reading_data_tutorial.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "950dd853",
   "metadata": {},
   "source": [
    "### Reading the tissue files and adding metadata from the output_pg folder tutorial"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6783e7ad",
   "metadata": {},
   "source": [
    "First, we import the required packages and functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7a29b9a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pegasus as pg\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from config.config import *\n",
    "from reading import read_tissue, get_project_info"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2f3f0ca",
   "metadata": {},
   "source": [
    "Then you need to set the parameters down below. The project and tissue names need to be exactly as they appear in `config/read_info/projects.csv`. Method specifies from which type of QC the metadata data is taken from, and can be set to one of the following:\n",
    "- 1.4-none-0\n",
    "- 1.4-mad-2\n",
    "- 1.4-cutoff-10\n",
    "- 1.4-joint_clustering_old"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "021d4748",
   "metadata": {},
   "outputs": [],
   "source": [
    "project = \"tabula_muris\"\n",
    "tissue = \"Heart_and_Aorta\"\n",
    "method = \"1.4-mad-2\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32e06f66",
   "metadata": {},
   "source": [
    "The code below gets the information about the tissue from projects.csv file and then reads and aggregates all the data files assosiated with the tissue using `pegasusio.aggregate_matrices`. If you want just the unfiltered files you can stop on this step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "79d36a00",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021-06-13 22:17:23,258 - pegasusio.text_utils - INFO - Detected mtx file in 10x v2 format.\n",
      "2021-06-13 22:17:41,391 - pegasusio.readwrite - INFO - mtx file '/Volumes/scqc/data/mouse/tabula_muris/Heart_and_Aorta/Heart_and_Aorta-10X_P7_4/matrix.mtx' is loaded.\n",
      "2021-06-13 22:17:41,392 - pegasusio.readwrite - INFO - Function 'read_input' finished in 23.80s.\n",
      "2021-06-13 22:17:41,956 - pegasusio.aggr_data - INFO - Function 'aggregate' finished in 0.08s.\n",
      "2021-06-13 22:17:43,142 - pegasusio.data_aggregation - INFO - Aggregated 1 files.\n",
      "2021-06-13 22:17:43,143 - pegasusio.data_aggregation - INFO - Function 'aggregate_matrices' finished in 25.55s.\n"
     ]
    }
   ],
   "source": [
    "is_human, annotations = get_project_info(project, tissue=tissue)\n",
    "adata = read_tissue(project, tissue, annotations)   "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21f22c57",
   "metadata": {},
   "source": [
    "Then the metadata file is loaded using pandas. The rows are named with cell barcodes by setting `index` attribute and the `louvain_labels` is converted to categorical."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4d809adf",
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata = pd.read_csv(OUTPUT_DIR + \"/\" + project + \"/\" + tissue + \"/\" + method + \"/!cells.csv\")\n",
    "metadata.index = metadata.barcodekey\n",
    "metadata[\"louvain_labels\"] = metadata.louvain_labels.astype(\"category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e8366fe0",
   "metadata": {},
   "outputs": [
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       "    <tr>\n",
       "      <th>Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG</th>\n",
       "      <td>0</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>133</td>\n",
       "      <td>146</td>\n",
       "      <td>1.369863</td>\n",
       "      <td>21.917808</td>\n",
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       "      <td>-0.052891</td>\n",
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       "      <td>-0.023763</td>\n",
       "      <td>0.307333</td>\n",
       "      <td>-0.057185</td>\n",
       "      <td>0.138092</td>\n",
       "      <td>-6.088926</td>\n",
       "      <td>0.773265</td>\n",
       "      <td>12.285482</td>\n",
       "      <td>7.627682</td>\n",
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       "      <th>Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG</th>\n",
       "      <td>1</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>143</td>\n",
       "      <td>171</td>\n",
       "      <td>0.584795</td>\n",
       "      <td>14.619883</td>\n",
       "      <td>584.795322</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.249417</td>\n",
       "      <td>-0.028730</td>\n",
       "      <td>-0.015051</td>\n",
       "      <td>-0.440649</td>\n",
       "      <td>-0.029623</td>\n",
       "      <td>-0.061578</td>\n",
       "      <td>-3.841659</td>\n",
       "      <td>4.357838</td>\n",
       "      <td>6.567396</td>\n",
       "      <td>7.323656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA</th>\n",
       "      <td>2</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4</td>\n",
       "      <td>endothelial cell</td>\n",
       "      <td>2348</td>\n",
       "      <td>5170</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>15.512573</td>\n",
       "      <td>19.346102</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.494890</td>\n",
       "      <td>-0.186256</td>\n",
       "      <td>-0.225112</td>\n",
       "      <td>-0.054121</td>\n",
       "      <td>-0.101069</td>\n",
       "      <td>-0.201446</td>\n",
       "      <td>14.297876</td>\n",
       "      <td>-10.027376</td>\n",
       "      <td>18.049875</td>\n",
       "      <td>9.205024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC</th>\n",
       "      <td>3</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>151</td>\n",
       "      <td>198</td>\n",
       "      <td>1.010101</td>\n",
       "      <td>33.838384</td>\n",
       "      <td>507.614213</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0.254628</td>\n",
       "      <td>-0.027547</td>\n",
       "      <td>0.133036</td>\n",
       "      <td>-0.331817</td>\n",
       "      <td>-0.026724</td>\n",
       "      <td>-0.150289</td>\n",
       "      <td>-5.113489</td>\n",
       "      <td>1.971826</td>\n",
       "      <td>10.702849</td>\n",
       "      <td>7.306004</td>\n",
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       "      <th>Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC</th>\n",
       "      <td>4</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>125</td>\n",
       "      <td>148</td>\n",
       "      <td>5.405405</td>\n",
       "      <td>10.135135</td>\n",
       "      <td>675.675676</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.036182</td>\n",
       "      <td>-0.019646</td>\n",
       "      <td>-0.017399</td>\n",
       "      <td>0.286514</td>\n",
       "      <td>0.023356</td>\n",
       "      <td>-0.008280</td>\n",
       "      <td>-4.806446</td>\n",
       "      <td>1.985424</td>\n",
       "      <td>9.163538</td>\n",
       "      <td>4.853377</td>\n",
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       "      <th>...</th>\n",
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       "      <td>2581</td>\n",
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       "      <td>Heart_and_Aorta-10X_P7_4</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>109</td>\n",
       "      <td>125</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>3.200000</td>\n",
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       "      <td>-3.932170</td>\n",
       "      <td>-2.807523</td>\n",
       "      <td>10.403267</td>\n",
       "      <td>1.390957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT</th>\n",
       "      <td>2582</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4</td>\n",
       "      <td>endothelial cell</td>\n",
       "      <td>2146</td>\n",
       "      <td>4313</td>\n",
       "      <td>1.344772</td>\n",
       "      <td>8.996058</td>\n",
       "      <td>23.196474</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.038292</td>\n",
       "      <td>-0.044222</td>\n",
       "      <td>0.030186</td>\n",
       "      <td>0.113427</td>\n",
       "      <td>-0.006286</td>\n",
       "      <td>-0.164648</td>\n",
       "      <td>15.127359</td>\n",
       "      <td>-11.621907</td>\n",
       "      <td>17.234526</td>\n",
       "      <td>10.281384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG</th>\n",
       "      <td>2583</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4</td>\n",
       "      <td>fibroblast</td>\n",
       "      <td>3400</td>\n",
       "      <td>9457</td>\n",
       "      <td>1.533256</td>\n",
       "      <td>10.563604</td>\n",
       "      <td>10.585371</td>\n",
       "      <td>22</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.303823</td>\n",
       "      <td>-0.173527</td>\n",
       "      <td>-0.124091</td>\n",
       "      <td>-1.011357</td>\n",
       "      <td>-0.065937</td>\n",
       "      <td>-0.099463</td>\n",
       "      <td>16.506321</td>\n",
       "      <td>-5.467303</td>\n",
       "      <td>17.210283</td>\n",
       "      <td>0.418915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT</th>\n",
       "      <td>2584</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>163</td>\n",
       "      <td>196</td>\n",
       "      <td>2.040816</td>\n",
       "      <td>26.530612</td>\n",
       "      <td>510.204082</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.050272</td>\n",
       "      <td>-0.034140</td>\n",
       "      <td>-0.023304</td>\n",
       "      <td>-0.227346</td>\n",
       "      <td>0.038045</td>\n",
       "      <td>-0.041908</td>\n",
       "      <td>-4.915791</td>\n",
       "      <td>-0.386240</td>\n",
       "      <td>13.028828</td>\n",
       "      <td>15.695234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA</th>\n",
       "      <td>2585</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA</td>\n",
       "      <td>Heart_and_Aorta-10X_P7_4</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>105</td>\n",
       "      <td>118</td>\n",
       "      <td>0.847458</td>\n",
       "      <td>19.491525</td>\n",
       "      <td>847.457627</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.038503</td>\n",
       "      <td>-0.019710</td>\n",
       "      <td>-0.011829</td>\n",
       "      <td>0.416687</td>\n",
       "      <td>-0.004372</td>\n",
       "      <td>-0.054710</td>\n",
       "      <td>-5.502077</td>\n",
       "      <td>-0.738235</td>\n",
       "      <td>12.616286</td>\n",
       "      <td>14.432362</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "                                           Unnamed: 0  \\\n",
       "barcodekey                                              \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG           0   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG           1   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA           2   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC           3   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC           4   \n",
       "...                                               ...   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA        2581   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT        2582   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG        2583   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT        2584   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA        2585   \n",
       "\n",
       "                                                                          barcodekey  \\\n",
       "barcodekey                                                                             \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG  Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG  Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA  Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC  Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC  Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC   \n",
       "...                                                                              ...   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA  Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT  Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG  Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT  Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA  Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA   \n",
       "\n",
       "                                                            Channel  \\\n",
       "barcodekey                                                            \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG  Heart_and_Aorta-10X_P7_4   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG  Heart_and_Aorta-10X_P7_4   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA  Heart_and_Aorta-10X_P7_4   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC  Heart_and_Aorta-10X_P7_4   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC  Heart_and_Aorta-10X_P7_4   \n",
       "...                                                             ...   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA  Heart_and_Aorta-10X_P7_4   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT  Heart_and_Aorta-10X_P7_4   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG  Heart_and_Aorta-10X_P7_4   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT  Heart_and_Aorta-10X_P7_4   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA  Heart_and_Aorta-10X_P7_4   \n",
       "\n",
       "                                                annotations  n_genes  \\\n",
       "barcodekey                                                             \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG           Unknown      133   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG           Unknown      143   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA  endothelial cell     2348   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC           Unknown      151   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC           Unknown      125   \n",
       "...                                                     ...      ...   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA           Unknown      109   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT  endothelial cell     2146   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG        fibroblast     3400   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT           Unknown      163   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA           Unknown      105   \n",
       "\n",
       "                                           n_counts  percent_mito  \\\n",
       "barcodekey                                                          \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG       146      1.369863   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG       171      0.584795   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA      5170      0.909091   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC       198      1.010101   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC       148      5.405405   \n",
       "...                                             ...           ...   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA       125      1.600000   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT      4313      1.344772   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG      9457      1.533256   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT       196      2.040816   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA       118      0.847458   \n",
       "\n",
       "                                           percent_ribo       scale  \\\n",
       "barcodekey                                                            \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG     21.917808  684.931507   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG     14.619883  584.795322   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA     15.512573   19.346102   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC     33.838384  507.614213   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC     10.135135  675.675676   \n",
       "...                                                 ...         ...   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA      3.200000  800.000000   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT      8.996058   23.196474   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG     10.563604   10.585371   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT     26.530612  510.204082   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA     19.491525  847.457627   \n",
       "\n",
       "                                          louvain_labels  ...  apoptosis3  \\\n",
       "barcodekey                                                ...               \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG              7  ...   -0.052891   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG              1  ...    0.249417   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA              5  ...    0.494890   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC             12  ...    0.254628   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC              9  ...   -0.036182   \n",
       "...                                                  ...  ...         ...   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA             18  ...   -0.050066   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT              5  ...   -0.038292   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG             22  ...   -0.303823   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT              3  ...   -0.050272   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA              3  ...   -0.038503   \n",
       "\n",
       "                                           cycling_g2m  cycling_s  \\\n",
       "barcodekey                                                          \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG     0.102061  -0.023763   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG    -0.028730  -0.015051   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA    -0.186256  -0.225112   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC    -0.027547   0.133036   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC    -0.019646  -0.017399   \n",
       "...                                                ...        ...   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA     0.103029  -0.013088   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT    -0.044222   0.030186   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG    -0.173527  -0.124091   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT    -0.034140  -0.023304   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA    -0.019710  -0.011829   \n",
       "\n",
       "                                           dissociation er_stress  \\\n",
       "barcodekey                                                          \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG      0.307333 -0.057185   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG     -0.440649 -0.029623   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA     -0.054121 -0.101069   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC     -0.331817 -0.026724   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC      0.286514  0.023356   \n",
       "...                                                 ...       ...   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA      0.002968 -0.050971   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT      0.113427 -0.006286   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG     -1.011357 -0.065937   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT     -0.227346  0.038045   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA      0.416687 -0.004372   \n",
       "\n",
       "                                           go_mito_resp_chain_mouse  \\\n",
       "barcodekey                                                            \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG                  0.138092   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG                 -0.061578   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA                 -0.201446   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC                 -0.150289   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC                 -0.008280   \n",
       "...                                                             ...   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA                 -0.080839   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT                 -0.164648   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG                 -0.099463   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT                 -0.041908   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA                 -0.054710   \n",
       "\n",
       "                                                pca1       pca2      umap1  \\\n",
       "barcodekey                                                                   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG  -6.088926   0.773265  12.285482   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG  -3.841659   4.357838   6.567396   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA  14.297876 -10.027376  18.049875   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC  -5.113489   1.971826  10.702849   \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC  -4.806446   1.985424   9.163538   \n",
       "...                                              ...        ...        ...   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA  -3.932170  -2.807523  10.403267   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT  15.127359 -11.621907  17.234526   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG  16.506321  -5.467303  17.210283   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT  -4.915791  -0.386240  13.028828   \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA  -5.502077  -0.738235  12.616286   \n",
       "\n",
       "                                               umap2  \n",
       "barcodekey                                            \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGAGTCTGG   7.627682  \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGAGCCAGTAG   7.323656  \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGCACGACGAA   9.205024  \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTGAGTGAC   7.306004  \n",
       "Heart_and_Aorta-10X_P7_4-AAACCTGGTTACGCGC   4.853377  \n",
       "...                                              ...  \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCACATGCCCGA   1.390957  \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTCGATTGT  10.281384  \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTGCGCTTG   0.418915  \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCAGTTACCGAT  15.695234  \n",
       "Heart_and_Aorta-10X_P7_4-TTTGTCATCTGTGCAA  14.432362  \n",
       "\n",
       "[2586 rows x 30 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07dc4feb",
   "metadata": {},
   "source": [
    "Then, you can copy the observations you need to the pegasus object. Add or remove commands as needed. The general format of the command is `adata.obs[\"%col_name%\"] = metadata[\"%col_name_in_metadata%\"]` (%col_name% does not have to be the same as %col_name_in_metadata%)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fedf1d1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.obs[\"louvain_labels\"] = metadata[\"louvain_labels\"]\n",
    "adata.obs[\"er_stress\"] = metadata[\"er_stress\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d548edd3",
   "metadata": {},
   "source": [
    "You can keep only the cells that have passed the method specified by `method` variable by running filtering code below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "957117e1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021-06-13 22:17:46,646 - pegasusio.qc_utils - INFO - After filtration, 2586 out of 737280 cell barcodes are kept in UnimodalData object GRCm38-rna.\n",
      "2021-06-13 22:17:46,647 - pegasus.tools.preprocessing - INFO - Function 'filter_data' finished in 0.09s.\n"
     ]
    }
   ],
   "source": [
    "adata.obs[\"passed_qc\"] = (adata.obs.index.isin(metadata.barcodekey))\n",
    "pg.filter_data(adata)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f480c04",
   "metadata": {},
   "source": [
    "You can add umap or pca coordinates if you need with the code below. Filtering step above is reqired for this step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b57fe83a",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_umap = np.array([[metadata.umap1[i], metadata.umap2[i]] for i in range(len(metadata.umap1))], dtype=\"float32\")\n",
    "adata.obsm[\"X_umap\"] = x_umap\n",
    "x_pca = np.array([[metadata.pca1[i], metadata.pca2[i]] for i in range(len(metadata.pca1))], dtype=\"float32\")\n",
    "adata.obsm[\"X_pca\"] = x_pca"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4019b7a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Cv2cn8IkkjZtykgwUQgghhBBT5iiqiKqdDgZwd7cmOBohhBBCCCGm5577Nv4nw6vPElGqbgWw5Z77Nl6TgL5nHK3141prX4zXBIGvjjl8U/yiErPN/QcfSPicv//gAzLnz9Jan9BaH9Rah5I9tlKqmtE/P/5Va92U7DhSRZKBQgghhBBiysz2LHKq6qJq6+3vTnA0QgghhBBCTN099238EvBvCR4mH/jbPfdtnGoZQgHPjflcrJTKSkkkYka7/+ADXyJJc/7+gw/InE+97zL87wPgZeCBFMaSdJIMFEIIIYQQ0+IoqiCrbE7EdjoUTEI0QgghhBBCxO6e+zbexnDZymTIAR6/576N5UkaL9P0TnAsf4JjQkzq/oMPJH3O33/wAZnzKaKUeifwxrMfA8AdqVidmEqSDBRCCCGEENNmyy+O2MbsyE5CJEIIIYQQQsTmbFIu2StESoDvJXnMTFE9wTEpQyKidjYpJ3N+llBKFQP/O+LQN7TWe1MVT6pIMlAIIYQQQkyb2ebAkp0Xtk20+wsKIYQQQgiRZN8HilIw7q1nVySK2Fw75nNjrHsPilkvZXP+7IpEkVz/A5Se/f0J4D9SGEvKSDJQCCGEEELERW71QgyLbcJz9sLyqFYPCiGEEEIIkUz33LfxVcAtKQzh/nvu22hJ4fgz0QfGfP5rSqIQM9L9Bx9I+Zy//+ADMueTRCn1OuDdIw59VGvtTlU8qSTJQCGEEEIIERcmq43CBReRXV6LyZaFYbFizSkgr3YJudXzUx2eEEIIIYQQE/lEisevAG5NcQwzxtkH++vGHH4wBaGImUvm/CyhlMpleBXoOb/QWj+VqnhSzZzqAIQQQgghROYwzBaySqvJKp1oGw8hhBBCCCHSxz33bawG3pjqOICPA79NdRDpTilVBPxgzOFHtdYvpyIeMfPcf/ABmfOzy38Dc87+vgu4K4WxpJysDBRCCCGEEEkVcA8x2HKSvpP76W88jKe/C61DqQ5LCCGEEELMPu8mPRZLrL/nvo3zUh1EOlNKGcBDQM2Iw/3AJ1MTkZih0mbO33/wgXmpDiKTKaWuBT464tBntdZdqYonHaTDf/hCCCGEEGKWGOpoxtXRNOqYb7AXtyOH/HnLMEzy9VQIIYQQQiTNmlQHMMKVQEOqg0hjXwNeO+bYR7TWTRM1FmISMudnAaWUHfgxoM4eekpr/fMUhpQWZGWgEEIIIYRICu9g77hE4DkBtxPnmZNJjkgIIYQQQsxyq1MdwAjpFEtaUUp9kvHl/b6qtf5NKuIRM1o6zbN0iiXT/Aew6Ozv3YxeIThrSTJQCCGEEEIkhbu7Nex5b38PQb8vSdEIIYQQQojZ7J77NhYDtamOYwRJDExAKfUu4FtjDj8I3J30YMSMdv/BB2TOzwJKqUuBz444dK/W+kSq4kknkgwUQgghhBBJ4XcNRmihCbidSYlFCCGEEELMepWpDmCMdIsn5ZRSrwd+xoVSfwCPAB/SWuvURCVmsHSbY+kWz4ynlDIDPwFMZw/tBb6euojSiyQDhRBCCCFEUiilommU+ECEEEIIIYQAW6oDGCPd4kkppdQG4HfAyE3FnwRu01oHUxOVmOHSbY6lWzyZ4D3AyrO/DwEf1loHUhhPWpFkoBBCCCGESAprbmHY88owYc3OS1I0QgghhBBilvOnOoAx0i2elFFKXQn8GbCPOPwicKvWWvYVEFOVbnMs3eLJBAUjfm8A25RSOtIvYP2Yfn46ps2jyfoDJJIkA4UQQgghRFI4isNXQbEXlqIMU9g2QgghhBBCxElfqgMYoz/VAaQDpdTFwN+AnBGHXwFep7UeSk1UIkP0pTqAMWTOi6SSZKAQQgghhEiKgCv8foABnzdJkQghhBBCiNnu3rtvPE16JQd2pzqAVFNKLWG4FOjIkiKHgJu01pI4EdNy1/I7Zc6LWc0cuYkQQmSOkA7R7/HgCfhRSpFns5NlsaY6LCGEmBXcPW1hz/sHe/H0dWEvKElSREIIIYQQYpbbBbwq1UGctTPVAaSSUmou8BRQNuLwKeDVWuvO1EQlMpDM+cz2B2D/FK77BnDxiM9fAzaO+NwxnaDShSQDhRAZzxsI0O914w0EcPq86BHnetwusi1WavIKMBnDi6W11rgDfgKhEFaTCbvZkprAhRAig2itCXrdEdsNNh8j4Bokp6ouCVEJIYQQQohZbgeSGEg5pVQl8DRQM+JwC3C91rolNVGJDCVzPoNprZuAplivU0r1jjl0UGv9VHyiSh+SDBRCZCytNWcG++n3esK2G/L7ON3fy5z8QrpdTvo8boL6QsrQbjZTmZOPwyJJQSGEmCqlFCgDdChiW3dPG+bsXOz5skJQCCGEEEIk1B+Az6c6COAkwyuWZh2lVBHDpUEXjDjcyfCKwFOpiUpkMJnzYtaSPQOFEBmrzTkYMRF4jjvg52h3B91u16hEIIAnEKCxvwdvIJCIMIUQYtaw5RdH3dbTHb6kqBBCCCGEENN17903vszwSqFU+/69d9+oIzfLLEqpXODvwIoRh/uAG7XWh1ISlMhody2/M23m/F3L75x1c16klqwMFEJkpEAoRJ/HFbf+QlrT2N9DoT2LQocDs2GKW99CCDFbZJVU4RvoRocirw70u5xJiEgIIYQQQgi+B/w4heN7gJ+kcPxU+jNw+Zhj9wMlSqkbYuxrp9Z6bKk/ISYicz7FlFJXA44JTq0c89ke5mfBGa31wfhGltkkGSiEyEhDY/YGjIdAKESny0mXy0lVbj759on+nyWEEGIyZnsW+fOWM9B0lJDfl+pwhBBCCCGEAHiY4bKBS1I0/gP33n1jd4rGTrXrJjh27xT72gA8O+VIxGyS8jl/1/I7Z+ucP+eXwNwo2pUzXEZ4Ij8Dbo9XQLOBlAkVQogYaaBlsB9PwJ/qUIQQYsaxZOVSuHBVFC01QZ830eEIIYQQQohZ7t67b/QA7wcil6+Iv8PAv6dgXCFmrbuW3ylzXsxKkgwUQmQkh8WS8DF63PErQyqEELNLdGu3fUN96FAwwbEIIYQQQojZ7t67b9wKfDPJw4aA959NRgohkuiu5XembM6fTUYKkXRSJlQIkZGsJjO5VhuDCVxV4pISd0IIMSXKMKEMU8REn7PlJM6Wk2AYmB05ZBVXYM0tQimVpEiFEEIIIcQs8q/AJcCrkjTeZ+69+8ZtSRorLWmt5Yu9SKWkz/m7lt85q+f8OVrreamOYSSt9XWpjiEZZGWgECJjVeXmYzcnfoWgEEKI2CilsBeURn9BKERgaICB00cZbDmB1vHeFVYIIYQQQsx29959oxd4E/B8Eob7l3vvvvF/kzCOEGISdy2/M6lz/q7ld8qcFyklyUAhRMYyGQa1eQUYCVpBkmO1JaRfIYSYDbLKqjEssf8c9fZ14u3rSkBEQgghhBBitrv37hudwI3AHxM0hA/4+L133/iVBPUvhIjBXcvvTMqcv2v5nTLnRcpJMlAIkdEGfB5CUawgUYDNZIqp70J71hSjEkIIYZitFMyvx1ZQCiq2r6TunrYERSWEEEIIIWa7e+++0X3v3Te+Gbgd6Itj1zuB1ffefeP34tinEGKa7lp+p/uu5XcmbM7ftfxOmfMiLUgyUAiR0Xrd7qjbBmMoO1ealYOhFP0eN/0eN4EI+14JIYQYz2SxklezkOKll2ErLIv6uoBnKIFRCSGEEEIIAffefePPgBXAw4B/Gl11AF8A1tx794374xGbECL+7lp+Z9zn/F3L75Q5L9KGkj1XEkcptQI4P+H379/PihUrUhiRELPP4a72qFYGxirPZmfA6zn/WQH5dgcVOXkJK0sqhBCZSmtNz/E9hLxRvsBhmChdfkVigxJCCJFSIZefUJ8H0Bj5doxsa6pDEiJjHThwgPr6+pGH6rXWB1IVTzq6576NFcCHgDuA2igu0cALwHeBP9x7942+BIYnhIiz+w8+MK05f9fyO2XOi7QjycAEkmSgEKkV0iEOd3Ukdcxcq405+YVJHVMIIWY6Z1sj7q4zUbc3Z+dRWCffqYQQIhNpfxDfsW5CvZ5Rx40CO9bFxShLbKX9hRCRSTIwNvfct7EWWH321zzADoQAJ3CA4dKAu+69+8aBVMUohIif+w8+ENWcv2v5nTLnRVozpzoAIYRInOSv0Bv0eXH7/TgslqSPLYQQM5EOBXF3x7gHYDCQmGCEEEIkhNYaghpMChWmiobWGt+hTkKD41+mD/V58B7sxHZxedg+hBAi0e69+8bTwGngj6mORQiReHctv1PmvMgIkgwUQmQsQymyLVaG/Mldmd/vdUsyUAghohTwuECHYrvG60FrLQ+Dhchw7b5uPCEvVdYyLIbcus5E2h/E3zRAsMN5PhloKs3GMicfZR2/wi/YOTRhIvB8f04foT4PpkJHIsMWQgghhBAi48gdlRAi42itCYRCGEpRnJXNUH9yk4GJ2KNQCCHECDrEUFsjOZXzUh2JECIBnuzdytebf8J25/COC+WWYt5Xfgt3Vb8PqyEvXM0U2hfEu68d7RmxmjuoCbY5CfW6sV1UjrJdeCQRcvvxH++J2K/veA/WBYUYhQ55KUQIIYQQQogoSTJQCDGj+INBetwunD4vIa2xm80opXD5fecTgFqDZjghl2u1UZqVTZfLdf5YotnN8qNVCCGiZbZnowwDHYptdaC7p52sshoMk/zMFSKT/Lbz73zs+L2jvre1+7v5avOPecV5iIeXfhWTMtHj7+cPXRtp9XVSZSvjrSU3UmDOS2HkYiz/6b7RicARtDeIv7EP6+ISdEgT7HbhP9VLVF/XfUF8h7owlWZhWVQsCUEhhBBCCCGiIE9PhBAzhtvvp7G/Z9TKO78vOKrN2FV5gz4vTp+POfkF+IJB/MEgTp8X7xT3mzJQhMI8pVAo8m1StkgIIaKlDAN7cSXuzpbYLtQh/M5+bPnFiQlMCJF0npCXz536+qQvcD3Z9yJ/6dnMGV8H/9n4PTz6QvWHLzY+wH/MvZMPVbw1WeGKMHQwRLDTFbZNsMtFoNiF/0QP+GN7IQQg2OnCyLVhrsydaphCCCGEEELMGpIMFELMCFprmgd6p1SCU6Npdw6yoKgEgCyvlaaB3pj7MZQKO74CqvPy8YeCuAN+LIYJm6wSFEKIiLLL5hD0evANdMd0nZayzEJklB+0/o7B4FDYNt9ofpD9rmPjjrtDXj5/6huUWYp5Y/GGRIUooqT9IQhF+BmtwX+kK7rVgJMItA5KMlAIIYQQQogoyFNqIcSM4PR58cdYQm4kbzCA2+/HYbGQY7ViUgZBHb4/q8lEkSMLrYcTga3OgbDtcyw2ulxOPIELqw4dZgsVOXk4LLK/jRBCTEYpRX7tYvxuJ67OFoJeNyG/Dx0Khr3OkpWTpAiFEMnwu86/R2xz1N0Q9vy3Wn4uycA0oMzG8JtykRJ903ynQ7sD6GAIZTKm15EQQgghhBAZTpKBQogZweX3RW4UgT8UxIFl+KGz3U6PO0LpolCIIkc2AC0DfRH7H/R7xx1zB4ZLm84rKMJuloSgEEKEY3HkkF+7BACfs5/+hoOTtrXmFmKy2pMVmhAiwVxBD0fcpyK282l/2PO7hw7T5uuiwloSr9BEFHRIE2x3Emh3oj0BlMWEspvR7qmV5o9FaNCHqUD+fyCEEEIIIUQ48vqcECLt+YNBej3uafdjNi78yMuzRX5gYDFdeF/CHQj/4CmckNZ0DDmnfL0QQsxG1px8sstrJzxnsmeRW70gyREJIRJpKOQiyNSrQIwU0IlPQIkLdEjjO9iB/2QvesgPQY32BJKSCATwN8Re/l8IIYQQQojZRlYGCiHSltYal99Hx5BzSnsFjmQ1mciyWM9/zrJYsZpM+IKTl6ArtDvO/z4wjRKlMFzm9GRvN6VZOeTabNPqSwghZous0mqsuQW4e9oJelwokwlbfgm2vGKUIe+0CZFJfCE/CoWeZt3IGms5ldbSOEUlohFoGSDUP75CRrLoIT8hpw8jxxq5sRBCCCGEELOUJAOFEGnJ6fPSOjiAP8J+UdEqz84dd6wqN5/Gvt4JHzoZKDpdTga8HgodWTDNZCSAJ+CnaaCXqtx8CkYkGoUQQkzObM8mt2p+qsMQQiTYg+2PTjsRCMNJxRZvBzW2cgwlLw0kQ+DMYKpDQHsDIMlAIYQQQgghJiXJQCFE2nH5fZzuj1+5HwXkTlAWNMtipa6wiC7XEANez6hzITShkCYQ8jHk92EoFZeEIECbc4A8m324TyGEEEIIwR+7n4pLPx2BHi7f/Xb8OkCOkcUtJdfzqar3ssAxJy79iwu01gTanRCIT3nX6VBWU6pDEEIIIYQQIq3Jq5JCiLTTGef99cKtwrObLdTkFbC0pJxsy+RvE0+3TOnYvrpcsoegEEIIIWafkA7R4u2gw9cz6vhgcChuY/jP7hnoDLl4qOMxbtj3QfYOHYlb/7OdDml8p3rxvNxM4EQa7NdnNjBypQy/EEIIIYQQ4UgyUAiRVgKhEEN+X9z6MylFcVZ20seNpMs1RK/blbTxhBAiUwW8bpxtpxloPsZQ+2kCXneqQxJCTCCkQ3z3zK9Y/crbuGjXm1i682au3/sBHut+FoDlWQsSNnZ/cJBPn7gvYf3PJsF+D57tLQTPDEIgfi/LTYepPPJ3fSGEEEIIIWY7KRMqhEgrIT21MkM2k4mQ1vhDF653mC1U5uZhNUX+UecN+KMax2wYBELxKYXU6hwgx2rDYpKyRkIIMRXOtkbcXWdGHXN1tuAoqSKnYm6KohJCTOQfT/w/ftX511HHXhk6xPuOfoGv1n2WD5S/hc39OxI2/u6hw+xxHmFlzpKEjZHpgj1ufIc649OZ1QS+OOwNblJYagum348QQgghhBAZTlYGCiHSSiikmcpOet5gEK1hTl4Bc/IKWFBYQl1hMXazJarrDRX5x6GhFAuLSimJYqVhtHo9sjpQCCGmwt3TPi4ReP5c1xncPe1JjkgIMZkX+neNSwSO9MXGB7gm7xJuL79lwvM2NXkp91gc95yOSz+zkdYa34meyA3HMimsF5djqszFVJqNuTYf+2VVOC6vxlSZM72gDIV1aSnKkH24hRBCCCGEiERWBgoh0obb76Oxv5epFhwK6BDugJ+y7NyYr82yWCKu+su32TGUoiw7F38wRH8cStF5A4Fp9yGEELON1nrSROA57q4zOIrKkxSRECKcX3b+Jex5d8jL77s2cv/8f2ZD/pX8pP0RDrlOkGvK5pbi67m15Hpu2vdhhkLT++5VbM6f1vWzWajXM6WVfOaKXEy5NkwT7OlnnV9EqDQb/+l+Qn2esP0YxVkoBaEBLygwCh2Yq3IxHNG9+CeEEEIIIcRsJ8lAIUTaODM4QEhPb++Rfo9nSslApRSlWTm0OgcmPG8oRZHjworAqtw8zIZBr8c1rZj9oSD+YFBKhQohRAxCfh9BX/gHx0Gfh6DPi8k6/gG0ECK5Wrwdkdv4htu8ofg63lB83ahz32z52bQTgZXWUq7NXz2tPmYLrTXaNVxCXzksKEOhvbG/wKZyrZjn5IVtY+TasK0ow7O7FT00Sdl+BZa5+ZL4E0IIIYQQYhokGSiESAtDPh/eYPiHDCZlEIywp2Ck8+EUOrIIaU2nyzkqwWczmanKzcdmvvAjUylFeU4updnZuPzDDy76PG4GvOEfTo/lCQQ41tNJaVYOpdnTLJUkhBCzxvReHBFCJFeFtWRabV4c2D3tGL5Y+3FMSl6+CkdrTeDMIMEzg+hzqwAtJsxVOSh7DI8O7GbMFTmYK3JQpuh2JrEuLcV3oAPtGXM/oMCyuFgSgUIIIYQQQkyTJAOFEGnBFyERGC3rNFfYFWdlU+jIwunzEgyFsJrMZFsn36fGUAY5Z1edWE0mnD7vlFYKdrqcWEwmCuyOKccuhBCzhWGxYbLaw64ONFntGJb47DMmhJied5XdzO+6npj0vE1ZeVvJTZOet6ip37bmmLL41vwv8OaSG6bcx2wQ8gTwN/QS6h6zAtMfJNDYj1GaBWYDAuFfvLMuKcFUkhXz+IbdjG1VBcFOF8EeF4Q0Rq4NU3kORiyJSCGEEEIIIcSEontNTwghEsxkRP5xZDYM7ObwDwMK7bE/fBjLUIo8m51CR1bYROBYVpOZuflFEWOcTLdraErXCSHEbKOUwlFcGbaNo6QSpVSSIhJChLM+/3JuKb5+0vNfmHMHxZaCcccHAkP8tO0RhoJTLxE6FHTzl+5N/KrjcTwh75T7yVTBfg/evW14d54ZnwgcIdTpwlwZphS/obAsnVoi8BxlMjBX5GBbXoatvhzL3AJJBAohhBBCCBEn8s1aCJEWcqw2TEoRDLOqLt/uINtipbG/Z8LVdzlWW8pX1jksFuYXluD2+/EFA5gMg2yLFW8gwMm+7rDXeoMBfMHgtFc3CiHEbOAoriDo8+Dubp3gXCWOoooURCWEGCugAzzdt42rcldhUSae7N1KX3AQABMGV+RezKsLrxp33SNdT/HpE1/BGXJNa3yN5tGeZ3i05xm+3PRDfrfsmyzNqptWnzOZDoYIdgwR6Bga3gfQH32JfR0IYl1agv90//k9BTEURrED6/wilFneNRZCCCGEECJdSTJQCJEWDKUozc6lzTkw4XmryUSh3YHJMKgrKKbbPUS/x4NGnz2XRZEjK21WgTgsFhyWC3ubGFGsfBwm+2AJIUS0cirnYS8sw9PXScjvxbDYsBeWYbZJyWUhks0V9PDj9j/wUMdjNHvbKLMUc2nOcl7o30VHoGfCa4KE2Dq4m+v3vp+Hln6VVxVcCcDLg/v4yLEvESQY1xhbfO284/BdbF/1W6zG7NuDTvuDeA90oIf8U+vAF8JUnIWpOIuQ2w9BjXKYo94XUAghhBBCCJE6kgwUQiSVDgZxt7QT6B9EmU3Yqyuw5OUADCfzGN4/LxC68JZyrtVGRU7e+VKiNrOZqtx8qnLz0VqnTQIwHIthYDFM+EOTP9Q610YIIUT0zPYscirmpjoMIWY1Z9DFmw9+ih3O/eePNXrP0Og9E9X1Hu3jI8e+xP7Vf8JmWHngzC/jngg8p8nbxmM9m3hLyY0J6T+d+U/1Tj0RCCj7he+phmP2JVOFEEIIIYSYySQZKIRIGm9nN33b9xLyXXgI4TxyEntNBQWX1KNMBoWOLArsDtwBPyGtsZnMWMKUzZwJiUAYjrPIkUX70OCkbYoc2TPmzyOEEEIIcc79zQ+OSgRORXegj8e6N/HW0pt4qndrnCKb2LN922ddMlD7gwS7pldy1VSeE6dohBBCiIkppazAUmAeUA3kAhZgAOgG9gKHtNaJeWtICCEymCQDhRBJEXAO0bvtFXRw/L4knuY2Bsxm8lctB4YTZ1kWa7JDTLgiRxbeYIA+j3vcuQK7gyJHVgqiEkIIIYSYuoAO8FDHX+LS1xcbH+Chjsfw6UBc+pvMbHz5KuTyT6savbkmT1YDCiGESAil1FuBG4CrGU4ERnpe3a+U+hXwP1rrw4mOTwghMoUkA4UQSTF04vSEicBzXKdbyFm2AJPNlsSokkspRVVuPgV2B30eN4FQCLNhUGB3ZGTyUwghhBCZr8c/QFegNy59tfq7aPV3xaWvcK7LvyLhY6Sbqe7rp7ItmKvyMJdlxzkiIYSYuTZtOWABLgJWM7yCzQ6EACdwANi5Yd2KUykLcOb5FsOrAKOVD3wU+KBS6svAf2itp/HKixDhbT21LeKcX1u3Rub8FCilqoErgCvP/vMyhlcEn9OotZ43xb6n+3OhTmvdMM0+0ookA4UQSeFtj/BgJ6TxdfTgmFOZnIBSKMtileSfEEIIITJCtsmBWZkIpFG1Losy459kdeE8WzVvKLouuQElkA6GCA14QYORa0VZJi6vr7ItYCgIRfdMRGVZsC4rwbDLakAhhADYtOWADXg7cAfDD6zDvsm8acuBbuBvwPc2rFvxYuIjzDge4DTQDxhACVALjFzebwG+CMwBPpjsAEVm23pqW0xzfuupbefn/Nq6NTLnw1BKXQ18luEEYFWKw5lVJBkohEgKrSdfFXi+TShyGyGEECIWWmt8zj68fV2Egn7MVgf2onLMdinNLEQ8ZJscvKbwGv7SsznVoZxXa6vErwOc9raOOj7PVs1vl92PxZj5t8FaawKn+wm0DkLwbIJPgak0G8v8wnErAZVSmKrzCDb1h+9Ygbk6D3N1Hso8tdWEQgiRSTZtOZAD/AvDCYGSGC4tBt4DvGfTlgN7gPs2rFvx6wSEmCnOAI8DW4CtwCk95kGSUqoQeCtwD1Az4tQHlFLPa61/mqxgRebaemrbtOf81lPb9gD3ra1bI3N+YpcDt6Y6iNlo5t8FCSFmBGtxIZ7mtohthBBCiHjRoSD9jUfwD114+O2nH3dPG1llNWSXzUlhdEJkjs/XfJBn+l7GFRq/L/J0XZN3KVZlodCcx2LHPP7W+xy7h8JvD3RN3qV8ed6nua/5R7w0sJccUxa3lb2ONxa9KiMSgQD+E70E252jD2oIdgyhvQGsK8rG7Y1orc3H3T4IvslfwLNeVoXJmhl/R0IIMV2bthzYAPwYqJtmVyuBX23acuA24CMb1q0I/3Bk9nkdsC9SqU+tdS/wQ6XU74GngEtHnP5/SqmfjU0gChGLrae2xXXObz217TbgI2vr1sicj54TyElAv3sZXo0Yi4z79ybf8oUQSZE9vzZsMtBWXoI5R1ZpCCGEiB9nW+OoROBIro5mzPYsbHnFSY5KiMxTn72Ij1e+k6+3hH8hv8ZaTn/QyWBwKOq+31H6Wt5d9vrznz835wNs2HM7e1xHJmxvYLDQUcvqV95G24j9Bw+5T+Iw7LyuaF3UY6erkNs/PhE48ny/l1CvB1ORY9w5++pqPPvawOkffcJsYF1RJolAIYQANm05YADfAD7F6LKU0/VG4JpNWw7cvmHdisfi2O+MprXeG2P7XqXUexjeq+3cv59K4GrguTiHJ2aBrae2JXTObz217fa1dWtkzo83COwEtgMvn/1nHbApAWP1aq2fSkC/M4rU/RBCJIW1qIC8lcsmPGfOz6Xg0vokRySEECKThYIBPL2dYdu4u1rDnhdCRC/Saj2AZl97TIlAizLz6oKrxh1/cMmXmWsbv72ICRMfrngbX2r87qhEIECrr5Pbj/4Lz/XvDDvmCXcT9zZ+l48c+xJfbHyAI66GqONNlmCnK4o2E/89K0PhWFmJbXUlpqpcTBU5WJeX4riyBlOO7GkthBCbthwwA78CPk18kwLnFAF/3LTlwHsS0PesobU+xHASYaSJHzoJEcbWU9uSMue3ntomc/6Cx4AVQIHWeoPW+vNa699rrRtTHVimk9f+hBBxoQNBMBnjyhGNlF03B1tpMa6GJvwDTgyTCXtNBfbKMpQh7yYIIYSIn4DbCRGqBPldg2itw/6/SwgRnViSfNF6b9kbKbMWjTs+117FlpU/57edf+cvPc/iDnlZlb2MD1Tcyj8e/38ECU7YX0AH+VrzT7g2f/WE5//z9Pf4Vssv0FyoUvbtM7/kIxVv5yt1n4nPHyoOdCCKvbgjtDHsFqx1UqJfCCFGOrsi8OfA2xM8lAl4cNOWA54N61b8PsFjZbITwGUjPseyv5sQ51YEJm3Obz21zbO2bs2sn/Na6xOpjmG2kmSgEGLKQv4AQ8cacDU2E/L6UGYTjppKchbXYcoaX5YIwJyTRV79kiRHKoQQYvaJIsGnlCQChYiTZVnzeWkwpipfYb2n7A18Zd7kCbhcUzYfrHgL7y17Iy8N7sUT8uEOetju3B+23+cHdtHl76XEMjoR9lDHY3yz5ecTXvODtt8yz17NRyoT/ZwoOobDPEm68wLlsCQlFiGEyDD/BNyWpLFMwC82bTmwf8O6FZGX14uJ2Md87ktFEGJGS/qc33pq2/61dWtkzouUkKU4QogpCfkD9LywA+fRk4S8PmB4daCroZmuzS8RcEYuXySEEEIkiiUrB2UK/96bNacgOcEIMQu8v/zWuPV1Td6l/O+Cf8FihJ/DD5x5mPqdb+JNB+/kHYfv4oZ9H4qqf1fQM+7Yd878Kuw132/9DaEIq42TxVSaDUb4FxnMFTlJikYIITLDpi0HlgH3JnlYO8MrBE1JHnfGU8Nv9F0+5nD4WuBCjLD11LaUzfmtp7bJnBcpIclAIcSUDB1rwN83MOG5kNfHwD55yUUIIUTqKMOEo7gibJuskvF7jgkhpuai7MV8sfbjcenrQxVvjdjmv5t+zD2N36Yr0Hv+2GTlQUcqNOVTaS0ddazV18kR96mw1zV6z3DK0xKx/2RQZgProuJJF0Cb5xZgZMnKQCGEiNbZZNyDgC0Fw18JfDYF4850HwBGfpk/DLycoljEDHM2GfcgMufFLCPJQCHElLgam8Oe97Z3EXSPf+taCCGESJas0hrsRRMkBA2D3JpFWLLzkh+UEBnsU9Xv5arcVdPq46bCq7m5aN2E515xHuLJ3hfZPriP/5mkpGck8x3VEVcczgSmkixsF5VjKs4aXiVoKIwCO9ZlpVhq5GebEELE6M3AFSkc/982bTkgS7qjpJR6H/DdEYdCwJ1aaz3JJUKMlfI5v/XUNpnzKaCUqlRKrVZKrVNKXaSUqkx1TMk08++ChBBJFwoEzpcGDSc45MbkGFvCXQghhEgOpRS5VXVklVTi6etCBwOYrHZsBSWAwt3dhnewF7TGkpWDvagckyUVL4cKkTm+MOcO3nDwE1O61mHY+fni+zCp0ZWTnurdyr83fjvi6r1oNHvbxx2rtJayxFEXtv+5tirq7NXTHj+ejFwb1qXyM0sIIeIgPkvbpy4XeA/w/RTHkRaUUouB2hGHLEAhUA+8CVg+4pwP+LDW+unkRSgygMz52ecipdRJoG7sCaVUG7AZeFBr/fekR5ZEsjJQCBEzZTKhzJHLWxs2axKiEUIIIcIzWe1kl9WQUzkPR3EFoYCf3mO7cbaewu/swz/Uj6uzhZ6jr+Ad6El1uELMaFfnX8q/1350StcucczDo72jjm3qe5l3HflcXBKBAIPBoQmPf6LqtrDXfazynRhKbp+FECLTnN0r8LpUxwF8LNUBpJGPA0+O+PVX4JfAF7iQCNTA34ArtNY/S0WQYmY6u1fgdamOA5nzyVbEBInAsyqAdwB/U0rtUkpdlLywkkvuZoQQMVNK4agJv4raUpCHOTc7SREJIYQQ0dFaM9B4mFBgghXuWjPQdJSg3zv+nBAiap+pfh9P1P+Qd5S8huVZC7g8p57/mvtJbi6cuPznObuHDrNixxv535aHzh+79/R3CejIewFGa7Fj3oTH31P2Bu6qfh9qgo34Plr5Dj5c+ba4xSCEECKtvDPVAZx18aYtB1akOogZ5HfA/9Na70l1IGLGSZs5v/XUNpnz6ecS4CWlVEZ++ZcyoUKIKcleXIentWPicqGGInfF4uQHJYQQQkTgc/YR9IXZ01ZrPD3tZJfXTt5GCBHR5bn1XJ5bP+rYu8teT/uhu9jh3D/pdc6Qiy+d/g42w8p1+VewZ+hIXON6f/mtk577t9qP8q7Sm3m483Gave1UWku5rex1kyYQhRBCZITLUx3ACJcDB1IdxAzxduDtSqnngA9orY+nOiAxY8icn126gL8ATwF7gWZgEMhhuBzxtcAdwMoR1ziAh5RS7VrrLckNN7EkGSiEmBJzloPiay9nYN8RvO1d549bCvLIXbEYW2lRCqMTQgghJuYfGozcxhW5jcgcWmtOORtoGGoCrZmTXcOC3LpJS0IO+gfp9fVjN9kos5cmOdqZLd+cy1/rv8ffep7nnsZv0+g9M2nbb7b8jBVZC+M6/huKNvDusteHbTPfMYd/m2KZUyGEEDPS6lQHMMJq4MFUB5FqWutPA58+91kp5QCKGX5YfyvwLoYf1sPwg/ztSqlXa613JDdSMUPJnJ893gP8Tms9wUoW+s7+2gt8Ryn1EeB/gHMbcluBh5VSC7XWYd4mnlkkGSiEmDJzTjZFay8l6PIQdLkxbFYpDSqEECKtKTW+BOAEjRIfiEgLA/5B/nj6Mbq9F/aK3N27j3xLPm+ufT2FtsLzx/t9AzzTtpkG52k0GoBiWxHXlq1lfu5k20+IsczKzBuKr+PTJ78Stl2Hv4dHu56K2J9D2QgRwqv9YdtVWEr4yeL/lH3/hBBCnLdpy4EqoCzVcYxwSaoDSEdaazfDq3magceVUvcxXCZ01dkmBcCjSql6rXVfKmIUM8PWU9tkzs8iWutfxtD2B0qpToZ/tpy7YagGPgF8IwHhpYTcCQkhps2UZcdaUiiJQCGEEGnPmlsYsY0tijZi5tNa84fGP41KBJ7T7+/nD6f/TCA0vFed0z/Ebxr+wCln4/lEIEC3t4dHmx7nhY5tSYs7U7iDkV+w/UnHHyO2uTz3Iq7Nv2yCnf5Ge2/5GzEpU5TRCSGEmCWKUx3AGOkWT1o6WxL01UDTiMPVwOdSE5GYQdJtjqVbPLOa1voR4BdjDr83FbEkiqwMFEIIIYQQs4YlKwdLdj7+of4JzxtmK7YCKf04GxzoO0yvr2/S8wP+QY4OHGN5wVJ2dr+CMzA0aduXunZwbOAEAR3AF/JTaithZVE9i/PiW+Yyk9RnLw67d2C0tgxErghmYKC1xhX0kGWyT3tMIdKBb8iFb9CJNTcHa3ZWqsMRYqaypjqAMdItnrSlte5SSn0R+MmIw7cD/5qaiMQMkW5zLN3iEcOrAN834vPFSqlyrXV7qgKKJ0kGCiGEEEKIWSWvdjEDp4+OSwiarHbyapdgmOQr8myws2dXxDannI0sL1jKof4jEdv2+HrP/77J1UyTq5mVhRdxfeX6acWZqT5U8RZ2HJ9+MjAaIUJ8veWnbOp/mUeXf5tskyPyRUKkKVdXD8f+9gxdh46hQyGUoShZuoiFr9lAdllJqsMTYqaZaB+pVEq3eNLdH4Efw/kCAVVKqbla68YUxiTSW7rNsXSLZ9bTWu9TSnVwoZysAhYDGZEMlDKhQgghhBBiVjFMZgrqllMw/yKySmtwlFSTV7uUwkWrMNtldcVsENIherx9Edv1+wY4NnACV9A9pXH29O7jxOCpKV2b6d5e+hr+oexNSR1zp/MA32j+aVLHFCKeXF09bP/ez+g8cAQdCgGgQ5rOg0d56ds/oevw8RRHKMSM05nqAMboSnUAM8nZ/QHH1nuvSEEoYuaQOS+i0Tzmc8aUDpJkoBBCCCGEmJUsWTlkl88hp6IWW14hSkXadUxkCl/IN2rvv8m0edp5rPlv0xrrmdbNE+5LKOBbC+7m10u/TqEpL2ljPtTxFwI6kLTxhIinExufxT/kmvBcyO9n94O/4ZWf/hrfJG2EEKNtWLeiDWhLdRwjRC5bICLxpzoAkb7W1q2ROS+iMfbniCUlUSSAJAOFEEIIIYQQs4o36E3aWIMBJ7848WsO9h1O2pgzyY2FV7PAUZu08boCvfT4B5I2nhDxEvB46TgQuWRx95ETvPDV77LnoT/Qvu8QoWAoCdEJMaPtTHUAI6RTLGlPKZULFI05nBGl/ERCpdM8S6dYxAVjVxin24rSKZNkoBBCCCGEEGJWOdR/NKnjhQix8cwz9EZRmnQ2ujL3oqSNZVYm2TNQzEi+IRc6ysRe0Oulc/9h9v3yEXZ870H8rqmVOhZiltie6gBGeDnVAcwwN3Nhv0AYfmDfmqJYxMwhc15MSilVA8wdc7gpFbEkgiQDhRBCCCGEELOGL+jj5a7kv4QbIsSe3n1JH3cmeH/5rViUOSljvabwWkkGihlnqKOLU888P6VrB5pbOfC7x+IckRAZ5WGIonZ44u3asG6FlBGIklLKAfzHmMN/0VrLcmgRSdrM+bV1a2TOp58PjvncpLU+lpJIEkCSgUKIpPEPOOnfe5ieba/Q98oBvF2yf44QQgghkutQ/5GU7RnX7smYCjNxNd8xh+8v/CJWFZ/tOAwm3v8z23Dw+ZoPxGUMIZKl50QDL337J7Tu3DvlProOH8PV3RvHqITIHBvWrTgGPJXqOIDvpTqAVFBKfVUpdXmM1xQBfwYWjzgcBL4Zz9hEZlpbt0bmvJiQUmoZ8Nkxhx9NQSgJI8lAIURSDB46TtczL+I6eRpvWyfuxhZ6nt9B78u70SF5cUsIIYQQiTXgG+Cp1md5um3ztPsyKdOUrjNP8brZ4NaSG3h51W8oMOVOq598I4dfL/0Gixyjq/tcnL2YPyz/H+qzF02rfyGSKRQMsv/XjxLy+6fXkYa+hoypcCVEInwnxeP3MbxaaTa6EXhZKfWSUuoupdQqpca/HaSGLVVK/TtwBLhhTJNvaq2lBIOIlsz5DHb258hnlFJZsVwD/B0YeTPiBu6Lc3gplZxaLEKIWc3d3IrzyMkJz3nOdDB46AR5K+TBjBBCCCESo8fby28aHsEdjM++WUEdxG7Y8IS8MV23MHd+XMbPVJXWUvzTXLVpNVm4oXAtNxSu5eXBfXT4upljq2RlzpI4RSlE8nQeOIpvcCgufSlj4hWzQghgeJXZc8C1KRr/ixvWrXClaOx0ccXZXwA+pVQLwwkTH8MP5+cw+iH9SD8D/jnRAYqMkvI5v7Zuzaye80qpq4GJavevHPPZrpQam/w/54zW+uAExwuA+4F/VUo9AvwR2K617hoTgwLqgTuADwO2Mf18QWt9JuwfZIaRZKAQGU5rjae1A8+ZdnQgiKUgj6y51Zgc9qTFMHS8Mex5V0MTuUvmo8zytrwQQggh4m9T25a4JQLPCehgTO3zLXksK5CEVDjHPI0Mhab37+mS7OXnf39F7kXTDUmIlHK2d8SlH2UyKFpYF5e+hMhEG9at0Ju2HPgAsAeIeiVJnGwBvp3kMdOdFYjmh9YAcDfwfa11OuwBJ2aItXVr9NZT22TOp9YvgbkRW0E58OQk534G3B7m2mKGE313ACil2oEuYBDIAaqBwkmu/YbW+n+iiG9GkTKhQmSwkNdH17Pb6Ht5D57mNrxtnTgPn6DjyedwN7cmJQYdDOLvGwjfxh/APzCYlHiEEEIIMbv0+wZoHIpvebxCa2FM+w4WWQu5uLCeU4ONeIKxrSacTdQke/3FwhmKzyoqIdKB2R6fFzirVl+MLTcnLn0Jkak2rFtxHPiXJA/rAj6wYd2K2ZzIuo3hVX1PMZzci0QDe4HPAQu11t+TRKCYirV1a1I259fWrZH/ZlOjHFgBrGF4ReBEicAB4D1a639KZmDJIisDhchgfTv3EeifIMkW0vTt3I85LwdL3vT2ZYksyoc6SsrWCCGEECL++nz9ce8z35JHr683qrZ55hx6fL081/EiAGZl5pKii7mmbC1Kvv+MssQxjzm2Cpq8bVPu46WBfbT5uqiwlsQxMiFSo/yiZRz/29Po0NSfGZZfvIwlb7wpjlEJkbk2rFvxP5u2HLgI+GAShvMDb9+wbsWJJIyVtrTWh4BDwFeVUgawCFgI1AJ5gIXhVTz9QAOwS2sdTdJQiIjW1q35n62ntiV1zq+tWzOr53yS7GP4JYMNDJcfLorimsPAT4Afaa2ju9GbgSQZKESG8g848XZ0T95Aa1wnm8hftXzyNnGgTAbWkkJ8XZP/HDVsViz5iU5KCiGEEGI2cpjjXxq9cSh8CfSRBgLOUZ8DOsD27l30eHu5qfoG7KaxW1PMDs/37+IXHX+m0XuGMksR7yh9La8pvIaPV97GFxq+OeV+gwQ55WmWZKDICPaCPGrWrKbpxR2xXagU5Rctp+5VV5FTUZaY4ITIXB9mOAH1Dwkcwwe8a8O6FY8ncIwZR2sdAo6c/SVEsiRtzq+tWyNz/iyt9bwE9t0NfPXsL5RScxl+0aCW4dWADsAD9AKtwEtnr8l4kgwUIkP5uiO/xODt6klCJJC9qC5sMjB7wVyUIVWLhRBCCBF/ZfZSSmzFdHnjd38Xj7o+J5yn+L+jP+WiwhWsK78Kk5odeydrrfn0yfv4RcefRx3/S89mXpV/Jb9c+lVavO18p/VX6Cn+Teeb5SUzkTkWv/5GTFYrTS/uIOjzRXeR1rTvO0j1lasSGpsQmWjDuhWhTVsO3A40MbwfXbz/B90OvHfDuhWT7YElhEiitXVrQltPbbudBM/5tXVrZM6niNa6EYj+bc4MJk/fhchQ0ZSdSkZpKl9PHwP7J3+pK2t+LdmL5iU8DiGEEELMXuvKr8JIw1ufgA7wSs8e/tYye54NPNj+x3GJwHOe6X+J/zr9fe6d94/suOS3VFhiX923Imshy7MWTDdMIdKGMhQLX7OBa//1k9Rec2X0F2rN7p/+Bk+/VNMTIlYb1q3QG9at+DfgaoZLx8XLr4AVkggUIr2srVuj19atSdicl0SgSBfpd0cshIgLa2lxxDa2ssSWTxo4dJzuLS8THBwaf9JkUHTt5eRfvFT2yxFCCCFEQs3LmcsttTdTaovvd58ye2lc+jk6cJx2d0dc+kp3P2j7XdjzD3X8BVfQQ529hk9Vvzemvg0M/r32o9MJT4i0ZbbZKKtfEtM1oUCA5m27EhSREJlvw7oVLwGXAP8KtEyjqxeBN25Yt+JdG9atmBWl6ISYidbWrYnrnF9bt+Zda+vWyJwXaUPKhAqRoczZDuzVFXha2iY8r0wmsubPSdj4fbsP4m5onrxBMIS7sQVbcWHCYhBCCCGEOGdezlzm5cyly9ONO+gmpEM8cvqxKZeiBOjwdMYtvsP9Ryl3ZPbeXgMBJ0fdDWHb9AcHOepuYM/QEX7c9oeo+66zVfOf8z7JjYVXTzNKIdJXwbw5ZJUW4+qM/rliz/FTcNN1iQtKiAy3Yd0KD/DlTVsOfBV4I3AHw6uHItWkbgL+Bnx3w7oVexIbpRAiXtbWrfEAX956atuU5/zaujUy50VakmSgEBks/5Ll6EAAb3vXqOPKYqbwipWYs7PiNpbWGl9HN562TvwDTvxR7Fnobm4lf9Vy2S9QCCGEmCZPKERnwEeByUyuSb7ih1Niv1A94VUV63imbcu4hKDdsBPQfgI6mLS4vKEo9wKbwcwquv82f9T2ex7ufDymvp9f+RAOk30qYQkxoyy95TXs+tHDoKN8kSHadkKIsDasWxEAHgEe2bTlgAIWAauBeYAdCAFO4ACwc8O6FfF7Y0gIkXRr69acn/NbT22LOOfX1q2ROS/SnjwpECKDGWYzRWsvxdfbj6elHR0MYsnPxVFTiTLHbz/coNdH77Zd+Htj3I8ipNGBIMoqyUAhhBBiKroCPr7c2sBveztwhoJYlOLm/BK+UDGXJfbsVIeX9lYWXUSFo5zdvftoc7djUiYW5NaRa87lmdbNSY2lyJb51RKyTHbW5a1my8DOSdtUWcpiTgRem7daEoFi1ihaMI/6d7yR/b/+U1Tt8+ZUJzgiIWafDetWaODo2V9CiAy3tm6NzHmRESQZKMQsYC3Mx1qYn7D++17eE3siEEAplEV+DAkhhBBT0R3w85pjuznudZ8/5teaR/s62TTYy+MLV1LvyElhhDNDuaOMmxzXn//c5m7n16f+QIhQXPq3KDMVjnKaXJNvO2JSJlbkL43LeOnu09X/wPMDr0z697s0q44z/dHvn6hQ3Fn17niFJ8SMULGqHrPDzt6H/0jIG35VcV/DabTWsk+7EEIIIcQsJ8txhBDT4uvtxxdFSdCJWEsK5aZUCCGEmKL720+PSgSO1B8M8K8tJ5IcUWbY0T15omoqgoS4tHgV11esn7TN1WVX4jA74jZmOruu4Aq+t/Aeck2jV67alJV/r/0o+aZI27FcYFUWvlb3T7y6cG28wxQiLXgHnbRs303ztp0Mnmkfda5kyUKu/qePUXbRsrB9OFs76DnekMAohRBCCCHETCBLcoQQ0+LriH7z+lGUouCSFfENRgghhJgltNY83NMWts0WZx+NXg9zbVI+MRYnBxvi2l9Ih/hby5Pcseh9HB88SeNQ07g2L3XuoCarmgpHeVzHTldvK72J1xZdy6PdT9PoOUOZpYg3l7yaYksBbzn4qYjXX5y1mLeU3shtpa+jxJL55VVF5gv6/Hj6BzDbbdhycwgFgxz58xOc2bEHHbzwckJBXS3173wTPcdOcfr5l3G2RbeKtuvwMYoX1SUqfCGEEEIIMQNIMlAIMS1T2o5eQfHVl2HKmh1vwAshhBDxNhQK0RsMhG2jgVa/V5KBMQrp+K0KPMcX8rGl/cUJE4EA3pCPJ848zfsWvCvuY6erHFMW7yl7w7jjJzwT/x2NdO/cf2RdwWWJCEuIpAp4PBx/4llad+0jeLbcZ+H8uRhmM91Hx6/u7jt1mm3f+iEBtyemcUYmFIUQQgghxOwkyUAhxKSCLg/ezm7QGmtJIeac7HFtbKVFOA/F1m/+pfVYS+QtbiGEEGKqsgyDPMPEQCgYtl2FxZqkiDJHia2YDm9n3Ps95WwMe77b20OL6wzVWVVxHzvdHXU38LP2P7HHeYTT3taI7d06tkSIEOko4PWx8/8eGlf+s/dk+J8VsSYCAQrm1cR8jRBCCCGEyCySDBRCjKMDQfr3HMTd3Ab6wto/W3kJBavrMazDDxZDPj+ettgflvXv3I+/d4C8i5bInoFCCCHEFBhKcVtRBT/oapm0Tb5hotpqS2JUM58/FKDfNxBVW4fJgTs48Z6NE/EGvRHb9Hh7Z10y8P7mB/mvph/EdE2OkZWgaIRInon2AUwEW14uZfXh9xUUQgghhBCZz0h1AEKI9NO7Yy/uptZRiUAAb3sXPS/uQmtNyOej+7mXGTp6akpjuE6eZvDQ8XiEK4QQQsxKnyqbgynM+f5QkN/0RLeflBh2uP8oXh05aQdwadHKmPrONkdOYNlMsyt5+7ee52JOBBabC7gy7+IERSRE8pzZsSfhYxgWCyvf93YMc7j/WwghhBBCiNlAkoFCpCn/wCD9ew7S9ew2up/bztCJRkJ+f+LH7RvAG2a1n79vAG9rB4OHThAYHJrWWK6Tpwn5w+93JIQQQogLWnxe/r3lBIv3vcjFB18ifJFQ+HHXmaTElSkah05H1a46q4qVRRdhVtEVWlmat5j6wuVh29gMG3U586LqL1N8r/XXMV/z5pIbov57FyKdeQcGEz7GvOuuIq+6IuHjCCGEEEKI9Cd3UUKkoaFTTQzsGb0Rn6+7l6HjjRRdcxnm7MSVRnK3RC5VM3jkFIH+6EpohaMDQXyd3diryqfdlxBCCJHpDrqHeOOJPXQFon856BX3IF9oOc7nyudSZLYkMLrMoMdURZjMotz5dHg6WV9+NU+3bZ60nUmZuKhgOesrrsEf8rOv9yD9/v4J264tvQKLMXtuz7TWbB2IbWWUQvHJqvcmKCIhksuen8dQR1fC+leGQfXlwyuY+5vO0L7nIAGPh+zyUiovvQhrAu8phRBCCCFE+pk9d5tCzBD+voFxicBzgm4Pfdv3UnLdmoSMHfL58bZHviGNRyLwHB0Kxa0vIYQQIpN95PThmBKB53yvs4WfdrXy+Yq53FVem4DIMsec7GqODZ4I28asTDzb/jwAFmVhQU4dvpCPJtfw/o1F1kJqsquozZ7DnOwaHCY7ACaTibfPu5WnWjfR4DyNZjjxmG3OYk3JFawsqk/gnyz9KKUwKYOgjrS+9YI3FF1Hta0sgVEJkTxVl63k2F+fTlj/8667CkuWgz2/+D2dB46MOndi47Msf+sbqFgZfsWyEEIIIYTIHJIMFCLNDJ1qCnve3zeAr7sPa3FBXMf1DzjpeWEHIa8vrv1GYinMT+p4QgghxEy0fWiAfW7nlK/36BD3tp6i0GTm/SVVcYwssyzPX8rWzpdxBz2TtgmMSF75tZ8TzlPMy5nLnUs+AkpjNayTXptryeHW2jfQ7xugy9uNxbBQk1WFoWbn7g3XF6zhb73PRd1+rk3+2xWZo2bNpbTvPchAc2tM1+VUlFG8ZD6Nm7eFbVeybBFHHntyXCIQIOQPcOA3f8JRVED+HJlXQgghhBCzwey86xQijfl7Jy4dNZIvijbR0qEQ/XsO0fXMi0lPBNrKSxJa8lQIIYTIFIc809un95xvdjQRirIU5mxkNVl5deWrUKiYrmtwNtLqbgubCBwp35rHgtw6arNrZm0iEODOqndhwhR1+4c7H8cbSu73VSESxWS1cukd76b2misxO4ZXEKPAmpsT9ro5V11GXnVlxP6bXthO687JS/HqUIimF16OKWYhhBBCCDFzycpAIdKMMiI/EFJGbA+owhnYdwRXhNWIiWDOyyH/0hVJH1cIIYSYifJM8fnaftrnYZ/bycqs3Lj0l4m2dr50voRnLA72H0Kj8YV8lNpKKLQVADAUGMIX9JFjycFiyL6NI63NW8V3Fv4bnzlxH27tjdi+O9DH3qGjXJ47u0qqiswTCgTpPnoCn3OI4iULWHDjenzOIcx2GwA7f/gQztaOcddVXHIRVZev4uRTkVfUDjSfIRQIX4a3++jJqf0BhBBCCCHEjCPJQCHSjK2yDH9fmD35lMJeEZ+9UoIeL66G5ugvMJshEIh5HMfcatCawIATZTHjqK7AMacSZYr+TXAhhBBiNrsht4g8w8RAKPr91Sbjk5WBkzraf5xOb/eUrj3Sf5xD/UfPfy63l2Eog1Z3GwBWw8qy/CVcU7YGm8kWl3gzwWuLruVrzT/hhCe6l9OmkqgVIp2c2bmX4397Bp/zwopvR1EBy958M0UL5wFw+cdup3XXXlpf2Y9/yEVWSRHVV1xCybJFKKWwnFtJGIZhnfrLBzqkCXi9mKwWDLlnE0IIIYTICJIMFCLNZM2rxnXy9KQlOx1zKjFlRb75i4a3rRNieCDoqKnAHUvyEDA57OQuX4TJFl3ZLCGEEEKMl2MycVd5LV9qPTW9fpTBUruU6J7Mlo4XpnxtiNCoz+2e0at6fCEfe3r30epu4+3zbo26pGime6jjsagTgUXmfC7OXpzgiIRInPZ9hzn4+8cYm9N29/Sx+8HfcNlH/4G8mkpMVgs1a1ZTs2b1hP2UXbSUY399Gh0KTXgeoOqylRx7/Cl0cPI2hQvmjvoc8HhoeHYrLdt34x9yYVjMlF+8nLpXXUNWcWH0f1AhhBBCCJF2Zu8GFUKkKZPNRtFVqzFNsJeeY04l+SuXx20sHaFszEjW4kJyFs9HmSd/M1RZRr9fYC0rpujayyURKIQQQsTBp8trubdqPtlRlBSfzDybg9w4lRzNNB2eTgb8g0kZZ2/vgYSPM1P8vnNj1G0/UP5m7IasqhQz18mntoxLBJ4TCgQ4tSm6FxLs+XnUrL1s0vO5VeXUXHEJFavClNRVitqrrzj/MeDxsuMHD9Hw7Iv4h1zDMfkDtO7cy/bvPshQR1dUsQkhhBBCiPQkTwKESEOW/FxKb7gaX0c3vr4BlMnAXlmGeYIE4bTGKcyLrqHJIGfFIgb2Hpo0gZi1oJa8FYvxdfehAwHMeTlxj1cIIYSY7T5ZNoc7Sqp4aqCbJwd6eainjcnXfIx3wDPEX/o6eX1BacJinKlODjYkbawDfYe4rPiSpI2XznoDYcrjj/COktfwz3M+mOBohEgcZ3snQ+2dYdt0HTpKKBDAMEd+VLP45hsw2600vbCdgGd4z01lKEqXL2Hpra/FMJtZ+qbX4B0YpOfY6FXlyjBYeutrKZg35/yxhs1bcba2TziWf8jF0b88ySUfuC1iXEIIIYQQIj1JMlCINKWUwlZegq28JGFjWIsLMeflEhiY/C14c34u+auWE3S5h8uKTsLT3EbeisXYSosSEaoQQgghznIYJt5QUMYbCsqotNj47/bGqK/VwO0NB3ls4SrW5uQnLsgZZl/vQV7sfClp4zn9zqSNle4WOmpp8LaEbXNZ9gq+t+iLSYpIiMQI+ibeBmIkHdJRJwOVoVjw6vXMW7+W3pONhAJB8mqqsBdceOHTZLVw6QffRc/xBtr2HCDg8ZJdVkL1Fauw549+MfTMjt1hx+s+dhJPXz/2Avl/hxBCCCHETCRlQoWY5QovvxjDPnG5pezFdZRuWIu1MB93Y/iHNCGvL2yyUAghhBDx94XKeXyopCqmawLAva0nExPQDNTmbuep1k1JHTPHkpPU8dLZ7eW3RGyzY+gAx92nEx+MEAnid7lp3rYrqrY7vv9zOg8ejbpvk9VKydJFlNUvHZUIBGh9ZT8vf+envPKTX9G+9yAmi5nyi5aOSwQG/X58g0PhB9Lg7umPOi4hhBBCCJFeJBkoxBi+7j56d+ylY+MWOp56noH9Rwi43FPqS2uN1pNsCpEmzLnZlL5qLbnLF2EpyMOU7cCcl4O9pgJLbs75DecDLk/EvoJRtBFCCCFEfH29ZhEfLK6M6ZqtQwM82HUmQRHNLLt79qIn28QrQeoL4rcH9Ez3uqJ11FjLI7b7Y/dTSYhGiPgLeLzs/L+HaN25N6r2zrZO9vzi97TvOzytcQ8/+jcO/OZPDDSdQYdCBL0+Wnft4+XvPEjPidEryg2zGZMt8n6c1tzsacUkhBBCCCFSR8qECjHC0IlGBvYdGX3seCOuhhaKrroUa1FBVP34untxHmvA294FWmMpzCd7QS2Omtge1CWLYbWSvaAWX28//r7hfVsCA048zW0Y+49QePlKTHYrQWf4t0UnW2EohBBCiMT6xpzFVFqs/Fdb9CVDP918jG+3N3FVbgEWpSgwmXlrYTnLHbPrYW+LqzWp45Xby7i4cEVSx0x38+01NPsm3qvsHGfQlaRohIivpq07cLZ1xHaR1hx7/CnKVixBGSrmMbuPnZx0JWLI7+fAb//MNf/8CZQx/H64UorKS+pp3rZz0j7z5lSRXVoccyxCCCGEECI9yMpAIc7y9w+OSwSeowMBerfvRYdCEftxN7fR/fyO4ZKZZ1cF+nv76duxj4H90Zd7Sbb+3Qfxto6/SQ15ffRs24WtvDTs9cpiwV4Zvo0QQgghEmcgFIz5mhN+D7/oaeMn3a3c39HEVUd28JHGwwTSvLJBPCkV+4P2SKocFawpuZy52bXnj9kMG6uLVvG2ubdgMSxxH3MmW569MGKbZVnzkxCJEPF3ZseeKV3n6eun91T0L3iMFKkkqbd/gK4jJ0Ydm7fhKmx5E5cwNswmFr3u+inFIoQQQggh0oOsDBQzntYa7Q+gLOZpPcxxNTSHPR9ye/C2dWGvKpu8TSBA/+6D55OAYw0db8BeXY61ML02XQ+63Lib2yY9rwNBgl4v1uICfN19E7bJW7EIZTIlKEIhhBBCRHLIHZ+VU7/pbccZDPDzuhWYEpAoSzd1OfN4pWdqD+snsjB3Pm+c87rzn90BN76Qn2xzNmZDvitN5P3lt/KD1t9OWq61yJzPLcWSiBAzk3dgcMrX+iJUZpmMq6snYpvmrTvwD7kou2gZZpsVe34el330fRz9y5N0HT6GDg3Px/y5NSx67asomDdnSrEIIYQQQqQbpVQ2cCWwGCg8e7gfOAXs11o3pSq2RJJkoJixgh4vziMncTe1ogPDyUDHnCpyltRFtd/BWP7+yDdp/v6BsMlAT3MbOhAI24eroTmtkoFBr5fBQ8cnTWCe42vvonj9lQwePI779Jnzf05zXg45S+bjqK5IRrhCCCGEmERuHF/KeXygm+X7t/K/tYu5Kb8kbv2mo0uKLmZ/70H82h+3/kZymB04cMSl70y1yDGXL8/7NP/S8K1xCUGHYeOHi+7Fbkg5ejEz2QvycXV2T+laR5TbVIxlcdgjtuk+epLuoyc58thGFt98A9VXXIItP48FN65nzjVXYBgG1twcsooLI/YlhBBCCDEVSqlq4AqGE3NXAJcBuSOaNGqt58VxvGuBu4DXAdYw7VqAJ4BvaK0Pxmv8VJNkoJiRgm4P3c+9TNDlOX9M+wO4Tp7G29ZJ8borMMW4f50yR36Apszhp0xgKPIb+cEo2iSD1pqBfUdwNTRBKHIpMK01htlM/sVLyV2+kOCQG2UyMOfMrn2FhBBCiHS1zJ4NdMatv/agn3ecOkC9PZu7K+bx+oLMTAoWWPN5U+3NPN78BO6ge1p9XVO2ljnZNXGKbHb5SOXbWeqo46vNP+GQ6wR2w8Zri67lI5VvZ7FjXqrDE2LKqi5byfG/PRPzdTmVZeTPqZ7SmBWX1NPXEN0L7UGvj0OP/JXeU6fpPdGAd8AJgC0/j9prrqD2misSUk5ZCCFipZT6FfDOMYfjmigQQiSeUupq4LMMJwCrkjRmPvBd4F1RXlINfADYDkgyUIiJhHx+gi43hs2KKYq3EaOlz65aO3cTMnjw2KhE4EhBl5vBQ8cpuGRFTGM4qsrxdYR/YzPcqkAAwzrpCwUxtYmV1hpvRxeBfifKYsZeWRYxGTqw7wiuk6ejHsM64o1Qw2zGyM8N01oIIYQQyfTbnnbua2tISN/7PUO8p+EA99cs4gMlSblXS7ra7BruWPQ+jg4cp9PThcWw4Al62N27L+o+5ufMI9ucxfauXeRb81iQW4dJSVnQaIR0iK83/5QftP2W3sAAANk6gFmZqLVVpjg6IaZnztrVtO89yGDLBNsyKDVhhRaT1cqyW183vn2UKi+5iNPPv4SrM3K50HPaXtk/6rO3f4Bjjz+Fp7efJW+8ccqxCJFpDj292QCWAqvP/poH2IEQ4AQOADuBHcuuXz/5fiwiJkqpNzA+EShEwnXu3xr1nC+tXytzPjqXA7cma7Czqw83AssnON1+9peX4XKh88jgnFnG/sFEcgXdHgYOHMVzpv38KjNrSSG5yxdhnWJpEwB/3wDOY6fwtHZASGPOyyVrbhXulvaw13maWwldtAQjwkq+kRw1lTiPNxB0Tr5yz336DLnLFobpo4LBg8fCltx0zInvAw1fbz992/cSdF14k31g72Gy59eSW794wrc4gx7v8IrAaClF9vzaeIQrhBBCiDjrCwT4dPNRggke59/OnODNBWUUxPD9aiYxG2aWFyw9/1lrjTvo4cjAsaiuPz3UzElnw/nPDsPBjdWvYkFuXbxDzTh3n7qfH7X/YdSxoZCbH7b9npOeZn679H5ZmSRmLJPVyuo73sPJp57jzM49BNweUIqSJQuYe91V9J06TfO2XXj7B1AmE2X1S6l71dXklJdOeczml3bFlAgMp+nF7dSsuZTsssxcHS5EtA49vXke8FGGV4qEm6BvG3HNK8D3gF8uu359epSJmoHOruj5XqrjELNL5/6t84hxznfu33p+zpfWr5U5PzVOICdenSml8oC/MzoR2AvcB/xOa31qTHsrcAnDZUTfHa840oXSEfYJE1OnlFoBnH+9bv/+/axYEdtqtXQX9PoYOtGI68RpdHCCR1CGQfHVq0etKouWt6Obnm2vQCg0pdhKX30N5uysmK5xHm9gcP/RyRsYBuU3rcOwTb66b+DAUYaONUx4zlpSRNHVq+P2MCPgctO1aSvaP/E+hdmL6shbsWjccVdDM/27o1zhrBT5l6wgqzYzVwIIIYQQM90PO1v4XMvxsG3mWmw0+r3THiuTVwdOxBVw8/2jP55WH2+qeR0L8ubHKaLMc9LdxOW73zFur8CRfr/sW7yq4MokRiVEYoQCAXzOIUw226h9/YJ+P4Nn2jBZreRUlE3rfrHn+Cl2/ejheIR73rzrrmLhazbEtU+RXg4cOEB9ff3IQ/Va6wOpiiednE0Cfgt4A2BMsZs+4NvAfy27fr0vLoHNIkqp/wPuOPtxCBi5X42UCRVxdTYJ+C3iNOdL69fKnB9DKfVp4JvAIMOrKrcDL5/9Zx2waUTzac1xpdSPgA+OOLQZeIvWOuKGzmr4C1m+1rpvquOnm8x8rVckhbuplb5XDoRP1oVCDOw/Ssn66G/e/f2DuE+fYaihacqJQJTCsFpivszb3hW+QSiE+0w72XVzJm2St2IxhtXK0PEGQt7hn/fKZOCorSZvxcQr9abKdeL0pIlAANfJRnIWz8OwjP67mDBxO5bJRPb8WrLm1WDOdkw3VCGEEEIkyHFv5H3umuKQCARo9k1cpj1T2Q0b+ZY8+v0DU+7j8ZaN3JF9Ow5T/EroZ5LfdW0MmwgE+F3n3yUZKDKCYTZjL8g//zkUDHLyqedoefkV/Gf3lncUFzLvuquovnzVlMY4/cL2eIQ6yrl9BKciFAjSf7qFUDBAblUF1hhf2BUiVQ49vVkBHwP+m+mvUikA/h1486GnN9++7Pr1O6bZ36yhlLoO+NDZjyHgP4Cvpioekbk6929NyJzv3L/19tL6tTLnR3uM4bKdh7XWox7+K6XiVlbl7M+PD4w4tB14ndY6qlWbengVXV+84kkHkgwUU+Lr7adv1/6w5TDP8ff2ExgcwpybHbadDoXo23UAT3PrtOOzlRWPS4BFI+iN/LKG9vsjtslZNI/sBbX4e/vRIY0lP3dKyclIPK0dYc/rYAjPmQ50IIh/YBBlMuGoLseSnxexb3tl6YSrCoUQQgiRXoqiKNs5xderxqmw2DjmcbHH7cSuDK7LLSTHlHn74jUNtbCjexcNztMRE1WRBHSAV7r3cFWZJLMm0hvoj9imJzD1ZKwQ6Uprzb5fPkLnwdGVadzdvRz6w+P4nEPUbbg65j57TzTEMcph9sLI948TadyyjcYt2/A5hwAwzCbKV65gyRtuxBxhj3shUunQ05tzgd8BN8W56xXAtkNPb7572fXrvx7nvjOOUsoB/Ag491b9txl+mC9EXHXu35rQOd+5f+vdpfVrZc6fpbU+kaSh7ufCz48A8KFoE4GZSpKBYkqGTjRGlQg8J+jxRkwGDh48FpdEIEBgcIiQz4dhnbyc54Si+DN52row5WRjrwxfvkUZxpTKo8ZCR7Fysn/PwfP7OAK4Tp7GVlaMOTeHwODkb3hm18kegUIIIcRM8PbCcu5ra5xmyioym1L8qa+Dz48oSZpnmPhEWQ2fL5+bMXu6Hew7whNnnpp2EnCkQ/1HJRk4ifn2yStunFNnr0lCJEIkV8+xk+MSgSOdfOo5qi9fhTUnG3dPH0Od3VgcdvLmVE3487Z93yFOPPEsQV/kl1djohRVl62K+bITG5/l1DMvjDoWCgRp3bkXV2c3qz/yXowMfJlEzHyHnt5cwPCKlcsTNIQJ+NqhpzcXLLt+/b8laIxM8Z/AgrO/Pw38G3BZ6sIRmahz/9YCkjDnO/dvLSitXytzPkmUUpczvPffOY9qrfemKp50IclAMSW+johldUcxZYUvixTyB3A1NE8npFGCLjeDB4+Tv2p55MbnYggECLkil77y9/TR93IfloI8iq66NPaE4xQEBocYOtGIp60TQiEsRQVkz6/FUpCHt60z/MWh8Q+yvB3dWMtLMHy+86VMR8pdvghrcUGcohdCCCFEItXZHHywpIofdZ2Z8Hy2YWIoFEWJ8AiyDRMvDI1eoTUQCvKVtkb8WvNvlXGr6JIy3qCXp1ufjWsiEMATnF3lVWPx9tKb+I/T38EdmryU7fvK35TEiBLPH9DsOebF4w1RV2WhuuxCBRGtNZ29QVBQVii365nszM7wz6N0MMjpF7Yz2NJK97GTnPux5CguZOFrNlB+0bLzbdv3HmTfr/5IIt4KWfDqdTgK8yM3HMHnHKJh87ZJz/efbqFj32EqVq2YbnhCxNWhpzdnAY+TuKTASP966OnNzmXXr78vCWPNOGcf5H96xKFPaK2dmfLymUgPnfu3JnXOd+7f6iytXytzPjk+OObzQymJIs3I3YVIOGtJESGfH89gJ6YsB5a88WWX/T196MD0H1KN5G5uJa9+Ccoc3duG/p7+6PbSO9e+b4C+nfspWnvp5G0GnLgamgkMOjEsFuw1FRFXFI7l7eymd9sr6OCFVYDetk68bZ04aquj7mcsX0c3JdddiaetC8+ZdnQwiCU/j+z5cxK+olEIIYQQ8fXV6oWUmC38oLOF3uDwfsJZhsFr8op5pC/Ci0MRLLVlcbEjh9/2TV6e/IGOZj5RWkOhOf5l0ZPpUP8R/DrOq2qAAmtsD9JnkwJzHvfP/2c+cfy/CE1Q0PYLc+5gWdb8FESWGH/aPMhvnhyk33nhz7pqsY1PvbOQlw54+NPmQVq7hu9JaivMvHlDLq++MnyFFTEz+QaHIrZpemE7Qd/olzfd3b3se/gRuO1Wyi9ejg5pjv3tmfgnApVi2Ztvpuqyi2O+tH3vwYj31q2v7JNkoEhH/w1clcTxvnzo6c0vLrt+/ZYkjpn2lFIW4McMr6gC+J3W+i8pDElkrqTP+c79W18srV8rcz7xbh7z+dlUBJFuJBkopsRSXIg3wn51ABiKwJCL7s0vXbi2KJ/8i5dhKbiw70AiylrpQHC4PGlOlBuUx1D29Bxve9ek+yE6jzUweGB02RfPmXYsRfkUrb00qj0NdShE3459oxKBI7lPt2AtKcTX1Rtz7GiNv2+Q3CXzyV2SOQ9YhBBCiNnIUIq7K+bx6bJatg8NEEKz0pHLl9saptSfTSk+WTqHtxWWsdiRzQ1Hd4Vt79Eh/tLfxXuLK6c0Xrro80Xev24q5uVI+fVw3lH6Wmqs5TzQ+jBP920jpDVrci/mY1Xv5Oai9akOL27+uGmQH/1p/H9ju496+fh/t+P2jr4fOd0W4Fu/6qWjJ8C7XysJ5UxjL4j873RsIvA8Dcf/vomy+mX0NTTh6Y3iZ5eC0mWLMSxmOg8cIRTpZVytOfTI4xz+4+MUzp9H7bVXULJkYeRxAH80FXdc7qj6EiJZDj29eT3wiSQPq4CfHHp688XLrl8/q/exGuMLwEVnf98HfDJ1oYhM1bl/a8rmfOf+rReX1q+VOZ8gSqkKYOQ+Aw1a6/6z53KAtwG3AYuBSmAAaANeAB4D/qr1FBIFM4AkA0VMvJ09OI+ciD75FNKE3KNvBPw9/XQ/v4OS9VeeT6JZC/NRJmPSpNdUGZbJ/xP39fThOtWM1hp7ZSnWkiIwDIhiH75R/XT3jksGeju6xyUCz/H39NO/5xCFUbxh6TnTMWEZz1HjTyURKIQQQoiMZDcMrs0tOP/5pDf2e0wF/GnBStbkXHhQPRhF9YRo2qQ7h8mRkH7rcuYmpN9MobVmde4KfpX/9fOfM60MmMcX4ldPDEx6fmwicKRfbxzk1VdmU1Ykt++ZpOrylbTumvrWNe6ePvoam/C7Iv+cV4bBms98mOzSYmB4ju34wc/pj7RVh9ZoDT3HT9Fz/BSLbr6BuddG3v80q6QoLm2ESJZDT292AD9h+GtQsi0AvgJ8KgVjpx2l1HLgX0cc+metdVuq4hGZqXP/VpnzmW1s2deTAEqpG4CfAVVjzpec/VUPfATYqZT6uNb65UQHmmxGqgMQM4f7TDs9L+6MS/JJBwL0vbKfzqdfpO3xTXRu2oqKUFbKnJcb2yAmE84TjQTHJCODHi8dG5+je8vLuJvO4GlupW/7Xjqe2BxzInAyQycaw573tLSPi2sigQFnXOKZjLVEyoEKIYQQmSzWsp1Wpfi/2qWjEoEAS+2RKy0sd8z8UoZL8xej4vxMQKEotZfGtc9McdLdxD8e/3/MeflVVL10HSt33cq3Wn6OLwGlWpPJ5Qnx961OHnysnz8+O0jPQJCdhzwMeab2gnFIw5MvRS4pKWaWwrpaqq9YNfFJNZzAi6S/qYWsswm+cLLLSs4nAgGUUthyY7y/Bo799WncUaxCLKtfgiU7/P83qq+4JObxhUig9wKpLJn00UNPby5L4fhpQSllMFwe1Hr20HPAD1MXkchgKZ/znfu3zvo5n0BjSxkMKKXeA2xkfCJwIquBzUqpW+MeWYrJq4UiKjoUYmDPoSmV0pyMv+fCTYT2R77hD3o8mHKyCTqjvBEOBhk6egp3QzNFV1+GJT8XHQrRtWnrxKvtQlP4symFraxk3GFfd1/467TG19uPw2EP332YlY3TpSxmDJs1ckMhhBBCzFhVFlvY8wq4vbiSgNZc7MjhnUXl5JqGv38MBgP8obeDkz43Babw30kW2ByszymIU9Spk2/N45Kii9nVsyeq9lZlIaCDE+51d86C3PlYDLntGuvA0HHecODj9AUHzx9r8rZx7+nvsanvZX677H5sxsz7rvrM9iG++/u+USv9Hnysn0uXhv/eH8nT212886Y8TEZmrZjMNH2Nzbi6erBmZ1G0qA7DFH7/+qW3vo6cynKaXtyBq7MbgIJ5c5h33VqO/W0TQ+3h93ztOXqKeevWkldbzcDplknbVV85PvFWtfoiOvYdiuJPNYLWnNn+CgtuvC5sM8NsZvlbX8/eh/4w4d6BRQvryKuJ5lmcEEnz8RSPbwU+BHw5xXGk2ieBNWd/7wM+nKml+kTKyZzPbAVjPi8CfsSFlaDNwEPAbmCI4ZKir2f0PoN24NdKqau01jsTGWwyyV2piIq3rTNiucpE0z4/RnYWsRagCvn89O3YS+n1V+M6fSaufw5HdQWmrAlu7KO4SY+m9JG9unzScqPTpf0BnIeOk3fR0oT0L4QQQojU0lrz597wD5LnWx18c87iccd/39vBZ5qOMhi68M1LMfE+z/kmMz+auyxjyjquL78Gh8nBC53bIrZdU3o5ZsPCM22bJzyfZcriddWvjneIUdNa4z5wisDAENbqUuxzK1IWy1h3nfzvUYnAkZ4b2MlP2h/hY5XvTHJU07P7qIdvPtw77h3DQBBePhC5Kkg47T1Bntg6xOuuzplWPyIx+pvOcOgPj+Ns6zh/zJqTzcLXbKDqspWTXqeUYs7ay6hZsxq/y40yDCxnXxjtbWiOmAzsPdmIu7ePoMc7aZvixfMnXIWXVVKMLT8Pb//k5Wsn4oqyUlDpskVc/rF/4MSTz9F95Piocz3HT/Hi177Dqve/k9zK8pjGFyLeDj29+Wpg8omaPB859PTm+5Zdvz6+++fMEEqpOuC/Rhz6itb6cKriEZmrc//WtJnznfu33ldav3ZWzvkEKxjzecWI3z8IfEJrPbbO+veVUhuAR0ZcbwV+pZRarrUOJCDOpJNkoIhKNCUtk8EfzcboEwgMDuHt6sEdaU+EGNgqSslftXzCc/byEtxNrZNeq8ym4T0KIzBnOciqq8F1Kn5xj+Q6fYbc5YtQEd5YFUIIIcTMs8ft5JQ//He40z43Ia0xRiTyXnT28ZHGQ+NewDqX31hoc9AbCOAwDN5QUMJHS2qYa5veqqd0opTiytLLMCmDLR0vTtpuSd4iLiu5FIAss4MXOrbR6+sDwKRMLMlbyKsrX4XJSM33rIHndtP2/UfxtVxIJmRdtICqz7wT+/zUrsg56DrBduf+sG1+3v7nGZcM/N1Tg2GLjSg1vUIrv944yPWXZ2OzZkbiPVMMdXaz60cPE/SOTsj5nEMc/P1fMMwmKlbVh+1DKYV1TFnNkiULaHx28p9BMFzBZ/eDv2Woo2vC82aHnfp3vXncCsWB5jPs+tHDBMIkESczeKadF7/xfQyTidLli6hZsxrbJFt65FRW4OrqnvCcd8DJKz/5NVd/7uOYrLGVtBYiztKlDFwtw6Xptqc6kBT5P+BczfnDyIopkTgy5zPfZG/PPQZ8YLIVx1rrTUqpNwGbuLC93iLg7cDDcY8yBSQZKKJi2MOXmEoGZTGj/VNPwrubWgkGppfEVxYzWXNrsFeXYy3Mn7Rd9sJ5uJvbJr3bz5o3ByNCCVBfbz++rh5MDgeO2io8Le0TlliZDu0PEHR7MOfM/D1+hBBCCDHaUCjy9wY/4NMa+4hk4P90NIWtxDAQDHC4fg0Wldnbj19WcimekJcdXa+MKgNqKIP15VdzSdGFF4oX5y1kcd5CBv1OgjpIniUXI4V/PwMv7OX0F380rgy+a98JTn36Wyz4/uexVo0vdZ8sDZ7Jyxmec8qTmJfh4uHUGR9/3uJk33EvSikuXWLjtVdls+dY+MTKdAuddfcH+eB/tfKaNdmsX53FnHJJoKRC78lGTj//Mr2nTqMMA7PNOi4RONKJJ7dQvnJFzKunc8pLMcxmQmHuYa25OWFXDwbcHjoPHKFq9cWjjh/47WNTSgQCo5J7zrYOmrft4pIP3EZeTeW4tp0Hj+LunnwloW/QSdvu/bJ/oEi11akOYIRZmRhQSn0QuOHsR81wedDUlicTmUzmfOab6I3YAMMrAsN+I9dab1FK/Ry4fcThDyPJQDGb2CvKMKwWQr7Ie/slisnhIOCfuJRQNNyNLcOv406D9gewlhROmAjUgSDe7l4IhTDlZGPKchAcGrviGJTJRNb8OZOOEfR46d2+B/+YfQetpUU45lSiDBOWwjz6dx/C1znxW5axUGb5MSCEEEJkoiX2LKxK4Qtzv7PQ5sBuXEhahbTmqYGesP12BPzscg1yZfbkL0ZlimvK1lJsLWRb1w4G/AMYmFiQW0dNVvWE7XMt6VHCsf2Hf5p0P+zgwBCdv3qS6s/eluSoLii2FMSlTSo8u9PF/b/sITiioNOZzgAbtw3Fc3v1SfUOhPjVxkF+tXGQa1Y5+My7CrFbMzsxn06aXtzOkcc2jqqZ7J/gnm8kd3cvA82t5M+JbUWuJctBxaoVnNkx+R6mWcUF+AadYfvpPnKC/DlVBDxeskqK6GtsnnQl4VT4XW72/vIPXP25T6DGbJfRc/xUxOt7jp+SZKBImUNPb1bApamOY4TLUh1AsimlKoGvjzj0I631c6mKR2S2zv1bZc7PDhN9Ofq71ropyuv/j9HJwCuVUtZMeElBsgAiKspkkHvREvp3hi/nkzCGgTnbQWBg6slAYPqv4wK+rh7sFaUjutQ4j5xk6ERjVCsXdTDI4P6jFF4xvjy1DoXoeXEngYHxP7N8nT3oUIiSa68gFAgQ9Ey/dKu1uABTGqz6FEIIIUT8lZitvKmglN/1dkza5oMlox9OhyCq/Zn9ych6pIGXOneM2jswSIjDA0c5NniCN855HXU5c1MY3cTcx5rwNrSFbdP/1PaUJgOvyLmI+fYaToZZ/ffO0tcmMaLo9PQH+ebDoxOB5/gC0y8DGqvnd7sxFPzz+4qTN+gs5uru5chjT068eWoE4VYOhrPo5hsYbG1nsGX8nC6rX4olO4u+CFthdB89Qfveg8MfEvQfqae3n67DxyhdPn4P2sik7K1IqblAXqqDGOHiyE0yzne4sD9XG/D51IUiZgGZ87PDRMnAiTd5n9h2wA04zn62AxcBO6cZV8rJK4Qiallzqii8chXm3BSUlAyFpnLPlSCjb1YGDxzDefhETCVMPa0dE94Qelo7J0wEnuPv7sPb2YOroZng4FD0IU9EKXKWLpheH0IIIYRIa/dVL2SZPWvCczfnF/PhktEr3MxKcVnWxHs/nWNTBhc50mMFXCJ1erpGJQJHCuogj57+Cw+d+A07unbhCU7tQX8iBAfDr1ICCLm96EB8y8/HQinFvXP/EWOS29E5tgo+WvmOJEcV2RPbhgj315aKHPlzu920dKauests0vLyK1P6l6wMRXbZ1MryWhx2LvvIP7D0lteQX1uNo6iAooV1XPSuW7noXW+mcH5txD5GlQNN4H+kg2fGJyyLFtZFvK5o4bxxx3RI4+ruxdXdS4RqXkJMVzolBSD94kkopdTbGL1/26e01n0pCkfMDuk2x9ItnkzRPsGxo9FerLUOACfGHC6bVkRpQlYGipjYK8uwV5bRt+cQ7lPRrqyNkzjfBCizaUoPQWzlF968DXq8DJ1ojH1wrQkOuTHZRq/K87ZO/ub+OZ7WDrxRlnVRdhvWkkK87V0wIllpctjJu3gptlJ5i1gIIYTIZMVmCxsXXcLPu9v4dW873QEfdVYH7yuu5C2FZZgmKKH+/uIqdriOTNqnV4f4alsD91YtmPD6TLGnN3xFDI2mw9tJR0cne3r387Z5t5JnCZ9ITQZrTRkYatIyoQBGQQ5BtwdTtgNlJPf90E5/DweGjlNsKeAXS77Cf53+AYfcJwEwYeKmwqu5r+4uSi1FSY0rGidbIifdaivMnG4b/5JgWaGJjt74J2C1hpf2e3jzBtk/MNGmWlqzZNlibHlT/9lgslqoWbOamjXjtzgqq1+KvSAPT9/AlPuPF5PVOu5Y6fLFZJUU4eqauPy0NTeHilX15z9rrTn9/Ms0vbAdT18/AFklRcxdt0ZKiYpESbfnorPth/nXRvz+ca31b1MWiZgtZM7PDocmOBbrl6Wx7QunGEtaSbcJIGYAb1dP8hOBDJfnjCcd5gHJZCwFeaMSaO7mtiknKQ3r+J/3OjRBzaExfN29BJ2R3/h21FaTv3IpymRCa42vs2f4oY/DhrW0OOYN7IUQQggxM+WazHyirIZPlNVE1T4YRT2G73S20BsM8N3apdMNL231eKP/7tnvH+CJlqd427xbIzdOMGtZIblXrmBw6+TJzFCfk8Nv+DzKbqXwpispffdNWMoSe3/b6+/nnxvu50/dz+DXw8mySmspn62+nStzL6YvMECdvYYqW/q+dOuwRf7+vGqxjcJcgz3HRm8pMugOYjKYsMTodPkDsnIqGcxT2F4hq6SIpW+6KQHRDDNMJlbd/g52/fhXEfcOTLTSFUvGHTNMBqtufwev/PTXuLt7R52z5eWy6v3vwDTivvjwo3+j5aVXRrVzdfVw6JG/4ukbYMGN6xMTvJjN0mdp/7Dp7wczsxSM+P3NSqmp/A9t7gTXXaK13j3lqEQmkzk/Oxyc4FisX+TsYz5Hfhg/A0iZUBGzoROnUzJu3EsZRZF4G8mcl0vhlavwdfXiPNZAz9ZdDB48NqWhLYV5mHPGl1u1FEZeHR7oj27fREdtJcpkAoZLMdnKismaW42trEQSgUIIIYSY1E5XdN81Hu5p56B7mmXL05jNiO1+scnVQncMCcREqvzU26NK7mmPj54/PceJj38NX2t3wuJxBz3ccvAf+X3XxvOJQIBWXyf/dOprPN23javzL03rRCDA1SsdEdt09ATHJQIB3J7EJAIBls4dvyJLxF/FyuUR2+RWlWPNySa7rISFr9nA5Z94/7RWBUYjp6KMtZ/9KPlzo3vhIxFseblkFU/8MyerpIi1d32E+ttupeqylVSuvpjlb3sDV33u4+RWlp9vN9DcOi4RONKpTS/QfXRsxS4hpq011QGMcSbVAQiR4WTOzwJa625gbAKjfKK2YYy9MUnczVISycpAETPfmDf6Mpm1pAhzbja2ihKUxULPizsJxGGvvtzliyY8lTW3msGDx6ddEtWUk4V1kpsxIYQQQohwrDG8NPTb3na+5JifwGhSZ0n+Ik44T8V0zePNT1BqL2F5/lJqs2tS9gKWtaKY+d/7HK0P/J6BTbsitg909dP2vUeovfeOhMTzm66/s881+Ut0X2/+KbeX30qeOQV7k8fg8uV2lsy1cqRxfLIPYOUiGzsOJfcF77mVZlYuvvDi8pA7xKPPDvLkSy66+oMU55u44Yosbrkul9wseRd4OooXL6Sgrpa+UxO/HFuxagX177wluUGddeblV+hvbE7J2AALbtoQ9rxhMlGxcnnYhOqZnXvCD6I1r/zk1+RUlLHwtRsoWbJwKqEKMcqy69f3HHp6cwMwL8WhnLMz1QEIkclK69f2dO7f2oDM+dngz8CdIz6vBn4ezYVKqXJg7FtWUe85mM7kbkDELJqHGtlLIm8UHi/KYsaUm40pJwtlNmHKcpCzZP7wXinTlLdyKfkrl2HOyqL3xV3TTgQqi5msuhosBfkTnjesVkyOsauQY2QY5K9cLqv/hBBCCDElN+eXRN22J3BhD7Wg1nT6fbhC8d8XLRUW5S2gwh7bC6Rd3m4O9R/hD6f/xJ+aHieoU/d3YSnOxxpD6c+B5/cS6I1uVWisftf5RNjzzpCLv/ZuTsjY8WQYiv/4cAlXrLAz8qu2YcB1qx1ct9pBvIuZRNLvDPHHZwfx+EIMDoX43P928PATg3T2BdEauvqC/HrjIJ/7nw4GhjJjbqaKMhSrbn87FZdchDJdeJRiWMzMufpylr/tDSmJS4c0TS9uT8nYAPm11VSsirxqMhJvlBVwnG0d7H7wNzRs3kr30RN4+sdvAeRzDtH43Esc+fNGTm16YcI2QoyQTg/j0ymWZHgT8OoYf/3TmD7aJ2hzPAmxi5krneZZOsWSaf445vMtSqloc2FvHfP5kNa6PQ4xpZysDBQxs5WV4G4Ks4rZZJCzYB62kiJ6XkjszzR7dQWFl1884TnX6RZC7qmXgraWFmHJzQHAebwBHQhEuGI8c1EBgf6B8zWBtD+A62QT7qY2itasmnD13sgby6kouGQFttKiafUhhBBCiNlrfU4BV2Tl8bIr8sPTBTYHQ8Eg93ec5ufdrXQG/JhRvC6/mM9XzKXekZOEiBPDpEy8ee4bebr1WY4NnCBEbDUeTzobeL5jG+vLr05QhJHFtEd2KIS/vQdzYfxLGvYE+iO26fZHbpMOcrMNvnhHCWc6A+w77kUpWLXERlmhmadeSn7Z3L7BED96tJ8tu1zUVVtobJ34nqWpPcDPHx/gzrdL9ZDpMNts1L/jjSx63avoa2hGGYrCulosWZFLyCaKu7cPT1/yk13KZFCxqp4lb7iRgMdLwOPFlpeLyTK1x0y2/MhbZpyn4fjfnhmOw1CULF3E0ltegy0vl6YXt3Psr08TGpGZP/nkZuZddxULbrxuSrGJjLcVeEuqgwA08FKqg0gmrXXMbwIppcb+j86jtX4qTiGJ2UHm/OywGTgCnNvUuBZ4H/DTcBcppbKAz445/Nu4R5cikgwUMcteOBd3SytM8nAha24NhtWCJT+xeyMA+MPc9Chj6kk1U7aDgkvqz3/2tMSW/Deyswi5PQR6+iY8r/1+era+Qumrr8FkG73Hh7W4cMorEA2bFXt1rCWQhRBCCCEuUErx6/n13HZyPy+FSQhaleLWglJuObGH7SP2GQyg+XN/F08P9vDogpVcnh3DA940YzfZuLnmJgb9Tk46G9jS/jz+UPQviO3rPcBVpVdgMSwJjHJylpKCmNoPvnQAX0cvuVcsx7DHbx+6BfY5HHGHL7m60DEnbuMlQ1WpmarSC7fTXX0B9p1IbonQkY6e9nOsyR+2zaYdLj70pnzsNikQNF223BzKL1qa6jCA6Cr3nG9rNqHjtHx19R3vQZkM9j38CN3HToIGs91G5aUXs+DGdZjtsVW8qbpsJc1bd8Qchw5pOg8exdneyfzrr+XInzdO2ObUMy9gy8ulZs3qmMcQGe+XwFeA1PzP+oJnll2/fuI6xEKIeEqbOV9av1bmfIJorYNKqX8Dfjfi8DeVUnu01hPuo6CUMgE/BkaWPBwCvp24SJNL7gJEzCz5uRRevhJlNo07Z6+pJK9+MQDKGH8+3lSYUqDmWDdqVwpLYT559UsouW4NpqwLNy+xrgoMDbkgFP7tcR0I4G5sGXc8a/4cmGKJz+z5tdNKggohhBBCABSZLTyx+BI+Vlo94XkFfK1mEX/q7xqVCBxpKBTis82T7xM3k+RaclhZWM875r6FQmtB1Nf5Qj6ean2W3zQ8wu8aHmVn9yt4gslJGPX8+Tnavv9ITNd0/PRxmu75IYff+i90/vrJuMXyvvJbwp6vtpZzQ8HauI2XTB5fiK8/1MP7723jqZfdKY0l0rbjHp+me0BKhc5kOqTpbzpD76nT+N3DP0t8Q5FfJLXl53Hdlz5L5SUXxSUOw2JGh0Ls/MFDdB8dTgQCBDxeml7czo4fPETAG1uVnrzqCmrWXjblmNzdvRx/4tmwbRq3bIttxbSYFZZdv76N8eXkUuG7qQ5AiNmgtH6tzPk0oJS6Wil1w9hfDO/tN5J9onZnf4WtU661/j3DKwTPyQc2KaU+pZQa9caqUuoy4CngnWO6uUtr3T21P2X6kZWBYkrslWWU3bQed3MrgcEhDLMZe00Flrzpl4LKWb4IX0cXvq7eqOKYTHbdHLytHdEPrDVFay/BsI5+C9rfP4iymNH+2MuERuLt7CZn8ej9FS15ueRfuoL+XQfG3dGbcrKxV5QydLxhXF+OudVkL07eXo1CCCGEyHxfqV7IdTmFfKezmeedfRgoXpVXyCdKa1ifW8gVh8LvU7XX7WS3a5BVWYmvGJEMZY5Sbl/wbppcLbS7O3iu48WI1xzqP3L+902uZnZ0v8Kba99IqT36vRlj5Wls48y3fnP+AX2sQk437d9/FIWi5J03TDueVxeu5d2lr+eXnX8Zd85h2Hhg4b9iUol/kTAR/vtnPbx8IHUrAmOV45AXB2eq5pd20bDpRTx9wyV1DYuZykvqMcyRFzbY8/Mw2+1Ys7PiEoujqIAjf95IaJKXZp2t7bzw1e9Ss+ZSatasxpYb+TlBwOPFnp+LNScb35ArcnZ7At4IewO6e/oY6uwip7w05r5FxnsAeHsKx28G/pTC8YWYbWTOp94vgblRtCsHJntL8WfA7RGuvw14gQur/fKAbwFfVUqdYHjlXw1QMcG1P9Ra/18UMc4YkgwUU2ZYzGTXTV7OR5lNWIoK8E9SKnMi2YvqyF1cB4vrGDh4jKGj4csJWcsnf4hiKysme9E8ho41RD0+Y/YR9Xb20LNt1/k9/5Ila04V1qJCXA3N+PsHUIaBvaocR3U5ymQiq24O7sYWAi43JpsVR21VUsqyCiGEEGL2uSm/mJvyi9FnH8yOLEnX5IucBDnt82RMMhCG//y12TUUWQuiSgaONRRw8eemv/L+he/BiHoP+9j0/vm5SUv6x6Lzl09QdOs6DNv0S4b+74J/YU3eSn7U9nv2Dh3Fpiy8vvg6Pln1HuqzF027/1Q43OBNSiJQqSnlRSb0s8cH+OQ7ZN/AmaZh89bze+SdE/IHaHl5N9ac7IjXW3OGk4AVq1bQ8GzsP7fGKlo4n6YXXg7bxj/k4tTTz9Py8m5Wf/g9ZJcWT97W5Wbn/z2Esy2Gl3mnSEeo4CNmp2XXr3/u0NObfwO8I0UhfGrZ9etl6bYQSVJav/a5zv1bUzrnS+vXypxPAq11q1JqHcOrQUeWILACyya5LATcq7X+j0THl2ySDBQJlbNwLr0v90163lKQh+GwY85y4JhbPWplob978uvOt+npx1Y8+c1s3orFWEuKcJ08jbejO+xdtGG3jSp9qrWmb9f+6BOBhor5oYutbPIbInO2g7wVEz8YMWc7yF2+MKaxhBBCCCGmY6J9qcosVhojJATLLfHbey6dWIyp/7n6/QOcHGxgYd78OEZ0gftoU1z6CQ66cG4/RN41K6fdl1KKd5e9nneXvZ6QDiUsEZpML+xJfFnQwjyDy5fb2bjNFZf+ntg6xCVLbFy7Kj4rxGaDoc5uGrdso/PAEYI+P7nVFcy56jIqVq5Iyvh+t4eTT22Z9LzPGblMaE7l8L7yORVlVK6+mNade6ccjy0vh7wY9qn3DTo58Js/ccWdH5i0zbG/Ph2XRGDEPRGVwpLlmPY4ImPdCWwAJi9BlRi/Xnb9+tjqegsh4iFlc760fq3M+STSWjcrpdYCHwE+AyyYpKkX+Ctwj9Z6f7LiSyZJBoqEsleVk7tiEYMHxu8X45hbTf6q5ZNueK5DkV+QiOatPnt5CfbyEoZONjGw99Ck7UIeL84jJ8ldOvzzwNvWScgd4U1fk3EhWRhjIlBZzGTVTrwPjxBCCCHETHBbUTn3tTVOen6RzcEVWXmTnk8kX9DH7t59HOg7xFBgiFxLLvUFy7m4sB6LMf3bIJvJyrycuTQ4J//zh3PG3ZawZKBhj18CNuSKbd+vaGRCItAf0HT0xvZCd22FmSW1VooLTBxt9LLriC/iNf/1sRKqSy00t/s5eMo/1XBH+c2Tg5IMjFJfQxOv/OTXBH0X/l31NzbT39hM36kmlt7ymoTH0LHvEKEIW1Yow5j03liZDKqvWHX+8/K33IwtN4fmbTsJeGKb31mlxax871tj3g9woLmVgeYz5NVUjTsX8Hho23Mgpv4mY7HbwydHteaVn/wa/9Bwcr1w/lxqr7mCfLkvF8Cy69d3HXp688eAPyRx2DaGExJCiCQrrV/b1bl/q8z5FNFaz0vyeAHgO8B3lFL1wCVAFWAAXUAj8LzWOj5v4KUpSQaKhMtZVIe9ugJ3YwtBlxvDZsUxJ3JZS0tBPv7e8DX/rYX5EccP+QMM7D+Cu7k1Ytuhk6fJWTQPZTIRcEYx96dYPtSwWihcc0lcSi4JIYQQQqTKR0uqeaS3k6Pe8d+bzCi+XL1g0he/EskT9PDbhj/S5b2w13u3t4fN7c9zdOAYb517CxYj8j5bkawpuZymoSaCOvbvhKYEJsTy1l+Cc/vkL8HFwr4g8Q/J+5/dRc+fn8fb2IYpx0H+q1ZT9KZ1mAumvx95vAWDml9vHOCvLwzR54zt33uOw+DT7yoChpOJt/xTS8RregeC/GmzM26JQICGM/HrK5PpkObAb/88KhE4UvO2nZQuX0zx4sQk9c/xDUW+L7UX5OEddE6YNLQ4HOz75SNUXFJP1eqVmKwWFr5mA3Wvupr+0y2cfOYF+k6Gf6mheMkCaq++nKJF88//TM8uL2WovTPqP8dga8eEyUBXd1/EZGc0ChfMo/dEQ8R2I2Nu33uQ9n2HWP6Wm6m6bPoroMXMt+z69Y8cenrz54GvJmG4PuA1y65f3x2pobhAa/0skPwvlyIjldavfaRz/9akzvnS+rUy51Ps7Kq/jFz5F8nMfyVTzAjmLAe5yxZSsPoi8uqXRLW/Xdb8OcMbZEzClJONtbRo1LFQIICvuxdfbz86FEKHQvRs3YW7sSWqxJ32+fH1nt2Q3Tr9B0RjGVYLufVLKLtxHdaigrj3L4QQQgiRTAVmC39dtJLbCsuxj0huXZGVxx8WXMSr8yYviZ5Iz3dsHZUIHKnV3c62zu1xGacqq4Jb5ryeAuvoF9Rshi3itfNz6yK2maqCGy5H2cJ/lzVyHFjnhC/1l1U/P6HJQK01zf/9C5q+9GOGdh0h0N2Pt7GNjp8+zomP3IevNbnPSnx+TVO7n47eyRMT//3zHh5+YjDmRCBAS+eFfi1mhcMW+Vnm87vdcSsReo7W0N4z/eRLpus+dgJ3T1/YNs0v7Up4HFlhtsU4J7e6gis/+SFq1l6GvagA04h7WZ9ziP7TLRz50xNs/97P8LuGy9uarFaKFtZFtSFlbmU5xYtHv9yx5I03YYzYZiMS8yQvwprtkX9ehuMoLmLpLa+hYN6cqXWgNYf++Fe8A4PTikNkjmXXr/8a8IUED9MNvHrZ9ev3JHgcIUQEpfVrkzbnS+vXypwXKSXJQJG2gk4XpuyJ6/kbdhuFV6w8fzOig0H69x6m4++b6X5uO92bX6Jj43P07dqPP8IN3Dhnb4bslWUoU/ymSPbi+ZS99jpyFs4dtTehEEIIIcRMVmK28r25Szm8Yi1bFq9mz7Ir2bj4EtbnRn6AnQi+oI9DfUfDttnfd5Cgjq3E42Tm5tTy/gXv4W1zb+Gmqut5S+0b+dCifyDPMvnLb7XZc6h0RL/nVqwCfYNob4TVX8EQi376rxS98ZoJT5tL8qm++70JiO6C/qd30Pe3bROe87f30vK1XyZ0/HO8Ps2P/9THe794ho9+pZ33/0cbn/5GOy8fGL0n4O6jnmntE9jvDPGZ+9s53DBcYvG61eFLdVaVmNi0IzH7En74/7Xxnz/q4sDJ+JeBzRSuzp4o2oxPWOuQpvPgUfb+8g/s+MEvOPC7x+hrbJ5yHKXLl2DJDv/fSvXll5BdWszSN93EvHVrCPomnv/O1naOPLZx1DF7FC/qmrMc6DFJw6IFc1n94fdStCjyykiT1Urxkom358kqLiSvpjJiH5MpWlBLzZrVQGzbdoykgyFaXt495etF5ll2/fr7gHczvJIn3nYCVy+7fv2OBPQthJiC0vq1CZ/zpfVrZc6LlJNkoEhLg0dO0vvSboITlOq0V1dQ+qq1WPKGywZ5e/roenYbrpOnR20WHvJ48TS3xTSuMpmwFAy/2W1YLeQsmX7JF0thHoVrLyVv+cKUlMkSQgghhEiGArOZi7NymGuzpzSOAf8gfh0+EeYOenAF4pdkUUoxJ7uGFQXLmJtTi81k4y1z30SxrWhc27nZtby+JrH7jAV6wpfaBwi5vYTcXqruuo3a//wwOZcvw1ycj3VOOaXvey0L/+9ubDVlCY2z59EtYc8P7TqC93R7QmPwBzRf/EEnj2xy4nRdSCYca/Jz74+62bTjwv3IbzZG/nuN5OhpP//y3S6ON/l42/W55OdMfkt+piuI1z/1BEc4gSBs2+/h7m938sz2MHuszWLRrFgzO0b/vAv6A7zy01+z5+e/o2PfYfpOnaZ15152fO9nHPnzE1OKwzCbWP6Wmyd9UbXqspWjSpU2bd0Ztr/2vYdG7atXddmqiDEc/+vTbL73fl78xvfZ8/Pf0frKfkKBIPm11Vz6wdtY8+k7wiYs565bg9k2+d/nghvXo4yp3Sv3nmoChvf/mw5nDCVPxeyw7Pr1DwMrgMfj1KUP+DdgzbLr1x+JU59CiDgprV+bsDlfWr9W5rxIC7JnoEg7/gEnzkPHJz3vbeuEVcsIDA7Rt3Mf/r7p35Sf45hbjWG5MC1yFs9Hmcw4j54k5D27V4RSWArz8Pf0h+9rXg05i+owT7K6UQghhBBCxJ/NFPkBvkJhNRK7d3OhtYB/mH8bp4eaaHG1YiiD+TnzKHOUJnRcAEtp4XC5/TDl/4wcB0bWcCIj79qV5F2b/P2yPCfPRNGmBVtt4lZRbt7lYt+JifeE0xp++Ggf16xy0N0fnLRdrLw+zS//PsAX7yjhv/+xlO/+vo+9xy6s0LNaYJKFXXEX0vDt3/Zy2XI7edlSvWSk0hVLMP70BCH/5P8yKlatGPX5+N+foefYyQnbNr24g9yqCqouW8ngmTaat+1koKUNk8VCWf1Sqi67GLN94pcpSpcv5rKP/AMNz75I1+Fj6JAmp6KMmrWrqb7ikvPtQoFgxH38dDCIs72LopxsAIoWzqNiVT1tu8NvnRNwewi4Pbg6u+k8eJSGZ1/k0g/ehi0vl5yKMi776D9w4Dd/YqC59fw1htlMQV0tJpsVZ1sHORUTv2BQvHgBF737LRz9y5N4esPfZ4+ljOEkadGCeeRWlTN4ZmovEExWxlTMbsuuX38GeP2hpze/Cfgk8KopdDMEPAzcv+z69YfjGZ8QIr5K69eeAV7fuX9rXOZ8af1amfMirUgyUKQdV0P4Eio6GGToZBOuk6cvJOjiwJSTRd6KReOOZy+oJauuBl9PHwRDmPNzMawWOjY+R8gzSVkdwyB36QJM09z/QAghhBBCxCbXkkO1o5IWd+v/Z++uw+s4z7yPf+cwiFmybMuWmRkDduI4ThyGJg1jYZMtpJQ2ze623Wyzfdsk3XLSMDTMaGZmZsuymI90mOb9Q7asYx0Sy/H9ua5cyZl5ZuaRpVF8zm+e+444ZlDCQIza7v/gV1EUBiYMYGDCgG6/Vmv6zBQSpo7EvmlfxDGpl89A0WpQ/QEaV+3AdfAEikFP0kUTMA/tYO+tdtJYTASd7phjutOSjdFXxdnsQTbtdXGgyBtPa7W4bdnnpskRpH+2nt8+lElZtZ+yGj8llT6e+7B9YUhneX2wdLOT6+fELhd5PtGbTQyaO4uji1aG3W/NyiB30riW136Pl7It0VsBFa/djN/j5dCni0KqWjYUnaR4zSYmPXh7xB6ByQP6Mf6umwkGgqjBIFp9249zFI0GRatFDUQvg9y6pyDA6G9cQ0JuFiXrt+CO82FbR2U1e978iMnfugMAa2Y60x6+j8aSMuqLTlK2eSeOymrqDh+j7vAxDgNpQwcz9pvXobe0fWA2a/RwMkcO48Sq9Rz5cnlccwDIaFV+dPxdN7Pt+X+FLd8aS/b40bEHifPWyEsv/gj4aP/SlSOAB4ALgXFApP9JVdNcGvAL4OWRl17cs7/YhRCdkjlm5kfAR9V71nfons8cM1PuedEnSRgo+pyAo21p0LO5y6u6NAgESJ44GkUb/mlYRaPBmBFa5il1+gTq1m9DPfuxXY2G1KnjJAgUQgghhGjFpwb5pKGGPS47Vq2Wa5MzGWKK3gero2ZlTee9Ex8TJNhmn1bRMiNzardct69QA0ESZ4/DsesIqrvt35kN+Vlk3nk5zv1FFD/+LP6aM59XVL/6JYkzxpD/H/ei7eYgLnnuJGrfWRZxvzY1EevEYd06h9rGtj8jbcbYguw83LW99YIq2F1BEq3Nq5ryMnXkZepYvT32e6HuUFLp75Xr9nWDLrkAjV5P0Yp1+E6/T1UUMkcOZcT1V4SsJrNXVBGI8R7VXl7JobN69p3mbrCx518fMO3h+6KeQ6PVQISSoYpGIWv0cCp3RX4QwJyWQlK/0B59ikah4OKZDLxwOqVbdnLg/c+jzuG0+mMnaCqrJDHvzOrdxLxc9n/wRdgVinWHj7HjpbeY8t27URQFVVVpPFmG3+3GmpWBKSWZgjmz0Oj1HP5sMWowegKvNRpO9QtsZkpJZsb3H6RqzwGq9x/G09iE1+7AVW9rDkgjJPopgwbgsTVStHI95rRUMkcNRRPhswFxfju1su/HAPuXrtTRXFKwgOaAIAjYgb0jL724uLfmKIToOqdW9v0YoHrP+oj3fOaYmXLPi3OChIGiz9Ho9THHBJxd1+MFQJ+ShDHCE5iRGFKTybx0Nq4TJbgrayCoYshIxVKQjy5Gg3chhBBCiPPJBruNe4r2UeE/80H5f5cXcXNqFn/uPxyDpmtbmfe35nNt/4Usr1xFg/dM0JVuTOOSnIvJMXdf2cmOqvXUUe2uwaAxMMCaj04T/q2aL+jHF/Ri0prQKG3/3JrW76H0D//CX9PQZp/GbCRl/jSy7lmIGghy4qd/IdDUNnxq2rCH0idfZcCvH+z01xVN+k1zaVi0iYDNHnZ/1p0LQkr4d4fMFC1l1dGDsMyUrg8FNAp8vtbO1RclkJV65mt0e+NbfqgocOcVSby3rAmHu/NLFhMtXXsPfp0MvHA6/WdOpv74SYI+H4l52ZhO9ZlvTQ3GDpZjaSwpx1ZcSvKAfh0+R8GcmVTvP0TQF/7netAlF0Tsz6doNDEDzbM1FBWHhIE1Bw7TVFoRcbytuJS6w8fxuVwcXbQSV239qYsrZAwvZMR1CxgweypZY4Y3ry6sqqGxpAxXXUPIefRWC+NuvwFzWkrIdo1OS86E0QR8Pva//3nUcsmKRkNCbhZNpeXsO37mc1xDgpWRNy4kc2TbykFCnDby0ov9wM5T/wghvuYyx8yUe16c8yQMFH2OqX8urpLIZZ0AFEVDvG95Fa2WxNFDsR86Hrasp9ZsImXquDBHxqY1GkgYNpiEVg3bhRBCCCHEGUUeFzcf201TMLRsnQq8XV+FVaPl6f5dv/prUOJAChLuoMxVjt3nIFGfSJ4lp8uv01kNXhuLypZS4jzTP8+kNTI9YwqT08/0Aqv31LO+ZjOHG48QUIMYNUbGpIxkeuYUTNrmFXyOXUcofvxZVH/4EoGnwwGNxUj1G4vCBoGnNa7eiaekCmN++B5fnbWxaRf/sL3Nul/sgiY30/ZauXltFoOqzGgTLWTedQXpN8zplmu3dtl0a9RVfymJGqaONvHesqYuvW5QhfeX2/lsrYNf3JvOlJHN38PCfnrW7Ij+4KNGgd99P5NGe7BLgkCAOVPkYcZoNDod6UMHRR0TrmxnR9hOlnUqDEzMy2HC3bew791PcTeceRhCZzJSOP9i8qZE7w9qTLS263rKWQ9zVO87FPOYopXrqD96InSjqlJz4Ahb/v4q0x6+F1NyEoPnXdiyu6msgsrdBwh4fST1yyFr7MiIf+aeJjsHPvwichCoKAy/Zj5Bf4DDny1ps9trd7DrtXeZ8u27OvW9EEIIIYToSyQMFH2OMSsd7NEdEgABAABJREFUQ2Y63gh1/i2D8gm4PHgqojdGPy1p/EgsA/KwDh6At96G80QJ/oYmFK0WU14W5gF5ca1GFEIIIYQQ7fdcTVmbILC11+oq+HlOAVn6ru/hpygK/Sx5XX7eruLyu3in6AOa/KEr49wBDysr16ICU9InUuOu5e0T7+MOnAmtPEEPW+t2cMJxkm8U3IBJa6T61S8jBoEA+APUfbQaT0k1AXuMcpSqStOGvRhv6towUPUHeLn2E3507Heopx/vs8Kn09wsmmrj78Fvcc3UW9AYu7+nI8BFE80s32Jk64HwgeCkESY27HGxv6hrWxSc5vGqPPFCLS//Vw5JVi3zZ1h57YtGAlEWmQVV2HHQQ3o7ViwOytNzvMwXdt+lUy0U5Mr7oc7SGrumTURXhIppQwqY/dOHqD18FGdNPYYEC5kjh7XpFRhO5qhhcfUdBEBRSB8+JGRT0B+75KytuDTiPneDjZPrtlA4/+KQ7Yl5OSTmxfdAR9mWnajRbiJVxdPkoHTjtshDAkGKVqxj/F03x3VNIYQQQoi+TsJA0ecoikLajAk07jmIs7iM0++EFb0O6+ABJIwoxFNVGzMMNGZnYB1SgDHzTK8/Q2oyhtS2JV2EEEIIIUT3+LIx/ANep/lUlSVNddyW1vdW7XW3HfW72wSBrW2s3sL41DGsqFwdEgS2VuOpZUvtNmZaJ2DfciCu6zq2HkCflxF7YDxhQBw8JVXUvLEY27ItlJib+MmP96Fq2q7Y8Sp+fmB4hct0N9G+tUkdp9UqPP5ABm8vbuTDlXacZ620W7bZyZpu7uPn9ak890EDP7ojHX8ANBqihoEAu494GFsYf2D6w9tS+XK9g6WbnHh8zV+j2ahw5Wwrdy+U90cd5WlsovRUKUu92YgpJTlkNd7ZzGkpbcpdtqZoNWSMGBJxf3soGoWM4UNgePuOC/j8cZc8zRk/CvNZ768tGWkRRp8RqYTpaRU79rQJA+PltjVSd/h4zHGlG7ed6QMZQc2BwwQDATRaLQ0nSnA3NGJMSiCloD+KEr7UqhBCCCFEXyVhoOiTFK2W5PGjSBw5FF9DIygKhrRklFNNvE2ngj7HkaK2xxoNpM+egj4poYdnLYQQQgghzuaL0q/pNH8cY76ODtoOR93vCXrY13CAYkdJ1HF76vcxQzc6am+ss51d2i8cy7jOhxKuIyUU/fCPLSVJP7m4hkCYIPC0xoCdd2sWcXf2tZ2+drz0OoUZY83866vwpUC9sRc6kZ+to6QyjoERrN7h4ts3BPjh05XEyEmA5sCwOM7rjR9qpDDfwEM3G7hrYTIHT3jRKDBykAGzUXoFxquprJLybbvw2p2Y01LQGg0cXbQi+gq0VhSNhqEL53Hggy/w2h1hx+RNmYAxKbErp91uFdv3xPW7RGcyMvKGhSHbSjdt59iytVGP0+j1BH3hV6me5nNGL5Ubjtfh5MCHX1K99wBqMPb8YwWBAGpQpe7IcQ59ugRnq8pFlow0hl8zn/Rhhe2epxBCCCFEb5EwUPRpGoMeY1Z62H1JY4ZhyEzDefwkflsTik6LqV8OlkH5XVaiRQghhBBCdM4MaxLFXnfUMdOsST00m77FE4xdetLma4w5xhlwoSaZ0GWm4K9uiOvaupQEfBW1EcuKmkcPwjKyIK5zRVP21JshvQmP5cT+kH+/82inr9ten61xxN2TPJzLp1t5e0kTTc74gqGz+fzwzJt11NniO37ySBP7jsX++bGYFB65PbXldaJF09KfUMRHDarsf/8zyrbsjPsYRasJCQkNCVZGXLeArNHDMaelsOvVd0NXCCqQO2kcw6+Z34Uz7xi3LfbvHIDM0cNDyo7WHSli/wefE+1G0hr0LYFoNFqjgZINW8kYORTbiVJqDx1FVVVSBw8kZ/woNLozH2WpQRVXg42dL7+NozK+ViLxMqU2f6+CZ/2edNbUsePlt5l0/22kDh7YpdcUQgghhOguEgaKc5opOwNTdhwljoQQQgghRK/4VkY/3qmvivj58JyEFEaYeqooZN+SYUzD4Q+/Qui0bFN2zPMYNQZ0Wj1pV19A1QufxnVt05B80m+YQ8lvX0E9aymaoX8W/f/z/rjOE437aCmufaHl+qzu2H3uErU9//NwqLjjPQEVBcYWGpgxNos3FzWyeocTrw9SEppX3TXY4wv4tkXoW3i2BLPCvGlWUGHdrujh6jcuSyQjRd72d8bx5WvbFQRCc+uLYdddjt/lwe92Y83KwprV/L7V3dCIp/Gs8sAq1B87gbveFleZze5kSo7v4Yz8GZNCXp9YvSFqEKhotUx7+H6sWemUbdlJ48myiGM9tiYOfPglfPhlyPbyrbs4+tUKJtx7CwnZmZxYvZGS9VujlmbtDL/H3SYIPE0NBDm6eBVTvn1nt1xbCCGEEKKrybsCIYQQQgghRLeZYk3i9/lD+UnJYc6ORHJ1BjJ1en5ScpiFyRlcnJByXvVhGpc6hhOOkxH3Z5kyGZ48hK112VS4KiOOG5UyAkVRyPjmZTj3Hce+YW/Ma6ddcwGmwf0wjx5E/SdrcR08gWLQk3TheJLnTkZj1Mc8Ryye0rardObuSmXJhPqox12ffmmnrx2vIye9fLHOQUVtx0t8qir84OlqxhYaeOgbqXzv1lRcHhWrSeEHT1XFHQZ64swjH7k9jUSLhnnTrLzxVWObPoetvfJpI8lWLfNnnJ+Be2cF/QFK1m/p0HG2olJqDhzB7z6zMtqckYarpi7sMe56GztfeYcZP/xW1N+DwUCQoM+H1mjolt+XORNGc/iLZahReobmTh5Hcv9+IdtqDx+Lel41EMDT2IQ1K52RN1zJtude71A5UE9jE9tfeJPkAf2o3nuw3ce3h98ZfVV7w/FiPI1NvV7aVQghhBAiHhIGCiGEEEIIIbrV/Rl5XJiQwgs1Zexx2/EEg+xzOSj3e3mnoTkweq6mjGmWJN4cPIY0XeeDqHPB0KRCxqaMYnfDvjb7zFozC/LmATAn+wLeOfEhAbXth/OJugSmpk8GQKPXMfC/v41t+VaqX/sKz4mKsNfNvPtKTIObP8g3ZKeR/cDVXfUlhdAltw2gZh1IZnSxlb0Dwq+IvD59HqOsne9VGI+XP7Xx9pLwfQI7YvdRLz/7UzXPPJJFVlrzW+0Jw4wcLYneH+00hagLqwAY2l/P9DFmABKtGn55fzq/+WctLk/4I4Mq/Omtegry9AwbYIj3SxGn2CsqI/b3i6Vix5422yIFgac5qmqoPXSUjOFt7wFHdS1Fy9dSuWs/Qb8fY1ICeVMnUnDxzJBynZ1lSLBSOP9ijnyxLOz+1MEDGX1zmN8ZcfTpU9XmYDwxN5upD93LiVUbqNixl4AnvlWxp3mb7N0eBMbL7/ZIGCiEEEKIc4J0CxdCCCGEEEJ0u2EmC0/mD+G5gSM56HbiUNuultrkbOS+orbB2NfZZXmXsLDf5eRb+mHUGEnUJzI5fSJ3DL6FDFNz7+w8Sy43D7yefMuZlTgaNAxLGsKtg24kQX8mdFN0WlIum8bQlx9n0P/9kMTZ41B0WtAoWMYV0v/XD5J978Ie+dosYwvR54T2/9aqCr97sZA5u1NQWv0IGBUD92Zfz1+HPN4jc1uzw9mlQeBpNnuQ95adOe/C2QkYDfGt3tLFeFRXUeC7N6WGbBs/1MT//FsG0a4QVOGjlfYoI0RfUn+suM22pvJKNv/1Jcq37Sbob17F6mm0c3zparb983UC3vgC53gVXDyT0bdcgzU7s2WbMSmRwsvnMOmB28Ieo2hjlwBW1TOBoSU9lZHXX8HcX/0Yc1pKp+fcHnqrBa2x8+G4Rq/HlHJ+9rwVQgghxLlHVgYKIYQQQgghOiTo8uCvt6GYjOjTkuM65sWachqDkcvPrbA3sMtpZ5wloaum2ecNTx7K8OShUcfkWXL4RsH1NPqacPldJOkTMevMUY+xjhuCdVzzCiNVVXu8BKui0ZDznes4+asXmmtpAh5dkI+m13Ag34mqAT06piWN4z8HfJcpiWN6bG4fr+q+cGz5VmdLaJedruPx+9P57xdqcMdY/OTzg17X/O9wvntjMsMHtg0wSqr8MVcU7j7SvpVXollCTjaGBGuHVwd2hKJp+8z2gQ+/xO8KX7LSVlzKyXWbKZgzq0vnkTtxLLkTx+Kqa0ANBjGlpqDRRnuePPbKwGCEH+7TAWdPyZkwGhSFyp178Tad+d7qLeZ2lS7VW81oDbLiVgghhBDnBlkZKIQQQgghhGiXgMNFzXuLKfnff1L+1zcpe+plyv/+Fq6jkfvfnba8KXqZPIBlcYw5XyXpE8k2Z8UMAs/WW70Yk+dMYsCvH8Q4MAevNshP7j3CswvKqEhtbpDnw8/axm3cvP8R9jgO98icVFVl//E4G/R1gMOlEmxVMnH8UCPfui4lrmO/d0sq/bNDn9nNSFb4zwfTWXhB+FKE8Xxvw+RLIg4anZb8mVPadUxCTlanrpkxvDDktaOqBtuJkqjHlG7e0alrRmNOS8GSkRYjCARrZkbMc1mzwo9J7Jfbobl1hCExgZNrN3NyzaaWINCSmc7oW65h4gO3t+tcnobGHg8yhRBCCCE6SlYGCiGEEEIIIeKiBlUcew9T//EKgmetUvGWVFL18kdk3r4Qy/BBkc8Rz3U6OU/RtyRdOJ6kC8fzp13/YIdjR9gxtkATPzr2O74a+1y3z0dRFDQaiLJAtVPyMnVoNM0B3YEiD797tY7K2tgXy8/ScclUKxdNsvCXd+pZt9OF3aVSY1N5f1kTClBa7WfxRifV9X5Sk7TMm2Zh9ngzOi34o1xiykhTF311559Bc2fjbrBRdnbgpigUzJmFzmTEUVmDzmwkZ/xo3LYmdr/+XoeulTygHykF/UO2ueoaYh4Xz5ju1m/6RA5+9FXE/ckF/dEa9Hia7BgTQ1d+504aS83+7nkYQNFqScjNwpySjLO2Hnt5ZZsxzupaTqzawNR/uxdjciIeW/wlhIOBIBr5ZE0IIYQQ5wD5K4sQQgghhBAiJl9tA9WvfYKvuj7yoGCQ+s9XYx5WEHG10oUJKWxxRv+g9aKElE7MVPRVbwRXRt2/2b6Hfc6jjLIURh3XFaaNNrNuV+RygBaTgtPdsVj6ilnNPRzLa/w8/veauM9z06WJBIIqv3m+li37QsP23Ue97D5aG7LN4fbz0qeNrNzm4qKJFpZtcYY9r0EP11x0/pTd7WqKRmHUjQvpP2sK5Vt343U4MKemkDd1AubUM+WRy7bsZN+7n+KoqunQdQyJCfS/YDolG7dhsFpIHz4ErV6HIcES81itXseRL5eTOnggaUMH9cpK4H7TJlFz4Ai1B4+22adoNLjrGljz2z8BkJSfS8GcWWSNGUHl7v3sfeujbpuXGghQcNFMjEkJbPn7KxHH2curKN++BzUY/31vzcpA1wW9B4UQQggheoKEgUIIIYQQQoiogj4/lS9+SKChMeZYf20DnhPlmAry2uxz7DzIVVt38bdx6bh12rDHz7QmMdma1Ok5n8/UQJCmDXvwFJWjSTCTfNFEdKnhS0z2pCJ3aVxjeiIMvPGSBDbucREIht9//dwElmx0UlnXvuWDE4YZufrC5uDto5X2uIJAnRZuW5DEZdOtrNzmbBMExnK8zMfQAXpmjWsbcFpMCj+5M40BOfp2nVO0lZibTeJV2WH3HV20kuPL1nT43JbMdIL+AHveeL9lm95iZsiCufSbNhFrVkbUkDHg9VG0Yh1FK9ahNRoZ/Y2ryRo9vENzUYMqTWUVuOobCPp86C0WUgsHotVH/xnSaDUkD8gPGwaqwSCexjMPgTSWlLPrtfcYOGcWJ1aub+kp2l0c1TXYTsb+/XP0q+X4HOFD9XDyZ07uzLSEEEIIIXqUhIFCCCGEEEKIqJy7DsUVBJ4WsDvabKv/cg2Na7aRATztaOLHMwpw6EMDwdEmKy8VjO7sdM9rjl1HKPnvl/BVnVnBWfHn90i/aS7Z37q213oHAqTrUyjzVsUc0xNGFBj52d1p/PFf9TjCBHaLNjgZW2igut7F2QuFNAo89I0USqr8LFpvx+EGrQbSkjTMGmcmeCpgXL878srD0+ZNtXDPNcmkJmpPXbftvROPVdtcvPrrXG6dn8iq7S5cniCDcvXMmWLBbJSGgd3JWVvP8eUdDwKzx4+met9Bgr7Q3nM+p4v973+O1mBg6MJ57Hz5bdRghPS6lYDHw65X32XcHTeSNWZE2DF+j4eyzTup2LEHn9OFJSONftMn4XO6OL50Ne6zft/rTEbypkxgwIXTMCWHf1jD02RvdyDaE0EgNAer3iZ7zHHtCQIBTqzaSOqgAZ3uEymEEEII0RMkDBRCCCGEEEJE5Tp0vF3jdamhHxZ7SipoXLOt5fWsSjtffr6fjwpS2Z1mwYDCzTOnszA9G20vhlXnOk9JFSd+9leCLk/IdtXnp+Zfi9EY9WTds7CXZge3ZC7g6dLIZfoKTf2ZljC2x+Yze7yFySNM/OezNew56g3ZV10fYNmW8GFeUIWSSj9l1T4cpxbxBYJQ3RDkr+828OFKO7//fiZeX+yQY+IIU0sQCFDT0LFGhm6vSlV9gMJ8A4X5UrawJ5Vv3dnhRqcanZagz9cmCGzt2JJVzPzRd5hw7y0c+XI5TaUVcZ177zufkDFiKJqzVmF77Q62Pvc6jsrqlm2uugZqDx2LeC6/20Pxmo0Ur9lIUv88Bs2dTeaoYSFjKnbsRQ208+c3jiBQb7W0O6Q7myklCU9j7DCwvdz1DWx7/g1mPvId9GbpyymEEEKIvk3CQCGEEEIIIURU7emhpM/NwNgvtJSeffOeNuOSfAHuPHym7F1KUh7BkQY0ackoEUqIiuhq31nWJghsread5WTcMg+N2diDszrju7m38l7NYoo95W32adDwq4EP9/jKxdJqf5sgMB4frbITaZFWWbWfO/+jnNTE6CvyFAWGDggtvWg0dPzrt5okSO8N7oboPVCjyZs6gdJN26OOcdbU0VRWSfrQwaQPHYyjupZji1dRuWtf1OMCHi/V+w6SPW5UyPYDH30VEgS2V+PJMna++g6jbryKvCnjW7Z7w6wI7wo+Z+wVtrHsfPmdmGMUjSaulZdn8zY5KN+6iwEXTOvI1IQQQggheozUCxFCCCGEEEJEZRzYtv9fJIEGO7WfLCfoPhNK+WptMY9rWLyesv97jZL/9wINS9a3f4WJoHH1zqj7gw4X9u2Hemg2bWXoU/ls9N+5Ku1itJwJfEdZCnljxO+4Mu2iHp/Tkk0dW3EUKzMIBKHGFn3QxOFG+mWGhoGF+R3r7TdqkIHMVHnWtzcYkxJijtEazvq+Kgp5U8ZTePlc1EiNK1sJ+nwt/23NTMeQYIlrbo7qupDXnsYmqvcejOvYqFQ49OliAt4zQXq8c2r/tbq/jKii1TL0yks6fHzNgcNdOBshhBBCiO4h7xaEEEIIIYQQUSVMGolt+SZUT+wVVEGXG/vG3di37iPrzmswF/ZHa4m/fFrQ4cK2YjPeihoyb7sKRRP/aic1ECTodqMxGFD0599bnaDXF3OMGseYrlbjq+fTupU0+u2MtBTy0rD/odJXy3F3CSnaREZZh3T7HI6WePlyvYPyGj9JVg2XTLEweaSJusbeCZ3zs3T84JtpbbZPHWVi0Yb2BZRaDdxxRfg+bqJ7qUEVU2pKzHGTv3M37rp6msor0RmNZI0ZgTmt+ThLRhrOmrqIx2p0WiyZ6SHbUgr6c3LdlpjXNVjNIa/tFdUdWv0Wjt/toXL3AfImjwOg/lhxu88Rz2o8RavttodD9BYz2eNH03/WFKyZ6dQePk7twaPtPk8wjkBXCCGEEKK3nX/vkIUQQgghhBDtorWYybp9IVWvf4rqiTNM8geoeu0T+v3wLqwTRuDc174PWF0HjuM6VIRlxKCYY4MuD7YVm7Bv20/Q5QatBsvooaTMnYY+M7Vd1z2XWUYWYN+8P/IAjYJ5+IAem4+qqvym+G/8rfwtPOqZIHmgMY9nh/6KWUkTu/R6xRU+mpxBctN1pCWfWXn40ic23lkaWspx5TYXg/J09FQ2OqbQgMOlYjEpXDTRwqXTLJiNbQv1TB1lxqiHeG+z3Awt374hhfHDpF9ZT2sqq2DX6+/jqq2POi5/5hQ0GoW6I0U0lpaj1etRtFryJo9DZzKSP2Myhz5dHPH4rLGjMFhDV91ljh6O3mKOWkJT0WrJGjsyZFubFYqd5LY1AhD0B6L2HIyk8PI5lG/dhaOqJuz+jFFD0RlNVGzf3al5RuJzutCbTVhPha1jbr2OTX9+EVdt5HA2nJSC/t0xPSGEEEKILiVhoBBCCCGEECIm0+D+5H3vDhw7DuIuKsFXXU8gVq8snx/7pj0YBuQ2N0hrZ7k3x7Z9McPAoNtDxfPv4ato9WFyIIhz10Hch4rIfuBGDDkZ7bruuSrt+oujhoGJM8ZgyO25P4vflbzAM2Wvttl+wlPGtXsf4uLkqSTrErksdSbXpF2CXtOxt6fbDrh56VMbR0uaEzSNBqaMNPKtG1I4dMLXJgg87XiZv0PX64gpI03cPC/26j29TuHqCxN5d1n0e2v2eDPXXJTA6MGGHu+zKMDTZGfb8//C54i8itOUmsyA2dPQ6HVs+OM/Q37/1R87QfGajUx64Hb6z5pC/fHisOU7E3KyGH71ZW22a7RaJtx7K1v+9nLElXWD5s5qEyImD+iHMSkRT2PH+xy2Zq+oAqDhxMl2rd4zJCYw9IpLyJ00lvwZk9n37idU7TnY8mekaDTkThpLyuCBeBub0JlN+F3uNufR6HUEfZ27j48vX4vtZBlZY4aTO3EMBqsZV238x2v0OvKnT+rUHIQQQggheoKi9kD99fOVoiijgT2nX+/Zs4fRo0f34oyEEEIIIYRon4DdiW31VhynVt1prGYSJo/CW1aN+0jssnC6tGT8dbF7BoZj6J9D7re/EXVMw5IN2FZsirjfOCifnPtv6ND1z0WV//yY6te+arPdWJDLoKe/jy41sUfmYQ84Gb31GpoCjrjGDzbl8+7IZygw9WvXdbbsc/Hrf9YSqUpfglnB7ur997wP35zCFbOj95bbfcTDvuMedFqFj1c2Rew5aDYqPPuLnJDVj6JnHVuyimNLVkceoMDsnz2Mz+Fi059fiPggRGK/HKb/+/2oQZXK3fso3bQDV209hgQLORPHkjdlPDqjIeJlXPU2dr76DvayypZtequFQXNnM+CCaWGPKV6zKepKxPYwJidxwc8eovbwMXa8+Fbcx1ky0wh4vOjMZnImjCZ/+iSCfj8NRSUANBSfpHTjjpBeiTqzGb/b3fxnqUDakEEMWXAJW599lUAcJazjYUpNJujz47XH93tLo9cx9rYbyBw5tEuu35v27t3LmDFjWm8ao6rq3t6ajxBCCCG6nqwMFEIIIYQQQoTlb3JQ+ew7+OsbW7YFHS4aV21FMUX+gDrkHB0MAgEURcG57yjGgXloz+p9dZp9a/TPKj3HS/DVNqBPT+nwPM4l2Q9cQ8L00dR9vBpPUQVaq4nEC8eDRkPt+yvQpSWRfMlkdMnRg6nOWmnbHHcQCHDMXcI3D/yEdeNfb9dKt+c/tkUMAoFuCwKTEzSoKjQ6YvcK0ygwc1z4Mp51jQHW7XTy3nI7VXWhK6vMRnB5QsdbTQqP3Z8uQWAnqcEg5dt2U7ppO86aOvSWU6HUzCltVtOFU73vUIwLQO3BozSeLIu6IrqptIKGEyWkDMwnZ/xocsbH//BwzYHDHF++riUINCQlkD1mJEOuvAStLvSjHjUY5OS6LZxcvyVmWdP28Nga2RxldWIkzurmMpyeRjtHv1pByYZtTP3u3WSPG8nhL5Zxcs3mNsf4XS6MyYmMvvkaLJlpmJKbV9oWXnZxl4Wb7nobirZt+d6zJeblkDlqKP2mTcSY1DMPWAghhBBCdJaEgUIIIYQQQoiwGr5aGxIEtqa6u2YlRjSe4nKq3/gMdFqs40eQdsUFaEzGM3MIBAg0xQ6c/A1NIWFg0OMFVQ0519eJaXAe2fddjS41EduKbZT/3zsEnWdK7FX87QOy7ltI5q1tyw92FXew/T8fB13HWdKwgctSZ8Y1/vBJL8UVPVfqs7UFM61MGmHiy3V2Nu114WhbwbBFUIVXPm/ke7ektWxzeYL89Z0GVm5zRgwzXR4Y2l/PgBw9Pr/KyAIDl06zYjXHDitEZGowyK7X3w8py+lzuji2ZDXl23Yz+dt3tgRN4XjtDjyN9pjXKV69CVWNHZI1niwjZWB+fJM/pXTzDva//xm0yhm9jXZOrtuM3+Nh9M1Xt2xXgyq7//UBVbsPtOsa8Wo8Wdbpc3hsjaz9f38ldfBA6o8ejzKuiaayCtKGFLRsG3DBNJw1dZRs2NrpeQCo0Z4uAIxJiUx7+F4UjdyHQgghhDi3SBgohBBCCCGEaCPo9uDYczj6II3SnHRE0oE+gWH5Azi27sWxdS/6nAwSZ4wnccpoFK0WjdlEMEwvqda0ic0rfZwHjtO4eiueE80fXutzMkiaNZGESSM7P8c+wH2igqrnP6Fx7S4IBFEMOlRv27BM9fqo/PuH6JITSL2iOXgLOFzUfbKGhkWbCNQ3oc/LIO2q2aRcNg1F1/5VaOMswzr0NayybY47DLQ1xd+jrKt9vtbOW4ub+66ZDApWMziirEJctMHJ3QuTSU7Qoqoqv3qult1HPBHHn3b4pI8ffDONgjx9l839fFe6aXvY/nwArroGDnzwBRPuuSXs/mNL13B82Zq4+uM5a2qbfwfGoGnn/eV3uzn0yaKQILC18q27yJ00lrTCAty2Rva//wW1B4+06xq9QQ0EqDt8LOa4yl37GHjRjJBtI65bQO7ksRSv3khjaQVak5H8qRNQdHqKVqzFVVPXJXNUNArDr5kvQaAQXUxRlP8C/rMTp3hZVdV7umY2QoiepChKP2AaMP3Uv6cArZfdn1BVtaCd5ywAIj9d1H73qqr6Uheer9dIGCiEEEIIIYRow2+zgz/GB95BFcv44Th3hvlg3WBAl2DuVJnQcHwVNdR9uBRvaSXp116CdeIImtbtiDje0C8bQ1Y6TRt2Uvfpyjbnqn1/Mb6qWlIXXNCl8+wqajCI6vOjidI3DMB9rIxj33uKoN115tgwQWBr1a8vImXBDAI2O8d/8AyeooqWff76Jkr3Hse2cjsD//vbUQPBfY4jvFb9KeXeavIMWdyRdTUf1i6N8ysMpRB/idCc9N57O9vkPJPEuL2xA29VhS/XObhlfhJb97vjCgJPW7/bJWFgFyrZsC3q/pqDR3E32DClJIdsP7l+C8cWr4xwVAQxHoZQNAoZI9rXb65i5z4CXl/UMWWbd2JMSmTrP16Nq/9dzsQxJOblUL3vIA3HT7ZrPj3NWVvPpr+8iKLRkDFiCP2mTkCj01K2eQfV+4+09Bks9m4hY0Qhg+bOpuF4MWVbdnbquikF/Rl06YWkDx3UFV+GOIctefSJPGAWMPnUPwWACQgCdmAvsPXUP+vmPfmYK/yZhBDnAtuip9p1zyfPf0Tu+RgURZkN/IjmADCvl6cTj+4vidNDJAwUQgghhBBCtKG1mEAh4uoTADQakmZOwH3sJMEmZ+i+gB9DbmaXh4Gn2TfvwTxiEAmTRuHYe4SgLUzZPp2W1CsuIOBwUvfF6ojnalyzDeuEERhyMrplrh3hKami+o1F2JZtRXV70Wenknr1BWTcfCkaY9tgqPyv74UEgfHwllThKa6k+rUvQ4LA1uwb9lL77nIybp0Xdv+jx5/i2Yp3Qrb9rfxNDErHwqu5KdPjHpufrWf0YAN7j50b789rbM3h+qrt7fs++fzd0/fwfKSqKvbKqliDcFTVhISBajDIiZXru3w+ORPHggJHF62k7kjzA+xpQwbRb/rEiKVK3Q2xf6e6G2zsf//zuIJAaC59qgYCpA8d3OfDQL/L3VKa1HaihOLVG9FbLTira0PGOatrKK6uaXmdkJuFOT2VxpNleGxNcV8vtbCAMbdcI70Bz3NLHn1CARYA/wZcCURbHjoa+Map/25Y8ugTLwN/nffkYzGajQoh+grboqc6fM/bFj31MvDX5PmPyD0f2VTg+t6eRJx8wKLenkRXkTBQCCGEEEII0YY20YppcH/cRyN/MGweMYiadxe1DQIBAkGcB46hmAzd1l+w+tVPANCYjegyU/HXNrSULTUW5JEyfzamAbk0rtlGxMZsp9i37CHtqjndMs/2ch8t5fgPniHQ6s/VV1lP1T8/wb55PwW/ezgkEPRW1ePYGr7sYSz2bQdpXLE96pjaj1eHDQOfLX+nTRDYMic1+sqlcMZahjIneWq7jvm3m1N59E/VNDlj92Y7LVbG3V0G9Wv+ntld8c8VYPjA6KtCRfwURUFnNOJ3R1+ZqTWG9hNtKqvE3RC+f2pc19VqQ0uLKgq5E8eQM34U6//wDwLeM78jbcWlFK/dxPi7vkFa4cA25zImJsS8ntagp/ZQ7JKbp9UdPk7d4eOggMagJxhj5WFf4nO68DljB+z28ip8TheTHridzX95MebPwGmKggSB57kljz4xB/gH0JH61ynA94HvLXn0iQ+Ah+Y9+Vj4p29Eaz8G2rOct/PNS4U4xbboqTl0wT1vW/TUB8BDyfMfkXu+fexA7L/sRFcBdLQ5+m+A1vXIP1VVtSbS4HONhIFCCCGEEEKIsFLmz6Lyn++h+tqWm1RMBkxDBuDadzTyCQJBLOMG49p/nGCcH7x2RNDlIejyoM/NJPWqi9EnJ6JLOfPhrb8+9of48YzpKWVPvxkSBLbm3HmEuo9Xk3HzJS3b/NX1He7NWPHHt2OO8ZXVEHR50JjPBCRBNcjfy9/q0DXDGWkezBsjfo8SR4+11gpy9Tz1wyxe/9LGyq2uuEK+3ggCdVq4fLoVgIE5ejbuid7n8rScdC1TR5m6c2rnnexxoyjdFDkAN6Umk9y/X8i2YBw9AqM5HQTqLWbyZ00hd+JYDFYLa578c0gQeFrA42XXq+9ywc8fRndWMJk9fjSHP19G0B+5DHBifm67wsAzE+WcCgLby2Nronz7HtRg/IF8Qk52N85I9GVLHn3CCvwO+C60o4Z1eApwAzB3yaNPfG/ek4+91tn5fc1tVVV1RW9PQpxfbIue6pZ73rboqe8lz39E7vnwmmgur7oZ2HTq34OA5Z05qaqqbmBJe49TFCUZmHDW5pc6M5e+RroeCyGEEEIIIcIy9ssm+77r0aW2LVenS07EVxH7IUl/XSOKoWf6nfnKq/EWlYUEgQCaBEvMYzXW2GPOVu9pYEXFat44/g5vHX+PTTVbcfk71ybEXVSOc0/0D/HrP10b8lqXnhxhZNdQ9DoUfehzpMWecoo8pR0+5wjzIO7MuoZ7s6/njeG/Y/X4V+lnzALA6Q7y8So7j/+9ml/8tZrXv7BR0xA5jMnL1PGTO9N5+Vc5zB5v7vCcutN3bkxBq23+XOnymVY0cXzElJyg4Zf3p6OJZ7CI28CLZ6IzRQ5YC+dfjHLWn3lCTiZaQ+dXaPqcLppKyrGkp1KycRt+d+RQ2O92U75td5vtBquFwZddFPG4jJFDSSss6PRcT4v2Z9URhkRr+8YnWNF34PdzJEXL1sTsudhCUeg3fWKXXVucO5Y8+sRAYBvNJQK78pdwKvDqkkefeHHJo09EbsYrhOhRtkVPdes9b1v01Iu2RU/JPX/GJzSXV01RVXWuqqo/VVX1XVVVT/TyvG6huR/kaVXA5700l24hYaAQQgghhBAiIm9lXdhVc77KWuyb2n5Q3YaiEGgM08+vm9i37m2zzTp+eHOttygSJo5s13UO2g7z8tE32Fa3kwpXJaWuctZUreflo29Q7e54JRlvWexjvaXVIa8NOelYJ3WkklF8LOMKUXShn18onfyc5D8H/ht/LPw5fxj8UxakXYhGaX5rWlzh4zu/reAf7zew7YCHnYc8vPFVE996ooLN+6IHrenJOn5xbzrjhxmjjutJ6SlafnFvGlfMOlPtKCddx50Lw/eDa+2+a5IZlCclQruaJT2Vyd+6ncS80BVfhkQro266ityJY9scozMayZsyrkuuX3PgCFv+8QpHvlgWc+zp3njuhkaOLl7JzlffZe87n5CYm83Im67CkpneMlZvtTDoktmMu+NGUgcNxJgS+2csHtECy/ayZKZzwaPfI3v8qLjG504ay0W//AHJ/fO6bA5xU2D4NfOxtvozFueHJY8+MRhYQ8dKBMbrHuBNCQSF6H22RU/12D0vgWAzVVWPqqq6T1XV9tXO7373nPX6dVVVI5diOAdJmVAhhBBCCCFEWGogiG3phk6dwzJiEJ7icmhHWbbO8Dc0tdmmT0smafbE5t6BYVjGDME0qF/YfeHYvI18WbaYIG2/JmfAxccnP+e+IXe2u+QlgC45dosMTbIV+/ZD+Ksb0GelYhk/hJzv3sDxHzxD0NF1H9yf5tx5BPv2QyRMPPMZyQBjLoWm/hx1R+4padIYcQfblof9ef8HuTz1gjbbg0GV3/yzllpb2z9Xj0/lty/V8c/HckhLjv45yo1zE9l5qPvK0sbrx3ekMndK+FVQBl3sn40Ne1zMm9a+VVQiPol5OUz/3gM0lpThrKlDZzaTNqQAjTb8z1btoWPUHy+OeL6ciWPRmYyUb9tFwBO7R2rD8cj3TWsanZbSzTs48MEXIaUty7fuInXwQKY9fB+exibUQABLRhoaXfNHPF6Hs6V/ak/TGo0EPG3vP2tWBhPuuQWNVsPYb15P2pBBFK/ZhKOyOsxZIKl/HsOvmQ9A5qhh1Bw40q3zbs2UksyYb15HysD8Hrum6BuWPPpEFrAY6Ilv/k3As8D9PXAtIUQYtkVPyT0vAFAUZRgw86zNL/XCVLqVhIFCCCGEEEKIsNxFpQSaHB0+XptkJWHKaNzF5dF7C8aiKHH3xNMmhi8nl7rgArRJCTSu3UbA1rxSUWMxkThtLMlzp7drOrvq9xCI8iCrzdfIMXsRhYmD2nVeAPOoAgz9s/CerIo4RvX4KPrhH1teG/plkvuDWxj8f49Q+c+Padq4F4Iqil6HPjcdb3Flu+cRcj1/gIo/v8uQ53/Rsk1RFB7K+yaPHPtdxON+W/BDUnVJvFuziAZ/I8PMBdyTfR1jrEPDjt+0z01ZTeSHbz1elS/XO7htQfQVT5NHmrhrYRKvfNZ9fSAnjzCy7aAn4o/lNRclRAwCARodscPxRntfe1j66ycpP4+k/OirzmoOHmXny2+H7TOn0esYc8u1ZI0ZAUDe5LFs+vOLXTY/S0Ya+9//POzvv/pjJzjw4ReMueVamsoqOfz5UtwNjRiTEnDV2/A0tn0woidotBou+I8fUrp5J02l5eitVtKHDSZj+JCQ8qv9pk6g39QJeB1OGopOUrlzH86aWvRWCzkTxpAzflRLuJkzYQxFK9bhqmvoka9h+DXzJQg8f/0DGNyD17tvyaNPLJn35GP/6sFrCiHO6PF73rboqSXJ8x+Re77vufus19tVVd3VKzPpRhIGCiGEEEIIIcJS41jhEokuM5Ws2xaiMRmxjBiMa/+xuAO9thOJ/7iEiZHLzyXNmkDijHH4KmtRgyqG7DQUXfvfElW4Yodr5a6KDoWBiqKQ890bKP7lPyKu7AnaQ8tlekurKf7F3xn4h3/HOmk4rqOl+KvqUX3+NmM7yn20FNeBE5hHDGzZdk/29RS7y/lj2WuonJmrBg0/7HcXd2dfC8A16XPjusa+Y7FX8+0/Ht+Kv1suS+LDFfaYoVvrnDkvU8ecyRbe+DJ6iJiSqOHX38nE7QlSUetn6WYHa3e5cXtUBvfTs3B2AjPHRe9dmJsR++cunjGi+x3+fGnYIBAg6PPTUHSyJQzUW7qut11ivxxsxWVRf/9V7tyHRqelbPPOLrtuWO14IENvMaO3WEgbUkBCTibm1BSsWRkRxxusFrJGDydr9PCWbaqqUn+0iMbSCrQGPZmjhjHpgdvZ8Myz8ff766Ck/FwyRoR/YEF8vS159InbgOt64dJ/WvLoE8vmPflY557cEUK0i23RU712z9sWPbUsef4jcs/3EYqiaIA7z9r8Ui9MpdvJuwshhBBCCCEEAP5GO45dhwg6XOjSkzHkZnXoPAlTx5B2zVwURcF54Di1Hy3teBDYDrr0FBJnTYg6RtFoMORmduo6WiV2u494xkSSNGssA//nO1Q+9zHuo6XNGzUatIlmArbwKzVVn5+SX7+Av8YWst1f13Wr43w1DZgZGLLtPwb+G3dmX8MbVZ9R7q2mnzGb2zIXMtDU/h5fdbZAzDFabfTymk3OIFv3u/F4VSYMM7Jqe+QwNDlBw+9/kEllbQCrWcPQ/noeeTryiszT5s9oXvFnMmooyDNw/7UG7r825mEhLpxo5rkPG3C4It8XC2ZKidDe1lhaHrGM5Wnl2/cw7KrLADCnpZCQm4W9PPbPUTQpgwYw7vYbWP/0s1HHqcFg9weBQP+Zk6k7UoSjKnZPU73VzPqnnw35c0semM+I6xaQmJsd5chm9ooqdr/xQci1Dn2ymLyp4+k/aypFK9Z17IuIRYGM4UMYdfPVISsYxflhyaNPpAN/6qXLpwN/Bm7upev3SYqiGGlesZUO+IBaoExVVWevTkx8LdgWPSX3vGjtEqB/q9c+4I1emku3kjBQCCGEEEIIQf2itTSu2R7S208x6tFlpuKvrm/XuYwD81AUBdUfoOa9RRDo/nKH5hGDSL/uUrQWU7dfqzBxMEWOyP3DAIYkdq7iUOKMMSTOGIP7WBmBJgcaq5mjD/w26jFnB4Hx0melAuCriv59Pj3ubINM+Tw24NtxXeu4u4Qv69fgDfqYkjCa2cmTOFbq5fev1nGiInKJ0NOmjQ7//Q0GVV7+rJFPVtnx+FqtUtREbldpMij8+e0GZowxM2+ahcMnfRwqjr7qyGJSuOmSxJjzjMVk0PC9W1L53St1YW+P6y5OYOQgY6evIzrH54j9mbPP4aR08w4aS8rQ6HTkThrH4c879wDEkAVzMSRYO9R3tKtZMtMZPO8ihl09nw1PPxszEAy3mtF2ooSt/3iNqQ/dgzUzPeKxniY72/75Bl576EMPajBI6cbt5Ewai0avI+iL/bsiXgm5WeTPmEzq4IFR5ya+9h4E0nrx+jcuefSJwnlPPtaJmupfK3+