC  \n",
       "permit                                         True  \n",
       "construction_year                                 0  \n",
       "extraction_type                             gravity  \n",
       "extraction_type_group                       gravity  \n",
       "extraction_type_class                       gravity  \n",
       "management                                    other  \n",
       "management_group                              other  \n",
       "payment                                   never pay  \n",
       "payment_type                              never pay  \n",
       "water_quality                                  soft  \n",
       "quality_group                                  good  \n",
       "quantity                                   seasonal  \n",
       "quantity_group                             seasonal  \n",
       "source                         rainwater harvesting  \n",
       "source_type                    rainwater harvesting  \n",
       "source_class                                surface  \n",
       "waterpoint_type                  communal standpipe  \n",
       "waterpoint_type_group            communal standpipe  \n",
       "date_recordedYear                              2011  \n",
       "date_recordedMonth                                7  \n",
       "date_recordedWeek                                28  \n",
       "date_recordedDay                                 13  \n",
       "date_recordedDayofweek                            2  \n",
       "date_recordedDayofyear                          194  \n",
       "date_recordedIs_month_end                     False  \n",
       "date_recordedIs_month_start                   False  \n",
       "date_recordedIs_quarter_end                   False  \n",
       "date_recordedIs_quarter_start                 False  \n",
       "date_recordedIs_year_end                      False  \n",
       "date_recordedIs_year_start                    False  \n",
       "date_recordedElapsed                           3194  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Displays columns on the side instead of the top.\n",
    "\n",
    "display_all(df.head().transpose())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Find columns with 'object' dtypes.\n",
    "cols = df.select_dtypes(exclude=[np.number])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['basin',\n",
       " 'region',\n",
       " 'public_meeting',\n",
       " 'scheme_management',\n",
       " 'permit',\n",
       " 'extraction_type',\n",
       " 'extraction_type_group',\n",
       " 'extraction_type_class',\n",
       " 'management',\n",
       " 'management_group',\n",
       " 'payment',\n",
       " 'payment_type',\n",
       " 'water_quality',\n",
       " 'quality_group',\n",
       " 'quantity',\n",
       " 'quantity_group',\n",
       " 'source',\n",
       " 'source_type',\n",
       " 'source_class',\n",
       " 'waterpoint_type',\n",
       " 'waterpoint_type_group',\n",
       " 'date_recordedIs_month_end',\n",
       " 'date_recordedIs_month_start',\n",
       " 'date_recordedIs_quarter_end',\n",
       " 'date_recordedIs_quarter_start',\n",
       " 'date_recordedIs_year_end',\n",
       " 'date_recordedIs_year_start']"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get dummy variables for categorical features.\n",
    "dummy_df = pd.get_dummies(df, columns = ['basin',\n",
    "                                         'region',\n",
    "                                         'public_meeting',\n",
    "                                         'scheme_management',\n",
    "                                         'permit',\n",
    "                                         'extraction_type',\n",
    "                                         'extraction_type_group',\n",
    "                                         'extraction_type_class',\n",
    "                                         'management',\n",
    "                                         'management_group',\n",
    "                                         'payment',\n",
    "                                         'payment_type',\n",
    "                                         'water_quality',\n",
    "                                         'quality_group',\n",
    "                                         'quantity',\n",
    "                                         'quantity_group',\n",
    "                                         'source',\n",
    "                                         'source_type',\n",
    "                                         'source_class',\n",
    "                                         'waterpoint_type',\n",
    "                                         'waterpoint_type_group',\n",
    "                                         'date_recordedIs_month_end',\n",
    "                                         'date_recordedIs_month_start',\n",
    "                                         'date_recordedIs_quarter_end',\n",
    "                                         'date_recordedIs_quarter_start',\n",
    "                                         'date_recordedIs_year_end',\n",
    "                                         'date_recordedIs_year_start'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'amount_tsh', 'gps_height', 'longitude', 'latitude',\n",
       "       'num_private', 'region_code', 'district_code', 'population',\n",
       "       'construction_year',\n",
       "       ...\n",
       "       'date_recordedIs_month_end_True', 'date_recordedIs_month_start_False',\n",
       "       'date_recordedIs_month_start_True', 'date_recordedIs_quarter_end_False',\n",
       "       'date_recordedIs_quarter_end_True',\n",
       "       'date_recordedIs_quarter_start_False',\n",
       "       'date_recordedIs_quarter_start_True', 'date_recordedIs_year_end_False',\n",
       "       'date_recordedIs_year_start_False', 'date_recordedIs_year_start_True'],\n",
       "      dtype='object', length=200)"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for new columns\n",
    "dummy_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(59400, 200)"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dummy_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merge target variable back to dataframe\n",
    "clean_df = pd.merge(dummy_df, df_target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['functional', 'non functional', 'functional needs repair'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for target\n",
    "clean_df['status_group'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_df.to_csv('./Datasets/clean_train.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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