05-CreateGraphs.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9acc6757",
   "metadata": {},
   "source": [
    "# Create Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c4e7c818",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "921ecc39",
   "metadata": {},
   "source": [
    "## Figure 3 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f4db8727",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>avg_ws_size</th>\n",
       "      <th>num_cands</th>\n",
       "      <th>num_profiles</th>\n",
       "      <th>num_voters</th>\n",
       "      <th>perc_mult_winners</th>\n",
       "      <th>vm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.08062</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(4, 5)</td>\n",
       "      <td>0.07166</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.75372</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(4, 5)</td>\n",
       "      <td>0.33489</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.89299</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(4, 5)</td>\n",
       "      <td>0.54652</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.71112</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(4, 5)</td>\n",
       "      <td>0.43541</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.03186</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(10, 11)</td>\n",
       "      <td>0.02967</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.45463</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(10, 11)</td>\n",
       "      <td>0.31747</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.60905</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(10, 11)</td>\n",
       "      <td>0.41204</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.43824</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(10, 11)</td>\n",
       "      <td>0.31459</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.01540</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(20, 21)</td>\n",
       "      <td>0.01470</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.34338</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(20, 21)</td>\n",
       "      <td>0.25547</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.42627</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(20, 21)</td>\n",
       "      <td>0.32046</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.30338</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(20, 21)</td>\n",
       "      <td>0.23901</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.00564</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(50, 51)</td>\n",
       "      <td>0.00543</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1.22025</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(50, 51)</td>\n",
       "      <td>0.18370</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1.27036</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(50, 51)</td>\n",
       "      <td>0.22535</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1.19074</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(50, 51)</td>\n",
       "      <td>0.16267</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1.00282</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.00276</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1.15336</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.13543</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1.18989</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.16567</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1.13462</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.12020</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1.00060</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(500, 501)</td>\n",
       "      <td>0.00059</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.07012</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(500, 501)</td>\n",
       "      <td>0.06619</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1.08143</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(500, 501)</td>\n",
       "      <td>0.07664</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1.05745</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(500, 501)</td>\n",
       "      <td>0.05456</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1.00027</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(1000, 1001)</td>\n",
       "      <td>0.00026</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1.05022</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(1000, 1001)</td>\n",
       "      <td>0.04795</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1.05668</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(1000, 1001)</td>\n",
       "      <td>0.05424</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1.04006</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(1000, 1001)</td>\n",
       "      <td>0.03881</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1.00007</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(5000, 5001)</td>\n",
       "      <td>0.00007</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1.02156</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(5000, 5001)</td>\n",
       "      <td>0.02129</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1.02576</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(5000, 5001)</td>\n",
       "      <td>0.02533</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1.01784</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(5000, 5001)</td>\n",
       "      <td>0.01752</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    avg_ws_size  num_cands  num_profiles    num_voters  perc_mult_winners  \\\n",
       "0       1.08062          6        100000        (4, 5)            0.07166   \n",
       "1       1.75372          6        100000        (4, 5)            0.33489   \n",
       "2       1.89299          6        100000        (4, 5)            0.54652   \n",
       "3       1.71112          6        100000        (4, 5)            0.43541   \n",
       "4       1.03186          6        100000      (10, 11)            0.02967   \n",
       "5       1.45463          6        100000      (10, 11)            0.31747   \n",
       "6       1.60905          6        100000      (10, 11)            0.41204   \n",
       "7       1.43824          6        100000      (10, 11)            0.31459   \n",
       "8       1.01540          6        100000      (20, 21)            0.01470   \n",
       "9       1.34338          6        100000      (20, 21)            0.25547   \n",
       "10      1.42627          6        100000      (20, 21)            0.32046   \n",
       "11      1.30338          6        100000      (20, 21)            0.23901   \n",
       "12      1.00564          6        100000      (50, 51)            0.00543   \n",
       "13      1.22025          6        100000      (50, 51)            0.18370   \n",
       "14      1.27036          6        100000      (50, 51)            0.22535   \n",
       "15      1.19074          6        100000      (50, 51)            0.16267   \n",
       "16      1.00282          6        100000    (100, 101)            0.00276   \n",
       "17      1.15336          6        100000    (100, 101)            0.13543   \n",
       "18      1.18989          6        100000    (100, 101)            0.16567   \n",
       "19      1.13462          6        100000    (100, 101)            0.12020   \n",
       "20      1.00060          6        100000    (500, 501)            0.00059   \n",
       "21      1.07012          6        100000    (500, 501)            0.06619   \n",
       "22      1.08143          6        100000    (500, 501)            0.07664   \n",
       "23      1.05745          6        100000    (500, 501)            0.05456   \n",
       "24      1.00027          6        100000  (1000, 1001)            0.00026   \n",
       "25      1.05022          6        100000  (1000, 1001)            0.04795   \n",
       "26      1.05668          6        100000  (1000, 1001)            0.05424   \n",
       "27      1.04006          6        100000  (1000, 1001)            0.03881   \n",
       "28      1.00007          6        100000  (5000, 5001)            0.00007   \n",
       "29      1.02156          6        100000  (5000, 5001)            0.02129   \n",
       "30      1.02576          6        100000  (5000, 5001)            0.02533   \n",
       "31      1.01784          6        100000  (5000, 5001)            0.01752   \n",
       "\n",
       "                vm  \n",
       "0    Stable Voting  \n",
       "1        Plurality  \n",
       "2   Instant Runoff  \n",
       "3        Beat Path  \n",
       "4    Stable Voting  \n",
       "5        Plurality  \n",
       "6   Instant Runoff  \n",
       "7        Beat Path  \n",
       "8    Stable Voting  \n",
       "9        Plurality  \n",
       "10  Instant Runoff  \n",
       "11       Beat Path  \n",
       "12   Stable Voting  \n",
       "13       Plurality  \n",
       "14  Instant Runoff  \n",
       "15       Beat Path  \n",
       "16   Stable Voting  \n",
       "17       Plurality  \n",
       "18  Instant Runoff  \n",
       "19       Beat Path  \n",
       "20   Stable Voting  \n",
       "21       Plurality  \n",
       "22  Instant Runoff  \n",
       "23       Beat Path  \n",
       "24   Stable Voting  \n",
       "25       Plurality  \n",
       "26  Instant Runoff  \n",
       "27       Beat Path  \n",
       "28   Stable Voting  \n",
       "29       Plurality  \n",
       "30  Instant Runoff  \n",
       "31       Beat Path  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nvs = pd.read_csv(\"./data/multwinners_nvoters.csv\")\n",
    "df_nvs[\"num_voters\"] = df_nvs[\"num_voters\"].astype(str)\n",
    "df_nvs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5c20fab4",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>avg_ws_size</th>\n",
       "      <th>num_cands</th>\n",
       "      <th>num_profiles</th>\n",
       "      <th>num_voters</th>\n",
       "      <th>perc_mult_winners</th>\n",
       "      <th>vm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.03021</td>\n",
       "      <td>3</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.02756</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.07112</td>\n",
       "      <td>3</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.07112</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.07476</td>\n",
       "      <td>3</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.07296</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.06958</td>\n",
       "      <td>3</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.06693</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.01125</td>\n",
       "      <td>4</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.01070</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.10206</td>\n",
       "      <td>4</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.09541</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.10981</td>\n",
       "      <td>4</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.10317</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.09308</td>\n",
       "      <td>4</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.08697</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.00550</td>\n",
       "      <td>5</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.00536</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.12816</td>\n",
       "      <td>5</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.11636</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.14603</td>\n",
       "      <td>5</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.13261</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.11117</td>\n",
       "      <td>5</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.10169</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.00259</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.00255</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1.15754</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.13912</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1.18786</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.16505</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1.13367</td>\n",
       "      <td>6</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.11939</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1.00155</td>\n",
       "      <td>7</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.00153</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1.17819</td>\n",
       "      <td>7</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.15327</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1.23209</td>\n",
       "      <td>7</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.19682</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1.15013</td>\n",
       "      <td>7</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.13235</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1.00096</td>\n",
       "      <td>8</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.00096</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.20246</td>\n",
       "      <td>8</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.16915</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1.28431</td>\n",
       "      <td>8</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.23195</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1.16212</td>\n",
       "      <td>8</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.14064</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1.00037</td>\n",
       "      <td>9</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.00037</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1.22468</td>\n",
       "      <td>9</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.18405</td>\n",
       "      <td>Plurality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1.33859</td>\n",
       "      <td>9</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.26502</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1.17638</td>\n",
       "      <td>9</td>\n",
       "      <td>100000</td>\n",
       "      <td>(100, 101)</td>\n",
       "      <td>0.14985</td>\n",
       "      <td>Beat Path</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    avg_ws_size num_cands  num_profiles  num_voters  perc_mult_winners  \\\n",
       "0       1.03021         3        100000  (100, 101)            0.02756   \n",
       "1       1.07112         3        100000  (100, 101)            0.07112   \n",
       "2       1.07476         3        100000  (100, 101)            0.07296   \n",
       "3       1.06958         3        100000  (100, 101)            0.06693   \n",
       "4       1.01125         4        100000  (100, 101)            0.01070   \n",
       "5       1.10206         4        100000  (100, 101)            0.09541   \n",
       "6       1.10981         4        100000  (100, 101)            0.10317   \n",
       "7       1.09308         4        100000  (100, 101)            0.08697   \n",
       "8       1.00550         5        100000  (100, 101)            0.00536   \n",
       "9       1.12816         5        100000  (100, 101)            0.11636   \n",
       "10      1.14603         5        100000  (100, 101)            0.13261   \n",
       "11      1.11117         5        100000  (100, 101)            0.10169   \n",
       "12      1.00259         6        100000  (100, 101)            0.00255   \n",
       "13      1.15754         6        100000  (100, 101)            0.13912   \n",
       "14      1.18786         6        100000  (100, 101)            0.16505   \n",
       "15      1.13367         6        100000  (100, 101)            0.11939   \n",
       "16      1.00155         7        100000  (100, 101)            0.00153   \n",
       "17      1.17819         7        100000  (100, 101)            0.15327   \n",
       "18      1.23209         7        100000  (100, 101)            0.19682   \n",
       "19      1.15013         7        100000  (100, 101)            0.13235   \n",
       "20      1.00096         8        100000  (100, 101)            0.00096   \n",
       "21      1.20246         8        100000  (100, 101)            0.16915   \n",
       "22      1.28431         8        100000  (100, 101)            0.23195   \n",
       "23      1.16212         8        100000  (100, 101)            0.14064   \n",
       "24      1.00037         9        100000  (100, 101)            0.00037   \n",
       "25      1.22468         9        100000  (100, 101)            0.18405   \n",
       "26      1.33859         9        100000  (100, 101)            0.26502   \n",
       "27      1.17638         9        100000  (100, 101)            0.14985   \n",
       "\n",
       "                vm  \n",
       "0    Stable Voting  \n",
       "1        Plurality  \n",
       "2   Instant Runoff  \n",
       "3        Beat Path  \n",
       "4    Stable Voting  \n",
       "5        Plurality  \n",
       "6   Instant Runoff  \n",
       "7        Beat Path  \n",
       "8    Stable Voting  \n",
       "9        Plurality  \n",
       "10  Instant Runoff  \n",
       "11       Beat Path  \n",
       "12   Stable Voting  \n",
       "13       Plurality  \n",
       "14  Instant Runoff  \n",
       "15       Beat Path  \n",
       "16   Stable Voting  \n",
       "17       Plurality  \n",
       "18  Instant Runoff  \n",
       "19       Beat Path  \n",
       "20   Stable Voting  \n",
       "21       Plurality  \n",
       "22  Instant Runoff  \n",
       "23       Beat Path  \n",
       "24   Stable Voting  \n",
       "25       Plurality  \n",
       "26  Instant Runoff  \n",
       "27       Beat Path  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ncs = pd.read_csv(\"./data/multwinners_ncandidates.csv\")\n",
    "df_ncs[\"num_cands\"] = df_ncs[\"num_cands\"].astype(str)\n",
    "df_ncs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ad3823f",
   "metadata": {},
   "source": [
    "### Grayscale "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "85c17f63",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zw/wyk4bycs5sjb6lt2q2xgbf040000gn/T/ipykernel_91930/164476131.py:51: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  axs[0].set_xticklabels(axs[0].get_xticklabels(), fontsize=13)\n",
      "/var/folders/zw/wyk4bycs5sjb6lt2q2xgbf040000gn/T/ipykernel_91930/164476131.py:52: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  axs[0].set_yticklabels(axs[0].get_yticklabels(), fontsize=13)\n",
      "/var/folders/zw/wyk4bycs5sjb6lt2q2xgbf040000gn/T/ipykernel_91930/164476131.py:55: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  axs[1].set_xticklabels(axs[1].get_xticklabels(), fontsize=13)\n",
      "/var/folders/zw/wyk4bycs5sjb6lt2q2xgbf040000gn/T/ipykernel_91930/164476131.py:56: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  axs[1].set_yticklabels(axs[1].get_yticklabels(), fontsize=13)\n"
     ]
    },
    {
     "data": {