hOQg8+3/6fkVRtgJfAH9VVTX60xpCRNbr97xt0VOFyfMfkXu+b7jnrNefqKoa+wmoc5CEgUIIIYQQQpznGtdso3HV1jbbVY8Pf00DGouJoNMd17kUox7LyMGoPj8Vz7+H6oqvrGO7abUYcjMwDxtE4pRRaJMSuuc6YYxMGcbm2q00+sL35BqcUECmKXJZvPYwDW5eYec52flKQsZBec0lUr1+NFYThtwMUq+cSfK8qdS+v4Kqf34SeR5D8jEPG9Dha7sCbr539H94v3ZJSEnR4cZCMr/8AYGqnJjnyEjRMndK+DKM//ywgY9WtV01GQyCVhM+j66sC1BZF2DnIQ/vL29i/vTYJR4TzApWsybmuHhcMMFCWrKW95Y2sWmfm2AQhg3Qc81FiRG/TtGzzGnhA/AQisL+9z4L2ZSQk4nf68PdqsedNTsDn8PVJugK5/DnS5n84O2kDR1Mxfbd7Z12l1C0WrLHjWLYwkvRW5rL3uZOGsuRL5dHPzBCCOp3uzm+bC1jbrkm4qGlG7dH/fOp3LmXUTddxf73P++SQFCj1zPqpqtJ6hf794/4+lry6BMaIL4nWrqPAnwH+Ekvz6OviFTzXQdMP/XPzxRF+T3wK1VVY5cWEOIU26Kn5J4XLRRFSQSuP2vzS70wlR4hYaAQQgghhBDnMTUQoHHNtigDVAy5mRjys3HsPETQ5YZgEDXCB7Epc6ejMRqo/XAp3pJubIURCOAtqSRx+rgeDQIBDBoDNw28jk9OfkG1J/Sh0cLEwVzRb16XX1OflYrGaibo6HgPQMuYwfR78bGw+9JvmEPjiu24j5S02acY9eR+L/5KRkGvD+fe46j+AOah+ehSEvn3o//D+7WL24w96DnK8Wm/YvyXf0DnjxyA5WfpePz+dMzGtkFcUZk3bBB4WiAIC2dbSUvS8PqXTWFbMVbXB/hqQ+xVYGZT1wSBp40aZGTUA0aCQRVVjV0GVXSco6qGih178bncWLPSyZ04Fp0p+upLS0YaqYMHUn/sRORBYcIve0U1yQP6MeaWa/E22TGlJpPUL5eqPQfY9fp7EGPRoO1ECWt/9xeGXHkplbv2ovbA6uqz5U4ez6gbrgjZljd1AsVrNsUVaIZTtXsfwZsWotGGL6Nctfdg1OPVQJCgP8Dsnz5E6abtNBSV4KiuwdMQvRyyMSkRndkUUro0MS+b4dcukCBQAFwBFPT2JIB7lzz6xOPznnwsvqevhBl4HLhQUZSrVVW19/aExDmjz9zztkVPPZ48/xG553vXN4DWb0IqaV59/LUkYaAQQgghhBDnMW9pFQF79BDEfbyErLuvI/WyWQAEnC7qPl2Jc++RliVX2qQEkudMJXHaWAJ2J/bt+7t97gC1HyzBc6K5LJ0+N5OECSPQxPiAvyukGJK5s/BWTjpKKHNWoFE0DE4sIN3YPRWHNEYDqQtmUPtejFU5UUQq8+k+Woq7qJzMOy7HsfMIDYs2NYeOGoWEaaPIvmch5hEDwx57tup/LabmrSUEGpo/k1P0OuoXFvLB9CURj/Faa6getJLcw1eE3X/zvATuujIZTas+Xo2OAEs3Oymr9rN6e+wQ7/BJLyMKjGGDwNNqGgLotOCPsr5g9jhzzGt1hEZ6lHWbYCDI/vc+o3zbrpDtR75YzqibryZ77Iioxw+/9nK2/uNVfM72BfG24lK8dgdZY86cP2vMCPrPnMLJdVtiHu9ptHPok8WMunEh+z/4oktLY8aj7tBRVFUNKVVqsFqY9MBt7Hz1XVy17SsfDRD0Bwj6fBHDwKA/9tcY9PkwJiZgSLDSVFoe1/cldfAAxtx6HbaTZXib7BiTkyQEFK2F/59Pz0sHpgKre3sivUQF1gOfAZuA/UAdEKT5z2YScBVwN6HlQ+cAbyqKcq2sEBRxkntetHbPWa9fV1W1Z//S1YMkDBRCCCGEEOI8FteKk6CKp7gMx65DBOxOdKlJpMyZRtqVF+GtqEEx6DHmZ6NomldNuY+X9EifwNNzs2/Z2/KyYfE6Mr6xAMvwQT1y+f7WfPpb83vkWln3X0Xt+ys61otMUUi5bGrIJvuWA5T+/nV8FXUt27SpiWTfdxWJs8aisZrQJVnjvsTJ59/nnd3vsP9CB3q/wgX7Uhh3IoHP61aGlAYNp67fxohhYH6WPiQsW7TBwd/eq8cbvb1fCJdH5UBR7JK1wwYa2HfMG3ZfSqKGKy/o2VWoovOOfLmsTRAIEPB62fPmB5hT7yYpPy/i8QnZmUx96F6KVqyjYsfe5jAqORFU8DSGLxV82vGlq8kaPTxkW8Hc2ZRs3I4aiP2Ztc/hpGLnvh4PAgHcDTYOfbqY4VfPR1VVag8do6msAq1ez8T7b8NZVYPtZCmO6lqqdsX38Ich0YrWEPqwhrO2noDHgzkthaT8XJzVtVHPkZSfR/n2PRz4IP6H9vNnTgEguX/k77M4r03u7Qm0MoXzMxhYBLyhquqhCPvLTv3zqaIo/w28CcxutX8h8G/An7p1luLrQu55AYCiKIXABWdtfqkXptJjJAwUQgghhBDiPGbIzUAx6FGjJCsas4nKf74Xsq1p7XaSLp5K6mUz2x4QbflVN1M9Pmr+9Tm5D92GPjOOfl99VNDjxbHrKPgDmEcMRJeaiNZiIumiCTSu3N7+E6oqxY8/R8HvHkJjNVHyxMthzxOob6L8T++g6LWkXXNh3KffVLqJ2/OfoXbUmZ+jNy+qYsKxBEafiB0oBrWRf/6G5Bta/nvnITf/91Z9u/PQnHQtu46ED/laszUFmDbKxNYD7pA8e2Cujp/dlU5qYvgVTaLvUYNBPI12Sja07YfaMiYQ5OAnSzAlJ+B3e7BmZ5I/fRKWjNAVvpb0VEbduJCR119JMOBHq9ez/ul/xAwDm8qrUIPBlgclfE4XJRu2odFpCcQRBgLUHjwa17jucHLdFtKGDOLwZ0tw1px5aODQZ0vImzyOEddfwc5X3on7fP2mTkQ5FezXHjrG0UUraCwpB0Cj15FWWBD1+KT8XJL657HnrY/iu6ACQ6+4lJSBPfPAhjj3LHn0CS0wvrfn0UpfCil6jKqq69oxtkRRlHnAMqD1X0J/qSjK86qqxi4XIM5btkVPyT0vWrv7rNfbVFXtnWbNPUTCQCGEEEIIIc5jGpORhIkjadrYduXMaUFX+FYWjSs3Y8hKwzp+OJ7SSuxb9xFotKMxG0FROraCrQuo/gBNG3eSdtWcXrl+Z6iqSvXLn1Pz7nKC9ubyd4peR/Ilk8n93s1k3jafpnW7I/ZstIwfgnPnkbD73IdPcuzf/4DGasZ9sDjqPKpe+pzUK2eh6GKHX9W+Om4tepSGpLaB3o7BdpyG2KFHQt2QsNtHDzaQna7F7gySYNHw/nJ7h36sDhX78HhjH1haHaC0OsDkkUZmjjHj9asU5hsYU9j9pWdF1/DaHRxfvo7ybbvwR/jd1ZrtxElsp/679tAxitdsYvjVl9F/1tQ2YxWNglajByAhJwtHZU2bMSFUlaDfj9ZgwNNkZ+s/Xg0J1fo8VWX3Gx8Q9PnabC/bshNFq8XniO9z96T+eRTMaf7cvnrfIXa99i5qqwdHgj4/NQeOYEiwhu1JaEpJYsyt19FUVhlXidLcyePoP3MKSfm5cc1PnLcG0dx7rq8Y3dsTOBeoqupWFOUumkuJnv5sOwuYD3zYW/MS5wS55wUASnMd9DvP2vxSL0ylR0kYKIQQQgghxHkuZcEF+KrrcR872XanTgdR+jg1rt2O+1gJ9q17I47plA6Giq7D0cOuvqriz++16Quo+vw0fLUR2/JtKEY9+pw0fNUNqO62K93cR0ujnt9bUh3XPPx1jTh2HCJhysiYY1+p/JgGTeS+XYfyXWTXG6hMDb8yT6NqyDkyv8325AQN/oDKTT8rA2Bgjo7iyvaXS8xK1VJV3742Qlv3exhTaOQb85LafT3Rvfz+IEUn6/H7A+RmJ5GcdKZ1lNfuYMvfX+lc4KaqHPxkEQm52aQOGhBx2IALplO5c1/UU2kMerSG5pWthz5d0mNBoEanJRgIEKM6b1zaBIGtlG3ZQfqwwpjnyB43ilE3LURrMKAGVQ59ujgkCGzNa3eQPW4kGr2+pSxp1tiR5E0Zj95soqEozP+nwhhx3QK0en1cY8V5ra/Vfo6/Nvd5TlXVI4qifAzc0GqzhIEiFrnnxWlzgIJWr73AG70ykx4kYaAQQgghhBB9hN8fpLLejcWkIzXREPuALqLR68i49Qpq31uM6/AJCDbXR9TnZOCriL7yxVtWhbesqh0X05B+7SUY+mXhPnaS+s+jt8lImDwqpCdg/HqvVGlHeSvrqP1gZcT9qteH6vXhbWpeiWPIz8JXVR9S4vX0asKuEIjzXEsbNsQcc+HeZJZPs1NrCD2nFi1/HPJzRt05ns/XOjhe5sNsVMhO07F+twub/UytzhMV7Q8CTQaF5ARNu8NAgM/XOrjpksSQfoWid63ZWMSaDcdxupp/5jWKwvChmVyzYBRWi4FjS1Z1TeCmwsm1m6OGgUn5uShabdTef6o/gM/pQlVVqvYc6Py84jT0yksxJiVy4KOv8DbZu+06aiCIOT16OWa9xczob1yNRtf88VP98WJcdQ1Rj6nctZ+Ugv5MuOcWTMmhgbwlM7057PRH/nO3ZKZLECji1dd+wWt6ewLnmKWEhoHDIw0U4hS558Vp95z1+lNVVaM3Lv4akDBQCCGEEEJ8rZVWO9l3wkaSRc/UEen4/EEOnmxEr9MwYkASzRVCepfHG+C3r+/luU+OUFHnRlHgkkk5PH73GC4cl9Xt1w96vFS+8H6b4C9WEBgPTZIVc+EAVI8XfXY6CVNGo0tOBMCQk4HnRBnOveF7Yhn652Dfvr9D1zUN6t/hOfcW27KtLUFsPLwl7QhhO8A4KC+ucQE1dtCW4tCxPPUp3kvfzed1q/CqPqYkjOa+nBsZaRkMWTBhWPMKryZHkLv/q7zTVWbTkzU8ek86/3i/oUPHV9cHaHQESZE+gX3C8jVHWb4m9HdFUFXZf6iK2nonD9w6ifJte7rsevXHo68uDng8UYNAaO5beDqcjDW2IzQ6LTqzCW9Tc1nNhNwsBs2dTfa4UQBkjBxK7cGj7H//87ClN7uCJS2FvKkTKNu8o80+RaNh5A1XtgSBAF57fOFkQ9FJtv3zDaZ/7wG0+jPHG6wWsseNonxb5JY++TOkBZOIW+xawj2rr82nrzt7qXBmr8xCnEv62j3W1+ZzXlAUJQG48azNL/XCVHqchIFCCCGEEOJrqazGycPPbOHTdaUETpUjS0nQEwiqNDmbVxgN6ZfAj785igevCt+vrCf4/EGu/vlKlm6taNmmqrB0awUrd1Ty3m8u4qpZ/bp1Dk3rd3ZJ8BdOsNFByrwZLQHg2TJuXkB94hrsW/e29MFTdFqsk0Y1rzgMxB+OtVAUTMMHdmbavSLQFF/vrZ5g6J+NaWBOXGNnJ01ksz16CHPRoDnkj5vA95nA9/ud3Z4j1PKtTjy+jiWBIwoMjC00Uthfz8yxZnRahaH9DRw5GbnUYSSKAgZ99IcFmpxBvlrvYNNeFyVVzT+/owYZuOaiBMYNNUU9VsTP6fKxZsPxiPurqu3s3FFEwBu+FG1HKJroD+trdHoUjQY1RoCvM3Vfv8mBF81k0KUX4m6wodFqMaWErqLTaLVkjhpG8ZpN7Q8DFYXkAf2wnSiJOiypfz/yZ04huX8eJ9dtwV5RBYpCxoghFMyZRcrA/JDxppTkuKfgrK6lctc+8iaPC9k+7KrLaCqvxF7e9oGIrLEj6D9TwkARt2IgSN9ZnRP5F50I5+z/ucuSYBGL3PMC4CZCS7RWAl/00lx6lISBQgghhBDia6e+ycvc7y/hSGnoCoQGe+hnBkdK7Xzn95uoqnPz2F1jenKKLV5fXBQSBLbmD6g8/Mxmrpiei1bbfe9Zu63f32lRPlRXdFrSrrqY5Eun4zlRDqgYB+QRdHsoe+rljl1PVal5/TOcowtJv3E+GsO58dmQcUB2b0+hlfjDuHtzrucfFW/jCnrC7h8XHMBVd38v7vNV1be/HCjAtNEmfnFvOnpdaIC38AIrX6xr/6qoCcOMWEzhf3aDQZWXPrXx8Uo7vrMWfK3f7Wb9bjcPXJvM9XPDh+AiPn5/kGAwyP5Dlfj80UO3vUfqGKjVoMZ4gCBtSAGWzHTKNu+IWmoyY3j0XnganZbM0cOp2h159XJCThbWrAwAEvOyaSqrjHrOSBSNEtpjT1HInz6JwfMuQtEoWGKU6sydNJb6Yyci7tca9Fizs2gsKUVRFNKHFTLwohlo9Do2//WliL8Okvrnkdy/eQVxv2kT6TdtIgGfD0WjRRPh/1kpA/OxZmXgqIrvAZSqPQfahIF6i5mp372bsq27KN+2G5/DiTk9lX5TJ5I1ZgSKlPYVcZr35GOOJY8+cRCI3SC3Z2zt7QmcY85+aim+xsjivJU8/xGHbdFTcs+Le856/Zqqqh17A3KOkTBQCCGEEEJ87fztw0NtgsBofvPKHh64qpDsNHM3ziq8l74IXyLztJNVThZtqeCK6fGVbOwIf2MHekppNZhHDMa17yjR6jnqczLQJVoj7m85ndmEZcSgM3Oqs7V/Tmdx7j0KmqVk3rKg0+fqCclzJ1Hxl/f6xApB78kq/PVN6FJjh1n9jbm8OOwJ7jv0S5zB0GpHQ0wDeG3U/7Xr2rp2fJA/fqiRrDQtl0yxMG6oib3HPBwv9WEyKkwfbSbRqsFkaH+QrtXALZclRdz/wic2Plge/b55/mMbk0eaGJBzboTRfUUwqLJy3VE2bj3Z0hvQaIz90YXTD1mjR1C5a1/EMenDC5l4760AKIrCyXVbwo7T6LQMuGBazGsOmjubmgNHCPrCrDxVYPBlF7W8LLx8Djtffjs01ItT/9nTsGZl4KyuRWc2kTN+NOa0lLiPz5kwhtLNOyKu8ht21WX0mzaxeZWjooSUzx521XwOfbqoTSBoTkth7Devb3OueHr1jbj+Cra/8C+CvtifuwX94cdoDQb6z5xC/5lTYp5DiBi20neCgfC/lEQkF5z1+uyyoUKEI/f8eUxRlALgorM2v9TzM+kdEgYKIYQQQohzRjCoUtfowWLSYTFF/qvs64uL2nVenz/IG0uK+OE3ev59YXFl7OCnuLJ7ej2dpk20Emhoijom47aF+MqqCNid6FKT8NY04Iyjn1/SBZM6NCddSmLzisJ29NALx7nnEL7LZqJPi780XW/RGA30e/ROTv7X8y0lU3vTyf9+EV9VA7pkKynzp5Fy+XQ0RkPYsRfVF7C0/BHesWxlb2Y9JmsCV6ZexLXpl2DQxBeGBYMqz31o45PV8YfT189NYOooMyfKfTz8u0qOl50JZQz6eq69KJGxQ8LPORKTQeFHd6Qxdkj48o42e4BPVsWeo6rC52sdfOfGlHZd/3yhqio795azadtJKquaMBh0jBqRxYmT9VRVh/7O83hi3w+ZaVYGX3ARtYeP4Xe1bcGjNRgYcvmcltdDF87D5/JQsT2095zOZGLMrdeQkBO7X2tiXjaT7v8m+9//PGSlmzEpkaEL55E1enjLtozhQxh7+40c/nwprtr6lu0Jedm4621h5wzN5Ur7z5zSrvDvbBqdlkn3f5MjXy6nbOsuAp7mcqrW7EwGX3oh2eNGtlzrbANmTyV10ABKNm6lqbQCjV5P1pgR5E0e1+ESqKmDBjDlO3ex/4MvaCopjzo2MS++csVCdMJq4I7engTNJS839PYkzhWKoqTQtufX0l6Yijj3yD1/frsbaP3k4VZVVbuu6XQfJ2GgEEIIIYTo8zzeAL9/cz//+PgwpTUutBqFq2b147E7xzB5eFqb8SXV7V9ZVV7bO/3b8zLMnIgR9uVldO+KxYRJo7At2xhxvy49GeuoQhjVXDbPdfQkDYvXxzxvyryZJEwY0aE5aRMsWEYOxrn3SIeOb6GC68Bx9LMmdO48PSRp9jgG//lH1Ly9lKZ1uwl6/RAIX8pQMepRvb72VPRsF8fWgwB4T4JzzzHqPl3HoD/8O9pES8sYf30TJ3/zIo5tzWOvA65TFJIuLKDfoxejjTMIBHjjq0Y+jiNkay3BrKHOFuAXf6mmwR4aHHt98M7SJmx2S4Sj21IUyErT8tbiRo6WeLlydgLpydqQMRv2uIlSXTLEiYr29yo8H6iqygef7WXHnrKWbT6/l83boveni0SjBhhuauL4srWkFAzAXd+AvbKq5d5IHTyQoQsvDQmWNFotY265hkFzZ1Gxcy9+t5eEnExyxo9Ca4g/QE4p6M/MR75NQ9FJXHUNGBIspBYOClsmM2v0cDJHDcN2ogRPkwNzWgpJ/XKoP1bMjpffagnpTlM0CiNvXNipIPA0rcHA8Gsup/DyuThr6ppLg2amx3VsYl42I6+/stNzaC2pXy5Tv3s3a578E96m8P8PVDQa8qd37IESIdrhX8AfgIRenseH8558rHsaOH89/R5IafXay3nS80t0Wp+555PnPyL3fA9Smksf3HXW5pd6YSq9RsJAIYQQQgjRp/n8Qa7++cqQvnqBoMpHa0r4alM5n/7vHOZOPNNr7cd/3Ybd1f5VVQOzmwMDh8vPloO1KIrClOFpUVcgdoW7Fgxm/d7I7wNz080smBZaIlRVVRrsPkwGDeY4yufFkjRzAs49h/FV1YXd76+1UfK7F0iaPZGEqWOo/2pNzHNqkxNInjO1U/MyDSvofBgIzaXvziHm4QPo//i9La8bFm2i4tkP8decKZ1qKuxH0oUTqHlnKUFHaJBtHlmANsmKfWPX9oJ0Hyqm/M/vkv/z5vfQqj9A0U/+jPvIWQGOqtK4agdBl4eC//dwfOf2Bvl4ZfuCwIwULSMKDLz2RWObILC1xZvifzhAVaG4ovn3x5GTPj5ZbedX38pg5KAzK6Dcnvh/nixG6V0Wzr6DlSFBYGck+B1M9B6jZmXofWBMSWbYlZeSlJ8bNUyzZmVQeNnFnZ5HSkF/Ugr6xxynKEqbcamDBzDj+w9SsmErNQeOoAaDpBT0p/+sKV2+Mk5nNJDUr2+sttNotYy/82a2v/Amfnfo90/RaBh101VdEoQKEc28Jx9rWvLoE68B3+nlqfytl6/fKxRFeRRYrKpqXL3TFEXRAf8L3H/Wrr+rqhp9qbEQQPL8R5psi56Se/78dCEwuNVrL/BGL82lV0gYKIQQQggh+rSXvjwWEgS25vYG+LenNrHvlatQFIXdxxp4+u0D7b6GVqPw6qIi/vLhIU5WOnF6mpf9JFv1TBqWRkWdi6p6DwNzLNx3ZSH3XVmI0aCNcdb43DV/EK98eSxsIKjRKPzhoUnodc0rTHz+IE+/fYC/f3SYE5UOtBqFK2fm8didY5g6Ir4VHuFozEayH7iRhq/WYt8avt9WoNFO/ReraVi+EdXtDTumtaAn9phYmtZu6/Q5AIwDcrvkPL0lZf40ki+ZjH3bQQINdgz9MvHXNVL8H8+F7dfoOlCEaXA/NFYzQYerS+diW7aVnO/egC4lgcY1O9sGga3YN+/HufcYltGDI445bc9RLw53+5Y41tkCbNnvZu3O6F9jlJaWMTlcKk+8WMuL/5GLXtcc7A3Ki3+140WT4l+VeD7ZtL1jKwABzKce0PD5g/TLtDDo+G6C3rYruz0NNo4uXsnMH367w9fqSea0FIZeeSlDr7y0t6fSo5IH9GPGDx+kdOM2qve3CkJnTo6rVKsQXeTPwLeA9jeZ7Rq75z352PJeunZvWwD8VlGUdcDbNJf6PKCqasiTfYqiJANXAj8FJpx1jqPAr7t/quJrpNfv+eT5j5yv9zwAiqLMBsKVvxl/1muToijzIpymTFXVyM2i27rnrNefqKoa/mnYrykJA4UQQgghRJ/24mdHo+4/dLKJVTuruHhCNi9+Hn1sJIGgyuYDtW222xw+lm+vbHld2+hh26EtvLfyJJ8+OQeTsf2BoM3uxebwkZ1qwmjQYjJq+fL/zeU/XtjFS18cw+ZoLis4bWQ6/3HPWK6Y3rwqMBAIcuPjq/hs/ZnVNIGgyidrS1m0qZyPfnsxl03peOiltZgxDsqPGAaeFk8QCKBLSerwXHxVddR/tSbiSsX2MORlYTrHw0AARaclcdqoltdH7v+fyCmXCu6jpacOVELHGXTokhPwVzd0aB6qz4+nqBzdhKE0rt4Zc7xt5Y64wsBAoP2JXVCF371ch9XSvZ/j1DcGeeZfdRTmG5g43Mi4oSYG5OhaVhBGMqS/ntnju7fE77mqprbjfVBzs5O455tTADi5fgsH90cu8eysrqXmwGEyRw3r8PVE9zMlJ1E4fw6F8+f09lTEeWrek4/tXfLoE08DP+qFyweBc+Ophe4169Q/AB5FUUoAGxAA0oECwgc3FcAVqqq2/Yu8EBEkz39kr23RU3LP967XgYFxjMsGFkfY9zJtA76wFEWxADedtfmleI79OpEwUAghhBBC9GlFFbE/NC6qcHAxUFzV/l6BHbF8eyX/7819PH732LiP2Xmknv96cTefrS8lEFRJtuq5a8Eg/vOecaQmGnjq4cn89wPjKapwkGDWMSDbGnL8v5aeCAkCW/P4gnz3D5s49Po1aDQdL0voOljU4WPPljgt/j+b1jwnK6h86QNUT+d7relSk0i7eg6+2gZ0yYkouq5ZzdnbPCVVZ8K+WM4ODL1+/NUNGPpl4i2vaU7UADQKSReMbw74Yiyl05ia+6kF4wiG1ThXiA4dYECnJe5efKc5PSoGQzc1TWxlxVYXK7Y2r0CcMMzIQzel8j8v1WILU55UAWaMM/G9W1LRaaVMaDgmk44mu6dDx06deKbEZt2Ropjj644clzBQCBGPXwJXAcN7+LpPzXvysdiNmM8vRqAwjnGfA/eqqlrVzfMRX0+9ds8nz39E7vmedyOQ2Op1BfBlL82l1/TWUlghhBBCCCHikpNmijkmO7V5TF56z63Cee6TIwSD8YUQmw/UcuHDi/l4bQmBU8fYHD7+9N4h5nxvMTZ7c2BiMekYVZDcJggEeCHGCsnj5Q6WRCinGrdgO5OYCHTpKSRMGdOhY2s/WNLpIFBjNZMwfRwai4mKf7xN2dOvUPK756lftA7V3/5+kn1N0NWxEKU1b3kNg57+Pv1+ejt5P7mdYa//CvOIgTGDQH1uOqZhzWGMefiAmNfZaM/gb+/Vs3anM+rqv7QkLRdM6FhJzYamnu0JueOQh+c/buD/fpzFLZclkp+lIz1Zw/CBBm65LJHnH8/hl/dlkGT9eoTP3WHcqI6t1k1PszBiWGY7j5JAVggR27wnH3PTvMKk8/+Tjd9u4PEevF5f9ATwd2AvzasAY7ED7wAXq6q6UIJA0VHJ8x+Re/78cvdZr18/uxzx+UDCQCGEEEII0afdtSB6icF+GWYum5IDwD1XxC5H2FVKa1zUN8W36un7f9yCwx3+vcae4zaeeSd2n8PjFfbYY8pjj4mmK3rr6dKSyfm3W1E6sELRXVTWJaVB9dnp2Dftxlt65vOhoNNN46otVL36CWqga0LP3mLol9myOq/DgiqOnUdIvXIWaQtnoTEZqHrxs5iHZd11BYqm+W1k6sJZKPrIxWYcWhMvVxfy6WoH//NiHd/+bQUllZGD3oduTmFEQce+rtSknn1re6jYR1GZj7sWJvOPX+Twyq/yeOqHWdy1MJnsdCnAE8vUif1JTW7/wxtjRmSj1Zz5XqcPHRTzmLQ4xgghBMC8Jx/bAHyT+EKpzjoGXH4qhDxvqaq6WFXV76qqOgZIAqYCNwPfA35B8+qth4HbgYlAiqqq31BVdVVvzVl8fSTPf6TH7/lTIeR5T1XVAlVVlU7+c087rjfvrGN/3I1fXp8lYaAQQgghhOjTHlhYyPjClLD7NBqF3z80Ca22+a+1k4alcf/CeKoKdY3/eW1PzDH7imxs3B+9jckLnx+LeZ7Tqx+jeWdFMVO/9QVzv7+Ev35wCLuzfSvsrBNHoRj1cY01FuSRcesVmIYMQJeRirEgj/Tr55H3vdvRGjsW6PjrGjp03Nk8x0oirnBzHz2JbdWWLrlOdwh6vHir6gk4I39OoLWYSJk/rdPX8jc0tfx3w5LNqL7oD8eahg0g9YqZLa/16cnkP3Z32PKrHo2B1wpuwKc58/NUXhPgl3+vwesL/72xmDT87t8zefSeNGaONTG20MCYwvh+luobe3Z1IMC63fJZTkf4A0H8/gB33DyRwkHp7Vq35zjrd1rOxLEYEtuupD7NmpVBxvAhHZypEOJ8NO/Jxz6gOYzqztVCB4CL5z35WHk3XuOco6qqU1XVLaqqvquq6p9UVf2tqqpPqKr6F1VV31BVdYeqquf2E12iz0me/0iP3fPJ8x+Re170KnlkUQghhBBC9GkJFj1Ln5nHd/6wkQ9Xl+A/VWpw7OBk/vuBCVw1q1/I+H/8eBrD+ifyp/cOUVLdvT0En3nnIDNHZ3LTnMjlEk9Wxe55WFLtRFVVFCXyx+J3zh/E5gPRV80t31bZ8t+rdlbxx3cPsPTpeeRnxVd+UWsxkXnbVVS//imqN3qQmDRrIpZRhVjHDI3r3PHQWHqmzKtt6UY0JiNJMyf0yPXi4au1UfXCpzQs3YLq9qLodSRdPIGsexZizM9qMz7729fhOliM62Bxh6+pS0kk6POj0evw19pijtcmtA2kk+dMwjgoj7oPVuLYcRiXF1b5B7AhfRL1xpQ246vrA6zc5uSy6eEDHK1W4cIJFi48VTLU61O551flYXvz9TZfhFBThOd0eVm+5hg79pTh8fjRKGC1GklKMqHXa/H7AzTYogesSYnGkNc6o4GJ997KjpfewtMYujLakpHGhHtu6dAqZSHE+W3ek499sOTRJy4CXgJGdvHp3wD+fd6Tj3W+FIIQokskz3/kA9uip7r1nk+e/4jc86LXKWqMnhCi4xRFGQ20PC6+Z88eRo8e3YszEkIIIYQ496iqyg/+tJW/fHAoZLGXTqvwu+9M5Ps3jwh7XCAQ5HBJE79+eTdvLet4YBLLReOzWP7HeRH37z7WwIT7Po96jtx0MyXvXR91jNPt5+LvLWbbofp2zW/OhCyWPhN5fuEEmhw0bthF08adqO62pVCT50wjZd6Mdp3zbKqq4i2twldnw19nQ9Eo6LMzqH1/MUGHq1PnjosCOd+9FWNe26DttIDLjWPbPpwHjkMgiHFALglTx6BPT+nSqfhqbRx76A/4KtquIFVMBpIvmohxYDbJl03DkJV6Zn4OF+V/eY/GldsJOjq2Sk1jNZNy+TT06clUPvdx1LEpl08n/+d3RR3zt3fr+XRN9AD8wglmHr0nPe45/u/Ltaza3gM/E0CCWeGW+UnsP+5h3a7of6bfviGFay5K6JF5neucLh/Pv7aJ6trYD0dE88h3LyQlTHnRgM9P5a591B87gaIopA8fQuaoYWi0UgxJiHjs3buXMWNCev2OUVV1b2/Np69Y8ugTJuBXwI+AzjaCrQS+M+/Jxz7s7LyEEN3DtuipLr/nk+c/8mFn5yVEV5GVgUIIIYQQok/7w1v7+fP7h9ps9wdUHvnLNgblJXDN7PyQfUdKmnhvZTF2l59RBSlA94WBG/bVAFBr81Df5CU33YzVfOav2WMHpzBleBpbDkZ+GPTeOHodWkw6Fv/hUn769+28saQIl6e5SlKSVU+jI/IqvhU7qthzrIExg1Oint919CT2LXvx19vQWs1YJ44k/2cP4D58AsfOAwScHvQZKSROHYMhQoDmOnoSz/ESQME0dACGvCycuw7hPHAMNRDAmJ9DwtQxuI+epGHJegKtylSepkmIsjpQq4FAF60QU8G+cRfG68MHpd7KWqpe/ICA/czqUk9xOY3rd5Bx8+VduiKy+uXPwwaBAKrbS8OijQBUPv8pGd+cR86D1xJwujnx6N9w7j7aqWsHHS7q3l+JIT8L9DqIUio0deGs2OeL41nTeMa0dqKifeVuO+PSaVZumJuIc6aVHYfKcbojlTRVmDctvhW3AtZsON7pIFBRCBsEAmj1OvImjyNv8rhOXUMIIVo71c/vZ0sefeIl4N+Au2jua9ceB4G/AS/Ne/Kx2MvwhRC95lQ/v5/ZFj31El1wzyfPf0TuedGnSBgohBBCCCH6LL8/yDPvHIw65g9v7m8JA33+IN/+/SZe+epYpJZxbUwfmcbG/R2v2qLTKlz96Aq+2FiGqoJep2He5BxeeHQ6WanNH1z/4aFJXP7j5bi9bducDOufyA+/EX5149lSEg08+5Pp/L/vTuRQSRMJZh1X/nR51DAQYNOB2ohhoKqq1H24FPvWfSHbXQeLMA7KJ+vOq7GMit6H0V/fSNUbn+Irr2nZZluxCXRa8J/5mt2HTjRvj5IGBe0uFKMejdl0JizUaLCMHEza1XOoePYd/HVd877aU1YVdrsaVKl+49OQILBFIEjNO19h7JeNLrW9nw20FfT5aVi8Oc7BQWpeX4Q+PRn3sbJOB4GteUuqsE4ajmNb+Pst5YoZWMfF7r02ttDI52ujhz5jhxij7j9bYw+VCLWYFK6fk3DqvzX84t50/vv5Wtze0J9Xk0HhF/emYzHJqrN4bdtV2ulzqCr4fH70evkYQwjRs+Y9+dh+4N+XPPrEo8A3gAuBycAo2n622ghsB7YAX8x78rGlPTlXIUTnJc9/ZD/w77ZFT7X7nk+e/4jc86LPkr9FCyGEEEKIPmvXsQbKa6OXB1yzuxqHy4/VrOOHf97Ky18ea9c1Kuo6Vl7xNI83wOcbylpe+/xBvthYxoCbP+SL381l7qQcLhiXxbJnLuU/XtjF0q0VqCqYjVq+eWkBTzw4nrQkI6qqsmxbJXuPN5BkNXDtBfmkJhrCXjM5wcDUEc1lFo362BVsTIbIY+yb97QJAlu+tuMlNCxaR9pVF0c8Xg0EqHz5I/w1YcqX+tuGn/EsC1M9PqwzJ2AZMZigx4s+Kw1dYnOPuYTJo2lYvC7mOeKh0YV/O+Q6VBS9h14gSNPm3aTOn93pOQSbnARdnnYdU/2vRQQau74fpnPPMTQpVoKNzpbvky4zhaRZY0m7YU5c55g13kx2mpbKujDfeyDJquHSqRZqbQEOnfCi1TaHg2Zj5GDN0w29+RSg9Vlz0rU8enc6mak66mwBVGDicBN/+3k2n69xsOOQu3nbMBNXzraSlSZvpePl9QVwurpmdac/oKLXd8mphBCi3eY9+ZgDePHUP6fLiOYDJiAI2IGT8558THoyCfE1kDz/kZB7/lQZ0Tb3fPL8R+SeF+cEeQcjhBBCCCH6rHhX96mqyokKB89+cqTd1yiu6niooiiRq1b6/CpX/nQFN88dgFGvZfbYTB69bRQ5aSbKalwMH5DEd68dSlaqic0HarnriXUcOnmmbObDz2j58a0j+a97o5e9u/aCfH7/5v6I+00GLQum5Ubc37RhZ9Tz27fvI+WymWiM4YNJ596j4YPATnIdOE7qvJlttifOHI9z/1G8JZWdvoZx6MCw270lFTGP9RTHHhMPTYIZxWQI25sxEn9191QcUr0+VG9oaOOvbqDuo9XUfbQay5jB5P77zZiHD4h4Dp1W4b++lcEv/1ZDrS00EEy0aPjpnan8+e161uxwtdw7FpPC1RcmcMcVSWg0Ssgx2w+68Xi7/vMVFbjp0gQSzBoG9TMwabiRpZudPP1GHScqmkul9s/Wcf2cRO65OhlI7vI5nC/0Og0mow63J3IJ2njodBqMRvkIQwjRd5wqI9r+v3wKIc5Jp8qIyj0vzlnyN2khhBBCCNFnjRmUTEaykRpb5JVTU4ansXZPNTf/5xoCgfaHBvEGjmdLSzJQ1xg9wPH6g7y+uAiAFz4PLem4bFslf/vwMN+9bihvLC7CdlapT5cnwG9e3oNRr+Xnd4yOeI2Hrh/G858dpb4p/Fy+e91Q0pLCl2UMerz4qqKXSFU9PnxVdRj754Td7zxwPOrxHaX6wwcHGoOe7Huvx7ZyC/atewk62q4cVfQ6ki+eiutQEZ7i8ojX8FeF79OHNvZqS0UXe0w8NAY9yZdMpuHz9V1yvnAUk4GEySNoWrurU+dx7jnG8R/+kcF//hGmwXkRxw3I0fPsY9ms2Opk2wEPQVVlXKGRiydb+NVztRw80fyzqhJEQYPTrfLW4iYcriDfvSm15TwvfWLjnaVt+0p2lXW73Pzlp9kY9Aqvfm7jzUWh1zpZ6ef/3qqntNrHfdekdNs8vq78gSButw+jUceEMXls2Nq53q1TxvdDoyixBwohhBBCCCHakDBQCCGEEEL0WUaDln+7bii/fnlPxDHDByRx7S9W4vP3THWWZKuev/1oGilWPVf+bEWnz/e3Dw9H3f/7N/fx/ZuGYzGF/6v7gGwrX/y/uXzzV2s4Xn6mV5tOq/Ctq4fwv9+eEPHcilbTvLwxRiJ6dvCl+gNntgXDl4PsLGO/7Ij7NEYDqfNnkTJvBkGXGzRa3EdO4K+1obGasYwegtZiwr7zQNRrOPcfI+BworVaQrZbRgzCtnRD1GMtIwfH/8VE0bBkM64DJ9p1jCbR0lxaNFwZ1jBUt5fky6bStG5XaG3MDgg63VS99BkDfv1g1HEmg4YFMxNYMDOhZdvq7U4OnvBS038t5cM+x55+GCWoJbVsMnkHruXztUO58ZJEstJ0bN3v7lAQmJakoa4xvh6DZdV+fv9aHfdencxbiyNf671ldi6bbqV/ttSnjIfd4WHF2mPs3FOGxxtAr9MwfEgmiQlGmuztK4l7WkaahTkXxO5ZKYQQQgghhAhPwkAhhBBCCNGn/fKuMRwptfPGkqI2+4x6TcvKu56SmmjglksGcrC4sUeu12D3sXRbBVfPyo84ZuqIdD7+7Rz+8NY+Tla5GN4/kZ/dNor8LGvUcys6HaahA3AfihxG6VKT0GdnEPT6aFq3g6bNewjYmlCMBqzjh6PPTOvw1xZ5YpA4I3p5VABFo2kJ8qxjh4XsUwMB/NUxypcGgvgq69AODg0DDbmZmIcX4DpYFPYwbXIi1gkjYs4vlsp/fkL1a1+2+7j0ay+k+vVF7Tqm+pUvOh0Enta4dhcBpxutxdSu41Zuc1I04WXKh3/ask3V+qnrv5H6vC0MW/8Iq7Zfxk2XJvLZWnuH5mY0tG/l2NqdLhItmpgrhBdvdDBrnJntBz2oKowbamRMYfgVt+czu8PDc69uor7hzIpdnz/IngOVWMx6hg/J5MjxmrCruA16LdMm9cfh9LJnfwU+fxCzSceEsf24eNZgLGYJY4UQQgghhOgoCQOFEEIIIUSfptVqePWXs3j4hmG88tVxKuvdNDq8LN1aiccX3wqgrjR/anP/veEDkhg/JIWdRxq6/ZpOd+QVYA6Xn7t/u54PVp1s2bZ0awXLt1fy7q8vZMTA6L3Oki+cgvtIMQTDpyFJF01B9fupevEDPCfP9MlTPV7sm3ajsZrBoIezes11mAKpCy7E2D9yn8N4uI6Xxnc5Q/i3RBnfWEDNO1/hOqsMqj4rjczbrorYQzFe7uNlHQoCky6aQNY9C6l9fyVBpzvu4zzHytp9rYgCQYJ2V7vDwKPKvpAgsDVVG+DI1L9Sb78ASORYSft/nvplaimtbv9K1YMnYq9WW7LJyXvLzgSUr38Jwwboeey+dDJSvv5vq4OqyuGjNezYXUaTw0NKspmJY/Pw+4Ns31WKrclNcpIJW6M7JAhszenyodUq/PTf52BrdGM26aistlNT58Ri0jNiWBamUz0Br14wCo/Hj8mkQ6vR9OSXKoQQQgghxNfS1/9dixBCCCGE+FqYPiqD6aMy8PmDFHzjw16bR/+sM6vI/vHj6cz67leRcrQuoSgwcWhqxP1nB4Gn7T/RyPwfLWP3SwtJTogcXJkG9SPjGwuofXcR6lllJw352VjHD6dp3Y6QILC1oMOFoV8Wvpp6VE/nA8G0q+eSOG1s2H1qUCXocqPodWgM0VcJufZEL78KoBgNGPLClyPVGA1k3XE13spaXAeOowaDGAfkYi7sH/uLiEP9Z+tijkm7YQ4EAnjLa9GlJZFy+XQSJjavgEy6aAINX0YvZdpdNFYz2pSE2APPUjxgcdT9AaODEvM64Lp2r/ArzNfj9XXsRtTrYl/LZm/74MGhYh+P/72GP/8kG63269vLzh8I8ub7Ozh0tKZlW3FJA7v2hvbjLC2PvVr6wOFqrr5cJScrEYDkJDPDCtuO02k16CydC9yFEEIIIYQQZ0gYKIQQQgghzimrd1VRURf/iqiu9vjzu7CadThcft5YUkSiRU+T09dtgeBlU3IZ1j8p7L59RbawQeBppTUuXv7yGN+7KXpJS29ZVZsgEMBbUknVKx/hq4v+Ib+3rIqcb9+C+0gxjWu3N/fx6yD7tn1twkDV58e2eiv2zXsINDlAo2AePojkOdMw9ssKe56gxxvzWvqcDBRN9BDHkJ2OITs9/i8gTt7y2tiD/H7yHvlmm82e0mqsE4diW74NNY6vs6ulXDYtZhgbTjCtEmIswtNlVwJwwQQzby6K3MdPq2ku1Zlg1nDBBDMzx5q54z/KI46P5oIJFg6ftMUsFRpOcYWf9btdXDDBEnvwOWr56qMhQWBnBIMqTU0erBL0CSGEEEII0aMkDBRCCCGEEOcUh9vf21PgJ3/dTiBM+peSoMfnD+KIUtazPYb0S+CfP53e8rq81sVznxxhxfZKFAUM+tjl8z5eWxo1DPQ32mlcsz3ifk9RHOUl1ebwLXnOVFyHT+A50fGSlN6yamreW4waCGIakINl7DBq3voC97GSM4OCKq79x3AfPkHW3ddiGtS2n6I+Kx2IvjrQOmpwyGtPcTmOXQcJujzoMlJJmDwKXVL7V8DFQ5eaGHOM9qwxroPFlP/1PZw7j7RsUww6VG8P3xNqx8rz5llS2BkjDMw0pgCw8IIEvlzvoKEp/LUCQXC4gjxwbQoFec3BZHaalkZH++am1cA1FyVQ3xTgg+Ud61O4cY/7axsG+vwBtuwoiT0wTooCVqsEgUIIIYQQQvQ0CQOFEEIIIcQ5ZcygFBSFDq3i6SrhgkCABnsX9c0DdFqFxU9dSr/M5pBh+fZKrn9sJU3O9gU/Hl/0YNK5+zAEYwQoGiViT8HTtFYzAIacjE6FgQSDOLbvb57broPUf7UW1Rf+a1b9AWo/Wk6/H9zZZl/ClNHYVmxqTo3CUPQ6rBNHtZyn5u0vce47GjLGtnQD2pQk9DnpGHMzSZg6psvCwZT506j/dG3kAYpCymXTWl66Dp/k+A+eIegKTdNUrx/FqCf9hrkE3R7qPljZJfOLpmHxZrK/fV27ewbenHk5X9Svjrhfr+i4Pn0eAGlJWn77UCZPvFBLSVX47/+hYh8//0s1zzySRXa6jvkzrBw+2dCuOV0xy4pep/DAtSnkpOn4YEUTFbXN90x2mpbUJA0HiqLf1/5AL/4y6ma1dU5c7q77vTZ4YDqJCcYuO58QQgghhBAiPtKJWwghhBBCnFMG5SawYHpezHE5ae0LKvoaf0Bl84HmUpI2u5cbf7mq3UEgNPdajCbgdMU8h+ZU0BeJYtBjW76RhlVb8DXE7hvWHpGCwNP8NfW4i0rbbNclWkm/9tLmIPNsGg3pN8xrCbPqv1rTJgg8LdDQiPvAcWzLN1H6h5dw7DzY/i8iDOu4ISTPnRxxf/oNczDmnymBWvn8J22CwNNUjw9vSSWWcWGar3WDoNON+3Dk8rSRXJV2MTMSx0fc/3DebWQbzpRkPVzspbQ6+ve/0RHkgxXNK/oum25l/ND2BU3bD3p4f1kjgaDKVRcm8NxjOTz3WA7PPpbNs7/IZtiA2KvYhg/8+q5008Yoo9te8+cO7dLzCSGEEEIIIeLT58NARVESFEUZoSjKdEVRhiiK0ul3Woqi5CiKctfpf7pinkIIIYQQouf840fTYpbIbHR03WqW3uLzN69qe+Wr49g68PXodRq+c030D9/16Skxz2Ma2A9tQuQyiKrXh3PvUWyL1uE+WNTOWXaevz58AJkwaSQ5D96MZewwNFYzmgQL1vHDyfn2N7COHQZA0O3BvmVvfBcKBKl5bzHe8uoumXf+Y3eTeecCtEnWlm26jGRyvnM9OQ/f2LLN32DHvmlf1HM1rt2N52Rll8wrHopW2+5jdIqOt0c+xZ1Z12Bq9bYuMZjKg6bv8Mv+32nZVlrl449v1se1AnjVdicAep3Cf30rg9sXJJGe3Dw/rQYG5elJtIT/fVFa7ef5jxu59RdlrNrq4PBJH4kWDTlpOp58pY6PVzmiXttiUpg3zRp1zLksI91KemrXlEAdNTyb3Ozw/U+FEEIIIYQQ3avPlglVFOVu4AFgBqGhpUdRlGXAi6qqvtfB048GXgJOv7V8paPzFEIIIYQQPc9i0uH1RS9t6fR0Td++7vCDm4bx94+P4vZGnqNGozBzdCYA6/a0P3zS6zS88OgMhuRH701nGTOU+s9XE3RHbuaWNHsimstmUvfpStxHTpz5W3QfoU2MHMYY++eQecuCiPs9xeUxVx+GCAZp2rCT9OvntWeKYSk6Ldn3X03mHQtwHy9D0SiYBvdD0YUGbYFGR8wyrQSDBBqiB1ddRZuSgGn4gA4dm6C18Hj6T3F/cjN7nYdRgjoS6oawJ6jnoUWV/OcDGWSn6/h8rSNShdc2HK4zAw16hdsWJHHr/ETsriBGvQatFtbscPJ/b9Xj8YY/h9Ot8r+v1gOg10F+lp7jZdEDeLNR4bH70kmIEDR+HSiKwoUzB/Hh53EG5hGYTTounzusi2YlhBBCCCGEaK8+FwYqipINfARMPb3prCEm4ArgCkVRtgIPqqq6s6OXo899lCGEEEIIIbrKReMyWbUrfJD2o1tG8OIXx6hrDE0HYvUj7Gy/Qp0WPl1fFjUIBLhmdj8G5jSHXLFWQQLMHpuJTqPg9QeZPiqd71w7lKH5sVfhaAx60q+/lOq3vgzbOzDpgkkY++cAkH33tfjrG6l5d1Hn+gJ2IW1yIqbB+T16TffxtmVJO0Nj1GMZMTDifl1GMopRj+qJHE5pzEbMUc7RldJvmotGH99byVpfA5/XraIp4GCkpZCLEqfwn/+ooaTcRDJjQ8aeKPfz+N9r+Ouj2Rw+GSG1C2Ngrr7NNo1GIcmqpckZ5D/+XM2h4vhX1vr8xAwCTQb468+yyUrrc2+pu1xqshmrRY/D2bHV1ga9lgfvnE5qSvRyw0IIIYQQQoju06ceYTwVBK6mOQg8HQKqYf7h1P4pwCZFUX7cw1MVQgghhBC9KDXRwORhaTHHldY4efrhSRTmJbRsmzoijXd+fSG/++4kdr24kMfvHsPEoamMLkjm/oWFrPrTZVw6OSfs+RZMz+W335oQ8XpWU+xg4K4FhRwptUcdMyjXynM/md7y+qpZscOux+4czbI/zuNHt45k55EGJj/wJZnXvMv9/7uBvccboh5rGT2EnAdvxDKqsLmuotK8oi7jGwtIXXBByFhdahK+mvqY8+kRikLqlReiaDr+tsY4IBclzmCrRRf3UTtboMmJ62AxnpIqALQWU9T+ggDJ86aScslkdGmdK8OoSTBT+Pef0u9nd6AYzwrZNAppN1xM5u2XxzyPqqr8+sRfGbP1Wr5/7Lf88sT/ceP+7zN+8y3scR+IeFxptZ91O13odfH/GffP1uH2hl9G+Oe369sVBMbL7Y29WPPrYPvuUl56c0uHg0CA1BQzGelf31KqQgghhBBCnAv62mOMLwJDOBP6nX4H6AJsQCZwumbO6bdeeuB/FUWZCNytqmo7avwIIYQQQohz1Q9vGcEdv1kXdczRMgejB6Vw8PWrKa91odNq8AeC/PXDw/zyuZ04PX4mDk3jyW9PZN6UMwHgoj9cwupdVby7ohi704fVrKcgx0J2mpmrZ+WTkmjg8X/upLrhTGnNcYUp/POnM7jm5yuoqHNHnFNFrSvm1zZ7bCZpScaW19dfkE9hXgJHy8KHiFOGpzF/ai6/eHYH//vGmd5yDje89MUx3l52go+fnMPcidkRr2nsn0vmbQsBUIMqSpTAqzPhW0coJiOWYQNx7j/WUtLTkJdJyqUzMQ8vCBkbdHlwHjhG0O3FkJ2GcVA+ihL5a9GYjCRMGU3T+viLjZiHds8KPH9DExV/+wDbsq0tX6d5+ACyHriG7AevwbHrCL6ymjbHGfKzyL7vKhSdlvzH7+XEz/+G6o5/ZV1rQbsLVVVJvWImSReMp2HRRjyl1ehSEkmZNxVDXkZc5/nfkud5puzVNtvL1BIqL/4N4xf9P4zOzLDHbt7nZuZYMzsORS5d29qKrS6Ol/n47UOZJCecKbF66ISHtTtj328d1Z7A8lzkdPn49Kv9nVoJDZCQYIw9SAghhBBCCNGt+kwYqCjK1cACQlf+fQD8VlXVLafG6IBZwP3AbTSvbDwdGt4KpCqKcqOqqt33jk8IIYQQQvQJ37y0gIef3kyDPfqKld3HGrh0cg55GRZ2H2vgskeWhoR4J6ucfLy2hF/eNYZf3TeuZfuF47IwG7Tc9cR6Dp5sbNmeYNbx8ztGU/zOdSzaXEFdk4dh+UnMGJ3Bhr01UYNAgD0xVumFs3F/LaU1zrD70pMMfPQ/F7NuT01IENia0xPgul+spOaTG9Gf1Y8unGhBIIB52EDsW8Nfq8M0CvqMVHxVdaGbLSay7rga44Bcgm4PvjobGqMBfXpKm1M0LNtI4+qtIT0AdRmpZNx8OcZ+WREvnXr5BbgOFeGvtcWcpqLXkTh9fPxfVwz+oB9f0IfOGaDo+8/gOVERst91sJgTP/srA37zIIV/+THV/1pEwxcbCDQ50SZZSb1iBhnfnI8upXn1a8LEYQx59lFq311G49rdqD4/GrMRX2VduMuH1bhqB5aRBWgTLaTfOLfdX1NTwMFfy/8VcX/A6KB86BcU7Lwr7H67K4jVrJCSqKGhKb7GgSfK/fzp7Xp+eV8Gqqrywsc2Plxh73SQFcnQ/nrSk2PfS31VIBhk38Eqtu0qpbHRTVKiiYnj8hg9IhvtqbB/554yfP44GzdGMXZE5IcQhBBCCCGEED2jz4SBwPdP/ft0H79fqqr6P60HnFr1twpYpSjKH4CXgAmcCQQvBxYpirJQVdVGhBBCCCHE11phXiJbD0UPOX7x7A7y0sw0uf18/49bcEXo1fffr+zhkknZXDyh+YPrY2V2Lv/xsjZho93l57HndmLQaXjklpG4PQFMxuZQYFuMuQAUV4YP9Vqb02oF39Kt5Vz96Eo8vvAfytc2elmxo5LPN0Tv4Wd3+bnjN+t461cXArBhbw1vLCmivsnLsP6J3HdlIf0yLTHnBpA4ayKOnQdR/dH7HrZLUCXg9pAwdQyooAaDGAfkYB03HI2huVylxmTEmBc+1LOt3Ixt2cY22/019VS99AG5//ZNdKnhS2gqOi15D99O6VMvE2hyRJyixmQk49Yr0GektP/rO0udp5711Zs40nSUgBrE6NOQOzHA4EoNOvdZ3+tgkIq/vMfQ1/+L7PuvwTpxGIEmF+ZRBZjy2/55GAdkk/fIN8l75JsAeEqqOPrgkwRd8a20ax2mdsSKhs3YA9F/zuvyN0QMAzftdbNpb3OortVAIM48auMeN1X1fpZvcfL+8uileDvrG5d1rhxrb/L7g7zx/naOHKtt2VZd6+BoUS3bd5dx+40T0ek01NbH/l0Vi0ajMG50XqfPI4QQQgghhOicPhEGKoqSAFzMmVWBH58dBJ5NVdVdiqLMAP4EPMiZQHAWsFxRlMtVVW1bQ0cIIYQQQnxt3H5ZQcww0OML8s3frI3rfH/76HBLGPjMOweirjp8/Pld/O8b+6ixeUhPMnLPFYPpn2WOf/IR5KabufWS5jKUS7ZUcOVPVxCI0Zzsn58epdERu6fXR2tLqWlw892nNvP+qpMh+/77lT388XtT+M61Q2Oex5CdTuZtC6l556voAZNGQdHrUT3xlawMNjqwb95D8qUzSJk7La5jAIJeH42rt0Xe7/LQuH4HaVdeFHGMoteR9707qP10Bc7dhyHYnEApBj363EwSJozAOv5MMNkZVe5q3in6AE/wzJ+LRx+kaH4GtSOsTH26GJ0nNAHzltVQ9tSbNK7cTqDxVGCpKCRMHUm/n97eHMyqoM9JCymLqvoD1H+2DpX4l8iZRzT//Nm3HqDuw1W4DpegMRlIungi6ddeGLMv4eL66OV7AYLa+H4mTgeB08eY2LLPHTUYDAbhYJGXD1d0XRCo10HrbNRsVLj/2mRmjev8vd5bVq47FhIEtnb0eC0r1h1l3kVDsZhj/6ynJJtosEVeDT198gB0up4tKyyEEEIIIYRoq0+EgcB0QnsB/iaeg1RV9QLfVhRlD/D0qc0KMJHm1YPzVFWN/oi0EEIIIYQ4Z923sJB/fnaUfUWxyzvGY+fh+pb/fvnLY1HHur0B3KdWGdY2evjDW/sZlGPFoNPg7WBpPa1G4bVfzsRsbP5r+k//ti1mEAhwuKSJjJTYfbl8/iB3/896vtxU3mafP6Dy8DObGdY/kUsm5YQ5OpR5WAH9fno/zt2H8FXWohgNWMcOA42Cp6gMNAqmIQPQGA04dh7Euecwqs+PLiuNoNuLa8/hiOe2rdxM4rQxaK3xrVR0HztJ0B191Ztzz5GoYSCAxmwk8+bLCVx5Id6KWhS9DmO/bBRt14YZy8pXhQSBrTUNMHPikjQKv2j7XGP9J2tCN6gq9k37OHjrf8CpVZqGvAzSb5pL+g1zADj5q+dpXB1/P0RdejJJF0+k8vlPqH71y5B91UXl1H+yhoKnv49pYPifEVVVWWXbEvM6yU2D454TwL5jXsxGBbsr+v1QWeen0dH50pYA44Ya+fndaazf46a2IUBGipYLJpixmM7dcMvu8LBxa3HUMVt3lDBndiHjR+eycu2xqDHyZRcNZdHKw9ga2waCOVmJzJ3dvu+zEEIIIYQQonv0lTCwoNV/16iqGvmx3jBUVf2ToiglwBuA4dTmEcAaRVEuVVX1eNdMUwghhBBC9CWJFj1Ln76Um/9zNWt2VXf6fIdLm7jriXVMHJqG3dX+UonHKxyMKkhiX1HHKtYHgip/+eAwcybmsPNIPTuPNsR1nF6nsPNIfeyBwLJtlRH3qSo8/faBuMJAAI1eR8KkUW3nc1Y/v8SpY0icOqblddXrn0Y/sT+AY/dhkmbE15svnrKWqi/2ysnTtFYL5sL4gsj2qvPUU+ZqG8a2VjorJWwYGFGrcq3eshrK/+8dvKXVJF4wvl1BoDbRwoDfPIhz99E2QWDLpeoaKfnNiwz558/D7j9ae5Rib/SvD+CXk68iOSWZbQc9oMLREi/1UfoDNjmDjB9mYOeh6CsKN++L3rMzHEWBySON7DjowR+A9GQtV8yycuMliRj0CpfPsLb7nH2Ny+3jq2WH2Lm3nECMuqsOp4/GRjfpaVamTMxn8/aSsOOGFWYwdnQuBQPTWLPhODv2lOFy+0mwGpg8Pp/Z0wswGfvKRw5CCCGEEEKc3/rK38xTT/1bBU5GGxiJqqofKIpyBfARkHDqXAXAakVRLlNVdX9XTFQIIYQQQvQtWakmfnLrKNbsWtnpc6kqvL64iH8tPdHhcxwrs3P5tBwWb66g9aI+s1GLyxO7x95Ha0ooqXJS1RB/qGGz+1DjrAIZa9Xi0q0VcV+3o4L22L3IgnZX3Ocz5GTGHpMbvtdgZ6jBIEGnG0WvQ2M0xD4AaPQ1xRzjTte39EDoqNr3VuApjx0o6tKT0WelkjhjNIkXTcC+bg81by+JPr8jJTj3HMMy5syqL9UfoOLZDzmyZjH8e+z5XZo5hX75iVx7cSIAd/1n7IIu44aYOFjkw+2N/MO+52h85UdbU1WYO9nKL+/LwO1VsZoUNJrO/On3LV5fgJf+tYXyytg/e6edLu25cP5IEqxGNmwpxuVuDtQNBi2TxvZj/txhACQmGLli3giumDcCfyCIrotX0gohhBBCCCE6r6+EgdpW/93hd12qqq5QFOVS4AsgjeZAMI/mkqHzVVXd3rlpCiGEEEKIvmj6qHQMeg1eX9eUBwzGUZozErc3yFeb2gZqOakmjlc4Yh4fCKrsPFrP8P7R+7KdNjDbyonK2OcFGDEgiQPF0Vcttu431x18NQ2g08Ycp0tLjvuc+sxUTIX9cR+N/Fxh4oxxbbb56xuxb9uHv6EJjdmIotf9f/buOzyqKn3g+PdMn/ROIAECoffemyAKghV7XyuWdVFX192frrvurrqWxbaKde1dLBRRQHrvvYeSAgnpbZJMOb8/hpRJpiWZFOB8nocH595zzz2T5GLuvPd9XxzFFoTJWfLUmNjG7VwOq428n1dRsm1fVVaiNjSYiMkj3WZK1hSs851xaCi0udwUCb0WafUdSK6tZPN+n2PCxvan3azrsBw8wbFZr2Iv8K/fnuVImkswMP0/X5C/cB1thYY2eQYyIz0H5ZJN7WlncA3gJrbRk1PgvdRr/65G+iQbefGTHLLzA3OtVxLCmWGr1507QcBK23am1ysQmNgunLBQEwAaIbhgTDJjRiSRnlGAQ0K7+DCPGX8qEKgoiqIoiqIorVNrCQbmn/lbAO7vuP0kpdwshJgA/ArE4wwIRgO/CSGmSSl9d7NXFEVRFEVRziqxESZuvDCJD3/23uevJR09VYJRr6Hcj4Cl2ailS2IoFwxsw7Jtnst69ukUzgNXduO+/2zyOWdibBCfPTWasQ/+SqmXDMVJgxv163gV6ZBY9h2heMtebHkFSLsDR1k5jlLfGY8ak5GgPl18jqs4lY2jvAJ9bCTRV11I5vtzseXW7R8ZOnIAQb2SXbbl/7aBgmUb8ZRSWbRmG+aenYm9dgpCX33bJG02Ts35Cmtmjst4e1EJOXOXUJGZQ9TUsR7XHGuKIdYUw+kyz1l77dbnV/23qXsHoqaPIuPlLz2O90RW+C6fakiIRdrsnHjyHb8DgQAnX/mK7M8XEzltFKEjepP/83oAtFIwY20sb05L93jszLbX1Qk6Tx0VzI6D3oOBB45XcMWEUO64LIIXPs71OtagAz/ePuCMTQ/o5rvn5tlq2y7fWZeVhIAJbvr86XVakjpEBXJZiqIoiqIoiqI0o9YSDDxW47/jhRCRUkr/mp64IaXcI4QYBywF2uMMCIYDvwohrjjzWlEURVEURTmHvPbQELYdymXH4fyWXopHBr0GIZzZg560iTQxpq8za+q1PwxhwkNLyCmsGyQZ2DWSFa9NZldKvs/zxkeZ2PLuFErK7BgNWq/BwNgIk+834oN0OMj+6mdK9xyp/8EaQdTlF6Ax6D0OKdl9iIKl67GePnPLoNMS3KcrcbddgWXfEUp2HcRRVoE+LorQYX0xd+3ocnzx9v0U/LbB51Is+1LInb+c6CsvrNpWtHFXnUBgTUVrthE6vB96L5mN49uM4fsTP2GXdX8OzNkVdFxSHegqO3AC+6QhGNrHUZGa5XPN9aLXEXHRMApX78CaVc/bLwnWzFyyPphP7g8rXIKq162O40RsGfOH1f063R1/NXfGz6izfUx/M10S9RxO89zb8fNfCpkyKpiiUt8B9ZqBQIH3G8ALhwUTHuI7W/VslZvnuywvgNmk55ILu9Mt2XfZXUVRFEVpTkKI7kB/IBEIAixAJnAQ2CGl9P5EkaIoCiCEaA8MAdoCEYAVZ6LaIWCLlNL/chpnodYSDNx15u/K1hjjgR8aM6GU8ogQYiywBOh6Zu4gYB7wbmPmVhRFURRFUVqfYLOOze9M5ZLHl7F4c9P3vWuIolIbXz09mlueXeexpOmfbuyFQe8MTPRKCmfdWxfx3Gd7+HLpcSzldtpGm7lrejKPXd+LYLOOEb1j6J0Uzp5jdTPiKv3l5t5EhxuZ/OjP5BV576n24c8pJMUH89RtfRv8PgvXbm9QINDcLYmwsYMxdUrwOKZ46z5y5i523WizU7J9PxUnTxN/zzWEjRnkfX2rt/q9puLt+4mYPAptSBCOCiv5S9b7PCZ/6Tpir5nicX+H4ERmdLiCNVnrSLecBEBYHbTZXkS3uVkYi12Dtac/mE+H52Zy4sl3cZT430vRl5jrJqELD6F079FGzWPLdb1nFgge/74jl22MYeHgHLLDrCQY4rh/xpP0De7GyWwbP60sZv0uC1a7pHsHA5eOC8HuozxviUWyaU8Z7WLqdxtbOateB9Za2YKj+5uZOSOiXvOdTU5mFVFW7jtFMrFdOFMv7E77dhFNvyhFURRF8YMQIhRnJ+K7gE5ehlYIITYC30opX22WxSmKEhBCiARgGDD8zN9DgNAaQ45LKZMaeQ4TcC8wE+jhZahDCLEIeFVK+WtjztlatYpgoJQyQwiRBlTe9V9OI4OBZ+ZNPRMQXAz0xXkfaAQeoDrwqCiKoiiKopwjNBrBzy9ewJwfD/H6dwc5kOrsjzeufxyP39iL6DAD3y4/wctf+e6lFhGip6jUij2wrckY1D2aR67twYtf7HMJfmg0gj/M6M4frnG9P0lOCOW9x0fw9qPDKC23E2LW1Smx+OYjQ5n6+DJKy+pm/I3rH8ed07qwePMpdh7J92uNL36xjz9c3YOwYM/ZeZ5IKSlav7Pex0VMHok+JtI5h0MiNHV/VZc2O3m/rPY4hzUzh+LNewgbPdDjGHtxKdZTnkt01j3AQVlKGkG9ksn66EdkhefMtep1eC9hCZAY3I7rOs2goKKQlP98jFx1GEOJ+4xNR1kF1pM5JL/zJ3K+XUbhim04yirQhJixecro85UOB+QtWAM2O9JW/36E/uiRHkyP9GAAomdMoG1wN/amlPPXt7OxlFcvbv3uMtbvLiPY5Pv2rLjUwej+ZtpEa8nMqd+6Q4M0XDc5jBOZVoKMGsYONJOcaKjfmzqLnEjP54PPfJcQBkjLKODdjzeS3Cmaay7rR5C5/te+oijK+Wi2cYweMAEOwPJw+eoA/+Z4fhJCTAfew792UgZgDM5kEBUMVJpU/hyzyzUfMdOirvl6EkKMBh7FGQBs18TnGgB8gfcgYCUNcAlwiRDiC+AuKaV/JTbOEq0iGHjGUuC2M/99jRDioUCkZUops4QQ44FFOKPLlUFAVSpUURRFURTlHCSE4L4runHfFd3IKShHpxWEh1R/4P/qtwd8zwG8+cgwxvaL5Y3vDvLvL/YGZG39kyNYuSOL5z+rO5/DIfnyt+M8en1P2kab6+zXajWEBmnczjumXxwrX5/Mvz7Zw7w1adjssiqD8E839sJk1LJsq+feg7WVlNmYvy6dGy9M8vuYqvdhKcOeX1jv4/IXr6v6b11kGBFTxhDc27VvoOXwcZ+ZccXb93kNBjaIlJTsPkT5cf96r2lM/vefCzeEEXq4iDIPgcBKtrwijAmxtPvDtbT7w7VV23MXrCXn66WUH3dmwxoSYom+ZiIlW/ZTuGqH1zntecVkf7nE77U2mBBEXjYWu13y749zXQKBNZWU+b5FS2yjR6MRPHRtJE/OyfbU8tGt3EIHyYl6po8N8f+gs5SUkrnzd+PwkW1Z25GjOXz+3TbuunlYE61MURTl7DXbOEYAF+AMPA0BBuP6QbZ9tnHMfmALsBn4+eHy1YebfaFnOSHEw8DL1E3iKAMygGzAjLPMX0zzrk45n+TPMfu85vPnmF2u+YiZFnXN+zYUuLKpTyKE6Av8BkS62X0cZ6lhI87M47Ba+28A2gghpkopvZfWOYu0pmDgzziDgRLnP+h3EKCnOaSU+UKISThLhE5ABQIVRVEURVHOC9HhdYMyvspkAkwb2Y7rJjr7zD177wBW7cpi7e56ZJN58Kcbe/PHNz2XqDyZY+G1bw/w3L0D/JrP4ZB8tuQY7/x0iH3HC4kMNfDwtT249eJO9OgQjqZGdp2oZ02MolLfGXDuCK220Y/e2fIKyf7yZ8SNlxDUM7lqu73Yd4lMh48x2pAg9G2ivfb9c6ERGJPakTPX/6BZyIh+fo8FMLSNpuxwmo8x7j/ripo2iqhpo6jIzAUp0beJQghBUO9OFG3ciyxv2PexJn18FNZTPrIdhUDotciKuiUp4++7ElPHeNbutJCd3/AsxMQ4HX27OK/pIoujXoHAShXW8+NW8NiJPL97BdZ2Ii2fo8dz6dQxKsCrUhRFOTvNNo6Jwvk55b1AFy9DtUDvM39uBeRs45glwJvAvIfLVzdNKv45RAhxJ/CfWpt/Bl4DltXuDSiEaAdMBK7AmQSiKI2WP8fc4Gs+f4656pqPmGlR13z9FQONfnJPCKEFPsE