TF_tut_nba.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is TensorFlow?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TensorFlow is used for many deep learning applications. It is used to take data and then make predictions in numerous areas of study. \n",
    "\n",
    "Using a bunch of numbers to predict another number\n",
    "\n",
    "Example : Does the size, # of bathrooms, etc. effect the value of a house? Based on those variables can we make predictions about the price?\n",
    "\n",
    "In Machine Learning algorithms are trained to understand relationships between variables and make predictions about outcomes of dependent variables.\n",
    "\n",
    "You plot a regression line that best fits through data points. You do this by finding a mean between points. Often outcomes can be predicted based on unseen data.\n",
    "\n",
    "- Input Neurons : Number of features used by a neural network to make predictions\n",
    "- Hidden Layers : Application of weightings to inputs to provide desired outputs\n",
    "- Output Neurons : Predictions the neural network makes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is a Tensor?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We need to represent our data numerically. Pink has no meaning as input, but .1 Red, .075 Green, and .079 Blue does if represented as [.1, .075, .079]\n",
    "\n",
    "The following are all tensors\n",
    "\n",
    "- [.1, .075, .079] is called a vector\n",
    "- [1] is a scalar\n",
    "- Matrix is a multidimensional array\n",
    "- Tensor is a multidimensional array of vectors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How to Improve Our Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Fit on more data\n",
    "- Increase hidden units : Add weightings to get desired output\n",
    "- Try different activation functions : Helps decide what data is most important\n",
    "- Try different optimization functions : Optimize by smoothing data to expected results\n",
    "- Increase learning rate : How much to change the model based on estimated error\n",
    "- Fit longer : Increase the number of times we try to fit the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Yes\n"
     ]
    }
   ],
   "source": [
    "# pip install tensorflow\n",
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow import keras\n",
    "\n",
    "from tensorflow.keras import layers\n",
    "\n",
    "# Import NumPy\n",
    "import numpy as np\n",
    "\n",
    "# pip install pandas\n",
    "import pandas as pd\n",
    "\n",
    "# pip install seaborn\n",
    "import seaborn as sns\n",
    "\n",
    "# pip install matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# pip install -U scikit-learn\n",
    "# Used to split data into training and test data\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.compose import make_column_transformer\n",
    "from sklearn.preprocessing import MinMaxScaler, OneHotEncoder\n",
    "\n",
    "# Multiple math functions\n",
    "from tensorflow import math\n",
    "\n",
    "from keras.utils.vis_utils import plot_model\n",
    "\n",
    "# Test if using TensorFlow GPU\n",
    "if(tf.config.list_physical_devices('GPU')):\n",
    "    print(\"Yes\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Google Colab Fundamentals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a cell. \n",
    "- Change to Markdown Cell : ESC -> m -> Enter\n",
    "- Change to a Code Cell : ESC -> y -> Enter\n",
    "- Run Code in Cell : Ctrl + Enter\n",
    "- Exit Markdown Cell : Shift + Enter\n",
    "- Create Cell Above Current : ESC -> a\n",
    "- Create Cell Below Current : ESC -> b\n",
    "- Delete Current Cell : Select it -> dd\n",
    "- Undo Cell Deletion : z\n",
    "- Merge Cells : Select cell -> Shift -> Up/Down Arrow -> Shift + m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>first_name</th>\n",
       "      <th>last_name</th>\n",
       "      <th>team</th>\n",
       "      <th>salary</th>\n",
       "      <th>pos</th>\n",
       "      <th>age</th>\n",
       "      <th>g</th>\n",
       "      <th>gs</th>\n",
       "      <th>mp</th>\n",
       "      <th>fg</th>\n",
       "      <th>...</th>\n",
       "      <th>ft%</th>\n",
       "      <th>orb</th>\n",
       "      <th>drb</th>\n",
       "      <th>trb</th>\n",
       "      <th>ast</th>\n",
       "      <th>stl</th>\n",
       "      <th>blk</th>\n",
       "      <th>tov</th>\n",
       "      <th>pf</th>\n",
       "      <th>pts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Precious</td>\n",
       "      <td>Achiuwa</td>\n",
       "      <td>TOR</td>\n",
       "      <td>2711280.0</td>\n",
       "      <td>C</td>\n",
       "      <td>22</td>\n",
       "      <td>73</td>\n",
       "      <td>28</td>\n",
       "      <td>1725</td>\n",
       "      <td>265</td>\n",
       "      <td>...</td>\n",
       "      <td>0.595</td>\n",
       "      <td>146</td>\n",
       "      <td>327</td>\n",
       "      <td>473</td>\n",
       "      <td>82</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>84</td>\n",
       "      <td>151</td>\n",
       "      <td>664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bam</td>\n",
       "      <td>Adebayo</td>\n",
       "      <td>MIA</td>\n",
       "      <td>28103550.0</td>\n",
       "      <td>C</td>\n",
       "      <td>24</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>1825</td>\n",
       "      <td>406</td>\n",
       "      <td>...</td>\n",
       "      <td>0.753</td>\n",
       "      <td>137</td>\n",
       "      <td>427</td>\n",
       "      <td>564</td>\n",
       "      <td>190</td>\n",
       "      <td>80</td>\n",
       "      <td>44</td>\n",
       "      <td>148</td>\n",
       "      <td>171</td>\n",
       "      <td>1068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LaMarcus</td>\n",
       "      <td>Aldridge</td>\n",
       "      <td>BRK</td>\n",
       "      <td>2641691.0</td>\n",
       "      <td>C</td>\n",
       "      <td>36</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>1050</td>\n",
       "      <td>252</td>\n",
       "      <td>...</td>\n",
       "      <td>0.873</td>\n",
       "      <td>73</td>\n",
       "      <td>185</td>\n",
       "      <td>258</td>\n",
       "      <td>42</td>\n",
       "      <td>14</td>\n",
       "      <td>47</td>\n",
       "      <td>44</td>\n",
       "      <td>78</td>\n",
       "      <td>607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Grayson</td>\n",
       "      <td>Allen</td>\n",
       "      <td>MIL</td>\n",
       "      <td>4054695.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>26</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>1805</td>\n",
       "      <td>255</td>\n",
       "      <td>...</td>\n",
       "      <td>0.865</td>\n",
       "      <td>32</td>\n",
       "      <td>190</td>\n",
       "      <td>222</td>\n",
       "      <td>100</td>\n",
       "      <td>46</td>\n",
       "      <td>18</td>\n",
       "      <td>43</td>\n",
       "      <td>96</td>\n",
       "      <td>733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jarrett</td>\n",
       "      <td>Allen</td>\n",
       "      <td>CLE</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>C</td>\n",
       "      <td>23</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>1809</td>\n",
       "      <td>369</td>\n",
       "      <td>...</td>\n",
       "      <td>0.708</td>\n",
       "      <td>192</td>\n",
       "      <td>410</td>\n",
       "      <td>602</td>\n",
       "      <td>92</td>\n",
       "      <td>44</td>\n",
       "      <td>75</td>\n",
       "      <td>94</td>\n",
       "      <td>97</td>\n",
       "      <td>904</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  first_name last_name team      salary pos  age   g  gs    mp   fg  ...  \\\n",
       "0   Precious   Achiuwa  TOR   2711280.0   C   22  73  28  1725  265  ...   \n",
       "1        Bam   Adebayo  MIA  28103550.0   C   24  56  56  1825  406  ...   \n",
       "2   LaMarcus  Aldridge  BRK   2641691.0   C   36  47  12  1050  252  ...   \n",
       "3    Grayson     Allen  MIL   4054695.0  SG   26  66  61  1805  255  ...   \n",
       "4    Jarrett     Allen  CLE  20000000.0   C   23  56  56  1809  369  ...   \n",
       "\n",
       "     ft%  orb  drb  trb  ast  stl  blk  tov   pf   pts  \n",
       "0  0.595  146  327  473   82   37   41   84  151   664  \n",
       "1  0.753  137  427  564  190   80   44  148  171  1068  \n",
       "2  0.873   73  185  258   42   14   47   44   78   607  \n",
       "3  0.865   32  190  222  100   46   18   43   96   733  \n",
       "4  0.708  192  410  602   92   44   75   94   97   904  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import nba data (Click raw on GitHub and copy that URL)\n",
    "nba_data = pd.read_csv(\n",
    "    \"https://raw.githubusercontent.com/derekbanas/tensorflow/main/nba_salary_stats.csv\")\n",
    "\n",
    "nba_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Delete Unknown Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\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>first_name</th>\n",
       "      <th>last_name</th>\n",
       "      <th>team</th>\n",
       "      <th>salary</th>\n",
       "      <th>pos</th>\n",
       "      <th>age</th>\n",
       "      <th>g</th>\n",
       "      <th>gs</th>\n",
       "      <th>mp</th>\n",
       "      <th>fg</th>\n",
       "      <th>...</th>\n",
       "      <th>ft%</th>\n",
       "      <th>orb</th>\n",
       "      <th>drb</th>\n",
       "      <th>trb</th>\n",
       "      <th>ast</th>\n",
       "      <th>stl</th>\n",
       "      <th>blk</th>\n",
       "      <th>tov</th>\n",
       "      <th>pf</th>\n",
       "      <th>pts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Precious</td>\n",
       "      <td>Achiuwa</td>\n",
       "      <td>TOR</td>\n",
       "      <td>2711280.0</td>\n",
       "      <td>C</td>\n",
       "      <td>22</td>\n",
       "      <td>73</td>\n",
       "      <td>28</td>\n",
       "      <td>1725</td>\n",
       "      <td>265</td>\n",
       "      <td>...</td>\n",
       "      <td>0.595</td>\n",
       "      <td>146</td>\n",
       "      <td>327</td>\n",
       "      <td>473</td>\n",
       "      <td>82</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>84</td>\n",
       "      <td>151</td>\n",
       "      <td>664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bam</td>\n",
       "      <td>Adebayo</td>\n",
       "      <td>MIA</td>\n",
       "      <td>28103550.0</td>\n",
       "      <td>C</td>\n",
       "      <td>24</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>1825</td>\n",
       "      <td>406</td>\n",
       "      <td>...</td>\n",
       "      <td>0.753</td>\n",
       "      <td>137</td>\n",
       "      <td>427</td>\n",
       "      <td>564</td>\n",
       "      <td>190</td>\n",
       "      <td>80</td>\n",
       "      <td>44</td>\n",
       "      <td>148</td>\n",
       "      <td>171</td>\n",
       "      <td>1068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LaMarcus</td>\n",
       "      <td>Aldridge</td>\n",
       "      <td>BRK</td>\n",
       "      <td>2641691.0</td>\n",
       "      <td>C</td>\n",
       "      <td>36</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>1050</td>\n",
       "      <td>252</td>\n",
       "      <td>...</td>\n",
       "      <td>0.873</td>\n",
       "      <td>73</td>\n",
       "      <td>185</td>\n",
       "      <td>258</td>\n",
       "      <td>42</td>\n",
       "      <td>14</td>\n",
       "      <td>47</td>\n",
       "      <td>44</td>\n",
       "      <td>78</td>\n",
       "      <td>607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Grayson</td>\n",
       "      <td>Allen</td>\n",
       "      <td>MIL</td>\n",
       "      <td>4054695.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>26</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>1805</td>\n",
       "      <td>255</td>\n",
       "      <td>...</td>\n",
       "      <td>0.865</td>\n",
       "      <td>32</td>\n",
       "      <td>190</td>\n",
       "      <td>222</td>\n",
       "      <td>100</td>\n",
       "      <td>46</td>\n",
       "      <td>18</td>\n",
       "      <td>43</td>\n",
       "      <td>96</td>\n",
       "      <td>733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jarrett</td>\n",
       "      <td>Allen</td>\n",
       "      <td>CLE</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>C</td>\n",
       "      <td>23</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>1809</td>\n",
       "      <td>369</td>\n",
       "      <td>...</td>\n",
       "      <td>0.708</td>\n",
       "      <td>192</td>\n",
       "      <td>410</td>\n",
       "      <td>602</td>\n",
       "      <td>92</td>\n",
       "      <td>44</td>\n",
       "      <td>75</td>\n",
       "      <td>94</td>\n",
       "      <td>97</td>\n",
       "      <td>904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Dylan</td>\n",
       "      <td>Windler</td>\n",
       "      <td>CLE</td>\n",
       "      <td>2239200.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>459</td>\n",
       "      <td>37</td>\n",
       "      <td>...</td>\n",
       "      <td>0.833</td>\n",
       "      <td>21</td>\n",
       "      <td>68</td>\n",
       "      <td>89</td>\n",
       "      <td>34</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>47</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Christian</td>\n",
       "      <td>Wood</td>\n",
       "      <td>HOU</td>\n",
       "      <td>13666667.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26</td>\n",
       "      <td>68</td>\n",
       "      <td>67</td>\n",
       "      <td>2094</td>\n",
       "      <td>440</td>\n",
       "      <td>...</td>\n",
       "      <td>0.623</td>\n",
       "      <td>110</td>\n",
       "      <td>576</td>\n",
       "      <td>686</td>\n",
       "      <td>155</td>\n",
       "      <td>54</td>\n",
       "      <td>65</td>\n",
       "      <td>126</td>\n",
       "      <td>171</td>\n",
       "      <td>1218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Delon</td>\n",
       "      <td>Wright</td>\n",
       "      <td>ATL</td>\n",
       "      <td>8526316.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>29</td>\n",
       "      <td>77</td>\n",
       "      <td>8</td>\n",
       "      <td>1452</td>\n",
       "      <td>122</td>\n",
       "      <td>...</td>\n",
       "      <td>0.857</td>\n",
       "      <td>50</td>\n",
       "      <td>170</td>\n",
       "      <td>220</td>\n",
       "      <td>188</td>\n",
       "      <td>93</td>\n",
       "      <td>19</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Omer</td>\n",
       "      <td>Yurtseven</td>\n",
       "      <td>MIA</td>\n",
       "      <td>1489065.0</td>\n",
       "      <td>C</td>\n",
       "      <td>23</td>\n",
       "      <td>56</td>\n",
       "      <td>12</td>\n",
       "      <td>706</td>\n",
       "      <td>130</td>\n",
       "      <td>...</td>\n",
       "      <td>0.623</td>\n",
       "      <td>85</td>\n",
       "      <td>209</td>\n",
       "      <td>294</td>\n",
       "      <td>49</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>41</td>\n",
       "      <td>84</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Cody</td>\n",
       "      <td>Zeller</td>\n",
       "      <td>POR</td>\n",
       "      <td>2389641.0</td>\n",
       "      <td>C</td>\n",
       "      <td>29</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>355</td>\n",
       "      <td>51</td>\n",
       "      <td>...</td>\n",
       "      <td>0.776</td>\n",
       "      <td>50</td>\n",
       "      <td>75</td>\n",
       "      <td>125</td>\n",
       "      <td>22</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>56</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>289 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    first_name  last_name team      salary pos  age   g  gs    mp   fg  ...  \\\n",
       "0     Precious    Achiuwa  TOR   2711280.0   C   22  73  28  1725  265  ...   \n",
       "1          Bam    Adebayo  MIA  28103550.0   C   24  56  56  1825  406  ...   \n",
       "2     LaMarcus   Aldridge  BRK   2641691.0   C   36  47  12  1050  252  ...   \n",
       "3      Grayson      Allen  MIL   4054695.0  SG   26  66  61  1805  255  ...   \n",
       "4      Jarrett      Allen  CLE  20000000.0   C   23  56  56  1809  369  ...   \n",
       "..         ...        ...  ...         ...  ..  ...  ..  ..   ...  ...  ...   \n",
       "284      Dylan    Windler  CLE   2239200.0  SF   25  50   0   459   37  ...   \n",
       "285  Christian       Wood  HOU  13666667.0   C   26  68  67  2094  440  ...   \n",
       "286      Delon     Wright  ATL   8526316.0  SG   29  77   8  1452  122  ...   \n",
       "287       Omer  Yurtseven  MIA   1489065.0   C   23  56  12   706  130  ...   \n",
       "288       Cody     Zeller  POR   2389641.0   C   29  27   0   355   51  ...   \n",
       "\n",
       "       ft%  orb  drb  trb  ast  stl  blk  tov   pf   pts  \n",
       "0    0.595  146  327  473   82   37   41   84  151   664  \n",
       "1    0.753  137  427  564  190   80   44  148  171  1068  \n",
       "2    0.873   73  185  258   42   14   47   44   78   607  \n",
       "3    0.865   32  190  222  100   46   18   43   96   733  \n",
       "4    0.708  192  410  602   92   44   75   94   97   904  \n",
       "..     ...  ...  ...  ...  ...  ...  ...  ...  ...   ...  \n",
       "284  0.833   21   68   89   34   14    3   16   47   110  \n",
       "285  0.623  110  576  686  155   54   65  126  171  1218  \n",
       "286  0.857   50  170  220  188   93   19   45   56   342  \n",
       "287  0.623   85  209  294   49   17   20   41   84   299  \n",
       "288  0.776   50   75  125   22    8    6   19   56   140  \n",
       "\n",
       "[289 rows x 31 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for nans in columns\n",
    "nba_data.isna().sum()\n",
    "\n",
    "# This deletes all of them\n",
    "# nba_data = nba_data.dropna()\n",
    "nba_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Delete Unneeded Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>salary</th>\n",
       "      <th>age</th>\n",
       "      <th>g</th>\n",
       "      <th>gs</th>\n",
       "      <th>mp</th>\n",
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       "      <th>3pa</th>\n",
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       "      <th>drb</th>\n",
       "      <th>trb</th>\n",
       "      <th>ast</th>\n",
       "      <th>stl</th>\n",
       "      <th>blk</th>\n",
       "      <th>tov</th>\n",
       "      <th>pf</th>\n",
       "      <th>pts</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>2711280.0</td>\n",
       "      <td>22</td>\n",
       "      <td>73</td>\n",
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       "      <td>1725</td>\n",
       "      <td>265</td>\n",
       "      <td>603</td>\n",
       "      <td>0.439</td>\n",
       "      <td>56</td>\n",
       "      <td>156</td>\n",
       "      <td>...</td>\n",
       "      <td>0.595</td>\n",
       "      <td>146</td>\n",
       "      <td>327</td>\n",
       "      <td>473</td>\n",
       "      <td>82</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>84</td>\n",
       "      <td>151</td>\n",
       "      <td>664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28103550.0</td>\n",
       "      <td>24</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>1825</td>\n",
       "      <td>406</td>\n",
       "      <td>729</td>\n",
       "      <td>0.557</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.753</td>\n",
       "      <td>137</td>\n",
       "      <td>427</td>\n",
       "      <td>564</td>\n",
       "      <td>190</td>\n",
       "      <td>80</td>\n",
       "      <td>44</td>\n",
       "      <td>148</td>\n",
       "      <td>171</td>\n",
       "      <td>1068</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2641691.0</td>\n",
       "      <td>36</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>1050</td>\n",
       "      <td>252</td>\n",
       "      <td>458</td>\n",
       "      <td>0.550</td>\n",
       "      <td>14</td>\n",
       "      <td>46</td>\n",
       "      <td>...</td>\n",
       "      <td>0.873</td>\n",
       "      <td>73</td>\n",
       "      <td>185</td>\n",
       "      <td>258</td>\n",
       "      <td>42</td>\n",
       "      <td>14</td>\n",
       "      <td>47</td>\n",
       "      <td>44</td>\n",
       "      <td>78</td>\n",
       "      <td>607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4054695.0</td>\n",
       "      <td>26</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>1805</td>\n",
       "      <td>255</td>\n",
       "      <td>569</td>\n",
       "      <td>0.448</td>\n",
       "      <td>159</td>\n",
       "      <td>389</td>\n",
       "      <td>...</td>\n",
       "      <td>0.865</td>\n",
       "      <td>32</td>\n",
       "      <td>190</td>\n",
       "      <td>222</td>\n",
       "      <td>100</td>\n",
       "      <td>46</td>\n",
       "      <td>18</td>\n",
       "      <td>43</td>\n",
       "      <td>96</td>\n",
       "      <td>733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20000000.0</td>\n",
       "      <td>23</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>1809</td>\n",
       "      <td>369</td>\n",
       "      <td>545</td>\n",
       "      <td>0.677</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.708</td>\n",
       "      <td>192</td>\n",
       "      <td>410</td>\n",
       "      <td>602</td>\n",
       "      <td>92</td>\n",
       "      <td>44</td>\n",
       "      <td>75</td>\n",
       "      <td>94</td>\n",
       "      <td>97</td>\n",
       "      <td>904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>2239200.0</td>\n",
       "      <td>25</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>459</td>\n",
       "      <td>37</td>\n",
       "      <td>98</td>\n",
       "      <td>0.378</td>\n",
       "      <td>21</td>\n",
       "      <td>70</td>\n",
       "      <td>...</td>\n",
       "      <td>0.833</td>\n",
       "      <td>21</td>\n",
       "      <td>68</td>\n",
       "      <td>89</td>\n",
       "      <td>34</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>47</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>13666667.0</td>\n",
       "      <td>26</td>\n",
       "      <td>68</td>\n",
       "      <td>67</td>\n",
       "      <td>2094</td>\n",
       "      <td>440</td>\n",
       "      <td>878</td>\n",
       "      <td>0.501</td>\n",
       "      <td>131</td>\n",
       "      <td>336</td>\n",
       "      <td>...</td>\n",
       "      <td>0.623</td>\n",
       "      <td>110</td>\n",
       "      <td>576</td>\n",
       "      <td>686</td>\n",
       "      <td>155</td>\n",
       "      <td>54</td>\n",
       "      <td>65</td>\n",
       "      <td>126</td>\n",
       "      <td>171</td>\n",
       "      <td>1218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>8526316.0</td>\n",
       "      <td>29</td>\n",
       "      <td>77</td>\n",
       "      <td>8</td>\n",
       "      <td>1452</td>\n",
       "      <td>122</td>\n",
       "      <td>269</td>\n",
       "      <td>0.454</td>\n",
       "      <td>44</td>\n",
       "      <td>116</td>\n",
       "      <td>...</td>\n",
       "      <td>0.857</td>\n",
       "      <td>50</td>\n",
       "      <td>170</td>\n",
       "      <td>220</td>\n",
       "      <td>188</td>\n",
       "      <td>93</td>\n",
       "      <td>19</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>1489065.0</td>\n",
       "      <td>23</td>\n",
       "      <td>56</td>\n",
       "      <td>12</td>\n",
       "      <td>706</td>\n",
       "      <td>130</td>\n",
       "      <td>247</td>\n",
       "      <td>0.526</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.623</td>\n",
       "      <td>85</td>\n",
       "      <td>209</td>\n",
       "      <td>294</td>\n",
       "      <td>49</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>41</td>\n",
       "      <td>84</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>2389641.0</td>\n",
       "      <td>29</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>355</td>\n",
       "      <td>51</td>\n",
       "      <td>90</td>\n",
       "      <td>0.567</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.776</td>\n",
       "      <td>50</td>\n",
       "      <td>75</td>\n",
       "      <td>125</td>\n",
       "      <td>22</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>56</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>289 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         salary  age   g  gs    mp   fg  fga    fg%   3p  3pa  ...    ft%  \\\n",
       "0     2711280.0   22  73  28  1725  265  603  0.439   56  156  ...  0.595   \n",
       "1    28103550.0   24  56  56  1825  406  729  0.557    0    6  ...  0.753   \n",
       "2     2641691.0   36  47  12  1050  252  458  0.550   14   46  ...  0.873   \n",
       "3     4054695.0   26  66  61  1805  255  569  0.448  159  389  ...  0.865   \n",
       "4    20000000.0   23  56  56  1809  369  545  0.677    1   10  ...  0.708   \n",
       "..          ...  ...  ..  ..   ...  ...  ...    ...  ...  ...  ...    ...   \n",
       "284   2239200.0   25  50   0   459   37   98  0.378   21   70  ...  0.833   \n",
       "285  13666667.0   26  68  67  2094  440  878  0.501  131  336  ...  0.623   \n",
       "286   8526316.0   29  77   8  1452  122  269  0.454   44  116  ...  0.857   \n",
       "287   1489065.0   23  56  12   706  130  247  0.526    1   11  ...  0.623   \n",
       "288   2389641.0   29  27   0   355   51   90  0.567    0    4  ...  0.776   \n",
       "\n",
       "     orb  drb  trb  ast  stl  blk  tov   pf   pts  \n",
       "0    146  327  473   82   37   41   84  151   664  \n",
       "1    137  427  564  190   80   44  148  171  1068  \n",
       "2     73  185  258   42   14   47   44   78   607  \n",
       "3     32  190  222  100   46   18   43   96   733  \n",
       "4    192  410  602   92   44   75   94   97   904  \n",
       "..   ...  ...  ...  ...  ...  ...  ...  ...   ...  \n",
       "284   21   68   89   34   14    3   16   47   110  \n",
       "285  110  576  686  155   54   65  126  171  1218  \n",
       "286   50  170  220  188   93   19   45   56   342  \n",
       "287   85  209  294   49   17   20   41   84   299  \n",
       "288   50   75  125   22    8    6   19   56   140  \n",
       "\n",
       "[289 rows x 27 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Delete non-numeric data (Changes don't effect the original)\n",
    "nba_data_numeric = nba_data.copy()\n",
    "del nba_data_numeric[\"first_name\"]\n",
    "del nba_data_numeric[\"last_name\"]\n",
    "del nba_data_numeric[\"team\"]\n",
    "del nba_data_numeric[\"pos\"]\n",
    "\n",
    "nba_data_numeric"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convert Currency to Float"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_currency(x):\n",
    "    \"\"\" If is a string remove $ and delimiters and\n",
    "    otherwise the value is numeric and can be converted\n",
    "    \"\"\"\n",
    "    if isinstance(x, str):\n",
    "        return(x.replace('$', '').replace(',', ''))\n",
    "    return(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>1725</td>\n",
       "      <td>265</td>\n",
       "      <td>603</td>\n",
       "      <td>0.439</td>\n",
       "      <td>56</td>\n",
       "      <td>156</td>\n",
       "      <td>...</td>\n",
       "      <td>0.595</td>\n",
       "      <td>146</td>\n",
       "      <td>327</td>\n",
       "      <td>473</td>\n",
       "      <td>82</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>84</td>\n",
       "      <td>151</td>\n",
       "      <td>664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28103550.0</td>\n",
       "      <td>24</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>1825</td>\n",
       "      <td>406</td>\n",
       "      <td>729</td>\n",
       "      <td>0.557</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.753</td>\n",
       "      <td>137</td>\n",
       "      <td>427</td>\n",
       "      <td>564</td>\n",
       "      <td>190</td>\n",
       "      <td>80</td>\n",
       "      <td>44</td>\n",
       "      <td>148</td>\n",
       "      <td>171</td>\n",
       "      <td>1068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2641691.0</td>\n",
       "      <td>36</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>1050</td>\n",
       "      <td>252</td>\n",
       "      <td>458</td>\n",
       "      <td>0.550</td>\n",
       "      <td>14</td>\n",
       "      <td>46</td>\n",
       "      <td>...</td>\n",
       "      <td>0.873</td>\n",
       "      <td>73</td>\n",
       "      <td>185</td>\n",
       "      <td>258</td>\n",
       "      <td>42</td>\n",
       "      <td>14</td>\n",
       "      <td>47</td>\n",
       "      <td>44</td>\n",
       "      <td>78</td>\n",
       "      <td>607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4054695.0</td>\n",
       "      <td>26</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>1805</td>\n",
       "      <td>255</td>\n",
       "      <td>569</td>\n",
       "      <td>0.448</td>\n",
       "      <td>159</td>\n",
       "      <td>389</td>\n",
       "      <td>...</td>\n",
       "      <td>0.865</td>\n",
       "      <td>32</td>\n",
       "      <td>190</td>\n",
       "      <td>222</td>\n",
       "      <td>100</td>\n",
       "      <td>46</td>\n",
       "      <td>18</td>\n",
       "      <td>43</td>\n",
       "      <td>96</td>\n",
       "      <td>733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20000000.0</td>\n",
       "      <td>23</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>1809</td>\n",
       "      <td>369</td>\n",
       "      <td>545</td>\n",
       "      <td>0.677</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.708</td>\n",
       "      <td>192</td>\n",
       "      <td>410</td>\n",
       "      <td>602</td>\n",
       "      <td>92</td>\n",
       "      <td>44</td>\n",
       "      <td>75</td>\n",
       "      <td>94</td>\n",
       "      <td>97</td>\n",
       "      <td>904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>2239200.0</td>\n",
       "      <td>25</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>459</td>\n",
       "      <td>37</td>\n",
       "      <td>98</td>\n",
       "      <td>0.378</td>\n",
       "      <td>21</td>\n",
       "      <td>70</td>\n",
       "      <td>...</td>\n",
       "      <td>0.833</td>\n",
       "      <td>21</td>\n",
       "      <td>68</td>\n",
       "      <td>89</td>\n",
       "      <td>34</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>47</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>13666667.0</td>\n",
       "      <td>26</td>\n",
       "      <td>68</td>\n",
       "      <td>67</td>\n",
       "      <td>2094</td>\n",
       "      <td>440</td>\n",
       "      <td>878</td>\n",
       "      <td>0.501</td>\n",
       "      <td>131</td>\n",
       "      <td>336</td>\n",
       "      <td>...</td>\n",
       "      <td>0.623</td>\n",
       "      <td>110</td>\n",
       "      <td>576</td>\n",
       "      <td>686</td>\n",
       "      <td>155</td>\n",
       "      <td>54</td>\n",
       "      <td>65</td>\n",
       "      <td>126</td>\n",
       "      <td>171</td>\n",
       "      <td>1218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>8526316.0</td>\n",
       "      <td>29</td>\n",
       "      <td>77</td>\n",
       "      <td>8</td>\n",
       "      <td>1452</td>\n",
       "      <td>122</td>\n",
       "      <td>269</td>\n",
       "      <td>0.454</td>\n",
       "      <td>44</td>\n",
       "      <td>116</td>\n",
       "      <td>...</td>\n",
       "      <td>0.857</td>\n",
       "      <td>50</td>\n",
       "      <td>170</td>\n",
       "      <td>220</td>\n",
       "      <td>188</td>\n",
       "      <td>93</td>\n",
       "      <td>19</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>1489065.0</td>\n",
       "      <td>23</td>\n",
       "      <td>56</td>\n",
       "      <td>12</td>\n",
       "      <td>706</td>\n",
       "      <td>130</td>\n",
       "      <td>247</td>\n",
       "      <td>0.526</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.623</td>\n",
       "      <td>85</td>\n",
       "      <td>209</td>\n",
       "      <td>294</td>\n",
       "      <td>49</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>41</td>\n",
       "      <td>84</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>2389641.0</td>\n",
       "      <td>29</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>355</td>\n",
       "      <td>51</td>\n",
       "      <td>90</td>\n",
       "      <td>0.567</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.776</td>\n",
       "      <td>50</td>\n",
       "      <td>75</td>\n",
       "      <td>125</td>\n",
       "      <td>22</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>56</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>289 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         salary  age   g  gs    mp   fg  fga    fg%   3p  3pa  ...    ft%  \\\n",
       "0     2711280.0   22  73  28  1725  265  603  0.439   56  156  ...  0.595   \n",
       "1    28103550.0   24  56  56  1825  406  729  0.557    0    6  ...  0.753   \n",
       "2     2641691.0   36  47  12  1050  252  458  0.550   14   46  ...  0.873   \n",
       "3     4054695.0   26  66  61  1805  255  569  0.448  159  389  ...  0.865   \n",
       "4    20000000.0   23  56  56  1809  369  545  0.677    1   10  ...  0.708   \n",
       "..          ...  ...  ..  ..   ...  ...  ...    ...  ...  ...  ...    ...   \n",
       "284   2239200.0   25  50   0   459   37   98  0.378   21   70  ...  0.833   \n",
       "285  13666667.0   26  68  67  2094  440  878  0.501  131  336  ...  0.623   \n",
       "286   8526316.0   29  77   8  1452  122  269  0.454   44  116  ...  0.857   \n",
       "287   1489065.0   23  56  12   706  130  247  0.526    1   11  ...  0.623   \n",
       "288   2389641.0   29  27   0   355   51   90  0.567    0    4  ...  0.776   \n",
       "\n",
       "     orb  drb  trb  ast  stl  blk  tov   pf   pts  \n",
       "0    146  327  473   82   37   41   84  151   664  \n",
       "1    137  427  564  190   80   44  148  171  1068  \n",
       "2     73  185  258   42   14   47   44   78   607  \n",
       "3     32  190  222  100   46   18   43   96   733  \n",
       "4    192  410  602   92   44   75   94   97   904  \n",
       "..   ...  ...  ...  ...  ...  ...  ...  ...   ...  \n",
       "284   21   68   89   34   14    3   16   47   110  \n",
       "285  110  576  686  155   54   65  126  171  1218  \n",
       "286   50  170  220  188   93   19   45   56   342  \n",
       "287   85  209  294   49   17   20   41   84   299  \n",
       "288   50   75  125   22    8    6   19   56   140  \n",
       "\n",
       "[289 rows x 27 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba_data_numeric[\"salary\"] = nba_data_numeric['salary'].apply(clean_currency).astype('float')\n",
    "nba_data_numeric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(289, 27)\n"
     ]
    }
   ],
   "source": [
    "# Get Shape\n",
    "print(np.shape(nba_data_numeric))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             salary         age           g          gs           mp  \\\n",
      "count  2.890000e+02  289.000000  289.000000  289.000000   289.000000   \n",
      "mean   8.972877e+06   25.768166   56.619377   30.415225  1373.657439   \n",
      "std    1.008679e+07    4.378557   18.081042   26.947104   698.833132   \n",
      "min    5.318000e+03   19.000000    9.000000    0.000000    35.000000   \n",
      "25%    2.033160e+06   22.000000   47.000000    5.000000   799.000000   \n",
      "50%    4.259259e+06   25.000000   62.000000   21.000000  1406.000000   \n",
      "75%    1.242000e+07   29.000000   70.000000   57.000000  1931.000000   \n",
      "max    4.578097e+07   38.000000   82.000000   80.000000  2743.000000   \n",
      "\n",
      "               fg          fga         fg%          3p         3pa  ...  \\\n",
      "count  289.000000   289.000000  289.000000  289.000000  289.000000  ...   \n",
      "mean   237.546713   514.283737    0.458730   74.276817  208.335640  ...   \n",
      "std    164.543135   347.674340    0.072096   63.139612  166.382283  ...   \n",
      "min      3.000000    13.000000    0.231000    0.000000    1.000000  ...   \n",
      "25%    110.000000   247.000000    0.411000   21.000000   70.000000  ...   \n",
      "50%    212.000000   465.000000    0.451000   57.000000  169.000000  ...   \n",
      "75%    324.000000   723.000000    0.496000  115.000000  320.000000  ...   \n",
      "max    774.000000  1564.000000    0.693000  285.000000  750.000000  ...   \n",
      "\n",
      "              ft%         orb         drb          trb         ast  \\\n",
      "count  289.000000  289.000000  289.000000   289.000000  289.000000   \n",
      "mean     0.758394   55.598616  194.788927   250.387543  140.802768   \n",
      "std      0.109234   49.172226  138.198229   177.846596  126.966637   \n",
      "min      0.333000    2.000000    3.000000     7.000000    0.000000   \n",
      "25%      0.700000   22.000000   97.000000   125.000000   51.000000   \n",
      "50%      0.770000   39.000000  174.000000   217.000000   99.000000   \n",
      "75%      0.838000   73.000000  252.000000   334.000000  188.000000   \n",
      "max      1.000000  279.000000  813.000000  1019.000000  702.000000   \n",
      "\n",
      "              stl         blk         tov         pf          pts  \n",
      "count  289.000000  289.000000  289.000000  289.00000   289.000000  \n",
      "mean    44.529412   26.709343   75.211073  110.83045   647.304498  \n",
      "std     28.249385   24.822116   58.024125   58.04586   455.553247  \n",
      "min      0.000000    0.000000    2.000000    4.00000    12.000000  \n",
      "25%     25.000000   10.000000   38.000000   68.00000   299.000000  \n",
      "50%     41.000000   19.000000   57.000000  106.00000   588.000000  \n",
      "75%     62.000000   35.000000  100.000000  155.00000   892.000000  \n",
      "max    138.000000  177.000000  292.000000  286.00000  2118.000000  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    }
   ],
   "source": [
    "# Summarize the data\n",
    "print(nba_data_numeric.describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Box Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2160x1440 with 28 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A box plot allows you to compare different variables\n",
    "# The box shows the quartiles of the data. The bar in the middle is the median and\n",
    "# the box extends 1 standard deviation from the median\n",
    "# The whiskers extend to all the other data aside from the points that are considered\n",
    "# to be outliers\n",
    "fig, axs = plt.subplots(ncols=7, nrows=4, figsize=(30, 20))\n",
    "index = 0\n",
    "axs = axs.flatten()\n",
    "for k,v in nba_data_numeric.items():\n",
    "    # sns.boxplot(y=k, data=nba_data, ax=axs[index])\n",
    "    sns.boxplot(y=k, data=nba_data_numeric, ax=axs[index])\n",
    "    index += 1\n",
    "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=5.0)\n",
    "\n",
    "# Outliers are extreme values that differ from the vast majority of the data.\n",
    "# They can have a big impact on the results of your hypothesis\n",
    "# Since salary is what we are interested in and it has many outliers that could be an issue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2160x1440 with 28 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can use histogram plots to analyze how values are distributed into discrete bins\n",
    "# If you want to predict a label based on features both should have similar histogram plots\n",
    "# Data with a normal distribution (data is symmetric about the mean) is the easiest to work with\n",
    "# because it doesn't have as many outliers\n",
    "fig, axs = plt.subplots(ncols=7, nrows=4, figsize=(30, 20))\n",
    "index = 0\n",
    "axs = axs.flatten()\n",
    "for k,v in nba_data_numeric.items():\n",
    "    sns.histplot(v, ax=axs[index], kde=True, stat=\"density\", linewidth=0)\n",
    "    index += 1\n",
    "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=5.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlation Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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UrVeVgR0GAfDdujnUbFSDC8cvmjUHAFSFit/049zrU0nwC6XezukE7zxNbBbj8+IDOhN55mbqe4F/Hybwb+MXGAUqF6fG759ZbKJfURXqTnuPfW9OJ84/jA7bpuC78yxRt0zzsCpgR8X+nQg5k9Ym6+OTuDjrTwpVLI5zpWLmDj2NqlJkwsf49htHUmAIJdd+T8y+4yTeMR0TRW8/+MyJfNdP3iXu9GVzRPtMeXVMaJqDSu/J/ZnbZzLhAWGM3/QN531O43/7cWqZh1fvMbX7GBLjE2nVpwOvjX2HH4Z8C0C/uUPZuuBvrh6+iK2DHZql1vRWVQqP/oSgIaPRBwZTdOki4g4eI/me6Xka67OfiFnzTd6zqVEF25pVCXhrAABFfpqHbZ2aJJw1f3urqCpvT+7Ht32mEB4QxhebpnMhi+PxdcrxaNmnA73GvsOPKcfjg7lD2LpgHdcseTyeo/82hIcSOXIwJCeBnT2FFv1G4okjaGGh5s9DiFz2r8v4AGia1jqLPxad6AeoV6s6zk4FLR3GP3KrXZYn9wOJfhiMIUnPvY3HKdGxrkmZpOi41P+3crBFS5nMd67gjf+RKwDEh0aRGBWLW83SZou9Zp1qPLj3mEcPfElKSmbL+p2069zKpEy7zq1Yt3oLANs37aFx8/oAlKtYhmOHjHcGhYaEExX5hOq1qgBw/swlggNDzJbHUw61ypP4wJ/ER4FoSclEbD6IU4eG2do38Z4fiff9AUgOCiM5NBIrF6fcDPeZCtUpR+y9AOIeBKEl6fHfcJSineplKlfh89e5s2AThnjL3J38b6wqVkbv54shwB+Sk4nfvxebJqa/9LDr3J34TevRoo0X0FpEROq2pHNnLTNxlo515UroH/uh9zPmELd7L7bNmmZrX6tSJUk8fxH0BrT4eJLv3MW2kfnvXAaoVrsKD+89xvehH8lJyezYsJvWHU2fve73KIBb1+5gyDCoe3D3EQ/vGQeIwYEhhIWEU9i1kLlCT1W0Vlki7wcSldLW3tx8nDIdTNvaxHRtrbW9beoXpyVbVCfk2iNCrhkvguIjotEM5vlSNaMiGfK4vek4pTtkr89Ir/zLTbi96Xiux/tUrbrVuX/vIQ8fPCYpKZmN67bTobPpMKFDlzb8udp4l+PWjbto1iJz+/vyq13YtG576uuzpy8SZIH+AsCmSiWSH/umnt+xu/di16JJtva1Ll3K5PxOunMXu8b1czniZ8SSR9upevVqcffOA+7ff0RSUhJ//bWZbt06mJTp1rUDK1f8DcD69dto1cp4fC5cuEKAfxAAV6/exM7ODhsbGwDeffc1Zs8yTu5omkZoaLhZ8gGoUacqD+895vEDP5KSktm2fhdtOmVsa/25efV2prYW4PihU8REW7bfA9CVq4QhwBdDoLFOJR3ei0190zpl264bCTs2pE6Aa1ERafuXqYDq7ELShdPmDNuEVQXTMUjCwb1YN8owBunYnfgt6cYgkREAGPweY/AzTnxqYaEYIsJRnJ3NGv9TpWqVI/hBAKGPgtAn6Tmz+Sg1O5i2NTePXSEpPhGAe+duUcjDJdPn1O7SiCv7z6WWM6eKtSrid98P/4cBJCcls3/Tfpp2aGxSJvBxIPeu38OgmZ4XmqZhY2uDlY0V1jbW6KytCA8x3zmdnlPK+Dw+ZXwetOEo7p0yt/tlPn+DBws2PnN8XrRnMwJTJmktwaV2WaLvBxKTMg55uPE4xTJcuwLUGN2Laws3o09IqzP6uARCTt602C8jn7KrUZGkh/4kPQ6ApGSith2gQJvG/75jCtsq5dC5FSL2iEUXMcizY8L0StcqR9CDAEIeBaFPSubk5iPUytBG3Th2hcSUtufOuVsU9nAFwLNcMeMvGg4bv7xLiI1PLWduNlUrkfTIF71vypjQZx/2LbM3JkQDxcYGxdoKxdoaxUqHPswy7VTplD7j6fE4tfkItTqYziOkPx53z92kcEqfYTweOq5Z+Hg8T/9NcrJxoh9QrK1BydZ0qDATTTPkyz+Wku3arShKV0VRRiuKMvHpn9wMLL9w8ChMjF9Y6usY/zAcPApnKlepbzteOTKHeuPf5MRE40+6w68+pESHOig6Fcfi7rhVL0UBL1ezxV7U0x1/v4DU1wF+QRT1LGJSxsPTHX9fYxm9Xs+TqGgKuxTi+pWbtO3UAp1OR7ESXlSrWRlP76Jmiz0r1kVdSfJLmzRK8g/Fumjmf0/nzk0ov/17Siz6HGtPt0zb7WuWR7G2IvFBQKZt5mDn4UK8X9q3z3F+YdhmuHBzql4Key9Xgnefy7S/fQl3mu6eTsP1EyncsFKux/ssqpsb+uCg1NeGkGB0bqb/3rpixdB5F6fQdwso9P0irOtZZjL8WXTubuiD0uUQHIzOPXOdsWvZArfff6bQlC9Ri7gDkHT7DrYNG4CtLYqzEzZ1aqFL2WZuRT3dCfRLyyPQP4ginv89lmq1q2Btbc2j+77/XjiHOXoU5km6tjbaPwzHopnb2hrvtqPvoTk0G/cmByYZ29pCZTzQ0OixfDRvbZ1K3XQ/eza3Ah6Fic6QR4Es+oxqfdvR+/Acmox7k8MTl2XaXq57Q25tPJarsabn6VkktS8ACPALxDNTf1HEpL+ISukv0uvesxMb11ngLv4sqBnOb31QCDr3zOeFfavmFFn+Ey5fT0o9h5Nu3cG2UQMUW1tUZyds69RCV6RIpn3NIa+2U15eRXnsm3b3oq+vP55eRZ9ZxlinnuDqanq+9OjRmQvnL5OYmIizs/FL+okTR3Lk6BaWr1hIkSKZ/y1ySxEPdwJ8A1NfB/oHUfR/aGstTXVxxxCS9rN9Q1gwiqtpHqpXcXRexSj49XwKTl+EVa2U/ltRsO87mNillltqBUB1dcMQkmEM4pphDOJtHIM4zVqA05xFWNfNPAaxqlAJrK0x+Ptl2mYOhYq6EJ5uTBjuH4pz0cyT+U81eb0NV/afz/R+ve5NOb3pSG6E+K/cPFwJ8kurT8H+Ibh6ZO+8vHb2GuePXWDt6VWsPbOK0wfO8DDDL3bNxdbDhYR0xyLBLzTT+NyxemlsvdwIzWJ8/lTRlxsTuN4yxwLAwcOF2HR5xPqHYe9p2q4Wrl4KBy9X/PacN3N02WNVxJXkgLQ6lRwYkuU1n2OHZpTcsBjP777A6mmdUxTcxwwkZObP5gr3mfLqmDC9wkVdCE93/R3uH0rhf2ijmr/ehkv7jedH0TKexEbFMnjJZ0zcOoteY41LS1mCzt0NfWBandIHZj2WcmjTnKJ//ITrN5PQFTX2i4mXrhJ/5jxe2//Ea8da4o+fJvm++X9lAcY+I8ykzwijUBbnxlPNXm/L5XTHIy4qho+WjGLC1pkWOx7P23+rbu44L/iVwr//Sdxff8hd/SLfytbZqSjKEuANYCigAK8BJXMxrv93ri/dzbqmIzn99WpqDusBwK3VB4jxD6P79ik0+KoPQadvoekt983Qf/Hnyo0E+AexYfcKxn89irMnL2DIA7FH7T7J9Wb9uNX5E6IPn6f4nE9Ntlu5F6bE3BE8/mye2ZZT+s8Uhcpfvcu1L1dk2pQQGM6+OkM40m4s1yYtp9bioVg52lsgyGzS6dB5FyNi5DCipk2m4PDPUAo4Wjqq/yT+yDGCXnuLkPf6k3j6DIW+MC6hlHjqNAnHj+O2ZAGFv5xA0uWreeb8zopbEVemzZ/IxE+nZnlX0Yvi4rLdLG0+kiPTV1P/kx4AqDodXvUqsOOTRfz56mTKdqxH8aZVLRvov7i8dDcrm43k2PTV1E3J46kitcqSHJdI2I3HWe/8gqpdtzrxcXHcuHb73wu/IOIPHyPglbcJemcA8afOUHiC8fxOOHma+KMncPtxPoUnjyfx8lXL/fQ8G/JrO1W5cnmmTP2coUPHAWBlpaNYMS+OHz9D0ybdOHniLNOmjbNwlPmUqkP1LMaTiZ8S8+1kCnw0CsXBEdtOPUg6exwtzDJrLv8nOh06r2JEfT6M6JmTKTDUdAyiFHbBceQXxHz7zYs7JkynQY/mlKxRht0/mq5P7OReCK+KJSyyhM/z8irlRclyxXmzQW/eqP82tZvUpFqDapYOK2uKQvmv3uX2l5knY59yqlMOfVwiMdct84VFtigKtSf15txXKy0dyXOJ3n+ce2378qDHR8QePYfH9FEAFHqrGzEHT5JsoV8V/i/yy5iwUY/mlKxRlp0/Gn8FqtPpKF+/Emu/XsrUl8bgXqIoTXu1smyQ/yD+0DH8XupN4NsDiD9xBpdJYwCwKuaFdakS+HV9A78ub2BbrzY2tapbONp/17BHc0rVKMPOlD5D1ekoV78yf369jK9f+hy3EkVe3OPxD/23ISSYyCEfED7gbezadkIplPkLNCHyg+x+FddE07R3gXBN074CGgMVnlVYUZSBiqKcVhTl9M/LVj2r2P8LsQHhFPBK+/a6gKcLsQHP/tlW+mV+NL2BU1+uZFOHL9j7wbfYODsQedc/12N+KtA/GE8vj9TXHl5FCPQPMikT4B+Mp7exjE6no6CTI+FhEej1er4eP4furd9i0DsjcHIuyL07lll78qmkwFCsvdK+9bX2dE19EO9T+ognaInGtbrDVu/Cvlq51G2qoz2lf5tEwOzlxJ67YZ6gsxAfEIZdul942Hu5kBCQdteHlaMdBSsVo+G6ibQ6NZ9CdctRd9konGuWwZCYTFK48edsURfvEXs/kAJlPc2eA4AhJASde9qdrqqbO/qQkAxlgkk4fgT0egwBAeh9H6HztuAaoBnog0NM7tZV3d1TH8r0lBYVBUnGnwvGbt6KdcW0pjN62UpC3h9A2PDPQFHQP7LMQDzQP5iiXml5FPUsQpB/9idiCjg6sHDFHOZ/8wMXz17JjRD/VXRAOAXTtbWOni5EBz67rb2x6ThlU34KHe0fhu/JG8SHR5Mcn8j9fRdwr1Yqt0POUkxAOI4Z8oj5hz7j1sbjlM7w8/ryLzcy+x1c/v5BqX0BgIdXUfwz9RdBJv2FU0p/8dRLr3Rmw9/beVEYMpzfuiJu6INNzwtD+vN70zasK5VP3Ra9dCXBfQcSOmw0KArJDy1zfufVdsrPL5Bi3l6pr729PfH3C3xmGWOdKpi6LI+XtwerVv/AgP4juHfPeAddaGg4MTGxqQ/kXbduGzVrmW9iMCggGI90v3Is6lmEwP/Q1r4oDGHBqG5pd/KrLu5ooaZ5aKHBJJ1K6b+DAtD7PUL19EZXoQp2nXvitHg19u9+hG3LDtj3GWjuFDCEhqC6ZRiDhGYegySeSMkhMACD7yNUL+MYRLF3wOnLGcQu+5nkG1fNGnt6EYFhFE43Jizs6UpkYFimchWbVqfTkJ4s7j+T5ETTZ9LU7daYCztPYkjW53q8WQkJCKWIV1p9cvd0IzQgexOtzTo24eq568THxhMfG8/JfaepUqdyboX6jxICwrBNdyxsvVxNxuc6RzsKVCpO7XWTaHxqAU51y1Nj2WgK1iyTWqZIj6YWvasfIDYgDId0eTh4uhDnnzYOsXa0o1Cl4rT5ezzdT3yHW51yNP99JC41zLfU7L9JDgrFyiOtTlkVdct0zWeIeIKW0u9F/rUD26rG/tuuVmUKvf0SpXcvxX10fwq+3Ba3Ee+bL/h08uqYML3wwDAKp7v+LuzpSngWbVTlptXpOuRVFvT/JrWNCg8I5dG1+4Q8CsKgN3Bu10lKVCuTaV9z0AeHpN6pD6ArmnksZYhMG0vFbNyGTWVjnbJv1YzEy9fQ4uLR4uKJP3YS2+pVzBd8OhGBYbiY9BkuRARmvrPdeDxeYUH/GanHIyLD8Ti/6xQlqpn/vH/e/vspLSyU5Af3sK5awyxxC2Fu2Z3sf7oYXKyiKF5AEvDMGUJN037UNK2epmn1+r/71vPGmKeFnL+LU2kPHIu7o1rrKP1yIx7tMl3/r2DptAu/Yu1qEXXPuMyBzs4GK3tbADybV8OQbDB5sG9uu3juCqXKFKdYCS+sra3o1rMje3YcMCmzZ8cBXnmzGwCdX2qbuk6/nb0d9g52ADRt2ZBkvd7kwb6WEHvhFjalvLAuVhTF2opC3VsQ5XPSpIyVe9o3u07tGxB/x3hnjWJtRckfviB83V4it1tuHU2AyHN3KFDGA/sS7ijWOjx7NCFw55nU7clP4thdZSD76w9lf/2hRJy5zZl3ZxN54S42rgWNT58H7EsWoUAZD2IfBD7rr8pVyTeuo/MuhurhAVZW2LVqQ+Ix0wuchCOHsalRCwDFyRmdd3H0FvqpfFaSrl9HV9wbnacxB/t2bUg4Ylo/VNe0QbptsyYkP0j52aaqojgZl5SwKlsGq7JlSDh1ymyxp3fl/DVKlimOdwlPrKyt6NSjHft3HcrWvlbWVnz32ww2/7kdny37cjnSZwu8cJdCpT1wSmlrK3RvxF0f07a2UKm0trZ021pE3De2tQ8OXsStYnGs7GxQdCrejSoRdsv8SxEBBF24i3MpDwqm5FHupUbcy5CHc7o8SratReT9dEuKKQpluzXk9ibzXthdOHuZ0mVKULyEN9bWVrz8Smd8dpjWB5/t+3jtzZcB6PpyB44cOpEubIXuL3c0Wa/f0hKvXccq3fnt0K4N8YdM/13Tn992zZuk/SxbVVHTnd/WZcuQcNIy53debafOnLlA2XKlKFmyGNbW1vTq1Z2tW31Mymzd5kPvPq8C0LNnFw4cMObl7OzEur9/Y+LEGRw/fsZkn23b9tCihfFhva1bN+X6ddOH2OemS+euprS1xnFVl54d2Lcze23ti0R/+waqZzHUIsY6Zd2sDYmnTetU4snDWFWtBYBS0BmdV3EMgf7EzvuayEFvEPXRm8QtW0zCgV3ErfjR7Dkk30wZgxQ15mDbog1JJ0zHIInHD2NVPSUHJ2dU7+IYAvzAyoqC46eSsHcniUcOZPHp5vPgwh2KlPLEtZg7Omsddbs34aKP6bMQilUtxdvTBrC4/0yiQ6MyfUa9l5pyerPlJphvXLiBdylvPIoXxcrailYvteKoT/bWFw/yC6ZmwxqoOhWdlY4ajarz8LZllsd4cu4ODmU8sUsZnxfp0YSQnWnHQv8kjsNV+nOs/hCO1R9C1JlbXHx3Jk8upDzIXlEo+lJjAjdYdrI/7PxdCpb2oEDKOKTEy414vCutHU16Ese6aoPY3PBTNjf8lJCztzn03hzCLlr2Oi+9+Es3sC7phZV3UbC2wqlLS2L2mdYpnXu6SfQ2jUi8a6w3AaNncq/tu9xr15fgmT/zZOMeQub+Ztb4n8qrY8L07l+4TdFSnrgVK4LO2ooG3Ztywcd0HFG8amnemfYh8/t/w5N0bdS9C3dwcCqAY8pz8io3qYb/LcvcOJF49TrWJbzReaWMCdu3Ju7gs8dS9i0ak5Ryo0FyYBC2dWqATgWdDts6NUiy0DI+9y/cpki641G/e1MuZOgzilctRZ9pA1nQf0YWx8Mh9XhUalINPwscj+fpv1VXd0h5hpPi6Ih11eroH7/Av6T6/8ZgyJ9/LMQqm+W2KIpSCJgFnAU0wOIL2X026RtOnbtIREQUbXv0YXC/d3i1e0dLh2VC0xs4Pn4p7f8YjaKq3F5zgIibvtQa9SqhF+7xyOcsld/rgGfzqmjJehIiYzj86Q8A2Ls50f6PMWgGA7EB4Rz6xLzrm+r1er76fAa//7kQVVX5649N3Lpxl08/H8Sl81fZs+Mga1duYM6iKew9uZGIiEiGDRgLgKtbYX7/cyEGg0agfxAjP5qQ+rljJg2j+6udsHew4/DF7axdsYHvZ/5ghoQM+E1cQpllX4FOJXztbhJuPaTo8N7EXbpF1O6TuL3fHad2DdH0evQRT3g8ah4Azl2b4digKlaFC1K4V1sAHo36jvir5h/YanoDV8b+RoPV40Cn8njVPqJvPKb86NeIvHCXoJ1nnrmvS6PKlB/9GlqyHs2gcXn0zyRFxJgx+nQMeqIXfIfz9Nkoqkr8zm3oH9zHoe8HJN+8TuKxoySdPolN3foU/nkpGAzE/LQY7Ylx0FFo7nx0xUug2Nvj8sefPJk7k6TTZp5M0xuImvs9LnNngqoSt3U7yffu49jvfZKu3yDhyFEK9HrF+DBMvR5DVBQRX39j3NdKh+tCY/3SYmOJmPw1WGh5DL1ez7Rxc1i86jt0OpUNq7Zw58Y9Bo8ewNXz19i/6zBVa1Xmu1+/walQQVq2b8ZHn/XnlZa96fhSW+o0qoVzYSdeeqMLABOGTeXGFfNNoIHxvNg/YSk9lo9G0alcXXOAsJu+NBrxKoGX7nHP5yw13utAiWZVMSTpiY+MYdcIY7uTEBnL2Z+38+aWyWiaxv19F7i/97xZ40+fx6EJS+m+wpjH9TUHCL/pS/2RrxJ88R73fc5S/b0OFGtWFUNKn7FneFr76dWwEtF+YUQ9NO/dwnq9ngmjp7Hyrx9QdTrWrFzPzet3GDX2Yy6cu4LPjv2sXrGOeUumc/j0NiLCIxnc/7PU/Rs1qYefXwAPH5heNHzx5Qh69OqCvYMdpy7vZtXydcydschMSRmImDMft+9mgKojZovx/C444D2Srt0k/vBRHF9/BbtmTVLP7/CpM4z7WulwW/IdAFpMLOFfTbPY+Z1X2ym9Xs/IERPZuGkZOp2OZcvWcu3aLcZPGM7Zs5fYtnU3S39fy8+/zOXipf2Eh0fQ992hAHw46F3KlC3J2LHDGDt2GAAvdX+H4OBQJoz/hp9/mcvMmRMJCQnjww8/+4cocj6nqZ/P4uc136PqVNb9sZnbN+4ydMxALp+/xr6dh6hWqzLzf5+Jk7MTrTs0Z+jogXRv8SYAyzf9SJlyJXEoYM++85sZP/xrjuzL3qRojjLoif15Ho4TZoGqkrh3O4ZH97F78330t2+QdPooyedPYl2rHk7f/Q4GA7HLlqBFZ55othiDnpjF3+E0ZTaoKgk+29A/vI99nw9IvnWdpBNHSTpzEuva9XFebByDxP5qHIPYtG6PVbWaKE5O2LbrBED0t9+gv2v+JcgMegNrJv7KkGVfoOpUjq3dh/+tx3Qb/joPLt3h0u4zvDK2D7YOdvRfNAKAcN8QlgyYCYBLMXcKe7px67jlfp1g0BuYP2Eh36yYhqpT2bFmFw9uPqDvyHe5efEmx3yOU7FmBb78aSKOzgVp3K4RfUe8S/92Azm49RC1mtTkJ58fQNM4deA0x3ef+Pe/NBdoegM3x/5KrdVfoOhU/FbtI+bGY0qPfp0nF+4Q8g/jc4BCjSsT7xdC/IOgfyyX2zS9gdNf/E6rP8ag6FTurj5A1E1fqn/2KmEX7uGb4aa1jLqf+A5rR3tUGyuKdazHvre+IcrcN1DoDQRPXUSxn78GVSVq3S4Sbz/Adeg7xF++Rcy+4xTu8zIF2jSCZD36yCcEjJ1j3hizIa+OCdMz6A38MfFnPl02HlWncmTtXvxuPebl4W9w/9IdLuw+zWtj38HOwY5Bi0YCEOYbwoIBM9AMBv78ehmjVk4CBR5cvsvB1bstk4jeQPjM+bh/PwNFpxK9aTvJdx/g9OF7JF67QfzBYxR8syf2LZqgJesxRD0h7CtjOxu35yB29Wrjsepn0CD+2KlMN4+Yi/F4/MKny4zt1JG1+/C79ZiXhr/Bg5Tj0SvD8Qj1DWFh6vFYzsiVE0FReHj5LodW77FEEv9z/21Vqx4F+w82Lr2nKMStW4P+wV3z5yCEGSj/dW1lRVFsATtN0yKzUz4p5O6Lv4hlNqysmfefRzwlwXID+Zy03tHb0iHkiMdxBSwdwnOrX8N8y0rlpuQ4yzzsKSd1vB1v6RByRD+bspYOIUdY54Oeb1rMeUuHkCNOVLTMg3FzkqrLBxUKKHf2xbnz83mUcMz7depocwdLh5AjDPF5/9yYcKXovxfKA27qs3Vp+MIbl+hs6RCeW6DO2tIh5Ii6znn/wZm7o833EPjcdFaXP64zJrk/exmkvGJy8LMfcJyXfFPVsl9s5gTXrQcUS8eQnyQ+vpT3B3VZsClW3SL15B/v7FcU5ZV/2IamaetyPiQhhBBCCCGEEEIIIYQQQvwX/7aMT/d/2KYBMtkvhBBCCCGEEEIIIYQQ4r/TLLe+fX70j5P9mqZZ5tHzQgghhBBCCCGEEEIIIYTItuw+oBdFUboCVQG7p+9pmjY5N4ISQgghhBBCCCGEEEIIIUT2ZeuplIqiLAHeAIYCCvAaUDIX4xJCCCGEEEIIIYQQQgghRDZl987+Jpqm1VAU5aKmaV8pijIH2J6bgQkhhBBCCCGEEEIIIYTIxwx6S0eQr2Trzn4gPuW/sYqieAHJgGfuhCSEEEIIIYQQQgghhBBCiP8iu3f2b1YUpRAwCzgLaMBPuRWUEEIIIYQQQgghhBBCCCGyL7uT/dcBvaZpfyuKUgWoA2zItaiEEEIIIYQQQgghhBBCCJFt2V3GZ4KmaU8URWkGtAF+BhbnXlhCCCGEEEIIIYQQQgghhMiu7N7Z//RJCV2BnzRN26ooytRcikkIIYQQQgghhBBCCCFEfqcZLB1BvpLdO/t9FUX5AXgD2KYoiu1/2FcIIYQQQgghhBBCCCGEELkouxP2rwM7gY6apkUALsBnuRWUEEIIIYQQQgghhBBCCCGyL1vL+GiaFgusS/faH/DPraCEEEIIIYQQQgghhBBCCJF92V2zXwghhBBCCCGEEEIIIYTIOQZZsz8nybr7QgghhBBCCCGEEEIIIUQep2ialqt/we/efXL3LzCT3hcmWzqE51akVAdLh5AjijoUtnQIIkVscrylQ8gRCfokS4fw3NztClk6hBwRkxxn6RByRHw+qFOFbBwtHUKOCEuIsnQIzy1Rn2zpEHKEu30hS4eQI8rZF7F0CM/tRmyApUPIEUmGvN/WVi5QzNIh5IgjodctHUKOKOboZukQnluSQW/pEHKEs7WDpUN4buGJTywdQo4Ijsv7YykAa1Vn6RCem5Uu7+cA4GhlZ+kQntu90AuKpWPITxLvnswXc8cZ2ZRpYJF6Inf2CyGEEEIIIYQQQgghhBB5nKzZL4QQQgghhBBCCCGEEMLsNE3W7M9Jcme/EEIIIYQQQgghhBBCCJHHyWS/EEIIIYQQQgghhBBCCJHHyWS/EEIIIYQQQgghhBBCCJHHyZr9QgghhBBCCCGEEEIIIczPIGv25yS5s18IIYQQQgghhBBCCCGEyONksl8IIYQQQgghhBBCCCGEyONksl8IIYQQQgghhBBCCCGEyONksl8IIYQQQgghhBBCCCGEyOPkAb1CCCGEEEIIIYQQQgghzE+TB/TmJLmzXwghhBBCCCGEEEIIIYTI4/7TZL+iKA65FYgQQgghhBBCCCGEEEIIIf432ZrsVxSliaIoV4HrKa9rKoqyKFcjE0IIIYQQQgghhBBCCCFEtmR3zf5vgY7AJgBN0y4oitIi16ISQgghhBBCCCGEEEIIkb8Z9JaOIF/J9jI+mqY9yvCWWY6Ed6sa9Dw4i1cOz6H6x90zba/4Thte3j2dl3Z9Tef1E3Au7wWAaq2j6dyBxm0+X+PRuLI5wv2fjJ82lxZd36RHn0GWDiWTtu1acPLsLs5c2MOnIz7MtN3GxoZfls7jzIU9+Oz7i+IlvE22FyvmyaOACwz5pF/qe/MXTefmvRMcPbkt1+P/J81aN2b70b/YeWIdA4b2zbS9XqPa/L17OZf9jtGxWxsLRJg9eSmPlm2bsu/EJg6e3srgYf0ybbexsWbhL7M4eHorG31WUqy48Xzu0asr2w/8mfrnfsgFqlSrSAFHB5P3z986yKRpo3M9j9Ztm3Hk9HaOn9vJ0OEDsszjx9/mcvzcTrbvWZN6XhQv4c39gPPsObSePYfWM/PbL1P36flqV/Yf3cS+IxtZ9fdPuLgUyvU80mvauhGbj6xh2/E/6Tf0nUzb6zaqxVqfpZz3PUz7bq1Nti1Z9S1Hb/qwcMVsc4WbqkWbJuw5sZF9pzYzaNgHmbbb2Fgz/+eZ7Du1mfW7VuCdUqesrKyYvXAK2w/9hc+x9Xz0qem+qqqyZd8afv5jvlnyaN22GYdObeXo2R0M+bR/lnks+XUOR8/uYOvu1RQr4ZW6rXLVCmze9Qf7j21i75EN2NramOz7+6oF7Du6MddzyKhZ60ZsO/onO078Tf+h72babmyblnHJ7ygdMrRNP66ex4lbe1i8Yq65wk2VG+f3ui3LOHJ6e+o2NzcXc6UD5E5fbknN2zRmx7G/8Tm5noGfZNHvNa7N+j0ruOp/nI7d21ogwmer27IuP+77kZ8P/sxrg1/LtL1ag2p8v/V7Nt/dTNMuTU22vT/2fRb5LGKRzyJadDfvPTct2jTB5/g69p7cyIefvJdpu42NNd///A17T27k751L8S7uCYC1tRUzvv+SbQfXsGX/aho2rZu6z8hxH3P4wjYu3j9spixyfhwCsGbTr+w7sSl1m6uZz+96rery8/6f+O3QL7yeVZ1qWI0F2+az7d4WmnVpZrKt39gP+GH3Yn7YvZiWZq5T6bVr34Kz5/dw4dI+RozMfD1kY2PD0mXzuXBpH/sOrKdEShtVt15Njh7fytHjWzl2fBvdX+pg7tBNPM+Y/KfV33Py1l6WWKDfyyg3zndza9K6IesO/cHGo6t5b0ifTNvrNKrJyl2/cPLRftp2bZX6vmexoqzc9QurfH7jz/3LefXdl80XdIrcGNsWdCrIot9ms/v4BnyOrad2vRq5mkNunNOLlszg3v1TnDy1I1djf5a8OpZq07Y5x07v4OS5XXzyjHHtT799y8lzu9ixZ63JuPZhwAX2HdrAvkMbmPXtV5n2Xb5qMQePbc71HCB/nBdCmFN2J/sfKYrSBNAURbFWFGUUcC0X4wJAURUaft0Xnz4z2dB6NKV7NEqdzH/q7vpjbGw3lk0dvuDyoq00mGTszCu8bZyM2thuLLvenEG9iW+DouR2yP+THl3as2TuVEuHkYmqqsya+yWvvdKPRvU68epr3ahYqZxJmXf6vkZkRCR1a7Zl8cLf+HKK6UTr1G++YLfPQZP3Vq1cR68emRtoc1JVlYkzRjPgrWF0a/Y6XV/pQNkKpU3K+PsGMPaTr9iybqeFovx3eSkPVVWZOvML+r4+mLaNX+alVztTvmIZkzJv9HmFyIgoWtTrys+LlzP2y+EAbPhrK51bvkbnlq/x6aBxPHrgy9XLN4iJjk19v3PL1/B95M/2zXtyPY9v5kzk7V4DaN6gGz1f7UqFimVNyrz9bi8iIqJoVLsjPyxayoSvRqZue3DvIW2b96Rt856MHv4lADqdjqkzxvFKt3dp3fRlrl65wQcDM1+Y5GZO478ZxUdvD+el5m/RpWcHylQoZVLG3zeQ8cOmsG3drkz7/7ZoJWOHZB4A5jZVVZk8cxzvvT6YDk168tIrnSiXoU693qcnkRFRtK7fnV8Wr+DzSZ8C0OXl9tjY2NC5eS+6t3mLt/v2Sh0UArz/YW9u37xrtjymzR5P714f0rJhd3r06pKpTr31zqtERkTRpE4nfly0lPFfGuuUTqdjwY8zGDPiK1o1folXu/UlKSk5db8u3dsREx1rljzSU1WVCTNGM/CtYXRv9gZdX+mYqW3y8w1g7CeT2ZpFnfp14QrGfDzJXOGmyo3z+6nBAz5L3RYSEmaOdIDc68stRVVVJn0zhgFvfkKXpq/RrWfmuuX/OIDPh37Jlr9frP5bVVUGTx3MxL4TGdR2EC1faknx8sVNygT5BTF35Fz2b9xv8n79NvUpV60cQzoNYfhLw3ll4CvYO9qbLe4vZ4zhgzeG0rHpq3R/pRPlMvybv9a7B5ERUbRp8DK/LVnJmEnDAHjjnVcA6NLiDfr2+ohxk0egpIzH9+w8SM8Omb8IzM08cnoc8tSwDz9P3R5q5vP746kfM/7dCQxo8yGtX25FifIlTMoE+wYxZ8Qc9m3YZ/J+gzb1KVetLB91/JhPun/Kqx++ioOj+R/Ppqoqc7+dzCs93qNenQ689tpLVMrQRvV973UiIiKpWb01C+f/wpSpnwNw9coNmjd9iSaNutKjR1++//5rdDqd2XOA5x+T/7JwuUX6vYxy63w3dw5jpo1gaO9RvNqyD516tKN0xnHt40C+HDaNHet3m7wfHBjKe90G8Vb793m3y0DeH9IHt6KuZo09N8a2k6aP5sCeI7Rr1IMuLV7j9s17uZpDbpzTK5f/TY8e7+Va3P8kr46lno5r3+zVn6YNutLz1W6ZxrW9332NiIgoGtTuwJJFvzPxq1Gp2+7fe0jr5j1o3bwHnw03bZ+6dm9PTEyM2fLI6+eFEOaW3cn+QcDHgDfgC9RKeZ2r3GqX5cn9QKIfBmNI0nNv43FKdDS9QyApOi71/60cbNE0DQDnCt74H7kCQHxoFIlRsbjVNB2ovCjq1aqOs1NBS4eRSd16Nbl79wEP7j8iKSmJdX9tpUvXdiZlOndtx6qV6wHYuH4HLVs1Tt3WpVs7Ht5/xPVrt0z2OXrkFOHhEbke/z+pUacqD+894vEDX5KSktm23oe2nVqalPF95M/Nq7fRDJqFovx3eSmPWnWrc//eQx4+eExSUjKb122nQ2fTO8Q7dGnNX6s3AbBtow9NWzTM9Dkvv9qZTeu2Z3q/dNmSuLq7cPLYmdxJIEWdujW4d/chD+4/JikpiQ3rttGpq+mdo526tGXtHxsA2LxhJ81aNs7ik9IoigKKgkMB40V2wYKOBAYE5Ur8WalepwoP7z3m8QM/kpOS2b7BhzadTO/w80upR4Ys6tGJQ6eJtcCEcs061Xhw7xGPUur/5vU7aN+5lUmZ9p1b83dKndq+yYcmLRoAoGkaDg726HQ67OxsSUpMJvpJNAAeXkVo3aE5a1asN0setetW5/7dp+dGEhv/3k7HLqZ3/HXq0oa1qzYAsGXjLpq3bARAyzZNuXb5ZuqkU3h4JAaDAQCHAg58OLgv82b/YJY80jO2TcY6ZWybdv1DnTJk2v/4oVMW+ZIiN85vS8utvtxSatSpyoP7aef91g27aNc5c7934+ptDFrmumVJFWpVwO++HwEPA0hOSubg5oM07mBaf4IeB3H/+v1M50WJ8iW4fOIyBr2BhLgE7l27R71W9cwSt7GtfZz6b75l/U7aZWhr23VuxbrVWwDYvmkPjZvXB6BcxTIcO3QKgNCQcKIin1C9VhUAzp+5RHBgiFlygNwfh1hCxQx1av+mAzTu0MikTODjIO5dv49BM+2/S5QvwaWTGeuU+e/ErlevJnfvPOB+Shv111+b6dqtvUmZrl3bs3LF3wCsX7+dVq2aABAXF49eb/yxuZ2tLZoFh7rPOyY39nvmmTj7J7l1vptTtdqVeXz/Mb4PjePanRt306qj6a9a/B8HcOvanUxtbXJSMkmJSQDY2FqjqNleCCFH5MbYtmBBRxo0rps6rk1KSuZJ1JNcyyG3zukjR04SHhaRa3H/k7w6lqpTtwb37z5IN67dSucM49rOXdqw5g9j3Js37KR5Nsa1BQo48NHH7zN31uJciTuj/HBeCGFu2eq9NE0L0TStt6ZpRTVNK6JpWh9N00JzOzgHj8LE+KXdHRPjH4aDR+FM5Sr1bccrR+ZQb/ybnJi4DIDwqw8p0aEOik7Fsbg7btVLUcDLfN/K5weeXkXxfeyf+trPNwBPr6ImZbzSldHr9URFRuPiWpgCBRwYNvxDZkw3zxIY/1VRD3f8fQNTXwf4B1LU092CEf1v8lIeHp5F8PMNSH3t7xdIUc+izyyj1+t5EhVN4QzL2XTv2YmNWVxkv/RKZzavz/2fdXp4FcXP1/S88MiQh6dnEXx9086LJ1FPUpflKVGyGLsPrWP91uU0bGy8qE5OTmbMiK/Yf3QTF28cpELFsqxc9leu5/JUEQ93AvzSvlwI9AuiiMeLWY/S8/Asgn+6OhXgF5TpWBT1LIK/X+Y6tX3TbmJj4zhxdTdHLuzkp4VLiYyIAmDi16P55stvs5yEzp08iuJrcm4E4OFZJFOZ9OdGVEqdKluuJBoaq/7+kV0H/mLwJ2m/mhrzxVCWLPyd2Lg4zK2IhzsB6dqmQP+gF7ZtSi83zu+n5i2cxp5D6xn+2Ue5m0QG+a0vL+pZxKRuBfgFUTTD+fKicvVwJcQvbXI7xD8E12zeMXr36l3qtqqLrZ0tToWdqNGkBm6ebrkVqominu6p7Shk/W/u4eme2h6nb2uvX7lJ204t0Ol0FCvhRbWalfH0Nq1/5pKb45DZC6ay/cCffDIq89IOucnVw41gv+DU1yH+Ibh5ZLNOXbtHvZZpdapm4xq4e5m/nfby8uBxunbX1zcALy+PDGWKppbR6/VERj3B1dV4TVivfi1Ond7JiVM7GDbsi9SJQnPLS2Pyf5Ifznd3D3cCfNPGtUH+wf9pXFvUqwhr9vzOtjPrWLpgJSGBuT7tkSo3xrbFSnoTFhrOrAWT2bJvDd98Nwl7h9z7ZVh+OafTy6tjKU8v02sMP99APDP1e0VNxrXGawzjsShRshh7D61n49blNEo3rv38i2EsWvArcXHxZsgif5wXIhs0Q/