Cleaning Test Data 2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning the Test Data\n",
    "- Cleaning the data exactly the same way I cleaned the Training Data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "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": 81,
   "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": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the training data and parse the date column.\n",
    "df = pd.read_csv('./Datasets/Tan_Test.csv', low_memory=False, parse_dates=['date_recorded'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "scrolled": true
   },
   "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",
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       "    }\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>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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>50785</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-02-04</td>\n",
       "      <td>Dmdd</td>\n",
       "      <td>1996</td>\n",
       "      <td>DMDD</td>\n",
       "      <td>35.290799</td>\n",
       "      <td>-4.059696</td>\n",
       "      <td>Dinamu Secondary School</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>other</td>\n",
       "      <td>other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>51630</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-02-04</td>\n",
       "      <td>Government Of Tanzania</td>\n",
       "      <td>1569</td>\n",
       "      <td>DWE</td>\n",
       "      <td>36.656709</td>\n",
       "      <td>-3.309214</td>\n",
       "      <td>Kimnyak</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>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>2</th>\n",
       "      <td>17168</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-02-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1567</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.767863</td>\n",
       "      <td>-5.004344</td>\n",
       "      <td>Puma Secondary</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>other</td>\n",
       "      <td>other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>45559</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-01-22</td>\n",
       "      <td>Finn Water</td>\n",
       "      <td>267</td>\n",
       "      <td>FINN WATER</td>\n",
       "      <td>38.058046</td>\n",
       "      <td>-9.418672</td>\n",
       "      <td>Kwa Mzee Pange</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>dry</td>\n",
       "      <td>dry</td>\n",
       "      <td>shallow well</td>\n",
       "      <td>shallow well</td>\n",
       "      <td>groundwater</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49871</td>\n",
       "      <td>500.0</td>\n",
       "      <td>2013-03-27</td>\n",
       "      <td>Bruder</td>\n",
       "      <td>1260</td>\n",
       "      <td>BRUDER</td>\n",
       "      <td>35.006123</td>\n",
       "      <td>-10.950412</td>\n",
       "      <td>Kwa Mzee Turuka</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>monthly</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",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  amount_tsh date_recorded                  funder  gps_height  \\\n",
       "0  50785         0.0    2013-02-04                    Dmdd        1996   \n",
       "1  51630         0.0    2013-02-04  Government Of Tanzania        1569   \n",
       "2  17168         0.0    2013-02-01                     NaN        1567   \n",
       "3  45559         0.0    2013-01-22              Finn Water         267   \n",
       "4  49871       500.0    2013-03-27                  Bruder        1260   \n",
       "\n",
       "    installer  longitude   latitude                 wpt_name  num_private  \\\n",
       "0        DMDD  35.290799  -4.059696  Dinamu Secondary School            0   \n",
       "1         DWE  36.656709  -3.309214                  Kimnyak            0   \n",
       "2         NaN  34.767863  -5.004344           Puma Secondary            0   \n",
       "3  FINN WATER  38.058046  -9.418672           Kwa Mzee Pange            0   \n",
       "4      BRUDER  35.006123 -10.950412          Kwa Mzee Turuka            0   \n",
       "\n",
       "   ... payment_type water_quality quality_group      quantity  quantity_group  \\\n",
       "0  ...    never pay          soft          good      seasonal        seasonal   \n",
       "1  ...    never pay          soft          good  insufficient    insufficient   \n",
       "2  ...    never pay          soft          good  insufficient    insufficient   \n",
       "3  ...      unknown          soft          good           dry             dry   \n",
       "4  ...      monthly          soft          good        enough          enough   \n",
       "\n",
       "                 source           source_type  source_class  \\\n",
       "0  rainwater harvesting  rainwater harvesting       surface   \n",
       "1                spring                spring   groundwater   \n",
       "2  rainwater harvesting  rainwater harvesting       surface   \n",
       "3          shallow well          shallow well   groundwater   \n",
       "4                spring                spring   groundwater   \n",
       "\n",
       "      waterpoint_type waterpoint_type_group  \n",
       "0               other                 other  \n",
       "1  communal standpipe    communal standpipe  \n",
       "2               other                 other  \n",
       "3               other                 other  \n",
       "4  communal standpipe    communal standpipe  \n",
       "\n",
       "[5 rows x 40 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <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",
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       "      <th>waterpoint_type</th>\n",
       "      <th>waterpoint_type_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>50785</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-02-04</td>\n",
       "      <td>Dmdd</td>\n",
       "      <td>1996</td>\n",
       "      <td>DMDD</td>\n",
       "      <td>35.290799</td>\n",
       "      <td>-4.059696</td>\n",
       "      <td>Dinamu Secondary School</td>\n",
       "      <td>0</td>\n",
       "      <td>Internal</td>\n",
       "      <td>Magoma</td>\n",
       "      <td>Manyara</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>Mbulu</td>\n",
       "      <td>Bashay</td>\n",
       "      <td>321</td>\n",
       "      <td>True</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>Parastatal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>2012</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>parastatal</td>\n",
       "      <td>parastatal</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>other</td>\n",
       "      <td>other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>51630</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-02-04</td>\n",
       "      <td>Government Of Tanzania</td>\n",
       "      <td>1569</td>\n",
       "      <td>DWE</td>\n",
       "      <td>36.656709</td>\n",
       "      <td>-3.309214</td>\n",
       "      <td>Kimnyak</td>\n",
       "      <td>0</td>\n",
       "      <td>Pangani</td>\n",
       "      <td>Kimnyak</td>\n",
       "      <td>Arusha</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Arusha Rural</td>\n",
       "      <td>Kimnyaki</td>\n",
       "      <td>300</td>\n",
       "      <td>True</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>VWC</td>\n",
       "      <td>TPRI pipe line</td>\n",
       "      <td>True</td>\n",
       "      <td>2000</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</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>insufficient</td>\n",
       "      <td>insufficient</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>2</th>\n",
       "      <td>17168</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-02-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1567</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.767863</td>\n",
       "      <td>-5.004344</td>\n",
       "      <td>Puma Secondary</td>\n",
       "      <td>0</td>\n",
       "      <td>Internal</td>\n",
       "      <td>Msatu</td>\n",
       "      <td>Singida</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>Singida Rural</td>\n",
       "      <td>Puma</td>\n",
       "      <td>500</td>\n",
       "      <td>True</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>VWC</td>\n",
       "      <td>P</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2010</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>other</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>insufficient</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>surface</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>45559</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-01-22</td>\n",
       "      <td>Finn Water</td>\n",
       "      <td>267</td>\n",
       "      <td>FINN WATER</td>\n",
       "      <td>38.058046</td>\n",
       "      <td>-9.418672</td>\n",
       "      <td>Kwa Mzee Pange</td>\n",
       "      <td>0</td>\n",
       "      <td>Ruvuma / Southern Coast</td>\n",
       "      <td>Kipindimbi</td>\n",
       "      <td>Lindi</td>\n",
       "      <td>80</td>\n",
       "      <td>43</td>\n",
       "      <td>Liwale</td>\n",
       "      <td>Mkutano</td>\n",
       "      <td>250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>VWC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>1987</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>vwc</td>\n",
       "      <td>user-group</td>\n",
       "      <td>unknown</td>\n",
       "      <td>unknown</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>dry</td>\n",
       "      <td>dry</td>\n",
       "      <td>shallow well</td>\n",
       "      <td>shallow well</td>\n",
       "      <td>groundwater</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49871</td>\n",
       "      <td>500.0</td>\n",
       "      <td>2013-03-27</td>\n",
       "      <td>Bruder</td>\n",
       "      <td>1260</td>\n",
       "      <td>BRUDER</td>\n",
       "      <td>35.006123</td>\n",
       "      <td>-10.950412</td>\n",
       "      <td>Kwa Mzee Turuka</td>\n",
       "      <td>0</td>\n",
       "      <td>Ruvuma / Southern Coast</td>\n",
       "      <td>Losonga</td>\n",
       "      <td>Ruvuma</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>Mbinga</td>\n",
       "      <td>Mbinga Urban</td>\n",
       "      <td>60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>Water Board</td>\n",
       "      <td>BRUDER</td>\n",
       "      <td>True</td>\n",
       "      <td>2000</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>water board</td>\n",
       "      <td>user-group</td>\n",
       "      <td>pay monthly</td>\n",
       "      <td>monthly</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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  amount_tsh date_recorded                  funder  gps_height  \\\n",
       "0  50785         0.0    2013-02-04                    Dmdd        1996   \n",
       "1  51630         0.0    2013-02-04  Government Of Tanzania        1569   \n",
       "2  17168         0.0    2013-02-01                     NaN        1567   \n",
       "3  45559         0.0    2013-01-22              Finn Water         267   \n",
       "4  49871       500.0    2013-03-27                  Bruder        1260   \n",
       "\n",
       "    installer  longitude   latitude                 wpt_name  num_private  \\\n",
       "0        DMDD  35.290799  -4.059696  Dinamu Secondary School            0   \n",
       "1         DWE  36.656709  -3.309214                  Kimnyak            0   \n",
       "2         NaN  34.767863  -5.004344           Puma Secondary            0   \n",
       "3  FINN WATER  38.058046  -9.418672           Kwa Mzee Pange            0   \n",
       "4      BRUDER  35.006123 -10.950412          Kwa Mzee Turuka            0   \n",
       "\n",
       "                     basin  subvillage   region  region_code  district_code  \\\n",
       "0                 Internal      Magoma  Manyara           21              3   \n",
       "1                  Pangani     Kimnyak   Arusha            2              2   \n",
       "2                 Internal       Msatu  Singida           13              2   \n",
       "3  Ruvuma / Southern Coast  Kipindimbi    Lindi           80             43   \n",
       "4  Ruvuma / Southern Coast     Losonga   Ruvuma           10              3   \n",
       "\n",
       "             lga          ward  population public_meeting  \\\n",
       "0          Mbulu        Bashay         321           True   \n",
       "1   Arusha Rural      Kimnyaki         300           True   \n",
       "2  Singida Rural          Puma         500           True   \n",
       "3         Liwale       Mkutano         250            NaN   \n",
       "4         Mbinga  Mbinga Urban          60            NaN   \n",
       "\n",
       "               recorded_by scheme_management     scheme_name permit  \\\n",
       "0  GeoData Consultants Ltd        Parastatal             NaN   True   \n",
       "1  GeoData Consultants Ltd               VWC  TPRI pipe line   True   \n",
       "2  GeoData Consultants Ltd               VWC               P    NaN   \n",
       "3  GeoData Consultants Ltd               VWC             NaN   True   \n",
       "4  GeoData Consultants Ltd       Water Board          BRUDER   True   \n",
       "\n",
       "   construction_year extraction_type extraction_type_group  \\\n",
       "0               2012           other                 other   \n",
       "1               2000         gravity               gravity   \n",
       "2               2010           other                 other   \n",
       "3               1987           other                 other   \n",
       "4               2000         gravity               gravity   \n",
       "\n",
       "  extraction_type_class   management management_group      payment  \\\n",
       "0                 other   parastatal       parastatal    never pay   \n",
       "1               gravity          vwc       user-group    never pay   \n",
       "2                 other          vwc       user-group    never pay   \n",
       "3                 other          vwc       user-group      unknown   \n",
       "4               gravity  water board       user-group  pay monthly   \n",
       "\n",
       "  payment_type water_quality quality_group      quantity quantity_group  \\\n",
       "0    never pay          soft          good      seasonal       seasonal   \n",
       "1    never pay          soft          good  insufficient   insufficient   \n",
       "2    never pay          soft          good  insufficient   insufficient   \n",
       "3      unknown          soft          good           dry            dry   \n",
       "4      monthly          soft          good        enough         enough   \n",
       "\n",
       "                 source           source_type source_class  \\\n",
       "0  rainwater harvesting  rainwater harvesting      surface   \n",
       "1                spring                spring  groundwater   \n",
       "2  rainwater harvesting  rainwater harvesting      surface   \n",
       "3          shallow well          shallow well  groundwater   \n",
       "4                spring                spring  groundwater   \n",
       "\n",
       "      waterpoint_type waterpoint_type_group  \n",
       "0               other                 other  \n",
       "1  communal standpipe    communal standpipe  \n",
       "2               other                 other  \n",
       "3               other                 other  \n",
       "4  communal standpipe    communal standpipe  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_all(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14850, 40)"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the size of the dataframe\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "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": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View data types of all columns.\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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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>14850 </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>4.5 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>28 </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>0 </td>\n",
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       "            </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> has 10410 / 70.1% zeros <span class=\"label label-info\">Zeros</span></li><li><a href=\"#pp_var_amount_tsh\"><code>amount_tsh</code></a> is highly skewed (γ1 = 43.858)  <span class=\"label label-info\">Skewed</span></li><li><a href=\"#pp_var_construction_year\"><code>construction_year</code></a> has 5260 / 35.4% zeros <span class=\"label label-info\">Zeros</span></li><li><a href=\"#pp_var_funder\"><code>funder</code></a> has 869 / 5.9% missing values <span class=\"label label-default\">Missing</span></li><li><a href=\"#pp_var_funder\"><code>funder</code></a> has a high cardinality: 981 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_gps_height\"><code>gps_height</code></a> has 5211 / 35.1% zeros <span class=\"label label-info\">Zeros</span></li><li><a href=\"#pp_var_installer\"><code>installer</code></a> has 877 / 5.9% missing values <span class=\"label label-default\">Missing</span></li><li><a href=\"#pp_var_installer\"><code>installer</code></a> has a high cardinality: 1092 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_longitude\"><code>longitude</code></a> has 457 / 3.1% zeros <span class=\"label label-info\">Zeros</span></li><li><a href=\"#pp_var_num_private\"><code>num_private</code></a> has 14656 / 98.7% zeros <span class=\"label label-info\">Zeros</span></li><li><a href=\"#pp_var_num_private\"><code>num_private</code></a> is highly skewed (γ1 = 50.745)  <span class=\"label label-info\">Skewed</span></li><li><a href=\"#pp_var_permit\"><code>permit</code></a> has 737 / 5.0% missing values <span class=\"label label-default\">Missing</span></li><li><a href=\"#pp_var_population\"><code>population</code></a> has 5453 / 36.7% zeros <span class=\"label label-info\">Zeros</span></li><li><a href=\"#pp_var_public_meeting\"><code>public_meeting</code></a> has 821 / 5.5% missing values <span class=\"label label-default\">Missing</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 969 / 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 7092 / 47.8% 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: 1790 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_subvillage\"><code>subvillage</code></a> has a high cardinality: 8444 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_ward\"><code>ward</code></a> has a high cardinality: 1959 distinct values  <span class=\"label label-warning\">Warning</span></li><li><a href=\"#pp_var_wpt_name\"><code>wpt_name</code></a> has a high cardinality: 10840 distinct values  <span class=\"label label-warning\">Warning</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_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>68</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>0.5%</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",
       "                <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>322.83</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>200000</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-4118016735810123783\">\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-4118016735810123783,#minihistogram-4118016735810123783\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-4118016735810123783\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-4118016735810123783\"\n",
       "                                                  aria-controls=\"quantiles-4118016735810123783\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-4118016735810123783\" aria-controls=\"histogram-4118016735810123783\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-4118016735810123783\" aria-controls=\"common-4118016735810123783\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-4118016735810123783\" aria-controls=\"extreme-4118016735810123783\"\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-4118016735810123783\">\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>25</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>200000</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>200000</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>25</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>2511</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>7.7781</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>2965.6</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>322.83</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>530.66</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"alert\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>43.858</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>4794000</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>6305000</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>116.1 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-4118016735810123783\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xl4VOXh/v%2BbMIFMEkIiEFwuvaAkQWUxMUDY5JJgpAhBGsBUkYoiVogglE0EhY8Ylho3RBFx4SPwqchWpaKgrQJVDIiISg1NUBbLkkCCZIUsz%2B8Pf5mvYxAGeSCZ0/fruvwjz3PmnOeenBnvzJkZ6hljjAAAAGBNQG0vAAAAwGkoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMldtL%2BC/RV5eofV9BgTU0yWXhCg/v1hVVcb6/muLU3NJzs3m1FwS2fyRU3NJzs12IXM1a9bI6v58xStYfiwgoJ7q1aungIB6tb0Uq5yaS3JuNqfmksjmj5yaS3JuNifmomABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGWu2l4Azk%2BHqe/V9hJ89u7YbrW9BAAALgpewQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZXW%2BYOXn5yspKUmZmZk15nJzc9W1a1etXr3aa3zRokXq0aOHYmNjNXToUH377beeuZKSEk2ZMkUJCQmKj4/XpEmTVFxc7Jn/7rvvdNdddykuLk7du3fXiy%2B%2BeOHCAQAAR6rTBWv79u1KTU3V/v37a8xVVVVpwoQJKigo8Bpfs2aNlixZoldeeUWZmZlq06aNxowZI2OMJGnmzJk6dOiQ1q9frw0bNujQoUPKyMiQJJWXl%2Bv%2B%2B%2B9Xu3btlJmZqZdeeknLli3Tu%2B%2B%2Be%2BHDAgAAx6izBWvNmjWaMGGCxo0bd9r5559/Xpdeeqkuu%2Bwyr/E333xTd9xxh6Kjo9WwYUONHz9eBw8eVGZmpkpLS7V27VqNGTNG4eHhatKkiSZMmKDVq1ertLRU27ZtU25ursaMGaMGDRro2muv1dChQ7Vs2bKLERkAADiEq7YX8Eu6d%2B%2Bu5ORkuVyuGiXr008/1TvvvKNVq1YpOTnZay4nJ0cjRozw/BwYGKgWLVooKytL4eHhKi8vV0xMjGe%2BVatWKisr0969e5Wdna2WLVuqQYMGnvmoqCi99NJL57T23Nxc5eXleY25XMGKjIw8p/2cTf36dbYfn5bL5dt6q3P5Wz5fODWbU3NJZPNHTs0lOTebE3PV2YLVrFmz044fO3ZMDz/8sObNm6eQkJAa88XFxXK73V5jQUFBKikpUVFRkSQpODjYM1e9bXFx8Wlv63a7VVJSck5rX758uebPn%2B81lpaWpjFjxpzTfpwmIqLm7%2BtMwsLcZ9/ITzk1m1NzSWTzR07NJTk3m5Ny1dmCdTrGGE2aNElDhw5V27ZtT7uN2%2B1WWVmZ11hZWZlCQkI8xaq0tNRTzkpLSyVJoaGhCg4O9vxc7afb%2Bio1NVWJiYleYy5XsAoKin/hFr%2BOvzV9X/PXrx%2BgsDC3TpwoVWVl1QVe1cXl1GxOzSWRzR85NZfk3GwXMte5/nFvi18VrEOHDmnr1q3auXOnnn/%2BeUlSUVGR/ud//kfr16/XwoULFR0drezsbPXs2VPSj29c37t3r2JiYtSyZUsFBgYqJydH1113nSRpz549nsuIx44d0969e1VRUSGX68e7JicnR9HR0ee0zsjIyBqXA/PyClVR4ZwHw69xrvkrK6sce585NZtTc0lk80dOzSU5N5uTcvnVSyCXX365vvrqK3322Wee/y6//HJNnz5dCxculCQNHDhQS5cuVVZWlk6ePKknn3xSTZs2VYcOHeR2u9WnTx9lZGQoPz9f%2Bfn5ysjIUL9%2B/RQUFKSEhARFREToySef1MmTJ5WVlaUlS5Zo0KBBtZwcAAD4E796BcsXgwYNUmFhodLS0pSfn6927dpp4cKFCgwMlCRNnz5dc%2BfOVXJyssrLy9WrVy898sgjkiSXy6VXX31Vjz32mLp166bg4GANHTpUKSkptRkJAAD4mXqm%2BguicEHl5RVa36fLFaCkjM3W93uhvDu2m0/buVwBiogIUUFBsWNeKq7m1GxOzSWRzR85NZfk3GwXMlezZo2s7s9XfnWJEAAAwB9QsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBldb5g5efnKykpSZmZmZ6x9evX69Zbb9X111%2BvxMREzZ8/X1VVVZ75NWvWKCkpSbGxsUpJSdGOHTs8c5WVlZo7d666du2quLg4jRw5Urm5uZ75Y8eOadSoUerQoYMSEhKUnp6uioqKixMWAAA4Qp0uWNu3b1dqaqr279/vGfv66681adIkjR07Vp999pkWLVqk1atXa/HixZKkzMxMzZw5U3PmzNG2bdvUv39/jRw5UqWlpZKkBQsW6OOPP9aqVau0efNmBQUFadq0aZ79jx07VsHBwdq8ebNWrlypLVu2ePYNAADgizpbsNasWaMJEyZo3LhxXuP/%2Bc9/9Pvf/149e/ZUQECAWrVqpaSkJG3btk2StGLFCvXt21fx8fEKDAzUsGHDFBERoXXr1nnmR4wYocsuu0yhoaGaOnWqNm3apAMHDmjfvn3aunWrJk6cKLfbrSuvvFKjRo3SsmXLLnp%2BAADgv1y1vYBf0r17dyUnJ8vlcnmVrN69e6t3796en8vKyvTRRx8pOTlZkpSTk6OBAwd67SsqKkpZWVkqLCzU4cOHFRMT45lr2rSpGjdurN27d0uSwsPD1bx5c898q1atdPDgQZ04cUJhYWE%2BrT03N1d5eXleYy5XsCIjI31M75v69etsPz4tl8u39Vbn8rd8vnBqNqfmksjmj5yaS3JuNifmqrMFq1mzZmfdpqioSA8%2B%2BKCCgoI0bNgwSVJxcbHcbrfXdkFBQSopKVFxcbEkKTg4uMZ89dzPb1v9c0lJic8Fa/ny5Zo/f77XWFpamsaMGePT7Z0qIiLknLYPC3OffSM/5dRsTs0lkc0fOTWX5NxsTspVZwvW2Xz77bcaM2aMmjRpotdff12hoaGSfixEZWVlXtuWlZUpIiLCU5aq34/10/mQkBAZY2rMVf8cEuJ7OUhNTVViYqLXmMsVrIKCYp/34Qt/a/q%2B5q9fP0BhYW6dOFGqysqqs9/Ajzg1m1NzSWTzR07NJTk324XMda5/3NvilwVr48aN%2BtOf/qTbbrtN48ePl8v1/2JER0crOzvba/ucnBz16NFDjRs3VvPmzZWTk%2BO5TJiXl6fjx48rJiZGVVVVOn78uI4ePaqmTZtKkvbs2aNLL71UjRo18nl9kZGRNS4H5uUVqqLCOQ%2BGX%2BNc81dWVjn2PnNqNqfmksjmj5yaS3JuNifl8q%2BXQCR98cUXSktL05QpUzR58mSvciVJgwYN0tq1a/Xpp5%2BqvLxcixcv1rFjx5SUlCRJSklJ0YIFC3TgwAEVFRVp1qxZ6tSpk6666iq1aNFC8fHxmjVrloqKinTgwAG98MILGjRoUG1EBQAAfsrvXsF68cUXVVFRofT0dKWnp3vG4%2BPj9fLLL6tLly6aPn26ZsyYoSNHjigqKkqLFi1SeHi4pB/fC1VRUaEhQ4aouLhYCQkJeuaZZzz7mTdvnh577DH16tVLAQEBGjBggEaNGnXRcwIAAP9VzxhjansR/w3y8gqt79PlClBSxmbr%2B71Q3h3bzaftXK4ARUSEqKCg2DEvFVdzajan5pLI5o%2BcmktybrYLmatZM9/f4mOT310iBAAAqOsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMCyOl%2Bw8vPzlZSUpMzMTM/Yzp07NXjwYMXFxSkxMVErVqzwus2aNWuUlJSk2NhYpaSkaMeOHZ65yspKzZ07V127dlVcXJxGjhyp3Nxcz/yxY8c0atQodejQQQkJCUpPT1dFRcWFDwoAAByjThes7du3KzU1Vfv37/eM/fDDD7rvvvs0YMAAbdu2Tenp6Zo9e7a%2B/PJLSVJmZqZmzpypOXPmaNu2berfv79Gjhyp0tJSSdKCBQv08ccfa9WqVdq8ebOCgoI0bdo0z/7Hjh2r4OBgbd68WStXrtSWLVu0ePHii5obAAD4tzpbsNasWaMJEyZo3LhxXuMbNmxQeHi4hgwZIpfLpS5duig5OVnLli2TJK1YsUJ9%2B/ZVfHy8AgMDNWzYMEVERGjdunWe%2BREjRuiyyy5TaGiopk6dqk2bNunAgQPat2%2Bftm7dqokTJ8rtduvKK6/UqFGjPPsGAADwhau2F/BLunfvruTkZLlcLq%2BSlZ2drZiYGK9to6KitHLlSklSTk6OBg4cWGM%2BKytLhYWFOnz4sNftmzZtqsaNG2v37t2SpPDwcDVv3twz36pVKx08eFAnTpxQWFiYT2vPzc1VXl6e15jLFazIyEifbu%2Br%2BvXrbD8%2BLZfLt/VW5/K3fL5wajan5pLI5o%2BcmktybjYn5qqzBatZs2anHS8uLpbb7fYaCwoKUklJyVnni4uLJUnBwcE15qvnfn7b6p9LSkp8LljLly/X/PnzvcbS0tI0ZswYn27vVBERIee0fViY%2B%2Bwb%2BSmnZnNqLols/sipuSTnZnNSrjpbsH6J2%2B1WYWGh11hZWZlCQkI882VlZTXmIyIiPGWp%2Bv1YP7%2B9MabGXPXP1fv3RWpqqhITE73GXK5gFRQU%2B7wPX/hb0/c1f/36AQoLc%2BvEiVJVVlZd4FVdXE7N5tRcEtn8kVNzSc7NdiFznesf97b4XcGKiYnRxx9/7DWWk5Oj6OhoSVJ0dLSys7NrzPfo0UONGzdW8%2BbNlZOT47lMmJeXp%2BPHjysmJkZVVVU6fvy4jh49qqZNm0qS9uzZo0svvVSNGjXyeY2RkZE1Lgfm5RWqosI5D4Zf41zzV1ZWOfY%2Bc2o2p%2BaSyOaPnJpLcm42J%2BXyr5dAJCUlJeno0aNavHixysvL9emnn2rt2rWe910NGjRIa9eu1aeffqry8nItXrxYx44dU1JSkiQpJSVFCxYs0IEDB1RUVKRZs2apU6dOuuqqq9SiRQvFx8dr1qxZKioq0oEDB/TCCy9o0KBBtRkZAAD4Gb97BSsiIkKvvvqq0tPTNW/ePF1yySWaNm2aOnfuLEnq0qWLpk%2BfrhkzZujIkSOKiorSokWLFB4eLunH90JVVFRoyJAhKi4uVkJCgp555hnP/ufNm6fHHntMvXr1UkBAgAYMGKBRo0bVSlYAAOCf6hljTG0v4r9BXl7h2Tc6Ry5XgJIyNlvf74Xy7thuPm3ncgUoIiJEBQXFjnmpuJpTszk1l0Q2f%2BTUXJJzs13IXM2a%2Bf4WH5v87hIhAABAXUfBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMusF6zKykrbuwQAAPAr1gtWjx499Oc//1k5OTm2dw0AAOAXrBesBx54QJ9//rn69eunwYMH64033qjxjzMDAAA4mfWCdfvtt%2BuNN97Qe%2B%2B9p65du2rRokXq3r27xo8fr08%2B%2BcT24QAAAOqcC/Ym9xYtWmjcuHF67733lJaWpr///e8aPny4EhMT9dprr/FeLQAA4FgX7B973rlzp/76179q3bp1OnXqlJKSkpSSkqIjR47o2Wef1VdffaWnnnrqQh0eAACg1lgvWC%2B88ILeeust7du3T%2B3atdO4cePUr18/hYaGerapX7%2B%2BHn30UduHBgAAqBOsF6ylS5eqf//%2BGjRokKKiok67TatWrTRhwgTbhwYAAKgTrBesTZs2qaioSMePH/eMrVu3Tl26dFFERIQk6dprr9W1115r%2B9AAAAB1gvU3uf/rX/9S7969tXz5cs/YE088oeTkZP373/%2B2fTgAAIA6x3rB%2BvOf/6ybb75Z48aN84x98MEH6tGjh%2BbMmWP7cAAAAHWO9YK1a9cu3XfffWrQoIFnrH79%2Brrvvvv0xRdf2D4cAABAnWO9YIWGhmr//v01xg8fPqygoCDbhwMAAKhzrBes3r17a8aMGfrkk09UVFSk4uJiffrpp3rssceUlJRk%2B3AAAAB1jvVPEY4fP14HDhzQPffco3r16nnGk5KSNGnSJNuHAwAAqHOsFyy3262FCxfqu%2B%2B%2B0%2B7duxUYGKhWrVqpRYsWtg8FAABQJ12wfyqnZcuWatmy5YXaPQAAQJ1lvWB99913euyxx7R9%2B3aVl5fXmP/mm29sHxIAAKBOsV6wZsyYoYMHD2rChAlq1KiR7d0DAADUedYL1o4dO/S///u/iouLs71rAAAAv2D9axoiIiIUEhJie7cAAAB%2Bw3rBGjp0qJ566ikVFhba3jUAAIBfsH6JcOPGjfriiy%2BUkJCgJk2aeP2TOZL097//3fYhAQAA6hTrBSshIUEJCQm2dwsAAOA3rBesBx54wPYuAQAA/Ir192BJUlZWlqZMmaLf//73OnLkiJYtW6bMzEyrx9i1a5eGDBmiDh06qHv37nr88cd16tQpST9epkxOTlZsbKz69OmjDz/80Ou2ixYtUo8ePRQbG6uhQ4fq22%2B/9cyVlJRoypQpSkhIUHx8vCZNmqTi4mKrawcAAM5mvWB9/fXXGjx4sL7//nt9/fXXOnXqlL755hvdc889NYrOr1VVVaU//vGP6t27t7Zu3aqVK1fqn//8pxYtWqS9e/dq9OjRevDBB/XZZ59p9OjRGjt2rI4cOSJJWrNmjZYsWaJXXnlFmZmZatOmjcaMGSNjjCRp5syZOnTokNavX68NGzbo0KFDysjIsLJuAADw38F6wcrIyNA999yjJUuWKDAwUJL0%2BOOP6w9/%2BIPmz59v5Rg//PCD8vLyVFVV5SlGAQEBcrvdWrNmjTp06KCbbrpJLpdLt9xyizp27Kjly5dLkt58803dcccdio6OVsOGDTV%2B/HgdPHhQmZmZKi0t1dq1azVmzBiFh4erSZMmmjBhglavXq3S0lIrawcAAM5n/T1YX3/9taZPn15j/Pbbb9cbb7xh5RgREREaNmyY5s6dqz//%2Bc%2BqrKxUr169NGzYMI0ePVoxMTFe20dFRSkrK0uSlJOToxEjRnjmAgMD1aJFC2VlZSk8PFzl5eVet2/VqpXKysq0d%2B9eXXPNNT6tLzc3V3l5eV5jLlewIiMjf23k06pf/4Jc4b1gXC7f1ludy9/y%2BcKp2ZyaSyKbP3JqLsm52ZyYy3rBCgwMVFFRUY3xgwcPyu12WzlGVVWVgoKC9Mgjj2jQoEHat2%2BfHnjgAc2bN0/FxcU1jhMUFKSSkhJJOuN89bqDg4M9c9Xbnsv7sJYvX17j1bq0tDSNGTPG95AOFBFxbl9AGxZm53ypi5yazam5JLL5I6fmkpybzUm5rBesm266SU8%2B%2BaSefvppz9iePXuUnp6uG2%2B80cox3n//fa1fv17vvfeeJCk6OlppaWlKT0/X9ddfr7KyMq/ty8rKPN8u73a7f3G%2BuliVlpZ6tq%2B%2BNBgaGurz%2BlJTU5WYmOg15nIFq6DA7pvl/a3p%2B5q/fv0AhYW5deJEqSorqy7wqi4up2Zzai6JbP7Iqbkk52a7kLnO9Y97W6wXrMmTJ%2Bvee%2B9V165dZYxRSkqKioqKdPXVV2vSpElWjnHo0CHPJwaruVwuBQYGKiYmRrt27fKay8nJUdu2bSX9WMays7PVs2dPSVJ5ebn27t2rmJgYtWzZUoGBgcrJydF1110n6cdyWH0Z0VeRkZE1Lgfm5RWqosI5D4Zf41zzV1ZWOfY%2Bc2o2p%2BaSyOaPnJpLcm42J%2BWy/hJIaGio3njjDb366quaOHGi7rvvPr344otatWqVwsPDrRyje/fuysvL04svvqjKykodOHBACxYsUHJysvr376%2BtW7dq3bp1qqio0Lp167R161bdeuutkqSBAwdq6dKlysrK0smTJ/Xkk0%2BqadOm6tChg9xut/r06aOMjAzl5%2BcrPz9fGRkZ6tevn4KCgqysHQAAOJ/1V7CqdenSRV26dLkg%2B46KitLChQv1zDPP6OWXX1ajRo3Uv39/paWlqUGDBnr%2B%2BeeVkZGhqVOn6oorrtBzzz2nli1bSpIGDRqkwsJCpaWlKT8/X%2B3atdPChQs9n3icPn265s6dq%2BTkZJWXl6tXr1565JFHLkgOAADgTPVM9fccWJKYmKh69er94vx/679FmJdn/x%2B/drkClJSx2fp%2BL5R3x3bzaTuXK0ARESEqKCh2zEvF1Zyazam5JLL5I6fmkpyb7ULmataskdX9%2Bcr6K1i/%2B93vvApWeXm59u3bp02bNmns2LG2DwcAAFDnWC9Yo0ePPu340qVLtX37dv3hD3%2BwfUgAAIA65aJ9zr9nz57auHHjxTocAABArbloBWvr1q1q2LDhxTocAABArbF%2BifDnlwCNMSoqKtLu3bu5PAgAAP4rWC9Yl19%2BeY1PEQYGBuquu%2B5ScnKy7cMBAADUOdYL1pw5c2zvEgAAwK9YL1jbtm3zeduOHTvaPjwAAECts16whg0bJmOM579q1ZcNq8fq1aunb775xvbhAQAAap31gvXcc89p9uzZmjx5sjp37qzAwEDt3LlTM2bM0B133OH5R5YBAACcyvrXNMydO1fTp0/XTTfdpNDQUDVs2FCdOnXSY489pldffVVXXHGF5z8AAAAnsl6wcnNzddlll9UYDw0NVUFBge3DAQAA1DnWC1ZsbKyeeuopFRUVecaOHz%2BuJ554Ql26dLF9OAAAgDrH%2Bnuwpk2bprvuuks9evRQixYtJEnfffedmjVrptdff9324QAAAOoc6wWrVatWWrdundauXas9e/ZIku644w717dtXbrfb9uEAAADqHOsFS5LCwsI0ePBgff/997ryyisl/fht7gAAAP8NrL8HyxijjIwMdezYUf369dPhw4c1efJkTZkyReXl5bYPBwAAUOdYL1hLlizRW2%2B9penTp6tBgwaSpJtuukn/%2BMc/9Oyzz9o%2BHAAAQJ1jvWAtX75cjz76qFJSUjzf3n7LLbcoPT1d77zzju3DAQAA1DnWC9b333%2Bva665psZ469atdfToUduHAwAAqHOsF6wrrrhCX375ZY3xjRs3et7wDgAA4GTWP0U4fPhw/c///I%2BOHDkiY4y2bNmiN954Q0uWLNGUKVNsHw4AAKDOsV6wBg4cqIqKCi1YsEBlZWV69NFH1aRJE40bN06333677cMBAADUOdYL1ttvv63f/va3Sk1NVX5%2BvowxatKkie3DAAAA1FnW34P1%2BOOPe97Mfskll1CuAADAfx3rBatFixbavXu37d0CAAD4DeuXCKOjozVhwgS9/PLLatGihRo2bOg1P3v2bNuHBAAAqFOsF6z9%2B/crPj5ekpSXl2d79wAAAHWelYI1e/ZsPfjggwoODtaSJUts7BIAAMBvWXkP1uuvv67S0lKvseHDhys3N9fG7gEAAPyKlYJljKkx9vnnn%2BvkyZM2dg8AAOBXrH%2BK8GI5fvy4Jk2apISEBHXs2FGjRo3yvGK2c%2BdODR48WHFxcUpMTNSKFSu8brtmzRolJSUpNjZWKSkp2rFjh2eusrJSc%2BfOVdeuXRUXF6eRI0fyShwAADgnfluwRo8erZKSEr3//vv68MMPVb9%2BfT3yyCP64YcfdN9992nAgAHatm2b0tPTNXv2bM%2B/j5iZmamZM2dqzpw52rZtm/r376%2BRI0d6LnEuWLBAH3/8sVatWqXNmzcrKChI06ZNq82oAADAz1grWPXq1bO1q7P6%2BuuvtXPnTs2ZM0dhYWEKDQ3VzJkzNWHCBG3YsEHh4eEaMmSIXC6XunTpouTkZC1btkyStGLFCvXt21fx8fEKDAzUsGHDFBERoXXr1nnmR4wYocsuu0yhoaGaOnWqNm3apAMHDly0fAAAwL9Z%2B5qGxx9/3Os7r8rLy/XEE08oJCTEazsb34P15ZdfKioqSm%2B%2B%2Bab%2B8pe/qLS0VDfccIMmT56s7OxsxcTEeG0fFRWllStXSpJycnI0cODAGvNZWVkqLCzU4cOHvW7ftGlTNW7cWLt379aVV1553msHAADOZ6VgdezYscZ3XsXFxamgoEAFBQU2DuHlhx9%2B0O7du9W2bVutWbNGZWVlmjRpkiZPnqymTZvK7XZ7bR8UFKSSkhJJUnFx8S/OFxcXS5KCg4NrzFfP%2BSI3N7fG/eFyBSsyMtLnffiifn3/usLrcvm23upc/pbPF07N5tRcEtn8kVNzSc7N5sRcVgrWxf7uqwYNGkiSpk6dqoYNGyo0NFRjx47VbbfdppSUFJWVlXltX1ZW5nklze12n3Y%2BIiLCU7x%2B/pUTP729L5YvX6758%2Bd7jaWlpWnMmDE%2B78OJIiJ8vw8lKSzMffaN/JRTszk1l0S1RVnDAAAcFklEQVQ2f%2BTUXJJzszkpl/Vvcr8YoqKiVFVVpfLycs9lyaqqKknSNddco//7v//z2j4nJ0fR0dGSfvynfLKzs2vM9%2BjRQ40bN1bz5s2Vk5PjuUyYl5en48eP17jseCapqalKTEz0GnO5glVQ4PurYL7wt6bva/769QMUFubWiROlqqysusCruricms2puSSy%2BSOn5pKcm%2B1C5jrXP%2B5t8cuC1bVrV1155ZV6%2BOGHNXv2bJ08eVJPP/20brrpJvXr10/z5s3T4sWLNWTIEG3fvl1r167VCy%2B8IEkaNGiQ0tLS1KdPH8XHx2vZsmU6duyYkpKSJEkpKSlasGCB2rVrp4iICM2aNUudOnXSVVdd5fP6IiMja1wOzMsrVEWFcx4Mv8a55q%2BsrHLsfebUbE7NJZHNHzk1l%2BTcbE7K5ZcFKzAwUEuWLNGcOXPUu3dvnTx5UomJiZo6darCwsL06quvKj09XfPmzdMll1yiadOmqXPnzpKkLl26aPr06ZoxY4aOHDmiqKgoLVq0SOHh4ZJ%2BvJRXUVGhIUOGqLi4WAkJCXrmmWdqMy4AAPAz9czpvoYd1uXlFVrfp8sVoKSMzdb3e6G8O7abT9u5XAGKiAhRQUGxY/6SqebUbE7NJZHNHzk1l%2BTcbBcyV7Nmjazuz1f%2B9SYeAAAAP0DBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJb5fcGqrKzU0KFD9dBDD3nGNm7cqOTkZMXGxqpPnz768MMPvW6zaNEi9ejRQ7GxsRo6dKi%2B/fZbz1xJSYmmTJmihIQExcfHa9KkSSouLr5oeQAAgP/z%2B4I1f/58ffbZZ56f9%2B7dq9GjR%2BvBBx/UZ599ptGjR2vs2LE6cuSIJGnNmjVasmSJXnnlFWVmZqpNmzYaM2aMjDGSpJkzZ%2BrQoUNav369NmzYoEOHDikjI6NWsgEAAP/k1wVry5Yt2rBhg26%2B%2BWbP2Jo1a9ShQwfddNNNcrlcuuWWW9SxY0ctX75ckvTmm2/qjjvuUHR0tBo2bKjx48fr4MGDyszMVGlpqdauXasxY8YoPDxcTZo00YQJE7R69WqVlpbWVkwAAOBn/LZgHTt2TFOnTtWTTz4pt9vtGc/JyVFMTIzXtlFRUcrKyjrtfGBgoFq0aKGsrCzt27dP5eXlXvOtWrVSWVmZ9u7de2EDAQAAx3DV9gJ%2BjaqqKk2cOFF33323rr76aq%2B54uJir8IlSUFBQSopKTnrfFFRkSQpODjYM1e97bm8Dys3N1d5eXleYy5XsCIjI33ehy/q1/evfuxy%2Bbbe6lz%2Bls8XTs3m1FwS2fyRU3NJzs3mxFx%2BWbAWLlyoBg0aaOjQoTXm3G63ysrKvMbKysoUEhJy1vnqYlVaWurZvvrSYGhoqM/rW758uebPn%2B81lpaWpjFjxvi8DyeKiAg5p%2B3Dwtxn38hPOTWbU3NJZPNHTs0lOTebk3L5ZcF66623lJubqw4dOkiSpzB98MEHGjJkiHbt2uW1fU5Ojtq2bStJio6OVnZ2tnr27ClJKi8v1969exUTE6OWLVsqMDBQOTk5uu666yRJe/bs8VxG9FVqaqoSExO9xlyuYBUU2P00or81fV/z168foLAwt06cKFVlZdUFXtXF5dRsTs0lkc0fOTWX5NxsFzLXuf5xb4tfFqz33nvP6%2Bfqr2iYM2eO9uzZo9dee03r1q3TzTffrA0bNmjr1q2aOnWqJGngwIF67rnn1KNHD7Vs2VJPP/20mjZtqg4dOigwMFB9%2BvRRRkaGnn32WUlSRkaG%2BvXrp6CgIJ/XFxkZWeNyYF5eoSoqnPNg%2BDXONX9lZZVj7zOnZnNqLols/sipuSTnZnNSLr8sWGfSqlUrPf/888rIyNDUqVN1xRVX6LnnnlPLli0lSYMGDVJhYaHS0tKUn5%2Bvdu3aaeHChQoMDJQkTZ8%2BXXPnzlVycrLKy8vVq1cvPfLII7UZCQAA%2BJl6pvoLoHBB5eUVWt%2BnyxWgpIzN1vd7obw7tptP27lcAYqICFFBQbFj/pKp5tRsTs0lkc0fOTWX5NxsFzJXs2aNrO7PV/71Jh4AAAA/QMECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAlvltwcrKytLdd9%2BtTp06qVu3bpo0aZLy8/MlSTt37tTgwYMVFxenxMRErVixwuu2a9asUVJSkmJjY5WSkqIdO3Z45iorKzV37lx17dpVcXFxGjlypHJzcy9qNgAA4N/8smCVlZXp3nvvVVxcnP75z3/qb3/7m44fP66HH35YP/zwg%2B677z4NGDBA27ZtU3p6umbPnq0vv/xSkpSZmamZM2dqzpw52rZtm/r376%2BRI0eqtLRUkrRgwQJ9/PHHWrVqlTZv3qygoCBNmzatNuMCAAA/45cF6%2BDBg7r66quVlpamBg0aKCIiQqmpqdq2bZs2bNig8PBwDRkyRC6XS126dFFycrKWLVsmSVqxYoX69u2r%2BPh4BQYGatiwYYqIiNC6des88yNGjNBll12m0NBQTZ06VZs2bdKBAwdqMzIAAPAjflmwfvOb3%2Bjll19W/fr1PWPr169XmzZtlJ2drZiYGK/to6KilJWVJUnKycn5xfnCwkIdPnzYa75p06Zq3Lixdu/efQETAQAAJ3HV9gLOlzFGzzzzjD788EMtXbpUr7/%2Butxut9c2QUFBKikpkSQVFxf/4nxxcbEkKTg4uMZ89ZwvcnNzlZeX5zXmcgUrMjLS5334on59/%2BrHLpdv663O5W/5fOHUbE7NJZHNHzk1l%2BTcbE7M5dcFq6ioSFOmTNGuXbu0dOlStW7dWm63W4WFhV7blZWVKSQkRJLkdrtVVlZWYz4iIsJTvKrfj3W62/ti%2BfLlmj9/vtdYWlqaxowZ4/M%2BnCgiwvf7UJLCwtxn38hPOTWbU3NJZPNHTs0lOTebk3L5bcHav3%2B/RowYocsvv1wrV67UJZdcIkmKiYnRxx9/7LVtTk6OoqOjJUnR0dHKzs6uMd%2BjRw81btxYzZs397qMmJeXp%2BPHj9e4rHgmqampSkxM9BpzuYJVUOD7q2C%2B8Lem72v%2B%2BvUDFBbm1okTpaqsrLrAq7q4nJrNqbkksvkjp%2BaSnJvtQuY61z/ubfHLgvXDDz/orrvuUufOnZWenq6AgP9XNJKSkvTEE09o8eLFGjJkiLZv3661a9fqhRdekCQNGjRIaWlp6tOnj%2BLj47Vs2TIdO3ZMSUlJkqSUlBQtWLBA7dq1U0REhGbNmqVOnTrpqquu8nl9kZGRNS4H5uUVqqLCOQ%2BGX%2BNc81dWVjn2PnNqNqfmksjmj5yaS3JuNifl8suCtXr1ah08eFDvvvuu3nvvPa%2B5HTt26NVXX1V6errmzZunSy65RNOmTVPnzp0lSV26dNH06dM1Y8YMHTlyRFFRUVq0aJHCw8Ml/Xgpr6KiQkOGDFFxcbESEhL0zDPPXPSMAADAf9UzxpjaXsR/g7y8wrNvdI5crgAlZWy2vt8L5d2x3XzazuUKUEREiAoKih3zl0w1p2Zzai6JbP7Iqbkk52a7kLmaNWtkdX%2B%2B8q838QAAAPgBChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIJ1GseOHdOoUaPUoUMHJSQkKD09XRUVFbW9LAAA4CcoWKcxduxYBQcHa/PmzVq5cqW2bNmixYsX1/ayAACAn6Bg/cy%2Bffu0detWTZw4UW63W1deeaVGjRqlZcuW1fbSAACAn6Bg/Ux2drbCw8PVvHlzz1irVq108OBBnThxohZXBgAA/IWrthdQ1xQXF8vtdnuNVf9cUlKisLCws%2B4jNzdXeXl5XmMuV7AiIyPtLVRS/fr%2B1Y9dLt/WW53L3/L5wqnZnJpLIps/cmouybnZnJiLgvUzwcHBKi0t9Rqr/jkkJMSnfSxfvlzz58/3GnvggQc0evRoO4v8/%2BXm5uquS7OVmppqvbzVptzcXP3v/77suFySc7M5NZdENn/k1FySc7M5MZdzqqIl0dHROn78uI4ePeoZ27Nnjy699FI1atTIp32kpqZq9erVXv%2BlpqZaX2teXp7mz59f49Uyf%2BfUXJJzszk1l0Q2f%2BTUXJJzszkxF69g/UyLFi0UHx%2BvWbNm6bHHHlNBQYFeeOEFDRo0yOd9REZGOqaBAwCAc8crWKcxb948VVRUqFevXrrtttt0ww03aNSoUbW9LAAA4Cd4Bes0mjZtqnnz5tX2MgAAgJ%2BqP2PGjBm1vQj8eiEhIerUqZPPb8D3F07NJTk3m1NzSWTzR07NJTk3m9Ny1TPGmNpeBAAAgJPwHiwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsP3Xs2DGNGjVKHTp0UEJCgtLT01VRUVHby1JWVpbuvvtuderUSd26ddOkSZOUn58vSZo%2Bfbratm2ruLg4z3/Lly/33HbRokXq0aOHYmNjNXToUH377beeuZKSEk2ZMkUJCQmKj4/XpEmTVFxc7Jn/7rvvdNdddykuLk7du3fXiy%2B%2BaD3bunXrdO2113qtf%2BLEiZKkjRs3Kjk5WbGxserTp48%2B/PBDr9vW5Wxvv/22V6a4uDi1bdtWbdu2lSTde%2B%2B9ateundf8pk2bJEmVlZWaO3euunbtqri4OI0cOVK5ubmefZ/tPN25c6cGDx6suLg4JSYmasWKFVYy5efnKykpSZmZmT4fa82aNUpKSlJsbKxSUlK0Y8cOz1xdynm6bOvXr9ett96q66%2B/XomJiZo/f76qqqo883369NF1113n9Tvcs2ePpPM//8527p9Prtp8zrCV63TZHn300RqPuWuuuUbDhw%2BXJFVVVSkuLk6xsbFe25SUlEg6//PtTOe6L870PO%2BUx5kVBn7pzjvvNOPHjzclJSVm//79pm/fvmbRokW1uqbS0lLTrVs38%2Byzz5qTJ0%2Ba/Px8M2LECPPHP/7RGGPM7373O7N69erT3nb16tXmhhtuMP/%2B979NWVmZmT17tunbt6%2Bpqqoyxhjz0EMPmbvuussUFBSYo0ePmjvvvNPMmDHDGGPMqVOnzM0332yeeOIJc/LkSbNr1y7TvXt3s27dOqv55syZYx566KEa4999951p166def/99015ebl55513TPv27c3hw4f9JttPHT582HTr1s389a9/NcYYk5CQYDIzM0%2B77XPPPWeSk5PNwYMHTWFhoRk7dqwZMWKEZ/5M5%2Bnx48dNp06dzNKlS015ebn55JNPTFxcnNm5c%2Bd5rf%2Bzzz4zN910k4mJiTGffvqpT8f69NNPTVxcnPnss8/MqVOnzGuvvWYSEhJMSUlJncp5umxfffWVad%2B%2BvfnHP/5hKisrTU5OjunZs6d55ZVXjDHGFBYWmtatW5vvv//%2BtPs8n/PvbOf%2B%2BeQypvaeM2zlOlO2n9q8ebPp1KmT%2Bfe//22MMWb37t2mTZs25uTJk6fd/nzOt7Od62dzpud5pzzObKFg%2BaG9e/eamJgYrwf7O%2B%2B8Y2688cZaXJUxe/bsMcOHDzcVFRWesQ8%2B%2BMBcf/315uTJk6ZNmzaeJ5Cf%2B/3vf28WLFjg%2BfnUqVMmLi7ObNmyxZSUlJg2bdqY7du3e%2Ba/%2BOIL0759e1NSUmI%2B/vhjExsb6/VktHDhQjNkyBCr%2BYYMGWKWLl1aY/ypp54yd999t9fY8OHDzbPPPus32apVVVWZoUOHmqlTpxpjjNm/f7%2B5%2BuqrTWFh4Wm379Gjh3n77bc9P%2Bfl5ZnWrVub/fv3n/U8ffPNN83NN9/stb9HH33UTJo06Vevf/Xq1ebGG28077zzjtf/0M52rPHjx5tp06Z5zf/2t781K1eurDM5fynbe%2B%2B9Z2bNmuW17axZs8z9999vjDFmy5YtJiEh4bT7PN/z72zn/vnkqs3nDBu5zpTtp44dO2YSEhLMW2%2B95RlbuXKlSUlJOe0%2Bz/d8O9u5fjZnep53wuPMJi4R%2BqHs7GyFh4erefPmnrFWrVrp4MGDOnHiRK2t6ze/%2BY1efvll1a9f3zO2fv16tWnTRllZWaqoqNC8efPUtWtX9e7dWy%2B99JLnMkZOTo5iYmI8twsMDFSLFi2UlZWlffv2qby83Gu%2BVatWKisr0969e5Wdna2WLVuqQYMGnvmoqChlZWVZy1ZVVaVdu3bpo48%2BUs%2BePdWjRw898sgj%2BuGHH2qs/efHr%2BvZfuqtt95STk6OHnroIUnSV199pZCQEI0bN06dO3dWv379tHLlSklSYWGhDh8%2B7LX2pk2bqnHjxtq9e/dZz9Ps7Owz3m%2B/Rvfu3fX%2B%2B%2B/rlltu8Ro/27HO9DusKzl/KVvv3r01ZcoUz89lZWX66KOP1KZNG0k//g7dbrfuvPNOJSQkKCUlxXO563zPv7Od%2B%2BeTqzafM2zkOlO2n8rIyFDbtm3Vv39/z9hXX32lkydPauDAgercubOGDBmizz//XNLZn//P51z3xZme553wOLPJVWtHxq9WXFwst9vtNVb9c0lJicLCwmpjWV6MMXrmmWf04YcfaunSpTp69Kg6deqkoUOH6qmnntI333yjtLQ0BQQE6N577z1tpqCgIJWUlKioqEiSFBwc7Jmr3ra4uPgX74/q9yvYkJ%2Bfr2uvvVa9e/fWvHnzVFBQoMmTJ2vixIk6derUL669eo11OVu1qqoqLViwQPfff79CQ0MlSadOnVJsbKzGjRun6OhoZWZmavTo0QoJCVFcXFyNtVdnq36vy5nO0zPdL79Ws2bNTjt%2BtmOdab46S23n/KVsP1VUVKQHH3xQQUFBGjZsmCSpXr16ateunf70pz/p8ssv13vvvafRo0dr6dKlnvev/Nrzz0a2X8pVWFhYa88ZF%2Bt3duDAAb399ts13isUFBSk9u3b68EHH1Tjxo21bNkyDR8%2BXG%2B//fZZn//P51w/Vz9/nn/99df9/nFmEwXLDwUHB6u0tNRrrPrnkJCQ2liSl6KiIk2ZMkW7du3S0qVL1bp1a7Vu3VrdunXzbNO%2BfXvdddddWrdune6991653W6VlZV57aesrEwhISGeB1xpaaknX3Xe0NDQX7w/bN4XTZs21bJlyzw/u91uTZw4UbfddpsSEhJ%2Bce3V29blbNUyMzOVm5urQYMGecYGDBigAQMGeH7u3r27BgwYoHfffVddu3b1Wu/Psxljznieut1uFRYWnva2tp3tWL/0O4qIiPA8adf1nN9%2B%2B63GjBmjJk2a6PXXX/eU5Hvvvddru/79%2B%2Btvf/ub1q9fr%2BTkZM96f835d6Zz%2B3x169at1p4zLmSun1q1apXnDe4/Vf0KcrXhw4dr9erV2rhxo5o3b35e59uZzvVzcbrn%2Bf%2BGx9m54BKhH4qOjtbx48d19OhRz9iePXt06aWXqlGjRrW4Mmn//v0aOHCgioqKtHLlSrVu3VqS9MEHH%2BiNN97w2vbUqVMKCgqS9GOm7Oxsz1x5ebn27t2rmJgYtWzZUoGBgcrJyfHM79mzx3NJIDo6Wnv37vX6NElOTo6io6Ot5crKylJGRoaMMV7rDwgIUPv27b3W/vPj1/Vs1davX6%2BkpCSvvyBXrlypd99912u7U6dOqWHDhmrcuLGaN2/utfa8vDwdP35cMTExZz1PY2Jizni/2XS2Y/38d/TTeX/IuXHjRg0ePFg33HCDXnnlFTVu3Ngz98orr2jLli1e21f/Ds/3/LuQ2WrzOeNinZsbNmzQrbfeWmP86aef1r/%2B9S%2Bvserf2fmeb2c61331S8/zTn%2BcnbNae/cXzsvtt99uxo0bZwoLCz2fppg3b16trun48ePmxhtvNA899JCprKz0mtuwYYNp3769%2BeSTT0xVVZX5/PPPTUJCgueTam%2B%2B%2Baa54YYbzDfffOP5RFBSUpI5deqUMcaYCRMmmDvvvNMcO3bMHDt2zNx5551m8uTJxhhjysvLTWJiopkzZ44pKysz33zzjenevbtZtWqVtWyHDh0ysbGx5qWXXjLl5eXmP//5j7ntttvMww8/bHJycky7du3MO%2B%2B84/nEUbt27cy3337rF9mq9evXz7z55pteY6%2B99prp0qWL2bVrl6msrDQffvihad%2B%2Bvdm2bZsxxpinn37a9OvXz%2Bzfv9/zqZ8777zTc/sznaf5%2BfmmQ4cO5rXXXjOnTp0yW7Zs8bxJ2Yafvqn4bMeq/sTRli1bPJ9u6tixoykoKKiTOX%2BabceOHaZNmzZmxYoVp9125syZpnfv3mb//v2mvLzcrFixwrRv397s3bvXGHN%2B59/Zzv3zyVWbzxm2c/08mzE/nhcxMTGe38NP3X///eaOO%2B4wubm55uTJk%2Ba5554znTt39pyP53O%2Bne1cP5szPc877XF2vihYfiovL8%2BMHj3adOrUyXTu3NnMmTPH61MdteHVV181MTEx5rrrrjOxsbFe/xljzF/%2B8hdz8803m%2Buuu8706tXL6xN5VVVV5pVXXjGJiYkmNjbWDB061OvJrLCw0EybNs107drVdOzY0Tz00EOmuLjYM793715zzz33mPj4eHPDDTeYhQsXWs%2BXmZlpUlNTTVxcnOncubOZOXOmKSsrM8YYs2nTJtO/f38TGxtr%2Bvbtaz766CO/ymaMMbGxsV7rrl77888/b3r27Gnat29v%2Bvbta959913P/KlTp8wTTzxhbrjhBnP99debkSNHmqNHj3rmz3aefvnll577tFevXlaL48//h3a2Y/31r381vXv3NrGxsWbQoEHmiy%2B%2BqLM5f5rtj3/8o2ndunWNx9zw4cONMT9%2BGi89Pd10797dXHfddWbgwIFe98v5nn9nOvfPJ5cxtfucYTPX6bJ9%2BeWXJiYmxpSWltbYtqCgwDz00EOmS5cunmzffPONZ/58z7cznetnc7bneSc9zs5XPWN%2Bcs0DAAAA5433YAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAlv1/q9RQ1aaJYAMAAAAASUVORK5CYII%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-4118016735810123783\">\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\">10410</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\">772</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\">631</td>\n",
       "        <td class=\"number\">4.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1000.0</td>\n",
       "        <td class=\"number\">370</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\">349</td>\n",
       "        <td class=\"number\">2.4%</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\">296</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\">100.0</td>\n",
       "        <td class=\"number\">218</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\">10.0</td>\n",
       "        <td class=\"number\">189</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\">30.0</td>\n",
       "        <td class=\"number\">186</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\">178</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 (58)</td>\n",
       "        <td class=\"number\">1251</td>\n",
       "        <td class=\"number\">8.4%</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-4118016735810123783\">\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\">10410</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\">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\">0.5</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\">2.0</td>\n",
       "        <td class=\"number\">5</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">3.0</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\">50000.0</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\">60000.0</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\">70000.0</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\">100000.0</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\">200000.0</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_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>0.1%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable2226091449509819682\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Lake Victoria</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: 17.7%\">\n",
       "            2623\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: 14.8%\">\n",
       "            2203\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: 13.5%\">\n",
       "            2011\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: 54.0%\">\n",
       "            8013\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=\"#freqtable2226091449509819682, #minifreqtable2226091449509819682\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable2226091449509819682\">\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\">2623</td>\n",
       "        <td class=\"number\">17.7%</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\">2203</td>\n",
       "        <td class=\"number\">14.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:84%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Rufiji</td>\n",
       "        <td class=\"number\">2011</td>\n",
       "        <td class=\"number\">13.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:76%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Internal</td>\n",
       "        <td class=\"number\">1857</td>\n",
       "        <td class=\"number\">12.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:71%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Lake Tanganyika</td>\n",
       "        <td class=\"number\">1620</td>\n",
       "        <td class=\"number\">10.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:62%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Wami / Ruvu</td>\n",
       "        <td class=\"number\">1590</td>\n",
       "        <td class=\"number\">10.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:61%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Lake Nyasa</td>\n",
       "        <td class=\"number\">1247</td>\n",
       "        <td class=\"number\">8.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:48%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Ruvuma / Southern Coast</td>\n",
       "        <td class=\"number\">1094</td>\n",
       "        <td class=\"number\">7.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:42%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Lake Rukwa</td>\n",
       "        <td class=\"number\">605</td>\n",
       "        <td class=\"number\">4.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:23%\">&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_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>0.4%</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>1289.7</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>35.4%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram5738978177180384227\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAAQZJREFUeJzt3MEJwlAURUEjlmQR9uTanizCnp4NyAEF%2BSHM7D/czeGtkm1m5gR8dF49APbssnoAx3W9P79%2B83rc/rDkdy4IBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFA2N1PG47woT/H4YJAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFA2GZmVo%2BAvXJBIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAILwB6q0OkTDQrqEAAAAASUVORK5CYII%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives5738978177180384227,#minihistogram5738978177180384227\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives5738978177180384227\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles5738978177180384227\"\n",
       "                                                  aria-controls=\"quantiles5738978177180384227\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram5738978177180384227\" aria-controls=\"histogram5738978177180384227\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common5738978177180384227\" aria-controls=\"common5738978177180384227\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme5738978177180384227\" aria-controls=\"extreme5738978177180384227\"\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=\"quantiles5738978177180384227\">\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>955.24</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.74066</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.6284</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>1289.7</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>913.65</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-0.60938</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>19152169</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>912490</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>116.1 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=\"histogram5738978177180384227\">\n",
       "            <img 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ACg/WCFRcXp7/%2B9a/Kzc21vWuPL774Qjt37tS8efMUFhamRo0aafbs2Zo0aZLWr1%2Bvpk2batiwYXK5XOrRo4cSExO1cuVKSdKqVas0YMAAde7cWUFBQRo5cqTCw8OVmZnpmb/vvvt05ZVXqlGjRpo%2Bfbo%2B/vhjHTx48KLlAQAAgcVle4cPPvig3nrrLb300kvq2LGjkpOTNWDAADVu3NjaMXbt2qWIiAi9/vrr%2Bvvf/66ysjLdeOONmjp1qnJychQVFeW1fUREhDIyMiRJubm5Sk5OrjWfnZ2toqIiHT582Ov2zZs3V5MmTbRnzx5dffXVdVpfXl6e8vPzvcZcrhC1bNnyl8T9SQ0a1Pf6b6Agl7MEai4pcLORy1kCNdeZXK7Ayme9YN1xxx264447tG/fPq1Zs0ZLly7V3Llz1bdvXyUnJ6tnz54XfIwTJ05oz5496tChg9asWaPy8nJNmTJFU6dOVfPmzeV2u722Dw4OVmlpqSSppKTkJ%2BdLSkokSSEhIbXma%2BbqIj09XYsXL/YaGzt2rMaPH1/nfZyPsDD3uTdyIHI5S6DmkgI3G7mcJVBz1QgPD/X1EqyyXrBqtG7dWhMnTtSDDz6ol19%2BWc8//7wyMzN15ZVXavjw4frDH/6gBg0a/KJ9X3bZZZKk6dOnq2HDhmrUqJEmTJig22%2B/XUlJSSovL/favry8XKGhP9xxbrf7rPPh4eGe4lVzPdbZbl8XKSkpio%2BP9xpzuUJUWFj3klYXDRrUV1iYWydPlqmqqtrqvn2JXM4SqLmkwM1GLmcJ1Fxnsv0aWcNXxe2iFaydO3fqzTffVGZmpk6fPq2EhAQlJSXpyJEjeuaZZ/T555/rqaee%2BkX7joiIUHV1tSoqKtSwYUNJUnX1D//TXXfddfrf//1fr%2B1zc3MVGRkpSYqMjFROTk6t%2Bbi4ODVp0kStWrVSbm6u5zRhfn6%2Bjh8/Xuu0489p2bJlrdOB%2BflFqqy8OA%2BMqqrqi7ZvXyKXswRqLilws5HLWQI1V41Ay2b9hOfzzz%2Bvfv36KSUlRV988YUmTpyoTZs2acGCBerRo4cGDx6sP/3pT9qwYcMvPkbPnj119dVX689//rNKSkpUUFCgp59%2BWn379tXAgQN19OhRLV%2B%2BXBUVFdq6davWrl3rue5qyJAhWrt2rbZu3aqKigotX75cx44dU0JCgiQpKSlJS5Ys0cGDB1VcXKw5c%2BaoW7duuuaaa6z8%2BQAAgMBn/R2sFStWaNCgQRoyZIgiIiLOuk3btm01adKkX3yMoKAgvfrqq5o3b5769eunU6dOKT4%2BXtOnT1dYWJheeuklpaamatGiRWrWrJlmzJih7t27S5J69OihmTNnatasWTpy5IgiIiK0dOlSNW3aVNIP10pVVlZq2LBhKikpUWxsrBYuXPiL1woAAP7z1DPGGJs7rKysVHFxsY4fP67WrVtLkjIzM9WjRw%2BFh4fbPJSj5OcXWd%2Bny1Vf4eGhKiwsCai3VsnlLIGaSwrcbORylgvJ1X/h5ou0Kvvem9Drouy3RQt732JwPqyfIvzyyy/Vr18/paene8YWLFigxMREff3117YPBwAA4HesF6y//vWvuuWWWzRx4kTP2Icffqi4uDjNmzfP9uEAAAD8jvWCtXv3bt1///2er1KQpAYNGuj%2B%2B%2B/XZ599ZvtwAAAAfsd6wWrUqJEOHDhQa/zw4cMKDg62fTgAAAC/Y71g9evXT7NmzdK//vUvFRcXq6SkRFu3btXjjz/u%2BSoEAACAQGb9axoefvhhHTx4UPfcc4/q1avnGU9ISNCUKVNsHw4AAMDvWC9YbrdbL7zwgr799lvt2bNHQUFBatu2recrGwAAAALdRfunctq0aaM2bdpcrN0DAAD4LesF69tvv9Xjjz%2BuTz/9VBUVFbXmv/rqK9uHBAAA8CvWC9asWbN06NAhTZo0SY0b%2B%2BbbUwEAAHzJesHasWOH/va3vykmJsb2rgEAABzB%2Btc0hIeHKzQ01PZuAQAAHMN6wRo%2BfLieeuopFRXZ/8eNAQAAnMD6KcKNGzfqs88%2BU2xsrC6//HKvfzJHkv7v//7P9iEBAAD8ivWCFRsbq9jYWNu7BQAAcAzrBevBBx%2B0vUsAAABHsX4NliRlZ2dr2rRp%2Bv3vf68jR45o5cqVysrKuhiHAgAA8DvWC9YXX3yhoUOH6rvvvtMXX3yh06dP66uvvtI999yjDRs22D4cAACA37F%2BijAtLU333HOPJk6c6PkurCeeeEKNGzfW4sWL1adPH9uH/I/WZfr7vl5Cnb03oZevlwAAwCVxUd7BGjx4cK3xO%2B64Q998843twwEAAPgd6wUrKChIxcXFtcYPHTokt9tt%2B3AAAAB%2Bx3rB6tu3r5588kkVFhZ6xvbu3avU1FTddNNNtg8HAADgd6wXrKlTp6q8vFw9e/ZUWVmZkpKSNHDgQLlcLk2ZMsX24QAAAPyO9YvcGzVqpNdee01btmzRl19%2BqerqakVFRenGG29U/foX5VshAAAA/Ir1glWjR48e6tGjx8XaPQAAgN%2ByXrDi4%2BNVr169n5zn3yIEAACBznrBuu2227wKVkVFhfbv36%2BPP/5YEyZMsH04AAAAv2O9YI0bN%2B6s4ytWrNCnn36qP/zhD7YPCQAA4Fcu2VXnffr00caNGy/V4QAAAHzmkhWsbdu2qWHDhpfqcAAAAD5j/RThmacAjTEqLi7Wnj17OD0IAAD%2BI1gvWL/61a9qfYowKChII0aMUGJiou3DAQAA%2BB3rBWvevHm2dwkAAOAo1gvW9u3b67xt165dbR8eAADA56wXrJEjR8oY4/mpUXPasGasXr16%2Buqrr2wfHgAAwOesF6xnn31Wc%2BfO1dSpU9W9e3cFBQVp586dmjVrlu6880716dPH9iEBAAD8ivWvaZg/f75mzpypvn37qlGjRmrYsKG6deumxx9/XC%2B99JKuuuoqzw8AAEAgsl6w8vLydOWVV9Yab9SokQoLC20fDgAAwO9YL1jR0dF66qmnVFxc7Bk7fvy4FixYoB49etg%2BHAAAgN%2Bxfg3WjBkzNGLECMXFxal169aSpG%2B//VYtWrTQK6%2B8YvtwAAAAfsd6wWrbtq0yMzO1du1a7d27V5J05513asCAAXK73bYPBwAA4HesFyxJCgsL09ChQ/Xdd9/p6quvlvTDt7kDAAD8J7B%2BDZYxRmlpaeratasGDhyow4cPa%2BrUqZo2bZoqKipsHw4AAMDvWC9Yr776qt566y3NnDlTl112mSSpb9%2B%2B%2Bsc//qFnnnnG9uEAAAD8jvWClZ6erscee0xJSUmeb2%2B/9dZblZqaqnfffdf24QAAAPyO9YL13Xff6brrrqs13q5dOx09etT24QAAAPyO9YJ11VVXadeuXbXGN27c6LngHQAAIJBZ/xThqFGj9Je//EVHjhyRMUZbtmzRa6%2B9pldffVXTpk2zfTgAAAC/Y71gJScnq7KyUkuWLFF5ebkee%2BwxXX755Zo4caLuuOMO24cDAADwO9YL1ttvv63f/va3SklJUUFBgYwxuvzyy20fBgAAwG9ZvwbriSee8FzM3qxZM8oVAAD4j2O9YLVu3Vp79uyxvVsAAADHsH6KMDIyUpMmTdKLL76o1q1bq2HDhl7zc%2BfOtX1IAAAAv2L9HawDBw6oc%2BfOCg0NVX5%2Bvr777juvH9uqqqo0fPhwPfLII56xjRs3KjExUdHR0erfv782bNjgdZulS5cqLi5O0dHRGj58uL755hvPXGlpqaZNm6bY2Fh17txZU6ZMUUlJifV1AwCAwGXlHay5c%2BfqoYceUkhIiF599VUbu6yzxYsX65NPPtFVV10lSdq3b5/GjRunp556SjfddJPWr1%2BvCRMmaP369WrVqpXWrFmjV199VcuWLdM111yjp59%2BWuPHj9fatWtVr149zZ49W99//73WrVunqqoqTZgwQWlpaZo5c%2BYlzQUAAJzLyjtYr7zyisrKyrzGRo0apby8PBu7/0lbtmzR%2BvXrdcstt3jG1qxZoy5duqhv375yuVy69dZb1bVrV6Wnp0uSXn/9dd15552KjIxUw4YN9fDDD%2BvQoUPKyspSWVmZ1q5dq/Hjx6tp06a6/PLLNWnSJK1evbpWPgAAgJ9ipWAZY2qN/fvf/9apU6ds7P6sjh07punTp%2BvJJ5%2BU2%2B32jOfm5ioqKspr24iICGVnZ591PigoSK1bt1Z2drb279%2BviooKr/m2bduqvLxc%2B/btu2hZAABAYLF%2BkfulUF1drcmTJ%2Bvuu%2B/Wtdde6zVXUlLiVbgkKTg4WKWlpeecLy4uliSFhIR45mq2PZ/rsPLy8pSfn%2B815nKFqGXLlnXeR100aGD9ErqLyuWq23prcjkt37mQy3kCNRu5nCVQc52prq8RTuHIgvXCCy/osssu0/Dhw2vNud1ulZeXe42Vl5crNDT0nPM1xaqsrMyzfc2pwUaNGtV5fenp6Vq8eLHX2NixYzV%2B/Pg67yMQhYeHntf2YWHuc2/kQORynkDNRi5nCdRcNc73NcLfWStY9erVs7Wrc3rrrbeUl5enLl26SJKnMH344YcaNmyYdu/e7bV9bm6uOnToIOmHr5HIyclRnz59JEkVFRXat2%2BfoqKi1KZNGwUFBSk3N1fXX3%2B9JGnv3r2e04h1lZKSovj4eK8xlytEhYV2P43otL/N1DV/gwb1FRbm1smTZaqqqr7Iq7p0yOU8gZqNXM4SqLnOZPs1soavipu1gvXEE094fedVRUWFFixY4HknqIaN78F6//33vX6v%2BYqGefPmae/evXr55ZeVmZmpW265RevXr9e2bds0ffp0ST/8W4nPPvus4uLi1KZNGz399NNq3ry5unTpoqCgIPXv319paWl65plnJElpaWkaOHCggoOD67y%2Bli1b1jodmJ9fpMrKwH1g1MX55q%2Bqqg7IPzNyOU%2BgZiOXswRqrhqBls1KweratWuta45iYmJUWFiowsJCG4eos7Zt2%2Bq5555TWlqapk%2BfrquuukrPPvus2rRpI0kaMmSIioqKNHbsWBUUFKhjx4564YUXFBQUJEmaOXOm5s%2Bfr8TERFVUVOjmm2/Wo48%2BekkzAAAAZ6tnzvYRQFiXn19kfZ8uV30lpG2yvt%2BL5b0Jveq0nctVX%2BHhoSosLAmov9GQy3kCNRu5nOVCcvVfuPkircq%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%2BerZs6diYmI0evRo5eXlXdJsAADA2RxZsMrLy3XvvfcqJiZG//znP/XOO%2B/o%2BPHj%2BvOf/6wTJ07o/vvv1%2BDBg7V9%2B3alpqZq7ty52rVrlyQpKytLs2fP1rx587R9%2B3YNGjRIo0ePVllZmSRpyZIl2rx5s9544w1t2rRJwcHBmjFjhi/jAgAAh3FkwTp06JCuvfZajR07VpdddpnCw8OVkpKi7du3a/369WratKmGDRsml8ulHj16KDExUStXrpQkrVq1SgMGDFDnzp0VFBSkkSNHKjw8XJmZmZ75%2B%2B67T1deeaUaNWqk6dOn6%2BOPP9bBgwd9GRkAADiIy9cL%2BCV%2B/etf68UXX/QaW7dundq3b6%2BcnBxFRUV5zUVERCgjI0OSlJubq%2BTk5Frz2dnZKioq0uHDh71u37x5czVp0kR79uzR1VdfXaf15eXlKT8/32vM5QpRy5Yt65yxLho0cFY/drnqtt6aXE7Ldy7kcp5AzUYuZwnUXGeq62uEUziyYP2YMUYLFy7Uhg0btGLFCr3yyityu91e2wQHB6u0tFSSVFJS8pPzJSUlkqSQkJBa8zVzdZGenq6e1ZUsAAASRElEQVTFixd7jY0dO1bjx4%2Bv8z4CUXh46HltHxbmPvdGDkQu5wnUbORylkDNVeN8XyP8naMLVnFxsaZNm6bdu3drxYoVateundxut4qKiry2Ky8vV2joD3ec2%2B1WeXl5rfnw8HBP8aq5Hutst6%2BLlJQUxcfHe425XCEqLKx7SasLp/1tpq75GzSor7Awt06eLFNVVfVFXtWlQy7nCdRs5HKWQM11JtuvkTV8VdwcW7AOHDig%2B%2B67T7/61a%2BUkZGhZs2aSZKioqK0efNmr21zc3MVGRkpSYqMjFROTk6t%2Bbi4ODVp0kStWrVSbm6u5zRhfn6%2Bjh8/Xuu0489p2bJlrdOB%2BflFqqwM3AdGXZxv/qqq6oD8MyOX8wRqNnI5S6DmqhFo2Zz1Fsj/d%2BLECY0YMUI33HCDli1b5ilXkpSQkKCjR49q%2BfLlqqio0NatW7V27VrPdVdDhgzR2rVrtXXrVlVUVGj58uU6duyYEhISJElJSUlasmSJDh48qOLiYs2ZM0fdunXTNddc45OsAADAeRz5Dtbq1at16NAhvffee3r//fe95nbs2KGXXnpJqampWrRokZo1a6YZM2aoe/fukqQePXpo5syZmjVrlo4cOaKIiAgtXbpUTZs2lfTDtVKVlZUaNmyYSkpKFBsbq4ULF17yjAAAwLnqGWOMrxfxnyA/v%2BjcG50nl6u%2BEtI2Wd/vxfLehF512s7lqq/w8FAVFpYE1FvG5HKeQM1GLme5kFz9F24%2B90Z%2Boq6vEeerRYvGF2W/5%2BLIU4QAAAD%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%2Bzfv1/btm3T5MmT5Xa7dfXVV2vMmDFauXKlr5cGAAAcgoJ1hpycHDVt2lStWrXyjLVt21aHDh3SyZMnfbgyAADgFC5fL8DflJSUyO12e43V/F5aWqqwsLBz7iMvL0/5%2BfleYy5XiFq2bGlvoZIaNHBWP3a56rbemlxOy3cu5HKeQM1GLmcJ1FxnqutrhFNQsM4QEhKisrIyr7Ga30NDQ%2Bu0j/T0dC1evNhr7MEHH9S4cePsLPL/y8vL04grcpSSkmK9vPlSXl6e/va3F8nlEIGaSwrcbORylgvJ9Unqby/Sqi5cXl6e0tPTA%2B7%2BqhFYddGCyMhIHT9%2BXEePHvWM7d27V1dccYUaN25cp32kpKRo9erVXj8pKSnW15qfn6/FixfXerfM6cjlLIGaSwrcbORyFnI5E%2B9gnaF169bq3Lmz5syZo8cff1yFhYV6/vnnNWTIkDrvo2XLlgHZxgEAQN3wDtZZLFq0SJWVlbr55pt1%2B%2B2368Ybb9SYMWN8vSwAAOAQvIN1Fs2bN9eiRYt8vQwAAOBQDWbNmjXL14vALxcaGqpu3brV%2BQJ8pyCXswRqLilws5HLWcjlPPWMMcbXiwAAAAgkXIMFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyC5VDHjh3TmDFj1KVLF8XGxio1NVWVlZW%2BXtY5ZWdn6%2B6771a3bt3Uq1cvTZkyRQUFBZKkmTNnqkOHDoqJifH8pKene267dOlSxcXFKTo6WsOHD9c333zjqxi1ZGZm6je/%2BY3X2idPnixJ2rhxoxITExUdHa3%2B/ftrw4YNXrf151xvv/22V6aYmBh16NBBHTp0kCTde%2B%2B96tixo9f8xx9/LEmqqqrS/Pnz1bNnT8XExGj06NHKy8vzZRxJUkFBgRISEpSVleUZ27lzp4YOHaqYmBjFx8dr1apVXrdZs2aNEhISFB0draSkJO3YscMz5y85z5Zr3bp1%2Bt3vfqcbbrhB8fHxWrx4saqrqz3z/fv31/XXX%2B91/%2B3du1eSVFpaqmnTpik2NladO3fWlClTVFJS4he5LuS5wl9zPfbYY7Uea9ddd51GjRolSaqurlZMTIyio6O9tiktLZXk%2B9eEn3tuD4TH1y9i4Eh33XWXefjhh01paak5cOCAGTBggFm6dKmvl/WzysrKTK9evcwzzzxjTp06ZQoKCsx9991nHnjgAWOMMbfddptZvXr1WW%2B7evVqc%2BONN5qvv/7alJeXm7lz55oBAwaY6urqSxnhJ82bN8888sgjtca//fZb07FjR/PBBx%2BYiooK8%2B6775pOnTqZw4cPG2P8P9eZDh8%2BbHr16mXefPNNY4wxsbGxJisr66zbPvvssyYxMdEcOnTIFBUVmQkTJpj77rvvUi63lk8%2B%2BcT07dvXREVFma1btxpjjDl%2B/Ljp1q2bWbFihamoqDD/%2Bte/TExMjNm5c6cxxpitW7eamJgY88knn5jTp0%2Bbl19%2B2cTGxprS0lJjjH/kPFuuzz//3HTq1Mn84x//MFVVVSY3N9f06dPHLFu2zBhjTFFRkWnXrp357rvvzrrPRx55xIwYMcIUFhaao0ePmrvuusvMmjXrkmUy5uy5jLmw5wp/zvVjmzZtMt26dTNff/21McaYPXv2mPbt25tTp06ddXtfvib83HN7IDy%2BfikKlgPt27fPREVFeV6kjTHm3XffNTfddJMPV3Vue/fuNaNGjTKVlZWesQ8//NDccMMN5tSpU6Z9%2B/aeJ5Mz/f73vzdLlizx/H769GkTExNjtmzZctHXXRfDhg0zK1asqDX%2B1FNPmbvvvttrbNSoUeaZZ54xxvh/rh%2Brrq42w4cPN9OnTzfGGHPgwAFz7bXXmqKiorNuHxcXZ95%2B%2B23P7/n5%2BaZdu3bmwIEDl2S9Z1q9erW56aabzLvvvuv1wvb666%2BbW265xWvbxx57zEyZMsUYY8zDDz9sZsyY4TX/29/%2B1mRkZBhjfJ/zp3K9//77Zs6cOV7bzpkzx/zxj380xhizZcsWExsbe9Z9lpaWmvbt25tPP/3UM/bZZ5%2BZTp06eV74LrafynUhzxX%2BnOvHjh07ZmJjY81bb73lGcvIyDBJSUln3aevXxN%2B7rnd6Y%2BvC8EpQgfKyclR06ZN1apVK89Y27ZtdejQIZ08edKHK/t5v/71r/Xiiy%2BqQYMGnrF169apffv2ys7OVmVlpRYtWqSePXuqX79%2B%2Bp//%2BR/P6Yzc3FxFRUV5bhcUFKTWrVsrOzv7kuc4U3V1tXbv3q2PPvpIffr0UVxcnB599FGdOHGi1rolKSIiwrNuf851prfeeku5ubl65JFHJEmff/65QkNDNXHiRHXv3l0DBw5URkaGJKmoqEiHDx/2yta8eXM1adJEe/bs8cn6e/furQ8%2B%2BEC33nqr13hOTs553Uc/nveHnD%2BVq1%2B/fpo2bZrn9/Lycn300Udq3769pB/uP7fbrbvuukuxsbFKSkrynL7ev3%2B/KioqvHK1bdtW5eXl2rdv38UPpZ/OdSHPFf6c68fS0tLUoUMHDRo0yDP2%2Beef69SpU0pOTlb37t01bNgw/fvf/5bk%2B9eEn3tud/rj60K4fL0AnL%2BSkhK53W6vsZrfS0tLFRYW5otlnRdjjBYuXKgNGzZoxYoVOnr0qLp166bhw4frqaee0ldffaWxY8eqfv36uvfee8%2BaOTg42HP9gS8VFBToN7/5jfr166dFixapsLBQU6dO1eTJk3X69OmfXbc/5/qx6upqLVmyRH/84x/VqFEjSdLp06cVHR2tiRMnKjIyUllZWRo3bpxCQ0MVExMjSQoJCfHaT3BwsE%2Bud5GkFi1anHX8XPfBz83XZPFlzp/K9WPFxcV66KGHFBwcrJEjR0qS6tWrp44dO%2BpPf/qTfvWrX%2Bn999/XuHHjtGLFCs%2B1Oz/OVfNn4OtcRUVFv/i5ori4WJJ/5qpx8OBBvf3227WuUwoODlanTp300EMPqUmTJlq5cqVGjRqlt99%2B269eE858bn/llVcc/fi6EBQsBwoJCVFZWZnXWM3voaGhvljSeSkuLta0adO0e/durVixQu3atVO7du3Uq1cvzzadOnXSiBEjlJmZqXvvvVdut1vl5eVe%2BykvL/eLvM2bN9fKlSs9v7vdbk2ePFm33367YmNjf3bd/pzrx7KyspSXl6chQ4Z4xgYPHqzBgwd7fu/du7cGDx6s9957Tz179pSkWv%2Bf%2BmM2t9utoqIir7G63Efh4eGeFwZ/zvnNN99o/Pjxuvzyy/XKK694CvK9997rtd2gQYP0zjvvaN26dUpMTJT0Q66aHDUZa27vK7169frFzxU1L9T%2BmKvGG2%2B84bnA/cdq3jmuMWrUKK1evVobN25Uq1at/OI14WzP7YH%2B%2BPo5nCJ0oMjISB0/flxHjx71jO3du1dXXHGFGjdu7MOVnduBAweUnJys4uJiZWRkqF27dpKkDz/8UK%2B99prXtqdPn1ZwcLCkHzLn5OR45ioqKrRv375aby37QnZ2ttLS0mSM8YydPn1a9evXV6dOnbzWLf3wlnhkZKQk/871Y%2BvWrVNCQoLX3yQzMjL03nvveW13%2BvRpNWzYUE2aNFGrVq2Um5vrmcvPz9fx48f9LltUVNR53Uc/nvf3nBs3btTQoUN14403atmyZWrSpIlnbtmyZdqyZYvX9jX3X5s2bRQUFOSVa%2B/evZ7Tbb50Ic8V/pyrxvr16/W73/2u1vjTTz%2BtL7/80mus5v7yh9eEn3puD%2BTH17lQsByodevW6ty5s%2BbMmaPi4mIdPHhQzz//vNe7C/7oxIkTGjFihG644QYtW7ZMzZo188wZYzR37lxt2bJFxhjt2LFDr7zyilJSUiRJycnJWrFihbKzs3Xq1Ck9%2BeSTat68ubp06eKrOB5NmzbVypUr9eKLL6qyslKHDh3SggULdNttt2nw4MHatm2bMjMzVVlZqczMTG3bts3zBOrPuX7s008/VdeuXb3GiouLNXv2bH355Zeqrq7WRx99pHfeecdznyUlJWnJkiU6ePCgiouLNWfOHHXr1k3XXHONLyL8pISEBB09elTLly9XRUWFtm7dqrVr1yo5OVmSNGTIEK1du1Zbt25VRUWFli9frmPHjikhIUGS/%2Bb87LPPNHbsWE2bNk1Tp06Vy%2BV9wuL777/XX/7yFx08eFCVlZXKyMjQjh07dNttt8ntdqt///5KS0tTQUGBCgoKlJaWpoEDB3qKjK9cyHOFP%2BeSpMLCQu3du7fWY02Svv76a6Wmpio/P1%2BnT5/W4sWLVVxcrISEBJ%2B/Jvzcc3ugPr7qxIcX2OMC5Ofnm3Hjxplu3bqZ7t27m3nz5nl9gsMfvfTSSyYqKspcf/31Jjo62uvHGGP%2B/ve/m1tuucVcf/315uabb/b6VF51dbVZtmyZiY%2BPN9HR0Wb48OHmm2%2B%2B8VWUWrKyskxKSoqJiYkx3bt3N7Nnzzbl5eXGGGM%2B/vhjM2jQIBMdHW0GDBhgPvroI8/t/D1XjejoaK91G/PD2p977jnTp08f06lTJzNgwADz3nvveeZPnz5tFixYYG688UZzww03mNGjR5ujR49e6qWf1Zmf3tq1a5fn/rv55pvNG2%2B84bX9m2%2B%2Bafr162eio6PNkCFDzGeffeaZ86ecP871wAMPmHbt2tV6rI0aNcoY88On8VJTU03v3r3N9ddfb5KTk73%2BTIqKisyMGTNMz549TdeuXc0jjzxiSkpKfJ7LmAt7rvDnXLt27TJRUVGmrKys1raFhYXmkUceMT169PDk%2BuqrrzzzvnxNONdze6A8vs5XPWN%2BdF4DAAAAF4xThAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZf8PrlC%2BMxzpcBAAAAAASUVORK5CYII%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common5738978177180384227\">\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\">5260</td>\n",