1EGgHZgOvSCnTa4zV4Gxb9zyu/45MBB4D/tXY9bQW7h8tbhnzgRKcHx0I4M9CiKBATS6lLAGmAgtQ5UEVRVEURVHOW93ah/ocM2WEa8+62Q8Oxqhv+K/Oep3grUeHERasJyPHe7Dq8yXHqv57//EC/jv3AG/MPcDeWj0BHQ7JTf9Yw+3PrmPt7mzyiipIySjmxS/2MfWx5RxMK+S7FSd4/bsDzF2ZyvgBcfVac9/OEfUaX0ljNGBK7tCgY11I6ZItCKCPqv3AZl26qHCfY8JG+Z85GNSnK7rwUOx+9urTRYUTfCaAacsvIn/ZRnK+X0Le4rVYs92X9IycPtrrnNrwEELHeA8wGtpEYYiPrioha+7anqQXH8SYFO/Xuj0xdW1Pp9mzCB7Uzeu40FF9SZ7zJyIvGYUuMhRtWDCho/uRNPsPxFw7CYDjJ30HJsOC3V9nQSbBIzdVB6dWbat/70S9DpLanR/lL3MaGAistO9QVoBWoiiKcvaabRwjZhvH3I8zg+RFvAcF3BHAZOB7YMds45ghAV7iOUUI0QV4o8YmK3CjlPISKeWi2oFAcLaeklJ+KqW8GujfXGtVzk35c8wif445YNd8/hyzuua9KwKW4/xaXwMkAZcGaO4rqPtvwk1SysdqBgIBpJQOKeUynBmgv9Q65k9CCP/LvrRyrSYzUEpZKoR4FhhUY/NInOVDA3WOciHEFThrTk8I1LyKoiiKoijK2ePu6V14/buDHveHmHXcdGGSs/ddqY0go5YhPaL5/l/juOuFDWRkVwchQoN0/PG6nrzx/UFO59f5fAIAg07w7N0D6Nw2hC+WHvW5vryicjKyLdz70gYWrnctSzlleFs++b9RRIUZ+eiXFL5edsLtHGmnSxlwx0KstuosqLhIE53aBnP0ZInPNSS3C2FEr4ZXXQofP5Syw+7XVh/WrFwqTp7G0DYWAGOnRHTREdhy8j0eEzKkt895Qwb3wpqTR+HKLV7HGZMSiL58IuAsXeqr16AuOoL4e69FaDUUrNxM/pJ1UKNMY+HKzYSOGEDkJWNd+j6GDOtFxEXDyP91Y91JtRraPXI9GkP9g1jB/brQ9cOnKNl1hKO/r/2QvXf6djEkPn4zpq6JALS581KO7noVaa2b+acxGYi7/RJMnduR8PhNHuc0G30/k9k5Qc/EIUHMX11MSroVs1HDmAFmrrwghITY6q+Bpaz+7VnGDQwiPERb7+PORkZj4271bTbV/kZRlPPbbOOYJOADnCUCA6E3sH62ccwLwN8eLl99zpSdC6B3cPZiq3STlPIbfw+WUnpopKwovuXPMSfRBNd8/hzzC8DfImZa1DVfbR7wK7BfSunyS6cQolOAznF5rdcLpZRfeTtASmkVQtwNpFAdNwvFmTX4a4DW1aKEbEhtFcUvQojewO7K17t376Z3b98fTiiKoiiKoihN67lP9/Dke3X7qem0gvf/NIKUjGLenX+YjGwLJoOWqye05y839yG5XQgLN2RwJL2ImAgTV45JJCRIT/rpUq7/++o6pUSDjVpKK+xV5Qy1GrA38jP2kb1jWPXGZEbe9wub9vso3ViLRkDHeP8Cgknxwbxw30BmjK9/lp+02znx9H/rfZw7be68ClOnxKrXZUfTyfr4R7dBKXOPTsTeOA2h8S+L03o6j+Kte7HlFyKMBoRGg6PEgjAaCO7bFVOXDlVBu6Kt+8idu9jrfHG/uxJzcntKdh8i+8ufPY6LnDq2Tl9D6XCQ++MqcuauoCI1EzSCkGG9iL3xIoL71feh5Lr2Tvujz36LNWlCgtBFhlCR6swQM3fvQMjw3hSt2UnZkeqHac09OtL2oWsI6uX7vj0738bvnjmFw8s18NB1kVw8Mtjjfptdkltg59ulRSxY4/vnuGqdRsGHT7clxEPfzXPNibR83vvUTXDZT1dc0ptB/RJ8D1QU5ZywZ88e+vTpU3NTHynlnpZaT0ubbRwzAliI+z5TgbAKmP5w+er6N1k+RwkhLgd+qLHpGynltR6GK0pA5c8xN8s1HzHToq55H4QQE4BlNTYdl1ImNWCeDbiW/LxLSvm+n8euAUbV2PSAlPLN+q6hNWo1mYGKoiiKoiiK0tRKLDZ+3pBBmygTL90/kJ/XZ7By52l0WsHU4e148KpuPPXeTtbsPl11TFmFnU9/Pcb8teksnX0hl412BqbW7j7Ny1/tQwITBrRh1RsXkVNQxncrUykqtfH6dwdIzXIt1dfYQCDAuj3Z/Lw+nW2H6v/ws0NCQkwQr/x+CAvWpZOSUczxzBIOpxXVafF37FQJ1/99Dd/9Q1P1nv0ltFq0IUHYixtXqhCNQBcd4bLJ1CmB+HuuoWDlZkr3HgG7A11UOKHD+hI6coDfgUAAfWwkkRd7L9FZyVHsO/BUsuMA5uT2FK7y3BcSoHDtNkJH9ndZq9BoiL5yPNFXjsdeYkHodGiMgStpGXHhEHJ/XOX3eEdxKRU1vn+WAyewHDhB3O+mkfDELdiyC9C3icTU2f+AUUyEjktGBTN/tfuvZYd4HeMHm93uK6tw8OUvRfyyvoTCEke9+z6MHWg+bwKBADpdw99rkFlP356NKy+rKIpytpptHDMKZwaI5ydTGm8ssGS2ccykh8tXFzXhec4m99R6/fcWWYVy3smfY262az5/jnlSxEyLuuabR+3m16n1OPYErsHAiEavppVQwUBFURRFURTlvPDiF3t59tM9FJZU9y0b3C2Kre9NpVeSs8/cy1/ucwkE1pRfbOXBVzYx95/juPqvq1izq3rcPz7azaBukcz95zjuubQrr3yzv04gMJBmvb4Vm71hFT5W7zrNN89EM32UM4hz+3PrOJTm/p7U4ZA89d6OegcDAYIH96JwxeYGrbGSuXsndGF1+8cb2sYSe91UpN2BtNsbVEKzvuxFvr+f9qISHJZyKtIzvY8rKMaalYsh3n0pVm2w+4CYP6SULiVIK8VcP5mC5duwFxQ3eG6ArA8XEn7hUEJHtvc5tqDYzk8ri1m2uZSCYgdtY3RcNCKIKyeEsHBtCeUVzp9hIWBQdyOzbozCZKgbxLLaJH+dk82elOrqSvX96Z82uu7P0bmsTWwIIcEGiks8V6QSAmoXCjIZddwwYwB6/flRTlVRFKWm2cYxPYAFNG1QoNJQ4MfZxjGTHy5fbW+G87VaQogE4OIam7afz5mpSvPJn2Nu9ms+f455csRMy3l9zTeTglqv63ODVXus914RZxEVDFQURVEURVHOeS99uZcn3t5eZ/uWg7lMengpW96dQruYIN5fcMTrPOv2ZNPlhh8pKat7/7b1YB5T/riM7R9cwhdLjgVo5e4dyWhcQKekzFli0+GQfOOh72Cl3UcL2JWST9/OEfU6R/iYwVj2pWDNclPKVCNceum5o40II2r6eK9jhFaD0DZPtpcu3HcwSRcegvQ3TBXgdg2Fq7aT/e0ySncdQWg0hAzvRcx1F1aVGDW0jabTq7PIeOlzSnenNPxEUpK3YC3x99Ruw+EqO9/O469nkZlTfa0czbDy9twCBnQz8v5T8ew+Uo7VJunewUBCnOeA7uINJS6BwPq66oIQurQ3NPj41qSktILCojJCgo2Ehhg9jtNqNYwY0oElKw57HDP9op7kF5Rx9EQuQkCXTjEMGZDodV5FUZRz1WzjGC3wEc2bAXIB8AjwYjOeszWaAtR8CmWZp4GKEij5c8zqmj+3bQcG13g9FPjR10HC+VTl0FqbG157v5Vp1cFAIUQv4CKgLxCDc705wFHgN2C1lFJF0hVFURRFURSPSstsPPep54eLs/LKeGPuQZ69ZwApJ30H2dwFAivtP1HI96tSyStqvf3h4yJNJMYGAVButVNW4fvX6fzi+r8fjdlIm7uupmDZBoq37UOWVYBGQ1DPzoRPHI7Q67Bm5SJ0WqxZuRRv2YMttwBNkJngAT0IG9UfbXBQvc/bVIIH9CBv8VqvtV5DBvdGazahbxuD9aTnB0i1IUHo42pXrmm4rA8XkPXhwqrX0mGnaM0uitbtIfH/biNi0hAATElt6fzGo5z423sULt/W4PNZT+X4HPPmt3kugcCath8sZ+nGUq6eFOrX+X5d739vwJqiwjR0aW+gW0cDNrtEp61vcdHWIzevlF+WHeTA4dM4zgTSkztFc/GEbsS3cf91HDuiE/kFZWzenuayXSMEk8Z3YehA39mdiqIo55E/4tpfqrk8M9s4Zt7D5av3t8C5W4vaH7xXNfYWQgwEfgeMBzoARiALOAT8AnwhpUxHUeqvxa75/DnmeREzLefzNd8cvgLurPH6biHES1LKfB/H3QK0q/F6q5Rye4DX1mJaZTBQCNEHeBm40MuwJ4GjQoj/k1J+1TwrUxRFURRFUc42izefIr/Y6nXM18uO8+w9A4iLMJKebWnU+eatSad7h7BGZ+81lbumJaM/00/MbNTRsU0wxzM9B1t0WkHXBP+CNrVpg0xETRtP5MWjsZdY0JiMaIzVGVr6KGd5VnOXDoSNGtCgcwSatDuQVivCYEBoqoNH2pAgIi8aTd7P7vvuhQzpg7G9s89a2KiB5Hy32OM5Qkf0R2gDU4axLCXdJRDowuEg/flP0ASbCBncA43eefuX+H+3k5J2mrLDae6P80EXGeZ1f3qWlQ27y7yO+X55kc9goM0u+XZpEYfTvF+/nuQWOti4p4yNe8qICtPw59uj6dX57Mt6y8u38N6nG+uU/DxyNIc5x9Yz5cLu9O/dFrPJNbtSCMFlU3oxYnAHtu3OoKSkgsgIMwP7tiMivOGlaBVFUc41s41jkmi5HnUm4B1gXAudvzWoHQxMEUKEAK8Cd7gZ3/HMnwuBZ4QQrwBPSykb9guDct7Jn2NOQl3z5zQp5WIhxK84E80A4oB5QoirpZRuezoIIS4D3qqxyQo80LQrbV6troO6EGIKsBbnP+iixp+qITX+dAY+F0K80NzrVBRFURRFUc4ORaW+PxcotjjLZt5ycadGn6/C5uDey7o2ep7GqMz8q23S4HievLWPy7Z7L+vida7LxyQSH924wIHQ6dCFh7oEAlsba04+2d8tJvWfc0j959ukvfA+eYvX4SivDsCEjR5IzPVTMbSLq9qmi44gcvp4oi6/oGpbyMCehI0f4vY8wQN7EjbO/b6GyJ23xut+abVx4om3OHDtk5z+0hmg1Oh1JL/9J+LumNagc0ZMGe51/2eLCn3OkV/kYNE6zwFzu0Py7P9y+GRhYUAqquYWOnj6nWwyc2yNn6yZLV9zxGPvP4eULFy8n+deWcacD9eza+/JOmPiYkO4+IJuXDW9DxeMSVaBQEVRlLrux5lx1lLGzjaOGex72Dmr9i+jDmAl7gOBtZmBPwMLhRANe3pNOR+1+DWfP8d8Pl/zzeUmYHeN12OAQ0KId4QQtwkhpgohLhdCPCqEWIGzjGjljXQpcJ2Ucn0zr7lJtarMQCFEF+Bbqr/olbd9tQOCNW8HBfCoEOKwlPKdpl+loiiKoiiKcraw2x3sO167d3hd/c70w5t1TQ+++u04R082rCwhwMjeMUwflcBd05N5b37dHoRajcDuo19eY103sQN9kyP56OcU0k6X0jbaTJ9O4fTpFM7OlHyG9oiuGjvrmh4s3XKKpVvrPiCZ3C6EV35/7t+nVmTlkPnedzhKq7PZHMWlFK7YRNmh47S586qqQGZwn64E9+mKvbgU6XCgDQ3G2VrCVeTkUYQM6EHxlr3Y8grRhgYRPLAXxoS4OmMbtfa0LL/G2fOKyJzzA/aiUuLvvhyh1RB36yUULN9GeUqG3+eLmDoSc1fP5SXtdsmWfd6zAiu990MB4wYGEWSq+4zq+l0Wn9mF9VVaJpm3upi7Lo8I6LxNyWqzs3vfKb/GZpwq5JufdpGTZ2HC6M5NvDJFUZRzw2zjGBP+BZ2a2v24lrQ7LwghNEDtIN5rwMAz/y2B+cBCIA0IPrOvdim/C4EPgRlNuFzlHJA/x6yu+fOElDJbCDECeA64FzDg/Pfm7jN/3LECc4GnpJSHmmWhzai1ZQa+hTMQKM/8EWf+3gZ8B3yJ88mQMqqDg5XjXhJCBK7xhqIoiqIoinJWczgkN/5jLc9/ttfn2JlXdANAShjWIxqtpmG9xYSA26c4P4R/9u4BdGwTXGeM3SEx6pv21/DZ3xxgbN9YFv9nIjdM6siWA7m8+cMh7p+9mREzf6HTtT8w/qHFXPzH33jpy328/8QI3pg1hAFdIgkx6+jUNpi/3taHdW9dTLuY1tO3r6nkzlvhEgisqSIji8I1dfvraUOC0IWFuA0EVtLHRhE5ZQyxN1xC1PQJAQ8EAmjD6v6MeZPz1VKsOdUB8rjbLvH72Mjpo0l47EavYwpKHBRb/At2W8ol7/+Uz+INJRxJq858O3bSyjvf+w7iN8TGAAcYm1p5uQ2rzXOfSneWrT5MXn7jyh0riqKcR2YA0T5HNb0bZhvHhLf0IlpAOK4JIACDzvydA4yXUl4mpZwjpZwvpfxKSvkE0B34vNZxVwkhbm3i9Spnv1ZzzefPMZ+P13yzklKWSCkfAi4AfH8w4Iw/zT4XA4HQijIDhRA9gUlUB/cAPgOeqN0IVghhBh4CnqH6PQQDtwGzm2XBiqIoiqIoSqv27YoTfLv8hM9xMy/vylXj2pNbWM643y/mUFpRg8/5wJXdiAh1ZpD9/tXNHnvxlVsd9OgYxv7j1eUUDToNFfX80N8Th0PywcIjaDSCf3y0u87+E1mlnMgqBWDJ5lO88MVe5v5zHJvemYLN7sCgD0w/u7OBNSef8qPee+cVb95DxETvpTFbSsRFwyhYutnv8dJmp2DZVmKudpY1DR8/EMfjN3Fqzg/YC2v8vGo1YHcgDDqCh/SkzR3TMXdJ9Dl/kFFUHuqXRWtLWbTW+bPYo6OBcYPNfPBjATa732+pXmxNnJUbaCWW+rc/khK27kxn0jjvJYAVRVEUACa29ALOMAPDgV9beiHNLMTDdjswTUq5wd1OKWWxEOIWIIbqnmAAfxFCfCJlIIqMK+codc2fR4QQnXDGiy6j7oMH7twC3CKEWAjcLaX0v4TKWaDVBAOBa2r8twRelVI+4m6glNIC/FsIsRf4geqyoTNQwUBFURRFURQFeG/eYZ9jHprRjdm/d/Zve/mrfY0KBPZOCuOl+50PMp/KsTB3ZarX8cFGHQc/u5SVO7J46LXNlJYFNvqx51gBizf5V16w2GLjkseXIaXE7oC+nSO4/8pu3D092Wvm27nAlu/7e24vLEba7Qht6wuShgzrRfCQHpRs3u/3MfYi1yB15CWjCJ80hKK1u7DlFqKPiyJ0ZB/Qaur9/TcZNQzvY2Ltzvpn4O0/XsH+4+5747kzur+J3UcqKCh2Rh4NeqjwETvrmdSS7WHq75ffDjTouPwClRmoKIrip9ZUD30w519gwNMvDO95CgRWklI6hBD3AYeorn7XHRgPLA/YCpVzjbrmzxNCiAtwxo7CamxeCrwNrAcyARPQCbgYZ/JZwplxlwCbhRDjz6UswdYUDBx65m+Bswb0474OkFLOE0J8BVx/ZtNAIYRGShmYR6oVRVEURVGUs9bh9GKfY16fe5B2MUE8dkMv3v7Jd/DQHb1Owy0XJfHmI8Ow2hxsOZDL1kO5Pkv7bT2US+d2Ibzwxd6ABwLBGeArKbP5Pd5mr36AeldKPve9vJENe7N5/08jAr62QJBScjqnjMIiK1qtID7OjNlU/9sbbbDZ5xiN2djoQGDpvhQK126j/PhJ0AjMXTsSNmYQpo7tfB/shRCCjv+6l1NvziVv0Xpkue9MMmNi3XKlGqOB8AuqPxtxVFgpWrOTilM5lB1Oo2TnEWxZeRQlmNh7WTSmYT0YHT+MJFNC1TF2u+TrJUXsOeJ/QK8xLhgSzGO3RHPgeAV2h6RLooFn/5fD9oPlbscLAZeOrV9Z1ZaUX2DhSEpOg44NCTm7gp6Koigt4Uy/wN4tvY4ahrT0AlqAp1/Y3/XnYCllihBiCa7ZgSoYqLh1pl+guubPA0KI7sA8nNUkARzAvVLK92oNrQB2ADuEEHOAr4ApZ/a1BeYJIQZIKc+uXgMetKZgYM8zf0vgSymlv59cfEh1MNAEJAEpAV2ZoiiKoiiKctaJCTd6LNNZSUp44u3tdGsfRl6R7wCGyaChrMJBZIiByUPjuWd6Fy4YHE+F1c6T7+3g3XmHKSjxr6yfUe/MuvpuhfcMwoYa1C2SJZv9ywz05MOfU7hmQgemDG9cwCrQCgor2LYrh1JLdRB1/6ECEtsF07t7BJp69Hw0xMdgaBtLxcnTHscED+jpcZ8vpXuPUrBiC5YDKWhDTM6NDrDsS8Fy4CgxMy4iuH/3Bs8PzkBeu4evp81dl5H3ywZOvfGtx7HasGDCxg30Ol/ez+s49db3LmVDrVoHr1+WxoIhOVh1Ek7+hDgpmBI5hteT/49IXRgv/i+LzdsLKdOanJG3JlZY7ECvE/RJrg58PXpzFP/35mlOnHK9ndQIuHdGBD3OoszA3HwLDa1xNrBv67pmFUVRWqmOtK7PRru29AKam5TSIoSwAzWfuioC6jZs9mwFrsFAFWBRPFHX/PljDtWBQIBn3AQCXUgpC4UQM4CtOLOMOfP3Q8ALTbLKZtaafvgja/z31noct6XW64jGL0VRFEVRFEU52918URJbDub6NfafH+9CpxUu2XHuPHBlN565oz8mY/XnFVJKrnl6NfPXpns5sq7YCBN2u4PSemTv+euKMYlcObY9L3y+r9FzvTPvcKsKBpaV2dm4LRur1TXzUkpITS9BI6B3j0gPR7sXOXUMmR/96LbRnTYshLCxg+q9zuLN+zj5+reUH68OyGqCjZiS26ANO5ON6JDk/Pgb5u5JaEyND1JpQ4OIufoCrFl55Hy9tM5+odeR8MQtaIx6j3MUrNhG+r8/rbP9uauPs2RAnss2ieTnvFVcteMB/vPVWKZs3sN0aadQF8KG6AGsaDMCq8bzuRorOlxTZ1tUmJZXH23Diq2lrN5hoazcQecEA1NHBdMhvunW0hSCzQ1b77BB7YmL8dSCSVEURakhqKUXUIvvcgXnpiycGTiVDtez6lvtmtp1SyAoipO65s8DQoh+wIQam/KAF/05VkpZKoT4B1DzhuhuVDAw4MKp7v1Xn1oolXeklceGBmxFiqIoiqIoylnrjkuS+WBhCrtS8n2O3Xowj5hwA9kF3rMDB3SNcgkEAizZcqregUCA1KxSPvrlKIO6RbFuT3a9j/dm/4lC2kUHMbhblN8BUU9SMnyXW21Ox9OK6wQCa0pNL6FLpzCMRv/Lepo6t6fN7VeQ9+taKlLPBO80gqAenYmcOhZdWAhSSjJPl3EqqxSbTRIWqqd9QrDb0qQlOw5x/Im3kDbX8q+OknJKd6cS1K9DVZagrLBSsn0/oSP6+71eX9refxVBPTqSM3c5pXuPIXRaQkf3JWRQd/IWriPt2Y8QQhAytCfR10wkqGdS1bFZHy6sM9+xOEudQGBNO61HWGNxcIF0BmHDbMVMzlxNl+JjvJd8PbYzAcHrJofSoY2OFz/1PJe/YiK0DOxhcrvPoBdMHh7M5OFnT0lQd9rEhRIWaqSwyH3Z09rCQo2MGNKR0cM6NvHKFEVRFCWg9uEaDCys5/G1x9fvqTBFUc41k2q9/k1KWVqP4xfgjDVVljrpIoRoK6U8GZDVtaDWFAzUUB3Q87tpyplmsTU3Na6Zh6IoiqIoinJOCAnSs+Q/E7n5n2tZ7Ee5TF+BwBCzlivHJtbZ/skvRxu8xnd+OsRNk5OaJBg4YuYibI6GFhmsFhPeusoqZp62eN3vkJCVU0b7dvULBJk6JdL23mux5uTjKLWgiwhDG+qco8LqYNO20xQUVpeAzcou48ixIvr2jCSx1rky359XJxBYc4EVqTmYe1b32rPm5HtcV26hnXmrilm5tZQSi6RDvI5LRocwfpAZ4aUUZ/jEwYRPHIyUEiEEuT+tIuM/XzpTKM8o+G0LBSu2kfiX24iYNITyE5mUH82oM9dvfX0H737rl8cFu10/e+tUksaI7G2sjhsGOCuHThgSzNdLizh+suEZsRoN3HtVBNp6lINtzYqKy0nLKECjESS1j8RorL5NHzO8EwuX7Pd6fOeOUUyd1J2YmGC0mrrZkoqiKIpH9flwuDm0tvU0l73AxBqv6/vLZ+2ng87Xr6PiW2v72Wht6zlXdKr1ul437FLKfCFEHhBVY3MCoIKBiqIoiqIoitJaxUSY+OFf40mc8T15xb57Anrz8gODMRvr/vqcld/wXuL7TxSyYofnXnUAep3Aaqt/UO9kbmB6nN98Ue17qZbl8KNolKMRQVB9dARER7hs27kn1yUQWElK2LUvj9AQPeFhBgCsWXmU7jzi9Ry2nGKk3YHQOgM3GrP7DLf001aeeP00uYXVb3pPSgV7UnLZsi+IR26K9BoQBBBCUJGZS8YrX7sEAqvYHaS/8CkhQ3viKHOfgVZq8v1FLzW6D34Oy9leFQyMidCSlWujsNjzfJeMDiav0M763WVul9u7s4EbLg5jYHf3X7OzSVm5jfm/7mPPvlPYz/zMGg1ahg3qwKRxXdBoBCOGdGD9lhPk5nn+rGjcyE60iVMFchRFURrgGGAFWksd6drlLs8XtdtFtann8bXLgtan4pxyfjmGuubPB7UfKGjIU4i1b/7OiQQ0FQxUFEVRFEVRzmkmo5bfz+jGMx/tbtDxibFBvPzAIK6e0MHt/s5tG96bK9Ss56fVaV7H2BoQCAyUYT2juWFS6yo5GBGup9Ti/X4u4kxgLhBKSm1kZXsOrEoJx1KL6d/b+eCovdi/B3yrgoECgvt3dzvm1S/yXAKBNf22uZRBPUxcMMR365O8BWu9RlFluZXUZ/5HyJDuaEwGHGWugfPkk77bmSSfcj8mqqIAAJNBMG5gEC99mktekee1xEfreOCaSE5m29iyz0K5VTKwuwmjQWA2aIgKPyfuw3E4JJ9+s5UTafku28sr7Kxaf5T8AgvXXN4PgJuvGcj/Pt9MUXHdYO34UZ3pnBTdHEtWFEU55zxcvrp8tnHMbmBgS6/ljC0tvYAWsgBw4KwaB9BJCBElpfS31v3gWq9VgEVxK2KmpTx/jlld8+e+2g8EtKvPwUIII1D7F2zvT/CeJVQNEUVRFEVRFOWc9+StfejbOaJBx2o0uC0PWumu6V0auCoYPyCuKiPIk+YKBdYsB2oyaPndJZ358dlx7D5awLZDudhsfqTkNZA1J5/cBStIf/lD0l78gNNfL6L8hPsqLB0TvQdfI8MNVVl6gZCb77tfW25e9Rh9myiE0fvDxkKnReicQa2QoX2d2Yi1HD9pZU+K92zWhWv86+dYfsx3RZuSzfvInPMDjoq6GZATd0YSVuo5CKdxwGUbY9zuK9I5S6jeeXk4lnIHm/d6z1hduKaYUzk2PltUyHs/FvDBT4X88dXTfLe0uNmuhaaWl2/hy++31wkE1rRr3yk+/nILljIrMVHB3H/HSCaN60J8XChREWZ6dY/j9huGMGlcw//9URRFUQDY3NILqOG8DAxIKbOANbU2X+XPsUIIHXBlrc3LA7As5dylrvlz37FarycIX+VUXI3HNYmuHEhv7KJag9aaGdhfCNHQJhL1PlZKubKB51IURVEURVHOAlqthg+eGMHQexbV+9gTmaWs3ZPN2H6uFYhsNgdbD+VitUl+f1V3Xp9bv4eQI0MNbNrfeqoYje4bw59v7oOl3E6P9qH894dD9LltITmFzkBXuxgzD1/Tg4ev7eGzNGV9lB1NI+uTecgaQajSnQcp3XWQqOkTCB3ez2V8ZISRnt3C2XewoM5cQWYtA/pE1dneGP6805pfDm2wmfBJQ8hfuM7jeH2bcLTBJkJH9Cf8guFuxxw/WTcoV58xJbsOUrRhF9bMHMqO1uPe1U1w2mjT8PQXnfjLLUcoN7juFxJm/dSexBz3ZTuPderP/90Rzah+ZnYcLHM3vYtTOXYemZ1JQXH1wPIKyS/rS1ixtZQrJ4Rw2fgQwoLPzgzBI8dy+OK77VRYPfSUrOHwsRw+/WYbd948lOAgA+NHdWb8qM7NsEpFUZTzylLg7pZeBFACbGjpRbSgt4GxNV4/JoT4RErp66msu4H4Gq8LgV8CvTjlnKKu+XPf0lqvOwDXAl/5OvBM0PCJWptX+/Fv0VmhNQYDBfBSA4+jAcdKWufXQVEURVEURQmgQd2iuGx0Ij+t8V6W052CYtegyyvf7Oflr/aRkW0BIDRIx6BukWw9mOfXfN3ah3IwtYi8osb1MQyk0/nlDO3hrIZy0z/W8OXS4y77M7ItPPbWNtJOl/KfB2tXY2oYabNz+qtFLoHA6p2QO38Fps6J6GNdA3ydOoQSHWnkeFoJhUUVaDWC+DZBJLYNQqcLbPGTmCgTQrhvt1cpNto1EBZ/zxVY9hyl/PipOmONSfG0e+xGzN06otF7vg0JMvt+H57GZM9dQsnWvVWvteEmSPU5nQtNiBlTx7bY8grRx0czfVhP+hskH5vWsEzuxOawMSJsADfnDCZ201Kc1b1cadvGcuOL09CFO0uIhgT5fk8aDS6BwJrKKiRf/FrE3GXFPHxTJGMH+C6R2pqUl9v46vsdfgUCK6Wm53M4JZtuybFNuDKntFXbObVpLzqTkc7TRxPWId73QYqiKGe/74FM6t+nLtA+e7h8dVELr6ElfQH8Ceh75nU34G0hxB1SSrflKYQQw4EXam1+U0pZ94kxRanWaq75iJmW8/mabzJSyiNCiPXAiBqb3xJC7JNS7vR03JlA4HPABbV2fdQEy2wRrTEIJvHvAdzax1QK3GPKiqIoiqIoyjnl87+O4u4XNvBFrUCXN0JAr6Twqtd/eWc7//58r8uYolKbz0DgjPHtufHCJBJjg5g4q/bDii2v05neh2t2na4TCKzpte8O8MCV3UhOCG30OUv3HMbhrceelBRt3E3UtHF1doWFGujbM3DlQD0xmbS0iw8i/aT7dWo0go7tXUuX6iJC6PzGo+R8v4K8n9dhyylE3yaSyGmjiL58HBpz7Z72dfXvaiQ8RENBsefyrOMG1u3TV7LroEsg0LmeYLQRQdjz/etnCOAothD/wFUE9epUtS0WGMRFdcYW/bs7me/+RNnBEwAIvY6wcQOIv/8qdOHVX5vkRAPt2+hIzfRcyMX9x32uyq2Slz7JpV2MjuTEpv8ZCJSde09SVl7/Ajh79mc2aTAw7+AJFtz0V07vPFy1bfkfX6PXzRcz6Y3H0Bq8l71VFEU5mz1cvrpitnHM+8BfWngpb7bw+VuUlNIhhHgYWEz1Z7u3AQlCiCeklFXlFIUQ4cCdwN+Bmr+EHQSebaYlK2epiJmWivw5ZnXNtzAhxGjAXdPx/rVem4QQF3qYJkNKudfDvieAZVT/exIJrBNCPA+8K6WsempTCKEBRgJPARfXmmcX8JnHN3KWaY3BQGhca5T6HKsCh4qiKIqiKOcRs1HH337Xj7krUym3+tcDb/KQtnRu5/ycIS2rlJe+3Fevc2oEPHVbX566rQ9CCN6df5iSsoZWxG86NruDjfuy+eTXo17HSQmf/HqUv/2un9dx/qjIzPY95pTvMU2tT49IbDYHmadd+93pdIKBfaMJCa4bLNGGBhF361Tibp3aoHPqdYIbp4Tx1rf5bvdHhGq4fHzdgGzRxl1ux5t7JlCekoU1q9B7mmMNtgL/ehKGDu1J6NCelKdmYi+2YGgbgy7CfW/H26aH8+wHOW7LhQYZodTPAjw2O/y4ophHbgpsWdimlH6ysEHHFRZ577PYGGV5hXw7dRbFaVku26Xdzp6PFiIlXPxuS39WpiiK0uTeAmYBLZVyvvTh8tU7WujcrYaUcqkQ4s/A8zU2XwhsFkKcAtKAYCAZqP00UA5wtZRSZVop/mjxaz5ipuV8v+Y/Azr6Ma4NzocE3PkIuN3dDinlCjf/ngQBzwDPCCGOAVmAEUgCwmvPAZwGrvCUnXw2ak3BwBM0LgioKIqiKIqiKD5d9eRKvwOB7eOCeOuRoVWvv1h6DLuvpme1OCREhxmq+uxlnPY/O8ubIJMWS7nd37gOibFBpGeXehz/1W8n+Oq3E8RF+s5ay8oLTHBCY/Cd1aUxtnxWklYrGNw/hoLCCk5mWbDbHISG6mkXH4ROG9iypDVNHxMCEj7/pdAlQ7BHkoFZN0QSHV63b541030fSqHVYOoaj6FjDEF9upO/aCPWDO+B1tSn3yfu9kuIvbFuNqA7xva+qy2N7Gvm0ZujeO3LXMprVYetsDmf1vT3Ctt2oOmCZE1Br29Yn8Os7JIAr6Ta1le/rhMIrGnfp4sY+eQdhHVUJUMVRTl3PVy+Om22ccxfgFda4PSlwL0tcN5WSUr5byFEKfAyUPOXwHhcewPWdAC4VEp5qKnXp5wbImZa0vLnmNU1f4478+9JPvAf6gZ+k8788WQLcKOUMqVJFtdCWk0wUEqZ1NJrUBRFURRFUc5tf3p7G3uOeW8jotMK2scFcdHQtlw/qSMJsdX3DafzG9Y3fN66dB64qjuAy3wNNbJ3DG8/Nozh9/6Cpdx3/7HB3SK5c3oX/rfwCIfSisgvdtOj74ysPN/vMSnefdZXfQX16UL+0nVeoz9BfboG5FyBEB5mIDysectSTh8bwsUjg9l+sIwSi6RjWx2d2nleg8ZkxFHqOUimMegIHdYTQ1w06c9/4vXcssJK5js/og0NIurSMQ1+D7XtOFRWJxAIzmy/+pRuae1PkqZm5LN243EOp2QjJYQEN+xnp6i4nPSTBSS0dffAcsNZS8vY/J/PvY6RDgdH5q1i4IPXBPTciqIordBrwAxgbDOf988Pl68+0sznbNWklK8LIRYDfwOuwjUoWNNRnMGcOVLK1tOIWzlbtNg1HzHToq75ZiKlfFsIsQh4EGfpYW+19yWwCWfm6GdSSs83zWepVhMMVBRFURRFUZSmtHFfNi/7UeIzNsKEEIK3fzrM2z8dpk2kifuv7Mqfb+pdVS60vqxnMhGllAztEd2gOSoltwth1RuT+WF1ml+BwIQYM1n55dz/n02NOm8lvU7DbVM6+R7oz1wxkQT370HJ9v3u98fHENynS0DOdTbT6wRDe7lrqVFXUN+uFK7Y7HG/JsiEObkDQT06Y9l/nNwfVvqc8/SnvxA5bRRC0/gsyLwiO79t8pwdK3H26fQn43VAN1Oj19NUdu49ydx5u3HUeCO5+ZYGz5d1ujjgwcD9X/yKvdz3Z6dlBarimju2snKOLlqPJTufiORE2k8YVJUBrijK2efh8tVytnHM74D1QEwznfZn4PVmOtdZRUq5H7heCBEGjAK64izjVwxkAlullAdacInKWS5ipkXmzzGra76FNGdimJTyOPCYEOJxnP+WDMT5PQ8HrEA+zqqVG6WUec21rpaggoGKoiiKoijKeeGNuQf9CjCczHH9wD4zr4ynP9jF/hOFvPnwMB5/a1u9e/7tTMkn4pKvKSq1oWtEPCU2wsDMy7sy/vdL2LDPdy89s1FLTLiRHUfyG37SWl68byBtovwLTNW2fFsmWw/mYjbpuGxUAgmxQURfMQlh0FO8ZQ/Yq0thmrp2JGbGZIRO3bLUR9iI/pRs3Ye9yH1pyfAJwxB659e03azrCBs/gGOPvOY1zc6amUvZoTTM3Ts0en27j5Rj8xHD9uc61Wjg8nGByVANNEuZlR8W7nEJBDaW0Rj46+DQ3OV+jasoDExp43PJzvd+ZM1f36EspzrTPCI5kclvP0Hi2AEttzBFURrl4fLVR2Ybx0wBluK+f1QgrQaufrh8dWtPdG9RUspCYNGZP4oSUBEzLUfy55ib9ZqPmGlR13wLkVJK4OCZP+cldWetKIqiKIqinBdW7fTcF8sfXyw5TnLbEP7z+0HMfGmj3736AHILq7NvbI1oP24y6HjsrW1+jx/UNZI1u30HDf3RNTGUF+8fyKWjEut97L7jBVz/t9XsPlr9wfms1zZz57RkXn1oCNGXXUDExOFYDp8AuwNjh7boYyMDsu7zjTY0mDZ3ziBn7mLKT5ys2q4JMhE+YRhhowa4jA/q1cmvepvSWr8AeKBoNS4xYgB0WvjDDZF07dC8JVv9cSqriM+/246tMRd6LSajji6dA//AekWJf5mK+qDWm4HZXFJXbGXTS59RcjIHjV5L1ta6ySj5R9L4/rI/csOqt4npk9wCq1QUJRAeLl+9ZbZxzAXAL3gvJ9cYS4ArHi5frZ62UJQWFjHTsiV/jrlZrvmImRZ1zSst6rwOBgohooGbpJSvtfRaFEVRFEVRlKal1za+xOE/P9lDRIieTm2DSclwn3nVlFKz6nf/2CspPGDBwFsu6tSgQGB2fhmTH/mtTsalzS55+6fDALz5yDC0IUGEDOgRkLWe7/QxEcTfcw0Vp7KxZuYgjAbMye2rMgJr0hgNGDu1o/xohsf5hMmAMaltQNbWu7MRnRaf2YGVagcCB/Uw8vCNUUSFaQOynkDKzinhg882UVYe2MDpuFGdMegb/36lw0HKgrWcWLYZa7GF/EOpfh0X0q65Kme1DFt5BUUnMtEHm+u8V+lw8PXEB8hYt8u/uUrL2PTip0z96OmmWKqiKM3k4fLV22YbxwwA3gGmBXDqCuAZ4N8Pl69umadsFEWpI2KmZVv+HPMAmvCaj5hpUde80uLOu2CgEEILTAduB6bibEKrgoGKoiiKoijnuKkj2vHG3MZXBMkvtpJf3Pp7iQ/pHkVSfODKKB7PLKHEYiPY7P4WIiWjmBe/2MtXvx2nsNRK76Rw7r2sK3lF5XUCgTW9v+AIT93Wl7bRDSs9arM5+N+iFN6bd5hDaUVEhRm4aXInHryqG7ER53dGkyE+BkO870BO9FXjyXj5C4/7IyYPQxvSsO9PbVFhWsYPCmKpl76B3mzdX87xk9ZWGQxcvjalUYHAILOeUovV5fXYkZ0YPSyp0WvLT0nnxyseJ/fA8Xodpwsy0e2aSY0+f2tks5Sz7h/vs/t/8ynLLQSg7fDejPi/35F08QgAFt72d78DgZUOfb+CKR9K1T9QUc5yD5evzgCmzzaOuQ2YDTS2ZMEW4HcPl6+u3z8qiqI0i4iZlgxgev4cc0Cv+YiZFnXNK62GkAHsY9CaCSEGArcBN1DdFFTgLBfbJHeSQojewO7K17t376Z3795NcSpFURRFURTFh8NpRQy662eP/f6Gdo9i04HcZl5V0+rbOYJdKfkBmy88WM8L9w3kruldXLbvOJzHpIeXkldU4faYghLvwdMRvaJpGxNE/+QI7pyWTLuYIL/WY7M5uOqplSxYVzerLSk+mOWvXUj7uGC/5jqfSSlJf/Ez8heuq7MvqG8yHf99P9oAloosK3fwr//lsHV/eYOO79pezwVDgogM1TKirxmDvuWDLja7g3+9vBS7o+H31+NHd6Zvj3hOnS7CaNDROSkKva7xt6p2q42P+99M/pG0+q/ppYcY9PtrG72G1sZeYeX7Sx8ldfnWOvuERsPUj5+myxXjeD18ErJ2eqofHipahtagD8RSFaVZ7Nmzhz59+tTc1EdKuael1tPazDaOCQFuBu4H+tbjUDswD3gTWKL6AyrK2SF/jjkg17zqD6i0Nud0MFAIEYfzwr0NqPytpvJOUaKCgYqiKIqiKOeV37ae4oa/ryG7wDUIce0FHfj3zAF0v3k+FdbA9fryR1iwDr1Wy6i+MRSWWFmxvXG9DWvrGB/E8VO+s7D0WoHV7t+9wTfPjOWqce2rXg+7ZxFbDgYmkKrXaXjv8eHcfFEnn2Nf/+4As17f4nH/9FEJ/Pjs+ICs63xQvHkfufPXUJGRjS4ilIiLhxM+fiAiAAEpd3YeKuP9Hws4nOYMFofqbYxrl0f/6CJ0Ag4XmlmWHsXJUqPHOUKDNNx5eTiTh7ds0HfDlhMsWLy/UXNcPqUXgwfUvxSvLwe+XsLCW/5W7+NM0WHcl7Ew4OtpbrbyCg59t4wj81ZhL7cSP6wX+pAgVjz6qsdjgtpEMfa5+/nljn/W+3xRPZK4bcenjVmyojQ7FQz032zjmOHAGGDwmT9JgAHn54wlwB6cGUFbgF8fLl9d/ycxFEVpNfLnmOt1zUfMtKhrXmm1zrkyoUIIPXAZzjKgFwNaXAOAlZ9wVG7b0ZzrUxRFURRFUVrOxEHxHP/6Cr747RgL1qbjcEguH5PIrVM6I4Tg+XsG8Mh/62aKNJUgk5ajX15BRKgBgD/N2RbwYKA/gUAAm0Py5K19eGfeYbLyyryOffaT3VXBwC0HcgMWCASw2hzc8fx6eiWFM6hblNexb/90yOv+heszSM0qUdmBfgoZ0pOQIT2b7Xz9upp46i499/zrFHHGUh7pd4JQQ3UzwQ6hZYxrm8eHB9qxPjPC7RxFpQ5e+SKPIJNgdH//MkoD7VRmEQuXHGj0PCZT09yeH/t1Q4OO0+rP/sy2otRMvrvkYfIOnqjalrJgDULjPZu0NDOXo4vqZsr6o/+9VzboOEVRzg4Pl6/eALj8wzrbOEbzcPnq5n2aTFGUZhEx01Lnms+fY9ZEzLSoa14565wzwUAhxFCcGYDXU13Tt2YQsObrg8CXwJdSysY9vqkoiqIoiqKcVX5am8bT7+8kPdvZx+7HNek8//le3npkGH+4pgft2wTz4ud72Ljfe4ArLtLIgORIft18qsFr+b9b+lQFAjNzLbz2nfeAQliQjsLSpuk9H2zS8fc7+jHzsq4kXv2917HbDuVx7GQxSW1DOJRWGPC12B2S1787wP/+PNLjGIdDsv+E93NXjlHBQP+U7DxM3qL12LIL0MdFEnnJSIJ6+c7Q9KS41MGSjSVs3leGzQ59kg1MGRlCTER1pmFMhJYnboskaPdBl0BgJZ0Gbu+ewZGCIE6XGTye64tfilosGLhh6wkCUXHHbPb8/hrD0YAylwBRPZMafe5jv25gx5y5ZG47gN5sosuV4xlw3wxCE+MaPbc3Nosz+3ve9U+6BAIrST/KuR5duLbe5+161QT63XtFvY9TFOXspgKBinJ+UYFA5Wx1VgcDhRBtgVtwBgF7VG6uMaRmEDAV+Ar4Qkq5rdkWqSiKoiiKorQa89amceMza6j9uf3B1CKm/Wk5q96YzFXj2nPVuPbc9/IG3pl3xONcd0/vwt/v6Mej/93K63MP4KjHLWF0mJ67pnfl91d1r9r26a/HfJYoLW/CEqYzxncAwOFnUCOnsJyktiFEhXku4VhJUP2Lub+Wb8/0ul+jEYQG6Sn00Y8wPPjsz25qatLuIO25jylYsslle978NUReOoZ2j1yPEPXry3csw8qTc06TV1j9M7vrcDlzlxXzl9ujGNLLXLW9X1QxeSbP30edBsa3y+PblDYexxzNsJJ+2kpCbPN/v4+n5vkcIwR1/t2pKTzMRFL7SM8D6smSU0B5QTEh7WJIHDuA/Z//Uu85xr/w+0atYc3T77Dx+Y9dtm1+6TP2fLiAGT/PJrZf10bN787hH1eyefYXnFy3q9FzWYstfo0TWg2JYwfQ967L6TbjAoRG0+hzK4qiKIqiKEqgnXW/pQohjEKI64QQPwMngOeAntQtBSprbBsrpewopXxcBQIVRVEURVHOX0+/v9PjB/JlFXb+9cluFm3IYPi9i7wGAqcMb8uTt/ZBCMF/HhzMgU8vJSHG7HF8bTmFVv79+V7aXvkdv39lE4UlVo5nlvg8rtzqIMgU+P5twSYd117Qgcfe3MqNz6zBqPd9m/DTGmc7jIkD29A22vt7D2tAQE7jR/Dpuokdve7vkhDC0B7R9T73+Sb7y8V1AoGV8uatJvf7FfWaz+6QPPNetksgsFJ5heTZD3PJLazOArTmF/ics1OY78BMeYXE4ZDY/Ox9GSgare/rxVeMffL4rmh8lK70x8kNu5k77RHmJEznfz2v450Ol3N6xyHMsfULNA5+5AZi+3Vp8DpSV2ytEwisZMnOZ+Etf2/w3J5smf0F8679S0ACgfWRNGUkV//yGt2vmaQCgYqiKIqiKEqrddZkBgohRuLMALwWCK/cfObv2mVAjwJV9WyklGuaY42KoiiKoihK63UwtZAdR/K9jvlpTRo/rU7DXQU5k0HDmH5x3D29C1eOTURbIwDw7rwjVWVH66OkzM6bPxxi0/4cpo5o59cxZeX2gJYLTW4XwvWTOnL5X1bUK4jy0pf7uGt6FwqKrTx1Wx/u/4/7YFJSfDDTRybwxvcH67Wui4a29Tnmset78u3yE+QVVbjd/8yd/eud0Xa+kTY7OXO9B/ty5q4g6srxfn0trTbJyq0lZObWLflZqbxC8uv6Eq6/KMy5Qes7wG11eD+30QAfzi9g24FyHA7o1kHPpeNCmDikaUrElpXb2LnnJNk5JRgN/gfozSY9ZeXWquBgdGQQk8Z1oU/P+EavKXXFVr6/9I/Yy6uvh/KCYnbMmUtk9w5I6aAsu1bgtUbKotBoiOiayPgXH6LTxSMatZYdb3svNZy7/xipK7bSfvygRp2nUlFqJqv+b05A5qqvY4vWcXTROjpN8VzWWFEURVEURVFaWqsOBgohEoFbz/yprCFSOwNQnPlzEPgM+BToDCxu1sUqiqIoiqIorZqvcpKA11KfZRUOLhwcz9UTOrhsLy2z8c68Q41a26b9uUwfmYBWI7D76GXlkHD9pCTemXe4UecE+OP1Pbl9amcG3LGw3tlUZRUOkq79EYAQs46Jg9pwOL2IE5mlgLOM59Thbfnvw0PRCME3y0+QmVfm19xGvYbfz+juc1xyQihLZ0/inhc3sPlAdY/HxNggnr2nv8/MQQUqMrKx5XjPzKtIy8KWU4A+JsLjmH1Hy/l6SRGb9pS5LQlrsFcwPGc7g3N3EmotpuJEJLmWcURMHYGpbSzF+7z/PG89HeZ9jRWwZV951euDJ6y8/GkeKWlW7rrC87obYvf+U/ywcA8VFZ4Dnp5YyqzcceMQbHaJ2aSjXXxYwALWy2bNdgkE1pR34AQjn74LU2Qoqcu2gBB0mDiEHjdMRtod6EOC0OoD9/FA9i7PmdU1xwQqGLjn44VIe/2/H4Eg7Q7mX/8kt+38jLAOjQ/qKoqiKIqiKEpTaHXBQCGECZgB3A5cQHWwD+oGALOAL4FPpZSba8zRuRmXrCiKoiiKopwFuiaGYjZqsZQ3/APjjxal8NgNvVy27TiSR36x70CjL/PWpvOnG3vx7Kd7fI7t2dF7YMRfm/blUG61N7qsYrHFxm9bM+nfJYL3Hx+B1e6gZ8dwOrSpzspa+sok7nh+PRv35VRt0+s0WG2uEdjQIB2fPDmKXknh+KN/l0g2vD2FbYdyOZRWRHSYkQkD4lwyNxUv/CxNKbxk763fbeG5/+Vg83BpmWxl3HPkcxIsNfpA5lrImP0l+b9tIemFBzC1jaPsZJbb47MsetZnev558NaP7/vlxYwZYKZHku/elv5Izcjn25924fARtPdGSujSKbDla09u3EPO3qNexxz4cjG37fyMAffNCOi53TGEBgVkjD9SFq71mYnY1GyWcna99yOjn7m3RdehKIqiKIqiKJ60mmCgEGIszjKgVwOhlZvP/F0zAFgK/IAzA3CxlLJlHv9TFEVRFEVRzirhIQZumJTEBwt9Z6x4ciq3bmabP73t/JGRY+Efd/VnxY5M1uzK9jo2JaOIqFADuR7KY/prxY4ssgvKfQ/0047D+Ww7lMej1/ess69nx3DWvXUx2w7lsudoAeEheiYPbsvOlDy+WXaCIouN/skR3DS5U4N6DA7sGsXArlGBeBvnFUNCLIb2cVSkug/EAZi7d0AXGep2n9Umef3LPI+BQIBLTi5zDQTWULrjEKc//4W4W6aSv20PZemnXPYfKzLx1p5EKhyeg7u++vEtWlsSsGDg2o3HGxUIBAgNCcxaaipK8/z9q8+YQOk2YyKZW/Z73K81Geg8fUyjz7P11a9Y8fjrjZ7Hk4guieQfSff9QwakrtjWZOtQFEVRFEVRlMZqNcFAYAXVQT/ApbqMA1iCMwD4g5SypJnXpiiKoiiKopwDXrhvIJsP5LDTTe/ALgkhHE4v9np8Unzd/mODukXRJtLkdwlMTzqeyaL72+39mPzob17Hvj63cWVJayotD0zvwUofLUpxGwysVDtoN6xnDMN6xgR0DYr/hBDE3jCZ9Bc+8zgm5obJHvdt2G0hv9hzfV2DvZwBed6zXfPmrSHu1kuIHNoPW68ulJ86zfqdpfy4TcuRwsZnj53MafjPeNbpYtZsPMb+Q1nYbA5sdi+1hP2Q2C6cmOjA9zEMTYj1Y5QkY90u2o3sG/Dz19bnjunsePt7Co+fdLt/0O+vxRztX/avJ4UnTrHyz282ag5vdMEmLnzzcbb/91sO/7jS53ihspEVRVEURVGUVqw1/rZaGQQUwBbgYSBBSjlVSvmZCgQqiqIoiqIoDRUZamDV65N5+YFB9EuOoE2kieE9o7lmQgefgUCAO6cl19mm12mYdU2PRq/td5c4525k0lG9ZbrJdmyMjBxLQOerqbTURsrxIg6nFJKVbUH6ka2j+BZ5ySji7pgOtYIZQq8j/oEZhE/w3Nft+EnvgbboinyMDu9ldG25hdgLnNefLjiI4OSO9B3flUxbYIJmYcGeS5x6k3I8l7c/Xs+2XRlYymxYbQ5/EsQIDnKf2arXaZgyyXcvzIZoO7wPUT2SvI6xlpTxzeTfk7JgTZOsoSZTZBhX//oaCWP6u2zXB5sZ/ufbGP0P9+U0beUV2CzlLq/3fvozC2/9Gwtufpodc+ZSUeTsS7r7wwVN2ifQVlLGtxc/RFAb/0q6Jl00vMnWoiiKoiiKoiiN1ZoyAysJnAHB1cDfpJTLWng9iqIoiqIoyjkkJEjPrGt6VAXw0k+X0um6H30eN75/HHdcUjcYCPDYDT1584eDpGaVNmhNEwe14ZaLkgBoE2Vq0BwNYTJoKW1ED0V3OsQFpg9YTXaHZPe+PNJPun59g4J0DOobRVioIeDnPN/E3TqVyEtGkr94E7bsAvRtIomYPMxjeVBwlghdusn7s5plGj9KYmoEwuT6PYyL0vHP+2J54eNcMk43Lnt14tD6/0zaHQ7mzt+F1Vq/TECdVsNt1w9hzYZj7Nmfic3uQACdkqKYPL4rCW0blw3nzQWzZ/HD5Y9hr/AcfHVYbSx54AXuuvg7NLrAfhxQeOIUO9/5gbSV20AIOk4exiWf/h1Ldj5ZWw+gCzaRdNEIjGHOIK/daqOioBhDeAipy7aw+eXPSV2+BYA2g3vQ/boL2f7f71yyCw9+s5S1z7zPlT++SEFKekDX75aEne/47keoNRnoe8dlTb8eRVEURVEURWmg1hgMrHzWcgywRAiRDnwOfCal3NVyy1IURVEURVHORR/+nILdRzreqD4xLHzhAowG9xlGeUUVpJ32HQjUaMBRK7YQHqxn68FcQi7+mo7xwdw5LZl+yRFuS5kGmk7ru9/h0O5RhAbp2Lg/h2KL78DhHW6yJxtrj5tAIDgzBTduzWbsyDYevzeK//QxEcR6KQla25odFjJzvf9M5BkjSA1qS/tS9+UiAUJH9EEbVDcI3rW9gXf+0obtB8s5nFrBh/ML/V5bpf5djQzrXf8A+8HD2RQW1b+fZr/ebYmPC2XGpX25ZHIPCgvLCAoyNEmfwNo6TBzC1b++xo9X/YmyXM9fq5KTORxduI7ky8YG7NzHflnPvOufxFZanWl8cv1utr32NZd//2963zat+vynctjw7Ifs/fRnrCVlIESdnnyZW/Z77DlYllPAVxPvp/OlgVt/Y3W6eARBcZEtvQxFURRFURRF8ag1lQndiDMrsOYnEgJIBB4DtgshdgghHhNCJLTEAhVFURRFUZRzz9FTvsuDZuWVcdmfl3PNX1fx7fIT2GzVEb1TORa2Hsz1q3zgKw8Oxqh3/RW8oMRKfrEVu0OSklHM/727gwqrA20TxrYiQvS8eN9ASsp8Z1xtOpBLRk4ZXz49xufYwd2iuGtal0AssYqlzEb6Kc+B1gqrg9Q01UmgJazY6l8m7K/x43DgPvAsDHpib53q8VghBAO7m7jmwjCG9PQe1NPUuLRMBsG0McH89e5otBrfQe/aTufU/2eqU4dILrmwugyo2aSnTVxoswQCK7Ub2RdzTITPcQXHPAdn66sst5D5Nz7lEgisVF5QzLxr/w/rmX3FGdl8OW4mO97+3hkIhDqBQH84KmykzFvdqHUHUtsRfVp6CYqiKIqiKIriVavJDJRSjhBCdAduB24GKgN+NXsI9gWeB54TQqwEPgG+lVIWNfNyFUVRFEVRlHNEXITvrKHD6cVVPQXnrkxleM9o/n5HP178Yi+/bcv067Nss0HDrDe21MkMdGf/ifpnQPlLqxHY7ZKF6zNoE2nilB89A/efKGTzgVyuuaAD3yw74XbMkO5RLHv1QkzGwEYxs7LLfH59T5220KVzWEDPe66wlNk4lWXBbpOEhuqJizEhRP2DY+6Ulvn+YR7ay8SMicPpkBHGqf9+izUzr2qfoX0c7R6+nqAeHf0633WTQ9l2oAy7h9POuiGSdjE67A7o1E5PsLl+z77mpaSz4qWvSNtxBIvWgK53L2wdva8tOiqIhPgw+vVuS5fOMWgC9LVtjKA2UeQddH+dVo8JXBbbno8WYC323CvUkp3Pga+W0Od301n793ddyn42hqPCijkmAkt2fkDmayitQU+vWzwHtBVFURRFURSlNWg1wUAAKeUB4M9CiL8Ak3EGBi8HzJVDqM4eHH/mz3+FEPOBz4AFUsrGNZRQFEVRFEVRziu3XNyJf3++t17HbNiXw9THl9UroaXM6mhIAkzA2R2SIouNZdsy63Xcmz8cYt2bF7F400nyi+v2JOuVFI45wIFAAIePEq7+jjnfOBySPQfySU13zXAzm7QM7BtNRHjj+yy2b6Nn95EKr2PGDwqibxcjdBlA2Oh+lGw7iDW3AEObKIL6dalXYLJXZyN//l00b3ydR35RdUQw2CS4bXo4k4Y6e9GVWqzsPZBBqcVKTFQQ3bvEotVqyMu3sHl7GuknC9DpNPTsFkffXm0x6LVsfuVLVj3x36osNR0QumETFT26U3LNDPDQXy8uJoSrL+vn93toDr1umkL6qu0e9xsjQkj2UmIz7+AJtr/5HceXbgIpaT9hMAMemEF0z05ux5/c5Pvfz1Ob9tL92kkc+GqJz7H1YcnOJyQxjuK0rIDOW1tYp3YUHs2ou0MIxr/8B4JiVYlQRVEURVEUpXVrVcHASlJKCfwK/CqECAOuA24DRlUOOfO3AEzAjDN/8oQQ3wDHmnXBiqIoiqIoylmrZ8dwZl7elTk/HqrXcfUJ7EWGGsgr8h40ae2y8sq489/r3QYCAT7+5SgXDGrDrRd3Duh5I8J8B60CEdg61+w7VFAnEAhgKbOzadtpxoxog9nUuNvBqaOC+Xmt53KaYcEaxgwwV70WWg0hQ3r4nNfucJCdXYIEYmOC0dao/zmyr5mhvUxs2F1GZq6NyFAtI/uaMBmdY5avSWHVuhSsNUr5hoYY6d+nLes2HnfpD3rwSDar1h3lwjaSVX96w+1aDPsP4Fi8FMvUi93u1+laU+cNpx43XsTuD+dzcv1ut/vH/HMmejc9GgGO/ryOedf/H/ay6n+v8g6lsuejBUz95G90vWJ81faCYyfZ9f5PnNqwx+eatEYDpVl52Cz178PoS987L2Pd398L+Lw1XfHDC2TvPsK2177m5Jn3237CYIY8cgNJF49o0nMriqIoiqIoSiC0ymBgTVLKQuBd4F0hRBeqy4h2qBxy5m8BRAH31Nje8jVaFEVRFEVRlFbvjVlD6BAXxGvfHagqmylEg1pZVQk160hOCOW2KZ147K1tAVpp00huF8KRDN+9E5dv9559M+eHQwEPBkZGGAkL1VNY5D4ICZDUPiSg5zzblVfYSU3z/P202iTHU0vo0TW8UedJTjRw67QwPl5Qt6ytQQ9/vDkKvc6/W7LdR8pJSa8gPSOHvMxUyizOspOhIUZGDOnA8EHt2bIjna070yksKiMs1MTAvgkM6ZeAweAMyK3ffJzfVh2uM3dRcTmr1x9ze97cfAtL53zpdW3GrVuxXDABTHV7//XsFuf2mIJjJ8ncsg+twUD7CYMwhAZ5PUcg6YwGrpr/H1b95U32ff5LVQnPqO4dGfHk7+h+7YVujysvKGbhLU+7BAIr2Sus/Hzb30k4/B1BsZFsf/M7lj/6KtKfusdA8qVjMEWFodFpcdjsDX9zbnS9cjzleUVsfe2rgM4LgIAJL88iukcS0T2S6H71JGxl5QiNBq1BH/jzKYqiKIqiKEoTEbI11CqqJ+GsJXMB8DvgSqDyzqpmYFDW+Hs58CXO/oJ5NBMhRG+g6nHM3bt307t37+Y6vaIoiqIoilJPVpuDnUfySc0q4bZn11FsaXgF+ugwAye+uRKdVmC80HuwoaX1S47gSHoRJWWN+5DeZNBS8ut1AVpVtdJSGxu2nsbiZn29e0TQMVEFA2tKyyhh517vtz3BQTrGj4oPyPm27Cvjp5XF7DtajlYrGN7bxBUXhJLU1new5FiGlRc+yeH4yeprTeCgTXAO7UJOU1lFNDjIQElp3SBVu/gwbr9hCHqdhpffXElxSf0zcCP+/k+Ej6BW0a03YUtOdtkWFxvCfb8b4ZK5aMnOZ/F9/yZl/pqqQJkhNIgBD1zNqKfvQmiaN5OwvLCEvIMn0AebPJb5rLT9ze9Y9vBsr2PG/Gsm8UN68e2UP/j9tETbkX25fvlbSCn55sIHSV+9w+/1aww6HBWe/x02x0Zwz/Ef0Wi1HPtlPVte/5rU3zYjPTSW7Dx9DL1unkLGhj2k/raZ0zsPu7wPodNiDAtGazTQdnhvxj3/AOGd2vm9XkU5W+3Zs4c+ffrU3NRHSuk77VdRFEVRlLNGq88MdOdMGdHfgN+EECHAtTjLiI6hOgBIjb8nnPnzuhBiCfAF8IOU0nNNG0VRFEVRFOW8Y7M7mP3NPr767USj+9DlFFawYH06M8Z3YFC3SLYebLZn0uotIsRA3+RI1u/JbtQ8oUFNc3sRFKRjzIg2pGeUcuq0BYddEhamp2NiCKEhKjunNocfQRp/xvhrcE8Tg3u6LzvpTXa+nb+8eZqCYtfAjUTDqZJYBNAu9DSA20AgQMapQn5beZhePdo0KBAI+FdPplZvww6JEVx3RX+XQKCtrJzvps5yBphqqCgqZePzH2MttjDh5T80bI0NZAwLJn5IT7/GZm474HNM1vZDZKzd5XcgUB9i5vLvnidt9Q4W3/Mc+UfS/DoOIG5QDy775l98NvxOLNn5bsdYTufz7cV/4Nolb5B08QiSLh5B3qFUfrnrXy5lUo3hIQz5400Me/wWALpeOQGA/CPpHPh6MWW5RUR0bU/PGy5q1ixORVEURVEURWkuZ2UwsCYpZTHwAfCBEKITzjKitwBJlUPO/C0AAzD1zJ8yIcQC4Asp5ffNuWZFURRFURSldbrt2XV8tyI1YPOdynGW53vgyu7c+e/1AZvXF41w/hLsb7znuokdCQvWNzoYePWEDqzdfZpN+3IwGrRMH5lAYlxgPljX6zQkdQghqYPKAvTFrz6LfoxpavNXFdcJBNaUWRpFm+ActBrvWXvbd2fQOSm6weuwJidjOOi5Z6jDZCS4RzIjRndFIunUIYqEtnVLrB74emmdQGBNO+bMZcgjNxKSENvgtTalklM5PsfozEaOLVrn95zWYgvHl25m8b3PYSstq9d6orq1JzSxDZ2njWbPRws8jktftZ1lj77KBWcCrZFd23P9ijlk7TjE6Z2HMYQGkTR5GPpgc51jI5ITGP7n2+u1LkVRFEVRFEU5G7W+bueNIKU8KqV8WkrZGWcZ0Y+BUqqf9awZGDQDVwPfNPtCFUVRFEVRlFZn77GCgAYCAQx6LQC3T+3MPZd2Cejc7iTFB/PPu/pz7OsrWPn6ZNr7EYjTagSXjkrg6vHtGdGr4QGVULOOVduzGPvgYh7571YemL2J5Bt+5N6XNlBhDWyPMHfSMgr4bdVhlq48zOGj2ZyN7RACJSzUQFSE92Bfx1bQZ3HNTovX/Q6ppbAi2Oc8ZeU2gsw6tNqGtYwvHzWyTuafy/4hQ7jwot6MHp7EmOGd3AYCAQ58vcTreRw2Owe/W9agNTYHS3aBzzGhiXFev1bu7Hx7br0DgQDhnRMAOLFss8+xO978juKTrg8zxPXvSu9bptL1ivFuA4GKoiiKoiiKcj45p4KBNUkpV0gpbwficfYWXH5mV2UZ0ZqBQUVRFEVRFOU898OqwAYCAU7mlFb991uPDmPxfyZy7QXOsqFJ8b6DHPUVbNLx55t7kxAbxKg+sfTt7D5oUZPdIXnpy30Y9Fp+fnEiU4c3rD+WELD7mGswwWaXvDf/CPfP3tSgOf1RarHyv8838c7HG1i+JoUVa1P4+Kut/Pf9teTmlfqeoIVZLDZOZpaSedqCzUOfs4bo3yeKIA9lW3t2DScqwhiwc9XmsNmpKCilLKeI8vwSHB6CweUVvt+v3eHfLev+w6fp1S2uXuusZOzdjclv/QmNvu7Xyz5oABc+fx/9+/i+LioKfXehKC8sbtAam4O12Pf1IpF0nDysXvOe2ri3Qevpc/t0AOzlVt/rcjg4+PXSBp1HURRFURRFUc4HZ32ZUF/O9AX8CPhICNGB6jKiyd6OUxRFURRFUc4vZRWBz177x8d7mDK8HcN6xgAwcVA8EwfFA3AwtZBet873u5SnP6JCXbPBavYz8+bjX1J4/t4BhAXr/comdKew1OZx30eLjvLUrX3p2AQB0C/mbud4at1+jFnZJXz05RYevGsU+jMZmq1JeYWd3fvyyDxdnTGl0wk6dQilS6dQRD2zr2ozm3SMGRZH+qlSTmU6A41hoQY6JgYTFtp0JUIrCkupyHcNKlkLLehDTRgjXbMRkxMN5BR4zxgL0vuXUbZ6/TEAgoMMHvsLelJSWkHsDeO5e9po9nyykBPbDmM3muhwxQUMnjoYvc6/n5+onkmc3LDH65joXp18zlNW7iArz47ZKIiNbL5b9uD4KPIOnvA6ZtPznzD44esRWi3S7vvfzIguieQf9r9PYE3FJ7MJ6xhP22G9OTJvlc/xJVm57PpgHrve/4mClHTMMRH0vOli+t97JabIsAatQVEURVEURVHOFed8MLAmKeUJ4BngGSHEGJwZg1e37KoURVEURVGU1mBwd98lMq+Z0IGhPaIxG7U4pOQPr23xOt7hkLz+3UE+eTKmzr5u7cOYdU0PZn+9v8Frrs1krA5arNl1mg17/esBmF9sJf10Ke1igkg7HfhsOodD8uPqVB66ukfj55KSg4dPs3VnOqezS8jxkv2XV2Bh195TDOqf0OjzBpLdLtm4NZuiYteMJ5tNciilELvdQY+uEY0+j06noWNiCB0Tm6ckqK20vE4gsJK1qAyh1WIIqy7XOG1MCBv3eA72hehLCdKXA87MU38C5yWlFXRPjsFqd2CxWDEadGSeLsJS5jlYDXDkaC6jhnVk6KM3MdT3adzqd/cV7PnQc2+7oPhoki8d63F/aZmDjxYUsHRjKZZy55vtkWTg5qlhDOxu8niclBJriQV9kAnh5wMA7vS65RLSVm73OkY6HGz+zxcM//NtbJn9BTZLuefBQtBuRB+ERuMzyOhO/pE02o3ow4D7Z/gVDDy6aB05u1OqXpflFrL26XfZ9+kirln6X4LbRNV7DbWVF5Zw+PvllGTlEtYhni6Xj0NnarosW0VRFEVRFEUJlPMqGFiTlHI1sFoI8WBLr0VRFEVRFEVpedNHtiMpPphjp9yX+tNpBf+8qz9dEkOrtv229RQ/rk73Ou/a3ac97nvp/kF0bhvCS1/u5Xhm44NwG/flUFpm45Vv9vPU+zv9OqZPh3CuG9uB/fsK2E8Bt4/rRIhOx3drU7E7Ape2aClvfOalwyH55sed7DmQ6fcxBw6fbnXBwIxTpXUCgTUdPVFMpw6hGI2tL6MRwGG14CjMAqFBG9EWoXHeVlYUeu8BaC1yZghWZj0O6Wni6kmhfLu0qM5Yg6aCpPB02rYJZfig9pzMKmbrjjSsNt+lRQ+mZPOHe8bw1Q87OOYma9QdSeN/1uOH9GTkX+9k3TPv19mnCzJxyUdPo3VTihSgrMLBX/57mkOprj8X+49V8Ne3s/nL76IZ2de1750lO5+NL3zC3k9+piy3EGN4CD1vnsKwx28hON6//p9SSspyCtCaDPS4fjJ7PlpA+uodvg4iZ08Kdx/9nr2fLiJr+0Gyth0k71Aqjgqry7i9ny5yW37VH7/c8U9WPv4G+hAzxshQyvPq/pxU0poMLoHAmvIOpbL80VeZ9unfG7SOStv++y1r/vo21uLqn3NTdDiT3vgj3a66oFFzK4qiKIqiKE1PCNEH6A/EAsFAPrAfWCul9H4zcw44b4OBlc6Hb7KiKIqiKIrim1ar4dt/jGXKH5eRXeCa7aLVCN59fLhLIBDg8jHtfQYD9TrvmTr3X9mN+67oypH0Ysptdj7/9SjPf76vQe+hoMTK50uO+R0IHNEtmj/N6IlOW71Gs0HLLROS6JEQyj+/3kOg4oGDujc+K2fNxmP1CgQC2B2B68MXKBk+Ar9SwsksC0ntmyejz1/SZsVyYDnWk3vB4QzuCr0ZQ9JgDB0G46jwnn0n7Q4cVjtaQ/Vt6O8uDWdgdyMLVpdw7KQVs1EwdoCZ8YOMhAa1p8RSwQefbqK4xP/Sn1LCe59urNcxyUnug2fZe1LI3LIfndlI0kXDMYZ7/56M+L/f0WZwD44tWo/WaAQkGr2OnjddTHTPJI/H/bKupE4gsJLDAW/PzWd4bxMajTOQWpqVx1cX3OdSgrO8oJjt//2WlPlruG75W4S0q5uRXDWn3c7WV79ix5zvKTx+EoSg46ShDHviVrb/9zuO/rzW6/tMXbkNU2QYg35/bdW2L8be47Y/oMNq8z+1sxZLdj6W7HyvYzR6HcbwEErLcj2OOfzDCkoycxucHbjv819Y/sgrdbaX5RSw8Oa/Yf45nPbjBzVobkVRlPOZEOJD4LYATXdcSpkUoLkURWkGQogEYBgw/MzfQ4CaN92Nvq6FECHAH4D7AU+NwC1CiC+Bv52pLnlOOu+DgYqiKIqiKIpSaWDXKHb+7xLenX+Y+WvTqbA6GNE7hvuv6EafzhF1xl80tC16ncZrttIlIzzdb7gqLLWSX1zB/Vd2xwG80MCA4NyVqX6N02oEM6d2cQkE1jS0azRjesWyco/nzMZK0WEGcgo9B166tw/jwsHxfq3LE4eUbNzq33urqX1CRKPO2xSsVt8BSpsfGXDNSUoHJdu+x57n2v9NWi2UH1qNo6IczD39mquwqIzN29NIzShAqxH06BrHY7e0xVCrt+O+g1l8MXcn2aVhlNki0WrsRJkKMOo8Z1VW8hYItDs0nC6NJMcSgdWhI9TsYPMBwcVREr3OGWwrSs1k0Z3/JG3FtqrjdEEmBj5wNaOfucdjOU6HzU6b/j2I7dXVZbvWbEA6JELjvhfkko3eA8Sn8+xsP2BhUE9nT8+1f3/PYy++wuMnWf3UHKa8/6Tb/dLhYMFNT3P4++U1NkqOL9lI6vItDJp1nc9gYO33f2rTXreBwJrzm6PDie7TmcJjJzFGhFKSmUvpqRyv5/FGo9fRedpoBjx4Nd9e+HuvYx1WG3mHUhsUDJRSsuHZDz3vt9vZ9MKnKhioKOehabPSIoGOgAlwAMXAoQWvJPr+H5XSFOrXNFhR6ili+wq313z+gPHqmq8HIcRo4FGcAUD/bpYbfq6hwA9+nMeMs6XctUKIO6SUXzflulqKCgYqiqIoiqIoSg1tosw8eWtfnry1r8+xbaPN3DalE+/NP+J2f4hZx4NXda+z/Uh6Eadyy+jQJoiN+3J46r2dHEgtBJxBumBTw35NT24Xwo7D/pVFHNIliuhQ772uLh2aUBUM7N4+jLH9Y1m86RTHM6tLqU4YEMdbjw5j8aaT/OH1LXWSf9pEmvjq72OqSkM2VElJBQWFnvvLuWPQaxncykqEAoQG6yks8v6ZQUiwvplW4x9b1pE6gcCayo9tRtOzB1o8f5+FRnDoeC5f/7jTJdh58Eg2y9ee4OpL+9IxMQQhBIdSsnnr8yMcLeiKQ1YHCTOKY4kNyqN96Cka8iNlc2g5kNuRMlt1D778Ui1vfZfPqu2lPHNvLJSV8s1FD1GQ4pr1aystY9OLn+Kw2hj377rdJqRDYskqQLoJ5NotFZRlF2KOC3e7rtwC32V0f7j/DYJmDqTLZePY/+WvXsce/PY3Lpj9MMaw4Dr7jsxb5RoIrMFhs7Pnw4VojHoc5Z5/RpMmD3N5fWjuMp/rt+QUENmlPdf8+nrV61V/eZMDXy3x3nvQjYQx/bl26X8BZ3BTazRgL/f+GbAxLKhe56iUu/8YeYe8P4hwfOkmKopLMYQ07ByKopwdzgT/bgbGAoOBzm6GVUyblbYL2AwsBBYseCWx8bXSFX/Mb+kFKOeWM8E/n9d8xPYVLtd8/oDx6pr3bihwZVOfRAhxAc7vSe3m2+XAEcACJAJtauwLBr4QQmillF809RqbW6sJBgohbm2pc0spP26pcyuKoiiKoihnt9ceGkKxxcaXS4+7bI+LNPHl06Pp3K66rOD6Pdk8/tY21pzpIyigTqcyu0NSWNqwh0sz88ootngv1VgpNsx7IBBgUNdI9n0yHZ1WU/U+HA7J6l2nySuqoHv7UHp0dAY3urUPY2SfWP77/UE27cvBZNBy+ZhE7r60C3GRte+/6k/rIYPRE71ew3VX9ick2Pf7bG4dEoNJP+U5E8xk1BIX0/ivWSBVnPSeqaoRkv17dtO7t+cguk2v4+svt7kEArX6CLTGKCow8Pm8PKIiihjWP5Rflh/nSH4i1AkuCk6XRqETdtqF+s5arS2tKM4lEFjT7iMVfLO0kF6Hf6kTCKxp+5vfMeTRmwiKi3R9f6XlbgOBlexlVuwVNpcyqZViIrXkF3vPBpXHDvPzrT8x4T+zXPrWuT9XBcXpp90GA3f/b4HXYy3Z+SRdNJxjv25wu1+j0zLwoesAKMsrZNEd/+ToQu+ZhJX2fraI0f+4F3N0OObocC56+8+Mf+H37HzvR1b/5S2/5gDI2naw6r+FRkPXqyaw/wvPAdKoHknE9uvqcb83tjI/Ek2k9FkmV1GUs9e0WWkDgd8D1+PMHvHGgDNoMBi4FzgxbVbaO8DbC15JzG7ShZ6dXgA+bcBxXYE3a237sNGrURQgYvuKRl3zEdtXvAO8nT9gvLrm668YaHSvBCFEIvAVroHAXOAvwGdSyuIaY4cAzwOTzmzSAO8LIXZIKb2Uvjj7tJpgIM5/sAPUkaTeVDBQURRFURRFaRCjQctnT43myVv78O3yE5SU2eiXHMnV49u7lD3csDebCx9ZiqW8+kHRQP/y628gECC32PcH3Cajlm7tw1y2aTSCcf3j3I4f1C2K9/80wu811EeQWU/H9pEcT/Wc+WjQa0loG0bH9pEMGZBIWGjrCqhViowwkpwUypFjRXX2abWC/n2i0GgE5eU2tu/O4FhqHhoh6NI5mj4949HrtG5mbVrS6jsrs+B0Kut2xzKyT92SsLpgI+t2n3IJBOqMceiMrmUbc/NtLFqRR3ZRGHUDgdWySqOID8lGI/y/iuwODbkW95l5lRatK0Gzcrn3eSqsHPphOf3vcX2g2VbqO7vNVlruNhh40fBgDqfmezzOXHCKyAznZxFbXvkCodUg7Z6Dh0KjwRzj/r0WHj/pc52J4wdhCA/h4DdLXbbrgkxc/N5fiB/cA+lw8MPlj3Fywx6f81Wyl1VwauNeOk0dWbXNGB5Cm0E9/J4DQGd2DfIP+9MtpMxfTUWRmyC7EIz6+931mr+mqG4dMIQFU1FY4nFMRHIixshQj/sVRTk7TZuVFowzWHUf3v6n5F0H4J/AI9NmpT204JXEzwK1vnPBmQ/a6/1huxBiYq1N26SU/jXNVhQPIravCOg1H7F9xUP5A8ara96zImALsAnYeObvToDvkhO+/QuIrfE6Cxgvpdxfe6CUcrMQ4iLgA6p7mJpx/ixMD8BaWo3WFAys1Lj6QfXXUgFIRVEURVEU5RzSs2M4T93mOSvqz29vdwkEtrSNh3IoLLUSFuS5HGVCu7pZRS1p/KhOfPJ1Xp1SpJWumNabPj0a15uwuXTvEk5EuIHjqcXkF1ag0QjaxJrp1CGEkGA9qen5fPbtNkot1Vmiu/adYtmqI9x6/WBiopr3e6MJivRaJhQgr8zInp0Z5FoquGJidxw2OxqtBl2wEa1Rz/HU6uxCoTHUCQTWFB1qxJQjKbO6vz20Sy3FFUGEGT0HaGortxuQeM8wzSt0UGzxfYu4+4P59Lv7Ctfyt424s7xoRDArtpayJ6VukF7YrfRY+UHVjXLRiUwSxg4gfdV2j/MlXTScoNhIt/uC2kSRs/eo1/WEtIth6B9vYuhjN3Pgq8WUF5QQ3TOJnjdPwRThDHodXbS+XoHAqvfjpm9iTN/O7lOlPehy+TiX19E9OzHj51dYfN+/yd5VXbY5JDGOcc/dT9crxtd7nZX0wWZ633oJ2974xuOY/jOvanQpZEVRWpdps9LGA//D+cF0IEQBn06blXYNcO+CVxIzAzTveUcIoQFuqbX5wxZYinIOidi+okmu+YjtK64B7s0fMF5d89XmAb8C+6WULk+3CSEa/fUXQrQHbqy1+V53gcBKUkqHEGImMBLodmbzNCHEaCnlmsauqbWoX62d5iFRATpFURRFURTlHHIis4QVO7JaehkubHbJe4uP4PAQWYuMMNAuvnX1v+rSKYYZ0/tirtVT0WjQcunFPc+aQGClNrFmhg2K5aIJCVw4rh19e0YSEqynrMzKp9+4BgIr5ReW8dk323A4mveWyZDovYdmmU3DgTxnJtqeQ9nows2YY8MwRoWgNToDztoaQSCt3nuGnhAQF+b9Per1Wjp19BxQrE0r3Afjk+MFgzppSIgSaDQQ3yPR51xZ2w5w9Od1Lts0Rn+etZUcX7qJo4vWYcnOr9qq1wmemRnDtReGYrAUnhnqIPrEdgb/+A+i01yTHbpdfQHGCPcVlPQhZkY9c4/HFfS6ZarXFRrDQ6qCbXH9uzL22fu58L+PMfDBa6oCgQCHf1judR53DKFBtBvdz2WbtbSMryc+4PenAPoQM4P+cH2d7fFDe3HL5o+4ftXbTP3or1y1YDZ3HvyG7tdeWO911jb6H/eSOH6g233dr7uQgQ9e3ehzKIrSekyblXYTsITABQVquhxYO21WmrveY4p/LsTZ56uSFfi8hdainAMitq9o8ms+YvsKdc2fIaU8IqXcWzsQGEDTcE2C2yOl/MGPdZUBL9Xa7PmX6rNQa80MtAO/0YA0cUVRFEVRFEVpbU7n+y4f2Jz0WoHVLlm2K4u20WauHdMB7Zm8I51OkNg2mO5dwlyCN03FbneQdrKUjFOlWK0OgoN0dEgMITbafYnPfr3b0rNbHHsPZlFQaCE02EivHm0wuim9eLbatisDS5nnvpE5eaUcOHyant3cl2sNJIdDsn1XBpt3pNFVF8egmLpBbbuEX08kYJPOZ001QrjNkuqWHMvRE84yr0KjJyZUkBCjRUo4ftpOQYlrNMjbt1Tg4J4behIfa+LFN1b49V6MOitBegulVmfrl0GdNNw8XkdCVPUzshn5EFp+JUe+/NnnfLs/mEfnS0ZVvdaHmLAWeu7lV1FcyicjbqUsxxns0xoN9LhhMhNe/gOGkCBMBg23TQ+Hv80iIyUHrbUMfYX73pIdJw4lYXR/Vjz2OqnLt1KZLps4bgDj/v0gcf27YrOUc+DrJWTtOIQ+2Ey3GRcQN6Ab3a+ZxO4P5pG+eofbucf8ayb6YF/tccBa4rt0bG397rkCQ4jrQwbr/v4eeQdO+HV8WMe2TPnwKaK6d/A4pu2w3rQd1rvea/NGH2RixsLZHJq7nL2f/ExJZi5hHePp87tL6TR1pMoKVJRzyLRZaTfibCfUlAkUnYHl02aljVnwSqJ//wAqNd1W6/V8KaXqzaY0SMT2Fc12zUdsXzEmf8B4dc03vdolIebV49jaYy8VQuiklOdEc+jWeMcsAS3OpzyigI+Az6WUuS26KkVRFEVRFEVpoIzs0vpUwGtyg7tH8e0/xqHTCmIjnEG3UosNu10SZNai1TZPAZGKCjsbtmZTVFwd+CousZF5uowOCcH06em+zKFer6V/77bNssaWcOyE576IlZatOkyPrrFNGoSwOxx8NXcH+w+fBiCNONILjQyKy6FtcCkOKUgpCGVzZgwnS6sDPF06R6Nxs672iRHotBoMOg2XjY6gQ1x1wFdKSUqmncXbK6g4c6td4eWWO8pcgEEfSpBZj1YrsNv9u7rahWRxOK8D/ZO0/PFyfZ2Ad7sIQNOGHjdcxP4vfvU6V35KustrjU6LMTqU8py6vSCtpWXMv+n/qgKBAPbyCvZ8uIDcfce4Yt5LmMKdWXcD7rqU3D/8x+N5208YRGQ3ZzDs6kWvUnDsJMUZpwmOjyaicwIAJ5ZtYcFNf6Usp6DquE0vfELyZWO55OO/ceVPL7Hmr++w5+OFVb3wont1Yvhfbqf7NZO8vu9KsQO6cvDb3/waC9Dr1ksY/cw92K02UpdtoTy/iLCktuz+aIFfx8cN6s6Na95FaFqmwJFGp6P7tRcGJNNQUZTWadqstHE4P4dsjn9o2gO/TpuVNmjBK4nun/xQ6hBChAFX1tr8YQssRTkHRGxf0ezXfMT2FYPyB4xX13zTqv3UmPsn4NyQUp4SQmQBlU9dRgJjCUwfwxbXmoKBx4CkM/9deSc36Myfl4QQC3FenAvOlUisoiiKoiiKcu5bti2Ta/+2OiCBwBG9ojEatKzckeWxb54/br6oE22jXTN/gszNf2uwe3++SyCwphPpJURGGEho27r6FjYHf+J7p04Xs3bTcUYPSwKgoLCMwqIywkJNhIe5z6qsr83b0qoCgZUO5odzMD8c5y1b3YVqhGD08KQ629MyCvjkqy3YHQ6umdiNNpGuaxRCkByvQz9Y8MOGcqSUlJWXAGF15grRl9A+9BR79unpmBiJRuN/MDDcWEJyRCo3jU32nPnqkAy8/xqfwUB3Pfn0wUa0Bh3WYgv2cudtq62sjK8mzsSSk+92npMb9jAnfhrJl49j5FN30Peuyzi6aD1Hf15b95zx0Ux64zHX95TUlvCk6uB4/pF0fprxBNaSulmKR35axZIHX2TK+08y4eU/MPqZe8g7nIbOZPSabedOn9uns/6f/8NeVrfPIYDWqKfHjRcT3CaKHtdfRHTPJHZ/OJ81T79L6amcep0LYPgTt1YFAguOZpC7/zjGiBDaDu/dYgFCRVHOHdNmpQXj7BfWnL8QdQeeBx5qxnOe7a4Fav4SmwUsbKG1KGexiO0r1DV/7oqu9bq+SWY5VAcDAQaigoGBJaXsLIQYB9wOzAAqmxFIwICzvu7lQK4Q4gvgYynl5pZYq6IoiqIoiqL467E3t1JhDUw7hCdu7s2loxLJKSgj/oq5NKRtXN/OEdx6ceBaVpSW2diVko9Oq6F/cgQ6nX8fypeV28k87bmkIsDx1JLzMhiY3CmavQd995hcvf4YnTpE8evygxw9llsVnuuUFMWUid2Jjwv1NYVXG7eletnrPpA2ZkQSnTrU7eM375e9lFfY6dY+gjaRnntRdojV0jZSw8bDDk4Xh9IpPJViazBlNgM6jZ0oUwHhxmKEgAqrswegv4HASslxNjrGar2OCYmPRR8ahLXI84PbPW+e4na7Rq/FGFndz2/jvz/2GAisJB0ODn+/nBNLNnL1r69x2bfPsuv9eex89wfyDpzAGBVGj+suZPAfrickIdbrXNvf+s5tILDS/i8WM+aZewlJiEUfbCauf1ev83kSFBvJ1I+e5udb/oa9wjWorzUZuPSrf9FpysiqbXs+Xsjie59v0LmSLxtH8mXjKDx+iqUPvsixxRurSqOGdWzL6Gfupsf1FzVobkVRlDOex1nKr7k9OG1W2rcLXklc2QLnPhvdXuv1ZyppRGmgFrvmI7av+DZ/wHh1zTed2jff3n/xr0tf63XPRqylVWk1wUAAKeVKYKUQ4gGcAcFbgYk47zQr7zajgQeAB4QQ+3FmC34qpcxogSUriqIoiqIo54mUjGLsDged4kM8BrzSskoptljpGB+M2ahj55E8th3yXfLRH8/c0Y9LRyUCUGGTfgUCQ4N0FJU6Px/R6zRcOTaRN2YNJTgAWYAVVjtPvb+T9+YfJv9Mdl9CjJlHruvJrGt6+Dy+sKjCZ3ZjQZH7jKNAys0rJ7+wAo1G0CbWhNnU8rdI/Xu3ZdnqIxSXeH//JaUVvP3hepesUwmkHMvlg882cefNQ2kT27CAoN3h4HR2Sb2PS83Ir7Mt41QhJzOdpTO7tY/wOUd0mJYTZxLHCsrD6BSR7nZcZbAzJiqIrHqs1WT07/OA0X+/h+WPvOJ2X9vhvel+rX/lNMvy6pYN9aSiqJRlj7zK9cvfov+9V9L/3tqV0GrPXQhCYIqo/j4fW7TO6zHSbufY4g30uX263+vypOsV44na+AHb//sdqcu3IDQaOkwayoD7rqoqZQrgsNtZ+/f3GnSO8M4JdJg0hIW3/I2jP6/FWuwa6Cw8fpKfb3sGh91Br5vcB2jro/hkNinzV2MrLSd2QFfajx/U6DkVRWndps1K64/zs8aWIIC3p81K67XglcTWUlG+VRJCdAFG19r8v5ZYi3J2i9i+osWv+YjtK3rlDxivrvmmUTsTsL6N1ms/eaeCgU1JSmkBPgU+FUIk4AwK3oozlbaSwPmNeA74lxBiGc4a0d+fOV5RFEVRFEVRGu1/Px/hxc/3cSDV2esrIcbMA1d247EbeqE5U2bw100neebDXazbkw1AeLCe26Z0ZkBX9z3vPOnWPpRn7uiH2ajj8yXHyC0qp1tiGPdc2oU+nSOqxsWGG4mLNJGVV+ZxriCTlqNfXc7eY4WUlNno1zmC+FqlQRtKSsm1f1vNvDWuQZr0bAuP/ncrmbllPHfvAK9zeCzRWM8xDVVcYmXbrlyXMqX7DkJC2yD69Iis+t62BINBx3VX9uP9T30XQvH0CUJZuY3fVh7hhhkD6n1+u93BV9/73VrDxdHjeZSVWTGZqh+ozcuvzq7T+dGP0mav/toXlLvPDDUYtAzo4yyNOWRAexYu2e/3GvOLyrE7pNefL6HVMPCBq9EHm9jw3EcUHjvpXL/ZSI8bLmLcvx9EZzT4db7Iru39XhvAyXW7yN1/nKgeHT2O2fvZIra++hWndxwCoM2Qngx55Aa6zZiIw+47E9lhs9drTd5E9+zEpDf+6HVMxpqdFKf5znatTWg1lGblscxLD8VKKx5/nR7XXYhG17CPORw2G8sffY1d7/3o8vWJ7t2ZaZ/9neienRo0r6IoZ4UH8ZTy3jx6ABcCi1twDWeD22q93iql3NUiK1HOduqaP7el4PrgwFCcCWU+CSG6AuG1NrcJ0LpaXKsMBtYkpUzHGfB7TggxDGc6+HU4mzdW0gKTzvwpFkJ8i7OM6IpmXq6iKIqiKIpyDvnXx7v56wc7XbalZ1v4y7s72HeikA//PJK5K1O5/m+rsddI1SsosfLadwdIiPEv+Daydwyv/H4wg7tHIc40jJs+KsHjeJ1Owx2XdOb5z/Z6HHPjhUlEhhoZ3dd7ScGGWLols04gsKaXv9rHfVd0pUMbzyU+IyOMGAwaKio8By7axAUmeFmb1epg49ZsyspdAyJSQlqGM3DVr1fdUpfNqWNiFPFxIZzKKm7wHAcOn6bUYiXIXLvSjXfLVh+p0yuwPsor7C7BwOCg6qDZqdxSn9mBKVk1Q5x1P6fRaTVcc1m/qnMMHZjIgSOnOXLUvz50JWU2Dqfl072D52C9PsTZ07DP7dPpfeslZO04hM1STnTPJEyRdfsYetP9ugtZ+cR/qSj0P3uxKDXTYzBwzdPvsPH5j122ZW7ex4Ib/0r+P9NJGNOfghTP1ydA4pgBfq8lEMoL6p9lam4TibWwFGux51KtNZVlF7Dh+Y8Z+eQd9T4XwIrH3mDHnLl1tufsSeHbKbO4ZfOHbvtEKopydps2Ky0CuLGl1wHcjwoMeCScvyDfWmvzhy2wFOUsF7F9RQTqmj/XrQJuqfF6hhDiYSml+2b1rm5wsy3Ezbaz0lnVZVtKuVFKeT/QFrgGmA9U3sFX3iWG4gwY/iaEOCqE+PuZNHJFURRFURRF8dAzXIMAAQAASURBVFtGdinPfOT5YeNPfjnKyh2ZzHpts0sgsKb0bP8KViTEBjGkR3RVINAff7m5DyN7x7jd16dTOM/dM8Dvuerrk19TvO63OySfLznmdYxGI0hO8lzCUgBFxVY2bDlNyvEirD76LkopOZVlYfvuXLbsyOHw0ULKy91nP6VmlNQJBNaUfrIUS1nLt58ZNSypUcc7pMRS5s89bzWrzc7m7WmNOm9tHdpHEhnhDOzuOpKN1eb5e1lokazZX/296dPFyOD+CUSEmzCb9AQHGYiMMHHg8Gkys5zlN7VaDTddPZCpk7rj7yW0dEsaBcXlbvdpjDr0odWBaKHR0GZgdxJG9at3IBDAEBLERe/8GY3O/3Ylwe3cX9u5+4/XCQTWtPbp9+g24wKE1vO5ki4a7jXrMFCkw8HRn9ex5P4X2PvJQp/P38f278pl3zzHxFcf4bLvnqfv7y7FZnH/PfJk2xvf4LDV/9otycxl57s/eNxfeiqHXe/9WO95FUU5K9wIeG5m23wunTYr7ZzJPmkCE4EONV5XAJ+30FqUs1urueYjtq9Q13zTWAjUvAmKB/7g6yAhRDzwkJtdKhjYkqSUFVLK76SUlwEJwKPADlxvLwTQEXgSOCCEWC2EqN8jsYqiKIqiKMp569Nfj2Gze2/j8Nyne/wO+HlzqZcsQE+CzToW/2cisx8cRN/OEYQF6+nePozn7hnAqjcuIirMWK/5bDYHXy87zvQnljPsnkVc89dVLNqQgXTT2C8rz/cH9N5KmFbq1CGUbslhbss1SqCwyEpOXjn7DxWwYt0pCj30EKyosLNmYxZbd+aQcaqUzNMWDh4pZNmak5zMrJtVlJnl/XsmJWRm+V5/UxvQpx3jR3Vu8PFajcBo8BwUKi+3sWvfKbbsSCP9ZAEA2TkllFrqF0CsTa93vc3UCMGUic5AXUmZjflrj2FzU8rSUiGZPc9KRY1YznWTIxg5tCN2uzOwWVJawemcUjZvT+PN/62rClw6HGAKiiYorD16c1s0+jC8RZ+KLVY++eUA6/ecosRiRQJCp8UQEYQ5LhwR4DKxXa+cwHXL38IcU7vqUF3BbaOJ6e3++777owVej5V2O5lb9jP57SfcBh9j+3fl4g+e9GvNjVGalccXY+7hhyseY9f7P3H4x5Wea9qe0f/eK0m+bCz9Z15F8vQxpC7fWu/zlucVcXTR+nofl7JgDQ6r9yDixn9/Qr6PjEtFUc5KtXvQtRQtMKKlF9GK1S4ROl9K6V9JAEVxpa75c9yZSpNf1tr8LyHEFZ6OEUJEAj8A0W52N025mhbQ6suE+iKlPA3MBmYLIfrhzAq8EWdjSEn1HeBIQI9rVFhRFEVRFEVR3MrI8V2aLiMAgcAgo5ZrJnTwPdCNkzllpGaVotMKuiSEcOHgtlw3sSNhwfV7Bs5SbuOyP6/gt62ZVdu2HMxl7spUbr4oif89MdKlh17ndr4fjuzU1r8HKLt0CqNjYginTlsotdhIOVaEm/gjFRUOtuzMYcKo+DoZlNv35FJYVPfXfIcDduzOJTRET0iNr4mnTM6aPI2pqLCTmlHCqSwLdrskLNRAx8RgIiPqF3z116RxXUhMCOezb7bV+1i7Q/LmB+u46eqBJLR1DUItW32ENRuPUVFRnYWX0DaMCY0IPlZKOZ5Lnx7xLtt6dovjpqsHsnTlYQ6l5fPhwn0M6h5Ll8RISit0rD9oZ/EOG9nOZD80Au6+Ipx+XY288d4Witxk8UkJ837ZS1BQCL+uKabU4gCC0epBqw9HGq1UlKYiHdVB5CCzniun9ebw0VwcDgexiZFEd2njVy/Dxoof2ovY/t04sXST13Gdpo7yuK/w+Emf5yk8cYoR//c72o8byK73f+T0jsPogk10m3EBXS4f1+CeevUx/8anyNzifx/HrldNoPft01w3uvuHwA9FqZm+B9XiTwaizVLOd1NmccuWjzCEtoaEAkVRAmRwSy+ghsGASkOuRQgRAlxVa/OHLbAU5dygrvnzw5+BKUBlzwwDMFcI8QnwPrATsACJwDTgCZzVKAHy/5+9+46O4jz7Pv6d7eq9NySqEL2DMdi4G/feS3DimJTHSd40Up8UJ0+q05zEMYlL3HvB3cbGxpjeEUiAhFDvffvO+8eCpNV2deD6nONz2Nl7Zu6VNLJ2f3NdNxDf51gDX7dhjDnlw8C+VFXdA3xTUZTvAr/BXf7ZNxAUQgghhBAiJDkp/te76xmTGsW+sraAY7QaJWD45HCpdFudASu4fHnz8ypu+MmnmPu0u9xR0sLfXi7hlQeWsWJOeoC9Pa15eLdHENjXf98tZ8GUJL5yzeSebfdcNp5/vFrq93gRRi23XZgf8vn1eg05mVGUHGkL+Pm/2eykrsFCep+1BDs67TQ2+f8g36XCseOdFE3pXesrLtbgMzzsKy7WO1Dt7LJ7rTXY2eWgurabyRNiGT8u/BaSoZg8PoVxuQmUV7SEvW9nl40nntvB/9y7lIgTa+x9tPEI6z894jW2qqadV985QFysibb2gVdG7txT7RUGAkwan8Kk8Sk0NnVhttpJjI8kKtKAy6XSorNQazHTZXaRk6bj4sXRZKboOFLeREOT//XmVFXhjfWtOJzeYZ6i0aOPzMbW2dvW9pyzxjN5QiqTJ6QO+PWFy9LcTuP+o+hMBgpWnhU0DJz91esBsNkc1NW3YrE6MBp0pKXFEZXm62ZlT5Gp7vUuY/PSOetn9w7+BYSpdlsxVZ/sCjjGGB8DqCROGcf0e65k6q0XoWg8v4c5586lZvP+sM8f7afFaiBpcyYHH4Q7jH3nnl8y75s3k7FwWtjnEUKMLSvvr4wBJo32PPoYSyHFWHI90PcP8zrgrVGaiziFxe/6WK75M4SqqlWKotwIvE7v74+Ta4/2X3+0ryrgf4GH+2xrHY45joZTsk2oP4qiTFYU5ZdAKe7+rgO7lVAIIYQQQpzxbrtwHHpd4D+Xf3hHEXlpgUPDYFVoNruLY7X+ww5fmtut3PTTjR5B4EldFgfX//gTOrtDa4jR2W3n0bcDrwH415dLPB7PnpjIt24s9DlWUeBPX59HQowhpPP31drmuw2o5xjP4K8phJal/cfkZQf+nkVH6UhONHlt37Wv2e9ag4cOt9PSGt76ZuG4ZuU04uO85xSKbrOdnXuqAXdr0E83l/sd29lpIy1lcMti+Kri6ys5KYqczHiiIt0/IxqNwvypEfy/2xL5yReT+cIV8WSmuO9brawOErbr43wGgSdpNAY0uhiiIg1cduEUFszMxNbWjbW1C4fZ5tEGV1VVHN1WLE0dWBrbsbV3o/poZxoqa3sX737pAR7Ov4rnz/8qTy/9Etv+8GTAdQcLLltKclEBFZWNfLa5hMNH66isauJIWR2bNpeScGGQblKKwuTrVlD29iYOv7phQFVyg1Xx4bagYxILx7G67m1u+vgfFN1+iVcQCDDji1ehjwqvK1NkakLAykp/MhdPJ3V2aJ8NHn7lY55Z9mWeOuuLtJUHr9QUQoxpOYytAoLhX9D11HRXv8dPqqo6+os7i1ORXPNnEFVV1wNnA953Qfq2E/f6pB39trcO4bRG1SkfBiqKkqAoympFUT4HDuAu6ezbZ+nkBb4FaREqhBBCCCFClJYYwS/vmen3+S9ePoFFRSn85f55fkPDs2ekoNMGf7/pKzizWJ387aVDzL3nLVKueIEZd63j988Uu8O7t47SZfH/GUhrp53/vlce9LwAByvaae8K/GdyyfEOWvut1/eb+2bz6JrFzJ7YW3F33pw03vzNuaxaOT6kc/enCWGdtv5jlAG8nY+NMVA0Od7nc0aDhtnTvauvWlqtQasJj1UOXweZ+LgI7rt7MReeO9FrTb5QHDnmXlan9GijR2tQX1pazaw4e4LPtRxDERc7sNDSF12QQF6jC96usXByHt9cfTbTc+LprmnF1taNvd2MpaGd7poWnDYHqtOFua4NS2MHji4rjm4bttZuuqqbcXS7w03V5cLeYcba0oWtvRuXw//X0WG18dLKb7D/sTdxWnqvnc7KBiwt7USmJXrtM+HKZVzy2I+pb2jjyNE6r/U6VVWlJSqG/BvO93ve9PmFPH/h13jlym/z+g1reGTS9bx0xf/D3BQ4VB1xIbQAjclO5YoXfoUhNniVNgCKwvLffg2tIbw2ySdd+sT/htX+s25bMS9e/D/YuwbfLloIMWqG7n9YQ2OszWfUKYpSgPvD/L4eHYWpiNPDWLvGxtp8Tjuqqu4ECoF7gU8BX2+id+PuMLlIVdUSvNcNPDyskxxBp2SbUEVRdLh7ud4JXIp7LUBwB39qn38fB54AHj/xjRRCCCGEECJk37qpkOzUSH779AF2lrpbNI7PjObr103mK1e7q0hWLs7ivT+s4OeP7ePDHbWoKqTEG7nnsgn84PYi7nxgEy9+fNzvOZZOTyEv3fPD7m6Lg0u+vZ5P9zb0bGtut/Gdf+zkyffKGJ8VE3Tu2w41ARODjgulPamigMFHAHX7hfncfmE+XWYHWo2CyRheq9P+UpNN1DcGbk+ZmuxZKeSrgq+/CJOWqpouEuKMREa63wLl5UQTH2egorKL1nYbGg2kp0aQkxmFwcfXpC1IEAjQ1j689x5GmPTMn5XDhk1l2O3hVaw57O7gKlgQCGC1OZhRlI7d7mDrzkos1vBuvp8zI8vj8dFjzTQ2dWEy6Zg8PgWjMfS3oWkpwX/Wg4mLM+Fs7cJp9q48VR0uLPVtaPRaXDYfr1MFS1MHBrsTW3u3R+8ZW2s3+pgIjAneYdWhZ9+ndssBv3Oyd5q54qX/o3HvYbR6PQUrzyJxivvm8GMlgW9eTv/aLWROK2DnQy/SXesOeaOzU0mYkM3xj3Z4Dna5OPbO5zwy8VqueOFX5K2YH/DYQyHnnDlBx+SumBfSsXJXzOOewy9y4Im3qN16AK1RT96Fi6j5fB8HnngTa6s7gE+bO4VFP7ibgpVnDXjeCRNzOO+v3+atO/835H3ayqopfvpdZtxzJd0NLRxfvx2n3UHWkhnE5WcOeC5CiBEz8PLv4THW5jMW3IFnJdcOVVX3jtZkxClvrF1jY20+pyVVVe24234+rChKFO4K0WSgCziuqmpjv12m9nscvO3FKeKUCgMVRZmP+38CN9Kb0J4MAE/+j6EbeBF47EQpqBBCCCGEEAN244o8blyRR22TGYdTJSslAqVfOdrZM1J59/craG630ml2kJEU0VMt+KM7p/POlho6zd5Bg16n4WerZnhtf+C/+z2CwL52H2nFHEKgExHiGoTT8uOYkBXN4Sr/VW3nz0sn0uT/rUNUxNC8rcjMiORIeQdmi+/Xl5RoJD7Os4rSYNB43BHoS0OTlYYT6wqmJpuYMTUBg0FLXKyB6VNDa2caSpXcQCvpwvHaOwewBKgK9ae1zR2ypqeFFq796R+fDmjNBZ1OQ0trNwBVNW28+MY+Gvus+Wc0aFm2pICzFwVfU/KjjUf58JPAN+IadFaCXQ0Tcww4uv2HzKpLxRko8FTB1tbt8yl7hxlFq8EQ6xlSFz/5TsA52bvMWBpbWfi9Oz22W212OjsDB+Jmi51FX7+Jud+8hebiMhSNBmNiLP+edL3ffRxdFl6+/P9xzRt/IPfc4V2eJmNBEZlnzaB64x6fz+ujI5hxz5UhH88YF92zjuJJk69bwdKf30tbeQ36SBOxeaGvkRrI5BvO47P/fYS2o1Uh71P68kc07C51V4Fa3YGzotFQsPIsLnz4+5gSh2ctUSHEkOjfCm60DV+LgVOQ4v6Du//aXv8ZjbmI04Zc82c4VVW7gINBhk3v9/i0CQPHfJtQRVGyFEX5nqIoB4DPgdW4k1uF3gBQBT7EXSmYpqrqXRIECiGEEEKIoZSeFEF2aqRXENhXYqyR3LQoj7ah0wvief+P5zF/imdbwGn5cbzx63NYPivNY7vD4WLtusCVQaGsMXjV2TlBxwAoisL3b5vm93mtRuF7txSFdKxQqapKQ5OFI+XtlFd0YD4Rbum0GhbMSSE6yjtcTE4yMsdH+86q6u6wQqv6RgtbdjbiCrKWY3+pySaCZX3pqeGtbxautnYL+4sHtgZcS5uZ2roOMtNjycoIHE60d1gHvPi6w+Hi7Q9LeOXNfTz2zHaPIBDAanPy3kelbNp6LOBxDhyqCxoEpqVEc+f1k4mJ8h98JyXoyEka3re99g6zV0tPc2Nr0P26G7zHqCHeH66qKlq9jpQZE0meNp4jr27AZQ8cEqsOJxu+85fQTuCDvdvC3rWv8eo13+Xly7/F57/8D501/W+kdrvs6V+QOst7DT5jXDRXvPBrorNSAp7L3NRGW1k1Dov/9Sd1EUaSCscNWRAI7hDv8md/QURKfMj7NOwuZc/Dr/QEgeBuKXvk9U946bJv4nLIslZCjGHluIsKxop9oz2BMWY50PfuIRvw1CjNRZweypFrXgSgKEoi0HeR7jbgs1GazpAbk5WBiqJEAtfiDvfOwTv4O+kQ8DjwhKqqlSM5RyGEEEIIIUI1f0oSn//jYvYcaeFYXRcZiRHMm+IdbAHUt1qobwlcGWS1u5iaF8uBY+0+nz9rWgrnzQ39A/K7LimgpcPKj/+9h+4+VXmJsQb+9o35nDM7LcDe4enotLNjTxNd3b0fkBeXtpGdEUXRlHiiInWcvSiNpmYrza1WNIpCaoqJWB/rKgK0dXi3fgymvcPOscpO8nNDb0FpNGrJzY6m/LjvG3iNBg052SGubTZA5cdbcIWw1po/x6tbSU+L4drLpvOfp7fR0ek/aBmsHXuqAz6/YdNR5s/JQaf1HdR9FiQs1Ou13HP7AowGHTddbuDZNxpo7/SsEUyK13HjylTcnx0OH9XpwmVzoDX2rlUXV5BJ477AoX78hGyvbUajDpNJj8Xiv+Ws0aDDFOF5PVhbQ7vRvWHPYep3lfgM6gJpPVzJi5feT/ux2p5t5e9uZutv/8vKp35OwaVLPMZHpSVyy6ZHOPrmZxx941McVjvp8wqZevslGAOsAVi79QCbfraW8ve2gKpijItm6u2XsPjHqzDGRYc154FKmTGRO3Y8wd5/v8aBJ96i9XDgjxrMPkLdk+q2H+TwqxuYdO2KIZ6lEGIorHsw27ny/spdwJJgY0fI9tGewBhzZ7/Hr6uq2jwqMxGnhdZZy53xuz7ehVzzwr9r6V2SDuBpVVXHUoA8KGMqDFQU5Tzc5d9XAyffIfTv+tMKPIO7DeiWEZ2gEEIIIYQQgzBjfAIzxicEHBMdoUejUYJWrt131SRe+eQ4H+zwrBS7eGEG//1h+OtmfeOGQu6+ZDwvfFxBXbOFcRlRXLMsh4gw1ncLxmpzsnlHAzabZ/mTqsLx6i5QYHphAoqikJxkIjkp+HqAA23MWVzShqpCQV7ogWDhpDgAjlV20jeTi4nWM3t6YkjrLw7GYJuQak6UNiYnRXHf3YvYurOSvQdqaO+04nS4cIZZLTkYXd12yiuamZCf7PWcy6VSUdkacH+73Ul1bTv5uYmkJBq479ZMDh7t5liVFUWBghwTE8dFoNEoOC0j97pOmr7qCsrf2cyka85lwpXnEJEYS3tFLQefe4/ydz8nMj3J5/p2iqKQnZXE4SO1Po7qlpWZiKZfhXLilHEhz63rxDqDoVJVldeu/75HEHiSw2xl3S0/4q59TxOTnerxnKLRMP6ypYy/bGlI56n8ZBcvXfZNnJbe8Nba1snOvz5P1ae7uf6Dv2KIjgxr7gMVmZrAwu/dyfxv38Z/Cm+i/ViNz3GKRkENct0cev5DCQOFGNu2M3aCgdOmFd1gnVjX67p+mx8dhamI049c88InRVFMwA/6bf7XaMxluIyZMFBRlArg5Erz/d/nOoC3gcdw3wXi/zZJIYQQQgghTmGxUXouXpDBm58Hrqz6yX/2cOy5qyit7GD9zjoU3Gv7FeXHD/jc8TEG7rlswoD3D6aisssrCOyrsrqLiQWxmIyhh2rtHQN/a3CwtI3oKB2pyaG191QUhamT4xk/Loa6RjNOp0pcjIHEBOOA5xCO/LzEkIJiXzQahUnje1sz6vVabDYHza3mAR1vKNj8rX2pgKJAsCLIvoGYVqtQNDGKooneVWdqCE1PNUYdrkDrBgaiKGj0nm+tx124kBve+xvRGb1f87j8LHKWz+Xom58Sk5eGVu/77Xh2ZiJdXRZqalu9nktLjSM3xztALbhsKVEZSXTVBA/6wm2rWfHBNpoOlPl93mG2snftayz5yT1hHbe/D//nDx5BYF/1u0rY/Y+XmP//bhvUOcKl0Wq57Nlf8PJl3/Jq/apoNURnptBxPHDrXnvHaXMzuRCnq3XA10Z7EkADsHW0JzGGXAv0LQmvxf3ZsBCDJde88OfXQF6fx0+pqrpjtCYzHMZMGAhk464A7BsE7sR918fTqqr6XoxACCGEEEKI08yP75rOu1trcDj9hxjN7TaeXX+Muy8Zz8wJgasNx4q6BnPA51UV6hvM5GaH1g6wsdlCe+fg7hMsq+gMOQw8yWjUkps1Mi0L+4qJNjJjaga79gUOin2ZPT2TmGh3aGmzO3nsme1UVrcN9RRDpgDpab6rMjWKQsG4JI6U+Q+2IiP0ZGXEhXQue3vgnzsUMCXFYGnqGFAgqDFoUfotKGlt6fIIAvsquHQphgT/rTIVRWHKpCwy0hOoqW3BYrVjNOjJSI8nPs73flq9jov/82NevvxbAdcOzFg0jaTCfL/P+1L16a4hGeNzv8/2UPXpbjqrGmjafzTg2P2PrhvxMBAgbfZkbt/xOHvXvsbRdRtx2eykz59K3Y6D1O8sCbp/8vTxIzBLIcQgvAscAUb7Yl277sHs4e1rfWq5q9/jJ1VVlUVYxVAYM9d866zlcs0PI0VRpqiqejCEcVrg58D/9NncAnxjuOY2WsZSGNiXE1iPexHNfGCNogy2KY5/qqp+c9gOLoQQQgghRJjmT0li9qQEthYHXhZlz+HWkZnQEAmlAs1Xq8q2dhttHTa0Wg2pSSb0evc6czV1QUKeEDS3DN+6ecPhsosK6TLbKD3iea+kXq9h+eICtuw8TntH72tSgOlFGay8oLBn2+btFaMaBAJMGJ9MYrz/lo9LF47jaFmT35q+BXNyOHqsiZq6Dgx6LVMnpxEX691WVlVVnAHW33MPApfDSWRaPN01LbjsfioWfTi+YQf27i5mfOnq3sM5XTi6Av9c2TssGGICh9BxsZHExYbeFjP33LncsP5vvHLlt7E0ea8naoiN4twHw/9Mo3/Vo88xuvA+WuiorOeNm39I7ZYDYe0zWqLSElm05i4WrbkLgP2PrWPv2teC7qdoNMy458phnp0QYjDWPZitrry/8h/Ab0dxGi7gH6N4/jFFUZQ84Jx+mx8d+ZmI01HrrOVq/K6P5ZofZYqinAX4+mN4Zr/HJkVRzvdzmGpVVQP9MfmJoij7gaeBt1RVreg3h2jgUuB7wOw+T7mAVaqqjt4fn8NkrIaBGuC8E/+NBAkDhRBCCCHEmDIuPTpoGBgTOVb/nPctLtZAZ1fgm7rjYw09/+7qdrB7XzOt7b03zWo1CuNyo5k0PhaHw3/L0VCpqjuk1GiG7+bDoWTQa7n9+jlUVLayr7gWq81BWmoMs6dnEmHSc9aicRwsaaCmvr0nJEtO9Kwm27G7akjmkpQQSVNL+C0QExMiufzCQlpazeh0mp6KRQCXqnL4aCN7D9SSlhpDXUOHR7tQBSicnMru/TV8tLG3kuydD0uYMzOLlRdOQavRDOj1uOzOoEGgrbObht2lmFvaKH35Iyo37CDv/AUeYWAoYaLqcKK6VK+KwsHKmF/EFw4+z5ZfP8a+R9dhaWpDo9cx4arlLFxzJ8lTC3zuZ2nt4MATb1G1cQ8anZZxFy1i8vUr0JmM5F+ymE0/WxvwvPmXhL70jtNm56WV36T5YHk4L43oTN+VlqNh/xNvBR+kKJz74DeIn5A9/BMSQgzWI8C3gdRgA4fJ0+sezD42Sucei+7As3PcdlVV943WZMRpadSv+dZZy8/0a/5JPFty+pMGvOfnucfwriLuSwGWn/gPRVGagUrAgvt7nwkY+u3jBL6oqurLIcztlDMWPz3oe/On0u/xUBvu4wshhBBCCDEg1y3P5fn1FQHHXH9u4PdPnd12nnivnA276tBqFS5akMkN5+RiNIS+Jt9QysuOpqrGf3gUG6MnIf5EK0ubk83bG7BYPYMVp0vlSHkHKhATrR+S6sBtuxqZPzuZ4exGMtRys+PJzY732q7VaCiakkbRlDS/+7a2Df5rlpYSTUdn8KrKaYXp2GwOGpq6MBl1TJuSjtXm4F9PbOnZPysjluVLChiXm8iTz+/gWGWrxzEUBfKyE8jLSWD8uESefmk35n7Vfi5VZduuSrQahZUXFvbZV0Fr1OO0BqgOVBS0hiBjTjBER/Lm3T/1WNDQaevX4SnUgG+YftyMsVGc/cBqzvrZl7A0d6CPjkAf6V01eVLVxt28es13sbZ29mwref4DPv/Fv7l23R9JmzOFnHPncnz9dp/7R6YnMfWOS0KeX+lL68MOAgGK7loZ9j7Dpasm+Coms796HTPvvTroOCHE6Fv3YHbryvsrVwMvjMLp6/FsTSfgzn6PHx2NSYjTV+us5a3xuz6Wa/7Mk3jiP38qgTtVVf1whOYz4gZ2y+TwUfr952vbUP4nhBBCCCHEiCo53s4PH9nNl367mV8+vo+qBt/h2FVLs4mOCHzvns3uvzJuS3Ej429+ja/+cSvPra/g6fePcdcDm5h6xxuUVnq3EBwJ8XEGpk6K9/mcyaRl9vSknscVVV1eQWBf5RUdpKVGhJy7BNLYbKW+wTL4A50ioqL63wDrZ1yk73F6nYa6hk66zcHDs6yMWG67fg7f+PLZ3HvXIo5Xt7JhU5lHkFhV087TL+7isWe2eQWB4M7djlW2MHF8MofLmryCwL627a6ks1+LTn1s4HacTr0eRaOgaIO/PbY0t3sEgQBp86Z6PNbotSi6wMfSRRqGPXzW6HREpiYEDAItze1eQeBJ7eU1vHrNd1FdLi57+ufknDPHa0xsXgbXrvsDpnjf6z/6cuT1T0Mee1JkWiIzv3xN2PsNl5gc/2H7SSUvrqf4qXdGYDZCiKGw7sHsF4HnRuHU9617MNv/IrlnGEVRluK5lpsNeGqUpiNOY62zlo/aNd86a7lc8yPjAWATEGy90cPAd4DJp3MQCGOrMvDu0Z6AEEIIIYQQw0VVVb7x1+389aUSjyzhZ4/t5VdfmsU3byz0GL+3rJVOc+D3LX97uYR/f2+R1/b2LjuXffdjmtq9K7fKa7u4/Hsfs/+xlWhDCD+G2rjcaBITDByr7KKt3YZWo5CeGkF2ZlTPWoAAtfWBq9dcLjhe2cX0okR27wvcTjUUx6u7SEsNHBqdLmZNz2TDZ2UBx2g1CtdePh29XsPWnZXU1ndgNGjRajSUH28J6TwaRWHalPSex4dKGzhY2uBzrIo7FPRHVeHzbRXUNXQEPKfTqVJ6pJHZM7J6tukiDBjio7C2dNE/fztc4+CDPWauu9RAXpYJjV4bsM1n6asfeTzW6HXM+KLnmnCKomCIjcTa7B2wuQeAPoy1AIfTvkff8BkEntR86Bhlb39OwaVLuO6dP1OzeR9H3tiIy+4gc/E0Ci5bikYbXqVxKBWY/XXXNVPz+T7GXbgw7H3DUbN5HzWbD6A16Mi/ZAmxeek+x027a6XfSsmTuqobefvun2Np6WD2V64bjukKIYbeatzrVU0eofP9bd2D2S+N0LlOCaqqfooUcIiRM+LXfOus5XLNA6qqjhuBc/wB+IOiKJG41wScgLs9qAnoxl0JuENV1dLhnstYMWbCQFVVHxvtOQghhBBCCDFc/vDsQf7yYonXdodT5dt/38m4jGiuWZbTs/3z/cHb0H26x/ea5o+/c9RnEHhSaWUHb2yq5sqlQ7+Wlaqq1Dda3EGfVkN6qomoSL3HmNgYA9MLA1enOZzBu/mXH+9kkiGW5CQTjU2Dq+yz2rwDILvdRVOL++uYEGfAaByd9qpDbcn8PPYV19HsZ72/5MRILrtoKgV57i46edkJANhsDn77tw0hn2fB3BziYnur0nbsGdxahWXHmkNqcetwelfMtjl0PPOhmaIcHfHRChabysFKJ7Wt7rGvvNvIV+/IwhAfhaXBdyjZWdPInkf6LB+iKFzw9+8QX5DlNfbom5/StL+cyTdcgDGmd81GRavBmBSN1uD7rbi1rZPSlz6iu76Z2Lx0Jly1HJ3J6HPsUKjcsCv4mI93UHCpe03AjIXTyFg4bUDncpit7H/iLep3ef8eDMWuv70wbGFgW3kN6279MXXbinu2Kd94kCk3X8D5D33H63sw6boVHHz6Pcre3hT02Bt//E+K7rgUQ8zYCICFEP6tezC7aeX9lecDHwO+F1kdOk8AXxvmcwghAmidtbwpftfHcs2f5lRV7QY2nvjvjDZmwkAhhBBCCCFOVw6HiwdfOBhwzB+eLfYIA/VB2gwCHK3u5P6/bOP3q+d4VPmt31kXdN/1O2uHPAxsa7exY28TZnNvsHbocBuZ6ZFMn5qANoyenrHRerq7g3V0gZIj7UNS0WfqE/S5XCoHS9uoqOrC5XKHkooCmemRFE2JRxdmRaXV5qSyuou2djsajUJaiom0lAg0Q9HjdAAiIwysunU+76wvYf/BWpwngtfUlGjOXjiOmdMyfe5XW9+J1Rr8e2I0aFk0L49zz+7t8uVyqRwLsaLQH41GISszjubWwFWj2RlxXtt27u+gw6zyeYnvqrQus4uDR7spmhiFKSUWW2tXT4Wgy+GkYv02Nv1yLd31fV6DqlK77SBTb7/U41ifP/AoVZ/sZu7Xb+oJAh1WG1Wf7qKrsYkF377d5xx2/vV5Nv74Yexdva/PlBjLir98i8nXnRfwNQ9YKD+CmsFXEFvbOnnxkvup2x7492Ag1Zv3eW1z2uy0lFSgaLUkTskLqfVqV20TndUNRKYmEpOdiq2zmxcv/h/ayqo9xqkuF8VPvoPL4eTSx3/q8ZxGp+Py5x9g6++eZMuvHwtY7WjvNFP68kcU3XGp3zFCiLFj3YPZlSvvrzwbeAuYMUyn+RvwtXUPZge/80kIMaxaZy2vjN/18Yhc862zlss1L0aVhIFCCCGEEEIMs/3lbVQ3Bg4wNu1vpL3LTmyUu4ru/Lnp6LRKwAo5FfjLiyVoNQq//8rcnu2hfCCuDHEHJqvVyZadjdh9rGNYXduNosDMokDrtXvKy44K2ir0JNU1+PfV2Zm91Vu79zdTU+d5blWFqppuLBYnC+Ykh7zeW12DmZ17m3tCRXB/PWKi9SyYnTxq1YYx0Uauu3w6l54/mZZWMxERehLjA1cuKSFmQt+872wiIjwrPz/dXI4lhCAxkAn5Scydmc3eA7V+x+Rmx5ORHuu1vb4peGvKhiY7THS3FdVFGHDZHbx99y84/vF2zxCwjwP/fYuzfn4vxlj3z0/r0Srqd5Zy4d+/j9InRNMZDeSdt4C6nYdoPVrlVU144Mm3+ehbf/I6vqW5nbfu+BmRyQk+1+wbrHEXLKTszc+CjFkw6PNs+O5fBxUEAmgNvRXGLoeDzb96jD0Pv9LzvYnLz2Tet25hxhev8rl/S0kFG773N8re/hzV6QRFIXfFPNLmTvEKAvs69NwHLPrBF0icnOs1n0Vr7qL05Y9o3HM44Ny76mRpICFOJesezK5eeX/lQuB/gW8BQ/U/6zrgy+sezH5liI4nhBgCrbOWV8fv+njYrvnWWctfGaLjCTEoI79IiBBCCCGEEGcYlxpaWNXUZmHNw7vIvPolxt/8GvoQK9D+/kopDa29bTIvmOd7nau+LlyQEdKxQ3WsstNnEHhSdW03ZkvoYVBSookJ+TEhje3otJMQH7jtaCBpKSZSk93tLNs7bF5BYF9NLVYam/23YO2rq9vBzr1NHkHgSR2ddnYOwVqHgxUZYSArIy5oEAgQadIHHZOfl+gVBLpcKlt2VAx4jgBarcKCOTnsPVDjt6IyMT6C6y6f7vM5gz54eNtZdpzd/3yZ0lc+xmG14XI4OfT8+36DQHBXfTXtP4qqqqiqyoEn3mTxmrs9gsC+0mZPpubz/R7bVFVly6/8r5qhOp1s+b/Hg85/IApvu5jI9CS/z6fOmUzuinlhH9flcFC7rZjqTXvprG7g4DPvDWaaABSsPKvn32/d+TM+/8V/PL43bWXVfPDV3/HZz9Z67dt6pIpnz13N0XUb3UEggKpS8cFWtv3+ycAnVlUOv/ax36fjxgX/XRo3zne1rRBi7Fr3YLZl3YPZ3wXOAnYN8nBO3C0Cp0oQKMTY1DpruaV11vIhv+YlCBRjiVQGCiGEEEIIMcyKxsWREm+kodV/iDS9II6V3/2YQ8d71ysz+1jHzher3cUbm6q4+xJ3W8bbLsjn54/to6bJd6g1vSCei4c4DKxvDLxmn6q6x+RlR4d8zAn5sRw91ukzTOvLbHHicLiIMGkxW0L7mgHotAoF42IoyIvpqfSrDhAEnlRd201KkinouGOVnbj856M0t1hpa7cRFzvwIHM4lB5tZMfuKppbu4mKMjCrKJOiKWns3Oe/euqkpHjvlq3tHRbaO0ILUP254cqZfPp5OfsP+W6Bm5IUxZfuWIjR6Pstbqq1jsN4tw/t4XJx6Fs/obTJvQ5nRHI8Z/38Xnd/2ABhfvr8qUSmJNF13F35NX7lciKS4gO+lrhcz2Co+WA5LaXHA+5TsX47ts5uDNFDu+6cMTaKa974Pa9e/R06jnuuQZo6axJXvvR/YR9z+x+fZvufnqGrxv010UWacJgH9/3XRRiZ8/UbADj+8Q5KXvjQ79it//c4TrudyvXbsXdbSZs7he76ZsyNrT7Hqz7WmOzPabH5fW7a3Zdz5LVP/D4fkRzP+CvODnoOIcTYtO7B7M3A7BOtQ1cD1wLB745xqwMeAf657sHswL/ohRBjQuus5ZuB2Sdahw74mm+dtVyueTHmSBgohBBCCCHEMDPotXzl6kn89D97/Y5JjjOyfme93+eDsVh7Q7CoCB1v/fZcLv/eRxyv7/YYVzQujtd+tTzkNpehChbYQfjtPM0WZ0jHBbA7VOwOZ7DsxoPTpVJypJ3aOjO5OVHkZEbhCFDdeJLDEXwMuMO+YJparGMmDFRVlZfX7WdXv9Dv8NEmtu48jk4fvGPStt1VWKwOZk3L5NCRBmw2Jwk+AsJwTJuSRmyM0W8QCNDQ1EV1XTv5ub5b0bY99xzK+AtQs8b5fF67dQOapt7rz9zYyvv3BQ7CJlx5Dsv/7+to+lTwRqUGb4VrjPMMxAOtN9dDVXHZBtdm1Z+U6RO4+8CzlL78EVWf7kaj05F/8SLyLlwY9u+JDd/7G9v/+LTHNkd34BsFgolMTeDiR39MUmE+AAeeeCvgeJfDybbf/LfncdP+o4M6P0DqrMl+n8u/ZDGTbzyfQ8++7/WcotWy4i/fQmccG9e4EGLg1j2Y/Qnwycr7KxOBBcA8YC4wDjABLqAT2A9sB7YBO9Y9mB3CL3khxFjTOmv5J8An8bs+Duuab521XK55MWaNmTBQUZTB/4Xeyw60nvivHNgEbFBVdSjPIYQQQgghRMjW3FbEkepOnninzOu5b99UyEOvlA7q+HMmeYYQ0wviKXnycl7ccJyPd9Wj1ShcvDCDlYuy/LZZ9OXz/Y088W4ZdS0WxqVHsWrleArzvCus4uMMdHYFDivi44whnxcgjGn2CDUI7Du2vdPOvuJWmpqtxMcF/9A+OirUm4ODG+JMdsBUVeW5V/ew/6DvwO1YZWvIod6+g3Xs63ccBfcal+FSFDhr4biA6wSetPdArd8wsPXAUYzv/grbzffiKpwFJ9t42mxoP/8Q/atBWkX2Y4iN4uyf3+cRBIZKH+VZVZowKRdjXDTWtk6/+8SPz8aYEFrb3IHQGvRMufECptx4wYCP0X6slh1/enYIZwX66Aim3n4J2ctm92zrqh3Z9fdi8zLIv3Sx3+cVReGSR39M+vyp7P7HS7QergRFIe/8+Sz4zu0ecxdCnPrWPZjdDLx94j8hxGmuddZyuebFaWPMhIG4U3UV9/vEoXLy/eY9AIqifAj8TlXVd4bwHEIIIYQQQgSl1Wp49PuL+crVk3j87aPUNlvIz4jmC5cWoNEo/PaZ4gEfe+6kRBZOTfbabtBrufm8cdx83riwj+l0urj715/z5HvlHtv/+NxBfnB7ET9bNdNj+7icaCqrPasQ+4qPNQQM2hwOFza7C4Neg07nDlgiInTEROvp6Az/BludTsHhCC9+qqkzk5xkRKtVcDp976sokJMVFdLxUpJMtHcEnnso7UZHwmtvH/AbBJ7UMYhWnwMJAgEuPX8KWRlxbN1ZGXSsxeL/a62Pi0I5dAzjI7/DlZyGa9xEcDrRHtqL0u0/hPNn4lXnoIsIL9w+KSIt3nNukSaK7lzJjj/7D9JmfvmaIa/mHWoHn30PNVBf3AGwd5rZ9vunqPpsLzeufwhFUdDohv5jDEWrARWv+Uckx3P5c79Eow1cFatoNMz52g3M/ur1WFs70Br06KMGVxErhBBCCCHEUBpLYeBJA32fGMjJd03nASsURfkP8FVVVQfXr0QIIYQQQogwzZ+SxPwpSR7bnnq/fMDHi4vW8+SPlwxyVt5++cR+ryCw73OTc2O59YL8nm2xMQamFcazr7jVa3xkhJZZ031XbHV3Oyg52kZtnRmX6i7YSk+NZPL4WCIidIwfF8Oufc1hz3/KxDgqKruChnH9VdeYmTE1gV37mn1WGU6dFE9kRGhvo3Kzozh2vBOHn2AxNdk0pFWGA1VR2cr23VVBxzmcLhITImlu8R/6DrVus/v7l5wUfK285CTvkNZssfPhhsMcTxuHgQMAaBrr0DQGDj6Dic0b2JqbWpOeuu3FHHz2faytHSROyWPa3Zdz1s++RMOewxz/aLvXPlNuuoDZX71uUPMdCd31LUHHaPRaXPbelsbG+GiiMlPQ6LQ07jsCftoC12zay+vXf5/Omibqtg38xgl/Jly1nIXfv5NdD71I7ZYDaAw6xl+2lOmrriAqPSn4AU5QFAVTQuyQz08IIYQQQojBGmth4HDd6tj3HYUC3A0UKIpygaqqTj/7CCGEEEIIMSJe+KhiwPv+7f75TMwe2g+frTYnD71SEnDMg88f9AgDAXKzokmMN3Kssov2dhsarUJ6agRZ6ZE91X59dXc7+GxbPTZbbzWOywXVtd00NVtYMj+VzPRILFYnB0vbwnoNep2GxfNSKS5tpbK6O+S1B7u6HWSkRRIRoaO8ooOGJiuqqpKUYGRcbgxJCaFXg0WYdMydlcyOPU3Y+61FmJhgZGZR8PXlRsKOPcGDwJOuuKiQTzeXc7hsZFo1bt9dyTlnFTB7ehYfbjiCw+m78kyjUZg7M9tjm8Xq4N9PbqWuoROmT0e7aTPaxqGZt7U1eDVhV10TkSkJKBoNikZBa9Lzzpd+ydF1Gz3Gbfn145z74De4Zt3vKX3lYw48/hbd9c3E5qYz7e7LGXfxojFfFQgQX5AVdMzU2y8l74IFdNc1E5efSd4FC9BotWz7/VN8suahgPseef3ToZqqh6iMJM5+YDVx4zK44O/fHZZzCCGEEEIIMdrGUhh47hAeywTEAKlAEXAWMOPEcydbkS4H/gh8fQjPK4QQQgghRNiqGgZWaZWbFsmNK/KGeDawv7yNhtbALSF3lLTQ3mUntl9lW3SUnqLJ8SGd59CRNo8gsC+rzcX6jbVEmLRkZUQysyiB3fuDVx6dlJocgVarMG1KApPHx9HaZqOlzcrhso6A++n17tAyPtbArGmhVwT5k5RgZMXSdKprzbS229Bq3AFpYhih4nBr6witYUpCXATj8hIpGJfE0y/vovhQ/TDPDNo7rFhtTqIiDVx5yVReXrcfV7+STQW47MJC4mI9W65+vu2YOwgEMBrpuOsOIl97A31pKcqJQyg6Laoj/PtDD7/2MXO+dmPAkO7j7/6Z+t0lXPb0L8m7YD4ffPV3XkEggMvh5IOv/Z7EyXlMvu48Jl93XtjzGQum3HwBn6x5CIfZ/++OmfdeTeqsSV7b2yuCrwkZTGxeOh3H64O2KtXodbjsDvRREUy+8XwWfv9OYnPTUVUVW0c3uggjWn34H5XU7TiIpbmD+AnZxI0bWOWoEEIIIYQQw2XMhIGqqn48nMdXFGUq8GvgMnoDwfsURfmbqqqHhvPcQgghhBBC+GOzO6luMoe9n04Lj35/MRrN0FcMhVqEFMo4l0ulqqabyuouzFYnEUYt2ZlRpCabqK0P/rrNFieHyzqIMAVes6uv+Fg9Wm3v5PR6DSnJJhIT3FWL/av0+spMD96OMlxarYacrKiQ1xocabHRoQWTy5bko1EUduyp4mDJ8AeBABoFyo41UXq0CZdLZemicTQ0dVF2rBlVVSnIS2Lx/FzG5XpXWe7o1/pUjYmh69ab0TS3oK2tRdXryNmxmfbDFaguNaxQMHX2JPTRJhxdvoOv4x9vp2rjbgA6q+uxNLdz4L9v+T+gqvLxd//KLZ89ckpUAfpiSohlxZ++ybv3/hpfPXbnfesWn0EggL178Ct4pM2dQuqsSRx+dUPAcYpG4d7K1zHGRaM16HFYrHz+wKPsXfsanZX1aA16Jl57Lgu+ewdJheOCnvfIa5/w6Q//QfOhYydOoDDuggWc+6dvhlQtKYQQQgghxEgYM2HgcFNV9QBwhaIoPwd+gDsQ1ADfBu4ZzbkJIYQQQogz17f/vpPqxvDDwJR4E8tnpQ3DjGB6fjyZyREB57VkWjIxkYHXu3M6VbbubKC51dazzWJx0tJmIy5G73NNPn/MFic6nYLDEXwnlwsqKjvJyojyCAW1WoVJ42PZf7DV536RkTpy+wV2LpdKQ5MFm91FVIRuTFX0DZVZ0zPZubc64JjlSwqYOzObbrONN94tDut7NxguFZ5+abfHtqhIA3fcOJfszLiA+7Z3+A7qXIkJuBITKMxL4Kxbl5A4IQfV5aLqsz3sfvglqjft8Rg/+aYL6K5tpquuibi8DKZ94TLGX342KAr7n3iTvHPn96wTZ+8yc/C97Wzc04Xj6z+Bzg6a43MxfrYXp8Xmazo96ncc4p1Vv+CitT88ZQPBojtXEpOTxrbfP8WxD7aCqpI2dwqzv3YDhTdf6Hc/l90x6HO7HE5m3ntN0DDQabVjSohBo9PhsNp4+fJvUblhV+/zNjsHn36Xo+s2cu3bfyJ97hS/xzr86gbeuOkHqH3bEKsq5e9u5rnzvsItGx8hKj0Ra1sn+qgItIbRXyNUCCGEEEKcmc6YMPAkVVV/pCjKMuDsE5uuGM35CCGEEEKIM1dzu5W1644MaN+aJgsVdV3kpg19tZlOp+F/rpvMd/+xy++Yb95YGPQ4pUfbPILAvto67GHPK9R1/9o77ew72EpFVRcL56T0tP4EyMuORqMolB5tx2J1V4IpCqQmmyiakuAxtrK6i4OHPVuZRkfpmFaYQGL82A8FOzqtfLalnF37aug220iIj2TerCwWzslFr++ttMzPTWTG1HT2HPDdqnHZknzOWzYBgJ17q3E4ArdhHG5d3TaeeG4H/3PvUiIj/IcrMTFG2tp9V5wtm5nJoqL0nseKRkP20llkLp7OhjV/o/SlD3u2L/nJPX4rvIxxUTy1dBUpsyah0WqpzpuDeeGFMKd3zKfVkGI0oRqMKLbA7XeLn3yH3PPmM/XWiwOOG8tyV8wjd8U8nHYHqtOJzhT4Wtn4k4c5+PS7gz5v9tJZpMyY0NMG1J/kaePR6Nwfhex5+BWPILAvW3sXH3z1t9y6aa3P57sbWnj77p95BoF9dFU38tr136f9WA3mhla0RgMTrz2XRd+/k4RJueG9OCGEEEIIIQZJE3zIaelXff6dpChK0ajNRAghhBBCnLE+2dOA2Rr+emUn1bUMvrWeP9+6sZCvXTvJqxWoTqvwu9WzufrsnID7O10qx6sDr4UYbvGTywVTJ8cRFRnaPY3tHXYOlLR6bc/JiuLcpeksmpfC/FnJnHNWOnNnJmMy9gZkNXXd7DnQ4rWmYWeXg607G+noDD/MHGoul0pxST0bNh1ly44KOvu0rGxtM/