78YyHZekCvoijfZ/F2JHBa07RMCwErijIQGAjQ17kBrQqUf64g/831pbu5vnQ3pXs0puawHhz+9AdurT6Ac3kvum+fQvTjEIJO30LTv1h3eOVnY8Z9wuKFvxETY/47M0X+VatudeLi4rl57XambS+90olPB42zQFTZFxgQRJ2qbQgPj6BGrar8vnIBLRp1Iz4ugff6vUnbFj15cO8R02ZNYNiIgXw7e4mlQ863ataphl6vp1HV9jgXcmLt1t84fOA45SuWJSQkjMsXrtGwqXnumn0eOp0VDRrVoXPr14mLi2ftxl+5eP4q4eERlCxdnEnjZpis7y9yz7PO7+gnMQweMIoA/yAKOBbg1+Xf89qbL/PnavM/R+G/kr78xXHu0Dkq1KzA7PWziQqL4vqZ62b7QvJ5/LlyI2UrlGbD7hX4Pvbn7MkLGPLweDyrccgnH35OoH8QBRwd+GHpt7z6Rnf+XmOeNYyfx9mDZ6lYswLfbphDZGgk185ez5PH5vSp89Sv15GKFcvyw09z2LVzPwkJiZYO6/+l/HK+B/oF8Ubb93Ar6src36aze8s+wkLCLR3Wv3rW2NbKSkfVGpX48vNvOH/mEhOnjeajYR8wd/pCS4ecpfx2TufVsVRgQBC1q7ZOHdcuW7mQZo26UqpUcUqVLsGEcdMzPZfgRZRfzgsh/qvs/i7NDuPSPbdS/tQAigH9FEX5LmNhTdN+1DStnqZp9Z5noj82IJwCXmkPuSrg6UJswLM72vTL/Gh6A6e+XMmmDl+w94NvsXF2IPKu/zP3FZn5+wXiXcwz9bWXtwf+foEmZfzSldHpdDg5OxIWGk69+jX5aspoLlzZz0eD32PEqI8Y8GHmh35aSmBAsMmdJh6eRQn0D/6HPV5MeSmPAP8gvLzT7urw9CpKoH/gM8vodDoKOjma/FzzpVc6s/HvzA92rly1AjqdjksXruZO8Olj9AvEy9v0vAjIkIe/fxDe3mnnRUGngoSFRZCYmJS6hNXF81e4f+8RZcuVplqNSgA8uGd8Dvqm9dup17B2rufyVFBAMB5eaXdtFfUqQlDAi1mP0gvwD8IzXZ3y8CqS6VgE+gfh6ZW5Tr3cqzMH9x4lOTmZ0JAwTp84T41aVanbsBbtOrXi0LltzP9pBk2a1+fbJdNyOY9AvE3ODQ8C/IMylUl/bjil1Cl/vwCOHz1NWFgEcXHx7PU5SPWaVahbvyY1a1Xj5EUfNm5fQZlypfh7y++5mkd6QQHBeKRrm4p6Fnlh26b0cuP8BlKPZ0x0DOv+3ELtuuZ7AFh+68sD/YNM6paHVxEC/c237NnzCA0Ixc0r7W58N083Qv/DHaNrFqxhaOehfNH7CxRFwfeub26EmUmgf3BqOwpZ/5sH+Aentsfp21q9Xs/X4+fQvfVbDHpnBE7OBbl354FZ4s4ot8Yhganndywb/tpGzTrVcymDzEIDQkzuxnfzdCMkIPt1atX81QzuNISxvb9AUeCxmepUen5+ARRL1+56e3vgl+7OcmOZwNQyOp0OZ6eChIaaXhPeuHGHmOgYqlStmPtBZyEvjcn/SX4434MDgvHwThvXFvF0/5/GtSGBody5fo/aDWvmZHj/KDfGtv5+gQT4BXL+zCXAuMRJ1ZRrj9yQX87p9PLqWMrfz/Qaw8u7KP6Z+r1Ak3Gt8RojPItx7UPKlitNvQa1qVW7Gmcu7mHLjj8oW64UG7Ysy9U88sN5IYS5ZXeyvwbQWtO0+ZqmzQfaAZWAnkCHf9zzOYScv4tTaQ8ci7ujWuso/XIjHu06a1KmYOm0QVWxdrWIumfsSHR2NljZ2wLg2bwahmQDkbf8civUfOnsmYuULVuSEiWLYW1tzSu9urJ9m+nDT3ds28NbvXsC8HLPThw8cByALh3eombVVtSs2orFi35n7uzF/PTDcrPn8CyXzl2lZJkSeJfwwtraii4927N354vx8MH/Ii/lceHsZUqXKUnxEt5YW1vR/ZXO+OzYb1LGZ/t+er35EmB8mM7RQydTtymKQreXO7B5Xealel5+tYvZ1s89d/YSZcqWpERJb6ytrenxShd2bttrUmbntr28/nYPALr36Mjhg8bzwtW1MGrK2p8lSxWjTNmSPLj/CH+/ICpULJv689WWrZtw64Z5Hg4LcPncNUqUKY53CU+srK3o3KM9+3YeMtvf/7+6eO4KpcqUoNjTOtWzE7u3HzAps3vHfl5NqVOdX2rPsZQ65fs4gMbNjWs52jvYU7tede7cusesKd/TpHoHmtfuwtABYzh66BTDc/kXI+fPXqZ02ZIUT6lTL7/amZ3bTR+kuHP7Pl5/qwcA3V7uwOGDJwDYv+cIlatUwN7eDp1OR6Om9bl54zbLfl1D7cqtaFCjPS937sPd2/d5tdt7uZpHesa2qXi6tqlDnqhTuXF+63S61GV+rKysaN+pFdev3TRbTvmtL7907iqlShenWErd6tqjA3t2vJj9XkY3L9zEq7QXRYsXxcraihbdW3Dc53i29lVVlYKFjM93KlWpFKUql+LswbP/slfOMLa1af/m3Xp2ZM8O07Z2z44DvPJmNwA6v9Q2dd1uO3s77B3sAGjasiHJer3FHoCXG+MQnU6XusyPlZUV7Tq24KYZ12S+ceEm3qXS6lSrl1r+T3WqdKVSlK5cmjMHc/e5R1k5c+YiZcuVomRKG9WrV3e2bTV9aOq2bbvp3edVAHr27MyBA8cAKFmyWOrDO4sX96ZCxbI8fPDYvAmkyEtj8n+SH873K+evU7x0cbyKG8e1HV9ux4GdR7K1bxFPd2ztbAAo6FyQWg1q8ODOw9wM10RujG1DgkLx9w2kTLmSADRp0ZDbuXidkV/O6fTy6ljq3NlLlC5bKjXuHq90ZUeGce2ObXt5421j3P88ri3Fg/uP+P2XVVSv1Jy6NdrSrdPb3Ll9nx7d3s3VPPLDeSGEuWVrGR+gMOCIcekegAKAi6ZpekVREnIlMox35x8fv5T2f4xGUVVurzlAxE1fao16ldAL93jkc5bK73XAs3lVtGQ9CZExHP7U+CBCezcn2v8xBs1gIDYgnEOfmOfhIf+LzyZ9w6lzF4mIiKJtjz4M7vcOr3bvaOmw0Ov1jB75FX9v+A2dTsfK5X9y/dotxo4fxvmzl9m+bQ/Ll65lyc9zOHNhD+HhEfR779N//dyff/uWps0b4upamMs3DvPN1/NYsezP3E8oHb1ez5TPZ/LLmu9RdTr+/mMTt2/cZeiYD7l8/hr7dh6kWq0qLPh9Jk7OTrTu0Iwhoz+ke4s3zBrnv8lLeej1eiaMnsbyv5ag0+lYs3I9N6/fYcTYj7l07go+O/azZsU6vlsynYOntxIRHsmQ/qNT92/YpC5+fgFZDvi69ehI3zcGmy2PsaOmsHrdL+h0KqtW/M2N67cZPW4oF85dZuf2ffyx/C8W/DiT4+d2EhEeyYcfjACgUdP6jB43lOSkZAyagdHDvyQi3Niszp6xkA3bV5CclMzjR3588tFYs+TzNKdpY2fzw+p56HQq61dt4c6Ne3w8egBXLlxn/85DVKtVme9+m4FToYK06tCMjz8bQI+WbwOwdOMSSpcriUMBe3af28TE4V9zdP8Js8Q9acx0lv25GFWn8ucfG7h14w7DPx/MpfNX2L3jAGtWrOfbxV+z79RmIiOiGJpSp5b/sppZ8yez88g6FAX++mMj169a5gGker2ecZ99zaq/f0KnU1m9Yj03r9/ms3FDuHDuCru272PV8r+Z/8MMjp7dQUR4BIM+GAVAZGQUPyxcyva9a9E0jT0+B9mzy/KTC3q9nqmfz+LnNd+j6lTW/bE5pW0amNI2GevU/NS2qTlDRw+ke4s3AVi+6UfKpNSpfec3M3741xzZl70JrOeNO6fPbwcHe1av/wVrKytUncqh/cdY8bv5+rzc6sstRa/XM3nsLH5ZOx+dquOvVcZ+75OUfm/vzoNUr1WFhUtnpdatT0YPpGtzy/ffBr2BxRMWM3X5VFSdyq41u3h48yF9RvTh1qVbnPA5Qfka5Znw0wQcnR1p2K4hfUb04aN2H6Gz1jHr71kAxD6JZfaw2WZbHkOv1/PV5zP4/c+FqKrKX39s4taNu3z6+SAunb/Knh0HWbtyA3MWTWHvyY1EREQybICxD3N1K8zvfy7EYNAI9A9i5EcTUj93zKRhdH+1E/YOdhy+uJ21Kzbw/czce6B4boxDbGxtWPHXD1hZW6HTqRw+cJw/lv2dazlkZNAbWDhhMdNWTEXV6di1ZhcPbj7k3ZHvcPPiTY77nKBCzQpM/GkCBZ0dadSuIe+O6MPAdoPQWeuY8/dsAGKjY5nxySyLLLmi1+sZOWISGzYtQ6dTWb7sT65du8X4CcM5e/YS27buZunva/j5l2+5cGkf4eGRvPfuUAAaN6nPyJGDSEpOxmAwMPzTCZnuDjZnHs8zJl+x6UfKlCuFQwF79p/fwvjhUzlshn4vqzxy43w3dw4zxs1l4aq5qDqVTau3cvfmPQZ91o+rF65zcNcRqtSsxJxfp+FUqCAt2jdl0Gf9eK3VO5QuX5IRk4agaaAosHzJKm5fN98EYG6NbSd9/g3f/jAdG2trHj54zGdDJuZqDrlxTv/2+zyat2iEq2thbtw6ytdTv2PZ0rW5lkfGnPLiWMo4rp3M2nU/o+p0qePaMeM+4fy5y+zcvpeVy/9i0Y+zOHluF+HhkQz8YDgAjZvWZ8y4T1LHtaOGT0q9brVEHnn9vBDZkAeWp8xLFC39I86fVUhR+gHjgf2AArQApgGrgC81TfvsWfv+7t3n3/+CPKD3hcmWDuG5FSmVaz/CMKuiDpkf0iwsIzbZPA/lyW0J+iRLh/Dc3O0KWTqEHBGTbP6HyeaG+HxQpwrZOFo6hBwRlhBl6RCeW6I+2dIh5Ah3+0KWDiFHlLPPGw8E/ic3YgP+vVAekGTI+21t5QLFLB1CjjgSet3SIeSIYo7mefB1bkoyWP6BpjnB2drB0iE8t/DEJ5YOIUcEx+X9sRSAtaqzdAjPzUqX93MAcLSys3QIz+1e6AXF0jHkJwlX9uSLueOMbKu2tUg9ydad/Zqm/aIoynbgHeAasAt4rGlaDPDMiX4hhBBCCCGEEEIIIYQQQuS+bE32K4rSHxiG8aG854FGwDGgTa5FJoQQQgghhBBCCCGEEEKIbMnuA3qHAfWBB5qmtQZqAxG5FZQQQgghhBBCCCGEEEIIIbIvuw/ojdc0LV5RFBRFsdU07bqiKBVzNTIhhBBCCCGEEEIIIYQQ+ZcmD+jNSdmd7H+sKEohYAPgoyhKOPAgt4ISQgghhBBCCCGEEEIIIUT2ZfcBvT1T/vdLRVH2Ac7AjlyLSgghhBBCCCGEEEIIIYQQ2ZbdO/tTaZp2IDcCEUIIIYQQQgghhBBCCCHE/+Y/T/YLIYQQQgghhBBCCCGEEM/NIGv25yTV0gEIIYQQQgghhBBCCCGEEOL5yGS/EEIIIYQQQgghhBBCCJHHyWS/EEIIIYQQQgghhBBCCJHHyZr9QgghhBBCCCGEEEIIIcxO0/SWDiFfkTv7hRBCCCGEEEIIIYQQQog8Tib7hRBCCCGEEEIIIYQQQog8Tib7hRBCCCGEEEIIIYQQQog8LtfX7J+ScDW3/wqzGF6qg6VDeG5B93dZOoQcca3eMEuHkCPKT69j6RCeW8yy/ZYOIUco+eDpJa+es7Z0CDlio7uzpUPIEVY2eX/NwYHB+aNOrbT1tHQIz01RLB1BzphAsqVDyBEV1IKWDuG59bcqZOkQcoQ1mqVDeG4r1DhLh5Aj1hVsaOkQckTNKv6WDuG5afr80WlcvOFh6RCeW/1WAZYOIUdsPl7d0iHkiGrqE0uH8Nwqjcz75wVAzNbrlg5BvGg0g6UjyFfkzn4hhBBCCCGEEEIIIYQQIo+TyX4hhBBCCCGEEEIIIYQQIo+TyX4hhBBCCCGEEEIIIYQQIo+TyX4hhBBCCCGEEEIIIYQQIo/LB4+lFEIIIYQQQgghhBBCCJHnGOQBvTlJ7uwXQgghhBBCCCGEEEIIIfI4mewXQgghhBBCCCGEEEIIIfI4mewXQgghhBBCCCGEEEIIIfI4WbNfCCGEEEIIIYQQQgghhPlpsmZ/TpI7+4UQQgghhBBCCCGEEEKIPE4m+4UQQgghhBBCCCGEEEKIPE4m+4UQQgghhBBCCCGEEEKIPE7W7BdCCCGEEEIIIYQQQghhfga9pSPIV+TOfiGEEEIIIYQQQgghhBAij5PJfiGEEEIIIYQQQgghhBAij3vhlvFp0aYJE6aNQqfqWLNiPT98/7vJdhsba2YvmkK1GpUJD4/gk/6f4/vIH2trK6bOGU/1WpUxGDSmfDGLE0fOADBy3Mf0fKMrTs5O1CjVzCx5tG3Xgukzx6PT6Vi+dC3fzf0hQx42LP5pFrVqVSMsLJwP+g7j0UPf1O3Finly7PQOZkz7ngXf/wLA/EXT6di5DSHBoTRp0MUseWTX+GlzOXjkJC6FC7FhxRJLh/NMji3r4D1xAOhUwtb4ELz4L5PthXu1xXPs+yQFhgIQunQrYWt2YVelNN5TB6NzdEDT6wlauJbILYctkQIAR275M3PHWQwGjZ51yvBB8yom2/0jYpiw4QRP4hMxGDQ+aVeT5hW8OHYngO93XyBJb8BapzK8fS0alClqoSzAum4DCgwaiqKqxO/YStyff2QqY9O8NQ593gNNI/nuHaJnTkFXphyOQ0agODiAwUDs6uUkHtxn/gQA6zoNKDBgKKgq8T5bif8rixyatcb+rfcADf29O0TPnoLqXpSCX0wFRQErK+I3ryNhxyazx/9Ug1b1GfLVYHQ6la2rtvPHwtUm22s0rM6QLwdTtnIZJn88lQNbD6VuK+JVhM9mjaCIlzuaBp+/O46Ax4HmTgH7pvVw+3wQik5H1N/bifhlrcn2gi+3x3Vkf5KDjOd35KpNPPl7BwBlLmwj8dZ9AJL9gwgY+qU5Qzdh16Q+LqMGg04lev12on43PRYFuneg8KcD0QeFAPBkzUaiN2zHtl5NXEZ+lFrOulQJgsdOJW7/UbPG/1S9VnUZ9OUgdDqV7at2sHbRnybbqzWsxqBJH1KmcmmmffwNh7eltan9xn5Ag7b1Afhj3ioObD5o1tifcmpVm2JfGvuM0FU+BC7622S7y2tt8P7iPZICjHUq+PdthK72AaDs8kkUqF2BmFPXuPP+VLPHnl7BlsY8FJ1K6Oos8ujVBq90eYQsTZfHskk41K5AzOlr3LVwHk/VaVmXgV8ORNWp7Fq9i78y1K0e/XvQ4a2O6JP1RIVF8t2o7wj2DbZQtKYqtaxJj4l9UXUqx9fsZe9i03a/Zb8uNHyzDYZkPdFhT1gzegnhvsZzvdvnb1O5dW0AfOav4/yWY2aP/6mirWtQY8q7KDqV+yv3cXPB5izLeXWtT6NfhrO34xdEXLhH4dplqT2rn3GjonB99t/4bT9txsjTuLeuSbWUHB6u3MftBVn3wZ5dG1Dvl+Ec7PgFkRfupr5v7+1Kq4OzuTH7L+4u3mqusDOp2bI2703qj6pT2bvah42L15ls79r/Jdq82T7lfIhiyWfzCfENxs3bnVE/fo6iqOisdez4fSu7V+60SA6urWtSaWpfFJ3K45V7uT8/62NRpGsDav06guMdxhGVciwcq5Sgyqz+WDnao2kaJzp+gSEhyZzhZ8mmfgMKDhkKOpW4rVuJXZV5fGjbqjWOfd8DNJLu3CFq6hSzx5kVmwYNcPpkCKg64rZuJWalaez2nTpRcPAg9MHGtil23XrithrPAcdBA7Ft1BiAmGXLiN9rmfF5fqlTVrUa4PCB8Vgk7NlKwvrM9ci6SSvsX38P0NDfv0PMd+n6ansHnOctJfHkYeJ+nme2uP+JV6sa1J/8DoqqcnvVfi4vzLr/KNGlPq1+GsbWzhMIvXjPzFFmll/GhGrJqti0fB1UleTLh0k+bdruW7d4DV3xisYXVjYoDgWJWzwctVgF434plMIeJG7/Cf2dC+YM3xhjvQY4DjbOIcRt30rcmiza1xatcXj3vdQ5hCfTje2r87SZWFWuQtLlS0RNGGvmyIUwnxdqsl9VVb6cMYa+vQYT4BfIep8V7NlxgNs30xr313r3IDIiijYNXqZbzw6MmTSMT/p/zhvvvAJAlxZv4OpWmF/XLKBHuz5omsaenQdZ9ssa9pzYYLY8Zs39kp4v9cXPN4C9B9exfdsebly/nVrmnb6vERkRSd2abXmlV1e+nDKafn2HpW6f+s0X7PYxndxYtXIdP/2wgiU/zTJLHv9Fjy7tefvVlxg3ZbalQ3k2VcV78iDu9ZlAUkAo5TbNJcrnBAm3H5kUi9hyCL9Jpl/OGOISeDRiLon3/bEq4kL5Ld/y5OA5DFEx5swAAL3BwPRtp1nyTmuKOtnT+ycfWlb0pmwR59QyPx28QoeqxXm9fnnuBEUyZOUBtld4icIOtsx7qwVFnOy5HRjBRysO4DPyZbPnAICq4vjxp0SOG4khJJhC834g8cQR9A8fpBXx8sbhjd5EjvwYLToaxbkQAFpCPE9mf43BzxfVxZVC838i/MwptJhos+dQYNCnRE0YiSE0GOe5P5B04gj6R+ly8PTGvldvokZ/jBaTloMhPJTIUYMhOQns7Cm04DcSTx5BCws1bw4Y26xhU4cy6u0xBPsHs2TrQo7sOsqDWw9TywT5BvHNiJm88eHrmfYfN28My79fyZlDZ7F3sMNg0MwZvpGq4j7+Y/wGjCU5IIRia+YTs+84SXcfmhSL3nGQkGkLM+2uJSTyuNdgc0X7bKqKy5ihBA0eQ3JgMJ4rFhJ34ChJ90zziNm1n/AZC0zeSzh9Af+3Bhk/xqkgXhuXEn/8jNlCT09VVT6e+jFj3x5HiH8I87fM47jPCR6mq1PBvkHMGTGHXh++arJvgzb1KVetLB91/BhrG2tm/TmTU/tOExsda+4kKD71Q269PYkk/1AqbplNpM9J4m+Z9hnhmw/zeMKPmXYPWrIe1d4Wt94dzRVx1lLyuN07JY/NWecRsfkwjydmziPwhxckjxSqqvLR1I8Y33s8of4hfLv5W074HOdRunzuXLnL8K6fkhCfQOc+XXh/3AfM/HiGBaM2UlSFVyZ/wJI+XxMZEMrwTdO44nOGwNtpN3v4Xr3Pt93HkRSfSJM+7ek2tjfLh8yjcuvaeFctxZwuY7CysWbw6olc23+ehOg48yeiKtSc/j6HX59OnH8orXdMxX/XWZ7c9DUpZlXAjnL9OxF25lbqe1HXH7Gv43g0vQG7IoVos3c6/rvOoukNZs+h+vT3Of76NOL8Q2m+42sCdp0hOkMOugJ2lO7fifB0OTxV5at3CNp73kwBZ01RVT6Y8iFf955EaEAo0zfN4vTuk/jeepxa5v6Vu4ztNpLE+ETa9+lE77F9mTdkNuFB4YzvOYbkxGRsHeyYvet7zvicJDwo3LxJqAqVv/mAM69/TbxfKI12TiN45xlisjgWJQd0JiLdsVB0KtUXfsyljxcSffUh1oUdMSQlmzf+rKgqBYd9SsRnI9EHB+Oy5AcSjh5B/yBtfKjz9qbA270JG5oyxi1UyHLxpqeqOA0fRviIUeiDg3H9cQnxh01jB4jbu48n35lOHts2aoR1+QqE9uuPYm2Ny7zvSDh+Ai3W3P13PqlTqorDgGFETx6FITSYgjOWkHTqCIbHptcZdj178+SLIcbrDKdCJh9h/9YHJF81/2TssyiqQsOv++Lz1jfE+ofRZdtkHu06Q+QtP5NyVgXsqNyvI8Fnbz/jk8wsv4wJFQWb1m+RsO47tOhw7N4ai/7uRbQw/9QiSQf/5OlXW1Y1W6MWKQ6A4fFN4lemfFFh64D9+1PRP7hq5gQwtq9DPyVijHEOofCCH0g8ZjqHoPP2xv6t3kR8mrl9jf1zNYqtHXZdu5s/dvHPNDOPBfO5F2oZn5p1qvHg3mMePfAlKSmZLet30q5zK5My7Tq3Yt3qLQBs37SHxs2Nd/6Vq1iGY4dOARAaEk5U5BOq1zLe7Xz+zCWCA0PMlkfdejW5e/cBD+4/IikpiXV/baVL13YmZTp3bceqlesB2Lh+By1bNU7d1qVbOx7ef8T1a6YXFkePnCI8PCLX4/9f1KtVHWengpYO4x851CpP4gN/Eh8FoiUlE7H5IE4dGmZr38R7fiTeN3aCyUFhJIdGYuXilJvhPtNl3zCKuxSkmIsj1lY6OlYrwf4bpoNXRVGISTAOTKMTknAvaA9AJc/CFHEy/n/ZIs4kJOlJTLbMg1CsKlRG7+eLIcAfkpNJOLAXm0amv7yx69SduM3r0aKNk/haZAQABt/HGPyMORvCQjFEhKM4O2NuVuUro/f3xRCYksPBvVg3zJBDx+7Eb1uf+kXE0xxITjZO9AOKtTWolmuOK9WqiO99P/wf+pOclMzejftp2qGpSZmAx4HcvXYPzWDaCZcsXwKdTseZQ2cBiIuNJyE+wWyxP2VbvSJJD/1IfhwAyclEb99PgTaN/33HF4xNtYokP/Yj2ddYp2J27se+VdN/3zEDh3YtiD9yCs0CxwKgYq0K+N33I+BhAMlJyezfdIDGHRqZlAl8HMS96/cxaKZfDpUoX4JLJy9j0BtIiEvg3rV71GtV15zhA1CgVnkS7geQ+NDYZ4RvOoRzhwbZ3v/JkYvoLTERm4FDxjw2/7c8oo9cxPAC5PFUhVoV8L/vR2BK3Tq4+SCNMtStS8cuprZDN85dx83TzRKhZlKiVjlCHgQQ9igIfZKec5uPUq1DPZMyt49dJSk+EYAH525RyMMFAI/y3tw9eR2D3kBiXAL+1x9SqWVNs+cA4FK7HDH3Aol9GISWpOfxhmN4dsx8jlYZ8xo3F25Gn+6OWH1cYurEvmpnDRb4bhigcO1yxNwLSM3Bb8MxPDrWy1Su0pjXuZ0hBwCPTvWIfRjEkxuPM+1jTuVqlSfwvj9BjwLRJyVzdPNh6rc3HdteOXaZxJQ6devcDVw9XQHQJyWTnGgcK1rbWKOqinmDT+Fcpxyx9wKIe2A8FgEbjlKkU+ZjUe7z17m3YBOG+LRj4dqqBk+uPiT6qvGL5KTwaLDEDQcZWFcyjnH1/sa+PH7vXmybmo4P7bt1J25DujFuRIQFIs3MunIl9L7pYt+zF7tm2RuH6EqVJPHCBdDr0eLjSbp7B9uG2e9vckp+qVO6cpUwBKRdZyQd3otNfdNjYduuGwk7NqRdZ0RFpO1fpgKqswtJFyzz66msuNYuy5P7gUQ/DMaQpOf+xuMUz6L/qDW6F5cXbUEfb/lf6UD+GROqHqXRIoPQokLAoCf55ml0ZZ89ltBVrE/yjVOZ3y9fF/39y6nXsuZkVdF0DiF+/15smmS4/u7cnfhNWbevSefOmv8LSCEsIFuzS4qijMjiTz9FUWrlZDBFPd3x9wtIfR3gF0RRzyImZTw83fH3NZbR6/U8iYqmsEshrl+5SdtOLdDpdBQr4UW1mpXx9LbM8iSeXkXxfZz27aifbwCeXqaxeKUro9friYqMxsW1MAUKODBs+IfMmD7frDH/f2Bd1JUkv7QvfZL8Q7Eu6pqpnHPnJpTf/j0lFn2OdRYTBPY1y6NYW5H4ICDTNnMIiorDw8kh9XVRJ3uCokwHD4NaVWPrxft0mLORISsP8HmXzIOo3VcfU9mzMDZWulyPOSuqmxuG4KDU14aQYFRX039vnXcxdN7FcZ69AOdvF2FdN/OgyqpCJbCyxuDvl2lbblNd3TCEpMshNBhdVjl4FcdpxgKcZi3Cuk5aDqqbO87f/0rh3/4k7q8/LHJXP4C7pxvB/ml5BAcE4+6Z+dzISvEyxYiOimbyT5P4accSBo0fiGqBLy6siriSHJC2TEdyYAhWRTKfvwXaN6XYusUUnTsenYd76vuKjQ3ea+bjvfI7HCz4JYGVuxvJAWnHQh8UjK5I5mPh0KY5nmt+xG3mRHRF3TNtL9CxFTE79+ZqrP/E1cONYL+04xHiH4KbR/bq1N1r96jXsi62drY4FXaiZuMauHtlzjG3WXu4kpixz8gih8KdG1N51zxKLxmTZZ9haTYZ8kh8Rt9XqEtjKu2cR6kXNI+nXD1cCU6XT4h/CK5Z5PNUhzc6cGbfizHR4VzUhQi/tHY+wj8M56Iuzyzf8PXWXNt/HgDfa8bJfWs7GwoULki5xlUolM12OqfZeRYmLl0ecf5h2Hua5lGoeinsvVwJ2H0+0/6Fa5el3YGZtNs3g/OjfzH/Xf1kziHePxQ7z8ImZZyrl8Ley4Wg3edM3tc52FJ2SHduzjZdwsESXDxcCPVPOx9C/UMp7PHsOtX6jXac33829bWrpxszd3zHouM/s3HJOvPf1Q/YebgQn/5Y+IVhmyGHgtVLYeflSkiGY+FQ1hM0qLN6LI18plPq4xfjTk3VzQ1DULrxYXAwOrcM48NixdAVL07h+QsovHARNvXNPymeFdXNHX1QWv+tDw5Gdc/cB9u1bIHrb79QaPJXqEWM25PvpEzu29qiODtjU7s2apEimfbNbfmlTqku7hhC0o6FISwYxdX0WKhexdF5FaPg1/MpOH0RVrVS6pGiYN93MLFLF5sz5H/l4FGYGL+w1Nex/mE4eJi2vS7VSlHA0wXfPefNHN2z5ZcxoVKgENqTtHZeexKOUqBQ1mULuqA6u2F4dD3TNquK9bL8EsAcVDc39BnmELJsX72LU+i7BRT6fhHW9V6M9lUIc8ruMj71Uv48XVCtG3ARGKQoyp+aps1MX1hRlIHAQAC3AsVxssv9hu7PlRspW6E0G3avwPexP2dPXsBggYuH5zVm3CcsXvgbMTHybaMlRO0+ScSmA2iJybi83Ynicz7l7tvjU7dbuRemxNwRPBr1HWiWv3PoWXZcesBLtUrzbpNKXHgUwvh1x/lrcOfUu7ZuB0Uyb/d5Fr/TyrKB/gtFp0PnXYzIMcOME+Oz5hPx0fupd68ohV1w/OwLoudMf3GPh06HzqsYUeOMOThNn0/kUGMOhpBgIj/5AMXFFacvvibx6AG0CPNfaD8PnZWO6g2qM6DTIIJ8A5m4eAKdXu/AttU7LB1aJjH7j/Nk235ISsLptS4U/XoUfv3GAPCgwzvog0KxKuaB1y8z8Lt1n+RH/v/8gRYSd/A4MTv2QVISjq92xW3yaAI//Cx1u87NBetypYk79mJMcP5XZw+epWLNCny7YQ6RoZFcO3v9he3PI31OEb7xIFpiMm69O1Lq22HcenOCpcP6zyJ3nyJ8kzEP194dKTl3GLffynt5ZNSqZ2vK1SjP56+PsXQo/1ndHs0oXqMMC974CoCbhy5SokYZPlk3mejQKO6fvZXpl1YvDEWh+ld9ODMs62c4hZ+7w+6WoylY3ou6339EwN4LL8Qa6yYUhSpfvcP5YZknyip+1ou7P25HH2uZX079r5r1bEnZ6uX48o0vUt8L9Q9hdKdPKVykMKN+GsuJbUeJDIm0YJRZUBQqfvUul7M4FopOR+GGFTne8Qv0cQnU+2s8URfvEXbosgUC/W+ejnHDPx2G6u6Oy7z5hH7wvvmXpPwfxB89StyePZCUhP1L3XEeN5bwT0eQeOo0CZUq4bpoIYaICJKuXIEXsZ3KT3VK1aF6FuPJxE9RXd0pOOV7ooZ/gE3L9iSdPY4W9mI8rybbFIV6k3pzZPgP/172BZNfxoRP6SrWJ/nW2czX2A5OqK7eGB5csUxg2ZHSvkaMNLavhebMJ3xg3mhfhcgp2b39shhQR9O0kZqmjQTqAkWAFsB7GQtrmvajpmn1NE2r918m+gP9g/H08kh97eFVhMB0d5sCBPgH4+ltLKPT6Sjo5Eh4WAR6vZ6vx8+he+u3GPTOCJycC3Lvjunagubi7xeIdzHP1Nde3h74+5k+rNIvXRmdToeTsyNhoeHUq1+Tr6aM5sKV/Xw0+D1GjPqIAR++Y9b486ukwFCsvdLqo7Wna+qDeJ/SRzxBS/lJc9jqXdhXK5e6TXW0p/RvkwiYvZzYczfME3QWijjZExCV9mVQYFRc6tI8T60/d5cOVY3r69Us7kZCsp6IlIvSwMhYRqw+zJSejSjuYrmllwwhIajuaXf7qG7uGEJNl9vShwSTePwI6PUYAgPQ+z5C510MAMXBAefJM4hd+jPJ1y2wXiBgCA1BdUuXg6s7+gw5GEKCSTyRloPB7xGqVzGTMlpYKMkP7mFdpYZZ4s4o2D8E93S/onL3cCfYP3u/Mgj2D+H21dv4P/RHrzdweOcRylcrn1uhPlNyUChW6e7UtyrqRnJQhmMR+QSSjBNKUX/vwKZKWpz6lIf2Jj8OIO7URWwrlTVD1JklB4dg5ZF2LHRF3FNje8oQGZWaR/T67dhUqmCy3aF9S2L3HQELLdEFEBoQYnI3vpunGyEB2f/lyqr5qxncaQhje3+BosDju77/vlMOSwoIxSZjnxHw7D4jZJUPDtUtU2/+SWKGPGz+pe8LfUHzeCo0IBT3dPm4eboRGpi5btVsVos3hrzBlH6TU5cqsbTIwDAKeaXdCVjI04XIwLBM5co3rUa7IT35pf8s9Oli371wA3O6fM4P70xDURSC71rmC8l4/3Ds0+Vh7+lCnH9aHlaOdjhVLE7zdRPoeGoeLnXK0XjpKArVLG3yOU9u+ZEcE49TJdM+0Rwy5mDn6Uq8f9qX7U9zaLJuIm1PfU/hOuVosHQUzjXLUKh2OapMeJu2p76nzIDOlP+kB6U+6GD2HADCAsJwTXf3qKunK+EBmetU9aY1eGVIL2b2n5bl+RAeFM6jmw+p1KBKrsablfiAMOzSHwsvFxICTOuTY6Vi1F83kean5uNctxy1lo3CqWYZEvxDCT92jaSwJxjiEgnZfR6n6qXMnkNGhpAQkzvaVXd39CEZxrjBwSQcTRkfBgSQ/PgRumLmPxcyMoQEoyuS1n/r3N0xBJtOGGtRaeOQuC1bsa6QNg6JWb6C0H79CR85ClBIfmS6prk55Jc6ZQgLRnVLOxaqiztaaIZjERpM0qmUehQUgN7vEaqnN7oKVbDr3BOnxauxf/cjbFt2wL7PQHOnkElsQDgFvNJ+ZeHg6UJsQFrba+1oR6FKxej41xe8cvxb3OuUpfVvI3CtUTqrjzOb/DIm1GIiUAqm/ZJCKVgYLSYiy7JWFeqhv3Ey6/fvnLfYF3mGkBB0GeYQMravhpBgEo6nta/p5xCE+P8iu5P9RYD0t68kAUU1TYvL8P5zuXjuCqXKFKdYCS+sra3o1rMje3YcMCmzZ8cBXnmzGwCdX2qbuk6/nb0d9g52ADRt2ZBkvd7kwb7mdPbMRcqWLUmJksWwtrbmlV5d2b5tj0mZHdv28FbvngC83LMTBw8cB6BLh7eoWbUVNau2YvGi35k7ezE//bDc7DnkR7EXbmFTygvrYkVRrK0o1L0FUT6mHZiVe1rn59S+AfF3jANUxdqKkj98Qfi6vURuP2rWuDOq6uXCw9An+IZHk5SsZ+flh7Ss6G1SxtO5ACfuGr9guhscSWKynsIFbImKS2ToHwcZ1q4GtUuYf1mM9JJvXkfnVQy1qAdYWWHbso1xYj+dxGOHsa5RCwDFyRmdd3H0/n5gZUXBCVOJ37OTxMMHsvh080i+lSGHFm1IOpkhh+OHsapeCzDmoHoVxxDgh+rqDjY2xvcLOGJdpTp6X/NfEAHcuHCDYqW98SjugZW1FW1ebsVRn+zV8+vnb+Do5Iizi/GZCXWa1OLBLfN/0Zpw+QbWJbyx8i4KVlY4dm5FzL7jJmV0bmkXFwVaN0p9eK/q5AjW1sb/L+SEXe2qJN4xfSCuuSReuYFVcW+svIx1qkDHVsQdMD0W6fOwb9mYpPumsRbo1IaYHZZbwgfgxoWbeJfyomjxolhZW9HqpZYc9zn+7ztifABrwULGLyJLVypF6cqlOXPQ/A8ajrlwC9tSntgUL4JibUXhl5oTmbHPKJLWZzh3aED8bcuu352V2Au3sC2dLo/u/5JH+xczj6duXriJV2nv1LrVonsLTvicMClTpmoZhkwfwpR+k4kMfXHuUn504Q7upTxwKeaOzlpH7e5NuOxjWre9q5bitWkD+KX/LKJDo1LfV1QFh0KOAHhWKoFnpRLcOHTRrPE/FX7+Do5lPHAo4Y5iraNYj8b470rLI/lJHFurfsjO+sPYWX8YYWdvc6zvbCIu3DPuozNeftgXc6NgOS9iH5nvuVpPRZy/Q4EyHtin5ODVozEBGXLYWXUge+p/wp76nxB+9jYn+84m8sJdjvb4KvX9uz9t59b3G7j/6y6z5wBw58ItPEp74l68CDprK5p0b8bpDOd3qaql6T99MDP7TSMq3fng4uGKta1xHFLAqQAV61XG7475l0SMOncHh3THwqNHE4J2mh6L/VUGcqj+UA7VH0rkmducf3c2URfuErLvIo6VS6Da26DoVAo3qZzpIcuWkHT9OjrvYqgexr7crk0b48R+OgmHD2NTqxZgHB9aFUsZ41pY0vUbxiUwPFNib9uGhCOm4xDVNW0cYtu0CckPUsYhqoriZHymmVWZMliVLUviKfP/yjC/1Cn97RuonsVQixiPhXWzNiSeNj0WiScPY1W1FgBKQWd0XsUxBPoTO+9rIge9QdRHbxK3bDEJB3YRtyLzg2PNLfT8XQqW9sCxuDuqtY5SLzfi0a60pcWSnsSxtvpHrGs0nHWNhhN89g773p9L6EXLzOs8lV/GhIaA+yiFiqA4uYKqS5m4z/wAZ6VwUbBzwOB/N9M24zr+mb8EMJfkGxna11ZtSDyWoX09chibrOYQxIvNYMiffywku8v4rAROKIqyMeV1d+APRVEKADl2S61er+erz2fw+58LUVWVv/7YxK0bd/n080FcOn+VPTsOsnblBuYsmsLekxuJiIhk2ICxALi6Feb3PxdiMGgE+gcx8qO0n0yNmTSM7q92wt7BjsMXt7N2xQa+n5l7Pw3T6/WMHvkVf2/4DZ1Ox8rlf3L92i3Gjh/G+bOX2b5tD8uXrmXJz3M4c2EP4eER9Hvv03/93J9/+5amzRvi6lqYyzcO883X81ix7M9cy+O/+GzSN5w6d5GIiCja9ujD4H7v8Gp3Cz9tPiO9Ab+JSyiz7CvQqYSv3U3CrYcUHd6buEu3iNp9Erf3u+PUriGaXo8+4gmPR80DwLlrMxwbVMWqcEEK92oLwKNR3xF/1fwDDyudyudd6vLR8gMYNAMv1y5DuSLOLNp7iSpeLrSq5M2IDrWYvPkUK4/fBOCrHg1RFIU1J2/xMOwJPxy4wg8HjD+9W/JOK1wc7cyeBwY90Yu/w3nqbNCpxO/ahv7hfRze+YDkm9dJPHGUpDMnsalTn0I/LAW9gZhfFqM9icK2dXusq9VELeiEXbtOADyZ+w36u7fNnkPMku9w+mo2qCoJu4052Pf+gORb10k6eZSksyexrl0f54VLwWAg9jdjDla16lHwg8EYn06oELd+DfoHmQdU5qDXG5g3YT6zVn6DqqpsX7OD+zcf8P6ovty4cJOjPseoWLMiU3/+EkdnRxq3b8x7I/ryftv+GAwGFk/5gblrZqEoCjcv3mTLH9sskISBkGkL8fxhGopOJWr9LpLuPKDwx++ScOUmsfuP49znZQq0aoym12OIfELQ+DkAWJcpgfvET4w/U1UUIn5Zk/pFgCXyCJsxnyILvwFVJXrTDpLuPsB5UF8Sr94k7uAxCr7ZE/uWjY13q0Q+IWRS2kp6Os+i6Iq6k3DGMpOATxn0BhZOWMy0FVNRdTp2rdnFg5sPeXfkO9y8eJPjPieoULMCE3+aQEFnRxq1a8i7I/owsN0gdNY65vw9G4DY6FhmfDLLMsv46A08mvAj5VZ8iaJTCV2zh/ibj/Ac+TaxF28T6XOSIu93w7l9g5Q+I5r7I+al7l7h72nYli2GroAd1U7+woPPFvDkwLl/+AtzL4/HE36k7HLTPDxGvE3spdtE+ZzEPSUPkvUkR0TzYGRaHuX/Ssuj6olfePjZAp4ctEAeKQx6A0smLGby8imoOhWfNT48vPmQ3iP6cOvSLU76nOCDL/ph52DH54uNY8Rgv2Cm9JtssZifMugNrJv4GwOXjUPVqZxcu4/AW4/pNPw1Hl26y5XdZ+g+tje2Drb0XfQpAOG+Ifw6YDY6ayuG/PklAAnRcawcvsBiy1tpegPnx/1O01Wfo+hUHqzaz5MbvlQe3YuI83fxTzdxk5Frg4pUHPoShqRkMGic//w3EsOemDF6I01v4PK432m0aiyKTuXRqv1E33hMxdG9iDh/j8Bd5v+C8X9h0Bv4deJPjFs2CVWnY//a3Ty+9YjXRrzF3Yu3ObP7FH3GvYedgx3DF40GIMQvmFn9p+FdrhjvjH8/te/b8uNGHt0w/5f1mt7A9bG/UWf1OBSdiu+qfcTceEzZ0a8RdeEuwTuffSySI2N4sGQrjXZ8DUDw7nOZ1mC3CIOeJ99/R+GZxvFh/PZt6O/fp8D7H5B84zoJR4+SeOokNvXr4/rbUjSDgSdLFhvvmLc0vZ6o7+ZRePYsUFXitm0n+f59HD94n6QbN0g4chSHV1/FtmkT4zgk6gmR078x7mtlheuC7wEwxMQSOfVr0Jv/V4b5pk4Z9MT+PA/HCcZjkbh3O4ZH97F78330t2+QdPooyedPYl2rHk7f/W68zli2BC36BahHz6DpDZwcv5R2f4xGUVVurzlA5E1fao56ldAL93js8+z+w6Lyy5hQM5C4bzW2PYeBopJ85QhamD/WjbpjCHqA/q7x+sGqYn30NzJ/Uac4uaIULIzh8S1zR57GoCd6wXc4T5+NoqrE79yG/sF9HPqmzCEcO0rS6ZPY1K1P4Z+N198xPxmvvwEKzZ2PrngJFHt7XP74kydzZ5J02jLPHxAiNylaNte5VhSlHvD08e9HNE3L1tf0Zd3qvKALaf83YfEvbqeZXUH3LXPXUU67Vm+YpUPIEeWn17F0CM8tZtl+S4eQI5Tsfu35Anv1nLWlQ8gRvxSyzAOjc5qVjeWW0MkpA4PzR52ajo2lQ3huimLpCHLGBF6M5XSeVwXVckvg5ZRm8eZ/kHpusCbvX2assI2zdAg5ol+8BW4cyQU1q7yYz+v5LzR9/ug0Lt7w+PdCL7j6zQIsHUKO2Hw8fyyBUk01/5fLOa3SyLx/XgDEbM384N+8xt3nQP5obF8Q8cfX5P1BXRbsGr1hkXqS7SmulMn9vPm0PyGEEEIIIYQQQgghhBAiH8sH97MKIYQQQgghhBBCCCGEyHM0y61vnx/lj9/wCiGEEEIIIYQQQgghhBD/j8lkvxBCCCGEEEIIIYQQQgiRx8lkvxBCCCGEEEIIIYQQQgiRx8ma/UIIIYQQQgghhBBCCCHMzyBr9uckubNfCCGEEEIIIYQQQgghhMjjZLJfCCGEEEIIIYQQQgghhMjjZLJfCCGEEEIIIYQQQgghhMjjZM1+IYQQQgghhBBCCCGEEOYna/bnKLmzXwghhBBCCCGEEEIIIYTI42SyXwghhBBCCCGEEEIIIYTI42SyXwghhBBCCCGEEEIIIYTI42SyXwghhBBCCCGEEEIIIYTI4+QBvUIIIYQQQgghhBBCCCHMTtP0lg4hX8n1yf71jt65/VeYxeuqztIhPLdr9YZZOoQcUfn0PEuHkCOS9yy3dAjPzaFLVUuHkDMSEi0dwXNzuxhk6RByRHhE/vjBmU7VLB3Cc3uY4G/pEHJExQ9LWTqE52drY+kIcsSd729aOoQcYWef98eErZtGWTqEHKHYKJYO4bn9cMTB0iHkiMJWef9YADhUL2jpEJ6blpBk6RByRD3XvD8OUazyx7i2tD7e0iHkiIof2Fo6hOdmeBxg6RByRIHOFSwdghD5Wv7ofYQQQgghhBBCCCGEEEKI/8dksl8IIYQQQgghhBBCCCGEyONkzX4hhBBCCCGEEEIIIYQQ5mcwWDqCfEXu7BdCCCGEEEIIIYQQQggh8jiZ7BdCCCGEEEIIIYQQQggh8jiZ7BdCCCGEEEIIIYQQQggh8jhZs18IIYQQQgghhBBCCCGE+WmyZn9Okjv7hRBCCCGEEEIIIYQQQog8Tib7hRBCCCGEEEIIIYQQQog8Tib7hRBCCCGEEEIIIYQQQog8TtbsF0IIIYQQQgghhBBCCGF+BlmzPyfJnf1CCCGEEEIIIYQQQgghRB4nk/1CCCGEEEIIIYQQQgghRB4nk/1CCCGEEEIIIYQQQgghRB4na/YLIYQQQgghhBBCCCGEMD9N1uzPSS/8ZL9jyzp4TxwAOpWwNT4EL/7LZHvhXm3xHPs+SYGhAIQu3UrYml3YVSmN99TB6Bwd0PR6ghauJXLLYUukYKJZ68Z88fVIVJ3KXys28tP8pSbb6zWqzdipI6hYpRwjB37Bzi17LRRpZvntWGRl/LS5HDxyEpfChdiwYomlw3mmI7f8mLntDAZNo2edsnzQoqrJdv+IGCasO8aT+CQMmsYn7WvSvII3lx6HMGXTSWMhDQa1rk6bKsUtkIHRkQehzDp0E4Om0aOKFx/ULWWyffahm5zyDQcgPklPWFwShwa2BOC7I7c49CAUTdNoWNyF0c0roCiKuVNALVUVmzZvgaKSfOkQySe3m2y3bvUGuhIVjS+sbFAcnIhb8AkASkEXbDr2RSnoAmgk/D0PLSrUzBkY1WpZh/cn9UfV6dizehcbFv9tsr1b/5dp+2Z7DMkGosIiWfjZ94T4BlOqSmkGfP0RDo4OGPQG/l6wlqMvwPnt1Ko2Jb7qDzqVkFU+BCxcZ7Ld9bU2FBvfl6SAMACCft9KyKrdlgg1k4Ita1PsywEoOpXQ1T4ELjI9Fi692uD1xXskBRjrSsjSbYSu9gGg7LJJONSuQMzpa9x9f6rZY0+vWetGjEvX3/08f5nJdmN/N5wKVcoxcuB4dqXr735cPY+adatx9sQFPuozwtyhp9KVq4lN1/eN5/eZPSQd2miy3aZzX9TSxvZXsbZBKeBM7LT3UZzdsH17FCgqik5H0vEdJJ/ysUQKAOjK1MCm4zvGPM7vJ+noZpPtNu17o5asAjzNw4nY2R+mK2CP/aAZ6G+cJnGn6XE0l/xQnyD/tLVWtRrg8MEQUHUk7NlKwvo/MpWxbtIK+9ffAzT09+8Q8126NsneAed5S0k8eZi4n+eZLe70rGrWx/5dYw6J+7aSsGlVpjLWjVph92pfAPQP7hC7wJiD88rdGB7eA8AQGkjM7PHmC/wf1GlZl4FfDkTVqexavYu/Fv1psr1H/x50eKsj+mQ9UWGRfDfqO4J9gy0UbdacWtWmxOR+KKpK8Krdmfvv11tTPF3/Hfjbthem/05PV7kOdq8MBFUl6dguEnebXjfZ9uyPrnwNABQbWxRHZ6I/f9MSoWaiq1oPu9cHoag6Eg9vJ3Hn2kxlrOq2wLZbHwAMj+8S98s3ANi+0g+r6g1BUUi+dpaENYvNGvtT1rUb4NBvKKgqCbu3Er8ucxtl06Q19m++h6altFHfTkF1L4rjmKmgKqCzImHbOhJ2brJABkZWNetj/15KO7V3Kwkbn9FOvdYXtJR2an5KO7UqXTsVEkjMLMu0U4Vb16LMlPdRdCoBK/fweMGGLMu5dm1IlV8+41zHMURfuINipaP83I9wrF4aRacj8M8DPJ6/3rzBp/O/jglVj5LYdB+AYmcPBgOJB9ahv3zMEikAoKtYG9uXBxjbphM+JO0zHYfYvNQPXdlqQFrbFDOhNwB2/SehK1kB/b1rxP9quesMtVRVbFq9CWrK9fepHSbbrVu+jq54pZQXNij2BYlbNAxIuf5u/27a9ff67y12/S1EbvrPk/2KoqiAo6ZpUbkQjylVxXvyIO71mUBSQCjlNs0lyucECbcfmRSL2HIIv0k/mLxniEvg0Yi5JN73x6qIC+W3fMuTg+cwRMXketjPoqoqE2eM5oPXhhDoF8ifu5ayd+dB7ty8l1rG3zeAsZ98xQeD+1gszizls2PxLD26tOftV19i3JTZlg7lmfQGA9O3nGZJ3zYUdbKn9w87aVmpGGWLOKeW+enAZTpUK8nrDcpzJyiSISv2s32EN+WKFOKPDzthpVMJfhLH64u20aKiN1Y686/opTdofHPgBotfrk1RR1t6rz1Fy9JulHVxTC0zqnmF1P9fdeERN0KeAHDeP4Lz/pGsfbMhAO//fZozvhHUK1bYvEkoCjbtepPw51y0J+HY9RmP/s55tFD/1CJJ+9eQlPL/VrXboBYpkbrNpks/ko5vxfDgKljbgqaZN/4UqqrSf8qHTO49kbCAUL7ZNIfTu0/y+Fba+X3vyl3GdBtBYnwiHfp05p2x7/HtkFkkxCUwf/i3BNz3p3ARF2Zuncv5g+eIteT5raqUmPohN9+eRJJ/KJW3ziJi10nibz02KRa++TAPx/9koSCfQVUpPvVDbvc2xl5x82wifU4SfytDW7v5MI8n/php98Af1qPa2+LWu6O5Is6SqqpMmDGafq8NIdAviLW7lrJv5yGT/s7PN4Cxn0zOsr/7deEK7OxteePdV8wZtilFwaZ7P+J/n4oWFYrdoOkkXz+NFuybWiRxe9oX9lYNO6F6lgZAiw4n/sfxoE8GG1vsh8xBf/002pNws6eBomDTuS/xK79BiwrDrt9kkm+eQQvxSy2S6LMy9f+t6rVH9Shl8hE2rXpheHjdXBFnki/qE/morVVVHAYMI3ryKAyhwRScsYSkU0cwPH6QVsTTG7uevXnyxRC0mGgUp0ImH2H/1gckX71g5sDTUVTs3x9GzLTPjDl8vYSkM0cx+KbLwcMb25ffJvrLoZlzSEzkydgB5o/7H6iqykdTP2J87/GE+ofw7eZvOeFznEfp6tedK3cZ3vVTEuIT6NynC++P+4CZH8+wYNT/x959h0dRtQ8f/87spvdeqaEmlNBROkixoNgABVERC4oNEEERFRAQsWDD3hG7CCoiCEjvvZcAIb33trsz7x8bkiwJwu+B7BLe+3NdXGZ3zib37eycOefMmTPnUFUavPIQR+96ibLkTKL/nFvj+TtryYYr7/xdlaLieudYit6bip6TifvENzHv34KWUrkvSn/9pOJnp543YYiMckSk1Skqbnc9RuFbU9CzM/CY8g7mvZvRkuMriqjB4bgMGkbha+OhqADFy9oHMTSOxhAVQ+H0RwBwn/Q6hmZtsBzda98cVBX3h54i/6UJaJnpeM/9kLKtNdRRt48gb8pj1uPbxxcALTuTvMmPgtkErm74zP+csq0b0LMdMBioqLiNfpLCV8rrqdkfYNpeQz015G4Kpp2nnnrWwfWUqhI1ewz7h06nNDmL2L/mkPX3doqO2h7TBg9XIsbcSN6OoxXvBQ6+BtXZiZ19JqC6OdNh7VukL15P6RkHXKC8lDahqYzSn99Fz0pB8fLDdewcio/vgZIiu6eBouJy68MUf/Qiem4mbk/Ow3xwK3pqZd1UtuTTip+dut2IGtG44rVpza+YnF1w6urAfoai4Nz3bkp/ftPa/x7xPJYTe9CzqvS///2hsv8d2xc1uHJyo/Og0Zi2/IEWf8ih/W8hattFjfApivKtoijeiqJ4APuBg4qiPFO7oYF7bFPKTidTdiYV3WQmZ+lavAd0uajPlp1MouyU9YA3p2VhzszF6O9dm+FeUJv2McSfPEPC6URMJjN//rqCfoN62ZRJPJPM0YPH0bUrq9K52vbF+XSMbY2Pt5ejw/hP+xMyqefvSaS/J05GAwNbN2DNYdsGk6IoFJZaT3EFJWUEebkB4OZsrBjYLzNbULD/TPiz9qfmUc/HjUgfN5wMKgObhrAmLuO85f86lsqgpiEAKCiUWTRMmkaZRcOs6fi7O9sr9ApqaCP07DT03AzQLJgPb8UQFXve8oYWnTEftt5ZoQSEgaJaB/oBTKVgLrND1NU1iW1Kyqlk0s6kYjaZ2bB0HZ362x7fBzbto6zEGt+xXUcICAsEIPlkEinlx3d2Wha5Gbl4O/j49ohtSumpZMrirfVV1m/r8b3I+srR3GObUnoqpSL27KXr8BnQ+aI/X7BhL1pBcS1GeHGs57sEEk4nlZ/v/qbvoJ42ZZLKz3eaVv2Wzc3rtlFY4IBOUBVqZBO0zBT07DSwWLDs24ixZafzlje26YZ5X/lMa4vFOtAPYHACxXGPSFLDo9CyUtFz0kGzYDmwGWOzDuctb4y5BvOByhlnamhDFA9vLHH77BFuja6G7xNcPXWtoUkLtJREtNRkMJsxrV+Fc6duNmVcrruJ0r8WoxcWAKDn5VR+vnEzVB9/THu22zNsG9YcktDSksFipmzTKpw62ubg3Pcmyv6uOYcrUbPYZiSfSiI1PgWzyczapWvpOqCrTZl9m/ZSWlIKwJFdhwks/35dKTzaWc/fpVXO334DL/4ceKVQGzRDS09Gz0wFixnzzrUYW3c9b3mnDr0w7fjXjhGen6FRc7S0JPSMFLCYMW1fg7HtNTZlnLpfT9mapVBUfmzk55Zv0VGcnMFoBKMTisGInmf/i9zGpi3RkivrqLL1q3Du3N2mjEv/wZQu+7Xy+M7NsW4wm60D/YDi5Njzt6FJC7TUKvXUxlU4nVPXOve7suspr3ZNKDmZQkl8GrrJTPriDfgPrN6WavDscM68txit1FT5pq6juruAQUV1dUYrM2PJd0wb91LahHpmMnpWivXn/Gz0wlwUd8ecv9X6Ta15ZJXXTbvXYYw5fx1rbNcT8661Fa8tx/dCqWP7GWpoI/Sc9Cr9720X6H93qux/+4eBqloH+sGh/W8hatvFzuyP1nU9T1GUEcAyYDKwA3it1iIDnEICMCVVDv6ZkjNxj21WrZzP9dfi0TmG0pNJJM/4BFOy7YChW9umKE5Gyk6n1Ga4FxQSGkRyYmrF65TkVNq2b+XAiC7e1bYv6rK0/GJCfTwqXod4u7Mvwfb/8yN9WjP2y1Us2nKE4jIzH97Xr2LbvjMZvLh4C8m5hbxy2zUOmdUPkFZYQoiXa8XrEE8X9qfWfMNQUl4xSXnFdIr0B6BtmA8dI/zo/9l6QGdY63o09veo8bO1SfHys5mpqxdko4Y1rrmstz+qT2BF40L1C4HSIpxvfhTVJxBL/EFMa392yOwC/9AAMqocq5nJGTRt1/y85fsO68+uNTuqvd+kbVOMzkZSHXx8O4f5U1Yln7KUTDzbNa1Wzvf6a/DsEkNJXBJnXvqsWn3lCM6hAZRVqWvLkjPxqKGu9b2hPPaTSSS+/OkVEXtVwaFBpFQ536Ump9Gmfcx/fOLKo3j7o+dWzuTTczNRI6t/jwAUn0AUv2C0uP1VPh+A6z2TUfxDKVv+jWNm9VNeT+VlVbzW87NQw2ueQar4BKD4BqOdOnD2HZz7j6B08QIMjRy3/66G7xNcPXWt6h+EllE5s1LLSsfQNNq2TLh1Fp3XK++AaqD4+y8w794KioLbvY9SOP8VnNqe/6JTbVP9AtEy0ypea5npGJu0tCljCI0EwPOld0BVKfn5C8x7tlk3Ojnj+coHYLFQuuRbTNs32C328wkIDSC9yvkjIzmD5rHn/34NGDaAHasdd8GlJs6h/tXPge2qnwP9buiKV5doSk5az99lSVfWEgyqbwBaTpVjJCcDQ4Oa94XiF4TiH2L/2e/nofgGoGVXxq5nZ2Bo1MKmjBpiPTbcn3nDukzO799gObAdS9whzEf24DV3ESgKZauX2NzNYC+KfyCWjHOO72bnHN/h1hy8Zr2LoqoUf/8Fpl3WAUE1IAjPqa9iCIug6MsFjpnVD6j+F1FPhZXXU9PL66kfz6mnZn0AmoXSxY6pp1zC/Ck955j2am/blvJo3QiX8ECyV+4k8tFbKt7P+H0zAYM603Xvx6huLsRN+wJzToHdYq/qUtuEZ6kRUdaLYNmpNXyy9ik+Aeg5lftDz8lEbVC9joWzdVMwluOOm+xRE8XTFz2/Sru2ILviLopqZb38Ub0D0c5Y70619r+LcR48trz/fQjTOsf0v4WobRc7yuekKIoTMARYouu66QLl7SZv5VYOd3+AY9c/QcH63dR7/Smb7cYgP+q/MZ6EZ+bLQVzLZF9cOf7ae4qb2zXm74m38u7I3kz9eSNa+d0iresF8svjN7Lw4YF8uu4ApSaLg6O9sOXHUukXFYxBtd6JEJ9TxMnsQpbf143l93Vna0IWO5McM5B2sQwtOmM+uqPyu68aUCObYvr3B0q+mYniE4Qhptt//5IrQI9bexPVugm/fWi7hq5vsB+Pv/k07018G70OHN85K7ax75qHONj/KfLW7qbRW084OqSLlrtyGweufZDDA58kf91uGrzxpKND+v+esU03LAc225zb9LxMit97huK3nsDYrhd4+PzHb7gyGKOvwXJ4a0Uexo7XYTm+26ZTJeyjzte1qgE1LJL8aU9R+OZ0PMZORHH3xGXQEEw7N6NnXVnrxNfIYEANjaBgxlMUvTMD9wcnorhbJxbkPT6cgucfoejdmbiNGocaHO7gYP9vet/ahyZtmvLzhz9fuPAVJmfFdvZ2fZgD/Z8mb+0eGr1Vt8+BTh16Yt69oW49mFA1oAZHUPT6MxR/Mhu3kU+BmwdKUDhqWD3yJ48g/9m7MbRoi6HJFTqxzWDAEBZJ/gtPUvDGdNwffQbF3bqUqJaZTt7To8kZezcufQah+Nh5mdD/C7W8nnr5KYrmz8D9oSr11GPDKXjuEYrenonbveNQQ67AekpRaPzyfcS9/GW1TV7tmqBbNLa0fYhtnR8l4pHBuNYPdkCQ/zc1tQnBOkjtcsfjlP6yoE6MhRhje2Deu7Fu1U3nMLTojPnYzir9bxU1ogmmtT9SsvAVFJ/AOtH//v+Gpl2d/xzkYgf7PwBOAR7AWkVRGgC55yusKMpDiqJsVxRl+0/5p89X7IJMqZk4hVfeXuoUFlDx8NezLDn56GXWW+Wzvvsbt1ZNKrapnm40+vxFUuZ9TdGuI/9zHJdLako6YREhFa9Dw0JITa4DnR2uvn1RlwV7uZGSW7lGb2peEcHe7jZlft0Zx4BW1rXh29YPotRsIaeo1KZM4yAf3J2dOJ6WU+sx1yTYw5XU/JKK16kFpQR5uNRYdvmxVAY1qzx2Vsel0zrUB3dnI+7ORro1CGBvSu0/RuRcen42ildlB0Dx9Dvv7F1j887WQbQqn9XSzlhvQdQ1LMd3oYbUr/GztS0rJdPmVv6AsECyUqrPYmrdrS23j7uTOWNmYi4/1gHcPN147vNpLJr3DceugOO7LDkL5yr5OIcGUJZsO1hZtb7KWLQS99ZXxlq5ZSmZOFepa50vUNdmLlpxxcReVVpKOqFVznchYcF15nx3lp6XheITUPFa8Qk476C3ofW1mPfWPGNOz89GSz2DoWGLGrfXNj0/G8Xbv+K14uV/3nrKENPVZgkfQ2QTjB374zbuTZyvuxtjmx449RlW6zGf62r4PsHVU9dqWemogUEVr1X/IPRM2/2hZ6Zj2rYBLBa0tBQsSWdQwyIwNIvG9fpb8V7wHW6jxuLSawBuIx+ydwpo2RmoAZWDRmpAEFq27R1SWlY65h0brTmkp2BJTkAtn+2vl5fV0pIxH9yNoWETHC0zJZOgKuePwLBAMlOrf7/ado9l2LhhzHhgus3360pQlpJV/Rx4zjFiya48B6Z/uxL31jXfUelIWk4mqm+VY8Q30GZWcFXG9j0x7bwylvCB8pm+fpWxK36BaDm2x4aenYF572bQLOiZqWhpCajBETi1uxZL3GEoLYHSEsz7t2No3PLcP1Hr9KwMDIHnHN+Z5xzfmemUVamjtKQzqOWz/St+T3YmlviTGKPb2CXuc2lZ/2M9FXbl1FOlyVm4nHNMl1Zpkxs83fBoXo82v7xMp23v492+KdFfPotn2yiCbutB9upd6GYLpow88rYdwTPWMW3eS24Turjhcs9kylYuQks4Vpuh/ic9NxPFt3J/KL4B56+bYntg3rXOXqFdNL0gp/zhulbW/ndOjWWNzTvZ9r8LctDSq/a/d9s8T0+Iq8nFDvY7A28A/wBPA3cCXyiKEltTYV3XP9J1vaOu6x3v8GrwPwdXtOcYzg3DcYoMQXEy4ju4J3krttqUMQZVDrR59+9MyQnrrYKKk5EGHz5P9i+ryF228X+O4XLat+sgDRrXJ6J+OE5ORm64tT+rlq+98AevAFfbvqjLYiICiM/KJzG7AJPZwvJ9p+nVIsKmTJiPO1virLcHxqXnUmbW8PNwITG7ALPFenUxKaeQUxl5hPvaf/kbgJgQL+Jzi0jMK8Zk0Vh+LJXejaqvHXsyu5C8UjNtQytnxYZ6ubIjMRuzpmGyaOxMyqGRn3u1z9Y2LeUUil8Iik8gqAaMLTpjOVH9gYOKfyi4uqMlnajy2ZMoLu7gZp1FZKjf0ubBvvZ0fM8xwhqFE1wvBKOTkW6De7BtxRabMo1iGvPw7EeZ88BM8jIrr/UanYxM+ug5/v15NZv/vDKO78I9x3BtFIZzvWAUJyP+t3Qn55z6yim4sr7yHdCJkuMJ5/4ahyjacwyXKrH7De5B7rl1bZXYffp3vmJir8p6vqtX5Xw3gNXLr7wOw3/REk+gBoSh+AZZZwC2vhbz4epLXiiB4SiuHmhnKh8qp3j7g9HJ+sLVA0OD5mhVHohrT1pSHKp/qDUP1WAd0D+6s1o5JSDMmkeVTmjp4gUUv/MUxe8+TdnKbzHvXYdp9ff2DB+4Or5PcPXUtZbjR1DDIlGDQ8FoxKl7X8q228ZUtnU9xphYABQvHwzh9dBSkyma/wq5jwwjb+xwir9aQOm/f1P8TfWHjdd6DicOo4ZGoAaFgsGI8zV9Me2wzcG0fT3G6LM5eGMIi0RLS0bx8Kw4vhUvbwzNWmFJ/N8nN10uR/ccJbxRBCHl36+eg3uy5ZzvV+OYxoybPY4ZD0wnN/O887YcpnC37TnQ/5buZP+9zabMlXr+rkqLP4oaFI7iHwIGI8b2PTHv21KtnBocieLmiXbScQ9AP5fl1BHU4AiUAGvsTh17Y96z2aaMac9GDM2sA+CKhzdqcCR6RjJaVjrGZm1AVa3t4mat0VLia/oztcp87LBNHeXcva/14mPVHLasx6lVrDUHLx/U8HpoqUkoAUHgbH0OmOLhibFla7RE+y9FBDXUU9f2xXROXWvaVkM9lVpDPdW8FZYE+9dT+buP49o4DJf61mM6aEg3sqoc05b8IjbHjGZbp0fZ1ulR8nYe4+C9r1Kw5wSliRn4dLfeGaK6u+DdoSlFxxzUlrqENiEGA653TcS8ey2WA9XrAXvSzhxDDQxD8Q+21k2xPbAc2FqtnBIUgeLmgXb6yqmbztJSTqH4BqN4n+1/d8ISV0P/2y8UXNzRkv+j/12vBXqmY75TQtS2i12zv0P5v6WAAtwE7AUeURTlR13X59ZKdBaNpGkf0Pirl8Ggkv3DSkqPxRPy9AiK9x0jb+VWAu8fjPd1XdAtFiw5+SRMnA+Az43d8ewcg9HPC787rOuVn5n4FiUHT9ZKqBeVjsXCjMlz+fT7t1ENBn7+dgnHj8Tx+LMPs3/3IVYvX0ur2Gje/WIu3j7e9BnQnXGTHmZwT/vPoqse/NW1L87nmRfnsG3XXnJy8ug3ZCSPPnAPtw924NPma2A0qEy+sSNjv1qNpunc0r4xTYJ9ef+fvURH+NO7RSTjB7Vn+m9bWLjxMCjw8q1dURSFXafT+WzdQYwGBVVRmHJTR/w8XC/8R2sjD1Xl2Z7NefS3XWg63BIdRlSAJ+9vOUF0sDe9G1lnFS0/msrApiEoSuXDhK+LCmZbQhZDF1kbTNfWD6BXo6Aa/06t0jXK/vkWl9ufAlXFvG8DemYSTt1uQUs5VTHwb2zRGcvhbed8Vqfs3x9xHToRAC31NOa9jrn4p1k0Ppn2IVO/egnVoLLqh5UkHDvDsPF3c2Lvcbav3Mo9z92Hq7sbE95/FoCMpHReHfMK19zUnZadY/D09aL3HX0BeG/ifE458vi2aMS/8DHNFr4IqoHM71dScvQM4RPvonDPcXJXbCN49I349u+MbrFgzing1NNvOy7eqiwaCS98RNTXL6EYVDK//4eSo2cIHX83RfuOk7diK0H334RP/85gtsZ+esL8io83/WkWLlGRGDxcidnyKfHPvEv+2l32T8NiYebk1/jk+7dRDSq/fLu0/Hz3UPn5bh2tYlvyTsX5rgePT3qIwT2HA/D1ko9o3KQB7h5urN69lKlPv8KG1Zsv8FcvM02j7PfPcL33eevxvXM1eloCTn2HoiWdwHLYupa6sXU3zPtsO99KUASug0aho6OgYNqwFD3VMYMF6Bplf32J612TrHns/hc9IxGnXrejJZ3Ecsw68G99MK+d/x9fpKvi+8RVVNdqFoo+mY/nC6+BqlK2ahnamVO4Dr8fy/EjmLZvxLx7K06xHfF+6wvQNIq++gC9wP534J2XplH8xdt4TJlrzWHNMrSEU7jecT/mk0cw79iIec82jK074fXa59byC605GJrG4D5mvHVZAEWhdMkitCtgsF+zaHzwwgKmfz0D1aCy4vsVxB+NZ8T4kRzbd4ytK7Yw+vkHcHV3ZfKCKQCkJ6Uz44HpDo68CotG/NSPaf7ti6CqZJSfA8Mn3kXRnuPkrNhGyOgb8R3QqeL8ffKpdxwddXWaRslPH+D+6HRQVUybV6ClxON8wwgs8cew7LcOrhk79MS08wqb+KVplHz3Hu5PzkJRVco2/I2WfBqXwaOwnD6Kee9mLAe2Y4xuj8eLH4GuUfLzx+iF+Zh3rMPYvC0e0z4EXcd8cDvmvQ4Y3NQsFH38Fl4vzrM+U+CfP7GcOYXbXaMxHz+MadtGTLu24hTbCZ+3v0TXNIq/XICen4exbUfc73u04vguWfw9lvg4++cA1nrns7fxeO6ceurO+zHHVamn2nTC6/Vz6qlmMbg/WKWe+s1B9ZRF48Rzn9Bq0VQUg0rqolUUHUmgwaRh5O8+Qdbf539uSNJnf9Fs/mO0//dNFAVSvltN0SEH1bWX0CY0tLoWtWFLjO5eGNv1BqDsl/fQUhyQi6ZR+utHuD34Eigqpm3/oKWewXng3VjOHMdy0Fo3ObXrgXn3+mofd3t0FmpwJLi44j71U0p/eBfLUTv3M3SNstXl/W9Fwby/vP997c1oKacrBv6NLTphOXKe/vcdE0ABLTUe8766N3lEiIuhXMx6n4qirAVu0HW9oPy1J/AHMAjYoet69Pk+u7fh4Ct/QbKLMLSo7j9Q9gf3UEeHcFm03D7/woXqAPM/Xzs6hEumpznm4UKXXWmZoyO4ZKPeSbtwoTpgssUxD4y+3Axq3T/13V3imDtNLrftDzd0dAiXzsXZ0RFcFh3fPnrhQnVAjFvdb0993PEKGni/BIqzcuFCV7iRG+x/Z2JteNFyddRTLW6/Yh5N9z/TS+t+DgDmtJILF7rCqc5XR7t2378BFy5UB7R/sO7vD7249MKF6gA1/Mp//sKFuI//uO43Qq4gxcvfrfsd6Bq4DRznkO/JxdZ2wUDVWsUEhOi6XnzO+0IIIYQQQgghhBBCCCGEsLOLXcZnIbBFUZTfyl8PBr5VFMUDOFgrkQkhhBBCCCGEEEIIIYQQ4qJc1GC/ruszFEVZBnQrf+sRXdfPLrA2olYiE0IIIYQQQgghhBBCCCHERbnYmf2UD+6f/wkqQgghhBBCCCGEEEIIIcTF0jRHR3BVqftPKBFCCCGEEEIIIYQQQggh/j8ng/1CCCGEEEIIIYQQQgghRB0ng/1CCCGEEEIIIYQQQgghRB130Wv2CyGEEEIIIYQQQgghhBCXjazZf1nJzH4hhBBCCCGEEEIIIYQQoo6TwX4hhBBCCCGEEEIIIYQQoo6TwX4hhBBCCCGEEEIIIYQQoo6TwX4hhBBCCCGEEEIIIYQQoo6TB/QKIYQQQgghhBBCCCGEsD9dHtB7OcnMfiGEEEIIIYQQQgghhBCijpPBfiGEEEIIIYQQQgghhBCijpPBfiGEEEIIIYQQQgghhBCijqv1NfsTij1q+0+Ii9R0dntHh3BZmP/52tEhXBbGfvc4OoRLZt63ytEhXBaK0cXRIVyy+Dc+cXQIl0XL+4MdHcLl4eLs6AguWeyn4Y4O4bJQPK+Cdoi7m6MjuCxURXF0CJeFl+Lk6BAumTHI1dEhXB5q3f9OdVR8HR3CZZFttjg6hMvCEOHr6BAumZaV6+gQLgtnb3dHh3DJ1Kj6jg7hsihek+roEC4LJdjf0SFcMtXPz9EhXB4RjRwdgbjSaLJm/+UkM/uFEEIIIYQQQgghhBBCiDpOBvuFEEIIIYQQQgghhBBCiDpOBvuFEEIIIYQQQgghhBBCiDqu1tfsF0IIIYQQQgghhBBCCCGq0WXN/stJZvYLIYQQQgghhBBCCCGEEHWcDPYLIYQQQgghhBBCCCGEEHWcDPYLIYQQQgghhBBCCCGEEHWcrNkvhBBCCCGEEEIIIYQQwv40WbP/cpKZ/UIIIYQQQgghhBBCCCFEHSeD/UIIIYQQQgghhBBCCCFEHSeD/UIIIYQQQgghhBBCCCFEHSeD/UIIIYQQQgghhBBCCCFEHScP6BVCCCGEEEIIIYQQQghhf7o8oPdyuujBfkVRQoHOgA5s03U9pdaiEkIIIYQQQgghhBBCCCHERbuowX5FUcYA04BVgAK8oyjKdF3XP6vN4AAC+7Qleua9KAaVMwtXEffOkhrLhd7YmfafjWfDgOfI3ROHW70geq57ncITSQDk7DjG/kmf1na4F9S9zzU8/8oEVIPKT9/8xsfvfGmzvWPXdkyZOZ7m0U2Y8NDzLP99lYMirW7DsWTm/rUTTdO5tX1jRveIttmenFPIC4u3kF9ShqbpPHFdW3o0C2fTiRTeXrkHk0XDyaDydP9YOjcOcVAOScz9cwearnNr+yhG94ypnsMvm8gvMaHpOk/0b0uPZhHsS8hgxpKt1kI6PNKnNX2j6zkggwubOusN1m7Yir+fL4u/+cDR4fynDQdOMveHf6zfqW5tGD2oi8325Kw8XvjiT/KLS9E0jSeG9KJH68aYLBZe/no5h+NTsWgaN3WN4YFBXR2Tw/4TvLpouTWHHrE8cEM32xwyc5n62RLyi0rQNJ0nb+9LjzZNMJktTP/qDw6eTkZVFCYNH0CnFg0dkgNA196dmTDjcVRV5bdFf/DVu9/abG/XpQ1PT3+cJi0bM3XsdFb98a/Ndg9Pd75b8yX/Ll/PvOfn2zP0CoamsTjfeD+oKubt/2Bau9hmu/MN96I2bgWA4uSM4uFD0cz7UMMa4nzzgygubqBrlK35Bcu+jQ7IwMoQ1QbngfdY89i1BtOGpTbbnQeMRG1orX+teXhTNPehKgXccHt0LpbD2yn7y/YcY09te7Vj1ItjUA0qq79bwZIFv9hsv2HMzfQZ3h/NbCEvK48Pn3mHjMR0AiOCGP/RZBRFxehkYPkXf7By4XKH5KA2aoVzv7ut+2LPWsxb/rTZ7tR3OIb6LctfOKO4e1M8/zEA3J75FD09AQAtL5OyX962a+xVbTidyWvrjqLpOkOiwxndoaHN9nnrjrItMRuAEpOFrGIT6x7qBcBbG46x7nQmuq7TpZ4/k3o0Q1EUe6dA9z5dmTxzPAaDys8Ll/DJO1/ZbO/QNZbJM56mWXQTnnn4Bf6u0n76cNFbtOnQip1b9/DYyAn2Dt1Gq16x3D1tNKpBZe33//Dngl9ttg94YDA9h/dDM2vkZ+Xy2aT3yUxMB+DTEz+QcCQegMzEDN5+cI7d4z/LEN0B16FjQVUxbfiLsuU/VCtj7NAD55tGgg5aQhwln70KgMttD2Bo1RkUBcuhXZT+sMDe4QPlOdz5CCgqpo1/Ufb3j9XKGNv3wPnGkaDraIlxlHw+FwCXW0djiOkMankOPzquvdWkVxsGvXgPqkFl53drWL/A9pzRcUQ/Oo3qj27RKCsqYemUT0k/lkjj7q24bvJwDE5GLCYzK2Z9y8mNBx2SQ0CftrQo7+8lLFzFqfP094Jv7EzsZ+PZPOA58vbEAeAZXZ/o18Zg9HRD13W2DHwerdRkz/ArXC3nDEOzdrjcPNp6bGxbiWmNbT3lfNP9GKLOtqdcUDx9KHzpHgBcR7+AoX4zLKcOUfLFLLvHfpaheTtcbn7AWkdtXYlptW0bxHnw/RiatAaq5DBtJACuY17AUL85lpOHKPn8FbvHXtWGU+m8tuYQmgZDWkUyunNjm+3z1hxiW0IWcPb8Xca6R68DYP66I6w7aT1/PNglioHNw+wbfLn/9fh2rRdEtyrjObk7jnHIgeM5V0NbCmDD8RTmLt9tHQ9p14jR3VrYbE/OLeKF37ZVjof0bUWPpmHkFJUy8afNHEjK4ua2DZlyfTuHxA9XxxiCELXtYmf2PwO003U9E0BRlABgI1C7g/2qQsyc0Wwd+golSZl0Wz6LtOU7KDiaaFPM4OFKwwevJ3vHMZv3i06nsr7f5FoN8f9CVVWmvTqJ0XeOIzUplR///pJVy9dy4ujJijLJiSlMeeJlRj860oGRVmfRNGb/uZ0P7ulDiLcbIz5eQa/mEUQF+1SU+XjtAQbE1GNop6acSMtl3MJ/WdbsZvzcXZh/V0+Cvd04nprD2G/+ZcWEWxyTw+/b+eDevtYcPlxOrxaRtjn8u58BrRowtHN5Dt+sYdn4CJoE+/Ltw4MwGlTS84sZ+v6f9GwegdFw5T32YsgN/bn79pt5bsY8R4fynyyaxuxFK/jgyaGE+HkxYvbX9GoTRVR4YEWZj//cxIAOzRnaqx0nkjIY9+7PLGv9MCt2HMFktvDTtPspLjNx20ufMahjSyICff7jL9ZODrMWLuPD8SMI8fPm7pmf0ju2GVHhQZU5/LGegR2jGdqnAyeS0hk3/zuWtXmcn9fuAuDnlx8mM6+Qx95axLdTH0BV7d/wU1WVSbOeYtzwCaQlp/Plnx+ybvkGTh47XVEmJTGN6U/NZuQjw2v8HQ9PeoDdW/baK+TqFBXnwQ9Q8vkM9LwsXMfOxnxoe0XHGaDsz8qBb2PXQajhjQDQy0op/ekd9MwUFC8/XB97leJju6GkyN5ZgKLgfP19lHwz25rHmBmYj+xEz6g875X9/U3Fz8ZOA1BDG9j8Cuc+d6CdPmy3kGuiqCr3z3iYWSNeJDMlk1eWvMaOlVtJPFa5P04diOP5myZQVlLGdSMHcfeUe3l73Dyy07KZduuzmMvMuLi78trfb7NjxVay07LtnISCc/97KP1+Hnp+Fq73TsNyfDd6ZlJFEdOq7zg7pGRs3w81pMq+MJdR8sWL9o25BhZNZ86/R1hwSztCPF0Y8cM2ejUKJMrfs6LMxB7NKn5etOcMRzLyAdidnMPu5Fx+GG7tRN3/83Z2JObQMdLPrjmoqsrzc57hwaGPk5qUxvfLv2D18nXntJ9Sef7JGdw3dkS1z3/2/je4ubly56hb7Rl2NYqqcs/0B5k3cjpZKZlMW/Iqu1dsI+l45XERf/Ak0wdPoqykjD4jBzJ0yj0sGPcGAGUlZbx4w0RHhV9JUXG96zGK5j+Hnp2B+5S3Me/djJYcX1kkOBzngcMoem0CFBWgeFnPz2rjlhiioimaMRYA92dex9CsDZajdj5/KCquwx6j6O3n0HMycH92Pua9W9BSquQQVJ7DvAlQXIDiWSWHxtEUvfKoNYcJ8zA0bY3l2D775gAoqsINM+7j6xGzyUvJ4sElMziycifpxyrPGft+28j2hf8A0Py69gycOoJv7p1LUXY+i0bPIz8th+BmkYz8+lne6PK43XNAVWg5ZzQ7yvt7XZfPIn35Dgpr6O81ePB6cqr09xSDSuv3HmPfY+9RcDAeJz9PNJPZ3hmUB3N1nDNQVFyGPEjxJy+j52biNm4u5oPb0NOqtKd+/7ziZ6drb6hoTwGY/l2MydkFpy4D7Bq2DUXF5daHKP7oJWsOT8zFfGCrbQ5Lq+TQ7QbU8MpBdNOaxZicXHDqOtCuYZ/LounMWXWQBbd1IsTLlRHfbqJXVDBRAVXO371bVvy8aNdpjqTnAbAuLo1DaXl8N/JaTBaNMT9upVvDIDxd7LyK8yUc3wDFp1PZfAWM51wNbSmw5jH7r118MKIHId7ujPjkH3o1CycqyLuizMfrDjEgOpKhHaM4kZ7HuEXrWdY0DBejgcd6x3A8PZfjaXl2j70yh7o/hiCEPVzsSGUmkF/ldX75e7XKt30Tik6mUHw6Dd1kIXnxRkIGdaxWrtnkoZx4dwlaiWNmcVysNu1jiD95hoTTiZhMZv78dQX9BvWyKZN4JpmjB4+ja7qDoqzZ/sQs6vl7EenviZPRwMBW9VlzxPYkrSgKhaXWBnZBqYkgLzcAWoT5Eext/Tkq2IdSk4Uys8W+CQD7EzKp5+9ZmUPrBqw5nGBTxpqD9XtUUFJWkYObs7FiYL/MbEHBMVfiL0bH2Nb4eHs5OowL2n8qmXrBfkQG+Vr3R6cWrNl73KaMokBhSRkABSWlBPl6lr+vUFxqwmzRKC0z42Q04OnmbP8cTiZRL9ifyCA/nIwGBnWOYc3uo9XKFZSUWv9bXEqQr3XfxCWn07llQwACvD3wcnflwKmkap+1h5h2LUk4lUhSfDJmk5m/f1tFz4HdbcokJ6Rw/FAcmlZ9Lb0WrZvhH+TH5n+32SvkatTIJmhZKejZaWAxY9m7AWPL6ueLs4xtumPeswEAPTMZPdO6Mp2en41ekIvi4X3ez9YmNSIKLTsVPScdNAuWA5sxNu9w3vLGVtdgPrCp8vNhDVE8fLDE2X/QqaomsU1JOZVM2plULCYzm5aup2N/21k3Bzftp6z8+D6+6wj+YQEAWExmzGXWc4mTsxOKAy6AAahhjdFz0tBzrfvCfGgrhqbnn8VkiO6K+dBmO0Z4cfan5lHPx41IHzecDCoDm4awJi7jvOX/OpbKoKbWu+8UFMosGiZNo8yiYdZ0/N3tX9e2bh/NmZMJJJxOsrafFq+gz6CeNmWSKtpP1euoLeu2U1jggIt352gc24S00ymklx8XW5eup92ATjZlDlc5Lk7sOopfaIAjQv1PasPmaGnJ6BkpYDFj3vYvxjbX2JRx7n49pn9/h6ICAPT8XOsGHTA6g9EIRicwGNDz7HwhD1AbNkNLT7LW/RYz5h3/YmxrO7vPufsgTP8uheLyHArO5qCD0zk55OfYOQOriNgosk6lkn0mHYvJwv6lm2ne3/acUVpQXPGzk7sLZ3sYKQdOk5+WA0Da0QScXJ0xONv/cW4+5/T3UhZvJLiG/l6TyUM5eU5/L6B3G/IPxlNw0HqRxpRdAA7qQ10t5wy1XhO0zGT0rFTrsbFnPcbozuctb4ztjnnP+orXlhP7oLT4vOXtQa3fFC2jSg6712OM+a8cemDeva7iteW443MA2J+SQz1fdyJ93a3n7+ahrDmRet7yfx1JZlD57P24rELaR/hhVFXcnIw0DfRi46l0e4Ve4VKO7yvJ1dCWAtiflEU9P08i/TytecTUY80R2/6nolA5HlJqIsjLFbCOh7SrH4iz0WD3uKu6GsYQxHlo2tX5z0EutkV3HNiiKMpvWJvptwB7FUUZD6Dr+hu1EZxrqD8lSZXXFIqTsvBt38SmjHfrhriFB5C+cheNHx1ss82tfhDdVs7GnF/M0Tk/kL3FsTMdQ0KDSE6sPEGnJKfStn0rB0Z08dLyign1dq94HeLtxr7yWwbPeqR3K8Z+vYZFW45SbDLz4ag+1X7PyoMJtAzzc8hJIi2/mFAfj4rXId7u7EuwPUk/0qc1Y79cxaItRyguM/Phff0qtu07k8GLi7eQnFvIK7ddc0XO6q9L0rILCPWrvCgR4uvFvpPJNmUeuakbY+f/yKLVOykuM/Hhk0MBuK59M9bsOU7/Z9+nuMzMxDv74OPhZtf4AdKy8wn1qxwUDvbzYl+cbYNp7M09eeTNb1m0ahvFpSY+Gm+dddosMoR/dx/j+s6tSMnK5dDpZFKz82hNhF1zAAgKDSQ1Ka3idVpyOjHtW/7HJyopisKTLz7Ki4+/Qqce5x+Urm2Ktz96buX5Qs/LQq3XtOayvoEo/sFocfurbVMjm6AYjNYOogMoXjXkERFVc1mfQBTfILSTB86+g3P/EZT+ugBDY8eeW/xC/clMrqxfM5MzadKu5v0B0HvYdexZs7PitX9YIM9+PpWQhmEsnPWF/Wf1A4qXH3pe5XlOz89CDTvPvvAOQPUJRDt9qPJNoxMuo6aBrmHe/AeWY7tqO+QapRWWEFLeUQMI8XRhf2rNM7KS8opJyiumU6Q/AG3DfOgY4Uf/z9YDOsNa16Oxv0eNn61NIaHBJCdVHpOpSWm0aR/zH5+4MvmF+JOVVHlcZCVnERV7/uOi59B+7KtyXDi5ODNtyatoFo0/FvzKrr+31mq856P6BaBlVw4aaTkZGBo1tymjBEegYp25j6JS+vs3WA7uQDt5CMvRPXi++i0oCmVrlqClnLFzBqD6BtrmkJ2BoeF5cpgwD1QDpX+czeEwlqN78Zy90JrDv0sdkgOAd6g/ecmV54y85Cwi21WvpzqN6s81Y67H4GTky7uqL0sSfUNnkvefwlJm/1nx5/b3SpKy8Dmnv+fVuiGu4QFkrNxFwyr9PfeoMNCh/XdTcA7wJmXxRk69Z7uMkb1cLecMxScAPadKOyQ3E7X++dpTQSh+IdbB8SuI4u2PnlNZ11pzaFZzWd8gFP/gKy4HgLSCUkK8Kvs3IZ6u7E/JrbFsUl4xSbnFdKpnvUDcLMiLDzcd554OjSgxW9h+JovGVe4IsJdLOb7BOp7TtXw85/icH8hx0HjO1dCWgrNjOlW+U95u7Es8Z0ynZzRjF65j0bYT1jGdkT3P/TUOdTWMIQhhDxc72H+i/N/ZqRJnB/0dO31YUWj58ij2Pll9rc/S1GxWtx+HKbsA7zaN6PDFRNb1nIi5wPFX6a9Wf+07zc2xjRh1bQv2nMlg6i+b+enR6yuWJTmelsv8lbtZcE9vxwb6H/7ae4qb2zVmVLeW7IlPZ+rPG/npsRtRVYXW9QL55fEbiUvP5YVfNtGtaTguTo69sn21+2vbIW6+phWj+ndiT1wiUz//k5+m3c/+k9Z17v9+dSz5hSXc//oiurZoQGSQr6NDrmbZ1gPcfG1b7h3YlT0nEnj+09/4+eWHGdI9lpPJGdw981PCAnxoGxWJqta9C0h33DeEjau2kJZs/9lC/ytj625Y9m8G3fZKu+Lli8sdj1P687vWmZtXOGNMVyyHtlbEaux0HZbje9Dzsy7wyStL91t70bh1E6YPe77ivazkDJ4d9BR+wX6M/3gKW//cSG5GzR3cK4GhZRfMR7bbfG9KFkxEL8hB8QnC5a5JaOkJ1js2rmDLj6XSLyoYQ/l5Oz6niJPZhSy/z/oskkd+28XOJH/ah9v/1vP/31wzpCcN20QxZ9gLFe9N7PYIOalZBNULYdKil0g4fJr0eMdcmLwQRTVAcDhFr09C8QvEfcI8Cmc8guLpjRpan4Ip1uUq3Z+cjaXJdizHD1zgN9qfohogKIKiN5+15jD+NQpnji3PoR4Fz1vXKHd/fBaWqBgsJ668HM7a9tUKtn21gta3XEvPx4eweMKHFduCmkZw3eThfD3Scc+A+E+KQvOXR7G/hv6eYjDg16U5mwc+j6W4lI4/TSVv70my1lW/mH8luVrOGca23THv21StPVWXGGO7Y95bt3MAWH4kmX7NQirO39c0CORASi73fb8ZPzdn2oT7YnDQGvH/6T+O79LUbNaWj+d4tWlEuy8msqHnRCxX+HhOXW9L/XXgDDe3bcioa5qxJyGTqYu38tMjA1CvxO/PeVwNYwhCXKqLHVn6E4gFbgXuBO4A7tB1/WVd118+t7CiKA8pirJdUZTty4pP/M/BlaRk4RpeefuyW7g/pSmVgxhGT1e8WkTS5Zdp9N72Dr4dmtDhq4n4tG2MVma23soJ5O09SdGpVDyiHPNQmrNSU9IJi6h8MG1oWAipdWSALNjbjZS8ylvgU/OKK5bmOevXXXEMiLE+tLZtvUBKzRZyiqzLl6TmFjH+u/XMuLUr9fwdc40o2MuNlNzCitepeUUEV7lbAeDXnXEMaFUfgLb1g2xyOKtxkA/uzk4cL7/1Wfxvgv08ScmuXB0sNSefYD/bGSe/btjHgA7WmXZtG0dQajaTU1DEsm2H6BbTCCeDAX9vD2KjIjhwOsWu8YN1Jn9KduWsjrTsfEL8bL/fv67fzcBO1lnybaMiKTWZyS4owmhQeWb4AH548UHmjxtKfnEpDUL87Rr/WekpGYSEB1e8Dg4LIj35/LemVtW6Qwx33n8ri7d8x5PTxnLDHQN57LmHLvzBy0zPy0LxqTxfnDvTvypDm26Y9663fdPFDZdRUyhbsQjtzLEaP2cPen4NeeTXPKvdEHMN5v2VS/gYIpti7NQftyfewrn/3Rjb9sCp37Baj7km2SlZBIRVrp0ZEBZAdkr1ixCturVhyLg7mDdmVsXSPTa/Jy2bhKPxNO8cXW1bbdPzs1G8K49JxcsfvaDmfWFs2RnLoS22ny/Isf43Nx0t/rDt2sx2FOzhSmp+ScXr1IJSgjxcaiy7/Fgqg5pVtlNWx6XTOtQHd2cj7s5GujUIYG+K/ddpTU1JIyy8Mq6Q8GBSU+pG+6mq7NQs/KusKesf5k92avV6KrpbG24adzvzx8y2OS5yUq3HUPqZVA5vPkCDmEbVPmsPWnYmql/ls2lU30D0bNs8tJwMzHs2g2ZBz0xFS0tADY7AGNsNy8nDUFoCpSWY92/D0Pji7iS7nLScDNsc/AKrnTO0nAzMe6vkkJpozaHttbY5HNjukBwA8lKy8A6rPGd4h/mTl3L+O6H2L9lEiwGVS2h4h/oz/KOn+XX8B2THp533c7Xp3P6eaw39Pc8WkXT6ZRo9tr2DT4cmxH41Ee+2jSlNziR70yFMWfloxWVkrNyNd+uGDsji6jln6LmZKL5V2iE+Aei5NU8iMLbthnnPuhq3OZKel4XiW1nXWnOouU1ojO1us4TPlSTY04XU/MqB7dSCEoI8z3P+rrKEz1ljukTx/chufHB7J3Qd6vvZfzb5pRzfepXxnHwHj+dcDW0pODumU+U7lVdMsNe5YzqnGBAdCUDbyABKzVq18RBHuhrGEISwh4sd7P8G68N4bwNuKv83+HyFdV3/SNf1jrqud7zerebbFy9G7q4TeDQOxa1+EIqTgbAh15K6fEfFdnN+MSujH2JNp8dZ0+lxcnYcZ8eoeeTuicM5wAvKr6a6NQjGo3EoRacdO/tp366DNGhcn4j64Tg5Gbnh1v6sWr7WoTFdrJhwf+Iz80nMLsBktrB8fzy9mtsuNxLm48GWOOv/47j0XMrMFvw8XMgrLuPxb9fy5HVtaFc/qKZfbxcxEQHEZ1XJYd9perU4Nwf3c3LQ8PNwITG7ALPFOuMjKaeQUxl5hPs65va7q0VMgzDi07JJzMix7o9th+nVxva2zjB/b7Yctq7DGpecSZnJjJ+XO2H+3mw9Yn2/uLSMfXHJNAq1/0B5TMNw4lOzSEjPxmS28NfWA/Rqa3ubcJi/D1sOnQIgLimDMpMZfy93iktNFJVa1xLcdCAOg6rYPNjXng7uPky9RpGE1wvF6GRkwC19Wff3hov67LRxM7m501CGdBnO/OkL+POn5bw366Najrg6LfE4akAYil8wGIzWAf3D26uVUwLDUdw80OKrPFvBYMR1xDOYd/2L5YBj18/VEuNQ/UNRfINANWCI6Yr56I5q5ZSAMGseCZUXJkp/fZ/i+U9S/PZTlK34FvOedZj++d6e4Vc4secYoY3CCKoXjMHJyDWDu7Njhe2SIw1jGjFm9qPMe2AWeZmVs/b9QwNwcrGun+nh7UHzji1JPmH/51loySdR/IJRfAJBNVgHZ45XX1ZB8Q8FVw+0xCrrhbq4g6H85kk3T9SIpmgZDnomR4gX8blFJOYVY7JoLD+WSu9GgdXKncwuJK/UTNvQyoeUhXq5siMxG7OmYbJo7EzKoZGfe7XP1rb9uw5Rv3E9IuqHWdtPQ/qzuo60n6o6uec4wQ3DCIy0HhedB3dn1wrbeqp+TCPunfUwb4+ZQ35m5WCAu7cHxvL11D39vGjaoQVJVR54bU/a6SOoweEoASFgMGLs1Ms6KF6FefdGjM3aAKB4eKMGR5avoZ2GoWlrUFVrHdesNZZk+y+Bo50+aptDhxpy2LPJNoeQCGsO2em2OTRtjcVBy/gk7YkjoFEovvWCMDgZaDW4K0dW2J4z/BtWDjo17RtL1inrwIartzt3fz6Rla9+x5nt1Z83ZC95u07gXqW/FzrkWtLO6e+tiX6IdZ0eZ12nx8ndcZzdo+aRtyeOjNV78WxZH9XNGcWg4ndtSwrOefCnvVwt5wwtwbY9ZWzbHcuh6s9kUoIiUNw80U4fcUCU/007cww1sEoOsd2xHKxbOQDEhPoQn11EYm6R9fx9JIXejYOrlTuZVUBeqYm2Yb4V71k0nZxiaz/jaHo+xzLyuaaB/Z8BcynHt9M54znuDhzPuRraUgAx4X7EZxWQmF1ozePAGXo1s72AEubjxpZT1ou/cel51jEd95ovbDjC1TCGIM7D0Wvr/3+6Zn+6rut2XwBRt2gcmPI5nb97DgwqCYtWU3AkgaaT7iR3T5zNieJc/l1b0nTSnehmC7qms3/SJ5hyCs9b3h4sFgszJs/l0+/fRjUY+PnbJRw/Esfjzz7M/t2HWL18La1io3n3i7l4+3jTZ0B3xk16mME9HTMzsyqjQWXyDR0Y+/W/aLrGLe0a0yTYh/dX7SM63J/eLSIYPyCW6Uu3sXCztcPw8pAuKIrC91uPEZ+Vz4f/HuDDf623OH9wT2/8PV3/60/WTg43dmTsV6vRNJ1b2jemSbAv7/+zl+gIf3q3iGT8oPZM/20LCzceBgVevrUriqKw63Q6n607iNGgoCoKU27qiJ+HfeO/WM+8OIdtu/aSk5NHvyEjefSBe7h98EBHh1WN0aAyedh1jH37JzRN45ZrW9MkPJD3l6wnukEovds2YfztvZn+zXIW/rPduj/uvR5FURjWqx3TvlrGbS9/BjrcfG0rmkVWb/zaI4cpdw9i7FuL0DSNId1iaRIRxHuL1xDTMJzesc2YMPQ6pn/5B9+s2IKiKEwfPRhFUcjKL2Tsm9+iKgrBfl68MuYWu8d/lsVi4bXn3+Ltb+ehGlSWfvcncUdP8dAzozm05zDr/t5Iy7YtmPvpDLx9vejR/1oemng/w/vc57CYq9E0ypZ+iut9z4OiYt65Gj0tAad+w9AST2ApH/g3tumGee9Gm48aWl2D2rAlRncvjO2tzxop+/k9tORT9s4CdI2yZV/gOuJZax67/0VPT8Sp9+1oSSexHLWu333ug3mvNJpF44tpHzPlqxdRDQbW/LCShGNnuGP8XZzce5wdK7dx93P34eruypPvTwIgMymdeWNmEdEkkpFT70fXdRRF4fePfuPMkdP2T0LXKFuxEJehE6z7Yt869IwknLoPQUs5heX4bgCMLbtUm6GpBobjPPBe67IAioppyx/omY4ZuDGqKs/2bM6jv+1C0+GW6DCiAjx5f8sJooO96d3IepFx+dFUBjYNQalym/Z1UcFsS8hi6CJrftfWD6BXI/tflLRYLLwyZR4fffc2qkHl10VLOXHkJOMmPcSBPYdYvXwdrWJbMv/zuXj7etF7QA8ee+ZBbul1FwBf/fYhjZo0wN3DjX92LWXa0zPZsGbLBf7q5adZNBZO+4QJX72AalBZ98Mqko6dYcjTwzm17zi7V25n6JRRuLi78uj7EwDITMzg7QfnEN4kkntnPYym66iKwh8LfiXpuGMG+9E0Sr5/H/cnXgFVxbTxb7Tk0zgPvgfL6WNY9m7GcnAHxugOuL/4IWgapb98AoX5mHeux9A8FvcXPgB0LAd2YNln/31hzWEB7uNmgmrAtOlvtOR4nG+6B8vpo1j2bbHm0LI97i98CJqF0l8+rcyhWVvcpy4AHSwHtzsmB6zfqT+nfcE9Xz2LYlDZ9cO/pB9LpM/420nae5IjK3fS+d4BNO7eCs1koTivkF/HfwBA53sH4N8whF5P3EavJ24D4Ot75lCYad8Zp7pF4/CUz2n/3XMoBpXERaspPJJA1KQ7ydsTR/p/9PfMuYWc/uAPuv5lfQ5B+spdZKx0zFr3V8s5A02j9LdPcHtgmvX43vYPWuoZnPsPx5JwomLg36mt7YN5z3J7ZCZqUAS4uOL+3MeU/vQelqO77Z/D4o9xe/BFaw5by3MYcBeWhOMVA/9Osd0x764hh7GvoAaX5/D8x5T+6IAcKD9/943m0V+2o+k6t8REEhXoxfsbjxEd4kPvKGvfZ/mRZAY2C7M5f5s1jdE/WL9nns5GXhnUBqMDlgu9lOPbr2tLmky6E81sAU3n0KRPMDtoPOdqaEudzWPyoFjGfrvO+p1q29A6prPmANFhfvRuHs74/m2Z/vsOFm4+Zu1/39yxIp/r3/6TwlITJovG6iNJLBjRg6gg7wv81cucw1UwhiCEPSj6RaxLrChKP+Au4B+g4h4eXdd/udBn/wwZfuUvfHwRxuv/+3JEV4pd829wdAiXRx1c17wmxn73ODqES2bet8rRIVwWivHKma3wv+o57BNHh3BZrL7/Kmlwlc9Mr8vGfOrYC+SXy6ePXplrov6fuF8dDw/rNPP8nfq6pLNbpKNDuGRvD7o6ju+zsz7rstf/uDpmFV5bYnF0CJdF9/F1v77Vsq7cZ9z8n2h1fxhBjarv6BAui/UvXpnPh/m/6j617te3it9V0K4FiHDMUoSXk1ufMXW/EXIFKf5het2v9GvgNnSaQ74nFzuz/36gBeAEnL0PQQcuONgvhBBCCCGEEEIIIYQQQojadbGD/Z10XW9eq5EIIYQQQgghhBBCCCGE+P/HRaw6Iy7exa6HslFRlOhajUQIIYQQQgghhBBCCCGEEP+Ti53Z3xXYrSjKSaxr9iuArut6m1qLTAghhBBCCCGEEEIIIYQQF+ViB/sH1WoUQgghhBBCCCGEEEIIIYT4n13UYL+u66drOxAhhBBCCCGEEEIIIYQQQvxvLnZmvxBCCCGEEEIIIYQQQghx+WiaoyO4qlzsA3qFEEIIIYQQQgghhBBCCHGFksF+IYQQQgghhBBCCCGEEKKOk8F+IYQQQgghhBBCCCGEEKKOkzX7hRBCCCGEEEIIIYQQQtifrNl/WcnMfiGEEEIIIYQQQgghhBCijpPBfiGEEEIIIYQQQgghhBCijpPBfiGEEEIIIYQQQgghhBCijpM1+4UQQgghhBBCCCGEEELYny5r9l9OMrNfCCGEEEIIIYQQQgghhKjjan1mf6c2ybX9J+yiaEeJo0O4ZIVfrXF0CJeF+w0xjg7hsjDvW+XoEC6ZsXVfR4dwWeglhY4O4ZLVd/JxdAiXhSkuw9EhXBaqe92/cS5Xd3J0CJeF4frhjg7h0jm7OjqCy8Lwyi5Hh3BZFOkWR4dwyYyDBzk6BFGu9M+tjg7hsjA7OoDLxcfb0RFcMqW0zNEhXBaKi7OjQ7hk5h2HHB3CZWEiwNEhXBZKq/aODuGSWZYucXQIl4XLgPscHYIQVzWZ2S+EEEIIIYQQQgghhBBC1HF1f+qhEEIIIYQQQgghhBBCiLpHkzX7LyeZ2S+EEEIIIYQQQgghhBBC1HEy2C+EEEIIIYQQQgghhBBC1HEy2C+EEEIIIYQQQgghhBBC1HEy2C+EEEIIIYQQQgghhBBC1HHygF4hhBBCCCGEEEIIIYQQ9qfrjo7gqiIz+4UQQgghhBBCCCGEEEKIOk4G+4UQQgghhBBCCCGEEEKIOk4G+4UQQgghhBBCCCGEEEKIOk7W7BdCCCGEEEIIIYQQQghhf5rm6AiuKjKzXwghhBBCCCGEEEIIIYSo42SwXwghhBBCCCGEEEIIIYSwI0VRBimKckRRlOOKokyuYXt9RVFWK4qyS1GUvYqi3HCh3ymD/UIIIYQQQgghhBBCCCGEnSiKYgDeA64HooG7FEWJPqfYVOAHXdfbAcOB9y/0e2XNfiGEEEIIIYQQQgghhBD29//vmv2dgeO6rscBKIryHXALcLBKGR3wLv/ZB0i60C+94gf7nTp2xvPRx1FUleJlf1D8/bfVyrj07IP7qPtA1zHHnSB/9gwAfGbNxdgyGtP+feS9MMWucffq142XZj2LwWDgu69/4f35n9psd3Z24s0Fs2jdNprs7BweG/0MCWeSGHLHjTz8+H0V5VrGNOOG3kM5feoMP/3xZcX7YeEh/Prj77z83Fx7pYRTh854PGLdFyV//UHxj9X3hXOPPriPvK9iXxTMnYGhcRM8x41HcXcHTaPou68pW7vabnFXteF0Jq+tO4qm6wyJDmd0h4Y22+etO8q2xGwASkwWsopNrHuoFwBvbTjGutOZ6LpOl3r+TOrRDEVR7J0CABsOnGTuD/+gaTq3dmvD6EFdbLYnZ+Xxwhd/kl9ciqZpPDGkFz1aN8ZksfDy18s5HJ+KRdO4qWsMDwzq6pAcLmTqrDdYu2Er/n6+LP7mA0eHc17rt+7i1fc+x6Jp3HZDP8bcdavN9qTUdKa99h5ZOXn4eHsye8qThAYFAPDGh1+zdssONF3nmg5tmPzYaId9p2J7tef+F8egGgz8893fLF7ws832m8bcQr/h/dHMGnlZubz3zNtkJKbTMLoRD74yFndPdzSLxs/v/sDG39c7JAdj2064jRoHqoGy1X9QumRRtTJOXXvjevu9AFhOn6Do3ZkA+CxciRZ/EgAtM5XCeVPtF/g5DK064nrXoyiKStm6ZZQt+75aGWPHnrjcMgp0He1MHMUfz8bQvC2uw8dWlFHD6lH84SuYd220Z/g16tCrAw+/9DCqQWX5d8v58f0fbbbfOuZWBt41EIvZQm5WLm9NfIu0xDQHRVtp/a6DvPr5L2iaxm39ruGBW/vbbE9Kz2La+9+SnVeAj6c7s564h9AAP5LSs3jqtU/QNR2zxcJd1/dk6IDuDsoC1u/cz6sff2/No393HrjjepvtSWmZTHvnS7Jz8/Hx8mDW0w8QGugHQOytD9O0QQQAoYH+vDN1nN3jB+jWpyvPzngK1WDgl4VL+Ozdr222d+gay6TpT9E0OopnH5nGit+t7YzmMU2Z+uozeHh5oFk0Pp7/Bct/+8cRKQDQtlc77ntxDKpBZdV3K/htwS82228cczN9h/fHYraQl5XHB8+8Q0ZiOoERQUz8aDKKomJwMvDXF3+wcuFyB2UBGw7FM3fxems7pGtLRvdrb7M9OTufF75dRX5JmbUdcmNXekQ3AOBoUiYzf/yXgpIyVEVh4dO34+Jk/y7J1ZADQLNebbhp2ihUg8q271fz74KlNts7j+jHNff0R9M0ygpL+XXKJ6QdT8Td15O7FzxJZJsodv60liUvfuGQ+AEC+7Qleua9KAaVMwtXEffOkhrLhd7YmfafjWfDgOfI3ROHW70geq57ncIT1j5vzo5j7J/0aY2ftYcNp9J5bc0hNA2GtIpkdOfGNtvnrTnEtoQs4Gw/o4x1j14HwPx1R1h3Mh2AB7tEMbB5mH2Dr8IQ1QbngfeAqmLetQbTBtvvlPOAkagNrZMOFSdnFA9viuY+hOITiMvQp0BRUVQDpm1/Y97hmPpWbdQK5353W3PYsxbzlj9ttjv1HY6hfsvyF84o7t4Uz38MALdnPkVPTwBAy8uk7Je37Rp7VYaYjrgOH4uiqpSt+4uyv87TJhx8D1DeJvxkjrVNOOyRijJqaD2KP5qFebf924RBfdoSPXNU+fG9mhP/cXx3+Oxp1g94vvz4DqTXutcpqDi+jzv2+L4K+9+GFu1xGTIGVAOmzX9jWmXb/3O+5QEMTVoDoDi5oHj5UPj83Y4I1cb6LTuYM/8jLJrG7TcNYMzIO222J6Wk8cLstyr633NemEhocCAAbyz4nLWbtgHw8L3Dub5fT7vHL/7/oijKQ8BDVd76SNf1j6q8jgDOVHmdANhWMPAS8LeiKI8DHsB1F/q7V/Zgv6ri9fhT5Dw7AS0jHb93P6Rs0wYs8acrihgiInC7awQ5Tz2GXlCA4utbsa3ox+9QXFxxvXGwncNWmTn3eUbc9hDJSSks/ec7Vvy1mmNH4irKDBt5G7k5efTseCODbxvElJee5rEHnmHxT3+w+Kc/AGjesimffDOfg/uPAHB9r8pK7I9V37NsqR0bT6qK52NPkfucdV/4zv+Qsi22+0INj8B92AhyJ5TvCx9fAPTSEvLnvYKWlIjqH4DvOx+TvWMbemGB/eIHLJrOnH+PsOCWdoR4ujDih230ahRIlL9nRZmJPZpV/LxozxmOZOQDsDs5h93Jufww3HrM3f/zdnYk5tAx0s+uOQBYNI3Zi1bwwZNDCfHzYsTsr+nVJoqo8MCKMh//uYkBHZoztFc7TiRlMO7dn1nW+mFW7DiCyWzhp2n3U1xm4raXPmNQx5ZEBPrYPY8LGXJDf+6+/WaemzHP0aGcl8Vi4ZW3P+GjudMIDfJn+KOT6XNNR6Ia1qsoM++DLxncvze3DOzNll37mP/JQmZPeYLdBw6z68Bhfv74dQBGPfkC2/ccoFNsK7vnoaoqY2Y8zPQR08hKyWTOktfZvnIrCccqzzknD8Tx7E3jKSspY8DI67lnyn28Oe41SotLeefpN0k5lYxfsD9z/3iD3Wt3UZRXaN8kFBW3+5+kcNYzaJnpeL3yAaYdG9ESq9RRoRG43HI3BS89jl5YgOLtW/n5sjLypzxo35hroqi4jXicwtefRc/OwOOFdzHv3oSWHF9RRA2OwOXGuyic/RQUFaB4+QJgObKHwpfLO3YeXnjN/gLzgR32z+Ecqqry6MxHeX7E82QkZ/DW0rfYvGIzZ6p8v04cOMGTNz5JaUkpN4y8gdHPjWbOY3McGDVYLBqzPv2Rj154jBB/X+6aMo/eHVsRVa9yAOb1rxYzuFcnbundhS37jvL2wqXMemIUQb7efPPK0zg7OVFUXMptE2bTu2Nrgv3tX9daLBqzPvyWj15+mpAAP+6aOIvendsSVT+8Mo/Pf2Rwn67c0vdatuw9zNtf/8Kspx8AwMXZmR/fmmb3uKtSVZXnZk/goaFPkpqcxqK/PmPN3+uIO3qqokxyYgpTn5zBfY+OsPlsSXEJzz8+nfiTCQSFBPLd35+zcfUW8vPs2wYBUFSV0TMe5pURL5KZksnsJa+xfeVWEo8lVJQ5dSCOKTdNoKykjP4jBzFiyr3MHzeP7LRspt76LOYyMy7ursz7+212rNhKdlq23fOwaBqzf1nHB48MJsTHgxFv/kyvmIZEhfpXlPl4xQ4GxEYxtFsrTqRkMe7jP1kW3QCzReP5hSuZeXc/mkcEklNYgtFg/1VFr4YcABRV4ebp9/PpyNnkpWTy2JKZHFqxk7TjiRVl9vy2ka0LrX2Glte158YXRvL5va9iKjWx4vWfCGkeSWizeuf7E7VPVYiZM5qtQ1+hJCmTbstnkbZ8BwVHE22KGTxcafjg9WTvOGbzftHpVNb3q7a8rd1ZNJ05qw6y4LZOhHi5MuLbTfSKCiYqoEo/o3fLip8X7TrNkfQ8ANbFpXEoLY/vRl6LyaIx5setdGsYhKeLA7rqioLz9fdR8s1s9LwsXMfMwHxkJ3pG5f4o+/ubip+NnQaghlovgun52ZR89hJYzODkgtvYV7Ec2YFekGP/HPrfQ+n389Dzs3C9dxqW47vRMysnQppWfYfpbA7t+6GGNKj8vLmMki9etG/MNVFU3O4eR+Gbk61twuffwbzn3DZhOC7XD6fw1aertwmnl08AcffCa9bnmA86oE2oKsTMuZ8tQ2dRkpRJ9+WvkHre43vQeY5v+07arMlV2f9WVFxue5jiD6ah52bi9vTrmA9sRU+tbJ+X/VZ5ccWp+42oEVGOiNSGxWJh5hsL+PjNmYQGBTDswafp060LUY3qV5SZ996n3DyoH7dc348tO/bw1odfMueFCfy7cRsHj57gp8/eocxk4v4nptCja0c8PdwdmJG42pUP7H90wYL/7S7gC13XX1cU5Rrga0VRWum6ft7bIS7YMlUUxb+Gf06XGOhFMTZviSUpES0lGcxmStaswvla25lxrtcPpmTJr+gF1k6bnpNTsc20ayd6UZE9QrUR26E1p07GE386AZPJzNJfljHg+j42ZQbc0IefvrNe1f7ztxV063nuhRu45fbrWfLLsmrvN4pqQECQP1s32e+EbWxmuy9K/12Fc9dz9sWgwRQvrbIvcnMA0BIT0JKsJ3QtKxMtJxvFx/4nt/2pedTzcSPSxw0ng8rApiGsics4b/m/jqUyqGkIAAoKZRYNk6ZRZtEwazr+7s72Ct3G/lPJ1Av2IzLIFyejgYGdWrBm73GbMooChSVlABSUlBLk61n+vkJxqQmzRaO0zIyT0YCnm2PyuJCOsa3x8fZydBj/ad/h49SPCKVeeAhOTk5c36cbqzdusykTdzqBLu2sA/idY1tV2a5QWmbCZDZTZjJjtpgJ8PO1bwLlmsQ2JeVUMmlnUjGbzGxYuo5O/W3rpAOb9lFW/p06tusIAWHWxm3yySRSTiUDkJ2WRW5GLt7+3tiboUkLtJQktLRksJgp27QKp47dbMo4972Jsr8XV1xo1PNy7B7nhRgaN0dLS0LPSAGLGdPWNRjbXWtTxqnn9ZStWgJF5Xnk51T7PU4demDetw3KSu0R9n9qFtuMpFNJpMSnYDaZWbt0LdcMuMamzN5NeyktscZ6eNdhAsMCa/pVdrX/+GnqhwYRGRKIk5ORQd3as3r7PpsycQkpdGllvUjcuVXTiu1OTkacnaxNpTKzGU3T7Rt8FfuPnaR+aDCRoUHWPHp0YvXWPTZl4s4k06V1CwA6t27O6i17avpVDtOqXTTxJxNIjE/CbDLz1+KV9BloOxMr6UwKxw6dQDvnFuDTcWeIP2kdTE9PzSArIxu/AF97hW6jSWxTUsvrWovJzMal62uoa/efU9da7wSzmMyYy8wAODk7oaqOuQsMYH98GvUCfYgM8La2Q9o1Yc3+UzZlFBQKS6xDaQUlZQT5WDvSm46coWlYAM0jrMe4r4crBtX+A+VXQw4A9WKbkHk6lewzaVhMFvYs3UTLAR1sypQWFFf87Ozugq5b6yNTcSmntx/BXGrCkXzbN6HoZArFp9PQTRaSF28kZFDHauWaTR7KiXeXoJU4Nt7z2Z+SQz1fdyJ93a39jOahrDmRet7yfx1JZlD57P24rELaR/hhVFXcnIw0DfRi46l0e4VuQ42IQstORc9JB82C5cBmjM07nLe8sdU1mA9ssr7QLNaBfgCjk7VD4gBqWGP0nDT0XGsO5kNbMTRtd97yhuiumA9ttmOEF8fQqDlaepU24bZ/Mcae0ybscQNlqy+iTbh/u0PahOce30mLN9V4fDefPJS4d5deucf3Vdj/Vus3RctIRs9KBYsZ8651GFtVH5M6y9iuJ+Zda+0YYc32HTpK/Ygw6oWHWvvf/Xqyar3t8Xvi1Bk6t28DQOf2bVhdvv3EqXg6to3BaDTg7uZKs6iGrN/i+IlR4v97iUDVWReR5e9V9QDwA4Cu65sAV+A/O8wX0zLdCaQDR4Fj5T+fUhRlp6Io5z/zXwZqYCCW9Mrb+LWMdAyBtvkYIiMxRNTD96138X37fZw6dq7NkC5KaFgwSYkpFa+Tk1IJCQs5bxmLxUJ+XgF+/r42ZQbfOojfahjsv/m261n661+XP/D/oAYGop2zL9SAc/ZFhHVf+Mx7F58338epQ/V9YWzWAoxOaMkXXGLqsksrLCHEy7XidYinC+mFNTd6kvKKScorplOkdYZX2zAfOkb40f+z9Qz4fB3X1g+gsb+HXeI+V1p2AaF+lYPgIb5epGXbzlB85KZu/LHlIAMmL2Dcuz8zeVg/AK5r3ww3Fyf6P/s+g577kFH9O+Hj4WbX+K8maRlZhAZVHgchQQGkZmTZlGkW1ZCV67YA8M/6LRQWFZOTm09sTHM6x8bQ984H6Tv0Qbp1jKVxg0i7xn+Wf2gAGcmVF74ykzPwDw04b/m+w/qza031hlGTtk0xOhtJPZ1Sw6dql+oXiJZZpY7KTEf1O6eOCo1EDauH50vv4Dn9PYxtO1VudHLG85UP8Jz+XrWLBPak+AaiZVV28PXsDFRf2zzU0EjUkAjcJ7+F+3NvY2hVvdPk1Lk3pi2OWS7tXAGhAWQkVX6/MpIzCAg5//dr4LCBbF+93R6h/afUrBxCqgwKh/j7kpaZa1OmWYMIVpYPjP+zdS+FxaXk5FvvaknJyOb2CXMY8Mg0Rg/p55BZ/QCpmTmEBFbOVg4J8CUt03Y2eLNG9Vi5eRcA/2zeRWFxCTnlM9/LykwMH/8KI56ZzaryMvYWEhZEalLl8Z2anEZwWND/+fe0aheNk5MTZ06d2362D/9QfzJt6tpM/KrMJD9Xn2HXsXvNzorXAWGBzP3rLd7f/Am/ffCLQ2b1A6TlFhLqW9kGCvH1IC3X9m6uRwZ15I8dRxnw8leM+/gPJt/aA4DT6TkoisLYD39n+Os/8vkqx3ynroYcALxD/MhNyqx4nZechU9I9e9U13v6M/HfNxk0+W6WvvSVPUO8INdQf0qq5FCclIXLOceFd+uGuIUHkL6y+v9rt/pBdFs5my6/TsOvS4taj/d80gpKCfGqbFOHeLqSXvAf/YzcYjrVs54LmwV5sfFUBsUmC9nFZWw/k0VKQYld4j6X4uWPnlu5P/S8LBSvmu9kVnwCUXyD0E4eqHzP2x+3h2fj/tTbmDb8bv9Z/YDi5YeeV9ke1/OzUDzPk4N3AKpPINrpQ5VvGp1wGTUNl3um/udFgtpWvU2Yjupr235SQyJRQyJxf/ZN3KfMxxBznjbhVse0CV1D/SiucnyXJGXiGmq7L7xbN8Q13J+08xzf3VfOpuuv0/Dr0rzW4z2fq7H/rfgEoOdUtkn0nAwUn5rb54pfEEpACJZje+0V3nmlpWcSGlzZBgwJCiQtI9OmTPMmjVi51rpk1cq1m8r733k0b9KI9Vt2UlxSQnZOLtt27iUlzTEXVkUNdO3q/Hdh24CmiqI0UhTFGesDeM9d7ywe6AegKEpLrIP9//nlvZh7A1cAP+m6vrz8Fw8Abgc+x/oE4GqX/6quSTSvRVNGRdbimoMGA4aISHImPIkaFITv6++Q/dD9dl8i5nKL7dCa4uISjh46Xm3bzbcN4qlHnnNAVP9NKd8Xuc8+iRoYhM9r75AztnJfKH7+eD7zPAWvzwbdcbMcL8byY6n0iwrGUD5zLj6niJPZhSy/zzoI+Mhvu9iZ5E/7cPsv43Mx/tp2iJuvacWo/p3YE5fI1M//5Kdp97P/ZDKqovD3q2PJLyzh/tcX0bVFAyKDfB0d8lVr4sOjmPXOJ/z292o6tI4mONAf1aASn5hMXHwiK7//EIAHn5nBjr0H6dDm3AevX1l63NqbqNZNmDbM9pZa32A/Hn/zad6dML9i1uAVx2BADY2gYMZTqP5BeL44n/xJo9GLCsl7fLh1YD04DM+pb2CJP4mWZv+LkhdFNaCGRFD02gQUvyA8nn2dgmkPQbF1oErx8UeNbIT5gOMHzP+v+tzah6ZtmjJp6CRHh3JRJowawuxPf2TJmi20b9mEYH+fihnXoYF+/Pz6ZNKycnlq7sf07xpLgK/973q5GBPuu4PZHy1iyT8baR/TlOAAX9Tymcp/fTKbkAA/ElLSGfPCGzRtEEG9sGAHR/x/FxgcwKx3pjH1iRlXbh1VRfdbexHVugkvDXu+4r3M5AwmDXoKv2A/Jn48hS1/biQ3I/c/fovj/LXzODd3bs6o3rHsOZXC1G//4adnhmHRdHadTGbhU7fj6mzk4QVLiY4Mokszx1zs/i9XQw5nbf56BZu/XkHbm6+l7+ND+HHClfsspGoUhZYvj2LvkwuqbSpNzWZ1+3GYsgvwbtOIDl9MZF3PiZir3M1wJVp+JJl+zUIq+hnXNAjkQEou932/GT83Z9qE+2Jw0Kz4/wtjTFcsh7ba9Ov0vCyKP5yC4umLy7DxmA9tgcI8B0b53wwtu2A+st0mh5IFE9ELclB8gnC5axJaeoL1TocrkUG1tgnnTbS2CZ95nYKXzmkTRjS8ctuEikL0y/ewp8bjO4dV7R+vOL47fjGBtT2fuWKP76u5/21s1wPzno0XO3DpcBMfG80rb37Ab8v+oUPbGEKCAlBVlW6d27P/8DFGjn0GP18f2rZqgUE1ODpc8f85XdfNiqKMA5YDBuAzXdcPKIoyHdiu6/oSYALwsaIoT2N9WO99+gU6NBczs7/r2YH+8kD+Bq7RdX0z4HKeYD/Sdb2jrusdL2WgX8vIwBBU2aFUA4OwZGScUyad0s0bwGJBS0nBkngGQ4RjG9spyWmER4RWvA4LDyE1OfW8ZQwGA17enmRn5VRsv/m26/ntZ9sHCYH1gb0Gg4F9ew5W21abtIwM1HP2hZZpuy8sGemUnd0Xqbb7QnF3x2f6qxR9+Qnmw/aN/axgD1dS8ytnyaQWlBLkUeNXmOXHUhnUrPJujNVx6bQO9cHd2Yi7s5FuDQLYm+KYhmuwnycp2fkVr1Nz8gn287Qp8+uGfQzoYJ390LZxBKVmMzkFRSzbdohuMY1wMhjw9/YgNiqCAw6YhX21CA70JyW98jhITc+0mUF7tsxbL0/ixw/n8cQDdwHg7enBP+u30qZlU9zd3HB3c6N753bsOXjUrvGflZWSabNsSkBYIFkpmdXKte7WltvH3cmcMTMrlpMAcPN047nPp7Fo3jcc23XELjGfS8vOQA2oUkcFBKFln3O+yErHvGOjtY5KT8GSnIAaaq2j9PKyWloy5oO7MTRsYr/gq9BzMlD9K2erKH6BaDm2eejZGZh3bwaLBT0jBS01ETUkomK7U6demHda6+IrQWZKJoFV1jQNDAskM7X69yu2eyzDxg3j5Qdetvl+OUqIvy+pmTkVr1OzcggOsJ2dH+zvw5vPjOGH157libtuAsD7nHU/g/19aFI/jB2HTtR6zDUJCfC1ueMoNTOH4ADbC9XBAb68OWUsP7z1Ak+MHAKAt6d7+eetZSNDg+jYqhmH4s5gb6nJ6YSEVx7fIWHBpCVf/MCLh6c7733zOu/M+ZC9Ow9c+AO1JCslq2IJNICAsACyU7KqlWvdrQ23jbuDuWNm1XgsZKdlc+ZoPC06O+bicLCPByk5lbPgU3MKCfaxvdvx1y2HGNDWWo+2bRhKqclMTmExIb4etG8chp+nG27OTnRvWZ9DCfYfRLsacgDIS83GJ7xyJqZ3mD+5qdW/U2ftXbqJ6P7VZ/46UklKFq5VcnAL96e0ynFh9HTFq0UkXX6ZRu9t7+DboQkdvpqIT9vGaGVmTOWza/P2nqToVCoeUY55sG2wpwup+ZWDkKkFJQR5nqefUWUJn7PGdIni+5Hd+OD2Tug61PdzzB3Een6WzexexdsfPb/mu4gMMddg3r+p5t9TkIOWdgZDffvfbaHnZ6N4V7bHFS9/9IKaczC27Izl0Bbbz5ffjaDnpqPFH7Zdz9+OqrcJg9BybNtP1jbhpiptwgTbNmHHnph3bXRYm7AkJRu3Kse3a3gAJSmV+8J6fNej6y/T6LPtbXw7NKHjlXh8X4X9bz03E6XK3cOKb6DNXT1VGWOvjCV8AIKDAmxm46emZxAcaHtHQnBgAPNfeZ6fPnubJx8cBYC3l3V/PTxqGD9//g6fvDkTXYcG9cIRwtF0Xf9T1/Vmuq5H6br+Svl708oH+tF1/aCu6910XW+r63ps+bj8f7qYwf5kRVGeVRSlQfm/SUCaoigGoFYv7ZmPHMYQEYkaGgpGI669+1K2aYNNmdIN63FuEwuA4u2DIaIeFgcsEVPVnp37adS4AfXqR+DkZGTwbdez4q81NmVWLFvDHcNvBuCGW/qzcd3Wim2KonDTLQNY+kv1pXpuuf2GGtfxr23mo4cxhEeihlj3hUuvvtaB/SrKNq3HqaZ9YTTi9cJMSv5ZTtn6f+0e+1kxIV7E5xaRmFeMyaKx/FgqvRtVX+bqZHYheaVm2oZWDuqEermyIzEbs6ZhsmjsTMqhkZ9jHuQS0yCM+LRsEjNyMJktLN92mF5tbAcmw/y92XLY+vCmuORMykxm/LzcCfP3ZusR6/vFpWXsi0um0X8sISD+W6sWTTidmExCciomk4llqzfQ+9pONmWyc/Mq1pD+5NtfuXVQXwDCggPZvvcgZosFk9nMjr0HaFzfMRcqj+85RlijcILrhWB0MtJtcA+2rbDt+DSKaczDsx9lzgMzyauylInRycikj57j359Xs/nPjfYOvYLlxGHU0AjUoFAwGHG+pi+mHbbxmLavxxgdC4Di5Y0hLBItLRnFw9O6tuzZ95u1wlLlwb72ZDl5BDUkAiXQmodT597WTlwVpl0bMDS3rkOpeHqjhkSgpydXbDd27nPFLOEDcHTPUcIbhRNS/v3qObgnm1fYrq3ZOKYxj89+nOkPTCc388qYqRzTpD6nk9NJSM3EZDLz14ad9O7Y2qZMdl5B5fH96wpu7dMVgJTMbEpKreu25hUUsetwHA3DbZfzs5eYpg05nZxGQmqGNY912+jdua1Nmey8/Mo8flrGrf2sd7HlFRRSZjJVlNl96ITNA4rt5cDuQzRoXI+I+mEYnYwMGnIda/5ed1GfNToZeevzV1n64zJW/O7Y4+LEnmOENgojqF4wBicj1w7uzvYVW23KNIxpxJjZjzL3gVk2da1/aABOLtY1fj28PWjesSVJJxzT3o2pF0x8eg6JmXnWdsiu4/Rq1dCmTJifJ1vKHzwcl5pNmdmCn6cb1zavz/HkLIrLrOsX7ziRRGMHtEOuhhwAEvacILBhKH6RQRicDLQdfA2HVtgusxfQsHICUvO+7cg45fhBpqpyd53Ao3EobvWDUJwMhA25ltTllTmY84tZGf0Qazo9zppOj5Oz4zg7Rs0jd08czgFeUD473q1BMB6NQyk6ff518mtTTKgP8dlFJOYWWfsZR1Lo3bj6XVAnswrIKzXRNsy34j2LppNTbD1nHE3P51hGPtc0OP9yd7VJS4xD9Q9F8Q0C1YAhpivmo9WXblQCwlDcPNASKh+oqnj5V7SncHXHUL85WmZytc/WNi35JIpfMIpPIKgG64D+8epLxCj+oeDqgZZY5U56F3cwlC9+4OaJGtEULcMxda3l1BHU4Cptwk69MO85t024EUNz6znd2iaMrN4mdNASPlD9+A4fck2143tF9EOs7vQEqzs9Qc6O42y/Eo/vq7D/rZ05hhoUjuIfAgYjxnY9sOzfUq2cEhyB4u6BduqwA6KsrlWLZsQnJJGQlGLtf/+zlj7dbRcbyc7JrWjXfvzNj9x6Q3/Aunx2Tq51wuaR4yc5euIk13Zqb98EhLCT8y7joyjK17qu3wP8DTQAFpdvWo/1ScAGYGitRqdZKHj3LXxmz0NRVUqW/4nl9Cnc7x2N+ehhyjZtxLR9K84dOuH3yZegaRR+vAA933oA+77xDoZ69VHc3PD/9kfy35iLafu2C/zRS2exWHhh0iy+/ukDDAYD3y/8laOHTzB+ymPs23WAFX+t4ftvfuGtD2azdvsf5GTnMm5M5ZIFXa7tQFJSCvGnE6r97puGDOTeYY/Weg7VaBYKFryFz8x5YFAp+ftPLPGncL+nfF9s2Yhpx1ac23fC98MvwaJR+Kl1X7j06Y9Tq7aoXt64XjcIgPw35mCJq75EUW0yqirP9mzOo7/tQtPhlugwogI8eX/LCaKDvendyDpzYvnRVAY2DUGpcvvsdVHBbEvIYugi6wnw2voB9Gr0f18v+LLkYVCZPOw6xr79E5qmccu1rWkSHsj7S9YT3SCU3m2bMP723kz/ZjkL/9kOCrx87/UoisKwXu2Y9tUybnv5M9Dh5mtb0SzyylyO4ZkX57Bt115ycvLoN2Qkjz5wD7cPHujosGwYDQaee3wMjzw7E4umcev1fWnSsB7vfv4dMc2j6HNtJ7btPsD8TxeioNChTTTPPzEGgP49u7Jl135uGzMeBYVunWLpfa1jZttpFo1Ppn3I1K9eQjWorPphJQnHzjBs/N2c2Huc7Su3cs9z9+Hq7saE958FICMpnVfHvMI1N3WnZecYPH296H2H9ULGexPnc+rgSTsnoVH8xdt4TJkLqkrZmmVoCadwveN+zCePYN6xEfOebRhbd8Lrtc+t5Rd+gF6Qh6FpDO5jxltv4VYUSpcsQnPQYD+aRsnCd3F/ejaKqlK2fjla0mlcbrkXy6mjmPdswrJ/O8aYDnjM+MRa/seP0Quts42UgBBU/yAsRx2/puZZmkVjwQsLmPn1TFSDyt/f/0380XhGjh/JsX3H2LJiCw88/wCu7q5MWWBdHio9KZ3pD0x3aNxGg4HnHriDsa+8j0XTGNKnK03qhfHed38QHVWfPp1as+3AMd7+9ncUBdq3jOL5MXcCcDIhlXlfLUZRrF+rewf3pVkDx8wcMhoMPPfQXYx96S1rHv260aR+OO8t/I3oJg3o0yWWbfuO8vbXv1rziG7G849Y70KKO5PC9AVfoyoqmq4x+vZBRNW3fx4Wi4VZz73OgkVvYTCoLF70OyeOnOTRSQ9ycPch1vy9npjYlrz12Ry8fb3o1b87Y58Zw229RjDw5n607xqLj583Nw+7AYAXnpzJkQPHLvBXLz/NovHZtI957qsXUQ0G1pTXtXeOv4u4vcfZsXIbI5+7D1d3V55+39ouzEhK57Uxs4hoEsk9U++vqKd+/+g3zhxxTD1lNKhMvq0HYz/6HU3TuaVzC5qE+vP+sq1E1wuid6tGjL/5Wqb/8C8L/91rbYfc1RdFUfB2d+GeXm0Z8ebPKAp0b9mAntH2nzV7NeQA1u/UkmlfMPqrySgGle0/rCHtWCLXPX0HifviOLRyJ9fcO4Am3VphMZspzi3kxwmVy2VMWj8fF083DE5Gogd04LN75pB23L7PtNAtGgemfE7n754Dg0rCotUUHEmg6aQ7yd0TR9ry8z880b9rS5pOuhPdbEHXdPZP+gRTTuF5y9cmo6rybN9oHv1lO5quc0tMJFGBXry/8RjRIT70jrK2t5cfSWZgszCbfoZZ0xj9g7WP4els5JVBbTA66KHP6Bply77AdcSzoKiYd/+Lnp6IU+/b0ZJOYjlqfY6IzYN5yylB4bj2H4Gu6yiKgmnTH+hp9r8bDF2jbMVCXIZOsOawbx16RhJO3YegpZzCcny3NYeWXarN6lcDw3EeeK91uRJFxbTlD/RMB00k1DRKvn0X96dmoSgqZRvK24Q3j8Jy+ijmPZuxHChvE778sbX8T+e0Cf0c2ybULRr7p3xB5++moBhUEhatoeBIAs0m3UHOnpMXPL6bTboTzWwGTWffpE8dd3xfjf1vTaP0lw9xe+glUFVMW1eipZ7BedDdWM4cx3LAOhnBqV1PzLsuboKFPRiNBp57+hEenjDN2v++sT9NGjXg3U++IaZFU/p078K2Xft466Mvrf3vtq2YOn4sAGazhVGPWfuynh7uzHlhIkajLOMjrk7K+Zb5URTlIHAdsAzoAyhY1wYCQNf1898jWkV6/15X/sKoF6HDjotK94q2s4vjryBfDu43xDg6hMtCaVX3ryIbW/d1dAiXhV7imIbj5XR3t+cvXKgO+OTa/AsXqgNU94t5JM6VbfgKJ0eHcFn8+vuTjg7h0jm7XrhMHdCp92RHh3BZtHRxzF0al9MX7/d2dAii3PTHtl64UB3Qo7hurOV8Ib1frvvHt56WceFCdYBSfjdTXWa288Wz2rJuiWPuNLnc+n7Xz9EhXDLL0nOf21k3uUx+3dEhXDKn4KZX/sNV6pCij56+KsaOz+X+0JsO+Z7812jEB8A/QGOg6hNdzg76N67FuIQQQgghhBBCCCGEEEIIcZHOe3+grutv67reEuuTgBtX+ddI13UZ6BdCCCGEEEIIIYQQQgghrhAXXAxQ1/Wx9ghECCGEEEIIIYQQQgghhBD/m7q/qLAQQgghhBBCCCGEEEKIuke7Op79c6W44Mx+IYQQQgghhBBCCCGEEEJc2WSwXwghhBBCCCGEEEIIIYSo42SwXwghhBBCCCGEEEIIIYSo42TNfiGEEEIIIYQQQgghhBD2p8ua/ZeTzOwXQgghhBBCCCGEEEIIIeo4GewXQgghhBBCCCGEEEIIIeo4GewXQgghhBBCCCGEEEIIIeo4WbNfCCGEEEIIIYQQQgghhP1puqMjuKrIzH4hhBBCCCGEEEIIIYQQoo6TwX4hhBBCCCGEEEIIIYQQoo6TwX4hhBBCCCGEEEIIIYQQoo6r9TX7zcVXx/WEUovJ0SFcMuVqeUJDaZmjI7gsFKOLo0O4ZHpJoaNDuCwUVw9Hh3DJNuQed3QIl4VzbBdHh3B5eNb975TXygRHh3BZaIlHHB3CJVN8gxwdwmVxMCve0SFcFprfVbCmaEGuoyO4PEx1v00Yql0dfaUdroqjQ7gseiUmOzqES2aKy3B0CJeFc+dmjg7hkiluzo4O4bKIczY4OoTLoq9S9+tbrbDU0SFcHhazoyMQ4qp2tQz/CiGEEEIIIYQQQgghhKhLNM3REVxV6v6lTSGEEEIIIYQQQgghhBDi/3My2C+EEEIIIYQQQgghhBBC1HEy2C+EEEIIIYQQQgghhBBC1HGyZr8QQgghhBBCCCGEEEII+5M1+y8rmdkvhBBCCCGEEEIIIYQQQtRxMtgvhBBCCCGEEEIIIYQQQtRxMtgvhBBCCCGEEEIIIYQQQtRxsma/EEIIIYQQQgghhBBCCPvTdUdHcFWRmf1CCCGEEEIIIYQQQgghRB0ng/1CCCGEEEIIIYQQQgghRB0ng/1CCCGEEEIIIYQQQgghRB0na/YLIYQQQgghhBBCCCGEsD9Nc3QEVxWZ2S+EEEIIIYQQQgghhBBC1HEXNbNfURQ/oCngevY9XdfX1lZQQgghhBBCCCGEEEIIIYS4eBcc7FcUZQzwJBAJ7Aa6ApuAvrUaWTmXLp3wfnIcqAaKfv+Dwm8W2Wx3u34gXo8+gpaRAUDhz79S/PufAHiNfQiXa7oCUPDF15SsWm2PkAHo0687M199HoNBZeFXP/HOmx/bbHd2duLdD1+lTWwM2Vk5PHT/eM7EJ1KvfgTrtv7BiWMnAdixfQ+Tnn4JgFtvv5EnJzyMruukpKTx2IPPkJWVY7ecnNp3xuPBx0FVKVnxByU/fVutjHP3PrjddR+gYzl5goJ5M1CDQvB6fiYoChiNlCz9hdK/ltgt7qrUhjE4970LFBXzvnWYty6z2e7UexiG+s2tL4zOKO7eFL/7BACKlz/OA+9F8fIHdEp/no+el2nnDKw27D/Bq4uWo2k6t/aI5YEbutlsT87MZepnS8gvKkHTdJ68vS892jTBZLYw/as/OHg6GVVRmDR8AJ1aNHRIDgDrt+7i1fc+x6Jp3HZDP8bcdavN9qTUdKa99h5ZOXn4eHsye8qThAYFAPDGh1+zdssONF3nmg5tmPzYaBRFcUQa/2nqrDdYu2Er/n6+LP7mA0eHY6NPv+5MnzMFg8HAt1/9xLtvfWKz3dnZibc/mFNRTz08ejwJ8UkAtIxpxtw3X8LLyxNN07i+71BKS8v4+fcvCA4JoqSkFIDht44hMyPLLvmojVrh3O9uUFXMe9Zi3vKnzXanvsMx1G9Z/qL8+J7/GABuz3yKnp4AgJaXSdkvb9sl5ppsOJXBa2uPoOk6Q2IiGN2xkc32eWuPsC3B+v+0xKyRVVTGukf6APDW+qOsO5WBrkOX+v5M6tncYcdF217tuO/FMagGlVXfreC3Bb/YbL9xzM30Hd4fi9lCXlYeHzzzDhmJ6TSIbsSYVx7GzdMdzaLx67s/sun3DQ7JYcOh08z9ZT2arnFr12hGX9fBZntydj4vLPyH/OJSNE3nicFd6RHdEICjSRnM/H4NBaVlqIrCwvF34uLk+NUTN+w9xqvf/oWmadzasz0P3NTDZntSRg4vfvob2fmF+Hi4Mevh2wjx97FbfAMH9OaNN6ZjUFU++3wRc197z2a7s7MzX3w+n/btWpOVlc1dI8Zy+rT12H120jjuv284Fk3j6adf4O8V/wLw8Uevc+MN15GWnkFsu34Vv+vbhQto1iwKAF8fb3Jy8+jYaUCt5tetT1cmz3wag0Hl54VL+PSdr222d+gay7MznqZZdBTPPPwCK363tl2bxzTlhbmT8PT0QNM0PnrrC/76bWWtxvpfNhxLYu6f1nPwre2jGN0zxmZ7ck4hL/yyifwSE5qu80T/tvRoFsG+hAxmLNlqLaTDI31a0ze6ngMygA3HU5i7fLc1h3aNGN2thc325NwiXvhtW2UOfVvRo2kYm+JSefuffZgsGk4Glaeva0PnRsEOyQGgQa829HrpHhSDyoHv1rD9/aU221uP7EubUf3RLRqmohL+mfwpWces5/LAFvXoO3s0zl5u6JrOd4OnYSk12T2HqF5tGPiiNYdd361h4wLbHNqP6EenUf3RLBplRSX8MeVTMo4lEt62MTfOHgNYuxn/vvULR5Zvt3v8ZxmatMX5xvut/Ywd/2Ba95vNdufr70VtZD1WFCdnFA8fimbdj+ITiMvdE0FRUQwGTJv/wrxthSNSAMDYphNu94wDVaVszZ+ULl1UrYxTl1643n4v6GCJP0HRe68AoAQE4/7gRFT/IECncO4UtIxUO2cAaoNonHsNte6LAxswb19uG3/POzFENrO+MDqjuHtR/MF41MhmOPe8s6Kc4hdK2bJPsMTtsWf4FQwt2+N620Ogqpg2/U3Zyp+qlTG2647z9XeDrqMlnqTkq3kAON98H8boTgCULf8O8651do39rPq929CzvI46uGgNO86po1qN7Evre8vrqMISVk3+lOxjSTQbci3tH7mxolxgy3p8d/1UMg7G2zsFADbsj2PuD/9Y20/d2zJ6UFeb7clZebzw+R/kF1v730/c2oseraMwWSy8/NVfHI5PwaJp3NS1FQ9cf41DcgAwxHTEdegjKKqBsvXLKFv+Q7Uyxg49cblpJABaQhzFn84BwOW2BzC27gKKgvnQTkq/X2DX2M9av2Unc979BItF4/Yb+zNmxO0225NS0nhh7jvWMQQvT+Y8/zShwYEAvPHhl6zdtAOAh0cN5fq+3e0evxD2cDG9zieBTsBmXdf7KIrSAphVu2GVU1W8xz9J1tPPYElLJ/CTDyhdvxHzqdM2xUpWrSbvTduBGZdruuLUrCkZ949BcXLG/503Kd28Bb2oyA5hq8x5fRpDh4wmKTGV5at/ZPmfqzh65ERFmbtH3UFOTh5d2w1kyO038MLLE3jo/vEAnD4ZT78etoOeBoOBma8+R4/ON5KVlcML0ycy+qGRzJvzbq3nU54UHo88Rd4LE9Ay0/F540NMWzZgOVO5L9SwCNzuGEHepMfQCwtQfHwB0LIzyZ34KJhN4OqG77ufU7Z1A3qWnQfKFQXn60ZQ+uMb6PnZuI6ciuXEbvTM5IoipjXfc7aLY2zXFzW4fsU25xsewLT5D7TTB8HJBXTdvvGXs2gasxYu48PxIwjx8+bumZ/SO7YZUeFBFWU+/mM9AztGM7RPB04kpTNu/ncsa/M4P6/dBcDPLz9MZl4hj721iG+nPoCq2n8w0GKx8Mrbn/DR3GmEBvkz/NHJ9LmmI1ENKzv98z74ksH9e3PLwN5s2bWP+Z8sZPaUJ9h94DC7Dhzm549fB2DUky+wfc8BOsW2snseFzLkhv7cffvNPDdjnqNDsaGqKrPmTWXYkDEkJ6WybPX3/L1stU09ddc9t5Obk8e17Qdxy23XM/WlCTwyegIGg4F3P3qVxx+ezMH9R/Dz88FkMld8btyDk9iz+4B9E1IUnPvfQ+n389Dzs3C9dxqW47vRM5MqiphWfVd5fLfvhxrSoPLz5jJKvnjRvjHXwKLpzFlzmAW3tifE05UR32+hV6MgogI8K8pM7Nm84udFe+I5kp4PwO7kHHYn5/DD3dYOxP0/bWNHYjYdI/3tmwSgqCqjZzzMKyNeJDMlk9lLXmP7yq0kHkuoKHPqQBxTbppAWUkZ/UcOYsSUe5k/bh5lxaW89/R8Uk4l4xfsx+w/XmfP2t0U5RXaNQeLpjH7p7V8MPZmQnw9GfHGj/Rq1Yio0Mr/nx//vZ0BsU0Y2r0VJ1KyGPfh7yx7sSFmi8bzX69k5sjraB4RSE5hCUaD41dOtGgas77+kw+fuYcQf2/ufvljerdrTlRE5UDlG9/9zeBubbm5eyxbDsYx/8d/mPXwbXaJT1VV3p7/CoNuuIuEhGQ2b/qTpb//zaFDxyrKjL7/LrKzc2kR3Z2hQ29m9qznuXvEWFq2bMrQobfQJrYv4eEhLF/2HS1jeqBpGl999QPvv/85n38+3+bv3T1ibMXPr706jdy8vFrPb+qciTw49AlSktL4fvnnrF6+jrijpyrKJCemMvXJGdw39m6bz5YUl/DcuOnEnzxDUEggP6z4gg2rN5OfV1CrMdfEomnM/n07H9zblxBvN0Z8uJxeLSKJCq68KPTxv/sZ0KoBQzs35URaLuO+WcOy8RE0Cfbl24cHYTSopOcXM/T9P+nZPMLux4dF05n91y4+GNGDEG93RnzyD72ahRMV5F2Zw7pDDIiOZGjHKE6k5zFu0XqWNQ3Dz82Z+cO7EezlxvG0XMZ+u44VT91k1/jPUlSF3jPv5dcRcyhIzmL40unErdhRMZgPcGTxJvZ9swqARv3b0+OFkfw2ai6KQWXg/LEsf+oDMg7F4+rriVblXG7PHAbNuI+FI2aTl5LFmCUzOLpyJxnHEivK7P9tIzsX/gNAs+va03/qCBbdO5e0Iwl8MngqukXDM9iXh5bN4ujKnegWB6z7qyg4D36Aki9moudl4vrIbMyHt6OnV+ZRtuzLip+NXQahhlkv5usF2ZR8NBUsZnB2wW3c61gOb0fPz7Z7Gigqbvc9SeHsZ9Cy0vGasQDTzo1oiVX6fCERuNx8NwUvPYFeVIDi7VuxzeORyZT8thDz/h3g4uqY/pKi4Nz7Lkp/nY9ekI3r8ClY4vaiZ1Xp8639sbJN2LY3apC1/6ElHKXkW+uFC1zccbtvBpb4g3ZOoJyi4nrnWIrem4qek4n7xDcx79+ClnKmskhQOM7976TozWeguBDF01oPG6I7YoiMomju42B0wv3x2ZgPbYeSYjunYK2jFt9traOG/W6to7LPqaP2V62jpo1kyT1zObp4I0cXbwQgoEUkN37ytMMG+i2axuxFK/jgqWGE+HkxYvaX9GrThKjwwIoyH/+xkQEdWzC0VztOJGUw7t0fWdZ6LCt2HMFkNvPTiw9QXGbitpc+YVCnaCIC7TeRooKi4nbXYxS+NQU9OwOPKe9g3rsZLbny/6saHI7LoGEUvjYeigpQvMq/U42jMUTFUDj9EQDcJ72OoVkbLEf32jUFi8XCzPkf8vG8lwkNCmDYI8/Qp1tn2zGEBV9w84A+3DKoL1t27uWtj79mzvNP8++m7Rw8GsdPn7xJmcnE/U9NpUeX9nh6uNs1ByHs4WJa1iW6rpcAKIriouv6YaD5BT5zWTi1bIElIQlLUjKYzRSvXIVL924X/iBgbNiAst17waKhl5RgPhGHS9fOtRyxVfsObTgZF8/pUwmYTCYW//Ing27sZ1Nm0A39+OHbxQAsXbyc7r3+++quoiigKLiXV0ReXp6kpqTVSvw1MTZtiSU5ES3Vui9K167CqYvtVVDXgYMp+fNX9EJrx1PPzbFuMJutA/2A4uQEqmMGPNTQRujZaei5GaBZMB/eiiEq9rzlDS06Yz5snX2mBISBoloH+gFMpWAus0PU1e0/mUS9YH8ig/xwMhoY1DmGNbuPVitXUD6zuqC4lCBfLwDiktPp3LIhAAHeHni5u3LgVFK1z9rDvsPHqR8RSr3wEJycnLi+TzdWb9xmUybudAJd2lkH8DvHtqqyXaG0zITJbKbMZMZsMRPg52vfBC5Sx9jW+Hh7OTqMatp1aM2puHjiT1vrqd9+XsbAG2xv2Bp0Q19+WLQYgN9/+5sevawzWHr17cah/Uc5uP8IANnZuWgOfqCOGtYYPScNPTfdenwf2oqhabvzljdEd8V8aLMdI7w4+1NzqefrTqSPO04GlYFNQ1kTl37e8n8dSWFQs1AAFKDMrGHSNMosGmZNw9/d2U6R22oS25TUU8mknUnFYjKzcel6OvXvYlPmwKb9lJVY69Fju44QEGa9ayf5ZBIpp6wd8uy0bPIycvH298be9p9Oo16gD5GBPjgZDQxs15Q1+07alFGAwvIcCorLCPLxAGDTkXiahgfQPMLaCfT1cMXgoHNfVfvjEqkXaX13sgABAABJREFU4k9ksD9ORiODurRiza4jNmVOJKXTuaV1AKpzy0as2XXYbvF17tSOEydOcfJkPCaTiR9++I2bBw+0KXPz4AF8/fWPAPz88x/07dO9/P2B/PDDb5SVlXHq1BlOnDhF507WOmDd+i1kZef859++447BfPf9b/9Z5lK1bh9N/MkEEk4nYTaZWbZ4BX0H9bQpk3QmmaMHj6NptgNkp+POEH/SOsCTnppBVkY2fgF+tRrv+exPyOT/sXff8VEU/+PHX7t3CUlIQnqj9w6h995ViqKISrGAFQsgVQRBFFBsKE1FRakqSpHee+89oYSS5NIrqXe3vz8uJDlC+3wJd4Tf+/l48IDczl7ew87czszNzpT2cqWUl6ulbtQuy7Zz163SKIrCjZwZ4qkZWfi6OQPg7KjPHdjPMppQsM+TR6ci4int6UopT1fLZ23N0mw7b90eUhTy8pCZja+bZTXTaoGe+OXkp6KvO5nZJrKMJttmIId/cEWSwqJIvhqDOdtEyKp9VOhs/QRSVmre4J6Dc95klbKtaxN79hqxZy2DPBmJqWhm2w/MBgVXJCEsisRrljycXrWPqp3ukgeXYrn/NmZk5Q7s64s52GseDgBqqUqY4wxoCdFgMmE6uQd99UZ3TK+v0wLjyV2WH0wmy0A/gM4BFPvdL3QVq2GOCsccEwkmI1n7tuDQoLlVGsf2T5K1cQVaWk6fLzkRALVkWdDpLAP9AJkZkJVpy/AtcfiXQ0uKRkvO6fOFHERXoc4d0+uqNMIYUvCJEF3l+pjCTuf2Y21NLVsFc0wkWlwUmIwYj+xAX9t6Nrljsy5k71wN6ZYJEVpqkuXcgDKYLp62bHiZlYkpIgx99QYFfsfD5h9ckcT8n1ErC35GZeer33qX20+oq9KzOSEr7dduP3U5ktJ+HpTy9bDc9xpWZ9vxUKs0igI30vP1v0tYJuooQHpmNkaTmcwsIw46Ha7O9mmf68pXxRwdgRZrAJOR7EPb0Ne1HodyaNmNrG2r4Gb9TknKOaKhODiCXg96BxSdHi3Z9l9InjwXSpmSgZQOCrCMIbRvyZbd+63SXLxyjcb1awPQuF5ttu4+kPt6w7o10Ot1uDg7UaViWXYdOGLzPIg7MGuP5x87uZ+Z/dcVRfEAlgMbFUVJAK7c9YxCovP1wRSdN6BtjonBoUb1Aumc2rTGsW4djNeuk/z9TMzRMWRfuIjbKwNJXfInilMxHOsHYwwLs0XYBAT5ExGeN3MgItxA/YZ1rdIEBvoRnpPGZDKRkpyCl5cHAGXKlmLTzn9ISb7B1Mnfsn/vYYxGI6OGTWTbnpWkpaVx6eIVRg+fZJP8AKjePphj812LuBgcqlhfC13JUgC4T/sBVJX0xb+RfcTywar6+OI2fhq6oJLc+GW27Wf1A4qbp9UMGS01ATWwwu3TunuhlvDBfPUsAKqnP2Sm4djjbdQSPpiuniF7xzK7zFaJTkghwDNv4MvP042Tl6w7qG/1aM2b3yxi8ZaDpGdm8+OwlwCoUsqf7cdC6da4Fob4JM5eiSQqIZnalLRpHgCiY+MJ8M2bDeHv682Js9aNpioVy7Fp53769X6Szbv2cyMtncSkFIJrVqVxcE3aPzcYDXihZ1cqlC1l4xwUbQGB/oSHG3J/jowwUK9BnQJpInLSmEwmknM+pypWKouGxuJlP+Lt48XyZWuYNeOX3PO+mfkZJrOZNSs38M2Xtlm6SHHzREvOWy5IS4lHDax4+7Tu3pb6feVs3ot6B4oNGA+aGeO+1ZhCjz7skG8rOjUTf9e8gQx/12Kcirr9bOOI5HQiktNplDNzv26gBw1LedHpZ8uWOs/XKU0FL9fbnvuweQV4ERcZm/tzXGQclepVvmP6ds935Ni2go3tinUro3fUE3XFcJuzHq7opFQCPPP+//w9XDl5xXopgje7NuatOStZvPME6VlG5r7dA4Ar0UkoCrw1eyUJN9LpUq8yr3Sob9P4byc6IZkAr/z3D3dOXrIepK1axp/Nh8/yUuembD58lhsZWSSmpuHh+vBnPQWVDODa9bz72fXwyNwB+9ulMZlMJCUl4+3tSVBQAPvzddiuh0cSVDLgvn5vq5ZNiIqO4cKFy/dO/AD8AnwxROS1paIioqldv+Zdzri9WvVq4ODgwLWw6/dO/BBEp6QTkPPFFoC/uwsnr8dapXmzXW3emr+FxfvPW+rGy3mTXk5ei2XC8v1EJt3gs2ea2eWpl+jkdALcnXN/9nd35mS49ZJzb7auwVsLd7L44EXSs43M7df61rdh09lwqgd64qjXPfSYb8c1wJOUiLy4UyPjCQgueO+rM6Aj9QZ3Q+eg55++lge0PSoEoKHR64+ROHu5E7JqL4fnrLZZ7De5B3iRHJnXL0iOjKdkvYJ5aDigE00GWfKw4IXPcl8PCq5Ijy9fp0RJH5YPnW2fWf1Y+g5aUl4+tKQ41FK3v+8pJXxQPP0wXzqV73xvnPqPRvEKIGv9AvvM6gdULx/Mcfn6fPGx6Cve0ucLsLS5XSfMsCzvumw+xhMH0QWUQktLxeWDiai+ARhPHSFjyU+g2faaKK639vkSUQPK3z6tW06f71rBL7b1VRqSfXTzQ4vzXlQPb8yJeRM+zImx6Mpaz7lU/IJQAZcPvgBVJXPtIkxnj2COuEyxri+QteVfFMdi6CvXsXoiwFaKB3iSeutn1G3qd+2Bls8o1UHPv88XXESicvcm/PfaNw811ruJTrTuf/t7unHycqRVmje7t+Stb5eyeOth0rOymftBXwA6NqjKtuOhdBr5A+lZRj58rj0lijtjD4qHN+aEvDKlJcSiK2+9hJ3qb6nfLiO+tpSp/xZgOn0I06WzGM8fx+2LxaAoZG1daZcyFR1TcAzh5BnrMYSqFcuxacc++j/bnU079+WMISRTtWI5Zs9fysA+vcjIyOTg0VNULGufpQSFeNju2brWNO1pTdMSNU37BPgYmAf0uts5iqK8rijKIUVRDi0wPNxZwxm79xL93AvEvjyIrEOH8fhoNABZBw+RuW8fPnN+wPOTj8k+dcZujb//RZQhmvo129Ox1TNM+Ggqs3+ejqtbcfR6PS+/1pcOrZ+mTtXWnDkdwvvDXrd3uNZ0OnRBpUge+z6p0ydRfMgIlOKWgRJzbAxJ771Kwusv4tShK4qHfWaj3S9dtcYYQw7nDearOtRSlcne/icZCyajlPBFV/P+njKxh7UHTtOjeV02fvk+M9/vy0fzVmA2a/RqGYy/pxsvTp7Hl0s3UrdiKdRHYLbpnXz4xgAOnTjNc298yKHjZ/Dz8ULVqVwNj+TS1XA2LZ3L5qVz2X/0FIdP2OkR2/8P6XR6GjetzzuDR9Kzaz+6PdWRlq0tM43eGTyS9i160atbP5o0a8BzfXvYOdqCdNWbYDx/yOrLuozZH5L5+ySyVs7FocOLKB6+d3mHR8P6EAMdKvmjy1mG62piGpcTbrD+1Vasf7UVB67HcyTcPoMF/4uWT7ehYu1KrJz7r9XrHn6eDPnmA2Z/+D2aPadr3sW6I6H0aFyNDRNf5ofXn2Lcgk2YzRoms5mjlyL5vH8nfn3vGbaeuMT+ENt3iP4vhj3fmUPnw+gzfg6Hz1/Bz9MN9RHcD6UwPf98L5Y+5Fn9hcXHz5spP0xg3AefPrL1AmDdiTB61KvAhg+f5od+bRm3bE/u0wq1S/vwz7tPsvCNLszbeZrMbPvMir+Xdaev0aNuOTZ88CQ/vNCSccsPYM73f34hOonvtpxk3BP2/yLvXk78von5rYaze8oSGr3XCwBVpyOoYRXWvTeLv3pPomKXhpRu8b9/+WQrh37fyMzWw9gydQkt3+2V+3rEsYvM6TSKeT0+psXbPdAVc7BfkPdJX6cFptP7rNohWnIc6TNHkP7te+jrtYHidlji437pdKj+pUidPJS0HybjMmg4iktx0OnQV61NxsI5pH78FqpfII6tu9z7/exIV6UhxtAjBSdwubijepfEfMXGy1L+jxRVh+IbRNqMMaT/9iVOfd8F5+KYzh3FeOYQLkO/xGngCExh50B7ND9rAU7O38TvLYezJ99n1E3+wRXJTs8i/rx9vuC+X+sOnKFH89psmPYOPwx5jnG//ofZrHHqciSqqrLhi3dY89kb/LHpINdjEu0d7p2pOlS/kqR9NYL0n6fg3O8DcC6O4huEGlialNEvkTLqRXTV6qKr9OgtoQvw4VuvcOj4aZ4dNJRDx0/j7+ONqqq0aFSPVk0a0O+dUYz49Cvq1qz6SDx5K8TDcM+SrSiK180/wElgF3DX3oWmaT9qmtZQ07SG/QKC/s/BmWJi0fnlrSOr+vpiirGeOaQlJ0O25dG6tFWrcahaJfdY6u8LiX1lMPFDR4CiYLpmmxuEISKKoJKBuT8HlQzAEGk9GzAyMpqSOWl0Oh1u7m7ExyeSlZVNQs6j5ieOnSbs8jUqVipPrTqWb1yv5DzCvfLftTRscuclKgqbOS4W1SfftfD2xRRnfS3MsTFk7d8NJhPmKAPmiGuoQdazrbX4OIxXLuNQ486PUj4sWkoCilvelwy3zvrIT1+1MaacJXxunmuOvmZZAkgzY7pwFNW/zG3Pfdj8PN0wJOTN9I1OSMHf03qZmH93HaNLI8ssnLoVS5GZbSQhNQ29TmVE3878OWEw3w3pQ0p6JmX9bb+eN4CfjxeGfPU5KiYOfx+vAmm+nTiSv+ZO573XXgDA3bU4m3cdoE71yrg4O+Pi7EzLxvU4fqbgUkbizgyRUZTMN+s1MCgAQ2R0gTQ3Z8bqdDrccz6nIiMM7NtziPj4RNLTM9iycQe169bIOcfyHjdS0/jn79UE5zxC+bBpKQko7nnlR3HzQku9Q/2u3hjTWevHPbXURMvfSTGYr56zXs/fhvxcixGVmvfIe1RqJr7Fi9027fqQKLpWzbuGWy9GUzugBC6Oelwc9bQo680JQ9Jtz33Y4g3xeAfmzbrxDvQmwVBwo+baLerwzJBn+WLQ5xiz8taKdnZ1ZvSv41gyfQGhR+1Tt/1KuGJIyFsPPSoxFb98s5kB/t1/hs7BlQCoWz6ATKOJxBvp+Hu4Ur9iEJ6uzjg7OtCyRlnOXr/zcky24ufpjiE+//0jGX9P9wJpvnm3L39OepN3e1uW9nK30Qy0iHADpUvltRtLlQwkIsJwxzQ6nY4SJdyJi0sgIuI254bf+4kQnU7H07268edfKwspF3cWbYghICivLeUf5Ee04f7LRXFXF2Yt/JoZU+Zw4rD9BqD83JwxJOXtoRGVnIafu/WTH/8euUTnWpZ2Ut0yvpa6kWa9nEcF3xK4ODpwITrxocd8Kz93ZwzJeUtHRCWn5y7Nc9O/R8PoXMPSjq1byptMozk3D1HJaQz7ay+f9mxEaTs9QQWQakjALSjv3uca6EVq1J2/5D2/ch8Vc5bQSI2MJ/zAeTISUjFmZBG29Ti+tco97JALSDbE456zjBuAe6AXKYY75+HUyr1U7dywwOuxFyLISsvAr4p9nvTUkuNRSuTlQynhjZZS8L4HoKvdHOOJ2288r6UkYI66hq5ctdsef9jM8bGo3vn6fF4+VjOBLWliMB7ZY+nzxRgwRV5HDSiFOT4G05WLliWAzGayD+9GV/7OT/U9LFrqrX0+jzu3Cas0xBRy8PavXzxmWQbHTsyJcaj5Jp+oHj5WT4/cTGM8tR/MJrT4KMzREai+lnth1oY/SfviPdJnfWxJG237pVtvGBJwvfUz6i71O2TFPip0sV7mp3LPpoSu2PvQYrwffh7W/e+ohBT8PKw/+//dfYLODSz1tm7FkmRmG0lMTWPtgTO0qFkeB50OL/fiBFcsyekr1k8F2IqWGIfqmVemFE8fzIm3jK8lxGI8sc9SpuKiMEdfR/UriUO95pgunbMsz5WZgfHUIXQVCq668bD5+RYcQ/DzLTiG8N2no/n75294/zXLCgfubpbr9Ub/51g271t+/moimqZRtvT/fbxSiEfZ/XyNdQSIAUKA0Jx/hymKckRRlIe68Fv2uXPoSpdEFxgAej3OHduTuXuPVRrVO69iF2vZHOOVnM1FVBXF3dKB1VesgL5iBTIPFryRPwxHj5ykQsWylClbEgcHB3o98wTr12yxSrN+zRb6vNgLgO69urBrh2UNOm9vz9yZ1mXLlaJCxbJcCbtGZEQ0VapWxDtnfdY27ZoTev6STfIDYAw9hy6oFKq/5VoUa92e7APWjdSsfbvQ1w4GQHEvgRpUGrMhAtXbFxwt69IpxV1xqFEbU7jtZziaDWEonv4oJXxA1aGv1hjTxeMF0ileAeDkgjniYr5zL6MUcwFny01CV6a61ca+tlSzXBBXo+K5HpNAttHEugOnaVO3ilWaQK8S7D8bBsCliFiyso14ubmQnplNWqZlfem9py+hUxWrjX1tqVa1SlwJj+R6ZBTZ2dms3bqbts2t1zZNSErOXQv+50X/8nRXy8BToJ8Ph06cwWgykW00cvjEaSqUkWV8/hfHjpyifMWylM75nOrZuxvr1261SrN+7Vb6vNALgKd6dmbXDssA+bbNu6leowrOzk7odDqatmhEyPkL6HS63OXI9Ho9nbq04fzZCzbJjznyMoqnX179rt4Y04WCS/FY6ndxzOH54irmArqcVe2cXVFLVsYca5+9LGr6u3M1MY3wpHSyTWbWhxpoW6FgHb0cf4PkzGzqBuTN/Atwc+JweAJGs5lsk5kj4YmU9yxe4FxbuHg8lIDygfiW9kPnoKd595Yc2njAKk25muUZNOVtvnjtc5Lj8r6U0DnoGf7jGHYs28b+Nfbr3NUs48fV2CTC45LJNppYfzSUNrcMhAV6uLE/xDKR4JIhnqxsI56uzjSvVpoLkXGkZ1nWaD18MYIKdvpiNb+a5YO4GhWXc/8wsm7/KdrUs14SICHlRu7n7rz/dtGrle0mFhw8dIxKlcpTrlxpHBwc6NOnJ6v+22CVZtV/G+jf/zkAevd+kq3bdue+3qdPTxwdHSlXrjSVKpXnwMF7L8fVsUMrzp+/kLu04sN06uhZylQoTckygegd9HTr1Ymt63fe17l6Bz3f/TaNlX+tYeN/W+99wkNUs6Q3V+NTCE9ItdSNk1doU816OcDAEi7sv2SZ6HIpJoksoxnP4sUIT0jFmPOkbUTiDcJikwnysP3nVM0gT67GpxKecMPyWXv6Gm2qBFqlCSzhzP6w6Jw8JJNlNOHpUozkjCzeXbyb99vXpl5pn9u9vc1EHb+ER/kA3Ev7ojroqNK9KZc2Wi+J5lHOP/ff5TsEkxhm+RLsyo4T+FQtjd7JEUWnUrJpNeLzbYprKxHHL+FVPgCPnDzU7N6UkI2HrdJ45ctD5fbBxOfkwaO0L0rOMlAlSvrgUzGIRDt9sWoOv4jqHWh5MlCnswzonyu4DrziE4TiVBzztbwvshV3L9DnPJHgVBxd2ap2a4eYLp1DDSiJ6hsAOj2OTduTfdj6Xpx9aDf66pYlahVXd3SBpTBHR2K6eB7FxTV3Q099jXqYwm2y+q8Vc9QVFA8/FHdvS5uwSiNMlwpuIqp4+lvahJEF+9S6Kg0x3uZLAFsyXw1B9Q1C8fIHnR59/dYYT1pPVjGe3Iu+kmVijVLcHdUvCHOswbLvg4tlMpgaVA41qDymc7Zfmzzq+CU8yuX7jOrRlMu3fEaVyFe/y+X7jAJAUaj8VBNCVtp3sL9muUCuRicQHptoue8dOkubupWs0gR6ubP/nKW8X4qMJSvbhKebC4Fe7hzIeT09M4uTlyMoH+Bd4HfYginsPKpfSRRvS5lyaNgW43HrvRCyj+9BV8UyMdNSpkqhxUZijo9BX6WOZf9FVYe+Sm3MBttvmFyramWuXs83hrBlF+2aW+/NmZCYN4bw06JlPP2EZSlBk8lEYpLlS5vzF8MIuXiF5g1t184V96CZH88/dnI/a/ZvBP7WNG09gKIonYHewK/ALKDJXc59MCYzyV/PwOtryxp06avXYrwchutrr5B97jyZu/dQ/NlnLJv2mkyYk5NJ/Gyq5Vy9Du+Z3wGgpaWROOkzsNEyPiaTiTEffsqSf+ah06ksXrCM8+cuMHLsuxw/eor1a7ey6I+/+eHHL9h3dD2JCUm88eowAJq2aMTIse9izDZi1syMHPoJiQmWQZDp02ayfO0CjNlGrl+L4L23xtgkPwCYTdyY8y3uE6db1m7btAbT1TCcX3oVY+g5sg/sIfvIARzqNaLEzPlgNpP262y0lGT0wQ1xe/VtLA+EKKT/uxTTFdt9UZFLM5O1eRHFen8Aqorx5G60uAgcWvTEbAjLHfjXV2uM6dwtjTtNI2v7Xzj1+RCwNCKNJ3bYOAMWep3KmBe78ta3izGbzfRqEUylkr7MXL6NmuWCaBtcheF9OjJp/moWbNyPoihMerU7iqIQn3KDt75ZhKoo+Hm68dmgnnbJgyUfOsa+O4g3R03GZDbzdLf2VCpXmh9+XULNqhVp17wRB4+d5rt5C1FQaFCnBh+9NwiATq2bsv/oKZ4ZNAwFhRaNgmnbvOAsr0fBiAlTOXj0BImJyXTo1Y+3X+tP7+72f6TZZDIxdsRnLF72EzqdypIF/xJy7gIjxg7h+NHTbFi7lcV/LOP7udPYc2QdiQmJvPmqpfwnJSUzd+Z81m75E03T2LxxB5s37MDZxZnF//yE3kGPTtWxc/teFsz/yzYZ0sxkbVxIsT7DQVExntyJFhuBQ8telvp94RgA+upNCszqV32CcOwy0HIzVlSy969Gi7NPJ1uvqoxqW5W3VxzBbNboWTOIit6uzNp3gRp+7rStYJlttz7EQJcqAZbN23N0rOTPwevx9FloabQ3L+tNm9t8UWALZpOZX8b/xNjfJ6DqdGz7cxPXQ6/x3LAXuHTiAoc3HaTf2JdxcnFi6KyRAMRGxPDloM9p9lQLqjeugZuHG22etXzBN+vDGVw583DXU7+VXqcyuncr3pqz0nItmlSnUqA3s9bsp0YZP9rWKs+wXi2YtHQrC7db7h8TX+yAoii4uzjRv20wL339FwoKLWuUpXXNcjaN/3b0Oh1j+j3BW9P/sCzt1qoelUr6MfOfLdQsH0TbetU4dC6MGX9b1ihuULUsY/s/abP4TCYT738wjjWrF6FTVX6bv5QzZ0L4ZMKHHDp8nP/+28gvvy5h/m8zOHdmFwkJibzY720AzpwJ4e+/V3Hy+FaMJhPvvf9RbkdvwR8zadO6GT4+XoRdOsTESdP59bclAPTp0/Ohb8ybP3+fj5nO3CXfodOp/Lv4Py6ev8w7Iwdz+vg5tq3fSa3g6nz76zTcPdxo27kl74wYTK82L9K1R0caNK2Hh2cJej1vuSYfvfcp50+H3uO3Fj69TmX0kw156/etlrpRvwKV/DyYtfkENUp60bZaKYZ1rc+kFftZuOccKDDx6aYoisLRKzH8svMMep2CqiiMeaohnsWdbJ8HVWV012DeWrQTs6bRs245KvmVYNa209QI9KRt1SCGdarLpP8Os3BfqCUPPRqiKApLD17kakIqc3eeYe5OyxKCc15qhZcd8qGZzGz7eD69/hiJolM5s3Q78SHhNB3Wm6iTl7m88Qh1Xu5MmZY1MWebyEi6wYZhcwHITErjyM9r6fvfJDRNI2zrccK2HLNLHtaN/40Xfx+FolM5/ud2YkLDaTOsN5EnLhOy6QgNB3amQstamLJNZCTfYOUwy35ApRtWpe/b3TFlm9A0M2vH/Up6vieybMpsJuu/X3Aa+JGln3FkK1r0dRza98EccRHTOcsXGPraLTCetJ68pviWxKnrADQ0FBSyd69Ci7LT0m9mM+m/fU/xUdNA1ZG1fS3m8DCcer+M8XIIxiN7MJ44iL52Q9y++MWSftFctFTLAFr6ojm4jp1uear+cghZW2y/DwSamaxtSynW6z1Lm/DMHrT4SByadsccdQXTZcvAv75Ko9vO6lfcvFHcvDBft/3nqxWzmYy/5+Dy9iRQVbL3bcRsuIrjEy9huhqK6dQBTGePoK9WH5exs8BsJnPFr5CWAnoHXD6YZnmfjDQy/phul6cUNJOZ7R/Pp8eCkaj5PqOaDO9N9Im8z6jSLWtiNprITLrBpqFzc88v2aQaqRHxJF+179ORep3K6L6deOu7Py33vRa1qRTky6yVO6lRNoC2dSsz7Nn2TFqwjoWbDwIKE19+AkVReL5tfcbPX8Mzn/wMQI9mtalSyu/uv/BhMZvJWDITl/c/R1FVsnZvwBx5hWLdB2C6EoLxxD5Mpw+hr1Gf4hN+BM1MxrKf0G6kYDy8E33VuhQfPxc0DeOZQxhP7L/37yxker2Ose8P5o0REzGZTTzdrSOVypfhh18WUbNqJdq1aMzBY6f49qc/UBTLGMK4D94AwGg0MeC9sQC4urgw9aMP0Ntpzx0hHjblXut9KopyUtO02re8dkLTtDqKohzTNC34budHtmz36C4o+j8IPmmfWdyF6Uxr/3snKgKc29j+cdCHQW3Sxt4hPDC1fLC9QygUipN9Zj8XpjKVnrJ3CIXi4piH9/2xTbkW/TL1yheP9tqo9+u3Oe3tHcIDKwp7SNwP1zYf2juEQlHNs+hv5nZwRjd7h1A4srPsHcED+3Gs7Wc+PwzJymPR5WPYgGx7h/DAsi/F3jtREeDYuMq9Ez3iTBcfk7bUvx72DqFQDPqj6LcJsxcvtXcIhcL5k2/tHcIDcwis/nhvamVjaV+++ng0JG7hMuIXu5ST+5nZH6koyihgSc7PzwPRiqLogEd/x1shhBBCCCGEEEIIIYQQ4jF3x8F+RVH+0DStP7ABKAsszzm0C3gB0AF9HnaAQgghhBBCCCGEEEIIIR5D5sdyYr/d3G1mfwNFUYKA/kA7QMGy6DoAmqZlAbbZeVEIIYQQQgghhBBCCCGEEHd0t8H+OcBmoAJwKN/rNwf9KzzEuIQQQgghhBBCCCGEEEIIcZ/UOx3QNG2GpmnVgV80TauQ7095TdNkoF8IIYQQQgghhBBCCCGEeETcc4NeTdPeskUgQgghhBBCCCGEEEIIIf7/oZnN9g7hsXLHmf1CCCGEEEIIIYQQQgghhCgaZLBfCCGEEEIIIYQQQgghhCjiZLBfCCGEEEIIIYQQQgghhCjiZLBfCCGEEEIIIYQQQgghhCji7rlBrxBCCCGEEEIIIYQQQghR6MyavSN4rMjMfiGEEEIIIYQQQgghhBCiiJPBfiGEEEIIIYQQQgghhBCiiJPBfiGEEEIIIYQQQgghhBCiiJM1+4UQQgghhBBCCCGEEELYnma2dwSPFUXTHu4mCHUCmj0WuyyYH/L/ky34OLjaO4RC4aNzsXcIheJqdpK9Q3hgZRxK2DuEQrE76YK9Q3hgVy/8Z+8QCsXrDUfYO4RCUfwx+C59TWqIvUMoFB851bR3CA/shN5o7xAKxdRJ5e0dQuEo4WnvCB7YM0O22juEQuGtOts7hAd22Zho7xAKxdJS9o6gcCwyBNk7hAdWKfPxGDDpE7/d3iE8ME/nx6P//ZNzA3uHUCjGmIt+n6+rSwV7h1AoDmfH2DuEB7YjfLNi7xgeJzcm9yv6g663UXzcAruUE1nGRwghhBBCCCGEEEIIIYQo4mSwXwghhBBCCCGEEEIIIYQo4or+OgNCCCGEEEIIIYQQQgghih7zY7mKj93IzH4hhBBCCCGEEEIIIYQQooiTwX4hhBBCCCGEEEIIIYQQooiTwX4hhBBCCCGEEEIIIYQQooiTNfuFEEIIIYQQQgghhBBC2J7ZbO8IHisys18IIYQQQgghhBBCCCGEKOJksF8IIYQQQgghhBBCCCGEKOJksF8IIYQQQgghhBBCCCGEKOJksF8IIYQQQgghhBBCCCGEKOJkg14hhBBCCCGEEEIIIYQQtmfW7B3BY0Vm9gshhBBCCCGEEEIIIYQQRdx9D/YritJUUZR1iqJsUxSl10OMSQghhBBCCCGEEEIIIYQQ/4M7LuOjKEqApmmGfC8NA54GFGA/sPzhhiaEEEIIIYQQQgghhBBCiPtxtzX75yiKcgT4QtO0DCAReBYwA8k2iA2AFu2aMurTD1B1Ov5ZuJJffvjD6niDpsGMnPQBlWtUZNSb49n431YAqtaszLhpIyjuVhyzycxP3/3G+hWbbRW2lRbtmjJ68lB0OpVlC1cy7/uCeRj16VCq1KjIiDc+zs0DwJzF31CnQS2OHjjOO/0+tHXoVhq3bcSQiW+j06msXryWRTOXWB2v06Q2Qz55m4rVKzDpnclsX70z95hfkB8jvhyGX5AvmgajB4zFcD3K1lkguE19XpkwCFWnY/OSDSyfvczq+FODetKhbyfMRjPJ8UnMHDGD2PAYytUoz+DP3sLF1QWzycyyH/5kz3+7bB7/TU3bNmb4p++iqiorFq/m9x8WWR2v16QOQye9S6XqFRj31iS2rN5udby4qwtLts1n+/pdTP/oO1uGbqWoXo92HVoyaeoYdDodi37/mx++/dnquKOjAzPmTKVOcE0S4hN549VhXL8aAUD1mlX44ptPcHNzxWw20619HzIzs1j232/4+fuSkZEJQN+nBxEXG2+zPN3NuM+/ZsfuA3h5erB8wRx7h3NHtdoE8+L4V1F1KjuWbmbN7H+tjnd+rTut+3bAbDSTEp/ELyNnERceA8C8i39y/fxVAOLCY5kxeKrN47+pepu6PDv+ZVSdyp6lW9g4e4XV8favPUmzvu0xG02kxiezYOQcEsJjAeg5+iVqta+Hoqqc23mCvyf+ZrO4W7dvzvjPR6CqKn8uWM6cGb9aHXd0dGD6rE+pVac6iQlJvDtoFOHXItHr9Uz5djy16lRDp9fx79LVzP7uFwBefv0Fnu//DIqisPSPf/h17qLb/eqHpmTbOjSd2B9Vp3J+8TZOzFxldbxav/ZUf7kTmslM9o0Mdo+aR2JoBKqDjhZTX8Onbnk0s5l9ExZg2HvWprFbxdmmLs+MH4iqU9m3dAubZq+0Ot72tSfylakUFuUrUz1Gv0iNnDJ1fucJ/pk43x5ZYPdFA19sOIFZ03g6uByvNq9qdTwyKY2PVx0iJSMbs6bxXrtatKoUQGJaJh/+s5/TEQn0qFOWMV2D7RL/TbvPX+eLFfswa2aeblyVV9vVtToemZDKx0t3kJKRidms8V63RrSqXtrq+DNfLePNTvUZ2Ka2rcPP1aBtA9785E1Uncq6xev4a9ZfVsdrNanFGxPeoHz18kx9Zyq71uTdo18d8yqNOjQCYPF3i9mxaodNY7+pTpt69J9guWdsW7KJVbfcM7oN6k7bvh0xGU2kxCfz44iZufcMAGdXZ6ZtmsGhDfv5ffzPt769zTRp24gPJg1BVVVWLV7DgpmLrY7XbVKH9ye+Q8XqFZjw9qdsW533/73j6kYunbsMQFR4NKNeGWfT2G8q1rQRHsOGoKgqN1auIeV36zy4PNmFEu++gSnG8rmU+tdy0lauAaDEkNdxatEUFIWMA4dJ+voHm8d/U/k2degwoT+KTuXEkm3sn219zwh+qT31BnTCbDKTnZbB+jHziAuNwL2UD69t/oL4i5EARB69wIaPfr3dr7AJ/3Z1qPPpABSdStjCrYT8sOq26YKebETTeUPZ0uUjEo9fxrNeRep9+ZrloKJwbvoyItYeKvT4unRuy9dfT0Knqvzy62K++HKm1XFHR0d++/U76terTXx8Ai+89BZXrlwHYNTIIbzycl9MZjNDh37Mho3b7+s9v/l6Eq+83BcPryq5rz37bHfGfzwMTdM4ceIM/QcMKZT8te/Qis+mfYROp7Lg97+Y8c1Pt+TPgZlzv6BucE3i4xMZ/MpQrl0Np3SZkuw+sIaLoZY6fejQcUYMnQDA0mU/4+fvi16vY9/ew4waPhGz2Vwo8d6LX7s61M4pT1cWbiX0LuWp8byhbMspTx63KU+RD6E83a+W7Zoy9rPhqDqVvxes4Ofvf7c63rBpPcZMHkqVGpUY/vo4Nvy3JffYj0u+o26DWhzZf5y3+g2zdehWqrWpy9PjB6LoVPYv3cLmW9qEbV57gqb52oRL8rUJnxr9IjXa1QNgw/f/cOy/vTaPHyzjUu9NegdVVVm9eA0LbxmXqtukNu9OfIcK1Ssw8e3JbM933/ML8mPU9OG541Ij+4+xy7iUuA3NNp9J/7+442C/pmm9FEXpDvynKMrvwAfAi4AL0MsWwamqytgpw3m9z/tERUazeN0vbNuwk0shYblpIsMNjHv/U15++yWrczPSM/jo3UlcvXwdX38flmz4lT1b95OSnGqL0K3yMG7qhwzu8x6GiGiWrv+VretvzUOUJQ9vvVjg/F9nLcTJ2Yk+A3rZLujbUFWV9ye/y4cvjiImMoY5q2eye8MeroRezU0THR7N1GFf8PwbfQqcP/a7UfwxYyGHdx7B2cUJsx0231BVlUGfvsGkl8YTb4hj6sqvOLTpANdDr+WmuXz6EqOeGkZWRhad+3Wj/5iX+WbIl2SmZ/L90G8whEXi6efFF6u/5tiOo6Ql37BLPkZ+/gFD+g4nOjKG+WvmsnP9bi6HXslNYwiPZtIHU+j3Zt/bvscbI1/j2P4Ttgr5torq9VBVlc+nj+P5XoOIjIhi7dalbFi7lZDzF3PTvNC/N0mJyTSv35Wez3Rj3CfDefPV4eh0On74cRrvvjGaM6fO4+lZguxsY+55QwaP5Pix0w89D/+rXk904sXePRj76XR7h3JHiqrSf9JgpvebRLwhjvErp3Fs40EiLlzPTXP1zGUmdR9JVkYW7fp1oc+Y/swe8jUAWRlZTHjCvl+oAiiqQp9Jr/JDv89INMQxYuUUTm48hOFCeG6aa2fC2Nl9DNkZWbTs14leY17i1yHfUb5+FSo0rMrnXUcAMOzvSVRuWoPQfWceetyqqjJx2mgGPPsWhogolm9cyKZ127kQcik3TZ+XepGcmEL7xj156ukujJrwPu8NGs0TPTviWMyRbq374OTsxIbdy1j5z1qKF3fh+f7P8HTn/mRnZfPbnzPZsmEnVy5fu0skhUdRFZpPHsi6F6dyIzKeHqsncXXDYRJDI3LTXFy+l3MLLJ25Mp3q02RCP9b3+4KqL7YD4N+OY3DydqfLHyNY8eR40Gx/71NUhecmvcqsnDI1fOXnnNx4mKh8Zer6mTCmdx9LdkYWLfp1oseYl5g/5DvK1a9C+YZVmdZ1JADv/z2RSk1rcMEGZSo/k1ljyrrjzHmxJf7uzrz0y1baVA6koq97bpqfdp2jc/VS9GlQgYsxyQxZuoe1Q7pSTK/jnTY1uBCdzIUYm81VuS2T2cyUf/cwZ3BX/EsU56XvV9KmRhkq+nvmpvlp8zE61y1Pn2bVuRiVwJBfNrC2+vO5x7/6bz8tqpayR/i5VFXlncnvMPbFscRGxvLdf9+xf+N+rt7SJvxq2Ff0fqO31bmN2jeiYq2KvNPlHRwcHfjiry84tPUQaalpNs2DoqoM/HQwU1+aSLwhjkkrv+DwpoNEhObdM8JOX+bjp0aQlZFFh35deGHMAH4Y8lXu8WeHv8C5A/a9Z6uqyvDP3ueDF0YQHRnDz2tms2vDHsLytQmjwqP4bOg0XnizYPs8MyOLlzu/bsuQC1JVPEe8T8y7IzBFx+D322zSd+7BePmKVbL0TdtInD7D6jXH2jVxrFOLqJcGAeD743cUq1+XzCPHbRb+TYqq0PHTgfz50lRSDPEMWDmJC5sOE5fvnnFmxV6OLbTcMyp1rE+7cf34e+AXACReiWL+Ex/ZPO4CVIW6U15hV58ppEfG0W7dZCI3HCElJNwqmb64E5UGdSX+cGjua8nnrrG1yzg0kxknPw/ab5lC5IYjaKbCG8BRVZUZ331G1yde4Pr1SPbtXcOq/zZw9mxeHK++8gIJCUlUq9GSPn16MOXzj3jxpbeoXr0yffr0pE5we4KC/Fm/dgnVa7YCuOt7NqhfB09PD6s4KlUqz6iRQ2jdpheJiUn4+noXWv6mfjWe53q9QkR4FBu2/s26NVus+hkvDXiOxMRkGtfrTK/eTzB+4ocMfmUoAGGXr9KuVa8C7/vay++TmmLpJ/36xwx6PN2V5cvWFErMd8+QpTztzilPbddNxnCH8lThlvKUcu4a23LKU7Gc8mQo5PJ0v1RV5eNpI3ntuSFERUTz54b5bF2/k4shl3PTRIQbGPPeJF59u1+B83+ZuQAn52I8P+AZW4ZdgKIq9J70KnNy2oRDV37OqVvahOFnwvg6p03YvF8nuo95id+HfEeNdvUoVbMc058Yhd7RgXeWjOfstmNkpqbbNA+qqjL0s/cY9sJIYiJj+HHNLHZt2MsVq/teNJ8P/YK+bz5X4PyPvhvFHzMWcWjnYbuNSwlhC3dds1/TtFVAF6AE8C8QomnaDE3TYu52XmGpVa8GVy9fJ/xqBMZsI+uWb6Jdl9ZWaSKuGQg9e7HAN9NXLl3j6mVLgz0mKpb42AQ8vT1sEbaV2vUtebh+xZKHtcs30r7rrXmIJOTMhdt+0OzfafsO0O1UC65KeFgEkVcjMWYb2bJiGy06t7BKY7gexaWzl9FuuRZlK5dBp9NxeOcRANLTMsjMmb1sS5WCK2MIiyT6WhTGbCO7V+2kUacmVmlO7z1JVkYWAKFHz+Md6ANA5OUIDGGW2TYJ0fEkxSbh7uWOPdSsV53rYeFE5FyLDSu20LpLS6s0kdcNXDh76bYzNqrVroKXryf7th+0Vci3VVSvR70GtQm7dJWrV66TnZ3NimVr6fJEe6s0XZ9oz5+LlwPw34oNtGrTFIA27Vtw9lQIZ06dt8SekGSzWTUPomFwbUq4u9k7jLuqEFyJ6CsGYq5FYco2cmDVLup1bmSV5tzeU7nl6eLREDwDCqdjVpjKBVci9koUcdeiMWWbOLJqD3VuyUfo3tNk5+Qj7GgoHrn50HAo5oDeQY/e0QGdXkdyTJJN4q5bvxZXLl/j2pVwsrON/Pfvejp1a2uVpmO3tixbYpnNtXblJpq3amyJWgMXFyd0Oh1OTsXIzs4mNeUGFauU5/jhU2SkZ2Aymdi/5zBdnmp/669+aHyDK5IcFkXK1RjM2SYurdhHmc4NrNJk5+vg6F2KoeUM5ntULknkHssgYEZcMlnJafjULW+z2PMrG1yJmCsGqzJVu3NDqzQX9p65pUx55RwpWKZSYhJtmwHgVEQ8pb2KU8qzOA46lS41SrEtJNIqjaLAjcxsAFIzs/F1dQLA2VFPvdI+OOp1No/7VqeuxVDax51S3u446HV0qVuBbaevWqVRFLiRcy1SM7LwdXfJPbblVBhBnm5WXw7YQ5XgKkSERWC4asCYbWT7yu007dzUKk309WjCzoXl1ombylQuw6kDpzCbzGSmZ3L57GUatLWuV7ZQMbgSUWGRufeMfat20aBTY6s0Z/PdMy4cDcErMO+eUa5WBdx9PDi5w/aDyvlVr1fNqk24ecUWWnVpbpXGcD2Ki2cvFWifPyoca1TDeD0cU0QkGI2kb9yCc+vm9z4RQNNQijmCgx7FwQFFr8cUn/BwA76DwOCKJIZFkXTNcs84u2oflTpZl+2sfPcMB5diwKM3yORVrxI3LkeRdjUaLdvE9eV7CexSsI7WGPUcITNXYcr53AUwpWflDsSqTg4PJXuNG9Xj4sUwLl++SnZ2Nn/+uYIe3btYpenRvTN//GF52mjZstW0b9cy5/Uu/PnnCrKysggLu8bFi2E0blTvru+pqirTpn7M6DGTrX7HoNdeZPbs30hMtLSzYmLiCiV/9RvUIezSFa6EWfoZy/9ZTbcnO1il6fZEe5YusjyJtGr5elq1aXbP97050K/X63FwcLDZ5APPepVIvaU8BdymPFUf9RyhM1dhvkN50jk52GO+RK469WvmjulkZxtZ8++Gu4zpFPys3bfzIDcegTGdMsGViM3XJjy6ag+17tImvJKvTehfuSQXD5zDbDKTlZ5JxLmrVG9Tt8DveNiq16tGeFh47rjU5hVbaXmb+96ls5fQbhlfK1u5LDq9jkM7DwP2G5cSwhbuONivKEoPRVG2AuuAU8DzQE9FUZYoilLRFsH5B/oSFRGd+3NUZDR+gb7/8/vUqlcDBwcHroWF3ztxIfML8MWQPw8R0fgF/O95sDffQB9iIvPyEWOIwTfw/gbKSlcoRWpyKpN+msBP6+bw5rjXUdX73hu60HgFeBMbGZv7c1xkLF53Gexr/3wnjm47XOD1SnUro3fUE3XFcJuzHj7fAB+rehEdGYNvziD4vSiKwvsT3mbGpNkPK7z7VlSvR0CgP+Hheb8rMsJAQKBfgTQROWlMJhPJySl4eXlQsVJZNDQWL/uRDdv/5u33XrU675uZn7Fx5z8MHfHmw8/IY8bT34v4iLzyFB8Zj6f/nctT6z4dOLntSO7PDsUcGb9yGuP+nUK9zo3veN7DVsLfi4SIvA5jQmQcJe4ysNesTzvObDsGwOUjoYTuPc1nB+fy+YG5nN1xnKiLtrnvBQT6ERmR9whsZEQU/rfcr/0D/YjMVy9SklPx9PJg7cpNpKVlsO/0RnYdW8tPM38nKTGZkLMXadSsHh6eJXBydqJtx5YEBgXYJD8ALoGe3IjMW0orzRBP8cCC16L6wI48t+srGn3Ul33jLY90x5+9SplO9VF0Kq6lffGuXQ7XIPt8uVTC34vEfGUqMTKeEv5ed0zftE87zuaUqbAjoYTuPcOkg3P49MAczu04QdTFiDue+7BEp2QQ4Oac+7O/uzPRKdYzyd5sVZ3Vp67RecYahizdw+gutu+A3kt0UhoBJYrn/uxfwoXoW55Ie7NTfVYfvUjnzxYz5JcNjO5pGcRJy8zmt20neLNTPZvGfDs+AT7EROTN+4mNjMX7Pr88vXz2Mg3aNKCYUzHcPd2p06wOvkG2bxd7BngTH5lXL+Ij4/AMuHO9aPN8B47n3DMUReGlcS+z+DP7LGmVn2+AD9FWbcJYfP+HfoZjMUfmrZnNj6t+oFWXFvc+4SHQ+flgisrLgyk6Fp1vwTw4t2uF34Kf8JoyAZ2f5XjWqTNkHj5G0Oq/CVzzFxn7DmIMu1rgXFtwDfAkJd89IyUyHreAgveMegM6MnjHV7QZ05fNE/KWASlR2peBaybzwtKPKNWoaoHzbMUp0JP0fPeM9Mh4nAOt64ZH7XI4B3lj2HSswPme9SrScfsXdNw6jWMj5xX6LOygkgFcu553H7oeHknQLW2D/GlMJhNJScl4e3sSFHSbc0sG3PU933n7FVb9twGDIdrqd1SuXIEqVSqwY9tydu9cRZfObQslf4FB1v2MiPAoAgP9rdJY+iKRufmz9DMsZa1M2VJs2fkvK1b/QdNm1oPqf/7zM2cv7iE19QYrl68vlHjvxfmW8pRxm/JUIqc8Rd2hPLXf/gXtt07j+EMoT/fLL8AXQ3heOzcqMrpAO7co8LilTZh0jzZhk3xtwoizlsF9BydHinu6UblZDTzuczyoMPkE+BCdrw0SExmDb8D9jYVYxqVuMPmnT/h5/RzestO4lBC2cLc1+ycDjQFnYL2maY2B4YqiVAY+A26/PsgjxsfPm8+/H8+49z4tMLtI2IZOr6N249oM7vom0eFRjJ/9MV37dGbNknX2Du2OWj3dloq1KzH++TFWr3v4efLuN0P5Yfh3RbI8PftyL/Zs2U90pE0ezik0j8v10On0NG5an27t+pCensGfK37hxLEz7Nqxj3cGj8QQGU1xVxfm/f4dz/XtwV9LVt77TcX/rFmv1pSrU5Gpz3+c+9qHLd4kMSoe39L+jFz8CdfPXSHm6qO9fmOjXi0pU6ci3z3/CQA+Zf3xr1SScU3fAuDdBeOo2Og4Fw+es2OU91a3fk3MJhPNanWmhIcbS//7hd3b93Mx9DJzZ/zG/L9nkZ6WwdlT5zGbTPYOt4Cz8zdxdv4mKvRqRvB7vdgxdC4hS7bjUSmInms+JfV6LNGHQ+3WQf1fNOzVkjJ1KjDj+YnAzTIVxISmbwPw9oKPqNCoGpcewTK17sx1etQpy4CmlTl+PY5xKw/x9+sdURXF3qH9T9Ydu0iPBpUZ0KY2x69EMW7Jdv4e9gxzNh7hpVa1cCnmYO8QH8iRHUeoUrcKXy3/iqS4JM4dscwSfJS1eLo1FWpXYvLzlvXsOw7oyrGtR4g3FM5MXnvq3eQFYg2xBJUJZMafX3Hp3GXCr9j+C717ydi5l7QNWyA7m+JPP4XnhNHEvjMcXakg9OXKENndskSRz/df4hhcm6xjJ+0c8Z0d/X0TR3/fRPWezWj2bi/WDJ/LjehE5jT7gIzEVPxrlePpn4byS6fRVk8CPDIUhdoT+3H4/dvv4ZRw9CKb2ozErXIQDWa8hWHLcavZ2kVJYKA/z/Z+ivYdny1wTK/TU6lSedp3fJZSpQLZuvkfgut3ICnJfsvFRRmiqVezHQkJidQJrsnvC2fSsumTubP6+zwziGLFHJnz83RatWnK9q177BZrrpzydOQu5WlLm5G45pSnqCJcnoqaBr1aUrpOBX7IaROe33mC0nUq8P4/k0iNSybsSGiReEI9P51eR53GtXiti2Vc6pPZH9OtTxdWL1lr79AEgCypVKju9jVWEvAM0BvI/Spb07RQTdPuOtCvKMrriqIcUhTlUHza/32wJCoyBv+gvBmz/oF+/9MgZXFXF2Yu+Irvp87lxBH7rKkZbYghIH8egvyINhStgVaAmMhYfPPNXvYN8CUm8v46OTGRsVw4c4HIq5GYTGZ2rd9N5VqVH1aodxRviMMn3wx470Cf23bUareoS+8hzzF10GSMWXnrqTu7OjP21/Esnr6A0KPnbRLz7cQYYq3qhV+gLzH5ZsjfTe0GNXnuladZvn8J749/iyee7cI7Y+2zVmtRvR6GyChKlsybQRQYFIAhMrpAmqCcNDqdDnd3N+LjE4mMMLBvzyHi4xNJT89gy8Yd1K5bI+ccy3vcSE3jn79XE1zffhsvFkUJUfF4BeWVJ69ALxKiCpanGi3q8NSQ3nw3aIpVeUqMsszGi7kWxbl9pylb0z5LriRFxeOZbwa4Z6A3SVEFlySo2qI2XYY8w9xBX+Tmo26XxoQdDSUrLZOstExObztG+fpVCpz7MBgiowkMypt5FhjkT9Qt9+uoyGgC89ULN3dXEuIT6dG7G9s378FoNBIXm8Dh/ceoHWypF38uXE7PDi/Rt/trJCUmc/mi9RrOD1NaZALF880+cwnw4kbknZeHuLRiH2VzHk3XTGb2T1zI8i4fsem1b3B0dyHpUuQdz32YkqLi8chXpjwCvUiKKrj5d5UWteg05Gl+GvQlppwyVadLI8KOXsgtU2e3HaNcfdvfv/3cnDDkm8kflZyOX76Z/gD/Hgujc42SANQt5U2m0URi2qP1aLZfCRcMSXkz+aOS0vBzL26V5t+DIXTOWfKpbln/nHxkcPJqDN+uOUi3KUtZuOs087YcY8lu2+6dcFOsIdZqNr5PoA9x/8PA95LvlzCk6xA+eukjUCD8ku2fvE0wxFkty+MV6E2CoWC9qNmiDj2GPMvX+e4ZlepXpdPAbnyzaw4vfjSQVs+05flRBddotoUYQyx+Vm1CH2L+h35GrMHSfoy4GsnRvceoXKtSocd4L6boWHT+eXnQ+flgirHOgzk5GbItA3w3VqzBsZrlc8i5bSuyTp1BS89AS88gY+8BHGvVsF3w+aQaEnDLd89wC/QixXDne8bZlfuonLM0nCnLSEaiZV+5qFNhJF6Jxqu87Z5kyy8jMgHnfPcM50Av0vM9saB3dcK9amla/fMxXQ5+h1f9SjSb/yEetyxVlxIagfFGBu7VCnePkYhwA6VLBeX+XKpkIBERhjum0el0lCjhTlxcAhERtzk33HDH96wXXIuKFctx/uxuLoTsw8XFmXNnLJuNXw+PZNWqDRiNRsLCrhEaeonKlR687RgZYd3PCCrpT2Sk9XiKpS8SmJs/Sz8jgaysbBISEgE4cew0YZevUvGWmDIzs1i7ejPdnrBeGuhhSb+lPDndpjy5VS1Ny38+pvPB7/CsX4kmtylPqQ+pPN2vaEMMASXz2rn+gX4F2rlFQeItbcIS92gTzsvXJgTYNHM5058YzZz+n4OiEGOHtm2sIRa/fG0Q30BfYgz3NxYSExnDhdMXc8eldq7fTZXatm/XCmELdxvsfxrwxjL7v+DOsXehadqPmqY11DStoZeL/71PuIPTx85StkJpSpYJRO+gp2uvjmzbsPO+ztU76Pn212ms+mstG//b+n+O4UGdOnqWMvny0K1XJ7auv788PErOHz9PqfIlCSgdgN5BT/uebdmz8f5mA5w7dh5Xd1dKeJUAoH7zYKsNVGzlwvFQAssH4VfaH72DnhbdW3Fw436rNOVrVuCNKW8z9bXJJMflrXWtd9Az8sexbF+2lX1r7DsL4syxc5QuX4qgnGvRuWd7dm7YfV/njh8ymR6N+tCrSV++mzSbNX+vZ+bnPz7kiG+vqF6PY0dOUb5iWUqXLYmDgwM9e3dj/Vrrz5j1a7fS54VeADzVszO7dljytW3zbqrXqIKzs2V98qYtGhFy/gI6nQ4vLw/AspZmpy5tOH/2gi2zVeRdPn4Bv3KB+JTyQ+egp3H3lhzdeMgqTZma5Rn4+RvMGDSVlLi8mVcu7sXRO1oedHP1dKNyg2pWmzTa0pXjF/EtF4B3KV90Djrqd2/OiVvyUapmOfp+Poi5g74gNV8+EiJiqdSkBqpORdXrqNykOoYLtsnHiaOnKVehDKXKBOHgoOepp7uwad02qzSb122nd9/uAHTr0ZG9Oy37hkRcN9C8lWVfAmcXJ4Ib1uFSaBgA3j6Wx9KDSgbQ5an2rFhmu5k3Mccv4V4+ANfSvqgOOir0bMrVjUes0riXz2vjlO4QTNJly4CDzskRvXMxS+ytaqEZzVYb+9rS1Zwy5ZWvTJ3aaL0kWsma5Xj+88H8POjLW8pUHJWaVM8tU5Wa1LDaxM1WagZ5cjU+lfDEG2SbzKw/c502VQKt0gS6u7D/sqXjfSk2mSyjGU+XYjaP9W5qlvLlamwy4fEpZBtNrD9+iTY1ylilCfRwZf8FS1m5FJVIVrYJz+JO/Pr2U6wd8zxrxzzPSy1r8lr7YPq2sM+gZsjxEILKBeGfc/9u06MN+zbuu69zVVXFzcOyB0y5auUoX708h3cUXKLvYbt0/AIB5QPxLW25ZzTt3pIjG633MipbszyvTnmTr1+bYtUGmf3+t3zQ/A2GtnyTRZ/NZ+c/21g6bYGtswDAuWPnKFW+JIE5bcIOPduza8Pe+zrXrYQrDo6WJ0VKeLpTu1EtwkJs3z7POnsOfemS6AIDQK/HuVN70ndY50H1zhtEd2rVnOycpXpMhiiK1asLOhV0OorVq2u3ZXwij1/Cs3wAJXLuGdW7N+XCLfcMz3J594yK7YNJCLPcM5y93FBUy1NIJUr74lnen8Sr1hNJbCXh2EVcKwTgUsYXxUFHqV7NiNyQV0eNKemsrvkG6xu9z/pG7xN/5AJ7B04n8fhlyzk6y/CCcykf3CoFkXbt/gbh7tfBQ8eoVKk85cqVxsHBgT59erLqvw1WaVb9t4H+/S0bc/bu/SRbt+3Ofb1Pn544OjpSrlxpKlUqz4GDR+/4nmvWbqZUmXpUqtKUSlWakpaWTrUalvX/V65cR5s2lnXCvb09qVy5ApcuP3jZO3rkJOUrlqNM2VI4ODjQ65knWbdmi1WadWu28PyLTwPQvVcXdu3YlxvHzSVJypYrRYWK5bgSdo3ixV3w97cMjup0Ojp1aUtoyKUHjvV+JN6mPBluKU9ra77Bhkbvs6HR+yQcucD+O5Qn14dQnu7XyaNncsalLO3cJ57uXCTHdK7d0ias1705p2/TJnzuNm1CRVVw8XAFILBaGYKqleH8zhM2jR9ud99rx+4N/8O4VIl841It6tnlvieELdxxGR9N02KB7xVF8QL0OX/flKJp2kN/fspkMvH52K+YvfhbdDqV5Yv/4+L5y7w9cjBnjp1l24Zd1Ayuzre/TMXdw402nVry1ohBPNPmJbr06ED9psGU8HSnx/NPAPDx+5M5fzr0Hr/1IeRhzHTmLvkOnU7l35w8vDNyMKePn2Pb+p3UCq7Ot79Ow93DjbadW/LOiMH0amP5fmX+ijmUr1QWl+LObDq6kvFDP2PPtv33+K0PIx9mvvv4e75cOBVVVVm7dB1hIVd45cOBnD8ewp6Ne6latyqTf/4E1xKuNOvUjJeHDeSVDoMwm83M/nQuXy/9EkVRCDkRwn+L1tg8D2aTmZ/Hz2Xc75+g6lS2/LmJ66HXeH7Yi1w8cYFDmw7Qf+zLOLk4M3zWKABiI2KYNugzmj3VkuqNa+Lq4UbbZy0bRM788DvCzly2eT5MJhNffvQtMxZNR9WprFqyhkshYbw+4lXOHj/Hzg17qF63Gl/M+xR3DzdadWrO6x++Qt92L9s81rspqtfDZDIxdsRnLF72EzqdypIF/xJy7gIjxg7h+NHTbFi7lcV/LOP7udPYc2QdiQmJvPnqhwAkJSUzd+Z81m75E03T2LxxB5s37MDZxZnF//yE3kGPTtWxc/teFsz/66Hn5X6NmDCVg0dPkJiYTIde/Xj7tf70vmUzNHszm8wsHP8zw3//GFWnsvPPLUSEXqPX0L6EnbzAsU2H6DNmAMVcnHh71nAA4sJjmTF4KkGVSjHw8zcwaxqqorB69r9E2GiQ/Hb5+HP8L7zz+1gUncq+P7dhCL3Ok0Of4+rJS5zcdJheY/pRzMWJ12YNBSAhPJa5g7/k6Jp9VGlei7Hrp6NpGme3H+PU5iP3+I2Fw2Qy8cnoacz/axaqqvLXohWEnr/EB6Pf4uSxM2xet52lC5fz9azJbDmwgqTEZN4bPBqAP35ZyhczJrJu198oisLfi1dw7ozlXj3r1+l4eHlgzDYyYeRUUpJTbZIfsMzO3/vxfLouHImiqoQs3U5iSDj1P+xN7PHLXN14hBovdyaoZU3MRhOZSTfYMXQuAM4+7nRZOArMZm4YEtj+vv32STGbzCwb/ytv/T4WVaey78+tGEKv023oc1w7eYlTmw7Tc8xLFHMpxsuzPgAsZernwdM5tmYflZvXZNT6L0HTOLv9OKdtVKby06sqo7sE89bi3ZjNGj3rlqWSrzuztp+hRqAHbasEMaxjbSatOcLCA5YvSid2b4CSs4RPtx/WcSMzm2yTma0hEcx+oSUVfW2zqbtVPnQqo3s2462f11ny0agKlQI8mbX+MDVK+dC2ZlmGPdWYSX/vYuFOyxOpE59vlZuPR4XZZGb2x7OZvGAyOp2ODUs3cDXkKv2H9yfkRAj7N+6nSt0qfPzTx7iWcKVJxyb0G9aPNzu+ic5Bx/Rl0wFIS03jy/e+tMsyPmaTmfnjf2bk7+NRdSrb/9xMeOg1eg/ry+UTFzmy6SAvjB2Ak4sT782y3MPjImL5etAUm8d6NyaTmW/Gfc/Xi6ahU3X8t3Qtl0PCGPThy5w7HsKujXuoVrcqU+ZNwq2EKy06NWPQ8Jfp1/5VylYuy8ipQ3PvfQt+WEyYHSbjYDKTOP17fGZMQ1F13Fi1FuPlMNxff5mssyFk7NyD6/PP4NyqOZrJhDk5mYRJ0wBI37KDYg3r4b9wHqCRsfcgGbvu78uOwqaZzGwaP5/nfh+JolM5+ed24kLDaTmsN4YTl7mw6Qj1BnamXMuamLJNZCbfYPUwyz2jdJNqtBzWG1O2CTSNDWN/JSPpxj1+48PLx7Gxv9Fi8WgUncqVxdtIOR9O9ZHPknjsEpEb7nwP8G5clarv9sCcbQSzxrHRv5IVn1Ko8ZlMJt7/YBxrVi9Cp6r8Nn8pZ86E8MmEDzl0+Dj//beRX35dwvzfZnDuzC4SEhJ5sZ9lKbozZ0L4++9VnDy+FaPJxHvvf5S7DMnt3vNu1m/YRqeObThxfCsmk4lRYz4lvhA2hzaZTIz5cBJ//vMzqk7H4gXLOH/uAqPGvsexo6dYv3YLC//4m1k/fsmBoxtISEji9Vct7cFmLRoxaux7GLONmDUzHw6dQGJCEr6+3vyxZDaOjo6oqsLunfv57ZclDxzr/dBMZk6M/Y3mt5SnajnlyXCP8lT53R5o2UY0s8aJh1Ce7pfJZGLy6C/5eekMVJ3KP4tWceH8Jd4d9Tqnjp1la86Yzve/fYF7CXfadW7FuyNfp3try4IYf6z8kQo5Yzpbj61i3NDP2L31/r4kL0w324Rv5LQJ9+e0CbvmtAlPbzpMj9u0CecNno7OQc+7f30CQEZqOguG/mCX+7fJZObbcd8zfdE0VFVlzdK1hIVc4dUPX+b88fPs3riXanWrMnneRNxKuNK8UzNeHT6Qge1fw2w2M2vSXL5dOh1FgfMnQ1m1aLXN8yCELSj3WudaUZQwoDSQACiAB2AAooDBmqbddTpOnYBmj8XCS+YisB74vfg4uNo7hELho3OxdwiF4mp20r0TPeLKOJSwdwiFYndS0Z9Ff/XCf/YOoVC83nCEvUMoFMXvuiVO0bAm9e4d3aLiI6ea9g7hgZ3QG++dqAiYOsk+y2MVuhJ33jS7qHhmiP2eei1M3qrzvRM94i4bE+0dQqFYap/VNQrdIkPQvRM94iplFq11tO+kT/x2e4fwwDydH4/+90/ODe6dqAgYYy76fb6uLhXsHUKhOJxd9JZButWO8M2P1myMIi51TO+iP+h6G65TltmlnNzP1tMbgSc0TfPRNM0b6Ab8B7wNzHqYwQkhhBBCCCGEEEIIIYQQ4t7uZ7C/qaZp62/+oGnaBqCZpmn7gEdrMVQhhBBCCCGEEEIIIYQQ4v9D97POQKSiKKOAmwu7PQ9EK4qiAx6PZwSFEEIIIYQQQgghhBBCiCLsjjP7FUX5I+efG4BSwPKcP6WBFwAd0OfhhieEEEIIIYQQQgghhBBCiHu528z+BoqiBAH9gXZYNufN3TBB07QsoOjvcCKEEEIIIYQQQgghhBDC9syP5f68dnO3wf45wGagAnAo3+s3B/0fj23AhRBCCCGEEEIIIYQQQogi7o7L+GiaNkPTtOrAL5qmVcj3p7ymaTLQL4QQQgghhBBCCCGEEEI8Iu442H+Tpmlv2SIQIYQQQgghhBBCCCGEEEL839xtGR8hhBBCCCGEEEIIIYQQ4uGQNfsL1T1n9gshhBBCCCGEEEIIIYQQ4tEmg/1CCCGEEEIIIYQQQgghRBEng/1CCCGEEEIIIYQQQgghRBEna/YLIYQQQgghhBBCCCGEsD3NbO8IHisys18IIYQQQgghhBBCCCGEKOJksF8IIYQQQgghhBBCCCGEKOJksF8IIYQQQgghhBBCCCGEKOIe+pr9rzlWfNi/wia+vXHS3iE8sBW+JewdQqFISHw8vqOq/oqfvUN4YNmXYu0dQqFwDG5i7xAe2OsNR9g7hELx46Ev7R1C4TBl2zuCB9a03qf2DqFQXNFp9g7hgdXLfjy2WOoy5oC9QygU1zPj7R3CA/taX93eIRSKBF3RbxOWMjrYO4RC0eh80e8rAYx0D7J3CA9srVPRb4MAnCpX194hPDC93mTvEApF0+uH7B1CoThYvqy9Q3hgFwxFv10L8OlLxe0dgnjUmB+Psv2oKPotZCGEEEIIIYQQQgghhBDi/3My2C+EEEIIIYQQQgghhBBCFHEy2C+EEEIIIYQQQgghhBBCFHEy2C+EEEIIIYQQQgghhBBCFHGPx45vQgghhBBCCCGEEEIIIYoUTTboLVQys18IIYQQQgghhBBCCCGEKOJksF8IIYQQQgghhBBCCCGEKOJksF8IIYQQQgghhBBCCCGEKOJkzX4hhBBCCCGEEEIIIYQQtidr9hcqmdkvhBBCCCGEEEIIIYQQQhRxMtgvhBBCCCGEEEIIIYQQQhRxMtgvhBBCCCGEEEIIIYQQQhRxsma/EEIIIYQQQgghhBBCCNszm+0dwWNFZvYLIYQQQgghhBBCCCGEEEXcIz+zv2ybOrT5pD+KTuX0km0cmrXK6njtfu2pM6ATmslMdloGm0fPIz40AgCfaqVpP+VVHN2c0cwaS7qPx5SZbZO4W7dvzoQpo1BVlaUL/mXOd79YHXd0dOCrWZ9Rq251EhOSGPLaSMKvRaDX65n63QRq1qmOXq/jn6WrmP1t3rmqqrJy82IMkdEMevFdm+TlJucWDfEZ/SaKTkfysrUkzvvT6rhbz054Dx+EMToOgKTFK0lZtg6ACsfXkBUaBoAxMhrDu5/YMvTbcm9bjzITB4FOJXbxRgwz/7E67v1ce0qNG0i2IR6A6N9WE7t4kz1CLUBXORjHJ18BVcV4aDPZO5ZbHXd8YiBqhVoAKA6OKMVLkDb5ZdTAcjj2GIxSzBk0M1nb/sF0co8dcmChr9sI5wFDQNWRtXU1mSsXF0jj0LQtTr0HAmC6cpG0HyYDUGLhJsxXLwNgjovixvRxtgs8H7V8LRw7vGi5Fsd3YNy/xuq4Q/u+6MpUz/nBEcXFnfTv3gHAecQ8tJjrAJiT48j6Z4ZNY8+vVptgXhz/KqpOZcfSzayZ/a/V8c6vdad13w6YjWZS4pP4ZeQs4sJjAJh38U+un78KQFx4LDMGT7V5/Pdj3Odfs2P3Abw8PVi+YI69w7mjXfsPM3XGz5jMJno/2ZlB/Z61Oh5hiObjqTOIT0yihLsbU8cNI8DPB4CvZ//Gjn2HAHhjwPN069DK5vHfTmDbOjT6tD+KqnJh8TZO/7DqtulKP9GINj+/z5quHxN/4rKNoyyoQps6dJ5gaYMcW7KNvbOt467/Ugca5LRBstIyWDNmHrGh4QTVrcATUwZZEimw89t/OL/+kB1yUFDJtnVoPMlyLUIXb+PkzNtfi7JPNKLdT++zqtvHxD0C16Jx20a8N+kdVFVl9eI1LJy5xOp43Sa1eXfiO1SoXoGJb09m++oducf8gvwYNX04fkG+aBqM7D8Gw/Uom8Xeun1zxn8+AlVV+XPBcubM+NXquKOjA9NnfUqtOpY24buDRhF+LRK9Xs+Ub8dTq041dHod/y5dzeyc9qSbuytTv51AleoV0TSNUe9N5OihEzbLk1+7OtT+dACKTuXKwq2E3qFOBz3ZiMbzhrKty0ckHr+MR72K1PvyNctBReHc9GVErrVP3SjZtg5NcupCyG3qQtX+7ak+sBNmsxnjjQx2j5xHUmgEqoOO5tNew6dOeTTNzP7xCzDsPWuXPAB4t6tL1ckvo+hUwhduIez7FbdN5/dkY+r+Mpz9nceQfPwSAK41ylD9y8HoXZ3RNI0DXcZitlFfqV2HlkyaOgadTsei3//mh29/tjru6OjAjDlTqRNck4T4RN54dRjXr1r6eNVrVuGLbz7Bzc0Vs9lMt/Z9yMzMYtHfc/EL8EWv07N/72HGfPgpZhvOFCzbpg5tP+mPqlM5tWQbB2/pt9bp1566Azphzum3brql39phyqsUy+m3LrJhv/VWNdsE03f8K6g6lZ1LN7Nu9nKr451ee4qWfTtgNppIiU/mt5GziA+PBcAryIcBU9/EK8gbTYMZr3xO3PUYm+eheKsG+H30BopOJfGv9cT/+JfV8RJPd8R31GsYoyxxJyz4j6S/1uceV4s7U37tXFI37SVq0mybxp6fS8uG+Ix5E3Q6kv9eS+LPt/S/e3XC58N8/e+FK0nO6X9XPJmv/x0RTeSQT2wZeq72HVvx+bSPUHU6Fsz/ixnf/Gh13NHRgVlzv6ROPUtdH/TyB1y7Gk7pMiXZc3AtF0ItbZDDB4/x4dAJ9sgCAM7NG+I16m0UVSXl37Uk/bLU6rhrj854DR2cey2Sl6wg9d+1AOgCfPH9ZDg6f1/QNKKGfIQxwnbtkPyK6j3jTnTV6lOs1yBQdWTv20D2lmVWxx17voauUm0AFIdiKG4luPHRi/YIVQibeqQH+xVVoe3kgfz70lRSI+Ppu2oSlzYezm0UAZxfvpeTC7YAUL5TfVp93I8VA75A0al0+e4t1n8wh9izV3HycMWcbbRJ3KqqMumLsfTv/QaGiChWbFrEpnXbuHD+Um6aPv2eJikxmXaNuvPU010ZPeED3h00kid6dsLR0ZFurZ7FydmJjXv+YeWydYRfs+T5lTde4kLIJVzdXG2Sl3yZwnfcO0QMHoPREEuppd9zY+s+si9dtUqWum4HsZ/PLHC6lpnF9WfftlW096aqlJn8BiEvTiA7Mo7qq78kccMBMkKvWyVLWLWLq+N+slOQd6CoOHZ/jYxfP0VLjsfprSkYzx7KHTQGyFozP/ff+qZdUYPKA6BlZZL59/docQYUN0+c3plGeugxyEizdS5AUXF+5X1ufD4Cc1wMbp/NIfvwHszhV3KTqAElKdbzRVI/eRftRiqKu0fe+VlZpIwZbPu481MUHDv1J3PpdLSUeJwGjsd04RhaXN5nVPaWJdxsAunrd0D1L5t3vjGLjN/s12i9SVFV+k8azPR+k4g3xDF+5TSObTxIxIW8MnX1zGUmdR9JVkYW7fp1oc+Y/swe8jUAWRlZTHjiQ3uFf996PdGJF3v3YOyn0+0dyh2ZTCYmfzOXn76eRICvN8+/Ppx2LRtTsVyZ3DTTZ/1Cjy7t6NmtA/sPH+fbH39n6rhhbN97kDOhF/l73ndkZWfzyvtjadW0Aa7FXeyYI8u9vPHnA9ncdyppkfF0WzOJ6+sPk5TvXg6gL+5EtUFdiDl8wU6RWlNUha6fvsyil6aQbIjn1ZWfErrpCLGh4blpTq3Yw5GFmwGo3LE+Hce9xJKBXxB9/jrzuo9DM5lx9fNg0NrPCdl0BM1k38dTFVWhyWcD2fCC5Vo8tWYSVzfc/lpUf60LMUcejWuhqipDP3uPYS+MJCYyhh/XzGLXhr1cCc27X0SFR/P50C/o++ZzBc7/6LtR/DFjEYd2HsbZxQmzWbNp7BOnjWbAs29hiIhi+caFbFq3nQsh+dqEL/UiOTGF9o178tTTXRg14X3eGzSaJ3p2xLGYI91a98HJ2YkNu5ex8p+1hF+LZPznI9m+ZQ/vvDoCBwc9Ts5ONssTqkLdKa+wu88U0iPjaLtuMoYNR0gJCbdKpi/uRIVBXYk/HJr7Wsq5a2zrYqkbxfw8aL9lCoYNtq8biqrQ9LOBrM+pC91vUxcu/buX839Y+hilO9Wn8YR+bOz3BVVebAfA8o5jcPJ2p9OCEax6YjxotitXuVSFalNf5Uifz8iIiKPJ+inErD/EjVuuha64E2UGP0Fivmuh6FRqzRzCqXdmknrmCg6etu0rfT59HM/3GkRkRBRrty5lw9qthJy/mJvmhf69SUpMpnn9rvR8phvjPhnOm68OR6fT8cOP03j3jdGcOXUeT88SZOfE/forw0hNuQHAz79/S/deXVjxz1qb5ElRFdpPHsg/L00lJTKeF1dN4uIt/dZzy/dyIqffWqFTfdp83I9/c/qtXb97i3V26LcWzIfKi5Ne45t+n5JgiOejlVM4vvEQkbe0CT/rPoqsjCza9OvMs2P68+OQbwB49eshrP7hH87uOkExFyc0eyzLoKr4T3iba698RLYhlnLLviV18z6yLl6zSpayZscdB/J9PhhA2sFTtoj2znL63+GDxmCMiqX0zf73Rev+d8raHcR+dvv+97Vn7Nv/VlWVaV9N4NmerxARbmDjtmWsW7PZqq6/NOA5EhOTaBzciad7P8mEiSMY9MoHAIRdvkq7lj3tFH0+qor32HcxvDEKY1QsQYt+IG3b3gJjITc2bCduyg8FTvedPIrEnxeRse8IirOTfe4XUGTvGXekqBR75g3S54xHS4rDeehXGE8fQIvKq+tZK+bl/tuh5ZOoJSvaI1IhbO6+lvFRFKWCoiirFEWJVRQlWlGUFYqiVHjYwfkHVyQpLIrkqzGYs02ErNpHhc4NrNJkpabn/tvBuVjuB2fZ1rWJPXuN2LOWD+CMxFQ0G3Xu6tavxZXL17h2JZzsbCOr/l1Hp25trdJ06taOZUtWArB25Uaat24MgKZpuLg4o9PpcHIqRnaWkdSUVAACgvxo17kVSxdYz7i1hWK1q5J9NQLjdQMYjaSu3Ubx9s1sHkdhKR5cmcywSLKuRqFlG4lfsQuPzk3sHdZ9UUtVwhxvQEuIBpMR04nd6Ks3vGN6fZ2WGI/vBkCLi0SLM1j+nZKAlpqEUtzdJnHfSlepGmZDBOboSDAZydq7BYeGLazSOLZ/iqwNy9FuWOqAlpxoh0jvTA2sgJYYjZYUA2YTxrMH0FWud8f0uhpNMZ7dZ8MI70+F4EpEXzEQcy0KU7aRA6t2Ua9zI6s05/aeIisjC4CLR0PwDPC2R6gPpGFwbUq4u9k7jLs6eTaUMiUDKR0UgIODA906tGLLrv1WaS6GXaNx/ToANK5fh605xy+GXaNh3Zro9TpcnJ2oUqEcu/YfsXkebuVdryIpYVGk5tzLw1bso1SXBgXS1R35LGdm/mf3GUI3BQVXJD4sisRrlrjPrNpHlU53aYO4FMv9tzEjK3fwUlfMwW59ulv53HItLq/YR5nbXIv6I5/l1Kz/MGU8Gteier1qhIeFE3k1EmO2kc0rttKyS3OrNIbrUVw6e6lAW69s5bLo9DoO7TwMQHpaBpkZmTaL/dY24X//ri/QJuzYrS3LllhmAK9duYnmrW62CcHFxSmvTZidTWrKDdzcXGncrD5/5rQHs7ONpCSn2ixPnvUqkXo5irSr0WjZJq4v30vAbcpR9VHPETpzlVWdNqXnqxtO9qsbt9aFS7epC9n56rfeJa+P4VGlJJG7TwOQEZdMVnIaPnXL2y74fErUr0Ta5SjSr1iuhWH5Hny7NiqQruLo5wn7YQXmnPs4gHfbOqSeuUrqGcuXZtkJqWCjvlK9BrUJu3SVq1euk52dzYpla+nyRHurNF2faM+fi5cD8N+KDbRq0xSANu1bcPZUCGdOnQcgISEpd/b+zYF+vV6Pg6MDmg0LWEBwRRLDokjKKVPnV+2j4j36rdoj0G+9VfngSsRcMRB7LRpTtpGDq3YT3Nm6n3F+7+ncNuGloyF4BngBEFipFKpOx9ldlqeMMtMyctPZklOdKmRdiSD7mgGyjSSv3oFrx/vvtxarWQm9jwdpu+zbhnLK3//OtvS/XYtY/7t+wzpcvnSFK2HXyM7O5t9lq+n2ZEerNN2e7MCSxZb72crl62jV9tHLY7FaVcm+FoEx3DIWcmPdNlzaNr/3iYBDhTIoeh0Z+yzlSUvPQLNhOyS/onrPuBO1TGXMsZFo8VFgMmI8uhN9rTuP6ejrtcZ4dMcdjws7M2uP5x87ud81+xcBfwIBQBDwF1BwvY1C5hrgSUpEfO7PqZHxuPp7FkhXZ0BHBu78ipZj+7J9wu8AeFQIQEOj1x8jeWH1ZBq8+eTDDjdXQKAfkeGG3J8NEdEEBPpbpfEP9CMywpLGZDKRkpyKp5cHa1duIi0tnf1nNrH7+Hp+mjmfpMRkAMZ/NpKpn3xj08dRb9L7eWM05D2CaYyKRZ+zbER+xTu1oNQ/s/H/ehy6AN/c1xVHR0ou/Z6SC7/F5RFopDgGepEVGZv7c5YhDsdArwLpPLo1o8bGb6kwdyQOgQXzaw+KuxdaUlzuz1pyPEqJ2w+8Kh4+KF5+mC8VnJmilqqEotNbbo52oHr6YI6Lzv3ZHBeD6mn9f6wLKIUaWBrXT77HddJM9HXzNUYcHHH9bA6uk2YW+JLAVhQ3T7TkvM8oLSUexbXgZxSA4u6NWsIH85V8j/rrHSg2YDzF+o+765cED5unvxfxEXn1IT4yHk//Ow/mt+7TgZPb8jpADsUcGb9yGuP+nUK9zo0faqyPu+jYuNwleQD8fX2IjomzSlO1Unk27dgLwKYde7mRlk5iUjJVK5Zn1/4jpGdkkpCYzMGjJzFE2/7R+Vu5BHiSlu9enhYZj0ugdT3xql2O4kFehG8+ZuPo7swtwIuUyLz/++TIeNwCCtbvBgM68faOr+kw5gXWT8h7qioouCKvb5zG6+unsu6jX+w+qx8s1+JGvmtxIzIel1vy5FWrHC6BXlx/hK6FT4AP0RF5ZTkmMgbfgPu7J5euUIrU5BtM/ukTfl4/h7fGvY6q2m7LqoBAPyLzPaofGRGFf6CvVRr/fO3Ggm3CDPad3siuY2v5aebvJCUmU6psEPFxCXzx/URWbVnMlG/H4+xiu5n9zoGepEfk1Y2MyHicb2lDlahdDucgb6I2HStwvme9irTf/gXtt07j+Mh5dqkbt9aFtMh4it+mflcb2JHeu7+i0bi+7B9v6WPEn7lK6c71UXQqrqV98a5djuJB9vkCvFiAF5n5rkVmRBzFbsmHW+3yOAV5E7vpqNXrLhWD0DSNekvG0mTjVMq+08MmMQMEBPoTnq+vFBlhICDQr0CaiHz1Ijk5BS8vDypWKouGxuJlP7Jh+9+8/d6rVuctXvYjJy/sJDXlBv+t2PDwM5PjfvutdQd05JWdX9FqbF+25fRbPSsEABpP/zGSF1dPpqEN+6238vD3Ij5fmUqIjMfjLm3Cln06cGqbpWz5VwgkPfkGb835kI9Xf8GzYyzLZNmag783RkNeu9ZoiMXhNnlw69yCcitnEjRjLPqb9xRFwX/0IKKn/lwgva3p/L3Jzt//NsSiu03/27VzC0r/O5uAb8ahv6X/XerP7ym1+FuKd7BP/zsw0J+I63l1PSLCQGCQf4E04dcjgfx13VJ3ypQtxZady1m5ZgFNm915ctvDpvPzwZTvWpiiY9H7F7wWLh1aUvKvufhN/9iyZA/gULYU5pRU/L6eQNDS2XgOHQx2qBdQdO8Zd6KU8EZLzKvrWmLsncdFPH1RvP0xhdpuyUMh7Ol+P2VcNE37Q9M0Y86fBYANnxe+uxO/b2J+q+HsnrKERu/1AkDV6QhqWIV1783ir96TqNilIaVb1LRvoPehbv1amEwmmtbsROv6TzDonQGULluS9p1bExsbz6nj9lsT9F5ubNvHlc4Duf7MW6TvPYL/Z3nLelzp3J/w598latRUfEa9ib50oB0jvT+JGw9ystnrnOn0Ack7jlH+2/fsHdL/TF+7BaZT+0Cz7kgrbh4Ue/ZdMv+ZZb/HCO+HTocaUJLUTz8g7ftPcRn8IYpLcQCS3+1L6kdvkvbDZJwHDEH1C7JzsHenq94E4/lDVv/fGbM/JPP3SWStnItDhxdRPHzv8g6Phma9WlOuTkXW/pi3vuOHLd5kUo9RzH3vW14c/wq+Zfzv8g7iQX349iscOnaKZ197n0PHTuPv642qqrRoXI9WTRvS7+2RjJj0JXVrVkNnp87E/0RRaDDhJQ5PXGTvSP5PDv++kVmth7Fl6hJavtsr9/WIYxf5sdMofunxMc3f7oGumIP9grxfikLjCS9xaFLRvBa3o9PrqNO4FjM/ncsbT7xNUJlAuvXpYu+w7kvd+jUxm0w0q9WZNg2eZNDb/SldtiR6vZ6adaqx8Ne/6N7+BdJupPPmLQOedqUo1J7Yj1MTF9z2cMLRi2xpM5JtXcdR5b2eqI9w3Tg3fxPLWgzn0GdLqPt+LwBCl2y3LP2z9lOaTOxHzKHQR+LLvNtSFKpM7E/IJ38UPKRT8WxSjVNvf8/BHuPxe6IRXq1q2SHI/41Op6dx0/q8M3gkPbv2o9tTHWnZumnu8Rd6v05w1TYUK+ZIy9aP3lO7x3/fxK+thrNzyhKa3NJvXfveLP4sQv3WJr1aUa5OBdb/aHlaXdXpqNSoOn999juf9RiNTxk/Wjzb1r5B3kHK1v1cbPcyYT3eIW33UQKnDQfA46UnSd1+CGNU3D3e4dFwY+s+wjoO5NrTb5G29wh+n+f1v8M69ud6n3cxjJiKz+ii0f/OL8oQTXDNtrRv1YuPx05h7ryvcHUrbu+w7iht+16udetP+HNvkL7vCL6TR1gO6HQ41atN/FdziXjxHRxKBeLas7N9g72Tx/CecZO+XiuMx/cUGBcR4nF1v6MAaxVFGa0oSjlFUcoqijISWKMoipeiKAWmQyuK8rqiKIcURTm0JzX0Nm93f1INCbgF5b29a6AXqVEJd0x/fmXe45KpkfGEHzhPRkIqxowswrYex7dWuf9zLP8LQ2Q0gSUDcn8OCPLDEGk9ezoqMprAIEsanU6Hm7srCfGJ9Hy2Gzu27MFoNBIXG8+h/ceoE1yTBk2C6di1LTuPruH7n6bRvFUjvpnzuU3yA2CMjrOaKaD398EYHWuVxpyUAtmWR7WTl63DsUbl3GOmnI1qjNcNpB88QbFq9l0rLSsyHsd8M/UdA7zJioy3SmNKTEHLsqxDF7t4Ey61H4313W6dyX/rTP/8dHVaYDyxy/rFYs4UGzCGrI2LMV/7v9fPB2VOiEX1zpvFpXr7Yk64pUzFx2A8vAdMJswxBkyR11EDSgGg5aQ1R0diPHMMXblKtgs+h5aSgOKe9xmluHmhpd7+M0pfvTGms9bLsWipiZa/k2IwXz1nvZ6/DSVExeMVlFcfvAK9SLhNJ6dGizo8NaQ33w2agjErb43GxChL3Ym5FsW5facpW9M+yxk8Dvx8vDHk+2yNionFz9e7QJrvPhvL3/O+4/3B/QBwz9nH5Y0BfVj2y3f8/PWnaGiULV3SdsHfQZohAZd893KXQC/SIvPqiYOrEyWqlaLTso/otf8bfOpXpO1vw/CqY99ylGKIxy0w7//ePdCLFMOd2yCnV+6lSueCs87iLkSQlZaBX5VSDyXO/0WaIYHi+a5F8UAv0gzW18KjWim6/v0Rz+77Bt/6Fenw6zC87XwtYg2x+AXltUF8A32JMcTe5Yw8MZExXDh9kcirkZhMZnau302V2pXvfWIhMURGW81iDAzyJyrS+ombqHztxvxtwh69u7F98802YQKH9x+jdnANIiOiMEREc/yI5am9das2UatuNZvlKT0yAed8M9mdAr1Iz9eG0rs64Va1NC3/+ZjOB7/Ds34lmsz/EI9blrpJDY3AeCMD92q2rxu31gWXQC9u3KV+51/mRzOZOfDJQlZ2/ojNr36DYwkXki5FPvSYbyfTEE+xfNeiWJA3mfnyoXd1wrVaaRr+M56WB7+nRIPKBP8+Ave6FciIjCdh71my41Mwp2cRu+kobrVtU9cNkVGUzNdXCgwKwBAZXSBNUL564e7uRnx8IpERBvbtOUR8fCLp6Rls2biD2nVrWJ2bmZnF+jVbCiwN9DA9SL815Tb9Vj8b9VtvlRgVj1e+MuUZ6EXibdqE1VvU5skhz/DDoGm5bcJEQxzXzoYRey0as8nMsQ0HKVPL9veP7Ki4vJn6gD7Ah+xb8mBOTEHLWW888a/1ONWy9COcg6vj2e8pKm75Fd/Rr+HeqwO+H75ss9jzM0XF4ZC//x3gg+lu/e+/11Gs5h363wdOUKy67fuykZFRBJXKq+tBQQFWT7vdTFOylOWLiLy6nkBWVjYJ8YkAHD92mrDLV6lUyT7tEVN0rNWqBTo/n9zNnW/Kfy1S/llLsepVLOdGxZJ5/qJlCSCTmbSteyhWzXbtkPyK6j3jTrSkOBSPvLquePjccVxEHyxL+Ij/v9zvYH8f4A1ga86ft4C+wGHg0K2JNU37UdO0hpqmNWzu+n//IIs6fgmP8gG4l/ZFddBRpXtTLm20XjvPo1xeB6p8h2ASwyyPiV3ZcQKfqqXROzmi6FRKNq1GfKj1xiMPy4mjpylXoQylypTEwUFP96e7smntdqs0m9Zto3dfy6NP3Xp0Yu/OAwCEXzfQLGetVmcXZ+o1rM3F0Mt8+ekMmtfuTKt6T/Du4FHs2XmQoW+OtUl+ADJPncehTEn0Jf1Br8e1W1tubLVee1znk28AoV3T3A1rVHdXcLDM2lI93HGqV5OsWzYWsrUbx0NxKh+IY2k/FAc9Xj1bkrjxgFUaB7+8R9o8OjciI9/GVPZkDr+A6h2I4ukHOr1lQP9cgWqI4hOE4lwc89WQvBd1epxeGoHx6HZMp+27drzp4jnUgJKovgGg0+PYrD3Zh/dYpck+tAt9jWAAFDd3dIGlMEdHohR3Bb1D3utVamHKt7GvrZgjL6N4+qGU8AFVZxnQv3C0QDrFKwCcimMOz7fZZTEX0OXske7silqyMubYiALn2sLl4xfwKxeITyk/dA56GndvydGN1mWqTM3yDPz8DWYMmkpKXHLu6y7uxdE7WvLh6ulG5QbViAh9NOpKUVSrWmWuXo/geoSB7Oxs1m7eSbsW1jMTExKTc5dz+2nh3zz9hGXtU5PJRGKS5dqcv3iZkIthNG9kv+Whboo7dgm38gEUz7mXl+vZlOsb8u7l2Snp/F3rLZY3GcryJkOJPXKRbS9/TfyJy3aMGiKOX8KrfAAlcuKu0b0pIRsPW6XxzNcGqdw+mIScNkiJ0r4oOksTy72kD94Vg0i8bv8llWKPXcK9fACuOXkq37Mp1265Fktqv8XfTYfyd9OhxBy5yOZXvibOztfi3LFzlCpfksDSAegd9HTo2Y7dG/bc+0Tg3LHzuJZwpYRXCQDqt6hHWIjt7hd5bcIgHBz0PPV0Fzat22aVZvO67fTu2x2Abj06snfnQQAirhto3sqyfJ2zixPBDetwKTSM2Og4IsMNlK9k+YK4eevGhJ6/hK0kHruIa4UAXMr4ojjoKNWrGYYNeXXDmJLO2ppvsKHR+2xo9D4JRy6wf+B0Eo9ftpyTUzecS/ngWimItGv398VNYbq1LlS4pS4AuJfPq9+lOwaTfNlSv3VOjuidLXt0BLWqhdloLrDJta0kH72IS4UAnHKuRUCv5sSsz7t/G1PS2V5jMLsavcuuRu+SdDiUYwO+JPn4JeK2Hse1ehlUZ0tfybN5DW6E2Ob+fezIKcpXLEvpsiVxcHCgZ+9urF+71SrN+rVb6fNCLwCe6tmZXTssEya2bd5N9RpVcHa27GfRtEUjQs5fwKW4C345y2rodDo6dG7DhVDbfXYZjl/CM1+/teo9+q0Vbum3eufrt5ayYb/1VmG3tAkbdW/B8VvahKVrlqPf56/zw6BpVm3Cy8cv4uLugquXZT+was1r2aVNmHEyBMdyQTiU8gcHPe5PtiZ18y39Vt+8fp5rhya5m/dGfvglF9u+zMX2rxAzdR7JyzcTM/03W4afK+PUeRzK5vS/HR6w/13fPv3vo4dPUqFCOcqULYWDgwNP936SdWs2W6VZt2YLfV94GoAevbqyc7tlqUpvb8/cZffKlitNhYrlCAuz3mTZVjJP3xwLCQC9nuJd25KWE+dN+a+FS9tmZF2+mnuu6lYc1dPSDnFqHEzWJdv3W6Ho3jPuxHwtFNU3CMXLH3R69PVaYTq1v0A6xa8kiktxzGHn7BClEPahv1cCRVEaA300TTuoKEpNoCtwVtO0NQ87OM1kZtvH8+n1x0gUncqZpduJDwmn6bDeRJ28zOWNR6jzcmfKtKyJOdtERtINNgybC0BmUhpHfl5L3/8moWkaYVuPE7bl2MMOGbAMuEwYNYXf/5qNqlP5a9FyQs9fZOjotzl57DSb1m1n6YJ/+Wb2Z2w9uIqkxGTeHTQSgD/mLeHL7yexfvc/KAr8vWgF587Yb/Z1LpOZ2M9nEjj3cxSdSvK/G8i+eAXPdwaQeTqEtG37KNGvJ8XbNkMzmTAnpRA97ivAsimN7/j3LMuXKAqJ85YW2LneHvm5+vFPVFk4AVQdcUs3kRFyjaAPX+DG8QskbTyI36tP4tGpMZrJhDExlbChM+wb801mM1mr5uH08kegqBiPbEWLvo5Dh+cxh1/ElDPwr6/TAuMJ68EQXa1mqOWqo3dxQ1+/HQBZy2ZijgyzdS7AbCb9txkUH/MFqCpZ29Zivh6G07OvYLx8HuPhPRiPH0RfuxFuX/5qSb9wDlpqMrrKNXEZNCy3TGWuXIzZDoP9aGayNi6kWJ/hlmtxcidabAQOLXthNoRhunAMAH31JgVm9as+QTh2GWh5lFBRyd6/Gi3OPoMFZpOZheN/ZvjvH6PqVHb+uYWI0Gv0GtqXsJMXOLbpEH3GDKCYixNvz7I85hwXHsuMwVMJqlSKgZ+/gVnTUBWF1bP/JeIR+WLsViMmTOXg0RMkJibToVc/3n6tP727P1rLeej1OsZ+8AZvfPgJJrOZp5/oSKXyZfhh3kJqVq1Eu5ZNOHjsJN/O/R1FUWhQtybjhr4JgNFoYsCQMQC4Fndm6rhh6PU6e2YHsNzLD340nw6LLPfyi0u2kxQSTp0RvYk/ftlq4P9RopnMrB//Gy/8PgpVp3L8z+3EhobTelhvIk9cJnTTERoO7Ez5lrUwZ5tIT77BymFzACjdsCrN3+6OOduEpplZN+5X0hNst4HqnWgmM/vGzafTopEoqsqFpdtJDAkn+MPexB2/zLWNj+a1MJnMfDvue6YvmoaqqqxZupawkCu8+uHLnD9+nt0b91KtblUmz5uIWwlXmndqxqvDBzKw/WuYzWZmTZrLt0unoyhw/mQoqxattmHsJj4ZPY35f81CVVX+WrSC0POX+GD0W5w8dobN67azdOFyvp41mS0HVpCUmMx7g0cD8McvS/lixkTW7fobRVH4e3Fem/CTMdP4ds7nODjouXolnJHvTrBZnjSTmRNjf6P54tEoOpUri7eRcj6caiOfJfHYJQx3qdPejatS+d0eaNlGNLPGidG/khWfYrPYb7pZFzrn1IXQnLpQ78PexObUheovdyawVU3MRhNZSTfY+YGlj+Hs407nRaPQzGbSDAnseG+2zePPn4/zY36h/pKxKDqViMXbuHH+OhVHPkfy8UvErD98x3ONSTe4Muc/mqyzPCkcu+logTWaHxaTycTYEZ+xeNlP6HQqSxb8S8i5C4wYO4TjR0+zYe1WFv+xjO/nTmPPkXUkJiTy5quW5UmSkpKZO3M+a7f8iaZpbN64g80bduDj6838xTNxLOaIqqjs3nWA339ZapP8gOVabPl4Ps/k9FtPL91OXEg4zXL6rZc2HiE4p99qyjaRmXSD9bf0W1/M12+9bKN+663MJjOLxs/jg98/QtGp7P5zKxGh1+kx9HmunLzI8U2HeHZMf5xcnHgzX5tw5uBpaGYzf332B8MXjgdF4eqpS+xcsvkev/EhMJmJmjSb0vMmg04l6e8NZF24is97/cg4FUrqlv14DeiJa/smaCYTpsQUIkd/bfs478VkJuazmQT99DmKaul/Z124gteQAWScDiFt6z48+vfEpV0zMJowJaUQNdbS/3asUAbfT96zbA6pKiT8tJRsOwz2m0wmRo+YxF//zkPV6Vj0x9+cP3eB0R+9x7Ejp1i3dgsLf/+LWT9+yYFjG0lMSGLwK0MBaNaiEaM/ep/sbCOa2cyHH4wnMSHJ5nmwZMRM3JQfCJg9BVSVlOXryb54BY+3B5J1OoS07Xtxf7EXLm2boRlNmJNTiP34S8u5ZjPxX/9I4I9fWPqtZ0JJWfbQh9Juq6jeM+7IbCbzn7k4v/4JqCrZBzZhjrqGY9cXMV27gOm0ZTKnQ73WGI/utG+s4t7svOHz40bR7rJet6IoE4BuWL4U2Ag0BrYBnYD1mqZ9dq9f8F2Zfo/FFfv2xkl7h/DANgUG3DtREZCQ6GzvEApF9YGP7hq19yv7ku1n4z0MjsHl7B3CA3tndvK9ExUBPx760t4hFA5Ttr0jeGBL631q7xAKxRWHot8MKWlU7B1CofgF+yx1UtiuZ8bfO9Ej7mt9dXuHUCgSdEVgX5J7KGUs+vcLgAGZRb+vBDDSvb69Q3hgZ9RMe4dQKIY73rB3CA9MrzfZO4RC0fS6fZ/wKywHy9tnydTCdMFQYBXtIqnZS+n2DuGBuX698vFooD8iUt7sWvQ7bbfhNmedXcrJvWb2PwsEA8UAA1BK07RkRVGmA/uBew72CyGEEEIIIYQQQgghhBDi4brXdBijpmkmTdPSgIuapiUDaJqWDsg21kIIIYQQQgghhBBCCCHEI+BeM/uzFEVxyRnsb3DzRUVRSiCD/UIIIYQQQgghhBBCCCH+j+62xLz4391rsL+1pmmZAJqm5R/cdwAGPrSohBBCCCGEEEIIIYQQQghx3+462H9zoP82r8cCj8fOnEIIIYQQQgghhBBCCCFEEXevNfuFEEIIIYQQQgghhBBCCPGIu9cyPkIIIYQQQgghhBBCCCFE4TPLmv2FSWb2CyGEEEIIIYQQQgghhBBFnAz2CyGEEEIIIYQQQgghhBBFnAz2CyGEEEIIIYQQQgghhBBFnKzZL4QQQgghhBBCCCGEEML2ZM3+QiUz+4UQQgghhBBCCCGEEEKIIk4G+4UQQgghhBBCCCGEEEKIIk4G+4UQQgghhBBCCCGEEEKIIk4G+4UQQgghhBBCCCGEEEKIIk426BVCCCGEEEIIIYQQQghhc5ps0FuoHvpgv8Njcr0yTNn2DuGB6R1N9g6hUOjUx6RQFXO0dwQPTHV5TL4vdC1u7wgeWHHS7B1C4XgMPmsB0DnYO4IHFvO4VG9NsXcID8zdZLZ3CIVDZ+8ACkd0WqK9Q3hgxd0ejzZhtrno12+Nop8HALP2eHxOOT8G3Yxij8nD+86uWfYOQeQo9hi0awGcSxT9fkaxqMfjs5Zij0eZEuJR9Xi0BIQQQgghhBBCCCGEEEKI/4/JYL8QQgghhBBCCCGEEEIIUcQ9Jg/pCyGEEEIIIYQQQgghhChSZM3+QiUz+4UQQgghhBBCCCGEEEKIIk4G+4UQQgghhBBCCCGEEEKIIk4G+4UQQgghhBBCCCGEEEKIIk7W7BdCCCGEEEIIIYQQQghhe2Z7B/B4kZn9QgghhBBCCCGEEEIIIUQRJ4P9QgghhBBCCCGEEEIIIUQRJ4P9QgghhBBCCCGEEEIIIUQRJ2v2CyGEEEIIIYQQQgghhLA5zazZO4THiszsF0IIIYQQQgghhBBCCCGKOBnsF0IIIYQQQgghhBBCCCGKuPtaxkdRFF9gFFADcLr5uqZp7R9SXEIIIYQQQgghhBBCCCGEuE/3O7N/IXAWKA9MBMKAgw8pJiGEEEIIIYQQQgghhBBC/A/ud4Neb03T5imK8r6maduB7Yqi2GSwv3TbOrT8pD+qTuXM4m0cnbXK6njNfu2pNbATmslM9o0Mto2eR0JoBJV7Nafem0/mZaB6af7sNo64M1dtETbtOrRk0tQx6HQ6Fv3+Nz98+7PVcUdHB2bMmUqd4JokxCfyxqvDuH41AoDqNavwxTef4Obmitlsplv7PmRmZuWe+9viHyhbtjTtmve0SV5ucmreCK8P3wadSuq/a0n+bYnV8eLdO+P5weuYomMBSFm6gtTlaynWsC5ew9/KTedQrgwxYyaTvm2PTeMHcGtTj1KfDEbRqcQt2UjUrGVWx72ebU/QRy+TbYgDIHb+GuKWbASg4u8TcKlXhRuHznLplck2jz0/XcU6OHbpD6qK8eg2sndb1wvHzv1Qy9UAQHFwRCnuTtoXr+dL4Izz219gOneIrHXzbRm6FV2thji98DaKopK1cy1Za5cWSKNv2JpiPQeApmG+don0n6agq1oXp755ZUoNLE363M8wHrV9mdodFsuXO85j1jR61SzJqw3LWx2fvuM8B6/HA5BhNBOflsXON9sB8O2uEHaGxaJp0KSMFyNbV0VRFJvnAaB6m7o8O/5lVJ3KnqVb2Dh7hdXx9q89SbO+7TEbTaTGJ7Ng5BwSwi11vefol6jVvh6KqnJu5wn+nvibHXIAu/YfZuqMnzGZTfR+sjOD+j1rdTzCEM3HU2cQn5hECXc3po4bRoCfDwBfz/6NHfsOAfDGgOfp1qGVzeO/H+M+/5oduw/g5enB8gVz7B3OXZVtU4e2OffvU0u2cfCW+3edfu2pO6ATZpOZ7LQMNo2eR3yo5T7oU600Haa8SjE3ZzSzxqLu4zFlZtslD20+6Y+iUzm9ZBuHbslD7X7tqTMgpw2SlsHmW/LQfsqrOObkYYmd8gDg364OdT4dgKJTCVu4lZAfVt02XdCTjWg6byhbunxE4vHLeNarSL0vX7McVBTOTV9GxNpDNow8T+O2jXhv0juoqsrqxWtYONO6DVK3SW3enfgOFapXYOLbk9m+ekfuMb8gP0ZNH45fkC+aBiP7j8FwPcpmsXfs1JovvpyATqcy/7elfP2Vdd11dHTkp5+/IrheLeLjExnYfwhXr4bToGFdvv/hcwAUFD7//FtWrdwAwKw50+jWtT0xMXE0btTVZnm5ybtdXapOfhlFpxK+cAth36+4bTq/JxtT95fh7O88huTjlwBwrVGG6l8ORu/qjKZpHOgyFrMd6oZ/uzrUm2Sp35cWbeP8HepFyScb0fznD9jUddz/Y++u46Sq3geOf+7MbLLBdtLd3d1dooiCoIiNKKkgGEgZiKigYNNKd3c3Sy+xLLHdxdbM3N8fs+zusCD4lZ1h+T3v18uXzNxzh+fhxrnn3HPPJSHoOt4tq1Pzo/5obHQYs/UETVpMzIELFo4+j0ebWlSePBhFq+H2op2Efr/2vuW8uzWk9m8jOdxxvNm2qPrV0NxtcaTTRxbbFm3aNWfyFx+h1WpYNH8538/82Wy5ra0NP8z9Iret9PorI7l1M4wSJQPYd3QD165cB+DE8SDGjvgUgD59u/HeqDdQVZXIyGjeeW0M8fGJFskHTO3WZjl1xsUluzl9T51RdWBbquVrt+7NabdqdFpafTkUzxql0Wg1XF6xn1Oz778/WsLTcE34NLRboejm0bpdcyZN+xCNVsuSBSuYfZ++kFk/TqNGzvH91pBR3L6V1xfyxTef4OTshFE10q3t82RmZtGzT2feHfU6Wo2W7Vv3MPXTbyySy/3YNmyIy/BhoNGSvmEDaYsWFyhj36Y1Tq+8jKqq6K9eI+lz6/Yf3OXWpjblPn8FRashctEObv2w+r7lPLs1ouqvoznZ6QNSg0JQdFoqfvMmTjXKomg1RC3bw63v779uYdNWrI1d9yGg0ZB9bAfZe1aZLbft9jLastUBUGztUIq5kjZpEBq/0tj1fh3sHMFoJHvXcvRnrXNsi/uQF/Q+Vo/a2X/3qi9CUZRuQDjgXjgh5VE0Ci0nD2bdi9NJjYjn2fWTCN12goSchjTA5dWHOL9wJwClO9Sl2ccDWf/Sl1xZfZArq00HrnvlQLr8MsJiHf0ajYapX0/g+d5DiQiPYtOuv9i6aReXg6/llnnhpb4kJSbTtG5nej3ThQmfjuLNIaPQarX8MO8L3n3jQy6cC8bNzZXsbH3uel17tCct9Y5F8rgnKdw/eJfotz9AHxWD38LZpO85SPZ183/TtK27SfjiB7PvMo8HEfHCm6afcXHGf82fZBw+YbHQc2k0lJj8BlcHfEJ2RByV1n1N0rajZFy5ZVYscd1+bn88r8DqUXNXoXGww3NAJ0tFfH+Kgm2Xl8lYOA01OR77oZ+jDz6JGhuWWyRr68LcP+sadETjW8rsJ2zbPIvxxiWLhXxfigaHAe+SNuMD1IRYik38Af3pQxgj8vYpjXcAdt1eIG3a+3AnFcW5OACG4CDSPjPtUxRzxnnaH+jPW36fMhhVpu++xI996uLjZM+Av47QqowX5TyccsuMblkp989Lgm4SHJMCwOmIRE5HJPL3i00AeGX5MU6EJVA/sNBPrQUoGoV+k4bww8ApJEbGMWbtNM5uO07k1bx96taFUPb1GEd2RhbNB3ag97gB/D5sFmXqVqRs/UpM7TwGgJHLJ1GhcVWuHLZsx4fBYGDyzLn8/M0kfL08eP71UbRp3pBypUvmlvl6zm/07NSGXl3aceREEN/Om8/0CSPZc+gYF65cY/mvs8jKzuaV98bTonE9nIo5WjSHR9G7awde7NuT8Z9/be1Q/pGiUWg7eTArB0wnJSKeF9dN4tq2E7kd4QCXVh/iTE79XbZDXVpNHMiqQV+iaDV0nvUWm9//idiLN7Ev7oQxXz1oyRxaTx7MqgGma5D+6yYRck8OwasPcTYnhzId6tJi4kDW5OTQadZbbLFyDgBoFGpNe4X9/aaRHhFHm82Tidh6kpTLYWbFdMXsKT+0M/EnruR+l3zpFrs6TUA1GLH3Lk7bndOI2HoS1WC0bAoaDSOmDGfkC2OJiYhh3sY57N96iBtXbuSWiQqLZuqIL+n/5nMF1v9o1gcs+G4xx/edwMHRHqMFGxMajYZvZk6iZ/eXCAuLZO++NWzcsJ1Ll67mlhn8cj8SE5OoVaMNzz7bnc8nf8jgQe9y4XwwLZr1xGAw4OPrxeHDG9m4YQcGg4FFC1Yw96f5/PzzDIvlkpeUQuXpQzjZbwoZ4XE02jKNmC3HSbtnn9IWs6fka11JzLdPKVoN1WcP49w7s0m9cAMbNysdGxqFulNfZu/z07gTEU/7TZ8T/oDjosLQzsSdyNteWfEp7B/0NRlRibhUCqTlkg9YX/ddS2dgolGoMn0IJ3K2ReMtU4nZcuK+26LUa10KbIsas9/h7DuzSb1w06LbQqPRMH3Gx/TrPYTwsCi27FrGlo07zdpKLw56lsTEZBrX6UTvvl2Z+NkoXn9lJAA3rt+kXYs+5jlqtUz+YjwtGnYjPj6RiZNGM+T1gXw93bxdUlgUjULzyYNZ/+J00iLieWb9JG7c0269svoQF3LqjFId6tLk44FsfOlLynZviNZOx7IO49DZ2/L8zi+4uuYQKbdjLRL7vXkU9WvCp6LdCkU2D41Gw5SvPuKFPq8RER7Fxp2mvpAr9/aFJCXTvF4Xej7ThY8+Hclbr45Gq9Xy3dzpvPfmOLO+EDc3VyZMGk3n1s8RH5fAt3Om0rxlI/bvPWKRnO5JEJcR75EwcjSGmBg85v1Exv4DGG7kXZNoAwMoNmAAcW8PQ01NRVO8uOXjvB+NhvLTXuVsv8/JjIinzuZpxG09zp3Lt82KaYvZEzC0K8knLud+59mjCYqtDSfajELjYEv9vTOJXn2AzFsxls1B0WDX8zXSf52EmhyHwztfoL94DDU6L4esDX/k/tmmSRc0/qbBeGp2Jhl/f48aF4Hi7IbDsK/QXzkNGVboXxOikD3qND6TFUVxBUYBo4FfgBGFFlUO79rlSAqNIvlmDMZsA1fXHqZMx3pmZbJT03P/rHO0Q1ULNuAq9GrK1bWHCzvcXHXq1SA05CY3b9wmOzubNSs20amr+esNOndty99LVgOwfs1WWrRqDECrts24eO4yF84FA5CQkITRaGpUOxZz5I23BzPr67kWy+Uu2+qV0N8ORx8WAXo9aVt249C62b/+Hcf2Lck4cAw1I7MQonzI3127ApmhkWTdjELN1pOwbh+uHRs+8vqpB85gzLe/WYsmoBzGhCjUxBgwGjCcP4yuUr0HltdVb4L+/KG89f1KoxRzxRBy1hLhPpC2bCWM0eGosZFg0JN9dDe6Ok3Nyti07ELWzrVwJxUANSWxwO/Y1GuB/uwxyLL8PnUuKokSxR0JdHXERquhUwVfdoc8+IJnc3AknSv6AqAAWXoj2UYjWQYjeqMRd0dbC0VurnTt8sTeiCLuVjSGbAMn1x2kZscGZmWuHDpPdobpCaPQU1co7uuRs0TFxs4GnY0Ona0NWp2W5JgkC2cAZy9eoWSAHyX8fbGxsaFLuxbs3G/eALgWeouGdWsC0LBuTXblLL8Weov6taqh02lxdLCnYtnS7D9y0uI5PIr6tWvg6uJs7TAeyrd2ORJDo0jKqb+D1x2m3D31d1a+86mNQ179XaplDWIv3iL2oqkxm5GYimqFkR4+91yDXF53mLIPyYEnLAcA9zrlSbsexZ2b0ajZBm6vPoRfp4J1RtUPnuPy7HVmTx8Y0rNyO/Y19jZgpQE3VepUJiw0jIibEeiz9exYs4vmnczri8jbUYRcDCnw71yqQim0Oi3H95k6OdLvZJBpwWuQ+vVrEXLtBqGht8jOzmb58nV0697BrEy3bh1YtND0pOGqVZto3dqUW3p6BgaDAQB7OzvyX+IeOHCUBAuOWM7PtW557lyPIv2GaZ+KXH0Qr84NCpQr9+HzhP6wBmNG3tOpHq1rknrhJqkXTJ0i2QmpVhnJ5V6nHKmhUaTdjEHNNnBrzWEC7nNcVPvgWS79sA5DvidsE8/dICMqEYDk4Nto7W3R2D7q+KnHy7QtIs22hXfn+gXKlf+wH9d/WIsxI+/49mhdk5QLN0nNGQxlyW1Rt15Nrofc5Eaoqa20euVGOndrZ1amc9d2/L14NQDrVm+heasm//ibiqKAouCYc6Pe2dmJqMjoQon/frxrlyM5NIqUnDrj2trDlP6HdquNY16dgQo6BzsUrQatvS2GbL1Z/WJJT8M14dPQboWim4epL+RWXl/Iyo106trGrEzHLm1ZtsT0xMiGNVtpntsX0pSL5wv2hZQsXYLr124QH5cAwL49h+jas6NF8rmXTZXKGMLCMESYtkvGjp3YNzffLg7du3Nn1WrUVFMb1piYaIVIC3KuU57065Fk3IxGzdYTs/oAHp0K1hmlPujPrdlrzJ/0UlW0jnag1aCxt8WYpceQYvnzlKZEeYxxkagJUWDQow/aj65KwWuQu3S1mqMP2g+AGhuBGhdh+nNKAmpaEkoxV4vELYSlPVJnv6qq61VVTVJV9Zyqqm1UVa2nqur9nxF9jIr5upEaHp/7OTUinmK+bgXKVR/cngH7Z9B0fH/2fzy/wPLyPRpxZc2hAt8XFl8/H8LCInM/R4RH4uvnXaBMeE4Zg8FAcnIK7u7FKVe+FCoqS1bMY+ue5bw9fEjuOh989C4/zf6DO+mWP6nqvDzR57tgNkTHoPX2KFDOsW0L/P6ah+eXH6P18SqwvFin1qRt2VmosT6Ira8HWeF5I2SyIuKw8SmYQ/GuTai8ZRalf/oAGz9PS4b4SBRnd9SkuNzPanI8inPB4wJAcfVEKe6F8fr5u99g22EAWdsKPmpoaUpxT4zxeR3jakIsmuLm/94a30A0PgE4fvgtjuO/Q1u94MWITcPWZB/ZVejx3k90aiY+Tna5n32c7IhJu/+FdHhyOuHJ6TTIGblfy6849QPd6fDLXjr+upemJT0p6+5033ULm6uPOwnheftUQkQcrj7336cAmvRrw4XdpwG4fvIKVw6dZ8qxuUw9OpeLe4OIuhb2wHULS3RsXO6UPAA+Xp5Ex8SZlalUvgzb95rqgu17D5F2J53EpGQqlSvD/iMnSc/IJCExmWOnzhIZbeFRKk8ZJ183Uu6pv53us0/VGtSeV/bNoMX4/uz+xFR/u5X1BVT6LBjLixsmUz/flHyW9Kg51BzUnsH7ZtB8fH/25ORQvKwvKiq9F4zlhQ2TqWelHADs/dxIz3d8p0fE4+Bn/gRR8RqlcfD3IHL76QLru9UpR/s9X9J+1xecHvurxUf1A3j6ehIdnndMxkTE4OX7aPVzibKBpCanMfnnT/lly0+8NeF1NJpHHevy3/n7+3I7LCL3c