       "        <td class=\"number\">35.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:96%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2010</td>\n",
       "        <td class=\"number\">669</td>\n",
       "        <td class=\"number\">4.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2009</td>\n",
       "        <td class=\"number\">663</td>\n",
       "        <td class=\"number\">4.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2008</td>\n",
       "        <td class=\"number\">630</td>\n",
       "        <td class=\"number\">4.2%</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\">487</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\">2006</td>\n",
       "        <td class=\"number\">421</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\">2007</td>\n",
       "        <td class=\"number\">373</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\">2011</td>\n",
       "        <td class=\"number\">335</td>\n",
       "        <td class=\"number\">2.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2004</td>\n",
       "        <td class=\"number\">294</td>\n",
       "        <td class=\"number\">2.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2003</td>\n",
       "        <td class=\"number\">293</td>\n",
       "        <td class=\"number\">2.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (45)</td>\n",
       "        <td class=\"number\">5425</td>\n",
       "        <td class=\"number\">36.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme5738978177180384227\">\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\">5260</td>\n",
       "        <td class=\"number\">35.4%</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\">22</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\">1961</td>\n",
       "        <td class=\"number\">7</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1962</td>\n",
       "        <td class=\"number\">6</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1963</td>\n",
       "        <td class=\"number\">22</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\">663</td>\n",
       "        <td class=\"number\">4.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:99%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2010</td>\n",
       "        <td class=\"number\">669</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\">335</td>\n",
       "        <td class=\"number\">2.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:50%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2012</td>\n",
       "        <td class=\"number\">263</td>\n",
       "        <td class=\"number\">1.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:39%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2013</td>\n",
       "        <td class=\"number\">33</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&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>331</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>2.2%</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",
       "        </div>\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>2001-03-26 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=\"minihistogram-3746471004312537232\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAAy5JREFUeJzt3TFIG2EYh/H/aUFwEBxOBAUzCo6GDIIiDloQESKiLgFBAgFXBz1EBLu5xSwSEAclImRwqgjODplECIJjBkmMgygBFa9bII19aYVLxD6/7Qj38Q55%2BLhwH3F83/cF4F0tzR4A%2BMy%2BNXsAfF1h7%2Bc/35P78T2AST6OHQQwEAhgIBDAQCCAgUAAA4EABgIBDAQCGAgEMBAIYCAQwEAggIFAAAOBAAYCAQwEAhgIBDBwovA/9BVO%2BjUKOwhgIBDAQCCAgUAAA4EABgIBDAQCGAgEMBAIYCAQwEAggIFAAAMvK%2BKvfOQFx6%2BAHQQwEAhgIBDAQCCAgUAAA4EABgIBDAQCGAgEMBAIYCAQwEAggIFAAAOBAAYCAQyO7/t%2Bs4cAJKlYLOro6Ehzc3Pq6upq9jiS2EHwiZRKJe3s7KhUKjV7lCoCAQwEAhgIBDAQCD4N13W1vLws13WbPUoVv2IBBnYQwEAggIFAAAOBAAYCAQwEAhgIBDAQCAK3t7enyclJTU1NaXV1Vc/Pz8rn84pGo5qYmNDa2ppeXl5q7kkmk0omk3Vr3d7eKhKJqFAoNGR2AkGgLi8vlc1mdXx8rJOTE72%2Bvurw8FArKyvyPE%2Bnp6eSpEwmI0l6eHiQ53lKp9N1a729vcnzvLqYgkQgCFRHR4fW19fV3t4ux3HU39%2Bv6%2BtrVSoVDQ4OSpKi0Wg1lLOzM/X19WlxcbFurXQ6raGhIXV2djZsfgJBoEKhkCKRiCSpXC7r4OBAoVCo5kCU67rVMyAzMzOKx%2BNqbW2tWefq6koXFxfvhhMkAkFDFAoFxWIxzc7OKhwOy3Gc6me%2B79dc/65SqWhzc1NbW1tqaWnsV5ZAELh8Pq%2BFhQXNz88rkUiou7u75tTg3d2decQ2l8upXC4rkUhoenpaxWJR8XhcNzc3gc/OfxQiUPf391paWtLGxobGx8clST09PWpra1Mul1M4HFY2m9XIyMgf1xgeHtb5%2BXn1emxsTLu7u%2Brt7Q18fgJBoPb39/X4%2BKhUKqVUKiVJGh0d1fb2tjzP09PTkwYGBhSLxZo86fs4DwIYeAYBDAQCGAgEMPwC8OzROuXboH8AAAAASUVORK5CYII%3D\">\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-3746471004312537232,#minihistogram-3746471004312537232\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-3746471004312537232\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XtUlWWix/EfsFE2ILK94DStWpJAU%2BYkCxUvxUwkNaRYQxpTHKfb6BwiycZLOWg6GV5GKlOT5bHrKGdFlpxyhsq5eKpjDl5ybHLCARvLlim7AMUNKJf3/NFiT6/bkvRhw9bvZy0Wi/d597uf57c2mx/7fdkEWZZlCQAAAMYEd/UEAAAAzjcULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgmKOrJ3ChcLvru3oKZy04OEh9%2BkSopsajtjarq6fTLZCJLzLxRSZ25OGLTHyZzqR//14GZvXd8QoWzig4OEhBQUEKDg7q6ql0G2Tii0x8kYkdefgiE1/nSyYULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwzNHVEwAAAJ0jffnWrp5Ch70xfUxXT8EoXsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMCwgCxYr7/%2BuhITE20fV111la666ipJ0ttvv62MjAwNHTpU6enp2rJli%2B32a9euVUpKioYOHarJkyfr448/9o41NDRozpw5Sk5OVlJSkmbPni2Px%2BPX9QEAgMAWkAVrwoQJ2r17t/fjzTffVHR0tAoKCnTgwAFNmzZNDzzwgHbu3Klp06Zp%2BvTpOnLkiCSptLRU69at07PPPqvy8nINHjxYeXl5sixLkrRw4UJ9/vnneuutt7R582Z9/vnnKiws7MrlAgCAABOQBevrLMvSrFmz9OMf/1g333yzSktLNWzYMI0dO1YOh0M33XSThg8frpKSEknSyy%2B/rDvuuEPx8fHq2bOnZsyYoUOHDqm8vFyNjY3atGmT8vLyFB0drb59%2B2rmzJnauHGjGhsbu3ilAAAgUDi6egLn6rXXXlNVVZVWr14tSaqqqlJCQoJtn7i4OFVUVHjHp0yZ4h0LDQ3VwIEDVVFRoejoaDU3N9tuP2jQIDU1NenAgQO64oorOjSn6upqud1u2zaHI1wxMTFntcauFhISbPsMMjkdMvFFJnbk4YtM/s3hsGcR6JkEdMFqa2tTUVGR/vM//1ORkZGSJI/HI6fTadsvLCxMDQ0NZxw/fvy4JCk8PNw71r7vd7kOq6SkRKtWrbJty83NVV5eXoeP0R1FRTnPvNMFhkx8kYkvMrEjD19kIrlcEbavAz2TgC5Y5eXlqq6u1sSJE73bnE6nmpqabPs1NTUpIiLijOPtxaqxsdG7f/upwfYC1xFZWVlKTU21bXM4wlVbG5gXy4eEBCsqyqljxxrV2trW1dPpFsjEF5n4IhM78vBFJv/W/jPSdCanFjd/CeiC9dZbbyktLc32ilNCQoL27t1r26%2Bqqsr7F4bx8fGqrKzUddddJ0lqbm7WgQMHlJCQoNjYWIWGhqqqqkpXX321JGn//v3e04gdFRMT43M60O2uV0tLYH/ztLa2BfwaTCMTX2Tii0zsyMMXmchn/YGeSUCf4Ny1a5eGDx9u2zZhwgRt375dZWVlamlpUVlZmbZv366bb75ZknTrrbdq/fr1qqio0IkTJ/T444%2BrX79%2BGjZsmJxOp9LT01VYWKiamhrV1NSosLBQ48ePV1hYWFcsEQAABKCAfgXrs88%2B83mlaNCgQXr66adVWFio/Px8XXzxxVq5cqViY2MlSRMnTlR9fb1yc3NVU1OjIUOGaM2aNQoNDZUkzZ8/X0uXLlVGRoaam5t1/fXXa968eX5fGwAACFxBVvsbQKFTud31XT2Fs%2BZwBMvlilBtrSegX641iUx8kYkvMrEjD1%2BdnUn68q3Gj9lZ3pg%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%2B%2B%2B67CwsI0d%2B7crlwqAAAIMAFZsD788EPt2bNHS5YsUVRUlCIjI7Vw4ULNnDlTmzdvVnR0tLKzs%2BVwODRq1ChlZGSouLhYkrRhwwaNGzdOSUlJCg0N1V133SWXy6WysjLv%2BJQpU3TRRRcpMjJS%2Bfn5euedd3Tw4MGuXDIAAAggAVmwPvjgA8XFxenll19WWlqarrnmGi1dulT9%2B/dXZWWlEhISbPvHxcWpoqJCklRVVfWN4/X19Tp8%2BLBtvF%2B/furdu7f27dvX%2BQsDAADnBUdXT%2BBsHD16VPv27dNVV12l0tJSNTU1afbs2XrooYfUr18/OZ1O2/5hYWFqaGiQJHk8nm8c93g8kqTw8HCf8faxjqiurpbb7bZtczjCFRMT0%2BFjdCchIcG2zyCT0yETX2RiRx6%2ByOTfHA57FoGeSUAWrB49ekiS8vPz1bNnT0VGRmr69Om67bbblJmZqaamJtv%2BTU1NioiIkCQ5nc7TjrtcLm/xar8e63S374iSkhKtWrXKti03N1d5eXkdPkZ3FBXlPPNOFxgy8UUmvsjEjjx8kYnkctl/zgZ6JgFZsOLi4tTW1qbm5mb17NlTktTW1iZJuuKKK/Tf//3ftv2rqqoUHx8vSYqPj1dlZaXPeEpKinr37q0BAwbYTiO63W7V1dX5nFb8NllZWUpNTbVtczjCVVvb8VfBupOQkGBFRTl17FijWlvbuno63QKZ%2BCITX2RiRx6%2ByOTf2n9Gms7k1OLmLwFZsEaPHq1LLrlEv/71r7V48WKdOHFCTz75pMaOHavx48drxYoVeuGFF5Sdna1du3Zp06ZNWr16tSRp4sSJys3NVXp6upKSklRcXKwvv/xSaWlpkqTMzEwVFRVpyJAhcrlcWrRokUaMGKFLL720w/OLiYnxOR3odterpSWwv3laW9sCfg2mkYkvMvFFJnbk4YtM5LP%2BQM8kIAtWaGio1q1bpyVLlujGG2/UiRMnlJqaqvz8fEVFRem5555TQUGBVqxYoT59%2Bmju3LkaOXKkJGnUqFGaP3%2B%2BFixYoCNHjiguLk5r165VdHS0pK9O5bW0tCg7O1sej0fJyclavnx5Vy4XAAAEmCDLsqyunsSFwO2u7%2BopnDWHI1guV4Rqaz0B/duESWTii0x8kYkdefjq7EzSl281fszO8sb0MZLMZ9K/f69zPsbZCOxL9AEAALohChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYFrAFq6ysTFdeeaUSExO9H7NmzZIkvf3228rIyNDQoUOVnp6uLVu22G67du1apaSkaOjQoZo8ebI%2B/vhj71hDQ4PmzJmj5ORkJSUlafbs2fJ4PH5dGwAACGwBW7D%2B/ve/6%2Babb9bu3bu9H8uWLdOBAwc0bdo0PfDAA9q5c6emTZum6dOn68iRI5Kk0tJSrVu3Ts8%2B%2B6zKy8s1ePBg5eXlybIsSdLChQv1%2Beef66233tLmzZv1%2Beefq7CwsCuXCgAAAkxAF6yrrrrKZ3tpaamGDRumsWPHyuFw6KabbtLw4cNVUlIiSXr55Zd1xx13KD4%2BXj179tSMGTN06NAhlZeXq7GxUZs2bVJeXp6io6PVt29fzZw5Uxs3blRjY6O/lwgAAAJUQBastrY27d27V//7v/%2Br6667TikpKZo3b56OHj2qqqoqJSQk2PaPi4tTRUWFJPmMh4aGauDAgaqoqNAnn3yi5uZm2/igQYPU1NSkAwcO%2BGVtAAAg8Dm6egJno6amRldeeaVuvPFGrVixQrW1tXrooYc0a9YsnTx5Uk6n07Z/WFiYGhoaJEkej%2Bcbx48fPy5JCg8P94617/tdrsOqrq6W2%2B22bXM4whUTE9PxRXYjISHBts8gk9MhE19kYkcevsjk3xwOexaBnklAFqx%2B/fqpuLjY%2B7XT6dSsWbN02223KTk5WU1NTbb9m5qaFBER4d33m8bbi1VjY6N3//ZTg5GRkR2eX0lJiVatWmXblpubq7y8vA4fozuKinKeeacLDJn4IhNfZGJHHr7IRHK5ImxfB3omAVmwKioq9Pvf/14zZsxQUFCQJOnkyZMKDg7WD3/4Q3300Ue2/auqqrzXa8XHx6uyslLXXXedJKm5uVkHDhxQQkKCYmNjFRoaqqqqKl199dWSpP3793tPI3ZUVlaWUlNTbdscjnDV1gbmXyOGhAQrKsqpY8ca1dra1tXT6RbIxBeZ%2BCITO/LwRSb/1v4z0nQmpxY3fwnIghUdHa3i4mL17t1bd999t6qrq7Vs2TL99Kc/1S233KIXX3xRZWVluuGGG7R582Zt375d%2Bfn5kqRbb71VK1euVEpKimJjY/Xkk0%2BqX79%2BGjZsmEJDQ5Wenq7CwkI99dRTkqTCwkKNHz9eYWFhHZ5fTEyMz%2BlAt7teLS2B/c3T2toW8GswjUx8kYkvMrEjD19kIp/1B3omAVmwvve972nNmjV64oknVFRUpJ49e2rcuHGaNWuWevbsqaefflqFhYXKz8/XxRdfrJUrVyo2NlaSNHHiRNXX1ys3N1c1NTUaMmSI1qxZo9DQUEnS/PnztXTpUmVkZKi5uVnXX3%2B95s2b15XLBQAAASbIan8DKHQqt7u%2Bq6dw1hyOYLlcEaqt9QT0bxMmkYkvMvFFJnbk4auzM0lfvtX4MTvLG9PHSDKfSf/%2Bvc75GGcjsC/RBwAA6Ib8XrBaW1v9fZcAAAB%2B5feClZKSot/%2B9reqqqry910DAAD4hd8L1v3336/3339f48eP16RJk/TSSy%2Bpvj5wr08CAAA4ld8L1u23366XXnpJb775pkaPHq21a9fqmmuu0YwZM/Tee%2B/5ezoAAADGddlF7gMHDtSDDz6oN998U7m5ufrzn/%2Bse%2B%2B9V6mpqXr%2B%2Bee5VgsAAASsLnsfrD179uh//ud/VFZWppMnTyotLU2ZmZk6cuSInnrqKf3973/XE0880VXTAwAAOGt%2BL1irV6/Wa6%2B9pk8%2B%2BURDhgzRgw8%2BqPHjx9v%2B119ISIgeeeQRf08NAADACL8XrPXr12vChAmaOHGi4uLiTrvPoEGDNHPmTD/PDAAAwAy/F6x33nlHx48fV11dnXdbWVmZRo0aJZfLJUm68sordeWVV/p7agAAPwukdxqX/v1u48CZ%2BP0i93/84x%2B68cYbVVJS4t22bNkyZWRk6J///Ke/pwMAAGCc3wvWb3/7W91www168MEHvdv%2B9Kc/KSUlRUuWLPH3dAAAAIzze8Hau3evpk6dqh49eni3hYSEaOrUqfrb3/7m7%2BkAAAAY5/eCFRkZqU8//dRn%2B%2BHDhxUWFubv6QAAABjn94J14403asGCBXrvvfd0/PhxeTwe/fWvf9Wjjz6qtLQ0f08HAADAOL//FeGMGTN08OBB3XPPPQoKCvJuT0tL0%2BzZs/09HQAAAOP8XrCcTqfWrFmjf/3rX9q3b59CQ0M1aNAgDRw40N9TAQAA6BRd9q9yYmNjFRsb21V3DwAA0Gn8XrD%2B9a9/6dFHH9WuXbvU3NzsM/7RRx/5e0oAAABG%2Bb1gLViwQIcOHdLMmTPVq1cvf989AABAp/N7wdq9e7defPFFJSYm%2BvuuAQAA/MLvb9PgcrkUERHh77sFAADwG78XrMmTJ%2BuJJ55QfX29v%2B8aAADAL/x%2BivDtt9/W3/72NyUnJ6tv3762f5kjSX/%2B85/9PSUAAACj/F6wkpOTlZyc7O%2B7BQAA8Bu/F6z777/f33cJAADgV36/BkuSKioqNGfOHP3sZz/TkSNHVFxcrPLy8q6YCgAAgHF%2BL1gffvihJk2apM8%2B%2B0wffvihTp48qY8%2B%2Bkj33HOPtmzZ4u/pAAAAGOf3glVYWKh77rlH69atU2hoqCTpscce089//nOtWrXK39MBAAAwrktewbrlllt8tt9%2B%2B%2B36%2BOOP/T0dAAAA4/xesEJDQ3X8%2BHGf7YcOHZLT6fzOx2ttbdXkyZP18MMPe7e9/fbbysjI0NChQ5Wenu5z6nHt2rVKSUnR0KFDNXnyZFuxa2ho0Jw5c5ScnKykpCTNnj1bHo/nO88LAABcuPxesMaOHavHH39ctbW13m379%2B9XQUGBfvzjH3/n461atUo7d%2B70fn3gwAFNmzZNDzzwgHbu3Klp06Zp%2BvTpOnLkiCSptLRU69at07PPPqvy8nINHjxYeXl5sixLkrRw4UJ9/vnneuutt7R582Z9/vnnKiwsPLdFAwCAC4rfC9ZDDz2kpqYmjR49Wo2NjcrMzNT48ePlcDg0e/bs73Ssbdu2afPmzbrhhhu820pLSzVs2DCNHTtWDodDN910k4YPH66SkhJJ0ssvv6w77rhD8fHx6tmzp2bMmKFDhw6pvLxcjY2N2rRpk/Ly8hQdHa2%2Bfftq5syZ2rhxoxobG43mAAAAzl9%2Bfx%2BsyMhIvfTSS9q2bZv%2B8Y9/qK2tTQkJCbr22msVHNzxvvfll18qPz9fq1ev1gsvvODdXlVVpYSEBNu%2BcXFxqqio8I5PmTLFOxYaGqqBAweqoqJC0dHRam5utt1%2B0KBBampq0oEDB3TFFVec5aoBAMCFxO8Fq92oUaM0atSos7ptW1ubZs2apbvvvls/%2BMEPbGMej8fnWq6wsDA1NDSccbz92rDw8HDvWPu%2B3%2BU6rOrqarndbts2hyNcMTExHT5GdxISEmz7DDI5HTLxRSZ250MeDofZuZ8PmZjSnu35konfC1ZqaqqCgoK%2Bcbwj/4twzZo16tGjhyZPnuwz5nQ61dTUZNvW1NSkiIiIM463F6vGxkbv/u2nBiMjI884r3YlJSU%2BbzmRm5urvLy8Dh%2BjO4qK%2Bu5/hHC%2BIxNfZOKLTOwCOQ%2BXK6JTjhvImZhyaraBnonfC9ZPf/pTW8Fqbm7WJ598onfeeUfTp0/v0DFee%2B01VVdXa9iwYZLkLUx/%2BtOflJ2drb1799r2r6qq0lVXXSVJio%2BPV2Vlpa677jrv/R84cEAJCQmKjY1VaGioqqqqdPXVV0v66gL89tOIHZWVlaXU1FTbNocjXLW1gfnXiCEhwYqKcurYsUa1trZ19XS6BTLxRSa%2ByMTufMjD9PP4%2BZCJKe3Zms6ks0rxmfi9YE2bNu2029evX69du3bp5z//%2BRmP8eabb9q%2Bbn%2BLhiVLlmj//v16/vnnVVZWphtuuEGbN2/W9u3blZ%2BfL0m69dZbtXLlSqWkpCg2NlZPPvmk%2BvXrp2HDhik0NFTp6ekqLCzUU089JemrN0YdP368wsLCOrzGmJgYn9OBbne9WloC%2B5untbUt4NdgGpn4IhNfZGIXyHl01rwDORNTTl1/oGfSZddgneq6667TE088cc7HGTRokJ5%2B%2BmkVFhYqPz9fF198sVauXKnY2FhJ0sSJE1VfX6/c3FzV1NRoyJAhWrNmjfdd5efPn6%2BlS5cqIyNDzc3Nuv766zVv3rxznhcAALhwdJuCtX37dvXs2fOsbrtkyRLb19dee62uvfba0%2B4bFBSke%2B65R/fcc89pxyMjI7Vw4UItXLjwrOYCAADg94J16ilAy7J0/Phx7du3r0OnBwEAALo7vxes73//%2Bz5/RRgaGqo777xTGRkZ/p4OAACAcX4vWKeezgMAADjf%2BL1g7dixo8P7Dh8%2BvBNnAgAA0Dn8XrDuuusuWZbl/WjXftqwfVtQUJA%2B%2Bugjf08PAADgnPm9YK1cuVKLFy/WQw89pJEjRyo0NFR79uzRggULdMcdd3jfABQAACBQ%2Bf0f/SxdulTz58/X2LFjFRkZqZ49e2rEiBF69NFH9dxzz%2Bniiy/2fgAAAAQivxes6upqXXTRRT7bIyMjVVtb6%2B/pAAAAGOf3gjV06FA98cQTOn78uHdbXV2dli1bplGjRvl7OgAAAMb5/RqsuXPn6s4771RKSor3Hyj/61//Uv/%2B/fW73/3O39MBAAAwzu8Fa9CgQSorK9OmTZu0f/9%2BSdIdd9yhcePGyel0%2Bns6AAAAxnXJ/yKMiorSpEmT9Nlnn%2BmSSy6RJO8/WwYAAAh0fr8Gy7IsFRYWavjw4Ro/frwOHz6shx56SHPmzFFzc7O/pwMAAGCc3wvWunXr9Nprr2n%2B/Pnq0aOHJGns2LH6y1/%2Boqeeesrf0wEAADDO7wWrpKREjzzyiDIzM73v3n7TTTepoKBAf/jDH/w9HQAAAOP8XrA%2B%2B%2BwzXXHFFT7bL7/8cn3xxRf%2Bng4AAIBxfi9YF198sT744AOf7W%2B//bb3gncAAIBA5ve/Irz33nv1m9/8RkeOHJFlWdq2bZteeuklrVu3TnPmzPH3dAAAAIzze8G69dZb1dLSoqKiIjU1NemRRx5R37599eCDD%2Br222/393QAAACM83vBev311/WTn/xEWVlZqqmpkWVZ6tu3r7%2BnAQAA0Gn8fg3WY4895r2YvU%2BfPpQrAABw3vF7wRo4cKD27dvn77sFAADwG7%2BfIoyPj9fMmTP1zDPPaODAgerZs6dtfPHixf6eEgAAgFF%2BL1iffvqpkpKSJElut9vfdw8AANDp/FKwFi9erAceeEDh4eFat26dP%2B4SAACgy/jlGqzf/e53amxstG279957VV1d7Y%2B7BwAA8Cu/FCzLsny2vf/%2B%2Bzpx4oQ/7h4AAMCv/P5XhAAAAOc7ChYAAIBhfitYQUFB/rorAACALuW3t2l47LHHbO951dzcrGXLlikiIsK2X0ffB2vbtm164okntH//fjmdTv3kJz/RrFmzFBYWpj179uixxx5TVVWVXC6XcnJyNGnSJO9tS0tLtXr1arndbl122WWaN2%2BeEhMTJUmtra0qLCzUa6%2B9psbGRo0cOVK/%2Bc1vFBMTYyAFAABwIfDLK1jDhw%2BX2%2B3WZ5995v1ITExUbW2tbdtnn33WoePV1NTol7/8pW6//Xbt3LlTpaWl2r59u/7rv/5LR48e1dSpU3XLLbdox44dKigo0OLFi/XBBx9IksrLy7Vw4UItWbJEO3bs0IQJE5STk%2BP9K8eioiJt3bpVr776qt59912FhYVp7ty5nZYNAAA4//jlFSzT733Vp08fvffee4qMjJRlWaqrq9OJEyfUp08fbd68WdHR0crOzpYkjRo1ShkZGSouLtYPf/hDbdiwQePGjfO%2B2eldd92lkpISlZWV6dZbb9WGDRs0c%2BZMXXTRRZKk/Px8XXPNNTp48KAuueQSo%2BsAAADnp4C9yD0yMlKS9KMf/UgZGRnq37%2B/MjMzVVlZqYSEBNu%2BcXFxqqiokCRVVVV943h9fb0OHz5sG%2B/Xr5969%2B7N/08EAAAd5vd/lWPa5s2bdfToUc2cOVN5eXkaMGCAnE6nbZ%2BwsDA1NDRIkjwezzeOezweSVJ4eLjPePtYR1RXV/v8GyCHIzxgr%2BMKCQm2fQaZnA6Z%2BCITu/MhD4fD7NzPh0xMac/2fMkk4AtWWFiYwsLCNGvWLE2aNEmTJ09WfX29bZ%2BmpibvxfROp1NNTU0%2B4y6Xy1u8Tn3X%2Ba/fviNKSkq0atUq27bc3Fzl5eV1%2BBjdUVSU88w7XWDIxBeZ%2BCITu0DOw%2BXq%2BM%2BC7yKQMzHl1GwDPZOALFjvv/%2B%2Bfv3rX%2Bv1119Xjx49JEknT55UaGio4uLitHXrVtv%2BVVVVio%2BPlyTFx8ersrLSZzwlJUW9e/fWgAEDbKcR3W636urqfE4rfpusrCylpqbatjkc4aqt7firYN1JSEiwoqKcOnasUa2tbV09nW6BTHyRiS8ysTsf8jD9PH4%2BZGJKe7amM%2BmsUnwmAVmwLr/8cjU1Nenxxx/XjBkz5Ha7tXTpUk2cOFE33nijHn/8cb3wwgvKzs7Wrl27tGnTJq1evVqSNHHiROXm5io9PV1JSUkqLi7Wl19%2BqbS0NElSZmamioqKNGTIELlcLi1atEgjRozQpZde2uH5xcTE%2BJwOdLvr1dIS2N88ra1tAb8G08jEF5n4IhO7QM6js%2BYdyJmYcur6Az2TgCxYEREReuaZZ7Ro0SKNGTNGvXr1UkZGhnJzc9WjRw8999xzKigo0IoVK9SnTx/NnTtXI0eOlPTVXxXOnz9fCxYs0JEjRxQXF6e1a9cqOjpa0len8lpaWpSdnS2f0%2BsjAAAUb0lEQVSPx6Pk5GQtX768K5cLAAACTJB1uv/EDOPc7voz79RNORzBcrkiVFvrCejfJkwiE19k4otM7E6XR/ryrWe4VffyxvQxRo/X2Y%2BRQMq3PVvTmfTv3%2Bucj3E2AvsSfQAAgG6IggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAsID8Z88AAHSFQPrffuhavIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMCwgC1YFRUVuvvuuzVixAiNGTNGs2fPVk1NjSRpz549mjRpkhITE5WamqoNGzbYbltaWqq0tDQNHTpUmZmZ2r17t3estbVVS5cu1ejRo5WYmKicnBxVV1f7dW0AACCwBWTBampq0i9%2B8QslJibq//7v//T73/9edXV1%2BvWvf62jR49q6tSpuuWWW7Rjxw4VFBRo8eLF%2BuCDDyRJ5eXlWrhwoZYsWaIdO3ZowoQJysnJUWNjoySpqKhIW7du1auvvqp3331XYWFhmjt3blcuFwAABJiALFiHDh3SD37wA%2BXm5qpHjx5yuVzKysrSjh07tHnzZkVHRys7O1sOh0OjRo1SRkaGiouLJUkbNmzQuHHjlJSUpNDQUN11111yuVwqKyvzjk%2BZMkUXXXSRIiMjlZ%2Bfr3feeUcHDx7syiUDAIAAEpAF67LLLtMzzzyjkJAQ77a33npLgwcPVmVlpRISEmz7x8XFqaKiQpJUVVX1jeP19fU6fPiwbbxfv37q3bu39u3b14krAgAA5xNHV0/gXFmWpeXLl2vLli1av369fve738npdNr2CQsLU0NDgyTJ4/F847jH45EkhYeH%2B4y3j3VEdXW13G63bZvDEa6YmJgOH6M7CQkJtn0GmZwOmfgiEzvywLdxOOyPj0B/nAR0wTp%2B/LjmzJmjvXv3av369br88svldDpVX19v26%2BpqUkRERGSJKfTqaamJp9xl8vlLV7t12Od7vYdUVJSolWrVtm25ebmKi8vr8PH6I6iopxn3ukCQya%2ByMQXmdiRB07H5bL/nA30x0nAFqxPP/1UU6ZM0fe//3298sor6tOnjyQpISFBW7dute1bVVWl%2BPh4SVJ8fLwqKyt9xlNSUtS7d28NGDDAdhrR7Xarrq7O57Tit8nKylJqaqptm8MRrtrajr8K1p2EhAQrKsqpY8ca1dra1tXT6RbIxBeZ%2BCITO/LAt2n/GWn6cXJqcfOXgCxYR48e1Z133qmRI0eqoKBAwcH/fhkxLS1Ny5Yt0wsvvKDs7Gzt2rVLmzZt0urVqyVJEydOVG5urtLT05WUlKTi4mJ9%2BeWXSktLkyRlZmaqqKhIQ4YMkcvl0qJFizRixAhdeumlHZ5fTEyMz%2BlAt7teLS2B/YTS2toW8GswjUx8kYkvMrEjD5zOqY%2BJQH%2BcBGTB2rhxow4dOqQ33nhDb775pm1s9%2B7deu6551RQUKAVK1aoT58%2Bmjt3rkaOHClJGjVqlObPn68FCxboyJEjiouL09q1axUdHS3pq1N5LS0tys7OlsfjUXJyspYvX%2B73NQIAgMAVZFmW1dWTuBC43fVn3qmbcjiC5XJFqLbWE9C/TZhEJr7IxBeZ2J0uj/TlW89wK1wo3pg%2BRpL575v%2B/Xud8zHORmBfog8AANANUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAsIAvWDU1NUpLS1N5ebl32549ezRp0iQlJiYqNTVVGzZssN2mtLRUaWlpGjp0qDIzM7V7927vWGtrq5YuXarRo0crMTFROTk5qq6u9tt6AABA4AvogrVr1y5lZWXp008/9W47evSopk6dqltuuUU7duxQQUGBFi9erA8%2B%2BECSVF5eroULF2rJkiXasWOHJkyYoJycHDU2NkqSioqKtHXrVr366qt69913FRYWprlz53bJ%2BgAAQGAK2IJVWlqqmTNn6sEHH7Rt37x5s6Kjo5WdnS2Hw6FRo0YpIyNDxcXFkqQNGzZo3LhxSkpKUmhoqO666y65XC6VlZV5x6dMmaKLLrpIkZGRys/P1zvvvKODBw/6fY0AACAwBWzBuuaaa/THP/5RN910k217ZWWlEhISbNvi4uJUUVEhSaqqqvrG8fr6eh0%2BfNg23q9fP/Xu3Vv79u3rpJUAAIDzjaOrJ3C2%2Bvfvf9rtHo9HTqfTti0sLEwNDQ1nHPd4PJKk8PBwn/H2sY6orq6W2%2B22bXM4whUTE9PhY3QnISHBts8gk9MhE19kYkce%2BDYOh/3xEeiPk4AtWN/E6XSqvr7etq2pqUkRERHe8aamJp9xl8vlLV7t12Od7vYdUVJSolWrVtm25ebmKi8vr8PH6I6iopxn3ukCQya%2ByMQXmdiRB07H5bL/nA30x8l5V7ASEhK0detW27aqqirFx8dLkuLj41VZWekznpKSot69e2vAgAG204hut1t1dXU%2BpxW/TVZWllJTU23bHI5w1dZ2/FWw7iQkJFhRUU4dO9ao1ta2rp5Ot0AmvsjEF5nYkQe%2BTfvPSNOPk1OLm7%2BcdwUrLS1Ny5Yt0wsvvKDs7Gzt2rVLmzZt0urVqyVJEydOVG5urtLT05WUlKTi4mJ9%2BeWXSktLkyRlZmaqqKhIQ4YMkcvl0qJFizRixAhdeumlHZ5DTEyMz%2BlAt7teLS2B/YTS2toW8GswjUx8kYkvMrEjD5zOqY%2BJQH%2BcnHcFy%2BVy6bnnnlNBQYFWrFihPn36aO7cuRo5cqQkadSoUZo/f74WLFigI0eOKC4uTmvXrlV0dLSkr07ltbS0KDs7Wx6PR8nJyVq%2BfHlXLgkAAASYIMuyrK6exIXA7a4/807dlMMRLJcrQrW1noD%2BbcIkMvFFJr7IxO50eaQv33qGW%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%2B%2BMj0B8nFKxThIeHq7Gx0bat/euIiIgOHaOkpESrVq2ybbv//vs1bdo0M5P0s%2Brqar344jPKysoK2JJoGpn4IhNfZGJ3ujx2Fvyki2fVtaqrq1VSUsJj5GvOl%2B%2BbwK6HnSA%2BPl51dXX64osvvNv279%2Bv733ve%2BrVq1eHjpGVlaWNGzfaPrKysjpryp3O7XZr1apVPq/KXcjIxBeZ%2BCITO/LwRSa%2BzpdMeAXrFAMHDlRSUpIWLVqkRx99VLW1tVq9erUmTpzY4WPExMQEdOsGAADnhlewTmPFihVqaWnR9ddfr9tuu03XXnut7rvvvq6eFgAACBC8gnUa/fr104oVK7p6GgAAIECFLFiwYEFXTwLdX0REhEaMGNHhC/0vBGTii0x8kYkdefgiE1/nQyZBlmVZXT0JAACA8wnXYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2BdYCoqKnT33XdrxIgRGjNmjGbPnq2amhpJ0p49ezRp0iQlJiYqNTVVGzZssN22tLRUaWlpGjp0qDIzM7V7927vWG1trR5%2B%2BGGNGTNGw4cP15133qmPPvrIr2s7W52Vydc9%2BeSTSk1N7fS1mNJZmbS1tWnVqlX60Y9%2BpMTERE2aNOkbM%2BtuOiuTmpoaPfjgg0pOTlZycrLuu%2B8%2BHTp0yK9rOxvnkke7559/XpMnT7Zta21t1dKlSzV69GglJiYqJydH1dXVnb4eEzorkwv1%2BbXd6TL5um77/GrhgtHY2GiNGTPGeuqpp6wTJ05YNTU11pQpU6xf/vKXVl1dnTVixAhr/fr1VnNzs/Xee%2B9ZiYmJ1p49eyzLsqy//vWvVmJiorVz507r5MmT1vPPP28lJydbDQ0NlmVZVk5OjjV16lSrpqbGOnHihLV8%2BXJr9OjRlsfj6coln1FnZtLuvffeswYPHmxdd911XbHE76wzM1m5cqV14403Wh9//LHV0tJirVmzxhoxYoR14sSJrlzyGXVmJg888ID1q1/9yvJ4PJbH47GmT59u/fznP%2B/K5Z7RueRhWZbl8XisxYsXWwkJCdZ//Md/2I69cuVKKyMjwzp06JBVX19vTZ8%2B3ZoyZYq/l/iddWYmF%2BLzq2V9eybtuvPzK69gXUAOHTqkH/zgB8rNzVWPHj3kcrmUlZWlHTt2aPPmzYqOjlZ2drYcDodGjRqljIwMFRcXS5I2bNigcePGKSkpSaGhobrrrrvkcrlUVlYmy7IUFBSkBx54QC6XSz169NC9996rL774QgcOHOjaRZ9BZ2XS7osvvtDcuXO/9bev7qazMmltbdWLL76oefPmKTY2ViEhIbr33nv1zDPPdPGKz6wzHyf79%2B%2BXZVnej%2BDgYDmdzq5c7hmdSx6SdPPNN8vtduv222/3OfaGDRs0ZcoUXXTRRYqMjFR%2Bfr7eeecdHTx40J9L/M46K5ML9flV%2BvbHidT9n18pWBeQyy67TM8884xCQkK829566y0NHjxYlZWVSkhIsO0fFxeniooKSVJVVdU3jgcFBenpp5/WlVde6R178803FR4ertjY2E5c0bnrrEykr06HzZw5U1OmTFF8fHwnr8SczsrkwIEDOnbsmI4dO6bMzEwlJyfrF7/4hXr27KkePXp0/sLOQWc%2BTnJycrRlyxYlJSUpKSlJH374oRYuXNjJKzo355KHJK1bt06PP/64%2Bvbta9uvvr5ehw8ftt2%2BX79%2B6t27t/bt29dJqzGjszK5UJ9fpW/ORAqM51cK1gXKsiw9%2BeST2rJli/Lz8%2BXxeHx%2Baw4LC1NDQ4MknXH86/785z/rscce0/z587v9b%2BJfZzqToqIi9erVSz/72c/8s4BOYDKTuro6SV89aa5cuVJvv/22Bg8erHvvvVf19fX%2BWZABph8nbW1tysrKUnl5ud577z1ddtllmj59un8WY8B3zUOSvve97532WB6PR5IUHh7uc/v2sUBgMpNTXSjPr9K3ZxIIz6%2BOrp4A/O/48eOaM2eO9u7dq/Xr1%2Bvyyy%2BX0%2Bn0%2BSHX1NSkiIgISZLT6VRTU5PPuMvl8n5tWZaKioq0du1aLVq0SDfddFPnL8YQ05ns2LFDGzdu1MaNG/22BtNMZ9L%2BKtX999%2Bviy%2B%2BWJL0q1/9SsXFxXr//ff1ox/9yA%2BrOjemM3G73Xr44Ye1ZcsW9e7dW5K0YMECpaSkaN%2B%2Bfbr88sv9s7CzdDZ5fJv2H7iNjY1ndfvuwHQm7S6059dvEyjPr7yCdYH59NNPdeutt%2Br48eN65ZVXvE/gCQkJqqystO1bVVXlfek1Pj7%2BW8cbGxuVk5OjV199VcXFxQH1zd8Zmbz%2B%2BuuqqanR9ddfr2HDhuk3v/mNDh06pGHDhmnnzp3%2BWdg56IxMYmNj5XA4dPLkSe/Y16896u46IxO3263m5mZbJg7HV7/3hoaGduZyztnZ5vFtevfurQEDBqiqqsq7ze12q66uzud0UnfUGZlIF%2Bbz67cJmOdXv19Wjy5TV1dn/fjHP7Yefvhhq7W11TZWU1NjDRs2zHr%2B%2BeetkydPWtu2bbMSExOtbdu2WZZlef/CY9u2bd6/hBo%2BfLhVW1trWZZl/fKXv7Ruvvlm79eBojMz%2BbpXX321W/6Vy%2Bl0ZiazZ8%2B2brjhBuvgwYPWiRMnrCVLlljXXnut1djY6Pd1fhedlcmJEyes66%2B/3srJybHq6%2But%2Bvp661e/%2BpU1ceJEn/vpTs4lj69bsWKFz1%2BHPfnkk9b48eOtTz/91PtXhN/0F2TdSWdmciE%2Bv37d6TL5uu76/BpkWQHwqyOMeP7557VkyRI5nU4FBQXZxnbv3q2///3vKigo0D//%2BU/16dNH9913nzIzM737vPbaayoqKtKRI0cUFxenuXPn6uqrr9bevXuVmZmpHj16eH/7brd27VoNGzbML%2Bs7G52Vyak2btyoVatW6S9/%2BUunr%2BlcdWYmJ0%2Be1MqVK/WHP/xBtbW1uuqqq/TII49024tU23VmJp988omWLl2q999/X8HBwRo5cqQefvhhxcTE%2BHWN38W55tFu5cqV2r59u9atW%2Bfd1tzcrKeeekqvv/66PB6PkpOTtXDhwtNe6NyddFYmF/Lza7vTPU6%2Brrs%2Bv1KwAAAADOMaLAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAsP8HaUfiyrNSF0sAAAAASUVORK5CYII%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_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>0.1%</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>5.6264</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-2605423398175403367\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAARBJREFUeJzt1sEJwkAARUEVS0oR6Slne0oR9rTeRR4oakKYuS/7CTw25zHGOAEvXbYeAHt23XrAs2lZ3z5zv80/WAJeEEgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCNetB3zDtKxvn7nf5r/ccxSffK8jOI8xxtYjYK/8YkEQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUB4AMCtEZEo2G5VAAAAAElFTkSuQmCC\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-2605423398175403367,#minihistogram-2605423398175403367\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-2605423398175403367\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-2605423398175403367\"\n",
       "                                                  aria-controls=\"quantiles-2605423398175403367\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-2605423398175403367\" aria-controls=\"histogram-2605423398175403367\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-2605423398175403367\" aria-controls=\"common-2605423398175403367\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-2605423398175403367\" aria-controls=\"extreme-2605423398175403367\"\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-2605423398175403367\">\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>9.6738</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>1.7194</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>16.108</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>5.6264</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>4.7547</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>3.9593</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>83552</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>93.583</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>116.1 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-2605423398175403367\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xl0VeWh//8PyQnkJCEkDMFh4YKSRFHQRAKRoVQCKVUIekMwVUrFtthCJMKXSQQKFcOg0SJFKUUtLXBrZEgtioLtpUARAjig0oaboAyWIQeSQEbIsH9/eHN%2BHkPrwT4h2dv3a60s13meffZ%2BPhnwk733OWllWZYlAAAAGBPQ3AsAAABwGgoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADDM1dwL%2BKbweMqM7zMgoJXatw9VcXGF6ust4/tvLk7NJTk3m1NzSWSzI6fmkpybrSlzderU1uj%2B/NXiz2AVFxcrOTlZeXl5jeaKiorUv39/bdq0yWd81apVGjRokOLi4jR27Fh98skn3rnKykrNmjVLiYmJ6t27t2bMmKGKigrv/KeffqoHH3xQ8fHxGjhwoH796183Xbj/UEBAK7Vq1UoBAa2aeylGOTWX5NxsTs0lkc2OnJpLcm42J%2BZq0QXr3XffVXp6uo4fP95orr6%2BXtOmTVNJSYnPeG5urtasWaOXXnpJeXl5uuWWW5SZmSnL%2BrwRL1iwQKdOndLWrVu1bds2nTp1StnZ2ZKkmpoa/exnP1OvXr2Ul5en3/zmN1q3bp3efPPNpg8LAAAco8UWrNzcXE2bNk1Tpky57Pzzzz%2Bva665Rtdee63P%2BKuvvqoHHnhAMTExatOmjaZOnaqTJ08qLy9PVVVV2rx5szIzMxUREaEOHTpo2rRp2rRpk6qqqrR//34VFRUpMzNTrVu31s0336yxY8dq3bp1VyMyAABwiBZ7D9bAgQOVkpIil8vVqGTt3btXb7zxhjZu3KiUlBSfucLCQo0fP977OCgoSF27dlV%2Bfr4iIiJUU1Oj2NhY73z37t1VXV2to0ePqqCgQN26dVPr1q2989HR0frNb35zRWsvKiqSx%2BPxGXO5QhQVFXVF%2B/kqgYEBPv91Cqfmkpybzam5JLLZkVNzSc7N5sRcLbZgderU6bLj586d0%2BOPP65ly5YpNDS00XxFRYXcbrfPWHBwsCorK1VeXi5JCgkJ8c41bFtRUXHZ57rdblVWVl7R2nNycrR8%2BXKfsYyMDGVmZl7RfvwVHu7%2B6o1syKm5JOdmc2ouiWx25NRcknOzOSlXiy1Yl2NZlmbMmKGxY8eqZ8%2Bel93G7XarurraZ6y6ulqhoaHeYlVVVeUtZ1VVVZKksLAwhYSEeB83%2BOK2/kpPT1dSUpLPmMsVopKSin/xjK8nMDBA4eFuXbhQpbq6eqP7bk5OzSU5N5tTc0lksyOn5pKcm60pc0VGXtn/w02xVcE6deqU9u3bp4MHD%2Br555%2BXJJWXl%2BsXv/iFtm7dqpUrVyomJkYFBQUaPHiwpM9vXD969KhiY2PVrVs3BQUFqbCwULfddpsk6ciRI97LiOfOndPRo0dVW1srl%2BvzT01hYaFiYmKuaJ1RUVGNLgd6PGWqrW2aH4a6uvom23dzcmouybnZnJpLIpsdOTWX5NxsTsplq4ud1113nT766CMdOHDA%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%2B3jufm5ur5ORkxcXFKTU1Ve%2B//753rq6uTkuWLFH//v0VHx%2BvCRMmqKioyDt/7tw5TZw4UQkJCUpMTFRWVpZqa2uvTlgAAOAILbpgvfvuu0pPT9fx48e9Yx9//LFmzJihyZMn68CBA1q1apU2bdqk1atXS5Ly8vK0YMECLV68WPv379fIkSM1YcIEVVVVSZJWrFih3bt3a%2BPGjdq1a5eCg4M1Z84c7/4nT56skJAQ7dq1Sxs2bNCePXu8%2BwYAAPBHiy1Yubm5mjZtmqZMmeIz/s9//lPf//73NXjwYAUEBKh79%2B5KTk7W/v37JUnr16/X8OHD1bt3bwUFBWncuHGKjIzUli1bvPPjx4/Xtddeq7CwMM2ePVs7d%2B7UiRMndOzYMe3bt0/Tp0%2BX2%2B1Wly5dNHHiRK1bt%2B6q5wcAAPblau4F/CsDBw5USkqKXC6XT8kaNmyYhg0b5n1cXV2tv/71r0pJSZEkFRYWatSoUT77io6OVn5%2BvsrKynT69GnFxsZ65zp27Kh27drp8OHDkqSIiAh17tzZO9%2B9e3edPHlSFy5cUHh4uF9rLyoqksfj8RlzuUIUFRXlZ3r/BAa22H58WS6Xf%2BttyGW3fP5wajan5pLIZkdOzSU5N5sTc7XYgtWpU6ev3Ka8vFyPPvqogoODNW7cOElSRUWF3G63z3bBwcGqrKxURUWFJCkkJKTRfMPcl5/b8LiystLvgpWTk6Ply5f7jGVkZCgzM9Ov5ztVZGToFW0fHu7%2B6o1syqnZnJpLIpsdOTWX5NxsTsrVYgvWV/nkk0%2BUmZmpDh066Pe//73CwsIkfV6Iqqurfbatrq5WZGSktyw13I/1xfnQ0FBZltVoruFxaKj/5SA9PV1JSUk%2BYy5XiEpKKvzehz/s1vT9zR8YGKDwcLcuXKhSXV39Vz/BRpyazam5JLLZkVNzSc7N1pS5rvSXe1NsWbB27Nih//f//p/uu%2B8%2BTZ06VS7X/x8jJiZGBQUFPtsXFhZq0KBBateunTp37qzCwkLvZUKPx6PS0lLFxsaqvr5epaWlOnv2rDp27ChJOnLkiK655hq1bdvW7/VFRUU1uhzo8ZSpttY5Pwxfx5Xmr6urd%2BznzKnZnJpLIpsdOTWX5NxsTsplr1Mgkj744ANlZGRo1qxZmjlzpk%2B5kqS0tDRt3rxZe/fuVU1NjVavXq1z584pOTlZkpSamqoVK1boxIkTKi8v18KFC9W3b1/dcMMN6tq1q3r37q2FCxeqvLxcJ06c0AsvvKC0tLTmiAoAAGzKdmewfv3rX6u2tlZZWVnKysryjvfu3Vsvvvii%2BvXrp3nz5mn%2B/Pk6c%2BaMoqOjtWrVKkVEREj6/F6o2tpajRkzRhUVFUpMTNTSpUu9%2B1m2bJmeeOIJDRkyRAEBAbr33ns1ceLEq54TAADYVyvLsqzmXsQ3gcdTZnyfLleAkrN3Gd9vU3lz8gC/tnO5AhQZGaqSkgrHnCpu4NRsTs0lkc2OnJpLcm62pszVqZP/t/iYZLtLhAAAAC0dBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYS2%2BYBUXFys5OVl5eXnesYMHD2r06NGKj49XUlKS1q9f7/Oc3NxcJScnKy4uTqmpqXr//fe9c3V1dVqyZIn69%2B%2Bv%2BPh4TZgwQUVFRd75c%2BfOaeLEiUpISFBiYqKysrJUW1vb9EEBAIBjtOiC9e677yo9PV3Hjx/3jp0/f14PP/yw7r33Xu3fv19ZWVlatGiRPvzwQ0lSXl6eFixYoMWLF2v//v0aOXKkJkyYoKqqKknSihUrtHv3bm3cuFG7du1ScHCw5syZ493/5MmTFRISol27dmnDhg3as2ePVq9efVVzAwAAe2uxBSs3N1fTpk3TlClTfMa3bdumiIgIjRkzRi6XS/369VNKSorWrVsnSVq/fr2GDx%2Bu3r17KygoSOPGjVNkZKS2bNninR8/fryuvfZahYWFafbs2dq5c6dOnDihY8eOad%2B%2BfZo%2Bfbrcbre6dOmiiRMnevcNAADgD1dzL%2BBfGThwoFJSUuRyuXxKVkFBgWJjY322jY6O1oYNGyRJhYWFGjVqVKP5/Px8lZWV6fTp0z7P79ixo9q1a6fDhw9LkiIiItS5c2fvfPfu3XXy5ElduHBB4eHhfq29qKhIHo/HZ8zlClFUVJRfz/dXYGCL7ceX5XL5t96GXHbL5w%2BnZnNqLolsduTUXJJzszkxV4stWJ06dbrseEVFhdxut89YcHCwKisrv3K%2BoqJCkhQSEtJovmHuy89teFxZWel3wcrJydHy5ct9xjIyMpSZmenX850qMjL0irYPD3d/9UY25dRsTs0lkc2OnJpLcm42J%2BVqsQXrX3G73SorK/MZq66uVmhoqHe%2Burq60XxkZKS3LDXcj/Xl51uW1Wiu4XHD/v2Rnp6upKQknzGXK0QlJRV%2B78Mfdmv6/uYPDAxQeLhbFy5Uqa6uvolXdXU5NZtTc0lksyOn5pKcm60pc13pL/em2K5gxcbGavfu3T5jhYWFiomJkSTFxMSooKCg0fygQYPUrl07de7cWYWFhd7LhB6PR6WlpYqNjVV9fb1KS0t19uxZdezYUZJ05MgRXXPNNWrbtq3fa4yKimp0OdDjKVNtrXN%2BGL6OK81fV1fv2M%2BZU7M5NZdENjtyai7JudmclMtep0AkJScn6%2BzZs1q9erVqamq0d%2B9ebd682XvfVVpamjZv3qy9e/eqpqZGq1ev1rlz55ScnCxJSk1N1YoVK3TixAmVl5dr4cKF6tu3r2644QZ17dpVvXv31sKFC1VeXq4TJ07ohRdeUFpaWnNGBgAANmO7M1iRkZF6%2BeWXlZWVpWXLlql9%2B/aaM2eO7rjjDklSv379NG/ePM2fP19nzpxRdHS0Vq1apYiICEmf3wtVW1urMWPGqKKiQomJiVq6dKl3/8uWLdMTTzyhIUOGKCAgQPfee68mTpzYLFkBAIA9tbIsy2ruRXwTeDxlX73RFXK5ApScvcv4fpvKm5MH%2BLWdyxWgyMhQlZRUOOZUcQOnZnNqLolsduTUXJJzszVlrk6d/L/FxyTbXSIEAABo6ShYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAw4wXrLq6OtO7BAAAsBXjBWvQoEF66qmnVFhYaHrXAAAAtmC8YD3yyCN67733NGLECI0ePVqvvPKKysrKTB8GAACgxTJesO6//3698soreuutt9S/f3%2BtWrVKAwcO1NSpU/XOO%2B%2BYPhwAAECL02Q3uXft2lVTpkzRW2%2B9pYyMDP3lL3/Rj3/8YyUlJem3v/0t92oBAADHcjXVjg8ePKg//vGP2rJliy5duqTk5GSlpqbqzJkzeu655/TRRx/p2WefbarDAwAANBvjBeuFF17Qa6%2B9pmPHjqlXr16aMmWKRowYobCwMO82gYGB%2BvnPf2760AAAAC2C8YK1du1ajRw5UmlpaYqOjr7sNt27d9e0adNMHxoAAKBFMF6wdu7cqfLycpWWlnrHtmzZon79%2BikyMlKSdPPNN%2Bvmm282fWgAAIAWwfhN7n//%2B981bNgw5eTkeMeefvpppaSk6H//939NHw4AAKDFMV6wnnrqKX33u9/VlClTvGN//vOfNWjQIC1evNjYcQ4dOqQxY8YoISFBAwcO1JNPPqlLly5Jknbs2KGUlBTFxcXprrvu0vbt232eu2rVKg0aNEhxcXEaO3asPvnkE%2B9cZWWlZs2apcTERPXu3VszZsxQRUWFsXUDAADnM16wDh06pIcfflitW7f2jgUGBurhhx/WBx98YOQY9fX1%2BulPf6phw4Zp37592rBhg/72t79p1apVOnr0qCZNmqRHH31UBw4c0KRJkzR58mSdOXNGkpSbm6s1a9bopZdeUl5enm655RZlZmbKsixJ0oIFC3Tq1Clt3bpV27Zt06lTp5SdnW1k3QAA4JvBeMEKCwvT8ePHG42fPn1awcHBRo5x/vx5eTwe1dfXe4tRQECA3G63cnNzlZCQoKFDh8rlcunuu%2B9Wnz59vJcsX331VT3wwAOKiYlRmzZtNHXqVJ08eVJ5eXmqqqrS5s2blZmZqYiICHXo0EHTpk3Tpk2bVFVVZWTtAADA%2BYzf5D5s2DDNnz9fv/jFL3TrrbeqVatW%2Buijj/TEE08oOTnZyDEiIyM1btw4LVmyRE899ZTq6uo0ZMgQjRs3TpMmTVJsbKzP9tHR0crPz5ckFRYWavz48d65oKAgde3aVfn5%2BYqIiFBNTY3P87t3767q6modPXpUPXr08Gt9RUVF8ng8PmMuV4iioqK%2BbuTLCgxssveJbRIul3/rbchlt3z%2BcGo2p%2BaSyGZHTs0lOTebE3MZL1hTp07ViRMn9KMf/UitWrXyjicnJ2vGjBlGjlFfX6/g4GDNnTtXaWlpOnbsmB555BEtW7ZMFRUVcrvdPtsHBwersrJSkv7tfHl5uSQpJCTEO9ew7ZXch5WTk6Ply5f7jGVkZCgzM9P/kA4UGRl6RduHh7u/eiObcmo2p%2BaSyGZHTs0lOTebk3IZL1hut1srV67Up59%2BqsOHDysoKEjdu3dX165djR3j7bff1tatW/XWW29JkmJiYpSRkaGsrCzdfvvtqq6u9tm%2BurpaoaGh3vX9q/mGYlVVVeXdvuHS4BffKPWrpKenKykpyWfM5QpRSYnZm%2BXt1vT9zR8YGKDwcLcuXKhSXV19E6/q6nJqNqfmkshmR07NJTk3W1PmutJf7k1psj%2BV061bN3Xr1q1J9n3q1CnvKwYbuFwuBQUFKTY2VocOHfKZKywsVM%2BePSV9XsYKCgo0ePBgSVJNTY2OHj2q2NhYdevWTUFBQSosLNRtt90mSTpy5Ij3MqK/oqKiGl0O9HjKVFvrnB%2BGr%2BNK89fV1Tv2c%2BbUbE7NJZHNjpyaS3JuNiflMn4K5NNPP9VDDz2kW2%2B9VT169Gj0YcLAgQPl8Xj061//WnV1dTpx4oRWrFihlJQUjRw5Uvv27dOWLVtUW1urLVu2aN%2B%2BfbrnnnskSaNGjdLatWuVn5%2Bvixcv6plnnlHHjh2VkJAgt9utu%2B66S9nZ2SouLlZxcbGys7M1YsQIYzfoAwAA5zN%2BBmv%2B/Pk6efKkpk2bprZt25revaTPb1pfuXKlli5dqhdffFFt27bVyJEjlZGRodatW%2Bv5559Xdna2Zs%2Bereuvv16/%2BtWvvGfT0tLSVFZWpoyMDBUXF6tXr15auXKlgoKCJEnz5s3TkiVLlJKSopqaGg0ZMkRz585tkhwAAMCZWlkN73NgyK233qrf/e53io%2BPN7lb2/N4yozv0%2BUKUHL2LuP7bSpvTh7g13YuV4AiI0NVUlLhmFPFDZyazam5JLLZkVNzSc7N1pS5OnVqmpM9X8X4JcLIyEjvDeIAAADfRMYL1tixY/Xss8%2BqrMz8GRsAAAA7MH4P1o4dO/TBBx8oMTFRHTp08PmTOZL0l7/8xfQhAQAAWhTjBSsxMVGJiYmmdwsAAGAbxgvWI488YnqXAAAAttIkbwWen5%2BvWbNm6fvf/77OnDmjdevWKS8vrykOBQAA0OIYL1gff/yxRo8erc8%2B%2B0wff/yxLl26pH/84x/60Y9%2BpO3bt5s%2BHAAAQItjvGBlZ2frRz/6kdasWeN9884nn3xSP/zhDxv9AWQAAAAnapIzWPfee2%2Bj8fvvv1%2BffPKJ6cMBAAC0OMYLVlBQkMrLyxuNnzx5Um632/ThAAAAWhzjBWvo0KF65plnVFJS4h07cuSIsrKydOedd5o%2BHAAAQItjvGDNnDlT1dXV6t%2B/v6qqqpSamqoRI0bI5XJpxowZpg8HAADQ4hh/H6ywsDC98sor2rNnj/7%2B97%2Brvr5esbGx%2Bva3v62AgCZ5VwgAAIAWxXjBatCvXz/169evqXYPAADQYhkvWElJSWrVqtW/nOdvEQIAAKczXrD%2B67/%2By6dg1dTU6NixY9q5c6cmT55s%2BnAAAAAtjvGCNWnSpMuOr127Vu%2B%2B%2B65%2B%2BMMfmj4kAABAi3LV7jofPHiwduzYcbUOBwAA0GyuWsHat2%2Bf2rRpc7UOBwAA0GyMXyL88iVAy7JUXl6uw4cPc3kQAAB8IxgvWNddd12jVxEGBQXpwQcfVEpKiunDAQAAtDjGC9bixYtN7xIAAMBWjBes/fv3%2B71tnz59TB8eAACg2RkvWOPGjZNlWd6PBg2XDRvGWrVqpX/84x%2BmDw8AANDsjBesX/3qV1q0aJFmzpypO%2B64Q0FBQTp48KDmz5%2BvBx54QIMHDzZ9SAAAgBbF%2BNs0LFmyRPPmzdPQoUMVFhamNm3aqG/fvnriiSf08ssv6/rrr/d%2BAAAAOJHxglVUVKRrr7220XhYWJhKSkpMHw4AAKDFMV6w4uLi9Oyzz6q8vNw7Vlpaqqefflr9%2BvUzfTgAAIAWx/g9WHPmzNGDDz6oQYMGqWvXrpKkTz/9VJ06ddLvf/9704cDAABocYwXrO7du2vLli3avHmzjhw5Ikl64IEHNHz4cLndbtOHAwAAaHGMFyxJCg8P1%2BjRo/XZZ5%2BpS5cukj5/N3cAAIBvAuP3YFmWpezsbPXp00cjRozQ6dOnNXPmTM2aNUs1NTWmDwcAANDiGC9Ya9as0WuvvaZ58%2BapdevWkqShQ4fqf/7nf/Tcc8%2BZPhwAAECLY7xg5eTk6Oc//7lSU1O9795%2B9913KysrS2%2B88YbpwwEAALQ4xgvWZ599ph49ejQav/HGG3X27FnThwMAAGhxjBes66%2B/Xh9%2B%2BGGj8R07dnhveDehtLRUM2bMUGJiovr06aOJEyeqqKhIknTw4EGNHj1a8fHxSkpK0vr1632em5ubq%2BTkZMXFxSk1NVXvv/%2B%2Bd66urk5LlixR//79FR8frwkTJnj3CwAA4A/jBevHP/6xfvGLX%2Bi3v/2tLMvSnj179PTTT%2Bupp57S2LFjjR1n0qRJqqys1Ntvv63t27crMDBQc%2BfO1fnz5/Xwww/r3nvv1f79%2B5WVlaVFixZ5S19eXp4WLFigxYsXa//%2B/Ro5cqQmTJigqqoqSdKKFSu0e/dubdy4Ubt27VJwcLDmzJljbN0AAMD5jL9Nw6hRo1RbW6sVK1aourpaP//5z9WhQwdNmTJF999/v5FjfPzxxzp48KDeeecdhYWFSZIWLFggj8ejbdu2KSIiQmPGjJEk9evXTykpKVq3bp1uvfVWrV%2B/XsOHD1fv3r0lSePGjVNOTo62bNmiUaNGaf369Zo2bZr3z/3Mnj1bAwcO1IkTJ4yegQMAAM5lvGD96U9/0ve%2B9z2lp6eruLhYlmWpQ4cORo/x4YcfKjo6Wq%2B%2B%2Bqr%2B8Ic/qKqqSt/%2B9rc1c%2BZMFRQUKDY21mf76OhobdiwQZJUWFioUaNGNZrPz89XWVmZTp8%2B7fP8jh07ql27djp8%2BLDfBauoqEgej8dnzOUKUVRU1NeJ%2By8FBho/AdmkXC7/1tuQy275/OHUbE7NJZHNjpyaS3JuNifmMl6wnnzySd1yyy1q166d2rdvb3r3kqTz58/r8OHD6tmzp3Jzc1VdXa0ZM2Zo5syZ6tixY6N3jA8ODlZlZaUkqaKi4l/OV1RUSJJCQkIazTfM%2BSMnJ0fLly/3GcvIyFBmZqbf%2B3CiyMjQK9o%2BPNy57/zv1GxOzSWRzY6cmktybjYn5TJesLp27arDhw%2Bre/fupnft1fD%2BWrNnz1abNm0UFhamyZMn67777lNqaqqqq6t9tq%2BurlZo6Of/c3e73Zedj4yM9BavhvuxLvd8f6SnpyspKclnzOUKUUmJ/yXNH3Zr%2Bv7mDwwMUHi4WxcuVKmurr6JV3V1OTWbU3NJZLMjp%2BaSnJutKXNd6S/3phgvWDExMZo2bZpefPFFde3aVW3atPGZX7Ro0X98jOjoaNXX16umpsa7//r6z78gPXr00H//93/7bF9YWKiYmBjv%2BgoKChrNDxo0SO3atVPnzp1VWFjovUzo8XhUWlra6LLjvxMVFdXocqDHU6baWuf8MHwdV5q/rq7esZ8zp2Zzai6JbHbk1FySc7M5KZfxUyDHjx9X7969FRoaKo/Ho88%2B%2B8znw4T%2B/furS5cuevzxx1VRUaHi4mL98pe/1NChQzVixAidPXtWq1evVk1Njfbu3avNmzeWF61cAAAXMElEQVR777tKS0vT5s2btXfvXtXU1Gj16tU6d%2B6ckpOTJUmpqalasWKFTpw4ofLyci1cuFB9%2B/bVDTfcYGTtAADA%2BYycwVq0aJEeffRRhYSEaM2aNSZ2%2BW8FBQVpzZo1Wrx4sYYNG6aLFy8qKSlJs2fPVnh4uF5%2B%2BWVlZWVp2bJlat%2B%2BvebMmaM77rhD0uevKpw3b57mz5%2BvM2fOKDo6WqtWrVJERISkz%2B%2BVqq2t1ZgxY1RRUaHExEQtXbq0yTMBAADnaGVZlvWf7qRHjx7629/%2B5vNqwR//%2BMdatGiR8VfO2ZXHU2Z8ny5XgJKzdxnfb1N5c/IAv7ZzuQIUGRmqkpIKx5wqbuDUbE7NJZHNjpyaS3JutqbM1alTW6P785eRS4SX62jvvfeeLl68aGL3AAAAtmKvl6EBAADYAAULAADAMGMFq1WrVqZ2BQAAYGvG3gfrySef9HnPq5qaGj399NON3qDTxPtgAQAAtGRGClafPn0a/e29%2BPh4lZSUqKSkxMQhAAAAbMNIwboa730FAABgF9zkDgAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMNsX7Dq6uo0duxYPfbYY96xHTt2KCUlRXFxcbrrrru0fft2n%2BesWrVKgwYNUlxcnMaOHatPPvnEO1dZWalZs2YpMTFRvXv31owZM1RRUXHV8gAAAPuzfcFavny5Dhw44H189OhRTZo0SY8%2B%2BqgOHDigSZMmafLkyTpz5owkKTc3V2vWrNFLL72kvLw83XLLLcrMzJRlWZKkBQsW6NSpU9q6dau2bdumU6dOKTs7u1myAQAAe7J1wdqzZ4%2B2bdum7373u96x3NxcJSQkaOjQoXK5XLr77rvVp08f5eTkSJJeffVVPfDAA4qJiVGbNm00depUnTx5Unl5eaqqqtLmzZuVmZmpiIgIdejQQdOmTdOmTZtUVVXVXDEBAIDNuJp7AV/XuXPnNHv2bL3wwgtavXq1d7ywsFCxsbE%2B20ZHRys/P987P378eO9cUFCQunbtqvz8fEVERKimpsbn%2Bd27d1d1dbWOHj2qHj16%2BLW2oqIieTwenzGXK0RRUVFXGvPfCgy0Vz92ufxbb0Muu%2BXzh1OzOTWXRDY7cmouybnZnJjLlgWrvr5e06dP10MPPaSbbrrJZ66iokJut9tnLDg4WJWVlV85X15eLkkKCQnxzjVseyX3YeXk5Gj58uU%2BYxkZGcrMzPR7H04UGRl6RduHh7u/eiObcmo2p%2BaSyGZHTs0lOTebk3LZsmCtXLlSrVu31tixYxvNud1uVVdX%2B4xVV1crNDT0K%2BcbilVVVZV3%2B4ZLg2FhYX6vLz09XUlJST5jLleISkrM3ixvt6bvb/7AwACFh7t14UKV6urqm3hVV5dTszk1l0Q2O3JqLsm52Zoy15X%2Bcm%2BKLQvWa6%2B9pqKiIiUkJEiStzD9%2Bc9/1pgxY3To0CGf7QsLC9WzZ09JUkxMjAoKCjR48GBJUk1NjY4eParY2Fh169ZNQUFBKiws1G233SZJOnLkiPcyor%2BioqIaXQ70eMpUW%2BucH4av40rz19XVO/Zz5tRsTs0lkc2OnJpLcm42J%2BWy1ymQ//PWW2/pvffe04EDB3TgwAGNGDFCI0aM0IEDBzRy5Ejt27dPW7ZsUW1trbZs2aJ9%2B/bpnnvukSSNGjVKa9euVX5%2Bvi5evKhnnnlGHTt2VEJCgtxut%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%2BfroYceUt%2B%2BfTVgwADNmDFDxcXFkqSDBw9q9OjRio%2BPV1JSktavX%2B/z3NzcXCUnJysuLk6pqal6//33vXN1dXVasmSJ%2Bvfvr/j4eE2YMEFFRUVXNRsAALA3Wxas6upq/eQnP1F8fLz%2B9re/6fXXX1dpaakef/xxnT9/Xg8//LDuvfde7d%2B/X1lZWVq0aJE%2B/PBDSVJeXp4WLFigxYsXa//%2B/Ro5cqQmTJigqqoqSdKKFSu0e/dubdy4Ubt27VJwcLDmzJnTnHEBAIDN2LJgnTx5UjfddJMyMjLUunVrRUZGKj09Xfv379e2bdsUERGhMWPGyOVyqV%2B/fkpJSdG6deskSevXr9fw4cPVu3dvBQUFady4cYqMjNSWLVu88%2BPHj9e1116rsLAwzZ49Wzt37tSJEyeaMzIAALARV3Mv4Ov41re%2BpRdffNFnbOvWrbrllltUUFCg2NhYn7no6Ght2LBBklRYWKhRo0Y1ms/Pz1dZWZlOnz7t8/yOHTuqXbt2Onz4sLp06eLX%2BoqKiuTxeHzGXK4QRUVF%2BZ3RH4GB9urHLpd/623IZbd8/nBqNqfmkshmR07NJTk3mxNz2bJgfZFlWVq6dKm2b9%2ButWvX6ve//73cbrfPNsHBwaqsrJQkVVRU/Mv5iooKSVJISEij%2BYY5f%2BTk5Gj58uU%2BYxkZGcrMzPR7H04UGRl6RduHh7u/eiObcmo2p%2BaSyGZHTs0lOTebk3LZumCVl5dr1qxZOnTokNauXasbb7xRbrdbZWVlPttVV1crNPTz/7m73W5VV1c3mo%2BMjPQWr4b7sS73fH%2Bkp6crKSnJZ8zlClFJif8lzR92a/r%2B5g8MDFB4uFsXLlSprq6%2BiVd1dTk1m1NzSWSzI6fmkpybrSlzXekv96bYtmAdP35c48eP13XXXacNGzaoffv2kqTY2Fjt3r3bZ9vCwkLFxMRIkmJiYlRQUNBoftCgQWrXrp06d%2B6swsJC72VCj8ej0tLSRpcd/52oqKhGlwM9njLV1jrnh%2BHruNL8dXX1jv2cOTWbU3NJZLMjp%2BaSnJvNSbnsdQrk/5w/f14PPvigbr/9dr300kveciVJycnJOnv2rFavXq2amhrt3btXmzdv9t53lZaWps2bN2vv3r2qqanR6tWrde7cOSUnJ0uSUlNTtWLFCp04cULl5eVauHCh%2BvbtqxtuuKFZsgIAAPux5RmsTZs26eTJk3rzzTf11ltv%2Bcy9//77evnll5WVlaVly5apffv2mjNnju644w5JUr9%2B/TRv3jzNnz9fZ86cUXR0tFatWqWIiAhJn98rVVtbqzFjxqiiokKJiYlaunTpVc8IAADsq5VlWVZzL%2BKbwOMp%2B%2BqNrpDLFaDk7F3G99tU3pw8wK/tXK4ARUaGqqSkwjGnihs4NZtTc0lksyOn5pKcm60pc3Xq1Nbo/vxly0uEAAAALRkFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAwyhYAAAAhlGwAAAADKNgAQAAGEbBAgAAMIyCBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABjmau4F4JvjrqW7m3sJV%2BTNyQOaewkAAJviDBYAAIBhnMECHMJOZwg5OwjA6TiDdRnnzp3TxIkTlZCQoMTERGVlZam2tra5lwUAAGyCM1iXMXnyZHXu3Fm7du3S2bNnNWHCBK1evVo/%2BclPmntpgCPY6WybJB3I%2Bl5zL%2BGK2Onzy9lMOBUF60uOHTumffv2aefOnXK73erSpYsmTpyop59%2BmoIFfEMlzH6ruZcAwGYoWF9SUFCgiIgIde7c2TvWvXt3nTx5UhcuXFB4eHgzrg5Xk53OAgB2ZbefM864wV8UrC%2BpqKiQ2%2B32GWt4XFlZ6VfBKioqksfj8RlzuUIUFRVlbqGSAgO5hQ4AriaXq3n/3W34d99p//47MRcF60tCQkJUVVXlM9bwODQ01K995OTkaPny5T5jjzzyiCZNmmRmkf%2BnqKhID15ToPT0dOPlrTkVFRUpJyfHcbkk52Zzai6JbHbk1FzS59l%2B97sXHZfNibmcUxUNiYmJUWlpqc6ePesdO3LkiK655hq1bdvWr32kp6dr06ZNPh/p6enG1%2BrxeLR8%2BfJGZ8vszqm5JOdmc2ouiWx25NRcknOzOTEXZ7C%2BpGvXrurdu7cWLlyoJ554QiUlJXrhhReUlpbm9z6ioqIc08ABAMCV4wzWZSxbtky1tbUaMmSI7rvvPn3729/WxIkTm3tZAADAJjiDdRkdO3bUsmXLmnsZAADApgLnz58/v7kXga8vNDRUffv29fsGfLtwai7Judmcmksimx05NZfk3GxOy9XKsiyruRcBAADgJNyDBQAAYBgFCwAAwDAKFgAAgGEULAAAAMMoWAAAAIZRsAAAAAyjYAEAABhGwQIAADCMgmVT586d08SJE5WQkKDExERlZWWptra2uZf1tRUXFys5OVl5eXnesYMHD2r06NGKj49XUlKS1q9f34wrvHL5%2Bfl66KGH1LdvXw0YMEAzZsxQcXGxJHtn27Nnj0aPHq3bb79dAwYM0IIFC1RdXS3J3rka1NXVaezYsXrssce8Yzt27FBKSori4uJ01113afv27c24wiu3ZcsW3XzzzYqPj/d%2BTJ8%2BXZL9s5WWlmrGjBlKTExUnz59NHHiRBUVFUmy9/fjn/70J5%2BvV3x8vHr27KmePXtKsvfX7dChQxozZowSEhI0cOBAPfnkk7p06ZIke%2BdqxIIt/eAHP7CmTp1qVVZWWsePH7eGDx9urVq1qrmX9bUcOHDAGjp0qBUbG2vt3bvXsizLKi0ttfr27WutXbvWqqmpsd555x0rPj7eOnjwYDOv1j9VVVXWgAEDrOeee866ePGiVVxcbI0fP9766U9/auts586ds3r16mVt3LjRqqurs86cOWONGDHCeu6552yd64uWLl1q3XTTTdbMmTMty7KsTz/91OrVq5f19ttvWzU1NdYbb7xh3Xrrrdbp06ebeaX%2BW7x4sfXYY481GndCth/84AdWRkaGdf78eausrMx65JFHrIcfftgx348NTp8%2BbQ0YMMD64x//aOuvW11dnTVgwADrd7/7nVVXV2edOnXKGjZsmLV8%2BXJb57oczmDZ0LFjx7Rv3z5Nnz5dbrdbXbp00cSJE7Vu3brmXtoVy83N1bRp0zRlyhSf8W3btikiIkJjxoyRy%2BVSv379lJKSYpuMJ0%2Be1E033aSMjAy1bt1akZGRSk9P1/79%2B22drX379nrnnXeUmpqqVq1aqbS0VBcvXlT79u1tnavBnj17tG3bNn33u9/1juXm5iohIUFDhw6Vy%2BXS3XffrT59%2BignJ6cZV3plPvroI%2B%2BZjy%2Bye7aPP/5YBw8e1OLFixUeHq6wsDAtWLBA06ZNc8T3YwPLsjR9%2BnTdeeeduueee2z9dTt//rw8Ho/q6%2Btl/d9f6gsICJDb7bZ1rsuhYNlQQUGBIiIi1LlzZ%2B9Y9%2B7ddfLkSV24cKEZV3blBg4cqLffflt33323z3hBQYFiY2N9xqKjo5Wfn381l/e1fetb39KLL76owMBA79jWrVt1yy232D5bWFiYJOk73/mOUlJS1KlTJ6Wmpto%2B17lz5zR79mw988wzcrvd3vHCwkJb56qvr9ehQ4f017/%2BVYMHD9agQYM0d%2B5cnT9/3vbZPvzwQ0VHR%2BvVV19VcnKyBg4cqCVLlqhTp062/378otdee02FhYXey9Z2/rpFRkZq3LhxWrJkiXr16qXvfOc76tq1q8aNG2frXJdDwbKhiooKn/8BSPI%2BrqysbI4lfW2dOnWSy%2BVqNH65jMHBwbbLJ33%2B2%2Bcvf/lLbd%2B%2BXbNnz3ZMtm3btmnnzp0KCAhQZmamrXPV19dr%2BvTpeuihh3TTTTf5zNk5l/T5/Y0333yzhg0bpi1btuiVV17R0aNHNX36dNtnO3/%2BvA4fPqyjR48qNzdXf/zjH3XmzBnNnDnT9tka1NfXa8WKFfrZz37m/eXGztnq6%2BsVHBysuXPn6oMPPtDrr7%2BuI0eOaNmyZbbOdTkULBsKCQlRVVWVz1jD49DQ0OZYknFut9t743SD6upq2%2BUrLy9XZmamNm/erLVr1%2BrGG290TLbg4GB17txZ06dP165du2yda%2BXKlWrdurXGjh3baM7OuSSpY8eOWrdundLS0uR2u3Xddddp%2BvTp2rlzpyzLsnW21q1bS5Jmz56tsLAwdezYUZMnT9aOHTtsn61BXl6eioqKlJaW5h2z8/fk22%2B/ra1bt%2BqBBx5Q69atFRMTo4yMDP3hD3%2Bwda7LoWDZUExMjEpLS3X27Fnv2JEjR3TNNdeobdu2zbgyc2JjY1VQUOAzVlhYqJiYmGZa0ZU7fvy4Ro0apfLycm3YsEE33nijJHtne%2B%2B99/S9733P%2B4ofSbp06ZKCgoIUHR1t21yvvfaa9u3bp4SEBCUkJOj111/X66%2B/roSEBFt/vaTPX82anZ3tvd9F%2BvxrFhAQoFtvvdXW2aKjo1VfX6%2BamhrvWH19vSSpR48ets7WYOvWrUpOTlZISIh3zM7fk6dOnfL590OSXC6XgoKCbJ3rsprzDnt8fffff781ZcoUq6yszPsqwmXLljX3sv4jX3wVYXFxsZWQkGD99re/tS5dumTt2bPHio%2BPt/bs2dPMq/RPaWmpdeedd1qPPfaYVVdX5zNn52zl5eXWd77zHWvhwoXWxYsXrc8%2B%2B8xKS0uz5s2bZ%2BtcXzZz5kzvqwgLCwutXr16WW%2B88Yb3lU29evWyPvnkk2ZepX9OnTplxcXFWb/5zW%2Bsmpoa65///Kd13333WY8//rjts126dMlKTk62Jk2aZJWXl1vnzp2zfvjDH1oZGRmO%2BX4cMWKE9eqrr/qM2fnrVlBQYPXs2dNasWKFVVtbax0/ftwaMWKEtXjxYlvnuhwKlk15PB5r0qRJVt%2B%2Bfa077rjDWrx4sVVbW9vcy/qPfLFgWZZlffjhh1Z6eroVHx9vDRkyxNq4cWMzru7KvPzyy1ZsbKx12223WXFxcT4flmXvbAUFBdZDDz1kJSQkWIMHD7aeffZZ6%2BLFi5Zl2TvXF32xYFmWZe3cudMaOXKkFRcXZw0fPtz661//2oyru3J5eXner8sdd9xhLViwwKqurrYsy/7ZTp8%2BbU2ePNkaMGCAlZCQYM2YMcM6f/68ZVnO%2BH6Mi4u77NfEzl%2B33bt3W6NHj7Z69%2B5t3XnnnT7/htg515e1sqwvnDcGAADAf4x7sAAAAAyjYAEAABhGwQIAADCMggUAAGAYBQsAAMAwChYAAIBhFCwAAADDKFgAAACGUbAAAAAMo2ABAAAYRsECAAAwjIIFAABgGAULAADAMAoWAACAYRQsAAAAw/4/7cJwFsP4TjUAAAAASUVORK5CYII%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-2605423398175403367\">\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\">3096</td>\n",
       "        <td class=\"number\">20.8%</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\">2756</td>\n",
       "        <td class=\"number\">18.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:89%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">3</td>\n",
       "        <td class=\"number\">2523</td>\n",
       "        <td class=\"number\">17.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:81%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">4</td>\n",
       "        <td class=\"number\">2254</td>\n",
       "        <td class=\"number\">15.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:73%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">5</td>\n",
       "        <td class=\"number\">1072</td>\n",
       "        <td class=\"number\">7.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:35%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">6</td>\n",
       "        <td class=\"number\">1034</td>\n",
       "        <td class=\"number\">7.0%</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\">823</td>\n",
       "        <td class=\"number\">5.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:27%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">30</td>\n",
       "        <td class=\"number\">261</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\">8</td>\n",
       "        <td class=\"number\">239</td>\n",
       "        <td class=\"number\">1.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">33</td>\n",
       "        <td class=\"number\">189</td>\n",
       "        <td class=\"number\">1.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (10)</td>\n",
       "        <td class=\"number\">603</td>\n",
       "        <td class=\"number\">4.1%</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-2605423398175403367\">\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\">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\">1</td>\n",
       "        <td class=\"number\">3096</td>\n",
       "        <td class=\"number\">20.8%</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\">2756</td>\n",
       "        <td class=\"number\">18.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:89%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">3</td>\n",
       "        <td class=\"number\">2523</td>\n",
       "        <td class=\"number\">17.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:81%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">4</td>\n",
       "        <td class=\"number\">2254</td>\n",
       "        <td class=\"number\">15.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:73%\">&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\">13</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:19%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">62</td>\n",
       "        <td class=\"number\">18</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:26%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">63</td>\n",
       "        <td class=\"number\">69</td>\n",
       "        <td class=\"number\">0.5%</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\">2</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">80</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:2%\">&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>17</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",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-1828579708670677171\">\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: 43.7%\">\n",
       "            6483\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>nira/tanira</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: 13.8%\">\n",
       "            2051\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>other</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:26%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 11.3%\">\n",
       "            1672\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (14)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:71%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 31.3%\">\n",
       "            4644\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-1828579708670677171, #minifreqtable-1828579708670677171\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-1828579708670677171\">\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\">6483</td>\n",
       "        <td class=\"number\">43.7%</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\">2051</td>\n",
       "        <td class=\"number\">13.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:32%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">1672</td>\n",
       "        <td class=\"number\">11.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:26%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">submersible</td>\n",
       "        <td class=\"number\">1218</td>\n",
       "        <td class=\"number\">8.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:19%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">swn 80</td>\n",
       "        <td class=\"number\">918</td>\n",
       "        <td class=\"number\">6.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">mono</td>\n",
       "        <td class=\"number\">763</td>\n",
       "        <td class=\"number\">5.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:12%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">india mark ii</td>\n",
       "        <td class=\"number\">629</td>\n",
       "        <td class=\"number\">4.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:10%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">afridev</td>\n",
       "        <td class=\"number\">438</td>\n",
       "        <td class=\"number\">2.9%</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\">375</td>\n",
       "        <td class=\"number\">2.5%</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\">121</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 (7)</td>\n",
       "        <td class=\"number\">182</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_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=\"minifreqtable3762736865773211930\">\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: 43.7%\">\n",
       "            6483\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>handpump</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:64%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 28.0%\">\n",
       "            4156\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>other</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:26%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 11.3%\">\n",
       "            1672\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (4)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:39%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 17.1%\">\n",
       "            2539\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=\"#freqtable3762736865773211930, #minifreqtable3762736865773211930\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable3762736865773211930\">\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\">6483</td>\n",
       "        <td class=\"number\">43.7%</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\">4156</td>\n",
       "        <td class=\"number\">28.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:64%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">1672</td>\n",
       "        <td class=\"number\">11.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:26%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">submersible</td>\n",
       "        <td class=\"number\">1593</td>\n",
       "        <td class=\"number\">10.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:25%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">motorpump</td>\n",
       "        <td class=\"number\">790</td>\n",
       "        <td class=\"number\">5.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">rope pump</td>\n",
       "        <td class=\"number\">121</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\">35</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_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>0.1%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable2979634865615482180\">\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: 43.7%\">\n",
       "            6483\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>nira/tanira</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: 13.8%\">\n",
       "            2051\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>other</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:26%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 11.3%\">\n",
       "            1672\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (10)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:71%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 31.3%\">\n",
       "            4644\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=\"#freqtable2979634865615482180, #minifreqtable2979634865615482180\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable2979634865615482180\">\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\">6483</td>\n",
       "        <td class=\"number\">43.7%</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\">2051</td>\n",
       "        <td class=\"number\">13.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:32%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">1672</td>\n",
       "        <td class=\"number\">11.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:26%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">submersible</td>\n",
       "        <td class=\"number\">1593</td>\n",
       "        <td class=\"number\">10.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:25%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">swn 80</td>\n",
       "        <td class=\"number\">918</td>\n",
       "        <td class=\"number\">6.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">mono</td>\n",
       "        <td class=\"number\">763</td>\n",
       "        <td class=\"number\">5.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:12%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">india mark ii</td>\n",
       "        <td class=\"number\">629</td>\n",
       "        <td class=\"number\">4.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:10%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">afridev</td>\n",
       "        <td class=\"number\">438</td>\n",
       "        <td class=\"number\">2.9%</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\">121</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\">83</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\">99</td>\n",
       "        <td class=\"number\">0.7%</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_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>981</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>6.6%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>5.9%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>869</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable6472176658189540394\">\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: 14.9%\">\n",
       "            2215\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: 5.3%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        793\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: 3.9%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        580\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (977)</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: 70.0%\">\n",
       "            10393\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: 5.9%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        869\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=\"#freqtable6472176658189540394, #minifreqtable6472176658189540394\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable6472176658189540394\">\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\">2215</td>\n",
       "        <td class=\"number\">14.9%</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\">793</td>\n",
       "        <td class=\"number\">5.3%</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\">580</td>\n",
       "        <td class=\"number\">3.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:7%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">World Bank</td>\n",
       "        <td class=\"number\">352</td>\n",
       "        <td class=\"number\">2.4%</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\">336</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\">Rwssp</td>\n",
       "        <td class=\"number\">329</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\">316</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\">267</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\">259</td>\n",
       "        <td class=\"number\">1.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Dhv</td>\n",
       "        <td class=\"number\">236</td>\n",
       "        <td class=\"number\">1.6%</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 (970)</td>\n",
       "        <td class=\"number\">8298</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=\"missing\">\n",
       "        <td class=\"fillremaining\">(Missing)</td>\n",
       "        <td class=\"number\">869</td>\n",
       "        <td class=\"number\">5.9%</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>2157</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>14.5%</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",
       "                <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>655.15</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>-57</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>2777</td>\n",
       "                </tr>\n",
       "                <tr class=\"alert\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>35.1%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram-1053534756832374115\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAASxJREFUeJzt3cFtwkAURVGMUlKKoKes01OKoKfJHkVXJhL2YJ%2BzR5rN1X9i42WMMS7An657PwBm9rH3Ax59fv08/Zv79%2B0FLwEXBJJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIEz3AZ0j8TGg9yeQyYhqLiYWBIFAOMTEMkt4FRcEgkAgHGJibeU/U24Lz77LvFzPBYEgEAinnVizziXmctpAzszf4uuZWBBcEFY569VZxhhj70fArEwsCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCL%2BcgCBrw2egswAAAABJRU5ErkJggg%3D%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-1053534756832374115,#minihistogram-1053534756832374115\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-1053534756832374115\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-1053534756832374115\"\n",
       "                                                  aria-controls=\"quantiles-1053534756832374115\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-1053534756832374115\" aria-controls=\"histogram-1053534756832374115\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-1053534756832374115\" aria-controls=\"common-1053534756832374115\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-1053534756832374115\" aria-controls=\"extreme-1053534756832374115\"\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-1053534756832374115\">\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>-57</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>344</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>1308</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>1794</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>2777</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>2834</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>1308</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>691.26</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>1.0551</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.2591</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>655.15</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>635.06</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>0.49709</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>9728942</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>477840</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>116.1 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-1053534756832374115\">\n",
       "            <img 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/to5V1VVpRkzZig2NlYxMTGaNm2aKisrzSwaAABcFTwesJYtW6bBgwcrNTVVX3zxhZ566ilt3bpVmZmZiouL0/Dhw/Uf//EfjULRxSxdulS7d%2B92fn/48GFNmDBBTz75pHbv3q0JEyZo0qRJOnHihCQpLy9Pq1ev1quvvqodO3aoR48emjhxoizLkiTNnTtX33//vT744ANt3LhR33//vbKyssw3AgAAtFgeD1hr1qzRgAED9M4772jdunV64IEHFBwc7LJNt27dNGXKlMvua/v27dq4caMGDRrkHMvLy1OvXr00cOBA2Ww2DRkyRL1791Zubq4k6Y033tBDDz2kiIgItWnTRpMnT9axY8e0Y8cOVVdXa8OGDZo4caJCQkJ07bXXasqUKVq/fr2qq6vNNgIAALRYHg9YW7Zs0b//%2B7/LZrM5x/Lz81VaWur8/uabb1ZaWtol93Pq1CnNnDlTL7zwgux2u3O8qKhIkZGRLtuGh4eroKDggvP%2B/v7q0qWLCgoK9O2336q2ttZlvlu3bqqpqdHhw4d/1HoBAMDVx3b5Tcz68ssvNW7cOKWkpGj69OmSpMzMTNXW1mrlypWNwtGFNDQ0aOrUqXr44Yf1y1/%2B0mWusrLSJXBJUkBAgKqqqi47X1FRIUkKDAx0zp3f1p37sIqLi%2BVwOFzGbLZAhYWFNXkfLZHN5hu/OMDPr7XLn7g8euY%2BeuY%2BeuY%2BeuY9Hg9Yf/rTnzRo0CA99dRTzrGPPvpIzzzzjBYsWKCVK1dedh/Lly/XNddco9GjRzeas9vtqqmpcRmrqalRUFDQZefPB6vq6mrn9ucvDf7wMual5ObmaunSpS5j6enpmjhxYpP30RKFhgZ5uwS3tGtnv/xGcEHP3EfP3EfP3EfPPM/jAevAgQOaP3%2B%2BrrnmGueYn5%2BfHnvsMaWkpDRpH3/7299UXFysXr16SZIzMH300UdKS0vTgQMHXLYvKirSLbfcIkmKiIhQYWGhBgwYIEmqra3V4cOHFRkZqa5du8rf319FRUW67bbbJEmHDh1yXkZsqtTUVCUkJLiM2WyBKi29un8a0VfW7%2BfXWu3a2XXmTLXq6xu8XY5PoGfuo2fuo2fuo2fe%2B3Dv8YAVHBysI0eO6MYbb3QZP378uAICApq0j/fff9/l%2B/OPaFiwYIEOHTqk1157Tfn5%2BRo0aJA2btyonTt3aubMmZKkESNGaMmSJYqPj1fXrl310ksvqWPHjurVq5f8/f2VlJSkrKwsvfzyy5KkrKwsDRs2rMm1SVJYWFijy4EOR7nq6q7Og/s8X1t/fX2Dz9XsbfTMffTMffTMffTM8zx%2BUXbw4MGaM2eOPvnkE1VUVKiyslKffvqpnnvuOSUmJv7k/Xfr1k1//vOftXz5cvXu3VvLli3TkiVL1LVrV0nSyJEjNXbsWKWnp6tv37768ssvtXz5cvn7%2B0uSZs%2BerS5duig5OVn33HOPfv7zn%2BvZZ5/9yXUBAICrRyvr/AOgPKS6ulqTJk3S5s2b1apVK%2Bd4YmKi5s%2Bf77z3qaVxOJrn9y0mLdrWLPttDu9N6u/tEprEZmut0NAglZZW8omvieiZ%2B%2BiZ%2B%2BiZ%2B%2BiZ1KlTW6%2B8r8cvEdrtdi1fvlzffPONDh48KH9/f3Xr1s2te5wAAACuZB4PWOd17drVedkOAACgJfF4wPrmm2/03HPPac%2BePaqtrW00/9VXX3m6JAAAAKM8HrDmzJmjY8eOacqUKWrb1jvXRQEAAJqTxwPW3r179de//lXR0dGefmsAAACP8PhjGkJDQ1vsTwoCAABIXghYo0eP1osvvqjy8uZ5bAEAAIC3efwS4ebNm/X5558rNjZW1157rcuvzJGkv//9754uCQAAwCiPB6zY2FjFxsZ6%2Bm0BAAA8xuMB64knnvD0WwIAAHiUx%2B/BkqSCggLNmDFDDzzwgE6cOKGcnBzt2LHDG6UAAAAY5/GA9cUXX2jUqFH67rvv9MUXX%2BjcuXP66quv9Lvf/U6bNm3ydDkAAADGeTxgZWVl6Xe/%2B51Wr14tf39/SdLzzz%2Bv3/72t1q6dKmnywEAADDOK2ewhg8f3mj8wQcf1Ndff%2B3pcgAAAIzzeMDy9/dXRUVFo/Fjx47Jbrd7uhwAAADjPB6wBg4cqBdeeEGlpaXOsUOHDikjI0N33XWXp8sBAAAwzuMBa/r06aqpqVG/fv1UXV2tlJQUDRs2TDabTdOmTfN0OQAAAMZ5/DlYwcHBWrt2rbZv364vv/xSDQ0NioyM1J133qnWrb3y1AgAAACjPB6wzouLi1NcXJy33h4AAKDZeDxgJSQkqFWrVhed53cRAgAAX%2BfxgHXfffe5BKza2lp9%2B%2B232rJliyZNmuTpcgAAAIzzeMCaMGHCBcfXrFmjPXv26Le//a2HKwIAADDrirmrfMCAAdq8ebO3ywAAAPjJrpiAtXPnTrVp08bbZQAAAPxkHr9E%2BMNLgJZlqaKiQgcPHuTyIAAAaBE8HrB%2B9rOfNfopQn9/f40ZM0bJycmeLgcAAMA4jwesBQsWePotAQAAPMrjAWvXrl1N3rZ3797NWAkAAEDz8HjAGjt2rCzLcn6dd/6y4fmxVq1a6auvvvJ0eQAAAD%2BZxwPWkiVLNH/%2BfE2fPl19%2B/aVv7%2B/9u3bpzlz5uihhx7SgAEDPF0SAACAUR5/TMPChQs1e/ZsDRw4UMHBwWrTpo369Omj5557TitXrtQNN9zg/AIAAPBFHg9YxcXFuv766xuNBwcHq7S01NPlAAAAGOfxgBUVFaUXX3xRFRUVzrGysjJlZmYqLi7O0%2BUAAAAY5/F7sGbNmqUxY8YoPj5eXbp0kSR988036tSpk15//XVPlwMAAGCcxwNWt27dlJ%2Bfrw0bNujQoUOSpIceekhDhw6V3W73dDkAAADGeTxgSVK7du00atQofffdd7rxxhsl/fNp7gAAAC2Bx%2B/BsixLWVlZ6t27t4YNG6bjx49r%2BvTpmjFjhmpra5u8n%2B3bt2vUqFG6/fbb1b9/f82dO1c1NTWSpH379mnUqFGKjo5WQkKC1q1b5/LavLw8JSYmKioqSikpKdq7d69zrr6%2BXgsXLlS/fv0UHR2t8ePHq7i42MziAQDAVcHjAWv16tX629/%2BptmzZ%2Buaa66RJA0cOFD/8z//o5dffrlJ%2BygpKdHvf/97Pfjgg9q9e7fy8vK0c%2BdO/eUvf9Hp06f12GOPafjw4dq1a5cyMjI0f/587d%2B/X5K0Y8cOzZ07VwsWLNCuXbt07733avz48aqurpYkZWdna9u2bXrrrbe0detWBQQEaNasWc3TDAAA0CJ5PGDl5ubq2WefVUpKivPp7UOGDFFGRobefffdJu2jQ4cO%2BuSTT5z7KCsr09mzZ9WhQwdt3LhRISEhSktLk81mU1xcnJKTk5WTkyNJWrdunYYOHaqYmBj5%2B/tr7NixCg0NVX5%2BvnN%2B3Lhxuv766xUcHKyZM2dqy5YtOnr0aPM0BAAAtDgeD1jfffedfvWrXzUa7969u06ePNnk/QQHB0uS/u3f/k3Jycnq1KmTUlJSVFhYqMjISJdtw8PDVVBQIEkqKiq66Hx5ebmOHz/uMt%2BxY0e1b99eBw8ebHJtAADg6ubxm9xvuOEG7d%2B/Xz//%2Bc9dxjdv3uy84d0dGzdu1OnTpzVlyhRNnDhRnTt3bvTTiAEBAaqqqpIkVVZWXnS%2BsrJSkhQYGNho/vxcUxQXF8vhcLiM2WyBCgsLa/I%2BWiKbzeN5/kfx82vt8icuj565j565j565j555j8cD1iOPPKI//vGPOnHihCzL0vbt27V27VqtXr1aM2bMcHt/AQEBCggI0NSpUzVq1CiNHj1a5eXlLtvU1NQoKChIkmS32503w//rfGhoqDN4nb8f60Kvb4rc3FwtXbrUZSw9PV0TJ05s8j5aotDQpvfwStCuHY8NcRc9cx89cx89cx898zyPB6wRI0aorq5O2dnZqqmp0bPPPqtrr71WTz31lB588MEm7eOzzz7TH/7wB7399tvOG%2BXPnTsnf39/hYeHa9u2bS7bFxUVKSIiQpIUERGhwsLCRvPx8fFq3769Onfu7HIZ0eFwqKysrNFlxUtJTU1VQkKCy5jNFqjS0qafBWuJfGX9fn6t1a6dXWfOVKu%2BvsHb5fgEeuY%2BeuY%2BeuY%2Beua9D/ceD1hvv/227rnnHqWmpqqkpESWZenaa691ax/du3dXTU2NXnjhBU2ePFkOh0MLFy7UyJEjNXjwYL3wwgtatWqV0tLStGfPHm3YsEHLli2TJI0cOVLp6elKSkpSTEyMcnJydOrUKSUmJkqSUlJSlJ2drZ49eyo0NFTz5s1Tnz59dNNNNzW5vrCwsEaXAx2OctXVXZ0H93m%2Btv76%2Bgafq9nb6Jn76Jn76Jn76JnneTxgPf/88%2BrRo4fat2%2BvDh06/Kh9BAUF6ZVXXtG8efPUv39/tW3bVsnJyUpPT9c111yjlStXKiMjQ4sXL1aHDh00a9Ys9e3bV5IUFxen2bNna86cOTpx4oTCw8O1YsUKhYSESPrnpby6ujqlpaWpsrJSsbGxWrRokbH1AwCAlq%2BVZVmWJ9/w/vvv19ixYzVkyBBPvq3XORzll9/oR0hatO3yG10h3pvU39slNInN1lqhoUEqLa3kE18T0TP30TP30TP30TOpU6e2Xnlfj5/BioiI0JQpU/TKK6%2BoS5cuatOmjcv8/PnzPV0SAACAUR4PWEeOHFFMTIwkNXqUAQAAQEvgkYA1f/58PfnkkwoMDNTq1as98ZYAAABe45Enj73%2B%2BuuNni31yCOP8EuUAQBAi%2BSRgHWh%2B%2Bg/%2B%2BwznT171hNvDwAA4FE8Ox8AAMAwAhYAAIBhHgtYrVq18tRbAQAAeJXHHtPw/PPPuzzzqra2VpmZmY1%2BiTLPwQIAAL7OIwGrd%2B/ejZ55FR0drdLSUpWWlnqiBAAAAI/xSMDi2VcAAOBqwk3uAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhvlswCooKNDDDz%2BsPn36qH///po2bZpKSkokSfv27dOoUaMUHR2thIQErVu3zuW1eXl5SkxMVFRUlFJSUrR3717nXH19vRYuXKh%2B/fopOjpa48ePV3FxsUfXBgAAfJtPBqyamho9%2Buijio6O1v/%2B7//qnXfeUVlZmf7whz/o9OnTeuyxxzR8%2BHDt2rVLGRkZmj9/vvbv3y9J2rFjh%2BbOnasFCxZo165duvfeezV%2B/HhVV1dLkrKzs7Vt2za99dZb2rp1qwICAjRr1ixvLhcAAPgYnwxYx44d0y9/%2BUulp6frmmuuUWhoqFJTU7Vr1y5t3LhRISEhSktLk81mU1xcnJKTk5WTkyNJWrdunYYOHaqYmBj5%2B/tr7NixCg0NVX5%2BvnN%2B3Lhxuv766xUcHKyZM2dqy5YtOnr0qDeXDAAAfIhPBqxf/OIXeuWVV%2BTn5%2Bcc%2B%2BCDD9SjRw8VFhYqMjLSZfvw8HAVFBRIkoqKii46X15eruPHj7vMd%2BzYUe3bt9fBgwebcUUAAKAlsXm7gJ/KsiwtWrRImzZt0po1a/T666/Lbre7bBMQEKCqqipJUmVl5UXnKysrJUmBgYGN5s/PNUVxcbEcDofLmM0WqLCwsCbvoyWy2Xwjz/v5tXb5E5dHz9xHz9xHz9xHz7zHpwNWRUWFZsyYoQMHDmjNmjXq3r277Ha7ysvLXbarqalRUFCQJMlut6umpqbRfGhoqDN4nb8f60Kvb4rc3FwtXbrUZSw9PV0TJ05s8j5aotDQpvfwStCunf3yG8EFPXMfPXMfPXMfPfM8nw1YR44c0bhx4/Szn/1Mb775pjp06CBJioyM1LZt21y2LSoqUkREhCQpIiJChYWFjebj4%2BPVvn17de7c2eUyosPhUFlZWaPLipeSmpqqhIQElzGbLVClpU0/C9YS%2Bcr6/fxaq107u86cqVZ9fYO3y/EJ9Mx99Mx99Mx99Mx7H%2B59MmCdPn1aY8aMUd%2B%2BfZWRkaHWrf//qc/ExERlZmZq1apVSktL0549e7RhwwYtW7ZMkjRy5Eilp6crKSlJMTExysnJ0alTp5SYmChJSklJUXZ2tnr27KnQ0FDNmzdPffr00U033dTk%2BsLCwhpdDnQ4ylVXd3Ue3Of52vrr6xt8rmZva2rPkhZtu%2Bw2V5L3JvVvtn1znLnwWKUJAAAQvElEQVSPnrmPnnmeTwas9evX69ixY3rvvff0/vvvu8zt3btXK1euVEZGhhYvXqwOHTpo1qxZ6tu3ryQpLi5Os2fP1pw5c3TixAmFh4drxYoVCgkJkfTPS3l1dXVKS0tTZWWlYmNjtWjRIo%2BvEQAA%2BK5WlmVZ3i7iauBwlF9%2Box/Bl84ENOdZAJNsttYKDQ1SaWkln/iayN2e%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%2B/fvlyTt2LFDc%2BfO1YIFC7Rr1y7de%2B%2B9Gj9%2BvKqrqyVJ2dnZ2rZtm9566y1t3bpVAQEBmjVrllfWBwAAfJPPBqy8vDxNmTJFTz31lMv4xo0bFRISorS0NNlsNsXFxSk5OVk5OTmSpHXr1mno0KGKiYmRv7%2B/xo4dq9DQUOXn5zvnx40bp%2Buvv17BwcGaOXOmtmzZoqNHj3p8jQAAwDf5bMC644479OGHH2rIkCEu44WFhYqMjHQZCw8PV0FBgSSpqKjoovPl5eU6fvy4y3zHjh3Vvn17HTx4sJlWAgAAWhqbtwv4sTp16nTB8crKStntdpexgIAAVVVVXXa%2BsrJSkhQYGNho/vxcUxQXF8vhcLiM2WyBCgsLa/I%2B4H1%2Bfj77%2BcPjzveKnl0ZbLaW%2Bd%2BB48x99Mx7fDZgXYzdbld5ebnLWE1NjYKCgpzzNTU1jeZDQ0Odwev8/VgXen1T5ObmaunSpS5j6enpmjhxYpP3Ae9r185%2B%2BY3ggp5dGUJDm/7vlS/iOHMfPfO8FhewIiMjtW3bNpexoqIiRURESJIiIiJUWFjYaD4%2BPl7t27dX586dXS4jOhwOlZWVNbqseCmpqalKSEhwGbPZAlVa2vSzYPC%2BM2eqVV/f4O0ymiwxa6u3S8AVotfM971dQpN9OOXOJm/r59da7drZfe7vpjfRM%2B994GhxASsxMVGZmZlatWqV0tLStGfPHm3YsEHLli2TJI0cOVLp6elKSkpSTEyMcnJydOrUKSUmJkqSUlJSlJ2drZ49eyo0NFTz5s1Tnz59dNNNNzW5hrCwsEaXAx2OctXVXZ0Ht6%2Bqr2/gvxnQzH7M3zH%2BbrqPnnleiwtYoaGhWrlypTIyMrR48WJ16NBBs2bNUt%2B%2BfSVJcXFxmj17tubMmaMTJ04oPDxcK1asUEhIiKR/Xsqrq6tTWlqaKisrFRsbq0WLFnlzSQAAwMe0sizL8nYRVwOHo/zyG/0ISYu2XX4j/CgfTrnTpz7xcSzAF703qX%2BTt7XZWis0NEilpZU%2B9XfTm%2BiZ1KlTW6%2B8Lz9WAAAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMs3m7AOBKlZi11dslAAB8FGewAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIbxoFEAgNckLdrm7RLc8t6k/t4uAT6CM1gAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyAdQGnTp3S448/rl69eik2NlYZGRmqq6vzdlkAAMBHELAuYNKkSQoMDNTWrVv15ptvavv27Vq1apW3ywIAAD7C5u0CrjTffvutdu7cqS1btshut%2BvGG2/U448/rszMTD366KPeLg8A4EVJi7Z5uwS3fDjlTm%2BXcNXiDNYPFBYWKiQkRJ07d3aOdevWTceOHdOZM2e8WBkAAPAVnMH6gcrKStntdpex899XVVWpXbt2l91HcXGxHA6Hy5jNFqiwsDBzhQIAcBl%2Bfq1d/oTnELB%2BIDAwUNXV1S5j578PCgpq0j5yc3O1dOlSl7EnnnhCEyZMMFPkv9idcc8l54uLi5Wbm6vU1FQCXhPRM/fRM/fRM/fRM/cVFxfrr399hZ55AZH2ByIiIlRWVqaTJ086xw4dOqTrrrtObdu2bdI%2BUlNTtX79epev1NTU5ir5khwOh5YuXdrojBoujp65j565j565j565j555D2ewfqBLly6KiYnRvHnz9Nxzz6m0tFTLli3TyJEjm7yPsLAwPikAAHAV4wzWBSxevFh1dXW6%2B%2B67df/99%2BvOO%2B/U448/7u2yAACAj%2BAM1gV07NhRixcv9nYZAADAR/nNmTNnjreLQPMKCgpSnz59mnyTPujZj0HP3EfP3EfP3EfPvKOVZVmWt4sAAABoSbgHCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAauFOnXqlB5//HH16tVLsbGxysjIUF1dnbfL8rr8/HzdfPPNio6Odn5NnTpVkrR582YlJycrKipKSUlJ2rRpk8trV6xYofj4eEVFRWn06NH6%2BuuvvbEEjykpKVFiYqJ27NjhHNu3b59GjRql6OhoJSQkaN26dS6vycvLU2JioqKiopSSkqK9e/c65%2Brr67Vw4UL169dP0dHRGj9%2BvIqLiz22Hk%2B4UM9mz56tW265xeWYy83Ndc5f6riqqqrSjBkzFBsbq5iYGE2bNk2VlZUeXVNzKCgo0MMPP6w%2Bffqof//%2BmjZtmkpKSiRxjF3KpfrGcXYFstAi/eY3v7EmT55sVVVVWUeOHLGGDh1qrVixwttled2CBQusp59%2ButH4N998Y/Xs2dP68MMPrdraWuvdd9%2B1br31Vuv48eOWZVnW%2BvXrrTvvvNP6xz/%2BYdXU1Fjz58%2B3hg4dajU0NHh6CR6xe/dua%2BDAgVZkZKT16aefWpZlWWVlZVafPn2sNWvWWLW1tdYnn3xiRUdHW/v27bMsy7I%2B/fRTKzo62tq9e7d17tw567XXXrNiY2Otqqoqy7Isa8mSJVZycrJ17Ngxq7y83Jo0aZI1btw4r63RtAv1zLIs67777rPWr19/wddc7rh6%2BumnrTFjxlilpaXWyZMnrd/85jfWnDlzPLKe5lJdXW3179/fevnll62zZ89aJSUl1rhx46zf//73HGOXcKm%2BWRbH2ZWIgNUCHT582IqMjHSGA8uyrHfffde66667vFjVlSEtLc1as2ZNo/EXX3zRevjhh13GHnnkEevll1%2B2LMuyHnjgASs7O9s5d%2B7cOSs6Otravn178xbsBevXr7fuuusu691333UJC2%2B88YY1aNAgl22fffZZa9q0aZZlWdbkyZOtWbNmuczfc8891ptvvmlZlmXFx8dbb7/9tnPO4XBY3bt3t44cOdKcy/GIi/Xs7NmzVo8ePax//OMfF3zdpY6rqqoqq0ePHtaePXuc859//rl16623OgOFLzp06JD1yCOPWHV1dc6xjz76yLr99ts5xi7hUn3jOLsycYmwBSosLFRISIg6d%2B7sHOvWrZuOHTumM2fOeLEy72poaNCBAwf08ccfa8CAAYqPj9czzzyj06dPq6ioSJGRkS7bh4eHq6CgQJIazfv7%2B6tLly7O%2BZbkjjvu0IcffqghQ4a4jBcWFrrVo3%2BdLy8v1/Hjx13mO3bsqPbt2%2BvgwYPNtBLPuVjPCgoKVFdXp8WLF6tfv34aPHiw/vKXv6ihoUHSpY%2Brb7/9VrW1tS7z3bp1U01NjQ4fPuyRdTWHX/ziF3rllVfk5%2BfnHPvggw/Uo0cPjrFLuFTfOM6uTASsFqiyslJ2u91l7Pz3VVVV3ijpilBSUqKbb75ZgwcPVn5%2BvtauXavDhw9r6tSpF%2BxZQECAs1%2BXm29JOnXqJJvN1mj8p/To/P0cgYGBjeZbwr0eF%2BtZeXm5%2BvTpo9GjR2vz5s3KzMzU6tWrtXLlSkmX7llFRYUk156d37Yl9EySLMvSSy%2B9pE2bNmnmzJkcY030w75xnF2ZGv%2BLAJ8XGBio6upql7Hz3wcFBXmjpCtCx44dlZOT4/zebrdr6tSpuv/%2B%2BxUbG6uamhqX7Wtqapz9stvtl5y/GtjtdpWXl7uMNaVHoaGhzn%2Bwf3hctvQe9u/fX/3793d%2Bf%2Butt2rMmDHKz8/Xo48%2Besnj6vz/8Kqrq509Ot%2B/4OBgD62g%2BVRUVGjGjBk6cOCA1qxZo%2B7du3OMNcGF%2Bta9e3eOsysQZ7BaoIiICJWVlenkyZPOsUOHDum6665T27ZtvViZdxUUFCgrK0uWZTnHzp07p9atW%2BvWW29VYWGhy/ZFRUWKiIiQ9M%2Be/ut8bW2tDh8%2B3OhyRUsWGRnpVo/%2Bdb59%2B/bq3LmzioqKnHMOh0NlZWUtuocfffSR1q5d6zJ27tw5BQQESLr0cdW1a1f5%2B/u79OzQoUPOyzu%2B7MiRIxoxYoQqKir05ptvqnv37pI4xi7nYn3jOLsyEbBaoC5duigmJkbz5s1TRUWFjh49qmXLlmnkyJHeLs2rQkJClJOTo1deeUV1dXU6duyYMjMzdd9992n48OHauXOn8vPzVVdXp/z8fO3cuVO//vWvJUkjRozQmjVrVFBQoLNnz%2BqFF15Qx44d1atXLy%2BvynMSExN18uRJrVq1SrW1tfr000%2B1YcMGjRgxQpI0cuRIbdiwQZ9%2B%2Bqlqa2u1atUqnTp1SomJiZKklJQUZWdn6%2BjRo6qoqNC8efPUp08f3XTTTd5cVrOyLEvz58/X9u3bZVmW9u7dq9dff12pqamSLn1c2e12JSUlKSsrSyUlJSopKVFWVpaGDRvm/B%2BnLzp9%2BrTGjBmj22%2B/Xa%2B%2B%2Bqo6dOjgnOMYu7hL9Y3j7ArlxRvs0YwcDoc1YcIEq0%2BfPlbfvn2tBQsWuPz0ydVqx44dVmpqqhUdHW317dvXmjt3rlVTU2NZlmVt2bLFuvfee62oqChr6NCh1scff%2Bx8XUNDg/Xqq69aCQkJVlRUlDV69Gjr66%2B/9tYyPOaHjxzYv3%2B/s39333239dZbb7ls/9///d/W4MGDraioKGvkyJHW559/7pw7d%2B6clZmZad15553W7bffbo0fP946efKkx9biKT/s2X/9139ZgwYNsm677Tbr7rvvdvkp1ssdV%2BXl5dasWbOsfv36Wb1797aefvppq7Ky0qPrMW3lypVWZGSkddttt1lRUVEuX5bFMXYxl%2Bsbx9mVp5Vl/cv1EgAAAPxkXCIEAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAz7f7jWm3hHHJMfAAAAAElFTkSuQmCC\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-1053534756832374115\">\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\">5211</td>\n",
       "        <td class=\"number\">35.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:55%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">-19</td>\n",
       "        <td class=\"number\">18</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\">1294</td>\n",
       "        <td class=\"number\">18</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\">1343</td>\n",
       "        <td class=\"number\">18</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\">1283</td>\n",
       "        <td class=\"number\">17</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\">16</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\">1285</td>\n",
       "        <td class=\"number\">16</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\">1373</td>\n",
       "        <td class=\"number\">16</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\">1301</td>\n",
       "        <td class=\"number\">15</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\">1293</td>\n",
       "        <td class=\"number\">15</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 (2147)</td>\n",
       "        <td class=\"number\">9490</td>\n",
       "        <td class=\"number\">63.9%</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=\"extreme-1053534756832374115\">\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\">-57</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\">-56</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\">-51</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\">-50</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\">-48</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>\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\">2554</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\">2558</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\">2566</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\">2576</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\">2777</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_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>14850</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>37162</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>10</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>74249</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=\"minihistogram6486707361481742904\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAARZJREFUeJzt18EJAjEQQNFdsSSLsCfP9mQR9hTPgnxU0A363j0wIXzCrGOMsQAP7bYeAGa233oA7h1Ol5fPXM/HD0zCsgjkL4nweetsO8g7j/eObzz4t%2B4yq1%2BI6m8DYU6zRWVJhyAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgbCOMcbWQ8Cs/CAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQbkifH4ehdDteAAAAAElFTkSuQmCC\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives6486707361481742904,#minihistogram6486707361481742904\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives6486707361481742904\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles6486707361481742904\"\n",
       "                                                  aria-controls=\"quantiles6486707361481742904\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram6486707361481742904\" aria-controls=\"histogram6486707361481742904\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common6486707361481742904\" aria-controls=\"common6486707361481742904\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme6486707361481742904\" aria-controls=\"extreme6486707361481742904\"\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=\"quantiles6486707361481742904\">\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>10</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>5-th percentile</th>\n",
       "                        <td>3608.2</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>18727</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>37362</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>55800</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>70400</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>74249</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>74239</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>37073</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>21359</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.57476</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.1939</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>37162</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>18468</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-0.010584</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>551855298</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>456220000</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>116.1 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=\"histogram6486707361481742904\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XtclHX%2B//%2BnMhgDlGKCWZ%2B6aQK1mRskno1NcjqoWB/A2FLK6qOtkqx%2BVMzQtAwPm9nJcl07uGmfW2hJrkWrtZ9SP63iodJyw8AibU0ZAY3TKIf374%2B%2BzK8JS6qLmRge99ttbru83hfv6/2aGfd67nVdM7QzxhgBAADAMu19vQAAAAB/Q8ACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYjZfL%2BCXKisrU2pqqh555BH1799fklRQUKCFCxdq3759stvtSkxM1IwZM2Szfdtubm6unn32WTmdTl166aWaM2eOYmNjJUn19fVasmSJNmzYoJqaGg0YMEAPPfSQIiIiftE6nc6KX9boGbRv306dO4eorKxKDQ3G8vl/TdpKr22lT4le/VVb6bWt9Cm1/l7Dw8/1yX5b9RmsPXv2KDU1VYcOHXLXysrKNG7cOA0aNEg7d%2B7U2rVr9d577%2Bmvf/2rJCk/P1/z58/XokWLtGvXLo0aNUoTJ05UTU2NJGn58uV6//339dprr2nbtm0KCgrS7NmzfdLf2bRv307t2rVT%2B/btfL2UFtdWem0rfUr06q/aSq9tpU%2BpbfVqpVYbsHJzczV9%2BnRNnTrVo/7666%2Bre/fuuvfeexUYGKj/%2BI//0AsvvKCbbrpJkrRu3TqNGDFCffr0UWBgoMaNG6ewsDDl5eW5x8ePH69u3bopNDRUWVlZ2rp1qw4fPuz1HgEAQOvUai8RDhkyRImJibLZbB4ha9%2B%2BfYqOjtaDDz6of/zjH7Lb7UpOTta9994rSSoqKlJycrLHXJGRkSooKFBFRYWOHj2q6Oho91iXLl3UsWNHHThwQBdffHGz1lZSUiKn0%2BlRs9mCf/Flxu8LCGjv8Z/%2BrK302lb6lOjVX7WVXttKn1Lb6tVKrTZghYeHn7F%2B8uRJvfPOO5o3b57mzJmjgwcP6g9/%2BIM6dOige%2B65R1VVVbLb7R6/ExQUpOrqalVVVUmSgoODm4w3jjVHTk6Oli1b5lFLT09XRkZGs%2Bf4Kc47z372jfxEW%2Bm1rfQp0au/aiu9tpU%2BpbbVqxVabcD6IR06dFDv3r2VkpIiSbr88ss1duxYvfXWW7rnnntkt9vlcrk8fsflciksLMwdvBrvx/rueEhISLPXkJqaqoSEBI%2BazRas8vLmh7TmCAhor/POs%2Bubb2pUX99g6dy/Nm2l17bSp0Sv/qqt9NpW%2BpRaf69hYc0/flvJ7wJWz549lZ%2Bf71FraGiQMd9%2B8iEqKkqFhYUe40VFRYqPj1fHjh3VtWtXFRUVuS8TOp1OnThxwuOy4dlEREQ0uRzodFaorq5l3pj19Q0tNvevTVvpta30KdGrv2orvbaVPqW21asV/O6CanJysj777DOtXLlS9fX1OnDggNasWaObb75ZkpSSkqKNGzdqx44dqq2t1apVq1RaWiqHwyFJSkpK0vLly3X48GFVVlZqwYIF6tevny655BJftgUAAFoRvzyDtWbNGv3pT3/SX/7yFwUFBem2225TWlqaJGngwIGaO3eu5s2bp2PHjikyMlIrV65Up06dJH17r1RdXZ3GjBmjqqoq9e/fX0888YQvWwIAAK1MO9N47QwtqiW%2BaNRma6%2BwsBCVl1f5/WnbttJrW%2BlTold/1VZ6bSt9Sq2/V75oFAAAwE8QsAAAACxGwAIAALAYAQsAAMBiBCwAAACL%2Bd3XNACA1W564n1fL%2BEneWvKYF8vAWjzOIMFAABgMQIWAACAxQhYAAAAFuMeLACAz3B/G/wVZ7AAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBhf0wCv4ePYAIC2goAFAEAz8X8U0VxcIgQAALAYZ7Baubisv/t6CcBP1trOArQ2PL%2BA7xGwgB/AQQoA8HNxiRAAAMBinMECAMBPtaYz8f52Qz5nsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwWKsPWGVlZXI4HMrPz28yVlJSokGDBmn9%2BvUe9ZUrVyo%2BPl4xMTFKS0vT559/7h6rrq7WrFmz1L9/f/Xp00eZmZmqqqpq8T4AAID/aNUBa8%2BePUpNTdWhQ4eajDU0NGj69OkqLy/3qOfm5mr16tV6/vnnlZ%2Bfr169eikjI0PGGEnS/Pnz9fXXX2vTpk3avHmzvv76ay1ZssQr/QAAAP/QagNWbm6upk%2BfrqlTp55x/JlnntEFF1ygbt26edTXrl2r22%2B/XVFRUTrnnHM0bdo0HTlyRPn5%2BaqpqdHGjRuVkZGhTp066fzzz9f06dO1fv161dTUeKMtAADgB1ptwBoyZIjefvttDR8%2BvMnYjh079Oabb2ru3LlNxoqKihQdHe3%2BOTAwUN27d1dBQYG%2B/PJL1dbWeoz37NlTLpdLxcXFLdIHAADwP632T%2BWEh4efsV5aWqoHHnhATz31lEJCQpqMV1VVyW63e9SCgoJUXV2tyspKSVJwcLB7rHHbn3IfVklJiZxOp0fNZgtWREREs%2BdojoCAVpuPAQDwYLP51zGt1QasMzHGKDMzU2lpabryyivPuI3dbpfL5fKouVwuhYSEuINVTU2NO5w1XhoMDQ1t9jpycnK0bNkyj1p6eroyMjKaPQcAAG1JWFjTkyKtmV8FrK%2B//lo7d%2B7U3r179cwzz0iSKisr9dBDD2nTpk1asWKFoqKiVFhYqKFDh0qSamtrVVxcrOjoaPXo0UOBgYEqKirSVVddJUk6ePCg%2BzJic6WmpiohIcGjZrMFq7zc2k8jcgYLAOAvrD5GNvJVcPOrgHXhhRfq448/9qglJCTovvvuU1JSkiQpOTlZTz/9tOLj49WjRw89/vjj6tKli%2BLi4hQYGKibbrpJS5Ys0ZNPPilJWrJkiUaOHKmgoKBmryMiIqLJ5UCns0J1dQ2/sEMAAPyTvx0j/SpgNUdKSooqKiqUnp6usrIy9e7dWytWrFBgYKAkae7cuVq8eLESExNVW1ur6667TnPmzPHxqgEAQGvSzjR%2BARRalNNZYfmcNlt7OZZss3xeAAC87a0pg1tk3vDwc1tk3rPhJh4AAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALNbqA1ZZWZkcDofy8/PdtU2bNunmm2/W1VdfrYSEBC1btkwNDQ3u8dzcXDkcDsXExCgpKUkffvihe6y%2Bvl6LFy/WoEGDFBsbq4kTJ6qkpMSrPQEAgNatVQesPXv2KDU1VYcOHXLXPvnkE2VmZmrKlCnavXu3Vq5cqfXr12vVqlWSpPz8fM2fP1%2BLFi3Srl27NGrUKE2cOFE1NTWSpOXLl%2Bv999/Xa6%2B9pm3btikoKEizZ8/2RXsAAKCVarUBKzc3V9OnT9fUqVM96v/%2B97/1%2B9//XkOHDlX79u3Vs2dPORwO7dq1S5K0bt06jRgxQn369FFgYKDGjRunsLAw5eXlucfHjx%2Bvbt26KTQ0VFlZWdq6dasOHz7s9R4BAEDrZPP1An6uIUOGKDExUTabzSNk3XDDDbrhhhvcP7tcLr333ntKTEyUJBUVFSk5OdljrsjISBUUFKiiokJHjx5VdHS0e6xLly7q2LGjDhw4oIsvvrhZayspKZHT6fSo2WzBioiI%2BMl9/piAgFabjwEA8GCz%2BdcxrdUGrPDw8LNuU1lZqT/%2B8Y8KCgrSuHHjJElVVVWy2%2B0e2wUFBam6ulpVVVWSpODg4CbjjWPNkZOTo2XLlnnU0tPTlZGR0ew5AABoS8LCQny9BEu12oB1Np9//rkyMjJ0/vnn66WXXlJoaKgkyW63y%2BVyeWzrcrkUFhbmDl6N92N9dzwkpPkvfGpqqhISEjxqNluwysubH9KagzNYAAB/YfUxspGvgptfBqwtW7bov//7v3Xrrbdq2rRpstn%2B/zajoqJUWFjosX1RUZHi4%2BPVsWNHde3aVUVFRe7LhE6nUydOnPC4bHg2ERERTS4HOp0Vqqtr%2BIHfAACgbfO3Y6TfnQL56KOPlJ6erlmzZmnmzJke4UqSUlJStHHjRu3YsUO1tbVatWqVSktL5XA4JElJSUlavny5Dh8%2BrMrKSi1YsED9%2BvXTJZdc4ot2AABAK%2BR3Z7D%2B/Oc/q66uTtnZ2crOznbX%2B/Tpo%2Beee04DBw7U3LlzNW/ePB07dkyRkZFauXKlOnXqJOnbe6Xq6uo0ZswYVVVVqX///nriiSd81Q4AAGiF2hljjK8X0RY4nRWWz2mztZdjyTbL5wUAwNvemjK4ReYNDz%2B3ReY9G7%2B7RAgAAOBrBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYq0%2BYJWVlcnhcCg/P99d27t3r0aPHq3Y2FglJCRo3bp1Hr%2BTm5srh8OhmJgYJSUl6cMPP3SP1dfXa/HixRo0aJBiY2M1ceJElZSUeK0fAADQ%2BrXqgLVnzx6lpqbq0KFD7trJkyc1YcIE3XLLLdq1a5eys7O1cOFC7du3T5KUn5%2Bv%2BfPna9GiRdq1a5dGjRqliRMnqqamRpK0fPlyvf/%2B%2B3rttde0bds2BQUFafbs2T7pDwAAtE6tNmDl5uZq%2BvTpmjp1qkd98%2BbN6tSpk8aMGSObzaaBAwcqMTFRL7/8siRp3bp1GjFihPr06aPAwECNGzdOYWFhysvLc4%2BPHz9e3bp1U2hoqLKysrR161YdPnzY6z0CAIDWqdUGrCFDhujtt9/W8OHDPeqFhYWKjo72qEVGRqqgoECSVFRU9IPjFRUVOnr0qMd4ly5d1LFjRx04cKCFOgEAAP7G5usF/Fzh4eFnrFdVVclut3vUgoKCVF1dfdbxqqoqSVJwcHCT8cax5igpKZHT6fSo2WzBioiIaPYczREQ0GrzMQAAHmw2/zqmtdqA9UPsdrsqKio8ai6XSyEhIe5xl8vVZDwsLMwdvBrvxzrT7zdHTk6Oli1b5lFLT09XRkZGs%2BcAAKAtCQtr/nG2NfC7gBUdHa3333/fo1ZUVKSoqChJUlRUlAoLC5uMx8fHq2PHjuratavHZUSn06kTJ040uaz4Y1JTU5WQkOBRs9mCVV7e/LNgzcEZLACAv7D6GNnIV8HN747QDodDx48f16pVq1RbW6sdO3Zo48aNSk5OliSlpKRo48aN2rFjh2pra7Vq1SqVlpbK4XBIkpKSkrR8%2BXIdPnxYlZWVWrBggfr166dLLrmk2WuIiIhQr169PB6dO3dRXV2DpY/6%2BoYWeQ4BAPA2q4%2BRjQ9f8foZrPr6egUEBLTY/GFhYXrhhReUnZ2tp556Sp07d9bs2bM1YMAASdLAgQM1d%2B5czZs3T8eOHVNkZKRWrlypTp06Sfr2Ul5dXZ3GjBmjqqoq9e/fX0888USLrRcAAPifdsYY480dDh48WDfffLOSkpIUGRnpzV37lNNZcfaNfiKbrb0cS7ZZPi8AAN721pTBLTJvePi5LTLv2Xj9EuF9992nDz74QCNHjtTo0aP1yiuvNLkpHQAAoDXz%2BhmsRsXFxcrNzdUbb7yh48ePa9iwYUpOTtagQYN8sZwWxxksAAB%2BmL%2BdwfJZwGpUW1urF198Uc8%2B%2B6xOnTqlbt26KS0tTXfccUeL3qvlbQQsAAB%2BmL8FLJ99TcPevXv1%2BuuvKy8vT6dPn5bD4VBSUpKOHTumJ598Uh9//LGWLl3qq%2BUBAAD8bF4PWM8%2B%2B6w2bNigL7/8Ur1799bUqVM1cuRIhYaGurcJCAjQgw8%2B6O2lAQAAWMLrAWvNmjUaNWqUUlJSfvBThD179tT06dO9vDIAAABreD1gbd26VZWVlTpx4oS7lpeXp4EDByosLEySdMUVV%2BiKK67w9tIAAAAs4fWvafjXv/6lG264QTk5Oe7ao48%2BqsTERH322WfeXg4AAIDlvB6w/vSnP%2Bn666/X1KlT3bV33nlH8fHxWrRokbeXAwAAYDmvB6z9%2B/drwoQJ6tChg7sWEBCgCRMm6KOPPvL2cgAAACzn9YAVGhqqQ4cONakfPXpUQUFB3l4OAACA5bwesG644QbNmzdP//znP1VZWamqqirt2LFDDz/8sBwOh7eXAwAAYDmvf4pw2rRpOnz4sO6%2B%2B261a9fOXXc4HMrMzPT2cgAAACzn9YBlt9u1YsUKffHFFzpw4IACAwPVs2dPde/e3dtLAQAAaBE%2B%2B1M5PXr0UI8ePXy1ewAAgBbj9YD1xRdf6OGHH9aePXtUW1vbZPzTTz/19pIAAAAs5fWANW/ePB05ckTTp0/Xuef65i9cAwAAtCSvB6wPP/xQf/3rXxUbG%2BvtXQMAAHiF17%2BmISwsTCEhId7eLQAAgNd4PWClpaVp6dKlqqio8PauAQAAvMLrlwi3bNmijz76SP3799f555/v8SdzJOkf//iHt5cEAABgKa8HrP79%2B6t///7e3i0AAIDXeD1g3Xfffd7eJQAAgFd5/R4sSSooKNCsWbP0%2B9//XseOHdPLL7%2Bs/Px8XywFAADAcl4PWJ988olGjx6tr776Sp988olOnz6tTz/9VHfffbfeffddby8HAADAcl4PWEuWLNHdd9%2Bt1atXKzAwUJL0yCOP6I477tCyZcu8vRwAAADL%2BeQM1i233NKkftttt%2Bnzzz/39nIAAAAs5/WAFRgYqMrKyib1I0eOyG63e3s5AAAAlvN6wBo2bJgee%2BwxlZeXu2sHDx5Udna2rr32Wm8vBwAAwHJeD1gzZ86Uy%2BXSoEGDVFNTo6SkJI0cOVI2m02ZmZneXg4AAIDlvP49WKGhoXrllVe0fft2/etf/1JDQ4Oio6N1zTXXqH176/Le/v37tWDBAh04cEBBQUG68cYblZmZqQ4dOmjLli1asmSJDh8%2BrG7duikzM1NDhw51/%2B7KlSu1evVqffPNN%2Brdu7ceeughXXrppZatDQAA%2BDevB6xGAwcO1MCBA1tk7oaGBt17772aMGGCVq9erZKSEo0bN05hYWEaMWKEJk%2BerKVLl%2Braa6/V5s2bNWXKFG3evFldu3ZVbm6uVq9ereeff16XXHKJHn/8cWVkZGjjxo1q165di6wXAAD4F68HrISEhB8NKlb8LcKTJ0/K6XSqoaFBxhhJUvv27WW325Wbm6u4uDgNGzZMkjR8%2BHCtX79eOTk5ysjI0Nq1a3X77bcrKipKkjRt2jStXbtW%2Bfn5GjBgwC9eGwAA8H9eD1j/%2BZ//6RGwamtr9eWXX2rr1q2aMmWKJfsICwvTuHHjtHjxYv3pT39SfX29rrvuOo0bN06TJ09WdHS0x/aRkZEqKCiQJBUVFWn8%2BPHuscDAQHXv3l0FBQXNDlglJSVyOp0eNZstWBEREb%2BwM08BAT75In4AACxns/nXMc3rAWvy5MlnrK9Zs0Z79uzRHXfc8Yv30dDQoKCgIM2ZM0cpKSn68ssvdd999%2Bmpp55SVVVVk6%2BDCAoKUnV1tSSddbw5cnJymnxpanp6ujIyMn5mRwAA%2BLewsBBfL8FSPrsH6/uGDh2qpUuXWjLX22%2B/rU2bNunvf/%2B7JCkqKkrp6enKzs7W1VdfLZfL5bG9y%2BVSSMi3L6zdbv/R8eZITU1VQkKCR81mC1Z5edXPaecHcQYLAOAvrD5GNvJVcPvVBKydO3fqnHPOsWSur7/%2BWqdPn/ao2Ww2BQYGKjo6Wvv37/cYKyoq0pVXXinp2zBWWFjo/lRhbW2tiouLm1xW/DERERFNLgc6nRWqq2v4Oe0AAOD3/O0Y6fWA9f1LgMYYVVZW6sCBA5ZcHpSkIUOG6LHHHtOf//xnjR8/XkeOHNHy5cuVmJioUaNG6cUXX1ReXp6uv/56bd68WTt37lRWVpYkKTk5WU8//bTi4%2BPVo0cPPf744%2BrSpYvi4uIsWRsAAPB/Xg9YF154YZNPEQYGBurOO%2B9UYmKiJfuIjIzUihUr9MQTT%2Bi5557Tueeeq1GjRik9PV0dOnTQM888oyVLligrK0sXXXSRnn76afXo0UOSlJKSooqKCqWnp6usrEy9e/fWihUr3H%2BYGgAA4GzamcbvMUCLcjorLJ/TZmsvx5Jtls8LAIC3vTVlcIvMGx5%2BbovMezZeP4O1a9euZm/bt2/fFlwJAABAy/B6wBo3bpyMMe5Ho8bLho21du3a6dNPP/X28gAAAH4xrwesp59%2BWgsXLtTMmTM1YMAABQYGau/evZo3b55uv/12j78JCAAA0Bp5/YuUFi9erLlz52rYsGEKDQ3VOeeco379%2Bunhhx/WCy%2B8oIsuusj9AAAAaI28HrBKSkrUrVu3JvXQ0FCVl5d7ezkAAACW83rAiomJ0dKlS1VZWemunThxQo8%2B%2BqgGDhzo7eUAAABYzuv3YM2ePVt33nmn4uPj1b17d0nSF198ofDwcL300kveXg4AAIDlvB6wevbsqby8PG3cuFEHDx6UJN1%2B%2B%2B0aMWJEkz%2ByDAAA0Br55G8RnnfeeRo9erS%2B%2BuorXXzxxZLEN6UDAAC/4fV7sIwxWrJkifr27auRI0fq6NGjmjlzpmbNmqXa2lpvLwcAAMByXg9Yq1ev1oYNGzR37lx16NBBkjRs2DD97//%2Br5588klvLwcAAMByXg9YOTk5evDBB5WUlOT%2B9vbhw4crOztbb775preXAwAAYDmvB6yvvvpKv/nNb5rUL7vsMh0/ftzbywEAALCc1wPWRRddpH379jWpb9myxX3DOwAAQGvm9U8R3nPPPXrooYd07NgxGWO0fft2vfLKK1q9erVmzZrl7eUAAABYzusBKzk5WXV1dVq%2BfLlcLpcefPBBnX/%2B%2BZo6dapuu%2B02by8HAADAcl4PWH/729904403KjU1VWVlZTLG6Pzzz/f2MgAAAFqM1%2B/BeuSRR9w3s3fu3JlwBQAA/I7XA1b37t114MABb%2B8WAADAa7x%2BiTAqKkrTp0/Xc889p%2B7du%2Bucc87xGF%2B4cKG3lwQAAGAprwesQ4cOqU%2BfPpIkp9Pp7d0DAAC0OK8ErIULF%2BqPf/yjgoODtXr1am/sEgAAwGe8cg/WSy%2B9pJqaGo/aPffco5KSEm/sHgAAwKu8ErCMMU1qH3zwgU6dOuWN3QMAAHiV1z9FCAAA4O8IWAAAABbzWsBq166dt3YFAADgU177moZHHnnE4zuvamtr9eijjyokJMRjO74HCwAAtHZeCVh9%2B/Zt8p1XsbGxKi8vV3l5uTeWAAAA4DVeCVi%2B%2BO6rEydOaMGCBdqyZYsaGhrUt29fzZs3TxEREdq7d68eeeQRFRUVKSwsTBMnTtTo0aPdv5ubm6tnn31WTqdTl156qebMmaPY2Fiv9wAAAFonv73JffLkyaqurtbbb7%2Btd999VwEBAZozZ45OnjypCRMm6JZbbtGuXbuUnZ2thQsXat%2B%2BfZKk/Px8zZ8/X4sWLdKuXbs0atQoTZw4scn3eAEAAPwQvwxYn3zyifbu3atFixbpvPPOU2hoqObPn6/p06dr8%2BbN6tSpk8aMGSObzaaBAwcqMTFRL7/8siRp3bp1GjFihPr06aPAwECNGzdOYWFhysvL83FXAACgtfDLgLVv3z5FRkZq7dq1cjgcGjJkiBYvXqzw8HAVFhYqOjraY/vIyEgVFBRIkoqKin50HAAA4Gy8/seeveHkyZM6cOCArrzySuXm5srlcikzM1MzZ85Uly5dZLfbPbYPCgpSdXW1JKmqqupHx5ujpKSkyU39NluwIiIifmZHZxYQ4Jf5GADQBtls/nVM88uA1aFDB0lSVlaWzjnnHIWGhmrKlCm69dZblZSUJJfL5bG9y%2BVyf12E3W4/43hYWFiz95%2BTk6Nly5Z51NLT05WRkfFz2gEAwO%2BFhYWcfaNWxC8DVmRkpBoaGlRbW%2Bv%2B7q2GhgZJ0m9%2B8xv9z//8j8f2RUVFioqKkiRFRUWpsLCwyXh8fHyz95%2BamqqEhASPms0WrPLyqp/cy4/hDBYAwF9YfYxs5Kvg5pdH6EGDBuniiy/WAw88oKqqKpWVlenxxx/XsGHDNHLkSB0/flyrVq1SbW2tduzYoY0bNyo5OVmSlJKSoo0bN2rHjh2qra3VqlWrVFpaKofD0ez9R0REqFevXh6Pzp27qK6uwdJHfX1DSz2FAAB4ldXHyMaHr7Qzxhif7b0FHTt2zP1VC6dOnVJCQoKysrJ03nnn6eOPP1Z2drY%2B%2B%2Bwzde7cWZMmTVJSUpL7dzds2KDly5fr2LFjioyM1OzZs3XVVVf9ovU4nRW/tKUmbLb2cizZZvm8AAB421tTBrfIvOHh57bIvGfjtwHr14aABQDAD/O3gOWXlwgBAAB8iYAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAGBqtCkAAAUf0lEQVQAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDG/Dlj19fVKS0vT/fff765t2bJFiYmJiomJ0U033aR3333X43dWrlyp%2BPh4xcTEKC0tTZ9//rm3lw0AAFo5vw5Yy5Yt0%2B7du90/FxcXa/LkyfrjH/%2Bo3bt3a/LkyZoyZYqOHTsmScrNzdXq1av1/PPPKz8/X7169VJGRoaMMb5qAQAAtEJ%2BG7C2b9%2BuzZs36/rrr3fXcnNzFRcXp2HDhslms2n48OHq27evcnJyJElr167V7bffrqioKJ1zzjmaNm2ajhw5ovz8fF%2B1AQAAWiGbrxfQEkpLS5WVlaVnn31Wq1atcteLiooUHR3tsW1kZKQKCgrc4%2BPHj3ePBQYGqnv37iooKNCAAQOavf%2BSkhI5nU6Pms0WrIiIiJ/RzQ8LCPDbfAwAaGNsNv86pvldwGpoaNCMGTN011136fLLL/cYq6qqkt1u96gFBQWpurq6WePNlZOTo2XLlnnU0tPTlZGR8ZPmAQCgrQgLC/H1EizldwFrxYoV6tChg9LS0pqM2e12uVwuj5rL5VJISEizxpsrNTVVCQkJHjWbLVjl5VU/aZ6z4QwWAMBfWH2MbOSr4OZ3AWvDhg0qKSlRXFycJLkD0zvvvKMxY8Zo//79HtsXFRXpyiuvlCRFRUWpsLBQQ4cOlSTV1taquLi4yWXFs4mIiGhyOdDprFBdXcPP6gkAAH/nb8dIvzsF8ve//10ffPCBdu/erd27d2vkyJEaOXKkdu/erVGjRmnnzp3Ky8tTXV2d8vLytHPnTt18882SpOTkZK1Zs0YFBQU6deqUHnvsMXXp0sUd1gAAAJrD785g/ZiePXvqmWee0ZIlS5SVlaWLLrpITz/9tHr06CFJSklJUUVFhdLT01VWVqbevXtrxYoVCgwM9PHKAQBAa9LO8CVPXuF0Vlg%2Bp83WXo4l2yyfFwAAb3tryuAWmTc8/NwWmfds/O4SIQAAgK8RsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACL%2BW3AKigo0F133aV%2B/fpp8ODByszMVFlZmSRp7969Gj16tGJjY5WQkKB169Z5/G5ubq4cDodiYmKUlJSkDz/80BctAACAVsovA5bL5dJ//dd/KTY2Vv/3f/%2BnN954QydOnNADDzygkydPasKECbrlllu0a9cuZWdna%2BHChdq3b58kKT8/X/Pnz9eiRYu0a9cujRo1ShMnTlRNTY2PuwIAAK2FXwasI0eO6PLLL1d6ero6dOigsLAwpaamateuXdq8ebM6deqkMWPGyGazaeDAgUpMTNTLL78sSVq3bp1GjBihPn36KDAwUOPGjVNYWJjy8vJ83BUAAGgt/DJgXXrppXruuecUEBDgrm3atEm9evVSYWGhoqOjPbaPjIxUQUGBJKmoqOhHxwEAAM7G5usFtDRjjJ544gm9%2B%2B67WrNmjV566SXZ7XaPbYKCglRdXS1Jqqqq%2BtHx5igpKZHT6fSo2WzBioiI%2BJldnFlAgF/mYwBAG2Sz%2Bdcxza8DVmVlpWbNmqX9%2B/drzZo1uuyyy2S321VRUeGxncvlUkhIiCTJbrfL5XI1GQ8LC2v2fnNycrRs2TKPWnp6ujIyMn5mJwAA%2BLewsBBfL8FSfhuwDh06pPHjx%2BvCCy/Uq6%2B%2Bqs6dO0uSoqOj9f7773tsW1RUpKioKElSVFSUCgsLm4zHx8c3e9%2BpqalKSEjwqNlswSovr/o5rfwgzmABAPyF1cfIRr4Kbn55hD558qTuvPNOXX311Xr%2B%2Befd4UqSHA6Hjh8/rlWrVqm2tlY7duzQxo0blZycLElKSUnRxo0btWPHDtXW1mrVqlUqLS2Vw%2BFo9v4jIiLUq1cvj0fnzl1UV9dg6aO%2BvsHy5w4AAF%2Bw%2BhjZ%2BPCVdsYY47O9t5AXX3xRixYtkt1uV7t27TzGPvzwQ3388cfKzs7WZ599ps6dO2vSpElKSkpyb7NhwwYtX75cx44dU2RkpGbPnq2rrrrqF63J6aw4%2B0Y/kc3WXo4l2yyfFwAAb3tryuAWmTc8/NwWmfds/DJg/RoRsAAA%2BGH%2BFrD88hIhAACALxGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsM6gtLRUkyZNUlxcnPr376/s7GzV1dX5elkAAKCVIGCdwZQpUxQcHKxt27bp1Vdf1fbt27Vq1SpfLwsAALQSBKzv%2BfLLL7Vz507NmDFDdrtdF198sSZNmqSXX37Z10sDAACtBAHrewoLC9WpUyd17drVXevZs6eOHDmib775xocrAwAArYXN1wv4tamqqpLdbveoNf5cXV2t884776xzlJSUyOl0etRstmBFRERYt1BJAQHkYwCAf7DZ/OuYRsD6nuDgYNXU1HjUGn8OCQlp1hw5OTlatmyZR%2B2%2B%2B%2B7T5MmTrVnk/1NSUqI7LyhUamqq5eHt16akpEQ5OTl%2B32tb6VOiV3/VVnptK31KbatXK/lXXLRAVFSUTpw4oePHj7trBw8e1AUXXKBzzz23WXOkpqZq/fr1Ho/U1FTL1%2Bp0OrVs2bImZ8v8UVvpta30KdGrv2orvbaVPqW21auVOIP1Pd27d1efPn20YMECPfzwwyovL9ezzz6rlJSUZs8RERFBygcAoA3jDNYZPPXUU6qrq9N1112nW2%2B9Vddcc40mTZrk62UBAIBWgjNYZ9ClSxc99dRTvl4GAABopQLmzZs3z9eLwM8XEhKifv36NfsG/NasrfTaVvqU6NVftZVe20qfUtvq1SrtjDHG14sAAADwJ9yDBQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIDVSpWWlmrSpEmKi4tT//79lZ2drbq6Ol8v60eVlZXJ4XAoPz/fXdu7d69Gjx6t2NhYJSQkaN26dR6/k5ubK4fDoZiYGCUlJenDDz90j9XX12vx4sUaNGiQYmNjNXHiRJWUlLjHvf0cFRQU6K677lK/fv00ePBgZWZmqqyszO/6lKTt27dr9OjRuvrqqzV48GDNnz9fLpfLL3v97trS0tJ0//33u2tbtmxRYmKiYmJidNNNN%2Bndd9/1%2BJ2VK1cqPj5eMTExSktL0%2Beff%2B4eq66u1qxZs9S/f3/16dNHmZmZqqqqco9/8cUXuvPOOxUbG6shQ4boz3/%2Bc4v3mJeXpyuuuEKxsbHux4wZM/yy1xMnTigzM1P9%2B/dX3759NWnSJPd7zZ/ew3/72988Xs/Y2FhdeeWVuvLKKyX53%2Bv6q2LQKo0dO9ZMmzbNVFdXm0OHDpkRI0aYlStX%2BnpZP2j37t1m2LBhJjo62uzYscMYY8yJEydMv379zJo1a0xtba355z//aWJjY83evXuNMcbs2LHDxMbGmt27d5vTp0%2BbF1980fTv399UV1cbY4x5%2BumnTWJiojly5IipqKgwU6ZMMePHj3fv05vPUU1NjRk8eLB58sknzalTp0xZWZkZP368uffee/2qT2OMKS0tNb179zavvfaaqa%2BvN8eOHTMjR440Tz75pN/1%2Bl1PPPGEufzyy83MmTONMcZ88cUXpnfv3ubtt982tbW15s033zS//e1vzdGjR40xxqxfv95cc8015rPPPjMul8ssXLjQjBgxwjQ0NBhjjLn//vvNnXfeacrLy83x48fN2LFjzbx584wxxpw%2Bfdpcf/315tFHHzWnTp0y%2B/fvN0OGDDF5eXkt2uOiRYvM/fff36Tuj72OHTvWpKenm5MnT5qKigpz3333mQkTJvj1e9gYY44ePWoGDx5sXn/9db98XX9NCFitUHFxsYmOjnb/IzDGmDfffNNce%2B21PlzVD1u/fr259tprzZtvvukRsNauXWuuv/56j20ffPBBk5mZaYwxZtq0aWb27Nke4zfeeKN59dVXjTHGxMfHm7/97W/uMafTaS677DJz6NAhrz9HBw8eNPfcc4%2Bpq6tz19555x1z9dVX%2B1WfjSoqKowxxjQ0NJgDBw4Yh8NhVq9e7Ze9GmPMP//5TzN8%2BHCTkZHhDlhLly41d911l8d299xzj3nyySeNMcb8/ve/N8uXL3ePnT592sTGxprt27eb6upq06tXL7Nnzx73%2BEcffWR%2B%2B9vfmurqavP%2B%2B%2B%2BbmJgYc%2BrUKff4ihUrzJgxY1qyTTNmzBizZs2aJnV/6/Xjjz82vXv3dr%2BPjTGmvLzcfPbZZ377Hjbm23%2BvaWlpJisryxjjf6/rrw2XCFuhwsJCderUSV27dnXXevbsqSNHjuibb77x4crObMiQIXr77bc1fPhwj3phYaGio6M9apGRkSooKJAkFRUV/eB4RUWFjh496jHepUsXdezYUQcOHPD6c3TppZfqueeeU0BAgLu2adMm9erVy6/6bBQaGipJ%2Bt3vfqfExESFh4crKSnJL3stLS1VVlaWHnvsMdntdnf9x3o503hgYKC6d%2B%2BugoICffnll6qtrfUY79mzp1wul4qLi1VYWKgePXqoQ4cOZ5y7JTQ0NGj//v167733NHToUMXHx2vOnDk6efKk3/W6b98%2BRUZGau3atXI4HBoyZIgWL16s8PBwv3wPN9qwYYOKiorcl7n97XX9tSFgtUJVVVUe/0Mvyf1zdXW1L5b0o8LDw2Wz2ZrUz9RHUFCQu4cfG2%2B8zh8cHNxkvKqqyqfPkTFGjz/%2BuN59911lZWX5bZ%2BStHnzZm3dulXt27dXRkaG3/Xa0NCgGTNm6K677tLll1/uMfZLeq2srJTk2Wvjtj/Wa0u%2BpmVlZbriiit0ww03KC8vT6%2B88oqKi4s1Y8YMv%2Bv15MmTOnDggIqLi5Wbm6vXX39dx44d08yZM/3uPdyooaFBy5cv1x/%2B8Af3/0Hyt9f114aA1QoFBwerpqbGo9b4c0hIiC%2BW9LPY7Xb3jdGNXC6Xu4cfG2/8h/v956Fx3FfPUWVlpTIyMrRx40atWbNGl112mV/22SgoKEhdu3bVjBkztG3bNr/rdcWKFerQoYPS0tKajP2SXhsPSt/tp/G/h4aG/mCvLfmadunSRS%2B//LJSUlJkt9t14YUXasaMGdq6dauMMX7Va%2BNZlaysLIWGhqpLly6aMmWKtmzZ8ot6/TW%2Bhxvl5%2BerpKREKSkp7pq/vYd/bQhYrVBUVJROnDih48ePu2sHDx7UBRdcoHPPPdeHK/tpoqOjVVhY6FErKipSVFSUpG/7/KHxjh07qmvXrioqKnKPOZ1OnThxQtHR0T55jg4dOqTk5GRVVlbq1Vdf1WWXXeaXfX7wwQe68cYbdfr0aXft9OnTCgwMVGRkpF/1umHDBu3cuVNxcXGKi4vTG2%2B8oTfeeENxcXE/%2BXWtra1VcXGxoqOj1aNHDwUGBnr0evDgQfclmKioKBUXF3t8uuy7c7eEgoICLVmyRMYYd%2B306dNq3769fvvb3/pVr5GRkWpoaFBtba271tDQIEn6zW9%2B41fv4UabNm2Sw%2BHwOOPkb%2B/hXx3f3gKGn%2Bu2224zU6dONRUVFe5Pojz11FO%2BXtZZffcm97KyMhMXF2defPFFc/r0abN9%2B3b3DZTGGPend7Zv3%2B7%2BtE7fvn1NeXm5McaYxx9/3IwcOdIcOnTI/WmdsWPHuvflzefoxIkT5tprrzX333%2B/qa%2Bv9xjzpz6NMaaystL87ne/MwsWLDCnTp0yX331lUlJSTFz5871u16/b%2BbMme6b3IuKikzv3r3Nm2%2B%2B6f4EVu/evc3nn39ujPn2QxzXXHON%2BfTTT92fwHI4HOb06dPGGGOmT59uxo4da0pLS01paakZO3ase%2B7a2lqTkJBgFi1aZFwul/n000/NkCFDzGuvvdZivX399dcmJibG/OUvfzG1tbXm3//%2Bt7n11lvNAw884He9nj592jgcDjN58mRTWVlpSktLzR133GHS09P99j08cuRIs3btWo%2Bav72uvzYErFbK6XSayZMnm379%2BpkBAwaYRYsWeXyC7dfquwHLGGP27dtnUlNTTWxsrLnuuuua/ON7/fXXzQ033GBiYmJMSkqK%2Beijj9xjp0%2BfNo8%2B%2Bqi55pprzNVXX20mTpxojh8/7h735nP0wgsvmOjoaHPVVVeZmJgYj4c/9dmosLDQ3HXXXSYuLs4MHTrULF261P1pIX/r9bu%2BG7CMMWbr1q1m1KhRJiYmxowYMcK899577rGGhgbz/PPPm4SEBBMTE2PS0tLcBy5jvv0k5uzZs82gQYNM3759zf3332%2Bqqqrc48XFxebuu%2B82ffr0Mddcc41ZsWJFi/eXn5/vfu0GDBhg5s%2Bfb1wul1/2evToUTNlyhQzePBgExcXZzIzM83JkyeNMf75Ho6JifF4zRr52%2Bv6a9LOmO%2BcDwYAAMAvxj1YAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYLH/DxdSZKrrhXeiAAAAAElFTkSuQmCC\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common6486707361481742904\">\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\">4094</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\">39654</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\">35588</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\">58105</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\">27384</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\">70391</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\">33525</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\">68340</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\">15090</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\">41786</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 (14840)</td>\n",
       "        <td class=\"number\">14840</td>\n",
       "        <td class=\"number\">99.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme6486707361481742904\">\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\">10</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\">13</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\">14</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\">29</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\">32</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\">74241</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\">74244</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\">74245</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\">74248</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\">74249</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_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>1092</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>7.4%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>5.9%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>877</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-1566948092436269630\">\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",
       "            4349\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",
       "        457\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",
       "        292\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (1088)</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: 59.8%\">\n",
       "            8875\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"missing\">\n",
       "    <th>(Missing)</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: 5.9%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        877\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-1566948092436269630, #minifreqtable-1566948092436269630\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-1566948092436269630\">\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\">4349</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\">457</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\">292</td>\n",
       "        <td class=\"number\">2.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Commu</td>\n",
       "        <td class=\"number\">287</td>\n",
       "        <td class=\"number\">1.9%</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\">255</td>\n",
       "        <td class=\"number\">1.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Hesawa</td>\n",
       "        <td class=\"number\">230</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\">KKKT</td>\n",
       "        <td class=\"number\">222</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\">0</td>\n",
       "        <td class=\"number\">203</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\">TCRS</td>\n",
       "        <td class=\"number\">180</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\">CES</td>\n",
       "        <td class=\"number\">155</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 (1081)</td>\n",
       "        <td class=\"number\">7343</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\">877</td>\n",
       "        <td class=\"number\">5.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:12%\">&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_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>14390</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>96.9%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <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>-5.6847</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>-11.565</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=\"minihistogram-2165585979224794604\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAATNJREFUeJzt28FtwkAQQNEQURJFpKec01OKoKelAfTlRDJe1u/dkfbA1wxecxljjA/gqc%2BjDwAzux59AF7v9v3758/cf752OMn8TBAIAoEgEAgCgSAQCAKBIBAIAoEgEAhu0hfwn5txtjFBIAgEgkAgCASCQCAIBMJpH/P60xBbmCAQBAJBIBBO%2BxtkVl4bmYtAduTL/v6sWBAEAmGJFcsqw15MEAgCgbDEivUqVrnzEQibnPXdNSsWhOkmiDWGmZggEAQCQSAQBAJBIBAEAmG6x7ysY4XLRRMEgkAgCASCQCAIBIJAIAgEgkAgXMYY4%2BhDwKxMEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgPNP4dC5yxHGoAAAAASUVORK5CYII%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-2165585979224794604,#minihistogram-2165585979224794604\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-2165585979224794604\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-2165585979224794604\"\n",
       "                                                  aria-controls=\"quantiles-2165585979224794604\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-2165585979224794604\" aria-controls=\"histogram-2165585979224794604\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-2165585979224794604\" aria-controls=\"common-2165585979224794604\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-2165585979224794604\" aria-controls=\"extreme-2165585979224794604\"\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-2165585979224794604\">\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>-11.565</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>5-th percentile</th>\n",
       "                        <td>-10.593</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>-8.444</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>-5.0498</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>-3.3206</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>-1.405</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>-2e-08</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>11.565</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>5.1234</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>2.9408</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>-0.51732</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.0405</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>-5.6847</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>2.5581</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-0.15624</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>-84418</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>8.6483</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>116.1 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-2165585979224794604\">\n",
