JupyterNotebooks/src/TheBestWine.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# What makes a great wine?\n",
    "\n",
    "For this project, I am going to analyze [a wine rating dataset from kaggle](https://www.kaggle.com/zynicide/wine-reviews) in order to find out, what makes a great wine.\n",
    "\n",
    "## Retrieving the data\n",
    "\n",
    "It is quite possible, that there are no data files in `../data` just yet. Happily, we can use [kaggle API](https://github.com/Kaggle/kaggle-api) to retrieve them!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data is already downloaded :)\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "import subprocess\n",
    "\n",
    "datadir = Path(\"../data\")\n",
    "zipfile = datadir / \"wine-reviews.zip\"\n",
    "datafile = datadir / \"winemag-data-130k-v2.csv\"\n",
    "\n",
    "if not datafile.exists():\n",
    "    # Download the data\n",
    "    output = subprocess.run([\"kaggle\", \"datasets\", \"download\", \"zynicide/wine-reviews\", \"-p\", str(datadir)], capture_output=True)\n",
    "    print(output.stdout)\n",
    "    \n",
    "    # Unzip the data\n",
    "    subprocess.run([\"unzip\", str(zipfile)], cwd=datadir)\n",
    "else:\n",
    "    print(\"Data is already downloaded :)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading the data\n",
    "\n",
    "Okay, so now that the data is read, we can start by reading it into a pandas dataframe and start exploring!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas include tropical fruit, broom, brimston...</td>\n",
       "      <td>Vulkà Bianco</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Nicosia 2013 Vulkà Bianco  (Etna)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Nicosia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>This is ripe and fruity, a wine that is smooth...</td>\n",
       "      <td>Avidagos</td>\n",
       "      <td>87</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Quinta dos Avidagos 2011 Avidagos Red (Douro)</td>\n",
       "      <td>Portuguese Red</td>\n",
       "      <td>Quinta dos Avidagos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>US</td>\n",
       "      <td>Tart and snappy, the flavors of lime flesh and...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Rainstorm 2013 Pinot Gris (Willamette Valley)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Rainstorm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>US</td>\n",
       "      <td>Pineapple rind, lemon pith and orange blossom ...</td>\n",
       "      <td>Reserve Late Harvest</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>Lake Michigan Shore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St. Julian 2013 Reserve Late Harvest Riesling ...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>St. Julian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>US</td>\n",
       "      <td>Much like the regular bottling from 2012, this...</td>\n",
       "      <td>Vintner's Reserve Wild Child Block</td>\n",
       "      <td>87</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Sweet Cheeks 2012 Vintner's Reserve Wild Child...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Sweet Cheeks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Blackberry and raspberry aromas show a typical...</td>\n",
       "      <td>Ars In Vitro</td>\n",
       "      <td>87</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Navarra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Tandem 2011 Ars In Vitro Tempranillo-Merlot (N...</td>\n",
       "      <td>Tempranillo-Merlot</td>\n",
       "      <td>Tandem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Here's a bright, informal red that opens with ...</td>\n",
       "      <td>Belsito</td>\n",
       "      <td>87</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Vittoria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Terre di Giurfo 2013 Belsito Frappato (Vittoria)</td>\n",
       "      <td>Frappato</td>\n",
       "      <td>Terre di Giurfo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>France</td>\n",
       "      <td>This dry and restrained wine offers spice in p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Trimbach 2012 Gewurztraminer (Alsace)</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Trimbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Savory dried thyme notes accent sunnier flavor...</td>\n",
       "      <td>Shine</td>\n",
       "      <td>87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Rheinhessen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Heinz Eifel 2013 Shine Gewürztraminer (Rheinhe...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Heinz Eifel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>France</td>\n",
       "      <td>This has great depth of flavor with its fresh ...</td>\n",
       "      <td>Les Natures</td>\n",
       "      <td>87</td>\n",
       "      <td>27.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Jean-Baptiste Adam 2012 Les Natures Pinot Gris...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Jean-Baptiste Adam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>US</td>\n",
       "      <td>Soft, supple plum envelopes an oaky structure ...</td>\n",
       "      <td>Mountain Cuvée</td>\n",
       "      <td>87</td>\n",
       "      <td>19.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Kirkland Signature 2011 Mountain Cuvée Caberne...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Kirkland Signature</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>France</td>\n",
       "      <td>This is a dry wine, very spicy, with a tight, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Leon Beyer 2012 Gewurztraminer (Alsace)</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Leon Beyer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>US</td>\n",
       "      <td>Slightly reduced, this wine offers a chalky, t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>34.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Alexander Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Louis M. Martini 2012 Cabernet Sauvignon (Alex...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Louis M. Martini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>Italy</td>\n",
       "      <td>This is dominated by oak and oak-driven aromas...</td>\n",
       "      <td>Rosso</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Masseria Setteporte 2012 Rosso  (Etna)</td>\n",
       "      <td>Nerello Mascalese</td>\n",
       "      <td>Masseria Setteporte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>US</td>\n",
       "      <td>Building on 150 years and six generations of w...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Mirassou 2012 Chardonnay (Central Coast)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Mirassou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Zesty orange peels and apple notes abound in t...</td>\n",
       "      <td>Devon</td>\n",
       "      <td>87</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Richard Böcking 2013 Devon Riesling (Mosel)</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Richard Böcking</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Baked plum, molasses, balsamic vinegar and che...</td>\n",
       "      <td>Felix</td>\n",
       "      <td>87</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>Cafayate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Felix Lavaque 2010 Felix Malbec (Cafayate)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Felix Lavaque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Raw black-cherry aromas are direct and simple ...</td>\n",
       "      <td>Winemaker Selection</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Gaucho Andino 2011 Winemaker Selection Malbec ...</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Gaucho Andino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Desiccated blackberry, leather, charred wood a...</td>\n",
       "      <td>Vendimia Seleccionada Finca Valdelayegua Singl...</td>\n",
       "      <td>87</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Ribera del Duero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Pradorey 2010 Vendimia Seleccionada Finca Vald...</td>\n",
       "      <td>Tempranillo Blend</td>\n",
       "      <td>Pradorey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>US</td>\n",
       "      <td>Red fruit aromas pervade on the nose, with cig...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quiévremont 2012 Meritage (Virginia)</td>\n",
       "      <td>Meritage</td>\n",
       "      <td>Quiévremont</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>US</td>\n",
       "      <td>Ripe aromas of dark berries mingle with ample ...</td>\n",
       "      <td>Vin de Maison</td>\n",
       "      <td>87</td>\n",
       "      <td>23.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quiévremont 2012 Vin de Maison Red (Virginia)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Quiévremont</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>US</td>\n",
       "      <td>A sleek mix of tart berry, stem and herb, alon...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon Other</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Acrobat 2013 Pinot Noir (Oregon)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Acrobat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Delicate aromas recall white flower and citrus...</td>\n",
       "      <td>Ficiligno</td>\n",
       "      <td>87</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Baglio di Pianetto 2007 Ficiligno White (Sicilia)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Baglio di Pianetto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>US</td>\n",
       "      <td>This wine from the Geneseo district offers aro...</td>\n",
       "      <td>Signature Selection</td>\n",
       "      <td>87</td>\n",
       "      <td>22.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Paso Robles</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Bianchi 2011 Signature Selection Merlot (Paso ...</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>Bianchi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas of prune, blackcurrant, toast and oak c...</td>\n",
       "      <td>Aynat</td>\n",
       "      <td>87</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Canicattì 2009 Aynat Nero d'Avola (Sicilia)</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Canicattì</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>US</td>\n",
       "      <td>Oak and earth intermingle around robust aromas...</td>\n",
       "      <td>King Ridge Vineyard</td>\n",
       "      <td>87</td>\n",
       "      <td>69.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Coast</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Castello di Amorosa 2011 King Ridge Vineyard P...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Castello di Amorosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Pretty aromas of yellow flower and stone fruit...</td>\n",
       "      <td>Dalila</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Stemmari 2013 Dalila White (Terre Siciliane)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Stemmari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas recall ripe dark berry, toast and a whi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Stemmari 2013 Nero d'Avola (Terre Siciliane)</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Stemmari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas suggest mature berry, scorched earth, a...</td>\n",
       "      <td>Mascaria Barricato</td>\n",
       "      <td>87</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Cerasuolo di Vittoria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Terre di Giurfo 2011 Mascaria Barricato  (Cera...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Terre di Giurfo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>US</td>\n",
       "      <td>Clarksburg is becoming a haven for Chenin Blan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>16.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Clarksburg</td>\n",
       "      <td>Central Valley</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Clarksburg Wine Company 2010 Chenin Blanc (Cla...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Clarksburg Wine Company</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>France</td>\n",
       "      <td>Red cherry fruit comes laced with light tannin...</td>\n",
       "      <td>Nouveau</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Beaujolais</td>\n",
       "      <td>Beaujolais-Villages</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine de la Madone 2012 Nouveau  (Beaujolais...</td>\n",
       "      <td>Gamay</td>\n",
       "      <td>Domaine de la Madone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Merlot and Nero d'Avola form the base for this...</td>\n",
       "      <td>Calanìca Nero d'Avola-Merlot</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Duca di Salaparuta 2010 Calanìca Nero d'Avola-...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Duca di Salaparuta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Part of the extended Calanìca series, this Gri...</td>\n",
       "      <td>Calanìca Grillo-Viognier</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Duca di Salaparuta 2011 Calanìca Grillo-Viogni...</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Duca di Salaparuta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>US</td>\n",
       "      <td>Rustic and dry, this has flavors of berries, c...</td>\n",
       "      <td>Puma Springs Vineyard</td>\n",
       "      <td>86</td>\n",
       "      <td>50.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Dry Creek Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Envolve 2010 Puma Springs Vineyard Red (Dry Cr...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Envolve</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>US</td>\n",
       "      <td>This shows a tart, green gooseberry flavor tha...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>20.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Envolve 2011 Sauvignon Blanc (Sonoma Valley)</td>\n",
       "      <td>Sauvignon Blanc</td>\n",
       "      <td>Envolve</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>US</td>\n",
       "      <td>As with many of the Erath 2010 vineyard design...</td>\n",
       "      <td>Hyland</td>\n",
       "      <td>86</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>McMinnville</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Erath 2010 Hyland Pinot Noir (McMinnville)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Erath</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>Chile</td>\n",
       "      <td>White flower, lychee and apple aromas carry th...</td>\n",
       "      <td>Estate</td>\n",
       "      <td>86</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Colchagua Valley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Estampa 2011 Estate Viognier-Chardonnay (Colch...</td>\n",
       "      <td>Viognier-Chardonnay</td>\n",
       "      <td>Estampa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>Italy</td>\n",
       "      <td>This concentrated Cabernet offers aromas of cu...</td>\n",
       "      <td>Missoni</td>\n",
       "      <td>86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Feudi del Pisciotto 2010 Missoni Cabernet Sauv...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Feudi del Pisciotto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Inky in color, this wine has plump aromas of r...</td>\n",
       "      <td>I Tratturi</td>\n",
       "      <td>86</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Southern Italy</td>\n",
       "      <td>Puglia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Feudi di San Marzano 2011 I Tratturi Primitivo...</td>\n",
       "      <td>Primitivo</td>\n",
       "      <td>Feudi di San Marzano</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Part of the natural wine movement, this wine i...</td>\n",
       "      <td>Purato Made With Organic Grapes</td>\n",
       "      <td>86</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Feudo di Santa Tresa 2011 Purato Made With Org...</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Feudo di Santa Tresa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Catarratto is one of Sicily's most widely farm...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Feudo Montoni 2011 Catarratto (Sicilia)</td>\n",
       "      <td>Catarratto</td>\n",
       "      <td>Feudo Montoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>US</td>\n",
       "      <td>A stiff, tannic wine, this slowly opens and br...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>22.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Hawkins Cellars 2009 Pinot Noir (Willamette Va...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Hawkins Cellars</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>France</td>\n",
       "      <td>This is a festive wine, with soft, ripe fruit ...</td>\n",
       "      <td>Nouveau</td>\n",
       "      <td>86</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Beaujolais</td>\n",
       "      <td>Beaujolais</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Henry Fessy 2012 Nouveau  (Beaujolais)</td>\n",
       "      <td>Gamay</td>\n",
       "      <td>Henry Fessy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>US</td>\n",
       "      <td>The clean, brisk mouthfeel gives this slightly...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>14.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Paso Robles</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Robert Hall 2011 Sauvignon Blanc (Paso Robles)</td>\n",
       "      <td>Sauvignon Blanc</td>\n",
       "      <td>Robert Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>Chile</td>\n",
       "      <td>A berry aroma comes with cola and herb notes. ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Maule Valley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Sundance 2011 Merlot (Maule Valley)</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>Sundance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>US</td>\n",
       "      <td>Right out of the starting blocks this is an oa...</td>\n",
       "      <td>#SocialSecret</td>\n",
       "      <td>86</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tarara 2010 #SocialSecret Red (Virginia)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Tarara</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Spicy, fresh and clean, this would pair with f...</td>\n",
       "      <td>Sallier de la Tour</td>\n",
       "      <td>86</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tasca d'Almerita 2011 Sallier de la Tour Inzol...</td>\n",
       "      <td>Inzolia</td>\n",
       "      <td>Tasca d'Almerita</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>US</td>\n",
       "      <td>This is a sweet wine with flavors of white sug...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>13.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Lake County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The White Knight 2011 Riesling (Lake County)</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>The White Knight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>US</td>\n",
       "      <td>This bottling resembles the New Zealand paradi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Monticello</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Trump 2011 Sauvignon Blanc (Monticello)</td>\n",
       "      <td>Sauvignon Blanc</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>France</td>\n",
       "      <td>Soft and fruity, this is a generous, ripe wine...</td>\n",
       "      <td>Eté Indien</td>\n",
       "      <td>86</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Beaujolais</td>\n",
       "      <td>Brouilly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Vignerons de Bel Air 2011 Eté Indien  (Brouilly)</td>\n",
       "      <td>Gamay</td>\n",
       "      <td>Vignerons de Bel Air</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0    country                                        description  \\\n",
       "0            0      Italy  Aromas include tropical fruit, broom, brimston...   \n",
       "1            1   Portugal  This is ripe and fruity, a wine that is smooth...   \n",
       "2            2         US  Tart and snappy, the flavors of lime flesh and...   \n",
       "3            3         US  Pineapple rind, lemon pith and orange blossom ...   \n",
       "4            4         US  Much like the regular bottling from 2012, this...   \n",
       "5            5      Spain  Blackberry and raspberry aromas show a typical...   \n",
       "6            6      Italy  Here's a bright, informal red that opens with ...   \n",
       "7            7     France  This dry and restrained wine offers spice in p...   \n",
       "8            8    Germany  Savory dried thyme notes accent sunnier flavor...   \n",
       "9            9     France  This has great depth of flavor with its fresh ...   \n",
       "10          10         US  Soft, supple plum envelopes an oaky structure ...   \n",
       "11          11     France  This is a dry wine, very spicy, with a tight, ...   \n",
       "12          12         US  Slightly reduced, this wine offers a chalky, t...   \n",
       "13          13      Italy  This is dominated by oak and oak-driven aromas...   \n",
       "14          14         US  Building on 150 years and six generations of w...   \n",
       "15          15    Germany  Zesty orange peels and apple notes abound in t...   \n",
       "16          16  Argentina  Baked plum, molasses, balsamic vinegar and che...   \n",
       "17          17  Argentina  Raw black-cherry aromas are direct and simple ...   \n",
       "18          18      Spain  Desiccated blackberry, leather, charred wood a...   \n",
       "19          19         US  Red fruit aromas pervade on the nose, with cig...   \n",
       "20          20         US  Ripe aromas of dark berries mingle with ample ...   \n",
       "21          21         US  A sleek mix of tart berry, stem and herb, alon...   \n",
       "22          22      Italy  Delicate aromas recall white flower and citrus...   \n",
       "23          23         US  This wine from the Geneseo district offers aro...   \n",
       "24          24      Italy  Aromas of prune, blackcurrant, toast and oak c...   \n",
       "25          25         US  Oak and earth intermingle around robust aromas...   \n",
       "26          26      Italy  Pretty aromas of yellow flower and stone fruit...   \n",
       "27          27      Italy  Aromas recall ripe dark berry, toast and a whi...   \n",
       "28          28      Italy  Aromas suggest mature berry, scorched earth, a...   \n",
       "29          29         US  Clarksburg is becoming a haven for Chenin Blan...   \n",
       "30          30     France  Red cherry fruit comes laced with light tannin...   \n",
       "31          31      Italy  Merlot and Nero d'Avola form the base for this...   \n",
       "32          32      Italy  Part of the extended Calanìca series, this Gri...   \n",
       "33          33         US  Rustic and dry, this has flavors of berries, c...   \n",
       "34          34         US  This shows a tart, green gooseberry flavor tha...   \n",
       "35          35         US  As with many of the Erath 2010 vineyard design...   \n",
       "36          36      Chile  White flower, lychee and apple aromas carry th...   \n",
       "37          37      Italy  This concentrated Cabernet offers aromas of cu...   \n",
       "38          38      Italy  Inky in color, this wine has plump aromas of r...   \n",
       "39          39      Italy  Part of the natural wine movement, this wine i...   \n",
       "40          40      Italy  Catarratto is one of Sicily's most widely farm...   \n",
       "41          41         US  A stiff, tannic wine, this slowly opens and br...   \n",
       "42          42     France  This is a festive wine, with soft, ripe fruit ...   \n",
       "43          43         US  The clean, brisk mouthfeel gives this slightly...   \n",
       "44          44      Chile  A berry aroma comes with cola and herb notes. ...   \n",
       "45          45         US  Right out of the starting blocks this is an oa...   \n",
       "46          46      Italy  Spicy, fresh and clean, this would pair with f...   \n",
       "47          47         US  This is a sweet wine with flavors of white sug...   \n",
       "48          48         US  This bottling resembles the New Zealand paradi...   \n",
       "49          49     France  Soft and fruity, this is a generous, ripe wine...   \n",
       "\n",
       "                                          designation  points  price  \\\n",
       "0                                        Vulkà Bianco      87    NaN   \n",
       "1                                            Avidagos      87   15.0   \n",
       "2                                                 NaN      87   14.0   \n",
       "3                                Reserve Late Harvest      87   13.0   \n",
       "4                  Vintner's Reserve Wild Child Block      87   65.0   \n",
       "5                                        Ars In Vitro      87   15.0   \n",
       "6                                             Belsito      87   16.0   \n",
       "7                                                 NaN      87   24.0   \n",
       "8                                               Shine      87   12.0   \n",
       "9                                         Les Natures      87   27.0   \n",
       "10                                     Mountain Cuvée      87   19.0   \n",
       "11                                                NaN      87   30.0   \n",
       "12                                                NaN      87   34.0   \n",
       "13                                              Rosso      87    NaN   \n",
       "14                                                NaN      87   12.0   \n",
       "15                                              Devon      87   24.0   \n",
       "16                                              Felix      87   30.0   \n",
       "17                                Winemaker Selection      87   13.0   \n",
       "18  Vendimia Seleccionada Finca Valdelayegua Singl...      87   28.0   \n",
       "19                                                NaN      87   32.0   \n",
       "20                                      Vin de Maison      87   23.0   \n",
       "21                                                NaN      87   20.0   \n",
       "22                                          Ficiligno      87   19.0   \n",
       "23                                Signature Selection      87   22.0   \n",
       "24                                              Aynat      87   35.0   \n",
       "25                                King Ridge Vineyard      87   69.0   \n",
       "26                                             Dalila      87   13.0   \n",
       "27                                                NaN      87   10.0   \n",
       "28                                 Mascaria Barricato      87   17.0   \n",
       "29                                                NaN      86   16.0   \n",
       "30                                            Nouveau      86    NaN   \n",
       "31                       Calanìca Nero d'Avola-Merlot      86    NaN   \n",
       "32                           Calanìca Grillo-Viognier      86    NaN   \n",
       "33                              Puma Springs Vineyard      86   50.0   \n",
       "34                                                NaN      86   20.0   \n",
       "35                                             Hyland      86   50.0   \n",
       "36                                             Estate      86   15.0   \n",
       "37                                            Missoni      86   21.0   \n",
       "38                                         I Tratturi      86   11.0   \n",
       "39                    Purato Made With Organic Grapes      86   12.0   \n",
       "40                                                NaN      86   17.0   \n",
       "41                                                NaN      86   22.0   \n",
       "42                                            Nouveau      86    9.0   \n",
       "43                                                NaN      86   14.0   \n",
       "44                                                NaN      86    9.0   \n",
       "45                                      #SocialSecret      86   40.0   \n",
       "46                                 Sallier de la Tour      86   13.0   \n",
       "47                                                NaN      86   13.0   \n",
       "48                                                NaN      86   16.0   \n",
       "49                                         Eté Indien      86   14.0   \n",
       "\n",
       "             province               region_1           region_2  \\\n",
       "0   Sicily & Sardinia                   Etna                NaN   \n",
       "1               Douro                    NaN                NaN   \n",
       "2              Oregon      Willamette Valley  Willamette Valley   \n",
       "3            Michigan    Lake Michigan Shore                NaN   \n",
       "4              Oregon      Willamette Valley  Willamette Valley   \n",
       "5      Northern Spain                Navarra                NaN   \n",
       "6   Sicily & Sardinia               Vittoria                NaN   \n",
       "7              Alsace                 Alsace                NaN   \n",
       "8         Rheinhessen                    NaN                NaN   \n",
       "9              Alsace                 Alsace                NaN   \n",
       "10         California            Napa Valley               Napa   \n",
       "11             Alsace                 Alsace                NaN   \n",
       "12         California       Alexander Valley             Sonoma   \n",
       "13  Sicily & Sardinia                   Etna                NaN   \n",
       "14         California          Central Coast      Central Coast   \n",
       "15              Mosel                    NaN                NaN   \n",
       "16              Other               Cafayate                NaN   \n",
       "17   Mendoza Province                Mendoza                NaN   \n",
       "18     Northern Spain       Ribera del Duero                NaN   \n",
       "19           Virginia               Virginia                NaN   \n",
       "20           Virginia               Virginia                NaN   \n",
       "21             Oregon                 Oregon       Oregon Other   \n",
       "22  Sicily & Sardinia                Sicilia                NaN   \n",
       "23         California            Paso Robles      Central Coast   \n",
       "24  Sicily & Sardinia                Sicilia                NaN   \n",
       "25         California           Sonoma Coast             Sonoma   \n",
       "26  Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "27  Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "28  Sicily & Sardinia  Cerasuolo di Vittoria                NaN   \n",
       "29         California             Clarksburg     Central Valley   \n",
       "30         Beaujolais    Beaujolais-Villages                NaN   \n",
       "31  Sicily & Sardinia                Sicilia                NaN   \n",
       "32  Sicily & Sardinia                Sicilia                NaN   \n",
       "33         California       Dry Creek Valley             Sonoma   \n",
       "34         California          Sonoma Valley             Sonoma   \n",
       "35             Oregon            McMinnville  Willamette Valley   \n",
       "36   Colchagua Valley                    NaN                NaN   \n",
       "37  Sicily & Sardinia                Sicilia                NaN   \n",
       "38     Southern Italy                 Puglia                NaN   \n",
       "39  Sicily & Sardinia                Sicilia                NaN   \n",
       "40  Sicily & Sardinia                Sicilia                NaN   \n",
       "41             Oregon      Willamette Valley  Willamette Valley   \n",
       "42         Beaujolais             Beaujolais                NaN   \n",
       "43         California            Paso Robles      Central Coast   \n",
       "44       Maule Valley                    NaN                NaN   \n",
       "45           Virginia               Virginia                NaN   \n",
       "46  Sicily & Sardinia                Sicilia                NaN   \n",
       "47         California            Lake County                NaN   \n",
       "48           Virginia             Monticello                NaN   \n",
       "49         Beaujolais               Brouilly                NaN   \n",
       "\n",
       "           taster_name taster_twitter_handle  \\\n",
       "0        Kerin O’Keefe          @kerinokeefe   \n",
       "1           Roger Voss            @vossroger   \n",
       "2         Paul Gregutt           @paulgwine    \n",
       "3   Alexander Peartree                   NaN   \n",
       "4         Paul Gregutt           @paulgwine    \n",
       "5    Michael Schachner           @wineschach   \n",
       "6        Kerin O’Keefe          @kerinokeefe   \n",
       "7           Roger Voss            @vossroger   \n",
       "8   Anna Lee C. Iijima                   NaN   \n",
       "9           Roger Voss            @vossroger   \n",
       "10      Virginie Boone               @vboone   \n",
       "11          Roger Voss            @vossroger   \n",
       "12      Virginie Boone               @vboone   \n",
       "13       Kerin O’Keefe          @kerinokeefe   \n",
       "14       Matt Kettmann         @mattkettmann   \n",
       "15  Anna Lee C. Iijima                   NaN   \n",
       "16   Michael Schachner           @wineschach   \n",
       "17   Michael Schachner           @wineschach   \n",
       "18   Michael Schachner           @wineschach   \n",
       "19  Alexander Peartree                   NaN   \n",
       "20  Alexander Peartree                   NaN   \n",
       "21        Paul Gregutt           @paulgwine    \n",
       "22       Kerin O’Keefe          @kerinokeefe   \n",
       "23       Matt Kettmann         @mattkettmann   \n",
       "24       Kerin O’Keefe          @kerinokeefe   \n",
       "25      Virginie Boone               @vboone   \n",
       "26       Kerin O’Keefe          @kerinokeefe   \n",
       "27       Kerin O’Keefe          @kerinokeefe   \n",
       "28       Kerin O’Keefe          @kerinokeefe   \n",
       "29      Virginie Boone               @vboone   \n",
       "30          Roger Voss            @vossroger   \n",
       "31                 NaN                   NaN   \n",
       "32                 NaN                   NaN   \n",
       "33                 NaN                   NaN   \n",
       "34                 NaN                   NaN   \n",
       "35        Paul Gregutt           @paulgwine    \n",
       "36   Michael Schachner           @wineschach   \n",
       "37                 NaN                   NaN   \n",
       "38                 NaN                   NaN   \n",
       "39                 NaN                   NaN   \n",
       "40                 NaN                   NaN   \n",
       "41        Paul Gregutt           @paulgwine    \n",
       "42          Roger Voss            @vossroger   \n",
       "43                 NaN                   NaN   \n",
       "44   Michael Schachner           @wineschach   \n",
       "45                 NaN                   NaN   \n",
       "46                 NaN                   NaN   \n",
       "47                 NaN                   NaN   \n",
       "48                 NaN                   NaN   \n",
       "49          Roger Voss            @vossroger   \n",
       "\n",
       "                                                title              variety  \\\n",
       "0                   Nicosia 2013 Vulkà Bianco  (Etna)          White Blend   \n",
       "1       Quinta dos Avidagos 2011 Avidagos Red (Douro)       Portuguese Red   \n",
       "2       Rainstorm 2013 Pinot Gris (Willamette Valley)           Pinot Gris   \n",
       "3   St. Julian 2013 Reserve Late Harvest Riesling ...             Riesling   \n",
       "4   Sweet Cheeks 2012 Vintner's Reserve Wild Child...           Pinot Noir   \n",
       "5   Tandem 2011 Ars In Vitro Tempranillo-Merlot (N...   Tempranillo-Merlot   \n",
       "6    Terre di Giurfo 2013 Belsito Frappato (Vittoria)             Frappato   \n",
       "7               Trimbach 2012 Gewurztraminer (Alsace)       Gewürztraminer   \n",
       "8   Heinz Eifel 2013 Shine Gewürztraminer (Rheinhe...       Gewürztraminer   \n",
       "9   Jean-Baptiste Adam 2012 Les Natures Pinot Gris...           Pinot Gris   \n",
       "10  Kirkland Signature 2011 Mountain Cuvée Caberne...   Cabernet Sauvignon   \n",
       "11            Leon Beyer 2012 Gewurztraminer (Alsace)       Gewürztraminer   \n",
       "12  Louis M. Martini 2012 Cabernet Sauvignon (Alex...   Cabernet Sauvignon   \n",
       "13             Masseria Setteporte 2012 Rosso  (Etna)    Nerello Mascalese   \n",
       "14           Mirassou 2012 Chardonnay (Central Coast)           Chardonnay   \n",
       "15        Richard Böcking 2013 Devon Riesling (Mosel)             Riesling   \n",
       "16         Felix Lavaque 2010 Felix Malbec (Cafayate)               Malbec   \n",
       "17  Gaucho Andino 2011 Winemaker Selection Malbec ...               Malbec   \n",
       "18  Pradorey 2010 Vendimia Seleccionada Finca Vald...    Tempranillo Blend   \n",
       "19               Quiévremont 2012 Meritage (Virginia)             Meritage   \n",
       "20      Quiévremont 2012 Vin de Maison Red (Virginia)            Red Blend   \n",
       "21                   Acrobat 2013 Pinot Noir (Oregon)           Pinot Noir   \n",
       "22  Baglio di Pianetto 2007 Ficiligno White (Sicilia)          White Blend   \n",
       "23  Bianchi 2011 Signature Selection Merlot (Paso ...               Merlot   \n",
       "24        Canicattì 2009 Aynat Nero d'Avola (Sicilia)         Nero d'Avola   \n",
       "25  Castello di Amorosa 2011 King Ridge Vineyard P...           Pinot Noir   \n",
       "26       Stemmari 2013 Dalila White (Terre Siciliane)          White Blend   \n",
       "27       Stemmari 2013 Nero d'Avola (Terre Siciliane)         Nero d'Avola   \n",
       "28  Terre di Giurfo 2011 Mascaria Barricato  (Cera...            Red Blend   \n",
       "29  Clarksburg Wine Company 2010 Chenin Blanc (Cla...         Chenin Blanc   \n",
       "30  Domaine de la Madone 2012 Nouveau  (Beaujolais...                Gamay   \n",
       "31  Duca di Salaparuta 2010 Calanìca Nero d'Avola-...            Red Blend   \n",
       "32  Duca di Salaparuta 2011 Calanìca Grillo-Viogni...          White Blend   \n",
       "33  Envolve 2010 Puma Springs Vineyard Red (Dry Cr...            Red Blend   \n",
       "34       Envolve 2011 Sauvignon Blanc (Sonoma Valley)      Sauvignon Blanc   \n",
       "35         Erath 2010 Hyland Pinot Noir (McMinnville)           Pinot Noir   \n",
       "36  Estampa 2011 Estate Viognier-Chardonnay (Colch...  Viognier-Chardonnay   \n",
       "37  Feudi del Pisciotto 2010 Missoni Cabernet Sauv...   Cabernet Sauvignon   \n",
       "38  Feudi di San Marzano 2011 I Tratturi Primitivo...            Primitivo   \n",
       "39  Feudo di Santa Tresa 2011 Purato Made With Org...         Nero d'Avola   \n",
       "40            Feudo Montoni 2011 Catarratto (Sicilia)           Catarratto   \n",
       "41  Hawkins Cellars 2009 Pinot Noir (Willamette Va...           Pinot Noir   \n",
       "42             Henry Fessy 2012 Nouveau  (Beaujolais)                Gamay   \n",
       "43     Robert Hall 2011 Sauvignon Blanc (Paso Robles)      Sauvignon Blanc   \n",
       "44                Sundance 2011 Merlot (Maule Valley)               Merlot   \n",
       "45           Tarara 2010 #SocialSecret Red (Virginia)            Red Blend   \n",
       "46  Tasca d'Almerita 2011 Sallier de la Tour Inzol...              Inzolia   \n",
       "47       The White Knight 2011 Riesling (Lake County)             Riesling   \n",
       "48            Trump 2011 Sauvignon Blanc (Monticello)      Sauvignon Blanc   \n",
       "49   Vignerons de Bel Air 2011 Eté Indien  (Brouilly)                Gamay   \n",
       "\n",
       "                     winery  \n",
       "0                   Nicosia  \n",
       "1       Quinta dos Avidagos  \n",
       "2                 Rainstorm  \n",
       "3                St. Julian  \n",
       "4              Sweet Cheeks  \n",
       "5                    Tandem  \n",
       "6           Terre di Giurfo  \n",
       "7                  Trimbach  \n",
       "8               Heinz Eifel  \n",
       "9        Jean-Baptiste Adam  \n",
       "10       Kirkland Signature  \n",
       "11               Leon Beyer  \n",
       "12         Louis M. Martini  \n",
       "13      Masseria Setteporte  \n",
       "14                 Mirassou  \n",
       "15          Richard Böcking  \n",
       "16            Felix Lavaque  \n",
       "17            Gaucho Andino  \n",
       "18                 Pradorey  \n",
       "19              Quiévremont  \n",
       "20              Quiévremont  \n",
       "21                  Acrobat  \n",
       "22       Baglio di Pianetto  \n",
       "23                  Bianchi  \n",
       "24                Canicattì  \n",
       "25      Castello di Amorosa  \n",
       "26                 Stemmari  \n",
       "27                 Stemmari  \n",
       "28          Terre di Giurfo  \n",
       "29  Clarksburg Wine Company  \n",
       "30     Domaine de la Madone  \n",
       "31       Duca di Salaparuta  \n",
       "32       Duca di Salaparuta  \n",
       "33                  Envolve  \n",
       "34                  Envolve  \n",
       "35                    Erath  \n",
       "36                  Estampa  \n",
       "37      Feudi del Pisciotto  \n",
       "38     Feudi di San Marzano  \n",
       "39     Feudo di Santa Tresa  \n",
       "40            Feudo Montoni  \n",
       "41          Hawkins Cellars  \n",
       "42              Henry Fessy  \n",
       "43              Robert Hall  \n",
       "44                 Sundance  \n",
       "45                   Tarara  \n",
       "46         Tasca d'Almerita  \n",
       "47         The White Knight  \n",
       "48                    Trump  \n",
       "49     Vignerons de Bel Air  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(datafile)\n",
    "\n",
    "df.head(50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'country', 'description', 'designation', 'points',\n",
       "       'price', 'province', 'region_1', 'region_2', 'taster_name',\n",
       "       'taster_twitter_handle', 'title', 'variety', 'winery'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks like there are some easily understandable columns, such as `country`, `points`, `price` and `title`. Also, `variety` and `winery` may offer something interesting too.\n",
    "\n",
    "To find the answer for the question \"What makes a great wine?\", we should start by having a look at the best and the worst wines."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Unnamed: 0</th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>345</td>\n",
       "      <td>Australia</td>\n",
       "      <td>This wine contains some material over 100 year...</td>\n",
       "      <td>Rare</td>\n",
       "      <td>100</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>Rutherglen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Chambers Rosewood Vineyards NV Rare Muscat (Ru...</td>\n",
       "      <td>Muscat</td>\n",
       "      <td>Chambers Rosewood Vineyards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111756</th>\n",
       "      <td>111756</td>\n",
       "      <td>France</td>\n",
       "      <td>A hugely powerful wine, full of dark, brooding...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>359.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Saint-Julien</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Léoville Las Cases 2010  Saint-Julien</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Léoville Las Cases</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123545</th>\n",
       "      <td>123545</td>\n",
       "      <td>US</td>\n",
       "      <td>Initially a rather subdued Frog; as if it has ...</td>\n",
       "      <td>Bionic Frog</td>\n",
       "      <td>100</td>\n",
       "      <td>80.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>Walla Walla Valley (WA)</td>\n",
       "      <td>Columbia Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Cayuse 2008 Bionic Frog Syrah (Walla Walla Val...</td>\n",
       "      <td>Syrah</td>\n",
       "      <td>Cayuse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39286</th>\n",
       "      <td>39286</td>\n",
       "      <td>Italy</td>\n",
       "      <td>A perfect wine from a classic vintage, the 200...</td>\n",
       "      <td>Masseto</td>\n",
       "      <td>100</td>\n",
       "      <td>460.0</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Toscana</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tenuta dell'Ornellaia 2007 Masseto Merlot (Tos...</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>Tenuta dell'Ornellaia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118058</th>\n",
       "      <td>118058</td>\n",
       "      <td>US</td>\n",
       "      <td>This wine dazzles with perfection. Sourced fro...</td>\n",
       "      <td>La Muse</td>\n",
       "      <td>100</td>\n",
       "      <td>450.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma County</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Verité 2007 La Muse Red (Sonoma County)</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Verité</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45781</th>\n",
       "      <td>45781</td>\n",
       "      <td>Italy</td>\n",
       "      <td>This gorgeous, fragrant wine opens with classi...</td>\n",
       "      <td>Riserva</td>\n",
       "      <td>100</td>\n",
       "      <td>550.0</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Brunello di Montalcino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Biondi Santi 2010 Riserva  (Brunello di Montal...</td>\n",
       "      <td>Sangiovese</td>\n",
       "      <td>Biondi Santi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45798</th>\n",
       "      <td>45798</td>\n",
       "      <td>US</td>\n",
       "      <td>Tasted in a flight of great and famous Napa wi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>200.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cardinale 2006 Cabernet Sauvignon (Napa Valley)</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Cardinale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36528</th>\n",
       "      <td>36528</td>\n",
       "      <td>France</td>\n",
       "      <td>This is a fabulous wine from the greatest Cham...</td>\n",
       "      <td>Brut</td>\n",
       "      <td>100</td>\n",
       "      <td>259.0</td>\n",
       "      <td>Champagne</td>\n",
       "      <td>Champagne</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Krug 2002 Brut  (Champagne)</td>\n",
       "      <td>Champagne Blend</td>\n",
       "      <td>Krug</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122935</th>\n",
       "      <td>122935</td>\n",
       "      <td>France</td>\n",
       "      <td>Full of ripe fruit, opulent and concentrated, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>848.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pessac-Léognan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Haut-Brion 2014  Pessac-Léognan</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Château Haut-Brion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42197</th>\n",
       "      <td>42197</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>This is the latest release of what has long be...</td>\n",
       "      <td>Barca-Velha</td>\n",
       "      <td>100</td>\n",
       "      <td>450.0</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Casa Ferreirinha 2008 Barca-Velha Red (Douro)</td>\n",
       "      <td>Portuguese Red</td>\n",
       "      <td>Casa Ferreirinha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111753</th>\n",
       "      <td>111753</td>\n",
       "      <td>France</td>\n",
       "      <td>Almost black in color, this stunning wine is g...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pauillac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Lafite Rothschild 2010  Pauillac</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Lafite Rothschild</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111754</th>\n",
       "      <td>111754</td>\n",
       "      <td>Italy</td>\n",
       "      <td>It takes only a few moments before you appreci...</td>\n",
       "      <td>Cerretalto</td>\n",
       "      <td>100</td>\n",
       "      <td>270.0</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Brunello di Montalcino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Casanova di Neri 2007 Cerretalto  (Brunello di...</td>\n",
       "      <td>Sangiovese Grosso</td>\n",
       "      <td>Casanova di Neri</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111755</th>\n",
       "      <td>111755</td>\n",
       "      <td>France</td>\n",
       "      <td>This is the finest Cheval Blanc for many years...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Saint-Émilion</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Cheval Blanc 2010  Saint-Émilion</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Cheval Blanc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58352</th>\n",
       "      <td>58352</td>\n",
       "      <td>France</td>\n",
       "      <td>This is a magnificently solid wine, initially ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Saint-Julien</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Léoville Barton 2010  Saint-Julien</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Léoville Barton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7335</th>\n",
       "      <td>7335</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Thick as molasses and dark as caramelized brow...</td>\n",
       "      <td>Occhio di Pernice</td>\n",
       "      <td>100</td>\n",
       "      <td>210.0</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Vin Santo di Montepulciano</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Avignonesi 1995 Occhio di Pernice  (Vin Santo ...</td>\n",
       "      <td>Prugnolo Gentile</td>\n",
       "      <td>Avignonesi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89729</th>\n",
       "      <td>89729</td>\n",
       "      <td>France</td>\n",
       "      <td>This new release from a great vintage for Char...</td>\n",
       "      <td>Le Mesnil Blanc de Blancs Brut</td>\n",
       "      <td>100</td>\n",
       "      <td>617.0</td>\n",
       "      <td>Champagne</td>\n",
       "      <td>Champagne</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Salon 2006 Le Mesnil Blanc de Blancs Brut Char...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Salon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113929</th>\n",
       "      <td>113929</td>\n",
       "      <td>US</td>\n",
       "      <td>In 2005 Charles Smith introduced three high-en...</td>\n",
       "      <td>Royal City</td>\n",
       "      <td>100</td>\n",
       "      <td>80.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>Columbia Valley (WA)</td>\n",
       "      <td>Columbia Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Charles Smith 2006 Royal City Syrah (Columbia ...</td>\n",
       "      <td>Syrah</td>\n",
       "      <td>Charles Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89728</th>\n",
       "      <td>89728</td>\n",
       "      <td>France</td>\n",
       "      <td>This latest incarnation of the famous brand is...</td>\n",
       "      <td>Cristal Vintage Brut</td>\n",
       "      <td>100</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Champagne</td>\n",
       "      <td>Champagne</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Louis Roederer 2008 Cristal Vintage Brut  (Cha...</td>\n",
       "      <td>Champagne Blend</td>\n",
       "      <td>Louis Roederer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114972</th>\n",
       "      <td>114972</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>A powerful and ripe wine, strongly influenced ...</td>\n",
       "      <td>Nacional Vintage</td>\n",
       "      <td>100</td>\n",
       "      <td>650.0</td>\n",
       "      <td>Port</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Quinta do Noval 2011 Nacional Vintage  (Port)</td>\n",
       "      <td>Port</td>\n",
       "      <td>Quinta do Noval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79104</th>\n",
       "      <td>79104</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Even better than the highly acclaimed 2001 vin...</td>\n",
       "      <td>Masseto</td>\n",
       "      <td>99</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Toscana</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tenuta dell'Ornellaia 2004 Masseto Merlot (Tos...</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>Tenuta dell'Ornellaia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47429</th>\n",
       "      <td>47429</td>\n",
       "      <td>US</td>\n",
       "      <td>This expresses the greatness of its vintage an...</td>\n",
       "      <td>Hirsch Vineyard</td>\n",
       "      <td>99</td>\n",
       "      <td>75.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Coast</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Williams Selyem 2010 Hirsch Vineyard Pinot Noi...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Williams Selyem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39287</th>\n",
       "      <td>39287</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Here's a “wow” wine you won't easily forget. M...</td>\n",
       "      <td>Messorio</td>\n",
       "      <td>99</td>\n",
       "      <td>320.0</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Toscana</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Le Macchiole 2007 Messorio Merlot (Toscana)</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>Le Macchiole</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47428</th>\n",
       "      <td>47428</td>\n",
       "      <td>US</td>\n",
       "      <td>In a vintage that produced the finest overall ...</td>\n",
       "      <td>En Chamberlin Vineyard</td>\n",
       "      <td>99</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Walla Walla Valley (OR)</td>\n",
       "      <td>Oregon Other</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Cayuse 2009 En Chamberlin Vineyard Syrah (Wall...</td>\n",
       "      <td>Syrah</td>\n",
       "      <td>Cayuse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116095</th>\n",
       "      <td>116095</td>\n",
       "      <td>France</td>\n",
       "      <td>98-100 Barrel sample. A superb wine, with the ...</td>\n",
       "      <td>Barrel sample</td>\n",
       "      <td>99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pauillac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Pontet-Canet 2009 Barrel sample  (Paui...</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Pontet-Canet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118059</th>\n",
       "      <td>118059</td>\n",
       "      <td>US</td>\n",
       "      <td>Shows classic, full-throttle notes of tropical...</td>\n",
       "      <td>Estate Vineyard</td>\n",
       "      <td>99</td>\n",