1hYJP7+vveU8cktYzAYSEpOwcPDtK/Vb1CbY8e3cOTYZt5776Pczn9rsvN1JzPfPpUZHofdPdfnzjXKYO/vQez2U2bfO5bzR1VV6iwdT6Nt0yn1Tk+LxHwvB1937oTl5XAnIh6He3IoXqM0jv4eRO44/cDfCejWkISzoRizrPPkjr2vOxn5tkVGeDx2vubHt3ON0g/YFn6gQt2l42i8bRql3+lhkZgBfP19CM93XISHReLr52NWxs/Pm7B8x0VKTlsJoGSpQLbvW8mqDQto1MTUoa7X6/lg5GfsPriWM8F7qVipHIvmL7dMQjx6u7Xa4Pa8sH8Gjcf350BOuzVkw1H06ZkMOvEDA498S9DcjWQmplks9vyehmvCp6HdCkU3D1M/R97xHREeVeD49vX3LtAX4uZenLLlSoOqsmj5PDbvXsZbOX0hoSE3KVe+NIEl/NFqtXTq2g7/APO61FI0nl4Y8rUTDDExaLzM/911JUqgLRGI++zvcf9xDrYNH32AYWGy87un/o6Ix9bPfJ9yqlEGO38P4rebD3yKXX8Yw51MGp/5mUYnfuT2j+vQJ6ZaJO78FBd31KS8Ph01OR7FteBxAaAU90Jx88Fw7VyBZZrA8ihaHWp85H3WFKLoe6TWjqIoZRVFWacoSqyiKNGKoqxRFKXsP5R/XVGU44qiHN+feuVBxR6bc39uZ1HzURyatpR6w3ubLfOuXQ59ehbxwbfvv/ITRqvV0bBxXd55bSy9Og+kS/f2NG/ZmGo1KlOqTAk2rd9h7RAfKH3vYcK6DyTi+dfJOHICz0ljzZZrPd2xKV+G9EPWme/3USRtP8b5pq9xqdN7pOw7Talv3rN2SP+JrlpjDBeP5o4c0jVoj+FqEGpK/EPWfEJotGh8Arjz1SjS503FYfAIcCiWu1hxdUcTWAb9+Sd3n7pry+VI2pX3Qasxzcl/M/EO1xPS2DKkBVuGtODo7XhOhiVYOcqHa9C7OSVrlmPHPNP9Xs9SPviUD2BC47f4qPGbVGxanXINKls5yvsb/fYrHD99jmdffY/jp8/j4+WBRqOhWcM6tGhcn4Fvj2XMpK+oVa0yWgt2Bv5/FjR/O7+3GMW+aUtplFN/a7Ra/OtXZNPwOfzddxLlOtWnRLNq1g30H5yZv50/W4ziwLSlNLgnh83D57DsSc9BUajx2UDOfrbwvosTTl1je6ux7Oo8gYrDe6Gxs7FwgP+NVqelZsPqzP58Lm90fRv/kn506Wfl6fj+hePHTtOgfidatejFqNFvY2dnnSfA/hVFoeJnL3H50wUFF2k1uDWqzLm3v+dYz4/x7toA9xbVrRDkQygKtT4dQNCnix5YxKViADUn9OfE2F8tGNi/pChU+mwQwZ8WPL4VrRa3RpU4+/YPHO35yZO7Le4RFRlN3Wptad/iGT75aDo//vI1Ts7F0Ol0vPxqf9q17EPNSi25cP4y7418/eE/aGHn/9zOkuajODxtKXVz6gzv2mVRDUYW1H+XRU1HUuv1rjiXLNhp+6QpyteET0O7FZ6ePO7S6rQ0aFyXYa+PpXeXl+jSrR3NWzYiKSmZcaM/58ffZrBq43xu3wx7Im5+P5BWiy4wkPjh75M0aRKuY0ejOFlnUNe/oiiU/WwwIZ8VHEDrXKc8GIwcqfU6Rxu+Q+CbPbAv6X2fH3ly6Go2Q3/uEKjmA1UU5+LY9xtOxvIf4D4zgwgrMT6l/1nJo/ZmLAb+BnwBf2AZsORBhVVVnaeqan1VVes3d6rwPweXFpmAk3/e6BQnP3fSIh/cGXZlzWHK3PMIboVejS06qh8gMiKKgHx3mv38fYmMiC5Q5u7daK1Wi4uLM/HxiUSER3L44HHi4xNJT89g57a91KhVlXoNalGrdnWOntnGmk0LKVu+NCvW/2GxnPQxseh8807mWm8vDNHmo2aNScmQbXrUK3XVJmwrVzRb7tihFXd2HQC9dSrmrMg4bP3zRgLa+nmQHWWegyExBTVndFbckm041ihn0RgfhZpifvdacXFHTbn/caGt1sRUwd39HFgBXYMOOAz/FtsOL6Kr1QKbds8Xesz3oybGonHPa8gobp4YE83nJlUTYtGfPgwGA2psJMaoMDQ+AbnLbRq0Qn/yAFjpYs/byY6o1LyR/FGpmXgVs7tv2S2Xo+hcKe+8sOtaNDV8XXG01eFoq6NZKQ/ORFr+UWeApKh43Pzz9ik3Pw+SogruU5Wa1aDTsGeYO/RL9DnHSa1ODQk9dYWsO5lk3cnk/O7TlKlbscC6hc3b04PI6Lz9JyomFm8vjwJlZk0Zz/JfZ/HeawMBcHE2XXi/MagfK36bxS/ffI6KSqkSAYj/XWpkAs731N+p99mn7gpemzfNT0pEPGFHg8lISEWfkUXoriC8q5cu7JAL+C85pN4nBy8r5ACQEZGAQ77j28HPnfSIvBu+Oid7XCqVoMXKiXQ6Ngv3uuVp8udoitcyf9l4ypVw9GkZuFQOtFjsd8VGxuLtn1dfePl5ERP5aHNZx0TEcPX8NSJuRmAwGNm35QAVa/zv16b/Vnh4JIEBfrmfAwJ8CQ+PvKdMVG4ZrVaLq4szcXHm+1pw8DXSUtOoWq0S1pYZGY9dvn3Kzt+DzHzX5zone5wql6D+yo9pfux7XOtVoPb8MbjUKktGRDwJhy6SHZ+CMT2L2O2ncK5R5n5/TaFKj4zHMSAvB0c/d9LvycG1cglar5xA16Pf4lG3PM3+GIVbznHh4OdO099GcHT4T6TdsNxUMffKiIzHPt+2sPd3JzPS/Ph2qhxIg5Uf0+LY97jWK0/t+aNxqVWWzIi4e7bFaVxqlLZI3JHhUfjnOy78A3yJjDB/aXZERDQB+Y4L55y2UlZWNgkJiQCcOX2e0Ou3KFe+DNVrmjqVb1w3vYtr7apN1G9UxwLZmPzbduvVNYcpndNuLd+7KTd3n8GoN5ARl0zk8ct413zguLpC9TRcEz4N7VYounmY+jnyjm8/f58Cx3dkeHSBvpCE+EQiwqM4cvAECfGJZKRnsHPbPqrXqgrAts276dHhBXp2GsC1q6GEXLuBNRhjY9B6512TaL28MMaYPxFsjIkh84CpjWqIiER/6xbaQOu3LTIj7qm//dzJisjbp7RODhSrVIJaKz+l4bHZuNStQLU/P8CpVlm8n2lO/K7TqHoD2bHJJB+7hFNty/eVmEby5/XpmEb6x923rK5Ws9wpfHLZOWA/+CMyty7GeKvwByYLYS2P2tnvqKrqAlVV9Tn/LQTsCzMwgOigEFxL++JcwguNjZbyPRtzfZv540SupfMeCSvVrjZJofkaUIpCue6NuLrWsp39p0+eo0y5UpQoFYCNjQ29+nZhyybzaUa2bNpFvxd6A9C9V8fcl8vs3nGAKlUr4uBgj1arpXGzBlwOvsr83/6iTpXWNKzZgV5dBhJyNZS+3V+2WE5Z54PRlQhA5+8LOh3FOrUmfY/5m8u1nnkXuA6tmpAdav7yoGKd25K22XqPQt4JuoJdGT9sS3ij2Ohw69GCpG1HzcrovPMeU3Xt0JCMq0/eEyHGsBA07r4oxb1Ao0VbrTH6ywVfuKR4+KE4FMN4O68Sy1w1h/RZ75H+3ftkbVuMPmgf2Tv+smT4uQzXg9H4BKB4+oJWh03D1uhPmx+r2acOoK1kmmNdcXJB4xOAGpP3WKiuYRurTeEDUM3HhZuJdwhLSifbYGTLlUhaly04Eut6fBrJmdnU8s2bE9DX2Z4TYQnojUayDUZOhiVSxq1YgXUt4UbQNbxK++IR6IXWRkvdHk05s818BFBgtdL0nzqUuUO/JDUuOff7hPBYyjeqikarQaPTUqFRFSKtcNxUr1yBm7fDuR0eSXZ2Npt27KNNs0ZmZRISk3PfgfLzouX06doeMD0+nJhkyin42nUuXwulaQPLdRA8jSKDQnAr44tLTv1dqUdjQu6pv4vnq7/LtqtNYk79fWPvGTwqlUBnb4ui1RDYuDLxVyw/DUBUUAjF8+VQ8SE5lLknB898OQRYKQeAhNPXcCrri2NJLxQbLYG9mxCxNa/O0Keks6HaG2xp8B5bGrxH/MmrHBr8NYlB103raE2Xig6BnjiX9+fOLcu/MPLS6UsElgnAr4QvOhsd7Xq14cDWgw9fEbh0OhgnVydc3U3n37rN6hB62XIdBCdOnKFc+dKUKhWIjY0Nzz7bg40btpuV2bhxOwMG9gWgT58u7NljqgtLlQpEq9UCUKJEABUrlePmDetflySfuoZjWV/sc/Yp395NidmSV2foU9LZU/U19jd4l/0N3iXpxBVOD/qK5KAQ4nYF4VSlJBoH07Hh1rQqaZctn1PC6RCcyvjiWMKUQ4lejQnfYn5crK32Jhsbvs/Ghu8Td/IqB16eQULQdWxcHGm+YDRnpy4l7tjlf/hbCt/dbeGQb1tE35PH7qqvs6/Bu+xr8C5JJ65yetDXJAeFELvrzD3bogqply1znjp18ixly5WiZE5bqfczXdmy0byNsGXjTvq92BuAHr07sX+v6f1rHh5uuVNxlSodSNlypbgReouI8GgqViqXOwVWqzZNuRIcYpF8oGC7tVzPxoQ+Yrs1NSyOgJynv3QOdnjXKU/C1XCs4Wm4Jnwa2q1QdPMw9YWUpETJnL6QZ7qy9Z6+kK2bd/HcC70A6NarIwdy+kL27DhA5aoVsM/tC6mf+2Jfj5xcXV1dGPxqf5ZYcJqu/LIvBaMNDETrZ9ou9u3aknnAfLtk7NuPbZ3aACiuruhKlMAQHnGfX7OslNNXcSjrh31JU3+IV+9mxG3NO74NKXc4VO1VjjZ4h6MN3iH55BXOD/6C1KAQMsJiKd7c9PSXxtEO53oVSbfCta3x9lU0nn4obt6g1aGr1RzDxYJPriheASgOThhvBud9qdVhP3As+lO7MZyz3Ds9hbCGR32b1CZFUT4ElmJ6PdvzwEZFUdwBVFUtlDlBVIORfRP/pMfCsShaDZf+2kPC5TAajOpLzJnrhG47SY2XOxLYvBpGvYHMpDR2jMh7ea1/o8qkhseTfNOycy8bDAbGj5nCkhU/o9VqWLpwFZcvXWXM+GEEnTrP1k27WLJgBd/P/YKDJzeTmJDIm0NGA5CUlMzc2X+yaeffqKrKjm172bF1r0Xjvy+Dkfgvvsd79nTQaEhdu5nskBu4vjmYrAuXSd97COf+fXBo1QQMBoxJKcR+8mXu6lo/H7Q+XmSeOGPVHG5PnEe5BZ+iaDXE/bWDjMu38B35InfOXiV521G8XumOa4eGoDegT0zlxqhZuatXWD4Vu3KBaIvZU+3Ir9wc8wMpe0/9w19YSFQjWZv+wH7AB6Bo0J/egxoThk3rvhjDr2O4bGpY3Pti3ieO0UjGoh9wHDENRaMha/8WjOE3sOs1GEPoZfRBhzCcO46uWj2Kff6Lqfyyn1HTUgBQPHzQuHthuGy9fUqn0fBB60q8veYkRqNKr2r+lPNwYs7hq1T1dqF1WdNonC2XI+lU0df08rgc7cv7cOx2PP0WmS40mpbyoNV9bhRYgtFg5O+Pf+Od+eNRtBoO/72byCu36TbiOW6eDeHs9hP0HjcQO0d7Xp1jejd7Qlgsc1/7ilMbD1OxaXXGb/kaVVW5uOc053ZY/uW2Op2W8e+/wRujP8VgNNKna3vKlynJD78uolql8rRp3ohjp8/y7dz5KIpCvVrVmDDiTQD0egODho0DwKmYA9MnjESn01o8h0cx5pPpHDt1hsTEZNr1Hsjbr75E3x5P3pQkqsHIzol/8swCU/19/q89xF0Oo8nIvkSdvU7ItpPUfrkjJZtXw5Btqr+3jDTV35lJdzj5yyZeXD8JVVUJ3RXE9Z2nrZLD7ol/0jsnhwt/7SH+chiNc3K4vu0kNXNyMGYbyEhKY+s9OfTPl0OoFXK4m8fp8X/QbMmHKFoNN5bsJiU4jCpjnyXxdAgRWx98vHo0rESld3tizNaDUeX0h7+TFZ9iwehNDAYj3074nq8Xf4FGo2HjX5sIvXyDIaNfJjgomAPbDlG5ViUm//oZzq5ONO3QhCGjBjO47asYjUbmTJrLt399jaJA8NkrrFu8wYKxGxg18hNWr52PVqthwfxlXLx4hQkTR3Dy5Fk2btjOn3/8xS+/ziTo7C4SEpJ4edC7ADRp2oBRo94kW6/HaDQy4v2JuSP+f/9jFi1aNsbDw43gKweZMvlb5v/5t0VyUg1Ggsf9Rt2lpjojfMlu0oJvU27scyQHhRCzpeAAhLv0SWnc+Gk9jTZPBSB2+6kCc8lbgmowcmr8H7Rc8gGKVsP1pXtIvhxGtTF9iQ+6/o/HRfkhHXEq40PVEc9QdcQzAOztP53MfJ2elqIajFwa93vutghbsutfbosNNN48BYAYC24Lg8HAuNGfs3Tlr2i1GpYsXEHwpauMHf8uQafOsWXTLhYvWM4P877k8KktJCYk8caQkQA0btaAsePfRZ+tx6gaGTviUxITTE9Gfv3FbFZvWog+W8/tW+EMf2ucRfIB07bYP/FPuuW0W4Nz2q31c9qtN7adpPrLHQnI127dldNuPffnNtrMeJ1+26eDohD8917iL92yWOz5PQ3XhE9FuxWKbB4Gg4EJY6eweMU8NFoNfy1axeVL1xg9bhhBp8+zbdMuli5YwXc/TWf/iU0kJiTx9qt5fSHz5vzJxh1/oaKyc9u+3L6QSdPH5T7dNvOrH602sh+DgeRvZ+H29Veg0ZC+cRP60FCchrxCdnAwmQcOknX0KHYN6uM5/w9Uo5GUOT+hJlu+jigYu5Gr43+l+pKPULQaIpfs4k7wbUqNfZ6U09eI3/rg6Z7Cf9tCpVlvU2/PN6AoRC3dRdrFmw8sX2iMRjLX/oLDkImgaMg+vhNj9C1s2/fHEHY1t+PfpmYz9EEHzFbV1WiKtkxVFEdndHVNL43OXP4DxohQS2chRKFT1EeYo0pRlOv5PqqAkv+zqqoPfM5wTomBT8UkWJ+nWOFC5TE7XNbf2iE8FvGx1hn9/LhVHFoE5u17CIMVH11/nHR1rT8twn819qun44WyM49MsnYIj4e2aM1rfj8/1P3Y2iE8Fk/D2xdKZFlxwsfH6Ftt1MMLFQEnEyw3WriwrHJ+Ml4W+F8lah513NKTy9X4BM87/S+8lHHa2iE8Fp+51Ld2CP/ZOW22tUN4LMa4339qDmF5Ta9bf1T643CixpP/LoyHuXy56OcAUPeVon9t6zRthfLwUuJRJTzX+qnoO76X27LdVtlPHnqFrChKQ6CfqqrHFEWpBnQGLqqqurHQoxNCCCGEEEIIIYQQQgghxEP9Y2e/oiifAF0AnaIo24CGwG7gQ0VR6qiqOqXwQxRCCCGEEEIIIYQQQgghxD952Mj+Z4HagB0QCQSqqpqsKMrXwBFAOvuFEEIIIYQQQgghhBBCCCt7WGe/XlVVA3BHUZRrqqomA6iqmq4oStGfZEsIIYQQQgghhBBCCCGEdUgP82P1sPfWZSmK4pjz53p3v1QUxRXZFEIIIYQQQgghhBBCCCHEE+FhI/tbqqqaCaCqav7OfRtgcKFFJYQQQgghhBBCCCGEEEKIR/aPnf13O/rv830sEFsoEQkhhBBCCCGEEEIIIYQQ4l952DQ+QgghhBBCCCGEEEIIIYR4wj1sGh8hhBBCCCGEEEIIIYQQ4rFTjaq1Q3iqyMh+IYQQQgghhBBCCCGEEKKIk85+IYQQQgghhBBCCCGEEKKIk85+IYQQQgghhBBCCCGEEKKIkzn7hRBCCCGEEEIIIYQQQlie0doBPF1kZL8QQgghhBBCCCGEEEIIUcRJZ78QQgghhBBCCCGEEEIIUcQpqqoW6l8Q6F69cP8CC3HWOVo7hP+spJ2HtUN4LG5mxlk7hMeitoO/tUP4z5LULGuH8Fg4K7bWDuE/O5Z2w9ohPBaTbKtZO4THIuYpmCRv2MlJ1g7hsfAr29naIfxn9rqif44CsNM8HXnUKRZo7RD+s5Npt6wdwmORrs+0dgj/WbfiVa0dwmNx4M5Na4fwWITfKfrtjLSsDGuH8FjU9ihr7RD+s2zVYO0QHovgxNvWDuGxqFS86NffKk9F9xoV7bysHcJ/tvzGWsXaMTxN4nu1ejp27nu4r9ljlf3kKeiOEEIIIYQQQgghhBBCCFHUqDJn/2Ml0/gIIYQQQgghhBBCCCGEEEWcdPYLIYQQQgghhBBCCCGEEEWcdPYLIYQQQgghhBBCCCGEEEWczNkvhBBCCCGEEEIIIYQQwvJkzv7HSkb2CyGEEEIIIYQQQgghhBBFnHT2CyGEEEIIIYQQQgghhBBFnHT2CyGEEEIIIYQQQgghhBBFnHT2CyGEEEIIIYQQQgghhBBFnLygVwghhBBCCCGEEEIIIYTFqfKC3sdKRvYLIYQQQgghhBBCCCGEEEXcv+7sVxSlnaIoPRRFsSmMgIQQQgghhBBCCCGEEEII8e/8q85+RVFmAM2AWsCaQolICCGEEEIIIYQQQgghhBD/yj/O2Z/Tuf+5qqqJOV+VBPrl/PlsIcYlhBBCCCGEEEIIIYQQ4mkmc/Y/Vg8b2b8SWKooynBFUbTAfGAXcAj4ubCDE0IIIYQQQgghhBBCCCHEw/1jZ7+qqgdUVe0MxANbAEVV1daqqjZWVXVWYQTUul0z9hxZx/7jG3nnvVcLLLe1tWHOr1+z//hG1m1bTGAJfwD6PNuNLXuW5/53M/YMVatXAmDsR8M5enY7wTePFkbID9W8TWM2HlzG5iMrGPruoALL6zeuw4rt8zkbfpCO3duaLZu3dBZHruzgx4XfWCrcB6rfuh6/7P6Z3/f9Sr+3nyuwvHqj6vyw8Xs2Xl9P867NzZa9Om4Ic7f/yNztP9KqR0tLhVzA07ItarWqw4yds5m550d6vvVMgeVdh/bkq+3f88Xmb/lo8SQ8A7wA8AzwYuqGGUzbOJOvtn1H+wGdLB36A9VrVY95u+bxy95feO4++1efoX34acdPzN4ym6lLpuId4G2FKAuq1aoOM3fOZtaeH+l1n23RbWhPZmz/ni83f8uEfNuiVNUyfL5qOl9v+44vN39Lk+7NLB06Lds2ZfvhVew8uoY3h79SYLmtrQ3f/TKdnUfXsHLLfAJK+AGg0+n46odJbNr7N1sPruCt94bkrvPy6y+wad8yNu9fzitvvGixXO7Hr3VNeu77il4HZlBtWI8HlivRtQEDwxfiXrOMBaN7sFKtajJ411e8sncGDd4uGHfNgW15aes0BmyaQr8VE3Gv4J+7zLNyCZ5f9QmDtk/npa3T0No9ma/XmTD1G1p260/vgW9aO5QC2rZvweETmzl6ehvDR7xeYLmtrQ2//P4tR09vY8vOZZQoGQBAiZIB3Io6w679a9i1fw1fz/wsd53xE0cQdGEPoeGnLJZHYVxP3fXbou/ZfmBVoefQsm1Tth1eyc6ja3hj+Mv3zeHuOWrFlj9zz1E2Njq++O5TNu79i/W7l9KoWb0C685dOJNN+/4u5AwKqt2qLrN2zuH7PXPp/VbfAsu7D+3FzO0/MGPzd3yy+PPcOqN01TJMWfUlM7eZljXt3rzAuoXpaakv2rRrzr5jGzh4cjPD3h963zx++m0GB09uZsP2pQSWzDu/VqlWkXVbF7P70Fp2HliNnZ0tACvW/8G+YxvYtm8l2/atxMPT3SK53FWtVW0m75jF1N3f0+Wt3gWWd3i1O5O2zeTTTTMYtegT3AM8c5fNu/YXH2/8io83fsWwnz+wYNTmivL1ebv2LTl+chungnYyYuQbBZbb2try+5/fcSpoJzt2raBkTp1Rt15N9h1cx76D69h/aD3de3QEoHyFMrnf7zu4jlvhp3nr7ZcfS6ydOrbm/Lm9XLqwn7Fj3rlvrIsX/cilC/s5uH8dpUoF5i77YOwwLl3Yz/lze+nYodUj/ebnkz7gwvl9nD2zm2HvmI794sVdWb7sF06e2MahA+upVs28fnlcmrRpyIp9i1h1cAmDhw0osLxO41os3Porh2/tol231gWWF3NyZMOJFYyd8n6hxPeomrZpxJr9S1h36G+GDHupwPK6jWuzdOvvnLi9l/bd2+R+X6laBeavn8fKPQtZtnM+nXq1s2TYdOjQijNndnH+/F5Gj367wHJbW1sWLJjN+fN72bt3Te6+5u5enC1blhIbe5GZMyeZrdOvX0+OH9/KsWNbWLt2Ph4ebhbJ5a6iui3u1axNY9buX8r6Q8vum0e9xrX5a+sfnLy9jw735LFg/TxW7lnE8p0LrJpHUb2WEsKSHjaNjw7oBEQDvYERiqIMBSaqqhr0uIPRaDRM/nICLz7zGhHhkWzY8RdbN+/iSnBIbpn+A58hKTGZ5vW70vOZLoz/dCRvvzqaVcs3sGr5BgAqV6nALwu/48K5YAC2b9nNH78sZt+xjY875EfKaeIXY3n1uWFEhUfz99Y/2bVlH9cuX88tEx4Wybjhkxjy9sAC6/82eyH2DnY8P6hgJ6IlaTQa3pn8DuNeHE9sRCzfr5/F4W1HuHnlZm6ZmLBoZoycwbNvmJ9wG7ZtQPnq5Xir0zvY2Nrw1bIvObbrOHdS71g8h6dhWygaDa98/gZTB3xCXGQcU9Z+xYntRwm7cju3TOj5ED7qPoqsjCzaD+zMi+MG892wr0mITuDjPh+gz9Jj52jPV1u/48S2oyREJ1gxI9O2eXvy23w04CNiI2L5dt23HN52mFtXbuWWuXb+Gu91e4/MjEy6DuzKkPFDmP7OdCtGbdoWQz5/gyk522La2q84fp9tMS5nW3QY2JkB4wYza9jXZKVnMnvELCJDI3DzdmPahhkE7T3NneQ0i8Su0Wj47IsPGfTsW0SGR7F62yK2b97D1ct559t+A3qTnJhC24a96N6nEx988h7Dh35I117tsbWzpUvLftg72LP1wArWrtxEsWKOPP/SM/Tp+BLZWdn88fdsdm7dx43rt/4hksKhaBQaTh3Mjv7TuRMRT5eNk7i95QRJV8LNyumK2VN5aCdiTly1eIz3o2gU2k4ezMoB00mJiOfFdZO4tu0E8fnivrT6EGcW7gSgbIe6tJo4kFWDvkTRaug86y02v/8TsRdvYl/cCWO23lqp/KPeXTvwYt+ejP/8a2uHYkaj0fDFjE94ttcrhIdFsm33CjZv3MHl4Gu5ZQYMeo7ExCQa1u5An77d+OSzMQx95X0AQq/fpE3zXgV+d8vmnfw6byFHTm21WB6FcT0F0KV7e+6kFX79rdFo+PSLDxj87NtEhkexattCdmzew9V8dfZzA3qTlJicc47qmHuOev4lUz3dteXzeHi68dtfP9C7/UBUVQWgY7e2FsnhfjkN/fwNJg34mPjIOKavncHx7Ue5na+uu34+hA+6jyQrI4uOA7vw0riXmTnsKzLTM/l+xMycOsOdLzd8w+m9pyxSZzwt9YVGo2Hq1xN4vvdQIsKj2LTrL7Zu2mV2fL/wUl+SEpNpWrczvZ7pwoRPR/HmkFFotVp+mPcF777xIRfOBePm5kp2vvPrsNfGEnT6fKHF/iCKRsOASUP5ZuAkEiLjmbB2Oqe3HSfiat51yM0L15nc4wOyMrJoPbAjz417ibnDZgKQlZHFpK5jLB53fkX5+lyj0TDjm0/p3XMwYWGR7Nq7io0bdxB8Ke+aYtBgU51Rp1Zb+j7bnc8+/4BXBg/n4oXLtG7RG4PBgI+PFwcOb2DTxh1cvXKdFk175P7+pSsHWb/uv9cdGo2G72ZNoXPXF7h9O4LDhzaybv1WLl68kltmyCsvkJCQROWqzenXryfTpn7EiwPeokqVCvTr14uatdvi7+/Dlk1LqVKtBcADf3PwoH4EBvpTrXpLVFXFy8sDgHEfvEtQ0HmefW4olSqV4/tZU+nY+fn/nN+9uX4wdSTvPD+CqIgY5m/6mb1bD3D9cmhumcjbUXz63lReeqv/fX/jzQ+GcurwY+/u+Fc0Gg3jp43mjX7vERURzeLNv7J76z5C8ucRFsnE9yYz+G3zG6YZ6RlMeHcSN6/fxsvHkyVbf+PgriOkJKdaJO5ZsybTrdsAbt+O4MCBdaxfv41Ll/L2tZdffp7ExCSqVWvJc8/1YPLkcbz00jtkZGTy2WczqFq1EtWqVcwtr9Vq+frrT6lTpx1xcQlMmTKet956mcmTZxZ6PndzKorb4l6mPEbxek4eSzb/ViCPiLBIJrz3OS+/bX6TLCM9g4/y5bF06+9WyaOoXksJYWkPm8ZnNVAbaAXMVlX1c+BN4F1FUR77ND6169Ug9PpNbt64TXa2njUrN9Gxi/nojY5d27JsqendwBvWbKV5y0YFfqdX366sXbkp9/PJ42eIjop93OE+kpp1q3Hz+m1u3wgnO1vPxlVbadvZfGR7+K0ILl+4itFYcJKqw/uOkWbhTvH7qVS7IuGh4UTejESfrWf32j006djYrEzU7WiuXwrFmNOYvqtkhZKcPXoOo8FIZnom1y9ep37rgqPsCtvTsi3K165AZGgE0beiMGTrObRuP/U7mB8HFw6dIysjC4Crp4Jx9zNdYBuy9eizTI1TG1sbFI1i2eAfoOI9+9fedXtp0rGJWZkzh86QmZEJwKVTl/D087zfT1lU+doViMq3LQ6u20+De7bF+Xzb4sqpYDxytkXE9XAiQyMASIhOIDk2CRd3F4vFXqtudW5cv8WtG2FkZ+tZv2oLHbq0NivTvktrVixdB8Cmtdtp2qIhAKoKjo72aLVa7O3tyM7OJjUljXIVyxB04hwZ6RkYDAaOHDxBp3tG4FmKR51ypIRGkXozBmO2gdA1hwnsVPC8U2vss1yYvR5jZrYVoizIt3Y5EkOjSMqJO3jdYcp1NI87KzU99882Dna5HZilWtYg9uItYi+absJmJKaiGs3Px0+K+rVr4OribO0wCqhbvybXQ25wI/QW2dnZrFqxgS7d2puV6dKtHUuXmEa1r129mRatm9zvp8ycOBZEVFRMocR8P4V1PeVYzIHX3h7ErBlzCzcB7p6jbpudo9rf5xy1cul6ADat3UGTFg0AKF+pLIf2HQMgLjaB5KQUatSumpvDq28NYPaMXwo9h3vlr7/12XoOrNt3nzrj7D11hqmuM68z4kmyYJ3xtNQXderVIDTk7nGRzZoVm+jU1fzv7Ny1LX8vWQ3A+jVbadHKdK3bqm0zLp67nHvjKyEh6b7XipZWpnZ5om9EEnsrGkO2nqPrDlC7YwOzMsGHzufuU9dOXcHN18MaoT5QUb4+r1e/FiEhNwjNqTNWLl9Pt3vqjK7d2rN40UoAVq/aRKucOiM9Z98HsLfPq8vza926KddDbnLrVniBZf9WwwZ1uHYtlOvXb5Kdnc3ff6+hZw/zJ3x79ujIggXLAFixYgNt2zTP+b4Tf/+9hqysLEJDb3HtWigNG9T5x998841BTJ4yMzevmJg4AKpUqciuXQcACA6+RqlSgXh7P95r+mp1qnArNIywmxHos/VsXbODVp3MR/BG3I7k6sVrGO9znVS5ZkU8PN05vOfYY43r36pepyq3rt8m7GY4+mw9m1dvp3WnFmZlwm9FcuXitQLHxo2QW9y8brrpFxMVS3xsAm4exS0Sd4MGtc32i2XL1tEj58mVu3r06MjChcsBWLlyI23amJ5wvnMnnYMHj5GZmWFWXlEUFEWhWDFHAFxcnIiIiLJANiZFdVvcq3qdqty8J482ne493z7ZeRTVaynxcKrx6fzPWh7W2V9KVdUpwGdADQBVVcNVVR0KzH7cwfj5eRMRFpn7OTI8Cj8/86k6fPOVMRgMJCen4uZe3KxMjz6dWbPS8qP478fb14vIsLyKKCoiGh8/LytG9L/x8PUkJjyvoyI2IhbPR2wshFy8Tv1W9bCzt8PFzYVaTWri5W/5f4OnZVu4+boTF5F38youIg433wc/Mt76+fYE7T6Z+9ndz5MvNn/LD4d/Ye1PK60+qh/Aw9eD2PC8nGIjYvHwefD+1en5ThzfddwSof0j93+5Ldo8357T+bbFXeVqVUBnqyPqRuR91iocvn7eRITnHQ8R4VEFjgefe863KTnn201rt3PnTgaHz29j/+lN/Dx7PkmJyVy+eI0GTepQ3M0Vewd7Wrdvjp+/r8Vyys/R14074fG5n+9ExOPoZ/64r3uN0hTzdydsx2kLR/dgTr5upOSLOzUiHiefgo8p1xrUnlf2zaDF+P7s/mQ+AG5lfQGVPgvG8uKGydR/s5ulwn5q+Pn5EH477zgMD4/Ez9+nQJmw26aGguk6JAV3d9M2KlkqkJ37VrN240IaN6lvucDvUVjXU2PGv8u82X+Sfse8EV4YfPy8iAjPn0M0PgVy8LrvOerS+cu069wSrVZLYEl/qteqgl+AaTuOGPc2v85ZSHp64edwL3dfD2LN6oxY3P/hWqrt8x04tftEge/LW7jOeFrqC18/H8LyHRcR4ZH4FtinfAg3Oy5ScHcvTrnypVBRWbJiHlv3LOft4UPM1ps5ewrb9q1kxBjLTk3m5uNOQr7rp4SIONx8Hnwd0qJfW87uzptOzMbOlglrv2DcqqkFbhJYSlG+Pvf3z6sPAMLC7lNn+Pua1xlJKbjnTD9Sr34tDh/bxMEjGxnx3sTczv+7nnm2O8uXr3s8sQb4cut23k2D22ER+N9zzOUvYzAYSEpKxsPDDX//+6wb4PuPv1m2bGn6PdeTw4c2sn7tAsqXN02VeObsBfr07gpAg/q1KVUqkMAAv8eS413evl5EhUXnfo6OiMHb99FuKCiKwohPhvHtpMfe1fGveft5EZnv3BsdEfM/HRvV61TBxsaGW6FhjzO8B/L39+V2vv0iLCwC/3uOi/xl7p5r/2laHr1ez/DhH3H8+FauXz9OlSoV+P33pYWTwH0U1W1xLx8/L6LC846NqIhovP+nPKpaLY+iei0lhKU9rLN/rqIoh4A9gNlEiKqqnn7QSoqivK4oynFFUY6nZcY/qFihqFOvBhnp6QRffDKmZBBwcu9Jju06zszVMxj3wwdcPHkJo8H6o6H+P2jepxVla5Rn3dy8uZXjI2L5oPP7jGj5Ji37tsHV09WKEf57bfq0oULNCiyfu9zaofwrzfu0olyN8qydaz7PdXFvN4bNfJ8fR39/31FdT6JadathNBhoUr0jrep1Y+jbL1GiVADXrlxn7nd/8OfyOfzx92wungvGeE/D9YmhKNT7ZAAnPlts7Uj+J0Hzt/N7i1Hsm7aURsN7A6DRavGvX5FNw+fwd99JlOtUnxLNqlk30P9HoiKjqV2tNW1b9Gbi+GnM/XUGTs7FrB3W/+ze66mq1StRqnQJNm/YYeXIHm7ZojVERkSzevtCJkwZzcmjQRgNRqpUr0jJ0oFs3bjL2iE+VIs+rSlXozxr5q40+764txvvzhzB7NHfFYk646moLwCtVkfDxnV557Wx9Oo8kC7d29O8pWnU/zuvjaVts9707jKQRk3q8Vz/nlaO9v4a925BqZrl2DJvTe53HzR7i8k9P+Dn4d/S/+NX8Crp8w+/IB63E8eDaNygC21a9WHkqDdz3wMBYGNjQ9du7Vi96skYwPZv2dnZkpGRSeMmXfnlt8X8Mm8GAF98+QOuxV04fmwr77wzhFOnz2F4Ap6Sueu5l/twYMdhoiMs9zReYfL09mDK9x/z8ftTikSd8SA6nY7XX3+Jxo27UqZMfc6evcjYsQXfO/Eke1q2hae3B1O//5iP35/8xOfxtFxLCfG/eNgLen9QVbVJzn8LH/VHVVWdp6pqfVVV6xeze/SXVEVEROMXkDfCwNffh4iIaLMykfnKaLVaXFycSIhPzF3e85kurF6xiSdFdGQMvgF5F84+ft5EFcGLh7jIWLPR+J5+nsRGxj3y+ku+X8rbnYcxbsBHKArcDrH8XeCnZVskRMbnPooG4OHnQUJkwZtq1ZvVpPewZ/l66NTcqXvMfic6gduXb1KpYdVCjfdRxEXG4emfl5OnnydxUQX3r9rNa/P8sOf57NXP7puTpcU/4rao0awmzwx7li/v2RYOTg58+PsEln69kCunLlsk5rsiI6LNRp/5+fsUOB6i7jnfOuecb3v27cKeHQfR6/XExSZw4sjp3Cky/l60ml7tBtC/x6skJSZz/doNyyWVz53IBBz98+ofRz937kTkPcVi42SPa+VAOqz4iN5HZuJZtxyt/xhp9Zf0pkYm4Jwvbic/d1KjHvz0TfDavGl+UiLiCTsaTEZCKvqMLEJ3BeFdvXRhh/xUiYiIwj8w7zrE39/XbETz3TIBgaZRiKbrEGfi4xPIysrOvR4JOn2e0Os3c0cyWlphXE/Va1CbmrWrcej0FlZtmk/ZcqVZtvb3QsshKiLGbKS3r783UQVyiLnvOcpgMDBlwgx6tHmBN18aiYurM9ev3aBOg5rUqF2VPSfX89eG3yhdrhSL1swrtBzuFR8ZZzYFnYefJ/H3uZaq0awWfYc9x/ShkwvUGeN//5glXy/kyqngAusVlqelvoiMiCIg33Hh5+9LZIF9Kgp/s+PCmfj4RCLCIzl88Djx8Ymkp2ewc9teatSqmrOO6TfSUu+wcvkGatetUah55JcQFY9bvusnNz8PEqIKXodUaVaDbsP68sPQ6Wb7VGJO2dhb0QQfPk/JapY/ZxXl6/Pw8Lz6ACAg4D51RnikeZ3h6kx8nHm9fjn4Gmlpd6haNe9ltR06tiLo9Hlioh+9vfWPsYZFUiIw74XTgQF+hIdHPrCMVqvF1dWFuLgEwsPvs25Y5D/+5u2wCFatNt2oWL16EzVqVAEgJSWVoa+NpH6Djrz8ynC8PD0ICXm8x350ZAw+AXlP7Xj7eREd+WhT+taoX41+Q55h7dG/ef+Tt+n6XGeGjS/44mVLiI6IwTffudfbz+tfHRvFnBz5YeHXfD99HmdPWu6dIuHhkQTm2y8CAvwIv+e4yF/m7rk2Lu7B17u1cs63d/eVFSvW07ix5aYFLqrb4l5RETH4+OcdGz5+3v/qxlYxJ0dmL5zB99PncsZKeRTVaykhLO1hI/sBUBSlrKIo6xRFiVUUJVpRlDWKopR93MEEnTxHmbIlKVEyABsbHb2e6cK2zeajr7Zt2sVz/U0vv+vWqyMH9h3JHyc9enUym1/W2s6eukCpsiUIKOmPjY2Orn06smvLPmuH9a8FB10moLQ/PiV80NnoaN2zFYe3HX6kdTUaDc7FTXMzl6lcmjJVynBib8FHqQrb07ItrgVdwbeMH14lvNHa6GjSozknth01K1O6WhmGTnubr1+dSnJcUu737r4e2OSMGirmUoxK9asQce2/zwP6X10Ouox/mbz9q2WPlgX2r7LVyvLutHeZ9OokkvLlZE33boumPZpz/AHb4st7toXWRseoeePYu2I3RzYesnTonDl1ntJlSxKYczx079OJ7Zt3m5XZsXkPffubXhLXpWf73Dmww29H0jRnbmwHR3tq169JyJVQADw8TY/g+gf40ql7W9ZY6eZr3OkQnMv4UqyEFxobLaV7Neb21rwplLJT0lle/S1WNxrB6kYjiD15jd0vf0P8mev/8KuFLzIoBLcyvrjkxF2pR2NCtplP/VS8dF5jo2y72iSGmhrWN/aewaNSCXT2tihaDYGNKxN/xTqPCRdVp06cpWzZ0pQsFYiNjQ19+nZj80bzkeybN+6k/wt9AOjZuzP79piOXw8PNzQa02VVqdIlKFuuNKGhln85NRTO9dSC3/+ifrW2NKndiT5dBhFyLZTner5SaDmYzlElzM5ROzbvMSuzY/MenunfHYAuPdvlnqPsHexxcLQHoFmrRugNBq5evs7i35fTtHonWtXtzvPdhhB67QYDer1eaDnc62rQFfzK+OOdU9c169GCY9uOmJUpU60sb0x7m+mvTjarM3Q2OsbOG8+eFbs4vPGgxWKGp6e+OH3yHGXKlaJEqQBsbGzo1bcLWzaZHxdbNu2i3wu9AejeqyP795q2z+4dB6hStSIODqb3DzRu1oDLwVfRarW450x/pdPp6NCplUWfLg4NuopPaT88A03XIQ17NCNom/k84yWqleGlqW/w/dDppMQl537v6FIMna0OACc3Z8rXq0z4ldtYWlG+Pj954gzlypWmVE6d8cyz3dl4T52xceMOXhxgenlw7z5d2JtTZ5QqFYhWqwWgRAl/KlQsy42bef/+zz7Xg+XLHs8UPgDHjp+mfPkylC5dAhsbG/r168W69eYv/l23fisvvfQcAH37dmPX7gO53/fr1wtbW1tKly5B+fJlOHrs1D/+5tq1m2ndqikArVo24fIV0wu9XV1dsLGxAeDVIS+yb/8RUlIe7ws+L5y+RIkygfiX8ENno6Njr3bs3bL/kdad+M7ndK//LD0b9uPbz+awcdlmfpha+O+puZ/zpy9SsmwgASVNeXTu3Z49Wx8tD52Njpm/T2fdsk1sX2/Zp9mOHw8y2y+ee64H69dvMyuzfv02Bg58FoBnnunK7t3/XK+Fh0dRuXIFPD1NA2LatWvBpUuWO9cW1W1xr/OnL+acb/Py2L310c63Ohsd3/7+BeuWbWKbFfMoqtdS4uGsPbf+0zZnv+4Ryy3GNEd/n5zP/YElQMG3uf0HBoOBiWOnsmj5XDRaLX8tWsXlS9cYPe4dgk6dZ9vm3SxduJJZP01j//GNJCYk8fbQMbnrN25an/DwSG7eML9Q/ejTkfR+tisOjvYcO7edJQtW8s0Xcx5n6P+Y0+QPv+KXv75Do9WwcvE6rgaH8O4Hr3Pu9EV2bdlH9dpV+P6PL3FxdaFNxxa8O/Z1erTsD8CCtfMoW74UjsUc2HV6HRNGTOHArkfrZH+cjAYjsyf+yNSFk9FotWz9ays3Lt9k0KiXuHzmMoe3HaFirYp8/PNEnF2daNy+EYNGDuT19m+itdEyY8XXANxJvcMXw7+yyjQ+T9O2+OPjnxk3/xM0Wi27/97O7Su3eHbkC1w/c5UT24/x4viXsXe05705YwGIC4/h66FTCSgfyMAJr6CqKoqisH7eGm4FW2fkdX5Gg5EfJ/7I5AWT0Wg1bP1rKzcv32TgyIFcOXuFI9uO8OpHr2LvaM+4H8cBEBMew6RXJ1k97t8+/pnx92yL50a+QEjOthiYsy1G5GyL2PAYvho6lSbdm1GlYVWcizvT6lnTCwLnjP6OGxcs09lsMBj49MMv+HPZHDQaDcsWr+FKcAjvf/gWZ09fYMfmPfy1aDXfzJnMzqNrSEpMZvhrHwKw4Le/+PK7z9i8fzmKorB8yRouXbhiyuH3rynuXhx9tp5Pxk4nJfnxNuAelWowcuyjP2m3eCyKVsO1pXtIuhxGzTF9iQ+6btbx/yRRDUZ2TvyTZxaY4j7/1x7iLofRZGRfos5eJ2TbSWq/3JGSzathyDaQmZTGlpGmRmhm0h1O/rKJF9dPQlVVQncFcX3naesm9ABjPpnOsVNnSExMpl3vgbz96kv0vedFgdZgMBj4cMwklq36FY1Wy+IFywm+dJUPPxrO6ZPn2LxpJ4vmL2POvK84enobiQlJvPbKCACaNGvAhx+9R3a2HtVoZPT7H5OYYGpgfDJpDH2f64GjowNnLu5l4fxlfDnt+0LNozCupyzJYDDw2Ydf8Mey2Wg0GpYvXptzjnoz5xy1l78XrWbGnM/ZeXQNiYlJvPeaqX7w8HTjj2WzMRpVoiKiGfXWRKvlkZ/RYOSXj+cyYf6naLQadubUGc+PfJFrZ65yfPtRXhr/MvaODoya8wFgqjO+GDqFJt2bU6VhNZyKO9M6p86YPXoWoRaoM56W+sJgMDB+zBSWrPgZrVbD0oWruHzpKmPGDyPo1Hm2btrFkgUr+H7uFxw8uZnEhETeHDIagKSkZObO/pNNO/9GVVV2bNvLjq17cXB0YMnKn9HZ6NBqtOzbc4iFfy4r1DzyMxqMLP74F96fPwGNVsOBv3cSfuU2vUY8T+jZawRtP85z417C3tGeN+eMAiA+LJYfXvsCv/KBvDT19dxrwk0/riLiquWP+aJ8fW4wGBg96jNWrv4DrVbDwgXLuXTxCuMnvM+pk2fZtHEHC/78m3m/zOBU0E4SEhIZ8vJ7ADRuUp8Ro97IrTNGjfgkd8S/o6MDbdo04/3hHz3WWN97fwIbNyxGq9Hwx59/ceHCZT79ZDTHTwSxfv02fvt9KX/+8R2XLuwnISGRFwe+DcCFC5dZvnwdZ4N2oTcYGP7eR7kv77zfbwJ88eVsFvz5A++99xppqXd4401THVOlcgV+++1bVFXlwoVgXnt99GPLMX+uX42fyfdLZqDVali7dAMhl0N5Y8yrXAy6xN6tB6haqzJf/TYFl+LOtOjQlNfHDOH51oMeeyz/hcFgYNr4b/hxyUw0Wi2rl6znWvB13h47lPOnL7Fn636q1a7CzN+m4VLcmVYdmvP2mFd5ptVAOvVsR93GtXF1c6Hn86Z3JHz83hSCz1+xSNzvvz+RdesWoNVq+fPPv7h48TIffzySEyfOsmHDNv744y9+++1bzp/fS3x8IoMGDctdPzj4AM7Oztja2tCjRye6dx/IpUtXmDLlW7ZvX0Z2tp6bN8N47bWRhZ5L/pyK4ra4Xx5Tx8/gxyXfotVq8uXxGhdOX2R3Th7f/jY9N4+3xgzlmVYD7pvHxPcmWzyPonotJYSlKY8yR5WiKGdUVa15z3dBqqrWeti6ge7Vn4pJsJx1jtYO4T8rafdoL9R90t3MfDyPs1pbbQf/hxd6wiWpWdYO4bFwVmwfXugJdyzN+jdtHodJtk/HHPMxj3or/Qk27KR1b6Y9Ln5lO1s7hP/MXlf0z1EAdpqnI486xQKtHcJ/djLNOk+dPG7p+kxrh/CfdStu/ekUH4cDd25aO4THIvxO0W9npGVZ/gXkhaG2x2OfSMDistUn910k/0ZwovVu/j9OlYoX/fpb5anoXqOiXdF4Efs/WX5jrWLtGJ4m0e1aPR079z28d+yxyn7yqN0RmxRF+RBYCqjA88BGRVHcAVRVtexbeIUQQgghhBBCCCGEEEIIketRO/v75fz/DUyd/XfvTPTP+Vz0b7sLIYQQQgghhBBCCCGEEEXUQzv7FUVpCPRTVfWYoijVgM7ARVVVNxZ6dEIIIYQQQgghhBBCCCGeStZ8me3T6B87+xVF+QToAugURdkGNAR2Ax8qilJHVdUphR+iEEIIIYQQQgghhBBCCCH+ieYhy58FmgEtgXeAPqqqfg50wjRvvxBCCCGEEEIIIYQQQggh/gVFUTorihKsKMrVnPfl3q9MP0VRLiiKcl5RlMUP+82HTeOjV1XVANxRFOWaqqrJAKqqpiuKIg9ZCCGEEEIIIYQQQgghhBD/gqIoWmA20AG4DRxTFGWtqqoX8pWpAIwDmqmqmqAoivfDfvdhnf1ZiqI4qqp6B6iX7y9yBaSzXwghhBBCCCGEEEIIIcT/RlWsHYG1NASuqqoaAqAoylKgF3AhX5nXgNmqqiYAqKoa/bAffdg0Pi1zOvpRVbPXJdgAgx89diGEEEIIIYQQQgghhBBCAAHArXyfb+d8l19FoKKiKAcURTmsKErnh/3oP47sV1U18wHfxwKxD/txIYQQQgghhBBCCCGEEOL/E0VRXgdez/fVPFVV5/3Ln9EBFYDWQCCwV1GUGqqqJv7TCkIIIYQQQgghhBBCCCGEeAxyOvb/qXM/DCiR73Ngznf53QaOqKqaDVxXFOUyps7/Yw/6UensF0IIIYQQQgghhBBCCGFx6v/ft8IeAyooilIGUyd/f+DFe8qsBl4AflcUxRPTtD4h//SjD5uzXwghhBBCCCGEEEIIIYQQj4mqqnpgGLAFuAj8rarqeUVRJimK0jOn2BYgTlGUC8AuYIyqqnH/9Lsysl8IIYQQQgghhBBCCCGEsCBVVTcCG+/57uN8f1aBkTn/PRIZ2S+EEEIIIYQQQgghhBBCFHEysl8IIYQQQgghhBBCCCGExalGxdohPFVkZL8QQgghhBBCCCGEEEIIUcQV+sj+I5W8C/uvsIi6F8KtHcJ/tsjOz9ohPBaV3iht7RAeC8WpmLVD+M+0XfpbO4THwhgWbO0Q/rPFrx21dgiPxQ2tau0QHgsnteiPTPAr29naITwWESGbrR3Cf5edae0IHouBjcdZO4THwvYpGCtz/s/B1g7h8bB3tHYE/1mnQX9ZO4THYkf5on9dC+D2Rltrh/CfqZlPR52hP3HB2iH8Z0kn9dYO4bFIKVbD2iE8FmWmNbJ2CP9Z5qpd1g7hsbAf/oK1QxDiqVb0WytCCCGEEEIIIYQQQgghxP9z0tkvhBBCCCGEEEIIIYQQQhRx8oJeIYQQQgghhBBCCCGEEBanGq0dwdNFRvYLIYQQQgghhBBCCCGEEEWcdPYLIYQQQgghhBBCCCGEEEWcdPYLIYQQQgghhBBCCCGEEEWczNkvhBBCCCGEEEIIIYQQwuJUVbF2CE8VGdkvhBBCCCGEEEIIIYQQQhRx0tkvhBBCCCGEEEIIIYQQQhRx0tkvhBBCCCGEEEIIIYQQQhRxMme/EEIIIYQQQgghhBBCCItTjdaO4OkiI/uFEEIIIYQQQgghhBBCiCJOOvuFEEIIIYQQQgghhBBCiCJOOvuFEEIIIYQQQgghhBBCiCLuiZ+z365xA1zfH4ai1ZC2diOpC5aYLXfs2gmXYW9giIkFIG35au6s2wiAy9uvYd+0MQApvy8gfcdui8Xdpl1zJn/xEVqthkXzl/P9zJ/Nltva2vDD3C+oWbsaCfGJvP7KSG7dDKNEyQD2Hd3AtSvXAThxPIixIz4FYOX6+fj4epGRngHA831eJTY23mI5ubSuQ+Cnr4FWQ9ySbUTNWWG23P25tgR89DLZkXEAxPyxkbil2wAot+ATitWpSNqxi1x7ZbLFYr6XtnwtbLu9AooG/YkdZO9bY7bctstgNGWqAaDY2KIUc+XO1FdQXD2xe3E0KBoUrZbsw5vRH9tmjRQA0JSpjm27F0GjQR+0F/2RjWbLbdr2R1uySs4HWxRHF9JnvQOAw5hfUWNuA2BMjiNr5XcWjT2//acu8MXvKzEajTzTrgmv9ulgtjw8Jp6P5ywmITkVVydHpg5/CV8PN8Jj4nn/q19QjSp6g4EXurSkX8fmVsnhwMUbfLlyP0bVSJ/GVRnSvp7Z8oiEFCYu2kFKeiZGo8rwHo1pUbU0AJfDY5n8125SM7PQKAqLRj6HnY11TssBrWvS+LOX0Gg1BC/ZzZnZ68yWVx7Yliovd0A1GMlOy+DAB7+SeCUcjY2WZtNfxbNWGVSjkcOfLCTy0EWr5FC2VU06fvISilbD6aW7OfSjeQ51B7Sj3iBTDll3Mtg47ldir4ThX6ssXacNNRVSYN+3KwnectwKGZiUalWTVp+a8ji/dDfH55jnUWNgW2rm5JF9J4MdH/5K/JVwADwrl6DttCHYOjugGlWW9vgYQ2a2ReJu274FU7/4CI1Wy8I/l/HdzHlmy21tbZgz9ytq1jHVe0Nffj+33jt4bBNX79Z7x04zesQnAIyfOILnX+iNa3EXSvvXsUge/8aEqd+w98BR3N2Ks3rhT9YO54H2HznJ9B9+wWAw0rdbB4YO6Gu2PDwymolffk98YjKuzk5M/2gEvt6eAHwz90/2HjoBwBuD+tGlrXXOtbVa1eHlT4ai0WrYuXQba35caba829CetO3fAYPeQHJ8Mj+N+Z7YsBhKVS3D0Clv4ODkiNFgZNUPyzi0/oBVcgCo0aoOL30yBI1Ww+6l21n/4yqz5Z2H9qB1//YY9AZS4pP5ecxs4sJicpfbOznwxfbvOLH1CPM//sXS4ec6cPEmX67ej9Go0qdxFYa0q2u2PCIhhYmLd5KSkYXRaGR4t8a0qFoKgMvhcUxetofUjJy6b0Rfq9R9B85f58tluzCqKn2aVmdIp0bmOcQnM/HPzaSkZ5jq794taFG9LNkGA58t3MqlW9EYDEa6N6rKq50bPeBvKXwNWzdg+KR30Gg0bFiykUWzl5otr9WoBu9+9g5lq5Tls7cns2fD3txl3v7efPD1KLz9vVBVGPvSOCJvR1k6Bewamdp7aLXcWbehQHvPoWsnXN55E+Pd9t6KVbntPee3Xzdr72Xs2GXZ4PM5cC2KL7edMe1TtUoxpGkls+URSXeYuO4EKZnZpn2qTTValPcl8U4mo1ce5XxEAj1rlmJcp1pWysDkwPUYvtp1AaOq0rt6CYY0Kme2/OtdFzh2y9Tey9AbiL+Txb5hHQGYtfcS+0KiAXitcXk6Vfa3bPA5tNXqY9/vTRSNlqz9m8ja8neBMrp6LbHrPhAA4+0Q0n+dDoDdM6+iq9EIFAX9xZNk/vWjRWPPz75JA4qPegc0GtLWbCTlT/Pj27F7J4oPfz23LyT17zWkrTEdG67vvo5Dc1MeGUdOkDhjtsXjByjWsh6+E19H0WpI+GsrcXOXmS137dsenw+GoI8y7VPxC9aR+PdWbPy9CPxxAopGAzotCfPXkbBkkzVSAODAlXC+3HDcdHzXK8+QltXMlkckpjFx5SFS0rMwqirDO9amRcUAzt6O5fM1R02FVJU329akbdUSVsjARFerAQ6DhoFGS9auDWSuXVKgjE3j1tj3HQyA4cY17vxg6r9xXbQd403T9boxLoq0rydYLvAHOHDmCl8s3ozRaKRPy7q82r2F2fLw2EQ++XUNCSlpuBZzYOobz+Dj7mqlaMU/UY2KtUN4qvyrK2tFUVwAVVXVlEKKx5xGQ/FR7xH73hgM0TF4//YjGfsOog+9YVYsfcdukmaYd1jaNW2ETaUKRA9+DcXGFs/Z35Bx6CjqnTsWCFvD9Bkf06/3EMLDotiyaxlbNu7kcvC13DIvDnqWxMRkGtfpRO++XZn42Shef2UkADeu36Rdiz73/e23XxtD0KlzhZ5DARoNJSa/wZUXPyE7Io5K678madtRMq7cMiuWsG4/tyfOK7B69E+r0DjY4Tmgk6UiLkhRsO3xKhl/TEZNjsP+zWnoLx1HjQnLLZK16c/cP+sadUbjVwYANTWBjHkTwKAHWzschs3AcOk4akqCxdNAUbDt8BKZf32NmhKP/eCPMVw9jRoXnlske+dS7nbv6eq2Q+NTKm99fRYZf3xi2Zjvw2AwMvXXZcyb+A4+7sV5YdzXtK5fnXIl/HLLzJi/mh6tGtCrdSOOnL3Md4vWMXX4ILyKu7BwyghsbWy4k57JM6Om0bp+DbwtXHEbjEamLd/LT2/1xKe4EwO+WUar6mUo5+ueW+bnrcfpWLs8/ZpX51pkPMPmrmfTJ6XRG4x8tGA7kwe2p1KAJ4lpGei01nnYStEoNJ08mM0vTictIp6eGyZxc+sJEq/k7VPXVh/i0sKdAJTsUJdGnwxky8AvqfRiGwBWtR+HvYcLnRaMYU23j0FVLZ5D589fZvGAaSRHxjNk7edc2X6S2Ct5x/e5NQc5uWgHABXa16X9hAEsHfwl0cG3+bXHBFSDESfv4gzdNJXL20+iGiz/liBFo9B68mBWDZhOakQ8/ddNImTbidzOfIDg1Yc4m7MtynSoS4uJA1kz6EsUrYZOs95iy/s/EXvxJvbFnTBm6y0St0aj4YsZn/Bsr1cID4tk2+4VbN64w6zeGzDoORITk2hYuwN9+nbjk8/GMPSV9wEIvX6TNs17FfjdLZt38uu8hRw5tdUiefxbvbt24MW+PRn/+dfWDuWBDAYDk2fN5eevP8PXy4Pn3xxDm2YNKVc6r6H59Y9/0LNjG3p1bsuRk2f49ucFTP9oBHsOHefC5RCW/zKTrOxsXnl/Ai0a1cWpmKNFc1A0GoZ8/gZTBnxCXGQc09Z+xfHtRwm7cju3TOj5EMZ1H0VWRhYdBnZmwLjBzBr2NVnpmcweMYvI0AjcvN2YtmEGQXtPcyc5zaI53M1j8Oev8cWAz4iPjGPS2i85uf0Y4fnyuHH+Oh93H0NWRhbtBnai/7hBzB42I3f5s6Ne4NLR8xaPPT+D0ci0lfv46c0e+LgWY8DMFbSqVtq87tt2go61y9GvWU7d9/NGNlUtZar7Fm1n8ovtrFr3GYxGpv21g5+GP4tPcWcGfLGIVjXLU87PIy+HTYfpWK8i/VrW5lpEHMNmr2TT5LJsO3mZbL2B5RMGk56VzTOT/qBzg8oEeFi+80Cj0TBiynBGvjCWmIgY5m2cw/6th7hxJa+tFBUWzdQRX9L/zecKrP/RrA9Y8N1iju87gYOjPUajZetuADQaXEe/R1xOe8/r15/u297L2LGLpG/ube81xrZiBWIGD0WxscVj9kwyDx2xSHvvXgajyrQtQfz0QjN8XBwY8PsuWlXwo5yXS26Znw8E07FKAP3qleVaTDLD/j7EpvK+2Om0vNOqCldjUrgak2zx2PMzGFWm7zjPj882xMfZngGLDtCqvDflPJxzy4xuUzX3z0tOhhIcbYp5X0g0F6OSWDqoOdkGI0P/OkKzMl442dlYNglFg8ML75D27TjUhFiKjfse/ZnDGCNu5hbRePtj1/l50r4aCXdSUZxNx6+2bFW05aqRNulNABzHzkBbsSaGy2csmwOARoPb2OFEDxuLISoGnz/nkL73EPrr5sfGnW27Sfzqe7PvbGtWxa5WNSJfeA0A759nYVe3FpkngywWPgAaDX6fvsWNwRPIjoyl7KqZpOw4TNZV8z6E5A17ifzMfNBEdkwCoc+NQs3SozjaU27THFJ2HEEfbbnBjncZjEamrTvGTy+3xcfFkQE/baZV5UDKeeed93/ec46O1UvSr2FFrkUnMWzBLjaNCqC8d3EWv9kZnVZDTEo6/WZvoGWlAOu0+xQNDq+8R9rUMRjjYnCe8hPZJw5iDMvbpzS+Adj1epHUT99FTUtFcSmet35WFinjXrN83A9gMBqZumAjc8e8hI+7Cy9+9jOt61SiXIB3bplvlm6lR7Na9GxemyMXQpi1bAdT33jGilELYRmPdIZRFKWBoihngTPAOUVRghRFqfew9f4r26qV0d8OwxAeAXo9d7bvxL5l00da16ZMabJOnwGDETUjg+xrIdg3aVDIEZvUrVeT6yE3uRF6m+zsbFav3Ejnbu3MynTu2o6/F68GYN3qLTRv1cQisf2vitWuQGZoJFk3o1Cz9SSs3Ydrx4aPvH7KgTMYUtMLMcKH0wSWxxgXiZoQDQYDhrMH0VV58D6hq9kM/dn9pg8Gg6mjH0BrA4r1ZsDS+JVFTYxGTYoBowH9xaNoKzx4xKu2amP0Fw9bMMJHc+7qDUr6ehHo44mNjY7Ozeqy6/hZszIhtyNpVL0iAA2rV8hdbmOjw9bG1HDI0uut0zgFzt2IpoSnK4GertjotHSqU4HdZ6+blVGAtIwsAFLTs/ByLQbAoeCbVPD3oFKAafRs8WL2aDXW2a+8apcjOTSKlJsxGLMNhKw5TMmO5qf47HzHr87RDjWnM794hQAiDpo6njLikslKvoNnrTKWCz6Hf+1yxIdGkXjLlMOFdYep2ME8h6x8Odg42uX+WZ+Rlduxr7WzsfR9CjM+tcuRFBpFcs62uLzuMGU7/kMeDna5N1ZKtaxB7MVbxF40NWYzElNRLXRs1K1fk+shN7gReovs7GxWrdhAl27tzcp06daOpUtMo5jXrt5Mi9YPr/dOHAsiKirmoeWspX7tGri6OD+8oBWdvXSFkgF+lPD3xcbGhi5tm7PzwBGzMtdu3KJh3RoANKxTg10HjuZ+X79WVXQ6LY4O9lQsV4r9R09aPIfytSsQFRpB9K0oDNl6Dq7bT4MO5iOpzx86R1bOufbKqWA8cjptI66HExkaAUBCdALJsUm4uLtgDeVqlycqNIKYnDwOr9tPvQ7m11IX8+Vx9dRl3PN1PpeuXhZXz+Kc22vhzpp7nLuZU/d5uOTUfeXZfS7UrIyCQlqGadhBakYWXq6mG0SHgm9Rwc/6dd+50EhKeBUn0LO4KYd6ldgddNWsjKIo+ervzNz6WwHSM7PRG4xkZumx0Wlxsre1dAoAVKlTmbDQMCJuRqDP1rNjzS6adzJvK0XejiLkYkiB+qBUhVJodVqO7zM9uZN+J4PMjEyLxX6XTdXK6G+H57b30rfvxL5Fs0daV1e6FJn523tXQ7Br/Ojtk8fpXHg8JdyKEehWDButhk5VA9l9JcKsjAKkZZnaE6mZ2Xg52QPgYKujTglPbHXWn2H3XGQiJYo7Eljc0ZRHJT92X33w0x6bL4XTubJpoE5IXCp1A93RaTQ42Oio4OXMwdBYS4WeS1umEsbocNTYSDDoyT6+G10t82sOm+ZdyNq9Du6kAqCmJOUsUVFsbEGnA50NilaHmmyFwV2AbbXKZN8KwxCW0xeybRcOrR6tLwQVFFtbFBsdio0Nik6LId7yeTjUqkjWjXCyb0VCtp6k9Xtxbt/40VbO1qPmHC8aWxsUjfVG/Z67HUcJD2cC3Z1NdUaNUuy+aH7DwtTmy1fvOTsApuP7bsd+lt6AgvXy0JavjDEyHGN0BBj0ZB3aiU198/OtbdvuZG1djZqWc2wkJ1oh0kdzLiSMEj7uBHq7Y6PT0blRdXafCjYrcy08hoZVTG3ThlXKsPvUJWuEKoTFPerI/l+Bt1VV3QegKEpz4HegZmEFBqDx8sQQHZ372RAdi221KgXKObRugV3tGuhv3iZp1hwM0TFkX7mG86uDSF28DMXeDru6tQvcBS8svv4+hIflXdyFh0VSt77545h+ft6E5ZQxGAykJKfg7l4cgJKlAtm+byUpyWlMn/wtR3IenweYNXsqBoOB9Wu3MvMryz1SaOPrQVZ43sVadkQcjnUqFijn1qUJzo2qkRESzu3PfiU7wvIXeA+iuLijJsXlflaT4tAEVrh/WVdPFDdvjCF5T1EoLh7Yv/QhirsvWVsWWmdUP6A4u6Em541oUFPi0fiVu39ZFw80rp4Yb+SbVkVng92gj0E1oj+8AcOVU4Ud8n1FxSfi41E897OPe3HOXjE/RiuWCmD7kSAGdmvNjqNnSEvPJDEljeLOxYiMTeCdaXO5FRnDyJd6WXxUP0B0Uiq+bk65n32KO3H2hnmD6M3ODXnrp7Us2XeG9Cw9c9/uCcCN6CQUBd76cS0Jael0qlOBV+6ZBsFSHP3cSIvI26fuRMbjVafgPlVlcHuqv9YFja2OTc9PBSD+4k1KdqjLtdWHKObvgUeN0jj5exB7OsRi8QM4+7qTEpF3fCdHxBNwnxzqDepAo6Fd0NroWPjClNzv/WuXo/tXr+Ma4MnaET9aZVQ/gJOvGynhedsiNSIe39oF86g5qD11XjPlsbK/aVsUL+uLikrvBWNxcHfh8rpDnPhpg0Xi9vPzIfx2ZO7n8PBI6hWo93wIu51X7yUnp+Du7gaY6r2d+1aTmpLK1M+/5fAh602j9LSJjonH18sz97OPlwdnL1wxK1OpXGm27z3MS8/2YPu+w6TdSScxKZlK5Urz459/MbhfbzIyMjl26hzlSln+0XN3X3fi8l1PxEXEUb7O/etvgDbPt+f07oI3JcrVqoDOVkfUjcj7rFX43Hw9iM93noqPiKPcP+TR6vl2nMnJQ1EUXpzwMj++P4vqzQv18vuhopPS8C1eLPezT/FinL0RbVbmzc71eeun9SzZf5b0rGzmvplT98UkoigKb81dT0JqOp3qlOeVtpafois6MRVft7wbdT5uzpwNNe+YfbNbE976fgVLdp8iPTObue+ZRsa3r1uR3Weu0WHcT6RnZTP62Ta4FnOwaPx3efp6Eh2ed0M0JiKGqnUKtpXup0TZQFKT05j886f4lvTlxL6TzJ36C0ajZes/rZcnhqh87b2YGGyrFszBvnVLbGvXRH/rNkmzZmOMjkF/9RrOQwaTtuTvvPZeaKgFo88TnZKBr0vefuDj7MDZcPO2wpstq/DWkgMsOX6N9GwDc194tJsalhSdmoGPs33uZx9nB85FJN63bHhyOuHJ6TQoaapjKno5M/fQVV6qX5aMbAPHb8VR1sPpvusWJqW4B8aEvONCTYhFW6ayWRmNTyAAjmO+AY2GzPULMZw/jiHkIvrgIJy/XAKKQtautRgjzTt1LcV0bOTlYYiKwbZ6wWPDsW0L7OrURH/zNokz52CIiiHr7AUyTpzGf9MyUEzT++hDbxZYt7DpfDzM+gP0kbE41KpUoJxz52Y4NqxO1vUwIqf8jD5nHZ2fJyV/+RTbUn5ETf/NKqP6AaKT0/F1zXuq0cfVkbO348zKvNm2Jm/9sYMlR4JJzzIw9+W2ucvO3orlk1WHiUhKY0rfplZ7mlvj5okxLu98a4yLQVfefJ/S+pqODadPvweNhowVf6APOmZaaGOL05SfwGAgc+1iso9bb1pEgOiEZHzzDeDwdnPhbMhtszKVSvqw48RFBnRszI4TF0nLyCIx9Q7FnSz7lKoQlvaonf2Gux39AKqq7lcUxTJzAzxExv5D3Nm2E7KzcezdHbeJHxL77igyjx7HpkolPOd9jzExkaxzF1AtfPH6v4iKjKZutbYkJCRSs3Y1/lj0Ay0bdyc1JY23XxtNZEQ0xZyK8duC73iufy+WLV3z8B+1kKRtx0hYsxc1S4/ngE6UnvkeV/pPtHZY/xNdzWYYzh82m4pETY4jffYYFGc37F4cg/78YUhL+odfsT5tlUbog4+b5ZHx42jU1EQUVy/sXhiLMeY2auKTOXJ21KDeTPt1GWt3H6FulfJ4u7uiyRnV4evpxooZHxIdn8T7X/5Mh8a18ShundGa/2TzySv0bFiZQW3qEHQ9kgkLt7P8gxcwGI2cColg0cjnsLfV8cbsNVQt4UWjitabw/FhLv65nYt/bqds7ybUHt6bvSPmcnnpHoqX96fXxs9JvR1L9IkrVusofxQn5m/jxPxtVOvVlObv9mbdqLkAhJ++xrwOH+BR3p+eM97k6u4gi811/784M387Z+Zvp1KvJjQY3pttI+ei0Wrxr1+RpT0+Rp+exTNLxhF9NpRbB6w75cfDREVGU7taaxLiE6lVuxrzF8+hWaOupKZYfpqV/69Gv/UKU2bNY83mndSrVQ0fTw80Gg3NGtTh3KWrDHznA9yKu1KrWiWrPYH0qJr3aUW5GuX59PmPzL4v7u3GsJnvM2fUrNwnk55kTfu0pEyN8kx53jQfbrtBnQnadZKEyLiHrPlk2HzyKj0bVmJQ69oEhUYyYfEOlo95HoNR5dT1CBa939dU9/24jqqBXjSqGGjtkAvYfPwSPRtXY1D7+gSFhDPhj40sn/Ay50Ij0WgUtk57g5Q7mbwyYymNK5ck0LO4tUP+V7Q6LTUbVufVTm8SHRbFpz9OpEu/TmxYar05sR8kY/8h0u+293r1wG3ih8Tlb+/N/SG3vccTfA2y+fwtetYsyaBGFQi6HceEtSdY/no7NErRnKd4y6Vw2lXwRZtzbd6ktBfnI5N4eclB3BxsqennhvZJzU2jReMdwJ0ZY1DcPCk2egapk95AcXJF41eClA8HAOD4/jS056tjuGqFaXQfQca+Q4RvMR0bxfp0x/2TD4h5ezS6QH9sSpckvNvzAHj98BW2tWuQdfrsQ37R8lJ3HCF53W7ULD3FX+hMwFcjuTFwPAD6iFhCug1D5+1OiZ8mkLzpAIa4RKvG+yCbz4TSs245BjWrQtDNGCasOMjyYd3RaBRqlPBk5fDuhEQnMXHlIZpV8MfORmvtkO9Pq0XjG0Dq5++jcffC6ZNZpIwdgnonjeR3+6MmxKLx9sNpwjcYbl7HGB3+8N+0opHPd2Tawo2s2X+aepVK4e3mXGTPuUL8G4/aYtujKMpcRVFaK4rSSlGUOcBuRVHqKopSYCiqoiivK4pyXFGU4wuj/veD3xgTi9Y7b74trbcnhhjzTkljcjJkmzpk7qzdiE3lvBFSqX8uImbw68S9N9b0gp2b5nf5CktkeBT+AXnzjvsH+BIZYT7aNyIimoCcMlqtFmcXZ+LjE8nKyiYhIRGAM6fPE3r9FuXKmx47ioww3YVNS01j5bL11KlnuZFd2ZFx2PrnjQy08fPIfRHvXYbElNxH7WKXbMOxxv1Hm1uLmhyP4pr3OLzi6oGacv/RAdoaTdGfuf+dajUlAWPULbSlK993eWFTUxJQXPLmxVWc3VFT7/+Uga5KQwwXzadrUFMTTf9PisF485L5fP4W5ONenKh8F2tR8Yl43zPfrbe7KzPHDOXvrz5g+AvdAXC5Z65ob3dXypf048TFa1iat6sTkQmpuZ+jElPxdi1mVmbVkQt0rF0egFplfMnUG0hMS8enuBN1y/nj5uSAg60NzauW4uJt69x0uRORQDG/vH3K0dedtIgHP7kSsuYwpTqZppZRDUaOfLaI1Z0+YvurM7F1cSQpJOKB6xaWlMh4nPNNd+Hi505K5INzOL/2EBU71i/wfdzVcLLuZOBtpY6n1MgEnP3ztoWTnzupUQ/OI3jtYcrlTPOTGhFP2NFgMhJS0WdkEborCK/qpQs7ZAAiIqLwD/TN/ezv70tE+L31XhQBgXn1nouLM/HxCaZ6Lz4RgKDT5wm9fpPy5S0/FdTTytvLnciYvFF1UTFxeHu5m5fxdGfW5x+y/JeZvPeqqYPDxdk0GvONl55jxa/f8suMz1BVlVIlLP+yxfjIeDz88q5BPPw8SIgsWH/XaFaTZ4Y9y5dDp6LPyhuT4uDkwIe/T2Dp1wu5cuqyRWK+n4TIOLNpedwfkEe1ZjXpOexZZg6dlptHhbqVaD+4C9/s/4kXPhpM82da0++DgRaLPT9v12JEJubdjItKTLtP3XeRjrVy6r7SvmRm63PqvmLULeuXV/dVKWmVus+7uBORCXmvIItKSMHb1XwE8qqD5+hY1/QUa62y/mRmm+rvTccu0qxqGWy0WtydHaldzp/zNyz/UluA2MhYvP29cj97+XkRE/loT9XGRMRw9fw1Im5GYDAY2bflABVrPPhJk8JiiIlF65Ovvefllfuy0bvU/O29dRuwqZT3dHHqn4uIefk14t4fY2rv3bJMe+9e3s72RCbnTbMXlZKOd74R8gCrgm7QsUoAALUCPcg0GEi8k2XROB/G28meqJSM3M9RKel4Odndt+yWSxF0vucFvEMbl+evQS346blGqKiUdCt233ULk5oYh8Yt77hQ3DwxJt6zTyXEoj9zGIwG1LgojNG30XgHYFOnKYaQS5CZAZkZ6M8dR1v20Z6WedxMx0ZeHlqfgseGMSnv2EhbsxHbKqZj2KF1c7LOXURNz0BNzyDj0FHsalTF0vRRcdjkq791vp5kRz24DyHxr63YVy9f8Hei48m4fAPHBtUKLLMEbxcHIpPy3gUSlXQHb2fzJ7pWnbhGx+olAahV0otMvZHEO+ZTo5X1dsXRVsfV6MRCj/l+jAmxaDzyzrcaDy+MCffsU/Ex6E8cBIMBY0wkhojbaHJG+6s5ZY3REegvnEZbuuC2siRvNxci4/PecxKdkIyPm0uBMjPf7c/fk97k3b6mpy1crPQ0nvhnqvp0/mctj9rZXwuoCHwCfApUAeoAM4ACb6VTVXWeqqr1VVWtP9Dnf28UZl28hK5EAFo/X9DpcGzflox9h8wT8MhrsNq3aJr3eJpGg8bFdKDrypXFplxZMo8e+59j+TdOnTxL2XKlKFkqABsbG3o/05UtG3ealdmycSf9XuwNQI/endi/1zSnuoeHG5qcUXOlSgdStlwpboTeQqvV5k7zo9Pp6NC5NZcuWq7BmhZ0BbvSftiW8Eax0eHWswVJ246aldF5u+X+2bVjQzKuWudi+0GMYdfQePihFPcCrdbUoX+p4FQRiqc/in0xjLfy/n0VF3fQ5bxcyr4Y2lKVMMZa5y62MeI6ips3iqsnaLSmDv2rBafiUdx9wb4YxrB8c9DaOYI254EeByc0ARWslke18iW5ERHD7ag4srP1bD5wktb1a5iVSUhOzX2c/JdV2+jTxjTHY2RcAhmZpsZRcuodTl0KobS/j2UTAKqV9OZmbBJhcclk6w1sOXWFVvd0rvoVd+bIZdOxEBIZT1a2HjcnB5pWLsHViDjSs0zz/p64Fk5ZH/f7/C2FLyYoBJcyvjiV8EJjo6Vsr8bc3GY+BYZLmbx/3xLtapN03TQNhtbeFp2DqRHo36I6qt5o9mJfSwkPCsG9jC+uOTlU7dGYy9tOmJVxK52XQ4W2tUkINeXgWsILJedxWpcATzzK+ZNopRsvUUEhFC/ji0tOHhV7NCbknm1RPF8eZdrVJjEnjxt7z+BZqQQ6e1sUrYaAxpWJz/eC4sJ06sRZypYtTclSgdjY2NCnbzc2b9xhVmbzxp30f8H08vmevTuzb4+pPjev90pQtlxpQkOt88j806h6pQrcvB3B7YgosrOz2bRzP22ams9pnZCYnHuu/XnxCvp0Nb1nyGAwkJhkakQFXwvl8rUbNK1v+SlXrgVdwbeMH14lvNHa6GjaoznH77kGKV2tDEOnvc2Xr04lOS7vqTutjY5R88axd8Vujmw8dO9PW1RI0FWzPBr3aM7JbebXpqWqleGVaW8y89VpZnn8+N63jGj6BiObv8mSKX+yf+Vu/v5ioaVTAKBaCW9uxiTmq/uuFqz73Jw4kvPi4ZCoBLL0BlPdV6kkVyPizes+X8vXfdVK+XIzOpGw2CRTDieCaVXTfJCKn5szR4JN7YqQiDiy9Kb628/dhaM536dnZnP2egRlrFR/Xzp9icAyAfiV8EVno6NdrzYc2HrwEdcNxsnVCdecaRDrNqtD6GXLTHmaX/bFS+gC89p7Du3bkrHfPAez9l5z8/aekr+9V95y7b17VfN342ZCKmGJaWQbjGy5cJtWFfzMyvi5OHIk1HR9ERKbTJbeiJujdd738CDVfF25mZhGWNIdUx7BEbQuV/Aa+3pcKsmZ2dTyL577ncGokphuuj6/HJPMlZgUmpT2LLBuYTOEBqPxDkDx8AGtDpv6rdEHmb+/LDvoINqKpoFzSjEXNN6BqLERGONj0FWsCRqNqZ1VsQbGSMtPfwOQdeESNiUD0Prn9IV0aEP63gcfGw4tm5B93RSrPioau7o1QasBrRa7ujXJtsI0PulnLmNbOgCbQB+w0eHavSWpO8wHoum88voQnNs3IjPn5b06Xw8UO9PxoXFxwrF+NbJCrNO/UC3Ag5txKYQlpJrqjLM3aFXZfGCQX3FHjlwzXZOHRCeZ6r1idoQlpKLPeeIoPDGV0Nhk/Itb/iYYgOHaJTS+AWi8fEGrw7ZJW7JPmO9T2cf3o6taGwDF2QWtXyDG6AiUYk65/SGKswvaitUxhFm+zsivWhl/bkbFcTsmgWy9ns1HztGqjvk0UQkpabnXuL+u30/vFpa/jhXCGh46jY+iKJWBycARVVVT833fRVXVwn3O02Akccb3eH77BWi0pK3fhP56KM6vvUz2xctk7D+IU79nsG/e1HTnMTmZhMlfmNbVafH86VsA1LQ7JHw21WKPdRoMBsaN/pylK39Fq9WwZOEKgi9dZez4dwk6dY4tm3axeMFyfpj3JYdPbSExIYk3howEoHGzBowd/y76bD1G1cjYEZ+SmJCEo6MDS1f9io1Oh0arYd/uQyz8Y5lF8jElZeTWxHmUX/gpilZD3F87yLh8C79RL3LnzFWSth3F+5XuuHZoiGowYEhMJXTkrNzVK66Yil25QLTF7Kl+9FdujPmBlD0WniveaCRr/W/YD/4INBr0J3ehRt/Gpm0/jOHXMFwydQzqajRDf9a80lO8ArDvPAgVFQWF7APrUKOs1BmlGsnatgi7fqNA0aA/uw81Nhyb5r0xRoZiuHoaAF2VRgVG9Ws8/bHtNBhUIygaso9sQI2zTme/Tqtl/KvP8taUORiMRnq3aUz5En7MXrqBquVK0qZBDY6dv8J3i9ejKFC3Sjk+GmqaL/f67Si+nr8aRTHdLR3coy0VS1l+tKlOq+HDvi1466e1GI0qvRpVobyfB3M2HqFqSW9aVy/DyN7NmPTXLhbtMb1Q8bMX26EoCi6O9rzUujYDvlmGgkLzqqVoWa20xXMA0+j8QxP/pPOisSgaDZf/2kPi5TDqju5LbNB1bm47SdWXO+LfvBpGvYHMpDT2jjBNf+Pg6UKnRR+A0UhaZAJ73rPcu0TuzWHLx3/wwvwP0Gg1BP29h9grYbQc2ZeIM9e5sv0k9Qd3pEzz6hizDaQnp7F25E8AlKhfiaZv98CYbUBVjWye8Dvp+Z7YsHQeuyf+Se8FY1G0Gi78tYf4y2E0HtmXqLPXub7tJDVf7kjJ5tUwZhvISEpj60jTtshMusPJXzbRf/0kVFUldFcQoTtPWyRug8HAh2MmsWzVr2i0WhYvWE7wpat8+NFwTp88x+ZNO1k0fxlz5n3F0dPbSExI4rVXRgDQpFkDPvzoPbKz9ahGI6Pf/5jEBFMn5yeTxtD3uR44Ojpw5uJeFs5fxpfTvrdITo9izCfTOXbqDImJybTrPZC3X32Jvj06WTssMzqdlvHvvcYbYz7DYDTQp0t7ypcpyQ+/LaZapfK0adaQY6fP8e3PC1AUhXo1qzLh/TcA0OsNDBpuepTeydGR6R+9j05n+cfOjQYjv338M+Pnf4JGq2X339u5feUWz418gZAzVzmx/RgDx7+MvaM9I+aMBSA2PIavhk6lSfdmVGlYFefizrR61jSia87o77hx4fo//ZWFlsf8j39hzPyP0Wg17P17B2FXbvHMyP5cP3ONU9uP0X/8IOwd7Xl3zmgA4sJjmTl0msVj/Sc6rYYPn2nBW/PWm+q+hpUp7+vOnE1HqVrCy1T39WzKpL/3sGjPGVDgsxfa5tR9drzUqhYDZq5AUaB5lVK0rGr5Jwx1Wg0fPt+Wt35YgdFopFeT6pT392TOugNULeVD65rlGdm3NZMWbWXRzpOmHF7qjKIoPN+yNh8v2MIzn/8BqkrPJtWpGOj10L+zMBgMRr6d8D1fL/4CjUbDxr82EXr5BkNGv0xwUDAHth2icq1KTP71M5xdnWjaoQlDRg1mcNtXMRqNzJk0l2//+hpFgeCzV1i32DLveTFPwkjSN9/hMfNL0Gq4c7e9N/QVsi4Fk7n/IMWeewb75s1y23uJU6ab1tVp8fzR1N4wtfemWG0aH51Gw4cda/HW0gMYjdCrVinKe7kwZ88Fqvq50bqiHyPbVWfSplMsOnoVUPise12UnOkkuszeQlpmNtkGI7suh/Nj/2aU87L89JQ6jYYP2lbj7RVHTXlUD6ScpzNzDlymqo8rrcubOv63BIfTqZJfbvwAeqORIUtNnepOdjqmdK2NzhpTvxmNZCydjeN7U1E0GrIObMUYcQO7HoMw3LiM/sxhDOePo6tal2KfzAPVSMaKn1HTUtCf2IeuUi2KfTwXVBX9hePozxx5+N9ZGAxGEr78Hq/vvkDRakhduwl9yA1c3niZrIvBZOw9hHP/Pji0bIqqN2BMTiH+sy8BSN+xF/v6dfBd8guokHHoWIFBk5bKIfKzHyn5x+coGg2Jy7eReeUmXu8PJP3sFVJ3HMF9cE+c2jUCgwFDUirhY2cCYFeuBD7jh5oae4pC3C8rybTCDUnIqTO61+etP3ea6r265SjvU5w5O4Ko6u9B6yqBjOxcj0lrDrPo4CVQFD57pgmKonDqRjS/7b2ATqtBo8C47g1wK2b/8L+0MBiNpP/xHcXGfQkaDVm7N2G8HYr9s6+gvx6M/sRB9EHH0NVogPNXv5vKL/oJNTUZbYVqOA4dmbs9MtcuwWjlzn6dVsu4gV156+sFGI0qvVvUoXyAN7NX7qRaGX9a16nM8UuhfLfcNACpXqVSjH+pm1VjFsJSlH+at1RRlOHAO8BFoDbwnqqqa3KWnVRV9aFvkwxr0vbJnxj1EdS98GTPRfYoNrkUfBlOUVTp5fs/SlrUKE7WuaP/OGm79Ld2CI+FMSzY2iH8Z4tfO/rwQkVApPapqDJwUov+XJCfJz4d+1REyGZrh/DfZWc+vEwRMLDxOGuH8FjYPvKDsU+ueXNaWjuEx8O+6L9gr9Ogv6wdwmOxtNSTO1f+v+H2RiNrh/CfqZlPR52hP3HB2iH8Z0knn4jXHP5nKfFW6px+zMpMK/rHd+aqXdYO4bGwH/66tUP4z+ybvFD0G3xPkJv12z0dHQH3KHl8h1X2k4eN7H8NqKeqaqqiKKWB5YqilFZVdRYgO7YQQgghhBBCCCGEEEKI/4lqlC7mx+lhnf2au1P3qKoaqihKa0wd/qWQzn4hhBBCCCGEEEIIIYQQ4onwsOeQoxRFqX33Q07Hf3fAE6jxoJWEEEIIIYQQQgghhBBCCGE5D+vsHwRE5v9CVVW9qqqDgKdksk8hhBBCCCGEEEIIIYQQomj7x2l8VFW9/Q/LDjz+cIQQQgghhBBCCCGEEEL8fyBz9j9eDxvZL4QQQgghhBBCCCGEEEKIJ5x09gshhBBCCCGEEEIIIYQQRZx09gshhBBCCCGEEEIIIYQQRdw/ztkvhBBCCCGEEEIIIYQQQhQGVbV2BE8XGdkvhBBCCDel6cYAAQAASURBVCGEEEIIIYQQQhRx0tkvhBBCCCGEEEIIIYQQQhRx0tkvhBBCCCGEEEIIIYQQQhRxMme/EEIIIYQQQgghhBBCCItTjYq1Q3iqyMh+IYQQQgghhBBCCCGEEKKIk85+IYQQQgghhBBCCCGEEKKIk85+IYQQQgghhBBCCCGEEKKIK/Q5+zVatbD/CovIMuitHcJ/pjwtU2DZ2Vo7gsfD0cHaEfx3tvbWjuCxUIp7WTuE/+yMruifowDqZD8dr5JxMRitHcJ/Zq97Ss612ZnWjuC/s7GzdgSPxZn0cGuH8Fi46hytHcJ/Z/d01N9oiv64JTftU3A9CMSGPx0NjeJ30qwdwn+XnGrtCB4LraeLtUP4z+xcoq0dwmMReuvpOE+VcS5u7RD+u6LfxDCxK2btCIR4qj0dvSpCCCGEEEIIIYQQQgghihRVfToGDTwpiv5wGCGEEEIIIYQQQgghhBDi/znp7BdCCCGEEEIIIYQQQgghijjp7BdCCCGEEEIIIYQQQgghijiZs18IIYQQQgghhBBCCCGExalPy8unnxAysl8IIYQQQgghhBBCCCGEKOKks18IIYQQQgghhBBCCCGEKOKks18IIYQQ/8fefYdFcX0NHP/OLiCighTp9t67sUXsvSZGk9hiNEVjYiwxtpjYS4xGEzUaE2PvvQv23sGuWFCBpUi1A7vz/rEIrGDJL7ArvufzPD7J7tyBc5l275k7d4QQQgghhBBCCJHNyZz9QgghhBBCCCGEEEIIIczOoCqWDuGtIiP7hRBCCCGEEEIIIYQQQohsTpL9QgghhBBCCCGEEEIIIUQ2J8l+IYQQQgghhBBCCCGEECKbkzn7hRBCCCGEEEIIIYQQQpidKnP2Z6rXSvYrilIcmAiUAWyffa+qapEsiksIIYQQQgghhBBCCCGEEK/pdafxWQDMAZKABsAiYElWBSWEEEIIIYQQQgghhBBCiNf3utP45FRVdbeiKIqqqreBnxRFOQ2MysLYAMjxTnXs+/cDjZZHW7bycMly08BaNCNP3y8x3LsHwMO163m8ZRsAefp8To5aNQF48M9inuzZm9XhZqhR43pMnDISrVbL4oWr+HXaXJPlNjY2zPnzZypVKkd0dAyf9ujP3TshKcu9vT04emoHkyfM5PeZf5k7/BR5fCrj/dNnKFoNUSt8CZ+91mS5U8eGeI74hMSwKADuLdxG1ApfAIou+hG7yiV4eOoyN3uOM3vsz2iLVMCmWTdQNCT57yPxyGaT5TZNuqApWAYAxdoGJZc9j6Z+kaZATnJ+ORn91VMk7FxkztBNHL4dxc8Hr2FQVdqX8eTTqoVMlk89eI2TITEAPEnUE/04kYOf+wDw6+FADt6OQlVV3snvxJB3S6Aolnlk6tCZC0z+cyUGg4H3mtSlV8cWJstDI6IY9dtCYuLu45AnFxMG9MLdxRGASh2+oHhBLwDcXZz4bWQ/s8f/vMPnApm8bAcGg4EO9arQq/W7JstD78Xy418bibn/EIdcOZnwxXu4OTlYKFpTpXwq8t6oHmi0Go6t3IPfnE0my+v3akmtDxtiSNLzIPo+y4b8QUyI8bzbdujHlGlYGUWj4erBc6wbvdASVUjHq34FaozphqLRELh8H+dnbc6wXMGW1WnwZ382t/iBqHO3zBxlem4NKlBhbHcUrYagpXu59nvGcXu2qk7Nvwawp9kIYgNu4Vi5KJV/7mVcqChcmbqW0O2nzBZ3/UZ1GD1hKFqtluWL1zJrhun1ysbGml/nTKRCxTLExMTS59PBBN8NpUPHVnz5dc+UcqXLlqB5/Q+4dOFqynd/L/2NAoW8aVyng9nqA3Do+Bkm/T4fvd7A+62a0LvL+ybLQ8Mi+GHKb0THxuOQJzeTRgzA3dUFgGlzF3Lg6GkAvujeiRYN65o19tc1csI0Dhw+gZNjXjYs+cPS4bxQ3QY1GT5+EBqthjVLNjL/N9NrcLWalRk2bgAlyhRj0Ocj2bVlT8qyeStmULFqOc4cD6BP14HmDt1Ezfo1GDC2HxqNlk3Lt7L492Umyyu9U4EBY/pRtHRRfugzhr1b96csO3x3NzeuGM9R4SHhfPfJCLPGntbhi0FMWbPPeL2rU45Pm9YwWa6LjueHRTu5//gpBoPKN+3q8m65wmw9cZmFfqdTygWGRrL8+y6Uyu9q7ipw+OItpqzajcGg0qFOBT5t/o7Jcl10PD/8sy25Dga+ae/Du+WLkKjXM3rxTq7cCUdvMNC6Zll6Na9p9vgzUtmnCp/99DkarQbfFbtYO3uNyfK2vdvT9KOm6JP0xEXH89vgX4kMibRQtKly+1TBa9RnoNUQvdKXyDmmcTt2bITHsJ4khhv7GFELtxK9che2ZQrjNa4v2tx2qHo9EbNWEbflkCWqAMDhoHv8vP8KBoNK+3LefFq9sMnyqfuvcPJucvs8SU/0owQO9m0IwK8Hr3HwViSqCu8UdGaIT0mLtc81hcth0+hj0GhICjhA0vFtJsutG36ItkDp5A82KHb2PJ7xFQA5v/sLNTIYAEN8FAnrZpo19me0xSth06qnsQ6ndpN4YIPJcpuWPdAUKQc86/M58GjcJ2g8CmHT9jOUHDlBNZCwbx3680csUIPkOKvXIPdXX4NGw5NtW3m0Ylm6Mjl8GpCrxyegqiTduEH8hLEAOEycgnWZMiReOE/ciGFmjjyVY4NKFBnbE0WrIWzpboJ/35BhOedW71Dmr+842+x7HgTcQLHSUnxaH3KXL4yi1RK+ej/Bv603b/BpHL58mynrDmFQDXSoWYZPG1c1Wa6Luc8PS3enXvfa1OTdMoUAuBZ6j3Er9/HgaQIaRWHpwA/IYW2ZGbWtKlYn5yfG/FrCnq083bg8XRnrmvWx/aAHqKC/fYNHvxnzNw7L/TDcMbZDDPfCefjzSLPG/sxh/ytMXrTJ2AZpUINe7RqaLA+NjOHHuauIiX+AQ247Jnz1EW7OebkSFML4v9fx4NFTtBqF3h0a0bxWJYvUQYis9rpnmKeKomiAQEVR+gEhQO6sCyuZRoP9wP5ED/gOfUQkLvP/4OmhIyQF3TYp9mTPXuKnmzYkctSqiXWJ4tzr2RvF2gan36bz9Nhx1EePsjzstDQaDT9P+4kObXsQGhLGngPr2L5tN1evXE8p063HB8TFxlG1YiPe69iKn8YOoVeP/inLx00agZ/vAbPGnY5GQ/5xX3C9y48k6qIouXkqcb4neBJ416RY7OZDBI+al2718Lnr0eTMgUuXZuaKOD1FwaZFD54snYQaH41trzEkXTuNei80pUiC79KU/7eq1gSNeyGTH2FTvyOGO1fMFXGG9AaVSfuvMqddZdxy56DLqpP4FHahqFPqITn43RIp/7884C5X790HwF8Xi78ujlUfGju0Pdee4nRILNW8Hc1bCUCvNzBh7jLmjR6Am7MjHw2eQP0aFSlawDOlzC8LVtOmQU3aNazN8XNXmLl4HRMGGJOZOWxsWP1rlt9vfG16g4EJi7cx97tuuDnZ8/HoP6lfuSRFvVITGNNW7KJNnYq0rVuJ45duMmP1biZ88Z4FozZSNAofjPmU2V3HExsWxaBNEzjve5rw66k3HYMvBTG1zXASnyRQp2sT2g7rwsJ+MyhUpQSFq5VkcvMhAPRfM5piNctw/dglS1UHMNbpnfE92PXRJB7pomm9bQx3dp0mLjDUpJxVLltK92pG5JnrL/hJZqZRqDixJ4c6TeSxLooGO8ah23WG+9dCTIpZ5bKlWO/mRJ8OTPku/spd9jYbiao3YOual4Z7JqLbdQZVb8j6sDUaxk0ZycfvfYYuNIytu1eya8deAq/eTCnzYdf3iIuNp261lrR9rwXDfxpI316DWb9mK+vXbAWgVOnizF8y0yTR36J1Yx49NO+1G0Cv1zNuxlz+nDoa93zOdP7yOxrUqUHRQvlTykyd8w9tmzagXfOGHD9zjl//XMykEQPYf/QUl67dZM386SQkJtLz25G8+04VcueyM3s9XqV9yyZ8/H5bho+daulQXkij0fDD5CH0+qAf4aERrNq1kL07D3LjWurNudCQMIZ9M4ZP+3ZNt/7fs5ZgmzMHnbtb9nyr0WgYPKE/33w4mAhdJAu2/cHBnYcJCkxt14aHRDD220l8/GXndOs/fZJA9ya9zRlyhvQGAxNX7eGPr9/DLW8eukxZhk/5ohT1cE4p8+eO4zStUoJO9SpyQxdFv9kb2F6uF61qlKZVDWOSMDDkHgPmbbJIol9vMDBxuS9/9O+Em2MeukxcjE+FohT1dEmtw7ajNK1akk4+lbkReo9+v69le/kv8D19lcQkPWtG9eRxQiLv/fQ3zauVxsvFsjfvNRoNX4zrw49dRhKli2Lq5umc8D3O3TRt9VsXbzCw1QASnjyledcWfDK8Jz9/NcWCUQMaDV5jvuRW1x9IDIui2KZpxPse5+n15/oYWw4S+qPpgCnD46fcHTiNhCAdVq5OFN8ynfsHzmKIf2jOGgDJ7fO9l5nzXlXcctvSZfkxfIrko6hzmva5T6mU/1/uf4erEfEA+IfG4h8ay6qutQHoueoEp4NjqJbfybyVAGN/qUk3nq6cino/Gtseo9Bf90eNSm0/Je5ZQWLy/1tVaYTGrWDq+kkJPPnnR/PG/DxFg02bXjxZMNbY5+szkaTLp1JuQgAkbEsdmGJVszkaT+ONGTXhKU/X/IYaFYaSxxHbrybzONAfnpi/HYJGQ55vviVmyCAMkZE4zp7L06OH0d9OvWZovbyw+6gLMd98hfrgAUrevCnLHq1agWJrS87Wbcwf+zMaDUUn9uZCpzE81UVTacckoned4tG1YJNi2ly2ePVuRfzpaynfubSphcbGmjMNBqHJaUPVA78SueEQT++a/wal3mBg4poD/NGnLW55c9Nl2mp8yhWmqHvqMfrnrlM0rVSMTnXLcSMsmn5zt7D9x0Ik6Q2MWOzHuK6NKenlQuzDJ1hpX3eCjUymaMj5aX8ejv8OQ1QkeSb+QeKpIxhCUvcpjbsXOdp/zINRX6M+fIBinzd1/YQE7n//mfnjTkNvMDBhwXrmDv8cN2cHPh4xk/pVy1LU2y2lzLSlW2jzblXa+lTj+IXrzFixnQlffYRtDhvG9fmQgh75iIiO46MRM6hdoST2uXJasEZCZI3XPcv0B+yAb4CqQDegR1YF9Yx16VLog0PRh+ogKYnHfnvIUbfOa61rVaggCf7nQG9AffKEpBs3yVGzxqtXzGRVq1Xk5s3b3A66S2JiIuvWbKVlq8YmZVq0aszypca71BvX78Cnfq2UZS1bN+ZO0F2uXA7EkuwqFedpUBgJd8JRE5OI2XwQh6av//d8cPgchgePszDCV9N4FsUQHY4aGwkGPfqLx7AqUfWF5a3K1iLp4tHU9d0LoeSyR3/zvDnCfaEL4fHkd8iJt0NOrLUamhV3Y9/Ney8svyMwnObFjRc/BYUEvYFEg4EEvYEkg4qTnY25QjdxIfAWBdxd8XbPh7W1Fc3frc7eEwEmZW7e1fFOeWPHqEb5kuw9HpDRj3ojXLgZQn43J7xdnbC2sqL5O+XYd/aqSZkboZHUKG3sTNQoXZh9Zy174+iZgpWKEXk7jKi7EegT9ZzZfITyTauZlLl+9BKJTxIACDobSN6Uxq2KdQ5rrKytsLKxRmul5X5krHkrkAGXykW5HxTOgzuRGBL13Np4jALN0h/vVYZ05MLsLeifJGbwU8zPqXIxHt4K59GdCNREPcEbjuKRQdxlvv+Aa7M2o3+aGrf+cUJKYl9jaw2q2cKmUtXyBN26w53bwSQmJrFx3XaatjAdZdO0ZUNWr9gIwNaNu6hb7510P6fd+y3ZtG57yme7XDn5rG93ZvwyN13ZrHb+SiAFvDzI7+mOtbU1LRrWZc/h4yZlbty+S40q5QGoUbk8ew+fSPm+WsUyWFlpsctpS4miBTl04ozZ6/A6qlUqj4N9HkuH8VIVqpTlzq1ggm+HkpiYxLb1u2jYvJ5JmdC7Oq5duo7BkP7m1rGDJ3n4wAKJmueUqVyK4KAQQu/oSEpMwnfjHuo1M23X6oLDuH75JqrBjAfwv3QhKIz8+fLi7ZIXaystzaqWZN+5GyZlFBQeJl8zHjx+Sj6HXOl+zvZTV2hWtaRZYn7ehSAd+V0d8c6XXIfqpdh3zvSmr6KQWocnT8mXN3fy9wqPnyaSpDfwNCEJaystuXNapi2VVvFKJQgL0hF+J5ykxCQObj5AjaamTxycP3qehCdPAbh69irOHi4Z/SizsqtUnITbOhLuGvsYsZsPYN80/fUhIwm3QkkI0gGQFBFNUlQcVk72WRnuC10IiyO/gx3eDnbG9nkJd/bdiHhh+R1XdTQv6QGAAiTo9abt81yW2ac0HkVQYyNQ44z9paTLJ9AWr/zC8toyNUm6fMyMEb6axrsYhugw1JgI0CehP3cYq9LVXljeqkJdkgIOA6BG6VCjwoz/fz8G9UEcSi7L7FNWpUqTFBKCQWfMhTzdu4cctU2fErRt1YbHm9ajPngAgBobm7Is8ewZsw90fF6eysV4ciuMJ3ciUBOTiNxwGKdm1dOVK/j9h9ydtQFDmnYtqorGLgdoNWhsbTAkJKG/b5l8woXbEeR3ccDbxcF4zahcnH3nTZ8GVkhzzXickHLdO3r1DsU9nSnpZTzf5s1li1ZjmWS/tlgpDOGhGCJ0oE8i4cgerKubtkNsGrUmYdcG1IfJ+1R8rAUifbEL1++Q390FbzdnY5+7ViX2nbpoUuZGcDg1yhUDoEbZouw7bVxeyCMfBT3yAeDq5ICTfW5i4h+YtwLihVSD8lb+s5TXOsuoqnpSVdUHQDzwjaqq76mqmuVXdW0+F/QRqY0kQ2Qk2nzpG6W2PvVw+Wc+ecf+hMbVePAmXr9BjndqQI4cKA722FSphDZ5mTl5eLoREqxL+RwaEoaHp5tJGc80ZfR6PfFxD3BydiRXLjv6D/iCyRN/M2vMGbFxdyYhNDWhnKCLwtrNOV25vC1rUWrnDAr98T3Wb0AHIi0ljyNqfHTKZ/V+NEqejEe0Kw7OKHldMQQ9u3Ao2DTpQoJf+sfczC3i4RPc8qS8Jxu33DmIfPg0w7Kh8Y8JjX9MdW9jYraihwPVvBxp8vchmi44SO0CzhRxSt8BN4fwqFjcXFJHQ7g55yUiKsakTInC+fE7dhaA3cfO8vDxE2KTL8gJCYl8OHA8Xb6byJ7kMpYUEROPe5oOpqujPeEx8SZlShZwY/fpywDsPn2Zh08SiH0DElAObk7EhkalfI7VRePg9uLRZDU7NeDyPn8Ags4EEnj0EmNO/sHYE39w5cA5wm+EvnBdc7Fzd+RhaOrx/lAXjZ276fHuVK4Qdh5OBO/2N3N0L2br4cjjNNvisS6anB6m2yJv+ULk9HQmzM8/3fqOlYvSeP8UGu+djP+Qv8wyqh/Aw8MVXUhYyuew0HA8PExH67qnKaPX64mPf4CjU16TMm06NGfjutTpAr4b/jXzZi3k8aMnWRf8C0RERuOeps3hls+ZiMhokzIlixbC74CxOeR38BgPHz0mNi6ekkULcejEWR4/eUpMbDwnz14gLOLFN2XFy7m65yMsJDzlc7guAjcP87fp/qt87vmICE0dkRihiyTfv6iHTQ4bFmyfy/zNs6nX3HLTQkXEPsDdMfUGkVve3ETEmnaWv2xVk60nL9N0xJ/0m72BoZ0apPs5u85co0U1yyT7I2Ker0MeImKeq0PrOmw9fommQ+fQ7/e1DO3cCIDGVUqQM4c1Tb6fTfPhc+nepDoOb8CoQGd3Z+6l2b+idPdwzqCt/kyTzk05vff0C5ebi7WbM4lp+hiJL+hjOLSoTfHtMykwe2iGfYycFYujWFuRcDss3TJzSNc+z2P78vZ53GOqJ4/cr+iZl2reTjSZt5+mf+6ndkFnijhl/UP0Gcmwv5T7Bf0le2c0Di4Ybl9O/dLKmhzdR5Gj28iX3iTISoq9E2pcaltKjY9Gccj4WFDyuqA4uWK4eSHdMo13MRStFWp0eAZrZj2tiwuGSNNciMbFdN+38vZG652fvDN+x/G32dhUN//gxpfJ4eHE0+dyCDmea9fmKl+YHJ4uxPiZDoq4t+UYhkdPqXnuT2qc/oOQOZtIirVMYjYi7gHujqnHpFve3ETEmT5B9GXzGmw9fZWmP/5Dv3lbGPq+cTrX2xFxKAr0mbOJD6euZMFuyw3+0Di5YIhKs09FRaJxNN2ntB7eaDzyk3vMb+QeNwurimluzljbkHvCH+QeNwvraq83CDezRcTE4+6cN+Wzq7MD4TFxJmVKFvRg9wnjAM3dJy/w8PFTYu+bbq/z1++QmKQn/0uuk0JkZ681jY+iKNUwvqQ3T/LnOOBTVVUzbCEqivI58DnAlKIl6OrumVGxTPHk8FEe++2BxETs2rUh74ihRPcfRMLJUzwtXRKXP37HEBtL4oVLZkt6ZJbvh3/DnFkLeGiB6Qv+F3F+J4nZdAA1IQnnLs0oOK0/1z/6wdJh/U+sytRCf+UEqMaRdVbVGhsfYb0f/Yo13yw7A8NpVNQVrcZ4R/FO7CNuxTxk5yfGi/OXG89yJtSJKp7mn8bndQz6pCMT5y1n0+4jVClbHFfnvGiSR0LsmD8RN2dHgsMi6f3DNIoX9CK/h/mnAvg3BnZuysQl29h4yJ+qJQvi6pgHjYXmY/1fVWtflwIVijCz82gAXAq64VbMkx9r9gWg75IRFKleipsn34ynFl5IUajxYxcODTD/iPH/RFEoP7orp/tnPLd6zNkb+PkMIU9xT6rO7EPYngDTUVJvsMpVy/Pk8WOuXjaOri1TriQFC+Vn9IgpeOfPunbEfzG4T0/Gz5jHxh17qFqxLG4uzmg0GupUr8yFK9fp+tX3OOZ1oGLZkhYbxSXeHh1qdCYy7B6eBTyYtXo6Ny7fJOS25W+uZmTHqau0facs3RtXJeBmKCMX7mDNiO5oktsj52/psLWxopjnmzUwJK0dJy/TtlY5ujepTsDNEEYu2MaaUT25cEuHRlHYNbkP9x8+oecvy6lZqiDe+fJaOuTX5tOhPsUqFGN4p6GWDuW1xPudIHbTftSEJJw+bk7+X77l5sepc0Vb5XOkwLSB3B38a0rb/U2282oYjYq7mbbPox+ys7fxiaUv153mTEgMVbzezPb5M9rS75B09ZTJ3/zJnMGoD2JRHPKR46MhGCKDjU9Vv6GsytdBf+EYqKZ5AiVPXnJ0/Jqna39/s/cprRYrL29iB/ZHky8fjtN/I7p3z5RR2W88RaHI6E+41v/3dIvyVC6GqjdwvOLnWOXNRYUNY4k9cI4nd178xIwl7TgTSNsapejeoDIBt8IYucSPNd9/hN5g4OxNHUsHfoCtjRVfzNpImfz5eKdE/lf/UEvQaNG4e/Fg9LdonPKR+6cZ3P/uU9RHD4n/6kPUmHtoXD3I/cM09HdvYQh/89ohA7u0ZuI/G9i4/xRVSxfB1ckhJYcAEBkTz4jZKxjXp7PJ90K8TV53zv6/gb6qqh4EUBSlLsbkf4WMCquqOg+YB6Cr2+B/vjrqI++hdU1N3mny5UMfaToyTo1PHTn7aPNW8vT5POXzg0VLebDIOAd73h9Hor9rOjecOehCw/Hy9kj57Onlji7UdHRAaHKZ0NAwtFot9g65iY6KoVr1irRr35zRY4fg4GCPwWDg6dME/py72NzVICEsCps0HTIbD+eUl2Q9o4+9n/L/Uct98RqW5TM9/Svq/RgU+9SRBEoeJ9T7MRmW1ZatScKO1Lkctd7F0OQviVXVxig2tqC1Qk14SuLelVke9/Ncc9kSfj91lGv4g6fky5Ujw7I7A8MZ6pM6am7vzUjKuztgZ2M89OsUdOZcWLxFkv1uznkJv5d68yQ8KhZXZ9M4XJ3zMn1YHwAePX6C39Ez2Oe2S17fWNbbPR/VypXg8s27Fk32uzraExadej6KiInHzdE+XZnpX38IwKMnT/E7demNmCMwLjyavJ6poxryejgRF57+xlaJOuVo0q8Dv3UejT4hCYAKzaoTdPY6CY+Mo9cu7/OnUJXiFk/2PwqLIZdn6vGey8OJR2Gpx7t1blvylvKm+RrjCy5z5nOg0YKB7O45zaIv6X2iiyFnmm2R08OJx7rUbWGV2xb7kvl5d53xRqptPgdqLRzM0R5TiQ1Ijft+YChJD59gX8rb5PusotNF4OHlnvLZ3dMNnc60MxaWXEYXGm681tnnJiY6NmV52/dasGFt6hQ+VatXokKlshz134mVlRZnF2dWb1rAB217Yg6u+ZwIS9PmCI+MwjWf6Wg0VxcnZow1JssePXqM3/6j2Ocxjvz6otsHfNHtAwCGjP2Fgm/oDYvsICIsEnev1Kci3TxcCde9ucmjF4kMi8TVM3Ukv6tHPiL/RT0iw4z7Y+gdHWeO+FOiXHGLJPtd8+YmLCa1zRce+wDXvKajkNcfucDsfsZ3JFQs4snTxCRiHz7GKY/xGr7j9FWaVy2Fpbg6Pl+H+7g6PleHw+eZ/XVHACoW8eJpUhKxDx6x/eRl6pQtjLVWi5N9LioV9eLi7TCLJ/ujwqJwSbN/OXu4EPVcWx2gYt2KfNCvMyM6DSUp+VpuSYnhUVin6WNYv6KPEb1iFx5DP0n5rMmdk8ILfiRs6mIePTd9ojmla5/ff/Li9vm1MIY2KJ3yee/1cMp7pGmfF3LhnC7WIsn+DPtLDzLuL1mVrkGC7xLT9R/EGv8bF4nhzhU0bgXRmznZ//xI/udH+qelrVCHhM3zTb/MkZMc3YeR4Lscw13LTaWrv3cPTT7TXIjhnmkuxBAZSeLly6DXYwgLQx98F623N0lX34xBN0910eR4LofwNE27Vps7J7lK5qfCOuMgIpt8eSmz8Hsu9ZhMvvfeJWbvWdQkPYn34ok/eZXclYpaJNnv6pCbsDRPf4XHPsD1uenp1h+/xOwvjO9HqFjYnadJemIfPsYtb26qFPXEMbexz1e3TEEuB0daJNlviL6HxjnNPuWcD0PMc/tUdCT668n7VGQYel0wGg9v9DeuoiaXNUToSLrkj7ZQMbMn+10d7QmLik35HBEVh5uj6TtzXJ0cmD7QmIt69OQpfifOp/S5Hzx6Qr8pf/N15+ZUKF4QId5Wr3sbS/8s0Q+gquohIMtbh4lXrqDN74XWwx2srMjZuCFPDx8xKaNxTm2M5Khbm6Tbd5IXaFDsjYk2q6JFsCpahKcnT2Z1yOmcOX2OokULUqCgN9bW1rzXsRXbt+02KbNj224+6tIBgHYdmnNgv3FKgJZNP6Ji2fpULFufObP/YdrUORZJ9AM8CggkR2EPbPK7olhb4djmXeJ8T5iUsXJNbZA6NKnBk+vmv7nyMobQm2ic3FHy5gONFm3ZmiRdS/8YneLsgWKbC0NwauPu6YY5PP7tWx7/PoAEv2UknTtokUQ/QFm3PNyJe0RI/GMS9QZ2BoZTv3D6kXG3Yh4S/zSJiu6pFz/3PLacDokhyWAgUW/gTGgshR0t88LIssULcVsXQXD4PRITk9hx8CT1a1Q0KRMTfz9l/uX5a7bToZHxiYT4Bw9JSExMKeN/+QZF83tgSWULe3InPIrgyBgSk5LYcfwCPpVNpyeIuf8wpT5/bTlE+3ct83jz8+4E3CBfIXecvPOhtdZSpU1tLviaPrjlVbYQnSd8xvzeP/MgKvWmRkxoFMXeKY1Gq0FjpaXYO2VMXuxrKff8b2Jf2J3c+fOhsdZSuF1N7u5KPd4T7z9mRfk+rKk5gDU1BxB55obFE/0AMf43yF3EHbsC+VCstXi3r4VuV+q2SLr/mK1lv2Bn9f7srN6f6DPXUxL9dgXyoSS/8Cuntwt5inny6K55po4JOHOBwkUKkL+AF9bWVrR7rwW+O/aalPHdvpcPPmwHQKt2TTl8MHX+e0VRaNOumcl8/YsXrKRa2YbUqtSMDi26c/NGkNkS/QDlShbnTrCOYF04iYmJbN9ziAa1TR+Pj4mNTzmm/1y2lg4tjdN86PV6YuOMx8nVG0Fcu3Gb2tXejOM9Ozp/9hIFi+THq4An1tZWtOzQlL07D756xTfMZf+r5C/sjUd+d6ysrWjSriEHdx159YpAHofcWNtYA+Dg5ECF6uW4dS0oC6N9sbIF3bkTEUPIvTgSk/TsPH0Vn/JFTMp4ONlz/IqxTX4zLIqEJH1KosNgUNl15hrNq5Uwe+zPlC3okVyHWGMdTl7Bp0IxkzImddBFkZCYhGMeOzyc7Dlx1fj946cJnL+po7D7i6e+M5fAgGt4FPbENb8bVtZWvNumHid8Td8zUrhsEfpM7Mf4XmOJi4p7wU8yr0cBgdgU8sTa2w3F2oq8beoR/3wfI19qH8O+SQ2e3DC+vFextqLg3BHErNtD3PbXO5aySll3e+7EPiIk7pGxfX4tjPpF0w9CuRX9kPgniVT0SNs+z8np4DTt85AYCltomk2D7haKoyuKgwtotFiVroH+evrpMhUnd7DNhSEkzbsuctiBNnksYc7caLyKY7hn/huShpDraJw9UBxdQWuFtkIdkq6cSldOcfFEyZkLw53Ul8KitcK2y3cknd2P/qJl30WQdOUKVl7eaNyNuZAcDRry9MhhkzJPDx/CulIlABR7B7Te+dHr3pyR1vf9r2NbxIMcBYw5hHzt6xC9KzUno7//iGNlP+Vk9b6crN6X+DOBXOoxmQcBN3gacg+HuuUA0NjlwL5qcR4FWqZuZQu4cudeHCFR8cZrxtlAfMoVMinjkTcPx5NfPHwzLNp4zcidk9ql8nNdF8XjBOO7Xk7fCKXIS6ZLzUr6G1fQuHuhyecOWitsajck8ZTpuTPx5CGsylQCQMljj9bDG0O4DiVXbrCyTv2+ZDn0wbef/xVZrmzR/NwJu0dwRLSxz33UH5+qZUzKxMSn6XNv3EP7+sapiBKTkhgwbSFt3q1Kk3cyHLcsLEhV385/lvK6I/v3K4oyF1iO8ZV/nYF9iqJUAVBVNWsmHtMbiJ82E6dpU0Cj4fHW7STdCiJ3r54kXrnK08NHyNXxPeNLe/V6DPHxxI6fZFzXSovzrBkAqI8eETtmPFhgGh+9Xs+QQaNZu2EBWq2WpYtXc+VyIMNG9sf/zAW2b9vN4oWr+GP+L5wO2E1MTCy9PvnW7HG+kt5A8A/zKLr4JxSthqiVu3ly7S7uAz/m0fnrxPueIF/P1jg0qQFJepJiH3B70IyU1YuvmUCOot5oc9lS9vhf3Pnud+4fMPM866qBhB0Lsf1oCGg0JPnvR70XgrXP+xhCb6EPNO7GxhfzvlkvmkrLSqPh+3ol6bvxLAYV2pXxoKhzbmYfv0EZV3vqFzaO6tp5LZxmxd1Q0kwT07ioKyeDo+m03Nj5q13AGZ/Clpn32EqrZfjnH9Hnp1/RGwy0b1SHYgU8mbV0I2WKFaTBO5U4ef4aMxevR1GgSpkSjPjyIwBu3g1jzJzFaBQNBtXAp+83p2gBy46atdJqGda1JX2mLsZgUGn/bmWKebkya90eyhb2pH7lUpy6EsTMNcabfVVLFmR4t1YWjfkZg97A2lEL6LNoOBqthmOr9hIWGEyLAR9w9/xNLvidpt2wLuSwy8Ens78FICbkHvM/m4r/tmMUr12W73f+DKrK5f0BXLTgXJTPqHoDx0YupMmyISgaDddX7if2WgiVBr9PVMAt7vpaPsaMqHoD/sP/oc7yoShaDbeX7+P+1RBKD+lIrP9NdLteHLdzjZKU/LothsQkMKj4D11AQvT9F5bPTHq9nh+GTGDpmrlotFpWLl3PtSs3GDzsKwLOXsR3xz5WLFnHjD8mcujUNmJj4ujb+7uU9WvWrkZoaBh3br85N4mtrLQM7/8ZX3w3Gr1BT4cWjSlWuAC//72MsiWL0aBODU76X+DXPxejKApVK5Rh5LdfAJCUpKf7N8MByG1nx6QR32JlpbVkdV7oux8ncfLsOWJj42nUvit9e3Xj/TbNLB2WCb1ez7ihPzN/5Uw0Wg3rlm3m+tWbfP3951zwv8zenQcpV6k0v/0zBXsHexo0fZevh3xOm3rGJ6kWb5pHkWIFscuVk73+mxk5YDyH95r/Oq/X65k6YgYzlv2MRqthy4rt3LoWxGff9eRKwFUO7jpC6YolmfzXOPLkzU3dJrX4bPAnfNygJ4WKF+T7yYNQDQYUjYZFs5YRFGj+TjaAlVbD0E4N6TNrHQaDSrtaZSnm6cLsLUcoU8CN+hWKMvC9eoxZ5svSvWcAhdHdmqW0R05fD8bdMQ/eLnktEn9KHTo3ps/MNRgMBtrVLm+sw6ZDlCnoTv2KxRj4fn3GLNnJ0t2nQIHRPVqgKAqdfSozatF23hv9N6jQtnY5SnhbfhpBg97AvB/+4KfFY9BoNexe6cvda3f4eGAXrp8P5ITvCXqO+JScdrYMmWN8IuleaCTje421bOB6A6Gj/qDIotGg1RCzyo+ngXdwG9CFx+cDifc7gUvPNtg3fgdVr0cfe5/gwcY+hkOruuSuURYrxzw4djTebL07+FeeXDL/jXsrjYbvG5Si7/ozGFSVdmW9jO3zo9eN7fPkxP/OqzqalXQ3bZ8Xd+Pk3Wg6LT4KCtQu6IJPEQvtU6qBBN+l5Og0CBQNSecPot4LxbpuewxhQeiv+wNgVfod9JdNbyZpXDyxadbDOCWOoiHx+FbUKAskZw0GEjb/he0nI4x1OLMXNSIY60adMYTcQJ+c+LeqUIekc6aJTm25WmgKlcbKLg9WVYzvGklYOwuDLsjctQCDnvu//UreyVNRNBoeb9+G/nYQuT75lMSrV0g4eoSEkyewqVYdp78Xgt7Ag3lzUmY+yPvrb1jlL4CSMyfOK1Zzf+oUEk6ZefCj3sCN4fMpt3wkilZD+PI9PLoaTMEhnbnvf4PoXelvwjwT+vcOSsz4iir7p6MoELZiL48uW/C69/679Pljk/G6905pink4M3vbccoUcKV+ucIMbF+HMSv3snR/AACjP26EoijY29nSrX4lukxbjYJC3TIFqVe2kEXqgcHA479nkmu4Mb+WsG87huAgbD/oSdLNqySdPkJSwEmsKlQnzy8LjOWX/oH6IB5tibLYfTbQmL1UFJ5uXI4hxPzbw0qrZdgn7ekz8U8MBgPt69egWH53Zq3eSdnC3tSvVpZTl28wc4VxAFHV0kUY3tM4sHbn0QDOXLlJ3IOHbDpgPBbGfNmZUoW8zF4PIbKaor7GrQZFUfa+ZLGqqmrDFy38L9P4vEnK+N+1dAj/2R6nspYOIVOU+DzPqwtlA4qD/asLveG0TTpbOoRMoca8OSNg/lfff7TR0iFkisqJr3sP+s1mn83eEZORbxLOWTqETHHr4mpLh/DfWWc8FUR2U6HMh5YOIVM4WFnmibjMtHfR27EtUkYRZ2Mf9thg6RAyxVhN9noH0YsU+76QpUP47+KzyXztr6C+BfV4eOzNnF/+37p60TKDwzJbtQX1LB3Cf/b0n/WWDiFT2H4/wNIh/Ge2Vdq+HRe+N8Tl4i3fitzx80oHbrPIfvLKFrKiKKWAccBxVVUfpPm+haqq21+8phBCCCGEEEIIIYQQQgghzOGlyX5FUb4BvgIuA38pitJfVdVnw0fHA5LsF0IIIYQQQgghhBBCCPGvqQZ5UCIzvWpk/2dAVVVVHyiKUghYoyhKIVVVZwCyJYQQQgghhBBCCCGEEEKIN8Crkv2aZ1P3qKoapChKfYwJ/4JIsl8IIYQQQgghhBBCCCGEeCNoXrE8XFGUSs8+JCf+WwMuQPksjEsIIYQQQgghhBBCCCGEEK/pVSP7uwNJab9QVTUJ6K4oytwsi0oIIYQQQgghhBBCCCHEW82gyuQxmemlyX5VVYNfsuxw5ocjhBBCCCGEEEIIIYQQQoh/61XT+AghhBBCCCGEEEIIIYQQ4g0nyX4hhBBCCCGEEEIIIYQQIpuTZL8QQgghhBBCCCGEEEIIkc296gW9QgghhBBCCCGEEEIIIUSmU+UFvZlKRvYLIYQQQgghhBBCCCGEENmcJPuFEEIIIYQQQgghhBBCiGxOkv1CCCGEEEIIIYQQQgghRDYnc/YLIYQQQgghhBBCCCGEMDtVtXQEbxdFzeK/aC67Qm/FJvPK5WLpEP6zEjndLB1CprjxJNLSIWQKjZL9X0CiVd6Oh4MuRd+xdAj/2f353S0dQqZoNuyEpUMQyUKexlg6hExRLVcBS4fwn517HGrpEDLFuUsrLB1CpkhcOsXSIfxn5cYet3QImSK3la2lQ/jPnugTLR1CphhlXcrSIWSKndaPLB3Cf+ah5LB0CJlicWyApUP4z+4nPLZ0CJlitEsdS4eQKUZGHrR0CP9ZR9eqlg4hUxx4cN3SIfxnt6POZf+EzhvkXKE2b0Xu+HkVgjZbZD95OzJ1QgghhBBCCCGEEEIIIcT/Y5LsF0IIIYQQQgghhBBCCCGyOZmzXwghhBBCCCGEEEIIIYTZGVSZFSkzych+IYQQQgghhBBCCCGEECKbk2S/EEIIIYQQQgghhBBCCJHNSbJfCCGEEEIIIYQQQgghhMjmZM5+IYQQQgghhBBCCCGEEGanypz9mUpG9gshhBBCCCGEEEIIIYQQ2Zwk+4UQQgghhBBCCCGEEEKIbE6S/UIIIYQQQgghhBBCCCFENifJfiGEEEIIIYQQQgghhBAim/tXL+hVFMUW6ArkBJapqhqVJVEJIYQQQgghhBBCCCGEeKupqqUjeLv825H9M4AEIAbYkOnRCCGEEEIIIYQQQgghhBDiX3tpsl9RlOWKohRN85UTsBpYCzhmZWBCCCGEEEIIIYQQQgghhHg9r5rGZwQwTlEUHTAWmAqsB2yBn7I2NCGEEEIIIYQQQgghhBBCvI6XjuxXVfWmqqofY0zwrwTeAVqpqlpfVdU1WRFQkyY+nPXfzbnz+xg0qE+65TY2Nixc9Dvnzu9j3/4NFCjgDUDDhnU5dHgzJ07s4NDhzfj41EpZx9ramt9+n4B/wB7OnN1Nu3bNsyL01/Juw1rsOLoW3xPr+fybHumWV6tVmfW7l3BJd4xmbRpZIMLXU8WnKn/sncu8A3/Sse8H6Za3792e2bvn8NvO3xm/fDz5vPJZIMr06jaoybYjq9lxfC29v+6ebnm1mpVZ67eI86FHaNq6ocmyeStmcDxwN3OWTDNXuC9Ut0FNthxexfZjazKsR9WalVjtu5CAkMPp6jF3+a8cvebHrCW/mCvcF6rToCabDq1gy9HVfNqvW7rlVWtWYuWufzgTfJAmrRukfF+ybHEWb5nHuv1LWbNnMc3aZf2x0qxpfS5eOMCVS4cY8t1X6Zbb2NiwbOkcrlw6xJFDmylY0Dtl2fdD+nHl0iEuXjhA0yY+Kd//Oe8XQoMD8D+72+RnLVs6h1Mnd3Hq5C6uXzvGqZO7sq5iyQ7fCKPdnF20mb2Tv49cTbdcF/eI3ksO0Hn+bj7404+D18MAiH30lN5LDlBrykYm7vDP8jhfpkb96iw58A/LDi2iy1cfplte8Z3yzN/xB3tu78KnVT2TZa6ervyybDKL9/3Nor1/4+7tZq6w08mu9ajXsDa+x9ax58RGvvjmk3TLbWysmTl/EntObGTtzoV45fcAwNraiskzf2LbgZVs2beCd+pUTbfu3CXT2X5wVRbXIL2KPpWZvmcWM/bPoV2f99Itb9W7Lb/4/caUHb8yctkYXJKvdQXLFGbs+klM9Z3JlB2/Uqt1HXOHbuJtufa9zMgJ06jX6kPad/3S0qG8lKZgGWy7/4RtjzFYVWuWbrl1vQ+w/XiE8V/30eT80vh313iXSP3+4xHk/Oo3tEUqmi3ueg1r43dsPXtObOTLb3qmW572+F63c1HK8W1lZcXPv49h+4FV7Dqylj79PwWgcLGCbNm7IuVfwK2D9PziY7PVB7JXG+R5r+pPWNtY8+ufE/A9sZ7VO/4xOd9OnDmKzftXsGnvMmrUTj3ftmzfhE37lrP14EoG//C12eqSEY/6FWh78GfaHf6Fsv3avLBc/pbV6Rq6BKcKhc0Y3YuV96nMlD2/MXX/LFr36ZBuefPebZjkN4PxO6YxdNlPOD/XP7LNnZMZx/6k+5je5gr5lUr4VOS73b8wZN906vdpm255zS6NGbBjMt9um0if1T/iWszLAlEaNWhUl4Mnt3LkzA76fZv+b2hjY80ff//CkTM72Oq3Au8CninLSpctweZdy9h3dBN7Dm8gRw4bANZu+YeDJ7fie3AdvgfX4ezilOX1aNykHmf8dxNwfi8DB6W/phnzIb8RcH4ve/evp0AB49+8arWKHDm2lSPHtnL02DbatG0KgJeXB9u2L+PU6V2cPLWTvn0/yfI6pFXIpwI99/7Mpwd+oUbf9Mdzha4N6b5rIt22j+fDtT/gVNy4Xey9Xfjm2t902z6ebtvH03hC+mtPVmvSxIeAgD1cuLCfwYMzzk0tXvw7Fy7s58AB09zU4cNbOHlyJ4cPb8HHp3bKOj/99B2BgUeJjLxktnqklV3PUz4N67Dn+Cb2n9yS0pZIy8bGmt/nT2H/yS1s2LUU7/zG/cjKyopfZo1j58G17D66gb7f9kpZ5+eZozl9ZR+7Dq0zWz3EixlU5a38ZykvHdmvKIoj8DGQCHwAtAN2KooyQ1XVzZkdjEajYdr0MbRp3ZWQkDAOHtzE1q2+XLlyPaVMj086ERsbR4Xy9enYsQ1jxw2lR/d+REXF0LFjL8J0EZQpU4KNmxZRvFhNAIZ834/IyCgqVWyIoig4OeXN7NBfu34/Tvqenh98RVhoOGt3LWL3jgPcuHYrpYwuOIyhX/9Er77pOx1vCo1GQ59xfRjZZSRRuntM3zyd477HuBt4N6XMjYs3GdDqW54+eUqLri3pOfxTpnw12YJRG+P+YfIQen3Qj/DQCFbtWsjenQdN/v6hIWEM+2YMn/btmm79v2ctwTZnDjp3T5/wMSeNRsOISd/xWaevCQ+NYOXOf9LVQxcSzoj+Y/mkT5d06/89ewk5c9ryQff0F3dz0mg0DJ84iM879SdcF8HyHX+zb9dBbl4LSimjCwljZP+xfNLXtB5PHj9hxNdjuHMrmHxuLqzYtYAje49zP/5BlsU6c8Z4mrf8iOBgHceObmPzll1cvhyYUubTnh8RExNHqTJ16dSpLRMnjODjLn0oXbo4nTq1o0Klhnh6urFz+wpKl30Xg8HAokWrmD17AQsWzDD5fR93SW1M/jx5FHHx8VlSr2f0BpWJOwL44+O6uNnnpMvfe/Ep7kHRfPYpZf48dIWmpb3pVLUINyLj6bfyCNv7NSeHlZavfMpwPSKe65FZG+fLaDQaBoz/hoEfDSFSF8m8bbM5tOsotwNvp5QJD4lgwoApfPhl+huUI2Z8z+KZyzh18DQ57WwxGCzzhqDsWg+NRsNPk7+nR8e+hIWGs953Cbt37Od6mvPSB13aExcbT8Ma7WjdoSnf/9ifb3oPpXM34zm1Zb3OOLs48vfK32nfuCtq8luamrZqyKOHj8xSj7QUjYZPx37B+C4/EhUWxcRNP3PK7wQhgcEpZYIu3mRY60EkPEmgSdfmdBnWgxn9ppLw+CmzBswgLEiHo6sjE7f+QsABfx7FPzR7Pd6Wa9+rtG/ZhI/fb8vwsVMtHcqLKQo29T/i6foZqA9isP1wGPqb51CjdSlFEg+sJjH5/60q1keTLz8AhuBrPFk23rgghx05PxmL/o55EgUajYbRk4fSvWMfwkLD2eC7FL8d+7l+7WZKmU5d2hMfez/5+G6Wcny3bNcYmxw2tKjXCductuw6vJZN67Zz6/ptWjf4MOXnHz2/k51b95qlPs9+Z3Zpg2QU+6v6Ex90aUdc7H2a1OhAq/ZN+W7U13z72XA6dTO2/dr4fIiTiyPzV8zk/Sbdcchrz5Af+9OhcVdiomKZ/PtP1Hq3OkcPnjRLndJSNAo1JvRg94eTeKSLpsW2MQTvPE1cYKhJOatctpTq3YzI09df8JPMS9Fo6DH2MyZ3GU10WBRjNk3hjN9JQtNcM25fvMWo1t+R8CSBRl2b8eGw7szqlzr4puOgj7hy4qIlws+QolHoMKYnf3adQFxYFF9vGs8l39NEXA9JKXN242GOLfUDoEzjqrT5oRt/9Zhk9lg1Gg0Tpo6kc/ve6ELD2b53Jbu27+Xa1RspZT7q9j5xsfHUrtKcdu+1YORPg/jy00FotVp+nzeZr78YyqULV3F0dCAxMSllvX6fDSHA3zzb5Vk+pG3rboSEhHHg4Ea2bfXLMB9SsXwDOnZsnZwP+ZpLF6/ybp226PV63NzzcezYNrZt3U2SPolhw8YT4H+R3LlzcfDwZvbsOWTyM7OKolFoNK4Ha7pM4r4umi6bx3Dd9zTRaY7nKxuOcm7JHgCKNqlC/R+6sq77FADiboezuMWILI8zIxqNhl9/HUurVl0ICQnj0KFNbNnix5Urqf2/Tz7pTExMHOXK+fDBB20YP34o3bo9y019ii45N7V582KKFn0HgG3b/Pjjj4WcP7/P7HXKrucpjUbD2CnD6fL+54SFhrPJbzl+O/YReDW1HdK563vExcbjU701bTo0Z+iP39Kv9xBatWuKjY01zd59H9uctvgdWc+mtdsJvhvK6uWbWDh/BdNmjzdrfYQwh1e9oHcDEAuowGJVVRcDbYDKiqJkerK/WrVK3Lxxm6CguyQmJrJmzWZat25qUqZ1q6YsXbIWgPXrt1G/vvEuaUDARcJ0EQBcunQNW1tbbGyMd+S7d/+AqT/PBkBVVaKiYjI79NdSoUpZbgfd5e7tEBITk9i6YReNW/iYlAm5q+PqpesYVINFYnwdJSqVQBcUSvidMJISkziw+QA1m9Y0KXP+6DmePnkKwNWzV3DxcLFEqCYqVCnLnVvBBN8OJTExiW3rd9Gwuemo2NC7Oq5duo7BkP7vf+zgSR4+MH/C6Xnlq5Thbtp6bPClwQvqoWZQj+MHT70R9ShXuQx3bgUTcieUpMQkdmzwo0Gz5+sRRuDlG+m2x+2bd7lzy9goiQy/R/S9GByd82ZZrDWqV+bGjSBu3bpDYmIiq1ZtpG0b0xGZbds0ZfHi1QCsXbuVhg3qJn/fjFWrNpKQkEBQ0F1u3AiiRvXKABw8dJzomNiX/u6OHduwYuXGzK9UGhdCo8nvlAtvx1xYazU0K+PNvms6kzKKAg+fGlNQD54mki+3LQA5bayonN8FGyttlsb4KqUrlyIkKATdHR1JiUns3riXus1qm5QJCw7n5uWbqM8lwAsWL4jWSsupg6cBePzoScr5y9yyaz0qVinH7VvBKde3Let30rhFfZMyjVvUZ92KLQBs37SbWu9WB6BYySIpCaWoezHEx92nfKUyANjlykmvPl2Y9ct8s9QjrWKVihMepCPibjj6xCSObD5E9SbvmJS5ePQCCU8SAAg8exVnD2cAdLdCCQsyHkMxETHE34vD3skeS3hbrn2vUq1SeRzs81g6jJfSuBVCjYtAjb8HBj1J106iLVLhheW1JaqTdO1U+u+LV0EfdBGSEjNYK/MZj++7Jsd3kwyO77UrjF2D7Zv8qP1uDQBUFezsbNFqtdja5iAxMZEH901vetWuV4PbQcGEBpted7JSdmqDPO91+hONWviwfqXxfLtj825qJW+PYiULc+ygcZ+KvhfD/eTzbf6CXty+eYeYqFgAjuw/ke4pH3NxrlyU+0HhPLgTiSFRT9DGY3g3S//EV8UhHbk0awuGp+Y5Dl6laKVihAfpiEy+ZhzbfIiqTWqYlLmc5ppx/ew1nJKvGQCFyhXBwSUvFw4EmDXul8lfqRj3bocRfTcCfaKegM1HKdu0mkmZpw8ep/y/jV2OlBv15la5anmCbt7hzu1gEhMT2bh2O81amu7DzVs2ZNXyDQBs2biLd32M/VefhnW4fOEaly4Yn2yNiYnL8HpoDtWqVUyXD2nVuolJmVatmqTJh2xPyYc8fvwEvV4PgG2OHDzbFOFhkSk3Kx48eMjVq9fx8HQ3S33cKxUlNiicuOTj+ermYxRrano8J6TZh6xz5gAL7UPPq169EjduBKVsi9WrN9P6uW3RunUTli41bot167ZRv77xSc6AgIvoXpCbOnHiLGFhEWasSarsep6qVKUcQbfupFz3Nq/fQZMWDUzKNGlRn7UrNgGwbZMvdeoZ2+yqqmJnZ5faDklI5P594835E0dPExsTZ9a6CGEur0r2OwNrML6U1wtAVdXHqqqOAT7P7GA8Pd0IDkm9yxsSosPD0+2FZfR6PfHx93F2Nn1XcPv2LQjwv0BCQgIODsbO9ahRgzh8ZAuLl8zC1dUyiWc3D1fCQsJTPoeFRuDm4WqRWP4LZ3dnIkPvpXy+p7uHs5vzC8s37dyU03vTd1bNzdU9n8nfP1wXgZvHmzG90L/h5u6KLjRNPUIjcHPPhvXwyEd4aGpDJ1wXgev/sD3KVS6DtbU1d4NCXl34f+Tp5c7d4NRzU3CIDs/nGslpy+j1euLi4nF2dsTTM4N1vV6vgf1u3XcIj4jk+vVbry78H0Tcf4J7npwpn93scxJx/7FJmS/fLc3WC3dpOnMb/VYeYWgz800f8Tpc3F2ICI1M+RypiySf++ud6/MX8eZB/EPG/fkT83f+QZ+Rn6PRvOrymDWyaz3cPPKhCw1L+ZzR9c3dIx+6EGMZvV7P/fgHODrl5crFazRqXg+tVot3AU/KVSyNh5fx2j9gWF/+mr2Ex4+fmKUeaTm5OxGlS73WRemicHR/8eP7DTo3xn/fmXTfF61YHCsbK8Jvh2WwVtZ7W659bwMltyPq/dQBJ+qDWJTcjhmXzeOExsEFw90r6ZZZlahG0jXzjbh29zBtd+hCw9PtQ24erhke39s3+fHo0ROOXfTlkP92/py1iLhY06fA2nRoxuZ1O7K+IibxZp82yPNepz/h5u6KLrlM6vZw4MqFQBqmOd+WrVgady83bt+6S+FiBfHK74FWq6Vxy/op52Fzs3N35FFodMrnR7po7DxMjxOn8oXI5elEyG5/M0f3Yo7uzkTrolI+R7/imuHTuRHnkq8ZiqLw8chPWDZ+YZbH+W84uDkSF5papzhdFPZu6c9Ztbo14fv9v9Jy6Mds+skydXD3cCMkJPU6qwsNwz1dO8SN0DTnqfj4+zg55aVosYKoqCxfO49d+9fQ9xvTKUKmzxqP78F1DPgu66eJ8/R0Jzgk9cZnSEhY+j6Hp1tKGb1eT1yafEi16pU4eWonx0/uoH//ESnJ/2cKFPCiYsUynDrpn7UVSZbb3ZH7aY7n+7pocmewD1Xq3pheB3+h3vAP2fPjopTvHfLno9u2cXRaNQKvGiXNEvMznp7uBAen3RY6vLye3xbuBAe/PDfVoUNL/JNzU5aWXc9T7h5uKdc0MLZDMjy+Q5+/7uVl2yZfHj16xMlLuzkasIt5sxama4cI8TZ6VRZgFLADY8J/aNoFqqq+cPiNoiifK4pySlGUU0lJ9/97lP9C6dLFGTtuKF9/PRwAKyst3t6eHDt2mjq1W3Pi+BkmTBhu1pj+P6vfoQHFKhRn7dy1lg5FvIVcXJ2Z8NsoRn07zmIjibJS587tWZnFo/pf145LwbStUJBd37Tk9861GbnpFIa35G+utdJSoUY5Zo2dyxct++JZwIMWndLPpf2my671WL10I2G6CDb4LWHk+MGcORGAQW+gdLkSFCjkza5t5pva439Vt4MPRcsXY9Pc9Sbf53V1pN/0b5kz+Le38hwlso62RDWSAs+kH+FoZ4/G2QvD7Tdnqo+XqVilLAa9nlrlmuJTtRW9+3Yjf8HUOb2tra1o1NyH7Zt8LRjl/yY7tkHWLNtEWGgE6/wWMXzcIM6ePIdBryc+7j4/fjeJX/+cyLLNfxJyJxSD/g19ylhRqPpjF06PXmbpSP5ntTvUo3D5YmyduwGARt2bE7D3DDFhUS9f8Q11dLEvk32+ZdukZTT82rLThP4vtForatSswlefDaFd8660aN2YuvWMo/6/+mwIDeu0p32LrrxTqyoffJj+vQVvklMn/alerRk+77Zj0OC+Ke8eAMiVy46ly+fw/ZCxKSOb3xT+i/z4691BHJi4gprftAfgYUQs82p+y+KWI9k3dimtZvbFJnfOl/+gN0zp0sUZN24o/foNs3Qo/9rbcp6qVKUcBr2BGmUbU7dKCz77qodJO0S8OVRVeSv/WcqrXtC7TlXVBqqqNlZV1U9RFHtFUV75jLSqqvNUVa2mqmo1K6vXf6Q6NDQcb6/UF+V4eXmYjCR6voxWq8XePk/KtDyeXu4sXzGXz3oP5NatOwBERcXw8OEjNm40jhhat24bFSuVe+2YMlO4LgL3NKNk3D1dCddZ5hGu/yIqLIp8nqkjTV08XIgKT3/Sr1i3Ep37dWZsrzEkJSSlW25uEWGRJn9/Nw9XwnWRL1njzRQeFmHyxIubpyvhYdmwHrpI3DxT78i7ebgS8S+2R67cdsxa8gu/TZrLuTNZm/QIDQkjv3fqucnby4PQ0LAXltFqtTg42BMVFUNoaAbrhrx6hK9Wq6VD+xasWr0pk2rxYq55bAlLM5I/PP4xrnlMG9Pr/YNoWsbYMKro7czTJD2xjywz1U1G7oXdw9UzdVRmPo98RIbde8kaqSJ1kVy/eAPdHR16vYGDOw9TonzxrAr1pbJrPcJ1kSaPhGd0fQvTReKRPCJKq9WSxz43MdGx6PV6xo/8hTYNPuLLbgOxd8jDrRu3qVy9AuUrlWH/mS2s3Po3hYoWZOnGeWapD0B0WDTOaaagc/ZwJiYsOl258nUq8F6/jkzpPcHkWpczd06GLhjJiqlLCDx7zSwxZ+Rtufa9DdQHMSh5Ukf8Kbnzoj7IeGpJqxLV0Gcwet+qRDX0N/zBjFNMhOlM2x0enm7p9qFwXUSGx3fb91uwf/cRkpKSiLoXw+nj/inTdAH4NK7LxXNXuBeZ/tjKStmpDfK81+lPhIdFpIzMT90ecej1eib+MI12DbrQt/sg8tjn5tYNY59p766DfND8Ezq3/JRb12+nfG9uj8JisPNMHWlq5+HEI13qcWKd2xaHUt40WTuC9sen41KlKPX/GWjxl/TGhEWZTHfh9IJrRtk6FWjbryPTe09MuWYUr1KSxj1aMO3QH3w0ogd136tPp+/Tv0PF3OLCY3DwTK2Tg4cz8eEvng43YPNRyjap9sLlWSlMF24y6trD0z1lit+0ZTzTnKfs7fMQHR2LLjSMY0dOER0dy+PHT9jje4DyFcskr2P8GQ8fPGLdmq1UqlI+S+sRGhqGt5dHymcvL/f0fY7Q8JQyWq0WhzT5kGeuXr3BwwcPKVPWOBreysqKpcvmsHLFRjZt3JmldUjrQVgMedIcz3k8nHjwkn3oyqbUaX70CUk8iTXelIg4H0Ts7Qgci5hn+iFI3hbeabeFh8nTI6llMs5NeXm5s3LlPHqnyU1ZWnY9T4Xpwk2eNvPwdMv4+PZ8/roXS7uOLdm353ByOySa08fPUqFSWbPELYQlvdbz/YqiVFMU5TxwDrigKEqAoijpJ0/8j06fDqBosUIULOiNtbU1HTu2YetW05E+W7f50qXr+4Dxkaj9+48A4OBgz7q1Cxg1ajLHjp02WWfbtt3US74736BBHZOXqpjT+bOXKFQ4P94FPLG2tqJV+6bs3nHAIrH8F9cCruFZ2Au3/G5YWVtRr009jvseNylTpGwR+k3sx9heY4iLejPmQTt/9hIFi+THK/nv37JDU/buPGjpsP61C2cvU6BIfrwKeBjr0b4Je3dmv/3oov/l5O3hgZW1Fc3bN2bfrtfbHlbWVvy6YDKbV2/Hd0vWj/o9ecqfYsUKU6hQfqytrenUqR2bt+wyKbN5yy66dTO+MPX991uxd9/hlO87dWqHjY0NhQrlp1ixwpw4efaVv7Nxo3e5evU6ISFZP4dxWU9H7kQ/ICT2IYl6AzsvBeNTwsOkjIe9HcdvGRMhN+/Fk5BkwNEuR5bH9rqu+F/Bu7AXHvndsbK2olG7BhzedeQ1171KbofcODg5AFClTmWCrt1+xVpZI7vW49zZixQqknp9a92hGbt37Dcps3vHft77sDUALdo2Spmn3zanLTntjO+AqOPzDkl6Pdev3WLZgjXULtcMnyqt6dzqU4Ju3KZLu0yfQfCFbgQE4l7Yg3z5XdFaW1G7TV1O+Z4wKVOobGF6T+zLlF4TiE9zrdNaWzFo3jAOrN3H8W1HzRZzRt6Wa9/bwBB+GyWvK4q9M2i0WJWojv7muXTlFEc3sM2FQXcz3TKtmafwgWfHdwGT49tvxz6TMrt37Of9D9sA0KJt45TjOzQ4jNrJ7+fIaWdLpWoVuBkYlLJem/eam30KH8hebZDnvU5/Ys+OA3TobDzfNm/TiKOHnp1vc6Scb2v7vINer095sa+Ti/FGlL1DHj7+tCOrl2wwU41MRfnfJE9hd3Llz4fGWkuhdjUJ3pU6RVri/cesKdeHDe8MYMM7A7h35gb7PplG9LmsnfLwVW4GXDe5ZtRsU5czvqbHasGyhek58Uum95pocs2Y0/9XBtT+goF1v2T5+IUcWrePVZOXmLsK6QQH3MClkDuO3vnQWmup2KYWl3xN+9kuhVKTr6UaViYqyDJT1vmfuUDhogXJX9ALa2tr2r3fgp3bTY/Pndv30umj9gC0bteUQweM/dd9uw9TukwJcuY0vl+kZp3qXLt6Ha1Wi5NTXsCYLG/SzIerl7P2pbanT59Llw/ZttXPpMy2bX5p8iEt2L/f2M4oWNAbrdb4Dq38+b0oUbIod24b3y8ye85krl69zu+//ZWl8T8vLOAmeQu7Y598PJdsU5MbvqZTHuYtlJrELdKoEjHJ+1BOpzwoGuOoWIcC+chb2I242+YbKHnqVADFihWmYEFj/++DDzLITW31o0sX47Z4773nclPrFvDDD5M5etTy0xk/k13PUwFnL1K4SEHyF/DC2tqKNh2a47t9n0kZvx37eD/5yZuWbZtw5KCxzR4SrEt5j1BOu5xUrlaBG4GWvV4IYQ5Wr1nub6CvqqoHARRFqQssAF78VrH/gV6vZ9DAUWzctAitVsuiRau4fDmQkT8M4MyZ82zb6sfCf1Yx/69pnDu/j5iYWHp0/xqAL77sTpGiBRk2rD/DhvUHoG2bbkRGRvHDyEnM/2saU6aM4t69aL744rvMDPtf1W/MsJ/5a9VvaDVa1izfxPWrN/nm+y+44H+ZPTsPUL5SGWYt/Bl7B3saNH2Xb4Z8Tqt3O1sk3hcx6A388cMcxiwei0arwXelL3eu3aHLwK4Eng/khO9xPh3RC1s7W4bOMT6yFhkaydheYywat16vZ9zQn5m/ciYarYZ1yzZz/epNvv7+cy74X2bvzoOUq1Sa3/6ZkvL3/3rI57Sp9yEAizfNo0ixgtjlysle/82MHDCew3uPWaQe44dNZd4KYz3WL9/Mjau36Dfkcy4GpNZjxoIp2OfNQ/2m7/LVd5/RzucjABZtnEvh5HrsPruZUQPGcXjf8Vf81qypx4ThvzBn+a9otRo2LN/Cjau36DvkMy75X2bfrkOUrVSaX/+ehH3ePPg0qUuf73rznk8XmrVtRJWalXBwtKdt55YA/NB/HFcvZs2NPL1eT/9vR7Jt6zK0Gg3/LFzJpUvX+OnHwZw6HcCWLb78vWAFC/+ZyZVLh4iJieXjrn0B40uZ1qzZzPmAvSTp9XzTf0TKS7+WLJ6FT71auLg4EXTzFKPHTGXBPysA6NSpXZa/mPcZK42Goc0q0Wf5YQwGlXYVC1Isnz2z91+ijEde6pfwZGDj8ozZdoalJ4ydnNFtqqIoxgZ4i9938PBpIol6A3uvhTLno7oUzWfel5Hq9QZ+HfkbU5dNRqPRsG3ldoKu3ebTwZ9wNeAqh32PUqpiScb9NZo8Drmp3aQWnw7qQY+GvTAYDMweM5dfV05FUeDq+UA2L9tq1vizez30ej2jh07mn9Wz0Gg0rFm2icCrN/l26Jec97/E7h0HWLV0A7/MHsueExuJjY2j/2fG64OziyP/rJ6FwaASrotgUJ8fzBLzqxj0Bv4e9SfDF/2IRqtl3yo/ggPv8sHAj7h57jqn/U7Sdfgn2NrZMmD2EADuhUbyc+8J1Gpdh9I1ypAnbx58OhpfEDh78ExuXzJ/5+Jtufa9ync/TuLk2XPExsbTqH1X+vbqxvtt3rBprFQDCftWkqP9N6BoSLp0BDVah3XNNhjCb6O/ZUz8W5WonuGofiWPM0oeJwzB5h20otfr+WnoZBauno1Go2H1so3Jx3ef5ON7PyuXbmDa7HHsObGRuNh4vvnMOPvn4r9XMmXmaHYcWoOiKKxZvpErl4zx57Szpa7PO4wcOM6s9XlWp+zSBsko9lf1J1Yv3cjPs8fge2I9cTHxDPjcOIWps4sTf636HdVgIFwXwXd9R6X83JHjB1OqrPFpsFlT5xN00zIjUVW9gZMjFtJo2RAUrYYbK/YTdy2ECt+9T3TALZPE/5vEoDewaNR8vls0Co1Ww4FVuwkJvMt7Az/k1rkbnPU7yYfDu2NrZ8vXswcDEBV6j+m9J1o48hcz6A1sHPUPvRcNQ6PVcHLVPsIDg2k6oCPB529xye80tXs0pVid8hiSkngc95CVg+ZYJFa9Xs/w78azfO2faLUaVixZz7Ur1/lueD8Czl5k1/a9LF+8lt/mTubImR3ExsTy5afG7RAXF8/cWQvZvmcVqqqy2/cAu3cdIKddTpav+xMrayu0Gi0H9x9lycLVWV6PQQN/ZMOmRWi1GhYvWp1BPmQl8/+aTsD5vcTExPFJcj6kVu3qDBr0JYlJSRgMBgZ8+wNRUTHUqlWNj7u8x4XzVzhyzNgu/OnHn9m1c1+W1gWMx/OeHxby/uIhaLQaLqzcT9S1EGoPfJ/w87e44XuGyp80pUDdshgS9TyJe8iOgXMB8H6nFLUHvY8hUY9qUPEbvoAncQ9f8Rszj16vZ8CAUWzebMxNLVxozE398MNAzpw5x9atfvzzz0r+/ns6Fy7sJyYmlm7d+gHw5Zc9KFq0EMOGfcOwYd8A0CY5NzV+/DA6d26HnV1Orl8/xoIFKxg//lez1Cm7nqf0ej2jvp/AotVz0Gq1rFq2gcCrNxg4tC/n/C/ht2MfK5esZ/qcCew/uYXY2Dj69Ta2zRf9tYKpv43F9/A6FEVh9bLUdsjMeZOpVacajs55OXbel+mTZrNy6fqXhSJEtqG8zhyTiqKcVVW18nPfnVFVtcqr1s1lVyh7TGL5Cl65LPNS38xUIqdlXrSV2W48eTumH9Aolpu/K7NoFcu8xDSzXYp+Mx6t/C/uz+9u6RAyRbNhJ15dSJhFyNMXP2adnVTLVcDSIfxn5x6HvrpQNnDu0gpLh5ApEpdOsXQI/1m5sea/yZ8VclvZWjqE/+yJPtHSIWSKUdalLB1Cpthp/cjSIfxnHsqb8+Tlf7E4NsDSIfxn9xMev7pQNjDapY6lQ8gUIyOz/5ONHV0zfYINizjwIGufkjGH21Hnsn9C5w1y3PO9tyJ3/Lx3QtdZZD953ZH9+xVFmQssB1SgM7BPUZQqAKqqvplDLIQQQgghhBBCCCGEEEKI/wdeN9lfMfm/Pz73fWWMyf+GmRaREEIIIYQQQgghhBBCCCH+lVcm+xVFKQWMA46rqvogzfctVFXdnpXBCSGEEEIIIYQQQgghhBDi1V464baiKN8AG4GvgQuKorRLs3h8VgYmhBBCCCGEEEIIIYQQQojX86qR/Z8BVVVVfaAoSiFgjaIohVRVnQHIyyiEEEIIIYQQQgghhBBC/E/eyrfzWtCrkv2aZ1P3qKoapChKfYwJ/4JIsl8IIYQQQgghhBBCCCGEeCO8dBofIFxRlErPPiQn/lsDLkD5LIxLCCGEEEIIIYQQQgghhBCv6VXJ/u5AWNovVFVNUlW1O1Avy6ISQgghhBBCCCGEEEIIIcRre+k0PqqqBr9k2eHMD0cIIYQQQgghhBBCCCHE/wcGVWaKz0yvGtkvhBBCCCGEEEIIIYQQQog3nCT7hRBCCCGEEEIIIYQQQohsTpL9QgghhBBCCCGEEEIIIUQ299I5+4UQQgghhBBCCCGEEEKIrKDKnP2ZSkb2CyGEEEIIIYQQQgghhBDZnCT7hRBCCCGEEEIIIYQQQohsLsun8SmQ2zWrf4VZFLZ1sXQI/1kJTR5Lh5ApbHNqLR1CpsijWFs6hP/skaq3dAiZwuCoWjqE/87B0dIRZIrgp9GWDiFTRDyKtXQI/1nzfOUtHUKmsHkLxjU4WNlZOoRMkbh0iqVDyBTWXYZYOoT/LM/ErpYOIVPk1NhYOoT/7O6DSEuHkCnegmYtAG5KDkuH8J85qW9HXynyUZylQ/jPiuX1tHQImeKR8hb0lQAn29yWDuE/81ZsLR1CpqiQq4ClQxDirSZz9gshhBBCCCGEEEIIIYQwO4OlA3jLZP/hbkIIIYQQQgghhBBCCCHE/3OS7BdCCCGEEEIIIYQQQgghsjlJ9gshhBBCCCGEEEIIIYQQ2Zwk+4UQQgghhBBCCCGEEEKIbE5e0CuEEEIIIYQQQgghhBDC7FQUS4fwVpGR/UIIIYQQQgghhBBCCCFENifJfiGEEEIIIYQQQgghhBAim5NkvxBCCCGEEEIIIYQQQgiRzcmc/UIIIYQQQgghhBBCCCHMzqBaOoK3y78a2a8oShtFUfYpinJMUZS+WRWUEEIIIYQQQgghhBBCCCFe30uT/YqiVHruq25AA6A20CeLYhJCCCGEEEIIIYQQQgghxL/wqml8+iiKogF+UFU1DLgLjAQMQGhWByeEEEIIIYQQQgghhBBCiFd7abJfVdUvFEWpCMxVFOU0MAqoBdgBU80QnxBCCCGEEEIIIYQQQoi3kAHF0iG8VV45Z7+qqgGqqrYDzgIbAU9VVTepqvo0y6MTQgghhBBCCCGEEEIIIcQrvWrO/i8VRTmiKMoRIBfQHMirKMpORVHqmSPAug1qsu3IanYcX0vvr7unW16tZmXW+i3ifOgRmrZuaLJs3ooZHA/czZwl08wR6gtV9anKvL3zmH9gPh/0/SDd8nI1yjFz60w239xMnZZ1TJb1HNaT2b6zme07m3ptzPInf6FSPhUZunsaw/f9SsM+bdMt9+nVkiG+Uxm8fTJfLh2Jo5dLyrLWQz/mu50/893On6nUupY5wzZRyacKM/bM5rf9c2nf5/10y1v3bsd0v9/5ZcdMflw2FhevfAAUKlOY8eunMN3XuKx267rmDt1EOZ9KTNg9k0n7fqdlnw7pljft1YZxvr8yZvs0vlv6I87J9QD468YqRm+byuhtU/nmz6HmDDudij6Vmb5nFjP2z6Fdn/fSLW/Vuy2/+P3GlB2/MnLZmJTt4eKVj0lbf2HytulM9Z1J4y7NzB16ijoNarL58Eq2HVtNr6+7pVtetWYlVvkuxD/kEE1aN0j5vmTZ4izZ+icb9i9j3d4lNG/X2Jxhp3P4ajDtpqyhzeRV/L03IN1yXcwDev+xjc6/rueDaes4ePluuuW1Ri5k4f7z5goZgHoNa+N3bD17Tmzky296pltuY2PNzPmT2HNiI+t2LsIrvwcAVlZW/Pz7GLYfWMWuI2vp0//TlHXy2Odm1t8/43t0HbuOrKVytQpZXo/GTepxxn83Aef3MnDQlxnUw4aFi34j4Pxe9u5fT4ECXgBUrVaRI8e2cuTYVo4e20abtk1T1pn9x2RuBZ3kxMkdWR5/Rt6G8215n8pM2fMbU/fPonUG59rmvdswyW8G43dMY+iyn0zOtQC2uXMy49ifdB/T21whZ6hm/RqsPLiI1YeX0q3fx+mWV3qnAgt3zuPQnd00aOVjsuzw3d0s8p3PIt/5/PzPeHOFnI6mYBlsu/+EbY8xWFVLf863rvcBth+PMP7rPpqcXxrbfhrvEqnffzyCnF/9hrZIRXOH/1pGTphGvVYf0r5r+nPAm6Z2g3fYeGg5m4+u4tN+6a99VWpWYsWuBZwOPkDj5659i7bMY93+Jazes4hm7RqZM2wT2fm4aNS4HifO7OJ0wG6+HfhFuuU2Njb8tXAGpwN247t3DfmTrxnPeHt7cDcsgH7f9Er57rfZE7l26zhHTmzL8vif51G/Am0O/kzbw79Qpl+bF5bL37I6XUKX4FShMAA2jrlptHo4nQLnU218+n6iuZX0qciQ3b8wdN90GmTQV6rXqyXf+f7MwO2T+WLpCJO+UquhHzF45xQG75xCxdY1zRl2OoV9KvDZnp/5Yv8v1OyTfntU6tKQT3dOpOe28XRZ8wPOxT1Nltt7OjPw0nxqfN4yS+Jr1rQ+Fy8c4MqlQwz57qt0y21sbFi2dA5XLh3iyKHNFCzonbLs+yH9uHLpEBcvHKBpE59X/sx5c6dy+pQvZ077snLFPHLlsgOge7dO6ELOcerkLk6d3MWnPT/KkrqmVbdBLbYfWcPO4+v47Ose6ZYb8yKLuRB6lGbP5UUsqahPBfru+Zmv9v9C7Qz2pypdGvHFzkl8tm0CPdaMwqW48XzlWbEIn22bwGfbJvD59gmUbFbN3KGbqN+oLgdObOHQ6e189W36dp2NjTVz/prKodPb2ey7HO/8xuOiwwet2HVgbcq/u1HnKVuulLnDT1HCpwIDd09l8L5p+GSwPWp0aUT/HZP4etsEvlj9I67FjNvDLm9uei8fwU8X/6bt6E/MHPWLVfGpwpy9fzD3wDw69u2Ybnm73u2ZtXs2M3f+xrjl48n3XFtdiLfVq+bs76uqagVFUXIAR1RVXQHMVBRlMfADcCArg9NoNPwweQi9PuhHeGgEq3YtZO/Og9y4diulTGhIGMO+GcOnfbumW//vWUuwzZmDzt3TJxHNRaPR0HdcX0Z0GcE93T1+3fwrx3yPcTcwNVEWERrBtEHTeP8L02RI9YbVKVauGP2a98PaxprJqyZzcu9JHj94bO5qoGgU3hvzKX90HU9cWBQDNk3gou9pwq+HpJQJuRTE9DbDSXySQO2uTWg9rAuL+82gdIPKeJUtxC8tv8fKxpq+K0ZxeZ8/T81cD41GQ++xXzCmyyiiw6KYtOkXTvmdIDjNtrh18Sbftx5IwpMEmnZtQbdhnzC93888ffyU3wZMJyxIh6OrE1O2TsP/wFkexT80ax0AFI2GbmM+Y2rXMUSHRTFq02T8fU8Sej04pcydS7cY02YICU8SaNC1GZ2GdWNOP2PiI+FJAj+2HGz2uJ+naDR8OvYLxnf5kaiwKCZu+plTficICUytR9DFmwxrPYiEJwk06dqcLsN6MKPfVGIiYhjZ4XuSEpLIYWfL1F0zOe17gpiIGLPWQaPRMHLSYD7r9A1hoRGs3LmAvTsPcvNaUEoZXUg4I/uP5ZM+pomEJ4+fMLzfGO7cuks+NxdW+f7D4b3HuB//wKx1ANAbDExcf4Q/PmuOm0Muuvy2CZ8yBSjq5phS5s/d/jStWJhOtUpzIzyGfn/vYnvpzinLf9lynDolvTP68VlGo9EwevJQunfsQ1hoOBt8l+K3Yz/Xr91MKdOpS3viY+/TsEY7Wndoxvc/9ueb3kNp2a4xNjlsaFGvE7Y5bdl1eC2b1m0n5K6OUROGsH/PEb769Dusra2wzWmb5fWYNn0MbVt3IyQkjAMHN7Jtqx9XrlxPKdPjk07ExsZRsXwDOnZszdhxQ+nR/WsuXbzKu3XaotfrcXPPx7Fj29i2dTd6vZ6li9cy949F/PnnL1ka/4vqlN3Pt4pGQ4+xnzG5y2iiw6IYs2kKZ/xOEprmHHX74i1Gtf6OhCcJNOrajA+HdWdWv9S/d8dBH3HlxEWzxv08jUbD4An9+ebDwUToIlmw7Q8O7jxMUODtlDLhIRGM/XYSH3/ZOd36T58k0L2JZW9WoCjY1P+Ip+tnoD6IwfbDYehvnkON1qUUSTywmsTk/7eqWB9NvvwAGIKv8WRZcjI2hx05PxmL/s4lM1fg9bRv2YSP32/L8LFv9kyZGo2G4RMH80Wn/oTrIli24y/27TK99oWFhPFD/3H06Jv+2jfy6zHcuRVMPjcXlu/6myN7j5v92pedjwuNRsPP036iQ9sehIaEsefAOrZv283VNNeMbj0+IC42jqoVG/Fex1b8NHYIvXr0T1k+btII/HxNu3HLl67jz7lL+OPPn81WFzD2MapP6MGeDyfxSBdN821jCN55mvhA09fDWeWypVTvZtw7nVpP/ZNEzv28hrwlvXEoZd42yPMUjUKHMT2Z13UCcWFR9N80nksZ9JV+bTOCxCcJ1OramFbDPmZJv5nJfaXCTGs5FCsba/qs+IEr+wLM3ld6Vo+mY3uwossk7odF88mmMQT6nSYqzfa4tPEo/kv3AFCscRUajezKqh5TUpY3/KELN/elHziSGTQaDTNnjKd5y48IDtZx7Og2Nm/ZxeXLgSllPu35ETExcZQqU5dOndoyccIIPu7Sh9Kli9OpUzsqVGqIp6cbO7evoHTZdwFe+DMHDf6J+/eN56epU37kq749mfLzLABWrd5E/29HZkk9M6r3qMlD+PSDfoSHhrN610L27DxgkhfRhYQx7JvRGeZFLEXRKDQf+wlLu0wkPiya3pvGcs3vDPcCU4+LCxuPcGbpbgBKNK5Ck5FdWN5jChFXg5nfZiSq3kBu17x8vn0C1/zOoOoNZq+HRqNh/M8j+KjDZ+hCw9m2ZyW7tu8l8OqNlDIfdXufuLh46lZtQdv3WjDip4H06TWY9au3sn71VgBKlSnOX0tmcvHCFbPXAYzbo+2YnvzVdSLxYVF8tWkcl33PEJHmPBWw8QgnkrdH6cZVaPVDVxb0mEzi00R8f1mDW0lv3Evkt0j8z9NoNHw5rg8/dBlJlC6KaZunc9z3uEmu7ebFGwxsNYCnT57SomsLeg7vyZSvprzkpwrxdnjVND4hiqIMx5jYTzkjqaoao6rqwCyNDKhQpSx3bgUTfDuUxMQktq3fRcPmpqPbQ+/quHbpOgZD+pP+sYMnefjgUVaH+VIlKpUgNCiUsDthJCUmcWDzAWo1NR3ZHhEcQdCVoHR1KFC8ABeOX8CgN/D08VNuXb5FtfqWuaNdoFIx7t0OI/puBPpEPWc3H6FcU9NYrh+9ROKTBABunw0kr7sTAO7Fvbh54goGvYGEx0/RXblDKR/zj6orVqk4YUE6Iu6Gk5SYxOHNB6ne5B2TMhePnichuQ6BZ6/i7GEccaO7FUpYkDGpEBMRTdy9OOyd7M1bgWRFKhUj4nYYkXfD0ScmcWLzISo3rW5S5srRCyn1uHH2Go7uzpYI9aWKVSpOePL20CcmcWTzoQy2x4XntoexHvrEJJISkgCwtrFGo7HM/G7lq5RJOUclJSaxfYPvS85Rqsn3t2/e5c4tY0MkMvwe0fdicHR2xBIu3I0kv4s93s72WFtpaVaxCPsu3jEpoyjwMHlbPHiSQD57u5Rley4E4emYx+TmgDlUrFKO27fucvd2CImJSWxZv5MmLeqblGncoj5rV2wGYPsmP2q/WwMAVQU7O1u0Wi22tjlITEzkwf2H5MmTmxq1qrBqyXoAEhOTsjwJVa1aRW7euE1Q0F0SExNZs2YzrVo3MSnTqlUTli5ZC8D69dupX782AI8fP0Gv1wNgmyMHaprd7PDhE8REx2Zp7C/yNpxvi1YqRniQLuVce2zzIao2qWFS5nKac9T1s9dw8kg91xYqVwQHl7xcOJA1CY/XVaZyKYKDQgi9oyMpMQnfjXuo18z0KUJdcBjXL99Efe489abQuBVCjYtAjb8HBj1J106iLfLiJ260JaqTdO1U+u+LV0EfdBGSEjNYy/KqVSqPg30eS4fxSuUql+HurWBC7hivfTs2+FG/2bsmZULvhhF4+Ua6tq3x2me8YZZ67ctrrtBTZOfjomq1ity8eZvbydeMdWu20rKV6dOBLVo1ZvlS43Vs4/od+NRP7Xu0bN2YO0F3uZImOQpw5PBJYmJiszz+5zlXLsr9oHAe3InEkKjn9sZj5G9WNV25ikM6cnHWFvRPU49f/eOnRJ64ZvKdpRSoVIyoNH0l/81HKftcX+mGSV/pOg7JfSW34l7cPHE5pa8UaqG+EoBHpaLEBIUTd9e4PS5tPkbxJqbbIyHNTQhruxyopB4jxZtWJe5uJPeuhZAValSvzI0bQdy6dYfExERWrdpI2zamT3u1bdOUxYtXA7B27VYaNqib/H0zVq3aSEJCAkFBd7lxI4ga1Su/9Gc+S/QD2Oa0RVUtcz4w5kXuEpzc5t223pdGzU2fOApJ7nO8Secsz+T9KTZ5f7q4+RglX7E/PZP0JCElsW+VwxoL/ekBqFy1PEE373LndjCJiYlsXLeNZi0bmJRp2qIhq5dvBGDrxl3U9Un/hE7791uyad12s8SckfyVihF1O5yY5PNUwOajlG5quj3S3mS0scuRss8nPn7K7VNXSXoDzrfPFK9UAl2QjvA74Sm5tneamv7dzx89z9MnxhnIr6bpb4g3j4ryVv6zlFcl+9sB54FDgNmfjXR1z0dYSHjK53BdBG4e2euxG2d3Z+6F3kv5fE93D2e310u83rx0k6r1q5LDNgf2jvZUqF0BFwudnBzcnIgNjUr5HKuLxsHN6YXl3+nUgMv7/AEIuWxssFrb2pDLMQ/FapUhr4f5k89O7s7c06VuiyjdPZxekgRv2LkJZ/edTvd9sYrFsbKxIvx2WJbE+SqObk5Ep9mnonXROL5kn6rXqRHn951J+Wydw4ZRmyYzcv1EKjet8cL1spqTuxNRJtsjCkf3F+9TDTo3xj9NPZw9XJiy41dmH5vPxj/WmX1UPySfo0IjUj6Hh0bg6v7vz1HlKpfB2tqau0HBry6cBSLiHuHukCvls5uDHRHPjaL+skkVtp69QdPxy+n39y6GtjMmDh49TeSffef4sklls8YM4O7hii409RqhCw1Pd41w83BFF2I8VvV6PffjH+DolJftm/x49OgJxy76csh/O3/OWkRcbDzeBT2Jjophym+j2bxnORN/HUVOu6wd2e/p6U5wSOoI5ZCQMDw93Z8r45ZSRq/XExd/H+fkm0PVqlfi5KmdHD+5g/79R6Qk/y3pbTjfOro7E61Lve5Fv+Ic5dO5EeeSz1GKovDxyE9YNn5hlsf5Kvnc8xERGpnyOUIXSb5/0ZayyWHDgu1zmb95NvWaW2ZKJSW3I+r91HO8+iAWJXfGNxeVPE5oHFww3E0/as6qRDWSrp3Msjj/v3D1yEdYmnNvhC7yf2qfl6tcOvnalzVJwZfJzseFh6cbIcGp14zQkDA8PN1MynimKaPX64mPe4CTsyO5ctnRf8AXTJ74m1ljfpmc7o48Co1O+fxIF01OD9Pj27F8Iew8nQjd7W/m6F6fg5vjc32lKBxeMgjinU71uZI8+j308m1KJveV7CzYVwLI4+7IfV3q9riviyaPe/p6VOnemC8O/EKDYR/i9+MiwJiordmnNYd+XZdl8Xl6uXM3OPUpg+AQXfo2U5oyer2euLh4nJ0d8fTMYF0v91f+zPl/TiPkrj+lShbj91l/p3z/XoeWKdP7eHubTmWU2dzc86FLkxcJ06Vv876J7N2diE/Tlop/wf5UrXsTvjowjUbDPmLnj6ltJ89KRfnSdzJf7JzEthF/W2RUP4C7hxuhadrqutBw3D1Mz7vunq6EpulzxMffx9Epr0mZNh2as2Gt+adKe8bezZG4UNPtkVFOp2a3JgzeP53mQz9m80+LzBniv2LMtaVey6NekWtr0rkpp/em728I8TZ6abJfVdUEVVU3AxFARUVRqqT5V1RRlAynAVIU5XNFUU4pinIq9nFERkXEazh78Cwn95xk6vqpfP/791w5fSXDJxjeNFXb1yV/hSLsnWccTXvt4Dku7z3LN+vG0HXm1wSdCUR9w+vxbof6FC1fjI1zTRureV0d+Xr6AGYNnmmxkR3/Rq329ShUoSjb521M+W5wnS8Z0/Z75n7zKx+P6km+Am4v+QlvhrodfChavhib5q5P+S5Kd48hzb+lf70v8Xm/AQ4uDhaM8H/n4urMxN9/ZOS3Y9/ofWqH/w3aVi3OrhEf8funTRm5Yj8Gg8ofvmfo8m457HJYWzrEf6VilbIY9HpqlWuKT9VW9O7bjfwFvbCysqJshVIsXbCaNg0/4tHDx3z5zaev/oEWdOqkP9WrNcPn3XYMGtyXHDlsLB3Sv/I2nG9rd6hH4fLF2Dp3AwCNujcnYO8ZYsKiXr5iNtChRmd6tviCUV+NZcDofngVzNqExn+lLVGNpMAzpBsCaGePxtkLw23LTqskjFxcnRn/2yhGfTv+jT++M5Ldjotnvh/+DXNmLeDhQ8s++fyvKApVf+zCmdHLLB1JpqnSvi7eFYqwL6WvdJ4re/3pt240XWd+ze0zgW98n+/MIj/m1hvEvkkrqP11ewDqDniPk/N3kPjoqWWDy2S9PxtI/oJVuHwlkE4fGN/FsGWrL0WL16RK1Sb4+R1gwV+/WjbIbO7UIl9m1RvInkkrqJu8PwGE+t/gjybf81fbH6jTty3abNbfSKty1fI8fvyEq5evv7qwhR1b7MtUnwHsmLSchmm2R3ZWv0N9ilUoxrq5ay0dihBm8aqR/c/MBo4B84A/gaPAauCqoihNny+squo8VVWrqapaLW9O1/85uIiwSNy9UhORbh6uhOsiX7LGmycqLAoXz9TR+C4eLkSFv37nf+XvK/m6xdeM6DICRVEIuWn+0U8AceHR5PVMvUua18OJuPDodOWK1ylH434d+Kv3z+iTp1kB8Ju1gV9aDmVutwkoikLkTV26dbNadFiUyZMRzh4uRGeQiClfpyLv9/uASb3HpUwVA5Azd06GLxjF8qlLCDx71SwxZyQmPBqnNPuUk4cTMRnsU2XqVKB1v/eZ0XuiST1ik7db5N1wrhy7SMGyhbM+6AxEh0WbPEbn7OFMTFj6fap8nQq8168jU3pPMKnHMzERMdy9dodSNcpkabwZiQiLxN0z9Rzn5ulKRNjrn6Ny5bZj9tJpzJz4B+dOWy4B5epgR1hc6kj+8LhHuNrnMimz/uQ1mlY07isVC7rxNElP7KMnnL8Tya/bTtJi4kqWHrrIX3v8WXHYPPNhh+kiTEYzeni6pbtGhOsi8PAyjs7SarXksc9NTHQsbd9vwf7dR0hKSiLqXgynj/tTvlIZdKHhhIVGEHDmAgA7NvtRrmLWvkQrNDQMby+PlM9eXu6EhoY9VyY8pYxWq8XBPg9RUaZPs1y9eoOHDx5SpmzJLI33dbwN59uYsCiTaXmcXnCOKlunAm37dWR6mnNt8SoladyjBdMO/cFHI3pQ9736dPreMnPoRoZF4uqZOvrP1SMfkf+iLRUZZnxCI/SOjjNH/ClRrnimx/gq6oMYlDypIwGV3HlRH2T8NJdViWroMxi9b1WiGvob/vCGJ9CygwhdJO5pzr2uHvn+Vfs8V247fl8yld8mzeP8Gctc+7LzcaELDcfLO/Wa4enlbvKUGxivGc/KaLVa7B1yEx0VQ7XqFRk9dggBF/fRp+8nDBzch8++SP+CZXN6HBaDnWfqyFI7Dyce61KPb+vctjiU8qbx2hG0Oz4dlypF8flnYMpLet8UceExz/WVnIkLT3+eKl6nHI36tWdB76kmfaXdszYwveUw5nWbABbqKwHcD4shj0fq9sjj4cT9sBc/PXtp0zGKJ08D4lmpGA2GfUifQ9Op9mkzan3Vlio9mrxw3f9FaEgY+dOMovf28kjfZkpTRqvV4uBgT1RUDKGhGawbEvZaP9NgMLBq1Ube69AKgOjoGBISjFMy/fX3MqpUKZ+p9XxeeFgkHmnyIu4e6du8b6L4sGjs07Sl7F+xP13YdJSSTdNPW3zveigJj57gWsIy7+YI04Xjmaat7uHpRpjO9LwbFhqBZ5o+h719HpPpNNu915KNFhzVDxAfHoODp+n2yCin88y5zUcp08SyL0Z+GWOuLfVa7vyCXFvFuhXp1K8z43qNzTCfIMTb6HWT/aFA5eQEflWgMnATaAJk2dstzp+9RMEi+fEq4Im1tRUtOzRl786DWfXrssS1gGt4FvbELb8bVtZW1GtTj2O+x15rXY1GQ568xrlbC5UqRKHShThz4Mwr1soadwNukK+QO07e+dBaa6ncpjYXfE0fgfIqW4gPJnzGX71/5kFUfMr3ikbBLm9uADxKFcCjVAGuHjxn1vgBrgcE4lHYE9fkbVGnzbuc9D1uUqZw2SJ8MbEvk3qNIz4qLuV7K2srhswbzv61ezm27Yi5QzdxK+A6roU8cPF2RWttRY02dTnrazo3cYGyhekx4Qtm9p7E/TTbws4+F1Y2xgdycjvmoXjVUiYvmzSnGwGBuBf2IF9+Yz1qt6nLKd8TJmUKlS1M74l9mdJrgsn2cHJ3xjp59HIu+1yUrFaa0BumL3IzhwtnL1OgSH68CnhgZW1Fi/ZNXvscZWVtxYx/JrNp9TZ8t+zN4khfrqx3Pu7ciyck+j6JSXp2BtzEp0wBkzIeeXNz/Lrxb3wzPJaERD2OuWxZ0Lc124d1ZvuwznSpW5ZeDSvxYR3z3Hg5d/YihYoUwDv5GtG6QzP8duwzKbN7x37e/7ANAC3aNuboQWMSMDQ4jNrvGt91kdPOlkrVKnAzMIh7EVHoQsIoXKwgALXr1SDw6k2y0unT5yharBAFC3pjbW1Nx45t2LbVz6TMtm1+dOlqfIl7hw4t2L//KAAFC3qj1WoByJ/fixIli3LntmWO6bTehvPtzYDrJueomm3qcsbXNIlcsGxhek78kum9JprUYU7/XxlQ+wsG1v2S5eMXcmjdPlZNXmLuKgBw2f8q+Qt745HfHStrK5q0a8jBXa/3d83jkBtrG+MoOgcnBypUL8etNC9hNRdD+G2UvK4o9s6g0WJVojr6m+nbEYqjG9jmwqBLf8xqZQqfTHPR/zIFininXPuat2/M/l2HXmtdK2srpi+YxObV2/Gz4LUvOx8XZ06fo2jRghRIvma817EV27ftNimzY9tuPurSAYB2HZpzYL+x79Gy6UdULFufimXrM2f2P0ybOoc/5y42W+wZifK/SZ7C7uTKnw+NtZaC7WoSvCu1v5N4/zFry/Vh4zsD2PjOAO6ducH+T6YRfe7WS36q+d0NuIFLmr5SpTa1uPhcX8mzbCHen9CbBb2nvrSv5FmqANcs0FcC0AXcxKmwOw7J26NMm5pc9zXtfzoWSk06F2tYiZggY2J86QdjmVN3AHPqDuDU3zs5OmsTZxb6Zmp8J0/5U6xYYQoVyo+1tTWdOrVj85ZdJmU2b9lFt24fAPD++63Yu+9wyvedOrXDxsaGQoXyU6xYYU6cPPvSn1m0aKGUn9umdVOuXjWOynZ3Tx3s06ZNU65cydrR2sa8SIE0eZEm7Nl54NUrWlho8v6UN3l/KtumJteeOy6c0uxPxRtWIjp5f8qbPx+K1piucvBywaWoJ7HBlrnB4X/mAoWLFiB/AS+sra1p915Ldm03vYbt2rGXDz5qB0Crdk05fCC13asoCq3bN2PjWsvN1w8QnHyeckw+T1VsU4vLz20P50KpU1iVbFiZe0GWmbr4dQRmkGs78Vx/o0jZInw1sR9je40lLk1bXYi3XYbT8GSghKqqKUNvVFW9pChKKVVVbypK1r1wQK/XM27oz8xfORONVsO6ZZu5fvUmX3//ORf8L7N350HKVSrNb/9Mwd7BngZN3+XrIZ/Tpt6HACzeNI8ixQpilysne/03M3LAeA7vfb1Ee2Yx6A3M+WEO4xaPQ6PVsGvlLu5cu0PXgV0JPB/Icd/jFK9QnB/+/IHcDrl5p/E7dB3YlT6N+6C11vLz2p8BeHT/EVP7T8VgoXnqDHoD60Yt4PNFw9FoNZxYtZfwwGCaD/iAu+dvctHvNG2GdSGHXQ56zP4WgJiQe/z92VS01lb0W/0TYHzhy9IBv1ukHga9gfmj5jJy0U9otBr2rPIjOPAunQd+zI1z1znld4Juwz/B1i4ng2Z/D8C90Egm9x5PrdZ1KV2jLLnz5qF+x4YAzBo8g6BL5u9oGPQGlo6az6BFP6DRaji4ag+hgXdpP+BDgs5fx9/vFJ2GdSeHnS19Zw8CICrkHjM/m4RnMW96TPgCg6qiURS2zllP6HXLJAYNegN/j/qT4Yt+RKPVsi95e3ww8CNunrvOab+TdB3+CbZ2tgyYPQQwbo+fe0/Aq5g33Ub2NE7ToChsmbeRu1dvm70Oer2eCcOmMnfFDLRaDeuXb+HG1Vt8NeQzLgZcYV/yOerXBZOxz5uH+k3r8tV3n9He52Oat21M1ZqVyevoQPvOxlFCI74Zy9WLga/4rZnPSqthaLta9Jm/A4NBpV31EhRzd2T2ztOU8XahftmCDGxdgzFrDrH0oPFSMLrzu2Tl+f916PV6fho6mYWrZ6PRaFi9bCOBV2/y7dA+nPe/xO4d+1m5dAPTZo9jz4mNxMXG881nQwFY/PdKpswczY5Da1AUhTXLN3LlkvFv/9Owyfz6xwSsra24czuEIV//mOX1GDTwRzZsWoRWq2HxotVcvhzIyB8GcObMebZt9WPhPyuZ/9d0As7vJSYmjk+6fw1ArdrVGTToSxKTkjAYDAz49oeUEf8L/pnBu/Vq4uzsyNXAI4wf9yuLFq7K0ro88zacbw16A4tGzee7RaPQaDUcWLWbkMC7vDfwQ26du8FZv5N8OLw7tna2fD17MABRofeY3nuiWeN8Fb1ez9QRM5ix7Gc0Wg1bVmzn1rUgPvuuJ1cCrnJw1xFKVyzJ5L/GkSdvbuo2qcVngz/h4wY9KVS8IN9PHoRqMKBoNCyatYygQPOfa1ENJOxbSY7234CiIenSEdRoHdY122AIv43+ljEpZlWieoaj+pU8zih5nDAEm//8+m989+MkTp49R2xsPI3ad6Vvr268/9yLJ98Eer2eicOnMWf5dDRaLRuSr319h/Tmov8V9u86RNlKpZn+90Ts8+bBp0ld+n7Xi/d8utKsbSOq1KyEg6M9bTu3BGBU//Fmv/Zl5+NCr9czZNBo1m5YgFarZeni1Vy5HMiwkf3xP3OB7dt2s3jhKv6Y/wunA3YTExNLr0++feXPnb9gOnXefQdnZ0cuXD3EpPEzWLJodZbXR9UbODViIQ2XDUHRarixYj9x10Ko8N37RAXcImTXywc6tTs+HevcOdHYWJG/WTV2fzSJ+EDzDwAx6A2sH/UPny0ahqLVcHLVPsIDg2k2oCN3z9/ikt9pWg/7mBx2tnSb3R+A2JAoFiT3lb5abWxrPHnwmGUDZlmsz6fqDewatZDOi4zb49yq/dwLDOHdge+jO3eL635nqNqjKQXrlsWQqOdJ/EO2Dpxrtvj0ej39vx3Jtq3L0Go0/LNwJZcuXeOnHwdz6nQAW7b48veCFSz8ZyZXLh0iJiaWj7v2BeDSpWusWbOZ8wF7SdLr+ab/iJTpkjL6mYqisOCvX8ljnxtFUTh37hJf9RsGwNf9PqV166YkJemJiY7l097fZnm9xw6dwl8rZ6LRalm7bFNyXuSL5LzIAcpVKsPvKXmRuvQb8gVt6nXO0rheRdUb2DHqHz5e9D2KVkPAqv1EBobgk7w/XfM7Q7UeTSlStxz65P1p08A/AMhfrSQf9m2DPlGPqhrYPnIBj2MevOI3Zg29Xs/IIeNZtnYeGq2GlUvXc+3KDQYP60eA/0V8t+9lxeK1zPxjEodObyc2Jo6+vQanrF+zdjV0IWEWH5Bj0BvYNOofPl00FEWr4dSqfUQEhtB4QEdCzt/kst8ZavVoSrE65dAnJfE47iGrB81JWX/IoRnkyJ0TrbUVZZpW5e9uk4i4bpmZJ57V548f/mD04jFotBr8Vvpy59odugzsQuD5QE74nqDniE+xtbNl6BxjHzAyNJJxvcZaLGbxYvLsbeZSXmeeTEVRVgFRwIrkrzoDLkA34JCqqtVftG5p1xrZbyLODBS2zf5v7S6lsbd0CJnijpqN5hl9iTxK9p1z8JlHquVfBJoZLj55c0csvK6T896zdAiZomyv5ZYOIVNEPIq1dAj/WfN8WftIurnkfO1xDW+uwMQXP2Kdnez5PmunxDIX6y5DLB3Cf1atnGWmlcpsOTXZ6x0lGbkab/mnsTLD7/Y1LR1Cpjhrk/3bti6q1tIhZIqROss++ZoZiuXNHu/zeJUuOUtYOoRM8Ue8v6VD+M+6O1S0dAiZ4oIh/tWF3nCb72yx7Mi3t4yvW+e3Inf8vCbhKy2yn7zuND49gOvAt8n/bgKfAIlAgyyISwghhBBCCCGEEEIIIYQQr+mlw90URdmtqmoj4CdVVb8HfsmgmGWepRJCCCGEEEIIIYQQQgghBPDqOfs9FEWpDbRVFGUFYPL4gaqqlnlbrBBCCCGEEEIIIYQQQohsTUVmRcpMr0r2jwJ+ALxJHdX/bAuoQMMsiksIIYQQQgghhBBCCCGEEK/ppcl+VVXXAGsURRkF3AIKq6o6RlGUAoC7OQIUQgghhBBCCCGEEEIIIcTLve4Lej2BmsBHyZ/vA7OyJCIhhBBCCCGEEEIIIYQQQvwrr5rG55kaqqpWURTlLICqqjGKothkYVxCCCGEEEIIIYQQQggh3mIGSwfwlnndkf2JiqJoMc7Tj6Io+ZBtIYQQQgghhBBCCCGEEEK8EV432T8TWA+4KooyHjgETMiyqIQQQgghhBBCCCGEEEII8dpeaxofVVWXKopyGmgEKEB7VVUvZ2lkQgghhBBCCCGEEEIIIYR4La87Zz+qql4BrmRhLEIIIYQQQgghhBBCCCH+n5B54jPX607jI4QQQgghhBBCCCGEEEKIN5Qk+4UQQgghhBBCCCGEEEKIbE6S/UIIIYQQQgghhBBCCCFENifJfiGEEEIIIYQQQgghhBAim3vtF/QKIYQQQgghhBBCCCGEEJlFRbF0CG+VLE/2H3nXLqt/hVlU2x9m6RD+s95WeS0dQqZoUCfe0iFkCqt8tpYO4T+zatPc0iFkjgdxlo7gP3uv315Lh5ApplmVtnQImSJXHr2lQ/jPvnh4zdIhZIqLC3tYOoT/Y+++o6Oo2geOf2d2E5KQ3gu999B770UQRQGlqIgigqKoCAiKdBQrSrGLIqCIFOkgvfcOCSQhkGx679ny+2Njkk1A8BV2gd/zOcdz3uzcWZ7n3Zk79965c+e/K/PgXy8A6g5eYusQ7gqXOUNtHcJ/duzcz7YO4e4w5Ns6gv9sUotptg7hrkh98C97ALzXP8PWIfxn+qh0W4dwV4x2qGXrEP6z6/sdbR3CXXEq5+EYhLvyaV9bh/CfxXx83NYh3BX+C4bYOgQhHmqyjI8QQgghhBBCCCGEEEII8YCTwX4hhBBCCCGEEEIIIYQQ4gEna/YLIYQQQgghhBBCCCGEsDrjw7Fa2H1DZvYLIYQQQgghhBBCCCGEEA84GewXQgghhBBCCCGEEEIIIR5wMtgvhBBCCCGEEEIIIYQQQjzgZM1+IYQQQgghhBBCCCGEEFZnRBbtv5tkZr8QQgghhBBCCCGEEEII8YCTwX4hhBBCCCGEEEIIIYQQ4gEng/1CCCGEEEIIIYQQQgghxANO1uwXQgghhBBCCCGEEEIIYXUmWwfwkJGZ/UIIIYQQQgghhBBCCCHEA04G+4UQQgghhBBCCCGEEEKIB5wM9gshhBBCCCGEEEIIIYQQD7j7fs1+bcPmOI0YC6qG3B0byP3jl1Jl7Fp3xHHgs4AJQ8RVMj+dWbTR0Qm3z34k78g+sr/5zGpxt+/cmqmz30Sjalj58x8s+fwHi+329nbMXziDeg1qk5ycwqsjJxJ1XYednZaZH02hfsPaGI0mZrzzIYf3HwfgjcljeGxQH1zdXGlQqa3VcvmbX6cGNJgxHEWjErFsJyFfrL9pucA+zWj57ev81eMdUk6H49GoKo0+fN68UVG4NP93ojcds2LkRR7U46kkTZ0mOAwcDapK/v7N5G35tVQZbZN22D8yFExgvBFGznfzACjz+PNo6jUHRcFw8SS5vy6ydviF9l+M5IM1+zAaTTzWsjYjujS22K5LTmfqL3+RnpOH0Wjk1T4taVenIgAh0YnM/G03GTl5qIrCstcHUMbO+lXa/tBoPth4HKPJxGONqzKifV3LHFIymbr6IOk5+RhNJl7tFky7GkGcvZHAjHVHzIVM8FKn+nSuU97q8f+tSccmvDTtJVSNyublm/lt4W8W2+u1qMeo90ZRuXZl5o6Zy76N+wq3jZg0gmZdmgGw/LPl7Fm/x6qx/823UwPqF9RR15btJPQf6qjm377OroI6yv0mdZTORnUUgFenYGrOfBZFoxK17C8iFqy9aTnfPs0J/u4NDnefRNrpMACc61Sg9ocvoHV2xGQycaTHZIy5+VaJu33n1rw7+y1UVeXXn9ew+PPvLbYXv+6lJKfyysi3ibquQ6vVMufTd6nXoBYarYY/Vm5g0WffAfDsi08xaNjjKIrCyp9W8/2S0nX2vfQw1FEA+89H8MGqXRiNRh5rU48R3ZtbbNclpTF16RbSs3MxGk28+mhb2tWrzIYjF/lx+/HCcqHR8Sx/ewi1yvtaJe67fUxVrlaRBV/PK9y/fKUgPp27yKrHVetOLXh7xmuoGg1/LFvPd1/8ZLG9ccuGTJg+jup1qvL2S++x/c+dANSsW5135r2Fs4sTBoORbz77kS1rd1gt7n9jyuyP2bP/CJ4e7qz5ebGtw7mlfYePM/fzbzAYDQzo052RQ5+w2B4dE8fUuZ+TlJKKm6sLc6eMx9/XG4CPF/3AnkPm68So4YPo1aWd1eP/W80OwTz67nBUjcrhlTvZuWidxfb2z/emxeBOGPRGMpPS+HXCEpKjEgDoM/EpandqBMC2Bas5/echq8cPUL5jA9pOG4aqUbmwfBcnF1pev+sO7Uy9Z7phMhjJz8xh18RvSQ6NRtVq6PjBSHzqV0LVqFz+fR8nvrz5td/aNLUa4/D4C6Co5B/aRt6OVRbby/QfiaZ6fQAUuzIoLm5kTHrKFqGWom3YHKfnivWX1tykv9SqoL9kMmG4dpXMz0r0lz75kbyj+8j+1jb9JW39ZjgMG2PuK+3aSO6fK0qVsWvegTKPP2POIfIq2YtmA6B4+eL4/Buonj4AZM6fhCkh1qrx/825fWMC3n0RVJXkX7eSsNjyOHIf0AX/iSPIj00EIGnpnyT/uhW7QB8qLH4HVBVFqyFx6Z8k/7LJFimUEtCxAc1mDENRVa4s38X5W7TXy/duRodvxrGx51SSzoRbOcrS9l+N5YNtZ8x9vuCKjGhd02K7LjWLqeuPk56bb25LdapLu2r+pGTl8ubqI5zXJdOvQUUm9Qi2UQZmjq2b4vn2yyiqSvofm0j9bqXFdud+3fF8/QX0ceZjKm3FWjL+MB87Gn8ffKa9gcbPB0wmYse+gz7a+ufG/nNX+WDFdnO7tl1DRvRqZbFdl5jK1O//JD0r19w+H9CRdvWrka83MOOnTVy4FoOqKLw1uCvNala0evxCWMP9Pdivqji9MI6M6W9iTIzHZd5i8o/ux3jjWlGRgCAcHhtC+jtjMWVmoLi6W3yF41Mj0F84beWwVabNe5tnnniZmOhY/tj2Mzs27+ZKSNFF6skh/UlNSaNz80d55LHuvP3eOF4dOZFBwx4HoHf7QXh5e/Ddyi/o33UoJpOJHVv2sPTblew4vMaq+ZiTUgie8xz7Bs4hW5dIp80z0W09QXpIlEUxbVkHqo3sSdLx0MLP0i5dZ2ePKZgMRhx83en81xx0W09gMhitnMODeTyVoqg4PDWGrM8mY0pOwGnS5+jPHMKoiywq4huIfY9BZH34BmRloLi4AaBWqY2mah2yZowGwOmtj9DUaIAh5IzV0zAYjcxZvZfFL/XFz60sQz75nQ51K1HV37OwzNfbjtO9YVUGtqnH1Zgkxn69kU11KqI3GHln2XZmPt2FmkHepGTmoNVY/0Elg9HInD+PsfiZzvi5OjJkyRY61CpHVV+3ohx2n6N7vYoMbF6dq3GpjP15F5vGB1HN151fRvVEq1GJT89m4MKNtK8ZZJM8VFVlzMwxTH56Mgm6BD778zMObztMZGjRMRUXFcdH4z9iwKgBFvs269yMqvWqMqbHGOzs7fjgtw84tvMYWRlZVk7CXEftL6ijOm6eScwt6qgqJeqo9EvX2VVQR5UpqKNibFFHAagKteaO4MTAWeREJ9Jiyxzitxwjs0QemrIOVHihNynF8lA0KvW+HMu5MV+SceEadh7OGPP11glbVXl/3kSGPzGamOhY1mxbxvbNu7kSElZYZuCQ/qSlpBdc93oUXvd6P9oV+zL29Go/EAdHB7bu/511qzdRtqwTg4Y9zmPdh5Gfl88Pv37JX1v3ci38ulVyehjqqMI8fv2Lxa88jp+7C0M++IUO9atSNcCrKI/Nh+neuAYD2wdzVZfI2IVr2FTvefo0r02f5rUBCI1K4PWv1lltoP9eHFPhV67xSKfBhd9/8OwWtmzYaZV8/v43J895k1EDxxGri+OXzd+ya+tewkIiCsvERMUwddxMnnn5aYt9c7JzmPLKdCLDb+Dj583yrd9xYOdh0tMyrBb/nerfuxtPD+jH5BnzbR3KLRkMBmZ+soSvP56Ov48Xg158g05tm1O1UoXCMvMXfke/Hp14tFcXDh8/zadfLWXulPHsPniUC6FXWfXtZ+Tl5/PcuMm0a9kE57JOVs9DURUem/4cXw2dTWpMIuPWzeLCtuPEXim6ZkRdiODTvu+Qn5NHq6Fd6TPpaX4e+zm1OzUiqG5lPu49Ea29HaNXTOXSrtPkZmRbPYf2M59h/dNzydAl8cSf04nYdpzk0OjCMiFrDnL+578AqNStMW3eHcqfwz6g6iPN0ZTRsrLbJLQO9gz+ax6haw+SfiPBqjmUoqg4PPESWYumYkpJxGn8x+jPHcYYW3T9yl3zTeH/tmv3CJpyVWwRaWmqitPz48iY8SbGpHhc5iwm/1iJ/pJ/QX9pyi36S4NHoL9ow/6SouLwzKtkzpuAKSke5+kLyT9xEGN0sRz8gijT9ykypr9q7isVy8Fp1NvkrvsF/bnjUMYBTDZ6baSqEvj+aMKHT0Efk0iVNZ+Qvv0wuVcs20GpG/aim2Z5Y1Ufn0zYE29iytOjOjlQbfOXpG8/jD4uyZoZlKKoCs1nP8OOwXPJ0iXRa+N0bmw5Tmqx8x3M7fVaI3sQf/yKjSK1ZDCamLPlNIufamPu832/kw7VA6jq41pY5uv9l+leO4iBTapwNT6Nsb8eZFM1f8poNYzpUJsr8elciU+zYRaAquI1+RViRr2NPjaBwF++IGvXQfLDIi2KZW7dTeKcL0rt7jPzbVK++YWcQydQHG1zbhiMRub8spXFrw/Gz8OVIbN+oENwdaoGeheW+XrDAbo3rc3Ajo25Gp3A2M9/ZdPcavy+9xQAq6aNJCktkzGf/cqyd55FVRWr5yFKs0HP+6F2Xy/jo6lWC2NMFMZYHej15O/7C/tmbSzKlOn6CLmb12DKNHd2TGkpRftXqYHq5kn+aevO0AxuXI9r4Te4fi2K/Hw9f/6xha69OlqU6dqrI6tX/AnApnU7aNXOPCu2Ws0qHNx7FIDEhGTSUtOp37AOAKeOnyU+1jaNV89G1cgMjyUrMg5TvoEbaw4S0KNJqXJ13n6SkC/XYyg2k9SQnVc4aKY62NnsNdsP6vFUklqpJsY4HaaEGDDo0R/djbaB5d1s+7a9yN/9J2QV5JGeat5gArT2oNWC1g40GkxpyVbOwOxcZBzlvd0o5+WKnVZDj0bV2HUuwqKMgkJmjvlYysjJw8fN3JE+ePk61QO8qBlkvqi7l3VAo1q/Ojt3I5Hyns6U83Q251C/Irsu3bAooygKmbnFcnBxBMDRXls4+JenN6Bgu0ZGjYY1iI6IJiYyBn2+nt3rdtOye0uLMnE34oi4FIGpRKOuQvUKnDtyDqPBSG52LuEXw2nSsXTdcK95NKpGRok6yv8mdVTtt58k9Mv1FrPdi9dRGgc7m/XpANwaVyMrPJbsa+Y8YtYcwKdns1Llqk4cRMQXazHm5BV+5tWxARkXIsm4YO7M5idngNE6yZive9ctrnvdbnLd+32FefbWpnXbad3OPLvcZAInJwc0Gg0ODmXIz88nIz2TqjUqc/r4OXKyczAYDBw+cJwej3S2Sj7wcNRRAOciYijv4045b3dzHk1qsuvMVYsy5jzMx1JGdi4+bmVLfc+mY5fo0aRmqc/vlXtxTBXXun1zrkXcIPqGzir5ANRrVIfr4TeIioxGn69n85rtdOxhOSM8+noMoRevYjRadnmuhV0nMtx8fYmPTSApIRkPL3drhf6vNG1YHzdXF1uH8Y/OXgylQlAA5QP9sbOzo1eXdvy177BFmasR12neuAEAzRs3YGfB9qsR12kaXBetVoOTowM1qlRi3+ETVs8BoELDaiReiyHpehyGfAOn1h+kbvemFmWuHrxAfsH5fe3kFdwKblj6VQ8i7MhFjAYjedm5RF+KpFYH68849W1YldSIWNIi4zHmG7iy7hCVu1tev/OL3YDQOpUpbIuYTGDnWAZFo6JxsMeYryfPyjcrbkatWB1jgg5TYqy5rX5yD9r6LW5Z3q5xe/KP2+apyJIK+0txBf2l/X9h3/TB6i9pqtbCGBuFKV4HBj35h3Zi16S1RRn7Tn3I3b6uqK9UkIMaWBFUjXmgHyA3B/JyrRl+IcfgGuRe05F/PRZTvp7UP/fg0q3l7XcETPl6THnmCR+KvR3cJ4OZXo2qkh4RS0bB+R6x9hDlbtJeD57wBBe+/NNqT6fezrnoJMp7lKWcR1nsNCo96pRjV6hl+0EBMgv+P8/IzcfH2QEw9/kalffGXmv7obcy9WqSfz0afVQM6PVkbt6FU8fWt98RsKtSAUWrIeeQ+Xpnys7BlGP9c+NceDTlfTwo5+Nhbtc2q82uUyEWZRQFMrPNsWVk5+Dj7gxAWHQCzWuZZ/J7upbFxakM569Zrx0ohDXdtsZRFKXynXx2L6iePhgT4gv/NibFo3j5WJYJLI8msBwusxbgMmch2obN/w4Sx2deJutH6y9R4hfggy46pvDvmOg4/AIsZ8L5B/igizKXMRgMpKdl4OHpzqXzIXTp2R6NRkO5CoHUC65NQJCfVeO/GYcAD7KjEwv/ztYl4RjgaVHGvX4lHAO9iNl+qtT+Ho2q0nX3B3TdOY9TE761yYzZB/V4Kkn18MKYXCyPlAQUDy+LMopvEKpfEE5vfYTThE/Q1DE3oozhFzGEnMZ53i84f/AL+gvHMcZYZ5ZsSXGpmfi7Fw0o+bmXJS7VcjDmpZ5N2XA8hO7vL2Xs1xuY+Jh5UORafAqKojB6yZ8M/ug3vv/rpFVj/1tcejb+xQbF/FydiEuznNH+Uqf6bDgdTvf5fzD2511M7FPUCT97PYHHF2zgiS83MqVvM5vN/PX29yY+uuiYStAl4OXv9Q97FAm/GE6TDk0o41AGVw9XGrRqgE+gz+13vMscS9RROTepo9wK6qjYW9RRnXd/QOed8zhtozoKoIy/J7nF8siNTqSMv4dFGZf6lXEI9CJhu+Vx71Q1EJPJRKMVk2mxbS4Vx/SzSswA/gG+6Io9xquLjsUvwPI48Avwvel1b9O67WRl5XDo/Db2ndrE118uJTUljZCLV2nWqhHuHm44ODrQsWtbAgL9rZbTw1BHAcSlZODvUTTw6ufuTFyK5Wzwl/q0ZMPRi3R/52vGLlzDxIGdSn3P1hMh9GpqvcH+e3FMFdf3sR6sX7353idSjG+ADzHFcorTxZfK6U7Ua1QbOzs7rkdE3b6wuKm4hMTCJXkA/Hy8iYtPtChTs1pltu85CMD2PQfJzMomJTWNmlUrs+/wCbJzcklOSePoybPExMVjC25+HqQUu2ak6BJx8/O4ZfkWAztyaZd5xnX0xWvU7BCMnYM9Th4uVGtVB/eAO7v2301l/T3IiC6abZyhS6Ksf+kc6j3TlSH7PqL15MHse3cpAGEbjpCfncuzx79g+OFPObVkI7kpmaX2tTbVzQtjctEELWNKIorbzf+/VTx8UDz9MIRa/ynbm1E9fTAm3qa/FFDQX5qxAJdZJfpLw18ma6lt+0uKhzempBI5eHhblFH9y6EJKEfZqZ9R9r0FaOubJ1aoAeUwZWXi9Oo0nGcsxmHwi6DYpn1u5+9Fvq4oD70uATu/0seRa8/WVNu4gPJfTsIuoChPuwBvqm1cQM3935Ow5Hebz+oHcPL3IKvY+Z6lS8IpwPJ896xfibKBnkTtOGXl6G4tLj0Hf1fHwr/9XByJS8+xKPNS+9psOHed7gs2MfbXg0zs3sDaYd6WxtcbQ0zRMWWIS0Dr512qnFOXtgT9tgTf+VPNS/YAdhXLYUzPwPfj9whcuQiP118AG0xkiUvJwN+z6IkKPw8X4lLSLcq81LcdGw6fp/tbXzD289+Y+FQ3AGqU92XX6SvoDUai4lO4cC2G2CQbP20hxD1yJ8v4/A40LvHZKsD6UzdvRtWgBpQj/d3XUL18cJnxOWmvj8C+QzfyTxyyuNA/CH5btpaqNSqzZvvPRN3QceLIaYw2GnT6VxSF+u8P5fi4m6/NmnzyKts7TMCleiBNPh9NzF+n75s79RYekuNJUTXgG0jWRxNQPLxxemM+mTNeQnF2RfWvQMakoQA4jZuDodoxDFfO2zjim9t84gr9mtdkeMeGnI6IYcovO1j11iAMRhMnw3Use20ADvZaRi1aT51yPrSoUc7WIZey+UwE/RpVYXib2pyOjGfK7wdYNaYPqqpQv7w3q1/pQ1h8KlNXH6RN9UDK2GlsHfK/cmLPCWoE1+CjNR+RmpjKpROX7s86q6COOvEPddRfHSbgXFBHxd6vdZSiUOP9YZwfV7ojrWhUPFrU4nCPyRiyc2myairpZ8JI2nvOBoHeueDGdTEaDLSq1x03dxdW/vkd+3cf5mpoOEs+/4EfVy0kOyuHi+cuYzQYbB2uhYehjgLYfOwy/VrUZXjXJpwOi2bKj5tZ9c7wwseaz4brcLDXUi2wdIfwfnSrY+r6NfPguJ2dli49O/DhzAU2jvTf8/b1YtaCd5ny6sxST1qJu+vNl59j1idLWLt5B00a1MPPxwtVVWnTvBHnLoUy9OUJeLi7Ely3ls2e3Pk3GvdvS7kGVVg4aDoAIXvPUr5BVcaufp/MxHSunQgt9UTJ/eTcj9s59+N2qvdvRZNX+/PX+CX4NqyCyWDkx6avUMatLP1/n8qNfedIi3ww2utgntWvP70fTPfv//elaAr6S9MK+kvvf07aGyOwb/8A9ZdUDapfEJmzx6N4+uD8ziekTx4JqgZtzXqkT3kJU2IsTmOnYte+B/m774/17ktK33GE1PW7MeXp8XiqJ0Efvk7E0HcAyNclcKX3K2h9PamwZAqpm/ZjSEixbcC3oyg0eW8IB15bYutI/rXN56/Tr0EFhreozukbiUxZd5xVL3ZBVe6PpyruVNbug2Rs2gn5+bg80QefmW8R88IE0GhwaFSfqEEvoY+Jw/eDKTg/2p2MP6w7ceJObD5ygX6t6zO8ewtOX73BlG/Xs2raC/RvE0y4LpGnZ35PoJcbwVWDUB+A67cQ/4tbDvYrilILqAu4KYryeLFNroDDP32poigvAi8CfNyoOs9WDvyfgjMmxaN6F80kUD19MCVaNh5MifHoQy+AwYAxLgZD9HXUgCA0NepgV7sBZXr2R3FwRNFqISeb7J+/+p9i+TdidfEWsw/9A32J1cVZlInRxRMQ5E+MLg6NRoOLqzPJSSkAzJryUWG53zZ+T/jVa9haji4Zx8CimQSOAZ5k64ruymudHXCtWZ52q6cC4ODjRqsf3+TgM/NJOV30roL00Gj0mTm41ipn8bk1PKjHU0nG5ETsPIrl4e6NKdlyNpoxJQFD+CUwGjAlxmKMu4HqG2Renz/8kvmRVEB/7iiaKrVtMtjv61aWmGKzr2JTMvEtsXTEH4cvsvDFRwAIruRPbr6elMxs/NzL0rhKAB7O5hkWbWtX4OKNeKsPpPm6OBJTbKZvbFoWvq6Wa/b+cSKMhcM7AhBcwYdcvYGUrFw8nYuq0So+bjjZ23ElLoW6QdafVZcQk2AxG987wJvEmMR/2MPSigUrWLHA/OKzCQsmEBVm/dmm2SXqKIeb1FEuNcvTtqCOKuPjRosf3+RwiToqw4Z1FEBuTBJliuVRJtCL3Jiipba0zg441ypP09XvAmDv607DpW9xaviH5OiSSD54kfwk8+yWhO0ncalf2SqD/TG6OAICi55CCwj0I1ZnWb/G6uJuet3rN+Aldu84gF6vJzEhmeOHT1G/YR2uX4vi12Vr+HXZGgDefGesxazoe+1hqKMAfN2diUkumvEUm5KBb8HjzH/748A5Fo41N/WCqwQW5uHpYq7PNh+/TM8mtawXNPfumALo0LUt589cIiHeurMc43Tx+BfLyTfAp1RO/6SssxNf/DyfBXO/4uyJ+/Mm/YPC19uLmLiimdex8Qn4+niVKvPZrMkAZGVls33PAVxdzOfOqOEDGTV8IAATps+nYvkgK0VuKTU2Gfdi1wz3AC9SY0svz1i9TT26jO3PokHTMeQVvctlx5dr2PHlGgCe/mws8WHWX84gMyYZ58CiJ/GcAzzJjLn1EpOhaw/RftZzAFTv35rIXWcw6g1kJ6YRcywEnwZVbD7Yb0xNxK7YTHLV3QtT6s3bVdpG7chZdf+8yNqYFI/q9S/7S7oS/aUeJfpLy6zbXzIlJ6B4lsgh2XIpXGNSPIarF8FgwBQfgzHmBhq/cpiS4jFEXjUvAQTkH9+Pplodmwz258ckYlfs6S9tgHfhi3j/Zig2ozl55Vb8Jz5X6nv0cUnkhlyjbLO6pG3af+8CvgNZMck4FTvfnQI8ydIVne92zg641SpHt9/NNywcfdzo+MN4dj37sU1f0uvr4kBMWtESYbHp2fi6WA6J/XH6GgsHm5fECS7nRa7BQEpWHp5ly1g11n9iiEtA4190TGl8vdGXWCbamFp0TKWv3oTnay+Y941NIPfyVfMSQEDWzgOUqV+bDKz8lKS7MzHFZuPHJqfj6265dOAf+06z8LVBAARXLUduvoGUjCw8Xcvy1qCuheWGz11KRT/LJ8GF7RgfsBtj97t/uo11FHgEqAT0LfZfY+CFf/pSk8n0lclkamoymZr+rwP9AIYrl1EDyqH6+oNWi13bzuQdO2BRJu/IPrR1GwKguLihCSyPMVZH1mezSH1pEGmjB5O9dBG5u7dabWD2zMnzVKpSnnIVArGz0/LIYz3YsXm3RZkdm3fz+GDzAEGvfl0K1+l3cHTA0cl84WjToQV6g8Hixb62knzqKs5V/HGq4INip6Fc/1both4v3K5Pz2ZD3VFsaTaOLc3GkXTiSuFAv1MFH5SC5Ukcy3njUi2QrOvWf/fAg3o8lWS8dhnVNxDFyw80WrTNOqA/c8iijP7UAbQ1zI8OKmVdUX3LmdcOTYpDU72++ZE7VYOmRn0MOtss41O3vC+R8SlEJaaRrzew5eQVOtSrZFEmwMOZw6HmNYrDYpPJ0xvwcHakdc0KXNElkZ2Xj95g5PjVaKr4W/9CXTfIi8ikdKKSM8w5nL1Gh1qWHf4ANycOh5kHKMPiU8nTG/EoW4ao5Az0BTPgo1MyiUhII9C9bKl/wxpCTocQWCkQv/J+aO20dOjXgUPbDt1+R8wvnHQpaGBVqlWJyrUrc3zP8dvsdfel3KSOiilRR22qO4qtzcaxtdk4kk9cKRzoL1lHOduojgJIO3kVpyr+OBTk4d+/NfFbita91adns7vOC+xr9gr7mr1C6vFQTg3/kLTTYSTuPI1z7QqojvbmWf6t65AZcuMf/rW7x3zdq2Bx3du+eZdFmR2bdzNgcF8AevXrWnjdi74RQ+uC99Y4OjnQsGkDwkIjAPDyNj/aHRjkT49HOrP2d+t1th+GOgqgbkV/IuOSiUpINedx/DId6lu+CDLA05XDl8wvZwuLSSzMA8BoNLH1RAg9m9awatz36pgC6Pt4T6sv4QNw/tRFKlQpR1CFALR2Wnr278rurfvuaF+tnZZPvp/L+t82sf1P671U+GFVr1Z1Im9EcyM6hvz8fDbt2EunNpZrqienpBXOdP962Soe620eIDAYDKSkmgcaLl8NJ+RqBK2bNbJuAgWun76KdyV/PMv5oLHT0LBvK85vs7wGB9atxIDZI/l+5HwyEosGSBRVwangxl9ArQoE1qpAyF7rLyUTdzoMt0r+uJT3QbXTUK1fS8K3Wb4Dwa1S0U2yil0akhphHmzKiEokqE1dALSOZfBrVI2UK5Yv+rQFY2QoqncgimdBW71Re/TnjpQqp/qWQ3FyxhhxyQZR3lyp/lKbm/SXjpboLwUU9Jc+n0Xq6EGkjRlM9k+LyN2z1eoD/QCGsEto/INQfPxBo8WuZSfyT1jmoD++H23tghycXVH9y2GM12EIu4zi5Izi4gaAtk4jjFG2mXiXfSaEMpUCsSvnh2Knxe2R9qRvt3y3iNanaAkcl64tCl/eq/X3QiljD4DqWhanpnXIDbNOm/CfJJ4Kw6WyP2ULzvdKj7bkxtai8z0/PZtV9UazpsXrrGnxOgknrtp8oB+gbqAHkckZRKVkkm8wsuXCDTpUD7AoE+DqxOEI842xsIQ0c5/Pyd4W4d5S7vnL2FUIQhtkPr/L9uxI1u6DFmU03sVuxnRsRV54ZOG+qktZVA/zueHQvCF5YdY/N+pWCjS3a+NTzO3aoxfpEFzdokyAlyuHL0YAEKZLIC9fj4eLE9m5+WTnmt9hc/BCOFpVtXixrxAPk39axuc68A4wBHjDOuGUYDSQ9c1nOE/9EFSVvL82YbwegcPg5zBcuUz+sQPoTx3BrmFTXD/9AYxGspYuxpRh23W3DAYD70+cxw+/fYmqqqz6ZR2hl8N4beJLnD11gR2b9/DrsjV8tHAGfx1ZS0pKKuNemASYBzZ++O1LjEYTsbo43hg9tfB7335vHH0H9MTRyYF9Zzbx689r+PwD6zziZjIYOTX5B9osn4iiUbm2fBfpl6OoPeEJUk6Fodt66xeTeTWvSc1X+mHM14PRxKmJ35OXlH7L8vfMA3o8lWI0krNyIU6vzgJVJf/AVoy6a9j3HYbhWiiGM4cwXDiOtk4TnN5bAkYjuau/gcx09Cf2oanZEKepiwEThvPHMZw9fNt/8l7QalQmPt6O0V/9idFo4tHmtajm78nCTUeoU96HjvUqM75fa6b/uptlu8+AAu8/1RlFUXB1KsOwDsEM+eR3FAXa1q5I+zoVbZNDn6aMXrrTnEPjKlTzdWfhjjPUCfKkY61yjO/ZmOlrD7PswCVzDo+1RFEUTl6L57u9F9BqFFRFYdIjTfEo+48PTd0zRoORRVMXMfPnmWg0Grau3EpkSCTD3hhGyJkQDm87TI3gGkz9eirObs606NqCoeOH8lLXl9DYaZj/+3wAsjKy+PDVD22yjI/JYOTM5B9oXaKOqlVQR8Xcpo6q/ko/88vMjCbO2KqOwpzH5Unf0XjFZBSNSvTyXWRevkHVCU+SdjqM+C23vpGiT83k2uI/abF5NmCe2V9yXf97xWAwMG3iPH78bSGqqvLbL2sLrnujC657u1m5bA0fL5zJX0fWkpqSxqsvTATgp+9W8sHn77N53yoURWHV8rVcuhAKwMLv5+Pu6Y4+X897E+aSnpbxT2HcVQ9DHVWYx8DOjP5ytTmPVnWpFujNwj8PUKeCHx0bVGX84+2Z/ss2lu08ASi8P6wHSsHsmuNXbuDv4UI5b3erxn2vjilHJwfadmjBlPEzrZrP3znNmfwxi5Z/gqrRsGb5n1y9HM7LE0Zy/tQldm/dR92Gtfnkuzm4urvQoVtbXn7reR7vMJQe/brQuGVD3Dxc6TeoNwDvjpvF5fOhVs/jdt56by5HT54hJSWNLv2H8vLzwxjQt4etw7Kg1WqY/NooRr05DYPRyGO9u1KtcgW++HYZdWtWo1PbFhw9dZZPlyxFURSaBNdlyusvAaDXGxg+1txudy7ryNwp49FqbbMEn9Fg5I93f+CFpZNQNCpHf91FbOgNerz+BNfPhnNh+3EemfQ0ZZwcGLZwHAApUYl8/8J8NHZaxvz2HgA5Gdn88vqXNrt+7536I31/noCiUbm0cjfJIVE0e2MA8WfCidh2gvrPdqdc27oY9QZyUzPZ8bq5/3P2x210/uhFBm+fC4rCpV/3kHjJNpNYLBiN5Py+GKeX3je31Q9vxxgTiX2vIRgiQzGcNw/8axu3I//EXhsHW4LRQNa3n+H8TkF/aecmjDcicBj0HIarxfpLwU1x/eQHc3/pp/usv2Q0kr10AWXfmmf+/3/PJoxR1yjz+LMYwi+jP3kQ/dmjaOs3xXnud2A0kLPiq8IccpYvoezE+aCAISKUvJ0bbJOHwUj0tMVU+nE6iqqS/Ns2ckMj8X1tCNlnQ0nfcQSvZ/vh0qU5JoMRQ0o6N976FIAy1coTMPl5TCbzy0oTvl5N7mXbrxZgMhg5+s6PdPnFfL5fXbGb1JAoGrw1gKTT4RYD//cTraoysXswo1fsx2iER4MrUs3HlYW7L1AnwIOONQIY36Ue0zedZNmRK4DC+480LmxL9fpyC5m5+eQbjOwMiWbR4DZU9XH953/0XjAYSZzzBf6L5oCqkr5mC/lXr+H+8jPknQ8ha/dBXJ/uj1PHVpj0Boxp6SRM/dC8r9FI0sdfEfDVB6Ao5F4IJf33jVZPQatRmfh0N0Z/ugKjycSjbRpQLciHhWv3UKdiAB0bVmf8k12YvnQjy7abJ4G8/1wfFEUhKT2Tlz9diaoo+Hq4MPP5vlaPXwhrUW613qeiKK8ALwNVgOJrMiiAyWQyVbnpjiUkD+j4UCwo2nT3fdSA+R99qLXuI/j3Sqc2tp+xczdofWwzsHs3afv2tHUId0dGqq0j+M8ef/POZuLf70bl3/rFgg+Ssqb7a235/8UoQ4itQ7grzv/4jK1D+O/KPPjXC4C6gx+8NXhvxkXrePtC97lj5362dQh3h+E+fLfKvzSpxTRbh3BXVDE8WO8cupVhAx78NqE+yjYTFu421eHBP6au73/wrxcAp3LcbR3CXTFgzv357qR/I+Zj6z9BfS/4Lxhi6xD+M8f2z8q6M3fRqoAhD8XYcUlP6JbZ5Di55cx+k8m0AFigKMoik8k02ooxCSGEEEIIIYQQQgghhHjIPZQj/TZ021dPy0C/EEIIIYQQQgghhBBCCHF/u+1gvxBCCCGEEEIIIYQQQggh7m8y2C+EEEIIIYQQQgghhBBCPOBuuWa/EEIIIYQQQgghhBBCCHGvGG0dwENGZvYLIYQQQgghhBBCCCGEEA84GewXQgghhBBCCCGEEEIIIR5wMtgvhBBCCCGEEEIIIYQQQjzgZLBfCCGEEEIIIYQQQgghhHjAyQt6hRBCCCGEEEIIIYQQQlidUbF1BA8XmdkvhBBCCCGEEEIIIYQQQjzgZLBfCCGEEEIIIYQQQgghhHjAyWC/EEIIIYQQQgghhBBCCPGAkzX7hRBCCCGEEEIIIYQQQlidEVm0/26Smf1CCCGEEEIIIYQQQgghxANOBvuFEEIIIYQQQgghhBBCiAfcPV/Gx5hjutf/hFXkG/NtHcJ/ZsfD8Vso9g/J4z3qQ5LHwyA/z9YR/GdeqqOtQ7grkjUPxz3ofOODf35n5+baOoS7w8HJ1hH8d+rDcV44ax1sHcJd4aja2zqE/87w4LdrAdDY2TqC/yzUmG7rEO6KDvkutg7hrlDdnW0dwn+mNT4cfT69LsPWIfxnqvJw/Ba+Br2tQ7g7lAe/fW7vZLB1CHfHw3JMCXGfkjX7hRBCCCGEEEIIIYQQQljdw3Fr9P7xcEwVE0IIIYQQQgghhBBCCCH+H5PBfiGEEEIIIYQQQgghhBDiASeD/UIIIYQQQgghhBBCCCHEA04G+4UQQgghhBBCCCGEEEJYnVF5OP+7E4qi9FQU5bKiKFcURZn4D+UGKIpiUhSl6e2+Uwb7hRBCCCGEEEIIIYQQQggrURRFA3wJ9ALqAE8pilLnJuVcgHHA4Tv5XhnsF0IIIYQQQgghhBBCCCGspzlwxWQyhZlMpjxgBfDoTcrNAOYBOXfypTLYL4QQQgghhBBCCCGEEELcJYqivKgoyrFi/71YokgQcL3Y3zcKPiv+HY2B8iaTacOd/rva/zliIYQQQgghhBBCCCGEEEJYMJlMXwFf/a/7K4qiAh8Dz/6b/WSwXwghhBBCCCGEEEIIIYTVGW0dgO1EAeWL/V2u4LO/uQD1gF2KogD4A+sURelnMpmO3epLZRkfIYQQQgghhBBCCCGEEMJ6jgLVFUWprCiKPTAYWPf3RpPJlGoymbxNJlMlk8lUCTgE/ONAP8hgvxBCCCGEEEIIIYQQQghhNSaTSQ+MBbYAF4FfTSbTeUVRpiuK0u9//V5ZxkcIIYQQQgghhBBCCCGEsCKTybQR2Fjis3dvUbbjnXynDPYLIYQQQgghhBBCCCGEsDqTrQN4yMgyPkIIIYQQQgghhBBCCCHEA+62M/sVRXEAngfqAg5/f24ymUbcw7gK2TVpTtkXXwFVJWfrBnJ++6VUGfu2nXAc8iyYTBjCr5Lx4Qw0VapR9uXxKE5OYDSSvfIn8vbutEbIAHTo0oZps99Go9Gw4qfVLPzsW8uY7e34ZNFs6gfXITk5hTEj3uLG9Wj6P9GHUa88W1iudt0a9O44kAvnLrNy3Xf4+nmTk5MLwNABo0hMSLJaTj6dgqk3YziKRiVy2U6ufLHupuUC+jSn6bevs6fHO6SeDiv83DHIi4575nN5/irCFm2wVtgWtMHNcBw+FlQNeTs3kLtueakydi074jDgGQAM166S9cVMANyWbccYGQ6AMTGWzPlTrBd4CZo6TXB48iVQVPIPbCZv62+lymgbt8O+z1AwmTBGhZHz/QcAlHlsBJq6zUFVMFw8Se5vi60dfqH9FyP5YM0+jEYTj7WszYgujS2265LTmfrLX6Tn5GE0Gnm1T0va1akIQEh0IjN/201GTh6qorDs9QGUsbP+w0r7r8TwwZZTGE0mHmtUmRFtalnmkJrF1LVHSc/Jx2gy8WrnerSrHsDBsFg+33GWfIMRO43K610b0Lyyr9Xj/1uDDo0Y9t4IVI3KrhXbWb/oD4vtvUb2pePgrhj0BtKT0vjqrS9JjIov3O7o7Mi87Z9zbOthlr77jbXDByCoYwNaTB+GoqqELN/F2S/XW2yvOawztZ/phtFoRJ+Zw/4J35IaGo1qp6H1vOfxblAZk8nI4Xd/JubgRZvkAODXqQGNpg9D0aiE/bKLy1+sv2m5oD7NaP3Na2zvOYXk0+H4tq9Hg3cGo9ppMebrOT39F+L3X7Ba3J26tGX63EloNBp+WbqKLz61PA7s7e34fPFcGjSsS3JSCqNGjOdGZDRgvtZ98Mk0XFycMRqN9Oo8kNzcPH7/8wd8/XwKr3uDHxtp1eve/vPhfPDbTvP53boeI3q0sNiuS0pj6o+bSc/OwWg08Wr/drSrV4V8g4H3f97KpetxGAxGHmlRh+d7trjFv3Lv7T8fzge/7jDXtW0aMKLnTfL4YSPp2bnmurZ/B9rVL8jjpy1ciozFYDTySMu6PN+zpU1yaNOpJW/PeA1Vo2H1snV898VPFtubtGzIhOmvUb1OVd5+6V22/Wlu89WsW50p896irEtZjAYjX3/2A1vW7rBFCgC07Nic12eMRVU1rFu+gZ++sGzXNmzRgNenj6Vq7apMHT2dnRt2F27bf30HVy+Z2yGxUbG89ew7Vo29uH2HjzP3828wGA0M6NOdkUOfsNgeHRPH1Lmfk5SSipurC3OnjMff1xuAjxf9wJ5D5neKjRo+iF5d2lk9/jsxZfbH7Nl/BE8Pd9b8bLu20u006tCYF6a9iKpR2bZiK78vXGWxvd/I/nR/qjsGvYHUpDQWvPkp8QXX7/eWvk+NRjW5eOwCM5+bbovwgYejjwGgqRaMfc/hoKroT+wkf59lHvY9hqFWrgOAYlcGpawrWXNHorh5U2bweFAUFFVL/pEt6I9tt0UKAGhqN8bh8RdBVck/uJW87atKldE2aot9r6cL+hnh5CydD4B9v2fR1mkGQN6WFehP7rVq7IXxNWyO03PmPl/ujg3krik9hmDXqiOOA581jyFcu0rmZzOLNjo64fbJj+Qd3Uf2t59ZL/ASyrZvgv/UF1E0Kskrt5K4xLLP5zagK35vj0AfmwhA0k/rSfl1K3aBPpRbNAVFVUGrIXnpepKXb7JFCnh1CqbWzGdQNCo3lv1FxIKbn9++fZrT8LvxHOo+mbTTYTiU96HN3o/IvGpuK6YeD+XihG9vuq817L8awwdbz5jbhA0rMaJ1TYvtutQspq4/VtTn61SPdtX8ScnK5c3VhzkfnUy/BhWZ1LOhbRIoUKZlM9xeG4uiUclct5GMnyzHQ5x698B17CgM8QkAZK5aQ9Z68+oirmNexKF1S1AVco8cJ/WTL6wePzwc7Voh7rU7GRn7CbgE9ACmA0MwvzTg3lNVyo5+jbQpb2BMiMftkyXkH9qP4fq1oiKBQTgOHELaW2MwZWSguLkDYMrJIePjWRijo1A8vXD/7GvyTxzFlJlhhbBVZn7wDkMefxFddAzrd6xg2+adhF4uapQOGvo4qSlptG/ah76P92TStNcZ8/xbrFm1gTWrzI3UmrWr883Pn3Hh3OXC/caNmsiZU9YbvCmkKtSf8xyHBs4mW5dIu82ziNl6nIyQKItimrIOVB7Zk+TjoaW+os77w4j765SVAr4JRcXxuXFkzn4LY2I8LrMWk3/8AMaoYseTfxBlHn2ajGmvYMrMQHF1L9o/L4/0SS9YP+6SFBWHQWPI+nwyppQEnN7+DP2ZwxhjIouK+ARi32MQWfPfgOwMFGc3ANQqtdFUqUPWrJcBcHpjPprq9TGEnrV6GgajkTmr97L4pb74uZVlyCe/06FuJar6exaW+Xrbcbo3rMrANvW4GpPE2K83sqlORfQGI+8s287Mp7tQM8iblMwctBrrP6hkMJqYs/kki4e0w8/ViSHf7KBDjUCq+rgW5bD3It3rlGNg06pcjU9j7PJ9bKoegIejPZ8NboOviyNX4lIZ/ctetr32iNVzAFBUlWdmvMDcIe+TFJPI9HUfcHz7UaJDbxSWiTgfztRH3iIvJ48uQ3vw1KThfDH2o8LtT7zxFJeOnLdF+AAoqkLLWc+w5am5ZOmS6LtxOpFbj5MaGl1YJuyPg1z+6S8AyndrTPP3hrJt6AfUeLoTAGu6TsLBy5VuP7/F+t7vgskGDxOqCo1nP8ueQXPI0iXRddMMoreeIL1EXast60D1kT1JPH6l8LO8pHT2DZ9PTmwKrjXL0X752/zZ+BXrhK2qzJ4/hUH9R6KLjmXTzpVs3bSTkMtXC8s8NWwAqSlptG7ck0cf78WUaW/w0og30Gg0fPHVPF4ZNZEL5y7j4eFGfr6+cL+xL0zg9CnrH1sGo5E5K3ew+NUn8HN3Yci8ZXRoUI2qAV6FZb7edIjuTWowsH1DruoSGfvlajbNrMK2EyHk6w2smvIM2Xn5PD79B3o2q0WQl5tt8li+jcXjBuLn4cKQOT/RoUFVqgZ6F+Wx8SDdm9RkYIdGXI1OYOwXv7Op/ii2Hb9szuPd58x5TPuOnk1rE+Rt3TxUVWXynDd4ceA4YnVxLN/8Hbu27iUsJKKwjC4qhinjZvDsy0Ms9s3JzuGdV6YTGX4DHz9vVmz9ngM7D5Oedu/bgyWpqsqbs8fx6uA3idPF8/3Gxezdsp+I0KJ2SGxUHDNem8vTLw0qtX9uTh7Du420Zsg3ZTAYmPnJEr7+eDr+Pl4MevENOrVtTtVKFQrLzF/4Hf16dOLRXl04fPw0n361lLlTxrP74FEuhF5l1befkZefz3PjJtOuZROcyzrZMKOb69+7G08P6MfkGfNtHcotqarKqJmjeW/IFBJ1icxf/wlHth3meuj1wjLh568yvs/r5OXk0nNoL56d/BwfjjFPAPljyWrKOJahx5Cetkrh4ehjACgK9r2fI+en2ZjSEnF4YRb6y8cxxRflkbel6CaltnkP1IBKAJgyksn55l0w6MG+DI4vf4jh8nFM6cnWzsLcz3hyNFlfTsGUkojTm5+gP3cYY0zRMaX4BGLf7UmyPnkLsjML+xmaOk3RlKtK1gevgNYOp1fmoL94DHKyrZuDquL0/DgyZryJMSkelzmLyT+2H+MNyz6fw2NDSJ8ytnSfD3AcPAL9xdPWjbskVSVg2miuPTOF/JgEqvzxCek7DpF35bpFsbQNe4h53/KGZH58MhFPvoEpT4/i5EDVTQtJ33EYfZz1JkwAoCrUnjuC4wNnkROdSMsts4nfcpzMm5zfFV/oRUqJ8zv7WiyHuky0ZsQ3Ze7znWbx023xc3VkyHc76VA9wLLPt+8S3WuXY2CTKuY+38oDbBrbkzJaDWM61OFKXBpX4tNsmAWgqri/MY6EcW9hiIvH97tF5Ow9gD7imkWx7B27SP3oc4vP7OvXxb5BPeKGmdshPos/w75RMHknrXuePAztWiGs4U5Gx6qZTKapQKbJZPoR6ANYZXqatkZtDNFRGGN0oNeTu+cv7Fq2tSjj0KMvOX/+gSnD3GkzpaYAYIy+gTHafBExJSViTElGcbPOSdywSX0iwiOJvHaD/Hw961dvonuvThZluvfuxKoV5rvaG9duo0370v+XPjqgF+tW2+YOfEkejaqRGR5DVmQcpnwD0WsO4t+jaalytd4eyJUv12PIzbf43L9nU7Ii40i/fKPUPtaiqVYLY0w0xjgdGPTkHfwLu6ZtLMrYd36EvK1rCm8KmdJSbBDpP1Mr1cAYH40pMQYMevTHd6MNtrwjbd+2J/m710N2QR4ZqeYNJhPY2YNWC1o70GgwpadYOQOzc5FxlPd2o5yXK3ZaDT0aVWPXuQiLMgoKmTnmYykjJw8fN/NgwMHL16ke4EXNIPNF3b2sAxrV+oP956KTKO/hTDkPZ+w0Kj3qlmfX5WiLMooCmQXnQ0ZuPj4u5gekagV44OviCEBVH1dy8w3k6Q3WTaBA1YbViI3QEX89FkO+nkPr99GkW3OLMhcPniMvJw+AKydD8Cw24FmpXhVcvd05u8d2nSLvRlVJj4glIzIeY76BsLWHqNCjiUWZ/IyizqbWqUzhYL57jSB0+82DyTmJaeSlZeEdXNl6wRfj2agqGRGxZEbGY8o3cH3tIYJK5AFQ9+0nuPTFegy5eYWfpZy7Rk5sCgBpl2+gcbBHtbfO0y6NmtQnIuzv614+a3/fRI/enS3K9OzdmV+XrwHgz7VbadfBXG916NyGi+dCCm9sJyenYjQarRL3PzkXEUN5H3fKebub66gmNdl1+opFGUVRyCw4LzKyc/FxK2v+HMjOzUdvMJKbp8dOq8HZwd7aKQBwLkJHeV8PyvkU5NGsFrvOlMyDojxycvFxdy74XCmdh6P186jXqA6R4TeIioxGn69n85rtdOrR3qJM9PUYQi9eLXXsXAu7TmS4ue0RH5tAUkIyHl7u1grdQp1GtbgREUV0pA59vp5ta/+ifQ/LdojuRgxXLoZhMt6/K5eevRhKhaAAygf6Y2dnR68u7fhr32GLMlcjrtO8cQMAmjduwM6C7VcjrtM0uC5arQYnRwdqVKnEvsMnrJ7DnWjasD5uri62DuMfVW9Yg5gIHbGRsejz9exdv4fm3S3bhGcPniWv4Omoyycv4xVQNCByZv9psjOsPBBbwsPQxwBQg6phTIrBlBwHBgOGcwfR1iydx9+09VujP3vA/IfBYB7oB9DYmStlG1Er1sAYr8OUGGvuZ5zYg7Z+iX5Gqx7k790A2ZlAUT9D9a+A4ep5MBohLxdDdATa2qXbMPeauc8XZe7z6fXk7/8L+xJ9vjJdHyF38837fJoqNVDdPMk/fcyaYZfiGFyDvGvR5F+PgXw9qX/uwaXrHc5CztdjyjMfU6q9HYpqm2PKrXE1ssJjyL5mPr9j1hzAt2fp86LaxIGEf7EOY07+Tb7F9s5FJ1HesyzlPMqa+3x1yrErRGdRplSfz9nc53O019KovDf2Wo3V4y7Jvk4t9DeiMESbz42s7X/h0L71ne1sMqHY24OdFsXODrRajEnWvyH5MLRrxc0ZlYfzP1u5k9Gxv2vcFEVR6gFugFXWmlC9vDEmxBX+bUyIR+PlbVFGE1QOTVB5XD/8AtePFmLXpHnJr0FboxbY2WHURZfadi/4B/gSHRVT+LcuOha/AL9bljEYDKSnZeDh6W5Rpu9jPVlbYrB//hcz2bT7N159c9S9Cf4WHAI8yI5OLPw7R5eIQ4CHRRm3+pVwDPQkbvtJi881TmWoOrYvIfN/t0qst6J6eGNMLHY8JcajepQ4nvzLoQaUx3naApynf4k2uFnRRjt7nGctxnn6l6VuEliT6u6NMblo+RRjcgKKm5dFGcU3CNUvCKc35uP01ido6pgb2sbwSxhCzuA8ZxnOc5ehv3jCYqaONcWlZuLvXrbwbz/3ssSlZlqUealnUzYcD6H7+0sZ+/UGJj5mftT/WnwKiqIwesmfDP7oN77/y/KYs5a4tGz8XR0L//ZzdSQu3bLT/FL7Omw4G0n3Tzcwdvk+JvZsVOp7tl+MonaAh80agR7+XiTpis7vJF0iHsWesCipw6AunN5lHpxRFIUhU55l+awf73mc/8TJ34PM6KLZSlm6JMr6e5QqV+uZrgzY/xHNpgzm8LtLAUi6EEn57o1RNCrO5X3wql+JsoFepfa1Bkd/T7Kiin6LLF0SjiXycK9fCadAL2J2nLrl9wT1aU7y2QiMefpblrmb/AP8iLK47sXgH+Bbqkzx615aWjqenu5UrVYREyaW//4VW3ev4uVXLVcJ/OTLWWzbu5rX33rp3idSTFxKBv4eRQN9fh4uxKVazgZ/qU8rNhy5SPfJSxj75WomDuoCQNfGNXAsY0e3SYvpOeUrhndtiltZR2whLrlEHu4uxCWXyOORNmw4fIHuExcx9ovfS+fx9kJ6Tl7C8G7NbJKHX4APsdFF1+9YXRy+AT7/+nvqNaqDnZ0d1yOibl/4HvDx9yEuuuj6HaeLx+df5GFfxp7vNy3hm/ULad+z7e13uEfiEhILl+QB8PPxJi4+0aJMzWqV2b7nIADb9xwkMyublNQ0alatzL7DJ8jOySU5JY2jJ88SExeP+N94+XuRUOyYStQl4OV36+tXt0HdOb7zuDVCu2MPQx8DQHH1wJRWlIcpLRHFtXQ7BEBx80Zx98EYfq7Y/p44jp6H0/gvyN+3zjaz+gHV3QtjSrF+RsrN+hmBqD5BOL32AU7j56OpbV6G0xgdjrZ2YyhYokhbvQGK+7+vq/8r1dMHY2KxHJLiUbws41ADyqMJLIfLjAW4zFqItmHBGIKi4Dj8ZbKWLrJmyDel9fMiX5dQ+Lc+JgG7m5zfLj3bUGXDF5T7YhLaYjfztAHeVNnwBdX3/UDCklXWn9UPOPh7klP8/I5OokyJPoZL/Uo4BHqRsL10f86xgg8tt8+h6R/v4t6iVqnt1hKXnoO/y236fO1qs+Hcdbp/vpGxKw8wsUewtcO8LdXHG0NcUXvKEJeAxqf0OerYsR2+P32N56z30Piat+edu0DuiVMErF+F/5+/kXv4KPprkaX2vdcehnatENZwJ1P+vlIUxQOYAqwDnIGp/7SDoigvAi8CfFSvOs9UCPivcd6aRoMmsBxpE8ehevvgOm8BqWOeK7xLr3h44vzGO2R8PMc2SzL8jxo2qU92dg4hF4vuUr46aiKxujjKOjux5MdPGDCoL7+vvPlazlanKNR5fxinxpVuGNV86wnCvtqEISvXBoH9SxoNqn8QGTNeQ/X0wfm9z0ifMAJTViZprwzGlJyA6huA85SPMUSGY4yzzg2kf0tRNeATRNYnb6N4eOM0/kMyZ45GcXZF9S9PxjvDAHB6ZTaGqnXNs3DuQ5tPXKFf85oM79iQ0xExTPllB6veGoTBaOJkuI5lrw3AwV7LqEXrqVPOhxY1ytk65FI2n79Ov+BKDG9Vg9M3Epmy5girXuqOWjBr60pcKp/9dZZFT9+faxaX1Oax9lSpX42Zg8zvrOg6vCendp4gKSbxNnveHy79uJ1LP26nSv9WBI/rz97XlhC6Yjfu1QPpu2kGmTcSiD8Wislg+5nlN6UoBE8bwtFxS25ZxLVGEA2mDGbP4LlWDOx/p9Foad6yMb06DSQ7O4df137HmVMX2LfnEGNemEBMwXXv26Wf8eTgfvy24uZrvdrC5mOX6NeyLsO7NuV0WDRTftjIqinPci4iBlVV2DpnFOlZuTz30Qpa1qpAOW93W4d8U5uPXqRfq3oM79aM02FRTPl+I6vefY5z4TpURWHrvNGkZ+bw3EfLaVmrIuV83G0d8r/m7evF7AXvMuXVGZgeoPZgcY81H0R8TAKBFQL48rdPuHoxjKhr92c75M2Xn2PWJ0tYu3kHTRrUw8/HC1VVadO8EecuhTL05Ql4uLsSXLeWTZ7M+/+ow2MdqdagGpMH2n5JjH/lYeljFKOt1wrDhSMWfVNTWhLZi95GcfGgzODx6C8cgcxUG0Z5a+Z+RiBZn09CcffGadxcMueOxXDpJPoK1XF6/UNMGakYIi6ByTZPrd6WRoMaUI70aa+hevng8v7npL0xAvv23cg/cQhT0oNxEzJjx2HS1u/ClKfH/ameBH04nmtDJwOg1yUQ1mcsWl9Pyi+eQtqm/RgSU2wabymKQs33h3PuJud3bmwyexqPJT85A5cGlWn0w5vsb/8mBhs/jXQrmy/coF+DigxvWd3c51t3jFUvdi3s8z0ocvYdJGvbX5Cfj1P/R/CYOpGEV95AUy4Qu4oViHl0IADen32IfXB98k5bfzng2/n/0K4V4nbuZLB/h8lkSgb2AFUAFEX5x/UNTCbTV8BXAIl9OvzPPSpjYgKqd9HMQNXbB0NigmWZhHj0ly+CwYAxNgZj1HXUwHIYQi+hODrhOm0eWUu/QX/Zeuvcx+jiCAzyL/w7INCPWF3sTcvERMei0WhwcXUmOSmlcHu/x3ux9veNFvvE6sx3YTMzslizaiPBjetbbbA/R5eMY7GZrg4BXuToimacaJ0dcK1Zntar3wWgjI8bzX98kyPPzMe9UTUCHmlBnalPY+fqhMlowpibT8R3W60S+9+MyQmoXsWOJy8fjMkljqekeAxXCo6n+BgMuhuo/uUwhF3GVFDWGKdDf+EUmkrVbDLYb0xJwM6j6A686uGNKTWxVBlD+GUwGjAlxmKMjUL1DTKvzx9+CXJzANCfP4amSm2bDPb7upUlJqVoJn9sSia+bmUtyvxx+CILXzSvYx9cyZ/cfD0pmdn4uZelcZUAPJzNd+Lb1q7AxRvxVh/s93V1JCatqMEZm5ZduDTP3/44GcHCp80zMIPLeZGrN5KSlYtnWQdi07IY/9tBZjzajPKezlaNvbjkmESLZXk8A7xIjik9+6dumwb0G/sEswZORV8wY7xa45rUbFabrsN64lDWAa2dltzMHFbO+9lq8QNkxSRTNrBoppBTgCeZMbeeFRe29hCt5jwHgMlg5Mi0ZYXb+qx9l9Qw3a12vaeyY5JwCir6LZwCPMmOsaxr3WqVp+Nq880WBx832vzwBvuf/Yjk0+E4BnjS+rvXOfLqYjKvxZX6/nslRhdLkMV1z58YXVypMoFB/ugKrnuuri4kJaWgi47h0IFjJBVcA//atof6wXXYt+dQ4XdkZmSxetUGGjaub7XBfl93Z2KS0wv/jk1Ox9fN8jz948A5Fo55HIDgKoHk5htIycxm09GLtKlTGTuNBk8XJxpWDeT8tVibDPb7epTIIyUdX48Seew/y8JXzC9YDa4SRK5eT0pGljmPugV5uJalYdUgzl+LsXqnKFYXj19g0fXbL8CXON2dD8SUdXbiy58/YsHcJZw5Ybub2/Ex8fgGFl2/fQN8iP8XecTHmNsh0ZE6Thw4RY161W0y2O/r7UVMXFH7KTY+AV8fr1JlPptlHnDKyspm+54DuLqYj7tRwwcyarh5sGDC9PlULB9kpcgfPokxiXgXO6a8ArxJjC198z24bTBPjh3EOwMnFl6/7xcPQx8DwJSWjOJalIfi6oUp7ebtEE291uRt/O7m35OejDHuBpqKNc03BKzMmJKIXbHZ+Kr7zfoZiRiuFfQzkmIxxkWj+gRijAwlb+uv5G39FQCH4W/apq+UFI9abCa/6umDKdGyrjUlxqMPvWDu88XFYNBdRw0IQlOjDna1G1CmR38UB0cUrRZyssle9pW100Afm4hd8Zn6/t7klzi/DSlF1/eUlVvxe9vy6UgAfVwSOSHXcGpWl/TN++9dwDeRE5OEQ/HzO9CT3GJ9DK2zA861ytGs4Py293Wj4dI3OTV8Pmmnw8jPM0/gTD8TTlZELGWrBpBW7OXc1uLr4kBM+m36fKciWPiU+el/c5/PUNjnu18Y4xPQ+Ba1pzS+3hjiLc8NY1rRewWy1m3EbcyLADh2aEfe+QuYss3jCDmHjmBfr47VB/sfhnatENZwJ1NpbvZc5Kq7HcjN6EMuoQkqh+rnD1otZdp3Jv+w5QUq79A+tPUbAqC4uqEGlccYEw1aLS5TZpL71xby9u+2RriFTp84R+UqFSlfIQg7Oy19H+/Fts27LMps27SLJwb3A6D3o904sLeoMacoCo882p31qzcXfqbRaAqX+dFqtXTt0Z6Qi6VfUHWvpJy6Stkq/jhW8EGx0xDYvxUxW4seA9anZ7Ol7ovsaPYqO5q9SvKJKxx5Zj6pp8M40P/9ws/Dvt5E6OdrbNIIN1y9hOofhOrjDxot9q06k3/8gEWZ/GP70NZpCIDi4oomoBzGOB1KWWfzGvd/f16jHoZiL/a1JuO1EFTfQBQvP9Bo0TbpgP7MIYsy+tMH0dYwr5WrlHVF9QvCmKDDlByPpnp9UFVQNebBfxst41O3vC+R8SlEJaaRrzew5eQVOtSrZFEmwMOZwwUviQ2LTSZPb8DD2ZHWNStwRZdEdp55zb3jV6Op8g/LztyzHAI9iEzKICo5k3yDkS3nr9OhhuWTTAFujhyOMA9YhsWnmXNwKkNaTh6vLN/PuM71aVTe+2ZfbzVhp6/gXzkAn/K+aOy0tOzblhPbjlqUqVi3MiPmvMTHz88hLbFoptmicZ/yWutRvN72JX6Z9SN7V++y+kA/QMKpMFwr++Nc3gfVTkOVR1tyfavlOtCulYuWUyvftSFp4eYlZTQO9mgdywAQ2K4eRr3R4sW+1pR8Kgznyv44lTfXteUfbUn0Fsu6dl3dl9jY/DU2Nn+NxBNXCgf67VydaPvTm5ydvYLEoyFWjfvUiXNUrlqR8hWDsLOz49EBvdiyaadFmS2bdjLwqf4APPJod/btMa/hvWvHfmrXqYGjowMajYaWbZoRcvkKGo0Gz2LXvW49OnD5ouWanPdS3Yr+RMalEJWQaq6jjl+mQ4OqFmUCPFw4fNn8CHOYLpE8vR4PZ0cCPF05UvB5dm4+Z8N1VPazfh0FULdiAJFxyUQlpJjzOHqJDg2qWZQJ8HTl8KVieeTr8XBxKpFHHmfDdFS2QV17/tRFKlYpT1CFALR2Wnr278qurXvvaF+tnZZPv5/H+t82se3Pnbff4R66eOoy5SuXI6C8P1o7Ld0e7czerQduvyPg4uaMnb25HeLm6UaDZvUIL/aCYmuqV6s6kTeiuREdQ35+Ppt27KVTG8t3TyWnpBW+P+HrZat4rHdXwLyEV0qqeSDh8tVwQq5G0LpZ6eXtxJ0JPR1CQOVAfMv7obXT0q5ve45ss3x/QuW6VRg9Zyyznp9BauL9N1P8YehjABijr6J6+ZuXrdFo0NRrhf5y6SWTFO9AFMeyGK8X9eMUV8/CfgYOZdFUqIkxwTaTDoyRIag+gSieBf2Mxu3Rn7U8pvRnD6KtVh8o6Gf4BmJMiAFFBSfz8hpqYCXUwMoYLln/nRyGK5dRA8qh+prHEOzadCbvmGVdm3d0H9q6DQFQXNzQBJTHGKsj6/NZpI4eRNqYwWT/tIjcPVttMtAPkH0mBPtKQdiV8wM7LW6PtCdjh+VvofUpWirKpWsLcgte3qv190IpY16LXHV1xqlpXfLCrP9ei7STV3Eqdn77929NXIl27a46L7K32SvsbfYKqcevFA7023m5QMG7Bhwr+uJUxZ+sa7G3+qfuqcI+X0pBn+/CjdJ9PlcnDoebB87DEtLI0xvxcCpji3BvKe/iJbTlg9AEmM8Np66dydl70KKM6lXUznNo1xp9hLkdaIiJxb5RMGhU0GiwbxRsk2V8HoZ2rbg540P6n63ccma/oii1gLqAm6Iojxfb5ApY5/ak0UDmok9xnTEfVJXcbRsxREbgOHQE+tBL5B8+QP7xI9g1aobboh/BaCTru0WY0tOw79QNbb1gFFdXynTtCUDGJ3MxhN37gQKDwcDUCbP5adViNBoNK5f9Qcilq4yfNIazJ8+zbfMuVv68mk8Xz2HPsQ2kJKcyduSEwv1btG5CdHQMkdeKLsj2Zez5edUStHZaNBqVfbsP8ctS661PaTIYOTf5B1oun4SiUbm+fBcZl29Qc8ITpJwKJ3br/bX+500ZjWT/8DllJ30Aqkrerk0Yb0Tg8MRz6MMvoz9+AP3po2jrN8Plw+/N5ZctxpSRhqZ6XZxGjjc/bqso5K5bjtFGg/0YjeSsXITT2Jmgasg/uBWjLhL7R4ZhuBaC4exhDBeOo63dGKepS8BoIHf1t5CZjv7EPjQ1gnGasghMYLhwDEOJBry1aDUqEx9vx+iv/sRoNPFo81pU8/dk4aYj1CnvQ8d6lRnfrzXTf93Nst1nQIH3n+qMoii4OpVhWIdghnzyO4oCbWtXpH2ditbPQVWZ2LMho3/Zi9Fk4tHgSlTzdWPhrvPUCfCgY81AxncLZvqfx1l2KNScQ7+mKIrCyqNXiUzOYMneCyzZa37yaPGQdjaZ/WE0GPnx3W+YsPRdVI3K7l93EBV6nQHjBxN+5ionth/lqcnDcXBy4NWFbwKQGJ3AxyPnWD3WWzEZjBya8iPdf5mAoqqErtxNSkgUjd4cQMLpcK5vO0HtZ7sT0K4uRr2BvNRM9r5mXgrH0duV7r+8jcloJCsmmT2v2m6dVpPByMnJP9B++dsoGpXwFbtJC4mi7lsDSDodjq7EDYziqo3ojnNlP+q8/jh1XjdftvcMnktuYtot97lbDAYDk9+axfLfv0ajUVnx8x+EXLrCW5PHcvrkebZu2snyn35nwZJ5HDixmZTkFF4aYT6WUlPTWPLlj2z661dMJhM7tu1hx9Y9ODo5snz11+brnqph7+6D/Pzjb/c8l79pNSoTB3Vm9Be/YzQaebRVPaoFerNw/X7qVPSjY4NqjB/QkenLtrLsrxPm83tYTxRFYVD7hrz70xYen/EDmEz0a1WPGuWsv25xUR5dGf35KnMereub81i3jzoV/ekYXJDHz1tYtuOYOY9nepnz6NCId5du4vH3vwMT9GtdjxrlrPLaJgsGg4HZkz9i0fJP0WhU1iz/k6uXw3l5wgtcOHWRXVv3UbdhbT79bi6u7i506NaW0W+N5PEOQ+jRrwuNWzbEzcOVfoN6AzB13Ewun7fehIniecx/5zM+++VDVI3Knys2ER4SwQtvPcel05fZu/UAtYNrMu/bmbi4O9O2WyteePNZnu70HJWqV+TteW9gMhpRVJWlX/5CRKht2iFarYbJr41i1JvTMBiNPNa7K9UqV+CLb5dRt2Y1OrVtwdFTZ/l0yVIURaFJcF2mvG5+54Zeb2D42EkAOJd1ZO6U8Wjvg5cW3sxb783l6MkzpKSk0aX/UF5+fhgD+vawdVgWjAYjX01dzLSfpqNqVHas3Mb1kEieHj+EK2dDObLtCM+9MwJHJwcmLDIv35MQHc+s52cAMHvVPMpVLYdDWQe+PfwDX7z1OSf3WHdw9qHoYwAYjeRt/AGHYZNAUdGf3IUp/gZ2nZ7AGB2OoWDgX1uvFfpzlgPPincQDj2GYjKZUBSF/AN/YoqzzWQcjEZyVi3G6eXpoKrkH9qGMSYS+95DMESGYjh3BMPFE2hrNcZp8kIwGsld+z1kpYPWDqfX5pm/JyeLnJ/mg9EGQx1GA1nffobzOx+a+3w7C/p8g57DcPUy+ccOoD91BLvgprh+8oN5DOEnc5/vvmIwEvP+Iir8MANFVUlZtY3c0Eh8XhtK9tlQMnYcxvOZfjh3aWF+KXRqBtETPgGgTNXy+E0eWdh3TfxmNbkh1r9mmAxGLk36nsYrJqNoVKKW7yTz8g2qTniStNNhxG+59fnt0bI21SY8iVFvAKOJixO+QZ+Secvy95JWVZnYoyGjl+8391uDK1LNx5WFuy9QJ8CdjjUCGd+1PtM3nmDZEfN40/t9m6AULOHT64vNZObmk28wsjMkmkVPtaWqj6v1EzEYSfloAd6fzgNVQ+afm9CHR+DywrPkXwwhZ98BnAc+jkPb1uanXtLSSJ5pPqezd+6hTNNG+P78LZhM5B46Ss6+g7f5B+++h6FdK4Q1KLdat1RRlHTMM/iHA0uLbUoHVphMpjuaivRflvG5nzQ6aP0X2txtX9rXs3UId0W7TjG3L/QA0HjcP4/0/a+0fe6vTu//LPnBWJfzn7zwzkVbh3BXdNE72TqEu8LZ+OBf+l7Nts2Lr++2sN9fs3UI/91DsqZ5i6e+tXUId4WTen/N1Ptf7D156/d+PFA0draO4D97ovGrtg7hrhiZ53L7Qg+AztZ9F/w9YUxKv32hB4Bel3H7Qvc53Ymyty/0ALiR8XCc3+0+/MfVqB8ISYtsM1HvbvOc/bStQ/jPHDuNfLBeyHCf+7rc0Ae/A30TL9z42SbHyT+t2X8deAcYArxhnXCEEEIIIYQQQgghhBBCCPFv/dNg/yJgB2ACjhX7XCn4rMo9jEsIIYQQQgghhBBCCCGEEHfoloP9JpNpAbBAUZRFJpNptBVjEkIIIYQQQgghhBBCCPGQs+XLbB9Gt10EVgb6hRBCCCGEEEIIIYQQQoj728PxxjchhBBCCCGEEEIIIYQQ4v8xGewXQgghhBBCCCGEEEIIIR5w//SCXiGEEEIIIYQQQgghhBDinjApto7g4SIz+4UQQgghhBBCCCGEEEKIB5wM9gshhBBCCCGEEEIIIYQQDzgZ7BdCCCGEEEIIIYQQQgghHnCyZr8QQgghhBBCCCGEEEIIqzPaOoCHjMzsF0IIIYQQQgghhBBCCCEecDLYL4QQQgghhBBCCCGEEEI84GSwXwghhBBCCCGEEEIIIYR4wMma/UIIIYQQQgghhBBCCCGsTtbsv7sUk8l0T/+BlysNvLf/gJVcNaTbOoT/zF0tY+sQ7opMU76tQ7grmirutg7hP8tVHorTG3/jg/+Q06+GaFuHcFdM0/vYOoS7woRi6xD+s18d9bYO4a4IyU+2dQj/mYfG0dYh3BUXs2NsHcJdEZ+dYusQ/rPnvZvZOoS7ItT44LfPV5343NYh3BXdG46ydQh3xbWcBFuH8J/pMpNsHcJdMdyvua1D+M/ijDm2DuGuOJR21dYh3BXd3WvbOoT/LCT/4Ti/H9MG2TqE/2zCtZ8f/A7ffeSL8kMfjsGlEsZet81x8uCPcAkhhBBCCCGEEEIIIYQQ/8/JYL8QQgghhBBCCCGEEEII8YCTwX4hhBBCCCGEEEIIIYQQ4gEnL+gVQgghhBBCCCGEEEIIYXUP5YL9NiQz+4UQQgghhBBCCCGEEEKIB5wM9gshhBBCCCGEEEIIIYQQDzgZ7BdCCCGEEEIIIYQQQgghHnCyZr8QQgghhBBCCCGEEEIIqzMqto7g4SIz+4UQQgghhBBCCCGEEEKIB5wM9gshhBBCCCGEEEIIIYQQDzgZ7BdCCCGEEEIIIYQQQgghHnCyZr8QQgghhBBCCCGEEEIIqzPaOoCHjMzsF0IIIYQQQgghhBBCCCEecP9qsF9RlKqKotS/V8EIIYQQQgghhBBCCCGEEOLfu+NlfBRFmQxUA4yKopQxmUzD7l1YQgghhBBCCCGEEEIIIYS4U7cc7FcU5VXgS5PJZCj4KNhkMg0q2HbGGsEB1OkQzJPvPoeiUTmwcgdbF6212N75+T60GdwFo95AelIaP09YRFJUAjVa1WXA1GcKy/lXDeS7Vz7j9Naj1gq9UNOOTXhp2ktoNCqblm/m14W/WWyv16IeL703iiq1KzN7zFz2bdxXuO35SSNo3qUZAL98tpzd6/dYNfbigjs04tn3RqJqVP5asY21i1ZbbO8zsh+dB3fDoDeQlpTG4rcWkBAVj3eQD29+NRFFUdHYadj8wwa2L9tioyyKNO7QhBenvYiqUdm6YiurSvwu/Uf2p/tTPQrySeXTNz8lPireRtFaqtahAT3fG4aqUTmxYhf7Fq232N50SBeaDe+GyWAkLyuH9ZO+JT40iipt69F14mA0dloM+Xq2zf6F8AMXbJQF1OjQgEfeHY6qUTm6cie7S+TRfEgXWg3rhtFoJC8zlz8mfUPclSic3J15etE4yjWoyolVe1j33g+2SQCo2KEBHaYNQ9GonF+xi2MLLXOoP7QzDQp+i/ysHHZM/Jak0GgAvGuVp/OcEdi7OGIymljR910Mufm2SIMWHZvx2vSxqKrK+uUb+fnL5Rbbg1s0YNz7Y6hauwrvvTyDXRuK6qI9kdsIuxQOQGxUHG8/N8Wqsf/Nq1MwNWc+i6JRiVr2FxEL1t60nG+f5gR/9waHu08i7XQYAM51KlD7wxfQOjtiMpk40mMyRhv9Fl6dgqk18xkUjcqNZX8RsWDdTcv59mlOw+/Gc6j7ZIs86nw4sjCPwz3esVkedTs05Kl3n0PVqOxduYNNi9ZYbO/2/CO0G9wFo95IelIa30/4kqSoBAC+urqSG5cjAUiKSuCLF+ZZO3wAmndsxqvTx6CqKhuWb2TZlysstge3qM8r74+hSu0qvP/yTHYXOy98A315e/4b+Ab6YDLBhGGTiLkRa+0USmnUoTEvFFz7tq3Yyu8LV1ls7zeyP92f6o5BbyA1KY0FNrz2tevcindmvYlGo/Lbz2v46vMfLbbb2dvx4ZfvUze4NilJqbz2wiSiruuws9My/aPJ1Auug8loZOY7H3HkwHEAevfvxkuvjUCjUdm5dR/zZyy453l06dqeOR9MQaPR8NOPv/Lpx0ssttvb27Po6w9p2LAeSUnJjHhmHNcjowq3lysXwMFjm5k3+3O++PxbABYsnEOPXp1JiE+kdfPe9zyHkmp2CObRguv34ZU72bnIsp5q/3xvWgzuhEFvJDMpjV8nLCG54PzuM/EpandqBMC2Bas5/echq8cP/+1ceG/p+9RoVJOLxy4w87nptgj/jkyZ/TF79h/B08OdNT8vtnU4t9SsY1PGvv8yGo3KhuWbWP7lSovtDVrUZ8y00VStXYXpY2axZ8NeABq2DmbMe6MLy1WoWp7pY2axf8sBq8XevnNr3p39Fqqq8uvPa1j8+fcW2+3t7Zi/cAb1GtQmJTmVV0a+TdR1HVqtljmfvku9BrXQaDX8sXIDiz77jsrVKrLg66JrXvlKQXw6dxHfL/nFajl169aB+fPfQ6PR8MMPK5g/f1GJnOz59tuPadSoPklJyQwdOpbIyBt07tyWGTMmYm9vR15ePpMnz2b3buv9FsXV7dCQgQVtkH0rd7ClRBuk6/OPFI4hZCSl8eOEhYVjCAOnPltYzr9qIF+/8qlNxhDAXE89P+0FVI3K9hXbWF2qnnqUrgX1VFpSGl+8+VlhPTV16TRqNqrJxWMXmWXleqpTl7ZMnzsJjUbDL0tX8cWn31hst7e34/PFc2nQsC7JSSmMGjGeG5Hm/lHtujX44JNpuLg4YzQa6dV5ILm5edjZ2TH7w3do1bY5JqORuTM/Y8O6bVbLqX6Hhgx5dwSqRmX3yh1sWPSHxfYez/elQ0G7Ni0plW8nLCSxWPvJwdmROds+48TWI/z03jclv95qWhb0+TSqhnXLN/BTiT5fwxYNeO39MVStXZV3X57OzmJt232R27la2OeLZYKN+nyVOzSgy3vm/veZFbs4XGIMoeGQzjQa3g1jQf97y6RvSQyNxrWcN8/v+ICkqzoAdCevsPWd72/2TwgbkDX7765/mtmfCGxWFGWByWRaB2xVFGUz5qV/rDJSq6gKg6Y/z+dDZ5ISk8jb6+ZwZtsxYq4UdYBuXIhgbt+J5Ofk0W5oNx6bNJRvx35KyMHzzOk9AQAnt7K8v3sBF/actkbYFlRVZczMMUx6ejIJugQW/PkZh7YdJjI0srBMfFQcH43/iCdGDbDYt3nnZlSrV5XRPcaYO7S/fcDRncfIysiydhooqsqIGaOYNeQ9EmMSmbPuQ45tP0JU6I3CMhHnw5j0yBvk5eTRbWhPhkx6hs/Gzic5Lpkpj72NPk9PGScH5m/9nOPbjpAcl2z1PP6mqiqjZ45mypApJOoS+GT9JxzedojrodcLy1w9H8brfV4jNyeXXkN789zkEXwwxjYDTsUpqkLvGc/y05A5pMUk8cK6GVzefoL40KLz4uzaAxxbtgOAml0b02PKEH5+5gOyktNZPmI+6XEp+NYox9Cf3ubjFq/YLI9+05/j26FzSItJZMy6mVzcdoK4Yuf36bUHOFKQR+2ujekzdSjfPzOP/Nx8tn20Cr+a5fCvUd4m8YM5h44zn+GPIXPJ0CUxeP10wrYdLxzMB7i85iBnf/4LgMrdGtNu6lDWDv8ARaPS47PRbHltMQkXI3Fwd8aYr7dJHqqq8sascbz21FvE6eL5ZuMi9m09QETotcIysVGxzHp9Hk+9NLDU/rk5eTzb/UVrhlyaqlBr7ghODJxFTnQiLbbMIX7LMTJDoiyKaco6UOGF3qQcDy38TNGo1PtyLOfGfEnGhWvYedjut0BVqD13BMcL8mi5ZTbxW47fNI+KL/QqlUf9L8dwdsyXZFyItGkeiqoyZPpIPh46neSYJKasm8upbcfQXSm6ZkReCGdm37fJy8mj49DuPDlpGEvGfgJAXk4e03u/ZZPY/6aqKq/PepXxT00gXhfPVxsXsm/rQa5ZnBdxzH79Awa/9GSp/d/57G1++vwXju09jqOTA0ajyZrh35SqqoyaOZr3hkwhUZfI/PWfcGTbYYtrX/j5q4zv8zp5Obn0HNqLZyc/x4djPrBJrO/NfZvnnhxDTHQsv29dyo7Ne7gaEl5Y5skhj5Kakk635o/Rp3933nr3FV57YTIDhz0GQN8Og/H09uCbFZ8zoNtw3NxdmfDeOB7rOpTkxBTmfTGNVu2acXDvvRvEUVWVDz+exmP9niE6Koa/9qxm08YdXL50pbDMsGeeJDUllSbBXXj8iT5MmzGB558ZV7h95tx32L7NcrLH8mWr+XrJzyz++sN7FvutKKrCY9Of46uhs0mNSWTcullc2Hac2GLX76gLEXza9x3yc/JoNbQrfSY9zc9jP6d2p0YE1a3Mx70norW3Y/SKqVzadZrcjGyr5vBfz4U/lqymjGMZegzpadW4/63+vbvx9IB+TJ4x39ah3JKqqoyb+QpvPf028boEFm/4ggNbD3KtWF8pNiqOeeM/ZNAoy7r21IHTvNDjJQBc3F34ed8PHNt93Kqxvz9vIsOfGE1MdCxrti1j++bdXAkJKywzcEh/0lLS6dz8UR55rAdvvzeOV0dOpPejXbEvY0+v9gNxcHRg6/7fWbd6E+FXrvFIp8GF33/w7Ba2bNhp1Zw+/XQGffoMISoqhn371vHnn9u5dKmovfHss4NITk6lXr0OPPlkX2bNmsiwYWNJTEzmiSdGoNPFUadODdav/4mqVVtYLfa/KarKU9Of59OhM0iOSWJSwRhCyTbI7r5vk5+TR/uh3RkwaRhfj/2EkIPnmVnQ/nByc2amjcYQwPxbvDjzJaYNmUqiLpEP1n/MkW2HuVGsngo7H8abfcaTl5NLj6G9GD75OT4qqKfWFNZTvawe9+z5UxjUfyS66Fg27VzJ1k07Cbl8tbDMU8MGkJqSRuvGPXn08V5MmfYGL414A41GwxdfzeOVURO5cO4yHh5u5Be0Zce9OYqE+CTaNu2Noih4eLhZLSdFVRk+/QU+GDqdpJhEpq2bx8ltR4kudkxduxDOtL4TyMvJo/PQHgyaNIyFYz8u3D7gjae4fMR2k+ygqM83rqDP993Gxewt0eeLiYplxuvzGPLSoFL75+bk8Uz3F6wZcimKqtB1xjP8OmQu6TFJDF83nSvbj5NYrP99Ye1BTi0z97+rdW1MpylDWfWM+bxIuRbLj73fsUnsQljTLdfsN5lMy4C+QANFUdYBx4HHgSdNJpNVeuCVGlYj/loMidfjMOQbOL7+AMHdm1mUCTl4nvycPADCT4bi7u9Z6nsa9W7J+V0nC8tZU82GNYiOiCYmMgZ9vp5d63bTqntLizKxN+IIvxSB0WQ5EFChegXOHjmH0WAkNzuX8IvhNO3YxJrhF6rWsDqxETrirsdiyNdzYP0+mnWzbLydP3iOvIL/j0NPXsYrwAsAQ74efZ75Im1nb4eqKtYN/iZqNKyBLiKa2ILfZc/6PbQs8bucPXiG3JxcAC6fvIR3gLctQi0lqGFVkiJiSb4ejyHfwLn1h6jZzfK4KN5ptnMqw99HVsz5a6THpQAQF3IDOwd7NPZ3vJrXXVW+YTUSr8WSXHB+n15/kNrdb52HvVMZTAXnSH52LteOXUZvoxnLf/NrWJXUiFjSIuMx5hsIWX+IKiVyyCv+WziWgYIcKravT8LF6yRcNHdmc1IyMNloMLB2o1rciIgiOlKHPl/PjrV/0a5Ha4syMTdiuXoxDJPx/rzn7ta4GlnhsWRfi8OUbyBmzQF8ejYrVa7qxEFEfLEWY7HrgVfHBmRciCTjgrmhm5+cATb6Lcx5xFjk4duzaaly1SYOJPyLdRhzis4Br44NSL8QScYF8zFlyzwqN6xG3LUYEq7HYcjXc2T9fhqWuH5fPni+8Jpx9WQoHv5etgj1lmo3qkVURBS6wvNiJ21vcl6EXQwrde5WrF4RjVbDsb3mQafsrJzC64ktVW9Yg5gIHbGRsejz9exdv4fmpa59Z8krvPZdxstG174GjetyLeI6169FkZ+vZ8OarXTt1cGiTJdeHfhj5Z8AbF6/g1btmgNQrWZlDu09BkBSQjLpqenUb1iH8hWDuBYWSXJiCgAHdh+h+yOd72keTZoGExZ2jWsR18nPz2f1qg307tPVokyvPl1Zvsw8Q3DtH5vp0LFV4bbej3QlMuI6ly6GWuxzYP9RkpNT7mnst1KhYTUSr8WQVHD9PrX+IHW7W9ZTVw9eKGx3Xzt5BbeC9rlf9SDCjlzEaDCSl51L9KVIanUItnoO//VcOLP/NNlWvkHxv2jasD5uri62DuMf1WpYk+iIaHQFbfK/1u6iTXfLujb2RixhF8P/8aZphz7tOLLzqFXr2uDG9bgWXlRP/fnHFrr16mhRpmuvjvy+wjzrdNO67bQuqKdMJnByckCj0eDgUIb8/Hwy0jMt9m3dvjnXIm4QfUNnlXwAmjVryNWrEUQU1Fm//baeRx7pZlHmkUe6sWzZ7wCsXr2Rjh3bAHD69Hl0ujgALlwIwcHBAXt7e6vF/reSbZBj6/cTXKKOshxDCLnpGEKT3i05Z6MxBIDqDaujK1ZP7Vu/h+bdLfvf54rVUyHF+t8AZ/efsUk91ahJfSLCIom8doP8/HzW/r6JHr0tr7U9e3fm1+VrAPhz7VbadTDXvx06t+HiuRAunLsMQHJyKsaCvsfgIY/x+SdfA2AymUhKSrFOQkCVhtWIvRZDfMFYyOH1+2hcol17qdhYyJWTIXgWa9dWqlcFV283zu21zY2jv9VpVIsbEdGFfb7ta/+ifY82FmX+7vMZ79M+X0DDqqRExJJ63dz/vrj+ENW6/UP/26kMYPsJN0JY2+1e0FsV+BV4ERgDfAY43uug/ubu50lydGLh38m6RNz8Sl+I/9Z6YGfO7zpV6vOmfdtwbN3+exHibXn5exMfXfT4VoIuAe87HNAIuxhO0w5NKONQBlcPV4JbNcAn0OdehfqPPP09SdQlFP6dqEvE4yaNor91GtSVU7tOFP7tFeDNB5s/ZeGhb1i7eLVNZ/UDePl7ER9dlE+CLgEvv1v/Lt0Hdef4zmPWCO22XP09SdMVnRdpuiRc/T1KlWs2vBuv7vmYbpOeYtN7P5baXqd3c3TnIjDk2Wbmr6ufB6nRlnnc7PxuOawbb+7+hJ4Tn2b9tKXWDPG2nP09SI9OKvw7Q5eEs1/p36LB8K48s/cj2k4ezO73zDm4V/HHhIn+P03gqQ0zafJSH6vFXZKPvzdx0XGFf8fpEvDxv/O6xr6MPd9uXMRX67+gXYkGo7WU8fckt9jxlBudSJkS54VL/co4BHqRsP2kxedOVQMxmUw0WjGZFtvmUnFMP6vEfDMO/p7kFMsjJzqJMiXqWpf6lW6RRwCYoPGKSbTcNodKY/paJeab8fDzJLlYHZusS8TjH67f7QZ25uyuonzsytgzZd08Jv0xu9RNAmvx9vcmrtj1O14Xj4//nQ18l69Sjoy0TGZ+PY1vtixm9JQXUdXbNbnuPS9/LxKK5ZR4m2tft0HdOb7TerNki/ML8CUmqmjZo5joOPwCfC3L+PuiKyhjMBhIT8vAw9ONS+dC6dyzPRqNhnIVAqkbXBv/ID+uhV+ncrWKBJUPQKPR0LV3RwKC/O5pHgGBfkQVG6iLjoohINDy3wwsVsZgMJCWmoGnlwdlyzox7vVRzJtz75ca+jfc/DxIKVZPpegScbvJte9vLQZ25NIu8wBH9MVr1OwQjJ2DPU4eLlRrVQf3AOvf6HuQzoWHnXeAN3G6YnVtTML/NMGmU7+O7FhjvRnwAP4Bvuiii+opXXQsfgGW7Se/AF90UTFA8XrKnU3rtpOVlcOh89vYd2oTX3+5lNSUNIt9+z7Wg/WrN9/7RIoJDPTnRrE6KypKR1CQ/03KmGfRGgwG0tLS8fKyrAMee6w3p06dIy/P+gPlpccQknD/h/O7zcAunN91stTnTfu24ei6fTfZwzo8/b1IiLbsf/9TPdV1UDdO3Af1lH+AH1EFxzyALjoG/xLXb/8AP6KLnRdpael4erpTtVpFTJhY/vtXbN29ipdfHQGAq5v5puXb77zC1t2r+OqHT/D2sd61w8PPk6Riv0WSLgmPf/gtOgzswpmCsRBFURg85RlWzCrdH7e20n2+O2/bgrnP993GxXy9/stSNwmsxdnfg3RdUf87XZeEy03GQhoN78oLez6iw6TB7HivaAzBrbwPz2ycyVMr36Fcs5pWiVkIW/inNft/APIBJyDKZDK9oChKI+BrRVGOmkymWy78pijKi5hvENDBswl1XKrc3ahvonn/dlRsUIVPBk2z+NzVx53AmhVs9vjdf3FizwlqBtfgkzUfkZqYysUTlzAa7s87rMW1fawDVetXY9qgosejEnUJTOj5Gh6+Hrz59SQObzxAakKqDaO8cx0f60S1BtWZOPBtW4fyrxxduo2jS7dR/9HWtH+lP2veKFoj2Kd6EF0nDuanoXNtGOGdOfTTNg79tI3gfq3p/Ep/fnvj/l1z9lbOLN3OmaXbqfloK5q92p9t45egajQENq3Bir7vos/O4/Hlk4g7G8H1/edtHe6/NqDFUyTEJBBYIYDPf/2IsEvhRF2Lvv2O1qQo1Hh/GOfHLSq9SaPi0aIWh3tMxpCdS5NVU0k/E0bS3nM2CPQ2FIWa7w/n3E3z0ODRoiaHeryDITuXpqumkHYm/P7Mo5iW/dtRsUFVPhz0buFnb7cZTUpsEt7lfXlz+TSiLkUSH2n79e7vlEaroUHzejzf4yXiomKZtmgqvQb2YMOKTbYO7Y51eKwj1RpUY/LAibYO5V9b9cs6qtSozOrtS4m6HsPJo2cwGgykpabz3ltz+fTrORiNRk4ePUOFSuVsHe4tvT35VRZ9+T2ZmdZfvvFuady/LeUaVGHhIHO3IWTvWco3qMrY1e+TmZjOtROh9+3swb89yOfC/xeevp5UqVWZo7vvj4k5dyK4cV2MBgOt6nXHzd2FlX9+x/7dh7l+zbwclp2dli49O/DhzPvrZt+dqF27OjNnTuSRR4baOpTbalEwhvDRoPcsPnf1cSeoZgXOPyBjCB0e60jVBtWYMnCSrUP5TzQaLc1bNqZXp4FkZ+fw69rvOHPqAhfOXSKoXABHD59i2jsfMGrMM7w38y1eGXX/1cut+7enUoOqzBk0FYAuw3pyZucJkmOSbrPn/e/xFoOJL+jzffHrx1y9H/t8BU4u3c7Jpdup/WgrWr3Sn41vLCEzLoXFrV4jJyUDv3qVeOzr1/mu20SLJwGEeFj80zSzRiaT6QWTyTQE6AZgMplOmkymvsA/XvVMJtNXJpOpqclkavpfBvpTYpPwCCy6Y+oR4EVqbOlKsmab+vQc+xiLRn5QuFzM35o80orTW45g1BtK7WcNiTEJFrPxvQO8SYhJ/Ic9LC1fsIKXe45l0pB3UBS4ERZ1+53ugaSYJIvHl70CvG56warfpgGPj32CD0bOLvVbACTHJXM9JJJazevc03hvJzEmEZ/Aony8A7xJjC39uwS3bcigsYOY8fz0m+ZjC2kxSbgWmwXnGuBJWsytn5Q4t+4gtYo9uurq78ngr17nj/GLSY6Mu+V+91pabDJugZZ53Oz8/tuZ9Qep0630cia2lBGTjEtg0Wxl5wBPMmJv/VtcXneIqgXL/GTokog6cpmc5Az0OXlE7DyNT71K9zrkm4qPScA3sGjGjW+AN/Exd/5CzoQY80yX6EgdJw+eonq9anc9xtvJjUmiTLHjqUygF7nFzgutswPOtcrTdPW7tD26ALcm1Wm49C1cg6uQo0si+eBF8pPSMWbnkbD9JC71K1s9B4CcmCQciuXhEOhJbrG61pxHOZqtfpd2Rxfg1qQaDZe+iWtwFXJ1iSXyOIVr/Uo2yAKSY5PwKFbHegR4kXyT87t2m/r0GTuAL0bOtahjUwrKJlyP4/Kh81Soa/3fIyEmAd9i12+fAB/iYxL+YY8i8bp4rpy/ii5Sh8FgZO+W/dSoX/1ehXrHEmMS8S6Wk9ctr33BPDl2ELOen2Gza1+sLg7/YrPu/QN9idVZXrNiY+IKZ+ZrNBpcXJ1JTkrFYDAwZ+rHPNppCC8PfwMXV2fCr5qXt9q5dS9P9nyWQb1HEH7lWuHn94ouOpagcgGFfwcG+VvMBAaILlZGo9Hg6uZMUmIyTZsF8/6MCZw+v4vRLz/L+DdH88KoYfc03juRGpuMe7F6yj3Ai9SbXPuqt6lHl7H9+X7kfIunCHd8uYZPek/iq2GzQVGID7PeEiV/e5DOhYddgi4B32Kz4X38vUnQ3Vld+7dOfTuwb/N+DFbu78Xo4iye1AkI9CNWZ9l+itXFEVAwM76onkqh34Be7N5xAL1eT2JCMscPn6J+w6L+UYeubTl/5hIJ8dYdIIyOjqFcsTorKCjAYpZ2UZlAoKDOcnUhMTG5oLw/K1d+xciR4wkPv7f1662UHkPwJOUm53etNvXpNfZxFo6cV+r8bvpIa07ZcAwBICkmEe9Ay/73zeqpBm2DeWLsQOY8P/O+qKdidLEWT4MEBPoTU+L6HaOLJbDYeeHq6kJSUgq66BgOHThGUlIK2dk5/LVtD/WD65CUlEJWZhYb15tfyLt+zRbqN7DeeEJybBKexX4LzwBPkm/yW9Rp04C+Ywfw6cg5hb9F1cY16Dq8F/P3LWLw5OG0ebwDT75tmxthpft8d962/Xt/MPf5Thw8RQ0b9PkyYpJxCSjqf7sEeJL+D2MhF9cdonpB/9uQpycnJQOA2HMRpFyLw7Oy/y33FdZlekj/s5V/GuzfpCjKFkVR/gJ+Kb7BZDKtvbdhmV07fRXfSgF4lfNBY6ehSd/WnNlmOWOjXN1KPD37BRaN/ICMxLRS39G0XxuOrbfNEj4Al0+HEFQpEL/yfmjttHTs14FD2w7d0b6qquLibn5krXKtSlSuXZnje2zzaN7V06H4Vw7Ap7wvGjstrfu25di2IxZlKtWtzMg5L/PB87NJSyyate/p74VdGfN6jWVdy1KzaW2ir9r2DnDI6RACKwcV/i7t+7bn8LbDFmWq1K3C2DljmfH8dFIT75+nEKJPh+FV2R/38ubzol7fllzeZnlceFYq6nhU79yQpAhzI93B1Ymnv3+T7fNWcP1YiFXjLunG6at4V/LHo+D8Du7biosl8vCqVHTxrdm5EQkRMSW/xqZiT4fhXtkf1/I+qHYaavRtSdi2ExZl3Iv9FpW7NCSlIIdre87gXbM8Wgd7FI1KUMtaJIXa5mbepVOXKFc5iIDy/mjttHR5tDP7th68o31d3Jyxs7cDwM3DlfrN6hERcu02e919aSev4lTFH4cKPih2Gvz7tyZ+S9H1Qp+eze46L7Cv2Svsa/YKqcdDOTX8Q9JOh5G48zTOtSugOpp/C4/WdcgMufEP/9q9z8OxWB5xW4rOC316NrvqvMjeZq+wt9krpB6/wqnh80k7HUbCzjMl8qhNRohtjqmI01fwqxSAdznzNaN53zac3mb5EtTydSszbPYoFoycS3qx67eTa1m0Be8ScfZwoVqTWkSHWv/3KH1edGL/1gN3uO9lnN2ccfM0vzyucZtGNjkvSgo9HUJA5UB8C6597fq250iJa1/lulUYPWcss56fYdNr39mTF6hUuTzlKgRiZ6elT//u7Nhs+ZLavzbv4bFBjwDQs28XDu4zH2MOjmVwdHIAoHWHFhgMhsIX+3p6mx/1dnVz4ekRT/Dbz2vuaR4njp+hatWKVKhYDjs7Ox5/og+bNu6wKLN54w6eGmJ+qfCjj/Vkz25zO7F396cIrtuR4LodWbTwBz6ev4ivl/x0T+O9E9cLrt+eBdfvhn1bcb7E9TuwbiUGzB7J9yPnW7TPFVXByd0ZgIBaFQisVYGQvWesGj88WOfCw+7S6csEVQ7Cv6Cu7fxoRw5su7M2yN86P9qJHWutu4QPwJmT56lUpUJhPfXIYz3YvnmXRZkdm3czYLB5Wb1e/boWvhA8+kYMrduZl6lzdHKgYdMGhIVGFO7X9/GeVl/CB+DYsdNUq1aZihXLY2dnx5NP9mXDhm0WZTZs2M6QIQMAePzx3uzebb42urm5snr190ydOo+DB233lEXE6SsFYwjmNkjTvm04XWIMoXzdSgyd/SILR86zaIP8rVm/NhxZb7slfABCT4da1FNt+7bnaIn+t7meGsPs+6ieOnXiHJWrVqR8xSDs7Ox4dEAvtmyyPD+3bNrJwKf6A/DIo93Zt8dc/+7asZ/adWrg6Gh+n0XLNs0IuWx+of3WzbsK33nRtkNLixf+3mvhJdq1Lfq25WSJY6pC3co8N3sUn5Zo1y557TPGt3mJN9uOZsXspexfvZvf5v1stdiLu3jqEuWLtW27PtqZvXfYti3Z52vQrB7hNmjb6k6H4VHZH7eC/nftvi25UqL/7VGs/121c0OSC/rfjp4uKAXvj3Qr74NHZT9SbDj5UYh76ZbL+JhMpomKorgClUwmk0UrXFGUyiaTKfxeB2c0GFn57neMXfoOqkbl4K870YXe4JHXB3Lt7FXObj/O45OGUsbJgZELxwOQHJXA4hfMb9r2LOeDR4A3oYdSQlsDAAEAAElEQVRs99Zzo8HIl1MXMfvnmagaDVtXbuVaSCTD3xhGyJkQDm07TI3gGrz79VRc3Jxp2bUFw8cP5cWuL6Gx0/DR7/MByMrIYt6rH9psGR+jwch3737N5KXvoWo07Pp1OzdCr/Pk+KcIO3OF49uPMnTyszg4OfD6wgkAJETH8+HI2QRVK8ewKc+Z30SlKPz51VquX7btoIfRYGTx1EVM/2kGqkZl28ptRIZEMmT8UELPhnJk22FGvPM8Dk4OTFxkfhwyPjqeGc/fcvUqqzEajGx89weGLX0bRaNy8tfdxIdG0Wn8AKLPhHN5+wmaP9OdKm3rYcw3kJ2WyR/jzUvfNH+mO56V/Ojw6uN0ePVxAH4aNpfMmzRyrZHHund/YMTSiSgalWO/7iIuNIqurz9B1NkwLm4/QatnulOtTT0Mej3ZqZn89kbR0iUT9n1GGWdHNHZa6nRvwnfD5hJ3xboDmyaDkV1Tf6T/TxNQNCoXVu4mKSSKluMHEHs2nPBtJ2jwbHcqtK2LMd9ATmomW8ebl1PKTc3ixDebGPzndEwmExE7TxPx1ymrxv83g8HIJ1MW8PEv89CoGv5cuYnwkAhGvvksl06HsG/bAWoF12TOt9NxcXOmTbdWjHzjWYZ2HkHF6hWZMPd1jCYTqqLw8xfLiQi1/vltMhi5POk7Gq+YjKJRiV6+i8zLN6g64UnSTocRv+XWN0r1qZlcW/wnLTbPBiBh+8lS6+Fbi8lg5NKk7wvziFq+81/msYGWm2cBEG/DPIwGI7+8+w2vLZ2CqlHZ/+tfRIfe4NHXBxFx9iqntx/jyUnDcHBy4KWFbwCQFJXAFy/MI6BaOYbNfhGTyYSiKGxa9Ae6K9Yf7DcYjHw6ZQHzf5mHqqpsXLmJiJBrjHjzWS6fvsz+bQepFVyTmd++j4ubM627tWLEG8/wTOfnMRqNLJy+hE9XzkdR4PLZUNb/ssHqOZRkNBj5aupipv00HVWjsmPlNq6HRPL0+CFcORvKkW1HeO6dETg6OTBhkfnR+IToeGY9P8PqsRoMBqZP+pBvf12ARtWwavk6rlwO49W3R3Hu1EX+2rKH35at5cP/Y++u46So/weOv2Z2L7nupLtBGqTDQlEUg1LBTkARFEQRFBAb7AIDQUVCQLobDo7uvu6O3Z35/bHn3S13hF/udoHf+/l48JDd+czyfrs784n5zGc+n8jKHX+RkZbJiCdfB8A/wI/v5s1A1zQS4hJ59dmSJaLGTX6F+o2sd1nMnP4tZ05V7sxTi8XC6FFv8+eCHzAYDPzy0+8cOXycseNeYm/UAZYtXc1Ps+bx5bcfsDt6NWlp6Qx79OUrfu63P3xEx1vb4u/vy4Gjm5gy+RN+nv17pebyL82i8debP/LE7LEoBpWd89aRcPwCfUbcz/n9pzm0ajd3jX0EF3dXBn/+EgDpMSn88MR0DE5GnvvdulxGfnYev46Y6ZC27bUeC+/+MZWIWhG4VnHlu+0/MuPVT9mzIepy/6RDvDphCjv37CM9PZMe/Qbx7LDB9O/bx9Fh2dAsGp+On8G0X95DVVWWzV3OmWNneeyVoRyNPsaWlVup16wu73z7Fh7eHrTv1Y7HRg7hsR5PABAcEUxgWCDRW+1/0chisfDWmKnM+v1zVFXl918XcvzoKV4e8wz79x5i9T/rmfvLAj78fBJrdiwkIz2TF5+w/p5++n4u0z59m382/YGiKPwxZyFHDlkfxO3m7kqnLm0ZN3KSQ3IaMeJNFi+ejcFgYNaseRw+fJzx40cSFbWPJUtW8eOPc/n++484cGA9aWnpDB78PABPPz2UWrWqM3bsi4wd+yIAffsOJinp6u9qrwiaReO3N7/jpaIxhM1FYwh9RzzI2f0n2bdqF/3HDsbF3ZUnS7VBPn9iKgD+18EYAljz+Gb8l0z46e2i89Qqzh87x8NF56mdK3cw9I3HcHV35dWi81RSbBLvDbP+bib/MYXwovPUN9t/YOarn7J3Q+W3Cy0WC6+/Opk5f36DwaDy289/cezICV59/Xmi9xxkxbK1zPnpTz77aipbov4hPS2dpx9/BYCMjEy+mjmLZWvmoes6q1duYPUK64X+yW99yGdfTWHie2NISU5jxHNvXC6MCqVZNH5681tenT0e1aCyYd4aYo6f594RD3Fm/wn2rNrFQ2OH4OLuynOlflMfP3F9LZlrsWh8MO5TPv51GqqqFvf5nnjlMQ5HH2XTyi00aFaPKd+9g6e3B516tWf4qMcY2P0xqtepxmtTRhb3+X5yYJ9v1ZuzeGC2tf+9f956Uo7H0Glkf+L3nebEqihaDO1N9U6NsJgsFGTmsKSo/x3Ztj6dRvbHYrKArrPi9R/Iz8i5wr8oxI1J0fXL31igKEqUrustL3pvt67rt1xqn9KerT7gpnj09UlLlqNDuGY+qoujQ6gQObrJ0SFUiFaKj6NDuGYFyk1xeBOiOf7BmddqnuX6XC/xv3rL7JiHkFc0HcXRIVyzeW6OvxW8IhwzOfaB8BXB1+Dm6BAqxOG86+vurP9VUl66o0O4ZsMCHPPg64p2XLvx2+d/RH3q6BAqRO/mTzk6hApxNv+/LSF0PYrLufHXBgcYEtzG0SFcs0Qt39EhVIhtmfabRV+Zevs0cHQI1+yY6eY4vu81hjs6hGs2+uzPN36H7zoyveqgm2Nw6SKvnHPM7+RyD+itDzQCvBVFua/UJi/AtbIDE0IIIYQQQgghhBBCCHHz0uTSSYW65GA/sBP4A6gO9C31fhbwRCXGJIQQQgghhBBCCCGEEEKI/+Byg/3ngTeAgcAo+4QjhBBCCCGEEEIIIYQQQoj/6nKD/V8AqwEdKP2ocaXovZqVGJcQQgghhBBCCCGEEEIIIa7SJQf7dV3/DPhMUZQvdF1/xo4xCSGEEEIIIYQQQgghhLjJaY4O4CajXqmADPQLIYQQQgghhBBCCCGEENe3Kw72CyGEEEIIIYQQQgghhBDi+iaD/UIIIYQQQgghhBBCCCHEDe5yD+gVQgghhBBCCCGEEEIIISqF7ugAbjIys18IIYQQQgghhBBCCCGEuMHJYL8QQgghhBBCCCGEEEIIcYOTwX4hhBBCCCGEEEIIIYQQ4gYng/1CCCGEEEIIIYQQQgghxA1OHtArhBBCCCGEEEIIIYQQwu40eURvhZKZ/UIIIYQQQgghhBBCCCHEDa7SZ/Yfs2RU9j9hF9tSjjk6hGs237Oto0OoEL5GxdEhVIg0s8XRIVwzs6MDqCC7XW/839TcCEdHUDFaH93v6BAqhKZrjg7hmvnpXo4OoUKsrl3F0SFcs+TYG/8cBbDPqb6jQ6gQipOjI7h2GTd+EwSALiZPR4dwzXo3f8rRIVSIFXu/cnQIFaLwq7ccHcI1U5s1d3QIFaLPU0scHcI16+wU7OgQKsTPLzZ1dAgV4ssfb/yFLT5oeuP3MQAW73N0BELc3GRmvxBCCCGEEEIIIYQQQghxg7vxL20KIYQQQgghhBBCCCGEuOHcHPesXD9kZr8QQgghhBBCCCGEEEIIcYOTwX4hhBBCCCGEEEIIIYQQ4gYng/1CCCGEEEIIIYQQQgghxA1O1uwXQgghhBBCCCGEEEIIYXe6owO4ycjMfiGEEEIIIYQQQgghhBDiBieD/UIIIYQQQgghhBBCCCHEDU4G+4UQQgghhBBCCCGEEEKIG5ys2S+EEEIIIYQQQgghhBDC7jRHB3CTkZn9QgghhBBCCCGEEEIIIcQNTgb7hRBCCCGEEEIIIYQQQogbnAz2CyGEEEIIIYQQQgghhBA3OBnsF0IIIYQQQgghhBBCCCFucFf1gF5FUfyBt4COgA5sAibqup5SeaEJIYQQQgghhBBCCCGEuFlpiqMjuLlc1WA/8BuwAehf9HogMBfoWRlBlda6ayuefetpVIOBZXOW8dvn82y2N2nbmGcnPE3NBjWZ9Ny7bFy6qXjbE68Po233tiiqQtTGKGZO+KKywy1Xz16dmfb+BAwGlVk/zuXDD7602e7s7Mw3335A8xaNSU1NZ+jg5zl3LoZbWjXjsxnvAqCg8O67H7N40QpHpACAf7dm1J80FMWgcuGXNZz5bFG55YLubEPz70eyrffrZEafAsCjYVUavj8co4cbuq6zvc8baAUme4ZfhlfXFlSdOAxFVUmas4r4mfNttvsP6EbkuKGY4lMBSPhhKclzVjki1DJulu8ioFszGhblcf6XNZy6RB4hd7ah5fcj2dz7dTKiT+EWGUjnjR+QczIWgPTdxzkw+jt7hl6sVpem9JkwGMWgsue3dWz5YrHN9pYDe9B6SC80i0Zhbj5Lxn5H8vEYwprV5M73hgOgKLD+4/kcXb7LESkA4NKuNT4jn0dRVXIWLSVr9hyb7e539sH7haewJCUDkP37AnIXLQXA+/knce3YDhSF/B27yfhwht3i7tajExOnjMVgMPDr7D+Y8fG3NtudnZ349MspNG3eiLTUdJ56fCQXzll/Nw0a1WXaR2/h6emBpmnc3n0ABQWF/PrHVwSFBGI0GNm+dTdjX3kHTdMqPY9JU9/AYFD5ZfYffPbRN2XymPHV1OI8nnxsJOfPxRBZNZyNO5Zw8vhpAHbvimb0iLcAuLf/nbw06il0XSc+PpHnnniV1NT0Ss2jtE7d2vH65FGoBpU/fl7It5/Nttneql0Lxk4aQd2GtRn15DhW/L2meNvXv31Cs1saE7U9mmcGjbRbzBdzadsa75efB4OB3MVLyP7J9rhwu6MPXs89jVZ0XOT8+Re5i63HheezT+LaoR0AWT/8RP7qtfYNvhSPLi0Jf/MJMKikzl1J0hd/2Gz3vb8HoWMfw5RgncORMmsJqXNX4NqwBuGTnsXg4Y5usZA4cx4Zf28q75+wu9CuTWn9zmAUVeXEnHUcnLG43HKRd7Smy7cvsfS28aTuO23nKMsK7dqUVqXiPnSZuDt/+xLLiuJ29vXg1q9fxL95TU7N28CuN2aXu5+9RHZtSqe3BqMaVA7NWceez23zaDSoO42H9kK3aJhy8lk35jvSjseiGg10nTacwCbVUQ0qR//cRNTM8v8fVLbAbs1o/M4QFIPKuV/WcmJG+W2Q0Dvb0Oq7EWzo8wYZRW0pALdwf7pumM7R6X9w6osl9gq7jNZdW/H8289iMKgsmbOMOTPn2mxv2rYJz731DLUa1GTic5PZsGQjAM07NOO5Cc8Ul6taK5KJz01m8/Itdo3/aox790M2bN6Bn68PC37+8so7OIihZhOcew8CRcW8dz2mrX/bbHfu+Qhq9QYAKEYXlCqe5H7wTKkCrrg9NQXLsd0ULv/JnqHb2HzkHNMWbEHTdO5tW5/He7Sw2R6XlsX4OevIyitA03VevLMttzaoSkxqFvdNnUu1IB8AmlYLYtz9nR2QAbTp2poXJz6HqqosmbOUX2b+ZrO9WdsmvPD2c9RsUJO3n53E+iUbircFhQXx2vRRBIUFouswevBY4i8k2DsFAOp0acodbw5BNajsnruWDRf1M1oP7EHbwb3QNY3CnAIWjP2WpBMxuPl48PAXLxHetBZ7/tjA3xN+dEj8AIbazXC+Y6j1uIhag2mj7bnW+bYhqDUaAqA4uaBU8SL3vWEo3gG4PDwKFAXFYMC0bTnmXY7ri1fv0pRub1n7fAd+W8eOi+q9poO603xIUb2Xm8+KMd+RejwWr4gAHl0zjbSTcQDE7TnBqtd/cEQKADjd0oYqT7+Aoqrk/7OEvN9/LVPG+dZuuA96FHQd86mTZE97B0PN2ng8PxLF3R00jdzffqJwg2PatuFdm9J2orUtdWzOOvZf1I6oN7g7DYb2QtM0zDn5bB79HRnHY1GdDHSYOoyApjXQdY3tb/5M/NbDDslBiMp2tYP9obquv1Pq9SRFUR6sjIBKU1WVFyY9x2uPjCUpLpmZf3/GlpXbOHf8XHGZxJgkpo38gAFP3W+zb8NbGtKoVSOe7P00AB/P/4Bm7ZoSvW1fZYddJocPP5rI3XcNJiYmng0bF7J0ySqOHDlRXGboowNIT8+gWZNu3H//XbwzaQxDh7zAoYNHubXj3VgsFoJDAtm2bSlLl6zGYrHYNQdrIgoNpjzO7gGTyY9Nod3yd0lavpucYzE2xQxVXKn2xO2k7z5e/J5iUGky8zn2PzeT7EPncPL1QDOZ7Z2BLVWl2uQnOfbwWxTGpdBw6TTSV+wg//gFm2KpizZzbtw3l/gQB7lZvgtVodGUx9lRlEfH5e+SuHw32eXkUf2J20krlQdA7tkENvUYY8+Iy1BUhdveeZRfBr5HZnwqwxe9w7FVUSQfL8nhwMItRP2yGoC6PVvSa9xA5gydRuLRC3zbdxy6RcMjyIcnl73LsVVR6JbKHVQul6ri++pLJL3wKpbEJIJ+/IK8jVswnz5rUyxv1TrSp39q855zk0Y4N21MwkDrhYvArz/BpWUzCqKi7RC2yrvTx/Fgv+HExSawbO1cVixby7GjJ4vLPDy4PxnpmXRoeRv33Hc7494axdOPj8JgMDDj66m88NQYDh04iq+vN6aiY+HJx0aSnZUDwLezP6Zvvz4snL+sUvOY8sGbDOj3OLExCSxf+zvLl66xyeORIfeTnp5JuxZ96Nf/Dsa/PYonH7MOgp89fY4et95r85kGg4FJU1/n1jZ3kpqazviJr/D4k4OYPsU+F2JUVWX81NEMe+B5EmITmbdiFmuXb+TksZLB1tiYeMa+OJHHnx1UZv/vZ/6Mq5sLDw65zy7xlktV8X7lJVJesh4Xgd99Sf7GLZjP2B4X+avXkvGh7XHh0qEdznXrkDR0OIqTM/4zP6Jg63b03Fx7ZmClqoRPfJrTg8Zjik+h9qIPyVy5nYIT522Kpf+9kdgJX9m8p+UVcH7khxSeicMY5Eedvz8ia8MetMwce2ZQhqIqtHl3KKsfmkJuXCq3L53IheW7yTgea1POWMWV+sP7kLT7xCU+yb4UVaH1u0NZUxT3bUVxZ14i7uRScVvyTex7/w986kXgXT/C3qHbUFSFzpOGsviRKWTHpXL/3xM5s3I3aaXyOLZgKwd/tl7Aq96rJR3fHMTfg6dR6642GFyMzO01FqOrMw+tmcrxhVvJupBs3yRUhSbvPca2Ae+SF5fCrf9MJn5F+W2QGsNvK9MGAWj49mAS1+y1U8DlU1WVlya9wKuPvEZSXDJfLpnBlhVbOVuqr5QQk8jUke/z4FMP2Oy7d0s0T/Sx9pM8fTz5edOP7Fq/267xX61+d/Tikf538/o70x0dyqUpCs63DSH/12nomam4Pv425uNR6Mklx0XhqpJBNWOrXqgh1Ww+wrlLf7RzR+0WcnksmsZ78zfz5VN3EuxdhYEfz6dLo+rUCvEtLvPNqih6N6/JgA6NOBmfxvPfLmXZuIEARAR4MW/U/Zf6eLtQVZURk19k5MOjSYpL4uuln7NpxVbOHi+pvxNiEnl3xDQeevqBMvu/8clr/PTpr+zauBs3d1c0Tbdn+MUUVaHvxMf4YdB7ZMan8PSiSRxeGUXSiZLz1L6FW9hZ1M+o37Mlt48fxOyhUzEXmFj9wR8E1YsguG6kQ+IHrMfFXY+TP2syemYKrk+9i/nIbvSkkhwK/ym5eG1s2wc1tDoAenYa+d+MB4sZnF1we246lqO70bPS7J0FiqrQY9JQ/hg4hay4VAYunsiJlbtJLVXvHVmwlX1F9V6tXi3pOn4Q84dMAyDjbAI/3f6G3eMuQ1XxeO5lMl4fhZachM8nX1G4fTOWcyXHhhoWjvuDA8kY9Rx6djaKtw8AekE+WdMno8XGoPr54/PZN6Tt3omek23XFBRVod3koSx/2NqW6rt0IudW2LYBT/21laM/Wb+LyF4taTNhECsHTaPuI90AWNBzLK7+XvT6+VUW3/Em6I45xoWoTFe7Zv8KRVEeUhRFLfozAFhemYEB1Gtej9gzscSdi8dsMrNu0To69m5vUybhQgKnj5xG020HyHRdx9nFGaOzESdnJwxORtKS7V8xtGrVjFMnz3LmzHlMJhN//LGYO+/qZVPmzjt78cvPfwLw11/L6Nq1AwB5efnFA/uuLi4OPQd5t6xN7ul48s4mopssxC/YQtBtrcqUqz1mAKdnLELLL5kp7t+1KVmHzpF9yNrxMKVlg4MaTf+q0qIOBWfiKDiXgG4yk7pwE7592jg0pqt1s3wXPhflEbdgC8Hl5FF3zABOXpTH9SKseS3SziSQfj4JzWTh4OJt1Ot1i02Zwuy84r87ubsU/92cX1g8sG90cXLo8e3csD7mCzFYYuPAbCZv5RrcOne4up11HcXFGZyMKE5OKEYjllT7nGtb3NKEM6fOce7sBUwmEwv/XEafO7rblLntju7Mm7MAgL8XruDWLtaZ1l26d+TwgWMcOmDtVKelZRTP3v93oN9otNYfeiV/OS1vacrpU+c4e8aax4L5S7ntzh4X5dGDeb9a81i8YDmdurQv55NKKIoCioJ7FXcAPD09SIhPrJT4y9O0ZSPOnb7AhbOxmExmlv61gu632c7uiz0fx7FDJ8q9a2Lbxp3kZDtgYLwUp4b1MV+ILTkuVq3B9daOV7WvsXo1CvbuA4uGnp+P6cQpXNo5po5xb16HwrNxFJ631nfpizfg1bvtVe1beDqWwjPWmWjmxFTMKRkY/bwqM9yr4t+iFllnEsg+Zz33nlm4jYg+t5Qp12z0/Rya+bfD7yT818Vxn124jchLxH1w5t9YSsVtySsgaccxm/ccJah5LTLOJJBZlMeJRduo0ds2D1Opus/o7lJ8HtV1cHJzQTGoGFyd0Uxmm3rSXnxb1CbndDy556xtkNgFWwnpU7YNUv+1AZyYubjM//eQ21qRey6RrKMXyuxjT/Uv6iutWbiOjr1t6++ECwmcOnz6sgOWXe68lR1rd1KQX1DZIf9PWjVvgreXp6PDuCw1rBZaaiJ6ehJoFiyHtmGs2/KS5Y2N2mE+uLVk/5DqKFW8sZzeb49wL+nAuUQi/b2I8PfCyWigT4varDt4xqaMgkJOUbs8O7+AQK8qDoj00hq0qE/MmRjizsVhNplZvXAtnfrYHhfxFxI4dfgU+kXHRbU61TAYDezaaL3wlZeb77DjIqJ5bVLOJpB2PhGLycL+xVtpcNG5tqDU+dPZ3aV40NKUV8DZXUcxO7jOUCNqo6XGo6clgsWCZf8WjPXLnmv/ZWzSEfP+oruLLBbrQD+Awcl6K7SDhDSvRfqZBDKK6r2ji7dRu/dl+nxuLtflALKxbgMssTFo8da2bcH6NTi362RTxvW2vuQt/gs92zqIr2ekA6DFXECLtV6k0VJT0NLTULy97Ro/QMBFbalTC7dRtc/l2yD/fhc+dcOJ23wQgPyUTAozcwloVsN+wQthR5cd7FcUJUtRlEzgCeBXoKDoz2/Ak5UdXECIP4mxScWvk+KS8Q8JuKp9D0cdZu/WaObtmsO83XPYtX435y6axWYPYWEhXIiJK34dExNPWFjIRWWCi8tYLBYyMrPw97fOnmjVujk7dy1n+85/eOmlNxwzqx9wDfEjP7bkEQ35sam4hPjZlPFsUh3XMH+SV+2xed+9Vijo0PK3sbRb+R7Vn+trl5gvxznEj8LYkllkhXEpOIX4lynne0c7Gq38iFpfv4pzWNntjnCzfBcX55FXTh5eTarjFuZP0kV5ALhVDaTjqvdo+9eb+LatX+nxlscrxI/MuJIcMuNS8Sw18+lfrYb04rkNH9Jj7MMsnzCr+P2w5rV4euVUnlo+haVvfO+YWf2AISgAS0LJQLAlMRlDYGCZcm7dbiXo52/we28ChiDr9sIDhyjYvZewJX8QuvR38rftxHzmXJl9K0NIaDAxMfHFr+Ni4wkJDSpTJraojMViITMzCz8/H2rVroaOzpw/v2bF+j949sXHbfab8+fX7D+xkeysHP5eWLnLp4WEBRNbqp6IjYknJDTYpkxoaBAxpeqJrKI8AKpWi2DVxvn8teQn2ra3NnbNZjOvjXybdVsWse/oBurWq8Uvs22XbqlMQSGBxMeU3PKeEJdIcGjZ39T1zBB40XGRlIQhsGwbxLVrZwJnf4vv5LdQi44L84mTuLZrg+LigurthUvL5hiCHZO/U7A/plL1nSkuBafgsvWZ9+0dqLPsU6p+Pgan0LJ5ujWrg+JkpPBsfJlt9uYe4ktubGrx69y4VNxDbc+9fk2qUyXMj5jVe+0c3aW5lRO320Vx+zapjnuYH7HXUdwXqxLiS3apPLLjUqlSTt3XeGhPBm76gA6vP8SmN60zN08t2YEpr4BHd89gyPaP2fvVUgrS7X+niGuoL3ml21JxKbhe9F14N6mOW5gfiRe1QQzuLtR6vi/Hpv9pl1gvJyA0gMS4Un2l+GQCyjl+r6Tb3V1ZvcBxS43dDBRPX/Sskt+UnpmK4ln2uABQvPxRfALRzhz69x2cez5M4eo55Za3p8SMXEJ8PIpfB3tXITHD9hh9us8tLNl9nN4Tf+b5b5cx5t6SC+ExqVk8+MEfDJu5iKhTcThCQEjARWMISQRe5RhCZM0IsjNzmPTNW3y7/EueGfckqnq18yMrllewLxmxtv0Mr2C/MuXaDu7FyPUf0WfMIyx5y7FLvF1M8fRDz7jouPAqmwOA4h2A4huIdupAyXte/rg9OxX3UTMxbVrkkFn9AB4hvmSVqvey4lLxCC57fDcf0pNhGz+g8+sPsWZCyXfhHRnI4KWTGDDvDcLb1LNLzOVRAwLQkkratlpyEqq/7bFhCI/AEB6J9/QZeH/0OU63lJ2sYqxbH4xOaHGxZbZVNvcQX3IuakuV1wapP7Qn/Td/QOtxD7G9qA2Seugckb1bohhUPCID8W9SnSrXyRiPAA39pvzjKJetuXRd9wS8gUa6rqu6rjsV/VF1XXf81K7LCKseRrXakTzUZiAPtn6EFh2a0bhNY0eH9Z/t2rmX1q360OXWexj1yrO4uDg7OqTyKQr13h7C0bd+LrvJYMC3bT32PzuDHXdPIOiO1vjdev1/F+krd7Gv3VMc7DWCzA3R1Pj4JUeHdHVulu9CUWjw9hAOl5NHQUIaa1s+z+aeYzk84Seaf/ECRg83BwR5dXbNXsnMziNZM+U3Or3Qr/j92L0n+bLXa3x393g6Pns3BhcnxwV5BfkbtxLX7xESBz1BwY7d+E6wLqFkiAjDWL0qcX0HEHfXAFxatcC5eRMHR3tlBoORNu1a8twTo7nntkHcfldPOnVuV7z94f5P0rxeF1xcnOnU+epmQTtCQnwiLRt1p+et9zHhjSl88e10PDyrYDQaeXTYQ/TofC9N63Xm0MFjvDSy0q/R/7+Tv2krCf0fJmnIcOtxMd56XBTs2EX+1m0EfDUD37fHU3jgEDjoYt7VyFy1gyOdhnH89hfJ3rSXyA9ettluDPSl6ocjufDqJ9flTLUyFIVbJgxk99tl16G9rhXFHXWjxX0JB2at4pdOo9j63m/c8mI/AIKa10S3aMxq9QI/dxhJsyfvwKvqdXghUFFo+PZgDr5dtg1S79X7OfX1Miy51+cs+P/KL8iPmvVrsHO9454b9P+NsVE7LId3Fp9Pja16YDkR7bCBzP/qnz0nubt1XVa8OYgZw29n3Jw1aJpOoJc7/4wbyNxR9zPq7vaM/Xk12fmFjg73PzEYDTRt05iZ73zFU3c8S1jVUG4f0MfRYV3W9p9W8mGXESyfMoeupfoZNxpjkw5YDm63aWfomSnkff4aeZ+8jLF5Z6hi/5nk/8Xe2av47tZRbHjvN9oV1Xs5iel83e5lfrpjHOve+YU7P30W5+u436oYDBjCI8h47SWypkzE46VXUaqUXABUfP3wePUNsj+acl23CY/MWsWfHUexa/JvNHupHwDHf1tvXfpn2Tu0fXsQSbuOO2yynRCV7YqXqXXrfbf/6alTiqI8qSjKLkVRdsVk/++3tybHpxAUVtIBCAwNICX+6tb07NSnA4f2HCE/N5/83Hx2rN1Fw5YN/udY/lexsfFEhIcWvw4PDyE2Nv6iMgnFZQwGA95enqSk2Db2jh49SU52Dg0bOeZKcH58Kq6lrnq6hvlREF9yRdXo4YpH/Qhaz3+TW3d+hvcttWk++xW8mtWkIC6FtK2HMaVmoeUVkrxqL15NqjsgixKF8ak4h5VcxXYO9ccUn2JTxpKWhV5ovXUw6ddVuDepadcYL+Vm+S4uzsOtnDw860fQdv6bdN35GT631OaW2a/g3awmWqHZugQRkLnvNLlnEqhSK7TMv1HZMuNT8QotycEr1I+s+Et31A4s2kq93mVvXU0+EUthbj5BdR2zDrMlMRlDcMmMeENQAJakJJsyWmYmmKy3AucsXIpz/ToAuHW9lcIDh9Dz8tHz8snfugPnxg3tEnd8XALh4SV3SoWGhRAfl1imTFhRGYPBgJeXJ6mp6cTFxrNtyy5SU9PJy8tnzcoNNGlmG3dBQSHLl64pszRQhecRm0BYqXoiLDyE+DjbB8HFxSUSXqqe8CzKo7DQRFpaOgD79h7kzOnz1Kpdg8ZNrXe7nD1tvaNt0V/LaNXW9gF7lSkxPomQ8JK7E4JDg0iIS7rMHtcfS9JFx0VgYPEDqv+llzouchcvwale3eJt2bN+IenRJ0h5+VVQFMznHbPchykhBadS9Z1TqH/xg3j/ZUkvqe9Sf1uBW+PaxdtUDzdq/DCB+Ok/kbvHsWtJ/ys3Pg33sJKZge6hfuTGlZx7nTxc8a4fQa8/36Df9o8IaFmLrj+OxK+pY2/Vzisn7rxy4u755xvcUxR3l+sg7ovlxKfhUSoPj1A/ci5T9x1fuI0aRbfY1+nXgXPr9qGZLeSlZBK/6xiBTe3fvsqPS8OtdFsq1J/8Ut+F0cMVr3qRdJj/Jj12fopvy9q0mWVtg/i0qE3D8Y/QY+en1Hziduq82I/qj/e2ew4AyXHJBJW6ayowJIDkuP/2/INufbuw6Z/NWMyOuXv4ZqFnpaF4lvymFC+/Sw7eGxraLuFjCK+NsVUv3J77AOceD2Ns0gmnbgMqPebyBHm7E59esgZ3QkYOQd62y/T8tf0IvZvVAqBZ9RAKTBbSc/JxNhrwqeIKQMPIQCICvDiblGG/4IskxydfNIYQSNJVjiEkxSVx4uBJ4s7FYbFobFy+mbpN6lRWqJeVmZCGd5htPyMzIfWS5fcv3kqDXpdeIscR9KxUFO+LjovM8nMwNGlfsoRPmc9JQ0s8j6GaY+7mzo5Pw7NUvecZ6kd2wqXrvSOLSpb5sRSayS86phL3nyH9bCK+NUMuuW9l0pKTUQNL2rZqQCBaiu2xYUlOonDbZrBY0BLiscScxxBu7aMq7u54T5xK7qxvMR85hCPkxqdR5aK21OXaIKWX+dEtGjve+oVFvd9g9eMf4eztToaD7kASorJd7T1pUYqitL7aD9V1/Wtd11vput4q3ON/H7w6Gn2U8OrhhEQGY3Qy0vXurmxZue2q9k2MTaJZ26aoBtV6hb5dE86dsM/SEqXt3r2PWrWrU61aBE5OTtx/f1+WLrF9ivzSpasYOKg/APfeezvr11sbf9WqRWAwGACIjAynbr1anDvrmMGCzD0nca8ZglvVQBQnAyH9OpC4vOQhXuasPNY1fJKNrV9gY+sXyNh9gr1DppMZfYrktfvwaFAV1c0ZxaDi26FBmQeg2VvO3uO41AjFOTIIxcmI3z2dSFux06aMU1DJ7WA+vVuTf8Kx67L+62b5LjL2nKRKqTxC+3Ug4aI8VjV8knWtX2Bd6xdI332C3UOmkxF9Cmd/T1Ct6za6VQuiSs0Qcs8mXOqfqjSx0afwqxGCT2QgqpOBRn3bcWyl7cPt/KqXDHjW6d6c1DPWi30+kYEoBusp2Ds8gIBaYaRfcMxgaOHhIxgjwzGEhoDRiFuv7uRt2GpTRvUvaVS53toBU9FSPZb4BFxaNAODCgYDLi2a2W0Zn71RB6hRqxqR1cJxcnLinv63s3yZ7TIEy5etZcDD/QC4657ebNqwHYB1qzfToGFd3NxcMRgMtOvYmmNHT+BexZ2gYOvAqMFgoEfvLpw4fprKtCdqPzVrVaNqUR797ruD5UvX2OaxdA0DHrHm0bdfHzZtsNaF/v6+xbeXV6seQc1a1Th75jxxsYnUrVereEm4Lt06cPzoqUrNo7T9ew5RrWYk4VXDcHIycse9vVm7fKPd/v2KYDp8BGNEqeOiZ3fyN9l2Qm2Oi04dSn77qoriZb0B0lirJk61a1Kww7aOsZfc6OM4Vw/DKSIYxcmIT9/OZK7cYVPGGFhS33n1akP+SetFIsXJSLWv3iBt/hoylpXfAXeElL2n8KwRQpWic2/1e9pxYUVU8XZTVh5/NH6GBW1HsKDtCJKjTrLu0Q9J3Ve5x/KVXBx3tXLi/rPxMyxsO4KFRXGvvw7ivlhi9Cm8q4fgWZRH7bvbcXpllE0Z71J1X7UezckoqvuyY1II79gIAKObC8EtapN+wv7LAKTvtW2DhPVrT/wK2zbI8kZPsrr1i6xu/SJpUSfYMdTaBtnS7+3i9099s4zjny7gzPeVu9zbpRyJPkp4jXBCIkMwOhnpfk9XtqzceuUdS+l+TzdWL5QlfK6VFnsK1S8YxTsAVIN1QP9Y2WUoFf9QFFd3tJiSB3AXLPySvBkjyJs5isLVczDv34Rp7Tx7hl+sUWQQ55IziEnJxGS2sHzPCbo0sn2QcKivB9uPW/sPpxLSKDRb8PVwJTU7D0vRc3gupGRyLimDCH/7P2vhyN4jRNQIJ7TouOhxTzc2r7i6OuzI3qN4eHvg7WedQd6yYwvOHDt7hb0qR0z0Sfyrh+AbEYjByUCTvu05clE/w796yaBx3e4tSDnj+KX2StNiTqL6haD4BILBgKFJB8xHyj4IXAkIQ3H1QDt/rOQ9Lz8wFt317FoFQ9X6aMn2ry8A4qNP4VMjBK+ieq9e33acvKje8ylV79Xs0Zy0ou/Czc8Tpajf6l01EJ8awWSctd9ztEozHzuCISwCNdjatnXp0t06sF9K4dZNODVtDoDi5Y0hPBJLXCwYjXiOn0T+6uUUblrvgOitkveewqtGCB5F30XNe9pxfoXtd+FVo+S7iOzZnMzT1u/C4OqM0c36DL2wWxujmTWbB/sKcTMxXmW5tsAgRVHOADmAgnXSf9PKCgxAs2h8Nn4mU35+F9Wg8s/cFZw9dpaho4ZwbN8xtq7cRr1mdXnrmzfx8Pakfc92DB05hOE9n2TDko0079CMb1Z+BbrOzvW72LZqe2WGWy6LxcKokRNYsGg2BoPKT7N/5/Dh44wbP4KoqP0sXbKKWT/O5dvvPiJ6/1rS0jJ4dMgLALTv0JpRo57GZDajaRojXh5fZsa/vegWjSNjf6Dlb6+jGFRi5qwl5+gFao1+gMzoUyQtL1tp/8uckcPZL5fQ7p/JACSt2lNmLXm7s2icG/cN9X6dAKpK8tzV5B87T9grD5MbfYL0lTsJfvxOfHq3RrdYMKdnc/rlzxwbc5Gb5bvQLRoHx/5Am99eB4PKhTlryT56gTqjHyAj+pTNBYyL+bVrQJ3RD6CbLeiazoHR32JywJq/ukXjnzd/5JHZr6EYVKLnrSfpeAxdRvYnbt9pjq2KotXQ3tTs1BiLyUJ+Zg6LRn4JQGSrejz0bF8sJgu6rrFs3A/kpWVf4V+sJBaN9OmfEfDpVBTVQM7iZZhPn8HryUcpPHyM/I1b8HjwPtxu7YBusaBlZpI2cSoAeWs24NKqBcG/fAfo5G/dSf6m/zbQ8D+HbbHw+quTmfPnNxgMKr/9/BfHjpzg1defJ3rPQVYsW8ucn/7ks6+msiXqH9LT0nn68VcAyMjI5KuZs1i2Zh66rrN65QZWr9hAQKA/s+bMxNnFGVVR2bxpB7O/n1vpeYx95R1+m/8dBoPKnJ//5OiRE4x+/QWi9xxg+bK1/PrTH8z4ehrb9iwnPS2Dpx4fCUC7jq0Z/foLmE1mNF1j9Ii3SE+zzqKbPnUmC5b9jNlk5sL5WF58Zmyl5nFxTpPGvM+3cz9FNajM/3UxJ46e4oXXnuTA3sOsXb6Rxs0b8NmP0/Dy9qJb71t5YfST9O38EAA/LfqamrWr4V7FjbV7FzNuxGQ2r726i/0Vl4RGxoef4v/RNDCo5P5tPS48hz9G4ZGjFGzaQpUH7sO1U0fr7KfMTNInT7HuazQQ8MUnAOg5uaS9Pdlxy/hYNGLf/JKas98Gg0ravFUUHD9H8IiB5O0/TuaqHQQ81hevnm3RLRYs6VlceMUau/ednfBo0wijrye+91sfGn3+lY/JP+TYwWfdorHzjVn0+HU0ikHl5G/ryTgWQ9NX+5MafdpmAP16ols0dr0xi+7lxJ0SfZqYK8R9z/aPcPJwQ3U2EtmnFasfnkKmAzqpukVj4/hZ9P3ZmseRuetJOxZD61H9Sdp3mjMro2jyaG8iOjVCM1soyMhh9YivANg/ayXdP3iSh1ZNAUXhyLwNpByx/zO1dIvGgdd/pN2csSgGlfNz1pF99AL1Rt9P+t7TJKy4dBvkeqJZND4dP4Npv7yHqqosm7ucM8fO8tgrQzkafYwtK7dSr1ld3vn2LTy8PWjfqx2PjRzCYz2eACA4IpjAsECit+5zcCaX9+qEKezcs4/09Ex69BvEs8MG07/vdba0iq5RuHw2rg+PBlXBHL0BPTkGp873ocWdxnLc2t42NmyH+ZD9+6RXy2hQGXNfJ575eimarnNPm3rUDvHj83920jAikK6NqzOyb3sm/r6eXzbsA0Xh7Ye6oigKUafi+PyfXRgNKqqiMO7+W/F2d7V7DhaLxsfjPmP6r1NRVZWlc5dx5thZHn/lUY5GH2Xzyq3Ub1aPSd+9jae3Bx16tefxUUMZ2n0Ymqbx+cSv+HjudBQFju4/zuJf/9MiBxVGs2j8/eaPDJ09BtWgsnveOhKPx9BjxP3E7D/FkVVRtB3am1odG6OZzeRl5PDnqC+K9x+16RNcPNwwOBlp0PsWfhw8haQTdp7kpWkULvkB1yGvg6pijlqLnnQBp+4PoMWcwnLUeq41NumA+YDtBRklMBzXPoPQsQ4+mTb/jZ5o//oCrHXGmvGz6P/TaFSDyoG560k5FkOHkf1J2H+akyujaPFob6p2aoRmspCfkcM/I631XkTb+nQY1R/NZO23rnr9B/Iz7N9vBUCzkP3Fx3hPmg4GlfwVS7GcO4P74McxHztC4fYtmHbvwLlla3y+mgUWjZzvvkDPysSlWy+cGjdD9fTCtedtAGR9OAXLqRNX+Ecrlm7R2DZuFr1/HY2iqhyfu570YzG0eKU/ydGnOb8yigaP9ib0VmsbpDAjh40vW78LtwAvev/6GrqmkRufxoYXv7jCvybs6fpdFOrGpOhXsc6WoijVAF/g1qK3NgDpuq5f8TJ3z8g+N8V3ti3l2JULXefme16/607/F77Gm2ON1DSzi6NDuGZmRwdQQXa7GhwdwjV7LOTmuAWx9dHra0bS/0rTb/z1H/1crutH81y11bWrXLnQdS451uPKhW4A+wqv77V2r5bi6AAqQMaNX+0BEGm68Zee+dD435bduV6t2PuVo0OoEIVfveXoEK6Z2qy5o0OoEH2ecswge0Xq7BR85UI3gLFDbvx2LcCXP17tXNfr19BGjrngUdEW74t0dAjX7LGYn2+GJuF1443qj9wUY8cXm3zmV4f8Tq52GZ9+wE9AABBY9Pe7KykmIYQQQgghhBBCCCGEEEL8B1d7aXMY0E7X9RwARVGmAluB62NdEyGEEEIIIYQQQgghhBDi/7GrHexXgNL3yVq4Oe5iFkIIIYQQQgghhBBCCOEAN8diYdePqx3s/wHYrijKX0Wv+wHfVUpEQgghhBBCCCGEEEIIIYT4T65qsF/X9Q8VRVkHdCp66zFd1/dUWlRCCCGEEEIIIYQQQgghhLhqV/04cl3Xo4CoSoxFCCGEEEIIIYQQQgghhBD/A9XRAQghhBBCCCGEEEIIIYQQ4tpc9cx+IYQQQgghhBBCCCGEEKKiaOiODuGmIjP7hRBCCCGEEEIIIYQQQogbnAz2CyGEEEIIIYQQQgghhBA3OBnsF0IIIYQQQgghhBBCCCFucLJmvxBCCCGEEEIIIYQQQgi7kxX7K5bM7BdCCCGEEEIIIYQQQgghbnAy2C+EEEIIIYQQQgghhBBC3OBksF8IIYQQQgghhBBCCCGEuMHJmv1CCCGEEEIIIYQQQggh7E5zdAA3mUof7H+90Luy/wm7eNYjwNEhXLNmDeMcHUKFcG/i6egQKoQh3MfRIVw7by9HR1AhusTc+MfGzNlhjg6hQoz2ujnycLsJnjD0WtpWR4dQIXyf6u7oEK6ZT26Oo0OoEO9PiXF0CBUiWHFxdAjXbEK/bEeHUCFUHw9Hh3DNXpqR7OgQKkThV285OoQK4fzUW44O4ZrphXmODqFCfOu1wtEhXDOj8eY4vs2nLY4OoUI8NdDH0SFUgBt/XArgwV5ujg5BiJuaLOMjhBBCCCGEEEIIIYQQQtzgZLBfCCGEEEIIIYQQQgghhLjByZr9QgghhBBCCCGEEEIIIexO4yZYB/c6IjP7hRBCCCGEEEIIIYQQQogbnAz2CyGEEEIIIYQQQgghhBA3OBnsF0IIIYQQQgghhBBCCCFucDLYL4QQQgghhBBCCCGEEELc4OQBvUIIIYQQQgghhBBCCCHsTh7PW7FkZr8QQgghhBBCCCGEEEIIcYOTwX4hhBBCCCGEEEIIIYQQ4gYng/1CCCGEEEIIIYQQQgghxA1O1uwXQgghhBBCCCGEEEIIYXeaowO4ycjMfiGEEEIIIYQQQgghhBDiBnfVM/sVRXEG6mN9SPJRXdcLKy0qIYQQQgghhBBCCCGEEEJctasa7FcU5U7gS+AkoAA1FEV5Stf1ZZUZHIBft2bUmfQYikEl7pfVnP1sYbnlAu9sS5PvR7Gz9xiyok8R3L8TVZ+9u3i7R8Oq7Oz5GtkHz1Z2yGV06taeNyaPQjWo/PHzQr75bJbN9lbtWjB20kjqNazNqCffYPnfa4q3ffPbpzS7pTFR2/fy9KCR9g79kpxbt8Hz+RfAoJK3ZAm5c34tU8alazc8hj4K6JhOniRz0jt2j/NyDA1a4nrfk6CqmLauoHDVHzbbXe4djqFOUwAUZxcUD2+yxzzkiFDLUGs0xrnHI6CqmKM3YN6+1Ga7U/eHMFRtUPTCGcXdi7xPngPA7dXv0JMuAKBlplA4/1O7xl7a5jNJvL/uMJoG/RpH8Hibmjbbp687zM4LqQDkmyyk5hWy8dmeAHyy8SgbTycB8ETbWvSpF2rf4IsYajfD+c7HQFEx716NaaPtOcr59qGoNRoBoDg5o1TxJvfdx1C8A3B55BVQVBSDAdO2fzDvXOmIFACo0aUpPSYMRjGo7PttHdu/WGyzvfnA7rQY0gvNomHKzWf52O9IOR6LV0QAw1ZPI/VkHABxe06w4o0fHJEC1bo0petbg1ENKgd+W8fOz21zaDqoO81K5bBqzHekHo8FIKB+JD3eexwXTzd0TefXvm9iKTA5Ig0iuzal41vW7+LwnHXsvSiPhoO602hoL3SLhiknnw1jviPteCyq0UCXacMJaFId1aBy7M9N7Jm5+BL/SsXr0bMzU6eNx2AwMHvWXD768Cub7c7Oznz1zXSaN29Mamoajw19kXPnYmh5S1M++WwyAIqiMOXdT/l78Qpq16nBD7NKzk/Vq0fy7qSP+eLzH+2W0+aTCUxbuQ9N17m3WTUe71DPZntcRi7jF+8mq8CEpum82K0Rt9YOIT23gFfm7+BgXBp3N63G2D7N7BZzeTafSeb99UfQNN16rm1dw2b79PVH2Hk+DYB8s4XU3EI2PtsdgI83HmPj6SR0HdpW82d0l3ooimL3HJp0acHgCY+jGlTW/baKv7/4y2b7bcP70vWhnljMFrJSM/nm1ZmkxCQVb3f1cGPqqk/ZvWI7s9/81t7hF6vXpRn3vDkE1aCyfe5a1n6xyGZ752F30PahbljMGjmpmcwb/RVpMckA3DnmYRp0awHAys/mE/33NrvHXx5D/Za43vcEKCqmbSspXH1Re6rfcAx1mgCgOLmgeHqTPfZhR4Rqw1C7Gc63DbG2paLWYtpk+1049xmMWqMhUBR3FS9ypwy31t8PjQRFQVGNmHYsx7xrlV1j79y9A2+++yqqqjLv5wV8+altvevs7MT0z9+hcdMGpKdl8MLw14g5H4fRaOS9j9+kcdP6GIwG/pq7hC8++Z4atavx2TdTi/ePrB7Ox1O+4IevyrbvK4OhZhOcew+ytqX2rse09W/bfHo+glrd2q5VjC4oVTzJ/eCZUgVccXtqCpZjuylc/pNdYv6vxr37IRs278DP14cFP3/p6HAua9OOKKbO+B6LReO+O3sy/JH7bLbHxify5rSZpGZk4u3pwXtvvERIYAAAH345mw3bdqPpGu1vacaYF4Y5pM5w73QLQa8/A6pKxh//kPbtPJvtXv16EfDqMMwJKQCk/7qYzD/+AaDOgSUUHDsDgDkuidjn3rJn6DbcOrbC/7VnUAwqmfP/IeO7uTbbPe7phf/IJzAnWvPInLOQrPnWPAwhgQS+PRJjSCDoOvHPjsMcm2D3HIxNWuM6+Dlrn3vdUgr+/q1MGac2XXC5byjoOpZzJ8n74l0AFP8g3IaNQvULBCBn+lj0ZPvnAGCo2xyXux635rFzNab1tu0Q5zsfxVCzMVA0dlDFm5yJQ1BDq+PS70lwcQdNw7T2D8z7tzgiBeDmyEOt3gjnrg9Z6+/9GzHv/Mdmu1OXARgi6xe9cEZx8yTv85cAUDz9cO41BMXTD9Ap+OtT9MwUO2cgROW72pn9HwDddF0/AaAoSi1gCVC5g/2qQr0pw9gzYBIFsSm0Wv4eSct3kXssxqaYoYorkU/cTsbuY8XvJfy5iYQ/NwFQpUEkTX981SED/aqq8ubU0Tz+wPMkxCbw+4pZrFm+gZPHTheXiYuJZ+yLb/P4s4PK7P/dzJ9wc3PlwSH32jPsy1NVPF96mfRXR2FJSsLvy68o2LIZy9mS/7+G8HCqPDKQ1BeeQ8/ORvHxcVy85VFUXB94htyZ49DTU3B/5SPMB7ajxZ8vLlLwV8lggFPnuzBE1HJEpGUpCs69BlMwdzp6ViquQ9/EcmIvekpscRHTmt/4d5jS2LIHanC1kv3NheT/OMG+MZfDoulMWXOIL+5rTbCnKwN/3UqXWkHU8vcoLvNK1wbFf5+z5yxHkzIB2HgqkcOJmfw2qAMmi8bw33fQsXogHi52fgyJouDcdxj5P05Cz0zB9en3MB/ZhZ5Uco4qXFZycc/Y9jbUUOsgm56dRv7X48BiBmcX3J7/AMuRXehZafbNAVBUhZ7vDGXewClkxacyZNFETqzaTcrxkt/UoYVb2fuL9UJk7Z4t6TZuEH8MnQZA+tkEZt3xht3jLk1RFbpPGsr8gVPIikvlkcUTOblyd/FgPsCRBVvZ97M1h5q9WtJl/CD+GjINxaBy2yfP8M/LX5J8+ByuPh5oJrPD8ug0aSh/PzKFnLhU7vt7ImdX7iatVB7HF2zlUFEe1Xq1pP2bg1g6eBo172qDwcXI773GYnR15sE1UzmxcCtZF5IrPW5VVfngw7fod/dQYmLiWbvhL5YuXc3RIyeKywwZ+gDp6Rm0aNad/vffxdvvvMZjQ1/k8KFjdL21HxaLheDgQDZvW8Kypas5cfw0t3boW/z5R45v4e/FKyo9l39ZNJ33lkfz5cMdCfZyY+APa+lSJ5RagV7FZb7ZfJTeDcIZcEtNTiZl8vy8rSyrHYKL0cBzXRpwIimLE0XnLUexaDpT1h7mi/tuIdjDlYFzttGlZqDtubZL/eK/z9l7jqOJ1pj3xqazNzadeYM6APDYvB3svpBGq0g/u+agqCpD33mCqQPfJjU+hYmLphG1aiexxy8Ulzl78DRv3vUqhfmF9BjUh4fGDmHm8x8Ub79/1MMc2XHQrnFfTFEV7p34GF8PepeM+BReWjSZQyt3k3CipM6IOXSGj/u+gSm/kPaDenLn2Ef4+flPadCtBeGNavDhHWMwOjvxzG/jObIumoLsPAdmhLU9df/T5H4x3tqeGvmhtT2VUKo9taBUe+rWuzBE1Czvk+xLUXC+4zHyf3rXWn8/MRnz0d229XepQWNjmz6oodWBovr72zdL6u9n38dydLfd6m9VVXl76hiG3P8M8bEJLFj5C6v+Wc+JY6eKywwY2I/M9Cy6t7mHu+7tw2sTXuLF4WO4456eOLs4c3vnAbi6ubJi858smr+M0yfOcle3h4o/f+v+5SxfstYu+aAoON82hPxfp6FnpuL6+NuYj0ehJ5fUe4WrSi46GFv1Qg2pZvMRzl36o507ap94/0f97ujFI/3v5vV3pjs6lMuyWCxM/uQbvn5/AiGB/jz09Gi6dWhNreqRxWWmfzmLvr27cs9t3dgetZ9PvvmF915/ib0HjrDnwGH+/O5DAIa8+Aa7og/Sunlj+yahqgSNf46YYa9jSkim2rxPyVm7jcKT52yKZS/bQOKkz8vsrucXcu6+5+wV7aWpKgFvPE/ck2MwxycT/ttn5K7diunURXksX0/KuzPL7B707mjSv5lD3tYoFDdX0HV7RV5CUXEd+iI5U0ejpybhMfFzTFFb0WJLxg3U4HBc+j5M9sQXITcbxcuneJv7U69RsOhXzAd2g4uDcgBQVFzufoK87yaiZ6bg9txUzId3oieWtEMKl/xY/Hen9rejhhX1+UwF5M/7DD0lDsXTF7fn38d8fC/k59o5CW6OPBQF5+6PUPDnR+hZabgOfAPLyWj01LjiIqb180rGQpp3Rw0qOX853/Y4pu1L0M4dBicXx/2mRBk68l1UpKtdsz/r34H+IqeArEqIx4ZXy9rkno4n/2wiuslC4oItBN7Wuky5mmMe5OyMhWj55c/CDL63EwkLHHPVsWnLRpw7fZ4LZ2Mwmcws/WslPW7rYlMm5nwcxw6dQNfK/ri3bdxJTnaOvcK9Kk71G2CJjcESFwdmM/lr1uDSsZNNGbe7+pK34C/07GwA9PR0B0R6aWq1umhJcegpCWAxY47agLFJu0uWd7qlC6bd6+0Y4aWpoTXR0xPRM5JAs2A+vANDnRaXLG9o2A7z4etj9l9pB+LTifRxJ8LHHSeDSp96Iaw7eemZGv8cjeO2otn7p1JzaBnui1FVcXMyUifAky1nki65b2VRI2qjpcSjpyWCxYJl/xaMDcqeo/5lbNoR837rRUgsFutAAYDBCRTHPUIltHkt0s8kkHE+Cc1k4fDibdTudYtNmcJSA0pO7i5wnVXGIf/mcM6aw9HF26jV+zI5uLmgFzXuqnVuQvLh8yQftnae8tOzyz0f20NQ81pknkkgqyiPk4u2Uf2iPEwXfxf/NlJ1MLq5oBhUDK7OWExmm5wr0y2tmnHq1FnOnDmPyWRi/h9/c+edPW3K3HFnT379ZT4AC/5aRpeu7QHIy8vHYrEA4Opa8r2U1rVrB06fOsf587FltlWWA7GpRPpWIcK3ivUc1TCCdcfjbMooQE6h9TjOLjAR6OEKgJuzkRaRATgbHf9opAPxGUR6uxPhXXSurRvCupOJlyxf+lyrAIUWCyZNo9CiYdZ0/Ko42ynyErWa1ybhTBxJ5xOwmMxsW7yJW3q1sSlzeOsBCvOtK0ye2HMMv1D/4m3VG9fEO8CHAxui7Rr3xao2r03K2XhSzydiMVnYu3grjXq3silzcushTEV5nN1zAu8Q64WV4DrhnNpxGM2iUZhXQOyRc9Tv4tg7RgDUanXQkku1p/ZswNik7SXLO7XsjGn3BjtGWD41vDZaaqn6+8BWjPVaXbK8sUmHkhmMZepv+85abtayMWdPn+d8Ud/i77+W0+v2rjZlet7elT9/s97ZtWzRKjrcaj1edB3c3V0xGAy4urpgMpnIzrLtZ3To3IazZy4Qe8H2fFdZ1LBaaKmJ6OnWdq3l0DaMdVtesryxUTvMB7eW7B9SHaWKN5bT++0R7v+sVfMmeHt5OjqMK9p/5ARVw0KJDAvBycmJ27t3Yu3mHTZlTp25QNuW1rt12rRoXLJdUSgoNGEymyk0mTGbLfj7+tg5A3BtWg/TuThMF+LBZCZz6XqqdG9v9ziulUuTepjOxWK+EA9mMznL1lOlW4er2tepZlUUg4G8rVEA6Hn56PkFlRluuQy16qMlxKAnxYHFjGnbWpxusc3BududFKxaBLlF4waZ6QCoYdVANVgH+gEK8qHQ/jkAqJH/9vmK6rroTZfv8zXrhDna2ufTk+PQU6znUz0rDT0nA6WKt13ivtjNkIcaUgM9PQk9I9k6FnJkJ4ZazS9Z3lC/NeYj1nOU4hcKqmod6AcwFYBZVicXN6fL9kIVRblPUZT7gF2KoixVFOVRRVGGAouBnZUdnEuIHwWxJbfUFMSm4BJiO5vMo0kNXMICSFm155KfE3xPexL+2lxpcV5OcEggcTElA5jxcQkEhwY6JJaKogYEoCWWDBRoSUkYAgJsyhgiIjBERuL72Qx8Z36Oc+s2F3+MQ6k+/mjpJYPDWnoyird/uWUV30AUv2Asx/bZK7zLUjx90TNTi1/rWakoHr7ll/XyR/UOQDt7uORNoxMuQ97EZfC4y14kqGyJ2QUEe7oVvw72cCUpu/wGXGxmHrEZebSOtH5HdQM92XImmTyThbS8QnadTyU+O98ucZemePmhZ5Sco/SMlKJbAssp6x2A4huEdupAqf39cXvufdxf+QLTxoUOmdUP4BHiS1ZcyW8qKy4Vz5Cyv6kWQ3ryxIYP6DL2IVZPmF38vndkIEOXTuLhuW8Q0bpemf3swSPEl6zYkhyy41LxCC6bQ7MhPXls4wfc+vpDrCvKwbdmCKBz70+jeWTJJFo9fae9wi6jSogv2RflUaWc76LR0J48vOkD2r3+EJvftOZxaskOzHkFDNk9g0HbPyb6q6UUpNvnYnFYWDAxpQaGYmLiCQ0LtikTGhZSXMZisZCZkYWfvzW3W1o1Y9vOZWzZvpQRL40vHvz/133338Uff9hvSSKAxKx8QrxKnaM83UjMsj3PPN25AUsOnKf3Z8t4ft5WxvRuatcYr0ZiTj7Bnq7Fr4M9XUnKudK51noeaxbmQ6sIP3p9vZ7e36ynQzV/avp5lLtvZfIN8Sc1ruRcmxqXgm/Ipe8u6PJgD/atsw5wKIrCI+Me5dfJsy5Z3l68g31JL9WuTY9Lwbuc89S/2g7oypF11gsUsYfPUq9LM5xcnXH39aR2+4b4hJbfbrEn1dsfLa3k7iEtPeXK7anjjm9PKV6+Nrft65kpKF6XaEt5B6D4BKKdLl1/++H2zFTcR87AtGmRXevvkNAg4kotxREXW7ZvERwaRFxMPGA932ZlZuPr58OyRavIzc1n28GVbNq7jG9mziYj3fbuo7739mHxfNslESqT4umLnlX6u0hF8bx0u1bxCUQ7c+jfd3Du+TCFq+fYIdL/HxKTUwgJKjmGgwP9SUhOtSlTt1Z1Vm2wTiRavXE7Obl5pGdk0bxRPdq0aEz3/sPofv8wOrZuTs1qEXaNH8AY5I85vqSfZ05Ixim47HnJo3cnqi34gtCP38AYUtKXVVycqfr7p0T+9hFVejjuIoExKOCiPJIwlJNHlZ6dCP/zS4I+GI8h2HoucKoegSUrm+CP3iR83uf4jXwCVPtPQFB8A9BTS/W5U5NQfG3HDdSQCAyhEVQZ/wlVJnyGsYl18FkNjUDPzcH9xbfweOdLXB960mGTo6x9vpK6Ts9MvXRd5xOI4huM5eSBMtvUiNooBiN6anylxXo5N0MeiocPelapsZDsNBRPn/LLevqhegWgnT8CgOobDAV5OPd9BtdB43HqfL/dL9gLYS9XOlv2LfrjCiQAXYCuQFLRe46lKNR5ewgn3pp9ySJeLWtjySsk58j5S5YRFU8xGDCER5D28ktkvDMRr1deRali/wGCiuB0S2fMezeDrjk6lP/M0KAt5qO7bG5Py//iFQpmT6Rw0Vc49XgExef6v/i0/GgcPeoGY1CtlXH7agF0qhHIo3O3MXZpNE3DfDBc5xW1sWlHLAe32XwXemYKeTNfJe/jFzG26AIOmuVxtfbMXsU3nUexfspvtH+hHwA5iel82f5lZt0xjjXv/MJdnz6Ls4fb5T/IgaJnr+KHW0ex8b3faPtiPwBUg4GwVnVZ9uLnzOs/kVp9WhHZsZFjA72Cg7NWMafTKLa99xsti/IIal4T3aLxU6sX+KXDSJo9eQeeVa//4xtg965o2rW+nW5d7mXkqKdxcSmZPe7k5MQdd/ZgwV9LL/MJjvHPwfPc3bQqK164nRkD2jNu0W60G/h24OVH4+lRp+Rcey49l9OpOSwf3pnlwzuz43wqUTGOuSh5tTrc25kaTWqz5KsFAPQYchvRa6NIi7+x1mNt2a8TEU1rsu5r60WuYxv3c2TtXp6f/zaDPn2Bs1HH0bQbq13i1LIz5ugbrz1lbNwey6EdF9XfqeR98Rp5n47A2LzzdV9//6tZy0ZoFgvtG/emyy13MvzZwURWCy/e7uRkpMdtXVi2yHHPELocY6N2WA7vLP4ujK16YDkR7bDJEv9fvfLMUHbtO8gDT4xiV/RBggL8UA0q52LiOHX2Aqt+/4bVv3/D9j372b3v0JU/0AGy123jdI+hnO33DLlb9hDy3ivF2073GMK5B14k/pWpBI19GqdIxzwX7GrkrtvGuT5DiOn/NHnbogia/Cpg7Yu7tWxCygdfE/Pw8zhFhOB5T28HR3sJqgE1OJycd0eS+/lk3IaNBPcqoBow1mtM3pyvyJ7wLGpQKE6d+zg62isyNu2I+cDWMnWd4umD64AXyf9jxg2xdMzNkIehfhvMx6NK4lRV1PDamDb8Tv4vk1G8AzA06ujYIIWoJJcd7Nd1/TFgOLBP1/XHLvrz+KX2UxTlSUVRdimKsuvvvFOXKnZFBfGpuISVXGl0CfOnIL7kKp7Bw5Uq9SNpMX8C7XfOwOuWOjSdPRrPZiVrgQb16+iwWf0ACfFJhIaXzG4MCQ0mIc7+y41UJC05GTUoqPi1GhiIJdl2TWhLUhIFWzaDxYIWH4/5wnkMEfaf2XEpWnoKaqlBbtUnwGaGdmnGlp0xRV0fS/iA9bY5xatkRqPi6YeeXX4nx9igDZbD2233z063/jcjCe3cEdv1/O0oyMOFhKySJUYSsvMJ9HApt+zyUstK/Gt421rMHdSRL/u3Rtehqm+VSo23PBfPhlC8/W1mGpRmaNIB877yz0V6VhpawnkM1euXu72yZcen4Rla8pvyDPUjK/7SHefDi7ZRp2hpGUuhmfx06223CQfOkH42Eb8aIZUbcDmy49PwDCvJwSPUj+yES+dwdFHJMj9ZcanE7DhKflo25vxCzqyNJqhx9coOuVw58Wl4XJRHzmW+ixMLt1G9jzWP2v06cG7dPjSzhfyUTOJ3HSOoqX3Wxo6NTSA8ouQYDQ8PsZl5ChAXG19cxmAw4OXtSWqKbW7Hjp4kJyeXhg1L7hDp1bsL0XsPkpRo38HaIE9X4jNLnaOy8gjytJ3n8Ff0WXo3sA6UNYvwp8BiIT33+rodOKiKKwml7khIyMonsMolzrXH4m3OtWtPJNAk1Bt3ZyPuzkY6Vg9gX1x6ZYdcRlp8is2yPH6h/qTFlz3XNurYlLufv5+Phr+HuWh5pTot69Fz6O18uOlLHn5jKJ3u68qA18o+I8keMhLS8CnVrvUJ9SejnPNUnY6N6fF8P34YPh1LYcnzQ1bPXMBHd4zl68HvgqKQdMo+y6xcjpaRglpqlqbq43/p9lSLWzFFOX4JHwA9Mw3Fq1T97eWPnln+udbQuAPmA5epvxMvYKhmv7va4uMSbe6cCg0r27dIiEskNNxaFxsMBjy9PEhLTefu/rezfvUWzGYzKclp7N6+lybNGxbv16VnJw7uO0JyUvltmcqgZ6WheJb+LvwuOXhvaGi7hI8hvDbGVr1we+4DnHs8jLFJJ5y6Daj0mG9mQQH+xJeqbxOSUggO8LuojB8fT3yN37/5gBeHPwKAl0cVVm/cTtOGdXF3c8PdzY1ObVoSfdD+z1IwJ6ZYH0pbxBgcgCnB9rykpWehm6xLAGf88Q8ujerY7A9guhBP7o59uDRwzHPbzInJF+URiOXiPDKyoCiPrD+X4dLQmoc5IYmCoyetSwBZNHLWbMG5YW37BV9ET0tG8SvV5/YLRE+zHTfQUpMwRW0BiwU9KR4t/gKG4Aj01CQs505alwDSNEy7N2OoXufif8IurH2+Und/XHR3d2nGZh2Ll74p5uKG69A3KFjxK9r545UZ6mXdDHno2ek2d9IrHr7oWenlljXWa43lSMkyZHp2OlrSeevdDbqG5cRe1KCqlR2yuEraTfrHUa54H5Su6xbg4f/yobquf63reitd11vd5fa/DzRk7TmJe81QXKsGojgZCOrXgeTlu4q3W7Ly2NRwOFtbP8/W1s+Tufs4+4ZMIyu66AKDohB8d3sSFjhusH//nkNUq1mV8KphODkZuePeXqxZfn10dP5XpiNHMIRHoIaEgNGIa/fu1oH9Ugo2bcK5eXMAFC9vjBGRWOLst9bylWjnjqEGhqH4BYPBiLFlZ8z7t5cppwZFoLh5oJ0+4oAoy6fFnUbxDbJW1KrBOqB/ouwyVopfCLhWQYsp9bgNF3cwFD3E1s0DNbwOWrJjvpdGId6cS8slJiMXk0Vj+dF4utYMKlPudGo2mQUmmoX6FL9n0XTS86wDaseSsjienEX7avZfzkCLOYnqH2q9O8JgsA7oH9lVppwSEIbiWgXtfMlDxBUvPzA6WV+4VsFQrZ7Dvou46FP41gjBOzIQ1clAg77tOLEyyqaMb/WSgYVa3ZuTdsZ626abnydK0Sxg78hAfGsEk37u0uuBV5b4ohy8inKo17cdpy7KwadUDjV7NCe9KIezG/bhXy8So6szikElol19Uo/bPgjeXhKjT+FdPQTPojxq3d2OMxfl4V0qj2o9mpNRlEd2TArhRXckGN1cCGpRm7QT9vlNRe3eR61a1alWLQInJyfuu/8uli5dbVNm6dLVPDLwPgD63Xs7G9ZbB2yqVYvAYDAAEBkZRp26NTl7ruRBYfc/0Jc/frfvEj4AjcJ8OZeWTUx6jvUcdegCXerYXnQM9XJne9HzQk4lZ1Jo1vB1t/+a9pfTKMSLc+mlzrXH4ulaq7xzbQ6Z+SaahZbMUA7xdGP3hTTMmobJohEVk0YNP/tfWD0VfYKQGqEERgZhcDLSrm8nolbariZZrVENHnvvaT4a9h6ZKRnF73/x0seM6PAUIzs9zZzJs9g0fx3zpv5s7xQAOB99koDqIfhFBGJwMtC8b3sOrtxtUyasUXX6vzucH4ZPJzulZHkVRVVw97HeIRlavyph9atybKPjl8PRzh1HDSjVnmrRGfOBHWXKqUERKO4eaGeuj/aUFnsS1T+kpP5u3B7z0d1lyikBYShuVWwGNcrU31XroSXb78LLvj0HqV6zKhFFfYu77u3Dqn/W2ZRZ/c96+j9kfcD57Xf3ZOtG6/ESeyGeDrdal8hwc3eleaumnDp+pni/vvfdZtclfAC02FOofsHF7VpDw3aYj5XTrvUPRXF1t2nXFiz8krwZI8ibOYrC1XMw79+Eae08e4Z/02lcvzZnY+K4EJeAyWRi2ZpNdO1gu6Z3WkZm8Z1F3/4yn3tv7wFAaFAAu6IPYbZYMJnN7I4+6JBlfPL3H8WpWhjG8GBwMuJ1Rxdy1to+v8wQWGpiRfd2FBY99Fb18kBxsh7fqo8Xbi0blnmwr70UHDiKU7VwjOHWPneV27uQs26rTRlDqQsx7l3bF+dRcOAYqmcVVF9rne7Wtjmmk2exN8upIxhCwlECQ8BgxKldN+vAfinm3ZsxNmgOgOLhhRoSgZYUh+XUURR3DxRPaw7Ghi3QYuyfA4B24QRqQCiKb5C1rmvWCcvhcvp8geHWsYPSDww3GHEdNBrznnVYDjj2OXo3Qx5a/BkUnyAUr6KxkPqtsZwq+0wmxTcEXNzR4k6W2vc0ios7uFnbU4bI+ugp188YlRAVyXiV5TYrijIDmAsULwCs63rUpXe5drpF49jY72n+2xsoBpXYOWvJOXqBGqMHkBV9kuTlZRvlpfm0b0B+bDL5Z+0/8PQvi8XCO2Om8d3cT1ENBv78dREnjp7ihdee4sDew6xdvoHGzRsy48dpeHl70a13J54f/RR9Oz8IwM+LvqZm7eq4V3Fj3d6/GTdiEpvWOraSQLOQ9enH+E6bDqpK/rKlWM6cocpjj2M+eoSCLVso3LkD59at8f9hFrqmkfXlF+iZmVf+bHvRNPL/+BL3ZyeCqmLathIt/hzOdwzEcu44lqKOqvGWztfNLLRiukbhyl9wGTAKFBXz/o3oybE4deqHFn8Gy4m9ABgbtC0zq18NCMO5z1Dr7XiKimn7EodVcEZV5bXuDXl2/i40XeeeRhHUCvDk8y3HaRjsXTwYtfxoHH3qhqKUWqbHrGk8Ps+am4ezkcm3NcXogHUo0TQK//4e16FvgKpijlqLnngBp+4D0GJPYjliPUcZm3QsebBfESUwHNfbhqCjo6Bg2rwYPcExy43pFo1Vb87igdmjUQwq++etJ+V4DJ1G9id+32lOrIqixdDeVO/UCIvJQkFmDktGfgVAZNv6dBrZH4vJArrOitd/ID/D/g8V1y0aa8bP4r6frDkcnLuelGMxtB/Zn4T9pzm1Mormj/am6r85ZOSwvCiHgoxcor5dxiN/T0TXdc6sjeb0mr12z+HfPDaNn8WdP1vzODp3PWnHYmg1qj9J+05zdmUUjR/tTXinRmhmax5rR1jzODBrJd0+eJIBq6aAonB03gZS7bSEncVi4ZVRbzN/wY8YDCo///QHRw4f5/VxL7Mnaj/Llq7mp1nz+PrbD9gTvYa0tHQef/QlANq1b8WIUU9hMpnRNY1RIyYUz/h3d3ejW7eOvPziG3bJozSjqjKmdzOe+W0zmgb3NKtG7UAvPl9/iIahvnStG8rIHo2ZuGwPv+w4ASi8fVfL4nPV7TOXk1NgwmTRWHssli8e6kitQC+H5PFat/o8+1dU0bk2nFr+Hny+9QQNg7xsz7X1QmzOtT3rBLPzfCoDftoKCnSoFkCXci7KVjbNojH7zW95dfabqAaVDfNWE3P8PPeNfIjT+06yZ9VOHnp9CK7urrzwuXUphpTYZD4a/p7dY70czaLx15s/8sTssSgGlZ3z1pFw/AJ9RtzP+f2nObRqN3eNfQQXd1cGf249PtJjUvjhiekYnIw89/sEAPKz8/h1xEw0y3WwHI6mkf/nl7g//ba1PbV9lbU9dXtRe+pgUXuq5a2YojY6ONhSNI3CpT/iOnistS21Zx160gWcut2PFnsaS9HAv7Fxe8wHLqq/A8Jx7TMIXddRFAXTlr/RE+1Xf1ssFt4aM5VZv3+Oqqr8/utCjh89xctjnmH/3kOs/mc9c39ZwIefT2LNjoVkpGfy4hNjAPjp+7lM+/Rt/tn0B4qi8MechRw5ZL2Q4ebuSqcubRk3cpLdcgGs7drls3F9eDSoCuboDejJMTh1vg8t7jSW49aBf2PDdpgPlZ2Yc6N4dcIUdu7ZR3p6Jj36DeLZYYPp3/f6W5LEaDDw+ovDeXr0RCyaxr2396B2jarM+H4OjerVolvHNuzce4BPvvkFRYFbmjbkjZeeBKBXl/Zs37Of+x5/GUVR6Ni6RZkLBXZh0Uia9DkR304GVSVz/goKT5zF/4XB5B84Ts7abfgOuocq3duB2YIlI4v4sR8A4FwzkuC3XwRNB1Uh9Zt5Dhvsx6KR/O4MQr58F8WgkvXXckwnz+L73BAKDh4jd902vAb2o0rXdugWC1pGFknjp1v31TRSP/iG0G+noigKBYeOk/nHMvvnoGnkzf6MKq9OtdYRG5ahxZzF5b5HsZw+innPVsz7d2Js0gqPKd+DZiH/t6/Rs63jBvlzvqLKmOmggOXMcQrXLrF/DkV5FCz6FrfHx1v70LvWoCWex7nnQ1hiThQPmDs17Whdrq4UY5MOGGo0RHH3xNiyGwAFf8xAiztj7yxujjx0jcK1v+LS/2VQFMwHNqOnxOLU4W60+LPFA//G+q2xHL3oMaO6TuH633G9fxQooCWcw7z/OmqbCFGBFP0q1tlSFGVt0V//LawAuq7r3a+075rgAdf3Ql5X6Vn9tKNDuGbrG7k7OoQK4d7E09EhVAhD+I2xlvZledt/4Koy6DGOXwrhWs2cfX3NJv5fOd0UNQa43QR5vJa29cqFbgDxMx9wdAjXTM+1/wW0yvDUFMfcMVPRgpXyl0G6kUzol+3oECqE6nNjPg+qtCYzro+7Ha7V/hFNHB1ChXB+6i1Hh3DN9MK8Kxe6AZzpMcrRIVwzo/E6uChbAfybWxwdQoUwRPg4OgRRRA30u3Kh65z7yG+u74cG3mCer/7gTdCDLmvGmbkO+Z1cdma/oigji/76N9aB/tJB3pRfhBBCCCGEEEIIIYQQQghxo7nSMj7/TqGuB7QGFmId8O8LlF2QUwghhBBCCCGEEEIIIYS4CprMJ69Qlx3s13X9bQBFUTYALXVdzyp6/RbgoAXThBBCCCGEEEIIIYQQQghR2tU+0TIYKCz1urDoPSGEEEIIIYQQQgghhBBCONiVlvH512xgh6IofxW97gf8WBkBCSGEEEIIIYQQQgghhBDiv7mqwX5d1ycrirIMuLXorcd0Xd9TeWEJIYQQQgghhBBCCCGEuJnJiv0V62pn9qPrehQQVYmxCCGEEEIIIYQQQgghhBDif3C1a/YLIYQQQgghhBBCCCGEEOI6JYP9QgghhBBCCCGEEEIIIcQN7qqX8RFCCCGEEEIIIYQQQgghKoomq/ZXKJnZL4QQQgghhBBCCCGEEELc4GSwXwghhBBCCCGEEEIIIYS4wclgvxBCCCGEEEIIIYQQQghxg5M1+4UQQgghhBBCCCGEEELYneboAG4yMrNfCCGEEEIIIYQQQgghhLjByWC/EEIIIYQQQgghhBBCCHGDq/RlfBIMTpX9T9iFqdDi6BCumW5RHB1ChdALTI4OoUJoqRmODuGaKQWFjg6hQphOJTs6hGtWuyDE0SFUiGWuN8fx7XITXEvPKcx3dAgVQi8ocHQI1y4z29ERVIhQxcXRIVQIP93g6BCumTkmy9EhVAijpjs6hGsWl5Pq6BAqhNqsuaNDqBB6YZ6jQ7hmirObo0OoEBdSvRwdwjULdL/xf08AQWE3x5iO+Vyao0O4Zk61ghwdQoXQLiQ4OgQhbmo3/miEEEIIIYQQQgghhBBCCPH/nDygVwghhBBCCCGEEEIIIYTd6dz4d2teT2RmvxBCCCGEEEIIIYQQQghxg5PBfiGEEEIIIYQQQgghhBDiBieD/UIIIYQQQgghhBBCCCHEDU7W7BdCCCGEEEIIIYQQQghhd5qjA7jJyMx+IYQQQgghhBBCCCGEEOIGJ4P9QgghhBBCCCGEEEIIIcQNTgb7hRBCCCGEEEIIIYQQQogbnKzZL4QQQgghhBBCCCGEEMLudHRHh3BTkZn9QgghhBBCCCGEEEIIIcQNTgb7hRBCCCGEEEIIIYQQQogbnAz2CyGEEEIIIYQQQgghhBA3OFmzXwghhBBCCCGEEEIIIYTdaY4O4CYjM/uFEEIIIYQQQgghhBBCiBvcFWf2K4riCjwLdAJ0YBPwha7r+ZUcGwChXZvS8p3BKKrKyTnrODxjcbnlIu5oza3fvszy28aRuu80zr4edPr6Jfya1+T0vA3sfmOWPcItV+fuHRj/7isYVANzf/6Lrz790Wa7s7MT0z9/h8ZNG5CWls6Lw8cQcz4OJycjkz4YR5PmDdA0nXfeeJ/tm3c7JgnAuU0bvF58HlQDeUuWkPPLrzbb3W67Dc9nn8aSlAxA7vy/yFuyBACPp5/EpV17AHJmzyZ/zVr7Bl/E0KgVrgOeRlENFG5aRuHyeWXKGG/pjMtdgwDQLpwi77spALjcNwxjk7agKJgPR1Ew9wu7xl6aoW4LXO5+HBQV085VmNb9ZbPd+a7HMNRqDIDi5ILi4U3OW4MBcH18PIaqdbGcOUz+j+/aPfbSDLWa4txnMKgq5j3rMG22Pb6dew9Crd4QAMXJGaWKF7nTnkTxDsBlwMugqCiqAdPOFZh3r3ZABmBs2hq3wc+DqlK4bikFi+eUKePUtguu/YeCDpZzJ8mdORkAxT8I9ydeQfULBHRypo1FS06wcwZWwd2a0vSdISgGlTO/rOXYJc61YXe2pt13I1jT5w3So0/j26IWLd4fZt2oKByZ/iexy3bZMfISjbo056E3H0M1qGycu5p/vlhgs73XsLvo9FAPNLOFrNRMfhz9Oakx1vOVX1gAQ6Y8jV+YP7oOnz72LikXkhyQBTTo0oz733wU1aCyZe4aVn6x0GZ792F30v6h7mhmC9mpmfw8+kvSivK4Z8xAGndvgaKqHNm4jz/e/rHC4+vTuysffjgRg6ry/Q9zmPb+TJvtzs7O/PjDJ7Rs0YTU1DQeHvgMZ89eAOC10c/z2KMPYdE0RowYz4qV66/4me9MfI3+/e/CYrHw1VezmTHze3x8vPn2mw+oWbMaBfkFDH9yFAcPHq3wXDefTuL9tYfQdJ1+jSN5vG0tm+3T1x5i5/kUAPLNFlJzC9n4fG8APtlwhI2nEgF4ol1t+tQPq/D4rpZaozHOPR6xnmujN2DevtRmu1P3hzBUbVD0whnF3Yu8T54DwO3V79CTrN+flplC4fxP7Rr7pdTt0ox73rSes3bMXcu6LxbZbG83sCftB/dC1zQKcvL5c+y3JJ6IcVC0JWp0aUrPCYNRDSrRv61j2xe259rmA7vTckgvdItGYW4+/4z9jpTjscXbvcL8Gb5qKps+ns+Or5de/PF2Y2zeBvfHrG3CgtVLKFjwa5kyTu274jbgUdB1LGdPkvPJpJKNbu54fzSLwp2byPvuE/sFXoqhQUtc73sSVBXT1hUUrvqjTBlji0443/4I6DpazGnyZ08HwPnuRzE2bA1A4fLfMO/ZaNfYS+vVqwvTp0/AYDDw44+/MX26bfvU2dmZ7777kBZF5+RBg57n3LkLdO/eiXfeGYOzsxOFhSZef/1d1q/f4pAcNh85x7QFW9A0nXvb1ufxHi1stselZTF+zjqy8grQdJ0X72zLrQ2qEpOaxX1T51ItyAeAptWCGHd/ZwdkYLVpRxRTZ3yPxaJx3509Gf7IfTbbY+MTeXPaTFIzMvH29OC9N14iJDAAgA+/nM2GbbvRdI32tzRjzAvDUBTFEWlc1rh3P2TD5h34+fqw4OcvHR3OJfl1a0adSY+hGFTiflnN2c8Wllsu8M62NPl+FDt7jyEr+hTB/TtR9dm7i7d7NKzKzp6vkX3wrL1Ct+HRuSVhE54AVSVt7kqSvrQ9T/n070Ho2McwJVjbIimzl5A2dwWuDWoQPulZVA93dM1C0ox5ZCzZ5IgUbpp+67X0+bx/Wol2/jQAWnIiOR+Os2vspRlqN8P5jqGgqJij1mDaaNt+cr5tCGqNf/vfLtb+93vDrP3vh0eBoqAYDJi2Lce8a5UjUrBhqN8Sl37DQTVg2rYC05o/bbY73zMMQ+0mQFE+nt7kvPGII0IVwq6uZhmf2UAW8FnR60eAn4AHKiuofymqwi3vPsrah94jLy6V3kvfIWZ5FJnHbTtrxiqu1Bt+G8m7TxS/Z8k3se/93/GpF4l3/YjKDvWSVFXlramvMfT+Z4mPTeCvlT+z+p/1nDh2urjMAwP7kZGeSfc293DXvb15bcJLvDh8DA8OtjYQ7+j8IP4Bvnw/dwb9eg5C13VHJILXiJdIG/kKlqQk/L/+kvxNm7GctW345K1ZS9bHtp02l3btcKpTl5Rhw1GcnPD75GMKtm1Hz821ZwagqLg9/Bw5H49FT0umytjPMO/bhhZ3rriIGhSGy20PkvP+SMjNRvH0BsBQsyGGWo3Imfg0AO6jP8BQtymWY/vsm0NRHi79niDv27fRM1Jwe34a5kM70RMvFBcp/PuH4r87dbgDNaxG8WvT+gWYnF1watvbrmGXoSg43/4o+T+/h56ZiuvwdzAfjUJPLjm+C1f8XPx3Y+veqCHVANCz0sj//i2wmMHJBbdnpmI5uhs9O93OOai4PfoSOe+9ipaahOc7X2CK2oIWU3JcqMHhuNz9CNlvvYiem43i5VO8rcrTY8hf+AvmA7vBxRUccWwDqArN3nuMTQPeIy8uhW7/TCJuRRRZx8qea2sPv43U3ceL38s8cp61fcahWzRcg3zovuY94lZEoVvseyOeoqo8MnEYHw16h7T4VN5Y9B7RK3cRd6LkuDh36DST+75GYX4hXQb15v6xg/n6+Y8AePzD51kyYz6HN+3Dxd0VXXPMjYSKqjBg4uPMGDSZ9PgUXl30HvtX7iK+1CDl+UNn2Nh3LKb8QjoN6kW/sQP54flPqNGyLjVb1ePd214FYOQfE6nTriHHtx2qsPhUVeXTTyZz2x0Pc+FCHNu2LmXx3ys4fLjkN/H4Yw+TlpZB/YadGDDgbt579w0eGfgMDRrUYcCAe2javDthYcEsX/YbDRrdCnDJzxw6ZAAREWE0atwZXdcJDPQHYOxrLxAdfZD7HxhOvXq1+OyTd+l924MVlieARdOZsvogX9zfhmBPVwb+spkutYOo5e9ZXOaVbg2L/z4n6gxHEzMB2HgqkcMJGfw2pBMmi8bwudvpWCMQDxenCo3xqigKzr0GUzB3OnpWKq5D38RyYi96SskAsmnNb5iK/m5s2QM1uFrJ/uZC8n+cYN+Yr0BRFe6d+BjfDHqXjPgUXlg0mUMrd9sM5u9ZuJltv1g7oQ173kLf8YP5bugUR4UMWOPu/c5Qfhs4haz4VB5dNJHjq3bbDOYfWriVvb+sAaB2z5b0GDeIeUOnFW/vPn4gp9ZF2z12G6qK+7CXyH7nFWvd996XmHZtRrtQqu4LCcf13oFkjXsePce27gNwe+hxzIcdmIei4vrAM+TOHIeenoL7Kx9hPrAdLf58SZHAMJx7PUDuR69CXg6KR1GbsGErDBG1yJ32AhidcH/hPcyHd0F+nt3TUFWVjz9+hzvvHEhMTDybNi3i779XceRIyTn50UcfJC0tg8aNu/DAA32ZPHkMgwc/T0pKGvff/zhxcYk0bFiXxYt/olattnbPwaJpvDd/M18+dSfB3lUY+PF8ujSqTq0Q3+Iy36yKonfzmgzo0IiT8Wk8/+1Slo0bCEBEgBfzRt1v97gvZrFYmPzJN3z9/gRCAv156OnRdOvQmlrVI4vLTP9yFn17d+We27qxPWo/n3zzC++9/hJ7Dxxhz4HD/PndhwAMefENdkUfpHXzxo5K55L63dGLR/rfzevvTHd0KJemKtSbMow9AyZREJtCq+XvkbR8F7kXtWsNVVyJfOJ2MnYfK34v4c9NJPxpHRSv0iCSpj++6rCBflSVsIlPc3rweMzxKdRa+CGZq7ZTcOK8TbGMJRuJnfCVzXtafgHnR31I4Zk4jEF+1F78EVkb9qBl5dgzg5uo33ptfT4KC8l6/Un7x30xRcH5rsfJnzUZPTMF16fexXxkN3pSqf73P7OL/25s2wc1tDoAenYa+d+Mt/a/nV1we266tf+dlWbvLEooKi73PUXel29af18jPsB8cAd6QskxUrjwu+K/O3W6EzW8VnmfJMRN52qW8Wms6/owXdfXFv15AmhU2YEB+LWoRfaZBHLOJaGZLJxbuI2IPreUKdd09P0cnrkYS0Fh8XuWvAKSdxzDUmAqU96emrVszNnTFzh/NgaTyczffy2n5+1dbcr0vL0r83/7G4Bli1bT/lbrTKHa9WqydeNOAFKS08jMyKJJ84Y4glOD+lhiYrDExYHZTP7qNbh26nhV+xqqV6MwOhosFvT8fEynTuLStk0lR1xOHDXqoSXGoifHg8WMadc6jM3a25Rx6nQ7hesWQ242AHpWRtEWHcXJGYxGMDqhGIzomY6p2NTI2mgpceipCWAxY47ehLHhpf9/Gpt3whxdMpPDcnI/FNi/Q3oxNbwWWloCenoSaBYsB7dhrFf2+P6XsXF7zAe3Wl9oFmtDA8DoBA6a+WSoVR8tIQYtKQ4sZgq3rcHplg42ZZy730nhyoXo//6mMtMBUMOrgcFgHegHKMiHwgJ7hl/Mr0Vtck4nkHsuEd1k4cKCrYSWc65t+NoDHJu52Oa8askrLB7YV12drPd/OUCN5rVJOhtP8vlELCYzOxdvpnnvVjZljm49SGG+tZ44tecYviF+AITWjkA1GDi8yXrxriA3v7icvVVvXpvkswmknE/EYrIQtXgLTXu3tilzfOtBTEXxndlzHJ8Q/6ItOk4uThidjBidnTAYDWQmZVCR2rRuwcmTZzh9+hwmk4l58xZyd98+NmXu7tubn376HYA//1xC926dit7vw7x5CyksLOTMmfOcPHmGNq1bXPYzn35qCJMmf1R8kTspyTpzrUGDuqxduxmAo0dPUq1aBEFBARWa64H4dCJ93InwccfJoNKnXijrTlz6zpt/jsRyW/1QAE6lZNMywg+jquLmZKROoCdbziRXaHxXSw2tiZ6eiJ5hPdeaD+/AUKfFJcsbGrbDfHibHSP87yKb1yb5bDypRcdJ9OKtNLroeC/ILqnnnN1dHDNR4iKhzWuRdiaBjPPWdu2hxduo08v2XFtYKm4ndxf0UifVOr1vIeN8EsnHHHuHgqF2fbT4GLREa5vQtHkNzq1s24QuPe+i4J8F6Dm2dR+AoWZdVG8/TNGOuQsMQK1WFy0pDj2lqC0VtQFjk3Y2ZZzb98G0cQnkWQfH9Gzr+VQNqYrl5EHQNCgswBJ7BmODS7dfKlPr1s05efIMZ86cx2Qy8fvvi7nrrl42Ze66qxe//GKd6Th//lK6drV+V9HRB4mLs959dOjQMVxdXXF2drZvAsCBc4lE+nsR4e+Fk9FAnxa1WXfwjE0ZBYWcfGvbIzu/gECvKnaP80r2HzlB1bBQIsNCcHJy4vbunVi7eYdNmVNnLtC2pXWGaZsWjUu2KwoFhSZMZjOFJjNmswV/Xx87Z3B1WjVvgreX55ULOpBXy9rkno4n/6y1XZu4YAuBt7UuU67mmAc5O2MhWn754wXB93YiYYFj7nYBcG9Wh8KzcZjOJ6CbzGQs3oBXr6u7IFd4OpbCM3EAmBNTMadkYPT3qsxwy3Wz9Fuvpc93PVEjaqOlxqOnJYLFgmX/Foz1W12yvLFJR8z7i44BS6n+t8Fx/e/S1Kp10JJL/b72bMTY+NLHiLFFZ8x7NtgxQvFfaLp+U/5xlKsZ7I9SFKW49asoSlvALq1z9xA/cmNTil/nxqXiFuprU8a3SXXcw/yJXb3XHiH9Z8GhgcTFxhe/jo9NJDg0yKZMSGggcTHWMhaLhazMbHz9fDhy8Bg9buuMwWAgomoYjZs1IDQ82K7x/0sNCMSSWLKkhSUpCTUwsEw51y6d8f/hO3wmvo0aZN1uPlk0uO/iguLtjXOLFqhBQWX2rWyKjz9aWkkOeloyqo/t4JAaHIEaHI77qx/i/trHGBpZKz/LqcOYj0bjOW0Onu/PwXxwt83sL3tSvP3R00uOCz0jBcXbr/yyPoEovsFYTuy3V3hXTfH0Q88olUdmKoqnb/llvQNQfALRTh8sec/LD7en3sP95U8xbf7b/rP6AdUvAC0lsfi1lpqM6mt7XBhCIlBDI/CY8Ckeb8/A2LR18ft6bjbuL7+Nx+SvcH34KVAc8xgV11Bf8kqda/PiUnELtf1N+TSpjluYP/Gr9pbZ37dFLXqun0bPtVPZO/o7u8/qB/AJ9iO1VA5pcan4BPtfsnynAT04sG4PAME1Q8nLzOGZL19h/JJp3D/WunScI3gH+5Fmk0cK3sHlHxcA7Qd049C6vQCcjjrO8a0HmbzzK97d8RWHN0STcLJiBwXDwkM4f6FkFvKFmDjCwkIuWcZisZCRkYm/vy9hYeXsGx5y2c+sWbM6Ax64m21bl/L3op+oXds622vf/kPc2+8OAFq3ak61ahFEhIdWaK6J2fkEe7oWvw72dCMpu/wLcrGZecRm5tG6qrVOqVs0uJ9nspCWW8iu8ynEZzmms6p4+qJnpha/1rNSUTwuca718kf1DkA7e7jkTaMTLkPexGXwuMteJLAn72BfMkodJxlxKXiVc5y0H9yL19Z/zB1jHmHRW45bzvFfniG+ZMWVfBdZcal4hpSNu+WQnjy14QO6jX2IVROsM+yc3F1o98xdbPp4vt3ivRTVLxAtpaQ9paUmofjb1n1qaCSGsAg83/kMz8mfY2xeNLijKLgNeZbc2Y5bChFA9fFHSy+VQ3oyirdtnaEEhaEGhuP+8jTcR07H0KCltWzsaYwNWkLR8gbGOk1RfMq2ie0hLCyECxfiil/HxMQRHh5STpmSc3JmZhb+/ra/u3vvvYO9ew9QWGj/C92JGbmE+HgUvw72rkJihu3s46f73MKS3cfpPfFnnv92GWPuLbm4FJOaxYMf/MGwmYuIOhWHoyQmpxASVPIbCg70JyE51aZM3VrVWbXBejF19cbt5OTmkZ6RRfNG9WjTojHd+w+j+/3D6Ni6OTWrOe7O9BudS4gfBaXqiILYFFxCbNu1Hk1q4BIWQMqqPZf8nOB72pPw1+ZKi/NKjCH+mOJKJgqY4lNwCinbtvW6rQO1l31K1c/H4BRaduKDW7M6KE5GCs/Gl9lW2W6Wfuu19PkAcHLG450v8Hh7Bk63XN2EycpQbv/b6xLfh3cAim8g2qkDJe95+eP27FTcR83EtGmRY2f18+/vq+QY0cupy4vL+gai+AdjOe6AlRmEcIBLLuOjKMp+rHM0nYAtiqKcK3pdDThyuQ9VFOVJ4EmAYd5t6OFeu8ICvugfosWEgWx/+asrl70B/f7LQmrVrcGCVT8TcyGOqB3RaA4YRLta+Vu2kLd6NZhMuN3dF+/Xx5L28kgKd+6ioH59/D+fiZaejulg0Wyo65FqQA0KJ/eDV1F8A6jyygdkT3wKxcMbNTSSrDHWW4bdX34Pw8HGWE4cuMIHOpaxWSfM+7eCfp3+/75KxkbtsBzeYbPMjZ6ZSt5XY1E8fHB5cCTmw9shJ9OBUV6CwYAaHEH2pBGofoF4jP+YrDHDwGDAWK8JWa8/hZaSgPsLb+LcuQ+F65c5OuKyFIUmbw9i90vlr82atuckq7qMxrNOGLd8+gzxa6LRHHxX1eW07Xcr1ZvW5P0HrUuTqAYDtVs34J07XyU1NpknZ4yg4/1d2TRvjYMjvbzW/TpRtWktPnnwLQACqgUTXDucce2eAeCFn8dRq3U0J3detsq+rrm4OJOfX0C79nfQr9/tfPv1B3Ttfh9Tp83gow8nsmvnCg4cOMKevQewOLBeWX4klh51QjCo1llO7asHcjA+g0fnbMHXzZmmob4YroMZUFdiaNAW89FdNufa/C9eQc9OR/EOxOXh0WhJF6x3ZN0Atv60kq0/raT53R3o/sK9zBvl2AHmqxU1exVRs1fR8J72dHihH0tGfUWnEfex89t/MOU65g6w/8xgQA2NIOutl1H9A/F8+1MyRz2Oc+demKK2oade/78hRTVAYBi5n45F8QnA/aUp5Ex5HsuRPZir1sF9xPvo2RlYzhwB3eLocP9nDRrUYdKkMdxV9Lyq69E/e05yd+u6DOnajOgz8Yybs4Y/XhlAoJc7/4wbiE8VVw6dT2LED8v5c/QAPFztf4fC1XjlmaG8++k3LFy+lluaNiQowA/VoHIuJo5TZy+w6vdvAHjilbfZve8QtzR1zB3dNz1Foc7bQzj80ueXLOLVsjaWvEJyjjhmctfVylq9g4zF69ELzfg9fBsR01/m9MCS9eCNgb5EfjiS86M+dtxyoVfphu+3XqLPp+fmkPnSw9aJhoGheLzxAZbzp9ESY6/8mQ5kbNIBy8HtF/W/U8j7/DUUT19cHh6F+eB2yKnYu4gri7HFrZijt9y4vy8h/qPLrdl/1//6obqufw18DTAnbOD/XKvkxqfiHlZyZc491I+8uJKrh04ervjUj6T7n9YKzS3Qm1t/HMXGRz8gdd/pMp/nCAlxSYSWmvUYEhZEQlyiTZn4uCRCw0OIj0vEYDDg6eVBWmo6AJPHfVBc7velP3D6pGPWDNSSkzAElVy9NgQGoiXZdtT0zJKB1ry/l+D59FPFr3N++pmcn6zrr3uPH4f5vP0bTnp6is0VeMU3AC3ddlkFPS3Z2mnTLOgpCWiJF1CDwjHWa4rl1BHrUiuA+cAuDDUbOGSwX89IQfEpOS4Ub3/0jNRyyxqbdaRg4Tf2Cu0/0bNSba68K15+l5wdYGjUnsJlP5b/OdnpaInnMVStb70gYEdaajKqf8ldKqpfgM3dI9YySVhOHAGLBS0pHkvcBdSQCOv7Z09abwcFTLs3Y6zdABww2J8fl4ZbqXOtW6gfeaVmnxo9XPGqF8mt88cD4BroTftZr7B16HTSo0vOtVnHYzHn5ONVP8LmfXtIT0jFr1QOvqF+pCeklCnXoGMT7nz+Pt5/cALmQuutqOnxKZw/fIbk89Zz894VO6nZog6UfX53pctISMXXJg9/MhLKHhf1Ojahz/P38fGDbxXn0axPG87sOU5h0WDgwXV7qdGyboUO9sfGxBMZUfKg2YjwUGJj48stExMTh8FgwNvbi5SUNGJjy9m36K62S33mhZg4/lpgfQjpggXL+O4b63rGWVnZDH9iZPE+J45t49Spiq0fgzxcScjKL36dkJVHoIdLuWWXH4ljTA/bFQ6Ht6vN8HbWyQ5jl+yhqq9jlp3Qs9JsZm0pnn7o2eWfa40N2lC48meb9/69a0rPSEI7dwQ1uBoWBw/2ZySk4V3qOPEO9SeznOPkX9GLt3LvpGH2CO2ysuLT8Cx115RnqB9Z8ZeO+9CibfSe9BgAYc1rU//2NnQb+xAuXu7ouo65wETUrJWVHvfFtNQk1FIz+VW/QPSUi9qEKUmYjx+y1n2J8VjizqOGhmOo2xCnBk1x6dMPxdUNxWiE/Dzyfvnavjmkp+BUaja+6hNgM9vx3zKWs0etbcLUBLTEWNTAMLRzxylcMY/CFdZKwnXIKw4btImNjSciouSupvDwUGJi4sspE0ZMTDwGgwEvL09SUtKKyocwd+7XDB8+ktOnz+EIQd7uxKdnF79OyMghyNv2fPnX9iN8/oT1bq5m1UMoMFlIz8nHz9MNZ6MBgIaRgUQEeHE2KYNGkfa/0yIowJ/4xJLfUEJSCsEBfheV8ePjia8BkJuXx8oNW/HyqMKff6+kacO6uLu5AdCpTUuiDx6Vwf7/UUF8Ki6l6giXMH8K4kvatQYPV6rUj6TFfOukD+cgH5rOHs2+IdPIij4FQFC/jg6d1Q9gjk+xmanvFOKPKd72PGVJzyr+e+rcFYSMebT4terhRvXvJxA//Sfy9h6t9HjLc7P0W6+lz2c5dRQ9zTrmoCXFYT68F0P12g6pN8rtf2eW/30YmrS3eZ6C7eekWfvf1epjObS9UmK9GtbfV8kxopRTl//L2LwzBfOv34eKC1HRLrlOga7rZ4ELwHJd189e/McewaXuPYVnjRCqRAaiOhmoek87LqzYXbzdlJXH/MZPs7jtyyxu+zLJUSeuq4F+gH17DlK9ZiQRVcNwcjJy1719WP3Pepsyq/9Zz30PWa+t3H53j+J1+l3dXHFzty4h0LFLW8wWi82Dfe3JdOQohogIDKEhYDTi2qM7BZtt1zBU/UsatC4dO2A+W9RpUFUUL+sagcaaNTHWqkXhTvuv02o5cxQ1KBzFPxgMRpxadcUcbbsusSl6C4a6TQFQqnihBkWgJ8ehpSZhrNsUVBVUA8a6TdDiHdMp0i6cQPUPRfENAoMRY7NOWA7vLFNOCQxHcfNAO+uYxt2VaDGnUP1CrLe+qwYMjdphPra7TDnFPxTFrQrahZKHzSmefta1+gFc3TFUrYeWYv9bty2njqCGhKMGhoDBiHO77ph2b7UpY9q1GWODZgAoHl4YQiPQEuOwnDyK4u5R/BBoY8MWWGIcczEvbe9JPGqG4F41EMXJQES/9sSVOteas/JY0ugplrd+ieWtXyI16kTxQL971UAUg7UqcYsIwLN2GLnn7b82+ZnoEwRVDyUgIgiDk5HWfTsSvdL2PBPZqDqD3n2SGcOnkpVScnHydPRJ3L3c8fCznqfqd2hM7PELOMLZ6JMEVg/BPyIQg5OBln07sO+iPCIaVeehd4fz1fBpZJfKIy02mdptG6IaVFSjgTptGxB/omLz2LlrL7Vr16B69UicnJwYMOAeFv+9wqbM4r9XMHjwAwD0738na9dtLn5/wIB7cHZ2pnr1SGrXrsGOnXsu+5mLFv1D1y7WNVG7dG7PsePWTri3txdOTtZzwLDHH2Hjpu1kZWVTkRqFeHMuPYeYjFxMFo3lR+PoWqvsUnqnU7LJLDDRLMyn+D2LppOeZ10O41hSJseTsmhfvWKfKXC1tLjTKL5BKN4B1vqrQRssJ8ouW6D4hYBrFbSYEyVvuriDoWheiJsHangdtGTHz0S7EH2SgOoh+BYdJ836tufQStv6I6B6yUSL+t1bkHLG/ssXXCwu+hR+NULwLmrXNuzbjhMro2zK+FYv+Y3V7t6ctKK4f3ngHb7oNIIvOo1g1/fL2TpzkUMG+gEsJ46ihkagBlnbhE4du1O4y7ZNWLhzE8ZGzf+PvbuOs6LqHzj+mbl3u9hOurtDOqQFsTAQUcBCTBBEBARJOxAMVMQADCQEpDuku2OB7e66Mb8/7rK7l13Ch917WX7f9+v1vB7unTN3v8eZOTVnzgCgeHihC66IOTaarM+nkfrio6S99BjZP80ld+tamw/0A5gvn0H1D0HxsbQJ9c06YjxqPWBhPLoLfQ3L+uqWNmEI5oQYy5J7rpY1y9WQKqghVTGdOlDsb9jCvn2HqVGjKpUrW8rPRx7px8qV1ufFypXrGTToIQAefLAPW7ZYjpWXlydLlvzAhAmz2LXLfu9PqF8xgMsJqUQmpmEwmlhz8Byd6le2ShPs7c6/Zy3L0l2ITSbPaMLb3ZmkjOyCp7oiEtO4HJ9KmK991pNvUKcGlyKjiYiOxWAwsHrjdjq3tV4nPjk1DXN+vPN+WcIDvbsBEBzgx77DJzCaTBiMRvYfPi7L+NyG9IPnca0WjHN+uzZgQFsS1hSe46b0bLbXG86uliPZ1XIkafvPWg30oygE9r+H2KX2HezPOnIWpyohOIQFojjo8erXkbT11hOb9P6FS3J53tuK3POWCXWKg57KX40neclG0lbb770Dd0u/9Xb6fIqre0G/VXH3RFergd36fObI84X9b50OXcO2GE+V0P/2C0Fxdsd8pfDl1Ypn0f63G7pKdezeJjRfOWtdlzftgOlY8ZsPSkAoiqsb5vDy+7SzEP/VjWb2o2maSVGU04qiVNI0zeYjm5rJzL7x8+n861gUncqFRVtIOxNJwzcfIunwRSLX3rhh3e/fT3Fwd0F11BPWswWbHp9J2lnbvtTMZDIx+a1ZzP/9S1RV5Y9fl3P29AVee+sFjh46wYZ/tvLbL0v5aM57bNyzjJSUVF59dhwAvn7ezP/9S8xmjdjoOEa9OMGmsV+TEdI+/QzvDz8AVSV71WqM4eG4D30Gw+nT5O7YietDD+HUrq3lbnZaOqkzZlr21evxnf05AObMLFKnTrO84MXWzGZyFn2J66vTUVSVvB1rMUdfwqnfU5guncF4ZDem4/vQ12uG26RvQDOT8+e3aJnpGPdvQ1+7MW4TvwZNw3hiH8YjdrqLbTaTu2weLsMmgqpi2LsBc+wVHLs/hinifEEDyqGx9QuOrnJ5YSqqfyg4OeP69rfk/vElpjOHbJwJQDOTt3o+zoPGgqJiPLQFLT4Sh84PYY66iOmM5fq2ejFvPsU/BOfug9A0DUVRMOxaiRZnh8dszWay53+B29hZoOrI27Iac2Q4zg89jfHiGYwHdmI8shd9wxZ4vP+9Jf2vX6NlWAZos3/9Cve3PwRFwXTxDHkbV9o+D1jK2kNvz6fdwrdQdCqXFm4m/XQkdcc8TMqhC0TfoKz1bVWb2i/3x2wwglnj0Fs/kJeUft30ZcVsMvPrxO94bcF4FJ3Kjt82EXU2gv6vP8qlo+c5vH4fD48bjLOrMy/MGQVAYmQCXz47C81s5vdpPzHql4mgKFw+doFtizbYPA9X8/HbxO95acHbKDqV3b9tJuZsBH1ff4TLRy9wdP1+Box7EidXZ4bNeR2A5MgEvn72Aw6u2k2ttg14e82HaJrGyS2HOLahdAegTCYTr772DqtW/opOVZn/42JOnDjDu5NGs2//Yf7+ex3f/7CIH+d/zqkT20lOTuGJJ0cAlhdA/vHHCo4e3oTRZOKVV8cXDHqU9JsAs97/kp9+nM2rrz5LZkYWz7/wJgB169Tk++8/RdM0Tpw4zbPPjS7VfALoVZWxXesz4s89mM1wf4Mwqvt5MGfHGeoFetG5hmVQds3pKHrWDkYpskyP0Wxm6CLLzWR3Jz3T+jRBb6f3QKCZyVv3C04DR1nK2qPb0BKicGg/AHNMOKZzhwDQ122N6aR1vab6heDYc4jlkWdFxfDvSrRE+w/2m01mlk2cz/AF41B1Knt/20zs2Qh6vP4wEUcvcmL9ftoO6UGNdg0xG41kp2ay+A5YwkczmVk78UceXTAGRady5LctJJyNpMMbDxF95CLn1h+g+ZAeVG5fH7PBRE5aJivfuAOXqjSbyPruM9zHW9qEeZtWY44Ix/nRZzCdP41h306Mh/bg0LgFnp/MB7OZrJ++Kqj77ghmMzl/fIXriCmWttTudZhjLuPYZxCmy2cxHduD6eQB9HWa4fr2nPy21w+QlQ56B1xfm2X5nZwscn760G7LU5pMJl5/fSIrVixAp9Px44+/cfLkWSZMeIMDB46wcuV65s9fzPfff8KxY1tITk5h8OCRALzwwhCqV6/CuHGvMG7cKwD06ze44EXotqLXqbz1YHte/GYVZk3j/la1qRHkw5x/9lIvzJ/ODarwRr97mPL7Fn7ZegQUhcmPdUZRFA5ciGbOP/vQ61RUReGdhzvg5ep88z9aJvnQ8fYrw3lhzBRMZjMP9O5GjaqVmP39QurXrk6Xdq3Ye+gYn337C4oCzRvVY/yrzwHQvdM9/HvwKA8OfQ1FUWjXsmmxGwV3ijcnzWTvwSOkpKTRbcCTjBg2mIf69bR3WFY0k5kz476nySJLmzBq4SYyT0dQdcxA0g+fJ2FN8cHNoircU5ecqARyLsXdMF2ZM5mJmvQVVRdMBlUl+ff15J69TMDrg8g+epb09Xvwfbofnve2RjOZMKWkEzH6MwC8+rbHrVV9dN4eeD9suakUMfpTck7aeOLg3dJvvY0+n65mfVyHvQ5mDVSF3OULMdtpsB+zmbyVP+D81NugqhgPbEKLj8Ch6yOYIy9gOm25NvQN22I8Zn2TSPEPxbnnk2iAApZ35tmj/12U2Uzukq9xee5dy/m1Z73l/Or1BKYr5zAdt9wcc2jaEePBbfaNVdzUnb3QWPmjaDdZu01RlK1AU2APUPC2JE3T+t/KH7idZXzuJO/knbx5ojvcjnqe9g6hVLjWLXkZhfJGrWCfJR1Kk+LmYu8QSoXhtP1e6FZaNm4IunmicmC185271v9/4XT9B+fKja+iine6yqO02QPtHcLtS06xdwSl4t25OTdPVA74aDp7h3Dbnm9ln6eXSps+2P3mie5wAd/eeS+j/F8k/f6qvUMoFbpmd9bA9f9Ccbw72ufb6r9l7xBum79rtr1DKBVVBzrYO4RSYYxIsXcIt82hesDNE5UDWkaWvUO4be4fL7/zX8hVjjxZ+cG7Yuz4Wj9fWmKX8+SGM/vzOWO9fr8CzCqbcIQQQgghhBBCCCGEEEII8V/dymC/XtM0q0XmFUW5O6YLCCGEEEIIIYQQQgghhBB3gesO9iuK8iIwAqimKMqRIps8APu+rUYIIYQQQgghhBBCCCFEuWaWVftL1Y1m9v8KrAZmAEUXzEvXNC2pTKMSQgghhBBCCCGEEEIIIcQtu+5gv6ZpqUAq8LjtwhFCCCGEEEIIIYQQQgghxH+l2jsAIYQQQgghhBBCCCGEEELcnlt5Qa8QQgghhBBCCCGEEEIIUao0WbO/VMnMfiGEEEIIIYQQQgghhBCinJPBfiGEEEIIIYQQQgghhBCinJPBfiGEEEIIIYQQQgghhBCinJM1+4UQQgghhBBCCCGEEELYnNneAdxlZGa/EEIIIYQQQgghhBBCCFHOyWC/EEIIIYQQQgghhBBCCFHOyWC/EEIIIYQQQgghhBBCCFHOyWC/EEIIIYQQQgghhBBCCFHOlfkLept7JZb1n7AJrxRXe4dw246cDrJ3CKWihW+0vUMoFY6e5f+cUpwc7R1CqXBsVcveIdy2gb+vsHcIpeJYlcb2DqFUuLjn2TuE27Y7t5q9QygVxv0n7B3CbdP5edo7hFLxU8pxe4dQKuKzUu0dwm170bmOvUMoFcboDHuHcNueCmxl7xBKRc/nV9o7hFIxz3OtvUO4bRFJd0ed0eH4THuHcNtyPxht7xBKRc+fU+wdQqlY//MT9g7hth0f/Le9QygV9V71s3cI4g5jRrN3CHcVmdkvhBBCCCGEEEIIIYQQQpRzMtgvhBBCCCGEEEIIIYQQQpRzMtgvhBBCCCGEEEIIIYQQQpRzZb5mvxBCCCGEEEIIIYQQQghxLU3W7C9VMrNfCCGEEEIIIYQQQgghhCjnZLBfCCGEEEIIIYQQQgghhCjnZLBfCCGEEEIIIYQQQgghhCjnZM1+IYQQQgghhBBCCCGEEDZntncAdxmZ2S+EEEIIIYQQQgghhBBClHMy2C+EEEIIIYQQQgghhBBClHMy2C+EEEIIIYQQQgghhBBClHOyZr8QQgghhBBCCCGEEEIIm9M0zd4h3FVkZr8QQgghhBBCCCGEEEIIUc7JYL8QQgghhBBCCCGEEEIIUc7d0mC/oihOt/KdEEIIIYQQQgghhBBCCCFs71bX7N8FNLuF70qda/vmBLz9IqgqqX/8Q/K836y2ew7ojt+bwzDGJgKQ8usK0v74p2C76uZK5b+/JnPDLuKmzinrcEvUtktrRk95FZ1O5a9f/2b+7J+ttjdr05hRU16hZt3qjHvhXTas3AxAcFggH34/HVVR0TvoWfT9H/y5YJkdcmDh26UxdaYOQdGpRPyykfAvlpeYLqBvK5p8/wa7e7xN2uELALjXq0S9D4ajd3dB0zT+7Tkec67BluED4NC0Fa7DXgZVJXf9SnKW/FosjWPbLrg89jSapmEKP0/mJ++h+gfiPnYqqAro9OSuWkLumpLzbwu62k1x6j8MVBXDnvUYNi2x2u7Y7xl0NRoCoDg4obh7kTnxSQCch09AV6k2posnyflhms1jL0qt2gDHbk+AqmI8vBXjv6ustjt0fQxdpbr5HxxRXD3J/uwlAFze/A4tPgIAc1oieUs+t2nsV6mV6+HYaSAoKsbjOzDuW2O13aHjI+jCalk+6B1RXD3I/uoN1LBaOHZ8pCCd4h1E3up5mC4cLtX4evbozMcfT0Gnqnz/w0Le/+BLq+2Ojo7M/+EzmjVtSFJSMo8PepFLlyz/XceOGckzTz+GyWzm9dcnsHbdllv6zU8+nsIzTz9GBZ9aBd89/HA/Jk54A03TOHLkBIOfGlmq+QRw69CcgPHPo+hUUn5fQ9I3v1tt93rgXvzHDsMYmwBA8s9/k/p74fFS3VyouvprMtbvInbK3FKP71Y5t22Jz+gRoFPJ+Gs1afMXWW1369cD79eewxRnyUf64mVkLF2NU4vG+Ix6sSCdQ5VKxI+bSvbmnTaN/6p7urRi9JRXUXUqS3/9mx9n/2K1vWl+3VejbjXGvzC5oO67ys3dld+2/MSWf7bx/vhPbRd4Ebr6LXAe+AKKqiNv+2ry1vxWLI2+eUec7rOUr+aIC2R/NxMApweHoW/YGhQF48kD5C623zmlq9kEx77PWMrafRswbF1qtd2xzxDUag0AUBwcUdy8yJr6NGpwFRz7P4vi5AKambzNSzAdtd351KVbe6bMHIdOp+PXBX8w+9N51nE7OvD5VzNp1KQ+yUkpPD/0DSIuRwFQt34t3v/kXTw83DGbzfTuOpDc3Dz+/Hs+AYH+5OTkAvDYA8NJTEgqlXhtWd5+8/WHNG/eGEWBs2cvMnTYa2RmZvHU4IHMmvkOkVExAMyZ8wPf/7CwVPJXlL5hS5wHv2Rph2xeRe7fi4qlcWjVCacHh4CmYbp8nuy50wFQfANwGTYK1ccfgMwPx6ElxJZ6jDejb9IK12dGgqojd8NKcpcWbxM63NMZl4FPW/Jw6TyZn00t3OjiitcnP5K3dzvZ331mu8CvUb9TEwZOfAZVp7J98QbWzF1qtf3eYffR7rFumI0mMpLS+HHMHJIiE6h1T30GTni6IF1Q9RC+fflTDq/da9sMAK06t+SVKS+hqiorF67ily+tz6fGrRvy8uSXqFa3GpNHTGXLyq0F2wJCAhj74SgCQvzRNBgzeBwxEbY/n+D2+q01j60k90w4AMboeKJeeteWoVvx6dKYmlOfQdGpRP+ygUtflNz/9O/bmobfj2Jvj7dIP3yBwIfaU2lE/4Lt7vUqsffesWQcv2Sr0G/ZO9M/ZuuOPfh4V2Dpz1/ZO5zr0tVqilP/oaCoGPaux7D5L6vtjvc9g6761fo7v8/37mAAnIdOQFepFqbwk+TMn27z2K9q3bklr00ZiaqqrFi4ip+/tK6TGrduxKuTX6J63WpMGvEem4tc31svr+PCqYsAxEbGMfaZd2wae1E7jl/k/d82YDZrPNCuEUN7tbbaHp2UxoT5q0jPzsVsNvPKgE50aFgNg8nE5J/WcOpyLCazmfva1GdYrzZ2yoU1z85NqTR5OOhUEhauI+ZL6zEF30e6EvbOEAwxlnZS3PyVJCxcb49QrahV8scQFAXjkW0Y91wzhtDlMXSV6lg+6PPHEL6w9D1dRs1DSygyhvDXFzaNXQhbueFgv6IoQUAo4KIoSlNAyd/kCbiWcWygqgRMeInIYW9jiE2g8m+fk7lpN3nnL1sly1i99boD+b6vPEX2vmNlHur1qKrK2OlvMOLR14mNjuPn1fPYsnY7F/MbcwDREbG8++p0Br/4uNW+8bGJPH3fCxjyDLi4uvD75gVsWbOdhPwGok2pCnVnDmX/wGnkRCXSZs104tfsJ/NMpFUynZszlZ/tTcr+swXfKTqVhl++xNGXviTjxGUcvN0xG4y2zgGoKq7PvUb6u6MwJ8bj+f7X5O3ZgTmisAGqBofi/NAg0sa9hJaZgeJVAQBzciJpb40AowGcXfD67Afy9uxAS7bDsVBUnB54juxv3kVLTcTllfcxHt+DFhdRkCRvxQ8F/3Zo1wc1pFrBZ8PmpRgcnHBo09OmYRejKDh2H0zu4g/R0pNwHjIR07lDaIlRBUkMGxdx9ZaQvlk31MDKhfsb88iZP8m2MV9LUXDs/Di5f32GlpGM82PjMF04gpYUXZDEsPX3wjw07ozqXxEAc8QZcn7Nv9ni5IrL0+9hunyiVMNTVZXPP5tGrz6PExERze5dq1jx91pOniy8Poc+8zjJyanUqdeegQP7M2P6eJ4Y9CJ169Zk4MD7adSkKyEhgaxZvYi69TsA3PA3mzdrhLd3Bas4atSoytgxI+nYaQApKan4+/uWaj7zM0vgpBFceWY8hpgEqvz5KRkbdpN3/opVsvRVW687kO/32lNk7bVffQGAquIz9mXiRozFGBtP8M9fkr1lJ4aL1vVe5trNJM+abfVd7r7DRD/+guVnPD0IWfYjObv32yz0oq7WfS89+jqx0fEsWP0tW9fusKr7YgrqvsdK/I0Xxg7n4O7Svfn1nygqLo+/ROan49CSE3Ab9wXGI7sxRxceCzUgBKdej5L5wRuQlYHi4QWArlo9dNXrkznFcjxcx3yErlYjTGeO2CUfjv2GkfPDe2hpSTi/OAPjyX0FN0sB8lb9WPBvfZteqCFVAdDycsn94wu0xBgUD2+cX5pF9tlDkJNV5mGrqsr0D9/h0QHDiY6KZfWmxaxdvYkzp88XpHl88EOkpqTRtlkv7n+wN++8O4oXho5Cp9Mx+5tZvPz8W5w4dhpvby8MRdodI58dw+FDx0s9XluWt6NGv0t6egYAH74/iZdGPFNwI+C335fz6mtlOCCiqDgPeYXMWWPQkuJxnzIHw4FdmKOKtKcCQ3Hq9zgZU16xXBueFQq2uT4/ltzlv2I8th+cnMEeL2RTVVyHvUrGe6MxJ8XjMeMrDPuuaRMGheL8wCDS3xlpaRMWyQOAy2NDMZ60YxkFKKrK41OG8emT75Eck8S45TM4sm4f0ecKr+/LJy6ypd9YDDl5dHyyBw+NG8y3Iz/hzK7jTO3zJgCuXu5M3fIFJ7baPj+qqvL6tFd44/ExxEfH882qOWxfu4tLZwuPRWxkHNNff5/HXnik2P7jPxvLT5//yr5t+3FxdcZsttML/m6z36rl5HH5wZdsFe31qQq1Zw7j4MCp5EYl0mLNDOLX7COrhD5fxWd7k7r/TMF3sX9uJ/bP7QC41a1Io/lv3pED/QAD+nTniYf68/Z7H9o7lOtTVJwGPEv2vMmWPt/I9zGe2Gvd5/u7SJ+vbZ+C+hvAsGUpBkcnHFr3sGnYRamqyqhpr/La428SFx3PvFVz2b52J+FW13cs016fxeMvDCy2f25OHk/3eM6WIZfIZDYzY+E6vnp1IIHeHgya8ROdGlWneohfQZpvV+2iR/PaDOzUlPNRCYyc/SerGz7Puv2nMRhN/DHxGbLzDDz47vf0alGXUD8vO+YIUFUqTX2eM09MwhCdSN2VH5Cydg85ZyOskiWv2M7ld761U5AlUBQcuz9J7m8fWcYQBk/EdP6aMYRNRcYQmnZDDaxUuL8xj5wf37VpyOLWmJEX9Jammy3j0xP4EAgDPiryvzeAt8s2NHBuVBvD5WgMETFgMJK2agtuXe+55f2d6tVA51eBrB0HyjDKG2vQtC4R4RFEXo7CaDCyZtl6Ovdsb5UmOiKGsyfPYzabrb43GowY8izFlKOTA4pqv1cseDWrQdbFGLIvxaEZTMQs3UlArxbF0tV4ayAXZy/HnFM4a9+3cyPST1wm44SlsWtIzgA7NMT1Netijo7EHBsNRiN52zfi2Mr6WDh170fu6r/QMi0daC01xbLBaLQM9AOKgwMo9jsWaqWamBOi0ZJiwWTEeGg7+vqtrpte36QDxkPbCj6bzh2F3GxbhHpDanA1tJQ4tNR4MJswntyDrmbT66bX1WuD8eRuG0Z4c2pgFbTUOLS0BEsezuxFV63RddPrarXEeGZf8e9rNsMUfrzgHCstrVo25fz5cC5evIzBYOC335bRv5/1TZ7+/Xrw00+WGfB//rmSrl3a53/fk99+W0ZeXh7h4Vc4fz6cVi2b3vA3VVVl1swJvDVuqtXfGD7sCebOnU9KSioA8fGlf5PMuVEt8i5FYbiSX1+s3Ir7vf+hvqhfA71fBbK226++AHBsUBtjRBTGSEs5lblmMy6d2/3n33G9tyM5O/ai5c9etrX6TetyJTySyMvRGA1G1i7bQKcS6r5zJ8+XODBTp1EtfP182L3F9jNMr9JVrY05LgotIQZMRgz7NqNvbH1OObTvTd7mFZCVX2ekp+Zv0VAcHEGvB70Dik6PlpZs4xxYqGE1MCfFoCXHgcmI6cgO9HWL199X6Ru1x3h4BwBaYjRaomWGuJaejJaRiuLmaZO4mzZvSPiFy1y+FIHBYGDZn6vp2aerVZpefbry28KlAPy9bC0dOllmynXq2o6Tx85w4thpAJKTU4u1sUqbrcvbqwP9AM4uzmg2HDDXVa+DOTYSLT7acm3s3oRD87ZWaRy79CV3/fLCayMtBQA1pDKoOstAP0BuDuTZvpzS1aiDOSYSc5ylrDXs2IhjC+uy1une+8j9Z2lhmzA/DwC6arVQvXwwHC5ep9tS1SY1iLsUQ8KVOEwGI/tW7KBxD+vr+8yu4xhy8gC4ePAMFYJ8iv1O8z5tOLb5YEE6W6rbtA6R4ZFE59cXG5Zton1P6/MpJiKWCycvoF1TX1SuWRmdXse+bZbzKTsrh1w71Xu322+9U3jm9/ly8vt8cUt34t+rZbF01d56lEuzl1n1+YoKfKA9sUvt82ThrWjRpCFenh72DuOG1Io1MCcW6fMd3o6+3o36fO0xHt5e8Nl03v59vrpN6xARHklUwfW9kQ4lXN/nT15AK+N6+nYcC4+mYoA3Yf4VcNDr6NmyDpuPnLNKoyiQmV+GZuTk4l/BPf97hexcA0aTmdw8Iw56He4ujjbPw7XcmtQkNzyavMuxaAYjScu2U6FH65vvaGdqcDW05CJjCKf+RVejyXXT6+q2xnjyX9sFKMQd4oYjlpqm/ahpWhfgaU3Tumqa1iX/f/01TVtyo31Lgz7AF2NMfMFnY2wCDoHFZ4S692hP5aVzCf50PPqg/LurioL/2OdIeH9esfS25B/kT0xkXMHnuOh4AoL8b3n/wJAAFm+Yz6r9S/hx9i/2mdUPOAf5kBNV+LdzopJwuqaz4NGwCs4hviSsP2j1vWv1YNCg2aJxtFk3gyov9bNJzNdSfPwwJRQeC3NiPKqvn1UaXUgYakhFPKbPxnPmHByaFjaoVF9/PD/5ngrf/k7OX7/aZ1Y/oHj6oKUkFHzWUhNRvEqeKa1U8EfxCbAM8N9hFA9vtLTCpRO09CQUd++S03r6onr5Yb50svBLvQNOT03EafA7N7xJUJYUd2+09MIBPC0j5fp58PCx5OHKqWLb9LVaYDxT+oOaIaFBXIkonOUQERlNSEjQddOYTCZSU9Pw9fUmJKSEfUODbvibL414hhV/ryUmJs7qb9SsWY1ataqxdfNSdmxbQc8enUs7qzgE+mKMKbwujDEl1xcePdpRZfmXhHz+tlV9EfjWcOJm2re+AND7+2Es8t/PFBePLqB4Ply7diB48Tf4vT8RXWDxOsWtZ2cy12ws01hvJCDIn9hidZ/fDfYopCgKr08ayadTvrx54jKkVPDFnFzYBtGSE1ArWOdBDQxDDQzF9c2PcR37Kbr6lkE204WTGE8fxuP9hXh8sBDj8f2YY6yfMrEVxdMHLbWwvtLSkm5QZ/ih+ARgvlD8CRc1rIblpkWSbZbHCAoOJDIypuBzdFQMQcEBxdJE5acxmUykpaXj41OB6jUqo6Gx8M9vWLvlD0a8MtRqv0++nMa6bUt4/c0XSi1eW5e3APO+/ZjIK4eoU7sGs7/8vuD7Bx/ow4H961i86BvCwkJKLY9XKd5+aEmF14Y5KR7F+5prIygMXXAYbhM+w23SF+gbWgYL1eAwtKxMXF95F/f3vsL5sefsMoFC9fHHnHhNHnyty1I1uCK6kDA83vsCj2lz0DfJbxMqCi5PjSBrgf2W5rqqQqAPyUXa58nRSVQooe67qt3AbhzffLDY9y36tWPv8u0l7FH2/IL8iIsqPBbx0fH432J9UbFaGBlpmUz99l3mrfmKF995DtVOk6Nuq98KKE6OVPr9cyou+gS3bva7SeAU5ENukXMqNyqxWJ/PvWFVnEL8SFxf/Fy6KvD+e4j9a0eZxfn/geLli5ZSpP5OTUTxKn6zDvL7fN6Bd1yfzz/Ij7ioou3BBPz/w1iIo5Mj362ayzcrZtOh53+f/FJa4pIzCPIuvDkUWMGDuOQMqzQv3NeOlf+eoMdbcxk5+0/eerQbAPc2q4WLkwPdx86h19tf81T3lni5udg0/pI4BvuQF13Yd8qLScQxuPj5VaH3PdRb9ynVvh6DQ/Ctlc1lSXGvgJZedAwh+eZjCJevGUMYPBGnQePR1bDPGIIQtnCrraEwRVE8FYt5iqIcUBTlus+DKYrynKIo+xRF2bc4pWw7txmbd3Ox2xAuDXiRrJ0HCZoxGoAKj99H5tY9BWszl1exUXE82u1p7r/nUe4b2Asfv5ILMrtTFGpPforT7/5cfJNOh3fr2hwdMZs9/ScR0KclPh0a2CHIW6DToQsOI33Cq2R8PAXXEW+iuFruypsT40l7fSgpLz6BU5deKF536LEoQt+kPcYju0C7c2dK3Apd3dYYT++zetQ/Z+5ochdMIW/51zh0ewKlwq03HO1BV6sFxrMHii9X4OqJ6huK+VLpLilha8HBgTz80H1WA05X6XV6atSoStd7H2bQ4BF8NfcDvLxsMzu4qPRN/3K+y9OE93+JrB0HCZ41CoAKg/qSsWVfwRq6d7rsrbuJvO9Joh99jpx/9+M3ZYzVdp2fDw41qpK9y74zTv9Xjzz9ADs27CYuOv7mie1N1aEGhJL10Ztkz5uBy5OvgYsbin8IanBF0t8aRPrYJ9DVaYyuxh1a7xWhb9gO07HdxeoMxaMCTg+/TO6SOfZZcuU/0un0tGrTjJeeHcP9vZ6k93330r6jZdb/S8+OoWu7AQzo/SSt72nOI4/1v8mv3bmGP/sGFSs34+Spswx8xJKPv1euo3rNNjRr3p3167fyw3ef2ic4VYcaGErm9DfImjMNl2FvgKsbqDr0tRuQvfBrMiaNQA0IxqGjnZcVvB6dDjU4jPR3XyPzsym4PT8axdUdp54DMBzYbXXDozxoPaADlRtVY+031u+c8vSvQGjtShy3wxI+t0un19GoVQO+fO9rnu8zgpBKwfQeeIeeT1y/3wpwsdtTXH7kFWJGzyJg3As4VAy2Y6Q3oCjUnPwU595dcN0kns1qYMrOI/OUfW5y/3+kb9we49Hy3+e71kOtH2dYnxd596VpvDr5JUIrl/4N7NLyz96T9L+nAWtnvsjskQ/xzg+rMJs1jl2MRlUU1s56kVVTn+Wn9XuJiE+xd7i3JGXdXo7e8xwnur9G2tZDVP30FXuH9J/o6rSyPFVfdAzh6zfJ/WkKeX9/g0PXx+/4MQQh/le3Otg/VNO0NKAH4AsMBmZeL7Gmad9omtZC07QWj1ao+D8HZ4xLRF/kzq8+0A/DNYMx5pR0NIPl8cHUP/7BqX5NAJyb1KXCE/2puv5H/McMx+P+bvi98cz/HMv/Kj4mnqDQwploAcH+xMX8985BQmwi509dpGnrxqUZ3i3LiUnCOaRwdopziA+5MYV3VPXuzrjXCaPlkol02PsFXs1r0GTBaDwbVyM3OpHkXScxJKVjzs4jYf0hPBtWsXketKQEdH6Fx0L19cecaH0zyJwYT97eHWAyYY6LwRx1BTUkzPp3khMxXb6Ivt71l2spS1paEkqR2aWKl6/VrM2i9E3aWy3hcyfR0pNRPAtnDygePmgZJS9zoa/bCtM1j99pGSmW/0+Nx3z5lPV6/jaiZSSjeBTe9FHcK1w/D7VaYCph9r6+VgtM5w9BGTy6GhUZQ8UiszrDQoOJioq5bhqdToeXlyeJiclERZWwb2TMdX+zaZMGVK9ehdMnd3DuzG5cXV04dcIySzAiMpoVK9ZiNBoJD7/C2bMXqFmjKqXJEJtoNUNOH3S9+sKybnfK72twblADAJcmdfF+8j6qb/wB/7eG4TmgG/6jny7V+G6VMT4BfVBhOaUL8McUd00+UtMgv97L+Gs1jnVqWW137d6JrE07wGgq+4CvIy4mnsBidd+t3Xxv2KI+A4c+yPI9v/HapBH0eaQXI99+vqxCvS4tJRHVu7ANonj7YU6xzoOWnIDxyG4wm9ASYzHHRaAGhOLQtC2mC6csS5Tk5mA8tg9dtbq2zoIlxmtm8l87078oXaN2GI9cM7vXyQWnp8aRt24h5itnS9yvLMRExxIaWjiLPTgkiJjouGJpQvLT6HQ6PD09SEpKIToqht0795GUlEJ2dg4b122lYeN6+ftYfiMzI4slf6ykSbOGpRKvLcvbosxmM7/9towHH+gLQFJSMnl5lmUEvvv+V5qVUv6K0pITUHwKrw3Vxx8t+Zr2VFI8hgM7wWRCi4/BHBOBLjAMLSke0+XzliWAzGYM+3egq1Kz1GO8GXNSPKrvNXlItG6fa4nxGIq0CU3RV1CDQ9HVqodz7wfw/HIRLoNfxKljD1wG2WdN6ZTYJLyLtM+9g31IKeHGdZ12Dek98kHmDJ+FMc/6vVkt7mvLoTV7MNupzkiISSAgpPBY+Af7E3+L9UV8dDznjp8n+nI0JpOZbWt2UKuh7c8nuL1+69X9AQwRMWTtOYJT3eo2iLq43JgknIqcU04hvlZ9Pp27M251KtJ0ySTu2Tsbz+Y1abRgDB6NC98PFjCgnczqLwVaaiJKhSL1t5cvWmrJL5TXN26H8fCd1+eLj0kgIKRoe9CP+P8wFpKQXxZEXY7m4K5D1Mxvu9tagLc7McnpBZ9jU9IJ8Ha3SvPXjqP0aF4bgMbVQsk1GknJyGL13pO0q18VB50OH083mlQP5fgl67rcHvKik3AsMlPfMciXvGjr88uUko6WX2ckLFyPa0P7lEtFaRkpKB5FxxC8r9//rnOTMYQrp1ADKpWwp7AH8136v1uhKEovRVFOK4pyTlGUt0rY/oaiKCcURTmiKMoGRVFuOvh1q4P9V1/M2wdYoGna8SLflZmco6dxqByCPjQQHPR49ulE5ibrNbt1/oUXunvXNuRdsKwLHzPmfS52e4qL9w4h/v15pC/bQMLHP2Brxw+domLVioRUDEbvoKfn/feyZc2tNX4Cgv1xcras5+bh5UGTVo24dM1Lnmwl7eB5XKsF4VLJH8VBR9CAtsStKXzxozE9m831nmNby5fZ1vJlUvef49BTH5J2+AIJm47gXrcSqosjik7Fu21dMq55yZMtGM+eQg0OQw0IAr0ex/ZdLZ24Igz/bsehQRMAFA8v1JCKmGOjLI92O1qOheLmjr5uQ8yR9pmtYr5yFtUvGMU7AHR69E3aYzpRfBBZ8Q9FcXHHfOm0HaK8OXP0RRTvABQvP8tMv7qtMJ0r/jiw4hMEzm6YI4usi+jkCrr894u7uKOG1sScEFVs37Jmjr2EUiEAxdPXkodaLTFdKP4CTsU70JKH6AvFtunKaAkfgL37DlGjRlWqVKmIg4MDAwfez4q/11qlWfH3WgYPtrzw7qGH+rJp846C7wcOvB9HR0eqVKlIjRpV2bP34HV/c9XqDYRVakqNWm2oUasNWVnZ1KlnWY96+fJ/6NTJsj6nr683NWtW48LF0i3Lco6ewbFKCA5h+fVF345kbLi2vii8MePerXXBy3ujR3/A+c5Pc77rM8TP/I60pRuI/3B+qcZ3q/KOn0ZfMRR9iKWccuvZmewt1mve6vwK6z2XTvdgCLf+b+nWqyuZ/9hvCR+AE4dOUbFqWEHd1+P+bmxdc2tLREx46T3ua/Ew/VsN5NPJc1j1+z/Mnv51GUdcnCn8NGpAKIpvIOj0OLTojPGw9TllOLwTXS3LjV/FzRM1IAwtIRpzUjz6Wo1AVfPLhoaYY+xTf5sjz6H6FtYZukbtMJ4q/tSH4heC4uKG+XLhyxbR6XEe9CbGg1swHbftO1MOHThG1eqVqVg5FAcHB+5/qDdrVm+ySrNm9SYGPj4AgPvu78H2rZYO3eYNO6hbrxYuLs7odDratGvJmdPn0Ol0+PhUAECv19O9ZydOn7Rec/d/ZcvyFqB69SoFv9vvvh6cPm3JR1CRm4X9+vXg1KnSyV9Rpgun0AWFovgHWa6NNl0sA/tFGPfvQF+3CQCKuydqUBjm+GhMF06juLoXvMxaX68p5kjbv8DTdO60VZvQoV1X8vZZ5yFv73b09ZsAljahLrgi5thosj6fRuqLj5L20mNk/zSX3K1ryf7lG5vnASD88DkCqgTjGxaAzkFPi37tOLzO+vquWL8KT05/jjnDZ5GemFbsN1r2b8eeFfZZwgfg1KFThFUNJbhiEHoHPd3u78KOtbe21vupQ6dx93LHy8dyPjVr15TwM/Z5Iezt9FtVT3fLO8EAtYInLs3qFXuxr62kHzyPa7VgnPP7fAED2pKwpvCcMqVns73ecHa1HMmuliNJ23+WI0+9T/rh/DauohDY/x5il8pg/+0yR1jX3/rG7TGdLF99vuLXd1e2r911S/t6eLnj4Gi5Lry8PWnYsoHdru/6lYO5HJdMZEIKBqOJNXtP0amR9Y2HYB9P/j1luW4vRCeSZzDi7eFKsI8ne05bvs/OzePohWiqlvDuFFvLPHwW56rBOFYMQHHQ43N/e1LW7bFK4xBQ2Heq0KMlOUVe/m4vljGEwMIxhDqtMZ07VCxdwRhC1PnCL0saQ0iMtk3gQlyHoig64EugN1APeFxRlHrXJDsItNA0rRHwB/D+zX5Xf4t/f7+iKGuBqsA4RVE8uPWbFP87k5n4qXMImzcNVJW0JWvJO3cJ35cHk3PsLJmbduP95P24dW0DRhOm1HRixn1U5mH9FyaTiVlvf8yXCz9G1aksX7SSC2cu8sKbwzhx+BRb1+6gXuM6fPT9dDwreNCxezteeHMYj3QeTNWalXlj0kg0zfLCl5++Wsi5U8UHC21BM5k5Ne4Hmi16G0WnErlwE5mnI6g+5hHSDl8gvsjA/7WMqZlc+molbf6ZBkD8+oPF1vW3CbOJrG8/xWPSh6Cq5G5YhelKOC6PD8V47hSGvTsxHNyDQ5OWeH3+I5rZTPaPc9HS09A3boHr0yO4ejByli7GdNk+xwKzmdyl3+Ly7CRQVQx7NmCOvYJjj8cxRZwrGPh3aNIe46HinTeXF6ehBoSCkzOu478l9/cvMZ05ZONMAJqZvHW/4DRwFCgqxqPb0BKicGg/AHNMeEGlra/butgdedUvBMeeQyyPqioqhn9XoiXafrAfzUze5sU4DXjFkocTO9GSonFo0w9z7CVMFy0D//paLUuc1a94+KJ4+GCOKJvZsiaTiVdfe4dVK39Fp6rM/3ExJ06c4d1Jo9m3/zB//72O739YxI/zP+fUie0kJ6fwxJMjADhx4gx//LGCo4c3YTSZeOXV8QUvuCzpN29kzdrNdL+3E0cOb8JkMjF23HskJZXyy0pNZmKnzKXid1NBp5L6x1ryzl3G75UnyTl2loyN/+Lz1P24d22NZjJhSkkn+q2PSzeG0mAykzTrCwK+nAmqSsbyfzBcuITXC0PIO3GG7K278HjsAVw63WOZbZqaTsKkwrpeFxyILtCf3P3FbzrZkslk4oO3P+GLhR+hK6j7wnn+zWGcLFL3ffD9NDwreNChe1uee3Moj3Z+yq5xWzGbyVn0Ja6vTkdRVfJ2rMUcfQmnfk9hunQG45HdmI7vQ1+vGW6TvgHNTM6f36JlpmPcvw197ca4TfwaNA3jiX0Yj9jp5WBmM3krvsP56fGWcurAJrS4CBy6PYo58jym/IF/faN2GI9cc2OpwT2oVeqid/VA36wLAHl/fok5OrzMwzaZTLz95jQW/vktOp3Kop//4sypc7z59kgOHzzO2tWbWPjTn3zx9Sx2HviHlOQUXhhqWRIjNTWNr7/8kdUbf0PTNDas28qGtVtxcXVh4ZJv0Tvo0ak6tm3Zxc8//l5q8dqqvFUUhR+++xQPT3cUReHIkRO8NHIcAC+PHMp99/XAaDSRnJTC0OGvlUr+rJjNZC/4Arc3Z1naIVtXY468hNODT2O6eBrjwV0Yj+5F37AF7jO/B7OJnEXfoGVYBppzFn6N21sfggKm8LPkbVpZ+jHeNA8msr77DPfxH4CqkrdpNeaIcJwffQbT+dMY9u3EeGgPDo1b4PnJfDCbyfrpq4I83CnMJjOLJn7HqwvGo+pUdvy2ieizEfR7/VEuHT3PkfX7eGjcYJxcnXlujmXpuqTIBOY8OwsA3zB/vIP9OLv7hN3yYDKZ+fSdL/jw11moqsqqxasJP3OJoaOf5vTh0+xYt4s6jWsz9bvJeHi507b7PQwdNYQhXYdhNpuZM+VrPl38IYoCp4+eZcWvdjif4Lb6rY7VKhI4+RUwa6AqJH37m90G+zWTmTPjvqfJovEoOpWo/D5f1TEDST98noQb9PkAKtxTl5yoBHIuxd0wnb29OWkmew8eISUljW4DnmTEsME81O8OWwLKbCZ32Txchk20lLV78/t83R/DFHG+YODfobH1i3mvcnlhKqp/fp/v7W/J/cP2fT6Tycwn73zBx7/OQqfq+Hvxai6eCWf46Kc5dfgM29ftpE7j2sz4bgoeXu60634Pw0c9zZNdh1K5ZmXGzHwds6ahKgo/z15I+Fn7DPbrdSpvPXovL37+B2azmfvbNqRGiB9zlm+nXuUgOjeuwRsPdWbKz2v4ZcM+UGDykN4oisKjnZoyccFqHpz8PWjQv20DaoUF3PyPljWTmcsTvqXWL5NA1ZG4eD05Z64QMvpxMg+fI3XdXgKG9qVC91ZoJhPGlAzCX//c3lFb+t/rf8bp4TdAVTEe3Y6WGIVDu/wxhPOHACw3AU5Z37xQfYNx7DGkYEzH8O8q+4whCGGtFXBO07QLAIqiLALuBwoaZ5qmFZ3xtBt48mY/qmi3sPaqoigq0ARwAJwAPyBU07Qvbrbvmbq97vzFXW/BYykZN090h5tpDrt5onKgRdu74+6rYw3739G/XapfBXuHUDqcnewdwW3zfHOFvUMoFceq2GepstLm4p5n7xBu20PRufYOoVRs7O9q7xBum87P9u+4KAs1vizf7ya5Kj4r1d4h3LbER+vYO4RSYc6x33JlpeWtvXfHesEnDSUvL1LezPN0sHcIty0i6e6oMzocv+6qweVG7gejb56oHOj5c4q9QygV639+wt4h3Lbjg/+2dwilot6r5X8sxPXN78t8tZP/T/pVuu+uGDu+1orLf9/wPFEU5WGgl6Zpw/M/DwZaa5o28jrpZwMxmqZNvdHv3urM/qHAq0AYcAhoA+wCbjrYL4QQQgghhBBCCCGEEEJcS+OuHOtHUZTngKIvd/pG07T/af1HRVGeBFoAnW6W9lYH+18FWgK7NU3roihKHWD6/xKcEEIIIYQQQgghhBBCCHG3yh/Yv9HgfiRQscjnsPzvrCiKci8wHuikadpNH8G/1Rf05mialpP/B5w0TTsF1L7FfYUQQgghhBBCCCGEEEIIYbEXqKkoSlVFURyBx4DlRRMoitIU+Bror2naLb0U51Zn9kcoilIBWAqsUxQlGbDP21GEEEIIIYQQQgghhBBCiHJK0zSjoigjgTWADvhe07TjiqJMAfZpmrYc+ABwB35XFAXgsqZp/W/0u7c02K9p2gP5/3xXUZRNgBfwz/+WFSGEEEIIIYQQQgghhBD/35nv0jX7b4WmaauAVdd8N7HIv+/9r795qzP7i/7BLf91HyGEEEIIIYQQQgghhBBClJ1bXbNfCCGEEEIIIYQQQgghhBB3KBnsF0IIIYQQQgghhBBCCCHKORnsF0IIIYQQQgghhBBCCCHKuf+8Zr8QQgghhBBCCCGEEEIIcbs07f/vC3rLgszsF0IIIYQQQgghhBBCCCHKORnsF0IIIYQQQgghhBBCCCHKORnsF0IIIYQQQgghhBBCCCHKOVmzXwghhBBCCCGEEEIIIYTNme0dwF1GZvYLIYQQQgghhBBCCCGEEOVcmc/sX5/hV9Z/wiaS86LtHcJta9k5xt4hlApFf3fco1KrV7J3CLfNuP+kvUMoFYqLo71DuG3eLu72DqFU6PUme4cg8hm0u+NYpB4w2juE2+bkGWfvEEpFel62vUMoFTUqhNg7hNt2ZYeLvUMoFaqi2TuE2xZnzrF3CKWio0OgvUMoFXp9gr1DuG3+rndHWZv7wWh7h3DbnN780N4hlIpeiybYO4RSYfj1N3uHcNtqdrk72ufGM1n2DkGIu9rdMWoqhBBCCCGEEEIIIYQQQvw/Jmv2CyGEEEIIIYQQQgghhLA5jfL/tOadRGb2CyGEEEIIIYQQQgghhBDlnAz2CyGEEEIIIYQQQgghhBDlnAz2CyGEEEIIIYQQQgghhBDlnKzZL4QQQgghhBBCCCGEEMLmzLJmf6mSmf1CCCGEEEIIIYQQQgghRDkng/1CCCGEEEIIIYQQQgghRDkng/1CCCGEEEIIIYQQQgghRDkng/1CCCGEEEIIIYQQQgghRDknL+gVQgghhBBCCCGEEEIIYXOaJi/oLU0ys18IIYQQQgghhBBCCCGEKOdksF8IIYQQQgghhBBCCCGEKOdksF8IIYQQQgghhBBCCCGEKOdkzX4hhBBCCCGEEEIIIYQQNmdG1uwvTXf8YH/Fzo1o/+5gVJ3KiYWbOThnhdX2+k92pcGQ7mgmM4bMHDa/9R3JZ6OoOaAtTV/oW5DOt25Ffuv9DoknLtsk7o5d2zJpxlhUVWXxz3/x1WffW213dHTgoznTaNC4LinJqYwcNobIK1Ho9XpmfjaJ+o3qotfrWLJ4BXM/tezr4enBrM8mUatuDTRNY8zLkzi474hN8gOgb9IK16EjQdWRu2EluX/9WiyNQ9vOuAx8GtAwhZ8n89OphRtdXPH67Efy9mwne95nNou7KH3jlrg8bclD3saV5C5bWCyNQ5vOOD8yBDQwXTpP1heWPHgtXI/58kUAzAmxZH7wjk1jL2pHeDwfbD6J2QwDGoQxtFU1q+0fbj7J3ogkAHIMJpKy89g24l4APtt2mm0X4wF4tnV1etYOtm3wRejqt8D5sRdRVJW8bf+Q98/iYmn0LTri1G8woGG+coHseTPR1W6M86MvFKRRgyqS/c10jId22jB6C13dZjg/+ByoKoZda8lb/0exNPqm7XHs/QRoGubIi+Qs+BAAx/5Po6/XEoC8NYswHtxm09i7duvAtFnj0elUfl7wO59/8q3VdkdHB778+n0aN6lPUlIKzz7zOlcuR1KxUig79qzi/FnL9bBv32HefH0SAIv/nEdAoD96vY7du/YzdtRkzGazTfLj2r4FfuNeAJ2OtD9WkzLvN6vtHgO64zd6OMa4RABSf1lO2p//AFD96CryzoYDYIyKI3rkuzaJuSTObVviM3oE6FQy/lpN2vxFVtvd+vXA+7XnMMUlAJC+eBkZS1fj1KIxPqNeLEjnUKUS8eOmkr3Z9tcFQNsurRn73muoOh1//bKC72f/ZLW9WZsmjJnyKjXrVWfsC5NY//cmAGrXr8n4WW/i7uGKyWRm3mc/smbZBntkAed7WlJh1EugqmQuW0X6j9bHwvW+nlR45TlM8ZZjkfHbMjKXrQLA6+XncGnfGhSFnH/3k/LRlzaP/yrHlq1wf+llUFVyVq0ka1Hx+tupUxfchjwNmobx/HnSpr8HgNeM93GoVw/DsaOkjh9n07jv7d6R9z+YhE6n8uP8xXz80VdW2x0dHfl23kc0adqApKQUhgweyeXLkTRv0ZgvZk8HQEFh+vRPWbF8LaGhwXw77yMCAvzQNI0fvl/InDnzbZqnotp3uYfx00ah6lT++HkZ337xo9X2Fm2aMm7qG9SuV4NRz41nzd8b7RRpce4dmxE80VL3Jf+2loSvrOu+Cg91I+itoRhiLeVt0oK/Sf5tLQ4h/lT6ajyoKopeR+KCv0n+dbU9soBbx+YETXgORaeSvHgtiV//brXd66F7CRw7FOPVPPy0gpT8PITNfQdFVUGvI3nBCpIX2icPAE07NWPYu8+i6lTWL1rHkjnWx6L/8Pu59/EemIwm0pLSmD36M+IjLe3ACQvepXbT2pzcd5Jpz0yxQ/QWNTs1os/Ep1B1KvsXb2LrXOv+XstB3Wg9uDua2UxeZi5Lx80j/lwkLhXceXzuq4Q2qs7BP7by96T59slAPpd2LfAd+yKKTiVtyT+kfmfdrnW/vzu+bzxb0A5JW7iM9CWWdoguyB//yW+gD/IHTSNmxDsYo2JtngewXN8hk561XN+L1xFfwvUdPO6Zgus7ccFKkhevxbluVUKnjkB1d0Uzm4if/RupK7fbIwvoajXFqf9QUFQMe9dj2PyX1XbH+55BV70BAIqDE4q7F5nvDgbAeegEdJVqYQo/Sc786TaP/Va9M/1jtu7Yg493BZb+/NXNd7CT6p0a0XPSYBSdysFFm9l5zfXdbFA3Wj7VHbPJTF5WDivHfUfC2UhCGlej74zhACgKbPl0CafX7LNHFoC7o98KoG/YEufBlratYfMqcv9eVCyNQ6tOOD04BDQN0+XzZM/Nb1P5BuAybBSqjz8AmR+OQ0uwfTl1txwLIcrSDQf7FUXxudF2TdOSSjeca/6+qtBx6hBWPDGTjOgkHv57CuHr9pN8NqogzZmluzj+s6XzU6V7M9pNfJK/B7/P2aU7ObvUctH61Amj97zXbTbQr6oqU95/m8EPPU9MVCzL1v/K+n82c+70hYI0A598gNSUNLq07Md9D/TirUmv8fLwMfS5vzuOjo707vAwzi7OrNu5hOV//kPklSgmzRjDlg07GPHMaBwc9Di7uNgkP/mZwvXZV8mYMhpzYjwes77CsHcH5ohLhUmCQ3F+YBDp40eiZWageFaw+gmXx4diPHHYdjFfS1FxGfoqmdPetORhxlcY9u3EHFkkD0GhOA14goyJLxfPQ14e6WOftX3c1zCZNWZuPMHcB1sS6OHMoF930al6ANV93QvSjO5ct+DfCw9e4nR8GgDbLsRxMi6NRU+2xWAyM/z3PbSr4o+7kx3u+ykqLk+MJPOTt9CSE3Ab/wXGw7swRxdep2pACE69HyNz1uuQlYHiUQEA0+nDZE7JH9R09cBj+g8YT+y3Sx6cH3mRrC/fQUtJxHX0JxiP/Ys55kphEv8QHLs/QtYnb0J2Joq7FwC6ei3QhVUn6/2XQe+A68szMJ7cBznZNgldVVVmfjSRRwY8Q1RkLGs3/cE/qzZy5vT5gjSDnnqElJQ0WjXtwYCH+jBx8miefeZ1AMIvXqZLhwHFfnfY06+SkZ4JwA8/fU7/B3qx9M9VtsgQ/u+8ROTwcRhjE6i4+AsyN+3GcN663E9fvZWEacUHXbXcPK48OKLs47wZVcVn7MvEjRiLMTae4J+/JHvLTgwXrfORuXYzybNmW32Xu+8w0Y9bGrCqpwchy34kZ7cdrgss59fbM0bz/MBXiY2O49d/vmPz2m1cOBNekCYmMoYJr05lyIgnrPbNyc7hnZencPliBP6Bfixc+z07N/1LelqGrTOB95hXiBs5BlNsPIE/ziF76y6MFy9ZJctat5mUD76w+s6xUT2cGtcn5nFLnRHw7Wc4NWtM7gE71IGqiscrr5E8ZhTm+Hi853xN7q4dmC4V5kMXGorr44NIfuUltIwMlAoVCrZl/bYIxdkZl/v62ThslY8/mUL/+wYTGRnD1m3LWLVyPadOnStIM+TpgaSkpNK4YRcefvg+3pv6FkOeepkTx0/ToV1/TCYTgUH+7N69ilUrN2A0GRk3bhqHDx3H3d2NbTtWsHHjdqvftGX+Js4aw9BHRhIbFcvva39k45qtnD9zsSBNdGQM416ZzNART9o8vhtSVUImv8jFp97BGJNItaWfkL7+X3LPXbFKlrpyG9HvWg9AGeOTufDwaLQ8I6qrMzX++ZL09f9ijCvTLkVxqkrwuy9yacg7GGISqPbXJ6Rv2E3eNXlIW7mVmMnWeTDEJxP+yCi0PCOKqzPVV88hfYMd8oDlPHpu6gu8O2gCidGJvL/iY/as+5eIs4X5uHD8AqP7vkFeTi49n+zNU28/w0cvvQ/A0q+X4OTiRM9BvW0e+1WKqtBvyjP88OQM0mISeWH5VE6uO0D8uciCNEeW7WTvL5abvnXubUbvCU+yYMgsjLkGNnz0BwG1wwisVdFeWbBQVfzGjyT6ubcwxiQQuugLsjbtwnDBuv7OWLOFxOnF2yEB08eQ8u1CsncdQHFxBs1OMxxVlZApL3Bx8ASMMYlUX/Yxade5vqMmfW31nTknlyujPiYvPBp9gA81VnxC+taDmPPbhTajqDgNeJbseZPRUhNxGfk+xhN70eIiCpLk/f1Dwb8d2vZBDala8NmwZSkGRyccWvewadj/1YA+3Xniof68/d6H9g7luhRVodd7T/PLoBmkxSQxfPl7nFl/gISzhdf3sWU7OZB/fde6txnd3xnEwiHvE3c6gnn93kEzmXEPqMBzq6dzZv0BNJNtJhFdk5Hy328FS991yCtkzhqDlhSP+5Q5GA7swhxVZDwkMBSnfo+TMeUVSz6KjIe4Pj+W3OW/Yjy2H5zsVE7dLcdCiDJ2szX79wP78v//2v+V+W3VgCbVSQ2PJe1yPGaDiXPLd1O1R3OrNIaMwoExvasTWgkFTs3723Ju+e6yDrdA42YNuHTxClcuRWIwGFnx1z90793ZKk333l34c9FyAFYvX0fbjq0A0DQNV1cXdDodzs5OGPKMZKRn4OHhTqt7mrP4Z8usBIPBSHpaus3ypKtRB3NMJObYaDAaMWzfiGPLdlZpnO69j9x/lqJlWgZktLSUwv2r1UL18sFw2I5342vUwRwbhTkuGkxG8nZuxOGaPDh2u4+8tSXn4U5xLCaFihVcCavgioNOpWftIDafv/4d9X9OR9Mrf/b+haRMmoV6o1dVXBz01PTzYGd4vK1Ct6KrWhtzfBRaQgyYjBj2bkHfpK1VGocOfcjbtByy8o9Hekqx33Fo3gHjsX2Ql2uLsK2olWthjo9GS4wFkxHjga3oG7axSuN4T08M21ZCtqWjo2WkWvYNqoTp/HEwmyEvF1NUOPq6zYv9jbLSrHkjwi9c4lJ4BAaDgaVLVtK7bzerNL37dGXxr5YyZ8XSNXTodM9Nf/fqQL9er8fBwcFmjUDnhrUxXI7CGBEDBiMZqzfj3vXm8d5pHBvUxhgRhTHSUtZmrtmMS+d2N9/xGq73diRnx160HNtfFwANmtbjysUIIi9HYTQY+Wfpejr37GCVJupKDGdPni/25MelC1e4fNHSIY+PTSApIRlv3wq2Cr2AY/06GK5EYso/FlnrNuHSqe3NdwTQQHF0RHHQozg4oOh1mJKSyzbg69DXqYsxMhJztCUfuZs24tS2vVUa5779yF7+F1pGflmbklKwzXDwAFpWli1DBqBFi8ZcOH+J8PArGAwG/vhjBX3v626Vpm/f7vzy858A/PXXajp3thyf7OwcTCYTAM5OTgXFUGxMPIcPHQcgIyOT06fPERwSZKMcWWvUrD6XL14hIr+tuOqvdXTr1ckqTeSVaM6cOIdmvrMea3ZpXIvcS9EYrsSiGYyk/r0Vj+5tbr4joBmMaHlGABRHB1CVsgz1ulwa1yLvUhSGK5Y6I/XvrXjce2t5oEgeVEcHFDvlAaBmk5pEh0cTezkWo8HI9hVbadWjtVWaY7uOkpdfF5w5eBrfYN+CbUd3HCE7wzaTDK4nrEkNEi/FknwlDpPBxNEVu6h7TX8vt0iMjq5OBW0LQ3Yul/adxphrsGnMJXEq2g4xGslcvQW3LrdWZzhUq4Si05G96wAAWnaO3epv18Y1ySt6fa/Yimf31jffEci7GEVeeDQAxrgkjImp6H09yzLcEqkVa2BOjEZLym+fH96Ovl6r66bXN2mP8XDhEwim80ch177Xxa1o0aQhXp4e9g7jhkKaVCc5PJaUK5bxnOMrdlO7u/X1nVfk+nZwdSr4tzEnr2BgX+/kYLf7X3B39FsBdNXrYI6NRIu3jIcYdm/Cobl1Phy79CV3fZF85I+HqCGVQdVZBvoBcnPsko+75VgIUdZuOJ1X07SqN9pe1tyCvMmIKpwlkxGdRGDT6sXSNRhyL42f7Y3OQc+yR4s/alejX2tWD/ukTGMtKig4gOjImILPMVFxNGne0CpNYHAA0VGWNCaTifS0DLx9KrB6+Xq69+7CvyfW4+LiwtR3PiA1JY26DWqTlJjMB7OnULd+bY4dPsHkt98nO8tGs4B9/DEnFA4Km5Pi0dWsZ50mxDKjxmPaF6DqyF48H+OhPaAouAwZQeZn03BobLvBzGupPn6YE+MKPpsT49HXqGuVRhccBoD7lC8syx38Ph/j4b2WjQ6OuE//Cswmcpf+imHfDpvFXlRcRi6BHoVPdQS6O3MsJrXEtFFp2USlZtOyoqVjV8vfg693nWNw86rkGE3su5JEtSJPBNiSUsEPc1LhOaUlx6OrWscqjRpoOR6uYz8BVSV3+U+YjlvfMHJo1Zm8dX+WfcAlUCv4Yk4pcl2kJKCrXNsqjRIQggq4vva+JQ+rf8V08gDmqIs49XqcvI1/oTg6oa/ZyOqJgLIWHBJIZJFyKioyluYtGlmlCQoOJDLS0mkzmUykpaXj4+MNQKXKYWzc9hfpaRnMmPopu3cVzor4bck8mjZvxIZ1W1m+dI0NcgO6QF8MMYXHwhiTgFOjOsXSufdoh0uLBhjCI0mY9TXG/H0UR0fCfvsCTCaS5y0mc8Mum8R9Lb2/H8aYwnLKFBePY4Pi+XDt2gHnZo0wXIog+aO5mGKtb9q59exM2s/Fl5SylYBgf2KKLD8QFx1Pw2b1brBHyRo0rYuDgwNXwiNvnriU6fz9rP67mmLjcWxQt1g6164dcGraCOPlCFI+mYMpNp68oyfI2X+IkNW/g2JZ3scYbpunC6+l8/PDHF+k7ouPR1/XOh/6MEtZW+Gz2SiqSuaC+eTt3WPTOK8VEhJERH75AxAZGUPLlk2uSRNYkMZkMpGalo6vrzeJicm0aNmEuXNnUbFSKM8Of6Ng8P+qSpVCady4Hvv2HirrrJQoMMif6MjCayQmOpbGzRrYJZb/yiHIF0N0kfI2OgGXJrWLpfPs1Ra3VvXJvRhFzNRvMURblrtyCPaj8neTcKwcTMzMH+wyI14f6FsQD1jqDJfGxfPg0asdrq0akHcxkphp32LM30cf7Eelee/iWDmY2Jnf2yUPAD5BviREFeYjMTqRWk1qXTf9vY9258CmO2sWo2egN6lRiQWf06KTCGtSo1i61oO70254H3QOer5/YpotQ7wl+gC/gjYFgDE2vsR2iNu97XFu3hBDeCSJ73+FKTYehyphmNIzCPxkIvrQILJ3HyTp0+8sE0JsTB9kfW0YYhJxLeGc8uzVFtdW9cm7GEX0e/Os9gFwaVwTxUFP3qWYYvuWNcXLFy2l8JzSUhNRK9UsOW0FfxTvQEznjtoqvP9XPIN8SIu2vr5DSxjPafFUd1oPt4zn/Px44fUd0qQ6/T94Dq9QP5a+Ptc+s/q5O/qtAIq3H1rSNWM61a3bhGqQJR+OEz6z5GPJAoxH96IGh6FlZeL6yruo/kEYjx8gZ/E80Gx7TO6WYyGK02TN/lJ1s5n9ACiKUmyx3JK+s5djP67nl/aj2DVjEc1fGWC1LaBJdYzZeSSdjih55ztM42YNMJlMtKnfnY7N+jD8paeoWDkUvV5H/UZ1+OWH37mvy6NkZWXz4qtD7R2uNVWHGhxG+sTXyPxkCm4vjkZxdcep1wAMB3ZbVSx3LFWHGhRKxuTXyPrsPVyfG43i6gZA2kuPkfH2C2R9PhWXISNRA0PsHOzNrTkdTbdagejyZ53dU9mP9lX9eXrxbsatOkyjkAroFPvNSLspnYoaGErWh6PJ/nYGLk+9Di5uBZsVLx/U0CoYj9vviZGbUVQdin8IWZ+PI3v+Bzg/9jK4uGE6dRDjiX24vv4BzkPexBR+CjTTzX/wDhAbE0fT+l3o2uEBJoyfyVfzPsLdo/C4DHxwOA1qtcfJyZEOnW5xpqQNZG7aTfi9Q7jywItk7TpAwPTRBdvC7x1MxMCXiXlzJn5vvYC+ov3eZXEz2Vt3E3nfk0Q/+hw5/+7Hb8oYq+06Px8calQle9ede13cCr8AX6Z9MZGJr00r8am9O0HOtl1E9R9E7BPPkvPvfnwmjQVAHxaCQ5VKRPV9lKg+j+LUoimOTRre5NfsSKdDHxpGyhuvkjptCh5vvIniZp8bwaVl395DtGzRk04d7mfU6BE4OTkWbHNzc+WXhXMZO+Y90tNtvDzU/xPpG/ZwpuNQzvV5mYztBwn94PWCbYboBM71eZkzXZ6jwoPd0PlVsF+gN5Cx4V/OdXqGC31HkrHjIKEfvFGwzRidwIW+IznX9VlLHuzw9NF/1emBzlRvVIOlXy+xdyj/k39/WsfHnV5nzcyFdH55gL3D+Z9kbd7N5Z5PEfnQC2TvPkDAtDcBUHQ6XJo1JPGjb4h8fCQOYUF43H/nLiGTvmEPpzsM41zvV8jYdoiwD1+z2q7396bix28Q8eZn9luO6BbpG7fHeHSXzQcshbV9C9bxZcc32DhzEe2LXN9Rh87zVfexfNd/Au1G9Efn5GC/IG/mLui3ApbxkMBQMqe/QdacabgMewNc3UDVoa/dgOyFX5MxaQRqQDAOHXvaO9qS3S3HQojbcMPBfkVRnBVF8QX8FEXxVhTFJ/9/VYDQG+z3nKIo+xRF2bc94+z/HFxmTDLuIYWvDXAP9iEz5vqPwZ9dtpuqPa1njte8vw1nl9l2hmZMdBzBoYWPhQeFBBATbb3MSmx0XMGj4zqdDg9Pd5KTUrj/4d5s3bgTo9FIYkIS+/49RKMm9YmOiiUmKpZD+y2zDlYvX0f9EmaLlBVzUjyqn3/BZ9XHHy3RevBeS4zHsHcHmEyY42IwRV1BDQ5FV6sezr0fwHPuIlyeehGnTj1wefI5m8V+lTkpAdU3oOCz6uuPOTnhmjTxGPfvtOQhPgZTdARq/mx/LT+tOS4a44lD6KoUn3VkCwHuTsSmFz7REZuRg7+7U4lp1xRZwueq4a2rs/jJdnz1UEs0DSp5u5W4b1nTUhIKXu4DoHj7Yy4yCwcs/82Nh3aByYSWEIM5NgI1sLDocWjREeNBy/GyB3NKImqFItdFBT+01MRiaYzH/gWzCS0pFnNcFKq/5UZR3trfyHr/FbLnTLCkjYvCVqKjYgktUk6FhAYSfU05FRMdS2io5fzR6XR4enqQlJRMXp6B5OQUAI4cOk74xctUr2H9IFhubh6rV26gdx/rpYHKiik2EYegwmOhD/IreIHtVebUdDBYHvVP++MfnOoXzvIy5b8szxgRQ/aeIzjVLT7ryBaM8QnogwrLKV2Af0FsV5lT0wrykfHXahzrWM+4c+3eiaxNO8Bov5tHcdHxBIUEFnwOCPYnNvrWb/i6ubsy++cP+WLmNxw9cLwsQrwpU3wCusDCc0oX6F/wIt6rih6LzGWrcKxrOadcOrcn79hJy1IM2Tnk7NqDU8P//mRDaTAlJKD6F6n7/P0xJ1yTj/h4cnfm198xMZgirqDLn+1vL1FRMYSFFtZfoaFBREXFXJMmtiCNTqfDy9ODxETrduLp0+fJzMikXn3LrG29Xs8vv85l8aJlLF9mmyePShIbE09waOE1EhQc+J+uEXsyxCTiEFykvA32K3hR51WmlPSCpW6SF6/FpWHxNpMxLoncM5dwa1m/bAMugTE2EYdgv4LP+qAb5yFl8VqcG5Sch5wzl3C1Qx4AkmIS8QspzIdvsC+J1+QDoFH7xjw8ciAzhk3FmJ+nO0VabDJeIYVLC3kG+5AWe/0nJY6u2EXd7i1sEdp/YoxLsLxcN58+0B9T7LX1d2E7JP3P1TjVs9QZxth4ck+ftywBZDKTuXEnjvXs088wxlhfGw5Bvhhirn9tJC1ei0uRa0N1d6HK95OI+fAnsg+dtk3Q19BSE1EqFJ5TipcvWmrJ55S+cTuMh7fZKrT/d9JikvAMtr6+028wnnNs+S5q9yh+fSeciyIvK4eAWvZpm9wN/darMSo+14zplDAeYjhgiVOLj8EcE4EuMAwtKR7T5fOWJYDMZgz7d6CrUvITM2XpbjkWQpS1m83sfx7L2vx1sF6rfxnwxfV20jTtG03TWmia1qK9+/9eAMQdvoBXlSA8KvqjOuio0b8NF9cdsErjVaWwo1S5WxNSw4t0BBWF6ve15txy2w72Hzl4nCrVKhFWKRQHBz39HujF+tVbrNKs/2czDz3WH4De/buza5vlcfnIiBju6WBZU9DF1YWmLRpy/uxFEuISiY6MpVqNygC07dja6oW/Zc107jRqcBhqQBDo9Ti070rePuu3luft2Y6+fhMAFA8vdCEVMcdGk/XZNFJfeJS0Fx8je8FccresJfvnb2wWe0Eezp9CDQpF9Q8CnR7Htl0xXJMHw97t6OtdzYMnuuAwzLHRlhmOeofC72s3wBRx6do/YRP1g7y4nJxFZGoWBpOZNadj6FwtoFi6i0kZpOUaaBxcoeA7k1kjJTsPgDPx6ZxNSOeeyr7F9rUFU/hp1IBQFD/L8XBo2QnjYetr1XBwJ7rajQFQ3D1RA8MsDYx8+lZdMOzZZNO4izJfPoPqH4LiEwg6PfpmHTEe/dcqjfHoLvQ1LDN6FTdP1IAQzAkxoKjgallnUw2pghpSFdOpA8X+Rlk5eOAoVatXoVLlMBwcHBjwYF/+WbXRKs0/qzby6BMPANBvQE+2b7W8+8TX1xtVtVQflauEUa16FS6FX8HNzZXA/MFRnU5H956dOXvGNuVUzrHTOFQORR8aCA563Ht3JnOT9btadH6FN4/durQpeGme6ukODpbrW63giXOz+uSdt8+SK3nHT6OvGIo+xFLWuvXsTPYW63KqaD5cOt2D4ZrlYdx6dSXzH+tjaWvHD52kUrUwQisFo3fQ02vAvWxZu/3mOwJ6Bz2f/DCTFb+vZv3f9ru+806cwqFSKLr8Y+HavQvZW62Phepb5Fh0vKfgRcrG2DicmjUCnQo6HU7NGhU7TrZiPHUKfWgYapAlH05duloG9ovI3bEdhyZNAFA8vdCFVcQUbbubjyXZv/8I1WtUoXJ+GfXww/1YtXK9VZpVq9Yz6MmHAHjggd5s2WKpQypXDkOn0wFQsWIotWpX5/IlyxOec+bO4vTpc8z+4jsb5qa4owdPULlaJUIrheDgoKfPA93ZuGarXWO6VdlHzuBUJQSHsEAUBz1e93Ukfb113af39y74t8e9rQte7qkP8kXJf8pC9XTDtUU9ci/Y/unb7CNncKwSikOYpc7wuq8jGRv+lzy449qiPnl2yAPA2cNnCa4aQkDFQPQOetr368jeddZLcFWtX40XZ7zE9GHvkZpY8rKP9hR5+Dy+VYLwDvNH56CjYb97OLXOeqkh3yqFkxNqdW1KYrjtl4a5mdyCdkh+/d27E5mbrdu1Retv1873kJffDsk9dgbVww3V2wsAl9ZNMJy3Tz8j68hZ6+u7X0fS1lufU0WvDc97W5F73nJtKA56Kn81nuQlG0lbbV1f2pI54hyqbzCKd4Clfd64PaaTe4ulU/xDUVzcMV+yz02J/w+iDl/Ap2oQFfLHc+r3a8OZa65vnyLjOTW7NiEp//quUNEfRWfpb3iF+uFXPYSUCPvcFL8b+q0Apgun0AWFouSPhzi06WIZ2C/CuH8H+rpNgPx8BIVhjo/GdOE0iqs7ioelnNLXa4o50vbl1N1yLIQoazdbs/8z4DNFUSYCn2qalqYoygSgGVDmI+iaycy2CT/S7+cxKDqVU4u3kHwmkpajHiL+yEXC1x2g4dM9CGtfH7PRRG5qJhte/7pg/5DWdciISiLtsm0rBZPJxKSxM1jw+1xUncrvvy7l7OnzvP7WCI4eOs76f7aw+Oe/+GTuNDbtXUFqShovD7csw/DTd4v44IsprNmxBEWBP35dxqkTlqcjJr01k0++noGjgwOXL0Xw5siJtsuU2UTWvM9wn/ABqCp5G1djvhKO82PPYDp3GsO+nRgP7cGhSQs8P50PZjNZC75Cy0izXYw3YzaT/f3nuL1tWTs9b/NqzBHhOD/yDMYLpzHu34nx8F70jVri8dEPlvS/WPKgq1Uf12ffsDyKqijkLltol8oNQK+qjO1ajxFL9mHWNO6vH0Z1Pw/m7DxLvUAvOle3DPyvOR1Nz1rBKEWW6TGazQz9zdKZdXfUM61XI/TqLa3mVfrMZnJ+nY3ra9NRFJW8HWswR13Cqf9TmC6dwXh4N6bj+9DXb47b5G8t6f/4Fi3T8mJqxTcQ1dsf05kj9on/ah7++ArXEVNAVTHsXoc55jKOfQZhunwW07E9mE4eQF+nGa5vzwGzmdxlP0BWOugdcH1tluV3crLI+elDm67NajKZGDd6Cr8tmYeq07Hw5z85feocY99+hUMHj7Fm9UZ++ekP5nzzAXsOriU5OZXnhlqWYbinXUvGvv0KRoMRs2Zm9OuTSElOxd/fl58WzcXR0RFVVdix7V/mf7/IRhkyEz/tS0K+nY6iqqT9tZa8c5fwGfkUOcfPkLVpNxUG349rl3vAaMKUmk7s2x8B4FitEv7vvgJmDVSF5G8XY7DTYD8mM0mzviDgy5mgqmQs/wfDhUt4vTCEvBNnyN66C4/HHsCl0z2WWdip6SRMer9gd11wILpAf3L32/G6wHJ+zXj7Y+Yu/ARVp2Ppwr85f/oiI8YM5/ihU2xZu536Teryyfcz8KzgQafu7Rnx5jAe7PQkPft3o1mbJnh5e9L/0T4ATHx1GqeP/+9PCv5vmTCT/P4X+H8+C0WnkrF8NcYLl/B8/mnyTp4m5+qx6NgWzWjCnJZO0mTLscjesBXnFk0JWjgPNMjZtZecbfZ5DwRmE+lffEqFWR+iqCrZq1dhuhSO29NDMZw+Rd6uneTt3YNji5b4fP8jmMxkfDMXLc1Sf1f49Av0FSuhuLjgu+h30j98n7x9xQdNSpvJZGLUG5NYunwBOp3KTwt+5+TJs7wz4XUOHDjKqpXr+XH+YuZ99wmHj24iOTmVp596GYB72rZk1KgXMBiNmM1mXn9tAomJydxzTwueGPQgx46eYufulQC8O+kD1q7ZXOb5KSl/7731Pt8t/hxVp+PPX5dz7vQFXh77PMcOnWTTmq00aFKP2fPfx9PLky492jNyzPP06/iozWMtHryZqHe/osqPU1BUleTf15F79jIBrw0i++hZ0jfswffp/nh0a4VmMmNKSSfizU8BcKpRkeC3h11tTpHw7RJyT9uhPWUyEzN5LpXmv4eiqqT8YcmD/2tPkn30LBkb/sVnSH/cu7UGkwlTagZRYyzv/3KqXpHAt4cXtAkT5y0h94x92oRmk5lvJ3zFpJ8mo+pUNixez5Uzl3n8jUGcO3qWvev2MGT8Mzi7OvPm3LcAiI+KZ8awqQBM+2MmodXDcHZz5tt/f+DLNz/n0NaDNs/D3xPnM2TBW6g6lf2/bSbubCTdXn+YyKMXOLX+AK2H9KB6uwaYjUayUzP5c9Tcgv1Hbf8MJ3cXdA566vZozvzBM4k/Z/v3vGAykzB9NkFfTUfRqaT/tQbD+Ut4v/QUucfPkLV5N56DBuDWuQ1afv0dP+HD/P8IZpI++pbgebNQFIXcE2dJ+2O17fOQn4+oSV9RdcFkUFWSf19vub5fz7++1+/B9+l+eN7bGs1kslzfoz8DwKtve9xa1Ufn7YH3w5YnOyNGf0rOyYu2zYPZTO6yebgMm2hpn+/dgDn2Co7dH8MUcb5g4N+hsfWLea9yeWEqqn8oODnj+va35P7xJaYzh2ybh1vw5qSZ7D14hJSUNLoNeJIRwwbzUL87a1kVzWTmn4nzeWLBWBSdyuHfthB/NpJObzxE9JGLnFl/gBZDelCtfQNMBhM5aZksf+MrACq2qM1jI/phMpjQNDOr3/mB7GQ7Lb13N/Rb8/ORveAL3N6cZbk2tq7GHHkJpwefxnTxNMaDuzAe3Yu+YQvcZ34PZhM5i74pGNPJWfg1bm99CAqYws+St2mlXfJwVxwLUYz5Dl/2rbxRbmUdXEVRjmia1khRlPbAe8CHwERN01rfbN85FZ+8K47YB1nl/6U9Bzp73zxROaDo7+A15v8Dxy6Nbp7oDmfcf9LeIZQKxcXx5onucNV+tPFAaBnZFVrF3iGUCgfn8v9YaP+oLHuHUCr+ruhy80R3OCfPO2vZjf9VtV12uolWysLc/W6e6A73h3vgzROVA6pS/rsZ4w12mnRRyuqrHvYOoVQM9Ui4eaI7XGZGyct7ljdVB97B67PfIqc3P7R3CKViZvMJ9g6hVLzao3wsl3cjWk7572MAKM46e4dw2zy/XXt3DEzdITqGdiv/jboSbI3cYJfz5FZbl1dLlL7At5qmrQTK/+iYEEIIIYQQQgghhBBCCHEXuNXB/khFUb4GHgVWKYri9B/2FUIIIYQQQgghhBBCCCFEGbrVAfuBwBqgp6ZpKYAP8GZZBSWEEEIIIYQQQgghhBBCiFt3wxf0XqVpWhawpMjnaCD6+nsIIYQQQgghhBBCCCGEENd3Vy7Yb0eyFI8QQgghhBBCCCGEEEIIUc7JYL8QQgghhBBCCCGEEEIIUc7JYL8QQgghhBBCCCGEEEIIUc7d0pr9QgghhBBCCCGEEEIIIURpMsuq/aVKZvYLIYQQQgghhBBCCCGEEOWcDPYLIYQQQgghhBBCCCGEEOWcDPYLIYQQQgghhBBCCCGEEOWcrNkvhBBCCCGEEEIIIYQQwuZkzf7SJTP7hRBCCCGEEEIIIYQQQohyTgb7hRBCCCGEEEIIIYQQQohyTgb7hRBCCCGEEEIIIYQQQohyTtbsF0IIIYQQQgghhBBCCGFzmiZr9pemMh/sP6DLKes/YRPx2Wn2DuG2rdjd0N4hlIqqprvjnMreHGvvEG6bAV97h1AqLjjq7B3CbfvWpbm9QygVbSL22TuEUuGkc7B3CLctMTvd3iGUinS38l/3hV9xsXcIpWKyX0V7h1AqspTy3xk5lKPYO4RSEWAy2juE27Y794i9QygVP7/SyN4hlArjRZO9Q7htASHlvw0C0PPnFHuHcNt6LZpg7xBKxVv737N3CKVidrOJ9g7htg2qecXeIZSKDSeD7B3CbXvc3gEIcQOyjI8QQgghhBBCCCGEEEIIUc7JYL8QQgghhBBCCCGEEEIIUc7JYL8QQgghhBBCCCGEEEIIUc7JC3qFEEIIIYQQQgghhBBC2JyZ8v9OrDuJzOwXQgghhBBCCCGEEEIIIco5GewXQgghhBBCCCGEEEIIIco5GewXQgghhBBCCCGEEEIIIco5WbNfCCGEEEIIIYQQQgghhM1psmZ/qZKZ/UIIIYQQQgghhBBCCCFEOSeD/UIIIYQQQgghhBBCCCFEOSeD/UIIIYQQQgghhBBCCCFEOSdr9gshhBBCCCGEEEIIIYSwOU2TNftLk8zsF0IIIYQQQgghhBBCCCHKORnsF0IIIYQQQgghhBBCCCHKuVtaxkdRlN6apq2+5rsXNE37qmzCKlS/UxMen/gMqk5l2+INrJ671Gp792H30eGxbpiNZtKT0vhhzJckRSYA4BPix5CZL+IT4oumaXz2zHQSI+LLOmQA7u3ekfc/mIROp/Lj/MV8/JH1fypHR0e+nfcRTZo2ICkphSGDR3L5ciTNWzTmi9nTAVBQmD79U1YsXwvAnK9m0btXV+LjE2nVspdN8nE9IZ0b0XLKYBRV5dzCzRz7ckWJ6Sr1aUnnb19lZe8JJB65aOMoi/Pu0oRq7z2DolOJ+WUDEbOXlpjOt29r6n33Jgd7jiXj8HkUvY6aH7+Ie8OqKDodsb9vIeKLv2wbfNH4ujSmztQhKDqViF82Ev7F8hLTBfRtRZPv32B3j7dJO3wB54r+tNv2EZnnowBI3X+Wk2O+s2XoVvy7NKbe1KdQdCpXftnE+evkI6hvK5p//zrbe4wn9fAFXCr60WnbR2Tk5yNl/zmO2SkflTo3ouO7g1F0KicWbmb/HOtrocGTXWk4pDuayYwhM4eNb31H8tkoag1oS7MX+hak86tbkUW93yHhxGVbZwGAgC6NaPie5Vhc+mUTZ2eXfE2H9G1Jq+9eZ3PP8aQcvkiFptVp+sEwy0ZF4dSHfxK9ep8NIy/U9d4OTJ81HlWn4+cff+fzT76x2u7o6MCcrz+gUdP6JCelMPzp17hyOZKKlULZuXc1585ayqj9ew8x+vVJNo29c7f2TJnxFqpOx8Kf/uTLT+cVi/2zuTNo2MQS+4tDRxFxxXL+161fi1kfT8Ldwx2zZqZv10fJzc2j/wO9eHnUc+hUHevXbmH6ux+XaR66d+/ERx+9i06n44cfFvHhh3OuyYMj3333Cc2aNSQxMZnBg1/i0qUIfHwqsHDhVzRv3piffvqd11+fWLDPwIH9GTNmJJqmER0dyzPPvEpiYnKZ5qMot47NCZrwHIpOJXnxWhK//t1qu9dD9xI4dijG2EQAkn5aQcpva3EI8Sds7jsoqgp6HckLVpC8cHVJf8Im7oa6r0qnRnTJL2uPLdrMnmvK2kZPdqXJU/llbVYOa9/6jqSzUXiG+fH0xvdJPh8NQPTBc6x/+wd7ZAGA6p0a0XOSJR8HF21m51zrfDQb1I2WT3XHbDKTl5XDynHfkXA2kpDG1eg7YzgAigJbPl3C6TX2KWuvFdy5ES3fK2wTHr9O/VGxT0s6zXuVVb0mkHQHtAnLc1uqS7f2TJk5Dp1Ox68L/mB2CXXG51/NpFF+nfH80DeIuFxYZ7z/ybt4eLhjNpvp3XUgubl5ODg4MP2D8dzTvhWa2czMqZ+xcvk6m+RHV6Mxjn2GgKJiPLARwzbrY+HY6ynUqvUAUBycUNw8yZoxDMXLD6fHR4GioOh0GHavwbhvvU1iLom+YUucB78Eqoph8ypy/15ULI1Dq044PTgENA3T5fNkz83v9/kG4DJsFKqPPwCZH45DS4i1afxX6Wo1xan/UFBUDHvXY9hsXe473vcMuuoNgPzj4e5F5ruDAXAeOgFdpVqYwk+SM3+6zWO/qnXnlrw2ZSSqqrJi4Sp+/nKh1fbGrRvx6uSXqF63GpNGvMfmlVsLtm29vI4LpyxlVGxkHGOfecemsRd1N9YZ13pn+sds3bEHH+8KLP25zIeX/meVOzWi87uDUfPbIXtLaIc0zj8Whqwc1ue3QwD86lSk24yhOHm4oJk1fu03EVOuwR7ZwLFlK9xfehlUlZxVK8la9GuxNE6duuA25GnQNIznz5M2/T0AvGa8j0O9ehiOHSV1/DgbR14ouHMjmuW3O84v3MzJ67Q7wvq0pMO811jT6x2SjlzE0dud9t+8ik+Talz8bSv7x/9o48iFsJ1bXbN/gqIouZqmbQRQFGUM0AUo09JYUVUGTRnOx09OITkmiXeWz+TQun1En4soSHP5xEWm9htLXk4enZ/swSPjBvP1yE8AGPbxy6yc/Scnth/BydUZzWwuy3ALqKrKx59Mof99g4mMjGHrtmWsWrmeU6fOFaQZ8vRAUlJSadywCw8/fB/vTX2LIU+9zInjp+nQrj8mk4nAIH92717FqpUbMJlM/PLTn3z91QK+/fYjm+TjehRVofW0Iax7fCZZ0Un0WTWFK2v3k5pfmV2ld3Om7rCexB84d51fsjFVpfqM4RwbOIXc6CSa/DOTpLX7yDoTYZVM5+ZM6PC+pO0/U/CdX797UB0dONBlFKqLI823fkr80u3kXrHNzSMrqkLdmUPZP3AaOVGJtFkznfg1+8k8E2mVTOfmTOVne5Oy/6zV99mXYtnd7S1bRlwyVaH+zGf4d+B0cqISab9mGrFr9pNRQj6qPNuL5GvykXUplu3d7NfIAMu10HnqEJY+MZOM6CQe/XsKF9btJ7nItXB66S6O/bwRgKrdm9Fh4pMsH/w+Z5bu5MzSnQD41gmj77zX7TbQj6rQeMYz7Bg4g+zoRDr/M5WYtQdIv+ZY6N2cqTa8F0lFjkX6qSts7vkOmsmMU0AFum6cQczaA2gm25S3BVlQVWZ9NImH73+GqMgY1m3+k39WbeDM6fMFaQY99QgpKam0atKdBx7qy6TJbzL8mdcACL94mS7t77dpzEVjn/bBeB5/4Fmio2JZtXExa1dv4myR2B8f/BCpqWm0b96b/g/2Zvy7b/DisNHodDo+/3omr74wjhPHTuPt7YXBYMTb24t3poymV+dHSEpM5tM502nfsTXbt/5bZnn47LOp9O07iIiIaHbsWMHff6/j1KnCc+Xppx8lJSWV+vU78sgj/Zg6dRyDB79ETk4ukyd/RL16talfv1ZBep1Ox4cfvkvTpt1ITExm2rS3efHFp5k69ZMyyUMJmSL43Re5NOQdDDEJVPvrE9I37Cbv3BWrZGkrtxIz2bo5ZIhPJvyRUWh5RhRXZ6qvnkP6hn8xxiXZJvai7oK6T1EVuk0dwh+DZpIencSgFVM4t25/QSca4NTSXRzJL2urd29G5wlPsuSp9wFIvRTLT73H2zTmkiiqQq/3nuaXQTNIi0li+PL3OLP+AAlnC8vaY8t2cuCXDQDUurcZ3d8ZxMIh7xN3OoJ5/SxlrXtABZ5bPZ0z621f1l5LURVaTR/ChscsbcLeq6YQsabkNmGd4T2J33+ntAnLb1tKVVWmf/gOjw4YTnRULKs3WeqMM9fWGSlptG3Wi/sf7M07747ihaGj0Ol0zP5mFi8//5ZVnQHw6ujnSYhPon2LPiiKgre3l20ypCg43jeUnB+noaUl4vz8dIyn9qPFFx6LvH8WFPxb37onanAVALSMZHK+nQAmIzg64fLSh5hO70dLt91N4QKKivOQV8icNQYtKR73KXMwHNiFOepSQRI1MBSnfo+TMeUVyMpA8axQsM31+bHkLv8V47H94OQM9lq7WFFxGvAs2fMmo6Um4jLyfYwn9qLFFdYZeX8X3jB1aNsHNaRqwWfDlqUYHJ1waN3DpmEXpaoqo6a9ymuPv0lcdDzzVs1l+9qdhJ8tPBaxkbFMe30Wj78wsNj+uTl5PN3jOVuGXKK7sc4oyYA+3Xniof68/d6H9g7luhRVoevUISzJb4c8sWIK52/QDqnWvRmdJjzJX0+9j6JT6fXZi/zz2lcknLyMcwV3zPnlrs2pKh6vvEbymFGY4+PxnvM1ubt2YLpUeG3oQkNxfXwQya+8hJaRgVKhQsG2rN8WoTg743JfPzsEb6GoCs2nP82mx2aQHZ1Ej1XvEbnmAGlni/dbaw/vRUKRdocpx8CRD36nQu2KeNUJs3Xo4ibMyJr9pelWl/HpD0xXFKWDoijTgNZAmY+KVG1Sg7hLMSRcicNkMLJnxQ6a9Ghpleb0ruPk5eQBcP7gWbyDfAEIrhGGqlM5sf0IALlZOQXpylqLFo25cP4S4eFXMBgM/PHHCvre190qTd++3fnl5z8B+Ouv1XTu3BaA7OwcTCYTAM5OTlbtvB079pCclGKTPNyIb9PqpIfHknE5HrPBRPiy3VTs2bxYuiZjHubYnL8x5djnrvW1PJrWIOdiDDmX49AMRuKX7sCnZ8ti6SqPfYwrXy7FXPRuu6ahujqBTkV1dsScZ8SUnm3D6At5NatB1sUYsi/FoRlMxCzdSUCvFsXS1XhrIBdnL8d8h/z3v1aFa/IRtXQXgSXko/ZbA7kwe8UdmY/AJtVJCY8lLf9aOLN8N9V6WF8LhozC80Tv6lRi563W/W05s3x3mcd7Pd5Na5BxMZasy5ZjEbF0F0ElXNN1xz7C2S9XWF0bpuy8go6DztnBbn3TZi0acfHCJS7ll7t//bmS3n3vtUrTu283Fi20zE5bvvQfOnS+xx6hFtO0eUPCL1zh8qUIDAYDy5asomefLlZpevTuyu8LlwGwctla2ndqA0Cnrm05efwMJ46dBiA5ORWz2UylKhW5eP4SSfmz4Ldt2UWf/mXX8W7Zsgnnz4dz8eJlDAYDv/++gn79rP9ev349+PnnPwBYsmQVXbq0AyArK5udO/eSm5tjlV5RFBRFwc3NFQBPT3eio203y9GlcS3yLkVhuBIDBiOpf2/F4942t7azwYiWZ+nIqY4OKKpShpHe2N1Q9wXll7Wp+WXt6RW7qXFNWZtXpKx1cCm5rLW3kCbVSQ6PJeWKJR/HV+ymdvcb5MPVqeDfxpzCslbvZL+y9loltQnDSqg/Go95mBNf/m19ftlReW5LWeqMy4V1xp+r6dmnq1WaXn268tvCpQD8vWwtHQrqjHacPFa8zgB4bNADfP7Jt4DlJXlJNupzqGE1MCfFoCXHgcmE6ehO9HWKH4ur9A3bYTxqmSyByWQZ6AfQOVimMNuJrnodzLGRaPHRYDJi2L0Jh+ZtrdI4dulL7vrlkJUBgJaWAoAaUhlUnWWgHyA3B/JybRl+AbViDcyJ0WhJsWAyYjy8HX29VtdNr2/SHuPh7QWfTeePQq59+khX1W1ah4jwSKIuR2M0GNmwbCMdelofi5iIWM6fvGCzyYD/i7uxzihJiyYN8fL0sHcYN1RSO6T6TdohV182WrljQxJOXiHhpGVSV05KBprZPgdEX6cuxshIzNHRYDSSu2kjTm3bW6Vx7tuP7OV/oWXkl1MpKQXbDAcPoGVl2TLkYnyaVicjPJbM/GNx+TrtjkZjHubklysw5RaOAZqyc0nYc8ZuT1UIYUu3NNivaVoClgH/L4EQ4GFN08p85Nw70IfkqISCz8nRiXgH+lw3fYeBXTm6+SAAgdWCyUrLYsRXbzJx5Qc8PM7ymI8thIQEEREZXfA5MjKGkJCga9IEFqQxmUykpqXj6+sNQIuWTdi7bw3/7v2HV18dXzD4f6dwDfImM6pwdmJWdBKuQd5WaXwaVMEt2IfIDYdsHN31OQX7kFvkfMqLTsQp2Pp8cmtYFacQP5LXH7D6PuHv3Zizcmlz5Fta7f+KyLnLMaZk2CTuazkH+ZATlVjwOScqCacg63x4NKyCc4gvCesPFtvfpZI/bdbPoMVfE6nQuk6Zx3s9zkHeZFvlIxHna84jz4ZVcA7xIe46+Wi/fgZt/pqId+vaZR5vSdyCvMkoci1kRCfhfk0eABoOuZentn9Eu7cfY8vEBcW21+zXmjPLdpVprDfiEnzNsYhOwuWaa8OrYRVcQnyJXX+o2P7eTavTdcv7dN00i8NjvrPLrKHg4ECiImIKPkdFxRAcElgsTWREYbmblpaOj4/leFWqHMbGbUtZvupn2txz/UGGshAUHEhUkTojOiqWoGDr2INCAoiKtOTvauzePhWoVr0KaBq//PEN/2z+nRdfGQpA+IXLVK9RhbCKIeh0Onr26UZIqHU9VJpCQoKIiCic3RQZGU3INf/9i6a5moer9V5JjEYjr7wynn371nLx4j7q1q3JDz8UXxKhrOgDfTFEF9YZxpgEHAJ9i6Xz6NWOaitnEzZ7HPpgv8L9g/2otnI2NbfPJ+HrP+wzq5+7o+5zD/ImvUhZmx6dhHtg8XOnyVP3MmzbR3R8+zE2Tiosa70q+jN41VQG/jae0Fb2qS8APIN8SIsuLGvTopPwKKHOaPFUd17a+jHdxj3OmkmFj5iHNKnOC+tm8fyamawa//0dMUPTNcibrGvbhMHXtAkbVsEt5M5qE5bntlRQcCCRkYX1XXRUDEHBAcXSXFtn+PhUoHqNymhoLPzzG9Zu+YMR+XWGp5dloG3s+JdZu+UPvpn/CX7+xcu7sqB4+KClFh4LLS0JxbPk/p7i5Yfi7Y/5wrHC7zx9cRkxC9dRX2LYvtw+s/oBxdsPLanwqSdzUjyKt59VGjUoDF1wGG4TPsNt0hfoG1puvKrBYWhZmbi+8i7u732F82PPgWKfV+spXr5oKUWOR2oiitd1jkcFfxTvQEznjtoqvFviH+RHXFRcwee46AT8g/xveX9HJ0e+WzWXb1bMpkPPdmUR4i25G+uM8uradkjGddohjZ+6l2e2fUSHtx9jc347xLtaEKDxwE9jeGLlVFoUWcbV1nR+fpjjC68Nc3w8qp91OaUPC0MXVpEKn83G+4s5OLa8/s0+e3AN8iGrSP2dFZ2EyzXtDu+GVXAN8SXqDmp3CGFrN2xFKIqSrihKmqIo6cA5oBbwCJCmKEqaLQK8VW0GdKByo+qs+cYy81Gn01GzZR1+m/YjU/uPxb9SIO0e7mzfIG/Rvr2HaNmiJ5063M+o0SNwcnK0d0j/jaLQYtIg9k0pvv7bHU1RqDb5aS5MLr52m0fTGmgmM/82fo69rUYQ+kI/nCsFlPAjdwBFofbkpzj97s/FNuXGJrO12Uh23zuO05N+otHcl9G5u9ghyFugKNSbPJiTJeYjhY3NXmb7veM4Meknms59Gf2dmg/g6I/rWdB+FDtnLKLlKwOstgU2qY4hO4+k0xEl73wnUBQaTn6SY5OLHwuA5IPn2dhpDJt7vUOtV+5HdXKwcYC3JzYmjib1O9O1wwAmvD2Dr7/7CHcPN3uHdUt0eh0t2zRj5HNjGNB7ML37dqN9x9akpqYxbvR7zP3+I/5atYCIy5F33I3jm9Hr9Tz33GDatOlD1aotOHr0JGPGvGTvsKxkbPiXc52e4ULfkWTsOEjoB28UbDNGJ3Ch70jOdX2WCg92Q+dbwX6B3sjdUvcBhxas57sOo9g6YxFt8svazLgUvmnzGj/1eYfN7/1C389H4HgH1xcA+xas48uOb7Bx5iLavzyg4PuoQ+f5qvtYvus/gXYj+qMrD2WtotB80iD2Ty5/bcK7oi11DZ1OT6s2zXjp2THc3+tJet93L+07tkGv0xEaFszefw/Ro9PD7N97iElT37R3uMXoG7bFdPxfqyd3tLREsueMJfuz19A36QhuNlp+6H+h6lADQ8mc/gZZc6bhMuwNcHUDVYe+dgOyF35NxqQRqAHBOHTsae9ob0rfuD3Go7tAu7sGkR9q/TjD+rzIuy9N49XJLxFaOcTeId3QXVVnlHOHF6znhw6j2DZjEa3z2yGqTkdIi1qsfmUOvz00heo9W1CxXX37BnojOh360DBS3niV1GlT8HjjTRQ3d3tHdesUhaaTBnFw8i/2jkQIu7rhYL+maR6apnkW+X9nTdPcr36+3n6KojynKMo+RVH2nUq/8D8HlxybhHdI4Z1G72BfkmOLz4yr264hfUc+xOzhMzHmPzafHJPIlZPhJFyJw2wyc3DtHio1qPY/x/JfREXFEBYaXPA5NDSIqKiYa9LEFqTR6XR4eXoUe+ng6dPnyczIpF59+81CK0lWTDJuIYUzPFyDfciKKYzdwd2ZCnXC6PnHeB7c/Qn+zarT5Yc38G1UtaSfs5nc6CScipxPjsG+5EYXnk86dxfcalek0ZLJtNw7B89mNan341jcG1fH/8EOJG86iGY0YUhII23vadybVLdHNsiJScI5pHC2lXOID7kxhfnQuzvjXieMlksm0mHvF3g1r0GTBaPxbFwNLc+IIdkyKzP9yEWywmNxqx5c7G/YQk5MMi5W+fAlp8h5pHd3xqNORdosmUiXvZ9ToXkNWiwYjVfjapiL5CPNjvnIjEnGvci14B7sQ0bM9WeUnVm2m2rXPGZY8/42nLXjrH6A7OhrjkWwD9nR1ueUR+2KtF8ygR57P8O7WQ1a/ziaCo2tr+mMs1EYM3PwtMMaiNHRsYSEFc5cDwkJIjoqtlia0LDCctfT04OkpGTy8gwFS6QdPnSc8IuXqVHDduVVTHQsIUXqjOCQQGKuWa4mJiquYGb+1diTk1KIjorl3537SU5KISc7h43rttGgseUlhuv+2Uy/7o/Tv+cgzp8L58L5S5SVqKgYwsIKO8OhocFEXfPfv2iaq3m40ct2G+fn48IFS9x//vk3bdoUf0y3rBhjE3EoOlM/yA9DbKJVGlNKesFyPSmL1+LcoEbx34lLIufMJVxb2qdjdzfUfRkxyXgUKWs9gn3IiL3+uXNqeeEyP6Y8Izn5TyPEHQ0n5VJc/iw720uLScIzuLCs9Qz2If0Gdcax5buo3aP4k0YJ56LIy8ohoJb915vNiknG9do2YbR1m9CrThjd/xzPgH8/wa9ZdTrPfwMfO7cJy3NbKiY6ltAiT2oFPEsmhwAAn7JJREFUhwQREx1XLM21dUZSUgrRUTHs3rmPpKQUsrNz2LhuKw0b1yMpKYWszCxWrbC8kHfF0jU0bFTPJvnR0pNQvAqPheLpg5ZW8pNQuob3FC7hU+x3kjHHXUFX2T5PrWrJCSg+hbPHVR9/tOQEqzTmpHgMB3aCyYQWH4M5JgJdYBhaUjymy+ctSwCZzRj270BXpaatswDkz+SvUOR4ePmipZZ8PPSN22E8vM1Wod2y+JgEAkIKb0wHBPsRH3Pr75pJiLEct6jL0RzcdYiaJdTttnA31hnl1bXtEPebtENOLy9c5ic9OonIPafJSc7AmJNH+KbDBDSoUtYhl8iUkIDqX3htqP7+mBOuKafi48nduQNMJswxMZgirqALu3POnayYJFyL1N+uwT5kR187FlWRrn++Q79/P8WvWQ06zB9l93aHELZ2s5n9zW70v+vtp2naN5qmtdA0rUUdj/99gD388DkCqwTjFxaAzkFPq37tOLxur1WaivWrMnj683wxfCbpiYUPG1w8fB5XTzfcfSz3JOq2bUD0WdvMnN2//wjVa1ShcuUwHBwcePjhfqxaud4qzapV6xn05EMAPPBAb7ZssQz2Va4chk6nA6BixVBq1a7O5Ut31ozfxEMX8KgahHtFf1QHHVXub8OVtYWP/hvSs/mt4YssafM6S9q8TvyB82x65mMSj1y0Y9SQfugcztWCcaoUgOKgx39AO5LWFp5PpvQsdtcfyt6WI/6PvfsOj6JqHz7+ndlNJb2HhN57qCJFmhQVECsqVRQVQRERUJqKIIgVQcFeUMGuIL33XkJvCTW997K7M+8fG5NsAsLvAXYJ7/25Li+zO2eS+2b2zJxz9swZ9rR+nsz9pzk25B2yI6MoiEnGu0NjAFR3F7xa1iG3zMPn7CXzQBTuNUNwqxqI4mQgpF87ElftK95uzspjY8Nn2NL6Bba0foGMfWc4OPg9MiOjcfL3hKK1o92qBeFeM4Tc8/ZbA7u0jANRVCqVR+V+d5JQJo81DZ9hQ+sX2dD6RdL3nWHv4PfIiIzGuUwelRyUR0JkND7VQ/Aqqgt1+7bl7BrbZTC8q5csZVK9WwTp50p98aco1Ol9B6eWOHawP/1gFB41Q3AvOhbh/e4kfrXtsVjR6FlWtx7N6tajSdt/hl1D3iM98qx1H4P1UuIWHoBH7crkXky+0p+6aQ7sO0zNmtWpWnTefeCh+1i5fJ1NmZXL1/PY4w8A0LdfL7YUnXf9/X1Ri5Z5q1a9CjVrVefcOduHsN5MB/cfoUatqlSpGoaTkxP3P3gvq1dssCmzeuUGHnnc+qic++7vwbaiB+1uWreN+g3r4OrmisFgoG37VsUP9vUPsHZKvL29GPLUYyz6/reblsPevZHUrl2D6tWr4OTkxCOP9OGff9bYlPnnnzUMHPgwAA8+eC8bN15+wOZfsbEJ1K9fh4CiPLp162jzoPubLe/QKZyrh+EUHgxORrx730X2OtsHHBsDS24b9rz7DgqKHt5rDPFHKborT/XywL1VIwqjHXMtvx2uffGR0fjUKDnX1uvTlqgy51qfUufamt0iSCs617r5eRY/M8G7aiA+NYLJOG87MGovsZHR+NUIwacoj0Z92nJqzT6bMn6l8qjTNYLUojx8qpSca73DAgioVZn0S/Z9UPLl/NsmrFSqTXipTJvwt8Yj+OuOMfx1xxiS90excegHpDq4TViR21LWa0Y1qlQrumY8dA+rylwzVq3YwKOP9wOg9/09ih/OvnHdNho0rItb8TWjNadOWs+rq1dupF1H63INHTq1tXng782kxUSh+oWg+ASCwYChSTvMJ/aVK6cEVEZx9UC7WPIQccXLD4xFs5VdK2GoWh8t2THtc0v0CQwhYSiBIWAw4tS2i3VgvxTzvm0YG0QAoHh4oYaEoyXFYYk+ieLugeJpvSvB2LA5WszN+4L+v2iXzqD6h6L4BoHBiLFZByzH95QrpwSGobh5oJ0/6YAo/9uJgycIrxFGaJUQjE5Gut3fla2rr62t7entgZOz9TPl7etFk9aNOXfKMcfidrxmVFTxkdH4lmmHRF+lHfJvn+/85kP416uC0dUZxaAS3rY+qWUeJmsv5hMnMIaFo4aEgNGIS5eu1oH9Ugq2bcUpIgIAxcsbQ3gVLHGOOa9eTmqZdkfV+9tyqVS/1ZSVxx+Nn2PpHS+x9I6XSN5/hi1D33d4u0Ncna7rt+V/jmK8yvb3S/1cOkql6LXt06BuMM2i8dPUL3np+8moBpVtv6wn9vQl7h/Tn3OHo4hcu5dHXhuEq7srz306FoDUmGTmDX8HXdP4dcb3vPLj66DA+SPRbF689ip/8cawWCyMffl1/lryPQaDysLvf+X48dNMnjKG/fsPs3zZWr779me+/OpDIg9vIC0tg6GDXwDgznatGTv2OUxmM5qmMealKcUzH7/5dg4d72qLv78vJ09vZ8b0j/j+u1/sklNpukVj9+TvuPun8SiqypmfN5FxKoZmrzxESuRZLpW58N0yLBpRE7+k8aLJKAaVhEXryT15iWrj+5N1MIrU1XuvuGvs1yupO2ckLTZ9iKJA/OIN5B53TMNPt2iceO0bWiyeiGJQiVm0gZyTl6g1/hEyI6NJWlW+g/Qv37YNqD3+ETSzBTSd4+O/xJyeY8foS+gWjSOvfUubxa+hGFQuLdpI9slL1B3/MOmRZ2063WX5tW1A3fGPoJnNoOkcHv8VJgfkoVs0Nk35jr4/jLc+EPznTaSeiuGOsQ+ReOgsZ9fsp+nQHlTp0AjNbKEgI4e1Yz4r3j/sjvpkx6aSecGxjW/donFo4re0W/QqikHl/KKNZJ2Mof74h0k/GE386ivXaf829ajzQl90kxld0zn06jcUpmbZMXori8XCq+Om8eufX6EaDPy08DdOnjjDq5Ne5OD+I6xcsZ4fv/+VTz9/l90H15CelsHwJ8cAcGf71rw6aTQmkxld03jlpamkp2XYNfbJ42fw0++foxpUfv7xT06diOKV10YRefAoa1ZsYPHC3/l4wSy27ltBeloGzz/1CgAZGZl8/ul3LF/3Mzo669dsYd3qzQBMm/Va8Z1hH747/6bO7LdYLLz00hSWLl2IwWDgu+9+5vjxU0yd+jL79h1m2bI1fPvtz3z99UccPbqZ1NR0Bg8eVbz/yZPb8PT0xNnZiT59etK790BOnDjNjBkfsXbtr5hMZi5ciGH48Jf/I4obnZRG/JvzqfrtWyiqSvpvayg4fYHAlwaSd/g02et24TekLx7d7rA+VDIjm9jxHwLgUqsKwROfti41oSikfPkHBQ4aLLgdrn26RWP9lO94aKH1XHvk502knIqh3csPkXD4LFFr9tN8aA+qdmiEZrKQn5HDypet59rwO+rTbuxDaCYLuqazduI35Gc47rq3cuq3PPH9BBSDSuQvm0g6HUOnlx8i7tBZTq3dT6shPajZoTEWk4X8zByWvLwAgCqt6vHY832wmCzousaKyd+Ql+aYZweVpls09kz6jm4/jUcxqEQttrYJm457iNTIszYD/7eSityWslgsTBw3g0W/f4HBoLL4hz85deIM4yaOIvLAUVav2MCihb8z97N32L5/Jelp6Tw3rOSa8dkn37Fi/S/ous66NZuLrxkz3viAuZ/NYtrMV0lJTmPMyEn2SUjTKFz2Da6DJ4KqYt6/AT3pEk5dH0GLicZy0nosjE3aYT5iO3iuBIbh2nMgOtbOqWnbP+iJ9vuy3oamkff9XCqNewdUFdPmFWgx53F5cCiWsycxH9iB+fAejE1a4THra9As5C/+HD3bOlktf9FnVHr1PVDAcu40hRuWOSyPgr+/xO2pqdY89qxDS7iIc/fHsFyKKh74d2pm+2Def7k9Nx01MAxcXHGf+AUFv32C5dRBu6ZgsWh8OHkuH/z0DgbVwD8/r+DsqXM8/cpQTkSeYuua7dRvVo+ZX03D09uD9t3v5OmxQxnYdRjV6lRj/KwxaLqOqij8MG8R5047rs93u10zLmfc67PYc+AQ6emZdOs3kOefGsRDfW6tZaz+bYc8uNB6rTta1A65s6gdEr1mPxFF7RCLydrnW1XUDinIyGX/lyt44p9p6LrOuQ2RnF1/0DGJaBay5n6EzzvvoagqeSuWYzl/jkpDh2E6eYLCHdsp3LMb51at8fv6O7BoZH8+Hz3Tep7y+WguxipVUdzc8F/8K1nvzaZwb/kvA28m3aKxd9K3dP7JWi+iF28i81QMTYraHTFXaXf02fURTh5uqM5Gwnu2YsPjs8h00JcvQtxMyrV806AoihvwPNAB6yD/FmC+ruv5V9v36eoP38LPfr92ixOv3OivKD71ddwDhm6kGparfuwqhDz9at+13fpMKI4O4YaIdjY4OoTrVsV0e6yX+nTulQceKxIXQ8VfFzUlz/5f2twM+8OaODqE65aSUzHWA7+a3c6ujg7hhshVKn7Ttobp9rh+B1nMjg7hug0pOOToEG6IMy82dXQIN4T5bMWf/WyofAs/t+D/oOcP6Y4O4br1MjpmudQb7dV9bzk6hBtiXoupjg7hug2o46AvNG+wdcdvnaWB/lePx/54ezSmbhHNQ9pX/Ab2ZRyI3+aQz8m1jjZ+B2QCHxe9fgL4Hnj0ZgQlhBBCCCGEEEIIIYQQQohrd62D/Y11XS/9lKYNiqIcuxkBCSGEEEIIIYQQQgghhLj9adyWE/sd5j8f0FvKfkVR2v77QlGUO4DbY60FIYQQQgghhBBCCCGEEKKC+8+Z/YqiHMa6Rr8TsF1RlAtFr6sBJ25+eEIIIYQQQgghhBBCCCGEuJqrLePT2y5RCCGEEEIIIYQQQgghhBDif/afg/26rp+3VyBCCCGEEEIIIYQQQggh/v+hy5r9N9S1rtkvhBBCCCGEEEIIIYQQQohblAz2CyGEEEIIIYQQQgghhBAVnAz2CyGEEEIIIYQQQgghhBAV3NUe0CuEEEIIIYQQQgghhBBC3HCaLmv230gys18IIYQQQgghhBBCCCGEqOBksF8IIYQQQgghhBBCCCGEqOBksF8IIYQQQgghhBBCCCGEqOBksF8IIYQQQgghhBBCCCGEqODkAb1CCCGEEEIIIYQQQggh7E5HHtB7I8nMfiGEEEIIIYQQQgghhBCigrvpM/tfD0y72X/CLn5PNjg6hOvWWM1ydAg3RL1hLo4O4YZQgvwcHcJ1Uxq3cHQIN0RXpeJ/79ni0QWODuGG2FOjmqNDuCHcvE2ODuG69Tzl7egQbogaM+9wdAjXrYanj6NDuCF6PPi+o0O4IfxcPRwdwnU781EfR4dwYyiKoyO4bj2mVvzrBcCCb2+PG8afHeDj6BCum/nC7dH/XvvDE44O4bqZfvrF0SHcEPNaTHV0CDfEqP3THB3CdcsZ+ZSjQ7gh+v3UzdEhCHFbq/gjXEIIIYQQQgghhBBCCCHE/+dujykYQgghhBBCCCGEEEIIISoUTZc1+28kmdkvhBBCCCGEEEIIIYQQQlRwMtgvhBBCCCGEEEIIIYQQQlRwMtgvhBBCCCGEEEIIIYQQQlRwsma/EEIIIYQQQgghhBBCCLvTkTX7bySZ2S+EEEIIIYQQQgghhBBCVHAy2C+EEEIIIYQQQgghhBBCVHAy2C+EEEIIIYQQQgghhBBCVHCyZr8QQgghhBBCCCGEEEIIu9N0WbP/RpKZ/UIIIYQQQgghhBBCCCFEBSeD/UIIIYQQQgghhBBCCCFEBSeD/UIIIYQQQgghhBBCCCFEBSeD/UIIIYQQQgghhBBCCCFEBXfVB/QqivIgsEzX9QI7xCOEEEIIIYQQQgghhBDi/wM68oDeG+mqg/1AH+BDRVE2Az8DK3VdN9/csEq43tkan7EjQVXJ+Xs5Wd8tttnu3rsnPi8+gyUpGYDsX/4m5+/lAHi/8AxuHe4ARSF/1z7S3//EXmHb6Hb3XcycPRmDwcDC737how8+s9nu7OzM/C/eJSKiMampaQwbMpqLF2KKt4eHh7Jj70reeftj5n38lb3DL+bVuTnhbwwHg0rKojUkfPq7zXa/R7oSNmkopvgUAJK+XU7K4jUA1Fr4OpWa1yVnz3Ginpxu99j/ZajdDOf7ngRFxbxvHaYtf9tsd75nCGqNRgAoTs4olbzJfftJ1JBqOPcZjuLqBppG4aY/sBzZ4YgUANh2PoV3t5xC03X6NazMsJbVbba/t+UUe2LSAMg3WUjNM7HlmU4AfLTtNFvOp6DrOndU8WN8x7ooimLvFADYdvQss39Zh6bpPNC+KcN63WGzPS41kynfLicrrwBN03ixXyc6NqmJyWLhzYWrOHEhAYum0bttI57q1dYxORyJLspB44EOzRhWJo641EymfLOMrLx8NE3nxQc60bFJLWsO36/kxIX4ohwa89Q9dzokB4AOXdoyccZYVIPKbz/8zZdzv7fZ3qptc16bPoa6DWsz9pnJrP5nffG2zxfPoVnLxuzfFcmIgS/bO/Ribu1a4TfheRRVJevPFWR8/bPNdo++PfAbMxxzovUclbn4b7L/XAGAISSQwDfGYggOBF0nYdQkzLEJds+hLOc2bfB6cRSoBvKWLSPnx5/KlXHt0hmPJ4ei6zrmM1FkvOW4c2xp7brcwYS3XkI1GPjzx6V8PW+hzfYWbSMYP200dRrWYsJzr7P2nw0A1GtUh0nvjMPD0x2LRePLOd+x6u91jkiBbadjmb1sL5qu80DL2gy7q5HN9rj0HKb8sYOsvEI0XefFHhF0rBvG4UvJvPX3bmshXee5rk3p2rCKAzKw2nb8PLP/2IqmazzQtiHD7m5psz0uLYspP64rOtfqvNinLR0bVgfgVGwy03/eSHZBIaqi8OPLj+DidC3Nx+vXvXsn3nvvdQwGA99+u5j33ptvs93Z2ZmvvvqA5s2bkJqaxsCBo7hw4RJdu3bgrbdexdnZicJCExMnvs2mTdsBeOONcQwY8CA+Pt4EBja0Sx6lde7WgWkzX0U1GFi08Hc++ejLMjk5MWf+TJpENCItNZ0Rw8Zy6WIsDzxyHyNeGFZcrkGjuvTq9AhHj5ywdwoAbItKYPaaQ9a60awaw9rVs9kel5HLlKX7yCowWT9TXRrRsXYI6bkFvPLHbo7GpdG3aTVe69nMIfEDbIuKZ/bqohwiql8hh71k5Zus9btL41I57OJobFEOvSIck0CRJp0iGDB1GKpBZdPP61g2/0+b7T2f6kOnx7qhmTUyUzP4avynpMQkFW939XBj5po57F+9m4Wvf1n219tF9U5N6fLGIBSDypHFG9n96VKb7U0HdiVicHd0i4YpN5/Vr35F6ulYvMIDGLp+NmlRcQDEHTjD2onfOCIFAAx1I3DpPQxUFdOedZg22R4L5/uGYqjZGADF2QWlkjc50wajhlbHpd8z4OIOmoZpw2+YD293RAoAGJu2xm3QKFBVCjcup2DponJlnO7ohOtDQ0AHy4Uocj+ZAYD3wjVoF88CoCUnkvPBZLvG/q/boY8BYGjUCtfHRqCoKoVbVlK48udyZYyt7sKlzyBAR7sYTd6XszDUa4Zr/+eKy6ghVcj7/G3MB+3/uarWqSmd3xiEWlS/91ymfjcb3B2tqH6vLarfAAH1q9Bt5jBcPN3QNZ2f+kzFUmCyew5XM/ntD9i8bTd+vj789cMCR4fzn4zNWuM21Nq3KFy/jIK/L1O/23bG9ZGi+n0+ity51r6F96K1aBf+rd8J5LzroPp9m/S/hbiZrtpb03X9SUVRnIB7gMeBTxRFWaPr+tM3PTpVxXf8iySOGo8lIYng7z4lb/MOzGfP2xTLXbOR9Hfn2rzn3LQhLs0aEf/4cACCvpiDS4tmFOyPvOlhl6aqKu9+8AYP9B1CbEw86zf/wYrl6zh54kxxmUFDHiEjPYOWzbrx4MP38cZb43lqyOji7dNnTWLtms12jbscVaXK9Gc5/cTrmOJSqPfPe2Ss2U3+6Ys2xdKWbuXSlM/L7Z644E9UNxcCBvS0V8TlKQrOfZ4i/9vp6JkpuD43E/OJvehJJV+sFK74rvhn4x29UENrAKCbCin4fR56ajyKpy+uI2aRdyYS8nPtnoZF05m16STz729OsIcLA37ZQ6caAdTy8ygu80rHusU/L4q8yMnkLAAOxqVzMC6DXx6zNnif/H0v+2LSaRXua98kAIumMXPRGhaMfpRgX08GzFxIp6a1qFU5oLjMF8t30KNlPR7t1Jyo2GRGzfudFU2eZc2+k5jMFn6b+iR5hSYefONrerVqQFiAt2NyeKl/UQ7f0alpbdsclm2nR6v6pXL4lRVNRhTlYOa3158qyuFLerVuaPccwHqemvLOeJ56ZBQJsYn8svo7NqzaQtSps8VlYmPiee3FaQx7fmC5/b/+5Adc3VzoP/hBe4ZtS1Xxn/gC8c9OwJyQTOWf5pG7cQem6As2xXJWbyJl5rxyuwdOn0D6lz+Rv3M/ipsr6LfAzAJVxWvMaNJefgVLUhL+ny8gf+s2LOdLroGG8DAqDRhAyvOj0LOzUX18HBdvKaqqMnHmKzz76GgS4hL5aeVXbFy9hehT54rLxMfEM2X0dIY8/4TNvvl5+Ux+YRoXzl4iMDiARau/ZvuGXWRlZts1B4umMXPpHhYM7UqwlzsDFqykU/1wagWV1NEvNh2hR+OqPNqmLlGJGYxauIEVY8OoHeTDT8/1wmhQScrK49FPlnFXvTCMBvuvnmjRNGb+tpkFI/oS7OPBgA9+pVPjGtQK8SvJY/VeekTU5tEOjYmKT2XUZ/+w4vXqmC0akxauZfrAu6kXFkB6Tr7dclBVlY8+eov77htATEw8W7cu4Z9/1nLixOniMkOH9ictLYPGjTvxyCN9mDHjVQYNGkVKShoPPzyMuLhEGjasy9KlC6lVy3rdW758LQsWfMfhwxvtkkfZnGa8O4nHHxhOXGwCy9f/zOoVGzh9Mqq4zOODHiIjI5MOLe+h74P3MOmNlxnx1Cv8+esy/vx1GQD1G9bhqx8+dthAv0XTmbkqkgWPtyfYy40B32ygU51QagV6FZf5YttJejQI49GWNYlKymTULztYUTsEF6OBkZ0acCYpizNJmQ6JvziHlZEseKKDNYevL5PD1hP0aBBeksPP21kxqldRDg05k5jp0BwAFFVl8LThzB44jdT4FN5Y8g4H1uwh9syl4jLnj53ljT7jKcwvpOvAnvR/bRCfjvqgePtDYx/n5O5jjggfAEVV6DZ9CL8NmEVWXCoDlk7jzJp9xYN9ACf+2sGhH6yTDGp1b0HnKQP5Y/BsADLOJ7DwnkkOid2GouLSdzh5X01Dz0zBbeQ7mI/vQU8sORaFy74t/tnpzntQK//bzygg/5e56ClxKJ6+uI16F/Ppgw7pZ6CouA0dTc7McWipSXi+NR/T/u1oMSVtDzU4DJe+T5D9xovoudkoXj4l+xcWkjXxGfvHXcrt0McArMfiiVHkfPgqeloylSbNxRy5Ay2upG2rBlXG5Z7HyHlnDORmo3j6AGA5GUnOtBHWQu6eeL79DeZj+xyQgkLX6UP4o6h+P7F0GlH/Ub9rdm9BpykD+XPwbBSDSq85I1j50gKSj1/A1ccDzWS3Oaf/J/3u7c4TD/Vl4lvvOTqU/6aouA0bTc6McWgpSXjOXIBpb5n6HRKGS78nyJ76AnrOZer3hOH2j7uU26X/LcTNdk09Nl3XTcAKYDGwD+h3E2Mq5tyoPqaLMVhi4sBsJnfNBtw6tbu2nXVQnJ1RnIwoTk4oRgOW1LSbG/BltGzVjOjo85w/dxGTycQfvy3j3vvutilzz313s+hH68yPv/9cSafOJd8u3tv7bi6cu8iJ46dxpEoRdSg4F0/hhQR0k5m0JVvw7tHmmvfP2nYIS3beTYzw6tTw2mgp8ehpiWCxYDm8HWOD1lcsb2zaHvPhrQDoKXHoqfHWn7PS0HMyUNy9rrjvzXQkIZMq3m6Ee7vhZFDpWSeYjdHJVyy/8nQCveoEA6CgUGjRMGkahRYNs6bj5+5sr9BtHDkXR5UgX8IDfXAyGujZuj4bD52xKaMokJNfCEB2fgGBPh5F7yvkFZgwWzQKCs04GQ14uNk/jyNn46gS5FOSQ6sGbIy0rauKAjl51lXQsvMKCPQuygFsczA4JgeApi0aceHsJS6dj8VkMrP8z9V07XWXTZnYi3GcOnYGTdPK7b9zyx5ysh3QIS3FpXE9TBdjMcfEg9lMzsqNuHe+tuuFU82qKEYD+Tv3A6Dn5aPnO37lOqcG9bHExGCJs14D89etx7VDe5sybr17k/vnX+jZ1oFwLT3dAZGW17h5Qy6evUTMhVjMJjMr/1pL554dbcrEXozn9PGocp+p89EXuXDWOjiSlJBManIavv4+9gq92JFLKVTx9yTcz9Nav5tUY+Nx2y+4FSAn3zrDLDu/kEBPNwDcnI3Fg+KFZgsKjrl7CuDI+USqBHgTHuBtzaN5HTYePmtTxppH0bk2r5BA70oA7Dh5gTqV/akXZu1A+VRyxaDaZ7C/desIoqLOca6o/fTrr0vp3bu7TZnevbvz44/Wuwz/+GM5nTtb60dk5FHi4hIBOHbsFK6urjg7W8+vu3cfID4+0S45lNW8ZRPORV/kwvlLmEwm/v5jOT3v7WJTpsc9Xfl1kfWuw2V/r6ZDp/IzSvs9dC9L/lhhl5gv50hsKlV8KxHuW8naDmkYzsbTcTZlFCCn0Dook11gItDDFbDWjeZVAnA2OvaxYUdiU6niVyaHU2VyUCCnaAbp5XMw2D3usmpG1CbhfDxJFxOwmMzsWrqVFj1s27YndhyhsKh+nzlwCr8Q/+Jt1RvXxCvAmyNb7DsZqrSQiFqkn0sg40ISmsnCyaU7qd3D9u6jwlJ9CCc3l1vjC/ky1Cr/9jMSwGLGHLn1v/sZzTpgjizqZyTHoadYP3/F/YxKjhl8MtSqj5YQg5YUBxYzhTvX49TStj3l3PU+Ctf8jZ5rbXvomekOiPTKboc+BoChRj20pFj05HiwmDHt2YQxwvZYOHW8l8INS+DfY5GVXu73OLXsiPnIXii0f9v2cvW71lXqt15Uv6vd1YTk4xdJPm79ciM/PRtdu/XqPkCriCZ4e3k6OoyrMtSuj5YQi5ZYVL+3r8eptW3fwrlbbwpX/4Wec4vW79uk/y3EzXYta/bfA/QHOgMbgS+BR29qVEUMgQFYEkpuM7UkJOHcuEG5cu5dO+LSvCnmC5dI//BTLAlJFB4+Rv6+g1Re8Sso1uV9zOculNv3ZgutHEzMpZLOQ2xMPC1b296yXLlUGYvFQmZGNn7+vhTkFzB6zLM82HcIo0bf/Bsp/otTiD+FsSUDyqa4FNyb1y1XzveeO/G8oxH50bFcevMrTHFXHoS2N8XLDz0jpfi1npGCGl7n8mW9A1B8g9Cij5TbpobVQjEYrY15B0jMySfY07X4dbCHC0cSLj+zLDYzj9jMPFqHW2dwNgv1plWYL92/3gro9G9ShZp+lewRdjmJadmE+JY0ioJ9PDl81raj/Vzv9oyY8yuLNuwnr9DEZ6Otp567W9RlY+QZuk/4lLxCM6880gXvSm52jR8gMT2LEN+SL32CfS+TQ58OjPjoZxZt2GfN4aXHALi7ZT02Rp6m+/h5RTl0dUgOAEEhgcTHlHyeE+ISadqi0X/scesxBAVgiS91vUhMxqVJ/XLl3Lt1wLVFE0znL5Hy7gIsCUk4VQtHy8om6IPXMYaFkLdzP2lzvoLLfLFhT2pAIJbEUjklJeHU0HbZEWMV69Iwfp/MBdVA9jffUrh7t13jvJyg0EDiSy2DlBiXRJMW//clUxo3b4CTkxMXz8VcvfANlpiZR4i3e/HrYG93Dl9KsSnzXNemjPh2HYt2nSSv0MJnQ7sWbzt8MZnX/9xJXEYOMx5q55BZ/QCJGdmE+Jbc+RXs48Hh87bXr+d6tWHEgiUs2nKIvEIznz3fF4DziRkoCoyYv4S0nDx6Nq/Dk91a2CXuypVDuFSq/RQTE0ebNs0vU8Y6O9BisZCZmYW/vy8pKSWTOx544F4OHjxCYWGhXeL+LyGhwcTGlOQUF5tA85ZNbctUDiI2xjq54N+cfP18SEtNLy7T54FeDBvwgl1ivpzErHxCvEquV8GebhyOtZ1Q89xdDRixaBuL9kaRZ7Lw2ePty/4ah0rMyifEs1QOXm4cjkm1KfNcxzI5PNHB3mFelW+wH6ml2uepcanUirh82xag06PdOLTR+sW2oig8NnkIn700h0YdHLeckkeIL1mxJf/2WXGphEbUKlcuYvDdtBx+DwYnI7889nbx+95VAhm0fDoF2Xlse+83YnaftEvcZVn7GSXHQs9MRa1yhX6GTyCKbzCWqMv0M8JrW/sZRZOM7E31C0BLKflCVEtNxljLtv9tCAkHwOP1j0FVyf/9O8yH9lg3Ojnj8dZ80CwULFmEad82u8X+r9uhjwGg+ASgpZa0A/W0JAw1bNu2arD1WLhP+BBUlYIlC7Ec3WtTxqlNZwrX2C6/ay9l63d2XCohl6nfzQbfTYui+v1bUf32rRkC6DywcDxufl6cWrqDvQuW2Sv021K5+p2ShLF2mfodWlS/p8211u9fv8UcWap+v73AWr//+gnTXgfU79uk/y3K027BL/IrsmvpeQ4G/gLq6bo+VNf15Vdbs19RlGcURdmrKMreH5Nubgc9f8sOYvsOIOGJ4eTv2off6xMAMIZXxql6VWLv60/svf1xadUc54gmNzWWG23CxBeZ/8k35OQ4dsbstcpYs4cj7YZzvMdosrYcpPqHo6++0y3K2LQ9lqM7y80cUjx8cHn4BQr+mH9Lzioqa9XpBLrVCsKgWmeVXkjP5WxaDquGtmfV0A7svpTK/lj73/FyrVbuOU7fOxuzetYI5o16iMnfLEfTdI6cjUNVFFa/M4Ll04ezcO0eLiWlOzrcy1q5+xh92zVh9TsjmTfqESZ/809JDqrK6tkjWT7j2Vs6h9tF7qYdXLxnEDGPPEvezv0ETh9n3WAw4Nq8Canvf0bsEyNxCg/F4/4ejg32WhkMGMPDSX3xJTKmTcN7/CsoHh5X368CCAjyZ8bcqUx9aUbxLK9bzcpD5+jboharxz3IvEGdmfz7drSiWWdNqgTwx4u9+fHZXny1+SgFJouDo72ylftP07dNfVa/OZR5z/Rm8g9r0TQdi6ZxIDqOtwd155sXH2TDoWh2nbp49V94i2jQoA7Tp7/KqFGvOTqUG6Z5yybk5eVz8viZqxd2oJVHL9K3aVVWv3AP8x69k8lL9lW4TtzKY5fo27Qaq1+8l3n92zF5yd4Kl0Np7frdRfWmtVj+ufXOkW6DenFow37S4lOvsuet4eD3a/mq41g2z1xM2xf7AZCTmM7nbV9i4b2T2fjWj9z38fM4e9z6AzfGpu0xH9kBuu2kAsXTB9dHXyT/t3m3dj/DYEANDid7+hhy503H/emxKO7WyUOZox8ne8oIcufNwG3QSNSgyg4O9vJuhz4GAAYVNTiM3PdeIe+LmbgNHgNuJRO5FG8/1LDqmMt8AXCrifx+Ld90HMuWmYu5o6h+qwYDlVvVZcWLn/LLQ9Oo1bMVVdpXrMlIFZJqQA0JI/vNl8id8xbuz7xSUr9HPkb2xOfI/Xg6bkNGoQbfovVb+t9CXH2wX9f1x4EdQHdFUXorihJ0Dft8rut6K13XWw0IDPufg7MkJVsflljEEBxY/CDef2kZmWCy3mKb8/dynBtYZ1C4de5A4ZHj1uUY8vLJ37Eblyb2fxBbXGwCYeGhxa8rh4UQV+ahj7GlyhgMBry8PUhNSaNV62a8+dZ4Io9uZMTzQ3n5lREMf3aQXeP/lyk+BedS66A5hfoXP4j3X5b0LPSiW7aTF63BvUn5b+0dSc9MRfEuuXVZ8fZHz7p8B8fQpB3mQ2W+qXZxw2XQqxSuXYR2yXHLKgVVciUhK7/4dUJ2AYGVXC5bdtXpBHrVDS5+vSE6iSYh3rg7G3F3NtK+mj+H4h2z3myQrwfxaVnFrxPSswjytR2k/HPbYXq0tD4wr1nNMArMZtKzc1mx5zjtG9XAyWDAz6sSEbXCOHre/jOggnw8iU8r+fdLSMsiyKdsDofo0dI6C6dZrTAKTEU57D52mRxsZyXYS2J8EiFhJZ+T4NAgEuKS/mOPW48lMRlDSKnrRVAA5oSy14us4utF1h8rcGlgvTvJkpBMwcko6xJAFo3cDdtxqX/lmZH2oiUnYQgqlVNgIFqS7XHRkpIo2LbNujRZXDzmixcxhP/v190bJTEuiZDKJZ+poNDA/9NnqpKHO/N+eI+5sz7n8P6jNyPEqwryciM+o+TL9oSMXII8bQeR/twXRY/GVQFoVjWQArNGeq7tbfI1g6zn3DOJ6Tc95ssJ8vYgPq3keQcJ6dkEedve0fXnrmP0iKgNQLMaIRSYLaTn5BHs40GLWpXx9XDDzdmJDg2rcfySfc4NsbHxhJdqP4WFhRITE3+ZMtaOpsFgwMvLs3hWf1hYCD///DlPP/0yZ8/a/87Oy4mPS6ByWElOoZWDiY+zbRPGxyZSOSwEKMmp9Kz++x+8l79/X26XeK8kyNOV+MySZRcSsvIIKnXHIcCfkefp0cB6LmoW7k+BxUJ6ruPvrvhXkKcr8VmlcsjMK1+/D56jR8NSOZgt5eq3o6UlpOJXqn3uF+pHWkJKuXIN2zelz6iH+OjpmZiL2uq1WtTl7sH38N7W+Tw2cTDtH+zEIxPKP5fnZsuOT8OzcskzRDxD/chOuPJElBNLSpb5sRSayU+3nt8SD58j/Xxi0Wxg+7P2M0qORdk7ikszNmtfvIRPMRc3XIdMomD1T2gXHdfP0FKTUf1LuvuqXwBaWpm2R2oS5v3bwWJBS4rHEncJtWi2v55mbXtpSXGYjx/EUL22/YIvcjv0MQD09GRUv5J2oOIbiJZu+5nS05IxH9wBFgt6cjxawiXU4JJ2oFOruzAfsB4rRyhbvz2uUr9PLilZ5icrLpWY3SfJT8vGnF/IuQ2RBDWufrNDvq2Vq9/+gWhpZfpLqUmY95Wp36Fl6ndiHOZjDqrft0n/W4ib7aqD/YqiPALsBh7BunzPLkVRHr7ZgQEUHjuBU9UwDJVDwGjEvXsX8jbbPkFe9S+5eLjddSemog6dOSERlxZNwaCCwYBLi6aYHLCMz/59h6hVqxpVq4Xj5OTEgw/fx4rl62zKrFy+jscHPADA/Q/0YvOmnQDc2+NxmjXqTLNGnZn/6bd88N58vvhsod1zAMiJPI1L9VCcqwShOBnx7duRjDW2S0UYg0oe8urdow35pR4OdivQYqJQ/UNRfALBYLAO6J8oP8tBCaiM4loJ7eKpkjcNBlwffwXzwc1Yju6yY9TlNQr25EJGLjGZeZgsGqtOJ9C5RkC5cmfTcsgsMNMspGTNzxBPV/bFpGHWNEwWjf2x6dTwdS+3rz00qhbKhcQ0YpLTMZktrNpzgk5NbRsMoX5e7DphrbfRcSkUmsz4eroT6ufF7pPW9/MKCjkcHUeNUg+btFsO1cvksPc4nZpdLofzRTkkU2iylORQ9H5eQSGHz8ZSo9Q6uvZ0+MAxqtWsQljVyjg5Gbn3gR5sWLXFIbH8rwqOnsSpahjGMOv1olKvzuRu2mFTxhBQ8hlx73wnhUXXi4KjJ1E9K6H6WuuKa5sICqNtHwTvCKYTJzGEh2MItebk2q0rBdtsr4H5W7bi3DwCAMXbG2OVKlhiHd9oPXrwOFVrhhNWNRSjk5Fe/e5m0+qtV98RMDoZ+fCbWSz9dQVr/9lwkyO9skZh/lxIySImLdtavw+fp1P9cJsyoT7u7IqyDgJEJ2ZQaLbgW8mFmLRszBbrjM3Y9GzOJWdS2ccxS6Y1qhrEheQMYlIyrXkcOE2nMp3lUB9Pdp2yXrOj41Ot51oPN9rVr8KZuBTyCq3rm+6LiqVmsH3OtXv3RlK7dg2qVauCk5MTjzzSh2XL1tiUWbZsLQMGPATAgw/ey6ZN1vrh7e3FH398w5Qp77Bjx60zm/Hg/iPUqFWVKlXDcHJy4v4H72X1CtvP+OqVG3jk8fsBuO/+HmzbXNLmUBSF3v168vfvjluvH6BRZV8upGUTk55jbYccu0SnOqE2ZUK93Nl1zjpAGJ2cSaFZw9dBzwi6nEaVfbmQWiaHupfJ4WzZHC4/ucJRzkaeIbh6KAHhQRicjNzRpwMH1th+5qs2qsGTbz/LR0/PIiulZIDks5fm8HL753ilwwgWv/092/7YxK/v/GDvFIiPjManRgheVQJRnQzU69OWqDX7bcr4VC/58rhmtwjSzlnPu25+nihFd696Vw3Ep0YwGecd80wO7dIZ1IBQFN8gMBgxNuuA5fhl+hmBYShuHmgXSi03ZDDiOnA85gMbsRzZaceoy7NEn0ANCUMNDAGDEee2XTHts21PmfZuw9jAuvST4uGFITQcLTEOxd0DjE4l79dtjCXG/u2p26GPAWA5dxI1KAwlwHosnFp3whxZ5lgc2I6hXsmxUIPD0ZNK2oHGNl0w7XZcWyo+MhrfMvU7+ir1O72ofp/ffAj/elUwujqjGFTC29Yn9bT9l3W8nViiytTvdl0x7bXtW5j2bMXYMAIAxbOofifEoVQqVb89vTDUa4zlkgPq923S/xbiZrvqmv3AZKC1ruuJAIqiBAJrgd9uZmAAWDTSZs8l8ON3UAwq2UtWYI4+j9ezQyk8fpL8zTvwfOwB3O5qh262oGVmkfrmbADy1m3GtVVzQhZ9CTrk79hD/pYdV/mDNyEFi4XxY9/k97++wWAw8OPCXzlx/DSvTR7Nwf1HWLF8HQu/+4UFX77Pvsh1pKWl89TQl+we51VZNC5O+ZzaP7yBYlBJ+Xkd+acuEjr2CXIPnSFjzW6CnuyNd/c26BYLlvRszr08p3j3ur+/jUutcAyVXGm8+yvOj5tH1qYD9s1B0yj852tch0wCVcW8fwN64iWcuj6KFhuF5cQ+AIxN2mM+bHvRMzRuh1q9AUZ3T4zNOwNQ+McnaPH2v8AZVZUJd9Xj+b8PoOlwf8NQavl78OmuKBoGedG5hnUGyKpTCfSsE4yilDwY8u5aQey5lMqji6yDB+2q+tOpRuBl/85Nz8Og8mr/uxnx8W9omsb97ZpQu3IAny7ZSsNqIXRuVpuXH+rMtB9W8eO6vaDAm0PuQVEU+ndqztTvV/Dgm1+DDn3bNaZu+FVvOro5OTzWnRFzfkHTdO5v34TalQP5dMmWohzq8PLDXZn2w0p+XLcHUHhz6L3WHDq3YOp3y3nwjS8B6HtnE4fkANbz1PRX3+XLnz9GNaj88dNSzpyM5oUJz3Dk4HE2rNpC44gGzP12Nl7eXnTp0ZEXxj9Dn7us6x8uXPI5NWtXw72SGxsOLmXymBls22DnzqpFI2XmPELmzwRVJeuvVZiizuPz/BAKj54id9MOvJ7oh3vnO4uvF8lT3rXuq2mkfvA5oZ/PBkWh4Nhpshw