       "            <img 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z6t79%2B76wx/%2BwLVaAADAa1l%2BDdY1hw8f1v/8z/9o%2B/btqqioUGJiovr376/z58/rjTfe0JdffqmFCxd6qjwAAICfzPKAtXz5cr3//vs6c%2BaMOnTooHHjxumxxx5TcHCwcxk/Pz%2B9/vrrVpcGAABghOUBa8OGDXr88cc1cODAH/0WYatWrTRhwgSLKwMAADDD8oD16aefqri4WJcuXXKObd%2B%2BXXFxcQoNDZUktW3bVm3btrW6NAAAACMsv8j973//u3r27Km0tDTn2Lx589SnTx%2BdOHHC6nIAAACMszxg/dd//Zd%2B/etfa9y4cc6xjz76SAkJCZozZ47V5QAAABhnecA6evSoRo4cqQYNGjjH/Pz8NHLkSB06dMjqcgAAAIyzPGAFBwfr7NmzNca//fZbBQQEWF0OAACAcZYHrJ49e2rq1Kn661//quLiYpWUlGj//v2aNm2aEhMTrS4HAADAOMu/RTh%2B/Hjl5OToueeek4%2BPj3M8MTFRkyZNsrocAAAA4ywPWHa7XStXrtSpU6d0/Phx%2Bfv7q1WrVoqIiLC6FAAAgNvCY38qp2XLlmrZsqWnnh4AAOC2sTxgnTp1StOmTdMXX3yhysrKGvPHjh2zuiQAAACjLA9YU6dOVW5uriZMmKBGjRpZ/fQAAAC3neUB6%2BDBg3r77bcVFRVl9VMDAABYwvKfaQgNDVVQUJDVTwsAAGAZywPW0KFDtXDhQhUVFVn91AAAAJaw/BThJ598okOHDik2NlbNmjVz%2BZM5kvTnP//Z6pIAAACMsjxgxcbGKjY21uqnBQAAsIzlAevFF1%2B0%2BikB4Jb0WrzX0yUA8DKWX4MlSZmZmUpNTdWTTz6p8%2BfPa%2BPGjUpPT/dEKQAAAMZZHrC%2B%2BuorDRo0SN98842%2B%2BuorVVRU6NixY3ruuee0Z8%2BeWq%2BvoKBAiYmJLgFtypQpat%2B%2BvaKiopy3tLQ05/yqVauUkJCgjh07aujQofr666%2Bdc6WlpUpNTVVsbKyio6M1adIklZSU3NpGAwCAO4rlAWv%2B/Pl67rnntH79evn7%2B0uSZsyYoaefflrLli2r1bq%2B%2BOILJSUl6ezZsy7jX375paZPn66DBw86b0lJSZKkrVu3av369Vq9erXS09PVrl07paSkyOFwSJKmT5%2Buc%2BfOadeuXdq9e7fOnTun%2BfPnG9hyAABwp/DIEax%2B/frVGH/qqadcjiTdzNatWzVhwgSNGzfOZbyiokInTpxQ%2B/btr/u4d999V4MHD1ZkZKQaNmyo8ePHKzc3V%2Bnp6SorK9O2bduUkpKikJAQNWvWTBMmTNCWLVtUVlZWuw0FAAB3LMsDlr%2B/v4qLi2uM5%2Bbmym63u72ehx9%2BWH/605/06KOPuoxnZmaqqqpKS5YsUZcuXdSzZ0%2B9%2Beabunr1qiQpOztbbdq0caknIiJCmZmZOnPmjCorK13mW7VqpfLycp0%2BfbqWWwoAAO5Uln%2BLsEePHlqwYIEWLVrkHDt58qRmzpypX/3qV26vp3nz5tcdLyoqUqdOnZw/aHrs2DElJyfL19dXw4cPV0lJSY0gFxAQoNLSUmfwCwwMdM5dW7Y212Hl5eUpPz/fZcxmC1R4eLjzvp%2Bfr8u/uDH6dXM2m2uP6nKvEud/5ukSgJ/k2uvMHd7wWqwr6mOvLA9YL7/8soYPH64uXbrI4XCof//%2BKi4u1gMPPKBJkybd8vrj4%2BMVHx/vvP/ggw9q2LBh2r59u4YPHy673a7y8nKXx5SXlysoKMgZrMrKypx/zufaqcHg4GC3a0hLS6txPVlycrJSUlJqLNu4sftH7UC/biQ01PVPUNErwLwfvs7cwWvRffWpV5YHrODgYG3atEn79u3T3//%2Bd129elVt2rRR165d5et768n1o48%2B0oULF/Tkk086xyoqKhQQECBJioyMVFZWlrp16yZJqqys1OnTp9WmTRu1bNlS/v7%2Bys7O1i9/%2BUtJ3x9du3Ya0V1JSUnq3r27y5jNFqjCwn8eBfPz81XjxnZduVKm6uqrP3Vz7xj06%2Bau7V/0Crh9/vV9/GZ4Lbrvdvbqp4RiEywPWNfExcUpLi7O%2BHodDodmz56tn//85%2BrcubMOHTqkdevWKTU1VZI0YMAALV26VAkJCWrZsqUWLVqksLAwxcTEyN/fX7169dL8%2BfP1xhtvSPr%2BW4%2BPPfaYM6C5Izw83OV0oCTl5xepqqrmTlNdffW647g%2B%2BvXjftgXegWY91NeU7wW3VefemV5wOrevbt8fHx%2BdP5W/xZhYmKiUlNTNXXqVJ0/f15hYWEaM2aM%2BvbtK0kaOHCgioqKlJycrIKCAnXo0EErV650/mTElClTNHfuXPXp00eVlZV65JFH9Nprr91STQAA4M7i47j2A1AWWbp0qUvAqqys1JkzZ/Tpp59q7Nixevrpp60sxzL5%2BUUu9202X4WGBqmwsKTepPXbyRP98rY/j7Jj7PfXHnrDvuVtvQWuufY6c4c3vBbritvZq%2BbNGxldn7ssP4I1ZsyY645v2LBBX3zxRb0NWAAA4M5RZ74P2a1bN33yySeeLgMAAOCW1ZmA9fnnn6thw4aeLgMAAOCWWX6K8IenAB0Oh4qLi3X8%2BHFODwIAgHrB8oB177331vgWob%2B/v4YNG6Y%2BffpYXQ4AAIBxlgesOXPmWP2UAAAAlrI8YGVkZLi97EMPPXQbKwEAALg9LA9YzzzzjBwOh/N2zbXThtfGfHx8dOzYMavLAwAAuGWWB6ylS5dq9uzZevnll9W5c2f5%2B/vr8OHDmjp1qgYPHuz8G4EAAADeyvKfaZg7d66mTJmiHj16KDg4WA0bNlSnTp00bdo0rVmzRvfdd5/zBgAA4I0sD1h5eXm65557aowHBwersLDQ6nIAAACMszxgdezYUQsXLlRxcbFz7NKlS5o3b57i4uKsLgcAAMA4y6/Bmjx5soYNG6aEhARFRERIkk6dOqXmzZtr3bp1VpcDAABgnOUBq1WrVtq%2Bfbu2bdumkydPSpIGDx6s3r17y263W10OAACAcZYHLElq3LixBg0apG%2B%2B%2BUYtWrSQ9P2vuQMAANQHlgcsh8OhBQsWaP369aqsrNSuXbu0aNEiNWzYUNOmTSNo1WO9Fu/1dAkAAFjC8ovc169fr/fff19TpkxRgwYNJEk9evTQxx9/rDfeeMPqcgAAAIyzPGClpaXp9ddfV//%2B/Z2/3v7oo49q5syZ%2Bt///V%2BrywEAADDO8oD1zTff6N/%2B7d9qjN9///26cOGC1eUAAAAYZ3nAuu%2B%2B%2B3TkyJEa45988onzgncAAABvZvlF7s8//7z%2B8z//U%2BfPn5fD4dC%2Bffu0adMmrV%2B/XqmpqVaXAwAAYJzlAWvAgAGqqqrSihUrVF5ertdff13NmjXTuHHj9NRTT1ldDgAAgHGWB6wPPvhAv/nNb5SUlKSCggI5HA41a9bM6jIAAABuG8uvwZoxY4bzYvamTZsSrgAAQL1jecCKiIjQ8ePHrX5aAAAAy1h%2BijAyMlITJkzQW2%2B9pYiICDVs2NBlfvbs2VaXBAAAYJTlAevs2bOKjo6WJOXn51v99AAAALedJQFr9uzZeumllxQYGKj169db8ZQAAAAeY8k1WOvWrVNZWZnL2PPPP6%2B8vDwrnh4AAMBSlgQsh8NRY%2Bxvf/ubvvvuOyueHgAAwFKWf4sQAACgviNgAQAAGGbZtwh9fHyseirgjtRr8V5PlwAA%2BAfLAtaMGTNcfvOqsrJS8%2BbNU1BQkMty/A4WAADwdpYErIceeqjGb15FRUWpsLBQhYWFVpQAAABgGUsCFr99BQAA7iRc5A4AAGAYAQsAAMAwAhYAAIBhBCwAAADDLPuZBgAAvJ23/d7cjrHxni7hjsURLAAAAMMIWAAAAIYRsAAAAAwjYAEAABjm9QGroKBAiYmJSk9Pd44dPnxYgwYNUlRUlLp376733nvP5TFbt25VYmKiOnbsqP79%2B%2BvgwYPOuerqas2dO1ddunRRVFSURo0apby8PMu2BwAAeD%2BvDlhffPGFkpKSdPbsWefY5cuXNXLkSPXr108ZGRmaOXOmZs%2BerSNHjkiS0tPTNX36dM2ZM0cZGRl6/PHHNWrUKJWVlUmSVqxYob179%2BqPf/yjPvvsMwUEBGjy5Mke2T4AAOCdvDZgbd26VRMmTNC4ceNcxnfv3q2QkBANGTJENptNcXFx6tOnjzZu3ChJeu%2B999S7d29FR0fL399fzzzzjEJDQ7V9%2B3bn/IgRI3TPPfcoODhYr776qj799FPl5ORYvo0AAMA7ee3vYD388MPq06ePbDabS8jKyspSmzZtXJZt3bq1Nm/eLEnKzs7WgAEDasxnZmaqqKhI3377rcvjw8LC1KRJEx0/flwtWrRwq7a8vDzl5%2Be7jNlsgQoPD3fe9/PzdfkXAADTbDbv%2BIypj5%2BJXhuwmjdvft3xkpIS2e12l7GAgACVlpbedL6kpESSFBgYWGP%2B2pw70tLStGzZMpex5ORkpaSk1Fi2cWN7jTEAAEwIDQ3ydAm1Up8%2BE702YP0Yu92uoqIil7Hy8nIFBQU558vLy2vMh4aGOoPXteuxrvd4dyQlJal79%2B4uYzZboAoL/xnS/Px81bixXVeulKm6%2Bqrb6wYAwF3/%2BrlTl93Oz0RPhcx6F7DatGmjvXtd/5RBdna2IiMjJUmRkZHKysqqMZ%2BQkKAmTZrorrvuUnZ2tvM0YX5%2Bvi5dulTjtOONhIeHu5wO/H49RaqqqrnTVFdfve44AAC3yts%2BX%2BrTZ2L9Odn5D4mJibpw4YLWrl2ryspK7d%2B/X9u2bXNedzVw4EBt27ZN%2B/fvV2VlpdauXauLFy8qMTFRktS/f3%2BtWLFCOTk5Ki4u1qxZs9SpUyf97Gc/8%2BRmAQAAL1LvjmCFhoZqzZo1mjlzppYsWaKmTZtq8uTJ6ty5syQpLi5OU6ZM0dSpU3X%2B/Hm1bt1aq1atUkhIiKTvr5WqqqrSkCFDVFJSotjYWC1evNiTm3RD3vaHRwEAuBP4OBwOh6eLuBPk57teF2az%2BSo0NEiFhSW3dDiUgAUA%2BDE7xsZ7ugS3mPpMvJ7mzRsZXZ%2B76t0pQgAAAE8jYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYFi9DVjbt29X27ZtFRUV5bxNnDhRkvTJJ5%2BoT58%2B6tixo3r16qU9e/a4PHbVqlVKSEhQx44dNXToUH399dee2AQAAOCl6m3A%2BvLLL9W3b18dPHjQeZs3b55Onz6tMWPG6KWXXtKBAwc0ZswYjR07VufPn5ckbd26VevXr9fq1auVnp6udu3aKSUlRQ6Hw8NbBAAAvEW9Dljt27evMb5161bFxMSoR48estlsevTRR/XQQw8pLS1NkvTuu%2B9q8ODBioyMVMOGDTV%2B/Hjl5uYqPT3d6k0AAABeql4GrKtXr%2Bro0aP6v//7P3Xr1k0JCQl67bXXdPnyZWVnZ6tNmzYuy7du3VqZmZmSVGPe399fERERznkAAICbsXm6gNuhoKBAbdu2Vc%2BePbVkyRIVFhbq5Zdf1sSJE1VRUSG73e6yfEBAgEpLSyVJJSUlN5x3R15envLz813GbLZAhYeHO%2B/7%2Bfm6/AsAgGm9Fu/1dAluOzDzN/XqM7FeBqywsDBt3LjRed9ut2vixIl64oknFBsbq/Lycpfly8vLFRQU5Fz2RvPuSEtL07Jly1zGkpOTlZKSUmPZxo3tNcYAALgT1afPxHoZsDIzM/Xhhx9q/Pjx8vHxkSRVVFTI19dXDz74oI4dO%2BayfHZ2tvN6rcjISGVlZalbt26SpMrKSp0%2BfbrGacUbSUpKUvfu3V3GbLZAFRaWOO/7%2BfmqcWO7rlwpU3X11Z%2B0nQAA1Ce34zMxNNT9AyQm1cuAFRISoo0bN6pJkyZ69tlnlZeXp3nz5um3v/2t%2BvXrp7ffflvbt2/Xr3/9a%2B3evVuff/65Xn31VUnSgAEDtHTpUiUkJKhly5ZatGiRwsLCFBMT4/bzh4eHu5wOlKT8/CJVVdXcaaqrr153HACAO023mCJlAAAKxElEQVR9%2BkyslwHr7rvv1sqVK7Vw4UKtWLFCDRs2VO/evTVx4kQ1bNhQv//97zV//ny9%2Buqruu%2B%2B%2B7R06VK1bNlSkjRw4EAVFRUpOTlZBQUF6tChg1auXCl/f38PbxUAAPAWPg5%2B4MkS%2BflFLvdtNl%2BFhgapsLDkltK6N13ACADAjzkw8ze3/Jl4Pc2bNzK6PnfVn8v1AQAA6ggCFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwruPixYsaPXq0YmJiFBsbq5kzZ6qqqsrTZQEAAC9BwLqOsWPHKjAwUJ999pk2b96sffv2ae3atZ4uCwAAeAkC1g%2BcOXNGn3/%2BuSZOnCi73a4WLVpo9OjR2rhxo6dLAwAAXoKA9QNZWVkKCQnRXXfd5Rxr1aqVcnNzdeXKFQ9WBgAAvIXN0wXUNSUlJbLb7S5j1%2B6XlpaqcePGN11HXl6e8vPzXcZstkCFh4c77/v5%2Bbr8CwDAna4%2BfSYSsH4gMDBQZWVlLmPX7gcFBbm1jrS0NC1btsxl7MUXX9SYMWOc9/Py8vT2228pKSnJJXjV1oGZv/nJj/UmeXl5SktLu%2BV%2B3QnoVe3QL/fRq9qhX%2B7Ly8vT0qVL61Wv6k9UNCQyMlKXLl3ShQsXnGMnT57U3XffrUaNGrm1jqSkJG3ZssXllpSU5LJMfn6%2Bli1bVuNIF66PfrmPXtUO/XIfvaod%2BuW%2B%2BtgrjmD9QEREhKKjozVr1ixNmzZNhYWFWr58uQYOHOj2OsLDw%2BtNAgcAALXHEazrWLJkiaqqqvTII4/oiSeeUNeuXTV69GhPlwUAALwER7CuIywsTEuWLPF0GQAAwEv5TZ06daqni7hTBQUFqVOnTm5fPH%2Bno1/uo1e1Q7/cR69qh365r771ysfhcDg8XQQAAEB9wjVYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWB5SVlampKQkbdmyxWU8PT1dSUlJiomJUUJCgmbMmKGysjIPVVl3/Fi/Tp06pWHDhikqKkoPP/yw/vu//9tDFdY9OTk5GjFihDp16qS4uDhNmjRJV65c8XRZddZ3332nGTNmKD4%2BXtHR0Ro2bJhOnjzp6bLqvIkTJ2ro0KGeLqNO%2B%2Babb/Tiiy%2Bqc%2BfOio2N1ejRo5WTk%2BPpsuqMixcvavTo0YqJiVFsbKxmzpypqqoqT5d1ywhYHpCVlaUhQ4bo0KFDLuPnz5/XCy%2B8oAEDBig9PV1paWk6ePCg5s%2Bf76FK64Yf61dlZaVeeOEFdejQQenp6XrzzTe1ceNG7dixw0OV1i2/%2B93v1Lp1a%2B3du1c7duxQbm6u5syZ4%2Bmy6qypU6fq6NGj2rp1q/bt26dWrVrppZde8nRZddrmzZv14YcferqMOi85OVlNmjTRxx9/rI8//lghISEaPXq0p8uqM8aOHavAwEB99tln2rx5s/bt26e1a9d6uqxbRsCy2L59%2BzRs2DD99re/1b333usyl5OTo%2B7du%2BuJJ56Qn5%2Bf7rnnHvXt21cZGRkeqtbzbtSvjIwM5eXlKSUlRQ0aNFDbtm01dOhQbdy40UPV1i0nT56Uw%2BFw3nx8fGS32z1dVp108eJFvf/%2B%2B5o9e7bCw8PVoEEDTZgwQXPnzhV/Tez6srOztXz5cg0aNMjTpdRply9fVlhYmF566SUFBgYqKChITz/9tE6cOKHLly97ujyPO3PmjD7//HNNnDhRdrtdLVq00OjRo%2BvF%2B7jN0wXUN%2BXl5Tp//vx155o3b64HHnhAe/bsUcOGDfWHP/zBZT4mJkYxMTHO%2B1evXtWf/vQntWvX7rbW7Em30q%2BsrCy1bNlSDRo0cI61bt1ab7755m2tua64We/GjBmjBQsWaN26daqurlbHjh01YcIEi6usO27Ur1OnTqlRo0Y6dOiQkpOTVVBQoOjoaL3yyivy8fGxuFLPu9m%2B5evrq3HjxmnKlCk6cuSITp06ZXGFdcvN%2BrV69WqXsV27dum%2B%2B%2B5TkyZNrCivTsvKylJISIjuuusu51irVq2Um5urK1euqHHjxh6s7tYQsAw7fPiwnn766evO/f73v1ePHj3cWk9lZaVee%2B015eTk1OtThLfSr5KSkhpHZOx2u0pLS43WWFfdrHc%2BPj4aNWqUnn32WRUWFup3v/udXn/9dc2bN8/iSuuGG/Vr3rx5Kioq0u7du7V%2B/Xr5%2B/tr2rRpeuGFF7R161b5%2BflZXK1n3Wzf%2BvjjjxUfH6//%2BI//0JEjRyyuru6pzfvYO%2B%2B8ozVr1mjFihVWlVen/dj7uCSVlpYSsPBPsbGxOn78%2BC2tIy8vT%2BPGjVNxcbHeeecdl2Rf39xKvwIDA2t8AaCsrExBQUEmSqvzbtS7r776ShMnTlRGRoZsNpsCAwM1adIkDRkyRFOmTFFwcLDF1Xrejfq1c%2BdOVVdX6%2BWXX1bTpk0lSampqYqLi9OpU6fUunVrK0v1uBv16oMPPlBmZqY2bdpkcVV1lzvvYxUVFZo9e7a2b9%2BulStXqnPnzhZVV7f92Pu4JK9/Lydg1TFHjhzR6NGj1blzZ02fPp1rZm4gMjJSp0%2BfVlVVlWy273fl7OxsRUZGergyzzt37pyqq6t19epV55i/v798fHzuuKMx7rgWoCoqKpxj1dXVksQ1WD/w/vvv69SpU%2BrSpYuk7799WV1drZiYGH3wwQc1rpWEVFBQoFGjRqmiokKbN29WixYtPF1SnREZGalLly7pwoULCgsLk/T99aN33323GjVq5OHqbg0XudchOTk5eu655zRo0CDNnz%2BfcHUTsbGxCg0N1YIFC/Tdd98pMzNT69ev18CBAz1dmsdFR0fLbrdr1qxZ%2Bu6773Tx4kUtWLBAiYmJ7FfX0bp1az300EN6/fXXVVBQoJKSEs2ZM0ft2rUjsP/A6tWrdfDgQR04cEAHDhzQyJEjFR0drQMHDhCurqOyslLDhw9XcHCw3nnnHcLVD0RERCg6OlqzZs1ScXGxcnJytHz58nrxPk7AqkPefvttFRUVae3atYqKinLeevfu7enS6iSbzaY1a9boxIkTio%2BP18iRIzV06FD179/f06V5XNOmTbV69WqdPn1aXbt2Vb9%2B/RQREaFZs2Z5urQ6a8WKFYqMjFS/fv3UtWtXlZaWavny5Z4uC15uz549Onr0qDIyMhQXF%2Bfy3p6bm%2Bvp8uqEJUuWqKqqSo888oieeOIJde3atV78jIWPg%2BPfAAAARnEECwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAw7P8BHtaFQO/CerEAAAAASUVORK5CYII%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-2165585979224794604\">\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\">457</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\">-7.10591905</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\">-2.47456022</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\">-7.17066586</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\">-6.99004232</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\">-9.07748129</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\">-10.13392144</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\">-7.41849811</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\">-6.59705723</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\">-3.57451478</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 (14380)</td>\n",
       "        <td class=\"number\">14380</td>\n",
       "        <td class=\"number\">96.8%</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-2165585979224794604\">\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\">-11.56459195</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\">-11.55640391</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\">-11.55631115</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\">-11.54032988</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\">-11.53981671</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\">-1.00617876</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\">-1.00400371</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\">-1.00277089</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\">-0.99875229</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\">457</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_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>0.8%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-8155522130745766289\">\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",
       "        625\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",
       "        315\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Bariadi</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",
       "        308\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",
       "            13602\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-8155522130745766289, #minifreqtable-8155522130745766289\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-8155522130745766289\">\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\">625</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\">Moshi Rural</td>\n",
       "        <td class=\"number\">315</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\">308</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\">Rungwe</td>\n",
       "        <td class=\"number\">275</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\">Kasulu</td>\n",
       "        <td class=\"number\">275</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\">274</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\">Arusha Rural</td>\n",
       "        <td class=\"number\">269</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\">Bagamoyo</td>\n",
       "        <td class=\"number\">266</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\">252</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\">Kilombero</td>\n",
       "        <td class=\"number\">248</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\">11743</td>\n",
       "        <td class=\"number\">79.1%</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_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>14390</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>96.9%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <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>34.062</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>40.325</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=\"minihistogram6611105596054926318\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAARRJREFUeJzt3cEJwkAQQFEVS7IIe/JsTxZhT2MD8kFBE%2BN798BcPnPYsLufmdkBTx2WHgDW7Lj0APyG0%2BX28jf36/kDk3yXDQJBIBAEAkEgEAQCQSAQBAJBIBAcFPIxWzhctEEgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCC41eQPvXPbyL%2ByQSAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCATC6n5W3MKzXWyHDQJBIBD2MzNLDwFrZYNAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAEAgEgUAQCASBQBAIBIFAeACmFRL8HBa80gAAAABJRU5ErkJggg%3D%3D\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives6611105596054926318,#minihistogram6611105596054926318\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives6611105596054926318\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles6611105596054926318\"\n",
       "                                                  aria-controls=\"quantiles6611105596054926318\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram6611105596054926318\" aria-controls=\"histogram6611105596054926318\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common6611105596054926318\" aria-controls=\"common6611105596054926318\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme6611105596054926318\" aria-controls=\"extreme6611105596054926318\"\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=\"quantiles6611105596054926318\">\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>30.051</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>33.069</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>34.901</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>37.197</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>39.12</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>40.325</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>40.325</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>4.1271</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>6.593</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.19356</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>19.004</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>34.062</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>3.3223</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-4.1731</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>505810</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>43.468</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>116.1 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=\"histogram6611105596054926318\">\n",
       "            <img 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Xur%2B12u/Lz8/WDH/xASUlJcjqdHsc7nU6FhYW5jz3ffGewamlpcR/feWkwPDy82/VlZ2crNTXVY8xmC1V9vdmb5YOCAhURYdepUy1qb%2B8wurYv0Ze10Je10BcuV6Z/RnbyVXCzZMCqrKzUG2%2B8odmzZysgIECSdPbsWQUGBuqWW27RRx995HF8dXW1%2B36t2NhYVVVV6c4775Qktba26vDhw4qLi9OgQYMUHBys6upq3XrrrZKkQ4cOuS8jdld0dHSXy4G1tY1qa%2BuZv/Tt7R09trYv0Ze10Je10BcuN/62b5a84BkZGani4mKtX79ebW1tOnr0qJYvX657771XkyZN0u7du1VWVqa2tjaVlZVp9%2B7duueeeyRJkydP1qZNm1RZWakzZ87oySefVL9%2B/ZSYmCi73a709HQVFRWprq5OdXV1Kioq0oQJExQSEuLjrgEAgFVY8gzW1VdfrbVr1%2Bqpp57SmjVr1Lt3b40fP175%2Bfnq3bu3fvOb36ioqEgFBQW69tpr9eyzz2rQoEGSpKysLDU2Nio3N1d1dXUaNmyY1q5dq%2BDgYEnSggULtGzZMmVkZKi1tVV33XWXHn/8cV%2B2CwAALCbA1fkAKPSo2tpG42vabIFyOMJUX9/kV6dW6cta6Mta6OvSpK/Y2WNrX%2BnenDW6R9bt379Pj6x7IZa8RAgAAHA5I2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAY5vWA1d7e7u23BAAA8CqvB6yUlBT9%2Bte/VnV1tbffGgAAwCu8HrB%2B%2BtOf6r333tOECRM0ZcoUvfTSS2psbPR2GQAAAD3G6wHrvvvu00svvaS33npLo0aN0rp163T77bdr9uzZevfdd71dDgAAgHE%2Bu8l94MCBeuSRR/TWW28pNzdXf/rTn/TjH/9YqampeuGFF7hXCwAAWJbNV2984MAB/fd//7fKysp09uxZpaWlKTMzU8ePH9czzzyjDz74QE899ZSvygMAAPjGvB6wVq9erddff12fffaZhg0bpkceeUQTJkxQeHi4%2B5igoCD94he/8HZpAAAARng9YG3atEkTJ05UVlaWYmJiznnM4MGDNWfOHC9XBgAAYIbXA9b27dt1%2BvRpNTQ0uMfKysqUnJwsh8MhSbrpppt00003ebs0AAAAI7x%2Bk/vf//53jR07ViUlJe6x5cuXKyMjQx9//PFFr9fe3q6pU6fqsccec49t27ZNGRkZGj58uNLT07V161aP16xbt04pKSkaPny4pk6dqk8%2B%2BcQ919zcrHnz5ikpKUkJCQmaO3eumpqavkGnAADgSuX1gPXrX/9ad999tx555BH32B//%2BEelpKRo6dKlF73eqlWrtHfvXvfXhw8f1syZM/Wzn/1Me/fu1cyZMzVr1iwdP35cklRaWqqNGzfqueeeU0VFhW6%2B%2BWbl5eXJ5XJJkhYtWqQvv/xSb7/9tsrLy/Xll1%2BqqKjoErsGAABXEq8HrA8//FAPP/ywevXq5R4LCgrSww8/rL/%2B9a8XtdauXbtUXl6uu%2B%2B%2B2z1WWlqqxMREjRkzRjabTePGjdOIESPcZ8xefvll3X///YqNjVXv3r01e/ZsHT16VBUVFWppadGWLVuUl5enyMhIXXXVVZozZ45ee%2B01tbS0mPkDAAAAfs/r92CFh4fryJEjuu666zzGjx07ppCQkG6vc%2BLECRUUFGj16tXasGGDe7y6ulpxcXEex8bExKiystI9P23aNPdccHCwBg4cqMrKSkVGRqq1tdXj9YMHD5bT6dThw4d14403dqu2mpoa1dbWeozZbKGKjo7udn/dERQU6PHZX9CXtdCXtdAXLlc2m3/tndcD1tixY7Vw4UL98pe/1C233KKAgAB98MEHeuKJJ5SWltatNTo6OpSfn6%2BHHnpIN9xwg8dcU1OT7Ha7x1hISIiam5svOH/69GlJUmhoqHuu89iLuQ%2BrpKREq1at8hjLzc1VXl5et9e4GBER9gsfZEH0ZS30ZS30hcuNwxHm6xKM8nrAmj17tj7//HP96Ec/UkBAgHs8LS1Nc%2BfO7dYaa9euVa9evTR16tQuc3a7XU6n02PM6XQqLCzsgvOdwaqlpcV9fOelwX9%2BTteFZGdnKzU11WPMZgtVfb3Zm%2BWDggIVEWHXqVMtam/vMLq2L9GXtdCXtdAXLlemf0Z28lVw83rAstvtWrt2rT799FMdPHhQwcHBGjx4sAYOHNjtNV5//XXV1NQoMTFRktyB6Y9//KNycnL04YcfehxfXV2toUOHSpJiY2NVVVWlO%2B%2B8U5LU2tqqw4cPKy4uToMGDVJwcLCqq6t16623SpIOHTrkvozYXdHR0V0uB9bWNqqtrWf%2B0re3d/TY2r5EX9ZCX9ZCX7jc%2BNu%2B%2Bey/yhk0aJAGDRr0jV771ltveXzd%2BYiGpUuX6tChQ3rhhRdUVlamu%2B%2B%2BW%2BXl5dq9e7cKCgokSZMnT9azzz6rlJQUDRo0SE8//bT69eunxMREBQcHKz09XUVFRXrmmWckSUVFRZowYcJF3R8GAACubF4PWJ9%2B%2BqmeeOIJ7du3T62trV3mP/roo0taf/DgwfrNb36joqIiFRQU6Nprr9Wzzz7rDnNZWVlqbGxUbm6u6urqNGzYMK1du1bBwcGSpAULFmjZsmXKyMhQa2ur7rrrLj3%2B%2BOOXVBMAALiyBLg6HwDlJQ888ICOHj2qqVOnqk%2BfPl3m7733Xm%2BW4zW1tY3G17TZAuVwhKm%2BvsmvTq3Sl7XQl7XQ16VJX7Gzx9a%2B0r05a3SPrNu/f9es4Q1eP4O1f/9%2B/e53v1N8fLy33xoAAMArvP7QCYfD4f4NPQAAAH/k9YA1depUPfXUU2psNH/JDAAA4HLg9UuE27Zt01//%2BlclJSXpqquu8vgvcyTpT3/6k7dLAgAAMMrrASspKUlJSUneflsAAACv8XrA%2BulPf%2BrttwQAAPAqn/zPipWVlZo3b57%2B7d/%2BTcePH1dxcbEqKip8UQoAAIBxXg9Yf/vb3zRlyhR98cUX%2Btvf/qazZ8/qo48%2B0o9%2B9CNt3brV2%2BUAAAAY5/WAVVRUpB/96EfauHGj%2B%2Bnpv/rVr/TDH/5Qq1at8nY5AAAAxvnkDNakSZO6jN9333365JNPvF0OAACAcV4PWMHBwTp9%2BnSX8aNHj8put3u7HAAAAOO8HrDGjBmjJ598UvX19e6xQ4cOqbCwUN/73ve8XQ4AAIBxXg9Yjz76qJxOp0aNGqWWlhZlZmZqwoQJstlsmjt3rrfLAQAAMM7rz8EKDw/XSy%2B9pF27dunvf/%2B7Ojo6FBcXp%2B9%2B97sKDPTJUyMAAACM8nrA6pScnKzk5GRfvT0AAECP8XrASk1NVUBAwHnn%2Bb8IAQCA1Xk9YN17770eAau1tVWfffaZtm/frlmzZnm7HAAAAOO8HrBmzpx5zvFNmzZp3759%2BuEPf%2BjligAAAMy6bO4qv/POO7Vt2zZflwEAAHDJLpuAtXv3bvXu3dvXZQAAAFwyr18i/NdLgC6XS6dPn9bBgwe5PAgAAPyC1wPWt771rS6/RRgcHKwHHnhAGRkZ3i4HAADAOK8HrKVLl3r7LQEAALzK6wFrz5493T52xIgRPVgJAABAz/B6wHrwwQflcrncH506Lxt2jgUEBOijjz7ydnkAAACXzOsB69lnn9WSJUv06KOP6rbbblNwcLAOHDighQsX6v7779edd97p7ZIAAACM8vpjGpYtW6YFCxZozJgxCg8PV%2B/evTVy5Eg98cQTev7553Xttde6PwAAAKzI6wGrpqZG11xzTZfx8PBw1dfXe7scAAAA47wesIYPH66nnnpKp0%2Bfdo81NDRo%2BfLlSk5O9nY5AAAAxnn9Hqz58%2BfrgQceUEpKigYOHChJ%2BvTTT9W/f3%2B9%2BOKL3i4HAADAOK8HrMGDB6usrExbtmzRoUOHJEn333%2B/xo8fL7vd7u1yAAAAjPN6wJKkiIgITZkyRV988YWuu%2B46Sf94mjsAAIA/8Po9WC6XS0VFRRoxYoQmTJigY8eO6dFHH9W8efPU2trq7XIAAACM83rA2rhxo15//XUtWLBAvXr1kiSNGTNG//M//6NnnnnG2%2BUAAAAY5/WAVVJSol/84hfKzMx0P7193LhxKiws1B/%2B8AdvlwMAAGCc1wPWF198oRtvvLHL%2BJAhQ/TVV191e51du3ZpypQp%2Bs53vqPRo0dr0aJFcjqdkqQDBw5oypQpio%2BPV2pqqjZv3uzx2tLSUqWlpWn48OHKzMzU/v373XPt7e1atmyZRo0apfj4eE2fPl01NTXfsFsAAHAl8nrAuvbaa/X%2B%2B%2B93Gd%2B2bZv7hvcLqaur009%2B8hPdd9992rt3r0pLS7V792799re/1cmTJ/Xwww9r0qRJ2rNnjwoLC7VkyRL3e1ZUVGjRokVaunSp9uzZo4kTJ2r69OlqaWmRJK1Zs0Y7d%2B7Uq6%2B%2Bqh07digkJETz58839wcAAAD8ntcD1o9//GP98pe/1AsvvCCXy6Vdu3Zp%2BfLl%2BvWvf62pU6d2a42oqCi9%2B%2B677suMDQ0NOnPmjKKiolReXq7IyEjl5OTIZrMpOTlZGRkZKi4uliRt3rxZ48ePV0JCgoKDg/Xggw/K4XCorKzMPT9t2jRdc801Cg8PV0FBgbZv367PP/%2B8x/5MAACAf/H6YxomT56strY2rVmzRk6nU7/4xS901VVX6ZFHHtF9993X7XXCw8MlSXfccYeOHz%2BuxMREZWZmasWKFYqLi/M4NiYmRq%2B88ookqbq6WpMnT%2B4yX1lZqcbGRh07dszj9f369VPfvn118ODBbp9hq6mpUW1trceYzRaq6OjobvfXHUFBgR6f/QV9WQt9WQt94XJls/nX3nk9YP3%2B97/X97//fWVnZ6uurk4ul0tXXXXVN16vvLxcJ0%2Be1Jw5c5SXl6cBAwZ0eWBpSEiImpubJUlNTU3nnW9qapIkhYaGdpnvnOuOkpISrVq1ymMsNzdXeXl53V7jYkRE%2BOcDWunLWujLWugLlxuHI8zXJRjl9YD1q1/9SjfffLP69u2rqKioS14vJCREISEhys/P15QpUzR16lQ1NjZ6HON0OhUW9o%2BNs9vt7pvh/3ne4XC4g1fn/Vjnen13ZGdnKzU11WPMZgtVfX33Q1p3BAUFKiLCrlOnWtTe3mF0bV%2BiL2uhL2uhL1yuTP%2BM7OSr4Ob1gDVw4EAdPHhQgwcP/sZrvPfee/r5z3%2Bu3//%2B9%2B5naZ09e1bBwcGKiYnRzp07PY6vrq5WbGysJCk2NlZVVVVd5lNSUtS3b18NGDBA1dXV7suEtbW1amho6HLZ8etER0d3uRxYW9uotrae%2BUvf3t7RY2v7En1ZC31ZC33hcuNv%2B%2Bb1gBUbG6s5c%2BZo/fr1GjhwoHr37u0xv2TJkguuMWTIEDmdTj355JOaPXu2amtrtWzZMmVlZWns2LF68skntWHDBuXk5Gjfvn3asmWLVq9eLUnKyspSbm6u0tPTlZCQoOLiYp04cUJpaWmSpMzMTK1Zs0bDhg2Tw%2BHQ4sWLNXLkSF1//fXm/zAAAIBf8nrAOnLkiBISEiSpy43g3RUWFqb169dr8eLFGj16tPr06aOMjAzl5uaqV69eev7551VYWKiVK1cqKipK8%2BfP12233SZJSk5O1oIFC7Rw4UIdP35cMTExWrdunSIjIyX9416ptrY25eTkqKmpSUlJSVqxYoWZ5gEAwBUhwOVyuXr6TZYsWaKf/exnXW4ev5LU1jZe%2BKCLZLMFyuEIU319k1%2BdWqUva6Eva6GvS5O%2BYueFD8I38uas0T2ybv/%2BfXpk3Qvxyu9Evvjii11uHP/xj3/ME9IBAIBf8krAOtdJsvfee09nzpzxxtsDAAB4lX891QsAAOAyQMACAAAwzGsBKyAgwFtvBQAA4FNee0zDr371K49nXrW2tmr58uVdnpDenedgAQAAXM68ErBGjBjR5ZlX8fHxqq%2BvV319vTdKAAAA8BqvBKyNGzd6420AAAAuC9zkDgAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhtl8XQAA4MqVvmLStRGPAAATJ0lEQVSnr0sAegRnsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwywasyspKPfTQQxo5cqRGjx6tuXPnqq6uTpJ04MABTZkyRfHx8UpNTdXmzZs9XltaWqq0tDQNHz5cmZmZ2r9/v3uuvb1dy5Yt06hRoxQfH6/p06erpqbGq70BAABrs2TAcjqd%2Bo//%2BA/Fx8frz3/%2Bs9544w01NDTo5z//uU6ePKmHH35YkyZN0p49e1RYWKglS5bo/ffflyRVVFRo0aJFWrp0qfbs2aOJEydq%2BvTpamlpkSStWbNGO3fu1KuvvqodO3YoJCRE8%2BfP92W7AADAYiwZsI4ePaobbrhBubm56tWrlxwOh7Kzs7Vnzx6Vl5crMjJSOTk5stlsSk5OVkZGhoqLiyVJmzdv1vjx45WQkKDg4GA9%2BOCDcjgcKisrc89PmzZN11xzjcLDw1VQUKDt27fr888/92XLAADAQiwZsL797W9r/fr1CgoKco%2B9/fbbuvnmm1VVVaW4uDiP42NiYlRZWSlJqq6uPu98Y2Ojjh075jHfr18/9e3bVwcPHuzBjgAAgD%2Bx/JPcXS6XVqxYoa1bt2rTpk168cUXZbfbPY4JCQlRc3OzJKmpqem8801NTZKk0NDQLvOdc91RU1Oj2tpajzGbLVTR0dHdXqM7goICPT77C/qyFvqyFn/tC9Zns/nX96SlA9bp06c1b948ffjhh9q0aZOGDBkiu92uxsZGj%2BOcTqfCwsIkSXa7XU6ns8u8w%2BFwB6/O%2B7HO9fruKCkp0apVqzzGcnNzlZeX1%2B01LkZEhP3CB1kQfVkLfVmLv/YF63I4uv9z1gosG7COHDmiadOm6Vvf%2BpZeeeUVRUVFSZLi4uK0c6fn/21VXV2t2NhYSVJsbKyqqqq6zKekpKhv374aMGCAx2XE2tpaNTQ0dLms%2BHWys7OVmprqMWazhaq%2BvvtnwbojKChQERF2nTrVovb2DqNr%2BxJ9WQt9WYu/9gXrM/0zspOvgpslA9bJkyf1wAMP6LbbblNhYaECA//facW0tDQtX75cGzZsUE5Ojvbt26ctW7Zo9erVkqSsrCzl5uYqPT1dCQkJKi4u1okTJ5SWliZJyszM1Jo1azRs2DA5HA4tXrxYI0eO1PXXX9/t%2BqKjo7tcDqytbVRbW8/8Y9be3tFja/sSfVkLfVmLv/YF6/K370dLBqzXXntNR48e1Ztvvqm33nrLY27//v16/vnnVVhYqJUrVyoqKkrz58/XbbfdJklKTk7WggULtHDhQh0/flwxMTFat26dIiMjJf3jUl5bW5tycnLU1NSkpKQkrVixwus9AgAA6wpwuVwuXxdxJaitbbzwQRfJZguUwxGm%2Bvomv0r%2B9GUt9GUtl1tf6St2XvggXBHenDW6R9bt379Pj6x7If51yz4AAMBlgIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDDLB6y6ujqlpaWpoqLCPXbgwAFNmTJF8fHxSk1N1ebNmz1eU1paqrS0NA0fPlyZmZnav3%2B/e669vV3Lli3TqFGjFB8fr%2BnTp6umpsZr/QAAAOuzdMDat2%2BfsrOzdeTIEffYyZMn9fDDD2vSpEnas2ePCgsLtWTJEr3//vuSpIqKCi1atEhLly7Vnj17NHHiRE2fPl0tLS2SpDVr1mjnzp169dVXtWPHDoWEhGj%2B/Pk%2B6Q8AAFiTZQNWaWmp5syZo0ceecRjvLy8XJGRkcrJyZHNZlNycrIyMjJUXFwsSdq8ebPGjx%2BvhIQEBQcH68EHH5TD4VBZWZl7ftq0abrmmmsUHh6ugoICbd%2B%2BXZ9//rnXewQAANZk2YB1%2B%2B2365133tG4ceM8xquqqhQXF%2BcxFhMTo8rKSklSdXX1eecbGxt17Ngxj/l%2B/fqpb9%2B%2BOnjwYA91AgAA/I3N1wV8U/379z/neFNTk%2Bx2u8dYSEiImpubLzjf1NQkSQoNDe0y3znXHTU1NaqtrfUYs9lCFR0d3e01uiMoKNDjs7%2BgL2uhL2vx175gfTabf31PWjZgnY/dbldjY6PHmNPpVFhYmHve6XR2mXc4HO7g1Xk/1rle3x0lJSVatWqVx1hubq7y8vK6vcbFiIiwX/ggC6Iva6Eva/HXvmBdDkf3f85agd8FrLi4OO3cudNjrLq6WrGxsZKk2NhYVVVVdZlPSUlR3759NWDAAI/LiLW1tWpoaOhyWfHrZGdnKzU11WPMZgtVfX33z4J1R1BQoCIi7Dp1qkXt7R1G1/Yl%2BrIW%2BrIWf%2B0L1mf6Z2QnXwU3vwtYaWlpWr58uTZs2KCcnBzt27dPW7Zs0erVqyVJWVlZys3NVXp6uhISElRcXKwTJ04oLS1NkpSZmak1a9Zo2LBhcjgcWrx4sUaOHKnrr7%2B%2B2zVER0d3uRxYW9uotrae%2Bcesvb2jx9b2JfqyFvqyFn/tC9blb9%2BPfhewHA6Hnn/%2BeRUWFmrlypWKiorS/Pnzddttt0mSkpOTtWDBAi1cuFDHjx9XTEyM1q1bp8jISEn/uJTX1tamnJwcNTU1KSkpSStWrPBlSwAAwGICXC6Xy9dFXAlqaxsvfNBFstkC5XCEqb6%2Bya%2BSP31ZC31Zy%2BXWV/qKnRc%2BCFeEN2eN7pF1%2B/fv0yPrXoh/3bIPAABwGSBgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwzObrAnBpEgve8nUJ3fbmrNG%2BLgEAAK/gDBYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgB6xxOnDihGTNmKDExUUlJSSosLFRbW5uvywIAABZBwDqHWbNmKTQ0VDt27NArr7yiXbt2acOGDb4uCwAAWAQB61989tln2r17t/Lz82W323XddddpxowZKi4u9nVpAADAIghY/6KqqkqRkZEaMGCAe2zw4ME6evSoTp065cPKAACAVdh8XcDlpqmpSXa73WOs8%2Bvm5mZFRERccI2amhrV1tZ6jNlsoYqOjjZXqKSgIGvlY5ute/V29mW1/i6EvqyFvgDv6u7PCKsgYP2L0NBQtbS0eIx1fh0WFtatNUpKSrRq1SqPsZ/%2B9KeaOXOmmSL/fzU1NXrg6iplZ2cbD2%2B%2BVFNTo9/9bj19WQR9Wcvl1tfewu8bWaempkYlJSWXTV8m%2BWtv/tpXJ/%2BKiwbExsaqoaFBX331lXvs0KFDuvrqq9WnT59urZGdna3XXnvN4yM7O9t4rbW1tVq1alWXs2VWR1/WQl/WQl/W46%2B9%2BWtfnTiD9S8GDhyohIQELV68WE888YTq6%2Bu1evVqZWVldXuN6Ohov0zjAACgeziDdQ4rV65UW1ub7rrrLv3gBz/Qd7/7Xc2YMcPXZQEAAIvgDNY59OvXTytXrvR1GQAAwKKCFi5cuNDXReCbCwsL08iRI7t9A75V0Je10Je10Jf1%2BGtv/tqXJAW4XC6Xr4sAAADwJ9yDBQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgGVRJ06c0IwZM5SYmKikpCQVFhaqra3N12VdsrKyMt10002Kj493f%2BTn5/u6rG%2Bsrq5OaWlpqqiocI8dOHBAU6ZMUXx8vFJTU7V582YfVvjNnKuvBQsWaOjQoR57V1JS4sMqu6%2ByslIPPfSQRo4cqdGjR2vu3Lmqq6uTZO39%2Brq%2BrLxfu3bt0pQpU/Sd73xHo0eP1qJFi%2BR0OiVZe7%2B%2Bri8r71en9vZ2TZ06VY899ph7bNu2bcrIyNDw4cOVnp6urVu3%2BrBCw1ywpH//9393zZ4929Xc3Ow6cuSIa/z48a5169b5uqxLtnTpUtdjjz3m6zKM2Lt3r2vMmDGuuLg411/%2B8heXy%2BVyNTQ0uEaOHOnatGmTq7W11fXuu%2B%2B64uPjXQcOHPBxtd13rr5cLpfr3nvvdb322ms%2BrOybaWlpcY0ePdr1zDPPuM6cOeOqq6tzTZs2zfWTn/zE0vv1dX25XNbdrxMnTriGDRvmevXVV13t7e2u48ePuyZMmOB65plnLL1fX9eXy2Xd/fpnK1ascN1www2uRx991OVyuVyffvqpa9iwYa533nnH1dra6vrDH/7guuWWW1zHjh3zcaVmcAbLgj777DPt3r1b%2Bfn5stvtuu666zRjxgwVFxf7urRL9sEHH2jo0KG%2BLuOSlZaWas6cOXrkkUc8xsvLyxUZGamcnBzZbDYlJycrIyPDMnt3vr7Onj2rjz/%2B2JJ7d/ToUd1www3Kzc1Vr1695HA4lJ2drT179lh6v76uLyvvV1RUlN59911lZmYqICBADQ0NOnPmjKKioiy9X1/Xl5X3q9OuXbtUXl6uu%2B%2B%2B2z1WWlqqxMREjRkzRjabTePGjdOIESMsd2bufAhYFlRVVaXIyEgNGDDAPTZ48GAdPXpUp06d8mFll6ajo0Mffvih/vd//1d33nmnUlJS9Pjjj%2BvkyZO%2BLu2i3X777XrnnXc0btw4j/GqqirFxcV5jMXExKiystKb5X1j5%2BursrJSbW1tWrlypUaNGqWxY8fqt7/9rTo6OnxUafd9%2B9vf1vr16xUUFOQee/vtt3XzzTdber%2B%2Bri8r75ckhYeHS5LuuOMOZWRkqH///srMzLT0fknn78vq%2B3XixAkVFBToySeflN1ud49XV1dber8uhIBlQU1NTR7fpJLcXzc3N/uiJCPq6up00003aezYsSorK9NLL72kw4cPW/IerP79%2B8tms3UZP9fehYSEWGbfztdXY2OjRo4cqalTp2rbtm1avny5Nm7cqOeff94HVX5zLpdLTz/9tLZu3aqCggLL71enf%2B3LX/arvLxc27dvV2BgoPLy8vxmv/61LyvvV0dHh/Lz8/XQQw/phhtu8Jjzl/06HwKWBYWGhqqlpcVjrPPrsLAwX5RkRL9%2B/VRcXKysrCzZ7XZ961vfUn5%2BvrZv367Tp0/7ujwj7Ha7%2B6bVTk6n09L7JkmjR4/Wiy%2B%2BqJEjRyo4OFi33HKLHnjgAZWVlfm6tG47ffq08vLytGXLFm3atElDhgzxi/06V1/%2BsF/SP34YDxgwQPn5%2BdqxY4df7JfUta%2BhQ4dadr/Wrl2rXr16aerUqV3m/GW/zoeAZUGxsbFqaGjQV1995R47dOiQrr76avXp08eHlV2ayspKFRUVyeVyucfOnj2rwMBA9erVy4eVmRMXF6eqqiqPserqasXGxvqoIjP%2B%2BMc/6qWXXvIYO3v2rEJCQnxU0cU5cuSIJk%2BerNOnT%2BuVV17RkCFDJFl/v87Xl5X367333tP3v/99nT171j129uxZBQcHKyYmxrL79XV97dy507L79frrr2v37t1KTExUYmKi3njjDb3xxhtKTEy0/N%2BvCyFgWdDAgQOVkJCgxYsX6/Tp0/r888%2B1evVqZWVl%2Bbq0SxIZGani4mKtX79ebW1tOnr0qJYvX657773XbwJWWlqavvrqK23YsEGtra36y1/%2Boi1btmjy5Mm%2BLu2SuFwuLVmyRLt27ZLL5dL%2B/fv14osvKjs729elXdDJkyf1wAMP6Dvf%2BY6ee%2B45RUVFueesvF9f15eV92vIkCFyOp168skndfbsWf3f//2fli1bpqysLI0dO9ay%2B/V1fQUHB1t2v9566y2999572rt3r/bu3asJEyZowoQJ2rt3ryZOnKjdu3errKxMbW1tKisr0%2B7du3XPPff4umwjAlz/fLoAlvHVV1/piSeeUEVFhQIDAzVp0iTNmTPH44ZWK9q9e7eeeuopffzxx%2Brdu7fGjx%2Bv/Px89e7d29elfWNDhgzRiy%2B%2BqKSkJEn/%2BE3JwsJCffzxx4qKitKMGTOUmZnp4yov3r/29dJLL%2BmFF17Q8ePH1a9fPz300EPKycnxcZUX9sILL2jp0qWy2%2B0KCAjwmNu/f79l9%2BtCfVl1v6R/nOVYvHixPvjgA/Xp00cZGRnu35a06n5JX9%2BXlffrn3U%2BA2vp0qWSpB07dqioqEhHjhzRtddeq/z8fN1xxx2%2BLNEYAhYAAIBhXCIEAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAz7/wAmR0gaw36V1QAAAABJRU5ErkJggg%3D%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common6611105596054926318\">\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\">457</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\">37.30228071</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\">32.92057868</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\">37.26006945</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\">39.08057272</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\">36.86248135</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\">39.2200884</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\">32.58318754</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\">31.12985465</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\">34.86569662</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 (14380)</td>\n",
       "        <td class=\"number\">14380</td>\n",
       "        <td class=\"number\">96.8%</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=\"extreme6611105596054926318\">\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\">457</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\">29.61277618</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\">29.61441634</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\">29.62943461</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\">29.636467100000004</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\">40.29797082</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\">40.31606505</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\">40.32094769</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\">40.32131492</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\">40.32501564</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_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>0.1%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable4403451713689376781\">\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: 68.1%\">\n",
       "            10117\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: 10.7%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1593\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: 5.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        755\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: 16.1%\">\n",
       "            2385\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=\"#freqtable4403451713689376781, #minifreqtable4403451713689376781\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable4403451713689376781\">\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\">10117</td>\n",
       "        <td class=\"number\">68.1%</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\">1593</td>\n",
       "        <td class=\"number\">10.7%</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\">755</td>\n",
       "        <td class=\"number\">5.1%</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\">583</td>\n",
       "        <td class=\"number\">3.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">private operator</td>\n",
       "        <td class=\"number\">533</td>\n",
       "        <td class=\"number\">3.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">parastatal</td>\n",
       "        <td class=\"number\">461</td>\n",
       "        <td class=\"number\">3.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">239</td>\n",
       "        <td class=\"number\">1.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">water authority</td>\n",
       "        <td class=\"number\">219</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\">company</td>\n",
       "        <td class=\"number\">174</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\">122</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 (2)</td>\n",
       "        <td class=\"number\">54</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_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=\"minifreqtable-1827404271253224539\">\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: 87.9%\">\n",
       "            13048\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>commercial</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: 6.4%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        953\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: 3.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        461\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: 2.6%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        388\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-1827404271253224539, #minifreqtable-1827404271253224539\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-1827404271253224539\">\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\">13048</td>\n",
       "        <td class=\"number\">87.9%</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\">953</td>\n",
       "        <td class=\"number\">6.4%</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\">461</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\">other</td>\n",
       "        <td class=\"number\">266</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\">unknown</td>\n",
       "        <td class=\"number\">122</td>\n",
       "        <td class=\"number\">0.8%</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_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>36</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>0.41508</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>669</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=\"minihistogram-1173047199786046094\">\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-1173047199786046094,#minihistogram-1173047199786046094\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-1173047199786046094\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-1173047199786046094\"\n",
       "                                                  aria-controls=\"quantiles-1173047199786046094\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-1173047199786046094\" aria-controls=\"histogram-1173047199786046094\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-1173047199786046094\" aria-controls=\"common-1173047199786046094\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-1173047199786046094\" aria-controls=\"extreme-1173047199786046094\"\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-1173047199786046094\">\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>669</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>669</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>8.1679</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>19.678</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>3561.1</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>0.41508</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>0.81932</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"alert\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>50.745</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>6164</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>66.715</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>116.1 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-1173047199786046094\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xtc1vXh//%2BneKFcQAip2OFWN51ArXJBoHiKJUrOFD99EGPlWLZmm5KkHxUzLJ2Gh0WlZjlnBz%2Bpn08eqbksbfs0daV4mNlq4cDy0DxAHJSjcnj9/vB3Xd9dYUnbC%2BGSx/128w9er/f1er/ez2B7cr3fQDtjjBEAAACs8WnpDQAAAFxpKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDJHS2%2BgrSgqKre%2Bpo9PO119dYBKSirV0GCsr%2B8NyIAMJDJwIQcykMhA8sygc%2BfAltlDi5wVVvj4tFO7du3k49OupbfSYsiADCQycCEHMpDIQGodGVCwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyR0tvAP%2BemMx3W3oLTfbOpAEtvQUAAC4L3sECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGWtvmCVlJQoISFBubm5jeYKCwvVv39/bdq0yWN8xYoViouLU2RkpFJTU/X555%2B756qqqjRjxgzFxsYqOjpaGRkZqqysdM9/8cUXevDBBxUVFaWBAwfqN7/5TfNdHAAAuCK16oK1f/9%2BpaSk6NixY43mGhoaNHXqVJWWlnqM5%2BTkaNWqVXrllVeUm5urW2%2B9Venp6TLGSJLmzp2rkydPauvWrdq2bZtOnjyp7OxsSVJtba1%2B%2BctfqlevXsrNzdVvf/tbrVmzRu%2B8807zXywAALhitNqClZOTo6lTp2ry5MkXnX/xxRd1zTXX6Nprr/UYX7dunR544AGFh4erY8eOmjJlik6cOKHc3FxVV1dr8%2BbNSk9PV3BwsDp37qypU6dq06ZNqq6u1t69e1VYWKj09HR16NBBt9xyi1JTU7VmzZrLcckAAOAK4WjpDXyTgQMHKjExUQ6Ho1HJ2r17t95%2B%2B21t3LhRiYmJHnMFBQUaN26c%2B2NfX191795deXl5Cg4OVm1trSIiItzzPXv2VE1NjY4cOaL8/Hz16NFDHTp0cM%2BHhYXpt7/97Xfae2FhoYqKijzGHA5/hYaGfqd1LqV9%2B1bbjy/K4bC/X1cG3paFTWRABi7kQAYSGUitI4NWW7C6du160fHi4mI98cQTWrJkiQICAhrNV1ZWyul0eoz5%2BfmpqqpKFRUVkiR/f3/3nOvYysrKi77W6XSqqqrqO%2B197dq1Wrp0qcdYWlqa0tPTv9M6V5qQkMb/vWwJCnJe%2BqArHBmQgQs5kIFEBlLLZtBqC9bFGGOUkZGh1NRU3XbbbRc9xul0qqamxmOspqZGAQEB7mJVXV3tLmfV1dWSpMDAQPn7%2B7s/dvnnY5sqJSVF8fHxHmMOh79KSyu/4RX/Gm/77sT29UsXMggKcurs2WrV1zdYX98bkAEZuJADGUhkIHlm0FIly6sK1smTJ7Vnzx4dPHhQL774oiSpoqJCv/rVr7R161YtX75c4eHhys/P16BBgyRdeHD9yJEjioiIUI8ePeTr66uCggLdfvvtkqTDhw%2B7byMWFxfryJEjqqurk8NxIZqCggKFh4d/p32GhoY2uh1YVFSuurq2%2BYnu0pzXX1/f0ObzJQMycCEHMpDIQFKLFkyvegvkuuuu01//%2Blft27fP/e%2B6667TrFmztHz5cknSqFGjtHr1auXl5encuXN69tln1aVLF8XExMjpdGrYsGHKzs5WSUmJSkpKlJ2drREjRsjPz0%2BxsbEKCQnRs88%2Bq3PnzikvL0%2BrVq1ScnJyC185AADwJl71DlZTJCcnq7y8XGlpaSopKVGvXr20fPly%2Bfr6SpJmzZqlhQsXKjExUbW1tRo8eLCefPJJSZLD4dCrr76qOXPmaMCAAfL391dqaqqSkpJa8pIAAICXaWdcvyAKzaqoqNz6mg6HjxKyd1pft7m8M2mA9TUdDh%2BFhASotLSyzb4VTgZk4EIOZCCRgeSZQXP%2BgNW38apbhAAAAN6AggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAsa/UFq6SkRAkJCcrNzXWPbd26Vf/xH/%2BhO%2B64Q/Hx8Vq6dKkaGhrc8zk5OUpISFBkZKSSkpJ04MAB91x9fb0WLlyo/v37KyoqSuPHj1dhYaF7vri4WBMmTFBMTIxiY2OVlZWlurq6y3OxAADgitCqC9b%2B/fuVkpKiY8eOucc%2B%2BeQTZWRkaNKkSdq3b59WrFihTZs2aeXKlZKk3NxczZ07VwsWLNDevXs1cuRIjR8/XtXV1ZKkZcuW6YMPPtDGjRu1c%2BdO%2Bfn5aebMme71J02aJH9/f%2B3cuVMbNmzQrl273GsDAAA0RastWDk5OZo6daomT57sMf6Pf/xDP/7xjzVo0CD5%2BPioZ8%2BeSkhI0N69eyVJ69ev1/DhwxUdHS1fX1%2BNHTtWISEh2rJli3t%2B3LhxuvbaaxUYGKjMzEzt2LFDx48f19GjR7Vnzx5NmzZNTqdTN9xwgyZMmKA1a9Zc9usHAADey9HSG/gmAwcOVGJiohwOh0fJGjp0qIYOHer%2BuKamRn/605%2BUmJgoSSooKNCoUaM81goLC1NeXp7Ky8t16tQpRUREuOe6dOmiTp066dChQ5Kk4OBgdevWzT3fs2dPnThxQmfPnlVQUFCT9l5YWKiioiKPMYfDX6GhoU28%2BqZp377V9uOLcjjs79eVgbdlYRMZkIELOZCBRAZS68ig1Rasrl27XvKYiooKPfbYY/Lz89PYsWMlSZWVlXI6nR7H%2Bfn5qaqqSpWVlZIkf3//RvOuua%2B/1vVxVVVVkwvW2rVrtXTpUo%2BxtLQ0paenN%2Bn1V6qQkIBmWzsoyHnpg65wZEAGLuRABhIZSC2bQastWJfy%2BeefKz09XZ07d9brr7%2BuwMBASRcKUU1NjcexNTU1CgkJcZcl1/NY/zwfEBAgY0yjOdfHAQFNLwcpKSmKj4/3GHM4/FVaWtnkNZrC2747sX390oUMgoKcOnu2WvX1DZd%2BwRWIDMjAhRzIQCIDyTODlipZXlmwtm/frv/6r//SfffdpylTpsjh%2BH%2BXER4ervz8fI/jCwoKFBcXp06dOqlbt24qKChw3yYsKipSWVmZIiIi1NDQoLKyMn311Vfq0qWLJOnw4cO65pprdNVVVzV5f6GhoY1uBxYVlauurm1%2Bors05/XX1ze0%2BXzJgAxcyIEMJDKQ1KIF07veApH00UcfKS0tTTNmzND06dM9ypUkJScna/Pmzdq9e7dqa2u1cuVKFRcXKyEhQZKUlJSkZcuW6fjx46qoqNC8efPUp08f3Xjjjerevbuio6M1b948VVRU6Pjx43rppZeUnJzcEpcKAAC8lNe9g/Wb3/xGdXV1ysrKUlZWlns8OjpaL7/8svr166dZs2Zp9uzZOn36tMLCwrRixQoFBwdLuvAsVF1dncaMGaPKykrFxsZq0aJF7nWWLFmiOXPmaPDgwfLx8dG9996rCRMmXPbrBAAA3qudMca09CbagqKicutrOhw%2BSsjeaX3d5vLOpAHW13Q4fBQSEqDS0so2%2B1Y4GZCBCzmQgUQGkmcGzfkDVt/G624RAgAAtHYULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGBZqy9YJSUlSkhIUG5urnvs4MGDGj16tKKiohQfH6/169d7vCYnJ0cJCQmKjIxUUlKSDhw44J6rr6/XwoUL1b9/f0VFRWn8%2BPEqLCx0zxcXF2vChAmKiYlRbGyssrKyVFdX1/wXCgAArhitumDt379fKSkpOnbsmHvszJkzeuSRR3Tvvfdq7969ysrK0vz58/Xxxx9LknJzczV37lwtWLBAe/fu1ciRIzV%2B/HhVV1dLkpYtW6YPPvhAGzdu1M6dO%2BXn56eZM2e61580aZL8/f21c%2BdObdiwQbt27dLKlSsv63UDAADv1moLVk5OjqZOnarJkyd7jG/btk3BwcEaM2aMHA6H%2BvXrp8TERK1Zs0aStH79eg0fPlzR0dHy9fXV2LFjFRISoi1btrjnx40bp2uvvVaBgYHKzMzUjh07dPz4cR09elR79uzRtGnT5HQ6dcMNN2jChAnutQEAAJrC0dIb%2BCYDBw5UYmKiHA6HR8nKz89XRESEx7FhYWHasGGDJKmgoECjRo1qNJ%2BXl6fy8nKdOnXK4/VdunRRp06ddOjQIUlScHCwunXr5p7v2bOnTpw4obNnzyooKKhJey8sLFRRUZHHmMPhr9DQ0Ca9vqnat2%2B1/fiiHA77%2B3Vl4G1Z2EQGZOBCDmQgkYHUOjJotQWra9euFx2vrKyU0%2Bn0GPPz81NVVdUl5ysrKyVJ/v7%2BjeZdc19/revjqqqqJhestWvXaunSpR5jaWlpSk9Pb9Lrr1QhIQHNtnZQkPPSB13hyIAMXMiBDCQykFo2g1ZbsL6J0%2BlUeXm5x1hNTY0CAgLc8zU1NY3mQ0JC3GXJ9TzW119vjGk05/rYtX5TpKSkKD4%2B3mPM4fBXaWllk9doCm/77sT29UsXMggKcurs2WrV1zdYX98bkAEZuJADGUhkIHlm0FIly%2BsKVkREhD744AOPsYKCAoWHh0uSwsPDlZ%2Bf32g%2BLi5OnTp1Urdu3VRQUOC%2BTVhUVKSysjJFRESooaFBZWVl%2Buqrr9SlSxdJ0uHDh3XNNdfoqquuavIeQ0NDG90OLCoqV11d2/xEd2nO66%2Bvb2jz%2BZIBGbiQAxlIZCCpRQumd70FIikhIUFfffWVVq5cqdraWu3evVubN292P3eVnJyszZs3a/fu3aqtrdXKlStVXFyshIQESVJSUpKWLVum48ePq6KiQvPmzVOfPn104403qnv37oqOjta8efNUUVGh48eP66WXXlJycnJLXjIAAPAyXvcOVkhIiF599VVlZWVpyZIluvrqqzVz5kz17dtXktSvXz/NmjVLs2fP1unTpxUWFqYVK1YoODhY0oVnoerq6jRmzBhVVlYqNjZWixYtcq%2B/ZMkSzZkzR4MHD5aPj4/uvfdeTZgwoUWuFQAAeKd2xhjT0ptoC4qKyi990HfkcPgoIXun9XWbyzuTBlhf0%2BHwUUhIgEpLK9vsW%2BFkQAYu5EAGEhlInhk05w9YfRuvu0UIAADQ2lGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDLrBau%2Bvt72kgAAAF7FesGKi4vTr3/9axUUFNheGgAAwCtYL1iPPvqo/vKXv2jEiBEaPXq03njjjUZ/nBkAAOBKZr1g3X///XrjjTf07rvvqn///lqxYoUGDhyoKVOm6MMPP7R9OgAAgFan2R5y7969uyZPnqx3331XaWlp%2BuMf/6iHH35Y8fHxeu2113hWCwAAXLGa7Y89Hzx4UG%2B%2B%2Baa2bNmi8%2BfPKyEhQUlJSTp9%2BrQWL16sv/71r3ruueea6/QAAAAtxnrBeumll/TWW2/p6NGj6tWrlyZPnqwRI0YoMDDQfUz79u311FNP2T41AABAq2C9YK1evVojR45UcnKywsLCLnpMz549NXXqVNunBgAAaBWsF6wdO3aooqJCZWVl7rEtW7aoX79%2BCgkJkSTdcsstuuWWW2yfGgAAoFWw/pD73/72Nw0dOlRr1651jz3zzDNKTEzU3//%2Bd9unAwAAaHWsF6xf//rXuvvuuzV58mT32B/%2B8AfFxcVpwYIFtk8HAADQ6lgvWJ9%2B%2BqkeeeQRdejQwT3Wvn17PfLII/roo49snw4AAKDVsV6wAgMDdezYsUbjp06dkp%2Bfn%2B3TAQAAtDrWC9bQoUM1e/Zsffjhh6qoqFBlZaV2796tOXPmKCEhwfbpAAAAWh3rP0U4ZcoUHT9%2BXD/72c/Url0793hCQoIyMjJsnw4AAKDVsV6wnE6nli9fri%2B%2B%2BEKHDh2Sr6%2Bvevbsqe7du9s%2BFQAAQKvUbH8qp0ePHurRo0dzLQ8AANBqWS9YX3zxhebMmaP9%2B/ertra20fxnn31m%2B5QAAACtivWCNXv2bJ04cUJTp07VVVddZXt5AACAVs96wTpw4ID%2B%2B7//W1FRUbaXBgAA8ArWf01DSEiIAgICbC8LAADgNawXrNTUVD333HMqLy%2B3vTQAAIBXsH6LcPv27froo48UGxurzp07e/zJHEn64x//aPuUAAAArYr1ghUbG6vY2FjbywIAAHgN6wXr0Ucftb0kAACAV7H%2BDJYk5eXlacaMGfrxj3%2Bs06dPa82aNcrNzbV6jk8//VRjxoxRTEyMBg4cqKefflrnz5%2BXdOE2ZWJioiIjIzVs2DC9//77Hq9dsWKF4uLiFBkZqdTUVH3%2B%2BefuuaqqKs2YMUOxsbGKjo5WRkaGKisrre4dAABc2awXrE8%2B%2BUSjR4/Wl19%2BqU8%2B%2BUTnz5/XZ599pp/97GeNis6/qqGhQb/4xS80dOhQ7dmzRxs2bNCf//xnrVixQkeOHNHEiRP12GOPad%2B%2BfZo4caImTZqk06dPS5JycnK0atUqvfLKK8rNzdWtt96q9PR0GWMkSXPnztXJkye1detWbdu2TSdPnlR2draVfQMAgLbBesHKzs7Wz372M61atUq%2Bvr6SpKefflo//elPtXTpUivnOHPmjIqKitTQ0OAuRj4%2BPnI6ncrJyVFMTIyGDBkih8Ohe%2B65R71799batWslSevWrdMDDzyg8PBwdezYUVOmTNGJEyeUm5ur6upqbd68Wenp6QoODlbnzp01depUbdq0SdXV1Vb2DgAArnzN8g7Wvffe22j8/vvv97gV9%2B8ICQnR2LFjtXDhQvXq1Us//OEP1b17d40dO1YFBQWKiIjwOD4sLEx5eXmS1Gje19dX3bt3V15eno4ePara2lqP%2BZ49e6qmpkZHjhyxsncAAHDls/6Qu6%2BvryoqKhqNnzhxQk6n08o5Ghoa5OfnpyeffFLJyck6evSoHn30US1ZskSVlZWNzuPn56eqqipJ%2BtZ51779/f3dc65jv8tzWIWFhSoqKvIYczj8FRoa2vSLbIL27ZvlEbpm43DY368rA2/LwiYyIAMXciADiQyk1pGB9YI1ZMgQPfvss3r%2B%2BefdY4cPH1ZWVpbuuusuK%2Bd47733tHXrVr377ruSpPDwcKWlpSkrK0t33HGHampqPI6vqalx/3Z5p9P5jfOuYlVdXe0%2B3nVrMDAwsMn7W7t2baPboWlpaUpPT/8OV3nlCQlpvt/wHxRkp7x7MzIgAxdyIAOJDKSWzcB6wZo%2Bfbp%2B/vOfq3///jLGKCkpSRUVFbr55puVkZFh5RwnT550/8Sgi8PhkK%2BvryIiIvTpp596zBUUFOi2226TdKGM5efna9CgQZKk2tpaHTlyRBEREerRo4d8fX1VUFCg22%2B/XdKFcui6jdhUKSkpio%2BP/9r%2B/FVaavenEb3tuxPb1y9dyCAoyKmzZ6tVX99gfX1vQAZk4EIOZCCRgeSZQUuVLOsFKzAwUG%2B88YZ27dqlv/3tb2poaFBERITuvPNO%2BfjYKQQDBw7Us88%2Bq9/85jcaN26cTpw4oWXLlikxMVEjR47Ua6%2B9pi1btujuu%2B/Wtm3btGfPHmVmZkqSRo0apRdeeEFxcXHq0aOHnn/%2BeXXp0kUxMTHy9fXVsGHDlJ2drcWLF0u68ND%2BiBEj5Ofn1%2BT9hYaGNrodWFRUrrq6tvmJ7tKc119f39Dm8yUDMnAhBzKQyEBSixZM6wXLpV%2B/furXr1%2BzrB0WFqbly5dr0aJFevnll3XVVVdp5MiRSktLU4cOHfTiiy8qOztbmZmZuv766/XCCy%2BoR48ekqTk5GSVl5crLS1NJSUl6tWrl5YvX%2B7%2BicdZs2Zp4cKFSkxMVG1trQYPHqwnn3yyWa4DAABcmdoZ1%2B85sCQ%2BPl7t2rX7xvm2%2BrcIi4rs//Frh8NHCdk7ra/bXN6ZNMD6mg6Hj0JCAlRaWtlmv1MjAzJwIQcykMhA8sygOZ///dY92F7wP//zPz0KVm1trY4ePaodO3Zo0qRJtk8HAADQ6lgvWBMnTrzo%2BOrVq7V//3799Kc/tX1KAACAVuWy/RjaoEGDtH379st1OgAAgBZz2QrWnj171LFjx8t1OgAAgBZj/Rbh128BGmNUUVGhQ4cOcXsQAAC0CdYL1nXXXdfopwh9fX314IMPKjEx0fbpAAAAWh3rBWvBggW2lwQAAPAq1gvW3r17m3xs7969bZ8eAACgxVkvWGPHjpUxxv3PxXXb0DXWrl07ffbZZ7ZPDwAA0OKsF6wXXnhB8%2BfP1/Tp09W3b1/5%2Bvrq4MGDmj17th544AH3H1kGAAC4Uln/NQ0LFy7UrFmzNGTIEAUGBqpjx47q06eP5syZo1dffVXXX3%2B9%2Bx8AAMCVyHrBKiws1LXXXttoPDAwUKWlpbZPBwAA0OpYL1iRkZF67rnnVFFR4R4rKyvTM888o379%2Btk%2BHQAAQKtj/RmsmTNn6sEHH1RcXJy6d%2B8uSfriiy/UtWtXvf7667ZPBwAA0OpYL1g9e/bUli1btHnzZh0%2BfFiS9MADD2j48OFyOp22TwcAANDqWC9YkhQUFKTRo0fryy%2B/1A033CDpwm9zBwAAaAusP4NljFF2drZ69%2B6tESNG6NSpU5o%2BfbpmzJih2tpa26cDAABodawXrFWrVumtt97SrFmz1KFDB0nSkCFD9H//939avHix7dMBAAC0OtYL1tq1a/XUU08pKSnJ/dvb77nnHmVlZentt9%2B2fToAAIBWx3rB%2BvLLL/X973%2B/0fhNN92kr776yvbpAAAAWh3rBev666/Xxx9/3Gh8%2B/bt7gfeAQAArmTWf4rw4Ycf1q9%2B9SudPn1axhjt2rVLb7zxhlatWqUZM2bYPh0AAECrY71gjRo1SnV1dVq2bJlqamr01FNPqXPnzpo8ebLuv/9%2B26cDAABodawXrN/97nf60Y9%2BpJSUFJWUlMgYo86dO9s%2BDQAAQKtl/Rmsp59%2B2v0w%2B9VXX025AgAAbY71gtW9e3cdOnTI9rIAAABew/otwvDwcE2dOlUvv/yyunfvro4dO3rMz58/3/YpAQAAWhXrBevYsWOKjo6WJBUVFdleHgAAoNWzUrDmz5%2Bvxx57TP7%2B/lq1apWNJQEAALyWlWewXn/9dVVXV3uMPfzwwyosLLSxPAAAgFexUrCMMY3G/vKXv%2BjcuXM2lgcAAPAq1n%2BK8HIpKytTRkaGYmNj1bt3b02YMMH9jtnBgwc1evRoRUVFKT4%2BXuvXr/d4bU5OjhISEhQZGamkpCQdOHDAPVdfX6%2BFCxeqf//%2BioqK0vjx43knDgAAfCdeW7AmTpyoqqoqvffee3r//ffVvn17Pfnkkzpz5oweeeQR3Xvvvdq7d6%2BysrI0f/58999HzM3N1dy5c7VgwQLt3btXI0eO1Pjx4923OJctW6YPPvhAGzdu1M6dO%2BXn56eZM2e25KUCAAAvY61gtWvXztZSl/TJJ5/o4MGDWrBggYKCghQYGKi5c%2Bdq6tSp2rZtm4KDgzVmzBg5HA7169dPiYmJWrNmjSRp/fr1Gj58uKKjo%2BXr66uxY8cqJCREW7Zscc%2BPGzdO1157rQIDA5WZmakdO3bo%2BPHjl%2B36AACAd7P2axqefvppj995VVtbq2eeeUYBAQEex9n4PVgff/yxwsLCtG7dOv3v//6vqqurdeedd2r69OnKz89XRESEx/FhYWHasGGDJKmgoECjRo1qNJ%2BXl6fy8nKdOnXK4/VdunRRp06ddOjQId1www3/9t4BAMCVz0rB6t27d6PfeRUVFaXS0lKVlpbaOIWHM2fO6NChQ7rtttuUk5OjmpoaZWRkaPr06erSpYucTqfH8X5%2BfqqqqpIkVVZWfuN8ZWWlJMnf37/RvGuuKQoLCxvl4XD4KzQ0tMlrNEX79t51h9fhsL9fVwbeloVNZEAGLuRABhIZSK0jAysF63L/7qsOHTpIkjIzM9WxY0cFBgZq0qRJuu%2B%2B%2B5SUlKSamhqP42tqatzvpDmdzovOh4SEuIvX13/lxD%2B/vinWrl2rpUuXeoylpaUpPT29yWtciUJCmp7hdxUU5Lz0QVc4MiADF3IgA4kMpJbNwPpvcr8cwsLC1NDQoNraWvdtyYaGBknS97//ff3P//yPx/EFBQUKDw%2BXdOFP%2BeTn5zeaj4uLU6dOndStWzcVFBS4bxMWFRWprKys0W3Hb5OSkqL4%2BHiPMYfDX6WlTX8XrCm87bsT29cvXcggKMips2erVV/fYH19b0AGZOBCDmQgkYHkmUFLlSyvLFj9%2B/fXDTfcoCdKV2wnAAAWJklEQVSeeELz58/XuXPn9Pzzz2vIkCEaMWKElixZopUrV2rMmDHav3%2B/Nm/erJdeekmSlJycrLS0NA0bNkzR0dFas2aNiouLlZCQIElKSkrSsmXL1KtXL4WEhGjevHnq06ePbrzxxibvLzQ0tNHtwKKictXVtc1PdJfmvP76%2BoY2ny8ZkIELOZCBRAaSWrRgemXB8vX11apVq7RgwQINHTpU586dU3x8vDIzMxUUFKRXX31VWVlZWrJkia6%2B%2BmrNnDlTffv2lST169dPs2bN0uzZs3X69GmFhYVpxYoVCg4OlnThVl5dXZ3GjBmjyspKxcbGatGiRS15uQAAwMu0Mxf7Neywrqio3PqaDoePErJ3Wl%2B3ubwzaYD1NR0OH4WEBKi0tLLNfqdGBmTgQg5kIJGB5JlBcz7/%2B2286yEeAAAAL0DBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZ5fcGqr69XamqqHn/8cffY9u3blZiYqMjISA0bNkzvv/%2B%2Bx2tWrFihuLg4RUZGKjU1VZ9//rl7rqqqSjNmzFBsbKyio6OVkZGhysrKy3Y9AADA%2B3l9wVq6dKn27dvn/vjIkSOaOHGiHnvsMe3bt08TJ07UpEmTdPr0aUlSTk6OVq1apVdeeUW5ubm69dZblZ6eLmOMJGnu3Lk6efKktm7dqm3btunkyZPKzs5ukWsDAADeyasL1q5du7Rt2zbdfffd7rGcnBzFxMRoyJAhcjgcuueee9S7d2%2BtXbtWkrRu3To98MADCg8PV8eOHTVlyhSdOHFCubm5qq6u1ubNm5Wenq7g4GB17txZU6dO1aZNm1RdXd1SlwkAALyM1xas4uJiZWZm6tlnn5XT6XSPFxQUKCIiwuPYsLAw5eXlXXTe19dX3bt3V15eno4ePara2lqP%2BZ49e6qmpkZHjhxp3gsCAABXDEdLb%2BBf0dDQoGnTpumhhx7SzTff7DFXWVnpUbgkyc/PT1VVVZecr6iokCT5%2B/u751zHfpfnsAoLC1VUVOQx5nD4KzQ0tMlrNEX79t7Vjx0O%2B/t1ZeBtWdhEBmTgQg5kIJGB1Doy8MqCtXz5cnXo0EGpqamN5pxOp2pqajzGampqFBAQcMl5V7Gqrq52H%2B%2B6NRgYGNjk/a1du1ZLly71GEtLS1N6enqT17gShYQENNvaQUHOSx90hSMDMnAhBzKQyEBq2Qy8smC99dZbKiwsVExMjCS5C9Mf/vAHjRkzRp9%2B%2BqnH8QUFBbrtttskSeHh4crPz9egQYMkSbW1tTpy5IgiIiLUo0cP%2Bfr6qqCgQLfffrsk6fDhw%2B7biE2VkpKi%2BPh4jzGHw1%2BlpXZ/GtHbvjuxff3ShQyCgpw6e7Za9fUN1tf3BmRABi7kQAYSGUieGbRUyfLKgvXuu%2B96fOz6FQ0LFizQ4cOH9dprr2nLli26%2B%2B67tW3bNu3Zs0eZmZmSpFGjRumFF15QXFycevTooeeff15dunRRTEyMfH19NWzYMGVnZ2vx4sWSpOzsbI0YMUJ%2Bfn5N3l9oaGij24FFReWqq2ubn%2BguzXn99fUNbT5fMiADF3IgA4kMJLVowfTKgvVtevbsqRdffFHZ2dnKzMzU9ddfrxdeeEE9evSQJCUnJ6u8vFxpaWkqKSlRr169tHz5cvn6%2BkqSZs2apYULFyoxMVG1tbUaPHiwnnzyyZa8JAAA4GXaGdcvgEKzKioqt76mw%2BGjhOyd1tdtLu9MGmB9TYfDRyEhASotrWyz36mRARm4kAMZSGQgeWbQnM//fhvveogHAADAC1CwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGVeW7Dy8vL00EMPqU%2BfPhowYIAyMjJUUlIiSTp48KBGjx6tqKgoxcfHa/369R6vzcnJUUJCgiIjI5WUlKQDBw645%2Brr67Vw4UL1799fUVFRGj9%2BvAoLCy/rtQEAAO/mlQWrpqZGP//5zxUVFaU///nP%2Bv3vf6%2BysjI98cQTOnPmjB555BHde%2B%2B92rt3r7KysjR//nx9/PHHkqTc3FzNnTtXCxYs0N69ezVy5EiNHz9e1dXVkqRly5bpgw8%2B0MaNG7Vz5075%2Bflp5syZLXm5AADAy3hlwTpx4oRuvvlmpaWlqUOHDgoJCVFKSor27t2rbdu2KTg4WGPGjJHD4VC/fv2UmJioNWvWSJLWr1%2Bv4cOHKzo6Wr6%2Bvho7dqxCQkK0ZcsW9/y4ceN07bXXKjAwUJmZmdqxY4eOHz/ekpcMAAC8iFcWrO9973t6%2BeWX1b59e/fY1q1bdeuttyo/P18REREex4eFhSkvL0%2BSVFBQ8I3z5eXlOnXqlMd8ly5d1KlTJx06dKgZrwgAAFxJHC29gX%2BXMUaLFi3S%2B%2B%2B/r9WrV%2Bv111%2BX0%2Bn0OMbPz09VVVWSpMrKym%2Bcr6yslCT5%2B/s3mnfNNUVhYaGKioo8xhwOf4WGhjZ5jaZo3967%2BrHDYX%2B/rgy8LQubyIAMXMiBDCQykFpHBl5dsCoqKjRjxgx9%2BumnWr16tW666SY5nU6Vl5d7HFdTU6OAgABJktPpVE1NTaP5kJAQd/FyPY91sdc3xdq1a7V06VKPsbS0NKWnpzd5jStRSEjTM/yugoKclz7oCkcGZOBCDmQgkYHUshl4bcE6duyYxo0bp%2Buuu04bNmzQ1VdfLUmKiIjQBx984HFsQUGBwsPDJUnh4eHKz89vNB8XF6dOnTqpW7duHrcRi4qKVFZW1ui24rdJSUlRfHy8x5jD4a/S0qa/C9YU3vbdie3rly5kEBTk1Nmz1aqvb7C%2BvjcgAzJwIQcykMhA8sygpUqWVxasM2fO6MEHH1Tfvn2VlZUlH5//VzQSEhL0zDPPaOXKlRozZoz279%2BvzZs366WXXpIkJScnKy0tTcOGDVN0dLTWrFmj4uJiJSQkSJKSkpK0bNky9erVSyEhIZo3b5769OmjG2%2B8scn7Cw0NbXQ7sKioXHV1bfMT3aU5r7%2B%2BvqHN50sGZOBCDmQgkYGkFi2YXlmwNm3apBMnTuidd97Ru%2B%2B%2B6zF34MABvfrqq8rKytKSJUt09dVXa%2BbMmerbt68kqV%2B/fpo1a5Zmz56t06dPKywsTCtWrFBwcLCkC7fy6urqNGbMGFVWVio2NlaLFi267NcIAAC8VztjjGnpTbQFRUXllz7oO3I4fJSQvdP6us3lnUkDrK/pcPgoJCRApaWVbfY7NTIgAxdyIAOJDCTPDJrz%2Bd9v410P8QAAAHgBChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIJ1EcXFxZowYYJiYmIUGxurrKws1dXVtfS2AACAl6BgXcSkSZPk7%2B%2BvnTt3asOGDdq1a5dWrlzZ0tsCAABegoL1NUePHtWePXs0bdo0OZ1O3XDDDZowYYLWrFnT0lsDAABegoL1Nfn5%2BQoODla3bt3cYz179tSJEyd09uzZFtwZAADwFo6W3kBrU1lZKafT6THm%2BriqqkpBQUGXXKOwsFBFRUUeYw6Hv0JDQ%2B1tVFL79t7Vjx0O%2B/t1ZeBtWdhEBmTgQg5kIJGB1DoyoGB9jb%2B/v6qrqz3GXB8HBAQ0aY21a9dq6dKlHmOPPvqoJk6caGeT/7/CwkI9eE2%2BUlJSrJc3b1FYWKj//u%2BXyYAM2nwGEjlIZCCRgeSZQVCQ89IvaAZtt95%2Bg/DwcJWVlemrr75yjx0%2BfFjXXHONrrrqqiatkZKSok2bNnn8S0lJsb7XoqIiLV26tNG7ZW0JGZCBRAYu5EAGEhlIrSMD3sH6mu7duys6Olrz5s3TnDlzVFpaqpdeeknJyclNXiM0NLTNftcAAAB4B%2BuilixZorq6Og0ePFj33Xef7rzzTk2YMKGltwUAALwE72BdRJcuXbRkyZKW3gYAAPBS7WfPnj27pTeBf11AQID69OnT5Afwr0RkQAYSGbiQAxlIZCC1fAbtjDGmRc4MAABwheIZLAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwvVVxcrAkTJigmJkaxsbHKyspSXV1dS2%2BrWZSUlCghIUG5ubnusYMHD2r06NGKiopSfHy81q9f7/GanJwcJSQkKDIyUklJSTpw4MDl3rYVeXl5euihh9SnTx8NGDBAGRkZKikpkdR2Mti1a5dGjx6tO%2B64QwMGDNDcuXNVU1Mjqe1k4FJfX6/U1FQ9/vjj7rHt27crMTFRkZGRGjZsmN5//32P16xYsUJxcXGKjIxUamqqPv/888u9bWu2bNmiW265RVFRUe5/06ZNk9R2cigrK1NGRoZiY2PVu3dvTZgwQYWFhZLaxtfD7373O4///lFRUbrtttt02223SWplnwcGXuknP/mJmTJliqmqqjLHjh0zw4cPNytWrGjpbVm3b98%2BM2TIEBMREWF2795tjDGmrKzM9OnTx6xevdrU1taaDz/80ERFRZmDBw8aY4zZvXu3iYqKMvv27TPnz583r732momNjTVVVVUteSnfWXV1tRkwYIBZvHixOXfunCkpKTHjxo0zv/jFL9pMBsXFxaZXr15m48aNpr6%2B3pw%2BfdqMGDHCLF68uM1k8M8WLVpkbr75ZjN9%2BnRjjDFffPGF6dWrl3nvvfdMbW2tefvtt80PfvADc%2BrUKWOMMZs2bTJ33nmn%2Bfvf/25qamrM/PnzzfDhw01DQ0NLXsa/bMGCBebxxx9vNN6WcvjJT35i0tLSzJkzZ0x5ebl59NFHzSOPPNImvx6MMebUqVNmwIAB5s0332x1nwcULC905MgRExER4f6kMcaYt99%2B29x1110tuCv7Nm3aZO666y7z9ttvexSsdevWmbvvvtvj2KeeespkZGQYY4yZMmWKmTlzpsf8j370I7Nhw4bLs3FLDh8%2BbB5%2B%2BGFTV1fnHvvDH/5g7rjjjjaTgTHGlJeXG2OMaWhoMIcOHTIJCQlm1apVbSoDY4z58MMPzT333GPS09PdBeu5554zDz30kMdxDz/8sFm8eLExxpgf//jHZtmyZe658%2BfPm6ioKLNr167Lt3GLxowZY1avXt1ovK3k8Ne//tX06tXL/TVhjDGlpaXm73//e5v7ejDmwv8mpKammszMTGNM6/s84BahF8rPz1dwcLC6devmHuvZs6dOnDihs2fPtuDO7Bo4cKDee%2B893XPPPR7j%2Bfn5ioiI8BgLCwtTXl6eJKmgoOBb573F9773Pb388stq3769e2zr1q269dZb20wGkhQYGChJ%2BuEPf6jExER17dpVSUlJbSqD4uJiZWZm6tlnn5XT6XSPX%2Boavz7v6%2Bur7t27e2UGDQ0N%2BvTTT/WnP/1JgwYNUlxcnJ588kmdOXOmzeTw8ccfKywsTOvWrVNCQoIGDhyohQsXqmvXrm3q68HlrbfeUkFBgfuWeWv7PKBgeaHKykqP/5GV5P64qqqqJbbULLp27SqHw9Fo/GLX7%2Bfn5772S817I2OMnn/%2Beb3//vvKzMxskxls27ZNO3bskI%2BPj9LT09tMBg0NDZo2bZoeeugh3XzzzR5zbSUD6cKzmLfccouGDh2qLVu26I033tCRI0c0bdq0NpPDmTNndOjQIR05ckQ5OTl68803dfr0aU2fPr3NZODS0NCgZcuW6Ze//KX7m7DWlgEFywv5%2B/ururraY8z1cUBAQEts6bJyOp3uh5xdampq3Nd%2BqXlvU1FRofT0dG3evFmrV6/WTTfd1OYykC78D2G3bt00bdo07dy5s81ksHz5cnXo0EGpqamN5tpKBpLUpUsXrVmzRsnJyXI6nbruuus0bdo07dixQ8aYNpFDhw4dJEmZmZkKDAxUly5dNGnSJG3fvr3NZOCSm5urwsJCJScnu8da29cDBcsLhYeHq6ysTF999ZV77PDhw7rmmmt01VVXteDOLo%2BIiAjl5%2Bd7jBUUFCg8PFzShXy%2Bbd6bHDt2TKNGjVJFRYU2bNigm266SVLbyeAvf/mLfvSjH%2Bn8%2BfPusfPnz8vX11dhYWFtIoO33npLe/bsUUxMjGJiYvT73/9ev//97xUTE/OdPw9qa2t15MiRRrdRvEFeXp6ys7NljHGPnT9/Xj4%2BPvrBD37QJnIICwtTQ0ODamtr3WMNDQ2SpO9///tt4uvBZevWrUpISJC/v797rNV9PTTLk11odvfff7%2BZPHmyKS8vd/8U4ZIlS1p6W83mnx9yLykpMTExMea1114z58%2BfN7t27fJ4UNH10zO7du1y/7RM7969TWlpaUtewndWVlZm7rrrLvP444%2Bb%2Bvp6j7m2kkFFRYX54Q9/aObNm2fOnTtnvvzyS5OcnGxmzZrVZjL4uunTp7sfci8oKDC9evUyb7/9tvunpnr16mU%2B//xzY8yFHwi58847zWeffeb%2BqamEhARz/vz5lryEf8nJkydNZGSk%2Be1vf2tqa2vNP/7xD3PfffeZJ554os3kcP78eZOQkGAmTpxoKioqTHFxsfnpT39q0tLS2tzXw4gRI8y6des8xlrb5wEFy0sVFRWZiRMnmj59%2Bpi%2BffuaBQsWePy02ZXmnwuWMcZ8/PHHJiUlxURFRZnBgwebjRs3ehz/5ptvmqFDh5rIyEiTnJxsPvroo8u95X/bq6%2B%2BaiIiIsztt99uIiMjPf4Z0zYyMMaY/Px889BDD5mYmBgzaNAg89xzz5lz584ZY9pOBv/snwuWMcbs2LHDjBw50kRGRprhw4ebP/3pT%2B65hoYG88orr5j4%2BHgTGRlpUlNT3f9n441yc3Pd/7379u1r5s6da2pqaowxbSeHU6dOmUmTJpkBAwaYmJgYk5GRYc6cOWOMaVtfD5GRkR7/jV1a0%2BdBO2P%2B6f1WAAAA/Nt4BgsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsOz/Aw2pyPepzli6AAAAAElFTkSuQmCC\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-1173047199786046094\">\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\">14656</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\">21</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\">14</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\">12</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\">12</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\">6</td>\n",
       "        <td class=\"number\">11</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\">3</td>\n",
       "        <td class=\"number\">11</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\">4</td>\n",
       "        <td class=\"number\">10</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\">9</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\">102</td>\n",
       "        <td class=\"number\">8</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 (26)</td>\n",
       "        <td class=\"number\">86</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=\"extreme-1173047199786046094\">\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\">14656</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\">21</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\">8</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\">3</td>\n",
       "        <td class=\"number\">11</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\">4</td>\n",
       "        <td class=\"number\">10</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\">120</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\">141</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\">180</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\">420</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\">669</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_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=\"minifreqtable9182563216052717461\">\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: 42.9%\">\n",
       "            6364\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: 15.4%\">\n",
       "            2281\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: 14.1%\">\n",
       "            2097\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (4)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:64%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 27.7%\">\n",
       "            4108\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=\"#freqtable9182563216052717461, #minifreqtable9182563216052717461\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable9182563216052717461\">\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\">6364</td>\n",
       "        <td class=\"number\">42.9%</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\">2281</td>\n",
       "        <td class=\"number\">15.4%</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\">2097</td>\n",
       "        <td class=\"number\">14.1%</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\">1992</td>\n",
       "        <td class=\"number\">13.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:31%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">pay annually</td>\n",
       "        <td class=\"number\">928</td>\n",
       "        <td class=\"number\">6.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">pay when scheme fails</td>\n",
       "        <td class=\"number\">928</td>\n",
       "        <td class=\"number\">6.2%</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\">260</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-6429506807288204670\">\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: 42.9%\">\n",
       "            6364\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: 15.4%\">\n",
       "            2281\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: 14.1%\">\n",
       "            2097\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (4)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:64%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 27.7%\">\n",
       "            4108\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-6429506807288204670, #minifreqtable-6429506807288204670\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-6429506807288204670\">\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\">6364</td>\n",
       "        <td class=\"number\">42.9%</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\">2281</td>\n",
       "        <td class=\"number\">15.4%</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\">2097</td>\n",
       "        <td class=\"number\">14.1%</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\">1992</td>\n",
       "        <td class=\"number\">13.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:31%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">annually</td>\n",
       "        <td class=\"number\">928</td>\n",
       "        <td class=\"number\">6.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:15%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">on failure</td>\n",
       "        <td class=\"number\">928</td>\n",
       "        <td class=\"number\">6.2%</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\">260</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_permit\">permit<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=\"alert\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>5.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>737</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable405013244970833382\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>True</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 65.7%\">\n",
       "            9754\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"missing\">\n",
       "    <th>(Missing)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:52%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 34.3%\">\n",