      "image/png": 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PP/7IxIkTqVq1KmfOnOGff/6hdOnSvPPOOwQHB2fZC61hw4asXr2azp07k5SUxK5duzh37hyNGzfm66+/5oMPPnik/hRCCCGEEPenU3JyboAQQgghhBBCCCGEEPmQrNwSQgghhBBCCCGEEAWWTG4JIYQQQgghhBBCiAJLJreEEEIIIYQQQgghRIElk1tCCCGEEEIIIYQQosCSyS0hhBBCCCGEEEIIUWDJ5JYQQgghhBBCCCGEKLBkcksIIYQQQgghhBBCFFgyuSWEEEIIIYQQQgghCiyZ3BJCCCGEEEIIIYQQBZZMboksjEYjN27cwGg0OrsU4SCSqTZJrtojmWqPZKo9kqn2SKbaI5kK4ZpkcksIIYQQQgghhBBCFFg6RVEUZxchhBBCCCGEEEIIIYQ9PJxdgMhf7pzr1Ol0TqxEOIpkqk2Sq/ZIptojmWqPZKo9kqn2SKZCuCY5LVFkkZ6ezrlz50hPT3d2KcJBJFNtkly1RzLVHslUeyRT7ZFMtUcyFcI1yWmJIguLxUJycjLFihXDw0MW9mmBZKpNkqv2SKbaI5lqj2SqPZKp9kimQrgmmdwSQgghhBBCCCGEEAWWnJYosrBarSQmJmK1Wp1dinAQyVSbJFftkUy1RzLVHslUeyRT7ZFMhXBNMrklsjCZTISFhWEymZxdinAQyVSbJFftkUy1RzLVHslUeyRT7ZFMhXBNclqiyEJRFGw2G25ubnJ1EY2QTLVJctUeyVR7JFPtkUy1RzLVHslUCNckk1tCCCGEEEIIIYQQosCS0xJFFiaTif/973988803cp66RsjSbG2SXLVHMtUeyVR7JFPtkUy1RzIVwjXJtVFFFqGhocycOROj0UjVqlXp2rWrs0sSj0hRFCwWC7JIU1skV+2RTLVHMtUeyVR7JFPtkUyFcE1yWqLIwmKxsGDBAnbt2sXatWuxWq18+OGHjBo1ikqVKjm7PCGEEEIIIYQQQogsZHJLPNA333zDqFGjqFChAnq9Hk9PT2eXJIQQQgghhBBCCKGSPbdEFgaDgXPnzmEwGABo06YNbdu25aOPPsLT05NTp07x22+/yTLfAuTuTIU2SK7aI5lqj2SqPZKp9kim2iOZCuGaZOWWyMJisZCYmIivry8eHhlbsimKgqIo6HQ6WrduzYEDB5g6dSqTJk1ycrUiJ7LLVBR8kqv2SKbaI5lqj2SqPZKp9kimQrgmmdwSOWY2m/nss8/49ttvOXnyJIGBgaxfv55WrVrh7+/v7PKEEEIIIYQQQgjhgmRyS2RhtVpJS0ujcOHCuLu7Z9sm8/arV69Sr149ChcuzOnTp6lYsWIeVytyIieZioJHctUeyVR7JFPtkUy1RzLVHslUCNcke26JLEwmEzdu3MBkMt23TeHChQFITU2lTp06NG/enAoVKmAymfj777/zqFKRUznJVBQ8kqv2SKbaI5lqj2SqPZKp9kimQrgmWbklslAUBYvFgoeHBzqd7j/bW61WEhISKFWqFHPmzGHs2LG88cYb/PDDD3lQrciJh81UFAySq/ZIptojmWqPZKo9kqn2SKZCuCZZuSWy0Ol0eHp65vgHgbu7O6VKlQIgMTERd3d3WrZsCcC1a9dISUnJtVpFzjxspqJgkFy1RzLVHslUeyRT7ZFMtUcyFcI1ycotkYXJZCI6OpqAgAC8vLwe+v6XL1+mevXqADRv3pxbt24RHBzMU0895ehSRQ49aqYif5JctUcy1R7JVHskU+2RTLVHMhXCNcnKLZGFoiikp6dj75xnzZo1cXNz4+bNm8TFxZGcnEy1atUAuHXrliNLFTn0qJmK/Ely1R7JVHskU+2RTLVHMtUeyVQI1yQrt0SuSU9P5/Tp0zRv3pwLFy7QsGFDBg4cyIIFC/D09HR2eUIIIYQQQgghhNAAWbklco2Pjw/NmzcH4I8//sBkMhETE4OnpydGo1GuYCKEEEIIIYQQQohHJpNbIguDwcCFCxcwGAwOfdwxY8Zw4MAB5s6dC8Ds2bNp0KABu3btcuhxxL1yK1PhXJKr9kim2iOZao9kqj2SqfZIpkK4Jg9nFyDyF09PT/z9/XPltMHMTeXNZjM//vgj169fJyoqCkC9XK9wvNzMVDiP5Ko9kqn2SKbaI5lqj2SqPZKpEK5J9twSTpGYmMjy5ct5++23sVqttGzZkrZt2zJ58mSKFSvm7PKEEEIIIYQQQghRQLjE5FZYWBgzZ87kyJEjALRt25bx48fj5+f3wPsFBQXx77//3vP9zp07M2/evFyp1dmsVisGg4FChQrh7u6eJ8fctGkTPXr0oGTJkly5coVSpUqhKAo6nS5Pjq91zshU5D7JVXskU+2RTLVHMtUeyVR7JFMhXJPmzwOLj49n8ODBmEwmhg0bhtVqZcmSJVy6dIng4GC8vLyyvZ+iKOj1ejp06ECnTp2y3Fa+fPm8KN0pTCYTISEhVKtWjUKFCuXJMbt3786WLVtITEykVKlSnD59muHDhzN37lxatmyZJzVomTMyFblPctUeyVR7JFPtkUy1RzLVHslUCNdk98otk8nE1q1beeKJJ6hSpQoAf/31F7NnzyYiIoInnniCCRMmULduXYcW/LDmzp3LokWL2LRpE9WqVQPg4MGDDB06lKlTp9K/f/9s7xcWFkaHDh2YMWMGffr0ycuSncpms2E2m/H09MTNzTnXG+jWrRtbtmyhf//+/Prrr06pQUvyQ6bC8SRX7ZFMtUcy1R7JVHskU+2RTIVwTXa92xMSEujVqxcTJkzg+PHjAISEhPDee+9x48YNTCYTR48eZdCgQYSFhTm04Ie1ZcsWmjVrpk5sQcbG5lWqVGHLli33vd/Vq1cBstzPFbi5ueHt7e3UHwRLlizhjTfeYPbs2QDMmDGDzz//HKPR6LSaCrL8kKlwPMlVeyRT7ZFMtUcy1R7JVHskUyFck13v+CVLlnDt2jWeeOIJ6tSpA8Avv/yCxWKhZ8+eHDt2jI8//pjU1FQWLlzo0IIfRmJiImFhYdSrV++e2+rVq8e5c+fue98rV64A/ze5lZaWljtF5jMmk4lbt25hMpmcVkOZMmX44YcfqFixImFhYUyZMoUJEyawY8cOp9VUkOWHTIXjSa7aI5lqj2SqPZKp9kim2iOZCuGa7Jrc2r17N/7+/ixfvlydONq5cyc6nY4333yTokWL8vLLL1O7dm0OHDjg0IIfRlRUFJAxWXK3gIAAkpOTSU5Ozva+V65coUiRIsyYMYNGjRrRqFEjOnTo8MDVXlpgs9lITU3FZrM5uxQgY3+zRYsWMXDgQLp27YrZbGb48OGcP3/e2aUVGPktU+EYkqv2SKbaI5lqj2SqPZKp9kimQrgmuya3bt68ScOGDdXN2G/cuEFYWBhly5ZV998CqFSpEtHR0Y6p1A6pqakA2W4k6O3tDdx/RdbVq1dJTU0lOTmZWbNm8dlnn1GkSBHGjBnD+vXr7a7JbDaTnp6ufp2enq7+VcFms2EwGLBarQBYLBYMBoPa1mg0qm0VRXnktpnbrRmNRvWUP29vbwIDA/HwyLjWQObVRjLbmkymLKcHGgwGLBaL3W0zf+iYTKZ7+sVsNuPm5sbLL7/MwoULURSF7777joULF9KhQwf1+WW2za4Pndnfmc/17v7OzT68s21mv/j4+FC1alUURVHbZtcvd/fhw7S9X3/f2S9a7O/79cvdbR+1v7PrQx8fH6pUqcKd2ybmxRhxd387e4zIaR8WhDHC29ubGjVq4ObmlqdjRHZtZYxwTH8D1KhRAx8fnzwfI3KjD2WMyFCpUiV8fHw0+Zp1xTHi7s++rvI5wpF9mN/GiOw+++bHzxFCCMeya3LL29tbHWQA9u3bB0CLFi2ytIuPj7/v1QjzQk72ytfpdNl+v3///kyePJl58+bRsWNH+vbty6+//kqFChWYPXu2Okg9rLi4OEJCQtSvw8LCiImJATIGR71erw568fHxWdrevHlTnSy0WCzo9Xp1ci4xMZFr166pbW/duqWuXLPZbOj1elJSUgBITk5Gr9erbSMjI4mMjFS/1uv16oq2lJQU9Hq9OthHRUVx69Ytte21a9dITEwEMiYK9Xq9+tqIjo7m5s2batuQkBDi4+OBjB8+er1e/UERExOTZX+2kJAQ4uLigIwfEnq9HpPJRPfu3encuTMjR47Ey8uL48ePM2vWLG7fvg1k/ODS6/XqD7rs+jCzvzP7MLO/ExISuH79uto2PDxcfVyr1Yper1cnTJOSkrL0YUREhNqHmVfazOzvzD7MfD1GRkYSERGRpb+TkpKytM18fUVFRREeHv7A/s5se3d/X79+nYSEhCx9eL/+vnHjhtrfRqMxSx/GxcVx48YNtW12r9nMH+p39+Gdr9nMPrzfazY8PFx9zWa2zezD3Orv1NTULH14+/btLP19Zx9mvmYzX98xMTH3fX1n9mHmh5vY2FhCQ0PVtqGhocTGxgL/95rN7EMZIx5tjMhpf8sYIWOEjBEyRjyov2WMkDFCxggZIx7U344YI4QQDqbYoX///kqLFi2UtLQ0RVEU5cUXX1Rq166tbN++XW1z7do1pV69esqAAQPsOYRDXLhwQalZs6ayYsWKe26bMWOGUrNmTSU1NfWhHnPevHlKzZo1lYsXL9pVk8lkUgwGg/q1wWBQjEajoiiKYrValbS0NMVisSiKoihms1ntY0VRlPT0dLWtzWZ75LY2m01tm56eriiKoqSlpSnnz59XUlJSFEVRFIvFkqWt0WhU22a2N5vNdre1Wq1q27v7xWQyZemXzLYmk0n9ukWLFgqgjB8/Pts+dGZ/Zz7Xu/s7N/vwzraZfWgwGJTz588r8fHxWfrwYfr7v9rer7/v7Bct9vf9+uXuto/a39n1YWauCQkJDuvDnIwRd/d3fh0j7H3NOnOMSEtLUy5cuKAkJSXl6RiRXVsZIxzT34mJicqFCxcUg8GQ52NEbvShjBGKkpiYqJw/f14xGAyafM264hhx92dfV/kc4cg+zG9jRHafffPj5wghhGPpFCUHy5vusmLFCqZPn06VKlUoUaIEJ0+eJCAggJ07d+Ll5cWCBQtYvnw58fHxfPLJJwwYMCAXpuX+W1JSEk2bNuXNN99k9OjRWW4bM2YM+/bt4+jRow/1mKtWreLTTz/ll19+oVGjRo4sN18wm83ExcXh5+eHp6ens8t5IKvVynfffcecOXM4fPgw5cqVY/Xq1bRq1YqKFSs6u7x8oyBlKnJOctUeyVR7JFPtkUy1RzLVHslUCNdk12mJAwcOpG/fvly/fp2TJ0/i6+vLnDlz1FMQf//9d+Li4njllVecNrEFULx4cQIDA7O9KuL58+d5/PHHs71fVFQUXbt25dtvv73ntsylpIGBgY4tNp/w9PSkTJkyBeIHgbu7O6NGjUKv11OuXDkuX77MkCFDqF27dpZl066uIGUqck5y1R7JVHskU+2RTLVHMtUeyVQI12TX5JZOp2P69Ons3r2b3377jT179tC8eXP19nfeeYf169czYcIEhxVqr06dOnHo0KEs530fPHiQ69ev8/zzz2d7nzJlypCUlERwcLB67jhknFv++++/07x5cwICAnK9dmew2WykpaUVqKuLZP7gstlstGzZknbt2lG1alWMRiMbN27M0d5rWlYQMxX/TXLVHslUeyRT7ZFMtUcy1R7JVAjXZNdpiQMHDqRSpUpMnz49N2pyqLi4OLp164a7uzuvvvoqRqORxYsXU7FiRX755Re8vLwICwvjxIkTNG7cmAoVKgDw119/MXLkSGrUqEG/fv1ITU1l1apVmM1mfv75Z6pVq+bkZ5Y7MjdfrFatWrZXmczvFEUhJSWFYsWKMXPmTMaPH8+LL77I6tWrnV2a0xT0TEX2JFftkUy1RzLVHslUeyRT7ZFMhXBNdq3cOnv2bJarWORnfn5+rFy5ktq1azNv3jx++uknOnTowOLFi9XTKI8ePcq4ceOy7L/VoUMHvvvuOwoVKsScOXNYunQpDRs21PTEFmRcCbN69ep4e3s7uxS76HQ6ihUrpv6/j48PXbp0AeDSpUvqlU5cSUHPVGRPctUeyVR7JFPtkUy1RzLVHslUCNdk18qtp59+mho1arBs2bJcKEkIx7l58yblypVDURSaNWvG9evXWbNmDc8++6yzSxNCCCGEEEIIIYQD2LVy66233uLIkSMsXbqU9PR0R9cknMhsNhMZGYnZbHZ2KQ4RGBiIm5sbUVFRWCwWbDabeiGBq1evOrm6vKG1TEUGyVV7JFPtkUy1RzLVHslUeyRTIVyThz13CgsLo2LFisyaNYsvvviCihUr4uvri5vbvXNlOp2OlStXPnKhIm9YrVaSkpIoUaKEpq4wUq5cOY4fP8758+cpXbo0Z8+epWHDhvTo0YOff/5Z08uWtZqpq5NctUcy1R7JVHskU+2RTLVHMhXCNdl1WmLt2rVzfgCdjgsXLjzsIYTIVQsWLODtt9+mR48e/P777xgMBmw2G0WKFHF2aUIIIYQQQgghhHgIdk1uHTly5KHaN2vW7GEPIUSuO3v2LMWKFaNSpUpMmTKFRYsWMX/+fHr06OHs0oQQQgghhBBCCJFDdp2WKJNV2pWenk5oaCgVK1bEx8fH2eXkqsy9tywWC8HBwYSHh6t7yKWnp2vm+btSpq5EctUeyVR7JFPtkUy1RzLVHslUCNdk14bydzKbzZw5c4bt27dz/PhxAG7duvXIhQnncHd3p3jx4ri7uzu7lDzj4eHBsWPHWLp0Kf369cNisdC8eXNef/114uLinF3eI3PFTF2B5Ko9kqn2SKbaI5lqj2SqPZKpEK7JrtMSIWO1y3fffceqVatITk4GoHv37syaNYuBAwdiMBiYO3cuFStWdGjBQuS27du306VLF0qVKsXly5fx8/PDZrNle8EEIYQQQgghhBBCOJddv61bLBaGDx/OggULMBgMPP7449w5R5aUlMS5c+d46aWXiImJcVixIvfZbDbS09Ox2WzOLsVpOnfuzP79+1m4cCF+fn6cOHGC+vXrs23bNmeXZhfJVJskV+2RTLVHMtUeyVR7JFPtkUyFcE12TW6tWrWKAwcO8PTTT7Nr1y6Cg4Oz3P7bb7/Rs2dPYmJi+PHHHx1SqMgbRqORq1evYjQanV2KUz399NP06dMHgKlTp3L+/HmWL1/u5KrsI5lqk+SqPZKp9kim2iOZao9kqj2SqRCuya7TEnv16kVkZCQ7d+6kSJEiANSuXZsePXowa9YsIGMvrvbt21O8eHE2b97s2KpFrrFarRiNRry9veU89f8vMTGR6dOnM2rUKAIDA/nkk08wGAxMmjSJYsWKObu8/ySZapPkqj2SqfZIptojmWqPZKo9kqkQrsmuqyWGhITQqlUrdWIrO56enjRo0IADBw7YXZzIe+7u7hQuXNjZZeQrvr6+6qRteHg4M2bMwGQy0apVK7p37+7k6v6bZKpNkqv2SKbaI5lqj2SqPZKp9kimQrgmu05L9PDwICkp6T/bJSQk4OFh1/yZcBKz2czt27cxm83OLiVfKleuHGvXrmX48OF069YNk8nESy+9xD///OPs0u5LMtUmyVV7JFPtkUy1RzLVHslUeyRTIVyTXZNbderU4d9//yUiIuK+bcLCwvj333+pXbu23cWJvGe1WomLi8NqtTq7lHxJp9PRrVs3FixYgE6n49tvv+Xnn3+mV69e+fa8fslUmyRX7ZFMtUcy1R7JVHskU+2RTIVwTXZNbr344osYDAZGjBjBxYsX77n90qVLvPPOO5hMJoKCgh65SJF3fHx8qF27Nj4+Ps4upUB46aWXGDJkCDNmzMDb25t//vmHmTNn5quJLslUmyRX7ZFMtUcy1R7JVHskU+2RTIVwTXZtKA8wefJkfvvtN3Q6HcWKFSM5OZkSJUrg7e1NVFQUiqLQtWtXvvjiC0fXLES+ZLPZaNGiBUePHmXs2LHqPl1CCCGEEEIIIYTIPXat3AL49NNP+eyzz6hcuTJJSUkoikJ8fDyRkZGULVuWCRMmMGfOHEfWKvJAeno6V69eJT093dmlFEhvv/02tWrVYsyYMQAsWbIk29WNeUky1SbJVXskU+2RTLVHMtUeyVR7JFMhXJPdK7fuFBMTw61bt7DZbAQEBFC+fHlH1CacwGQyERMTg7+/P15eXs4up0Cy2Wy4ublx4cIFGjRoAMC5c+eoWbOmU+qRTLVJctUeyVR7JFPtkUy1RzLVHslUCNfkkMktIcS9QkJCGDVqFAAbN24kPT2d4OBgXnrpJdzd3Z1cnRBCCCGEEEIIoQ2PNLml1+u5fPkyBoMBm81233ayqXzBYbPZsFgseHh44OZm91mr4g7p6en4+Pgwffp0Jk2aRI8ePdiwYUOeHV8y1SbJVXskU+2RTLVHMtUeyVR7JFMhXJOHPXdKT09nzJgx7N69O0ftZXKr4DAajej1eqpVq0ahQoWcXY4mZF6ppVSpUvj6+jJgwAAA/v33X0qWLElgYGCuHl8y1SbJVXskU+2RTLVHMtUeyVR7JFMhXJNdK7e+/vprvv/+ezw8PGjSpAmlS5fGw+P+82QzZsx4pCJF3rFarRgMBgoVKiSnzuWC2NhY/Pz8sNlsNGnShCtXrrBmzRqee+65XDumZKpNkqv2SKbaI5lqj2SqPZKp9kimQrgmuya3OnbsSFRUFL/++it16tTJjbqE0LTbt2/Tt29fzp49y5UrV/D39+f06dM0aNAAnU7n7PKEEEIIIYQQQogCw66TkCMjI2nZsqVMbGmQxWIhJiYGi8Xi7FI0rXTp0uzdu5ejR4/i7+/PmTNnaNy4MR06dHD4ZYslU22SXLVHMtUeyVR7JFPtkUy1RzIVwjXZNbnl7++P2Wx2dC0iHzCbzWzatIkzZ844uxTN0+l0VK9eHYBTp07h6emJn58fPj4+pKWlERcX55DjmM1mbt++Le9ZjZFctUcy1R7JVHskU+2RTLVHMhXCNdl1WuJnn31GcHAwf/zxB4899lhu1CWcxGg0UqtWLcLCwhg4cCCffPIJVapUcXZZLuH69et4enoSGBjI5MmT+e677/jmm2946aWXnF2aEEIIIYQQQgiRb9m1cmvUqFFUrFiR119/nb///pu4uDisVis2my3bf6LgSEpKonHjxthsNpYvX06tWrUYOXIkERERzi5N86pUqUJgYCBWq5Vt27YRFxeHt7c3kJGLEEIIIYQQQggh7mXXyq3evXuTlpZGaGjofx9Ap+P8+fN2FSfyntFoJDw8nIiICKZMmcKOHTsAKF68OGFhYRQvXtzJFboGi8XC+vXr6du3LxaLhYYNG1K3bl2++eabh14tmZlp+fLl1ckyUfBJrtojmWqPZKo9kqn2SKbaI5kK4Zo87LnThQsXctzWjrkz4UQ6nQ4vLy+aNm3Kn3/+yd9//83EiRNp0KCBOrG1f/9+nnjiCYoVK+bkarXLw8ODoKAgAA4cOMDFixe5ffs2Pj4+QMZeAp6enjl6rMxM5SqM2iK5ao9kqj2SqfZIptojmWqPZCqEa7Jr5ZZwLYqiYDQa8fHxISEhgSpVquDh4cGECRMYMWKEOuEics+///5LaGgoXbt25dixY/Tt25dZs2YxYMAAZ5cmhBBCCCGEEEI4lV17bgntUhQFi8WSZcWdTqdTJ7BCQ0MpXbo0MTExTJkyhbS0NGeV6lLq169P165dAZg9ezahoaFs3rwZ+O/VkdllKgo+yVV7JFPtkUy1RzLVHslUeyRTIVyTwya37reZvGwoX7Ckp6dz8eJF0tPTs729QYMGnDt3jiVLlvD555/j5+cHwIwZM1i5ciVWqzUvy3VJy5YtY9q0aXz++ecATJw4keHDhxMdHZ1t+//KVBRMkqv2SKbaI5lqj2SqPZKp9kimQrgmu09L3LFjBwsXLuTKlSsYjcb7H0A2lC9QrFYrqampFClSBHd39xzdJyQkhJo1a2I2m6lXrx7Tpk2jZ8+ecp57HoiKiqJixYqYTCY2bdpEt27d7mljT6Yi/5NctUcy1R7JVHskU+2RTLVHMhXCNdk1ubV7925GjBiR46WeFy9efOjCRMGRmprKvHnzmDVrFgkJCQA0bdqU6dOn06FDB5nkymX79u1j3bp1fPHFF5hMJvr168fbb79Np06dnF2aEEIIIYQQQgiR6+ya3HrppZc4ceIEQ4cO5ZVXXqF06dIyK64RFouFpKQkihcvjofHw11MMyEhgTlz5vDVV1+RmppKhQoVuHr1Kl5eXrlUrbjb3LlzGTNmDI899hjXrl2jUKFCj5SpyL8kV+2RTLVHMtUeyVR7JFPtkUyFcE127bl14cIF6tSpw4cffkjZsmVlYktDzGYzt27dwmw2P/R9S5QowbRp09Dr9bz77rtMmzZNndiaOXMmp0+fdnS54i5Dhw7lvffeY/bs2RQqVIiDBw8yYcIErly5YlemIv96lPeqyJ8kU+2RTLVHMtUeyVR7JFMhXJNdK7eaNWtG8+bN+eabb3KjJocLCwtj5syZHDlyBIC2bdsyfvx4dTP0nLh48SJBQUEMHz6cd955J7dK1aRjx47RtGlTAAYMGMDChQspXry4k6vSPpvNRrNmzTh+/DijR4/myy+/xGaz4eYmF0kVQgghhBBCCKEddv2Wm3nFvIJwZbz4+HgGDx7MqVOnGDZsGEOHDmXXrl0MHToUk8mUo8ewWCxMmDBBZv/t5OfnxwsvvADAlStXKFq0KIBcSTOX6XQ6Jk+eTOPGjRk/fjwAL7/8Mt27d5dVdEIIIYQQQgghNMOuya1Ro0Zx+/Zt5syZk+8nKJYtW0ZkZCQ//fQTb7zxBm+99Rbz5s3j4sWLrF+/PkeP8cMPP3DlypXcLTSfMBqNhISEPPAKmA+ratWq/Pzzz5w6dYrvv/8eNzc3FEXh2Wef5d133yUqKsphxxL/R6fT0aNHDw4cOEBaWhqRkZGsXbuWzZs3q5v8b968mRs3bji5UmGP3HivCueSTLVHMtUeyVR7JFPtkUyFcE127bB36tQpWrduzbJly9i0aRP16tWjePHi2V4VT6fTMXPmzEcu1F5btmyhWbNmVKtWTf3eU089RZUqVdiyZQv9+/d/4P0vXbrE999/z4gRI/j6669zu1yn0+l0uLm55coVDp944gn1//fv38+ePXvYs2cPixcv5r333uODDz6gZMmSDj+uq3Nzc8PNzQ0/Pz/OnDnDH3/8QYMGDUhLS2PgwIEkJSVx7NgxGjdu7OxSxUPIzfeqcA7JVHskU+2RTLVHMtUeyVQI12TXnlu1a9dGp9ORk7vqdDouXLhgV3GPKjExkWbNmjFs2DDGjh2b5bb333+fPXv2cOzYsfve32Kx0L9/fwICAvj4449p3749b7/9tuy55QCKorBz504++ugjjh49CmRsSD927FjGjx8v+0LlgZCQEIYNG0ZISAiXL19GURRatmzJs88+y4QJE/D19XV2iUIIIYQQQgghxH+ya+XWjBkzHF1Hrsg83a1MmTL33BYQEEBycjLJyckUK1Ys2/svWrSIGzduMH/+fCwWS67Wml8oioKiKOh0ulz9a4dOp6NDhw60b9+eDRs2MGnSJM6dO8eBAwdkYsvB7pdp5cqV+euvv0hJScHNzY1t27Zx9OhR9Ho9n3zyCYqisHXrVjp06IC3t7cTn4HITl69V0XekUy1RzLVHslUeyRT7ZFMhXBNds0i9O7d+6H+OUtqaioAhQoVuue2zF/W09LSsr3vlStX+O677/jwww957LHHHFaT2WwmPT1d/To9PV3d2N5ms2EwGNSN+i0WCwaDQW1rNBrVtoqiPHLbzJV3RqNRPSfdYDBw/vx5te+sVmuWtiaTKcv56waDQZ34s7dtr169OHr0KD/++KM6cZqcnEy7du1YsmQJJpMJg8Gg7u+WXR9mbvZ/dx86s78zn+vd/e3oPszsl7vbZvZLeno658+fJzExMds+LFq0KOnp6TzzzDP8/vvvfPbZZyiKwtGjR+nWrRvVqlUjKSnJrv6+s1+02N/3ex3e3TYnr9kHtc2uD+/M1VF9mJMx4u7+zu0xIif9nZM+LAhjROb4m5ycnKdjRHZtH/U1K2NERtukpCTOnz9Penp6no8RudGHMkaQJVMtvmZdcYy4+7Ovq3yOcGQf5rcxIrvPvvnxc4QQwrE0vUQmp6dN3s1qtTJ+/HiaNGnyn3tyPay4uDhCQkLUr8PCwoiJiQEyBke9Xq8OevHx8Vna3rx5k+joaCBjcNTr9erkXGJiIteuXVPb3rp1S125ZrPZ0Ov1pKSkABkTR3q9Xm0bGRlJZGQkAJ6engDqIJ2SkoJer1cH+6ioKG7duqXe99q1a+ov12lpaej1evUHUHR0NDdv3lTbhoSEEB8fD2T88NHr9eoPivj4eFq1akWDBg0AmDdvHn///TfDhg2jYcOGXLhwQf1BERsbS2hoqPq4oaGhxMbGAhk/uPR6vfqDLrs+zOzvzD7M7O+EhASuX7+utg0PD+f27dtAxmtCr9erH3ySkpKy9GFERITah4qiZOnvzD7MfD1GRkYSERGh3lev16uTR5ltM38IRkVFER4e/sD+zmx7d39fv36dhIQEPD09CQgI4ObNm2p/x8TEEBYWpra9ceMGycnJ9O7dm1deeQW9Xk9oaCjly5enefPmREREEBISQps2bfjuu+/uec1mvl7u7sM7X7OZfXi/12x4eLj6ms1sm9mHudXfqampWfrw9u3bWfo7sw/h/16zma/vmJiY+76+jUYjer3+oV6zmX2Y0zHC09MTX1/fLO/HvBgjMvswOTk5S3/n9hhx92s2JCSEuLg4IGO8etj+zo9jhIeHB4GBgcTFxeXpGHFnHz5ojMjs78zXd2YfxsXFZbkwRXavWVcdI27fvk1gYCCenp55PkaAcz5HZPahVseI27dvU6RIETw9PV3mc8SdfajFMcLDw0Ot+2H7uyB/jgDtjhGenp74+/s/8LNvfvgcIYRwrBztuTVu3Dh0Oh1jx47F39+fcePG5fwATtxQ/uLFi/Ts2ZOPP/6YgQMHZrnt888/Z+nSpZw8eZLChQtnuW3hwoXMmzeP1atXExgYCGQMyr179+a1115j2LBhlChRwq7T58xmM1arFR8fHyBjMHVzc8PLywubzYbRaMTLywt3d3csFgtms1ldeWY0GtHpdHh5eaEoCunp6Y/U1sfHB51Opw7O3t7ealtPT088PDywWq2YTCa1rclkQlEUdeVb5i/Z9rb19vbGzc0Nk8mEzWZT+yU+Pp7Fixczc+ZMevfuzbx58/D29iY0NJRy5cplaZueno67uzuenp739KEz+zvzud7d37nZh3e2vbNf7m6bXb/c3Yfe3t7YbDZiY2Px9fVl+vTpTJs2jWeffZZt27aRlpbGjRs3qFGjxn37+85+0WJ/3+91aG9/36+tjBEP7u+c9KGMEbkzRjxqf8sYIWOEjBH56zUrY4SMETJG5N0YIYRwrBxNbmVuIL9161aqVKlC7dq1c34AJ24on5SURNOmTXnzzTcZPXp0ltvGjBnDvn371M3M7zRo0CCOHDnywMfeuXOnOvGlJRaLhZSUFIoWLar+JcuZMk/P8ff3JzExkapVq1KrVi0+++wz2rZt6+zyCgRHZRoeHs7SpUtp0qQJzz33HN988w2jRo1i6NCh/Pjjjw6sWOREfnuvikcnmWqPZKo9kqn2SKbaI5kK4Zpy9G7P3AcpICAgy9f5XfHixQkMDOTcuXP33Hb+/Hkef/zxbO/34YcfZtljCDKWso4dO5aePXvSq1cvtS+0xmw2c/PmTapVq5YvfhgUK1ZM3fD/yJEjGAwGDh06RLt27ejYsSPTp0+nadOmTq4yf3NUpuXLl2fSpEnq1zdv3sTDw4PGjRsDsGHDBrZt28Zbb72lnl4qck9+e6+KRyeZao9kqj2SqfZIptojmQrhmnK0cqsgmzlzJsuXL2fjxo1Uq1YNgIMHDzJ06FCmTZtGv379cvQ4N2/epH379rz99tu88847uVmyU+X3q4vcunWL6dOns2jRIvUc+ldeeYWffvrJyZXlX7mZaWRkJEWKFKFYsWK0b9+eXbt2MXnyZKZMmcLNmzcpXrw4xYsXd+gxRYb8/l4VD08y1R7JVHskU+2RTLVHMhXCNdm1ofzQoUNZsWJFlk358qvXX38dX19fhgwZwtKlS1mwYAGjRo2iXr169OzZE8jYaHHDhg0F4vnkNp1Oh5ubW779QVCuXDm+++47Ll26xODBg3Fzc6Ny5crq7XdeOU5kyM1MH3vsMXVl3aRJkxgwYACvvvoqAGPHjqVcuXKsXLnS4ccV+f+9Kh6eZKo9kqn2SKbaI5lqj2QqhGuya3Lr0KFDfPbZZ3Tq1Ilu3brx5ZdfcuLEiRxdnTCv+fn5sXLlSmrXrs28efP46aef6NChA4sXL8bLywuAo0ePMm7cuGz333I1JpOJ0NBQ9Woh+VWVKlVYtmwZZ8+eZcyYMUDGlUwCAwN58803s1ypxtXlVabt2rXjl19+oVKlSlgsFvWy2nXr1gXgyy+/5Ntvv1WvGiQeTUF5r4qck0y1RzLVHslUeyRT7ZFMhXBNdp2WeOPGDfbs2cPevXs5evSoerWMEiVK0LZtW9q2bUurVq0oUqRIbtQscpHRaCQiIoKyZcuqVx4pKL7++mvee+89AKpXr86lS5fsuqKl1jgrU0VROHbsGE2bNsVgMFCuXDkSEhL4448/6NKlCxERETz22GPyVzU7FeT3qsieZKo9kqn2SKbaI5lqj2QqhGt65D23jEYjhw8fZu/evezdu5ewsDB0Oh0eHh40a9aMZ599lpdfftlR9QrxQPv27eOjjz5i0KBBvPHGGwD8+uuvdOnSBV9fXydX57rS0tJYsmQJf/zxB5s2bUKn01GtWjUKFSrE2rVrqVOnjrNLFEIIIYQQQghRQDl8Q/mQkBCWLl3K2rVrsVqtAFy4cMGRhxDigTI3kXRzc+PkyZM0btwYPz8/xo8fz8iRIylcuLCzS3R558+fp2nTpnh6enLr1i0KFy7MpEmTaN++PW3btpXVXEIIIYQQQgghcswh52zp9Xp+/vlnRo8ezcCBA/ntt9+wWCwoikLZsmUdcQiRRwwGA2fPnsVgMDi7FLtlbiIJkJKSQu3atYmLi2PcuHFUr16d+fPnu9Q5+Pkx07p163Lr1i02b95M4cKFOXnyJNOnT6dz587ExMQAkJSU5OQq87f8mKt4NJKp9kim2iOZao9kqj2SqRCuya6VW3q9nn/++YcjR45w7NgxYmNj1c3ky5QpQ/PmzdV/gYGBDi9a5B6LxUJSUhLFixfHw8PD2eU4hMViYdWqVfzvf//jxo0bAHTv3p2NGzc6ubK8URAy1ev1zJ49G6vVyqJFiwgNDaVWrVp0796dVatW4enp6ewS852CkKt4OJKp9kim2iOZao9kqj2SqRCuya7JrTv3xylfvjwNGzakWbNmNG/enEqVKjm0QCEcxWg0snjxYqZOncqiRYvo3r07iqKwc+dO2rdvL6fC5SMLFizgrbfeom3btuzevZvExES+++47hg4dKqtBhRBCCCGEEEJkYddpiXfuaeTv70/58uUpX748ZcqUcXR9Io9ZrVYSExPV/dK0xNvbm5EjR3Lt2jW6desGwLZt2+jYsSNNmzZl+/btTq4wdxTETN98801OnTrFrFmzAFi1ahUTJ07kueeeAzKeU0F6PrmhIOYqHkwy1R7JVHskU+2RTLVHMhXCNdk1uXXw4EG++OILevfuTXR0ND/88APDhg2jadOmvPjii3z11VccOnQIo9Ho6HpFLjOZTISFhWl6T6rChQurq7TCw8MpWrQox48fZ+7cuU6uLHcU1EyfeOIJmjZtCkDlypVp1aoVQ4cOBWDdunVUqVKFefPmObNEpyqouYr7k0y1RzLVHslUeyRT7ZFMhXBNDrlaYlhYGIcOHeLQoUMcPXqUmJgYdDodnp6eNGjQgJUrVzqiVpEHFEXBarXi7u7uMqfpRUdH8/nnn/Piiy/y5JNPYrFYGDFiBG+++SaNGzd2dnmPTEuZKoqCTqcjKCiItWvX8tFHHzF9+nROnz7N9evX6dq1q8vsz6WlXEUGyVR7JFPtkUy1RzLVHslUCNfkkMmtO8XFxfHLL7+wbNkykpKS0Ol0XLhwwZGHECJXLVmyhGHDhgHQr18/Pv30U2rXru3kqsSd0tPTWbduHU899RSVKlVi0KBBrFy5knfffZevvvoKm82mXjFTCCGEEEIIIYS2PfJvf0ajkf379zN79mz69OlDq1at+Oabb0hKSqJy5coMHjzYEXWKPCLLeKFNmza8/PLL6HQ6goODqVevHq+++qp6pcWCRouZ+vj48OKLL6oXsKhSpQoBAQG8/PLLAIwbN45OnTpx4MABZ5aZq7SYq6uTTLVHMtUeyVR7JFPtkUyFcE12XRv19OnTHDx4kEOHDnHq1CnMZjOKouDp6UmLFi1o06YN7dq1o2LFio6uV+QyRVHUPF1V9erVWblyJR9++CEff/wxGzZsYOnSpeh0OpYsWeLs8h6aK2T66aefMmnSJDw9PbFYLCxfvpzo6GjeffddAHbv3k1gYCA1atRwcqWO4wq5uhrJVHskU+2RTLVHMtUeyVQI12TXaYm1a9dGp9OhKAr+/v60adOGtm3b8vTTT1O4cOHcqFMIp/nnn3+YMmUK8+fPp3LlyiQnJzNnzhzeffdd/Pz8nF2eyMb169dZvXo148ePR6fTUbNmTfR6PZs2bVKvlCmEEEIIIYQQQhvsmtwKCgqibdu2tG3blscffzw36hIi35o6dSqTJ0+mePHiTJ48mffff9/ZJYkHiIuL45VXXuHgwYOEhYVRpEgRunXrRo0aNfjwww957LHHnF2iEEIIIYQQQohHYNeeW2vWrOHtt9+WiS0NMhgMnDt3DoPB4OxS8q2mTZvSoEEDkpKSiI+PV79vs9mcWNX9uXqmfn5+bN68mRs3blCkSBHOnTvHli1b+Pbbb9Ur6OzcuZO0tDQnV/pwXD1XLZJMtUcy1R7JVHskU+2RTIVwTQ6/WqIo2CwWC4mJifj6+uLhYdeWbC7BZrPx22+/0aVLF0qUKMHNmzd59tlnGTduHIMHD8bT09PZJaok06ysVivbt2/n3LlzjB07lvDwcCpVqkSxYsW4cuUK/v7+zi4xRyRX7ZFMtUcy1R7JVHskU+2RTIVwTTK5JYQDjBs3jtmzZwMZG9J/+umnDBgwADe3R74gqchl+/fvZ9CgQVSoUIG9e/eSnJxMjx49ePnllxkyZIh8KBJCCCGEEEKIfE4mt0QWVquVtLQ0ChcujLu7u7PLKTDS09P54YcfmD59OtHR0QDUr1+fOXPm0KlTJ6fWJpn+N5vNRnR0NGXKlGHhwoUMHz6c2rVrc/78eSwWC2fOnKFJkybOLjMLyVV7JFPtkUy1RzLVHslUeyRTIVyTLCsRWZhMJm7cuIHJZHJ2KQWKj48P7777LteuXWP69On4+vry77//cuXKFWeXJpnmgJubG2XKlAGgV69ezJo1iwkTJqDT6diyZQtPPvkkzz33nJOrzEpy1R7JVHskU+2RTLVHMtUeyVQI1yQrt0QWNpsNq9WKu7u7nFL3COLj4/n+++/54IMP8PLy4syZM4wZM4Zp06bRokWLPK1FMn00X3zxBRMnTuTdd99l5syZHD58mB9++IE333yT5s2bO60uyVV7JFPtkUy1RzLVHslUeyRTIVyTTG4JkQf69OnDunXrAHj//feZM2eOkysSDyM2NhabzUZAQABDhgzhp59+YujQofz444/ExMTg5uaGn5+fs8sUQgghhBBCCJf0SFPZer2eTz75hOeff55GjRoxfvx4AD799FNWrlyJzJsVPCaTifDwcFnG62Bz585l6NChuLm50bp1awAURSEsLCzXjy2ZPrpSpUoREBAAwPDhwxk8eDDDhw8HYPbs2ZQrV465c+fmaU2Sq/ZIptojmWqPZKo9kqn2SKZCuCa7J7fWrl1L7969+eWXX7h27RoGgwGbzQbA4cOHmT59OqNHj1a/JwoGRVFIT0+XiUkHq1SpEj/++COXL1+mR48eAOzYsYMqVarwxhtv5Ookl2TqWC1btmTZsmXqKYknT57EaDRStWpVAFasWMEXX3yhXlggt0iu2iOZao9kqj2SqfZIptojmQrhmuw6LfH48eMMGjSIokWLMmLECFq1akW3bt3o0aMHs2bNYseOHUybNo3bt28zY8YMevXqlQulC1GwjRs3jtmzZwPg7e3NiBEjmDBhgrpCSBQMiqJw7NgxGjVqhLu7O7Vr1+by5cssXLiQ119/ndu3b+Pv7y97PgghhBBCCCFELrHrt61Fixah0+lYvHgxQ4YMoXr16llu79ixI8uXL8fd3Z3ffvvNIYUKoTWzZs1i//79PPPMMxiNRubOnUvVqlVZsWKFs0sTD0Gn09G0aVM8PDywWq188MEHPPPMM7zwwgsA9O3bl5o1a3Lw4EEnVyqEEEIIIYQQ2uRhz51OnjxJ48aNadCgwX3bVKpUiaZNm3Lp0iW7ixN5Lz09neHDh5OcnEzp0qUpVaoU/v7+lCpVSv1XpUoVypQp4+xSNeHpp5/m77//ZseOHUycOJFjx45Rs2ZNACwWC0ajkSJFijzSMdLT07l+/TpVqlTBx8fHEWWL+/Dw8OD111/n9ddfByA6OpozZ86QmppK5cqVAZgzZw6PP/44HTt2xN3d3e5jSa7aI5lqj2SqPZKp9kim2iOZCuGa7JrcMhgM+Pr6/mc7b29vUlNT7TmEcBJ3d3eOHDnCxYsX79vmww8/5PPPPwdg48aNjB8/Psvk152TYf7+/vTo0QOdTgegXpZX/B+dTkenTp3o2LEjhw4dUvdyWrlyJePHj2fSpEm8/vrreHt72/X47u7u+Pv7S787QUBAALdu3eLgwYOUK1eOyMhIJkyYgMVi4ezZs9SrV4+UlBSKFi360I8tuWqPZKo9kqn2SKbaI5lqj2QqhGuya3KrfPnynDt37oETFWazmfPnz1OuXLlHKlDkLU9PT2bMmEFYWBixsbHqv5iYGPX/y5cvr7a/efMmFy5cuO/jFStWjKSkJPXrxx57DIvFct/JsB49eqgrAmNjY0lPT6dUqVIu8VcXnU7HU089pX69fPlyoqKieOedd9Dr9XZfjc/T01P28XKiIkWK0LFjRyBjf64RI0ag1+vVia2KFSvy9NNPs3z5ckqWLJnjx5VctUcy1R7JVHskU+2RTLVHMhXCNdk1udWpUycWLlzIl19+ydixY7Nt8+WXXxIdHa1eGU4UDFarlY4dO+Lj45Ojv3b07duXunXrqpNfd06CxcTE4OXlleWx4+LisNlsJCQkoNfr73m8ypUrq5NbX3/9NVOnTgWgcOHC6iRY5n/r1q3Lxx9/DGScwrdz584sE2VFixZVV4wVRNu2bePHH3/k888/Z9SoUQCkpKSwfft2evfuneMNyq1WK+np6TnOVOSesmXL8vXXX6tf7969m/j4eC5evEiJEiWwWCzMnj2bl156iUqVKj3wsSRX7ZFMtUcy1R7JVHskU+2RTIVwTXZdLTE5OZm+ffsSFhZGnTp1ePLJJ1m+fDkNGjTg6aefZt++fZw7d44yZcqwbt26h1qNIJzLYDCg1+upVq0ahQoVcuhjK4qS7STYnV+PGDGCxo0bAxmnP37xxRdYrdZsH69FixYcOnQIgMjISMqWLZvldi8vrywrxObNm6dOnO3YsYPw8PB79hMrWbJkvruq3Z0rJD/77DMmTpxIo0aNmD59Ol26dPnPCbzczFQ8uosXLxIREUG7du3YvHkz3bt3p3Tp0oSHh+Pu7o7FYsHT0/Oe+0mu2iOZao9kqj2SqfZIptojmQrhmuya3AKIiorigw8+4OjRo9neXqdOHebOnatuoiwKBpvNhtlsxtPTM19M8iiKQmJiYrYTYaVKlWLQoEEA3Lhxg549e6q3p6en3/NYJ06coFGjRkDGirPff//9njZubm6ULFmSAQMG8N1336mP/c0339yzl1jmf/38/LKdfMgNX3zxBVOmTCE5ORnI2JD+s88+45lnnrnvffJbpuL+9u3bx5QpU2jUqBGzZ8/mn3/+oWfPnrz11lv873//y9JWctUeyVR7JFPtkUy1RzLVHslUCNdk9+RWpjNnznD48GEiIiKwWq2ULl2apk2bqptiC+EMaWlp95wi+fzzz1O8eHEApk+fzr59+7JMlmVOGAEMGzaMRYsWAbBz5046dOjwwONFRETw2GOPAfD+++8TFRWV7ZUm/f39qVixIn5+fnY/t5iYGGbOnMm3336rTuItWrSIYcOG2f2YIn+x2Wy4ubnx7rvvMm/ePAYNGsTy5cu5ceMGhw8fplevXnZfYEAIIYQQQgghtOaRJ7eEtpjNZmJiYvD398+z1Uj5hclkIi4ujpiYGIoUKUKVKlWAjNPGFi9enO3m+nFxcSiKgtFoVPcXq1WrFpcvX77vcSZNmqTuJbZhwwb+97//3XciLCAggM6dO6v3VRRFPQ3x1q1bTJs2jeDgYC5duoSfnx9RUVHExsZSt25d9T6unGlBZzab2bRpE9WqVeOJJ57go48+YsaMGfTr149Vq1YRHR1NQECA5KoR8l7VHslUeyRT7ZFMtUcyFcI12bWhvNAuq9VKSkoKJUuWdLkfBl5eXjz22GPqCqxMtWvXZs6cOdnex2q1kpCQkGXj/ClTpnDz5s1sJ8NiY2MpU6aM2vbGjRucPn36vjWVLFmSuLg49euAgAD18saZk2Bdu3Zl1qxZ+Pv7c/LkSX755RcGDhzI6NGjCQwMpFChQi6baUHn6elJnz591K9Lly5N+fLlGTBgAFarle+//54DBw4wceJE2rdv78RKhSO48virVZKp9kim2iOZao9kKoRrytHKrbZt29p/AJ2O3bt3231/IbTs5s2bnD179r4TYYULF2bDhg1Axl+h7pxEy07Lli3VTfY7duzIjh070Ol0BAQE0Lp1azp27EjHjh2pWrVqrj83kTssFgs6nQ43Nzfq16/PuXPn+O677xgxYgRnz56lZMmSlC9f3tllCiGEEEIIIUSeydHkVu3ate0/gE7HhQsX7L6/ECKDoiiEh4dnOxGW+f+jR4/GZrPxzTffULRoUebPn5/tY1WtWpVXXnnlnk3KRcFy48YNFi9ezNixYylevDht27Zl//79rFixghdffNHZ5QkhhBBCCCFEnsjR5FZ4ePgjHURWERQc6enp3Lhxg0qVKuHj4+PscsQjMpvNdOvWjT///BOAwoULYzAYUBSF4cOHs2DBAgAuX77MsmXL6NixI0899ZRsVl4A3P1eNRgMdOnShQMHDhASEkJgYCDjx4+nTJkyDBkyhJIlSzq7ZPEfZPzVHslUeyRT7ZFMtUcyFcI15WjPrYI+ORUWFsbMmTM5cuQIkHGa5fjx4//zinWHDh1i3rx5XLx4kaJFi9KlSxfee+89ihQpkhdlO4W7uzslSpTA3d3d2aUIB/D09GTkyJFYrVb27t1LWlqaetud/79lyxZmzJjBjBkzKFSoEM888wwdOnSgY8eO1K9fXy6jnA/d/V4tVKgQe/bsISwsjMDAQCIjI/nyyy8xm820bduWkiVLEh4eXuDHcy2T8Vd7JFPtkUy1RzLVHslUCNf0yFdLPH78OIcPH+b27dt4eHjw2GOP0bp160c6ldGR4uPj6du3LyaTiVdeeQWr1cqSJUsoX748wcHB993D6NChQ7z66qvUq1eP3r17ExERwfLly6lXrx6rVq2SX/ZFgZOQkMDmzZtZs2YN27ZtIzg4mO7du2M0GqlXrx5eXl5ERUVl2cAeMjYxHzBgAPPmzXNS5cIeqamprFy5ksOHD7N06VLS0tIoX7481apVY+PGjZQrV87ZJQohhBBCCCGEQ9g9uXXhwgU++ugjLl68CGTsBwQZe2wBtGjRgqlTpxIYGOigUu0zd+5cFi1axKZNm6hWrRoABw8eZOjQoUydOpX+/ftne78+ffqQkJDA1q1b1eWsq1at4tNPP2XhwoW0adMmz55DXrLZbBiNRry9vWUCTyOyyzQ5ORlvb2+8vLzYunUrXbt2BTJW//z9998cOHCArVu3cuDAAQwGAy+++CKrV68GMjbBnzlzJh07dqRt27YUL17cac/NlT3se3XPnj106tSJwMBArly5gqIoTJkyhZdeeinf/DHC1cn4qz2SqfZIptojmWqPZCqEa7Lr3X7jxg2GDBnChQsXqF69OsOHD2fKlCl88sknvP7661SpUoVDhw4xdOjQe1aB5LUtW7bQrFkzdWIL4KmnnqJKlSps2bIl2/sYjUZKlixJ//79s5yn3axZMwAuXbqUu0U7kdFoRK/XYzQanV2KcJDsMi1WrJi6arFt27asXbuWF198kf79+9OsWTNGjx5NjRo18PX1pVevXrRp0waLxQLAn3/+ybfffkvPnj3x8/Pj6aef5pNPPmH//v2YzWanPEdX9LDv1TZt2hAeHs7PP/+Mm5sb27ZtY+rUqTz11FPqY2RmLJxDxl/tkUy1RzLVHslUeyRTIVyTXSu3xo4dy6ZNmxg+fDjvvfeeulork6IozJ49mx9//JGhQ4fy4YcfOqzgh5GYmEizZs0YNmwYY8eOzXLb+++/z549ezh27FiOH2/jxo2MHTuWL774gm7dujm63HxB/tKhPfZkqigKdevWVVdmAvj7+9O7d29at27NoUOH2LFjB1evXs1yv6JFi9KtWzd+/vlnhz4Hca9Hfa8ePXqUadOmUbNmTWbPns2JEyfo1q0bI0eOZOLEiblQsfgvMv5qj2SqPZKp9kim2iOZCuGa7Hq3Hz58mBo1ajB69Oh7JrYg49TEsWPHUqVKFfUqbc4QFRUFQJkyZe65LSAggOTkZJKTk//zccLDw/n999+ZPn06NWvWpGPHjg6vNb9wc3OjUKFC8oNAQ+zJVKfTcfr0abZu3cprr72Gn58fMTExLFq0CG9vb+bPn8/Fixf58ccfmT9/PgMGDKBUqVKkpKSQmJioPk5cXBxDhgxh5cqVREZG5sbTc1mP+l5t2rQpGzZsYNasWQAsX76ciIgIzp07B8CtW7f4888/sdlsDqtZPJiMv9ojmWqPZKo9kqn2SKZCuCa73vHJyclUrVr1gW10Oh21atUiNjbWrsIcITU1FcjYR+hu3t7eQNYrxmUnISGBZ599lgkTJmA0Gpk0aZJ6X3uYzWbS09PVr9PT0zGZTEDGXxkMBgNWqxXIOEXIYDCobY1Go9pWUZRHbpu5aM9oNKrLdk0mEzdv3lRrtFqtWdqaTKYsS3wNBoN6KpM9bTN/cTaZTPf0S+Ypbpn9ktk2uz68u23mc3Vmf2c+17v7Ozf78M62mf1iNpuJjIwkOTn5ofrQw8OD5557ju+//56QkBB27NjBW2+9xbPPPovZbGbfvn28+uqrjB8/Hh8fH6Kiovjnn3+yrPrZvn07P/30E4MGDaJs2bLUr1+f0aNH88cff5CYmFjg+/t+fXh325z094PaZveaNZvNREREZJmgt6cPdTqduv/W6tWrGTt2LBaLhXnz5tG5c2cGDx6cZYy4u79ljHDca9ZkMhEVFUVqamqejhHZtX3U12xO+/vOftHimJySkkJUVJT6vPNyjMiNPszJ5witjxEpKSncunULs9msydesK44Rd3/2dZXPEY7sw/w2Rtz5GSk/f44QQjiWXZNbtWvX5vTp0+obNzuKonDp0qUse13ltZyccZndyrO7b587dy4zZ86kWrVqDB06lO3bt9tdU1xcHCEhIerXYWFhxMTEABmDo16vVwe9+Pj4LG1v3rxJdHQ0kDE46vV6dXIuMTGRa9euqW1v3bqlrlyz2Wzo9XpSUlKAjMlJvV6vto2MjFRX1VitVhISEkhKSgIyPsTp9Xp1sI+KiuLWrVvqfa9du6au1ElLS0Ov16s/gKKjo7l586baNiQkhPj4eCDjh49er1d/UMTExBAWFpalbeZ+benp6ej1evX1FhsbS2hoqNo2NDRUnUQ1mUxZzrHPrg8z+zuzDzP7OyEhgevXr6ttw8PDuX37ttover1enTBNSkrK0ocRERFqHyqKkqW/M/sw8/UYGRlJRESEel+9Xn9Pf2f+EIyKiiI8PPyB/Z3Z9u7+vn79OgkJCVitVuLj47lx48Z9+/vGjRtqf9+9T0FcXBy3bt2iQ4cOzJ8/n/j4eGJiYoiOjqZcuXIkJSURGRmJu7s7VapUYf/+/fz222+kpKRQokQJRowYQePGjdHpdJw9e5avvvqK559/ntKlS/Pss8+qr63w8HD1NZvZ35l9mFv9nZqamqUPb9++naW/M/sQ/u81m/n6jomJue/rO7MPH+Y1m/nBKKdjRGaud+b4KGNEWFgYzz//PI0aNVJXtRYvXpwePXoQGRnJV199xeDBgzl58iR6vV6dVJMxwnFjROb4e/v27TwdI+7sQ3vHiBs3bqhts3vNZr6+7+7DO1+zmX14v9dsQRwjIiIi1HE4r8cIcM7niMw+1OoYcWemrvI54s4+1OIYkTn23v2a1frnCNDuGJGZ6YM+++aHzxFCCAdT7HDo0CGlXr16yqhRo5TU1NR7brfZbMrMmTOVOnXqKLt27bLnEA5x4cIFpWbNmsqKFSvuuW3GjBlKzZo1s63/fgwGg9K+fXulTZs2dtdkMpkUg8GQ5TGNRqOiKIpitVqVtLQ0xWKxKIqiKGazWUlLS1Pbpqenq21tNtsjt7XZbGrb9PT0LG3NZrOiKIpisViytDUajWpbRVEeua3ValXb3t0vJpMpS79kts2uD+9um/lcndnfmc/17v7OzT68s+2d/XJ325z0YU7ams1mZffu3cqBAwfUGipUqKAAio+Pj9KzZ09l2bJlSkJCghIVFaUsX75cee2115RKlSopgNKiRQv1cePj45W+ffsq8+fPVy5fvqykpqbm+/6+X784ur+dNUYkJSWp9dStW1cBlK+//lpJS0tTLl++rKSkpMgYIWPEI/X3nf2ixf7W+hghnyO095qVMULGCBkj8m6MEEI4ll0byi9dupRDhw6xb98+fH19adeuHZUqVcLNzY3bt2+zb98+QkNDKV26NM2bN89yX51Ox8yZMx0zM/cfkpKSaNq0KW+++SajR4/OctuYMWPYt28fR48efajHnDZtGitWrODQoUP4+fk5slwhCjyDwcCUKVNYs2ZNlr/YeXl5sXnzZnW/OkVRuHr1KgkJCTRt2hSAHTt20KlTJ/U+lStXpkOHDnTs2JH27dtTqlSpvH0yQqUoCv/88w+LFi3iyy+/xNfXl/bt23P8+HFWrlyp2QtsCCGEEEIIIQoGuya3ateure7T8tAH1Om4cOHCQ9/PXu3bt6dKlSosXrw4y/e7dOlC2bJlWbp06T330ev1vP7667z22mu8/PLLWW6bMGEC69at49ixYxQtWjRXa3eG9PR0wsLCqFChAj4+Ps4uRziAMzJVFIUzZ86wZs0agoOD0ev1REVF4efnx5EjR5g8eTJ9+/alV69eBAQEABlL91etWsWOHTs4dOiQuowcMsaNxo0bs2/fvmz30HNFznyvpqSk0LhxY65evcr169epVKkSM2fOpEqVKvTq1QsvL688rUcrZPzVHslUeyRT7ZFMtUcyFcI1edhzpxkzZji6jlzTqVMnli9fjl6vV/f/OnjwINevX+e1117L9j6VKlUiOTmZX375hX79+qm/qIWHh7N9+3aaNm2qyYktAHd3d4oWLYq7u7uzSxEO4oxMdTodTzzxBE888QSffvopoaGh6krH4OBgtm/fzvbt2/n555/ZtWsXAGXLlmXSpElMmjSJlJQU9u7dy44dO/jrr784e/YsRqNRndiyWq3069ePli1b0rFjRxo0aOByV8Rx5nu1aNGiXLx4kVOnTlGpUiWio6OZPHkyJpOJo0eP8uSTT5KamkqRIkXyvLaCTMZf7ZFMtUcy1R7JVHskUyFck10rtwqSuLg4unXrhru7O6+++ipGo5HFixdTsWJFfvnlF7y8vAgLC+PEiRM0btyYChUqALBhwwbGjRtHw4YN6dGjB/Hx8axatQqz2czq1aupWbOmk5+ZEAXT1atXCQ4OZs2aNbz66quMHDkSRVGoV68e/v7+9O3blz59+qjvRcjY+DU8PJwnn3wSgKNHj9KsWTP19oCAANq3b6+exlixYsU8f16uLDY2lq+//ppTp06xceNGDAYDlSpVomXLlixZsgR/f39nlyiEEEIIIYTQMM1PbkHGVTZmzJjBsWPH8PHxoU2bNowbN05dSfL7778zYcIEZsyYQZ8+fdT7bd26lcWLF3P58mUKFy5MixYtGD16NFWqVHHWU8l1NpsNs9mMp6eny62E0ar8nKmiKOh0OvR6PdWrV89yW/PmzQkKCuLVV1+9Z3+7yMhIfv31V3bs2MHff/+tXn0qU82aNTlw4ICmJ1Xyc65bt26la9euVKpUCb1ej06nY8GCBfTv31/TmTyq/JypsI9kqj2SqfZIptojmQrhmnI0uTVu3Dh0Oh1jx47F39+fcePG5fwAebiBvHh0mZcprlatmuxtpBEFJdOwsDB+//131qxZw4EDB9SJr1u3bvHYY49x69YtUlNTqVGjRpb7mUwm/vnnH/766y927NjBkSNHKFeuHDdu3FD3Buzduzf169enY8eOtGjRQhN7QuX3XC9evEhYWBgdO3Zk+/btdOnShTJlynDz5k08PDzUfMX/ye+ZiocnmWqPZKo9kqn2SKZCuKYcTW5lbiC/detWqlSpQu3atXN+gDzeQF48GqvVSnp6Oj4+PnKeukYUxEwjIiJYt24dV69e5csvvwRg8uTJTJ06lQYNGjBmzBgGDx6c7X0TExO5du0ajRo1AuDSpUtZxqwiRYrQtm1b9RTGunXrFshJloKU619//cX48eN5+umn+frrrzl9+jSDBw9m1KhRvPrqq84uL98oSJmKnJFMtUcy1R7JVHskUyFcU44mt9atWwdAx44dKVq0qPp1TvXu3du+6oQQ4v8bMWIEixYtwmKxMHv2bD744AMAvvnmG5555hkaNGiQ7SRVfHw869evVzenj46OznJ72bJlOXDggKZPN84vTCYTXl5ejBgxgu+//57+/fvz66+/cvv2baKjo6lXr56zSxRCCCGEEEIUQC6x55bIObPZTEJCAiVKlMDT09PZ5QgH0FKmcXFxbNy4kfbt21OhQoUse3VVr16dvn37EhQURJMmTbKd6LLZbJw5c0Y9hXHv3r34+PgQExOj/mUvKCiIChUq0KFDB9q0aZNvr4xakHONi4vjp59+4qmnnqJ58+Z88sknTJkyhXfffZevvvrK2eU5TUHOVGRPMtUeyVR7JFPtkUyFcE127bA3YcIEgoOD/7PdDz/8wNChQ+05hHASq9VKTEwMVqvV2aUIB9FSpn5+fgwZMkS9kmJ6ejq9evXCx8eHq1evMnPmTJo2bUrVqlVJTk6+5/5ubm40bNiQDz74gO3btxMfH8/evXvVia2IiAjWrl3LV199Rbdu3fDz86NNmzZMnTqVw4cPY7FY8vT5PkhBztXPz4/Ro0fTvHlzAKKjo3F3d6dFixYArF69mokTJxIaGurMMvNcQc5UZE8y1R7JVHskU+2RTIVwTXat3KpduzY9evRg1qxZD2z35ptvcvDgQc6cOWN3gUII8V9SUlLYunUra9asYcuWLdSrV48jR44AGZPs586dIygoiKeffvqBey+kpqaydetWduzYwY4dOwgJCclyu6+vL3///TcNGzbMxWfjmsLDwwkICMDT05OGDRty5swZ5s6dy3vvvUd0dDR+fn6yb4YQQgghhBAiWzma3Jo2bRpJSUnq1xs3bqRChQrqhs3ZSU5OZs+ePQQEBLBnzx7HVCuEEP8hLS2N8PBw9aqKTZo04cSJEwB8/vnnfPjhh0DGKYr/dXlovV6v7tW1c+dODAYD8fHx6pV3XnzxRYoUKULHjh159tlnCQgIyMVn5hpsNhvr1q1jyZIlrFq1ipIlS9K5c2cuX77M0qVLadu2rbNLFEIIIYQQQuQzOZrcWrVqFVOnTv2/O+l05HTB1wcffMCwYcPsr1DkKaPRyM2bNwkMDMTb29vZ5QgHcOVMFUVhy5YtrFmzhg0bNnDw4EHq1KlDeHg4jRo1omfPnvTt25dnn30WLy+vBz6W1WrlypUr6pUXk5OT8fPzy3KqYqNGjdSrMLZq1SpXLz/tKrkmJCRQrVo14uPj0ev1VKlShYULF1KvXj2eeuqpAnmly/txlUxdiWSqPZKp9kim2iOZCuGacjS5ZbPZ2LhxI4qioCgKH330EY0aNaJ///7ZP6hOh5eXF5UrV6Zu3boOL1rkHpPJRHR0NAEBAf/5y74oGCTTDGazWd1UdP78+YwcOVK9rUSJEupEV7du3XI0YWIymdi1a5e6suvu06+9vb3Ztm1brq00cqVc09LS2LdvH507dyY2Npby5ctjNBo5ceIEjRo1wmq1auKURVfK1FVIptojmWqPZKo9kqkQrsmuPbcGDRpEq1atGD58eG7UJIQQucpisbB3717WrFnD77//TlRUFACPP/44//77L5BxSmLZsmUpXLhwjh4zKiqKnTt3qvt13bp1i+joaEqVKgXAK6+8gtFoVFd2Va5cOVeem9aFh4czefJkLl++zN69ezGZTNStW5fOnTszY8YMfH19nV2iEEIIIYQQIo/ZNbkltMtms6mrIP5rPyJRMEimD2a1Wjl48CBr1qyhevXqvPPOOwC0atWKkydP0rVrVyZOnMgTTzyR48dUFIWQkBCqVKkCZPwF0c/Pj9TUVLVN9erV1YmuZ599lhIlSjxU3a6ea+aeaWvXriUoKIjAwECuX7+Ou7s769ato2vXrgXuVARXz1SLJFPtkUy1RzLVHslUCNeUo8mtQ4cOPdJBWrZs+Uj3F3nHYDCg1+upVq1aru4XJPKOZPrw0tLSePzxx7l+/ToAx44do0mTJsTGxvLHH3/QvXv3h1ohZLVaOXz4MH/99Rc7duzg8OHDWS5PnTlJ06tXrxw/puSaQVEUdu/eTXx8PH379mXnzp106NCB6tWrc+nSpQL1oVYy1R7JVHskU+2RTLVHMhXCNeVocqt27dp2b9qr0+k4f/68XfcVec9qtZKWlkbhwoU1sYeNkEztpSgKx48fZ/v27Xz00UfodDoWL17M66+/jpeXFx07diQoKIgePXrg5+f3UI+dlJTE33//rU52Xbx4kRs3blCxYkUA3njjDW7evKmu7Hr88cfvGYMl1+ytWbOG9957j169evHtt99y7tw5xo0bx9tvv81zzz3n7PIeSDLVHslUeyRT7ZFMtUcyFcI15Whya9CgQY90kBUrVjzS/YUQIj9YuXIl06dP5+LFi+r3PDw8GDp0KAsXLrT7cW/dukW5cuWAjKX0jz32GNHR0ertZcqUUSe6OnToQPny5e1/Ei7AYrGQmpqKr68vb7/9Nt999x19+vRh7dq1xMfHYzabKV26tLPLFEIIIYQQQjiI7LklsrBYLCQmJuLr64uHh4ezyxEOIJk63vnz51m7di1r1qzhzJkzfPjhh3z++ecAfPjhh1SqVInevXtTtmzZh35sRVH4999/1asw7tmzB4PBkKXNokWLGDJkiOSaA1euXOGHH36gR48ePPPMM0ydOpWpU6cyefJkJk2a5OzyspD3qvZIptojmWqPZKo9kqkQrkkmt0QWBoOBa9euUbVqVTlHXSMk09x15coVChUqRGBgILGxsZQpUwar1YpOp+PkyZM88cQTKIpi96ndRqORgwcPqqcwHjt2jFOnTlGjRg2uXbvGihUrCA0NpVevXnTp0oXixYs7+BlqS1BQEGvXrmXlypW8/PLLrF+/nlu3bjFw4ECn9528V7VHMtUeyVR7JFPtkUyFcE12TW497AbzsqG8EMIVJCQksGTJEtasWUNoaChhYWG4ubmxevVq5s2bR1BQEH379lWvomiPuLg4SpQogZubG4qiULlyZUJDQwHw9PTk2WefpVevXvTo0UM91VFkdeLECerVq4eXlxdNmjTh5MmTzJkzh/fffx+DwSAfhIUQQgghhChg7JrcetgN5i9cuPCwhxBCiAItOTmZYsWKAdC7d2/Wr1+v3ta4cWP69u1L//79qV69ut3HUBSFw4cPs379ejZs2MClS5ey3N60aVNmzJhB+/bt7T6GllmtVubPn8/SpUvZsWMHpUqV4vnnnycxMZF58+bRpEkTZ5cohBBCCCGEyAG7Jrfut8G8zWYjKSmJ69evY7FYaN++PVWrVuX9999/5EJF3jAajYSHh1O+fHm8vb2dXY5wAMnU+SIiIli3bh1r167l77//xmazATBq1Ci+/vprAG7evElgYGCOHzO7XC9evMiGDRvYsGEDhw8fRlEU9u/fz9NPPw3An3/+SeHChWnZsqVcPSgbMTExlC9fHpPJxJUrV6hevTrBwcE0btyYatWq5frx5b2qPZKp9kim2iOZao9kKoRrypU9t5KTk/n44485dOgQa9eufahf2IRzmUwmoqKiKFOmDF5eXs4uRziAZJq/REdHs379etauXcukSZNo1aoVSUlJBAQEULVqVYKCghg3bpy66ut+/ivXyMhItm7dyuDBg9WJrEaNGnHq1CkCAgLo3r07PXv2pGPHjnIa3h0iIiLYuXMnAwcOJD4+nvLly2MwGDh79iz16tXL1WPLe1V7JFPtkUy1RzLVHslUCNeUaxvKm0wm2rVrR4sWLfjiiy9y4xBCCKEJf//9N507d8ZkMuHn50dkZCSenp78+++/GI1GmjRpYveG9JnMZjOvvvoqmzdvJiEhQf1+4cKF6dSpk7pPV8mSJR/x2WjH1atXefvtt4mMjOTkyZOYzWZatWpFz549GT16NIULF3Z2iUIIIYQQQghy+WqJ77zzDseOHXvoDeiF8yiKgtVqxd3d/ZF/mRb5g2RaMCQmJrJ582YSExMZMWIEAC+99BI///wzlSpVom/fvgQFBdG8eXN1M3l7cjWbzezbt0/dpytzM3qATZs20a1bNwDZWP0OmX3x66+/8sILL1CuXDlu3LiBu7s7hw4domXLlg55b8l7VXskU+2RTLVHMtUeyVQI15Srk1svvvgiFy5c4NSpU7l1COFgBoMBvV5PtWrV5BdbjZBMC65hw4bx888/k5aWpn6vfPnyzJkzh549ez5yroqicOrUKTZs2MD27dvZtWuX+ljt2rUjNjaWXr160bNnTxo3buzyHxDT09MJDg7GarUyZMgQ/v77b9q1a0ezZs04fPjwI/ePvFe1RzLVHslUeyRT7ZFMhXBNuTK5ZbVa+eWXX5g6dSr169cnODjY0YcQucRqtZKSkkLRokVlw2mNkEwLtrS0NLZv387atWvZuHEjycnJbN++nfbt2xMdHc20adPo06cPzzzzDB4eHg45ZkpKCv7+/hiNRvV7gYGB9OzZk549e9KmTRvZwwJYvHgx7733HgMHDmTBggVcvHiRL7/8khEjRtCwYcOHfjx5r2qPZKo9kqn2SKbaI5kK4Zrsmtxq27btfW+zWq0kJSVhMpkAmDlzJj169LC7QCGEEBmMRiM7duygc+fOeHp6sn79enr37g1AtWrVuHz5Mm5ubg45VlxcHFu2bGHDhg1s27aN1NRU9TZfX182bdpE69atHXKsgiwxMZH09HTKlCnDu+++y7x58+jZsyfr168nJSUFDw8PfHx8nF2mEEIIIYQQmmbXb0GRkZH3/RcdHY3RaKRMmTJMnDhRJrYKGIvFQlxcHBaLxdmlCAeRTLXD29ubbt264enpicVioUSJEgwdOhQ/Pz+aNWumTmyNGzeO119/nT///BOz2WzXsfz8/Bg0aBBr1qwhOjqaTZs2MWzYMEqXLk1KSkqWKwdOnz6dBQsWcOvWLYc8z4LE19eXMmXKANC/f38GDBjA22+/DcC8efMoX74833//fY4eS96r2iOZao9kqj2SqfZIpkK4JrtWboWHh9/3Njc3NwoXLoyvr+8jFSacQ85R1x7JVJvuzNXDw4OEhAQCAgIwm8089thjxMXFARmTVL169SIoKIj27ds/8umEVquV8+fPU79+fbUOf39/dV+wZs2a0bNnT3r16kWdOnVcep+uZ555hn379rFs2TIGDx7Mjh07SEtLo2vXrtmeQirvVe2RTLVHMtUeyVR7JFMhXFOubigvhBAib1mtVvbs2UNwcDC///47t2/fVm9bv349PXv2xGKxYLVa8fb2fuTjJSUlMX/+fDZs2MDhw4ez3Fa9enV69erFu+++S2Bg4CMfq6CxWq1s3bqVDh06UKhQIZo1a8bRo0f56quvePfdd7HZbA47jVQIIYQQQghX9siTW7GxsVk2Hc5OuXLlHuUQQggh7GC1Wtm3bx/BwcH8+eefnDlzhkKFCrF9+3b69+9Pjx49eOmll3juuecccryIiAg2bdrEhg0b+Ouvv9S9F0NCQqhUqRIAp0+fpmbNmi73l1Sz2czHH3/MypUrOXnyJAEBAfTt2xd3d3c+/fRTateu7ewShRBCCCGEKLDsmtyyWCx88cUXrFmzhpSUlAcfQKfj/Pnzdhco8pbRaCQiIoKyZcs6ZFWHcD7JVJseNldFUdRTBEePHs1XX30FQK9evVi3bh0AZ86coUaNGg6ZeMq8quOJEyf47LPPgIzJtrJly5Kamkrnzp3p2bMn3bp1o1SpUo98vILCarXi7u5OREQEgYGB2Gw2Ll68SK1atfjjjz/w9/enQYMG8l7VCBl/tUcy1R7JVHskUyFck13XjV+4cCFLly4FoFChQhQrVsyl91XREp1Oh5ubm+SpIZKpNj1srne2++KLL+jbty9r1qzh2WefBcBms9GlSxeSk5Pp1q0bQUFBPPfccxQuXNiu+ooVK0ZQUBBBQUHq98LCwihUqBDR0dGsW7eOdevW4ebmRuvWrenZsyc9e/akatWqdh2voMi8JHnZsmU5efIkO3fupFatWiQmJhIUFERaWhpXrlyhevXqHDhwgLp161KyZEknVy3sJeOv9kim2iOZao9kKoRrsmvlVufOnYmIiGD+/Pm0atUqN+oSQgiRh27cuEHr1q0JCwtTv1e4cGG6du3KnDlzqFixokOOoygKp06dYsOGDaxfv57Tp09nuf3cuXPUrVvXIccqSP7991+GDh1KXFwcer0es9mMn58faWlpXLx4kZo1a3Lq1Clq1KhBkSJFnF2uEEIIIYQQ+Ypdk1sNGzakRYsWLFiwIDdqEk6kKIp6+pL8tUMbJFNtyo1cFUXh6NGjBAcHs2bNGkJCQvD29iY6OppixYpx9uxZzp49S7du3ShatKhDjhkSEsKGDRvYsGEDoaGhXLlyBZ1Oh6IotG/fnrp169KzZ0/atGnzyFd6zO8URcFgMFCoUCFCQkJ4/vnniY2NJTIyEoDSpUuTmJjIiRMnqF+/PpcuXaJy5cpyykU+JuOv9kim2iOZao9kKoRrsmtyq0ePHhQvXpyVK1fmRk3CieTSudojmWpTbueqKArHjx/n3LlzDB48GIBRo0bxzTff4OPjw8SJE5k0aZJDj2kymdQJrPPnz1OvXj31Nl9fX55//nl69epFly5dKF68uEOPnR9kl2liYiK+vr6Eh4fz9NNPExsbS1xcHB4eHlSqVIno6Gj27dvHk08+SWhoKOXKlcPDw64dB0QukPFXeyRT7ZFMtUcyFcI12XUN8kGDBnHixAmOHTvm6HqEk3l6ehIYGIinp6ezSxEOIplqU27nqtPpePLJJ9WJLYBKlSpRvXp10tPTeeyxx4CMSbDXX3+dlStXkpiY+EjHvHNlVtWqVdm0aRPDhg1TVyz9/PPPDBgwgICAAJ577jl1RZNWZJepr68vAOXLlyckJAS9Xo+npycxMTGYTCasVqt6Gmfnzp3x8/Pj0KFDAERFRWGz2fL+iQiVjL/aI5lqj2SqPZKpEK7JrpVbkLEh8dKlS3n++eepVauW+gE8O3duKCyEEKLgUhSFM2fOUKlSJUqUKMHx48d58skngYzJqU6dOhEUFESPHj0cthG61Wrln3/+Yf369WzYsIHLly/j5+dHVFSUukppyZIltGzZkjp16rjMKQiKonDjxg0qV65MYmIiVapUISEhgdjYWEqWLEnTpk25fv06a9eupU2bNiQkJODr6+sy/SOEEEIIIVyHXZNbcXFxvP7665w7dy5HH5IvXLhgV3Ei71ksFlJSUihatKic2qIRkqk25Zdcb968yaJFiwgODs4y1hcqVIjbt29TtGhRdd8LR7l48SJXrlyhe/fuAISHhxMYGAhAjRo11CsvtmzZUr06YUHwqJlarVYuXbpE3bp1MRgMPPbYYyQlJREeHk65cuVo27YtV65cYfny5bRv317d30vknvzyPhWOI5lqj2SqPZKpEK7JrsmtcePGsXHjRgoVKkTTpk3x8/N74C8uM2bMeKQiH1VYWBgzZ87kyJEjALRt25bx48fj5+f3wPvt27eP77//nnPnzuHm5sYTTzzBe++9R8OGDfOgaueQc9S1RzLVpvyY67lz51izZg3BwcGUK1eOP//8E4CPP/6YI0eO0K9fP3r37k2pUqUcetzz588zduxY/vrrL0wmk/r9gIAAunfvTs+ePenSpUu+35De0ZmazWZOnz7Nk08+idlsxt/fn6SkJC5fvkyNGjXo1q0bFy9eZP78+XTq1AmLxSK/BDhYfnyfikcjmWqPZKo9kqkQrsmuya2WLVui0+lYt24dZcqUyY26HCY+Pp6+fftiMpl45ZVXsFqtLFmyhPLlyxMcHHzfX3aOHDnCK6+8Qo0aNejbty8Wi4XVq1dz+/ZtVq9eTYMGDfL4meQNubqI9kim2pTfc838i6miKNSoUQO9Xg/A119/zahRowCIjY116ERXcnIy27dvZ/369WzZsoWEhAQAfHx8iImJoUiRIllqy29yO1ODwcA///xDmzZtUBQFf39/4uPjOXHiBI0aNeKFF17g7NmzzJ49m+eee87hK+5cUX5/n4qHJ5lqj2SqPZKpEK7JrsmtRo0a8fTTT/Ptt9/mRk0ONXfuXBYtWsSmTZuoVq0aAAcPHmTo0KFMnTqV/v37Z3u/Xr16kZiYyNatW9UZ/5iYGJ5//nnq1avH0qVL8+w5CCFEQXb58mXWrl3LmjVr2LhxI+XLl+f8+fPUr1+ftm3bEhQURJ8+fRz6xxKz2czevXvZsGEDRqORH374Aci4+mDZsmVp1qyZevpi1apVHXbcgiQpKYn9+/fTpUsXdDodZcuWJSoqin379tGqVSveeOMNTpw4wZQpU+jatatMdgkhhBBCiHzLrqsl1qpVi1u3bjm6llyxZcsWmjVrpk5sATz11FNUqVKFLVu2ZHufxMRELl68SJcuXbIsZfX396dp06acPHky1+t2FpPJRGhoaJZTe0TBJplqU0HKtWbNmkyYMIHjx49Tvnx5APbu3YvNZmPXrl2MGDGCcuXK0a5dO77//nvsvM5JFp6enrRv35558+apE1sA+/fvx2AwsGfPHsaMGUO1atVo0KABkydP5sSJEw45tr3yOtPixYvz/PPP4+bmhk6n4+zZswQHB9OsWTMAduzYwfHjx9V9yz744ANat27N5s2b86Q+LShI71ORM5Kp9kim2iOZCuGa7JrcGj58OOfPn2f16tWOrsehEhMTCQsLo169evfcVq9ePc6dO5ft/YoWLcq2bdsYMmTIPbfFx8cXqA2KH5aiKNhsNqf+giccSzLVpoKe65tvvsm1a9eYNWsWzZo1w2az8ffff7Nq1Sp1ddCRI0cIDw936HG7du3KtWvX+Oqrr2jbti3u7u78+++/TJ06lSZNmlClShXS09Mdesyccnam/v7+BAUFqafrHzhwgJUrV9KqVSsAtm/fzv79+9X+mTp1Kh07dpTJrgdwdqbC8SRT7ZFMtUcyFcI12XVa4p49e/j555/Zs2cPNWrUoGHDhvj6+ma7Ea1Op1P3V8lrly9fpnv37kycOJFXXnkly22ff/45S5cu5dixYxQrVixHj3fx4kV69epFq1atWLx4cW6ULIQQLunGjRusXbuWihUrEhQUBED9+vU5e/YsTz31FF999RVNmzZ1+HFjY2PZunUr69evZ9u2bTRu3Jh9+/YBYDQaefPNN3nuuefo0qULxYsXd/jxC5Jr166xa9cu+vTpg5+fHy1atOCff/5h2bJlDB48mK+//pq//vqL4cOH061bN2eXK4QQQgghXIjdK7f27NmDoihcvnyZ3377jUWLFvH999+r/xYsWKD+v7OkpqYCZHuVDG9vbwDS0tJy/FgffvghAG+88YbdNZnN5iyrAtLT09UlszabDYPBgNVqBTIuY2swGNS2RqNRbasoyiO3zZzXNBqNGI3GLG0tFguQcWn5O9uaTCa1LfDIbW02m9r27n4xm81Z+iWzbXZ9eHfbzOfqzP7OfK5393du9uGdbe/sl7vb5qQPHdHfd/aLFvv7fv3i6P52hTGiUqVKvPXWW/Tq1QuAhIQEddP3gwcPUrRoUdLT0wkNDeWLL77g0qVLDnnNFi9enH79+rF27VpiYmJYtGiR2i+7du1i2bJlDBgwgICAALp06cK8efPU0/IL4mv2UcaIChUqMGzYMEqUKIHBYGDJkiV8++23tGvXjvT0dDZt2sTmzZvR6/WYzWaWLl1KUFAQv//+u4wRdvS3jBHyOaKgjRHyOULGCBkjHq6/hRCOZdfk1siRIxk5ciRvv/32ff9l3j5y5EhH15xjOVmUlpPNcQ0GA2+99RYXL17kjTfeUPcjsUdcXBwhISHq12FhYcTExAAZg6Ner1cHvfj4+Cxtb968SXR0NJAxOOr1enVyLjExkWvXrqltb926RVRUFJAxsOr1elJSUoCMK4plXrkMIDIyksjISPW56vV6YmNjgYyriun1enWwj4qKyrLf2rVr10hMTAQyJgr1er36QyU6OpqbN2+qbUNCQoiPj89ynMwfFDExMYSFhWVpGxcXB2T8kNDr9eoPitjYWEJDQ9W2oaGhar0mkwm9Xq/+oMuuDzP7O7MPM/s7ISGB69evq23Dw8O5ffs2kPEDUq/XqxOmSUlJWfowIiJC7UNFUbL0d2YfZr4eIyMjiYiIUO+r1+tJSkrK0jbzh2BUVFSW07Ky6+/Mtnf39/Xr10lISMBgMHDhwoUH9veNGzfU/jYajVn6MC4ujhs3bqhts3vNZv5Qv7sP73zNZvbh/V6z4eHh6ms2s21mH+ZWf6empmbpw9u3b2fp78w+hP97zWa+vmNiYu77+s7sw4d5zWb2YU7HCIPBwMWLF+/b37k1RmT2YXJycpb+dvQY4eHhwaJFi9Dr9SxfvhxfX1/CwsL47bff+OCDD6hduzbNmjVj9uzZXLx40SFjRKFChfDw8FD7u2LFigwdOpTq1atjMpnYvn077777LuXLl6d58+ZMnDhRfW05YowwGAycPXuW8PDwPB0j4P/G2YcZI6pWrcrIkSPx9vbmxo0bzJkzh9mzZ1O/fn1iYmLYsGEDa9euVU9lDA4O5qWXXuKnn35SH1frY0RoaChnz57FYDDk+RgBzvkckdmHuT1GOOtzRGhoKJcvX1Z/iXaFzxF39qEWP0dkvpYy63eVzxGg3TEiJ59988PvGkIIB1M07MKFC0rNmjWVFStW3HPbjBkzlJo1ayqpqakPfIzExETlhRdeUGrWrKlMmDBBsdlsj1STyWRSDAaD+rXBYFCMRqOiKIpitVqVtLQ0xWKxKIqiKGazWUlLS1Pbpqenq21tNtsjt818Lunp6Up6erpaX0REhPq1xWLJ0tZoNKq3KYqipKWlKWaz2e62VqtVbXt3v5hMpiz9ktk2uz68u23mc3Vmf2c+17v7Ozf78M62mf1iNpuV6OhoJTk5+aH60BH9fWe/aLG/79cvd7d91P7Org/NZrNy+/ZtJTk52WF9mJMx4u7+zusxYu3atUqbNm0UnU6nAOq/l19+OVfHiAsXLijTp09XmjZtqh6zTp06aluLxaLs2rVL/dqe16zJZFJiY2OV1NTUPB0jsmvriDHin3/+UaZMmaIcP35csVgsyosvvqgAyoQJExRFUZQtW7Yor776qrJ58+Zss9HCGJGSkqLExsYqZrM5z8eI3OjDgjBG2NuHOR0jUlJSlKioKMVsNmvyNZuXY0RO+jsvPkfc/dnXVT5HOLIP89sYkd1n3/z4u4YQwrHs2nOroEhKSqJp06a8+eabjB49OsttY8aMYd++fRw9evS+94+NjeW1117jwoULDBgwgClTpshl0IUQIh+IjIxk/fr1BAcH8/fffzN9+nTGjx8PwJAhQ6hZsyb9+vWjRo0aDj92REQEmzZtwsfHR93P8ciRIzRv3pyAgAC6d+9Or1696NChQ7anxbuqAwcOsHXrVvr06UOTJk144403WLRoEWPGjOGLL75g7969rF27lp49e/Lss886u1whhBBCCFGAaHpyC6B9+/ZUqVLlng3gu3TpQtmyZVm6dGm290tJSWHgwIFcuHCBIUOGMGHChLwo1+msViupqakUKVJE01eFdCWSqTZJrv8nOjoad3d3/Pz8CAkJoUqVKuptFy9epFatWthsNtzc7DoTP0d+++033njjDfXUCYDChQvTuXNnevbsSbdu3ShVqtQDH8PVMt2zZw8bN26kV69etG7dmjFjxjB37lzeeOMNfvjhB44dO8Zvv/1G165dadOmjbPLtYurZeoKJFPtkUy1RzIVwjXl3if9fKJTp04cOnQoy3nfBw8e5Pr16zz//PP3vd+nn37KhQsXeOWVV1xmYgsyziMPDQ1VzzkXBZ9kqk2S6/8JCAjAz88PAD8/PxYvXkznzp15/PHHqVmzJgALFiygfv36TJkyhfPnzzu8hv79+xMdHc1ff/3F22+/TYUKFUhLS2PdunUMGTKEJk2a/Oc+kK6WaZs2bfjiiy9o3bo1AF27dmXEiBH06dMHgA0bNjB79mwWLlwIwPnz5/nf//7HoUOHnFbzw3K1TF2BZKo9kqn2SKZCuCbNr9yKi4ujW7duuLu78+qrr2I0Glm8eDEVK1bkl19+wcvLi7CwME6cOEHjxo2pUKECer2e559/nuLFizNhwoRsZ/x79uzphGeT+xRFwWq14u7uLqdgaoRkqk2S638zm814enoC0LFjR/766y/1tjp16tCvXz9efPFFateu7fBjK4rCqVOnWL9+PRs2bOCpp55i/vz5AFy5coWgoCB69uxJr169aNSoETqdTjK9y59//skvv/xC165d6du3LzNnzmT8+PH06tWLdevWce3aNX799Vc6duzIk08+6exysyWZao9kqj2SqfZIpkK4Js1PbkHGVTZmzJjBsWPH8PHxoU2bNowbN079S//vv//OhAkTmDFjBn369OHnn3/mk08+eeBjXrp0KQ8qF0II4Qjx8fFs3LiRNWvW8Oeff6p/zf3444/59NNPgYxJp+rVq+fKB2GLxYKHhwcAc+bMYezYseptFSpUoEePHvTs2ZPWrVvj4+Pj8ONrwfbt21m+fDmdOnVi8ODBfPvtt7zzzjt06NCBHTt2cOvWLX799Vfat29PgwYNnF2uEEIIIYTIQy4xuSVyzmQycfv2bUqXLo2Xl5ezyxEOIJlqk+Rqv8TERDZt2kRwcDDTpk2jfv36REZGUq5cOapVq0ZQUBCTJ0/Otc3g4+Li2LJlC+vXr2fbtm3qZdYBPDw8eO6559i4cSOQ8ddnm80me4Zk448//mDRokW0a9eOd955h2XLljF06FBatGjBoUOHiI2N5bfffqN9+/bq6al5Td6n2iOZao9kqj2SqRCuya49t9avX8/x48f/s93OnTuZN2+ePYcQTqIoCiaT6T/3hhEFh2SqTZKr/Xx9fRk4cCAbNmygfv36AJw8eRJvb2+uXr3K6tWr1dVTR48e5dixYw7tZz8/PwYNGsTatWuJiYlh06ZNvPbaa5QpUwaLxZLlg/jVq1fx9fWlTZs2fPDBB/z2229cv35dcgeee+45fv/9d9555x0ASpcuTZcuXejWrRsAu3btYsSIEfTt2xfIuFDMsmXLCA0NzbMa5X2qPZKp9kim2iOZCuGa7Fq5Vbt2bXr27MnMmTMf2G7UqFHs27ePkydP2l2gEEIIkReSk5PZsmULJpOJV155BcjY5Hzr1q1UrlyZoKAg+vXrR9OmTXPl1EVFUQgNDcVoNKorjVavXs3LL798T1t/f3+aNm1K06ZN+fDDDylcuLDD6ynotm7dyuzZs2natCmzZs3ijz/+4Pnnn6dy5cpcv34dk8nEunXraNeuHaVLl3Z2uUIIIYQQ4hHkaHJr/fr1WCwW9etJkybRsGFDgoKC7nuflJQUvvvuO3Q6HUeOHHFMtUIIIUQeURSFQYMGsW7duiynDlasWJFvv/2W7t2753oNVquVixcvcvToUY4ePcqRI0c4ffo0ZrMZgGLFipGQkICbW8ZC7JEjR1KpUiWaNWtGkyZNKFasWK7XWFBs27aNKVOm8MQTT7BgwQL27dvHM888Q5kyZYiIiMBms7FlyxaeeeYZSpQo4exyhRBCCCHEQ8jR5Nb06dNZsWLFQ/+lWlEUevfuzYwZM+wuUOQtg8HA9evXqVKlSq7tNyPylmSqTZJr3klLS+OPP/5gzZo1bNq0idTUVA4fPkzz5s2Ji4tj6tSpBAUF0bJlS3WSyR45zdRoNHL69GmOHj1KcnIy48ePByA2NhZ/f3+1nU6no06dOuoKr2bNmvHEE0+4/P4jiqKg0+nYvn0748ePp06dOqxevZoTJ07QpEkTSpQoQUxMDG5ubuzcuZOWLVtSpEgRu44l71PtkUy1RzLVHslUCNeUo8mt5ORkPvvsM/XrdevWUbFiRZo0aXLf+3h7e1O5cmVefPFFvL29HVOtyHUWi4WEhARKlCihXtlLFGySqTZJrs5hMBjYuXMnXbt2RafTqZuYAzRu3DhH+1Hez6NmGhcXx+LFi9UVXtntLbV3715at24NwJEjRyhWrBi1atV6pEm5gi7zcvF//fUXb7/9NjVq1GDTpk1cvnyZWrVqUbRoUWJjY/Hy8uLQoUM0btw4x59r5H2qPZKp9kim2iOZCuGa7N5zq0ePHsyaNSs3ahJCCCEKhMOHDzN//nw2bNjAyy+/zPz584GM0wMB+vXrR+vWrZ1ytcOoqKgspzOeOHGCa9euqauQWrZsyeHDhylWrBhNmjShWbNm6gqvChUq5Mq+YgWB0WjE29ub3bt3M2TIEKpWrcru3bsJDw8nMDCQokWLEhUVReHChfn333+pU6eO/PIkhBBCCOFkdk1uCe2yWq0YDAYKFSokl57XCMlUmyTX/MVoNJKSkkKpUqVITU0lICAAg8EAZFzFr0+fPgQFBdGmTZv7ToTkdqaZp+Nl/n/nzp05cOBAlv3EMpUuXZqZM2cyZMgQAGw2m0uu7lIUhZSUFIoVK8a+ffvo168fFStW5MiRI8TFxeHv70+xYsUIDQ3F19eXq1evUrVqVbWv5H2qPZKp9kim2iOZCuGaHvmTalxcHDdv3iQsLOy+/0TBYTKZCAkJwWQyObsU4SCSqTZJrvmLt7c3pUqVAsDLy4u1a9fy6quvUrJkSW7fvs2CBQvo0KEDBw4cAMBsNqubwmfK7UzvXIml0+n4888/SUxM5MyZMyxevJjhw4fTqFEjPDw8uH37NsWLF1fbT58+napVq/LCCy/wxRdfsHfvXlJSUnKlzvxEp9Opm/K3bt2aiIgItm7dCsDly5fx9fWlfPny+Pr6kpqaSt26dSlTpgy3b98GICQkRL0yo9AGGXu1RzLVHslUCNdk98qtZcuWsXjxYmJjYx98AJ2O8+fP21WcyHs2mw2LxYKHh4dL/pVeiyRTbZJcCwaz2cyuXbtYs2YNBw8e5MyZM7i7u/Prr78yYsQIevfuzcsvv0y7du3yTaYGg4FTp05Rp04d9aqB3bt3Z/PmzVnaubm5UbduXZo1a0bXrl3p06ePE6p1LqvVSkREBIGBgRw/fpw2bdpQqlQpQkJCsFgslCxZkrJly/LHH39QvXp1Z5crHCC/vE+F40im2iOZCuGa7Jrc+v333/noo4+AjL9QlyxZ8oFLPnft2mV/hUIIIYQG3Hla4JAhQ/jpp58AGDx4MMuWLeP/sXffcVXV/wPHX5ctIAiCiAM3OFDcmit37lGaM3dmWbYzK/NbaY7KStPqq2lpaVrubeo3R2ruLQ62bARkc4F7fn/4uOfHFVRA5uH9fDx4KOd87jmfe973c7j3fT8DYOfOnXh4eNCwYcNStaphfHw8Z8+e5dSpU+ocXqGhoer+KVOmsGLFCgCuXbvGDz/8oK7S6OnpWW4+XOj1eoKDg6lfvz5XrlyhVatWVK5cmeDgYMzNzZk6dSr9+vVjwIABWFpalnR1hRBCCCE0o0DJrWeffZbr16/z0Ucf8fzzz8sbNA3R6/XExMTg4uJSqj5YiYKTmGqTxLVsy8zM5OjRo/z5558899xzdO/enZSUFJydnUlPT8fS0pLGjRvj4+ODj48PI0eOpFq1aiVdbRNhYWHqhPUdO3akb9++ACxfvlydUB/AwcGB1q1bm0xYX6NGjZKqdrGKjY3l1KlTdO/enRMnTtC1a1cqVqxIeHg4dnZ2+Pv7U7du3ZKupsgHufdqj8RUeySmQpRPBUpu+fj40LhxY9avX18UdRIlKC0tjTt37lCjRg1sbGxKujqiEEhMtUniqj3BwcEMGzaMmzdvcu/ePZN958+fp3nz5ty8eZM33ngDHx8fWrVqxbBhw0qotg934sQJNmzYwOnTpzl37hxpaWkm+6tVq6b2+lIUhYMHD9KyZUucnZ1LorpFKns7jYqKYvny5ZibmzNv3jyuXr2Kt7c3nTt35tChQ7LiYhkh917tkZhqj8RUiPKpQMmt9u3b07JlS3XJcyGEEEIUDkVRCA4O5uLFi1y8eJFLly7x66+/Ym1tzbp16xgzZgwAjRs35urVqwD88MMPnDlzRu3p1axZM3W+rJKUkZHB1atX1R5ep06dokGDBvzxxx/A/QnX69SpA0D9+vXVnl1t2rShRYsW2NralmT1i9SqVauYOnUqAwYMYOvWrYSFhfHRRx8xadIkOnXqVNLVE0IIIYQoUwqU3JoxYwbnzp3jwIEDkg0XQgghiklAQAB79+7l4sWLuLu7M2fOHAD69++vruJnVKtWLV577TXefvttACIiIqhSpUqJz3+Vfe6xf//9l7Fjx3L79u0c5czNzfH29mb37t3qkMzsj9WCiIgIEhMTadCgAQsWLGDWrFl06tSJo0ePkpycTEJCAu7u7iVdTSGEEEKIUq9Aya2AgACGDx/O008/zZw5c0yWCxdlW1paGoGBgdSuXVsSlxohMdUmiav2PElM9+7dy/Hjx7lw4QIXL14kODgYgAULFjBz5kwAatSowb1792jatCkrVqygSZMm6PV69Ho99vb2hf588iM2NpYzZ86YTFgfERFBhQoVSEhIUIfstWrVChsbG5MeXvXr1y+1Ca/8xPTs2bMsX76cnj17MmrUKFauXMm0adOYPn063377bTHVWDyO3Hu1R2KqPRJTIcqnAk3w8Pvvv9OsWTN2797Nvn37qF27Ng4ODrm+udTpdPz6669PXFFRPMzNzXF2dn7k6peibJGYapPEVXueJKZ9+vShT58+6u9xcXFcunSJWrVqAZCQkMDdu3dJS0vjxIkT6pBF4yTn9erVU4c0Gn9q1apVbEkjZ2dnevfuTe/evYH7PbRCQ0O5ffu2mti6d+8e58+fR1EUjh8/rj7WycmJ1q1b06ZNG8aPH4+np2ex1Dkv8hPTVq1a8dNPP6m/nzt3jqysLHXy/f379/PXX38xZcoUvLy8iqzO4tHk3qs9ElPtkZgKUT4VqOdWw4YN834CnY7r16/n9xRCCCGEKESZmZncvHmTK1euMHz4cHQ6Hf/973956aWXcpR1dnYmJiYGnU7H4cOHuX37Nj4+PjRp0oQKFSqUQO3BYDBw69YttWfX6dOnOX/+POnp6WqZAwcO0KNHDwB++eUXwsLCaNu2La1bt8bR0bFE6v0kfH19cXV1pXLlygwaNIgdO3bw7rvvsmjRIsLDw7G3t6dixYolXU0hhBBCiBJXoOTWqVOn8lW+bdu2+T2FKCFZWVmkp6djbW0t33ZohMRUmySu2lNSMY2OjlYnrzf+uLu7s3fvXgAmT57MqlWrgPtzbhqHyP3888+4ubnh4+ODu7t7iQwN1Ov1XLlyRU14ffXVV2qvtC5dunD06FG1rJeXF23atFGHNDZv3rzIh6sUZkx37tzJihUrWLhwIQ0bNmTSpEls3LiRpUuXMnHixEKqsXgcufdqj8RUeySmQpRPBUpuCe1KTU3Fz8+PevXqldi386JwSUy1SeKqPaUpptknbl+yZAnbt2/n4sWLLFy4kEmTJpGVlUXFihVJTU0FwMXFRR3O+PLLL1O/fv2SrD4Ay5cv58iRI5w6dYqAgIAc+99++22+/PJLAEJDQ4mNjaVx48aF+kGoqGJqMBho06YN586d4+jRo3Tq1IklS5aQlpbG+PHjcXNzK7RzCVOlqZ2KwiEx1R6JqRDl0xMntzIyMrh+/Trh4eG4uLjQqlUrwsLC1JWNRNliMBjQ6/VYWVmV+IpaonBITLVJ4qo9pT2miqJgMBgwNzcnPj6el19+mYsXL3Ljxg0MBoNa7vTp07Ru3ZqbN28yfPhwfHx8aNmyJW+88UaJ1T0mJobTp0+bDGlcsmQJI0aMAGD+/Pl88MEH2Nra0qpVK5MeXnXq1Clwr7SijKmiKPz777+0a9eOzMxMatasSWRkJFu2bGHIkCH4+/vj4eGhzlkmCkdpb6ci/ySm2iMxFaJ8KnByKzMzk2XLlvHbb7+RmJgIwMCBA1m0aBFjx44lNTWVr7/+Gg8Pj0KtsBBCCCFKj9TUVK5evaoOaVy4cCEVKlRg48aNavLIy8sLX19fABYvXsxff/1lMnm9p6dnsSZhsifqAD7++GO++eYb9f1MdpUrV2b48OF8//33xVa//EpPT+fXX39ly5YtbNmyBQsLCxo3bkx8fDzbtm2T6SGEEEIIoXkFSm5lZmby0ksvcfz4cSwsLGjYsCGXL19m0KBBLFq0iEGDBnHz5k1cXFzYunUrLi4uRVF3UQQyMjK4e/culStXxtLSsqSrIwqBxFSbJK7ao7WYxsTEcPz4cS5evIi9vT1vvvkmgDoxenY2Nja88cYbzJ8/H4CrV69SvXp1df6s4pCVlcWNGzdMenhdvHgRvV7PuHHj+OWXXwC4dOkSAwcONOnd1apVKxwcHHIcs6RiGhISQuvWrUlKSiI8PBwHBwdee+01WrRowciRI7G1tS22umiN1tqpkJhqkcRUiPKpQF+T/vbbb/zzzz906tSJ+fPn4+rqarKC4saNG5kzZw7btm1j1apVvPfee4VWYVG0srKySEhIoFKlSvLHQCMkptokcdUercXUxcWFQYMGMWjQIJPtc+bMoW/fvmpPr8uXL5OcnGyy6l+/fv0IDg6mVq1abNy4kbZt25KWlsadO3eoW7dukQwzMTc3p3HjxjRu3Jjx48cD93tEXbp0yWTi+VOnThEcHExwcDCbNm0C7q8M7eXlRdu2bWnTpg0vvfQSlpaWJRbTmjVrcufOHS5duoSDgwM3btzgu+++w8zMjGeeeQZbW1tu3LiBp6dniSwEUJZprZ0KiakWSUyFKJ8K1HNryJAhREREcPDgQezs7ABo2LCh2nML7mfMe/TogYODAzt37izcWgshhBBCEwwGA35+ftjb2+Pu7k5qaiqNGjUiKCgIgMDAQGrVqsWxY8fo3Lkz9vb2NG3a1GRYY7t27YptXpWkpCTOnDmjzt1lTHYZubq6EhkZqSaNFi1aRJs2bejUqVOJfciKiYlh5cqV3Llzh++++47IyEhq1KhB/fr1OXnyJI6OjiVSLyGEEEKIwlKgnluBgYF06tRJTWzlxtLSkmbNmvHPP/8UuHJCCCGE0DYzMzMaNGig/l6hQgUCAwOJi4vj8uXL6tydd+7cwdramqSkJE6cOMGJEycAqFSpErGxsQDs27ePU6dO4ePjQ+vWrYtkcRt7e3u6du1K165d1W2RkZHqcEZATWwFBQUxc+ZMABwdHenTpw8DBw6kT58+VK5cudDr9jAuLi68//776u/nzp3DysoKR0dHHB0dSU5OZvLkyYwZM4b+/fvLBMxCCCGEKHMKlNyysLAgISHhseXi4+NllZ4yJi0tjeDgYDw8PEyGYYiyS2KqTRJX7ZGYmnJycqJLly7q7yNHjmTYsGHcvHlTHdJonM/LmEzatGkTK1asAOCVV15h2bJlwP1J7B0dHfHx8aFJkyaFvjS8m5sbAwYMYMCAASbbk5OTGTp0KEePHiUmJoYNGzawYcMGzMzM6NixIwMHDmTatGkmQzKLQ9++fQkPDycsLAyAP/74gw0bNnD27FkGDBhAZmYmAQEBJklHcZ+0U+2RmGqPxFSI8qlAmadGjRpx+fJlwsPDcXd3z7VMSEgIly9fplmzZk9UQVG8zM3NcXBwUFeQEmWfxFSbJK7aIzF9POMqgI0bN2bUqFE59nfr1o20tDQuXrxI69atgfvDHj/++GOSk5OB+z3FvLy88PHxYebMmTRv3hzjDA2FPf9UgwYNWL58OZUqVeL8+fPs2LGDnTt3cvnyZY4ePcrZs2d57bXX1PJnzpyhWbNmWFlZFWo9cuPg4KBOgt+xY0fefvtt6tSpg06nY9++fQwYMIChQ4eyefPmIq9LWSLtVHskptojMRWifCpQv/NRo0aRmprKK6+8oi7tnd2NGzd47bXX0Ov1DBs27IkrKYqPpaUlVatWlckXNURiqk0SV+2RmD65UaNGsWbNGi5evMjEiRMBSE1NZerUqXTv3p3KlStjMBi4fv06v//+O+np6QD4+flRpUoVevbsybvvvksBpiPNlTGmNjY2PPXUU3z++edcunSJgIAAli5dysyZM9VeBbGxsbRv3x5XV1eef/551q5dy927dwulHo/ToEEDvvzyS6ZPnw7cXxHSzMyMWrVqAfeTbi+++CKnTp0qlvqUZtJOtUdiqj0SUyHKpwJNKA/w8ccfs3HjRnQ6HRUrViQxMZFKlSphbW1NZGQkiqLQv39/vvrqq8KusyhCBoMBvV6PlZWVzLmhERJTbZK4ao/EtOgpikJYWJg6pHHGjBnY2dmxadMm9cu4+vXrc+vWLQA+//xzNmzYYDJ5vY+PD66urnk6X35ievLkSQYPHkxUVJS6zczMjKeeeoqBAwcycOBAGjVqVGyrG4aGhqLT6ahWrRovvfQS//3vfxk7dixr164lOjoaRVGoUqVKsdSlNJF2qj0SU+2RmApRPhU4uQWwefNmVqxYQUBAgMn2atWqMX78eMaNGydLTJcxqamp+Pn5Ua9evUKfk0SUDImpNklctUdiWnLS0tK4cuUKFy9eBGDy5MkADB06lK1bt+YoP2nSJH766ScAjh49SuXKlfH09Mwxz2h+Y2owGDh9+jQ7duxgx44dXLp0Sd1nbm5OdHQ0Tk5Oatni+tD2zz//8N///pfJkyfTpUsXPvzwQxYtWsR//vMfPvzww2KpQ2kh7VR7JKbaIzEVonx6ouSWUUxMDGFhYRgMBlxdXalevXph1E2UAIPBQFpaGjY2NvJNh0ZITLVJ4qo9EtPSJyQkhPPnz5tMYH/79m0++eQTPv74YwDq1auHv78/NjY27Nq1i+7du5Oamsrp06fx9vbGxsamwDENDg5m586d7Ny5E4PBwN69e4H7H9zq1q1Lp06dGDhwIP369cPFxaVQn/ujPPvss2zZsoWNGzcyfPhwfv75Z27evMmUKVOoW7dusdWjJEg71R6JqfZITIUon54ouRUbG8utW7do166duu3WrVucOHGCZ555Bjc3t0KppBBCCCFEaZCUlERGRgZOTk5kZGTQrVs3Lly4QHJyMn5+ftStW5fjx4/TsWNHABo2bEifPn3o27cvXbp0KfDKXYqiqL3h9+zZQ79+/dR9Op3OZPhi48aNi7zn/JUrV2jQoAFWVlY0a9aMK1eusHz5cl5++WX8/f1xc3PDzs6uSOsghBBCCGFU4OTW+vXrmTdvHp6eniYr6WzatIkPP/yQChUq8OmnnzJw4MBCq6woehkZGcTGxuLs7CyTMGqExFSbJK7aIzEtuwwGgzoExszMjD179vDyyy8TFBRkUq5y5cpERERgYWGhzgdT0POdOXNGHb5oHE5pVKdOHS5evEjFihUL/JzyU5ctW7awZs0afvnlFypVqkT37t05c+YMv/32m+beB0o71R6JqfZITIUonwrUT/Po0aN88sknWFpaqt9MGrVq1YopU6YA8N5773HixIknr6UoNllZWcTFxZGVlVXSVRGFRGKqTRJX7ZGYll1mZmY0aNBAHf7St29fAgMDCQ0N5ZtvvmH8+PFUq1aNNm3aqPNyvfXWW3h6ejJjxgzOnTuX7/O1bduWzz77jAsXLhAcHMzy5cvp27cv1tbWODg4qImtrKwsxo8fz88//2wyWX1hMTMz47nnnmPbtm1UqlSJ5ORkQkJCSEpKwsfHB4D333+fxYsXExsbW+jnL27STrVHYqo9ElMhyqcC9dwaP348Z8+e5ffff8fb2zvXMpcvX2bkyJG0b99enXRVCCGEEKI8UhSF+Ph4dUL4hg0bcuPGDQBWrlzJ5MmTURSF77//nh49euDp6VmgoYXG5FLDhg0BTIZI6nQ62rdvz4ABAxg4cCDe3t5FMnzRYDBw6dIlmjdvTkxMDNWqVSMjI4Pz58/TvHlzrl27hpeXF+bm5oV+biGEEEKUTwVKbnXo0IFGjRo9Nmk1fvx4rly5wtmzZwtcwcIQEhLCwoULOXXqFABdu3bl/fffx9nZOc/HmD17NoGBgaxdu7aoqimEEEKIciIhIYGDBw+yd+9ePv74Y6pXr8758+dp2bIlcH9oYd++fenTpw/du3cv8PxVQUFBrFq1ih07dnD+/HmTfbVq1WLAgAF88cUXRbaiWHJyMmvXruXkyZP8/PPPpKam4u7ujr29PUeOHNH8BPRCCCGEKB4FGpaYlpaWpzdBjo6OZGZmFuQUhSYuLo7x48dz4cIFpkyZwsSJEzl06BATJ05Er9fn6Rh//PEHGzduLOKalg5paWncunWLtLS0kq6KKCQSU22SuGqPxFR7HhVTBwcHhg4dyo8//qiuMq3X6+nRowdWVlYEBASwfPlyBg0aRNWqVdVjpKWlkZ/vJWvVqsUnn3zCuXPnCAkJ4YcffqB///7Y2NgQFBTEzp071UnuFUVh/fr1hTp80c7OjmnTpvHzzz8DcP36dSwsLLCwsKB27dpkZWUxYsQI1q5dS3p6eqGdt6hIO9Ueian2SEyFKJ8sCvKg2rVrc/r0aZKSkrC3t8+1TFpaGmfOnMHDw+OJKvikfv75ZyIiItixYwf16tUDwMfHh4kTJ7J161aef/75hz42KyuL77//nu+++664qlvizMzMsLOzk2VzNURiqk0SV+2RmGpPfmParl07Dhw4QFJSEv/73//Ys2cPe/bsoU6dOmoC6oMPPmDTpk306dOHCRMm8NRTT+W5PjVq1OCll17ipZdeIiUlhYMHD5KUlKQOTbx+/TqjR49Gp9PRrl07dfhi06ZNC234YsuWLQkNDcXf3x8zMzP279/Pxo0b+euvvxg+fDgAFy9epFmzZkW+4mNBSDvVHomp9khMhSifCjQs8eeff2bBggV06NCBRYsW4eLiYrI/NjaWDz74gMOHD/PGG2/w0ksvFVqF86tnz57UqFFD/cbQqE+fPri5ufHLL7/k+rj09HSGDx/OjRs3GDJkCCdOnKBWrVoyLFEIIYQQxUZRFBITE3FwcACgefPm6uqIy5Yt45VXXkFRFJYtW8bTTz/9RPNoHTt2jNdffz3HBPceHh5qoqtXr16FOldWeHg4P/30E2ZmZnzwwQecO3eOVq1a0bp1a06ePCnzcgkhhBAiTwrUc2vMmDHs2bOH48eP07VrV7y9vXF3dwcgIiKCK1eukJGRQZMmTZgwYUJh1jdf7t27R0hICM8880yOfU2aNOHw4cMPfWx6ejpJSUl8/fXX9OvXj+7duxdlVUsNg8FARkYGlpaW8m2HRkhMtUniqj0SU+0pjJjqdDo1sQX3J4j/+++/2bNnD/369QPg2rVrvPbaawBUr16dPn360LdvX3r27Imjo2Oez9WpUyfOnj1LaGgou3btYseOHRw4cEBdjfH3338nMjJSLX/37l0qV65coOdl5O7uzkcffaT+fvnyZWxsbKhXrx7m5uYEBgby7rvvMnnyZPr06fNE5yoM0k61R2KqPRJTIcqnArV2S0tLVq9ezdixY7GysuLChQtq1/nz58+j0+kYMWIEv/zyC9bW1oVd5zwzvgFzc3PLsc/V1ZXExEQSExNzfay9vT379+9X3ziWF+np6dy6datMzHsh8kZiqk0SV+2RmGpPUcTU1taWfv36sXTpUmrXrq2ep2/fvtjY2BAaGspPP/3EsGHDcHNzIzk5GYCUlJQ8z9VVvXp1pk6dyo4dO7h79y47duxg6tSpTJgwAQuL+9+LhoaG4urqSrt27Zg7dy4XLlzI11xgDzN+/HjCw8NZtGgRcH+0wJ9//smXX34J3J+I39/f/4nPU1DSTrVHYqo9ElMhyqcCp7JtbW356KOPOHnyJOvWrePbb79l8eLF6oo4n3zyyUPn4youxjd0uU1+b0y6paSk5PpYMzMz9Q1cYcrIyDCZ3DAtLU2d2N5gMJCamkpWVhYAmZmZpKamqmXT09PVsoqiPHFZ45vQ9PR09eZvaWmJu7u7+i1HVlaWSVm9Xm/yhyI1NVVdNKAgZQ0Gg1r2weuSkZFhcl2MZXO7hg+WNT7Xkrzexuf64PUuymuYvazxulhZWeHh4UFWVla+rmFhXO/s10WL1/th1+XBsk96vXO7hlZWVtSsWVN9XGFcw7zcIx683nKPKLzXrKWlpUmyoiiuYW73iNzKyj2icK63oijUrl0bKyurIr3e3t7e7N69m5iYGLZt28aMGTPw8vKiVatW6t/zTz/9lGrVqjF+/HiOHDmS52toa2tL//79+eabb9SEU2ZmJn///TeKonDq1Clmz55NixYt8PDwYNq0aWzZsoWkpKQCX0NHR0c8PDzQ6/UMHjyYGTNm8Oqrr5KamsrPP/9MvXr1mDZtWoncIxRFoUaNGlhZWWnyNVse7xHG977GIbDl5X1EYV7D0vY+Irf3vqXxfYQQonAVKLk1duxYPvzwQwCsrKxo2bIlzzzzDP369aNNmzbY2toWaiULKi/fIBb3ZKWxsbEEBgaqv4eEhBATEwPcvzn6+fmpN724uDiTsnfu3CE6Ohq4f3P08/NTk3P37t0z+SYzLCxM7blmMBjw8/NT32gmJibi5+enlo2IiCAiIgIAc3NzwsPD1eMmJSXh5+en3uwjIyMJCwtTH+vv78+9e/eA+4lCPz8/9Q9QdHQ0d+7cUcsGBgYSFxcH3P/j4+fnp/6hiImJISQkxKRsbGwscP+PhJ+fn/qH4u7duwQHB6tlg4ODuXv3LnD/D5efn5/6hy63a2i83sZraLze8fHxBAQEqGVDQ0PVFaOysrLw8/NTE6YJCQkm1zA8PFy9hoqimFxv4zU0vh4jIiIIDw9XH+vn50dCQoJJWeMfwcjISEJDQx95vY1lH7zeAQEBxMfHY25urg7teNj1DgoKUq93enq6yTWMjY0lKChILZvba9b4R/3Ba5j9NWu8hg97zYaGhqqvWWNZ4zUsquudnJxscg2joqJMrrfxGsL/v2aNr++YmJiHvr6N1zA/r1njNczrPcLc3By9Xm9y3OK4RxivobHXq9wjCu8eYWZmhr29PdHR0cV6j8h+DeUeUbj3iLCwMOzt7dV7cFHfIywsLKhbty7z5s3D19eX3377TS17+PBhIiIiWLNmDefOnVNf319++SVnzpwhLi4uX/cIHx8f7ty5w4oVK+jZsyc2NjbcuXOHH3/8kWeffZZatWqRkZHxxPcIBwcHvv32W4YMGUJgYCBXr15Fp9NRr149/Pz82Lx5My+//DJ///13sdwjwsLCSElJwdzcvNy8j8h+DbV4jzAzM8v1va/W30dAyXzWMF7DonwfYW5ujpmZ2SPf+5aG9xFCiMJVoAnlmzdvTosWLVi9enVR1KnQ+Pr6MnjwYGbPns3YsWNN9i1YsIDVq1dz/vz5PCXjunfvTvXq1Z94QvmMjAyysrLUVY/S0tIwMzNTvwFMT0/HyspKfdOUkZGh9jxLT09Hp9NhZWWFoiikpaU9UVkbGxt0Op16c7a2tiYjI4Po6GgqV66MtbU1WVlZ6PV6tazxm2hjzzdjbwMLC4sClbW2tsbMzAy9Xo/BYDC5Lubm5lhaWqrXxVg2t2v4YFnjcy3J6218rg9e76K8htnLGq+LTqfj7t272NnZYWtrm+drWBjXO/t10eL1fthr9sGyT3q9c3vNKopCTEwM9vb2ai/Z4rhHPHi95R5ReK9ZCwsL4uPjsbOzw9zcvNjuEUXxmpV7xP3rnZGRQUpKCk5OTmRmZhbrPeLB65Kens6hQ4fYv38/06dPp169ely5coVmzZoBUKVKFXr27En//v3p3bs3FStWzNc9IjU1lePHj7N9+3Z27tyJj48Pu3btIisri+joaIYOHUrfvn3p06cPzZo1U+tfkOttTBpWqFCBQYMGceDAAWbNmsXHH39MZGQkdnZ2alKxsF+zycnJJCYm4uLigpmZmeZes+XxHvHge9/y8j6ipD5rFMf7CCDHe9/S+D5CCFG4CpTc6tixIw0aNMixAmFpk5CQQJs2bZg2bRpvvvmmyb633nqLo0ePcvr06Twdq7CSW6VdamoqgYGB1K5dW268GiEx1SaJq/ZITLWntMf0ypUrzJ49mwMHDqg9LuB+L+6YmBgqVapEcnIyNjY2+Vq1UFEU7t27R6VKlQDYsGEDI0eOVPdXr15dXX2xe/fuT3RtDh06xMqVK5k7dy5169ZlzJgx/Pnnn3z33Xe8+OKLBT7uw5T2mIr8k5hqj8RUiPKpQMmtX3/9lc8//5x3332XUaNGqZnq0qhHjx7UqVOHlStXmmzv06cP7u7uee59Vl6SW0IIIYQoX/R6PcePH2fPnj3s3bsXGxsb/v33XwA+/vhjli9fTu/evZk4cSK9evXK9/Gjo6PVHl379+83me+0QoUKPPPMM/z555/5SqDlxmAw0KVLF/755x9Onz5N69at+fzzz0lNTWXq1KnUrFnziY4vhBBCiNKrQDOmh4SE4OHhwaJFi/jqq6/w8PDA0dEx16VWdTodv/766xNXtKB69+7NmjVr8PPzo169esD9ZbQDAgKYPHlyidVLCCGEEKI0sLKyomvXrnTt2pWFCxeaTHh89OhR7t69y/r162nevLma3Pr6669p27Yt7dq1e+wCPK6urkyePJnJkyeTlpbG//73P3bu3MmOHTvU+YCMia309HQWLlxI//79admyZb7mRjUzM+PYsWNcvXqVxo0bk56ezldffUVsbCwdOnSgZs2aXL16lbp160pvDiGEEEJjCtRzq2HDhnk/gU7H9evX83uKQhMbG8uAAQMwNzdn0qRJpKens3LlSjw8PPj999+xsrIiJCSEc+fO0bJly4d+q1deem6lp6dz584datSooY5fF2WbxFSbJK7aIzHVHi3ENCMjg3///Zc9e/Ywbtw4vLy8CAoKUlf2rFSpEr1796ZPnz5qr/i8UhSFy5cvk5yczFNPPQXAvn376NOnDwDVqlVjwIABDBgwgB49euR7waKMjAw2b97M1q1b+fXXX9HpdNSvX5/Y2Fj27dtHu3bt8nU80EZMhSmJqfZITIUonwqU3Dp16lS+yrdt2za/pyhU/v7+zJ8/nzNnzmBjY8PTTz/Ne++9h7OzMwCbN29m1qxZzJ8/n2effTbXY5SX5JZeryc6OhpXV1esrKxKujqiEEhMtUniqj0SU+3Rakxv3LjBnDlz2L9/v7q6G9z/QjMyMhJXV1eSkpKwtrZWJ3fOqxMnTvDFF1+wf/9+dWVBABsbG3r27MmAAQN48cUXcx0t8DjBwcF06dKFuLg4wsPDsbW1Zfz48bRq1YqJEydSsWLFxx5DqzEtzySm2iMxFaJ8KlBySwghhBBClG+ZmZmcPn1anasrMzOTc+fOATB37ly++OILevXqxcSJE+nfv3++jp2Wlsbff/+tDl8MDg4GoEmTJly5cgW4P8eWsed9XpNdBoOBW7du4eXlxeXLl2nWrBmWlpaEhobi6urK2bNnad68+RPP/yWEEEKI4vXEya2MjAyuX79OeHg4Li4utGrVirCwMKpVq1ZYdRTFSFEUMjMzsbCwyNc8F6L0kphqk8RVeySm2lPeYpqenq4OAerXrx979uwB4LPPPuOjjz4C4KuvvqJly5Z07Ngxzz0qjMMXd+7ciYuLC1OnTgXg33//pX379ri7u9O/f38GDhxIjx49sLOzy9Nx4+Pj+e2337hz5w7z58/nzp071KpVi5o1a3Lp0iUcHBxyrUt5iml5IDHVHompEOVTgZNbmZmZLFu2jN9++43ExEQABg4cyKJFixg7diypqal8/fXXeHh4FGqFRdFKTU1VJ9+XyVa1QWKqTRJX7ZGYak95jmlWVhZnz55lz549DB8+nMaNGxMWFkb16tUBsLe3p0ePHvTt25e+ffsW6P3iunXreOmll0hKSlK32djY0L17dwYOHEj//v3ztULi3r17GT16NE2bNuXw4cPcu3ePUaNGMXbsWEaOHImZmVm5jqlWSUy1R2IqRPlUoORWZmYmL730EsePH8fCwoKGDRty+fJlBg0axKJFixg0aBA3b97ExcWFrVu34uLiUhR1F0UgKyuLlJQUbG1tpUu+RkhMtUniqj0SU+2RmJry9/fnk08+Ye/evURFRZnsCwkJoUaNGiQmJmJlZZXnSaDT09M5fPgwO3bsYMeOHQQFBan7atasSVBQkNpzw2AwPHb4YlpaGhEREdSuXZsff/yRadOm0bhxY65cuUJGRgaXLl3Cy8tLYqoh0k61R2IqRPmU/9k4gd9++41//vmHjh07cujQIf744w+T/Rs3bmTw4MHExMSwatWqQqmoKB7m5uZUrFhR/hBoiMRUmySu2iMx1R6Jqam6devyyy+/EB4ezpkzZ5g7dy4dO3bE29ubGjVqAPD999/j7OzMwIED2bx582OPaW1tTe/evVm6dCkBAQFcvnyZ+fPn06FDBwYNGqQmtm7evEn16tWZMmUK27ZtM5msPjsbGxt1Jci+ffsyZ84c3nnnHXQ6HTt37qRNmza8+eabmJubc/PmTWbMmMEPP/wA3P/y99KlS0RFRSFT2pYd0k61R2IqRPlUoJ5bQ4YMISIigoMHD6rzGjRs2FDtuQX35+Lq0aMHDg4O7Ny5s3BrLYpMZmYm9+7dw9HREQsLi5KujigEElNtkrhqj8RUeySmeZORkaGuqjhs2DA2bdoEwOzZs/n0008B+PLLL/H29ubpp5/O8zCj7D21vv76a9566y11n7W1tTp8ccCAAXkavvjFF1/w0UcfMWrUKFauXMmOHTt49tlnadeuHSdPniQgIIC6detibW1NamoqOp2Orl274uDgwMqVK6lSpQrbtm0DoFOnTlSuXBlFUWROoBIm7VR7JKZClE8F6rkVGBhI69atHzlhp6WlJc2aNSM0NLTAlRPFLzAwkPXr13Pt2jWysrJKujqiEGRkZBAREUFGRkZJV0UUIomr9khMtUdimjfGxBbAH3/8wYULF1iwYAHDhw8HIDo6mvfee4++ffvi7OxM3759WbJkCbdu3XpkD6nsQxCnT5/O/v37mTFjBnXq1CE9PZ09e/bwyiuv4OHhQbdu3R5bz3fffZeAgADGjh1LRkYG9erV4/3332fMmDEA3Lt3D1dXV6pXr45OpyM5OVkdMmljYwPAO++8w5AhQ7h69SoAI0aMwMXFhV9//RWA7du3M3PmTA4cOABAbGwsN2/eNJlXTBQuaafaIzEVonwqUCrbwsKChISEx5aLj4+XbHkZM23aNA4ePAiAra0t3t7eNGvWDB8fH5o1a0azZs2oVKlSyVZS5EuFChVo0qRJSVdDFDKJq/ZITLVHYpp/Op0OHx8ffHx81G1paWlMnjyZPXv2EBoayt69e9m7dy+vv/46t2/fpl69eiQmJmJmZvbQL16trKzo1asXvXr14ptvvuHatWvs3LmTHTt2cOLECapWraqWjYiI4IMPPmDgwIH06tULe3t7dV+1atXUFcGN74uMmjdvTlRUlPrloIWFBdu3byciIoKKFSsC0KZNG5ycnNSeYmFhYdy9e1edY2z//v0sW7YMS0tLevbsyaZNm5g6dSr9+/dn586dXL58menTp9O0aVOWLVtGRkYG69atw93dnR49emBubi69wfJJ2qn2SEyFKJ8KlHlq1KgRly9fJjw8HHd391zLhISEcPnyZZM/+qL0e+mll0hISODKlSukpKRw6tQpTp06ZVLGw8NDTXYZ/61fv76MaxdCCCFEoatZsyYrVqxAURSuXr3Knj172Lt3L+Hh4dSrVw+AVatWMXPmTLp06cLEiRMZNWrUQ4+n0+lo0qQJTZo0YebMmcTExKgrfwPs2rWL1atXs3r1aqysrOjWrZs6fLFWrVqPra/x/ZC1tTUDBw402bdu3TqT37dv305oaKg651jPnj2xsLCgc+fOwP0J8+3t7dX32wEBARw9epTU1FQAwsPDmTBhApaWlqSnpwNQtWpVrKysOHLkCHXq1GHx4sUkJCQwduxY6tevT0hIiFoue685IYQQoiwr0Jxbu3fv5q233qJRo0bMnz+fhg0bmsy5dePGDWbOnMmNGzdYsGABgwcPLoq6iyKQnp5OWFgYbm5uhISEcOnSJS5evKj+GxwcnOvjKlSogLe3t0nSq2nTpjg5ORXzMxAPMsa0WrVqeV59SpR+ElftkZhqj8S0aGVlZamJpBdeeEEd2jdz5kwWLFgA3J+ry9PTk+7du5v0wHqUCxcu8Msvv7Bjxw78/PxM9nl7ezNo0CA+/vhjdW6tf//9FxcXF1xcXKhcuXKRJIwyMzOxsLAgLCyMY8eOYWNjw6BBg/D392fatGnA/V5faWlp6pxksbGxODk50ahRI3x9fTl06BDdunVj5MiRbNiwgcWLF/Pmm2+yevVqfv/9d4YPH86UKVMIDAzk1KlT1K9fn5YtW2q+J5i0U+2RmApRPhWo51a/fv04efIkGzduZOjQoVSsWBGdTsfRo0fp2rUrkZGRKIpC//79JbFVxuh0OiwsLLCwsMDLywsvLy91zgu4P9T00qVLJkmvy5cvk5qayunTpzl9+rTJ8WrWrJmjl1eDBg2kl1cxMsZUy29MyyOJq/ZITLVHYlq0sr+XWLNmDR988AF79uyhe/fuwP33LO+//z5ZWVlYWlrSuXNn+vbtS9++fWncuPFD49K8eXOaN2/O4sWL8fX1ZceOHezcuZN//vmHK1euUKVKFfWx/v7+OebrcnR0xNXVVU14fffdd2qPr4MHD5KUlISLi4taplKlSibzg+XGOM1HtWrVeP7559XtdevWZf/+/ervVlZWhISEEBYWpk4jMWnSJG7fvk39+vWB/0+UGXuDXbhwgf3799OyZUsA/ve//zFp0iT69OnDnj17OH/+PE8//TQ+Pj4cO3aMzMxM3nnnHdzd3XnjjTewtrbm1q1bODk5Ubly5TL3epd2qj0SUyHKpwL13DLavHkzK1asICAgwGR7tWrVGD9+POPGjZObSjmQlZWFn5+fSQ+vS5cuERQUlGt5GxubHL28mjVrJr28hBBCCFFowsPDmTdvHnv27MHf399k37Vr12jUqBGJiYkoioKDg8Njj3f37l327t2LtbU1w4YNA+4nhkaPHk1MTAx3797FYDDkeFxQUBAeHh4AdO3alcOHD5vsNzMzo3Llyri6ujJu3DhmzpwJgJ+fHzt27FCTZNkTYra2tk/0HttgMGAwGLCwsODixYtcuHCBJk2a0Lp1a7Zs2cLXX39Np06d+Pzzz9m1axcDBgygRYsWnDt3Th1GaW5ujl6vx8zMDFdXV2JiYrh06RJNmzbltddeIzg4mA8++EBdTTIqKormzZur10IIIYQoTE+U3DKKiYkhLCwMg8GgrhIjyiZFUdSls580MRkfH8/ly5dNkl7GubxyU7NmTZNkl4+Pj/TyKgSFGVNRekhctUdiqj0S09JBURRu377Nnj171ESXr68vOp2O77//nhkzZtCxY0fGjx/PxIkTH3ush8U0KyuL+Ph4YmJi1J/o6GheeOEFdWjU9OnTOXPmjLr/wQWasg+p3LhxIyNGjMi1HjY2Nri4uODv768Og5w7d676Xjx7Qsz4U9DhkmlpaQQHB6PX6/H29iYqKorFixeTkpLCkiVLyMrKwt3dnejoaKKionB1daVJkyZcu3aNv/76i549ezJmzBjWrVvHF198wTvvvMNXX33FggULmDJlCvPnz+fKlSv89ttvNG3alNGjR6PX6wkODsbd3f2Rq7MXBmmn2iMxFaJ8KpSlDI1/NEXZl5aWhp+fH/Xq1VPnbCioSpUq0blzZ3VSVPj/Xl4PDm0MDAwkJCSEkJAQdu3apZY39vJ6cMVGZ2fnJ6pbeVKYMRWlh8RVeySm2iMxLR10Oh0NGjSgQYMGzJgxA4PBoH7gvXDhApmZmRw+fFgdlgewaNEiateuTa9evUx6lj8qpubm5lSuXJnKlSvj5eWVa12WLVtm8rterzdJhmX/gtjd3Z2RI0eqSTLjv3q9nrS0NOLj400SVt988w1379596HVYunQpr776KgA7duxg06ZNufYKM/7f+F7LxsYGT09P9ThVqlRRE3DG5x0VFYVer1fr89VXXxEYGEjTpk0BqFOnDq1bt1aHRoaGhhITE0NmZiYA586dY8GCBfTq1YvRo0fj6+uLj48Prq6u6gqUPXv2xM3NjRUrVlCxYkV27NiBjY0N7dq1y1PPu4eRdqo9ElMhyqc899zKysri119/5a+//uLu3btUq1aNgQMHMmTIkCKuoihOWVlZJCUlYW9vX6w9pu7du5ejl9fly5cf2surRo0auc7lZZyTQvy/koqpKFoSV+2RmGqPxLRs8PPzY9++fbRr145WrVqRmJhI5cqVycjIwNzcnPbt29O3b1/69OlDs2bNSElJKbGYKopCcnIy0dHRJCQk4OPjo+6bPXs2UVFRJr3Gsg+XXLNmDS+88AIAH3/8MZ999tlDz1O/fn1u3boF3J+jq3v37jkSYNl/9/LyomLFinl+HvHx8QQHB+Po6EitWrU4efIk69evx9PTk+nTp3PkyBH69u1L/fr1uXjxIhEREbi7u6PT6dDr9VhYWFC1alUiIyM5d+4cLVq0YPDgwZw/f55ly5YxcOBAtmzZwuXLl+nVqxdPPfUUcXFxpKSkUKVKFZOkoLRT7ZGYClE+5Sm5pdfrmTx5MmfOnCF7cZ1OR+/evfn222+LtJKifDIYDGovr+xJr8DAwFzL29jY0KRJkxxJL+nlJYQQQoi8io6OZv78+ezdu5fr16+b7DMmUk6dOsUff/yBs7MzXl5ePPvsswAEBweTmZmJk5MTjo6Oj50ovjgYDAbi4+OxsbHB1tYWgH/++Ydjx46pCbAHh1I2adKE48ePAxAZGUnVqlUfeY79+/fTq1cvAHVi/9x6hLm4uFCvXj1atWr12HoriqKu/piUlMTOnTuJi4vj5ZdfRlEU+vbty507dzh48CBubm74+Phw6dIl9uzZQ58+fRg3bhxr165lwYIFzJw5k8WLF/P2228zcuRI1q9fz+nTp5k9ezatW7dm7ty5pKenc+TIEWrXrk39+vVlOJsQQpQxeermsm7dOk6fPo2bmxtTpkzBw8ODmzdvsnLlSvbv38+2bdtkVUSNyMzMJDExkYoVK5Z4LygzMzN1GMFzzz2nbjf28npwxcbk5GTOnj3L2bNnTY5To0aNXOfyKunnV1xKU0xF4ZG4ao/EVHskpmWTq6srixcvZvHixQQGBrJv3z727NnDtWvX8Pb2Ji4ujlOnTvHll18C0KtXLzW59c477/DHH38A978ErlSpEs7OzkycOJEPP/wQgAULFpCQkICzszPPPvssdevWJSMjg+vXr+Pk5ISzs/MTTxifnZmZWY4v+jp27EjHjh0f+pisrCz1//b29mzYsCFHAiz771WqVFHL37hxgwsXLjz02IMHD2br1q0AXLp0iU6dOuU6T5hx2/PPP4+DgwMjR44kKSlJnUtp7969JsfdtWsXoaGh6pDQnj17YmNjQ5s2bQBISkrC3NxcXSXy5s2b7Nu3j/T0dOLi4rhz5w69e/fG0dGR+Ph4FEWhe/fuVKtWje+++w4nJydOnz5NpUqVqF27doHnMBNFT+69QpRPeeq5NWrUKK5fv87u3bupVq2aut3X15ehQ4fSuXNn/vvf/xZpRUXxSE1NLZNj1A0GA/7+/jlWbHxwJU8jYy+vB+fyqly5cjHXvOiV1ZiKR5O4ao/EVHskptpi7Enk5+dHVFQUu3fvJi4ujkaNGvHOO+8AMHLkSHbs2JFjWoX33nuPhQsXAveH/Pn5+QGwb98+evfuTXBwMLVq1VLLW1paqomuffv24eHhga+vL99//z1OTk54eHgwadIkAEJCQkhKSsLJyQknJyd18vqScuPGDQIDA3MkwIy/d+3alU8++QSAgwcP0rNnz0ceLzQ0VP380bFjR06ePImzs3OuvcK6d++uHi8hIYG7d+/i6uqKnZ0dOp0Og8GAXq/HxsaGgIAA/v77b+zs7GjcuDHx8fFMmzYNR0dH/vnnH7XHmk6nIy0tDSsrK2rUqEFoaCj//vsvbdu2ZdasWQQHBzNjxgzatWtHQEAAmZmZeHh4lHgcyjO59wpRPuUpudWuXTuaNm3KypUrc+wbNmwYUVFRHDlypEgqKIrXg8NOy7qEhIRc5/JKTk7OtXz16tVzDGv09PQs09/6aC2m4j6Jq/ZITLVHYqo9eY2psTdQXFwcsbGxuLm5qZOpL1q0iDt37hAXF8fs2bPx9PTk+vXrdO3aldjYWHWSdSPjCoTbtm1T57r19vbm8uXLALz++ussWbJELW9ra4uzszNDhgxh6dKlwP3J5IOCgnB2dqZ///7qXF1nz56lUqVK6jDK4p6fyLgS48N6hMXExPDnn3+qiSIvLy9u3rz50ON9+OGHzJ07F7g/8mTMmDEAWFtb5+gR5urqajK1yqVLl3B1dcXNzQ1zc3OSk5PZs2cPUVFRvPLKK2RlZdGiRQv8/PwICAigSpUq6lDI3bt307dvXyZNmsTq1av57LPP+Oijj9i8eTObNm2iX79+jBkzhvj4eKKjoyX5VcTk3itE+ZSnT+zJyck4Ojrmuq9GjRqP/CMjyhat/QFwcHDI0fXe2MvrwRUb/f39CQ0NJTQ0lN27d6vlra2tc/Ty8vHxKTO9vLQWU3GfxFV7JKbaIzHVnrzG1NramqpVq+Y6V9V7772XY1ujRo2IjIxUJ4yPjY1VE2PGIYX16tVj1qxZxMXF4ebmpj7W3NycSpUqce/ePRRFISUlhZSUFBISEtQyGzdu5NixY8D/f5GXkZFB69atTZ6bo6Mjzs7ObNy4kVatWhEeHs4nn3yCs7Mzrq6uvPnmmwCEhYURHR2Ns7MzTk5Oas+o/DKuxJh9NcZHuXz5Mnfv3s11nrCYmBiT93upqanY2NiQlpZGenq6+h7PyMnJySQp2L17d2JjY7GwsKBGjRrUrFkTDw8PatasyfLly+nduzeXLl0ySZx89tln3Lhxw2Rif1tbW2rXrg3AiRMnWLduHVWqVGHMmDHs3buXUaNG0aVLFw4fPkxwcDCzZs2iUaNGfPTRRyiKwu3btyX59YTk3itE+ZSnnlsNGzZk0KBBLFq0KMe+d999l507d+aYcFOUTenp6URERFC1atVy90c1ISGBK1eu5OjllZSUlGv5atWq5ejl5eXlVep6eZXnmGqZxFV7JKbaIzHVntIc06ysLO7du6f2GKtYsaI6/9SKFSu4ceMGcXFxTJs2jTZt2hAbG0vz5s2JjY3N0aP94sWLNGvWjFOnTtGuXTsAKleuTExMDADz58/ngw8+UMsbh1F27tyZP//8E4DVq1dz/vx5nJyc6NWrF506dQLuT8pfoUKFYhtGmZKSkmuvMIPBwJtvvkl6ejpBQUH07NmTsLAwk/nGslu3bh2jRo0C7s+btmbNGjX5lf3fGjVqUL16dezs7Dhx4gTHjh2jdevWdOvWjf/+97+8+eabDBs2jF9++YW//vqL3r1707hxY65evUpsbCyVK1fGzMyM5ORkbGxsmDFjBhUrVmTGjBm4ubkRERFRKoaflmaluZ0KIYpO6foULkQJcnBwoEOHDnTo0EHdZjAYCAgIyLFio7+/P2FhYYSFhbFnzx61vLW1NY0bN86R9HJxcSmJpySEEEKIcsLc3BxnZ+dcV4l+8cUXc2xzdnYmODgYuL8yevZhlMYhlG5ubvznP/8hNjbWZAJ1CwsL3NzciI2NJSMjg4yMDKKiokx6i+3Zs0edXN/GxkZNbvXu3Zu7d++q5WxtbXFycmLFihX07duXlJQUXn31VbVX2Ntvv42NjQ1RUVEEBQWpSbFKlSrlaRilra0tHh4eeHh4PLSMtbU1t27dwsLCgvDwcIKDgwkJCTH5t1GjRmr5GzducP369Yd+ud+hQwf++ecfnnrqKby8vPjkk084d+4cNWvW5MCBA1SpUoWsrCzq1avHF198oa5iGRERga2tLQ4ODtjY2JCZmcny5cvJysrilVdeAWDAgAGcO3eO3bt306dPH3766Sf8/f0ZOnQorVu3JjExESsrK0nqCCHKHem5JUQBJCYm5lix8dKlS4/s5fXgsEZPT09ZaUcIIYQQZZZxGKRxGKWFhQWNGzcG4M8//+T8+fPExcXx7LPP0rNnTxRFoWHDhkRHR6srEhrt3buXZ555hpCQEJNEVHp6OlZWVvzyyy9MmDDB5PyOjo40btyY48ePq+c8cOAATk5OdOrUif79+wNw/vx5dDqdmjCzt7d/oqFrISEh3Lx5M9ckWHBwMIMGDWL9+vUAnDlzRl2xMTsLCwuqV69OzZo1+e2339TnfObMGVJTU/H29sba2pply5YRFBTEkiVLMDMzo1atWgQHB3Pp0iWaNm3KM888w/79+1m1ahUTJ07kgw8+YP78+bz//vvMnz+fU6dOsW3bNtq1a8egQYPIyMjAYDBI8ksIoTnSc0uYkAkY86ZixYq59vIKDAzMsWKjn5+f2ssr+7LVVlZWuc7lVdi9vCSm2iRx1R6JqfZITLVHYmpKp9NhZ2eHnZ0dNWvWNNk3bNgwhg0blqP8jRs3gPvvm7IPozT2FrO1tWXevHnExcWRnJyMlZUVcL9nmoeHB7GxseqXiffu3TPpLXb06FF+/PFHAGbMmKEmt8aPH69OwA/3E0tOTk4sWLCAiRMnAvDaa6/h4OBA1apVGTt2LM7OzqSnp5Oamoqjo6NJvGvWrJnj+RopikJ6err6u7OzMzNnzjRJgt25c4fMzEyCgoIICgrC3t5eLT99+nROnToFgJ2dnTrk8aWXXlITYQ0bNsTR0RFFURgxYgT169enZcuWAOq8Ysa5YY8ePcrnn3/OqFGjGDRoEP/88w/dunWjU6dOHD16lKSkJObPn0/t2rWZMmUKOp2OjIyMMv0FrLRTIcqnPPfcMnYZflBcXBypqanqEr05TqDTceDAgSevqSgWsnRu4UtMTMwxl9ejenm5u7vnOpdXQd9kSEy1SeKqPRJT7ZGYao/EtHTQ6/XEx8cTFxdHRkYG3t7eAPz1118cP36cuLg4nn76aYYOHQrcnyz++vXrxMbGotfr1eOsWrWKkSNH4uvrqyaHAAIDA6lVqxYHDhygV69eWFtb4+bmRtWqVXFzc8Pd3Z0ffvgBnU5HUFAQd+7cUbfb2dk9tv5ZWVmEh4cTEhJCSEgIw4cPV5Mw/fr148yZM0RHR+f62E8//ZTZs2cDsHbtWt56660cc39VqlQJDw8PvL29uX79Olu2bKFt27aMHz9e7QHXq1cv9u/fz+XLl2nWrJk6p5rBYMDW1pbKlStz9uxZqlatyvfff4+FhQWDBg3Czc0Ng8GAmZlZwYJXDKSdClE+5Tm5VeAT6HQyZLEMyczMJDExkYoVK5a6idG1xNjL68EVG2/fvp1reSsrq1zn8nJ1dX3suSSm2iRx1R6JqfZITLVHYlq2KYpCamqqOozS3d2dSpUqERkZyapVq4iOjiYiIoI1a9ZgY2PD77//rk4in132yfUXLlzI+++/D8Bzzz2nTqj/zjvv4O/vb5IUq1q1Kj4+PtSpU+exdU1NTeXOnTs5hjyOGDGCXr16ATBv3jw++uijhx6jSpUqREZGqs990qRJuLq6UrlyZVxcXGjVqhVZWVn89NNPWFhYsGTJEkJDQ6lRowbm5uakpaVhYWGBu7s7ERERnD17lpYtWzJw4EDOnTvHsmXLGDJkCAcPHsTf35+OHTuqw1JLkrRTIcqnPCW3jF1jC6pt27ZP9HghyoukpKRce3klJibmWt7d3T3HsMYn6eUlhBBCCCH+X2pqKpGRkURGRhIREUFkZCSZmZnqBO/ffvstS5cuJTw8nAkTJrBs2TIAWrZsyfnz53Mc7/PPP2fWrFkA1K9fHzMzM6pWrcqKFSvw8vIiOjqabdu2mSTEqlSpkuscWYmJifj7++c671dISAju7u6cOHECgPj4+FxH4cD/T7r/448/0rlzZ2JiYti/fz9ubm7UrFmTb775hpCQENauXYuTkxPe3t5cvXqV/fv306tXL8aPH8+aNWvUub6+++475s+fz8SJE5k7dy6BgYH89ddfNG7cmI4dOxZKXIQQ4kF5SmVLcqr8yMrKIikpCXt7+zytQCMKl729Pe3bt6d9+/bqNkVR1F5e2ZNefn5+hIeHEx4ezr59+9Tyxl5exmRXkyZNqF27NrVq1cLGxqYknpYoAtJWtUdiqj0SU+2RmGrP42JaoUIFateuTe3atXN9/Ouvv87rr78O3O8xZDRv3jwCAgJMkmIRERE0aNBALevv74+iKOpKjQBXr17NdXVLJycnIiIisLKy4tixY/z5559UrVqVpk2bMmDAAAASEhKoUKGC+iVn9j4MZmZmfPnllzmSYNHR0aSkpODr64uNjQ06nQ5XV1d2797NunXr1Me7uLjQo0cPPDw8eOqppxg9ejTt2rUDwMfHh759++Lj4wOgripunHvs2LFjTJ06lW7dunHo0CFu3LhBjx49aNq0KXv27EFRFH766Sdq1apF165dn/hLWmmnQpRP0k9TmNDr9YSEhMgY9VJEp9NRp04d6tSpw+DBg9Xtxl5eD67YmJCQwIULF7hw4UKOYxnnzjMuoZ3bvw/b96QrC4nCJW1VeySm2iMx1R6JqfYUZkyzD4Hr27fvI8uamZlx/fp1NelVvXp14P57tf79+5skxTIyMlAURZ1c/+TJk3z77bcADB48WJ04f8yYMezcuRMXFxe111fVqlV59tlnefbZZ3n77bc5ceIEtra2VK1aFRcXF/R6PXfu3CEkJMRkSGG1atVo1KgRwcHBJCcnExMTQ0xMjNobbdy4cTg4OADQvn173nvvPa5cuYKHhwdVq1blhRdewM7Oju3btxMfH0/fvn1p1aoVAAEBAYSGhqqT3kdHR/Piiy+i0+lITU0F7neusLS0ZM2aNdSrV4+//voLnU5Hq1atHtoDzUjaqRDlU56GJYryQ1EUdZJISWSUPYqiEBQUZJLsunjxIrdv3+ZJm7qFhQWVKlXKczIs+75KlSrJnAeFTNqq9khMtUdiqj0SU+0p7TFVFIW4uDhiY2PVFSWPHj3Krl27iIiIoFWrVrz22msAtGvXLtfpZLJPQm+cPwvg8OHDdOnShaCgIKZOnWoyFNL4b6dOnUhJSckx5LFly5YMHz4cgA0bNjBy5MhHPo+EhAQqVqwIwJQpU4iKisLFxYVOnTphbW3NihUrUBSFw4cPo9frqVChAgaDgYiICNzc3GjevDkXL15k165d9OvXj5kzZ3Ls2DHeeecdhg4dyrVr1wgNDaVx48ZUq1atVMdUCFE0JLklRDmQlZXFvXv31JWFjP9m//+j9mVkZDxxHezt7fOdFDP+a2trK29OhBBCCCEewWAwcPfuXZNhkBEREXTq1In27dujKAqtWrUiNDSU6OhofH198fT05OjRo3Tp0iXXYyYlJWFnZ8cff/zBG2+8QdWqVencuTPffPMNAIcOHSIyMhJLS0syMzNJTU3l7t276kqQwcHBJCQkcPPmTfWYLi4u3L17N9fzubi4MH/+fHx8fAgMDMTT05Pr16+zcuVKgoOD2bx5M97e3vTs2ZODBw+yZs0aXnjhBd577z2++OILXn/9dbVuQojyRbpSCBN6vZ7IyEjc3NzUrs+ibMseU2dn53w/3riyUEGSYvHx8epk+ElJSSQlJRESEpLvOlhaWhYoKebk5ISjo6Mm51uQtqo9ElPtkZhqj8RUe7QUUzMzM1xdXXF1daVp06Y59ut0Os6dOwfcn/PLzMwMgAYNGrB69eoc84MlJiZiZ2cHQGhoKGFhYYSFheHu7q4ec8mSJWzbts3kPFZWVrz55pts3rwZuD//2OzZs6latSoDBw5k8eLFBAYG4u/vT3h4uLoqZFJSEjExMdja2tKmTRvatGnDnDlz+PTTT9VjN2/enGrVqlG5cmU6dOjA1atXgftzkjVu3Jjq1auTnp5OVFSUJmIqhMg7SW4JE4qikJmZ+cRD2ETp8aQx1el02NraYmtrq84HkR+ZmZncu3cv30kx47asrCwyMjKIjo4mOjq6QM/BwcEhX/OLZd9XWudqkLaqPRJT7ZGYao/EVHvKa0yzTxdRtWpVJkyY8Mjy48ePp3PnzkRERKhzbQE0bdqUuLg4NSl279499Hq9ySJGP/74o/rlZuPGjRk3bhz+/v7Uq1cPW1tb3NzcaNq0Kc7Oztja2qoT1cfExJCenk6bNm2IjIwkLCyMzMxMtVcY/P+k+bNmzWLKlClUqVKFOXPm8MYbbzBnzpxCuVZCiLJBhiUKIUotRVFITk7Od1LM+G9ycvIT18Ha2rpASTEnJyccHBzUb0WFEEIIIbQuNTWVyMhIbG1tqVKlCgALFiwgJCSEiIgIvvzyS+rUqcOJEyfo0KFDrscwzs/1xx9/8PzzzwP3e2ydOXOGyMhIvvjiC06cOIGFhQVVqlShb9++VK1aFYPBwJAhQwBYvnw5L7/8crE8ZyFE6SA9t4QQpZZOp8Pe3h57e3tq1qyZ78fr9Xq111h+kmLGfw0GA+np6URGRhIZGVmg+js6OhZ4SKW1tXW+zymEEEIIUVIqVKhA7dq1Tba9//77Oco99dRTJCUlmcwNFhkZSVRUFPb29sD9Lzlr165NREQEVatWxdzcnGrVqhESEsK///6rHmvLli3A/YnqU1NTCQ0N5eLFi0X3JIUQpZL03BImUlNT8ff3p27duqV2OJbIH4lpwSiKQmJiYoF6jMXFxalLWT+JChUqPDQZZmdnh16vp0aNGjg6OmJra4udnZ06hDS3362srGRi/lJM2qr2SEy1R2KqPRLT0k9RFPR6vfql399//82VK1dyTJw/cuRI3n77bVJTU1mzZg3jxo2TmApRjkhyS5gwzo/k6OhoMhZflF0S05KRnp5OfHx8gVaojI+PL5K5P8zNzR+a+Cqs3y0tLSWBVkDSVrVHYqo9ElPtkZhqT2ZmJuHh4bi7u0tMhShHykVyKyQkhIULF3Lq1CkAunbtyvvvv//YleMK+jghhHgSBoOBxMTExybFUlJS1J/k5ORc/5+SkkJGRkax1d2YQMue/CrsRJqsfCSEEEIIIYTITvPJrbi4OJ577jn0ej3jxo0jKyuLn376ierVq/PHH3889ENSQR9X1mVlZZGSkoKtrS3m5uYlXR1RCCSm2pSfuGZkZDw0Efa4xFhefk9OTiYrK6uYnvn9FZ6KowdacZO2qj0SU+2RmGqPxFR7JKZClE+a76f5888/ExERwY4dO6hXrx4APj4+TJw4ka1bt6orcBTW48o6vV5PUFAQ9erVkzHqGiEx1ab8xNXS0hJHR0ccHR2LrD7GBNqTJsoelXQzJtAyMzNJSEggISGhyJ6PMYFWlD3QHkygSVvVHomp9khMtUdiqj0SUyHKJ8333OrZsyc1atTg559/Ntnep08f3Nzc+OWXXwr1cWWdoihkZmZiYWEh8+ZohMRUm8pbXBVFMemB9qSJstz2JScnYzAYiu05WVpamiS+KlSogIWFBRYWFpibmxfox8zMrMCPLc5j5ve4ZfU1Xt7aaXkgMdUeian2SEyFKJ803XPr3r17hISE8Mwzz+TY16RJEw4fPlyoj9MCnU5XIsNxRNGRmGpTeYurTqfDysoKKysrKlWqVCTnMCbQCiNR9qjfjQm0jIwM7t27x71794rk+WiJTqcr08k94zHMzMxM/l+c2wp6DJ1OJx8Osylv997yQGKqPRJTIconTSe3IiMjAXBzc8uxz9XVlcTERBITE6lYsWKhPE4L9Ho90dHRuLq6anZesfJGYqpNEtfClz2B5uTkVCTnMC5nnlvyKz4+nrt372Jvb4+ZmRlZWVmF9mMwGAr1eIV9nsd1Ijd+C5+ZmVkkcRGPZkx2FXUiraQTeXnZpigKiYmJ6sp62RN/uf3/cfuLqqycN+9lMzIyiIuLw9nZOUdCJLfE7oPb8lKmpLaVlnrkdVthHUuv15OamkqdOnXkPZIQ5Yimk1vJyckAuY61tra2BiAlJSVHkqqgj8uLjIwMsrKysLGxASAtLQ0zMzOsrKwwGAykp6djZWWFubk5mZmZZGRkqPVIT09XP3wpikJaWtoTlbWxsUGn05Genq4+N4PBQEpKCpmZmVhZWZGVlYVer1fL6vV6FEVRr0NqaiqWlpZYWFgUqKy1tTVmZmbo9XoMBoPJdTE3N8fS0lK9LsayuV3DB8san2tJXm/jc33wehflNcxe1nhdFEUhNTWV1NRULCws8nwNC+N6Z78uWrzeD3vNPlj2Sa93bq9ZY1yN16m47hEPXm+5R+T/ehuPXbFiRZPXrE6nIzQ0FDc3NywtLYvtHlEUr9n83iMsLS3VYafm5ubqPuM1NU4ObDAY1GuWkpKCmZmZWjY9PV19LqmpqRgMBszMzMjMzCQ1NVX94KPX69Hr9ZiZman1y8zMVBOKqampwP9/6NXr9eh0OgwGA3q9nszMTHQ6HVlZWaSnp6Moipp80+v1wP0VT42PTUlJUf++GstmZWWpq5gaH2tM8hkMBjIzM9XyWVlZalIvexLR+PNg2Qf3Z086PrgtrzNTGB8nhBBlhaWlJb///jtDhgwpte8jhBCFS9PJrby8acst81/Qx+VFbGwscXFxNGzYEICQkBDs7OyoVq0aGRkZ+Pn5Ubt2bezt7YmLiyMmJoZGjRoBcOfOHWxsbKhevTqZmZn4+flRq1YtKlasyL1794iIiKBJkyYAhIWFYWFhQc2aNTEYDPj5+VGzZk0cHR1JTEwkNDRULRsREQFArVq1sLa2Vj8k2NrakpSUREhICI0aNcLc3JzIyEgyMzOpU6cOAP7+/lStWpXKlSuTkpJCUFAQXl5eWFpaEh0dTVpamjohf2BgIC4uLri6upKamkpgYCANGjTA2tqamJgYkpOTadCggVrWyckJNzc30tLS8Pf3p379+tjY2HD37l0SEhLw9PQEIDg4GAcHB6pWrYper8fPz4+6detia2tLXFwcsbGx6vW+c+cOtra2VKtWTb2GxusdHx9PVFQUjRs3BiA0NBQrKytq1KhBVlYWfn5+eHh44ODgQEJCAmFhYXh7ewMQHh6OmZkZHh4eKIqCn58fNWrUoFKlSiQlJXHnzh0aN26MTqcjIiICg8FA7dq1AfDz86NatWo4Ozur17thw4ZYWFgQGRlJRkYGdevWfeT1NjMzy3G9AwIC1Ovt7u5OQECAyfVOSkpSr3dQUBCVKlXCzc2N9PR0/Pz81Ek4Y2NjiY+Px8vLS33N2tvb4+7urr5m69Spg52dHfHx8Q99zRqv4cNes6GhoVhaWlKzZk21rPE1W1TXOzk5meDgYPV6R0VFodfr1esdEBBAlSpVcHFxUV+znp6eWFlZERMTQ0pKCvXr11dfs87OzlSpUoX09PQCv2bzc49wdHQkNDQUBweHYrtHGK9h9erVcXJykntEId8j6tWrR3BwcLHfI9LS0kr8HqHT6bhz5476mtXr9dy7d099Hfr7+2NjY0PNmjXJzMzE19dXfc3GxsaaXO/AwED1ehsMBq5du6Ze7/j4ePV6m5mZ5bjeV65cUa93QkKCyT3izp07JveIa9euqfeIpKQkk3tEWFiYyT3C19dXvUekpKSYvGYjIiJMXrM3b95UX7NpaWncvn1bfc1GRkaa3CNu3bql3iPS09O5deuW+pqNjo42ud5+fn7q9c7IyFCvoZ2dHVFRUYSHh+Pl5YXBYCAgIACdToe7uzt6vZ4bN25QtWpV7OzsiIuLIywsjHr16qEoCiEhIRgMBtzc3MjKyuL27ds4Oztjb2+v3ntq1qwJ3O8dr9frqVKlinoeR0dHbG1tSU5OJioqiipVqmBmZkZMTAzp6em4uLiQlZVFWFgYFSpUwNbWltTUVGJiYnB2dkan0xEfH096ejqVKlXCYDAQFRWFlZUVFSpUIC0tjbi4OCpWrIiZmRlJSUmkpqbi4OBAVlYW8fHxmJubY2VlpQ4XtrW1RafTkZKSQnp6OhUqVMBgMJCUlIROp8Pa2lpNulaoUEH9QKzX67G1tQVQE7DZvzy0sbFRk67G91qAmoA1fomQkpJi8oFYr9erH4jT0tKA///CwZjUNjc3V5Ou2b+cMCa1Hyyb/QO9MVluMBhMvsgwzgH4YNmMjAwMBoOa3DcmgS0sLFAURf1Ar9Pp1OTtw8rq9XosLS1zLWtM/GdPehvLGpO5Fhb3P84Yk8DGsnq9Xu1d92BZYzLZWDYjI0Mdhpt9viZjWUBNpmdmZqpljcliY1ljIth43KysLHVorzF5bfzi0Zgwzn5cMzMz9TOG8TyAmhg37jMYDDmOazyOMXGd/XfA5LHGXojGn+y/P1g2+2ee7J+RHvy8lL1+D9b3YWWN2x/8/cGyj9uWWxk7OzuSkpLIyMgote8jhBCFS9MTyvv6+jJ48GBmz57N2LFjTfYtWLCA1atXc/78efWNxZM+Li9Ke88t6ZVRtnsSldZeGVq93iXZc0vuEXKPkHtE6b/eco+Qe0RZe83KPULuEXKPkJ5bQpRVmk5uJSQk0KZNG6ZNm8abb75psu+tt97i6NGjnD59utAepwXG3hK1a9eWG69GSEy1SeKqPRJT7ZGYao/EVHskptojMRWifDIr6QoUJQcHB2rUqMHVq1dz7Lt27Zo6fKGwHqcFlpaWuLi4yAojGiIx1SaJq/ZITLVHYqo9ElPtkZhqj8RUiPJJ08ktgN69e3PixAn8/PzUbcePHycgIIB+/foV+uPKOgsLC1xdXdW5A0TZJzHVJomr9khMtUdiqj0SU+2RmGqPxFSI8knTwxLh/gTuAwYMwNzcnEmTJpGens7KlSvx8PDg999/x8rKipCQEM6dO0fLli3VCU/z8jgtMq4UVaFCBXUSS1G2SUy1SeKqPRJT7ZGYao/EVHskptojMRWifNJ8zy1nZ2d+/fVXGjZsyJIlS/jll1/o2bMnK1euVBNUp0+f5r333jOZRysvj9MivV5PYGCgupy5KPskptokcdUeian2SEy1R2KqPRJT7ZGYClE+ab7nlsgfg8FARkYGlpaW6hLComyTmGqTxFV7JKbaIzHVHomp9khMtUdiKkT5JMktIYQQQgghhBBCCFFmSSpbmNDr9YSFhUk3Xg2RmGqTxFV7JKbaIzHVHomp9khMtUdiKkT5JMktYcJgMJCcnIzBYCjpqohCIjHVJomr9khMtUdiqj0SU+2RmGqPxFSI8kmGJQohhBBCCCGEEEKIMkt6bgkhhBBCCCGEEEKIMkuSW8JEWloavr6+pKWllXRVRCGRmGqTxFV7JKbaIzHVHomp9khMtUdiKkT5JMMShRBCCCGEEEIIIUSZJT23hBBCCCGEEEIIIUSZJcktIYQQQgghhBBCCFFmSXJLCCGEEEIIIYQQQpRZktwSQgghhBBCCCGEEGWWJLeEEEIIIYQQQgghRJklyS0hhBBCCCGEEEIIUWZJcksIIYQQQgghhBBClFmS3BJCCCGEEEIIIYQQZZYkt4QQQgghhBBCCCFEmSXJLSGEEEIIIYQQQghRZklySwghhBBCCCGEEEKUWZLcEkIIIYQQQgghhBBlliS3NCQyMpJ27doREhKS635fX1+8vb1ZunRpgc8xbNgwvLy8cvzMmDFDLfPhhx8yf/78Ap+jvHhcvGbPns0LL7yQ676QkBBeffVV2rZtS9u2bXnvvfeIjY0tlHo96rwA9+7do0OHDmzevNlke2JiIh06dODatWuFUo+yKLeYHj16lNGjR+Pj40OLFi2YMGECFy5cyPHYwo5pXs+b3cNiX57bdG4xzct9EAo/pnk9b3blKabFcU8tqXtvQc6rhdgXR/srqXaqtZiWpvZX2ttpWYl9aWp/pb2dlpWYCqF1FiVdAVF45s2bR//+/alZs2aOfZmZmcyaNYuMjIwCH19RFPz8/OjZsye9e/c22Ve9enX1/9OnT6dfv34MHTqUhg0bFvh8WveoeP3xxx9s3LiRtm3b5tgXFxfH+PHj0ev1TJkyhaysLH766Sdu3LjBH3/8gZWVVYHr9KjzAuj1et544w3u3r2bY1/FihWZMGEC//nPf9iwYQM6na7A9SirHozpqVOnePHFF2nQoAFvvvkmmZmZrFu3jrFjx7Ju3TqaNWsGFH5M83re7B4V+/Lcph+MaV7vg4Ud07yeN7vyFtOivqeW1L23IOfVSuyLuv2VVDvVYkxLS/sr7e20LMW+tLS/0t5Oy1JMhdA8RWjCqVOnlMaNGythYWG57v/uu++UJk2aKJ6ensqSJUsKdI7g4GDF09NT2bRp02PLfvDBB8q4ceMKdJ7y4GHxyszMVJYuXap4eXkpnp6eytixY3M8dvHixUqjRo2U27dvq9v++ecfxdPTU9mwYUOB6pOX80ZERCgjRoxQPD09H/o6SEpKUlq3bq1s2bKlQPUoy3KL6eDBg5WuXbsqKSkp6rbo6GilTZs2yoQJE9RthR3TvJ5XUfIWe0Upn206t5jm9T5Y2DHNz/23PMa0OO6pJXXvzc95tRT74mh/JdVOtRbT0tT+Sns7LSuxL03tr7S307ISUyHKAxmWqBE///wzrVq1wt3dPce+Gzdu8P333/PKK6880Tlu374NQL169R5bdvjw4Zw8eRJfX98nOqdW5Rav9PR0hg4dytKlSxk8eDBubm65PnbXrl20bdvWJA4dOnSgTp067Nq1K991yct5jx07Rp8+fbhx48Yjhyza2dnRt29f1qxZk+96lHUPxvTevXv4+vrSp08fKlSooJZzcXGhTZs2nD9/Xt1WmDHNz3nz+pqD8tmmc2uneb0PFnY7zet5y2tMi+OeWhL33vycV2uxL472V1LtVGsxLU3tr7S307IS+9LU/kp7Oy0rMRWiPJDklgaEh4fzv//9j549e+bYZxyO2LFjRwYNGvRE57l16xbw/38MUlJSHlq2efPmVK1ald9+++2JzqlFD4tXeno6SUlJfP311yxcuBALi5yjhu/du0dISAhNmjTJsa9JkyZcvXo13/XJy3n9/Pxo164d27Zto1evXo88Xp8+fbh69Srnzp3Ld13Kqtxiam9vz969e5kwYUKO8nFxcZibmwOFH9O8nhfyFnuj8tamH9ZO83IfLIp2mtf7b3mMaXHcU0vq3puf82op9sXR/kqqnWotpqWp/ZX2dlpWYl+a2l9pb6dlJaZClBcy55YGHD16lKysLLp27Zpj34oVKwgKCmL58uVkZmY+0Xlu3bqFnZ0d8+fPZ/fu3aSkpFCzZk3efPNN+vfvn6N8mzZtOHLkyBOdU4seFi97e3v279//yD92kZGRALl+2+Pq6kpiYiKJiYlUrFgxz/XJy3lHjRrF+PHjgftveh6lZcuWWFhYcPjwYVq2bJnnepRlucXU3Nyc2rVr5yjr6+vLuXPn6NSpE1D4Mc3reSFvsc+uPLXph7XTvNwHi6Kd5vX+Wx5jWhz31JK69+bnvFqKfXG0v5Jqp1qLaWlqf6W9nZaV2Jem9lfa22lZiakQ5YX03NKAs2fPYmtrm2MSz1u3brFs2TJmzpxJ1apVn/g8t2/fJjk5mcTERBYtWsTnn3+OnZ0db731Flu3bs1R3tPTk4iIiIeunFNePSxeZmZmj/2Dl5ycDGAy3MzI2toaeHSPutzk5bz5mazTxsYGDw8Pzp49m696lGUPi+mDkpOTmTlzJgBTp05Vt0HhxjQv54W8xT678tSmHxbTvNwHiyKmeb3/lseYFsc9taTuvfk5r5ZiXxztr6TaqdZiWpraX2lvp2Ul9qWp/ZX2dlpWYipEeSE9tzQgJCSE6tWrm6xOl5WVxfvvv0+rVq14/vnnC+U8zz//PAaDgTFjxqjb+vfvz4ABA/jiiy8YOHCgyZAn4x/FO3fuPPZDf3mSW7zySlGUx5YpDasU1qxZk5s3b5Z0NYpNXmKamprKyy+/jK+vLy+99JK6Qk5Rx/Rh5y2I8tSmHxbTvNwHiyKm+b3/5pUWYloc99SSuvcW5XlLc+yLo/2VVDvVWkxLU/sr7e20rMS+NLW/0t5Oy0pMhSgvpOeWBsTHx2Nvb2+yzbgE7dtvv01sbCyxsbEkJCQA9z/sxsbGYjAY8nWeUaNGmfwhgPu9dAYPHkxMTIw6QaORsU5xcXH5fUqallu88srW1ha4P27/QcZtBT12YbK3ty9XcX9cTBMSEpg0aRL//vsvzz33HG+++aa6ryhj+qjzFkR5atMPi2le7oNFEdP83n/zSgsxLY57aknde4vyvKU59sXR/kqqnWotpqWp/ZX2dlpWYl+a2l9pb6dlJaZClBfSc0sDzMzMciSqjh49SkZGBsOHD89R/qeffuKnn37i4MGD1KhR44nP7+zsDOTsFmysU0F6E2hZbvHKq2rVqgEQHR2dY19UVBQODg7qH9qSZDAYMDMrP7nzR8X07t27TJ48mevXrzNixAg++eQTk2/xiiqmjztvQZSnNp3fdpr9PmicpLY42unD7r95pYWYFsc9taTuvUV53tIc++Jof8UZ0+K6P5RETEtT+yvt7bSstOfS1P5KezstKzEVorwoP58+Naxy5crEx8ebbJs5cyarV682+fniiy8AGDx4MKtXr8bV1TXP54iMjKR///589913OfYFBAQA5EiUGetUuXLlfDwb7cstXnnl4OBAjRo1cl0d5tq1a3h7ez9h7QpHfHw8Li4uJV2NYvOwmCYlJakJpgkTJvDpp5/mSDAVRUzzct6CKE9tOreY5vU+WNgxLcj9N6+0ENPiuKeW1L23KM9bmmNfHO2vpNqp1mJamtpfaW+nZSX2pan9lfZ2WlZiKkR5IcktDahWrRpRUVFkZWWp27y9venQoYPJj3Hlupo1a9KhQwd1osO8cHNzIyEhgT/++IOkpCR1e1hYGJs3b6Zdu3Y5kmXGFUSM32qI+3KLV3707t2bEydO4Ofnp247fvw4AQEB9OvXr7Cq+UQiIiJwd3cv6WoUm4fF9NNPP+X69euMGzeOWbNmPfTxhR3TvJ43v8pTm84tpvm5DxZmTAty/80rLcS0uO6pJXXvLarzlubYF1f7K6l2qqWYlrb2V9rbaVmIfWlrf6W9nZaFmApRXsiwRA1o3749mzdv5tatWzRs2DDfjw8JCeHcuXO0bNnykRMWzpkzh+nTpzNy5EiGDx9OcnIyv/32GxYWFsyZMydH+QsXLlCrVi25KT/gSeP14osvsm3bNiZMmMCkSZNIT09n5cqVNGnShMGDB6vl8hrXwnbv3j0CAwNN6qJ1ucXUz8+Pbdu24eDgQKNGjdi2bVuOxxmvUWHGND/nza/y1KYf1k7zeh8s7Haa3/tvXmkhpsV1Ty2pe29ez5tfpTn2xdX+Sqqdaimmpa39lfZ2WhZiX9raX2lvp2UhpkKUG4oo8+7evas0bNhQWbt27SPLhYSEKJ6ensqSJUtMtm/atEnx9PRUNm3a9Nhz/fXXX8qwYcMUb29vpXXr1sorr7yi3L59O0e5rKws5amnnlI+++yz/D2ZciCv8erWrZsyduzYXPf5+fkpU6ZMUZo3b660b99emTlzpnL37l2TMvmJa17PqyiKcvLkyUce99ChQ4qnp6dy5cqVfJ23LMstpuvWrVM8PT0f+ZNdYcU0v+fN7lGxL29t+lHtNK/3wcJup3k9b3blIabFdU/Na7miuPfmtX55PV5pj31xtb+8liuKdqqVmJa29pfXciXZTkt77Etb+8truZJsp6U9pkKUFzpFycMapqLUmz59OrGxsaxfv75Aj//8889p1qwZAwYMKJT6/PPPP0yaNIlt27YV6Js8rXvSeOVVYcc1L95++238/f3ZsmVLsZ2zNNByTKF8tmmJadlRXLHKq5KKaV6VhdhLTPOnJGNa2mKVV6U9pnlVFLGXmJassnCPFqI0kjm3NGLSpEmcO3eO4ODgfD82JiaGQ4cOFepEm1u3bqVjx45yQ36IJ4lXXhVFXB8nKSmJgwcPMmnSpGI7Z2mh1Zgalcc2LTEtO4ojVnlVkjHNq7IQe4lp/pRkTEtTrPKqLMQ0r4oi9hLTklUW7tFClEaS3NKIVq1a0a1bN/773//m+7GxsbHMnDmT2rVrF0pdQkJC2LdvH2+88UahHE+LniReeVXYcc2LNWvWUKdOnVIzsX1x0mpMofy2aYlp2VEcscqrkoppXpWV2EtM866kY1qaYpVXpT2meVVUsZeYlpySbs9ClGUyLFFDwsPDGTx4MH/++SceHh4lVo9Zs2Zhb2/Phx9+WGJ1KAtKS7wKS2JiIj179uSnn37SxLdmBaG1mBqV5zYtMS07tBqrwlaWYi8xzZvSEFOJVckoythLTEtGaWjPQpRVktwSQgghhBBCCCGEEGWWDEsUQgghhBBCCCGEEGWWJLeEEEIIIYQQQgghRJklyS0hhBBCCCGEEEIIUWZJcksIIYQQQgghhBBClFmS3BJCCCGEEEIIIYQQZZYkt4QQQgghhBBCCCFEmSXJLSGEEEIIIYQQQghRZklySwghhBBCCCGEEEKUWZLcEkIIIYQQQgghhBBlliS3hBBCCCGEEEIIIUSZJcktIYQQQgghhBBCCFFmSXJLCCGEEEIIIYQQQpRZktwSQgghhHgCiqKUdBWEEEIIIco1SW4JIYQQj/Hvv//i5eVFw4YNOX369CPLvvDCC3h5eXH8+PFiqt2jLV26FC8vL77++uuSrkqhOHnyJMOGDcPHx4dWrVqxaNGiEqtLQkICc+fOZevWrSVWByGEEEIIIcktIYQQIs8UReGDDz4gNTW1pKtSLiUmJvLKK69w+fJl6tevT6dOnfD29i6x+syfP5+1a9eSmZlZYnUQQgghhBBgUdIVEEIIIcqS4OBgvvrqKz766KOSrkq5c/v2bZKTk6lRowZ//vknOp2uROsjwxGFEEIIIUoH6bklhBBC5JGrqysWFhb89ttvnDlzpqSrU+7o9XoAqlSpUuKJLSGEEEIIUXpIcksIIYTIo5o1azJlyhQMBgMffPABaWlpeXrco+a9unPnDl5eXnTp0sVku5eXF88++yz37t1j7ty5dO7cmWbNmjFo0CB27twJQHh4OG+//Tbt2rWjbdu2TJw4EV9f34fWY9++fQwdOpSmTZvSuXNn5syZQ2RkZK5lo6Ki+Oyzz+jevTve3t506NCBN998k5s3b+Yoa5xn7ObNm4wbN46mTZvSqVMndu/e/dhrc/v2bd577z06d+6Mt7c3nTp14t133+X27ds5rse4ceMAOHfuHF5eXnTv3v2hx123bh1eXl688847ue6/du2aeo2zO3/+PK+++ipPPfUU3t7edOvWjTlz5hAeHp6jPlu2bAHgo48+wsvLi82bN5uU2b17Ny+88AKtWrXCx8eHwYMH8/PPP5ORkWFSzjin27x581i7di0dOnTAx8eH0aNHYzAYMBgMrF27lueff562bdvi4+ND//79+fLLL4mLi3vE1RVCCCGEKB8kuSWEEELkw/Tp02nQoAFBQUEsXry4SM+VnJzMiBEj2Lx5M97e3jRq1IgbN27w9ttvs3btWoYPH87p06dp1aoVTk5OHD9+nNGjR+easNq3bx8zZswgLS2Nbt26YW1tze+//85zzz1HSEiISVlfX1+GDBnCr7/+ioWFBV27dqV69ers3r2bYcOGcfjw4Vzr+9prr+Hv78/TTz+NhYXFY+fDOnToEM8++yzbtm3DycmJHj164OzszPbt23nuuef43//+p5YdOHAgHTp0AMDZ2ZmBAwfSs2fPhx67X79+WFpacujQoVyTkDt27ABg0KBB6rb169czevRo/vrrL2rWrEn37t2xtLTk999/Z8iQIVy6dMmkPjVr1gSgefPmDBw4EA8PD3X/xx9/zJtvvsmlS5do3LgxHTt2JCIigvnz5/PSSy+pvdCyO3LkCPPmzaN+/fo0b96cWrVqYWZmxuzZs5k7dy5BQUG0aNGCjh07Eh8fz4oVKxg9ejTp6emPvM5CCCGEEJqnCCGEEOKRTp48qXh6eiojR45UFEVRLl68qDRq1Ehp2LChcubMGZOyY8eOVTw9PZV//vlH3bZkyRLF09NTWbx4cY5jh4SEKJ6enkrnzp1Ntnt6eiqenp5Kv379lJiYGHX7Z599pu576aWXlNTUVEVRFCUjI0MZNWqU4unpqaxcuTLHuT09PZWFCxcqBoNBLf/BBx8onp6eyqRJk9Tyer1e6dWrl+Lp6amsXr1aLa8oinLw4EGlSZMmSps2bZS7d+/meM5PP/20EhcXpyiKomRlZT3ymkZFRSnNmzdXvLy8lM2bN5vs++OPPxQvLy+lRYsWSkREhLr9wTg8zvTp0xVPT09lz549JtsNBoPy9NNPK40aNVKio6MVRVGU69evKw0bNlSaNWumHDlyRC2blZWlLF26VPH09FS6dOmiXm9FUZSZM2cqnp6eysaNG02Ov2nTJsXT01MZOHCgEhISom5PTExUJk2alOO1YHxenp6eyooVK0zOHRoaqnh6eiq9e/dWEhMT1X2pqanK888/r3h6eiqbNm3K0/UQQgghhNAq6bklhBBC5FOzZs2YNGlSvocnFsSMGTOoXLmy+nv2nkbvv/8+NjY2AFhYWKjD9IKCgnIcp1atWrz11lvqXFUWFhZ8/PHHVK5cmWPHjhEcHAzAX3/9RVBQEN26dWPChAkmc1t1796dkSNHcu/ePf78888c5xg4cCCVKlUCwMzs0W8xNmzYQEpKCkOHDmXo0KEm+4YNG8bQoUNJTk5m/fr1jzzOowwZMgSAXbt2mWw/c+YM4eHhdOzYERcXFwB++eUXDAYDL774Ip07d1bLmpmZ8eqrr9K2bVsiIiLUHl+PsmLFCuD+aoo1atRQt9vb2zN//nwsLS357bffcvTeMjc3Z/To0SbnjomJAcDJyQl7e3t1n42NDR999BFz587Fx8cnL5dDCCGEEEKzJLklhBBCFMCMGTOoV68egYGBfPPNN0V2nubNm5v87uTkBECFChWoXbu2yT4HBweAXIe89e3bFwsL00WSra2t1aF+p06dAuDkyZMAtG/fPtf6GBM///77b459DRs2fNRTMXH69GkAnnnmmVz39+vXz6ReBdGlSxcqVarE4cOHSUpKUrcb5ywbPHhwnuvTv3//PNUnOjoaf39/KlasSJMmTXLsr1KlCg0bNiQxMZFr166Z7PPw8MDW1tZkW4MGDahUqRLnz59n1KhRrF27lsDAQACaNm3K8OHDqVev3iPrJIQQQgihdRaPLyKEEEKIB1lZWTF//nxGjRrFL7/8wjPPPEOLFi0K/TyOjo4mvxt7UhkTWbnty0316tVz3e7u7g6gztNlnDh9/vz5zJ8//6HHi4iIeGxdHyUqKuqR9TL2eIqOjs7zMR9kZWVFv379WLduHQcOHGDIkCFkZmayb98+7OzsTObsKqz6GK9fYmIiXl5ejy2bPXlp7PWWXYUKFfj222955513OHfuHOfOnQPuL27Qo0cPRo4cSZ06dR55HiGEEEIIrZPklhBCCFFAPj4+TJgwgZ9++olZs2axbdu2fB/DYDA8cv+Dva0KysrK6pH7LS0tTerTrl07qlSp8tDyzs7OObY9bihidoqiPHK/sR6Pq/fjDBkyhHXr1rFr1y6GDBnCP//8Q1xcHM8++6w6pDMv9cnKyspTfYzlKlWqZDK8MTeurq4mvz8sOdm+fXsOHDjA33//zeHDhzl58iQhISH8/PPP/Pbbb3z99df06tXrkecSQgghhNAySW4JIYQQT+D111/n0KFDBAQEPHR4ojFpkVsiKyEhoSirpzL2THpQaGgo8P89uIwJl4EDBzJ8+PAiq0+VKlUICAggNDSUBg0a5NhvXMEx+3xjBeHj40Pt2rU5fvw4CQkJ6vxb2ecuM9bnzp07D63PnTt38lQf4/Wztrbmyy+/fKK6Z2djY0OfPn3o06cPAH5+fvzwww9s376dRYsWSXJLCCGEphkMBjZt2sT27du5efMmycnJVKpUiWbNmjF8+HC6deuW4zHp6enExcVRtWrVfJ9v6dKlfPfdd6xevVqdwuFh3n//fbZs2cL+/fupVatWvs+VXXp6Op07dyYtLY3jx4+bzLf5oP/+97989dVXfPzxx4wZMyZf5wkMDDSZ3qJ79+5kZmZy5MiRgla9xMmcW0IIIcQTsLa2Zv78+ZiZmfHzzz/j7++fo4ydnR0Ad+/ezbHv4sWLRV5HgGPHjuXYlpyczLFjxzAzM6N169YAtGnTBoDDhw/nepw1a9YwcOBAli1b9kT1MZ5n3759ue7fs2cPAG3btn2i88D9ubUyMzM5cOAABw8epGrVqrRr165A9cn+uNx6WtWoUYNq1aoRGRmJr69vjv2pqakMGjSIMWPGqAmzR9m+fTu9evVi+fLlJtvr1avHxx9/DPz/UEghhBBCiwwGA6+++iqzZ8/G1taWqVOnMmfOHEaOHMmtW7eYNm0ac+fONXnM5cuXeeaZZzh+/HgJ1bpgrK2tGTBgAOnp6ezfv/+RZbdu3YqNjU2OL+we5+OPP2by5Mkm2z744ANmz56d7/qWJpLcEkIIIZ5QixYtGD9+PAaDQV3dLjvjROsHDhxQe0oB3Lp1i++//75Y6vjvv/+yZs0a9Xe9Xs9HH33EvXv36Nu3r9pzq1+/fri6uvLXX3+xevVqk+F6ly5dYsmSJdy8efOx80k9zvPPP4+trS1btmxhy5YtJvs2bdrEtm3bsLW1zbGSYkEMHjwYnU7Ht99+S1JSEgMHDswxhHLs2LGYm5uzYsUKk0Sgoih89913nD59Gjc3N5N5uoxDFBMTE02ONX78eADee+89dRVKuH/N//Of/3Djxg1SUlJMVlJ8mAYNGhAcHMyaNWtyJE63b98O3F+9UwghhNCqffv2cfDgQV577TV+/PFHJk+ezPDhw3n11VfZtWsXzZs3Z+3ateq8lAC+vr5l9sufYcOGATxyheZLly7h5+fHM888Q8WKFfN1/L///jvHdAw9e/Ys873AZViiEEIIUQjeeOMN/ve//6kr2WXXrl07vL29uXLlCgMHDqRdu3akpKRw+vRpOnXqxKVLl4q8fi1atGDevHls2bKFmjVrcvHiRSIiIvD09DT5pq5ChQosWbKEqVOnsmDBAn799Ve8vLyIj4/n3LlzKIrC+PHjTZI8BeHm5sbChQt56623eP/99/n555+pU6cOAQEB+Pr6UqFCBRYtWvTQCd7zo3r16rRu3VpdETH7KolG3t7ezJo1i3nz5jF58mSaN29O1apV8fX1JTAwkEqVKvH111+bDA8wdudfvnw558+fZ/DgwfTs2ZNx48Zx8eJFdu/ezYABA2jatCmVKlXi0qVLREVFUblyZRYvXpynujdq1Ihx48apPeZatmyJk5MTQUFB+Pr6Ymtry6xZs574GgkhhBCl1ZkzZwByHXpoZWXFpEmTmDFjBqdPn6Zly5bFXb1C17hxYxo3bszJkyeJiorKdQ5U4zyvRTmFRFkjPbeEEEKIQmBjY8Pnn3+e66TqZmZmrF69mvHjx+Pg4MDRo0cJDw/ntddeY9myZZibmxd5/UaNGsW8efNIT0/n0KFDmJmZMXnyZNavX4+Tk5NJ2ZYtW7J161ZGjhyJoigcOXKE4OBg2rVrx7Jly/jggw8KpU69e/fmzz//ZMCAAdy9e5cDBw6QkJDAsGHD2LRpU6F+g2hMaDVu3DjXObUAXnjhBX799Ve6d+9OYGAghw4dwmAwMH78eLZt20arVq1Myo8aNYohQ4YAcOTIEa5cuQLcj/fixYtZuHAhTZs2xdfXl2PHjlGxYkUmTpzI1q1b87XC4axZKTYQMgABAABJREFUs/jPf/5DkyZNuHLlCocOHeLevXs899xzbNu2jaZNmxbgigghhBBlg/GLpfXr15OZmZljf69evbh69SovvfQScH8OrI8++gi4/zc0e2/zqKgo5s2bxzPPPEOzZs1o1qwZ/fr1Y9myZbkeOzY2lnfffZfWrVvTokULpkyZkucvJXfs2MHzzz9P8+bNadGiBWPGjOHQoUN5euywYcMwGAzs3r07xz69Xs/OnTupXbu2Oq0C3O/RPWLECJo3b07z5s0ZMWKEyWJHd+7cwcvLi8jISEJDQ/Hy8mLp0qXA/Tm3unTpopZdunQpXl5e3Lp1i48//piOHTvStGlTBg0axNatW3PUyc/PjxkzZtC+fXtatGjBiy++iJ+fH40bN+b999/P03N+UjrlccsDCSGEEEIIIYQQolRSFIW0tLSSrsZD2djYPHRF4LwICgpiyJAhpKSk4OrqSvfu3WndujWtWrXKtYf3+fPn+fPPP/nzzz8ZMWIErVq1YvDgwSQmJjJo0CASEhIYPXo0Hh4exMfHs3XrVm7fvs3UqVN5++23gf+fUN7W1pZatWoxZMgQEhISWLNmDenp6axZs4YWLVoAuU8o/8UXX7By5Uo6duxI165dSU9PZ9euXVy/fp1Zs2YxYcKERz7nhIQEOnXqRP369dm8ebPJvr/++otXX32Vd955hxdffBGAzz77jF9//ZUmTZrQr18/AHbu3Mn169d54YUX+Oijj0hJSeGvv/5i3rx5mJmZqYm/hg0b5phQ3vj8q1evTpUqVejXrx96vZ5ffvmFqKgok4n2/fz8GDlyJJmZmbzwwgu4uLiwd+9e/Pz8uHfvHkOGDGHBggUFjH7eybBEIYQQQgghhBCiDFIUhcmTJxfLFAcF5ePjw8qVKwuc4KpVqxarVq1i1qxZBAQEsGHDBjZs2KDu69+/P5MnT1Z7eLVo0YLbt2/z559/0rx5c7X39pYtWwgLC2PJkiU888wz6vFHjBhBhw4d+N///qcmt4zq1KnD+vXrsba2Bu73Oh86dCgLFy7k999/z7W+ly5dYuXKlYwePZo5c+ao2ydMmMDkyZP58ssv6dOnzyNXcXRwcKBXr17s3LkTf39/6tatq+7bunUrlpaW6rykZ86c4ddff6V9+/asXLkSS0tLAMaNG8ekSZNYu3YtvXv3pm3btgwePJivvvoKCwuLXKdpeFCdOnVMYtesWTNeeOEFNm3apCa3Fi1aRGJiIhs3blTnAR0zZgzTpk0r1tUXZViiEEIIIYQQQghRRj1Jr6iyokWLFuzevZtff/2VqVOn0qJFCywtLQkKCmL58uUMGjSIsLCwRx5j3LhxHD9+PMe0B7GxsVSsWJGkpKQcj5kyZYqa2IL7iwR17tyZ8+fPEx0dnet5du7cCdxfpCc2Nlb9SUxMpF+/fmRkZPC///3vsc85t4nlY2NjOXz4MF27dsXFxQX4/xWdp0+fria24P58ZK+99hpArsMb82LgwIEmry9vb28AdQGlxMREjh07RseOHU0WuDE3N+fll18u0DkLSnpuCSGEEEIIIYQQZZBOp2PlypWaHpZoZGZmRps2bdR5ppKTkzl8+DDLly/n1q1bfP7553z33XePPcaqVau4ePEiwcHBhISEkJycDNxf7OZB9erVy7Gtdu3aHD58mKCgIFxdXXPsDwgIAO6vxPww2VfPfpj27dtTo0YNdu7cyeuvvw7Arl27yMjIMJlI3rgyc/369XMcwzjP6J07dx57vtwYE2hGxpWiDQaDeu7MzMxc5xLNrT5FSZJbQgghhBBCCCFEGaXT6ahQoUJJV6NIpKSk8OOPP+Lm5sbo0aNN9tnZ2dGvXz86depEjx49OHHixCOPdenSJSZNmkRmZibt27enc+fONGjQgJYtW/LCCy+oCZvsclsoyDhtuYVF7ukU43G+++477Ozsci3j7u7+yLrC/bg+++yzLFmyhAsXLtC8eXO2bt1K1apV6dy5c476PKouxqRUfuX2/LPLyMgAMOkxZmRjY1OgcxaUJLeEEEIIIYQQQghR6tjY2PDzzz9TsWJFhg8fnmsSxcHBgWrVqnH37t1HHmvx4sUkJSWxfft2PD091e0ZGRnExcXh6OiY4zHBwcE5Vln29/dHp9Opk8c/qEaNGgC4urrSvHlzk31BQUH4+/tja2v7yLoaPfvss3z33Xfs3LkTR0dHrly5wiuvvGKSdPLw8ADg9u3btG3b1uTxt27dAqBatWp5Ol9+1apVC51Op/ZWy87f379IzvkwMueWEEIIIYQQQgghSh0zMzOee+45oqOjWbhwIZmZmTnKnD59mps3b9KnTx+TxwEmvbHi4uKwsbHJkZRau3YtaWlpZGVl5Tj2unXrTHpGXbhwgX/++Yf27dvj5OSUa52N9Vi6dKlJfTMyMpg1axbTpk0jMjIyL08fd3d3OnbsyIEDB9izZw86nY7nnnvOpIxxcvxly5blON/y5ctNysD9+bBy66VWEE5OTjz11FMcO3ZMTaTB/d5kq1atKpRz5JX03BJCCCGEEEIIIUSp9M4773Dz5k3Wrl3L0aNH6dOnDzVq1ECv13Pu3Dn27t1Lo0aNeOONN9THGOeK2r59O4qiMGTIEHr06MGyZcuYOHEiAwYMQFEUjhw5wt9//42NjQ1JSUkoimIyP9i1a9eYMGECffv2JTQ0lF9//RUHBwdmz5790Po+9dRTDBs2jD///JPnn3+e/v37Y2Vlxfbt27l06RKjR482mXz9cYYNG8brr7/OL7/8QocOHdSeYUbt2rVjxIgRbNiwQT0f3J/Y/tq1a4wePVqdpwygcuXKXLt2jVWrVtGyZcscvcvya9asWYwcOZKRI0cyduxYXF1dOXjwIOfOnQOKb8EDSW4JIYQQQgghhBCiVLK1tWXNmjVs3bqVPXv2sGnTJuLj47GxsaFevXq8++67jB492mReqQ4dOjBgwAAOHjzI5cuXad26Na+88grm5uZs3bqV+fPn4+joSJ06dVi2bBmXL1/mhx9+4NSpU7Rr1049zrfffsuaNWtYuHAhZmZmdO7cmbfeeovatWs/ss5z586lefPmbNiwgaVLl2Jubk7t2rWZO3euugpiXnXv3h0nJyfi4uIe+thPP/2UZs2a8fvvv7NkyRLMzc1p2LAhX375JQMHDjQp+9ZbbzFnzhwWL17MoEGDnji55enpybp161i8eDFr165FURTatWvH119/zcsvv5zrUNKioFMeNfuYEEIIIYQQQgghhBC5iI6OxsXFJUcPrXPnzjFq1CheffVVXnvttSKvh8y5JYQQQgghhBBCCCHybdy4cfTp0yfHnGXbt28HeOKeYXklwxKFEEIIIYQQQgghRL4999xzfPHFF4wfP56+fftiZmbGv//+y549e+jWrRudOnUqlnrIsEQhhBBCCCGEEEIIUSDbtm1j/fr1+Pv7o9frqVmzJoMHD2bChAlYWBRPnypJbgkhhBBCCCGEEEKIMkvm3BJCCCGEEEIIIYQQZZYkt4QQQgghhBBCCCFEmSXJLSGEEEIIIYQQQghRZklySwghhBBCCCGEEEKUWZLcEkIIIYQQQgghhBBlliS3hBBCCCGEEEIIIUSZJcktIYQQQgghhBBCCFFmSXJLCCGEEEIIIYQQQpRZktwSQgghhBBCCCGEEGWWJLeEEEIIIYQQQghRai1duhQvL68cP97e3nTq1Inp06dz7tw5tfwLL7yAl5cXmZmZJVLfO3fu4OXlxTvvvPPYOgUGBhZz7bTJoqQrIIQQQgghhBBCCPE4I0aMoFWrVurvmZmZhIeH89tvv/H333/zww8/0Llz5xKs4cNNmzaNYcOGYW5uDoCiKLz00kukpqaydu3aEq5d2SfJLSGEEEIIIYQQQpR6zZs3Z/DgwTm2d+vWjeeee45FixaV2uRWx44dTX7Pysri8OHDtG3btoRqpC0yLFEIIYQQQgghhBBlVpMmTWjQoAE3b97k3r17JV0dUQIkuSWEEEIIIYQQQogyzczsfnojKysrx77Nmzfj5eXFH3/8kWNfly5d6N69u/q7cX6vQ4cO0a9fP7y9vRk1ahRwfyjhxo0bGT16NK1bt6ZJkyZ06tSJt956i6CgoEfWL/ucW//++y9NmjQB4NSpU3h5ebF582ZeeOEFGjduTFRUVI7Hf/bZZ3h5eT32POWVDEsUQgghhBBCCCHKsNTU1Efut7S0xMLi/sf/jIyMR060rtPpsLGxAe4nc9LS0h55bCsrK3UeKb1enyO5VKFChcfW/0mFhobi5+dH9erVcXZ2LpRjvvPOOzz33HOMGTMGS0tLAObNm8fatWvp1asXb731FoqicPbsWXbv3s358+fZv3+/WvZR6tWrx8KFC5k5cyZ169Zl2rRptGzZEjMzM06dOsXOnTuZNGmSWl6v17Nz507atGlDrVq1CuX5aY0kt4QQQgghhBBCiDLscfNMLViwgJ49ewKwfPnyR05g3rhxY9asWQNAfHw8vXr1euSxf/jhB1q3bg3A559/zs6dO032nzlz5rH1z6uUlBRiY2PV3/V6Pb6+vnz99ddkZGQwffr0QjtXz549+fDDD9Xf4+LiWL9+Pd26deO7775Tt48ZM4asrCz27t2Lr68vTZs2feyxXVxcGDBgADNnzsTFxUWdR8zV1ZW5c+eydetWk+TW4cOHiY+P59lnny2056c1ktwSQgghhBBCCCFEqffZZ5/x2Wef5dju6urKnDlzeO655wrtXB06dDD53cnJiTNnzuTomZaQkKD2TktKSnqic9rY2NCvXz82bNiAr68vDRs2BGDLli3Y2trSp0+fJzq+lklySwghhBBCCCGEKMOOHj36yP3Zh8q98sorTJ069aFldTqd+v9KlSo99thWVlbq/z/44ANmzpz5uOoW2OTJk+nUqZPJuV1dXfHw8DCpd2GoXLlyjm3W1tYcOnSIgwcPEhgYSGhoKJGRkeq5FUV54vMOGzaMDRs2sG3bNho2bEhsbCxHjhxh4MCB2NraPvHxtUqSW0IIIYQQQgghRBmWn3mtLC0t8zQvFNxPdOXn2NkTXUWhfv36OXpUPamsrCx1PrLsjPOIGen1eiZPnsypU6do2rQpTZo0oV+/fjRu3JjDhw/z448/Fkp9mjVrhqenJzt27ODdd99l586dZGRkFGqvNC2S5JYQQgghhBBCCCE0K/uE99np9Xru3btHlSpVHnuMPXv2cOrUKSZPnsx7771nsm/Lli2FV1ngueeeY/78+Zw9e5Z9+/ZRq1YtdV4zkTuzkq6AEEIIIYQQQgghRFExJq+uXLlisn337t1kZGTk6RhxcXEAeHp6mmwPCgpi3759AI9chfJBxoSbwWDIsW/QoEFYWlqyceNGzp8/z9ChQ/N83PJKem4JIYQQQgghhBBCs9q2bUv16tXZvHkzVlZWeHt7c+3aNbZt20b16tXzdIzOnTvz1VdfsWDBAkJDQ6lSpQq3bt1i06ZNalIrMTExz3XS6XQ4Ozvj6+vLunXraN26tZo4c3Z2pnv37mzfvh0zMzOGDBmS7+dc3kjPLSGEEEIIIYQQQmiWubk5q1atolevXuzatYt58+bh5+fH6tWradCgQZ6OUa9ePf773/9Sp04dVq1axYIFCzh+/Dhjx47l999/Bx4/sf+D3n//fezs7Pj888/Zv3+/yT7jHFsdOnTA3d09X8ctj3RKYUznL4QQQgghhBBCCCEKxZEjR3jxxRf5+uuv6devX0lXp9STnltCCCGEEEIIIYQQpYSiKPzyyy+4urrSs2fPkq5OmSBzbgkhhBBCCCGEEEKUsODgYL755hvCwsI4f/48s2fPxsrKqqSrVSZIcksIIYQQQgghhBCihFWsWJFTp06RlpbGiy++yJgxY0q6SmWGzLklhBBCCCGEEEIIIcosmXNLCCGEEEIIIYQQQpRZktwSQgghhBBCCCGEEGWWJLeEEEIIIYQQQgghRJklyS0hhBBCCCGEEEIIUWZJcksIIYQQQgghhBBClFmS3BJCCCGEEEIIIYQQZZYkt4QQQgghhBBCCCFEmSXJLSGEEEKIAlIUpaSrIIQQQghR7klySwghhMin27dv4+Pjw+7dux9aRlEUJkyYQJcuXR55rFOnTjFp0iSeeuopWrRowciRIx953JiYGD799FN69epFs2bN6NGjB1988QVJSUkFfj6PEhAQgI+PD19//fVDy+j1elatWsXAgQNp3rw5HTp04J133iE4ODhP5zh16hQNGzbkjz/+yLEvKyuLwYMH88477xT4ORSFhIQE5s6dy9atW0u6KkIIIYSm3blzBy8vL1544YUiP1dWVhYhISFFfh6jwMDAx5ZZunQpXl5euf60bNmSfv36sXDhwiJ7L/gkkpKSePvtt2ndujU+Pj7MnTuXjIwMPvvsM9q3b0/Tpk2ZPn16oZzLolCOIoQQQpQTmZmZvPXWW/j4+NCvX7+Hllu4cCEnTpzAzc3toWW2b9/Oe++9h4WFBe3atcPc3JwTJ07w5ptvcvv2bWbMmGFSPioqipEjRxIaGoqnpyddu3bl8uXLrFy5kiNHjrB+/Xrs7e0L7bnGxMQwffp00tLSHlomMzOTV199lcOHD1OlShW6dOlCSEgIO3bs4NChQ6xbt46GDRs+9PH+/v689dZbD+0BZW5uzuzZsxkzZgzdunWjf//+T/y8CsP8+fPZvHkzc+fOLemqCCGEEKIQhISEMG3aNPr06cNrr71WpOdKSEhg6tSp1K5dmwULFuTpMSNGjKBVq1Ym2yIjI9m3bx+rVq3i4sWLrF27FnNz86KocoF899137Ny5kz59+tCpUycaNGjA77//zq+//h97dx4WVfn/f/w57AgCIrgA4oKC+5ZobrlrueeeqVmmWdmilmWfrDTNNNvNXFo10zItW1xy380lzQ1cRkE2EWRfZmBmzu8PfnO+jsAMIgrI+3FdXsHMOWfuc/vqnvE997nPDzz44IP0798fPz+/EnktKW4JIYQQt+G7777jwoULbNiwocDns7OzmT17Nr/++qvV4yQmJjJr1ixcXV354YcfaNKkCQBarZZx48axZMkSevTooT4OMGfOHGJiYpg8eTJTp04F8mZNzZgxg82bN/PJJ5/w5ptvlsh5hoeH8+KLLxIZGWl1ux9//JE9e/bQoUMHlixZgqurK5DXT/Pnz+f111/n119/RaPR5Nv30KFDTJ8+nRs3blh9jTZt2tCjRw/mzZvHQw89ROXKlYt/YiVELkcUQggh7i9RUVFcunTpnrxWcnIyJ06coE6dOkXep2XLlgwaNCjf408//TTjx4/nn3/+YdeuXfTs2bMEW3pnwsLCAJg7d676+e3nn38GYObMmVa/AL1dclmiEEIIUUSpqaksW7aMDh060Lhx43zPb9++ncGDB/Prr79Sq1Ytq8davXo1Op2OMWPGWBSwgoKC1JlM33//vfp4ZGQk27dvp2bNmhbfJjo5OfHuu+/i7u7OunXryMzMvKNzzMjI4OOPP2bEiBFERkYSEBBQ6LaKovDtt98CqIU6s/HjxxMaGkpYWBiHDx+22O/GjRu88847PPXUU6SmphbpG7uJEydy48YNvvrqq2KemRBCCCHE/cfOzo4RI0YAcOzYsVJujaWcnBwAiy8mzY+V5NUGIMUtIYQQosjWrl1LWloaw4YNy/dcWloazz//PFFRUYwbN45ly5ZZPdaePXsACvx2rWfPnmg0Gnbv3q0+tnfvXhRFoUuXLjg4WE68rly5Mu3atUOn0+UrJN2uX375haVLl+Lh4cEXX3zB4MGDC932woULxMbGUq9ePerVq1fgeQAW5wGwdOlS1qxZQ2BgIN9//z3t2rWz2a5WrVrRoEEDfvzxR7Kysqxu++OPPxISElLoOl3nzp0jJCSEIUOGWDx+4sQJpkyZQvv27WnatCndunXj7bffJi4uzmK7kJAQdWbem2++SUhISL6ZfJs2bWLs2LE88MADtGjRgkGDBvHdd9+Rm5trsd0///xDSEgI8+bNY9WqVXTo0IEWLVowevRoTCYTJpOJVatWMWLECNq2bUuLFi3o168fixYtIjk52Wa/CSGEEPcj8/vn77//zrJly+jVqxdNmzale/fufPzxx/nebzdt2sSoUaNo27atOgPqm2++wWQyAXnrWj355JNA3qV0ISEhREdHA3lf/H3yySfq2qJNmzalZ8+evP/++xZfKm7YsIGQkBAOHTrEwoUL6dq1K02bNuXhhx9Wvww0b9e7d28Afv31V0JCQvjnn3/uqD8qVaqU77GxY8cSEhKCwWCwePzgwYOEhITw+eefq491796dCRMmcPToUcaMGUOrVq144IEHeP7557l8+XK+Y+/Zs4cnnniC1q1b07x5cwYNGsTKlSvV/jT//fz7778AFuuE/fHHHwD06NHDop/vlBS3hBBCiCLasGEDjo6OBS4Sb2dnR//+/fn999/53//+h7Ozc6HHURRFnfbeoEGDfM97enri4+NDamoq8fHxAFy8eBGA4ODgAo9Zv359IK/gdCd8fHyYNm0af//9t81p7dbOwVqbatWqxdtvv82ff/5JmzZtity27t27k5aWxt9//211u759++Lo6MjOnTsLXC/M/KFq4MCB6mNr1qxh9OjRbNu2jVq1atG9e3ccHR1Zu3YtgwcP5tSpU+q2AwYMUGfmtWzZkgEDBhAYGKg+/9ZbbzF16lROnTpF48aN6dixI9euXWP+/Pk888wz6jeWN9u7dy/z5s2jfv36tGzZktq1a2NnZ8esWbOYO3cukZGRtGrVio4dO5KSksKKFSsYPXo0er2+yP0nhBDi/pWdnU12drZ62bxOpyM7Oxuj0QiAXq8nOztbLXTk5uaSnZ2tvicZDAays7PV902TyaQe805f42765JNPWLt2LUOHDuV///sfVatWZenSpSxevFjd5u+//2batGm4ubnx8ssv89prr+Hl5cWCBQv48MMPAejVqxeTJk1Sf164cCHe3t4YDAbGjRvHV199Rbt27fjf//7HK6+8QtWqVfn222+ZNWtWvjb973//Y+/evYwbN44ZM2YA8P7776s3zgkNDeW1114D8pZeWLhwIUFBQXfUDzt27ACgadOmxT7GxYsXmThxIvXq1WPmzJkMGDCAHTt28PTTT6t/xwDffPMNkyZNIi4ujokTJzJt2jQqV67MvHnzeOGFFzCZTAQFBbFw4UL1ssuFCxfy/vvvs3DhQlq1agXkXZZo7ueSIGtuCSGEEEUQHR1NREQEzZs3L3Aatbu7u/oByZbU1FT0ej1ubm4FftMGUK1aNRISEkhMTKR69epcv34dAF9f3wK3Nz9ua/0qW/r371/kbc1tqlatmtU2JSYmWjw+bty4YrUtNDSUZcuWsX//fqszyry8vOjatSvbtm1j9+7dPPzww+pziqKwefNm7O3t1XMNDw9nzpw5ODk5sXjxYjp37gzkfbBfsmQJn3/+OS+88AJbt27FxcWFRYsW8frrrxMVFcWwYcMYPny4evwNGzbw008/ERISwpIlS9TLOjMyMnjppZfYv38/X3zxhbpmmllERASvvvoqTz/9tPrasbGx/PLLL9SpU4f169erudPpdDzxxBOcPHmSv/76K98MNCGEEBWP+b1r27ZtVKlShXHjxnH58mWWLl1KmzZteOutt9ixYwczZsxgxIgRfPPNN6xYsYLhw4fz2muvsXv3bl5//XVat27N8uXLuXLlCiNHjsTLy4vt27ff0WvczUvldDodmzdvxtPTE8j74qpTp05s2LBBfa9dv349rq6urFixAju7vPk9I0aM4IknnkCr1QLQsGFDkpKSWL58OSEhIeraVjt27ODs2bO89tprPPXUU+rrPv744/To0YNdu3bla5Obmxvr16/HyckJyPtyrkePHqxfv57hw4dTq1YtevTowYIFC6hVq1aB62gVJCsri6SkJPV3k8lEQkICf/zxB+vXr6dJkyY88sgjt9uFqvj4eBYtWsSAAQPUx/R6PRs2bODw4cN07NiRqKgoPvzwQ4KCgvjll1/Uz7FPPPEEr7zyCn/++ScbN27k0UcfZdCgQaxdu5aIiAiLc9y3bx8nTpygZ8+eVpe/uF0yc0sIIYQoAvN08ZJY+NL8LebNa1Tdyjzzy3wJnnkfFxeXArc3P36na27dDnPbbLXJ1mWERWXu+6JM3TcXv/766y+Lx48dO0ZcXBwdO3bEx8cHgO+//x6TycTEiRPVD+6QNxtvypQptG3blmvXrqkzvqxZsWIFkHc3xZs/sLm7uzN//nwcHR1ZvXp1vtlb9vb2jB492uK1zUXBKlWqWBRUXVxcePPNN5k7dy4tWrSw2SYhhBDiftWlSxe1sAV5haV69epZfLFWo0YNsrKymDdvHmfPnkVRFOzt7fnhhx9YunSp1eP36NGDf/75hzFjxlg8npiYiKenJ1lZWeqleGZ9+vRRC1sAAQEBVKlSJd+Xfbfr3XffpX379uqfjh07MnjwYNasWcPw4cP5+uuv7+hOiU5OThZfCML/zQRLSEgA8gqbBoOBiRMnWnxBq9Fo1GLipk2bit2GOyEzt4QQQogiMK+75O/vf8fHMn9rWNAdBG9l/sBk/rBia597eRe/e90mX19fnJ2dSUhIwGg0Wv0A99BDD+Hl5cWePXvIyMhQi0N//vkngMU3iEePHgXyPowWpF+/fhw5coQjR45YzNK6VUJCApcvX6Zy5coWNwkwq1atGg0bNuT06dOcO3eOli1bqs8FBgbmm8XXoEEDvLy8OHHiBI899hh9+/alc+fO1KlTh2bNmtGsWbNC2yKEEKJi2bdvH/B/XyytXLkSRVHUIsucOXN45513cHR0BOCpp55i3Lhx6ntp165d2bdvn/qeXrduXfWYd/oad1NBM9qdnJwsCk4vvPACYWFh/PDDD/zwww94e3vz4IMP0rNnT/r06ZNvLdOCjrdu3TqOHj3K1atXiY6OJjU1Ve0rk8mkfrYrapuKY8KECXTq1AlFUUhISGDVqlWcP3+eF154wWJWWXF5enqqf3dm5r9bc9uvXr0K/N/SEzcLCAigUqVKJbaG1u2S4pYQQghRBObL/W6+20txubm5ARS4HpSZeS0lc8HD/N/C1lgyH6uwyxzvBvNrFXYed6NNlStXJjExkaSkpEIv0YS8D2N9+/blxx9/VO9iaTAY2Lp1K25ubhbriZkvryyscGmegWX+1rIw5gJoeno6ISEhNre9ubjl5eWVbxtXV1c+/fRTXnnlFf799191UVbz5QyjRo2ibt26Vl9HCCFExXDrbPBbZ1Xfuhaoo6OjRSHDwcHBoshjZ2eX75h3+hp3Q1G+KPTx8eHnn3/m9OnT7Nmzh8OHD7Nt2zY2bdpEy5Yt+eGHHwptZ1RUFI8//jhJSUm0bduWtm3bMnr0aFq2bMnbb79d4CWXNxe6SlL9+vXp0KGD+nvfvn2ZNGkSCxYsICEhQV3Hy5ZbF5g3K0q7bX1haTKZLGat3UtS3BJCCCGKwPxB4OYFNYvLzc0NNzc30tPT0el0BV7Wd+t6VtWrVwcKL7CYH7dW8Clp5jYVNs3+brTJ/M1hYR/MbjZ48GB+/PFH/vrrLwYPHsyBAwdITk5myJAhFn1u64Oa+e/c1oc183ZeXl4WlzcW5NY+KezD+YMPPsj27dvZvXu3+oE8KiqK7777jtWrV/Pxxx/Tq1cvq68lhBBCVFSKonDx4kV0Oh3NmzenWbNmTJkyhYyMDF599VV27tzJ/v376datW4H7L126lPj4eJYvX06XLl0snrP1pdfd5uTkxCeffKLe+bFJkyYWa6eaZ+Xl5ORYFC7v5PJI8w10Ll26lG8GeVRUFDqdjpo1axb7+HdCiltCCCFEEZjXc0hOTr7jY2k0Gho0aMDJkyfRarX5LmFLSUlR13IwF5DMdyQ0L3x6K1t3U7wbzG0y3zXxVubHS6pNJpOJlJQUAIv1NQrTokUL6tSpw8GDB0lLS1PX37r5LomQV0CMjo4mJiamwDs/mqfXV61a1errmQtWzs7OLFq0yGb7isrFxYWHH35YXQdDq9WydOlSfv/9dxYuXCjFLSGEEKIQGo2GKVOmkJmZyZYtW9QZ+O7u7gQHB7Nz5061CGSeuXTz5YPmz323fpbZunUrkZGRQN6XW7YubbxVQa9VHOa7Po4fP57Zs2fTpk0batSoAfzfF6Rnzpyhbdu26usVZQ3RwvTq1YsPP/yQFStW0KdPH3V2vqIofPLJJwD51u26V2RBeSGEEKIIzLcyjo+PL5HjmWf2mO9AdLPt27ejKAoPPfSQxfYajYZdu3blmz2Wnp7OP//8g6urq/rh5V6oV68etWrV4uLFi+oaDDfbtm0bQL5vOosrMTERk8lE9erVi3yp46BBgzAYDGzfvp0dO3ZQo0YN2rVrZ7FNaGgokPdBtSCbN28GsNivoJlWAQEB+Pn5ER8fT3h4eL7ns7OzGThwII8//niR1qP4/fff6dWrF0uWLLF4PCgoiLfeegv4v0shhRBCCFGw559/nsTEREaOHMlXX33FunXrmDNnDl9//TWNGzdWL/Uz32hmx44drFu3jpSUFHr06AHApEmTWLlyJWvXrmX69Om8/PLL6izwtLS0226Tt7c3dnZ2HDlyhJ9//pmYmJhin9+DDz7I2LFjSUtL44033lBnpD/66KMATJs2ja+++orVq1czZsyYO/osGxgYyMsvv4xWq2Xw4MEsXbqU77//nnHjxvHnn3/SrVu3fF8i3itS3BJCCCGKoFWrVgCcPHmyRI43bNgwXF1d+e6779S1lAAuX76sfvP19NNPq4/7+/vTrVs3oqOj+eCDD9QPLjk5Obz11ltkZmYycuRIizXBsrOz0Wq1hc72KgljxoxBURT+97//kZGRoT7+/fffc+zYMYsPjXfqxIkTALRu3brI+wwaNAiNRsOnn35KRkYGAwYMyLemxJgxY7C3t2fFihXs379ffVxRFBYvXszRo0epXr26xTpd5ksU09PTLY71xBNPADBjxgyLgl9OTg7vvPMO58+fJysrq0i3vm7QoAFXr15l5cqVXL582eK533//HYDmzZsXpRuEEEKICmvQoEF88cUXVK1ala+//prZs2ezb98+xo4dy/fff6/Ouqpfvz7jx48nNjaWefPmERYWxtChQ3nrrbcwGo0sWrSITz/9lOjoaObMmcMbb7wBkG/h/aJwc3PjlVdeQafT8e6773L48OE7OsdXXnmFevXqceDAAVavXg1A+/btWbRoET4+Pnz66acsWbKEhg0b2rxDpC2TJk3iiy++oFq1aixbtoxPPvmEzMxM3nrrLZYsWXLX1hyzRaPcy9sqCSGEEOVYnz59iIiI4NChQ3h7e1vdNjo6mh49elC9enX27t1b4Dbr1q1j1qxZ2NnZ0a5dO5ycnDh06BB6vZ7p06czadIki+3j4uIYOXIk8fHx1KtXjwYNGnD69GliY2Np0qQJq1atUherB/jnn3/UuxSdP3++WOf8+eefs3jxYiZPnqze4vlmBoOBCRMmcPjwYapWrUqbNm2Ijo7m7NmzeHp68uOPPxZ4R52bvf766/z666/MnTvX6t0I586dy6pVq/jggw9u61vBMWPGqHdE/PPPPwu89HDVqlXMmzcPRVFo2bIlNWrUIDw8nIiICLy8vFiyZAkPPPCAuv23337L+++/T+XKlWnfvj2DBg2iZ8+emEwmpk+fzqZNm3B2dqZZs2Z4eXlx6tQprl+/TtWqVVm9erW6ELz576h169asWbMmX7vmzZvHypUrcXBwoHXr1lSpUoXIyEjCw8OpVKkSK1eulLsmCiGEEKLCk5lbQgghRBENGzYMKPzytds1fPhwVqxYwQMPPMDJkyc5fvw4jRs35vPPP89X2AKoWbMm69atY/jw4aSnp7Nr1y6cnJyYPHkyK1eutChs3SsODg4sX76cF198kcqVK7Nr1y6SkpIYOHAgv/zyi83CVlGZTCZ27NiBl5fXba8xNWjQIAAaN25cYGELYOzYsfzwww90796diIgIdu7ciclk4oknnmDjxo0WhS2Axx57jMGDBwOwd+9ezpw5A+StofHRRx+xYMECmjVrRnh4OPv376dy5co8+eST/Pbbb7d1h8OZM2fyzjvv0KRJE86cOcPOnTtJTU1l6NChbNy4UQpbQgghhBDIzC0hhBCiyDIzM+nRowc1atTgt99+K+3mFMmZM2cYO3aseklfebVr1y4mT55c4Iw2IYQQQghRscnMLSGEEKKI3NzcePrppwkLC+PYsWOl3Zwi2bt3L40aNSrtZtyxH374AW9vb8aMGVPaTRFCCCGEEGWMFLeEEEKI2zBu3DgaN25ssah7WXX58mVWrVrF66+/XtpNuSMHDhxg//79vPXWW0W+S6IQQgghhKg45LJEIYQQ4jZptVqGDBnCu+++W2q3Oy6qzMzMUlmLq6QYjUYGDx5M48aNWbBgQWk3RwghhBBClEFS3BJCCCGEEEIIIYQQ5ZZcliiEEEIIIYQQQgghyi0pbgkhhBBCCCGEEEKIckuKW0IIIYQQQgghhBCi3JLilhBCCCGEEEIIIYQot6S4JYQQQgghhBBCCCHKLSluCQt6vZ7IyEj0en1pN0WUUZIRYYtkRFgj+RC2SEaELZIRYY3kQ4iKSYpbQgghhBBCCCGEEKLc0iiKopR2I4QQQgghhBBCCCFu9frrr/Prr79aPKbRaKhcuTJBQUGMGDGCIUOG3LP2REREUKdOHavbREdH06NHj3yP29vbU6lSJerWrUv//v0ZM2YM9vb2JdIW82sOGDCARYsWFfuY5ZVDaTdAlC031zo1Gk0ptkSUVZIRYYtkRFgj+RC2SEaELZIRYY3k4/41efJk6tWrB4DBYCAlJYWdO3cyc+ZMYmNjmTJlyl1vw5IlS1iyZAlnzpwp0vb16tVj8uTJ6u+KopCRkcHmzZt57733OHPmDB988MFttyMtLY1JkyZRp04d3n///dve/34kxS1hQafTodVqCQoKwtXVtbSbI8ogyYiwRTIirJF8CFskI8IWyYiwRvJx/+rQoQPt2rWzeGz8+PEMGTKEZcuWMXbsWDw9Pe9qG/bt20dubm6Rt/fx8WHQoEH5Hh81ahQjRozg999/54knnqBp06a31Y7k5GROnDhhcwZZRSJrbgkLjo6O+Pv74+joWNpNEWWUZETYIhkR1kg+hC2SEWGLZERYI/moWOzt7Wnfvj05OTlERkaWdnOKzMHBgf79+wNw7NixUm7N/UGKW8KCg4MDVapUwcFBJvWJgklGhC2SEWGN5EPYIhkRtkhGhDWSj4onNjYWBwcHAgICLB6/fPky06ZNo3379jRt2pTevXvzySefoNPpLLZTFIWff/6Z0aNH06ZNG5o0aUKnTp2YNm2aRcEsJCSEf//9V/359ddfv6N229nllWMMBoP62PXr15k3bx59+vShefPmNG/enL59+/LFF1+o223YsIHevXsD8OuvvxISEsI///xjcex169YxYMAAmjZtSqdOnZg7dy6ZmZl31N6yTv6PFxaMRiMZGRm4u7vf0cJ24v4lGRG2SEaENZIPYYtkRNgiGRHWVNR8ZGdnF/i4k5MT9vb2mEwm9Hq9+rj5kk2DwVDgZXYajQYXFxcAcnJyMBqNQN5MKScnJyDvEtCC7k/n6OioFhezs7NL7PLQ9PR0kpKSgLyCVEpKCps3b+bvv/9m4sSJeHt7q9ueOnWK8ePH4+7uzuOPP463tzcnT55k6dKlHDp0iJUrV+Ls7AzAvHnzWLVqFb169WLatGkoisLx48fZtGkTJ06c4O+//8bR0ZGFCxeyZMkSIiIiWLhwIYGBgXd0Pvv27QOgefPm6vmNHDmStLQ0Ro8eTWBgICkpKfz222989tln6HQ6pk+fTmhoKK+99hoLFiygTZs2jBgxgqCgILVot2PHDg4cOMDo0aPx8fFh27ZtrFq1isTERD755JM7anNZJsUtYSEnJ4eoqCi5Rl0USjIibJGMCGskH8IWyYiwRTIirKmo+ejcuXOBjy9dupQ2bdoQHR2t3lHQ3t5enemzYcMGFi5cmG+/evXq8fPPPwPw+eefs2bNGgAee+wxpk+fDsC4ceO4fPlyvn1nzJjBiBEjAOjatWu+WUXF9fzzzxf4+AMPPMAzzzyj/q4oCm+88QYeHh789ttveHl5ATB69GhCQ0N58803WblyJRMnTiQ5OZk1a9bQrVs3Fi9erB7j8ccfx2g0smXLFsLDw2nWrBmDBg1i7dq1REREFLiOVkFyc3PVgpy5bdeuXWPdunXs37+f0NBQ2rZtC+TNwoqNjeWzzz6jT58+6j4jR46kQ4cO7Nq1i+nTp1OrVi169OjBggULqFWrltqW6OhoIK9guWbNGnU9ruHDh/Pwww+zfft29Hq9WtS730hxS1hwcXGhUaNG6hRJIW4lGRG2SEaENZIPYYtkRNgiGRHWSD7uX6+99hoNGzYEwGQykZaWxvHjx/npp58YOnQoq1evxsfHh/Pnz3Px4kVGjRqFyWSyKC5169YNZ2dntm3bxsSJE6lSpQrHjh1TZ6aZpaWlqcXRjIyMYrf5xIkTtG/fPt/jjo6ODBgwgFmzZqmPjRs3jn79+lGlShWLbZOSkqhcuXKR29GyZUuLheYdHBxo2rQpUVFRJCUlUbNmzeKdTBknxS1hQaPRVKjpu+L2SUaELZIRYY3kQ9giGRG2SEaENRU1H+ZL3G5lvoQwICCgwG2GDBnCgAED8j2u0WjUn1944QWee+45AIu+XblyZaGXJZrt3r27aCdQBE2aNMl3t8S+fftSr1495syZw5dffsmsWbPU2WRr165l7dq1BR4rJiZG/dnZ2ZmdO3eyY8cOIiIiiImJIT4+Xu2Dgs6xqG5dm8ve3p7KlStTr1499bLPm9nZ2fHNN9/w33//cfXqVaKiotS1sqpXr16k1/T19c332M2XmN6vpLglLOTk5BAfH0/16tXVgVCIm0lGhC2SEWGN5EPYIhkRtkhGREEuXbrEpk2bqFu3Li1btqxw+bB1CaadnV2B2zg4ONhcfL+wfiyoOHO77SoJAwcOZM6cOepdB83FqFGjRllc3ncz8znn5OQwYcIEjhw5QrNmzWjSpAl9+/alcePG7Nmzh2XLlt1R2zw9PenQoUORtj116hRPPfUUBoOBBx98kM6dO9OgQQNat27N2LFjMZlMRTpORZ21KMUtYUFRFAwGwx1Vp8X9TTIibJGMCGskH8IWyYiwRTIiALRaLVu2bKFp06Z06dKFNWvW8NZbbzF06FCaNm0q+ahAzEUfc1HHfNdERVHyFZZMJhNbt26lVq1aAGzevJkjR44wYcIEZsyYYbHtr7/+erebbuGjjz4iIyOD33//neDgYPXx3NxckpOT8fT0vKftKW8qZklPFMrZ2Zm6devet4vMiTsnGRG2SEaENZIPYYtkRNgiGamYtFoty5YtUxcnX7FiBVOmTOG7774DoFevXvTu3ZsePXpIPioYcxGqY8eOADRt2hR/f382btzIlStXLLb96aefePnll1m/fj0AycnJABbFJIDIyEi2bt0K5C3Qbma+LLOos6huR3JyMi4uLtSuXdvi8VWrVqHT6SzWBTMX8u5GO8ormbklhBBCCCGEEKJMuXLlCtu3byc0NJSWLVvyySefsHjxYqZMmUK7du3o3bs3x44dU9dgevDBB9VihLg/HTx4kGvXrqm/5+TkcPjwYTZv3oyfnx8TJkwA8gpQc+fO5ZlnnmHYsGGMGjWK2rVrc/r0adavX09gYKC6hljnzp358MMPef/994mJiaFatWpcvHiR9evXq0Wt9PR09TWrVq0KwGeffUbbtm2LfMlhUfTo0YMvvviCJ598kv79+6MoCnv37mX37t24uLiQkZGBoihoNBq8vb2xs7PjyJEj/Pzzz2phryKT4pawkJ2dzeXLl6lXr16FunWuKDrJiLBFMiKskXwIWyQjwhbJyP0pMjKSnTt30r59exo2bMicOXP47rvveO2112jZsiW9e/fmzJkzNGvWDIDu3bvTvXv3fMeRfNy/li5davG7q6srfn5+jBkzRr3zoVmHDh34+eef+fLLL9mwYQPp6enUqFGD0aNH88wzz6iLrgcFBbF8+XI+++wzvvnmGwBq1qzJmDFjePjhhxk8eDD79u2jX79+AEyePJnLly/z1Vdf8d9//5Voceu5557D3t6e3377jfnz5+Pp6UndunX54osvOH36NEuXLuXIkSO0a9cONzc3XnnlFVasWMG7777LO++8k2+x/YpGo8jFyOImBoOB1NRUPD09bS4sKComyYiwRTIirJF8CFskI8IWycj9ISoqil27dtG5c2fq1q3LiBEjWLduHe+++y5vvvkma9as4csvv+SJJ55QZ+QUheRDiIpJiltCCCGEEEIIIe6qmJgYdu/eTdeuXfH396dv375s3ryZjz/+mJdffpkVK1bw3XffMXHiRMaPH1/azRVClDOyoLywYDQaSU9Pt1isToibSUaELZIRYY3kQ9giGRG2SEbKh2vXrrF27VoSExMBeOyxxxgzZgybNm0CoGfPnrRt21Zdw2jixIkcOHDgjgtbkg8hKiYpbgkLOTk5REZGkpOTU9pNEWWUZETYIhkR1kg+hC2SEWGLZKRsSkhIYN26daSlpQHQr18/HnvsMbZt2wbkFbPatGmDm5sbANOmTeOff/5h7NixJdoOyYcQFZNcligsKIqCwWDAwcEBjUZT2s0RZZBkRNgiGRHWSD6ELZIRYYtkpGxISkpiz549PPzww7i6utKwYUPOnz/Pxo0bGThwIK+++irbt2/njTfeYPjw4epd3u42yYcQFVO5XmEvKiqKBQsWcOTIEQC6du3K66+/jre3t9X99u3bx5dffsnZs2exs7OjRYsWvPzyy7Rs2dJiu2HDhnH69Ol8+/fp04fPPvusxM6jLNFoNDg6OpZ2M0QZJhkRtkhGhDWSD2GLZETYIhkpHcnJyezbt4++ffvi4OBAy5YtiYqKYseOHXTv3p1u3brh5OSkXg64cOFCi+LSvSo0ST6EqJjKbXErOTmZJ554gpycHJ5++mmMRiNff/0158+fZ926dTg5ORW435EjR5g4cSINGjRg6tSpGAwGfvzxR8aMGcOPP/5I8+bNgbyKv1arpWfPnvTu3dviGP7+/nf9/EpLTk4OCQkJ+Pr6FtqHomKTjAhbJCPCGsmHsEUyImyRjNwbaWlp7N+/n0ceeQSA4OBgEhMTOXz4MO3ataNLly4cP36czMxMABYvXoy9vb26f2nNmpJ8CFExldvi1nfffce1a9f4448/CAoKAqBFixY8+eST/Pbbb4wYMaLA/d577z1q1qzJzz//jKurKwCDBw+mb9++fPzxx3z77bcAREdHk5WVRY8ePRg0aNC9OakyQFEUdDodcrWqKIxkRNgiGRHWSD6ELZIRYYtk5O7IyMjgyJEjdO/eHYPBQEBAAOnp6Zw5c4YmTZrQqVMnwsLCSElJAeDbb7/FweH//jl5c2GrNEk+hKiYyu2C8n/99Rdt27ZVC1sAHTp0oG7duvz1118F7pOamkp4eLh6XbiZj48PoaGhnDhxQn3s0qVLABbHrwicnZ0JCgrC2dm5tJsiyijJiLBFMiKskXwIWyQjwhbJSMnIysriwIEDAOh0OqpVq0aPHj2IiIjAwcGBdu3aERQURHx8PAA//fQT4eHh9OnTB8CisFWWSD6EqJjK5ohkQ2pqKlFRUerAerMmTZqwZ8+eAvdzd3dny5YtFoUts+TkZItvGy5evAj8X3ErKyuLSpUqlUTzhRBCCCGEEOKeys7O5syZM4SGhpKWloavry85OTnEx8dTrVo1WrZsSVxcHNHR0dSpU4fff//d4t9NcomfEKIsK5czt8zfHlSvXj3fc76+vqSnp5Oenp7vOXt7e+rUqZNvv/DwcP79919atWqlPnbx4kXc3NyYP38+rVq1olWrVvTs2bPQWWH3i+zsbMLCwsjOzi7tpogySjIibJGMCGskH8IWyYiwRTJSNHq9nv/++w+AhIQEqlSpQvv27UlPT8fDw4OQkBACAgKIiIgAYOvWrVy5coVOnToBFDghoDyQfAhRMZXL4pZ50cKCBlzz9NOsrKwiH+u1114DYNKkSerjly5dIjMzk/T0dBYuXMh7772Hm5sb06ZN47fffit223Nzc9HpdOrvOp2OnJwcAEwmE9nZ2eodRgwGg8WgrNfr1W0VRbnjbc3Xoev1evR6PZA3vdjT0xM7u7xoGI1Gi21zcnLUbSHvzcNgMBR7W5PJpG57a7/k5uZa9It524L68NZtzedamv1tPtdb+/tu9uHN297cL7duW5Q+LGxbk8lElSpVcHR0tNnfN/fL/djfhfVhSfZ3WRsjbu3vgvpQURR8fHxwdHSUMcLKtvfrGGGrv41Go5oPGSMq5hhhqw8dHBzw8fFRj32n/S1jRPkaI4ryOcLR0RFvb291v/La3yU9RuTk5HD69Gl0Oh1Xr17Fy8uLBx98kPT0dHx9ffH396datWrqFSo7duzg/PnztG3bFsibmVUexghb296cj7I8RgghSla5LG4VZXHAotydIzs7m2effZbw8HAmTZqkDuwAI0aM4K233uKzzz6jV69eDB06lJ9++olatWrxwQcfWLyZ3o6kpCT12xGAqKgoEhMTgbzBUavVqoNecnKyxbbR0dEkJCQAeYOjVqtVi3ipqalcvnxZ3TY2Nlad4WYymdBqtWRkZACQnp6OVqtVt7127RrXrl0D8opbSUlJ6nEzMjLQarXqYB8fH09sbKy67+XLl0lNTQXyCoparVZ9A0pISCA6OlrdNiIiguTkZCCv77VarfpGkZiYSFRUlMW2SUlJQN6bhFarVd8obty4wdWrV9Vtr169yo0bN4C8Ny6tVqu+0RXUh+b+Nvehub9TUlK4cuWKum1MTAzXr18H8t5MtVqtWlhNS0uz6MO4uDi1D8132jT3t7kPzbm9du0acXFx6r5arZa0tDSLbc35io+PJyYmxmp/m7e9tb+vXLmiLvhp7sPC+jsyMlLtb71eb9GHSUlJREZGqtvGxsaiKAoODg5qZs1v6rf24c2ZNfdhYZmNiYlRM2ve1tyHd6u/MzMzLfrw+vXrFv19cx+aM2vOd2JiYqH5Nvfh7WTW3IdlfYww96F5dmxBY0R8fDy+vr44ODjIGPH/VaQxoqDM3jxGREVFqfmQMaJijhG2PkdA3kz8pKQkGSOoeGNEUT5HODg44ODgYHHcijhG5ObmEh4ejlar5fTp01SpUoVOnTqh1WqpVasWnp6euLu78++//wKwZ88etm7dSnBwsMXfXUH9XZbHCFufIxwcHHBzcyMiIqJMjxFCiJKlUcrhbSTCw8MZNGgQs2bNYsyYMRbPvf/++3z77becOHHC6hpZaWlpPPPMM/z7778MHTqUefPmFakg9vnnn7N48WJ+//13QkJCbrvt5m+tXVxcgLzB1M7ODicnJ0wmE3q9HicnJ+zt7TEYDOTm5qoz1PR6PRqNBicnJ/UuIHeyrYuLCxqNRh2cnZ2dMRgMpKam4u7ujrOzM0ajkZycHHVb86wM8wy57OxsHB0dcXBwKNa2zs7O2NnZkZOTg8lksugXe3t7dXaQXq9Xty2oD2/d1nyupdnf5nO9tb/vZh/evO3N/XLrtkXpw8K2zcrKIicnh8qVK6v5Kay/b+6X+7G/C8tsSfZ3WRsjbu3vgvrQaDRiNBpxdXUlJydHxogylNl7MUbY6m9zO1xdXTEYDDJGVMAxwlYfOjo6otPpcHBwQKPRyBhRwcaIonyOgLyiiLmIUV77+3bHCAcHB2JjY6lWrRpnz56la9euuLu7o9VqcXBwwNfXFycnJ/bt20fDhg2JjY2lSpUq2Nvb31djhK1tNRoNmZmZ2NnZUalSpTI7RgghSla5LG6lpaURGhrK5MmTmTp1qsVz06ZNY9++fRw9erTQ/W/cuMGECRMICwtj5MiRzJ49u0iFLYDVq1czZ84c1q5da7FG1/3C/K1SUFCQDLyiQJIRYYtkRFgj+RC2SEaELRUlI0ajkevXr1OzZk2OHj1Kz5491csKdTodXl5eVKpUiTNnzuDn50dkZCS1atVSlxepqCpKPoQQloo98uXk5PDbb79ZTK3cvn07ffr0oXnz5owdO5Zz586VSCNv5eHhQUBAAGfPns333Llz52jatGmh+2ZkZKiFrfHjxzNnzpx8ha34+Hj69evH4sWL8+1vPt+AgIA7PIuyydnZmQYNGsitc0WhJCPCFsmIsEbyIWyRjAhb7teMmEwm9bLA/fv34+vryyOPPAJAcHAwGRkZJCQkkJSUhIuLC2fOnCExMRE/Pz8AateuXeELW3D/5kMIYV2xRr+UlBQGDx7MzJkzOX78OJB33fLLL79MZGQkOTk5HD16lLFjx1pc21ySevfuzaFDhyyu5z548CBXrlyhb9++he43Z84cwsLCGDduHDNnzixwm+rVq5OWlsa6devUa8ch79ryDRs20K5dO3x9fUvuZMoQOzs7dUquEAWRjAhbJCPCGsmHsEUyImy5XzKiKIq6ztaOHTuoVq0ajz76KAANGjRQ13PKzMzE09OTM2fOcOPGDby9vQGoX79+ue+Du+F+yYcQ4vYU6//4r7/+msuXL9OiRQsaNWoEwNq1azEYDAwaNIhjx44xa9YsMjMzWb58eYk22GzixIl4enoyfvx4vv32W5YuXcqLL75IkyZNGDRoEJC3YOXGjRvVAptWq2Xjxo14eHjQqFEjNm7cmO+P2dtvv821a9cYNWoU33//PUuWLGH48OE4ODjw9ttv35VzKgtycnKIjY1VF1QU4laSEWGLZERYI/kQtkhGhC3lNSOKoqgLqW/atInq1aszatQoAOrWrcuNGzc4d+4cOTk5VK9enRMnTpCYmKiuK9aoUSPs7e1Lrf3lRXnNhxDizhRrza3+/fuTkpLCzp071UUde/XqRXR0NJs2baJu3boADB48mLS0NHbu3Fmyrf7/Ll++zPz58zl27BguLi506dKFGTNmqN9mbNiwgZkzZzJ//nyGDBnCmjVreOedd6we8/z58+rP27dvZ9myZYSHh+Pi4kLbtm2ZNm0aQUFBd+V8ygKdTkdUVBS1atVSF0YU4maSEWGLZERYI/kQtkhGhC3lJSOKopCdnU2lSpXYuHEjkydPpkOHDqxfv55Tp07RokULfH19iYuLw87OjiNHjtC6dWscHR1Lu+nlWnnJhxCiZBWruNWyZUs6deqkrkkVGRlJnz598PPzsyhkvfTSS+zcuZPTp0+XXIuFEEIIIYQQooxRFEW9y+G6deuYOnUqPXr04Pvvv+fQoUN06NABf39/oqKiUBSFQ4cOERoaqk4WEEIIUXzFuizR2dkZg8Gg/r5v3z4AHnzwQYvtkpOTZbAWQgghhBBC3Jdyc3OBvDuq16lTh2nTpgHg5eVFTEwMBw8eBKBNmzbs3r2bS5cuodFosLOzo2PHjvJvJSGEKCHFKm7VqVOH//77j+zsbCDvmnGNRkPXrl3Vba5cucK///5LgwYNSqSh4t7Q6XSEh4ej0+lKuymijJKMCFskI8IayYewRTIibCnNjBiNRgC+++476tWrx//+9z8AKlWqxNWrV9Uv/Tt27Mj27dv577//AHB0dKRLly5ymdw9IGOIEBVTsYpb/fv3Jzk5mSFDhvDYY4/x77//4uPjoxa3li5dyuOPP47RaFTv+CHKB3t7e6pUqSKLVYpCSUaELZIRYY3kQ9giGRG23MuMmFdw+eqrr2jQoAFz584FwMHBgStXrrBnzx4AunfvztatW9WZWpUqVaJHjx5UqlTprrdRWJIxRIiKqVjFrTFjxjB06FCuXLnCiRMn8PT0ZNGiReq02g0bNpCUlMS4ceMYOXJkiTZY3F2Ojo5Ur15dFrIUhZKMCFskI8IayYewRTIibLmbGTEXs5YuXUqjRo34+OOPATAYDFy6dIndu3cD8PDDD7Np0ya2b98OgKenJ71798bd3b3E2yRuj4whQlRMxVpQ3iwuLo6EhASCg4Mtptj+8ccfNGjQgIYNG5ZII8W9YzKZ0Ol0uLi4YGdXrNqnuM9JRoQtkhFhjeRD2CIZEbbcjYwsXryYpUuX8sILL/DMM8/w4Ycf8sorr9CvXz/+/PNP4uLiOH78OJ07d8bT07NEXlPcHTKGCFExFXvm1v/+9z9q1qxJ8+bN8107PmDAAClslVN6vZ7Lly+j1+tLuymijJKMCFskI8IayYewRTIibCmJjHz66ae0aNGC1atXA5CUlMTZs2fVO78PGzaMX3/9lZUrVwJQs2ZN+vfvL4WtckDGECEqpmIVt86cOUNsbGxJt0WUAc7OztSvXx9nZ+fSbooooyQjwhbJiLBG8iFskYwIW4qTkY8++ojWrVuzceNGAGJiYjh16pRazHrsscdYv349X3zxBQC1a9dm8ODBeHt7l/wJiLtKxhAhKqZiFbfc3Ny4g6sZRRlmZ2cnU3iFVZIRYYtkRFgj+RC2SEaELUXJyKJFi2jbti07duwAQKvVcuLECfX3sWPH8tNPPzF//nwAGjRowJAhQ/Dx8bn7JyDuKhlDhKiYivV//LPPPsuRI0f49ttv5Rar95nc3FyuXbtGbm5uaTdFlFGSEWGLZERYI/kQtkhGhC0FZWTBggW0b9+ew4cPA3D69GmOHj2qFrOefPJJfvzxR9544w0AmjVrxogRI6hWrdq9PwFxV8kYIkTF5FCcnaKioggMDGThwoV8+OGHBAYG4unpWWB1XKPR8MMPP9xxQ8W9YTQaSUtLw8vLS+4wIgokGRG2SEaENZIPYYtkRNhiNBr54IMPOHToEMuWLaNZs2YcPXqUw4cPs2PHDh588EEmTZpEz5496dGjBwBt2rShTZs2pdxycS/IGCJExVSsuyXezmLxGo2GsLCw230JIYQQQgghhADyFoDftGkTS5cupW7dujz88MNs3bqVTz75hJdeeokdO3YQHR1Nz5498ff3L+3mCiGEuMeKVdw6cuTIbW3ftm3b230JIYQQQgghRAWkKArff/89f//9N5988gnVqlWjU6dOHDhwgOXLlzNx4kT+/PNP4uPj6dOnDwEBAaXdZCGEEKWsWMUtcf/S6XRcvXqVwMBAXFxcSrs5ogySjAhbJCPCGsmHsEUyUvEoisIff/zB9u3bmTt3Lh4eHrRs2ZL//vuPH3/8kccee4y1a9dy7do1Bg8eTI0aNSQjolAyhghRMRVrza2b5ebmEhYWRlxcHD4+PjzwwAPExsbi5+dXEu0T95i9vT0eHh7Y29uXdlNEGSUZEbZIRoQ1kg9hi2Tk/qcoCocOHWL79u3MmDEDFxcXpk2bhlarpWfPngwcOJBJkyYRFxdHy5YtARg1apS6f25urmREFErGECEqpmLP3DIYDHzxxResXr2a9PR0AAYMGMDChQsZM2YM2dnZfPzxxwQGBpZog4UQQgghhBDlh6IoXLhwgZ07dzJp0iTs7Ozw9/cnLi6OHTt20L17d959911iY2N55pln1IKWEEIIUVTFmrllMBh45plnOHjwIA4ODjRt2pTTp0+rz6elpXHhwgVGjx7Nb7/9ho+PT4k1WNxdJpOJnJwcnJycCrz7pRCSEWGLZERYI/kQtkhG7g8JCQns2bOHoUOHYjQaadeuHampqTzwwAO0bduW4cOHExcXh7u7OwCzZs0q8rElI8IayYcQFVOx/m9fvXo1Bw4coGPHjuzcuZN169ZZPP/zzz8zaNAgEhMT+eabb0qkoeLe0Ov1XLp0Cb1eX9pNEWWUZETYIhkR1kg+hC2SkfIpOzubvXv3ApCTk0OdOnUYPnw4586dw8HBgb59+9K9e3cMBgOQd/fDn3/+uVg3npKMCGskH0JUTMW6LHHw4MFcu3aNHTt24ObmBkDDhg0ZOHAgCxcuBPKuhe/RowceHh78+eefJdtqcdcYjUb0ej3Ozs5ynbookGRE2CIZEdZIPoQtkpHywWQyER4eTuPGjcnOzqZatWpkZGQQERFB7dq16dOnD9euXWPx4sV07twZRVHQaDQl8tqSEWGN5EOIiqlYlyVGRETQqVMntbBVEEdHR5o3b86BAweK3Thx79nb21OpUqXSboYowyQjwhbJiLBG8iFskYyUXdevX1eLWPXq1SMhIYHr16/j6+tLs2bNuHr1qlrc+uOPP3ByclL3LanCFkhGhHWSDyEqpmJdlujg4EBaWprN7VJSUnBwuOMbMop7KDc3l+vXr5Obm1vaTRFllGRE2CIZEdZIPoQtkpGyQ6fTAXmf6UNCQvD39yc9PR13d3dq1qyJu7s7YWFhAPz1119ERUXRpUsXAIvCVkmTjAhrJB9CVEzFKm41atSI06dPExcXV+g2UVFRnD59moYNGxa7ceLeMxqNJCUlYTQaS7spooySjAhbJCPCGsmHsEUyUnrMq5UkJibSoUMHqlevjl6vx8vLC4PBgKIonDx5EoDff/+dpKQkHnroIQCqVKlSorOzrJGMCGskH0JUTMUqbj322GNkZ2fz3HPPER4enu/58+fP88ILL5CTk8OwYcPuuJHi3nFxcaFhw4a4uLiUdlNEGSUZEbZIRoQ1kg9hi2Tk3rt+/ToDBgygbt26GI1GqlatyuXLl0lLS+P48eMAbNiwgRs3btC5c2cAateujaOjY6m0VzIirJF8CFExFWtBeYC33nqLn3/+GY1GQ+XKlUlPT8fLywtnZ2fi4+NRFIV+/frx4YcflnSbhRBCCCGEEMUUHx/P66+/TlhYGIcOHVILWmlpaRw5coTQ0FB2795NvXr1CAwMLO3mCiGEEDYVu7gFed/grFixgitXrlg87ufnxxNPPMG4cePu2fRkUTJ0Oh3R0dEEBATItx2iQJIRYYtkRFgj+RC2SEZKXnx8PB988AGXLl3it99+Izs7mypVqqDX6zl37hyNGjVi/fr11KtXjxYtWmBnV6yLO+4ZyYiwRvIhRMV0R8Uts8TERGJjYzGZTPj6+uLv718SbROlICcnh8TERHx8fO7qQqCi/JKMCFskI8IayYewRTJy5xISEvjqq6+4evUqX375JSkpKVStWhWTyURkZCSBgYEsX76cunXr0rlz53JXAJCMCGskH0JUTCVS3BJCCCGEEEKUjuTkZNatW0dMTAyzZ88mLi4OPz8/NBoN169fx8fHh7lz51K/fn369++Pu7t7aTdZCCGEKFF3VNzSarVcuHCB7OxsTCZTodvJovLlh8lkwmAw4ODgUOanpIvSIRkRtkhGhDWSD2GLZMS2jIwM/v77b+Li4nj++efRarXUr18fR0dHkpKScHd358UXXyQkJITHH38cLy+v0m5yiZKMCGskH0JUTMUqbul0OqZNm8auXbuKtH1YWNhtN0yUjuzsbLRaLUFBQbi6upZ2c0QZJBkRtkhGhDWSD2GLZCS/nJwcDh06RFxcHKNGjeK///6jZcuWuLm5kZSUhJOTEyNHjqRJkya88MILVKlSpbSbfFdJRoQ1kg8hKqZiFbc+/fRTvvzySxwcHHjggQeoVq0aDg4OhW4/f/78O2qkuHeMRiPZ2dm4urpib29f2s0RZZBkRNgiGRHWSD6ELZIRUBSFs2fPEhsbS+/evTlw4ACdOnXC29ub69evo9Fo6Nq1Ky1btuSdd97B29u7tJt8T0lGhDWSDyEqpmIVt3r16kV8fDw//fQTjRo1uhvtEkIIIYQQosKIi4sjOjqa0NBQduzYQc+ePQkICODq1asYDAaaNGlCaGgoixcvvu9nZgkhhBC3q1gXIV+7do327dtLYes+ZDAYSExMxGAwlHZTRBklGRG2SEaENZIPYUtFyUhmZiYXL14EYOvWrfj5+TFu3DgAOnToQJUqVWjcuDHp6ek4Ojpy4cIFVq9eLYUtKk5GRPFIPoSomIpV3PLx8SE3N7ek2yLKgNzcXK5fvy5/v6JQkhFhi2REWCP5ELbcrxkxGo3Ex8cDsGXLFqpUqcLo0aMBaNu2LQ4ODri5uZGZmYmrqyvXr19n69ateHh4lGazy6T7NSOiZEg+hKiYinVZ4nvvvce6devYvHkzNWrUuBvtEkIIIYQQolzLzMzEzc2NLVu28Nhjj9GyZUt27dpFbGws/v7+1KtXj3PnzuHs7ExaWpoUsoQQQohiKtbMrRdffJHAwEAmTpzI7t27SUpKwmg0YjKZCvwjhBBCCCHE/c78uffvv/+mXr16jBw5EoCgoCBSUlI4d+4cubm5+Pn5ERERwaVLl3B2dgaQwpYQQghxB4o1c+vRRx8lKyuLq1ev2n4BjYZz584Vq3Hi3tPr9cTExODv769+2BLiZpIRYYtkRFgj+RC2lMeM7Nixg9dff50GDRrw448/cvLkSVq1akWVKlVISEjAzs6O48eP07JlS6t3GBdFUx4zIu4dyYcQFVOxZm6FhYURGRmJoig2/8jMrfJFo9Hg5OSERqMp7aaIMkoyImyRjAhrJB/ClvKQkT179vDII4/w4osvAuDs7MyxY8fYtm0bJpOJ5s2bs2nTJq5evYq9vT0ajYY2bdpIYauElIeMiNIj+RCiYirWzC0hhBBCCCEqikOHDvHFF18QHBzMW2+9xdatW3n44YcJDAwkIiICg8HAmjVr6NmzJ35+fqXdXCGEEKLCKdbMrbIiKiqKKVOm0LZtW9q