Pw45vZuOUYXd02VBWaW7p5d30pjz27Hbvd8+fumsumc96yCcT0aRmanBTF1ZcWcf6yiT3bmltCX99Sq1GIjjIM4hX6Z7bYWfdeMWqAEsU5M3wHeKkJER5BYF8arZazfvIl9PExqMDkG88P2Oox99y5OG12arfsp8Ia4w4CfWiwmnBee6f/F9THnodfCWncWKfV6/wGgd31LWz+9WM8Pu9Otvz68UGfyxgXzdQ7LiEyNYFJ154bcGxESjyvXPUd3rnnl+z8y/MBx9bvOET9rhKv7Q6rjWfPuQ97V+DfwXXbijE3tALgtNo4+NQ7PL3sXhr3DewmECGEEEIIIQbqjKsMPOEjwAqcfGcyFdg/arMRQgghhBBnpEBBRjBajUJOytCvb3eSoig8+LV5rL5qEk+8U0Zdi4X8jGjuvDifzOTg57VYnAHX5gP3smJ6nYI9hNafJ6WnRpKXHU1ruw2bzUVxSSvdZv+Bak1dN4UT4zAYPNccVBTFb3WfqqqUHGn3e0ynU+VIeQezpnmvUzdSjh1v4YXX93pUvr31wSEWzcvjwnMm8ub7B/1WxVVUtrJxyzHOOaugZ5tGo7B8SQFLF42jpcWMRquQGO/9fY4whd7m0OlS6ewK3BpzMPYeqEUBrr18us+2movn5bL/YC31jV0e22eOTw54XH2kiXH/XsveMiuWCVHUN9lITfIdah564YOefzuWXRTwuM55S9G++iRKd1fAcad7UNSw9zAvXfoNuutbhuR4xrhornjx1z2tWs/5w/007j9K417fX8fj67eHdfzDr35CysyJHj9jJc9/QOvhygHN19rSwfpvPsj17/5lQPsLIYQQQggxEGdkZaCqqhbgeJ9NSaM1FyGEEEIIceZaMi0Fg35gf5JfujiT9KSIIZ6Rt0k5sfz8npk8/O2FfP+2opCCQHBXEIbC7lA91vULxGjUYLU6URSFhDgjKUmmgEEguKsJw63i6+i009UdeA2z2rruQYW5g9HU3MUTz+/wCvucTpWNm8t558MSSg43BjzG9t2+gwytRkNyUpTPIBBgZlHGwCY9TPYcqGXnHt/rHZpMer5w6wLmz87uCYMVIDM1Ouhx46IUVI2W4qMWHnuxjuM1voPV7jp3oKUqCmpOgc8xJ7k0OhIuOCfouQ2xQ9/6d6xQXS7euOmHgw4CM8+aSf4lSzj7V6v5wsHnyD57Vs9zEUlx3PTxP1jxp2+SsbCI+PHZpMyaNOBzbX7gPzxz9pfobuidc8nzHw5m+lR+vHPAYaIQQgghhBADcaZWBgI09/l3/GhNQgghhBBCnLlSE0zcdkE+/34zvEqgxFgDv7tvTvCBo8ho1JIQb6DFz5qBfTmd7lAtOkpHd7cDf0sDWq0uNm6pJzc7iqLJ8SiKu9VosExOqw0vcHWEUKnoUt1Bo1YbdOiQ+2zrMWw2/yHotl2VuIJ8UdraLTz8xGaSE6KYOzOLvJyEkM6dkhzN3JlZbN9dFdach9Nr7xwgPj6CgjzvSs3ICD2XXzSVi86dREeHBaNGQWOx4bIHDpHNtt6vn92hsu7DZu69JcOrAjE270S7UfXED4Qm8M9a2swJWD6JxdLsv/J08nXnBTzGcGjcdwRLSwfx47OJzgxcOTkY5e9uHnQINv6Ks7ni+V8FHKOPimDml69h5pevAeDxuXcM6py1W4t54+YfccP7fwXA2t45qOMBtJXXED8hm+ZDFbQdrSIiOY70+VMHfVwhhBBCCCF8OSMrA0/oext14FXchRBCCCGEGCZ/+vpcLpjvvX6ZooDJ4PnnugJcvDCDrf+8mAnZMSM0w4GbmB8b1rqAnV0OUlNMxEQHvmexorKLY8fdrRZTU0wBx0aYtMTFht7aEiAqShd03pERupArGodacUl9wOdtQYKukyqr2ti1r5q1T25l3bvFIZ//8oumsnxJAUbDKCShPrhcKk++sIOGJv/tNxW7E6PZCh3moEGgS1U5WOk5prnNwbFq77eNhbdchNZkQAE0B3YEnmh7C8f++QSpswNXqWUtmxX4OEOo7K1NPDHvTp6YeyfPn/9VHplwDWsnXcfzF3yNd+/9FZWf7h7S89XtODTgfTVGPXnnz6fwtkuwd4e+XqqlpZ2mfUcHfN6Tqj7ZRc0W9+oiSVMDV4GG4tgHW3nu/K/y2IxbeOWqb/P00i/x2IxbObpu46CPLYQQQgghRH9ncmVgWp9/N43aLIQQQgghxBkt0qTj7d+u4MMdtTzzwTFaO20U5sVxz2XjSYg28NpnVdS3WMhMMnHFWdmYjKfOn/DJSSZmT09i/6EWrNbA6weeVFsf2of8h460UVzaGrQqsCAvxud6coEYDVrSUyOoqTP7HZOXPXqtHJ3O4F/L+FgTrX7WDPRl847jJCVGsmheXtCxGo3CecsmsGxxPv987HOvNflGg93uYtPWY1xxsXdllcNsw9rUEfKxdh510Gnx/sFqaraSm65H06cc1JQYyzm/+zoffO336D98A+vUOaDzfY3qP3wDS10z1Z3dAc9/8Ol3mXD52SHPd6COvP4pr9+wBtXV+/OkOl20H6ul/VgtlRt2sv/RdUy56QIu+vcPPV73QOlMvtdeDCZ5xgSa9h3l2PtbOfb+Vozx0cy9/yYWfO/OoNf3gSffCe0kChDk98mx97aQsaCImfdexd5HXg3tuH5s/8NTXtuaDx3jtevXcOWLvyb/ksWDOr4QQgghhBB9nZGVgYqiFACpfTb5XmRCCCGEEEKIEbJiTjoPf3shz/3v2fzvF2aQkxpFdKSeW84fx/3XT+GGFeNOqSDwpPTUCM49K4N5s5LIzRq6AM3pVIMGgQAlR9spPdoe9vp+UyfHEx3l++udmmwiLyf4unPDJTMjLuDzigLnLh2PJswQ9P2PD4c1Xq/Xctv1c0iIC3/tyqyM2LD3CeZgqe+KSVt74PDtpC6LyqcHbGws9r3G5Pq7fsKfo8/llau+41ExN+OLV3HlS/9HVoYJw+N/hq5+LSQddnTvvozu47fcD7sCh7Tlb38e0nwHQ1VVPvn+3zyCQH8OPvMeG3/yMC0lFTjMg2uqM+HK5YRVLnxC457DHnO1tnby2U8fYeOPHw66b+3mfUHHaI160hcEb9F5cg4pMyay9JdfDjp+IFSnk09/+I9hObYQQgghhDhznZFhIHBrn3+7gM2jNREhhBBCCCHGus4uO2XHOjha3kFLa2hhgKqqNLdaqWsw0212kJocQUeX75BlONntLkqPtrP/YGtY+xkNWhbPT2XKxDhiovUYDRoS4g3MmJrA3JlJaDSj0yIUYNHc3IDPTxqfwuwZWdxy3SxSkkIPYG12J7v314Q1l/i4CO67exEXnzeZnKx40lKimVmUwU3XzCQ2xuhzn7hYEzdfM4vzlk0I61zBOBzewZbqdOGyOoLu+96uFv7zgZkdR/2Mtdux3bCK7v99iIOp83n2i3/h0HPv9zxdcOkSbvr4H2SZujH971fQP/kQundeQv/SY5j+92vo33oegIikwEEugMsRWpvXwajdsp+W0uMhj9/22yd5dPot/DP3Ctbf/0esbQNbMy9+fBZTbr5wQPv6suNPz9Ld0BJwjMYQvE1w8vTxjLtwUdBxabOn9Px7/v+7jbwLFwaf5AA07jtCw97wwnkhhBBCCCECOfVuLR4kRVHygW/R2wBkp6qqofeMEUIIIYQQ4gzhcLjYvb+FugbPdplxsXrmzEgiwuT77URNXTcHS1sxW3rDGaNBg9UWWqvQ4VBR1UV+XjRRkaGvH6jXaSjIi6Egb2ytzzh5QgrLluSz4bMyr+dSk6O48hJ3hdOk8SlMGp9CVU0bFZWtvPVB8PXaXnx9Lw6Hk7kzs0Oej8mkZ8n8PJbMz6Or24bF6iA22sgXb1/IRxuPsPdALTa7E4NBy4ypGZxzVgGxMSaWLylgz/6agGv9hSM7yztoC7Ui9FhlLYomE1Q/Px96Pejdx3fNWoh1xnze/Ndj5F+6BEN0ZM+w+d++jddvWINu26c+DzPrq9ez5deP47Ta/M4la+nMkOY8GN0NrQPaz9bexa6/v0j153u5/v2/erz2UF3wj++i0WoofvKdoJWJikYTcIzTauPwKx8z44tX+X7e7sAVQlvdxT9aRVRGEp///N8BxzUdLKfgsrN6HrdX1AY99kBZmtuH7dhCCCGEEOLMc0aFgYqizAReAE72pFEB6b8hhBBCCCGEDzv3NdPQ6N3SsK3dzpYdjSxdmIZW61khV1PXzc69zV77jGYQeFJVTTeTxgevzDoVnL9sIpMKUti68zj1jZ2YjDqmT81gRlEGBr3n2m5ZGXFkpMXy7kclOJ3Bw7HX3j5AZnosGWmht/I8Xt3KhxuOcLS8CRUwGnXMLMrgwnMnsfKCQixWOwaDDr1O47HGW3Zm3JCFgb4qJhWtBkWrQQ0QCJmtDto6LTjVciZPKeR4jYOe/MnlAo2PhjoaDeYrbmfXsxtYsOrins0TrlzG8t99nU++/xAue2+VoaLRMPtr17NozV10VNSy7z9v+J3PnK/fEPzFDlL8+KxB7V+/s4S9/3qVud+4Oex9dUYDFz3yAxb/aBVH39yI02pHG2Fg/3/eoH5nSc+49PmFWFo7aQ1SweivSrHpYDlPL/0S9o7AbWJTZk5g3EWLQloDsPTlj5j//3obDXXVNAXdZyAUjYb48aEH8kIIIYQQQgRz2oeBiqIkAmcBNwHXA1rcIaACVACPj97shBBCCCGEGJva2m0+g8CTurod1NR1k53Z24ZSVVWKS9tGYnoDYrOPfiA5lHKz48nNjg9prEajkJYcTXVd8KYoqgqbtx/nqkuLQjp2WUUzTzy3w6NNp9XqYMuO41RUtrJ4fh7bd1dyvLIVRaMwsSCZpQvHkZeTwIyiDHbuHfwS7ucuHc+k8Sle2xVFQR9twtbmPxDac6QRp0sFnKTGdXHVBQU0tthZ97t1tE6c7/+kWh0lDToW9Ns852s3MPn68zjw37dpL68hMj2RwlsuIr7AHcCd84f7aSur4fhH2/tPlqW/+DL5Fy8O8VWHztzYyuHXPsHe0U3StAJyV8wjc8l0qj/bO+Bj7nts3YDCwJNi89KZdd+1PY9n3XsNDXsP01XdSHR2KslFBbx5x0+DhoGJk8d5bXPa7Dy7/L6gQSBAW1kNB554C0d38BbIju7e34mN+45gG2C71GDGXbyImOzUYTm2EEIIIYQ4M42ZMFBRlA+H8HBGIBpIA/q+I1ToDQItwI2qqgZfQEIIIYQQQogzTP/WoL7U1ps9wsC2dhsWy/CvdzZQUZFj5u3PiDtwqC6kIPCk41WtHo9bWrvZsuM4R8rdVZ/jxyWyYE4OCfGRvPneQZ/r9QHU1nfw8rp9PY9Vl8qhww2UHmnkmsunMb0wnYy0GGrCmBuAokBmeiypydEsmJNDVob/ik99bAROmwOn2bs1Z3ltO5/u6V0n0eVyERWpJSpSiyY6Oug8rFGJPrdHpSd5VJB5zCfSxLVv/ZHydzdz8Jn3sDS3kzg5j+mrriBxSl7Qc4ZDVVU2/uif7Pjzcx6tSRMm5rDox6toKi7H2jKwVTO6qhuHapo9UqZPIGV671qSM750NYeefd/v+JicVPIv9Q5PDz73PtbW0F6Xrb2Ld7/0K8766ReDjk2dPann34ee/yCk44crOjuVc//4jWE5thBCCCGEOHONpXfD59C7jt9QUPo9VukNAruBO1VV3TKE5xNCCCGEEOK04a6UCszVb4zdPpR/zg8tjQayMqKCDzxFqKpKyZFGduyuorm1m6goA7OmZTKtMB2d1rOtpUtVeev9g2Edv08nT0qPNvLMy7uw96msrK3vYMvO45y/fCJ1DeFXR7lUldfePsCk8Sncet1sHn92O/WN4bULPf+ciYzPSwo6TlEUTMkx7Nl1HMVqJybSQJfZzt6jTRysaKHvsoJ5OQk9/06emEVzkJeWVJAW1px75qTRkH/x4mGpAuxr08/WsvW3//Xa3lJ6nPX/8weueP4B3v3ir2grC786MyLNdxA6lLKXzmTet25h2++f8npOHx3BxY/+BI1W6/Xc4Zc+Cu9Eqsrh1zaQVFRA0/6jfofN/PI1Pf+2tQevOvQne9ks5n7zFpqLy9n9z5dpP1ZLRHIcU2+9mDn330R0RvKAjy2EEEIIIYQvYykMHGr9P4k4+XZ2K3CXqqrFIzwfIYQQQgghThnxsYagY+L6jRmJyrsIk5bJE2I5XNZBZ5e7yYdGgbTUCCJMWo4e853eTJuSgEHvY+23U5BLVXn5jX3s3t9b0UYDHC1vZtuuSm6/YQ5GQ+/3ouxYM20dwVsg9lXf2MUj/93C3BlZvPn+QY8g8CS73cV760t87B0am83J3gM1zJ+dw+pVSyg90sjB0npa28w9FYj+qCr897kd3HXzPPKyEwKOBXcgOH5SGg/+81NsNt/Vq0kJkUya0NtYZvGFEyh5qT7gcWfO8B9GNuwpZcdfnufY+1tAVclZPofZX7uB9HmFQec7FKztXez487N+n7c0t7Pp5/9Bo/MO00IxfuVZA51aWM5+YDUZC6ex6+8vUretGK3JwIQrljHnf24icbL3OpHgDsvDVbf9INe+8yfeuvNndNd6rwV49gOryVjQ2zo3eVpB2Oe4+vXfkz6vEF2kkX3/foPip9+lvdx9HesjI4hKTyLKR8jqsFg59PyHHHl1Aw6LlbS5U5i+6gpic9PDnoMQQgghhDgzKQP5I3k4KIoynAt4VAIfA/9SVXXDMJ7Hg6IoRUBPT5x9+/ZRVBTauhtCCCGEEEKMJpdL5aONtVisvoMTjQLLz0onwuQZAK7/tAbzMLYKnTwhjvHjYgBo77DhcKpEReowGtyBRm29mfKKDppbbSgKJCeaKMiLJinRNGxzGmmbt1ew7j3/lX4L5uSwaG4un24uZ29xLXb72G3dumR+HhefN9ljW1e3jf/780ch7Z+XHc+q2/qv2uffkfImnnlpF9Z+gWBcrIk7b5xLcpJn9ejzb9RRWuE7SB2XbeTmy1NRlP5NaaD05Y948/af4rJ7rkqhaLVc8M/vUXT7JSHPeaBKXlrPupt/NDwHVxS+VP4KUenBKzNHisvh4PBrn1Dy/Ac0FZfTXFwe9jHu2vc0KPD69WtoOlDm8Zyi0RCdnUrRnZcy+6vXo9Xr+FfB1VhbQ6uMjUiJ5869T7H1/55g9z9f8rtGYeGtF3Hxv3u/bx2V9bx4yf20lFR4jNMa9Fz07x8y+frzwnyVQnjbv38/06ZN67tpmqqq+0drPkIIIYQYemOpMvDuITyWA2g98V+ZqqqDX5FeCCGEEEKIM4hGozBnRhJbdzV6VYUpCsyclugVBALMmJrA5h1Dv5YYuKsC83N713GLjfGuXkxPjSA9NaKnMshXUHOq27zjeMDnt++uZPuuypBavY62yEi917aoSAM5WXEcr2oLuv+xylZaWs0kxEeEdL7x45K4/8tns2NPFceOt6DRKEwan8KMogwMeu8KuasvSeW9T1vYU9yJ88RloNFA0cQoLlqW4PPny9Lawdtf+IVXEAigOp28f9//kXfefKIzh7cVpMMcXjVoWFSVqs/2MOmac4fvHGGwtLTz8uXfonbrwBsARaTEE52dwgsXft0rCARQXS46Kmr5/Of/puT5D7nhg79yyaM/4fWbfoDT4r0eZX/TVl3BGzesoXLDroDjip98h4KVS5l0rftru+6WH3kFgQBOm5237/45KdMnDPlak0IIIYQQ4vQzZsJAVVUfG+05CCGEEEIIIXrFxxlYtiiNiqou6hvNqCokxhvJzY4iOso7xLE7XJQfD3/9uFCZLU4amiykpQQPfk7HEBDAanPQ2BR4bT2nc+yHgOAOlWdMzfD53LLFBTz5ws6QjmO22EkgtDAQ3GHj2YvyOXtRftCxOq3CJcsTWb4gjopqK6oKORlGoqP8t9Y88MRbOLotfp932R3se/QNFq25K+Q5D0Tq7EkD3lcfE4HL7gwYcm384T+ZePU5Y+Jae+++3wwqCASYvuoKjr27mdotB4KObT5Yzqc//AcX/ON73LLpEXb+5XnK392MtaUde5f39z511iSOvLKB5oPlIc1l3a0/4th7lzH19kuo2ey/OMtld7D7ny9z7h/vD+m4QghxKlEUxQjMBgqBBCACaAfqgR3AYXWstLwTQgyI4v5DchwwHcgG4gEr0AKUAltVVfX/h/XAzhkDnAVMAmIBM3AM+Ox0LyobM2GgEEIIIYQQYuwxGrVMLIhlYkFs0LE79zTR2DyM1UjAjj1NzJ+VjNGoJTpKNyaCiJGk1WhQFPeaeWOZ0ahj5tR06pu6KK9o8Tlm0dxc4uN8h3iTJ6RwxUVTee2dwMGMVqMQFzv8LWAjI7RMGR8Z0tim/UeDjmncd2SwUwoqeWoB2ctnU/lxaKFqX+MuWMjxDTsDhoGtRyqp3bKfjIXT/I45ydbRzf7H36T0pfXYO80kz5jAzC9dRfr8qWHPrb/2ilqOvDq41UDGXbiQhWvu4p0v/CLkfQ4+8x7LfvM1kqcWcMHfv9uzvWHvYfb9+w3ayqvRRZqo+mQX9bvCXFtThX3/eYP6ncH3q9q4O7xjCyHEGKcoylzgG8B1gDHA0CpFUdYCf1JVNfBiw0KIMUNRlATgKuBiYAUQqF2GXVGUdcCDqqp+PMjz5gM/A24AvFvMgKooysfAT0ZyqbmRJGGgEEIIIYQQYtBa2qzDHgSCOwTbstPdhjQyQktBXgy52dFB9jp96HQaJhYkU3Jk6Fqx6vUar1awA5WWEsXN18wmJtqIXq/FbnfyzvoSdu6t6jmHooCCwv5DdRgMOhbPzyUywvv9+LzZ2dQ3dfL5Nu8WiScVTkolKtLXe/nRY4iJCjrGGBt8zFC46JEf8MKFX6etLLybnI+8sdFnm9P+LM0dQce0V9TywkX/Q9vRqp5t9btKOPD4m5z183tZ8J3bw5pbf9Wb9qK6Qv/5TZycR1x+Jh2V9URnJlN010omXLkMjU6HrT1w1W1fDrOVjuN1GIsKPLanTJ/QU6n33wV301038M+n63cHDwM1Ov9VqkKI4fPAQxWRwCzcFS0mwAV0AvuBQ2tW5w7N/1jPIIqiaIAHgG8DmhB2yQJ+DNyrKMpdqqq+PZzzE2e2tWXFAa/5VfmFcs2HQFGUvwH34DuM80WPOzi8SlGUx4GvqaraPoDz3gD8Bwh0d58CnAN8pCjKb4Dvn27VxxIGCiGEEEIIIQatrn5Iu7eEpNvsZN/BVqw2V0iVi6eLZYsLOFzWhGuAawIaDVpiY03odVoKJ6UysSCJfz62OWC1YUZaDDV1wYOf5hYz739cyoK5uYzLSUCv13LZhYUsW5zPY89up6GxC1UFFZX2Disff3aUvcW1rLp1PjHR3jf/r1g6nvKKFmrrvc8dF2viohWTw3rtI2HS9SvY8ednA4+57rwRmUtsbjq3bv43+x97k5IXPsDa3kVEYixVG/cE3M9ls4d0/ISJOUHHvLPqFx5BYF8bf/RPMhdNI3vZ7JDO54tGH97HGrbObq569bc+n0uaNp7ydzeHfKyj6zby+S/+DYpC1lkz0cdEYO8wkzAhG12EkYbdpWHNzUsIl3j+JYsHdw4hRMgeeKhiDvAlYCkwBfCXxnc+8FDFLuBNYO2a1bn1IzPDU94/cYcE/XUDR3C38ksCCnB/aH9SGvCqoihXqar61rDPUpwx1pYVh3zNry0r3sWJa35VfqFc8/4txHcQ6ARqgDrcAWAeENdvzB3AFEVRzlNVNeS1KRRFuR54Gu+bDBqA40Aq7psLTv5eUYDv4q5M/kao5zkVKKdZuDmmKIpSBOw7+Xjfvn0UFRWN4oyEEEIIIYQYHgcOtQZdL9Bk1GC1uYalxeXyxWlERelp77BRVtFJQ6MFl6qSGG9kXE40yUnD30pyJBWX1PPa2wfo6u5t46jTKTgcwb+45y4dz7lLx3tse/uDQ3y29ZjP8QV5idxx01wqq1v5z5PbcIYYQp63bALLl7irpj785DAfbfTfPnPG1HSuu2KGz+csVgcbN5ezY08VHZ1WIkw6Zk3PYunCcT4DxLHg1Wu/x9E3PvX5XPby2Vz3zp9HrcWt6nLx5MIv0LDn8KCOE5WexKrDL6INEMY17jvCE3PvDHicidecw2VPh96esz9LczsP518VsKVpX6mzJ3Hr5//2+Vzr4UoenX5LWJWG/hjjY7C2Bg/Qg0mYlEtLie/qWGNCDHfsfILojEDdtYQIbv/+/Uyb5tHyd5qqqv4XrDyDPPBQhQLcAnwdWDCAQ9iAF4HfrlmdG37f5jOEoijXAc/323wAd5Xgu6qqOvqMTQHuA36AZ6jQAExWVdV3f3IhQrC2rHjIrvlV+YVyzfejKMo2YO6Jh63AU8A64BNVVTv6jNMCZ+Nu63l2v8O8qKrqdSGebzywG+jblmM38A1VVdf3GTcZd2XyNf0Oca2qqi+Fcq5TgYSBw0jCQCGEEEIIcaaoqulm9/7g7fAKJ8bR0GQZ8paiGg1MyI/lcFk7vj7HnzIxjoK8mCE952hzOF0cLK2nsamLkiMNVFYH75ij12tYujCfhsZO9Hp3ZeCkCSkowCefl7Fp6zG6uu09Y2dNy+SiFZMx6N03Qn+25Rhvf3go5DnmZsVjtthpbukOGCJqtQrf/upyn+1C+79mnTaUzmHDy+VS6ba40OsUjAbv+TjMVtZ/448c+O/bPe02NTotk65bwXl//TaGmNDWHxxqTruDw69+TMmL6zm+fjvWlsGFVdNXXcH5D33H7/P7/vMG73351wGPEZObxj2lLw5qHuu/+SC7/vZCSGPP+f3/MPur1/t9fvc/XuLD+/84ZhbmvOg/P6TkuQ8pe+szj+1Rmclc/uwvyVggnzGIwZMw0LcHHqoYB/wbOHcIDucEfgv8dM3q3OHvq36KURRlL9D3h3AbcI6qqn77NyuKsgJ4B8/Od2tUVf3V8MxSnO7WlhWPYxiu+VX5hXLNn3AiDEwCfgE8paqqOch4LfAQ7grNvlb0DfMC7P8UcHOfTVuB8321GlXcd+r9o9+5jgBT+t6QcCqTMHAYSRgohBBCCCHOFE6XyvpPqrHZA7+/SE02MW9WMm3tNjZuGdkOOssWpxEdpQfA7nDR2mZDAeLjDOh0ox8wDdSLr+9l9/6aoOMUBbQaDQ6nZ1qamR7L7TfMISrSgMPporK6DZdLJSMthgiT3mPs8epWXnxtL82tAd+3D8i9dy4kK6N/N6CxxeFU2bSjnZ0HOunscgJQkGtiSkEk9U02urpdxMfqmFkYRWK8nq66Zio/3oHqcpF99myis1JGbe7tFbW8fNm3aD7kuwJ0IDQ6LatKXyQ603dlWvHT7/L2XT8LeIyEiTncte/pQc3DaXfw/n3/x4EnAneHS5k5kRvXP4Q+KsLruc6aRvY/to7m4nIcZiuW1g4a9x7B2t6F6nAOan4DFZ2VwqqS59HodNTtPMSRVzfgsNhImzuFCVctD1iVKUQ4JAz09sBDFV8E/gAM9cLE+4Fb1qzODdyv+QyiKEoB7g/c+1qgqurWEPb9B3Bvn02bVFVdMpTzE2eGtWXFw3rNr8ovlGseUBRlJfCeqqqhtXSgJxD8HJjXZ/NTqqreGmS/ImAPve1BbcAsVVWLA+xjOrHPxD6bv6Sq6r9Cne9YJn85CiGEEEIIIQZNq1HIz43h0JHA1WnNLe4bYyMjdCjKyBbfVFR2MXliHIdK2zhe3YXT6T65TquQmx3NpPGxaDSj07pxoFpazew5EDwIdFO8gkCA6tp2nnl5F6tuXYBOq2FcToLPvatr23n06W3Y7YNvoeiLqV/wONY4nSrPr2ugrNJzfcyjFRaOVnhu27SznbPnx3H2/EQm33D+SE7TJ1VVee3a7w1pEAjgcjg5+uZGZtxzpc/n8y9ahNZkCNjCc/yVywY9D61ex0WP/ID5376dQ8+/T/3OEup2HKKrugEAXYSRyTeez7Jff8VnELjv0Tf44Ku/66niPCn3ggU07TtKV03joOcYLmNcNCuf+jkanftjm7TZk0mbPfbWyBTidPTAQxU/B344TIcvAjY88FDFZWtW5/ruJ33m6f/LrTKUIPCEF/EMAycMzZTEmWRtWfGwX/Nry4ovW5VfeMZf86qqrhvAPk5FUX4DPNdn80Uh7PoFPNcJfCZQEHjiXBZFUX4NrO2z+R5AwkAhhBBCCCGEOCk6OoQw50TWptdrSE400dBkCTx+CHV02dm5p4n6Rs9zOpwqR491YLU6mTktccTmMxQOHW4IOVAN1BXm2PFWqmvbyUyPBaCuoYOtOyupa+jEaNAyfWoGO/dWhRQERpq7yamtQm930B4dTWV6Ji6NNuA+WRmxJCWMTuvMUO0r6fIKAgP5ZGsbSfE6pk6MCj54gFpKj7Pr7y9y7L0toKpkL5vNrK9cR3JRgce4ig+2DWiNQENMJLaO7oBjAgV9psRYZn35GrY/+EzA54dK4uRcFv/wCz2Pm4rLsXd2Ez8xB1O87zbBVZ/t4f37fuNzncCK97YM2dxCokDCxFzGX3E2M++9mtjc9JE9vxCCBx6q+CnDFwqcFAe89cBDFeetWZ07wr9oxqT+f3wdD2Pf/ouqxg9uKuJMs7as+KeM0DW/tqz4vFX5hXLND8wn/R4nKYoSqapqoD9Ur+j3eK3PUd6eBf5M7zqD8xVFyVRVtTrE/ccsCQOFEEIIIYQQQyIxwYhWq/RU3PmSkmTq+bfJOLKtOVWXSn2AtQqrarvJz4smNibwunVjia9Kv4HatPUY114+nY2by3l3fQl9v4slR0KojFJVZhfvZXxFmcctuJbifWyeOZe65FSfu2k0Cuctm+jzubFkd7HfZYv82rK7Y1BhYEOznfpGG3q9Qn62Cb2+9ytb/u5mXr9hDQ5z7890S+lx9j/+Jhc/+iMmX3dez/bjH20P+9yJheNInlZAyfMfBhyXPr8w4PNLH7gPp83BnodfxtWn3WZcQRYrn/xfYnLSwp5bqJIKxwUds+NPz/oMAodK8vTxXPDP7/PMsnuDtxtV4YJ/fo+sJTOGbT5CCP8eeKjiZuAnI3S6aGDdAw9VTFuzOrduhM45VrX1e+xdwu1f/7EjX8otTllry4pH/JpfW1Y8bVV+4Zl+zQ9Ei49tcYDPMFBRlMl4Vgp3AZ/5GtufqqpdiqJ8Blxw8nDASk6D6kAJA4UQQgghhBCD5nC4qKs3Exutp6XNd6WQokB+Xm91TkOT/2BuOITSArS6tvuUCgOzM4dujb36xk42b6/gnfUlA9p/WmkxEyvKvLab7DbO2rGZ9xcvpz0m1uO55MRILj5vMhPykwZ0zpHU3ukIPqif6nobNrsLgz684Lutw8HrHzRRUd17jZiMCotmxbJkbhy2jm7evO0nHkHgSS67g3e+8Euyl84iKv3E11UJ/rNvSoxFHx1BRFIchbdczLS7L6P50DFKXljvt59v2rxCMhZO8/ncSRqtlnP/eD/zv30bR17bgK2zm5TpE8i7cCFKCPMabsfXhx+UhmPGvVdTvWlPyOsOGmLGdoWsEKerBx6qSAP+OsKnTQb+DgxdifSpaVe/x4WKokSpqhrKXTgL+j2WqisRkrVlxXLNn1qyfGxrCjB+Vr/HW1RVDeeP+Y30hoG+jndKkjBQCCGEEEIIMSgVlZ0cLG3DEaAiUKtVmDE1gfjY3qDN7hjaapxAaxDGxujRaoMHD3b7CC5iOATG5SSg1Sg4XYOfd1u7hXXvHRzQvjqHnYnHvIPAnuddLiaVH2Hb9NnExhi59PwpxEQbycmKH+BsR15UpJb2ztACncEwW5z895U62jo8z2Wxqny0uY1t+zrp7rLj+n+/Q7vrc3QfvYmmqd5jrNNqY99/Xmfh9+8CIHfFPLb+5omA513wnduZ+42bPbalzyvknN//Dx99609eF1dsXjqXPvHTkF9XdGYyM4ewJeiQGcY8cuJ1K9jx4NO0Hq4KaXzi5DxSpstyV0KMkn/g3a5yJFz9wEMVN69Znfv0KJx7TFBVtfJEFc6SE5uMwNeBXwXaT1EUI3B/v82htgEUYtSu+bVlxTevyi88Y6/5ATq73+Njqqr671UP/VtXHAjzfP3HB26FcYoY2b48QgghhBBCiNNKTV03+w62+g0CoyJ1TBofy4qzM8hIi/R6bqjotApTJsT5LYDq6nag1wV/+zOUcxopcXGm4INC0G22D3jflOYm9M7AN9tmNtQCcN7ZE5g6Oe2UCgIBZkwJv91ndrrBqyqwudXO+xtbeOTZGv76eCWPvVjLjn0dPeH4zgOdXkFgX51dTlxoIDoW59ILsX7jF7iy8rzG1e/uXSMw99y5pM6Z7PeYpqQ4iu5c6fO52V+5jtu2/Jvp91xJ6pzJZC2dyfLffZ3btj5KfIGvm7RPLdnLZg/bsSs/3hFyEAiw6EdfCD5ICDHkHnioYgVw1ShO4Q8PPFQRwsLLp7XvAn3vEvuZoih3+husKEo88AKeH9C/rqrq68MzPXE6WVtWPOrX/Nqy4jP9mg9X/z+S3gwyvv8fvuGsReprvP8/pE8hp947XSGEEEIIIcSYcbisI+DzXd0ODh9tJzJCR2a6ZxiYnRHJgY7+y8SELyHOwMSCWEqPtvutDHQ6VapqA60vDxoFsjJPvRZ9M4syWf/pkVGdgyaENde0LpVLz5/M7BnDHyCZLS72HOzk8DEzLhdkpxuZXRRNfOzA3wLPmBLF3oNdRGicTM/TkRyrweZQKa12sqfcQZfV+4dv4azetqhtHQ7e/KiZsuMWjzHtnTaq6mzsPtjFLVekUnw48M+pl6horLd/jYhf/z+Pzfooz5D4yhf/j5ev+BaNez1/ViJTE7jy5d9gSvRs4dpXyoyJnP+3b4c3r1PElBsv4MhrnwzLsc0NrSGPnXjtuUy+/rzgA4UQw+Ero3z+dOBq4LlRnseoUVX1U0VRvgr8DXfNtg54VFGUrwAvAYcAM+42iwuBW/Cs6noP8CxvF8I/ueZPIYqiXAos67f50SC79V+svDLM0/a/myslzP3HJAkDhRBCCCGEEAPS3mmjozN4NZlLhd37m4mO1hMb3XsTbHpaBAdKBh8GtrTZ2LKzMeg4VQWNBvzlVkVTEjAatIOez3Bo77Cwe38N7e0WYmNNzJqWSUy0EYD5s7PZtquSjs7gazAaDFpsNs+qM51Wg8M5uJatzXEJuBQFjb80FoibNYGCed4VbEOtvsnG06/X09Xd+5qO11jZsqedqy5IZnLBwAJfvU7DDcujcPVZpy/SqDB/ooapOTpe+txCS6f79SsKnLsovudcXWbfrT/7qqm38eGmVqy2AXwv0jJxTJ6B7tCenk0Trz7HY0h0ZjK3bfkPR9/8jLI3P8PldJK1ZAaTbzgfXYQx/HOeJnLOnRu4x/AIaT1SyWMzbyMuP5Npd1/G+CvOHhNrKgpxunvgoYos4IrRngewmjM8GFBV9e+KohwC/gwUndg8/8R//hwFfgP8S1XVoe0/L05La8uK5Zo/hSiKkgj8s9/mV1RVDbY+aHS/x6GsQRpovF5RFKOqqiO76P0QkzBQCCGEEEIIMSAHS0MP8lQVNn5eh8GgITM9kvy8GIwGLUaDZmDhxwCdDAKNBg02uwsFSE4ykZ8XQ1LC2AxEPv7sKOs/PYKrz7qAH244zIplEzh7UT7RUUbuvmUeL76+l6qadp/HiIs1cdXKIjJSY9ixp4rDR5tQVZX8vER0Og3vri8d1BztMVFUpWaQU1ftd0zK9ecO6hyhUFWVF99q9AgCT3I64ZX3GrnvlkxiY8J/K+zotnoEgX1FmRSuXhLBtgqF+FgdM6ZEERvde47tezsCBoEn7TvURW6mkdb28NcmdC48pycMTJ9fSMGlS7zGKBoN4y9byvjLloZ9/NNVRFIc+RctouztTaM6j4Zd7muw+WA5ZW99xuQbz+eSR3+MopHVXYQYZrcyNj4fXf7AQxXj1qzOLR/tiYwmVVU/VBRlPvAz4BtAoLu0KoDfAU9JECjCMGau+bVlxeNW5ReWj/ZExipFUTTAf4HsPpvbcK8pGkz/MNDic5R/Zj/HlDBQCCGEEEIIcWbp7nbQ2BTeeyEVsNpclFV0Ul3bzaJ5qeRlR1Ny1HeANZysNhfRUTqWzE9FF8JagqNl594qPthw2Gu706Xy3kelxMaYmFmUQXJiFPfeuYiqmjZq6zsw6LXEx5kwWxzExphIT43p2XfpwnyWLswHoKKylSee3z6oOcbGGLnvC4s5sCMP61+fwlhT7zUmddXlxCws8rF3r84uK5u3H2fP/hrMFjtJiZHMn5XDrOmZaDShVUgdPmahpd3/2oVOp3tNvuUL40M6Xl/2zsCfIUQb4JKlcWgN3m+z95eG1vrT7lAZnxfBkYpwP68ANT0bFIX8SxZz8dofSogUhsU/WcXxDTtxdIf/dR8uh559n8xF05m1+trRnooQp7tFoz2BPhYC5aM9idGkKMqXgR8DGSEMzwUeAn6hKMq3VVX997BOTpwu5Jo/dfwWuKTftntVVQ1l/b/+i6rbwjy3rze6EWEeY8yRMFAIIYQQQggRtiPHAq8VGIzV5mJfcQvzZyfT3Gqlsdn7/ZZe5w6A7I7had/X2eWgsrqLcbkxwQePkk8/Lw/4/Lp3i4kw6ZhYkIyiKGRlxJGVERfSsc0WO0++sAOrNXAVmgKct3wCGzcfw2zxbAsbHWXgtuvnEBVhYP5ZE3Et+AHtG3bR9sE2nJ3dGPMySLxiKRETcwKeo7XNzNont9LW3hvGVNW0U1Wzn0OHG7jx6pkhBYJVtcED6qo632NUVaW2wYbdoZKcqCfS5FmM4LIHr9Zz2Rw+w0CLJfSChfxsE/NnxLB1T3jXWFxGPAtee5hdh8z8/T/l6BUnM6bFsnhFPvoxHHiPBWlzpnDtWw/y0bf+RN224tGeTo9df39RwkAhht/c0Z5AH3OBZ0d7EqNBURQ98DTQ95deM/BX4A2gFHfbvmRgHnA3cBXuP1MSgbWKohSqqnp6LnArhpJc86cARVG+Dnyz3+bfqKoa6ter/x1ehjCn4KtlzNi5a2yAJAwUQgghhBBChEVVVWrqQqt0CqSpxUpNfTfzZiVTVdPN8eouzBYHqgtsdtewhYB9VdV2j9kwsKXVTENT4OUtLFYH/31+J1MmpnDjVTPRakMPfXbuqcZs8V9FB6BRFK66tIhZ0zOZPzuHnXuqKatoRlFgQn4yM4syMBp731Zq9Driz5tH/HnzQp4HwGvvHPAIAvsqLq1n267jLJiTG/Q4oRTDaX2EiruLO9m4va2nPadWC1MnRHHB0gRsdhedXU5iVPcnjoEofgLLpAQdlbXBb0hOSdRz9LiFyhorkSYNLlXF5QKtVsEcJFB0abS8ezgCtFEQ4e5t9Olh2L57N1+6r4io6HA/AzmzZC6axi0b/0XjviN0VjXQ3dDCh1//A/YuX12iRkZLSQX2LjP6qFP+RnQhxqQHHqpIwl1dNlaMpZBipP0dzyBwC3Clqqq1/cbVAK8DryuKcgXuIOVkBdD/UxTlgKqq/xn22YpT0tqyYrnmTwGKotwCPNhv86PA98I4TGe/x/0rBYPx9cdX/2OeciQMFEIIIYQQQoSlsdmKY4iCuj37WzDoteRkRZGTFUVxaStlx0bufZbNPnaXmFHV0L/GB0sbWL/xCOcvmxjyPuUVzUHHzJqewazpmQBEmPQsWZDHkgV5IZ8jFC2t3Rw52hRwzNadlQHDwJIjDWzbVUl9kx1ID3isCeM839tv3dPBe5+2eGxzOmHvoS4OHO7CeaIgcNEkPQsm6f0fWFHQmnwHbrOnRlNZG/zrbbO5vOYCMDnHRGOznaZW3+Gtgkq7y3dgZI5K4sm/b+NL3/ZeQ1B46qxq4NBz73N03Wc4bXZyVszFZXdy/KPtOC02Eqbk4bI7aDtSNSLzUbRaNIYAP3NCiMEKpRXlSBpr8xkRiqKcA6zqs6keuExV1YZA+6mq+pqiKF8B1vbZ/FtFUZ5RVXX07uQQY9lYu8bG2nxGnaIolwGP4XkP3kvAPWo4b468g7uoMKfSf7xDVVWpDBRCCCGEEEKcWSyW4O0SQ6WqsP9gC8uXpGOxOEc0CASIihi7b4ni4yKIizX5rZjrb9vOSs5ZMj7kNRAVJXjbTaPRHUQcr2ql5EgjqqqSl5PAhPykkPYPRUNTF8He2Tc0+q6QVFWVV986wI49veGMPjIarS7a5/jYaC3TJ/e+t7fZXWzY0ur3vM4+P+q7y+1MzdUSbfL99XWZjHR0OYmJ1np9baZNjqL0mJmDR3x/NmkyKiQl6KnyUz146KiZs+bGsq+ki7YOz+tPqwFtRxu2qHi/r6PRmE5zXSeJab6/LgJqtx/kpZXfwNrS2561paQCFIUVf/om01ddjkanw9bZzUfffJCDz7yP0+r+fhlio0idOZGmA2WYm9p69le0WoruvJSY3HQ2/fRfYc+pYOUStPqx+ztKiNOArzZwo2mszWekfL3f4weDBYF9PAp8F5h04nEScA3w5NBMTZxmxto1NtbmM6oURTkXeB7PzOo94GZVVcN9A9p/EfPsMPfP6vc41N9JY5r8VSmEEEIIIYQIi8moDT4oDN1mJ++sr8I1CkV6WRmRI3/SEGk0Cgvn5vLu+pKQxneb7TQ1d5GWGlrb0wkFSRSX9n+f7CknK45/P7WV8oo+1WqbykhJiuKW62aTlDD4r1/fNqP+x/j+mdu5p9ojCASwd1dDRCZavWfwlZyg57pLkjHoe8O80jIzVltoNxmbbfDiZ1YumGUgM7F3Pk4Vdh9z8Ok+d+VfYryOBTNjmFPU+31QFIWrL0xmV3EXO/Z10NBsR6dVSE8xkJNpJNKo8MGmNq9zerzWA52ctzgBi83J0QoLDqdKVpqR2UXR/O3RIJ+P6HQc/OwwS66eFdJrPdO4nE7W3fxDjyCwh6qy/v4/kr1sFkmF+RiiI7nw4TUs/eV91G07iLWtE3u3Ba1BR9bSmTTtL6NhTyn6qEgmXLWM2Fx3papGo7D5V4/hMPeuWWmIjcLW7jvo1hr0LPjO7cPyeoUQPezBh4yosTafYae4755Z0W/z66Hur6qqS1GUdfSGgQDLkDBQ+DbWrrGxNp9RoyjKQuA1PNt5fgZcrapq8F773g71exxue9j+4w8OYA5jjoSBQgghhBBCiLAkJxkxGbVYrENXITgaQSBAfaOFrIxwu8aMnCUL8mho7GTn3uqQxmtCWDPQbLHz2ZZjXiFaf+mpMWzeVsGxylav5xqaunjs6W189YtnYdAPLhzOyYonPtZEa4AKyGmFvlt/bt5R4WOrC7u5EofViM4QzeL54xifG8m4bJNXxV6XObyf4bZulRc+s5ISp3DbZckcKjPzzuedOPv8/Da3Onj74xZa2hyctyShZ7uiKMyeGs3sqe6Qsr3TwesfNLFxW3tI5+42u3j9wyaMBoWl8+JYOCu290mH3b3QYQBahu56Pd2UvbmJ9mP9l6Xqpbpc7PnnK5z74Dd6tukjTRx87n1Knnsfl8P9tVU0GiZecw7n//27GGM9f68s+O4dzPjSVZS+9BHmpjbiJ2Qz/vKz2fvIq2z88cMeoWBUZjIXPPRd0udPHeJXKoTop3W0J9BP4LtCTk8JQFy/bWVhHqP/+P4VPUKc1DraE+jnTLzmvSiKMgN4C+h7J99O4FJVVQMvoO5f//Au3D+qCoMc75QkYaAQQgghhBAiLIqiMHVyPDv2BF7n7VRQU2dm8ngHkZFj862RRlG4euU05s3K5qkXd9LV7f8G4qTESJITA1fqdZttPPLfrTQ2BX5fnZIURVJiBPsP+q8cbG23sG3ncZYsGBfwWMFoFIXzlk3gxTf2+Xw+wqRn6ULvc7hcKrV1Piq5TlBdVuwWKwVZ48jP8b2eXkLcwNZja2hTaeiENz/z39Z2864OZhZGk5zgfQ6rzcWTr9bT0uZ7DcBArDaVDz5rpbPbSUqiHoNeQ3RLFZ3p4/3uo7S3Mu3GCWGf60xRv6v/zePe6nZ5Vui+cdMPKX93s8c21eWi5IUP6a5v5rp3/+IVPpsSYpm+6gqPbbPuu5aiOy7l8GufYK5vIS4/k/xLF6PRjc3fSUKcTtaszq144KGKViB+lKdy0q7RnsAo8NUmMdz/Ofb/42hoW1iI08aq/MKKtWXFrcg1P2YoijIZdyvQhD6bi4GLVFUdTFi6q9/j+Yqi6FRVDfX3y1lBjndKkr8uhRBCCCGEEGFLT41gwZxktu9u9FhX7VRU12gmPze01pqjJScrnsT4SLq6/b8nLpqcFnQdv3XvHQwYBKalRDN3ZjbrPz1CQ5DAEODtD0vYsKkMg15LZKSB/LxEFszOISHed/jmz8xpmbhUlfc/PkxHZ28bxayMWK66pIiEeO+QU6NR0Go1OJyBy0p1Ov+fCY7PNREbraW9M7wfYr1OobQi+FqOe4o7WbEkwXv7wa4BBYF9bd7VG4Qq6QUBx6Y4G4lKmjGo853OdBGmoGP0kb1jqjbu9goC+6rcsIuKD7aRd/78kM6vj4qg8OYLQxorhBhyO/BuUzlato/2BEaBrzvLMgmvOvC0XNtLDBu55scIRVHygPeB1D6by4ALwlg31CdVVQ8qinIEOHm3XBSwBNgQwryigMV9Dwe8MZj5jBWhrSwvhBBCCCGEEP1oNQqqGjh8OhWoo9SiNBwtrWYqawLfHNvc0h3weZvdyb5i/60QAZpauvl0czlmS+hLmHSb7bS2W6iubWfj5nL++shGSo6E//599vQsvrn6bO64cS7XXzmD++5axL13Lgq4BmLhpFS/zwHExhjJzuzffayXRqOw8txEdNrwfo6LJkXS3R38B8dfyFh8JPD3KlwqgecfO7NoSM93upl49TkQJEifeM05Pf8ueXF90GOWvPjh4CYlhBgp20Z7An2cccHAibXAavptDjeoOa/f4yMDn5E4A8g1PwYoipIBfABk99lcBZynqmrgtQxC91q/x6tC3O9GPFuWblNVNbQ1G8Y4CQOFEEIIIYQQA3KgpBWXSx3taQSJQYKLjzMMyTyGU0VVK2qQL3X58ZaAzx84VBf0GA6Hi/aO4BVvgdgdLp57ZQ/dZlvY+2o1GibkJzG9MJ2M9Nig45cuGodO5/9t7bLFBWg0gX9C8nMiuOOaNPJzgleHAcTHalm2IJ6YqOBdyPyNsdlGNoGubRxcFeLpLn58FoW3XuT/+QnZHpV79s7gYa6tY2gDXyHEsHlxtCdwwlHcFUtnog/6Pb5fUZSQutkpirIczwoeX8cToi+55keZoiiJuFuD9u1x34C7IjDcNUMD+Tfuqr6TblIUpf9agP3nZgK+12/z2iGc06iSMFAIIYQQQggRto5OO23toVePDcTUSXFMK4wPOi4l2URykq8lZ4KLjdGTmDCwfUdSkDwLAIvVwaeby/2GcPUN/te3G2o2u5Mde4b/BtqMtFhuvW42sTGe30ODQcu5Z09E1cTx5Kt1PP5yHR993kpbh+9QLD3FwM2Xp3LR2d4tPU/S6xTmTo/mjmvSiY7UMmNKVND5zSiM9rk9NWlgaxUOlCw/F9wFf/8u075wOZp+bWUzl0znurf/hD6qt/Vt8rTg6y+mzJA1GoU4FaxZnbuFsVEp9I81q3NH/w6r0fHffo+nAQ8pihLwc2tFUSYAT/XbXApsGsK5idPMqvzCMXPNr8ovPOOueUVRYoC3gb5tK1qBC1VVLR7Kc6mqug94rs8mA/CYoig+7zhU3OstPAhM7LP5KO5Q8bQgbwmEEEIIIYQQYbNYh3ehwNhoPTlZ7iDl0OF27Hb/lVQ5WVHExxrYtK2ebrP3vAwGDXa7y6sqLsKkZc70pCGd93ApGJeELsj6eA6Hi3fXl/DRp0e44aoZTBqf4vG80Rj87Z9Op8HhGJqqtaogbU2HyvhxSXzjvrMpPdJIU3M3kZF6kpMSefGdJrrNrT3jKmusbNndwVUXJjEp33sNQoC502PITDOwfV8nlbVWdFqF8XkmiiZGkZygR1HAalNxuVQS4/UsmhXD533W7utr3vRoUhJ9h35zpsWwr2TkKsf8vV7RS2vQc8Hfv8viH62i7O1NuGx20hcWkTZ7stfYqbdfzMafPIyj23cVrdZooOjOlcM9ZSHE0Pk7o1v5YeE0+rA5XKqqvqMoynrg3D6bvwgUKoryU+BjVVV77uZRFCUJuAv4EdC/F/gaVVVP8dWsxQiQa370vAb0X1T5D0Cyoijnh3ms7aqqBm6NAj8ELgdO/jE8H9igKMr9qqp+dHKQoiiTgF8B1/Tb/3uqqg7vHbAjSMJAIYQQQgghRNjCXWMtHBlpERRNSUB74hzTpsSza1+zzxaX6akRpCabUBSFxfNTOVreQWVNN3a7C71eQ05mJAV5MdjsLioqu2jrsKHRKKSnRJCVERmwxeRYEhVpYPaMTLburAw61mZ38uzLu/nqPUtIiO8NgSYVJPPBhsMB9506OZU9+wOvKxgqnXbkvrZajYYpE93rB7pcKn9/sppus3eo6XCqvPJuE/fdZiAmyvfb4YxUI5et8Kw07DY7+XBTK3sOdmGxujDoFaZNiuKsubHEx+rYvLuDljb355TxsToWzIxh3nT/ax2mJulZMDOGLbu9g0S9DjLTjJgtTswWlY6uwX2maTIoJCfoefW9Rqw2F8mJemZPjSYhbmSrE08V0ZnJTP/C5QHHmBJiueTRH/HmbT/FafP8fEij03Lhv75PVFricE5TCDG0ngK+A3in/yPjr2tW5zaN0rnHiluAz4D8PtuWAu8DnYqilAFmIAkowHeX+N+rqvrCcE9UnBZG/ZpflV94pl7z5/jY9rMBHutc4KNAA1RVPawoyirc3/OTvzdmAusVRWkAKoBU3GsX9v+98hdVVZ8f4NzGJAkDhRBCCCGEEGFrarEO6fEiIrTkZkaRlRmFyejZpi8jLRK9XsOR8g6amq094/Oyo8nPjcbd0QWMBi2Fk+IpnBSP06n2hIngbhs5dXL8kM55pC1bXED58RYaGruCjrU7XGzZWclF507q2ZaRHsuE/CQOl/n+7MFk1HLp+VNwOFwcOFQ/6PkWTkod9DEGoqTMTFuH/wDN4VTZub+TZQvi/Y6pb7KxY18nDc12tFpoaLbT1d0bLtrsKjv2d1JabuaOa9KYXRRNa7sTUImP1fX8TPo67idb2ygtN+NygV6vEBWhwe5QMeg0TCqIYN70GOJiet+qHzzSxbuftNDZPbCKTZ1ew5sfNfc8PnzMwuZdHZx/VgLzZ/gPLEVgE65czi2bHmHn316g4oOtqKpKzjlzmf2V60idNSn4AYQQY8aa1bmWBx6quBv4lJFfUukg7gq3M5qqqrUn1v97HO+wIBqYHmB3O+6v4W+GZ3bidLMqv9CytqxYrvkzhKqqz5xoAboWiOjzVMqJ/3z5He7A+LQiYaAQQgghhBAibNW1Q9PiUKdVmFaYQGZ64DaGyYkmkhNN2B0uXC4Vg17jN3ABPILA00FLq5l/P7WVtnbfbQl9KTvW7LXt+itn8MzLu72eUxTIzoynsambay+bjla7n33FtR7VmIqioPoqz/QhLSW6p1JvpFXXBQ+qq+t8r6sI8PnOdj7c1BrSuTq6nKzf1MpVFyaTEBf47XVtg40nX63Dauv9GtrtKq12JymJem6/Og2T0fvzqOp624CDQIBOH5WFqgrvfdpCapKevCzTgI99pkueNp4L/v7d0Z6GEGIIrFmdu+mBhyr+CHxrBE/rAu5eszo39P+5n8ZUVT2uKMp5wLXAamAZgYOaNtzVPn9SVfXQCExRnEZW5RduWltWPCrX/Kr8QrnmR5iqqk8rirIZ+DlwPeCvRcYG4Meqqn48YpMbQRIGCiGEEEIIIcLmcAzNevcOp8q+gy1U1XRjtjjQ6zVkpkWSlRnps82k/hRp6znUXn/nQFhBoD8RJj23XT+bde8Ws3NvdU/Yp6pwuKyJI2VNrLxwCtdfMYPzl02g5EgjDoeLz7Yeo6MztGrQvJwEbrhyBhrN6ASymhCCYH9hcXmVJeQg8KRDR7sxW1xEmDTUN9no6HISE6UlNcngMe7dT5o9gsC+GprtbN7dzrL5cXSZXWg17jUtbXYXO/d3hjWfcGzZ3S5hoBBC9PoBMBtYMULn+8aa1bmfj9C5TgmqqrqA54HnFUWJAebhbgsaD5iAdqAJ2AMcODFeiIEa8Wt+VX7hGX3Nq6o6andsqqp6FLhVUZT7cLchngjE4F7DsQLYqKpq1WjNbyRIGCiEEEIIIYQIicXipKnFHUiZTFos1sGtZXaSw6HS0NQbdLW02jhW2cnCuSkYDdoAe57+jh5rZs+BGr+tPQMZPy6RQ4cbMJvtJCZGkpsVz449VbyzvgSz2e5zHxVY995BCvKSSE6KoiAvkbc/LAkaBGZlxFI0JY2CvCQy02PDnutQmjgugs+2twcd48u2Pd5r+AXjdMGRim627umkpr634jAjxcD5SxPIyTDS1GKnstZ/NeLJc+8v6TrRbhSyM4xMyDX5DRCHwpEKCy6XOmrBrRBCjCVrVudaH3io4krgLdwfFA/r6daszv3zMJ/jlKaqagew/sR/Qgy5VfmF1rVlxSN2za/KL5RrfgxQVbUdeHO05zEaJAwUQgghhBBCBORwuthf3Ep1XTchdokctM4uB/uKW5g7M3lkTjiKXC6V/Qdr+WRzOU1NXTgcLhQNGA06zBbHgI6p02nYvruKTz4v79kWF2sKqbpQVWHrrkrGj0vkmZd343AEv+leVWHpwvwBzXWoZaUZGZdtpLzSd4AZF6OlaKLvtrSVtQNbC/PN9c04+mXjNQ02nn69ntuuTMVqC/41tNpUrLbeg1TWWKmsGdq1OftzudxtUZfMjRvW8wghxKlizerczgceqrgQeBK4ehhOYQPuX7M69+/DcGwhRJhW5Rd2ri0rHvZrflV+oVzzYtSdmT12hBBCCCGEECHbuaeJqtqRCwJPqmuwDDgMO1U4nS6efmkXz7+2l9q6DuwOFyrukGagr12v0+BwuOjuV/0XTpvR6tp2Xnhtb0hBIIBBP7YqOK+5KIWCHO/2lymJem65IhW93vdbYe0AKuQiTRqvIPAkh0Nlw5Y2oiLH1tenr+37OnG5RvjiFkKIMWzN6lzzmtW51wB3Aa1DeOjtwFwJAoUYW1blF5pX5RcO2zUvQaAYKyQMFEIIIYQQQvjV3GqloWl4q5MCaW/33c7ydPHZ1mMcOtww6OOkpUQze0Ym43LisYcY4AVisdiwWEMPI6cVpg36nEPJZNRw0+WprLohneUL4lg6L5abr0jlizdlkBCn97ufv/ah/mgU6LYE/nofPW4hKlJLRooh4LjR0tHlpKNraFr+CiHE6WTN6tzHgCLgKWAwf5DUA98HFq1ZnbtvKOYmhBh6q/ILh/yaX5VfKNe8GDMkDBRCCCGEEEL4VVPbParn12hP37XMXKrK1h3HB32cyAg9t1w7G1QoP946+IkBLa2hVxEmJUQyc1rmkJx3qKUlGzhrXhzLFsSTn+1dKdjf/Bkx6MIo4ksLMeCzWF2cvzQe3QB/npPifa/woR2id/QDqYgUQogzwZrVudVrVufeCuQCPwIqQtxVBT4FbgFy1qzO/fWa1bmnd7sDIU4Dq/ILq1flFw76ml+VX/jrVfmFcs2LMUXWDBRCCCGEEEL41XcNs5Gm12tITDCO2vmHm9lspzWM1p2+aLUKd98yj7KKZnburR6imYHNHtr3fVxuAtdeNh2j4fR4a5mUoOeGlak880Y9rhAKLJMTdDS12LHZ/bfZ1OsUYqK0JMXrufXKVD7a3MqxKne1rU6roChgdwRu07lgZiwpiXr2lXTRbXYSYdIwdWIkew91s+dgV1ivsb+MFAPRUWO3jakQQowFa1bn1gK/AH7xwEMVucDcE/+NA0yAC+gE9uNuDbhjzerc9tGZrRBisFblF/Zc82vLikO65lflF8o1L8a00+MdmxBCCCGEEGJY2AOEHOFKSTISF2ugocmC06kSGaGjsdniN3QpyIs5rSuWdDoNisKg1mI0GrR8uOEIxaX1QzexEF16/mQWzcsb8fMOlfomG0cqLLicKjmZRnIz3ZWD47JN3LgyhWfeaAj6vZk+OQqrTaWkzOx3TNGkSKrrbJRXWlBVWDInjivO12G2uIiK0PLXJ6qCzjU300hSgp7sDCPdFidHj1loaXOSnW4YdBi4ZG7soPYXQogzzZrVuRW4q4VeHu25CCGG36r8QrnmxWlBwkAhhBBCCCGEX2bL4LvbJCUYKZwUR2yMu6XipPFxPc81t1rZva8Zs6W3Ek2jUSjIi2b8uJhBn3ssMxp0TMhPpvRo44CPodfrRiUIVBRYMDd3xM87FKw2F6++18jhY55Vmekpeq65KIX4WB35ORFcf2kKr7zXiM3mOxFMS9bz+gfNAdfbi4/VUl1nY9eB3sBu08520pL1XH9JCirgDKEI0+5QcblUPtzUyo59nTicvXOKMGkwB1m30BeDXmHFkngmF0SGva8QQgghhBDi1CJhoBBCCCGEEMIvp3PwlYFmi5OYaL3P5xLjjZxzVjoNTRY6uxzodRrSUiMw6M+M5c2XLyngSHkTLtfAvs5ms32IZxSajLQYNMqpWbX50juNlB33bs9a22DnsZdquffmTExGDRPyIvjaHRm89n4z5ZXWnlaeJqNCWrKhp9WnL1GRGmZOieJQmZn6Ju/vUV2jnWfeaODu69LQacERIBBUFIiO1PLexha27+30et5scWEyKKCAxeqeY3SUlknjIujsdva81pxMIykJevR6hdhoHYUTIjEazozrTAghhBBCiDOdhIFCCCGEEEIIv/R6DVZb+FVHfXWbHdjtLgwG3+uSKYpCanIEqcmDOs0pKTc7npuvmcVrbx+go9N/uORLfJyJ1rbBrTk4UFMnp4/KeQerus7qMwg8qavbxV8eq+KCpfG0tDnZeaATi9X98280KpgMGto6nAGDQIDFs2OJi9Hx2Y4Ov2MaW+zsOdhFsBh4fK4JFZWd+72DwJMsNpXzlsSTk2FEo1FITdKjOY1b7AohhBBCCCHCI2GgEEIIIYQQwqfjVV10dg2+TSiAIsGEX5MnpPDN1Wdz+GgTdQ0dbNtVGVLIN1pBIMCcGZmjdu7BCLS230l2h8qbH7V4bbdaVazWEHp6AvtKuklP9l0N29dnO9oDtglVgHMWxXPoqNnv2ponlZSZWThL1v8TQgghhBBCeJOeIEIIIYQQQggvqqpSerR9SI6VmGBEr5O3HoFoNRomT0hh2eICrrp0GkPVgVOjUYiJNoQ8XqfTkJsdH3BM4aRUoqOMg5zZ6BiKtrehsFidOEMoqA203iCAijuctNuDz9tmH1wFrxBCCCGEEOL0Je/IhRBCCCGEEF5a2mxYQqyCCmb8uJghOc6ZIjbayOzpmegGGaAqwDln5dPRaQt5nykTUrj1utmkpkT7fN5k1HH+8omDmtdoykwbmRAzMU5PTsbQnMtqdZEaQpVhWnLooa8QQgghhBDizCJhoBBCCCGEEMKL1Tr49qCKAmkpJjq77EMWLJ7Ous02nnh+B3/+10Z27KnG4XBXeqUkR5GbFR/WsfQ6DZdfPJUDh+rD2u/Q4QasVgerbp3P0oXjvAJJi9XBv5/cSunRxrCOO1ZMyo8gJsr32pVDaXZRNEUTIzHoB1fiqSiQlKCnIMdEQmzgVT7mFPkOcIUQQgghhBBCwkAhhBBCCCFED4vFye59zeze571mWrhUFeoaLBSXtLH+0xqKS1tR1ZFp03iqcblUHn92B6VHvEO2hsYu2jqCrw+YkhzF4nm5XHr+FP7fV5czd2YWdQ2dYc3D7nCxZedxIkx6jEZdTyDZV1e3jadf2kVtfUdYxx4LtFqF6y5JIcI0fG+Fp0+OYlJ+BHq9ZtAB3fhcE3ExOhRF4aoLk4kw+p73OYviRqzqUQghhBBCCHHqkTBQCCGEEEIIAbjXOdu0rZ6q2m5cQ5zZqSqUHevkSNmpFyCNhEOHG6iu9b9GY1t78DBwwewcLjl/Covm5RJh0uNyqQwkey090ojd7uSzLcf8jnE4XHy2pTz8g48BGakGvnRzBvnZQx+excdquWxFIsqJRR9nFgYPAzV+3pXHRmu5aFliz+OMVAOrbkxn8exYEuN1xMVomTI+ktuuSmXJnLghmb8QQgghhBDi9BS4z4gQQgghhBDijHGkrB2zZXjbeZZVdJCfF4NWO7j2iaeb/Yfqgo7RaMDlXagHQGSEnpnTMnse22wOnn5p94DmYrM7OVbZitliDzjuYGnDgI4/FkRFaLlhZSqPPFtDU+vgW+KepKr0BIHgbvGZmWqgut7/uo0ul7utaG29jeY2OyajhmmTopg3I4aoCM+WprHROs5dHM+5i+OHbM5CCCGEEEKI05+EgUIIIYQQQoj/z96dx8dd3ff+f5/ZtctabMmWJe82ltgXE8xiwGyGJJB9bxJIk4aG3G63acttbnO5TW/SNPnR0rS5lxSy73FCgGAggRATNrMYyRtehW3Jlmxrn33O74+RbWksaUbSbBq9no+HH/h7vud7zkeWj9HMZ87nyFqrQx1DGZ8nHLE63hNUbbUv43PNJOFQ8iRsLBY/CzCcULqzuMitD737Avm8p1/e/WrTdu3Zf2xKsZzo8euZP+xN2i8SHSczmcTWPSf04K/3qvN4QE3zSvSxDUu0vKF8SmMlOtId0otb+3XgUHwn5eKFPl10dpnmVnvG7B8ITe1rGE956ZkvsfsHkycbg8GYPvbuurTGAgAAAAAnkQwEAAAAoEjUKhLNznl+sXTXIC0AdfPKtP2No0n7hSMxXXfVch3p6tfAYEihcFSxmNVvfr9b56yuV8uqOvkDYb2+rXNa8exrT35m5ML5kytNaa3Vp//lRX3jod2j2r/0/W26+yMt+p8fO2dS4yXa9sagfvnksVG7J1/dNqjXdwzqthtqtGJx8an2I90h/ejhLg0OpTcZeN5ZJaOuO46G1D+YfI5whDUBAAAAIHNIBgIAAACQy2nkdpmMJyWMkSrKx96lNZtdeO4C/e4PexVNISFrHEYVFUXampDw2733mJ57qV0Xn9+gaBYSrmsubJxU/6/8cPsZiUApXlrzfz3YqmULyvSh6xdPKZbBoage+s2xMcuoRmPSLx4/ps/8kU8+r0OBYEw/eOioBv3pTQQuafSpecXoZOC+N/0pPTuvxp3WWMZjrdXe9oCOHg/L4zZauaRYpcXO5A8CAAAAmNFIBgIAAACQMUYL6ku0/82BjM5TN7dIPi/Jh0TlZT694+YW/fiXryft23m0X1vbOsa8d7izTy9vPZR0DJfTyEopJR/HcsVbFmv1ynkp949EYrr3Jzsn7PPVH+2YcjLwtR0Dik5QaTUcsdq6Y0CXnFuu13cOpj0RePbKYvm8Dj35bI+aFni1rKlIDoeRTfGP9/zVpWmNR5IOHwlqx94hhcJWxT6Hjh4Pa297QJERCf/HfndCDoe0ZKFPa84rV9MCyvcCAAAAhYhkIAAAAABJUmWFR3ozc+NXlLvVsmpO5iaY4c5eXa9de7v1WuvYib6TuromTti+eahXDoeZsBxr86o6vbG3W0P+8KRidLsc+sh7L1TTwsl9H3e09+lQ98S75F7dfULHeoOqrvBOamxJOtqd/Os4eizeZ297arv1UuVwSK/vPH3e5otb+1VV4dK7b64dTq71Tvj8isVFKhvjrMGpCodj+vmmbu0+EEipfywm7T4Q0O4DAd20riojiUkAAAAAueXIdQAAAAAAcm9wKKKt25KfE5cql8tofl2xKis8qq326dzmOXrLRXPldvMSZCJXr10qp9OMe39+Xbm6jg8mHWde7cQJnaWLqyed0JPiZxZGopPfVWfG/5Km1C+Rx538wZN9Ut2tl6qxSpMe743oBw8d1bxatxbMG78srsspXX95ehPkjz59POVEYKLHfndc/YORtMYDAAAAIPd4JQ4AAABAB94cmHAn2WS4XUYXn1+j81qqdNnFc3Xx+TVaUF8ih2OKmZ5ZpGpOsd711nPkcp75Uq1qTrHed9u5KSXMAsHIhH/ejz6xQ2evrptSjIHA5JNFqxrL1VBbPGGfC1bMUVX55HcFStKqpROPLUlnLYv3aVwwtTkmq7c/qm1vDOkdN9SopurMMwE9bqN33VSr8rL07Qrs64+o7Y2h5B3HEYtJr21PnmwGAAAAMLNQJhQAAACAuo9PbSeRFN/NVVHulsMY1