       "            5096\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=\"#freqtable405013244970833382, #minifreqtable405013244970833382\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable405013244970833382\">\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\">True</td>\n",
       "        <td class=\"number\">9754</td>\n",
       "        <td class=\"number\">65.7%</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\">5096</td>\n",
       "        <td class=\"number\">34.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:52%\">&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>637</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>4.3%</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>184.11</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>11469</td>\n",
       "                </tr>\n",
       "                <tr class=\"alert\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>36.7%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram-36568563869239886\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAAQpJREFUeJzt1sEJAkEQRUEVQzIIc/JsTgaxObV3kQeCy4hU3Rv%2B5TFznJk5AG%2BdVg%2BAX3ZePeDV5fb4%2BGa7X3dYAl4QSAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAI59UDvuFye3x8s92vOyzh3xxnZlaPgF/liwVBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBAJBIBAEAkEgEAQCQSAQBALhCV3BDpFBjPb7AAAAAElFTkSuQmCC\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-36568563869239886,#minihistogram-36568563869239886\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-36568563869239886\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-36568563869239886\"\n",
       "                                                  aria-controls=\"quantiles-36568563869239886\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-36568563869239886\" aria-controls=\"histogram-36568563869239886\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-36568563869239886\" aria-controls=\"common-36568563869239886\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-36568563869239886\" aria-controls=\"extreme-36568563869239886\"\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-36568563869239886\">\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>20</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>220</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>700</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>11469</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>11469</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>220</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>469.5</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>2.55</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>103.89</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>184.11</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>222.6</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>8.2171</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>2734096</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>220430</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>116.1 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-36568563869239886\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xt0VOWh/vGHZIKZJIaMYtC6dEFJohZTExOI3HI0GCnXehCaKlKxHmwhEsMRgzQgFORWowIilIN35BwRJbUoCthapIgBqeKlhiYoYA%2BXxJBArpLL%2B/vDk/kxBmt2%2B4aZwe9nLdYy77tn73c/a5I8k71n7GSMMQIAAIA1If5eAAAAwNmGggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALHP5ewHfFeXl1db3GRLSSeedF6ljx2rV0mKs7/9sQ17OkJcz5OUMeTlDXs6cmtf550f5Zw1%2BOSqsCAnppE6dOikkpJO/lxIUyMsZ8nKGvJwhL2fIy5lAyIuCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWufy9APxrUvNf9/cS2u213P7%2BXgIAAGcEf8ECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAywK%2BYB07dkyZmZkqKipqM1dWVqZ%2B/fpp/fr1PuOrVq1Senq6kpKSNG7cOH366afeubq6Ok2fPl1paWlKSUlRXl6eamtrvfOfffaZbrvtNiUnJ2vAgAH67W9/23EnBwAAzkoBXbB2796trKwsHTx4sM1cS0uLpk6dqsrKSp/xwsJCrV69Wk888YSKiorUq1cv5eTkyBgjSZo7d64OHz6sTZs2afPmzTp8%2BLAKCgokSY2NjfrlL3%2BpxMREFRUV6b/%2B67%2B0Zs0avfbaax1/sgAA4KwRsAWrsLBQU6dO1ZQpU047/9hjj%2BnCCy/URRdd5DP%2Bwgsv6JZbblF8fLzOOecc3XPPPTp06JCKiopUX1%2BvDRs2KCcnRzExMTr//PM1depUrV%2B/XvX19dq1a5fKysqUk5Ojzp076wc/%2BIHGjRunNWvWnIlTBgAAZ4mALVgDBgzQli1bNHTo0DZz77zzjl599VXNmjWrzVxpaakSEhK8X4eFhal79%2B4qLi7WgQMH1NjY6DPfs2dPNTQ0aP/%2B/SopKVGPHj3UuXNn73xcXJyKi4stnx0AADibBewnuV9wwQWnHa%2BoqNCvfvUrLV26VJGRkW3ma2tr5Xa7fcbCw8NVV1enmpoaSVJERIR3rnXb2tra0z7W7Xarrq7O0drLyspUXl7uM%2BZyRSg2NtbRfr5NaGjA9uPTcrn8u97WvIItN38hL2fIyxnycoa8nAmEvAK2YJ2OMUZ5eXkaN26crrzyytNu43a71dDQ4DPW0NCgyMhIb7Gqr6/3lrP6%2BnpJUlRUlCIiIrxftzp12/Zau3atli1b5jOWnZ2tnJwcR/s523g8znLsKNHR7m/fCF7k5Qx5OUNezpCXM/7MK6gK1uHDh7Vz507t2bNHjz32mCSppqZGv/71r7Vp0yatXLlS8fHxKikp0XXXXSfpqxvX9%2B/fr4SEBPXo0UNhYWEqLS3VVVddJUnat2%2Bf9zJiRUWF9u/fr6amJrlcX0VTWlqq%2BPh4R%2BvMyspSRkaGz5jLFaHKytpveMQ/J9heydg%2Bf6dCQ0MUHe3WiRP1am5u8etaggF5OUNezpCXM%2BTlzKl5%2BatkBVXB%2Bt73vqcPP/zQZywjI0N33XWXRo0aJUm66aab9Oijjyo9PV09evTQI488oq5duyo1NVVhYWEaMmSICgoKtGTJEklSQUGBhg8frvDwcKWlpcnj8eihhx5Sbm6uPvvsM61evfobb7T/JrGxsW0uB5aXV6up6bv9TREo59/c3BIwawkG5OUMeTlDXs6QlzP%2BLKNBVbDaY/To0aqurlZ2draOHTumxMRErVy5UmFhYZKkWbNmadGiRRoxYoQaGxs1aNAgzZw5U5Lkcrn05JNPas6cOerfv78iIiI0btw4b3kDAABoj06m9QOi0KHKy6ut79PlClFmwTbr%2B%2B0or%2BX29%2BvxXa4QeTyRqqys5RVgO5CXM%2BTlDHk5Q17OnJqXv%2B7/Da6beAAAAIIABQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwLOAL1rFjx5SZmamioiLv2KZNm/TjH/9YV199tTIyMrRs2TK1tLR45wsLC5WZmamkpCSNGjVK7733nneuublZixYtUr9%2B/ZScnKyJEyeqrKzMO19RUaFJkyYpNTVVaWlpmjdvnpqams7MyQIAgLNCQBes3bt3KysrSwcPHvSOffTRR8rLy1Nubq7effddrVq1SuvXr9fTTz8tSSoqKtLcuXO1cOFC7dq1SyNHjtTEiRNVX18vSVqxYoW2b9%2Bul156Sdu2bVN4eLhmzJjh3X9ubq4iIiK0bds2vfjii9qxY4d33wAAAO0RsAWrsLBQU6dO1ZQpU3zG//d//1c//elPdd111ykkJEQ9e/ZUZmamdu3aJUlat26dhg0bppSUFIWFhWn8%2BPHyeDzauHGjd37ChAm66KKLFBUVpfz8fL311lv6/PPPdeDAAe3cuVP33nuv3G63LrnkEk2aNElr1qw54%2BcPAACCV8AWrAEDBmjLli0aOnSoz/jgwYM1ffp079cNDQ3605/%2BpF69ekmSSktLlZCQ4POYuLg4FRcXq7q6WkeOHPGZ79q1q7p06aK9e/eqpKREMTEx6tatm3e%2BZ8%2BeOnTokE6cONERpwkAAM5CLn8v4JtccMEF37pNTU2N7r77boWHh2v8%2BPGSpNraWrndbp/twsPDVVdXp9raWklSREREm/nWua8/tvXruro6RUdHt2vtZWVlKi8v9xlzuSIUGxvbrse3V2howPbj03K5/Lve1ryCLTd/IS9nyMsZ8nKGvJwJhLwCtmB9m08//VQ5OTk6//zz9eyzzyoqKkrSV4WooaHBZ9uGhgZ5PB5vWWq9H%2BvU%2BcjISBlj2sy1fh0ZGdnuta1du1bLli3zGcvOzlZOTk6793E28njan2FHio52f/tG8CIvZ8jLGfJyhryc8WdeQVmwtm7dqv/8z//UT37yE91zzz1yuf7/acTHx6ukpMRn%2B9LSUqWnp6tLly7q1q2bz2XE8vJyVVVVKSEhQS0tLaqqqtIXX3yhrl27SpL27dunCy%2B8UOeee26715eVlaWMjAyfMZcrQpWVtf/sKZ9WsL2SsX3%2BToWGhig62q0TJ%2BrV3Nzy7Q/4jiMvZ8jLGfJyhrycOTUvf5WsoCtY77//vrKzszV79myNHj26zfzo0aOVnZ2tIUOGKCUlRWvWrFFFRYUyMzMlSaNGjdKKFSuUmJgoj8ej%2BfPnq0%2BfPrr00kslSSkpKZo/f77mzJmjyspKLV%2B%2B/LTH%2BUdiY2PbXA4sL69WU9N3%2B5siUM6/ubklYNYSDMjLGfJyhrycIS9n/FlGg65g/fa3v1VTU5PmzZunefPmecdTUlL0%2BOOPq2/fvpo1a5Zmz56to0ePKi4uTqtWrVJMTIykry7VNTU1aezYsaqtrVVaWpoWL17s3c/SpUs1Z84cDRo0SCEhIbrxxhs1adKkM36eAAAgeHUyxhh/L%2BK7oLy82vo%2BXa4QZRZss77fjvJabn%2B/Ht/lCpHHE6nKylpeAbYDeTlDXs6QlzPk5cypefnr/t/guokHAAAgCFCwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsCvmAdO3ZMmZmZKioq8o7t2bNHY8aMUXJysjIyMrRu3TqfxxQWFiozM1NJSUkaNWqU3nvvPe9cc3OzFi1apH79%2Bik5OVkTJ05UWVmZd76iokKTJk1Samqq0tLSNG/ePDU1NXX8iQIAgLNGQBes3bt3KysrSwcPHvSOHT9%2BXHfeeaduvPFG7dq1S/PmzdOCBQv0wQcfSJKKioo0d%2B5cLVy4ULt27dLIkSM1ceJE1dfXS5JWrFih7du366WXXtK2bdsUHh6uGTNmePefm5uriIgIbdu2TS%2B%2B%2BKJ27Nihp59%2B%2BoyeNwAACG4BW7AKCws1depUTZkyxWd88%2BbNiomJ0dixY%2BVyudS3b1%2BNGDFCa9askSStW7dOw4YNU0pKisLCwjR%2B/Hh5PB5t3LjROz9hwgRddNFFioqKUn5%2Bvt566y19/vnnOnDggHbu3Kl7771Xbrdbl1xyiSZNmuTdNwAAQHsEbMEaMGCAtmzZoqFDh/qMl5SUKCEhwWcsLi5OxcXFkqTS0tJvnK%2BurtaRI0d85rt27aouXbpo7969KikpUUxMjLp16%2Bad79mzpw4dOqQTJ07YPkUAAHCWcvl7Ad/kggsuOO14bW2t3G63z1h4eLjq6uq%2Bdb62tlaSFBER0Wa%2Bde7rj239uq6uTtHR0e1ae1lZmcrLy33GXK4IxcbGtuvx7RUaGrD9%2BLRcLv%2ButzWvYMvNX8jLGfJyhrycIS9nAiGvgC1Y38Ttdqu6utpnrKGhQZGRkd75hoaGNvMej8dbllrvx/r6440xbeZav27df3usXbtWy5Yt8xnLzs5WTk5Ou/dxNvJ42p9hR4qOdn/7RvAiL2fIyxnycoa8nPFnXkFXsBISErR9%2B3afsdLSUsXHx0uS4uPjVVJS0mY%2BPT1dXbp0Ubdu3XwuI5aXl6uqqkoJCQlqaWlRVVWVvvjiC3Xt2lWStG/fPl144YU699xz273GrKwsZWRk%2BIy5XBGqrKx1fL7/SLC9krF9/k6FhoYoOtqtEyfq1dzc4te1BAPycoa8nCEvZ8jLmVPz8lfJCrqClZmZqQcffFBPP/20xo4dq927d2vDhg1avny5JGn06NHKzs7WkCFDlJKSojVr1qiiokKZmZmSpFGjRmnFihVKTEyUx%2BPR/Pnz1adPH1166aWSpJSUFM2fP19z5sxRZWWlli9frtGjRztaY2xsbJvLgeXl1Wpq%2Bm5/UwTK%2BTc3twTMWoIBeTlDXs6QlzPk5Yw/y2jQFSyPx6Mnn3xS8%2BbN09KlS3XeeedpxowZuuaaayRJffv21axZszR79mwdPXpUcXFxWrVqlWJiYiR9damuqalJY8eOVW1trdLS0rR48WLv/pcuXao5c%2BZo0KBBCgkJ0Y033qhJkyb55VwBAEBw6mSMMf5exHdBeXn1t2/kkMsVosyCbdb321Fey%2B3v1%2BO7XCHyeCJVWVnLK8B2IC9nyMsZ8nKGvJw5NS9/3f8bXDfxAAAABAEKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLrBes5uZm27sEAAAIKtYLVnp6un7zm9%2BotLTU9q4BAACCgvWCddddd%2Bkvf/mLhg8frjFjxuj5559XdXW17cMAAAAELOsF6%2Babb9bzzz%2Bv119/Xf369dOqVas0YMAA3XPPPXr77bdtHw4AACDgdNhN7t27d9eUKVP0%2BuuvKzs7W3/4wx90xx13KCMjQ0899RT3agEAgLOWq6N2vGfPHv3ud7/Txo0bdfLkSWVmZmrUqFE6evSolixZog8//FAPP/xwRx0eAADAb6wXrOXLl%2Bvll1/WgQMHlJiYqClTpmj48OGKiorybhMaGqr777/f9qEBAAACgvWC9dxzz2nkyJEaPXq04uLiTrtNz549NXXqVNuHBgAACAjWC9Zbb72lmpoaVVVVecc2btyovn37yuPxSJJ%2B8IMf6Ac/%2BIHtQwMAAAQE6ze5//Wvf9XgwYO1du1a79iDDz6oESNG6G9/%2B5vtwwEAAAQc6wXrN7/5jW644QZNmTLFO/bGG28oPT1dCxcutH04AACAgGO9YH388ce688471blzZ%2B9YaGio7rzzTr3//vu2DwcAABBwrBesqKgoHTx4sM34kSNHFB4ebvtwAAAAAcd6wRo8eLBmz56tt99%2BWzU1NaqtrdU777yjOXPmKDMz0/bhAAAAAo71dxHec889%2Bvzzz/Xzn/9cnTp18o5nZmYqLy/P9uEAAAACjvWC5Xa7tXLlSn322Wfau3evwsLC1LNnT3Xv3t32oQAAAAJSh/2vcnr06KEePXp01O4BAAAClvWC9dlnn2nOnDnavXu3Ghsb28x/8skntg8JAAAQUKwXrNmzZ%2BvQoUOaOnWqzj33XNu7BwAACHjWC9Z7772nZ555RsnJybZ3DQAAEBSsf0yDx%2BNRZGSk7d0CAAAEDesFa9y4cXr44YdVXV1te9c%2BPv74Y40dO1apqakaMGCAHnjgAZ08eVKStHXrVo0YMUJJSUkaMmSI3nzzTZ/Hrlq1Sunp6UpKStK4ceP06aefeufq6uo0ffp0paWlKSUlRXl5eaqtre3QcwEAAGcX6wVr69at2r59u9LS0jRw4EANGjTI558NLS0t%2BsUvfqHBgwdr586devHFF/XnP/9Zq1at0v79%2BzV58mTdfffdevfddzV58mTl5ubq6NGjkqTCwkKtXr1aTzzxhIqKitSrVy/l5OTIGCNJmjt3rg4fPqxNmzZp8%2BbNOnz4sAoKCqysGwAAfDdYvwcrLS1NaWlptnfr4/jx4yovL1dLS4u3GIWEhMjtdquwsFCpqam6/vrrJUlDhw7V%2BvXrtXbtWuXk5OiFF17QLbfcovj4eElffTDqCy%2B8oKKiIl111VXasGGDnn32WcXExEiSpk6dqp/97GfKy8uT2%2B3u0PMCAABnB%2BsF66677rK9yzY8Ho/Gjx%2BvRYsW6Te/%2BY2am5s1aNAgjR8/XpMnT1ZCQoLP9nFxcSouLpYklZaWasKECd65sLAwde/eXcXFxYqJiVFjY6PP43v27KmGhgbt379fV1xxRYefGwAACH4d8kGjxcXFeuaZZ/TZZ59pyZIleuONNxQXF2ftL1stLS0KDw/XzJkzNXr0aB04cEB33XWXli5dqtra2jZ/aQoPD1ddXZ0k/cP5mpoaSVJERIR3rnVbJ/dhlZWVqby83GfM5YpQbGxs%2B0%2ByHUJDrV/h7VAul3/X25pXsOXmL%2BTlDHk5Q17OkJczgZCX9YL10Ucf6eabb1ZSUpI%2B%2BugjnTx5Up988onmz5%2BvZcuW6brrrvuXj7FlyxZt2rRJr7/%2BuiQpPj5e2dnZmjdvnq6%2B%2Bmo1NDT4bN/Q0OB9Z6Pb7f7G%2BdZiVV9f792%2Bvr5ekhQVFdXu9a1du1bLli3zGcvOzlZOTo6Dszz7eDyB8e7S6Ggu9TpBXs6QlzPk5Qx5OePPvKwXrIKCAv385z/XlClTvJ%2BF9cADD%2Bjcc8%2B1VrAOHz7sfcdgK5fLpbCwMCUkJOjjjz/2mSstLdWVV14p6asyVlJS4l1HY2Oj9u/fr4SEBPXo0UNhYWEqLS3VVVddJUnat2%2Bf9zJie2VlZSkjI%2BNr64tQZaXddyMG2ysZ2%2BfvVGhoiKKj3Tpxol7NzS1%2BXUswIC9nyMsZ8nKGvJw5NS9/lawO%2BQvWrFmz2ozffPPNev75560cY8CAAXrooYf029/%2BVhMmTNChQ4e0YsUKjRgxQiNHjtRTTz2ljRs36oYbbtDmzZu1c%2BdO5efnS5JuuukmPfroo0pPT1ePHj30yCOPqGvXrkpNTVVYWJiGDBmigoICLVmyRNJXhXH48OEKDw9v9/piY2PbXA4sL69WU9N3%2B5siUM6/ubklYNYSDMjLGfJyhrycIS9n/FlGrRessLAw771Mpzp06JC1d%2BHFxcVp5cqVWrx4sR5//HGde%2B65GjlypLKzs9W5c2c99thjKigoUH5%2Bvi6%2B%2BGI9%2Buij3v/x9OjRo1VdXa3s7GwdO3ZMiYmJWrlypcLCwiRJs2bN0qJFizRixAg1NjZq0KBBmjlzppV1AwCA74ZOpvVzDiyZOXOmPv/8cz3yyCPKyMjQ73//e508eVK5ublKTEzU/PnzbR4uaJSX2//gVZcrRJkF26zvt6O8ltvfr8d3uULk8USqsrKWV4DtQF7OkJcz5OUMeTlzal7%2Buv/X%2Bk0806ZNU0NDg/r166f6%2BnqNGjVKw4cPl8vlUl5enu3DAQAABBzrlwijoqL0/PPPa8eOHfrrX/%2BqlpYWJSQkaODAgQoJCa6bsgEAAP4ZHfI5WJLUt29f9e3bt6N2DwAAELCsF6yMjAx16tTpG%2Bf/8Ic/2D4kAABAQLFesP793//dp2A1NjbqwIEDeuutt5Sbm2v7cAAAAAHHesGaPHnyacefe%2B457d69Wz/72c9sHxIAACCgnLG7zq%2B77jpt3br1TB0OAADAb85Ywdq5c6fOOeecM3U4AAAAv7F%2BifDrlwCNMaqpqdHevXu5PAgAAL4TrBes733ve23eRRgWFqbbbrtNI0aMsH04AACAgGO9YC1cuND2LgEAAIKK9YK1a9eudm/bu3dv24cHAADwO%2BsFa/z48TLGeP%2B1ar1s2DrWqVMnffLJJ7YPDwAA4HfWC9ajjz6qBQsWaNq0abrmmmsUFhamPXv2aPbs2brlllt03XXX2T4kAABAQLH%2BMQ2LFi3SrFmzdP311ysqKkrnnHOO%2BvTpozlz5ujJJ5/UxRdf7P0HAABwNrJesMrKynTRRRe1GY%2BKilJlZaXtwwEAAAQc6wUrKSlJDz/8sGpqarxjVVVVevDBB9W3b1/bhwMAAAg41u/BmjFjhm677Talp6ere/fukqTPPvtMF1xwgZ599lnbhwMAAAg41gtWz549tXHjRm3YsEH79u2TJN1yyy0aNmyY3G637cMBAAAEHOsFS5Kio6M1ZswY/f3vf9cll1wi6atPcwcAAPgusH4PljFGBQUF6t27t4YPH64jR45o2rRpmj59uhobG20fDgAAIOBYL1irV6/Wyy%2B/rFmzZqlz586SpOuvv15//OMftWTJEtuHAwAACDjWC9batWt1//33a9SoUd5Pbx86dKjmzZunV1991fbhAAAAAo71gvX3v/9dV1xxRZvxyy67TF988YXtwwEAAAQc6wXr4osv1gcffNBmfOvWrd4b3gEAAM5m1t9FeMcdd%2BjXv/61jh49KmOMduzYoeeff16rV6/W9OnTbR8OAAAg4FgvWDfddJOampq0YsUKNTQ06P7779f555%2BvKVOm6Oabb7Z9OAAAgIBjvWD9/ve/149%2B9CNlZWXp2LFjMsbo/PPPt30YAACAgGX9HqwHHnjAezP7eeedR7kCAADfOdYLVvfu3bV3717buwUAAAga1i8RxsfHa%2BrUqXr88cfVvXt3nXPOOT7zCxYssH1IAACAgGK9YB08eFApKSmSpPLyctu7BwAACHhWCtaCBQt09913KyIiQqtXr7axy29VVVWl%2BfPna%2BvWrWppaVHv3r01e/ZsxcbGas%2BePXrggQdUWloqj8ejiRMnasyYMd7HFhYWavny5SovL9f3v/99zZw5U8nJyZKk5uZmFRQU6OWXX1Z9fb2uueYa/frXv1ZsbOwZOS8AABD8rNyD9eyzz6q%2Bvt5n7I477lBZWZmN3Z/W5MmTVVdXpy1btujNN99UaGioZs6cqePHj%2BvOO%2B/UjTfeqF27dmnevHlasGCB98NPi4qKNHfuXC1cuFC7du3SyJEjNXHiRO/6V6xYoe3bt%2Bull17Stm3bFB4erhkzZnTYeQAAgLOPlYJljGkz9pe//EVffvmljd238dFHH2nPnj1auHChoqOjFRUVpblz52rq1KnavHmzYmJiNHbsWLlcLvXt21cjRozQmjVrJEnr1q3TsGHDlJKSorCwMI0fP14ej0cbN270zk%2BYMEEXXXSRoqKilJ%2Bfr7feekuff/55h5wLAAA4%2B1h/F%2BGZ8MEHHyguLk4vvPCCMjMzNWDAAC1atEgXXHCBSkpKlJCQ4LN9XFyciouLJUmlpaXfOF9dXa0jR474zHft2lVdunThnZEAAKDdrN/kfiYcP35ce/fu1ZVXXqnCwkI1NDQoLy9P06ZNU9euXeV2u322Dw8PV11dnSSptrb2G%2Bdra2slSREREW3mW%2Bfao6ysrM0N/i5XhPX7uEJDg6sfu1z%2BXW9rXsGWm7%2BQlzPk5Qx5OUNezgRCXtYKVqdOnWzt6lt17txZkpSfn69zzjlHUVFRys3N1U9%2B8hONGjVKDQ0NPts3NDQoMjJSkuR2u0877/F4vMXr6/eTnfr49li7dq2WLVvmM5adna2cnJx27%2BNs5PG0P8OOFB3t/vaN4EVezpCXM%2BTlDHk548%2B8rBWsBx54wOczrxobG/Xggw%2B2KSY2PgcrLi5OLS0tamxs9B6zpaVFknTFFVfov//7v322Ly0tVXx8vKSvPqerpKSkzXx6erq6dOmibt26%2BVxGLC8vV1VVVZvLiv9IVlaWMjIyfMZcrghVVrb/r2DtEWyvZGyfv1OhoSGKjnbrxIl6NTe3%2BHUtwYC8nCEvZ8jLGfJy5tS8/FWyrBSs3r17t7kklpycrMrKSlVWVtoe1hXxAAAXtklEQVQ4hI9%2B/frpkksu0a9%2B9SstWLBAX375pR555BFdf/31Gj58uJYuXaqnn35aY8eO1e7du7VhwwYtX75ckjR69GhlZ2dryJAhSklJ0Zo1a1RRUaHMzExJ0qhRo7RixQolJibK4/Fo/vz56tOnjy699NJ2ry82NrbN5cDy8mo1NX23vykC5fybm1sCZi3BgLycIS9nyMsZ8nLGn2XUSsE6U5991SosLEyrV6/WwoULNXjwYH355ZfKyMhQfn6%2BoqOj9eSTT2revHlaunSpzjvvPM2YMUPXXHONJKlv376aNWuWZs%2BeraNHjyouLk6rVq1STEyMpK8u5TU1NWns2LGqra1VWlqaFi9efEbPDwAABLdO5nSfsQDrysurre/T5QpRZsE26/vtKK/l9vfr8V2uEHk8kaqsrOUVYDuQlzPk5Qx5OUNezpyal7/u/w2um3gAAACCAAULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsCzoC1Zzc7PGjRun%2B%2B67zzu2detWjRgxQklJSRoyZIjefPNNn8esWrVK6enpSkpK0rhx4/Tpp5965%2Brq6jR9%2BnSlpaUpJSVFeXl5qq2tPWPnAwAAgl/QF6xly5bp3Xff9X69f/9%2BTZ48WXfffbfeffddTZ48Wbm5uTp69KgkqbCwUKtXr9YTTzyhoqIi9erVSzk5OTLGSJLmzp2rw4cPa9OmTdq8ebMOHz6sgoICv5wbAAAITkFdsHbs2KHNmzfrhhtu8I4VFhYqNTVV119/vVwul4YOHarevXtr7dq1kqQXXnhBt9xyi%2BLj43XOOefonnvu0aFDh1RUVKT6%2Bnpt2LBBOTk5iomJ0fnnn6%2BpU6dq/fr1qq%2Bv99dpAgCAIBO0BauiokL5%2Bfl66KGH5Ha7veOlpaVKSEjw2TYuLk7FxcWnnQ8LC1P37t1VXFysAwcOqLGx0We%2BZ8%2Beamho0P79%2Bzv2hAAAwFnD5e8F/DNaWlp077336vbbb9fll1/uM1dbW%2BtTuCQpPDxcdXV13zpfU1MjSYqIiPDOtW7r5D6ssrIylZeX%2B4y5XBGKjY1t9z7aIzQ0uPqxy%2BXf9bbmFWy5%2BQt5OUNezpCXM%2BTlTCDkFZQFa%2BXKlercubPGjRvXZs7tdquhocFnrKGhQZGRkd8631qs6uvrvdu3XhqMiopq9/rWrl2rZcuW%2BYxlZ2crJyen3fs4G3k8kf5egiQpOtr97RvBi7ycIS9nyMsZ8nLGn3kFZcF6%2BeWXVVZWptTUVEnyFqY33nhDY8eO1ccff%2ByzfWlpqa688kpJUnx8vEpKSnTddddJkhobG7V//34lJCSoR48eCgsLU2lpqa666ipJ0r59%2B7yXEdsrKytLGRkZPmMuV4QqK%2B2%2BGzHYXsnYPn%2BnQkNDFB3t1okT9WpubvHrWoIBeTlDXs6QlzPk5cypefmrZAVlwXr99dd9vm79iIaFCxdq3759euqpp7Rx40bdcMMN2rx5s3bu3Kn8/HxJ0k033aRHH31U6enp6tGjhx555BF17dpVqampCgsL05AhQ1RQUKAlS5ZIkgoKCjR8%2BHCFh4e3e32xsbFtLgeWl1erqem7/U0RKOff3NwSMGsJBuTlDHk5Q17OkJcz/iyjQVmw/pGePXvqscceU0FBgfLz83XxxRfr0UcfVY8ePSRJo0ePVnV1tbKzs3Xs2DElJiZq5cqVCgsLkyTNmjVLixYt0ogRI9TY2KhBgwZp5syZ/jwlAAAQZDqZ1g%2BAQocqL6%2B2vk%2BXK0SZBdus77ejvJbb36/Hd7lC5PFEqrKylleA7UBezpCXM%2BTlDHk5c2pe/rr/N7hu4gEAAAgCFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAsqAtWMXFxbr99tvVp08f9e/fX3l5eTp27Jgkac%2BePRozZoySk5OVkZGhdevW%2BTy2sLBQmZmZSkpK0qhRo/Tee%2B9555qbm7Vo0SL169dPycnJmjhxosrKys7ouQEAgOAWlAWroaFB//Ef/6Hk5GT9%2Bc9/1iuvvKKqqir96le/0vHjx3XnnXfqxhtv1K5duzRv3jwtWLBAH3zwgSSpqKhIc%2BfO1cKFC7Vr1y6NHDlSEydOVH19vSRpxYoV2r59u1566SVt27ZN4eHhmjFjhj9PFwAABJmgLFiHDh3S5ZdfruzsbHXu3Fkej0dZWVnatWuXNm/erJiYGI0dO1Yul0t9%2B/bViBEjtGbNGknSunXrNGzYMKWkpCgsLEzjx4%2BXx%2BPRxo0bvfMTJkzQRRddpKioKOXn5%2Butt97S559/7s9TBgAAQSQoC9b3v/99Pf744woNDfWObdq0Sb169VJJSYkSEhJ8to%2BLi1NxcbEkqbS09Bvnq6urdeTIEZ/5rl27qkuXLtq7d28HnhEAADibuPy9gH%2BVMUaLFy/Wm2%2B%2Bqeeee07PPvus3G63zzbh4eGqq6uTJNXW1n7jfG1trSQpIiKizXzrXHuUlZWpvLzcZ8zlilBsbGy799EeoaHB1Y9dLv%2ButzWvYMvNX8jLGfJyhrycIS9nAiGvoC5YNTU1mj59uj7%2B%2BGM999xzuuyyy%2BR2u1VdXe2zXUNDgyIjIyVJbrdbDQ0NbeY9Ho%2B3eLXej3W6x7fH2rVrtWzZMp%2Bx7Oxs5eTktHsfZyOPp/0ZdqToaPe3bwQv8nKGvJwhL2fIyxl/5hW0BevgwYOaMGGCvve97%2BnFF1/UeeedJ0lKSEjQ9u3bfbYtLS1VfHy8JCk%2BPl4lJSVt5tPT09WlSxd169bN5zJieXm5qqqq2lxW/EeysrKUkZHhM%2BZyRaiysv1/BWuPYHslY/v8nQoNDVF0tFsnTtSrubnFr2sJBuTlDHk5Q17OkJczp%2Bblr5IVlAXr%2BPHjuu2223TNNddo3rx5Cgn5/0UjMzNTDz74oJ5%2B%2BmmNHTtWu3fv1oYNG7R8%2BXJJ0ujRo5Wdna0hQ4YoJSVFa9asUUVFhTIzMyVJo0aN0ooVK5SYmCiPx6P58%2BerT58%2BuvTSS9u9vtjY2DaXA8vLq9XU9N3%2BpgiU829ubgmYtQQD8nKGvJwhL2fIyxl/ltGgLFjr16/XoUOH9Nprr%2Bn111/3mXvvvff05JNPat68eVq6dKnOO%2B88zZgxQ9dcc40kqW/fvpo1a5Zmz56to0ePKi4uTqtWrVJMTIykry7lNTU1aezYsaqtrVVaWpoWL158xs8RAAAEr07GGOPvRXwXlJdXf/tGDrlcIcos2GZ9vx3ltdz%2Bfj2%2ByxUijydSlZW1vAJsB/JyhrycIS9nyMuZU/Py1/2/wXUTDwAAQBCgYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWUbAAAAAso2ABAABYRsECAACwjIIFAABgGQULAADAMgoWAACAZRQsAAAAyyhYAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACWufy9gEBUUVGhmTNnaufOnQoNDdXIkSM1bdo0uVzE9a8Ysni7v5fgyGu5/f29BABAkOIvWKeRm5uriIgIbdu2TS%2B%2B%2BKJ27Nihp59%2B2t/LAgAAQYKC9TUHDhzQzp07de%2B998rtduuSSy7RpEmTtGbNGn8vDQAABAkK1teUlJQoJiZG3bp184717NlThw4d0okTJ/y4MgAAECy4qehramtr5Xa7fcZav66rq1N0dPS37qOsrEzl5eU%2BYy5XhGJjY%2B0tVFJoKP24IwXbPWPBZMvUgf5egnWt3498X7YPeTlDXs4EQl4UrK%2BJiIhQfX29z1jr15GRke3ax9q1a7Vs2TKfsbvuukuTJ0%2B2s8j/U1ZWptsuLFFWVpb18nY2Kisr09q1a8mrncjLmbKyMj3zzOPk1U7k5Qx5OXNqXtHR7m9/QAegCn9NfHy8qqqq9MUXX3jH9u3bpwsvvFDnnntuu/aRlZWl9evX%2B/zLysqyvtby8nItW7aszV/LcHrk5Qx5OUNezpCXM%2BTlTCDkxV%2BwvqZ79%2B5KSUnR/PnzNWfOHFVWVmr58uUaPXp0u/cRGxvLKwwAAL7D%2BAvWaSxdulRNTU0aNGiQfvKTn2jgwIGaNGmSv5cFAACCBH/BOo2uXbtq6dKl/l4GAAAIUqGzZ8%2Be7e9F4J8XGRmpPn36tPsG/O868nKGvJwhL2fIyxnycsbfeXUyxhi/HBkAAOAsxT1YAAAAllGwAAAALKNgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWEGqoqJCkyZNUmpqqtLS0jRv3jw1NTX5e1lnTHFxsW6//Xb16dNH/fv3V15eno4dOyZJ2rNnj8aMGaPk5GRlZGRo3bp1Po8tLCxUZmamkpKSNGrUKL333nveuebmZi1atEj9%2BvVTcnKyJk6cqLKysjN6bh2publZ48aN03333ecd27p1q0aMGKGkpCQNGTJEb775ps9jVq1apfT0dCUlJWncuHH69NNPvXN1dXWaPn260tLSlJKSory8PNXW1p6x8%2BkoVVVVysvLU1pamnr37q1JkyZ5nwc8v9r6%2BOOPNXbsWKWmpmrAgAF64IEHdPLkSUk8v0517NgxZWZmqqioyDvWkc%2Bns%2BH3xOky27Rpk3784x/r6quvVkZGhpYtW6aWlhbvfMBkZhCUbr31VnPPPfeYuro6c/DgQTNs2DCzatUqfy/rjKivrzf9%2B/c3S5YsMV9%2B%2BaU5duyYmTBhgvnFL35hqqqqTJ8%2Bfcxzzz1nGhsbzdtvv22Sk5PNnj17jDHGvPPOOyY5Odm8%2B%2B675uTJk%2Bapp54yaWlppq6uzhhjzKOPPmpGjBhhDh06ZKqrq01ubq6ZMGGCP0/XqsWLF5vLL7/cTJs2zRhjzGeffWYSExPNli1bTGNjo3n11VfND3/4Q3PkyBFjjDHr1683AwcONH/7299MQ0ODWbBggRk2bJhpaWkxxhhz3333mdtuu81UVlaaL774wtx6661m9uzZfjs/W2699VaTnZ1tjh8/bqqrq81dd91l7rzzTp5fp9Hc3Gz69%2B9vnnnmGdPc3GwOHz5sBg8ebJYtW8bz6xTvvvuuuf76601CQoJ55513jDGmw59Pwf574nSZffjhh%2BaHP/yh%2BeMf/2iam5tNaWmpue6668wTTzxhjAmszChYQWj//v0mISHB%2B0PKGGNeffVVc%2B211/pxVWfOvn37zB133GGampq8Y2%2B88Ya5%2BuqrzQsvvGBuuOEGn%2B3vv/9%2Bk5eXZ4wx5p577jEzZszwmf/Rj35kXnzxRWOMMenp6eb3v/%2B9d668vNxcdtll5uDBgx11OmfM22%2B/bYYOHWpycnK8Bevhhx82t99%2Bu892d9xxh1myZIkxxpif/vSnZsWKFd65kydPmuTkZLNjxw5TV1dnevXqZXbv3u2df//9980Pf/hD7w%2BzYPThhx%2BaxMREU11d7R2rrKw0f/vb33h%2BncaxY8dMQkKCeeqpp0xTU5M5fPiwGTJkiHniiSd4fv2f9evXm2uvvda8%2BuqrPmWhI59Pwf574psye/311838%2BfN9tp0/f7755S9/aYwJrMy4RBiESkpKFBMTo27dunnHevbsqUOHDunEiRN%2BXNmZ8f3vf1%2BPP/64QkNDvWObNm1Sr169VFJSooSEBJ/t4%2BLiVFxcLEkqLS39xvnq6modOXLEZ75r167q0qWL9u7d24Fn1PEqKiqUn5%2Bvhx56SG632zv%2Bj/I43XxYWJi6d%2B%2Bu4uJiHThwQI2NjT7zPXv2VENDg/bv39%2BxJ9SBPvjgA8XFxemFF15QZmamBgwYoEWLFumCCy7g%2BXUaHo9H48eP16JFi5SYmKh/%2B7d/U/fu3TV%2B/HieX/9nwIAB2rJli4YOHeoz3pHPp2D/PfFNmQ0ePFjTp0/3ft3Q0KA//elP6tWrl6TAyoyCFYRqa2t9fklK8n5dV1fnjyX5jTFGjzzyiN58803l5%2BefNpvw8HBvLv9ovvXejoiIiDbzwXzfR0tLi%2B69917dfvvtuvzyy33m/pW8ampqJPnm1bptMOd1/Phx7d27V/v371dhYaF%2B97vf6ejRo5o2bRrPr9NoaWlReHi4Zs6cqffff1%2BvvPKK9u3bp6VLl/L8%2Bj8XXHCBXC5Xm/GOfD4F%2B%2B%2BJb8rsVDU1NcrOzlZ4eLjGjx8vKbAyo2AFoYiICNXX1/uMtX4dGRnpjyX5RU1NjXJycrRhwwY999xzuuyyy%2BR2u9XQ0OCzXUNDgzeXfzTf%2Bo309WxPfXwwWrlypTp37qxx48a1mftX8mr9IXVqXq3/HRUVZfUczqTOnTtLkvLz8xUVFaWuXbsqNzdXW7dulTGG59fXbNmyRZs2bdItt9yizp07Kz4%2BXtnZ2fqf//kfnl/foiN/Xp3tvyc%2B/fRT/fSnP1VTU5OeffZZ73MikDKjYAWh%2BPh4VVVV6YsvvvCO7du3TxdeeKHOPfdcP67szDl48KBuuukm1dTU6MUXX9Rll10mSUpISFBJSYnPtqWlpYqPj5f0VXbfNN%2BlSxd169ZNpaWl3rny8nJVVVW1%2BZNzMHn55Ze1c%2BdOpaamKjU1Va%2B88opeeeUVpaamOs6rsbFR%2B/fvV0JCgnr06KGwsDCfvPbt2%2Be9zBOs4uLi1NLSosbGRu9Y6zuUrrjiCp5fX3P48GHvOwZbuVwuhYWF8fz6Fh358%2Bps/j2xdetWjRkzRgMHDtQTTzyhLl26eOcCKrN/6s4t%2BN3NN99spkyZYqqrq73vdFi6dKm/l3VGVFVVmWuvvdbcd999prm52Wfu2LFjJjU11Tz11FPm5MmTZseOHd6bZo0x3nfp7Nixw/sOk969e5vKykpjjDGPPPKIGT58uDl48KD3HSa33nrrGT/HjjRt2jTvTe6lpaUmMTHRvPrqq953eSUmJppPP/3UGPPVTbgDBw40n3zyifddXpmZmebkyZPGGGOmTp1qbr31VlNRUWEqKirMrbfe6t13sDp58qTJzMw0kydPNjU1NaaiosL87Gc/M9nZ2Ty/TqOkpMRceeWVZsWKFaapqckcPHjQDB8%2B3CxcuJDn12mcesN2Rz%2BfzpbfE6dm9t5775levXqZdevWnXbbQMqMghWkysvLzeTJk02fPn3MNddcYxYuXOjzrrqz2ZNPPmkSEhLMVVddZZKSknz%2BGWPMBx98YLKyskxycrIZNGiQeemll3we/7vf/c4MHjzYJCUlmdGjR5v333/fO3fy5Enz4IMPmoEDB5qrr77aTJw40XzxxRdn9Pw62qkFyxhj3nrrLTNy5EiTlJRkhg0bZv70pz9551paWswTTzxhMjIyTFJSkhk3bpz3l6MxxlRXV5sZM2aYfv36md69e5v77rvP1NbWntHz6QhHjhwxubm5pn///iY1NdXk5eWZ48ePG2N4fp3O9u3bzZgxY0xKSoq59tprzcMPP2y%2B/PJLYwzPr687tSwY07HPp7Pl98Spmf3iF78wl112WZuf/XfccYd3%2B0DJrJMxxjj/uxcAAAC%2BCfdgAQAAWEbBAgAAsIyCBQAAYBkFCwAAwDIKFgAAgGUULAAAAMsoWAAAAJZRsAAAACyjYAEAAFhGwQIAALCMggUAAGAZBQsAAMAyChYAAIBlFCwAAADLKFgAAACW/T%2BahkeMsNM7GgAAAABJRU5ErkJggg%3D%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-36568563869239886\">\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\">5453</td>\n",
       "        <td class=\"number\">36.7%</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\">1757</td>\n",
       "        <td class=\"number\">11.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:32%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">150</td>\n",
       "        <td class=\"number\">436</td>\n",
       "        <td class=\"number\">2.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">200</td>\n",
       "        <td class=\"number\">430</td>\n",
       "        <td class=\"number\">2.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:8%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">250</td>\n",
       "        <td class=\"number\">406</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\">300</td>\n",
       "        <td class=\"number\">366</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\">50</td>\n",
       "        <td class=\"number\">298</td>\n",
       "        <td class=\"number\">2.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:6%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">100</td>\n",
       "        <td class=\"number\">273</td>\n",
       "        <td class=\"number\">1.8%</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\">266</td>\n",
       "        <td class=\"number\">1.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">500</td>\n",
       "        <td class=\"number\">265</td>\n",
       "        <td class=\"number\">1.8%</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 (627)</td>\n",
       "        <td class=\"number\">4900</td>\n",
       "        <td class=\"number\">33.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:89%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-36568563869239886\">\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\">5453</td>\n",
       "        <td class=\"number\">36.7%</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\">1757</td>\n",
       "        <td class=\"number\">11.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:32%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2</td>\n",
       "        <td class=\"number\">5</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">3</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\">4</td>\n",
       "        <td class=\"number\">2</td>\n",
       "        <td class=\"number\">0.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "            <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\">7200</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\">7600</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\">9000</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\">9800</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\">11469</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_public_meeting\">public_meeting<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=\"alert\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>5.5%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>821</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-7962576835479216427\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>True</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: 85.8%\">\n",
       "            12738\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"missing\">\n",
       "    <th>(Missing)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:17%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 14.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        2112\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-7962576835479216427, #minifreqtable-7962576835479216427\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-7962576835479216427\">\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\">True</td>\n",
       "        <td class=\"number\">12738</td>\n",
       "        <td class=\"number\">85.8%</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\">2112</td>\n",
       "        <td class=\"number\">14.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:17%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><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=\"minifreqtable-5514672889156772145\">\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: 85.4%\">\n",
       "            12687\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: 8.8%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1310\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",
       "        469\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: 2.6%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        384\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-5514672889156772145, #minifreqtable-5514672889156772145\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-5514672889156772145\">\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\">12687</td>\n",
       "        <td class=\"number\">85.4%</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\">1310</td>\n",
       "        <td class=\"number\">8.8%</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\">469</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\">201</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\">133</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\">fluoride</td>\n",
       "        <td class=\"number\">50</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_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-8987419222556848273\">\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: 56.1%\">\n",
       "            8336\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>insufficient</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:45%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 25.4%\">\n",
       "            3767\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: 10.3%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1536\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: 8.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1211\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-8987419222556848273, #minifreqtable-8987419222556848273\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-8987419222556848273\">\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\">8336</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=\"\">\n",
       "        <td class=\"fillremaining\">insufficient</td>\n",
       "        <td class=\"number\">3767</td>\n",
       "        <td class=\"number\">25.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:45%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">dry</td>\n",
       "        <td class=\"number\">1536</td>\n",
       "        <td class=\"number\">10.3%</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\">1025</td>\n",
       "        <td class=\"number\">6.9%</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\">186</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=\"minifreqtable8751088280597725296\">\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: 56.1%\">\n",
       "            8336\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>insufficient</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:45%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 25.4%\">\n",
       "            3767\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: 10.3%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1536\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: 8.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1211\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=\"#freqtable8751088280597725296, #minifreqtable8751088280597725296\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable8751088280597725296\">\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\">8336</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=\"\">\n",
       "        <td class=\"fillremaining\">insufficient</td>\n",
       "        <td class=\"number\">3767</td>\n",
       "        <td class=\"number\">25.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:45%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">dry</td>\n",
       "        <td class=\"number\">1536</td>\n",
       "        <td class=\"number\">10.3%</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\">1025</td>\n",
       "        <td class=\"number\">6.9%</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\">186</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 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_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>0.1%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable4582380705239291387\">\n",
       "    <table class=\"mini freq\">\n",
       "        <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: 8.8%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1311\n",
       "    </td>\n",
       "</tr><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: 8.8%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1305\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Mbeya</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: 7.5%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1119\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: 74.8%\">\n",
       "            11115\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=\"#freqtable4582380705239291387, #minifreqtable4582380705239291387\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable4582380705239291387\">\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\">Shinyanga</td>\n",
       "        <td class=\"number\">1311</td>\n",
       "        <td class=\"number\">8.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:26%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Iringa</td>\n",
       "        <td class=\"number\">1305</td>\n",
       "        <td class=\"number\">8.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:26%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Mbeya</td>\n",
       "        <td class=\"number\">1119</td>\n",
       "        <td class=\"number\">7.5%</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\">1115</td>\n",
       "        <td class=\"number\">7.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:22%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Morogoro</td>\n",
       "        <td class=\"number\">1032</td>\n",
       "        <td class=\"number\">6.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:20%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Kagera</td>\n",
       "        <td class=\"number\">858</td>\n",
       "        <td class=\"number\">5.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:17%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Mwanza</td>\n",
       "        <td class=\"number\">795</td>\n",
       "        <td class=\"number\">5.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:16%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Arusha</td>\n",
       "        <td class=\"number\">761</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\">Kigoma</td>\n",
       "        <td class=\"number\">717</td>\n",
       "        <td class=\"number\">4.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Pwani</td>\n",
       "        <td class=\"number\">696</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=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (11)</td>\n",
       "        <td class=\"number\">5141</td>\n",
       "        <td class=\"number\">34.6%</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>26</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>15.139</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=\"minihistogram8927355057218278348\">\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=\"#descriptives8927355057218278348,#minihistogram8927355057218278348\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives8927355057218278348\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles8927355057218278348\"\n",
       "                                                  aria-controls=\"quantiles8927355057218278348\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram8927355057218278348\" aria-controls=\"histogram8927355057218278348\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common8927355057218278348\" aria-controls=\"common8927355057218278348\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme8927355057218278348\" aria-controls=\"extreme8927355057218278348\"\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=\"quantiles8927355057218278348\">\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>17.191</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>1.1356</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>10.621</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>15.139</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>9.2986</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>3.2012</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>224815</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>295.54</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>116.1 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=\"histogram8927355057218278348\">\n",
       "            <img 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Mf/1hpaWlqbm722L65uVmhoaGSJLvdfsF5h8PhDl7n78e60P6dUVhYqJUrV3qMZWVlKTs7u9PHuJjwcPulN4IRDkfnv%2Be4PKxja9Bn76PH3uevPfbLgBUVFaX29na1tLSoW7dukqT29nZJ0q233qr/%2BI//8Ni%2BsrJS0dHRkqTo6GhVVFR0mB8%2BfLh69OihPn36eFxGdDqdOnnyZIfLil8lIyNDSUlJHmM2W4jq6jr/LNiXBQYGKDzcrtOnm9TW1n7Fx0HnXc33CxfGOrYGffY%2Beux9pnrsq1%2BW/TJgDRkyRDfeeKOeeOIJLVmyRGfPntWzzz6rESNGaMyYMVqxYoXWrl2rzMxM7dmzR1u2bNGqVaskSenp6crKylJKSori4%2BO1YcMGnThxQsnJyZKktLQ0FRQUaMCAAXI4HFq8eLEGDRqkm266qdP1RUZGdrgc6HTWq7X16n8I29rajRwHl0afvYd1bA367H302Pv8tcd%2BGbCCgoK0bt06LV26VCNHjtTZs2eVlJSknJwchYeH6%2BWXX1Zubq5WrFihnj17at68ebrrrrskSYMHD9aCBQu0cOFCVVdXKyoqSmvWrFFERISkf1zKa21tVWZmphoaGpSYmKjly5f78nQBAICf6eJyuVy%2BLuKbwOmsv6r9bbYAORyhqqtr8MskL0kpy3f6uoTL8taMob4u4ZpzLaxjf0CfvY8ee5%2BpHvfu3d1gVZ3nn7fmAwAAfI0RsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwzObrAnB1/O0DlAEA%2BCbgGSwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDC/DVjFxcW67bbbFBcX5/4ze/ZsSdKOHTuUmpqq2NhYpaSkaPv27R77rlmzRsOHD1dsbKwmTpyoTz75xD3X2NiouXPnKjExUfHx8ZozZ44aGhosPTcAAODf/DZgffTRR7rvvvu0d%2B9e959ly5apqqpK06dP16OPPqqysjJNnz5dM2bMUHV1tSSpqKhI69at00svvaSSkhLdfvvtys7OlsvlkiQtWrRIx44d09atW7Vt2zYdO3ZM%2Bfn5vjxVAADgZywPWG1tbUaO89FHH%2BmOO%2B7oMF5UVKSEhASNGDFCNptNo0aN0sCBA1VYWChJ2rhxox544AFFR0erW7dumjlzpo4ePaqSkhI1NTVpy5Ytys7OVkREhK677jrNmjVLb7zxhpqamozUDQAArn2WB6zhw4frV7/6lSorK6/4GO3t7Tpw4ID%2B%2B7//W3fffbeGDx%2Bu%2BfPn69SpU6qsrFRMTIzH9lFRUSovL5ekDvNBQUHq27evysvL9dlnn6mlpcVjvn///mpublZVVdUV1wsAAL5ZbFY/4COPPKLNmzfr5Zdf1oABAzR%2B/HiNHj1a3bt37/Qxamtrddttt2nkyJFasWKF6urq9Pjjj2v27Nk6d%2B6c7Ha7x/bBwcFqbGyUJDU0NFx0/syZM5KkkJAQ99z5bS/nPqyamho5nU6PMZstRJGRkZ0%2BxpcFBgZ4fIX32Wz02jTWsTXos/fRY%2B/z9x5bHrDuv/9%2B3X///aqqqlJRUZHWrFmjJUuWaMSIERo/fryGDBlyyWP06tVLGzZscP/dbrdr9uzZ%2BvGPf6zExEQ1Nzd7bN/c3KzQ0FD3thebPx%2Bsmpqa3NufvzQYFhbW6XMsLCzUypUrPcaysrKUnZ3d6WNcTHi4/dIbwQiHI9TXJVyzWMfWoM/eR4%2B9z197bHnAOq9v37567LHH9Mgjj%2Bg3v/mNVq1apeLiYl1//fWaOHGiHnzwQQUGBl5w3/Lycr355puaOXOmunTpIkk6d%2B6cAgIC9N3vfld/%2B9vfPLavrKx0368VHR2tiooK3X333ZKklpYWVVVVKSYmRv369VNQUJAqKyt15513SpIOHTrkvozYWRkZGUpKSvIYs9lCVFd35a9GDAwMUHi4XadPN6mtrf2Kj4POu5rvFy6MdWwN%2Bux99Nj7TPXYV78s%2Byxg7du3T7/73e9UXFysc%2BfOKTk5WWlpaaqurtZzzz2njz76SM8888wF942IiNCGDRvUo0cPPfzww6qpqdGyZcv0ox/9SOPGjdMrr7yi4uJi3Xvvvdq2bZtKS0uVk5MjSRo/fryef/55DR8%2BXP369dOzzz6rXr16KSEhQUFBQUpJSVF%2Bfr6ee%2B45SVJ%2Bfr7GjBmj4ODgTp9bZGRkh8uBTme9Wluv/oewra3dyHFwafTZe1jH1qDP3kePvc9fe2x5wFq1apU2b96szz77TAMGDNBjjz2mMWPGeFyCCwwM1C9/%2BcuLHuNb3/qWVq9erWeeeUYFBQXq1q2bRo8erdmzZ6tbt2564YUXlJ%2Bfr5ycHN1www16/vnn1a9fP0lSenq66uvrlZWVpdraWg0YMECrV69WUFCQJGnBggXKy8tTamqqWlpadM8992j%2B/PnebQoAALimdHGdfwMoiwwZMkRjx45Venq6oqKiLrjNX//6V%2B3du1eZmZlWluZVTmf9Ve1vswXI4QhVXV2DR5JPWb7zakvDRbw1Y6ivS7jmXGwdwyz67H302PtM9bh3786/iM4ky5/Bevfdd3XmzBmdPHnSPVZcXKzBgwfL4XBIkm677TbddtttVpcGAABghOWvffzrX/%2BqkSNHut/4U5KWLVum1NRU/f3vf7e6HAAAAOMsD1i/%2BtWvdO%2B99%2Bqxxx5zj/3xj3/U8OHDtXTpUqvLAQAAMM7ygHXgwAFNmTJFXbt2dY8FBgZqypQp%2Bstf/mJ1OQAAAMZZHrDCwsJ0%2BPDhDuPHjx%2B/rLdCAAAA%2BLqyPGCNHDlSCxcu1Pvvv68zZ86ooaFBu3bt0pNPPqnk5GSrywEAADDO8lcRzpw5U0eOHNFPf/pT97uwS1JycrLmzJljdTkAAADGWR6w7Ha7Vq9erU8//VQHDx5UUFCQ%2Bvfvf1kfRQMAAPB15rOPyunXr5/73dUBAACuJZYHrE8//VRPPvmk9uzZo5aWlg7zX/6gZgAAAH9jecBauHChjh49qlmzZql7d9%2B8fT0AAIA3WR6w9u7dq1deeUVxcXFWPzQAAIAlLH%2BbBofDodDQUKsfFgAAwDKWB6yJEyfqmWeeUX19vdUPDQAAYAnLLxHu2LFDf/nLX5SYmKjrrrvO4yNzJOlPf/qT1SUBAAAYZXnASkxMVGJiotUPCwAAYBnLA9Yjjzxi9UMCAABYyvJ7sCSpvLxcc%2BfO1T//8z%2BrurpaGzZsUElJiS9KAQAAMM7ygPXxxx9rwoQJ%2Bvzzz/Xxxx/r3Llz%2Btvf/qaf/vSn2r59u9XlAAAAGGd5wMrPz9dPf/pTrVu3TkFBQZKkp556Sg8%2B%2BKBWrlxpdTkAAADG%2BeQZrHHjxnUYv//%2B%2B/XJJ59YXQ4AAIBxlgesoKAgnTlzpsP40aNHZbfbrS4HAADAOMsD1ogRI/T000%2Brrq7OPXbo0CHl5ubqhz/8odXlAAAAGGd5wHr88cfV3NysIUOGqKmpSWlpaRozZoxsNpvmzJljdTkAAADGWf4%2BWGFhYfrtb3%2BrDz74QH/961/V3t6umJgYff/731dAgE/eNQIAAMAoywPWeYMHD9bgwYN99fAAAABeY3nASkpKUpcuXS46z2cRAgAAf2d5wPrRj37kEbBaWlr02Wef6d1339WMGTOsLgcAAMA4ywPW9OnTLzi%2Bfv167dmzRw8%2B%2BKDFFQEAAJj1tbmr/O6779aOHTsue7%2B2tjZNnDhRv/jFL9xjO3bsUGpqqmJjY5WSktLhI3jWrFmj4cOHKzY2VhMnTvR4g9PGxkbNnTtXiYmJio%2BP15w5c9TQ0HDlJwYAAL5xvjYBq7S0VN26dbvs/VauXKmysjL336uqqjR9%2BnQ9%2BuijKisr0/Tp0zVjxgxVV1dLkoqKirRu3Tq99NJLKikp0e23367s7Gy5XC5J0qJFi3Ts2DFt3bpV27Zt07Fjx5Sfn2/mJAEAwDeC5ZcIv3wJ0OVy6cyZMzp48OBlXx784IMPtG3bNt17773usaKiIiUkJGjEiBGSpFGjRumNN95QYWGhsrOztXHjRj3wwAOKjo6WJM2cOVMbN25USUmJ7rzzTm3ZskWvvvqqIiIiJEmzZs3Sgw8%2BqDlz5vBO8wAAoFMsD1jf/va3O7yKMCgoSA899JBSU1M7fZwTJ04oJydHq1at0tq1a93jlZWViomJ8dg2KipK5eXl7vnJkyd7PHbfvn1VXl6uiIgItbS0eOzfv39/NTc3q6qqSrfeemunaqupqZHT6fQYs9lCFBkZ2enz%2B7LAwACPr/A%2Bm41em8Y6tgZ99j567H3%2B3mPLA9bSpUuv%2Bhjt7e2aPXu2Hn74Yd1yyy0ecw0NDR2eaQoODlZjY%2BMl589/RmJISIh77vy2l3MfVmFhoVauXOkxlpWVpezs7E4f42LCw3kWzSoOR6ivS7hmsY6tQZ%2B9jx57n7/22PKAtXv37k5vO3DgwAuOr169Wl27dtXEiRM7zNntdjU3N3uMNTc3KzQ09JLz54NVU1OTe/umpiZJ/3gH%2Bs7KyMhQUlKSx5jNFqK6uiu/WT4wMEDh4XadPt2ktrb2Kz4OOu9qvl%2B4MNaxNeiz99Fj7zPVY1/9smx5wJo0aZJcLpf7z3nnLxueH%2BvSpYv%2B9re/XfAYmzdvVk1NjRISEiTJHZj%2B%2BMc/KjMzUwcOHPDYvrKyUnfccYckKTo6WhUVFbr77rsl/eN9uKqqqhQTE6N%2B/fopKChIlZWVuvPOOyX944Ooz19G7KzIyMgOlwOdznq1tl79D2FbW7uR4%2BDS6LP3sI6tQZ%2B9jx57n7/22PILm88//7xuuOEGPf/88yorK9O%2Bffv06quvql%2B/fsrJydGf/vQn/elPf9If//jHix7j7bff1ocffqiysjKVlZVpzJgxGjNmjMrKyjR27FiVlpaquLhYra2tKi4uVmlpqe677z5J0vjx47V%2B/XqVl5fr7Nmzevrpp9WrVy8lJCTIbrcrJSVF%2Bfn5qq2tVW1trfLz8zVmzBgFBwdb1SIAAODnLH8GKy8vTwsWLNCwYcPcY4MGDdKTTz6pOXPm6Cc/%2BclVHb9///564YUXlJ%2Bfr5ycHHeY69evnyQpPT1d9fX1ysrKUm1trQYMGKDVq1crKChIkrRgwQLl5eUpNTVVLS0tuueeezR//vyrqgkAAHyzdHH93%2Bt0FoiLi9Nrr72m/v37e4yXl5fr/vvv1969e60sxzJOZ/1V7W%2BzBcjhCFVdXYPHU6Upy3debWm4iLdmDPV1Cdeci61jmEWfvY8ee5%2BpHvfu3d1gVZ1n%2BSXC2NhYPfPMM%2B5X7EnSyZMntWzZMg0ePNjqcgAAAIyz/BLhvHnz9NBDD2n48OHuG8c//fRT9e7dW6%2B%2B%2BqrV5QAAABhnecDq37%2B/iouLtWXLFh06dEiS9MADD2j06NG8UzoAALgmWB6wJCk8PFwTJkzQ559/rhtvvFGS3DeZAwAA%2BDvL78FyuVzKz8/XwIEDNWbMGB0/flyPP/645s6dq5aWFqvLAQAAMM7ygLVu3Tpt3rxZCxYsUNeuXSVJI0aM0H/913/pueees7ocAAAA4ywPWIWFhfrlL3%2BptLQ097u3jxo1Srm5ufrDH/5gdTkAAADGWR6wPv/8c916660dxm%2B%2B%2BWZ98cUXVpcDAABgnOUB64YbbtD%2B/fs7jO/YscN9wzsAAIA/s/xVhD/72c/0b//2b6qurpbL5dIHH3yg3/72t1q3bp3mzp1rdTkAAADGWR6wxo8fr9bWVhUUFKi5uVm//OUvdd111%2Bmxxx7T/fffb3U5AAAAxlkesH7/%2B9/rn/7pn5SRkaHa2lq5XC5dd911VpcBAADgNZbfg/XUU0%2B5b2bv2bMn4QoAAFxzLA9Yffv21cGDB61%2BWAAAAMtYfokwOjpas2bN0osvvqi%2BffuqW7duHvNLliyxuiQAAACjLA9Yhw8fVnx8vCTJ6XRa/fAAAABeZ0nAWrJkiR599FGFhIRo3bp1VjwkAACAz1hyD9arr76qpqYmj7Gf/exnqqmpseLhAQAALGVJwHK5XB3GPvzwQ509e9aKhwcAALCU5a8iBAAAuNYRsAAAAAyzLGB16dLFqocCAADwKcvepuGpp57yeM%2BrlpYWLVu2TKGhoR7b8T5YAADA31kSsAYOHNjhPa/i4uJUV1enuro6K0oAAACwjCUBi/e%2BAgAA3yTc5A4AAGBALmjuAAAXPklEQVQYAQsAAMAwAhYAAIBhfhuwPvjgA02YMEHf%2B973NHToUC1atEjNzc2SpH379mnChAmKi4tTUlKSNm3a5LFvUVGRkpOTFRsbq7S0NO3du9c919bWpry8PA0ZMkRxcXGaOnUqH%2BkDAAAui18GrNraWv385z/X/fffr7KyMhUVFam0tFT//u//rlOnTmnKlCkaN26cdu/erdzcXC1ZskT79%2B%2BXJJWUlGjRokVaunSpdu/erbFjx2rq1Knuz0osKCjQzp079frrr%2Bu9995TcHCw5s2b58vTBQAAfsYvA1bPnj31/vvvKy0tTV26dNHJkyd19uxZ9ezZU9u2bVNERIQyMzNls9k0ePBgpaamasOGDZKkTZs2afTo0YqPj1dQUJAmTZokh8Oh4uJi9/zkyZN1/fXXKywsTDk5OXr33Xd15MgRX54yAADwI5a90ahpYWFhkqQf/OAHqq6uVkJCgtLS0rR8%2BXLFxMR4bBsVFaXXXntNklRZWanx48d3mC8vL1d9fb2OHz/usX%2BvXr3Uo0cPHTx4UDfeeGOnaqupqenwvl82W4giIyMv%2BzzPCwwM8PgK77PZ6LVprGNr0Gfvo8fe5%2B899tuAdd62bdt06tQpzZo1S9nZ2erTp4/sdrvHNsHBwWpsbJQkNTQ0XHS%2BoaFBkhQSEtJh/vxcZxQWFmrlypUeY1lZWcrOzu70MS4mPNx%2B6Y1ghMMReumNcEVYx9agz95Hj73PX3vs9wErODhYwcHBmj17tiZMmKCJEyeqvr7eY5vm5mb3R/LY7Xb3zfD/d97hcLiD1/n7sS60f2dkZGQoKSnJY8xmC1FdXedD2pcFBgYoPNyu06eb1NbWfsXHQeddzfcLF8Y6tgZ99j567H2meuyrX5b9MmB9%2BOGHeuKJJ/T73/9eXbt2lSSdO3dOQUFBioqK0s6dOz22r6ysVHR0tCQpOjpaFRUVHeaHDx%2BuHj16qE%2BfPqqsrHRfJnQ6nTp58mSHy45fJTIyssPlQKezXq2tV/9D2NbWbuQ4uDT67D2sY2vQZ%2B%2Bjx97nrz32ywubN998s5qbm/X000/r3Llz%2Bp//%2BR/l5eUpPT1dI0eO1BdffKG1a9eqpaVFu3bt0pYtW9z3XaWnp2vLli3atWuXWlpatHbtWp04cULJycmSpLS0NBUUFOjIkSM6c%2BaMFi9erEGDBummm27y5SkDAAA/4pfPYIWGhurFF1/U4sWLNXToUHXv3l2pqanKyspS165d9fLLLys3N1crVqxQz549NW/ePN11112SpMGDB2vBggVauHChqqurFRUVpTVr1igiIkLSP%2B6Vam1tVWZmphoaGpSYmKjly5f78nQBAICf6eJyuVy%2BLuKbwOmsv/RGX8FmC5DDEaq6ugaPp0pTlu/8ir1wNd6aMdTXJVxzLraOYRZ99j567H2mety7d3eDVXWeX14iBAAA%2BDojYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGCY3was8vJyPfzwwxo0aJCGDh2qOXPmqLa2VpK0b98%2BTZgwQXFxcUpKStKmTZs89i0qKlJycrJiY2OVlpamvXv3uufa2tqUl5enIUOGKC4uTlOnTlVNTY2l5wYAAPybXwas5uZm/cu//Ivi4uL05z//WW%2B%2B%2BaZOnjypJ554QqdOndKUKVM0btw47d69W7m5uVqyZIn2798vSSopKdGiRYu0dOlS7d69W2PHjtXUqVPV1NQkSSooKNDOnTv1%2Buuv67333lNwcLDmzZvny9MFAAB%2Bxi8D1tGjR3XLLbcoKytLXbt2lcPhUEZGhnbv3q1t27YpIiJCmZmZstlsGjx4sFJTU7VhwwZJ0qZNmzR69GjFx8crKChIkyZNksPhUHFxsXt%2B8uTJuv766xUWFqacnBy9%2B%2B67OnLkiC9PGQAA%2BBG/DFjf%2Bc539OKLLyowMNA9tnXrVt1%2B%2B%2B2qqKhQTEyMx/ZRUVEqLy%2BXJFVWVl50vr6%2BXsePH/eY79Wrl3r06KGDBw968YwAAMC1xObrAq6Wy%2BXS8uXLtX37dq1fv16vvvqq7Ha7xzbBwcFqbGyUJDU0NFx0vqGhQZIUEhLSYf78XGfU1NTI6XR6jNlsIYqMjOz0Mb4sMDDA4yu8z2aj16axjq1Bn72PHnufv/fYrwPWmTNnNHfuXB04cEDr16/XzTffLLvdrvr6eo/tmpubFRoaKkmy2%2B1qbm7uMO9wONzB6/z9WBfavzMKCwu1cuVKj7GsrCxlZ2d3%2BhgXEx5uv/RGMMLh6Pz3HJeHdWwN%2Bux99Nj7/LXHfhuwDh8%2BrMmTJ%2Bvb3/62XnvtNfXs2VOSFBMTo507d3psW1lZqejoaElSdHS0KioqOswPHz5cPXr0UJ8%2BfTwuIzqdTp08ebLDZcWvkpGRoaSkJI8xmy1EdXWdfxbsywIDAxQebtfp001qa2u/4uOg867m%2B4ULYx1bgz57Hz32PlM99tUvy34ZsE6dOqWHHnpId911l3JzcxUQ8P%2BfPkxOTtayZcu0du1aZWZmas%2BePdqyZYtWrVolSUpPT1dWVpZSUlIUHx%2BvDRs26MSJE0pOTpYkpaWlqaCgQAMGDJDD4dDixYs1aNAg3XTTTZ2uLzIyssPlQKezXq2tV/9D2NbWbuQ4uDT67D2sY2vQZ%2B%2Bjx97nrz32y4D1xhtv6OjRo3rrrbf09ttve8zt3btXL7/8snJzc7VixQr17NlT8%2BbN01133SVJGjx4sBYsWKCFCxequrpaUVFRWrNmjSIiIiT941Jea2urMjMz1dDQoMTERC1fvtzycwQAAP6ri8vlcvm6iG8Cp7P%2B0ht9BZstQA5HqOrqGjySfMrynV%2BxF67GWzOG%2BrqEa87F1jHMos/eR4%2B9z1SPe/fubrCqzvPPW/MBAAC%2BxghYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGOb3Aau2tlbJyckqKSlxj%2B3bt08TJkxQXFyckpKStGnTJo99ioqKlJycrNjYWKWlpWnv3r3uuba2NuXl5WnIkCGKi4vT1KlTVVNTY9n5AAAA/%2BfXAWvPnj3KyMjQ4cOH3WOnTp3SlClTNG7cOO3evVu5ublasmSJ9u/fL0kqKSnRokWLtHTpUu3evVtjx47V1KlT1dTUJEkqKCjQzp079frrr%2Bu9995TcHCw5s2b55PzAwAA/slvA1ZRUZFmzZqlxx57zGN827ZtioiIUGZmpmw2mwYPHqzU1FRt2LBBkrRp0yaNHj1a8fHxCgoK0qRJk%2BRwOFRcXOyenzx5sq6//nqFhYUpJydH7777ro4cOWL5OQIAAP/ktwFr2LBheueddzRq1CiP8YqKCsXExHiMRUVFqby8XJJUWVl50fn6%2BnodP37cY75Xr17q0aOHDh486KUzAQAA1xqbrwu4Ur17977geENDg%2Bx2u8dYcHCwGhsbLznf0NAgSQoJCekwf36uM2pqauR0Oj3GbLYQRUZGdvoYXxYYGODxFd5ns9Fr01jH1qDP3kePvc/fe%2By3Aeti7Ha76uvrPcaam5sVGhrqnm9ubu4w73A43MHr/P1YF9q/MwoLC7Vy5UqPsaysLGVnZ3f6GBcTHm6/9EYwwuHo/Pccl4d1bA367H302Pv8tcfXXMCKiYnRzp07PcYqKysVHR0tSYqOjlZFRUWH%2BeHDh6tHjx7q06ePx2VEp9OpkydPdris%2BFUyMjKUlJTkMWazhaiurvPPgn1ZYGCAwsPtOn26SW1t7Vd8HHTe1Xy/cGGsY2vQZ%2B%2Bjx95nqse%2B%2BmX5mgtYycnJWrZsmdauXavMzEzt2bNHW7Zs0apVqyRJ6enpysrKUkpKiuLj47VhwwadOHFCycnJkqS0tDQVFBRowIABcjgcWrx4sQYNGqSbbrqp0zVERkZ2uBzodNartfXqfwjb2tqNHAeXRp%2B9h3VsDfrsffTY%2B/y1x9dcwHI4HHr55ZeVm5urFStWqGfPnpo3b57uuusuSdLgwYO1YMECLVy4UNXV1YqKitKaNWsUEREh6R%2BX8lpbW5WZmamGhgYlJiZq%2BfLlvjwlAADgZ7q4XC6Xr4v4JnA66y%2B90Vew2QLkcISqrq7BI8mnLN/5FXvharw1Y6ivS7jmXGwdwyz67H302PtM9bh37%2B4Gq%2Bo8/7w1HwAA4GuMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADLP5ugDg6ypl%2BU5fl3BZ3pox1NclAAD%2BF89gAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGG8ihAAgGuUP70a%2Blp7JTQBCwCATvKnwALfImABwDUmOf89X5fQadfasxbAedyDBQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWBdw4sQJTZs2TQkJCUpMTFRubq5aW1t9XRYAAPATBKwLmDFjhkJCQvTee%2B/ptdde0wcffKC1a9f6uiwAAOAnCFhf8tlnn6m0tFSzZ8%2BW3W7XjTfeqGnTpmnDhg2%2BLg0AAPgJAtaXVFRUKCIiQn369HGP9e/fX0ePHtXp06d9WBkAAPAXvNHolzQ0NMhut3uMnf97Y2OjwsPDL3mMmpoaOZ1OjzGbLUSRkZFXXFdgYIDHV%2BDLbLav/9pgHePL/GHdwhpfXgv%2B/u8FAetLQkJC1NTU5DF2/u%2BhoaGdOkZhYaFWrlzpMfbII49o%2BvTpV1xXTU2NXnnlRWVkZHgEtbLcf7riY8JTTU2NCgsLO/QY5lxsHcOs4ke/x1r2kvP/5vLvhff5%2B78X/hkLvSg6OlonT57UF1984R47dOiQvvWtb6l79%2B6dOkZGRobeeOMNjz8ZGRlXVZfT6dTKlSs7PDMGc%2Bix99Fja9Bn76PH3ufvPeYZrC/p27ev4uPjtXjxYj355JOqq6vTqlWrlJ6e3uljREZG%2BmXaBgAAZvAM1gWsWLFCra2tuueee/TjH/9Y3//%2B9zVt2jRflwUAAPwEz2BdQK9evbRixQpflwEAAPxU4MKFCxf6ugh0TmhoqAYNGtTpm%2B1x%2Beix99Fja9Bn76PH3ufPPe7icrlcvi4CAADgWsI9WAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFh%2B4MSJE5o2bZoSEhKUmJio3Nxctba2%2Brosv1ZeXq6HH35YgwYN0tChQzVnzhzV1tZKkvbt26cJEyYoLi5OSUlJ2rRpk4%2Br9W9tbW2aOHGifvGLX7jHduzYodTUVMXGxiolJUXbt2/3YYX%2B6%2BTJk5ozZ44SExM1cOBATZs2TTU1NZJYx6YcOHBAmZmZSkhI0LBhw/TUU0/p3LlzkljHJtTW1io5OVklJSXusUut3aKiIiUnJys2NlZpaWnau3ev1WV3jgtfez/5yU9cM2fOdDU2NroOHz7sGj16tGvNmjW%2BLstvNTU1uYYOHep67rnnXGfPnnXV1ta6Jk%2Be7Pr5z3/uOnnypGvQoEGu9evXu1paWlzvv/%2B%2BKy4uzrVv3z5fl%2B23li9f7rrllltcjz/%2BuMvlcrk%2B/fRT14ABA1zvvPOOq6WlxfWHP/zB9d3vftd1/PhxH1fqf37yk5%2B4srKyXKdOnXLV19e7HnnkEdeUKVNYx4a0tbW5hg4d6nrllVdcbW1trmPHjrlGjhzpWrlyJevYgLKyMteIESNcMTExrl27drlcLtcl1%2B6uXbtccXFxrrKyMte5c%2Bdcv/nNb1yJiYmuxsZGX57KBfEM1tfcZ599ptLSUs2ePVt2u1033nijpk2bpg0bNvi6NL919OhR3XLLLcrKylLXrl3lcDiUkZGh3bt3a9u2bYqIiFBmZqZsNpsGDx6s1NRU%2Bn2FPvjgA23btk333nuve6yoqEgJCQkaMWKEbDabRo0apYEDB6qwsNCHlfqfjz/%2BWPv27dPSpUsVHh6usLAwLVq0SLNmzWIdG3Lq1Ck5nU61t7fL9b%2BfKhcQECC73c46vkpFRUWaNWuWHnvsMY/xS63dTZs2afTo0YqPj1dQUJAmTZokh8Oh4uJiX5zGVyJgfc1VVFQoIiJCffr0cY/1799fR48e1enTp31Ymf/6zne%2BoxdffFGBgYHusa1bt%2Br2229XRUWFYmJiPLaPiopSeXm51WX6vRMnTignJ0dPP/207Ha7e7yyspIeG7B//35FRUVp48aNSk5O1rBhw5SXl6fevXuzjg1xOByaNGmS8vLyNGDAAP3gBz9Q3759NWnSJNbxVRo2bJjeeecdjRo1ymP8UmvXn/pOwPqaa2ho8PjPSZL7742Njb4o6Zricrn07LPPavv27crJyblgv4ODg%2Bn1ZWpvb9fs2bP18MMP65ZbbvGYo8dmnDp1SgcPHlRVVZWKior0u9/9TtXV1Xr88cfpsSHt7e0KDg7W/Pnz9Ze//EVvvvmmDh06pBUrVtDjq9S7d2/ZbLYO45fqqz/1nYD1NRcSEqKmpiaPsfN/Dw0N9UVJ14wzZ84oOztbW7Zs0fr163XzzTfLbrerubnZY7vm5mZ6fZlWr16trl27auLEiR3m6LEZXbt2lSTl5OQoLCxMvXr10owZM7Rjxw65XC56bMA777yjrVu36oEHHlDXrl0VHR2trKws/ed//ifr2Esu1Vd/6jsB62suOjpaJ0%2Be1BdffOEeO3TokL71rW%2Bpe/fuPqzMvx0%2BfFjjx4/XmTNn9Nprr%2Bnmm2%2BWJMXExKiiosJj28rKSkVHR/uiTL%2B1efNmlZaWKiEhQQkJCXrzzTf15ptvKiEhgR4bEhUVpfb2drW0tLjH2tvbJUm33norPTbg2LFj7lcMnmez2RQUFMQ69pJL9TU6Otpv%2Bk7A%2Bprr27ev4uPjtXjxYp05c0ZHjhzRqlWrlJ6e7uvS/NapU6f00EMP6Xvf%2B55eeukl9ezZ0z2XnJysL774QmvXrlVLS4t27dqlLVu2aPz48T6s2P%2B8/fbb%2BvDDD1VWVqaysjKNGTNGY8aMUVlZmcaOHavS0lIVFxertbVVxcXFKi0t1X333efrsv3KkCFDdOONN%2BqJJ55QQ0ODamtr9eyzz2rEiBEaM2YM69iAYcOGyel06te//rXa2tp05MgRFRQUKDU1lXXsJZf6Nzg9PV1btmzRrl271NLSorVr1%2BrEiRNKTk72ceUddXGdf2kEvra%2B%2BOILPfnkkyopKVFAQIDGjRunWbNmedykjc77zW9%2Bo6VLl8put6tLly4ec3v37tVHH32k3Nxc/f3vf1fPnj01bdo0paWl%2Bajaa8P598BaunSpJOm9995Tfn6%2BDh8%2BrBtuuEGzZ8/WD37wA1%2BW6Jeqq6u1dOlS7d69W2fPnlVSUpJycnIUHh7OOjbk/fff1/Lly/XJJ5%2Boe/fuGjt2rPsVyKxjM26%2B%2BWa9%2BuqrSkxMlKRLrt3NmzeroKBA1dXVioqK0rx583TnnXf6qvyLImABAAAYxiVCAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMCw/wdIejHP5QJe6AAAAABJRU5ErkJggg%3D%3D\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common8927355057218278348\">\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\">17</td>\n",
       "        <td class=\"number\">1323</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\">11</td>\n",
       "        <td class=\"number\">1308</td>\n",
       "        <td class=\"number\">8.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:25%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">12</td>\n",
       "        <td class=\"number\">1120</td>\n",
       "        <td class=\"number\">7.5%</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\">1115</td>\n",
       "        <td class=\"number\">7.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:22%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">5</td>\n",
       "        <td class=\"number\">1039</td>\n",
       "        <td class=\"number\">7.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:20%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">18</td>\n",
       "        <td class=\"number\">859</td>\n",
       "        <td class=\"number\">5.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:17%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">19</td>\n",
       "        <td class=\"number\">777</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\">16</td>\n",
       "        <td class=\"number\">717</td>\n",
       "        <td class=\"number\">4.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2</td>\n",
       "        <td class=\"number\">685</td>\n",
       "        <td class=\"number\">4.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:13%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">10</td>\n",
       "        <td class=\"number\">666</td>\n",
       "        <td class=\"number\">4.5%</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 (16)</td>\n",
       "        <td class=\"number\">5241</td>\n",
       "        <td class=\"number\">35.3%</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=\"extreme8927355057218278348\">\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\">578</td>\n",
       "        <td class=\"number\">3.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:52%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2</td>\n",
       "        <td class=\"number\">685</td>\n",
       "        <td class=\"number\">4.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:61%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">3</td>\n",
       "        <td class=\"number\">1115</td>\n",
       "        <td class=\"number\">7.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">4</td>\n",
       "        <td class=\"number\">632</td>\n",
       "        <td class=\"number\">4.3%</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\">1039</td>\n",
       "        <td class=\"number\">7.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:93%\">&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\">24</td>\n",
       "        <td class=\"number\">76</td>\n",
       "        <td class=\"number\">0.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:26%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">60</td>\n",
       "        <td class=\"number\">273</td>\n",
       "        <td class=\"number\">1.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:91%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">80</td>\n",
       "        <td class=\"number\">298</td>\n",
       "        <td class=\"number\">2.0%</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\">216</td>\n",
       "        <td class=\"number\">1.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:72%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">99</td>\n",
       "        <td class=\"number\">89</td>\n",
       "        <td class=\"number\">0.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:30%\">&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_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>12</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>0.1%</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>969</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable5075828961616981400\">\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: 61.4%\">\n",
       "            9124\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>WUG</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:14%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 8.7%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1290\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: 5.5%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        822\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (8)</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: 17.8%\">\n",
       "            2645\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",
       "        969\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=\"#freqtable5075828961616981400, #minifreqtable5075828961616981400\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable5075828961616981400\">\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\">9124</td>\n",
       "        <td class=\"number\">61.4%</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\">1290</td>\n",
       "        <td class=\"number\">8.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:14%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Water authority</td>\n",
       "        <td class=\"number\">822</td>\n",
       "        <td class=\"number\">5.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:9%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Water Board</td>\n",
       "        <td class=\"number\">714</td>\n",
       "        <td class=\"number\">4.8%</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\">668</td>\n",
       "        <td class=\"number\">4.5%</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\">444</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\">Company</td>\n",
       "        <td class=\"number\">280</td>\n",
       "        <td class=\"number\">1.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:4%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Private operator</td>\n",
       "        <td class=\"number\">263</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\">230</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\">SWC</td>\n",
       "        <td class=\"number\">26</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=\"missing\">\n",
       "        <td class=\"fillremaining\">(Missing)</td>\n",
       "        <td class=\"number\">969</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>1790</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>12.1%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>47.8%</td>\n",
       "        </tr>\n",
       "        <tr class=\"alert\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>7092</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-7713553965583941620\">\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: 1.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        176\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Borehole</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",
       "        158\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: 1.0%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        150\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (1786)</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: 49.0%\">\n",
       "            7274\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"missing\">\n",
       "    <th>(Missing)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:97%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 47.8%\">\n",
       "            7092\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-7713553965583941620, #minifreqtable-7713553965583941620\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-7713553965583941620\">\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\">176</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\">Borehole</td>\n",
       "        <td class=\"number\">158</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\">150</td>\n",
       "        <td class=\"number\">1.0%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:3%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">DANIDA</td>\n",
       "        <td class=\"number\">104</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\">Chalinze wate</td>\n",
       "        <td class=\"number\">96</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\">M</td>\n",
       "        <td class=\"number\">90</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\">75</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\">Bagamoyo wate</td>\n",
       "        <td class=\"number\">67</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\">Ngana water supplied scheme</td>\n",
       "        <td class=\"number\">65</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 water supply s</td>\n",
       "        <td class=\"number\">62</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 (1779)</td>\n",
       "        <td class=\"number\">6715</td>\n",
       "        <td class=\"number\">45.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:94%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"missing\">\n",
       "        <td class=\"fillremaining\">(Missing)</td>\n",
       "        <td class=\"number\">7092</td>\n",
       "        <td class=\"number\">47.8%</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_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>0.1%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-643562912620615411\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>shallow well</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 29.1%\">\n",
       "            4316\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>spring</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:97%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 28.2%\">\n",
       "            4195\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>machine dbh</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:64%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 18.5%\">\n",
       "            2747\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (7)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:83%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 24.2%\">\n",
       "            3592\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-643562912620615411, #minifreqtable-643562912620615411\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-643562912620615411\">\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\">shallow well</td>\n",
       "        <td class=\"number\">4316</td>\n",
       "        <td class=\"number\">29.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">spring</td>\n",
       "        <td class=\"number\">4195</td>\n",
       "        <td class=\"number\">28.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:97%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">machine dbh</td>\n",
       "        <td class=\"number\">2747</td>\n",
       "        <td class=\"number\">18.5%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:64%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">river</td>\n",
       "        <td class=\"number\">2352</td>\n",
       "        <td class=\"number\">15.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:54%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">rainwater harvesting</td>\n",
       "        <td class=\"number\">568</td>\n",
       "        <td class=\"number\">3.8%</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\">234</td>\n",
       "        <td class=\"number\">1.6%</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\">185</td>\n",
       "        <td class=\"number\">1.2%</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\">184</td>\n",
       "        <td class=\"number\">1.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">49</td>\n",
       "        <td class=\"number\">0.3%</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\">20</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_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=\"minifreqtable6757715349773282803\">\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: 77.4%\">\n",
       "            11492\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: 22.1%\">\n",
       "            3289\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",
       "        69\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=\"#freqtable6757715349773282803, #minifreqtable6757715349773282803\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable6757715349773282803\">\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\">11492</td>\n",
       "        <td class=\"number\">77.4%</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\">3289</td>\n",
       "        <td class=\"number\">22.1%</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\">69</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_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=\"minifreqtable140214426178404479\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>shallow well</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 29.1%\">\n",
       "            4316\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>spring</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:97%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 28.2%\">\n",
       "            4195\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>borehole</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:69%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 20.1%\">\n",
       "            2981\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (4)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:78%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 22.6%\">\n",
       "            3358\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=\"#freqtable140214426178404479, #minifreqtable140214426178404479\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable140214426178404479\">\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\">shallow well</td>\n",
       "        <td class=\"number\">4316</td>\n",
       "        <td class=\"number\">29.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">spring</td>\n",
       "        <td class=\"number\">4195</td>\n",
       "        <td class=\"number\">28.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:97%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">borehole</td>\n",
       "        <td class=\"number\">2981</td>\n",
       "        <td class=\"number\">20.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:69%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">river/lake</td>\n",
       "        <td class=\"number\">2537</td>\n",
       "        <td class=\"number\">17.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:59%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">rainwater harvesting</td>\n",
       "        <td class=\"number\">568</td>\n",
       "        <td class=\"number\">3.8%</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\">184</td>\n",
       "        <td class=\"number\">1.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:5%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">69</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_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>8444</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>56.9%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.7%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>99</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-4783001274172053334\">\n",
       "    <table class=\"mini freq\">\n",
       "        <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",
       "        140\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: 0.9%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        129\n",
       "    </td>\n",
       "</tr><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: 0.8%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        121\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (8440)</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: 96.7%\">\n",
       "            14361\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"missing\">\n",
       "    <th>(Missing)</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: 0.7%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        99\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-4783001274172053334, #minifreqtable-4783001274172053334\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-4783001274172053334\">\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\">Shuleni</td>\n",
       "        <td class=\"number\">140</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\">129</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\">Madukani</td>\n",
       "        <td class=\"number\">121</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\">94</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\">Sokoni</td>\n",
       "        <td class=\"number\">62</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\">Mtakuja</td>\n",
       "        <td class=\"number\">60</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\">56</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\">Songambele</td>\n",
       "        <td class=\"number\">47</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\">46</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\">43</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 (8433)</td>\n",
       "        <td class=\"number\">13953</td>\n",
       "        <td class=\"number\">94.0%</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\">99</td>\n",
       "        <td class=\"number\">0.7%</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_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>1959</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>13.2%</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-8923473355557260432\">\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",
       "        79\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",
       "        66\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",
       "        65\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (1956)</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: 98.6%\">\n",
       "            14640\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-8923473355557260432, #minifreqtable-8923473355557260432\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-8923473355557260432\">\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\">79</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\">66</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\">65</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\">61</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\">Kitunda</td>\n",
       "        <td class=\"number\">57</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\">Chanika</td>\n",
       "        <td class=\"number\">50</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\">Mishamo</td>\n",
       "        <td class=\"number\">48</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\">Nduruma</td>\n",
       "        <td class=\"number\">44</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\">Zinga/Ikerege</td>\n",
       "        <td class=\"number\">44</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\">42</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 (1949)</td>\n",
       "        <td class=\"number\">14294</td>\n",
       "        <td class=\"number\">96.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4 pp-anchor\" id=\"pp_var_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>0.1%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable4644139518956974904\">\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: 85.4%\">\n",
       "            12687\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: 8.3%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1226\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",
       "        469\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: 3.2%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        468\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=\"#freqtable4644139518956974904, #minifreqtable4644139518956974904\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable4644139518956974904\">\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\">12687</td>\n",
       "        <td class=\"number\">85.4%</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\">1226</td>\n",
       "        <td class=\"number\">8.3%</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\">469</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\">201</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\">133</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\">salty abandoned</td>\n",
       "        <td class=\"number\">84</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\">44</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\">6</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\">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-1364298212702819405\">\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: 47.9%\">\n",
       "            7106\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>hand pump</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:62%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 29.6%\">\n",
       "            4396\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: 11.0%\">\n",
       "            1630\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (4)</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: 11.6%\">\n",
       "            1718\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-1364298212702819405, #minifreqtable-1364298212702819405\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-1364298212702819405\">\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\">7106</td>\n",
       "        <td class=\"number\">47.9%</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\">4396</td>\n",
       "        <td class=\"number\">29.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:62%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">other</td>\n",
       "        <td class=\"number\">1630</td>\n",
       "        <td class=\"number\">11.0%</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\">1508</td>\n",
       "        <td class=\"number\">10.2%</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\">175</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\">cattle trough</td>\n",
       "        <td class=\"number\">34</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\">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",
       "</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=\"minifreqtable5665492787776143075\">\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: 58.0%\">\n",
       "            8614\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: 29.6%\">\n",
       "            4396\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: 11.0%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        1630\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: 1.4%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        210\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=\"#freqtable5665492787776143075, #minifreqtable5665492787776143075\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable5665492787776143075\">\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\">8614</td>\n",
       "        <td class=\"number\">58.0%</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\">4396</td>\n",
       "        <td class=\"number\">29.6%</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\">1630</td>\n",
       "        <td class=\"number\">11.0%</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\">175</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\">cattle trough</td>\n",
       "        <td class=\"number\">34</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\">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",
       "</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>10840</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>73.0%</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=\"minifreqtable9021338744877402182\">\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: 5.9%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        877\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",
       "        435\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",
       "        204\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (10837)</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: 89.8%\">\n",
       "            13334\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=\"#freqtable9021338744877402182, #minifreqtable9021338744877402182\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable9021338744877402182\">\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\">877</td>\n",
       "        <td class=\"number\">5.9%</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\">435</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\">204</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\">112</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\">Sokoni</td>\n",
       "        <td class=\"number\">68</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\">Ofisini</td>\n",
       "        <td class=\"number\">67</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\">Kanisani</td>\n",
       "        <td class=\"number\">67</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\">School</td>\n",
       "        <td class=\"number\">52</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\">Bombani</td>\n",
       "        <td class=\"number\">52</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\">48</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 (10830)</td>\n",
       "        <td class=\"number\">12868</td>\n",
       "        <td class=\"number\">86.7%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&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%2BnaQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xl0VPX9//HnZA9rIklAEGRN%2BAlUAglRBCqLpaACIiTKIlhA2cKi2NJSF0Dc9VshoshSNyhBWUoFS1tp0VYISgARjLKTBcgCkSxkn98fISNDIgzM5wohr8c5OUnuvfPKZ%2B69M/PO%2B947Y7Pb7XZERERERCzkcbUHICIiIiLXPxWdIiIiImI5FZ0iIiIiYjkVnSIiIiJiORWdIiIiImI5FZ0iIiIiYjkVnSIiIiJiORWdIiIiImI5FZ0iIiIiYjmvqz0AEZHLkZKSQu/evX9yvre3N3Xq1KF58%2BbceeedjBgxgjp16vyMIxQRkarY9DGYIlKdnF90hoaGViooi4uLOXXqFKmpqQA0btyYd955h5tvvvlnH6uIiPxIRaeIVCvnF53vvfceUVFRVS6XkJDAxIkTyc3NJTw8nJUrV/6cwxQRkQvonE4RuS5FRUXx2GOPAbBz506%2B%2BeabqzwiEZGaTUWniFy37rrrLsfPu3fvvoojERERXUgkItetunXrOn7Oy8tzmvfll1/y/vvvk5iYSHZ2NvXq1aNjx46MHDmS22%2B/vcq8M2fOsHLlSrZs2cKBAwfIzc3F39%2BfZs2a0bNnTx566CHq16/vdJuwsDAA/ve///HCCy/w6aef4uHhQbt27Vi2bBleXl7s3r2bd955h3379nH8%2BHF8fX1p0aIFffr0YdiwYVVeCFVQUMDKlSvZuHEjBw4coLi4mIYNG9K1a1d%2B85vf0Lx5c6flExISeOihh7j11ltZvnw577//PuvWrePo0aN4e3vTrl07Ro4cSZ8%2Bfa5kVYuIXJKKThG5bh09etTxc6NGjRw/v/LKKyxevBiA%2BvXrExoaSnp6Op9%2B%2BimffvopY8eO5YknnnDKOnLkCKNHj%2Bb48eN4eXnRrFkzmjRpQmpqKnv37mXv3r1s2LCB1atXU7t27UpjiY2NZefOnYSGhnLq1CmCg4Px8vLiH//4B9OnT6ekpITAwEBat25NXl4eX3/9Nbt372b9%2BvWsXLnSqfA8ceIEDz/8MIcOHQKgefPm1K5dm4MHDxIfH8%2B6det44YUX6N%2B/f6VxFBcXM27cOLZu3UpgYCCtWrXi8OHDbNu2jW3btvHMM8/w4IMPurfiRUSqYhcRqUaSk5PtoaGh9tDQUPu2bdsuuuxvf/tbe2hoqL1du3b2jIwMu91ut//lL3%2Bxh4aG2iMiIux//etfHcuWlZXZN2zYYO/YsaM9NDTUvmrVKqesESNG2ENDQ%2B3R0dH2kydPOt1u7dq19rZt29pDQ0PtH3zwgdPtKsbavn17%2B/bt2%2B12u91eWlpqP336tL20tNR%2Bxx132ENDQ%2B2LFy%2B2l5SUOG73zTff2G%2B77TZ7aGiofdGiRY7pJSUl9oEDB9pDQ0Ptffv2tX/77beOeTk5OfZZs2Y57vOuXbsc87Zt2%2BYYS8eOHe3r1693zDtz5ox91KhR9tDQUHuXLl3sxcXFF12vIiJXQud0ish1paCggH379vH000%2Bzbt06AEaPHk1QUBBFRUUsWLAAgOeee44BAwY4bmez2ejfv7%2Bjw7lgwQJKSkoAyMrKYv/%2B/QDMnTuXkJAQp9sNGjSILl26APDdd99VOa5%2B/foRGRkJgIeHBwEBAZw6dYqMjAwAoqOj8fT0dCzfrl07pk%2BfTp8%2BfQgICHBM//vf/863336Lr68vixcvpm3bto55derU4dlnn6V79%2B4UFxfzf//3f1WOZcqUKdx7772O3%2BvWreu439nZ2Rw%2BfPgn1q6IyJXT4XURqbYeeuihSy4zdOhQpk6dCpRfxZ6ZmUnt2rV/8g3mBwwYwNy5czl58iT79u3jF7/4BQ0aNGDbtm0UFBTg5%2BdX6TalpaWOw98FBQVV5nbu3LnStMDAQOrXr88PP/zAjBkzmDBhArfeeiseHuX9gOjoaKKjo51us3nzZgB69epF06ZNq/xbDz/8MJ9//jnbt28nJyfH6dxWgJ49e1a6TatWrRw/nzlzpspcERF3qOgUkWrrwjeHt9ls%2BPr6EhAQQFhYGH369KF169aO%2BRXdyuLiYoYPH/6TuZ6enpSVlXHo0CF%2B8YtfOKb7%2Bflx/Phxdu/ezbFjx0hOTubgwYN8%2B%2B235OfnA1BWVlZlZnBwcJV/Z8aMGTz55JNs2bKFLVu2UL9%2BfaKiorjjjju48847nc5FBRxdyHbt2v3k%2BCvmlZaWcvToUdq3b%2B80v2HDhpVuc34xXVpa%2BpPZIiJXSkWniFRbf/zjH3/yzeGrkpOTA0BRURGJiYmXXP78jt%2BhQ4d46aWX2LJli1NhWadOHSIiIkhPTycpKekns6rqkEJ5N/Pmm2/mz3/%2BM1988QU//PAD//jHP/jHP/6BzWbjzjvv5JlnnnEUn7m5uQCVupfnO78Qv/CqfSj/qNCLseszQ0TEAio6RaTG8Pf3B8o7gWvWrHH5dllZWYwYMYKsrCwaN25MdHQ0t9xyCy1btuSmm27CZrPx%2BOOPX7TovJioqCiioqIoKCjgq6%2B%2B4ssvv%2BTzzz9n7969/Pvf/%2Bb48eOsW7cOm83muDK%2BooCuyvnFclVX0ouIXA0qOkWkxmjRogVQ/vZHJSUleHlVfgq02%2B0kJCTQqFEjGjdujI%2BPD6tXryYrK4uAgABWr17NDTfcUOl2J0%2BevOzxFBUVkZycTG5uLrfeeit%2Bfn5069aNbt26MX36dDZs2MBjjz1GUlIS3333HW3btqVly5bs27ePvXv3/mTunj17gPLTDZo1a3bZ4xIRsYKuXheRGiMyMpK6deuSl5f3k53Ov/3tb4waNYp%2B/fpx4sQJoPzz3gEaN25cZcF54MABdu3aBVze%2BZCfffYZ/fv355FHHqGoqKjS/K5duzp%2BrsituAho8%2BbNJCcnV5n73nvvAdCxY0fq1avn8nhERKykolNEaoxatWrxyCOPADBv3jxWr17tdH7mv/71L55%2B%2Bmmg/C2OKrqELVu2BCApKYlNmzY5lrfb7Xz22WeMHTuW4uJiAM6ePevyeHr06EFgYCDZ2dn87ne/Izs72zEvLy%2BPF198EYAbb7yRNm3aAPDrX/%2BasLAwCgsLGTdunNMh/dzcXJ588kn%2B%2B9//4uXlxYwZM1xfOSIiFtPhdRGpUcaNG0dycjKrVq3iD3/4Ay%2B//DI33XQTJ0%2BeJD09HYBOnTrx7LPPOm4zZMgQVqxYwdGjR5kyZQpNmjQhMDCQ48ePk5WVhbe3N126dGH79u2XdZjdx8eH119/nTFjxrBx40Y%2B/fRTmjVrhoeHB8nJyeTn5%2BPv788LL7yAj48PAF5eXixcuJBx48Zx6NAhBg4c6PSJRBVv6zR79mwiIiLMrjwRETeo6BSRGsVmszF37lz69u3LypUr2bVrl%2BPN1jt27Mg999xDTEyMo8iD8qvBP/roIxYvXsy///1vUlJSyMzMpFGjRtx5552MGjWKWrVq0adPH5KSkkhLS6Nx48YujScqKooPP/yQP//5z%2BzYsYMjR47g5eVFo0aN6NatG7/5zW8qZd10002sXr2av/zlL/z973/n4MGDnDhxghtvvJHu3bszfPjwSp%2B9LiJytdnsem8MEREREbGYzukUEREREcup6BQRERERy6noFBERERHLqegUERERqeZOnTrFXXfdRUJCwk8us2XLFu699146duxIv379%2BPe//%2B00f/HixfTo0YOOHTsycuRIDh06ZHSMKjpFREREqrEdO3YQExPDsWPHfnKZI0eOEBsby9SpU/nqq6%2BIjY1l2rRpjrd5W7t2Le%2B//z5Lly4lISGBdu3aMWXKFExeb66iU0RERKSaWrt2LTNmzGD69OmXXC4iIoI%2Bffrg5eVF//79iYyMJD4%2BHoBVq1YxbNgw2rRpg6%2BvL48//jhpaWkX7ZxeLhWdIiIiIldJeno6e/fudfqq%2BKAKV3Tr1o1//vOf9O/f/6LLHThwgNDQUKdprVu3dnyq2YXzvb29ad68udOnnrlLbw4vVbPZzGe2aAH790ObNnD4sJHI4iJr3mbWywtKSsxmentVj7fEtWPBtreIrcz1zzl3mYcHnPfRmCYUl3kazYOavY9C9dlPTW8jsGbbV%2BRWB1a8PF3NPx4/fz5xcXFO0yZPnkxsbKxLtw8ODnZpuby8PPz9/Z2m%2Bfn5kZ%2Bf79J8E6rJLibXhYAA8PQs/36Nu6pPapfDZoNq8vkO1Wao1WTjV5NhlqsmG7%2BaDLNabfvqsk6vppiYGHr16uU0zdVC8nL4%2B/tTUFDgNK2goIDatWu7NN8EFZ0iIiIirvAwf1ZiSEgIISEhxnMvFBoayt69e52mHThwgPbt2wPQpk0b9u/fT8%2BePQEoLi7myJEjlQ7Ju0PndIqIiIhc5wYMGMD27dvZuHEjJSUlbNy4ke3btzNw4EAA7r//fj744AOSkpIoLCzk1VdfJSgoiIiICGNjUKdTRERExBUWdDqtFB4ezuzZsxkwYACtWrXijTfe4JVXXmHWrFk0adKEBQsW0KJFCwCGDBlCTk4OkyZN4tSpU3To0IFFixbh7e1tbDw2u8k3YJLrhxUnDYWHQ2IidOoEO3caibTqQiJvbyguNpxpxUUaFpwwZdUFGlac22XJhUSenlBqNteKC4mqzT4K1WY/tWIfteKCHyu2PVhzIZElj/ureU6rwQLMwYqNeY1Sp1NERETEFdWs03mtUdEpIiIi4goVnW7R2hMRERERy6nTKSIiIuIKdTrdorUnIiIiIpZTp1NERETEFep0ukVFp4iIiIgrVHS6RWtPRERERCynTqeIiIiIK9TpdIvWnoiIiIhYTp1OEREREVeo0%2BkWrb1qKi0tjfDwcNLS0irNW7NmDb169boKoxIREbmOeXiY/6pB1Omspho3bszOnTuv9jBEREREXFKzSuzrSEpKCmFhYaSkpHDw4EFGjhxJeHg49957L/v27bvawxMREbn%2BqNPpFnU6q7mSkhIeffRRevTowZIlSzh27Bjjxo3D4zJ25PT0dDIyMpymBbdoQUhAgNnBtm3r/F1ERERqDBWd1Vx6ejrHjx/nt7/9Lb6%2BvrRp04aHH36Yd9991%2BWM%2BPh44uLinKZNnjqV2KlTTQ%2B33IoVxqK8jSVVkW083GY68Fys2VyLRlmebTrc09NwoDW53hYNs9rso1Bt9lPT%2B6j5bWRtrhWMP%2B6vphrWmTRNRWc1l5iYSGBgIH5%2Bfo5pzZo1u6yMmJiYShceBd97L1xG4eqStm3LC85hwyApyUhkcUKikZwLeXtDcbHhTC%2B72UAofza3m821W/RybsFQsZWVmg2E8oKz1GxucZn5qrPa7KNQbfZTK/bRkhKzeWDNtgfwsqAisORxfzWLWBWdblHRWc1FREQwf/588vLyqF27NgAnTpy4rIyQkBBCQkKcJx4%2BbGqIlSUlgS6CEhERqVFUsldzISEhtGjRgmeffZazZ89y9OhRli1bdrWHJSIicv3RhURuqVn39jrk4eHB22%2B/TXp6Ol27dmXs2LH07t37ag9LRETk%2BqOi0y02u9302RZyXbDipJnwcEhMhE6djB1eLy6yZvetNufLVZNz5UDndJpWbfZRqDb7qc7pNJ953Z3TefPN5jOPHjWfeY3SOZ0iIiIirqhhnUnTtPZERERExHLqdIqIiIi4Qp1Ot6joFBEREXGFik63aO2JiIiIiOXU6RQRERFxhTqdbtHaExERERHLqdMpIiIi4gp1Ot2iolNERETEFSo63aK1JyIiIiKWU6dTRERExBXqdLpFa09ERERELKdOp4iIiIgr1Ol0i4pOEREREVeo6HSL1p6IiIiIWE6dTqlScZHdklxvoDgh0Vyej81YlkN4OCQm4h3VCXbuNJeblmYuC8DLC4KDITMTSkqMxdpuuMFY1o%2BhNvDxwVZcBHZz%2B1ZWrq%2BxLABPTwgIgOwcT0pLzeU2qFdsLszBG2/M5hYWeRvNA8emp6jYZnLTG1cxzuJio7sovhSaC4PygeKDt93sYwmA9GyzeV5e0KABtlNZRp%2BjaNjQXNblUqfTLVp7IiIiImI5dTpFREREXKFOp1tUdIqIiIi4QkWnW7T2RERERMRy6nSKiIiIuEKdTrdo7YmIiIiI5dTpFBEREXHFNdjpzMrK4sknn2T79u14enoyYMAAfve73%2BHl5VzijR07lh07djhNy8/PJyYmhjlz5pCZmckdd9xBrVq1HPMDAwPZvHmzsbGq6BQRERFxxTVYdE6bNo2GDRvy%2Beefk5mZyYQJE3jnnXcYO3as03JLlixx%2Bv2jjz4iLi6OyZMnA7Bnzx6aNGlitMi80LW39kRERETkko4ePcr27dt54okn8Pf3p2nTpkycOJHly5df9HaHDh1i7ty5vPLKK4SEhADlRWf79u0tHa86nSIiIiKusKDTmZ6eTkZGhtO04OBgRzF4Mfv37ycgIICG531KU6tWrUhLS%2BPMmTPUq1evytvNnj2bQYMGERER4Zi2Z88efvjhB%2B655x4yMzPp0KEDv/vd72jduvUV3rPK1OkUERERuUri4%2BMZPHiw01d8fLxLt83Ly8Pf399pWsXv%2Bfn5Vd7mq6%2B%2BYvfu3Y7D6hXq1atH586dee%2B99/jXv/5F8%2BbNefjhh8nJybmCe1U1dTpFREREXGFBpzMmJoZevXo5TQsODnbptrVq1eLs2bNO0yp%2Br127dpW3iY%2BPp1%2B/fpX%2Bxquvvur0%2B%2B9//3tWr17NV199Rc%2BePV0az6Wo6BQRERFxhQVFZ0hIiEuH0qvSpk0bsrOzyczMJCgoCICDBw/SqFEj6tatW2n5kpISPv30U9544w2n6bm5ubzxxhuMGDGCJk2aAFBaWkpJSQl%2Bfn5XNLaq6PC6iIiISDXUvHlzOnfuzHPPPUdubi7JycksXLiQIUOGVLn8d999R2FhIZ06dXKaXqdOHb744gtefPFFcnJyyMvLY%2B7cudx0001O5326S0WniIiIiCs8PMx/uWn%2B/PmUlJTQu3dvoqOj6d69OxMnTgQgPDyc9evXO5ZNTk6mfv36%2BPr6VspZuHAhZWVl9OnTh%2B7du5ORkcHixYvx9vZ2e4wVdHhdREREpJoKCgpi/vz5Vc7buXOn0%2B%2B//vWv%2BfWvf13lsk2aNCEuLs74%2BM6nTufP6MiRIy4vW1paSnJysnWDERERkctzDXY6q5OadW%2Bvos2bNzNmzBiXl58%2BfTrr1q275HIJCQmEhYW5MzQRERFxhYpOt9Sse3sVZWdnY7fbXV7%2B9OnTFo5GRERE5Od1XRSdmzdv5oEHHuD222/n1ltvZcSIERw5coQ1a9YwbNgwXnzxRbp06cJtt93G%2B%2B%2B/z6pVq%2BjZsyedO3fmqaeecuScPn2aJ598km7duhEVFcWjjz7qOCSekpJCWFgYKSkpjuUXLFjAyJEjAVizZg0PPvggzz77LLfddhu33347s2bNori4mISEBJ5%2B%2BmnS0tIIDw/n5MmTF70/s2bN4quvvmLRokWMHz/e8bd%2B%2Bctf0qVLF%2B6//34%2B/fRTp9ssXbqUu%2B66i44dOzJlyhRyc3NNrFoRERGpoE6nW6r9hUQnTpxg6tSpvP766/Tq1YvTp08zefJk3njjDW6//XZ27NjBr371K7Zt28bKlSt59tln6devHxs3buTAgQPExMRw7733EhkZyZQpU/Dw8GDt2rXUrVuX119/ndGjR/Pxxx%2B7NJbExER69OjB559/zrfffsuoUaPo2rUrd999N7NnzyYuLo7NmzdfMmfevHkcO3aMLl26EBsby7Zt24iPj2fNmjUEBwcTHx/PrFmz6NGjh%2BM2qampfPzxx2RnZzN06FCWL1/Oo48%2B6tK4q/oIrsDAYIKDr%2Bx9w35W4eHmM9u2df5uipfhh1tFnulcm81s3vmZhrM9PY3GOfJM51YX1WjTG2fdOA0HWrlCTT%2BX1PQHlFRS7YvOG264gQ0bNtCsWTNyc3M5ceIEgYGBjm5irVq1GDVqFDabjW7dulFaWsqYMWPw9/enQ4cOhISEkJqaSqNGjdi%2BfTsbNmxwvEv/jBkz%2BNvf/saWLVu49dZbLzkWPz8/xo8fj81m4xe/%2BAVhYWEcPnzY7fvo6%2BvLDz/84OjQDh06lJiYGGznPenExsbi6%2BtLw4YNiYyM5NixYy7nx8fHV7pibdKkyUyZEuv22Kti8N0XIDHRYNgFVqywLtukwMCrPQLXGd34EOBjNM6hivdUdpPZ%2B/1jrNlci1YnYHyoljE/TovWqhUrtEED85kAAQHW5F4NNawzaVq1Lzq9vb35%2BOOPWblyJTabjdDQUHJzc/E69x9bQECAozjzOLez1KtXz3F7Dw8PysrKyMzMBKBp06aOeZ6entx4442kpqa6VHQ2aNDAqRD09va%2BrPM4f0p4eDgLFizg/fffZ8mSJfj5%2BTFy5EgmTJjgWCbwvMLD29ub0tJSl/Or%2BgiuwMBgiovdHnol3t4YzfWO6nTphS5X27blBeewYZCUZC530yZzWVDelQgMhNOnoaTEXG79%2BuayKthsP258A4%2BJCtn5Zl/QPT3LC86cHLiMh9AlBdSuBg8moMhuvpCxaNMbZ9U4fSgyFwbWrlCDn7ENlD%2BgAgIgO9vsA8qq4tgVKjrdUu2Lzk8%2B%2BYQPPviAv/zlL9x8880AzJ07l%2B%2B//x7AqQi8mIqPfTp27Bht2rQByt%2B2KC0tjeDgYDzPHR4oPu9J/ue62CctLY0GDRqwdOlSioqK2Lp1K5MnT6Zdu3b4%2B/u7nV/VR3BZUXBa4oL3IDMqKclsvsnC8MJck9lWVgZ2u9F8k69jF%2BZalX0tq0ab3jLmx2nRnbZihVr1HFVaal22VCvVvmTPycnBw8MDPz8/7HY7n332GevWrXMqDl0REhLCL3/5S5599lkyMjIoKCjglVdeobS0lJ49e9KgQQPq16/Phg0bsNvt7N27l7///e8u5/v6%2BnL27FlKXHzg%2Bfj4kHPuv849e/YwduxYkpKS8PHxocG5//ICq9NhVRERkepOFxK5pdp3Ou%2B77z527NjB3XffjaenJy1btmTUqFEsX778sgvPl156iVdeeYX77ruP/Px8OnbsyLvvvkvAufNR5s6dy/z581m6dCnt27cnOjqaHTt2uJQdGRlJgwYNiIyMZOXKlZd8b81BgwbxzDPP8M0337BixQqOHDnChAkTOH36NA0aNOAPf/gDt956KwkJCZd1H0VEROQK1bAi0TSb3cRJh3LdserwuvFzOn0suIIzPLz8AqVOncweXk9LM5cF5ed0BgdDRobZQ1c33GAuq4LNBj4%2BUFRk9JBgVm7lzw92h2WnoNWrHud0FpZZc06nBZveOKvG6UuhuTCwdoVmZ5vN8/IqP/8yK8vsc1TDhuayLtf995vPXL3afOY1qtp3OkVERER%2BFup0ukVF51UwePDgi76V0uLFi4mIiPgZRyQiIiJiLRWdV8GaNWuu9hBERETkcqnT6RYVnSIiIiKuUNHpFq09EREREbGcOp0iIiIirlCn0y1aeyIiIiJiOXU6RURERFyhTqdbVHSKiIiIuEJFp1u09kRERETEcup0ioiIiLhCnU63aO2JiIiIiOXU6RQRERFxhTqdblHRKSIiIuIKFZ1u0doTEREREcup0ylV8vayW5RsM5udlmYuq4LXuYfFpk1QUmIut3Fjc1kA4eGQmAh9%2B8LOneZyk5LMZVXw9YXmzcu3V2GhudgmYcay4Mcmho8PlJVZEGya4dzvLdj0fn7Qpg0cPQoFBeZybTZzWVA%2Bztat4dgxs%2BNsX9vwc5SPDzRpAhkZUFRkNnvmTLN5LVrACy/Ayy/D4cPmcuPjzWVdLnU63aK1JyIiIiKWU6dTRERExBXqdLpFRaeIiIiIK1R0ukVrT0REREQsp06niIiIiCvU6XSL1p6IiIiIWE6dThERERFXqNPpFhWdIiIiIq5Q0ekWrT0RERERsZw6nSIiIiKuUKfTLVp7IiIiImI5dTpFREREXKFOp1tUdIqIiIi4QkWnW7T2RERERMRy6nSKiIiIuEKdTrdo7V1nSktLSU5OvtrDEBEREXGiotOAlJQUwsLCSElJuaLbP/XUUzz11FMuLTty5EgWLFjwk/OnT5/OunXrrmgcIiIichEeHua/3JSVlcXEiROJiIggKiqKefPmUVJSUuWyY8eOpUOHDoSHhzu%2BPvvsM6C8afXiiy/StWtXwsPDmTBhAunp6W6P73w6vH4NmDNnjrGs06dPG8sSERGR81yDh9enTZtGw4YN%2Bfzzz8nMzGTChAm88847jB07ttKy33zzDUuXLqVLly6V5r355pv873//Y/Xq1dStW5cnn3ySP/7xj7z99tvGxnrtrT0D9u3bx4MPPkh4eDgDBw7kzTffpFevXqxZs4bo6GieeuopOnXqRLdu3Vi4cCF2ux2AL7/8ksGDBxMREcFdd9110f8WqvK3v/2Nfv360bFjR0aPHs3Jkycd87744guGDBlCREQEd999N%2BvXr3fMmzlzJjNnznT8/t5779GzZ0%2BioqKYPn06sbGxTt3No0eP8pvf/IbIyEh69%2B7N3//%2BdwBmzZrFV199xaJFixg/fvwVrz8RERG59h09epTt27fzxBNP4O/vT9OmTZk4cSLLly%2BvtGxycjI//PADt9xyS5VZH374IePGjePGG2%2BkTp06zJo1i88%2B%2B8zoKXvXXaczNzeXsWPHEhMTw7vvvsvhw4cZP348NpsNgN27dxMeHs7WrVv5/vvvGTt2LMHBwQwdOpTf/va3TJkyhfvuu4%2BUlBQefPBBIiIi6Nu3r0t/e%2B/evaxatYqysjJGjx7NG2%2B8wZw5c0hKSmLChAm8/PLL9O7dm927dzNx4kQCAwPp3r27U8aGDRuIi4vjrbfeokOHDqxatYo5c%2BYQGhrqWOZ///sfS5Ys4f/9v//Hm2%2B%2Bye9//3t69%2B7NvHnzOHbsGF26dCE2NtbldZaenk5GRobTtOCgIEJCQlzOuGq8LNiFKzJNZ4eHm81r29b5uym%2BvmbzAHx8nL8bYrrpcO5pApvtmmxoWM48egI0AAAgAElEQVTPz3xmxe5kereq2FamWDVO0/s83t7O301q0cJsXuPGzt%2BvBxY8MVT5Ghwc7NJr8P79%2BwkICKBhw4aOaa1atSItLY0zZ85Qr149x/Q9e/ZQu3Ztpk%2Bfzp49ewgKCmL06NEMGTKEnJwcTpw44VRrBAUFUb9%2Bfb777juaNm1q4J5eh0Xn5s2b8fT0JDY2Fg8PD8LCwhg7dixLly4FICAggBkzZuDt7U2HDh2IiYlh/fr1DB06FF9fXz755BMCAgKIjIxky5YteFzGDjZ%2B/Hjq1q0LQPfu3fn6668BWLlyJb179%2BZXv/oVAJ06dSI6Oprly5dXKjo/%2BugjYmJi6NSpEwDDhw9n7dq1Tsv079%2Bfdu3aOX6eP38%2BWVlZNGrU6ArWGMTHxxMXF%2Bc0bfKkScROmXJFeZdk8tUiONhc1oUCA83mJSaazauwYoU1uVYw/OJTy2jaj/z9TSd6mg48F2s2t00bo3FOmjWzLtskQ6%2Bt52liOrCcFU2BF14wnwlg1WvJdaLK1%2BDJk11qHuXl5eF/wRNWxe/5%2BflORWdRUREdO3Zk%2BvTptGnThoSEBGJjY6lduzbh55oitWo5P6v6%2BfmRl5d3RferKtdd0XnixAkaN27sVCyeX6E3adIE7/P%2BQ7zxxhvZtGkTAO%2B%2B%2By4LFixg9uzZZGRk0L17d5555hmXi7mAgADHz97e3pSWlgKQmprKtm3biIiIcMwvLS2lWRXPwsePH6/UWb3wP4wL/w5wWacBXCgmJoZevXo5TQsOCoJzpx0YZbOZzc3MNJdVwcurvOA8fRrcWK%2BVuNgxd1nbtuUF57BhkJRkLnfNGnNZFXx8ygvOtDQoKjIWmx/S3FgWlO%2Be/v5w9qzZ3bSWb6m5sAqenlBqNnf/IfPFsa9vecF57BgUFprLtaLT2bQpJCebHWdr/1RzYVDe4QwJgfR0KC42m32Ri1SvSOPG5QXn/Pnlj31TrCqOXWFBp7PK12AXGyq1atXi7NmzTtMqfq9du7bT9EGDBjFo0CDH7926dWPQoEF88skndO3a1em2FQoKCirluOO6KzobN25MWloadrvdcUg97bydPT093WleSkoKjRs3prCwkAMHDvDMM8/g5eXF4cOH%2BeMf/8hzzz3H/Pnz3RpTo0aNuO%2B%2B%2B5wuGKoYx4WaNGniNN6K8bds2dKtMVxMSEhI5Ta%2BFQWnFUwWhVVlm8zfudNc1vmSksxmm3zFvVBRkdH8sjJjUcCPryd2u/ns6qCgwLrswkKz%2BaaLzgqmx4mnuX%2BynBQXG/0HDoDDh83mVUhLsy7752ZB0Vnla7CL2rRpQ3Z2NpmZmQQFBQFw8OBBGjVq5DjyWuGjjz6idu3a9OvXzzGtqKgIX19f6tevT8OGDTlw4IDjEHtGRgbZ2dlOh9zddd2dtdSrVy/sdjtvvfUWRUVFHDp0yHFoHcpX4ttvv01xcTFff/01H374IUOHDsVms/HYY4%2BxbNkySkpKCA4OxsvLi0ADh1iHDBnCxx9/zH//%2B1/Kyso4cuQII0aMYNmyZZWWjY6OZtWqVXz99deUlJSwevVqdu3a5fLf8vHxIScnx%2B0xi4iIyLWtefPmdO7cmeeee47c3FySk5NZuHAhQ4YMqbRsbm4uc%2BfOZd%2B%2BfZSVlfGf//yHjz/%2BmJiYGAAGDx7Mm2%2B%2BSXJyMrm5uTz33HN06dKlyqOyV%2Bq663TWqlWLhQsXMmfOHBYtWkTz5s2544472Lp1K1Desk5JSaFbt27Url2bqVOn0r9/f6D87QJefPFFFi1ahKenJz169GDGjBluj%2BnWW2/ltdde47XXXmPq1Kn4%2B/tzzz338Nhjj1Vatm/fvhw7doyJEydSVFREjx49aN%2B%2BvdMpARczaNAgnnnmGb755htWVKdz/URERK511%2BAVhvPnz2fOnDn07t0bDw8PBg0axMSJEwEIDw9n9uzZDBgwgFGjRpGfn8/kyZPJysqiadOmvPjii45T/yZNmkRJSQnDhw8nLy%2BPqKgo/vSnPxkdq81e1THeauz06dMcOnSIzp07O6a9//77bNiwgejoaOLi4ti8efNVHOHFJSUlUbduXZo0%2BfHk88GDB/PAAw8QHR398w3Eqt3C9DmdJ06Yy6rg5VV%2BgVJGhtnD66av4AwPL784qVMns4fXTZ4fWsHXF5o3hyNHjB5ez20SZiwLyl9PatWC/Hyzh9fr%2BFePczr37DN/TqefX/kFSvv3X9uH1/38oHVrOHDA7Djb1zZ8WNnHB5o0gdRU84fXz3vrPiNatCg//3LmTLOH1%2BPjzWVdrnnzzGfOmmU%2B8xp17ZXsbiotLWXUqFFs2bIFKD9nc8WKFfTs2fMqj8w127ZtY/z48WRkZGC329m4cSMHDhzg9ttvv9pDExERqdmuwU8kqk6uu8PrQUFB/OlPf%2BKVV15h2rRp1KtXj/vuu48xY8Y4vSH75YiKiqLoIv9RbtiwgcaGulgjRowgNTWV%2B%2B67j7y8PFq2bMmbb75p7D2yRERE5ArVsCLRtOuu6ATo06cPffr0qTR98ODBDB48%2BLLzEhISTAzLJV5eXsyaNYtZNajdLiIiIte/67LoFBERETFOnU63qOgUERERcYWKTrdo7YmIiIiI5dTpFBEREXGFOp1u0doTEREREcup0ykiIiLiCnU63aKiU0RERMQVKjrdorUnIiIiIpZTp1NERETEFep0ukVrT0REREQsp06niIiIiCvU6XSLik4RERERV6jodIuKTqmSHZsluTbD2bYbbjCW9WPoufHVrw92u7ncpCRzWQC%2BvuXf16yBwkJzuW3bmsuqEB4OiYkweDDs3GksdumfDG4fIDgYhg2DdesgI8Nc7tTxJebCoHwf9fSE0lKj%2B2iHUMPjhHOPJx/a3Fxk9vF05Ii5LAAvX6A5rb2OgLfBx1OtAHNZAF7nXrb9/H782ZQ%2BfczmNWhQ/r1LF2jVymy2VEsqOkVERERcoU6nW7T2RERERMRy6nSKiIiIuEKdTreo6BQRERFxhYpOt2jtiYiIiIjl1OkUERERcYU6nW7R2hMRERERy6nTKSIiIuIKdTrdoqJTRERExBUqOt2itSciIiIillOnU0RERMQV6nS6RWtPRERERCynTqeIiIiIK9TpdIuKThERERFXqOh0i9aeiIiIiFhORedVcuTIkas9BBEREbkcHh7mv2qQmnVvq5CSkkJYWBgpKSmW/p2xY8fy1ltvAbB582bGjBlzxVlr1qyhV69epoYmIiIiYjmd0/kzWbJkiePn7Oxs7Hb7VRyNiIiIXLYa1pk0TWvvPKmpqUybNo3bb7%2BdO%2B64g8cff5z09HQAEhIS6NWrF2%2B%2B%2BSbdu3enS5cuxMbGkpub67j9e%2B%2B9R8%2BePYmKimL69OnExsayYMECAEaOHMmCBQtISEjg6aefJi0tjfDwcE6ePOmYV%2BHC7uvBgwcZOXIk4eHh3Hvvvezbt89p3Hv37mXkyJFERkbyq1/9infeeUdFrYiIiGk6vO4WdTrPKSkp4dFHH6V9%2B/b84x//wG63M3v2bMaPH8%2BqVauA8qL05MmT/POf/%2BTkyZMMHz6cFStW8Mgjj7Bhwwbi4uJ466236NChA6tWrWLOnDmEhoY6/Z2oqChmz55NXFwcmzdvvuS4iouLefTRR%2BnRowdLlizh2LFjjBs3Do9zO%2BrJkycZNWoU06dPZ9myZRw9epSJEyfi5%2BfHAw884NJ9T09PJyMjw2laUFAwISEhLt3%2BqrLZrMs0ne3razbPx8f5uynh4WbzANq2df5uSHCw0TgCA52/G2N6X7JqH7VCTX88eRl%2BmfX0dP5uUoMGZvMCApy/S42novOcr776iuTkZFavXk2dOnUAmD17Nl26dOGbb75xLDdp0iT8/Py4%2BeabiYqK4vDhwwB89NFHxMTE0KlTJwCGDx/O2rVr3R7Xzp07OX78OL/97W/x9fWlTZs2PPzww7z77rsArF%2B/nlatWjF8%2BHAAWrduzZgxY/jggw9cLjrj4%2BOJi4tzmjZp0mSmTIl1e/xVMfraY/oF4nze3mbzmjc3m1ehcWOzeYmJZvPOt2KF0bhhRtN%2B1K%2Bf6USL9lPT%2B6iVaurjySpWFHKDB5vPBLierkGoYZ1J01R0npOVlUVgYKCj4ASoU6cOAQEBpKamEhQUBEDwea0Vb29vx2Hs48eP07dvX6fMpk2buj2ukydPEhgYiJ%2Bfn2Nas2bNHD%2Bnpqayd%2B9eIiIiHNPKysrwvIz/gmNiYipdmBQUFIwVR%2BhtNozm2oqLzIU5Qm3lL5DFxWYHm5ZmLgvKC%2B7GjctziwyuByteeNq2LS84hw2DpCRjsStmmC2QAwPLC85PPoHTp83lDhtieD%2B1ah%2B1Qk1/PNWtay4LyjucAQGQnQ2lpWazt2wxmxcQUF5wbt5cPl5TrCqOxXIqOs/p0qULr7/%2BOrm5uY7CMycnh9OnTxMcHHzJcySbNGlC2gVPgmlpabRs2fKSf9vDw4Pi4mLH76fPe7W78cYbOXXqFHl5edSuXRuAEydOOOY3atSIqKgoli5d6nT7vLy8S/7dCiEhIZUOpV/rr2MOVg7UbjebX1hoLut8RUVms3fuNJd1oaQko/kXnBVizOnThrOt2k9N76NWqqmPJ39/c1nnKy2FkhKzmVlZZvMqZGdbl/1zU6fTLVp759xwww20bt2ap59%2BmpycHHJycnjmmWdo1qyZ45D5xURHR7Nq1Sq%2B/vprSkpKWL16Nbt27apyWV9fX86ePUvJuSeMVq1a8fnnn3PmzBlycnJYvHixY9nw8HBatGjBs88%2By9mzZzl69CjLli1zzL/33nvZtWsX69evp6SkhPT0dMaPH88LL7zg5hoRERERJ7qQyC01695ehKenJ4sWLaKkpIS%2BffvSs2dPiouL%2BfOf/4yXCyeC9%2B3blzFjxjBx4kS6du3K1q1bad%2B%2BPd5VnMcUGRlJgwYNiIyM5LvvvuPRRx%2BlQYMG9O7dm4EDBzod6vb09OTtt98mPT2drl27MnbsWHr37u2Y36RJE5YsWUJ8fDxdu3Zl4MCBtGzZUkWniIiIXFNsdr23jhFJSUnUrVuXJk2aOKYNHjyYBx54gOjo6Ks4sitj1V5h/JzOIgsOsdls5ed3FRWZHazpT6Hy9S2/mOLIEbOHAw1fYQ6UXxGfmAidOhk9vP76n8zuqMHB5aedrlhh9vD61PGG91Or9lEr1PTHk%2BkLfry8yq8yz8oyf3h9/XqzeQ0alJ9/uWaN2cPr48aZy7pcmzaZz7zgepDrmTqdhmzbto3x48eTkZGB3W5n48aNHDhwgNtvv/1qD01ERETkqtOFRIaMGDGC1NRU7rvvPvLy8mjZsiVvvvmmkSvYRURE5BpwDZ6DmZWVxZNPPsn27dvx9PRkwIAB/O53v6vy1MC//OUvvPPOO6SnpxMSEsJDDz3keMvFsrIyOnfujN1ux3beexv%2B73//o1atWkbGqqLTEC8vL2bNmsWsWbOu9lBERETECtdg0Tlt2jQaNmzI559/TmZmJhMmTOCdd95h7NixTsv961//4rXXXmPx4sXceuut7Nq1i0ceeYSgoCD69u3LgQMHKC4uJjExER%2BL3gP72lt7IiIiInJJR48eZfv27TzxxBP4%2B/vTtGlTJk6cyPLlyyste/LkScaNG0fHjh2x2WyEh4cTFRXFl19%2BCcCePXsICwuzrOAEdTpFREREXGNBp7Oqj6IODnbto6j3799PQEAADRs2dExr1aoVaWlpnDlzhnr16jmmVxxGr5CVlcWXX37J73//e6C86CwsLOT%2B%2B%2B8nNTWVVq1a8fjjj7v0tpGuUtEpIiIi4goLis6qPop68uTJxMZe%2BqOo8/Ly8L/gAwgqfs/Pz3cqOs%2BXkZHBo48%2BSvv27bnnnnsA8PPz4xe/%2BAVTp06lfv36LF%2B%2BnDFjxrB%2B/Xpj16eo6BQRERG5Sqr6KOrzP3L7YmrVqsXZs2edplX8XvEphhfatWsXU6dOJSIigueff95xwdHMmTOdlhszZgxr1qxhy5YtjBgxwqXxXIqKThERERFXWNDprOqjqF3Vpk0bsrOzyczMJCgoCICDBw/SqFEj6tatW2n5jz76iGeffZYpU6bwm9/8xmne//3f/9G3b19uueUWx7SioiJ8fX2vaGxV0YVEIiIiItVQ8%2BbN6dy5M8899xy5ubkkJyezcOFChgwZUmnZTZs28cwzz7BgwYJKBSfA999/z7x588jIyKCoqIi4uDhyc3O56667jI1XRaeIiIiIK67Bz16fP38%2BJSUl9O7dm%2BjoaLp3787EiRMBCA8PZ/25T5qKi4ujtLSUKVOmEB4e7vh66qmnAHj%2B%2Bedp1qwZAwcOJCoqiu3bt/PnP/%2BZAIOfqqXD6yIiIiKuuAbfpzMoKIj58%2BdXOW/neR87/Le//e2iOQEBATz//PNGx3aha2/tiYiIiMh1R51OEREREVdcg53O6kRrT0REREQsp06niIiIiCvU6XSLik4RERERV6jodIvNbrfbr/Yg5BpUWmpNrqen0eysbE9jWRU8PSEgALKzza4Gg%2B%2BvC5Q/99WqBfn5UFZmLnfpUnNZFYKDYdgwWLECLviIYbdMnWYzFwYQHg6JidCpE5x31afbTG6gCjYbGH763pFoeH0C/v5wyy2wbx9c8MEp1xSrxtm%2BvbksKN/sPj5QVGR88/PFF2bz6tSByEj48kvIzTWX27OnuazLtmOH%2BczOnc1nXqPU6RQRERFxhTqdbtHaExERERHLqdMpIiIi4gp1Ot2iolNERETEFSo63aK1JyIiIiKWU6dTRERExBXqdLpFa09ERERELKdOp4iIiIgr1Ol0i4pOEREREVeo6HSL1p6IiIiIWE6dThERERFXqNPpFq09EREREbGcOp0iIiIirlCn0y0qOkVERERcoaLTLVp7FsrJyeHUqVOXPU9ERETkeqOi8zKlpKQQFhZGSkrKJZe966672L9/PwDr16/n7rvvrnLelQgLCyMhIeGKby8iIiKXycPD/FcNUrPu7c/s9OnTjp8HDBjAhg0bqpwnIiIicr1T0emGxMREHnroIbp160aHDh0YPHgwu3btAqBv374AjBs3jsWLF7NmzRp69ep1yXkVRo4cyYIFCwAoLi7m%2BeefJyoqittuu40lS5Y4LZubm8ucOXP45S9/ye2338706dPJzMy09L6LiIjUOOp0uqVm3VuDCgsLmTBhAn379uWzzz4jISGBZs2a8dJLLwGwadMmABYvXsy4ceOcbnuxeVVZuHAh//nPf/joo4/YvHkz33//vdP8P/zhDxw9epQ1a9bwr3/9izp16jB58mTsdruJuyoiIiKgotNNunr9Cnl7exMfH8/NN99MYWEhqampBAQEsGfPHuN/669//Svjx4%2BnadOmAPzxj39k/fr1AGRlZbFp0yY%2B%2BeQTGjRoAJQXoREREezdu5f27dtfMj89PZ2MjAynacENGhASHGz4npjn6Wldpuls088tNtuP301mW7HZAwOdvxsTHm42r21b5%2B81jL%2B/%2BUw/P%2Bfv1yqrxlnxODWdZzoXoE4ds3m1ajl/F1HReYU8PDzYunUr48aNIz8/n9atW%2BPl5WVJdzE9PZ0bb7zR8Xu9evWoX78%2BAKmpqQBER0c73cbT05OUlBSXis74%2BHji4uKcpk2eNInYKVPcHXrVDFZzAQHGoiqpW9e6bJNMFwrDhpnNO1%2B/foYDhyUaDjxnxQprck0zXHnccovROCctW1qXbVJ1Gae3t/nMyEjzmQDt2lmTe1XUsM6kaSo6r1BWVhZz585l5cqVjsJu2bJlHD58%2BLKzPDw8KCoqcpp2/oVGjRo1Ijk52fF7fn4%2BOTk5ADRs2BCATz75hODzWlQHDhxwdEYvJSYmptI5pcENGkBp6eXdEVd4ehrNzc4x3%2Br09CwvOHNyzK4CHx9zWVBeb/j7w9mzYPJ/nXXrzGVVCAwsLzg/%2BQRMXkM37JVO5sKgvMO5YkV55Z2UZC53xw5zWRVsNrMbHtj3rfn2mZ9feSF36BAUFBiPN8aqcbZubS4Lyje7tzcUFxvf/OzebTavVq3ygnPvXsjPN5drVXEs1lPReYWSkpLw8PDA79yxmF27dvHee%2B9RUlLiWMbHx8dRHF7o/HmtWrUiMzOTbdu2ERUVxfr16zl48KBj2aFDh7JkyRKioqK46aabeOGFFyg9Vw01bNiQO%2B%2B8k3nz5vH0009Tp04dlixZwqJFi/jnP//pVIj%2BlJCQEEJCQpwnWlFwWsDKYZaWms0vKzOXBT/%2Bw223m82%2B4EwLo06fNpy/c6fBsPMkJVmXfQ07e9a67IICa/NNMT1Oq06tt9vNZ%2Bfmms2rkJ9vXfbPTp1Ot6jovEJdu3Zl2LBhDB8%2BnLKyMm666SZGjhzJq6%2B%2BSmZmJkFBQcTExPD4448zevRobr75Zqfbnz9v%2BvTpTJgwgZkzZ5KXl0efPn0cV7hD%2BVXuZ8%2BeZcSIEZSUlBAdHU3AeceVX3rpJV599VUGDRpEbm4ubdq0YcmSJS4VnCIiIuIiFZ1usdl1ibNUxaoWouHD61nZ1hxeDwiA7Gyzq8HX11wWlD/31apV3kUw2elcutRcVoXg4PIj1itWmO10Tp1m%2BHBweDgkJkKnTmY7nabb3GDJ4fUdieYPr/v7l58rum/ftd3ptGqcLpxWf1lstvJTdYqKzHc6v/jCbF6dOuWHwr/80myns2dPc1mXzYpDQTWoQaROp4iIiIgr1Ol0i9aeiIiIiFhOnU4RERERV6jT6RYVnSIiIiKuUNHpFq09EREREbGcOp0iIiIirlCn0y0qOkVERERcoaLTLVp7IiIiImI5dTpFREREXKFOp1u09kRERETEcup0ioiIiLhCnU63qOgUERERcYWKTrdo7YmIiIhUU1lZWUycOJGIiAiioqKYN28eJSUlVS67ZcsW7r33Xjp27Ei/fv3497//7TR/8eLF9OjRg44dOzJy5EgOHTpkdKwqOkVERERc4eFh/stN06ZNo1atWnz%2B%2Bed89NFHbN26lXfeeafSckeOHCE2NpapU6fy1VdfERsby7Rp0zh58iQAa9eu5f3332fp0qUkJCTQrl07pkyZgt1ud3uMFVR0ioiIiFRDR48eZfv27TzxxBP4%2B/vTtGlTJk6cyPLlyystu3btWiIiIujTpw9eXl7079%2BfyMhI4uPjAVi1ahXDhg2jTZs2%2BPr68vjjj5OWlkZCQoKx8eqcThERERFXWHBOZ3p6OhkZGU7TgoODCQkJueRt9%2B/fT0BAAA0bNnRMa9WqFWlpaZw5c4Z69eo5ph84cIDQ0FCn27du3ZqkpCTH/HHjxjnmeXt707x5c5KSkrjtttuu6L5dSEWnVKm4zNOSXG9Ps9kN6hUby3LmTUBtw9mWnIDuSS3fUqOJU8dXfS6QW2w2wIdhQ4rA4KEappSZyzrfjh1m80xv%2B/BwSEyEzp1h505jse0LDG6bc2y28u%2BtW5vd9F4WvXqFhZnN8/Qwv07Bho%2B3%2BdyetxWYDbTZAD8iOxSY3fj4G8y6PHZsxjPj4%2BOJi4tzmjZ58mRiY2Mvedu8vDz8/Z3XR8Xv%2Bfn5TkVnVcv6%2BfmRn5/v0nwTVHSKiIiIXCUxMTH06tXLaVpwcLBLt61VqxZnz551mlbxe%2B3atZ2m%2B/v7U1Dg/I9FQUGBY7lLzTdBRaeIiIiIC8osOLgSEhLi0qH0qrRp04bs7GwyMzMJCgoC4ODBgzRq1Ii6des6LRsaGsrevXudph04cID27ds7svbv30/Pnj0BKC4u5siRI5UOybtDFxKJiIiIVEPNmzenc%2BfOPPfcc%2BTm5pKcnMzChQsZMmRIpWUHDBjA9u3b2bhxIyUlJWzcuJHt27czcOBAAO6//34%2B%2BOADkpKSKCws5NVXXyUoKIiIiAhj41XRKSIiIuKCsjLzX%2B6aP38%2BJSUl9O7dm%2BjoaLp3787EiRMBCA8PZ/369UD5BUZvvPEGixYtIjIykoULF7JgwQJatGgBwJAhQxg9ejSTJk3itttuY9%2B%2BfSxatAhvb2/3B3mOzW7yDZjkulFs0fU53t5ms72pJgMFay4k8vSEUrMXEvETbyrsFpsNfHygyPCFRD4%2B5rIq2GyGL3rAuguJOnUyeiFRoUUXElmx6a24kMiKh5MlFxJZsY8CFFhwIZGfX3muyfH6X70LiQoLzWf6%2BprPvFap0ykiIiIiltOFRCIiIiIusOJCoppEnU4RERERsZw6nSIiIiIuUKfTPSo6RURERFygotM9OrwuIiIiIpZTp1NERETEBep0ukedThERERGxnDqdIiIiIi5Qp9M9KjpFREREXKCi0z06vF4N5eTkcOrUqas9DBERERGXqej8maSlpREeHk5aWprbWXfddRf79%2B83MCoRERFxVVmZ%2Ba%2BaRIfXfyaNGzdm586dRrJOnz5tJEdERETk51LtOp0pKSmEhYXx4Ycf0qtXLzp37szDDz/MiRMnWLNmDb169XJafuTIkSxYsACAmTNnMmfOHB599FHCw8O566672Lp1K3PnziUyMpI77riDDz/80KVxrFmzhujoaJ566ik6depEt27dWLhwIXa73fF3Z86cSc%2BePbnzzjv57rvvCAsLIyUlhddff50HHnjAKe/ll1/mkUceASAxMZGHHnqIbt260aFDBwYPHsyuXbsA6Nu3LwDjxo1j8eLFAHzxxRcMGTKEiIgI7r77btavX3%2BFa1dERER%2Bijqd7qm2nc7//Oc/rFu3jqKiIh5%2B%2BGEWLlxIx44dL3m71atXs3TpUt58802eeOIJxowZw%2B9//3u2bt3KihUrmDNnDgMHDsTHx%2BeSWbt37yY8PJytW7fy/fffM3bsWIKDgxk6dChQXgx%2B%2BOGH%2BPv7c%2BbMGcfthgwZwltvvcWRI0do3rw5paWlrF%2B/nieffJKCggImTJjAlClTePDBBykoKOAPf/gDL730EitWrGDTpk2EhYWxePFioqKiSEpKYsKECbz88sv07t2b3bt3M3HiRAIDA68y%2BtAAACAASURBVOnevbtL6zI9PZ2MjAynaYGBwQQHh7h0e7nO2GzWZVqRXR2Eh5vNa9vW%2Bbsh2vQ1nOmNdB1u/JpWJJpWbYvOcePGUa9ePQB69erFzp07XSo6b7vtNiIiIhw/b9myhZEjRwLQs2dP5s2bR2ZmJo0bN75kVkBAADNmzMDb25sOHToQExPD%2BvXrHUVnjx49aNiwIYBT0dmkSRO6du3KunXrmDZtGv/9738pLS2lZ8%2BeeHh4EB8fz80330xhYSGpqakEBASwZ8%2BeKsewcuVKevfuza9%2B9SsAOnXqRHR0NMuXL3e56IyPjycuLs5p2qRJk5kyJdal218ub2%2BjaSbDLoi2MNskT89rO%2B981WWdmn6RTEw0m1dhxQqjcZf%2BV/vKVZdNb373t6jgsqKQ8/Mznwng62tNrlQ71bboDAoKcvzs5eXlOKx9KQEBAY6fPT09HYUrgO3cg7jMxX9lmjRpgvd5z6Q33ngjmzZtcvweEvLTncKhQ4fy0ksvMXXqVNauXcvAgQMdWQkJCYwbN478/Hxat2590fuXmprKtm3bHIU0QGlpKc2aNXPpPgDExMRUOi0hMDCY4mKXI1zm7Y3RXG8sGCSYHyiAhwVns3h6Qmmp2UzTeVD%2BAlmxTl18rLrEikrGZjM7RoDOnc3mtW1bXnAOGwZJScZii7aZL46t2vRW/G9kxcPJ08PwvgTW7KMAhYVm82y28oKzsNDseK0qjl2gTqd7qm3RWRUPDw%2BKioqcpl140Y3N4H%2BH6enp2O12R2ZKSopTh/Rif6t3797Mnj2bzz77jM2bN7N27Vqg/JD93LlzWblyJe3btwdg2bJlHD58uMqcRo0acd999zFnzpxK43JVSEhIpQLZioJTqgkrXszOz7Yy/1pl6CLCSpKSjGZr09dwVm0gbXw5p9pdSHQxrVq1IjMzk23btmG32/nrX//KwYMHLft7GRkZvP322xQXF/P111/z4YcfOg6tX4q3tzeDBg1i9uzZtGvXjlatWgHl78Hp4eGB37n/5Hbt2sV7773nVEz7%2BPiQk5MDlJ8f%2BvHHH/Pf//6XsrIyjhw5wogRI1i2bJnheysiIlKz6UIi91xXnc4OHTowYcIEZs6cSV5eHn369HFc7W2F4OBgUlJS6NatG7Vr12bq1Kn079/f5dsPHTqUZcuWMWnSJMe0O%2B64g2HDhjF8%2BHDKysq46aabGDlyJK%2B%2B%2BiqZmZkEBQURExPD448/zujRo5k%2BfTqvvfYar732GlOnTsXf35977rmHxx57zIq7LCIiUmPVtCLRNJv9co7DisOaNWuIi4tj8%2BbNV3solrDq8LrO6TTMipPQSkrM5kH5uV0%2BPlBUZPYwmwvvMnHZrDhfzvS2Dw8vvzipUyejh9cLC8y/HFi16b0saJnU%2BHM6CwrM5tls5edfFhSYHa%2B///9n7%2B7ja67/P44/zq5HNGYYk6tQQmYu6/trmZCYtAnRXOQ6jCJf%2BsrViKTECDFEJRFlVvGV8v3mm4syuUohF5vN5qoyNrs6vz9mJ8eGo31O5yzP%2B%2B2227HP53Neezmfz9le5/V%2Bfz4f42LdphMnjI9ZtarxMZ3V36rTKSIiImIv6nQWjYrOQuzdu5devXrdcH2lSpXo27fvX5iRiIiISPGmorMQDRo0sOmWlWFhYX9BNiIiIuIM1OksGhWdIiIiIjZQ0Vk0f6tLJomIiIiIc1KnU0RERMQG6nQWjTqdIiIiImJ36nSKiIiI2ECdzqJR0SkiIiJiAxWdRaPhdRERERGxO3U6RURERGygTmfRqOgUERERsYGKzqLR8LqIiIiI2J06nSIiIiI2UKezaNTpFBERERG7U6dTCuXuZrZTZJOhsa9kuhsWK5/JBB5Aptkds4Evw8%2BHjIsF4OUFtWrB4V9cycgwLm792tnGBbOz73ebDI3n7Q1168LBH02kpxsXt16Gse8nyzG6fbehx6inl7GvJwCBgbB7Nx7NG0F8vHFxO3Y0LhZAjRowaxauo16AX34xLu6CBcbFAnBzAz8/OHsWsg1%2Br5Yta2w809XjycUFQw9UB1Kns2hUdIqIiIjYQEVn0Wh4XURERETsTp1OERERERuo01k06nSKiIiIiN2p0ykiIiJiA3U6i0ZFp4iIiIgNVHQWjYpOERERkb%2Bhy5cvExUVxZYtW8jOzqZVq1ZMmDCBkiVLFrr9xo0befvtt0lISMDHx4ewsDCef/55XFzyZmO2a9eOpKQky/cAa9asoWbNmjblo6JTRERExAbFrdMZFRVFcnIyGzduJCcnhxEjRjBz5kwmTJhQYNv9%2B/czevRo3nrrLYKDgzl27Bj9%2B/enRIkSPPfcc6SlpXHs2DG%2B/PJLKleu/Kfy0YlEIiIiIn8z6enpxMbGEhkZiY%2BPD76%2BvowaNYq1a9eSXsjdL06dOkW3bt1o2bIlLi4u1KxZk9atW7Nr1y4gryj18fH50wUnqNMpIiIiYhN7dDpTU1M5c%2BaM1TI/Pz/Kly9/y%2BdmZGSQkpJS6Lr09HSysrKoXbu2ZVnNmjXJyMjg%2BPHj3H///Vbbt23blrZt21rF/vrrrwkNDQVg3759eHt78%2Byzz3L48GEqV67MsGHDaNmypc3/VxWdIiIiIjawR9G5atUq5s6da7Vs6NChDBs27JbP/eGHH%2BjZs2eh64YPHw5AiRIlLMu8vb0BuHTp0k3jpqWlMXz4cLy8vOjduzcAJpOJ%2BvXr8%2BKLL1KpUiW%2B%2BOILhg0bxnvvvUfDhg1vmSuo6BQRERFxmK5duxISEmK1zM/Pz6bnNmvWjJ9%2B%2BqnQdQcPHmT27Nmkp6dbThzKH1a/6667bhjzl19%2BITIyEl9fX5YvX27Ztl%2B/flbbdezYkQ0bNrBx40YVnSIiIiJGskens3z58jYNpd%2Bu6tWr4%2B7uzpEjR3jwwQcBOHr0KO7u7lSrVq3Q52zdupUXX3yRLl26MHLkSNzc/igTY2JiqFu3Li1atLAsy8zMxNPT0%2BacdCKRiIiIyN%2BMt7c37dq1Y%2BbMmZw/f57z588zc%2BZMOnTogJeXV4Ht9%2BzZw5AhQxg7diz//Oc/rQpOgOTkZCZNmkRCQgLZ2dmsWbOG%2BPh4nnrqKZtzUqdTRERExAbF7ZJJEyZM4LXXXiM0NJSsrCxatWrFK6%2B8Ylnfvn17QkNDGTRoEAsWLCA7O5upU6cydepUyzZBQUEsXryY0aNH4%2BLiQvfu3bl48SL33nsv77zzDlWrVrU5HxWdIiIiIjYobkXnXXfdRVRUFFFRUYWuj4uLs/x7wYIFN43l4eHByy%2B/zMsvv/yn87njh9cDAwP57rvvHJ3GbVm7dm2BScciIiIizuyO73TGx8c7OgUREREpBopbp9PZFLtOZ2JiInXq1GH69Ok0adKESZMmERcXR2hoKEFBQYSFhfHNN99Yts/IyGDChAk0bdqU4OBg3nrrLUJCQtixYwcAderUsfz7woULvPLKK/zjH/%2BgWbNmDBw4kOPHj1v93NWrVxMSEkJQUBB9%2BvTh9OnTNuWdnZ3N7NmzCQ4OplGjRvTo0YNDhw5ZcpwxYwbBwcE0adKEiIgI9u7da3nu0aNHiYiIIDAwkNDQUA4ePGgV%2B8CBA0RERNCkSRPatGnDsmXLMJvNf/o1FhERETFase10Xrp0iW3btrFx40YmTJjA/PnzadSoEf/5z38YNmwYH330EbVq1eLVV19l//79fPrpp5QuXZpJkyZx6tSpQmNGRkbi4uLCunXrKFWqFLNnz6Z3795s2LDBss3XX3/NJ598QmZmJn369OHtt99m8uTJt8x3/vz5bNiwgZiYGKpXr87cuXMZOHAgW7ZsYeLEiRw8eJDly5fj7%2B/PypUrLT/Xz8%2BPgQMH8sgjj7B48WJOnjxJ//79cXHJ%2B7yQkpJCr169eOGFF1iyZAknTpzg%2Beefx8vLi27dutn0WhZ6N4Ry5exyCQejmUz2i2l07EJOFiyS/KtU3MbVKmxTjF7Uq9c5Nkz%2BPjJ6Xxn9ktrrGCUw0OCAwH33WT8apUYNY%2BMFBFg/GsXN4D%2Bz%2BfGMjgvF6EB1HHU6i6bYFp2dOnXCw8OD9evX88wzz9CkSRMAWrZsSUhICB9%2B%2BCFjxoxh/fr1REdH4%2B/vD8D48eOtish8CQkJ7Ny5k7i4OMtFWUeNGkVsbCxbt261XOOqf//%2BlC5dGoCQkBCbh%2BfXrVvHwIEDuffeewEYPHgwwcHBZGRksGHDBubNm2c5A6xXr17ExsayYcMGGjZsSHJyMqNHj8bT05NatWrRp08f3n33XQDWr19PzZo16dGjBwD33nsvffv25b333rO56Cz0bghDhjAsMtKm5982A38BeXgYFqoAd3dj49WqZWy8fPfcY3TE4vOi1q1raDgLo%2BsZezH6GGX3boMDXuODD%2BwX20gjRzo6A9uUKePoDGxn%2BIHqOCo6i6bYFp35XbhTp06xc%2BdOVq5caVmXk5ND8%2BbN%2BfXXX0lPT7e6Of1dd91FmULerGfPngWgSpUqlmWurq74%2B/tz6tQpS9FZrlw5y3o3Nzebh7HPnDlDpUqVLN97eHjQsGFDUlNTycrKIuC6T9cBAQEkJibi7%2B9PmTJlrK6pdc81VcapU6c4cOAAjRs3tizLzc3F1dXVprzgBndDKFcO7DFEbzIZGjczy/hP0CZT3u/IrCxjX4ITJ4yLBXkdznvugZMn4coV4%2BLWqpppXLB8dnpRDx4xtkD28sorOH/5BTIyjIt79bOmYex1jHo0b2RcsHz33ZdXcHbvDlenFBkiONi4WJDX4Rw5Et54AxITjYtbhDN9C%2BXmlldwXrgA2dnGxr77bmPj2e1AteMHY7GrYlt0mq52yypWrEinTp0YMGCAZV1SUhJeXl74%2BPjg5eVFUlISNa62Li5fvsyFCxcKxMsvTE%2BePEmtqy2pnJwckpKSbL4d1c34%2B/uTnJxs%2BT4rK4vXX3%2Bdvn374unpSUJCAjVr1rSsP3nyJCEhIfj7%2B3P%2B/HkuXbpkuY3VtfNIK1asSLNmzYiJibEsu3Dhwi3vq3qtQu%2BGUEzmhNozTbPZ2PhGFjHXunLF4NjF6EW9ekc3w2VkGBvbXi%2Bp0cco9jyx8tAhY%2BNf0yAwVGJi3qcOoxhdGF4b1%2BjYxeZAdRx1Ooum2J1IdL0uXbqwfPlyy4k3%2B/btIywsjA0bNuDi4kLnzp2Jjo4mJSWF9PR0pk2bRk5OToE45cuXJzg4mClTpnDmzBkyMjKYOXMmOTk5tGzZssh5hoWFERMTw7Fjx8jOzmbhwoVs3ryZsmXLEh4ezptvvsmJEyfIzMzk3Xff5ciRI7Rv357AwECqV6/OlClTSE9P58SJEyxZssQSNzQ0lD179rB%2B/Xqys7NJTU1l0KBBTJ8%2Bvcg5i4iIiBil2HY68z3%2B%2BONcvnyZl19%2BmaSkJHx8fOjduzcREREAjBw5kqioKJ544glKlixJ165dcXFxwb2QOSYzZsxg5syZPPXUU1y%2BfJmGDRvy7rvv4uPjQ1paWpHy7NevH9nZ2fTt25fffvuN%2BvXrs2jRItzd3Rk9ejTR0dH07t2bX3/9lTp16lhOOAJ45513GD9%2BPA899BDlypWjVatWbNq0Ccjr0C5evJiZM2cyZcoUXF1defTRR/nXv/5VpHxFRETEmjqdRWMy/82vrbNr1y7q1KljOfknLS2NoKAgNm7ceMMb3gv2GwoxeE7nlUz7zOn08IDMTGNfhp9/Ni4W5M0/rFULDh82dni9fm0DJ4jms9OL%2Bv1%2BY0/d9/bOOznp4EFjh9fr1TMuFtjvGPX0ssNZxoGBeScoNWpk7PB6x47GxYK8ybyzZsELLxg7vH6Lu7zcNjc38PODM2eMH14vW9bYeHY7UI2%2BZIftPv7Y%2BJjh4cbHdFbFfnj9VpYsWcLUqVPJyMjgypUrzJkzh%2BrVq6vgFBEREfkLFfvh9VuZOHEikyZNIjg4mJycHIKCgnjnnXcM/RlLly5lzpw5N1wfGhpq07U8RURExHlpeL1o/vZFZ4UKFXj77bft%2BjP69OlDnz597PozRERERIqzv33RKSIiImIEdTqLRkWniIiIiA1UdBbN3/5EIhERERFxPHU6RURERGygTmfRqNMpIiIiInanTqeIiIiIDdTpLBoVnSIiIiI2UNFZNBpeFxERERG7U6dTRERExAbqdBaNik4RERERG6joLBoNr4uIiIiI3anTKSIiImIDdTqLRp1OEREREbE7dTqlUGZMdolrsmNsZ2cy%2BL%2BdH89kMjj28eMGBrvK0xOqVYOkJLhyxcDAdQyMZT9udvpN6%2BpqcMCOHQ0OCNSokfcYHAxVqhgXd/1642IBBAbmPW7dCvHxxsVdtsy4WPDHTvf0NP7Ays42Np7L1b5WTo6xLUJPT%2BNi3SZ1OotGRaeIiIiIDVR0Fo2G10VERETE7tTpFBEREbGBOp1Fo06niIiIiNidOp0iIiIiNlCns2hUdIqIiIjYQEVn0Wh4XURERETsTp1OERERERuo01k06nSKiIiIiN2p0ykiIiJiA3U6i0ZFp4iIiIgNVHQWjYbXRURERMTu1OkUERERsYE6nUWjTqeIiIiI2J06nSIiIiI2UKezaO64TmdqaiqXL182JNaJEycMiSMiIiLOLzfX%2BC97unz5MmPHjqVZs2YEBQUxevRoLl26dMPtJ0yYQL169QgMDLR8rVq1yrJ%2B0aJFPPLIIzRs2JCIiAh%2B%2BeWX28qnWBed0dHRREREsH79etq3b3/L7c%2BePUvbtm05f/78Dbdp374969evv2Ws1157jfnz599WvkapU6cOO3bscMjPFhERkeIhKiqK5ORkNm7cyKZNm0hOTmbmzJk33H7fvn1ERUURHx9v%2BeratSsA69atY8WKFcTExLBjxw4eeOABIiMjMZvNNudTrIvOfB07diQuLu6W22VkZNyyyxkXF0fHjh1vGevChQs25yciIiLFX3HqdKanpxMbG0tkZCQ%2BPj74%2BvoyatQo1q5dS3p6eoHtMzMz%2Bfnnn6lXr16h8T766CO6d%2B9OrVq18PT0ZOTIkSQlJd1WE6xYFZ27d%2B8mPDychg0b0q1bNxITEwFYu3YtISEhAGRnZzNx4kQefvhhmjVrRvfu3fn%2B%2B%2B/JycmhQ4cOAHTo0IHPPvuM6OhonnvuOcLDw2natCm7du0iJCSEtWvXAnlt6cmTJ9OiRQsaN25M//79OXXqFPPmzSM2NpbY2FibClSAbdu20blzZwIDAwkJCeG9996zrNu8eTNhYWE0atSItm3bsmzZMnKvHolZWVlMmzaNZs2a0bx5cxYvXmwVNy0tjcmTJxMcHEyLFi144YUXOHv2bNFeaBEREXF6GRkZnDhx4oZfWVlZ1K5d27J9zZo1ycjI4Pjx4wViHTp0iOzsbObMmcNDDz1E27Zteeeddyz1yJEjR6xiubu7U61aNQ4dOmRzvsXmRKILFy4wcOBA%2BvfvT58%2Bfdi7dy8DBgygbt26Vtt9%2BumnxMfH8/nnn1OyZEnmzJnDpEmTWL9%2BPRs2bKBVq1Zs2LCBgIAAoqOj%2Bfbbb1myZAkNGjTA09PTKtbkyZM5evQoa9euxdfXlwkTJvDiiy%2ByatUqEhISAJg%2Bffotcz927BiDBg1iwoQJdOrUiUOHDtGzZ0%2BqVq2Ku7s7I0aMYMaMGbRp04affvqJ559/HoDevXvz9ttv8/XXX7NmzRp8fX2ZOHGiVeyXX36ZS5cusXbtWry8vJg%2BfTpDhw5l5cqVmEwmm17b1NRUzpw5Y7WsXDk/ypcvb9PzHcnG/%2BKfiml0bC8vY%2BPlH67XHbZF52Z0QMDDw/rRIN45hoaz7COj91WxUaOG8TEDAqwfjRIYaGy8%2B%2B6zfjSKq6ux8VxcrB/tEdso1/4ytUe%2BDmCPzmRhf4P9/Gz7G/zDDz/Qs2fPQtcNHz4cgBIlSliWeXt7AxQ6r/PixYs0bdqUiIgI3nzzTX788UeGDBmCi4sL/fr149KlS5bn5/Py8rqt82SKTdH59ddf4%2B3tTf/%2B/TGZTAQFBREeHs6PP/5otZ2XlxeJiYmsWbOGRx55hOHDh/PCCy/cMG6VKlVo0aJFgeWZmZnExcUxf/58/P39ARg7duyfOnkoLi6OBx54gM6dOwNQr149PvjgA8qXL8/06dNp1aoVTzzxBAAPPPAAAwYMYMWKFfTu3ZtPP/2UQYMGUaVKFQDGjRtnmXN67tw5Nm7cyOeff46vry%2BQV4Q2btyYAwcO3LBFfr1Vq1Yxd%2B5cq2VDhgwlMnLYbf9fbWFkMWdwDWPF3d3YePfea2y8fFcPDQNVMzrgHypVMjRc3Vtv8qfYo/ayB6PrGWbNMjjgNUaOtF9sI33wgaMzsM1ddzk6A9v9jT7F2aPoLOxv8NChQxk27NZ/g5s1a8ZPP/1U6LqDBw8ye/Zs0tPTKVmyJIBlWP2uQo6fhx9%2BmIcfftjyfYMGDejVqxefffYZ/fr1w9vbm4yMDKvnZGRkWGLbotgUnSkpKfj7%2B1t17%2B65554CRWf79u3Jyspi9erVvPnmm/j6%2BjJo0CCeeeaZQuPe6JPEb7/9RmZmJpWu%2BSNZunRp6tevf9u5p6amWsUBuO/qp%2Blz585x//33W60LCAjg1KlTlufmF735Odx9990Alm26dOli9XxXV1cSExNtLjq7du1qmZ6Qr1w5P25jbrDNTCYMjZuVZVysfCZTXsGZlWVsridPGhcL8jqcVapAQgJcuWJc3HvdjhsXLJ%2BHR17BmZQEmZmGhT14uZphsSDvb2ONGvDLL3Dd79YiqVPHuFj5XF0hx%2BBOr%2BuoG39A/9MCAvIKzjfegKtTogyxdatxsSCvw/nBB9C9O9zGcOEtff21cbEgr2N4112QlmZ8BWT0J22TKe9NlZFh7C/T67ptxV1hf4P9/PyKHLd69eq4u7tz5MgRHnzwQQCOHj1qGRa/3ubNmzl79izdunWzLMvMzMTr6oeGWrVqcfjwYVq2bAnkTf87fvy41ZD7rRSborNixYqcOnWK3NxcXK626U%2BfPl1gu2PHjvHAAw/QqVMnMjIy%2BOKLL/jnP/9J48aNC7SFgRsOQfv6%2BuLh4UFycjI1rrY9zp07x6JFixgxYsRt5e7v78/W635Bfvzxx/j6%2BlK5cmVOXleNJCQkWA64ihUrWobyIW%2Be6cWLFwGoUKECAJ9//rnVAXrkyBFLZ9QW5cuXL1B826PgtAd75mk2GxvfyCLmWleuGBzb3cAK9nqZmYZWyIXMhTdERob9Yju127z8yW1JTDQ2fny8cbGudeiQsbGN/mSQLzfXDp867DQVwGz%2B21zg0h7/jcL%2BBhvB29ubdu3aMXPmTGbPng3AzJkz6dChg6WQvJbZbGbatGlUrVqV5s2bs2fPHpYvX87YsWMBCA8PJzo6mkceeYTq1asza9YsypUrR%2BPGjW3OqdhMsggJCcFsNhMdHU1mZib79%2B9n9erVBbb76quvGDp0KImJiXh5eeHj44ObmxulSpWyzNlMS0u75c9zcXGhU6dOREdHk5KSwpUrV3jrrbfYs2cPXl5eeHh4WIq/W2nfvj0HDx7kk08%2BIScnh/379zN9%2BnTc3NwIDw9ny5YtfP755%2BTk5HDw4EEWLVpEeHg4AE8//TSLFy/m6NGjXLlyhenTp5Nz9RdNhQoVePTRR5k6dSoXLlwgKyuL%2BfPn07lzZ37//XdbX1oRERH5G5owYQLVqlUjNDSUxx9/nICAAMaPH29Z3759exYsWABA69atGTt2LBMnTiQwMJCXXnqJYcOG8eSTTwLQuXNnevfuzZAhQ2jevDkHDx5k4cKFuN9Gh7zYdDpLly5NTEwMEydOZOnSpVStWpW2bdty7Ngxq%2B169uxJSkoK3bp1Iy0tjcqVKzNr1iwqVqyI2WymdevWdO3alTFjxtzyZ44ZM4ZZs2bx9NNPk5GRQdOmTS2fFp544gleeOEFHn30Ub6%2BxfDJPffcwzvvvMMbb7xBVFQUvr6%2BjBkzhn/84x8AzJ49m3nz5vHyyy9TpkwZnnnmGfr37w9A//79SU9P59lnnyU7O5suXbrg4%2BNjiT1jxgzeeOMNOnXqRFpaGrVq1WLx4sWGtOZFRETkD8WtYXvXXXcRFRVFVFRUoeuvv9xkt27drIbXr2UymXjuued47rnn/nQ%2BJvPtXNVT7hj2OiqMntNp4PRAC5MpbwpiZqaxuR4%2BbFwsyJsqde%2B9cOSIscPr9dwLn5ReJJ6eUK0aHD9u6PD692nGTpb09oa6deHgQWOH1xs2NC5WPrvM6Qx70tiAkDdJdtYseOEFY4fXbbiJx20JDITdu6FRI2OH129yM5I/xdUVSpeG3383/gAw%2BsxMF5e8N1V6urHV2m2cuGK0qyPNhpo2zfiYzqrYDK%2BLiIiISPFVbIbXndW5c%2Bd47LHHbrpNvL0mvIuIiMhfprgNrzsbFZ1F5Ovrq6JSRERE5BZUdIqIiIjYQJ3OolHRKSIiImIDFZ1FoxOJRERERMTu1OkUERERsYE6nUWjTqeIiIiI2J06nSIiIiI2UKezaFR0ioiIiNhARWfRaHhdREREROxOnU4RERERG6jTWTQqOkVERERsoKKzaDS8LiIiIiJ2p06niIiIiA3U6Swak9lsNjs6CXE%2BWVn2ievubmxs99wrxgXLZzKBhwdkZoKRb4%2BkJONiQV6OlSvDqVN5uRqlRAnjYuVzcwNfXzh3DrKzDQt7xaeCYbHAfrve08MOv2ZNJmOTBDh92th4kLfv/fzgzBlD9z1eXsbFAnB1hdKl