       "      <td>44.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Coast</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Failla 2010 Estate Vineyard Chardonnay (Sonoma...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Failla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107901</th>\n",
       "      <td>107901</td>\n",
       "      <td>US</td>\n",
       "      <td>An absolute joy and triumph. Just superb, show...</td>\n",
       "      <td>Family Reserve</td>\n",
       "      <td>99</td>\n",
       "      <td>125.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Oakville</td>\n",
       "      <td>Napa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Venge 2008 Family Reserve Cabernet Sauvignon (...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Venge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116094</th>\n",
       "      <td>116094</td>\n",
       "      <td>France</td>\n",
       "      <td>98-100 Barrel sample. Sumptuous, opulent, with...</td>\n",
       "      <td>Barrel sample</td>\n",
       "      <td>99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Margaux</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Palmer 2009 Barrel sample  (Margaux)</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Palmer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116093</th>\n",
       "      <td>116093</td>\n",
       "      <td>France</td>\n",
       "      <td>98-100 Barrel sample. The aromas are so rich a...</td>\n",
       "      <td>Barrel sample</td>\n",
       "      <td>99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Sauternes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château d'Yquem 2009 Barrel sample  (Sauternes)</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Château d'Yquem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111757</th>\n",
       "      <td>111757</td>\n",
       "      <td>France</td>\n",
       "      <td>A big, bold wine with unbelievable power and c...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Saint-Émilion</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Ausone 2010  Saint-Émilion</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Ausone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121885</th>\n",
       "      <td>121885</td>\n",
       "      <td>US</td>\n",
       "      <td>There are incredible aromatics on this Caberne...</td>\n",
       "      <td>Elevation 1147 Estate</td>\n",
       "      <td>99</td>\n",
       "      <td>150.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>David Arthur 2009 Elevation 1147 Estate Cabern...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>David Arthur</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122936</th>\n",
       "      <td>122936</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Perfumed berry, rose, new leather and dark spi...</td>\n",
       "      <td>Madonna delle Grazie</td>\n",
       "      <td>99</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Brunello di Montalcino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Il Marroneto 2012 Madonna delle Grazie  (Brune...</td>\n",
       "      <td>Sangiovese</td>\n",
       "      <td>Il Marroneto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114973</th>\n",
       "      <td>114973</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>The sweetness of the wine vies with the acidit...</td>\n",
       "      <td>Vargellas Vinhas Velhas Vintage</td>\n",
       "      <td>99</td>\n",
       "      <td>268.0</td>\n",
       "      <td>Port</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Taylor Fladgate 2011 Vargellas Vinhas Velhas V...</td>\n",
       "      <td>Port</td>\n",
       "      <td>Taylor Fladgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60881</th>\n",
       "      <td>60881</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Always a standout among Gaja's five single-vin...</td>\n",
       "      <td>Sorì San Lorenzo</td>\n",
       "      <td>99</td>\n",
       "      <td>440.0</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Langhe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gaja 2007 Sorì San Lorenzo Nebbiolo (Langhe)</td>\n",
       "      <td>Nebbiolo</td>\n",
       "      <td>Gaja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60880</th>\n",
       "      <td>60880</td>\n",
       "      <td>Italy</td>\n",
       "      <td>This is an elegant Nebbiolo-based wine and arg...</td>\n",
       "      <td>Sorì Tildìn</td>\n",
       "      <td>99</td>\n",
       "      <td>440.0</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Langhe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gaja 2007 Sorì Tildìn Nebbiolo (Langhe)</td>\n",
       "      <td>Nebbiolo</td>\n",
       "      <td>Gaja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35517</th>\n",
       "      <td>35517</td>\n",
       "      <td>Italy</td>\n",
       "      <td>One of Italy's most iconic bottlings, the 2012...</td>\n",
       "      <td>Sassicaia</td>\n",
       "      <td>99</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Bolgheri Sassicaia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Tenuta San Guido 2012 Sassicaia  (Bolgheri Sas...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Tenuta San Guido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98375</th>\n",
       "      <td>98375</td>\n",
       "      <td>France</td>\n",
       "      <td>In this great year for white Burgundy, Bâtard-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99</td>\n",
       "      <td>560.0</td>\n",
       "      <td>Burgundy</td>\n",
       "      <td>Bâtard-Montrachet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Leflaive 2010  Bâtard-Montrachet</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Domaine Leflaive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109427</th>\n",
       "      <td>109427</td>\n",
       "      <td>Australia</td>\n",
       "      <td>This wine is dark brown in hue with a greenish...</td>\n",
       "      <td>Rare</td>\n",
       "      <td>99</td>\n",
       "      <td>300.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>Rutherglen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Chambers Rosewood Vineyards NV Rare Muscadelle...</td>\n",
       "      <td>Muscadelle</td>\n",
       "      <td>Chambers Rosewood Vineyards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111758</th>\n",
       "      <td>111758</td>\n",
       "      <td>France</td>\n",
       "      <td>Stern, almost severe initially, this great win...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pauillac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Latour 2010  Pauillac</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Latour</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56953</th>\n",
       "      <td>56953</td>\n",
       "      <td>Australia</td>\n",
       "      <td>This inky, embryonic wine deserves to be cella...</td>\n",
       "      <td>Grange</td>\n",
       "      <td>99</td>\n",
       "      <td>850.0</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Penfolds 2010 Grange Shiraz (South Australia)</td>\n",
       "      <td>Shiraz</td>\n",
       "      <td>Penfolds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56043</th>\n",
       "      <td>56043</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>This is the latest release of Portugal's most ...</td>\n",
       "      <td>Barca Velha</td>\n",
       "      <td>99</td>\n",
       "      <td>426.0</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Casa Ferreirinha 2004 Barca Velha Red (Douro)</td>\n",
       "      <td>Portuguese Red</td>\n",
       "      <td>Casa Ferreirinha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121884</th>\n",
       "      <td>121884</td>\n",
       "      <td>US</td>\n",
       "      <td>This is an absolutely beautiful wine to drink ...</td>\n",
       "      <td>IX Estate</td>\n",
       "      <td>99</td>\n",
       "      <td>290.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Colgin 2008 IX Estate Red (Napa Valley)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Colgin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36529</th>\n",
       "      <td>36529</td>\n",
       "      <td>France</td>\n",
       "      <td>Pure Chardonnay from the walled vineyard in th...</td>\n",
       "      <td>Clos du Mesnil Brut Blanc de Blancs</td>\n",
       "      <td>99</td>\n",
       "      <td>800.0</td>\n",
       "      <td>Champagne</td>\n",
       "      <td>Champagne</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Krug 2002 Clos du Mesnil Brut Blanc de Blancs ...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Krug</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47894</th>\n",
       "      <td>47894</td>\n",
       "      <td>US</td>\n",
       "      <td>Dark and concentrated, this sends up complex a...</td>\n",
       "      <td>En Chamberlin Vineyard</td>\n",
       "      <td>99</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Walla Walla Valley (OR)</td>\n",
       "      <td>Oregon Other</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Cayuse 2011 En Chamberlin Vineyard Syrah (Wall...</td>\n",
       "      <td>Syrah</td>\n",
       "      <td>Cayuse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41835</th>\n",
       "      <td>41835</td>\n",
       "      <td>France</td>\n",
       "      <td>Even more concentrated than Huët's superb 2009...</td>\n",
       "      <td>Cuvée Constance 500ml</td>\n",
       "      <td>99</td>\n",
       "      <td>159.0</td>\n",
       "      <td>Loire Valley</td>\n",
       "      <td>Vouvray</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Huët 2009 Cuvée Constance 500ml  (Vouv...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Domaine Huët</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1557</th>\n",
       "      <td>1557</td>\n",
       "      <td>US</td>\n",
       "      <td>A stupendous Pinot Noir, showing how beautiful...</td>\n",
       "      <td>Precious Mountain Vineyard</td>\n",
       "      <td>99</td>\n",
       "      <td>94.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Coast</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Williams Selyem 2009 Precious Mountain Vineyar...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Williams Selyem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128265</th>\n",
       "      <td>128265</td>\n",
       "      <td>US</td>\n",
       "      <td>This is nearly perfect, a massive, monumental ...</td>\n",
       "      <td>Reserve</td>\n",
       "      <td>99</td>\n",
       "      <td>100.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Oak Knoll District</td>\n",
       "      <td>Napa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Trefethen 2005 Reserve Cabernet Sauvignon (Oak...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Trefethen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44994</th>\n",
       "      <td>44994</td>\n",
       "      <td>Italy</td>\n",
       "      <td>This stunning wine is all about extreme elegan...</td>\n",
       "      <td>Cà d'Morissio Riserva</td>\n",
       "      <td>99</td>\n",
       "      <td>595.0</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Barolo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Mascarello Giuseppe e Figlio 2008 Cà d'Morissi...</td>\n",
       "      <td>Nebbiolo</td>\n",
       "      <td>Mascarello Giuseppe e Figlio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1556</th>\n",
       "      <td>1556</td>\n",
       "      <td>US</td>\n",
       "      <td>The flagship wine from Quilceda Creek offers e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99</td>\n",
       "      <td>125.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>Columbia Valley (WA)</td>\n",
       "      <td>Columbia Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Quilceda Creek 2008 Cabernet Sauvignon (Columb...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Quilceda Creek</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82750</th>\n",
       "      <td>82750</td>\n",
       "      <td>Italy</td>\n",
       "      <td>This sweet wine from Italy is guaranteed to bl...</td>\n",
       "      <td>Occhio di Pernice</td>\n",
       "      <td>99</td>\n",
       "      <td>237.0</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Vin Santo di Montepulciano</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Avignonesi 1997 Occhio di Pernice  (Vin Santo ...</td>\n",
       "      <td>Prugnolo Gentile</td>\n",
       "      <td>Avignonesi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116141</th>\n",
       "      <td>116141</td>\n",
       "      <td>US</td>\n",
       "      <td>Juicy and seductively smooth, this blockbuster...</td>\n",
       "      <td>Stagecoach Vineyard</td>\n",
       "      <td>99</td>\n",
       "      <td>250.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Atlas Peak</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Alpha Omega 2012 Stagecoach Vineyard Cabernet ...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Alpha Omega</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0    country  \\\n",
       "345            345  Australia   \n",
       "111756      111756     France   \n",
       "123545      123545         US   \n",
       "39286        39286      Italy   \n",
       "118058      118058         US   \n",
       "45781        45781      Italy   \n",
       "45798        45798         US   \n",
       "36528        36528     France   \n",
       "122935      122935     France   \n",
       "42197        42197   Portugal   \n",
       "111753      111753     France   \n",
       "111754      111754      Italy   \n",
       "111755      111755     France   \n",
       "58352        58352     France   \n",
       "7335          7335      Italy   \n",
       "89729        89729     France   \n",
       "113929      113929         US   \n",
       "89728        89728     France   \n",
       "114972      114972   Portugal   \n",
       "79104        79104      Italy   \n",
       "47429        47429         US   \n",
       "39287        39287      Italy   \n",
       "47428        47428         US   \n",
       "116095      116095     France   \n",
       "118059      118059         US   \n",
       "107901      107901         US   \n",
       "116094      116094     France   \n",
       "116093      116093     France   \n",
       "111757      111757     France   \n",
       "121885      121885         US   \n",
       "122936      122936      Italy   \n",
       "114973      114973   Portugal   \n",
       "60881        60881      Italy   \n",
       "60880        60880      Italy   \n",
       "35517        35517      Italy   \n",
       "98375        98375     France   \n",
       "109427      109427  Australia   \n",
       "111758      111758     France   \n",
       "56953        56953  Australia   \n",
       "56043        56043   Portugal   \n",
       "121884      121884         US   \n",
       "36529        36529     France   \n",
       "47894        47894         US   \n",
       "41835        41835     France   \n",
       "1557          1557         US   \n",
       "128265      128265         US   \n",
       "44994        44994      Italy   \n",
       "1556          1556         US   \n",
       "82750        82750      Italy   \n",
       "116141      116141         US   \n",
       "\n",
       "                                              description  \\\n",
       "345     This wine contains some material over 100 year...   \n",
       "111756  A hugely powerful wine, full of dark, brooding...   \n",
       "123545  Initially a rather subdued Frog; as if it has ...   \n",
       "39286   A perfect wine from a classic vintage, the 200...   \n",
       "118058  This wine dazzles with perfection. Sourced fro...   \n",
       "45781   This gorgeous, fragrant wine opens with classi...   \n",
       "45798   Tasted in a flight of great and famous Napa wi...   \n",
       "36528   This is a fabulous wine from the greatest Cham...   \n",
       "122935  Full of ripe fruit, opulent and concentrated, ...   \n",
       "42197   This is the latest release of what has long be...   \n",
       "111753  Almost black in color, this stunning wine is g...   \n",
       "111754  It takes only a few moments before you appreci...   \n",
       "111755  This is the finest Cheval Blanc for many years...   \n",
       "58352   This is a magnificently solid wine, initially ...   \n",
       "7335    Thick as molasses and dark as caramelized brow...   \n",
       "89729   This new release from a great vintage for Char...   \n",
       "113929  In 2005 Charles Smith introduced three high-en...   \n",
       "89728   This latest incarnation of the famous brand is...   \n",
       "114972  A powerful and ripe wine, strongly influenced ...   \n",
       "79104   Even better than the highly acclaimed 2001 vin...   \n",
       "47429   This expresses the greatness of its vintage an...   \n",
       "39287   Here's a “wow” wine you won't easily forget. M...   \n",
       "47428   In a vintage that produced the finest overall ...   \n",
       "116095  98-100 Barrel sample. A superb wine, with the ...   \n",
       "118059  Shows classic, full-throttle notes of tropical...   \n",
       "107901  An absolute joy and triumph. Just superb, show...   \n",
       "116094  98-100 Barrel sample. Sumptuous, opulent, with...   \n",
       "116093  98-100 Barrel sample. The aromas are so rich a...   \n",
       "111757  A big, bold wine with unbelievable power and c...   \n",
       "121885  There are incredible aromatics on this Caberne...   \n",
       "122936  Perfumed berry, rose, new leather and dark spi...   \n",
       "114973  The sweetness of the wine vies with the acidit...   \n",
       "60881   Always a standout among Gaja's five single-vin...   \n",
       "60880   This is an elegant Nebbiolo-based wine and arg...   \n",
       "35517   One of Italy's most iconic bottlings, the 2012...   \n",
       "98375   In this great year for white Burgundy, Bâtard-...   \n",
       "109427  This wine is dark brown in hue with a greenish...   \n",
       "111758  Stern, almost severe initially, this great win...   \n",
       "56953   This inky, embryonic wine deserves to be cella...   \n",
       "56043   This is the latest release of Portugal's most ...   \n",
       "121884  This is an absolutely beautiful wine to drink ...   \n",
       "36529   Pure Chardonnay from the walled vineyard in th...   \n",
       "47894   Dark and concentrated, this sends up complex a...   \n",
       "41835   Even more concentrated than Huët's superb 2009...   \n",
       "1557    A stupendous Pinot Noir, showing how beautiful...   \n",
       "128265  This is nearly perfect, a massive, monumental ...   \n",
       "44994   This stunning wine is all about extreme elegan...   \n",
       "1556    The flagship wine from Quilceda Creek offers e...   \n",
       "82750   This sweet wine from Italy is guaranteed to bl...   \n",
       "116141  Juicy and seductively smooth, this blockbuster...   \n",
       "\n",
       "                                designation  points   price         province  \\\n",
       "345                                    Rare     100   350.0         Victoria   \n",
       "111756                                  NaN     100   359.0         Bordeaux   \n",
       "123545                          Bionic Frog     100    80.0       Washington   \n",
       "39286                               Masseto     100   460.0          Tuscany   \n",
       "118058                              La Muse     100   450.0       California   \n",
       "45781                               Riserva     100   550.0          Tuscany   \n",
       "45798                                   NaN     100   200.0       California   \n",
       "36528                                  Brut     100   259.0        Champagne   \n",
       "122935                                  NaN     100   848.0         Bordeaux   \n",
       "42197                           Barca-Velha     100   450.0            Douro   \n",
       "111753                                  NaN     100  1500.0         Bordeaux   \n",
       "111754                           Cerretalto     100   270.0          Tuscany   \n",
       "111755                                  NaN     100  1500.0         Bordeaux   \n",
       "58352                                   NaN     100   150.0         Bordeaux   \n",
       "7335                      Occhio di Pernice     100   210.0          Tuscany   \n",
       "89729        Le Mesnil Blanc de Blancs Brut     100   617.0        Champagne   \n",
       "113929                           Royal City     100    80.0       Washington   \n",
       "89728                  Cristal Vintage Brut     100   250.0        Champagne   \n",
       "114972                     Nacional Vintage     100   650.0             Port   \n",
       "79104                               Masseto      99   250.0          Tuscany   \n",
       "47429                       Hirsch Vineyard      99    75.0       California   \n",
       "39287                              Messorio      99   320.0          Tuscany   \n",
       "47428                En Chamberlin Vineyard      99    75.0           Oregon   \n",
       "116095                        Barrel sample      99     NaN         Bordeaux   \n",
       "118059                      Estate Vineyard      99    44.0       California   \n",
       "107901                       Family Reserve      99   125.0       California   \n",
       "116094                        Barrel sample      99     NaN         Bordeaux   \n",
       "116093                        Barrel sample      99     NaN         Bordeaux   \n",
       "111757                                  NaN      99     NaN         Bordeaux   \n",
       "121885                Elevation 1147 Estate      99   150.0       California   \n",
       "122936                 Madonna delle Grazie      99   200.0          Tuscany   \n",
       "114973      Vargellas Vinhas Velhas Vintage      99   268.0             Port   \n",
       "60881                      Sorì San Lorenzo      99   440.0         Piedmont   \n",
       "60880                           Sorì Tildìn      99   440.0         Piedmont   \n",
       "35517                             Sassicaia      99   235.0          Tuscany   \n",
       "98375                                   NaN      99   560.0         Burgundy   \n",
       "109427                                 Rare      99   300.0         Victoria   \n",
       "111758                                  NaN      99     NaN         Bordeaux   \n",
       "56953                                Grange      99   850.0  South Australia   \n",
       "56043                           Barca Velha      99   426.0            Douro   \n",
       "121884                            IX Estate      99   290.0       California   \n",
       "36529   Clos du Mesnil Brut Blanc de Blancs      99   800.0        Champagne   \n",
       "47894                En Chamberlin Vineyard      99    75.0           Oregon   \n",
       "41835                 Cuvée Constance 500ml      99   159.0     Loire Valley   \n",
       "1557             Precious Mountain Vineyard      99    94.0       California   \n",
       "128265                              Reserve      99   100.0       California   \n",
       "44994                 Cà d'Morissio Riserva      99   595.0         Piedmont   \n",
       "1556                                    NaN      99   125.0       Washington   \n",
       "82750                     Occhio di Pernice      99   237.0          Tuscany   \n",
       "116141                  Stagecoach Vineyard      99   250.0       California   \n",
       "\n",
       "                          region_1         region_2     taster_name  \\\n",
       "345                     Rutherglen              NaN  Joe Czerwinski   \n",
       "111756                Saint-Julien              NaN      Roger Voss   \n",
       "123545     Walla Walla Valley (WA)  Columbia Valley    Paul Gregutt   \n",
       "39286                      Toscana              NaN             NaN   \n",
       "118058               Sonoma County           Sonoma             NaN   \n",
       "45781       Brunello di Montalcino              NaN   Kerin O’Keefe   \n",
       "45798                  Napa Valley             Napa             NaN   \n",
       "36528                    Champagne              NaN      Roger Voss   \n",
       "122935              Pessac-Léognan              NaN      Roger Voss   \n",
       "42197                          NaN              NaN      Roger Voss   \n",
       "111753                    Pauillac              NaN      Roger Voss   \n",
       "111754      Brunello di Montalcino              NaN             NaN   \n",
       "111755               Saint-Émilion              NaN      Roger Voss   \n",
       "58352                 Saint-Julien              NaN      Roger Voss   \n",
       "7335    Vin Santo di Montepulciano              NaN             NaN   \n",
       "89729                    Champagne              NaN      Roger Voss   \n",
       "113929        Columbia Valley (WA)  Columbia Valley    Paul Gregutt   \n",
       "89728                    Champagne              NaN      Roger Voss   \n",
       "114972                         NaN              NaN      Roger Voss   \n",
       "79104                      Toscana              NaN             NaN   \n",
       "47429                 Sonoma Coast           Sonoma             NaN   \n",
       "39287                      Toscana              NaN             NaN   \n",
       "47428      Walla Walla Valley (OR)     Oregon Other    Paul Gregutt   \n",
       "116095                    Pauillac              NaN      Roger Voss   \n",
       "118059                Sonoma Coast           Sonoma             NaN   \n",
       "107901                    Oakville             Napa             NaN   \n",
       "116094                     Margaux              NaN      Roger Voss   \n",
       "116093                   Sauternes              NaN      Roger Voss   \n",
       "111757               Saint-Émilion              NaN      Roger Voss   \n",
       "121885                 Napa Valley             Napa             NaN   \n",
       "122936      Brunello di Montalcino              NaN   Kerin O’Keefe   \n",
       "114973                         NaN              NaN      Roger Voss   \n",
       "60881                       Langhe              NaN             NaN   \n",
       "60880                       Langhe              NaN             NaN   \n",
       "35517           Bolgheri Sassicaia              NaN   Kerin O’Keefe   \n",
       "98375            Bâtard-Montrachet              NaN      Roger Voss   \n",
       "109427                  Rutherglen              NaN  Joe Czerwinski   \n",
       "111758                    Pauillac              NaN      Roger Voss   \n",
       "56953              South Australia              NaN  Joe Czerwinski   \n",
       "56043                          NaN              NaN      Roger Voss   \n",
       "121884                 Napa Valley             Napa             NaN   \n",
       "36529                    Champagne              NaN      Roger Voss   \n",
       "47894      Walla Walla Valley (OR)     Oregon Other    Paul Gregutt   \n",
       "41835                      Vouvray              NaN      Roger Voss   \n",
       "1557                  Sonoma Coast           Sonoma             NaN   \n",
       "128265          Oak Knoll District             Napa             NaN   \n",
       "44994                       Barolo              NaN   Kerin O’Keefe   \n",
       "1556          Columbia Valley (WA)  Columbia Valley    Paul Gregutt   \n",
       "82750   Vin Santo di Montepulciano              NaN             NaN   \n",
       "116141                  Atlas Peak             Napa  Virginie Boone   \n",
       "\n",
       "       taster_twitter_handle  \\\n",
       "345                   @JoeCz   \n",
       "111756            @vossroger   \n",
       "123545           @paulgwine    \n",
       "39286                    NaN   \n",
       "118058                   NaN   \n",
       "45781           @kerinokeefe   \n",
       "45798                    NaN   \n",
       "36528             @vossroger   \n",
       "122935            @vossroger   \n",
       "42197             @vossroger   \n",
       "111753            @vossroger   \n",
       "111754                   NaN   \n",
       "111755            @vossroger   \n",
       "58352             @vossroger   \n",
       "7335                     NaN   \n",
       "89729             @vossroger   \n",
       "113929           @paulgwine    \n",
       "89728             @vossroger   \n",
       "114972            @vossroger   \n",
       "79104                    NaN   \n",
       "47429                    NaN   \n",
       "39287                    NaN   \n",
       "47428            @paulgwine    \n",
       "116095            @vossroger   \n",
       "118059                   NaN   \n",
       "107901                   NaN   \n",
       "116094            @vossroger   \n",
       "116093            @vossroger   \n",
       "111757            @vossroger   \n",
       "121885                   NaN   \n",
       "122936          @kerinokeefe   \n",
       "114973            @vossroger   \n",
       "60881                    NaN   \n",
       "60880                    NaN   \n",
       "35517           @kerinokeefe   \n",
       "98375             @vossroger   \n",
       "109427                @JoeCz   \n",
       "111758            @vossroger   \n",
       "56953                 @JoeCz   \n",
       "56043             @vossroger   \n",
       "121884                   NaN   \n",
       "36529             @vossroger   \n",
       "47894            @paulgwine    \n",
       "41835             @vossroger   \n",
       "1557                     NaN   \n",
       "128265                   NaN   \n",
       "44994           @kerinokeefe   \n",
       "1556             @paulgwine    \n",
       "82750                    NaN   \n",
       "116141               @vboone   \n",
       "\n",
       "                                                    title  \\\n",
       "345     Chambers Rosewood Vineyards NV Rare Muscat (Ru...   \n",
       "111756      Château Léoville Las Cases 2010  Saint-Julien   \n",
       "123545  Cayuse 2008 Bionic Frog Syrah (Walla Walla Val...   \n",
       "39286   Tenuta dell'Ornellaia 2007 Masseto Merlot (Tos...   \n",
       "118058            Verité 2007 La Muse Red (Sonoma County)   \n",
       "45781   Biondi Santi 2010 Riserva  (Brunello di Montal...   \n",
       "45798     Cardinale 2006 Cabernet Sauvignon (Napa Valley)   \n",
       "36528                         Krug 2002 Brut  (Champagne)   \n",
       "122935            Château Haut-Brion 2014  Pessac-Léognan   \n",
       "42197       Casa Ferreirinha 2008 Barca-Velha Red (Douro)   \n",
       "111753           Château Lafite Rothschild 2010  Pauillac   \n",
       "111754  Casanova di Neri 2007 Cerretalto  (Brunello di...   \n",
       "111755           Château Cheval Blanc 2010  Saint-Émilion   \n",
       "58352          Château Léoville Barton 2010  Saint-Julien   \n",
       "7335    Avignonesi 1995 Occhio di Pernice  (Vin Santo ...   \n",
       "89729   Salon 2006 Le Mesnil Blanc de Blancs Brut Char...   \n",
       "113929  Charles Smith 2006 Royal City Syrah (Columbia ...   \n",
       "89728   Louis Roederer 2008 Cristal Vintage Brut  (Cha...   \n",
       "114972      Quinta do Noval 2011 Nacional Vintage  (Port)   \n",
       "79104   Tenuta dell'Ornellaia 2004 Masseto Merlot (Tos...   \n",
       "47429   Williams Selyem 2010 Hirsch Vineyard Pinot Noi...   \n",
       "39287         Le Macchiole 2007 Messorio Merlot (Toscana)   \n",
       "47428   Cayuse 2009 En Chamberlin Vineyard Syrah (Wall...   \n",
       "116095  Château Pontet-Canet 2009 Barrel sample  (Paui...   \n",
       "118059  Failla 2010 Estate Vineyard Chardonnay (Sonoma...   \n",
       "107901  Venge 2008 Family Reserve Cabernet Sauvignon (...   \n",
       "116094       Château Palmer 2009 Barrel sample  (Margaux)   \n",
       "116093    Château d'Yquem 2009 Barrel sample  (Sauternes)   \n",
       "111757                 Château Ausone 2010  Saint-Émilion   \n",
       "121885  David Arthur 2009 Elevation 1147 Estate Cabern...   \n",
       "122936  Il Marroneto 2012 Madonna delle Grazie  (Brune...   \n",
       "114973  Taylor Fladgate 2011 Vargellas Vinhas Velhas V...   \n",
       "60881        Gaja 2007 Sorì San Lorenzo Nebbiolo (Langhe)   \n",
       "60880             Gaja 2007 Sorì Tildìn Nebbiolo (Langhe)   \n",
       "35517   Tenuta San Guido 2012 Sassicaia  (Bolgheri Sas...   \n",
       "98375            Domaine Leflaive 2010  Bâtard-Montrachet   \n",
       "109427  Chambers Rosewood Vineyards NV Rare Muscadelle...   \n",
       "111758                      Château Latour 2010  Pauillac   \n",
       "56953       Penfolds 2010 Grange Shiraz (South Australia)   \n",
       "56043       Casa Ferreirinha 2004 Barca Velha Red (Douro)   \n",
       "121884            Colgin 2008 IX Estate Red (Napa Valley)   \n",
       "36529   Krug 2002 Clos du Mesnil Brut Blanc de Blancs ...   \n",
       "47894   Cayuse 2011 En Chamberlin Vineyard Syrah (Wall...   \n",
       "41835   Domaine Huët 2009 Cuvée Constance 500ml  (Vouv...   \n",
       "1557    Williams Selyem 2009 Precious Mountain Vineyar...   \n",
       "128265  Trefethen 2005 Reserve Cabernet Sauvignon (Oak...   \n",
       "44994   Mascarello Giuseppe e Figlio 2008 Cà d'Morissi...   \n",
       "1556    Quilceda Creek 2008 Cabernet Sauvignon (Columb...   \n",
       "82750   Avignonesi 1997 Occhio di Pernice  (Vin Santo ...   \n",
       "116141  Alpha Omega 2012 Stagecoach Vineyard Cabernet ...   \n",
       "\n",
       "                           variety                        winery  \n",
       "345                         Muscat   Chambers Rosewood Vineyards  \n",
       "111756    Bordeaux-style Red Blend    Château Léoville Las Cases  \n",
       "123545                       Syrah                        Cayuse  \n",
       "39286                       Merlot         Tenuta dell'Ornellaia  \n",
       "118058    Bordeaux-style Red Blend                        Verité  \n",
       "45781                   Sangiovese                  Biondi Santi  \n",
       "45798           Cabernet Sauvignon                     Cardinale  \n",
       "36528              Champagne Blend                          Krug  \n",
       "122935  Bordeaux-style White Blend            Château Haut-Brion  \n",
       "42197               Portuguese Red              Casa Ferreirinha  \n",
       "111753    Bordeaux-style Red Blend     Château Lafite Rothschild  \n",
       "111754           Sangiovese Grosso              Casanova di Neri  \n",
       "111755    Bordeaux-style Red Blend          Château Cheval Blanc  \n",
       "58352     Bordeaux-style Red Blend       Château Léoville Barton  \n",
       "7335              Prugnolo Gentile                    Avignonesi  \n",
       "89729                   Chardonnay                         Salon  \n",
       "113929                       Syrah                 Charles Smith  \n",
       "89728              Champagne Blend                Louis Roederer  \n",
       "114972                        Port               Quinta do Noval  \n",
       "79104                       Merlot         Tenuta dell'Ornellaia  \n",
       "47429                   Pinot Noir               Williams Selyem  \n",
       "39287                       Merlot                  Le Macchiole  \n",
       "47428                        Syrah                        Cayuse  \n",
       "116095    Bordeaux-style Red Blend          Château Pontet-Canet  \n",
       "118059                  Chardonnay                        Failla  \n",
       "107901          Cabernet Sauvignon                         Venge  \n",
       "116094    Bordeaux-style Red Blend                Château Palmer  \n",
       "116093  Bordeaux-style White Blend               Château d'Yquem  \n",
       "111757    Bordeaux-style Red Blend                Château Ausone  \n",
       "121885          Cabernet Sauvignon                  David Arthur  \n",
       "122936                  Sangiovese                  Il Marroneto  \n",
       "114973                        Port               Taylor Fladgate  \n",
       "60881                     Nebbiolo                          Gaja  \n",
       "60880                     Nebbiolo                          Gaja  \n",
       "35517                    Red Blend              Tenuta San Guido  \n",
       "98375                   Chardonnay              Domaine Leflaive  \n",
       "109427                  Muscadelle   Chambers Rosewood Vineyards  \n",
       "111758    Bordeaux-style Red Blend                Château Latour  \n",
       "56953                       Shiraz                      Penfolds  \n",
       "56043               Portuguese Red              Casa Ferreirinha  \n",
       "121884                   Red Blend                        Colgin  \n",
       "36529                   Chardonnay                          Krug  \n",
       "47894                        Syrah                        Cayuse  \n",
       "41835                 Chenin Blanc                  Domaine Huët  \n",
       "1557                    Pinot Noir               Williams Selyem  \n",
       "128265          Cabernet Sauvignon                     Trefethen  \n",
       "44994                     Nebbiolo  Mascarello Giuseppe e Figlio  \n",
       "1556            Cabernet Sauvignon                Quilceda Creek  \n",
       "82750             Prugnolo Gentile                    Avignonesi  \n",
       "116141          Cabernet Sauvignon                   Alpha Omega  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.points > 95].sort_values(by='points', ascending=False).head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>Unnamed: 0</th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>118056</th>\n",
       "      <td>118056</td>\n",
       "      <td>US</td>\n",
       "      <td>This wine has very little going on aromaticall...</td>\n",
       "      <td>Reserve</td>\n",
       "      <td>80</td>\n",
       "      <td>26.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Livermore Valley</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>3 Steves Winery 2008 Reserve Cabernet Sauvigno...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>3 Steves Winery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35516</th>\n",
       "      <td>35516</td>\n",
       "      <td>US</td>\n",
       "      <td>This Merlot has not fully ripened, with aromas...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>Horse Heaven Hills</td>\n",
       "      <td>Columbia Valley</td>\n",
       "      <td>Sean P. Sullivan</td>\n",
       "      <td>@wawinereport</td>\n",
       "      <td>James Wyatt 2013 Merlot (Horse Heaven Hills)</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>James Wyatt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11086</th>\n",
       "      <td>11086</td>\n",
       "      <td>France</td>\n",
       "      <td>Picture grandma standing over a pot of stewed ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Languedoc-Roussillon</td>\n",
       "      <td>Fitou</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Mont Tauch 1998 Red (Fitou)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Mont Tauch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11085</th>\n",
       "      <td>11085</td>\n",
       "      <td>France</td>\n",
       "      <td>A white this age should be fresh and crisp; th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Southwest France</td>\n",
       "      <td>Bergerac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Seigneurs de Bergerac 1999 White (Bergerac)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Seigneurs de Bergerac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102482</th>\n",
       "      <td>102482</td>\n",
       "      <td>US</td>\n",
       "      <td>This wine is a medium cherry-red color, with s...</td>\n",
       "      <td>Cabernet Franc</td>\n",
       "      <td>80</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>Columbia Valley (WA)</td>\n",
       "      <td>Columbia Valley</td>\n",
       "      <td>Sean P. Sullivan</td>\n",
       "      <td>@wawinereport</td>\n",
       "      <td>Tucannon 2014 Cabernet Franc Rosé (Columbia Va...</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>Tucannon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102481</th>\n",
       "      <td>102481</td>\n",
       "      <td>US</td>\n",
       "      <td>This wine has artificial, plastic-like aromas ...</td>\n",
       "      <td>Signature Series Mountain Cuvee</td>\n",
       "      <td>80</td>\n",
       "      <td>19.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Kirkland Signature 2013 Signature Series Mount...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Kirkland Signature</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102480</th>\n",
       "      <td>102480</td>\n",
       "      <td>Chile</td>\n",
       "      <td>This has overripe tropical-fruit aromas on the...</td>\n",
       "      <td>Gaucho Andino</td>\n",
       "      <td>80</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Maule Valley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Aguirre 2014 Gaucho Andino Chardonnay (Maule V...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Aguirre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90934</th>\n",
       "      <td>90934</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Mulchy and gaseous on the nose, this subsequen...</td>\n",
       "      <td>Royal</td>\n",
       "      <td>80</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Rioja</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Bodegas Franco-Españolas 2010 Royal  (Rioja)</td>\n",
       "      <td>Tempranillo</td>\n",
       "      <td>Bodegas Franco-Españolas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90933</th>\n",
       "      <td>90933</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Raisin and funky leather are the prime aromas ...</td>\n",
       "      <td>Valdemoreda</td>\n",
       "      <td>80</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Rioja</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Bodegas del Mundo 2010 Valdemoreda  (Rioja)</td>\n",
       "      <td>Tempranillo</td>\n",
       "      <td>Bodegas del Mundo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118952</th>\n",
       "      <td>118952</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>This smells distinctly of rubber and little el...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>Calchaquí Valley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Michel Torino 2014 Rosé (Calchaquí Valley)</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>Michel Torino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118951</th>\n",
       "      <td>118951</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Oily citrus, apple and mealy grapefruit are no...</td>\n",
       "      <td>Mariflor Michel Rolland</td>\n",
       "      <td>80</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Bodega Rolland 2013 Mariflor Michel Rolland Sa...</td>\n",
       "      <td>Sauvignon Blanc</td>\n",
       "      <td>Bodega Rolland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118950</th>\n",
       "      <td>118950</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Soapy, floral aromas are more like those of a ...</td>\n",
       "      <td>Padrillos</td>\n",
       "      <td>80</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Ernesto Catena 2014 Padrillos Malbec (Mendoza)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Ernesto Catena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103342</th>\n",
       "      <td>103342</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>Confected and soapy with exuberant baby powder...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Targovishte 2009 Muskat Ottonel (Bulgaria)</td>\n",
       "      <td>Muskat Ottonel</td>\n",
       "      <td>Targovishte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109227</th>\n",
       "      <td>109227</td>\n",
       "      <td>US</td>\n",
       "      <td>This tastes barely ripe, with a vegetal flavor...</td>\n",
       "      <td>Gracie Creek Vineyards</td>\n",
       "      <td>80</td>\n",
       "      <td>32.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Muscardini 2009 Gracie Creek Vineyards Syrah (...</td>\n",
       "      <td>Syrah</td>\n",
       "      <td>Muscardini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122414</th>\n",
       "      <td>122414</td>\n",
       "      <td>US</td>\n",
       "      <td>This Chardonnay has dilute peach, citrus and v...</td>\n",
       "      <td>City Lights</td>\n",
       "      <td>80</td>\n",
       "      <td>16.0</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Casa Tiene Vista 2012 City Lights Chardonnay (...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Casa Tiene Vista</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109226</th>\n",
       "      <td>109226</td>\n",
       "      <td>Chile</td>\n",
       "      <td>This is oily and strained on the nose and fles...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Maule Valley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Viña el Aromo 2011 Sauvignon Blanc (Maule Valley)</td>\n",
       "      <td>Sauvignon Blanc</td>\n",
       "      <td>Viña el Aromo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109224</th>\n",
       "      <td>109224</td>\n",
       "      <td>US</td>\n",
       "      <td>Peju's Sauvignon Blancs need warm vintages to ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>22.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Peju 2011 Sauvignon Blanc (Napa Valley)</td>\n",
       "      <td>Sauvignon Blanc</td>\n",
       "      <td>Peju</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90932</th>\n",
       "      <td>90932</td>\n",
       "      <td>France</td>\n",
       "      <td>This very ripe wine tastes of supermature grap...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Bordeaux Supérieur</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Timberlay 2009  Bordeaux Supérieur</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Timberlay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90931</th>\n",
       "      <td>90931</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>This is dark, amorphous and shows almost nothi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Bodega Carmine Granata NV Pinot Noir (Mendoza)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Bodega Carmine Granata</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90930</th>\n",
       "      <td>90930</td>\n",
       "      <td>US</td>\n",
       "      <td>This tastes soft, sweet and simple. The blend ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>10.0</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Immersion 2011 White (California)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Immersion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90929</th>\n",
       "      <td>90929</td>\n",
       "      <td>US</td>\n",
       "      <td>This is just barely drinkable, with modest bla...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>36.0</td>\n",
       "      <td>California</td>\n",
       "      <td>York Mountain</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Calcareous 2009 Cabernet Sauvignon (York Mount...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Calcareous</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90928</th>\n",
       "      <td>90928</td>\n",
       "      <td>US</td>\n",
       "      <td>This has medicinal, sweet-tasting flavors of c...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>10.0</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fat Cat 2010 Merlot (California)</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>Fat Cat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90927</th>\n",
       "      <td>90927</td>\n",
       "      <td>France</td>\n",
       "      <td>Lean and rather dry, this has old wood and lea...</td>\n",
       "      <td>Hyppos</td>\n",
       "      <td>80</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Bordeaux Supérieur</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Majoureau 2009 Hyppos  (Bordeaux Supér...</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Majoureau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87122</th>\n",
       "      <td>87122</td>\n",
       "      <td>US</td>\n",
       "      <td>Pale salmon color and slightly bricked, this w...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sean P. Sullivan</td>\n",
       "      <td>@wawinereport</td>\n",
       "      <td>3 Horse Ranch Vineyards 2014 Rosé</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>3 Horse Ranch Vineyards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87123</th>\n",
       "      <td>87123</td>\n",
       "      <td>Spain</td>\n",
       "      <td>An unclean nose smells cheesy. This is flabby ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Levante</td>\n",
       "      <td>Valencia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Torre Oria 2014 Shiraz-Tempranillo (Valencia)</td>\n",
       "      <td>Shiraz-Tempranillo</td>\n",
       "      <td>Torre Oria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90907</th>\n",
       "      <td>90907</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Herbaceous red-fruit and forced fiery oak arom...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Mountain Door 2014 Malbec (Mendoza)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Mountain Door</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34499</th>\n",
       "      <td>34499</td>\n",
       "      <td>US</td>\n",
       "      <td>A heavy, acidic and boring wine, not offering ...</td>\n",
       "      <td>Silvaspoons Vineyards</td>\n",
       "      <td>80</td>\n",
       "      <td>23.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Lodi</td>\n",
       "      <td>Central Valley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fenestra 2007 Silvaspoons Vineyards Touriga Na...</td>\n",
       "      <td>Touriga Nacional</td>\n",
       "      <td>Fenestra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107776</th>\n",
       "      <td>107776</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Made from partially fermented grape must, this...</td>\n",
       "      <td>Rosso e Dolce</td>\n",
       "      <td>80</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Italy Other</td>\n",
       "      <td>Italy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stella Mia NV Rosso e Dolce Brachetto (Italy)</td>\n",
       "      <td>Brachetto</td>\n",
       "      <td>Stella Mia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34500</th>\n",
       "      <td>34500</td>\n",
       "      <td>Chile</td>\n",
       "      <td>Average peach and apple aromas are as good as ...</td>\n",
       "      <td>Un-Oaked</td>\n",
       "      <td>80</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Colchagua Valley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>La Playa 2009 Un-Oaked Chardonnay (Colchagua V...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>La Playa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109225</th>\n",
       "      <td>109225</td>\n",
       "      <td>US</td>\n",
       "      <td>This is acidic and sweet, with a medicinal taste.</td>\n",
       "      <td>Hayley Vineyard</td>\n",
       "      <td>80</td>\n",
       "      <td>36.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Anderson Valley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bryter 2009 Hayley Vineyard Pinot Noir (Anders...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Bryter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122415</th>\n",
       "      <td>122415</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Baked-apple aromas are not in accordance with ...</td>\n",
       "      <td>Amadeo</td>\n",
       "      <td>80</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Rioja</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Bodega Beleluin 2011 Amadeo Viura (Rioja)</td>\n",
       "      <td>Viura</td>\n",
       "      <td>Bodega Beleluin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122416</th>\n",
       "      <td>122416</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Nobody ever said Argentina was Pinot Grigio co...</td>\n",
       "      <td>Lote 44</td>\n",
       "      <td>80</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Bodega Cuarto Dominio 2012 Lote 44 Pinot Grigi...</td>\n",
       "      <td>Pinot Grigio</td>\n",
       "      <td>Bodega Cuarto Dominio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122417</th>\n",
       "      <td>122417</td>\n",
       "      <td>US</td>\n",
       "      <td>There's little going on in this wine beyond su...</td>\n",
       "      <td>DeLuz</td>\n",
       "      <td>80</td>\n",
       "      <td>45.0</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Casa Tiene Vista NV DeLuz Red (California)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Casa Tiene Vista</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93690</th>\n",
       "      <td>93690</td>\n",
       "      <td>US</td>\n",
       "      <td>Barely drinkable, although you'll get by at bi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>7.0</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Backhouse 2010 Pinot Noir (California)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Backhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93689</th>\n",
       "      <td>93689</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>Clumsy and a bit chemical smelling, with a sti...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Juanico</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Pueblo del Sol 2009 Tannat (Juanico)</td>\n",
       "      <td>Tannat</td>\n",
       "      <td>Pueblo del Sol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93688</th>\n",
       "      <td>93688</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Hits with barrel resin and not much else. Feel...</td>\n",
       "      <td>Cuvée Giuseppe</td>\n",
       "      <td>80</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Vale dos Vinhedos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Miolo 2009 Cuvée Giuseppe Chardonnay (Vale dos...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Miolo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93687</th>\n",
       "      <td>93687</td>\n",
       "      <td>US</td>\n",
       "      <td>Too high in alcohol and too overtly sweet in s...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>24.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Dry Creek Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jigar 2009 Zinfandel (Dry Creek Valley)</td>\n",
       "      <td>Zinfandel</td>\n",
       "      <td>Jigar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122555</th>\n",
       "      <td>122555</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Oxidized aromas are not inviting. After the do...</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>80</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Hom NV Rosé Malbec (Mendoza)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Hom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122554</th>\n",
       "      <td>122554</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Cloudy to the eye, with strained aromas of sau...</td>\n",
       "      <td>Premium Rosé of Malbec</td>\n",
       "      <td>80</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Luján de Cuyo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Piattelli 2010 Premium Rosé of Malbec Rosé (Lu...</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>Piattelli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93686</th>\n",
       "      <td>93686</td>\n",
       "      <td>Peru</td>\n",