8cxYAi4XMj+bg+967oKrkLV+B+dw5PIY9ienkSQq2badw925cWrci4Ptv0TWNrE8XoGc65m4d29AtzJz4AfMXfYhqMPDXon+IOnmW58c/zdGDJ9i0eiuNIhrw4dcz8fLxpFP3Djw/7ike7DSQnn270aJtBN6+XvTtfy8AU0fP4ORR+850NBpUXu3dihHfrbfW7xa1qB3sw6frImlY2Z/ODcJ5uVdLpv29kx+3nwBF4c0H70RRFA6cT+TrzccwGlRUBV7r3RrfSq5X/6M3K4+HOjJiwRJrHnc0oHaoP58u30XDqkF0blyDl/u1Z9rPG/hxk/UhnW8+0Q1FUfByd2VQ5wgGfPArCgodGlbjrkbV7RK3xWJhzJipLF36PQaDge+++4Xjx08zZcrL7N9/iGXL1vLttz/z9dcfcuTIJtLS0hk0aBQAzz03hFq1qvPaay/y2msvAtCnzyCSklKYMeM1+ve/H3d3N86c2ck33yxmxoyP7JbT5PEz+On3z1ENKj//+CenTkTxymujiDx4lDUrNrB44e98vGAWW/etID0tg+efeqV4/7btWhEXE8+F846dTGFUVV7t0YwRi7ehaXB/s2rUDvTi003HaBjqS+e6obzcrTHTVhzgx91nAIU3e7cobo/c88kqcgpMmCwaG07FMv+x9tQK9PrvP3ozcugZwYhF26z1wiYHHzrXrczLdzdh2vL9RTnAm31aluQwb6VtDo93sHsOAJpFY+HULxn3/RRUg8rmX9YTc/oiD4x5jHOHz3Bg7V4ee20wLu6ujPx0LACpMcl8NHyW3WO9Et2isX7Kdzy0cDyqQeXIz5tIORVDu5cfIuHwWaLW7Kf50B5U7dAIzWQhPyOHlS9/BkD4HfVpN/YhNJMFXdNZO/Eb8jNyHJOIplGw5Evchk0BRcW0dz1a4kWc734MS8yZ4oF/p6btMUfa3j1sbNIOQ42GKO6eGFtYH9pd8Ns8tLhz9s4CNI28b+dSacI7oBoo3LQCLeYcrg8NxXz2FOb92zEf2oOxSSs8Z39tLf/TZ+jZmRjqNML9qTGg6aAqFCxZhOaAwf7boY8BgKaR/9M83F96G0VRKdy2Ci32PC59B2M5fwpz5E4sR/dibNSSSm9+YS3/2xfoOda7GhT/YFTfQCynDjkmfkrq94MLx6MYVI4W1e87i+p39Jr9RBTVb4vJQkFGDquK6ndBRi77v1zBE/9MQ9d1zm2I5Oz6gw7L5b+Me30Wew4cIj09k279BvL8U4N4qE9PR4dVnqaR9/XHVJo4G1SVwo0r0C6dw/WRJzFHn8S8bzvmyD0Ym7bG8/1vrOV/XGCt33Ub4T78ZesSY4pCwd8OrN+3Qf9blKdzCy9fVwEpV1sHV1GUw7quNyn1WgUiS7/3Xy627nZbHLGmxx0/y/N6rfO9Pda4qzf01ppV9b9SgsrPxq9olMb2eVDjTac45sGZN1KLRxc4OoQbYnmo99ULVQBu3iZHh3Ddep66dZbcuB47P+7l6BCun6ePoyO4IfwefN/RIdwQfq4V/7kYZz7q4+gQboxSExoqquemnrp6oQqgqXbrr5V/LZ4dkHf1Qrc484Vb93lc/xcuTz/h6BCum+mnXxwdwg3x1arbY0B01P5pjg7huuWMfMrRIdwQLiMcszz1jeTWeVjFb4TcQmoGNL8txo7Lik4+4JDPybXM7F+hKMoqYFHR6/7ALTDlUQghhBBCCCGEEEIIIYQQcA1r9gM68BnQtOi/z29qREIIIYQQQgghhBBCCCGE+D+5lpn93XVdnwD88e8biqK8CUy4aVEJIYQQQgghhBBCCCGEuK3puuboEG4rVxzsVxRlBPA8UFNRlNJPdfEEtl1+LyGEEEIIIYQQQgghhBBC2Nt/zez/CVgBzAReLfV+lq7rqTc1KiGEEEIIIYQQQgghhBBCXLMrDvbrup4BZACP2y8cIYQQQgghhBBCCCGEEEL8X13LA3qFEEIIIYQQQgghhBBCCHELu5YH9AohhBBCCCGEEEIIIYQQN5SG7ugQbisys18IIYQQQgghhBBCCCGEqOBksF8IIYQQQgghhBBCCCGEqOBksF8IIYQQQgghhBBCCCGEqOBkzX4hhBBCCCGEEEIIIYQQdqfrsmb/jSQz+4UQQgghhBBCCCGEEEKICk4G+4UQQgghhBBCCCGEEEKICk4G+4UQQgghhBBCCCGEEEKICu6mr9k/LcnvZv8JuzAaLjk6hOtWf2yIo0O4IbRL8Y4O4YZQfX0dHcJ1syxd4ugQbggtp8DRIVy3Xu41HR3CDXEm/vZYq88lQXN0CNdNp+Jf9wAK/tzg6BCuX8X/OAHwcFBLR4dwQ4Qrro4O4brFf7DP0SHcEM7uFkeHcN1OmW6P6977TW+TExUBjg7gujnVCnJ0CDfE0UH/ODqE61anS8U/RwEMqHPR0SHcEDkjn3J0CNet0idfOTqEGyJ/6khHh3D9Og9zdAS3FY3boz10q5CZ/UIIIYQQQgghhBBCCCFEBSeD/UIIIYQQQgghhBBCCCFEBSeD/UIIIYQQQgghhBBCCCFEBXfT1+wXQgghhBBCCCGEEEIIIcrSdVmz/0aSmf1CCCGEEEIIIYQQQgghRAUng/1CCCGEEEIIIYQQQgghRAUng/1CCCGEEEIIIYQQQgghRAUng/1CCCGEEEIIIYQQQgghRAUnD+gVQgghhBBCCCGEEEIIYXeaPKD3hpKZ/UIIIYQQQgghhBBCCCFEBSeD/UIIIYQQQgghhBBCCCFEBSeD/UIIIYQQQgghhBBCCCFEBSdr9gshhBBCCCGEEEIIIYSwOx1Zs/9Gkpn9QgghhBBCCCGEEEIIIUQFJ4P9QgghhBBCCCGEEEIIIUQFd8sv49OoUwSPTX0S1aCy5ed1rJz/l8327k/1psNj3dDMFrJSM/l2/KekxiQD4Fc5gMGznsOvsj+6Dh8/+TYpl5LsEnfXbh2Z8c4kDAaVH77/lY8//MJmu7OzE598NptmEY1ITU1n+JNjuHghhipVw9i2ezlRp88CsHdvJOPGvG6z78JF86lWPZy77uxjl1z+pVZrhHOnR0FVMR/ZinnvKpvtTnc9gqFKPesLozOKuyd588eghte17ldE8Q2hcMUXWKIi7Rk+AIZ6zXG5fzioKqZdazBt+N1mu3PfpzDUamyN09kFxcObnCkDAHB9+nUM1epiOXuc/K+n2z320radiWf2qoNous4DzWswrH19m+1xGblM+XsPWfkmNF3nxa6N6VgnlPTcAl75bSdHY1Pp26w6r93T3EEZlGeo3wKXfk+DasC0czWm9WWOzf1PYajdBADFyQXF05ucSU84IlQbhkatcH30ORTVQOHWFRSu+qVcGWPLu3DpPRAA7VI0eV/NAsDlwacwNrkDFAXz8f0U/DzfrrGXVr9TMx6YOgTFoLLr5/Wsm7/EZnunp+6l7WNd0cwWslOzWDx+AWlF59rerz5Bwy7Wz9LquX9w8J8ddo8fwL9LM+pNH4piUIn5cT3n5v592XJB97Wh2ddj2dXjNTIjowHwaFiVBu8Ox+jhhq7r7O45Ea3AZM/wi/l2iaDWW0+iGFTif1zHxXl/XbZcwH130PCrV9jfcwLZkdEoRgN1P3gOjyY1UQwqCb9u4uLcy+9rD+27tGXCWy+hGgz88eMSvp630GZ7y7YRjJ/2EnUa1mLCc1NZ888GAOo1qsPkd8ZRybMSmkXjiznfsurvdY5IAWOz1rgNHgWqgcINyyhYsqhcGae2nXF9aAgAlvNR5M6zXh+8f1yLdsF6LddSEsh5b7L9Ai/D2Kw1bkOL8li/jIK/r5DHI0NAL8pjblEei0rlkZxAzruOyaNJp+YMen0YqkFl4+K1/DP/T5vtvZ7uQ+fH7sZS1B78YtwnpMSUtPlcPdx4Z+3H7Fu9i++nfmnv8IvV7dSU3lMHoxpU9vy8gU3zl9psbzOgG3cO6o6maRTmFPDna1+SeCYGdx8Pnpg/mvCmtdj/22aWvP6tYxIo4tauFX4TnkdRVbL+XEHG1z/bbPfo2wO/McMxJ6YAkLn4b7L/XAGAISSQwDfGYggOBF0nYdQkzLEJds/BpW1rvF8ahWJQyVmynOyFtvXC/d6eeI16FkuS9VqX89tf5C5dDoDXyGdwbdcWVIWC3fvI+HCe3eP/V9vOrXlp2igMqoEli5ax8BPbPCLuaMpLb46kVoNaTH1+GhuWbS7etvXCWqJOWOt3QkwC4590TP12atmGSs+9gKKq5K9cRt6vP5Ur49yxC+4Dh4KuY46OInv2Wxhq1sZj1Mso7u6gaeQuXkjh5g32T6CIoW4ELr2HWfsZe9Zh2mR7nnK+byiGmqX6GZW8yZk2GDW0Oi79ngEXax6mDb9hPrzdESkAYKjdDOd7h4CiYt6/HtMW2zahc6/BqDUaAkVt8kpe5M58CsU7AJfHx4KioBgMmHauwrx3rSNSsOHVuTlV33waDCrJi9YQ/8kfNtv9H+lK+OQhmOJTAUj8dhnJixwfN4CxSWtcB420fqY2Lqfgn8Xlyji16YTLg0NA17FciCJv/tsAKP5BuD01FtUvEICc915DT7b/uda5dRs8Rr4Aqkr+8mXkLi5fv106daHSkKHW+h0VRebbbwHgPXM2Tg0bYjpymIxJr9k5clu3Q1vqaia//QGbt+3Gz9eHv35Y4OhwrsjQsCWujzwHiopp+0oKV/9aroyxRUec7xsIuo4WE03+N7MBcO43DGPj1gAUrliEed/mcvsKcTv4z8F+RVFcdF0vsFcw5f6+qvLEtKf4cOBbpMWnMmnJTCLX7CXuzKXiMheOnWVGnwkU5hfSaWAPHn5tEJ+P+hCAYR+MYtm8Pzi+9RAu7q7ommaXuFVVZdb7U3mk35PExiSwesNvrFy+nlMno4rLDBj8COnpmbRp3oN+D93L1DdfYfiTYwA4d/YCXTr2u+zvvq9Pd3JycuyRhi1FwbnL4xT88RF6dhquj7+GJfoQempccRHT5l/5d2jM2KwLalAVALRLp8j/sWhw3MUdtyenYzl/zM4JAIqKywPPkvf56+gZKbiNfg/zsd3oCReLixQu+ar4Z6f296GG1Sx+bdr4JyZnF5za9rRr2GVZNJ2ZKw+wYEBHgr3cGfDlOjrVrUytQK/iMl9sOU6PhuE82qoWUUmZjFq0lRV1QnExGhjZuRFnkjI4k5jpwCzKUFRcHnyWvAVTrcdmzPuYj5Y5Nn+XOjYd7kMNq+WISG0pKm6PjyTno9fQ05Kp9NpczId2osVdKC6iBlXGpVd/ct59GXKzUTy9ATDUbIihViNypj0HgPv49zHUbYrl1CEHpKHw0LRhLBg4g/T4FMYseZsja/aRcCamuEzMsXN80GcipvxC2g3sTp/XBvD9qDk07NKc8EbVee/eCRidnRi5eCrHNx6kIDvPvkmoCvVnDWP/ozPIj03hjlUzSVq1l5xTMTbFDJVcqTr8XtL3nS5+TzGoNP5kFEdGfkL2sfM4+Xqgmcz2jf9fqkrtmU9x+NG3KIhLpfnKmaSs3kvuqUs2xQyVXAl7+l4y950qfi+gz50ozk7s6zIW1c2ZVps/JPGvbRRctM+X3KWpqsrEmWN55tHRJMQlsmjl12xcvYXoU+eKy8TFxDN59FsMfX6Azb75eflMemEaF85eIjA4gMWrv2H7hl1kZWbbNwlFxe3J0eS8PQ4tJQnPGQsw7duOFnO+uIgaEobL/U+Q/cYL6DnZKF4+JfsXFpL12nD7xnw5iorbsNHkzCjKY+YCTHsvk0e/J8ieeoU8Jjg2D0VVGfLWcN4Z8Cap8SlMWzKb/Wv3EHu6pF6cP3qWqb3HUZhfSLeBPXnstcF8Mur94u0Pj32cE7uPOiL8Yoqq0Hfak3w1cCaZ8SmMXDKd42v2k1jqXBv593Z2/2j9cqvB3S24b8pAvhnyDqYCE2ve/43geuGE1K3iqBSsVBX/iS8Q/+wEzAnJVP5pHrkbd2CKvmBTLGf1JlJmlh8ED5w+gfQvfyJ/534UN1fQHbBGq6riM3Y0yaPHYUlMIujr+eRv2Y753HmbYnnrNpLx/sc27zk3aYRz08YkDnoagMAFc3Bu3ozCA/afxKKqKmNnjGb04+NIjEvi6+UL2LJ6O+dOl+QRH5PAW2PeYcBz/cvtX5BfyJAeDj5PqSoeI18iY+JYtOQkfOZ8RuGubVgulDpHVQ7Dvf8AMsaORM/ORvH2AUAvyCfrvRlosTGofv74zP2CtH170HPsfL0Aa1u273DyvpqGnpmC28h3MB/fg55Ycp4qXPZt8c9Od96DWrkGALqpgPxf5qKnxKF4+uI26l3Mpw9Cfq6dk8Da5+s9jPzvZqBnpuD67NuYT+xDTyo5TxWu/L74Z+MdPVFDqwOgZ6eR/8UUsJjB2QW3ke9hObkPPSvN3lmUUFWqTn+WU0+8jikuhQbL3iV99W7yT9u2q9KWbuXC5C+u8EscRFFxHfIiOe+MR09NwmPap5j270CLLVU3gsNw6fM42dNetPYzSl2/3Z+dQMGSnzAf2QcujjvXer74Emnjx6IlJeH76WcU7NiG5XxJDoawMNwfH0Dai0X126ckh9xfFqO4uuLW276THMu5DdpS16Lfvd154qG+THzrPUeHcmWKimv/keR+PBE9PRn3CXMwH9qFFl/SBlECK+Pcsz+5742FvGwUj6L+d+PWGKrUIvftkWB0wn3MbMxH9zrmXCvK0R1xjrqNXW0Znx0AiqIsvEq5m6JGRG2SzseTfDERi8nMnqXbiOjRyqbMyR1HKcwvBCD6wCl8Q/wACK0djmowcHyrdeCsIDe/uNzN1qJlU85Fn+f8uUuYTCb++mMZ99zXzabMPfd25eefrLM9lv61io6d7rzq761UyZ0RI5/kg3ftP/tXDamBnpGInpkMmgXzqb0YajW7YnlDvdaYT+4p/36dlljOHQGz/WfMqlXroKXEo6cmgMWM+eAWjI3aXLG8sfldmA+UfNNrOXMICuw8gHkZR2JTqeLrQbivB04GlZ6NqrDxZKxNGUWBnKJZydkFJgI9XQFwczbSvGoAzkaD3eP+L2rVOmjJcSXH5sAWjI3vuGL5ssfGUQw16qElxqInx4PFjGnvRozNbOuyU4d7KNy4FHKtHU89K6Noi47i5AxGIxidUAxG9EzHdIaqRtQm+Xw8KRcTsZgsHFi6ncZlzrVndhzDVHQOPX/gND5F59rgOmFE7T6BZtEozCsg9sQFGnS68rnhZvFuUZvcswnknU9EN1mI/2s7gb1alytX69X+nJv3N1qp64F/56ZkH7tA9jFrg92Ulg2aYxobns1rk3c2nvwLiegmM0l/bcO/Z6ty5apNeIyLn/xte/eBrmNwdwGDiurqjFZoxpLlmHNW4+YNuXD2EjEXYjGbzKz8ay1det5lUyb2Yjynj0ehlfki/nz0RS6ctXbCkxKSSU1Ow9ffx16hFzPUro8WH4uWGAcWM4U71uPUqr1NGeeuvSlc/VfxwJKemW73OK/GULs+WkKpPLavx6l1mTy63dp51IqoTcK5OJIuJmAxmdm5dCstu9tev4/vOFLczjtz4BR+of7F26o3rol3gA9HNtt/MLa0KhG1STmfQFrRuTZy6Q4a9GhpU6b0F6XO7i7FHR9TXgHn957E7KA7jkpzaVwP08VYzDHxYDaTs3Ij7p3bXdO+TjWrohgN5O/cD4Cel4+eb/95Rc4N62O+FIMlNg7MZnLXrsf1rmvLAV1HcXYGJyOKkxMYjWipjrl+N2xen0vnYom9EIfZZGbt3+u5q6dt/Y6/lEDU8ehy59pbhbFuAyyxMWjx1mNRsGk9zm072JRx7dWHvKV/omcXnaMy0gHQYi6hxVoHobXUFLT0NBRvb7vG/y+1Sm1rPyOtqC0buRVjg/LtkH8Zm3XAHLkVAD05Dj3FOoFKz0pDz8lAqeSgPMJro6XGo6clgsWC5fB2jPXLt0P+ZWzSvuQuBIvFOtAPYHCydkgcrFJEHQrOxVF4IQHdZCb176349LhyH+NWYqhVHy0hBj3Jev027dyAU0vb85Rzl/soWLukpJ9RdP1WK1cD1WAd6AcoyIdC+59rjfUbYI6JQYsrqt8b1uPSrkz9vq8PeUtK1e/09OJtpgP70XMdPxB7O7SlrkWriCZ4e3k6Ooz/pFavi5YUi55i7X+b923C2KytTRnnDr0wbVoKeUXHItva/1ZDqmI5cwQ0DQoLsMScxdiwZbm/IcTt4GrL+DgrivIE0E5RlAfLbtR1/Y/L7HPD+AT7kRqbUvw6LS6VGhF1rli+w6PdOLLxAADBNUPJy8xhxIJXCKgSxPGth/n9nR/tMrs/tHIwMTHxxa9jYxJo2aqpTZmQ0GBiYqyNOovFQmZmFn5+vgBUrRbO+i1/kpWZzczpH7Fzh/Ui/eqk0Xw672vy8vJveg5lKZV8bGZl6FlpqCE1Ll/W0w/VOwDt4oly24z1WmHa75jbIhVvf/T05OLXenoKarW6ly/rG4jiF4TlzGF7hXfNEjPzCPFyK34d7OXG4ZhUmzLP3dWQET9uYdGeKPJMZj4beFfZX3NLKX9sklGr1bt8Wd9AFP9gLKftPwO+XCw+/mhpJbOm9bRkDDVsl1RSg8MBcB/3AagqBf/8gOXoXizRxzGfjMRz9iJQFAo3LEGLv4gj+AT7kV7qXJsRl0rViNpXLH/Ho104vvEgALHHL9Bz9ENs/OIfnN1cqHNnQxLKzJayB5cQPwpK5VAQm4JXC9scPJvUwLWyP8lrD1Dt+ZIZQu61KqPrOs0XT8TZ34v4v7Zz/hPbW9btxSW0TB5xqXi2sL3ueTSpgUtlf1LX7if8+b7F7yf/sxP/Xq1pe+gLDG7ORE39DnO6A2Y3AsGhgSTEJha/TohLpEmLRv/n39O4eUOcnJy4eC7m6oVvMNU3AC2lJActJQlj7QY2ZQwh1vrt8cZc6+3pv3+LObLoi24nZzxmLACLhYIlP2Hau81usZem+l1DHqFFeUwryuPXMnm8vQA0CwV/OSYP3xB/UuNK6kVqXAq1ml+5PdipfzcObbQOJiuKwhOThzL/pTk07tD0ivvYg1ewLxml6ndmXCpVLnOubTuoOx2evheDk5Evn5hhzxCviSEoAEt8ybXPkpiMS5P65cq5d+uAa4smmM5fIuXdBVgSknCqFo6WlU3QB69jDAshb+d+0uZ8Ze1425EaGIAlsaReWBKTcW7UoFw5t84dcYlogvnCJTLmfIolMYnCI8co2H+Q0KW/gWJd3sd8/kK5fe0hMCSAxFLn2sS4JBo1L5/HlTi7OPP18gVYLBYWzvuJzavsX7/VgAC0pFLnqOQkjPXKnKPCrOco7/fmgUEl94dvMe3bbVPGWLc+GJ3Q4mwnwNiL4uWHnlGqLZuZilrl8ucpxScQxTcYS9SRctvU8NrWCSCp8ZfZ8+ZTPP3QM0rOU3pmKmr45duEincAim8gWnRJHoqXP64Dx6P4hVC4+kfHzuoHnEP9KIwrOS6F8Sl4XOb64XPPnXjc0Yj86FguvvE1plL7OIriG4CeWnKu1VKTMNSyrRtqUTvEecocaz/jj+8xH96DGhqOnpuD+4tvoAaGYD66n/yfvwTdvudaQ9n6nZSEsYFtDsZwaw4+c+ahqCo5339L4R7b+u1ot0Nb6nah+gTY9L+1tGQM1W3HDZSgMFTAfex7oBooWPYDlmP70GLO4nLvExSu/QPF2QVj3aY2d+QLcTu52mD/c8AAwAfoXep9BdCByw72K4ryDPAMQAe/FtT3rHm5YjfUHf06Ur1pTd7tb13fXjUYqN26AW/dN47U2GSemTeG9g93Zusv6296LNcjIT6R5o26kJaWTtOIRnz/4yd0aHsf1atXoXqNqkyZOJMqVcMcHeZ/MtRrjfn0/vK3Crp7ofqHoZ137G3018IY0RHzoe12bxDdKCuPXqRvs+oMvrMukZdSmPzXbn57rgfqLTDD5noZm3fEHFmBjo1qQA0KI/f9cSi+AVR65X2ypz2L4uGNGlqFrFetS5i4vzQTw9HG1tkGt7CW/TpQpWlN5vV/E4CTWw5RpWlNRv8xjeyUTM7tP31rzh5UFOq+OYijo8vfGaUYVHzvqM+unhOx5BXQ8rcpZB2KJnXLLXgsFIWabw7h5OhPym3ybF4bLBq7mj2D0acSzf56i/TNh8i/kHiZX3TrCwjy5+25U5n84lu37m2dBgNqSBjZb72E6heIx+tzyBo/DD03h8wXHkNPS0YNCsVj8gdYLpxFS3TMINRVqUV5vFmUxxtzyBpXlMfIUnlM+QDLxbNoCbdoHkC7B+6iRpPazOhvXQ+32+BeRG7YT1p8ylX2vHXsXLiGnQvX0KxvO7q+0I9fx9666+ZeSe6mHWSv2AAmE54P30fg9HHEDx8PBgOuzZsQ0/85zPGJBM2ejMf9Pcj+c6WjQy4nf+sOctesB5MJ93698Z3yKskvjMUQXhmnalWJv9/6PKqAOe/i3KwJhZG33gSRq3nwjsdIik+mctVQ5v3yAVEnzhJz/tar34rBgCEsnIwJo1EDAvF+dy7pI54snkGr+PrhMW4S2e/PdMxSJf9HxqbtMR/ZUa4tq3j64Proi+T/Ordi5NGkHZaju2xi1TNTyPt0AoqnLy6Pj8V8dBfkZPzHb3G89DV7SP17M3qhmYABPajx0Yuc6j/V0WFdG9WAGhxGztsvo/gF4jHpQ7ImWp+BZqzXmKzJz6GnJOA+agpOd/XEtGmFoyMuz2DAGBZO+sujUQMD8f1wLqlPP+mY5biux23UlqroFNUAgWHkfjgBxTcA95ffJWf6CCzH92OuVhf3V95Hz87AEn3C7pMNhLCX/1zGR9f1rbqujwDeAI4CvlgH/g8Bz//Hfp/rut5K1/VW1zPQn56Qil/lktuwfUP9SE8o31lr0L4J9416kHlPv4O50HrrYHp8ChePnyP5YiKaRePg6j1UbXz5meg3WlxsAmFhIcWvK4cFExdn+zCc+LgEwsJCATAYDHh5eZKamkZhoYm0tHQADh08yrmzF6hVuwat2jQnonlj9h1axz8rf6JW7er89c/32Iuek47i6Vv8WvH0Rc9Jv2xZY91WWE6W/zbeWLcVlqiDDjuh6hkpKD4Bxa8VH3+bmSulGSM6Yj6wxV6h/Z8EebkRn1lym39CZh5Bnm42Zf48cI4eDa2zC5qF+1Ng1kjPddjjN66q/LEJ+I9jc2ss4QNFd4f4Bha/VnwD0NJtZwLpacmYD+0EzYKekoCWeAk1KAyn5u2sDYyCfCjIx3xkL4aa1z4b70ZKT0jFp9S51jvUj4yE1HLl6rZvTPdRD/DV0+9iKSxZ037tJ3/x3r2vsmDQ26AoJEXHldv3ZiuIT8WlVA4ulf0piC+ZTWb0cMWjfhVa/TGVDnvm4t2yDhHfj8OrWU3y41JJ23EcU2oWWl4hyWsP4NnEPteLsgriyuQR6kdhqRnNBg83KtWrQrM/3qDNnk/walGHRt9NwKNZTYIe7EDqhoPoZgum5Ewy95zAI8Ixz7ZIiEsiuHJQ8evg0CAS46792QGVPNz55If3mTvrMw7td8wXxFpaMqp/SQ6qfyBamm391lKTMO/bDhYLWlI8lrhLxbPs9KKyWmIc5mMHMVS/8t0yN5OW+j/mEXrr5JEWn2KzLI9fqD9p8eXPUY3aN6XvqIf58OmZxe3BOi3qcfeQe/hg6wIenzSEDg925tEJA+0We2mZCWl4l6rfXlc41/7r0NIdNOx+5eUzHMWSmIwhpOTaZwgKwJxQ5jOVkQUm65JDWX+swKWB9U5KS0IyBSejrEsAWTRyN2zHpf6V79K4WbSkZAxBJfXCEBSAJcn2HKVlZhbnkLtkOU5Fcbp16kjh0WPWJYjy8snfuRvnxg3tF3wpSfHJBJU61waFBpIUf+0zkv8tG3shjv07DlK3sf3rt5acjBpY6hwVEIiWYpuDJTmJwp3brOeohHgsMReLZ/sr7u54T3uH3O++xHzCAc8EK6JnpqJ4l2rLevlduS3brH3xEj7FXNxwHTKJgtU/oV08fdn97EHPSkXxLjlPKV5+6JmXP08Zmtx5xQcJ61lpaIkXMVQrf9ePPRXGpeIcWnJcnEP8KYyzzceSnoVedM1IXrQW9ya3wHPBsF5/Fb+Sc63qF1h8Tf6XlpqEab/1+q0nxaPFX8IQHI6emoTlQpR1CSBNw7RvG4bq9j/XWsrW78BAtOQyOSQlUbC9qH7Hx2O5dBFD0Wz/W8Xt0Ja6XWjpyTb9b9W3/LiBll6m/50QgxpknTBbuHIxuTNHkTd3EiigJdr/7mFxeRr6bfmfo1xtzf5/3QU0AD4G5gINgZs+0nwu8gxB1UMJCA/C4GSkdZ/2RK7Za1OmSqPqDHz7GeY9/Q5ZKSUPHD0bGYW7lzseftaHltZv19jmQW4304H9h6lRqzpVq4Xj5OREvwfvY+Vy2zsKVi5fT/8nHgCgT7+ebN28EwB/f19U1XpYqlUPp2at6pw/d5Fvv1pEk/odadm0G717PUHUmXP06z3YLvkAaPHnUHyCULz8rTMF6rbCElV+7VvFNxhc3dHiostts67j77hb8rSLp1EDQlH8gsBgxBjREcvR8vEogWEobpXQzpdfhuhW0KiyLxdSs4lJy8Fk0Vh19CKd6obalAn1dmPXOets3uikTArNFnzdXRwR7jXRLp5GDayM4hdsPTbNO2I5sqtcOSUoDMW9Etq5W+PYWM6dRA0KQ/G3xu3UqjPmyJ02ZUyR2zHUtS4doVTyQg0KR0+OQ0tNwli3KahqUZ1qYvNgIXu6GBlFYPUQ/MIDMTgZaN6nHUfX7LMpE9aoOo+8PZwvn36X7FLnWkVVcPfxACC0flUq16/KyS32X2Ip80AU7jVDcK0aiOJkIKRfO5JWlVwvzFl5bGo4nK2tX2Br6xfI2Heag4PfJTMympQNkXg0qIrq5myd5d+uITmn7L8UEUDWwTO41QzFtWoQipORwH7tSVldkoclK5cdjZ5id+uR7G49ksz9pzk65B2yI6PJj0nGp0NjAFR3Fzxb1iXvtGMasEcPHqdazSqEVQ3F6GSkV7+72bj62r5ANToZ+eibd1j66wrW/LPhJkd6ZZaoE6ghYaiBIWAw4nxnV0z7bAc1THu3YmwYAYDi6YUhNBwtMQ6lkgcYnUrer9sYS8z5sn/CLsrl0a4rpr1l8thzmTwSLpNHvcZYLtk/j+jIM4TUCCWwirU92LZPB/avsX0uULVGNXhy5nN8+NRMMlNKZpHOH/0RY9o9y8sdnmPRjO/Y+sdGfnnnB3unAMClyCgCqofgW3SubdbnTo6XOdf6Vy+ZLFKva3OSzzlmKY//UnD0JE5VwzCGhYDRSKVencndtMOmjCHAr/hn9853Unj2QvG+qmclVF/reuSubSIojLb/Z6rw+AmMVcIwhFpzcL+7K/lbbHNQ/UtycO3YDvM5aw6W+AScmzcDgwoGA87NmzlsGZ/jB09QpUYYoVVCMDoZufv+rmxZffnB17I8vT1wcrbWb29fL5q2bszZU/Y/FuZTJzBUDkcNth4Ll05drQP7pRTu2IpT0wgAFC9vDGFVsMTFgtGI55Tp5K9bReHWTXaPvTTt0hlrP8O3qJ/RrAOW43vLlbP2MzzQLpwsedNgxHXgeMwHNmI5srPcPvakxUSh+oWg+ASCwYChSTvMJ/aVK6cEVEZx9UC7eKrkPS+/4msGrpUwVK2PluzY2cs5kadxrRGKcxVru8rv/g6kr7Ht/zkFlUxo8+nRmvwzjmkDlmWJPoEhJAyl6Prt1LaLdWC/FPO+bRgbRACgeHihhoSjJcVhiT6J4u6B4mk91xobNrd5mKy9mE+cwBgWjhpSVL+7dLUO7JdSsG0rThERQFH9Di+q37eQ26EtdbvQzp9CDapc3P82tuxkHdgvxRy5w9rPpqj/HRyGlhwHigqVrM8kUMOqo4bVwHK8/PlNiNvB1Zbx+VcjXddLT1nZoCjKTZ86oVk0fpr6FS99PwnFoLLtlw3Enr5E3zH9OX84isi1e3n4tUG4urvy3KdjAUiJSeaT4e+gaxq/zljI2B+ngqJw4Ug0Wxavu9khA9Y1+F97ZRq//PElqsHAoh9+5+SJM0yY+CIHDxxh1Yr1/LjwNz79/F12H1hNWloGzwwbA8Cd7VszYeKLmE1mNF3jlTGvk552C9z6qGsUbliMywOjQVExH92GnhqHU9s+aInnsURbB/eM9VpjOXmZhq2XP4qnL9olx81UQdMo+PNz3Ia/AYqKac86tISLOPd8AsvFM1iOWRt+Ts07Yj64tdzubs+/jRoUDi6uuE/+ioJf5mE5dcDOSYBRVXm1VwQjftqCpuvc36w6tYO8+XTjURqG+tK5XmVe7t6Maf/s48edp0GBN/u2Qilawueej5eTU2DCZNHYcDKW+QM6UivQy+552NA0Cv74DLdn3gBVxbR7rfXY9Co6Nkf/PTZ33Vp3XGga+Ys/wX302yiqSuG21Whx53HpMxjL+VOYD+3EcnQvxoYtqPT656Br5P/+BXpOFuZ9WzDWa0alqZ+BrmM+thfzofJfcNglDYvG71O/4dnvJ6IaVHb9soH405foNeYRLh6O5ujaffR9bQAu7i4M/fQlANJikvlq+HsYnIy88OsbAORn5/HDmHloFvvfvaNbNE6+9jUtFk9EMajELtpIzslL1Br/CJmR0SStunJDzpyRw/kF/3DHyrcBSF57gOS19q/bAFg0zkz8isaLrNe9+EUbyD15iWrj+5N1MIrU1eXPr/+K/XoV9eY8T8tNH4CikLB4AznHHTMAZbFYeHvi+8xf9BEGg8pfi/4h6uRZnh8/nGMHj7Nx9VYaRTTgo69n4eXjSafuHRgx7mke7DSAnn270aJtBN6+XvTtfy8AU0ZP5+RRO18/NI28bz+m0muzQVUp3LgC7dI5XB9+EvPZk5j3bcccuQdjk9Z4vvuNtfyPC9CzMzHUaYT70y9blzZQFAqWLHJIJ7s4j68/ptLEMnk88iTm6FJ5NG2N5/tl8qjbCPfhpfL42zF5aBaN76d+ybjvp6IaVDb/so6Y0xd58OXHOHsoigNr9/DYxMG4urvywqevAJASm8yHT8+0e6z/RbNoLJn6LcO+fxXFoLL3l40kno7h7jEPE3M4muNr93PnkB7Ubt8Yi9lMXkYOv44tWXps/NY5uHi4YXAy0rBHS74eNIvEMw74Qs+ikTJzHiHzZ4KqkvXXKkxR5/F5fgiFR0+Ru2kHXk/0w73znehmC1pmFslT3i36R9BI/eBzQj+fbf1MHTtN1u/LHZJD+vtzCfjoHVAN5PyzAvPZc3gOH4rp+Cnyt27H49EHce3QzjpLMzOTtOnvAJC3YTMurZoT9MNXoOsU7NxD/tYdV/mDNykNi8b7kz/mo59mo6oq//y8grOnzjH8lSc5HnmSrWu206BZPWZ99Rae3h506H4nT499kgFdn6R6nWpMmPUymq6jKgoL5y3i3GkHnKc0C9nzP8J7+ntgUMlfvRzLhXO4DxqG+dQJCndtx7RvN84tWuPz2Xdg0cj5aj56ViYuXbrj1LgZqqcXrnf3AiDrg1lYos84IA+NgiVf4jZsirWfsXc9WuJFnO9+DEvMmeKBf6em7TFH2g52Gpu0w1CjIYq7J8YWXQAo+G0eWtw5e2cBmkbhsm9wHTwRVBXz/g3oSZdw6voIWkw0lpP7imM2H7Ed7FQCw3DtORAd65q/pm3/oCc65nlUxSwaF6Z8Qd0fXwfVQMrPa8k/dZHKrzxOTuQZMtbsIWjYffh0b4NusWBOz+bcmI8dG/O/NI287+dSadw71v7R5hVoMedxeXAolrMnMR/YgfnwHoxNWuEx62vQLOQv/hw92zopJ3/RZ1R69T1QwHLuNIUbljkgBwtZcz/C5533UFSVvBXLsZw/R6WhwzCdPEHhju0U7tmNc6vW+H1trd/Zn89Hz7Tm4PPRXIxVqqK4ueG/+Fey3ptN4d49V/mjNyOPit+WuhbjXp/FngOHSE/PpFu/gTz/1CAe6tPT0WHZ0jTyf56P+6jpoBow7ViNFncB596DsJw/heXwLizH9mFs0AL3KZ9Zn5Pwx1eQkwVGJ9xffs/6e/Jzyf/2XVnGR9y2lGtZB1dRlB+Aebqu7yx6fQcwUtf1q04tH179kVt/wcFr8Fea4x8Ger3Ov9nZ0SHcENqlW2+W2//CENHY0SFcN8v+irc+7eVoObfuEkfX6vVVvlcvVAHcm3dbXDJwUSp+w3EUt8bMtuu1uYuro0O4fhX/4wTACztvj/NUuFLxP1PPeF/7slq3Mmd3i6NDuG4PX7g9rntLm94eJyrXiICrF7rFKU5Ojg7hhjj+db6jQ7hudbpkOTqEG6Ig1nz1QhWAc8C1Lmxx66r0yVeODuGGyJ860tEhXDfPT1dU/Aci3kICvevdHg2iMpIyTjrkc3KtM/tbAtsVRfl3imBV4KSiKIcBXdf1pjclOiGEEEIIIYQQQgghhBBCXNW1Dvb3uqlRCCGEEEIIIYQQQgghhPj/yrWsOiOu3TUN9uu6fmsuKiaEEEIIIYQQQgghhBBCCCr+omVCCCGEEEIIIYQQQgghxP/nZLBfCCGEEEIIIYQQQgghhKjgrnXNfiGEEEIIIYQQQgghhBDihtFkzf4bSmb2CyGEEEIIIYQQQgghhBAVnAz2CyGEEEIIIYQQQgghhBAVnAz2CyGEEEIIIYQQQgghhBAVnKzZL4QQQgghhBBCCCGEEMLudFmz/4aSmf1CCCGEEEIIIYQQQgghRAUng/1CCCGEEEIIIYQQQgghRAUng/1CCCGEEEIIIYQQQgghRAUna/YLIYQQQgghhBBCCCGEsDsNWbP/RpKZ/UIIIYQQQgghhBBCCCFEBSeD/UIIIYQQQgghhBBCCCFEBXfTl/GZ1SjxZv8Ju1i709XRIVy3nGUnHB3CDVHpnrqODuHGCKvh6Aium0uPoY4O4cawmB0dwXXb988oR4dwQ7w1oJKjQ7gxXJwcHcF1q/tToKNDuCFcX3zc0SFcP5fbo15s7j7Z0SHcEE0rVXV0CNctZO4AR4dwY9wG1+8Hhm50dAg3xNJDjo7gxujf3c3RIVw37VKCo0O4IRqODnB0CNfNfCrX0SHcEOuOhzg6hBui30/dHB3CdcufOtLRIdwQrtM+cXQIQtzWZGa/EEIIIYQQQgghhBBCCFHByQN6hRBCCCGEEEIIIYQQQtidrssDem8kmdkvhBBCCCGEEEIIIYQQQlRwMtgvhBBCCCGEEEIIIYQQQlRwMtgvhBBCCCGEEEIIIYQQQlRwsma/EEIIIYQQQgghhBBCCLvTZM3+G0pm9gshhBBCCCGEEEIIIYQQFZwM9gshhBBCCCGEEEIIIYQQFZwM9gshhBBCCCGEEEIIIYQQFZys2S+EEEIIIYQQQgghhBDC7nRkzf4bSWb2CyGEEEIIIYQQQgghhBAVnAz2CyGEEEIIIYQQQgghhBAVnAz2CyGEEEIIIYQQQgghhBAVnKzZL4QQQgghhBBCCCGEEMLuNF3W7L+RrmmwX1GU0cA3QBbwJdAceFXX9dU3MTYAnFq2odIzL4Cqkr96Gfm//lSujHOHLrgNGAq6juVsFNnvvoUaGIzn5OmgKmAwkr/0DwpWLLnZ4Ra7q2s7Xp85AVVV+fmHP1kw52vbmJ2deP/TGTRu1oD0tAxGPTWemIuxGI1GZs15nUZNG2A0Gvjj56XM/8i6r6eXJ+/MeZ26DWqj6zrjX3idA3sP2S0np1Zt8Hj+BRRVJW/FMvJ+Ln8sXO7qgvvgoaDrmKOjyJr5FgDeb8/G2KAhpiOHyZzymt1iLkut3gjnzo+BqmI+vAXznpU22506PYqhSv2iF84obp7kfToaAMXTD+fug1E8/QCdgj8/Rs9MsXMGVtuOnmX2L+vQNJ0H2jdlWK87bLbHpWYy5dvlZOUVoGkaL/brRMcmNTFZLLy5cBUnLiRg0TR6t23EU73aOiQHgK279jFrzudYNI2Hevfg6YGP2GyPjU9kysyPSE3PxNvLg1lTXiEkKACAD+Z/w+YdewB4dshj3NPtLrvHD7B1135mzfsSi0Xjofu68/SAh2y2x8YnMmX2XGsOnh7MmjSmJIfPvmPzjn0APDv4Ue7p2sHu8f+rTefWvDhtJKqqsmzRcn78ZLHN9mZ3NOGFN0dSs0FN3nx+OpuWbS7eFlQ5iAnvjSWociC6DuMHvUb8pQR7p2DDUL8FLv2eBtWAaedqTOt/t9nufP9TGGo3AUBxckHx9CZn0hOOCLUcQ90IXHoPA1XFtGcdpk1/2mx3vm8ohpqNAVCcXVAqeZMzbTBqaHVc+j0DLu6gaZg2/Ib58HZHpABARKcWPPn606gGA+sWr+av+bbHoPfT99Ptse5oZo3M1Aw+GfcxyTFJVG9Yg+EzRuDu4Y5m0fh93i9s/2erg7Iose3Qad75aSWapvHAXS14qndHm+2xyem8/tXfpGXl4F3JjbeffZBgP28HRWtr28ETvPP9EmvsXdrw1P1dbbbHJqXx+me/kJaZjbeHO2+PfJxgfx9OnIthxtd/kJ1bgEFVePqBbvS6M8JucXfq2p7XZ07AoKos/uEP5l+mLfXBpzNo0qwhaWkZjHpqHJeK2lLvzHmDxkVtqd9/XsqnH30FwLsfv0nXHp1ISU6lR4cH7ZbL5bTo1ILhbzyDalBZs3g1v336m832+5/uR4/He2AxW8hMzWTOKx+RFJPkoGhtbTsSxezFa62fqY4RDLvnTpvtcSkZTPnmH7Jyi9ohD3WmY5PamMwW3lq4gmPn41EVhXGP3U3retUck8Nt0paq0akp3V4fhGJQObR4I7vmL7XZHjGgK80Hd0ezaJhy81n12leknI7FKzyAp9bNJjUqDoC4A2dYPekbR6RAWOem3DFtEIqqcmrRRg5/YptDvUFdaTCkO5qmYc7JZ9v4r8g4HYvqZKDdO08R0LQGuq6xa+oPxO847pAc4PbpZ5RWUdtTavXGOHd7AhQF86EtmHcvt9nu1OUxDFWLjoXRGcXdi7y5owBwG/slevIlALTMFAr/nGvX2EszNGqF62MjUFSVwi0rKVz5c7kyxlZ34dJnEKCjXYwm78tZGOo1w7X/c8Vl1JAq5H3+NuaD9m8XhnZuSou3rPU7atFGjs9betly4fe2puOXL7Gq12RSD53F2deDDp+Pxi+iJmd/2cy+Sd/ZOXJb245EF10zNB7o0IxhZc77camZTPlmGVl5+WiazosPdKJjk1rWa8b3KzlxIb7omtGYp8pcM+3J0LAlro88B4qKaftKClf/Wq6MsUVHnO8bCLqOFhNN/jezAXDuNwxj49YAFK5YhHnf5nL73gomv/0Bm7ftxs/Xh79+WODocIRwiGud2T9M1/U5iqL0BHyBQcBC4OYO9qsqlUa8RObksWjJSXh/+BmmnduwXDxfUqRyGG6PDiBz3Ej07GwUbx8AtLQUMsY+D2YTuLrh8+k3FO7ahp568xtNqqoybfZEBj30LPGxCfy99ifWrtzImZPRxWUeHfgAGemZdGndh94P9OLV11/ihafHc+/93XF2duaejg/j6ubKmu1/sOT3lcRcjOX1mePZtG4bzz/5Ck5ORlzd3G56LqWSwvOFl0ifYD0WvvM+o3DHNiwXSo6FISwMt8cHkP5S0bHw8SnelvvrYhQXV1zv62O/mMtSFJy7PkHB7x+iZ6XhOmASlqhI9NS44iKmTb9gKvrZGNEVNahK8TbnXsMw7VqGduE4OLmAg755tGgaMxetYcHoRwn29WTAzIV0alqLWpUDist8sXwHPVrW49FOzYmKTWbUvN9Z0eRZ1uw7icls4bepT5JXaOLBN76mV6sGhAXYf0DKYrEw/YP5fPHhdEIC/ek/fAxd2t9BrRpVi8u898lX9O3Vjfvv6caufZF89Nl3zJoylk3b93DsVBS/fT2XQpOJJ198jY5tW+FRyd3+Ocz5jC/ee9Oaw3Pj6NK+DbWql3xu3pv/LX17dOH+Xl3Ztf8QH32xkFmTxrBpx16OnYrmty8/tObw0mQ63tHC7jmA9Zw1ZsaLvPz4eJLikvh8+adsXb2D86dL6ndCTCJvj5nNY889Um7/SXMmsPDjn9i7ZR9u7q5omoO/lVdUXB58lrwFU9EzUnAb8z7mo7vREy4WFyn8+6vin5063IcaVssRkZanqLj0HU7eV9PQM1NwG/kO5uN70BMvFRcpXPZt8c9Od96DWrkGALqpgPxf5qKnxKF4+uI26l3Mpw9Cfq6dk7B+pp5+61mmDZhKanwKs5a8z961u7l0uuQYnD0azYTeL1OYX0iPgfcw6LWhfDjqXQryCpg75kPiz8XhG+TH7GUfcHDzAXIzc+yex78smsbbC5fz2bhBBPt58cSbX9C5eT1qhQUVl/lg8Wr6tG9G3w4R7DoWzZxf1/H2s44dTIai2L/5k88mPkOwvzdPTPqYzi0bUSs8uLjMBz/+Q5+OLenbqRW7jpxhzuIVvD3ycVxdnJk+4jGqhQaSmJrB45Pm0K5pPbwq3fz2h6qqvDV7IgMeeob42ASWrF3E2pUbOV2qLdV/4INkpGfSqXVv+hS1pUY9PZ777u+Bs7MTPTs+hKubK2u3/8mS31dw6WIsvy5awndfLuaDT2fc9Bz+i6qqPDd9BFMGTCYlLoUPln7IrjW7uFiqjkQfjeLl+8ZQkF/APQPv4cmJTzJ75GwHRm1l0TRm/rSaBWMeI9jXiwEzvqVTszq27ZBl2+nRqgGPdm5hbYd8/AsrZtXm9y0HAfjtjadJzcxh5Jxf+HHSUFRVsX8Ot0FbSlEV7n5rCL8MmEVWfCqDl0zjzNp9pJyOLS5z7O8dHPxxPQC1725Bl8kD+W2I9XOUfj6B7+6dZPe4S1NUhbYzhrDq8VnkxqXSZ/k0LqzeR0apHKL/3MHJhdYcqnRvQZvXB7Jm4GzqPtEFgL/ufg1Xfy+6/zCOpfdOdUwb/TbpZ9ioqO0pRcG5+0AKfnkfPSsV10FTsUQdRE8p+UyZNiwuORbNu6EGl/Q/MBeS/90bdg35shQVtydGkfPhq+hpyVSaNBdz5A60uAvFRdSgyrjc8xg574yB3GwUTx8ALCcjyZk2wlrI3RPPt7/BfGyfA1JQaPn2UDY8NpO8uFR6LH+LmFX7yTwdY1POWMmVek/3InnfmeL3LPkmDr37Kz71quBdP9zeodsovma81L/omvEdnZrWvsx1r36pa8avrGgyouiaYea3158qumZ8Sa/WDR1yzUBRce0/ktyPJ6KnJ+M+YQ7mQ7vQ4ks+U0pgZZx79if3vbGQl43iYY3T0Lg1hiq1yH17JBidcB8zG/PRvQ7pZ1xNv3u788RDfZn41nuODkUIh7nWNfv/bYHfCyzUdf1oqfduGmPdBlhiY9Di48BspmDzepza2s58de3Zh/x//kTPzgZAz0i3bjCbrQP9gOLkBIr9Hk/QrEVjzp+9yMXzMZhMZpb+uZLu93S2KdP9ni78vth6p8GKJWtod1cbAHRdx93dDYPBgKurC6ZCM9lZ2Xh6etDmzpb8/IN1hqfJZCYrM8tuORnr2R6L/I3rcW5X5ljc04f8JaWORXp68TbTgf3ouY69EKghNdDTk9AzkkGzYD6xB0OtiCuWN9RvjfnEbgAUv1BQVWsDHMBUAOZCO0Rd3pFzcVQJ8iU80Acno4Gereuz8dAZmzKKAjn51viy8wsI9PEoel8hr8CE2aJRUGjGyWjAw83Z7jkAHD5+iqphoVSpHIKTkxP3dLuL9Vt32pSJOneRNi2aAtCmRVM2FG2POneBVs0aYTQacHdzpW6t6mzdZf8G7OETp21z6NqB9dt22eZw/iJtWlhnPLVp3oQN23YXv9+qWcNSOVRj6+79ds8BoEHz+sSciyHuQhxmk5l1f2+gQ892NmXiLyUQfTwavcxAfrU61TAYDezdYv33z8vNpyC/wG6xX45atQ5achx6agJYzJgPbMHY+I4rljc2vwvzgVtjZopapTZaSjx6WlHskVsxNmh9xfLGZh0wR1pnvevJcegp1kEFPSsNPScDpZJjZpbXjqhD/Lk4Ei8mYDaZ2bZ0C6272x6DozsOU1h0njp94CT+odYOU9zZWOLPWfNIS0wlIzkDLz8v+yZQxpHoGKoE+xEe5IeT0UivOxqz8cBJmzJRsUm0aWD94qVNgxpsPHDCEaGWc+TMBaqEBBAe7G+N/c4INu49alMm6lICbRrXBqBNo1ps3GfdXj00kGqhgQAE+Xnj5+VBWma2XeKOaNGYc2cvlGlLdbEp0/2ezsVtqeVL1tD+LutnzNqWci/VljKRlWWNe/eOfaSnZdglh/9SJ6IucefiSLhgrSObl27mjh62swQP7zhcfD49WaqOONqRs7FUCfQlPNC3qB3SgI0HT9mUURTIybPGnp2XX9wOiY5Npk1960x+P69KeLq7cPR8HPZ2u7SlQiNqkX4ugYyLSWgmC8eX7qR295Y2ZQqz84p/dnJ3AW6BQeRSAprXIutcAtkXrDlE/72Tqj1tczCVysHoXjIQ7lM3jLht1vNVfkomhZm5BDSrYb/gS7ld+hmlVdT2lBpaEz0tET0jqehY7MJQO+KK5Q0N7sB8fNcVtzuKoUY9tKRY9OR4sJgx7dmEMcK2fe7U8V4KNyyB3KL+d1Z6ud/j1LIj5iN7odD+7XO/5rXIPpdATlH9vvD3TsLL1G+ApuMf5vgnS7EUlHzuLXkFJO8+haXAVK68vR05G0eVIJ+Sa0arBmyMPG1Txva6V0Cgd9E1A2yvGQbHXTPU6nWtn6kU62fKvG8Txma2bQ/nDr0wbVoKeUWfqWxrm0kNqYrlzBHQNCgswBJzFmPD8sfyVtAqogneXp6ODkMIh7rWEfB9iqKsxjrYv0pRFE9Au3lhWan+AWjJicWvteQkDP62HR1DWDiGsCp4vTsPr/c/xallm5L9AwLxnvc1vt/+St5vP9llVj9ASGgQcTHxxa/jYxMJCQ22KRMcGkRcrLWMxWIhKzMbXz8fVixZS25uHruOrWVb5Cq++OQ7MtIzCa8WRmpKGu/Om8Y/G35m1kev4+Zuv5n9akAAlqQyxyKgzLEItx4Ln4/m4fPxpzi1alP21ziU4uGDnpVa/FrPTiue/VCurKcfqlcA2kXrYI3qGwwFeTj3GYHrwCk43fWw9YruAIlp2YT4lly8gn08SUyzHXx5rnd7lu06Ro9X5zNq3u+82r8bAHe3qIubixPdJ3xKr4mfMbh7a7ztMEPzchKTUggJCix+HRwYQGKybR2tV7sGazdbbzddu3kHObl5pGdkUq92Dbbu2k9efj5p6Rns2X+I+ET7L22QmJRKSGBJPQgO9CcxKdWmTL1a1Vm72folxdotO0tyqFWdrbsPkJdfQFp6JnsOHCE+Mdmu8f8rICSAxNiSf7+kuCQCQ65tUKlKzXCyM3OY/sUbfLlqASMmP4OqOvbZ74q3P3p6yb+lnp6M4u1/+bK+gSj+wVhO229JtP+iePlZBwqK6JmpV47dJxDFNxhL1JFy29Tw2igGI3pq/GX2vPn8QvxJjivJIyUuGb+Qy+cB0LV/dw5sLP+FXe1mdTA6G0k475g8/pWYlklIqS8cgny9SEjLtClTr2ow6/ZZB2rW7TtOTn4h6dmOn+2UmJZJiL9P8esgf28Sygx216sWyrrdhwFYt+cIOXkFpGfZ3klx+MwFTGYLVYKvfBxvpJDQYOJiSpYDi4tNICQ0qFyZ2FhrmdJtqeVL1pCbm8ueY+vYEbmaz4vaUrcS/xB/kkudd1PikvH/j3/b7v17sG+D/b/UvpzE9Gyb+hDs60liuu0ElOf6dGTZrqP0GDePUR//yquPdwegbpUgNkaewWzRiElK59j5eBJS7X9sbpe2lEeIL1lxJe2OrLhUPEN8y5VrPvhuhm9+n06vPca6178vft+7SiBDlk/n8Z8nEd66nl1iLss9xJec2JIccuNSqXSZHOoPuZuHtr1P68mPsWuqNYfUYxeo0qMFikHFo0og/k2qU6myfc5RZd0u/YzSKmp7qtyxyEpD8Sj/mQJQvPxRvQNKvmgBMDrhMmgqLgMmYajd/GaHe0WKTwBaasl1Qk9LQvWx/fdXg8NRg8Nxn/Ah7q/NwdCoVbnf49SmM6bdG256vJfjHuJHbmxJ/y43LhW3UNtj4dukOu6V/Yldd9DO0V27xPQsQnzLXvfKXDP6dLBe9yZ8wqh5v/LqY9br3t0t61mvGePn0eu1+Qzu3sZh1wzVJwAtreQzpaWVr9NKUBhqcBjuY9/DfdyHGIoG9LV/B/edXFAqeWGs2xTFNxAhxK3pWkdkngJeBVrrup4LOANP3rSo/i8MBgyVw8l8dTTZs6dR6YVxKJWs36JqyUlkjBpG2vAncO3WC8Xn8hf5W0mzFo2xWCy0bdSdu1rcy9MjB1OlWhhGo4FGTevz4ze/0rtLf3Jz8xgxepijw7VlMGAICyd97Ggy356G55iSY1HRGOq3wXx6f8kttKqKGlYb0+Zfyf9xBop3AIZG7R0b5H9Yuec4fe9szOpZI5g36iEmf7McTdM5cjYOVVFY/c4Ilk8fzsK1e7iUlO7ocK/olZHD2HvwCA8Pe5G9Bw8THOiPqqq0b9OCjne2YuCIcYx7812aNa6PQTU4OtzLemXEk+yNPMrDT49hb+RRggOKcmjdnI53tGTgyAmMe+t9mjWqh8HBg+T/C4PRQNM2jfnkrc949t7nqVw1lHse7enosK6ZsXlHzJHbQb/p31/fcMam7TEf2VEudsXTB9dHXyT/t3m3xjIAV9Hxgc7UalKbvz/7w+Z9nyBfXvhwDJ+88jF6Bcjj5f492HvyHI9OXcC+k+cJ8vVEvQUGa67FywN6s/d4NI+++iH7jkcT5Odt86VdUlomkz5dzLTnHnX4l3nXIqJFYzSLRptGd9OhxT0MHzmEKtXCHB3W/6zzA52p3bQ2f3z2+1XL3ipW7j5G33ZNWP3uKOa9+AiTv1qKpun0a9+MYF9Pnpj+De/+vJZmtcJu2c/U7dKWAjjw/Vq+uGssm2Yt5s4X+gGQk5jOgjtf4rt7J7P+rR/p/fHzOHs4ZgDqWpz4bi2/tx/L3hmLaTa6HwCnF2+yLv2z4i3ueHMgSXtPo1tu/et5Re9nXE5FbU8Z6rfBfGqvTXsp/7NxFCycRuE/n+PU9XEUn1t4QNOgogaHkfveK+R9MRO3wWPArVLxZsXbDzWsunW5lVuRotD89QEcePNHR0dy3Yqve++MZN6oR5j8zT8l1wxVZfXskSyf8ewtf81QVANKYBi5H04g7+tZuA4YDW6VsBzfj/noXtxfeR/XYROwRJ+wzvIX4gbRdf22/M9RrrV1vUbX9f26rqcD6LqeAnx4pcKKojyjKMpeRVH2fnfhf781V0tJRg0omcWlBgRiSbGd+aolJ1G4axtYLGgJ8WgxF1Er267ppqemYD5/FqdGTf/nWP4v4uMSCQ0LKX4dUjmI+Djbh1UmxCUSWtlaxmAw4OnlQVpqOvc/fA+b12/HbDaTkpzK3l0HaRrRiLjYBOJjEzi4zzrzbsWSNTRqWt8u+QBoyckYAssci+Tyx6JgZ9GxiI/HEnMRQ5hj19crTc9OL3rolZXi4XvZWx0BjPVaYym6tfbffbWki9YZt7qG5cxB1KCql933Zgvy9SA+rWQGXUJ6FkG+tl+q/LntMD1aWmdoNasZRoHZTHp2Liv2HKd9oxo4GQz4eVUiolYYRx00YzYo0N9mNn5CUjJBAbYzC4IC/JkzYxK/ff0xo4cPBsDL05rrs4P78/s3c/nyw+noOlSrUtl+wf8bX6Af8Ukl9SAhKYWgQD/bMgF+zHnrVX778kNGPzUAKJXDoEf4/auP+PL9N9F13SE5ACTHJxNUuaQjExgaSFL8td1lkBSXxJmjUcRdiMNi0diyaht1m9S5WaFeEz0jBcWn5M4ExScAPePyd3YZI26NW87/ZZ3JXyp2L78rx96sffESPsVc3HAdMomC1T+hXTx92f3sITU+hYBSS474hwaQGl8+jybtm/HQqEeY9fR0zIXm4vfdPNyY+M1UFr33A6fLLJfjCEG+XsSXmn2cmJZJsK9XuTIfvvAYv0x7jhcesj4A1x5r219NkK8X8Snpxa8TUzII9rVd3inIz5sPXx7CL7PG8EL/XkBJ7Nm5+Yya/TUv9O9F0zr2e5BqfFwCoWEld0WGVg4mPi6xXJnKla1lbNtS97Jx/bbittS+XQdoGtHIbrFfi5T4FAJKnXf9QwNISShfR5p1aMajo/oz/am3bOqIIwX5eNjUh4S0LIJ8bG+X/3NrJD1aNQCgWa1wCkwW0rNzMRpUxvW/m19ef4qPRj1MVl4B1YJtr5v2cLu0pbLj0/AMLfn38wz1Iys+7Yrljy/ZSZ0e1lmalkIz+UUzUxOOnCP9fCJ+NUKuuO/NkhufRqXKJTm4h/qR8x85lF7mR7do7H7jR5b0mMS6YR/i7O1ORrT9l4WC26efUVpFbU+VOxaevujZl/9MGeu3wVJmCR89O936/4wktIsnHHYs9PRkVL+S64TiG4iWbvvvr6clYz64AywW9OR4tIRLqMElX247tboL84HtYLHYLe7ScuNTcS91t417qB95cSXHwsnDFZ/6Vej6+2T67PqIgBa16fjtWPyaOmY5risJ8vEkPq3sda/sNeMQPVpax2ea1QqjwFR0zdh97DLXDMecp7T0ZNRSs/FV3/J1WktPxnxoJ2gW9JQEtIQY1CDrZ6pw5WJyZ44ib+4kUEBLtH32ghDi1vGfg/2KorgqiuIHBCiK4qsoil/Rf9WBK06R0nX9c13XW+m63mpI1dD/OTjzqRMYwsJRg0PAaMTlrq6Ydm2zKVO4cyvGJhHWeL28UcOqoMXHovoHgrN1LTTFwwOnRk2wXPp/7d13mFTV/cfx93d2l7J0BGmiQDCigIpgBQQLxhIUgwmJJRJNLMT4I1hjIaAmmmiisaGiRhFRxBI1VlBQRBSIlEV6BwEVpSgK7M6c3x/nLswu22Hn3hk/r+fZZ6fchc+ZueXcc889Z3Xx/6JazJn5KW3a7c9++7ciJyebvmefyoQ33iuyzIQ3J9H/l2cCcNqZfZg62Vf4PluznmN7+uFvaufWpku3zixdvJwNX3zFus8+p117f6J93PFHF5nwt7oVLAy+i+b+u6jV+0R2TC36XWyf8gE1Dj0c8N9FVqvWxNetLeFfC0di/Qqs4b5Y/SYQyyK7w5HEl83ebTlr1Bxq5pJYtzTpb5djNXOhtj+oZ7XuUGSSp1TqeEALVn2xkc82bCK/IM5b0xfQ69D2RZZp0bg+Hy/wE+0sW/cVO/ILaFQvlxaN6zNtoX/9++07yFu2jrbNU3+SDdCpw49ZtWYta9auJz8/nzfeeZ8TehQdB3Tjps0kgh4DI0eP4+zT/e2Q8XicTZt9hWvhkuUsWrqc4448IrUFADoddCCr1qxjzbrPfRne/YATjis6fNXGTVt2lWHMC5x9uh8GoEgZlq5g0dKVHNctnFuFF8xawH5tW9GidXOyc7I56awTmPL2hxX824XUbVCXBo194+ER3buwYtHKcv6qeiVWLybWtCXWuBlkZZPdpSfxubuPxWr7tsJy65BYEY2x1QESa5YQa9ICa7Svz35YD+Lzd++NZU1bYbXrkliV1BCelU2t86+lYOYk4nM/2u1vUmnJ7MW0aNuSfVs3Izsnm+59ezJ9fNHvoG3Hdlx6+yDuuPg2tny1a1iZ7Jxsrn3kBt57YSIfvV6x9bC6dWzbklWff8WaLzeSX1DAmx/PpVeXokNebPxm685t/bH/fkC/nuHd+p+s449as2r9BtZ88bXPPnUWvboeUmSZjVuSsr/8Lv16+3ki8gsK+OM/n6Rvz670OTo1HSYKzZ75KW3bHUDrpLrU+DcmFVkmuS51+pl9+HBnXWodxxWpSx3K0sXLU5q/PItnL6Jl25Y0C7aR4/sez7Ri20i7ju34/e1XcOvFt7L5q/DnGSjUsU1LXw/5srAeMp9ehxW9yNtin/p8PH8FAMvWbdhZD/l+ez7fB2MyT523nOxYrMgEh6mSKXWpdbOX0ahtcxq0bkosJ4uD+x7DkvFF5/9p1GbXRbMfnXg4G1f4CxO1G9fDgomRG7RuSqO2zdi0qugFtVTYMGsZ9ds2p25QhnZnHcPqt4uWoX7bXWVoffLhbFnuy5BVqwbZtWsC0LJnJxIFiSIT+6ZSppxnJEvX+lRi3XKsUTPfeSKWRXaHo4kvmbXbcta4OdSqQ2Ltru+CmrmQle0f165LrNWBJL4Kp2E2vmIhsX1bYU2aQ1Y2OUf2omD21CLL5M/8kKyDDgPA6tYn1mw/3Je78mYfdUJoQ/gAfD1rGfXaNqdOsH3vf9YxrHl715B0+d98z4udLuPVowfz6tGD2fDJEiYP/Adfz4nWMbtjm2LHjBnz6XVYSccMfw7kj3vxXceM4PXvt+8gb/la2pYxtGV1SqxcRGzfltg+wTbdtZdv2E9SMHsq2T/2dT6rU59Ys1YkNqzzc2DW8Rf2Y63aEGvVlvj8aAwvKCK7yy7n/UuBwUBLIHlL/ga4v5oy7ZKIs3XEPdS/9S6Ixdg+/nXiq1ZQ+/yLKFi8gPyPPyT/f9PI6XIkDUY8CYkE3z0+AvfNFrIP70a93w7yt+SZ8f2LY4mvTE3jeDwe58/X3c6ocSOIZcUYN+Y/LF64lD9eP4i8WZ8y4c33GDv6Je4e8RcmTn+VzZu28IffXgvAU489y5333cJbU17EDJ4f8zIL5vnemX++/g7ufvh2auTksGrlGq65YmhKygNAIs63999Dg9vvwmIxtr31OvGVK8i98CIKFi1gx9QPyZ8xjRpdj6TRo/672DrSfxcADf95H1mt98dq16bxmHF888+/kz9jeuryA7gEOyaOoWb/wWBGwdwpuK/WknPcmSTWr9xZIc/ucCTxhcWyOceO98ZR65yr/FXsz1dRkDc5tfkD2Vkxrh9wMpff+zyJRIKzjutM+5ZNePCVDzjkgOb0Pqw9Q/r35pbRb/H0OzPAYPiFp2FmDOjVhaGj3uBnwx8HB2ce14kf77dv+f9pdZQjO4sb/ngZl141lHgiwdln9KF92wO4/9HRdOxwICf0OJrpM/O455EnMYyuh3XipiGXA1BQEOfXv78OgLp1crnj5qvJzk79MD7Z2Vnc8H+/49JrhhNPxDn7tJNp33Z/7n98DB0Pas8J3Y9i+qy53DPyKcyMrocewk2DL91Vhitv8GXIzeWOGweHUgaAeDzBPTfdx11j/kYsFuP1sW+wYtFKLrp6IAtnL2TK+Kl0OOwgbntsOPUa1OW4Psdy0VUXcuGJF5NIJHjwloe5Z+xdmMHCvMW8Oua1UMqxUyLB9hcfpvYlwyAWI3/aBBKfr6bGqecSX72E+Ke+QTCny/EUzAxnOy5VIsH2Vx6l9kU3g8XIn/EuiS9WU+PkXxL/bMnOhv+cQ7tTMLvoBdfszseR1fYQLLce2Uf4iUy3P38/iXUrUl0KEvEEjw59mJtGDSOWFePd5yawZvFqBgw5l6VzljBjwjQuuGEgtXJrc9WDflvesPZL/vbbv3DsT3tw8FEdqduwHr3P8T3kH7j6X6yYF96JX3ZWFn86/3Quv+spPxRJzy60b7UvD7z4Lh3btqR3lw7MWLCCe59/B4CuBx3ADRecEVreZNlZWfxpYD8uv30kiUSCfr2Pon3r5jww7i06tt2P3t06MmP+Uu599g0Auh7cjht+czYAb02dzScLlrH526288r4/Lt5y2QA6tKn+IXHi8ThDr/sro8aNICsri+eCutSQ6wcxZ9Y8Jrw5KahL/ZX3pv+XTZs2c0VQlxr12LPcdd+tjJ/yImbGuKS61L2P/I1ju3ej0T4N+ShvPHff8SBjn36p2stTXCKe4KGbH2L4U7cQy4oxYex4Vi1axXlDzmNx3mKmjZ/Gb268iFq5tbh+xPUAfLn2S267+NaUZy0uOyvG9ef24fJ7niXhHGd1P5T2rZry4Mvvc8gBLeh9+IEM+flJ3DLqdZ6e4Neb4b85AzPj62+2MuiescTM2LdRPW67uG94ZciAupSLJ5gw9El+PupaLCtG3nPv8dXiz+gxpD/r5yxnyYRP6HLhKbTp0ZF4fpztW7by2pCHAWh9dAd6DOlPPD8OzvH2Df9m2+at5fyP1VOGj256klPGXIvFYiwe+x6bFn1Gl6v7s2H2claP/4SDB55Ci54dSRTE2bF5K5MH+zLUblKfU8Zch0sk+G79Rt6/ckTK8+8qSGacZxSRrvUpl2DHhNHUPGcIxGIU5H3gv4vu/UisX0F86SwAfxEg6Q4LgNg+LahxyoU72xDyP349vAsviQTbxtxP7uC/YhZjx5S3SKxdSc0zf0185SIKZn9E/NMZZHfsSp3hI/3yz4/EbfV3Ldk+zYg1akp8UXjzKLh4ghk3PkHvMddhWTGWPfseWxZ9Rudr+vP17OV8VuzCXnF9P76HnLq1idXIZr+fdGPir+5gy+LU9ybPzopx/S/7cPm/niORcJzVvTPtWzblwVcmB8eMAxlyzoncMvpNnn5nOmAMH3i6P2b0PoKhT77Oz4Y9CsCZx3YO7ZhBIsG2sSPIveI2iGWRP/VtEutWUeOnFxBfuYh43sfE5/2P7IOPIPfmhyERZ/uLj8HWbyA7h9whd/l/Z9t3bHvizsgO43PNn+9g+sw5bNq0hZP6nc+giy+gf9/0GWZWZG+wiowhZGZ/wI/T3wNwwGRghHNuW3l/+9UZvaI/0G4FdPtoU9gR9ti0IxqGHWGvqHPaj8OOsFdYl6PLXyjisjv2CjvC3hGPxtAIe+KkbleEHWGveH1AnfIXSgc1c8JOsMcGjskPO8JeMfrZX4UdYc/VzIzt4qA+N4UdYa84tE74w2vsqedGnxN2hL0jA47f9w2cFHaEvaJp+n8VAAy4Kvzh1/ZUYs3n5S+UBmItUn/Xz95WsGhN2BH2itdei/C8BZXQb8xJYUfYYwXPjQs7wl5R65YHwo6wx3KatEuPybnSRM1arTOi7bi47dtWh7KelNezv9DxwGbg3uD5ucAo4BfVEUpERERERERERERERCquoo39HZ1zyQO8TjSzedURSEREREREREREREREKqfMCXqTfGJmxxQ+MbOjgd1nDBQRERERERERERERkZSraM/+rsCHZrYqeL4/sNDM8gDnnDu0WtKJiIiIiIiIiIiISEaqyHyyUnEVbew/tVpTiIiIiIiIiIiIiIhIlVWosd85t7K6g4iIiIiIiIiIiIiISNVUdMx+ERERERERERERERGJqIoO4yMiIiIiIiIiIiIistdozP69Sz37RURERERERERERETSnBr7RURERERERERERETSnBr7RURERERERERERETSnBr7RURERERERERERETSnCboFREREREREREREZGU0/S8e5d69ouIiIiIiIiIiIiIpDk19ouIiIiIiIiIiIiIpDk19ouIiIiIiIiIiIiIpDlzLv1HRjKzS5xzj4SdY09lQjkyoQyQGeXIhDKAyhElmVAGyIxyZEIZQOWIkkwoA2RGOTKhDKByREkmlAEyoxyZUAZQOaIkE8oAmVGOTCgDqBwimSBTevZfEnaAvSQTypEJZYDMKEcmlAFUjijJhDJAZpQjE8oAKkeUZEIZIDPKkQllAJUjSjKhDJAZ5ciEMoDKESWZUAbIjHJkQhlA5RBJe5nS2C8iIiIiIiIiIiIi8oOlxn4RERERERERERERkTSXKY39mTIOVyaUIxPKAJlRjkwoA6gcUZIJZYDMKEcmlAFUjijJhDJAZpQjE8oAKkeUZEIZIDPKkQllAJUjSjKhDJAZ5ciEMoDKIZL2MmKCXhERERERERERERGRH7JM6dkvIiIiIiIiIiIiIvKDlZaN/Wb2hJmdE3YOEdn7zOxKM5tvZk+HnaWy0jk7lJ/fzJqa2QdmNtfM+iW9/rKZtUxZ0Aoys1pmNs3MZpvZp2Y2POxMFZXO2aHy+c3sD8F69bqZ1Qhe62Fmd6cmccWYWWszm2hm84Jy/V/YmSoqnbND5fObWf9guclmtk/w2o/MbGxqEpfPzH4e7HMnlrFMTTN7M9g+BiW9/oiZHZGapJWTdCzZamaHhJ2notI1d6HS8pvZ38xsjpmNSnrtfDMbHErQvcDMvg07Q2WY2TAzu7qE1yN9TmtmDZP3O8Xea2Nmc1OdqbqZ2cAo1mnLYmaDzSw36fkKM2sSZqbSlLbemNkkM+sWPI709l3WdpFpzKxnUJeaZWa1w85TGcW3C5EfmrRs7K8sM8sOO4OIVNggoI9z7rywg1RBOmeH8vP/CngIOAoYDGBmfYGZzrm1KUlYOduBE51zhwGHA6ea2THhRqqwdM4Olc9/HnAo8CHwEzMz4Gbg1uoOWkkFwFXOuUOAY4Dfp1GjYDpnh8rn/wNwJPAwcG7w2m3ATdWasnIuBn7nnDuhjGV+AnyA3z4uADCzw4As59wn1R+xSgYBfYBxQDqtY+mau9Bu+c2sAXCEc+5QYIeZdQ4abH4DPBBa0ioyLyPOX9Pk/LQhfr0qIk2yV9VAIK0a+/F1cjVqpk5DStguMtR5wO3OucOdc9+HHaaSBqPtQn7AIlNZMrM6ZvZa0AtwrpkNMLOhZjY9eP5IcPJf/O9KXCa4OnyPmc0AbjSz5WaWE7xXP/l5Csv4HzP7X3B19JLgtYvNbJH5HpAjzez+4PWmZvZCULbpZtY9lVmrwsxuNrOF5nv+PlNSD5YoKil30DtqXtAT6tmwM5Ym6B2xIOgZtMjMnjazk81sipktNrOjgt5ET5nZ1OC134WduzRm9hDQDnjDzK4xs/HB9vKoma2Mai8VqHj2kvYDUVDB/Pn4SlNNIB6c7A0G/h5a8DI4r7B3UE7w48z3ePq7meUF+972IcYsUWWzm1lfM/vYzGaa2QQzaxZaeKr02VuwTC5+PTsfeMM593XKw5fBObeusIHVOfcNMB9oFdQ5/mW+59NcMzsq3KS7q2z24PgxNVinPjSzg9IpP5DA76tygXwz6wmsd84tDiO/+Z7U04KcD5vZn4EewGNmdqeZ5ZrZc0Hd46Vge+7Grv1uDn47AX8R7OYwylGepGPJcuBC4M6gzD8KN1nZysptZr8L6uKzg7p55BoPSssPtAFyzMzYtX+9GrjPOZcfTtqymdmQYFuea75nZpugnj4KmAu0Dpa7O6invGNmTcNNvTszuzGom38AHBS8lnx+Wnh30slmNiNY9qehBS7ZHcCPgm1huvk7pV4B5gXvZ5s/95hvZs9HcdsoVLz+bWZZ5s+f5gZ1kj+av8uiG/C0RbQns+3eZvJn/MWJiVbGXWIRU6H1xsyaBPWQM1IdsBzJ28WdwU/hejQAwMyeTc5t0b+Lp7BNIfl7uRL4BXCrRfiu9TKy79wuStrew84tUu2cc5H4AfoDI5OeNwAaJz1/CugbPH4COCd4XNoyk4AHk977N9AveHwJ8I8Qytg4+F0bX1ltBawAGuNP4iYD9wfLjAF6BI/3B+aH/R2VU7YjgVlALaAesBi4OuxcVc0NrAVqBss0DDtnGfnb4Hs7dsZfvPsf8Di+QeAs4D/AMGB2sN41AVYDLcPOXkaZVgQ57wf+FLx2KuCAJmHn29PsJewH9gk7d0XzB/vl14AZwEnAlcDAsHOXU6asYBv/FvhbUjlvDB7/Gvhv2Dn3NDvQCLDg8W8J4Ri3h/kvAGYCo4N98btATthlKKd8bYBVQH18nWNk8PrxwNyw8+1p9uC97ODxycALYeeuZP4++GPiq8G+622S6owpzntwkCMneP5gsP5PAroFr10NPBw87oQ/tncDsvF1wpn4OxTOBIaF/R2UU94V+GPGEwT19XT4KS03Scdp/N0hfwg7ayXzXxvsi/8BtCCix7wga1cgD6gD1AU+BbrgL94dk7ScA84LHg8lOH+Kyk9SOXKD/dSSYBufRNHz0yeAN/F1+AOBNUCtsPMn5WuTtE/tDWwF2ia954DuwfPHifC5H7vXv7sC45Pebxj83rlfjuIPJbeZrCDpHKn48yj9lLbeUPR4+C3QDPgYf8dx6LlLKEPhdtEfGI+v8zbD101aAGcDTwbL1MCff9cOO3sVvpcix5Mo/pSRfed2UNr2rh/9ZPJPZHr24ytEfcyPK9nTObcZOCHo2ZQHnAh0LOHvylomeVzWR/G3rBL8/vfeL0K5rjSz2cBH+F4pFwDvOee+dr53zbikZU8G7g965bwC1DezuqkOXAndgZedc9uc73H3atiBKqi03HPwvTrOx59wR9ly51yecy6BPyl6xznn8NtUm2CZl51z3zvnNgAT8cOwRF0P4FkA59ybwMZw41RKWdmL7wcOTH28cpWY3zm32Tl3hnOuG/AJ0Bd43vxdSc+b2bGhJS6Fcy7unDsc2A84ysw6BW89k/Q7crmh0tn3A94KjoXXUPLxMqUqk98595Rzrotz7nzgj8C9wGnBenW3RWzYhuB4/AIw2Dm3JXj5GQDn3Pv4Y3bDkOKVqRLZGwDjzI+tezcRWKeg4vmdc+Odc12dc33xF79fB34crFMjU9wD9ST8ieb0oF53Er4XdrLk/e5cfD0E51yBc+5c51wXfD1xMPAPM/tnUJYzU1OEH7ROQY/mPPyQBpHYFirKOfd354dguAp/V8hQM/ut+TtJojSsFfjt4CXn3Fbn7w57EegJrHTOfZS0XIJd53mjg7+Lkp74cnwX7KdeSXqv+LwhzznnEs7fdbQM6JCqkFUwzTm3POn5aufclOBxFL+HZMXr3zWAdmZ2n5mdCmwp86+jo6Q2k3RT3nqTA7wDXOucG5/SZJXXA3gmqPN+DryH70z4Br6dqiZwGvC+i/4wOOm0PRdXXvZlpOf2LlJlkTl5ds4tAo7AH8BuM7Oh+J5P5zjnOgMj8b2vdzKzWuUsszXp358CtDGz3vhxTlM6oVDw/54MHOv8GMYzgQVl/EkM34Pl8OCnlds1JIJUvzPwY5kegT85j/LYlNuTHieSnifwPQLBX+1OVvy5pEAp+4FaZf1NhN0M/AU/jv8H+GEDhoUZqCzOuU34C12nFr6U/HbKA1VCBbPfh+/Z2Bm4lAitV5X57M1PineUc+4/wFXAAGATvnE0EswPAfgC8LRz7sWktyK/n61k9luBic65TvgLe6GvU1X57ING/YH4Y/pw/L7qA3yjbaoYvodfYZ3uIOfcsCr8O4OAUfg5Czbjt4+r9l5MKcUTwBXB/nU4EdgWqsLMuuDXxYXAz51zv8APRRHFTgfFbS3n/cjtb8tQvCyRP3YkScvspdS/awKH4XuUX4bvGBh5pbSZpJvy1psC/J15P0lNnL3PObcNv279BH+sLn6RL4rSYnsuRZnZnXMbScPtXWRPRKaxPzjB/845Nxq4E38QA9gQ9OIqaYyzWhVYJtko/K3QYfTqbwBsdM59Z2Yd8CdqdYBeZtYoaEzun7T82/jJ5QAws8NTGbYKpgB9zaxW8F1EbczJ0pSUOwa0ds5NBK7Df3dRvquiIs4KyrgP/jbc6SHnqYgp+HECMbNT8MOUpIvSspe0H4iiMj/7oGFgP+fcJPwt6gl8pSpSY5uan/ukYfC4Nn5Yj8KLrAOSfk9NfbqyVSF7A+Cz4PGFKYpZqj347G/FD8kAfn1y+PUrEuMAm5kBj+GH1vtnsbcLx2ntAWyOWm+7KmRPXqcGpipnafbgs78GuDe4gzKsdeod4Bwz2zfI2djMDii2TPJ+9xD88Hw7mVkjfB1lFBHe7xbzDX5YrnRTPHc9YF1wsSmVF4mqqrTPvXCuhxz8kBMQof1rYDLQz/wcFnXwQ2FMLmG5GLvO+87FX8CLkvfx5ahtZvXwF0xL83Mzi5mf16Id/mJMVJS3De+fdFdnFL+HQiXVv5sAMefcC/iJ2wvbHiK93yqlzSTSmUtQ3nrjgIuADmZ2XUqTVUzy5z0ZGBCMCd8UP5zgtOC9sfgRJXrih+uKunTZnktSUvad35P5uedK2t5FMlaUeit3xk8mlcBPHnU50A8/pt56SmicdM5tMrORZS1TzNP4sTafKWe56vAmcJmZzcdX4j7Cn0T/FX9A+BrfEFJ4gnol8ICZzcF/T+/jr0JGknNuuvkJm+YAn+N7G0SqoaMkpeTeCIw2swb4HlD3Bj1T09kcfM/aJsCtzrm1IeepiOHAM2Z2Ab5BcD3+oJ0OSste0n4gisr77P8C3Bg8fgY/N8T17GqkjYoWwJNmloVvGHjOOfdf8xOhNwr2r9vxdydETWWzD8MPubIRP9592xAyJ6v0Zx/0OsUFk7DiL87n4cc5jcok0N3xQ/DlBcOxANwQ/N5mZjPxDWkXhZCtPJXN/nf8d3gTfq6OsFX6s0+6U2R48NJ9+LriJnwdMyWcc/OCz/Ft80NS5QO/L7bYg/jPex6+PvgpRetRQ4G/OOcSZvZW8Pd5wEPVXoCqexYYaX6ivHOcc0vDDlRBRXLjG8g/Br4Mfke9UW23z93M+gEzCut/5ieWzAPmOOdmh5i1COfcJ2b2BLsayx6l5GEct+KHh7sJ+IJdF5EjISjHWPycWV9Q9jnqKnx56wOXBT2CI8E595WZTTE/nNv3+HOlZAuB35vZ4/hJe0ekOmMFlVT/bgVMsl3DBP4p+P0E8JCZfY+/EyBqQ6+U1GZyLPCmma11zp0QarqKKWm9KXJBzDkXN7NfAa+Y2TfOuQdDyFmiYtvFG/jz7Nn4ixTXOufWB4u+jZ9T8mXn3I5w0lZKSd9LZD73cpSUfQfBdoEfAvHfJWzvIhmrcDK/HwTzM6Cf5Zy7IOwshcysrnPu26Bn/0vA4865l8LOVRVJZcnFX5y4JKnRJrLSNXdFmdkw4Fvn3F1hZ6kM82Mcxp1zBcGV+hHB+N+Rl87ZIf3zl8fMVuAnAdsQdpbKSufskP75S2Nmk/ATE84IO0tlpXN2SP/8hYILYznOuW1BD98JwEFp0kAgIiIiacrM2uAnb+9U3rJRk87ZRapTlHr2Vyszuw8/OcrpYWcpZpiZnYwfkuhtfA/ZdPVIcOt5LfzYtOnSYJ6uuTPd/sBzwRX4HcDvQs5TGemcHdI/v4hIuskFJgZDxRgwSA39IiIiIiJSWT+onv0iIiIiIiIiIiIiIpkoMhP0ioiIiIiIiIiIiIhI1aixX0REREREREREREQkzamxX0REREREREREREQkzamxX0REREREREREREQkzamxX0REREREREREREQkzamxX0REREREREREREQkzf0/bgbDH8NzI9gAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2160x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# When we say data is correlated that means the data is related to each other. When a feature moves in a\n",
    "# certain direction a label also tends to move in that same direction\n",
    "plt.figure(figsize=(30, 20))\n",
    "sns.heatmap(nba_data_numeric.corr().abs(),  annot=True)\n",
    "# High correlation between fg, ft, fta, tov, pts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Percentage of Outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "salary Outliers = 9.69%\n",
      "age Outliers = 0.00%\n",
      "g Outliers = 1.73%\n",
      "gs Outliers = 0.00%\n",
      "mp Outliers = 0.00%\n",
      "fg Outliers = 2.08%\n",
      "fga Outliers = 0.69%\n",
      "fg% Outliers = 4.84%\n",
      "3p Outliers = 0.35%\n",
      "3pa Outliers = 0.35%\n",
      "3p% Outliers = 6.57%\n",
      "2p Outliers = 4.50%\n",
      "2pa Outliers = 4.15%\n",
      "2p% Outliers = 2.42%\n",
      "efg% Outliers = 3.81%\n",
      "ft Outliers = 5.54%\n",
      "fta Outliers = 5.54%\n",
      "ft% Outliers = 2.77%\n",
      "orb Outliers = 5.54%\n",
      "drb Outliers = 4.15%\n",
      "trb Outliers = 3.46%\n",
      "ast Outliers = 4.15%\n",
      "stl Outliers = 2.08%\n",
      "blk Outliers = 5.54%\n",
      "tov Outliers = 4.84%\n",
      "pf Outliers = 0.35%\n",
      "pts Outliers = 2.77%\n"
     ]
    }
   ],
   "source": [
    "# The Interquartile range tells you the range of the middle half for your dataset\n",
    "# You use it to define fences around your data which allow you to find the percentage \n",
    "# of outliers in your data\n",
    "for k, v in nba_data_numeric.items():\n",
    "        # Identify the 1st quartile\n",
    "        q1 = v.quantile(0.25)\n",
    "        # Identify the 3rd quartile\n",
    "        q3 = v.quantile(0.75)\n",
    "        # Get your interquartile range\n",
    "        iqr = q3 - q1\n",
    "        # Lower fence is q1 - (1.5 * iqr)\n",
    "        # Upper fence is q3 + (1.5 * iqr)\n",
    "        # Store outliers if they are above these fences\n",
    "        v_col = v[(v <= q1 - 1.5 * iqr) | (v >= q3 + 1.5 * iqr)]\n",
    "        # Calculate the percentage of total outliers\n",
    "        perc = np.shape(v_col)[0] * 100.0 / np.shape(nba_data_numeric)[0]\n",
    "        print(\"%s Outliers = %.2f%%\" % (k, perc))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tensorflow Neural Network Regressions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Regressions : Used to determine relationships between different features to make predictions\n",
    "\n",
    "Using numbers to predict another number\n",
    "\n",
    "Example : Does the size, # of bathrooms / bedrooms, etc. effect the value of a house? Based on those variables can we make predictions about the price?\n",
    "\n",
    "In Machine Learning algorithms are trained to understand relationships between features and make predictions about labels\n",
    "\n",
    "You plot a regression line that best fits through data points. You do this by finding a mean between points. Often outcomes can be predicted based on unseen data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tensors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create Constant Tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(), dtype=int32, numpy=5>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a constant tensor thats value can't be changed\n",
    "# Scalar : a single number\n",
    "scalar = tf.constant(5)\n",
    "scalar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a Vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2,), dtype=int32, numpy=array([10, 10])>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a vector\n",
    "# Vector : Number with direction\n",
    "vector = tf.constant([10, 10])\n",
    "vector"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 2), dtype=int32, numpy=\n",
       "array([[1, 2],\n",
       "       [3, 4]])>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a matrix\n",
    "# Matrix : 2D array of numbers\n",
    "matrix = tf.constant([[1,2], [3,4]])\n",
    "matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a Tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(3, 2, 3), dtype=int32, numpy=\n",
       "array([[[ 1,  2,  3],\n",
       "        [ 4,  5,  6]],\n",
       "\n",
       "       [[ 7,  8,  9],\n",
       "        [10, 11, 12]],\n",
       "\n",
       "       [[13, 14, 15],\n",
       "        [16, 17, 18]]])>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a 3d matrix (Tensor)\n",
    "# n dimensional array of numbers\n",
    "tensor = tf.constant([[[1,2,3,], \n",
    "[4,5,6]], \n",
    "[[7,8,9],\n",
    "[10,11,12]],\n",
    "[[13,14,15],\n",
    "[16,17,18]]])\n",
    "tensor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create Tensor that can be Changed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Variable 'Variable:0' shape=(2,) dtype=int32, numpy=array([5, 6])>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a vector thats value can be changed\n",
    "# Normally we create constant tensors\n",
    "v_tensor = tf.Variable([5,6])\n",
    "v_tensor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get & Change Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index 0 : tf.Tensor(5, shape=(), dtype=int32)\n",
      "Index 0 : tf.Tensor(8, shape=(), dtype=int32)\n"
     ]
    }
   ],
   "source": [
    "print(\"Index 0 :\", v_tensor[0])\n",
    "\n",
    "# Change value in first index\n",
    "v_tensor[0].assign(8)\n",
    "print(\"Index 0 :\", v_tensor[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Tensors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(3, 2), dtype=float32, numpy=\n",
       "array([[ 0.5517507 , -0.3741098 ],\n",
       "       [-0.28709963,  1.5089895 ],\n",
       "       [-0.14833727, -1.2846565 ]], dtype=float32)>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# You commonly initialize with random weights to begin an analysis\n",
    "# Seed is used so that we can get the same random later\n",
    "\n",
    "# You can set a global seed and it will make all random generations the same\n",
    "# tf.random.set_seed(66)\n",
    "\n",
    "rand_tensor = tf.random.Generator.from_seed(66)\n",
    "# Generate values that are near the mean 0 (These values create a bell curve)\n",
    "# 3 rows and 2 columns\n",
    "rand_tensor = rand_tensor.normal(shape=(3,2), mean=0.0, stddev=1.0)\n",
    "rand_tensor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Turn Numpy Array into Tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19, 20, 21, 22, 23, 24])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate values from 1 to 24\n",
    "np_array = np.arange(1,25,dtype=np.int32)\n",
    "np_array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(24,), dtype=int32, numpy=\n",
       "array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19, 20, 21, 22, 23, 24])>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor2 = tf.constant(np_array)\n",
    "tensor2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Change Shape of Tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(6, 2, 2), dtype=int32, numpy=\n",
       "array([[[ 1,  2],\n",
       "        [ 3,  4]],\n",
       "\n",
       "       [[ 5,  6],\n",
       "        [ 7,  8]],\n",
       "\n",
       "       [[ 9, 10],\n",
       "        [11, 12]],\n",
       "\n",
       "       [[13, 14],\n",
       "        [15, 16]],\n",
       "\n",
       "       [[17, 18],\n",
       "        [19, 20]],\n",
       "\n",
       "       [[21, 22],\n",
       "        [23, 24]]])>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Change shape of tensor (6 * 2 * 2 = 24)\n",
    "tensor3 = tf.constant(np_array, shape=(6,2,2))\n",
    "tensor3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Info on Tensors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index 0 : tf.Tensor(\n",
      "[[[1 2]\n",
      "  [3 4]]], shape=(1, 2, 2), dtype=int32)\n",
      "Values in Dims : (6, 2, 2)\n",
      "Dimensions : 3\n",
      "Total Values : 24\n",
      "Data Type : <dtype: 'int32'>\n"
     ]
    }
   ],
   "source": [
    "# First index\n",
    "print(\"Index 0 :\", tensor3[:1])\n",
    "# Shape : number of values of each dimension\n",
    "print(\"Values in Dims :\", tensor3.shape)\n",
    "# Rank : number of tensor dimensions (Scalar = 0, Vector = 2, etc)\n",
    "print(\"Dimensions :\", tensor3.ndim)\n",
    "# Size : total values in tensor\n",
    "print(\"Total Values :\", tf.size(tensor3).numpy())\n",
    "# Get data type\n",
    "print(\"Data Type :\", tensor3.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Matrix Multiplication"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DOT PRODUCT : Matrix Multiplication"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multiply matching numbers and sum them\n",
    "Take each row in the left matrix, multiply it by the columns in the right matrix and sum\n",
    "- Multiply and sum 1st row and 1st column (Position 0, 0)\n",
    "- 1st row and 2nd column (Position 0, 1)\n",
    "- 2nd row and first column (Position 1, 0)\n",
    "- 2nd row and 2nd column (Position 1, 1)\n",
    "\n",
    "$$\\begin{bmatrix} 1 & 2 & 3 \\\\ 4 & 5 & 6 \\end{bmatrix} \\quad\n",
    "x  \\quad\n",
    "\\begin{bmatrix} 1 & 2 \\\\ 3 & 4 \\\\ 5 & 6 \\end{bmatrix} \\quad\n",
    "=  \\quad\n",
    "\\begin{bmatrix} 1*1 + 2*3 + 3*5 & 1*2 + 2*4 + 3*6 \\\\ 4*1 + 5*3 + 6*5 & 4*2 + 5*4 + 6*6 \\end{bmatrix} \\quad\n",
    "= \\quad\n",
    "\\begin{bmatrix} 22 & 28 \\\\ 49 & 64 \\end{bmatrix}\n",
    "$$\n",
    "\n",
    "The dimension of the resulting matrix with be the number of rows from 1st (2x3) and the number of columns from the 2nd (3x2) matrix\n",
    "\n",
    "You can only perform this calculation if the 1st matrix has an equal number of columns to the number rows in the 2nd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Why is Matrix Multiplication Useful"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's say these are sales at our ice cream store\n",
    "\n",
    "| Flavor | Sat  | Sun | Tues | Wed | Thr | Fri |\n",
    "| :---: | :---: | :---: | :---: | :---: | :---: | :---: |\n",
    "| Choc | 26 | 27 | 22 | 10 | 12 | 33 |\n",
    "| Van | 18 | 21 | 10 | 8 | 4 | 26 |\n",
    "| Straw | 9 | 20 | 4 | 9 | 7 | 16 |\n",
    "| Chip | 24 | 19 | 12 | 8 | 6 | 14 |\n",
    "\n",
    "And this is how much each ice cream costs\n",
    "\n",
    "| Choc | Van  | Straw | Chip | \n",
    "| :---: | :---: | :---: | :---: |\n",
    "| $3 | $2 | $4 | $4 |\n",
    "\n",
    "We can find earnings on each day with matrix multiplication"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(4, 6), dtype=int32, numpy=\n",
       "array([[26, 27, 22, 10, 12, 33],\n",
       "       [18, 21, 10,  8,  4, 26],\n",
       "       [ 9, 20,  4,  9,  7, 16],\n",
       "       [24, 19, 12,  8,  6, 14]])>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ice cream sales (4x6)\n",
    "ic_sales = tf.constant([[26, 27, 22, 10, 12, 33],\n",
    "                        [18, 21, 10, 8, 4, 26],\n",
    "                        [9, 20, 4, 9, 7, 16],\n",
    "                        [24, 19, 12, 8, 6, 14]])\n",
    "ic_sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(1, 4), dtype=int32, numpy=array([[3, 2, 4, 4]])>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ice cream prices (1, 4)\n",
    "ic_price = tf.constant([[3,2,4,4]])\n",
    "ic_price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(1, 6), dtype=int32, numpy=array([[246, 279, 150, 114,  96, 271]])>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# So we multiply prices (1,4) by sales (4x6)\n",
    "tf.matmul(ic_price, ic_sales)\n",
    "# Sat Sales = 3*26 + 2*18 + 4*9 + 4*24 = 246"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normalize and One Hot Encode Our Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will convert our non-numeric data into numbers but all of our data is on different scales. We normalize our data so that it is using a common scale. We can do this while also not distorting the differences in the wide range of values. We will convert all values to between 0 and 1 while preserving the original distribution.\n",
    "\n",
    "We do this because machine learning algorithms work better when features have a similar scale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We need to take our columns and transform them before passing them into our neural network\n",
    "# We will transform our provided features between 0 and 1\n",
    "\n",
    "# Non-numeric data must be turned into numbers (Numeric Encoding) for analysis\n",
    "# How to One Hot Encode a Pandas Dataframe\n",
    "# A categorical feature becomes an array whose size is the number of possible\n",
    "# choices for those features\n",
    "\n",
    "# Features : \"age\", \"g\", \"gs\", \"mp\", \"fg\", \"fga\", \"fg%\", \"3p\", \"3pa\", \"3p%\", \"2p\", \"2pa\", \"2p%\", \"efg%\", \"ft\", \"fta\", \"ft%\", \"orb\", \"drb\", \"trb\", \"ast\", \"stl\", \"blk\", \"tov\", \"pf\", \"pts\", \"pos\", \"team\"\n",
    "\n",
    "''' BASIC\n",
    "ct = make_column_transformer(\n",
    "    (MinMaxScaler(), [\"age\", \"pts\"]), # Normalize these columns\n",
    "    (OneHotEncoder(handle_unknown=\"ignore\"), [\"pos\"]) # One hot encode these columns (pos, team)\n",
    ")\n",
    "'''\n",
    "\n",
    "''' NBA Efficiency\n",
    "ct = make_column_transformer(\n",
    "    (MinMaxScaler(), [\"pts\", \"trb\", \"ast\", \"stl\", \"blk\", \"fg%\", \"ft%\", \"tov\", \"g\"]), # Normalize these columns\n",
    "    (OneHotEncoder(handle_unknown=\"ignore\"), [\"pos\"]) # One hot encode these columns (pos, team)\n",
    ")\n",
    "'''\n",
    "\n",
    "''' Everything\n",
    "ct = make_column_transformer(\n",
    "    (MinMaxScaler(), [\"age\", \"g\", \"gs\", \"mp\", \"fg\", \"fga\", \"fg%\", \"3p\", \"3pa\", \"3p%\", \"2p\", \"2pa\", \"2p%\", \"efg%\", \"ft\", \"fta\", \"ft%\", \"orb\", \"drb\", \"trb\", \"ast\", \"stl\", \"blk\", \"tov\", \"pf\", \"pts\"]), # Normalize these columns\n",
    "    (OneHotEncoder(handle_unknown=\"ignore\"), [\"team\", \"pos\"]) # One hot encode these columns (pos, team)\n",
    ")\n",
    "'''\n",
    "\n",
    "# High correlation features fg, ft, fta, tov, pts\n",
    "ct = make_column_transformer(\n",
    "    (MinMaxScaler(), [\"fg\", \"ft\", \"fta\", \"tov\", \"pts\"]), # Normalize these columns\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Separate Features & Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = nba_data.drop(\"salary\", axis=1) # Features\n",
    "y = nba_data[\"salary\"] # Labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Separate Training & Testing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Build train (80%) & test (20%) datasets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=66)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transform Training & Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Transform training data \n",
    "ct.fit(X_train)\n",
    "\n",
    "# Transform training and test data with normalization (MinMaxScalar) and one hot encoding (OneHotEncoder)\n",
    "X_train_normal = ct.transform(X_train)\n",
    "X_test_normal = ct.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Our New Normalized and One Hot Encoded Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.0843061 , 0.04141104, 0.04380476, 0.1       , 0.07787274],\n",
       "       [0.66018158, 0.46165644, 0.49687109, 0.83793103, 0.68138651],\n",
       "       [0.44747082, 0.25613497, 0.24906133, 0.45862069, 0.43494777],\n",
       "       ...,\n",
       "       [0.47600519, 0.1196319 , 0.20650814, 0.14482759, 0.38366572],\n",
       "       [0.29442283, 0.16104294, 0.1514393 , 0.28965517, 0.32573599],\n",
       "       [0.17250324, 0.06748466, 0.07133917, 0.14827586, 0.15337132]])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_normal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build Neural Network with Training Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set random seed so we can reproduce our results\n",
    "tf.random.set_seed(66)\n",
    "\n",
    "# Neurons are nodes through which data and computations flow. \n",
    "\n",
    "# Activation functions help our network decide what is important data.\n",
    "# They receive data and add weightings to it and pass the results to other hidden layers\n",
    "# Depending on the error value the weights are updated\n",
    "# Without activation functions our system is just a simple regression model\n",
    "# relu (Rectified Linear Unit) is a function that is computationally efficient\n",
    "\n",
    "# Create model and sequentially go through data\n",
    "nba_model = tf.keras.Sequential([\n",
    "  # 4 hidden layers with 3 having 100 neurons (Outputs)\n",
    "    tf.keras.layers.Dense(100, activation=\"relu\"),\n",
    "    tf.keras.layers.Dense(100, activation=\"relu\"),\n",
    "    tf.keras.layers.Dense(100, activation=\"relu\"),\n",
    "    tf.keras.layers.Dense(1)\n",
    "])\n",
    "\n",
    "# Compile the model (Calc errors, optimize and evaluate)\n",
    "# Mean Absolute Error : Finds the average of the errors between predictions and \n",
    "# observed data (How incorrect are our predictions)\n",
    "# Stochastic Gradient Descent : Optimizes our guesses by smoothing the predictions \n",
    "# to the observed data \n",
    "# Metrics test the accuracy of the model\n",
    "nba_model.compile(loss=tf.keras.losses.mae, \n",
    "                optimizer=tf.keras.optimizers.Adam(learning_rate=0.01),\n",
    "                metrics=[\"mae\"])\n",
    "\n",
    "# Take the data and try to fit the data with 100 tries creating a trained model\n",
    "# Fit the model for 200 epochs (Save so we can plot this)\n",
    "# An epoch is a full iteration over the training data\n",
    "fit_data = nba_model.fit(X_train_normal, y_train, epochs=100, verbose=0) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 18ms/step - loss: 4600969.0000 - mae: 4600969.0000\n"
     ]
    }
   ],
   "source": [
    "# Evaulate NBA model\n",
    "nba_model_loss, nba_model_mae = nba_model.evaluate(X_test_normal, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot to see How Increasing Epochs Decreases Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Epochs', ylabel='Loss'>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30, 20))\n",
    "plt.ylabel(\"Loss\")\n",
    "plt.xlabel(\"Epochs\");\n",
    "sns.lineplot(data=fit_data.history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " dense (Dense)               (None, 100)               600       \n",
      "                                                                 \n",
      " dense_1 (Dense)             (None, 100)               10100     \n",
      "                                                                 \n",
      " dense_2 (Dense)             (None, 100)               10100     \n",
      "                                                                 \n",
      " dense_3 (Dense)             (None, 1)                 101       \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 20,901\n",
      "Trainable params: 20,901\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Show the layers the output shape and the number of parameters for each layer\n",
    "# Trainable Params : Model updates these as it trains\n",
    "# Non-trainable Params : Not updated during training (Outside Patterns from other Models)\n",
    "nba_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How Can we Improve our Model?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Fit on more data\n",
    "- Increase hidden units : Add weightings to get desired output\n",
    "- Try different activation functions : Helps decide what data is most important\n",
    "- Try different optimization functions : Optimize by smoothing data to expected results\n",
    "- Increase learning rate : How much to change the model based on estimated error\n",
    "- Fit longer : Increase the number of times we try to fit the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "3f23d0a9a1669567b7c1f6214782bfe8d34a806bb12cfbb3ce695527f6426b6a"
  },
  "kernelspec": {
   "display_name": "Python 3.10.4 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}