4fffISfHuLhlyxoXCyAwEHbvhkaNID7e2NibNhkbr1QpaN4ctm%2BHixeNi9u6tXGxbtPAgcbHXLjQ%2BJjOSp1OERERERuo01k0KjpFREREbKCis2h0IpGIiIiI2J06nSIiIiI2UKezaNTpFBERERG7U6dTRERExAbqdBaNik4RERERG6joLBoNr4uIiIiI3anTKSIiImIDdTqLRp1OEREREbE7dTpFREREbKBOZ9Go6BQRERGxgYrOaCkFYwAAIABJREFUotHwuoiIiIjYnTqdIiIiIjZQp7No1OkUEREREbtT0elEjh8/7ugURERE5AZyc43/upOo6LSjtWvXEhISYtO2Bw8epEOHDpbvx48fz/jx4%2B2VmoiIiNwmFZ1FozmdTuLixYtkZWVZvp88ebIDsxEREREx1h3R6UxMTKROnTqsWLGChx9%2BmKCgIF566SXS0tIAWL16Ne3bt6dRo0aEhoayfv16y3MjIiKYPn06YWFhNGzYkLCwML777juruImJiZbto6OjiYiIKDSPNWvWEBYWRrNmzQgMDGTgwIGcP3%2BehIQE%2BvfvD0BgYCDx8fGMGTOGMWPGWJ57qxzfeOMNevToQWBgIO3ateOzzz4z7gUUERERdTqL6I7qdG7atInY2FhycnIYMmQIkyZNokWLFkyfPp25c%2BfStGlTdu7cydChQ/H29qZ169YArFq1ivnz59OoUSNiYmIYPHgwmzZtuq2fvXfvXqZMmcLy5ctp0KABp0%2BfplevXixfvpwRI0awaNEievbsSXx8vOVn5lu7du0tc/zoo49YunQp9957L/PmzWP8%2BPG0atUKT0/PW%2BaWmprKmTNnrJaVKeOHn1/52/o/OoTJZL%2BYRsf28DA2nru79aNR3Ozwa8HV1frRIEbvInvt%2BmLDHvs%2BP6bRsQ0%2BlnBxsX40SmCgsfHuu8/60UilShkbr0QJ60e5491RRefYsWMpW7YsAJGRkQwePJiTJ0/StWtXWrRoAUCLFi3o2rUrH374oaWgCw8Pp3nz5gAMGjSIlStX8tVXX9G0aVObf3bt2rXZsGEDAQEB/Pbbb6SmplK2bFlSUlJu%2BdyPP/74ljm2bduWunXrAvDUU0%2BxYMECzp07R6VKlW4Zf9WqVcydO9dq2ZAhQ4mMHGbz/%2B92GFsjGVzIXcvoYq5yZWPj5StfDD4c5PPxMTScvfa%2B0bse7FTFGl0d%2B/kZG%2B9aZcrYL7aR7rrL2Hi7dxsbL98HH9gnrj00aODoDAxzp3UmjXZHFZ1Vq1a1/Nvf35/MzEx%2B/fVXqlSpYrVdQEAAW7ZssXxfrVo1y79NJhMVK1Ys0Bm8FRcXF5YvX05sbCwlSpSgTp06pKWlYTabb/ncs2fP3jJHv2v%2BWLhd7Sjk2vju6Nq1a4ETnsqU8eOaKaaGcXfH0Lju5kzjguUzmf5I1Ib9Y7PbPGZuyd09r%2BBMTTX2RfXyMi5WPlfXvILz118hJ8ewsJmlfA2LBfbb9R7uBgbLZzIZmyTA2bPGxoO8DmeZMnDhAmRnGxfXhlGc2%2BLikldwpqUZW1k8%2BqhxsSCvw/nBB9C9Oxw6ZGzst982Nl6JEnkF5969cPmycXGvNoEcQUVn0dxRRWdKSgo1atQA8uZjent7U7FiRU6ePGm1XUJCglURd203Mjc3l6SkJPz9/XG9Orxz7QlAFy5cKPRnL1u2jG3bthEbG0u5cuWAvK6pLQICAm6ZY1GUL1%2Be8td1y%2BxRcNqF0X90r49tZPxMOxTIkLezjIxtjyHWfDk5hhYe9tr9Ru/6YsPIorCw2EbGt9dxmptr6Acjrk6ZMtyhQ8bHvnjR2Hj5Ll%2B2X2wpVu6IE4nyvfHGG6SlpZGSksKcOXN48skn6datG6tWreLbb78lJyeH7du3s2rVKsLDwy3PW716Nfv37yczM5N58%2BZhNptp2bIlvr6%2B3H333cTFxWE2mzlw4ABffPFFoT87LS0NNzc33N3dyc7O5tNPP%2BW///2vpWDNn3t5sZA3ZufOnW%2BZo4iIiNiXTiQqmjuq03nPPffQoUMH0tPTCQ0N5aWXXsLT05O0tDSmTJlCUlISFSpUYPTo0XTq1MnyvKZNmzJ58mSOHDlC3bp1WbJkCaWuTriOiopizpw5xMTEUK9ePbp06cL3339f4Gc/99xz/Pzzz7Rs2RJPT0/q1q1L9%2B7d2b59O5A35zMoKIj/%2B7//Y/bs2VbPbdeu3S1zFBEREXFmJrMtkwqLucTERFq1asWXX35JQEDAbT03IiKCpk2bMmyYfU6qcVb2Gl43fE5n7hXjguUzmfLONM/MNHaMNSnJuFiQl2PlynDqlLHD6/Y409TNDXx94dw5Q4dYr/hUMCwW2G/Xe3oUkzmdp08bGw/y9r2fX96cZiOH142ee%2BzqCqVLw%2B%2B/Gzu8fvXkVcMEBuadnNSokfHD67d5VZZbKlUqb/7l9u3GDq9fPYHWEdq2NT7mxo3Gx3RWd1SnU0REROTPKm7D4ZcvXyYqKootW7aQnZ1Nq1atmDBhAiVLliyw7fjx44mNjbValpGRwUMPPURMTAy5ubkEBQVhNpsxXXPljG3btlHCxmbFHTWnU0REROROERUVRXJyMhs3bmTTpk0kJyczc%2BbMQredPHky8fHxlq/o6GhKly5tuVHNkSNHyMrKYufOnVbb2Vpwwh3S6QwICOCnn376U89dsWKFwdmIiIhIcVScOp3p6enExsayfPlyfK5eI3nUqFH07NmT0aNH4%2B3tfcPnnj9/nlGjRvGvf/2LWrVqAbBv3z7q1KmDRxFudHJHFJ0iIiIifzcZGRk3vMlMeno6WVlZ1K5d27KsZs2aZGRkcPz4ce6///4bxp05cyb16tWjY8eOlmX79u3jypUrhIeHc%2BrUKWrWrMnIkSNp1KiRzfmq6BQRERGxgT06nYXditrPz6/A9bML88MPP9CzZ89C1w0fPhzAavg7v7t56dKlG8ZMSEhg/fr1rF692mq5l5cXDRo0YPjw4dx99928//779O3bl/Xr1xe4gc2NqOgUERERsYE9is7CbkU9dOhQm66a06xZsxtOHzx48CCzZ88mPT3dcuJQeno6AHfd5HavH3/8MYGBgQU6oflzO/P17duXtWvXsnXrVp599tlb5goqOkVEREQcprBbURtxx8Hq1avj7u7OkSNHePDBBwE4evQo7u7uVrf3vt6mTZt47rnnCiyfNWsWbdu2pW7dupZlmZmZlpvb2EJFp4iIiIgN7NHpLOxW1Ebw9vamXbt2zJw503LTmZkzZ9KhQwe8bnCd2wsXLnD06FGaNGlSYN3PP//Md999x1tvvcXdd9/NO%2B%2B8Q1paGq1v47qpumSSiIiIyN/QhAkTqFatGqGhoTz%2B%2BOMEBAQwfvx4y/r27duzYMECy/eJiYkAVKhQ8MYb06ZN45577uHJJ5%2BkWbNm7Ny5k6VLl1rOjLeFOp0iIiIiNihOl0yCvLmbUVFRREVFFbo%2BLi7O6vv69evfcI6oj48P06ZNK1I%2BKjpFREREbFDcik5no%2BF1EREREbE7dTpFREREbKBOZ9Go6BQRERGxgYrOotHwuoiIiIjYnTqdIiIiIjZQp7NoVHRKodzseGQYGjv1VwODXeXmBr6%2BcPEiZGcbF/e6W4gVWfXqMH06REfDsWPGxX3sMeNi5fP1hbAw2LoVzp0zLOz/7u1vWCyAu%2B6CJk3ghx8gLc24uC2bZxgXDMBkAi8vuHIFzGbj4pYta1ysfCZT3uPddxubq5HvTQCXqwN/7u7g6mpc3E2bjIsFUKpU3uPbb%2Bf9jjJSmzbGxgsMhN274fnnIT7euLhGHkfyl1LRKSIiImIDdTqLRkWniIiIiA1UdBaNTiQSEREREbtTp1NERETEBup0Fo06nSIiIiJid%2Bp0ioiIiNhAnc6iUdEpIiIiYgMVnUWj4XURERERsTt1OkVERERsoE5n0ajTKSIiIiJ2p06niIiIiA3U6SwaFZ0iIiIiNlDRWTQaXhcRERERu1OnU0RERMQG6nQWTbHodJ44ccJusY8fP2632CIiIiKSx%2BmLztdee4358%2BfbJfb777/PK6%2B8Yvm%2Bffv2rF%2B/3i4/S0RERIq33Fzjv%2B4kTj%2B8fuHCBbvFPn/%2BvNX3cXFxdvtZIiIiUrzdaUWi0W6703ngwAEiIiIIDAzkH//4B7Nnz8ZsNvPdd9/Ro0cPGjduTEhICG%2B99RaZmZkAREdHExkZyahRo2jcuDGPPPIIb7zxhiXmrl27CAsLo3HjxrRu3ZqpU6eSnZ3NvHnziI2NJTY2lo4dOwJQp04dpkyZQrNmzRg0aBBr164lJCTEKseIiAiio6MByM7OZvbs2QQHB9OoUSN69OjBoUOHWLduHQsXLuS7776jcePGAISEhLB27VoAMjIymDFjBsHBwTRp0oSIiAj27t1r%2BRl16tRhxYoVtG3blsDAQLp168ZPP/10y9fvypUrNGnShNjYWMuyzMxMmjVrxrfffgvkFb%2BhoaEEBQURFhbGN998Y9k2JSWFESNGEBISwoMPPkirVq1Ys2aNVV7Xvj4iIiIizuC2Op2//vorzz33HBEREcTExHD69GkiIiKoUKECU6dOZdSoUSxdupTk5GSGDRtGWloa48aNA2DTpk1Mnz6d1157jW%2B%2B%2BYaBAwfSqlUrGjZsyOjRo4mMjOSpp54iMTGRZ555hsaNGzNkyBASEhIAmD59uiWPkydP8vXXX5OVlcXmzZtvmvP8%2BfPZsGEDMTExVK9enblz5zJw4EC2bNlCYmIiO3fuZMWKFQWeN3HiRA4ePMjy5cvx9/dn5cqV9O7dmw0bNlCpUiUgrzh877338PLyIjIykhkzZhATE3PTfDw9PWnfvj2ffvopoaGhAHz11VeULFmS5s2bs3XrViZMmMD8%2BfNp1KgR//nPfxg2bBgfffQRtWrVYty4cfj4%2BBAXF4eHhwfLly8nKiqKdu3aUbJkyQKvjy1SU1M5c%2BaM1bJy5fwoX768Tc93KDc7NOtdXa0fjVK9urHxrh6Hlkej%2BPoaGw/Ax8f60SB33WVoOEqUsH40jMlkn3j2imuPmEbHdjF4dti1eRoZu1Qp42KBHQ9SIDDQ2Hj33Wf9%2BDegTmfR3NZf7K%2B%2B%2BgpPT0%2BGDBmCyWTinnvuYenSpSxatIg6derQq1cvAKpWrcrIkSOJjIzk5ZdfBqBatWp06tQJgODgYPz8/Dh%2B/DgNGzbE09OTzz//HB8fH5o0acLWrVtxucmbvkOHDnh7e%2BPt7X3LnNetW8fAgQO59957ARg8eDDBwcGYzeYbPufKlSts2LCBefPmUbVqVQB69epFbGwsGzZsYMCAAUBeR9XPzw%2BAdu3asXDhwlvmAxAeHk7Xrl05c%2BYMfn5%2BrFu3jrCwMEwmE%2B%2B99x7PPPMMTZo0AaBly5aEhITw4Ycf8sorrzBlyhRKliyJu7s7SUlJlCxZkoyMDH777TdL0Xk7rw/AqlWrmDt3rtWyIUOGEhk5zKbn3y5D//bYo0DKZ3CBxDUfnAwVGWmfuPZw3ahEUTUxNNofHnjA6IheRgfM4%2Blpn7j24O7u6Axs42Xwvmre3Nh4%2BRo0MD7m7t3GxwT44AP7xJVi57aKzjNnzuDv74/pmqqhRo0auLu7U6VKFattAwICyMjI4Ny5cwCW4iyfu7s7uVc/Mrz77rtER0czadIkzpw5w//93/8xceJEKlasWGget9OBO3PmjKUzCeDh4UHDhg1v%2BpzffvuNrKwsAgICCvyfEhMTLd%2BXK1fO8m83N7ebFrLXql%2B/PjVr1rQMo3/zzTeWjvCpU6fYuXMnK1eutGyfk5ND86u/uBISEpgxYwbHjx%2BnWrVqlqI495qPX7fboezatWuBKQrlyvlh43/ntphMGBrXdP6cccHyubrmFZy//go5OcbFff1142JBXoczMhLmzIGkJOPiNm1qXKx8Pj55BeeWLXmvq0F2VQkzLBbkNY8eeAAOHIDLl42L26R%2BhnHBIO%2BN5OkJV64Y%2B4YyunsIebm6u0NWlrG5GvnehLw8vbwgI8PYPH/4wbhYkHeQNmgAe/cae5ACPP%2B8sfHuuy%2Bv4OzeHQ4dMi6uvYpjG6jTWTS3VXRWrFiR5ORkzGazpfDcvHkzFSpU4MCBA1bbnjx5Eg8PD%2B6%2B%2B%2B6bxrxy5QpHjhxh4sSJuLm5cezYMcaNG8err77KnDlzCn3OtUWvi4uLZe5ovmtPPvL39yc5OdnyfVZWFq%2B//jr9%2BvW7YU7lypXD09OThIQEatasafV/ur44%2B7PCw8OJi4vD3d2dxo0bWwrcihUr0qlTJ0s3FSApKQkvLy%2BysrIYOHAgL774It27d8dkMrF///4CZ9ybbrOVWL58%2BQKFqj0KTrvIzrZf7JwcY%2BMfO2ZcrGslJRkb%2B5pj3nC//grnjPugkFbGsFBWLl%2BGtDQDA9rrDWU2Gxvbnm98o3M1%2Bq9/fsFtNhsb%2B%2BJF42Jd6/Jl42PHxxsbL9%2BhQ/aL/RdT0Vk0t/Wx9tFHHyU7O5sFCxaQmZnJyZMnefXVVylXrhxHjx7l3XfftSx/8803CQ0NxcPD46YxTSYTL774IkuWLCE7Oxs/Pz/c3NwoUybvr4mHhwcXb/LGqlmzJmfPnmX79u2YzWY%2B/fRTjh49alkfFhZGTEwMx44dIzs7m4ULF7J582bKlCmDp6cnaWlpBTqULi4uhIeH8%2Babb3LixAkyMzN59913OXLkCO3bt7%2Bdl%2ByGOnbsyKFDh1i9ejVhYX90a7p06cLy5cstJy3t27ePsLAwNmzYQFZWFhkZGXh5eWEymUhKSuL1q90zW%2BdvioiIiDjCbXU6S5cuTUxMDNOmTWPp0qV4e3vTo0cPunbtSs2aNXnzzTeJjo7Gy8uLDh06MGLEiFvG9PDwYP78%2Bbz22mssXLgQV1dXHnnkEUaNGgXAE088wQsvvMCjjz7K119/XeD59evXZ/DgwYwZM4ZLly7x2GOP0bZtW8v6fv36kZ2dTd%2B%2Bffntt9%2BoX78%2BixYtwt3dnZYtW7Jy5UqCgoIKxB49ejTR0dH07t2bX3/9lTp16lhORjJC2bJlCQ4OZvv27bRp08ay/PHHH%2Bfy5cu8/PLLJCUl4ePjQ%2B/evYmIiMBkMvHqq68ye/ZspkyZgq%2BvL126dOHIkSP8/PPPhuUmIiIiBanTWTQms60TEcVw06ZNIyMjg0mTJjk6lQLsdVQYPqczNcW4YPnc3PJOUDp3ztjhdaNP%2BKlePe/kpDFjjB1ef%2Bwx42Ll8/WFsDBYu9bQ4fWv7u1vWCzIOxu%2BSRPYtcvY4fWWzdONCwb2m39orzmdHh6QmWlsrkZPrXFxAW9vSE83trL43/%2BMiwV5Z8M3bw7btxs/vH5NA8QQgYF58y8bNTJ2eN2BZct1p6cY4rqLx/ytOf3F4f%2BOkpOTOX78OJ988gnLli1zdDoiIiJiA3U6i0ZFp8E2btzImDFjbrg%2BKCiI%2BvXrs2zZMvr168f999//F2YnIiIif5aKzqJR0Wmwtm3bWs0pvZHhw4f/BdmIiIiIOAcVnSIiIiI2UKezaOwwa1xERERExJo6nSIiIiI2UKezaFR0ioiIiNhARWfRaHhdREREROxOnU4RERERG6jTWTTqdIqIiIiI3anTKSIiImIDdTqLRp1OERERERvk5hr/9VdIT0%2Bna9eurF279qbb/fDDDzz99NMEBgYSEhLC6tWrrdavW7eO1q1b07BhQ8LCwoiPj7%2BtPFR0ioiIiPxNHT58mB49erBnz56bbvfbb78xYMAAOnXqxK5du5g6dSrTpk1j7969AOzYsYOoqCimT5/Orl276NixI4MHDyY9Pd3mXFR0ioiIiNiguHU6v/32W3r16sVTTz1FpUqVbrrtpk2b8PHxoUePHri5udGiRQtCQ0N5//33AVi9ejXt27cnKCgId3d3evfuTZkyZfjss89szkdzOkVERESKoYyMDFJSUgpd5%2Bfnx3333cdXX32Fp6cnS5cuvWmsw4cPU7t2batl9957L2vWrAHgyJEjhIeHF1h/6NAhm/NV0SkiIiJiA3t0JlNTUzlz5ozVMj8/P8qXL3/L5/7www/07Nmz0HXz5s3jscceszmPS5cu4e3tbbXMy8uLy5cv27TeFio6pVAmk/ExU1NTWbVqFV27drXpzWSTChWMiXON1NRUVkVH5%2BVpZPxVq4yLxTV5vviica%2BnnVi9pgbm2tKwSHlSU1OJjjb4GAXA%2B9ab3IbU1FRWLVpkhzyNZ5f3PYCnp3GxuJrn4sXG59m6tXGxsN97CQCz2dBwlly/%2BMLpj1NbGfwSARAdvYq5c%2BdaLRs6dCjDhg275XObNWvGTz/9ZEge3t7eXLx40WpZRkYGJUuWtKzPyMgosL5MmTI2/wzN6ZS/zJkzZ5g7d26BT3TORnkar7jkqjyNV1xyVZ7GK065OlL%2BWeXXfnXt2vUvz6N27docPnzYatmRI0eoVasWALVq1brpeluo6BQRERFxkPLly/PAAw9YfTmiM9y6dWvOnj3LsmXLyMrKYvv27cTGxlrmcXbu3JnY2Fi2b99OVlYWy5Yt49y5c7S%2BjW6%2Bik4RERGRO1D79u1ZsGABAGXKlGHJkiV88cUXNGvWjHHjxjFu3DiaN28OQIsWLZgwYQITJ06kadOmxMXFsWjRInx8fGz%2BeZrTKSIiIvI3t2XLlgLL4uLirL6vX78%2BH3744Q1jPPnkkzz55JN/OgfXiRMnTvzTzxa5TSVLlqRp06aWicnOSnkar7jkqjyNV1xyVZ7GK065iv2ZzGZ7nIslIiIiIvIHzekUEREREbtT0SkiIiIidqeiU0RERETsTkWniIiIiNidik4RERERsTsVnSIiIiJidyo6RURERMTuVHSKiIiIiN2p6BQRERERu1PRKVKMDB48uNDlzz777F%2Bcyd/PwYMH2bRpE5mZmZw7d87R6chfSPveGIMHDyYtLc3RaYgTc3N0AvL3ExISgslkuuk2X3755V%2BUjW0uXbrE%2B%2B%2B/T0JCAtnZ2Vbrpk2b5qCs8iQmJvLJJ58A8M033zB37lyr9Wlpafz000%2BOSO2WPvroI1asWEFqairr1q1j%2BvTpTJs2zanuw3zu3DmGDBnC/v37cXd3Z82aNXTu3JklS5YQGBjo6PSsbNu2zfJ6Lly4kCVLljBy5Ejc3JzrV3lx2O9QvPZ9ZmYm58%2BfJzc312p5pUqVHJRRQfHx8Xh4eDg6DXFi6nSK4YYNG8bQoUNp2bIlubm59OrVi1deeYV%2B/frh6upKmzZtHJ1iAWPHjuX999/n8uXLjk6lgEqVKnH48GF27NhBTk4OO3bssPo6cuQIEyZMcHSaBSxbtoyYmBgiIiLIycmhZMmSpKamOryIv96rr75K7dq12bVrF25ubtSsWZMBAwYwY8YMR6dmJTY2lpdeeok6depw4sQJALZs2cKbb77p4MysFZf9DsVn33/%2B%2Bef84x//oGXLlrRq1YpWrVoREhJCq1atHJ2alQ4dOhAZGUlcXBw7d%2B5k165dli8RAMwidhIaGmo%2BcuSI1bLjx4%2Bb27Rp46CMbqxhw4bmlJQUR6dxS//6178cnYLN2rRpY9n/TZo0MZvNZnNKSor5oYcecmRaBTz00EPmy5cvm83mP/LMzMw0N27c2JFpFdChQwdzfHy82Ww2W3I7duyY%2Bf/%2B7/8cmVYBxWW/m83FZ9%2B3a9fOPGvWLPPx48fNiYmJVl/OpE6dOoV%2B3XfffY5OTZyEc43JyN9KQkIC99xzj9WyChUqkJqa6qCMbszPz48yZco4Oo1bmjJlCjk5OZw9e5acnByrdc40zAZw4cIFqlevDoDZbAbA19e3wPQFR3N3dycjIwNvb29LnpcuXXK6oeDTp0/z4IMPAlimr1StWtXpuvPFZb9D8dn3ycnJDB061OmmUVzv0KFDjk5BnJyG18Vu6tWrx2uvvUZmZiYA6enpREVFERQU5ODMCurWrRuvvfYav//%2Bu6NTualNmzbRpEkTHn30UaceZgO47777WLVqFfBHkfTZZ59Rq1YtR6ZVQEhICC%2B99BLHjx/HZDJx7tw5Jk2aRHBwsKNTs1KtWrUCc6H/97//UbVqVQdlVLjist%2Bh%2BOz7Bx54gCNHjjg6DZukp6dz%2BvRpkpKSSEpK4sSJE/z73/92dFriJEzm/I93Igb75ZdfGDhwIMnJyZQpU4bz589To0YN3nnnHfz9/R2dHpD3B9JkMlm6HIWdAPXjjz/%2B1Wnd0GOPPUZYWBhPPPEE7u7uVusqV67soKwKd%2BDAAXr37k3NmjXZv38/LVq0YM%2BePSxevNjSsXMGly5dYuzYsWzatAnIOwaCg4N5/fXXKVWqlIOz%2B8P//vc/nn/%2BeVq1asXmzZt56qmn2LBhA2%2B88YZTFUnFZb9D8dn3b775Jh999BGPP/445cqVs1o3dOhQB2VV0Mcff0xUVBRXrlyxWu7r68s333zjoKzEmajoFMOdPn2aihUrkpSURHZ2NikpKcTHxxMUFET58uVxdXV1mqHgnTt33nKbpk2b/gWZ2KZp06Y25ewsUlJSWL9%2BPUlJSVSsWJHQ0FCn2ffXO3/%2BPImJiVSsWJHy5cs7Op1CHTp0iFWrVnHq1CkqVqxI586dadCggaPTKqA47Xdw/n0fERFR6HKTycTy5cv/4mxurHXr1vTo0YOSJUuya9cuevXqxeuvv87DDz9M//79HZ2eOAEVnWK4Ro0asXv3bksXEfLmduV3FE0mk1N1D/Pl5OTg6uoKwNatWylTpozT/UHv27cvL730Evfdd5%2BjUyn2bDmjtkmTJn9BJraJiYmhb9%2B%2BBZa/9dZbjBgxwgEZFV/Fbd8XFw0bNiQ%2BPp5Tp04xatQoPvzwQ5KSkujdu7elmyx3NueelSzFUlxcHOB81%2BK8mS1btjBu3Dj%2B97//8fbbb7NgwQJMJhP/%2Bte/6NKli6PTs1ybs2zZsvTt25d27drh4%2BNjtY2zDLMVl%2Bu05nePrs317rvv5uLFi%2BTm5uLj48O3337rqPSAvA7c0aNHAYiOjubBBx/k2j7BxYsXeffdd52i6Cwu%2Bx2Kx76/3ubNmy1dbj8/Pzp37kxoaKij07Li6%2BtLVlYW/v7%2BHDt2DMg7wVEX3Jd8KjrFcPnzNZ1tjuHNzJ8/nxEjRpCbm8t7771HdHQ0vr6%2BvPDCC05RdO7YscPy7xo1ahS4GPyt/tj/lYYNGwbkze378ssv6dOnD/fccw/JycksXbrUaU56yj/TNiYmhp9//plx48ZRqlQpLl%2B%2BzPTDG8meAAAgAElEQVTp07n77rsdnCF4eHgQGRnJhQsXgIJ3nvLw8KBr166OSK2A4rLfoXjs%2B2vFxsYyadIkunbtSkhICCdPnmTixIlkZGTw9NNPOzo9iwYNGjB%2B/HheeeUVqlWrxsqVK/Hy8irwAVnuYI64TpOIs2natKnZbDabDxw4YG7YsKE5KyvLbDbnXb9T/pzicp3WFi1amNPT062WZWRkWI4JZ9G2bVtHp2CT4rLfzebis%2B9DQ0PN3377rdWyb7/91tyuXTsHZVS4lJQUc//%2B/c0pKSnmXbt2mYOCgswPPPCAef369Y5OTZyEOp0igLe3N%2BfOnWPLli0EBQXh5ubGoUOHnO7andffAjOfh4cHZcqU4aGHHnKaDnNxuU5rbm4u586ds3rdEhMTLfN7ncUXX3xR6PLz589TtmzZvzibGysu%2Bx2Kz75PSkqiWbNmVsuaNm3K6dOnHZRR4cqXL88777xj%2Bff27dvJysrC29vbwZmJs1DRKQKEh4fTqVMnfv/9d%2BbMmcP%2B/fvp168fzz33nKNTs/Lzzz%2BzadMm6tevT5UqVUhKSmLPnj3Ur1%2BfnJwcpk6dyvz582nRooWjU7Vcp3X06NF4eHiQnp7OlClTnO46rU8%2B%2BSR9%2B/alX79%2B%2BPv7k5CQwOLFi%2BnWrZujU7Oyd%2B9eZsyYQUpKiuX%2B21lZWZw/f579%2B/c7OLs/FJf9DsVn31esWJFdu3ZZXUlj165dTnlFgKNHj7Jy5UpOnz5NVFQUcXFxBaaFyJ1LZ6%2BLXLVjxw48PT1p2LAhycnJ7Nu3z%2BnuE//iiy/SuHFjunfvbln28ccfs2PHDmbMmMFnn33G0qVLWb16tQOzzHP9dVrz71TjTNdpBcjOzmbevHmsX7%2BelJQU/P39efrpp%2Bnfv79TzZXt3LkzVapUwcfHh4SEBB5%2B%2BGGWL19Oz5496dOnj6PTsygu%2Bx2Kz75fvXo1M2bMoGvXrlSpUoWTJ0%2ByatUqxo4dS3h4uKPTs9i2bRvDhg2jZcuWfPXVV8TFxREWFkafPn0YMGCAo9MTJ6CiUwQYPHgw8%2BfPL7D82Wef5b333nNARoVr3rw527Ztsxr%2By8nJ4aGHHmLHjh2YzWYaN27M999/78As/5Cdnc3u3btJTU2lYsWKNGrUCBcX3Qjtz3jwwQfZsWMHiYmJTJ06laVLl7Jnzx4mT57M2rVrHZ2elezsbOLj40lJSdF%2BN8jatWtZu3YtZ8%2BepXLlyjz99NM8/vjjjk7LSnh4OJGRkQQHB9OkSRN27drFvn37GDFihNNcuUAcS8PrcsdKTEzkk08%2BAeCbb74pMF8yLS2twFnijlaiRAn2799vdWeXgwcP4uHhAcC5c%2BecZv5UUlISAAEBAQQEBABY5qA507DgjebJgvNchgqgdOnSeHl5UaVKFQ4fPgzkXRfx1KlTDs6soLNnz7Jnzx7L5X3Kly9fYJ6nMzCbzSxfvrzApYgGDhzoVJ1OgLCwMMLCwhydxk2dOHGCRx55BPjjihr169fnt99%2Bc2Ra4kRUdModq1KlShw%2BfJjz58%2BTk5NjdVkiAE9PTyZMmOCg7ArXu3dvBgwYQLdu3ahcuTKnTp1i9erV9O3bl6SkJAYNGkT79u0dnSZw8%2Bs2OtPNAa7f77/%2B%2BitHjx51ui5SjRo1WLlyJc888wwlSpTgxx9/xMPDw%2BmKo3379tG7d29q1KhBQEAA%2B/btY9GiRcTExDjdvM7ly5ezdOlSBgwYQEBAACdPnmTx4sW4uLg4xXDwxIkTmThxImPHjr3hNtOmTfsLM7q5SpUqsXv3bqv9vG/fPqebViGOo6JT7lguLi7Mnj0bgHHjxjFlypSbbv/99987/I9mz5498fX15eOPP2bTpk1UqlSJiRMn0qZNGw4dOkRYWNgNb5n3V7t%2BOO38%2BfMsXrzYqa7XCLBixYoCyz799NMCxaijDR8%2BnMGDB/Pwww/Tt29funTpgqurK88884yjU7Py%2BuuvM3z4cHr27GlZ9u677zJz5kxWrlzpwMwK%2BvDDD3n77bepW7euZVmjRo0YNmyYUxSdxW3228CBAxk8eDDPPPMMWVlZLFq0iBUrVvDiiy86OjVxEprTKWKj/Nt7yp938eJFnnrqKTZv3uzoVG6pWbNmTld4XrlyBXd3d1xcXNi7dy8XL17k4YcfdnRaVpo1a8a2bdtwc/ujp5GVlUXz5s2dZq5xvqCgIHbt2mU13zQ3N5cmTZo4Va4//PCD1ZSafP/5z38sw9nOYuvWrbz//vucOnWKihUr0qVLF9q2bevotMRJqNMpYiNHfj4rbsNsN/P77787OoVb2rlzJyVKlHB0GlYGDRpE586dadmyJZB39xdn5O3tTXJyMlWqVLEsS05Odrq7/ABUrVqVf//731ZF0b///W%2BqVq3qwKwK6tOnT4EPvGlpaQwfPpz4%2BHgHZVXQjh07CA4OJjg42NGpiJNS0SliI0fOnSuOAxLXn6CTlZXFf//7Xxo2bOigjAp3/dzTrKwszp49y%2BDBgx2YVUE1a9Zk8uTJTJw4kSeffJLOnTtTvXp1R6dVwBNPPMGwYcMYOXKkZZ7krFmzeOKJJxydWgHPP/88I0aM4IsvvrBciujLL79kzpw5jk6NEydO0L59e3JycjCbzdx///0FtmnUqJEDMruxyMhISpUqRVhYGE899ZTmckoBGl4XsZGG12/P9XNLXV1dqVmzJgMHDqR8%2BfIOyqqgdevWWX3v4uJCzZo1qVevnoMyurHc3Fz%2B%2B9//8sknn7Blyxbq1avH008/TadOnRydmsWVK1eYMGECcXFxZGVl4enpSXh4OP/85z/x9PR0dHoFbN%2B%2BnXXr1lkuRdS5c2en6SL/%2BOOP/P777wwYMIBFixZZrfP09KR27dpOc7UKyPvAtmXLFj755BO%2B%2BeYbmjRpQlhYGG3atLFcYUPubCo6RWzkLEXntm3beO%2B990hJSWHhwoUsWbKEkSNHWs2hcwZnzpzBz8%2BvwPLDhw9Tq1YtB2RUuJiYGPr27Vtg%2BVtvvcWIESMckJFttm7dyqRJk0hOTnaqqwFAXmc%2BPT2dS5cukZubS7ly5Zzu1pL5tm3bRt26dSlTpgxbt27F3d2dhx56yNFpWUlISLCarlAcnD9/ni%2B%2B%2BII1a9aQmJhI%2B/9v707joi7X/4F/gBEEMQOEGBBRUuNonjBZzBAV1FDEMBdQ0yjJwAUMKYNCEXc8imAJWkBgpaImsr204xKcQhQi99RQNhnZl2RLtv8D/jPxZQDth3jfY9f7UXN/efB5BTNecy/X7eAAZ2dnmJqaso5GGKJuvYQokISEBHz00UcYMWIE8vLyAABnz57Frl27GCeT19nhgebmZjg7OzNII1RRUYGMjAxkZGRgz549yMzMlL3OyMjA2bNnER0dzTqmnPz8fISGhmLKlCnw8/ODvb09kpOTWccSuHnzJmxtbZGdnQ1dXV1ERkZi2rRpuHv3Lutocr799lt4eXmhtLQUQFuf29WrV8v69/JCU1MToaGh%2BPTTT%2BHr6wtfX1/4%2BPhg1qxZrKN1qry8HAkJCYiLi0N2djasrKygpqYGV1dXhIeHs45HGKKZTkIeEw8znY6Ojti4cSPMzMxkN37k5uZiyZIlSE1NZZoNaNuHtnTpUrS2tkIikcg1gW9oaIC2tjYSEhIYJWxTU1ODqVOnorKystPnqqqqcHZ2xqeffvqUk3XNxcUFV69exbhx4zB//nzY2dlxN7sNtG2rsLCwwPLlyyESidDU1ITw8HBkZWUhMjKSdTyBKVOmICQkBKNGjZKNXbt2DWvWrMGpU6cYJhNyd3dHbm4utLW1UVtbC7FYjJ9%2B%2BgmLFi3q9nDh05aUlIQTJ04gLS0NJiYmeOuttzBr1ixoa2sDAM6fP48VK1Yw/xwl7PD3iUUIA4%2BzFDxkyJCnnEpeUVGRrHWK9PCLsbEx6urqWMaSMTY2xqefforKykoEBATI3eijpqYGCwsLRun%2BoqmpifPnzwMA7O3tcfLkScaJHm38%2BPHYtWsXV7c5dea3335DTEyM7O9TJBLBw8MD48aNY5xMXnl5udwBnZEjR6K8vJxRos5lZGQgOTkZxcXF2L9/Pz7//HOcOHECiYmJrKMJbNiwAQ4ODjh06FCne6KHDh0KV1fXpx%2BMcIOKTkLQthTc8du3dClYOs7D/dZDhgzBmTNnMGXKFNlYWloaVy1epC19Bg0aBEtLS8ZpHo33grOoqAj6%2BvqYO3cugL%2BuF22Pp0JUU1MTOTk5MDExkY0VFBTgueeeY5iqc8OGDcOJEycwe/Zs2VhCQoIgOw9EIhFeeOEFqKury67mdXBwQFBQEONkQj/99FO3B4b09fVx7dq1p5iI8IaKTvKP1X4puL6%2BXu6mnIaGBhgaGjJK17kPP/wQy5cvh52dHf78808EBAQgMTERO3fuZB1NZv/%2B/Vi2bBkuXryIixcvdvozPNxp7ujoiISEhG6v6%2Bx4qxILM2bMQFZWlixna2urLK/0v3k6SDR79mx4eHjAzc0NBgYGkEgkiIiI4PLe8NWrV8PDwwOxsbEwMDDA/fv3cePGDezfv591NAFDQ0Ncu3YNL7/8Mmpra1FRUQGRSISGhgbW0QQe54R6ZmbmU0hCeEVFJ/nHUpSl4PbGjx%2BPQ4cO4fDhw7CyskJLSwsiIyO5afECtC0FLlu2rMvbfHi5K1x6zeGqVasYJ%2BleUlISACA%2BPh79%2BvVjnObRVq5cCWVlZYSHh6O0tBRisRhvvfUW3NzcWEeT8/rrryM%2BPh6JiYkoLS2FjY0Ntm/fzt1J8YULF2Lx4sVISkrCzJkz8c4770AkEnH3%2BfQ46BjJPxsdJCIEbTfQKMJSMHnyFKVlkq2tLeLj46Gpqck6So9Jb9hSBDwcIASAK1euwNTUFEpKSoiKikJtbS3ee%2B89Lm966g4v/z8JGzTTSQja7mBOTk5Gbm4uWlpaBM94WAqWKikpwRdffIGCggI0NTUJnsXExDBK1bmONxJJqaqqQktLC%2BPHj2e2faGiogJ37twBAOzZswevvPKKYAbmwYMHiI6O5qroBID6%2BvpnouiMj49XmKKTl3mZ9qsZ0ll6QhQNFZ2EALIbVExNTQVtaHhZCpZau3YtqqurMWHCBPTp04d1nG7dvn0bP/zwA0aPHg0jIyNIJBJcunQJo0ePRnNzMzZv3oywsDC89tprTz2bqqoqPD09ZS2T3n77bbnnPPQTbc/Kygrz5s2DjY2N3I1OPH0xehy8FHKPg%2BVnQHf7jaV42HdMyOOiopMQtDVYj4mJwejRo1lH6dalS5eQmpqK/v37s47ySCKRCOvWrcPChQtlY8eOHcOFCxcQFBSE5ORk7Nq1C0eOHHnq2RSxZdK9e/dgZGSEnJwc5OTkyMZ5%2B2L0OBQxMwu87zcm5O%2BiopMQtM28jBw5knWMRxKLxVBWVoyLxNLS0rBjxw7BmJOTk6zNy/Tp0%2BHv788imkBXBWdFRYWsqTUPDhw4wDoCecrat3J6VijSLDd58qjoJATAzJkzERERwe1eKWlvxlmzZsHX1xceHh5yBwh46tUIABoaGrh27ZqsmT0A3LhxQ9ZWpby8HOrq6qziyVy5cgVBQUEoLi6W7edtbGxERUUFdz0Fjx07hhMnTqC0tBQGBgaYN28e7O3tWccivWzx4sVdzg7ztpf7UbZv3846AmGIik5CAFy/fh1ZWVkICwuTm93iYc9U%2Bx6NAPDDDz9w3asRAFxdXbFs2TK4uLjA0NAQhYWFOHLkCJYuXQqJRAJ3d3c4ODiwjonAwEAYGRlh%2BPDhKCgowOuvv46YmBisWbOGdTSBsLAwREdHw9nZGWKxGAUFBVi/fj2qqqrg4uLCOh7pRVZWVoLXlZWVOHnyJHf7jn///XcEBQV1eiBT%2Bjk6bdo0FtEIJ6hlEiEAjh8/3uUzHpa4CgsLH/kz0pPg0htseJCUlIRjx47h/v37MDAwgLOzM6ZNm4abN28iPT0dixcvhoqKCtOMr7zyCi5cuIB79%2B5h8%2BbNiIqKwqVLlxAYGMjFLVRSEyZMQFhYmOB6wStXrsDb2xunT59mmOzvGzNmDH799VfWMR4Lr1mvX7%2BOoKAgREdHs44is2DBAqirq2P69OmCA5kAH5%2BjhD2a6SQE/H8g/p3WQtIbbHjg4ODQ6WymqakpTE1NGSSS99xzz6Fv374wMjLC77//DgAwMzN7rEL/aaqrq8OIESMEYyNHjkRNTQ2jRP93Xl5erCMAaNtjHBcXJzdua2uLs2fPAuBjpaMzo0aN4m77x61bt5CamvpMtPUivYOKTkLwbO2Z4mXxora2Ft99912nS21bt25llEqeiYkJDh48iAULFkBDQwO//fYbVFVVuTth7eDggODgYPj4%2BMhmhyMjI7lbriwuLkZYWFinv3fpe8nV1ZVBsjb5%2BfkICwsDAGRnZ8PX11fwvKamRnC9JA%2BHyaR7uqUaGxuRlJQEsVjMKFHn9PT08PDhQ9YxCMeo6CQEirNn6nHwUiz5%2Bvri119/hZWVFdc9Rb28vODh4YHXX38dS5cuxfz586GiooIFCxawjiZw69YtXL58GXFxcTA0NERJSQlKSkqgp6cHOzs72c%2Bxnpnz9fVFWVkZJk%2BezOXvffDgwdDS0pL1aO1IW1sbwcHBTzlV9zru6QaAAQMGYNOmTQxTyXv77bexYsUKLFmyBAMHDhQ8U8QrO8mTR3s6CekCj3umHgcv18xZWVnh6NGj3N1jLdV%2B9qihoQF9%2BvSBiooKysrKcOvWLaY3JnWmu33HUkpKSnBycnoKabpmYWGBU6dOcTFD%2BCh79%2B7F8uXLZa8fPnwo667Ak45bPVRUVKCjo8NdUd/VlhkeDzoSNmimk5Au8LhnSpGoqanhhRdeYB2jS93d9sJjR4DH2Xfs6OjIvOjs378/l4VbZ5ycnODi4gJ/f3%2BMGjUKwcHBuHTpEkJDQ6Grq8s6noyhoSGqq6tx7tw5lJSUwNDQEBMnTuSu6Lx58ybrCIRzNNNJCLreM5WcnIzExERGqf5veJnpDA8PR0lJCVauXMnlrNff6QigKHj43R89ehQpKSl4//335ZZYeesl%2B8EHH0BHRwd%2Bfn7Q1NRERUUFgoODUV1djdDQUNbxZH755Rd4eHhAXV0d%2Bvr6kEgkaG1tRVRUFIYPH846nkBRURESEhJQWFgIPT09zJw5E4MHD2Ydi3CCik5C0LYs1NWeqalTpzJM9vfxUHgAbTOJEomk09lEnmYQnyU8/O47LrFK31e8zRwDgKWlJX7%2B%2BWfBjOGff/4JGxsbXLhwgWEyoTlz5mDq1Klwd3cH0DYT//nnn%2BPixYtc3VR19epVuLq6wsTEBIMGDUJ%2Bfj7u3LmDiIgIjB07lnU8wgFaXicE8ocveN0z9Th4Wdrctm0b6wiEAdYHmf4OkUiEiooKwTaQ6upq9O3bl2EqeXfv3oWbm5vstZKSEtzd3fH111%2BzC9WJHTt2wMvLC0uWLJGNRUdH4z//%2BQ8OHjzIMBnhhWJc4kxILzM0NMTzzz%2BPy5cvIzk5GRcuXEB9fT3rWHJaWlrw3//%2BF0Bba5rVq1cjMDBQ0KsxPT2dVTwBS0tLmJubo2/fvigrK4OysjLMzc1haWnJOhrpRR3fS5mZmejfvz%2BXWxXs7e3h6emJ8%2BfPIzc3F%2BfPn4eXlxfeeOMN1tEEhg4dKteg/vfff8ewYcMYJercrVu3sHDhQsHYwoULcfv2bUaJCG9oeZ0QAHl5eXB1dUVjYyMMDAwgkUjQ0tKC6OhorvZMbdmyBadOnUJKSgrc3d1RU1MDkUiEF154gbs7jUtLS%2BHu7o6bN2/i%2BeefR2VlJYYMGYLIyEhubkx61vCwvK4o7yUAqK%2Bvx4YNG5CcnCw7ue7k5IRPPvkEGhoarOPJbN%2B%2BHbGxsZgzZw6MjY1RUlKCI0eOwNLSUlB4rly5kmFKYNKkSThw4ICgY0V%2Bfj5cXV1lzfbJPxsVnYQAcHd3x9ChQ/HRRx9BWVkZLS0t2LFjB27fvo2IiAjW8WTeeOMNREVFYcCAAbCyskJSUhJ0dHRgZ2fH1R40APDx8UFraysCAwPRr18/PHjwAAEBAWhqakJISAjreM8kHopORXkvtdfY2Ijq6mro6Ohw0%2Be2vcWLFz/yZ5SUlJhfZBEUFIS0tDSsWbNGtqczODgY1tbW8PHxYZqN8IH2dBIC4PLlywgNDYWyctuOE2VlZXh5ecHa2ppxMqHKykoYGBjgxx9/hJ6eHoyNjdHc3Izm5mbW0eSkp6fj5MmT6NevH4C2VjoBAQGCRubkyeJhDkER3kuJiYmYOXNmp1dgSrFuPdUeT4eFuuPl5YWKigosX74cjY2NUFNTw5w5c5jPwBJ%2BUNFJCNoODtXU1Aha%2B9TU1EBdXZ1hKnlGRkaIi4vDyZMnYW1tjZaWFkRGRnK3twto23/acdZISUlJIQ9n8aKpqQllZWVy10tKWxGxnukCFOO9FB4ejpkzZ3bZFomHJvsdnT59GocPH0ZhYSF0dXUxd%2B5cODo6so4loKamhm3btiEwMBDV1dUYOHAglzPHhB1aXicEgL%2B/P%2B7duwd/f38MGjQIBQUF2LRpE4yMjBAYGMg6nkxGRgbWrl0LNTU1REdHIzs7G97e3ggPD4eZmRnreAIffvghRCIRNmzYAA0NDdTW1mL9%2BvVobm7m7ppBRXD06FFs3LhRcLc1j62IFOW9BACZmZkYM2aM7C57XiUkJGDDhg1wdnaWLVvHxsbik08%2Bwbx581jHU7iZY8IOFZ2EAKiqqsKqVauQkZEh6ys4ceJE7NixA8899xzreF2SFiC8tElqTyKR4N1330VhYaHsINHw4cOxb98%2Brm8q4pW1tTU%2B%2BOADTJo0SbZ0LcXTyfCO7yUAsLGx4fK9ZGVlhR9//JGrWdjOzJo1C35%2Bfhg3bpxsLD09HYGBgUhOTmaYrM3MmTORmJgIW1vbTp8rKSkpVCst0nuo6CSknYKCApSXl8PQ0JCra/DaO3bsGE6cOIHS0lIYGBhg3rx5sLe3Zx1Lpv3tTk1NTcjIyEB5eTmsrKygra0NFRUV7m6mUQSWlpZIT0%2BXKzh5pQjvpblz5%2BLjjz/mvo2Xubm5oIgH2ravmJubMz849jgePHiA/v37s45BOEB7Ogn5/zIzM1FYWIjW1lbk5ubKxnlaFgoLC0N0dDScnZ0hFotRUFCA9evXo6qqCi4uLqzjAej8TnPpMjCPy8GKYtasWTh48CAWLVrEOkqnfvnlF4wdOxYZGRmC8dzcXNn7ycLCgkGyrg0YMADvvvsuBg0aBD09PcHfLQ/7Y6X09fWRkZEhKI4zMjK4%2B/JmaWmJixcvyo1PnjwZmZmZDBIR3tBMJyEA1q9fj6NHj8r9w8PbstCECRMQFhaGl19%2BWTZ25coVeHt74/Tp0wyT/eVZvNOcB%2Bnp6Vi6dCn69esnN2vEw9%2BotF1Tx2swpXj8svH55593%2BYynE9dHjhzB9u3b4eLiAiMjI%2BTl5SE2Nha%2Bvr6YM2cO02x5eXlYt24dWltbkZmZCXNzc8HzmpoaVFVVUZ9OAoBmOgkBACQnJ%2BPw4cOCYo5HdXV1GDFihGBs5MiRghuJWKOCsnesX78e9vb2eO2117g8%2BCJd5r158ybjJI/vxRdfxPTp0%2BXGDx8%2BzCBN1%2BbNmweRSITDhw/jzJkz0NfXx%2BbNm7m4OcnY2BjTpk1DZWUlsrKy5LYqqKqqdrnXk/zzUNFJCNp6SHYs5njk4OCA4OBg%2BPj4yAqPyMhITJs2jXEy0ttKSkqwc%2BdO1jEeqePyulSfPn2gra2NwYMHP%2BVEQvX19aisrAQA%2BPn5wczMTNDf9MGDB9i2bRucnZ1ZRZRTW1uL8%2BfP48aNG3j48CGKioowdOhQTJ48mYtDhNItH4MGDcKbb76JlpYWqKiooKysDFpaWlx%2BSSJs0PI6IWhbvrp48SKWLl0qd8KWp31Tzs7OuHz5MrS0tGBoaIiSkhKUlJRAV1dX8I8PD8ut5Mlyd3fHBx98gDFjxrCO0i07OztIJBIoKytDS0sLlZWVaGlpgbKyMpqbm2FiYoJ9%2B/YJrkp8mkpLSzFt2jQ0NDTIPZPuOZ4yZQr27NnDIF3nPv74Y%2BTl5cHT01O2l3vPnj149dVX4efnxzqezM2bN%2BHh4YGQkBD8%2B9//xtatW3H69Gl89dVXGDp0KOt4hANUdBIC4JtvvsHWrVsFTbd5PPRy/Pjxx/q52bNn93IS8rRt3LgR33//PaysrKClpSV4tnXrVkap5IWEhEAikWDdunXo168f6urqsHXrVhgYGGDJkiUICQlBfn4%2BwsPDmWUsLy9HfX09HB0dkZiYKHimpqaGgQMHMkrWOQsLC5w8eRI6OjqyseLiYrz55ptIT09nmExo8eLFsLCwwPLlyyESidDU1ITw8HBkZWUhMjKSdTzCAVpeJwTA3r178dlnn8Ha2prrljR79uzp9IYP6dLlpEmT4ObmxiAZ6W11dXVctcbqSlxcHJKTk2W9LzU0NODn54fp06fDw8MDa9aswYQJE5hmlBZvv/zyi%2BD9fufOHYhE/P2zqKamJrdE3a9fP%2B76i/7222%2BIiYmRfUaJRCJ4eHgI%2BouSfzb%2B3l2EMNDc3IwFCxawjvFI8%2BfPR2xsLNzc3GBkZITCwkJERkZi/PjxMDExwXfffYc///wTq1atYh2VPGE8zWZ2p66uDn/88YegIHrw4IHgsBsvVyNeunQJgYGBiIuLw6FDhxAQEACRSITdu3djypQprOPJuLu7w9PTE35%2BfjA2NkZxcTF27tyJGTNmCPrist4KpKmpiZycHJiYmMjGCgoKuLsUgLBDy%2BuEANi%2BfTvEYjGWLFnCOkq3Zs%2BejaCgIAwfPlw2dvfuXfj4%2BOD777/HvXv3sHjxYpw7d45hStIbFKW9z/r163H9%2BnV4e3vDwMAAEokEoaGhMDExgZ%2BfHzZt2oQHDx7giy%2B%2BYB0VixYtgoWFBby8vGBrawsvLy88//zz2LlzJ31dpdUAAAm%2BSURBVBISEljHk2nfhkra77bjax62AoWEhCA5ORlubm6y331ERAQcHR2xYsUKptkIH2imkxC09bqMiopCSEgIBgwYIJiJ4elQTl5eHoYMGSIYMzIyQk5ODoC206N//PEHg2Skt124cEHwuqqqCnfu3OFuyd3Pzw%2BbN2/GihUrUF9fj759%2B2Lu3LlYs2YNrl%2B/jj/%2B%2BAMBAQGsYwJo%2B8L2zTff4O7duygrK8OMGTOgqqqKDz/8kHU0AZ4%2Bg7qzcuVKKCsrIzw8HKWlpRCLxXjrrbdoyw%2BRoaKTELRdhzd37ly58aamJgZpumZqaop9%2B/YJZrYiIyMxbNgwAEBqair1yXxGHThwQG7sxIkTcsUoa2pqaggMDMS6detQVVUFHR0d2Zc4c3NzuebhLKmoqKC2thapqakwMzODqqoqCgsLoampyTqagKK8p1VUVLBq1Sra3kO6RMvrhKBtBnHv3r0oLi6WnWBvbGxETk4OV6dDb9y4gffffx8ikQhisRj3799HS0sLwsLC8PDhQ7zzzjsICQmhZsz/IFZWVtwVnnfu3MHBgwdRVFSEjRs3IikpCW%2B//TbrWHICAgJw6dIlFBYW4rPPPsOoUaOwYsUK2NraYu3atazjKRxF2QJC2KGZTkIAfPbZZ2htbYWWlhYqKirwr3/9C3FxcXB1dWUdTWDkyJE4deoUzp07h/v378PQ0BC2trZQV1dHVVUVfvzxR0FbFfJsu3jxIjQ0NFjHEPj555%2BxatUqTJ48GWlpaWhoaMAXX3yBuro6LFu2jHU8AX9/f8TFxUFdXR0zZsxAbm4uXFxcuN/bzStF2QJC2KGZTkIAmJmZISUlBRKJBLt378a%2BffuQmpqKffv24dtvv2UdjxDY2toK9ho3NjairKwMHh4eXC1nzpkzB56enpg4cSIsLCyQkZGBq1evYvXq1QqzN5E8OdItIFu2bGEdhXCAZjoJQVsvwQEDBkAkEuH27dsAABsbG1piI9zoWFgqKyvjxRdfxMsvv8woUefy8vJgY2MD4K/WSKNHj0Z1dTXLWAKOjo5ISEiQK%2BTbowL5yXjzzTep4CQyVHQSAmDw4MFISUnBxIkT0dLSgoKCAqiqqnJ3kIj8c40fPx5hYWHIzc0V3JwFADExMYxSyTMwMEBWVhbGjh0rG7t69SrEYjHDVELSZf6uZoh56SP6LOBxCwhhh4pOQtD2j5CnpycSExPh7OwMFxcXqKiowM7OjnU0QgC0tSIqLS3F5MmT0adPH9ZxuuTu7g4PDw8sWLAAjY2N%2BPLLL3HgwAF4e3uzjiYTGxuLI0eOdPszTk5OTynNs6O7LSCEALSnkxCZ4uJi6OjoQCQSITk5GTU1NXBycoKqqirraITA3NwcP/zwA7S1tVlH6dbGjRsxZswYxMfHo7CwEPr6%2Bpg/fz7eeOMN1tFkpKes7927h9OnT2POnDkYPHgwioqKEBsbC3t7e2zYsIFxSsVz/PhxwWtet4AQdqjoJIQQBWBra4v4%2BHjuekh2ZGlpibS0NC7vMO9o4cKF8PHxwauvviobu3btGvz9/eUKKPJoHh4e2LFjB/d/o4QdKjoJIUQBHD16FCkpKXj//fcxcOBAwTPWd263t337dtTV1WH27NnQ1dUVLLfylBMAxowZg8zMTKioqMjGGhsbYWlpiV9//ZVhMsU0btw4pKam0uoQ6RIVnYQQogA63r8NgJs7t9trnxPg627wjubOnYvp06dj6dKlsrE9e/YgLS0NBw8eZJhMMW3atAn37t2Do6Oj3BcOCwsLhskIL6joJIQQBVBYWNjlM56uSVSUnACQlZUFd3d3aGhoQF9fHxKJBC0tLYiIiMBLL73EOp7C6fiFQ4rHLxyEDSo6CSGE/GNJb/IqLi6Gvr4%2BbG1t0b9/f9axCHkmUdFJCCGEkB5zcnJCXFyc3LitrS3Onj3LIBHhDf/HCwkhhBDCpfz8fISFhQEAsrOz4evrK3heU1ODhoYGFtEIh5RZByCEEEKIYho8eDC0tLS6fK6trY3g4OCnmIjwjJbXCSGEENJje/fuxfLly1nHIByjopMQQgghPdbc3IyzZ89i6tSpKC4uxtatW6GtrQ1vb29qGE8AUNFJCCGEkCdgy5YtOHXqFFJSUuDu7o6amhqIRCLo6ekhKCiIdTzCATpIRAghhJAeS0lJwcGDB1FbW4uffvoJSUlJ0NHRgZ2dHetohBN0kIgQQgghPVZZWQkDAwNkZGRAT08PxsbGUFdXR3NzM%2BtohBM000kIIYSQHjMyMkJcXBxOnjwJa2trtLS0IDIyEsOGDWMdjXCC9nQSQgghpMcyMjKwdu1a9O3bF19//TWys7Ph7e2N8PBwmJmZsY5HOEBFJyGEEEKeuIcPHwIAVFVVGSchvKDldUIIIYQ8EVeuXEFOTg46zmc5OTkxSkR4QjOdhBBCCOmxXbt24csvv4Suri5Eor/mtJSUlHDmzBmGyQgvaKaTEEIIIT0WHx%2BP8PBwTJw4kXUUwilqmUQIIYSQHqutrYWNjQ3rGIRjVHQSQgghpMcmTZqEhIQE1jEIx2hPJyGEEEJ6zNPTE6dPn8aQIUMwcOBAwbOYmBhGqQhPaE8nIYQQQnpsxIgRGDFiBOsYhGM000kIIYSQJ6q8vBwDBgwQnGInhPZ0EkIIIaTHGhsbsWXLFowZMwbW1tYYO3Ys/P39ZU3iCaGikxBCCCE9tnfvXly4cAG7d%2B9GYmIidu/ejcuXL2P37t2soxFO0PI6IYQQQnpsypQpiIqKgpGRkWwsPz8fixYtwv/%2B9z%2BGyQgvaKaTEEIIIT1WXV0NsVgsGBOLxWhoaGCUiPCGik5CCCGE9NhLL72EQ4cOCcYOHTpEJ9qJDC2vE0IIIaTHMjMz8d5778HU1BRGRkbIz89HdnY2IiIi8Oqrr7KORzhARSchhBBCnojDhw/j8uXLEIlE0NfXh66uLubNm8c6FuEENdAihBBCSI%2BFhobi%2BPHjiIqKwpAhQ3DmzBls2bIF1dXVcHNzYx2PcIBmOgkhhBDSYzY2Nvj222/lTq%2B/8847OHfuHMNkhBd0kIgQQgghPVZTU9Pp6fW6ujpGiQhvqOgkhBBCSI%2BNGjUK%2B/fvF4xFRkbC1NSUUSLCG1peJ4QQQkiPXb9%2BHe%2B99x7U1dWhr6%2BPoqIiNDU14auvvqLCkwCgopMQQgghT0h1dTXOnTuHkpISiMViTJo0Cf3792cdi3CCik5CCCGEENLraE8nIYQQQgjpdVR0EkIIIYSQXkdFJyGEEEII6XVUdBJCCCGEkF5HRSchhBBCCOl1VHQSQgghhJBeR0UnIYQQQgjpdVR0EkIIIYSQXvf/ALxH8GXBBwfNAAAAAElFTkSuQmCC\" class=\"center-img\">\n",
       "    <img 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AcLDw22WNW3alKSkpArXe3h40LBhQ%2Bt6E/Ti8FIxZ9yVpFEj2L8fmjWDw4eNRFqKq87LzLpQNcZaVOycO9K4ukKZu0wa4YYT7hfuhIEW4WY0D5w0n65V43u0KrGgOzyZVqk3zXLCJ4%2BfM4d58%2BbZLJswYQJxcXF27R8SEmLXdrm5ufj4%2BNgs8/b2Ji8vz671JqjolN9OQAC4uZU8XudcXKBK3Dahygy0kv9QXI0qMtAqMswSVeX7tIqMs4oME6haY60ssbGxdOvWzWaZvYXk1fDx8eHChQs2yy5cuICfn59d601Q0SkiIiJiD1fzZyWGhoYSGhpqPPdy4eHh7N2712bZgQMHaNmyJQDNmjVj//79dO3aFYCCggKOHDlS7pC8I3ROp4iIiMgNrm/fvmzfvp2NGzdSWFjIxo0b2b59O/369QPg/vvv5/333ycpKYmLFy/y%2BuuvExwcTFRUlLExqNMpIiIiYg8ndDqdKTIykhdffJG%2BffvSpEkT3nzzTWbPns20adOoV68ec%2BfOpVGjRgAMGjSI7OxsHnvsMU6dOkWrVq1YuHAhHh4exsbjYjH5Akxy43DGCWORkZCYCG3awM6dRiKddSGRM85DcsqFRE4YqLMuJHJzgyLD1/045UIiJwzUGRcSOWU%2BnXUhUVU5sc8J43TGhURVZTrBSb9LK/N8ZoMFmFVBgfnM65Q6nSIiIiL2qGKdzuuNik4RERERe6jodIhmT0REREScTp1OEREREXuo0%2BkQzZ6IiIiIOJ06nSIiIiL2UKfTISo6RUREROyhotMhmj0RERERcTp1OkVERETsoU6nQzR7IiIiIuJ06nSKiIiI2EOdTodo9qqo1NRUIiMjSU1NLbdu7dq1dOvWrRJGJSIicgNzdTX/dhNRp7OKqlu3Ljt37qzsYYiIiIjY5eYqsW8gKSkpREREkJKSwsGDBxk2bBiRkZH06dOHffv2VfbwREREbjzqdDpEnc4qrrCwkDFjxtClSxcWL17MsWPHGD16NK5X8Y2cnp5ORkaGzbKQRo0IDQgwO9jmzW0fRURE5KahorOKS09P58SJE/z5z3/Gy8uLZs2a8cgjj/Duu%2B/anREfH8%2B8efNslk2YNIm4SZNMD7fEihXGolyMJVWQbTzcSaM1PFA3N6NxTs520mAND9RZU2p%2BPp34E2X%2BB8o5DI/TWc%2B6qkwnVK2xXtFN1pk0TUVnFZeYmEhgYCDe3t7WZWFhYVeVERsbW%2B7Co5A%2BfeAqCle7NG9eUnA%2B9BAkJRmJtOxINJJzORcXsFgMZ2I4EJwy0KJi5/yFcHODoiLDmRgOBKcMtMgJZadT5tPVCd%2Bj4JwfKGdwwjgtTig7q8p0gpN%2Bl1ZmEaui0yEqOqu4qKgo5syZQ25uLn5%2BfgCcPHnyqjJCQ0MJDQ21XXj4sKkhlpeUBLoISkRE5Kaikr2KCw0NpVGjRrz00kucP3%2Beo0eP8s4771T2sERERG48upDIITfXs70Bubq68vbbb5Oenk7Hjh0ZNWoU3bt3r%2BxhiYiI3HhUdDrExWKpKmeGyG/KGSfNREZCYiK0aWPs8Lql2Dnfvjqn0zyd02mWzul0Ap3TadwNd07nLbeYzzx61HzmdUrndIqIiIjY4ybrTJqm2RMRERERp1OnU0RERMQe6nQ6REWniIiIiD1UdDpEsyciIiIiTqdOp4iIiIg91Ol0iGZPRERERJxOnU4RERERe6jT6RAVnSIiIiL2UNHpEM2eiIiIiDidOp0iIiIi9lCn0yGaPRERERFxOnU6RUREROyhTqdDVHSKiIiI2ENFp0M0eyIiIiLidOp0SoUsxRan5LoAlh2J5vJcXYxlWUVGQmIiLm3bwM6d5nJXrjSXBRAYCHffDZ9/DqdPG4t1CwszlmXl5we33Ybb3u8hN9dY7KfnOhjLAvD3h44d4ZsEN7KzzeX2uuOsuTAo6bb4%2B%2BOWlw3FxcZif0ytYSyrlLc3NGoEh4%2B4cOGCudyaNc1lAbi7Q1AQZJ1yobDQXG6tL%2BPNhYH1597l88%2BM/twDcOqU2bzgYBg8GJfVH0BmprnccePMZV0tdTodotkTEREREadTp1NERETEHup0OkRFp4iIiIg9VHQ6RLMnIiIiIk6nTqeIiIiIPdTpdIhmT0REREScTp1OEREREXtch53OrKwsnn32WbZv346bmxt9%2B/blySefxN3dtsQbNWoUO3bssFmWl5dHbGws06dPJzMzkzvvvBNfX1/r%2BsDAQDZv3mxsrCo6RUREROxxHRadkydPplatWnz99ddkZmYybtw4li5dyqhRo2y2W7x4sc3Hq1evZt68eUyYMAGAPXv2UK9ePaNF5uWuv9kTERERkSs6evQo27dv54knnsDHx4cGDRowfvx4li9f/qv7HTp0iBkzZjB79mxCQ0OBkqKzZcuWTh2vOp0iIiIi9nBCpzM9PZ2MjAybZSEhIdZi8Nfs37%2BfgIAAatWqZV3WpEkTUlNTOXfuHNWrV69wvxdffJH%2B/fsTFRVlXbZnzx7Onj3LfffdR2ZmJq1ateLJJ5%2BkadOm1/jMylOnU0RERKSSxMfHM3DgQJu3%2BHj7bp%2Bam5uLj4%2BPzbLSj/Py8irc57vvvmP37t3Ww%2BqlqlevTtu2bXnvvffYtGkTDRs25JFHHiHb4D2B1ekUERERsYcTOp2xsbF069bNZllISIhd%2B/r6%2BnL%2B/HmbZaUf%2B/n5VbhPfHw8vXv3Lvc5Xn/9dZuPn3rqKdasWcN3331H165d7RrPlajoFBEREbGHE4rO0NBQuw6lV6RZs2acOXOGzMxMgoODATh48CC1a9fG39%2B/3PaFhYX861//4s0337RZnpOTw5tvvsnQoUOpV68eAEVFRRQWFuLt7X1NY6uIDq%2BLiIiIVEENGzakbdu2zJo1i5ycHJKTk5k/fz6DBg2qcPuffvqJixcv0qZNG5vl1apV45tvvuHVV18lOzub3NxcZsyYQf369W3O%2B3SUik4RERERe7i6mn9z0Jw5cygsLKR79%2B7ExMTQuXNnxo8fD0BkZCTr16%2B3bpucnEyNGjXw8vIqlzN//nyKi4vp0aMHnTt3JiMjg0WLFuHh4eHwGEvp8LqIiIhIFRUcHMycOXMqXLdz506bj//whz/whz/8ocJt69Wrx7x584yPryx1On9DR44csXvboqIikpOTnTcYERERuTrXYaezKrm5nm0l2rx5MyNHjrR7%2BylTpvDhhx9ecbuEhAQiIiIcGZqIiIjYQ0WnQ26uZ1uJzpw5g8VisXv706dPO3E0IiIiIr%2BtG6Lo3Lx5Mw888AAdOnTg9ttvZ%2BjQoRw5coS1a9fy0EMP8eqrr9K%2BfXvuuOMOli1bxqpVq%2BjatStt27blueees%2BacPn2aZ599lk6dOhEdHc2YMWOsh8RTUlKIiIggJSXFuv3cuXMZNmwYAGvXruXBBx/kpZde4o477qBDhw5MmzaNgoICEhISeP7550lNTSUyMpK0tLRffT7Tpk3ju%2B%2B%2BY%2BHChYwdO9b6uX7/%2B9/Tvn177r//fv71r3/Z7LNkyRJ69uxJ69atmThxIjk5OSamVkREREqp0%2BmQKn8h0cmTJ5k0aRJvvPEG3bp14/Tp00yYMIE333yTDh06sGPHDu6%2B%2B262bdvGypUreemll%2BjduzcbN27kwIEDxMbG0qdPH9q1a8fEiRNxdXVl3bp1%2BPv788YbbzBixAg%2B/vhju8aSmJhIly5d%2BPrrr/nxxx8ZPnw4HTt25N577%2BXFF19k3rx5bN68%2BYo5M2fO5NixY7Rv3564uDi2bdtGfHw8a9euJSQkhPj4eKZNm0aXLl2s%2Bxw/fpyPP/6YM2fOMHjwYJYvX86YMWPsGndFt%2BAKDrbvFlyVLjLSfGbz5raPpgQGms0rfQ22Cl6LzSG/8ILCDim9Y8Zld85wlL/9Bw/sUvrUjU%2BB6T8spXmGcw2%2BHJ%2BVp6ftoynuhv96ubnZPhpTVX7uwfz3aUCA7aPc9Kp80VmzZk02bNhAWFgYOTk5nDx5ksDAQGs30dfXl%2BHDh%2BPi4kKnTp0oKipi5MiR%2BPj40KpVK0JDQzl%2B/Di1a9dm%2B/btbNiwwfoq/X/605/46KOP2LJlC7fffvsVx%2BLt7c3YsWNxcXHhtttuIyIigsOHDzv8HL28vDh79qy1Qzt48GBiY2NxcXGxbhMXF4eXlxe1atWiXbt2HDt2zO78%2BPj4clesPfbYBCZOjHN47BUpM2zHJSYaDLvMihXOyzapQ4fKHoH9mjUzGtfRaNp/2fHjfpWcUCCA8eq4kZOGCXDp9aave8bro7vvNhx4SVX6ue/Zs7JHYM5N1pk0rcoXnR4eHnz88cesXLkSFxcXwsPDycnJwf3Sv8EBAQHW4sz10jdL9erVrfu7urpSXFxMZmYmAA0aNLCuc3Nzo06dOhw/ftyuojMoKMimEPTw8Liq8zh/SWRkJHPnzmXZsmUsXrwYb29vhg0bxrhx46zbBJb5b9rDw4OioiK78yu6BVdwcAgGhl6OiwtGc13atrnyRlerefOSgvOhhyApyVzuK6%2BYy4KSTkeHDrB1Kxi8Ny61a5vLKuXjU1Jw7t8Pl92yzRHf5NxmLAtKarjbb4fduyE311xux1YGvz5Q8ofPz69kkMXFxmIPZ5qvOj09SwrO48chP99cbplf40a4uZUUnGfOwFX8%2BryioB2fmQsD5/3cA5w9azYvIKCk4Pz885KJNWXwYHNZV0tFp0OqfNH5ySef8P777/P3v/%2BdW265BYAZM2bw888/A9gUgb%2Bm9LZPx44do9mlbkxRURGpqamEhITgdumYS0FBgXWf3%2Bpin9TUVIKCgliyZAn5%2Bfls3bqVCRMm0KJFC3wMHK6s6BZczig4neKy1yAzKinJbL6zvl%2Bys81mO%2BOwXanz541Wc6b/5pbKzTWcbbAwLJdrMPvCBWNR5eTnm8339TWXVVZRERQWGgysKj/3AKdOmc0rdeYMXGrsyM2typfs2dnZuLq64u3tjcVi4auvvuLDDz%2B0KQ7tERoayu9//3teeuklMjIyuHDhArNnz6aoqIiuXbsSFBREjRo12LBhAxaLhb179/LPf/7T7nwvLy/Onz9PoZ2/zTw9Pcm%2B9Fdvz549jBo1iqSkJDw9PQkKCgJsu5siIiLiZLqQyCFVvtM5YMAAduzYwb333oubmxuNGzdm%2BPDhLF%2B%2B/KoLz9dee43Zs2czYMAA8vLyaN26Ne%2B%2B%2By4Bl07ymTFjBnPmzGHJkiW0bNmSmJgYduzYYVd2u3btCAoKol27dqxcufKKr63Zv39/XnjhBX744QdWrFjBkSNHGDduHKdPnyYoKIinn36a22%2B/nYSEhKt6jiIiInKNbrIi0TQXi4mTDuWG46zvCuPndLqavCrpksjIkguU2rQxe3h95UpzWVByVezdd8Nnn5k9zBYWZi6rlJ8f3HYbfP%2B90cPrn54zezGFvz907AjffGP28HqvOwyfK%2BfqWjLY7Gyjh9d/TK1hLKuUtzc0agSHD5s9vF6zprksKLkaPigIsrLMHl6v9WW8uTBw3s89mD%2B8Hhxccv7lBx%2BYPbxe5nqG39z995vPXLPGfOZ1qsp3OkVERER%2BE%2Bp0OkRFZyUYOHDgr76U0qJFi4iKivoNRyQiIiLiXCo6K8HatWsrewgiIiJytdTpdIiKThERERF7qOh0iGZPRERERJxOnU4RERERe6jT6RDNnoiIiIg4nTqdIiIiIvZQp9MhKjpFRERE7KGi0yGaPRERERFxOnU6RUREROyhTqdDNHsiIiIi4nTqdIqIiIjYQ51Oh6joFBEREbGHik6HaPZERERExOnU6ZQKuWBxWrLR7JUrzWWVCgwseXzlFTh92lzuAw%2BYywKIjIS774apU2HnTnO5e/aYyyrl7V3y6OtrtFNwW0NjUQC4X/qN2KwZFBYaDPb0NBgGuLiUPHp4gMXcz1NenrEoq9LhnT9f8maK6Sn19ISgoJI5yM83l1srIcFcGEC9eiU/93v2wPHjZrPPnDGbFxYGgwfD3r1w7Ji53HHjzGVdLXU6HaLZExERERGnU6dTRERExB7qdDpERaeIiIiIPVR0OkSzJyIiIiJOp06niIiIiD3U6XSIZk9EREREnE6dThERERF7qNPpEBWdIiIiIvZQ0ekQzZ6IiIiIOJ06nSIiIiL2UKfTIZo9EREREXE6dTpFRERE7KFOp0NUdIqIiIjYQ0WnQzR7IiIiIuJ06nSKiIiI2EOdTodo9m4wRUVFJCcnV/YwRERERGyo6DQgJSWFiIgIUlJSrmn/5557jueee86ubYcNG8bcuXN/cf2UKVP48MMPr2kcIiIi8itcXc2/OSgrK4vx48cTFRVFdHRt%2BvkWAAAgAElEQVQ0M2fOpLCwsMJtR40aRatWrYiMjLS%2BffXVV0BJ0%2BrVV1%2BlY8eOREZGMm7cONLT0x0eX1k6vH4dmD59urGs06dPG8sSERGRMq7Dw%2BuTJ0%2BmVq1afP3112RmZjJu3DiWLl3KqFGjym37ww8/sGTJEtq3b19u3YIFC/jPf/7DmjVr8Pf359lnn%2BWZZ57h7bffNjbW62/2DNi3bx8PPvggkZGR9OvXjwULFtCtWzfWrl1LTEwMzz33HG3atKFTp07Mnz8fi8UCwLfffsvAgQOJioqiZ8%2Bev/rfQkU%2B%2BugjevfuTevWrRkxYgRpaWnWdd988w2DBg0iKiqKe%2B%2B9l/Xr11vXTZ06lalTp1o/fu%2B99%2BjatSvR0dFMmTKFuLg4m%2B7m0aNH%2BeMf/0i7du3o3r07//znPwGYNm0a3333HQsXLmTs2LHXPH8iIiJy/Tt69Cjbt2/niSeewMfHhwYNGjB%2B/HiWL19ebtvk5GTOnj3LrbfeWmHWBx98wOjRo6lTpw7VqlVj2rRpfPXVV0ZP2bvhOp05OTmMGjWK2NhY3n33XQ4fPszYsWNxcXEBYPfu3URGRrJ161Z%2B/vlnRo0aRUhICIMHD%2BbPf/4zEydOZMCAAaSkpPDggw8SFRVFr1697Prce/fuZdWqVRQXFzNixAjefPNNpk%2BfTlJSEuPGjeMvf/kL3bt3Z/fu3YwfP57AwEA6d%2B5sk7FhwwbmzZvHW2%2B9RatWrVi1ahXTp08nPDzcus1//vMfFi9ezO9%2B9zsWLFjAU089Rffu3Zk5cybHjh2jffv2xMXF2T1n6enpZGRk2CwLCQ4mNDTU7oxKExhoPtPf3/bRlMhIs3nNm9s%2BmuLtbTYPwMvL9tEQd8O/wUrzTOdy6feP8TzDuT4%2BRuOA/347mf628vQ0m%2BfhYftoTL16ZvNKfy874/dz9epm8%2BrUsX28ETih01nh3%2BCQELv%2BBu/fv5%2BAgABq1aplXdakSRNSU1M5d%2B4c1ct8Tffs2YOfnx9Tpkxhz549BAcHM2LECAYNGkR2djYnT560qTWCg4OpUaMGP/30Ew0aNDDwTG/AonPz5s24ubkRFxeHq6srERERjBo1iiVLlgAQEBDAn/70Jzw8PGjVqhWxsbGsX7%2BewYMH4%2BXlxSeffEJAQADt2rVjy5YtuF7FN9jYsWPxv1SodO7cme%2B//x6AlStX0r17d%2B6%2B%2B24A2rRpQ0xMDMuXLy9XdK5evZrY2FjatGkDwJAhQ1i3bp3NNvfccw8tWrSwvj9nzhyysrKoXbv2NcwYxMfHM2/ePJtlEx57jLiJE68p74pM/qG8NKdO0aGD2TxnjXXFCufkOoOhX1ylQoym/Zf5/2WcUMiD8SL%2BFxogRjRu7Lxsk67x1%2Bgve/xxw4GXDBvmnFxnGDOmskdwXavwb/CECXY1j3Jzc/G57L/F0o/z8vJsis78/Hxat27NlClTaNasGQkJCcTFxeHn50fkpaaIr6%2BvTZa3tze5ubnX9LwqcsMVnSdPnqRu3bo2xWLZCr1evXp4lPlXtk6dOnz66acAvPvuu8ydO5cXX3yRjIwMOnfuzAsvvGB3MRcQEGB938PDg6KiIgCOHz/Otm3biIqKsq4vKioiLCysXMaJEyfKdVYv/w/j8s8DXNVpAJeLjY2lW7duNstCgoPh0mkHRrm4mM39/HNzWaX8/UsKzq1bITvbXG6ZUyiMaN68pOB86CFISjKXu2qVuaxSXl4lBWdyMly8aCw2o0ZTY1lQ0uEMDITTp8GBH6lyQvwvmAuDkp8jL6%2BSuTT487TvkPni2Nu7pOA8dAguGJwG0wciPDxKCs6TJ6GgwFxug1WvmwuDkg7nsGGwbBkYvsjD6O87KOlwjhkDCxfCiRPmcl94wVzW1XJCp7PCv8Eh9v1L7evry/nz522WlX7s5%2Bdns7x///7079/f%2BnGnTp3o378/n3zyCR07drTZt9SFCxfK5Tjihis669atS2pqKhaLxXpIPTU11bo%2BPT3dZl1KSgp169bl4sWLHDhwgBdeeAF3d3cOHz7MM888w6xZs5gzZ45DY6pduzYDBgywuWCodByXq1evns14S8ff2IltgtDQ0PJtfGcUnM7gzAunsrPN5u/caS6rrKQks9kmK4PLXbxoNL/Q3O9C29xCs0Wn036eLBaj2Zf9vTHqwgWz%2BYabvFYFBZCfbzDw%2BHGDYWWkp5vPPnPGbF6pEyfg2DHnZP/WnFB0Vvg32E7NmjXjzJkzZGZmEhwcDMDBgwepXbu29chrqdWrV%2BPn50fv3r2ty/Lz8/Hy8qJGjRrUqlWLAwcOWA%2BxZ2RkcObMGZtD7o664S4k6tatGxaLhbfeeov8/HwOHTpkPbQOJZP49ttvU1BQwPfff88HH3zA4MGDcXFx4X/%2B53945513KCwsJCQkBHd3dwINHGcbNGgQH3/8Mf/%2B978pLi7myJEjDB06lHfeeafctjExMaxatYrvv/%2BewsJC1qxZw65du%2Bz%2BXJ6enmSb/m9VRERErjsNGzakbdu2zJo1i5ycHJKTk5k/fz6DBg0qt21OTg4zZsxg3759FBcX8%2BWXX/Lxxx8TGxsLwMCBA1mwYAHJycnk5OQwa9Ys2rdvX%2BFR2Wt1w3U6fX19mT9/PtOnT2fhwoU0bNiQO%2B%2B8k61btwIlLeuUlBQ6deqEn58fkyZN4p577gFKXi7g1VdfZeHChbi5udGlSxf%2B9Kc/OTym22%2B/nb/%2B9a/89a9/ZdKkSfj4%2BHDffffxP//zP%2BW27dWrF8eOHWP8%2BPHk5%2BfTpUsXWrZsaXNKwK/p378/L7zwAj/88AMrqtK5fiIiIte76/Alk%2BbMmcP06dPp3r07rq6u9O/fn/HjxwMQGRnJiy%2B%2BSN%2B%2BfRk%2BfDh5eXlMmDCBrKwsGjRowKuvvmo99e%2Bxxx6jsLCQIUOGkJubS3R0NP/7v/9rdKwuloqO8VZhp0%2Bf5tChQ7Rt29a6bNmyZWzYsIGYmBjmzZvH5s2bK3GEvy4pKQl/f3/qlbniceDAgTzwwAPExMT8dgNx1reF6XM6nXH%2BYWBgyUU/n31m9vD6Aw%2BYy4KSq%2BETE6FNG7OH1/fsMZdVytsbmjaFAweMHl4/EdTSWBaUnNMZEgIZGWYPr9cJMHzc2sWlZE4vXDD687Rjn/nL1318Si5Q2rfP7OH1Mqe2G%2BHp%2Bd/Tjk0eXm/yZvnmgkPq1Su5OOn116//w%2BthYSXnX77wgtnD6xUcJfzNzJxpPnPaNPOZ16nrr2R3UFFREcOHD2fLli1AyTmbK1asoGvXrpU8Mvts27aNsWPHkpGRgcViYePGjRw4cIAOpq%2BkFhERkatzHd6RqCq54Q6vBwcH87//%2B7/Mnj2byZMnU716dQYMGMDIkSNtXpD9akRHR5P/K//6btiwgbp1617rkG0MHTqU48ePM2DAAHJzc2ncuDELFiww9hpZIiIico1usiLRtBuu6ATo0aMHPXr0KLd84MCBDBw48KrzEhISTAzLLu7u7kybNo1pN1G7XURERG58N2TRKSIiImKcOp0OUdEpIiIiYg8VnQ7R7ImIiIiI06nTKSIiImIPdTodotkTEREREadTp1NERETEHup0OkRFp4iIiIg9VHQ6RLMnIiIiIk6nTqeIiIiIPdTpdIhmT0REREScTp1OEREREXuo0%2BkQFZ0iIiIi9lDR6RAVnVKhomIXp%2BS6uZnNdgsLM5Zl5edX8li7Nvj7m8vds8dcFoC3d8njqlVw4YK53FatzGWVioyExESIiYGdO43FfrbUYiwLoGZN6NMHtm2DU6fM5Q7vlGouDMDTExo0gIwMyM83FrtpUxNjWaVq1YJbb4Xt2yEtzVzukzGHzYUBuHoC9Wjgehxczc0pERHmsgCCg0seGzaEatXMZqenm82rXbvksV69kl/%2BctNT0SkiIiJiD3U6HaLZExERERGnU6dTRERExB7qdDpERaeIiIiIPVR0OkSzJyIiIiJOp06niIiIiD3U6XSIZk9EREREnE6dThERERF7qNPpEBWdIiIiIvZQ0ekQzZ6IiIiIOJ06nSIiIiL2UKfTIZo9EREREXE6dTpFRERE7KFOp0NUdIqIiIjYQ0WnQzR7IiIiIuJ0KjoryZEjRyp7CCIiInI1XF3Nv91Ebq5nW4GUlBQiIiJISUlx6ucZNWoUb731FgCbN29m5MiR15y1du1aunXrZmpoIiIiIk6nczp/I4sXL7a%2Bf%2BbMGSwWSyWORkRERK7aTdaZNE2zV8bx48eZPHkyHTp04M477%2BTxxx8nPT0dgISEBLp168aCBQvo3Lkz7du3Jy4ujpycHOv%2B7733Hl27diU6OpopU6YQFxfH3LlzARg2bBhz584lISGB559/ntTUVCIjI0lLS7OuK3V59/XgwYMMGzaMyMhI%2BvTpw759%2B2zGvXfvXoYNG0a7du24%2B%2B67Wbp0qYpaERER03R43SHqdF5SWFjImDFjaNmyJZ999hkWi4UXX3yRsWPHsmrVKqCkKE1LS%2BPzzz8nLS2NIUOGsGLFCh599FE2bNjAvHnzeOutt2jVqhWrVq1i%2BvTphIeH23ye6OhoXnzxRebNm8fmzZuvOK6CggLGjBlDly5dWLx4MceOHWP06NG4XvpGTUtLY/jw4UyZMoV33nmHo0ePMn78eLy9vXnggQfseu7p6elkZGTYLAsKCiEkJNSu/SuVn5/5TB8f20dTvL3N5nl52T6aEhlpNg%2BgeXPbR0Nq1jQaR40ato/GeHqazfPwsH00pFYto3HAf79Gpr9WVWVOCQ42mxcQYPtokukCKCjI9lFueio6L/nuu%2B9ITk5mzZo1VKtWDYAXX3yR9u3b88MPP1i3e%2Byxx/D29uaWW24hOjqaw4cPA7B69WpiY2Np06YNAEOGDGHdunUOj2vnzp2cOHGCP//5z3h5edGsWTMeeeQR3n33XQDWr19PkyZNGDJkCABNmzZl5MiRvP/%2B%2B3YXnfHx8cybN89m2WOPTWDixDiHx18RNzeDYbfdZjDsMs2aOS/bpAYNzOYlJprNK2vFCqNxfYym/VeXLqYTDX%2BNStWubTRuxAijcTb69jWdWM90YIlQw/9s33%2B/2bxS3bs7J9cZBg6s7BGYc5N1Jk1T0XlJVlYWgYGB1oIToFq1agQEBHD8%2BHGCL/23GhISYl3v4eFhPYx94sQJevXqZZPZwEAxkJaWRmBgIN5lumRhYWHW948fP87evXuJioqyLisuLsbtKiq72NjYchcmBQWFUFTkwMB/gZsbRnPd9n5vLqyUj09Jwbl/P5w/by7X19dcFpR0OBs0gORkuHjRXG5MjLmsUs2blxScDz0ESUnGYj960WyBXKNGScH51Vdw9qy53D6tk82FQUk3rnZtOHkSCgqMxS79l/niuGbNkoJz/Xo4dcpc7oiex82FQcmchoZCerrROWXbNnNZUNLh7N4d/vUvOHPGbLbJLxCUdDgHDoS1ayEry1zu6NHmsuQ3paLzkvbt2/PGG2%2BQk5NjLTyzs7M5ffo0ISEhVzxHsl69eqSmptosS01NpXHjxlf83K6urhSU%2BSV3%2BvRp6/t16tTh1KlT5Obm4nfpUPLJkyet62vXrk10dDRLliyx2T83N/eKn7dUaGgooZf9d%2B%2BMgtMpruJ5XrXz583mO%2Bs/5IsX4cIFc3k7d5rLulxSktF8038jS509azg7P99gWBkFBUaz09KMRZVz6pTh/Coyp2Rmmssq68wZ89mXrmEwLiur5B%2BkG4E6nQ7R7F1Ss2ZNmjZtyvPPP092djbZ2dm88MILhIWFWQ%2BZ/5qYmBhWrVrF999/T2FhIWvWrGHXrl0Vbuvl5cX58%2BcpLCwEoEmTJnz99decO3eO7OxsFi1aZN02MjKSRo0a8dJLL3H%2B/HmOHj3KO%2B%2B8Y13fp08fdu3axfr16yksLCQ9PZ2xY8fyyiuvODgjIiIiYkMXEjnk5nq2v8LNzY2FCxdSWFhIr1696Nq1KwUFBfzf//0f7u5Xbgj36tWLkSNHMn78eDp27MjWrVtp2bIlHhWclN6uXTuCgoJo164dP/30E2PGjCEoKIju3bvTr18/m0Pdbm5uvP3226Snp9OxY0dGjRpF9zLn8tSrV4/FixcTHx9Px44d6devH40bN1bRKSIiIteVm/7wev369fnpp5%2BsH7/xxhsVbhcdHW2zHWBT2CUlJXHPPfcwusy5JgMHDqTmpUs2ly1bZl0eGhrKxx9/bJNV9nU8Afr37299v169ejaHzwGmTp1qfT8yMpLly5dX/ARFRETEjJusM2maZs%2BQbdu2MXbsWDIyMrBYLGzcuJEDBw7QoUOHyh6aiIiISKW76TudpgwdOpTjx48zYMAAcnNzady4MQsWLDByBbuIiIhcB67DTmdWVhbPPvss27dvx83Njb59%2B/Lkk09WeGrg3//%2Bd5YuXUp6ejqhoaE8/PDD1pdcLC4upm3btlgsFlxcXKz7/Oc//8HX0KuvqOg0xN3dnWnTpjFt2rTKHoqIiIg4w3VYdE6ePJlatWrx9ddfk5mZybhx41i6dCmjRo2y2W7Tpk389a9/ZdGiRdx%2B%2B%2B3s2rWLRx99lODgYHr16sWBAwcoKCggMTERT9M3X7jk%2Bps9EREREbmio0ePsn37dp544gl8fHxo0KAB48ePr/A6j7S0NEaPHk3r1q1xcXEhMjKS6Ohovv32WwD27NlDRESE0wpOUKdTRERExD5O6HRWdCvqkJCQcq%2BfXZH9%2B/cTEBBArTL3sG3SpAmpqamcO3eO6tWrW5eXHkYvlZWVxbfffstTTz0FlBSdFy9e5P777%2Bf48eM0adKExx9/3K6XjbSXik4RERERezih6KzoVtQTJkwgLu7Kt6LOzc3Fx8fHZlnpx3l5eTZFZ1kZGRmMGTOGli1bct999wHg7e3NbbfdxqRJk6hRowbLly9n5MiRrF%2B/3tj1KSo6RURERCpJRbeiLnvL7V/j6%2BvL%2Bctu11z6celdDC%2B3a9cuJk2aRFRUFC%2B//LL1gqOyL8UIMHLkSNauXcuWLVsYOnSoXeO5EhWdIiIiIvZwQqezoltR26tZs2acOXOGzMxMgoODATh48CC1a9fG39%2B/3ParV6/mpZdeYuLEifzxj3%2B0Wfe3v/2NXr16ceutt1qX5efn4%2BXldU1jq4guJBIRERGpgho2bEjbtm2ZNWsWOTk5JCcnM3/%2BfAYNGlRu208//ZQXXniBuXPnlis4AX7%2B%2BWdmzpxJRkYG%2Bfn5zJs3j5ycHHr27GlsvCo6RUREROxxHd57fc6cORQWFtK9e3diYmLo3Lkz48ePB0ruWLh%2B/XoA5s2bR1FRERMnTiQyMtL69txzzwHw8ssvExYWRr9%2B/YiOjmb79u383//9HwEBAQ6PsZQOr4uIiIjY4zp8nc7g4GDmzJlT4bqdO3da3//oo49%2BNScgIICXX37Z6Ngud/3NnoiIiIjccNTpFBEREbHHddjprEo0eyIiIiLidOp0ioiIiNhDnU6HqOgUERERsYeKToe4WCwWS2UPQq5DRUXOyXVzM5r96SY3Y1ml/P2hY0f45hvIzjaXe9tt5rIA3N0hJAQyMqCw0FzuZ5%2BZyypVsyb06QMffQSnTpnLHT7CxVwYQGQkJCZCmzZQ5qpPRxXkm/816%2BEBBQWGM3d9azYQwNcXWrSAvXshL89Y7MGa7YxlAXh6QoMGkJwM%2BfnmcouLzWUBeHlBWBgcOwYXL5rNPnfObJ6PD9x6K%2BzbB5fdNMchbduay7pqO3aYz6zUJ/TbUqdTRERExB7qdDpEsyciIiIiTqdOp4iIiIg91Ol0iIpOEREREXuo6HSIZk9EREREnE6dThERERF7qNPpEM2eiIiIiDidOp0iIiIi9lCn0yEqOkVERETsoaLTIZo9EREREXE6dTpFRERE7KFOp0M0eyIiIiLidOp0ioiIiNhDnU6HqOgUERERsYeKTodo9pwoOzubU6dOXfU6ERERkRuNis6rlJKSQkREBCkpKVfctmfPnuzfvx%2BA9evXc%2B%2B991a47lpERESQkJBwzfuLiIjIVXJ1Nf92E7m5nu1v7PTp09b3%2B/bty4YNGypcJyIiInKjU9HpgMTERB5%2B%2BGE6depEq1atGDhwILt27QKgV69eAIwePZpFixaxdu1aunXrdsV1pYYNG8bcuXMBKCgo4OWXXyY6Opo77riDxYsX22ybk5PD9OnT%2Bf3vf0%2BHDh2YMmUKmZmZTn3uIiIiNx11Oh1ycz1bgy5evMi4cePo1asXX331FQkJCYSFhfHaa68B8OmnnwKwaNEiRo8ebbPvr62ryPz58/nyyy9ZvXo1mzdv5ueff7ZZ//TTT3P06FHWrl3Lpk2bqFatGhMmTMBisZh4qiIiIgIqOh2kq9evkYeHB/Hx8dxyyy1cvHiR48ePExAQwJ49e4x/rn/84x%2BMHTuWBg0aAPDMM8%2Bwfv16ALKysvj000/55JNPCAoKAkqK0KioKPbu3UvLli2vmJ%2Benk5GRobNspCgIEJDQgw/E/P8/c1n%2BvnZPpribvinrTTPdG7NmmbzAGrUsH00JjLSbF7z5raPNxtfX/OZ3t62j4Z4ehqNw8PD9tEU0//7O2ucAD4%2BZvOc9KWXKkxF5zVydXVl69atjB49mry8PJo2bYq7u7tTuovp6enUqVPH%2BnH16tWpcemv9/HjxwGIiYmx2cfNzY2UlBS7is74%2BHjmzZtns2zCY48RN3Gio0OvmJubsaiOHY1FlXP77c7LNikw0Gxenz5m88rq0sVwYJ9Ew4GXrFhhNM4J9UFJrungFi0MB5bRpInRuAZG0/6rdm0nBRtW5k/Cda9x48oegUE3WWfSNBWd1ygrK4sZM2awcuVKa2H3zjvvcPjw4avOcnV1JT8/32ZZ2QuNateuTXJysvXjvLw8srOzAahVqxYAn3zyCSFlOpMHDhywdkavJDY2ttw5pSFBQVBUdHVPxB5ubkZzv0kwV8CW8vMrKTh374bcXHO5zZqZy4KSDmdgIJw%2BDYWF5nK3bTOXVapGjZKC86uv4OxZc7l9nm9jLgxKOpwrVsBDD0FSkrHYggTzxbGHBxQUGM78ea/ZQChpczVpAgcPwoULxmKTq5stkD08SgrOkyfNzqszOp116sCJE%2Ba//jk5ZvO8vUsKzkOHjH7pufVWc1ny21LReY2SkpJwdXXF%2B9Jxg127dvHee%2B9RWOavv6enp7U4vFzZdU2aNCEzM5Nt27YRHR3N%2BvXrOXjwoHXbwYMHs3jxYqKjo6lfvz6vvPIKRZcKt1q1anHXXXcxc%2BZMnn/%2BeapVq8bixYtZuHAhn3/%2BuU0h%2BktCQ0MJDQ21XeiMgtMJfmF6jcjNNZtvsjC8PNdktjNfPvbsWcP5O3caDCsjKcl52dezvDznZV%2B4YDQ/30mHbAsK4LIegEOKi81llVVQABcvms08f95sXqkLF5yX/ZtTp9MhKjqvUceOHXnooYcYMmQIxcXF1K9fn2HDhvH666%2BTmZlJcHAwsbGxPP7444wYMYJbbrnFZv%2By66ZMmcK4ceOYOnUqubm59OjRw3qFO5Rc5X7%2B/HmGDh1KYWEhMTExBAQEWNe/9tprvP766/Tv35%2BcnByaNWvG4sWL7So4RURExE4qOh3iYtElzlIRZ3U6DR9e/3ST%2BcPr/v4l54p%2B843ZTudtt5nLgpLD6yEhkJFhttP52WfmskrVrFlyruhHH5ntdA4f4WIuDEouTEpMhDZtjHY6C/LN/5p1yuH1Xd%2BaDYSSi5NatIC9e412Og/WbGcsC0ouTGrQAJKTr%2B9Op5cXhIXBsWPmO53nzpnN8/EpORS%2Bb5/ZTmfbtuayrtplF90acRM1iNTpFBEREbGHOp0O0eyJiIiIiNOp0ykiIiJiD3U6HaKiU0RERMQeKjodotkTEREREadTp1NERETEHup0OkRFp4iIiIg9VHQ6RLMnIiIiIk6nTqeIiIiIPdTpdIhmT0REREScTp1OEREREXuo0%2BkQFZ0iIiIi9lDR6RDNnoiIiEgVlZWVxfjx44mKiiI6OpqZM2dSWFhY4bZbtmyhT58%2BtG7dmt69e/PFF1/YrF%2B0aBFdunShdevWDBs2jEOHDhkdq4pOEREREXu4upp/c9DkyZPx9fXl66%2B/ZvXq1WzdupWlS5eW2%2B7IkSPExcUxadIkvvvuO%2BLi4pg8eTJpaWkArFu3jmXLlrFkyRISEhJo0aIFEydOxGKxODzGUio6RURERKqgo0ePsn37dp544gl8fHxo0KAB48ePZ/ny5eW2XbduHVFRUfTo0QN3d3fuuece2rVrR3x8PACrVq3ioYceolmzZnh5efH444%2BTmppKQkKCsfHqnE4RERERezjhnM709HQyMjJsloWEhBAaGnrFfffv309AQAC1atWyLmvSpAmpqamcO3eO6tWrW5cfOHCA8PBwm/2bNm1KUlKSdf3o0aOt6zw8PGjYsCFJSUnccccd1/TcLqeiUypUhJtTct0MZ/e646yxLCtXV8Cfjq2yobjYXK6np7ksABcXwJsQ/wtg8PDH8E6pxrKsPD2BBvRpnQz5%2BcZiC/LNPe9SHkBBQqLZTE8Xo3lERkJiIh7RbWDnTmOxGenm59PdHQKB03Vb8AunmV2TJgEF5sKsPGhQ23CuyScN1p/7sFCzP/cAXLhgNs/NDajOrfXPQVGRweBAg1lXx4Lhn2UgPj6eefPm2SybMGECcXFxV9w3NzcXHx8fm2WlH%2Bfl5dkUnRVt6%2B3tTV5enl3rTVDRKSIiIlJJYmNj6datm82ykJAQu/b19fXl/PnzNstKP/bz87NZ7uPjw4XL/rG4cOGCdbsrrTdBRaeIiIiIHUwe/CoVGhpq16H0ijRr1owzZ86QmZlJcHAwAAcPHqR27dr4%2B/vbbBseHs7evXttlh04cICWLVtas/bv30/Xrl0BKCgo4MiRI%2BUOyTtCFxKJiIiIVEENGzakbdu2zJo1i5ycHJKTk5k/fz6DBg0qt23fvn3Zvn07GzdupLCwkENYg08AACAASURBVI0bN7J9%2B3b69esHwP3338/7779PUlISFy9e5PXXXyc4OJioqChj41XRKSIiImKH4mLzb46aM2cOhYWFdO/enZiYGDp37sz48eMBiIyMZP369UDJBUZvvvkmCxcupF27dsyfP5%2B5c%2BfSqFEjAAYNGsSIESN47LHHuOOOO9i3bx8LFy7Ew8PD8UFe4mIx%2BQJMcsMwes53GW5uZrPdcpx0IZG/P2RXgQuJvL1LTv43%2BWOc6qQLiRo0gGTDFxKFNTGWVcrDAwoMX0virAuJaFNFLiQKhNOnzV5TE%2BKMC4mc8cV3xoVEzvi5B%2BdcSFS9OpwzfCFRYOVdSHTxovlMLy/zmdcrdTpFRERExOl0IZGIiIiIHZxxIdHNRJ1OEREREXE6dTpFRERE7KBOp2NUdIqIiIjYQUWnY3R4XUREREScTp1OERERETuo0%2BkYdTpFRERExOnU6RQRERGxgzqdjlHRKSIiImIHFZ2O0eH1Kig7O5tTp05V9jBERERE7Kai8zeSmppKZGQkqQbua92zZ0/2799vYFQiIiJir%2BJi8283Ex1e/43UrVuXnTt3Gsk6ffq0kRwRERGR30qV63SmpKQQERHBBx98QLdu3Wjbti2PPPIIJ0%2BeZO3atXTr1s1m%2B2HDhjF37lwApk6dyvTp0xkzZgyRkZH07NmTrVu3MmPGDNq1a8edd97JBx98YNc41q5dS0xMDM899xxt2rShU6dOzJ8/H4vFYv28U6dOpWvXrtx111389NNPREREkJKSwhtvvMEDDzxgk/eXv/yFRx99FIDExEQefvhhOnXqRKtWrRg4cCC7du0CoFevXgCMHj2aRYsWAfDNN98waNAgoqKiuPfee1m/fv01zq6IiIj8EnU6HVNlO51ffvklH374Ifn5%2BTzyyCPMnz%2Bf1q1bX3G/NWvWsGTJEhYsWMATTzzByJEjeeqpp9i6dSsrVqxg%2BvTp9OvXD09Pzytm7d69m8jISLZu3crPP//MqFGjCAkJYfDgwUBJMfjBBx/g4%2BPDuXPnrPsNGjSIt956iyNHjtCwYUOKiopYv349zz77LBcuXGDcuHFMnDiRBx98kAsXLvD000/z2muvsWLFCj799FMiIiJYtGgR0dHRJCUlMW7cOP7yl7/QvXt3du/ezfjx4wkMDKRz5852zWV6ejoZGRk2y4KCQggJCbVr/0rl6oT/m0ozTWe7uDgnz3SuHd/7V83Dw/bxZhMZaTbv/9m787go6/X/4y92UDOIRXBXMj2ZJeJanUzMzJQyUDENl9TMXFMz7ZQbmmZqKZpluWSLmYUlUunXrM7PTi4dsVyOlebCJrgnCrLN7w9kcgRzjM8E5Pv5ePAYuOeeay7mnuWa6/O577tRI9tLQ1wd8Ing4mJ7ed2pKK97ML%2BRHPVeWoautyLRtApbdA4aNIiqVasCEBYWRmJiol1FZ%2BvWrWnevLn192%2B%2B%2BYbo6GgA2rVrx/Tp0zl%2B/DjVq1e/aixvb2/Gjh2Lm5sbTZo0ISoqirVr11qLznvuuYdq1aoB2BSdNWrU4M477%2BSTTz5h1KhRbN68mfz8fNq1a4ezszOrVq2iTp06XLhwgZSUFLy9vdm1a1eJOXzwwQe0b9%2Be%2B%2B%2B/H4BmzZrRo0cP3nvvPbuLzlWrVrFgwQKbZUOHDmPEiOF23f5aGX1fu%2BEGg8EuU7my42Kb5OFhNl6tWmbjXSow0Gg4R5WwxmvjHTsMB7zo/feNhvMxGs3Wxbdrgxy09U1vfEd90TL9ugfw9DQfE6BKFcfElQqnwhadfn5%2B1t9dXV2tw9pX4%2B3tbf3dxcXFWrgCOF385lhg51eZGjVq4HbJG0pQUBDr16%2B3/h0QcOVOYffu3Zk1axYjR45kzZo1PPzww9ZYW7duZdCgQZw/f56bb775D/%2B/lJQUtmzZYi2kAfLz86ldu7Zd/wNAVFRUsWkJvr7%2B5OfbHcJuLi4Yjety/qy5YEWcnQsLznPnzH6tNf3h4%2BRU%2BMFz4QLY%2Bfy3y2VdbyPc3AoLzqNHITfXWNjcQPMFspub0RQLY7ZqZjZgo0aFBWevXrBvn7Gwp740Xxy7uBQWnL/9Zva171PF8EYCx2x802%2BkjnrdA%2BTkmI3n7FxYcGZmmn0vNf8Nxm7qdJZOhS06S%2BLs7EzOZS%2Bay3e6cTI4JJGRkYHFYrHGTE5OtumQ/tF9tW/fnilTpvDvf/%2BbTZs2sWbNGqBwyD4mJoYPPviA2267DYClS5dy8ODBEuMEBgbyyCOPMHXq1GJ52SsgIKBYgeyIgtMhHPkOYHrCjekPiEvjmoxt%2BoPnUrm5jo1fXhnaibCYffuMxs7LMxaqmPx8x8YvtyrK6x4c98ZfUFCBPlTEkf4%2BEy2A4OBgjh8/zpYtW7BYLHz66accOHDAYfd37NgxFi9eTG5uLj/%2B%2BCOrV6%2B2Dq1fjZubG127dmXKlCk0btyY4OBgoPAYnM7OznheHObYuXMnK1assCmm3d3dOXu2sMPXrVs31q1bx%2BbNmykoKODQoUM89thjLF261PB/KyIicn3TjkSl87fqdDZp0oQhQ4Ywfvx4zp07x3333Wfd29sR/P39SU5O5u6776Zy5cqMHDmSBx980O7bd%2B/enaVLlzJ06FDrsrvuuotevXrRu3dvCgoKqFmzJtHR0cyZM4fjx4/j5%2BdHVFQUY8aMoV%2B/fjz99NPMnTuXuXPnMnLkSLy8vOjSpQujR492xL8sIiJy3breikTTnCzXMg4rVnFxcSxYsIBNmzaVdSoO4aiREONzOjPPmAtWxNm5cAels2fNvsOY3ivcyalw4n92ttlhNgMnMCjG3b1wB6WkJKPD67m1g43FKuKQOZ3uhvc0Dgkp3DmpWTOjw%2BvHMsx/HLi6go8PnDpldnjd37uCzOk0PafAUa97KIxpksMm9Dpyl7c/dviw%2BZh16piPWV79rTqdIiIiIo6iTmfpqOgswY8//kjfvn2veH316tUZMGDAX5iRiIiISMWmorMEt99%2Bu12nrIyIiPgLshEREZHyQJ3O0lHRKSIiImIHFZ2l87c6ZJKIiIiIlE/qdIqIiIjYQZ3O0lGnU0REREQcTp1OERERETuo01k6KjpFRERE7KCis3Q0vC4iIiIiDqdOp4iIiIgd1OksHRWdIiIiInZQ0Vk6Gl4XEREREYdTp1NERETEDup0lo46nSIiIiLicOp0SolcnC0OiuxkNPb/Um80FquIpyfUuwEOHr%2BB7Gxzcc%2BfNxcLwMsLbr0V9v7qSVaWubgbNwabC3ZRtWrQrx8s/7IW6enm4j4btt1cMIBKlaBxY9x%2B3mN0gx3LMPt6cnUFH%2BDUlzvIyzMX1z/AyVywIiEhsGMHPu2bQWKiubhHjpiLBeDmBoGBcOIE5OYaC5vmWstYLCjc9v6ecOysp9FtD5Cc7GU03sWXE3uSqhp9/2vRwlysa6VOZ%2Bmo6BQRERGxg4rO0tHwuoiIiIg4nDqdIiIiInZQp7N01OkUEREREYdTp1NERETEDup0lo6KThERERE7qOgsHRWdIiIiIn9D58%2BfJyYmhk2bNpGXl0f79u2ZNGkSlStXLnH99evX89prr5GUlIS3tzcRERE89dRTODsXzsbs1KkTqamp1r8BPvroI4KD7TvUnopOERERETtUtE5nTEwMaWlprF%2B/nvz8fEaNGsXs2bOZNGlSsXV3797NuHHjePXVV2nbti0HDx5k0KBBVKpUiccff5zMzEwOHjzIl19%2BSY0aNf5UPtqRSERERORvJisri/j4eEaMGIG3tze%2Bvr6MHTuWuLg4sko4o0hKSgo9e/akXbt2ODs7ExwcTIcOHdi%2BvfAkHLt378bb2/tPF5ygTqeIiIiIXRzR6czIyODYsWM2y/z9/QkICLjqbbOzs0m/wmnesrKyyM3N5ZZbbrEuCw4OJjs7m0OHDvGPf/zDZv2OHTvSsWNHm9hff/014eHhAOzatQsvLy8ee%2BwxfvnlF2rUqMHw4cNp166d3f%2Brik4REREROzii6Fy1ahULFiywWTZs2DCGDx9%2B1dv%2B8MMP9OnTp8TrRo4cCUClSpWsy7y8Ck91eu7cuT%2BMm5mZyciRI/H09KRfv34AODk50aRJE0aPHk316tX54osvGD58OO%2B%2B%2By5Nmza9aq6golNERESkzERFRREWFmazzN/f367btmrVip9%2B%2BqnE6/bu3cu8efPIysqy7jhUNKxepUqVK8b89ddfGTFiBL6%2BvqxYscK67sCBA23We%2Bihh1i3bh3r169X0SkiIiJikiM6nQEBAXYNpV%2BrevXq4ebmxv79%2B7njjjsAOHDgAG5ubtStW7fE23zzzTeMHj2aHj16MGbMGFxdfy8TlyxZwq233kqbNm2sy3JycvDw8LA7J%2B1IJCIiIvI34%2BXlRadOnZg9ezYnT57k5MmTzJ49my5duuDp6Vls/Z07dzJ06FAmTJjAs88%2Ba1NwAqSlpTFlyhSSkpLIy8vjo48%2BIjExkUceecTunNTpFBEREbFDRTtk0qRJk3jppZcIDw8nNzeX9u3b88ILL1iv79y5M%2BHh4Tz55JO8/vrr5OXlMX36dKZPn25dJzQ0lLfeeotx48bh7OxMr169OHv2LDfffDOLFy%2BmTp06duejolNERETEDhWt6KxSpQoxMTHExMSUeH1CQoL199dff/0PY7m7u/Pcc8/x3HPP/el8rvvh9ZCQEL7//vuyTuOaxMXFFZt0LCIiIlKeXfedzsTExLJOQURERCqAitbpLG8qXKczOTmZhg0bMnPmTFq0aMGUKVNISEggPDyc0NBQIiIi2Lx5s3X97OxsJk2aRMuWLWnbti2vvvoqYWFhbN26FYCGDRtafz916hQvvPACd999N61atWLw4MEcOnTI5n5Xr15NWFgYoaGh9O/fn6NHj9qVd15eHvPmzaNt27Y0a9aM3r17s2/fPmuOs2bNom3btrRo0YLo6Gh%2B/PFH620PHDhAdHQ0ISEhhIeHs3fvXpvYe/bsITo6mhYtWnD//fezfPlyLBbLn36MRUREREyrsJ3Oc%2BfO8e2337J%2B/XomTZrEokWLaNasGf/%2B978ZPnw4H374IQ0aNODFF19k9%2B7dfPrpp1StWpUpU6aQkpJSYswRI0bg7OzMmjVruOGGG5g3bx79%2BvVj3bp11nW%2B/vprPvnkE3Jycujfvz%2BvvfYaU6dOvWq%2BixYtYt26dSxZsoR69eqxYMECBg8ezKZNm5g8eTJ79%2B5lxYoVBAUFsXLlSuv9%2Bvv7M3jwYO655x7eeustjhw5wqBBg3B2Lvy%2BkJ6eTt%2B%2BfXn66adZunQphw8f5qmnnsLT05OePXva9ViWeDYEPz%2BHHMLBtBJ2wCs1d3fbS1NMfw8o%2Bt9NPwbVqpmNB3DTTbaXxlxy0GMjHPSguhp%2Bp3Vxsb00JiTEcECgUSPbS1Pc3MzGK9pIhjeWq%2BFt5KA0gQrzcipT6nSWToUtOrt27Yq7uztr167l0UcfpUWLFgC0a9eOsLAwPvjgA8aPH8/atWuJjY0lKCgIgIkTJ9oUkUWSkpLYtm0bCQkJ1oOyjh07lvj4eL755hvrMa4GDRpE1apVAQgLC7N7eH7NmjUMHjyYm2%2B%2BGYAhQ4bQtm1bsrOzWbduHQsXLrTuAda3b1/i4%2BNZt24dTZs2JS0tjXHjxuHh4UGDBg3o378/b7/9NgBr164lODiY3r17A3DzzTczYMAA3n33XbuLzhLPhjB0KMNHjLDr9tfMyclYqHr1jIUqphSnl/1L1a9vNt6tt5qNd6mHHjIdsbHpgIWCg42G8zEa7XcX34rM2bHDcMBLvP%2B%2B42Kb5OdnNJx9h/i%2Bdj4OeFLZeTzya2b45VSmVHSWToUtOou6cCkpKWzbto2VK1dar8vPz6d169acPn2arKwsm5PTV6lSBZ8SXq3Hjx8HoFatWtZlLi4uBAUFkZKSYi06/S55Q3J1dbV7GPvYsWNUr17d%2Bre7uztNmzYlIyOD3NxcatasabN%2BzZo1SU5OJigoCB8fH5tjatWuXdv6e0pKCnv27KF58%2BbWZQUFBbhcQwukxLMh%2BPmZb81BYcFpMO7BQ%2BYK2CLu7oUFZ0oK5OSYi3vxRBDGeHoWFpy//grZ2ebibttmLlaRm24qLDjXroWTJ83F7ddij7lgUPigBgfDgQNGH9RT1c0Wxy4uhQXnb79Bfr65uD7tm5kLVqRRo8KCs1cvuDilyIjPPjMXCwpbh35%2BcPw45OUZC3vMJdBYLChM08cHTp0ymiYAGRlm4zno5URjB33XFMersEWn08VuWWBgIF27duWJJ56wXpeamoqnpyfe3t54enqSmppK/YvtoPPnz3Pq1Kli8YoK0yNHjtCgQQOgsHhNTU21%2B3RUfyQoKIi0tDTr37m5ubz88ssMGDAADw8PkpKSCL7k6%2BCRI0cICwsjKCiIkydPcu7cOetprC6dRxoYGEirVq1YsmSJddmpU6euel7VS5V4NoQKMifU5BvZ5XJyzMY3XXQWyc42Gzs93Vysy508aTj%2B%2BfMGg10iO9tobNPFQZH8fMOxHblj5b59ZuPn5pqLdam8PKOx8xz0VpqXZ/55VUFeTmVKnc7SqXA7El2uR48erFixwrrjza5du4iIiGDdunU4OzvTrVs3YmNjSU9PJysrixkzZpBfQmsgICCAtm3bMm3aNI4dO0Z2djazZ88mPz%2Bfdu3alTrPiIgIlixZwsGDB8nLy%2BONN95g48aN3HTTTURGRjJ37lwOHz5MTk4Ob7/9Nvv376dz586EhIRQr149pk2bRlZWFocPH2bp0qXWuOHh4ezcuZO1a9eSl5dHRkYGTz75JDNnzix1ziIiIiKmVNhOZ5EHHniA8%2BfP89xzz5Gamoq3tzf9%2BvUjOjoagDFjxhATE8ODDz5I5cqViYqKwtnZGbcSJqHPmjWL2bNn88gjj3D%2B/HmaNm3K22%2B/jbe3N5mZmaXKc%2BDAgeTl5TFgwADOnDlDkyZNePPNN3Fzc2PcuHHExsbSr18/Tp8%2BTcOGDa07HAEsXryYiRMncuedd%2BLn50f79u3ZsGEDUNihfeutt5g9ezbTpk3DxcWFe%2B%2B9l3/961%2BlyldERERsqdNZOk6Wv/mxdbZv307Dhg2tO/9kZmYSGhrK%2BvXrr3jCe8Fxw%2BuG53T%2Bb5/5OZ2enoU7KB08aHZ43fTwkpdX4U4/e/eaHV7fuNFcrCLVqkG/frB8udnh9WfDtpsLBoW77zZuDHv2GN1gx%2Bq2MBYLHDevzz/A/OuJkJDCHZSaNTM7vH7kiLlYULg3fGAgHD1qdHg9zbXW1Ve6Bq6uhTv8HDtmfng9OdlsPAe9nGhh9uV0TT7%2B2HzMyEjzMcurCj%2B8fjVLly5l%2BvTpZGdnc%2BHCBebPn0%2B9evVUcIqIiIj8hSr88PrVTJ48mSlTptC2bVvy8/MJDQ1l8eLFRu9j2bJlzJ8//4rXh4eH23UsTxERESm/NLxeOn/7orNatWq89tprDr2P/v37079/f4feh4iIiEhF9rcvOkVERERMUKezdFR0ioiIiNhBRWfp/O13JBIRERGRsqdOp4iIiIgd1OksHXU6RURERMTh1OkUERERsYM6naWjolNERETEDio6S0fD6yIiIiLicOp0ioiIiNhBnc7SUdEpIiIiYgcVnaWj4XURERERcTh1OkVERETsoE5n6ajTKSIiIiIOp06nVGg33WQ%2BpuvFV0XVqlCpkrm47u7mYl0a74YbwMPDXNxnexw0F6yIuztQg34dUiAnx1jYAwUtjMWCwjRrAUlVG5PjaS5usHeuuWBWbvhUMRz3yBGz8QDc3AovP/sMcg3mW7u2uVgAISGwYwc8%2BCAkJhoL637cYiwWgItL4aWbGzgbbhvdfLPZeEW51qoF%2BflmY5cVdTpLR0WniIiIiB1UdJaOhtdFRERExOHU6RQRERGxgzqdpaNOp4iIiIg4nDqdIiIiInZQp7N0VHSKiIiI2EFFZ%2BloeF1EREREHE6dThERERE7qNNZOup0ioiIiIjDqdMpIiIiYgd1OktHRaeIiIiIHVR0lo6G10VERETE4dTpFBEREbGDOp2lo06niIiIiDicOp0iIiIidlCns3Suu05nRkYG58%2BfNxLr8OHDRuKIiIhI%2BVdQYP7Hkc6fP8%2BECRNo1aoVoaGhjBs3jnPnzl1x/UmTJnHbbbcREhJi/Vm1apX1%2BjfffJN77rmHpk2bEh0dza%2B//npN%2BVToojM2Npbo6GjWrl1L586dr7r%2B8ePH6dixIydPnrziOp07d2bt2rVXjfXSSy%2BxaNGia8rXlIYNG7J169YyuW8RERGpGGJiYkhLS2P9%2BvVs2LCBtLQ0Zs%2BefcX1d%2B3aRUxMDImJidafqKgoANasWcM777zDkiVL2Lp1K40bN2bEiBFYLBa786nQRWeRhx56iISEhKuul52dfdUuZ0JCAg899NBVY506dcru/ERERKTiq0idzqysLOLj4xkxYgTe3t74%2BvoyduxY4uLiyMrKKrZ%2BTk4OP//8M7fddluJ8T788EN69epFgwYN8PDwYMyYMaSmpl5TE6xCFZ07duwgMjKSpk2b0rNnT5KTkwGIi4sjLCwMgLy8PCZPnsxdd91Fq1at6NWrF//973/Jz8%2BnS5cuAHTp0oXPPvuM2NhYHn/8cSIjI2nZsiXbt28nLCyMuLg4oLAtPXXqVNq0aUPz5s0ZNGgQKSkpLFy4kPj4eOLj4%2B0qUAG%2B/fZbunXrRkhICGFhYbz77rvW6zZu3EhERATNmjWjY8eOLF%2B%2BnIKLz8Tc3FxmzJhBq1ataN26NW%2B99ZZN3MzMTKZOnUrbtm1p06YNTz/9NMePHy/dAy0iIiLlXnZ2NocPH77iT25uLrfccot1/eDgYLKzszl06FCxWPv27SMvL4/58%2Bdz55130rFjRxYvXmytR/bv328Ty83Njbp167Jv3z67860wOxKdOnWKwYMHM2jQIPr378%2BPP/7IE088wa233mqz3qeffkpiYiKff/45lStXZv78%2BUyZMoW1a9eybt062rdvz7p166hZsyaxsbF89913LF26lNtvvx0PDw%2BbWFOnTuXAgQPExcXh6%2BvLpEmTGD16NKtWrSIpKQmAmTNnXjX3gwcP8uSTTzJp0iS6du3Kvn376NOnD3Xq1MHNzY1Ro0Yxa9Ys7r//fn766SeeeuopAPr168drr73G119/zUcffYSvry%2BTJ0%2B2if3cc89x7tw54uLi8PT0ZObMmQwbNoyVK1fi5ORk12ObkZHBsWPHbJb5%2B/kREBBg1%2B3LkqsDnsEuLraXpri7m43n5mZ7aYyz4UTBYcm6G%2B4SOOwxrSgc8Y8XvUhNv1hDQszGa9TI9tIQ0%2B8jjnp/AnA23IYqimc6bllyRGeyxM9gf3%2B7PoN/%2BOEH%2BvTpU%2BJ1I0eOBKBSpUrWZV5eXgAlzus8e/YsLVu2JDo6mrlz5/K///2PoUOH4uzszMCBAzl37pz19kU8PT2vaT%2BZClN0fv3113h5eTFo0CCcnJwIDQ0lMjKS//3vfzbreXp6kpyczEcffcQ999zDyJEjefrpp68Yt1atWrRp06bY8pycHBISEli0aBFBQUEATJgw4U/tPJSQkEDjxo3p1q0bALfddhvvv/8%2BAQEBzJw5k/bt2/Pggw8C0LhxY5544gneeecd%2BvXrx6effsqTTz5JrVq1AHj%2B%2Beetc05PnDjB%2BvXr%2Bfzzz/H19QUKi9DmzZuzZ8%2BeK7bIL7dq1SoWLFhgs2zY0KEMHzHimv9Xu9hZDNvj4r/tEN7eZuM5KtfAQNMRa5gO%2BDvDX2RqGY32O/OPqYOqWNNFovl//Hd%2Bfmbj7dhhNl6R9983Gs7w24jVDTc4KLADVKlS1hmY44iis8TP4GHDGD58%2BFVv26pVK3766acSr9u7dy/z5s0jKyuLypUrA1iH1auUsFHuuusu7rrrLuvft99%2BO3379uWzzz5j4MCBeHl5kZ2dbXOb7Oxsa2x7VJiiMz09naCgIJvuXe3atYsVnZ07dyY3N5fVq1czd%2B5cfH19efLJJ3n00UdLjHulbxJnzpwhJyeH6tWrW5dVrVqVJk2aXHPuGRkZNnEAGl38Nn3ixAn%2B8Y9/2FxXs2ZNUlJSrLctKnqLcrjxxhsBrOv06NHD5vYuLi4kJyfbXXRGRUVZpycU8ffzg2uYHGw3JyejcU%2BcNFfAFnFxKSw4T5%2BG/HxzcQ0dNMHKza2wRjh6FHJzzcWt5ZxiLlgRN7fCgjMjw2iySQVmC2SHPaaBBoMVcXMzmyTAiRNm40Fhh9PPD44fh7w8c3EvflE3plGjwoKzVy%2B4huHCqzm9yWxx7OJSWHCePWv2/Qkc0%2BmsUgUyM80Wa1WrmotVHpT4GezvX%2Bq49erVw83Njf3793PHHXcAcODAAeuw%2BOU2btzI8ePH6dmzp3VZTk4Onp6eADRo0IBffvmFdu3aAYXT/w4dOmQz5H41FaboDAwMJCUlhYKCApwvvjKOHj1abL2DBw/SuHFjunbtSnZ2Nl988QXPPvsszZs3L9YWBq44BO3r64u7uztpaWnUr18fKCwQ33zzTUaNGnVNuQcFBfHNN9/YLPv444/x9fWlRo0aHDlyxOa6pKQk6xMuMDDQOpQPhfNMz549C0C1atUA%2BPzzz22eoPv377d2Ru0REBBQvPh2RMHpACY/wy6Xn282fk6OuViXys01HNvZQYmC8WRzHDQJ3/hjWlGYLmIvlZdnNn5iorlYl9q3z2hs04XhpXFNx3bU235BgeMeh7%2BaIzqdJX4GG%2BDl5UWnTp2YPXs28%2BbNA2D27Nl06dLFWkheymKxMGPGDOrUqUPr1q3ZuXMnK1asYMKECQBERkYSGxvLPffcQ7169XjllVfw8/OjefPmdudUYWZahIWFYbFYiI2NJScnh927d7N69epi63311VcMGzaM5ORkPD098fb2xtXVlRtuuME6ZzMzM/Oq9%2Bfs7EzXrl2JjY0lPT2dCxcu8Oqrr7Jz5048PT1xd3e3Fn9X07lzRx3nAwAAIABJREFUZ/bu3csnn3xCfn4%2Bu3fvZubMmbi6uhIZGcmmTZv4/PPPyc/PZ%2B/evbz55ptERkYC0L17d9566y0OHDjAhQsXmDlzJvkXX73VqlXj3nvvZfr06Zw6dYrc3FwWLVpEt27d%2BO233%2Bx9aEVERORvaNKkSdStW5fw8HAeeOABatasycSJE63Xd%2B7cmddffx2ADh06MGHCBCZPnkxISAjPPPMMw4cP5%2BGHHwagW7du9OvXj6FDh9K6dWv27t3LG2%2B8gds1TPOpMJ3OqlWrsmTJEiZPnsyyZcuoU6cOHTt25ODBgzbr9enTh/T0dHr27ElmZiY1atTglVdeITAwEIvFQocOHYiKimL8%2BPFXvc/x48fzyiuv0L17d7Kzs2nZsqX128KDDz7I008/zb333svXX3/9h3Fq167N4sWLmTNnDjExMfj6%2BjJ%2B/HjuvvtuAObNm8fChQt57rnn8PHx4dFHH2XQoEEADBo0iKysLB577DHy8vLo0aMH3pdMNpw1axZz5syha9euZGZm0qBBA9566y0jrXkRERH5XUU7I1GVKlWIiYkhJiamxOsvP9xkz549bYbXL%2BXk5MTjjz/O448//qfzcbJcy1E95frhqKeF4Tmd6Rnm53S6uhbu9HPihNnhdTsa7NfE3R1q1YKkJLNDwcHOB6%2B%2B0rVyd4caNSAlxWiyBwrqGYsFDnxMa1eQOZ0lTFkqNUdNlK1d21wsKNwbfscOaNbM6PD6ieNm30sdNecczM/pdHEpnH/5229mc/XxMRfrWl0caTZqxgzzMcurCjO8LiIiIiIVV4UZXi%2BvTpw4wX333feH6yQ6asK7iIiI/GUq2vB6eaOis5R8fX1VVIqIiIhchYpOERERETuo01k6KjpFRERE7KCis3S0I5GIiIiIOJw6nSIiIiJ2UKezdNTpFBERERGHU6dTRERExA7qdJaOik4RERERO6joLB0Nr4uIiIiIw6nTKSIiImIHdTpLR0WniIiIiB1UdJaOhtdFRERExOHU6RQRERGxgzqdpaOiU0pkwckhcZ0Mx6729Spjsax8fOD%2B%2B/H97wY4dcpY2GpbtxqLBUCNGjBmDLU%2BnAMpKebiNmxoLlYRPz%2BIjIQtW%2BD4cWNhC8IGG4sFYLH8fmn0wyUvz2AwwMkJ3NwgP//3pA1Ic61lLFYRVxfwB465BJJnLlXcjxsMBri4gDdwetMO8vPNxfX1M/xeGhICO3bgHdYMEhPNxu7a1Wy8%2BvVhzhyqThkDv/5qLu6aNeZiyV9KRaeIiIiIHdTpLB0VnSIiIiJ2UNFZOtqRSEREREQcTp1OERERETuo01k66nSKiIiIiMOp0ykiIiJiB3U6S0dFp4iIiIgdVHSWjobXRURERMTh1OkUERERsYM6naWjTqeIiIiIOJw6nSIiIiJ2UKezdFR0ioiIiNhBRWfpaHhdRERERBxOnU4RERERO6jTWTrqdIqIiIiIw6noLEcOHTpU1imIiIjIFRQUmP%2B5nqjodKC4uDjCwsLsWnfv3r106dLF%2BvfEiROZOHGio1ITERGRa6Sis3Q0p7OcOHv2LLm5uda/p06dWobZiIiIiJh1XXQ6k5OTadiwIe%2B88w533XUXoaGhPPPMM2RmZgKwevVqOnfuTLNmzQgPD2ft2rXW20ZHRzNz5kwiIiJo2rQpERERfP/99zZxk5OTrevHxsYSHR1dYh4fffQRERERtGrVipCQEAYPHszJkydJSkpi0KBBAISEhJCYmMj48eMZP3689bZXy3HOnDn07t2bkJAQOnXqxGeffWbuARQRERF1Okvpuup0btiwgfj4ePLz8xk6dChTpkyhTZs2zJw5kwULFtCyZUu2bdvGsGHD8PLyokOHDgCsWrWKRYsW0axZM5YsWcKQIUPYsGHDNd33jz/%2ByLRp01ixYgW33347R48epW/fvqxYsYJRo0bx5ptv0qdPHxITE633WSQuLu6qOX744YcsW7aMm2%2B%2BmYULFzJx4kTat2%2BPh4fHVXPLyMjg2LFjNsv8/PwJCAi4pv%2BxTPj4mI95ww22l6bUqGE2XtH2Mb2d/PzMxgPw9ra9NMSOp/c1cXOzvTTGyckx8QzHdXXAJ0JRTNOxXVwcE890XEJCzMZr1Mj20qT69c3GK3rPM/3eJxXWdVV0TpgwgZtuugmAESNGMGTIEI4cOUJUVBRt2rQBoE2bNkRFRfHBBx9YC7rIyEhat24NwJNPPsnKlSv56quvaNmypd33fcstt7Bu3Tpq1qzJmTNnyMjI4KabbiI9Pf2qt/3444%2BvmmPHjh259dZbAXjkkUd4/fXXOXHiBNWrV79q/FWrVrFgwQKbZUOHDmPEiOF2/3/Xwujn5P33Gwx2mYuPtzGOyvUKnfVyqX17o%2BFqG432u6Ag0xE9TQcsZLjq9ndQmuCY74eOYPq7Jjt2GA540fvvOyauI4weXdYZGHO9dSZNu66Kzjp16lh/DwoKIicnh9OnT1OrVi2b9WrWrMmmTZusf9etW9f6u5OTE4GBgcU6g1fj7OzMihUriI%2BPp1KlSjRs2JDMzEwsFstVb3v8%2BPGr5ujv72/93fViS6HAzldHVFRUsR2e/Pz8sSO1a%2BbkhNG4Tv93bR1nu9xwQ2HB%2Bd13cPasubi7dpmLBYUdzuhoeOcdyMgwF/eS57sx3t6FBeeXX8Lp08bCHmkRaSwWFHY4g4IgLQ0umWJdarUDss0Fg8IXkocHXLhg9AV17Kz5qtPVtbDgPHUK8vLMxTXdjXZxKXzpnz0L%2Bfnm4nqHNTMXDAo7nO%2B/D716wb59ZmO3a2c2Xo0ahQXn3LmQkmIu7pw55mJdIxWdpXNdFZ3p6enUvzh8kJycjJeXF4GBgRw5csRmvaSkJJsi7tJuZEFBAampqQQFBeFycRzm0h2ATp06VeJ9L1%2B%2BnG%2B//Zb4%2BHj8Lg5fPvnkk3blXbNmzavmWBoBAQHFhtIdUXA6xBUebyPOnjUb3%2BSb7qUyMszGrlLFXKzLnT4Nx48bC3fhgrFQNnJzDcd21AvKYjEa22RRWFJsk/GdHbRHQn6%2B2aKTi1OmjNu3z3zsSxozRqWkwK%2B/Oia2VCjXxY5ERebMmUNmZibp6enMnz%2Bfhx9%2BmJ49e7Jq1Sq%2B%2B%2B478vPz2bJlC6tWrSIy8vcOyurVq9m9ezc5OTksXLgQi8VCu3bt8PX15cYbbyQhIQGLxcKePXv44osvSrzvzMxMXF1dcXNzIy8vj08//ZT/9//%2Bn7VgLZp7ebaEzlq3bt2umqOIiIg4lnYkKp3rqtNZu3ZtunTpQlZWFuHh4TzzzDN4eHiQmZnJtGnTSE1NpVq1aowbN46uXbtab9eyZUumTp3K/v37ufXWW1m6dCk3XJz4ExMTw/z581myZAm33XYbPXr04L///W%2Bx%2B3788cf5%2BeefadeuHR4eHtx666306tWLLVu2AIVzPkNDQ/nnP//JvHnzbG7bqVOnq%2BYoIiIiUp5dV0Vn7969efbZZ4st7969O927d7/i7Ro0aMD8%2BfNLvK5jx4507NixxOsiIiKIiIgAwNvbm9dff/2K91GpUiXev2RieNu2be3O8Z133rH5u2bNmvz0009XvC8RERG5dtdbZ9K066roFBEREfmzKlrRef78eWJiYti0aRN5eXm0b9%2BeSZMmUbly5WLrTpw4kfj4eJtl2dnZ3HnnnSxZsoSCggJCQ0OxWCw4XXIYmm%2B//ZZKlSrZlc91NadTRERE5HoRExNDWloa69evZ8OGDaSlpTF79uwS1506dSqJiYnWn9jYWKpWrWo9Uc3%2B/fvJzc1l27ZtNuvZW3DCddLpLM1w8%2BVD1yIiInJ9qkidzqysLOLj41mxYgXeF0/MMXbsWPr06cO4cePw8vK64m1PnjzJ2LFj%2Bde//kWDBg0A2LVrFw0bNsTd3f1P53RdFJ0iIiIifzfZ2dlXPMlMVlYWubm53HLLLdZlwcHBZGdnc%2BjQIf7xj39cMe7s2bO57bbbeOihh6zLdu3axYULF4iMjCQlJYXg4GDGjBlDs2b2H4tWRaeIiIiIHRzR6SzpVNT%2B/vadivqHH36gT58%2BJV43cuRIAJvh76Lu5rlz564YMykpibVr17J69Wqb5Z6entx%2B%2B%2B2MHDmSG2%2B8kffee48BAwawdu3aYiewuRIVnSIiIiJ2cETRWdKpqIcNG8bw4Vc/FXWrVq2uOH1w7969zJs3j6ysLOuOQ1lZWQBU%2BYOTgHz88ceEhIQU64QWze0sMmDAAOLi4vjmm2947LHHrporqOgUERERKTMlnYraxBkH69Wrh5ubG/v37%2BeOO%2B4A4MCBA7i5udmc3vtyGzZs4PHHHy%2B2/JVXXqFjx47ceuut1mU5OTnWk9vYQ0WniIiIiB0c0eks6VTUJnh5edGpUydmz55tPenM7Nmz6dKlC56eniXe5tSpUxw4cIAWLVoUu%2B7nn3/m%2B%2B%2B/59VXX%2BXGG29k8eLFZGZm0qFDB7tz0iGTRERERP6GJk2aRN26dQkPD%2BeBBx6gZs2aTJw40Xp9586dbU5ck5ycDEC1atWKxZoxYwa1a9fm4YcfplWrVmzbto1ly5ZZ94y3hzqdIiIiInaoSIdMgsK5mzExMcTExJR4fUJCgs3fTZo0ueIcUW9vb2bMmFGqfFR0ioiIiNihohWd5Y2G10VERETE4dTpFBEREbGDOp2lo6JTRERExA4qOktHw%2BsiIiIi4nDqdIqIiIjYQZ3O0lHRKRXbyZPmYzpfHAA4c8Zs/NOnzcUCqFq18PLsWbOxMzLMxSpS9JiePGk0/m%2B/GQsFwMXTEpOZCRfPFmdGdrbBYICLC3h6Qk4O5OcbC5uc7GUsVpFKlcDfv3Cznz9vLu7NN5uLBb8/RZ2dwWIxGLhrV4PBgPr1Cy/btYM6dczG/uQTs/FCQgovv/oKEhPNxpYKSUWniIiIiB3U6SwdFZ0iIiIidlDRWTrakUhEREREHE6dThERERE7qNNZOup0ioiIiIjDqdMpIiIiYgd1OktHRaeIiIiIHVR0lo6G10VERETE4dTpFBEREbGDOp2lo06niIiIiDicOp0iIiIidlCns3RUdIqIiIjYQUVn6Wh4XUREREQcTp1OERERETuo01k6FaLTefjwYYfFPnTokMNii4iIiEihcl90vvTSSyxatMghsd977z1eeOEF69%2BdO3dm7dq1DrkvERERqdgKCsz/XE/K/fD6qVOnHBb75MmTNn8nJCQ47L5ERESkYrveikTTrrnTuWfPHqKjowkJCeHuu%2B9m3rx5WCwWvv/%2Be3r37k3z5s0JCwvj1VdfJScnB4DY2FhGjBjB2LFjad68Offccw9z5syxxty%2BfTsRERE0b96cDh06MH36dPLy8li4cCHx8fHEx8fz0EMPAdCwYUOmTZtGq1atePLJJ4mLiyMsLMwmx%2BjoaGJjYwHIy8tj3rx5tG3blmbNmtG7d2/27dvHmjVreOONN/j%2B%2B%2B9p3rw5AGFhYcTFxQGQnZ3NrFmzaNu2LS1atCA6Opoff/zReh8NGzbknXfeoWPHjoSEhNCzZ09%2B%2Bumnqz5%2BFy5coEWLFsTHx1uX5eTk0KpVK7777jugsPgNDw8nNDSUiIgINm/ebF03PT2dUaNGERYWxh133EH79u356KOPbPK69PERERERKQ%2BuqdN5%2BvRpHn/8caKjo1myZAlHjx4lOjqaatWqMX36dMaOHcuyZctIS0tj%2BPDhZGZm8vzzzwOwYcMGZs6cyUsvvcTmzZsZPHgw7du3p2nTpowbN44RI0bwyCOPkJyczKOPPkrz5s0ZOnQoSUlJAMycOdOax5EjR/j666/Jzc1l48aNf5jzokWLWLduHUuWLKFevXosWLCAwYMHs2nTJpKTk9m2bRvvvPNOsdtNnjyZvXv3smLFCoKCgli5ciX9%2BvVj3bp1VK9eHSgsDt999108PT0ZMWIEs2bNYsmSJX%2BYj4eHB507d%2BbTTz8lPDwcgK%2B%2B%2BorKlSvTunVrvvnmGyZNmsSiRYto1qwZ//73vxk%2BfDgffvghDRo04Pnnn8fb25uEhATc3d1ZsWIFMTExdOrUicqVKxd7fOyRkZHBsWPHbJb5%2BfkTEBBg1%2B3LlJ%2Bf%2BZje3raXptSubTZeUJDtpSmBgWbjAfj62l4a4uVlNByenraXxri4mI3n7Gx7aUilSkbDAY57TCvIQwr165uNV6OG7aVJISFm4zVqZHv5N6BOZ%2BlcU9H51Vdf4eHhwdChQ3FycqJ27dosW7aMN998k4YNG9K3b18A6tSpw5gxYxgxYgTPPfccAHXr1qVr164AtG3bFn9/fw4dOkTTpk3x8PDg888/x9vbmxYtWvDNN9/g/Aev/C5duuDl5YWXHZ84a9asYfDgwdx8880ADBkyhLZt22KxWK54mwsXLrBu3ToWLlxInTp1AOjbty/x8fGsW7eOJ554AijsqPr7%2BwPQqVMn3njjjavmAxAZGUlUVBTHjh3D39%2BfNWvWEBERgZOTE%2B%2B%2B%2By6PPvooLVq0AKBdu3aEhYXxwQcf8MILLzBt2jQqV66Mm5sbqampVK5cmezsbM6cOWMtOq/l8QFYtWoVCxYssFk2dOgwRowYbtftr5WTk8Fg3bsbDHaZDh3MxnNUroMHOyauI0REGA13q9FovzNdJ0BV0wELValiNFzjxkbD2QgOdlxskww/pHDJqJ5Ro0c7Jq4jvP9%2BWWcg5cQ1FZ3Hjh0jKCgIp0uqhvr16%2BPm5katWrVs1q1ZsybZ2dmcOHECwFqcFXFzc6Pg4leGt99%2Bm9jYWKZMmcKxY8f45z//yeTJkwm8QsflWjpwx44ds3YmAdzd3WnatOkf3ubMmTPk5uZSs2bNYv9TcnKy9W%2B/S7psrq6uf1jIXqpJkyYEBwdbh9E3b95s7QinpKSwbds2Vq5caV0/Pz%2Bf1q1bA5CUlMSsWbM4dOgQdevWtRbFBZd8/brWDmVUVFSxKQp%2Bfv7Y%2Be9cEycnjMZ1%2Bmi1uWBFvL0LC87/%2Bz84fdpc3D17zMWCwg7n4MHwxhuQlmYuriM6KL6%2BhQVnXBxcfE8wYe9dg4zFgsJuXP368OuvkJ1tLu6tNX8zFwwK23FVqkBmptHWy54k88Wxp2dhwXnggNnH9LKPnFJz0ENK1SljzAWDwtfn6NEwdy6kpJiN/dVXZuM1alRYcPbqBfv2mYu7Y4e5WNdInc7SuaaiMzAwkLS0NCwWi7Xw3LhxI9WqVWPPZR%2BoR44cwd3dnRtvvPEPY164cIH9%2B/czefJkXF1dOXjwIM8//zwvvvgi8%2BfPL/E2lxa9zs7O1rmjRS7d%2BSgoKIi0Sz6Qc3Nzefnllxk4cOAVc/Lz88PDw4OkpCSCL/l6fuTIkWLF2Z8VGRlJQkICbm5uNG/e3FrgBgYG0rVrV2s3FSA1NRVPT09yc3MZPHgwo0ePplevXjg5ObF79%2B5ie9w7XWMrMSAgoFih6oiC0yGOH3dc7NOnzcY/csRcrEulpZmNbXrc8lInTsDRo8bCZWUZC2UjO9tw7Px8g8EuUVBgNPb588ZCFZOdbTZ%2BBXlIC7/BOEJKivnYiYlm4xXZt89xsf9iKjpL55pmr9x7773k5eXx%2Buuvk5OTw5EjR3jxxRfx8/PjwIEDvP3229blc%2BfOJTw8HHd39z%2BM6eTkxOjRo1m6dCl5eXn4%2B/vj6uqKj48PUNiZPHv27BVvHxwczPHjx9myZQsWi4VPP/2UAwcOWK%2BPiIhgyZIlHDx4kLy8PN544w02btyIj48PHh4eZGZmFutQOjs7ExkZydy5czl8%2BDA5OTm8/fbb7N%2B/n86dO1/LQ3ZFDz30EPv27WP16tVEXDLk2KNHD1asWGHdaWnXrl1ERESwbt06cnNzyc7OxtPTEycnJ1JTU3n55ZcB7J6/KSIiIlIWrqnTWbVqVZYsWcKMGTNYtmwZXl5e9O7dm6ioKIKDg5k7dy6xsbF4enrSpUsXRo0addWY7u7uLFq0iJdeeok33ngDFxcX7rnnHsaOHQvAgw8%2ByNNPP829997L119/Xez2TZo0YciQIYwfP55z585x33330bFjR%2Bv1AwcOJC8vjwEDBnDmzBmaNGnCm2%2B%2BiZubG%2B3atWPlypWEhoYWiz1u3DhiY2Pp168fp0%2BfpmHDhtadkUy46aabaNu2LVu2bOH%2B%2B%2B%2B3Ln/ggQc4f/48zz33HKmpqXh7e9OvXz%2Bio6NxcnLixRdfZN68eUybNg1fX1969OjB/v37%2Bfnnn43lJiIiIsWp01k6ThZ7JyKKcTNmzCA7O5spU6aUdSrFOOpZYXxO5%2BsOOHGAn1/hTj%2BrV5sdXt%2B%2B3VwsKNwbfvLkwh%2BTw%2BuO%2BPISGAiDBsGbbxodXv/vgy9cfaVr4OUFt94Ke/eaHV4PrW/4eMMuLlC1Kvz2m9Gx4O37fYzFKlKpUuEOSnv2mB1ev7hvqDEOekjxefwRc8GgcNLxnDkwZoz54fVPPjEbLySkcP5ls2Zmh9fLsGy5bPcUIy47eMzfWrk/OPzfUVpaGocOHeKTTz5h%2BfLlZZ2OiIiI2EGdztJR0WnY%2BvXrGT9%2B/BWvDw0NpUmTJixfvpyBAwfyj3/84y/MTkRERP4sFZ2lo6LTsI4dO9rMKb2SkSNH/gXZiIiIiJQPKjpFRERE7KBOZ%2BmYPuGXiIiIiEgx6nSKiIiI2EGdztJR0SkiIiJiBxWdpaPhdRERERFxOHU6RUREROygTmfpqNMpIiIiIg6nTqeIiIiIHdTpLB11OkVERETsUFBg/uevkJWVRVRUFHFxcX%2B43g8//ED37t0JCQkhLCyM1atX21y/Zs0aOnToQNOmTYmIiCAxMfGa8lDRKSIiIvI39csvv9C7d2927tz5h%2BudOXOGJ554gq5du7J9%2B3amT5/OjBkz%2BPHHHwHYunUrMTExzJw5k%2B3bt/PQQw8xZMgQsrKy7M5FRaeIiIiIHSpap/O7776jb9%2B%2BPPLII1SvXv0P192wYQPe3t707t0bV1dX2rRpQ3h4OO%2B99x4Aq1evpnPnzoSGhuLm5ka/fv3w8fHhs88%2BszsfzekUERERqYCys7NJT08v8Tp/f38aNWrEV199hYeHB8uWLfvDWL/88gu33HKLzbKbb76Zjz76CID9%2B/cTGRlZ7Pp9%2B/bZna%2BKThERERE7OKIzmZGRwbFjx2yW%2Bfv7ExAQcNXb/vDDD/Tp06fE6xYuXMh9991ndx7nzp3Dy8vLZpmnpyfnz5%2B363p7qOiUEjk5mY%2BZkZHBqlWriIqKsuvFZJchQ8zEuURGRgarYmPN5gnGc7Xm%2BdRTZvN0AEc9pqHGIhXKyMggNtbwcxQAH4OxLj6eb79tPM8WLYyFsnLcY2pWRkYGb7/tgDzXrDEXi0teS88%2BW64fT7gk1y%2B%2BKPe52stiMR8zNnYVCxYssFk2bNgwhg8fftXbtmrVip9%2B%2BslIHl5eXpw9e9ZmWXZ2NpUrV7Zen52dXex6Hx/73980p1P%2BMseOHWPBggXFvtGVN8rTvIqSq/I0r6LkqjzNq0i5lqWivcov/YmKivrL87jlllv45ZdfbJbt37%2BfBg0aANCgQYM/vN4eKjpFREREykhAQACNGze2%2BSmLznCHDh04fvw4y5cvJzc3ly1bthAfH2%2Bdx9mtWzfi4%2BPZsmULubm5LF%2B%2BnBMnTtChQwe770NFp4iIiMh1qHPnzrz%2B%2BusA%2BPj4sHTpUr744gtatWrF888/z/PPP0/r1q0BaNOmDZMmTWLy5Mm0bNmShIQE3nzzTby9ve2%2BP83pFBEREfmb27RpU7FlCQkJNn83adKEDz744IoxHn74YR5%2B%2BOE/nYPL5MmTJ//pW4tco8qVK9OyZUvrxOTySnmaV1FyVZ7mVZRclad5FSlXcTwni8UR%2B2KJiIiIiPxOczpFRERExOFUdIqIiIiIw6noFBERERGHU9EpIiIiIg6nolNEREREHE5Fp4iIiIg4nIpOEREREXE4FZ0iIiIi4nAqOkVERETE4VR0ilQgQ4YMKXH5Y4899hdn8vezd%2B9eNmzYQE5ODidOnCjrdOQvpG1vxpAhQ8jMzCzrNKQccy3rBOTvJywsDCcnpz9c58svv/yLsrHPuXPneO%2B990hKSiIvL8/muhkzZpRRVoWSk5P55JNPANi8eTMLFiywuT4zM5OffvqpLFK7qg8//JB33nmHjIwM1qxZw8yZM5kxY0a5Og/ziRMnGDp0KLt378bNzY2PPvqIbt26sXTpUkJCQso6PRvffvut9fF84403WLp0KWPGjMHVtXy9lVeE7Q4Va9vn5ORw8uRJCgoKbJZXr169jDIqLjExEXd397JOQ8oxdTrFuOHDhzNs2DDatWtHQUEBffv25YUXXmDgwIG4uLhw//33l3WKxUyYMIH33nuP8%2BfPl3UqxVSvXp1ffvmFrVu3kp%2Bfz9atW21%2B9u/fz6RJk8o6zWKWL1/OkiVLiI6OJj8/n8qVK5ORkVHmRfzlXnzxRW655Ra2b9%2BOq6srwcHBPPHEE8yaNausU7MRHx/PM888Q8OGDTl8%2BDAAmzZtYu7cuWWcma2Kst2h4mz7zz//nLvvvpt27drRvn172rdvT1hYGO3bty/r1Gx06dKFESNGkJCQwLZt29i%2Bfbv1RwQAi4iDhIeHW/bv32%2Bz7NChQ5b777%2B/jDK6sqZNm1rS09PLOo2r%2Bte//lXWKdjt/vvvt27/Fi1aWCwWiyU9Pd1y5513lmVaxdx5552W8%2BfPWyyW3/PMycmxNG/evCzTKqZLly6WxMREi8ViseZ28OBByz//%2Bc%2ByTKuYirLdLZaKs%2B07depkeeWVVyyHDh2yJCcn2/yUJw0bNizxp1GjRmWdmpQT5WtMRv5WkpKSqF27ts2yatWqkZGRUUYZXZm/vz8%2BPj5lncZVTZs2jfz8fI4fP05%2Bfr7NdeVpmA3g1KlT1KtXDwCLxQKAr69vsekLZc3NzY3s7Gy8vLyseZ47d67cDQUfPXqUO%2B64A8A6faVOnTrlrjtfUbY7VJxtn5aWxrBhw8rdNIrL7dt5DdaxAAAgAElEQVS3r6xTkHJOw%2BviMLfddhsvvfQSOTk5AGRlZRETE0NoaGgZZ1Zcz549eemll/jtt9/KOpU/tGHDBlq0aMG9995brofZABo1asSqVauA34ukzz77jAYNGpRlWsWEhYXxzDPPcOjQIZycnDhx4gRTpkyhbdu2ZZ2ajbp16xabC/2f//yHOnXqlFFGJaso2x0qzrZv3Lgx%2B/fvL%2Bs07JKVlcXRo0dJTU0lNTWVw4cP83//939lnZaUE06Woq93Iob9%2BuuvDB48mLS0NHx8fDh58iT169dn8eLFBAUFlXV6QOEHpJOTk7XLUdIOUP/73//%2B6rSu6L777iMiIoIHH3wQNzc3m%2Btq1KhRRlmVbM%2BePfTr14/g4GB2795NmzZt2LlzJ2%2B99Za1Y1cenDt3jgkTJrBhwwag8DnQtm1bXn75ZW644YYyzu53//nPf3jqqado3749Gzdu5JFHHmHdunXMmTOnXBVJFWW7Q8XZ9nPnzuXDDz/kgQcewM/Pz%2Ba6YcOGlVFWxX388cfExMRw4cIFm%2BW%2Bvr5s3ry5jLKS8kRFpxh39OhRAgMDSU1NJS8vj/T0dBITEwkNDSUgIAAXF5dyMxS8bdu2q67TsmXLvyAT%2B7Rs2dKunMuL9PR01q5dS2pqKoGBgYSHh5ebbX%2B5kydPkpycTGBgIAEBAWWdTon27dvHqlWrSElJITAwkG7dunH77beXdVrFVKTtDuV/20dHR5e43MnJiRUrVvzF2VxZhw4d6N27N5UrV2b79u307duXl19%2BmbvuuotBgwaVdXpSDqjoFOOaNWvGjh07rF1EKJzbVdRRdHJyKlfdwyL5%2Bfm4uLgA8M033%2BDj41PuPtAHDBjAM888Q6NGjco6lQrPnj1qW7Ro8RdkYp8lS5YwYMCAYstfffVVRo0aVQYZVVwVbdtXFE2bNiUxMZGUlBTGjh3LBx98QGpqKv369bN2k%2BX6Vr5nJUuFlJCQAJS/Y3H%2BkU2bNvH888/zn//8h9dee43XX38dJycn/vWvf9GjR4%2ByTs96bM6bbrqJAQMG0KlTJ7y9vW3WKS/DbBXlOK1F3aNLc73xxhs5e/YsBQUFeHt7891335VVekBhB%2B7AgQMAxMbGcscdd3Bpn%2BDs2bO8/fbb5aLorCjbHSrGtr/cxo0brV1uf39/unXrRnh4eFmnZcPX15fc3FyCgoI4ePAgULiDow64L0VUdIpxRfM1y9scwz%2ByaNEiRo0aRUFBAe%2B%2B%2By6xsbH4%2Bvry9NNPl4uic%2BvWrdbf69evX%2Bxg8Ff7sP8rDR8%2BHCic2/fll1/Sv39/ateuTVpaGsuWLSs3Oz0V7Wm7ZMkSfv75Z55//nluuOEGzp8/z8yZM7nxxhvLOENwd3dnxIgRnDp1Cih%2B5il3d3eioqLKIrViKsp2h4qx7S8VHx/PlClTiIqKIiwsjCNHjjB58mSys7Pp3r17WadndfvttzNx4kReeOEF6taty8qVK/H09Cz2BVmuY2VxnCaR8qZly5YWi8Vi2bNnj6Vp06aW3Nxci8VSePxO%2BXMqynFa27RpY8nKyrJZlp2dbX1OlBcdO3Ys6xTsUlG2u8VScbZ9eHi45bvvvrNZ9t1331k6depURhmVLD093TJo0CBLenq6Zfv27ZbQ0FBL48aNLWvXri3r1KScUKdTBPDy8uLEiRNs2rSJ0NBQXF1d2bdvX7k7duflp8As4u7ujo%2BPD3feeWe56TBXlOO0FhQUcOLECZvHLTk52Tq/t7z44osvSlx%2B8uRJbrrppr84myurKNsdKs62T01NpVWrVjbLWrZsydGjR8soo5IFBASwePFi6%2B9btmwhNzcXLy%2BvMs5MygsVnSJAZGQkXbt25bfffmP%2B/Pns3r2bgQMH8vjjj5d1ajZ%2B/vlnNmzYQJMmTahVqxapqans3LmTJk2akJ%2Bfz/Tp01m0aBFt2rQp61Stx2kdN24c7u7uZGVlMW3atHJ3nNaHH36YAQMGMHDgQIKCgkhKSuKtt96iZ8%2BeZZ2ajR9//JFZs2aRnp5uPf92bm4uJ0%2BeZPfu3WWc3e8qynaHirPtAwMD2b59u82RNLZv314ujwhw4MABVq5cydGjR4mJiSEhIaHYtBC5fmnvdZGLtm7dioeHB02bNiUtLY1du3aVu/PEjx49mubNm9OrVy/rso8//pitW7cya9YsPvvsM5YtW8bq1avLMMtClx%2BntehMNeXpOK0AeXl5LFy4kLVr15Kenk5QUBDdu3dn0KBB5WqubLdu3ahVqxbe3t4kJSVx1113sWLFCvr06UP//v3LOj2rirLdoeJs%2B9WrVzNr1iyioqKoVasWR44cYdWqVUyYMIHIyMiyTs/q22%2B/Zfjw4bRr146vvvqKhIQEIiIi6N%2B/P0888URZpyflgIpOEWDIkCEsWrSo2PLHHnuMd999twwyKlnr1q359ttvbYb/8vPzufPOO9m6dSsWi4XmzZvz3//%2Btwyz/F1eXh47duwgIyODwMBAmjVrhrOzToT2Z9xxxx1s3bqV5ORkpk%2BfzrJly9i5cydTp04lLi6urNOzkZeXR2JiIunp6druhsTFxREXF8fx48epUaMG3bt354EHHijrtGxERkYyYsQI2rZtS4sWLdi%2BfTu7du1i1KhR5ebIBVK2NLwu163k5GQ%2B%2BeQTADZv3lxsvmRmZmaxvcTLWqVKldi9e7fNmV327t2Lu7s7ACdOnCg386dSU1MBqFmzJjVr1gSwzkErT8OCV5onC%2BXnMFQAVatWxdPTk1q1avHLL78AhcdFTElJKePMijt%2B/Dg7d%2B60Ht4nICCg2DzP8sBisbBixYpihyIaPHhwuep0AkRERBAREVHWafyhw4cPc8899wC/H1GjSZMmnDlzpizTknJERadct6pXr84vv/zCyZMnyc/PtzksEYCHhweTJk0qo%2BxK1q9fP5544gl69uxJjRo1SElJYfX/b%2B%2B%2BwqK8ureB38IIghoDCKGIKJYQyz9YAGNBRcWCKCoKaDQkGAULGDQxEAtiixhFMBEsQMAYrBGlXGgsgVhQEHtvFEHpIFWH8h3wzcSHASQv6t5j1u8oPMPBfQUH1uy99toHDsDJyQmZmZlwdnaGlZUV65gAGp/byNPlAHV/7oWFhXj48CF3q0iGhoYIDw%2BHg4MDVFVVcfv2bSgpKXFXHF2/fh2Ojo4wNDREhw4dcP36dezcuRNBQUHc9XWGhYUhJCQEc%2BbMQYcOHZCWloZdu3ZBQUGBi%2B1gLy8veHl5wcPDo8HvWb9%2B/TtM1DhdXV0kJycLfs7Xr1/nrq2CsENFJ/nPUlBQgJ%2BfHwBg2bJlWLNmTaPff%2BnSJeZ/NGfNmgUNDQ0cOnQIx48fh66uLry8vGBpaYk7d%2B5g8uTJDV6Z967V3U7Lz8/Hrl27uJrXCAC7d%2B%2BWeXbkyBGZYpQ1Nzc3uLi4YNCgQXBycsK0adOgqKgIBwcH1tEENm7cCDc3N8yaNUv6LDQ0FD/99BPCw8MZJpO1d%2B9ebNu2DT169JA%2B69u3LxYuXMhF0Slv3W9z586Fi4sLHBwcIBaLsXPnTuzevRvu7u6soxFOUE8nIU0kud6T/O%2BKi4sxadIknDhxgnWU1zIzM%2BOu8Hzx4gVatmwJBQUFXLt2DcXFxRg0aBDrWAJmZmY4e/YsRKJ/1jTEYjEGDBjATa%2BxRL9%2B/ZCYmCjoN62uroaJiQlXWa9evSpoqZGIj4%2BXbmfzIi4uDnv27EFGRga0tbUxbdo0jB49mnUswgla6SSkiVh%2BPpO3bbbGPH/%2BnHWE17p48SJUVVVZxxBwdnaGra0thg8fDqD29hceqaio4OnTp9DX15c%2Be/r0KXe3/ACAgYEB/vzzT0FR9Oeff8LAwIBhKllffvmlzAfekpISuLm54fLly4xSybpw4QKGDh2KoUOHso5COEVFJyFNxLJ3Th43JOoe0BGLxfj7779hbGzMKFH96vaeisVi5ObmwsXFhWEqWV26dIG3tze8vLwwceJE2NraonPnzqxjyRg3bhwWLlyIxYsXS/skfX19MW7cONbRZMybNw%2BLFi1CbGysdBTRyZMn4e/vzzoaUlNTYWVlhaqqKtTU1OCTTz6R%2BZ6%2BffsySNYwV1dXtG3bFpMnT8akSZOol5PIoO11QpqIttf/nbq9pYqKiujSpQvmzp0LLS0tRqlkHT58WPC1goICunTpgl69ejFK1LDq6mr8/fffiIiIwKlTp9CrVy9MnToVNjY2rKNJvXjxAitXrkR0dDTEYjGUlZUxZcoULF26FMrKyqzjyUhISMDhw4elo4hsbW25WUW%2Bffs2nj9/jjlz5mDnzp2C15SVldG9e3duplUAtR/YTp06hYiICJw5cwYmJiaYPHkyLC0tpRM2yH8bFZ2ENBEvRefZs2fx22%2B/ISsrC9u3b0dwcDAWL14s6KHjQU5ODjQ1NWWe379/H926dWOQqH5BQUFwcnKSeb5lyxYsWrSIQaKmiYuLw6pVq/D06VOupgEAtSvz5eXlKC0tRXV1Ndq3b8/d1ZISZ8%2BeRY8ePaCmpoa4uDi0bNkSAwcOZB1LID09XdCuIA/y8/MRGxuLgwcP4smTJ7CysoKdnR2MjIxYRyMM0bReQuRIZGQkvv32W3Tv3h2pqakAgFOnTmHz5s2Mk8mq7/BAVVUV7OzsGKQRys/PR2JiIhITE7F161YkJSVJv05MTMSpU6cQGhrKOqaMtLQ0%2BPv7Y%2BTIkfD09MSYMWMQExPDOpbAnTt3YGFhgQcPHkBTUxPBwcGwtLTEo0ePWEeTsWfPHri5uSEnJwdA7ZzbRYsWSef38qJNmzbw9/fHDz/8AA8PD3h4eGDJkiWYMGEC62j1ysvLQ2RkJCIiIvDgwQOYmZlBWVkZjo6OCAwMZB2PMEQrnYQ0EQ8rndbW1li9ejWMjY2lN36kpKRg1qxZiI%2BPZ5oNqO1Dc3JyQk1NDTIzM2WGwFdUVEBdXR2RkZGMEtYqKSnBqFGjUFBQUO/rSkpKsLOzww8//PCOkzXM3t4e169fx4ABAzBt2jSMGDGCu9VtoLatwsTEBPPmzYNIJEJlZSUCAwORnJyM4OBg1vEERo4cCT8/P/Ts2VP67MaNG1i8eDGOHTvGMJmQs7MzUlJSoK6ujtLSUujo6ODMmTOYMWNGo4cL37Xo6GgcOXIE586dg6GhISZPnowJEyZAXV0dAHD%2B/HnMnz%2Bf%2Be9Rwg5/v7EIYaApW8GdOnV6x6lkPXv2TDo6RXL4xcDAAGVlZSxjSRkYGOCHH35AQUEBvLy8ZG70UVZWhomJCaN0/2jTpg3Onz8PABgzZgxiY2MZJ3q9gQMHYvPmzVzd5lSf27dvIywsTPrvUyQSwcXFBQMGDGCcTFZeXp7MAZ0ePXogLy%2BPUaL6JSYmIiYmBllZWdixYwd%2B/vlnHDlyBFFRUayjCaxatQpWVlbYu3dvvT3RnTt3hqOj47sPRrhBRSchqN0KrvvpW7IVLHnOw/3WnTp1wsmTJzFy5Ejps3PnznE14kUy0qdDhw4wNTVlnOb1eC84nz17Bm1tbdja2gL453rRV/FUiLZp0waPHz%2BGoaGh9Fl6ejo%2B%2BOADhqnq17VrVxw5cgSTJk2SPouMjBRk54FIJMJHH30EFRUV6dW8VlZW8PHxYZxM6MyZM40eGNLW1saNGzfeYSLCGyo6yX/Wq1vB5eXlMjflVFRUQE9Pj1G6%2Bn3zzTeYN28eRowYgRcvXsDLywtRUVHYtGkT62hSO3bswJw5c3Dx4kVcvHix3u/h4U5za2trREZGNnpdZ91blVgYN24ckpOTpTlramqkeSX/zdNBokmTJsHFxQWzZ8%2BGrq4uMjMzERQUxOW94YsWLYKLiwv2798PXV1dPH36FLdu3cKOHTtYRxPQ09PDjRs30KtXL5SWliI/Px8ikQgVFRWsowk05YR6UlLSO0hCeEVFJ/nPkpet4FcNHDgQe/fuxb59%2B2BmZobq6moEBwdzM%2BIFqN0KnDNnToO3%2BfByV7jkmsOFCxcyTtK46OhoAMDRo0fRunVrxmleb8GCBVBQUEBgYCBycnKgo6ODyZMnY/bs2ayjyRg0aBCOHj2KqKgo5OTkwNzcHBs2bODupPj06dMxc%2BZMREdHY/z48fjiiy8gEom4%2B/3UFHSM5L%2BNDhIRgtobaORhK5i8efIyMsnCwgJHjx5FmzZtWEdpNskNW/KAhwOEAHDt2jUYGRmhRYsWCAkJQWlpKb766isub3pqDC//PwkbtNJJCGrvYI6JiUFKSgqqq6sFr/GwFSyRnZ2NX375Benp6aisrBS8FhYWxihV/ereSCShpKQENTU1DBw4kFn7Qn5%2BPh4%2BfAgA2Lp1Kz799FPBCkxxcTFCQ0O5KjoBoLy8/L0oOo8ePSo3RScv6zKv7mZIVukJkTdUdBICSG9QMTIyEoyh4WUrWGLp0qUoKirCkCFD0LJlS9ZxGnXv3j0cP34cvXv3hr6%2BPjIzM3HlyhX07t0bVVVVWLt2LQICAvDZZ5%2B982xKSkpwdXWVjkz6/PPPZV7nYZ7oq8zMzDB16lSYm5vL3OjE0wejpuClkGsKlr8DGus3luCh75iQpqKikxDUDlgPCwtD7969WUdp1JUrVxAfH4%2B2bduyjvJaIpEIK1aswPTp06XPDh06hAsXLsDHxwcxMTHYvHkzDhw48M6zyePIpCdPnkBfXx%2BPHz/G48ePpc95%2B2DUFPKYmQXe%2B40J%2Bbeo6CQEtSsvPXr0YB3jtXR0dKCgIB8XiZ07dw4bN24UPLOxsZGOeRk7diyWL1/OIppAQwVnfn6%2BdKg1D3bv3s06AnnHXh3l9L6Qp1Vu8uZR0UkIgPHjxyMoKIjbXinJbMYJEybAw8MDLi4uMgcIeJrVCACqqqq4ceOGdJg9ANy6dUs6ViUvLw8qKiqs4kldu3YNPj4%2ByMrKkvbzisVi5OfnczdT8NChQzhy5AhycnKgq6uLqVOnYsyYMaxjkbds5syZDa4O89bL/TobNmxgHYEwREUnIQBu3ryJ5ORkBAQEyKxu8dAz9eqMRgA4fvw417MaAcDR0RFz5syBvb099PT0kJGRgQMHDsDJyQmZmZlwdnaGlZUV65jw9vaGvr4%2BunXrhvT0dAwaNAhhYWFYvHgx62gCAQEBCA0NhZ2dHXR0dJCeno6VK1eisLAQ9vb2rOORt8jMzEzwdUFBAWJjY7nrO75//z58fHzqPZAp%2BT1qaWnJIhrhBI1MIgTA4cOHG3yNhy2ujIyM136P5CS45AYbHkRHR%2BPQoUN4%2BvQpdHV1YWdnB0tLS9y5cwcJCQmYOXMmFBUVmWb89NNPceHCBTx58gRr165FSEgIrly5Am9vby5uoZIYMmQIAgICBNcLXrt2De7u7jhx4gTDZP9enz59cPnyZdYxmoTXrDdv3oSPjw9CQ0NZR5FycHCAiooKxo4dKziQCfDxe5SwRyudhID/X4j/ZrSQ5AYbHlhZWdW7mmlkZAQjIyMGiWR98MEHaNWqFfT19XH//n0AgLGxcZMK/XeprKwM3bt3Fzzr0aMHSkpKGCX637m5ubGOAKC2xzgiIkLmuYWFBU6dOgWAj52O%2BvTs2ZO79o%2B7d%2B8iPj7%2BvRjrRd4OKjoJwfvVM8XL5kVpaSl%2B//33erfa1q9fzyiVLENDQ4SHh8PBwQGqqqq4ffs2lJSUuDthbWVlBV9fXyxZskS6OhwcHMzddmVWVhYCAgLq/blL3kuOjo4MktVKS0tDQEAAAODBgwfw8PAQvF5SUiK4XpKHw2SSnm4JsViM6Oho6OjoMEpUPy0tLbx8%2BZJ1DMIxKjoJgfz0TDUFL8WSh4cHLl%2B%2BDDMzM65nirq5ucHFxQWDBg2Ck5MTpk2bBkVFRTg4OLCOJnD37l1cvXoVERER0NPTQ3Z2NrKzs6GlpYURI0ZIv4/1ypyHhwdyc3MxfPhwLn/uHTt2hJqamnRGa13q6urw9fV9x6kaV7enGwDatWuHNWvWMEwl6/PPP8f8%2BfMxa9YstG/fXvCaPF7ZSd486ukkpAE89kw1BS/XzJmZmeHgwYPc3WMt8erqUUVFBVq2bAlFRUXk5ubi7t27TG9Mqk9jfccSLVq0gI2NzTtI0zATExMcO3aMixXC19m2bRvmzZsn/frly5fS6Qo8qdvqoaioCA0NDe6K%2BoZaZng86EjYoJVOQhrAY8%2BUPFFWVsZHH33EOkaDGrvthceJAE3pO7a2tmZedLZt25bLwq0%2BNjY2sLe3x/Lly9GzZ0/4%2BvriypUr8Pf3h6amJut4Unp6eigqKsLp06eRnZ0NPT09DB06lLui886dO6wjEM7RSichaLhnKiYmBlFRUYxS/W94WekMDAxEdnY2FixYwOWq17%2BZCCAvePjZHzx4EHFxcfj6669ltlh5myU7d%2B5caGhowNPTE23atEF%2Bfj58fX1RVFQEf39/1vGkLl26BBcXF6ioqEBbWxuZmZmoqalBSEgIunXrxjqewLNnzxAZGYmMjAxoaWlh/Pjx6NixI%2BtYhBNUdBKC2m2hhnqmRo0axTDZv8dD4QHUriRmZmbWu5rI0wri%2B4SHn33dLVbJ%2B4q3lWMAMDU1xdmzZwUrhi9evIC5uTkuXLjAMJnQlClTMGrUKDg7OwOoXYn/%2BeefcfHiRa5uqrp%2B/TocHR1haGiIDh06IC0tDQ8fPkRQUBD69evHOh7hAG2vEwLZwxe89kw1BS9bmz/%2B%2BCPrCIQB1geZ/g2RSIT8/HxBG0hRURFatWrFMJWsR48eYfbs2dKvW7RoAWdnZ/z666/sQtVj48aNcHNzw6xZs6TPQkND8dNPPyE8PJxhMsIL%2BbjEmZC3TE9PDx9%2B%2BCGuXr2KmJgYXLhwAeXl5axjyaiursaff/4JoHY0zaJFi%2BDt7S2Y1ZiQkMAqnoCpqSn69%2B%2BPVq1aITc3FwoKCujfvz9MTU1ZRyNvUd33UlJSEtq2bctlq8KYMWPg6uqK8%2BfPIyUlBefPn4ebmxtGjx7NOppA586dZQbU379/H127dmWUqH53797F9OnTBc%2BmT5%2BOe/fuMUpEeEPb64QASE1NhaOjI8RiMXR1dZGZmYnq6mqEhoZy1TO1bt06HDt2DHFxcXB2dkZJSQlEIhE%2B%2Bugj7u40zsnJgbOzM%2B7cuYMPP/wQBQUF6NSpE4KDg7m5Mel9w8P2ury8lwCgvLwcq1atQkxMjPTkuo2NDb7//nuoqqqyjie1YcMG7N%2B/H1OmTIGBgQGys7Nx4MABmJqaCgrPBQsWMEwJDBs2DLt37xZMrEhLS4Ojo6N02D75b6OikxAAzs7O6Ny5M7799lsoKCiguroaGzduxL179xAUFMQ6ntTo0aMREhKCdu3awczMDNHR0dDQ0MCIESO46kEDgCVLlqCmpgbe3t5o3bo1iouL4eXlhcrKSvj5%2BbGO917ioeiUl/fSq8RiMYqKiqChocHNnNtXzZw587Xf06JFC%2BYXWfj4%2BODcuXNYvHixtKfT19cXgwcPxpIlS5hmI3ygnk5CAFy9ehX%2B/v5QUKjtOFFQUICbmxsGDx7MOJlQQUEBdHV18ddff0FLSwsGBgaoqqpCVVUV62gyEhISEBsbi9atWwOoHaXj5eUlGGRO3iwe1hDk4b0UFRWF8ePH13sFpgTr0VOv4umwUGPc3NyQn5%2BPefPmQSwWQ1lZGVOmTGG%2BAkv4QUUnIag9OFRSUiIY7VNSUgIVFRWGqWTp6%2BsjIiICsbGxGDx4MKqrqxEcHMxdbxdQ239ad9WoRYsWcnk4ixeVlZXIzc2VuV5SMoqI9UoXIB/vpcDAQIwfP77BsUg8DNmv68SJE9i3bx8yMjKgqakJW1tbWFtbs44loKysjB9//BHe3t4oKipC%2B/btuVw5JuzQ9johAJYvX44nT55g%2BfLl6NChA9LT07FmzRro6%2BvD29ubdTypxMRELF26FMrKyggNDcWDBw/g7u6OwMBAGBsbs44n8M0330AkEmHVqlVQVVVFaWkpVq5ciaqqKu6uGZQHBw8exOrVqwV3W/M4ikhe3ksAkJSUhD59%2BkjvsudVZGQkVq1aBTs7O%2Bm29f79%2B/H9999j6tSprOPJ3coxYYeKTkIAFBYWYuHChUhMTJTOFRw6dCg2btyIDz74gHW8BkkKEF7GJL0qMzMTX375JTIyMqQHibp164bt27dzfVMRrwYPHoy5c%2Bdi2LBh0q1rCZ5Ohtd9LwGAubk5l%2B8lMzMz/PXXX1ytwtZnwoQJ8PT0xIABA6TPEhIS4O3tjZiYGIbJao0fPx5RUVGwsLCo9/UWLVrI1Sgt8vZQ0UnIK9LT05GXlwc9PT2ursF71aFDh3DkyBHk5ORAV1cXU6dOxZgxY1jHknr1dqfKykokJiYiLy8PZmZmUFdXh6KiInc308gDU1NTJCQkyBScvJKH95KtrS2%2B%2B%2B477sd49e/fX1DEA7XtK/3792d%2BcKwpiouL0bZtW9YxCAeop5OQ/y8pKQkZGRmoqalBSkqK9DlP20IBAQEIDQ2FnZ0ddHR0kJ6ejpUrV6KwsBD29vas4wGo/05zyTYwj9vB8mLChAkIDw/HjBkzWEep16VLl9CvXz8kJiYKnqekpEjfTyYmJgySNaxdu3b48ssv0aFDB2hpaQn%2B3fLQHyuhra2NxMREQXGcmJjI3Yc3U1NTXLx4Ueb58OHDkZSUxCAR4Q2tdBICYOXKlTh48KDMHx7etoWGDBmCgIAA9OrVS/rs2rVrcHd3x4kTJxgm%2B8f7eKc5DxISEuDk5ITWrVvLrBrx8G9UMq6p7jWYEjx%2B2Pj5558bfI2nE9cHDhzAhg0bYG9vD319faSmpmL//v3w8PDAlClTmGZLTU3FihUrUFNTg6SkJPTv31/weklJCQoLC2lOJwFAK52EAABiYmKwb98%2BQTHHo7KyMnTv3l3wrEePHoIbiVijgvLtWLlyJcaMGYPPPvuMy4Mvkm3eO3fuME7SdF26dMHYsWNlnu/bt49BmoZNnToVIpEI%2B/btw8mTJ6GtrY21a8u75mcAAA2WSURBVNdycXOSgYEBLC0tUVBQgOTkZJlWBSUlpQZ7Pcl/DxWdhKB2hmTdYo5HVlZW8PX1xZIlS6SFR3BwMCwtLRknI29bdnY2Nm3axDrGa9XdXpdo2bIl1NXV0bFjx3ecSKi8vBwFBQUAAE9PTxgbGwvmmxYXF%2BPHH3%2BEnZ0dq4gySktLcf78edy6dQsvX77Es2fP0LlzZwwfPpyLQ4SSlo8OHTpg4sSJqK6uhqKiInJzc6GmpsblhyTCBm2vE4La7auLFy/CyclJ5oQtT31TdnZ2uHr1KtTU1KCnp4fs7GxkZ2dDU1NT8MeHh%2B1W8mY5Oztj7ty56NOnD%2BsojRoxYgQyMzOhoKAANTU1FBQUoLq6GgoKCqiqqoKhoSG2b98uuCrxXcrJyYGlpSUqKipkXpP0HI8cORJbt25lkK5%2B3333HVJTU%2BHq6irt5d66dSv69u0LT09P1vGk7ty5AxcXF/j5%2BeH//u//sH79epw4cQK7du1C586dWccjHKCikxAAv/32G9avXy8Yus3joZfDhw836fsmTZr0lpOQd2316tX4448/YGZmBjU1NcFr69evZ5RKlp%2BfHzIzM7FixQq0bt0aZWVlWL9%2BPXR1dTFr1iz4%2BfkhLS0NgYGBzDLm5eWhvLwc1tbWiIqKErymrKyM9u3bM0pWPxMTE8TGxkJDQ0P6LCsrCxMnTkRCQgLDZEIzZ86EiYkJ5s2bB5FIhMrKSgQGBiI5ORnBwcGs4xEO0PY6IQC2bduGZcuWYfDgwVyPpNm6dWu9N3xIti6HDRuG2bNnM0hG3raysjKuRmM1JCIiAjExMdLZl6qqqvD09MTYsWPh4uKCxYsXY8iQIUwzSoq3S5cuCd7vDx8%2BhEjE359FZWVlmS3q1q1bczdf9Pbt2wgLC5P%2BjhKJRHBxcRHMFyX/bfy9uwhhoKqqCg4ODqxjvNa0adOwf/9%2BzJ49G/r6%2BsjIyEBwcDAGDhwIQ0ND/P7773jx4gUWLlzIOip5w3hazWxMWVkZnj9/LiiIiouLBYfdeLka8cqVK/D29kZERAT27t0LLy8viEQibNmyBSNHjmQdT8rZ2Rmurq7w9PSEgYEBsrKysGnTJowbN04wF5d1K1CbNm3w%2BPFjGBoaSp%2Blp6dzdykAYYe21wkBsGHDBujo6GDWrFmsozRq0qRJ8PHxQbdu3aTPHj16hCVLluCPP/7AkydPMHPmTJw%2BfZphSvI2yMt4n5UrV%2BLmzZtwd3eHrq4uMjMz4e/vD0NDQ3h6emLNmjUoLi7GL7/8wjoqZsyYARMTE7i5ucHCwgJubm748MMPsWnTJkRGRrKOJ/XqGCrJvNu6X/PQCuTn54eYmBjMnj1b%2BrMPCgqCtbU15s%2BfzzQb4QOtdBKC2lmXISEh8PPzQ7t27QQrMTwdyklNTUWnTp0Ez/T19fH48WMAtadHnz9/ziAZedsuXLgg%2BLqwsBAPHz7kbsvd09MTa9euxfz581FeXo5WrVrB1tYWixcvxs2bN/H8%2BXN4eXmxjgmg9gPbb7/9hkePHiE3Nxfjxo2DkpISvvnmG9bRBHj6HdSYBQsWQEFBAYGBgcjJyYGOjg4mT55MLT9EiopOQlB7HZ6tra3M88rKSgZpGmZkZITt27cLVraCg4PRtWtXAEB8fDzNyXxP7d69W%2BbZkSNHZIpR1pSVleHt7Y0VK1agsLAQGhoa0g9x/fv3lxkezpKioiJKS0sRHx8PY2NjKCkpISMjA23atGEdTUBe3tOKiopYuHAhtfeQBtH2OiGoXUHctm0bsrKypCfYxWIxHj9%2BzNXp0Fu3buHrr7%2BGSCSCjo4Onj59iurqagQEBODly5f44osv4OfnR8OY/0PMzMy4KzwfPnyI8PBwPHv2DKtXr0Z0dDQ%2B//xz1rFkeHl54cqVK8jIyMCyZcvQs2dPzJ8/HxYWFli6dCnreHJHXlpACDu00kkIgGXLlqGmpgZqamrIz8/HJ598goiICDg6OrKOJtCjRw8cO3YMp0%2BfxtOnT6GnpwcLCwuoqKigsLAQf/31l2CsCnm/Xbx4EaqqqqxjCJw9exYLFy7E8OHDce7cOVRUVOCXX35BWVkZ5syZwzqewPLlyxEREQEVFRWMGzcOKSkpsLe35763m1fy0gJC2KGVTkIAGBsbIy4uDpmZmdiyZQu2b9%2BO%2BPh4bN%2B%2BHXv27GEdjxBYWFgIeo3FYjFyc3Ph4uLC1XbmlClT4OrqiqFDh8LExASJiYm4fv06Fi1aJDe9ieTNkbSArFu3jnUUwgFa6SQEtbME27VrB5FIhHv37gEAzM3NaYuNcKNuYamgoIAuXbqgV69ejBLVLzU1Febm5gD%2BGY3Uu3dvFBUVsYwlYG1tjcjISJlC/lVUIL8ZEydOpIKTSFHRSQiAjh07Ii4uDkOHDkV1dTXS09OhpKTE3UEi8t81cOBABAQEICUlRXBzFgCEhYUxSiVLV1cXycnJ6Nevn/TZ9evXoaOjwzCVkGSbv6EVYl7miL4PeGwBIexQ0UkIav8Iubq6IioqCnZ2drC3t4eioiJGjBjBOhohAGpHEeXk5GD48OFo2bIl6zgNcnZ2houLCxwcHCAWi7Fz507s3r0b7u7urKNJ7d%2B/HwcOHGj0e2xsbN5RmvdHYy0ghADU00mIVFZWFjQ0NCASiRATE4OSkhLY2NhASUmJdTRC0L9/fxw/fhzq6uqsozRq9erV6NOnD44ePYqMjAxoa2tj2rRpGD16NOtoUpJT1k%2BePMGJEycwZcoUdOzYEc%2BePcP%2B/fsxZswYrFq1inFK%2BXP48GHB17y2gBB2qOgkhBA5YGFhgaNHj3I3Q7IuU1NTnDt3jss7zOuaPn06lixZgr59%2B0qf3bhxA8uXL5cpoMjrubi4YOPGjdz/GyXsUNFJCCFy4ODBg4iLi8PXX3%2BN9u3bC15jfef2qzZs2ICysjJMmjQJmpqagu1WnnICQJ8%2BfZCUlARFRUXpM7FYDFNTU1y%2BfJlhMvk0YMAAxMfH0%2B4QaRAVnYQQIgfq3r8NgJs7t1/1ak6Ar7vB67K1tcXYsWPh5OQkfbZ161acO3cO4eHhDJPJpzVr1uDJkyewtraW%2BcBhYmLCMBnhBRWdhBAiBzIyMhp8jadrEuUlJwAkJyfD2dkZqqqq0NbWRmZmJqqrqxEUFISPP/6YdTy5U/cDhwSPHzgIG1R0EkII%2Bc%2BS3OSVlZUFbW1tWFhYoG3btqxjEfJeoqKTEEIIIc1mY2ODiIgImecWFhY4deoUg0SEN/wfLySEEEIIl9LS0hAQEAAAePDgATw8PASvl5SUoKKigkU0wiEF1gEIIYQQIp86duwINTW1Bl9XV1eHr6/vO0xEeEbb64QQQghptm3btmHevHmsYxCOUdFJCCGEkGarqqrCqVOnMGrUKGRlZWH9%2BvVQV1eHu7s7DYwnAKjoJIQQQsgbsG7dOhw7dgxxcXFwdnZGSUkJRCIRtLS04OPjwzoe4QAdJCKEEEJIs8XFxSE8PBylpaU4c%2BYMoqOjoaGhgREjRrCORjhBB4kIIYQQ0mwFBQXQ1dVFYmIitLS0YGBgABUVFVRVVbGORjhBK52EEEIIaTZ9fX1EREQgNjYWgwcPRnV1NYKDg9G1a1fW0QgnqKeTEEIIIc2WmJiIpUuXolWrVvj111/x4MEDuLu7IzAwEMbGxqzjEQ5Q0UkIIYSQN%2B7ly5cAACUlJcZJCC9oe50QQgghb8S1a9fw%2BPFj1F3PsrGxYZSI8IRWOgkhhBDSbJs3b8bOnTuhqakJkeifNa0WLVrg5MmTDJMRXtBKJyGEEEKa7ejRowgMDMTQoUNZRyGcopFJhBBCCGm20tJSmJubs45BOEZFJyGEEEKabdiwYYiMjGQdg3CMejoJIYQQ0myurq44ceIEOnXqhPbt2wteCwsLY5SK8IR6OgkhhBDSbN27d0f37t1ZxyAco5VOQgghhLxReXl5aNeuneAUOyHU00kIIYSQZhOLxVi3bh369OmDwYMHo1%2B/fli%2BfLl0SDwhVHQSQgghpNm2bduGCxcuYMuWLYiKisKWLVtw9epVbNmyhXU0wgnaXieEEEJIs40cORIhISHQ19eXPktLS8OMGTPw999/M0xGeEErnYQQQghptqKiIujo6Aie6ejooKKiglEiwhsqOgkhhBDSbB9//DH27t0reLZ371460U6kaHudEEIIIc2WlJSEr776CkZGRtDX10daWhoePHiAoKAg9O3bl3U8wgEqOgkhhBDyRuzbtw9Xr16FSCSCtrY2NDU1MXXqVNaxCCdogBYhhBBCms3f3x%2BHDx9GSEgIOnXqhJMnT2LdunUoKirC7NmzWccjHKCVTkIIIYQ0m7m5Ofbs2SNzev2LL77A6dOnGSYjvKCDRIQQQghptpKSknpPr5eVlTFKRHhDRSchhBBCmq1nz57YsWOH4FlwcDCMjIwYJSK8oe11QgghhDTbzZs38dVXX0FFRQXa2tp49uwZKisrsWvXLio8CQAqOgkhhBDyhhQVFeH06dPIzs6Gjo4Ohg0bhrZt27KORThBRSchhBBCCHnrqKeTEEIIIYS8dVR0EkIIIYSQt46KTkIIIYQQ8tZR0UkIIYQQQt46KjoJIYQQQshbR0UnIYQQQgh566joJIQQQgghbx0VnYQQQggh5K37fzHH%2BpWWUB/vAAAAAElFTkSuQmCC\" 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>50785</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-02-04</td>\n",
       "      <td>Dmdd</td>\n",
       "      <td>1996</td>\n",
       "      <td>DMDD</td>\n",
       "      <td>35.290799</td>\n",
       "      <td>-4.059696</td>\n",
       "      <td>Dinamu Secondary School</td>\n",
       "      <td>0</td>\n",
       "      <td>Internal</td>\n",
       "      <td>Magoma</td>\n",
       "      <td>Manyara</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>Mbulu</td>\n",
       "      <td>Bashay</td>\n",
       "      <td>321</td>\n",
       "      <td>True</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>Parastatal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>2012</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>parastatal</td>\n",
       "      <td>parastatal</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>other</td>\n",
       "      <td>other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>51630</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-02-04</td>\n",
       "      <td>Government Of Tanzania</td>\n",
       "      <td>1569</td>\n",
       "      <td>DWE</td>\n",
       "      <td>36.656709</td>\n",
       "      <td>-3.309214</td>\n",
       "      <td>Kimnyak</td>\n",
       "      <td>0</td>\n",
       "      <td>Pangani</td>\n",
       "      <td>Kimnyak</td>\n",
       "      <td>Arusha</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Arusha Rural</td>\n",
       "      <td>Kimnyaki</td>\n",
       "      <td>300</td>\n",
       "      <td>True</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>VWC</td>\n",
       "      <td>TPRI pipe line</td>\n",
       "      <td>True</td>\n",
       "      <td>2000</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</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>insufficient</td>\n",
       "      <td>insufficient</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>2</th>\n",
       "      <td>17168</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-02-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1567</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.767863</td>\n",
       "      <td>-5.004344</td>\n",
       "      <td>Puma Secondary</td>\n",
       "      <td>0</td>\n",
       "      <td>Internal</td>\n",
       "      <td>Msatu</td>\n",
       "      <td>Singida</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>Singida Rural</td>\n",
       "      <td>Puma</td>\n",
       "      <td>500</td>\n",
       "      <td>True</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>VWC</td>\n",
       "      <td>P</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2010</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>other</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>insufficient</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>surface</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>45559</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013-01-22</td>\n",
       "      <td>Finn Water</td>\n",
       "      <td>267</td>\n",
       "      <td>FINN WATER</td>\n",
       "      <td>38.058046</td>\n",
       "      <td>-9.418672</td>\n",
       "      <td>Kwa Mzee Pange</td>\n",
       "      <td>0</td>\n",
       "      <td>Ruvuma / Southern Coast</td>\n",
       "      <td>Kipindimbi</td>\n",
       "      <td>Lindi</td>\n",
       "      <td>80</td>\n",
       "      <td>43</td>\n",
       "      <td>Liwale</td>\n",
       "      <td>Mkutano</td>\n",
       "      <td>250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>VWC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>1987</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>vwc</td>\n",
       "      <td>user-group</td>\n",
       "      <td>unknown</td>\n",
       "      <td>unknown</td>\n",
       "      <td>soft</td>\n",
       "      <td>good</td>\n",
       "      <td>dry</td>\n",
       "      <td>dry</td>\n",
       "      <td>shallow well</td>\n",
       "      <td>shallow well</td>\n",
       "      <td>groundwater</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49871</td>\n",
       "      <td>500.0</td>\n",
       "      <td>2013-03-27</td>\n",
       "      <td>Bruder</td>\n",
       "      <td>1260</td>\n",
       "      <td>BRUDER</td>\n",
       "      <td>35.006123</td>\n",
       "      <td>-10.950412</td>\n",
       "      <td>Kwa Mzee Turuka</td>\n",
       "      <td>0</td>\n",
       "      <td>Ruvuma / Southern Coast</td>\n",
       "      <td>Losonga</td>\n",
       "      <td>Ruvuma</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>Mbinga</td>\n",
       "      <td>Mbinga Urban</td>\n",
       "      <td>60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GeoData Consultants Ltd</td>\n",
       "      <td>Water Board</td>\n",
       "      <td>BRUDER</td>\n",
       "      <td>True</td>\n",
       "      <td>2000</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>gravity</td>\n",
       "      <td>water board</td>\n",
       "      <td>user-group</td>\n",
       "      <td>pay monthly</td>\n",
       "      <td>monthly</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",
       "  </tbody>\n",
       "</table>\n",
       "    </div>\n",
       "</div>\n",
       "</div>"
      ],
      "text/plain": [
       "<pandas_profiling.ProfileReport at 0x107b39a90>"
      ]
     },
     "execution_count": 9,
     "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": 88,
   "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": 89,
   "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": 90,
   "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": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the columns\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "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": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "fld = df['date_recorded']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use function of data.\n",
    "add_datepart(df, 'date_recorded')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "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": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    2\n",
       "1    2\n",
       "2    2\n",
       "3    1\n",
       "4    3\n",
       "Name: date_recordedMonth, dtype: int64"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check one of the new created date columns\n",
    "df['date_recordedMonth'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2,  1,  3, 10,  7,  6,  4, 12, 11,  8,  9,  5])"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['date_recordedMonth'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "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": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "# apply the function\n",
    "train_cats(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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                           0.049630\n",
       "population                       0.000000\n",
       "public_meeting                   0.055286\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                0.065253\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": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[True, NaN, False]\n",
       "Categories (2, object): [False < True]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for unique values\n",
    "df['permit'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fill NaN value with the mode. \n",
    "df['permit'].fillna(df['permit'].mode()[0], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[True, False]\n",
       "Categories (2, object): [False < True]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for any NaN values left.\n",
    "df['permit'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[True, NaN, False]\n",
       "Categories (2, object): [False < True]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['public_meeting'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['public_meeting'].fillna(df['public_meeting'].mode()[0], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[True, False]\n",
       "Categories (2, object): [False < True]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['public_meeting'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Parastatal, VWC, Water Board, NaN, Other, ..., WUA, Water authority, Company, Private operator, Trust]\n",
       "Length: 12\n",
       "Categories (11, object): [Company < Other < Parastatal < Private operator ... WUA < WUG < Water Board < Water authority]"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['scheme_management'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['scheme_management'].fillna(df['scheme_management'].mode()[0], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Parastatal, VWC, Water Board, Other, SWC, ..., WUA, Water authority, Company, Private operator, Trust]\n",
       "Length: 11\n",
       "Categories (11, object): [Company < Other < Parastatal < Private operator ... WUA < WUG < Water Board < Water authority]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['scheme_management'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "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": 110,
   "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>50785</td>\n",
       "      <td>51630</td>\n",
       "      <td>17168</td>\n",
       "      <td>45559</td>\n",
       "      <td>49871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>amount_tsh</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gps_height</th>\n",
       "      <td>1996</td>\n",
       "      <td>1569</td>\n",
       "      <td>1567</td>\n",
       "      <td>267</td>\n",
       "      <td>1260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longitude</th>\n",
       "      <td>35.2908</td>\n",
       "      <td>36.6567</td>\n",
       "      <td>34.7679</td>\n",
       "      <td>38.058</td>\n",
       "      <td>35.0061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>latitude</th>\n",
       "      <td>-4.0597</td>\n",
       "      <td>-3.30921</td>\n",
       "      <td>-5.00434</td>\n",
       "      <td>-9.41867</td>\n",
       "      <td>-10.9504</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>Internal</td>\n",
       "      <td>Pangani</td>\n",
       "      <td>Internal</td>\n",
       "      <td>Ruvuma / Southern Coast</td>\n",
       "      <td>Ruvuma / Southern Coast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region</th>\n",
       "      <td>Manyara</td>\n",
       "      <td>Arusha</td>\n",
       "      <td>Singida</td>\n",
       "      <td>Lindi</td>\n",
       "      <td>Ruvuma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_code</th>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>district_code</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>321</td>\n",
       "      <td>300</td>\n",
       "      <td>500</td>\n",
       "      <td>250</td>\n",
       "      <td>60</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>Parastatal</td>\n",
       "      <td>VWC</td>\n",
       "      <td>VWC</td>\n",
       "      <td>VWC</td>\n",
       "      <td>Water Board</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>permit</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>construction_year</th>\n",
       "      <td>2012</td>\n",
       "      <td>2000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1987</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>extraction_type</th>\n",
       "      <td>other</td>\n",
       "      <td>gravity</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>gravity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>extraction_type_group</th>\n",
       "      <td>other</td>\n",
       "      <td>gravity</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>gravity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>extraction_type_class</th>\n",
       "      <td>other</td>\n",
       "      <td>gravity</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>gravity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>management</th>\n",
       "      <td>parastatal</td>\n",
       "      <td>vwc</td>\n",
       "      <td>vwc</td>\n",
       "      <td>vwc</td>\n",
       "      <td>water board</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>management_group</th>\n",
       "      <td>parastatal</td>\n",
       "      <td>user-group</td>\n",
       "      <td>user-group</td>\n",
       "      <td>user-group</td>\n",
       "      <td>user-group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payment</th>\n",
       "      <td>never pay</td>\n",
       "      <td>never pay</td>\n",
       "      <td>never pay</td>\n",
       "      <td>unknown</td>\n",
       "      <td>pay monthly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payment_type</th>\n",
       "      <td>never pay</td>\n",
       "      <td>never pay</td>\n",
       "      <td>never pay</td>\n",
       "      <td>unknown</td>\n",
       "      <td>monthly</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>seasonal</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>dry</td>\n",
       "      <td>enough</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quantity_group</th>\n",
       "      <td>seasonal</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>insufficient</td>\n",
       "      <td>dry</td>\n",
       "      <td>enough</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source</th>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>spring</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>shallow well</td>\n",
       "      <td>spring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_type</th>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>spring</td>\n",
       "      <td>rainwater harvesting</td>\n",
       "      <td>shallow well</td>\n",
       "      <td>spring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_class</th>\n",
       "      <td>surface</td>\n",
       "      <td>groundwater</td>\n",
       "      <td>surface</td>\n",
       "      <td>groundwater</td>\n",
       "      <td>groundwater</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>waterpoint_type</th>\n",
       "      <td>other</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>waterpoint_type_group</th>\n",
       "      <td>other</td>\n",
       "      <td>communal standpipe</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>communal standpipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedYear</th>\n",
       "      <td>2013</td>\n",
       "      <td>2013</td>\n",
       "      <td>2013</td>\n",
       "      <td>2013</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedMonth</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedWeek</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedDay</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedDayofweek</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_recordedDayofyear</th>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>32</td>\n",
       "      <td>22</td>\n",
       "      <td>86</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>True</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>4333</td>\n",
       "      <td>4333</td>\n",
       "      <td>4330</td>\n",
       "      <td>4320</td>\n",
       "      <td>4384</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  0                   1  \\\n",
       "id                                            50785               51630   \n",
       "amount_tsh                                        0                   0   \n",
       "gps_height                                     1996                1569   \n",
       "longitude                                   35.2908             36.6567   \n",
       "latitude                                    -4.0597            -3.30921   \n",
       "num_private                                       0                   0   \n",
       "basin                                      Internal             Pangani   \n",
       "region                                      Manyara              Arusha   \n",
       "region_code                                      21                   2   \n",
       "district_code                                     3                   2   \n",
       "population                                      321                 300   \n",
       "public_meeting                                 True                True   \n",
       "scheme_management                        Parastatal                 VWC   \n",
       "permit                                         True                True   \n",
       "construction_year                              2012                2000   \n",
       "extraction_type                               other             gravity   \n",
       "extraction_type_group                         other             gravity   \n",
       "extraction_type_class                         other             gravity   \n",
       "management                               parastatal                 vwc   \n",
       "management_group                         parastatal          user-group   \n",
       "payment                                   never pay           never pay   \n",
       "payment_type                              never pay           never pay   \n",
       "water_quality                                  soft                soft   \n",
       "quality_group                                  good                good   \n",
       "quantity                                   seasonal        insufficient   \n",
       "quantity_group                             seasonal        insufficient   \n",
       "source                         rainwater harvesting              spring   \n",
       "source_type                    rainwater harvesting              spring   \n",
       "source_class                                surface         groundwater   \n",
       "waterpoint_type                               other  communal standpipe   \n",
       "waterpoint_type_group                         other  communal standpipe   \n",
       "date_recordedYear                              2013                2013   \n",
       "date_recordedMonth                                2                   2   \n",
       "date_recordedWeek                                 6                   6   \n",
       "date_recordedDay                                  4                   4   \n",
       "date_recordedDayofweek                            0                   0   \n",
       "date_recordedDayofyear                           35                  35   \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                           4333                4333   \n",
       "\n",
       "                                                  2                        3  \\\n",
       "id                                            17168                    45559   \n",
       "amount_tsh                                        0                        0   \n",
       "gps_height                                     1567                      267   \n",
       "longitude                                   34.7679                   38.058   \n",
       "latitude                                   -5.00434                 -9.41867   \n",
       "num_private                                       0                        0   \n",
       "basin                                      Internal  Ruvuma / Southern Coast   \n",
       "region                                      Singida                    Lindi   \n",
       "region_code                                      13                       80   \n",
       "district_code                                     2                       43   \n",
       "population                                      500                      250   \n",
       "public_meeting                                 True                     True   \n",
       "scheme_management                               VWC                      VWC   \n",
       "permit                                         True                     True   \n",
       "construction_year                              2010                     1987   \n",
       "extraction_type                               other                    other   \n",
       "extraction_type_group                         other                    other   \n",
       "extraction_type_class                         other                    other   \n",
       "management                                      vwc                      vwc   \n",
       "management_group                         user-group               user-group   \n",
       "payment                                   never pay                  unknown   \n",
       "payment_type                              never pay                  unknown   \n",
       "water_quality                                  soft                     soft   \n",
       "quality_group                                  good                     good   \n",
       "quantity                               insufficient                      dry   \n",
       "quantity_group                         insufficient                      dry   \n",
       "source                         rainwater harvesting             shallow well   \n",
       "source_type                    rainwater harvesting             shallow well   \n",
       "source_class                                surface              groundwater   \n",
       "waterpoint_type                               other                    other   \n",
       "waterpoint_type_group                         other                    other   \n",
       "date_recordedYear                              2013                     2013   \n",
       "date_recordedMonth                                2                        1   \n",
       "date_recordedWeek                                 5                        4   \n",
       "date_recordedDay                                  1                       22   \n",
       "date_recordedDayofweek                            4                        1   \n",
       "date_recordedDayofyear                           32                       22   \n",
       "date_recordedIs_month_end                     False                    False   \n",
       "date_recordedIs_month_start                    True                    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                           4330                     4320   \n",
       "\n",
       "                                                     4  \n",
       "id                                               49871  \n",
       "amount_tsh                                         500  \n",
       "gps_height                                        1260  \n",
       "longitude                                      35.0061  \n",
       "latitude                                      -10.9504  \n",
       "num_private                                          0  \n",
       "basin                          Ruvuma / Southern Coast  \n",
       "region                                          Ruvuma  \n",
       "region_code                                         10  \n",
       "district_code                                        3  \n",
       "population                                          60  \n",
       "public_meeting                                    True  \n",
       "scheme_management                          Water Board  \n",
       "permit                                            True  \n",
       "construction_year                                 2000  \n",
       "extraction_type                                gravity  \n",
       "extraction_type_group                          gravity  \n",
       "extraction_type_class                          gravity  \n",
       "management                                 water board  \n",
       "management_group                            user-group  \n",
       "payment                                    pay monthly  \n",
       "payment_type                                   monthly  \n",
       "water_quality                                     soft  \n",
       "quality_group                                     good  \n",
       "quantity                                        enough  \n",
       "quantity_group                                  enough  \n",
       "source                                          spring  \n",
       "source_type                                     spring  \n",
       "source_class                               groundwater  \n",
       "waterpoint_type                     communal standpipe  \n",
       "waterpoint_type_group               communal standpipe  \n",
       "date_recordedYear                                 2013  \n",
       "date_recordedMonth                                   3  \n",
       "date_recordedWeek                                   13  \n",
       "date_recordedDay                                    27  \n",
       "date_recordedDayofweek                               2  \n",
       "date_recordedDayofyear                              86  \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                              4384  "
      ]
     },
     "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": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Find columns with 'object' dtypes.\n",
    "cols = df.select_dtypes(exclude=[np.number])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "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": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "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": 114,
   "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_False', 'date_recordedIs_month_end_True',\n",
       "       'date_recordedIs_month_start_False', 'date_recordedIs_month_start_True',\n",
       "       'date_recordedIs_quarter_end_False', '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'],\n",
       "      dtype='object', length=197)"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for new columns\n",
    "dummy_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14850, 197)"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dummy_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_df.to_csv('./Datasets/clean_test.csv', index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}