       "      <td>Best on the nose, where apple and lemony aroma...</td>\n",
       "      <td>Brut</td>\n",
       "      <td>80</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Ica</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Tacama 2010 Brut Sparkling (Ica)</td>\n",
       "      <td>Sparkling Blend</td>\n",
       "      <td>Tacama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93685</th>\n",
       "      <td>93685</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Maderized and stalky smelling, with a scratchy...</td>\n",
       "      <td>Conde de Valdemar Rosado</td>\n",
       "      <td>80</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Rioja</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Bodegas Valdemar 2010 Conde de Valdemar Rosado...</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>Bodegas Valdemar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109330</th>\n",
       "      <td>109330</td>\n",
       "      <td>Chile</td>\n",
       "      <td>This is fleshy and dilute up front, then heavy...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Central Valley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Rai 2013 Sauvignon Blanc (Central Valley)</td>\n",
       "      <td>Sauvignon Blanc</td>\n",
       "      <td>Rai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109329</th>\n",
       "      <td>109329</td>\n",
       "      <td>US</td>\n",
       "      <td>This wine has a rustic, unclean quality. At a ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>18.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Bennett Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Ektimo Vineyards 2013 Sauvignon Blanc (Bennett...</td>\n",
       "      <td>Sauvignon Blanc</td>\n",
       "      <td>Ektimo Vineyards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109328</th>\n",
       "      <td>109328</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Right away this goes wrong; the nose is smothe...</td>\n",
       "      <td>Vendimia Seleccionada</td>\n",
       "      <td>80</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Ribera del Duero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Sembro 2012 Vendimia Seleccionada  (Ribera del...</td>\n",
       "      <td>Tempranillo</td>\n",
       "      <td>Sembro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109327</th>\n",
       "      <td>109327</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Feral, feline, sweaty aromas precede an awkwar...</td>\n",
       "      <td>Rosa de Arrocal</td>\n",
       "      <td>80</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Ribera del Duero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Arrocal 2014 Rosa de Arrocal Rosé (Ribera del ...</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>Arrocal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109326</th>\n",
       "      <td>109326</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>This is a light, fruity and off-dry wine. It h...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Vinho Verde</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Mapreco 2014 White (Vinho Verde)</td>\n",
       "      <td>Portuguese White</td>\n",
       "      <td>Mapreco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94617</th>\n",
       "      <td>94617</td>\n",
       "      <td>US</td>\n",
       "      <td>This Lodi wine has a whirl of smoky, oaky flav...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>12.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Lodi</td>\n",
       "      <td>Central Valley</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Insatiable 2011 Cabernet Sauvignon (Lodi)</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Insatiable</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94618</th>\n",
       "      <td>94618</td>\n",
       "      <td>Chile</td>\n",
       "      <td>This is raw, sour, tangy and loaded with junip...</td>\n",
       "      <td>Edición Limitada Gran Reserva de Los Andes</td>\n",
       "      <td>80</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Casablanca Valley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Santa Alicia 2010 Edición Limitada Gran Reserv...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Santa Alicia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35513</th>\n",
       "      <td>35513</td>\n",
       "      <td>Spain</td>\n",
       "      <td>The aromas of this wine are gummy and candied ...</td>\n",
       "      <td>Unus Old Vine</td>\n",
       "      <td>80</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Calatayud</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Agustín Cubero 2013 Unus Old Vine Garnacha (Ca...</td>\n",
       "      <td>Garnacha</td>\n",
       "      <td>Agustín Cubero</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35514</th>\n",
       "      <td>35514</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Rusty in color, with rubbery cherry and raspbe...</td>\n",
       "      <td>Alone</td>\n",
       "      <td>80</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Levante</td>\n",
       "      <td>Alicante</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Bocopa 2014 Alone Rosé (Alicante)</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>Bocopa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0    country  \\\n",
       "118056      118056         US   \n",
       "35516        35516         US   \n",
       "11086        11086     France   \n",
       "11085        11085     France   \n",
       "102482      102482         US   \n",
       "102481      102481         US   \n",
       "102480      102480      Chile   \n",
       "90934        90934      Spain   \n",
       "90933        90933      Spain   \n",
       "118952      118952  Argentina   \n",
       "118951      118951  Argentina   \n",
       "118950      118950  Argentina   \n",
       "103342      103342   Bulgaria   \n",
       "109227      109227         US   \n",
       "122414      122414         US   \n",
       "109226      109226      Chile   \n",
       "109224      109224         US   \n",
       "90932        90932     France   \n",
       "90931        90931  Argentina   \n",
       "90930        90930         US   \n",
       "90929        90929         US   \n",
       "90928        90928         US   \n",
       "90927        90927     France   \n",
       "87122        87122         US   \n",
       "87123        87123      Spain   \n",
       "90907        90907  Argentina   \n",
       "34499        34499         US   \n",
       "107776      107776      Italy   \n",
       "34500        34500      Chile   \n",
       "109225      109225         US   \n",
       "122415      122415      Spain   \n",
       "122416      122416  Argentina   \n",
       "122417      122417         US   \n",
       "93690        93690         US   \n",
       "93689        93689    Uruguay   \n",
       "93688        93688     Brazil   \n",
       "93687        93687         US   \n",
       "122555      122555  Argentina   \n",
       "122554      122554  Argentina   \n",
       "93686        93686       Peru   \n",
       "93685        93685      Spain   \n",
       "109330      109330      Chile   \n",
       "109329      109329         US   \n",
       "109328      109328      Spain   \n",
       "109327      109327      Spain   \n",
       "109326      109326   Portugal   \n",
       "94617        94617         US   \n",
       "94618        94618      Chile   \n",
       "35513        35513      Spain   \n",
       "35514        35514      Spain   \n",
       "\n",
       "                                              description  \\\n",
       "118056  This wine has very little going on aromaticall...   \n",
       "35516   This Merlot has not fully ripened, with aromas...   \n",
       "11086   Picture grandma standing over a pot of stewed ...   \n",
       "11085   A white this age should be fresh and crisp; th...   \n",
       "102482  This wine is a medium cherry-red color, with s...   \n",
       "102481  This wine has artificial, plastic-like aromas ...   \n",
       "102480  This has overripe tropical-fruit aromas on the...   \n",
       "90934   Mulchy and gaseous on the nose, this subsequen...   \n",
       "90933   Raisin and funky leather are the prime aromas ...   \n",
       "118952  This smells distinctly of rubber and little el...   \n",
       "118951  Oily citrus, apple and mealy grapefruit are no...   \n",
       "118950  Soapy, floral aromas are more like those of a ...   \n",
       "103342  Confected and soapy with exuberant baby powder...   \n",
       "109227  This tastes barely ripe, with a vegetal flavor...   \n",
       "122414  This Chardonnay has dilute peach, citrus and v...   \n",
       "109226  This is oily and strained on the nose and fles...   \n",
       "109224  Peju's Sauvignon Blancs need warm vintages to ...   \n",
       "90932   This very ripe wine tastes of supermature grap...   \n",
       "90931   This is dark, amorphous and shows almost nothi...   \n",
       "90930   This tastes soft, sweet and simple. The blend ...   \n",
       "90929   This is just barely drinkable, with modest bla...   \n",
       "90928   This has medicinal, sweet-tasting flavors of c...   \n",
       "90927   Lean and rather dry, this has old wood and lea...   \n",
       "87122   Pale salmon color and slightly bricked, this w...   \n",
       "87123   An unclean nose smells cheesy. This is flabby ...   \n",
       "90907   Herbaceous red-fruit and forced fiery oak arom...   \n",
       "34499   A heavy, acidic and boring wine, not offering ...   \n",
       "107776  Made from partially fermented grape must, this...   \n",
       "34500   Average peach and apple aromas are as good as ...   \n",
       "109225  This is acidic and sweet, with a medicinal taste.   \n",
       "122415  Baked-apple aromas are not in accordance with ...   \n",
       "122416  Nobody ever said Argentina was Pinot Grigio co...   \n",
       "122417  There's little going on in this wine beyond su...   \n",
       "93690   Barely drinkable, although you'll get by at bi...   \n",
       "93689   Clumsy and a bit chemical smelling, with a sti...   \n",
       "93688   Hits with barrel resin and not much else. Feel...   \n",
       "93687   Too high in alcohol and too overtly sweet in s...   \n",
       "122555  Oxidized aromas are not inviting. After the do...   \n",
       "122554  Cloudy to the eye, with strained aromas of sau...   \n",
       "93686   Best on the nose, where apple and lemony aroma...   \n",
       "93685   Maderized and stalky smelling, with a scratchy...   \n",
       "109330  This is fleshy and dilute up front, then heavy...   \n",
       "109329  This wine has a rustic, unclean quality. At a ...   \n",
       "109328  Right away this goes wrong; the nose is smothe...   \n",
       "109327  Feral, feline, sweaty aromas precede an awkwar...   \n",
       "109326  This is a light, fruity and off-dry wine. It h...   \n",
       "94617   This Lodi wine has a whirl of smoky, oaky flav...   \n",
       "94618   This is raw, sour, tangy and loaded with junip...   \n",
       "35513   The aromas of this wine are gummy and candied ...   \n",
       "35514   Rusty in color, with rubbery cherry and raspbe...   \n",
       "\n",
       "                                       designation  points  price  \\\n",
       "118056                                     Reserve      80   26.0   \n",
       "35516                                          NaN      80   20.0   \n",
       "11086                                          NaN      80   11.0   \n",
       "11085                                          NaN      80    8.0   \n",
       "102482                              Cabernet Franc      80   18.0   \n",
       "102481             Signature Series Mountain Cuvee      80   19.0   \n",
       "102480                               Gaucho Andino      80    7.0   \n",
       "90934                                        Royal      80   10.0   \n",
       "90933                                  Valdemoreda      80    8.0   \n",
       "118952                                         NaN      80   12.0   \n",
       "118951                     Mariflor Michel Rolland      80   18.0   \n",
       "118950                                   Padrillos      80   12.0   \n",
       "103342                                         NaN      80    9.0   \n",
       "109227                      Gracie Creek Vineyards      80   32.0   \n",
       "122414                                 City Lights      80   16.0   \n",
       "109226                                         NaN      80    9.0   \n",
       "109224                                         NaN      80   22.0   \n",
       "90932                                          NaN      80   20.0   \n",
       "90931                                          NaN      80   15.0   \n",
       "90930                                          NaN      80   10.0   \n",
       "90929                                          NaN      80   36.0   \n",
       "90928                                          NaN      80   10.0   \n",
       "90927                                       Hyppos      80   25.0   \n",
       "87122                                          NaN      80   16.0   \n",
       "87123                                          NaN      80    7.0   \n",
       "90907                                          NaN      80   10.0   \n",
       "34499                        Silvaspoons Vineyards      80   23.0   \n",
       "107776                               Rosso e Dolce      80   11.0   \n",
       "34500                                     Un-Oaked      80    7.0   \n",
       "109225                             Hayley Vineyard      80   36.0   \n",
       "122415                                      Amadeo      80   11.0   \n",
       "122416                                     Lote 44      80   12.0   \n",
       "122417                                       DeLuz      80   45.0   \n",
       "93690                                          NaN      80    7.0   \n",
       "93689                                          NaN      80   10.0   \n",
       "93688                               Cuvée Giuseppe      80   25.0   \n",
       "93687                                          NaN      80   24.0   \n",
       "122555                                        Rosé      80   17.0   \n",
       "122554                      Premium Rosé of Malbec      80   16.0   \n",
       "93686                                         Brut      80   15.0   \n",
       "93685                     Conde de Valdemar Rosado      80   10.0   \n",
       "109330                                         NaN      80   11.0   \n",
       "109329                                         NaN      80   18.0   \n",
       "109328                       Vendimia Seleccionada      80   17.0   \n",
       "109327                             Rosa de Arrocal      80   15.0   \n",
       "109326                                         NaN      80    8.0   \n",
       "94617                                          NaN      80   12.0   \n",
       "94618   Edición Limitada Gran Reserva de Los Andes      80   25.0   \n",
       "35513                                Unus Old Vine      80   12.0   \n",
       "35514                                        Alone      80    8.0   \n",
       "\n",
       "                    province              region_1          region_2  \\\n",
       "118056            California      Livermore Valley     Central Coast   \n",
       "35516             Washington    Horse Heaven Hills   Columbia Valley   \n",
       "11086   Languedoc-Roussillon                 Fitou               NaN   \n",
       "11085       Southwest France              Bergerac               NaN   \n",
       "102482            Washington  Columbia Valley (WA)   Columbia Valley   \n",
       "102481            California           Napa Valley              Napa   \n",
       "102480          Maule Valley                   NaN               NaN   \n",
       "90934         Northern Spain                 Rioja               NaN   \n",
       "90933         Northern Spain                 Rioja               NaN   \n",
       "118952                 Other      Calchaquí Valley               NaN   \n",
       "118951      Mendoza Province               Mendoza               NaN   \n",
       "118950      Mendoza Province               Mendoza               NaN   \n",
       "103342              Bulgaria                   NaN               NaN   \n",
       "109227            California         Sonoma Valley            Sonoma   \n",
       "122414            California            California  California Other   \n",
       "109226          Maule Valley                   NaN               NaN   \n",
       "109224            California           Napa Valley              Napa   \n",
       "90932               Bordeaux    Bordeaux Supérieur               NaN   \n",
       "90931       Mendoza Province               Mendoza               NaN   \n",
       "90930             California            California  California Other   \n",
       "90929             California         York Mountain     Central Coast   \n",
       "90928             California            California  California Other   \n",
       "90927               Bordeaux    Bordeaux Supérieur               NaN   \n",
       "87122                  Idaho                   NaN               NaN   \n",
       "87123                Levante              Valencia               NaN   \n",
       "90907       Mendoza Province               Mendoza               NaN   \n",
       "34499             California                  Lodi    Central Valley   \n",
       "107776           Italy Other                 Italy               NaN   \n",
       "34500       Colchagua Valley                   NaN               NaN   \n",
       "109225            California       Anderson Valley               NaN   \n",
       "122415        Northern Spain                 Rioja               NaN   \n",
       "122416      Mendoza Province               Mendoza               NaN   \n",
       "122417            California            California  California Other   \n",
       "93690             California            California  California Other   \n",
       "93689                Juanico                   NaN               NaN   \n",
       "93688      Vale dos Vinhedos                   NaN               NaN   \n",
       "93687             California      Dry Creek Valley            Sonoma   \n",
       "122555      Mendoza Province               Mendoza               NaN   \n",
       "122554      Mendoza Province         Luján de Cuyo               NaN   \n",
       "93686                    Ica                   NaN               NaN   \n",
       "93685         Northern Spain                 Rioja               NaN   \n",
       "109330        Central Valley                   NaN               NaN   \n",
       "109329            California        Bennett Valley            Sonoma   \n",
       "109328        Northern Spain      Ribera del Duero               NaN   \n",
       "109327        Northern Spain      Ribera del Duero               NaN   \n",
       "109326           Vinho Verde                   NaN               NaN   \n",
       "94617             California                  Lodi    Central Valley   \n",
       "94618      Casablanca Valley                   NaN               NaN   \n",
       "35513         Northern Spain             Calatayud               NaN   \n",
       "35514                Levante              Alicante               NaN   \n",
       "\n",
       "               taster_name taster_twitter_handle  \\\n",
       "118056      Virginie Boone               @vboone   \n",
       "35516     Sean P. Sullivan         @wawinereport   \n",
       "11086       Joe Czerwinski                @JoeCz   \n",
       "11085       Joe Czerwinski                @JoeCz   \n",
       "102482    Sean P. Sullivan         @wawinereport   \n",
       "102481      Virginie Boone               @vboone   \n",
       "102480   Michael Schachner           @wineschach   \n",
       "90934    Michael Schachner           @wineschach   \n",
       "90933    Michael Schachner           @wineschach   \n",
       "118952   Michael Schachner           @wineschach   \n",
       "118951   Michael Schachner           @wineschach   \n",
       "118950   Michael Schachner           @wineschach   \n",
       "103342  Anna Lee C. Iijima                   NaN   \n",
       "109227                 NaN                   NaN   \n",
       "122414                 NaN                   NaN   \n",
       "109226   Michael Schachner           @wineschach   \n",
       "109224                 NaN                   NaN   \n",
       "90932           Roger Voss            @vossroger   \n",
       "90931    Michael Schachner           @wineschach   \n",
       "90930                  NaN                   NaN   \n",
       "90929                  NaN                   NaN   \n",
       "90928                  NaN                   NaN   \n",
       "90927           Roger Voss            @vossroger   \n",
       "87122     Sean P. Sullivan         @wawinereport   \n",
       "87123    Michael Schachner           @wineschach   \n",
       "90907    Michael Schachner           @wineschach   \n",
       "34499                  NaN                   NaN   \n",
       "107776                 NaN                   NaN   \n",
       "34500    Michael Schachner           @wineschach   \n",
       "109225                 NaN                   NaN   \n",
       "122415   Michael Schachner           @wineschach   \n",
       "122416   Michael Schachner           @wineschach   \n",
       "122417                 NaN                   NaN   \n",
       "93690                  NaN                   NaN   \n",
       "93689    Michael Schachner           @wineschach   \n",
       "93688    Michael Schachner           @wineschach   \n",
       "93687                  NaN                   NaN   \n",
       "122555   Michael Schachner           @wineschach   \n",
       "122554   Michael Schachner           @wineschach   \n",
       "93686    Michael Schachner           @wineschach   \n",
       "93685    Michael Schachner           @wineschach   \n",
       "109330   Michael Schachner           @wineschach   \n",
       "109329      Virginie Boone               @vboone   \n",
       "109328   Michael Schachner           @wineschach   \n",
       "109327   Michael Schachner           @wineschach   \n",
       "109326          Roger Voss            @vossroger   \n",
       "94617       Virginie Boone               @vboone   \n",
       "94618    Michael Schachner           @wineschach   \n",
       "35513    Michael Schachner           @wineschach   \n",
       "35514    Michael Schachner           @wineschach   \n",
       "\n",
       "                                                    title  \\\n",
       "118056  3 Steves Winery 2008 Reserve Cabernet Sauvigno...   \n",
       "35516        James Wyatt 2013 Merlot (Horse Heaven Hills)   \n",
       "11086                         Mont Tauch 1998 Red (Fitou)   \n",
       "11085         Seigneurs de Bergerac 1999 White (Bergerac)   \n",
       "102482  Tucannon 2014 Cabernet Franc Rosé (Columbia Va...   \n",
       "102481  Kirkland Signature 2013 Signature Series Mount...   \n",
       "102480  Aguirre 2014 Gaucho Andino Chardonnay (Maule V...   \n",
       "90934        Bodegas Franco-Españolas 2010 Royal  (Rioja)   \n",
       "90933         Bodegas del Mundo 2010 Valdemoreda  (Rioja)   \n",
       "118952         Michel Torino 2014 Rosé (Calchaquí Valley)   \n",
       "118951  Bodega Rolland 2013 Mariflor Michel Rolland Sa...   \n",
       "118950     Ernesto Catena 2014 Padrillos Malbec (Mendoza)   \n",
       "103342         Targovishte 2009 Muskat Ottonel (Bulgaria)   \n",
       "109227  Muscardini 2009 Gracie Creek Vineyards Syrah (...   \n",
       "122414  Casa Tiene Vista 2012 City Lights Chardonnay (...   \n",
       "109226  Viña el Aromo 2011 Sauvignon Blanc (Maule Valley)   \n",
       "109224            Peju 2011 Sauvignon Blanc (Napa Valley)   \n",
       "90932          Château Timberlay 2009  Bordeaux Supérieur   \n",
       "90931      Bodega Carmine Granata NV Pinot Noir (Mendoza)   \n",
       "90930                   Immersion 2011 White (California)   \n",
       "90929   Calcareous 2009 Cabernet Sauvignon (York Mount...   \n",
       "90928                    Fat Cat 2010 Merlot (California)   \n",
       "90927   Château Majoureau 2009 Hyppos  (Bordeaux Supér...   \n",
       "87122                   3 Horse Ranch Vineyards 2014 Rosé   \n",
       "87123       Torre Oria 2014 Shiraz-Tempranillo (Valencia)   \n",
       "90907                 Mountain Door 2014 Malbec (Mendoza)   \n",
       "34499   Fenestra 2007 Silvaspoons Vineyards Touriga Na...   \n",
       "107776      Stella Mia NV Rosso e Dolce Brachetto (Italy)   \n",
       "34500   La Playa 2009 Un-Oaked Chardonnay (Colchagua V...   \n",
       "109225  Bryter 2009 Hayley Vineyard Pinot Noir (Anders...   \n",
       "122415          Bodega Beleluin 2011 Amadeo Viura (Rioja)   \n",
       "122416  Bodega Cuarto Dominio 2012 Lote 44 Pinot Grigi...   \n",
       "122417         Casa Tiene Vista NV DeLuz Red (California)   \n",
       "93690              Backhouse 2010 Pinot Noir (California)   \n",
       "93689                Pueblo del Sol 2009 Tannat (Juanico)   \n",
       "93688   Miolo 2009 Cuvée Giuseppe Chardonnay (Vale dos...   \n",
       "93687             Jigar 2009 Zinfandel (Dry Creek Valley)   \n",
       "122555                       Hom NV Rosé Malbec (Mendoza)   \n",
       "122554  Piattelli 2010 Premium Rosé of Malbec Rosé (Lu...   \n",
       "93686                    Tacama 2010 Brut Sparkling (Ica)   \n",
       "93685   Bodegas Valdemar 2010 Conde de Valdemar Rosado...   \n",
       "109330          Rai 2013 Sauvignon Blanc (Central Valley)   \n",
       "109329  Ektimo Vineyards 2013 Sauvignon Blanc (Bennett...   \n",
       "109328  Sembro 2012 Vendimia Seleccionada  (Ribera del...   \n",
       "109327  Arrocal 2014 Rosa de Arrocal Rosé (Ribera del ...   \n",
       "109326                   Mapreco 2014 White (Vinho Verde)   \n",
       "94617           Insatiable 2011 Cabernet Sauvignon (Lodi)   \n",
       "94618   Santa Alicia 2010 Edición Limitada Gran Reserv...   \n",
       "35513   Agustín Cubero 2013 Unus Old Vine Garnacha (Ca...   \n",
       "35514                   Bocopa 2014 Alone Rosé (Alicante)   \n",
       "\n",
       "                         variety                    winery  \n",
       "118056        Cabernet Sauvignon           3 Steves Winery  \n",
       "35516                     Merlot               James Wyatt  \n",
       "11086                  Red Blend                Mont Tauch  \n",
       "11085                White Blend     Seigneurs de Bergerac  \n",
       "102482                      Rosé                  Tucannon  \n",
       "102481        Cabernet Sauvignon        Kirkland Signature  \n",
       "102480                Chardonnay                   Aguirre  \n",
       "90934                Tempranillo  Bodegas Franco-Españolas  \n",
       "90933                Tempranillo         Bodegas del Mundo  \n",
       "118952                      Rosé             Michel Torino  \n",
       "118951           Sauvignon Blanc            Bodega Rolland  \n",
       "118950                    Malbec            Ernesto Catena  \n",
       "103342            Muskat Ottonel               Targovishte  \n",
       "109227                     Syrah                Muscardini  \n",
       "122414                Chardonnay          Casa Tiene Vista  \n",
       "109226           Sauvignon Blanc             Viña el Aromo  \n",
       "109224           Sauvignon Blanc                      Peju  \n",
       "90932   Bordeaux-style Red Blend         Château Timberlay  \n",
       "90931                 Pinot Noir    Bodega Carmine Granata  \n",
       "90930                White Blend                 Immersion  \n",
       "90929         Cabernet Sauvignon                Calcareous  \n",
       "90928                     Merlot                   Fat Cat  \n",
       "90927   Bordeaux-style Red Blend         Château Majoureau  \n",
       "87122                       Rosé   3 Horse Ranch Vineyards  \n",
       "87123         Shiraz-Tempranillo                Torre Oria  \n",
       "90907                     Malbec             Mountain Door  \n",
       "34499           Touriga Nacional                  Fenestra  \n",
       "107776                 Brachetto                Stella Mia  \n",
       "34500                 Chardonnay                  La Playa  \n",
       "109225                Pinot Noir                    Bryter  \n",
       "122415                     Viura           Bodega Beleluin  \n",
       "122416              Pinot Grigio     Bodega Cuarto Dominio  \n",
       "122417                 Red Blend          Casa Tiene Vista  \n",
       "93690                 Pinot Noir                 Backhouse  \n",
       "93689                     Tannat            Pueblo del Sol  \n",
       "93688                 Chardonnay                     Miolo  \n",
       "93687                  Zinfandel                     Jigar  \n",
       "122555                    Malbec                       Hom  \n",
       "122554                      Rosé                 Piattelli  \n",
       "93686            Sparkling Blend                    Tacama  \n",
       "93685                       Rosé          Bodegas Valdemar  \n",
       "109330           Sauvignon Blanc                       Rai  \n",
       "109329           Sauvignon Blanc          Ektimo Vineyards  \n",
       "109328               Tempranillo                    Sembro  \n",
       "109327                      Rosé                   Arrocal  \n",
       "109326          Portuguese White                   Mapreco  \n",
       "94617         Cabernet Sauvignon                Insatiable  \n",
       "94618                 Pinot Noir              Santa Alicia  \n",
       "35513                   Garnacha            Agustín Cubero  \n",
       "35514                       Rosé                    Bocopa  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by='points', ascending=True).head(50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hmm.. It sure looks like the worst wine in this dataset has 80 points. Suspicious, if you ask me. Let's see a plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "df.points.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yup! The data ends at 80. Weirdly enough, it looks like it is normally distributed. This gives me confidence that the data from 0 to 80 was not brutally removed. I am just going to ignore this :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'Unnamed: 0'}>,\n",
       "        <AxesSubplot:title={'center':'points'}>],\n",
       "       [<AxesSubplot:title={'center':'price'}>, <AxesSubplot:>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems that there is a unused index column in the data called \"Unnamed: 0\". We should remove that.\n",
    "\n",
    "Also, it seems that price is quite heavily skewed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "country\n",
      "US           54504\n",
      "France       22093\n",
      "Italy        19540\n",
      "Spain         6645\n",
      "Portugal      5691\n",
      "Chile         4472\n",
      "Argentina     3800\n",
      "Austria       3345\n",
      "Australia     2329\n",
      "Germany       2165\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='country'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_countries = df.groupby('country').size().sort_values(ascending=False)\n",
    "print(top_countries.head(10))\n",
    "top_countries.plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From Finnish perspective, the US wines are hugely overrepresented in this dataset.\n",
    "\n",
    "Let's see, how many unique and na values are there in the columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                  NaN\n",
       "country                      43\n",
       "description              119955\n",
       "designation               37979\n",
       "points                      NaN\n",
       "price                       NaN\n",
       "province                    425\n",
       "region_1                   1229\n",
       "region_2                     17\n",
       "taster_name                  19\n",
       "taster_twitter_handle        15\n",
       "title                    118840\n",
       "variety                     707\n",
       "winery                    16757\n",
       "Name: unique, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include='all').loc['unique', :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                   0\n",
       "country                     63\n",
       "description                  0\n",
       "designation              37465\n",
       "points                       0\n",
       "price                     8996\n",
       "province                    63\n",
       "region_1                 21247\n",
       "region_2                 79460\n",
       "taster_name              26244\n",
       "taster_twitter_handle    31213\n",
       "title                        0\n",
       "variety                      1\n",
       "winery                       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try to see, if there are some differences between different countries at different prizes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='price'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nIBKV+qzsx3W7K1HdGUiLiH1UVf7I35eaeirbFhSHK9QXcy1Wtqz0o6gqgsqWRwg5PiW9VvXy3DJi7XPzVdPcz9D1ba4RJfXu0PmZ41hqcx6HHVCxH23jor69xFcAmEAj6fCaI4SQu40rh89SgCWEEELIKDQKsCLyrQ3rBcB3LKxHdyhKCfTJBv7uq/83fOenfw7f9Tv/GSIN/PEbe/g7ly8BAK7tXscbbz2Mt99KcHm6j19oWbeOIhwe3gcAuC/xD8P9sbcqfOHVCBu778ejL9yDNUxwEp0C2MxKpALGgwfF8PAfj9+OM1SH3J5H6WWzu3aMPSv2IJfLAlpIZIYxewTWXICVqCrH2OXFbskphkI0AgCt/cKDT0BUTjtiF2nUdlTWzUzAFEAnU2DqpvqW61KeR8Vz5V0jpgEAGzhx13jxCWxGJJUasdtfFxrFYpEoXKaaFtCu0T6Iqlxr5pnY14YoqEwqVtn1E1XE7Wz7bL+Us3pMOVayvplrVJV+UEgfm4n2zPkN/ihi/VtpRykoUZh43gMWgRHnZQ7tVLAIAbZ524NoGw8nLwADHYuhiCVBElGAJYSQEDfOry67C4QQQgi5S+Cd2UhEEKizKY7v2YH+/EMQpZDECn/05j5+z+TleO2JcZsB3/b6K3jVS06Ddb3qoat470s+nD9PVHEaZwH74vf9lhiAYB3r+bKjqGhDAYihcUGO8K7Dy3jv3pvx1clHSnUDmQM1Kjvi9s6yycWk3gEbx1aQbQCRCFGtKFizrqUD1q7BFn/KQqXPxWk3VS2rbVdl4hdqvL3Pg32rx80nFZs6NlDNwfWLrc45FGUts4TYoJnUPkgqP7/h4uFjJ8G3HKlWaOrxXtNNbl2pl9VssT37G1kO2In4HbARdHrsluiA1bmKLQj6qp2dD/VW1RwnEYUYClHQSb4oFuGA7Ynk/9SyH21hV47ma2sJRNCl9yVCCCEp5p3/IGBcIIQQQghZNLwzG4kIGnIe43/Ff4ez6OdL67avvRSX5RUAAB3dj88//g5ce/oN+Mp7fx7RVlHOaGZbOMNe9Kl8+VlcGJnvP76eP/7iB8pZm8qxmh1OLEEhW7ehDvHwla/EPddf7eyBX6Q4T74D963/qWwf/e0YJmvGsVnnyGxxSYrfOScoOx61NXRanJKNTXgEumAVWUdyUVYA0SFzuW//VEm0VnbMgLdd44AtC7A1WmR1kajgutDxMTEFrSII2kYqlFr170HIx5w1VrNWheMsnOss9RxHhQM2eAxSoTjqcNwWTYO0DEH6fpOirKWh0oE1SiFGhDhZD5aZm3kPmYlJGPjYH8Q7uIDbT4BNIwiGFtAJIeR2JP3cOPb8mE0IIYQQMgSLmISLtEApAU5jvARX8LJ73o9/+eQeNtUZvu91X4L9x++H+oKX48L512AHT+HJJzYwiU7wC6/4EUyfexdOj2J8yQNP4AM3HwNOU3EosTJZz1WMB0+3IQCu6Cv58tftlYdVucLNwfQ4DyBQEERIsBGcSdwvZD22/XmrgXoRZH0tmwjKI7IWgmC9AFvNaS27M20BV4IO2GoGbKSqw9XdMsE+ZdUZp5kSYHa+Vul3ESxg6jX7rDqYAIuym6UIgroOho93U75tdcN6cTU9FkWMhMqHwFvbt23KPj5dCfSxGPZejiBI10V5rm4wA1bpTOjv3qVFoa3XWXpdNZ2PJvzHV4tCJApx8MeE+amLQGiDmB9ZelcRTGYusTfZwYY6R5xMkcTnzRusCDGSyigGQgghBWe34Y9rhBBCCLk94Z3ZSERKQ87Sw603LuNrv+if471v+mE897m3YTZbx5ef/jx+//0/gseOngYAxHqztP2GLgTXCIJzVeSLnk6nuPfap/B/W/9LiK1yhkf2MwHFUWNurlXF1p14r3Y/6vScYsokf6mt7bq6bWHMHbZuZ8AWtfscsO0iCEJ7YWfA1jtgbU3QGF91LhgCortkRRpXaQtnLor++yII0tqcDXwljADZJwO2zVXgCKB1E2rVNhbYJspF0xpnp2ffCtG7PAmXynRlM+FUFAirVabePqLwgpBWQbp5sAKAcG6v8xNGuQaVSumTQJzGYpjPu6raOOYXwP5kGwCwoy+M0t6iiKGhKcASQkiQRA6RJNXvzoQQQgghi4Z3ZiMRKYFkmumfeNufxx+8+U/wB/f/CZJM3FAAXoXH8/KTTMAzQuDU+nIYi8YXnO/mz88nU1x/ZSZIaY+cofyOraubtgArmECwFaeuymkmRO0/9KtYP/48Th78TOM+GiklJE1t7NzIS7rkjsxWmY5+MU8cB2yrSbhyFbcs3sIRfevIBWFVDIeWc0e0UpUHxTPXVepxZ5afp2U3LQG2rofVDFjbAWuoCt/+yuojCNxJvZpE+fLG7tM8SKB52wDhLav9VBLlbYUFWOOAXb4AK5BKJIT7yih7Zauo3JtdRQOIB3bAApjLTVxc28NOwrU/3QEAbCWbDSVXiwkSJPyYJ4QQD+a9f4YbR88vtSeEEEIIuTvgndlIRNDQ2ZxXX7jzcex+9jGcPf5QsHwsEb4leijXByeW3TMWwevuv5Y/P4vX8PU3/wCePvk/Eevq0GkVmKno+VwQRS5ErkdnePjGy3Dfldel7T7wX/C3vvJvYvu+D/uqKLfToGPsbgeGdQNFrmubS7KmnZJzNeCOC8islWf1fajWkrs8NZDMujlgM/9uUX2LraoZsOLpW1UUTcVmxwHry4n1tClQuZtSPNeV5JmcpiVHEgyI4rWeWq/YqUp/KmtVJiwGhFJb6JcsHCKNIGjngA1my46ANOYKKERS7n/4tVkjpiN1wEYynAN23qNYRBAMnAE7NQ7YjUHbWTSx6MKZTwghxCH9LnDl1jNL7gchhBBC7gaYATsSkdLQZ6ko8m34ATz+/F/HfdhHFAnie65Wysei8KbdYsi+LQhFEKxPCvfqqTUJ10Triqweuv2+sXMMvFCUiSTBRnSOk9NXBffDFUj//mveg2c2H8rX9sWIl00OWDuOoCIsOg7Y8J771cayrhWWaas16OzfQnz0CrASFhMDGrm3rBGbfBEE4htU7mnTmwHbePpUZwesv38tqamrjbPWp1MWWbS2y9hc/1E+gVxIgEUm7Ko2KQADoXOhXZqPZwuhOHQENdKoh3jQCIKO14RD/npqF3brq6FVqf1pOuJgZ3Z7fWQygoAQQsJEahda9nDj7HpzYUIIIYSQOeGd2UhEEMyyiX0Ob9yHzbMXoSYvg0Qvx+zmW7B+nGYLmkgCAfDk578Ib998CgDwwNXEqktjOiliBU43ClFAeYSIPex7+1Q2iAreN30zNgJxBSGZ4lUPfRqXLl3P2g4UaoMRBCWqtiXlxyHBxs2ADbdVnwFbraNp1vm0vFaFAKu7DNsWj2gaKiqF6Nh2Ei5XNBdR0I4DNvXfthXr+kQQuEt8hNb1EegyoTRYV/WtT2UuWMD/OkrLaIgoKL3MCIKms1CsLc5pnwgCgRIgDmQpLwI1V8BE4bge2pC8t5YKsLvJcMdiCGJGEBBCiBcBMME6gBiHOjQBLSGEEELI4uCd2UhESiNRM7zmx34Aj3/i6/CuB/93XDz5Ubxk8icwPT/Ejcffhc999l24evWRdAMl2Nu7H7/z0X+M/2X3/Xjj/sfzumIRTKfFJFy/7+P/OX88nVUnEjiNmmftVhCIUliL/da+OrHHuAVDolUbcgesZxKu1nVIOwE24EEtiZFuvbX1ZbtdmoQrEEGgvFKkKk2SVO+9LZZsWDP3lifx8uXGOuTqu2/fwhM2QVRwQifAl8nZ8lz6upj1O6qLIGgxHN/3zI0gSDNgFVS2PII/LmMlJuFy9rmcAWscvMWS4t8qddK/VkAk82XwtmGu323yyIuetQhauc/3N9IM2AtLdD73YYKEDlhCCPGSfvrHagfH1vcpQgghhJCh4J3ZSETQmOEcESJ87dnbsLUxw+999PvwO+97Cn/k4W+DaOC5516HIk8UeOjWffjEx78Gp7fuRawKYVUpwfpa8Wv9tx9+HWY6FVk34rVK24lyBRsfUpIwNo6aJ90q6tM19QZwR8nnQ4l9l2RIkmyKIPDjyKuVpa4A2yRASS7AGlcpoJO2Dlgj5rkCUs05y87npoQcsOVtfQJyHkGQH/e6vSwfG7/YVdRjP6+6mcOtBH3J7fMZrN6YYfqBRjz9SDNgjQBbNzBfDR05Wou0EhsdpTDY4XBdOg+0GHpn54gg0MX75ZDsr2cRBMntpcDG0HTAEkJIDVO9hjNPpBMhhBBCyKLhndlIxEpjFqU37/fIDr4n+cZ83af0K+CKEPcdXEV8XLgor0fbRV2isbFWlhyOk1sA/MPztcrcfJkIowT4pYOPOqWKochfe/GPIn7NtdLa3DkYVevP8zLFPzT6V/HyyjYuUoogaCfIuOZHgV9sTFfaflNbRPFkyrbIHvXmwhqnmQjEE0FQ3a9CrFTKFv1q/HxSiH8bOPZOsFV1fVbLtIpqyJt0xOCAmKcgVr3itF0NI2jGiLhhB29Qm1WoF3stoV6yDFglESI0TMKlsvLLdMDak7Wp6tVSejZHPzUEkcigAmzqqu6/fT4JV9/taz3ABQfr2SRcSc1EgitI6oBd3rVKCCGrzua5QMsBkqR5tBghhBBCyDxQgB2JSGnoGPjs/kdxcH4d/+Q134xHXvYjePfJ38HvOPvzFQ3gjZd/GpsqzX8VAAfTS/k6JRpx3D6n9KFZGlfwQy/7Mbz8aAsf3/wQ/vt3fV9le1PDKzdfxG58sfW+qVxs8/Ox1+3gBx55Z2MtALwO1lIEbElQch2wUSsHrF1jWUv0RxD4j221HyaCQImCDuZm+sTEjgJJ7oA9wsyKOgjV4oqtItZx9jlBzUHxzVXWkFcrvYTWUF1mV+uCGOqcnT7pOSyyK6hcWFUhATadmiodn78k3AgCHyr/McTsT41oHjhXSZYBO6y7tHd4QL59yrC91NEEh7KBXbm9btAj6MKZTwghxEFh++QUgMa1w2eW3RlCCCGE3OHcXlM638ZE0EgihY9e+3EAQPINfwkJgCcf2oZMI2z/zD/Hy47fjmc2j/Lye/E2zJzniTU5VlwjwPi0PJNn+dx9e/hb9/1jf/9EvBsbo+20ps2oIYLgJQ9cBXA1uD1QuFnbCaiBOtCc1wr4IwhUyTnaIkPVXi3p8S2EDqkIsLm3teTELT/KhezaYfrFuk2cIEmmWR5wm1zWor3ccZwL31XnrJ9QBIHbVlmU92Wv+uouV1YI2t3xi8gq39+oVFIBiBBBSb0DNlUkVaVPQ+ek2hSTcOlKy5UM2AZdMhAUAQDQSlI39xzZzk3Utd8GMa+zuQ5/u/3bxxZ2k7PmgivEBJoZsIQQ4iX9BnTh6BC4AFw9eh73X3x02Z0ihBBCyB0M78xGIoLGLI4QTdLh+H9G/gr+lPx1vHr9CWAtxj+496txz9r7SuUjI7oqKWmASgSfe99X+xvyCbCqzbBZgahCdIqyiv6bvX18+819/O6Dg6xUOIJgnkm48l5I1Fpwq4itLTNgw/VlfysSrS9uwHqijJiZDYuvdcD6Gs5kKNUiX9JyoG7iGImTNSv5P+5CG+V3wLY4fdI4CZc/cqBOxJPa3VZQ3repJmcnvEJp0c/ILZ1OwgWTARtywKaO0fo+D4tYfQu5V/OTqUp/AuX8xzCBhhpYgJ0f89obvo8Hagu7cjp4O4tCzRQiJcXkgIQQQipcPkgjt26cXV9yTwghhBByp0MBdiQipaGhMNn8UgDA5SdmeOjpfbz3538Jf+DDP4zJo8CfuvR/z8vH0JCt9Evhxul6SV6IRfB0cp+3HZ/etIYZ/tDNPfzjZ5/Hu49rJm6ysgL3z24AALZE8Kdv3MS6o2987yvfi7/3iq8CUAzXnkeALYa9N12S9e7Qdg5Yq5++CILOkQDpnyKCAN0E2Boxsc5ZuYFjJIkdQeA//uJ5mXfdx7KftY0Aa/pk/raIJvBU21s6UuL02anP44C1J+EKC7s6fZH5Jjbr29eOFA5Y0ye3ZWXlMtcfwboIAg0NpQU65AZeAPNmwObncYSDf6C2sRuc+G712MQ6ANABSwghHszHxu7RDQATHMphXXFCCCGEkLlhBMFIxCqdjVrFDwAAXvv4tyKBxhNrv4y1W8Dahsb52+4FfiYt/yzuw3Px/XjZs4/hSL0M2Pp0XlckGnE8Aaw4wutn17A7vexvWxL8yRt7AIDve/5FvOmxRyplVMlXB3xi87OomxT21S//ZLGtmcVoAXiHqFsikngE03K5Nh3xhZva7Th1NExiY/qUCx0akKi6H0bkKy8p2i2ydOtzVo1YvZFFEDQhnuMn+SRW1oRODcdOZXXVlTL1mnZM6UL4bBevYJ4rAJFHlI9a/XZUcxztOrOc2UhHeb2hDFgTQbDUDNh8n8SaOi9Utk1GqkdM1kCiBBA9sANWNV53dZj3C3eiuPYV1Edq2OxHW7gvudmvnSWwoVMBdp7jSwghdzbpt7JY7eCk7ksvIYQQQsgCoDVmJCKlMYOCUqkz8pX6AbxGP5Svf89nDvAS/UL+/H+I/ygAQJ0miFTkRBBUxaE/97q/i++Xf4jEc68dq+aJYxR06UY9JGh4l2rTr3ZChk/CM0JgpwgBp7m2OabhEuVc1FA77iJT2mTATiTq5YAN5o5afbJnbd9Qx0hm00q5qufTI7D5jnOr01cfQRASWK1pz7x11rXXJDHWLa8ejfS5rjh1JXXAIs6ehyMIUrF2iQJsm9eZOH9rJ07zoNcApK/pMYb396eFs3pB7Ec72MXR4O0sirUszzihAEsIIR6Kb3tryRRnt9H7OyGEEEJuTyjAjkQMjZnHcPzSJHWtvvzaLn77z34gX36gtvE1Z2+Gb9h35BFENjYP8S/f8CGvVDJF88QxCoJOmqG9bTlusiXlnrYXYC2RuKew4BfXIstd6zoxGzAO2Ey8m0hUEfj8/TDbmwzYNsJaUe8GTjDLHLC1rZUDa9NFjuvW2SBclZVBG15v1+84YLucM6eOznjOgc+JmxpgVRZBkInhoXOhJN23uroHpiqIVuXt4ry6x79MMLbifD17oB1v/GKZP4LAvGkNLxLvx9u4ILfPDfqaSkV0aXDwE0LI3c7muUDLIc5nt9dEi4QQQgi5vaAAOxIRNLTnRvg3n78Zv+vkS3K/3j03gMmNVAx8WN+HwpVp1eU4YEUE0xpX3ETNGvuXOt2s/nWYZcg4X/uOAs4azP5E6Ctl1eWalveteFgWoEIZsPWuTXfyrlhi6ICQ7K/Z/FvkdtYOGFeCSBJM1bkzCVdATPPllZplub7f8phbQ7Z9m4RFcXNsw+uCa4ITadVltfodsMXG5fOjIFCiEGWCns9lnpbTaa+WaAptalpg/UjTIO4bR2+ljmQjfaCHjiCYj1zwH6Gtg3gbuziC1qt7PGzWMnc8M2AJIaSe7ZNTABrXbj297K4QQggh5A6Gd2YjEanEGw8wQYxdbMJICH9z8534vs2346UXbgIANjd/EgBwvmPV5QqwEPztF67giw/WAShsXp7hpQ/tWW00RxBAacCXv+rgc1MVrsI5JuHKq6jvQ6kFR5izxb/T063GtqrLAhEEDRhHookgmEoc3g+/apm13vb4CTayrLLuGbBGCK2fbCrccr1Tt8iADTgvO0RMmFba5b06qPp01FLcRn72I8uxG/oBwmTALu+tM5+EK/vRpD76o+ePGSbaQjT0oPJm1yvQYe7zoFr/crQ/2caaSrAuG3O2OQ5TlQmwjCAghBAPxfeEi0cHAICrt55fYn8IIYQQcqdDAXYkYmgri6847IezdNbV9YP9UvlveuFJAMCbHvokvuPB/wrYLG6i3azQ66cv4pXnM3zLjW0IgN91/DH85hufydevt4ggiCAlcbVLxOVCHLBWBEHb4fSV5rJ1H/3o1+FjH/26cFNBp2hRorzc4xC0HpuzWWTAqo6ih08MrXezbgYF2HYZq4UD1h6qHuqz1ZeWEQSFpF0/BL68rbtAwfzPT0Otnm7mdTmTcCkoRKKgjAO2JoIAUHlUwTJol8kq1r/lR9WSPgdsFkGgk9pt56X91VFfw5z2+1YcTLYBANvJ7uBtLYI14RybhBDShsv7VwAAN89vLLknhBBCCLmToQA7ErHS0FHmkNz66nz5L135IH70qb+Py2cT/KGTr8qXv/L8ntL2tugSQfCe8y/In/+Pj353ulz80sy6ahZgRQRJ38uhs4OzSjkDNuxsre9GWu7W4b04P9+sLZm3W9I8/REEXgHQ1iTzDFgjwE4qGbCFz6I4xnnbTh6r3Z5y/qaPLAfsbJpvG5RPPS7BwgFb7oPb5+oyhbpIycJhGyrgO5aBiIGG9U4pz/KwGC0VIV8QZf9LS9VEEIiC0u41Mh7Fq1wqk66Z7Nqo9YR4AaE/yfJDZdUjCMqO6yHZm6TC604SdtevEnF2THzRN4QQQgq2T/YBTHEoh8vuCiGEEELuYCjAjkSMGWYmI3T9jfnyz598BIezG4WMsgZs33eCx87uwQvHv14MzbfqigR4XfLS/Pkzl2+mywPeuM0WE8coJKVtdYeJd/JJuBaRAds4pFgFHqN1jqlXlpNCwnSlzObd0tm/mQCro9YZsPbSVpNwAVAK2MQJgHkiCMLOwaooZ+fnqprh+bDOgd/b2FXLq8uArd1OGQk2JJRWlysUYl4wWzabhGsMwS9EFwdscR7qs3IrWxsBVicDRxDM6a+tnUxuseyvpTkw28YdvOJMs0kfOQkXIYRUsX+mjQDE2MFJ9uM2IYQQQsgQcIziSEyRIKm7Ec7Wff9X/In06dN/FT/9/A9h8tC78KaTJ7C/tweY+/6A1hDBP2P5ZnTiLf9Hb+whyZuXVnK8z2fZPYLAI/oZByw8EQTifVgR8+ZoPlte9ZsGn5XOZQQluhBgEVccsL6a8mH/uYhUTMLVkMNgZcBOnDXldtzn+XInA1ZMuzWY8AHfZWycmJXs23zf/Me22kLdts7qmkm4zK1VSPCtOmCRxwpIrcicybq6eo7G84mW4wXqxMc2QrHX6ZwJsNAJZMDh/eF4iXY0ZUY3VxAW212MALurb4+PzYlxBy+5H4QQspqUR8qs6QlO42bDAiGEEEJIX26PO8k7gAhJaYj/v/n834aylKyqNJcumX3sWfwNvAfHLzsoBNhgG90csH/85h7+Vt6elCcm6pQBm2/VfqMQTYJKqYm+Dtgmd69PKG3qkkBUmh861TGSqIuw1MHFJwpQ/km4wtm2VddwnQO2dndbZsCW/Zf1lYdEQuNgjYLXRHMGbOh15V4rSjkO2LoMWK2a2x6QNq+yyJRq9ZrwnJNM2BeZtXTczsE81RuRfoTTYQTYneT2GDhCAZYQQtqzdaZxvHGI89kJppPbY7JFQgghhNxe3B53kncAsWgkqjjcp/oIJ8ktq4QrCCk8dqPIGtRR1dfoEkGQeISIXXWr9Pz7n3sBf+f5F8vtQffOCswdsIF+aV+sgFNUKcv9WW0h8NitsnsEQeHLLEQ1VxBsHDYvZR/fVEIO2ELkK29v1rWRSlIB1kzCNTOz1dduW5MBm3ez7rgWZVKna5sJnfzu1bpe+sIQmvpWT1UozSM9LFHXnN8oP05hB6yCABLN7dych2oGrD+t16YugsC3RmfCvugZ0CGOpCv+oIouzPcR5k5VVsfeWpoBu5s0FFwRJvx4J4SQ1myfnAIQXDl4atldIYQQQsgdCu/QRmKCGWaqy+FWWDv7JCa4DABIIo21zfTOPxa/AhCJP4LgovND/rtOTvHlx+VYAiW6JGDqgOrozRM0YmNAx/jQf/nt+IUPfbN/pVuVtHcXVpyTvXI5rXnic/emKxp6x9znaJGSwDVFXDkL9V1LV0bWVuKss5crABvBDNhqQ9ozYVhx7JrFp4p4l7lDfYJ9MSlSoFdeN2v44DReDYGVxsFaX7P/WV0GbLrvIXF9HNo4UlV+AlTpT6VcyDWt0+tK6yT4XrAK5EL6CJm8+xtGgB1OkF4ksflBacn9IISQ1aT87njxaB8AcPX4+WV0hhBCCCF3ARRgR+Li+i2c74SHNBlH3Sc/8Zvw0Y98PRQU/ty3T3DlnlMAwK+87CrefPEpfMkDT2Bn058cEUEwkbi2H/967csC7Qvi9bU2u1LdtkGgOT/fwMnJbn0djYJZiuvrK62rE2GsDcMOTiNYuC+LhmxUa7WSBLFHgPX3I9PznDzW2pazfQxlwPrb9EUQGAesVNbVSjYNmZnmHJSdxfaS7qiaWIpa327N9eDLgC3Vq+ocsMrrgB18qL7TjsBNsDPrrSU9Iwi0iSDQw0YQtE9g9eNeb3160JZba1vQorCrZ71bG5NIt/+RhRBC7kbsz/LLB1cAAHvnN5fUG0IIIYTc6TADdiRiSXB63yZwJVAgU/Fu3nwIAHCcxRP8yG/4dF7k+Ye/ADfUPXjzL/xrbxURBErVj4/92M4X4Lddf59njZS0mi4T7yxijp58Eq7GDNj5nW5lt6O1tGfda2vriKCRID0HMSJopBNAGXFW5Ymm4YiFKBf9mmXoDRxDi4IuTQgUmnHKF0HgiDMt9j1Nf1XpPoUc0vlEVv7z2GXSpMLDWbdNt4svmAFr1yhRswM2bIQdl0BsSGlyNeeRi38SriyCQGYjyHdzHMh5J+Hq1FSMA2xi5zYRYGMz4mIVrlNCCFlxtk4OATyMQ7nVWJYQQgghpA90wI7EVGY4j6t6t4ruBQAczfZKyz909T8H61IBsSyGbpyNRrfMUBV0CDpcyBDl8LRNwXnuxX3eVmmo729dtEEuW9Yc5zgfhl9+eQW9ermLr01CajpB1CZOcC7VWdnELprVXTqvjkAanGzKrsKpr7avAWGzzgdbiKLVuuqyVqV2QjCTjxrIgC1d607HRCGUe2ocsMskd6TWZC+7DuS6DFjva06nTnqdnGN4B2X/+nMH7DynpMO2B9jCrj6do7HxiPNoGDpgCSGkSvm9MQIwwTZOshFGhBBCCCGLhgLsSMSY4Txy8zqB115JvwB++uYH8bMv/Kt8uSt/Tqyb6NBJi1pMllMnHLadxKrKAlyphbLZu93W/XdiAPJH4pcJ26SkGoErgkacnSGtiziIsLxcLG0zGFsyhXUDxzjXLWfp9VRbFasb01ZLVQWzQysZsB1iIgJtRT1cjko17E1FKC5HMQSFaWUiCCorOvexL24Egfl3dus8L2PeC5quqPDEeZkAq8+9udKLQgHzCdq5yNizjsovFvXsqy1ckJPmgitAPqXcIoYoEELIXcBaMsE5jpbdDUIIIYTcoVCAHYmJJF4H7PH2gwBSUeXZo89hQ0/wkrNN/Id3f7JU7i9cvZ4/jgL30xEEodnbDbpuIjBLw6hzylYY3CBXzTBtLhemJDqVHqrS37o2q7tcuBF9Aqy/H654lNVRux/puk0cVxywoa18w/6lJne2ltwB67/O3InMqlmwdfhlzboIgrqfE3xir+lHNQO27BIOv46MY3SZLtgO56ynMJkLsDKDDOqgnC8Dtrgex+FAbWNH3yYCrLmEqb8SQkgF3/iPzXMNkUOcntMFSwghhJDFQwF2JCaY4XxSOGDXL/4xrF/8Y7jn2uOlco99+Jfxlf/6H+J0/ay0fGo7YAOiihJpzGOtc4m2cZD6HLTTRON37/1Q47ataOq/Zzh8sWk7cTY4ZLshv7SOQmgUTLwCbJ1Tz+OADY+sh1LGAVuNIKjvXfE4FyDz7N12NZljHIUcsE7YQHVvPcc2JBIuRDgKienucvvYh6MNlNKARLVO5qGxJ8USr7StSuuB+iH6vtdN4YAdehKu+ejv2i960EUC3o+2cEFujxvzOP9BiQosIYRUqUqwu8fpD2xXDp5cQn8IIYQQcqdDAXYkYiQ4swTYlz3/UTz04iexc3wDk63fDKhMTMvulV1ZwRZgQ2JZBOk0eZaLLWboFsOOH//cO/L+vOLXrzeUrrbmX9x0SbrORXvbsBhTliCluryUlRoWdgsxoyxyGcekgs4zYJscsG6/86HComrOY1p2AydeAdYnSJXcnlIuZw9PDoqwlXzU5giCYJxDzTnyyeJplEDomggLpX5vi5UB6xyT0i7WRRCUalk24T6a81PzaimVc9ESI8qiFlZawMuvt3GaO4i3sXubDE+NzAtaDRchQQghdxIXj/YAANeOn19yTwghhBByJ0IBdiSUAGfTQoB9/Wf+Kd7wKz+IjbNDfPEn/i025YFsjeTlbWwpb1IzCVdTBEEdXd1khVN0kYJU/7rqJbMW9UrpT2nrpu1MiSgYQZAeXeURmE3f2mT4GtFxE8eYWQKsshJBm7dHJfbAlSCrSEnubIwgCPyQ4ItXCImyeVt9ZroPZrXmBcLb1k3CpfyTcI0pybqCqBFR17BWWSaV81ytzYfWUX4dDxpBIPNpp/k1UhetskD2ox3s3jYO2JRV+bmAEEJWncv7VwAAe87EuIQQQgghi6AaSkoGIYLG6bQQzI7XgPWzCHFygt1bB4hnDwMTW4wrU5qEKyBIzTtDux0v0EkUEdWq3SSJcXq67V33K5/+UlzePsTZ0T3d2q17HsD1t1bXdD2G9jDmLhmwZpOwq1Q5fTKXwQaOcaDvazWplT8Dtnlour+uhgiCvD8mY7Z8PXcV2xTCmcdN27mPbKoZsOWtg8PSlc7WL0/WauNIVV5h3VfOX0bEEmAHjSCYM0+34rgelv1J6oDV+jKiaLWlTdM7PWiGLyGE3K5U3xu3zo4ArOOW3Bq/O4QQQgi546EDdiQUBGdR4VD77/9gjJuXXoVYn+NH3h0hyc7EixcFf/bb40rOq5FC0sf+G/8I2pp5xc+/ePXXBde1yoC1LpmujtkP/Ny34iMf/q3edScnO7j6+bcjlqS21rJw1n54uy2YKY8gYQtB1XravEx8k3BF5bVBR2ZZgG0S90wGbKKnvrVwBa3S/lSiAaoCdLiPKigWi/lXjGvS3/c2gnFRp9mXwPGX7lM4KajMXV7uhy1Ei9RFEBT76F03CvnRzuIvnHPhMTPXvqY8y7SOglnTC2eOwyY1P160o9s+7k+2MVEaW+L/IWmVKH64YAQBIYT48H3fmmAbJ7g9RjoQQggh5PaCAuxI7MghZpYD9mRN4Z6bnwUAPHk/kESfwu7sJfjsg7+MJx6sfiWMrBHm+doYEMtkGTdIov/jfd+Bo/WwcGBLGFoljfvk266eZrebb217obddOdvRV9LZ8sfll0W7gf1GHBfE2UkRjwPWu39uBmxDS2kEwQm0I8DmIlRNNblPN5+Ey9OzFvmnzREErphb91ZTdve6a3yxBc2kGbCVCITsX7stX5ZwaP+Ukp79WRytHLD5DtZHEISEy0SUNYnTsALeXBEE+XU2zkfZwWQHALCZ7IzS3jwULnU6YAkhpC3rSYzz2yTrmxBCCCG3FxRgR2JLTvC7jv9V/nxmaXNKgEgO8Z5PfRASzQBUh13HkNymd3O2h4/u/xe8efu78Zbt7y7qga51T27hsLaPnWcUz+/vFyNIeYyJDRv0dMA6a8x6yX3GbrSBr21/7bYDNuxQLW9V/HUnTvK1q6BUgglmEG/9nk1qj0tYnPF6XBsn4TKiXdlp2+sKcX9wqKxWlV7mKASvy8jzQ0B5f1StCC1LDSBIe5D+W75e1qwud/EZ+9BSOGCHzICd/zhG2b89a5L8n1bsT9IfsHaSzX7tjUg+CZfQAUsIIVX87/1bZxoit3B8Wv+dmRBCCCGkK8yAHQsB1qNzAIDSCY7WgV94jcI7PyuINfAvvzTCffsaH3xdKiTM4gmAwoVqK+V7G4f4znf/h0oTcYNTrUlgLWXABoqWRrOPJUM5Yqd3cQOq9Dg0Pj5UsScjU/kFvHIEQcuXV56rqvPW6qZMiien6eNk4qzJp15ytinvPWA7YI2wWqxrQzgDNkI65NlkwNr9Q4NY7wjqeVt9fifKZncKTvAVvo6k1gGrs0nB3PM/niTb7ro3/a93V6fXWrXvWlJRU3dosR9zHjcj0o/kSt5b2wUA7CbrDSWXj3mNakYQEEJIa3aOj3BlE7hy8CQeWX/DsrtDCCGEkDsIOmBHREHj85v/AD/+yu8CAPzEW1PR4MIRcPWiwl/61hjHG34hIRbkY7RDYsM9cgCJ2kcHLIrRhFi4w9RdB2zzMHd3q4rzEX33xwiwGpO6SbikKobWDRP39SSOz9LSwUm+asRBKZdpO1lTsXkhFvuNwVl+au6ULf/15qcG9b1sqx7imsoEaR8RVMUVXHomqiE0dbn+V/uXAlt2r6xGt8xdm0SU5YDtVUUr5j2S5jXf/z2o3u3ssr+WRg9sJ6v/26VxwA45iRohhNy2iP8z6NKtfQDAtdMXx+0PIYQQQu54KMCOhEBBRQr/4S2/iM89dBUAcPkg9al99NXN4kHJcRgQVXbUSUlLePB0uyTWas+U9/feSodYvWrtEyURwy+vOcwlRFXr7ywThHWnCu0csH4B1ivu2KdDl6XUKBOFtEekqWaSqsIBq7S9NNjHOE6d1EjKAmxoG9/EZWdnGwCAF595U6ilCrYYWpcBq5R4hD9zbNtTSMM1EQq1UQE1Ap+bAVsqGHbApi+w1YggqCPkUHYJvRa0dWM6tIC3iNrHOh8HmQP2QrJsEb6Z4hqgA5YQQioo/7eEywep8Lo3uzlufwghhBByx7P6Np47iAgJfvDZ5/H7XvoggNT5+q9/o8JTL2m+mY8FePPhZ/HTF+7FlehqsJwtqPynV34ffviZ52vr/b0XswzZbUDUb8qXC/xO2lJMwQCyR3ONNREEbQVhR3xLE0HtIxfOgPVKbyoqIgjEjiAo/77hpqHmj1rM5O7172r/7yeuJulzQWo9xc++79twAesAskiDNpp73otwBEEqwJoIguBeWwR+B8pEQFXrbA5nwPrOlcr+V3vtShSsV0HaX2cDkQuiUr1yrUIA7GNQF2pRRQswkfoyi0Blr76+mOsskpAbvE0f2rO3njpgd28DTVPlDtjboLOEEDI2gV9pN85PoNQmjuR49C4RQggh5M6GDtgRiZXGW0/P8EPPPAcA2D4R/NIr/KfA1XgePT/HlSe+H7/3A/9ffPChTwXbWMvENC8NSoMtSv3Ogw6TD3QWpEIBsx3Lt3GqmpLWKr9gVThRQ+7N+mXVCILEmwEbrsvuVxvJS81sWbMmSsCurLJvjTOMlZ87ebXVTRWU0r2HvvsI+k1r25Dg8MLUdVwqWYmiUKrGASvRkj2w9nVS9GNdNvLH5vxIg4gayoBNUBz3VR7C3sYlXU+37fbXUwfsTrL6omacnXw9ZIYEIYTcgUxkCyc4WnY3CCGEEHKHQQF2RGKVukpfc5YOIT9dV7ix27zdlx0dY1cE+xeP8J9e/sGG0jVDslX96baFmF3dXmCQOV1sXagV9mrWhddUM2Arwq4nusFV8OxJuMykUeJxqPoSYCvD+ttOVFXJgA24Umtcw24fmjB1hTJW0/NTRBBUEgJq2vH13ng8Q9RJ8yFBvrrOtQyrQG+QeWeX7YA1f801V0e/vmrYDsohHbBzkl9ni41DCXE03cRMIuzq2RztjUM+CZesvlhMCCFjIzU/26/PIsxwa9T+EEIIIeTOhwLsiBgB1shmswi4vuMvu6VO8scmDCAoNlkOp9grFqY0yQxtIgWa8lBb4x017e9BsHpHdGkvzroBoG4Z11nbjNkigiCCghJVmoSraN43LD7Kt21qtbSPScA9HexdE01O48IlHI4gUKUIgrSkWAKZR7QNtJuLvbURBCHCCbDuoH23pNkH/8bLjyCoSrDirK0PfLAJCemJCCKTdDCog1LNNcmXeT3EDT8uhSvoWD6KcIAt7Oqzfu2NiHFB0wFLCCHd2DpPIHKMo5P9ZXeFEEIIIXcQFGBHQyFSGq89+Uf4Vf0wlAAHmwqna36JZB3n+eO3ntbEClQI32z7JuEKEaPZ4aVy+cfN+exLtxq6yApl56mV9irVUhVB0CO4VRdJ6W8MVcmADZJX1k0oUUk199InZpaF6fnOUjHkOzQJV1SahMt4SfPh7D20oKhWoA1nwKI6u1a2SlVOYPlp5LHuZtsqqenRWDQfxPy1abJ4gx32+1sTiHUIVlfAEygoAdQcGbBdOVC3iQDLDFhCCKkh/EPtznGa//ri4ZMj9ocQQgghdzoUYEckhuAMU8wQIxbgcw+12+4P3yz/Av/9z72An3zyGW9ZHZ5KaqyUgMUTFBA7OGBLW9W7S7vml4qo3IVs6o4lgpbqJFzKuy/lXFV/mSquAFvEILgdDPuKa/fUOUzKqisKHcM8P9UW5es9mYXQV3Ue2212o84B68QyiHNNiAoKzGm2rBO5MbI+Wfhe05Bb05OJJULmrvgWGbC+o5RY+z90BMFctUs2rVpPV3KtiB/gAFvY0SfNBZdMBI1EFKLJ2rK7QgghtxUXD28CAK6fvLjcjhBCCCHkjoIC7IgYUUcjQgzgRiB+AChLAu5J2taC+5MEPiZqMdmEIZGyXKjbpFHtqK+p5KCsFG0rwPoqrhM9fVso51lZgI1QjiCoratmWH9ITJ0hzkSnNrER1uMOObmu8CZwM2A9bXkjCOwc1w5CWeZgVb3epsLXkW8SrvKmNRmwmQN2uSxWEA06YHWeQbDQ9haJSeTtd430Yy/axq7cBgKsCGaIAfgmAySEEBLinv0rAIC9hBEEhBBCCFkcy1YS7h7EmpkcCrEA+9vdXFuWZy9cpsaY559Myq6/WWjxehk7us987UiWFVozVrq2L0CTuOg/MKq0PnvmDk/35pa69aeYYb8xIohXgPX1KXOV5oJ23ZlIy55gE7FURfjKOQ96HH25oS2EZ3fCMLesOwlXvl0/EU9BwhmwtUJpurVXOpfq8XXl9GAGLILpBCM6zO3rxE20Lda06ZQvA1Z0BFFSTMJVcyzmRQWvz5ZkP0JEPSMIFDq95QAADqJtXJDVnx07hkZCAZYQQgLUTMKVnEKpLRzdBu/1hBBCCLl9oAA7IgqC2Su2oaEQkgu+/BNlYetNJ0X+ay7yVeotmNac0S4yik/cC9W4SHmmWQupK9FWSWmIIGhZi6/OUgRBxwzY8LD3KsfYzMXeKs3CtBGd/N7e8HB1s8YXQaAgWQastgTYbBIuE0bgE8nz6AdncdZob3lOUFHXjNxXNlK7DTdkwMqSM2BbiNlVATm0TTVgQGbr5XYGd8D2r9/Ix/0mauvHfrSFXRyP1l5fItGYIQIUBVhCCOnKRDZxCgqwhBBCCFkcvDMbkQgas9dfQvJ8hDjTHC7cEq8TVgB86NefwsQjfnTJ7bTZVAsWDVTlwVzMK+e2HV4fKhUcJu+ttz6CIEYE7XHluZ5MVfq32bVoLocTbEKJhi3HtzkLxTFyRUdLdq2rqCYuwdRvT8LlaakT/YeXZ+fD07iCqlwrpWfid5UCqbA55nB3P1YGbIMD1lxvIUev1xvtCLDDy6/93z8ky4CNep6TXhmw8TZ25QjAVq82xyKGhkYEfswTQoiPcFY8AKzPItyaHozXHUIIIYTc8SxbSbirMKKItuSCbSdKcHNS3NRvimBa2j7721IvOMY6vve+r8En1CsBAPfhRfw/5X9ute2H117tXW7rVrnwIxhxIqIacbLXVtb2AQHXV2+5ZFQRwdIIgq4O2DYHMS1rHLDmWqgTb+sFrjbStJ31W+/WdTNgC9d2dix6TJZUN8FSXVRAaH+qWbcov6hE+V9kOsnX+8MNxiE0q/3E46vvOqEcAEiSTdokJjJl6AiC+WtQDXEfi2Q/3sEujiF6qT7oRkwGbN94BkIIueOp+XjbPptB5AS3Tm6M1x9CCCGE3NFQgB2RSMwkXArXM1PS9d1i/T969gV8y4XnAXQTE+3nUUmcUXj1Gz4CbUoowRfgl1v1VV/qMvHAsEJEa4dcS7HJPkbeDNgK7ffPDM2PEZUm4TJeRdupV8QAdBdgT7CRlvcO6XefV0VWI1yW2pTKg2DdCuJvWiLHAataCHj+t6FC7O3xNqUCxwYq84zWndPIKzCvmViOwHD38aaqKqIBQv4d1To2wFODG0Ew9J7NUX3ugO0rMvZoe3+6jUgJtnTNLIorQASNBBFitbbsrhBCyEpSlwG+e5zGD7x48NRIvSGEEELInQ4F2LEQZU3CVRz207Xi29/bTk9xX5Y3da+uZrAaU17dSes6oUxpW0uNiFT7PNJxM2DD1Lr9Qgcmz7lUNQJkvcgpYg35NpNwSVmArSXrtznmta7ArN1TrOfik7dT9tJWan6L9F1RubPVlwGb9kBBKZ3X54Y6dBpuLul2UfC81kVOhIcWuse3mgHrd8DGYs7xsp2PLTJgWxb1Toin17K/2fvVgBmw3QMA/HWMmcq7P0mF1+1ke7Q2+xCJxkzFiIQCLCGEVKn/9Ll4eBMAcO30xRH6QgghhJC7AYbDjYgRrRJVSKhr54KzaSEevPJ8hr9w5Rq+8iic11rnlDQuW+92nTSKwHB8q5J8+PeCBKn5kwzaZsD6c3XbiINNUqBxTroO2Pq6HAdszfE0fTzDeibqtzn2Vh5rpe5u2xdLNBAY8m5HEBQO2KwOz76FfJZFqELffE+/mK1QFaXLTmC/ADvJJ6ZbZgABkGfAKrOPvleNcTiXn7t4M2DPMwE2fy8Zz9vblWISrr4fZd0l4P1pKsDuJJu42rPVMYgzB+yk97EhhJA7nfCn+eWDFwG8AvtJlxFhhBBCCCFheGc2IkqlAo62pTfPvf9vP7zl374iqoTLALaAZQSb9kJDKGfSLbUw8qHtc1TRchKuULdDzkafAdAVa91JuCYtBNiiMiMw+s6dXzA9xzR1m1reUgSG1oe8qnZ/7brrti9iAQIHURSgdH4uyhEPTfjF0tC26XkJX4Oh7dxpq6o1VDN9ASA2gqREpb6OL8b693lNF2/nkf3q7/gy1SYDVq9+Buy8k3D14cAIsHq1naWxpJNwTWRj2V0hhJAVRGq/xq4lMyi1jSNZ8AS2hBBCCLlrYQTBiORCqHXY+8zjUp9eWc03bbWhW1RVIxBCSCaT3XNlDwDwuuefb7VVhwYCyxcrfYUdsD5R0xEupSxoxohbCLDlAfpdIghmmFYiCEKiqE+YLozMHY+hiUuA9kr0JgM27L1s357ZLgpkrlalVHtV+MbKe3xLSQ5+B+w0iwVZ7hRcAJyc5zpHvLkqw+53qVz3otOp/yR3/A7rgJ2rdhPLErxGWtDxZN5cS4O7t5PVntwqgsYMMaZ62lyYEEJIhals4jSLBiOEEEIImRcKsCNixFHbAdtFQzRFI0exeP3ZmdVGnSOwXupoNwmUvYEZMp/+uXfncXzXj/9lfPnzP9OtHpSq6V2+NgPWKuzfT5WfjKpw3SaaoOxO7pIBq/J2i341nYsEEwhCEQQ1MQOVY5T9KNDSPZyLogGHdCoK2/uRDvGufaNpfBF0lzvd7Fl3ub2/VYenybEtE+d5wct720wS94cRz48Dyv5BwHZIV/FmwCaZYHc7OGAzcbm/ANu9/YP11AF7MVl2FnA9saQRBOuyvuyuEELIbcnGucJM/KPSCCGEEEK6QgF2NBSiTBRJbAdsnwneneff+/wVb7lOEx6527oqr6dOX+1/YO3HercZqrO9SNK2nJP32WHLprbMJFxdIgh8w/rrZHQA0Iiyyb98w/bdSaV8Dz3CW5tfAzxisVuHUrYAW+R0tm7DQqm+Il3V2Vn0qdr7cgas/0U5QeGAXUbwAABoaedMr/shxsabAZukUQbaTAQ44CRc82JiOOZywHYUmPcyB+xO+0ECSyHNgI2xqTeX3RVCCFlBpPH39a2zGYBTHByvcuI3IYQQQm4XKMCOiO2A/d+eOk8fR+2FnMLVVxYMLmo7dqDq3CtGmw8jpMwj9FaYo6q2Ls7yRW9Lkn0bV7ngVWTAxhCJc+1KEDr8yiNq1jl5LeemMwlXaKu6/fKLm+EJm5oyYAXu8H1TvvtbjTl2vfM9xR8WYEThvJi7XvwO2EkuSLr9GU+MtQVYkbI3NVK24F9cePVZuVV/q4kggJ4FSiyOud+SJD36Ud+JpqT72TtYTwXYXb3aCmwsGjMVYWtGAZYQQvqwe5y6X188eHrJPSGEEELInQAF2BFRmYNOEOFlqf6Kb/3p7jfx9RmwNd7JDkpDKwddHkGwGAFqfpmnph+lVZZDs6TEzbMf1QxYIM1Ebe5SJlJ2UKMUdCp2eh28zn5IdV3RVgvRt1SXaS8UQVCewCoVOxt801md/c5/TQZsjQPWraP02gg5YLNJuJS0C34YAu0R/eriKtr5u8vrteuAHZTuk4TZSHY2x5yE62SyhlOZYCeZjdZmH2Ik0IiwnewsuyuEELKC1E/CBQCXDm8AAK6d+UeaEUIIIYR0gQLsSAgKUVMrhRgakRb8xFvan4I8A7amTCibM61gfomzKYJg3tq7yXDO5EFtBVRPE/MOK3fdyZNMgG0VQ2BNbFX0JVA0WzfBLHPvqcp6KS8oO2Cdfe86vL9VBqwTQVB61DVmuLYz4d7XbaekLPpVr7pABmy+z/7axxior8UW/VL7pk+AzZeZ10Tgte/bVutUgB1jEq5530OMzK7myoDtuH9RhANsYVfOmssukSiLILgw21h2VwghZCVRDc6EywdXACgczPbH6RAhhBBC7mgowI6IcQ0mkwkiFUNHClcu9YggqNELasWYpkm4xBbOaoTcHGlRq7elhmWuqDg/4dqtpYE82Kb27aNgzk2cvbRqBVgxLUflBc2NIcY5dEg+rammGkfgVaPTNb56HLHYrleZ9U4EQaMDNiDOznfeQ4Jj+r9yBIEjWwfEPJPhrEQNlebRSNsMWCuoomW5AskEWJ1N+CUDZ8DOVXseQTDuR9mB2sKuPh21za7EojFDhAt0wBJCiJ+GD6CJThCpbRzheJz+EEIIIeSOhgLsWIjlgK1IQN2ok2zjGoGmyxD3VmbSfGalxUUQzFdTj0m4SovK2z/91BsBALFuFrFcB2xFgFWSly22M8Jjfa5qtbVsQignAzZ0J9F54qsaYd1IqWEHrC+CwLpUOvWkzRkNRRCgdQZstUq/A3YtG5KvJG7VsyFInNe3ePewmidc56l2MREEomfBMotjvuNYXI/tJrxbFKkAezJqm12ZQCNREXZke9ldIYSQlSLJfmBs8xE0kQ2cUYAlhBBCyALoOXMJ6U4humpErWcpL9WQOyarnMoE66qcSTiXbKICQm5UaPbziMidWIDAG3LAlp2P5W2eeupNeOqpN+E1F6+1qN/JgJUWDliU5TG/e9lPjFkmbNrSZmhovB1BEJBC257K3AEr8F0h4jpgc3HZXDftz6VHE68SXF+Xi6pKx8S9vBQib71RQwTBGIgOO9OnSfX3NEF3AV5n126iz7M6VjiCIHfALkGAldUWYGMkSLC+7G4QQshtzca5wv70EEmSII7H/awhhBBCyJ0FHbAjohQAkTwDNkcLfuLJZ9rX41n2/S//qmxdjfA00Nmu5I7OxRjiVsApGvBp+ozDlaH8+fD0sgNWdPNBz4V1r0PZbcc4YM8hArjTQbWLSyiqVd6Vzdvnk4C56z0ZsKKskt42wue87srytd+m3jQqIXP55i/Dsmjsi+DIX7M12bNDI+JGP9THjkSlklUij3AvOoYSW3hd4QgCpBl+UYvXmb/xHhmwAPaiHezKajui4swBSwghxKX9+/726TmAMxyccCIuQgghhMwH786WgEZ5mDYihQeS5mxHd5i7j9gSaIxMVGS71ue6lur1DMGubjCEMDOM2GOLdX73cQQVdAr6B+PbFBOkpcsnLTJglXVG0391/qzpKKzhPNsnO101FEFQU5GqPKgpWuTkhhzc7pD4IoJANfbFXVUNbWizVdFuSCgtB4Bkx76U5OB3wMZ5BMHy3jbbZMBKJeJE1R5G9whqHSNClL9vrLQDFul1H408mGM/3sYFORq1za7EoqH5EU8IIR7af67tHt8CALx4+OxQnSGEEELIXQLvzkYl/cKXIApmaLarxTt1DgB4sysNXTJg27B380EAwM0bDy2kvs6967CBKil/rvxmlnYJvvV3JpQBW/gMPdtbGbBN8x2dn+7i9OQCNnCSOWDb9K8awOCKtXVip+8YhSZpE4ngTsIFVwzsRM9rVoUjGXwCbPma8GfATkwZiQLJq8NjC7Dp5FiBPGkjnoYiJ6wylTZ0hLgUW7HaGbBzT8LVowsH8RZ2seICLBIk/IgnhJAK2oxaavEBcOnwOgDgxtnVQftECCGEkDsf3p2Nhp05qfplwNYNx86qjy2xJFT6P0/e0thW1MIBu79/P97/s/819vYebCxrk+pzXfa/RbZphyp8OrRxTPbtkzvEvm0GbEpato1Afv2ZL8TnP/Y78Gp8JhOfPA5Op2cB7bncb886L2J6HLg+pCpvCuyoBJ8A7e1NyzyFUKG6DNhirTciInAdRJn46d6wjSnF6pofbmJMqwt7aKdaovwHhN6VdKDT69jdNn+9jZwBG+9gR50Aenl5wE0wgoAQQkK0N0FcOrgKIMJBcjBcdwghhBByV8C7s7ERQEPhIVxHlN28+ybPaaiiQuG8nHnWlsvIlzyN77nwDfVttBQjxTjPFjBR1nLwuUO7Yedwug7YRNtDowM1Ww7YoLBrLYm1YIIkn4CoofbSmrDY1Xavrb76tNTKdaCyIext6q+6cuu3CntXCkHadwR9DlibyCuGmx9NwlEVw+PPgK2S9xUK6akK58S6aFGIlan9doggAFTvj7KAg7iB/ck2AGA72e3Z7vBM6IAlhJC5mYhGpLZxtOKjHgghhBCy+vDubDSKm/yHz18EAPx3z1wCAPzpZ9rdxNeKFS2UjE5CQ9ScNTkIdQbJhVUcqrGfHJQKQGbSIzeCwBZg/fKnskXNfGHzXveTNedDmjJgJapMwmX/9Y9mH2p2uKpAW3iGs+fmBwS7z+IXYCe5AzaeWzjsS6K7R5cIFMRrkTb7WF6XSJQ6loc1vlrdmK8hpYBoZAfs3nQHALCtd0ZttwsxNDQdsIQQUkF3/NyZ6nWcYbUnXiSEEELI6sO7s9EoRI579B4A4G2zNFfqNR2HNXm/Nirzp27odfsvnJE679SnRSBzDUZuj18EjawD218QKhywqSBUFmAD/TAOWEv0a5cGUBUYvUfQdmyax67AKKUeOauqGa6hCAKfc7osFIfPsNv3dmehfbZp0YPileB1ehuRWZfd5PkEd0t0wJYyYLMjG3nEYjej1++ADbWhUCQXD+uATXu2gAgCjCvA7mcC7E6yMWq7XYig6YAlhJAa2n76bMyARA6QtJgwlxBCCCEkBO/OloARHMzfG2q91XabLX6xj2tmSQ990fzJyVs7lB6QsRx3VkPlQ9p/n/MIgl4ZsP6JsUIU4mF3B6zf81i3hbMmj0vQAe1Tld2kWeJq3yHi4Wzbmm0a9rI06NwrwKZ9nTjD/e1h/cuahAueCALDony5WhSikmF86AiC/vW3dYGHK+i39YERYPXaPK0PykQSOmAJIcSHtPs2ZNg+OQcww97RC4N1iRBCCCF3Prw7G5VUMXOHA9+MPJPnePh7z1/Bd9y4iQe8v8Ab52XVmWjkJp9n8Ye234ObWZ5hubbR1NBKy20WzUPoom+be5ti56oCKp9R140giL3b2M+VZ6Z6d1IvXw2lya1EEJJX6xyGpWiAwP7bMQKmBZ8DNj0EUam1YhKuMN2Ou69nlRqzP36hVAEQKfYEKAu95nxMnR8zzI8bSuKatoelbhIum+KcKYSF6FAGLLIMWMOKZ8DOfSp6ZMCuGQfs6n6ExtDQ/IgnhJAKWrrF+eweHwIArtx6ZojuEEIIIeQugXdnY5FrY8WQW/P32bidAPvwbIY/dnPfL1pkCyO0dcAuS2ANi7tGwhy+A57h2NYQ/FauUquOkgCULZ8YATaxB3OHSMv6hpJbPaz2wbNcrH+dhU492dZ5dEVdNID9xIogqGziizcwEmx2zdeJrZ5u17qCBbWTZQWFR2lwwGbnY6LLdZsfN5QnW3Ys7JvG+mtKij8SKm2uFjcDFpkD1qzvnjvbnj5TYLk1jF/B3toFAMDubHlxFE1MkCChA5YQQoK0fQe/fHgDAHDj/NpwnSGEEELIHQ/vzkZE5SJpWdA4X8A9vKli4snrNDRlLSpLVIwwqym5eArJzNfLQL8XncUZVIKa2ykm4UL2t+qADdZi7YdYulkTIiH3n5356pz3UMWubbWyMH1u6nJlM0FZlLZrKDl1Fy5d+urzOInN80xorwqw9iRcfgdsZLlmlyW7+Y4xAMxu2ZnNduBDVt6bE+uUydBiRGzxrl8lJCguD8v+RuqAvaBX99jQAUsIISG6/bB46eAqgAgHHedsIIQQQgix4d3ZaBRyx1RScbNbAlUTmQBYkwEb3jLkrhyQ4ZMGgijvs6jGBdo0gZEt+BkhNpUedavZ2ftdAW7+pd9LWF4aEuGlJNR6fbTZKssBW1mXDecvtW762byPbntN14OUQhHKbbqPbCIULmzxvQXmGbBOBAGWPwlXYg+bVMW0dWtws0j79zVB6saWEQRY/xlsz9wZsD233l/fBQDsrPCELDE09Pz5DIQQcsfRNdo8giBSOzjG8TAdIoQQQshdAQXYJTDJYgKMeBItQt+ouc+uG+QbWre52X1ymXsf/jU8gQfx+AP3dt52Xl588dH2hQeYVKiYhMsWYxW0Dr/E/EKhKw/XRwMUvlJx1li1+UQ41UVcK3JEbaeyu63/sFoSW4/D3kc+UqX2fDXYjmBf/m66zBVgTbyHkgjlszeeyCU1uXVTPQms8fcwNFmZhqRxGP1P22gsJgO2O+eTNZzIFLt63JECXYiR0AFLCCEe+kTrrOk1nFGAJYQQQsgc8O5sVFIpY2rltO6erWFjIYKgcV62EwSaNIs+Pbpn+wZ+7ctmeMn2iz227tsqsL9/H371V97TunyDJNeyH65QWk1kVXAn4fLVorJJobqrSH73X3nSJRWU2N2827BvtJxxa7YLO2DdVkw/gwm7gX1vdzWEs01DRKUIAp8DNj1nsZsBm4mfCv7JvcZA2xnPlsC85uxy8aNO3c8v/jWJZAJsrsAO6YCd7zg25gS3rqU7+9jCjj6bs+3hSDNg6YAlhJAq3cegbZwrJHKAJFndH94IIYQQstqELFNkQKYoIgg+8Mznetfzvs8/XTzJbrTtEzqfLDH+jXuov12XNxdesKBkmTzLOboKUuOALfUomOfqNlXOi20zx05J3M0F1FYps6XHtoAaebbP23H2QywJtvOR73EZtvGmSs3Nl9nKRIXky8W4nJf4u1ULMbQUICHlpTahY5NAoJQtsA/rgV1lh20dB2obu3K67G54UTOFWAkdsIQQ4qHP74rbp6e4uZbgxq3ncN+FhxffKUIIIYTc8fDubAlMMmHn7fLkXPVc1hqXdSaUZEPKI2VNxtNRvLLlsWWJImPIvp75iNoT2DbsgI1Kz8vbhKMH2nalaSt3/dxewToB15NqoCzZVjV0oDnBth1FBIHf6+x3wFrtZMtix+U7ySMI4iX5XwEt5deo2cV12SiVK12PAYdx6NgmKDtgZYUl0rkzYKW/B3dfbWFXn8zT+mCsYwoA0G1+oSGEkLsME0HQ5f3/wtEhAODK0XMD9IgQQgghdwO8OxsJe/IjE0EwUd0zqOpaAICpZ2hUc9zAuHKStzUpZ4z61i2u/fkFpVAN1QzYOC8f3AZq/ggCZZapksBcrTs8CVe55rrn/ggCCThD06mizPkNO05929Ui/oCFULZpuUQmLhpB2SqqxJ8BW+T8qqXkjgL1uXVxjSbe9iUuGkigoSL7ih12Eq55CMb8jsCB2sKurGYe4Fo2FmJ1pXNCCLm9uHxwHQBw4+zakntCCCGEkNsVCrBLYIL5Zs4+kWllmdEg4hp7ZxeNr6sguCgRdxxhyyfahZ2qbSgch5YAK6okSippl3nZ1pPnuv/8wnK93Owm2Ta2KSaCQNeUrk5oZR6P4nAOtF8ss0fmV4V/lWXATpwM2Ch3zCzvbVOLEw2QdXEi5azhqgs4nJVbCprQE0AZgX14AXben0NScX9JGbDRNi6sqAC7oVNHdN2rlBBC7l66v+9fuHUdQIxDfbj47hBCCCHkroAC7EjYt8F/Vb51rrpOsFat3ye8Zos+8PqX4T9M34mX3/e4p0jgBn0J1qk+g80XW7a7WKGdIfllQTRqnITL4BO8mxygGuIVrEtiotMrcQU510IbRJX++kSvQmyuTmlWLwPOMwlX3ZahKcoKB6xfEk6Xxc4PJZERP6U80dmY6I4zN1tnvmZdgSSpcKcibbmEV9sBuyyJcT/ewa4cLan1ehhBQAghYRLpPgItgiBWOzjGar7vE0IIIWT14d3ZWFgaxg+8Y/ECrGkgVoVoZCZKevT+z2Lti5/ANE4q5W26uiHnI+zIGxrvsPXOk3T5IxMikdylGEGVMmCrNfTLgBWr7aaM1zSCoHXVAYzoWtRVmwHrtl/qabfrqt4RrbyBvvkmwbxey9uZicZl53K6bOLcoBkHbLTESbhsUT4NCTCT75WF/qgk1HbIgJ2Z95aSL7Z7R8dkrrcq1Xv7/XgbF1b0RnwtSSMI9LKyMgghZJVxf4NuyTRZwxlWc+QDIYQQQlYfCrBjkolFsruG79n4ptqiz8vl4LpjtV6tOvsWOcVZu64En6QsOHa1Ax3Enp66UGggfGiX65oxApid/Sq5ABtB60lWebgWuz+uE7buNKSyZv1B8KekBipuddKNGKsrB8bn4lXWTU7TJFyV7vTW/QoHrN/fWjhgvdnD2bLYyYAtRM1oaa5LXXNQosTntm4jwFvXX5K+tyiVWCdgdSMItCwm07kPB5NtbKozROY1vkKsqdQBO3a+NyGE3B70m4Nh81yg5QBJct5cmBBCCCHEgQLsSLgSwc9cfkdD+fCNs88Ba7SvWHcTI2Yh0a2rprEgDWScCFhbLPUPU2+sIvBEQfJh4pGohgiC+n7Utu+4N1RtFqZVdx6ZUO1Du3ZNBqxUYi/MOlfwE2Wk0EAPB5tkLSS0p65H0YBkb4H2vhgHbOz01jjKlailmUJDk3CtBUXALHTBeyg8MRKz7Med0rld3QiCufsm/evYn+wAALaT3fn6MABTbSbhogBLCCEu5ntK1/fIndNTABrXDp9ZfKcIIYQQcsdDAXZJnMW+GIECcRSTH5l+Ka7KBQDAqapOwmVEhDU169YPjcAw+fFv3EMyyOJFBF9L7V4KoZ4Y0S8S2wHbJMDa9dXvYyVqwIiWDQKyQlkQFedRqyNbOlz+DFgV7IvKM0Rd6bfSjCvcVhv31F8XQaD8fco3iVIxtdJ2JsA6DljzXCHye2tHEGVDAqxL9bi0zYDNnJNKUJyB1RVg58+A7b/1/mQbALCdbM3VgyEwkRTLG8lACCGri3T5DmSxe+sAAHDl6LkF94gQQgghdwMUYJfE6UY1RsDGlTz+j5d9fS5EeiMITAasM3FQM4ueAGm8Nvv2sTkDtn3r4giSSgoHrDsJlyvalaMHuraftVs5lOW9UxK1FLCtMpWDYTt1TWntlCjETru9Sssd97O25wF1ye6bW8JMwgUAoiPruBcdi/IIAu1sa85x4G1zBLGrPCGW1WdVXGeiVBGJUXu8PQ7YxPwwpK31Q0cQ9K9fgD4v3oWwv5Y6X3eyictWiYlkAiwdsIQQ4qHf58Y9h9cBADfPri+yM4QQQgi5S6AAOxrlG+FGB6xTPrEm2fmRe97bVH0nTlTal9Oo6FMoJ3VYAl+IF6yvNO9Zc4O5iOdskjpOU+EuthywZbnW1592x9uUkt4TQXWZ7Mu3TRFBEKy74phtcJoET3v9eQg5ZJv20Jw7JTGQCVWljfJJuBJnu0KAXc7rA9DuJFwNkyyprtEWmQNWo3DALmAWt5oGMdfrW+atAP0zZPenaQTBjq5/L18Gk+yjXVOAJYSQKk6MU1t2jm4AmOBQbi26R4QQQgi5C6AAOxbOPf5pRwFWq0LyemLn5fjJL7uvtN6ICJtT4PU3j/HWG+3zqR4/ex2+b/PrcfjaYgKvITWXxTGMuFB1TYYPhklezbNYRfJh4hGi1kJp9wzYTAhV9SJZJYIg0E77851O6uTLnC0yYMsOWFvIHceRZ45JyCGbrQ6cG5W9LboicyS6tN6tbwxCovQ0iRBH5ZLFQ+V1ifqua5mZ96XxMmDnqV3gc4GPw/5aKsDuJqv3MZo7YKm/EkJIBd3zkycCEGMHxzhebIcIIYQQclewetM339EUX/jOom6uqVkUF8KRR/Kxl/zuS98DAPi7eGWruiM9wdPHr8U34Z8WPe2saizqTr/GWbkganNDg32AU8I/TF8B0E4GbCFu1u1HOF3W235ISIWquB7bip5unEIYhciTRVr0qevRdNzE9pra4eUhgdXv3TVLcveqRPD+BiX+DNhIZQKsREvzFYYiCGKUc6HzvapR4HxBEaKrGbCjhNv2ZP58WtX77aUQYOfswgBMejvkCSHkbqD/Z8eanuI0PlpgXwghhBByt8C7tCVxGvsm0ipwvxomKrLWVRUDUVVBrF5XaPjyObR1ytN8muc4VINWxd59m09UszNgjQM2lihdExRDiom0Qg7UkNRuxM5yOEC1ksa9UpUHjUVFlF+k9UxopVC4L9OJuhqbKaprU8jT7bKw6JdgAQA6QqEj2xmwmQDriMxKCgF2XN9rQSvBUQC0mqyrKrDqxPeb3NAZsP1JHbDLEYj31tNJEXeT1ROol/cTASGE3AbkX1S6v1dungu0HOJ8dtZcmBBCCCHEggLsiNim0rNJkwO2/KVwqs7zx14HbMfvkE3FlyIp9DejdWxm/r2T0oRTRSKoktSlKCK5CGJPxOXvT/Fv+yOgigYbypVNk2a7ls0Ea23ngHUjCMah/saqcJJHEO9boHHAlvexiHtYnrhVFmCLSIc4eGz9InSw/swBG0naWrXNxTL/kZwz1MLaz64cbGwDAHb1bJ4eDMIkf38ihBDiMs/n2vbJKQCNa4dPL65DhBBCCLkroAA7GmWZoGsG7DvueV9D7Yu+1b57HVT1mmb9lFmFuCeIzUQ4AQG2NO9To6jnTL7kccCG2vDujs9y2/ISElFQ3u1DvSkcsL4m/CJoixukgHiWvxaCGbDGARt7y5gIB9cBGyHJ1rv9He+1IjVhvZEq3KvmB5nimLfLgDUO2Aixd5tVIz1Dy+lnEk9xS9axs4ICbGReU0tyBxNCyCozjwB78egAAHD1+LlFdYcQQgghdwkUYJeEzwH74Ht+Kn9sfzX88fgdiNaLTEZvPuuib7RX6L59jK6UD5/TYo29OM9NFSn9FdH5UHato9JEXXP107Sb1W3ERKVC2bZlB2TuDS2pv11bV34HrKe6alhBt6PQ54eFIg7C31q+TIpjUz79/gxYc26jGr/p0JRvGovHU12ODsgFclGA+IfpFz8WWDXm9diRHUNPwjVvCMG8PejPAbawo1dvGGpsflhYofdxQghZGcx3th6bXt6/AgC4eXZjgR0ihBBCyN0ABdglcebLgI1Cs7KXZ5xvmoSrYJXvvhfQtw5DwcNCXteh/+525frNGWzjgPW131brKhyz9RuEBNBcLBWprGvTtj8D1ux9nWDt6aP417WZvMsvOhvPZ3X4ve0bFikcsLZAqZCeL3eisWISrsCrbYSXm7TIdhUrbLf+KqnegOpMgC1HSg+bAdsX0eV9XQYHagu7+nRp7YeIs0OyrHxcQgi5U9k+2QcwxaHcWnZXCCGEEHKbQQF2VCwRNYrx76ZfUlPSFY406sWKsMOtD/PctiezpnzbjjiC1yyrvylbtQsKCpINv070el1nrH899UgqvmqR3CcppX4qzyNfBEFztmu1lvS6qZx3j2myPHlX9m/ricCAyFM4FyDdSbg8j4ekyTVrsnmVRLmT2N4i0un6SNxJuIxgGY22Ly62W9SWT+PALqdd7pIBm7l/tf0DUZsJvZZBVTzvV0f/7ffVNi7I8RztD0P+wS6reu4IIWR5zDPyIgIQYwcnWL33fkIIIYSsNhRgl8hTaw8G10lJuCrLsT4Dnup5Jr1xBk4j/+sDX9OpzieeeGu/zrSt/9fehl97/O24du3hnjX49/n4+mN47vHfgBsvvK20vO5ruhTyZfbXCLQ6z2FsnoSrKoc2Zc22dcC6JVpNWaTqRWbjgK0KvS2yXDvc8wgCGQKtqd84FV89ZUwEQSUD1jhgFyf8d6Xt4XMF8jqnsI25VmMn0mAo5pE/ZYE/wPRlP9rG7ioLsIQQQirMO7nkmp7gHEcL6g0hhBBC7hZ4nzYW3jmP2g/VtjM3/aJpP6dTG33r7GLSWMbur9aeeIUFovUUzzzzhgEGHivcePaNeEBfdZb7p44qrylyR4F0aH9zBIGVzRqMUwgNdy+yX90+2kPh2wlceWqq20qgJyYDtnzNmT7Z+1J2wPraCC1rWhNea0/C5XfvViMIyutNBIFz3VsRBNX9GodyZERxCxklMZT37bwaw2CvcR9pHUOJwlRsF/tqDmNXi5poao4TeLCqAqx5LTKCgBBCqsz51rh1pqHlEOezk8X0hxBCCCF3BRRgl0iX7391w6q1KDyDly+49erETWPQZ9KlztiGzDmbk2zovtE5ijxT7RVgW0uN4j51ogYk8hes1OoIcB1yc0OI+M9TIbyWpb3eDkfr3z5bhlebCALr2NgXQrZ+ossCbJRPwhUF2hj+2m3r2qmcH+9pr2ZGaEmnGIvzGI75hug3MU+Ug4lLWCb78RZ2ZfVcUJH1QxAhhJAybfLU69g5OQUguHLw1GI6RAghhJC7guXfwd7F/LPHvgEn4neLViMI6ifhelg9XVn2rde2G/sQHGZeEu0aq+mET3Ix7UlgvZdOYqItKNc5j5vqDE3aZTykmWwogjgTSZOa4dxGAnQdsOFDbgTDgDO2IuTWT+4llQeetjzLXYEvFaLr2wpM3VXtS1vEv1VxhlRF4LOXiC4csKUM2Oy8uZNw5S50CWTAjmCFDQmwsf1O7k6SFjwfkj8yaB0jRoRJnuMcEpsXR++hoFkURChFpWXjc522/XgHuyuYAxg570eEEEKq9H3/v3i0BwC4evTc4jpDCCGEkDseCrCjUf2a97l7X4lHv+InvKUFCv9i7b3erf0iYTUm4OHzcEZily+dCzBNtmYuMWWedjt/DTf+TDOw3okggGAixgE7WbgM4mbP2n1AaVlZMPb1o30QRrZUVEWcNMvtvpn2mwS2sEmvhUvbM8TaCKWhWAeFop95mVLRgACbtRUFsm7HQJyfKIIZzhmFy7ed9K1FIYbCRBsBNq1f62Emc5rr5d4hB3mgHmB/soMNdY5JUjdx3/gU/nhOwkUIIS756ICeHwGX99OoqpuzvQX1iBBCCCF3AxRgx6RjHt+PPPCV6WZIRaWQO1PgFy7bfK9snuQJCE2uNBatJo6am36DoV0HqalDi0acZYnqgAO2JKp3ULlFLLFT1TvdcomqEg/gZCY0oNLG8mf1qaI1+9JlPxuqCtHsYc5K6NhbWgUcsMXzwORdI2ALsCXXrppgorv1yVda6wixUpgmG6Zmq90hmCOCYGGTofXft/1JOspgR+8uqC+LwcRlzJ2xQgghdyD5Z1pPh8H26SGAddySW4vrFCGEEELueCjArigC10loDW/3lFdeJ+Bibr5bTeTS8UvsqskCHWXB0ha2JzEVPgQCdxIuqdlpz0RJgWPuCqrhiZfMo1C2rBt54OlDgDQDVldDGMw1IOXrVjyPy0RO34qnbQMhysuMKF0vE0OU97oNCbCm3kiiQLvDY1Jo82cN8QLFZdQus1ZLekVNTQasMmLvMK/YuRJmdbsc5OYe9Gd/sgMA2Eo256pn0eQZsHTAEkJIBan9bGzHBFs4WcEIGkIIIYSsLhRgl4S6dtq+LKTIn0R12HHIIdpGWmjMGm1d04AsQPtprGLuNsqin4hgkg/fzrIqW7bf5sgXYqdYZcM7YSbtKq4VT9lc1K0Xf1PZN7y9lPbFlWC7IP5+ttou3GI5lqEq4qnMuRzKgFUB52UXF3NfUkHNIxpbb+UCQEnxY034/cEvwMYApslaqV69ik7KlhPRDcnBNHPArlgEQZxfuxRgCSGkyvyfG+vJBOegA5YQQggh7aEAuyTk3vobdlc0UZ5l5fW+G+028mqgzhXUWxZGnVAm0tLNW4iKtju5EL6sCIKkfqi0fW4LZ2u1TLn5TFBt6GohCNeX6ZQJLCrfz/LyosZiod1OQ70d+lDUGJ6EK3Rw8mOiY/hGaqtsu1gCAuxSf5BwM2DTv+H4AdXOSpyRiEKkgEliT8IF6AEjCPq6a2URk3ABnaNhbPbW0+iB3cQ/meKyiJz3I0IIIRZSfIfry+aZhsgtnJ7TBUsIIYSQdlCAHY2uX/IqA7ytRwrvP/uN5dI9IwiCDkt7zZINsMNiuyGbd9T1jxqPpjn8UTYqXMSehMsvwJaEPEcsbNJNwnnAZXlQVbJfW1BJLXA7o/zXlhGFSxEELa7CgFDaqIM3DL8PndPSjw/GRWlf7tkypQIRBPBHEIxBqqX637bt5UUMA0p/y+V9DlikAqye5qWKlhfPXMdxzNkBA+xPjQC7Wh+l5v1opuiAJYQQF/Oj4jw/4O2cnAAArux/fhFdIoQQQshdwGrdNZIcQaEvpBEEhQDyDfg3eNXa4/nzf7P5G71KxqLkiSFu4SvOrPkmpO2EN0PXuCI79iBUXkMjQgRAoK0h6yH3ZI2P01++IS7ArcWXz5ouL9pvK7GZDFh3i3xisIC/WkmfVOL+EQQi/qOdL5XInwGbvS1GHgdsdTKzcRGIlcsKKzai/FbunoFWOc4AEgCxKmIYoIZ2wM4h7eavqzn6NqeIu7+eZsDurJjOaSbh8o+MIIQQktL/8+Pi0R4A4OrJC4vqDCGEEELucCjAjkgX+emX1l6J57bvBwD84ubrKtvaz3ff8SvFrNetqS9fWquWfZmE3Z7Dt5K2VF3kdygXk98YL6pAa29iqtNuR+FX+4RAv7Rs/22X+evWVg1EcPNRAUuADRyb9GG7/ZQWupEEIgjy4deebWxPrOiAkzRbXhWvZJSc1zqkbZ6AcT4KguXDDlj7zJtzuoJD2fNfqJbXt/08gmC1hE7zGtB6Bc8bIYQsmwVEEFzevwIA2JvtLaBDhBBCCLkbWLaydtfQVb/4K2//g/j0/a/DV73ue/HX3vpHS2KJUlKaBGkS+f2L8+X/2R668W7ih5ptvUsP+mBeSEbmFNH5QPW6SbgqDtVgCfPMuDdj01Jli/IkWG79XfJty1vYdfkiL1JBTAOlofDlq6fu6Ppa9bZjl/LuTpMruHDAiuct0EQQVCbhUmFJeixcAdb0KArof6bLbV/DCVLxrnC8DivAlidp64h5Dczdtf4VHKxvQ4vCTpLM24mFYtzbmg5YQgjxMP9n2tbZERQ2cEs4ERchhBBC2jFZdgdImROZ4hPRq3A+TSfp+tSDrwdQFVOr7ry6rMs+qMDjYVl+qmM7ism2jJhnJr1Jn2pImhWqCqdlF/dpE1LkU5SXVwTbZlS6YQdUFotRbVup8CRmnfZSmn8bapasQ/0wyyPvfkfZ8HvXt1yOIFgeqtIzT5ncia1qXMceBywEkf2DzgpHEEie37u8H20kinGIDezq86X1wUfugF3271mEELKCiOdRH2Js4RSchIsQQggh7aADdsV49Ct+Ar/1y74XAPBn5Lvy5ar0dVEqjjbfcPx5nKu23ruy9/C9lRvfsaoT1jzD8+0cTgsTBSGi8zp1PqQ9XGtnYU/cib38gQzFEHJ/BmwfRBSUSDX2InPGupNw2b3x1uc7vi36GYogyK978Z3XYoloywFru4aztl0HbARbXK7u4zj5xZYD1jr+SqKSC7bvBHyJpO8tkmeI5kerX4d79KEt0kKkb9ODec/bAbawK6cL6MvioAOWEELCFKOH5vsEWE9inIMOWEIIIYS0gwLsilKX+ao864fogWHRWau1MQOephbtOvTuT20bdn+dSaxy8a3sgBUIIiiIZBEEjbtQFiqbAgPy/FKRhiHYZeHVLSrO37b4rj/JBdjy20q/25y5pLnsbyDj1RKjladzSkxkhCNeKW2d7+XQNgNWuUfd4xL1ncMEgiiy/a6ZA3bADNi+NSs9rDjclgO1hV29YgIsBFoUogkHuRBCSJXFfG5snWmIHOH49HAh9RFCCCHkzoYC7JjModqUxBLVLjdxUSKtXrDcpOrEzppJg4Zos+zWbP+VPDjQXxQgKGXABp16Uoh5bkZrcxZu+KVbknLtoeihQgiUqRyzwk3rnV1dFJTSHgds98F+qkY4bKqs6eqxs2x950YhkAFbcsD6ujOGECj5sbGnGotLE+VZx7/j6ymBzibhKjtgh4sg6J8BK7kLfM6+zRlhcKC2sCsn8/VhwcTQmCECFAVYQghxKX6inO/9f+f4CABw5eDJOXtECCGEkLsBCrCjMW8iq5QeV/M367cJ9yYkTNpPlp97OTTz7qE51nn2Yi6UKWgd156JPl//i1zZ8nWRLivXD3giCMQt0+UIBFJIJeuRc70UcbX+dsqCYraNbvPWFBLvjOrckAFbEl/Lw/nTcj4X+u3hgC02qLu+bAkXEA1oJVDKGrieC7urF0GwvLNQZi/awa5erQzASDQSxGDMOyGEeHBz/Hty6dYeAODa6Ytzd4kQQgghdz4UYEfCPwC8rnzdpFvt6qn/Wtk4jU9RcgCdI+gWXOKEOl0EHalMwpXVYLQ/0YiknAFb21qHgyywXbV1ybLNQnv9mkD70j6CoP+l03/LqCRK+2o2r0ZVuJBVUTLKBVjXAaurQvYS8OXqKlUIx+lSK4JAQlm5KflrMVnPVmjrF5ihHbBzSLvmdTXPyIIFnMeDeBsXcDR3PYskEsGMAiwhhHhZ1IiVywdXAAB7s5sLqY8QQgghdzYUYEeiz1c9N/fVrqvVJDuymAlYIiSNZRaVE9tUy6ZMO5ReZMt+3AjRCOkXe4GJIFDQulkEkcqDQC/z0FZbfFIl96svTdboabXVSyHJlRut9KJWgC3Lvk7EQ9sXQr8sCGfjquNWWX0SHXsrUAhlwHZ0nw6Ae9MY0g/zTOL8ebhMXtdsLV2udN5Ocf0M5YBVvQ+pmUBtvhvp+c/nfrSNXVkxARYa6TSAFGAJIcRlUQLsxvkJlNrErRX7DCCEEELIakIB9jbhZXgqf+yTDDbWqrOwziUt2MrOQmYbXzb1X7b7z4VeFi2jbGIgLUVWp9ZG0Au1UZ8t6t3Cm39Zt48BKc6nuTZ0Jc2A9YdeuBmw/sYcfHGyRgTtcVpc8THcC2U5Wq312bLIcWMrK15hmREEynPSyq/Qnj8mJBvp1koswXVYAXYuVuR96SDewi6OofXqHKM0AzaGEgqwhBBSwYxaWkBVE9nCKVYrhoYQQgghq8lq3MESAMA/kd/uXf4W+QjWcVYrr13a3MO/WfuS0rJ5JhcoOVpHVJv8Ok8gp7Z3I/OFMwCoKINWYEP2bzEJVyrAFhMbVapCkerbep9MvEGTYzYX0HoMnXduUGzh0pcBK6IATwRBH6dJuySK+qH1jRmwAQdslInbroNcQa9AHnLhwq0/RI4LuMYpnMu5mQMWygocUItwmYbJIzt6mPXznOA5uuZLTe7K3mQXU5VgQ7bmqmeRmAxYOmAJIWRY1mcRZqiaIAghhBBCXCjAjkVH4cYnnuZCmKOn6Kzum+uLFACKFoYwdgXdiYPpW65EWleiTS2mrswRmSnHRQZs1QEbqiudu6qjA1abnNLydgJVErGVI5+6+5720zw27k5naLrbN/HVBCBzxtrlKxEEvn3Jh5KX68oa92xR9KNemvd5ju3rWnkdrWarSgRBNrWaW35MUvnVJxpHiFXxdp4/ynehLgM2+5us5UvcCIIhM2DLvem+zbI18YPpNgBgO9ldbkcsYtGYIUKMtebChBBy12E+HOf/bNs6SyByjFsnN+euixBCCCF3NhRgV4y/Kn+qsszNV31xT+MC9vCPvvBt+Edf+LZ8uesanMcB69bUyNxNhdsYY/SzCgiUYfzeuShboB0HbFO91QQA829IYoysUnU4Dth5UOYYKURKe4XadPj6IhSx/hMslSag8q4vy62V9cYB60YQlBTksrA8HsYB6zqwXZG8RUa064DNBFixMmDNeRhKgM373SdOQPw/bHRqX/qHjxj2JzsAgO1kc+7+LIoYGomKEZcyswkhhAB2Lv78n+C7x2n+65XDpxpKEkIIIeRuh+MTV4w6achIIIlOZ3p/+T1PAgB0VtI3LLxNOz4WI6INzAr2MRIjeGpr+H9IXLIcp/m+tNwnz/Br35aV4fjmryqX8t2EBIedi8odv5XlTgZs2QFbFQ5DFHU05dpWx66X97kaFVGKIIir20e5uO2JIFia99XQ7nbRiMcKquYQSulv7oBVxX4XAumwv4JIDyHUXCNDxSO0ZX+aCrA7yeq4TSMIEkSY6NXpEyGErArmU24Rn+gXb90E7t3AtZMreHQB9RFCCCHkzoUO2CWjrp7gHW/+P/Dmt/7zbEkqJuhaR1ggS7STA7Z9+uHqTC0zIDVibt1xFFtERfFlXos4GbD22mod7V0YjqjrzWyoujMre9AhazeXhnPHSDrLeqXK3AFbvnZtgaxrxm0fbOG07ugIVLAd70Rj1r7VH6nhECsDNn1edUqXd8mI0M1H3giwGpbjVY0lcvY4dov6AaZd4HCQ/TUjwK7O75lpBmyENdABSwghVcT525979q8AAPaTvbnrIoQQQsidzercMd4FuEOaAUDu28DTeFn2xBb7msVTq2akUozr2GvRpxZNRNHihaW+X3kX05P6Iei9ajR6lQZSuUrDzl8NDeEOtt4oCkWtirkO2IXIaD5xEukVmF7jrgDcJzd1HgG2fi/tYe+SOzvL7aUCrPt6kkq58RG08YpWxWNfmfIjnUyzFnTueC1c3MNGEPQKAsh/hFjuT0R762n2665end8z42wSrjVZX3ZXCCFk9Qh89vdhLTmDUls4kqO56yKEEELInc3q3DESAOEBxj+Ib2/cNnJEkjYZsKESYjsrl605LboDnp0uDU1vRZGHWl2KQoA1mbA1IpECOrn5BIBoN7JAvOdbVfrpyTw1ldZQcliiKk6mK6oRBGX3ZWA4vFccbnE8pMnZ6X97K0TFcGvGzVtGW9ss50VRTMJV3ncF5TVDF7vguzacDF/j4KycvxEcsD3crPl1NlfX5j+P+2upAHshmbuqhREjwQwR1lcol5YQQlaFHuNyapnIJk5xvJC6CCGEEHLnQgF2RHxf875UftpbVjlfD8vP2w2AnssB6xnmPA5NX4Z79kXZ+7O4et0v8fkkXKJLtSYNs9B3PaciUeaYjhriOY3Y6IpVc5xTUYihKzmwvkm4IquddgPhTWXmran7zVH+WpFABEFeZWSJv9UjXXHAqjR8IV27LNq5cFXJ3RMqX3bbGwesUkUEgRGrh5uEK+tBnziB/BpZ7i9E++smgsDzo8SSMJNw7VCAJYQQD+1juNqwMYswk1sLqo0QQgghdyoUYMciMMnMu/DBwAZl52BZIPJ/ZezigD29dwYA+PT2hr+7Vl2jyhtDNVY6NuFG2n4Zr4RAZAui7KgLbAEs/VO7a7kW1vIASATfpFYVR64juC5CTHd/EChWKEDpIgN2jjub1oKcd2h9WTysrndEaVQnsPNlwJYnS/NVPPxQeLHOoKC4rINNC1q4m7MbUT3JnqMazTDwJFx9XvhFHu9yIwhurW0hEYVdPVtqP2xi0dCIsEkBlhBCKkj+PWExbJ3NIDjB4fGNBdVICCGEkDsRCrBLx5fnah6Jt1xIcKjOTB8WJl7z8CfxZx/5Zjy47hcNlD2R0tIjCIYjF7DqytStc8Z9R9rUmz5o8wIzCb5dEKjUXSrlpfaftO7qcHvPFt3a9uSjCpQ1bN8RhXMNOrSPNT7seYy6Ta2JqkwYVm7bcTQqWYiAPR8tHbClHwD83mM3A1YyB2xkRTsoZRywQ7k754gRyC+sJZ+TKMIhtrCjz5fbD4sIGjNE2J1tLbsrhBCyciw6Vmf3OM1/ffHwyYXWSwghhJA7Cwqwo1L9wuc678Jlw0PozXO3riZD3mOPvogvfOnjja0Pbn5rYJzmu4o4frexeUEVEQQqtAlKw8M7DsGW3AFb/xK2J5wq2nEHlGe9b32g/ZNwuZNz+faoVsx26urbjyKCwD/8vhClrWPnCLHp8XWPkg70a9yIjrKQrbJ/Vf2VUOMUNmgdAwAiiSsRBENlwNoe5O70j6nIacwRbse+2sIFfTp3PYtiAo0EES7OdpfdFUIIWUFU6c+8XDy8CQC4fnplMRUSQggh5I6EAuxohIZDu07CZkLalFvX9z/8DU01hSurcQaGWh+bhboRu2owbpZqPhQ8FXQEHgG2pqpyGmeb9rMAAjGtmDwzf3t15miV/2tuSJzh+JbIZ9qOPC1VJ65y4hA6na/I7WYHCvenL9m1WKrC13kmVLv1Vo7FyNg9qKM6gZi/ttIzI8Aisi4Y5Sm5ePq8lotc42W7koF9bGFHVkeAjSVBomJsCyMICCGkymI/1S4fvAgA2E/2F1ovIYQQQu4sKMAumWCcgPW4kuvpCifZejcD9hcf+4KGtmuWZHmQoZKjsmiBxVOfKk0X1aGqfPtynpgW44itGV5v/630STl/nXbF9LidA9a+htIR2/2PaerB9A1JVyXxtoekZj1U1WUtCbvKndakPFC/jCsmI923pYt9dgSBfaxDP6TUrs22zSbhyl7zsUwqjlcZ2AbfJz63yICdt/F5KwAO1BZ29erMgB1nDtgppsvuCiGErB5uzvmcrCUzKLWNI1mdzwFCCCGErB4UYJdM5MnSNAS/FgYm2woJsyGq4m9ABRlRcxqqqU4OuzlENqWN4Jmkz1u26+tf7XD9LIJASYvrBcj3KW3HPzOT24fg7Yn4RU534ip335V0iLOQygNPmdDw8ez1EDyP1T1zY0R9ObfK9p8uLZbDjSDwY/KgFVR6zD0dLmRcI8CmDthYT4sjpExcw1ARBPO4WBfhzl3MO85BtI3dFbrxjpFA8+OdEEK8DPGJNpVNnOJogJoJIYQQcqfAO7QlE57Bu+broaMWvYAH08Wdv1GGNyjdvI8owDbtwrBd6ePZNIJc2vMYZcEqaiEspfmrlQH99duIGUpfn0lapGS6L/U68UoangYcsJUIgnC/3O2qPUjFwMb5lbzZpsUjv1hpzlERQSBuHzzirlKhDNgREbGE04KK2J2Xr+uvkwErEWJRmMq6tS7dfqhJuObJgBWdOWDnPCXh9+D27MU7uIAVEmBFkCh+vBNCiI8hcs03zhVmcogkSRZeNyGEEELuDHiHNiYeccp1wLajXM//H/8NAED3USICAs1GshFqbm58LcocQ8674mvBnJoO81B5nxrBVbfMgDUSape9FkGWAaugKhmmbnuOwBg437WyqSrHKxRCqztMPRBBIM7zACVB0ZyPHpdDk6CW33jVuIfFF0FgOWDLMu+YmAiCaj+i0rVQvK+owBVWnYQrQowIa3p99AiCeWqfy428IEH9IN7GBVkd51OMBAk/3gkhxE/n4P1mts7OAZzh4PTa4iolhBBCyB0F79DGIji6P/zt75X4HGKZ4RvxwyiLP2V+H34AAHD+hVfwzze/zGqyWfwLMZUiA3aoGdB9+PtUl285TIttt3O7EGW6l5b0QdTiJVaWNwNOxvy5aTdCVBFgw8PM7f6WhcXuB1GgcsdvaXkggsDWuNq31ua8tI8Y8G0lonJhuqq1KlQm4bIyYJflgxVor6gfFiGb/Z3F8UivqUmyXpnGbLj3gDkiCIwDdmlno2A/3sYOjqD10rIpSsTQdMASQkgA85k27wgKm93j9Ee4a4dPL65SQgghhNxR8A5tyVTlkeLb4A4O8YP4XXgjfqm0XBy1xdRxz/YN3PvOX6608RQeadm2vx8L/YZqGNhR51Iva9YtrScXuaUso5ov93HbWjseDhGViW7txui7Q+xbDV8PNg5Eyh9B4FUCrTxSf32eCII2GbABKsPvxV3nF7vdWtzXh8mADYuRYwiB5Z9VzC7ax9ZOia27RuwtACDREWIoTPVG7ngtBNiBIwh6CLCdcp0HZn+yjVgJNvXOsrsCAJggQZLFeBBCCHFQ9T/U9uHSwXUAwLXTqwurkxBCCCF3FhRgl0wogqD2K2FHTern8B5cx+VOFdnOymU7zMaRaru9FKrO1KwWSQU6ETMJV1SzTVk060QWQRA5EQRBOd+UM9mmLedf8zbtESeBsAO2KvW1aSR2Nw32xqVtBEHJAeu4BcWXZ6ukOI5LQ1qJlaVjEJiEq5LzKhFipbCWrFd+IBk6gqDXR1Hpml4uB5NUeN1eEQE2RtIvkoYQQu4GusZOteDy4VUACvvJwQJrJYQQQsidxKS5CFkMIRea4H+SP481nAEIx1Jt4Vbrmr9/8s24ONu3lgjuwY3AdqqyJN2i5LMLtr1cegoMnt3p6AHNBaqKA9ZM6tTBAauAziJSPgmXEaGUX3gMJ+t62qu4ZKVUzp6x3i9yqoBZ2smQXRQSmmKrLCyGM3btLFVf3dopXRyP5f0oIVBKVXZIKbdP1ZxbF+W822hJfy5IM2BPszKZODvQe0DxA0H3bfOzPJfQGHBtd2Rvmgqvu8kmrs9d2/zEEGbAEkJIgCE+0SY6QaS2cbxCEzISQgghZLWgADsiIbEojRhIuQdpeP+7Zx8ApumyD+Hd+G34F9ZWrmu2/FXyD87+DQDgb+Nbgu36sdyLlnDTRhuszCLfsp0hig9JWHhLl8dZX3XugG0+Lul0Vt3yekVUmgGLyLPeL5oCZnKpcttdU03TbXTFIRqchKtmielTun11WR9UC/Exba8QYKvnySPMKel4nQ9B1yNTIzJbJQBACxArYC3ZguCkvHLoDNjb3AG7v5YKsDvJ2pJ7khJLAq0YQUAIIX6G+WF4qjdwFq3OhIyEEEIIWS0owI5EODWyLKbu4hA/KN+Ca/E9SKAQZ1tG3qHd5nlfcaRmO/GIeHcIYQmrw34q/zmI0gZyx2CMCLbMWdOp9E9+ShrEQ6QOWFWJIHC2y4VXd7KumvpVc2Zr5Ll23AiCvI2S4NvuGBdtN13bdUPr7X6UXz95Nmq22NVapcEB274vi8ZMwpVFXdgCu3mIdldycYSzDNjMAbuuN6ycWyOOD7tvfYTtPD5ijuO+qHe2/cwBu52sxkdqjIQOWEIICTDUZ9rGTGFveogkSRDH/BGMEEIIIWV4hzYivq97PiErhgaiKBdfh6JOuBhWdO3m9hxncqOUrkfcCGBGwIu0Eax0trxmALwR/9BFmMzazSIIlPZkzFYmnUIhqEtbYbO0dQlfBqxAVZyIHk9p63ZE939rUvlfv+fc/BWx3bce4bqyA5IL2cv4SSJJktZlzflRYs5LWKi2HbCRAiYytdaNFEEwx9ar8APRQeaAvZAsvy8AMIFmBiwhhIzM1uk5gHPsH19ZdlcIIYQQsoJQgB0Rf0Zns7Dh3kYvSgypG3q+SjOMD4s5ClF4jz0ZkWFHs8mATQVYu9ZQ/SLoPozaRBA0iCz5LPY9JpyQUOlABqw7cZVXGKtxnXS/qj0iqVVTaI7jkoyaT8JVlYtdByzgmbxsROpiLZSzvLI3nuPkZsAmAsRKEFk/C7ku2cHo5YA1H1/9P8aqru1+3Ny4AADY1auRlxIjgebHOyGEeCk+/Rb7XffC8SEA4MqtZxZaLyGEEELuDHiHNhYBgSFCG1ebZzZ2++nCIgj8sQOygElq2tO+rWVKHYUwZZylVgQBAC2FANvGiFbcBJQdqqpy3VhZrgAiiUvlQ2mwtsNTKancdAgQvEZ9ZVWWXFte0SwGt77ZaRU8nP/jtBPOgFWlUsWzyhuhRIByIghKx238iA4jwLbJdS0yLdrUbFyuQJS91ovhmcNGEJhj1+sYGtf5CmTAHqybSbhc0X45xNDQih/vhBDiw/xIvuiP74uHNwAAN86uLrZiQgghhNwR8A5tTJwvem+TX8AjeHLeauboTo2ooocWmAJtL2nYbF+N2ZU9jRikPQ5YT6vFv6XYgPpjICgiCCKJGvIzjWDrTFhUaa/DcReFqOIObTMJl9NwLf2vg7b5p3YEQUWs9TojJZ/4aRlXqdbGAVsl7IQ259YnVJu/mQMWhQBbrXdYYbGPC0lWaBKu48kGziXGjp4tuysAUgE2uWtGMRBCSD8W/S556eAqgAgHycGCayaEEELIncBqzBhyF/Ju+Tn8CfzN4PpaQcI1xAZEraKOHuqiJegsYohue9oP9+9WrfI/7l2fR5wDEDsZsBGilsP/u/Upz4AVd3Itt1Zfvd2OaJFVa7tv/YnGdSmwoSRSb79aZdX6j1kRHWC7K13XeBY/IKpUtlSiIkZWncNjkucKN/Uh4AwOFMz/apF8n/PIgeyPHngSrnlekysRdRpFOMAmdvX5snsCAJggoQOWEEIaWPTHx0Q0IrWNIxwvuGZCCCGE3AnwDm1JvBc/2bpsdcIjv/hXV0NwaWnTgJC7CgKHj4V2rJ/P1x2SrnQ6O33ugLWFbFtfdOTxPpN/RaKgUJ1l167LjSCQfKEvGTUkevrcoZ58VKDBAdvNZZtu0v2stHPAphEEYj0vNS8RqsdBWtY+DEUGrEGCr4HiqjTHsTl/OoEUEQT5+VTl5wsm71+P6s01XcRw9Gx/Qaf0QG1hR58uprI50DONidLMgCWEkADmM22IH1Wneh1nFGAJIYQQ4oF3aEvi3GM+/jje4i07cWc/r2TA9qVG9bCclfXD6EdgwQqwf6+7Ck3ll47KHIJxnpmZuRWlfni/MhJUx300Dtiiu+WJp4p+uUPsy1Jju4hQ9weAqgPWF+HQWtK2xWGrjfRvk2/Ytz40/Za9XVascnysEk4GLJS24h7Gf00IqhEEdrfLk3BZDtagSOsKsLrigJ3DQ9+RHhEEJYfzeO2G2Mc2LuiThdXXlw2sAwD0SliDCSFklVn8p9vGDEjkAIn73Z0QQgghdz0UYEejfDM88wiwD+K5/LH9q/zDN150lrX7wthUvi5awM4VHcT9NvoMWott0GgbhQiULc+FwyKCoF3v2okl9hl1hSff+bRjA9IHgSCAGgG4skbMFFYNx7QSldHlLLRMcvUUU9KcV+pOCFYR8TwZsKk4GS3NB5vk+aLOOU2fBGjuaZEBK4iM6CzF2oYG5qKovcdHUXbNzj9H4GL2bT/awq4sX4Bd11MAgF72D2eEELKyDPcldPvkHMAMe0cvDNYGIYQQQm5PKMAuiRmmlWVNt8shwatJCAtvF+aGLn653zraLK17QJ5ziy+MoYY6lwkNjletv5Ob4eCfnr4CADCZzaAkwfZ5Jn6IPQlX/ZlNIzvrh5JXN0olQ5872btNG4dtnvVaeppn2BbLQxmw5bbzx43H1NO3eTJBc/dnWRy3HxsxuBjGXhVgfcpemwnPhkLnGbDmX/EfW1Wcn6jInKhFkhiiBCoTYAsHbPkHhYUzh4i6iAiCRb7dHETb2JWjxVXYkzWsAaAASwghIfJY8wEyti4cHwIAXrz19MLrJoQQQsjtDSfhGpXibv/cK8Bqq2TNl8KKaNAvAzbF1uAt16sVQbB1tJM//uvyJ3AJNxva6898w4nna7kLG9vn+BunvwcPvPxjwGeBlzxxir984xfx0OEDOMMhdDZcvE18QzdnaIqIQuSRQd3rxnXACoyT03Z/dmzf4w71Ux6u3+3ctsgGDUw2pSqPyu3mg+utGy/lDteW6tFd9iRcOv9RpNqHyGdTrn1e/mFGZqloF4ogqE46txiq56o9AgUlQLQik02lAuwxgO2l9mNDpx/rnISLEEL8VAZ5LJBLB9eB+y/ixtn1xVdOCCGEkNsa3qEtCZ8DNogz3D2wugftIghsoepleAbbuNW7xTm65KHnnofySjtqTG9554/hoYeuAAAiHeFLnn2kcIlmglXr/FyTg9rSjWEiCPzyuae8k3Va1tO6HUeByidrqqB8D8XzyFdv+6V1RAiIiNaz3AGbiXiq8lboc8Cu4CRctoRpdbcQV8Nv8co6PpKsZwvd3Nu0fj2wM72XvpvlKyuZ52Os7Y8JzezFO9jF8h2w67IBABBmwBJCSIDhPtMuHV4DEOFAHwzWBiGEEEJuTyjAjol1P+ybhEtBcOYVZodyn9UJsJFVrmUeZydCAt7wEQQ+Ids0648DKPrUdi+LCZPCHr/CnVrnePbkfQLFJFzZf/Zau2xULCyV8C5u6IO7kfIdF+/pq0YBNCHa9Lz7kH83gsBTeya4F8dNeSIIKq8PJXlW6TKkLZ075DtENoik+1LbYYHMUgE2jyCQ8jEcPBqkR4yAZLJ5VTxfDgeTbVxQx4BervC5ptJjyQgCQggZnwiCSO3gBMfL7gohhBBCVozVuHO9G3D0C38GrGAN51nx8M1zZWj0ABmwbZ2Ytw0t3GCL2GOVeSvLGbAt6KBvCQoHbFUcd5ZkQnr99eQ8UvXXVzHxmNdK7OmJ5Es6Ry3UHj5/eEL7SbgKIbsi4omquEEVxOqQr2NDu0TtDFjzyAnohfvUPQcBkjSCQCoZsKbtoX4EmuNVlzlg58qAhVqYmr4/SaMHtvTuYirsSdziNU8IIXczQ/+ouKbXcbYCIyIIIYQQslpQgF0SvgzY/gJO03ah9RIUWksO2DHmxerhdBylWz0xkxZVJncKlq8KqX6KqIIoIEBKpTQsJ2MqOLU5dsF0VTP5ke2kdWfsgi2uNThgvceopXBYu2WN6Cxl53HFAetL2LUyYJchbSW6y0RYTS7gQAZsvqws7A59s9pHLDQBDPNFECyO/Umalb2dLDcDdirp6IpVfn8khJA7mY1zQSKHSJLZsrtCCCGEkBViNe5c7xJswWPmiSCIam6ZbaG0uxut/cD5og3r0rgLjFSLmPyrFAOQuxW7ZcD66vIWh88BG56QSgolzXFy1m0dbjut2ycIeuIdWtZbbqTlVp5iebapMfS68Q1mmah8feU8STUDVq1KBqwyDl4puqPcuAuvDO9QlNFZBmzhgM22HDhHtOh+j3bEeJdX42Nsf5oKsDvJxlL7sWYEWGbAEkJIgOKbzBDsnJwBSHD91rOD1E8IIYSQ25PVuHO9Kyi+5F2QPXwL/pmnTDgq4NOffo+nJv/zdrU2ZcBaYk4LMWygEcr1dS+0zcV8CTdD27UnAzbYogqLZbUppuIb5l/tT3l1n/10XJ+5cFmfjVvdv/oIgrLL0gyj7kM2CVet+9PN+/VFEHgcsJ46R5O5WkQruChEZkdrygCSpI588+NOfi7yPwP7KbvvmknyXR0H7FomwOq1pfZjAmbAEkJIHUN/pu0eHwIArh49N2g7hBBCCLm9WI0717uMl+AF7/Kyl7F883zt6iuC9TVnwLZdbrtsbTddD3VklQmKaO0Fi+av7oJ0yqZ+EQShm4Mik9Mv7ga16jyCAIASy9ko5v9hXHNofrSq10VZSm4XQeATNY3oruqUffHXWUzfFb7CU6G86FebCILUc7q8CAIzCZfvfcLtf+XIe53Cpg6BZBmwOhedHXfQYL+wmOuy+0eReQ3MlQEr/hiPPuytpdmvO8k8mbTzE2t+rBNCSD3uj9OL5fLBNQDAjbNrwzRACCGEkNsS3qktgZDY0HaKovrUT3tpU45mnQO26GO8dCfVeO2bCa4WRRv3sD0cvi1mGL0t8NZfP0V+qy055cPxvcc4UJ9xwJYcomXHpK+abnuo7KZqyvhiF4wwXJ5IqlzGEqSB6jD2gAM2fctcThSBLjlga9pvcLwWNVjOZF3ODRXnnMlAP8LMdxTTsxitiAP2IHPA7s6W+34ZG/f4st+2CSFkRXEnmlw0F27dABDjUN8aqAVCCCGE3I6sxp3rXcYODgJrAqLJQLNg1UcQ2JdGMkj789Pvq/N8R7OuTZU7S81Q7noHbCECNvXJrSWdhAtF0Gndtj6Ha6eDUM1QTZf6fgqwBeFqPa3zi+dQj/IsZV8dVvMiyHNEq25ZBaXKoqPKJ+FajrJVHLvmGAQFyUTUuh9hihtQE0EQKSeCIL+e+/a6JT3O96pNwrVnBFi93Omvlv+DGSGErDjur4wLJoIgVjs4xtEwDRBCCCHktmQ17lzvMv4s/pJ3eXkSrvDw8urQ6HZcwz34C/jLLUsXtdZNDtaX0BD7saSLPy1/BX9Mvtta0nEaoFrBSPJ/S7XWBqDWCZf+FlL3n7vcIyRWHLaejkjwCQqhrnDRps+bXJFudmyH89tKkPOXUS1urExWb+5lddsLiHqSDVn3D/gflkQsZ683UqB67st/Qwi0nmYPy5EDhVN4qB+Bqo/akp4LhcgzoeEyONhIIwh2k+VGtkxknvxkQgi58ylGAQ33+T1N1nCG48HqJ4QQQsjtBwXYsWglKLXLcvW53VyOZa2SV3kvruMv4Dtb9KPMEAKsS6GZDdSWU+3b8WG8Bz8zTFtWg6pGYiq8lNL5JqAQ41WrIf5FBmx56H25UMjp6pIusa+LSnSotV24Hqf5hvVePO7wot2wAFnJp3UEVyV+B+yy3K8AIFKOVrCjEGq87GFjvV0qyy11Rdzi2bAZsL0Q8yNE/48xBeVEafTndLqBE5liV58vpL6+5A5YGmEJIaSB4b7fbp4LtBwgSZb7mUAIIYSQ1YEC7Jg03Ojb98vrZ2f4pU9+pbdc09fFv/aWb8Bb3/kvGrdQkFbC8GCi6KjU72dH/2tNC7bs2H4SLnMe3KHeoX6JAJHyDZ339ysXIyUTEgNia75BcGUh5non4So5eR0HbG0P2yxrh7lelVeYLvokUPlETpVh7B5Rr4ggWA46jwJp95qVPNvCLzLar2udZcCa69U4Xgupd+D3gF4RBApKzSfALvp8HmATO/psoXV2JRL7PYgQQkiIIT/Rd05PAWhcO3xmwFYIIYQQcjtBAXaFsAWRzfPTcLlKIGP5+cUL13Fz+1Je3x4uNbZXR6TGG1I7zsQxvmzQxTVcDpJoN5Q+7OOsLrWHzoeHnTt9kPD6nMAxCF0l/giCuv1tL+VLm/MRKGNaCVUhStIIAisjtTEDVrvi5xKEWCdaoXSdOd1p17uiBjMJV5QPX7cd3GrACIJyrEUX0rPoEc+XyIHawq4sW4BN/1Y/JwghhADVHxmHYPdWOt/DlaPnBmyFEEIIIbcTq3PnShrlKbNWt0ygPJ5t4pfxRrwan2mosZ4hIgiCcosvnrSjMNiIZ8MiDmA+3CHbXR2wXaSzap/rjog1VN1xQ3bdb+Ma9F0XtuZjZ7+2aacs8s1zNqrxDy4KxdFS8JwnR9SbZGLzUh2w5uDak2uVjncpVABtxWIFQCepABtLnG1t35zaR2uxVOMiOpBHEMT921/wbh2oLezqk8VW2pFYZdfuQJM3EkLIncKQn+j3HF4DANw8uz5gK4QQQgi5nViN2UtIRt8bZr8jVgC8AZ8KbtX2i2fzZEtdagOWPzQ23Fev008FnzTWrVo6+7oLUIVzM/NzWpVVBXqpTPKlnBJt2sqqz+oqO6N9Sa9ld2lYdK+usSMT6qkWiDKhsjCMuvsO94hV++BkwE61BmJAMmF2GTKsmNehUp6XfChmJDwcvVgj0DoVMWOZlMrnDtjB3ZR9HbBAhP4C7KLZVzu4IMud9bqYmG/Z77OEELLqDPdpvnN0E8CDOJTDwdoghBBCyO0FHbArRMgBO2QGa5sh8mNMwjU0rjewuVSIFseiCN8MHl9r+ip4J0oKCl6qJHW69btCbjGE3BQoZ836Wmm83vIM2PJeVOvx1dzuWlI+PddTn7/d5jaUpBEEIuYIOZNwISq1PZE0gkDcsf7OVkOis0m42vjfy4K8v748KxepsKwEmGIt28T8iFPOhF0ljMd3ngzYoqbFsB9tYVeWO+t1bH6AWMFzRgghq8AY748RgBjbOMZyPxMIIYQQsjpQgF0hXGHl4OBeAMDTT78BAPB9934zAGA9PnVKhsW6+vZaimGtHLDtaRJ96yaeKi9oL3g1f9nu50ANLzURBHU1dHGhFmhTt2q3lQKcY9UygiBwyIwoZ18/hVDXquZGZA5RrfjBoF0EQXom3Em4VOm6jzPxMxefxwkrLqFNDIJHBLavJXu9qjywsSfhihEjwjRZL63Kr+KBHLBFBmyP8511aX4BdnEcxNvYXboD1hxTCrCEEOIl/4wb9n1yTU9xjuV+JhBCCCFkdVidO9e7gGbBs7x+NtvAz77v23Dz5ksBAP/0C78RD375z+DfRd/h1Ou246+vqb0QgzhwV0wbaDdZVpuKfA7UegQtJ50y5QO5n2EHtbKcscrXzW7kQ/sLgdIj+ZWG+5vnoR6GaOxmTc6lOaRuHYIigiDP0nVFPCk7YKfZJFzLvGyLibGqy4DyoVAQ65pq+rEASHSEGBEmer3clsoc1CuYJ7qYCAI132vBYT/exu6Sb7bzHyBW8JwRQshq0JwVvwg2zwVaDnE+W242OCGEEEJWAwqwY9HClVQa6l9z73wrurCQLqWCWPOXz3hl1NJlJG+2xzcJUpsv911vAGwhri7js7xR4VBVSiqCb/30XWUhz+eAdSyT6fqOWZTeTNYep1x5+lItU86Yrf6IUc6ALYZ1+9ynvbvaiSKHtUNL+YRddedAIBIhgiocsPbmaePt2+xAvic9HMVFBMHqZMDuxTvYVqdQenl9yj/U6YAlhBAvY7077pycAhBcPXx6pBYJIYQQsspQgB0J82Uvqh3OXx3S3a12hwZrV3tn67Jv5BcsbXUWe6r73xz6YAZvt2ur4oCt0R/LGbDVdW7fSvJbzb6HXbhOjXkGrPYU8cQqKFM+VH9dgmxNYm+gv9Xr2ufKTfUpyRyQlWHsTt0TJKUa/Odl2NeJW7/kEmQVVbOuXCY9L4lEiJXCVDbSusVyB6khU6iRtdfjNS6pQzfS83yMLfa95WC6AwDYThbzI1kfiknolv2+TQghK87Ab5MXbu0DAK4dvTBsQ4QQQgi5LaAAOzJxLuRUMTLH5+UV+PQvf1lNLe4wdzd5c7HfKMedhGuotuqFliiTSquDvOup0zjSoe2F0zIsM4bEMn/lRvYsO2AbBvLXZMD6pVx/qfJzjzBdGgZfrai9SGmOW9258K9rvl4ljyAwtVQiCBBBWUO4Y+26T8d3YwvMJFxd2q6LnLAyYEUhBrCWbJTWmdfDcOLyHDnBQBausTofYweTbQDAtt5aWh+i/EW42OxuQgi5cwgMf1kw9xxcAQDcPL8+bEOEEEIIuS2YLLsDdwvmO15UK8CmPCxP4cmTsADbJIwV7tnuGbB/Y/P3QBABx8Bf3Pl2QAneFN1oqKc7Nb7GatkFaD+L+o7dJlAgR0yGJvAbjh7B+tk5sOnfKncANrg6U5HY5HOGXaBuj0qTZKmin4Luv8JI7oD1nRhbEC67RZt7ajnA5znneQSmz61auHFTt7CRsctHQUlZgJ3KLKu67Wtr8ehcFC0Ec4FvHwvJVAGANJ0pgdbpETACbBFzYdoaOIKgxyvU7Hskc3yMSf7PQtjLHbAbDSWHw1zJQgGWEEK8FD+pDvtZvnVyAODlOJRbg7ZDCCGEkNuD1bEO3Q2oegfs2KKOEWds3vLOH8Nzj6TDZ5PDS0gOLiNekclcFjWidr5qmoZ1l92CJoLg5clFbOoOQlFNJ+1VPvHdFRwVVLGRqHz4fRDnfIdST5Xnuqg/tv5bHdOXplb9bVVrNNEI9bm2TpSDK2RnzyOdCq9xXmdTnMJwaMkcsIGmfX1qe5OpRSFSwJouC7BG7B18OHufDNjMVR5X3MvLw0QQ7CTTpfUhCr4yCCGElBj48yMCMFHbOAEn4SKEEEIIBdgRSQWGOgE2v3FuECOq+bDLv9WevweWQ/N2wJN56jsrdRmw5VCA9vmohTvRlVv9R892wNaVa4u5Pu08Y+Wss5fV5aY2tdFH5sy3qclArk7C5Qqw6VvjJBM9oz4TYC2Y/LyXYh5C51xysT3cZyuCAECsgPVcgDX1mH+HfmX2ccCmW0XoP+FVOtla780r7K3vAgB2k+V9tBbXat2PfYQQcvdS/Mg4/LfOtdkE56ADlhBCCCEUYEdGciddaH36p0Ewcb4v9s2AHX5qne40+UsXU3NomP+ixbUWAmk2EZQ550WJcF/yDFilAq7H6oD00jW1oN0sTcLlTc+tRhV0zoCtKyH+M1Z9PfjrElginrgRBOk2U0lFrDWd5NssC+NC7R4s4l9qH6dEgEgBE5mWyucO2MEiCNoHVHi3V0Ak/QXYRbO/lgqwF5LlCfVKxhMWCCHk9mb498nNcw0tt3A+owuWEEIIuduhADsSxpRUnwHb5LILCYc9+xQUpjwC3sIJfOn1xh0sT8zoRrWfdQ7Y5vMcOj95nkAgHiA8mN9MP+U6VUWQZv/62hM7D7Q+A1YsIbOaltr+us6XNN0bea6XfBKu4jCV+4giA7YQiauTcAHAJJt8KypNfbYcpNTjdEn4PaH5prKUASsoRY2UEweGd8D2STgw28RzOGAXfT7319MIgt1keeKnuf61ZgYsIYT4cL/XDMnOySkAwYsHTw7eFiGEEEJWGwqwI1MXQVAM466vo/2tfYsvlitmkhqlOwtpJCB8OeOZo/wlVjccXiqxE3VnrpDp/Q5YbwsNk3x1w0QQWAfSaJ6l4fHK+VuPlB4ru6mOtBEfs0m4xGTA1jtgqxmw45MPmZSiB6U8YDdFwfRVVG2HFdLB6so5A6YOpYZ0wFYftSUsPy+P/SyCYEcvb/h/fq2uSHY3IYSsLEPnmwO4eLQHALh29PzgbRFCCCFktaEAOzKuAPureF21UFMEQePygPXPIeSS6/V1dCHCXt/GF4dAFjrZly2QutW2l1zL6+0B/bm4qaQ4n01ibkWYCQ/RT9eW1xcZsD6RqX4/vIc27694lnV3EBe7F3bWpp5O25sbyoBN9zGqDP+3pcNxZMDCsVMlFEOicrHWd+StCAKIM9me48ZfwUm4gNqY324sSDCdTaY4knXsZJO3LQNzrZpJ2wghhIQY/vP78v5VAMDN2d7gbRFCCCFktekwLTtZBK4A+yo8Xnp+5coj+NxnvjiwtV+UWsUs1zrqejuGmBWe8Cq8Ra/yIg0RBEXpkL7lSpOqJPxle1IRr6peUhMNULgGTZxAdas+GcKFezvsaexybpsmomvVr5qJvJSoLHYhy4B1fosyfTUCrHHCmkzUUMtDUkwaYkuq7dpsEm21CFQpgqCcATsUao7znB6HOd/7FvXDkcUBNnFBny683raYY6JHcHYRQsjtSfb+OMJIge3TQwCP4JZwIi5CCCHkbocO2FGRkmvwX+BbSzPJA8DnPvsbMEvWFtTeqg3QTakfXj/Ql+HRxIiyUzWqEQH925mh5WaKqPptKu5Up4SIKotcUpPn6SwO+7DNPmlrWXldqIau57fPFRxV2qj2yRUwK0JgNrFTbDJgMwHWWC6XE0GQHm/vm7Zy9zFTl2skSnuLBIJIVR2TkYqyOobOgO0XQbAoqtdMfw7UFnaWKMDGYuIyCCGE+Bj7/XGCbZzgeORWCSGEELJqUIAdjVRgiC3R6iJuVATYevxfGatOw+79Wh3C/ZnHFTlfy2HKmaduHVIRSMP1dG89bc939lX5aeGVdcoVj+oHqLsrjAjZ1QFbT+cboqCYrGsbFOu8GDepOwmXWT+VdCh5WaBbjrSVT8KlPbZlb/mAuOygIEggUJEdblFKl61vaA7ynvWchGtR7wiLFGD31TZ2ZXmzXUfQOJcY0WRRP+QRQsgdysDfKw3rSYxz0AFLCCGE3O1QgB2ZGEU24OJu+YuaPox3LazWpTDGxDEjfeEWoFUEgY+2W4UTZoullZiCQOXhNsuuz3BUgThCZjUyo/XZnWPSMOVcQ4Gk2FRkzFyi7iRcJgPW/GAyySMIzNa2q7hzF3tRuIxDDuaw+O1/XWXLNJBAe86nyv+TwRzkpqfdP4oEC8yAXSAH0dZyBVgRJIgAxYQhQgjxUXyOjpOVvXmmIXILp2dHo7RHCCGEkNWEAuyIKOWKVt3Ugz959jfwFfLjUJuuW6+o8x34UGndk59/E65de3nnvpYZUeW4TcbNhrtpnQ2pyz0t15A7R50JpOoctOnEW/URBKYOo5+lWxRJsK2oRMymC0rubQGU0l4HrLJkS28PzTaquswVUxv75l/k6VNZSHYFWOMaNcJrMay7JhN16HmqzCRcoos+KH8SbJv3GVMm0hGgABUV8ShSSlgdzgFbtDfONtVKsmt5gQLzfrSDXVneTXYsOhVgGfFOCCENjPP9duckjR944eDzo7RHCCGEkNWEAuzI2ENddfbFL0GED+BLG7d9RJ7EH8b34N0v/XC+7LvwP9du8/nPvwW//Kn3Bta6IuCqXg79Reuihjbb2YJTW2oiE2BPwlUtpwLPurVub+cRkZQtfsKrWrWeHCsTqyQkjqr5IghKTbU8X759bjMxk8ocsKkB1hPkkGXATkwGrOU/DTO0SJmKonGLQ6Oy6Al760qZ7G+kfeezCGcYMgM2f3X0dKWv4gSE+9EWLixRgI0gSBCDAiwhhIQw3/bGEWAv3toHAFw7eWGU9gghhBCymqyq4nbHokrDnYphzm/EJzvUUfA/4S/O9fVRrEsgSVbzhl0yMezFFx9bTH0LqcWPK3mFv9xbDlcphMt2wqOpoV3ZVGx0vJ+Vg6AK8VS5a/xSqn0tK0jmgA1HEHTzUc4RQSCS7kvNpq4DNqr8+JBuHGeT5kXGAbvEMe9GgIXW+RLTz8p108HRGc3S11d5UjUp6lVDOmC7X/eGjj7u2vbVAh2wB/EOLmCZAqzGDBGUrOb7OSGELBsZ4L2/jnv2XwQA7M/2RmmPEEIIIasJ79BGxnZs2V/7LmKIL2Wr5w5rxKOoiET4wM/9LiTJBNvjNt1xeyNWGQRR6TcOX8amn3Znzh844Japy4AtX41uyqu/HfFMwuWus5spLWk4yKIBFaGd8BooU/Qr7HApHLBmX9wIgtTzOsmE1wkSt4rRMQKs0tr701nlzEtmgA4ey/T4THRWmXKz8MZzwPZB5q1gIPYn29hQ54j1FEl0Pnr7aQRBjEjFo7dNCCG3B21GtSyOzfNjKGzg1hJHRxBCCCFk+dABOxae3Mw+rq9O29W49f4Tfgu2AzOyVt107YaDz4Nfli5IkjUs7nJdgGrT4pjUO2AdUXOOPpkk2PBwbDsDtv/eu9tFzuQV1QxYf0vSac6LHg5YSKMBNA8vkLSFigM2249YjAM2q1AVbt6xyQXYPI/WNrq6cRDlM+17K8gDN2bpvosVQWDyZkfLgO0Rf2Kn1M7LIj8I9yfpz0Tbye4Ca21PJBozxIhkfSntE0LI6jO+QWGCLZzgePR2CSGEELI6UIAdFUGbyXGaaNrqHlwDAFy+8WKwzNfgP5byaMv1j/HFNCwWDsFYglm5HTsDtoGWh7xNbX6frT2k3+Nc9dbs71TIAauU1Apphb5XtxdmSLqps6ZosAZHfAy0kmfAwu+ABaxJuIzYLGLV4Kl0QEwardLNbtxqV8JZuXGSOSVLDthyBmyXSIM+9Dl0Q7ly52Vvmgqv28nWUtqPoZGoCLFMl9I+IYTcLoz5KbKWxJgFjA+EEEIIuTugADsy5QiC9qKX2boNl3AT/z/5Nrx0+lRzf1ZTwxiWmn32izpdDlIhcIpInvGaPm/armObnpPnXlPGhdvXYeir05cBW/THF0Hg397/vJz9Wn/Fq5YXcOCYWGurfYyyf40HVPuqGpmyAxawjnE5+aLTDz3KRBBUfOgmO3jICIJMcO87Cdec50N5RibMy8E0dcDu6I2F1dmFCBoJIkwowBJCiJean1IHY+ssgcgRjk8PR2yVEEIIIasEBdiRKU90MxxbOMI3XvjRAVsYhmahZ6wptOan+ILv92CWNDNHgGoX+tCuv0ps8deXh9oNyUWr4lwoGAesHTDruFkdcbWe/sKcmwHrL2M8sCluBEGUtWscsObvMm7aDJKFTahk5u2BctRIaXm842wSrvJrTwBVCLCriDYZEivGfuaA3ZktJ2LdZMBOZW0p7RNCyO3DeJ8hO8dp/MCVg8+P1iYhhBBCVgsKsCOiVFm0mif3c0zafD1d1FfYMY5I83EPr28SPateSwRiCNpPyFVe61gdg/UVS5Uloomg5BotMj7ttpxogUAPSw7YrN76SbiyohIQCoGKWFh3vENr0gxY/1pTn7KaUqoaQQBJRck4c5uamZL9WarjIJkoGokvRzo0cVpovZUBq9My2n5vMvs7uAPW0OejaBHvoNmPCQuMWNhfSx2wu8lyJsGKRWOGCGvMgCWEkACthiYtlEu39gAA107D8WCEEEIIubOhADsyzREEi2xrRREJKrbL9LMt5niVJ7wCUgG2TkiUmkmjusi9VoXVRVLIod6tamMZ/HWVIwgknAFr5q8KSrKefgZyZttQ1O6Tl7Plzr1X5GbAZlvFyCbhyvZV8pPr2YeBL958Ei49a2y00juvcGwE2Ci4kQCp6jz0TWqP6suBF6vD3sYFAMDu4lINOhEjdcBuLCkCgRBCVp0RddecywdXAAB7s/3xGyeEEELISkABdmTGiiBI2+qej9mvxJj0603PiMlOpMPwbfnPdhGmS6pbOI+lWaQs8GfAVp2qqkbsF5jU2lCZkKfVPwmXXdqf49omOkEqDzxlRHmv8XwSrppm8uxRT/8AQGUOWOOMNJNwaWX7icelEGCTfEmxUjkPU5E5NTvX9zZKfBmwkp89lV8hQ2DOQ/cjmu7aYvoVLXD39tfTCILdZDkKbIQECSJsJZtLaZ8QQm4XIjXebdDG+QmU2sQt4URchBBCyN0KBdjRqOZmDi/jrF4+YpBOwuPI1HSpLqO0cFfWD6NPJ8lqmedauy6b/MvuQ1Z/OY+123URihCIVPlarmTAOjXkMrR2h/v7Wut/PSjoRneLEWBDEpnKM2DTEoucpKk/dgZsEXBRVxpocQS1mXCsvDUwxiRcprk+Amz6s8GCerAwDtazSbiSpKHkMMQiSFSETQqwhBASwHx2jPvZPpEtnOJ41DYJIYQQsjpQgB2ZRUQQjC+rtujnwjo1kNDTstr5WnezTV0HbPttm5e3J/UvWg7bpirbjF+H64A1YljVAduigco2RkB1J5Zqg+v69PXDbscfyWBEyUyANbmreZxCubYxMFdTpKvCXtVlbOe51jmFAZVkQq24maXK+m/1fswR+DN5+6AWeBOuowkOZQO7cr6wOrtgIgi29dZS2ieEkFVnWRNqrs8izEAHLCGEEHK3QgF2ZCL4JtAZhhX0klqsnqCzOIzPtG4SrnJpsR7bf9u0U3UP2sPRs6vMMzlWtbp2V0zugHVEKzcDtuphNSJwm1aa35pUIGZA1RxFIyWWQiG8dbgZsGlduvYQDfuKMxEEUTKzju08r6NMgM3zdu34jCzzNhdgh3EJFUJ4XwfsnJhrecGBgAfYwo4+W2idbYmzCIKL59tLaZ8QQm4Pxv+WvHWWQOQYt05ujt42IYQQQpYPBdixyJ1zTRmwi/tC2EacWcZEBLWsWn8CtBHPcxdnQFyy5a5+IbWuDzN08NyIA7f3XeMPjGBXODGVpP+U2wm14r7tWOXE3aZPBIG3eW+9Gv7jZtygcR5BkORbNrY7EJJFEMSlSbiKteW+NE9RlYu4maocVyZQKxywq/iyNCEJq8i+2sIFfbqUtmPRSFSES8nuUtonhJDVx5mJcyR2j48AAC8ePjVqu4QQQghZDSjAjkzZNVgVSOJZOLfv5GQHAKDhDhUOsZrixJ1KJSu1pQM2LVtfl3+bdue35Gx0BM46mS40EVYxdK9pEq5Qve0jLeqjI0JD400/whuXHLDe/mQRBLkA2+cMLZos0Tc5z9uvu3cszpOqP5BZBmxsRRCIZPKmQjrOf6Cb1HkyYAGZO4LAbL7oD8IDtY1dOVlwre0wEQRTTJfSPiGErDr5Z//IAuylWzcBANdProzaLiGEEEJWg8myO3D3YFyDxZc97bvtlwhQ/uG+v/ypr8DJO2/gXdMPDtLDVWCZknEft2U97QXYckRA/35UxM1slL7Yk5x5xLi6417pjVSvZaA5gsDsl9u83ec0r7RYVns9BFZW+uXZMB/6Hqgk0uWYhTwDdom5HiaCwO+ARfV4iMr2syHD1zhgtf1xIJnwGmFVM2BNSMIqsh9t4b7k5lLaTgXY1Q6gIYSQVaDt/ACL4vL+FQAPYy/ZG7dhQgghhKwEFGBHJmqMIAgzm63jPfKzmKCds2pRt+DtDAJdWlM14lljbzq0063mTvW3KKZlEZNwtS1X5/YMi3Dd6jKiZSZOuj8UKO20U02BTSuo64sqlQnFN9RRHX5frSOPIGiYhCuWVOw0r1uzx/W1D4eCQjQzkztlIimQ/RWrXJvrOMsq1gqRKKxhw1lTuIQWkrfqxZzvPh7URfTJXGeLzbg9iLbxWPIsgPWF1tuGWBIkEQe3EEJIM+MqsGvJGZTaxpEcjdouIYQQQlYD3qWNTDmCoPvh7/JVsZ0Ic7dcAstwypUdsK6IlYuLSpUdqnaZFvU3oawM2GrkQA/50OOAVRAox0pSdcBmm3e55mrHmCt/fiskOzS+4+NGMAQcsFnMR6QKCTLdwBY8ywwnUpbrj/V5Q0nntd/0Y4dWiBFhotdKrRXC/XAO2HIURDfSU7GaDti9eAe7cryUtmPoDjE1hBByN5J9G1rCRAgT2cAZlvP5QAghhJDlcreob8snn4Rrvi97qpNTrGdb8wYrjkSnXi7O2NqiDin9bXbAeiIBWo2L84mAoTxZx1lqbaucdW6/KiPbAxEE1Ymg2jlgS7vqVFl/tYeH1tcdPbHqDfoesz5OdDr5VuQ4JMcetggUk3BFs7OiH/lfW3CNsvJFqdr3HQFiKEwSy62Z35SOFUHQ7T1HstgEV/TvS7zg/TuIt3EBt6D1+BdKjAQJP9oJISTIMn+625hFmMmtJfaAEEIIIcuCd2kjYwshvb4AdhiS3VtGXYIjwNCs/Q4nDodrFk+Z9mEJERRUcMfMZErt9ssu1cZxaRyv4fr7n2vlyJfNYlhI6LUx4mGbsqg5DU1nqnAl+05NlImYeQZsIJd5XLIM2OTce9qiyn6YqA/lPQjmvUi0QgSFNV1MAJhPUKKykoNNwtXz9dwrsmA89ifbWFMJ1mWjufCCmUAjUat9fAghZPksxwG7fTaD4AQHx9dGb5sQQgghy4V3aSMThT13K8wQoqf/S+9KDCju1InwsSkyYNu8zIzg2KVtt4bQ5FruGvuZJx9V+Z2v+XDxmkm4fOWrPli3Tc8xDEQytCFyEkz9fcoyYIMHvCzAmoxQUSooGg7tG0/lV4WJ5YANCeuqkFAbakz/xEphLVlz1ilrgrSBX5lds35lQUPsZf7XnY+DyTYAYDvZXWzFLYigoSnAEkJIDf5vR2Owc5Tmv754+NTobRNCCCFkufAubTSMaJUKOc/jQbwELw7cYosvlj7hY6kRBAM57UbYJVeYMw7VqIW45JowXKGwOozfcolWKrPrkTRr1hY0Vblwo3G10v9sEi77xwSBZ1x+vevX21TuTDUl+5w4KfXZV0dUysT1CLUVB2wmSudRIv74h2FJe5v2af4L2tSgJf0gmGrbrWm80xGgIqxeBEH20bWMLIgW7E12AADbemv0tieMICCEkFry7xhLcMBeunUDAHD95OrobRNCCCFkufAubWSMoPPreAzvxU8O3NqivljeHpmwdbQ9Eov8Ki6ZazIKHL+yt7AsPDYdcxVMOq2KpXYGrHuvkXtFpSjT1AOfA1Yh7IB1e9LlIKs68Vr82aRNGbB230IOWFeAVdLsXO89nL41Zck9vI+SHYPsDAWOU15aVOaALQTYPMc4vy4GnoSra/WLcsDmPyYsdv/211Ln685svaHk4olFU4AlhJBG2nxbWDyXDq4AAPaT/dHbJoQQQshy4V3aSBR5oOmjCWY9vX3tT9mqyqZNA7jbC1ld9nCYo1EnHOUO2Ma2pXUGrCHy+Da9EQQqE2stB2y5nELo2Bi5Lxyz6mTABm9k3BrK17C977mGmy/rfnOU9zrgjjRD+dNm/D5ilc0inztgjdtXlf6MiuSu1NLCug1qX0tFBmw6CZWdAQsgyy2OasT+RdAzasL8CDCnA3ao87i/ljpgd/VkoBbCTJAwgoAQQmrJfvpeggN2LZlBqW0c43j0tgkhhBCyXHiXNjJz500tI0K2TZLBgqoc3kVYx2LbNg7YYp/CmaRdae9JlOoxdSIIqo98rVmiZSAD1hU8y97baoasv7uuC7f7W9QiMt2M8zaW8iRcXYXyxeKeSyk/DubBqoBQWbhcIwWsa9cBqyAqfO0ugt5Hc2EO2JRFZ3MbAXYnGf8jNmYEASGE1CI1Pz6PwVQ2cYqjpbVPCCGEkOXAu7SRMF/z8iHNoyipq5mPWM+y+9y1fd8XeDOJVXqO44aXmetQbdeqffOgghNnGc+kqV9EZc7I+j1wGvMuqIhWbd2IrTJxM/G2pmydsJiaWqoTUVWzdeE9ACaCQCkTQbDs69K3N+Fs4/S4NMVYpGikGbdR8DpVw80UnVfbMwN27veLYW7AcwdsMkj1tUygLeGcEEJIFTMJ5XI+2zfOFWZyiCRZwocEIYQQQpYGBdixyCfvMQJsX9pvuYzZXednecJBpeXaeIHm7XVWKFL1Tos289W7bURQNf1zXaT2bPbO6h6XiN8BK5XrrXDA+v/6Kb8lqR5CkqoM1XfrKDtJvZNwZf2IxPnBZMmTcLU/GkVoQGgrs99aBFHlEFmTcHXwW3elcFV33XJRAmxW24J/D9vbuAAA2NXjD1mIwAxYQghpw7K+J2+dnQM4w8HptaW0TwghhJDlwLu0kSkcsH2/9HURYG9DVkAzrpO5uhzTPIJgIcPWq+Jmm0OVS5FSr7p662rodqkHHsOlysVKt60mMTor05Bh2iQs1tF0RlTmsMx/MDERBEvN1mx2tQJ2EeMiri+uIYicQpKJ1OMN0+zqgF1QBEEoTmNObq1tQYvCbjJbaL1tYAYsIYS0YcDRHQ3sHqfxA9cOn15K+4QQQghZDrxLGw132Hb1S9/hwT04VePfsDczhAAz9pfeedrrtm0uIpr80OxlVp00q+zSLN0HNDSpgsJY1f1aiSuolKuPP3DFKZ8DVnnK5fW5LlZXkPYI1Cr/L/wW1TbxwD0i6b8Nw/OzCIJ8Eq7s5ERL/IHAiKJBHJNzWa4NZ8CaCALfOoUoO3/DODn7Z8Bm53HOSbiGQqIYB9jEjh7//TyGhr49f34jhJBRyMeILEmAvXxwHQBw7fTqUtonhBBCyHKgADsS5iueyoWN6pe+j33s61vU1MmD2aLEgm7U53R5lqW8dnRrsV3p1l/F2+SYZrVFjW0XV0czloDYenK0Ypi3e6/hr6KpYtMHNwO2+lRDLCesaq7ezqpt0xUPESTbvm5aMSuCwHPYI8R5XWmZcsZuOcJgLLGrEGDNX3MGmgIRfPtoFiWiA5NQ2e9WA9+kdn3/yCbhWsB0a9m/ixeYD7CFXX268Hrr0DONqUqQ0AFLCCG1KCgoWcbMtsClgysAFPaTg6W0TwghhJDlwLu0kZk/gqA9t2MG7DLnjpm/6XINhQO2nUSXTpDl82tWiSxXq+QCp/98q9IjBaiy7J4/zl2F/xd7/xYry7af92HfqO55WbNnr7334SF5KPJQZCgyEmVFN0pWLIeSIAdSZJiCDcOWjBhwEFgIEPvFQQAHCIzAj3lXHvyQGAiQGAoSBDIggIkBA7pQYkRdrAspUTLFc9k8Z++11l5rdc/77KqRh6pR13GtGnXpnt9vY685Z3XVGP8aVV1d9fV/fH+PYFFNy69o2yTof1pHWjaFTVsGrK7PapmopcjqM2xtbSjbiG7RPJs9xdjvN/+vSzrH3NAekHvAik5qryxOhLEtCHq2vfAMWADYiyts5bQC7BmUMM0MWEIIWSprmSER17jH/dyhEEIIIWRCKMBOjBJykr5iTUCmGB/Ba/gOt9D+GtiXypb0zYCtbWoLqL5U+u5SlTUpteeOO7auaUFul9AputURw1TmZNtywH3ZGSIgqbhM45NH5LIgWBVtqfdr4QFbesNOT3ssJaTWX7gcu/I1e7Sp1gNW2RgURbhGmqapIgs+3ioDNlJYva/HFnZig2027cP1BS4AgB6whBBiRRbf0873Jd5ZdoEn3M3WPyGEEEKmh09pE6HkBZsHrBdBm/Xro7PVCPenRrll1oQ2V15kGKkqwlWTmWz9ykb2p4H6dH6NkKkTspKGaGdtNui1TsanxoKgsdhLEGyOQWIVa4Vhar0sBGJzb9oM4Maypges2tdIpZ964u8BW3O4Kw6gTtovMmCF7GYzSyXBqv+XZUEg1Xmx4AzYXXKF13JaAfYyKwRYfv1GCCFG8o9F33Km43B5EDjIG6RpOlsMhBBCCJkWCrAToYSx0lOy901f3EM2nX/l6dMeSakKN9VeObSqovcd/24RLqk9p+renVImxQOHHvcZWRdyRcM303Q+1wtHlTK096nvmv5u2xND5nD505UBqzJd1fs1K1u29z0mXXm9EqD19g+lYG/xgM1f19lJiKLHCQTYUAZ6TivUeZCMkAW1X22wnTi76TI7B8AMWEIIcSKq+7Q5uHp8BvCMj/dfzhYDIYQQQqaFT2kTYyvCNVZfMVqKia2gz1ij0pCuBok3/ttmMs9qSKReSOwsCYiraWvQ9p5t+8g2vWKdcXjG1Zm2LdoioNnB1hxBNX1eWNswU+UbS11YxTJ7tnFSCrBND9hKmJ0BaRaWNSuX67oldwG0BNjS7kAUFgQjvTOr2AJHNFPn0MKE4Rq7ZIPtxBmwZ2INgBmwhBDiw5wZsK/vbwEAb28+ny0GQgghhEwLBdiJSZAhg+jtORiyVaxH8ClvT8fKyA26yVYFfgb2WQqApajoWt9tFdDI4PQRbEV9RE0ZpbV+LTF2ZV1D1mUNrd+qLW7Z+FEKnuZ1zVPrvXNnNQqtQNMDVrW5tmYWjit6SWSasfTZ0h6XlLoMWCW7iiJ9dllCp0QkAbZ8r4/gAbu+xhZ3yLLpxu48OwMAyDmrGRJCyMJRXzIK2f3sm4pP918BAN4/v5stBkIIIYRMCwXYqSi9O7NiUnbfh/KQB+uwPv7Fb/xBHLI1Vum4N6S5nNOKrVLcRu07NvrCVsVraHvA1qmLoUp19D+2AgLC8+2rsj2lFIXAWrMlsGUjl+es/rW6BYEudtHKnDSL6+b97ifIy1Y8rQxhl5cqqjFTxalyX1kBkc15yfQvVaXE08b6h+fWOrVj33nfTeMBG25LoTZY/kfXbr3BWmS4kpvJ+lyDGbCEEOLNjBYEn9y8BZBgl+5ni4EQQggh07L8p9gTIykF2Pm+dW9QC+Pt29+Of/gP/yR+H/7efPHMKBwM1X7bop7OA1aHbP3M22r+7PYFT8G2LsMVYproTv1uSnvtgTAJyDrRrrukvS92GbG4JEkB9Z8JAVMRLhVJ/wOayCIDtsyOySAlkNSLoNX6m4a2sNwcSyFtx7BeALBYv7F2y4JAKg/YcS0I3Ge6gSxuEa6+MxJs7NfXAIBX6XX0tk2cy1yA9ZfqCSHkJTPftXItMyRig3tMa1VDCCGEkPmgADsxAhISSf8H/oDN+mTZrpCNIkb4skjZIFDkkaX8l+XZllqhVNemySKgS9ISJ0XZZ1ugq2cZ+sQR4EPbnrYu2n/qxTWRWbKGVbau2soqMutfE+XWOiuCri+q7n1SFQ4rsphF3mYya+alhPCcWt7Yp2IM153vfOoesJoxEMqFN98+y8b80ijsna8sCJYsNO7Weebrdfpqsj7XxRcHkWqUEULISVLeHcyYAQsAZ9klniYu1kgIIYSQ+aAAOzFJ6eTYV4C1iVfNe8l4z+ATPs07boaXoiv4CD9qV1QGbHu6f7sFqZk2b8oAzT1gk9Yy/di12zB7t/qPrsqPNDRU/imbOZrFts249Ye82P8egqeALJ6u+lsbCJUBW1oQZJBSYJWZi3CN/xjXldcrodi9tp22uFrst6i+FLDZVfSl9/tZxirCZR6/oezOtgCA6/RihNb1nInlC9OEEDI/1Wf7nLx6BlJ5gzRNZ42DEEIIIdNAAXYyCk/JwRYE5gfrv/d3/3X89b/2P68tOS4/VWBpEet8Tf3JM2CbYl97qjfqr1sLYLVFVOGV5iZFMwO2nQX7I5eaeLx20u9LBJ2tgheaqf5GsvaDi5J9zfEJ4x85CZTQWi/CJZDMmlpYL8JVGToYKb0timuPbI5TmTUtBTKjB2zV1zgCrPvc1yJ7bjchHy9y64HrdD1Zn+uiL2bAEkKIGzFzBuzV4xOAA97ffX/WOAghhBAyDRRgJ0YV4eo/zd/8ZH17+7XG6+/eftPZWjsb0bDSi0CUQlNc9cLlZVpZFtg9PFVrQO73mXiGWYlcorHsf/HwJ/D1u99WvBZ4kKXb4kIV4ersu00dalgQCIN9g72dcmmZvdrN8fURdqWsRGYh8gzYyoJgWoVLlx3TELdFMyKVuZuPUf7KqnWMm2db8zWpkc6zUS8EgRYExXGIJTSO8RC+P88zYF+n050rq+LnC7lkE0LIAOa3IHh9fwMAeHv7+axxEEIIIWQaKMBOjPKA7W1BEMA/+dU/FrxNf/ExjsjQr+p9ZHwOjbv+FGRRwElfhMt3mR6dBYGOegZu+9iukGD9/GnVr2O/XVYGOkcCXRGu7n7axsI9Ju0vM6rMTts2dg/YfPsqU10UBbBUBqzeV3Y8siJ7tW05IK2J9M2Iksxy0mqUzPJ4VynUXrH2IbjlSF68SuBvFyiLgcqA3U44w3XNj3RCCPGguCOyf4iOzqf7rwAA75++mjUOQgghhEwDn9YmZrAFwRRf1keqLG7pwLjslDK3qrxWi48rqn1ue/jaSLStajYWtSJgGguCasvADETdOdxpoi2iuvtoZ6vqxesm3WzyXCy1bemdAVtm0ea2BsoDdmqy0j7AdPyaiEDDAKG1IKhaA8bJgO3jPwzUMmBnzl6ysbtQHrDTPeCv1LhM1iMhhBwf6ho590PQpzfvACTYZ/uZIyGEEELIFExnTvfSKT0tBxbhGhuJiQwETQWjxiKk5VhR5PvoIyL69usvZda3qWfAio7A7pK+jQKyQ6jPM2BlN+bO+RVuM2DvtxAfS/G01WRLFDd73tYzYLM8A7YswjVtpnaWqQzYJtXfumNRRFmM4bolmFfXIAGhewwtByZ/bRwLguLs6+sBO/gwKH/coe10uTt7hYNMsM0O8Rs3sKoOKSGEECsC6MwMmZYEEiuxxQPuZ42DEEIIIdMw95e/L458qmvXA9ZXgPDybI3Ocp7mezvnjrwLuuaVBYGoV8KyESA2mlxldZms7RnkAoZ4ESaEubK4u36rSmwzn8MqfmVdoBUGy5WVeKazILCPZdP/1NB8zQMWosiAlSvD2uNSnku9ti5sC7K2AKva7gqQUleEa4Rs07KHUKE9kgXBqCQJ9rjCNnuarMtV+X5Z6Bd8hBCyKOa1IACAs+wcT7ibOwxCCCGETMARPMWeCpXXoKtC++z0sCBY8EzgYMJ2xSwc1fMLq2W61mXtXz8hKveA1TmRGtatrRHlUMluFnf3HGiu4TXdvGaX4B4L5YeqyeiV1Vi7inDZstGFaHrArrJ5vozQWxBICFF5wjbHWnZk6FVnN6sFoi0sy66IPeZ0/+AE2PLcjxNTW8SPxV5MK8CW2fandEEmhJCRGKMAYyivniVSeYM0nW62BCGEEELmgQLs5OSZdF3fynjT1Icxb7brIopwdfC5Qdc4skplQWDfqspE9N/3hq2BbMpv7Xbq7cuON6ow/F7DsPs+GbB1CwITuuef0p/NJ9NRIyzKxnJzVrA9rqS2j3ljq5kyLyWaRbj8sBud1F9ddc7S+nEbzwO2Hk0I1UyAJV4vKva4wnX2MFl/5aiM7uNNCCHHjCpROv+1cvPwBCDFu9vP5w6FEEIIISNDAXZiklKS6nnTJ4Hn5wvc3b2OGtfJ4zHcvcRfi3ioy8C0NzHcgqDbuKyJtQYv1x4xSOiKX4nuStrltgzYZmtWC4KC9hrC48HKa8p7TdgWSCFlUvOA1a0+3oNcWviIdvrVZYLK6keVHwskxmrPJmuF9nkzhgVBTwG1PA7DYhJy3Cn7O3GFrZxOgFVZzksuTkYIIXNTXiGz+S0IXt/lBbje3X5v5kgIIYQQMjYUYCdGVVN3T98283d+5Rfwd37lz8YJaJKCW7p+zcttEXnkaw7Ha0y8cihRSaW+gp8fAqJjbKsTo1QEgC3D1tf2oP1X9eAi0T2kAgJS1ItwmYRgzVGNqB/pMn6bwp+pM1FmEqqhXsmibuHE75vMKJ7qUZYJAMqfq45XboEE1tl547WGVYYYPwN2viJc47JbXeO1nM7br/TyZQYsIYQ4WUIG7Kc3XwEAvnr6auZICCGEEDI2FGAnpvJm7GlBIAWeny9jh1U1P1rLfixJT+kfSzNjUGWg6v1fK0KMDhJ4aiyivlWYzUHVhCFzth2AKRu4VvzLFwkBIewWBCqLNUG7uFQuPlo0/qbka3JekKK0IBDIIKXAypIBOyaZoQhXXW9zFZrrZsAWtgpIcCYvOq91i6eNV4QrfETjWhB0s7njsEuusJ2wurXKgF2CryEhhCyeJWTA3r4HsMaNvJk7FEIIIYSMDAXYickF2KT3t+5uR825iBPXWPvXZ7T7SxiqqFa+N6bp7vrp5J7ZqFJf4Eo3fh2P2cDsuEo4rvvOdoXPdt+iMDfoCLgWEVi2LknC6rmqpta3MzuLiFX2qnZLjwzYeqExkcu2Og9Yu8FDHPRFuGy4DTBEXYDN2gJsc816i0ugPJcXLjTuVxtsp8yAVb8s9WOCEEIWQf6ZPtaXbyEkkFiJDR4m/LKOEEIIIfNAAXZiRDGRt+/z8ejP1XNZEhS4svhG7dv4Qt0h1UdMVYJVtY15t2rZqQEGC8LLHVV5tdanorfa7T1VWeex2o25ea7rrRAae93wgO3rEOp+h/mMnoSoibgSkAlWqS0DdryTV2oyYCWApFygl5nrP1eZ/lgnSHCWdjNgqzfjmBYEPY+wVMdh6JgrS4qRMmBX19jiHjKb5sKmeskWLkwTQsiclHcJC7lWnqfneMJ0X9YRQgghZB4owE5MVSColT3oLXzGfpCP603qjeGmNywDNtAzdQSst+6yaUEAtIWRISYHQjNW+mhKD9g8H7ezlTBuWb2uX962IGhnojYFvJDp5tW+eRThaoUhytxPc39eIy/r79MMUqJWrGpqD9i06FXnYdtC5PYN7fOjm+kj830SAmdZy9ZEyk5fy7IgaH7JsVR2ZxskQuJVtpmkP5UN3v58IYQQoqGcXTIvl88SmbzB8+Fp7lAIIYQQMiIUYKei9KuUBpGRc0aBrpg2B0oM739E6hYEoiHAuvp1a1zqPDJLcI0m6q4Bsq9oZcr3bBWSayfXAvqz3Sroq2zd/DebB6yxhUJRrmcgt1pvjp4pC1hW0rRQFgTZSr/uyOiLcNVHV7YE8O4+rdB80KwkboHztCnANiXs8QTYsr/ApqXy4o102RzNA3Z9DQC4Tq9Hab+Nun5KCrCEEOJALMYv+/rhEUCGr24/nzsUQgghhIyIl7ohhPjTQoh/KoT450KI/1Tz+o8LIf5bIcTfE0L8AyHEn4kf6mmQWxDopm97YhCvnp5sHo4hzC0E2/tfxq2yX8ay24VTrafwzwfsTs83ZRS3LQj605j+LnXTtvtlcduynu1jp4TybnGpvE29CCU7TrN68kJgauq/hJQJ1nJd63k6ZFEopC04emUnGz2IlQee0HjAdjO1x/CAbWdJB28/NKSRLVd2Z0qAfTVqPwrlyzymWE4IIcdPcX+2kGvl67s9AODt7fdnjoQQQgghY+LUIYQQKwB/EcD/DMDPAvjzQoifba32vwfwl6SUvx/AnwPwf4od6NFTZlWqvMi2BUH/pm9vP8Uv/61/Z0h0k6KTPMrdn9mDNhxzNrMSrBJovFc1S0LOgboFgSyFSPO63fVE53Vbb9pWW+pX19u1Otub/Zj7k2UGHwyGCfWVi2zgjvWBG11WrK79dhGudTqXBYEjo9EaTjH+hhMsEcB5RyCsFU8TY3rAomeFPA8rhgDa51As9kqAzc5Hab+N+kBnBiwhhLhZigD72c07AMD7w1czR0IIIYSQMfFJBPvDAP65lPI3pJRPAP4rAH+2tY4E8Lr4/RMAvxUvxFNBTR3PoKkLD19BR3eveHf3uruwJ7nMNN8N6TgOsKEt+uSWtrfURFN6wPpOow/xtPU/TkJZD/QUt/uOc3s0y8nyHSvSeg9Jc+1eMbcE2UYTGuHO2IVAVYQrA+SMFgRQHrBNdBmglYgtGpnSq+7AAzLPgL1se8A2ehtXbO51hHtYU+j7HnffPhYC7Cad5rxRQvIY2cqEEHIqVPOTlvFl1fXdBwBnuM1u5g6FEEIIISOy9ljnRwF8p/b3dwH8y611/g8A/j9CiP8YwAbAvxYluhOi8qNUOYF9H5DHt+0NK4Q1X99ZIWo8PenEowWgkiehvERNRbKK1WVSiaSOrAxTVm17/BouoVmVH2cItbdIa2i2Uw4L2r/NTdkEssrDtLVcSkgp2lJuYAT58agezvKRXEcS/kJxZsB6ZPEkmT5TOBHASp61G+ys6YyhN/pz2Yq0Hd3lsLvcAgBep9PEqbxsaUFACCE2imtktoxrZQJghQ3ucT93KIQQQggZkVhqwp8H8F9KKX8MwJ8B8H8VQnTaFkL8BSHErwghfuXNmzeRuj4SyiJclafkIpk5LNcJWZcx7m5/AL/+T//H+PV/+kd79/c7Lz7D7/uJX+20HYOmBUFzma6v3/wXvx/f+tbv9Wq76wFrOKdEzYKgFFf1e+o+9LXttCubLAhar9tE3lKAztfuV4SrnQVYi6AhipedGmKpbyCLDNizVovjZ1ECdUGtGXfTSqH+u6ytq6wamm0KNUJCl6Vdb3s8D9iyt9AiXMXPwWNfHt5xxOWP57kAu52o0HZlpbCMyt6EELJkxIKulefZGZ5xN3cYhBBCCBkRH3XjcwDfrP39Y8WyOv9LAH8JAKSUfxPAJYCvtxuSUv4XUsqfk1L+3A/+4A/2i/jISZAhQ9IRy/wzD8cWe7rZufFlF1uLYfv3xRe/A2na9Fe87GTztXuv+sg+vcPP/ZP/OCC6gPiKVRPTsVXWAMXLu90P4Xb/Az5NtiaXo6XLNQXfpBTQird7YOUiUfpt2tFlL0tUY1Z2G5Rla1tXtZu1lrqNNPyOY/U+VVLy2URTydukssrE1dEuzgXURM1yvO0Z2I1tlQJeW2OsrMpeVzQlzC/cM3p/UQiw2TQP+aviC75scHUyQgg5bQQAsZAMWAB49Zwhkzd4PjzMHQohhBBCRsJHgP3bAH5aCPGTQohz5EW2/nJrnW8D+JMAIIT4XcgF2BeW4upHJQst5KZvJgFjIXuvJWjCvGb8qun8lctYfXm7baF50TU+RlG3HW1djK1N2w6SQLVXCXcLlfVCKySPg6/yN338c1dm7wNrbJVGZcqAFYAohM8iA3YtV+X2oX0OQbYzNJXPq7HProVA0vG6q2fJ6jafMAM2UIaV5YyCoah2xtm3h/U5nuQK1+lhlPbbqHM6y5bha0gIIUtmSbPRru8fAUi8vfnu3KEQQgghZCScz69SygOA/wjALwL4NQB/SUr5j4UQ/7kQ4heK1f43AP5DIcR/B+D/DuA/kDSh06Iy6Xo/8M8yqpFFWt0+qCzLBRRaH+SD2uiza0FQR+h+9+y6KSBWPer66FgQtN6aZZcD97stoin5tWt8YO5HttYWPWIqjQ+EqzdH27LKBhdF8bx15mObHZ8sZJqk0I25zoJAoX1DdtbMRrr46Ow0fLY6CpIEe1xhK5+m6U5lwPLjlxBCjEg1P2ei2Qk+fHK3AwC8vfti5kgIIYQQMhZeaoKU8q8A+CutZf9Z7fdfBdDfiPMlUPOAzaeCtx+Q+wsKRyJFeDLW3himX4+QAdwWtvrJS/Zt9LmlXWTNA7actt2Yr17m4Bp6MbSrSzo1BtSWA5vt2gRv6zjU/GJbLzR/trOLi8Fzj6Eo/WRLD1g5jwBbDm5rOIzjI9AR1Ntf+ghI6wCUbZcOBmNmwAauX+7b0BzYWJm0ZnZig232OGIPFcoDdsxsZUIIORWWlAH72f4tgB/Ch+ev5g6FEEIIISMxT0nvF4wo8sjq0sj9/TV+4zf+oHcLUfEQIH1EylhZo0sSk/s6lbYtCEwZsP17y8WxRNOr7lGi8oA1e4G6hEi/ZUlrjWYRLrsTabUNkGt9uTWD2wPWb6m5L1NEuWVD5QELCKyKfZz6PM1KOwt49V8feft+miTc6TJg6314U36htaQrhp69uMI2m8bTb4UMB5kgWZ+7VyaEkJfOguxarh72AM5xK2/nDoUQQgghIzFTOtfLJSmEEVHzY/y1X/1juL392oxRzYHFd1O3qinZMSJtKSpclHS0a8gg7LNPjTJuFv/YutivPGCDPG6j4mEr0HgWEkik+zuirp2HhJSiJla2fXFbYqYxnKYHrMy0phGWJfGQ5cB086vrf+k3ztfplg+z5UnqzCNGLMIV2LSMdUEoC8yNd2XZiyts5TQCbCIzHLACBD/aCSHERbuI55wkANbY4AH3c4dCCCGEkJFgBuxUNCwI+kxKb7ZzqoQW4/FlwIhbjWmrV7rt6zxgZU1hDIqoFIqqn+03r1ZEErJcU2UpB0tNutnvWqG87QGr8jBVzKo5vz0XkJq9rL+e0y4u1R4H07G3FUfLX6h7wErMebnMOg+JNh/d6t/GFrLpdSc6vzRbEa0VxsyADT8njycDdpdssJXTPFAnkMiQALIrtxNCCFEUHrALEmAB4Dxd4xl3c4dBCCGEkJGgADsxqphP39QtrXg1VuWqGUjM6YiTEVsEzoU+nUBbXye8TV9RucqAbQqhsTGVcmr3Jy1ZrVKJxYAtNdUjEqHN76yPmcuCIDfQrTxg6zYbk1sQFCKzbIxJ194Btb9l65Uka6/j+mKh2fp4dRX17w8b5bnskSHt6jlvZ7yH8I+ra2zlNA/UeQZswgxYQgixoO5NluQBCwCvnjNk8haPz8yCJYQQQk4RCrCTUZ/qKhrTpsWMAqqP2Dg0up9/+ln8iad/yWvdQZmqfbAWgOrbZvHD4QE7ZE8To2jVXd4pwtVAtn5rT9fX9687b9o+wCoDthuPH64M2LKAUkdYhH1Gvm8csm70oJOSp0OWR8c3Bp2FgG4102v13O5xBdg+o1r52y7/I2y/usLriTKaVsiQYgVBdyFCCHEi0mVlwF4/PACQeLP/ztyhEEIIIWQElv/0eiIowSBBhqyVARskwNYEEymBw+EsVoij8cPyE/xU9sOea9u9NZu/DxfE7FOYLdO8W4fM3oqAiJzZ28x/zc8nXQ/1ifNmCwJ7DojvOLcjKJNHW+34FGwrBTZbhmPZTvtgFHKl433lzIBFlQErhCyzc5vbTkMpfnZ2VY2Tu7Ba26rBILlXbbcE3KyzfURCtd1yv4d2PIEH7Ooa1+IByMY/ZxIpcUACISnAEkKICzHm51oPPrndAQDe3X8xcySEEEIIGQMKsFNRilGF71SnVFI4n3/+u/A3f+nP4fFxMzg8OxOKTdqhmKZ/u0lAOFKTRWjqMVTQ815bVG1nBgsCd1u6TEr7/iiCLYtbGyQel6ju/jSzVV0hGLVxWX+fSufpMGYeu0RLzYb6U/OFRcMqQZZ/t11BrYYUsjaGYoEZsMoDdrDX6fjXlt06vz5v0u3ofSVFBuwK56P3RQghx0sxG21hHrBf278BAHw8vJ85EkIIIYSMAQXYiamKcA23IHj39psAgMeHyALsnDasR1dkzBZv/RjrhaK+mZRC6j1gdWdSKcj5ZJ56ZvZ2tTjR8XY1FeHqXHakRtiVRZav9a2h2tU/QFUCuH4vVPazUVeUAhB523kG7JwWBEUcnjFoxdXOg6ZtcOt7qzKnx/OADR1bWZwbsTLLxzyyu/U1AGCTjf1FGbCSKVKRYCWXPzOCEEJmJ0vd60zI1eMtgAvcTuQbTgghhJBpoQA7GU0LgkYGbJAAqxPdhsgHSxM8p/aAnabp2NXaE+gEWP3OVFP/E7Ug+hR6CXQE3q4Xq6it7NGe0wNWj4Assld1r5l769LygDXYIUxxxma2QmG6OIQsXut6AlfrK4deffm0ev52e0lMeo1fsW9JJ683sO9il5IRLwQfz3MB9jp9NVofigQSKRKsQAGWEEJcJKMVl+zPGhs8gEW4CCGEkFOEAuxUdCwIKkL8B3V6VpsHXOAvyX8vMMDpkLV/28QQs4LERa325FG8KLBxIRJIyIaPZkjr7XOkLb/Wf2+aW1QZqKUA2/N5QyOvNtB5u3ZlPBiFTF1/PseyLZ4Jp1TYKmhlsSBoesDabQ3GFGKd0/81nXc8YHVTLSWMHgxVdunYGbAIPifVWW31CF4I+7NCgM3GtwVYydyCYC0vRu+LEEKOlcoBfVkWBABwka7wjNu5wyCEEELICCz/6fVkqIq95BJsTYgLyIBtll7Sb3eJR/yC/H/2C3N25szIHa/vMaq1ewnNstorU6a0QCGuSfWXu5+OHii6AqwpPp+zXa2TWAQ21X43g6WZ12kaJef41QRY1WZ9a12LYyHbonGx1DQ6jUiLMWwLsJVNgT4DtlqsPITHelDtacMBYT0/QvrWFTGLxa7MgB3/43aFFAescJFRgCWEEBsCy3wIevWUQcpbPD7RhoAQQgg5NZZ473HS5B6wrQnpIRYEmlV/6/Pf1Vl2jufg2BaBJovSlN0Zhr/I49eHh59qraVEaN5qoi6m61o3j4W3a6aoClnpMlT7oxNlu/uoy5q0xlGfUi/0/XhF5q6ZVXvbeVgQCBl5/MKQhfjZM1cegO5i7xyh1s/xLAiCPWClyoAdWoRrfHbnefGt7WH88yfPgE0owBJCiJXlWQ8orh9y+4Ev9t+aORJCCCGExIYC7GRUBYNkK+ssxIJgmiJVcW9M9eKiZe0Jha66FG6cie4xHt1sSmGp7jQcofFxLc+jWreNvE3juIrwQy7bf3bbEBCNQTVmnNbj8syira/bff/Ixk9TGyEZsEJkqF8up5ZiqwzYdv/KV7c7Bi5RU7TabG/f7sNpgzAlRRG6ZOBHWP0LjbH4eFkIsNn447dChgwJXqVXo/dFCCEkPp/c7gAA7x6+mDkSQgghhMSGAuxUFOJFUrpy1v1BFyRs9CZQkjLu8sRjMZrY65Z0hhx2gbYLrLmxjgdsm9ZUc9Pr9f704p7OA7YfSuvrI7CpjEqDtWljPdcaufCqYrII2COjinD5aqDNDGo1zT7EQkBWGdrFT2MhsAiE6//H4wG7uygE2HT8atuJlDiIBK/Sy9H7IoSQ42ZOyyszX9t9CQDYHT7OHAkhhBBCYrP8p9eToZmt19eCoCF8nYRw28TllbrM22UTblG0vqT61zYlW2U81tuwC6OlAKte0zRti9QXjS2s/u+WkCkN8fv23K1gr8q86faq3r4rA7aW8Sp8PGBHFChl97rRWGI4pvXFSSdD2SYqy9aa4xXhCiqaVyCl8oAdakGg/HHHO3bP63M8yDNss8NofShWSJFihauMGbCEEGJmuffPr57vIfAKt5IesIQQQsipQQF2YhJkyExTx5fKhJYAIWJMSFRBI2zZ3/YrZt1Gf1TDRCyLLCosAqehP5lV4m19q35H12cr0drfrmBsajfEh7c7DrJ1DNuCr1rqmKIv6xmwspc4HAtZiso+6+qz6vXFymDcme7ejnidCm46P3rDi3BNww5XuM6eRu9nhdwD9pNnCrCEEHKsrPEKD7ifOwxCCCGEROY4nl5PAFn6VWboKB49M1mjiECTiKvz562ahlgnk7oyOXWv6vJOuy3555m6RkzAXzpVPreuIlLm6DTlmzxOWdM+jV7MSuRyZSW06mMqx890ctTFPSEhZ7xcSuRCcDuCxKih1vJfDV65VTZ+c3mWZeUa9Z9jecCa3kE2ymM7VIAtx2/cL8H24gpb+ThqHwCwkilSscLr9Hr0vggh5JiZ/87UzMVhhQNu5w6DEEIIIZGhADsxiSYHMuTh//lwPqj/w+Fs0PYmwrUZzQZSL871zdEMJVYvVbZifFFHKyB6bhFaab7dX9FI/209XglfCxCyLSzm/1a6qj5od15nlQHbzaqdlrIIl2chp7r8bz9PdNKtvo8syEN2ZKRyQT6Oj7Cd2GCbPYzeT54BK7DBq9H7IoSQY8VWgnIJvHpOIeUd7h93c4dCCCGEkIgcx9PrCSGQdTLpLu6+4b39V/uv1f4KE/hubj7D3/ylP4cvv/wJ63rj35LqCzgJVNmaYdvGjsWNe+THHUUhanKqRWhUJd/yP2KaDYRbEHgJxrJmQdB7CJtpoaZ+Qzxg8wzYOS0I1E/ZWFrtgyXbuixo1hRQXe6vVduJpu+4BBfhkigsCNYDe9ZnB8cmz4AdfzppLsAO9cUlhJBTZ9nWX9v7/PPiy/13Zo6EEEIIITGhADsZ+YN+t2AQcH7/g96t1JP9PnzwF24B4OYmF28/vP8Rex+Ov8dDYN6MhLY377B2XIKVGCToCaOA2LJ4rU39N73dw+WnPhYE1ca+GbCO8ZPqPdUWFmUxCK7xdyBbGbAznptlES6VheoYf92Z1XVaMOUAtTOKQ3x5wxE93vcSAkIAyZF8hO2SDV5PJcCK4xgTQgghej65/QgA+Orhy5kjIYQQQkhM+KQ2FTWxqD0VPER6aIpu/Q5fs//lTMES8LHD7Zl7GrSbAwUnWYh1rQbC2nOJj/oMTp3NQCmgaYXP5hb+/qzu9YRRQrU53tbH3i8bOtF0IluT8JuvVfHlC0xRJjUbVNkam2nfN7IQgBNDt6L9RyNj1+wBq9v1rMwgFs2fo34VE/ruKAwIsqEfYX0caMPZrzbYTlDReiVTpPxYJ4SQo+az/RsAwIf048yREEIIISQmfFKbikgCrE/m4V/7q/++drlvnqNOwhuCXvbT4/Qpbad3DsanDZ3CZxMRLdsZtwrbl4YFQdmCSUhsCspzTbyrMnF9t+hbnE558LrWcwjtUkBAnwE7vQVB3r/yu1Wx1zNA68e/ygLO/2q/DjRfa3amHxGJET1gQ+0xSguCYdPtpzqOH1fX2E5Q0XpNCwJCCPFkOQkIbS6fHyDEFe4m+OKOEEIIIdNBAXZiEmS4enzExw8/VC10p32W9CmkFMKcrlgCopxWHh2p/1079NZBUFmBbnlP23StkJF9T/0yTIFqOrYOWZNdlQVBnBH2jU/nAdvaVnfMpX+ciU4wlBaxVDRFTGNHsp4Ba37vTfEIVwqwWYAIKoo9VF/+tIapirv5QrcHe6bwUMyZ0maUHJ5EEhvFmOIygP16gyvxiCQb6llrZ4WUFgSEEOJk7Lvp4azlKzxO8MUdIYQQQqaDT2qTUd3q/cDNR/yDf/CnNK944ClQWqeSS+Dx0VAlW7PdaKKotv/pugJ0k99NE9f7tDuum67fcanJbNIhOBq21vXjq8X5WRDUN/C3fxAGT1uhJtE79tM1fgI1D1jRLJ7nVVAsIkqARUOA9fOlrTTktsjYLFbWXt6WsMcqwtVnJFX5scToa+zbUJEdPPJ1Z7e+BgBs0u2o/ayQIVu8rEAIIcTFxSHBQd7OHQYhhBBCIkIBdioaGZgtC4KA5+Xf+speQMuHL7/8Kfz/fvnfxu3tp4Pbio1wnpJ9xYUwp93hrfu3IYNyKwOnwdeVJSVutrJLBfqIa7qsVYe1xmgil6Fhjb4YVPisLdBO+UVEi3xXEgiZal9vC4i5v2sz3vY7S3SE1pys8xVEdd4shiKWwQLsROzWGwDAJr0atZ8VMmTMgCWEECtL+jgzcfWUQuIetw8f5g6FEEIIIZHgk9pEGGbAA/D3Zo3N/f242Vg2REvNkVJlHHYFIZPsNWeel59zrFceZ6/9yMcpbEslyBln3HuPPLySe/Op5V0LAlt2tgzIgFUk7eJSwjcz1NVXUrSVt9kZn0nftnoLgqQeU/2bnIYi287trjdrHqe2VJ2NNU2/xziWGbCDLQhs/rjx2J+pDNjLUfthES5CCPFl2bMFtve5/+uXN9+ZORJCCCGExIJPapOhm+y+PPq7YgWKgZq0XwGHdcIIsQydSm6Ot+l/Okbfze3dApI0Co7uqfimthwdDiIkM1zbt2hncrbad3ibCukQYCdEFpJjkh2Ma9TJz76W565mP3XlymRnvbEtCETw2JYesEeSAfvxPP+ya5udj9rPmhmwhBDiwfI9YD+9/QAA+OrhzbyBEEIIISQafFKbCosFgRzbgDCEGadZA62MvpKl3yY3kUUFqc5R9Snupf2ru1yUOYDtLixilmwJcl70H/t2caWyJY9zzO8dYcpeDPNGNacE5y+ss2ftilOelfk5JZBkaW0ZIOSq9ldzCzU66vKy6oi0eguCjgA7SAn3pEcVLgEgyYZlwKr30NgfhLvzPAN2m47b0wrMgCWEkFPgs10uvH5MP84cCSGEEEJiwSe1iWh4T4qs9dqMAuzMgmubsYob+WjcPn2H5NbqVKVudqFvuy3RXrON7jyq54CW2boDTrdAB1ovurmb6rd+gTaNDzQCY7ncsQ9FduWrNBdgu9nOAZYNA1FFuIQxA7YbSfcLAL0Aa3STKIXXcTNgdTH4rJ/bcBzHR1glwI7bDz1gCSHkNDhPnyDEFe7k3dyhEEIIISQSfFKbjEpi+IGvf7fxynmyHBFUJ4QMnqil8wfVCJEC4mimFMekz/gmuWNuWD9qbEX5T/mnyyyh25a7v7bhgVe8Pb4QaHvAVu3YzRZcPYkilosi61RnmzEVlQCbx6LGdmUaL6G2qKR6hxFDqy/UDrLdqmEofUZVvWcSuR7WeVmobSR/24LdhRJgx/2ybYUMGT/WCSHEgd9Mmbk5k6/wiPu5wyCEEEJIJPikNhF2kW2eDFiRavwIJ8qINXnAemwZNQ7hMx2+l0WEX/5m/9HWWxB015LVb64MWBkSkc96+jGQHiK714hLJcLpMztduMcvj/Myeypi0sc9VtZ2k/x4i9QvAzanKbzqhGqpfQZte+eOnQEbPn6ysCBYHckXNrvL3AP22jODuS9rpEhn/KKAEEJIPC4OCQ7yZu4wCCGEEBKJ43h6PQUs2sWYU3ttXOx/bJZ+TZl4AMpp33PST27V7VWruFFs8bjVul14rHvDRojDOwM2lBgmB/lIu6wGRCksGiIpBN7LwoKg/eXEtB6weY91D9h8kT67tWnDkL+n2lnnoibO18k6IxLxvNHQdxwFgARxPGDHtuFOV2e4lRfYjizArpAyA5YQQk6EzeMBwCP29+/mDoUQQgghEeCT2mRMnQHrmU+qywCdqSiYgECiOSXjCF2x98nonAnA1092yJ55ZsBWla96FuFq4hItdet2/45ThMssrPr14Yym+DLgQj57xTSmIKsMBZKgDFigHlU7A9Yo2JfT8psjlI1kQZB3GWingVx7PibLkj2ucF1kU4/Fmh6whBDi5DgMCIDr+1sAwJf778wcCSGEEEJiwCe1RTBjEa4O09yS6jxggdzbdAxMAo9Waw4SKs3rmgpu6VvpFtmyIYVFftRuLEqxvZvfWGtJtl+r/m2uG9EwovElgND+amtcyJZ/p5CeGbr2DtTrF0XWYts2YxrrAUX+uLhqZVAmmfL1lY1Vhag9XlrHorsXWaXAovnLsiwI8i3jfIRNUQhxL66wzR5Ha18cBBIhkR2FrEAIIXNyHBLspzfvAQBfPb2dORJCCCGExIAC7FTYLAimyjht3WvqREmtZjgwvBChyi2oxL1hbkp/3XJEw1r23d5eLMrUengRrnhj59NWtwiXe1t1/lUFpHpF1/ppis+RKyvz6e0Xmd6CYEqKElwQpR1Cdx1zdMMEVCHG9YDtV4RLWRAcz0fYXlxhKx9Ga/8CZwDADFhCCDkRvrZ/C0Bgd9jNHQohhBBCIsAntcmY2IJg4qTaMHFPGopwiYmmFNf7nvYtkEWrtm6zIBC1tZpbNF+tv2Y+YTQyvUd8ui3d8Yb1URTh6kytb365YHJurWRJfV9qfM/kobXF9CgLgk4GbOnvqtuiKTHripWpYlZ1uh6w5dr9gh+JOLWmivGbYN8+Jtd4Le9Ga/8yuwAQbudACCFkmayzA4TY4A7jfXYQQgghZDoowC6AGRPrNMwXTJ7RNrz/oS0MlWKUUOUSrAwT7x3baCwALCeQEKp8E0pP065cCc3yGrr2PTNg66uZJNHuVkMp/G6VKtmJtRiTYrkwKXnKA1ZZEBilXLX+mCJeLqcmh+dWDAHZ5aIrwOYt6/2Mu3s7XgZs6NANy5BuNTQR+2SDrbwfrf1LmWfAphRgCSHEwbK+ULRxJi/xhPE+OwghhBAyHRRgJ2PiDFgN5/sfm6QfH/QesEIrKJnzJgOEBtOqDn/M3oyoqgspDFmK9uy3MkvZZofhH4XHGiZh07JRzafW1+SgfRFrC3NmodvhAVsIsCoDtju20wldSiRdZc+NpbpQJGRDbLWcEQBEJ5NU710sgjyNw+jhARs5gnYW9RjsVlfYjpgBey7OAXS9igkhhHSZ1se9P5fPAgd5gzRN5w6FEEIIIQOhADsV1uf7aQTY1eHKuY7OSmDKPIE5q5qHyGttjcMur8cbwRUSnGGlbVOXEdiwIDAUF+vrwdn8O0SQ9Szg5SzCpSbYG/bbMOxqsWgvaKEE2HODBcG0JbhUBuxTY/mqdglvH4NKcLd73bZ1VbPQuiAPWI11wpDeJynCtdpgO2IW01maexZnFGAJIeRk2Dw9A3jC/uHd3KEQQgghZCAUYCfCmpk4ShEuj4dwbbfTPLzrPWCnF2C1GRCy8cOKXqsSEMLHMzN8rH/34Zv4M0+/H2m6NkVk/FuW2aWmuPTx1McoJOJeScdqnQECm/DOn3Wtk7++hsqAnZPCAzZ91r7azigXqA9gITLKrLVO8bOdAavvYdT9D21bIpYH7HR8XG9xKZ6xTi9Gaf9c5BYE9IAlhBAXx2NBsL27BQC8vfnuzJEQQgghZCgUYCfDNhF4zhvBZlzrh8+6q0xqUqs7JWP0bxIX3WMfLj3Jxr19zKN7iTN8Xb5G1hKqqxhbWZCiuZZa2M7l9Jmw3mjX65wwidCWbRvt+nnotoVFCFnawNp6c+XjlhYEmV8RrrEFSgGBdZEBqyJZZ45LeC3kRLZfUguaL5iOmYxWQK7d8ry+0zkTWBCsNwCA62w7SvtnWf6lDAVYQgg5HT69eQ8A+Orp7cyREEIIIWQoFGCnYmKNtb9d4zQP73oPWGA1owWBF0Hjqpsar5c6Y4hQdqFYGETTULnG30bAaOnQSdLtymB+Oayu/vWidPW6owclwMLkATsl+Ygk3iKoLOMV5c9udrTecsQgmo9aZCyMaEW4JmS3vgYAXKWvRml/LWlBQAghPsS4x5iKT/dvAAjs0v3coRBCCCFkIAtXu14Io1gQeHXcWTKTGUK5nljEKWn3zMxx2wu0hawhmc7tWHzb0nvAhvZttmkIbSmPw7KK7PzibK9bdCsXH1376xJgRbH9WekBG7Z9XHTyr4S6hLfFfCHQVLOB8OtMfXUxtgVB2FjGe3hW4zeBB+xZkQE7kgXBGYoMWAqwhBDi4Hgk2LXMkIhr3I/oIU4IIYSQaViC2vVCWJ4FwZz5YyaRIJn6lKyLdKVHagg+N/DxR9pWJqktR5avFRmdum1N56BZZPTzWG1oeOpn69jr4/HBJZTrCpU147O2XozXypEBO8UjnPR6WJSt30X5H9DVX025zFnRTtemYkFFuPpuOCO78zwD9jo9G6X9tXp/H1diMCGEEAdn2QWecDd3GIQQQggZCAXYRTDVE7Omn06WoKGi/AQIVFmH7eUx2g59ZZz+2uv1EzilVtq00zcDto5qwT8/NTSOfgW/mi0UBrCeHrAuiwKVAdv+0qBrsTCmIii17a/KS7hbxtYW6tJtq9br+AePdSUQwU1HsyAomkgmUC0/nr8GALxOx/nYVefCpJbdhBBCRufyIHCQe6RpOncohBBCCBkABdipMDwVPz5c4dfvViN02O8pfDKx1SB4hGTAhk9ajtmea1u3YKUT1HxFpX7HSRXh0i8PaVN7+LTt1j1v/Qp3lU05psyrl5O20CgMwmKt/Xo8xqgKT02VATsnupxUG0LIXDCuDYHWA9baZjNfWI4kUvaTdo8vzXN3UWTAjlPLrMyAJYQQ4uK4PkM2j88ADvh4/8XcoRBCCCFkAHxim5mbm6/N2HuIO+v4CIxnQRAj+zOgt9q/foRHZ2q9Pb2/WE9WnqhtC4DmBvHOicSwTjwdz2Y+IIyvy46cac+AXcu02M6///h0pdLcAbb75U0pP5fHsnhP6QRtzaIMOgF7zAzYcCSAGFan5gJl8dldbAEA23QcBXbd44sUQgh5qUzr4z6M7d0NAODNzW/NHAkhhBBChkAB9kSRPbOhpvKjNXrAZjGmyQdkCo48bdyf2Pm83dalweN2lBHQBOhjLtDn7GtkUzfU3bL6lH47h/gmWhmwbQl02kc3twds8y0lO7+aPGC7XdkyiOPT5z2Yh3hcUuPNxRUA4HqkKaTVtfO4xoUQQoidz26+AgC8f347cySEEEIIGQIF2KkwZBaGVv/27893RY/+vbIiA/bDEpvQZPTFxuWeajsmQWKRNuGwm/3WRy7pCOVCaoVEKerZuIm9Q8Ny3T77ZhSHJh6LUiT2t4yo73f5u+yu191eNH6aYlkLZUHgl3U8BlLrASuxTvUishJjRePfrgUBIDqZpPqxF9pzNxah7wGXeUIoU2TAZskaO/kK2+x5lPZXQmU6j9I8IYScEMf1RdXrm3cAEuzTm7lDIYQQQsgAKMC+JByemlOi84AVwjRtvV+hqlj0yQoWjSnbpgxM/e9RKesp2Xuz7qFORXUoq+499lm7nzRdtWkXTNXbwWiJUGSRJ1JlLLYzYKe2IKjlEHsNjatomL6RcmntGAuRTJYd74M7H3iZ7HGFrXwcpe1EHa/lHCZCCCERWMsMibjGPe7nDoUQQgghA6AAe7K45QmvOkoTI5ZQSGbgIJgncPs37Dp63kms2obMcbjsCfxFR31ZMktQRf8hPpZKIK1nwKp29DYXTRnaJSLnr6+whKrDhqJ1QpcxLvIiXPmvVtlb51Yspcp0bfU5WhGung7IUb5QcmSFR2YvrrDNxhFgV+rLlgV90UYIIYtEHt+XeGfZOZ5wN3cYhBBCCBnAAtQuMga6CbqdJdrndP1U9mFocu9a4pia0m4q3BQ7gnL5qFqFq3b9kH3VlYTy3BnhFr1cWptrArg+j7kQV2X72Nv7sgSh6aMQD6WwjIc6LvUJ+pq2Cg/YRBRFuJL5Htf0FgTAqnEJN8nnSfFXmIVA8y26rEfVXF4e/uadWqvciyts5cMobSdV9bVR2ieEkJNBHN88ilfPQCpvkKYH98qEEEIIWSQUYKci1AxzcH++K/bLlO2sE+GZP69b3z0lpxq5oOJd5fx1u4jn1y+CtSTT6dR1CXVtLFp2Cb7YrSL6Ts+XdQ9YzyaaHrC1thyxlEsNBeHU5VEV4TKd5FMZYdjGVGfpUdu0WEfzguy2mmnzYsVoFgRChl8/JCyHrU8MI/rb1tklG2yzcaaQrlB77xBCCDFzhJfJzeMzgAPe331/7lAIIYQQ0hMKsDPw9u03J+ilpwAWOQoTJsFoNfkpOVbGbVfU1Jc2MhFwJGqCqikzNe5eygDBrD2N3bW+j1FBcw1dES5zNxqR2KBmq6ryibIgaK027VcqesOQtTxzbKGTpHPMoq3ORKOPSO9HPwuCSLFE+AIlhN3qGq9HmkJaWnHQgoAQQk6O13d7AMCb289njoQQQgghfaEAOxnVI/4/+bWfBwC8e/ejcwWzSPIM2KkzhT366xmSdwamZR1z2xYf17ZuZojLtax6cUgRLl0hqK4lhT6eoUW49K27fG6rFQuP2UKA1Zk+TIa0Z8DqUaNd/OwIyMontv1Fgf6rArmwqe3xrVLGZ5dssJXjCLCVxcfxjQshhEzJMc4U+HT/HgDw4emrmSMhhBBCSF8owE5E/ZlYFsLOd779e2aKRqETvuLflOpkI12BpHzdkUStgGbjjYCuDFff1vuOS1eQbIfgalloxUz3VnlXXbnTNgJhe9mVc8vfZd0mQr91otm++brygD30CS4q0pDbvA6wNklawlz4WI/1wBoupca6TlUuudM8jO9XV9jiHlkWvz+1D1PZKRBCyDFzbJMFPrl9B2CFfXYzdyiEEEII6QkF2DkZ8e6vXehIxz/+4hv47rsf6ixPDpeNv//R+9fR4rITNh4hBbtMgo1WvPPxxS3GN800VeilLHal//F1bTnkzBFCWBqIozLWhdAONrvSmgesy+NTlD+z2rJKcNa9B0Rtu7vHHQAgSw0BlYXhVGGvIQLmUDwKhrSLm5VbJLUlujWay7NyP5up1KN5wPbYJveAPbKnZwC79TXORIpLeRW97VX5fcPxjQshhEyLjGskPgEJJFbiGg8Yx0ecEEIIIeOznjuAl8N8xaVMpDLB9z5+vbP88sPPdJb9H6//PLafvcHP4O/j13/9j+Dx4XpQ3zr/yZDx+CS7wjezH8A/Wn+nsfxPPf1e/I2zf6ppO3y0bVvc37/Gt37z9+KLL35Ku7I2X9AwNbhfaSfZ+E1AavMINfmvLYGmmuwfItuYvGa76CwI7OtUffRBX0BK1+7h3Rf4MbnCqye9GJYUmepCFBYEsz6sZdpzeI1zAH45pO0sT9H62aGhv46ZARvecjyRsTjGU2XArjcAgE26wdMq7kN0dXwpwBJCyClylp3jKRnHxoYQQggh48MM2JNFO/HfuZVJ2Li7+QZ+5if/PgDgzZc/iQ8ffmRAbMP5Q4ff0RGkNvIC38y+HqQ/CEumsL0ZgW9/+3+Ex8eN8XWXSKSf2h8bx2D01GpcNpPVvrVFv3oOqj0s51qqgFKtC1F7LZcMzVJx9viAj9/9ZfzU/vca1rB7wLbPv3Hl2T4esDmmRFEBqT3+eg/RhWXAiuPMgP14tgWQC7CxURYTmaQFASGEnCKvniVSeYM0PcwdCiGEEEJ6QAF2KqbWCgK8IRub1f4dk5BswsiT4p109t5D6DHXmh8H38OrjaWzcUh2ozNv0vmqS5au1gofyZj+l0IV4SoyYLUz+CejKSQro4ZV4VOrH/BioTreoi2G69/vpdAq9GvHJ7AAXRZR6la7OpFouTvLZw5cp+fR2648YI9PmCaEkGnxn8ezJDYPTwBSvLv9fO5QCCGEENIDCrCTYchI7SmUkjEKdsVuL0QIiZNNOUx60Xmm9o1ENH64+mm/5rcfqoiWbC3x277K9NSLb6JjQeAV1Ei4M2Dbr7btJ7q2H/o8Y32mq3CnPQ8g6FFYmjxtl8/uXAmw8d1/SgGWGbCEEHKSvL7bAwDe3n5v5kgIIYQQ0gcKsFMxuVYwtVoU0p/UesCO1ZsNbSEvS2j9nE+rZnXiVifRUItPFm43n1HnAWvtX/t61yrBbUFgWW7b1ifgVlzNi1i9gWFniSiySxNRCFqtrO0pDCQAIE1TmAZtlRUesB5vp3ZmpPk9qDIpbVvHI3T0pIz3saXOoamulkqA3WbxP3qVBUEqKMASQogdL6OjxfHZ/h0A4P3TVzNHQgghhJA+UICdjOlrpvfbrt/U71GJkno4xz759WnzKbVtU2GeHl5phgPGUDf+DhHMlq3ZLU7mvaaTUiZs+MKackOLv0weqcpjVnnAaq0bTK3GI5Np0VvoMVTrJ42/2q+2KUs5NfZ33CJcQdm1mbJdWNh1yoOPF68BANs0fttKUJcRbTgIIeRkOb6PEGzv3gNY40bezB0KIYQQQnpAAXYqluAB663fjC8W6zxgzUM0fPBsxbbKdQxdjmUHMCT3zrxV6xW/IGqiW69wArBnpkoISH3CqW7losVKcDIdwz60LQjcgt847xslwOqO7TnM0/Gl+Zfqb837YuoiXHnbIRYEMbNW9f64Y7G7KDJg0/gi6aoswnWEqgIhhExMQCmCxZAAWIlrPOB+7lAIIYQQ0gMKsBOhFRjEiLrsoCJcS8NvX6aeTmxF6jwzw0a3fyGrsPWEozOTnYJtmdWCoLNdbTK/FFCXpX6Cn8oCFBAaUa2ZRarWNWQPq8zRYkp3+z081XmWZSoDtta319CI8j/9q2oSpit7uvhjJGEvxPU3X/V4M2Bvz6+QSoFtFr+CdWlBQg9YQghxcHyfH4rz9AxPuJs7DEIIIYT0gALsZOjEoKXeAI4fl80DNn5xrelxiZqDCTxEXdkxZAtN95rp+E09zCz62QKQgHeGYym4N7KVlQWB26HVmc+atYpwmawKHO0MRQlqnX6ExBnOitfc1iFJ63XT9acUpDs2Dgu5XikBNkZmfHkOTbRvSYIbXOE6e47fNFQGbPSmCSHkBDnOe81XzxKZvMHz4WnuUAghhBASCAXYqfDISP1Dz78jXndDJs4fYWZZX3TWBMP3XrZ+mlari4SBx8uwuk3W1vVbf01Xeqnbiih/s69nfsV1bnbFXTt1IbH5u287hgxQ2cyAdccxDjYP2OvVxqOFrlCdL5X1l0uUANs8DONZEIRKuzJmAasZLnU78QrbLP6Dc1II9Rk9YAkhxIFczHeKoWweHgFkeHf73blDIYQQQkggFGAXxO9IfzheY9obS/fd5lT3ozoP2JBp68H9eezZkH6023pk1cV1s9T5gJqm1w/EIZL2zWKWUpRT//tQHwPTvkvH64oEeaZlJcC2LQimyZ6RMHvAIsPCoAABAABJREFU2rdTZ5col9QxnXv6cRkzAzZ0HM2+t/0jmO5JfIcNtvIhersrZEilQLI+i942IYSQZfDJ3R4A8Pb2+zNHQgghhJBQKMBOhK+L6exRjOBLO5ZQFdSqQTD0Weqb+VdfzyRXVQWVJpr8puvE5Edg3M0eWcK26fqujdWxcmZiFxmqrXHPu6hn2jpG2hSrskJQFgQzZYanhV9o6PlirL1VLu9aDTT/bpjAWhoaRvD7QMb82Jp+CupeXGGbxS+gkkiJA1YA1tHbJoSQU+MYi3ABwKf7twCAD8/vZ46EEEIIIaFQgJ0Kj2nVce8Fx7uz1E8RD5w2vshK3W7fUB9k85+gnocfNaHVVG3t2nRFYdrWmQHbCiAAbwsCR5a32q++YypkMwO2HddkRbg8iirZ35H5b0nLSqEUw1sngPoiob23Y1kQqDC81y29eePFk0x4PdonG2zlCAIsMmRIIAUFWEIIsZOXoDxGru8/AjjDjbyZOxRCCCGEBEIBdk6ExNs3v32Upu2Tr/tse6p03wJHuf8hzxFRdtBdIsu0vNO9wZPWd5eSRgZsPavT1UJRtMho01CcG0YP2Gke3jJDES4liGZGwdohkhsFTM1yIbwsNfoQniGfH5cY0ZRFuCZ8Dt+tNniN8TJgBVbulQkh5KWzyEQANwmAFTZ4GOFzhBBCCCHjQgF2MvRP+G/f/sSk/S0BAZ0H7HLj7Y/95r7a44GZGJa55lUGbHs6uaWZkC4N2CVBlyWAr8CmWtNbEOgExqb7gkOg7BTh8hN0Y1PZVtj61x/7PINZP+pCynycWtvqS8iN6QEbSBbfA3bKfdutrrGVd9HbXSFDigS0ICCEEBcS4lg9CACcZ2d4RvzPEUIIIYSMCwXYiTCVtRmvQ13rviLDQoSWiJjus0Wm2dcIu68f/XbDYrJCTs048r59qcdYCpxZ/7itwysr79Z+z0a1IlyGzFDZ+U0fUdISYLtHbxqkJgPWZONbX9LxwPXM9pFy2RYElQdsnBxYYFpLlN1qgy3ukOmuPQNYyQwHrJBICrCEEHLKvHrOkMkbPB/iF3QkhBBCyHhQgJ2IY5rp5MoMjMH0HrDuclvmve4X65iC1TD7y/rG44jApjZ9+vLdt2YGcU6CIlu1EF+lZ5/69gsP2CR1rDku9cJtJgSgUawLIVV54bYGVmMGUWylbByWWYRLyuOeYr9bb7ASEq+y66jtJkUG7EqcR22XEELIsri+fwQg8fbmu3OHQgghhJAAKMBORldmSB+3rTXiCWFTiKhTEWdPauJRR1gKwS3k9mk31FHVnlFdkyZFN5tRl9Gat+njJap+t186rEXFrDqeqB0fl+Dnuny58s6V0GjwgJUqE7cp6lYtqexJXdvxqDxg9WeBNIqjxhJqxauO8RXtP8b6QsEZSRN1HCIM99BCbX3Yr3PhdRNbgJW5ACuYAUsIIUbSdN4vVWPwyd0OAPD27ouZIyGEEEJICBRgZ2R/b34AP5Mr/O7Dj/VvfIBWIifITu16wM7ESLuaZ/iOmAHbEUX9XVmDxXkPlwaz22pbtOwuazYkIAMvS00P2EqUNH+h4XdckiLTshRgZzplZWYqAubYrvzN8qWBxqZBlmPYXHus60LwsI7iATsdu7MNAOA6fRW13RUypGKFlTyL2i4hhJwWx/nZUeez/VsAwIfnr2aOhBBCCCEhUICdCCHDhvpKXuAzOSBDSlfI3HvjuErTeLpV7JaHtVdZDgy/uXdGYlxBJ3j675nJN7W7oqOAVblaj7FQbbsEv+LlpLFe7XdXra/ypyEDtvSi1WfATkWZAWvoXhqk5naesy7PVGqXm1yCl/HQWgn0ET1gJ9y3j+f5zIdtGtcqQGXAnsmLqO0SQshpsYzPsiFcPewBnONG3s4dCiGEEEICoAC7IGLKO0u3IAjzgB2+LyG9xbk1d2elmmwBvNAK7N3MxcrP076tdXmPVUvxMlDGk8CgKeblJlLfgDMDt75uOwN2JjLo+vc/WKWVQjenVdtSlQFbGyexJAuC4/7Y2p0VFgRpXKuAFfIiXOeSHrCEEGIiKwtNLvs+2UYCYI0NHnA/dyiEEEIICYBmcRPjnWE4I72yFof2OXGXv/zL/xYSkeGPP1dvgXhHRoyeUTc0Vp34a47YU/DSNdBaJjS+pLIVjbdAqslerH6vjoGrNVMGbKL2u/TRbY6D3kk3PrL0gDW8jny/2+dc+0sYY6Zrq2H1XuzmUi/MgiDKsPv6Dcdjf54LsK/TuOfNqsiAvcguo7ZLCCGnxbxfqsbiPF3jfn03dxiEEEIICeC4U4mOivxhO8tsQx7zgbx/W1OIoXN7wD49bvDwsEWC+BXVzVYE7b9jSr76bEZdX9oMWedWzb9dXyRYX3WdX4FfUojWHpX/lu2I9suegeT7mST5w1rXinWac1hZEDR69hwj21qmyfdlBmw9ARaJ81yZCmVBsJR4Qvl4UVgQZHHjT6AEWFoQEELIqfPqOYOUN3h8ZhYsIYQQcixQgJ2KsuC6/5APmh416Nl+Wd6q4a0uJct4zCJcfv1FLBivb9iIfrK/No+ys6C/x2dSvtFsOciFwFjq5JY1pYAoMmBXjlEc66yTGgG2eKX4VxgKpXk4AEvzq13f6vEyYIPE1DKu4SNusmcYk91lLsBep3GzsFQRrquUGbCEEGIiKz/zl3Kv2I/t/QMA4M3+2zNHQgghhBBfKMBORSHi2DNg46H1gPW2FhhfjAjzgI3S46itdIRG4+713e/2PPEh4ryvfKvt2bq0/Wq3TVdlLFFm17qTpBNNJ8E92sOpjVV3Sv806DJg6/vZjqubZ232gJXFv80GdBncYsTUeL2AbMS3SNtCuV9f4lmusM0OUdtVFgSbdBO1XUIIOUWm/OJtDD65+wgAeHf/xcyREEIIIcQXCrATIZIUACClecr7Ur6LP+5b0uF0xevAESnrXoUU4RoHXZ5HW9js07ev9mWyMLA37vKk9evPnUHu00PN6XUm/2Z9Ea4mPpF1j4U+C6gqwtXeeqQrgwzUX4sM2JiHY9IH8STBHq+wzZ6jNrtCihQrvD5QgCWEECMnkgH72e4NAODj4cO8gRBCCCHEGwqwE5E+vQIA/OZv/r6Jelz2jWWIB2z4noRUiI/Xa2frdmJhwPbaDOZ2+6ZXGomL3Wno/Vxf1V8e09oD1uuuI2oZm46tymJRlUBZeeHGEQzrGbAr0fzyZKoKyqWQ3+guYP8MSmV17reLd+mKjo23r8EtB9i4jNB7FPbiCtfZY9Q2VzLDAQk+PWyjtksIIaeEflbJ8XH1dAfgArfydu5QCCGEEOLJ2r0KiUK2xl/7q//+ZN25iiTZuHs+vdPCTwaMLcaECICBfYumaGluQXZfq4XVd49dAnG1YleFdtbggmcGrNTtt2z8sLVSTbS39KSycaVAks2UAVtU/7L3rvH/VVsYx0K/31UGbP1EGTEDNvAslOUxiRfP1FNR97jCNrIAu0aGJ7HGtWQGLCGEuFh2moIfa2zwABbhIoQQQo4FZsBOhvsBf6qMOhfv7l+N3seYHrC6cQwSa6KF5so1LYQkEf4gYLPz9TnTmr8rQcu0du0yURaT88uAbR8LUetPh5SoCavhB6JmGKDNwRWBrcra2CQzeXPIMsNXNJZWv5mylPO/6mt2G9cdCyXat9sZswhXACoDNsLl0uSPOzYfkw1ey7gPzQlyD1hCCCE2TiMDFgAu0hWecTd3GIQQQgjxhE9rJ8oypNzlYBa35x8pXQTuqPwKaY3mdKbT8hryp2VTlzVD6QHrZ5aQ1NarLAhUOzbBV5PpaYgFEEiiTn33x2+6pI/s3i3CpVteZcC2hfqFuEOXx2Qh8fRgn2ywlXEfmpUHLCGEEDNHWr9Ry6unFFLe4v7xZu5QCCGEEOIBBdgFM6x6+7IPrdYD1mOHYwuJXlnHPTrNM1S7SmMs7zFdxp4+i6+bzdheq9+YOh1ae22V70V+7gbYBDe2BlCIdBI+FgSuFoE843eVJZpXxpfwVRGu+nummQtrdQTW/p7/LfUjpB0YMdpTa36k/NuOem2bqbBaLsDGzYBdywypWPZ1nxBC5kaeUAbs9uEBAPDm5jszR0IIIYQQH/i0Ro6WsaSTPjKTxvQgcJtgEwKvrrQvBe6gzu7ApcVV4qS9qJetP7feVwi1mgzYIGzj18iADd+XGChxMvEUWqvt1C+BHqtl0a+pMmBD41MfW/Nnr/dlt9pgG3naaJ4By490QgixczopsJ/cfAQAvHv4YuZICCGEEOIDn9Ymo++k8p70yOz6+efflW8aMw4Yptjr1DWjB6lzlSjYsgVDkJD6DNiI+GYMutaTrd/bhyVM8qu9aij85Pcu8PTlVDphI6u4vo2tOJkn9SJccphk3jsEWbNVaL5S/mvLNzblPrtHZ6EWBJkS3oczlwfsbn2NazxARizstkKGrE/aOCGEvCCq+5zjv15+bf8GALA7fJw5EkIIIYT4QAGWlPxE+kNzh+CN1jpgIfpQjs+NvfI6DX8M0GdDmgegaUHQ/6Gjct/0tCDQCEKubdUU8yGZyBL6ymb6UTNPRyxjlQKJnMdfsxLRPY9bO2W5TGjVOARrvijQC77jCbDhRbjUubWoN3wQu/UGiZDYZNtoba6Q0QOWEEIcnJIFweXzPQRe4TaypzghhBBCxoEC7ET4SSfxvo3XiVzP6XIezrsesH4FnI4FoXXXjCkYDRdRbTin/2um49ezmsuJ+512dMJ5TRyWtb8dgVbZi43Gyh+V6GwvwmWlLAgmsOpkK05lQZB1e5P1X/V+t669E5Uy2+mxu/KCMmBHsCCYIwMWADbpJlqbK6T0gCWEEE9O4V4TANZ4hQfE9RQnhBBCyDjwaW1BxL0ZbLb25Zc/gX/05TdGaXs+QuLwX9c01Tv2do480IDeKnHMpHfaio2p11S5ri5JY+0yAkuIpv7iGnF0120KaeY9ql51oMRgKZAYinCNTdZbHGwL0Kac1rZw2y3cNm4GbKAHbHlMliIIh7M7ywXY6/QyWpt5Biw/0gkhxM7xfnbouDiscMDN3GEQQgghxAM+rU1G84bvs6x/5tOPpJ+GdocPH2KJr3HQesCa1x4tjrH6CfWAbYtQ7gn+5jVCy3/1J7wdAf/iWt7jV0uzbVgQyLqwXMf/uNQzyVdzWRAYB0zJp8Irg1M/Y19nEWGMxNlHX3w9jYFKgA0VbvV0C7lNwf4sv/5vsvNoba5liowZsIQQYiWVp2NBAABXzymkvMfdw27uUAghhBDigE9rC+JfXPxmtLbaFgTKV/PYWUrubR8k3NmMpv3zd5Rt99nNZpQIE6/0xckcRbiM63n0Wz4bufoohLiG9UGxsRS+TgYWgRO1IlxJx4JgKgtSnQes7+jnDegzYKu/9RmwzRbz60eWLeHBVXkEH28W04eL1wCAbURbmBUyZPxIJ4QQO8f70aHl+j63H/jy5tszR0IIIYQQF3xamwmdAPZK+mZDeYhYHa3lmKXL8RDeoparnTb5AbAJVkMy+Ly31YmQsv6y1C32wl5Mq/++ydAMWEOvbhMEn/brGbDty+VEHrCObB1zsrXdXMKd9VkXB1VL8Z9cg0dRZcBqCrwF961scKfOgD3PLQi2h3jn0AoZsghjQgghp43GV/2I+eTmAwDgq4cv5w2EEEIIIU4owM6E7sZPRBRJ2wKdDGj7xJIDHIxxCy6DsyO7hev7xtXOfmz9dG8RhWa+bXO5dWhC3gNa8ayeDasyZLVlumo/LZPuC9FVSgGR6S+XcabCm3GLnvr+vYpwacZbZQR3j9xYWadh8mdpQRDlejnPI/hHJcBm8cZzhZQesIQQ4uCI7cO1fG33BgDwMaUFASGEELJ0+LQ2EbpJvTYEMChrtTvZ+Ai+6x8zxEl2v3uU+xdQstMReIW0ylhNC4JIg+F1fvboy9suw1yEK/eADe+6G0vVcjsDdvIiXJbx9rIk8P5WwCzAjnE+986AjRnDxA/k+8stAGCbxrN0WCOjBywhhDiQ9fuEE+AifYQQV7iTd3OHQgghhBAHfFqbCJ8iSyLm4Whn/c1oQTA0Q/AobpFF+Q+av+mzMzubBu+l3/qVD2oP24qyp/DzUhj2Kl/uGbtnX0nDAxba3/XLiocwa0dVBuw6W3tGFBeVkdoV2HVCaet1UQnR7e3N2chdz9ny15FSh8KKcMW7To6dvWzi8ewSD/IM19lztDZXSOkBSwghTvS2PMfMWr7CIyjAEkIIIUuHT2tT0dIXdA/+vjeDfuu1p6KfxqGOLf9oC1f17kR2/vXJGJSGOGwMMpToLBL6xZZ+hj2+tIo+tb8cKDMcXQXLlBeopu1YJ0oZWzcDdioqcdKW4Vzz8q1l7bpati2VGjl7nAzYwPOoPA4xH5+nn5O6xytss6do7a2R0gOWEEJcnJgFAQBcHBIccDt3GIQQQghxcBqq3BHgVQu+JUQNepQeMQN2Kf5ZfacNS+MfHn2Gyt/RvFd91jaLj73PLKMC65r0bi6BZZv2l1sHCJ8uGltV7dezN+25xVUcloOkgpACq7RtQTBRES7tca0XT3N4wBozmw3Sf/EGTxrT2ccTYEOpjnA8D1gxtQcBgL24wlbGEWCzQ4aVkMyAJYQQB+pz7JS+rto8HSDlA24f3s8dCiGEEEIs8GltJtJgV9gwOpOVPdSsU7oZjUmvwkPFJupG/8PTl9g/f9Vqq/+ItwXV+t9a0wNjV24Zq65NNb1kfeNrveIYTul9WVLFmLoCrITPFwU+x7UQg6XASq4844qLOmdW1h2y5S9bhGjZ3VZ/vqtxGMuCIGTlpMdGy2MvrrDNHqK0dYkLAGAGLCGEODnyDw8N2/t7AMCX++/MHAkhhBBCbFCAnYl3yV6zNGpZmcZfIcUGTu/W1K/Oel1cjGcJkPf7i5//X/Dt218LbNXWn6lHfa61SaBFe3lQprRtXaFdx+w7qoKore84ZLqkxfI4y4D8SIuoKGvT3VdZU4DtbyIShhJE6+WaRE049X9vG1NhDQu7FgRjCLDCfVY0Kc6RJMZ4K3/cGS56e7HBVt5HaesSZwCAjF+jEUKInaVM44rIJ7d55uu7xzczR0IIIYQQGxRgJ8LnsTjqo/OCinB5M+I9cUjhnhhhqNG2Tdm22QL0yVfW+tmK7qvRps572Cv4CN/ddsvKYV40ZUJ7hnH4vlcWBOu5MmBVES6ZGdcxjYGAMHrICoOAKwtrgm7JrvEsCEJaLeM98mfoj8kGr2MJsNklAAqwhBDiovpMPJ3r5We7twCAXbqbORJCCCGE2KAAuyBiekp2tImFC7BWgbgxBd5Mvz0caVwCMyzGK8Kl1heWv/r2YM5WNefn6l4xOCQ7x1Bl9xqmzJc6rskj1aNQmvKjRaLJgJ3SA1YgMXTnepQUZVGz1nLIQszsGJZoWvTwy+1J6CiW14oI0+3FiPvlYr/aYCvjVK2+UBmwgh/phBBio5et1MI5T58gxAZ3kT5TCCGEEDIOfFpbED6yWF/8MmCXLdKOwTgimqyyCyeb6mbvp+7cqvWItbZQXSYqucolpOotCOz9FOuXomc4dQ/YKNSKcK3Tdae3KVACrAg8l6oiXGFxqvIkjWMslpMBW1kQxPv46pWpPZDdaoMt4jwsn6W5ACvpAUsIIXZO0IIAAM7kJR4RZ1YFIYQQQsaBAuxM/NnHP4RvZJ82F8a8J+xYEBzBoZ5ZO7DUqerNWPf5DeHYbqraWkdq1jcX1jLuusuf1bC9j+Aty4xN17q67MVqf02iWp+CTxIC69Z7aKrTtRRgM70FgSyMBrq0bC1MRqfddHnN9mMW4QrzgI1rQTDfRWe3usZGPEJkw60tzkXeBi0ICCHEj1O7Wl4cEhzkzdxhEEIIIcTCEahyp8kPytf4wex1a6nv7WB4NmtIEa5jn53lM8l99BhKHbA1mDUfz2FFv3T+pt0DV9mpFqKmCO+tqduJ1v/NfvpgLArmqIxUTa2ve55Wv8XJbq7EvlV2FqG9cJQAC4MAa6J7Pug9YNvDlIuseg/YseTXIGIW4ZqR3dk1AGCTXg9ua53l2dlB13lCCCEnw+bxAOAR+/u3c4dCCCGEEAMUYCfD/WAcc0pth4V7wNoI8xM1EFJk3X9Vj7b6t2bbP+89VwWcahEZV/Vts5NV28UUu5D2rGApUWad9kEgK0OTBu/TWm+1Tk2rVB6wZ2nbA3Ya8ugSCJl2XkvT1Ci6ucU4me+fNgO2KbAvqghXaQsx/HqpE/GnYr/eAAA22XAB9hyFAHu8l3lCCJmEU/SABYDr+1sAwJf7784cCSGEEEJMUICdiD7PxcMy+NoWBO625itH48JHPvRtYbwt6tmSlV+nb8SGQlQaZDHpXP9aO/NZtdZ3DIcpOt04dZm77b8CM3R1GbDS9u4J8Imte8BK/VTx8TWvrgWBIzm43Kr5SxPTxH+tB2xpQRCWhetDaFK2iuvYM2A/lhmwl4PbUucmM2AJIcTOqQqwn928BwC8e3ozcySEEEIIMUEBdio093ttichXcPVZq53UN6cH7BiSgK3NOW6tTRO048tVXQG2El20J5mmgUrk9JE7e0nRBsE/5AwfUoSr2ZtHJqgR9b4RWGXzFeESEBBZNwO2Mihw74PJJ7b7MCrLolvVWmN7wAZQE8Xj9T1DBmwhwF6nw60t1sUxpgcsIYQ4OE39FZ/t3wAQ2B/2c4dCCCGEEAMUYGekLXx8f/fPI7YengE7FcuJpI1JNAzPYi23sQhWfcchC8pzU/mMygO2z5OH6TLRbw8czq7VkDnFPt30cXsZsb5+o1KTAdv9AmUcZCGIJloB1t6zTcoWrXOj7E+qDOGksXYZy0j4JtfK0gM2wsfXjA/iu/NcgN2mw/djlfGjnBBCfJCjfDU+P+ssRSI2uMPd3KEQQgghxACf2ibCR5z59be/HK/DjuC6XNkzNr00xpFi8BWsukfHvN23kjfYyldh8WgzZnU92s8TX8fMygrA+ErVb/tcVdnajlNWaKKp8hm7v5mw7ksZm8AKw6vV90HluOo8YL2OmlHILoRW7cYtWVaM5wFbvV/9rlESuW9tTM/sOa6OHy/yIoyv0+G9r4tzc0HfsxFCyKI5xcvlWl7iCfdzh0EIIYQQAxRgJ6MpXBxgymYbqfegJ/NTvC3VU5eZfITb0MxTV7ZnH34q+waucNG/tVZQ/byGXUKtvgDW2GdWlXlsXkPhJ47nl0jd+6eapT/uXpUCbJo2lgJAJqXFgqJpwaCVzWV3O9WizgN2XDz7kAICAkkEQVzM+BG4u1AZsMNF7dULumYTQsgQSiudE7xsXj4LHOQN0nTaZwxCCCGE+EEBdjLC/F6H3hd2ijEFCbBjp5D2LwPVd1yaYlutFc24xNh7U8mrMaZwt6eZ23I+cwuCwCJX9gRKKzpJ0LmZ77mqXa9edsyvoJf1mMimiFlnume33AM2yQ6WVbr7UBXhKiJtBdwVWetbtseuyIAdwQO2vBZ6HnflgCwi+lr724zEY3exBQBcG60l/FnL9lWAEEKIjvIz/wSnDGwenwE8Yf/AQlyEEELIEqEAOyP9Mg89kUME2Ngs4SZ3QAyBngb1pELblO0xHEQ15ZRarZvj0SRDmqOS1ldrGbCBObABQ617/yT1zGNpXs+/U+UB271UdsXLceQvZTKQ1DJaqn0yn2GVDYQpQ9a+32ZxdhxCrlECAkkMAVZ2fpmMw/oM9/Ic1zZh3ZNEHaslXGoJIWTByBmv+2Ozvb8FAHx581szR0IIIYQQHRRgJ0IvZUx38xdStsnNET7lz5UAvJD7e2GQYJualztY3y8NzHmjrnNRtIo/+fSlKcIlhXesVkqRb74MWGVBkEizUNf6uqW2UJTXma4UrrfJ0F+XVAZs/OIlwnq2aJAqA3YeT96Y7HGFbfY0uJ3EKLITQghpcrrXyU9v3gMA3j+9nTkSQgghhOigADsTtjJI/bZ1NBWQLRZXrNXhar9v/+HbxXK57IhbRYqFPQO25j87oO8Kv76aqqvPOecRnRStDEb9Nl4TpQOfjXRFuKzNiObr1jzQcmr3vBYEgEByeGotU7/5Xk30e9qdfi/RFcILL9wRH1x9BXNZesAO//gyeRVPxU5cYZs9DG5nJS0+v4QQQirKFNgjTCZw8On+DQCBfbqfOxRCCCGEaKAAOxvuG78ht4bL9oBdNsP3vtaCl2fm8B6F4fC2BTOhsVMQDllUL4wJq12B9WyzWa66t3ZQF2Nd4+pjYltcInXvn4neJkUJLiTps3Ed275aHTSk6JyieYES0ToMRQbsaB7GgMz8Po5Kh9qIHrBzsRMbbGUEAVb9MkKGMiGEnBLqc8x033TMrGWGRFzjHndzh0IIIYQQDcf/BHsk6CWspXrAxo0rZmvjal7xIq2md/fLMA05N6wZy6U1ZN2CwLy+b/aza69spatcFgT+hTGSssV663l8+gJc2patIrktA1Y78T86yoJgpfEKzaS0F11DFXv7YbM0J+hsLvPDUD8OpUo65jswLAM2hgBbnafzfOm0T66iCLD8ICeEkFBOM9ngLLvAI+7nDoMQQgghGvjcNhWBFeMlMvzmzT8eLZxTIESkFAOKkDVFVE8PVGVF2m7LIGDFkH6tWZCNIKaYeKeXYHW5tl0B0W9auC6zsyo8ZW4n6JGrzID1uVSONar5CCUHcwasdit1zpfnnN+eqyzk5nEZLwO24wnhsb4AkET1gJ3nQXyXbLCVwzOVktL6+DQFBUIIicYJWxAAwOVBIJV7pLXCnYQQQghZBhRgJ6L9WOy67ZNS4jl7NLzqvmnsCn8+lgeneTNqJ2bWa52QDNi4cTRRcppKhW1ZEtTXDNFupP18MWXAOvdShmZrt4Xn6sHK12HXeoykaU+me79UGbCVANv2uq2PQTkCQpkXGPx4jWKdLLbRmUqMZ0Hg+3GkIkiiWBCoLOp52CUbvJbDM5WSjthOCCFEj74A5amweXwGcMDH+y/mDoUQQgghLSjATkSYtGD6O4Rg6etFYhSnBrc77XamFrLW0m5OaJiM6CtqKnTZrVZL0sbvfkYHdR0xqdsROIVc9/tLlMWn3GLzeOSCaKMIl1dGfVs81m0kLI0lrfXGLcLlXfxPWRCcwMfXfnWN17gd3E513p+qpEAIIXGovqY9zevl9u4GAPDm5rdmjoQQQgghbY7/CfZomFgAHeQB+7KJckteZKJlU2Skyfwf/RFuT7ULj8co0Vqa6l1dXqI8d0WvChlFZotsF5EyremXATvn+0flMK90RbikhBRC+yBZLpOm0mayYdVQNWkpwjXi+ew7e14V4UrkOkKf42X2+rBbb3ApnrHKzga1oz7IJViEixBCbMjOfdFp8dnNVwCA989vZ46EEEIIIW0owM7Ekqf7j64Zatv3yzAcc9SGtN0tcKRYRoZF02rALtXat+7fr/rbWvJK6Itn6dvuimeNglxiaL4vat6v7oJe452bueS4rmfAeqFz3G2/au5P5wFr8jAeQnlMPEVuKQWEAJIT+PjarTcAgE26HdROIptiOyGEEBOnfZ18ffMOQIJ9up87FEIIIYS0OP4nWKKlLbK99AzYKW+3JSSEDPOAjXl0rD3q0gwt54ZddrRtN0jOzn84h040fnQi8j3oHpm8Uus3Op0HrACQaLIbM5l14hCt4TN/GSCh34fSZbVqU2XAjpph6f9xJCCQZPE+vmbzgF1fAwA26dWgdpLy0J62sEAIIUM5dQuCtcyQiGvcY7i/OCGEEELiQgF2MsJv9MIz12xrvWwB1m//44/RtLf3thzWejaoaT/9C4Z5+3Ua4jAhZXgSn6kIV/XvACxFuKajK5Rqi261tvLx67WdMY3jIMbMgHXF0kRKUVgQxPj4mve6uDvPBdjr7HJQO8oDlhYEhBDioPyC/HTvi8+zczxRgCWEEEIWBwXYBTFmgZu5hYY6s+cc1AIYywpCCWRtwarvMbZH2X61Js6Jrv9nW0NzCWB9Rsgm/mlLQZUL81xPL2R72/q4h09t12MuwjXVO0oWRbhsmPJYBarsd9HKfjbL8LKwb5i2CJe3BQHUWbKK1vVcmVC7s9x64PowzM+WAiwhhPgx7r32Mrh8FkjlHml6mDsUQgghhNSgADsR08ufEaaAj8jh0O+b+UZSXpxQOu3FKcLV+cXR91hjrjJBB+ydbpNasSx9r/oMVO0WHbsMy7oOqsJTlZdsn/zPsj2LB+yUmM+PzCOLx7Sf0vKygGwYG48pwAZ6wBbrJ3K4ADu3F/fuPPeA3abD9iWRFGAJIcSH6nPsdIXYzeMjgBTvb783dyiEEEIIqUEBdiImv83r0eGUUsTjwzt84zvfH9BCaDGlAV312FgJgdmCTAgANZPcMnYOEWz4OWLKNQwvtVaJvFltmey8bqJa0yJaSbMH7FTinTR6tdZj6VoSVK/pxXcBme9fq2m9yDqeAOtjldBAIqIFQa3RGdhd5Bmw24G6aVmEiwIsIYTYKb/kXc7MsNi8vrsBALy5owBLCCGELAkKsFNxul+0B6NueW9vvlsui2Etuchb6QmrkuukTSWYmQsxweOV8JGtxNG2d6m9BylDMpF1tgCRx1uaLQimo9t7fbxKD1hDiK5TsLOZrCb5t9ca0wPW9zyLakEwc3HCj5evAQDbdJhwqiwIsmyRV0FCCFkcp3xb/tn+KwDA+6d3M0dCCCGEkDoUYCeijzAkBokdYz6Ij/uQP0brxjZHEmBEOSV45lt80fgBQAlY/vutX7ea4q/dZoCNgMo2HXRkZFLLcnH1Z37NbkGgF5nj486A1T5KivYvOoFe11LuOduUfVUG7BgZlsqCwG9t5YgrImbAziVb7i9yC4LrNB3UTlIcl0wwA5YQQuzk18m5vL+n4PXtVwBWuMlu5g6FEEIIITUowE6E7jYvReuhO2J2WWhT//rjH4jWd5tTnuZloiwG5bV2o4pUsSh0zMo8SGNE1artrFSf/Fh9b046aZn6Rx59FqRj2r0qLtWwHbBH1ieXF6gKWQ1rqx/aIlylfavbA9b8JYBruUaAHTWj27/4Wm5BEMMDVv2c50E8S9a4kZfYyudB7ZQesJICLCGE2JDl5+fpkkBiJa5xj7u5QyGEEEJIDQqwEyE0d3qr3lNofaSfMHnoHFUV7qXdlAqDPDcHHvJmjqEIV6bNIIwjUdum7ielB2wrmzLwYDfEWlvmKEQuHMr28i4dk4RBWcn1Dk3Zq80CHDbJyp4BO9U7RSPAttBdX9Q4mrKRu/J161VR+3gohPQxPI0rOwV/CwIIEdkDdj72uMJ19jSojaQQXjMKsIQQYkVdJU89OeAsO8cT+hW8JYQQQsg4nMYT7BHgI1ssTfg8VkJuqePKau2J/iEWBGHTsH1palr2rNwgu4RcBXOuYvIu9cG9bldyrkv1PSbta1ZSU+91GbDT5cDaXlOxqbWSUnBtZbIaTvaud2yxsNHteEW4qm59Bdhc3o+RAVt9BM539d2LK2yzx0FtJJDIpIBYr90rE0LIi0a2fp4mr54lMrlHmg6bYUEIIYSQeFCAPUpO+6ZxWkIkOxdqGrCspgQPbGso3cnkMqhpi8urYzsBkwSrE/GaOrHQLe2iyewsRUejmNf2Nq01pF17/iJcWgsCr+0EhKhnuLbTkfUPoeqo6Txgx7j2mAq2mcgLtQmsogiw87MTG7yWD4PaWCFDigQQFGAJIcSK7N4ZnSKbh0cAGd7dfD53KIQQQggpoAA7EXFv8+JbEBwny99HX8/MIZmi+XRxwEccy7Md2x6wrtb7jbO2dJQM8CfuofU1/GBLj9gBFNPcpXa6+3QZsN1joMR+FYlO1C7MHQxitCizZ9v+surIJY2185fG+/InROQWkEhifHyNVIQvhF1yhW02bJqokDIXYEEBlhBCbBi/lDwxXt/lBbje3n1/5kgIIYQQoqAAS2qMMw1+MBHiGXXqtAZRVnlw9ztqXaOyE3cGo/EVSzapCZNrr5etgBJOdcamjTWT4me3CJdsrWnt33IAbB6w00l3joxh01bl29lxgnVezgVYnSA6ahGuAA/YWEW4lsA+2WA7sFDKSmY4YAX09hUnhJCXwtAZSsfBZ/t3AID3T1/NHAkhhBBCFBRgJyPsVu9Kno8Ux3HT94ZZdI0uo/cxdlt+mLIdK6RhuW37NlK2PUKbOqao5Ve6GxNlhqeUAZmQ2sGtLAiqqe2mDX2OjtkDdjKk2YJAIis9Uatl7bJm1Sv2v5vbN81hx/OALffNs2mVoCsifHxVZhfzPYrvVhts5bAM2KSwIBDMgCWEECvmz8jTYnv3HsAaN/Jm7lAIIYQQUkABdgYu5ZnhlUoE+CP3v924va+odYpkRf3aWHunc7nsElhIC1UGbAbfquRjHS/Z/b1zbowjrulb85G6lCDne3nqFuEK8RW1xbOEDFitkG0Tnzt/WTKKjfYE+ST/+hIAyEYVKkMsCBDHgmAB7FbX2OIOWdZ/bFfIM2CF8bOFEEIIMP2MqLlIAKzENR4w7As+QgghhMTjNJ5gj4Ha/d6/+fiHnaufD85kCnUR9ZMi40TS/+Y3k6mlXV/G21dXq6Y9L4VDw4Y+MmI5/V4jqpVLHNP6XX37GgqoIlxtATTEgsC9ZjfDtSnv2tvxyn8tPWB1bU0nwdq/HtDLzOU5ZRRZmz+7/dW+UBBJ7bW4VOYYfh9H9tHo3/tc7NYbXIgDLuRl7zYSmSFjBiwhhHggGj9OmfP0DE8DLW4IIYQQEg8KsBOzkgk2aD5o/8zhR/DvPv4rs099n1+KOF6a9/FVpalRPTNr3Rn+qGmZovNv85VQNMWbNGH5FBczCWr9poUrbzcvl9TWTx1FdnCAhUV8Mmsmryl6D/dhx6vdjwfpndEdju93AxJuf2BfkgU8ge/XGwDAJt32biOREgeskIAZsIQQYufl3OW+epbI5A2eD09zh0IIIYQQUIBdBK/lFbbylXWdP/P0B/DK4Qv7zfQHYoa1GOJIJGEesD5T1219VcWgPG70I4lJeX/tivbdNUyasNSu30bZFbjWMuVXCueYlK86RM+qh6yzDDLMhsDYh7IgsGUVj45NTtaIyKL+a3gWsFQmq7rc5zG+UJCmc8WwevwIZvWA/bi+BgBssqvebayQIRUJVrQgIIQQO+Xn2PxfwI3N5uERQIZ3N9+dOxRCCCGEgALshPSrZK5YycQppvxw9mlYSEdI39tlo8Aim2v1RrT/DBBgI6HNLm3PtBPNNf2iM4yLZePcgCCwdFWpJRbCqTO47uVLlB7B/lYG1mOkLAhmvVRK476kMitH2ba3UqOui+Krhu7eSwghWoXrxizCVY/RjZQRH5sX4JW9P8sF2Ov0oncbygP2jMUbCSHEysvJfwU+udsDAN7ef2/mSAghhBACUICdnPrjvk74iMYChAUj2t2cJ16vSup9QpOdX6J30QffTL+652ld+K9nmMqGkCs6gqmuJ2FYXrVdZV76yrc6j9pY7yTln+o2KRgT90i4HWqFPqFYK2aazSPGddTw94A9JT5e5NYD27S/f2siM6RIcE4BlhBCrJRfJJ7ah4mGz3ZvAAAfnt7PHAkhhBBCAAqw02FRLrS6iDRPFTeJMQuWXF8U9bxCHw9Yff5iyNH0cQi1Fcyq1m1H67OVLaJe0/+lfkQ6fUid3KoerAT0Rbp0cqPlvaksCDTbDbOp8CNNU6iM1GbfBdJfqO6i32/9UuWFO0YGrLI38N+PeJa86hyZsQjXucqA7f9xvJIZUqxwLvtn0RJCyIvgBQivis3DDsAZbuTt3KEQQgghBBRgJ8Rec5zMj4+m4y26BSRYxMsqlLV/m/03Mq87Qpefr2sIJgsC/fhV7w1Zi6OP1ic8BOfKNdVHHPfPxh1HjvUreiU0J1HXHbZlQVDaU7Qjt2XAzn+1MhknHCtKgN2m/dtYIc+Avcgu3SsTQsgLRn32z1pbcyISACtc4wH3c4dCCCGEEFCAnRwB4JcOf6f8fdyeiCJMrhku7iRSiaFNAU0vYIkRVfhWw4WqGSu/1mfrbkRxd1ZnQZD/7hu3ZT25cq8zIplMi95b/ZfnUWa0Mqk/XJoLr+mlzM7eigk8YD3HWCcPD+17zq/BdsqCIPMT23UkSJEiwauUAiwhhFgR6v7sZdwnn2drPONu7jAIIYQQAgqwkyFLQU7itz3qq123xY3w6d/9byaPRQyOLZPosiz7ePM2Zax6HqdnHEFr+9NOdm1Pyu96EgeIlpYp4wLCkAHrQNbWcqanWCwIGvtomL6vtrDag5gzYKd4dMuyWlExJ7ZCfzr3XdMRt2TAjihUisxfgD2l5+abiw0yKXCdHnq3sZIZUrHCJtV/thBCCCk4nQkUXlw9ZcjkDZ4PD3OHQgghhLx4KMBORF0vWGNlXM9ne7tLo1olXKEYy9MyOSW1xBcluE82ZVsisQpw1XrNkLoSrB3bsfTxSdVsL/P1SjnV0wNW12IphMuQ89nmAbsq1tDFbbYViUUmD9YeZKFGxpySLyE14rfyaR3jfFbirn8Rrnj7m9QimAeZrLDHK2yzAQIsMhyQ4PXzJmJkhBByerww/RWbh0cAEm/235k7FEIIIeTFQwF2Kmp+i32ETt/c2GNg/OjnGJ92lmWV8bwERHUCal4Lx6XDmSRBXR6mKSLX9MCaZFtbVsuA1XwJEbqvYgKR1YbRgsCDTn6raF9FDH65JpsMjGtB4M8y3lMx2eMK2+yx9/brwgP2k8M2YlSEEHKKqE/H0/ss0fHJ3Q4A8Pb++zNHQgghhBAKsDNyIc/yn1jnCxZyL7iAOjsjELBTEfa/EmD9t4iHqexS14JAv1X7Bb1lgStmnQWBWm7qt75F0iuL2z3u5tHRrZwY15zEgkAqX1D9yMtiNG2lzaz7KfX+w+bM5REvDp7HWyJe8ZRKk573orcXV9jK/gJsIjNkIsFGvooYFSGEnB7VzKTjTmbw5bP9GwDAx+cP8wZCCCGEEKX8kfGpPeAX6sG/lH4T51jjZ9Lf5ty6fpuYJc+GdeKXplkysS0ThrUntX/2zRiM7ZprF5rM2bF9qfrzd4EV6lXpGY7GqqD8vf52CxWcG+2ZM2CneJek2bOhL43dRPsUlPXfzWe36BghWzxgR/h2xiTvm8hDOK1vifbiCtusvz/fChmecIYznEWMihBCTpeXUoTr6uEGwDdxI2/nDoUQQgh58TADdiJ0t3kJEvzO9EdrHql+okIq9AJsnVO9sYyxV81R7r4FOkdBV6nLgSgzF9vb6iudu/ar7/HUJRXmHqv+spf+dfdWUvQowoVqX12jXkmj3SJcwmBBoIvBJpJbPWCt+cRxqDJgTeR5xrqplN1lLQsCURurVotdxizCFTaCpszqIX3Hyqjty8dkg9eyf5XqFVKk/DgnhBAnQbNgToAEwBobPOB+7lAIIYSQFw+f2Caifps3xbP+7QOrYU+NLhNzEjsH2RbQ6rQyOLXZji4M+ZeWKeO6TFTzopaUqjJbZfjlqS46CoNAGiYi+scwxqFWAmxHyPY6bG4hW0JovhKQlqzhhVgQjBfFLOxXG2zRX4Bdywyp4Mc5IYS4kOpTb+5v3ibkPF3jecBnDCGEEELiwCe2iVCCSVjOnF7sME4lrv3+/Q8/6NnHKaJT/cJutIeZEUiIUnl1ZTDGFpPaBZWaGYPO8681Tnbhzy7A5kJZu72AvXWuqi5fddG1/Zob27T6JPMrCNbuPRaqCJexbali0+1D62sfQxM+Yq4Qedb0qEW4AgTYPlnp1t5nNr7eJRtsZf/sJGbAEkJIGC9HfgVePWeQ8gaPz8yCJYQQQuaET2xT4VPvZ/woLJzOrahO5DMlOuiLRMXDR9eJO6Xao7fAHdTG5hTLclEw3H011BFU37aUJrG3br/gX4RL19QUx0waMmAb65S/uXxqG6aw5aLue0MWgquutfEsCHzfBTFF4D6F3sZAZcBmWb99S5Ah48c5IYR4s4yr/zRs73OP8Te7b80cCSGEEPKy4RPbREwjrka4nZRTxGr20zS9OgVD+u1mihZC4OSyup+4GUZ4xnYl1XUzak0Oo6JoQpYWBI5+Na8nZet1D9j+RzaB8oCdB5UBa9qDTDvKbdQ69eNTc8Frj6M0TfIXiyjCBegKhw2NYd6vvz6eXWMtMrySm17br0ELAkII8UHdl51qrQQdn9x9BAC8ffhi5kgIIYSQlw2f2CajEobMt3zDRICXcCs5h0wS2qearJ1v67v1wKMnasKjtnVRe3nIGahzutX3Z8rs9e/DPiYt59hO67pWgkfZKgKP/46rinB1nWyrnx4xyvbDZv161Dwidkl3/qIlWdQYlnHV3K+vAQBX6XWv7VdIKcASQkgQ83+eTcVnuzcAgI+HjzNHQgghhLxs+MQ2EaKufy3kof8lMfltdpkB2xe7F2t3bb+edGKb05fV1LS0/mmMwLamhN9XFebWlXzoN2nfRWIpBNbJevZu1R+ZuT2E8741pc1qAcmWB2zDhKFjN2AaH/NZlmUZPn944xWrkQA7gOgZqzNfknfrPPP1On3Va/s1MnrAEkKIFy9HeFVcPd1B4BK38nbuUAghhJAXDZ/YJmKKqegxp9D35fbDN3AmV+Xfr7N+goIPYTH7j3+MY1XNkF7Wjf7Z2QNCJ30LzWVCQkBma8s2wlCEy95T3TrAaUGg9XKVmtf1+ByZi6dPIaXA7erSY+34qAzYtkZaFa7q5hlXoyJby32L+kmjf67JguCf3X4Lf/17/2d8+fCV9nUbVV/Te8Dqs6inZ3e2BQBcpxe9tl/JFJlYuVckhJAXTvkxthAP8KlY4QqPYBEuQgghZE7MCgoZh1Gf84ffTA5p4Zf+xr+L7WGLn3/3Gf7OV/8NfuHH/9dI5k4tU7RutH9+9cP4ePk5rt5ta0vjxJoXgMqK330zGDut9OsbeglSZV4fDueBLRrGRALZwyfY7R7x+vVbw1ZhFgSho687twSqh6tq3+uCc3cavoT5GH328GP4F//d/wrfeOV3HGOTWWKro8a7u8y0virCJboesNZe9EfvMXsEANxlD55tNVsNQSK+B+zc7M5VBmw/EXWFDNlSrrWEELJgyk+PF3bJvEhXuFszA5YQQgiZEwqwE3FieoGWND2HlCtImSJNH3C+5NNLpPhD7/5Uc9FMoQzH5sXa5MOH3xawtas9gednc8aeqQiXb4e+FgTd4lJxj+Qf+PJfNvQ7vMiXCyXgd3pQ+qktH7Rjg2HKFNY1rtknIZzZp5nnFw76bqfPgK08cmfOgL14DQB4nfablLJCSgsCQgjxwu6Zf6pcPWW4Xd3h/vEGry76+Y0TQgghZBh8YpsIH9FgCpuCY6f37XJHAbf7kA4lKcWvsNbGexwI85Qd3pupCFeRq2nS6STKjEynBYHjdWWd4NrXJb/rvAVNjYAoISrrAmk+/v7Z124B1pZNbKY4J3wF2BN8Zv5YPAxve+rXa2TIWISLEEICWPKnf3yu7+8AAG/23545EkIIIeTlwie2ickzAN0KQh8xNpoucYoKhwd9ij7pqRkBeGbWxevb1P6AbbW70K/Fqi37BHkAEB7vky61IlwjP1tN8S5xWVhISEijQWwLzYHU5brmU/z1HrCuQc08i4a1W23/ZkINhxCRLCGKImu9TrWI7C6UB2y//VohpQBLCCEevNRkh09vdwCAd49fzhwJIYQQ8nLhE9vkLF3cjOEj21OcG9yzP648vqGILMQDNuaeD22rnSnZbyyqDFijGlj+1hYBZfGPrviXro2mBYHKpPSJW7Z+BjLBM5xvBqzO2qE5ps0jUY2Z6H7hYvzSwFyES5H2yoBV/Xqcu/I0C03dnb3CQSbYZode26+QIV38ZwshhCyJl3XN/GyfC68fDx/mDYQQQgh5wVCAnYq6uDDUb9CweawsyrF1pVmyDyLdZ/uXK2r7b+YM8si0dljrKTiD2X99dY71PYLlOaqJUZSCqvrfZTGgW1b3dkuaa4502o35CFcV4TIEL2UhYOuzW83Y/GBNProeGbCDzm+PDFipjmmcg9n8GmBGkgR7XOE6e+q1+RqpoeQdIYSQJjqH+tPn8vkBQrzCnbyfOxRCCCHkxUIBdjLiPeBnz/FvG8eeAj8OATEHiJJ9jlR3CnPRyuTV12TnL9ejhntkNJeJcjz1WyupznReNfw+pZJc80xNqf72Hrq2mFgJudoIo53qusn7cSm/rPB0GfBdq3xFmtbrN0ipTIO3CSpmlq28Vz029uIKr3sIsNkhw1pkSGlBQAghTtTn6ks0IljLKzzgbu4wCCGEkBcLn9gmJhemTve2b2xdZMyxK+sVxWgrzALWGMvgLfX6XUBzfbc0FeGqXrdv7WNB4Fdky8SQ46zbtzHO/Sqj1Ny6V+ajLP9pITR+r6YW3UW4MoQLsGWvXq4RTXF9ODHf9cPIM2Afgrc7Qy5K0wOWEEJ8UIU+57/uT83FIcEBt3OHQQghhLxY+MS2aMJuDo8zi7XC7DypWxa2r35ephFlnUI4860KP9y5tdq/uCK138TmXN9zl1OqbAZ0FgTNHkWPYnABuZQlLl/TOVHnT2e8dDGXy+rnXG1ERH1pLQOo01QfC4J8edZjLIOKcEFlwMY9Zku4cu7EFbYyXIC9yl4BALJF7AUhhCybambJy7tmXj2nkPIedw+7uUMhhBBCXiQUYCfilLNeQ3Hf8jbX8B25oQL0UD9Iff8ebQmT4DUFsfptF+9SWaLd5QDMlhC1jF2nB2w5tPUiXHULApUhazqflv+edInDygHW9gVD1YbB91UzzLrnUiGEs6jcIA9YD8FdKAuCSMcuWdBH4H61wbaHN985zgFQgCWEEC+k+gLy5V0zr+/zz5gvb749cySEEELIy2Q5T58vhKASRsvXh2ZlrFvnocMuASTqBn+K7MoemaLmttoLDAKqcf1qTZusXBVT0r1YleGyUwitjdVkmQjaTpK0TeLvwxQZ55nHg6ItJ9WciVz7XbYFalsGrJ2shwdsyDtZxjzXF8bHZIPXPbz5LrM1AEDSgoAQQpwc05ewsfnk5gMA4KuHL+cNhBBCCHmh8IltKqT2V78NWpiy3U5XmghDm4fqI9x4HRjfUQ61j+jbj9/qsc8NV+ZI5XVscEp1vB98MmBN/c71Thgjm0ZZECTGhGFVYs11vhnsA6RulM1mIG4P2B4WBKVfss97dOVepxfzP4jnGbDhAuxanAFgBiwhhITwEq+YX9u9AQB8TD/OHAkhhBDyMqEAOxmG6b8LY4k3pI1svREjjNm2yPQZsPMdeVs5LJeYqrlMOHZEGIolVX8n2uWy1rSwZcnWtzJmGftd3voekyneK0qAbYu7lZWD+bX6cW0PUVOw1cn/YR6wlclB/yJcXgdCKluJeO+kpVgA71bX2OIeMgs7s86zXICVL9DPkBBCQnnJHrAX6SOEuMJdjy/7CCGEEDKc9dwBvBhE5xct/+rz78SVvIBdjTClwy3hZnIJMQzDPAXbTFsQEjVJalZE40dt8fjHSVpqNumyRUXNdkAU/4Wixr1uYNAu8nRMZ2hV1Mqdcex6lmxbNeh+zf82WxA4PWl7eMAGFeHKcgE29qUupqDbl916g0RIvMo2eEhuvLc7LwqTMQOWEEICWMq3bxOzlq/wKML9xgkhhBAyHGbAToQ0ZMBmaAoWvzP9Ufx49vVefcR6/B56S9pX3Js7/noWpgiShXSozEX/EmLDME8bD2ulnU3ZFpb92hNFtqRpfVsReykrEdZGUq7nyC7veJy2fxt2xowpe6kMWJNNgERmtD7w+QpHNv5ybWlR1Av6WBDopHIz6iMr5oPzMoTL/foaALBJr4O2O5OFB2z0iAgh5HSZ4ovoJXJ5SHCQt3OHQQghhLxIKMBORD2Prf6lez/B4mURZYRsit8IJJMf1r6FpPrKT+5ycrrkkvKBx5HCKDzW0aX3lpJowNTCJVsQ+F8fenrAQgRUVvPwgB2QAeu1p9kYAuwy+HieC6/b9FXQdudKgH2B02kJISQUWX6B+TK5ejpA4gE39+/nDoUQQgh5cVCAnYG6iLGGvqjMnDeGmdN7cyakX0ZpfxkiPJPQSClE+W0dUzrp9jisPFRTu661ZBFITfKsyQNWt5bbA1aHLIVf5V1rivIYHr5MU/7rx8S+H469l/rp90In5gl3BmwfC4LqePsU4RpLgJ3/bNif5QLsdXYetF0iCluGF5rNRQghQaiPvxd6ydze5/6vX958e+ZICCGEkJfHQpW20+MslfjZw4/hj93/dK/tf2P/D53rnOp0qih71S5CpMmIjTd69Unu/TNTh/Ucq8W+2F01GxXv22Ki9POArSaut3tSgp5nqAv2gavOH9dY1M651o5XBUekdn2tBYF2SNwZsBJDMmA9PGBP+In545myINB/KWdindKCgBBC/FEK7Mu8an5y8wEA8NXjm3kDIYQQQl4gFGAnQkDgXzn8D/FJFja9VPHu8bs9s8v8iCprTKSR9O5G2ife9yh/1iGR+hv8/oLsnMJT1w/XJYS5cmN1qSdtIc4rI7LThllYH28Ex2u5fM+b6u4ZC2YpL2P1R9vbt/a7dpxNy+JbECikT8azXFWhREIasoCnZn+RC7Cv07CdW6t889PVpgkhJBrV15ov86L52f5LAMAu3c0cCSGEEPLyoAA7EcYK5Atj6A3padzOxjg+IR5jQ0dNlOeXqSW73Ozptep8rVXsypplbN6uWuoZl5TtJcXPpLW0TX8fuHahtrHwFex9JdR6y9Va3QxY0xFxZQz1/YJBReLmdD1gP1y8BgBs07DtVidy1SWEEDI+5+kBQmxwJ+/nDoUQQgh5cVCAnYi6l6OvdCACs8mW8hj+6x9/Ze4QBjFU2pGovbE8p7jFEvPavTkFMTlOfTJv8VT91arElMuCjstTkTHZ/XIj0IIgEmO8/8oiXJnGJgD58c332FBgq7F2F/1yaShi5s4T7VeEq8jg9EjhlNkYH1nLuHLuL7YAgG0WpsCupfKAJYQQ4kY2frxEzuQrPOJu7jAIIYSQFwcF2MmoP+T73fW9egxMhVoAqUzx/umLXtv61HHvS1dP0mVnOtJIe9A/IzA0CEM/EeYlu3NV9dtYJUGDx2izyJdnZ40WTP6lx4n64qYtfdpzkk0jr/GAlTqvXdMAmi0IVJx9PGCDGK0I1/w8rM/xJFe4Tg9B2yV+NsGEEEJQ+/R4wdfMy2eBg7ydOwxCCCHkxUEBdjJCBYN8GvDXs23xl8/2gyTKAdvOhckY02tRVIxTtmcQivTnSujxdcmuPhmutjiqS08na1cKrwxYc36naLzudvtdrpjnLHol8yuFbh+lJfva5QHb93zu41Ott6UwoDJgY1+ulnD5SxLscYWtfArabHXCtgyEEDIWS/D+nourpwOAR+zv384dCiGEEPKioAA7EUNv83ymqC9BQ1gsHpmg8cfP9/a+u9bYTppGLMWaQqOwya+66ebtnp0WBJromkuaHrCxPVuneL+VAmxXpfbYupZRLAHR8GTQ/55lWbHEYEEwogesz3tUQk23j/vgvJRr515c4ToLE2BVBqx4oRW9CSEkhOpz9eU+Am3v8+zXL/ffnTkSQggh5GXxcu8+JifcA9ajqZNiWhGkT1ZnH/oVUQqPxN6PbxmtOL15tGkQ22StbV8PV9ESE5UL7PgesNMV4UosLq4S8BBkbV8GdD8GtO8O4ZEB28uCoPCA9RnP8ryJPfbLuKjuxAavs7DCKCuhsoKXsQ+EEHIMxP4i75j49OY9AODd05uZIyGEEEJeFuu5A3iRtMSSv/r9/4fTN/Ul3yjGYY7x6wpWrgzCqfHLo9TYETg3FNpzVhiyURsjJf2KcCVa4bAqwuUr0k3l0tsHNYa2939buGz7HVcWoV0P2LZ9QVZbu4v+mDb6GmJB4ONXrDKWIr6PfIp/TcVeXGErH4K2SepvHEIIIVaq+7CXe838bP8GwDX2h/3coRBCCCEvCmbAToxs5PjlPKR3eEiHm+GfvgPsuFFGa13WJK9AoWh4DK3+VF0xq8hk77VPYp1rP8zZjtW0ebcFgaFfNSW75QXbjWH5lEW4MoOw2SjSpRO89Zg9YGXn9eZWY2TA+qPE0via6TLOhl2ywVaGZcAmZQE0QgghvsS2JTom1lmKRGxwh7u5QyGEEEJeFBRgJ0ZEsP033zK+nJvJxe3p4IBi7dEwD1eXhFc9sDhEW9d53lHQRNm2RJ7F6S/89n1HubNLfRjzXCwtCFqdqD+z3NzVsHXpuItulLVs2Nr2mXUsxinCVW3rkwG7Ur/07mfJ5AJs2APxqvSAHVf8JoSQk2JhM5KmZi0v8UQBlhBCCJkUCrAL4CV/Cz8f5unx8XBP2a7WHIAU8ynShWi28nyOKcfYuH6VgSk8CmR0n5/mfKCKfxDy8ydxFlgyO+oWv+k02GKVxnlfJm/3tCDoMf4h77syAza4F1cMy2C33mCLwAxY9cWFoABLCCFubFY7L4fLZ4GDvEGapnOHQgghhLwYKMBOjM6CQHcP+JiGPYQfEy/rlncaQbCeb6rr0Vbky3U8zAJZtXydNTsWzmxJQ5tSFPYE/rJc19tUNFpwt9TnGHmVjIpAsT8mCwKYo+9mEHc9YHMB3TMDVghnxtAgD1gfRqla7c7snYr96hpbcQ9k/qNSFmhbxi4QQsiiKS+VL7xw4ebxGcAzdvcsxEUIIYRMBQXYidGJQbplf/PLv9xc8LLvE7WECWDTyb4amWsBmFw9+4mTPvtlE4Jl7dIjS6G0ta6X2GYu5jVuZnlTuBwLqewDLAJsHk0lCCsR1TajvynAD/eArYqFDcjC9LIgqNsqnB679QYAsEm33tuUHrAvfDotIYQQf17f3wAA3tx+PnMkhBBCyMuBAuwM+EzTfcxavkwe2kQMwWm6rL6XQhwLguFic49sVNvrDrHM+GqxnakomCz+yeXNPpen2lx7Z6J5PQu0Tz/jowRYIZtTBEtLAintBc1KKwGTB6xo7EpWX26MxxVvKH6+wnn7p/2RtVtfAwA22cZ7mzKJixYEhBDiRA767D8dPrl5DwB4//R25kgIIYSQl8NpP80eDabp2GFixhJuJZcQQ98ohsSuz3XtemaOXSXexBBxvpEt6d2MaURyfE5t/5il4c9xz8YpznWVj2qzIDDHIqt/q38023Y/BkIzYKsuB1gQeDwMyzIrehlXmtjszgoBNn3lvU1SXFOYAUsIISG87C+tPt2/BZBgn+7nDoUQQgh5MVCAnRipyRHzkhI8nq2TExUlYuA3MqLxW+UhGoptGrepX3OV+kF4iFrdSfymv1x91bazCH45zUtPcxJ808PV2mUny7WULL2PX7+sTX1LscnzWxOIzFQkwxK95UJjMsdQIp7+1cT4StVl/wdaH1ddU+b0IORyzEJ257kAu83OvbdR76R45zEhhJwyLMIFAGuZIREb3AUWfiSEEEJIfyjATkatIFAnUynOTeAgC4KTenbv7oxIQoVI4OeSH8BPbw443/9ozzjcRYvMW4YeS1N2o7mHPti2asds3XMfYdiz4FJXPDOVHIv9sDWdB2xiFGCrNRVJbYnZnKDmVFw7Fup0NWXAurIs+xXh8h9HmdX37vRQAux16v/RvCqPyWGEiAgh5LSQ9fvxF85ZdoEnCrCEEELIZKznDoDEk3Hi3ExOcUM6x01vuGBzuc7wx979qYl7jUHsXnXHq7usnoFtOhe1y2XztbAiWu2MXY343u6uXEW2fi4PCQkIjQds+Xr+l0DNF7ZcSWi2aHcgGuMsnZlBrrEauQiXenCOeAmRPtYKE7E7z4tvbQ8B+fPWrGVCCCFNik9O2rbg8gB8PNsjTVOsVqu5wyGEEEJOHmbATkVZF0hjQhBJTTiV7/ItJYV6M89ttr+wIwYFKJyDE5xPa4zHnOW6ql1OROfVVvu2iFQRrh7TzUVDQpzGA3bMfsoiXKkrA1a3cfs6Y3PlrfeX/9Zd1X0+D5sGH+ABe6LFU3YXyoLAfxyTYsyzHtnHhBDy8lj+l69TsXl4BnDAx7sv5g6FEEIIeRFQgF0ANgEn5PZwFH/EBRH3Vrk7Vj5CWpDY5r1q3D0LNSPw2Li7mk6fa1gGmMs45T9tZaPsbXTa7KS4FlmSrfdD+ZdoZgwu2zszd8RNsvb0crUPhUBrLXkGSNlcp7l+04G3u6y+XnwP2JCrllTHNriX42B3mWfAXqf+47hSRbiGfYtDCCHkhbG9vwEAvLn9fOZICCGEkJcBBdiJeMge8PntP8PfevNfe28T+jg9rNL98UkaQdPcZ0FMKO7178c1Xr7j2bQgsAvBlZdnF+Vdmnhfnvru+7BjM8UXHspiIGlnwFpDb4t3upXrYmy1H5m1YVupquKVXlmYxTnhdTiSorfTFBuf1hd4kGd4nT17b6Om0WZOn2BCCCHMf6347OY9AOD907uZIyGEEEJeBhRgJ0Pir3/5/8K7x9+CtTz5AJII7SxFutQxJLZwN9GhPSo8LQhGGnmlEQ5q3VNobFoQ2DNgzYhyrb4WBO3e3GO73LO+LMIlTQWW1Brd80yJtzoaUnl9nFt+vM1tBFwer8MyYD2Og8qAjWkCC0AsKHt0hytcZ0/e61cWBGNFRAghp8dyP/mn49P9WwAJ9tl+7lAIIYSQFwEF2BloZ28tqQjX6T7D9xibnoPRmOjds41o54QhAHOJJVc2rLmFRDYvJ9Zdr4l+jUnvssqA9Tmf8ynp7an1wrH9MT12FftzaGdEytpvBpFV1Nc0FCtrFeHKKgVW16I7TXWQD6nv8Y6cfbww65a9uMJWPnqvvyrG/HSv3YQQEhPmwCoSSCTiGve4nzsUQggh5EVAAXYyxn/IX5aMsDTmutGeoF/pPvY2MXNYfmhdkm3Ls919Nwm4DWdPpQHKkSryyvafy30IU3JyYpiSbnNs7Sbam8R43yvHOB6wpRbscxikOrNiX+2Wcw7sxRWuswfv9RNIHGSCZH02YlSEEHIalJ81fb8hPzHOs3M8UYAlhBBCJoEC7ESYa8d3X3WxSdeGPk5Tgp3SCKAv+pJFbsEqXgx2784pWMFdhMsVS8OZ1HPozD259nugB2xwf+Eog4FVywO27ElKqxjpKu/XzhR2ecC6CR/Tqn+fDNikWPN0H5x3YoPX0v9hOJEZDlgBQv+5QAghhJi4fBZI5R5parI6IoQQQkgsKMAugFA7w288b/BvPP5ct50TFWCn4hRGTyJuLl9nTCyNJ7Wp3AKOmd2NFzV+owIQXpenrgVBO6nFeVwXnQWTy6uJ0xO0ngat2R/DmEigdSwszrHC/IVClVA0ciGoUoCN7AEbtbVh7JJAARYSKRJISQGWEELc5J9YieAjEABsHh8BpPjq9rfmDoUQQgg5eXj3MQNdvcfsyLmVlwCApL6RBH5YftJZe4iIUE3DHl+MmlvuGqN/vdgovKe3OwUll0o/loIk9I1LzQ4nHpeTcj8t6uyQ46M8YIG6T6hvMa7lUWbAdjxg66+bNq4KmumE6nJ53Y/XKkb7nM99MmDVph4ZsO1tIiB7ZaqPx361wVbeea+/khlSrCCYAUsIIQEM8Sw/HV7f3QAA3t59b+ZICCGEkNOHAuwMdA0IzHLCzz//LP7k0+/B2ZN7atAQgWm14FMhhjTiMzKTCHSjZFsOjdvl8qr3eQXQODh1AdY0llXmZfd8a+bEyk5RLz/qGZzmLzYaf/UcvmkEXZl7wKZ6AbaKxX1e6X1im0W47K2M5AEbMo7qnIhYOGtpsvxutcE2wI8vQYYDEghJD1hCCHExxhd5x8xn+3cAgPdP72aOhBBCCDl9lqu6nTT+Itw51vjJ7Ies6/wbjz+H33/4yUGC0BUuem87FcMEr3FvtU1yY98CT/1l2mYkmbRLkTFpWxAEo4oxlfKpx+VJO1C++7ycrEcTSk5uZ8CKQsiXsHvA1rZoDUjDbbda6siAdX6BIMMF2KBzpTjHkohn9NLOgt36GlfiEUnml9GaZ8AmSMRIResIIeTkoPyqeH37HsAKN9nt3KEQQgghJw8F2EUw7Ebwh+Un+IOH/0FvUeJKLlt8rbImpWZpZBpqzMC3h+w0aETjgtqnM00r9lwPYXwlnKRVhMs9Pd5MHpff+IuGmNhu5dgfs1QRrkfrWvV9TESpZHda0q0vNB6w5l5Mr6vl/ad0+gjJsvPL6bFbXwMANunWa30BmVsQMAOWEEI8UJ+RJ/xBEkACiZW4xj38rW8IIYQQ0g8KsCeEiDAtd5m3o377ZV+rvWcmwTIelppFR4stC3nVsCBwbd+d9q6GK38mEhAeY9f27xSQtYpQzo0HMY0BQVGEy1TcSvrtppRtoVovx2a9Bdh6bz3x8YBVRbhCKxc6+13OG3W33gAANumV1/ormSIVK6wpwBJCiJPSqIgCbMlZeo6nAOsbQgghhPSDAuxkyNpvzZu+fXDS2Pji4Zi44zRla/bfQ//b7Bij2JYU/enbu8vFM7zdagt9ca12i6KnZ2u9tWYmpk9Rry61Ilyu7X0UXnsDtX/HIt8f10gI7YOkMPxeX2p4VxmtHVxj1seCoCvK29b2XfNY2Z+pDNhLr/VXhQfsauEzGQghZEkMvgU4IV49S2Ryj9ThN08IIYSQYVCAXQBPkQqxHmOVdx9MU9nn2N8wv8r+wm9/IdanHJOlB88sal0fK9kswmWVBI39VAKbrwVBe+tKgq1iAY5TtJNFEa42jdEVpndCe1K/7PwupWiMc1blBnXxSumWyLLxKktLdd4MEPuXzq4QYK8zv4zW3AN2hXN5PmZYhBByYlCBVVw/PgLI8O7m87lDIYQQQk6a032KXRy+PotDejhGiWkafD1W4+fYNpdLoROnPHKCXaeMa4WIVePz9rqLkpYFgW2EZT0eg1fpUEsN85AoEa/40Wsa4nTvtb7v60p+7e6foR6Xozy0X0Z3FpgFW0bpcxhGKMK1ND5e5N6v29SvqJYqwnXODFhCCPGg+JqWFgQl29s9AODN3fdmjoQQQgg5bSjALoBwP8O4U/RDt/oPHv44fjT9Wq++5mPIJPwhfQ7KR40QgbAW2pLmSejBNEUxfREuoflNtyR/S3h6/9aU1mbe7ZiXN5+SUTF6MZ0/qveseJSU1cOkLrBWWrCoZbo2M437ebzWlx5kaAasvwXBWBmwYkFzUXfneQbsa4Ptb5sEuQB7kVGAJYQQF8u52i+Hr918BQD48PTVzJEQQgghpw0F2BmwVocfwClnhU3NoJGU2l8noVtqLGxPnIm2mt8U7QxY6yh6ZLd6CcOddmS+TFh6L8S26n048CjFzi5uNq4fh+DMHdOXAW2TAlcRLjgtBkIzYE2x6FDn8ylf63YXuQC7Tf2O8Qq5BcFl+mrMsAgh5IRgBmyd67v3ANa4kbdzh0IIIYScNBRg56BzzxdHTJhKkli61cGQ6GJmEReT7QdEM6T30DX6URd4k5YHrH3f9SMma4mc/kW46hmw3dbH2fd4mcN22o62rVelOgaasbaeepXXQD0DtrJj0GUv++1vqAdsmK+yaP6MwrKuZ/vCguA6O3itv5IZDiLBtWfRLkIIedmoGSAUYBUJgBWucY/7uUMhhBBCThoKsLPQvumLJcD2FQ/nmJ4/Nd3c0PHxnEI/eY+R+m+JYGVWomVofSveh8TULTRlL/B1TJiKcNUH2TzcQnk56F6pfvfO2M4/LlwZrr0zYD3ekrL0gI330bW0JKjD+gy38sJfgC0yYDfZ9ciREULI8VP5zC/s4j8z59kZnnE3dxiEEELISUMBdgZ8b/mk5S8dU2amupwpl8aUt9n1adw+BZ5iWlL4tuXruml2atVYEMim8YAtSbE9LH1L1NksFqrMTrMD7vKxx6ikzoZlrrJYaOjhoqG0lpk/nQJo+uW1XgrXWXOcaaAHrK8oX64j4wqwOcs6F/a4wjZ78lp3hRQZBD553owcFSGEnAp6n/qXzKtniUze4Png99lDCCGEkHAowE6EvdCWp/BQor9pXKr4OQahNXOE5S+/V8bFJp77PST4u7eOReIUPP2LcPnStnk4vSmF+gxYUXvdWJSvPhTWrOSaBYF9xWIl+xinPY+B11ku89FIsOrVh57lXTn34grb7NFr3URmSMUKr1MKsIQQ4qb4WpIZsA02D48AMry7+e7coRBCCCEnCwXYBRD6+G8S65buzRqbsL31XTu2IUArj9l5w9+jf1nbasbnCWVB4GUu4PDwtH5fUUNn5qGGWLQycm3ibx+mcYA1WRC0Y+ke+PqW3VbUILU+AsrB0/cCmDJgK7LADNh2++61BISM+9G1NOF+L66wlQ9e666Q4YAEF7gYOSpCCDl+8pkzL+t+2YdP7vYAgLf335s5EkIIIeR0oQA7C+351z43gsuyIFgyQ6SUuf1Yo2PT00riRJp4iGJlVmZNgG0nag6TwvKMUB8pWPXkYxOhp9V+1MJQZaP6DFgVs5RGGwabqNgsUlYdN7u4Oo4AG/LlQT4awutcO2Z2yQZb6VcMZY0MKT/KCSHEk+rzk1R8tnsDAPjw9NXMkRBCCCGnC5/aZkBXX9xNX5dMDxpFeI7/hjReSbMYb48wT9Z67zEo2/FNKQ2QamVLcFTjVc+7NKF77mmKgp7noWxmGYvG7+rnIqTwnvieP90xKL1fyxc0ngSybefhFmC1UdY2SwOLcKnj4/UsXFgQxHlvLpddco3X0q8YykqmSNuZzIQQQqwsbebD3GwedgDOcCNv5w6FEEIIOVn41DYLzZu+Y/ShmkPSGtbnPGM8Wa+iI7fpXta/FimERCMjm/sSmqV1R9chUbmKOsU5KpO8B6TdgqCeMdxZq8w2tu9vfTp/9QWMbpsiAzYbx4LA7pOdk3vACiQypgcssLQiXLvVFba+AiwyZPwoJ4SQAAQzYFskANbiGg/ws78hhBBCSDh8alsA8mC62fGsojOQPkLSmLetRiEpfMsefceW1QJHavLngUgdyroHrC0D1iWOimKzfnE1ZV0/C4KhjCnEmg0GPGKoC5rGTOGQM15ZENgF1r4CrM+zsCo5FtsDdmnsVxts4WdBsEKGNGpRMkIIOV3KLxopwHY4P6zxDGbAEkIIIWNx2k+xx4LXTaCfTHIh18NiWSArCFzJC/zR5985oJVYMpnJb1O3rFuEK7TdGNsGicoDnkeUL2cpv1rasnWjRDZfRHtqfVmEq7nYNA6xbDfGmc7oGg2LROud9VzzgC0Pmk08d2XAptbXu626RPkaRQZsVAFWLs+kYre6xqV4xio9c667Ai0ICCEkhPxzpG/ByNPl1XOGTN7i2ZgYQgghhJAh8KltBtpFf2I+/P9bj3+kx1ZhEUwtVggI/HuP/yp+OvuRiXseTluq6iPR+QmSjmnmlhbCciAD2tGsWkptHf9YxTARUxRy6tjnqABGKrrVJvM8Prpxc8ncACA6xyJ/WXfwPItwBXrAll16FuEC/Aq+HTMfz64BANfZa+e6K2TIKMASQggZyPXDIwCJL/ffnjsUQggh5CThU9siCBNYYufZLS37a056j4XRZNUvuzkgB3AxtPesY0GgLbSlfF71/rB+E+7bW7X/Uv8mhrUUQ8XeKdCPiPKNVtm7dfdcKaoM1Ibnbu0cLbN1W5nB0iMDtv0FUpsscFqn3hfYvn4Sfcr9sqai7ta5ALtJr5zrrpEi5Uc5IYR4IouPxGVd95fAJ3cfAQDv7r4/cySEEELIacKntlk4BuHHzhJimCYDsQ+y8WOOrksMxblMenFnc2tn7YnsiWapoR9tBmMlI3rUYyraUVu4ovN7ZXnI/ud5fTvjuSiaAmzp36Bf19pUQRpoQRCCHMOCYIHszzYAgOv0wrnuSmYUYAkhxJP8tkGMZBt03Hy2ewsA+HD4OHMkhBBCyGnCp7aJOCbJ52VTy8cLujfXZ3TGKCYVe+1426Ih8nWmhVuarr8U9xHI1Jo5mL79z5kBW70qIYXpQbJ+BposH6AXYLX4WRDIYF89/5FU9hIxLQgkxOIu0LvzwoLAywM2g/T9xoIQQkhe75MZsB02jzcALnArWYiLEEIIGQMKsLMw3k3f0MfwSW5HF3zP23/89AKY7/390OOm9JdJZZhWZmbHgkBDaUGgyer0K/Gka7E1tb5s2zUaCz4RAaRpCkBC6MQ1jxMrn15pGoPa9pZjoV3q6DsN9IANsSCQRcGsBKdXbLDO7mwLANim7o/oFS0ICCEkGGbA6lnjCg+4nzsMQggh5CThU9sMtHPagkWzBdwzGkNYQGxz0zy+vgMyrgusXRQ1/9XdzFwuq7IgCNwH2f2974NRNYqyEUczolbbYanOmt7GwkfIFEVWaHXWJUon7Qi3Gg9Y6DNgdRqrWk+XAVvPnM16WhB4f1khBJIs9kfXsi5cHy8LAdbjFFgjZREuQgjxRJXqFMGzNV4GF+kaz2AGLCGEEDIGfGqbhTCnzc5aRz/bNI7Y0XsYZP9tw7fzKe3uWseWyRjQTwRsUSQeXqXmbMdquvywPalJgYv1CPZDCZk6QbvMFrZludbOKylNvrptD9h2D7pm7Q+taeBDbUgJOiWrx7QgWJj2CgDYXagMWPdYrkAPWEIICYYWBFpePWWQ8haPz8yCJYQQQmLDp7bJ8PVZNMNbxfEJzt60ttXF5Z85D3GMF0KKcOnF0b5x6L7Q6B5JY+s9D0klG44j9GZZ5tG+vshaFwGtvCoB0SjWpVKQdSmw+fF1esAGWhCEUIYX/aNrWe/Lm4srAMB16s4mZgYsIYT0YFmX/cVw/fAAAHiz+9bMkRBCCCGnB5/aJqJPjZQvH76tf2EBN43HnVs4Npo59TOhJqYHyJHOFk0kHpmMpQdsx/iguaR/hrJs/NXut8nQYzPuuyCTB2MvfiYXaqx1a8jaOt0vh8QAgVwJx0F4HwqVAbsK78PS5tLIkjX28hW22bNz3QQZsgXuAyGELBH1taUY8cvCY+aTu48AgLcPX8wcCSGEEHJ6UICdjGqof/X9L+H+cFP+bXp0zmSKrx6/N3Jc42XwHSNNCXH428M327lrtdrvmAQfy8AC8I3p6p0iXEMzYIuXvBvJ2+msKgEIqRkLfaOLdYAtvVR98lv1ReCa8qp+fa0HrKGXPC77iGU9HmpF7V8bsrAPiSvALlGCBfZ4hevsybneGhkzYAkhxBv1ReMCshkWyGe7NwCAj4ePM0dCCCGEnB58apuIdiXzX/v4t/q3NTSYo2PKm+SIFgSTepDax8gUSe/6UxpCfDnb4m0sVEkqzyhGiSEWmVQWBGYkZCebGKIQbmUrG1h7sIVGqHZ0OooFgV/ZNXV0kxO3IACAndjgtXywriMOAomQzIAlhJBQKMBquXq6g8AlbiULcRFCCCGxoQA7EfbMxGN7eLaJJSGFmDzxrY4e2u4keAQfNfC5HihEaUFgE56N74NisSrC5SfHKerZnJUnqr9IFz5mU2SNp5kqwuVGN16y/Ck6u9jIgK0dL2l9IC0yYB3jlfWoLC0Av3p1o1gQLJO9uMLWIcC+wgUAMAOWEEKCEECPz6qXwgpXeACLcBFCCCGx4VPbZLgL6diYTlY7joyAU5Kzga6gF5SZ6pX0aVmhYVnb9Wb1bbcjeAaeSvWJ8L5IjYeCPs9zfGK/c6wWBEoolZoM2HIrkwFBfZ1m+6UHrMV51i7S9hNgvRnFgmCZV4xdssE2sz8AX2aFALvQfSCEkOUhiy9piYmLdIUDmAFLCCGExIb3HxPRtiAI3j5SHMROnOJP9bamEbTrVe2tr49ImQGrerPNbJdtubUSC8cZMXOJr/4esG2xOu4o+1kQ+KA7Nwuv146Hrk8GrF1g7ecB2y7Dpif3BxZBdhfHyj7ZYOvIQDovhGifsSOEEFL7lMuOI+FgDq6eUkh5h/vHG/fKhBBCCPHG6ylWCPGnhRD/VAjxz4UQ/6lhnX9HCPGrQoh/LIT4v8UN8xQwizUJznq0YFpnmgdxPu770b69d2UPzkHYOWNeV4liZSEzq8+rT2amL20LAvfWaZo615kbacmA1Qr+Ur2WlGvVtzDmBnfEcIMMq75E0p3DtWW+hec0kTiRhVQbNQNWAiKmGXIkPq6u8drhwXcuzgEA2cAv+Agh5GUhgF5+5S+D6/v8y783+2/NHAkhhBByWqxdKwghVgD+IoD/KYDvAvjbQoi/LKX81do6Pw3gfwfgj0op3wshfmisgI8VYfHo86nEqrwxx+DUHt2HjFNdjOw7LqXIKj2jke0/B+xBx+tz6NE1b9/Ouks66+oyL5WIpxMVawJgzzpaAlI75M3J+HHeTWO/b6RHBqxCaxUhZbWxFKhrdA0P2Nr3cOrctVkQuDxgK+E4DK8sTpnHtoruAbu8q+B+dYUt7pFlEkmij+/8kH95Rw9YQggJw+fe+6Xy6e1H4GvnePf4Bj8+dzCEEELICeHz1PaHAfxzKeVvSCmfAPxXAP5sa53/EMBflFK+BwAp5Zdxwzx+lvd4r8fndvRY9uWYUIJXv7E1ZTd22x+KrRXlAav6skXUFtvqgmCuG/YrwqVa85zMbth+GfhYEAC5WK0vwuVnLqBN/tSnwDpaysl6PNT6F+HK99W/wJpPm+73zxzs1tc4Eyku5ZVxnTNRCLC8KhNCSBBh9xkvi8/2bwAAHw8fZ46EEEIIOS18nmJ/FMB3an9/t1hW52cA/IwQ4m8IIf6WEOJPxwrwZFj0FNF4sS1hLwfFEPF+PBeVQhtcwgj2Y4WkLJIE6PfEKo3KfLjCRqyftNxHJIzTsz/WIlyeNDO621YNKjO4lgGr1tF2KZrrGJA9p3X6HBFlMBG3CNcy2a83AIBNujGucy7zSSz0gCWEEF+KT5KMFgQmLp8fIMQr3DpscAghhBAShtOCIKCdnwbwxwH8GIC/KoT4PVLKD/WVhBB/AcBfAIAf//GXNanFLtaEiUGDpqifEGMIYPFbnPZYmb5R6e/GakE71b9eTMsmtpqnuA+JyZTRYjtXlvpuyjLzVP6yiBYytPdOJPl2yoM3JBNZlu3qewXc4nU/AbZpEmFsW+bfZYno9SOXdxbs1tcAgE16hfeGdVbqGFN/JYQQL9TVnpdNO2t5hUdhLwRJCCGEkDB8nmI/B/DN2t8/Viyr810Af1lK+Syl/BcAfh25INtASvlfSCl/Tkr5cz/4gz/YN+bjJEIG7KncLC7bdstVHKpveSj/PttlpPzKStX7c69tWkM3kT2EpD5C1jDifSHRKcLltfnyM19KCwLdUGn3sblQ1jbsTrPXe8BWZ5BFIHcJsDJ8bEPLwMW0IFgqH8+3AIDr9MK4zlnxHapc9AwLQghZIou+GZ2di0OCA5gBSwghhMTE5yn2bwP4aSHETwohzgH8OQB/ubXO/xt59iuEEF9HbknwG/HCPH5iZGtOUoTrFJ7jBwxUzN0XmiJc2ur1Mfp1VnGP7wGr67FeiMue42p+LdSCoN2oKfPW/B7sd8JUvr3jvGkyD5E4Lycm9OeVRShtZMzKulBrzoBV++kqwtXb3sHbA/ZlsDvPM2CvU/NElbXMP8IpIxBCSCC0ILBy9ZRCynvcPnyYOxRCCCHkZHAKsFLKA4D/CMAvAvg1AH9JSvmPhRD/uRDiF4rVfhHAOyHErwL4bwH8b6WU78YK+hiJaUFAFojx8E5xbC2iZ1nV3m/74H5bu7dq5sAa+5IN0a+7flBEtRjq3qbm9kQUD9g2sYVBaSnC1Sha5hNRS7mstheN46WGRXsMhbIgsD+09rEgCMnwFs4vGwJZ6Px9JcBuM/PHNAVYQggJJf9ATHjltLK9vwMAvLn5jmNNQgghhPji5QErpfwrAP5Ka9l/VvtdAvhPiv+JBtF7imiYL+YypYRhmPIZY7Ri32Kuac7x8vz67PWQ15O26BfYulSb+YpsMsDdw9jkMt81LqEzRy84t/XlrqBabCf1Rbikdvx9i3D1eagVXoWkxpsFsLwH8VKANVsBY/0CrBgIISQm5R3Wsv2wZueT2w/AD1zi3cMb/MTcwRBCCCEnAp/eJqIrgISLPuPdKi5TgDoNfIXEYcdAtH52Xze3H/PoJ7UMWG275XDosl5j+CSXKZwW4ryTxn7XhHupFqKqKB4vZfsVQ2ktnVAudR8NZgG2vqyPB6wvUr6cq9XHy9cAgOvUPJ4r7XEihBDiRFq+3SL42u4NAGCXfpw5EkIIIeR04NPbZPSVDU7xG/o5JJT2OJrqvMeLLbSw0LGhSx5JGtYCXdT4ypbg3PSW9T/nu8Wlum13epBoBb/M91hmsSDootsHaXyt8ttNmpne0ryNXwas6G9B4HkYXkq9qdvzK6RS4HV2MK6TFGPWL+uYEEJeKsLqk06A8/QJQlzhTt7NHQohhBByMlCAnQgh+g51mAXBGJPOiZvmGIaJe3HEk0gPEkrQkZYs1sbqzTWSmgnBdOdVte+mqeTtWPym97sYdw9VES7t+VEeJ2meui+F8QsF0RizerMqV9YsYkvrQ2vSS4D1ZZzH5YVeAZMEN7jCdfZsXGWlPlcWuguEELI8lAUPBVgXa/kKj7ifOwxCCCHkZKAAOxH2KeC8CexDnEn74xG3VpAj3iqlsc/W0UgaRZ0sxbXqWaoa14D+7wnliWrZvhVW355GtyDwslMoVmk9SNb/lEAuxgr9FwM6D1j99UplwNoEVtHTgsDviEvvNUO7X+Y1eCdeYZs9GV9fqfcRhQRCCAmCAqyby0OCg7ydOwxCCCHkZKAAu3iWd4MYc5r+0oifvdkSxhZ4PEMwGwfk1ItwhT3cKHEvxhnvc/TGy9KMRZWlqxGya1YBnWxVmWm30SEkIBqWDSoD1mJB4MiA7XME/fKtl3g1HJc9rrCVD8bX1Qe4WKiATAghS6P6mnH59wFzc/V0gMQD9vfv5g6FEEIIOQkowE6FcElXxg3L3/iIPQTfERdhq5fofTZ9BNf2mTHkOHedblWGnC0DO57cXC/CpR9EH5EtoNKS0Uu2vby5l00Nsd+Ij/1FhMo09elHO9KNhNemV25znOrXGHfmsH2dZNwiXHg5HrAAsBMbbDPz9M+VzbKXEEKIhuKCmfHC6WJ7n/u/fnnznZkjIYQQQk4DCrCE1GhMg5/ImjWfVt1XoEdDXGtvp9o1LY9N4mi5ckpof7Eg0UP1LtpsecC6xjzyM9dYeqC0FMRyOE44KcdMNM+Fqj3dR0O+XmbttZ8HrAj44iG6BYEM6X1a9skGW2kWYFXRO/sxIYQQUif/6jGdO4zF88nNBwDAVw9v5w2EEEIIOREowE6EiJC2xVzYIXRzQ6fp0ycD9jhT+nR7tpIJvCRJS0Yu/FowNdz6qW81RqEoi8NtFDKppGn3ZVonIOol+earEnnWcrXYNn6J5TUVh+g/tl5fVrysa99utcFrSwGUpDheQnAqLSGEhCCYAevks/2XAIBdups5EkIIIeQ0oAC7CPxuAse6VZxa/lu23Dg8OnWcRGva9xSYoo835sLwe447A9ZeoEuWUmJfW4Bmdq05huU/eCkhM9HujsUDFoCUopXBLfQnQUsILzcR5gxYnQdsJYwmDo9YPSEesLEtCIacb2OTZ8DeGV9fFT+XfU0lhJClsdyZD0viPD1AiA3uLV8EEkIIIcQfCrCTMfQR2e9Gse8k7mkJvOmNfo9s80Odh6Ys2ZyOr5fY9EgIQ0F0v312i5d2VkhK4S9kLA0yoN+Wba8IzebtWOpj1P/0msYD1ic+UTtyIpGqgU6L1frmXp1r2ARWkWDMAmd51y/nofnj+hpb3CEzZGqpo5SxmjchhHihvjAUGS0IfDiTr/AI8xeBhBBCCPGHAuxEdASg3pXCyfHQtSAYawr1sEyOnmeWpsuVqFsQmCfp2/SiIVmOahx0PTeF5uVP2a5ENfNlWp1hoZnPpnGSpe2BuTX7Ody/CJfPGdzfKdjGcq+su/UGKyHxKrvWvp6U58jyz2dCCFkSzID14/JZ4CBvkKYUrAkhhJChUICdCtHO8et/48dbRkX/HMsp8M9aNf0R3lmnzx7ZqENIpM1koL7ULpEOe3fY97b73utvdxCjHRPWa4Qz41GgIZh2PHdNma62dt0CbF8PWFGL18ZL84Ddr3PhdWMSYMvfXta4EELIYDJ+ceXD1dMzgCfsH9/NHQohhBBy9FCAnYl6llioOLbcfK3jpzm2/m8PbcZm0HRpYfmrP0LzWyx0dgWJ95gZ4pGykFA9x61Vwf6UMlrKaZLWdGEJCL2XXX0736ziSpbVCOTCIwNWJAOyi93HLt+PEY7xQi+qu7MNAOA6faV9vcyA7Zl1TAghLxMBweumF9v73H7g3c13Z46EEEIIOX4owE5EW9CoixjPuDVut3t+m6+TPS2sCNdCFYvBjFOuarnEjXLlKMPl6k0OLJDlMxW/8tkdhr3c2HCy4uFQapTTuuBaFc4qBFuRFsvbhbe6HrDdXGCbB6waOd1Da227vg+1nSxdXS8jXAUXrNnvzvLM1+v0XPt6UgSf0YKAEEI8ye80KMD68en+KwDAu8e3M0dCCCGEHD/ruQN4KZytmhlMSkj48PQlbvGlcbtfefuL+M39P8LN4X1t2yWwjCia2AScceM1tz5m8TR/bO3H7LuZAWuxGaiJbW3JL+RI6RxL3fWIBNKoD17jHL0yA9a6Tvc3oEiMlTYx1dS2bP2so46dwwMWB8vrekJk91EyYBd5PQM+nm8BANep/qM6KT17lxk/IYQsjeqTkddNHz67eQtgi126nzsUQggh5OhhBuxEJMkal5/9J+XfyoLg5vmDdbtUHvDFw7cAHEtG5XBMmYXt6utjjEfcNrtFuHy3CqMmX0V+nmgnX3Y9ZlVWZP4zz3/1yWS0vBJ0EPw8TDsxSe2vi6IsiKXNgK2tZ8xWrfmqtrJLqwfP5kdANRa6jwY/D9h+I+p30McqYbdU9ud5BuzrVB9jUo4IM7kIISQEkfK66cM6S5GIDe5xP3cohBBCyNFDAXYm+mQs+Wwx9rToEP7uu/8manvCx8QSy5FThKcHbDMLo6chhCrCNaGaqEuEXNWEPnt2iXmKe9F6r5iEVxGuOIx9nvlkwJozWavX7Fmt+oJkZlHXkQArkoa/tS/+Bev0kQ1lqZlQHy/yDNhtZvhigRmwhBDSAwHBL668Ocsu8YS7ucMghBBCjh4KsJMjsBJrZDKdO5DR+We7vzN3CDV8xdt5HHHHtyCw+bIG9N7IpNRlZiY1KwFL5mZLL1ICsmz97YXo/trZvqNPRXjw8vAsHULp65mZLQTqKPFdJIUFQPtYacapfQyrLHOzBYHUqPxNd9nxHmp1lhOnzP5CecDqx3RVHK+MXoaEEOJJft1MeN305vIgcJA3SNPTf3YhhBBCxoQC7ERUvoUCmUxHzRILb3cpOaN22hYEY9M3m7QdZ5bNd5MvkmmPbd2CQN+zXwms/hl95gzY+nke41QaPQNWquzW0CzqfEn1r7Z163IpLRYElsETSAxFuhxIP1lVBltUHDd3Z6/wLFe4zvQPvWURLgoJhBAShuG6SrpcPT4DeMbu/s3coRBCCCFHDQXYmRim/ywhA8wmr8VGk+03Sj9D2jdnJI7Vo76VgT65jqxOW2KphETiub1O9K+7h3rHrbN50Ix7MxdUNgXegWrsWOeiVYSuWf7qMo2lbK6TH9d6nqp6sZUBW66g2Svh9oCFEECvL5dqfrUWcguC2Ne/BSu6SYI9XuF19qR/uRC7s4m/nCKEkONGlEUMiZvX9zcAgDe3n88cCSGEEHLcUICdDdtUXxcLFgwWi984jzGy2QIE8ynOGAmJpGZBYF1XOyR9pDXR2Mrcgl+xriHEHmPZUFBdfbv3W28e0Ravi6xbrQdEZS5hJkFvCwKP/RzZ9WGR7MUVrrNH7WsJPWAJISSIap4MZw748snNewDA+6e3M0dCCCGEHDcUYGfmeB+b54jct88hKk08hccoco3Y56R9aBJPXRYEVebrePvsM2G/kQDbs5+pinAlmgiV4GoW3nyja2fA2nKQbRYEyi5B9BIDm/m5elRirRCRH5o9i+XNxR5X2JoEWGRIpUCyPp84KkIIOVbUZyvx5dP9WwAJdul+7lAIIYSQo4b3H5NhmOrbi+WKBeMiLH/VMRcQMr06DoU/o58k2NhubF9eU+tDz8ukMc6WI2SwCaimwPeLRJS5LQOtGDx7G5MQIVOU/wBCpYl2bGGbhhGO1ozL7XH1syDwG8uX+XG1SzbYynvta4mUOGAFYDVtUIQQQl4Ma5khERvcQ/9ZRAghhBA/XuYT7SJ4qSLqy6HUuxp2o0MzFnvG0vO1kHVlIcDaM2DtLQ19V4gyE9PW9zJsIVyU54pO0JTVyeV1Rsn2lxfFVqIt/ecCtq0Il+0o5cd+nAKDMhtLZBT9K+5NwC7Z4LW80762QoYUKwDraYMihBDyojjLLvEE/WcRIYQQQvzgU9tMSEj8zS//a3z79lcDthmHftLfdGaMU+auHqMHrJAuWdOyba+tcnQZrs3M3T77bRZQ9fQtlzb8mExnQeDuqe0Bm5eqMm8nqhU7vTZX6G5l/hIBGOIBa4sXAIQShRcslo7BvsyA3XReS2SGAxJA8KOcEEL8yA2TSBivnoEP5zdI0xSrFWddEEIIIX3gU9uM6MTXv/vu/4u7w80M0czPsurrDDEBUCKiX6G1qiCEnxemva1W1FJJrP08QUPKYkkAiUwcPq/dZVLmiZjCe8RanfYZsYaIGMsFNu4ZLEtX3a6gWQmoAu1CZMXGDZ1Sep5Z7TNX16vNgiAv3iWRZRmSJOQB1z12Mks81wxnWdeeJrvVBlvcQSfAqgxYwY9yQgghI3L1+IQP5we8v/s+vr790bnDIYQQQo4SfgU8A7lmpBcx/tnu7+Lzu1/XvrZkkWAe4o9IU6gc+vZQdXaXnbEXNoq1tTXZk/VszV4WBPqZ8QHRSa3OmB/XKt/3OKrG59K8SG0WBBVCLUvS+tb5a9q2TX0CtnNfN3bVkn7nvJcFgfI5fWkZsKsNrvEAmXVHKZESKRIISQGWEELIeLy+z5ND3t5+PnMkhBBCyPFCAXYmBkkIlo2nsxOIL4I4q6BP2luMLvr0MUxUnlubSuCXa9semq67qO+ONP07BaRzKnsnlqC1Gz03fsZG+bHailrJYn+1Yres1um8ZtprKY2vCi9VvBBgexXicrQ8pgfsggX5j2fXSITEVXbdeS1BhhQJVuJshsgIIeT4qM86Iv58uv8KAPD+6auZIyGEEEKOFwqw5EjR+Y8GbN03xdIDJeWUomIvITaEPvsSa/+b7dSLcOnXdsmW44xVu7djyIBVAmySpZ3XfFxhG23JZlax6JylzT7NPQiHBUH+kZIF+sAKuL+vkLIr078EdutceL1ONQKszHAQKyTyfOqwCCHkSKEE24dPb94BSLDP9nOHQgghhBwtFGCnQrR/GSAi8L4xAvpB7J9BqtmwUJRcwpLLKbU+lbwv5q37n4fdTFOJRHpcUixdxskZto+V9FH7vPod941YliOTXQG2vpauqJhEXbAs2tGeo7o2bQW8Ekhrdmu+3SELzYD1GEs5UgbswvXc3ZkSYC87r62KDNg1LQgIIYSMSAKJRFzjAfdzh0IIIYQcLRRgJyJqBl7/4vIROVUVON5+KYGufqxNx31sMS/WftlaUUKxcBT+MrmSNiRCb4G0KSyKSrbU9lpFunxyc4EEIrUJsOjs7Erk4qeoj6E0HLlWJrjfdUm3TjOjNjQD1gupinDFNiNZ9rVsf5YX39pk3SzXlcyLcK1lV5wlhBBCYnKeXeAJd3OHQQghhBwtFGBPDpvoFbIF8AuPPzc4mjm5kuG+iLHr2Of/zij4eXQdTfwVwMqrLQ8JbUARLpN225Rgly/C2iwImutohku2bARaKxiFaglACEjjR4P92KlzKdQD1seFVWX0mrTkYSz3fPh4vgUAXKfdDGDlAXuW0QOWEELIuFw+S6TyBml6mDsUQggh5CihADsLEtM/8IerFj8kPxkhjun4IeHIHHQwtKBVtX1YQ0PEwbY8pgQx76M/cJ8bRbhsbUndr3Z/UVc7NpqT8WNnA4+TQSmRG7cKrQVBlXFqyuDsDk03U7i9jlHQrW9pyU5W3srjZMAqATLutXPZ+a/A7iIXYF8fupHmGbAJLuTF1GERQsiRQg/Yvlw/PAFI8dXtb80dCiGEEHKUUICdiT4WlP+Th5/GT6XfwEWPauBHfas5qVbdb6T0Nb3ywH2kqCHHZ9bcPdn8I6lJsOYyTmHL7d03tyoFaEdjTaE3zgjGfo8pKdRpQQB9XmrjCwQpPAOUEFYPWFeuar5dGpwBayv8VZCp8yr+GT9iTb7BfDzPPWC3WXe/cw/YFV5lr6YOixBCjpYFX/IXzfb+BgDw9u57M0dCCCGEHCcUYI+IH8g2+BPPv7uXnUB8j9EhWZpxGNbOhLKlQ22POaXalrmo7XtAD7IVuESeAetq2ybwSc1vbtrr+hR0CmjeyNiPcMqCoDvVT4mr0pHJ43zfd46has/sGWvPUu5nQaB6t7+8qncRDellgDAf+8s8A3abdsd0JTMcRIKrAwVYQgjxYblX++Xz2f4dAOD907uZIyGEEEKOEwqws7GcW8DxC0A1MReimioAczZgjBhKf82GSGYNSBNB36JRevHMV6IbVpConQHr35Zas5wC77mpaK1ryo5sxyJrecl934njy695NmrimQFbxpNkcEXncnK1Z8BqKBOPlQVB2KjmEqg95tIDdkHXzil4PLvEo1zjOnvuvLZCihQrbNLrGSIjhBDyknh9+x7ACjfZ7dyhEEIIIUcJBdiZ6CMiDJEd4otFy5/ANaVMYzuefnEsfzxdSACJrKROlwSoW6bGatCxk/oWpv6iYThFBqzUZMCq/ZP6M68cgkrZbomueqsG93VJNMRr3etAnwxYn6zlcOsVL45Az93hClvZFWATZMiQ4PXhcoaoCCHkGKEHbF8SSKzENe5xN3cohBBCyFFCAfaFcHzi0zzEHCWdnGgrYNS7n/o0ckP749g+dLNtk8YlRd+rAJyil2+87enjaoL8KZztZZmtQ1d4a9PZ35oQbi+r1V6ej540fjT4FeEK94CFhxCqYjoCxTQye3GFbfbYWb6SGQ5I8JoZsIQQ4s0p3CPMxVl6jicKsIQQQkgvKMCSo8Re5ilWy+FT6IGaPFT84pqO3ZAxB2tLfjF3hdTw1rqhSqwg0Jb+vLYVahq6LF73HIjOah7yq4wjhHe/1Ih7PpYWBJqp5+U6wjzKbY/eelUuU5ZyOS7GXbH7pZYWBNJtm9DGadSRjfVxtWwPWEAJsA+d5WtkSEWCa7mZISpCCCEvjVfPEpm8wfPhae5QCCGEkKODAuwRMUTeOY0M2GlFkqFjVk0T77NtHMSEQ5YX4aouKXZZ11SEy56v2ZdunqdmOv7iyEd05ekBq/YjSbJiWfWvfn1TY6Ir3npEqloGgMxqU6CPyN3Jy/242osNtvK+s1x5wBJCCPFlqZ/5x8H1wyOADF/dfj53KIQQQsjR8XKfaGfmpRWS8WEJIxLXgiDHXZCo6tW3+FT/aLpLe3epyT4VjQxYiwWBrRnDMj1tCwLberUtlnCyOZCFwUKSabJMGjsgNIKqaO2jYdRle6nKIDZbFtiuXerY97EgcB4SJQqP8a3Cwr+f2iUmATbPgCWEEBLCwi/6C+b13R4A8Pb2+zNHQgghhBwffHKbix4KkNoi1RTlcWG71Twbq7hNT07mtlgd4wWofeFj6rdF5XKbi3arltBpbFkzJAI1ja2nHC8gPYdban4L7av5MzZKDF1pPGBdGqQqwmWytjCbRMhCzrUdPZsAmxNehMuNLK5T87+bpme32uC17HrurWSKjB/jhBBCJuKzm3cAgPeHr2aOhBBCCDk+1nMH8PLIJYohIsJ/v//7uDvsgB/J/35M73CxuvLqt83Xsy1+/vlnB0QzBeMWlhq7VZ9s5zJrVHb3NqSolJhR7JWQSJDUxD1bFqV9j4L2otGUe7RycTLGOI39VUHhAZu6inBp4pDNpaq0li8m+w0h7BmwpQVBcAasR3SBtgghvS9d1t2tNtjiDsC2sXyFDCkFWEII8WbZV/vlc333AcA3cJvdzB0KIYQQcnTwyW02wm8Bq+yyFP/ow18vl//i5/8lfu3D3/Lats3vP/wkXuE8OJbQfqZkyAzluBYEqqBUnXlu/WN5ANfb6YioxZ/KBzakR9ESTv3FQj8LgiWcl6EoN1xtBqzH+JQ+rtpsY/32eREuAWn0whAG8bqIVvT1gPVAecAuIKN8anara2zEI0TWnK1ACwJCCAnF9RUwsZEAWGGDe3RtcQghhBBih09uU9G623v7GM+8/j7d43v3/72je95uTq7blDabIR2PXX5Kt0acPtV+rsrLiiVz2WH8OvRQ6faovszty7sECguC9NG8hpSd7NYkOaA6qjWjhE6mMDSmw8M8YNV2qXQXDmtsJd3vTyUoR0+ElcsX6PfrDQBgk143lq+RMgOWEEKCWfpVf9mcZ2d4RtcWhxBCCCF2+OR2RPhIRscstLoiPwbJDEClbQUE3Nz3IXsqWn8FqpptdavH6bSSSvobcC76btoSz8r97eyG0P4+hPENCIoiXFoxs3YwHYFIAQjZPi+Kn5pCavm/wzxgZbAHrMdoSruw35/lXzN3Z7kAe5VtGstXyJAxA5YQQsiEvHqWyOQNng8Pc4dCCCGEHBV8cnshLF9iGBdf0W0MC4Js9NTbZR1dtwWBbgJ8vDxcSB8/0WOQ8/NsVPtFWhkVtI0uRGMXdWYYKLbUL7NkwFrGTkUbakHgc+ylHPPjatnnw8ez3Pv1On3VWL6SzIAlhJAwln29PwauHx4BSLy9+e7coRBCCCFHBZ/cjgibSOHWk5Yk0k0fi78NQLzY6m6pU2GTHq175hmiPo+y2YiyIDBlUTanxg+l6wFrLsPVLks1tOdxz2NZFOFyr2fa29ryTgaswQMWMi+0ZZzn7yhYVWwWWoQL9laLFdR59fLYn+XWA9fpWWM5M2AJIYRMzevbHQDg3d0XM0dCCCGEHBd8cjtCwjxFc5Ykv06FVbCO3lnVYvmbVHmH00lGZuEM8DkL3CKY+6XQIlzm7MxwBOSwnVgYIZnbSlQti7+V38pYDHe1zQuNN2z1mu18rhcKDMPHgqA0OAhs+/jZnecC7DZtfmSvkCHjxzghhARxzHZdS+Br+zcAgA/PX80cCSGEEHJc8MltImLc6g1zBl3AzeYR6CZxR8lTWpTdnsc+Xu32+/TWzbouMmAdVZKEMf8yVoZqt399rq76fdiJOdaxsgqdUiP4NzbOJdmG923tSwKTlCnLc9awT0ZhtklokTMvC4KxPq6kI6t3AezOcwuCbdocqTVSpMyAJYSQAJZ9vT8Grh72AM5xI2/nDoUQQgg5KvjkdjK4SojrFy9CmD1RqoJEDrEMYQW7fPqcDI3YusKqiMUSTaznn454Zsv6rK8Vw4JgbPwsCACDq26vXVQGDqaPBlcGbGETEJgB6yOBVh6wL++a9fEyF2Bfp81RYgYsIYSQqUkArMUGD2ARLkIIISQEPrlNhls0WL/6+YEtjLNtLOaMwV/IEtrfwyimglungLu27ks7ZmF8xb6dWuofjVpz5XB5Nb0a4/wwC3m2HNil4nazlZZ1mhnKeg/YtkgrS9sM29Ew+7tWFgSh4+s++sKRWT2IJVwgLewuiiJcWVPYXiNF5pmVTAgh5Dg+/Y+B88Maz2AGLCGEEBICBdgFsTr/2cFt2CrPz8/cMYT2PyxeJXKFTsceRrOv+KJVvbSYXtRUHrBDhi9oxET9V9leVP4dtwSXrpe4eBXhKq1ca/YCq2eorw+EUZyzZbG2R6tOoq34V2Z5F/1lFpG2LzJTH1cv7/H5sD7DvTzHdXZoLE+YAUsIIYHYv2Ikfrx6zpDJWzw+388dCiGEEHI08MntiIjrirk8xpRVpiyEVeu0+Onu2zdPdQhT2U2skOTioUX8lcY/coT3/Pm2o+x0x3kKCwKf18wltkT1u2yuaT7fioxao6+oPSe6yswNE2D9XFiL3OnoA292JV4Se1xhmz01luUesMdwdSeEkCXB6+ZQrh8eAUi82X9n7lAIIYSQo4ECLJmcWLe9MQpJdduMR1mN3iHuCMPv3kTIcu20oAlZ2rJGZLWfK5k4RLpuhmXUDFWf8ZDziLZhhHjAarZuWRDodTqt+m0ZErtUquLNZI8MWJeNtTquY1oRLJiduMK1fCz/FgeBlZDMgCWEEDI5n9x9BAC8u/9i5kgIIYSQ44FPbpMxb9GfYyi2tYwI40fhd+RdYvJUozOgn2LTpBDp7OecblTiCMk+HrBxinDF/wKgjtWCQNbFfYFEkzHc2LIjWirLgKS11OUB6xJgVXjhHrCuSaGqCNcyrhPTsxMbvM6qqZ4XOAMAZMZsZUIIIWQcvrZ7AwD4eHg/cySEEELI8cAnt6NE48Ho2MJeEGnZTBlj1L5k5xeMnW1piz/6OLZ3pRD5cgsC+zkna4KgdkR8h8kkLGr6rP9VF2CX6wZnETpdAqe05xRXU+47VbgK0ddiQWDru/SATc3raFvVxNJZR6211IzlcdknV9jKquL0ZXYBYLn524QQskx41YzB1eMtgAvcyru5QyGEEEKOBgqwE2MvtOXIABvUs6FS+qA2Y0QQQHBWXb3v8N6HxpugnqU4FT4OneOyKi8rA2T/oFDr3qZm6bdxDhzF85efBYHaFSXKrpPivDu0RWaNB2xnHOwZsHlRL/fXPWOc81UGbOTzWPo50M7NLtlgW3vQPVcZsIv9AoEQQpbJMcwKOwbW2OABLMJFCCGE+EIBdmLONv8agNXk/ZproS9feJgDAfTWZKrEV9n827J+4/h4F6Dq0i585esvWz6MBHTdFulKD1hVhMvYl8fyELFdaH/1WV115t9XxE19Gjc9JLqKRkmI1mlk8oBtb5eva17ZR6xMIAM9YH1arbKmX+aD8z7Z4LWkBQEhhJBlcJGu8IzbucMghBBCjgY+uU2F8JXCLE1YX5WOtebPgJ2OYW658aIoBNgBmbtLR7dniaMIV992vbeV3aM4QNOeDSnd5gi23ZLGP2oLOkJr/nWAtFkQjCDAer3vxhRgj0DT3a2u8br2oHuergEAmY+yTgghpOAIbwgWyqunDFLe4vGJNgSEEEKIDxRgj5A+ep45A7ZHtfKe9J7y1fdeWdZ/7VMKyx+tBqIOlNcBc3iiLhFDoMqCwFxAymMfvQ+Enwdsd736eT/E2mJMbE669bUMWbK63Toc8teshbTa/rHNV/0sCOJfVyoLgtjvkOMQMHfrDS7FM1ZZnvl6LvKfy/UwJoQQcspcP+SzMr7Yf2vmSAghhJDjgALsETFEdjA9omfHI/f1wDs/cJR+hacFAVA/PuOJKX4CuH0dWxuVBYFwWBDYBL5hlOKcLeVVyiF2wp0ex8NDWtPsp0jSVhGutkeuTe63e8CaM2Bry0QSfF3xc2EVxb8vU3DcrTcAgE26BQCcZXkGLAVYQggJQDNLhvTjk9sdAODdwxczR0IIIYQcBxRgJ+JbN9+eOYKJLAi8GozT67AbaJO3ZjxUW5kjG9AViU3M1DG3pJ44i3BBG2R/Ya1dXKor8NryX8c5k2JgK8Ilaz/UXivLC936ap32nrd8fKXKujV8NAjhkdHdx4LAjfKAPUY7iRjs1tcAgE16BQBYF17ikkoCIYT4I/xmlxA3X9t9CQDYHT7OHAkhhBByHFCAnYjd025wG0PyF08hA3ZYBrDvzfbIk8ot4lh/atv3HKT+EXS39CnCFe2skx0JsczhNG7ieD2Ecc+WLExd83BjWGetFzXesEIIiEFFuMKPsNf7U43FKJ6ny78O7s+VAHuB/z975x0oR1W3/+fM3pqbHkBQmqgUKRJICEmAUEICoYg0kSYCItgRCwLCKyh2VH4WLAgiNUEgQCJFkCIJHUERCCC9pSe3l53z+2N3ZqfPmdlpe+/zeV/J7uyZc75zZnbvzDPfeb4A0CSrAiyFBEIIUUea/yF10j7YC4E2dEt6wBJCCCEqUIDNjCRP9tx9hXmc+gkccqSmk/nhqBwfc8XqouhFuBKUYhPv24n74XXp+1lQJBJemlodx2XEVVX9gcNIXgYLELEt+qm3Riu8s4yrman+Vg3hmUHB81XJno3jARu6FwwP2KRTPl0ifjFZ11yxHhhTrni/NlX/fOsNET0hhBQJ/m4mRRNGoQ+9eYdBCCGENAQUYHOhOKJnUuKTCo1wuitsryNE7DGNmplrGWGODV1MfY1A/PT1kAfbfdsFP9jvbBvf5iGaR6vb49QrFtu4CZnApiXdlctlGNmoyrHYis4BqGZIVhZU+ilJpwesHTUfVq8bQJYWIroFgdIxYbQtzs9npqxvqXjAjilX9quZAdsIP6yEEFIQsjzvHQm0lEsYQnfeYRBCCCENAQXYjFA73QvLPIuPn1DUSBYE9ZJc4SU1RAQBNpscvOzyY8N8a70+Fb5vghC2tmo2HX4ybZEI8w02tkBafhiqRdC0IbjLbAn3evDaD2EZsCr2AnEyYMP3nDQyYEeoBcH61moGbHVqmyT/fBNCSBxG6o28NBg1UIaUPejt78o7FEIIIaTw8AquQOz22PcDPw+UHWKeTA6vTAD/GVLfzpjijsdqQtrFLn+y2QdeW1aPlOUUtDUhFOc5TbFZtbhGknOe/PboslztOUIGbC1H1PJfO5quluMaOErAnYzKuvEyYFUjG6kJn+tbDAuCytxqI3YmCCGkHmRKXuIjk9G9FfuBFZ2v5RwJIYQQUnwowGaEyqmepg9lPn62AmxyhbCChal8RWXnnEbxgPVaP3wF61zE23bf+k1hu8KnYSUDNqoFQYztcBTT0HxmzyndFf3Gg64bXq0+s2X4C8PfKVZaj4vq5pbMfFg/K4IEMmCF316oD3N7Es/8FA2h6na2VSwIRusVcb6pOh/FPpIJIYQMZ8Z3rwMArOpbnnMkhBBCSPGhAFso0ruUHh4WBPFjVc0kTFKHEbrbgsBPmErM8zXwsyRGSdMmQ32cwHYZmmKmNZIuh+rr36ewlGYKu0Y7x2phmUFCJVdVxLIgCC/CZcjoI/PPVrnUjC7ZhjH6IABAM+aBz9ISQgjJiQmdKwAAa8vrco6EEEIIKT4j80q2QQm+zDYy2qJJNo1dhCtqj9kIc8Lxb7Q5zko8VBsnKHLvz2qZmf4ZsCJ1P16nnOcswmXfJ8nJxklhWBBE6d9sWarcVhG2Sa4djbZ/XanP4eKq93xZl2lAKkW4qgJs0gK7I4u6yHRiFEbrAwCAkpkRnGNAhBDScAR71JNotA32QYh29MievEMhhBBCCg8F2AZiZJaeAYwou4fSN/hPZI4dRZGynWTnFkTcIoe4FeYHGtBRtHHrwBRbreJh6GYn821KLwM22IJAeAqlDusL3f1RSWG3BN/EUSlgFqcIVzjSzIAduZfOnWIUxuj9AGr7UjADlhBCSI40yVHoR2/eYRBCCCGFpynvAEgNVVkhzuW23zW6noJQkjRSSjy4/K/o6h8CPrSR9YMURosp7lhikY5lcQpTJSUyCZ/XwaPX3y44Axau/FMVWS8Mo49K9qfXqM4Ina/qI8mjsawbRbjUMXNcPYRKI99HM4Vdv2iDPWAFwgqtiYoHbMTvZuWYCFlHGtuQtADbOIJupxiFMbIPgOXuacRsY0IIGdmoFuskqrQOaehuSj9JghBCCGl0mAE7TIhb2zxDu8y6eLvnJQxWM7+SIf2sMQ1RBNi8iXEghNViyiIGWwEl/4BcPRdJvPegZkEQNpLfdghPEVSTfsW3wvqzjBwwd5XL2jgZsCJ0aDnCPWABYJ3WgbF6Jcto5M4CIYTUSSOcljUQowbKkOhFd9/avEMhhBBCCg2v4XIhKPss+loq+AkuSRfhSl3PldaXKn6V0Ygdv+eK0vLflMZ19hM4WJxRQrId/dYS0nfVSmame13VbF37QB6LQu4qqJSRUiWtx+HDLAgMJABpFs2qbFWpNGC7s+LpzCAdxbjMHsIygwTgIa7a51MDECwge3WgdBNJWopPJUgSGdhZ0Kl1YAwqPntGJrCkBQEhhEQiqNYkic6Y3srfpeVdb+QcCSGEEFJsKMA2EPWdL7rXbpIlbF3epK5eG5G0yy+YRbgiWRD4E3ntjNKa3XHZ8zKDxcOwrYqy1R5ZnY6hG+1aS4ZkwAbPvr0MnAAsj+87hFePq9D4vr9Gk3gWBGFIWTmiNJQi9Z3M6MVgfakDY2Q1A9a0PqYASwgh6vA3M2nGd68FAKzuW5FvIIQQQkjBoQDbkIQX4HHiJTGc1L83xslRiUSkQiMUz0k0RlMYsfqNhj2aHfMx/Iit1EcJy8D0K/oVLHOHieDql0dW2VE9IzopWwjvXN76kT4Zqh4tLbHYt0noVqGy0lNJl462znkIyYAVKvnD6RThAirfTyFT+LNV/J8mAEBnyZIBa954oAcsIYSQ/JiwviK8riuvyzkSQgghpNhQgC0QfJJUgYSEEm1lE55568GQoeINZuxGMwO2wPvVjDXW2s7CYVb5NWit8NFErOcD1ewSpILfaByS1PB05cJKwi1mS0Pgdltg1ES7AL/cwLkPK8IlUfmzEt0DNjwnWkBAQEtagC3w99PJuqbRaBVDaCq3mn+8G8NjmhBCioJsnAIIDUJLeQBCdKBH9uQdCiGEEFJoKMA2EGl4wDYGyQsMfd3deG5gie/n1se241JbO5oYVdfWOtReIa0Zol7bY1/mHls6XqnNiazKZV4Id5h1UBMa3Y/gW1vZo0lOtErLA7ZiQRBJh3ZtkvD9TEB67oPwx9n9MmClrY1UFpBrvYYijX2Yxp+txhAxO5s6AACjy2PMgmqFvsNDCCFkRNAk2zCA3rzDIIQQQgoNBdgGImkP2KzJP4KsUc+ATc76IKCfBHQaW+8J6z4iQDCMgpThZaSKnm5uZsD6FTLT3RYCNV9X6fzI/LRkFMeS1WWueVAowhV2QIs4GbDhGL7CiWfANtAv07qm0QCADn1UzQOWFgSEEBIJFuFKnrYhDUOyO+8wCCGEkEJDAbZQqIlCcaSjMbItxlpxUDirLbD2leQ5eU0Hi+NomjXRR/baKkNEDcqADc+6jYgw/rH2pN5rPdmwae0vQ4CNZsVgWA7Yi3BZMWwxNN8WcTNga58KaJHnVIRaG1iKcMmki3A1Dp3NFQF2dLkVJVN4pQBLCCHqhN1oJHHoGBiCRB86e1flHQohhBBSWCjAZkWO53qbrejHB9r78wsgIupT5S3Y1JdNmtyOEqYgFlXg8ypt5R+XasTRSnWJSH1HGU+ljJPyyLZs1yBfU/d6Rab2CL/fMW71d/WYK+k8YqoZsNK+vnffYXMf5rWrAREtCJSQIqUiXGpHZBFY32oIsE01P19aEBBCSDT4u5k4o3sq/q/Lu97IORJCCCGkuFCAbSCCS9/4f9q56jls2fmx5APKm4IXUjJO8FXExmz0+fpFXFVkjAwTYXsdfeeG2g6YJOkAm5IHbDWrMVr/dh9W20tpF+v8PGCVLAjCZi+GBYHKVhq3JZK3IGgc1rWMAQCMKWumB+xQwe00CCGkWMiYhT5JEOO71wAAVvetzDkSQgghpLiM3CvZQhJ8Id34p4vZbEEeVcG9BEOzSI6fMJZKHNE+S8tXOEjG8xIV48dhLcLlfATfMaptFxVbtDKKcIVHWTvaja1uFgOV99LaqprRbAqx1jUiIDTPqOxLtFi+pCp7pJJfm4IFQYP8uK5vqWTAjinX9q+gBQEhhESj2KcADcn4zhUAgPXl9TlHQgghhBQXCrAFQj2RaQSfOab+2JjweBWO9HznJcCGdRQn99O6vnPtiMpSlFBjfqZynNflmhu6soBM8DhKJQvW8ICNMxPSPx73TQHnkRvk3WuMEhZTdAsClTmUqVkQNA7rW6sZsLpuWhDoOgVYQgiJRIPcdGskWspDEKIDPejJOxRCCCGksIzcK9kRRB4ZoV40wvluskW4onjAul1fVZEBglvqYr3v2MFFuLz1z3jit3XMOjuITFrDlPUwC4Jg0c19Q8Dw9DWKcJnpk+41QzcqzANWhMbn3WtIEa5qz4lbEKhsckHoau2ALgVGl4egVUVunRmwhBCiRLlczjuEYU2zbMcAevMOgxBCCCksFGBJQxGoNVbJylE1jFpG4vC0lgia5zCJLrTvKJMi7KWovOwPgkuK1SNSp+sB6ydKar7+rVW7AWkIoc717HYN7i5UPGD9sy4lpK9NQd1UC4uJEfxnS2oldKIdo/WhWgZsMe6vEUJIA8AfzDRpGxQYkl0UugkhhBAfRu6VbAF5e+PtAz8Pzw+D96PVmZ5vZjOYUBor4PMUwzS7lrr9fQBJyXhBoqj9MxHwWVD/NYJ05bBH2b1WtfcdfUasoqKrf0dybNEvwUzhNWQaJAAp7NmtzhUlBIS0S9BCyoA5Vj2G/KgU4YryaLxaEa6KMK/JJuV+1Ucv+hFRoxOjMFbvZwYsIYREpnF+6xuRjoFBAAPo7FuVdyiEEEJIIUn6SpbUgSaD7xg3aqakm2ROgP16McSrOKPEzZ71ytiMZkHgjMNKg1wwSKeo64fH1omgFqpjOstRBayWkGiV1ndSNz1UI2TtVhe1jSqhu9u7tQbD2sCvH+8SZjWqGbCQvnfvjAzVaMd9uNttRdIXyVsQNBidYhTGyH6sh4QuBbRm/hknhBAVdPMpkOFzRl0kxvR0450OYGXXmxjfsVHe4RBCRiB6K9A1bRTK40f29UKhEALrWldBe25t3pEkTltbGzbddFM0Nzcrr8MrtyKReoEpkiXeklJ++ziZyw21Xuq1IKgrWume+0a72JII84CttfRLltWsS6SxzN7W3buaBYH/HtbMUcrQUUIpoC93r0EYP4/JC7CNdWx0ilEYo/ehBB1D0MA/44QQogqfGEiT8V1rgA1HY/XAyrxDIYSMULqmjcLED22ECaPGQUTytCOpIQRK41pQGt2SdySJIqXEqlWr8Oabb+KDH/yg8nq8NTBMCNZuh6ewm8ZPqmoOpxrqGbAiQBKrhyDbgXSpz4IgPB/S3ZvwfKe6dv0kKfJ6WonYG9ReOof18l+onoAYj60L89h0E3iuUv2wlqEbs40H4d8TUS3CpSbqDlfWax0YI3uhSR1llEABlhBCSBEY37kCgMD6cmfeoRBCRijl8RrFV5IJQghMmjQJfX19kdajAFsgRKTK5n5tiiu2xn68P6dNihKvl/umUfAoiphWP47MT8Wua+KlygPofu/sD7b7O4xG9x4Nisj7cXp3Bmw6gn1KRbhiHBM10bpagMvah3TK0957SCpmwOoe1gU1NJ82QSjYRkikJ8Dm9SMTg/WlDoxFNzQpMUQBlhBClKn9beWFeRo0SR2aGI1e9OYdCiFkBEPxlWRFnGONAmwu+FUgD16rSD8ldcXis7LUhadYGVUa8exexivsVBd1eMDGH9P/o6RzYevZqjChN+xzL6wCZLifaEL7JKVda1oQhPyoS8AlrgIemr7x+H71Ho+QhqDp1TCOAGulakGQRhEuAFrSf7ay/l2oEyMDtgQdOgQowBJCSDSiPWVDotCst2IAPXmHQQghJAEu/eOv0dPL3/QkoQCbGVYxwvuCX1UG8M6o9D+ZTOM007/P+GKGLGtYP5iSb5RyWDGzdL2WNYSnbzoxygALAuExrvNiSIsiigmnBUEc+bZYGAJs3BxStytB1YIAVguCOL9DCjMrDA/Y4KKCTlSNOka6BUFnqQNj0IOS1DGEEjRJAZYQQpRgBmzqtA0JDMkulMvRzgEIIYQUj19d/lv09Ho/1cDf+XhQgM0MBSnFKtiJUWhqn5VeOA2K9Ulh54wmcTqd5Cm5f6X54HGd2ZnhOYnC83VQO69xw+JyIa2yacSZC3NlUOxGeAm1Hsu8i03VT1qXcGalZp8MWM3qAevxuZ8Erclai8oAjrWlYgasHp4BG8dGIYhKdyIlAbYRbpZUWN80Gk1CR7vsRxklCGbAEkKIElG9yUl0RvUPAhjEut7leYdCCCEjgqtvvBa77j8dU+bMwGe+8lm8+sZrmPvJg7Hr/tMx95hD8PpbbwAATj3zdNy06BZzvYnbbAIAuH/pg9j/qHk45nMnYMe9d8Wnv3QKpJT41Z9+i7ffewdzjj4Ic44+yFznmxeegylzZuCH/+8nOPKUT5n9/f2Be3HUqcdmt+ENCq/cskJYT/q8L/Zt+qtohdDG2j+PPXgxxIWw+umVNhHuCRQow9T7kXb/QkfuVhVMkTTuptU7JUk9mS+ktzgKoJJ/6SGSSnuLGKMGfGYfL7lDJx0J1jie4tlmVD1ga53VSrxVX2i+cxVeCMsanzeGABvFgkCEji1RiV+TI/u+4frm0QCAMeUeDEFDCcOroighhKQN81/TY2xvN94ZDazsegsTR2+SdziEEDKs+e8Lz+EHl/4E99/yd2wwcRJWr1mNU752Oo4/8lM44ajjcOX1f8HXzv8mbrz8usB+/vXsM3jqnkfw/vdtgr0/sT+WPPYwvnjyGbj0D7/GXfMXYYOJkwAA3T3d2G3yFPz4/IshpcRO+0zBilUrseGkDXDV/Kvx6U+ekMVmNzQj+0o2U8LFCC1E+2j8E8bwLRDCfUjaskNTnoT43XsIikaWoC1b0W8n57t3DeE3ShRBh2uQwOm0IPBs6nEcBPVWeaUmeLuJr8amtdeM4yS0f8tEC0joPl+QWuJrvdk/3gKs7eZRtU05kgCrcqNCQECmIMCmVUotHdY3dQAAxssulEUJJdmcc0SEENIoMAM2bcZ3rgYArBlclXMkhBAy/PnHkvtxxEGfMAXSiRMm4pEnHsUxhx0NADjuiGOw5LGlof1M2XlXbLrJB6BpGnb66E547c3XPNuVSiV8Yt7HAVSe1Dzu8GNw7U3XY+26tXj4ycdwwD77J7RlwxdmwGaGyklf8hmd+wxsjyfwROL9pkUyUojXY+nR1q0nCkOMqgmCxcnUDcOVmWp7RD3KdtS5zYqr27OH3a9g+zyKKYQ6ach3RvZoPXHa4qoKs5opikqf7FoZXPhLGEW4An7PquJ5YJs4yMo2aSP8z9b65jEAgHGyC2VoaJatOUdECCGNQYEenBq2jOtaCWAc1pc78w6FEEKIhaamJujVIsm6rmNgcMD8rLWl9kRdqaRhaMjb37WttQ2lUs0O7sSjj8fhJ38Sba1tOOKgw9DUNLKv01RgBmxm5HPWNyqli/O0Msa8MmCjU/9cV5ww680H1QM+s+McKdrY4Z6dfq2izlSgu6piZ8JlMCDN5fGQjn/dwQR5wBbxeszMgPWdEmu2r4e9go9XslEYzvzXtfUyZEKqGbC+V7EScSwIVEwnZLVVKQ0LAqcXboFZ31LJgJ1gCrDMgCWEEBUkM2BTp0nq0EQHeuFdtIUQQkhy7DNjFv666GasWlN56mD1mtXYfddpmH/rjQCA626ej5m7zQAAbLHp5njy3/8CANx212IMDg6G9j+6YzQ6u/xvqL1/402wyfs2xg8v/QlOPPr4OrdmZECJOjOsJ30a4FkhPNwDMc5naeD/IH19kXiLcPEySYUUkYWVJHUYTTHVIrsHoL3GScvDtD5UoxIy38fHRYjAHRdD4PQrpuUdizMf2BKbFLY2wb2GC/r+8qtAPA/YoF5hfiqAlIpwNQ7rWysZsGNFD97FRLRIesASQogaxt+ZRjKeaTya9TYMaD15h0EIIcOej26zHc7+0tcx+8h5KJVK2Hn7nfDzi36C0876PC657FJsMGkD/OFnvwEAnHzsSTjylGMwZc4MzNl7NjpGdYT2f8pxJ+GQEw7H+9+3Ce6av8izzacOOxorV63Edh/ZJtFtG65QgM0Ki7KnNW+ONrkKPUPr7U1C7syrnS66RYxGegQ+2VNimzGl/2cJ4MhBrP5jFFLKbv7TvaRwFHdyjGbz6g3pJbTUU4wpUxf/ReG/E2YGrE+Y9hzQcNsMoxtjPf+2YZKvYUHgkTnriK4cMdNIaY+IiIX6VLpM21g6YdZVBVgAGIKG1nJ7jtEQQkjjQAuCbGgfBNa2dKFcHkKpxEtNQghJkxOOOg4nHHWcbdmdN9zuave+DTfCg7fea76/+JwLAQCzpu+JWdP3NJf/8ns/M19/4TOn4wufOd18v/qFd1z9PvTYUpx87Emx4x9p0IIgM2pihBBtLvEViCKeNeYZpLl9iYWvVrE98mox8OpSM7MYY3YQOxI/D1R/hEKbSGT5SLewZ3VKCNej+41VZslahCtC3DJIVq6KtNWsVGE+0O8hpAYOKcyx/JtURdqoGbAhmyqroWkj/M/WeosAWxYljKYASwghShgWBI11RtB4jOofADCENT3v5h0KIYSQFNl93l74z3PP4thPfDLvUBoG3pbMDGs2pt+pn3dJocj9jxDCxKZ0+q6vN3/rhka4HPByblVpaUdpW4MKQTl6UxtVZf2s1/bHFC9D03WkUV/LYYbgHZnmKBAXVao39p07A9ZKqdommgdsGP63FuqlEb57NXqa2zEkNTQJHWVo6CiHPz5ECCGEZMXY3i68PQZY0f0WNhizad7hEEIISYmHFz+QdwgNx8hOJcoUqxihcsHvZSUQZ610qEeySN/L1qOXXPTpeN61MYcBEJblGuRXGmOPOoo9+Qal+KktvhiPhZsWBNJrBGd/SfnApSXeqXi1hq3tXlDLdPYrtqV2rAbZapgirR692ElQ0qysdE40DV2oZL2WoaFjaFTOARFCSKNAD9gsmLB+NQBg7cDqnCMhhBBCigUF2KwQCmJESLZbo58uhmc+hos/aT/ZXotRAnV6Q8b9ctWX6WdfU4s8X/HLM8XFc3vrGsjtBuvMCbWL4sXLHjcyTMP8g+058/Z3Xg69Qta8ZZ2CZk0wDZh8YZTL8olLAhBVD1jpVWjQp1uzuyB32ig+v+pEMAopDJ2iIrqWoWHcEDNgCSFEhbJ5l6+xfvMbjXHdqwCU0Kl35R0KIYQQUigowGZG1AzYYCFCZVk+ZCkTR93q9GITvsqwWsGnvMX1eONHO0Zra4WPFi8D1vu1d0TJzHi6+a9hc+W1lX7tjUJd0mwZxyvY+DT4mK78WYlmQRA+uuEBmzSNVoQLANajIrqWRQkdkh6whBCihONpEJIOGiRKYjT60Jt3KIQQQkihoACbGcWRSJMgna0RoT1btRJ/ccqjD8WzbUv+a4JkuO+DaiNlN1QgnntZhAmofkFYe/PPZXTaL0iLxFnv3kknK9taLEsxDmtb60tRe6u5rA2s/sQqj2ZWxdXAzFyjTZQiXEZxrxD5N6Wr5ka7GF9vyYBtRnPO0RBCSKOg8KQHSYRmvQUD6Mk7DEIIIaRQUIDNjPAMWKH7Z+k1jzoghqvm8ELEk+iywVv7AiDC6ygFdWbpxx+ruBicexo+tJoQVmnj89r9NlJXACDr8YANaKG2LMqYtjsCiWGKoQoipivrVVYNF7zuQxgWBJ4e01F8Z33mWgjUMmDVLQjMXgP2+/D/hVOns1TNgK0WPCOEEBKOcT7Gvyfp0z4oUZZdKJeH8g6FEEIyZ+Edt6N1s7F4/qVlqY/19LPP4G/33mm+v+2uxfjJry9JfVwSj6a8Axg5RJekJq36N95tq7wT2li16vHOSvVF0inrLGPufOw5zB8zHvECbDxx3CnauRdFx3o/J1gIDpdKIwQjHL16HvR2B9gYqrh6IAlgZJhqEfp0esDaPnPMiah6HFuX6krHqQhpK8w01eAs2eD+vUjLA7YybBG/o/6s1yoCrJ5WSjAhhAxDot1oJPXQ0TeANS1lrOp+CxuN3SLvcAghI5QZly/Fyt7BxPrboL0ZS06ZHtpu/sIbMXPqdMxfuADnn3Wu7bOhoSE0NSUnwz397L/xxDNP4sB95wIADpkzD4fMmZdY/yRZmAGbFdYiXH4XzRbBQsgyOnre9eksf7GgnpNXFU9Uxwr1o9hH8hYEzgfuA4SrlEna9bQeCwLvZZZMXmVBTMQS5SzftMjrZkHlO6JBBPqous0cZMgRrJnWBpUW0jrPSsWhqx6wLnHV+j6+BUGQ8J7er14xj4Eg1psZsPwTTggh6uR//jxSGNvTCQBY1f1OzpEQQkYySYqvqv11dXdhyWNLcdlPf4X5t/4VAHD/0gex7+FzcfhnPomP7TsVuq7jS+eciR333hUHHvtxHHriEbhp0S0AgCefeQqzjzwQu8/bCwcddxjeea+iCe1/1Dycc/H5mHnw3th+r8n45yNLMDAwgAt/9n3ceNtNmDp3Jhbc+ldcNf8afOW8swAAp555Os48/xuYddhsbDNzJ3OMru4uzD3mEEw7cE/sMnt33HrnokTnifjDDNjMsAod3ieAqWV3FYRGkznix+tfmz75serrWZj/xokgWbHMmaOZJGnNb3r7rZLvKcpRREz7u5qoadFWzR3j3kO6kgIboQiXjG5BEJSyn0iS9jBhfWk0AKAsKMASQogyLMKVGeO7VgOYgNUDq/MOhRBCMuW2uxZhzt6zsfVWH8GkCRPx5DNPAQCe+s/TePLvD+ODm2+JmxbdgtfefB1P3/sYlq9cgY/tOxUnffIEDA4O4szzv4EbL78eG07aAAtu/Ssu+PGF+P3PfgOgkj370O334W/33onv/eKHuOO6W3H+WefiiWeexC+/9zMAwFXzr7HF8+7y9/CPm+7CCy8tw+EnfxKHH3QY2lrbsOAP12DsmLFYuXoV9jx0XxwyZx4En65LHQqwmVETUsb09GPtcLXuC1TeilIGyp+aEJmg3BPhUeyaWBZlbFVv3Pq3x96DdPuPKvZhFfC8pkdIRWHJItgZUndYTBJCseCUCun8kZLG8ReSRSrhnj93bmrtWDaLcEnpkUBrHHkB2ySMDFj/uIQwPGCji8dSBt8KUM+MHt6sb6IHLCGEREXNaockwdjuNQA2RJfsyjsUQgjJlBsW3ogvnnwGAOCoQ4/ADQtvxLzZB2Dqzrvig5tvCQB46LGlOOKgT0DTNGy80fswa/qeAIBlL7+IZ194DvOO/TgAoFwuY+ON3mf2fdiBhwIAdtlxMl574zWleA6dexA0TcN2W2+L5StXAKg8zfidH30X/3xkCTRNw9vvvoP3Viy3jUXSgQJsZtTECH8Nwf/E8H3vPQpMoJdHVkQ9RffPcxX2x7xzJAmp0FlgTLWl/SPvAlH1Y+lUuCNN++H2JHezIZpqunoWqe0YlMISj7AI1VWRVVSWW29yRvGA9cuANZxrK6/VBVhrLrYfka1LhjGdTcyAJYSQ6PDvSFZokCiJDvShN+9QCCEkM1avWY37HnoAzz7/XwghUC6XIYTAgfvNxahRo0LXl1Lio1tviwcW3uP5eWtLCwCgVCqhXFa7TmxtabX1DwDX3TwfK1etwsOLH0BzczO2nr4D+vr7lPoj9cGrt8ywihHeIkPQw+pjOt8I7D2dglTZE1qcKUnj0UTxGyAtsdGHlMdSncbgElwK+zlmZm3o4HBuQzEfszCzoJV8VJ2+rx6/JNUFWq1n2xpevQWN5SqIZ3sXxwM2ICDLR6k8FSNVjshisb65WoSroMcvIYQUEln7O0nSp6XcggH05B0GIYRkxk2LF+LYI47Biw8/i2VL/4OXH30OW262BR56dImt3Ywpu+Pmvy2Erut4b8VyPLD0QQDA1h/6CFasWomHn3gEADA4OIj/vvBc4JhjRo9GV3e0pw3Wda7DhhtsgObmZty35AG89ubrkdYn8aEAmxmWR64NFUGM8WtSfR9DFPBTXgpATfTxiyl63mkQ/uMk77YblJ0XJ3PPumVRHvQPkpLUxGunPJnV8ePIWA3wArUjPDbMv8xX0qR1CVfZ5xpElAxYqVBHSxoCrPGvbvnIsHAIHMWML7RNBAHWjCHgkfpKeMX5PcuT9S2Vvx26oAUBIYSowicpsqVtUEKXXRgcGsg7FEIIyYT5C2/Ex+cebFt22LxDccPCG23LPjHv4/jAJh+oeL9+5bPYecedMXbMWLS0tOD63/0F5158AabMmYGpB8zE0qoY68es6XviuWXPm0W4VPjUJz6JJ595CrvM3h3X3Hgdtvnw1tE2lMSGFgRZISxCR1WALbV+FOW+2hdKBPqODqOTxjwSDxSnL/nQHK6pHqJ65fH4LCbFf4w4o/vL6OH5rd6Zl3Vkvfr26k2yF2HJ7zvDgiBYgA2U2x39VX9zzAXuGTAOTZUMWD3o5pDpARvjxkNYBmzkHlUHTqvjdFjXXLUg4D1UQghRhgJstozu68eaVh2ru9/C+8Z9MO9wCCEjkA3am7GydzDR/oK4a/4i17IvnnyG6QlroGkafnTe9zC6YzRWrVmFmQfvgx223R4A8LHtd8I9f73D1c/dCxbX4pg4CcuW/gcAMHHCRCxZdL+t7YlHHwcA+OPPL7MtX/3CO+b6fjYHJF0owBYIjeeFodgTI9OYsLTEtIxoALsDlRmOJ0j7Z3C6ejPFxvr2t7F+0vtYQgIiTID1XdmRMy1dr42bPfZPVB7NrH4WmJ1f9YCNZEFg9EsPWBU6WysCrM5KpYQQos4wsetqFMb2dALjgBXd71CAJYTkwpJTpucdgi+fOOlorF2/DgODAzjnK99iAawRAgXYHJC+F81qOV5JP+5eKBRPjtOWHSJn21kaS9vi6P6SSe5D66P8KpmNqou9PgzyFQ3Ca641RWFJSmF5nN4vsiCyM1mIgrFFmj6k0A7V1rV3zkxS4zgQAd+v2nHn38YQSoOzW+MU4bKv60XFAzadmy7FPAr8WddasSBgBiwhhESHt66yYULXKgCTsHZwTd6hEEJI4bBmtJKRAwXYzKid7ik5esrhe4IYJHWsHHgX5SaHN24C4ohe1pW6cUqKQ+UhvDvwOjZt3yr+4Aqiclr7Oul+rYJusJQXJOJ5i8z25OY4dgTSXFcvC6wceA8btLzP8rlHVmhhv2QVWVoLtSCwvjPcgiszbN/ayjtnES6nUYHXUvsgPhm/tmM8fhGuosqgH+56F9v1vpV3GCZyqPIolRQUYAkhRJWGT1JoMEb3rAWwMbpktOIwhBBCyHCFAmxWCIv3iF92n67DzABLSRiaoI/GGq3+E6GN9HF4o7Qq0jrv1ydivfYWmvSaaDDQ346W1t7qO4GHl9+CsRM+Blj9Vfoq8TpPm4ekj5+LpWG73oxebRDdy7rQsXOkcAEAd757I7oGXsOOG8zGR8fsai5vlc3oF4NoEwJ9DoF1SLcUGxAi9ITfKcinJ8b6Z8P6F22KNoKxyiDUhUOvMUWdmX39yztw39u34cgtT/Uc05IrinpkP0PuTJqKlBomwFqjqMWhD7Wiqdf5014VXh1FuKzbriaXGgW2AgR2P5FWhRALglQyVRXE/m+Lc9C2wbrkx46JrkuseWE0erTWvEMhhJCGgQJstmgASuhAH3pD2xJCCCEjAQqwGSFELyY/+TM8uctZ8JNs7I9QJ1+N/pN9M9CKZlzVdn9o220Gu30/u/X1X6O9aSzeV5Lo2uyD6NbUqptOH9oaO5Y3x2r5srlsxQ2zUd64GWirtZOyG8B4AMD7Xl+J9d2vGp+YbdYMrsAb3S8AHS3mMl3quPX1q6Bt8RFzWetLT2FUUztaypuayzbTJ/nG6Jz3vsEeAMDKvuVANTH3mL6ZaEETesUA/tv2PJ5F7dGqO968GvqQ5WulvNtUMkt9iJEt6jWuta/oNgL2flqk/09LmOQZpSiZZ1ar+W7Q0i4t4s1XONUiXOVgCwLAvfs3fvR0dPX1QDQbgqHX1ktI6fhVMcXZcHQfuVYzMzJL0GUU/1oVD1jF4FKg1NyHdas/iLf7t88nAA8e/4AG0bks7zAIIaRxoP6aOS16M/pLPXmHQQghhBQCCrAZMqp3OQC187+gDLO4jEG7ctuhXgAt3p/1lrvQWzayaNVN9UvQME6OwmrLMtknMNSp2QRY21g9yz2X98lulOWQLUgpdQzIIVtX5XIfyuU+iNLm5rJW2YxwWcufUWiFBoEW2YTy4CigqSbArh9cjTFiw1pjUV+GZdYkoW+VoGErGcdE3PJgfJQpE/a1na+9SWafxPOdDceITitHqdpZWaujb0MM9K8ETAEWMDLrgywIzMygQP9dzd7WJwbDEEEVFadi6ZL5s0NAom9wIg7795E5RUAIIaRe4nmTk3poH9TRq3VhcKgPzU0+J/uEEELICIEGcoXCcmIo8rWnLE5RmiCn0XzHBzz2kUeRILsQld+8FsXu1J3dKh2fR7EgqAncxjErIarJnCrHTlFmxY5pQVBWyy4HHFviO8XWufKzZQgfJfwGkRbzQjckAzaV74/CMSAqGcOEEEIIUWd0bz8AiZVdb+YdCiGEZEL7FuMxde5MTN5vGj7xmaOxdt3aXOL4/V8ux9U3XpvL2MQfZsBmiiF+eJecsVc0jyuBeq+1dmAFxrds6PmZdy95iA0Kxapi6y8x8ufsO8SHsD7DsznT8hGt9Z5kuxr1CFJhRbhErL6l7R+/vpMlrZ4rAmmprP4Yv5DGMe5/wGmm9WtVzrRXPlMZpdoyRFwVWqQsfjOMgFVkmpUJQ35YhJCQvF9JCCENjYxgtUOSYVzPemC8hpU972GT8R/OOxxCyAij+ZrJEL0rEutPtm+IweOeCmzT3taOx+58CABwypmfw2V//gPO/vI3EotBldNOOCXzMUk4vKLMkDDxUESoGh7Qi+fSN7tfiNhLUTJg8yNaIaig+Yo+l6oeqOFDWXM9/fv0rUIvAt/W6T/rF4tQ337PqfUQIRsse7FWhCsoA7bymL/XjQXr/ElIy/Y7Lj4t06Q7P/MZEwjKgK2ZG0TLgDXW8//OpVWES+XIEELP0QCBEEJIEtSsdvKNYyQxoXMlAGDt4OqQloQQkjxJiq9x+pu2y2546923AQBPP/sM9jx0X+y6/3QcdeqxWLO2YmO4/1Hz8PX/OxvT583CTvtMweP/egJHf/Y4fHTPnXHBjy80+zrylE9h93l7Yef9dsMfr7nCXD5xm01w/o8uxJQ5M7DnofvivRUVC8eLLrkYl1x2KQDg8muvxIyDZmHKnBn45GnHo6eX3tx5QQE2KwRg9Uf0buJ+FNsTT/EjWWGimPJr8KPreeDtXWldGs0LM128izGFtUg7Cu/ZiZ65GyV2GfJdVMVZKi8ppJEBOxTFA9a6rnNZJTYhaiKr62dEPQFW4ZjWIGPcUArKqk7PgkAFCUj+uSSEkEbG/LvXYDdlG5lRfZ0AWtAt/Yv7EkLIcKRcLuMfD92Pg/efBwA4+aufw/e/fSGeuHspdtj2o/jeL35otm1pacHSxffjs8efjCNP+RR++b2f4am/P4K/LLgWq9asAgD8/qe/xsOLH8DS2+/Hr/90mbm8u6cbu+0yFY/ftQR7TJuJP117pSuWww48BEsW3Y/H71qCbT+8Na64/qr0J4B4wivKTIkvHqifKhZF7EsDGfGc2ZoFGH2s5NorWCtkIH0mM0L9vfjZa1gLQ4kIYpfRW1B2pJ/NQ7EvwUTEIlzOtd3vzGWiIvBa50yPoMCGt4zmARu2H6Su0CgmUoYbvlQsCIp9tBBCCAlDOv4laaMBaEIH+tCbdyiEEJIJvX29mDp3Jjbf5cNYvmI5Zu+1L9atX4d169dhr+l7AACOP/JY/PORJeY6hki7w7bbY7tttsMm79sYra2t+ODmW+LNt98CAPz6issqWa4f3w9vvvMWXnrlZQAV8fag2QcAAHbZcWe89ubrrpieff457Hv4XOwye3dcd8sC/HfZ86nOAfGHAmyupH8CWDvVjDZW4aUGhc0J3oak595vtGgz6SUFGVKZCpqC52xYBMEkM2/O49E5qrogba1Wp5YjWcn+rGXA1pOhHN+TOBhD7ouSAWs/crwzso30HyE95krJs9UQYJ3+1Y79KUSkDFhzf/veYdGq/eZw0ayXIQToAUsIIY1OBG9ykhwt5SYMgo+7EkJGBoYH7IsPPwspJX7759+HrtPa0gIA0DTNfG28Hxoawv1LH8S9/7wPDyz8Ox6/awl23n4n9PX3AwCam5ohROUaqlQqYWhoyNX/qWedgV9876d48u8P47yvno3+vr4kNpXEgFeUGSIsoo83/ieGA5vtmng8wfAkNSnCixFlM9dBkma2gnuwWB3JA9arVw8Rz5H/mSBp5S4bRbj6A8f2fCc9cjWrh5jm8nmVllcRBNhQcVWLJWz7zabUS5H7SooWWSmEVk/ROUIIIflTe9KDv+dZ0j6oQ5fd6B9kFiwhZOQwqn0ULrnwx/jl73+FjlEdGD9uvJn1eu1N12PPaTOV+1q3fj3GjxuPUe2j8PxLy/DIU49FiqWrqxMbb7QxBgcHcd0t8yOtS5KlKe8ARiK+p326VbCQ8BPmspDrGiJJoAAx1gQjWfsn4LzevodlIvJdpGxR33Wix+GU+VTjUCp6lLjfZjIZyv4k7cFcLcJVFf9UMDJgvRxgTQlaWpfZt15tC1SLcMX1gPXe7+bxkEMGbLMhwPJ+JSGEDAsE9ddMGd3Xh1VtEis638CmE7fOOxxCCMmMnXf4GHbYbnvcsHABLv/5Zfjit7+Knt5efHDzLfGHn/1GuZ+5e8/GH66+HDvtMwVbb/URTJs8NVIcF3z9POxx6L7YcOIkTJ08BV1dXVE3hSQEBdjMsFZmr5z5aU1boIza3YuSdLYPZtP1FUFgHQqhRRac+mYovlAqgEjV4OvDtZUySHT1Wj+tslLOcRxYhLVKvTrFkW3bl/23IL1rOAlAU5D8ZKRiIkJUjkWvOY6UAevb1lge1QPWrO7l3WtVgE0thzmg42a9DJTSGp0QQkhm1Kpw5RrGSGNc93pgfAmret/DpqAASwjJDtm+IUTvikT7C2P1C+/Y3t98RS3j9MFb73W1v3vBYvP1rOl7Ytb0PT0/u+0vN4WOd/hBh+Hwgw4DAHzna+eYyz934qn43ImnhsZO0ocCbC5UTvxKzZtDG/9V9K/9hW15GIYMsO6tR13LkjqlzEPMKhqJJNvJSMXlfd/HRYvsQRuhRcKHiN21NErcXhdU7uCccmORkZCR913NOdZwDXYbDTgzYK2zYDyaGXzchwmwRrNoAqyzfydSloI+TpVmvZIBq1OAJYSQBocWBHkwsXMFgI2xbmhN3qEQQkYYg8c9lXcIhNjgM5UZIYS3B6wQfrvA+0FiEo+05i7sFL7ymJtKWaiELgZSPkjsj6zHi1nYssHdIdfrAStNkdD9mfF5cjcq0ruIU81YNhJZNctWuQR9aVgQ1KwHXBKsSmE7oSjAQgMiFeEyQvCxINCTvsXkHN2/32ZzO3jBTgghjQzzX/NhVH83gFZ0y+68QyGEEEJyhQJsplhP+bym3iEZOc4Qgy7/w08mI55uZnp2qj5YHkXQ1QjwGK075uAOVIXQIM+zeNKSjCXCBstd1TaxCh5J2z9qsSQhqiUvzEWxA/BcN8TgzpCghUOaDujWMaZXfNYbCTGLcPlaEBhFuHLwgDUzYPnnkhBCGhlp/u0r7MnksKUJHegDi3ARQggZ2fCKMiOsQpUsjUbbhK96NPI/IfR6nNhvpGTIL9urMU+LfbIPpZqY5n48vp7sUpUxfHCbyMaKI/IwsMeuXtBLQERU5dM4suPvMf8e1eZAqummRgassGalCptNQBIesLWfsIhFuEzB3WcrEi/KZu07+OMWOVh9xQxYQghpbGhBkBet5RIG0ZN3GIQQQkiuUIDNlOpDv03jPD9N5nRweJ9UqiRGZjsD7tGCzSPylJeTnpl6CpMF3WwAhOJPk7SJthYRXMIxhl/BKZV8XH/SLcKl2rtRwMp/O5wesLUMWEsbpeIkVQE2RFytWKvEsCDwre1VqrZLy4LAn6bqtsa13CCEEFIMGvMG//CgfUCHlN3o7WflbUIIISMXCrAZ4iyA4/o8YhEub8Iy09SIe5JKicJJzjMSViupGl+aXqbuMRWIcQB6S7HWzxrn6JRRMmCrVKRkvy11LpeuAnH+DrLufsJ/T+zZtep4/0mS1TsvsZwpFAj67W2pWhBQgCWEkAbH9EGnFJs1Y/oq9gMrut7IORJCCCEkPyjAZorhUdkAJ34NEGIU4vhRqnw91CSyaGPXM/XCcWwJn9ex+0+gDyA8x1I1A9buPuAqK6UUQV3znZoopxqVO4PX83gzlcvaxadTUJRKv0+GEBqm7MfzgPVVWFP1gA3ehyWUldoRQggpNtI8T+DvedaM61oHAFjV917OkRBCSPr88NKfYOf9dsOu+0/H1Lkz8ehTj0Xu47a7FuMnv74khehInjTlHcDIIhnxIAtttJGzA+KJrelgOGaGt6ljDNXNTXha4t5HEOZ//FuoCrD2tQwBMXxGaxdfdc++z+t6Uc2AtY4eVITMJzNWWoXoCB6wvjvfUoRLln3aeK0Vsq26EX9K3+2A4WsWBIQQQhqZIp0fjjQmdq4A8H6sH1qXdyiEkBHEnAcPxqqB1Yn1N6llIu7a8/bANg8/8QgW33MHHln8IFpbW7Fy9SoMDAxEHuuQOfNwyJx5cUMlBYUZsBlR0hVO+gKLcIWuXOfnUccrLnk8Tl/Pnqu0Sj9mlTHC2wQU+VJ+Pty7nbCIhNHqaiVh3RGP9PJfwwVYUc1j9W4mbHNYc7x1er9aVjZ+fwIdCIKLcNUGjeYBW4vTe3CJUnhsKdFcFZKl4J9LQghpaEKswEh6tA32QqAd3ZKFuAgh2ZGk+Kra37vL38OkiZPQ2toKANhg4iS8f+NNsPX0HfDt738Hu8zeHTMP3hsvvfIyAOD2u/+GPQ7ZB7sdsAcO+NSheG/FcgDAVfOvwVfOOwsAcOqZp+PM87+BWYfNxjYzd8JNi25JdLtIdvCKMiOaBnXL4+FpeMD6CRfxTjJlWmaLCRH1MXMrIqCiutpW+xd3ihJHGsjqA/zx108fQ6Mz6jh5HaPqGbDC0AQduahOKwanQ2wyW5puEa64a9llTKvkKlz+d/EyYMNtD7SALFn/Xn1FZz280FhalORQZejMRyaEEJIGWd6oJzWa0I4+9OYdBiGEpMrsvfbFm2+/he33mowvnXMmHlj6T/OzcWPG4sm/P4wzTjoNX//u2QCAmVN3x4O33otH7/gnjj70CPzst7/w7Pfd5e/hHzfdhVuumI9zf3BBFptCUoAWBBmhWZLBfE/7HFf43aM2ApCPWb3TS7TRiSIGxcEq+DmzN+MMnU62ZtK91tufd5akEFEEWCtRfF0NIbL+OUnnMk7dgqBWeMvpgWvNbnWv5bRqiGRBEFrdLWoGbDUWv1WqHrCp3BeSbh9dKzULAl6wE0JIY0NLmTxpHSqhu7k77zAIISRVRneMxsOLH8A/H12C+5c8gOO/cBK+d/Z3AQBHf/xIAMAnP34UvvHdbwMA3nrnbRz3+ZPw7vL3MDA4gC0328Kz30PnHgRN07Dd1tti+coV2WwMSRwKsBlRETSjFOESGN3zHjDK/Yn32kmfThbl9LQocajhFqbs4k6Yc2YCAcRC1SgheLyIdgsONc2Wwaq8Hc7M1qpQFrB+skJaeiYEsT1gPTe+KtIKx7HoOYSCfO35G2bdFxr0CAJsLa/WT3jXqu2y/z1oMiwIKMASQkhDU3Paaaxzy+FC+2AZXU096O1fj/bWsXmHQwghqVEqlTBr+p6YNX1P7LDt9vjLjdcCAISwXC9VX595/jfw5c9+EYfMmYf7lz6I713yA88+W1tazddpJ5eR9KAFQVb4WTU6G0X+JF67cCKKDYkMrDBm2DgiuSIL/vKgx1Kf0FWKcDlJtkhEVF9Wx1bb3jofO68Pq82FLYMYwTYRfkEEWpc6s5ID3kXBbm2QHFKqyH2BW+zsEQCgmRYEtsXVl/EtCNyfi5rHRAJIXQscNU1KMIqJ8USHEEIaGeOvEn/N82FMb8V+YHlnPk/3EUJIFrzw8ot48ZWXzPdPP/sMNv/AZgCAG2+7CQCw4La/YtquuwEA1nWuxwc23gQAcPWCazOOlmQNM2AzwvZIv/ARThTPCKPILiQr/Gc+yxN9d5X7gM9U1o/4eTQCCnpFujcUqK4qjFZEJKJGbMsgFs7lduHUK/tHzcChKoSG3nXVQvqxUxOE/X4b87tX2GSmTDXWEUQIIcRJcvZDJDrjutcBE1uwum85tsD2eYdDCCGp0N3dhTPP/wbWrl+HplITPrTlVvjNjy7F3+65E2vWrcWu+09Ha0sLrvrVnwAA5535bXzqjE9jwrjx2HvGXnj1jddy3gKSJhRgM6L22LUO/2zK+qU6vx4iZ1XmktauMGY958ypGEiq5LhGySxME/9szVij28TdKGKbsP1b689SiklxXwlLES77PDsLbfkJe6KuqU+zCFdo36LSziquSojKd92W2Qq4I3ULvKaoGrgr1T1gZRwP2KD9BETxpogwsrBZMzgpmRYEhBBCGpqQYrgkXSZ0rgDwAawtr8s7FELICGFSy0SsGlidaH9h7LLTZNx/y989P/va6V/BxedcaFt26NyDcOjcg1xtTzz6OJx49HEAgD/+/DLbZ6tfeEc1ZFIwKMBmhL2oVX0CbGCrnPxAgsvYhBCnSFWgQFePLBZ33aCNCN/A+oS8PDM56hjbug8dL+Nkp9S+PyrFpRKyqUht6uvxgPWgqoVqVjnWaYsS4bcj/IaOFs+CwOd7LWV+FgRNpgUBIYSQRsazSCXJjLbBPggxCj2yJ+9QCCEjhLv2vD3vEAixQQE2I4wEKxHj0WLEWqM+8i04k4bMko6vaogzbOzH3KzrxTtivPoMp6bBRXOvjXK8mPma0rKVDjFQfd68fWS9W1nmVMKxpD6S9e0FAF0pY9v3to4Qld8cp0mxswiXpQMd4ZMiQhRn+8Vt9CJceVgQhB27RgYsr9cJIaTRMYp1MgM2L5pkO/pFb95hEEJI5ixb+p+8QyAFgEW4ssL21FMj5Ds2wslpI8To8MsseMXC4GNLOIThuEeiYcfhLfJWinDFP8oV6rT5votOWt9GGSp2urfEsBAIEKLNIlzVf2M90i88Ll4d70UJUQTYmuDvt83GMZP990eTLNtCCCHDAQqv+dM6pGEIXXmHQQghhOQCM2AzQlgVWB9hRTjFhZTOEz82tAX6MRTYRlVWyvJUtoinzWrzZMk6zHgj1LNKs0vvq43kf/8nWhEuAHrZklorIh0sRTyuIsnblsRVaebYO20YXDnAMMweaku83WLdCIUiXDEzYH1Gl3rVgiCFwzRMgzYsCIp5nBBCCFFF/e8cSYtRA2V0NfWhu28NOtom5B0OIYQQkikUYDOiltEX5YFy70v+eoWAqUMfjjt0AHW5wKZOvDw/zfK6noH996Ol7JQ5Tn2z6MiKVC5m5bdcLZo4BeT8JMZIHrDV7dNM6dEbd38JecB69l0f5XLwzRHvKKy4t612fNkvPu3ZQNVHM0Onxu8otcqole+OruvQtAQetDAtCHLIgK0KyTI9w19CCCGZwN/xvBnT24Plo4DlnW/ggxRgCSGEjDBoQZARtUd/g3Lbiitg+lHEU9lcYvIx48wmluh+qf6phBEilgEepCrROFa2CplxLAiiiMAy4F0kUvjK6rIiwEYWdgOUU2m7AVT9VwrbPqjlq4ZbHygV4QKgR7IhQGgRrvTw3x7DA7bxfp0JIYR4UsST1xHC+O61AIBV/SvyDYQQQgjJAQqwGWEKHTJmSaWMRb1CnJs6bSUjrlZPITF1sSUJsSob4pYDSxpTWAwQWaNaEGguKdgrCzR8SVSSzn4FAF3as1TD8Du+IhtOmJXJwu0F/C0IjGJflf03JNUE2No8BhfhSuebFDzTZgZsKmMTQgjJDv6S582E9RXhdX15fc6REEJIOrz6xmuYvN8027KLLrkYl1x2KR558lHsccg+mDp3JnbaZwouuuTinKIkeUELgqyonvPppRbooz6YQvfBJ5V+QtHjpZfxsfIWaM7wUPCPVUFyinDuHJQRWZ8o6iGiJ6HDBYakaCUQ0Ee8EIPmsF68RdY4FgSV9Yzqxt592t8V9yJM1ysZl1HFXUPqlwG3HjTLjSB3Ga2q8BuafeyeP/dsxsyA9cOVwZssQe4CtQzYQtyWIoQQEhfz5iF/z/OipTwAITrQI3vyDoUQMgJ49agDUF6zOrH+ShMmYssFd8Re/5QzT8e1v/0zdvrojiiXy1j28ouJxUYaA2bAZoSrwFbkNvbyOe5P459MeomvRZSn6pNM88idq42eXF/pEO/4iZeW7X4Y3p3xGdWCQLN+dzI8eNPJgB00ew9DWm4G2FoL4YjNyEyVnm9rfSlMn1DJ6q4MoOuqGbBGED4WBOafqjS+JcF9lpISkQkhhORKEc9tRyLNsg396M07DELICCBJ8TWJ/lasWomNN9oYAFAqlbDd1tsmERZpICjAZoXSWV9xTg3rKxOWHFZdLR+BMuoW2tu7Yg59vDsGxTlsFKnOih6UAav601QVH2Ul99OO38QkXwc5yV2gVx/bj5MB6xuQ6S4gLW0FpNfxGFpsSiWueBmw0k94j+EJnBQswkUIIcMD8+Zhw503DS9ahzQMya68wyCEkMz58qmfx45774qjTj0Wf7j6T+jr68s7JJIxFGAzQuXSPbhN7WzRq51fRtr79PGh477R80ZomzCGvTThJ74YwlDAyby/X6ZrkEghRe+zGHtJBL6qvo9RdMnem3PO09l2++wmM0bZtCBQG935aLz3b4F3b9alteNUwQM2zEak6gFbjuwB60OaRbik+R9PNFQtCHjBTgghjQ1/xwtBR/8QgH509q7KOxRCCEkc4aMbCCFw7lfPxpLb78PsvfbFDbcswCEnHJ5xdCRvKMBmhJF5Nvlfv4iwTvRxrMLIBvoYNKMUuk7v4Hvufhr4JDUJGUwg6vwHNY42mUEenuE43E5lsHBfa6fSKmkZ018UjHrsawjOAA32la3nYE/DgqAca73aY/wBf/ghbf/arU2Mz1S2KSzbuCrARn5838eCIGUP2CBoQUAIIcMD8+9cMe5Hj1hG93YDAJZ31p8AQgghRWPShIlYu26tbdnqtWuwwcSJAIAPbbkVPnfiqbjj+tvwzHP/wao1vBk1kqAAmxVV3aB5sDu8UZVx/X5+iBnQyAqs5wzFkzXVnC7tr2yfy6gFnzK+Kqjj0e64R4hVKPT8RKhbENi9YhU9TM1WTp/UYhDVgqAmphp+sO4ZMI59ISxtpTNbVj1TW4Zkthr7T9UDthaCX6Z5pb80LpoFRGC/RgZsAQ8VQgghURDGeQJ/0PNkfNcaAMDqgZU5R0IIIckzumM0Nt5oY/zjofsBAKvXrMZd9/0dM6ZOx+J77jCfOnzxlZdR0jSMHzs+x2hJ1rirL5FUMGvfeAgXLWNPAFCCwA8dn2gQpfdBlt0ZqsOTYAEoS0k4D/k57uWAulCXxOiOdrEEXGMdq8hqvxxS94A1erJ8rxRiKvLtBVlnBqyEx96U7kJdEsImYKvlSqt8jpoFgWL2aO0YDsmAzcELVqv+Zvv60xJCCGkMivzHfwQxsXMlgNFYP7Q+71AIISQV/vSL3+Er552Fb154DgDgvDPPxoe23AoX/PhCfOO738ao9lFoKjXhykv/iFIp/IllMnygAJsR9iw1O1ppQ9dnLdqmAF5KNIJorbMUG0IKV+WIejGy5CwInCPXZ0ng3WciOASpqKKpn6BVsSCIJghrMp98ljTGlGYGrFJr+D3IYPd3tXsVe8mdUbyK/Y732vJqBmzETHq/Y0IaGbCRelMluNeauF+kXyZCCCFRof5aDJr0IQjRgR705B0KIWSYU5owEeU1qxPtT4Xttt4Wd81f5Fp+9W+uTCwW0phQgM2IWgZsYLUm82VraUcIvFjXmMVytkyeYNHT2TafLXKOGiXmWCgKXq6iV9EHiryG31jeJaOiRyR8RUH7qGHZlnmjKxaucmK9yWOfP+HZxv6JhdBdq2KrUelZV86Adb+yf24UHMv+8tkQYBvalYUQQghqf/v4g543zbINA6I37zAIIcOcLRfckXcIhNigB2xWmLqHoiARpwJXghTHG1P9weh0R/fGmKeg2MJFI6OPdLcw+d7jHaPmnDkq21tl0cgWBCGV7N3bnsz3K419ZhTh8iukZR0dgCXn1P9IMzOKhf/Fp7l2yLBC+GfA1jAyYJPxgK1lwKb4HdG9rR8MD1h6BhJCSGNTe9KDv+d50zYoMCS7UC7Hs10ihBBCGhEKsBlhZsDmdNc97YqvyQgjwX3UN3PR1nbKquFb51c8KPrY9eDeD2HOr87Y1PdjvYJU0PpaRAsCYelNKmRoxik9FRxBcpiiZUhgfuM6xVHpJ5e65li1iJnwSQe19CcMAVb1wirku2/Gmv1FsxB6XkMTQghJAd5Qy5+OgUEAA+jsY/VvQgghIwcKsBlhCl0Bz7EG2hNEcCNNBp6c5jkHUR17/fDOMY0/YqIz4hIAa7J3dEFf2l5mJXkLi+ybFIYAq3LTxG4kEGRvYmSQ1taQcArR1c9Cxe+gDFh7gTVlCwLzCQG/GxkpfherfWs+22R6wLIIFyGENDTS4xXJhzE93QCA5V1v5hwJIYQQkh0UYLPCzICN5+9IYiB930RbNQBT+vLRZuwPieeLinyUhcRkipYB06JsQWCIZ1KGZpe7ty0J8TR5iwwZ+bF99yIB4XlQ1pxN3B6wYRqotfdwqh6wkYtw+S2vHA95/MGqCbMUYAkhpJGRxjl42o+FkVDGd60BAKwZWJlzJIQQQkh2UIDNCJUiXIECUt2esP4V5/OkLPzFpvQMCfx7Tmc+0hF/vRAynsmFKUW6Vk5TPA7YD4rZhvZW/kJZQ3nAVi8Qo/ZcyUsNsV8QbuHVwPDGU7HbcInEjgNHiBIAoKxoQRBu9pH+L5V/Bmx1G/S8fy0JIYQkAX/N82d85woAAp3lzrxDIYQQQjKDAmxGODPPioIE8FbPix6fxDs9jaoTr9FfjjVO8bBkQjrmwF9zd4hWCceRNk6nUVVqeaea+UoISxEuEaMIF6LNn6waHRQRwzdVyYsVcImq7uOt5pBbk+clKvKxhzStlAGrVlhOvQhXsMer4QGrKsxHIqRP46kFraDHCyGEkIgU61R8RNIkdWhiNHrRk3cohBCSOAvvuB2tm43F8y8ti73+c8uej7zeVfOvwVfOOwsA8Pu/XI6rb7w21vgkPZryDmCkYGS+igBBIig7Ns654h6D2yq1W973OpYuvxXTNzrUMiDPTtUIEW+cRbhynNZ65SMBuMSqWJtjimn+TTRlAdboSzfFxdp/pb2dLfYkvZITFuYMD9ioheOs31lhn1/PuXZ45Zq+rkl6wCoX4TJD8vnAEJvTE0E1n988QQ9YQggZFph/u2hBUAia9Vb0a715h0EIGcZc/fOn0Ns9lFh/7R1NOP7MyaHt5i+8ETOnTsf8hQtw/lnnRh7ntjtvx7zZB2C7rd16ztDQEJqawmW80044JfK4JH2YAZsRKhYELmKIoNY1NpRjI69fY3idnNbzWL7Xu+ClqpGkMcfOPi1f8aQFpJj91TI1nQ65CcXn5X2aTM++/Sapq5fN771K1NKjnbRntgppSZY1smU97AZULQiCLlzNiYhYhMsMNdiCIJUMWLPv4CJcmiylMDYhhJDsYZJBEWgbEijLTpTL0W7WEkKIKkmKr6r9dXV3YcljS3HZT3+F+bf+FQBw/9IHcdhJR5ltvnLeWbhq/jUAgHN/cAE+tu9U7Lr/dHzronOx9PFHcPvdi3H297+DqXNn4uVX/4f9j5qHs/7vW5g+bxb+3+W/xe13/w17HLIPdjtgDxzwqUPx3orlrjguuuRiXHLZpQCAy6+9EjMOmoUpc2bgk6cdj55ePn2QF8yAzQrzXC9IkLBnSpb0AfNt2gKS6vLikG6EwvJfFYJP5SOX9FIe1z2Sv/9B0NaEe3CqfBqVmjhslRHjjFFyZrwqTmEaHq71YvirRj0KgrbEsHuoaaeGX6y1jZE7HD0D1u16UBmvHNGCwG9sQ6zPIzNfQIeUAiXerySEkAan+neO+msh6OgfxLrmIazrfQ8TR78/73AIISQRbrtrEebsPRtbb/URTJowEU8+85Rv21VrVmHhHbfh3/c9ASEE1q5bi/HjxuPg/edh3uwDcPhBh5ltBwYGsHTx/QCANWvX4MFb74UQAn+67s/42W9/gR+ff7HvOIcdeAhOOfYkAMAFP74QV1x/Fb7wmdMT2V4SDV5RZkQtw0v9rG/cOqs/aogokvjZZPGEqbrJ6oRbeepUix5FIPY2RpWcvXqIuHYS2YxSVTr2WqeYx7huHBcKhsoSta++UYTL2x7AT9z3yhZWzbwNQqu2ipYBK32OCdMDNk0LAp/lpgCr888lIYQ0MubfS1oQFIIxPV0AgBVdb+ccCSGEJMcNC2/EUYceAQA46tAjcMPCG33bjhszDm2tbfjc17+AW/52K0a1j/Jte9QhR5iv33rnbRx03GHYZfbuuOSyX+K/y54LjOnZ55/DvofPxS6zd8d1tyzAf2P4y5JkYAZsVigV4XIXZSqVB6CUOF/nyaQrqkJmB+RVYCo+zofsw9umh7C9rn+0uHPkNbbV7zRWZE6v3dCc5GT2cBr7TJpZo1F7D/CQdnxkltGyJQ0bmbcKBbY8b/gI12tdV82A9erDSjWDN4d7hkJUBVh6wBJCSENTyFPbEcyErtXARmOxZnBl3qEQQkgirF6zGvc99ACeff6/EEKgXC5DCIFD5hxkuy7q7+8HADQ1NeGh2/6Bex+6DzcvWojfXvl73HnD7Z59d4yqibNnnv8NfPmzX8Qhc+bh/qUP4nuX/CAwrlPPOgM3/vFa7PTRHXHV/GvwwNIHE9haEgem9GSEShEuzfPM0FpYSIV4p5eJFGhKiLjiWIxcyMBe1FonkS0Y0m9Y0XlbFqia0UAYtSyRsJbx51p6CHbRu6w01qq5n+5+a0ucS2tzVc8lmc821IFuFuGKHkFoLKZw6s6yVZ+FgAPSHDaqB2xwBraZAZuCCGr0qfnEqlUNMpgBSwghjQ4l2CIxtmsVAA2d5a68QyGEkES4afFCHHvEMXjx4WexbOl/8PKjz2HLzbaArut4/sUX0N/fj7Xr1uLehypWAl3dXVjXuR4H7jsXP7ngB3jmv/8GAIwePRqdXf6/jes61+MDG28CALh6wbWhcXV1dWLjjTbG4OAgrrtlfgJbSuLCDNiMqMkGKZ38hVgQRM14bIxcryhzmc9Jt3BlZoa0j9S6MakZAKR0lLkNSWE9okXBZ1jdi9WO9TfGVUDOfIS/1lZKYdsHtRsfYUKj5nuTxCwfJqJZEJjr+wmsRvx5ZMCaFgQswkUIIYQkRZPUoYnR6EVv3qEQQkgizF94I84646u2ZYfNOxTzb/0rjjj4E5g8exq23GwL7Lz9TgCAzq4uHHnKMejr74eU0vRxPfrQI3HGt76EX19xGa677CrXOOed+W186oxPY8K48dh7xl549Y3XAuO64OvnYY9D98WGEydh6uQp6AoQd0m6UIDNCKEbGbA14WJU97vo6dg4bE3Lf0l9pJA9ZzxK0KeWTRkkW2VpQRDlszjtlHqpTl1NbjSO9WiCNVDJXrTFJq1Fubz6K74FQXjf9sJVhvurKYJ6/nYYqc2VtrrXZyoWBK42zvfVDFipVtk4LHtdpvo7WM2A9bmJJYQO0AOWEEIantoNTlIUmvUWDGisxk0ISYf2jib0disZOir3F8Rd8xe5ln3x5DPM1z849yLX5w/dfp9r2Yypu+Ppex8z39+9YLHt80PnHoRD5x7kWu/Eo4/DiUcfBwD4ztfOMZd/7sRT8bkTTw2MnWQDBdiMqBXhqkke7X0rHQJs/FPC+Gv6SRpRpY6MJeKIGxy1RlklZzLc1GBCfys+1PQ+tL83CLR596NuqZDGHNa7H4Nit7ZVz9esSdVJCFr2GCKvmsBVWNJ7zXxsP6Kvc6BwLQ0PVeN9dR2rB6w0PgobV0CGfqEMC4KoX9SQIlwyrwxYjRmwhBAyTEjtCRwSmfZBYG1LF8rlIZRKvCwlhCTL8WdOzjsEQmwwpScrPItwqYgT7jZep431nkqG10YfeSgUoUczSthncAe0926QfkAxsF9kJLtXbUmmsTpIwoO1gqZbBUivIl+OoS3j1zd68t+UaI/te+wEWfEsrbVw/+YY3q92jddYFrxNlc/9Zs3wODAyYFW3xZ7N68LwaU1RgPX24K4W4aIHLCGEDAOyeeKIqNPRPwhgCGt63s07FEIIISR1eEWZEYaYF3zSF1WcTY6RcTKax0NnMnr6bS74Pfqd5kgup9KASHwwvUFV8jaFc0HdpCFv61JNCPWPRbqTZ815sq9h9Vw1slpVZjL8yIjmAVt7QiBE/M3ll0oCUqCJGbCEENLQ0IKgeIzt6QQArOh+K+dICCGEkPShAJsZ7tO9iWteCGjvLzSk52hp7S9NoaP+aNUf648XQ1LzmUTV9ko+Y4R+fMaMstSfJLJW0xXRvAs5Nc4tBvMCUeHYqbTUbO98nEyr/1h8XqXTtkDdKiP8+1fNaFXOgA2OQFYzXzWRxp8sQ5z2jlWgDCkFmpgBSwghDY5hZ0MJtiiM71wDAFg7sDrnSAghhJD04RVlRng9zj5x9XOY9cBXw9Z0/JswCXWbZnEcP6KdPtsfy443Ykj3vr2Eib3u7MSs5UKnN2jkOOIEnIA4bRfP1MVEr8fy44+eLEZsqhm9wtLe78ZJbbm0LIPNg8DfwMG7x2AMC4KI39KAY0LIlDxgQ45DTegABJp0etMRQkgjY/7tj/iECUmPcd2rAJTQqbMiNyGEkOEPBdiM8PYTlSjpgz5r+AsXXqeNZVmp7rd2YEXU0Ook7SyCYmcpuOUrJ/UapSqQiJAZl+hj18Re57pVQTHm5jiLUFm1P9/s37oTqYVv73ExfFPDQ7O3sG+/d8600wrFXsLMWD/sz4JfBqz7FoK6BUHIzRYpICAgZHo2AJqfWCwkpNTQTAGWEEIaG2WrHZIVGiRKYjR60ZN3KIQQQkjqUIDNioiZYM2D640VldoP6L24951rsXT5Qp8W0bJJh9upaf0SqM+MhBUsSmh0ZQIyWItS9VeYs5JcPJqjt+BH5NMonJXcPjYzYEOVaOMxf3cPLnddl9hdyQi3Z5wqboPQQn/PKrFrEQuK+SMr8iu0FG42hM+yXvGALVOAJYSQRkZ6vCL506y3YAC9eYdBCCGJ8e7y93D850/CtjN3wu7z9sKhJx6BP15zBQ476SjP9qd/44t4btnzAICtp++AlatXZRkuyRBeUWaEZwasQ8SwelJ96KX5vn35nTau6HsDIqKm7lscrKHPTZORWxMRLCOFYgiT9TwS75DeEt6PMeS60N6cj747M1mDe6isVclejPYQfRKkYkFgZuhEw5g3w5DAe19JW1t4tgkfydnaz3dW1QPWPyu6trzynUwxA9ZnuRA6pBTMgCWEkGFCMW5HE4P2QYm+lk6Uy4MolZrzDocQMoy4/P9OR0/nusT6GzVmHE75v8sC20gpcfRnj8XxRx6Lq39zJQDgmf/+G7fftdh3nct+8qvEYiTFhhmwGeElhAUJTc0y74t91dPTEX4aG6JaRcmATXsmg/qPN7a3hYAySWQzevQhZXgkai6r+WBmwCodNtLMwq55wDpXrPkf235zpFOuNwTc8D8LajcJSqadgjp+HraoZsCmV4TL/1MJQKMHLCGENDj0gC0mHX39AHSs6nor71AIIcOMJMVX1f7uW/IAmpuacdoJp5jLdvrojpg5bQa6u7txzOdOwI5774pPf+kUM/Fm/6Pm4Ymnn3T1de1N12PmwXtj6tyZ+PzZX0G5XE5uY0guUIDNjLj5glFPEpNKeYx7cppN6mzap85Rt6K+rNWMCAwxhuAec5Nrsp+w/FPfcSMgHeKivU/h+Qh+/XOfvAOstQhXtJ4DM4d9xG5blqyZgR+2L7xEXq9mfl6xAZH4xCmrYrGWoges8BOLhQ4pNTQNpTc2IYSQDIloC0bSZWxPpQDXyp53c46EEELq59kX/ovJO+7s+dm/nn0GP/2/H+Lpex/DK6+/iiWPPezbz3MvvoAFt92E+26+G4/d+RBKmobrbr4hpahJVjClJyNULAi8SeYkMapIFOUx8HpJ0j+zeCRRhKuWwehNktnKXuWZvLvIoLyYMk4B1rtElN/217MVycvnZtao4gWiRw5wVdN2f1JL+qn27ZlBHF6ES23O1D1gjSh8e63GKVLJgK1Q8jdSgJQCLTofiySEkOFAUTzxSYUJnauAjSdizcDqvEMhhJBUmbLzrth0kw8AAHb66E547c3XMHO36Z5t//HQfXjqmX9hxsF7AwB6+3qx0QYbZhUqSQkKsBkR1YIga9x1fIbbyWk6c+35FJtlKOHIxIzQc7yAfJCKJa+y2Othfp9xYnAVnQqY8+If2fGyc00PWOlY2/a+1rcEHKK16qOZ/p/bjzItggdssPBfK8KVw0MbolqEiwIsIYQ0NMbfueKcfRMAGNOzBsBG6JJdeYdCCCF189Gtt8PNi7wLo7e2tJivSyUNQ0P+lgJSShx/1LH43tn/l3SIJEdoQZAVntlsXl6Nvh1EHnKg3KfcNr4oVcDTWN+Q4mxlyPYZIqLZLLh9UWYrbvZHkkW9pHTKplZLAlWE5b9RqV+KTUPM1c0LxLBjr/qPZR6jyc4OAwXl4l/CYlcQNHIUC4JwBAAtjT9Zru+wc1wdEhqay7xfSQghDY3/wx8kRzQAJTEafejNOxRCCKmbfWbOQv9AP/54zRXmsn8/9x889MiSSP3sO3Nv3LToFixfuQIAsHrNarz25uuJxkqyh1eUGeFtQRCph8hjLnrzd2jWWmOvH4X0HudKRsCJXlG+9l8AEBkUbBDV/6tri11XFWpxhz4Crri+Wtt05lIEZLb4PqZfQIz443vAelQhk84jWlbrd1mXVNbXRIjIKQSgYC0ghLoFgTNO12JZ/Xak6AHrhxASoAUBIYQMA6IUuSRZ0lJuRn+pJ+8wCCGkboQQmP+Ha/H1756Nn/7m52hra8MWm26OQ+ceHKmf7bbeFt/9xndw0HGHQdd1NDc345ff+ym22HTzlCInWUABNiOSsCBYtv5p7DxxDwzo/pmt1oyzAb0vsK0RBfEmiZmJe5Ifd2y3/BpW4T1K3wkfK1KD1xPqcSRoIWXIevbYpc/r6IgE+nCi6gHrv8VuSwbHvjMOTFcHqkYVXj9oznWjWBAEj2+4IKdjQVAZU/NNga1mwOr8c0kIIY0Mddfi0j4o0at1YXBoAM1NLeErEEKIAqPGjENP57pE+1Ph/Rtvgmt/+2fX8lOOPcl8/cvv/cx8ffeCxebrZUv/Y74+6tAjcNShR8SIlBQVXlFmRngKbJj0sWz9U3hh3UOJRRRI7OezCiDo+oaQ/Km3oTn5S2HFOd1PPvO03v6sGcYxvV/NzE7LPEsvgdA747XeORG218nMrzQzdKJlj9YygCtypV0PdXvA2l9YvPEUinCpWR2oFuuqreerOUtRlZGzd82pFOHSUEL22beEEELISKCjrx+rW3Ws6n4TG4/bKu9wCCHDhFP+77K8QyDEBj1gM8JIOHtl87mWZRmKcyHakDOSNCvE5i5JShGaXJhUjNEyTL2RAZ8lhbG/o4wT364guOBSvD6dGbDOmxtOYdD6b+5HpA3DX1VTmh9phu/bWsDi2WotuiVMAdvWOGRY4SWsek5hwhmwAtBk8vcMjRE1P7sEoSuI0oQQQopPsf7ekxrjejoBACu73805EkIIISQ9eFWZEYYAq2txfQTTOWlMXgorAIkW4QrDeARdOpbkQ5CwrBSXU5AL8lCQ9jdRt7sSq1sEjep8CgCadC9rVMwM1oj+qSJIqvfygHW0NsZVKcIVbo8AQJSgR/WA9RVgq/mvOQihQsgCOwYTQghRpeaxTorG+M6VAIC1g2tyjoQQQghJDwqwuRJFVE3udPGmV3+OZeseT6g3nsYC8K+g7lqegg1ChuV8XZnRMcb2yna0yYGxN6dWhCvL5PKkMeZClBWzR13T5iXE2gVY74xTY9LCLQj8jmOX96yqjULY/pIZeMD6JcBCAsyAJYSQYQTPXYvG6N51AJrRJbvyDoUQQghJDV5VZoTQjeeEa1OepQWB9VRzUA6gX+/NbOz6aBQlrRgn864oipwZ6hBva2J19H2uSa8cxSBf3qpIWefhlYZVRyUTVVMXL13rB5QcMyfZowiXjJABqzRxGqRiBqwxj9JH0JfVFqkIsGE3EapFuAghhDQ2Na/znAMhLjQAJXSgD41yfUIIIYREh1eVGSPtikducSRN5tJe5KmLtoLbEdV7C8O2W0XO8l4vmRm1fsHVekx/T9ozdqN7z9r7MrbQ4gErw/I/7U6oRcOwAtD0cuQ1rf/W5llYBERnsTKPLORQQTKKAJvM/EojAzbFQlh+31UhZB1FCQkhhBSPeDc4Sbq06M0YRE/eYRBCCCGpkXxFE+JJzaPSfSG/6Zv3omko7I5v0kKRDHgXv58ik2bGg01oEp4vQ0mz8Fka1DudUo8nagf0GKOH+uY8yCI3LoYAG5YBaxwvRishA7xKXQJi9YgV9mWVpiq3FZy/Hx4TIdSzeM0RfTNgDQuCNATYsO2VLMJFCCHDAKMgZaOdb40U2gd19GpdGBzqQ3NTW97hEEJILNq3GI8dtt3efL/gj9diy822yDEiUiQowGaFof7ZxI3Ksq1f+qu7ecYnh+6MweF1chpVJ1NvHzJPDaJPx9vb9a6lkG2piOaaaOf79I7npL8rZhGuiBmwNRHT9s7zpTU31raa0raoZcAKaJAYUuhPhRQtCMwRvMViIXQW4SKEEEJSZnRvP1a3SqzofAPvn/CRvMMhhAwDVlz+H8jepK5HANHehA1P2SGwTXtbOx678yHPz6SUkFJC05jcMVLhns8II1PO6nEY5AEb99H1qPjJClkKsEWSNtJw9Iy8RuS0ynCrBKe45m6VpUGBuxRU/L59yknZvlv12RyojZ/c91VCQgg1AVZCuoqwVdavxVSRS50WBEZOqWVdKQEhFMRGoZhOru4BG7Z3ZFVU1mQO9wwFM2AJIWRY0SA3x0ca43rWAwBW9r6bcySEkOFCkuJr3P5efeM17DBrF5z81dMwefY0vPH2m/jit8/E9HmzsPN+u+HCn33fbLv19B1w4c++j2kH7oldZu+O519aBgDo6u7CZ792BnaZvTt23X86bl68EABw9/33YK+P74dpB+6JT51+Irq6Wciw6PCqMiPe3mocAEAvNVuWRjkDrFc+cog0IUPne26qNnqxzp99/COzDjJgvCIJ3YBXqPGFUmHxgHX3Kz0kamupqng7yfnAf1LzaxThip4BG2E7qsFaxVtpCrYKAqzPWPaab9EtCPzEX4nKwwNpZsC6s6grCKGjeN8eQggh0an+neNPeiGZ0LkCALBucG2+gRBCSB309vVi6tyZmDp3Jo469VgAwEuvvIzPnXgq/nXPo9hi081x4Te/g6WL78cTdy3Fgw8/hH8/9x9z/UkTJ+GRvz2I0044Bb/43aUAgIt/+WOMHTsWT/79YTxx91LsPWMvrFy9Cj+89Cf423W34pG/PYhdd5qMX/7hV7lsM1GHFgQZcc+ntsZtm3fiS7ffg7c23Tu0faM88losETR7PCW8hpqU+KJn3M0081+l8K56HyOYinhmpJmHPyJf5F1kyKCarnaH1biQDBRgpXC3cZnAShhStmqUIZFFyIA1uvUfW0CmIsAagrPme1eKGbCEEDIcqD0DUuSzgJHLqL4uAJuhS3bnHQohhMTGaUHw6huvYfNNN8e0XXYzl914+824/NorMTQ0hHeXv4vnlj2PHberWBscdsChAIBddtoZt9xxGwDg3n/eh7/8+k/m+hPGT8Civ/8Nz734PPb+xBwAwMDgAHa3jEGKCQXYjCg3a1g5th/t/bXqnkEWBG7SPVmsv/e0BONokfm3jr6F1kzAuFuXXTmoHIh90Bg5qH5bHK/jqPNX3PmuCKFaDA9YaXvnn5/rJdZWMnqT84AFNEjlDNgwCwJR3aI0inAFI0RAcTNCCCENCH/Ti4gGoAkd6ENYYWJCCGksOtpHma9fef1V/Px3l2LJ7fdhwvgJOPXM09HX329+3traCgAoaSWUh/wTcqQE9ttzH/zl11ekFzhJHKb15Iq/iPH65nMyisE7AzLzR+cLRsVCM8IJuttytLo8S5sJrx7q+4qHFWeLc5iYWcPSKQrGQPplL9p3iPARI+v1Wjb6TfLrYgihygKsdL61y4USlsPQ8sWWrnkBqnmmweP5PrvpEH2FBkTNgA2yIABQkikIsF7ZwdaIhA7+qSSEkMbHzHyNdG5GsqSl3IRB9IQ3JISQBqWzqxMdozowbuw4vLdiOe687+7Qdfbbcx9c9uc/mO/XrF2DabtMxdLHH8FLr7wMAOju6cay/72YWtwkGXhVWVA+8tKClEdI5xHtrIqHeRE0cnpRBT/CX6QcC9XcRitp7k3hFOxi92G8DhJh4xcey56K3CjK0UzehUt0tn/qHsPbA1ZlJDVhVVPuM2xPGL1oaQiwYbAIFyGEEJIJ7YM6pOxC/yCzYAkhw5OdProjdt5+J+y496448UunYPqU3UPX+faXv4G169Zi8n7TMGXODNy/9EFsOGkD/OGS3+LEL56MXfefjr0+PhsvvEQBtujQgiBHgiwIWgbzrWCn9iiyejsbGWUe+I0iFB6hjiJFBa8R1JOPRFbP9ARm7cb9LFnMrFFXrMGZiOGYaZ4In8TiZr+YYqOiB2wt39XIE3Vum6pIbXjAhomNXmN4lVRTtyCA7zFhaSEALcV7hr5FuFw5xYQQQhoTowgXf9OLypjePqxqA1Z0vo5NJ26TdziEkAZHtDdB9kZLagnrL4zVL7xje7/lZlvgqXsesS37488v81x32dJaMa5dP7YL7l6wGAAwumM0Lv/571zt95k5C0sW3R8aEykOFGAzxK0tFFcEiiqs5nMqm8L8JdxlsJWDIZiphKA2w9KnT/8epO2zrIWmun12q5MlpG6xNoiq8cff6WnMlmlBEDkD1nv/CUjAkcFZs9ioLZfGpIVuVKWBruvQtCBBNEELAgloKQuwvjADlhBChgXm38jinn6PeMb1rAMmNGFV73vYFBRgCSH1seEpO+QdAiE2eFWZEd5327M7AwwtcpNRHFFozPyE4MzA4VR51+00qoan5GpVqiPteK/sznBDCOmxLC7JH6fVIlzlQaW2Xr68FXOHoMjswruJEIFZqAjo16svVQFWxYIgvd+DEBsRIRWyggkhhBQfw35n+JyLDTcmrF8BAFg3tDbfQAghhJAU4FVlDohqcZ08C1290/s/AMC72ppKLNXl7y9PQAeaIaBhdf87PmvXSF9QTKv/pOScELFKIfz6rQfylKrrsA2IUuQsBPfj4/7+r3Xm3Drw7rke1DNgnRYW1uIiTrG5up+E2bgiaro8YFV8easZsKH7XN0D1hGs9+KcDnMhdFoQEELIsEA6/iVFY9RAD4BWdMvuvEMhhBBCEocCbA5ssOrf1Vf5nQCuHViOf7/9EPYe3N62fPs1bZhR2hBt5VG4++2rcoouPv4ySbS5dspQoRnEBTmXd8Upay/iSEjp2KRV/T4hPEXYaGJuvCzcmixZ345Ly4IAECjp4Rmw0vLfoG2x+8TWcGbmCwiFI8W7LzcaoOgBWztu/Y0y0pZA/TOi3BYOhBBCCEmHJnSgDyzCRQghZPhBD9gc+OhzV6D/5fHQZDnXODSU0IYW1/IturfDs3g4Zq9pyiT1qpzZZ7GFPcxtf5d8fPYMXP9sTdWRbTHG3B21jN8kM2DDclH9lxREO3cgoA0NhLSoYGicNg9YAUC3bJlrriuSpv2YM4TckP1SFW11i2DpPYfRPWB994WsXyz3Q4RZLggW4SKEkOEA818bg9ZyCT1NPXmHQQghhCQO03pyoKQPYVTfSgBAWXMLoNkxPE9Bvd120xFQhOuFc+DhOcdA/UePlHa/0VgCtLRaIEizX1jeu6lfRE4TQ+5TyYC1Isx8WOkhlNvl5kphLutymNYFMjTtWdGCQCRYhCtiL3HQvGLVyxAC9IAlhJBhBG+pFZv2gTKk7EZvf1feoRBCCCGJwqvKjPAXl4qlAKWRhRmXPGcm6th+XpfxZtNduCuwn0QySf0eAQ+aCRFrJyV5jNmzXv0zMoOdTeMdaT5lrBKgIoQ2DfYptfYvOVbbp8YR5Gxr3Re1Y1hVgHUKlvZZFtAASOh6uAgb5oMskZYdhm10Fy3VpxTCCpMRQghpBJgD2wiM6auc/6zofD3nSAghJB7vrViOE794MraZuRN2n7cX9vr4flj4t9vyDosUAFoQNAzDWAAIrp9Ud3fROo05z9bubWJNRO/ZutNKA/pWWC/a1qf0SHiMXSBcXqMqsdX/nUq+BJelCJceVoTLGYv3haXNmsD2mZeAHsUD1o29u8r9PR06tNB7fVVf4CABNuULZs2j+2ZDgOW9SkIIaXjMvzHD+Omk4cC4rnXAhGas6l+OzfHRvMMhhDQwv7zmt+juTc7SpKN9FL5y3BmBbaSUOOrUT+H4I4/FVb/6EwDgtTdfx+13L1YaY2hoCE1NlOmGK7yqzBvlk8BkThbf6H4hZJTinJSq+HjG7jsjPdslqMYVSHMjyCs2XsR2D9haZqY1FzNybyKayUSRjnM3FblR7cdZmoW0grbf7XMqq76qmn1ZSK4wLCPpuu2ug0czwytWPQPWWRQsoPdMaNYNAbaY305CCCFkuDGxcwUAYN3Q2nwDIYQ0PEmKr6r9/eOh+9HS3ILTTjjFXLbFppvjC585HeVyGWd/7zzMOGgWdt1/Ov5wdUWgvX/pg9j38Lk4/DOfxMf2nYr7lz6I2UceiCNOPgbbzNwJ5/7gAlx38w2YefDe2GX27nj51f8BAG6/+2/Y45B9sNsBe+CATx2K91YsBwBcdMnFOO2sz2P/o+Zhm5k74Vd/+i0A4Ls//R4u/eOvzbjO/9GF+H+X/yax+SHhUIDNGSM7bfkGOwe0iMZHyhtj6uCHPPtZ3f9O5P5USM+6IMlH+6MSnt9Y2+6ACuo54ieYuh9Fz5e6y6tJay8C1h4FkGjBr7QxymPFWdNwvg1b39snuSLmhj9uLyyjBVH58zIUwQc2OAM2XTSPwSnAEkLIcKLyO68JXv4UmbbBXgi0o0f25h0KIYRE5r/LnsPOO3zM87Mrrr8K48aMxZJF92PJ7ffhT9f+Ga+8/ioA4Kn/PI2fffdHePaBpwAAzzz3H/zqB7/AM/c+hmv/ej1e/N9LeOj2+/CZT52I31z5OwDAzKm748Fb78Wjd/wTRx96BH7221+YY73w8jLcfvXNeOi2f+D7P/8hBgcH8elPnoBr/no9AEDXdcy/9UYce/gn05sM4oK5zRnirWtICEiMW/+K31qRx5k1uD0A4PmweACUqwJDYhTgsa5EHFFFMqKyiDQfdWaUevYR8SLDFW4a+7Mao0ziAsiaQWsU4fIdMSWS7j3inHtltzrfGcXKjJRsUZVpvX6UFItweQuw1nWrFgS6BEohXXqur/5RPQjzOPQQYM3sXQqwhBDS6NR+5aMWiCRZ04RR6EOymWuEEJIHXz73a1jy2MNoaW7G5ptujn8/9x/ctHghAGBd53q89MrLaGlpwdSdd8UHN9/SXG/Xj+2CTd63MQBgqy0+iNl77QcA2GHb7XH/kgcBAG+98zaO+/xJeHf5exgYHMCWm21hrn/gvnPR2tqK1tZWbLjBhnhv5XJsudkWmDhhIv71n6fx3orl2HmHj2HShEkZzQQBKMBmht+jtcbpYOvAOpVeEosHAJ4f/Deefe0BxwhFFhrUhKn8JeBoqJY+qhev/kPHDJjMuPNsyxmuc2dZLR5s2+IpwiY/w7VtSfKok7FiDSpk5ReduwiXggesYS2gmAHrLtYVHIcXsnqjKmuMDFidD4sQQsiwochnuqRC65CG7uauvMMghJDIfHTr7XDL4lvN95d+/xKsXL0KMw6ahc0+sBl+fuFPMGfv2bZ17l/6IEaNGmVb1trSYr7WNM18r2kahsqVWiFnnv8NfPmzX8Qhc+bh/qUP4nuX/MBcp6Wl1Xxd0koYGqqsc/IxJ+KqBdfgveXL8elPHp/QVhNVeFXZUMQXILz8Ncv6mrqiyZO6SizJ8ERdqZq5GqZVJdFJZNK8tLD0LZ2fqG6t6fjp33dENGdxKcVIKtQj7CU/1zKiAFsT8APmQJYcrT3aKN8KMDKYQ+at+ohnFA/YXC0IPDNgjUJovFwnhJDGJ4u/JiQJRg2WIWUvevrW5x0KIYREYp+Zs9DX34ffXfVHc1lP1Tt2/1n74fd/uRyDg4MAgGX/exHdPd2xx1rXuR4f2HgTAMDVC65VWufjBxyCu+77Ox5/5knMmTU7fAWSKMyAzZuCpWsWuziRnTRijX1a7msBGz3GurYqqMhXoLen8Vi55+KgVeIjBaz3gMzuXJXLgqg+Wi8N91Ojb+nRyjZ4xbag3gxcpPEVjneBKCAhhagKuNblfmM4PpVGL2pjh2fAGpmyUR719IlWov6dFYOmauz0gCWEkMbH/CtSALssEszo3l4sbweWd72OLdt2yDscQghRRgiBBX+8Dt/47tn42WW/xIYTJ6FjVAe+/+3v4oiDP4HX3ngd0w7cE1JKbDhpAyz4o5pw6sV5Z34bnzrj05gwbjz2nrEXXn3jtdB1WlpaMGvGXhg/dhxKJWWfOJIQFGBzJvyx2rwu/IfXyWlqwnJIwaJGkW38clIDkb5vIo7qtB2Nt6+iPKKe5NGQhgOsap8SgObT2DuLVlY/q7x0WhBU3oc9GGFYCzhn0elGXGlXVsiADdvidHOWDB9hFuEihJDhj6AA2wCM61oLTGzF6r7l2DLvYAghDUtH+yh09ybnJ93RPiq8EYBN3rcxrv7NlZ6fXXT2Bbjo7Atsy2ZN3xOzpu/p+/7uBYs9Pzt07kE4dO5BrjG+87VzbO+fuucR87Wu63j0ycdw7WV/VtoWkiwUYAtPQieJwifDsfCkI6qF1hlS7LXWj7T8a13HWRApSIwSiCczCY9X6WDtX8aMV/EB90h9WfM2pSmKez9un9YcJecxGzcD1vpG2D5we5hWx5DCvUyxCJeqBYGKABu2d/LKzG+SRpFCCrCEEDJcyOGBChKRietXANgU68q0ICCExOcrx52RdwiF4rllz+OwzxyNj889GB/54IfzDmdEQgE2Q7xrhhfrLDCuiJS1PKHr/b6fJRGLu2hazKzMCFkWScTtGs2vSJXv0vhR6LqOkqZiK129GSCtmYVxvwfW8aTlVRbfK5mSBYGu9D0UFdMBV3am57ZXhVbnYe05Toj+a6yjWoSrHMGCINADNuUrZm8PWGbAEkLI8EE6/iVFpbXcDyFGoUcml7lGCCEjne223hYvPPRM3mGMaFiEKyO8hI51Y7fE45O/HqmXrNlsjYYPa6MzH7cIaLG/HtGyLdPcq/YtSPv4Ubug8Z6d+mLTIj9OWFEZ678Bkn8Rrlok0vLabQhQ6du5jt2CAEJAKh734YXqtGo7lQzYWCYYqVMyBFj1lHlCCCEFxTThoQVBQ9Ak29EPCrCEEEKGDxRgc6S/eRymPPXTCGskcMIY0oWRPWecm3a+twx79Oxa/7hFIMSvNR4h1g6FOsf3D6bumRGIVGrJa1RThIsSjDRWkQ4xNawIl0cnhSFaPFYbBi8334ophsPnVBgCtLUIV61V8IDGMa8mwOpKHrDBSNf+TZDq74KXiN9kZsASQgghJEtahzQMIX51cEIIIaRoUIDNlca4rG8agU4V4dl9jvY+y6OIRkm2anYAAQAASURBVI2QY+fMzHQ63Cr1IQ0LAmHxYbOsG/NrEZx3nJxDq/eYSRItA9b9ZL7XI5Ze+bDeHrDhj9srCrBVoVZZgA3oLs1fyqC5bopxW4EQQkhRMfzPG+P8e6TTMTAEKfvQ3bcm71AIIYSQRKAAO0JIX9yLP4JbP1I8MY50/pzOyba31FcfdUUakOUrAiVKh7DqWcjKMZTjjV7PBY2/VhiCNbPTmr0tvZo5XhZV8q7PgsBzL3jsTylhO17MRzNF2J8Ffw9Yu3hbzYBVFDGDsm8lZITCecnRrA9Vxy/qsUIIIUQV469W0eovEG/G9PYCAJZ3vpFzJIQQQkgyUIDNkuTqHdVB8ElnOnmCI4GA6kE+hImghSDocJHOtxE9YKU9A7O2PMqFkXV953oWT1RXrIWcbQCV7Gv12Gpird0DVni+tkxy1Sc2fgasdT957/tqES5lCwL/S+IAabl+ArotoVx9VdSjhRBCSFSiFEgl+TGuu5L5uqp/Rc6REEKIOhO32QQA8Oobr+H6m+eHtn/1jdcweb9paYdFCsLIe7a8SIRmmpGkcJ9qZyOoeFVWHz7YhT1VATasqzi7xv2AvZcY6RYbzZexsY+VDPHkYTMSaeSyWkTY6m+NU+J03nCpvI+fAWtvFcMD1vc+hkz9Kys84mySqUq/hBBCMsW40chf9UZgwvqVADbD+vK6vEMhhDQoD7+8HwbLqxLrr7k0Cbt/6B6ltq+9+TquX7gAx3zi6MTGJ40PFcAcUa02XiEbwbDRT0qTit75uLPw3Vch+yViloUAvEw9Q8awCG2uJ+81y+uQcR19ea3k6sP1CLsKyR3LNWlVt/eqOO9RpzoohuRQzICtxu7cVG9jAOfxWylrJVwesCqjGx6+YR6w0QTYoFFTLcIVMHKpWoQrkQOFEEJIrpilJpkB2xC0lAcgRAd6ZG/eoRBCGpQkxdeo/Z33gwvw0KNLMXXuTPzyD7/Cq2+8hn0Pn4tpB+6JaQfuiaWPP+JaZ78jDsDTzz5jvt/n8Dl45r//TiR2UgyYAZsjMlIGbL0ni43/CG0RT5c95UdbYmiRinClO0JUCwLpyrYM9511D+oWECNTh7hmZJ0me2zW5wGrHo2A7QiWRuatWgas9/52e8CWzcf4w/ETf7PIQ/XKVm+qxk4PWEIIGQ4U2YCIeNEs29AvevIOgxBCIvO9b38XP//dpbjlygUAgJ7eHiy+diHa2trw4isv4cQvnIKli++3rXPSMSfgqgXX4Gfb74Rl/3sRfX392OmjO+YRPkkJZsDmiMyhqoy6hFFEudNKeHzBLUI+jbr5fsWvlPrJY67rP/acUet6/MzdehHSKkC6bQG8Bc2iXoTpkebG3wPWWVjNsk51ihwtIISACPtdEkYGbFhmq5EBqybACp+9JHWkvKsqnXv9MaxlwKY5PiGEkExhBmzD0DqkYUh25x0GIYTUzeDgIM741pewy+zdcezpn8ZzLz7vanPEwZ/A4r/fgcHBQfz5hqtxwtHH5hApSRNmwGaIq0RQAT1g4xbhirJWXJsD9xj+le6j9hS5C9WRFE7yw8as5GtEKMvkM2T6GpJqBqyXJyt8lob3FnV86RRo67GulSKFiZXhIqhXLLBkavqubs+SdVsTqIzrlQHrMYnVbYjiAeu9K6r+tTnYAGhm7LxYJ4SQ4UJ6ljYkaTr6h9DZ1I/O3pUY075B3uEQQkhsLv3jr7HRBhvh8buWQNd1jP3whq42o9pHYb8998Vtdy3CjbffjIcX3e/RE2lkiqcADlO8BBUpqH83PsGPzUeR0eKK3/Ug9bJj7CiPrzv6inFBIz1exSvCVX1IXRrioPPzNAXopHtWe+C9Zn/gzGOtPmLpUuKFy9vYrkNH2/fu9s7OqxmwkawpPI4rPeU/U9KdQWxQsyAghBDS6Pj/fSRFZUxvJft1eeebOUdCCCHRGNMxGl1dXeb7devXY+ONNoamabjmr9ejXPZ+SvDkT52Ir53/TUzZaRdMGD8hq3BJRlCAzZF8fAXDHswvzklpuoJkTkXNUpletW2xzmdpYAgA8PIbD8ccy+2jFtkDNiSBUq2v2uPj1miCMo/T2fPJfJvL5aHY62pKGaLWNsKRAavqjRfkAWuLqNIuQgasZyKtLBkv1PtJCA2V2POwiyGEEJISFGAbhvFdawAAqwZW5BwJIYREY8ftdkCpVMKUOTPwyz/8Cp/79Km4+sZrMWXODLzw8jJ0jOrwXG+XnSZjzJgxOPHo4zKOmGQBUzBzpIgWBEWmntPlqMKyU2+Jbc0QI+j6Lgvsj9fXxrfH3zSkAy1AJ1Z6rB+P6OXGRM3rVMTJwrU3FRH3chKSWtKynC6Hqv2qCqF6uLttdVLs15veYquqlA8AeugFbDQPWL+HQqXUIsQWHeMbIzyEYsMDlpfqhBAyPBAQnr/3pJhM6FwBYDQ6hzrzDoUQ0oA0lyZhsLwq0f7CWP3CO5W2zc2484bbbZ89cfdS8/XF51wIANhysy3w1D2PmMvffvcd6LqO/Wftl0TIpGBQgM2RLAXYPB5vH0k4Sz7VXoVnFSYp7rhGitp5WP2loA8jZ5QkWIQLOoIyOJ3Hv+GAWpHmiyOvGaJmfTMT5BrsPFLjZ8CG7W8hErIgMDNglbpJFDMDNvuhCSGEJA5/zRuNJr0MTXSgBz15h0IIaUB2/9A9eYcQiatvvBYX/Pgi/Pj8i6FpTNYbjlCAzRBnYfMiZsAOZ6E2jdPuWqZsPb0XZ87ryX+NJrQF9aSOsIndUXpKQuhMHt3lyRuOsPywSHhstXC9qBS0kvYMbQmpNCFGbOH7u2pVoJwBC28LAj1GZnQk/D1gaxmwRTtSCCGEREUClSduaEHQUDTJNgyI3rzDIISQ1Dn+yGNx/JHH5h0GSZHiKYDDFC9BpYgCbJHIMzPReW7uG0tIiFFO8v0lnpBMQ+UR/PuO3ofXGhH3l4T7rkSsWNxWC177K52bC95Fv+JiWBDUhY/tRGWR3QPW/SdARYEN8IC1rW5YENQnzJsZsDn8HpTAx1QJIWRYIYWP4Q0pKm2DAkOyy7dgDSGEENIoUAHMlVJ4k4yJK3rWJ24V6UQ43nb4b0G2rqRBo6n0Hj8pRETIgDUEvCQtCGQuF1Qi4F0cDL/USBmwnl6uUdxcq8iIRbg8Dhb7ksqflzKieMB6jC/T/jPlZ37AIlyEEDLsEN5/v0hx6egfBDCAzj4W4iKEENLYKF3ZCiEOEEK8IIR4SQhxdkC7I4QQUggxJbkQhy+8qB8GuPahtKmYmi6dn6ZL4ABBx5uqYBfQLpYHrNtCINpNALuHqd+awYJkcS7EylEe1zdwZRFLCMtx6b11nuWuIgm/1tn2vJitZvjXncku/S0CkiCoUJ5WFY95rU4IIY2P8feIGbCNxZjebgDA8q63c46EEEIIqY9QAVYIUQLwawAHAvgogE8JIT7q0W4MgK8AeMT5GfGGFgTBJP/IePKCd3iPSVgQxEe1zyTG1hU31d82N34UZu6krMm44esU7waI1I1H3uNmYvtfVkpZ2+KKPis8inCpYGQwhz2eXxVgFatNC58QsirCpXl5wNKCgBBChhkCQvHvEikG47vWAADWDKzMORJCCCGkPlQUwN0AvCSl/J+UcgDA9QA+7tHuIgA/AtCXYHzDCuflfXQBNolH1MP8RIsnSqkStG2RczMjT0NRsimcD8Vr3p94eK96r6+6XZ7lnwLHSGTGqp1oIRYEwvZaWEavLwp7Dm/9GGKl+i+D9Ggb5Otr3157ES7/texUi3C50kKdsxFNgPUdTSaUSes/QsDYhgVBSkMTQgjJHj7W0FCM71wBQKCz3Jl3KIQQEkr7FuMxde5MTN5vGj51+ono6e1RXvfpZ5/B3+69M5W4LrrkYlxy2aWp9E3UaVJo8wEAb1jevwlgmrWBEGIXAJtJKRcJIb6RYHzDBqew+dpmszFpzXMRe6mcMDZjIgaxOqHIgscqMmEFrtyPFuftERrWVsQUwOOrQzJEWQqbMatnp6pAZmZhSrtgpxmxBD0TrhhPdtdWbguFetBNC4IEepPOnoSjW2GKm8YKVmnaH0MQ9RBWbStXhVrlLFJvCV3qmqW39PD6PTE9YKnAEkJIwyNdL0gj0CR1aGI0eqEuYhBCCADs+r9XsSLBAn4blkp4YqstA9u0t7XjsTsfAgB8+kun4Pd/+RO+etoXQ/seGhrC08/+G0888yQO3HduEuGSAqIiwAYihNAAXALgJIW2pwE4DQA233zzeoduaLZ44++x19WklpoaESSiPfnEQXjf+lUA1qUzeERaB8rYc3A7dIpe/Kvp1ZDWzurvahjz4f+4dXBfUR5zmzL4IZSgoU8MKq8TiZRFJNUiXAbO1h1oxQ5iInpb/huhF6s/qCvHPHRsUdecJD+ftSJcUUaPGIdFaLSvWX8RLlsrURHYownz7vGlUaywDmE+fFxvSkhQECeEEJIzlb9zgvYyDUez3op+rTfvMAghDUaS4muc/mbuNgP/fu4/WL1mNU77+hfwyuuvYlR7O37zo0ux43Y74KJLLsb/XnsFr7z+KjZ7/6ZY+vgj6O3rxZLHHsY3v/A1PP/SC+gYNRpfO/3LAIDJ+03DzVfOx5abbYGLf/EjXHvzDdhw0gbYdJMPYPKOk/G107+My6+9EpdfcwUGBgfxoS23whW//D1GtY9KdB5IfFSedH0LwGaW95tWlxmMAbADgPuEEK8C2B3ArV6FuKSUv5dSTpFSTtlwww3jR00ywC04dHdPxIpl3uJrvY8Zx2Wb8vvRKpsVW0cRXrNnYzkeG8lxLsFKVRar4W4d/qh8EgJTnCJc1ncCu/dOxj5vHRerB/trr8fj/Yi7t2Xispxe5/dIWgRPzVwmXS2qL+H6ExBB+VUTVrX6fxt0Y8B0v5Ve+bea4EU6IYQMN8KeoCLFo21IoCw7UU5YTCGEkLQYGhrCnf+4Gztsuz0uvORi7LzDTnji7qW48FsX4OSvfs5s99yLL+Bv196Kv/z6Cpx/1rk48pDD8didD+GoQ4/w7fvxfz2Bm/92Kx6/cwluveqveOKZp8zPDjvwECxZdD8ev2sJtv3w1rji+qtS3U4SDZUM2McAfEQI8UFUhNdjABxrfCilXAdgA+O9EOI+AF+XUj6ebKgjg5axJ0OIZgDfzDuUBiD9E+g4lgDWdYJO8oVPzl+euXb1jK16PWNst7QkrdZfkdgQFr23QMBrX6o9cK8wdGKYGbCKJsTqvq2VxvZMYWHLAJZSKh7vUTx8owmwnn1Wi3Cll8BdEaE1jwPYyJLipTohhAwjKMA2HB39g1jXPIR1Pe9h4pj35x0OIYT40tvXi6lzZwIAZu42HZ855kTscei+uP53fwEA7DNzFlavWY31nesBAAfvfyDa29sjjbHk8YdxyJx5aGtrQxvacNDsA83Pnn3+OfzfTy7C2vXr0NXTjf1n7ZfQlpEkCBVgpZRDQogvArgTQAnAn6SUzwohLgTwuJTy1rSDHDYoCAhaaXxKQ6upF/UW4RpuD+qGFy2rtfT83HWSn8JJfwxlKq7oG5xHGs0DNnz2VDD8QWU1AtUtSSp7Ndkj3syAresw8V5ZQkAKYXtv/75HtCBwjiNqn1kX+tt3OFv6lQ2z2kxki1bdH0Ifbr9shBAyEqn+ncvpqS0SnzE9XcBoYEX3WxRgCSGFxuoBq8Ko9g7fz5pKTbYnJPv6w+vdn3rWGbjxj9dip4/uiKvmX4MHlj6oHAtJH6Vi21LKxVLKraWUH5JSfr+67Hwv8VVKuTezX92oZrQF9IDhJ28OI3y0oawfc3PZZFre+8lbSRGvSr3ST1BkgiJxGh/Ep97bFW6MP7BRfi60CNPu/BVxC7CqvYR7wFaalpS9gYVfCHo1A1YtuOgEZGEbRbgi7RBCCCGFRSCtMw+SJhO6KsWH1wyuyjkSQgiJzszdpuP6m+cDAO5f+iAmTZyEsWPGutqNGT0aXd1d5vstNtsc//r3vwAAT/37X3j1jdcAADOm7I5Ff78DfX196OruwuJ77jDX6erqxMYbbYzBwUFcd8v8FLeKxKHuIlwkK7yKDKUxynB4LKv+bahLbrGtHD2WJPdA3RnNztUDsm2VBLlKr7HjcQ9a+UeT0l/AQ9g8FOeYT8JL2dgN3jWrpE1odM5LFAsC2DJb/eZQRNwmj/FTLh4XhOEBW5wjhBBCSFzM33Kdv+qNxvjOlQDGo7PcmXcohBASme+c+W2c9vUvYNf9p2NUezsu//llnu1mTd8TP/n1JZg6dya++YWv4RMHfhxX33gddt5vN+y28xR8ZKsPAwCm7LwrDt7/QOw6Zzret8FG2GHb7TFubEXQveDr52GPQ/fFhhMnYerkKejq6vIci+QDBdiC8YG37kd778qQVnU5ddaxbjFRdstMZdODR9cKNd/pCVlCyLosCGKP6/cIvbIYXKT9A+hVUTNKuTi3aGo4w/r1Uv1cwiFuRrMg0JXmWFO2IPBF1sqJpYO/xYGGqievZL4UIYQMDwRQ798lkjkaJDQxGr3ozTsUQkgDsWGphBUJFu/bsFQKbbP6hXdcyyZOmIgbL7/Otfw7XzvH1W7JovttyxZfu9BznDM/92V852vnoKe3B/sdcSB22XFnAMDnTjwVnzvx1NCxSD5QgC0Y27wYniaerRdisQSqrPAqx+OFsdR3lhKbviBhLLsMQddI0vOlElICsioA1vuEt6hmdqrHoCo2qo2eFEYRriQOm9psGKK0veiY2wNWFR8PWI++hFAXYEV1LzqRVfEzj0RYowiX0CnAEkLIcCFreyiSDC16CwY0CrCEEHWe2GrLvENIjc9/68t47sUX0NffhxOOPBaTqwIsKTYUYDOkvtO9OgsWKYoXZoX6OGMUmBwejq+ScZaFQ2SzInxeV95bRTpLd74DeQllCvFZx0pwtmvSnffxK+D9SH4SzswAIEVCGdYyQgZsyHh+fVgzkIXtd8Urm9ZjfeEnwPrcuIh0oevRNrMMWK9PdFsbQgghjU8eRR1J/bQNCvS1dKJcHkKpxEtYQsjI5qpf/SnvEEgMmNYzwoh+0z974cE/xEY4YbbHGFQUK3ui7Mto+10GCL/eK0TqPoAYP2GJFlRK9vtRjvAF9RNLDWHU83Ph8IB1WhAobU5o3reFiBYEnmmuxs0B9W6SwijCpdGCgBBChgHVp190WhA0Ih39/QDKWNPtfryXEEIIaQR4VdkwJPnIdNAo0VSO3PTEoIF9n1W25/4lg0c2oOWl5ihAlKf+mvbRo1rtHnDnHNY9L9LZS+X1UHnINmJi46VEnCJcmuVn3P4Iv7T9W8tvtW69pb2M5gFrPeb951NT3iY/CV/q6VoQ1PKx3XEK6JBSoMQ/lYQQ0vDUjHmKehZAghjbUykks6KHAiwhhJDGhFeVDYWR2VY8khM0i0H0rannZD7/uQuXrEPWr1R0ijRiEpc/1gxjYblJEeiYK+FoEz8SETJWVEwRO1Kn3kW4QhVL6eUBG0GAVcnWFVqEmzo+Y6edfRowT6YASw9YQggZPjADtiGZ0LkaALBmYFXOkRBCCCHx4FXliCF/kS8zhJHx5yT7jAct50IPmilIJrP/Pcosma8ib6lEYmmNAnolg9InCA/H2srSBHdPEnMcPQM2gkuvh7Zrj9mrBJZ/z97CqlvQVS/C5UfaHrDV8b08gkVVgM2jAhghhJBU0JgB25CM7V4NoIQuvSvvUAghhJBYUIBtGJISAIbLSafPY9TKayczD+F2osWZ77SzlPVI/qXB75WRztJb9uxMu/iXwvYnLMzpUYpwVdEcrWuPWHoR5AGrOnKQAOuOLo6tghXTgqCuXoIIkn4rxxQzYAkhZDhg3HwtzrkZUUeDREmMRi968g6FEEJ8+eGlP8HO++2GXfefjqlzZ+LRpx6L1c/9Sx/E0scfMd+feubpuGnRLUrrLrzjdrRuNhbPv7TMXLZi1Ursccg+2O2APfDPR5a41jn9G1/Ec8uejxUrUYclJDOESVQGOZ/4KuyIxLJnY4hPbmFLfWxZ90HmFPOcYwf0H3FbVfMtg1C2SIgkGqqPnfRX2oivrrnx3URRDdgq0Xp5xoYRwYIAJUC1CJf0icA8plPOgPXov2ZBUEp1bEIIIelj3qaV5ZwjIXFp1lswoPXmHQYhpEGYcflSrOwdTKy/DdqbseSU6b6fP/zEI1h8zx14ZPGDaG1txcrVqzAwMBBrrAeWPoiOUaMxfcq0yOvOX3gjZk6djvkLF+D8s84FAPzjn/dhh223x2U/+ZWrfblc9lxOkodpPRlRf/ZhfeJDWtpvtppymDhofFCvo2kUgiu0ez3WnCZRt1AiOF8yXl/hGO6jSQmjmiOz03tMK+6CXUVARsyAlQCELFneW0tZefVil3adcyLCU7rNtG+lfSaiFOHylrSl+WcqnV+boN9mIXSAHrCEEDKsEMyAbVjaByV02YlyOTlBhRAyfElSfFXp793l72HSxElobW0FAGwwcRLev/EmAIB7/3kfdjtgD+wye3ecdtbn0d/fDwDYevoOWLm64m39xNNPYv+j5uHVN17DH67+E/7fH3+NqXNnmhmrDz7yEGYdNhvbzNzJNxu2q7sLSx5bist++ivMv/WvAICnn30G51x8Pm67axGmzp2J3t5eTNxmE3zzwnMwZc4MPPzEo9j/qHl44uknAQB3/uNuTDtwT0yZMwNzjzkEAPDYU49jr4/vh90O2AOzDpuNF15+sY6ZHLnwqrKhyCOFNvgkNdtT2ORiyapomFsU9KzzXucYUZw7o/ceRD0yZpAUqE7NH9Sr/JZTJIyQz6tE0rmZupEtqiKEhuA+9hx9SmG7WRG9WJZ0LPVyCNaUPWA9uqwuyyYD1uuPYSUDVmMGLCGEDBsEBdgGpqOvH4COVV1v5R0KIYS4mL3Xvnjz7bew/V6T8aVzzsQDS/8JAOjr68Nnv3YGrv7NFXjy7w9jqDyE3/3lj779bLnZFvjs8SfjS6d+AY/d+RD2mDYDQEXg/cdNd+GWK+bj3B9c4LnubXctwpy9Z2PrrT6CSRMm4slnnsLHtt8J5591Lo485HA8dudDaG9vR3dPN3abPAWP37UEM3erZfWuWLUSn//Wl3H97/6Cx+9agut++2cAwDYf3hr3/vVOPHrHP3H+Wefi/B99N6lpG1FQgG0YrJlt6bL4zT/g7cFl4Q0TJm62qJpUldfJdt52C2rNkpCjo3h92p6ETwB3TmZ4caqsRPgoRMsirqzhLBBVy3/1y4C1eMA6/gSozUm0IlzKFgTwsyBINwO2VpzMHacQOiQ9YAkhZJhQ+cGnANu4jO2pFOBa0fNOzpEQQoib0R2j8fDiB/CbH12KDSdtgOO/cBKumn8Nlv3vRWy52RbYequPAACOP/JYTx/WMA6dexA0TcN2W2+L5StXeLa5YeGNOOrQIwAARx16BG5YeKNnu1KphE/M+7hr+SNPPoY9ps3ABzffEgAwccJEAMC6zvX41OknYvJ+0/CN734b/132XOT4CT1gRxDB4oVR/EeXZXQOrlZeL3uyOWlW9xYNXqjFKkCU3JxbiyzFExydWY5BLaPtGwlrFmxcj93KP0LqVWHRWxws2lHsR62QWT0Re89l7XrTItFKzwZqo9ja+3lwaJC6Wr9+WyzNQmt5XDBLQAo0MQOWEEKGDV433EhjMKFzFbDxRKwdWB3emBBCcqBUKmHW9D0xa/qe2GHb7fGXG6/FzjvsFNhe1yt/l/qqtgR+tLa0mq+96nGsXrMa9z30AJ59/r8QQqBcLkMIgR+e9z1X27bWNpRK6tc43/3J9zBrxp5Y8Mdr8eobr2HO0Qcpr0tqMK2nAZEieTHgrZ5l+O/apXhq9T2J910E0q6g7u9HW9QsizTKR0W5oEmmhJVLVHZMtylo2rJEk8wmT3Yeo82hEYLVRsCy2KepfSacfwLUM2DV5lDdgsD3BoGx71JS0Y1xvTLwBcqQUqCJGbCEENLwVPNfAcUbg6R4jOlZA6AJXbI771AIIcTFCy+/iBdfecl8//Szz2DzD2yGrbf6CF5783W89MrLAIBr/3o99tx9JgBgi822wJP/fgoAcPPihea6ozvGoKu7M9L4Ny1eiGOPOAYvPvwsli39D15+9DlsudkWkbJtp+0yFf98ZAleef1VABVRF6hkwH5g4/cDAP6y4JpIcZEavKrMCKXiNuq9JdhXBQmJf695AIN68F2XNPGtnRW9p8R7iFskKonH3Gp5nX4N0s1stZPMTjJ7MbMb6+/P1keGwneS38aaWJnG70WY8CwVR63edPAULJ1oiGJB4IU0LAhyuF4WovLta9L5sAghhDQ+hgRbzjkOEhcNQEmMRi968w6FEEJcdHd34dQzT8fH9p2KXfefjudefAHf+do5aGtrw+9/9hsce8anscvs3aFpGk47/hQAwHlfPRtnXfAtTJ83y5aRetD+B2DhHbfbinCFMX/hjfj43INtyw6bd6ivDYEXG07aAL/+0S/xydOOx5Q5M3DcFz4DADjrjK/gvB/+H3Y7YA8MDQ0p90fs8KpyhFFvtXk/zOyxhk8qSFbcjtdbSvvIOycyZB119Kiip/R8GREjO7JiaOAnIToF2uDSXJFHd72Oi4xhQaDpGmBJiq99x30f6jdf2TNgpWLxLyPr2y2suudfRPIG9t4TKXvAmr27RxeCRbgIIWQ4kbQHPcmelnIz+ks9eYdBCGkANmhvxsrewUT7C2KXnSbj/lv+7vnZvnvsjUfv+Kdr+R7TZuDZB55yLd96q4/gibuX2tpZWf2C2wv7rvmLXMu+ePIZ5usTjz7Od/27Fyw2Xx+wzxwcsM8c2+e77zrNFud3v3m+aywSDgXYhqJRnCzrpXHOjGsPY/vF7M6l9e8rif0btw/v9aKUhIpeQCpZ1DxCreKj/X28Qa2P49e/VbqRnZPABPkZBRjzJCFsHsHqcxFiu2Frqp4BK/xsKRLKko6DqHrANpcpwBJCyHCBRbgam/ZBiV6tC4NDA2huask7HEJIgVlyyvS8QyDEBi0IGgqeMNZH9hKOKJDPWOpbH+mCRlSyJV2FoaJR8+/0zvo0REK3hJeMYOrlG1oPZgZsBC1Zs/yMS0+bAYsPrrDmqAoPD93wOYlipyIieMD6YVoQpPb7V+nfMwMWesUDVvJeJSGEDA9ETkUdSVJ09PUD0LGq6828QyGEEEIiQQE2Q5LzOM2S4p+kppNNmUxLLcb8JTnj0bNqne1Vo5HRM2Cla0l0fIf0/sCVDZrIZCd3BCZhEWJq0SFdVfJNHRYEyqhmPGuAogWBgLeGL80fzhz+XAkdgIamMgVYQghpdMybsjo9YBuZcT2VojQre92P3xJCCCFFhgJsRsR9vLxV2wIA0ES3iMi4ZzwPMTlcfErGeqDaV+Am2nMf1dfz6qGK5a5C3BzWJKjk0wZFIDxeGdSXfZsktYxd1b6lb1v/Hiw2DNK+XD25VVj8aoOaaVCfX5/B075zZWYSe3nASkgp0MwiXIQQMmxgBmxjM2H9CgDA2oE1OUdCCCGERIMCbMFpFx9C6/iv4s3e5eayOCeO8cWi7NJ2I2UjKrWVnq+jbVF9J+law/uMqc9WtEfN7UexiJ2KWolPk4YA67Qg8Ispmf2StAirG9miEY6bkutn3Gq74Fxq8YCVwpEBG2V7vKwOPAZNwILAEGDT+2Plv80COiA1NDMDlhBChg96nX+XSK509K0H0Iwu2Z13KIQQQkgkKMAWHCEEhNCgJyb05C8IJv/UdxqZiMHvlUfOWIBVywGtr02csb3HSWG/SecL63je74qFt3gaD2cZropoKjxaGO1iF13zPc4jWhB4LJfVP1My5f3meWNL6JAQaCoHVzwlhBDSKAgIxb9LpJhoAEoYjT705h0KIYQQEgkKsA1FfAHi9e7nAQAr+oaTYb26XKQqa7lb1Cf6NHoGbJTMVKVH0p3rGD9BMafJLMIlvDNgVdath6QlQd3ITlWYEGPsJt1ehMt3Xencn7UMWL2aDRQpA1Zpfwuo2HAEIo1Ca/V140fQFlcyYAVaWISLEEKGAZVbeRRgG58WvQmD6Mk7DEIIcfHqG69h8n7TbMsuuuRiXHLZpdj/qHl44uknY/f93Z9+D/c8+I96QyQ5wqvKDKlPP5BmD3EywZb3vYYbXrkEwGBdURDAJtlUTTMlJMrlsvPT7OMJbBX0qHX9fUQ9wr0NIqLiHY/Rn26Kf2k4trrHS6qftMRh6cgzFbH9Vb2EXo++InjAimpZMCdGES6hblAbEz8PWA3NzIAlhJCGx2nFQxqXUQM6etu6MDjUh+amtrzDIYQUlOZrJkP0rkisP9m+IQaPeyqx/rwol8solUqen13w9fNSHZukDzNgSSBluRarBpL70Wo86j1JlwHv0ietrEEvomTAJi2HChlWhMs6NpDOnkhimwwPWNX2En4/497Z3NZ5qgme0rZMAeGXaetcXwOgmxm24QT0mdqxHPBnsGpB0FxuSWtwQgghGSPKzIBtdDr6+gFIrOh8I+9QCCEFJknxNcn+dF3HqWeejgt+fCEAYOI2m+CbF56DKXNm4OEnHsX3f/FDzDhoFibvNw1nfOvL5nX2qWeejpsW3QIA2Hr6DrjwZ9/HtAP3xC6zd8fzLy0DAHT3dOO0sz6PmQfvjd0O2AO33rkokZhJMlCAbRiCqriny0tdz2Y8YoU8nTojj+0jPmb9BXMKriLkuHGJaKrmtyp9BSAAQIq6BWJj/ZrbqfeeC9ufRvZy5PETPkqNOazv8Uj/SRW2GZJm/Oa4ymM43WP9WlUtDhSPDa/9J1O2IDDwEvAFZKUIF7zvQhNCCGk0RMVehjQ043rWAwBW9r6bcySEEBKNofIQPv2lU/DhD34I3/3m+QAqouluk6fg8buWYOZu03HGp0/DkkX346l7HkFfXy8W/f0Oz74mTZyER/72IE474RT84neXAgB+eOlPsffMvfDQ7ffhrhtux7e/fx66e1i0sChQgB1RjOxHrrKyY/WScRqVKFMWRYBNDqvAHG5qYMZoCLcF+0oYdze1CIdMCVYPWJvBgM+/RlsBLfafgACvWVuzqgCrICj7idmpWxBUN8PTr1nokJJ/JgkhZHhQ/RtLD9iGZ0JnJQtt7eDafAMhhBAHftcsxvIvnP1VbL/NR3H2l79hflYqlfCJeR8339+/9EHsccg+2GX27rjvoQfw3LLnPPs87IBDAQC77LQzXn3zdQDA3x+4Fz/59c8xde5M7H/0Qejv78frbw2nOkCNDT1gybAhWgkmP/x68Bab0nUWrY2sPE6gJpZirDG6jppzGTx89dF66RQZg7JB3dHEGzs5pLG3E7g4dMYlzS+IkWVba6Eb4mOkjVGZMyMDVnF7PLus9CFyuF8ohIzluU0IIaTA6PGeeiHFYVRfF4DN0C2Z1UUIKRaTJkzE2nVrbctWr12DLTfbAgCw+67TcN/SB/HV076EtraKh3Vba5vp+9rX14cvn/s1LFl0PzZ7/6a46JKL0dff5zlWa2srAKCklVAeGgJQuZ68/vdXY5sPfSSNzSN1wtSeLIl1HT9yLv6d9YDC5J1YmpFqLIm2jxphfDEwSCwKrvYezxnVPl5UD9gkbDX8sibd49lEbJGUXJ+sNYgpSit6plYcYKM9Hu/tlRvRAxbC0/PXvaTyJ6aslAHrfQQZGbBa7IJhYeNWM2wDLAgIIYQMF4T3Ew+kodAANKEDfejNOxRCCLExumM0Nt5oY/zjofsBAKvXrMZd9/0dM6ZOBwB85pgTcMA+c3DsGZ/GUFU0tWKIrRtMmISu7i7ctGhhpPH332s//OaKy8xrtX/95+l6NockDK8sM6L+x2eLfbJY39Yls23BMSQ5f8XeF/VRFWJjKNDRLQiS3ieRDGtTjCU+siqpCuWiVV6dODNc7dYMXt8TVY/WGn5yqVc7NQHW9xtsbkcOf66EDsk/k4QQMiyo3XqlBcFwoKXchEEwA5YQUjz+9Ivf4Qe//DGmzp2JucccgvPOPBsf2nIr8/OvnvZF7LzDTvjMVz7rKlY8ftx4nPypT2Py7Gk4+PhPYMrHdok09jlf+SYGh4aw6/7TsfN+u+H/fvq9RLaJJAMtCBqG/DJhs/L2zNaPM8u82WJkMatka4ZFGvS5V0ZkIFKYQm/cY8wQGY3iUjV5UVZjCrvIqu+gS3rPRrcgkGgqC6DZuqQam/mF8vaA9Ype3VLD6QHrM49C3YLA3/xDBH6eFJ4ZsMJta0EIIaRRqfyN5W214UH7oI6eUjf6B3vR2tyedziEkAIi2zeE6F2RaH8qbLf1trhr/iLX8rsXLDZfn3/Wuebr1S+8Y2v33W+ebxbosvLHn19mvl629D/m610/tovZd3t7O37zw18qxUmyhwJs4SlGZl4RsM+ER7X06tJcsnEDxcdoESW7x+uRVP0eV/fuJoqIKtR7jtCneo/OWHUp66hzn5xAZwqwsf3phM9rWA4saX8Lawas6hyqZsAaRbjU+vVsZYjsuQihkkW4CCGEkAIyprcPq9qAFetfw6aTts07HEJIARk87qm8QyDEBq8sSWFh3pkaQcKUqmilPtdJFc1KFmFaEHj7eVrzYu2ZwPVGYnjnJiMnRxFgjQRXTTilY2csTguC+m8WCOHMgDXWda5vCLAqGbB+fr6GAJvWn6tqvx7TIoTOIlyEEDKs4G/6cGFczzoAwMq+93KOhBBCCFGDAmyGxHzIOuEohj9BJYaSxhSNAndTI+9D9djjiZBa1GEceGd5GnYINVsEr8ftrcTzg0t+z0oIUU8GbA3P2IRVnK610HXpWKLQu0JWq/H9UPOADesrDw9YZsASQsjwgU+VDScmrK88VrxuaF3OkRBCCCFq8MoyI+rPtBtOJ41JbEs9Mqvq49OWnuuqmJvtvpc+Wa9JiIWJecDKZI9oEZKn6G9YUazvlSGDRhFgS46fcX8hPOhXyF+o9utLSXCP4gErvTVdQwAtiXT+XBmZxN4esDoa+wYKIYQQMjwZNdADgTZ0SxbiIoQQ0hhQgG0YkhAB0hSb8vFnrIysMrbatsfeisLoeAFbYBVmXfH6PP6tvGEysgdsJYvSr0BUlH4MAbZmQdCoGBYEmj6kvE6TrFXgCtsD0lbpzpIBC+lcFIJqQ3ULgqA+hUzRgsA8Br1v6jADlhBChg+NfZZAnJQwCv3ozTsMQgghRAleWRaeIih7RYihmCfNQlij8hOE06/fHreVqCuzF/UdGtL3TYQ+7PPv7MWaeZnGXhAJ5LZbqQmwqhmw/vPm5/8b6AEbaTd4Nfb2gFWxIPCbRykrsyxk/DJpKnh+P4SkBywhhAwToprtkOLTWi5hEMyAJYQQ0hhQgC08BT9RLGB4SZedUqMYIjUiVoqP+uB5cF8RrRISGNOKsPzXv3dvOU2vV4hOiIrcF0WABZpc+9w7m7UiZMra55ZN1iPvDc3HcsKxzLAgkGrb491jReTWIh7bqgTbN0vwzyQhhAwXivG3niTHqAEdUvagt78r71AIIcRk4R23o3WzsXj+pWWx139u2fO+n//+L5fj6huvjRseyZGmvAMYSdSnHxT7pLEQOmwhgvAiJDDHgVHfnravHXlKvArbK68b1YKgfqwWBOHt7NmyziXxxk8DAVFWtyBwUhPVw7yAvbK3o4yjYiug7gHrO7qRAZuyEKp5ecDSgoAQQggpLKN7e7CiHVjR+To2b/1o3uEQQgrGnAcPxqqB1Yn1N6llIu7a8/bQdvMX3oiZU6dj/sIFOP+scyOPc9udt2Pe7AOw3dbbuj4bGhrCaSecErlPUgx4ZZkRyT6onC1FkX5VMywDHspOKpQIYwKiILve6xhM/vF51VjSQHq88mtRTGJ5wKLFsr4IEMIDSnBJGdrG3pXzT4ffmIYAGz7zvhYERk+pWRD4/xkUQqcFASGEEFJQxnevBwCs6l+ecySEkCKSpPiq2l9XdxeWPLYUl/30V5h/618BAPcvfRCHnXSU2eYr552Fq+ZfAwA49wcX4GP7TsWu+0/Hty46F0sffwS3370YZ3//O5g6dyZefvV/2P+oeTjr/76F6fNm4f9d/ltcdMnFuOSySwEAl197JWYcNAtT5szAJ087Hj29PYluM0kWZsA2DMLnNUmWeHMbln+ZHfkYMFSIakEgEhO3zCJcRjZxVVD0F4WrBbvqVmSTnUnTgqCODFg3wvHOvdHSu2lgn+659RL4K8t0XSUD1seCQApoENBSvl/omUUtmAFLCCHDiUZOiCBuJnQuB/ABrBtam3cohBACALjtrkWYs/dsbL3VRzBpwkQ8+cxTvm1XrVmFhXfchn/f9wSEEFi7bi3GjxuPg/efh3mzD8DhBx1mth0YGMDSxfcDAC665GJz+WEHHoJTjj0JAHDBjy/EFddfhS985vRUto3UD68sC4YODa9sPteyJMmcvXh9BZ6q5pZSmPUJdGh9+QzH8ifoUXyvGXO1DknXDSowlo+Nau0nrD6Hj/q/G8lc1FUzYMuDimNLlOCdGeoZjbB4wHpYEERDoQiXMIpwhXvA+s5eVVQXekoZsIZlrkehMCGqQj0hhJBhQNGfgyFRaRvsgxDt6JbM+CKEFIMbFt6Iow49AgBw1KFH4IaFN/q2HTdmHNpa2/C5r38Bt/ztVoxqH+Xb9qhDjvBc/uzzz2Hfw+dil9m747pbFuC/Ad6xJH+YAVswNOj44Ot3WpYoyWaNjWtz6tu+9OWSqCOEtc9qf/rHESSsqhLNgiDZvWQUl/LLqHXmgAIo5NcoiQxYYz8Ix3t3ba7aK92xTjjeVgfuRfV7wErDATaXTFQJyfuUhBBCSGFpkqPQL3rzDoMQQrB6zWrc99ADePb5/0IIgXK5DCEEDplzkO2JwP7+fgBAU1MTHrrtH7j3oftw86KF+O2Vv8edN3h7zHaM8hZnTz3rDNz4x2ux00d3xFXzr8EDSx9MfsNIYvDKsmGwKhsFysgqUChRSCNsPYEsysYm+vYLi0wYB2GKit7rBxWKsib76h7Zj0rjp2BBAAiU9PAMWIOS3hL4uTCnRsDuk2uZs8jTb+/Ln6oAqzi/QQJ6WhYEtUJuHp8JCVlf9URCCCEFoYD3XUkCtA5pGEJ33mEQQghuWrwQxx5xDF58+FksW/ofvPzoc9hysy2g6zqef/EF9Pf3Y+26tbj3oYqVQFd3F9Z1rseB+87FTy74AZ75778BAKNHj0ZnV5fSmF1dndh4o40xODiI626Zn9q2kWRgBixRoPFPWSXkCLJLsI6c3dhRi3DZ9er64xQ2cdEp+Dlnwsj4LOKxLaANDcRa0y5g+omZbgsClSJZ7l4iCLCIb0EgZWXfidSKcPkjBDNgCSFkeMGbasONUYNldDX1ortvLTraxucdDiFkBDN/4Y0464yv2pYdNu9QzL/1rzji4E9g8uxp2HKzLbDz9jsBADq7unDkKcegr78fUkr8+PyKt+vRhx6JM771Jfz6istw3WVXBY55wdfPwx6H7osNJ07C1MlT0KUo3JJ8oACbESLEW5PUT55SWp5jC+uj2Y7HtIX0euDc/S4u9bjVJkM1e1EiII/Rb+TkvpNJ7X/DREE5A1YCLQ6B0CmvWoVSYWthXSm6AKu0XETJgPWxNQBStiCoxiwcY+vlqgDL325CCBke8Bd9ODK6txfL24EVXW9QgCWE2JjUMhGrBlYn2l8Qd81f5Fr2xZPPMF//4NyLXJ8/dPt9rmUzpu6Op+99zHx/94LFts+/87VzzNefO/FUfO7EUwPjIsWBAiwJJ4I2k8eJrW+WZ3iR9gQJmqTin+4nUz4qYgYsgFqialz7BkchKUc3dj/U4LbFoCI3NsXMgK31Abj3qjD+v/LOIs5H2XcVNEglUVVdgK0cEx5HolGEK+NM1BZZrk4WM2AJIYSQojKuay0wsRWr+lZgy7yDIYQUirv29PZTJSQveGVJwkk6ezcR4Su8E/8W0R88zzu7Nok9kIQdQVAPMqYHbjLI6kPxRoEtP09YvxjjesAmS60IV3gGrJCV/zSjOTg225RYbRrgeq26PZWMfh8/WY8o1D12vTNgNYHUMmBND1jHMdMsK7YJegPcQCGEEEJGKhPXrwAArC+vyzkSQgghJBgKsA1DfiJAIRMFESMupRWSn+csfVjr3lmugkNqHQohIw1edfVMwF9TWMaPu3YdJF6gqSK3azF3pNdaTssFLw9YQ0CNkcMc3MqwIFAQuP16lNVjRZPZPrDRrFcEWJma9QEhhJBsSeqWNikSreV+CDEKPbIn71AIIYSQQHhlmSH1aTVOH8f6+iBJI6GSRZlvlmgQip6eAUdf9MfYE5gLSxdB3wvhIYNbE7vj7haBZAV2w+80ygqjSx32RYEbYxHKPYYRyj9S7iJclaxY5/padVRFD1gvqv6+qXnAmtPhyIA1BFherBNCCCGFpkm2ox+9eYdBCCGEBEIBlijgL+hEF92Kgbqk0ljb10hOtEkKW8J8vN7ep//xWW2b2O5NamuSO94MIdepqZpvLUPppmgbZXyVtlGKcPmNItIVYH32XLMZc9G+OYQQQgix0jakYUh25x0GIYQQEggF2ILz/rf/CQAQej1FedIne4miYKJIYOZgtFjrkeDc+arC81O/vFZ3pOrRRMnuTSprVNi2KeLMWeJVy9D0Gj9pZAJz4zMPLn3aUZTMuSgQNQsCo0OVgl2+FgRGBixKqsHFQnN6wOqGByz/TBJCyHCgsW6pkyiMGhiCRB+6etfkHQohhBDiC68sC84H3nkI+973BUwYmJR3KJ64xaKReXpb2K2u2yg3ihgYzUE0yUkT1VJJUvkR+qQGT1aClREFWCPDV/fYbg/Thep/vQpdRfSAFYpyt+kBW998VzJg0xFg/ea7WQ5ZRieEENL40FRmuDKmt+L/urzr9ZwjIYSMdFo3G4tvXniO+f6Syy7FRZdcnFj/v73y95g6d6b5v8n7TUPrZmPx3IsvxOpv4jabJBLXq2+8hsn7TUukr+FMtlVNSGya9PiP8DYuaqfJaq3Slkj9+8+0CFcA3lEkNy9R7SiSGdnPN9QQJsu2VlaPVSE8MkBzp94CIWHCqHexNHdZrvBxoGQrYFgQlBV69DtCq/sr5WJYzkJuTdWsaF6uE0LIcIK/6cORcV1rgUntWN2/AlvlHQwhpDC8etQBKK9ZnVh/pQkTseWCOwLbtLa24pY7bsM3v3gWNpiYfBLdGSedhjNOOs18/50ffhcf235HbPeRbRIfiyQPM2AzpCgST+MQNmNZzmjee0/N4iCuWORvTiB92hkfx72QEXWuX+1FeouoEYwTKv+towiX37s4RJFf/eVjGRiN13IZ2QPWXYTLu3PN0X8w/hYEInsPWBbhIoQQQhqCCZ3LAQDry+tzjoQQUiSSFF9V+2sqNeHUY0/CpX/4teuzFatW4pOnHY8ZB83CjINmYcljDwMAdpm9O9auWwspJTbZcQtcfeO1AICTv3oa/v7Avb5jPfjwQ7jx9ptw6fcvqcRXLuPs752HGQfNwq77T8cfrv4TAKCruwtzjzkE0w7cE7vM3h233rnI1Zdfm1ffeA077TMFZ3zzS9h5v90w79iPo7e3UvTwyWeewpQ5MzBlzgxc9uc/hM4NoQCbGfZsuzgkIQDmLSL6IQPfpjCCL/H3UkHmNnIYyYlLUTJgVR1E1fuT1dzPKLJjMiMnS70ZsDVqWb9Wh19jnpzCorT9o9a7VyatM/aqABvTY9cISQhAk+k+sCEcInGTmbVLAZYQQoYHBTlXI4nTUh6CEB3okb15h0IIITj905/F9bfMx7r162zLz7rgm/jyqV/AkkX34/rfX43Tv/lFAMD0qbtjyeMP478vPIcPbr4lHnp0KQDg4ScexfQp3o/1r123FqeedQYu//nvMHbMWADAFddfhXFjxmLJovux5Pb78Kdr/4xXXn8Vba1tWPCHa/DI3x7EXfMX4VsXneNKkAlq89IrL+P0T38W/7rnUYwfNx43/20hAOCzZ30eP7/wJ3j8riXJTd4whxYEJJSg09Woj50XhwxFFWuWpshvvmyPeLvCSGI+4mxbveP6re8v+Onl2mc1kbIoFh9Ri3BZxdSQ+Q/QdqN7tKpJ6JUbTwK6wvwG53hLaCndLzS+ks7xmyUzYAkhhJBGoVm2o1/05B0GIYRg7JixOO6IY/DrP12GtrZ2c/m9/7zP5tXa2dmJru4u7LHbdPzzkSV4/QNv4LQTTsXl116Bt955GxPGjUfHqA7PMb747a/iuMM/iRlTdzeX/f2Be/Hv5/6DmxZXBNJ1nevx0isvY9NNPoDv/Oi7+OcjS6BpGt5+9x28t2I5Nt7ofea6UkrPNgCw5WZb4GPb7wQA2GXHnfHaG69j7bq1WLd+HfbcfSYA4LgjjsGd/7g7oRkcvlCAJcnQEDpsUYWUNOMK7jvJ3ab6mDlQEYOtreuPo5rZ6WNpIGAVoJPb6uTzX+uT+6SfNYCjlXuRjwrpS5QoNUglv1hv/1opRapFuPwoGQJs3U8vEEIIKQpF8eUnydM2KLC+uQvlchmlUrbnDIQQ4uRLp3weu8/bCycefZy5TNd1PLjwHrS1tdna7jFtJi778x/wxgc2w3e/eT4W3nkbblp8C2buNsOz778suAavv/UGrrz0j7blUkr8/MKfYM7es23Lr5p/DVauWoWHFz+A5uZmbD19B/T199naXHfzfN82rS2tZjtNK2GozKcN4kILgoYhzxPGhlBX8yXRKUquMy1xS4Kgz3M4TqLqhpZH8K3r10OydgrxLAi8ZFuz2JglS1ZYerdehEbPZBcegru//YNK/35rGzNSSk2Atc+TQZOZAUsIIWR4wF/04cyogSEAA+jsX5V3KIQQgokTJuKIgz+BK6//i7ls9l774tdX/s58//SzzwAANnv/pli5ehVeeuV/2GqLD2Lm1On4xe/+H/aYNtPV7/9eewXn/+hCXHnpH9HUZM+n3H/Wfvj9Xy7H4OAgAGDZ/15Ed0831nWuw4YbbIDm5mbct+QBvPbm665+VdpYGT9uPMaNHWfaJVx383zFmRnZUIDNkpFw073Ookp1DZ1Ai/hj+/ddlGyLJKJIakuEFLbCV965jyrxaJbXnvmT1c+KsQ/CiWpB4NVFwFwKCW/v1oiIKLKzpmjx4L3dxihZZ8A2FcaWghBCCCFhjOntBgCs6noz50gIIaTCV0/7Elaurt0UuuTCn+DJp5/CrvtPx8f2nYrfV4tkAcBuk6fgI1t9CAAwc7cZeOvdtzFzt91dff70t79AT18vPnna8Zg6d6b5v38+sgQnf+rT2O4j22LagXti8n7T8MWzv4qhoSF86hOfxJPPPIVdZu+Oa268Dtt8eGtXvyptnPzhZ7/BV847C1Pnzoz0NOxIhhYEGVG/ADR8Dmj1bDvFbMuAx849l0vH+grkOfv1PpZew7+XZBxgoxXhShJnYSm/WCRqVgn272RcATjhLZES6k+8S49X6lsipdf2R/luWscPEn01pT/IQZKuEEjNA9bqBGylSacHLCGEDCeGz5k08WJ81xpggw6s6l+JD+UdDCGkEJQmTER5zepE+wtj9QvvmK/ft+FGWPvie+b7DSZOwjW/vdJzvSt++Qfz9fQp09D3+jrPdr/54S/xmx/+0nf8i86+ABedfYFr+QML7wmMd4OJk3zbPHXPI+brr53+ZfP1LjtNthXg+sG5F/nGRSpQgB2G3PXWlRjQ+/MOIwWsp85xRJHGEFLqukDIMQM5F1HbL4s2oPNiF46LZ0FgXdvAFIcdm+uVKRzLgiCCWFtPkTMpAS1VAdabkhlzY/xuEEIICYO31IYzEzpXABiN9eXOvEMhhBSELRfckXcIhNigANso2NLigk8f1wy8F/h5kmT9aHd86Sx90U03MytzDcMXtT0VN0AZUcQzxEFhexsfw9tVJcvXHWdZqUhU+kjoyt8pIWs5o1Ilm7fa3qv36PJrFAFWrQhXkAdsmgjp7QFbogcsIYQMQyjBDlea9DI00YFesDgMIYSQYkIP2EahoCpAsbMJg8jyBDzlserKes3HI9WrZFS8fgzxrIr5JH3lhW4T/hyib+xRXT0m0leF5LJzavvU2aO7cplpEaDs3SN82npFr+4B62VVIIEItgzJ0WQcO6JRf+MIIYSQkUWz3oYB9OQdBiGEEOIJBdgMSbZSenaojJZnPkERchmC5ijf+KJKhHVEG9F4u2LFK2qvY5DY3Mb+SiW9d6MU4bJ6sAbl9xoIu5gobQqsaoC1vhQnTQi1DFhI7x7rM2VQx5kB2wRmwBJCyPCCv+jDnbYhgSHZhXK5nHcohBBCiAsKsBkxcopwNUqcIwMNyWV7hvVRXxGu+o4bAd0moHnFUiu1pNfeJ1atMal+9AgZzXGzht2x6h5ZseFjR7AgUGjrO7T0jjk5vEfWqgJsLum3hBBCCInMqP5BAINY37si71AIIYQQFxRgiQKNIqo2Spx2Rqa8k9RWa2ZvXh6wuuWYqNkUSOcSIGaRKIcBQgJIiEiCn/2Yl6ImjNYEZ2lrmki0IooAK9QyYH3I6lvtyoCVzJ4hhJDhRtaWSyRbxvZ2AQBWdL+VcySEEEKIGwqwjUKEIlwjhXT9Zx19h2ZK5lfEKc7FRFIXIErFnzzHr7ROuh5xbTcF+JOmcNgkaS+iPiPeFgQ1nMtqkmzlrdW2QKGAXMD4wUTwgPUZJc0kVL/vglYVjSU9YAkhZJjA3/PhzriuNQCANQMrc46EEDKS+eGlP8HO++2GXfefjqlzZ+LRpx7D/kfNwxNPP5nJ+L//y+W4+sZrMxmLRKMp7wCIIsP5nDGxbfNXaSKUFvJev44Yi5Jt4R2FkcNZf4xeBZSCV6h7SLOCfa2z4O2oCI1uMTDu/k1y35bLQ4n0Y96YqIZm1w9l4Gv1eRA+N0A85kOoCbC+3z2kbUFgjO/jAVtXkTtCCCGEZMX4zpUAxqGz3Jl3KISQAnD1z59Cb3cy11gA0N7RhOPPnBzY5uEnHsHie+7AI4sfRGtrK1auXoWBgYHEYlDhtBNOyXQ8og4zYDOkUYtwZU+d25eYr2eEISMXu0qJyJtuX8EZub+Tar2Di+qcJTdXXiKdVST0ygctkrSmy8rJgaqoa889dq/j2pemLmtYEtRa1ORR1RnRHN+zoH2vAUW2IPARWEtVCwLqr4QQMkwY7qfPBE1ShyY60IPevEMhhBSAJMVX1f7eXf4eJk2chNbWVgDABhMn4f0bb2Jrc8MtC7DL7N0xeb9pOOfi8wFUslbP/t55Zpur5l+Dr5x3FgDg2puux8yD98bUuTPx+bO/YhYanLjNJjj/RxdiypwZ2PPQffHeiuUAgIsuuRiXXHYpAODya6/EjINmYcqcGfjkacejp7enzlkg