VT7tHBBibwezgWcquZV89Qwv0JbXjuog4d75XI5dNbyuWpZXSe3y6nqOcXqPDpxqdATPROXwvQHInr2hQNyu50Khyc4bG8MtTUlk+ovSU6nQ59910r91ddfGbfPn7/3rEmPe9LihT4tnO/Vm4eD49+vj5+Hd+5ZpfrDy30KhqaX/C4ucmgoydmDe9oDOvesUt3xnjrt3OvXrn1DisasFszz6pxVJSrypXed7H0zMO2dj8dOTK50LAAAAID8RzIQAAAAwLQSCPVzi3Te2dXpCwaqKPfpmiuWSZKi0Zi27TqqJ5/eLZfLofl15UmTgak4eHjis+zG0thQqbk1UztT7s/es0r7Owd13893jWp3OIw+/9EWvf/aRVMaV5KMMXrPhlo9/Nvj2rl36NTfZ2Ok1cuKddO6qlN9S4qceveGWv34ka6UE4I+r9EHb52r4yeiCoVjqqlyq3XnoLa0Tvx9sMOBOBxGZy0rPrU7MVPSsbfX66WAEAAAAFBoSAYCAAAAUHWVV4NDUzsrbHFTWZqjwUmHOnr1/Z+9qr7+sXe8ZVNpiUe33tQ85eeNMbr3sxfpU29frm89tlcdx/xqmleij21YqsX1U0swjuT1OPSOG2rU2x/RgUPxna6LGnwqLx39svdod0jGSB99Z532tPu172BAe5KcsRcIWsVi0sBQVINDUcWsVD93/LMAT1pYn52SpEOBqF54tV+vbp9+krhl+eR3fgIAAADIbyQDAQAAAGjRwlIdPDSoyR4bWD+vSBXlyZMimLyBwaC+9cOX5Q/kpmyjx+NUNBpTkc+tc5rrddnFTSov80173NWLKvRPnzw/DRGOraLMpXNWnZlc3LFnSE+/0KNjJ+JJb4dDWrWkWFdeXJE0GShJD/70iGIjqoK6XVKRzyF/YOxSoT6vY8w4JOlQZ1Avvt6vgx1BORxGy5p8uuicMlVVnHm2YDIDQ1F9++dHdKJ3asn8kZYvKlJDlhKYAAAAALKHZCAAAAAAlZa4dd7Z1Xq19diohMd4jJGaGkq1anlF5oObpV569WDSRGBpiUcDgyFJkstlZK0UjaajWKTk9bj03z55udzumX/+Y9sbg/rF48dGtcVi0rbdQ+rsCqqk2KHBoYn/4ieui3BECkdiKvI65A+OvunzOvTuDbXyjVFyc0trvx773YlRbS+9PqCXWwfkdEmyRgvqvLr4nFItX5S8rOhvnj2RlkTgyiU+vf26mmmPAwAAACD/kAwEAAAAIEmqm1ukqy+v17MvHpXfH52wb9PCUq1eUZmdwGapXXu6k/a57JJFWtw4R4FARBsfaVNvf/IdbqnqHwjq9W2duuDcBWkbMxdiMavfPNsz7v3jvVEtavBqcGhqpVir57jUsrJEb+zzq28gqpIih5Y0+lRbdeYuv2Mnwtr0zIkxRpFiVoqFJclq/8GA9h8M6PKLynXlJZXjzu0PxLR9z9CU4k60/2BQoXBMLufMT/4CAAAAGI1kIAAAAIBTvB6n5tUWaX/7xGePzamgNGimxVKo2bq17bCOnxiSx+NMayLwpH3tx2d8MnD/wYD6BydObvcNRLRicZF27fNPevyDnSEtX1ysA4eDikSsuiTtPxTUMy/26eq3VOqis0+fqfly24DsJDZu/v6lPi1fVDzu+YR9AxFFJ/7SUhYMWb3cOqDLL2K3LwAgt4wxZZIul9QgqUZSRNJBSS9Za9/IZWwA0scYYyQtknS24uu9UlJQ0glJb0h60Vqb/hc5sxTJQAAAAACjNC4o0YE3x09a+LzxhCEyq2nhHB3u7JuwT+fRAXUenThxOx3GZGzorBnyJ6976w9YvfPGGr2x368XXuvX0WMhhcJWskrpHM3f/qHnjLZwxGrTMydUWuzUisVF2n3Arzf2T34X3ytt/aqfWz3mvbHKkE5H665BkoEAgJwxxrxF0uclXatx3rc2xrRK+rKkb1s7mY/YAMgHxpg5km6VdKOkaxRP+I8nbIx5WNLXrLVPT2POYkkXSrpE0prh/zYldLvaWvvUVOeYCUgGAgAAABiltMStllVz9Pr2M8sZulxG559TJYejALJEee6S8xv0wsvtaTsDcCqWLZ75Z8hVViR/2Tun3CVj4mcuHuwMpnRu5klOhxSdoP9Tz/foic0n1DcwtS183T3jnwdYUeZSQ71XBzumVuI0USA4iS8cAGapR5446FZ8F8uFiu9o8UmKSRqQ1CZpy4b1DftyFuAMZIxxSbpX0p+k0L1F0oOSPmiMeZ+1duz620CabOvqTLrmV9fWseZTYIy5T9IdklItM+NWPHF4qzHmW5I+Y62d+NOSp+fySvpXxRN/LZJmfS18koEAAAAAzrBwQYnKy9w68OaATvSGZIw0t7ZITQ0lKvLxMiIbqqtK9K63nq2fPtSqyETZpgyZU1Gk1avmZX3edGuo86qmyq3u4+Fx+1SWu/Ti1n499dyJSSUCpYkTgZJ0fIJkXip8nokT7+vWVOj7vzyaNI5UVFWcec4hAEB65ImDXknvkfQJxd9Y9ibpf0zSo5K+vmF9w7OZj3DmMsY4Jf1C0oYxbh8e/lUqaaniiYGTrpf0uDHmKmvtYMYDxayyratzUmt+W1fnqTW/uraONT++NRo7ERiV1CHpiOLrvElSYrmKj0haZYy51lqbSmmUIsW/fxhm2E2dOcaYZkmtJ69bW1vV3Nycw4gAAAAAzDS9fQFtee2gDnb0an/7CUUi6UsMXnD2Ah04dELHjo8uX1lVWaQPvecC1VSVpG2uTOrsCmnXviFFo9KCOo+WNRWN2r16qDOo7z90NF76M40a53vUfjiU1jETvf26ajUvn/j7sO9gQE/8/oS6Jkh4niz5OtFbAG+9tlpnr5wZ33MA6dPW1qaWlpaRTS3W2rZcxZNPHnniYKmkv1X8DeWpbpd/TdI/bVjf8IO0BVZAjDFflPS5hOaHJP2dtfb1Ef0qJH1M0hcklY3o+y1r7R9lPFDMCtu6OtO25lfX1rHmExhjXlJ8h6Uk9Uj6nqSHJT1jre0f0c8p6QrF1/sVCcP81Fr7rhTmqlT87MGxBBXfKTjyU64FXyaUZGAGkQwEAAAAkE7/fN/T6utPT0lISaqbW6ZPffRS7XjjqPbsPyZJWtJUrVUrauV0pPc8ukwIhmL6+aZu7W0PjGp3u42uvWyOLmguPdXWdTykZ7f0acfeeNLQmIkTY6n4wNtq9YsnjmlwKDM7N+fP9ejDt82T05laWd7OrpC2vTGoV7cPKBA8/cWVFDl0/RVV8vkc+vHDRxUZo2LpyiVFescNNTKFcFAkgEkhGTi2R544eLWk+yUtTtOQv5T0yQ3rGzrTNN6MZ4xZJmmHRpfvu9da+9kJnrlA0m80etfQxdbalzITJWaLbV2dGVnzq2vrWPPDhpOB1ZLukfQ9a60/SX+npH+X9McJt66x1v42ybOViicDo5K2S3pR0gvD/90q6Q2NPjew4JOB1PcBAAAAgDzUdWxQu3Z3KRqzalpYqaaGOVq6qFqvvH543GeMkdZeskivvH5Yg0PJd6wNDAblcBgtXVStunllKinyyOudOS8Tf/H4mYlASQqHrX799HHtOeDXO2+skcNhVFvl0duvq9FbY1abt/TqmRdTOm5kXD6v0YI6ryrLXCn9WY/n/OYSuV1Gr20fVDAUT+A5HNKqpcW68cqqlBOBklRX61FdrUdXranU7gN+9Q9GVVbi1LKmolPjfOJ99Xru1X5t3x2fr7bKrQuaS3Xe6lISgQAg6ZEnDjokfUXSZyWl8x/Gt0m6/JEnDn50w/qGh9I47kz2VxqdCNwi6c8nesBa+7Ix5s8kfXNE8xclXZf+8DAbbOvqzOia39bV+dHVtXWs+bjPS3rcWpvSD8/W2qgx5tOSLpB00Yhbd0iaMBkoaVDSVZK2jFVKeDb+3DtzXuUBAAAAwCwQDEb001+9rh1vdI1qn19XrmuuWKqtbR2Kxsbe0nbO6npdf/UKrVxeq29+98WkO9/KSr36yUOva9uOI4pEY3I6jZpXztO1Vy7TnMridH1JGXH0WEi7D5yZCBzpjf1+bd7SpysuPr15wOEwemP/xM+l4oKWMslK3SfGL82ZikvPK9ecCreuuqRS7R1BRaNW9XM9KiuZ+st1p9No5ZKxv39zKty66aoq3XRV1ZTHB4BC9cgTB12Svqv4WWGZUCXp58MJwe9kaI6Z5G0J1//HWjvG/vUzfEvSP0haOHy93hiz2Fq7L63RoeBt6+rMypofTgjO+jVvrX14Cs9EjTFfkvSjEc03pPBcWNLvJjtfIcv/ui8AAAAAMIv86Bdbz0gEStLhzj498sRO3bqhWW7XmS/lli6u1ltvOEuS1NQwR7fd3HJGn0THe/za2tahSDRe5jIatdq6rVP/99sv6HjPUJKnc2v3/gmrCp3ycmu/9rT7tWvfkHr6IpKk8DTPXVy9rFhXXlyhE32RU7v5pmJpo09zKtySJLfboaWNRVqxuHhaiUAAwNQM7wj8ljKXFDjJKemBR544mPTMq0JmjFkpqW5EU1Txs8OSGk4YPpLQ/I40hYZZYnhHYNbW/Lauzlm95qfpmYTramNMfn9yMQ/xCgMAAAAA8sThzj69sbd73PvHTwwpGrP6izuv1CtbD+tIV788HpdazqrTooVzRvU9r2W+fD6XfvCz1xQbYydhaalHAwNjV+gZGAzpyd/t1rvfds70vqAMiqaYzxv0x/TDX51Ori5t9KlmjlvHTkSmPPfx3rDCESu3a+rlhWqq3Lr5muopPw8ASLu/lPT+LM3llPTtR5442LphfcOOLM2ZbxoTrndbayfzSaTXEq7fpnipRyBVWV/z27o6W1fX1s3WNT8dJ8Zoq5CU359ezDMkAwEAAAAgT2zfdTSlPhecs0Br1yxK2nfVsrn65EfW6Ok/7NWON7oUi1lVlPt0/tnz9cxzE1fS2rbziAKBsHw+d6rhZ9XCeu+UntvTHlBZsXPCPjVVbklW3cfHThh2doX15LM9cjklr8ektDuwtsotp9PI6zFavaxELSuK5XZTrAcA8sEjTxw8S9IXsjytT/Edgms3rG9IpTRmoUn8RMzxST5/LOH6vKmHgtlmW1dnztb8tq7Otatr62bjmp+OBWO0Jf4bgCRIBgIAAABAnoiksN0tlT4j1deV6323nadIJKZwJCqf16UTPX49tXnvhM9Fo1aDQ6G8TQYuavCptsqtruOTP7OvfyiqpY0+7Wk/8+zA0mKnrr2sctRuwrG8um0g5fk8bqP33FyrijJeggNAvnnkiYNOSQ9ImtqnTKZnjaS/kPSlHMyda4k/0Ez8SZ0zJf6AUm6MWWCtPTSNmDALbOvqZM3PPFckXB+w1o5d4gTj4mOIAAAAAJAnGurLk/apLPfpyd/t1qNP7NDLWw8pHB77g8WhUEQHD/eq40ifYtbK5XKoyOeWMUbFxR45nROXuHQ6jEqKPVP6OrLlXTfVqLhoai9rB4ai+sg75ql5ebGq57hUV+vWVWsqdMd76+QwUy//mcjndehdN5EIBIA89g5Jl+Rw/rsfeeJgaQ7nz5XEnYBzJ/n8WP3PmmIsmF1yvua3dXXOxjU/HR9PuE48MxQp4NUIAAAAAOSJVSvmqqLcp96+M3esSZIx0pbXRn/g/bHf7NJ7bj1HSxfFq22FI1E98dQbevn1wwoG42UuKyt8uuLSxbr4/IWSJJ/XpdUr5un17Z3jxnLWynl5uyvwpDkVbn36Q/P1je93qG9gctWWAsGYGuq8aqg780PhJcXpqdzk9Rh9+kP18nknu9kBAJBFn87x/GWSPiTpP3IcR7YllihYZIyptdZOvDX/tIvGaJs3zZgwO7DmZxBjzAZJVyY0P5CDUGY8dgYCAAAAQJ5wOhx6/zvOU3HRmUk4YyQ7xtF0/kBY3/vpKzp2fFCxmNX3fvKq/vBS+6lEoCT19Ab00GPb9fSzp993u/aqZePu/CspduvaK5dN/wvKgnDYamBo8sm76srxE51zqz2qq51+IjQYsgpHkp8nKEmHjgT1q98c04M/7dQPf3VUrbsGFY2m9iwAYGqGzwpcl+s4JP1JrgPINmvtXkmHE5rfm8qzxphSSbeMcYvdVpjQ8FmB63Idh2bhmp8KY0yVpP9MaN5orX0hF/HMdCQDAQAAACCPzK8r15/ecZmuvXKZFi6o0IL6cl147gKZCUpXhsMxPfTYdrXt6NSe/cfG7ff05r0aHIofr1FVWaxPfPgSnX1WnZyO+NhOh1HLqnm648NrVD2nOL1fWIZ0nwgrNrljFCVJyxYVTXj/2svmKB3VQt2u5C+7n3quRw/+9Ii27hjUoSMh7WkP6JdPHNO3f35EgeAUvjgAQKrel+sAhp3zyBMHm3MdRA5sTLj+nDGmMoXn/kbSWLXVSQYimbxZ89u6Omfjmk+ZMcYh6TuSGkY090q6KzcRzXyUCQUAAACAPFNa4tVVly3RVZctkSS92nr4jPKgifYeOK5DHb0T9olEY2rd3qk1FzZKkqrmFOvdbz9H/kBYg0MhlRR7VJTnpUETeT1T+4xr1/HwhPebFvi0tNGn3QfGLtmaisULffJ6jLbuGNCW1gEd7Q7J43HorKXFWnNeueZUuLRz75CefblvzOcPHw3psd8d19uvq5lyDACACV2c6wBGuFhSW66DyLKvSvqUTm9YWSDpp8aYt1lrB8d6wBjzYUl/Pc54E3/SB2DNzyRflnRTQtsnrbVv5iKYQsDOQAAAAADIc7FYauUig6Hk5TIHBkNntBX53KqpKplxiUBJmlfjVlXF5D/numvvUNI+pcXTO+tv7YXleujJY/rVb46r42hI0ZjkD8T0ctuA/usnHersCunFrf0TjrF9z9CUyqACAFJyYa4DGCGfYskKa+1uSf+U0HyNpDZjzKeMMYuMMR5jzBxjzLXGmB9J+pYkpySr+C6hkQYyHzVmuHxaZ/kUS14xxtwl6c8Tmr9krf1hLuIpFCQDAQAAACDPNTVUKg0VKyVJcyoL60PzxhhdcUnFpJ+LpHAeX8vKkqmEJElasbhIg0Mxte4aO+kYCFo99OQxHToSnHCcWEzqPHpmAhcAMD2PPHFwvqS5uY5jhPNzHUCO/L2khxLamiR9XdI+SUFJxyU9IendI/p8XtLuhOd6MhMiCsG2rk7W/AxgjPmApK8lND8g6XNZD6bAkAwEAAAAgDxXXVWi5UunXyrS5XKoZdW8NESUX5qXl+jmq6smdcZf/VxP0j6N830qK53a7sB1ayr1ctvEu/66joflSCFo5/Q2KAIAxlad6wAS5Fs8WWGtjUq6TfGSoalshQ9L+ltr7f/SmWcE9qQ3OhSYfFtj+RZPzhljbpH0oDTqc5A/k3SHtTa1UikYF8lAAAAAAJgB3nFLi+rnlU1rjKrKInk8hXl0/LlnlaqyLPWv7cKW1P4sP3zrPHnck9uXuebcMtVUuXWsJ5K0b231xKVZi7wONdR7JzU/ACAlyT8Vkl35Fk/WWGuj1to/l9Qi6X5Jh8foNqh4idBLrLVfHG5LTKYk7hQERsq3NZZv8eSUMeZqST+WNPIH+sclvX/4QwOYpsJ8FQgAAAAABaa4yKP5deXqODLxbrOJOJ2F/XnQBXUenehLnoC79LwyrVxSnNKYleUuffpD8/XMS71q2zWoYMiqvMSpi84pk8dj9NLWAXUdD0uSqitduuS8cp2/Or5Rwed1aGBw4vcuzlparCPdIUXH6XbxuWVyuwr7+wYAOZJvNZjzLZ6ss9bukHSHJBljGhQv6VgsqUPSm9baU39GxphaSSPLJgxK2p69aDED5dsay7d4csYYs0bSLyX5RjQ/K+m2kese00MyEAAAAABmgIHBoF5tHeuD8qmrrpr6GXgzwUVnl417Rp8kFRc5dNv1NWpa4Bu3z9jPOXXDFVW64YqqU23BUExvdgR19aWVKi9zqsjrUFnp6JfYzcuL9fTzveOOa4y0ammxaua49csnj8kfiJ2653BIF59TprUXlk8qVgBAyrpyHUCC7lwHkE+stQclHZygy9kJ16+yewhJsObzkDHmHEmPanTZ31ckbbDWDuYmqsJEMhAAAAAA8pgN9iq06zvqfWOzrvYM6Y3wpToQOV+jj9JIzUXnLkh/gHlk/jyvbrhyjjY9c0KJp4pUVbr0wbfNPSNhN1nRqNVvn+vRK20DCkfik7icRi0rS3Td5ZWjdvFd0FymZ17sVSw29ljWSq+0DWjdpZX6zB8t0M49QzrWE5bP69BZy4pVVsJLdgDIlA3rGzofeeJgp6S6XMcy7OVcBzDD3Jxw/WhOosCMsbq2rnNbVydrPo8YY1YqXgp0zojm7ZJusNaO/4k6TAmvLAAAAAAgT4XffFyDmz4ohftVIukcr3SO9zEdjqzUxsG7FbCp7xq75IKFWrIo8WidwnNhS5ka5/v0clu/jnSF5XYbnbW0WM3Li+V2T7/c5q9+c0xtb4zefRiJWr26bUB9/RG9761zT7Wf6A2Pmwg86cXX+3XJeWUq9jnVvKKwd24CQB7aojOTSrmyJdcBzBTGGKekd49oikr6rxyFg5mFNZ8njDFNkp5QvBzwSfskXWetzbddnAWBgwcAAAAAIA9F+/Zr8LH3SeEzzwic79qpm4q/mvJYq5bX6pbrz0pneHmttsqtG66o0kfeMU/vf+tcnbe6NC2JwKPdoTMSgSPtfTOg/QcDp64H/UkygZLCYasHf3Ik6dmCAICMeDHXAYzwQq4DmEH+WNLCEdePWGunV0sdswVrPg8YY+olPSmpYUTzIUnXWmsP5SaqwkcyEAAAAADyUKjtP6XI+Imnxe6XVe1oTzqOkXT91SvSGFn+isWsduwZ0m/+cEJPv9Cjzq5QWsdvfSP5sSWtuwZO/b6y3JnSuCf6Itr0+xNTjgsAMGXfk2ST9sq8lzesb9iR6yBmAmPMUkn/a0RTWNLnchQOZp68WfOra+tm5Zo3xlQpXhp06YjmLsV3BO7LTVSzA8lAAAAAAMhDkYO/Tdqn0fVa0j7nn7NANVWFX36ysyukf//OYf3ssW4990q/Nr/Up2/+uFM//NVRBUPJd+ilIhBM/t7R9t1+vdIWTwjWVnm0YJ4npbF37RvSwBC7AwEgmzasb3hD8TJ1ufb1XAeQK8aYRmNMcYp9z1J8N9HIuudfttZuy0hwKDira+tY8zlkjCmT9GtJzSOaeyRdb63dnpOgZhHODAQAAACAGaq2ulhrFzbp3Jb5+sOLB7R1W4ei0XjCyutx6uILFmr9lctzHGXmDfqj+v5DR+UPnJn029Me0ENPHtO7bqqd9jzVlclfQocjVo8+fVyD/qguv6hCN15VpW//vFOh8MTPxWJST29EpcWp7SYEAKTNfZKuy+H8PYrvVpqt3ibpfxpjviPp55JesNb6R3Ywxpwt6cOSPitp5Kds/qDRuwSBVLDmc+eXki5OaPsXSTXGmPWTHGuLtXbC0hrGmCWSloxz25dwfaExZswf9q21+ZBAnjaSgQAAAACQR8IHf6tg678r2rsrad8LlkZUtHaFjDG67eYWXX/1Cr15qEcOh1HTwjnyembHS75Xtw2MmQg8adc+v7qPh1VT5Z7WPGevKtHTL/QqEkm+Q3DzS706b3Wp5tV49JF31On+H3XKJnnM6zXTig8AMCW/lPSMpCtyNP/nN6xvGL8u+OxQrXii77OSosaYfZJOSCqSVK/ROwFPelHSW621gTHuARPJ+ZpfXVs3W9f8ujHavjDFsa6W9FSSPh+R9PkUx/vnCe4VxA/plAkFAAAAgDwRePnLGvzVBkX2/0qK+JP2D7X+u/y//7NT1yXFHq1aPlcrltbOmkSgJO05kPzPancKfZIp9jm1YV2VTApvB0Rj0rbhMwbnVnvUvHziCmhzq92qrUqtpCgAIH02rG+wkj4uKRdvzv9O0r/mYN585pS0TPHdQy06MxFoJf0/SVdba49lOTYUgNW1dax5zEokAwEAAAAgD0S6Xlbghb+f9HOhtm8o2vNGBiKaOaIpHAkYiyXfzZeKlhUl+vBt81TsS/5yenDodGCXXVghr2fsLKIx0lVrKtMSHwBg8jasb9gt6W+zPO2QpI8PJyNns6ckPSipM0m/oKSfSrrUWvsJa+1gpgND4VpdW5ezNT+cjASyjmQgAAAAAOSBUNv/neKTVqFds/XYkbiF9d6kfRpS6JOqhjqvli0qStqvvOz0+X81c9z6wNvmqb529O6/ynKX3nFDjZanMB4AIHM2rG/4/yTdn6XpwpLes2F9w54szZe3rLWt1tqPWmvrJS2V9HZJn5H0d8O//kTSNZKqrLXvsta+kLtoUUhW19Zlfc2vrq2b1WveWmvS+OupFOb7n+mYKwt/NFkxe+rGAAAAAEAeix5vm/KzMf/RNEYy81zQUqotr/ePu0Owrtatxvm+tM557lkl2rpj/E0JbpdR8/KSUW31cz362LvrdKQ7pBO9ERUXObSw3iuTSt1RAEA2/LEkt+LnTGVKSNIHNqxveDiDc8xI1tq9kvbmOg7MKllb86tr61jzyCl2BgIAAABAHjCe8ik/G+ud1R8yVlWFW2+7rkbOMV7hzil36R031KZ9zoX1Pp2/unTc+8sWFSlmx64CNa/Go1VLi9U430ciEADyyIb1DTFJH5X0vyVFMzDFEUm3bFjf8NMMjA1gklbX1mVlza+urWPNI+eMHefFCabPGNMsqfXkdWtrq5qbm3MYEQAAAIB8Fdz+gPxP/8mUnjXeSpV/eK+Ma3aXmuztj+iVbQPqOBKS0ymtWFys5uXFcrsz8zlYa61eaRvQi1v7dawncsZ9l9Pousvn6Pzm8ZOGAJBrbW1tamlpGdnUYq2d+nb1AvHIEwfXSHpA0qo0Dfl9SZ/ZsL7hWJrGA5BG27o6M7LmV9fWseaRF9gZCAAAAAB5wLP8vXLMWT2lZ22wR+E3n0hzRDNPRZlL69ZU6v1vm6v33DxX560uzVgiUJKMMbqgpWzcZF8kavXo08e1p92fsRgAAJmxYX3D85LOV/zcukPTGOpZSW/bsL7hAyQCgfy1urYurWt+dW3dB0gEIp+QDAQAAACAPGBcRSp96yNyNd4oaUTpSGdqu/2Gfvenig12ZCY4jCsWs3r+1f4J+zz3Sl+WogEApNOG9Q2BDesb/lHSIknvlPRrSRP/ox/3pqRvSDpvw/qGtRvWNzyUuSgBpMvq2rrA6tq6aa351bV1a1fX1rHmkXdcuQ4AAAAAABDnKJ6n0g0/V7Rnt6JHX5ScXrkbrtXAr9+taMczEz/sP6rAq19R8dp/zk6wkCQdPRZW/+DER8wcOBRUOBKT2+XQwFC8b2mxMxvhAQDSYMP6hoikn0n62SNPHDSSlku6UPGEgU9STNKApDZJWzasb+jKUagA0mB1bd2pNb+tqzPpml9dW8eaR94jGQgAAAAAecZZuUzOymWnrn3n/bkGkyUDJYV3flciGZhxR7tDen3noAb9UTmcJvkDkrZuH9SW1gF1nwhLkqorXbrsgnKdvYrzBAFgJtmwvsFK2jX8C0CBW11bx5pHQSAZCAAAAAB5zt10o7xn/6mCr//bhP1sqEc2EpBx+bIU2exirdWjTx3Xq9sHJ/VcSZFDjz1zYlTbsZ6IHvrNce0+4NdtN9SmM0wAAAAAGIUzAwEAAABgBvCcfWfSPqZoHonADNq8pW/SiUBJGvTHxr23fY9fm1/qnU5YAAAAADAhkoEAAAAAkAdseFCx/gOy4TOTTTF/l4y7RM55ayYcw3PWRzMUHaJRq5de78/I2M+81KtAcPyEIQAAAABMB2VCAQAAACCHon0HFHjxHxTe+zMpGpRcRfIsfZd8F/8PBbZ9U6EdD0pDHfHODvf4A7mK5Tv3z7IT9Cx09FhYQxPs8DupeXmxAsGYuk+E1dsfTWnsWEzavntI5zdzfiAAAACA9CMZCAAAAAA5Eu3br4Gfr5P1HzndGPErtPPbCu389pkPxMLjDxYZUqT7NbkXXJn+QJGym9ZV6URvRPf/qHNSz/UORDIUEQAAAIDZjjKhAAAAAJAjgef/x+hE4DRFDjyctrEw2txqt4qLJn4JvWCeRx63Qzv2Dk16/N7+iMIRSoUCAAAASD+SgQAAAACQA7Fgj8L7fpHWMe1EOwcxLU6n0UVnl03Y55LzyiVJkYid9Phtu4b0/37QqZ4+dggCAAAASC+SgQAAAACQA9Z/dOKyn1Pgqrs0reNhtLUXluvcs0rOaDdGWremQmctLZYk1dV6pjT+ib6IfvZY17RiBAAAAIBEnBkIAAAAADlgimol45RsND3jlSyQe/FtaRkLYzPG6Oarq3Xx2WXaunNQg0NRVVa4dO6qUlWWn355vWpJsZ4oPqHBocmX/ezsCqv9cECN833pDB0AAADALEYyEAAAAACyzEYCCm69T3K4pej0k4HGV6uSm34i43SnIbrCZa3VvjcD6ugKye0yWrG4eFQSL1VzazxaXzP+7j+n0+idN9Tqhw8fVTA0+ZKhb3YESQYCAAAASBuSgQAAAACQRTYa1OAjtypy+OmpD1JUJ9eclZJxytV4vTyrPiKHd076gixAR4+F9LPHunW85/SZfE8+26OWFSW6aV2VXE6T1vka6r36xPvq9XLrgHYf8CsWkxbWe3X4aFBHuicuD+twpDcWAAAAALMbyUAAAAAAyKLQjm9NLxEoqeiS/ynvWX+UpogK1/5DAe3cMyR/IKbdB/wKhUfv0rNWen3noIyRbrmmOu3zl5e6tO7SSq27tPJU27NbenWku3fC55Y1sSsQAAAAQPqQDAQAAACALArteGDaY4TbHyMZOIFgKKYfP9Kl9sPBlPq/vnNQV1xcoYqy6b9EPnospD0HAopZq4X13jPKfZ67ulTPv9Yvf2Ds8wSXNflUWzV+CVIAAAAAmCySgQAAAACQRbH+N6c9RmT/LxR49avynfdnaYio8Dz05LGUE4FSfIfgG/v9uujssjPuHe0O6XhvRMVFDi2s98qYsUt4BoIx/eLxbu1pD4xqr6v16J031pxKNJYUOfX+t87VTx7tUt/A6PMilyz06e3X1aQcNwAAAACkgmQgAAAAAGSRKZ4nG+ia3iA2psBzfyvjrZT3rI+lJ7ACcbw3rF37/JN+LhodXUL0SHdIjz51XIePhk61eT1G69ZU6sIxkoY/e6xL+w+emYDs7Arp+788qjveWy+XK55IrKv16NMfmq+d+/w6fCQop9No5eIi1c/1TjpuAAAAAEjGkesAAAAAAGA28az8YNrGCjz/97J27HKTs9X+g4HkncZQP/d0ac7jPWF9Z2PnqESgJAVDVo89c0K/+k33qPZDncExE4GnxuuNaPvuwVFtDofRWUuLde1lc7RuTSWJQAAAAAAZQzIQAAAAALLIu/oOOavPTctYNtCtaOdzaRmrYNjkXRLNq3GPOtvv2Zf7FAyN33/rjiH9/LEuPf18jw52BFPaibhzCrsVAQAAACAdSAYCAAAAQBYZd6lK3vZrec76uOQqPtXuqFgmR835o9pSETrw63SHOKM1NfiSdxqhvNSp2244fU6ftVZtbwxO8ETc9j1+bd7Sp2/9/Ihe35W8f2IZUgAAAADIFs4MBAAAAIAsc3grVXzVfSp6yxcV7dsn4ymXs3zxqfv9P71c0a4tKY5GmdCRqivdWr6oSG/sH3snnpFUU+WWz+vQyiVFOmdVqXze05+TDQatotHJzTkwmPyB+fNGlwE92BHUwc6gHA5p2aIiVVW4JzcpAAAAAKSIZCAAAAAA5IjxlMtVc2bJUG/Ln2jot3ekNIazfFGao5r5brmmWj9+5KgOdo6u9elyGb19fbVWLhl792Vvf0Tf/+XRtMfjchqdv7pUktTTF9HPH+tWR9fp2J7Y3KOzlhXrlqur5HZTwAcAAABAepEMBAAAAIA8EDn6kiIHfyvJyrlgnTyr/kihHQ9O/JCzSO6l78pKfDNJkc+hD982T3vfDGjHniGFI1Z1NR6ds6pExUXOcZ/72a+7dbw3MuV5HQ4pNsZGzUjU6uvfPaxli4p0sCOo/jF2Em7fPaRYzOqdN9ZOeX4AAAAAGAvJQAAAAADIoZj/qAYfe7+inc+OanfWr1XRuv+rwPN/J+sfe7da0ZovyOGtzEKUM48xRksbi7S0seiMe8dOhPVSa7/2vxmQJC1a6NOCeZ5Ru/WmYqxE4EnhiNX23UMTPr9zr19dx0OqrfJMKw4AAAAAGIlkIAAAAADkSCwWVf8PLpANHjvjXrRjs0KhAZV9cJeCL/+Tgq9/XQr3juoT3H6/HNVny73gqmyFPOO9sX9IP3use9S5gMd6BvRya+5iGmnnXj/JQAAAssAY45N0maRVkuZICkk6KOl5a+3eXMYGAOlGMhAAAAAAcmTgJ5eOmQg8KXrsNUXefEzuhmsVfPUrZ9yPndihwUfertK3bZJr3iWZDLUg+ANRbdx0bFQi8CRrsx/PWDqOhvTY747L6TRasbhIjfN9uQ4JAICsMMYskHSJpDXD/71IUtmILgestYvSME+tpM9L+qikknH6bJH0v6y1v5jufADGZowxkhZJOltSg6RKSUFJJyS9IelFa20gTXNVDs+zQvHkv3t4nk7FPwDQkY558hnJQAAAAADIgdD+hxU7nnw72tBv/1iOyhVSLDx2h2hQgZf+t0pv5r2qZF7fOahwJE+yfuN4Y7//1O9feK1fjfO9eueNtSryOXIYFQAAmWGMWSvpLxRPAM7PwnzrJP1YUk2SrhdK2miM+ZakT1hrp1dLHIAkyRgzR9Ktkm6UdI0mXothY8zDkr5mrX16kvM4JK2T9FZJ6yW1JOm/TdJ9kh6w1k5c23+GIhkIAAAAAFkWGzioocc/mFrnUK9iR1+csEvkzccVCxyXw1eVhugKV+c0zwTMhfbDQf3iiW6975a5uQ4FAGa9jo2bHIqXlLxw+NciST5JMUkDktokbZH0Uv2t13fmKMyZ5mJJt2VjImPM5ZIekZR4oHCPpH2K7xZaKMk54t5HJJUaY95lbb7UEUC2DLR3p7zmSxtrWPNJGGPuk3SHpFRr4rsVTxzeOpyY/4y1ti+FeW6Q9F+S6icR3mrFk4H/zRjzQWvtxC/AZiCSgQAAAACQZf5n/0qKBtM4opXC/RLJwAm5XTNzd93e9oCOHgtpbjVnCQJALnRs3LRI0qckfVxS7QRd3z3imVckfV3Sd+tvvb4gd5lkwYCk0nQMNLwb6YcanQg8IOmzkn55MtFnjGmQdLekT47o9w5JfybpX9IRC/LfQHv3Ik1yzQ+0d59a86WNNaz5sa3R2InAqKQOSUcUTwA2SapI6PMRSauMMddaaweSzLNc4ycCjyteGnRQ0jxJjWM8+7Qx5kZr7e+SzDOjzMxXQgAAAAAww9hYRMFt96vvRxcrvHdjWsc23iqZ4rq0jlmIVi1N3AgwtmKfQ5eeV6aF9d4MR5S6Pe1pOS4FADAJHRs3LerYuGmjpD2S/loTJwUSnS/pG5IOdWzc9IWOjZv4RMfE+iU9JenLiidYFile3i9d/kqjy5Duk3SZtfYXI3f8WWsPWms/JenvEp7/++GEIgrYQHv3ooH27o2a5pofaO/+wkB7N2t+Yj2S/l3SzZLmWGsXWmsvstaeK6la0tWSnkl45hJJD0xyHivpcUm3S1pqra221jZbay+x1jYpnnj8iuIJyZOKJD1kjMl46eJsIhkIAAAAABlmYxENPvZe+X/3pymdEzhZnlUflnHmT+IqXy1q8KkhhQTfUCCm+fO86h+MZCGq1NgYlckAIFs6Nm4yHRs3fVrS65Lerum9h1op6X9Ierlj46aL0hBeoXlIUrOkSmvt1dba/26t/Ym19kC6JjDG1Er6TELzJ6y1hyd47IuSRu4KqpD0l+mKCflloL3bDLR3p33ND7R3s+bPtF/xUqHzrbV3Wmsfsdb2j+xgrY1aa59SPCH4jYTn32mMuTqFeUKS/lXSEmvt9dbab1pr9yZ2sta2W2v/UtINkkaWbilX/N+BgkEyEAAAAAAyLNT2DUUOPDKtMRzlS8dsd869SL4LEz+8jrEYY/SeDbXyeU3Svp1dIfX0RZP2y5bGBb5chwAAs0LHxk1lkh5V/OyotJSoHNYs6bmOjZtIKI1grd1jrd1mrY1lcJr3afT38nfW2ieTxGUl/UNC88eNMcl/iMCMMtDendE1P9DezZo/7fOSVlpr77fW+pN1ttZGJX1a0ksJt+5I8uizklZYa++y1u5PJbDhfxP+e0Lze40x6fw7kVMkAwEAAAAgw4Lb/t+0nnfWXqiydz8n36X/KMecVZKnXI45q+V7yz+p9K2PyXjK0hRp4fN5Haqfm3x3oMudhWBSNH+eRw117PwEgEzr2LipUtKTiu8QyQSnpC93bNx0T4bGx9jennB9f4rP/VbxcqIn1Um6NC0RIS8MtHdXKgtrfqC9mzUvyVr7sLU2NMlnopK+lNA84ffLWvvyFHcXf11S74hrr6R1UxgnL5EMBAAAAIAMi53YPuVnHdXnqOTGH8m4S+U7789U/t5XVPnxIyp/7xb5zv2sjLs4jZHODquXTfxnZozUMC89O/Ecjvh4U1U9x6V33FCTllgAAOPr2LipWNLDki7OwnR/17Fx0+eyMM+sN7yr58qE5k2pPDu8O/CJhOZb0hEXcm+gvTura36gvZs1P3WJZwdWG2PS/iLIWhuW9FxCc2O658kVkoEAAAAAkGmukik9Zkrmq/Qdz8hRUlBn1+fc6uXFqqkaf+vf+atLVTPHNa05nA7p0x+q1+c+1ai3nF+e8nPzatxasbhIZy0t1tuvq9Yd76lXeen0YgEApOT/SLosi/P9Y8fGTYlJKqRfs6SR/9PfZ63tnMTzmxOuz5t2RMgXWV/zA+3drPmpOTFGW0WW5srUPFlHMhAAAAAAMsxZ1TKl5+zgYUX2/yrN0cDtcugDb5urpY2+hHajNeeV6for5qjI55zWHDdfXa3K8vh7jxe0lMrrSW174JHusBY1+HTbDTVqXl4ip5OjiQAg0zo2brpK0p1ZntZI+ubwjkRkzlkJ19sm+Xxi/8TxMAMNtHfnbM0P70jE5CwYo+1YlubK1DxZx8cLAQAAACDDXItuVvTo81N6NvLm4/IsfUeaI0JpsVPvvWWujveEdfhISE6n0eKFPvm8Dllr9fjvx/oAcnJFXofWr61Uy8rTu0HLS11694Za/fTX3fIHYknHeHZLn85fXUoiEACyoGPjpiJJ31T8jfpsWyrpi5I+m4O5Z4uVCddvTvL5xP5NxhiftTYwjZiQQwPt3az5meeKhOsDkz17MBXGmBJJFyQ070r3PLnCzkAAAAAAyDDv6o9LZmqfxYwFe9IbDEapqnSrZWWJzlpWLJ83/hL5sd8d15bWgaTPlpU49YG31ep9t9Tqxivn6J031uiujy7Q2atKz+jbON+nP/3IfN1yTZUcSV6JDwxF9dLr/VP6egAAk/ZhSUtyOP+nOjZumpvD+Qtd4p/twUk+f0RSZMS1Q1L1tCJCruV8zQ+0d7PmJ+fjCdePZGie90gaeb5Dn84sFTxjkQwEAAAAgAwL7fyuZCPJO44heuR5WWvTHBHG8+jTx/Ry22DSfvNq3PrE++q1qKFISxqLdEFLmVYuKZ5wN5/b5dA5q0qVyrfzyWd79MTmqe1OBABMyqdzPL9H0h05jqGQJX5CJ/n/5Eew8R/C/EnGxMzCmp9BjDEbJCWetfhABuYplvT3Cc3ftdaG0z1XrpAMBAAAAIAMinT+QYE//PWUn7dDHYq8+XgaI8J4Xtzar1dSSAQ6HNIfvaPu1E7CySovTe08whde69f2PUNTmgMAkFzHxk1rJZ2b6zgkfbJj4ybep82MxMTdVMp7kgwsEAPt3Xmz5gfau1nzSRhjqiT9Z0LzRmvtCxmY7p8lLRpxPSjpngzMkzP8hQMAAACADAq2/se0x4h0FEx1mrxlrdWLW1MrzWlj0gM/7dR/fO+wHnrymDqOBic1V5Ev9ZfiWygXCgCZdFuuAxjWKOnCXAdRoHwJ11M5Zyzxf/RFU4wFuceanyGMMQ5J35HUMKK5V9JdGZjr/ZL+JKH5b6y1h9M9Vy5N7dAKAAAAAEBKwgd/O/1BHKntJMPU9fRF1NOXWilXK+nosXjFoOM9Eb2+c1DXrq3UmnPLz+i7t92vF17r14HDARljtGShTw7H+KVEE3Ucncp7lgCAFOXTm/EXSnox10EUoMSdgJ4pjOFNMiZmDtb8zPFlSTcltH3SWvtmOicxxlwi6f6E5kck/Vs658kHJAMBAAAAIEOstVJw+ue+uRtvTEM0mFjqCbqxPLm5RwcOBnTDlVWqKIu/1H7htT49sblnRC+rXfsSK41NzOWaXlwAgLF1bNxkJF2Q6zhGuCjXARSogYTrxJ2CqUjcCZg4JmaAgfZu1vwMYYy5S9KfJzR/yVr7wzTPs0zSQxq9xndI+rAtwEPbKRMKAAAAABkS7dws2dR2m43HNf9KueZdkqaIMJ7KcqfmlE/v87K7DwT04E+PqLc/ohO9ET35bM+041q5mEpkAJAhTZLO3NKdO+fkOoAClZi4K5nMw8YYI5KBhYI1PwMYYz4g6WsJzQ9I+lya55kvaZOkuSOa35R0vbX2eDrnyhfsDAQAAACADIkNHUmpn/HOkY0EpOjoXWPOustUfP33MhEaEhhjdMl5ZXrsd9PbyTkwFNXTz/eorMSlZJ8ndhgpNkEft8vokjFKjwK5Eg1FFA2EJSM5PC5F/SFFhkKStXK4nXKXFclVNJUKfEBO5Ns/sPkWT6E4mnDdMGav8c3T6PfQY5K6pxURciXf1li+xZNzxphbJD2o0SU7fibpjnTu1DPGVCmeCFw8orlL0nXpLkOaT0gGAgAAAEAaxfxdCu14UNFjWxXzp5BYcpWo/CP7JeNQeP9Dinb+QXK45W7aIFf92ozHi9MubClTb19Ez73aP61xtu8Z0pKFyauQrVparIoyl1p3Dah/MDbqXnmpU2+9tlo1Ve5pxQKkQywaU6C7T7Hg+Dudo9GYooGw3GU+eeeUZjE6YMry7X1R/sHPjJ0J142TfD6x/wFrLWcGzkys+TxmjLla0o81+vv0uKT3W2ujaZynTNKvJTWPaO6VdIO1NvHfi4KSbwsAAAAAAGakaO9e+Tf/hSLtj0lK/YOrnnPvknHGd9J4ltwmLbktQxEiFddcNkfnrS7V1h2D6h+MqqzUqb7+qFp3DaY8RjQquZzJT+WoKHPp6rdU6uq3VGooENXOvX4FgzFVz3FraaNPDgfnBSL3rLUKHO1VLJza+3Dh/oCcPg87BDETBHMdQAISTJmxI+F69SSfPyvJeJg5WPN5yhizRtIvNfpMz2cl3WatDaVxniJJv5J08YjmIUk3W2tfSdc8+YpkIAAAAABMU/jNJzX463dJ0cm/pncWzU3eCVlVVenWuksrT13/8FeJFcYm5nRKZ68q1vY9QxP2a15RfOr3xT6nzl/NbqqZKhaNKTIQUDQYliQ5fR65S70yjuRJ4XwXGQqmnAg8KdzvJxmImaAj1wEkOJzrAApUm6SwTu/CWmSMqbfWpvr9TyzT8Gq6AkPWsebzkDHmHEmPShr5g/ArkjZYa1P/NF7yeTySfirpyhHNQUm3Wms3p2uefDbzfyoFAAAAgByy4UENPf6hKSUCh0dIazxIv+Ii56T6r1pSrGVNxVraOH6p0LNXlmhuNcmSQhAJhDR0+IRCvUOKBsKKBsIK9Qxq6PAJRUPjl9WcKSJDk/9A/mSTh0Au1N96/XFJ+3Mdxwhbch1AIbLW9kv6XULzdak8a4wxktYnND+UjriQfaWNNaz5PGOMWal4KdA5I5q3K16yszeN8zglfU/STSOaI5LeZ619PF3z5DuSgQAAAAAwDaE3figb6pny8865FyfvhJxqWVGSct+SIoeuWlMpSbrmsko1LfBqZMVQr8foLeeX6+arq9IcJXLBRmMKdPVL9sykvo1ZBbr6ZMe4N1PEIlHZ2BTiN5S4xYyRT2/G51MsheaXCde3p/jc1ZIWj7g+Iun5tESEXMmndZZPsWSdMaZJ0hOSRpZJ2SfpOmttVxrnMZK+KemdI5pjkj5mrd2YrnlmAsqEAgAAAMA0RLtfnfrDziIZX3XaYkFmLGrwavmiIr2x3z9uHyPJ53Wostyl7bsH1X44qD3tp3eLGiMtWejTW9dXq9g3uZ2GyF/hwcCYicCTbDSmyFBI7hJvFqNKiMFaRQYCCg8GFYtE5XA65Crxyl3qG7eMaXgwoHCff8o7/FzF7HrFjPEHjX6DOFesSDJl0g8k/aOkk5/uudIYc4219jfjPTCcQPh8QvN/WWtjGYoR2cGazwPGmHpJT0pqGNF8SNK11tpDaZ7u3yR9JKHt09ba76R5nrzHzkAAAAAAmAbjLk7eaTxRvwZ/dbNsZKolRpENxhjddkONLjm3TF7P6R1PJUUOLW6IlwK1kvzBmA4dCem3z/WOSgRK8XzRnvaANv3uRDZDR4ZFg8nLgMaGzxHMBWutAkf7FDwxqFgoIsWsYuGoQj1D8h/plY2e+Z52qG9IwWMDU04EGqdD7rKi6YYOZMt3FT9PLtd+U3/r9e25DqJQWWuPKp4QGOn/GWPmT/DY32j02WK9kr6c7tiQdXmz5ksba2blmjfGVCleGnTpiOYuxXcE7kvzXF+U9OmE5r+01v5nOueZKdgZCAAAAADT4F58q4Kv/X9Tfj7Wt0+h3T+Wd9WH0xgV0s3lNFq/do6uvKRCR7rDchgpFInp+7+cXBWjbbuHdMm5QQXDVjZmVTfXw07BApfLMqHhPr+i4yQjY+Gogj2D8lWXnWqz0ZhCPUNTns/hcclXXSqHk8+eY2aov/X6zo6Nm34u6T05DuXfczx/Thlj1koa61ME5yZc+4wxiWf4nXTYWrttgmm+JOmPJNUNXy+W9Kwx5i5JD9nhf6yNMQ2S7pb0yYTn/7e19vgE42MGKG2s6Rxo72bN54gxpkzSryU1j2jukXS9tXZ7muf6a0mfS2j+B2vtV9I5z0xCMhAAAAAApsFVd6lcDesVOfjElMeIHHiYZOAM4XE7tLA+XvLxZ491T2mM72w8osjwpiuX06hlRbHWXz5HHjcJlJnGVeRR1B+asE9kMKhIkUeu4uyWCrXWKjww8a7jyFBQdk7JqXKh4cHgpOZwVxTJ6XbJxqwcHpecHt5mwoz0b8ptYuCgpF/kcP588F1JTSn0m6f4jqKxPCjpo+M9aK09box5r6THJPmGm5sU/7PvMcbsk1QpqVFS4qd0fiHpn1OIDzMDaz53fikp8cD0f5FUM0GifzxbrLVjltwwxvyRpH9KaP69pN9PYZ5kHzSYMfgpDQAAALNW5NgBhQ61Khbol8NbKvf81XLVLFb8iBBgYrGBgwrt/I6iffsV7d09rbFsLHmpQeSfw0cmlzg5KRId+XurV7cP6kRfRB9421z+/ZlhXCVehXqHxiy3OVKgu1/F9U453Fl8GyZmk8YlG98h6PQ6UkoeJgr3+uWur8zu1wWkWf2t1z/TsXHTDyW9N0chfLb+1uunVpcXk2Kt/Z0x5mZJP5ZUNeJWpaTzx3nse5I+bnO5zRtpVdpY88xAe3dO13xpY81sXfPrxmj7whTHulrSUxPcS3S5xv8wwUQm/KDBTMJPawAAAJh1rLXytz6qcMeOU21RSeEju+Sau1TF59wi46BsH8YXePWrCrzw91KakniuujVpGQfZFYul733BA4eC2n3Ar+WLpnEGJbLOGKOiuRXyd/XKRiZOvA119kjGyOF2yltRLKfPk9ngHKkllk/tCuzzy0Ym/95keCAg75zSST8H5Jk/VfzN47lZnvcH9bde/7MszzmrWWt/Y4xZLenzipcNHe9/vK9Iusday/enMOVszZc21vB3CjlBDRIAAADMOqEDW0YlAkeKHN2j4N7nsxwRZpLQnp8p8Nzfpi0RKFeJPKs+mp6xkDXhcEz+YJJdV5PUunPqZ7Uhdxxup9ylvuQdraSYVSwYkf9onwLH+uNn9PX7FTwxoFDvkGJTSMbZaGzMHYDGGDmLJk44OtxOOdzOKe0KPCkaYmczZr76W6/vlvQnWZ62U/GExKxnrV1krTXT/PXRScx3xFr7aUk1ktZL+oyk/yHpryV9SNJya+0FJAILV2ljDWsesw47AwEAADCrWGsVbH91wj6hg1vlXbKG3YEYU/C1r6ZvMFeJSm74gRxFtekbE1mxbfeQomku8HSsJ6xYzMqR4o4u5I+plHeNDAYVSTijL9Q7JHdZkbxzSpI+Hx4IKNzvVywc/4vo8LjkLiuSu+T02YSeimL5A6F4InIMnsr4PDYSTV5SdByUtkWhqL/1+p91bNz03yV9KQvT9Ui6sf7W649lYS6Mw1rrl/Tk8C/MMqWNNT8baO/O6povbayZ1WveWpuVHxqGPxzw0WzMNZOwMxAAAACzig0OyAb6Ju4TGlLM35uliDCTxII9ih59aRojGDnr1so1/yp5L/w7lb9/q9wLJ3uGPfJB1/Fw2sc8eiysb/ygQ8d70z82MiudJT/D/X6F+vwT9gmeGFTw+MCpRKAkxUIRBY/1K9R7eoep0+NSUW2FjGv0h1uM0yFfTZlcwzsHp7O7z5Vk9yEwk9Tfev2XJf1Nhqc5Jum6+luvfy3D8wBIorSxJmtrvrSxhjWPnGJnIAAAAPKKtVbhI7sUenOrYkPHZVw+uetXybPwHDncRdOfIMXdfsbwuTmMZXpnxJmyRpXd+kSaYkEueT2p/RtRWeZUT3/qWwiP90T0g4e69Mn318vpZMfVTOFwO+Us8ijqD6VlvHC/X+4y35i77qKhiML94ycLQ71DcpV45RhOADp9bvlqyhTqHVQ0GE/6OTwuGefpv8ORKcZtnA65SlIokQrMIPW3Xv9PHRs3tUu6T1JlmoffIumD9bdevzPN4wKYotLGmn8aaO/O6JovbaxhzSPneIcDAAAAecNaK3/rr+Xf+rCiJ96UDQ4qNnhMwd2bNbD5W4r0dSnctVfho3sUC8ffCI0F+hXt75aNBJOMHufwFMtZUTdxn5JqOYorp/vloADZgUPTet6z7D1pigS5tnp5cdI+FzSX6i0XVEx67J6+iHbs4fzAmcZXXSqn152WsWw0NmrX30iRweRn+40sPxrxh+Tv7FHUH5ZiVopZRf0h+Y/0nkoqxqa4M9DGYgr1Dcna6X1QAsg39bde/z1JzZIeTtOQIUl3S7qURCCQf0obazK25kkEIl+wMxAAAAB5I3x4m8Id28e8Z0ODGnzu26cbjEPGXSQbGoxfO1xy16+Ub/mVcngm3kHoXbxGQ6/+Yvz7Sy6ZdOyYHUIHfzP1hz3l8rZ8Kn3BIKeqK906Z1WJtu4YHPP+/HkeXX/FnCmXE93T7lfziuTnxiF/GIdDRfMq5O/uU3QoDTsEx0mwxSLJz/aLReKJRBuzCnT3j9sveGJQ1kg2hTHHjlEK9/kVC0bkm1vO+YEoKPW3Xn9Y0i0dGze9XdJdkq6ZwjCDkr4n6V/qb71+RzrjA5BepY01hyXdMtDenZY1X9pYw5pHXiEZCAAAgLwRevPV1Dvb2OlEoCTFIgofalO0p1Oll7xXxj1+2TL33KUqWr1e/p1PS9ERb9Q7XPItXytP/VmTDx6zQuzY1qk9aJwqfeuv5SiZn96AkFMb1lXJ53Xo5bYBRSLxxI0x0qolxbppXZUcDqN5NR4tmOfRoSOTSw6x0WrmigWnfv7eKQ4jh3vst2wcToeSFZ49WQI0MhRM+pcpdHzshPZkRINhRQaDcpdSMhSFp/7W638h6RcdGzetknSHpCsknSNpvL/wXYqXBnxU0oP1t17PQdTADFLaWPMLSb8YaO+e0povbaxhzSMvkQwEAABA3oj2d017jNjgMQXbX5Vv6aUT9vM0nCP3vJUKH9mpWKBfxlMid/3K9JxLiIJliuun8JBTxdd/V67a89MfEHLK4TBav3aO1l5YofbDAUVjVg3zvCovG/1S+63rq/XdjUfVP5j62YGNC0iqzFTpKJnpLvXJOMbeZecq9Sk8MHGp0JNJuamW/5yK8GCAZCAK2vDOvr+UpI6Nm1yKlxRcpHiCICZpQFJb/a3Xt+cqRgDpM7yz7y8laaC9e9w1X9pYw5rHjEAyEAAAAPnD6ZZSPPtvIuHDbUmTgZJk3F55Gs6Z9nyYPdzzLtGk9ne5SlRyy8Ny163JVEjIA0U+h1YuGf8MwaoKtz7+njq90jagF17rUyA4cbKopMihlhTOJER+crpdigYnLg/rqy1XNBA+dWbfqOeLPPJUjP/9d3pccpV4R50LOJK7rEgOlzN+MU5CcdKMpCQ5zimXGgVmoPpbr49Iem34F4ACV9pYw5rHjOfIdQAAAADASa6aRWkZJxYcSMs4QCJX4w2SuyL1ByKDclYszlxAmDFKipy6/KIK/bePNeiyC8vlcY+dpCkucug9N8+V283L9ZnKXTbx7jiH1yVXkUfeOSUqqquUq9Qnp88tV4lXvrnlKqpNfvaet6pUnsriU+VApXhpUM+cEnnnnD5r0lXsnd4XM8xdlnzX/MhYAAAAkF/YGQgAAIC84Vu2VgOdu5R0+0ESDl95egICEhinR8VXfFVDv/l46g85PJkLCDOOw2G0bk2l1l5QrgOHA9r3ZkAn+iJyOowWNfjUsqJEXg9JlZnMVeyVuzQ8ZilP43TIV1126trpcclZVTrpOYwx8pQXy11WJBuJl581LucZSUSnxyVXsUeRocmdWTlqLpdTnopiRQaDstHxd/9RIhQAACB/kQwEAABA3nAWV8q77C0K7n52WuN4FrSkKSLgTJ4V75fcxfK/eI/s8dYJ+zrr18rhrcxOYJhR3G6HljUVa1kT5UALkbeqVE6fW+GBgGLhqIzDDCcJfWndQWeMkXFP/NaOt7pMcgwqkuScwXGfryyWMUbeOSUKdPeP2cfhjZcuBQAAQH4iGQgAAIC84qlbpXDnG4oNdE3peWf5PHkWnpfeoIAEnsVvl2fx2xV45SsKPH/3OL2MfOf/96zGBSB/uIq9aSvTOR3GGPmqSmUrihUJhCVZOb1uBY8PKBqY4GxDh5G3suTU1+Aq9spXaxTqHVIsFDnVx13ik6eiOGlpUwAAAOQOyUAAAADkjZi/VwMv/EA2NDT5hx0ueRrPk2/JpTIud/qDA8bgO/8vJIdLgRf/QYr4T99wl6lo7Vfkbrw+d8EBwAjG6ZB7xO49X3WZ/F19pxN7I7jLi8ZM8LmKPHIVeRSLRCVrxyxNCgAAgPxDMhAAAAB5I7DnuaklAiUVtdwgT93KNEcEJOc797PyrPqIwrt/othQpxxljfIsfaeMe/LngAFAthinQ0XzKhQNhBUZCkpWcnhccpd6ZRwTlzJ1uJxZihIAAADpQDIQAAAAecFGIwp37pzSs8ZXJvfc5WmOCEidwztH3uZP5DoMAJgUY8yp3X4AAAAoXOk7tRoAAACYBhsJSrEzS5UlY9w+lZz3tqS7GAAAAAAAAGYjdgYCAAAgLxi3V3K6pWg4xQcc8iw8V97Fl8jhLclscAAAAAAAADMUyUAAAADkBeNwyVN/lkIHt07c0eWVp/F8FS277FSTjYYVGzwhOZxylFTJGJPhaAEAAAAAAGYGkoEAAADIG96lb1H42AFZf++ZN11eFZ11jdx1q04l+2w0rMDuzQodapMiQUmSo3iOvEvWyDN/dTZDBwAAAAAAyEskAwEAAJA3HN4SlV7yPgX3/EGhju3xkqEOp9zzVsq39C1yFFec6mtjMQ2+8gtFj7ePGiM2dEL+1l/LhgPyNl2Q7S8BAAAAAAAgr5AMBAAAQF5xeEtUtHq9fKvWyYYCMm6vjNN9Rr/I0d1nJAJHCuzeLM+CZhmXN5PhTpm1VtHj7Yr2d8u43HLVLpPDW5zrsAAAAAAAQIEhGQgAAIC8ZBwuGV/puPdDh9smHiAaVrhzlzwNZ6c5sumL9h3V0NaHFRs6cbrR/FaexvPkW3ElZx4CAAAAAIC0IRkIAACAGcmGhpL2iaXQJ9tigX4NbvmJbDgw+oaNKnRgi4zDId/yK3ITHAAAAAAAKDiOXAcAAAAATIXxlSft4yhK3ifbQu2vnpkIHCF44JUJ7wMAAAAAAEwGyUAAAADMSJ4FLRPeN26f3HOXZSma1IWP7p64QyyicPf+rMQCAAAAAAAKH8lAAAAAzEiumkVy168a+6Yx8p11rYzTnd2gUmCj4eSdYpHMBwIAAAAAAGYFzgwEAADAjGSMUVHLTXKW1yn05quKDfVIklzVTfIuvliuqkZJUqS3U6EDLyva3yXj8si98Dx56lfJGJOTuJ0V8xQ5OjBxn/J5ig71SJGQHMUVMi5vdoIDAAAAAAAFh2QgAAAAZixjjLxNF8jTeL5sJCBjnDIuz6n7Q9ufVPjN10Y9E+3tUPCNZ1R62UfkcPuyHbK8C89X5Oiece87Sqrlb9ukaN+R4QaX3PWrVLTiSpkcxAsAAAAAAGY2yoQCAABgxjPGyOEuGpUIDB1qOyMReJINDmjgD9/JVnijuKob5V36lrFveooVGzx+OhEoxc8QPNSqgRd/JBsJZSdIAAAAAABQMEgGAgAAoCAF9j434X0b6FO4+0CWohnNt/QtKj7/NjmrFsr4yuQonyfviqtkjEOSHfOZ2EC3Qge3ZjdQAAAAAAAw41EmFAAAAAXHRkKy/t6k/UKHXpe7pikLEZ1mY1EFdv1OoUOtUjQcbwsHFe09LBuc+CzB0OE2eRddlI0wAQAAAADIGGOMkbRI0tmSGiRVSgpKOiHpDUkvWmsDaZqrUdIySY2SqiQVS/JL6pW0W9IWa21/OubKVyQDAQAAUHBi/r4UO0YyG8gYhrb+6swzA6MhRY68kfRZGxzKUFQAAAAAAGSWMWaOpFsl3SjpGkk1E3QPG2MelvQ1a+3Tk5ynWdJ7JF0h6QJJFUkescaY30j6D2vtTyYz10xBMhAAAAAFJ3S4LaV+zjkNGY5ktMiJQ2cmAifBUVSexmgAAACA/GGMWSDpEklrhv97kaSyEV0OWGsXTXMOj6TzRsxxiaTlksyIbh+z1j4wnXkAnMkYc5+kOyR5UnzErXji8FZjzLckfcZam+Inf/V+SX83mfAkXSvpWmPMbyX9kbX2zUk8n/dIBgIAAKDgRPuOptTPs6A5w5GMFurYPq3n3QvOTlMkAAAAmKwDd987X9Jlki4c/rVIkk9STNKApDZJW4Z/Pdt0z13+3EQ6cxhj1kr6C8WTc/MzOM8/S7pS0rlKPRGBWc6/uX1Sa75obSNrfmJrNPb6i0rqkHRE8QRgk87cyfcRSauMMddaayc+X2N8VtIhScckBRT/sMESxb+nI10t6WljzDprbfsU58o7JAMBAABQcIwz+Y+57nkr5HAXZSEayVqr0IEtCh/elkJvo/hrlNGccxqynrwEAACY7Q7cfa9RvJzdpyVtkOSYoPvJsnSS1HPg7nsflPTvTffctSuzUc5oF0u6LQvz3KHkZQIB+Te3T3nN+ze3Pyjp34vWNrLmk+uR9D1JD0t6ZuR5fcYYp+LlPb8w/N+TLpH0gKR3pThHUNKTkn4j6RlJrdbaUWdvGGNcki6X9FeKf79PWizpW5LWpThX3pvoLzIAAAAwI7nnLkvax7v00ixEEk8E+lsfVWDX71I6o9Cz8Fy55i6VTLxSkfGWyLvkUpVc8A4ZhzPT4QIAAGDYgbvvXSdph6RHJN2iyb2XWinps5J2HLj73p8euPveurQHWPimuvtnMiKKJwwA+Te3r1Ma1rx/c/tP/ZvbWfNj2694cn6+tfZOa+0jIxOBkmStjVprn1J8h943Ep5/pzHm6hTm+aakWmvtzdbar1hrX0hMBA7PFbHWPmWtvVnS5xNuX2WMuSnFryvvsTMQAAAABcddv0rB/S8qNtQz5n3X3OVylk50Tnn6RI63K9yxI7XOxinvkjVyeEtkI2HZWFjG7ZMxfIYPAAAgWw7cfW+JpC9J+hONPktuKoykd0i6+sDd997VdM9d35lufAWqX/FSiy9KemH4v4sl/TaNc1hJu0eM/6KklyX9WtJVaZwHM4x/c3tG1rx/c/tdRWsbWfOnfV7S49baUCqdrbVRY8ynJV2g+BmiJ92hJP82WGv3TjY4a+0XjDE3SnrLiOZ3SXp0smPlI5KBAAAAKDjG6VbJRe/W0Gu/UrS3Y+QduetWqqj5unGftdYq0r1P4c6dspGQnGU18jScI4evbMI5o4MnFOvvklxuuaoWyjjiP2qHD7WmHHfRWdfI4S2JR+pyy8id8rMAAACYvgN339skaZOkFWkeeo6kbx+4+95rJd3RdM9d0TSPP1M9pPif9w5rbWzkDWPM4jTO8zZJW621PYk3jJlu7gczmX9ze0bXvH9z+7WS7iha2zjr17y19uEpPBM1xnxJ0o9GNN+QvqjO8F2NTgaelcG5sopkIAAAAAqSw1em0jXvV6S3U9Gew5JxyF2zWI7i8Y8KseGgBl/5ebz/sEjXHgX3vaii1evlWdByxjMxf5+G2jYpevz0ueLGXSTvkjXyNl2gWKD/jGfOiLW4UkWrr5OrauEkv0oAAACky4G7710i6WlJDRmc5qOSSg/cfe/7SAhK1to9WZrnd9mYBzOLf3N71ta8f3P7+0gITtkzCdfVxpjiscp+pkHiv0nZKSmUBSQDAQAAUNBcFXVyVaR2XIN/2+OjEoGn2Jj8bY/LUVotV0X9qeZYyK+BF38kG+gb3T3sV2DnU5K1MsM7/SbiabqQRCAAAEAOHbj73rmSHldmkwInvUvxc7Buz8JcAMbg39zOmp85TozRViEpE8lAX8J1TwbmyAkOHwEAAAAU3+EXPvLGBD2sQu2vjGoJHXztjETgSIG9z8ldt3LiiR0ueZL1AQAAQKb9p6QlWZzv4wfuvvf9WZwPwGhZX/P+ze2s+alZMEbbsQzNtSbhekuG5sk6koEAAACApMiJg5LsxH2OvznqOtyxM8mgQUX7u+WqXTpuF9/yy2XciR8+BAAAQLYcuPveD0i6NQdT/+uBu++dl4N5gVnNv7k9Z2vev7mdNT95VyRcH7DWhtI9iTFmrqQ/Tmh+MN3z5ArJQAAAAECSjEmhz+gfn20kmPSR0N7n5a5fJe+SS2U8xafaHSXVKjr7JnmbLph0qAAAAEiPA3ffWy3pX3M0fbWkf8vR3MCs5N/czpqfeT6ecP1IuicwxqxSvGxs1YjmB621z6V7rlzhzEAAAABAkquqMZ7ss7Hx+1QvGnXtKJ6jaHAgychWgZ1PqeyKO+RdskaxoR7J4ZSzuHK6IQMAAGD6PqHRb/5m2zsP3H3v0qZ77tqTwxiA2STna96/uX1p0dpG1nwKjDEbJF2Z0PzAFMYplXTpyCZJpZIWS1on6SaNzpf9UtInJztPPiMZCAAAAEhyeEvknr9a4UOt43Rwytt4/qnL2FCvYoPdKY1tg4OKdO+Te+4yOUur0xEuAAAApunA3fc6lPs3e42kT0n6qxzHARQ8/+Z21vwMYoypUvxsx5E2WmtfmMJwyxTf+ZfMPkn/KOl+a+3E54jMMJQJBQAAAIYVrbpGrrnLzrzh9Kj4nFvkLKs51TS09WHZkD/lsWP+vnSECAAAgPS5SdKiXAch6WMH7r6XQ6SBzMubNe/f3M6an4AxxiHpO5IaRjT3Srorg9PukfQFSd8ttESgxM5AAAAA4BTjdKnkvLcp2ndEoc6dUiQkR1mtPPVnybg8p/pFejsU7euc1NgOb2m6wwUAAMD03JTrAIZVS7pY0jO5DgQocKz5mePLOvP79Ulr7ZsZnHOppP+S9CVjzJ9ba7+Twbmyjp2BAAAAQAJn+Tx56s+StVah9lc18OIP5d/xG0VOHJKNxRTtnVwiUJJcc5dkIFIAAABMw4W5DmCEi3IdADALsOZnAGPMXZL+PKH5S9baH051TGvtq9Zac/KX4hvlqiW9RdLfSNo7onutpG8bY+6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      "text/plain": [
       "<Figure size 1920x1560 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pg.scatter(adata, attrs=\"louvain_labels\", basis='umap')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}