9UABNit4EZ8BQWfW0p7Jlvj+CBCjcj3hz04Yjl6Ey9K+zjmqecAGxGK3QnV8lP9VmS7j2ADYkeZ/vBHCp39TnY2SK558ES6/dnn8fGpVWTppmwxCCCE5IfiLPhJo1lsxQAGWEJITs/faF2++/Ra232syvnTOmXhg6T9tn7/97js49wcX4M4bbsdjdz6EJ55+EgvvuB2fmPdxLLzjNrPdgtv+iqMPPRLPvfgCFtx2E+67+W48dudDKGkarrv5BgBAd083dttlKh6/awn2mDYTf7r2Slc8hx14CJYsuh+P37UE2354a1xx/VWpbj8JhgJsg6AL667K+vSxGKerVmmmGBH5UV90kcVAS3NX9qTtMy/8fEKNd8EZsvnrloaFQrgFgTk3ypmbUSKoH10vV/uLXoRLeiwz+ql5mNacd929VNeJlO7p7MdvXQ1SqaCV9/oyqOsEEK5jqIKZAZv/QU4IISQJ0v6DQgpB2xBQlp1mhhghhGTJ6I7ReHjxA/jNjy7FhpM2wPFfOAlXzb/G/Pzxp5/EXtP3wIaTNkBTUxOO+cTR+OcjD2HDSRvgg5tviUeefBSr1qzCCy+/iBlTd8c/HroPTz3zL8yoZsD+46H78crrrwIAWlpacNDsAwAAu+y4M15783VXPM8+/xz2PXwudpm9O667ZQH+u+z5TOaBeEMP2Aagr3U8PvK/hXhlp23yDqUxEK78yurifISUonjAWgmWXeMSvQhXvQFY57Y+n9B469rzi+ubRcOCoH4B30BY/uuF+5M69qDv+kJokIj/+I+EzMQD1knJNGYo3veXEEJIXHhTbbjT0TeIdc1DWNfzHiaOeX/e4RBCRiClUgmzpu+JWdP3xP9n77zjpaju9/+c3XuBe+koiB2NorGgNGkCKtVeEbskGkuaX/UXY4w9mphvEpOYxBhL9GvUKGJvsUZEKYJi76jYpcPtZef8/tid2ZnZ6XV37/P2JXd3duacz5yZ3Z159nOezx677o5/eSyIdexhx2DeIw9gl52G4vAZh0AIASklTpp1Aq668PKS9WtraiEK2kc2m0VnZ+k91+nnn415N9+FYbvtidvn3okXFi0ItW8kHMyArQB6tG1AVknWuLkciMpt1LJlzw1U4oW6Xa5r+VgQRC9q2fgLSCt3U51EGfrwRrcfilQzYD1icHDwspV1pmd+e9WCwGPvXtcDkP+a8VaEy9oeIhkJ1DwumgWBr30lhBBSrsjEvlFImvRuaQQArGr6IuVICCFdkfdXfIgPP/lIe/76229gu6231Z6P3nskFix+CWvWrUUul8M9D83DxLH7AgAOn3kIHnnqMcx9aB6OPexoAMABE/bD/Y89iFVrVgMA1q1fZ5npakdjYwMGDxqMjo4O/PvBuVHsIgkBM2CThNd80aIVFTJPu7dW1UJVM08pe9YvYaMsGSNfQxY2fzIAhniLN1ZOdguKtMhsLIPDm/MrwFogdSNr2Y6wziYtiucBPWCdNhMZSCVEEa6U7pczyBX7J4QQQkhF0L9xPTCoD9a3r0s7FEJIF6SpqRHnXvozbNi0ETXZGnxnyI64/rfX4fgzTwYAbLnFYFx14eWYfuzBkFLiwCkzcNiMgwEA/fv1x64774J3P3wfo4ePAgB8d+iuuOJnl+DgE4+Aoiiora3Fn6/6PbbfZjtP8Vz2/y7GvocdgIEDNsPo4aPQ2NgYz44TT1CArUCo48aHXmyRUlaf/6OdmKUJmV59PS1WC6JURVRiXsB9wn0cRNlbUaQM4gFrv4200Vb120htJa99+5HQBaSnDFh7D9h4LQgyhf5NHrAeYiaEEFJJyEr5PZ2EoF/DGgD90KA0pB0KISRl6nrWoKUpuBWaVXtujBg2HPMffKZk+dP3Pq49nn3ELMw+Ypbl9g/edm/JslmHHY1ZhYxYPeve/1p7fNTBR+Cog48AAFxy3kXa8jNPOR1nnnK6a9wkGSjAJkSU07957RgBFofj6w0fobm3AnTPP39j/XxI6e0XIgWKrQBpztH0FIwvwp9bNaoI5XJnUnoeB+vbqViYv3bUv/nMzhIHAoMjqlFi00eghHxXRfGelIXM3LBHUyuopRbhcimsZnzNK3kBVlEUZDJuBQK9WRAA1jYWaf0IIqRqQZBK94QQQuKAtjJVTwYSGdELrWhJOxRCSMqcdO7wtEMgxAA9YEkklEOhKWeZxl3E+cbkFbVi0/JQ8aSDWWwzP7dme2Ug9ujWDb06+5he8S5++RXKHCbK+yCjayufK+kvuyWsuBe9B6zXNt2FffN6DlmyPsfB3/s9o8uwdWrT4bUYU5bUpm09YKnAEkIIIRVFN6Ub2tGcdhiEEEKIAQqwhESCg0iTYAJf0PzULDIYu2kiencMMCyvlGxrTTyT+WfW6xSwnG4fbE+jlOZ8F+EKhM4D1tok1mM7BT9dTfp2GD/hNQPWOjc3rXMwC3+COCGEkHKnUq5qSFh6dAjkZCNyueimHhNCCCFhoQBLiI44pjsnmR0cLs8wXM9+xi6yKKQxv7PoBVt4uSTzUuqWOTmneieqfVFCeY4K3V+jBYGGFIZg9Uml2ph49vG18wy2WjPj0QPWGgnrwmHRUXAPNnWREfSAJYSQaoM/qXUNerW2AchhXdNXaYdCCCGEaFCATZCoJARePKrYjWj0I+QuLoY5uu7mCc4ibpD9DRGv3aY+inCZ/VijeHdYecCa+7QldKn78PEXPWDDnb9OuyJ0YqahCJeWFeu16FohA1bXmSiRv4uvQIbxgE0HoVoQpNQ/IYSQqOEnelehd0u+hsOa5q9d1iSEEEKSgwJsQpSDR2pQyjFyYfO4Gog/1y/4684EjzzolvoiXLaZnyX96NxnQw52lOdeTgmScanfozD4bcFoQeC8ahZeLQiskJCx1kwpni8mD1hVEFeq7ROGEEK6MvxM7wr0b1gLAFjfvjblSAghhJAiFGCJDX4vUKPLALVvqYwzFySg2FSxr8hLfd+Fh4pT372uH83R1FsQSAhplF/1GZWle2SRAZoimges56GXukelfrb27ThkmXo+7t4tCPJHJowFgdd+gmLds1qEixWzCSGkikj/654kQJ+m9QCyaFSa0g6FENLFqNu+H0bPmIBR08djzIETsWjZEtdtps06CK+8/mok/b/y+qs499KfRdIWiZ6atAMg5U81XKvqch5Nj6obYRLUhCaURj0CAT1gC/GFj8a7TKf6nUYtAIfG4zR9xyYMz4TpNQGzVFt8zakwlxU+MmCR8WzxYF2EK94MWBUhzKNHCwJCCKkukvk+IemTgURW9EILmtMOhRCSIrdcfhaaGzZG1l5977447fIbHNep61GHpU++BAB46vlncMk1l+OZeU9EFoMTnZ2dGLnXCIzca0Qi/RH/MAOWREQ5XdHG4G8ahrgVnIKIKaUo6csswBo2k9Jiur77cSzNtYyCYOdPRt1OSF0RLuu27Kaa55cE25Oo5GOgWITLcw6qBIrCsz6bV43NXIQr37jQrYGSrbxSEGAVs2hpFX0G3iwIrIk9A9am6QwKGcmSX5OEEEJIpVGb64Z2tKQdBiEkRaIUX4O019DYgH59+wEA5i9agCPmzNJeO+fi83H73DtLtrn17tux+6ThmHDIfjj7gp/gnIvPBwA8+vQT2PfQ/bHPzH0x8/jD8O3qVQCAX137a3zvnB9gvyOn4Xvn/MDQz9LlyzDp8CnYZ+a+mHzEVLy/4sMgu00ihBmwCeJ7VneZUHlhFyIuEVbiVEIrM0+uVHi0EO18tOYVUehbRvSm0MRIH/FGfV6HbS9XsCCIzs/VizhaWFPTZP1ZEJjPH8vDKbwJsMXsbFNsCb23TAmwyKgL6AFLCCFVQmVeq5Fg1HVItGYakMt1IJutTTscQkgXoaW1BaNnTEBrWyu+WfUtnrz7Ec/bfvXN1/jNn/8Xix9/Ab179caM2Ydgz932AABMGD0WCx5+DkII/PPf/4c//P1P+N9Lfw0AePfD9/Hf+55EXV0d5i9aoLW3y05D8dx9T6KmpgbPLvgvLv3tFbjnxjui3WHiCwqwCSG6yJynpPbS/yW00Qs0+ktw+xajml7veW2H1eM8Pv6EMmO2bmAdVrehmtmpb0qxFP4s4vQ4Rd5MpMX1NA9h/21aR2+2ILBfWz123ofBWoC1X9dbBqy5NamoXcV302yXGa1aEAjBDFhCCKkaKjUbgvimV1sb1ndXsLbxSwzqOyTtcAghXQS9BcHiV5bg++eeieXPuPvAAsDS117BxLETMKD/AADAUYccgQ8//ggA8OXXX+HEH87BN6u+RXtHO4Zsu7223SHTDkRdXV1JexsbNuG0c8/CR5+sgBACHZ0dYXePhIR3lsQD5XmxmmgeQwUkTXgL0coT1qERc1qgRRvFbX1kwPpLVnVqyfCoaERgtaYxM9p+zXTIaeMX7chIwzG09oBVj51n8VeYPWCdfoDIf80oirMIa1cKK99d/G9Ac1k4tQiXYAYsIYQQUnH0bmoAAKxu/jrlSAghXZWxI8dg7bq1WL12DWqyNYb7oba2Nl9tnXvpz3D2nDPx6jOL8bdr/mzYvr6up+U2V/zuKkwePxHLn12C+2+9x3efJHoowBJXyqFCvDN+K7cHWcN5DMKXT0oGYfrrfQsvhDlPwp1jmngm3SMu1/NZhijCpcqqEkK3f9ZWHOpYGWVZv06ratsei3DBLhvZSGkGbBJfUXaCvQIpgSy/JgkhpEpgEa6uxIDGdQCADe3rUo6EENJVee+jD5DL5bBZ/wHYbptt8d6H76OtrQ0bNm7Acy/NL1l/1F4jsGDxS1i/YT06Ozvx4OMPa69tbNiErQdvCQC44967PPWf32YrAMC/7i31myXJQwuCioRXj864i0JJjqA+eS8O8S8eSwWPGKby+bMgiCJmY+kpq6n1xnWlMB2BgNYD5hhKzQ/8o2WThj057ZqRwpRJWtqRX/sDpWSELbYvTOHvlDnUOH7llJ7JQmbVB77iigYFUgpkWYSLEEIIqTh6Na8HMAiNsjHtUAghXQjVAxbIF72++Y83IJvNYtuttsHRhxyJ4VPHYMi222Pv3YeVbLv1llvhgh+fjwmH7o8B/fpjl52Gom/vvgCAi8/9BY4/+1T079sP+42fhE8/X+kay/lnn4PTzj0Lv7nudzjwgOnR7igJBAXYiiRZMcKPKJNUZNUkQce6Lw4HJGox2KcDbOQIzYDApXUl6kJP0exN0AzYXC5nZyxQ2ofuX+NypfDX6zhY+6ZCWqUgqxmwzm1b7YFMQPwUhR8RSiwIRN6ANptIFi4hhJD4icz/iFQAGQBZ9EILWtIOhRCSEvW9+6K5YWOk7bnRsnKD7Wu/+eWv8Jtf/qpk+dP3Pq49Pu6IWTj9xO+hs7MTs35wAg6bfggA4LAZB+OwGQeXbHvJeRcZnk8eNxGTx00EkLdAePuF5dprV1xwqWv8JF4owCZEpMV6iCVpXlNHeXSDi4GlZ5nwOX3ay3lqn3EbJO6wI5cxtOIsRJaOThREdewVrQhXWNQUWKsMV2sbCv9HruAB68OCIKcoQNa5xZLWpOoB6zvA0GSgQMoMM2AJIaSK6CpFcUmebkot2rLNaYdBCEmJ0y6/Ie0QfPOra3+D5158Hq1trZg66QAcNvOQtEMiEUIBllQ80Yqf0W+X5KW+1P6xxvcPAR4HRNhYANivH00Grn5muihkthiERZ1AaLQrMFIOvrBFH1Zvx6i478XopS6P01ieDAW7iOIaVh6wXm3Bhces1vzKBQHW1QNWlL5ZtOzTOI+PdTavUC0ImAFLCCHVQ/pf9yRB6jokWjKN6OhsRW1Nj7TDIYQQV357ydVph0BihHeWFUmyv96vad2QaH/2lJToSSWKNHA+4uWRzSF9+anqRcFIerd86LJmmYxcHhl1BmwBb2670vTXY0+ejrmaLevNYkG/mkQSAqw1QiiAFMhQgCWEkIonl8vlH5TTFz+JnZ6tbQAk1jR+kXYohBBCCAVY4k5L20dphxAB4QQc963t10iqfpCXzEn/9x3xBB/d/U/Bv1MUhUa7LF8tz9FKNAyxm2p/YfdJUTNEfU+PlB57L2SYagqnLidYqi157LsQY2nmsNX2arasswBbfJ/o2lAcPAuiwqZomShYENTmEoiBEEJIzHSdH+1Jkb7NDQCAtc3fphwJIYQQQgE2USJL9itDhI2I4YUSCSeCyvTp4J7h5ywNRoBVDaRgzRSw8hEtXSYdnGHd+wiDn701Tr4XusflgH8bBLeiVoU9NA1RxnK7wph4Fn/tBFirNQsCrOK1yJguBpsCWUkghAIJgWwSIjAhhJCYKZ/ve5Ic/TetBgBs6FiXciSEEEIIBVjSlTBce0ethlfKhX1B0IolXD8esMZSUKHDkdLSA1YvijsdcelBPLcjuiJcpe6tXreTunEsiqJW7UjLD301K9hzBqxqKxChB6x2TugUYymz+u5iQWiF3CwsTqRADQVYQgghpCLp2boJQDc0yqa0QyGEEEIowBI7qjhdNwYiLcIVYuhLNpUur7u24E0a9VuEK99yeBU4oxPrRGEqvq0FgVaESr8sdAiI6r3iVwTW76fVbpSUllKzSVULglBhq2KpvgqaXYOFDFiPme1Sf0xlAl9RNmEJ5CClQA09YAkhpOJRv4N8FyMlFU0GQI3oiVa0ph0KIaQL8e3qVTjlx9/HLhOGYexBkzDp8Cl46IlH0g6LlAE1aQdASHS4CDxVe82tF+KMO5nxvdPG9eM3FYjmoPiZoh6F8GvoW0bTpirA+r859FjcquSB/jW/8VtbEFhn0KrZsv4tCKRMsgiXqXiZyAv6NQq/JgkhpPIJPtOFVDbdOmvQWsMMWEK6IqtveQuypTOy9kRdDQaetofjOlJKzDr9eJx0zAm4/a//BACs/OIzPPr044b1Ojs7UVPD+4yuBlN7SLR4yHKLRqwqYidXSZvH+dM+ScuAuAuAecc89T9K/MRZUvAosO+vKGnQbc8si3CVAf5tAKTukbBcXoKw+9BXM4O8fiUURFVPY5mfwp+TOZcWheEvoLcgiO+Y2WZMi3wRLnrAEkIIIZVLXYcCRTaho5NZsIR0NaIUX72299+X5qNbbTeccfJp2rLtt9kOP/reWbh97p046nuzMWP2IZh53KFoam7CGef/EBMO2Q/7zNwXDz/5GAAgl8vhwqsuxviDJ2PktHG46Y5/am39/vo/YsTUsRg1fTx++ZvLAAArPv0Yh5x0JMYeNAkHHDUD7330QaT7TaKDknuClKfsU5mUWzKrowWBzwMf9DyRvsVVy1RIA77G2ZewGU1ZJYOdQMED1n7dkkn5GmFE2aimM6p+qp7rYNmg7opaUMs8RkLNAtLtsvqjiB8XX/12zgOvirUes48MFgQWVgcxUfKjQMEDtjZHAZYQQiodrzY4pPro1dqGtT0kVjV8hq37D007HEJIlfPOB+9i7z32sn39tbdex7KnFmJA/wG45JorsN+ESbjxD9djw8YNmHDo/pgycT/8+4G56Nu7DxY+Nh9tbW3Y78jpmDrpALy/4gM88tRjePGR51BfV4916/MFBn944Tn462/+iJ132AkvL1+Kc355Hp6859Gkdpn4gAJsQnivLk5iw0u9oFhkcn/HPs0zJXDfAvAv3xV1tbCjnhcWJfzvQfnckGlips+Q9EW48vtvakf7m19Hy3HVfSb5Lv9V2FZ6ElUzhT7cinAVYpE6qbyQfSpjfFMUR85kQQAl7wEr+TVJCCHVAq/Gux59mzcC/bJY2/wNBVhCSOL89JfnYeHSxehWW4uzTj0DUybujwH9BwAAnnnhOTz69OP44z/+AgBoa2vDZ19+gWdeeA5vvvsW7n/8IQDAxoZN+OiTFXhuwfM45diTUF9XDwAY0H8AGpsasXjZEpxw1qlan23tbcnuJPEM7yxJKMpDvgpyOR38EtzW8sC2mI9+qnj0I2bOsI325qK0NeNkd49T3y1aiWYsSrNahW7E9VmXAsYIjUWswmTARkPU1gh2P/pYZ2SrGbD+LAi8jVuhCJcSwANWsyVI3gMWQgGQQU2OX5OEEFLxSN8/NZIqof+mNcBWW2BD58a0QyGEdAF2G/pdPPj4w9rz666+FmvWrcX4gycDAOrr67XXJCTuvvEO7PKdnQ1tSCnxxyt/h+n7TTUsf3r+syX9KYqCfn37YumTL0W5GyQm6AFbkZSH7FlZxD1m5XlMSqdVlweRx+FhJry2qjZH37vbahKoYqbXmIJJ3xLFQiS6HwacKnQ59F4qwFoI9iL/NZNzLYCi2g3oFqkZsB6jCkZG33sxGiEhpUAti3ARQkjF49kGh1QdPdsaAXRHk2QhLkJI/Ow/YTJa21rxj9tv1pY1tzRbrjtt0hRcf+sN2v3pa2+9nl8+eQpu/Nct6OjoAAB88PGHaGpuwpSJ++P2uXdo7a1bvw59evfBkG23x32PPgAgf6/7xjtvxrZ/JBwUYCuScpKNiCsu6pH5aEaZJVvqT1rqC2rsXJieWsXipeyZOwa5MegpLQvimShmSdo3pYqG6rb6Yk8B+3fp0Q+aD2vITFj7rUW+CJfUPTdt5V2SNgqwzhF784At9qz7WorTe8AFAQWQGdQyA5YQQqoGXkF3TWpQj1a0pB0GIaQLIITAvTf/GwsWv4ih4/fEhEP2w+nnnoWrf3FFyboXnXMBOjo7MXLaOOw9ZR9c/vurAADfP/5UfHfnXTHmwIkYPmUMfnzh/6CzsxMz9p+GQ6YdhHEHT8boGRM064LbrrsZt959O0ZNH4+9p+yDR556LNF9Jt7hnWWSVOFVXzntkrtslU60ifYqo87q9N5aHPYKbpgLTMl8IBrSYl2DphzBtP+oLQiEV9FRy/qVkEIvLqtCtKkdmTdhyAhV6LVqzK8FgRcKFgQy52ltaTqq6tK4KI53qQWBhEBNrja2vgkhhCQFM2C7Mt1zNWiuYQYsIV0NUVcD2dIZaXte2HKLwbjj+tssXzvl2BO1x3V1dbj+mj+XrJPJZPCrCy/Dry68rOS1n/3oPPzsR+cZlu2w3RA8escDnmIj6UIBNiGiqpSeb4sA8Qh+gVuMvbqu01H3fkYEdWy17c1SxPPSRsGRVRO/wp7VxQxOP5Kx9eN00M7nkEPhuieytB9V/PU7CvpsXfuwCwKsaxGuQna2XkBPoAiXfTz587Mbi3ARQkjFE/tlGilr6toVNGWb0NbejO7d6t03IIRUBQNP2yPtEAgxQAuCCoTXkMkT16TwKInH0TS+2KXDM+8I3SPpzQM24n3ShMOQ4y8LAqXfVvJT+71tJeD8oZ+xKdxV2o6a1WoWVS22Vz1gvfrvyWQzYM09ac+FAikzqGUGLCGEVDySGbBdml6trQCAbxtWphwJIYSQrgwFWBIJwuKRd8pJUg4uohUv7o1tiEQTLUVJ/8ZXnctyhZIQfaSXRC0VC+gzMa1bF6pJgVUl5DJIjdGEYSVsLEYLgpIyWarVgVXfXr8SNMsDL7HaibWmJrVY9B6wGXVh8ggJCYHaXLcUOieEEBItFt/9pMvQt3kjAGBt67cpR0IIIaQrQwGWhCJ92ao8LqXDjUOCexDrAfPTuIgkEzVj+AgrbU8ahFnjsnzhrvBE5gGrCafexkW/nuUWJdXdBCBkcTtdtmu+b+FDhy4IsOoGjhv684A1FEdTMoVFcZ64agazNC0tFOFCNsa+CSGEJEEZ/M5KUqT/ptUAgE2dG1OOhBBCSFeGAmwFUg6CY/r4HQWvV97RX6HHqh0Ze4I5fs8FnQxtBCW9DNiwbSpl8FNCUcwMPk1SQhSLedlmApv607/icxCNIrpdf6oHrNsYF7bXn7NqBmwan3pCQqZhPksIISRygtr8kOqgvr0ZAj3QJJvTDoUQQkgXhgJsgqQv8ZBqxMlEwNlwwOqMTEaA9b+2e2tCyyC1w5S1GVEEmrVBSNQs1KzvQ6A4+v+a9zZjkQakZcB6Pv6qBYEHsVizK3DOgLW2MVG/ouL79CwK1RYZsPyKJIQQQqqCLOrRipa0wyCEENKF4d1lQoQt0JM8QeONs2hTRGaqMYToJMCFPfL+xT2nHsvjPBTqP9Ja/PJDXk+U+f9NGYv6LM/SPS+PsVDR5GPFWwas0cPV6xbSZm2fHrAlYrZTHAUbAc+ZvRYWBB63DIRdlquQkJJfkYQQUh3QA7ar0z2XRSea0g6DEFLlDNhly1jb/9W1v8a1N1wXax8kPmrSDoCQ8CRxMR1GAgovH/nZw7hHw/7HBH8esM7P/SFsHlutY1g3AlO4aD1gMxAeBVhtu5JdMFkQmIpuafHqPGDz63h1ny224s26wZsFgRaN4XeW9G6URaEIFyGEkMonp/0IyPloXZX69hyass1oaWtEXfdeaYdDCEmAP9/5dzS1RGc90rOuHueceHZk7eVyOWSzrDfRlWB6DylbKitrOLoM2KC3Bl62c40l8H2JXWZlEgjdv+5Ylq4KJcRGc56qNgDCa6aoahmrsyCwPAqqBYBUH5behGoSrWfBU23TiwWBWoTLbV2174zFsviwEubzz5VUBWBCCCERotafTDcKkiK9WvL2A6sbVqYcCSEkKaIUX/229/W332DK0TMxesYEDJ8yBi8uWQggnyF7wZUXYdT08Vj8ysu4+k/XYPzBkzF8yhic/fOfajMMV3z6MQ456UiMPWgSDjhqBt776INI94WkAwVYUj2kflVtU8U+dl0yzbex/4nwQLEwmYwwdgFZoqMaPUrNvqWpnzAGNAFWcfZKDU5+f61HPD9wUngcE83X1aKQVwmqjYA3YVlf+Eq1AEhC2i953woZ6flJCCEkTcrzu58kR7+mjQCAtW2rU46EENIVuPvBezFt8hQsffIlLHtqIfbafU8AQFNzE/YZPgrLnlqICfuMw9mnnoGFj83H8meXoLW1BY898x8AwA8vPAd//NXvsPjxF3DNJVfhnF+el+bukIigBUGS8JovFrwMa5oTzvxM7I6jd1tiCEtRFGQy7qJVcXp8dBP4NQHcpk0Bp10OPhh2GZR+8Z0Ba9iyVAhXx9h4/kndc1GyhXeKGbee13XZL8vepdU+RI31+SqEQg9YQgipEqT2wy/pqvRvWA1ga2zs3Jh2KISQLsCovUbgjP/3Q3R0duCwGYdgr92HAQCy2SyOPOhwbb35ixbgD3//E5pbWrB+w3rsNvS72G/8RCxetgQnnHWqtl5be1vi+0CihwJsUnQZ8dWveFR9pOcbaVFmyiRGuts6mIpYeeolOFGMlZR5gc69JfsyXOFuyKITkYUQELnOiNozN1/IgLWyWyj4E3g/HuYMWKcR9GpBYIwzH1aSAqhFBiwFWEIIqQpkgJ8aSXXRo6MVQtShSbIQFyEkfiaOnYBn5/0HTzz3JE4/72yc84Mf4aRjTkCP7j0039fW1lb89JfnYeFj87HtVtvgV9f+Gq1trVAUBf369sXSJ19KeS9I1PDusiLh5aM3zFmB8Y2bk/wkKijdIuwIeSvKpOsvkgxYfTEpt7WKEmNUZ0OUObyAQMZzBmzBNkBvZZs3Ysi3JEx7KorblLZkKtzliprV6n68hVBtBNyKcAnD3/xGhWVxfuTZZUwLBfysJYSQaqGCLsZIbNTIerShJe0wCCFdgJVffIYtBg7CaSfMwfeOPwXL33q9ZJ3WtlYAwOb9N0NjUyPuf+whAECf3n0wZNvtcd+jDwDI33O98c6byQVPYoMZsBUJLyLzSNOzCMYlVDGmqPAZgzlxz0E0ilpOKo3U66R0VcCLLiLhMbtFMRzjgohZBu+pogdstBmw2p6VTOc3j4P/DFiYPXZtldKM5wxYfQxaBmoqh4cZsIQQUjWwCBcB0L0zg6baxrTDIIR0AV5YtADX3nAdamtr0au+J2750z9K1unXtx++f/ypGD51DAYP2gKj9hqhvXbbdTfjJxedi99c9zt0dHbg2MOOxrDd9kxyF0gMUICtSHj5WEljkJgHrKduhO5fL2v7i11JVcA2e6Har1f8NzwioiPstwhX0T5Bsdlvi2UCyKg+eKbEYe/Zr8W2vR/vjGsRLmtf4Iz2alwU84SN+yKE1/OJEEJIueN3hg6pTurbc2isaUFT6wb07NEv7XAIITHTs64eTS3Nkbbnxrr3vwYAnDzrRJw860Tb11WuuOBSXHHBpSXr7bDdEDx6xwMlyy857yKv4ZIyhAJsgnSJS78AO2mWOIJmI/oTkKLGIWbfu5PmfpimrfuO3U9ZJkRWhEsI91EThen5hghlyYPUyMt9EXjASudMYGFZCVoVpb1mfJo9YN3IuBbhMoWSfyj9/WAQKUKCLj2EEFItpP89T9Knd0szVtUDqxo/xw4UYAmpes458ey0QyDEAO8uEyJdcbBr4Ee4jeN4yAqY3maU3ILejNjvof8Mk6g+gmTRgsAws95sU2H/rDwQyHjMgDUIlfpp+7q2iv/mX9CbDIiS7FXvZ67qLys14dZ1Aw8esBZxJGIBYF2KTdCCgBBCqgftO6+cr9JI3PRt2gAAWNe6Ot1ACCGEdEl4d0ls8FtMKaYwIiSt2fH+L/WDBWo5Xdp3hqlxfb+ReBVgo/SAlea59LZ9GtfJxxDejiC6Ilx5I4BsmAxYYSljGpZYvVdVewD/HrDRWRAUYyl+LckkinDZIISdtQMhhJBKoxy83kn6DNiUF1435jamHAkhhJCuCAXYioQXkf6RsYo4jhf2sSu/RgHSykHTw5aWz123CS2gRidfqu8LtxJkxWMVkf2B2bYhIKoFQSbXEWBLp1eNCFshVMCPO7B1z/ZFuFwtCFSx1SCoW/nCRktGyxQ2V7NjBiwhhFQLFGAJAHTLtUOIejTL6DwhCSGEEK/w7pKkQDQli/ygyAbdM/fp0FGSdA6d057FbYUhfYrNUWrTVnsmhWLxutqposuKDRFIZPuQz4D1L8BatQPrtFFhndOZP24C0vOvFGoGs1dTB+8WBIYmU/SAFUKm1DMhhJDIcfFHJ12HGlmHdrSkHQYhhJAuCAXYBOFv79GSpKVAGMG21GszQBsebxk89xRTRqFXAVZoWYdBi32Z28s34mhpIAv/lOkbUWoCrD8Lgpw0TpUv5vda5zermZ7GoZJ5wdbzeWHOgHURV0UGUnr0ttVbEBQex2oFYLvP0kdRMkIIIYRUAj06M+iUTWmHQQghpAvCu8uEiDfzsCbGtuMnrB7mWZwsU+HNHH0IqTfAWWbaImhdpoKxqN8iXNEIawL6IlzufZb6vpbL1EQBgaziLQPWWFBNFUSL/+qlWP1TK5fY4hZhLQjsyHhf18KCIF6Paet9FsJF0CeEEFIxlMv3PEmf+vZOSLSioWVt2qEQQqqQ7tv2wZyfnq497+zsxNZ77YAj5swK1N6N/7oFd8y7K6rwSMpUtnLXZTGKAvt8sh6fDN4Rq+tY0TNN7IoM6YXBeG4AfFSvL1niPx5nmddrBqy6ujAtCI9BmNSp7ua4o/pRRERkaaG2kels97uhDTbCouUvEbIwHv7GxJjx7LS9uwes1fHQJOQEqnCZBXwhmAFLCCHVAgVYotK7uRnf1gOrGj9H77rN0g6HEBIji1dMQUcuuh9barObYex3nnVcp2d9T7z9/rtoaWlBXV0dnlnwHLYavFXgPs84+bTA25Lyg3eXFYnxInLzTauw4zcrU4qlDPFwjR23F6qBhK/5jftmfovbFByKCN8ZsBFmGBZFXfvXzbmvqhgZymLC3H9A1CJcXjNgiynd1qNePA+UQvv5464ee8M5oLUVZwasSxEuNRRDUbnC+RtjJqply0quIMAyA5YQQqoC6q+kQL+m9QCAda1rUo6EEBI3UYqvftqbuf90PPHckwCAuQ/Nw+zDj9Fea2puwhnn/xATDtkP+8zcFw8/+RgA4LzLLsDVf7oGAPDU889gytEzoSgKfnXtr3HtDdcBAD76ZAVmHn8YRk0fjzEHTsSKTz+GlBIXXnUxhk8ZgxFTx+Leh++LcpdJxFCAJRUKhREzliKcq3Bl7RMaaRCWvUZ4/KQqJnqUA8v2Jiwvkdb4zYA1t1KS4aqTiIXOA7bEgkBYF+6yQqhfHV4PuLsFQTFKXVyaBUESB63YR40mFvMrkhBCqgGvPwKS6qdfQ37G4KbcppQjIYRUK8cefjTmPnwfWltb8ea7b2P08FHaa9dc93vsN2ESXnr0eTx1z6P4xdUXo6m5CVddeDnufeR+PL/wBZx32QW48Q/XI5Mx3ovM+enpOPuUH2DZUwsx/4GnseUWg/HgEw/j9XfexLKnFuKJfz+MX1x9Cb7+9pukd5l4hHeXSRKZ5kTxsZIop6Nl5f8ZJX4zYKOsci9cC2w5FI4Kpe9FM5ZqBmwm5zEDVt1OFmOQFkdYFWSdxfhifqw3/GbACsDFgkBDt5omwIo4v6pK265VlEIo5fTuJYQQEpZEZ0CRsqRbrhNC9EQLWtIOhRBSpez53T2w8vPPcM9D8zBz/+mG15554Tn87m9/xOgZEzDt2IPR1taGz778AvV19fj7b/+Cg044HGfPOQPfGbKjYbuGxgZ89c3XOPzAQwEAPXr0QH1dPV56eRFmH3YMstksthg4CBPHTsCy119NbF+JP+gBmxBRehh23UtHs9hTTqmMDrGEzN6TxbnzYaIIvbYTpeWcPK4fwdRyqRXhKjqZWkVjVewsCiuG6N6PEkAGmciOi9EcQfOYNfSnf+x/T4weu054sSBQ49QLopnCv0l4wBbppuSAbLF/QgghlY32fRVvVUdSIdTKOrSJ5rTDIIRUMYdMPxAXXvVLPD33cazdsE5bLiFx9413YJfv7FyyzVvvvY3N+g9gBmsVw7vLCkbUbI1uvY8rPOMFZaw46qveplbHhZ+s1rgzP7xnwJZmbFYqUY2p9NmWluFakocqjSsYtpCwOpnVFqT0+pVQ7N16uRnvFgSGuDQLghg9YLWwivHVypyhf0IIIZWN9h3Ez3UCoEeHQKdsRC6XSzsUQkiVcursk/HLcy/EHt/d3bB82qQpuP7WGzQN4bW3XgcArPziM/zpxr9gyRMv4sn/Po2Xly81bNe7V29sveVWeOg/jwIA2tra0NzSjH3HjMe9j9yHXC6H1WvX4MUlCzF675EJ7CEJAgXYCkSVCTLZLZGpCV5Rz1sv8W8X9lLYvnZ6eZCMf2WBkF2FFhN9968KsVGgOZna9GTMd43O/CAqohwF3bHUtNL8g4xuDT1C+PCAVY+bZ709492CQH9zrD1O9jjVKAUBtqzOD0IIIUFJ8lKMlD/17R0A2tHQFm2BHkIIUdlmy63x4++fXbL8onMuQEdnJ0ZOG4e9p+yDy39/FaSUOPNnP8Y1F1+NrQZviX/87q8462c/QWtrq2Hbf/75Rlx/6w0YOW0cJh85Dd+s+haHzzwUe353D4yaPh4zZh+CX190JQYP2iKp3SQ+oQVBRVMO4kD5XtHmWlhwITAOh9UyU7Hw12sGrNmCILQIL2SxuJQuBKt4pKUAWQ7nitlAwX199a9RKLTPShWimAFrNCCI1wNWIAMJZ29bq0xuqcnkcX7WqT6zxSXdKMASQkiVYeH/TrosvVua8U1PYG3jF+hXPyjtcAghMVGb3Qwdueh+aKnNbua6zrr3vy5ZNnncREweNxEAUFdXh+uv+XPJOv/598Pa4xHDhuPVZxYDAC457yJt+c477IQn73m0ZNtrLr4K11x8lfsOkNShAJsgUTs78iLSiPtoeBFT/I9p6RRwc6/2r64Uq9EH9b779ErS8pGbHUPJ+hH2rU6w97zPQkaSEhPVGEvfAqxVG+5oU+6FUYItLPTYk50Fgd3qGQ/nhkXfmgVBspM1atBZeMRJIoQQUhVIv99zpJrp17AO2LwX1ratwXfSDoYQEhtjv/Ns2iEQYoACbEJUb9XVKIooRY1dTCkJ1g7C0/ZyYOnqfuM0+Zk5HREvLrHmaJzWMWcIes+ILGwXhRebVqVMumTuOnighjo1opNg/bSl6afSOlNTHWPzMdF+EDBM9Vdf8da/WlTQ2LbTtu4WBFaF2YpacfwZsPqTQPWAVar2c5sQQroW6oyYCGvikgqmf+MaAL2xKdeQdiiEEEK6EEzvIYkTrdNlEJK9+k5conZc3W/+tEdBTmvT73HxN5XdvR0j7lmX0YnyUWSvRnFmllgsmHxUNQFWGLfJx+/nK0FYlP9yKsLlZvNgIcprFhXJvmdpQUAIIYRULzVKDhnREy1oSTsUQgghXQgKsMSGSrY3qOTYLYhwd8pFTirNgA0XmYDUiksJm/EqZliWLAnlABvdmAaTYBUb+bpEatcyhdWlZgsCP0W48j0UBW63kzQD6TEDVuq+lmTh/MiK+L6qMtIkTAOokWpV5HJ5xxBCCAkFq3ARE7VKD7SjOe0wCCGEdCEowJIKJYgwElxMcc/QtH9dJHTRH0m2XshQlRQ8YCV0wqKHqer6Y1le8lrQIlzGFkoxW1SoY2Xx8e/rgBgFXedVBYLJ3AJCAkJmA2wbHNWCgBmwhBBSLVCAJUZ6dAp0ykbkcjn3lQkhhJAIoABbLXTpX/aTEEm8jK/1OvFH5y9rMWxLzusEMzaIzpPNQQgvSI/WYnrw909U0+NlYLnPlDmrfhaYB1XmF6k/CAhzES4hDNmn7pRaENiT8b6u3gNWCgiIZDxgdV1kVQGWZoGEEFIVeJ2vQboO9W0dADqwsWVV2qEQQgjpIlCATZDQGkJZXjXGF1TlSB8uY5CwOO6lCFdcY6v4PB9kZMKaLPxrk+1pWFW1P4guOzma3fBZhMuwpUXhqsKyTMbGA1a/vZTaq94RFue29fbCUxGu0rNTc6aNMQPWKuIaLQOWEEJINaD+CGh5XUC6JH1aGgEAaxq/TDkSQkg10X3bPpjz09O1552dndh6rx1wxJxZjtvdPvdOnHPx+ZavDdhly0hjJOlRk3YAxAfajN/ykybLI6JyvahOL66M45Fxdg4NhFdBU1MsI/gNyKP66VgoLIQQG6UHbKBsWo+xl0jUJZsJnzm4AtLOcLeEDAJZEKgZsAn8VmjwgNViLY9PNkIIIWExFagkXZ6+jeuBgb2xvmNt2qEQQmJi5MefYnWENiMDs1m8suMQx3V61vfE2++/i5aWFtTV1eGZBc9hq8FbRRYDqWyYAVuRlKvQmA7lcCntdETSjE8opozQ2E4dVd7zaUEQUTzCmA7q1mvpNuF6j6YZ6dOCQLVytS3CVWL0oPvXOExSK8Ll8yvB6/ETAtJFgC2eE6XZvHFmwFodvxqFGbCEEFJN8POcmOnXsAZABptyDWmHQgiJiSjFVz/tzdx/Op547kkAwNyH5mH24cdor61bvw7HnHY8Rk4bh4mHHYA3332rZPtPPvsUkw6fghFTx+Ky/71SWy6lxIVXXYzhU8ZgxNSxuPfh+wAAJ/1wDh5/9j/aeqefexbuf+xBfPr5Shxw1AyMOXAixhw4EYuWLQm03yQ6KMBWJKWCQTmIkEljdzFtOxY+r769fly7NRt2mrv/rb2YEMSDbwuCyOLJi3tSGjMZrQpuFb1PS4W+IESZARu+tdLCWPpnedHZSizP9+3reAizr6vTtllXCwItEisP2CQ+4XTv0ywzYAkhpLpQ/c8pxZICNVJBRvREC1rSDoUQUmUce/jRmPvwfWhtbcWb776N0cNHaa9dee2vsfcew/DK04tw5c8vw/f/58yS7c+/7Oc44+TT8OozizF40GBt+YNPPIzX33kTy55aiCf+/TB+cfUl+PrbbzDr0KNx36MPAADa29vx35fm48ADZmDQ5gPx+F0PYckTC3DH9bfivEsviH/niSMUYCsSXjwmgRJVdmbMx0sVp+Kp2F4au0EMM7/sUWyOXlDzPsZqiJEelQi8ZCWUQOMiIQ3FomwjUWtz2RTpCuIBW5p7a7e9gLsFgdW2+RERSowZsLL0azBLD1hCCKkqpPbjI39YI0VqlR5oR3PaYRBCqow9v7sHVn7+Ge55aB5m7j/d8NrCpYtxwlHHAQD2nzAZ69avw6aGTYZ1Fi1bjNmH5z1jTzz6OG35Sy8vwuzDjkE2m8UWAwdh4tgJWPb6q5ix/zTMX7gAbW1t+M9/n8a+Y8ajrq4OHR0dOPvnP8GIqWNxwlmn4t0P34t5z4kb9ICtSLrGxaNFqaAUooiC8jlewuKR3RpB8JsBqy+IFQbhoRlREAytJ+yH8YCNrpBYNC0VsnyEgLQQhjOqECrN2whIF9dgu75cERnXda3OTTUDNl4LgkKvuh2vUbN14/PsIIQQkiBeLZJI16KuA9jQrRG5XA7ZbPzXGoSQrsMh0w/EhVf9Ek/PfRxrN6zzvb3w4ZfXo0cPTBq3L56a/yzmPXIfZh2Wtzy47ua/YdDmg7DsqYVQFAV9dhroOw4SLcyATQg/byBbusy1Y1Q7mtRU/Hy8uYJoU9Kyfup12R1D63EoSoEWrzvug08P2EgoTrsvSch1E/0iyFyNDum5oJhxM+e9NAubQhNo9U2o9gc+M2AL42cl9BrxUYTLNAYCbsXkwmGVO1wDZsASQkhVIUseEIL6tnYAnVjf/E3aoRBCqoxTZ5+MX557Ifb47u6G5RP2GYe7H5gLAJi/aAE2G7AZ+vTuY1hn3KixmPvwPADAvwvrAsC+Y8bj3kfuQy6Xw+q1a/DikoUYvfdIAMAxhx6F2+fegZdeXoQZ+00FAGzctAmDBw1GJpPBnffdjVzEnrjEPxRgKwnHykXVd0EZveSSTiZquvmvbr1He974zTCRQQRH9yA8YecVmx4y9A81xr2wbiujiabG5fm+/Qmw3gX3fAasongRYc0ZsICQyU7WyKgO0NFVaiOEEFIGJOIpTiqGPi2NAIA1TV+mHAkhpNrYZsut8ePvn12y/JJzf4FX33wNI6eNw8W/uQy3/PGGknX+cMVvccP/3YQRU8fiq2++0pYfPvNQ7PndPTBq+njMmH0Ifn3RlRg8aAsAwLRJU7Bg8Ys4YN/90K1bNwDAmaeejjvm3YVR08fj/RUfoGd9z5j2lniFFgSkanCXguIU2ezb9ptl6TtKdQMpSso4mX9hKd54WPcifAuixvW9x+6QYesTfeEtJ0FX6DeIqG+1lWjOLH8WBPp1pSGPUy00oloumLbTPGBLi3D5E4CtPGDtyJ+JChRkbH73ExbnRCEq222iwZgZDAA1kr8OE0JIdVEo1plyFKS86NewDhjUF+vb/U8PJoSUPwOzWayOMOtzoAerknXvf12ybPK4iZg8biIAYED/AZh3y79L1jnl2BNxyrEnAgB22G4IXnjoWe21Ky64FEA+Yeaai6/CNRdfVbJ9bW0tvnnrM8OynXfYCa88vUh7/uuLrnSNn8QLBViSPIlN+7YRGR1ei7CbFAkq44XHfSq6sddohk7oxEQnEdO+13AZsFGNYbAiXCWU+jAU/ubbLnrACtNKQcR3U86tnYBbWK5I+wxY7egYdOFCzBaFsuIkU4hT0gOWEEKqAu23x/K7aCMp0q9xLYD+aFAa0g6FEBIDr+w4JO0QCDFAC4IEiWO2ddemMi6iy8ln1L0Il582LPApwEZWhMtDdWOz/CohIvkxIIq3dS7X6X8j1UqgRDwtZsAaMWV66j1gAxwAIfxnwHZ68oE1ZcCKeAVYq+zarJopxQ9tQgipCtRvn/K5IiPlQAYSGdELrWhJOxRCCCFdAAqwCUHPqTSwFqACEeaKPUkB1rP/acQUGlQ8D1TUEUjLh8YezX1Kw6tBieK9rcjOSNrSC9B22aiqB6w5C8h/334E7IIFgaMHrCrG6wVYkbcgSNgDNluwIKD+Sggh1YLdj5Okq9NN6Y52NKcdBiGEkC4ABdiEuXp2Bgt2D3vxx4vHuAiilWpZgDbb6t9kcRR7Mt9MOJ0dwpRd6IrlSvY9BC7CFekp7VWF1jnippylrITwpTX7vLrtSUbL7vSzlRXGDFhn/9iiB6xtayarBDUsgaQsCIr7kqVXICGEVBfadx4/2YmRHh0SOdkYbDYSIYQQ4gMKsAnz+o4Z/OUwd/PmSiGdslZGgmUzVKuILVx2Ld799usBG1UxLiHU6fjO8UidXBm0fFgcKEo+4zIa914bYdXkfyd1H/8SUvNpjSKC0lXzfeUcPGC1WAwh59/d8RbhKiWDglm/7zEhhBBSjuh+LkwxClKO9GptB5DD2qYv0w6FEEJIlUMBtiIpv1/v4/A5raxLZPv9Fx5Ep2gisBox41vcfUyF41P3GPxZEERy1khTMSgfNgzlco6FsiCQzt63RcwesOaBCjIa/iwIck7vE4tHspABK2LOgM33Y5EBW34ftYQQQgKh900npEjvlkYAwNqm0srlhBBCSJRQgK1IykU2igruT1w9Z1zuM6LOHfZ6Y2MuwhVZVWIPpp2GIlxlgiL9Z8DqxU8v+6KZHKiqoiFR1lzIywtCl2HsfPyEakHg+GOEdTZ03oIg7lkDxj4zkhYEhBBSTVB4JXb0b1gLAFjXvi7lSAgh1cK3q1fhlB9/H7tMGIaxB03CpMOn4KEnHom1z7N+9mO8+8F7sfZBwpNsZZMujLM/YgRUQaqW3xGKZ4+Dteq0VfjsYO/bu91gxHcWpptZYifgWsdTfu+VXCABNo/U+apKky+rocxY4UnGZkyEbxnclHnsuGp+z5wFWDUSY1RAEgKskYw2puUj0hNCCAmOtf0QIUCfpvUANkejbEw7FEJIxIy/ZRHWtHRE1t7mdbVYeNo4x3WklJh1+vE46ZgTcPtf/wkAWPnFZ3j06cdD9d3Z2YmaGnv57obf/TVU+yQZmAFbgZTTxWM5xRInYSS7yLI7oyYC0d7Nc9UOdap9ZFmowijbeUMvVCYnklturfgX/PS77NS7WuhMHWuhTq83/CgUvgiXM6oFgUMRLvWvLotZtSBIpghXkWxBEC+nLGlCCCFh4Oc5sSYDiazohVa0pB0KISRiohRfvbb335fmo1ttN5xx8mnasu232Q4/+t5ZyOVyuPCqizH+4MkYOW0cbrojL9BKKXHhVRdj+JQxGDF1LO59+D4AwPxFC3DAUTNw1PdmY68DRkNRFPzkonOx534jceAJh+OwU47G/Y89CACYNusgvPL6qwCAH//iXIw7aDL2nrIPrvzD1ZGOAQkHM2ArkDKV80JTIuZF1E78rbis6zugOI+w8w1IsIJmRaSDwBYXepHMbSJ9iUwbaOp99MhCZmj0kZSeSxmLLKBAeUHCvwArPVgQmEVPIQQyMomvquK+qBmwnLJKCCHVglaJkpASuuW6oS3bnHYYhJAq4J0P3sXee+xl+dqtd9+Ovr37YOFj89HW1ob9jpyOqZMOwGtvvY7X33kTy55aiDXr1mLCIfth3zETAADL33odrz6zGDtsNwT3P/YgVn7xGV5/bilWrVmNvQ4YjTmzTy7p58oLLsGA/gOQy+Uw87hD8ea7b2HP7+4R634Tb1CATZBqvpUPlylmqlQfcqDCRBLuutxaXPJrQRBu950lVL8Cq498zPwfHwWw8utHdSekOZyarE0tAios02dapm3hoXrABjkDpVcR2eS3a3rX+TEUKOBnC3cPWHUPpDQL6hKZmCdrmA9/BsyAJYSQqqIKrLpIfPTokGjJNKKjsx21Nd3SDocQUkX89JfnYeHSxehWW4vtttkOb777Fu5//CEAwMaGTfjokxV46eVFmH3YMchms9hi4CBMHDsBy15/FX1698bovUdih+2GAABeWroIRx98JDKZDAYP2gKTx0207HPeow/glrtuQ2dnJ75Z9Q3e/eA9CrBlAgXYBIlKa7JqJq1p7unlavpfz7rOevyka0GQ1J6WiQesNLkRWKC9LNTt0jeJCFaEKxj2Pwj4L8Ll+Ya2YHeQ04Rml3YLyMJPBklYEOjPgiwFWEIIqSqKn/D8XCel9Gptw/ruCtY1fYkt+u6QdjiEkApmt6HfxYOPP6w9v+7qa7Fm3VqMP3gytt16W/zxyt9h+n5TDds8+d+nbdurr6/31f8nn32KP/7jOix89Hn079cfp597Flrb2vztBIkNesAmSGTJfmVIMruWpE+n9z2KyjohOIXp3ZZV5M3TuV2a8nCSGrJoTesrnvdenW6utuNxMysk3FXXMkcJVPSpKHrbevEaXihkwAorwwEZ4E1szoB1aqCQAevBosJgjVBoPht7ES5j7BkRlyUEIYSQNKClDHGiT3MDAGBN0zcpR0IIqXT2nzAZrW2t+MftN2vLmlvyFifTJk/Bjf+6BR0deS/ZDz7+EE3NTdh3zHjc+8h9yOVyWL12DV5cshCj9x5Z0vb4UWPxwBMPQVEUfLt6FV5YtKBknYbGBvSs74m+ffri29Wr8OTz9uIuSR5mwCYIL/3iJULX1kgRHiq/J4VfQcnvOHm9wbGabh4ccxvOMZTjTVjUHrBSyx3VtarZ38nSxFUp4d//178HrOKQMasVZiuxIAAyiFuANceiesASQgipCqTpLyE6+jeuBbAZ1neuSzsUQkiFI4TAvTf/Gz+74kL84YY/Y+CAzdCzvieu/sUVOPqQI7Hy888w5sCJkFJi4Gab496b78LhMw/F4ldexqjp4yGEwK8vuhKDB22B91d8YGj7yIMOx3MvzcdeB4zGNlttg7333Bt9evcxrDNstz2x9+7DsOd+I7HNVttg3KixSe4+cYECbIJUcwasH6IrrmXdkmv7CR+IpHrz1k+5nYTC8Cd4K0UPWOMJUBl3WjnFv0hfFLHdpsrrxgaqBYE5/zVIMTI/5h95AdabBYFpWwFkYs+AhWF3MqogrpTb+4UQQkgQyvHHV1I+9GreAGAwmpTGtEMhhETI5nW1WNPSEWl7Xthyi8G44/rbLF/71YWX4VcXXlay/JqLr8I1F19lWDZ53ESDz2smk8FvL74KvXr2wtr1azHhkP2xx667AwCevvdxbb2b/3iDpzhJ8lCATRLeyydCNMPsx1hAOr+eUOGHaPwqTZYFPm9YLIteWfbir2iXe4NWhaVKMd+Ape/+mkfzgI34M8LKnkDd5/D7rrcgcGlLFGwyPBTh0jvjSAlkBGIvwmXsH8ioVglRHxBCCCHpoNrv8GOdWJABkEVPtKAl7VAIIRGy8LRxaYcQOUfOORYbNm1Ee0c7Ljrn5xg8aIu0QyI+oACbILKqr/rCiDnlkyMahxyXtMjntJduI1D6ut9j4y+TM/KRke6FoawKcUifcUdOEJsKWRQ/i4+0vFjbzdTp9cYe/VsQCCE8C+6qqJpzHOdSUT7Zd47+zKAFASGEVBWaNXo1X4uTMHRTatGWbU47DEIIcUSf6UoqDxbhSgj//opdj/Aj5F0uCdOX3bFUtSjzq/ZV5yMigPltuP23x8nj07qNaLJ27URup6XCfgXfhG1GLU4VnQesHlXYzP/NiLwHbHixPQPvgrvqAWtvQVCUjk0esCl8dGZQyEiW/IokhJBqgD+oETfqOiQU2YiOzta0QyGEEFKl8O6yCuCv+WW+/wlZEOT7Mj7NmPxu/f4Q4NczLRWPNan942cDwxZp35gpMkTGpZSePGC1tgsesNJiHX/4KMJVUFEVL5m+Jeds/OQLfxX3JVOYqgp6wBJCSJWQ9jc9KXd6tbYBkFjT+EXaoRBCCKlSKMBWAe013bF2wG5ph1EFxHNxnqyEY8p9dCg4Flwsjd5rNpXmZPl4wKpT+f0I5M5r2u9XRp8BrFs/WJa+N+9dLQPWw5pSd85K3+J6NKgWBELwK5IQQqqB4vdseXzvk/KjT9MmAMCa5m9TjoQQQki1wrvLakAIbLbu7bSjKH9Su+YO17G/3E5nEc2/yOZt/eL0cY8WBKoXmya2BRdkpc6CoHT/reIRhX/LJwc2p2WG+o9DgdQyTItZrvo1TGOiDr7OPkDC0pPABWPWqDNeinCVBiCRjkO0WoRLMAOWEEKqDH6uE2sGNKwGAGzoWJdyJIQQQqoVCrBVQOweo55I74JWRLT7QYdRwlmGiv/4pHkz4UXwtN9Kmp4HR1+5ya0Il2qEWz43YTKEAGu1lbQcD7PwLPQbwPdREH7yiApFuBw8YK1IzgPWbHugQEogy69IQgipCkqLVRJipL61AUA3NMmmtEMhhFQwddv3w+gZEzBq+niMOXAiFi1bEkm7Z/3sx3j3g/cAAEPH7YE169ZG0i5Jlpq0A+gqiChUBDu1oxz01wgo691Iz8bVx3ZBzjHzNkbBye9p693WwFjxPvTwmhVdG/JWn3bZsumhQBUmo41J6rJjVTsKAZnPPDb8chHMA9brrxbqVH7pULRL23O9BQGSnC6q70eBlAJZFuEihJCqoPj9U9ZXmyRFMgBqRE+0oiXtUAghEVF753CIltWRtSfrBqLjxOWO69T1qMPSJ18CADz1/DO45JrL8cy8JwzrdHZ2oqbGnxR3w+/+6i9YUpbw7rKSECUPiqR+PRkmAHPN9vR2xk7+8uBcaSs+ZpRk9kfV05wkvKLIFaIfi2XGAk/eiU4EldYPLcKRtk9SRHo4eCa0zGqXIlzS9Leoeocr0Ga0IHAbyIIHrJciXDrSOjwZoQAQyCr8iiSEkKqijGa/kPKjW2cNOtCcdhiEkIiIUnwN0l5DYwP69e0HAJi/aAEOOGoGjvrebOx1wGgAwDGnHY+xB03C3lP2wc133goAeOSpxzF6xgSMnjEBe0wegaHj9wQATJt1EF55/dXodoakAjNgKxIL0YPXk64YbTGt/SaDNey2ZTkJyvGcKL49YGPq358vqU6STNnGQ9HE1JANCfdU4IylaBosA9Ypo9XcK+AmwKpZ0RmrpYmStyDIMAOWEEKqDF4uEyfqOhQ0Z5vQ1tGC7rV1aYdDCKlAWlpbMHrGBLS2teKbVd/iybsf0V5b/tbrePWZxdhhuyEAgBt//zcM6D8ALS0tGH/IfjjyoMNw6PSDcOj0gwAAJ5x9KiaOmZDGbpCYoABLyoBkLoe99RKHEBevuOckufnOaixpxM1P1fTc866asy9DoJtO79q9LkCB6Px5w7aiqEJmoMycUtnbMh6dBUHhgWmLMBmwJQ1arKvbT9s1LGThJD4eTAMmRMGCgBmwhBBSFWjflOUy84WUJb1aW7G2h8Tqhs+xzYChaYdDCKlA9BYEi19Zgu+feyaWP5P3gR2990hNfAWAv916Ax76z6MAgC++/hIffbICm/XfDADw+7//CXU9euDsOWckuwMkVijAVjQejS+TJOKp7bFhKbzFM44Z383Gdzzdxjhsxqz0WBFNO3NlVEddn83qtqZVEa5030NqEa7o3gNGodn4qCC2mrwY/Gu/fvwSVA9YL+Os94CViVmSCMOYKYAUyFCAJYSQ6oIWBMSBvk2bgH5ZrG35FtuAAiwhJBxjR47B2nVrsXrtGgBAfX299tr8RQvw3IvP44WHnkF9XT2mzToIrW1tAIBnF/wX9z/6AJ6d959U4ibxQQG2WigjDdadiLIOTUqb91aTvvj253sZljSLS6U1lV9fwEkvpDkKfrJ8ynCpmaHSx42h8ecXP9tJw998G8EyYL0f74IA62BBYJWtHSSqIEhTNq8oSL81FGAJIaRK8OpZTroyAxpWAxiMjZ3r0w6FEFIFvPfRB8jlctis/4CS1zZu2oR+ffuhvq4e7330AZYsXwoAWPnFZzjn4vPx6B0PoK6OVijVBgXYhPBf4MYL9IAFktr1EBfsiYmS7iOhnYe2Qp+PNizw7gErCutHgVE8c2rT7rW0b8ekbxnVb8vQdlJAQsoIhHrhx2/XXYDV0GVFy6QUWBNC5DNgaxR+RRJCSDWgq1tJiC31bU0AuqNJshAXISQYqgcskE9OuvmPNyCbzZasN2O/qbjpjlswbP9RGLrjzhgzPF+Y61/33ol169dh1uknAAC23GIwHr79vuR2gMQK7y6rhG6d8V5RbtHWA9mcRIPbijGLJdtuBL4cUIvuATLTvIxQHKOYSfhqP9JD4DV0j9YDFhsG3M6pfzffWvV1vYBYJkW4fI2H6nsrSwRta4MNvQesgNCPmZQBfiQyZ426revsAWteF1AzYJM/NloRLmbAEkJIVaB9y9KCgLhQg55oRUvaYRBCIkDWDYRoWR1pe260rNxguXzyuImYPG6i9rx79+545F/3W6538bm/KFn+9L2Pa48/WPSWh2hJOUIBtkrIAMj2GINc65KS12p7HYXOlgWQueAfPs0fv+iyRjIXtH1bJfZvm4SPsDxcQxYX4F6zN+23iyuL0Q0/IlHEvqfS/NSvB6x5STCEJkYavU1lUvYPQoZLko46TqkrSlZSc8tO7A1bhMthTSGQP0oeinAZjl9alhb5DNisUvprNSGEkEqEqa/EG91zWTTXNKUdBiEkAjpODKkZEBIxTO+paPKSRUaGE38ipVziSBz7HRc6RSnu4SlpXxrf4sL0N/oA0j8BXPdNnYYoShalhipM+spC1XkLONsuGLNjtcxXcxEu7z3n2yk4pXon49EDVpiWJ4M+I1gIesASQgghXZG6dgVSNqGtnTYEhBBCooV3l1VB2vJRPJSKUdLmtRgkmgibTGoKtZVdZukb3DmWsF7F3gW5CAdY6jIxpZcYCpnKZfS2kVrGavxyY/EHAZNtg+9pmcKn4J7RWS14QwKpHCjVgqAmx0kihBBSDaQ1o4JUHr1a8/YD3zasTDkSQggh1QYF2IRIvwhXV/S8CjvF2juOl/Uhs0L9bO22bjznoZ8I1DjUtYWfzex7tHVWKBXxjYmf5VGVQ1FFYV+Hp2gzUMxyVf9aiKxqyq+QkFKYhibI/vspwgVAZJytFizsKBK7YZbGfVGLcNWyCBchhBDSpejbtAkAsLb125QjIYQQUm1QgCURUQ6ZBWFjkLEIcSJucS/hoXeaIO53V6MammKWcfwScxyoQqOfZE/v+1koviX1RbhQet7IABmwfi0InKw6VPFY6gVYozVAUuQzYOkBSwgh1UOQYpekKzJg0yoAwKbOjSlHQgghpNqgAFstlIP+GTGpThcrNVMN3JTfS/14eyotxeS/DXu8F+EyybihRDahKZcSPkRdqS/elS5ShohDShfrAnPbVsXiAvQs/AqwwtED1ookPwMM4yEUABnUMAOWEEKqAloQEK/UdbRAoAeaJD1gCSGERAsF2IqmnH7FTyoWpwvotMbDJqNQe9XktRlzKE6jIHTrObfjZA3gLvalizcP2HJ6+0hLUTRci+qfErHbvI66PFDnVn6ydjhbEBTPzeQzYM0CtijYNHSjAEsIIVVCeMsj0nWoQT1a0ZJ2GISQCmTALlsant8+906cc/H5KUVDyg3eXVY0fsQPosdKa4orOyKrdJ3j4z0DVl0/up7zf8yFoUp70E9CLBcNVh23IJYMVmPulN2cFzStPGD9WxD4ec8INw9YC9xye6NFX+RPAWQG3TprE+udEEJIfET/QyepZrrlsmiuaUo7DEJISKYvOARr29dF1t5m3QbgqYmPRtZe3HR2dqKmhpJfOcEM2KRI9Yqvq1xuRih0+hgy93zLeAVYZ9dTJ8dWC8yhxn7qqL6kITrSWQl4WLWkb6tXkka1IPAzCkKzLSjKlGabAalfJnWyt6XFRhAPWKfnFus7Ksyl26dmECEUSAjU5CjAEkJIVaB+/3SVS2ISivr2HKRsRkvbprRDIYSEIErxNYr2Tj/3LNz/2IPaczVbdv6iBZg26yAcd+bJ2HO/kTj1J6dp94dPPPck9txvJMYeNAnnXvozHDFnFgBg6fJlmHT4FOwzc19MPmIq3l/xIYB8xu1R35uNGbMPwczjDsX3/+cMPPSfomh86k9Ow8NPPhZqP0hwKIeTiIlOLLES5az0m+hKB4W5Krff70zcRbgcyJb8xhJWZHNe17vYHPEdUEk2pz1ajNJ9Xa+EL/8Wp9Rolp2l5a57FbH1W/hL2fVmQSDLQBgXkIAU6Cb5FUkIIdVAcc4YFVjiTq+WFqyuA1Y1fI7tu++edjiEkAqipbUFo2dM0J6v37AeB0870HW7195+A8ufXYKtttgS+x05DQuXLsbIYcPx4wv/B8/MewI7bDcEJ//oe9r6u+w0FM/d9yRqamrw7IL/4tLfXoF7brwj39Zbr2PZUwsxoP8AvLDoRVx3899w+MxDsHHTRix65WXc8sd/RL/jxBO8uyQVTFBxJumL75AikrDKWIyiOxku87QEof1S575mIQJNCw1ZhKsk99O93XIqyKEKk4GmJPg8PbQiXIWNFEUVRYOI834sBTLeinAVMnWloj5M4DhJ474LoUDKDGqZAUsIIVVG+Xz3k/KlX9NGYEA3rGtdhe1BAZYQ4p26HnVY+uRL2vPb596JV9541XW7UXuPxDZbbg0AGLbbMKz8YiV69eyJHbYbgh22GwIAOPbwWbjlrlsBABsbNuG0c8/CR5+sgBACHZ0dWltTJu6PAf0HAAAmjdsXP734PKxeuwYPPP4QjjzwMNoSpAgtCKqABGrUpIJfgSyqLMQgWzq/nMwB8pLVYV6jdJ/NlgWlsdv3Yp9bbEd0GSlqBqkfSbmoXKb9FtKOQ0R+wcVTTm8toNo9GD1gg5/3Po+3bw9YvWdtEuj6EXlbh9pct4T6JoQQEif0gCV+6N+wGgCwIbcx5UgIIdVETU2NlvyiKAraO9q117p3K953ZLMZdHbmHNu64ndXYfL4iVj+7BLcf+s9aGtr016rr683rHvS0cfjrvvvxu1z78Cc2SdHsSskIBRgq4K05SM9cV7a6gUSfT8x9Ckdn/oiaQuCMKMRfFt/BeHMMmlYjU1rTcI1C7fot1o+t2HFwmA+ilpZvh9Ky5uVHBnTYBf79jkewu/4uVkQGPdBKlmf7UeHWoSrFunFQAghJHrK6YqZlC89OlohRD2aZXPaoRBCqojtt9kOr775GgDgkaceR0dHh+P6Q3fcGZ989ik+/XwlAGDeI/dpr21s2IStB28FAPjXvXc6tnPyrBPx11v+DgD47tBdg4ZPIoACbEIkI/b4K3CTXN8p9eOwy5YvhRRKFdvYyvdyP+x5WeouGnT7kLKxjYJrXlqa71ssZJUmmmjsZYp+QITUZcBKoTv2EWXAuh7CjGeLinxzha+nNFL8hYSU5SPQE0IIiQZ+shOv1Mg6tKEl7TAIIVXE90+YgwWLX8So6eOx5NWX0bO+p+P6dXV1+PPV1+LQk4/C2IMmoVev3ujbuw8A4Pyzz8HF11yOfWbui87OTsd2thg4CLvsNBSnHHtSZPtCgkHzBxIxZSA2plj0yooMgL4dm2Nj7Zq0Q4n5hwD/HrBxxOD5+JfReSILtgBZXwOjrmwv/QP2+qV6rLStfR8Uv5YTGTh5xhZ9gdPJgNVbHQgo4O+ThBBSfZTT7BdS3nTvzKCppjHtMAghIdis2wCsbV8XaXturHv/a8PzU449EacceyKAvBC64OHntNd+fdGVAIDJ4yZi8riJ2vI/X/UH7fF+4yfizedfgZQSP/3leRgxbDgAYOzIMXj7heXaeldccGlJfyrNLc346JMVmH34MZ72k8QHBdgKJptrxe7v/DPtMEIT5FI4jstng5QUbW0qDP/oTTz/3S09xhFQGIwkY8+Lj6zTOl5j1wxI88/CZDlK8/ZubRUn3RdF2JQzYFVfViWaDFgXEwaDM2xxDIIU4fKRQSzcinCZ+pd5AdS300EUCAkpKcASQki1ILXvK0K8Ud+eQ2NNC5paN6Bnj35ph0MICcBTEx9NO4TQ3HLXbbhj3r/R3tGOvXcfhh+c9H1f2z+74L8462c/xk9O/yH69ukbU5TEKxRgK5Du6IsGfI7NNzVhi1WvQBHVKRS4ZSn4lo0sBMpcLodsNuZMuwiv9juUdrTlmtCrtr/DWmlld3jPiCxOfi9kO4YaI70QaMa0RC/UllH1OlUSFX4E2MKgSakbR5OtgNRJo+prqlitPg8q+arvT8VjzAIZSNhPjxHmR4r6uZbEcTJ5EheKcBFCCKkSVKcffrQTj/RuacaqemBV4+fYgQIsISQlzvnBj3HOD34cePspE/fHh4vfjjAiEobqVO7KHBFUbSps1gP90b3vD9Er16fYZuq/6XfdK1oppbcMQI84jeSHm17BM1/dYVpafBu7RWEu1RQaw51MkLMwaPallzbdXy1mgYbtP9zx1wTYGD1gi/uo9mXM/vU/AqqA6/UYCviRe2WKX0/5Ilxd9zONEEKqj8J3XdqXy6Ri6Ne0AQCwrnV1uoEQQgipGijAJkQknlO6JkSmh+GlaszWchY1Y97fKC/QIwy1Q2lDu9IavAE3USmM6CSEdyFazUSJanBEMbXF++8bPvxivbQVgvy4ZSCUnK+tgLyk6bwXwvKZEGYB1S8+i3i5WBBon5FqcwlmwOZPA2N2dJoCMCGEkGih7kr80n9TXnjdmNuYciSEEEKqBd5hpkFVXgUG3yk/W6Zdrd4Zu2pH7qv468U5i9ApD9VLjqKpM594tSBQp8xHg5/cW+0c0omvaZ9XQTJgnZ149ftmfqCUrOPeolUABQHXs4idcT1383GpQmyKGbBCpto/IYQQQtKlW64dQtSjWTanHQohhJAqgXeYVUU5i5PeSWYvSsWmtEU4b6i+nyFjdalsFKx17wJecc0oxtzYr35snMepnPLGJQQERM7eI9VpWy9jr/eAlVLv4RqVBYEbGXg73qovcN6bOVSBNs8Io4gvlLI6OwghhISlEq7xSLlRI+vQhpa0wyCEEFIlUIBNgThu69P2gK0eqaIwjinukJcjaZ1J6B60fg1rcdIkZvoYBwHhWxjWREFfW5U0Ak2YhnD0dzO+JGxfSRoJAEIg4ycD1pDBa8ooNuyO9XEu2qKUiwWBsTmRZgYsJCQzYAkhpGqIw3GeVD89OjPolI1ph0EIqSAG7LKlr/XnL1qAI+bMAgA88tTj+N3fro0jLFIm1KQdQFck6oQuIdWK3XaXlfFfbpZDXkE5xJDH2nMzSmQ+hTHfvq+Z5P6isVo7mtzZiEdF15x7JnMh49MlC9gfERXhUgJkwFqJ3sLqiUkwlaqHrKp4+h2PIBmwTgKzUUQuCqApvLOFBDNgCSGkGuFnO/FOz/ZONNS0oaFlLXrXbZZ2OIQQn3w6ayZy69dF1l62/wAMufc/kbVn5tDpB+HQ6QfF1j5JH6b4JES0Yo8d5SNBOuF1qr974bKA+2souBPFmDm3EbYHKwtZxUc1+eTwXoSr5MiGeHtI/fRxac4GL42n6DGqX5Z2BqwqwPopwqVuW7qXVpnIQtNZbSwHfA+BahXg/f3s5AGrycTSaEGQRslqIRR6wBJCSBWhfs9HVnuTdAl6Nef9X1c1fJ5yJISQIEQpvvptb/6iBZg26yAcd+bJ2HO/kTj1J6dp901P/vdp7LnfSIw5cCIefOJhbZvb596Jcy4+HwDw6NNPYN9D98c+M/fFzOMPw7erV0W6LyQdeIdJKohKvWqOPm4rwbC4xF7NjOZngOh+TCjeCAVvUwAGkc5dEMy/np/uXx7nlAzlAevcblGbNmfA5v94z2C16UNKj3e0GcCDxYI2TVQTYoPH5g+jcM8MWEIIqUbK8QdsUq70a1oPAFjXviblSAghlchrb7+B319+DV5/bik++exTLFy6GK2trfjhz3+K+2+9B4sff8FWWJ0weiwWPPwcXv7Pizj2sKPxh7//KdngSSzQgiAhGtobImtrQONHyKE3tv3iWW2Z0AktlUY5yRzBh9B+y3gsCJwyCUOcCKHsQEXgBsKPkR93N6n7N7oIwiOQCZABqxcLrUVDo/Ca9zct9b/1PwL53+88C7jCbxGuwu+DSWTAmsyO84XKsvH3SwghJBHUH2fdZ1cRUqRfw2oA22NT56a0QyGEVCCj9h6JbbbcGgAwbLdhWPnFSvTq2RNDtt0eO++wEwDg+CNn45a7bi3Z9suvv8KJP5yDb1Z9i/aOdgzZdvtEYyfxwAzYhGjPtWuPw+oJNUo7hr/+F3Rv74oXAxZTqyO6mA6a81YsfOR+YENLSVIVD/Xz55O9mXDKr/VrL6GtHyLNUTqUk3JrNSptL7zNRN6CIBNxBqwRVdA09S39iNc6hNkD1m37jIsFgakAXMIWAPrehVCYAUsIIYR0cbrlOiFETzSjOe1QCCEVSPdu3bTH2WwGnZ3ek23OvfRnOHvOmXj1mcX42zV/RltbWxwhkoShAJsQNZlisnHY23qrDMe0xIIKTbpFvBmP8Y+KXQasu44Z83ni2Q80zhC8TS/U69bl4AErIJD1UYRLWInxuvYKD1A62sYiZMFdIFQvXR9FuLxYEKhetYqdrB4Xun6ETFwAJoQQkgCVe+FKUqJW1qEdLWmHQQipEnb5zlCs/OIzrPj0YwDA3IfutVxvY8MmbD14SwDAHffelVh8JF54h0kiIWn5t7ynkJXGJiI2srTOJHQfFffXg38kCB8ZsCUV78NV4SqmsnrIBpa6B6HsGiKlUIQr1xFvF7q+jM+D491DNgMn7z1helS0AEijCBc9YAkhpLpQf3xMOQxScfToEOiUjcjlgthEEUKIkR49euBv1/wZR8yZhTEHTsTAzQdarnfxub/A8WefirEHTcJmAzZLOEoSF/SATYi4M+zchaQKvOIs2SW3UQw5xuWixTmgCZaJVSbydt6kK2QKY/+GsbE3JTDsWcplkVULAj8ZsPptpe0dpe49UxCn8+Jicf9VSdT/J4TPDFXhLMDatx8/EsJ8QoC/TxJCSPVQ/MG3Ai72SFnRs70Dm2rb0dC6Fv16Dko7HEKID7L9ByC3fl2k7bmx7v2vAQCTx03E5HETteV/vuoP2uMZ+0/DjP2nlWx7yrEn4pRjTwQAHDbjYBw24+CwIZMygwJsQkQpmNlnZqV3UZlEz/FoZJV5IS5thETPexNqt4s9Gs9F70W4op9cLnWP3FqVpr/lgYBApjO+DFj9sZISgDrFPvAby+gB637082soioJMxkrcNHnAKlmrxYmQL8JVgT9aEUIIcYGf7cQfvZub8HVPYE3jFxRgCakwhtz7n7RDIMQAU3zSIHzFnrKhui5jwwxsHFKi0zp+MgmLuJoUmDoXPqtUJZeZa0K1I/VwRmoh6mJNW2tTReOs4kOA1RXPKs3zdToOqmCqeFjXHq2Qmmff3/zXjZ1lgdmCoGhTkbwHbD5LmF+PhBBSLURR9JN0Tfo1rgcArGtfk3IkhBBCKh3eYSaEXkTIhL32KxGLqvRismL2M8m4CoWXHIoZedcS3eP2lwXoJwPW6AEb3tPXzoLAdi3XdZNELcKV6Wz3v63b/mpDW7AgUP1mfQqopfjcXhQEWJtztxhPYYGWoRswvKAoOXrAEkIIIQQA0K9hNQCBTbmGtEMhhBBS4VCATYEtNqQdQXQUBbTwbRQX+FNcopJJwicmu7cQVazeCx9F379VG+mKVfbyrdMoWU+DT4uCB2yuzfMWeiOIkqNitePam7VoGWC3qrcA9BYEXlpRM2DdsrcLQqyS4PGR2j+o0eIrp/ODEEJIONQiXPxxjfijRirIiF5oQUvaoRBCCKlweIeZEPossZqUi2huv6FX5G2WRx6hCzHOM3crDuavZy+ZqaXreOqlZDNhehZsjEQhg9PrdPFS8S/EGSShiYqQPjxgZXGztFFzUmt8eMBaCuHCSVY1baGEneLvd/v8103OIXvb2FSh/YTvlWuVfHwKM2AJIaRq0K6RyuR7n1QWtUp3tKM57TAIIYRUOBRgE0IvUigp39dvu2pl5G2G2aUop8w7dxTPVXca1/JGD1g/b2N/R8p17dL05VjicEeXi+2SQa17J0YcQxjyEmwm4NnkuJXdMdLuRaMpwuV+TPOvOwmwQvcvZDZgXEEo/vTQTVF/IePXIyGEVA/576qM04+AhNjQo1OgUzYil0s5i4YQQkhFwzvMhDCIHBFpT53ZHnhv5+OiaawcsZxGbV/t3rv0F4cCnqwM61yEy3r/9OMVz28AQTJgjdPhg/arn1FoiMBBjBWwKl+VFuFMHMxbO+2VENI6rdT3UKhCaTQesGqbxRppSRfhylMrc4b+CSGEVAP57xLObiBBqG/rANCBjS3fph0KIaTMqdu+H0bPmIDhU8bg+LNOQXMLs+dJkZq0A+gySMuHodr6cqsJ2PXDu8O21qVRpEQxz648xDgvtwZBCyfp2w6c9+gv3dIRqdqXRjj0Qi/S27ZrlF6DF6KKBmnl4+prW6dXVaHU5Bpb2EwJLIIHsyBw9YBVm0vSA1bXcU0hA5ZFuAghpPqgBSwJQp+WJnzdC1jd+BUG9Noq7XAIIR6544/L0dLUGVl7dT1rcNK5w53X6VGHpU++BAA49Sen4cZ//RP/c8aPXdvu7OxETQ3luWqHGbApEDqxynZ7ayGkW3sDhMy5rlf1hBh4Z4Eu2vH0Eqal6GWcWR6I0PclKZ9a+XJQ3jxghe5x+kj/mdnqOSmLIqsnT121CJeWhhz0xCn06VG8Fh48YM2OxPk/SRyjYs/dKMASQkjVUZxdUS7f+6SS6NewDgCwvmNNypEQQvwQpfgapL0J+4zHik9XoKm5CWec/0NMOGQ/7DNzXzz85GMAgNvn3omjvjcbM2YfgpnHHYr5ixbgiDmztO3Pufh83D73zkj3gaQLJfaESHoarZ6BnV/iCyVXVo6XwXAZxZB6iYT32dTW23sonhXyPFC3l3oRK/FTS1g+Fj5SWSO1gdAr1mb12kK80+RXw8GO5rgE3x6IyxjC1InuecbxZXcCZsC6+O9pYnIhvqStAGqgXljx90lCCKk2+NMaCULfxjUA+qIh15h2KISQCqGzsxNP/vdpTN9vKq657vfYb8Ik3PiH67Fh4wZMOHR/TJm4HwDgtbdex7KnFmJA/wGYv2hBukGT2KEAmxB6kaKtNsVAIqccMgnK63LaHE08jrPW4+52NMzCZ/SlsPx6wEaPU3aLIb6yyoLx70onCrYFllbJur9m5191O7W/sBYEboJqcXXVgsDJl1d3hkpDSa540YWkesDSJ5AQQqoJafpLiHdqpIKM6IkWtKQdCiGkzGlpbcHoGRMAABP2GYfvHXcKJh8xDY8+/Tj++I+/AADa2trw2ZdfAACmTNwfA/oPSC1ekiwUYBNCLwp921/g1e8IjFgR5UWg97YqtwSVXkoqI3HE085HO0KKtKrC6mNMbE3QQoxrgEzF6DPDfWThltE9WPQZsFaZv7op/bK4/8XPJp8DIvQZsF629SbYFqeJZkxL4kV9S9RYvrcIIYRUMsWvujL68icVRa3SHe0ZFtMhhDij94BVkZC4+8Y7sMt3djYsX7p8Gerr67XnNdkaKErxXqmtrS3eYEnicI5lSrwxJLjY0tlnCwDA+n5DdUvTEiST7rcrXjhbiWnhi3B5W8Pr8fUr4sWYJ+w1IxPSULArXQJ4wOq3dtzUXIRLFnozCZy+hyKYBYGTB6y+XS0DNoGKKVIn3NcULnokvx4JIaTqyGT42U6CUdchkJONyOWi9ZQkhFQ/0yZNwfW33qAlvrz21uuW6223zbZ478P30dbWhg0bN+C5l+YnGSZJAF6FpEQmhO6Tq++Ljpqe2O29f0UXUEjKKB9VR5CoykWQc0bqHH3LJRtYwE9BpjzRjHZx/6UphlJxUBXaymPMioQTYIv4kNgL4+RkCeClJc8CrGpB4JBhKvINFkg2A1alFizCRQgh1UfQHxsJyVPf1g6gE+ubv0k7FEJIhXHRORego7MTI6eNw95T9sHlv7/Kcr1tt9oGRx9yJIZPHYMTzj4Ve+8+LOFISdzQgiAhzMJUJlRFrAxqO5v8RqA9+nKH0QA+CROALcEkiwBbCcuHBfxcXRcPRNCsUu9TsKPDs+9mCS5j7cFGwHmNgOMQldblQVvVIpRRSmzhWpIB5D7V/TUvxhu3ttbBdRYEAIR6rANnAasCrFdUD1ifFgSJFeHK95xVaEFACCHVRvG7qvJL0pJ06NvcgK96A6ubvsTmvbdJOxxCiAfqetagpSm6rPW6nu7y2br3vy7drq4O11/z55Llpxx7Ik459kTDst/88lf4zS9/FTxIUtZQgE0Is7gXJgM2mMhVFDFy2W5hOnckXhkyxbSFcjIMhTED1ozTjG03KavkdV+77cN/1ZQ9GV0Wr3DJwpXaesalaR/fqLNyS8twSdNrqgCr7XvA7r1mPXuzIBBaIDLJIlw6aqFaEDADlhBCqotymTNEKpF+DeuBLfpiQ/u6tEMhhHjkpHOHpx0CIQZoQZAQ0Qqw4bCumx4Us7gTvA3rZ/Fgdwke6sI8QT9R76KXXQNuK/jPx8zLrymc2E4ZkpbhaNWndI8jjsk3ASwIdKE7i4VmT1VZeJzRN+MbTUSX3o66ur5T9rZhL2Q6X0/ZgkWCTMB7lhBCSFKk/kVPKpy+TWsBZNGgNKYdCiGEkAqFAmxClFgQVNl1YJkliNqQ7FTmOLe2msYdR8ae8Hxg/e+zkHo7AN+bO4Sib8yqgFmh/3K6GYvIDsF5j4xeuVnt2PotoGZsz81SoLh6Nr++mwCr6eOqYOwzrJDUOHjUEkIIqUzU+TZJ/lhOqosMJLKiF1rRknYohBBCKhQKsCmRUQJcAEZ0zRhHVfFkbBrDDoDz9qGzSjXiGwxpKZYJ/QoO27ov8YIwCXnB2xSRZ8y65WOX5FpHdsyjODf9nTdCdy6YezecJSVvTlXhVDNgg/r2FrbXxtCbwYWzYGvRRhIfLlJo46kKsLQgIISQKoQCLAlBrdIN7WhOOwxCCCEVCgXYlAiUARtQD4hDcLXty9NawS9+DWJRiIvo9D0/vWMVadAiXHG6n4WyIAgVll6A9prXKgxZ22mfDxJKxMfGan9Ur1ejYBpeOvbrAeucYaoJn0p+/aRl0KIASwghpNqojBlbpFyp65DIyUbkctEV9SGEENJ1oACbEGaRIvoLQJ2fpQXM5YoT57GPp8cyvIOQ8CWK60t2RepAoBTFaet21TxZCREyEya64xBTvqUhPJ2gKYX2I5CWwep7LFQBVzF3ZIOaMevRgkBrP9lPr5pCfMlk9RNCCEkGdaZJGV4/kYqhZ2s7gBzWNn2ZdiiEEEIqEAqwCVHiARssgdGBrqAW2Ey790yIMSqX63VNK7M+gcKHGTTNOnTHkeEmiqqCXljxNVqkf8XPkMGrFyvN7agZpcYNM1pxruBluPKbe9y+YFng2TO2YJGQTLZSccxqkCtZRgghpLIpes6X03c/qTT6NDcAANY2fZ1yJISQcuXTz1di+JQxhmW/uvbXuPaG61KKiJQTNWkH0FUwi0LxFOGiYBCWsswstUAvYgWZuu7VlcK1bZ1o6HdCu9BlooT6JcjS49SY5SIhdftS9FuNqhBX+FZkYKsQ397FajeK6gFrWu6zIaVY2sRlHAoCrKN9ht7ZtrAkKQsVoZ6LOcNzQgghhBAA6Ne4DkB/rGtfl3YohBAP3HL5WWhu2BhZe/W9++K0y2+IpK3Ozk7U1FCO62owAzYl4hFgKRh4JUq/TfOoh2/Z/Ti6TuP28Fq4vEfrV/wK2MW1ozkeUovBS3vS4lFa+J9oX8zglSVb64u1lY5xfnyExRo+I9C15319JwFW6P5VM2CT9gKocfGoJYQQUokUrg2YAUtC0KdpPYAaNMrGtEMhhHggSvE1ivamzToI51/+c4w7aDL+csvfcfq5Z+H+xx7UXh+wy5YAAEVR8JOLzsWe+43EgSccjsNOOVpbb+i4PbBm3VoAwCuvv4ppsw4CACxdvgyTDp+CfWbui8lHTMX7Kz4EAEw5eiZef/sNrY/9j5qON955M9R+kOBQgE2JeDxg0yPc/ngVWKzlujgLS3lF2jxWEUp0XqH5fy178bC9Km557c1PRqs/L1xD0a5ohyf6dWMn4iJchn0zeqkKoWasqsulbi0/+LMgED4tCKSMNkvZKxnNA7asThBCCCEhKJaf5Gc7CU4GElnRE61oSTsUQkiF0t7ejkWPz8e5Z/7Edp0Hn3gYK7/4DK8/txS3/ulGLHl1qWu7u+w0FM/d9yRe/s+LuPT8X+LS314BAJhz3Mm4/d47AQAffPwhWlvbMGy3PaPZGeIb5jwnRPwesD7wmiBYlsSZtVguF+XuB0d69dH02bJZBPSVlym1f/xtgihPR+HyY0CxR8NNWIpiWy4XLOPSPv/UbAZgFFzzSwSE9JvBau7GaEHgjlqEy3l/tdxdTYBN4HdCXZZttvDekqzCRQghVUd5+b+TSqRbrhvass1ph0EIKVPs7NPU5bMOPdq1jZeWLsLRBx+JTCaDwYO2wORxE1232diwCaedexY++mQFhBDo6OwAABx9yJH49Z//F9f88ir83z134ORjT/CxNyRqmAGbEPF7wHqdeB4PlaBVxHfN7S/zM5IeI9uZNA+ciKh7XSMmQ1OrUSpm3SZ/3KxQCoJkFBmwRcG8dP+laS1hWse/4GjMoHVH9YC1X984BhmLZfGhCvLZwvGohM80QgghXslnH1SK1z8pX3p0SCiyER2d7WmHQggpQzbrPwAbNm4wLFu3YT02HzAAANCzvl5bXlNTA0XJJ38oioL2DvfPlWw2q23T2tamLb/id1dh8viJWP7sEtx/6z1oK7xWX1ePKRMPwCNPPYZ5jz6A4484NtT+kXB4EmCFEDOFEO8LIT4SQlxo8fp5Qoh3hBBvCCGeFUJsH32olU0yRbjSJ8rdSlr/KJ9DYh9J0dlTKVnoS0CzK2xkasMqMdROEBPwJwxHdnwtptt72063YYoHX9EyQv2OiBcPWP1C1YIgv+ta/mtgMd+fBYEmwLplb5uqcGUSUEKl7l8tAzb2XgkhhCSFZsPDDFgSkl6tbQAUrG36Iu1QCCFlSK+evTB40GD896X5AIB169fhqeefwfjR40rW3X6b7fDqm68BAB556nF0dOSzVsePGosHnngIiqLg29Wr8MKiBcVttt0er765HADwwOMPacs3NmzC1oO3AgD8q2A5oPL940/BeZdegFHDRqB/v/7R7SzxjasAK4TIAvgbgAMB7AbgeCHEbqbVlgMYJaUcBmAegP+NOlDihsMFZYIXm1FKJc5RR9OTUzZeOWNVyMiLcUFQn09PBLAgCNSPp1ac2xMFC4JysPlUFDUDNi6E6W/hmVlsD9yuRzuMggesk32GvgiXlKplQbI/xWRQEMTtfqQghBBSgVS0/xYpI/o0NwAA1jR9k3IkhJBy5Z9/+gd+8+f/xegZEzDjuENx8bkX4jtDdixZ7/snzMGCxS9i1PTxWPLqy+hZ3xMAcORBh2PrLbfGXgeMxpxzfoC999wbfXr3AQBc/D8X4vzL8oW8stms1tb5Z5+Di6+5HPvM3BednZ2GfkYMG47evXvjlGNPjHGviRe8eMDuA+AjKeXHACCEuBvA4QDeUVeQUv5Xt/5iACdFGWQ1YM4SUxK8Bkyiq3BClnlj9wzQciTJaW12WYfBHFj9NmSfAeu3CFc0mFtyK4mmvhSnn7B3ZEFMDzoewYwUBKAKnCFFc+8/Yqjr+/MvTkYHtfKATaJfQgghicIPdxKS/o1rAWyGDR3r0w6FEOJCfe++aG7YGGl7Xvju0F3x1NzHSpY/fe/jhudbDByEBQ8/pz3/9UVXAgAymQx+e/FV6NWzF9auX4sJh+yPPXbdHQCw75jxePuF5SVtjx05xrD8igsu1R5/9c3XUBQF0yZP8RQ/iQ8vAuzWAD7XPf8CwBiH9U8D8ESYoLoC8SR12YlyecdHkh7RVd1VJ0sHaU9/HsR1A+KnXX1RqIjikV5cVYrz78uhGnJwCwJvSBtpXJ3ar469/8+kYB6wbpYFRU/a/PoZmbVfOQYykhYEhBBSrZTD9z6pbHo1bwAwGI2yMe1QCCEunHb5DWmHEJgj5xyLDZs2or2jHRed83MMHrRFoHbumHcXLvvfX+F/L/01MhmWgEobLwKsZ4QQJwEYBWCyzetnADgDALbbbrsouy57zCJF1Jd/tR1NrhFUK1HJVuVSmMFLFMZp3EaBzX483Fs2byssUpudxjuY/IoYfpGwbk/LFpXC5AOX3rGXCFiES41fypI00eK5XMyPNR/KTMm6/jAX8XJ/J3qxICj+SCANyxKg0E1Gi48/WhFCSLUgVQsCZsCSkGQAZNETrWhJOxRCSBVjzpYNyknHnICTjjkhkrZIeLxI4F8C2Fb3fJvCMgNCiKkAfgngMCllm/l1AJBS3iilHCWlHDVw4MAg8VYs5qyvqPWmrNKBXg2fW74mZFHkiaNvPd7EwzAdRHHhHO0vP/ljm+wFvXScxm1/gL16pBb78RqRKvAFFfPC4Hev1HWltoNBj14URz2ndBbiiQq7lnTLpYBQs4WlxeueuvGXTS1EXlx1LcKlVZVTC6YkK4RmCxnJQRyTCSGElDkUYEkEdFNq0YHmtMMghBBSYXhRopYC2FkIsYMQohuA4wA8rF9BCDEcwD+QF19XRR9m5aNmmR24NH9z31ET/c29U4sKLDVxUqE4Zi2mqRv5urERNo+DU8yWdGlPGH8USXPIFMWfJ6qKOo3SSf5Xs33zj0vymwvLpe6Zvwjy2ysOEZjJOP54IIBivIW/GU+2EiHR/XigZsCWS0Y8IYSQaBAQED59yAmxoq5DgSIb0dHZmnYohBBCKgjXO1spZSeAHwN4EsC7AOZKKd8WQlwphDissNrvAPQCcK8Q4jUhxMM2zXV5+hR+LFUyyUo+Csr5AsGpqJMTCRa9Sqwnb7j5aNqjz4J0ed3yufVxKXqqpVCES+of+mm1PIpwqR6wcX0i2MnMQommCJe/c1G4Zm8XzyQBIYGMSNgDVihqKIQQQqqGcruSI5VMr5Y2ABJrGr9IOxRCCCEVhCcPWCnl4wAeNy27VPd4asRxVR2qSCGMs2uj7sXTWixAEA/ehKxoxl4aZLUoTyZ/bekFT+tST7F0a9+MFIUYnJxw869H+xYMflyDFuHSr60V2iostBRFDYsEMqb+/E+5NxXh8rR5xsUDVh9Q3rIgGQsCoX0uZgp2LTJh6wNCCCHxIQFAwOT/Tkgw+jZvAvplsKb5W2zZb6e0wyGEEFIhsAxawhQF2BQvACks2CArJkHCWcSy34k4j3x6p7Sb2ApdVqVuK6nobsTSO/CqJ6r/Y2MXuzCtY5zSX1xqzGD1f1NqEmA9bZKB4nF9CYEMUPg3OTKFDF1+TBJCSJUhheM1EiFe6d+wBgCwoWNdypEQQsqRb1Z9i5N+OAe7ThiGsQdNwmGnHI0PPv4w7bBIGeApA5aEx+yzmOzNffVdbHbVS2hNULScxh3UxVPfgWmauu9R9mNBENWbIFgRrnIpxKEey2hzckv3zZBJKovPixmswfr3Z0Hg7AFr+A2kkAGbkQlbEKiCOBVYQgipLoTf7yxCrKlvbQCwDZpkU9qhEEIcWH3LW5AtnZG1J+pqMPC0PRzXkVLi2B+cgJOOOQF3XH8bAOCNd97EqtWrMXTHnQP1K6WElBKZDPMnKx0ewYQwWxAoSd7bV5GQYJ1tZ7N/Pnc7XNXz+C7orVoOegOhikre99Ta8dVuTT/ZkMYSXFFZM7gX4ZK6B8K8LAVyAYtwqUHni3C5769xHwXC732ADFioFhF2rxbjUnN3RRJFuHTjpxXhSvRDmhBCSJwUEyEowJLwZADUoCda0JJ2KIQQB6IUX7229/zCF1BbU4szTj5NWzZstz3xz3/fhof+86i27NSfnIaHn3wMt8+9E0d//zhMm3UQdpu4N676428AAJ9+vhJ7TB6B7//PGRg+dQw+/+oLDNhlS237+x97EKefexYA4L5HH8DwKWMwavp4TDl6ZlS7S2KAAmzCpDFNm9W8VbwIKpUyVtZx+qlnH895EVAYjij7U21H2GqLUlsTDjYOSaIV4YpkCEqdeO2aLRkivz/UBArY2QNWH5CUAgICmYS/poQaH39hJoSQKkNAOBaCJMQ73XI16EBz2mEQQsqMt99/B8P33Ltk+ZzZp+Bf994JANi4aSMWvfIyDpoyAwCw7PVXcPeN/8IrTy3CfY8+iFdefxUA8NEnK3DmKafjtWdfxvbbbGfb59V/+i0eveMBLHtqIe77593R7xSJDN5hJkQSFgSVIh1GR9R7XB4j6K2UV6nEFi6D1waLJg1iqSFYaV6QDNLmscsGRqkyTU/mYDeDahaPZyHdlEmqeqv6K6JlbEG/vRcRXQgXCwLoj0QhH1ZJwIJAN4QZUciA5TRVQgipPvjZTiKirkOBlI1o62AWLCHEnUnj9sVHn67A6rVrcM9D83DkgYehpibvCDpl4v7YrP9mqKurwxEHHoqXli4CAGy3zXYYM2If17bHjR6L088/G7fcdRtySs51fZIeFGATJgkLgkzNtgC66ZbwYjNOos4k9XJqKI4ilod4bFYp7duHWYFP/VUv2EVXcd5PvOXxvghehMsdtepzKcLoxRAItYiXHwE54/h+MZQPk/lzJDkPWFVIpgcsIYRUG6G/8ggx0au1FQCwuuGzlCMhhJQTuw39Lpa/+ZrlaycdfTzuuv9u3D73DsyZfbK2XJhmFqrPe9bVWy4HgNa2Vu3x337zJ1zxs4vxxVdfYNxBk7F2/dqwu0FiggJsQmjZVMY/EZN/Q2Zqv4NMTdEfpOQNXXZXn+HiCSWTGES4EHEknPxpJWJ5sbeIX1JK49wy7pXU3EOtxknnEWs49kFHJvz+OovpTl0Xs3edopBapqupCJe6XHNl8DsGOhMDz2K2cBFsjc7AAkAmgbMWENobKIuCJUQi3rOEEEKSIX9tIMrEfohUPn2bNgEA1rZ8m3IkhJByYv8Jk9HW3oab77xVW/bmu2/hxSULcfKsE/HXW/4OAPju0F2115994b9Yt34dWlpa8PCTj2H8qLGWbQ/afCDe/fB9KIpi8JNd8enH2Gf4aFz2/y7G5gM2wxdffRnT3pGw1KQdQFeh1ILAv6iQQS1ycJrqay2CKOWmt7oQm9xSYeNgiU50C4XLIAdpvdR91O+24RFCmN9pFmupv4JEcRMWPvLiVPcI2tKKWHk/Dupnk/+EYDUD1s82zh6whgxYqEW4kv2aUm/OJX+fJISQqqNcZr+QymdAw2oAg7Gxc0PaoRBCygghBObedBf+3xUX4vfX/xE9evTA9ttsh99ffg22GDgIu+w0FIfNOMSwzai9R+K4M0/GF19/iROOmo2Re43Ap5+vLGn76l9cgSPnzMLAzTbHiGHD0dTUBAD4xdWX4KNPVkBKif33nYxhu+2ZyL4S/1CATQMpA3nAjvlwJVbsvA9alDZ/3ZnEmPIrypXQVN84u3FNP/Uj9rkfH30Wodp1NEfVPVvadhilvyjMPQXHzpPWiqI8m/cXDSto52XCMGOf046lv1a0vZYC5vErTrXUOaoamhdaBqy6jv9CaHZZxk6buBfh0o5IYb+SKsKl7n2mEF+m3D4mCSGEhIcCLImI+rYmAN3RJJvSDoUQYoOoq4Fs6Yy0PS9sNXhL3PX3/ytZ3tzSjI8+WYHZhx9jWL71llth3i3/Niwbsu32WP7sEsOyow4+AkcdfERJu3NvutNTXCR9KMAmhFmkCOIB269pLUa+9kSQzstL4ww50197HPQiugquvZXAmabmIxQgFdZmE//yXfQnpZc2o8s3jQZ/HqqeG9U9LvwReiFTlPxm4P+McsoytiPjknmsE5Nl/lEmYSsAAQVSAjVIynuWEEJI/BQuhuP4ziVdlhr0RCtYhIuQcmXgaXukHYLGswv+i7N+9mP85PQfom+fvmmHQ1KCAmxCJFtR28oTk8RKpENsLw0Wu0nvBsJZuEz3XJOeoxOAIrXc1TSjVhCwUqVUY5eu+51HV/QMADRv2IBivihmwHpvwY8FgYAQSQmwetsGBVIKZBVaEBBCSLWg5iLwk51ESfdcFs01zWmHQQipAKZM3B8fLn67ZPkpx56IU449MYWISBrwOiQFBIJlwBI9IQbQZtPgIly08p2X1qwFfaFlDQbFvK03YQ+AkAVfNR9jEdWwlfh52Kd8G5eWSRaMeiwj+0ww/QBj43dSzF8NcyCEfwsChx+jSgRYiMQzYDNCAUABlhBCqpJKK4xAypq69hykbEJLW2PaoRBCCKkAeIeZECU+rLEIsNaNVtelZkT+BbarWK9UblnExni8n0xuawb1AS3ixwM2DgsCOyy8bA1CYHrHV9E8WP2hz2c1O9lalh6z2cXi1kGOh/BVREy4ZMDm29MCK1gQJDBRQzc2eQuCDLIJC7+EEELiRqBsfnwlVUHv1lYAwOrGz1OOhBBCSCXAO8w0kHEJsLbdVWTbXikR8nwEpZi8wMIcFlVYcm4j7IEvTjsPhjD9DRKB87aK4v/mJjox1u5cELqnquBZDmdv8bzxnG3ssdXiv+oiYXisFeEKKcA6y75mMvB68ysLZ0VSRbhUhKAFASGEVCuCRbhIhPRt3AgAWNv6bcqREEIIqQR4h5kQ5mm3sVz+WegnNT3GobUKCw7k7SfLQ1rOT7x3Xj/qiup2hZv8dWOxtodfBuzWMBd1So5iRELaCczm4EQhJTT994b6I0BQ+VW6+k7YWBCoxbkStyBw9oDVy7kCgEggE1XqehZQACmQoQBLCCFVRHn9+EqqgwENqwEAmzo3phwJIYSQSoB3mAlRakGQzAWgqNkSnaauaD9rJwBVzkV54MJJvtf3b2+geIwtjvPQk3+u9qA8jreiZsAKvyMidY+8mC8Y19GETWlezw+qkO11a+FiQaCj0GQSHrDC8Dhf1KyGAiwhhFQNmtlPgFk6hNjRo6MFAnVokizERQjJU7d9P4yeMQGjpo/HmAMnYtGyJZG2f+O/bsEd8+6KtE0nbp97J865+HxPy6fNOgivvP5qUqEF5quvvsIxxxyTSt8JmOsRKxK1IMjwMOepVOm5VNxyKmSUHn6mopvE3Yh2p2g0oLccsFtXapnJaY6m1G4Lg56fpdtJi0fGD51ib1r/vgXgfDv+fkxytiDIR6UeO9WCIBsgLv+ouy9EPgO2RuHnJiGEVBvMgCVRU4M6tKIl7TAIIRb8+c6/o6kluh9IetbV45wTz3Zcp65HHZY++RIA4Knnn8El11yOZ+Y9EVkMZ5x8WmRtpU0ul0M2m8y9np6tttoK8+bNS7xfgBmwybHqvcKDwmTXJAXYQMJK+RP1JXRwTTP5i3nFIGIle3xtLQgKf71mwBq3jckD1okIs2DCnAGamO6zEaOFgIdiaCWLMs4ve8VHES7A2YJAH4nUinDF/6WszyDWinAxA5YQQqoPZsCSiOnemUUnmtIOgxBiQZTia5D2Ghob0K9vPwD5e74Lr7oYw6eMwYipY3Hvw/cBAL7+9htMOXomRs+YgOFTxuDFJQsBAAN22RKX/vZKjJo+HhMPOwDfrl4FAPjVtb/GtTdcBwC45a7bMP7gyRg1fTxmn3ESmi3iW7p8GSYdPgX7zNwXk4+YivdXfAggn8F67A9OxCEnHYndJu6NX1x9ibbN/91zB3afNBwTDtkPi5Yt9jdIBZ6e/ywmHT4FY2bui9knH4/GxkYAwJAhQ/Dzn/8cI0aMwD333IO9995b+z+bzWLlypVYvXo1jj76aIwePRqjR4/GSy/lBe3Vq1dj2rRp2H333XH66adj++23x5o1awAA1157LfbYYw/sscce+NOf/gQAuPDCC/G3v/1Ni+nyyy/H73//e3z66afYY489AAC33XYbjjrqKMycORM777wzLrjgAm39s88+G6NGjcLuu++Oyy67LNA4mOEdZkKIXJv6CEDckl1RTKhv/hbd2rz7EmVEr5B9B9gzW93GSdApD9GxSJRH1L0tq2nc7kWchCZ02q/pQcizD6rw1/9YhHIhtfg1w3lCfr63jO5xmjmwmp1EZKe0XUO6j3sptHFTBeBAIrjwmUsk3ItwGcRQkaQXq9EDNqsk/2ssIYSQuNB/9xMSHXUdOUjZjObWTWmHQggpA1paWzB6xgTsud9InHXBT3DROXlB78EnHsbr77yJZU8txBP/fhi/uPoSfP3tN7j7wXsxbfIULH3yJSx7aiH22n1PAEBTcxP2GTEay55aiH3HTMA/77qtpK8jDjwUCx+bj2VPLcSuOw3FrXffXrLOLjsNxXP3PYmX//MiLj3/l7j0t1dor73+zpu48/rb8OrTizHvkfvx+Vdf4Otvv8Gvrv01nn/gafz3/qfw7ofvlbSpMu+R+zF6xgTt/1feWA4AWLNuLa657nd44t8PY8l/XsTI4SNx7bXXatttttlmePXVV3HCCSfgtddew2uvvYYf/OAHOProo7H99tvjnHPOwbnnnoulS5fivvvuw+mnnw4AuOKKK3DAAQfg7bffxjHHHIPPPvsMAPDKK6/g1ltvxZIlS7B48WLcdNNNWL58OWbPno25c+dq/c6dOxezZ88u2Y/XXnsN99xzD958803cc889+PzzzwEAV199NZYtW4Y33ngD8+fPxxtvvGE7Fl7hHMuEMF/uxZEBa3VJOfibJeiOgVgzyFsbg7A1vsH7nvv0I335x23qfeVdRIcreFTc3sqCQBgERS9tBQ7CElWK8+4BG33Wa6kYa1F8S/tbHuePKqb7HQ9N+pTezqrSkRCGV4K7CnvfUiDjeH7oxyCf1yuRSeJrSheSEPSAJYSQakPzgC1LCydSyfRuacHqOmBV42cY0mOPtMMhhKSM3oJg8StL8P1zz8TyZ5bgpZcXYfZhxyCbzWKLgYMwcewELHv9VYzaawTO+H8/REdnBw6bcQj22n0YAKBbt244eOpMAMCIPffGswv+W9LX2++9i8t/9yts2LQRjc1NmDZ5Ssk6Gxs24bRzz8JHn6yAEAIdnR3aawdMmIy+ffoCAHbdeRd89sXnWLNuLSaN2xcDN9scAHDMoUfhw48/stzXYw49Cn++6g/a82mzDgIALHn1Zbz74XvY78jpAICOXAfGTRivrWcWQV966SXcdNNNePHFFwEAzzzzDN555x3t9U2bNqGxsREvvvgiHnjgAQDAzJkz0b9/fwDAiy++iCOPPBI9e/YEABx11FFYsGABfvrTn2LVqlX46quvsHr1avTv3x/bbrstPv30U0P/U6ZMQd+++XHYbbfdsHLlSmy77baYO3cubrzxRnR2duLrr7/GO++8g2HDhlmOhVcowCaE+XJPqRJXgEguY02NJOFvait2Bek6hWt5z4WMAuP/BFWnxAezIIhmEKVBYLVbp/CqRFnciCmuU/L9Y71bpiJcWjZ+GA9a4fNHhQzgtr+atUI+niSKcOnJWxAI1OT49UgIIdVE/rs/l3YYpMro27QRGNAN61pXYUjawRBCyoqxI8dg7bq1WL12je06E8dOwLPz/oMnnnsSp593Ns75wY9w0jEnoLamVqvRkc1m0dnZWbLt6eefjXk334Vhu+2J2+feiRcWLShZ54rfXYXJ4yfi3pvvwqefr8T0Yw/WXuvWrZv2OJvNojNX2kcQpASmTNwf//rbrYAQyPbthmyvYl+qUAoAX3/9NU477TQ8/PDD6NUrPxtbURQsXrwYPXr0CB3LrFmzMG/ePHzzzTeW2a8A0L17d+2xOtaffPIJfv/732Pp0qXo378/5syZg9bW1tDxMMUnIUoyYGPow7N8kr7mVN1YHogAU/mdVtEpbNpUctVeIIS4b97UqilDlmKIVG6zHBgU/XC577u+KFWUN2HB31RBBGtDz0JvpGCV1SqKK+rWMwuw7hYWVgh/P5i4WBDo82lVD9hsAh6w+p7zRbgyqGURLkIIqTpEGfzwSqqL/g2rAQAbc7QgIIQYee+jD5DL5bBZ/wHYd8x43PvIfcjlcli9dg1eXLIQo/ceiZVffIYtBg7CaSfMwfeOPwXL33rdc/uNjQ0YPGgwOjo68O8H51qus7FhE7YevBUA4F/33una5j7DR2HB4pewdv1adHR04P5HH/Qcj8qYEaOxaNkSfPTJCgBAU1MTPvjgg5L1Ojo6MGvWLPz2t7/F0KFDteXTp0/HX/7yF+35a6+9BgCYMGGCZinw1FNPYf369QCAiRMn4sEHH0RzczOamprwwAMPYOLEiQDy2bZ333035s2bh1mzZnneh02bNqFnz57o27cvvv32WzzxRDSF1HiHmRBpWRBYEW/ybZDJ0MljnbWXflxescuAddsDLwKrrwYNbdnbI3iLJiqsilKV9q2/CUvzyIfLQPXTj3mB0Y86WO9+rRyE5+xt9ShmkLQXqwIJesASQkh1kf9WoQBLoqZHRyuEqEezjLbYDyGkMlE9YIH8ffHNf7wB2WwWh888FItfeRmjpo+HEAK/vuhKDB60Bf5175249obrUFtbi171PXHLn/7hua/L/t/F2PewAzBwwGYYPXyUVuhKz/lnn4PTzj0Lv7nudzjwgOmubW65xWBcfO4vMOnwqejXpy+G7e5/yv3AzTbHTdf+Haf8+Ptoa2+HyApc9eurDSIrACxcuBDLli3DZZddphW5evzxx3HdddfhRz/6EYYNG4bOzk5MmjQJN9xwAy677DIcf/zx+Ne//oVx48Zh8ODB6N27N0aMGIE5c+Zgn332AQCcfvrpGD58OABg9913R0NDA7beemtsueWWnvdhr732wvDhw7Hrrrti2223xYQJE3yPgxUUYNOiSiwIyoG0hzKsr2ugPgPfQMQ4WpolqVcPWPtnfjD4vpp/2bAMpSB4SolMGdyIqePlOxJD7P4L1pV6wAaZEBHEgsCbByyQz2jOJJIBC22YhJCAFKhhBiwhhFQdFGBJHNTIOrQJCrCElBs96+rR1BLde7NnXb3rOi0rN1guF0LgmouvwjUXX2VYfvKsE3HyrBNL1l/3/tfa46MOPgJHHXwEAOCS8y7Slp95yuk485TTHeMZO3IM3n5hufb8igsuBQCccuyJOOXYYr8P3nav9vjU2Sfh1NknObZr3h4Anr73ce3x/hMmY+Fj80ssCPT+q5MnT7ad1n/PPfeULOvbty+efPJJ1NTUYNGiRVi6dKlmH3DeeefhvPPOs2zrzTffNDwfMmQI3nrrLQDAnDlzMGfOHO21Rx99VHt82223WbYXBt5hJoZRWIjbAzZTsxWUzpXo1dKAjrqB8XZWJYQtj5UkllmEkaRVh7cUCOYBGw3C9MjZ+qM8bsKKGbBRoRdFZV7FlKYepM6CQBuGIOOhZsB63dbZgkAfhSyEnknYKSfvAUsLAkIIqSaKsz3i9tAnXZHunRk01TakHQYhxMQ5J56ddggkQj777DMce+yxUBQF3bp1w0033ZR2SL7hHWZCSH2ymYxZ+hEC2e5jMfzdpzFw07f4om7HOHuLEStJSj9tPPpRtGsxjSxXJ4LGYxxRqzbcZUD7Amb+Yopjyr2vyfBlckg1D1af8RjjN/oAW3dkyi6V5gzYAIXXhIAvCwUXD1g9EkmalJs9YAVqOvn1SAgh1UPB2EYpky9/UlXUt+fQWNOKptb16Nmjf9rhEEJIVbLzzjtj+fLl7iuWMSzClRDa5V5pPZwYOpMQQmDgpm9j7CQJ4rtIjkX8UxU0p4Mb0S4pbpXkUyBUBmyoN4QwPHbLci3KhboxDD0lMUQRMRltBmxpITJh+qs+Ngqwgb8OfI2dAKBAUazPX0OBN4QrKBccCYkMukkKsIQQUm0IRFmAk5A8fQpTnFc1fJ5yJIQQQsoZCrAJYZ7lm+jv72mbpLoRID5v/qFeGk5IyPQhUnkrY2YnLLpt6FKGK8SJqfmqpeivJjwVhSq8rviZOh8fWgasz+30Rc+cti168prfNcLwehQ51e5rZwt9WfdmzkpO7KNL6mTqQgZsba42qd4JIYQkgAAgmAFLYqBvU74S99q21SlHQgghpJyhAJs0SWTAppM2lghRXDbby1VhWk/mgr44Xb1UOHY76l7OitJ1/JxL+di8ZsAa8jEj/yTyYqVQzIIJfvTCv9dUP98oh8DL/pizwDOBPjcy/otwAcjZ/vAhYNTxU7hRFrLgAUsBlhBCqg3zPBlCoqD/pjUAgE25TSlHQgghpJzhHMuEUWvhKDFK371bVqO9YZ5uSfUKsuVB8hfzdqJX3uHMqcp8PAhIXfai1/EwT4kPiO7XjNJWbDItkc+CCf82lJa9+muhYEHgOytHX2jL+jVDi/pffaTQbB+K51LQ0fARd0HktbPQ0O9G+JH1Q94aAchnwEoIdMvx65EQQqoFWfhWEQotCEj0dMu1Q4ieaJbRVVsnhBBSfTADNiHMk4A7s/H1VS9ymPzWf+ProFyI2DuzknIijBmwyQrsbr15NXUwtBPZ4Hsfi2izYIK3VZRRw7ThtN/qa8WPewlhyoAVAZ0jhM7iwAv5GJyypHWycirJ/AIKIDPI0gOWEEKqDmbAkriolT3Qhpa0wyCElAHfrPoWJ/1wDnadMAxjD5qEw045Gh98/GFs/Q3YZcvY2ibRwjvMhJCmx3EKsGEIrXckdl2bsDKT6PW6e2fWHrBept37XMPHMGurehbk4jqG3ibgR0MEFgTqDwmRFVYzxqQJmiXHRZ8BKwLuihfPXT0FCwJFASw/A41FuFJBSEhFIMvfJwkhpPqwKQJJSFi6d2bQUEMLAkLKicUrpqAjtzay9mqzm2Hsd551XEdKiWN/cAJOOuYE3HH9bQCAN955E6tWr8bQHXeOLBZSmfAOMyEMAqwAOspUgA1N7LqotHiULlFkMPrtTFrkmcaR1WH2CVWXWiKDe8CGw8q51r714pT/nGFpWqgCaMbngAhp/16QMOSR2nVsWMeLgG8Rhb/zXjh7wJaWiEvouBhsLBTwq5EQQqqT6H7sJMRIz7ZOAG1oaIlO7CGEhCNK8dVre88vfAG1NbU44+TTtGXDdtsTe+8xDDOOOxRjDpyIEVPH4uEnHwMAfPr5SgzbfxTOvuAn2HvKPjjohMPR0pLPpr/lrtsw/uDJGDV9PGafcRKaW/I2J5989ikmHT4FI6aOxWX/e6XWT2NTo2UfpHzgXWZiGKWFjpoUfVlTrFJvSeThuDQoYKtJRXNUwu6Qtyj8Tf3213YQVLEsSFxOgqnflvQ4RVIu0xA1X7q435eGyn8CovDxXxRQAxwD4TcD1tkDFoAX6TgmCj0XinARQgipJtTvWgqwJB56tTQBAFY1fJ5yJISQNHn7/XcwfM+9S5b36N4D9950J5Y8sQBPzX0MP//VRdp980efrMBZp/4Arz37Mvr17YcHnngIAHDEgYdi4WPzseyphdh1p6G49e7bAQDnX/ZznHHyaXj1mcUYPGiwpz5IeUALgjQQAu01Sb4RpOlZpRTlChqn9+1KP4+CHhf9dsmMr9ScPNWp5H76tVvXvNxtPHSZgz6LcGmiq1qZLijSx/HWP9FNQwz7bgyzfbEwiL+bQnWvpU6qlIYxtdui8EwaXwu2D8KngFvwgPVYhCuNjyohZAV9RhJCCPGC+k1ZLj++kuqjX+N6YPOeWNu+Gt9JOxhCSNkhpcQlv70CLy5ZiEwmg6+++Rrfrl4FABiy7fbYa/dhAIARe+6NlZ9/BgB4+713cfnvfoUNmzaisbkJ0yZPAQAsWrYY99x4BwDgxKOPwy9/c5ljH4MHbZH07hIbKMAmhPlyrz3GkbeakJ0YHq5rU7/0lVEHEe8emeVz7ZFUtCndXjEIXF5+DfMhbqqxebUgiANVhvTmdhsi89Oy32BoAmpQX7qS4TbaAkhtVDKmtQoZsNp5ECTrU/jKqFf7zNlmIOk9YGWyN8pC/aP4PO8JIYRUCiLHDFgSDwMa1gDohYbOhrRDIYSkyG5Dv4sHHnuoZPm/H5iLNWvXYvHjL6C2thZDx+2B1rZWAED3bt219TKZLDpzeQuC088/G/NuvgvDdtsTt8+9Ey8sWqCtJyyqFTv1QcoDzrNMCGlKTItTgHWDv/5bkxOVdVFu5QPrTowWBD6nN6gZmOlIXf6EwzjJR5FBRnYG2tL4KGgEwTNgffVe+MFAcTh3pU5GTw7dfghZIlYTQgipDkSgaydC3KlROiFETzSjOe1QCCEpsv+EyWhrb8PNd96qLXvz3bfw2ZefYeDmm6O2thbPL3wBK7/4zLWtxsYGDB40GB0dHfj3g3O15eNGjcXch+cByIuuKhsbNvrugyQL7zITwpxr114bQx8Wv4L4J0I5rNvmyXTpV6mx6a9T5KxfSBivu1Na/MhdRHMbalHapOc21OWKZ2FTX/gozEkgbB5bkU9/FiinQhzBLAg8tSyh+/VHNzZS7wELOBojO6Jm23o95t4tCICCxWxCqF0JIQF6wBJCSJWhzo4pl+9+Uo3Uyh5oR0vaYRBCUkQIgbk33YXnXnweu04Yhr2n7IOLr7kcM/efjlffWI4RU8fiznn/xi47DXVt67L/dzH2PewA7HfkNOzynZ215X+44re44f9uwoipY/HVN19py48/crbvPkiy0IIgIczyREc2lTASZU2fxph7sBN9bJZ7mFYcPOsuunw9pyj1vfg11Nb7xTqtY9efy4a6DFivHrBJop/ari4plwzYgpdvzmcGbGG8jR6wTpiKcGnvBwkIEdD31O82zgJsPpyClYUsxJY0QqEHLCGEVCmZ8vjqJ1VKjw6BTbWNyOVyyGa7wM0eIWVObXYzdOTWRtqeF7YavCXu+vv/lSx/4aFnLddf/uwS7fF5Z/1Ue3zmKafjzFNOL1l/h+2GGNq64oJLAQCbD9jMtg9SHlCATRj1uq+zC4x8aYamPxKXQEJOSU96Rrs2jduHX6Uw/Q2L1T57P+76jMzgMQiHZ8YOTGtqPnDhRyN0ES4hkIkwI9fqGEiTCK0Vb5NqDmyYDFivFDxgbTOQ9EJwOjKogIRkBiwhhFQnSnnMdiLVSc/2DmyqbUdD62r06znYfQNCSKyM/Q7FSFJe8C4zJTqzKbpQVcmv/6F2Q/PkjeMoJDPA0uM0buNrMXrAFvbba2ZufJF4LcKlH7/03hRqBqtQ/GXA6j13g0QvDB//AfOBhU8v3YKngLMFgdT+TUyAlWYPWGbAEkJINaH+1JgpE/93Up30bm4CAKxq/MplTUIIIV0RCrAJoU171t3X51KamVKZl57mPMfg/qFhM3ODtOfvgt9pXb3o5n8/3MfK+LrVB4RtG4Yp8f6iCoOU+nMhmT6jbKUowMaclWPIlBaa329RbvS/N8JvES7Nd9b9hw8JWJgSx48QCj1gCSGk6lC/6+gBS+KjX+N6AMD69jUpR0IIIaQc4V1mQmjumDo9wcfMcZ+9VC9Ri6eVTDABNr4ttCJcgTxgI/oosg1X/0I+Pv2U/3TPqmAesFrGsWGhztdV+6taDRgtH4oZsBLGqf9+o/AvwCo2BceELhPXX3GvCNB2nxmwhBBSrfDGh8RJv4bVAAQacg1ph0IIIaQM4XVIQmgygu6+XontHj9Mw+UqcFrtU8SxCiRv5BoC1YLAXwZwjMKSOnaexzCuWDz2XyY+cNq0yAjjsR4BUwZsyWtBi3B5zyYSIv+V0ynd91XCOGMgKYSgBywhhBBC/FMjFWREL7SgOe1QCCGElCG8y0yR6AVYbxOJmdsVMRFXa/faUsk0bg8p1b7PDYdgzOsWMzL9jUVQ6a+4fWkxLy/tlYsPnGpBkPGZAatR4llq3Hu7bE5hsgMImgHr79xXJ4C6+xcnm+2u61lISH41EkJIFcIrYBI/tUp3tKEl7TAIIYSUIbzLTAgrKSF6C4IoiC6ostw9jwSTfrxsFaFQayEg5n0z7bfJ+DwqdtKddUBqCaX0inAJiEICrk3rophxWszcTPdMVQXYrM8iXMZzSVi+5HQkhDSLtgHGQfgt3pU3vrYrwgWYzRPS8IBNtPwXIYSQRCiPH11J9dOjUyAnG5DLlcdMK0JI8nyz6luc9MM52HXCMIw9aBIOO+VofPDxh6Ha/PTzlbj7gbna81defxXnXvqzsKGShKlJO4CuTFwCrOslZqT92vfmuZuSJqzajDJoG4ElsmvzZMQbL4WMSjHHZrPTAU7OjO8M2KjGSVg+BKxFanU1469Pad6YqR6wHUE397bQMK2+KLjmx0hABprvLwqWE17Hr+ABC+ubEqMxgkzYgkCV5hVaEBBCCCEkED3bOrCxthMbW77FgF5bpR0OIV2akR9/itUR/hgyMJvFKzsOcVxHSoljf3ACTjrmBNxx/W0AgDfeeROrVq/G0B13BgB0dnaipsafFLfyi89w90P34rgjjwUAjNxrBEbuNcL3PpB04V1mQljJE7F5wFonw9m+njqpxuPulllO6MVNxSQuepHAwpsUmNfQT//3Jwgb8i/D/BohzQ/tR8Lt9TQImgErdFmu6vA5n83mI6cr2CVEwF+EihYEnryIC4qq+dzVo76iGJ7FjH7fSywdCCGEVAP8ZCdJ0Lu5EQCwuvGrlCMhhEQpvnpt7/mFL6C2phZnnHyatmzYbnsip+RwwFEzcNT3ZmOvA0ajtbUVPzjvbIyYOhb7zNwXzy98AUA+0/WAo2ZgzIETMebAiVi0bAkA4OLfXIaXXl6E0TMm4M83/RXzFy3AEXNmAQCWLl+GSYdPwT4z98XkI6bi/RXhsm1JfDADNiFkyYM4i3C5oe+4BnVKf7RkVkfei72eE0RUKW1MasJPkLZspu8HJk6hyLrtIBmw/gp25bfwGo+6ppO4FjdB31JpS7ICApnOgBmwLkjTX/VxRvOAVZcFE2ClL1m7kAHrSaxP9qhoMjU9YAkhpOoIesVIiF/6N64DBvXB+o41aYdCCEmBt99/B8P33NvyteVvvY5Xn1mMHbYbgj/+4y8QQuDVZxbjvY8+wCEnHoG35r+KQZsPxON3PYQePXrgw08+wik/Og2LHp+Pq35xBf74j+vw4G33AgDmL1qgtbvLTkPx3H1PoqamBs8u+C8u/e0VuOfGO5LYXeITCrBJo08YjPw6sHB5adItSoslFcmiDt07gZZu1uuGgZe58WKe6u9lvENlmrqhKXn+PGDDR1RahKv4UjR5wXGiHses4k+AFXpp1bSb7nndpqn+gUuh+S3CpQqwdhYEhYgU9fMxJQ9YWhAQQkiVkfZPraSr0KdxLYB+aMg1ph0KIaTMGL33SOyw3RAAwMKli/DD750JANh1p6HYbutt8eEnH2G7rbfF/1zy//D6228im83iw48/cm13Y8MmnHbuWfjokxUQQqAjpsQeEh7eZSaE1RTh5IpwOXckPYlUZUYoc0i7/Q1aeivi8fO4a9KURahmMDoVLnJt2nRSWu2bXRatKAivSgAPWP+ZudbtOC9TKa8iS7IggGY622NpXdtXaSNUa4J5cAHW+xFXPWDttlDP3sK5nOhnk9T6VMro/CCEEEJI5VAjFWREL7SgOe1QCCEpsNvQ72L5m69ZvlZfX++6/XU3/w2DNh+EZU8txKLH5qO9w/0e8YrfXYXJ4ydi+bNLcP+t96Ctrc1v2CQhKMAmhKUHbOSjbycauIkYUYtfMaLProxBm7GTkiIXWSMgSEx6oVPayKvGTrwe32IhpjTHSqSUNRmOgges3yJcsjj1XxXfpZbJamWxYS7CVewdEAF/1BC2hc6sV1fjdMuAzQaIJQz5njMFH15aEBBCCCEkKLVKN7SjJe0wCCEpsP+EyWhrb8PNd96qLXvz3bfw0pKFhvUm7DMedz8wFwDwwccf4vOvvsDQHXfGxk2bMHjQYGQyGdx5393IFXxne/fshcZG68z6jQ2bsPXgfNG/f917Zxy7RSKCd5kJYZVjFrUHrHcZxNhxfVtcKepRCmHJCr2BIk/Y+7SYAev9bRwu09SlbbUolE8LgliOra6+VJyICDqShXZqYsmAtfN4FaY1RDAPWKErwuVp84LvrIsHrEjjq0kA3ZX8BQ6LcBFCSPUR5zUQIXrqOoCcbEAu56/AKiGk8hFCYO5Nd+G5F5/HrhOGYe8p++Diay7HFoO2MKx31imnQ1EUjJg6Fif98Hu46dq/o3v37jjz1NNxx7y7MGr6eLy/4gP0rO8JANjzu3sgm81i1PTx+PNNfzW0df7Z5+Diay7HPjP3RWcnP3fKGXrAJkwaFgQl0pCp371WvIqv99oxqtYTJEzfNtPoQ7SotRHrtGmpe+S/kFicHr9CE/K8CrB2gmCYoLy1U163YGpJLP9F1ZxaLP51EzPDWDIE9YC129f8WSTV6QFJWRDI/D/dlByQZQYsIYRUH5U2O4ZUMj3bOrChWw7rm77G5n22TTscQrosA7NZrM5Zz7wL2p4Xthq8Je76+/+VLD/thDna4x49euCma/9ess7OO+yEV55epD3/9UVXAgBqa2vx5D2PGtadPG4iAGDsyDF4+4Xl2vIrLrjUU5wkeSjAJsR2qMWX6ERWpzsk5wHrTAYSWfRFDhvTDsUB4fDM0yaW2CVremlf9e5UKfpaWm0d/YW/EkCwc8v+cCrY5r7UnwAbGbo3kt3emfM9y4s48i0tzCVsPnDU4yUDFZ5SBViPoyqcPWC1CGXSFgR5atXiYOXy4UwIIYSQiqNPcwO+7A2sbqYAS0iavLLjkLRDIMQA03wS4vfYAld+vg4LdysOedQWBHb4SyKLLqg4ds+9ursHyrzomKsvq7qeyzRuK/xP+/cxtponaZDxjfJscevfnPGZrtgmA2agCmnMczU1arHM7Puqa0uo3rE+Y/AtuHuzIFBjTa4IV76/GloQEEJIVVLeV36k2ujXsB4AsL59bcqREEIIKScowCZEn0wNdsm04YNtdBmTSd3jp6YlxHu567f1+ESV5C7rjTXI8iKWUaOK34TALps0o6iZlH49YNMnbNZu2K2j9qUzWJ1oBbr0GIuxAQIyUBGu0padKQiwNtnbohCPTCkDthsFWEIIqWL42U6SoW/TWgBZNCrWBXMIIYR0TSjAJkbpRV9as1zL7/LTS0TeJsf7X6cc8SZohcuA9biGryH0mwErtH/DHClVvJQSBTU6jKdp8hRKWPneTl/+yyieioBZ3kHGTPgsPufiAStFfodUD9gEf9wQkKiBalrPr0ZCCKku+NMaSY4MJLKiF1rQnHYohBBCygjeZSaI+cIvsQzYqpp45XWCftS9eFjHlxBlj9dsyBIfTQ/dJ1IBOEgGbCS/RhT3rrJusuLMzdaJ0fqsUv14S3WdIFFk4OfzRQg1G9feTCRfDyt5ARYoesAqFXYGEUIIIaS8qFW6oR0taYdBCCGkjKAAmxQW03vjyoA1d1UiYUTYbzTyiDQ989pqsN6d8yP9D460eOS+bniCTJsXhrxJ+0JeQeLMFrIa/WbAhsVJvrSLxChEpy22Bc3YtfaA9duSWkwukAwsCpKprxMmY58Bq8aUuAWBAARQoxbhSv2cIIQQQkglU9chocgG5HIdaYdCCCGkTKAAmyLJZcAGmb4fQa9lXuzKGj8Tws3CsfVyIMo3WtEvVNHEIhXfBgPIiZzpdWF67ucYqqKu/wzYMJm56mlWtCCwJy8Oh3V8jRaJ8B6wRZ9X1Y6h9GxUDGdhqZOvCHyWqj143YeMrQesdsZpRbgChuSXwi7UKOqPCBRgCSGkuqgseyJS+fRsbQOgYG3jl2mHQghJkAG7bOl53dPPPQv3P/ZgfMGQsqMm7QC6DqJEG7rw+zWY+5tO69Wj7NlHCqya0FZ+hMkQLG1J0dbw76OaNGa5UCADiRyshC/32wvnSfqlAmzpenbWASIiC4bw2Gdk2u99mrGHFWDdtvXmlxxsBERBQPZDxta/WGunkAGbrFQuUQsW4SKEEEJIePo0NwJ9gDXN32BQ3yFph0NIl2T8LYuwpiW6LPTN62qx8LRxkbVHuh7MgE2KxFK5rAg3RdkJp7aiTIANNnz+Ngoert/iU+FQfTTdpnFbYXzDh4u3RKyV/sYh+neEKJ4nFaWfBZQ+FWsLAvtu7AZFFt5gAYtw+d5EuJ8jWgZsUgJsvr+sYs4qJ4QQQgjxT/+GtQCA9e3rUo6EkK5LlOJrmPZWfPoxDjnpSIw9aBIOOGoG3vvoA+21Z198HuMOmozdJw3HY888AQD49POVOOCoGRhz4ESMOXAiFi1bAgCYv2gBps06CMedeTL23G8kTv3JadrMx+defB77zNwXI6aOxRnn/xBtbW0AgKHj9sCVf7gaYw6ciBFTxxr6JslDATZBUtOEPKmXFaVYhcJe0imXDE5n1KnitiKW46E0esAGjcByqSrAes6E1WXPRnb+OU+HlzaZnmlmPEZhQWDVZikZ3eulWdMy0NeBKHg/+Dmf7C0I8nHIYgZswm/JWtCCgBBCqhEaEJCk6d28HkANGmVj2qEQQlLmhxeegz/+6ndY/PgLuOaSq3DOL8/TXlv5+Uq89Oh/8eD/3Yuf/OJctLa2YtDmA/H4XQ9hyRMLcMf1t+K8Sy/Q1n/t7Tfw+8uvwevPLcUnn32KhUsXo7W1FT8472zccf2tePWZxejMdeIf/7pZ22azAZthyRMLcMbJp+FP/7gu0X0nRmhBkBgJ1J+37aAyhEVnrCaN+9wvl9X9Fy/y2UHgdo0IkcnPsrfJgHXa3vc+eqwUl89ULLqNemvcZzD2vZseeWm4nG7DggmwqpTs5lqcEapgb7NO3jw3oOgYxLPE3oJAO4KyIAYnnQFb8FWWqc5YIIQQEj2UYEmyZABkRS+0oiXtUAghKdLY1IjFy5bghLNO1Za1tbdpj4855ChkMhnsvMNO2GG7IXh/xQcYsu32+J9L/h9ef/tNZLNZfPjxR9r6o/YeiW223BoAMGy3YVj5xUr07tULQ7bdHkN33BkAcNIxJ+CG/7sJPz39RwCAI2YeBgAYMWxvPPifR2LfZ2IPBdikSOCaz7NUkZS4UIEihs9J3YG3CUNGLcJVEDr9iHcCIrZAM1oGrNdYdDGFQhXtSqe2W4v05mUpGx9LmdA9oV1WcOGmVATMgA0iwLqI9JoAmygSNSWF7QghhBBCgtEtV4u2bHPaYRBCUkRRFPTr2xdLn3zJ8nVh0kyEELju5r9h0OaDsOyphVAUBX12Gqi93r1bN+1xNptBZ6f7/Uv37t3z62eyyHXGX4OI2EMLggRJTo409STNTx2dW331VJa5tR6CiuVYaMpjfEdaopABC/sCYl5KMsWTj+3XCzcGF1jXJt3yRdMgrAVBaZk27RW9Gi6t1yket2B+rn4/BYQQjkW4JAChRGGV4R9VgKUFASGEEELCUtchochGdHS2px0KISQl+vTugyHbbo/7Hn0AQP7+7I133tRev++xB6AoClZ8+jE++exTDN1xZ2zctAmDBw1GJpPBnffdjVzOWWQduuPOWPnFZ/jokxUAgLvuuxsTx06Ib6dIYCjAJoYIXGc8eqKPI5xcEWT6dbwCSbryi/PxUffdu9dqaQuOveuatVrTbuswRbhCHU9Pgrtb++m9NyWUyM8362Og68VkLSEQpghXkAxY521kwQM20eMigKxUPWAJIYRUF/xkJ8nTs7UNgIK1jV+kHQohJCGaW5qx4+hdtf//dONfcdt1N+PWu2/HqOnjsfeUffDIU49p62+79baYcMj+OOyUo/GX3/wRPXr0wJmnno475t2FUdPH4/0VH6BnfU/HPnv06IEb/3A9Tjj7VIyYOhaZTAZnnHRa3LtKAkALgqRIdTq+OT+uErO7vLt7uq9l/XrgS3OfwmNYXItwuQq4XtYyr+1OJsw4ePSa9dAQKi9/MagvnUev3QIZkbV5RfWAzQT6KSRKD9jiZ5P5b8wUXCBqQAsCQgipVirz+pdUMn2bG/B5X2BNy9cY3G/HtMMhpMuxeV0t1rR0RNqeG62fbbRc/ugdD5Qsu/mPN1iuu/MOO+GVpxdpz3990ZUAgMnjJmLyuIna8j9f9Qft8QH77oeX//NiSVsfLHpLezxyrxF4+t7HXfaAxAkF2ARJ77LP2LMU0fuAWubbJVTC3PsFtZf1yj1DQhYtCDQRSz/l3PjcimhvQEqnskcv7bq1Y+8ma+d6WvpKuj+QRHVMgpy9UqrjETYD1uv2zh6wEhJQki7ClUfLgOXcEEIIIYSEpF/DGmDLzbGhfX3aoRDSJVl42ri0QyDEAG8zEyPF390T7bh8BMykI0kuA1bNBjYVnPKYRep+Jnptx/Tcdwas8NGbeztSFt1MK4tgAmxGqlsXflTx1aORvPl7QlYgwoMFgZblnRR5ITnLDFhCCKlSKu3agFQDvVo2AqhFo2xKOxRCCCFlAAXYpEjVgsBIUu6p0XreJluUp6QXi26TElzNZEoyYM14sCCIpwpZ4U96NzlC+M3GVN2Z07wxi94ywW5/ioemNHPZXIHTG0HelwKQ1kKnFoGWgppOES5CCCGEkLBkAGTRE61oSTsUQgghZQAF2ARJTYI1aRhKDGKwn2JNpcQjstj3b++5GWpkEtKKihmw/jxAzduHicByqVbAKFkLAqcW0xVWvaIEPCY6ywfPu2nlrRrUg1bfjp9zMWt7XNRShVK1IEjs8OX3I6OewwlbHxBCCImXMN90hIShm1KLDjSnHQYhhJAygAJsYkTvuxoYiyvQOC5KA9dVSjGDUj1G5X2Rno9OKRknv9YBwcbZrhdFNQDw2KxBdAxThEu3rVeX33I5vrlc1BmX/vcsnEhtbYfhjH0RrpJ2Ez5QahGuSivjRgghxI1y+vYnXYm6DgWKbERHZ2vaoRBCCEkZCrBJIdKsvWoWR+I87O5CTDDBJ+rCUZaeAoEo7k+wjNSgaBmwUr/MfaT8nIlu6+qHTLWcCJI9GNW7Q3E5iEWP2GjfjUElTKUw5T3Q/uuU7lKh0p8bbuDxV7PppXfJMl9Ezu69UrCDkNlg8YRBSGSgZnETQgghhISnV0sbAInVDZ+nHQohhJCUoQDbJUhJTkhZxfDWfWVJLUWxVwTOFI7rpwA1NplSBrOUFnvmKZT0fhpRNM/RkDEYFFh792X10BgLtoXPgPXrAWtnn6G1JtXCagmdS4X+VA/YyvpUIIQQQki50rd5EwBgTcs3KUdCCEmKh/7zKLpv2wfvffRB4n1PPmJq4n0S79SkHUDXIcEMWJN6IMzpcVU2AyvIpGt/yz22mpQHbCGb2pxJnP5hVbMu0/KABdyykNMfIyOKombABsdqtO3PRZvs78C+0AEEWJFxFFYlUBSUEz5gmYIFQTkVTSSEEBIF/GmNpEP/htUAtsDGjg1ph0JIl6P2zuEQLasja0/WDUTHictd15v70DxMGD0Ocx+6F5ee/0vDa52dnaipiU+Gm//gM7G1TcLDDNjEsL6h/2jLNLpORlzwM9Hd/zru21S7hKKYfDSjmm4eVEiWGb8bRnSE9D8wBHa3SCtrVymG4JOM3oKgtGWXrfVOwFEU4fLnAQs3D1iZzldTVrUgSNp8lhBCSOykaQZGui71rY0AuqFRNqUdCiFdjijFV6/tNTY1YuHSRbjh93/F3IfvAwDMX7QABxw1A0d9bzb2OmA05i9agKnHHIijv38cdpkwDL/8zWX49wP3YMIh+2HE1LFY8enHAIDVa9dg9hknYfzBkzH+4MlYuHQxAOBX1/4aZ5z/Q0ybdRB2mTAMf/3n37X+B+yypRbHjOMOxZgDJ2LE1LF4+MnHIh0LEgxmwCaI1WXfRXNqMPc3nbH3Y1zBXtwoD2fMmPCgSWnT6Es2dZe4knWALcbk94ZCW9vL4bFKltQ/0r+uCYL+MmBF4b/gWG3r1F4c52WwNkN5wFpGEdRLNmz/Potw2VoQFHK7ZRBhNywSGal6wJbZZxchhBBCKpIMgBr0RCta0g6FEJIAjzz1GKbvNxVDd9wZm/UfgFffyGfMLn/rdbz6zGLssN0QzF+0AG+8+xZef24pBvTrj10nDMP3jj8FLz36PP5yy/W4/rZ/4A+X/xbnX3YBfnr6jzBhn3H47MvPcchJR+KN/y4DALy/4gM8dc9jaGhqxJ6TR+DMk09HbW2tFkeP7j1w7013ok/vPlizbi0mHnYADp1+EARn+qUKBdikEDYyUYTz1nt0KGjKAj1cEpspLQDx5Mf6EyDDYeej6d53iSVF4AhMPQt/FgSmjcMHZHiTWcdQdNAVlsuTRiICD1jLzxA/56K0MybwQLAMWOmQAZu3IFA/w5K6QMj3k9HeU7wwIYSQ6oJXvyQ9uuVq0FLTnHYYhJAEuOehefjx988GAMw67Gjc89A8HDR1JkbvPRI7bDdEW2/kXiOw5RaDAQA7br8Dpk6aAgDYY9fdMX/hAgDAcy8+j3c/fF/bpqGhAY1NjQCAAw+Yge7du6N79+4YuPlAfLtmFbbZcmttXSklLvntFXhxyUJkMhl89c3X+Hb1KgwetEWs+0+coQCbGDY39BFeD478YBk+3mpX1NSvCtBF9IJD2Badtjf+cJN27Fplo0ha9XpKBC1Q5J5tqc9xtVjXRiz1W4Qr8qmAhm4rQ0DLKfns96ijtS/CVShuFcDSw5ogHrACdvnixSJcmcLz5G6YBYCsVoSrMs4fQgghhJQ/dR0KmrONaOtoQffaurTDIYTExLr16/D8Sy/g7ffegRACuVwOQggcOGUG6uvrDet279ZNe5zJZLTnmUwGnbn8PaKiKFjw0LPo0aNHSV/dunXXHmczWXR2GmdV//uBuVizdi0WP/4CamtrMXTcHmhta41sX0kw6AGbIFZiQpS3+TVSwdAv30F7bnPHfmUFpp0XZZ4IBBm73ffddDzikOPRMfh+hstZ9IL3HqQuI9d/XJGdka7ir0RpfOm9H8w+vv7Q22XYieJeWglxHjvYmdhjb0GQjwe6IlzJHhs1A5YWBIQQUmXwY52kSO+WvOixuuGzlCMhhMTJ/Y8/hBOOPg4fLn4bHyx6CytefhdDtt0eL728MFB7UycdgL/d9g/t+etvv+F5240NGzFw881RW1uL5xe+gJVf8POnHKAAmxQ2QoJI4oIwrYvOSLWTiKaom8iFEsCMRDXMHkwECiuWTpf2EkN4z1WLWADIjFrAKKKmvUagZXXqliUbQmCUEEW4rNDGwFeDMqLzwVsbwrEIl2qGkMJXk5DICKUYBiGEkOpBcG4DSY++zRsBAGtavkk5EkJInMx9aB4On3GIYdkRBx2Gex6aF6i9a6/8HV59fTlGThuHvQ4YjRvv+KfnbY8/cjZefWM5Rkwdizvn/Ru77DQ0UAwkWmhBkCD6Cz+hSMiMSEaArcpLzuj3KeihiP4QemuxNEvPqwDmHT9TwKXFI+e2De8Iz/1YtaT9rbAMF7UIV5D9N0qUJk9bWxVcmP6GJUg7GdgdqKIFgfojQ5CY/KOK+JmCJ6+MyCeZEEJImSCR+KwKQlT6b1oNbL0lNnZuTDsUQroUsm4gRMvqSNtz4qm5j5Us+/H3z9Y8YVUmj5uIyeMmas+fvvdxy9c2H7AZ7vz7bSVtXnLeRYbny59doj1e9/7X2rYvPPSsY7wkeSjAJoZRHJIZoS5NAKOKkdT1ZyzdlLXAFk1wTtmI+h7sChm5O7yqGaPe8mW9tq9kghfhiuxccf1FIy8pl8stmIw4AxYlrdmMhzQ9CfyhEGA74W5BUPSATZZM4XhQfyWEkGqkrC8iSRVT394MoDuaZFPaoRDSpeg4cXnaIRBigBYESSFsZLVErgVNHrAVctjjGxob8Ud3gIL07Ul4jNDCNrgHbDzqUs6nABt5FBaqmXUs5SPBFjNgwyAtdt1FeNULrjK4BUGw7ewtCITxnwRRM2ALgjgVWEIIqSpkGX33k65JDXqiDS1ph0EIISRFKkOJq2KSuBQUJdltSV2ARuevWo4XzWaJqyj2JZXXHKd6H2CqesBPk0hHS516n/jpEqzDogdsRAEHaMapiFcsHULA/rOhkJ2tZII3HwKtCJdSfp83hBBCCKlcuuey6AAzYAkh/7+98457mzrf/nVkPzs7rBBmCwHCSgLZBMpKQthlr0ILFGhL+QU6KFB2C31ZLS2FFloolBX2CjNQAmQQ9gphQ4CQ/exp67x/2JJlWbK1ZTvX9wN5bI1zbknHtnTp1nWTdRkKsJERVt6hdV9GCmW6aB7B8ru9Ttf3656ZI7dfHLUZYAEv6yis3hucVqUpW0/Xf4sfXzcj0WpJu7XTSmau8wxYYfnaPcYiXKXasY7Nv5jtbX2p+h9Ddjm+1stm95XZgsAz3iwIbD1gtcnZMR2NR7YWjYTQhGGFP42EEFJdyMh+UwixoqE3DSk70dXTHncohBBCYoJXmVFh47EYycmguSBPJXvAlhFSNT8+Hu0We7cgCAZzO6oikKti77c1F+Q9Ll5ZV1eaBUHwvsylvXCNy3oWwD0FrqBUdnzOAzbaz5QisnFV1jAihBDiBBbhIjHSv7sbALCy7auYIyGEEBIXFGAjxDKbMPYL/XX8ZFTavPbcSHTE5wFrvX46+20izYK/k1YC2YVOs2/Ny8T3GVB923RYxy5Nf8PD/b4TyGTAqhbZv/rYlNH+NAmZ6VnQA5YQQgghITCwvQUAsLpnRcyREEIIiQsKsJFhLXtFc5nvxgN2XRAewrEOiFaIlboFgdsISj6k70F8EgJQ9eJJTvdDMGPNi5AbdWalHTkPWH9I1y2Ys4aj9IDN/OwUE5+1DFirwmphoiAdS7+EEELCJvaMB7KOM6RtJQCgJdUcbyCEkFDxkoBqAACCRUlEQVSp23QATvrlKfr7VCqF4TtviUNOOiLGqEi5kIw7gHUGu8eeIjkfNHVSkbK7tv/C3WFaBqWnXhxlfgYRv+Z56q3olysP2BJClHFr3HrAhoGIuBCahle9zmm2sOP2Sn1OLAMNxgPW8ZOdIvMFlJKq7Q+QdhOgsIBgiAipF+Gq0C9JQgghReCtNRIn9X1dEKIBnbIr7lAIWWeY+tIBWN27JrD2htYOwTNTHi+6TFNjE95fshhdXV1oaGjAcy89j4032thVP6lUCskkpbpqhFeZERJXBmzxPkoV7CpOOecTuN4W4e14aBpalNKfRJwWBLmWjGgWBM6EaLP9hp+vImNhKSdCffCj1useTfsu5FaYcSwMMrQdxoxZCelD6Aw2A1boxzLqDNis4KtbEETULSGEkIjgFzuJn6RsRDc64w6DkHWGIMVXN+1N33Mqnnz+aQDArEfux1EHH67PW7N2DQ4/+Rjssu9ETDloL7y7+D0AwGXX/hE/PutU/ODQffHjs07FF0u/xLSjDsAu+07EtKMPxFffLAUALF+5Akeccix2nToJu06dhPmvLQQA/Pf+u7DLvhOx69RJ+PFZpwKAbRskPijARkrhyV/URbiEMhiyt6/Ywh77KJwUpnQStizjrH3rfWW/B51G7ewYFGZPOmvfzZgTLr4h4s+A9dN3TD6+vgVYm3Ztp2tCo3nhKAXYzDpWHrA6WeE16h8oTYBNIhFxz4QQQsKHObAkXupSClLoiDsMQkjIHHnwYZj16APo7u7Gu4vfx9jRu+rzLr32jxi1w054/dn5uPS3F+En/3eaPm/xx0vw5F2P4o4bbsXMC3+N4w8/Bq8/Ox/HHHIkzr7wNwCAsy/8DaZMmIzXnpmHhU++hJEjtsUHSxbjiuuvwtP3Po7XnpmHay7+EwDYtkHigwJsVET6KK39hE3kcGz9+oP2i7p+nD1arIQltxmdQUlt5nbCEx6l4ZXxIfO0p9YEnGSJ5pa2nWJaXRNgHWfAGsTA4MaRlzzkOItweTuGRiQc7/IiLXgl6AzYDDLiIlx6/0JCSgFF5U8jIYRUHUyCJTHT2JeGlF3o7G6NOxRCSIjsuN0O+HLpV7j3kfsxfc+pefPmLVqAY394NABgz8l7YM3aNWhty3wnHLDvfmhoaAAALHz9VRx9yJEAgOMOOxrzFs0HAPxv3os47YSMx2wikcDAAQPxwrwXcdj+h2K9IUMBAEMGDynaBokPXmVGiKX7YhjaT0FiZG5CSirhHPT4Koy5IKyAoj6jz2YQelTdwipAFVsGrPFDVKiK55N9Yr9shqZ2DAMLyCyuO8vS9jwmhO2bIutkvoGK2S/kCsFF+xMloEJKgQSLcBFCSJUhI82FIMSKfl0Z/9cV7V/FHAkhJGwOmLofzr38/Dz7gVI0NjSFGBEpByjARobAwLSK9VL5GW+ROBCY4kCR9yJATwTH57mOFiwet3eMIpDPbQ9o1zltRhc6Ax9ERQTNgiByy6pKrjyYs15C8KLNjt+iLQuZt0QQUXg9BJqI7j8Gh17O+gxhNdEDXn5CsgKsTT47kMuAVaISQnXLAxVSKkiotCAghBBCSLAMbG8GAKzpXhFvIISQ0DnxqBNw/sxzscN22+dNnzxuIu55aBYA4MX5L2HokKEY0H9AwfoTdhmPWY/eDwC4+6FZmDxuEoBM1uw/7rgFAJBOp9HS2oI9J+2BB554CKvXrgaQ8Zkt1gaJDwqwUSEEagG8sPQb0/So43A9IzKcab/l9PxYvLF49Q9Vws6Adb1bBEQAX0VSCogSu0Tq/1hMjwGp3wAI+phktqjwWFhJ5PmCtDvcr6cda9Vi/OYsCLKvIs1ElXoGbGTCLyGEkIgop/NHsq4ypHUlAKAlTQsCQqqdTYYNxy9+ckbB9N/P/B3eePct7LLvRFxwxUX413U3Wa5/3WVX4fZZd2KXfSfizgfvwTWXZHxdr7nk/+HFeS9hzD4TMGHG7lj88YcYuc12OPfMX2Gfw2dg16mT8JtLzyvaBomPZNwBkPApLiWEJzS4bTkozUPof+0aLH0S7uU0PepH76WFh6aTGPxnnua8W429pXQN1ZkwHEL+qwtf3vK4ELMSId1hPgpu1tPw81imhxWznaVlMf/bbEZqlDqoAIRIA1IgyQxYQgipPnhzjcRMXboHQjSiU7IQFyFRMLR2CFb3rgm0vVKsWbKsYNoeE6dgj4lTAGT8We//190Fy/z+7PPy3m++yWZ4+t7HC5bbcP0N8MC/7ymYfsIRx+GEI45z1AaJDwqwkWF90heFDNRa31tyGa+npLLgRWkKBMCCdf3tFX9r+zg51x9/j0bck2XmAavG5QGrUxmFt4xohahkjMZ0QZkgOEfLgLUfJ1oGrJDRCqEiW+YuwSJchBBCCAmBpGxAj+iKOwxC1gmemULxkZQXvMqMihgFlisOfTu2voPCy97zJgQ6F1ELBNCAdMfi2yoNr9Ts8tmPsSZalQhEE2BLhiutxVq7+NIKsuPc6Y4w+LD62nfu/EwzEpvd+tGijVE/thDS4rX92LcsBei5b29iflaAtciUzo1Nkfc+fAQEJIRQASmQSPOnkRBCqgsW4SLlQV1KQYoZsIQQsk7Cq8yYCedpKGH71iw9hYtdBfa4H/8Odh+Evz3Wx9Nrv4qrKxDny6ZcfpsEdhRk3gAPuvVQ0UT8YEeQgLRRtKXN/vEudLoo2KZj7wGrN6VnwHoMyyMiW4QrGXHmLSGEEELWDZp6U5DoRnvX2rhDIYQQEjEUYCMjPuEz711BGOYJ5SpclWtcOaKWlb0W4QprT+oWBC6tEYKKx3m3slwsYA0iul8B1M7Ww8GGSh9FuLykEwlNgC30gDUX4VKiEkL17HE16wFLdx5CCKkuyue3n6zb9O/K2A+saP8q5kgIIYREDQXYyLDxgDVNXrwJ8NV63nvpqemPvprGon2UjioogjvT9VZmqHQRLqNoVwnn5cZ4rR7hdoKQonjGY7YPd2ND6hmwTjNz82Pw81WUEyFzfZeIoUA4jOfo52wk4sRPXnywFgRae1IqEBJQRLQ/UUJkDCqStCAghJCqQ9CDgJQBAzsyma9relbGHAkhhJCo4VVmzJhln4tOSOJXp3rPvqpJdWHbjwqr6umEde5p0W6QXRVrq3CejZjmJBnQWTihrO0U3SdTU2NdduvmcfPiy+bPSyW05d3vh8CHZYVcZKkBjRntJosuP9s+u6+NnXzfXD8usFYvnaxjVYSrwBhBRizAQoWUAsk0M2AJIaTqqIQ77aTqGdy6CgDQmm6NORJCCCFRw6vMqLAThALWiRSZKphm0lrCCcDipLacJTC3npdOztmdPHofZE6wV9kst+3BXoloFgRO2w1lfHjcpLiuycLxgDW0bzfDbCvsWbB2v55WNC5tYUGgocrMKBWR3SPMWhAIFZAKamhBQAghVUM6nf29KecTU7LOUJvuhRBN6JRdcYdCCAmY1WtXY/rRBwEAlq9cjoSSwHpDM483v/LYC6itrbVd94ulX+LQk47Em3MWRhIriQdeZcZMFMJPcQ/YMqDAvrJ0kNFVRy+GXZExf7EVHxMG+wTTI9yy5LoZSkXnNf50Qls/WjkzbyxkBc3iWxBtKbpiaPtKiaownJ4qa7or4/mQefeAtfIwNnrACkToAQtkK36pkBBIqCzCRQgh1QNTX0l5USPr0SM64w6DkKrniyOmI712TWDtJQYPwRb3PWU7f+jgoVj09CsAgMuu/SOaGvvh7NN/WbLdVKowiY5UJ7QgiJli/qyBUdCH/YlooKeotkm/1jMKn5q2MhfwH6H9PnfXtrR4FQSF+8euor3fDFgHWGY2awWL8kkppufgHUQCBOgWIIVTB9iyQRMh/VgAZHKh/e7E6DJgUTQDNmuRkB1lUVkQ6C7CQrIIFyGEVB2VclZA1hXq+xSkZEfcYRBS9QQpvnpt75SZp+PBJx7W3w/ZZhgA4MX5L2GvH07DD398FHbea2zeOp99+TnGTd8Nr731Oj794jMccPyhmDBjd+z1w2n48JOP0NbehhGTdkRfXx8AoLWtNe89KV94lRkVNipTOiHQmwRqQ7zpIYu8CzUl1qNA6B5nBc4cbauPmKMuOWbOgNUpsZlhZA8LkfGAzYig7i0IfD1qLjXRDg53XYSfgRIEny1s2BcuoiifIlwZpMyMUyXie4QZD1haEBBCSDVh5TlOSJw09qbQWtODtq5V6N/go/oyIaSiefO9t/HGcwuw5WZb4IulXwIAlnz6MU74+Y9xy7U3YqeRO2La0Qfib1dch6233AqvvrkIZ51/Np6+93HsMWE3zJ7zNA6efgBmPfoADpl+IGpqamLeIlIKXmWWAU+NETjo1XhODgOXnsrhHDemGGwFUdc4OyqaeOdWUA32mOdaSyvafYYYPWD1fRJP727Ri3AFnApvJ+xaZwhL72nIhvUcj0OhZcAWsSCAgICMLANWK0qW8YAVSKb400gIIdVD5vemPOyrCAH6d3XguyZgRdvXFGAJWYcZO2oXbLnZFvr7VWtW4fCTj8asf96J7UZsi/aOdix4bSGOPf1EfZme3h4AwI+PORHX3PhnHDz9ANw+67+48U9/jTp84gFeZUZG7qTv7m++w4nDNkCvks0EC1ljMGo7IkJ1MtDTXCFCEVYDsTQIII789oq3qF1AFFoQONvjzi9ABNy4lPQltHWc7hGDeBfIThTOM5jL4UYBcscw+M+lnRmDMP21WsYN3jNgi92w0DNgI/SAFVkXZQkFtZI/jYQQQggJh0Hta4H1mrC6dyW+H3cwhJBQSSaTUNXMdY+qqujt69XnNTY25i07oP8AbLrxJnhl0XxsN2JbqKqKQQMH6r6yRiaNnYBfnv8VXpz/EtLpNLbfdmS4G0ICgR6wUWHIFNuhtxentLTk5kUoBomwH8MSli8dUZgEGHEmpbR86SqWKLESap0IymG5hWYsCLx703rH/RYVJnzGc3ylrVDqlGBGf7QWBJl1tBOR/Dn5HrBKRBmwev/ZDNiaNB/fIYSQaoEWBKTcGNy2EoBAW6ot7lAIISGz+Sab4Y133wIAPPbM7KI+rbU1tbjvlrtw5wN3456HZmFA/wHYYtPN8cDjDwHIXGe/88G7+vLHHXYMTvzFyfjRkceHug0kOCjAxsQANXcyGPYDUUZhUyl5EhrkSaq3bMTws3Tt2y+Hh9OKxWB+dNyL2OkoA7ZYszbzUnoGrNM4AiZTxL5gkvWC5YGeBRpw9Tvb5kwzNBHUuwtsmB6w0RXh0hESUgrUqBRgCSGEEBIOSTUNRTShE51xh0IICZmfHHsSXlrwMnadOgkL33gVTY1NRZdvamzCQ7fOwvW33IDHnpmN266/Bbfeczt2nToJo/Yeh8eeeUJf9phDj8TalmYcdfDhYW8GCQg+ZxkZ+UKFVGtzc0LWg4zNK1I1RVLsXTz4r+jup+8MTl1Y89+VOpBBbVeuHWncW9JpL06tCkovadR/U/rT4l68cP0LbX7GTVySrDZmEr6yc6ThLkvORTX3r5Fchqmx/ygzYIVwYEGQbVeJ6CdKQCDznwpAQW2aP42EEFI1SL+/dYQET1LWo1d0xR0GIVVNYvAQpNeuCbQ9p/z+7PP01y89+rz++o/nXQoA2GPiFOwxcYo+fYtNN8ebcxYCAAYNHIR5T7yoz3v8vw9Z9jFv0Xz8cP+DMWjgIMdxkXjhVWZUmArOqF3DAbRYLxs0eRmwZgE2H99ClKEBu36c+66GdaocTLvlkEfppfCX0P/xS34jqYRbB9gwjq+T3vOXibMohxZJUOXbcu06Owr+8/B9ZMBaFuHS/I0RkwVBJgM2QQ9YQgipGnK/N5RgSflQ3yfQWtOGdDqNRCI6z3tC1iW2uO+puEMIjf/7/a/w9AvP4pHb7487FOICXmVGhZq2nRV1Bmxk2GwXq9D6wZR168WCwOhJEeDYc1+EKxsP/H0GrLdHmCfkk2c4HJ+Urhfh8vG5lBAW/snO1wb8yK/BCrAaEhmf3ugEWG3cqpCoQYLuPIQQQggJkaaePrTW9KG1ayUG99so7nAIIRXGny+7Ou4QiAd4lRkVMmU7K3Q50lBxSJgK35j7DjKWwkJHdguG2bgVds6g5ZDT6o78DNgSomMWRV/KiThphfV8zYIg+gxYoyVD4Ss360dN5hgIKAGHYH8I860KVOe+FTbN+SjCZZH3q49gmRkfUXvACiEdjH9CCCGVReb3ht/upJzo39UBAFjZ8U3MkRBCCIkKCrBRUSQDdvng6E4JlbQ5jvI5HS2eBelMXHSPuT037ftZNxgyGZRuP8YuCmWZxKhC0TY3P6Xl03sqDBYAMifpltIFfen3AaIJsMKzB2w2c1Nq7eX/LeivYMi6cz0uHYuTxZx4wGoWBBE9kqfvBgkZVZ+EEEIiwZfNOiEhMah9LQBgbe+qmCMhhBASFRRgo6LI47ZP7xLdYUhIeyEYKA9f00oljhN8zx6wPrBbP+MB69yCIL+dIIpwGQXiUJ2OA2tTF2DVYK1BZEkpVstC9Yt3CwJp5QErteJgWQEW0YqhAmqsRQAJIYQEj5dzJULCZlDbSgACbem2uEMhhBASERRgo8KkzkV/iZ851EqRTFwAPlIDgxO1nERQFhKJtHsbrhIrDMfInJHqpGenj/67NSJIB/0cvUOMj6l7t1KN59aDJsDClwCryZXmaVYI01y/laG9/IRoHrD2+zz6IlwCAjKThk8LAkIIqTKYXkDKj6RUoYh+6ERX3KEQQgiJCAqwkRHvyd/sCcvx4phmbPz5AtOcMMUGj9usC4yF6weTZRrMsbD3jA12nxaLtlghIzvceK+6WVbNLurYS1cXuoLzgnVczKtMrsUyYSgQJTLTnbak43CXqr53hHcP2GIZSdqcaItwAUKokPxZJISQqiJ37sgbbKS8qFHr0EsBlpCq4rsVy3H8z07CtpN3woQZu+OgHx2Gjz77OJC2L7v2j7j2putLLjdi4g4Ys88E7LLvROxz+H748uuvAunf3MeqNauLxnjJ1ZdjzksvBN53JZMsvQgJhBJCmVUOW5CsGNIJAKhNWRcD818QqXB9/9sT9B4J+8Q7Bg9YD33qeyHgcFWXDRuPhmPh1C2W7cq8LOJ4CcKCQOS9NJpAFGy+zUVocAXRSpPZ94qlACt0cTYGCwKhFeGiAEsIIdUELQhIuVKfEmipaUM6nUYiQQ96QoLmv9e9ia4O+2LobmloSuL4maNt50spceSpx+L4w4/Ff/9+GwDgnQ/exYqVKzHie1sHFocTnpn1BNYbMhSXXvMHXHn9Vbjx//010v4B4KJfXVA+xVfKBF5pRkUJCwK1CsdluJskDK+qcOfZUGA5INWCQlkl1w/pEWtVcecBGzjSY9cBhOvVN1RCQkBAlLIGsUEf+wXdO9so6Tul3Nixm7aEpQessaVIi3BpCHrAEkJItcJvd1JuNPX0AUihpXN53KEQUpUEKb46ae9/8+aiJlmDn55wsj5tp5E7Yrfxk3DJ1Zdj7LTJGDttMrbcdRucevYZAIC7HrwHkw/4AcZOm4yfnXsW0tmi6U+/8CzG7zcFu06dhGlHH6i39+HHH2LfI2Zgm8k74W//vrFkzOPHjMM3330LAFi5ehWO+unxmLT/Hpi0/x6YtyjzdPRl1/4RPz7rVOx+8N4YOWUU/nXXbQCAF+e/hENOOkJv66wLzsHts+7U319z458xZp8JmHzAD/DJ558W9H3KzNPx4OMPAwAWLVqESZMmYeedd8a4cePQ1rZu+l8zAzYyiosT0qFu9ckwoKdGYPuv7Bf+YgOgsQfYoKV0e+aT0RV1a4GAvqfCOdF1LvKsCyfa+YJsMN6uOQFKlFg6f56m6zo9Qpp4aPzXG2ZfU/sYZKkFIkZCAkKU9mYu1UYewrE9hm8B1vMdTcXSA9ZoPiIAKGq09wgFJCQzYAkhpMookx99Qkz072wD+gErO77BkP4bxx0OIcQn7y/5AKN3HGU576JfXYCLfnUBmluasddh03HGST/F4o+X4L7HHsT/HnoWNTU1OPO8mbj7oXsxbc+p+Nlvf4nn7n8SW262BdasXaO3s+TTj/DMvU+graMdO+4xBqedcApqampsY3rmxedw0LQDAADnXPQb/PKUn2PyuIn46pulOOD4Q/HOC68BAN5d/D5eemQOOro6MX76bthvr2klt3dg/wF447kF+O/9d+FXl5yLh2+7z3K53t5eHHXUUbj33nsxduxYtLa2oqGhoWT71QgF2KgoIXQ4zYA976TMIZt1hb1K+puTSy+Tiyu/45W1LRjU4SyWoAk6MdPR6bbNQvaPbhdrKgYLAqkaJLVMCmgpTcxvxrDd+qp2E8GDqBdMFrPQ+7ZzEZaqRN4C2TdxXZppRbj8esB6z8DN4llI9biesLYg0JBZmwgR1UMa2pePkPSAJYSQKiPtvUInIaEyuH0tsMEArO0r9FEkhFQfUkqcdNapOOvUX2DMTqPx99v+gTffeQuTDvgBAKCruwsbrLc+Fr6xCLuNn4QtN9sCADBk8BC9jf32moa6ujrU1dVh/fXWx/JVK7DJsOEFfU09cn+sbV6LpqYmXPyrCwAAz7/8Pyz+eIm+TFtbG9o72gEAB06dgYaGBjQ0NGCPSVOw6K3XMWjgwKLbc+TBhwMAjjr4CPz6kt/ZLrfk448wbNgwjB07FgAwYMCAEnuqeqEAGxklLAgUAH7r8ADorPXfhjesJCynxZjM78OVwyQQrBdJCXsJAGgN6QaPhOpaAsvktdoXOstMdb9/VN1/1L0HbFDEJ6V6Qxdg0wF8+PPaddM/fHzmvGfAWo+T/GxmRUb5EyUhhBqaRQchhJCYqKxTA7IOMahtFYBBaEuvm4/iElJtjByxHR564hHb+Zdd+0cMHzYcJx51PICMIHv8Ecfi8nMvzlvu8WeftG2jtrZOf51QEkjZ1Ph5ZtYTGDRgIE488xRces0fcdVFV0BVVbz0yBzU19cXLG+ukSKEQDKRhGqoVdLT02O7TvnUWClvmOoTFaWKcAUwXl8eKXDSORWoqdtue3xFrZwdDi2bsvTS55yScNuqLSIv59WwtCx8FL/U+kGS6b7Y4+8hYfzwlOy6pDmB1yA8rycgoKhefT9MlgIWdgx58/UxYhbg/WfAuhtXAtIi61drQZWZ14nI7QAkPWAJIaTqyJyD89udlBsKJBTRD13oijsUQkgA7Dl5D/T09uCWO2/Vp727+D28vHAeHn/2STz/8v9w3SX/T5+31+Qf4MEnHsaKVSsBAGvWrsGXX3+F8WPG4uWF8/D5V1/o072QTCZx9cVX4s4H7saatWuwz+574Ybb/qHPf/v9d/TXjz0zG93d3Vi9djXmzn8Zu+48Bpttsik+/HgJenp60NzSjOdfeTGv/fsfexAAcN9jD2D8LuNs49hm6xFYtmwZFi1aBCCTeWsnHFc7FajWVSZSzc9UNGfqBVGE663veWmkfE5Hha4FRVC+K4As28IW7Ntsa3TerlnIKrY3Mh6e+SYExZAW7ZeKxukc93adQXtOiIrLctHkfiXdF3DLzh63VH3vMOdjLx+7DFitrawwjWiLcAlBD1hCCKk2cqd85XPOS4hGrVqLXoUCLCHVgBACs27O+KFe/ffrUF9fj8032QxXX3wlLr3mD/j2u2WYfOCeAIAD9t0PF/3qAlzy699j/+MOgaqqqKmpwV8uvxrjx4zDDX/6C4766fFQVRXrr7c+nrzLPrO2GMM23AhHHnw4bvrPzbj20qtw1vnnYJd9JyKVTmG38ZNxwxV/BgDsuN32mHrU/li1ZjV+d9ZvsPFGwwAAhx1wKEbvMx5bbLo5Rm2/U17ba1uascu+E1FXW4vb//Zv2xhqa2tx77334swzz0RXVxcaGhrw3HPPoV+/fp62qZKhABsRXb0pFNPguuqAp3eJ/sQwzEe2/W+NsHkdVf8OCdkyoaAvYRS9VCBikcqO3E0E9xYEfrJyRXYUZ/7Pz0o2typ0ybM8LsI0CwIl7fEOYOZuAjyPdt0SN1oPWGHjAZtXhEsAioxmbAsICCHpAUsIIVWIdm5QYfdoyTpCfZ9Ad20b0ukUEglemhMSJA1NSXR1BJdp2dBU+jO68UbDcNeN/ymY/sysJyyXP+Kgw3DEQYcVTJ++51RM33Nq3rTfn31e3vs35yy0bPOj+e/lvf/zZVfrr++88TbLdXbYdgf8+8//LJh+xfmX4YrzL7Pt44/nXWob4y3X3aRfl48dOxYLFiyw7Htdgt/ykVH8tO+/eyqYN9Lfhb/i6cwyRCFKRCPuut0C+4fQPcYrtMe6oz+1V2WhAFtqf5TcX4Y6VVbL2q2vecB6EWB9jUNjd1JYTLRZtizIiKcJzxYEJVovuDmQb0GgGg+2J3x4wFrasuR/lhIxZMAyQ4oQQqoNN/ZShERLU08PmmvTWNuxDOsN2DTucAipKo6fOTruEAjJgwJsRLz+VQum5E3JPw3srIN/YhWXCk9r4z7RLdgdPvaPXamquPEi+pbOdjR6qhZZ1tS1ZkHgPKKgR4hA6YusuEdlPpolhPBhQSAtXgdhaeIE72bruWNlhRqxE6vWm4BKCwJCCKk24j9dI8SWAZ3t+KY/sLLzWwqwhJBYMGfWkvDglWZEpNLFPRnd+2cW4i0D1kxln6W6FW3sPDBd7QU9yzB8ycgcl9kD1nqp/HlBRikNAq0qACGLC2tW2GXaumtBCyh/TqFAXV7jW7MgCDoDtjDzVe8QQE44zY1/P/vFy9GzzoA1WxBEjmARLkIIqTbUkjdnCYmPwW2Z4jpre1fHHAkhhJCwoQAbEUoJgSOqjDUASOUddb8dByHgeMFn3HbqjpfNiNGCwOyj6ebh/6DjzWmxHiwIAgtFmP6W7j1eP9iM3KekvGbACq0Z1/0a//rbBx7WtfGANY7NMP2pC3rVhWl6wBJCSPVRXjdfCTEyoGMNgATa1Y64QyGEEBIyvNKMCGHyQzWLC2oA6V5OM2Dv3d142MP0aQ2+7VItBtWjk6NRkGUYUjGuYq2qDqvdG3Ejtlkvay1yur+J4K/IWsG6EoZjYJcBqgmO5XExlsuA9W5BYNeyNVmBMzvbNlPWFR4zYIsU4bLLTA8bISRACwJCCKkuoiyWSohLFEgkRD90oTPuUAghhIQMrzQjopRE4deCoLUB6HDoI/vN0Nxr4TmDroIJujiYgxP74HrMb8m6kFFxwsr3VBXvRbh8ZWBKQ2EpD/sjs248H4BMpqeAkur12VL+3ixm3WtcPhgB1gtK8b5FeOPUHgkhJFQ+pEoIIVVF7jee3++kPKlRa9GLrrjDIIQQEjIUYCNCKZGp6NeC4JT/S2L+SGeHMxivWDs8PcNfempk58we4hduZMcgyO0MTcCDYUrJtUurcw57z0ezf41P1DMKubZRlpgfNdkMWB9FuPIxuqjaz5eB3nfJfO+4K8hllwFrsIaI+BDl+iuXsUEIISQI4rrJSohTGvokVNmGdGDng4SQuKjbdABO+uUp+vtUKoXhO2+JQ046IrQ+v1j6JUbvPd7z+gf96DA0tzQHFxCxJRl3AOsKZmnUfIkfRBEup+QngFaa2GB1El1p21AK5xcKxgzYqIsHFYxhl90H5b1qLPtVaU8ZaoYISZ8ZsF4vLoO5KPXmAes1WzkchG4TQw9YQgipMirt5ICsczR192BtrYrV7d9gg4FbxB0OIVXDvy4+HZ1tLYG119h/IE6++KaiyzQ1NuH9JYvR1dWFhoYGPPfS89h4o40DiyEMHr39gbhDWGfglWZEKCUee0+bNIwF24QnpuWHYnqk3ZePZ1CUn6BaNKIIT+zNPcXjAWuNWwuCUJAFL0wIw7/lQLYIl4fjmE/+FmnCqllgNVvkxpUVJEp4wGZeRxmbIavcZ4Y4IYSQ8oTf7qRcGdDZDgBY2bks5kgIqS6CFF/dtDd9z6l48vmnAQCzHrkfRx18uD5v0ZuvYfeD98a46bthj0P2wZJPPwYApNNp/Pay8zF67/HYZd+JuOHWjND7xjtvYp/D98OEGbtj/+MOwbLl3+nTd506CbtOnYSb/nOz3n53dzdOPfsMjNlnAsZN3w3/mzcXAHD7rDtx5KnH4YDjD8XIKaPwuz/8Xl9nxMQdsGrNagDA4Scfgwkzdseovcfhljtv9bqriA0UYCNCsRETEqnMdHMG7AOTwzs0RgHWfxaiebuCO731K7/YR2LMFZV50/0QlZiVbzjgvs+wLkCkxSuncfgbh9rz9A6KepVdFozZQsJLC4XbZL+VdvvFRwCevAKsBdi8Zr1F4xtmwBJCSHVBCwJS7gxuywgfzb1rYo6EEBIERx58GGY9+gC6u7vx7uL3MXb0rvq8bbYagecfeBqvPvUyLjznfFz4p0sAALfceSu+/PorLHr6Fbz+7Hwcc8iR6Ovrw8wLf427/3EHFsyei5OOOgEX/b9LAQCnnvMzXHfpVXjtmXl5fd/4n5shhMAbzy3A7X/7N06ZeTq6u7sBAG9/8C7u/PtteOPZBbj/sQex9NuvC2L/59U3YMHsuZj/+Iu44d83YfXa1WHtpnUSWhBEhDmbK5EVH9LJjMzg1wPWXSzl1o/5xNjdiXL5ZTREmBErVdeGnqX3l5Yl6tZTQMt/9XD8fGUdGvJupXGKFeEcG6+tyqwHrHcMBcjgQgTPHitVN0Hwg0cLAtVKgBWWL0NHGl+W3zcKIYQQ71CAJeVO/861ADZAu+yIOxRCSADsuN0O+HLpV7j3kfsxfc+pefNa2lpx8szT8cnnn0IIgb5Uxvv5+Zf/h1OP/wmSyYxEN2TwELz/4Qd4f8lizDj2YACZLNmNNtgQzS3NaGltwZQJkwEAxx12NJ5+4VkAwLxF8/GzH58GANh2qxHYbPim+PjzTwAAe03eAwMHDMzM23obfPX1Umy68SZ58d1w60145KnHAQBfL/sGn3z+KYYOHgoSDBRgI6JAgDVl4sXnAZudFljr5XOSWywLMIgo4zmhNz1SbsgiFAVzrQnKe9WybVe7JIQ4SumOZSeu+c+Addmd6X1JxdoBXip6iTKzIMhBAZYQQgghUaIASKAfutAVdyiEkIA4YOp+OPfy8/HsrNlY3ZzLbr/kqsuxx6QpuO+Wu/DF0i8x9cj9bduQUmLkiG0x95E5edO9Fsyqra3VXycSCaTSqbz5L85/Cc+//D/MfeQ5NDY0Yt8jZqC7p8dTX8QaPmsZEWYxwWxJEGkGbPlopFVCfIKN9PBIfUbw8xazs968WBB4xzietf1RKTaeQeSfZlrI8xUpeXPAX855Ye/uUXz3GiT5Ijh/FgkhpKoon58bQmypVWvQh864wyCEBMSJR52A82eeix222z5vektbK4Zni3Ldcd+d+vS9p+yJW+68FalURhRds3YNRnx/a6xcvQoLXl8IAOjr68MHSxZj0MBBGDhgIF55dT4A4O6HZuntTB43Cfdk33/02cdY+u3XGPG9rR3F3NLaikEDB6GxoREffvIRFr65yOPWEzt4pRkRJQXYCI+Ektd1+SpVxSLzlzVYPWfi+UW4tH1SbPtK7zeZp+VZLV9uY0YY/pY4tvrGmbchrjERTr6lvQCdPyNOCwIpS3jAxjTM1LIb34QQQvxQynOckHKgoU9Cle3oS/XGHQohJAA2GTYcv/jJGQXTzznjLFxw5cUYN303XWwFgJ8ccyI23XgT7DJ1InadOgn3PHIfamtrcc8/7sD5f7wIu06dhLHTJ2N+Voy9+Zq/46wLzsHYaZPzkrJO/9EpUFUVY/aZgON/9mPcfO2NqKurcxTztB/sg1QqhZ323BUXXHERxo8e63MvEDO0IIgI8yV9A/LTvaPMgDUiQixKFLeMUdC/k7RIH7sjDkuCAhHLwSZaFyCz66CwQdsu9LHkNAM24BEiczc6hN2xDukQed8Svx6wWhvaHRynPryabYC7Y1a0LVcogKUFQX6JuegIKh+bEEJIuVJ+NkSE5Gjq7sGaOhWr27/GRoO+F3c4hFQFjf0HorOtJdD2SrFmybKCaXtMnII9Jk4BAEzYZTzen/umPu+S31wIAEgmk7jqoitwFa7IW3fn7XfCnAeeKmhzzE6j8wpwXXH+ZQCA+vp63HztjQXL/+jI4/CjI4/T3z98233664/mv6e/fuyOB4tvIPEFBdiIECaxYaDsgTEB2SzAhmkTYJ0BW04npd5jMZci8krhI9pOxEovLXvBKKG6z6AM9gJE5L3yvv/9HvOsm6retbWwaJ3/GpfbqHb8QsmBNf3VEKalgh2PztcQUEtlwHoNxyf0gCWEkOpCzwyiBxcpYwZ2tmHpQGBV1zIKsIQExMkX3xR3CITkQQuCiDBf0g+Q+WbGUVoQBKk2BdOUg8fiA+nHokdfGcB2TprRCTieHqsLyyDV5a7MzzkMJib98XGb5uKTWu3wK8AWSt4CuUNsv7Uyf76P3SI8eQXYZcBav44SCrCEEFJd6DcbK8UgnqyTDG5dCQBo7l0bcySEEELCggJsRJiFnwHI9/eJtAhXZB0FJ3blshwL2zQKWMa57nvPreFkH9m1b9+v/z1v3n5jFqGT7RUwZqoWW6p0tOb5rqwNAiX3NaZ/zlyEEO/lWMT7Su8uK9yWyEINDWEtwOYvE49YTgGWEEKqixDdtggJjKbuVgA1aJftcYdCCCEkJCjARoS56NYg2ZX33pwBG6YEEP8TWCELHCW3L5wdULTV0JJOLQTpEn2F7YEmHV/p5IReXzEZupN6dktliGh+LQhyZcfy5W/V5hjYiou+dpe3DFhr+4OYPGBlfLcPCCGEhE0QfueEhIsCIIF+6EZ33KEQQggJCQqwEWH2gG0UvVAMaa9RZsAqFuef67f1AEjiu0GtrtqKTeZy1LG76CrxtDyTwZj5GDvd2lw2sV9EflaJy+fZA78RIIVB1Iv2aHrvLVgPWGnxqthyaqAesG62QwEssm+NY8KTs0EQxNYxIYSQUNBPVvj9TsqbWjWJPnTEHQYhhJCQoAAbEcZTvlbZAABQZBEBNkT9yEr4Grn0TWy7VQsWbvtNcP0E1lIwXpXBUw4n9O53iCvBz5NfWtQHKeeDKmQJ+wStDkfoMTkloH3luZkgBOtwPGDjoqy+YgghhPhGu9nI+2uk3GnsVaHKDvSlmAVLCCHVCAXYiFAMYkMbGgEACcOVfld9dGeFVsWPBICeui7L5b33403K8F+SaN0hr5K8bn9azIXW3R5yv7zHtgMqjKHdXLBvzr1zb6jIYIpwmafktr9UJmyQGbBuVrHzgBWGV3FJoevatwghhBBCyoGm7h4AEivavoo7FEKID668/iqM2nscdtl3IsZOm4xX31zkeN1TZp6OB594uGD662+/gZkX/jrAKEkcJOMOYF3BeEm/RvbHcLG6qPAShwdsvYcqBRWZLSb0fwImmr1hrDovSxUyskDxue22awtN0IsnA1YYPlHGV+WMDKrkU8GH2uYYhOKR66WtjHutqqpQlDK4D0gPWEIIqV5YhYtUCAM7W4FBClZ3fofhg0fEHQ4hFc/Kf70H2ZUKrD3RkMT6J+9QdJkFry/E7DlPYeHsl1BXV4dVa1ajt7e36DoaqZR9rLvsPAa77DzGVbyk/CiDK991A80D9on0ODyenggg34IgLD7a6vDCWGzOQ+uQDjkaO2SRd1kc7iq3p9i2GYBO+pPWb/0e1dLbYHD6lLJAVCvdfzjjzqn/qFUUQeSASglI6ewrLfhK914v7iSCOR75e1MtYbCrjftcsa5oLQhE9qfH7EGbtxWRVgssb6GeEEKIHyjAkspgcNtKAEBzqiXmSAipDoIUX522992K5Rg6ZCjq6uoAAOsNGYqNNxqGN955E/scvh8mzNgd+x93CJYt/w4AsO8RM3DOxb/FxBl74K//uhEAMOfl/2HijD2w/e6j8cRzTwIAXpz/Eg456QgAwKI3X8PuB++NcdN3wx6H7IMln34c6HaS8KAAGxHa5f3fUocihQQA/5mIThjxyf2FsdgJsDIqATbmE2EZTAzBPL5dSFHdqUD0tayCVbx9l8sXa8EfQUmwxlYy22R7bMrOA1YNoAiXBx/gID2n9cZcNCKyAmzBd078R8ahhk8IIaRCcHuDmJC4aOxuB1CLDslCXIRUKvvsvhe+/vYbbL/7aJx53kzMnf8y+vr6MPPCX+Puf9yBBbPn4qSjTsBF/+9SfZ3e3l7Mn/0iZp52JgDgy6Vf4pXHX8DD/7kPZ/5uJrq7832ht9lqBJ5/4Gm8+tTLuPCc83Hhny6JdBuJd2hBEBnZjDMIqFqmYgQZsFbkVRo3TK8POAM22gy2dQmDhGpRSb4Uip6PHSxOfUc1ApNfjRnARQXqcsR/Lq6Em6cr87OlZUwZsNq9vxRU1Nq2VO7HjhBCSCWQOxeI/yYfIcVQACTRhG4EW5eDEBId/Zr6YcHsuXj51Xl4cd5cHP/zk3DuL3+N95csxoxjDwYApNNpbLTBhvo6Rxx4WF4bhx/wQyiKgq233ApbbrYFlnz6Ud78lrZWnDzzdHzy+acQQqAv1Rf+hpFAoAAbEYqemSegZsWHOPTJR8cJ9BqOej+5KeZuLzD0+53YBgqQzc4NF/MJsJdHmH2cRId0/h292Cc89ul8B1jt5+Iuou49YJ0aJ7ijUi6yjBYSQbaa/b6xsYaVpuX8lYb2LsCqqrT9ymG1akIIIcGQ+a3jzwqpBOrSSXQmmQFLSCWTSCSwx8Qp2GPiFOyw7fa46T83Y+SIbTH3kTmWyzc1Nua9F6YLIfP7S666HHtMmoL7brkLXyz9ElOP3D/YDSChwYctI0IYBNh0drcXsyAI6yTxv3sn8NyY3GEXMoG/HZRAx0Zp1MlgPVK8bkPx9YqLe9V+cm0WXL0U4Sq5j2SuqJUrcdDLo+iBYIhXf20Xg/VFWHy5lmogY7Zwe+y2yJxjGsSW+xBgi47f6I5K3tMI1f4lQggh6xh8noJUEg29KqTsQE8fs2AJqUSWfPoxPv78E/392++/g222GoGVq1dhwesLAQB9fX34YMli2zYeeOIhqKqKT7/4DJ9/9QVGfG/rvPktba0YvtHGAIA77rszhK0gYcEM2IjQMmBVCP2h4yg8YEuTE6TiK8IVFaX2d06OqoSCuQKZR8jdjiKjUOk/ApOgl33rpLp9Xnatj/2ttSPzkm+F73bdRuGWdDrzeTPf0fSD+9EQRFaQUQB3uormAZsvwPr3w/WPrIQPPyGEEOfwe51UEP26u7GqAVjZ+iU2Gbpt3OEQQlzS0dGOmRf+Gs2tLUgmkvj+Ft/D3/90PU457sc4+8LfoKWtFal0Cmee/DOM3GY7yzY2Hb4pJh+wJ1rbW/HXK65DfX193vxzzjgLJ888HVdcfxX222tqFJtFAoICbERorpsyzwM2My+ZkkglTcJDxOeKGc+hahdgjVgLPe7kH1M2agwn+F4yGMMUudy0nO8BG0QyvmHL7Pw9LCYLz1YO/igsQOWFrPhs2vM5WdNmu0z6tL+h62U8ZdYpmgEbqUdLbhtUeh8QQkhVodvyxBwHIU4Y2NkCDE5iVfdybAIKsIT4QTQkIbuCe8pXNJSWz8bsNBovPvxcwfT1hgzFnAeeKpj+7H2z897fct1Nlu1qlgYAMGGX8Xh/7pv6vEt+c2HJuEh5QAE2InIPZ+c8YJVsumCB+GpBSgGUMCon6Rlw/k5L7f1Ag6VUi257tBPenGgw9n0VzpHCTdap8wfk8zMInbXvxijAWz5lxH64eV0Vd6gtXC4+NAE2DEFc2oiXOaFV84gNojCJFw/nzHdguiADtgyIqTgiIYSQcCj/gpyE5BjcuhIYPgwtqZa4QyGk4ln/5B3iDoGQPCjARoQmcKqGDFg3OX/H/jaJcUtCUWAzsfg8Nw371DbI9sv/RLxUfDmBqNwyYHVhLxR510F7Un9lSTk9Xq6qQQmwVoXPSnnAmr99/HhA+PCAlfbfaSKOKoWg/koIIVVHiXMDQsqJxt5OCNSjQ7IQFyGEVBsUYCPCWIRLe1xYSHsJ1uok8dVtrJf3IlPU1I6CqBsJrPkCQIDV2KTN6wqh8kJW4dbv1N8FiLNOVAfL5VkQBOABC6BkeOFdfLnfAJkVH4ONyWlr+UK5HxFYaN9urvwntCJc5v0W/+Vx5X0HEEIIcUb8vzGEOCGBRvSARbgIIaTaCEx3I8VpTm4AAOiVSajSXQZs0I/dA8Bnw76FktxIf6+Ulezg5ATZgYdrZOfZUZ7Q+/edFVIUDTnfT7RwwWJbq2cPxpFpWk5D2AFBWRBkNjv/28TOgiB/HYMvnq8QvHvApk0+uKaSbl4D8gAvygkhpHpRTX8JKW/q0gn0gRmwhBBSbVCAjYhBJ92NX/Seie8wVM+GVYpc9Bv1k75E8ba9iSf5K/m1IHDQRanJDolSlHErfQcVW/E9ZJwrrS4mSohvwtSC90is0Kw2nOPekKNYS6U8YGXRuVEi9aJ3wUej6hmuZkRej8HYcYRjQRCXoi5ZhIsQQqqK3D1hfr+TyqCxV4WUnejqaY87FEIIIQFCATYiBq43DE+q4wAAiaw85fSx696a4vPVAI6i5yZE3p+8c9tAT3ODbCxob0nhvLpu0JKSpwzY3MoeesyJnFaHRFq8sm8pqINqHL1uSowZiV7sS6uZipxBlL8qLKJnsz3SNDeQi1IP6wprATZcf+IiGO5iqTSBJYSQqoJ5r6TS6NfVCQBY2fZlzJEQQggJEgqwMaA97i8cXuj3lnDq9aIXCF1EK5+MwBzexbB4cubMey+E4lJZCmU2ablc8dYcLCftlirxaHt2JVcesMUdEUpjFBF1UdlFizFZFxTP/nSK6aF9lztSBvH591OEq8hlcVxFuCrOy4IQQkgJ+L1OKotBHa0AgNU9K2OOhBDiliHbDIs7hLKIgVjDIlwxoGRFB6fqt5YBm0hLpBOFYofqw4JAOyUNowhX8YfAI8CuI6NKJd3kbJqbj/+EXkLqVhaFWZDWuMkyLLWslGYBMJsNHIcHLIByu5VQDDXAIlzm3V1670vTXz+Usn2wIvONky7IgM0RlwMsE2AJIaTKiO2chBBvDG5bAWA4WlItcYdCSEXzlztvREc2ozwImhoacdZxZwTWXiWRSqWQTFI+9AszYCMknd3dA0XGVN1pgldPdpwn8+vVQAVw5O+SeHSCn8OoZeMGf3LqVBCsFqIWZCUAGUgWZfA4G05BKV3ZdgzKmW3OcBkNSVUG6AGbl4UqioiI+WJpToaN1oJAlJ0HrPGmTITdEkIICR3vt9oJiYf6vm4I0YAOyUJchPghSPHVT3v7HjEDr7/9BgBg1ZrVGDFxBwDAX27+G356zs8AAO8tfh+j9x6Pzq5OfPrFZzjg+EMxYcbu2OuH0/DhJx8BAE6ZeTp+8buZmHLQXthm8k54cf5L+Ok5P8NOe+6KU2aentfnry4+F6P2HodpRx+IlatXAQDefv8dTDloL+yy70QcccqxWNu8tmh8t8+6Ez/88VGYdtQBmH70gejs6sSxZ5yInfcaiyNOORa7Hbinvh5xBgXYSMlc5NehD0DxIlxGtAzY2lT+9O7azN/7d3N/GDWBJp2wqqFe/jjac651oUo4MZemd9Juli3CZQ5s6SmFOBGj8yXDAEZgnoZmZ6BQPsdYBpYBW7hNUthkuJozlmUQN2CC84AthwxmFuEihJBqQ/Pq5/c7qRySshE96Io7DEJIiJx58s/w6Ref4ZEnH8Op5/wMN1z5FzQ2NOJn556F6y67Cgtmz8WVv78cZ51/tr5Oc8tazH1kDq668Aoc9pOj8ctTfo635ryK95Z8gLfffwcA0NHZgV12Ho235ryK3SdMxuXXXQEA+Mn/nYY//O5SvP7sfOyw7Uhc/ucrS8b41ntv4+6bbsdz9z+Jm/5zCwYNHIS3n1+Ei391Ad54961Q9ks1wxziGOhCRlF1Kjn1JDMnjOYMWE2A9YNmX+BZ/pLIWG/6D8VA4QmyU+HMmTDroC2p/1NimTAo1bChhr2fIlxOunfbvMisE6XQmSsqJkr6KlvNzYYcOVoGbBCXg+Y2Su1/WbBcxEW4suuYPWBN8rDXgPxBDwJCCKkqcn7n5XMTlpBS1KUUdNS0xx0GISREFEXBzdfeiF2nTsIpx/0Yk8ZOQHtHOxa8thDHnn6ivlxPb4/+ev9994MQAjtsOxIbrLc+dthuewDAyBHb4oulX2Hn7XeCoig44sDDAADHHHoUjvrp8WhpbUFLawt2n7gbAOD4w4/FsWeciFLsPWVPDBk8BAAwb9F8/OLkjAXD9tuOxI7b7RDMjliHoAAbA9od+MHptO0yRo2wVAasnTdsMXJCVTkW4QoHZ1qlXVErJysHdWJvfzR6+3rQmaox9Ki6FoyCqjRv1Y52keOsCFdQo854+yDbbwmR3dx3PAKsJj4G+OlzmgUdaN0470W40tL+OzCuLyUpK+15AEIIIcUop6dfCHFKY18a7ckudHQ3o6l+UNzhEEJ8kEgmoaqZa7/unu68eZ98/in6NTVh2fJlAABVVTFo4EAsevoVy7bqausAZMRb7TUAKEJBOp2yXEeUeMKvWHyNjY1F1yXu4JVmDMjsbv/X2sX42ZrWossuGQ5ceWQCQKEA26UJsD5sQDXtTvH6CLLI+2M1y/F0Tx0Hvo73MkBRPNqWlhKpRL2uL4aSAesLPTDHawg490Mu3X2JglAyl/uZH0H0SDUA/159d5sFZWmcXWR1Z8sVx7sAq5oEWOHj8+cL4/5bF+5GEULIOgW/2Enl0b8z4zW5sn1pzJEQQvyyxSab6Y/rP/jEw/r0ltYWnH3Rb/Dc/U9i9do1ePCJhzGg/wBssenmeODxhwBkrvff+eBdV/2pqqr3c+/D92HS2AkYOGAgBg0chJcXzgMA3PXgPZgyfnLR+MxMHDsB9z+WiWvxRx/ivQ/fdxUXoQAbC6rhRPC0lmbLZT7aRODWfRT8e9+EPi1pEGDf21zgj0dl5iWKJJHZYZY2/A4EK6kk2Ee9tKJBzh6tDqi7En3Z9eYvCnO7Vv0kZNJinrMLjNKZp97nFz7a7r0Xx+hdGYtwlWi9YHb02TFaBmwYlqN2+1/qn6OYM+CzHrDFx0k8GUulbCwIIYRUGtrTMfFGQYgbBnY0AwBWd6+MNxBCiCs6uzrxvbHb6v//+Z9/w/+d9kv8845/Ydz03bB6zWp92V9f8jucfuKpGPG9rfGPq2/A+VdchBWrVuK262/Brffcjl2nTsKovcfhsWeecBVDU2MTFr31OkbvPR7/mzcX5//fuQCAf113E373hwuwy74T8fb77+L8//stANjGZ+b0H52CVWtWYee9xuKiqy7DyBHbYcCAAR720roLLQhiQDVe4Be52H9yrILvLcuJELUGofUPRym67UDSQyKdMAmaPCc14Un7CUYwcnIskmoNUkoqY0EQSg8a7qR5KWTWA9ZtHGE4oRaix1UGIpvZ/9Qb1rc5VLvNk/kvchmwPvaH8HL7xq4IV1wYxPsyGBuEEEICxFehSULiYUjrSgCbojXdEncohFQsTQ2N6OjqDLS9UnR/Zf2Zff3Z+frrS35zIQDgn9f8XZ+26cabYPHLb2ffrY/H//tQQRu3XHeT/nqLTTfHm3MWWs5bs2SZZQw7b78TXnr0+YLp2241wjK+Hx15HH505HH69Pq6etz2l5tRX1+PT7/4DPsdezA2H76ZZV/EGgqwMWDMgHVabgkAalISViKTuTiXmcx6QF+yUPDSLQhKxFGK8pIsrPeTsxgr4yRdyX50MxYEbj1gQyTbuDMPWPt37rrMriuNma9BPFrvHC+andQyYIOMw6IclyVZzwcZSFJQkBYExjcswkUIIcQ/uV8Tfr+TyqE23QshGtEpgxOPCFnXOOu4M+IOoaro7OrE1CMPQF+qD1JKXP+Ha1BbG0Bl+HUICrAx4CrbzKBB1BgsCNxoExLFfGIzDSXKPTvA4S6L99Q6un2YsyAwHFinBZj0xUsVqnK/P3MJlu72RdDHzc6CwPmtD7f9uSe47E+rlGPr7cvtl/wMeD8ZsF6KqYls1myhUG88QtF9mvN7ojMPIYRUEyzCRSqVpGxAj+iKOwxCCAEA9O/XH/Nnvxh3GBUNrzRjII1EwbTaXjvBJIdic/6Y9nEUtWSvMKQOxWcGG/MUCtH2aELWALAW8Up5inoRzJySE/QcHPu8RQKyICgh/JbTRZgM8fF7OwsCu60Pc0zY9QgAslgGbEzElXhLCCEkJKzqbxJSAdSnFKRkR9xhEEIICQgKsDGgWmR59dbaZOwZThbtyi2VEmClsBAVck9tA8gMBCXoM1OfzYV3nly6eFa8+ZvFyESmiNrsO/cinvCU22pcv/RM6SADNjjRTyvo5CBr0qJgV1wE6X9qFt1LjQtzpnL0t0o0C4IiPUealZ/bhqTFDTJCCCGVSzndfCXEDY29KUh0o63LvigOIYSQyoECbAykPe52O2tC1UFzBdmzpsaE9CfAWq0Zv8QVNtLyXRSn+UJqAqy33kqJn163wVUGrB5LUGKscG7DUAaDM1eEKz47hGAuSn0IsGah2HjDKYZjJKWA4uQLlRBCSOWQzUIoh99+QtzQP1s8aEX70pgjIYQQEgS80oyBtMxlWJXK2BMOBImUzVEsJq1ogqzMdqBABp8BGwPOtqD0GbiTc3T3eyuoM38BoWXASm9OmaLoVUjOJ1QU+YoQectm0Mao2yJcfh77FpbKt932hTPGvbSqWxCEcEEo7XaodoCkWSj3E4TVSCi1ipa1nC/ARm+FkEVqlggCCRbhIoSQ6kI7510HUgNIdTGwvRkAsKZ7VbyBEEIICQQKsDHgJgPWeKrY3mB94miXsKXrUhYWBMK0jAJABJ2JVwHnuZX6WJoQGQ9YLxYEQJhCl5v9GVAM0igYm185biSYWFyQe/w++BJkJbdG5Bfh8tedp1sAAAptGIwtObGxCBopBRIqLQgIIaSaqMwzPUKAwW0rAACt6daYIyGEuOHK66/CqL3HYZd9J2LstMl49c1F2PeIGXj97TcC7WfINsMKpn373TIcfdoJgfZDgiMZdwDrIimDAOvmpPCTja2FjnTCeroU0Aukm5cQWpUew59KyoAtXeU+CNzuj+j2Xy4D1kqADTcOUSRD0GsGbHCUEBYtJsd1n0ATz/2I4dq65lEgRWZKgYipZXoaovCPdwuCooXIIj0wWmawgMIMWEIIqTIq5/yWECO16RSEaEIXuuIOhZCKZMGne6MvHZyHck1iKCZ8f07xPl9fiNlznsLC2S+hrq4Oq9asRm9vb2AxlGLjjYbhnn/cEVl/xB3MgI0BVx6wznWkwmUMOoJ9BmzWgkACisdsSmN7+dOCO+E1li3zT1BxxXlCr2XAWsTgIKyiop+PzdLjcZm96E+ENL5y1m85XIoFWoTLo2gYpAWBu31q4wEb8+OhEgqSzIAlhJCqQrsZGfSTXoREQY1sQA864w6DkIokSPHVaXvfrViOoUOGoq6uDgCw3pCh2Hij/EzVex++D2P2mYDRe4/HeX+8EADwzzv+hXMvv0Bf5vZZd+KsC84BABx+8jGYMGN3jNp7HG6589aCPletWY3dD94bs+c8hS+WfonRe48HAHyx9Evs9cNpGL/fFIzfbwrmv7bQ24aTwKAAGwMqXHjA+ujH8GR2oQAr85dRAnPGynXkx9cTCEGK8ZXZVnrdSJ+YVjIZsBkBy/3HuLgHrGG5otskCrZZ8x51/2h7UHYEWmulPlfWBdSiRBMf/X7yCvd16b0vc3dgjH88Ikx/HawhMqXXzJGaHIV9ReWFjAUBfxYJIaQ64RMOpPKo7xNIyXak0+m4QyGEOGCf3ffC199+g+13H40zz5uJufNfzpv/7XfLcP4VF+Hpex/Hoqdfwetvv4FHnnoch844GI889Zi+3H2PPYAjDzocAPDPq2/AgtlzMf/xF3HDv2/C6rU5IXj5yhU45MTDceE552PG3tPz+tpgvfUx+65HsPDJl/Dfv9+Ksy/8TYhbTpxAC4IYyM+ADe9kcOVAYOM1gBQCQpqFjnwFRpNDvGKQXS2n+scmhdcjQXigOt06NcBDnPP1zRXhKsBBf0LPWgxW5MrVeHJiQZCfu+od7fMkDC1Z9y8CyfgMBj37PACzZHMT9sc1WzBL5i/nVJAv1qZ7lOIWBBEeI30sSoFEmgIsIYRUE7lanfH/9hPilsbeFFpretHWsxqDGjeIOxxCSAn6NfXDgtlz8fKr8/DivLk4/ucn4fJzL9Hnv/b2G9h94m5Yf+h6AICjDz0SLy98BQdPPwBbbrYFFr7xKrba8vtY8unHmDR2AgDghltvwiNPPQ4A+HrZN/jk808xdPBQ9KX6MP3oA/GXy6/B7hN3K4ilr68P//f7X+Ht999FIpHAx599EsEeIMWgABsDbjxgP9y0iL9rCRZvqmDjNZrPZD6FGbD+PGCtMiWDPc3VqpQXXypgObHEbHMWZU7MNtLWEGBI2R6kUgeopiJcLjJ8RZHH9bULFC/HL5cBGyGWWZxGMbZg0bK4BNNE6uD3lSjpwVuYM+uvP28UF2DjOEZSKkhKWhAQQkg1kTtXogUBqTz6d3XguyZgdfvXFGAJqRASiQT2mDgFe0ycgh223R533H+Xo/WOPOhw3P/YQ9hmqxE4eNoBEELgxfkv4fmX/4e5jzyHxoZG7HvEDHT39AAAkokkxuw0Cs++OMdSgL3+lhuwwXob4LVn5kFVVQzYav1At5O4h6k+MeDKA9YHawYYMgwLLAjyfRsVCSR8eMASe5qbgm9TKkUyYB3gPOPR3VjNZZmUHkvCh9Br217J/VEO0muGYPxX9cYcLify/uZ88eLIgBUF4yQvDr8eJm4w+LUkaUFACCHVSQBPnBASNYPa1wIAVvesijkSQogTlnz6MT7+PJdp+vb772Cz4Zvq78eO2gUvLXgFq9asRjqdxr2P3I8pEzLi6cHTD8BjzzyBWY/cjyMPOgwA0NLaikEDB6GxoREffvIRFr65SG9LCIF/Xv13LPn0I1z99+sKYmlpbcVGG2wERVFw5wP30MqkDOCVZgwYM2DrRV9o/bQ22Gf8Kbq2kStM4CcD1ir50v40t4Q/p48T5GJrWm1d0I/gW9HcL/gTflXJmHpLSINO5WZbAnjsvcg89wWm/BxzTVS0aKcg1dMuCyYGv1FYZ6f7ajP72ZGlxEuRk8pz/3pEeBTShVIiUzf6C2UpBZQ0HwwhhJBqhPIrqUQGt60EINCabos7FEKIAzo62nHKzNOx815jscu+E7H44yX4/dnn6fOHbbgRLj/3Ykw9cn/sOnUSxuw4CgdN2x8AMHjQYGy79Tb48pulGDt6VwDAtB/sg1QqhZ323BUXXHERxo8em9dfIpHAHX/7N1545UXc9J+b8+adduIp+O/9d2HXqZOw5NOP0NQYQmYYcQWvNGNAmnTv0WsH483Ba/X3tX0SvTX+TxPbGuwLYukZsNluEsg8uOwfafPaWwv2hHEaHY4IF0YGrJrICbA53FoQOFnO2TQ9Lk3ZdyDAirzX/jMwjd5uJYtQlcFlWCmbADeYt8fuxkLOQzh/uXgyYAstCPJairSqndalQA0zYAkhpKrQfxPpQEAqkKSahiKa0IWuuEMhpOKoSQxFX3p16QVdtFeKMTuNxosPP1cw/dn7ZuuvjzrkCBx1yBGW6z9823157+vq6vDYHQ9aLrtmyTJ9mSfufFif/uachQCArbfcCq8/O1+f/sfzLi0ZPwkXCrARIgBsKb5FGvkeg7t0Crw5OPe+18NR2fI7ic83yskXNX0S7fXFMmCzmW9ZZVbI4CVN3+1Znig7OXuWQfQeGO4F2NKxpxOaBYGV0OmuAFaQaOPJdQasC/9aJ7jKoo7pgsyrfYSjtrMWv6WKcQVTmMS7BUHhzjcWZovhMywVJFX+LBJCSFVCCwJSodSo9ehVOuMOg5CKY8L358QdAiF5MNUnQpIJgT4k0IH8qkzJAISY9Vvy26hJA921QtczhEkPU0zJAJkiXEFkwAZV2T6IBrxT+IC6U+G3kOZ+AnW9QWVfZBpIJ+rt43LQR1hV73PxOPeA9UuuHav2TDsjYKHXD8F5wMqCfWlrQSDNwqt14Tg3eD+OClTY+xBFq4vnsqgpwBJCSLUhTX8JqSzqUwIp2U7/RkIIqXAowEbMUrkhhOkEsOBy34E4lk7kLzOgw9SEzNeazC2aRRMFEgkfRW+sVvUs6vgWpKMR2czip13UzU3AwA6bma4RAASkUpPtUBoKKbnzgPXh+Gs7R80OBLfZnYEfMSs/2NyMAO0PvKNnL8fQvbnLODJghVAKPut5xyWOwyIFaijAEkJIVaH91MTgbENIIDT29AHoQ2vXyrhDIYQQ4gMKsDFgLnYVRAZs0iLDVRUGCwJZOB/IibTBaR3eM0Wj6t3JukFqP81NwKDABNgcisx8fAseI3cQvNPtEyW/Ikwt6QJsENnUDtEPnJOtKp+rr2AKwGlCen5bqsObKTmhPCYP2CKZ0iKGbGVJCwJCCKk69F86WhCQCmVAVzsAYGXHNzFHQgghxA8UYGPA/Kh/MoBH/wuLbGXEVTuBNaEX4cqsqISgS3nNsbQ8Qa7gc+bmfgKDOoLawbl2cgKs+/EjhP+PfrEH/p14wAaXeWosvlV8P2sideFS0QuzehEuNfjB7dT7FZbyrVuCLMIVoIWJF6RAMpUovRwhhJAKonxuvhLihYHtmWLNa3tXxRwJIYQQP1CAjQFzBmwigPNCSwHWOME8XxdesgKs/xAKYwqhzVJt28lrtgRyTl58S5ubgH4hFC7VslO9FHPyI34WW1fqZsNOCoFl/wrjOz/kUr5tW9Pnx38x5s06Ih9tO816dykPWMMEU0s+gnC9nhJQFrB/hO6Nq6BWrYk5GkIIIYSQHIPaVgFQ0JpuizsUQgghPqAAGwMfyM3z3icDECHMGayKBKTh6Mra/MdqdcFBz5D1F4P108LFs/Bs2/IVSWmkuSKZ/ZI+5wN9CaCjQaC+z2GXJVo1zlOy7sFaBqwbC9+iAmz2YNotUawbLZnTrQVBcIJw8Z0gghAcrfAwaMtBfCywr/CEZwW2IHtbFHkXCVKgJl0bfb+EEEJCoxx+bwnxQ1KqUEQTuhBCRgchJHC+W7Ecx//sJGw7eSdMmLE7DvrRYbjlzltxyElHWC5/+q9/gcUffRhxlCQOaHYXAz2oxfz0dpiYWAwgJ8AOaZX4xeMqLj3W/SOwZgFWyPw69ENqurAcBmFB5v0pTyU+4PNlZw6hZidY046yWcuOlqbM36SLx8yd+7Nmxoknr0yHqxQvrlbYiBsLgqCxL+dkt0y86GMtAA9oPRNWzwEv0aa+QjYD3pclhbau23GoFKbu5o2uKAXY7H6TghmwhBBCCCk7atQ69CqdcYdBSEWxy2dfYGU6HVh76ycSeP17WxRdRkqJI089Fscffiz++/fbAADvfPAuHn9mtu06N131t8BiJOVNWepu6wY5cSGRFUHWDBCexFcAUEw6hkAmA9Yuw1UTN7T5fj1grYS6yhtc0lU2ZeHahcs3ZwVYVeQkMv9k2lJkItuiBw/YkMQtVS/C5cSCIBeD4mu0aGm3omCa070dhzCrjZdEEAKsyTdZsyCwE2Jzma/BjUf3FBbhymsphiJcgILaNO9LEkJIdRHS0y+EREh9CkjLdqQDFJMIqXaCFF+dtve/eXNRk6zBT084WZ+208gdMXn8JHR0dODo007Ajj/YBSeeebJ+zbzvETPw+ttvAACGbDMMF/7pUuw6dRKmHLQXlq9cAQB4/NknsduBe2Lc9N0w/ZiD9Omksqg8jaxK6DUkH5s9Yb1g5wFrm+Eq8zPlKu+UNP4MR9u+DKE1N2XedCXTcLqXS22DkJkvfiE0CwL3hZQcCbAeBoVm7+DWgsAP+tgXRoMB//YRYaMdN/97qjD3V7XbPk3UzJstIOMQO4VSVKiP48dJSoGEpABLCCHVBC0ISDXQ1N0HIIW1nd/FHQohpAjvL/kAo3ccZTnvrfffwdUXX4m3n1+Ez7/6AvMWLShYpqOzA+PGjMVrz8zDbuMn49933QYAmDx2Al569Hm8+tTLOPKgw3DNjX8ObyNIaFCAjYlf9Z2mv64NIAPOKoPVqKmYBdqvhn4OAPh86KeZ9X1HUEiQko6r/NEyOs9u7pf521sTnAWBkJrna1aA9SB2Os+AdTcycsWfSscUuOQnLV/aLGQ2Uoh+0OhFuIIQqz0KqJmLUuHzYHhbWUCBRJG7yBEeEpE1zJZQkODPIiGEVBlWNx8JqSz6d7UDAFZ1fBNzJIQQr+w6ahdsMmw4FEXBTiN3wpdff1mwTG1tLfbfZzoAYMyOo/Dl118BAL5Z9i32P+4QjNlnAq696S/44KPFkcZOgoFXmjGxEoP113XFRAiHWFkAqAL6OadZInl9609w946/xf+2z5g9B5GFWw4Ul4JKC0XesiTs29UsCDrrPDRrg6IJsKYMWDcymPmR9aBIZ79RbDMw86MIqFcr24hSbQc73r1siXbclMDrgQnD/rfZToG8+cEU4XK7TxWYhfq8GwO+fGk9EovtASGEkDCp3Ke9CMkxuH0tAGBt75qYIyGEFGPkiO3w5rtvWc6rq83V5EkkFKRShTpQTbJGv1ZPJBJIpVIAgJkX/hpnnHQa3nhuAW648i/o6ekJPngSOhRgy4Aaiwy4hm53YoawyKKVoniRrZZ+3fprvx6wljEFKnKFc9rsxT/Vvi0LD9h+Av26JFqbgoxfQqhpICvAqh4yqIWxwFix5YoW4Sp8p9shOMjqDP6ImrNa7XvwJzhatedlHQlAsfzs+u1fWh04GLfbmPdruFPjBaHtbZdtlLQgiP5SWUr+JBJCSNWh/dZQgSUVzKC2VQAUtKltcYdCCCnCnpP3QE9vD26581Z92ruL38MrC+f5arelrRXDNxoGAPjvfXf5aovEB682y4BaCxGwq97dWWKB3iJNFgQlJKJwLAiCE2BlqYy+WCgdS3MTMLAjlwkbFIl0N4D8DFgNJ/tdFM0udCaoWc1Vs81G6QFraSJgE3ouCyb+caQ9/i/U4PeVXQaytltUfbZ7/2D7Vt1SqgiX13j8wKtzQgipNnJnkPyOJ5WLAglF9EM3uuIOhRBSBCEEZt18F55/+X/YdvJOGLX3OFxw5cXYcIMNfbV7wczf4ZgzTsSEGbtj6JChAUVLoobVRsoAKwHWLcZTyqlvqJi/rUBDb06ENWe4FhTtCkHtsD3N9XD+qxUVCyiCkgQhSwGZIlyD2yWWDM/PPPSDgEQi3QMpagAYxc6o3Eztt0HVBpaDrE7XGZN27cjcvtW6rYSCG7r/qk8BVsKDjYHQMpWzMfi6BeNdgC3mFRxtBmz2s8MMWEIIqWLK/9yAkGLUqrXoVTrjDoOQimH9RAIr0/7tHo3tOWHjjYbhrhv/UzD95GNP0l//5fJr9NfP3jdbf71myTL99Q/3PwQ/3P8QAMBB0/bHQdP2dxkxKTcowMbI/j1/wBN156NWpgE4+zCbGdoisXqgwCarctPe2VzB99QklibSQNZftlTr4VgQBIcMybPUD06eHG9uArZaBvS5KMJVGoFEugd9Jg9YRwG57skdUglKuvaHsPPyjDswA1ourpDBnRToKLoSnd+nngZk9G31e/vF69gWFpnSBhuJGMRQZkcRQkj1QQ9YUi3U9wHdte1Ip1NIJHgZT0gpXv/eFnGHQEgeTPeJkffllngyvSvqkPLcxtBWYNMVEvfvljuUm/YOwOayGYn6nLhRqshWpAPBg9rj9KRZFnnndm33vRX23twPaMpa7TrXkO3j0PpIpHsAkTXxlkEUUjKjtWUeGcLmdQYtA9axt64M8oKoeGy2iwYgynrbBv8WBJqXr9HbVaBYETSzZ682zftR8JzJLKyKcBlfx1GEiz+JhBBSrZTRPVhCPNGvuxdAGms6vo07FEIIIR7grbOY6UI9auE9A+6jTa1FMK3Ekpbolihx1hlGVkAcSavllN3QXQv01gjUpYI+5ZdIprohkzVAOmdBUA7brguwDj1ggy1NlvvXvuHyufzKyKZKpqBawOhWEOb9oH0h6NODEO+9rSugFBGKrQvAhY3kPUlCCKlayuE8iRA/9O9qBwYAqzqXYf0Bm8UdDiGEEJfwajNmemUStT4yYK1QkTmwEjm5qdSBrrSBEJR/aJhohbcUu8fhPZHJVkykuyGzGbBe/U69ORYUXymXAeu08SD2TWHRsNL5nwXKZABxuENCAkJACUCAdaw3mxaUMhODv8+TDw9Yac6AzbWlSG+2LJ6Qmgds+X+vEEIIcUfunITf8aSyGdy2GgCwtnd1zJEQQgjxQqXpblVHL2pKCrBDW9yJQ6rICrCGJ4sTJrXN7PqohOIfGnyb7lq0O9F2UiDKP5oAmwr0U5azIFCVrABrPrZ+gy8hQhWbq2oesA7HUzDya674mN6rXlwqnxCGuWe0IlyheMAaaj6Xxucn1euAs7Ag0JGAIuLwgI1Q9CWEEBINZfTbT4gfBnSsBZBAu9oRdyiEEEI8QAE2ZnqRyYC1q779m/tSGNRuv/6gnjps0tmUNy0NCSEz8s5JZ2dcJkpJJMHlBOTOcsstzyBs8c2c9dncL7MHumqC7VhAZjJgFX8ZsI76ctm0/uh7HFc70pjfGu3o87K1ugAbQGVObbdrcah2B06KvOVy7rFxZMAKa69gmTl+URbh0scLM2AJIaQKcft0DiHliQKJhOiHLnTGHQohhBAPUICNmR7UoB69EOkaSDX/xLChR+KvBybw6XB7UWDON5/hyeWLC6YLAGuTufXMZr/mFoMbCOEIGJUoi2gZsD01xqlBnPwLJFI9UBN1AADVpCzHeXkhs8JfMW9PI4EIpXmimcPHDAPeSV6LcAkIKGqwFiQAkNatIErHkBFC4xBgEwUWBJnWRNZoI44M2Er8piGEEFKM3JkBv+NJ5VOTrkUvBVhCyporr78Ko/Yeh132nYix0ybj1TcXlVznkqsvx5yXXgAAXH/LDejsCuZzftm1f8S1N10fSFunzDwdDz7xcCBtrauwCFfMtMlGJIWKd5d+jL/UjsYr/VNoT6SxtKkdXXWlTxRrRWH23HUd3+DmhnzxopTFQBhSh230IZ7/BqWrOWmnMJMiX/xrbhJIpCXa6wMKytBPMt0NiGT2nZrfvcu27KaUyoy0mqNqA8lhEa4g0C+ohMFzw5bC7Y3rckxme1d8Z8DKgotKaZsBq70wLu9kvxXDewasnQWBgIASYQastl/snkQghBBCCCkHGvokupV29KV6UZOsjTscQsqaSf+aj1VdfYG1t15DDeadPLHoMgteX4jZc57Cwtkvoa6uDqvWrEZvb2/Jti/61QX667/960Yc+8Oj0djQ6CveVCr4RB/iD15txkwbch+qs3rfxKzV72L2ig98tbmRaCmQmcwH2iyZhCFCeW+z2JrFVUZ/2+FPvjWv3dwPGNAJtPQLeO/KjAcssh6Zlo9xO22oBIXZIsULNqWU+CwIMvcYsv2W2OW+fXIDQLMgUKSPH0ZdOPQTg9/MTz8esNaCuAAgoizCpfsI8yeREEKqD5NPDyEVTL+eHgAq1nR8E3cohJQ9QYqvTtv7bsVyDB0yFHV1madV1xsyFN9+9y2OPPU4AMCjTz+BgVttgN7eXnR3d2ObyTsByGWX/u3fN+Lb5csw9cj9MfXI/fHYM7MxdtpkjJ02GTvsMQYjJu0IAHjjnTexz+H7YcKM3bH/cYdg2fLvAAD7HjED51z8W0ycsQf++q8b82L71123YdL+e2DXqZNw1E+P17NsT5l5OmZe+Gvsccg+2GbyTnqWq5QSZ11wDnbYYwymH3MQVqxe6X8nruPwajNm2qTzuxojv1AxqN3Z2aN5qThKywSrcQXoUuvA2DSoIlyDOnJWBMEhkEh3QxeNCgqsxYe2b6MswpVrzIEHrGUGaN6MCMl6wKaCPTHItGy3PUJfwhhDPBmwmSJcqmptQ6DE8vNUBso8IYSQQLH96SekAunf0QYAWNXxXcyREEKs2Gf3vfD1t99g+91H48zzZmLu/Jcxaoed8fYH7wIAXnl1HrbfZju89vYbePXN1zBu1C556//iJ2dg4w2H4ZlZT+CZWU/gwKkzsOjpV7Do6Vew08gdMfOnZ6Kvrw8zL/w17v7HHVgwey5OOuoEXPT/LtXb6O3txfzZL2LmaWfmtX3Ifgdi3hMv4rVn5mHbrUbg1ntu1+d9t2I5XnjwGTx86yycf8VFAIBHnnoMH332Cd5+fhH+fd0/sOD1V8PabesMtCCImVY0OF72gy3yBYkrb00BP8i8lqqEUHJnluaMtlIWBMEhbV77JICTZjfeX0FE3twkMKhd4osNvAdvLaRJJFM5Adap32oUqLr3qNOYgr0akg6vsoLfY+63Iyu/QlH9C7Dmsa0qpbbQKN4Ln7WnRN4f52tpGdzmGwhZD9hI7QC0/cF7koQQUq2IMjpfIsQrQ9rXABiCtak1cYdCCLGgX1M/LJg9Fy+/Og8vzpuL439+Ei4/9xJ8b/MtsfjjJXjtrddx1qm/wMsLX0E6ncbkcZMctXv1jX9GQ309zjjpp3j/ww/w/pLFmHHswQCAdDqNjTbYUF/2iAMPs2zj/Q8X4+KrLkNzawvaOzuw7x576/MOmrY/FEXBdiO2xYpVmUzXlxa+gqMOOhyJRAIbbzQMP5i0u9fdQrJQgI2ZdmktwO7QPAjvDWrOm1abUtCnqNA0gnumKNg/Oy+JBNKGR9HNgkopC4IwqAQpw2mmps3aRd5lLAg2XQVIJdi9LYCMB6wmYOl+q9pj1H4vMLzHm1bcCbB+cy8zGEea1q+1LUM5VUDWLAgSvj1grdpW9Vf5CNNUmZnkR3j0fAAzfaahImHK0c94wEaft88iXIQQUn3ov/28yUaqgH6dawFsgA61Pe5QCCE2JBIJ7DFxCvaYOAU7bLs97rj/LkwZNwlPv/AskjU12GvKnjjl7NORTqdx5fmXl2xvzksv4MHHH8Kc+58CkNEwRo7YFnMfmWO5fFOj9VPWp5xzBu6/5S7sNHJH3D7rTsyd/5I+r662Tn/tTyMhxeCZSMz02WjgF60p9Nd4fekXOKw1Z+Bs/FjUpYsfykQMn6EgpQyvVeaDw1lZLg0VQEsT0Fjab9sTyXQPdAG2QGyLT0TSMmDVKItw6T6oVttdzj8eGblPUb0PEoHMFroWDvPs8PzmBHn1gM1mcFuMFQFEXISLHrCEEFLtlNNNWEK8ogBIoB+60BV3KIQQC5Z8+jE+/vwT/f3b77+DzYZvisnjJ+Fv//o7JowZi/WHroc1a9fgo88+wfbbjixoo19TP7S1Z+xGvvz6K5x1wTm466bb0dCQSd4b8f2tsXL1Kix4fSEAoK+vDx8sWVwytvb2Nmy0wUbo6+vD3Q/PKrn8lPGTcd9jDyCdTmPZ8u/wokGwJd5gBmzMvC2/bzldQGL02sFYXduHr5raMeuzPkAAdaIHQKbipVGfqFOT6ESumE9hEa78KQ2qxNo4jGGriGKn8e0NgKoI1ASf3AgAGQ9YEVTGq1cKhTft0XentghxScXl4QCbzYANwQNWtduxeo2ynAesiNUDFkibBFittWgtCDLQgoAQQqqPXCYPBVhSHdSqNehJdMYdBiHEgo6Odsy88Ndobm1BMpHE97f4Hv7+p+vR1NCI5atWYLfxkwEAO2y3A9ZfsRzCojr0ycedhANP+CE23nAYdp+4G9asXYMjTjkWADBsw43w6O0P4J5/3IGzL/wNWtpakUqncObJP8PIbbYrGttFv7oAux20F9YfMhRjR++K9vbimfQHTz8QL7zyInbeayw2Hb4pxo8Z63GvEA0KsLEj8K0cgo1FoY/P7c1vAwBGb7YFthPLAAC9hs9nf9moqxW1ar5wUOwU88fNrZje0YGjhg/zFXkpbGUZD+e/3iQed2u5DqtIan5zv2wEeVmZ/uVGrcdEqifXnppvQRDIBYYu1LmLOZ3QLAicZsCKAHaLMP3VXkcp73rZ5xnxU0n7EWAFADV35LWs0uz+N0eVs8g17xs/wqO2rtv9bS3AZloSukdsFHjOJCaEEFIxuD2nIaRcaeiT6FLa0ZfqRk2yPu5wCClb1muowaqu4JJd1muoKbnMmJ1G48WHn7Oc1/bpKv31jX+6Pm/eLdfdpL/++Y9Px89/fLr+/oKZvytoa+ftd8KcB54qmP7sfbPz3v/+7PP016f96BSc9qNTCtYx9g0Aa5ZktCchBP5y+TWW20K8QQG2DCh10b9RT84ntscgnGwhc94edS4E2NObW9BncaclaGwfbPbUdfmfNBszUZubMvH2JFWE4fRh9IBVHYudXrDf71ZzckW4orMgyFF6jNh/LqLPitEe/0+meoJv23ZX5HvAakW4Yvl4CbvxK7IWBHH8PJX/9wwhhBBC1m2aunuwpk5iVfvXGDZoq7jDIaRsmXfyxLhDICQPPm9ZBlgJsEbxclhPzhDZKJwmDauNasu/+2mb+QbNXzECwSnELqxS9csJLQO2OyQNKZHuRn4l+/IgJ8BGZ0GgZ7SI0kNOSC2+chg/GfEzmfJvFJyXae3os2F8HFP42h/eM4qyAqxp/ApkNkGJ9OeJHrCEEFK95BmfE1LxDOxoBQCs7lwecySEEELcwKvNMsCqeJBxyoBU7t2PW1r11wnDUn/oeiO/TZMoYnwvULkHPlyx0SxTe6e5KfO3u674cl5RpAohMwazerZpULtGtx+w3gvF9kxKcSfABvNAYH5WJyzeFZKbL2K6IJNaEa4QsoVVYT0mhF5symxXEZ8HrG0RLjUOD9hyEOYJIYQEif5Lx694UiUMacsUa27uK7SwI4QQUr5Uqg5XVVjpP8aiWU3p3Bnjdr19hmWKtFnkJNNfvptz/NZW948s+jYzqViusHeamwRq+yRaG0ovW0jxo6PNTWaLN4VahMtl06qSEdPMWY12BDoOpebkCZT8aiuLq7Ds4/8BoMvYMvOPnXZpLbcKf8WnPO5LLWarIlwCAoqMskogM2AJIaTaia9oKSHB0tjdBqAW7bIj7lAIIYS4gB6wZYBqcdGfNGTFmbNbNczyxMxvk+horwVqiutmQgJKBPpT/AKsj410E7r+WHuO5n7AoA6gpZ+XGJx1nlB7s917E5G9X4jYb5Mm/EV6kZOnKpba35rzatC4b1FCQgnpVkjOg9d8E8LkAQuZtfMIIgPW5TEv5QFb8A0XPuVhTUEIISRIpM3tR0IqFQVAUjShG91xh0IIIcQFFGDLACvZog6lq/UlTGtu2yMxqeZD6zZF/stIPGB9IjxLuKXXsn/w3fnJuX5Cb5EB2NwEDGwHvh3quDnHvWok0loGrFqQ0RgcRdqy2M3p7KPvUkRfhEtKYRDDg8suDQ8ZXEXmvJR3t2NYQPrKCA7eggAAFD9ZuS7RbCgowBJCSBVTAee+hDilNpVEd5IZsIQQUknwecsywOqifyPRUnK9hOk8MmlQxEoWI3ISmCsKe/Q6uCx9R6M+Z/a0g3JFHpqbBAZ3SHTUF1/DT+eJtJYBG7TYafQLdrcj0poHrMPjFYwDrFUb1gFI29nRX5SF2WO6ROuFmbflI8Bq+bhRCrD5vRNCCKkuKLyS6qOhT4UqO9DT1xV3KIQQAw2bD8LYaZP1/6+64VrPbQ3ZZlggMX2x9EuM3nt8IG0RfzADtgzwmnVllidqkC7SRw6/DxxbU7yQmBfyTpeDNQsNsjFLtbG5H7D1twjVazSZ7gGUwsf9RVxVpQCkEjaPvoeKyPuTeanYRGGftRxABC4JKgO20LlUiuLF0PTpUssUjk+ATUvz91YcFgTm4mSEEEKqBe27XZSF/zshwdCvuwer6yVWti3FJkNGxB0OIWVJzZ2jIbpWBtaebFgffce9WXSZhvoGLHr6lcD6JNUFM2ArmPVNNgW1BiGjqAcsQjzwho79P+RvXMd9xp65EFlpSVDmlnKjH4p8X01VqGhvEGjoddGGB5LZDFi7R7jDotieV/VaUM5iCvpSKOfy5swLNuh+3a/lbw8I0yup7387r9vscroXrCbUBiDAut0J2c+N2QM2jgzYnIstfxIJIaT68HBuR0iZM7Az87Tk6q7lMUdCSPkSpPjqt70RE3fApdf8AeP3m4Ix+0zAh598BABYuXoV9jv2YIzaexxO//UvsPWE7bFqzeq8dds72jHt6AP1dR99+gkAmczWnfbcFWf85kyM2nscZhx7MLq6Mlnxb7zzJnadOgm7Tp2Em/5zs+e4SbDwarMMsCrC5YSDE+/nvW80CLJm+Sv8DFgrAjzTtX92PEasY+lTMkJ4Ug13L9taEES0i6y2TrcgcFfFzF8cMl9ULNp/GQ0fGaQHrEuMe0pA6BnDfltzRybDVbU4KAKAosZRhIsQQkj1kfl2VyK+YU1ImAxuXQUAaEmtjTkSQoiRru6uPAuC+x59QJ83dMhQLHzyJfz0hJPx539cDwC4/LorsOek3fHWnFdx6IyD8dU3SwvarK+rx30334mFT76EZ2Y9gd9edp5eiPuTzz/F6SeeirfmvIpBAwfhoScfAQCces7PcN2lV+G1Z+ZFsNXEKbQgKAP+md4fVyn/9N1OvYPCXUB0LoeBqvshPTbm1Ku06GJ6I5m/vVkBNiz9VWtWy4CVpsyOOEUkVX/03RkZATLIiLXMz+IesOVRhyOYIKxyXVXF5jhYiNX2e8shHj+bmvisqhYXxAI+RWG3aH3x8VRCCKlWzCVLCalkmnraAWyGDtkZdyiEEAPFLAgOmX4QAGDMTqPw8FOPAQDmLVqAWTffCQCYtue+GDxwUMF6Ukr8/k+X4OWF86AoCr79bhmWr1wBANhi082x8/Y7ZdrdcRS+XPoVmlua0dLagikTJgMAjjvsaDz9wrOBbifxBgXYMuC+9A/wvjIEsxNX+mqnAbln3s1Vzc0ZsJWAUZorx5j1fWra171KRgjvTqpAiD6WiXQ3AEBV7b1/w6XwqKjZbxR3GbABxWEIxz6rPCtXGo5ZfGMrvAzYdAkf4Nzmy+ybGDxghbUHrNA8YGX0P09en0YghBBSvujnkuV4MkmID5JoRDdYhIuQSqGurg4AkFASSKdSjte7+6FZWLV6NRbMnouamhqMmLgDunsyWkBdbZ2+nKIkkErzO6Gc4dVmmfBB3074Yc/FmNR9Pa7CPkWXvXnZcsxcU/i4yYBYf4CtHiMuUYk+ZOKqRdWTzHyZ9tSEe6Zfk8p6wOoZhEH1J3Rp0K1AmEmsdLeO76hzSriPNn3aIHhYP0gLAkVP7c22aDf4tQxYg21r5kZHHBYEmT7NHrBai4kIPWDLIXucEEJIuMjyePyFkMCoSyfRh464wyCE+GDiruPxwOMPAQCefXEO1rY0FyzT0taC9ddbDzU1NfjfvLn48uuvirY5aOAgDBwwEK+8Oh9ARsAl5QEF2DLiWzkUf639Kx7t2b/ochO6e/CTlraC6YpBdCmHU0y/0pLfbTAX4QoN0wl9r5IRYDvrrBYOjkwGrAJVdWY9YUXJTFXTThQW04yoWQHW6UVOeIfIrv+wevTSbogZsCVvfmgKrCbBxpABqwmw0qYIV4jZ47YwPYoQQqoQu8KUhFQ2Db0qpOxATy9tCAgpF8wesOdfcVHR5S+Y+Ts8O/d5jN57PB584mFstMGG6N/UL2+ZYw49Cm+88ybG7DMBd95/N7bZakTJOG6+5u8464JzMHbaZN6ALCNoQVBGfIehOKz3EqwP/2bqxYpwRUWwJ7oWQmC5ILSK8hn6Emk0dUm0NgYfpfE4JtI9AATSMVkQWG2dqt/Sce4C6z8OJdtjLg/VXlgO6ZPgqdmgYvEg5OYVtctkPEePlgFbOH6FAJQoM2CR/xkmhBBSPci83zxCqod+3d1Y1QAsb/sSmw3dLu5wCCk7ZMP6EF0rA22vFF1fNltO/2j+e/rrXXYeg2fvmw0AGNh/AJ7470NIJpNY8PpCvPb2G7pVwZolywAA6w0ZirmPzLFs9805C/XXZ5/+S/31mJ1G5xXguuL8y0rGTsKHAmwZ0oNa321U2ymmJg+Fu11uW7devldJYVAH0NzPcnZgJNPdMAqw7v1y7R5Tz720aqtY+7kSWBFmwFp0JXxndUaAlHletEGSFtotGPPOyf8k6cdJ+BE7Pa6b3XbV5o5stEW4MsQjRBNCCIkEZgCRKmNgZwswOInV3cuxGSjAEmKm77g34w6hJF99uxTHnXESVFVFbU0NbvzT9XGHREKEAmwZ0m0QYP+SOgRnJR/23Wb4p5yFwoWdL6Y3iaOMT5plLu8SAHoTKQxql/h4eDhijtZqItUDQIEq3WXABuk9WoBe0Mnh8QotIdVm++wuvmIYXjIIua+U04J5vv5eMSzqLwPW+1jSLAisinBJKJEKsML0lxBCSPWQ+fFTFDqvkepicOtKYPgwtKZa4g6FEOKRrbfcCq8+9XLcYZCI4JlIGdKb1cUXy2F4IL2HpzYKdZfohQXPyX2W6wXxqLpVG/l7KojkiN5EGgM7gd6Qi3Al092AKLQgcJp9GibODQiCPK4idwBtK7AVCm1xFWvLlcAKtkWgWAasNtl408BntrDnD7q1B2y8xP/ZIYQQEix0ICDVSmNvJwTq0SHpAUsIIZUABdiyRODnqVMwp7+KlPRWiEaaRBG1ohK7hOHf7JSCk2afG2SzuhstySzW6h6wSgpNPZ6iKo0hPr0IV9bxN9x8W7frRH+VI7WuvRCLCqv6FqC19d1mi5o3V8bwUyCE5gFbKMAqEX9f6QnDUXdMCCEkQsrphh8hwZBEI7rRFXcYhJQNLDhFosLLWKMAW6Y8kdoLV6+6Dn3ZSuCdshZPpHd1vL55KIR/ylk4+ALVtHRdxHmj4Usp1rGkFBV1fVZznEXkNG6tCJfuoRnY/jZkh1paS5ReP8qfPT0eg3pu3385/SCHl5cuS2YAZ5eTAWTA+rQgkKZvpzgl0HIaHYQQQoIkNPMlQmKlNp1ACh1xh0FIWZBoVrG2s4UiLAkdKSVWr16N+vp6V+vRA7bMSWUFWAmBDtnkeL3oBVgvQp0LZICthZbtmGvXTwX34tHl5iZTmSJcBY9wl9hVmuQW3s+S82MVzFHVhDzoG2Wn12v2DMIufTlSZEDjutDKQBXFP/GqvsESQig+i4EFbUEgIKLOUgry+4UQQkiZwQtxUr009qbRkehEV087GupCrgBMSJnTb2En1mAFVg5aFXcoREMIKA1JKHXenuwuZ+rr67HJJpu4WseRACuEmA7gLwASAG6RUl5pml8H4HYAuwBYDeAoKeUXriIhlqSyh0hCYIDI+Pv0yCTqRKroegUCbEjV1ouhBCh0BvJksINwgrpZllKC9/fMkGszkwGrQIWMpbBv8a1z7gIbHLk+be966pPLQXALLwM2baf/Z4VGoS8QxDj1Z/YsZflkwMZoCEwIISQksrdegzvJI6SM6NfVhZUNwMq2L7FZ3fZxh0NIrCg9wIC59EQuK2oUDDrge+g3aljckZQFJdP0hBAJADcA2A/ASADHCCFGmhY7GcBaKeVWAK4D8KegA11X0SwIFosNMTD7eMm3GFRyPfMpZtpyqbAJ8ES3wjLUumq8b3upIlq5MlIymysoC+YEgfeH9YTja5wgIhXSuEci7NgH6XQamezToHKA3baTFT8D6V13UHW5muYBW5iNHP39Ik0M5sU5IYRULfyOJ1XIoI4WAMDqnpUxR0IIIaQUTp6THgfgEynlZ1LKXgD3ADjYtMzBAP6TfX0/gL1FUMrCOk436nB++gjMG9CNASIjwC4X7h8vYdmBaOmp8b6u2w9O7thK01//eBFhM5/86L16jT0qCetHHAwP3gfUq1eC/USKvGJ9AjJrQWDhzJz91yiaxpUBm7WOKMiAjd6nT+vRXLyQEEJI9cCHHEg1MrgtI7w2p5rjDYQQQkhJnFgQDAew1PD+awDj7ZaRUqaEEC0AhgKg+YaBvrS3M787+w4FVhyKcTWXAwC+UvphgkGzaJf16Ce689YZrOaLGgNVe8GnzjBvg5SFtYHoB8h2y3Ub1Bp0KX0Q6WyOrZpbv8ZGhCvwfMyuk1Azy8vs+1pVQU92kcF1X6G9R0CVmX6609Zm82lFQqb7ACQg0vn99KST6A8gkWpAbzqzv15peRxoeSK7RB9ENlc40ZN/b6Ir9S3u/fxaAMDkDQ7CJk1b6dXbUzITb7f8LrOwUHFVwyoon+XH9k9shx51ud6OmSkbHoKNG7+Hli8X4t6+TEyHbX4m+pqX4t61d+sxdia7cNJvM/Ed/TTQLr+FlAI9qcw2dX5WA4zKLG3V10GbnoaGZBMgJVTZXLDMiPFZMSot8MxH/82bt9ewIzGsbmOc2DkFi5Pf4rtE5q57Op3A/M9WONpOI8qI8ejrTDpa1o76/nXYFkD/FW34OtUBQOCw4bfin0umoEf9Dvd+fi2G1G2EfTc+Fq2prwEAD4yci6v3ye7D5wCZ6vYUQ42oxQ+3+AU6V36Ee1vvdbFmZqyvrF2rH0svHPMMkFZbsKLtC2AAAChQRDce/XI5eqREXU8fJr72c335L3bYCQCgPPUh7lU/BNCHWqyHSfN+btW8I3oT9XhlxHCI1Z9g4hfO90FKKHhp2y2xrH0e7m1fmJsxYhxS7f7GhFs2bOiHYQAGvLEG934ZXb+EEEKiIA1AweUzngRmsP4wqTZ6cdTTDVihfhzpuRMhhDhly6fH4ofjz4s7jLJAlHrkUghxOIDpUspTsu9PADBeSvkLwzLvZZf5Ovv+0+wyq0xt/RTAT7NvtwGwJKgNKXPWA7C6Zr3NR/p95nhI/bd1It2AGqUbgMTahIKezo16BjQsq2tUBVYmgfVTQEtCYkCbwMAOoLMO6EsCa5uA4auBb4cCTVDRLhRssRzoTQLNQyUUKdGSUDB8FVDfOByKSKAz1Y6aRC3a0x0YlByIjCMF0J1qhxACdYkmdDR+jUTPYPQm2yBkAv1714eqpvBF/TKs19kfSk0dutUONBgyd2vTQE2iHpASEio6alsgEz1o6ByKhEigq6YNak0nEm390ZDsj5bUWiRlEg3JBqQF0C360JhOoivVju66BBQhUd/Ygr7VEnWJoVDr01BFGjXddahLNKEn3QnZ04G29WsAKdHY2YBkWkWNUpu3f1NqH7rruqHUdqKxY0MoSCAl+6CIBIz5hB1KH2pkAhISaahQUz3ol8hsX3dfJ1Y2rgUS+Z+tut46rJ9er+gQ6BR9qEUSSak9Ii7QI/pQL7V7JQIptReyc0X2fQLJpg3RXduHtsY+DFSbkeptRE2qP9b068VGLY0FfUgItCldEFDQlE5kt804X2LZwF4M6mtFQ+d6BfmIbUqP/th4orYTQtZhVXcXlIZux9tp7KurcRUaO9cvuWwx2uu70FWbxvqt/SAl0IJm9CkprKeupz/Onspm5ialQHdvOxK9Lfr6onEDJBVvacuqEOhDGnUeCq/1pnsguvzdp1KaNkRCJLGmZi2S6EBDzwb4rnEFBnYNQq3SgFRfflydQzrQr7sGjb11mfilis60z8xPkUYNUuiTda7X66ck85JogxoTblndrx0JKTCow7rY4ZrOVgxpHBBpTIRECcc4qWbWdLagn1Ah0vQGJNWHFEm0i3oMaRwYdyiEhAbPUyqXjlS7/GL18jfijiNCNpdSWl7MOsmA/QbApob3m2SnWS3ztRAiCWAgMsW48pBS/hPAP51EXE0IIV6TUu4adxyEhAXHOKl2hBCvfdu6gmOcVC0c46Sa4XkKqXYy3+ErOcZJ1cLzFFINOEnZWgRgayHElkKIWgBHA3jUtMyjAE7Mvj4cwPOS1UwIIYQQQgghhBBCCCHrOCUzYLOerr8A8DSABIB/SynfF0JcCuA1KeWjAP4F4A4hxCcA1iAj0hJCCCGEEEIIIYQQQsg6jRMLAkgpZwOYbZp2oeF1N4Ajgg2tqljnbBfIOgfHOKl2OMZJtcMxTqoZjm9S7XCMk2qHY5xUPCWLcBFCCCGEEEIIIYQQQgjxhvuy3YQQQgghhBBCCCGEEEIcQQE2ZIQQ04UQS4QQnwghzo07HkK8IoT4QgjxrhDiLSHEa9lpQ4QQzwohPs7+HZydLoQQ12fH/TtCiDHxRk9IPkKIfwshVggh3jNMcz2ehRAnZpf/WAhxolVfhMSBzRi/WAjxTfZ7/C0hxAzDvN9lx/gSIcQ0w3Sex5CyQwixqRDiBSHEB0KI94UQZ2Wn83ucVAVFxji/x0lVIISoF0K8KoR4OzvGL8lO31IIsTA7Xu/NFoKHEKIu+/6T7PwtDG1Zjn1Cyg0KsCEihEgAuAHAfgBGAjhGCDEy3qgI8cWeUspRUspds+/PBTBHSrk1gDnZ90BmzG+d/f+nAG6MPFJCinMbgOmmaa7GsxBiCICLAIwHMA7ARdrFPiFlwG0oHOMAcF32e3xU1uMf2XOTowFsn13n70KIBM9jSBmTAnCOlHIkgAkAfp4dm/weJ9WC3RgH+D1OqoMeAHtJKXcGMArAdCHEBAB/QmaMbwVgLYCTs8ufDGBtdvp12eVsx36UG0KIUyjAhss4AJ9IKT+TUvYCuAfAwTHHREiQHAzgP9nX/wFwiGH67TLDAgCDhBDDYoiPEEuklHMBrDFNdjuepwF4Vkq5Rkq5FsCzsBa8CIkcmzFux8EA7pFS9kgpPwfwCTLnMDyPIWWJlHKZlPKN7Os2AIsBDAe/x0mVUGSM28HvcVJRZL+P27Nva7L/SwB7Abg/O938Pa59v98PYG8hhID92Cek7KAAGy7DASw1vP8axX84CSlnJIBnhBCvCyF+mp22oZRyWfb1dwA2zL7m2CeViNvxzHFOKpFfZB/B/rch049jnFQs2cdQRwNYCH6PkyrENMYBfo+TKiGbpf0WgBXI3AD7FECzlDKVXcQ4XvWxnJ3fAmAoOMZJBUEBlhDilN2klGOQeYTp50KI3Y0zpZQSGZGWkIqH45lUKTcC+D4yj/otA3BNrNEQ4hMhRD8ADwD4Pyllq3Eev8dJNWAxxvk9TqoGKWVaSjkKwCbIZK1uG29EhIQLBdhw+QbApob3m2SnEVJxSCm/yf5dAeAhZH4kl2vWAtm/K7KLc+yTSsTteOY4JxWFlHJ59mJHBXAzco/ocYyTikMIUYOMMHWnlPLB7GR+j5OqwWqM83ucVCNSymYALwCYiIxFTDI7yzhe9bGcnT8QwGpwjJMKggJsuCwCsHW2kl8tMubQj8YcEyGuEUI0CSH6a68BTAXwHjLjWasYfCKAR7KvHwXwo2zV4QkAWgyPBBJSrrgdz08DmCqEGJx9BHBqdhohZYnJi/tQZL7HgcwYPzpbYXhLZAoVvQqex5AyJev79y8Ai6WU1xpm8XucVAV2Y5zf46RaEEKsL4QYlH3dAGBfZLyOXwBweHYx8/e49v1+OIDns0862I19QsqOZOlFiFeklCkhxC+QOZFLAPi3lPL9mMMixAsbAngocy6IJIC7pJRPCSEWAZglhDgZwJcAjswuPxvADGRM0DsB/Dj6kAmxRwhxN4AfAFhPCPE1MlWwr4SL8SylXCOEuAyZixsAuFRK6bToESGhYjPGfyCEGIXMY9lfADgNAKSU7wshZgH4AJnK2z+XUqaz7fA8hpQjkwGcAODdrH8gAJwHfo+T6sFujB/D73FSJQwD8B8hRAKZxMBZUsrHhRAfALhHCHE5gDeRuRGB7N87hBCfIFNk9Gig+NgnpNwQmZsGhBBCCCGEEEIIIYQQQoKGFgSEEEIIIYQQQgghhBASEhRgCSGEEEIIIYQQQgghJCQowBJCCCGEEEIIIYQQQkhIUIAlhBBCCCGEEEIIIYSQkKAASwghhBBCCCGEEEIIISFBAZYQQgghhFQlQohLhRD7xB0HIYQQQghZtxFSyrhjIIQQQgghJFCEEAkpZTruOAghhBBCCGEGLCGEEEIIqSiEEFsIIT4UQtwphFgshLhfCNEohPhCCPEnIcQbAI4QQtwmhDg8u85YIcQ8IcTbQohXhRD9hRAJIcRVQohFQoh3hBCnxbxphBBCCCGkCqEASwghhBBCKpFtAPxdSrkdgFYAP8tOXy2lHCOlvEdbUAhRC+BeAGdJKXcGsA+ALgAnA2iRUo4FMBbAqUKILaPcCEIIIYQQUv1QgCWEEEIIIZXIUinlK9nX/wWwW/b1vRbLbgNgmZRyEQBIKVullCkAUwH8SAjxFoCFAIYC2DrUqAkhhBBCyDpHMu4ACCGEEEII8YC5kIH2vsNFGwLAmVLKp4MJiRBCCCGEkEKYAUsIIYQQQiqRzYQQE7OvjwXwcpFllwAYJoQYCwBZ/9ckgKcBnCGEqMlOHyGEaAozaEIIIYQQsu5BAZYQQgghhFQiSwD8XAixGMBgADfaLSil7AVwFIC/CiHeBvAsgHoAtwD4AMAbQoj3APwDfEKMEEIIIYQEjJDS/PQWIYQQQggh5YsQYgsAj0spd4g7FkIIIYQQQkrBDFhCCCGEEEIIIYQQQggJCWbAEkIIIYQQQgghhBBCSEgwA5YQQgghhBBCCCGEEEJCggIsIYQQQgghhBBCCCGEhAQFWEIIIYQQQgghhBBCCAkJCrCEEEIIIYQQQgghhBASEhRgCSGEEEIIIYQQQgghJCQowBJCCCGEEEIIIYQQQkhI/H9X5+wJ2ViL7gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1728x1728 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_df = df.groupby(['price', 'country']).size().unstack(level=1)\n",
    "plot_df = plot_df.divide(plot_df.sum(axis=1), axis=0)\n",
    "plot_df.plot.area(figsize=(24,24))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems that the priciest wine is made in France! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='points'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x1728 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "points_int = df.points.round(0).astype(int)\n",
    "df_two = df.drop('points', axis=1)\n",
    "df_two['points'] = points_int\n",
    "\n",
    "# Filter countries for clarity. These are top 10\n",
    "countries = ['US', 'France', 'Italy', 'Spain', 'Portugal', 'Chile', 'Argentina', 'Austria', 'Australia', 'Germany']\n",
    "plot_df = df_two.groupby(['points', 'country']).size().unstack(level=1)[countries]\n",
    "plot_df = plot_df.divide(plot_df.sum(axis=1), axis=0)\n",
    "plot_df.plot.area(figsize=(24,24))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To me this looks like that Spain, Chile and Argentina have a clear skew towards the lower end wines, whereas France, Italy, Portugal and Australia have better wines.\n",
    "US does not have the absolute best wines (97,5-100 points), but it has a wide range of everything between 80-97,5.\n",
    "Germany and Austria are odd ones out, because their wines are mostly represented in 87.5-97.5 area."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocessing\n",
    "\n",
    "Let's remove the unneeded columns. In order to run regression we want to drop the columns, which are not easily one hot encoded (too many unique values). I will still keep `province` and `variety`, altough there are quite much unique values. I can remove them if needed.\n",
    "\n",
    "Also, we will separate the dataset into y (points) and x (everything else)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# s for small\n",
    "too_much_uniq = [\"Unnamed: 0\", \"description\", \"designation\", \"region_1\", \"region_2\", \"title\", \"winery\"]\n",
    "not_related_to_wine = [\"taster_name\", \"taster_twitter_handle\"]\n",
    "unneeded = too_much_uniq + not_related_to_wine\n",
    "df_s = df.drop(unneeded, axis=1).dropna()\n",
    "\n",
    "x = df_s.drop('points', axis=1)\n",
    "y = df_s.points"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Encoding\n",
    "\n",
    "In order to get rid of the categorical variables, we should encode them. I have used sklearn.OneHotEncoder before, so I think that is should do the trick."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "\n",
    "oh_enc = OneHotEncoder()\n",
    "\n",
    "X = oh_enc.fit_transform(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(120915, 1545)\n",
      "(120915,)\n"
     ]
    }
   ],
   "source": [
    "print(X.shape)\n",
    "print(y.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Splitting into train and test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=27)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training the model\n",
    "\n",
    "I picked Support Vector Regression (SVR), by following the sklearn's brilliant image, which helps to choose the right estimator for given purpose. I wanted to predict, how good scores a wine could have, therefore we moved on to the Regression department of the graph. SGDRegressor needs lots of data, so we will try that, but it may be that it is not optimal. Lasso should be tested too. Maybe try SVM and AdaBoostRegressor too to have a broad scope of regressors :)![choosing the right estimator](https://scikit-learn.org/stable/_static/ml_map.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import Lasso, SGDRegressor\n",
    "from sklearn import svm\n",
    "from sklearn.ensemble import AdaBoostRegressor\n",
    "regs = [\n",
    "            ('Lasso', Lasso()),\n",
    "            ('SGDRegressor', SGDRegressor(penalty='l2')),\n",
    "            ('LinearSVR', svm.LinearSVR()),\n",
    "            ('AdaBoostRegressor', AdaBoostRegressor()),\n",
    "       ]\n",
    "for reg in regs:\n",
    "    reg[1].fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lasso               -0.000069\n",
      "SGDRegressor        0.199376\n",
      "LinearSVR           0.425042\n",
      "AdaBoostRegressor   -0.014670\n"
     ]
    }
   ],
   "source": [
    "for reg in regs:\n",
    "    print(f\"{reg[0]:<20}{reg[1].score(X_test, y_test):2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "## Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ha! I thought that the `AdaBoostRegressor` would win this (it always has in our school works). Maybe this is because of the sparsity of the data? I will have to see, if I can improve the data set somehow.\n",
    "\n",
    "The regression should be tried with a smaller amount of features. Now, there's like a gazillion of them."
   ]
  }
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