2bcuMGTNISkqyud++ffsYPXo0LVq0oFWrVowfP56TJ0+W2PHLM0VRMBgMSM1TFEYyImyRjAhrJB/ClrKQkX///ZeXXnqJL774AoDY2FhWr17NTz/9BEDnzp358MMP+fPPPwFwdHRk3LhxUti6R8pCRkTZJfkQomIqsZlb1i4/tLMr+RpacnIyQ4cOJScnh3HjxmE0Gvn666/x9/dn3bp1ODk5FbjfkSNHGDduHA0aNGDo0KEYDAZ+/PFHrl+/zo8//kjz5s3v6PjlXXZ2NlqtlqCgIFxdXUu7OaIMkowIWyQjwhrJh7ClNDISFhbGL7/8QlBQEKNHj+a7777jySefJDQ0lCNHjpCUlMSHH35Ir1696Nq16z1pkyicjCPCGsmHEBVTsYtb27ZtY/ny5Vy8eBG9Xl/4C9ylBeU//vhjVqxYwR9//EFQUBAABw8e5Mknn+Tdd99lxIgRBe43ePBgUlNT2bRpkzrYJSYm0rdvX5o0acK33357R8cv74xGo3rbant7+9JujiiDJCPCFsmIsEbyIWy5FxmJjIzkzz//pG7duvTt25cvvviCKVOm0K1bN3bu3ElsbCxz5syhT58+PProo3elDaL4ZBwR1kg+hKiYijWlateuXbz44oucPn0anU5XKgvK//XXX7Rt21YtPAF06NCBunXr8tdffxW4T2pqKuHh4Tz88MMWVXwfHx9CQ0M5ceLEHR3/fmBvb4+Hh4e8EYhCSUaELZIRYY3kQ9hyNzKSmJjITz/9xP79+wFYu3YtU6ZMYenSpQD06dOHYcOGMXbsWAD8/PxYunSpFLbKKBlHhDWSDyEqpmLdsmXFihUoisKTTz7JuHHjqFat2j0dPFJTU4mKiqJPnz75nmvSpAl79uwpcD93d3e2bNlS4PTU5ORk9RyKe/z7gcFgIC0tDQ8PD7mjjyiQZETYIhkR1kg+hC0lkRGdTsf+/fvx9fWlRYsWfPrpp8ydO5dRo0bRqVMn+vTpw5YtW+jevTsA9evXZ926dSV5GuIuknFEWCP5EKJiKtbMrbCwMBo1asRrr71GzZo173lVPD4+HoDq1avne87X15f09HTS09PzPWdvb0+dOnXy7RceHs6///5Lq1at7uj494Pc3FxiY2PJzc0t7aaIMkoyImyRjAhrJB/CluJkxGQyceLECS5dugTAm2++Sa9evVi8eDEAvXv3plmzZjRu3BiAli1bsmvXLl5++eUSb7+4+2QcEdZIPoSomIpV3HJ0dCQgIKCk21JkmZmZAAXOwHJ2dgYgKyuryMd67bXXAJg0aVKJH/9Wubm56HQ69XedTkdOTg6Q98EsOzsbo9EI5H3rkJ2drW6r1+vVbRVFueNtzcut6fV6dd00FxcXgoKCcHR0BPKuWb9525ycHIs11rKzszEYDMXe1nzZak5OTr5+Mb8hmfvFvG1BfXjrtuZzLc3+Np/rrf19N/vw5m1v7pdbty1KHxa2rUajISQkBFdXV5v9fXO/3I/9XVgflmR/l7Ux4tb+LqgP7ezsaNq0Ka6urjJGWNn2fh0jbPW3RqNR8yFjRMUcI2z1oYuLC02bNsXe3t7qthcvXiQmJgaAl156idatW6vFrM6dO+Pn50fVqlUxmUy0adOGkydPMmvWLBkjyvgYUZTPEa6urjRs2JCblcf+ljHi7vxbw9XVlUaNGqnnbKu/S+tzhBCiZBWruNW8eXPOnj2r/o96rxVlDXyNRmNzm+zsbJ599lnCw8OZNGkSbdu2LdHjFyQpKYmIiAj196ioKBITE4G8wVGr1aqDXnJyssW20dHRJCQkAHmDo1arVYtsqampXL58Wd02NjZWnYFmMpnQarVkZGQAkJ6ejlarVbe9du0a165dU3/XarXqzLSMjAy0Wq062MfHxxMbG6tue/nyZVJTU4G8gp9Wq1XfgBISEoiOjla3jYiIIDk5Gfi/u5iY3ygSExOJioqy2DYpKQnIe5PQarXqG8WNGze4evWquu3Vq1e5ceMGkPfGpdVq1Te6gvrQ3N/mPjT3d0pKCleuXFG3jYmJ4fr160Dem6lWq1ULn2lpaRZ9GBcXp/ahoigW/W3uQ3Ourl27RlxcnEV/p6WlWWxr/n8rPj5e/eBeWH+bt721v69cuUJKSopFHxbW35GRkWp/6/V6iz5MSkoiMjJS3bagzJrf1G/tw5sza+7DwjIbExOjZta8rbkP71Z/Z2ZmWvTh9evXLfr75j40Z9ac78TExELzbe7D28msuQ9ljJAxQsYIGSNkjCh4jDhz5oyan5deeong4GC1mNW0aVMqVaqkvk6DBg04fvw477//vowRMkbIGFFBxojy9jlCCFHClGL477//lCZNmijvv/++YjQai3OIOxIWFqYEBwcrq1atyvfc/PnzleDgYCUzM9PqMVJTU5VRo0YpwcHBysyZMxWTyVSixy9MTk6Okp2drf6enZ2t6PV6RVEUxWg0KllZWYrBYFAURVFyc3OVrKwsdVudTqduazKZ7nhb8znrdDpFp9Op7bl06ZJ6fgaDwWJbvV6vbqsoipKVlaXk5uYWe1tzfvR6fb5+ycnJsegX87YF9eGt25rPtTT723yut/b33ezDm7e9uV9u3bYofVjYtqmpqYpWq1V0Op3N/r65X+7H/i6sD0uyv8vaGHFrfxfUh2lpacqVK1cUnU4nY4SVbe/XMcJWf6empqr5kDGiYo4RtvowOztbuXLlipKUlKQkJycriqIor732mmJvb6/MmzdPURRF+eqrrxQ7Ozvl6aefVhRFUdLT05XU1NRi96GMEWVnjCjK5widTqdotVqLv/Py2N8yRtydf2vodDrl8uXLSkpKSpn+HCGEKFkaRSnCNKVbrFy5kkOHDrF7926qVq1KkyZN8PDwKHA2k0ajYcGCBSVSiDNLS0sjNDSUyZMnM3XqVIvnpk2bxr59+zh69Gih+9+4cYMJEyYQFhbGyJEjmT17tkXb7/T45VlOTg7Xrl2jRo0aODk5lXZzRBkkGRG2SEaENZIPURij0YjBYECj0TBjxgy++eYb3nvvPaZMmcLnn3/Oiy++yNixY1m5ciUZGRkYDAa8vLxKu9miFMg4IqyRfAhRMRXr9hHvvfceGo0GRVFITEy0evfAu1Hc8vDwICAggLNnz+Z77ty5czRt2rTQfTMyMtTC1vjx45k5c2aJHr+8c3JyIjAwsLSbIcowyYiwRTIirJF8CLPc3FxMJhPOzs7MnDmTL7/8kg8//JAJEyZQo0YN0tPTOXjwIFOmTGH06NEMHDiQ2rVrA3l3wBYVl4wjwhrJhxAVU7GKW/Pnzy/pdty23r17s3LlSrRaLUFBQQAcPHiQK1euMGHChEL3mzNnDmFhYYwbN67AwtadHr+8UxQFRVHQaDTFXldM3N8kI8IWyYiwRvJRcel0Ouzs7HBycmLKlCl8++23fPPNN4wcORJ7e3tSU1M5ePAgTz31FI8//jg9e/akdevWAFStWpWqVauW8hmIskLGEWGN5EOIiqlYlyWWBUlJSfTv3x97e3ueeuop9Ho9X331FYGBgaxduxYnJyeioqL4999/ad26NbVq1UKr1dK3b188PDyYOXMm9vb2+Y47aNCgIh//fmRefDEoKKjAu0UKIRkRtkhGhDWSj4ojIyMDZ2dnHB0dGTduHD/99BPr16+nf//+TJ06lU8++YSXX36Zjz/+mCtXrpCUlESLFi3URa8lI6IwMo4IayQfQlRM5ba4BXl3z5g/fz7Hjh3DxcWFLl26MGPGDLy9vQHYsGEDM2fOZP78+QwZMoQ1a9bwzjvvWD3m+fPni3z8+5HBYCAjIwN3d3ccHIo1sU/c5yQjwhbJiLBG8nH/Sk5OxsPDA3t7ex599FH++OMPtm/fTteuXZk4cSJfffUVs2bNYs6cOeodxBo3boydneXNuyUjwhbJiLBG8iFExVSk4taMGTPQaDS8+uqr+Pj4MGPGjKK/wF1Yc0sIIYQQQpSu69ev4+vri0ajoVu3buzZs4d//vmH0NBQRo8ezZo1a1i0aBHTp0/n0qVLKIpC/fr15TIhIYQQQpS4IhW3GjZsiEajYdOmTdStW5eGDRsW/QU0GsLCwu6okeLekW86hC2SEWGLZERYI/kov2JjY/Hz80NRFNq0acO///7LuXPnaNSoEQMGDODPP/9k2bJlTJo0iYsXL+Lk5KQuAH87JCPCFsmIsEbyIUTFVKT/280LyPv6+lr8Lu4/ubm5REdHExQUJG8GokCSEWGLZERYI/koHxRFISoqisDAQAwGA02aNOHChQtERERQu3ZtPD09ATh58iSNGjVi0aJFLF++nJo1awLQoEGDYr+2ZETYIhkR1kg+hKiYyvWaW6Lkyd1FhC2SEWGLZERYI/komxRF4cqVK9SrV4+srCyCg4OJiYkhISEBHx8f2rVrx7Fjx/jtt98YMGAA58+fx8fH567cwVAyImyRjAhrJB9CVEx2tjfJ78knn2TVqlVERUWVdHtEKdNoNNjZ2ckbgSiUZETYIhkR1kg+ygaj0cilS5eAvDtEV6tWjeDgYDIyMqhUqRKenp44Ojpy5swZAFatWkVycjIDBgwAICQk5K4UtkAyImyTjAhrJB9CVEzFmrllXoMLICgoiO7du9O1a1datWolg0g5l5OTw7Vr16hRowZOTk6l3RxRBklGhC2SEWGN5KN05ObmcvnyZUJCQoiKiqJp06bk5uaSkpKCk5MTderUIT4+nr179xIaGsrFixfx9/enUqVK97ytkhFhi2REWCP5EKJiKtZFyFu3bmXPnj3s3buXo0ePsnz5clasWIGXlxddu3ala9eudOrUCTc3t5Jur7jLFEXBZDIhV6uKwkhGhC2SEWGN5OPeyM7OJiIigkaNGnH+/Hlat26Nk5MTN27cICAgACcnJxRFQavV0qhRI7Zv305gYKD6D8E7WTPrTklGhC2SEWGN5EOIiumO19zS6/UcPnyYvXv3snfvXqKiotBoNDg4ONC2bVu6d+/O448/XlLtFUIIIYQQt8jIyODq1as0btyY48eP06FDB3x9fYmKisJoNOLl5YWzszP//vsvtWvX5vLlywQGBspiy0IIIYS4L5T4gvIRERF8++23rF+/HqPRCEBYWFhJvoQQQgghRIWWnJxMXFwcjRs3Zu/evXTv3p2goCDOnz9PVlYWXl5eVK1alVOnTuHr60tERASBgYHY2RVruVUhhCgXFEUhJSUFR0dH3N3dS7s5Qoh7qEQ+4Wi1WtasWcPUqVMZM2YMP//8MwaDAUVR1FtCi/IhOzubM2fOkJ2dXdpNEWWUZETYIhkR1kg+iuf69eucO3cOgL/++ouqVasyZswYAJo1a4bJZEKv16sLwmu1WmJjY/H19QWgTp065aawJRkRtkhGKq7MzEzCw8PZtm0bqamp6uP/+9//aNy4MR4eHnh7e7Nw4ULJhxAVTLHmomu1Wv755x+OHDnCsWPHuHHjhnpNc/Xq1RkwYADt2rWjXbt2BAQElGiDxd3l6OiIn58fjo6Opd0UUUZJRoQtkhFhjeSjaKKjo0lLS6Nx48b89NNPjBo1is6dO7N3715atmyJoihkZ2eTk5NDlSpViImJsfhCsVatWqXY+jsjGRG2SEbuTyaTSS3CZ2Zm8vnnnxMVFcXVq1eJiooiKiqKpKQkdftdu3bRtWtXAOLj4y2uFjIYDJIPISqYYl2W2KhRI/Vnf39/WrZsSdu2bWnXrh21a9cu0QYKIYQQQtzPFEXh8uXL5OTk0KhRI1asWMGkSZN4+OGH2bx5MxcvXiQ4OJjQ0FAOHz6MnZ0d169fp1q1aqXddCGEKLLk5GQuXLiQr2Bl/uPj48OpU6cA0Ol0uLq6FnicypUrU6tWLT799FN69uwJwH///UdiYiK1atUiICCgVO70KoQoXcWauWWuh9nb2+Pj44O/vz/+/v5Ur169RBsn7j2j0UhGRgbu7u7Y29uXdnNEGSQZEbZIRoQ1ko+8z1FhYWHY2dnRsGFDPv74Y6ZPn86wYcNYt24dbdq0wc7OjpycHADq16/PjRs38Pb2Vo9xPxe2JCPCFslI2aIoCklJSWqR6ubC1fDhwxk8eDAA3377LdOnTy/0OBkZGerPLi4uPPfcc1SpUoVatWqpfwIDA/H09My3b4sWLdSfjUYjqampkg8hKphiFbcOHjzIoUOH1D/Lli1j+fLlODg40LRpU/WSxNatW+Ps7FzSbRZ3UU5ODlFRUQQFBRX6bYmo2CQjwhbJiLCmIubDaDRy6tQp3NzcCA4OZvbs2cyePZsnnniC7777jrZt2+Lo6IjBYACgefPmpKSkULlyZQA0Go1FYet+VxEzIm6PZOTeSk9Pt5hh9eSTT6pFo969e3PgwAGysrIK3DcwMFAtbtWpU8eiUGUuVt38u6IoaDQaAL744otitVfyIUTFVCJ3S4yKilILXUePHiUxMRGNRoOjoyPNmzfnhx9+KIm2intAURSMRiP29vbqG4sQN5OMCFskI8KaipCP3Nxcjh8/jo+PD/Xr12f69Ol89NFHPP/88yxevJgtW7YwZMgQhg8fzvfff4/BYCA3N1f+Efb/VYSMiDsjGSk5er2ezMxMtYB++fJlFi5caFHMSklJsdgnKipKXVe5a9eu7NmzBwBfX998xapOnTrRvn37e3pOkg8hKqYSKW7dLCkpibVr1/Ldd9+RlpaGRqOxWNxPCCGEEOJ+kp2dzZEjRwgMDKRu3bpMmjSJFStWMGPGDBYsWMD69et56qmnGDduHJ9//jm5ubkoioKTk1NpN10IUQGEhYVx6tSpfGtcRUVFER8fz8CBA9m4cSMAZ8+epWnTpvmO4enpqc60Wrx4MXXr1lWP7ejoSEBAAC4uLvf0vIQQ4mbFuizxZnq9nqNHj6ozt8LDw1EUBUVRqFOnjnoHC1E+5OTkEB8fT/Xq1eVDtyiQZETYIhkR1twP+UhPT+fQoUM0bNiQwMBAJkyYwJo1a5gzZw6zZs2iY8eObNiwQb3r18CBA0lKSlIv45E7eFl3P2RE3F2SkbzZSYmJiQUuzn716lUWLFhAp06dAPj888/58ssvCz1WfHy8+nPt2rWZNWtWvssGzZdJ3+rmG42VFZIPISqmYhW3/vvvP3XdrZMnT6rfQDo6OvLggw/SpUsXunXrRmBgYEm3V9xliqKof59CFEQyImyRjAhrymM+kpOT2b9/P23atKFmzZo8/vjj/PHHH3z44YdMmzaNTp06sXv3bhwc8j5WjR49mrFjx6rFLSlm3Z7ymBFxb1WEjKSmploUqzIzM5k2bRqQt46fp6cnmZmZhe5/4cIFtbjVvHlzOnXqVOhaV1WrVlX3c3d3Z86cOXf35O6yipAPIUR+xbossWHDhmg0GhRFwcfHhy5dutC1a1c6duwot10VQgghRLkWHx/Pvn376NKlC76+vnTr1o3du3ezfPlyJk6cyAcffMCSJUuYOnUqL774IgaDQdZ2EUIUWXZ2NtHR0bi6uqprV+3atUtd6+rq1aukp6db7OPi4kJWVpY6zgQEBBATE0ONGjUKLFo9+OCD1KpV656fmxBClJZizdxq2rQpXbt2pWvXrgVeky2EEEIIUV5ERUWxd+9e+vXrh5eXFwMGDODo0aOsXr2a0aNH89BDDxEXF6deVjht2jReffVVdX/zjC0hhLjZ5s2bOXPmTL7LBhMSEgCYPn06ixYtAiAtLY0tW7ZY7F+lShWLGVY5OTnqneiPHDlC1apV5c70Qgjx/xXr09gvv/xS0u0QZUR2djaXL1+mXr16ctcmUSDJiLBFMiKsKe18KIqCVqtl7969jBw5Ejc3N/r06UNYWBgbN25k4MCBdO3aFb1er15W+PbbbzN79mz1GOYil7g7SjsjouwrrYyYTCYSEhIKXOPK/PP+/fupU6cOAB999BHbt28v8FiVKlXCYDCov4eGhvLVV19ZFLPc3NwKbYufn1+Jntv9RMYQISom+apRWHB0dKRGjRqyPogolGRE2CIZEdbc63woisK5c+fYu3cvTz/9NA4ODnTv3p2oqChq165Njx496N69O5UrV1Yv91mwYAELFy5Uj2Eucol7Q8YQYcvdyIiiKKSkpOS7m6C3tzfTp08H4NKlS4SEhFg9ztWrV9XiVq9evfJdNmj+U6VKFYtLmf38/JgwYUKJnU9FJmOIEBVTsdbcEkIIIYQoi0wmEydPnuTAgQM8//zzAPj6+pKUlMThw4dp164dTz/9NOfPn+edd96hR48eKIoi62UJcZ/LyspSC1YhISHqelRffvkln332GVFRUQUu0N60aVNOnz4N5M0Icnd3tyhY3TzTqlatWjRp0sTqjCshhBB3h8zcEhaMRiNZWVlUqlRJLrsQBZKMCFskI8Kaks6HwWDg6NGjHDlyhBdffBGj0chDDz1EZmYm3bp1o2nTpjzyyCPEx8djNBoBWLFihUUxSwpbZYuMIcKWWzNiMBgs1r776KOP0Gq1FpcNJiUlqc9/+eWXTJ48GYDMzEzCw8PV53x8fCyKVTfP1HJ1dUWn08mMoDJOxhAhKiYpbgkLOTk5REZGEhQUJNeoiwJJRoQtkhFhzZ3mIycnh4MHD3Lq1ClefPFF9Ho9Dz30EAaDgYEDB1K3bl0eeeQRsrKyyMnJAeCHH36wOIYUs8o2GUPErbKysjh//jyRkZFERkai1WoJDw8nOTmZmJgYbty4QVZWllrI+Pzzz4mIiMh3HHd3dwIDA3FxcVEfGzp0KK1ataJWrVoEBATYvPO7FLbKPhlDhKiY5LJEYcFkMmE0GrG3t5c1RkSBJCPCFsmIsOZ286HT6dizZw8XLlzghRdeICkpCR8fHxRFIT4+nmrVqjFw4EAcHR159913ady48T04C3E3yRhSsZhMJuLj49XCVWRkJBEREbRq1YqJEycC8Ndff9G/f3+rx4mJiVEXWZ83bx5ZWVn5Lhv09PSU4nYFIGOIEBWTFLeEEEIIUWZkZmayY8cOoqKieP7554mOjqZWrVrY2dmRnJyMh4cHDz/8MN7e3sydO5d69eqVdpOFEFYYDAaio6OJjIykZcuWeHp6AvC///2PdevWcfXqVfR6fb79Bg8ezK+//grA2bNn6d69O7Vr11b/mItW5v/6+vpK4UoIISqwO7osUavVsmrVKo4cOUJcXBx9+vTh/fffZ86cOdSrV4/HH39c3mTKmZycHBISEvD19cXJyam0myPKIMmIsEUyIqy5NR+pqan8/fffJCYm8uyzzxIdHc2gQYNwdnbm6aefJiAggG7dulG7dm3S09Px8PBgy5YtpX0a4i6SMaR80ul0rFq1ymL2VWRkJDExMZhMJgC2b99Ojx49ALhx4wYXL14E8u5I6u/vb1G8atOmjXrsJk2aEB8fr/4uGRHWSD6EqJiKXdxav349s2fPVtezANQ3rsOHD7NmzRqOHTvGRx99JNNByxFFUdDpdMiEPlEYyYiwRTIirElMTGTt2rW4uLjw/PPPc+nSJUaMGIGHhweTJk0iODiYzp0707hxY9LT03F2dmbnzp2l3WxxD8kYUrakpqZaXDJ4c+HK2dmZffv2AXkFqmeeeabAvzcnJycCAwMt/t0wZcoUHnvsMWrXro2/v/9trWUlGRHWSD6EqJiKdVni8ePHGTt2LO7u7jz33HN06tSJ/v37M3DgQBYuXMi2bduYO3cu169fZ/78+QwePPguNF0IIYQQZV1CQgKbN2/GZDIxfvx49uzZQ9euXalRowaxsbGYTCa6dOnCAw88wLvvvouHh0dpN1mICkNRFBISEiwKVm3btuWhhx4C4IsvvmDKlCmF7u/q6kpmZqZ6pcbYsWOpXLmyxQysOnXqUL16dfmyWwghxF1VrJlb5ltof/XVVzRv3jzf87169SI4OJh+/frx888/S3FLCCGEqCCuXbvGli1bcHJyYvTo0Rw9epQnnniCoKAgxo8fT7t27ejYsSMdOnRAr9fj4uLC/v37S7vZQtyXjEYjsbGx+Pn5qXcSfPvttzl8+DCRkZFcvXqV7Oxsi31eeeUVtbjl7+8PQNWqVS0KVjf/URRFLW6tWrXqHp6dEEII8X+KVdw6ceIErVu3LrCwZVa7dm1CQ0M5f/58sRsn7j2dTseVK1eoW7euxW2ShTCTjAhbJCMVS2xsLFu2bMHDw4Nhw4axd+9ennzySZo3b87o0aPp1KkT7du356GHHsJgMAB5X5JJPkRhZAy5PZmZmRw6dCjfpYORkZFER0djMBiIiIigdu3aABw4cIAdO3ao+2s0GmrWrEmdOnWoXbs2rVu3Vp97+OGHSU9Px93d/Z6flzWSEWGN5EOIiqlYxa3s7Gz1TifWODs7k5mZWZyXEKXE3t4eHx8f9ds9IW4lGRG2SEbub9HR0WzZsoVq1aoxcOBAtm7dyoQJE+jQoQPDhg2jS5cutG/fnm7duqEoCh4eHhw8eFDdX1EUyYewSsaQ/5Oenl5g0SowMJCFCxcCEBUVRa9evQo9hoODA3FxcWpx64UXXuDxxx9XZ17VqlWr0EW3y2phQDIirJF8CFExFau45e/vz9mzZzEajYUOGrm5uZw7dw4/P787aqC4txwdHfH19S3tZogyTDIibJGM3F8iIyPZunUrtWvXpk+fPvz666+8+OKL9OrVi4EDB9K1a1c6duyo/uO6evXqFsWsW0k+hC0VJSOKopCUlKQWrFq1akWdOnUAWLBgAQsXLiQpKanAfZs1a6YWt2rXrk3Dhg0t1ri6+bLBmjVrWnxeHzRo0F0/t7utomREFI/kQ4iKqVjFrd69e7N8+XI++ugjXn311QK3+eijj0hISGDgwIF31EBxbxmNRnQ6HS4uLvJthyiQZETYIhkp3y5fvszff/9NSEgI3bp1Y82aNcycOZNHH32UPn360K1bNzp37ky3bt0AqFu37m2tmSX5ELbcLxm5eS0qgA8//JBLly5ZzMC6+QqHZcuWMWnSJCBv5om5sOXl5ZWvaBUcHKzu5+rqSlhY2D06q7LhfsmIuDskH0JUTMUqbj399NNs3ryZb775hkOHDtGmTRsAIiIi+PTTT9m3bx9nz56levXqTJgwoUQbLO6unJwcrly5QlBQEK6urqXdHFEGSUaELZKR8uXSpUts27aNFi1a0KFDB7755hvmzZvHmDFj6NatGz169KBLly506tQJgKZNm7J3795iv57kQ9hSXjKSm5tLVFRUgZcNRkZGcv36dVJSUtS7BH7++edERkbmO0716tWpU6cOlStXVh97/PHH6dOnD7Vr15Y7iBagvGRElA7JhxAVk0ZRFKU4O8bHx/PKK69w9OjRAp9v1KgRH3/8sTq9WpQPJpOJ3NxcHB0d5ZbNokCSEWGLZKRsu3DhAtu2baNdu3a0adOGqVOn8sknnzB58mS+/PJLdu/ezezZsxkyZAgvvPBCib++5EPYUlYykpWVxdWrV4mMjCQiIoLIyEgaN27MmDFjAPjzzz8ZMGCA1WPExMSoS3TMmzeP7OxsixlYgYGBZXZdq7KsrGRElE2SDyEqpmIXt8xOnTrF4cOHiYuLw2g0Uq1aNUJDQ2nXrl1JtVEIIYQQxRQWFsb27dvp2rUrzZo1Y9KkSaxYsYLp06ezaNEiNm3axIcffsjIkSPVS6KEqAhSUlKIjIwkKChIvRvgvHnz+O2334iMjCQhISHfPo8++igbNmwA4PTp04SGhhIYGFjgWle1a9cmICBALosSQggh7oFiXZZ4s+bNm9O8efOSaIsoA3Jzc0lMTMTHxwdHR8fSbo4ogyQjwhbJSOk6e/YsO3bsoE+fPoSEhPDuu++yZs0a3n77bZo1a0afPn24cuUKTZs2BaBv37707dv3nrVP8iFsKcmM6PV6Nm7cWOBlg2lpaQBs376dHj16AHD16lWOHTum7u/h4WFRrLr5y9smTZqQlZUlM0NKgYwjwhrJhxAV0x0Xt0pTVFQUCxYs4MiRIwB07dqV119/HW9v7yIfY9asWURERLBq1ap8zw0bNozTp0/ne7xPnz589tlnxW94GWY0GsnIyKBKlSryZiAKJBkRtkhG7q1Tp06xc+dOBg8eTJ06dXjjjTf4/fffWbhwIa+++ioPP/wwN27cUBegHjp0KEOHDi219ko+hC1FyYjBYCAmJiZfwSoiIgJHR0c2bdqkbjty5MhCX8vX15eMjAz194kTJ9KvXz+1mOXl5VXovlLUKj0yjghrJB9CVExFuiyxa9euxX8BjYZdu3YVe//CJCcnM3ToUHJychg3bhxGo5Gvv/4af39/1q1bh5OTk81jrFu3jjfffJO2bdvmK24pikLr1q3p0KEDvXv3tnjO399fXURfCCGEuJdOnDjBrl27GDVqFH5+fvTo0YOdO3eyZMkSnn32WZYuXcrGjRuZMGECw4YNK+3mClEsOp1OXe8qMjKSZs2aqbOmvvrqKyZPnozRaCxwX1dXVzIzM9U7FQ4aNAh3d/d8lwwGBgbi5uZ2z85JCCGEEHdPkWZuXbt2rdgvcPMtkEvSd999x7Vr1/jjjz8ICgoCoEWLFjz55JP89ttvjBgxotB9jUYjX375JYsXLy50m+joaLKysujRoweDBg0q8fYLIYQQRXHs2DF2797Nk08+SdWqVXn22Wf5559/8PHxYdy4cfTr1w8XFxcCAgIAmDx5MpMnTy7lVgtRuMzMTGJiYggKClLXo5o7dy5Hjx4lOjqamJgY4uPjLfZ59dVX1eJW1apVMRqNODo6qutd3fpHURT1M+jGjRvv7QkKIYQQ4p4rUnFrx44dd7sdt+2vv/6ibdu2amELoEOHDtStW5e//vqr0OKWXq9n+PDhnD9/nsGDB3Po0KECt7t06RKAxfErAp1OR2RkJLVr15a794gCSUaELZKR4lMURS1mPfvss7i7uzN+/HjOnj1LvXr1GDJkCP3798fHx4dq1aoBMG3aNKZNm1bKLS86yUfFcOPGDX799Veio6PVgpX555SUFAAiIiKoXbs2ALt37873ebNSpUrqQu3my2oBevfuTUxMDDVq1JBLAysoGUeENZIPISqmIhW3/P3973Y7bktqaipRUVH06dMn33NNmjRhz549he6r1+vJyMjg448/pm/fvnTv3r3A7S5evAj8X3ErKyuLSpUqlUDryzZ7e3u8vLzkzj6iUJIRYYtkpOhMJhNHjx5lz549vPzyyzg5OTFixAgiIiJo3rw5ffr0YeDAgdStW1dd++fNN98s3UbfIclH+XXjxg2uXLmSr1hl/rlly5b8/PPPACQmJjJx4sRCj+Xu7k5iYqJa3Hr22WcZNmwYAQEBVKtWDXd3d+rXr1/gMhNubm5yOWEFJ+OIsEbyIUTFdMcLyh8/fpzDhw9z/fp1HBwcqFGjBp07d6Zhw4Yl0b4CmaeqV69ePd9zvr6+pKenk56eTuXKlfM97+7uzt9//42Dg/VTv3jxIm5ubsyfP59NmzaRlZVFrVq1mDp1Kv369SuZEymDHB0dC+xXIcwkI8IWyUjhjEYjR44cYd++fUyfPh07Ozv69+9PYmIiHTt2pGPHjgwaNIgrV66o/3h/7733SrnVJUvyUfbk5uYSFxdX4CyrqVOn8uCDDwIwe/ZsPv/880KPc/OXgP7+/vTr1w9/f38CAgIs/vj7++Ph4WGxb2ne5ECUPzKOiJtlZ2eTlJREUlISjRs3lnwIUUEVu7gVFhbGG2+8QXh4OJB3KQXkrbH10Ucf8eCDD/Luu++qa4CUpMzMTCBvwdBbOTs7A3kzrQoqbtnZ2RVpCvulS5fIzMwkPT2dhQsXkpaWxsqVK5k2bRq5ubkMHjy4WG3Pzc3FaDSqU2R1Oh12dnY4OTlhMpnQ6/U4OTlhb2+PwWAgNzdXPU+9Xo9Go8HJyQlFUdDpdHe0rYuLCxqNBr1er/ad0WgkPT2dSpUq4eTkhNFoJCcnR902JycHRVHUfs7OzsbR0REHB4dibevs7IydnR05OTmYTCaLfrG3t8fR0VHtF/O2BfXhrduaz7U0+9t8rrf2993sw5u3vblfbt22KH1Y2LbZ2dkYDAb1H97W+vvmfrkf+7uwzJZkf5e1MeLW/i6oD82LPDs7O6PX6yv0GOHo6Mg///zDgQMHeOmll7C3t6d3795kZGTQvXt32rRpw6BBg9QviAAWLlxYrscIW/2dm5uLRqPB2dlZ/VnGiLs3RqSmppKUlER0dDRXrlwhPT2dl156CUVRyM7OpmHDhkRHR1PY/YV69uxJu3bt0Ol0BAQE4Ofnp/4JDAykVq1aVKtWDX9/f+rXr6/2t4uLC3/++WehfWhWUB86OTmRk5ODRqNRs3K/jhFlLbNlYYwoyucIjUZDZmYm9vb2alG1PPZ3WRgjysrnCGdnZ7KysoiLi8PZ2ZnAwEAAvv76a65du0ZKSgoTJ06kVq1axMbGMnjwYLWgpdPp1DElOjqamjVrkp2dDeT9e7GsjhFCiJJVrIUKIiMjGT9+PGFhYdSvX59nnnmG2bNn88477zBx4kTq1q3LoUOHePLJJ0lKSirpNhf6Aexmd7qQ/YgRI3jrrbf47LPP6NWrF0OHDuWnn36iVq1afPDBB4XeoceWpKQkIiIi1N+joqJITEwE8gpfWq1WHYyTk5Mtto2OjiYhIQHIuwW2VqslKysLyLtU8/Lly+q2sbGx6gw3k8mEVqtVb3Wdnp6OVqtVt7127Zp60wC9Xk90dDTJyckAZGRkoNVqMZlMQN6sudjYWHXfy5cvk5qaCuQVFLVaLQaDAYCEhASio6PVbSMiItTjZmdno9Vqyc3NBfIuX4iKirLY1pwdnU6HVqslJycHyLss4urVq+q2V69e5caNGwDk5OSg1WrVN9GC+tDc3+Y+NPd3SkoKV65cUbeNiYnh+vXrQN5sC61WqxZW09LSLPowLi5O7UNFUSz629yH5txeu3aNuLg4dV+tVktaWprFtuZ8xcfHExMTY7W/zdve2t9XrlxR1zUx92Fh/R0ZGan2t16vt+jDpKQkIiMjLfo7MjISvV6vZtb8oeLWPrw5s+Y+LCyzNy8gbN7W3Id3q78zMzMt+vD69esW/X1zH5oza853YmJiofk29+HtZNbch2V9jDD3YXp6ukV/3zpGmDNU0caIlJQU9u/fz6JFi9T2d+/enddee41//vkHBwcHBg0aRM+ePdXjLlq0iPfee4/Q0FC1v8vzGFFQZm8eIyIiItT9ZYwo/hihKAopKSns3LmTEydOqP29du1a+vbtS/PmzfH19cXHx4fg4GC6d+/OhAkTmDFjBiaTCYPBoPavoig4Ojri7+9Pp06dGDlyJE8//TRvvfUW7du3V8eIZ555hpiYGP7++2/mzZvHZ599xowZM+jWrRvBwcHUrVtX7UNbY4RZQZk1/zc+Pv6+GyPkc4TtMaIonyP0ej2RkZH5+lvGiNL/HGEymYiOjmbv3r3qtvv27eODDz5g7ty5fP/99+oYMW3aNJo0aUKtWrVwcXGhcuXKBAcHM3fuXHXfuXPn8uabb7Jo0SJOnz6NVqvF3t6eM2fOEBsbq563vb093t7exMTEoNfruXLlCleuXCnTY4QQooQpxfDKK68oISEhykcffaSYTKZ8z5tMJmXBggVKSEiI8v777xfnJawKCwtTgoODlVWrVuV7bv78+UpwcLCSmZlZpGN169ZNGTNmTJFf+7PPPlOCg4OV8PDwIu9zs5ycHCU7O1v9PTs7W9Hr9YqiKIrRaFSysrIUg8GgKIqi5ObmKllZWeq2Op1O3dZkMt3xtua/O51Op+h0OkVRFMVgMCjJycnqvgaDwWJbvV6vbqsoipKVlaXk5uYWe1uj0ahue2u/5OTkWPSLeduC+vDWbc3nWpr9bT7XW/v7bvbhzdve3C+3bluUPixs26ysLCUtLU0xGo02+/vmfrkf+7uwPizJ/i5rY8St/V1QH2ZlZanndL+PEenp6cqePXuUJUuWKFlZWUpiYqKi0WgUQNFqtYqiKMqjjz6qDBkyRDl58mSBfXi/jRG2+jszM1PdX8aIgvswMzPTol9++OEHZebMmcq4ceOU7t27K8HBwYqbm5sCKIAyZcoUddtffvlFfdz8x83NTQkJCVG6du2qjBkzRsnMzFT75ezZs8q1a9fU/3dvp7+LO0bY6kPzf7Ozs8v9GFHeMlsWxoiifI4wGo1KWlqaxef98tjfZflzRG5urhIVFaUkJyerx/3666+VTz/9VHnnnXeU2NhYRa/XK8ePH1fatWun1K9fX6latapiZ2enAIqdnZ36OosXL1bHox49eqj9MmrUqHzjlZOTk/LCCy+obZo6daryxBNPKNOnT1dOnjypZGVlKXq9Xtm2bZty+PBhJTw8XElNTbX4ezQajUpGRoaSkZFRpscIIUTJ0ihKEaZB3aJz5854eXnxxx9/WCua0bdvX3Jyckr8botpaWmEhoYyefJkpk6davHctGnT2LdvH0ePHi3Ssbp3746/vz+rVq0q0varV69mzpw5rF27llatWt1224UQQpRfer2eQ4cOodVqmTBhArGxsfj7+6PRaEhKSsLLy4tHHnmEypUr895771G/fv3SbrIog3Q6HSdPnixwjavo6GhiY2M5c+YMDRo0AOCRRx5hy5YtBR6rSpUqjB8/no8++gjIm02xefNmi/WtPD0973hGuxCifMrNzSU9PR1vb28Azpw5w7///ktSUhLBwcH07dsXgMmTJ3P8+HH1Uj/zjLOPPvpI/fdW5cqV1RluJ06coGXLlhw7dkydeXyzSpUqERsbi6enJ3v27OGzzz7D29ubZs2a8eKLL6rHSElJwdvbm6pVq+Lt7Y2rq6uMV0KIYinWmlvp6em0bt3a6jYajYaQkBB2795dnJewysPDg4CAAM6ePZvvuXPnztG0adM7On58fDxPPfUUjzzyCFOmTLF4zjyV9G6sJVYW5ObmkpSUhLe3N46OjqXdHFEGSUaELfdTRnQ6HQcPHiQqKoonnniCqKgounXrhpOTE6NHj8bPz4+HHnqImjVrkpqaipeXF5s3by7tZpdp91M+bqXT6YiJiclXrIqJicHf35/PPvsMyCtAtW/f3uqxoqOj1eLWgAEDCAoKsihYmf97652c/fz8mDBhwt05wXvkfs6IKBkVMSM3r+Wk1+vZvHmzWoh66aWXcHR0ZPfu3cydO1d9PCkpifT0dPz8/NTLJdevX88777wDwJgxY9TiVlhYGMeOHcv3uuZLjAEGDhyIwWDA29tbvSlEcHAwv/32G97e3uqfKlWqqGtQAXTp0oUuXbrkO/bdmihQEfMhhChmcathw4b8999/6qKfBVEUhfPnzxMUFHRHDSxM7969WblyJVqtVn2NgwcPcuXKlTv+UFe9enXS0tJYt24d48ePx93dHcj7MLphwwbatWuHr6/vHZ9DWWQ0GklJScHT01PeDESBJCPClvKckezsbA4cOEBCQgKPPfYY4eHh9OjRA3d3dx5//HGCgoIIDQ2lfv36pKSk4Orqyp49e0q72eVKec1Henp6voJV//79admyJQCzZs2yWCfmVo0aNVJ/9vf3p3bt2vnuJHjz735+fur2zz333F07r7KovGZE3DvlNSOKoqiLp0PeLKrz58+TlJREs2bN1DuTPvXUU1y5coUbN26oRars7GzWrFnDqFGjyM3N5dFHH1WPO3bsWKpXr056enqBV8yY1/KCvLGoT58+eHt706FDB/Xxd955h8zMzHxFqpv7d/Xq1fmO7eHhwaBBg+68c0pQec2HEOLOFOuyxMOHD/P000/To0cP5s+fn+9bQ0VR+OCDD/juu+/44osv6NatW4k12CwpKYn+/ftjb2/PU089hV6v56uvviIwMJC1a9fi5OREVFQU//77L61bt6ZWrVoFHqewyxK3b9/O888/T4MGDRg+fDiZmZmsXr2a3Nxc1qxZc9eKdkIIIe6dzMxMDhw4QFpaGsOGDePAgQN06tQJX19f4uPjURSFFi1a0KJFCz799FOqVq1a2k0WJUxRFG7cuKEupNyrVy/1uUGDBnHx4kWio6MtZi+YLV68mOeffx6ATz75hKlTp+Lq6lpgsapu3brqDAkhRPmmKAqKomBnZ0dmZiaHDh3ixo0bZGRkqF+y//XXXyxfvtxiFpW5iGWeITV58mSWLVsGwKuvvsrChQuBvNlQFy9ezPe65jFHURS6dOmCh4cHVapUYdGiRVSvXp3Y2Fh2795tUaDy9vbG09MTe3v7e9Q7QghROopV3Pr22285dOgQ+/btw9PTk27dulG7dm3s7Oy4fv06+/bt4+rVq1SrVo127dpZvqBGw4IFC0qk8ZcvX2b+/PkcO3YMFxcXunTpwowZM9Rryjds2MDMmTOZP38+Q4YMKfAY1tbc2r59O8uWLSM8PBwXFxfatm3LtGnTpLAlhBDlVEZGBgcOHECn0zFo0CC2bt3Kww8/TJ06dbhy5Qo5OTk0b96c0NBQlixZQuXKlUu7yeIOGI1GdDodbm5uQN7SBd99953FZYPmO2sB2NnZodfrcXDIm9jeoEEDLl26pB7Py8vLomA1atQoevbsCeStB2owGKhSpYqsFyNEOaEoivr/67lz57h69SpJSUm0atWKRo0aYTKZGD9+vEVx6saNGyQnJ7Njxw66dOnCxYsXCQ4OBvLGkNzcXOzs7Fi+fDnPPPNMvtesW7euetfBTz/9lHXr1uHt7c3gwYN56qmngLxLB82X/938p3LlytjZFetm90IIcd8rVnGrYcOGaDQairErGo2GsLCw295P3Bs6nY6oqCj1lrxC3EoyImwpSxlJT09n//796k1ONmzYwNChQ2nSpAlnzpwhIyODli1b0rFjR5YtW1bq7a0ISjofJ06cIDw8vMCF2a9du8YzzzzDF198AcDff/9Nnz59CjxOtWrVCAgI4O+//1Zn6G3ZsgVHR0d1FpZ5mQJxd5WlMUSUTYVlJD09nTNnzpCUlITRaGTgwIEA/PLLL2zYsCHfLKrOnTuzceNGIG+m5u+//w4Uvoj6zdavX8+QIUNITk7moYceUhdEX716Na6uroSHh7N37958BSpvb28ZS+4yGUOEqJiKtebW/PnzS7odooywt7fH3d1dpi6LQklGhC2lmZG0tDT27duHs7MzPXv25Ndff+WJJ56gbdu29O3bl4ceeoi6devStm1bjEYj7u7uFjNzxN1XlHxkZGQUWKwy/75mzRpCQkKAvHVizP8gLUh0dLT6c8OGDXnppZcs1rkKCAigZs2a6ho4N3v44Yfv4ExFccn7TMVkNBrVv/OTJ08SFxdHcnIyHTt2pHbt2qSlpTF9+nRSUlJITk7m+vXrpKenk5SUxNGjRwkODubEiRPqwuX+/v5qcevMmTOsWbMm32veuHFD/Tk4OJiWLVvi7e1NzZo11ccXLlyIk5OTWrwy//Hx8QHy7lh6+vTpfMdu2LAhDRs2LLkOEkUmY4gQFVOxZm4JIYQQZUFKSgr79u3Dw8ODLl268OWXX/Lcc8/RvXt3duzYwdWrV+natSu9evVi6dKlcrlYGZCVlcWlS5csilWVKlXitddeAyAmJsbmHYm3bt1K7969AZgzZw47d+7Mt8aV+efq1avLP3CEuAdyc3NJSUnBx8cHjUZDdHQ0Bw8eVBf2HjlyJJB3Kd7mzZtJSUmx+DNu3DiWL18OQLt27Thy5AiAuoh6RkZGoZeKHzp0iAcffJCwsDD69euHt7c3/v7+6qysQ4cOcfjw4XwzqHx8fO7bm0QJIURFU6yZW+L+ZTKZyM3NxdHRUa7pFwWSjAhb7mZGkpOT2bdvH76+vrRv354VK1YwY8YMBg4cqN5qvH79+jRp0gSAwMBAdW0TUXr+/PNPvvnmG86cOcOlS5fyLWsQFBSkFreqV6+OnZ0d7u7uhRasWrdure771ltv8dZbb93T8xF3l7zPlA6j0UhaWhopKSm4u7urRZ/Vq1cTHx9PcnIyzzzzDAEBAVy8eJGnnnqK5ORkdSZVVlYWAKmpqXh4eHDw4EG1oPXAAw+oP587d46tW7fme/1b7+hnMBjw8vKiSpUqALi5ufHuu+/i5eWFh4cHnp6e+Pr64uvrS2BgoLpfQWN++/btad++fQn2lijLZAwRomIqUnFrxowZaDQaXn31VXx8fJgxY0aRX6AkF5AXd59er0er1RIUFISrq2tpN0eUQZIRYUtJZiQpKYm9e/cSEBBAmzZt+PTTT5k9ezaPPfYY7du3p2vXrjRo0EBdzLdx48YF3mFK3D2KohAdHc3p06c5c+aM+t/nnnuOiRMnAnD16lV+/fVXdR9PT09q165NYGAgAQEB1KtXT33OwcGB1NRUWZOmApP3meJRFIWMjAy14JSZmakWdP755x+2bNlCSkoKjRs3Vv/ffOqpp9i5cycpKSmkpaWphee33nqL2bNnA/D666+rl/f27NlTnVm5f//+AtuRkpKCh4cHtWrVokuXLnh5ealjNMDYsWPp0KGDWrjy8vLCy8tLvSEUwHfffZfvuBqNhjfffBOA7OxsyYgolIwhQlRMRSpu/f7772g0GiZPnoyPj4/VtS1uJcWt8sXJyYm6devi5ORU2k0RZZRkRNhyJxlJTExk79691K9fn+bNm/Pee+/x4YcfMnHiRNq0aUPXrl1Zu3atWgwJDQ3lwoULJX0Kogjeeecdtm/fzpkzZ0hNTc33/PHjx9V/QPfo0YOPP/6YZs2a0ahRIzw9PXFxcSn0ckEpbFVsFfV9RlEUdDqdepmeuUjVpEkTateuTW5uLm+88Yb6/LJly/D29mbbtm2MGjWKlJQUTCaTerxKlSqRmZkJwOHDh3nnnXcAGDBggPr/ZmJiIpGRkRbtqFSpEkajUf194MCBpKam4uXlRbVq1YC89ax++eUXtTBlLlJ5eHiodxtt3749u3fvzneenTp1olOnTnfUVxU1I6JoJB9CVExFWnPL/G1rr169cHd3t/j2tSgeffTR4rVOCCHEfS0hIYE9e/bQpEkTGjVqxLPPPsvSpUuZOnUqH330EX/++SczZsxg9OjR6jf24u7Lzs4mLCxMnYllno21Z88egoKCAMs7i9nb2xMSEkKzZs1o2rQpzZo1o3Xr1tSqVas0T0OIey43N1ctSt1cpHJwcGDo0KFA3mV+f/zxBykpKQwYMIDnn38egCZNmnDu3Ll8x/zyyy+ZPHkyiqLg6OioFp7Onz9PcHAwe/fuVRdRB3B0dFSLTWfPnsXBwYE9e/awZs0avLy8aNasGY8//jiQt9B6VlaWWqTy8vKSgoAQQohyqUgzt24tTkmx6v5lXgzUy8sLR0fH0m6OKIMkI8IWaxmJj49n7969tGrVivr16zN9+nRWrVrFm2++ybvvvkvXrl3Zt2+feqeqfv360b9//9I4jQpBURR1kf3k5GQmTpzI6dOnuXTpksUMELPTp0+rxa3nnnuOESNG0KxZM0JCQgq822BBZAwRtpSFjFy+fDnfDKqUlBSGDBlC3bp1iY+PZ8KECSQnJ5OWlsapU6fQaDR8/fXXPPvss/mOFxQUpBa3Tp06xU8//QSgrhUFeTOmAOzs7CyKTR4eHkDe1RAzZ87E2dmZKlWqULVqVSBvPauzZ8+q27u6uua7eYZ5TcJbNW3atAR6694rCxkRZZfkQ4iKqVgLys+cOZPWrVszfPhwq9stW7aMw4cP8+233xarceLeMxqNJCYmUrlyZXkzEAWSjAhbbs7IjRs32LNnD+3btycwMJBnn32WX3/9lfnz5/P666/TtWtXTp48qS5cPGLECHXRYUDublhCFEUhNjY237pYubm5nDp1CgAPDw/+/PNP9Ho9AFWrVqVZs2YWs7GaN2+uHrNPnz7FaouMIcKWO8nIzQXbmJgYtFptvplU/v7+PP300wC88cYbbNq0ieTkZGbOnMnkyZMBaNasmbpA+s3q169P3bp1sbOz46+//lIfN9/Jz8vLC8j7/+nmy/VuLmINGDAAPz8/vLy8aNy4sfr4pk2bcHFxwd3dvdCx79133833mJubm8VxKgIZR4Q1kg8hKqZiFbd+/fVXjEajzeLWiRMnOH78eLEaJkqHi4sLjRo1Ku1miDJMMiKsuXr1KgcOHKBr1664uLjwxBNP8Pfff/P5558zZcoUunXrhlarVe9+9eSTT/LUU0+p+0sx686ZTCb17lC7du3i7bff5syZMxZ3IjPTaDRkZWVRqVIl7O3tWbFiBTVq1KBZs2ZUr179rvx9yBgibNFoNAQFBeHk5EROTg7btm3LN4MqJSWF2bNn4+/vz7///svw4cNJTk7Gw8ODiIgIAJYvX86cOXPyHb9z585qcSs6Opr//vsPgGvXrqnb+Pn5kZWVZbHguZeXF9WrVwegSpUqfP311+rj5pmLw4YNY9iwYeq6UwUpbM0pc5Ff2CbjiLBG8iFExVSk4tbcuXNJS0uzeOzEiRNW75qYnp7O3r175Y1aCCHuY0eOHGH//v2MHj2aGjVqMGbMGPbt28c333zDk08+Sbdu3bh+/bq6QPiUKVN44YUX1P2lmFV8er2esLCwfLOxBg8ezGeffQbkzWLZt28fkHepU3BwsMVMrGbNmuHi4qIec+zYsaVyLqJiyM7OJi4uTv0TGxtL3bp1GTBgAABDhw5l9+7dJCUl8dNPPzFixAj0en2hlyZPmjQJf39/HBwcuHz5MpB3OZJZQEAAISEh+e7K17BhQ3Wbl19+mTFjxuDl5UXt2rXVx23dddXBwcGiMH/z40IIIYS494r0Dly3bl2LadAajYaoqCiioqJs7isflMsXvV5PdHQ0AQEBRV4/RVQskpGKS1EUNm7cyMGDB5k5cyZVqlRh8uTJnDhxgoCAAEaMGEGXLl3IysoiNTUVvV7Pa6+9xuuvv64eQ4pZt89oNKIoivqP5vnz57Ny5UouXrxocUczs9OnT6s/P/DAA6xcuZJmzZrRsGFDi0JWaZEx5P6TlZWFi4sLdnZ2XLlyhY0bNxIXF4e7uzuzZs0C4Pnnn2fJkiX59h0+fLha3MrIyCApKQmACxcuoNfrcXd3JzQ0FA8PD4sCVZUqVdS1+erXr8/Bgwfx8vLC09NTPfbEiRPVuwIWpnXr1iXSB+LeknFEWCP5EKJiKlJx67HHHsPNzQ1FUVAUhTfeeINWrVoxYsSIArfXaDQ4OTlRp06dCrcGQHmn0WhwcXGRf4CKQklGKg6DwaCunbhs2TIqVarEa6+9xoULF+jWrRuPPPII/fr1IyAgQF3Y+N1332XWrFkkJCSg0WgkJ7dBURSuXbtmcXfC06dPc+7cOX755Rf69u0LQFJSEuHh4UDepVG3rovVpEkT9Zienp5l7ksmGUPKj/T0dOLi4qhRowYeHh4kJSUxf/58ddaVeQZWamoqUVFRBAQEcOHCBaZOnQrkfTlqLm6Z16JycXGhZs2a+Pn5UbNmTTp27Ki+3kcffYSiKPj4+GAwGNQx5MiRI1bbWalSJdq3b393OkGUSTKOCGskH0JUTBpFUZTb3Wns2LF06tSJZ5555m60SQghRCnIyspi/vz5HDt2jD/++AN7e3v8/f2Ji4tjz549PPTQQ7zzzjtcu3aNZ555hlatWpV2k8utjIwM9VJNRVHo06cPx48fV2et3GrBggXqUgBnz54lOjqaZs2aUbNmTfnwLm5beno6MTEx+YpUrVq1YsyYMQCEhoZy7NgxIG+t1cGDB3Pjxg18fHwKPOaRI0cIDQ1Fq9XyxhtvULNmTerUqcPLL78MoK755uXlJZkVQgghRIkrVnFL3L9MJhNGoxF7e3t1QWIhbiYZuX/cuHGDGTNmEBYWxoEDB1AUhapVq5KSksLx48dp3bo1c+fOxWg0MnbsWOrVq1ek40pG/o9eryc8PFydhWWekRUbG0tGRoZ6uUSzZs04c+YMdnZ2NGjQwGJNrKZNmxIUFIS9vX0pn03JkHzcHYqikJqaSlxcHMHBwdjb23Pq1Cm+/fZbYmNjqV69uroW27hx41i1alW+Y4waNYo1a9YA0LNnT3bs2IG7uztLly7l8ccfR1EUXn31VWrUqKHOvDL/t3LlyiVWtJKMCFskI8IayYcQFVORiluHDh26oxeRqeLlR3Z2NlqtlqCgIFxdXUu7OaIMkoyUPwaDAQcHByIjI3n22WeJi4vjxIkT5OTk4OnpiU6n4/z58wQHB/Phhx9SuXJlBg8eTLVq1Yr1ehUxIyaTibS0NPXSq//++4/Ro0dz4cIFDAZDgfucPn2apk2bArB3717c3d1p1KjRfd9nFTEfdyopKYnY2FhiY2Np3bo1Pj4+xMbG8vLLL6szr2JjY9HpdADExsZSs2ZNNm3aRL9+/QBo0KABFy5cAOD111/nyy+/tChO+fn50bZtW/VO2PHx8VSqVInKlSvf8/OVjAhbJCPCGsmHEBVTkYpbDRs2LPa3cRqNhnPnzhVrX3HvGY1Gi9vCC3EryUjZZp694eXlxenTpxk3bhxGo5FTp06RkZGBp6cnJpOJ6Oho/P39+fLLL6lVqxbdunXDzc2tRNpwP2dEURSuX7+eb12ss2fP0qlTJ7Zu3QpATEwMAQEBQN66VwWti+Xt7V2ap1Jq7ud8FIdWq+XSpUsWRaq4uDi6d+/O888/D+R9Djt//jwAf/zxB/379+f69etUr1493/GqVKnCvn37aNKkCRERESxZsgQ/Pz9q167No48+CuQVY8vybAbJiLBFMiKskXwIUTEVaUH50NDQu90OUUbY29uXyre0ovyQjJQtOp2OhIQEatWqxd69exkxYgSBgYEcOXKEGjVqcPLkSQBSUlLw8vJi5cqVhISEqP8ofvbZZ0u8TfdLRtLT0zGZTOrd1xYvXszs2bNJTEwscPuLFy+qP/v5+bFlyxaaNGmCv7+/rDF0k/slH4UxmUwkJiaqRao+ffpgZ2fH/v37+fDDD4mLi6NevXr/r737Dm+q7P8H/k7SpANaaKEtLR1A6YJCKaMgW6aykSEogiBuRUVF8AHUx4Hi3gsFQRBFQVDwUVFEZIjIEIEO0r33zs75/dFfzrehbVJC26TN+3VdvYDkPif3ufvmJP30PvfBjh07AADr168X/16Xu7u7WNwKDAxEYWEhAgMDxSx17doVb731FgICAsSZV926dTObpdCjRw9s3Lix3r4dubAFtP+M0LVjRsgS5oPIOTWpuNXQugzUPun1epSXl6NTp07ibeeJ6mJG7Cs7OxtVVVWIjIzEnj17cPPNN2PkyJH49ddfERISgvz8fFRVVUGr1cLX1xffffcd4uLixMvlbr311hbvY1vLiFarRWJiotlMrPPnzyM9PR2vvfaaeOc3d3d3FBUVQSqVonfv3uIsLNOfYWFh4j4lEgkmT55sr0NyaG0tH1c6d+4cMjMzkZubi2nTpiEgIAApKSlYsGABcnNzkZeXZ3Ypan5+Pvz8/FBaWopvv/0WAFBeXi4+HxkZif79+5sVqQICAhAbGyu2+fnnn+vNPpBKpXjwwQdb9mDtpK1nhFoeM0KWMB9Ezon/28mMTqdDXl4ePDw8+GZADWJGWo9Op8O5c+cgl8sRGxuLDz74APfeey+mT5+Offv2ISIiAjqdDpmZmRAEAaGhoTh27Bji4uKgUCgAANOmTbNLvx0xI0ajEenp6QgJCRELBTNmzMAPP/zQ6LpYaWlp4t+nT5+OU6dOoU+fPlzD4xo4Wj4EQRBnQx07dgznz583uzwwJycH8+bNw+rVqwEAc+fOxeXLlwEABw4cQEBAANzd3fHXX3+J+5RIJPDz80NAQACqq6sBAHFxcXj33XcREBCAkJAQse369euxfv16i310tstqHC0j5HiYEbKE+SByTjb9b7/aBea5oHzb4e7ujr59+9q7G+TAmJGWU1xcjGPHjiEgIACDBw/Gxo0bsXbtWixcuBA7duzAgAEDIJVKoVKpAADR0dFISUlBjx49xB/OHeF86wgZKSgoEGdh1V0Xq6qqChcvXkR0dDQAQKFQQK/Xw8vLq94dCmNiYtClSxdxn35+fjYvsk//p7XyodPpkJ+fLxapcnNzcffdd0MikWD//v1Yt24dcnJyEBsbK66V9tZbb+HLL7+sty/Twv8A0L9/f3h5eYl3CARqs7F3715x1pW/v3+9H6iCgoJw3333teARtx+OcA4hx8aMkCXMB5Fzsqm4tXTp0qtaP+TSpUu2vAwRUbuWlJSEQ4cOIS4uDvHx8di4cSM2btyIO++8E4MHD8awYcPg7e0tLvQ+ePBglJeXo2PHjgBqL0vq2bOnPQ/B7qqqqpCTk4OIiAgAtZeA9e/fHwUFBQ22VygUSE9PF4tbGzZswGuvvYbg4GCui9VG1J1p9d133yEjIwM5OTm45557EBwcjH///Rfjxo1DUVERrrxnzrx589ClSxfodDqcOXMGAJCVlSU+P2zYMNTU1IhFKtNlgqZ8AcA333xTr08ymQwzZsxoicMlIiIioiawqbjV2ALzpluhp6amQq/XY/z48ejVq9c1dZBal0ajQXZ2Nrp37w5XV1d7d4ccEDNiu6NHj+Lnn3/GlClTEB8fj7feegvvvvsuHn74YcTHx2PEiBGIjo5G9+7dAQBjx44V13gCABcXF7Gw5chaIiM6nQ5JSUn17lKYmpqK0NBQ8fJBX19f1NTUQCKRICwsrN66WOHh4WYzasLDw5ulf9R0jeVDrVajurpanC33zTff4NSpU+KsK9MMrHvvvRfPPvssAGDFihXi937MmDEIDg5G586dUVhYCACQy+Xo1q2bWKTSarUAgOHDh2P//v3i4yYPP/wwHn744VYYBbKE7zNkDTNCljAfRM7JpuKWtQXmKysrsW7dOhw/fhxr1qyxqWNkHxKJBHK5nDMYqFHMSNPt3r0bP/74ozgT6+OPP8Znn30Gg8GA+Ph4jBs3DgkJCejTpw+A2vWf6s7+aKvr7FxLRgRBQHp6OiQSCUJDQwEAX3zxBZYsWQKdTtfgNlqtFmq1Gm5ubpBKpfjzzz8RGhoqzngj+9PpdMjIyIBSqURiYiKSkpLwyiuvAAC2b9+OBx98EKWlpZg8eTL+97//AQB27tyJr7/+ut6+cnJyxL9PmjQJRUVFCAgIQLdu3QAAAQEBOHfuHAICAtClS5cG7wzo5+eHKVOmtMShUjPg+wxZw4yQJcwHkXOSCFfO2W8mWq0W119/PYYNG4ZXX321JV6CiMihvP322/jpp5/w/PPPo3///pg7dy6++eYbbNiwAatXr8ZXX32F7777DvPnz8f06dPt3V27KyoqqneHwgsXLqCyshJ33303PvjgAwDAkSNHMHr0aHh6eoprYdVdG6tr1652PhICgIqKCiiVSiiVSowbNw4+Pj74559/MGvWLGRkZMBgMJi1LysrQ6dOnfD1119j3rx5AIBBgwbh1KlTAIDNmzfjzJkzZncQDAgIEGdnERERERGZtNjtIxQKBQYOHIhjx4611EtQCxAEAQaDATKZjL/toAY5e0bqrvezatUq/Prrr9ixYwciIiJw4MAB/O9//8PkyZPRv39/zJ8/H7169cLYsWMBAPPnz8f8+fPt2PvWcWVGqqurcfHiRYSHh4tFicWLFzc6C1gul6Ompkb895AhQ8TLD50xc47CaDQiNzdXLGAplUoMHjwYs2bNAlB7gwPTrKqDBw9i/Pjx8PHxQWpqKgDAzc0NvXr1QlhYGEJCQsQ7VE6YMAH//vsvAgMDzYpWS5cuxdKlS1v1GMkxOPv7DFnHjJAlzAeRc2rRe6MWFRWJd/WitkGtVkOpVCIsLIy3uqcGOVtGdDod5HI5BEHAwoULceTIEZw8eRLdu3fH8ePH8ffff+PYsWOIiIjA8uXLMWnSJEyaNAmA8xSzTDQaDZKSknD27Fn88ccfyMnJwaVLl5CSkgJBELBnzx6xEBIcHAwA6NWrV711sSIiIiCXy8X9urm5oUePHnY4Iuej0WiQmpoKpVIJAJg6dSoA4P7778enn34KtVpt1n7p0qXi9zQsLAw6nQ5hYWHiDxOBgYH4/fffERYWhm7duol3+1QqlfDw8AAAdO7cmTOxyIyzvc/Q1WNGyBLmg8g5tUhxy2AwYOfOnThz5gz69evXEi9BLUShUCA4OBgKhcLeXSEH1d4zUlJSAh8fH2g0GowfPx6nT59GTk4OOnfujMTEROTk5OD48eOYO3cuHn/8cTzwwAPizKw5c+bYt/OtpKKiApcuXUJ6erpYvBMEAb6+vqisrGxwGz8/P7PnHn30UaxZs6ZNLJDfngiCgJKSEnHmVUpKCpRKJd555x14eHhg7969uPnmmwEA/fv3F4tbCoUCarUaMpkMoaGh4gys66+/Xtz3wYMH650XpFIpRo0aZfZYez+H0LVjRsgaZoQsYT6InJNNa26ZfpBriMFgQEVFhXhHopdeeom3xyYih6TX65GWlobevXujpKQEgwcPRlZWFsrLy+Hu7o7w8HBcvnxZvNTwp59+gpubG4YMGeIUvwmsrKzEqVOncOnSJbMv06VnEokEVVVV4gycuLg4pKamIioqqt66WH5+fvY8FKeTkZGB5ORkpKSkiHcuzszMRExMDCoqKuq1P3/+PGJiYnDq1CmMGzcOYWFh6NevH7Zu3QoAyMzMhFarRUhIiNmsOiIiIiIiR2DTzK28vDyrbbp164bly5ezsNXG6PV6VFRUwMvLCy4uLXrVKrVRbTkjJSUlSElJweDBg5GWloaYmBgAtQtbe3t7Q61WQ6/X48KFCxg8eDA2b96Mbt26ISwsDADEyw3bE6PRiPT0dLFw5e/vj0WLFgGAWOhoSEBAAKKjo1FaWioWtw4fPgxPT0/xlxxtMSNtRVVVFVJSUsSZVykpKYiOjsYDDzwAAJg3bx5OnjwJANiyZQt69eqFbt26obq6GkDt5YKm2VdhYWHiZYGDBg1CeXl5vTVKTJeRNoe2fA6h1sGMkDXMCFnCfBA5J5v+t//yyy+NPieVSuHh4YFOnTrZ3CmyH51Oh5ycHLi7u/PNgBrUVjJiNBqRmJiIvLw8XH/99Thz5gwGDhyIrl27oqCgACEhIZDJZACA9PR0hIWF4YcffkDPnj3h5eUFABg5cqQ9D6FFHDt2DL/88otYzEpMTDRbG3Hs2LFicatPnz7o1asXoqOjER0djT59+iA6OhpRUVENrpFkGre2khFHV11djbNnzyIlJQUqlQp33XUXgNobGbz88sv12k+cOFEsbvXp0wfl5eUICwsT7yYpl8tx8eJFBAUFiQXJK7XGwrvMB1nDjJA1zAhZwnwQOSebLkskInI01dXVOHHiBFQqFaZNm4Zff/0V48ePR2hoKNLS0qDRaNC5c2eEhITgjz/+gK+vL9LT0xEcHAypVGrv7jebyspKJCQkmF1G+NBDD4lrIz3xxBPYuHGj2TYKhQIRERGIjo7GsGHDsHLlSnt03elotVqkp6ebrX2lVCrxxhtvoEePHjh27BhGjBgBAPDx8UFxcTEA4NVXX8Vjjz0Gb29vceZVWFgY4uLiMHfuXHseEhERERGRXVxzKbu4uBgajcZim8DAwGt9GSIiM3l5eTh48CDc3Nwwd+5cHDx4ELNmzULfvn0xbdo0DBkyBJ6enujRowdqamrg4eGB/Px8cXYRAISGhtrxCJrP6tWrcebMGVy8eBFZWVn1nr/uuuvE4taYMWOQn58vzsaKjo5Gz549+ZvNFnTp0iX8+++/UCqVGDduHOLj46FWq+Hp6Qm9Xl+v/b333osePXqgV69eZou3m+7cuXz5cixbtgze3t52OBoiIiIiIsdj08wtvV6PV199FV9//TWqqqosv4BEgosXL9rcQWpdGo0Gubm5CAgIgKurq727Qw7IXhlJSEjAvn37EBwcjIULF2L79u1YtGgRhg4dihMnTqCgoADx8fEYMWIEtm7dCplMBoPBIF562BYZjUZkZmbWW9A9KSkJ6enpcHNzA1B7V7vz58+L2/n5+ZkVr8aNGyeuL9YanOk8YjQakZ2dXW/2VVBQEF555RUAtXfR3L17NwDgueeew3/+8x8AQPfu3VFWVma29lWvXr0wbdq0dlN4bYgz5YNsw4yQNcwIWcJ8EDknm35V/9FHH2Hz5s0AAHd3d3h6erbKOh3U8iQSCaRSKb+f1KjWysixY8ewa9cuDBo0CIsWLcLvv/+OJ554AuPHj8fChQsxYsQIDBs2DGPGjAFQW9BJS0sz20dbKWzpdDqUlpaKdxS8cOEClixZgoSEBHEB8CslJSWhf//+AIDHH38cGo1GLGb5+Pi0Wt8b0h7PI1VVVTh06BCUSiUKCgrwwgsvAKi9I/CTTz5Zr310dLRY3Bo0aBByc3MRFhZmVmQ8f/48vL2929U4NUV7zAc1L2aErGFGyBLmg8g52TRza/LkycjNzcV7773XLhdcJqLWt2/fPuzYsQPTpk3DokWL8Nprr+HRRx/FjBkzsHfvXiQkJOA///kPxo8fj/vuu8/e3bVJdXU1EhMTxRlYFy9exKVLl3D58mWMGTMGBw8eBADk5OSge/fuAGoXAQ8PDzebiRUdHY2+fftCoVDY83DalcLCwnqzr1JSUvDSSy/huuuuQ1paGnr27Cm2r66uhoeHB7788kssWrQIPXr0EGdehYWFITIyEtOmTbPjEREREREROQ+bZm7l5+dj+PDhLGy1Q4IgQBAESCQS/raDGnStGTFt+/HHH+Pzzz/HPffcg4ULF+Ls2bP48ssvIZPJsGjRIkyYMAH3338/JkyYAACIiorCN99809yH0yKKi4tx6dIlhISEICQkBADw7LPPYv369Y1uk5GRIf49ICAA3377LaKiotCrVy/I5fIW73NzcuTzyJkzZ/Dnn38iJSUFI0eOxIwZMwDUzrQyLdhe18WLF3HdddchODgYQ4YMEdfA0mq18PDwwOzZs6FSqbhm2VVw5HyQY2BGyBpmhCxhPoick02fxkNCQqyutUVtk1qthlKpRFhYGNzd3e3dHXJAV5MRg8EAQRDg4uKCZ555Bp9//jk2bNiAuXPnIjk5Gb///juioqKwcOFCTJ8+HTKZDOPHjwdQu47UO++80xqHZLOsrCxx9lXdr8LCQgDAK6+8gkcffRTA/91Yo2vXrvVmYUVHRyMoKEjcr0QiwcyZM1v/gJqJvc4jNTU1SE5OFmdemWZfubu7Y+/evQCALVu24K233gJQe2dJU3ErPDwcbm5uZmtfhYWFiXcrlMlkOHnyZL3X5Oy5q8f3GbKGGSFrmBGyhPkgck42Fbduu+02PPXUUzh16hQGDx7c3H1qsszMTLz00kviDxxjx47F6tWrr2q9mXXr1iEtLQ3btm1rkf23NXK5HEFBQW1upgi1HksZKSsrQ4cOHcQ7un311Vf46quvcMMNN6CgoACXL1/GsWPHMHfuXCxYsABRUVEYPXo0ACAuLg5xcXGtfThW6fV6pKSkiIWrRx55RFycdPLkyY3eMCMkJMTst4Xz5s3DzJkz0bVr11bptz219HlErVbjyy+/FItXn376KRQKBb7++mssWbKkXntPT0/xN7jx8fGYNm0aevXqhXHjxolt/vjjjzazRltbx/cZsoYZIWuYEbKE+SByTjatuQUAr776KjZv3owpU6YgMjISnTp1arTt3Llzbe5gY0pLSzFnzhxotVosXrwYBoMBn3zyCbp3745du3Y16bfpu3btwtq1axEfH1+vuNUc+ydqzwRBQHJyMnr16gUXFxdMnDgRv/zyCw4fPoxRo0ZhyZIl2Lp1K5566ik8/fTTOHfuHHJzczF06FB4e3vbu/sNqqiowP79+81mYSUnJ0Or1Ypt/v33X/Tt2xcAxMspr5yFFRkZiY4dO9rrMNq8y5cvIykpSVz/yvTnunXrcPPNN0Oj0cDd3R2mt6+kpCSEh4fj6NGjmDlzptnMK9PXyJEjIZVK7XxkRERERETUEmyauVVSUoJjx45Br9fju+++w3fffWexfUsUt7Zs2YK8vDx89913CAsLAwDExsZi6dKl+PbbbzF//vxGtzUYDHj//fctXvJ0Lftvy/R6PaqqqtCxY0euIUNmVCoV/v77bwwdOhRVVVUYMmQIlEolTp8+jbi4OHh5eUEQBJw/fx6jRo3CqlWrsHLlSvHucLGxsYiNjbXzUdQWrusWr9zd3fHss88CqJ15dsstt9Tbxt3dHVFRUYiOjjab3bNjxw6u5dCApp5HTp06hZ9++gkpKSmIi4vD/fffD6D2PePcuXP12ickJAAAXF1dsWDBAnh6eiIsLAxeXl4AgOHDh6OoqKgFjoiaE99nyBpmhKxhRsgS5oPIOdn0v/3FF1/EhQsX4O7ujiFDhsDHx6fVf8Dbv38/4uPjxcITUPuDTc+ePbF///5Gi08ajQbz5s1DYmIiZs2ahePHjzfr/ts6nU6HrKwshIWF8c3AyRUUFODUqVOYMmUK9Ho9/P39UVlZiX/++QcSiQQ9e/ZEVlYWlEol4uLisHHjRrz33nvw9/cHAHF2k70dOXIEX3zxhVjMys/PN3s+ODhYLG4FBwdj/Pjx6Nmzp9lMrJCQkAZn/bCw1TCdToeEhASUlZUhKyvL7A6EFRUVSEpKAgAcOnQI//nPfwAA06ZNE4tbsbGxEASh3uyrfv36ia+xY8eOeq/L70fbwPcZsoYZIWuYEbKE+SByTjb9bz9y5Ah8fHywZ88e8QfZ1lReXo7MzExMnjy53nN9+/bF4cOHG91Wo9GgqqoKr7/+OqZMmWK25kpz7L+tc3NzQ58+ffhDopMxGo1ITEzEv//+i3nz5qGqqgoBAQEwGo3Izs5GYGAg+vfvj5SUFBQWFmLs2LH47LPP0LVrV/ES3bqF4NZiMBiQmppab0H3ZcuW4a677gIAXLp0Ce+//77ZdkFBQWLhqk+fPmZ31Dl48GCrH0dbIggCioqK4OLiAm9vbwiCgCeffBLp6enIzMzE9u3bERwcjKqqKtx4440N7qOiogJeXl6Ij4/H4sWL0atXLwwaNEh8/rPPPmutwyE74PsMWcOMkDXMCFnCfBA5J5uKW2q1GiNGjLBLYQuAOPOiodf39fVFZWUlKisr4enpWe/5jh074qeffrJYxb+W/bd1vGWuc9Bqtfjzzz+hVCpx++23o7CwUPwQMHHiRHTu3BkDBgyAVqtFXl4eAgMDceDAAXh6eor5MN39rzWo1WooFApx9tRjjz2Gn376CUlJSdBoNPXa1738ccSIEXjiiSfEYlZUVJR4GRuZEwQBpaWl0Gg0CAgIAAC89957OHHiBLKyspCZmYmsrCyo1Wo899xz+M9//gOJRCJexg0AqampCAkJQUREBCIiIsxmX5n+7uHhAQAYM2YMxowZY7fjJfvg+wxZw4yQNcwIWcJ8EDknm4pbkZGRyMnJae6+NFl1dTUANHhrV9NdzGpqahosPkmlUquLCl/L/q3R6XQwGAxwc3MDUPtDu1QqhUKhgNFohEajgUKhgEwmg16vh06nE/uh0WggkUigUCggCIL4A7+tbd3c3CCRSMTigKurKzQaDXJyctCtWze4u7vDYDBAq9WKbbVaLQRBEMdBpVJBLpfDxcXFpraurq6QSqXQarUwGo1m4yKTySCXy8VxMbVtaAyvbGs6VnuOt+lYrxzvlhzDum3rjktZWRl+/PFHlJSU4N5770VqaipGjx4NuVyOm2++GZ06dUK/fv3QpUsX5Ofnw9XVFUePHoWbmxt0Oh3UarVYEKqsrERxcTECAwPh4uJicbzrjktTxruiogJKpRIXL17Ev//+i6SkJCQkJCA1NRV///03BgwYAABITk7G+fPnAdT+di48PBx9+/ZFnz59EBERgZiYGHE2Vnh4OJ555hmzMdTr9S2a2SvbNiWzlto2V2aLi4tRVFSEzMxMpKSkoLi4GOvWrYMgCHj33XfxxBNPoKamBjNnzsQXX3wBNzc3/PDDD/j+++/NzmMSiQQlJSUAamfPPfTQQ5DJZAgJCUFYWBiqqqoAAOfPn4fBYKg3hqZ1y3iOcJxzRHNn1tJ4q9VqlJaWolu3buL/0/Y63m3tHNEcnyOuHG9bxlAqlSI/Px9dunSBi4sLzxFOdo5oyucIg8GAnJwc+Pj4iJ9P2uJ48xxh2xhaa2s0GpGbmwtvb2907NjRYc8RRNS8bLp11N13342LFy82uOZJa2jKDR6vpVrfkvsvKSlBWlqa+O/MzExxAWSdTgelUgmVSgWgduHrum2zsrJQWFgIoHahRKVSiZqaGgC1l1KmpKSIbXNycsQZaEajEUqlUvyBs7KyEkqlUmybl5cnzroQBAHV1dVi26qqKiiVShiNRgC1s9rqFjZTUlJQXl4OoLbgp1QqodfrAQCFhYXIysoS26alpaG0tBRA7ZuPUqmETqcDAPEH7rptTT88q9VqKJVK8Y51xcXFyMjIENtmZGSguLgYQO0Py0qlUnwTbWgMTeNtGkPTeJeVlSE1NVVsm52djYKCAgC1P8ArlUqx8Gkqwpjk5uaajWHd8TaNoSlXeXl5yM3NFbc1rUNUt63BYBDHOzs72+J4m9rWHe/CwkK88soreOWVVwAAiYmJWLBgAVatWgW9Xg9PT0/06dMH06dPR2lpKdLT0/HTTz/h0KFDCAkJMetvSUkJ0tPTzY5Vo9FAEAQxs2q1usExrJvZumOYl5eHY8eOiZnNz89HSEgI/Pz8cN111+GOO+7A66+/jv3794v5+/3338X93nrrrfj000/FsduxYwfef/99rFu3DpMnT4YgCE0a7+rqarMxLCgoMBvv1NRUlJWVAfi/zJryXVRU1Gi+NRrNVWfWNIbXeo7Ys2cPNm/ejKeffhp//fUXampqcOLECfj4+KBbt26IiYnBjTfeiPvvvx/r16+HSqWC0WhEdXW1eD4pKysT871o0SKsWrUKb7zxBg4fPgylUom///4ba9euBVCb2WnTpmHlypW4+eabIQgC8vPzYTQaIQgCzxH/n6OdIwDzfJvGsLHxTk9PF8fblG/TGF55jmgos3XPEVlZWWI+GjpHNPa+lp2dLb6vmdqaxrClxrs9niNa+nOEaQwrKyvNxvtqP0cYjUYUFxfzHAHnO0dY+xxRU1MDQRCg1WrN+sBzhHOdI4DGP0eYPqNmZGQ49DmCiJqXRGhKJecKhw8fxhdffIHDhw8jPDwcAwYMQKdOnRq81E8ikWDFihXN0lmThIQEzJw5E+vWrcOiRYvMnnvxxRexefNmnDlzRrz0xZJx48ahe/fu2LZtW4vs/0r8bQp/49oSY5iRkYEdO3ZALpfj8ccfx/HjxzF8+HD4+voiPz8fer0eI0eORGxsLDZu3IgOHTq0+G9cDQYDkpKSkJiYiMuXL+PixYu4ePEiEhMTUVZWhp49e4o3pjAajejYsSNUKhUCAgIQHR0tzsaKiYlBeHg4fHx8xP9z9h5ve/3G9eTJkzh//jxyc3ORnZ2NjIwMZGZm4s4778SDDz4IjUaD4OBg8YPpwYMHMXbsWCiVSkRGRgIAOnfujODgYHTv3h1BQUF4+eWX0alTJ+Tl5aG8vByhoaGQy+U8R7Szc0Rbm5XRXsabszJ4jmhrmeU5gucIniM4c4uorbKpuBUVFQWJRGJxhpPpeYlEgkuXLl1TJ69UUVGBIUOG4J577sEjjzxi9tzKlStx5MgR/PXXX03aV0PFrebcP1FL+Pfff7F161b4+fnhsccew88//4xJkyYhNDQUaWlp0Gg0mDp1KuLj47F+/XrxDbclaDQaJCcn49KlSwgNDUV8fDwA4IMPPsC9997b4DZSqRRhYWG4cOEC5HI5AOCff/5BSEgIOnfu3GJ9dURarRbZ2dnIy8vDddddBwD48ccf8d577yErKwuDBg3CRx99BACYMmUKfvjhh3r7uO+++/Duu+8CAObNm4eKigoEBwfj4YcfRkxMDHQ6HS5fvozg4GB07Nix9Q6OiIiIiIioFdi05tb9999v10X6vLy8EBQUhAsXLtR77uLFi4iJiXHo/Tsy05TpsLAw/lbBgRw7dgyffPIJoqOj8dhjj+Hy5ct4+eWX0bdvXzz22GMYNmwYZs+ejZEjR8JgMMDV1bVF7vqXkJCAo0eP4tixY8jPz0dSUhJSUlLE6fj33nuvWNyKioqCq6srIiIixMXcTV8RERH1Cm79+/dv9v7am16vR25uLjIzMxEbG4sOHTogMTERTz75JDIzM5GZmYn8/HzxFwVqtRqurq7Iz8/Hvn37AEAs/gFAfHw8tFotgoODxS/TnR9Ndu3aVa8fcrncrE1L43mELGE+yBpmhKxhRsgS5oPIOdlU3HrwwQebux9XbdKkSdi6dat44gJqCwCpqam44447HH7/jkoulyMwMNDsB2pqfQcOHMBHH32E0aNHY+XKlUhJScGnn36KoUOH4rHHHsOIESOwfPlyjBo1CoIgwNPTE7t372621y8rK8O5c+dw9uxZLFy4EH5+fgCARx99FAcOHKjX3tPTE9HR0QgNDRUfGzVqFKqrq8XFw9sbo9GI/Px8sUhl+ho7diymT58OAOjevbu43srx48cxbNgwGAyGet8rV1dXBAUFoaSkBAEBARgxYgTee+89BAcHo1evXmK7p59+utWO71rwPEKWMB9kDTNC1jAjZAnzQeScbCpuOYI777wTe/fuxe23345ly5ZBo9Fg06ZN6Nu3L2bOnAmgdgHF06dPY+DAgQgODm72/bdHLi4u8PHxsXc3nIbp0t3PP/8cH374IebOnYuHHnoIGRkZ2Lt3L6qqqrBy5UqMHTsWq1evxujRowEAvr6++Pjjj5vl9dPS0nD27FmcPXtWLGjVXfi1V69eYrFm5MiRqKysRExMjNlMrMDAwHqzOdtyUcv0fQFqF+P/+eefkZmZiaCgILG4P3XqVPzvf/+rt61erxfHq1u3bigpKUH37t3FBVl79OiBt956y2z2la+vr9n4hYWFNXpJZ1vA8whZwnyQNcwIWcOMkCXMB5FzsmnNLUeRkpKCDRs24NSpU3Bzc8OYMWOwatUq8WS2e/durFmzBhs2bMBNN93U4D4aWnOrqftvjwwGA6qrq9GhQ4c2XZxwRIIgwGAwwMXFBW+++SY+/PBDPPDAA7jvvvvwyiuv4PHHH8eMGTOwd+9epKam4ptvvsGYMWMwZMiQZnl9lUqFCxcuIDU1FfPmzQNQe4ODjh07ineHqatHjx6IjY3FI488gjFjxoiPt/WMmE55EokEBQUF+Oabb8RZV1lZWcjMzERubi7Ky8vh4uKCzZs3Y9myZQCA4cOH4+jRowCAO+64A1u2bEFgYKDZJYLXX389pk2bBqD2DjpeXl5tcpyuRVvPCLUs5oOsYUbIGmaELGE+iJxTmy5uUfPjNerNp+4dXNauXYuPP/4YL7/8MhYvXoxnnnkGTz/9NBYuXIgdO3YgOTkZf/zxB0aNGoXevXtf82sXFBSYzcQ6e/YsEhMTYTAYIJVKUVVVJX5/hw8fDo1Gg9jYWAwYMACxsbGIjY1tdGF3R89IeXm5WKjq3r07+vXrBwCYM2cOLly4gMzMTPz2228YMmQIzp8/3+haX+np6QgJCcHJkyfx4osvIjg4GP369cPy5csB1N7m2t3dvcG7xDo7R88I2RfzQdYwI2QNM0KWMB9EzonFLTJjml0kk8nsetOAtqikpAQdOnSAq6srli9fju3bt+Pzzz/HnDlzsGrVKrz88su466678OGHHyIpKQkJCQkYPnw4unbtavNrGgwGJCcnQ61WY8CAAQCAQ4cOYdy4cQ2279q1KwYMGIDNmzcjKCgIgPkleE1hz4yoVCpkZGQgMzMTcrlcnFG2evVqfPfdd8jMzERlZaXY/pFHHsFrr70GAIiJiRFvEvHNN9/gpptuQnl5ORYvXmx2iWDdL/62zzY8j5AlzAdZw4yQNcwIWcJ8EDknTjkgMxKJhDNRmkAQBKSkpCA4OBgKhQJTpkzBDz/8gB9++AE33HADFAoF1Go1Tp06hTlz5uDOO+/ErFmzMGjQIABAREQEIiIiruo1Kysrcf78ebP1sc6fPw+VSoVx48bhl19+AQD07dsXEokE4eHh4kysAQMGYMCAAQgICKj3Jn+1b/otlRGdTof09PR6C7RnZ2fj22+/hUwmw/bt23HnnXcCqF2w/vfffwcA5Obm4uLFi+K+vL29xbWsTN544w1IpVIEBwcjJCQEANCpUyfs3bu32Y/F2fE8QpYwH2QNM0LWMCNkCfNB5Jz4v57MaLVaFBQUwM/PDwqFwt7dcRharRZnzpzB4MGDIZPJEBcXh3PnzuHIkSMYOXKkOPvq4sWLuOGGG/Doo4/ioYceEgtY4eHhCA8Pb9JrCYKArKwsuLm5icWZ5557DuvWrWuwvYeHB1xdXcV/+/n5obKyEh06dLiWQ26ULRnRarXQarXo2LEjAOCtt95CUlISMjMz8eKLLyI6OhoXLlxAXFxcg9vn5+eLa1t5enoiODhYvIspADz00EO47bbbEBQUhODg4AaPfcKECTYcLdmC5xGyhPkga5gRsoYZIUuYDyLnZFNx69tvv0VwcLA4C6Uxv/zyCy5cuIAVK1bY1DlqfYIgiGtFObPS0lKcPHkSkyZNAgCEhoYiLy8PZ86cwYABAxAWFoZLly4hJSUFI0eOxLPPPotXX31VLEbVLbxYotVqcenSJbP1sc6dO4eSkhJs3LgRjz/+OACIM40CAwPNZmLFxsaid+/e9S6fa6nCFlA/I3q9HlVVVeIaXV999RWOHj0qLs6emZmJ/Px8PPbYY9i4cSMA4L333kNiYiIAYNmyZYiOjkZwcDA8PDzMFmc3/d10PJMmTUJFRUW9Pg0cOLDFjpeuHs8jZAnzQdYwI2QNM0KWMB9EzsmmNbeioqIwc+ZMvPTSSxbbrVixAkeOHMGZM2ds7iBRSxMEAampqfj7778xb9486HQ6dOrUCSqVCsnJyejduzcmT56MU6dO4bPPPsO0adOQm5sLb29vuLm5Nfl1rrxz3ty5c7Fv3z7odLp6bWUyGR599FHx/1hlZSVUKhX8/Pya56CvUlFRERITE5GcnIwlS5ZAIpFgz549WLFiBXJycjBmzBj8+uuvAIDbbrsNn3/+eb193HrrreLjL730EsrLyxEcHIwbbrgBPXv2NLuLIREREREREVFTNWnm1rfffgu9Xm/2WHp6Or7++utGt6mqqsLx48chl8uvrYdEzUyv1+PMmTO4ePEilixZgsrKSvTu3RuCICAnJwcBAQEYNGgQ8vLykJeXh969e2Pnzp3o1KkTpFIpACAgIKDR/RuNRqSmptabjZWRkYHz588jJiYGAKBQKKDT6eDl5WU2E2vAgAHo06ePWeHM09MTnp6eLTouWq0WEokEcrkc2dnZWLt2LRITE5GYmIiSkhKx3ZQpU8Rp3llZWQBq17wymTZtmngJYd1ZWHXXv3riiSfqvT6LWkRERERERGSLJs3cev7557Ft27ar/uFTEATMnj0bGzZssLmD1LpUKhVSU1PRs2fPdnPrXJVKhcOHDyMtLQ333HMP8vPz0a1bN0gkEpSUlKBz586Ij4+HTCbDhx9+iP79+0OtVjdpVpZerxcXrCwvL8fUqVNx7tw5VFVVNdj+66+/xpw5cwAAycnJkMvlCA0NbbXCjiAIKCwshFarFe+WeOedd+Lw4cNISUnBd999hxtvvBGFhYX1ZomFhIQgMjISr7/+OiQSCby9vZGRkYHg4GD4+/vzzoIkao/nEWo+zAdZw4yQNcwIWcJ8EDmnJs3cWrFihdkP63v27EFISIjFNbdcXV3Ro0cPLFy48Np7Sa1GLpfDz8+vTc+4Ky0txf79+1FcXIyHHnoIubm5uPHGGyGXy7FkyRL4+/sjPj4evr6+KC0tRefOnXHixAlxVhaABgtb+fn5ZrOxzp49i5qaGqSlpQEAvLy8cOHCBVRVVcHV1RUxMTFm62P1798fnTp1EvfX1AXmr8WJEydw6NAhcQZWQkICysrKzC4RTE9PR3JyMgAgKSkJN954I7p27YoXXngBvXr1QmRkJMLDw8V1r/R6PcrKytC5c2eLM9jIebWH8wi1HOaDrGFGyBpmhCxhPoick81rbs2YMUNcHJrInnJycrBr1y7odDo89thj+OeffxAbG4uOHTuitLQUMpkMI0eORO/evbFx40b4+/s3ed9//vknnnrqKZw9exb5+fkNtikqKkKXLl0AAD/99BMCAwMRGRnZ4m+oddeoSk1NxTvvvIPExEQYDAb88MMPAIDVq1fXWxtPIpFg2rRp2LdvHwDgyJEj0Ol0iIyMRGBgIC8PJCIiIiIiojbFpuIWtV8GgwEqlQru7u4Oe5lZcnIytm3bBg8PD6xevRrHjh3DiBEj4Ovri/z8fBiNRkycOBFxcXF46qmn4OXl1ei+Kisr8c8//4gzsc6dO4ehQ4fi7bffBlBb3Bo2bBiA2qJQREREvfWxTJc4thSj0YiLFy+azb4y/f3XX3/FwIEDcf78efTv3x9A7W+rampq4OLigu+//x47d+5EZGQkoqKixFlY1zJFuy1khOyLGSFLmA+yhhkha5gRsoT5IHJO11zcKikpQU1NjcVbrQYHB1/LS1ArUqlUUCqVCAsLc5hr1E+fPo1NmzYhODgYa9aswU8//YTJkyejR48eSE1NhUajwbx58zBs2DA8+uijcHV1tbi/Xbt2YefOnTh37hyUSmW95wcPHoy//voLAFBTU4Nt27ZhwIABiImJES/NaylnzpzByZMnkZCQgBtuuAGTJ0+GwWBAhw4doNFo6rXfsWMHFi5cCLVajdWrV4sFrFGjRolrgTU3R8wIORZmhCxhPsgaZoSsYUbIEuaDyDnZXNzasmULNm3ahOLiYssvIJHg4sWLNnWOWp/RaBQXSa+7BlVr+u233/DBBx9gwIABWL16Nfbs2YObbroJMTExOH/+PCoqKnD//fdjxIgRuOuuu+r1U6vV4uLFi2brYz3++OOYMmUKAODpp5/GM888I7YPCgoym4kVFxeHsLCwFjk2lUqF5ORkceZVYmIiPD098d577wEAli5dii1btgAAHnvsMbz88ssAgBEjRkCn04nFK9NMrPDwcKvFvObmCBkhx8aMkCXMB1nDjJA1zAhZwnwQOSebpnbs3r0bL774IgBAoVDA29ubUz7bCalUCoVC0aqvuXv3brz33nuYNGkSVq1ahaysLHz55ZdIT0/H6tWrMXLkSDz88MMYNWoUgNqF27dt22a2j/fffx8nTpzA2bNncenSJeh0OrPnR40aJRa3pk2bBi8vL7GgZVovq7kIgoDc3FwkJibi8uXLWL58OSQSCTZv3ow77rij3izHbt26icWtESNGoKCgAJGRkZgwYYLY5ujRo83ax2thj4xQ28KMkCXMB1nDjJA1zAhZwnwQOSebZm7ddNNNuHTpEtauXYv58+fzThTtiFarRVFREbp27drsbwoGgwEymQybNm3Cu+++i0WLFuHRRx/F+++/j/vuuw/jx4/HwYMHkZ2djc2bN2P06NEYPXo0gNrfwCiVSnEm1rlz57Bjxw54enoCAIYNG4Y///xTfC1vb29xJlZsbKy4oHxzqqmpMZuFNXXqVAwcOBAlJSVmBbPc3Fx069ZNvJyyU6dO4gws05+zZ89uMwu5t2RGqH1gRsgS5oOsYUbIGmaELGE+iJyTTTO3lEolBgwYgFtvvbW5+0N2ZjQaUVNTA6PReE37MRgMMBgMUCgUePHFF/Hee+9hzZo1uPfee1FWVoazZ88iJCQEjz76KG688Ua8//77YiGre/fuWLFiBXbu3CmujXXu3DlUV1ebvcb58+cxfPhwALWX802dOlUsaAUHBzdLsUgQBGRnZ0Ov16NHjx4AgNtvvx2HDh1CRkaGWVt3d3cMHDgQPj4+6NatGzp27IjIyEjU1NQAqJ09lpeXBz8/vzZTyGpIc2WE2i9mhCxhPsgaZoSsYUbIEuaDyDnZVNxyd3eHt7d3c/eFHICbm5tNM5wqKyshl8vh5uaGlStXYtOmTXjnnXewePFiaDQaZGZm4o8//sC9996L2bNnIyQkBCNGjEBubi4uXbqE0tJSfPXVV3j66acB1BbH7r777np969evn1jAMhWbANRre7VqamqQlJSEzMxMTJ8+HQDw7rvvYvXq1aiqqsLChQuxY8cOAEBeXp5Y2PL29hZnX/Xt21fcX1ZWVr1Ldd3d3dvFopa2ZoScBzNCljAfZA0zQtYwI2QJ80HknGwqbsXHx+P06dNQq9Vwc3Nr7j5RG5CVlYUuXbrA3d0dCxcuxFdffYVdu3bhpptugkwmQ2VlJU6ePInFixdj0aJFGDVqFIKDg7F9+3bx0sIHHngAhYWF4j49PT2xfv16SKVSeHt749Zbb0X37t0xYMAADBgwAOHh4dd0B0BBECAIAqRSKVJSUvDaa6+JlxRmZmYCAGQyGWpqaqBQKODl5YWqqirIZDKoVCpxP0899RTWrl2LyMhIdO3atcFZWFyDjoiIiIiIiKh12LTmVmpqKubNm4cxY8bgqaeegpeXV0v0jexArVYjLS0NPXr0EAuXBoMB//77L6KiouDq6ooxY8bg999/x//+9z9MnjwZ9957Lz744AM89dRTePrpp3Hu3DmcPn0aFRUV6N27N6ZOnQoA+OKLL3DLLbeYvZ5UKkVERIS4NtYjjzxyzXf/q6qqgkajEde9uuOOO3D69GkkJSXh999/x6BBg3DhwgXExMSYbdelSxdERkZi9+7d8Pf3R2lpKfLz89GrVy9er19HQxkhqosZIUuYD7KGGSFrmBGyhPkgck42TYPZuXMn+vfvjwMHDuDHH39Ejx494OXl1eAMFolEgs8///yaO0qtQyaTwdXVFb///jvGjx8PmUyGPn36ICkpCX/88QdGjBiB0NBQSKVSXL58GX379sXAgQPxyCOP4Ny5c+jVqxdSU1PF/c2fP18sbg0cOBDDhw8XZ2LFxsYiJiYGHh4eNvf35MmTOHHihDgDKzExEVlZWXj44Yfx+uuvAwBOnz6Ns2fPAgASEhIwaNAg9O7dG48//rh4SaFpFlZd3t7evPy2ATKZDD4+PpydRo1iRsgS5oOsYUbIGmaELGE+iJyTTTO3oqKimv4CEgkuXbp0tS9BdmI0GuHr64uSkhKcPXsWsbGxuOmmm3Dw4EE8+eST8Pf3R0xMDKKjo9GxY0csXrwY27Ztq7ef4OBgDBgwABMnTsSDDz54zf1KTk7Gtm3bkJiYCE9PT2zatAlA7aysTz/9tF77+fPn48svvwQAfPfddxAEAVFRUejZsyfv7klERERERETUjtg0c2vr1q3N3Q9yEIIgICYmBgkJCXj33XehVquRkJCAmpoarFmzBgDw6aefYsiQIQCAIUOG4J9//hFnYpn+9PHxafJrGo1GpKenm82+SkhIQGJiIk6cOIHg4GBkZmbi2WefBQD4+fmJ244cORIlJSWIjIw0m4VV9/VNC8RT8zAYDNBoNHB1deVvxKhBzAhZwnyQNcwIWcOMkCXMB5FzsmnmFrVfKpUK3bt3R2lpab3nfHx8EBsbiwcffBCzZ8+2af/nz5/HuXPnkJiYiBkzZmDIkCEoKytr9PK/n3/+GRMmTEB+fj7Wrl0rFrCmTp3a4GWw1PJUKhWUSiXCwsLaxd0fqfkxI2QJ80HWMCNkDTNCljAfRM7pmotbOp0Oly5dQm5uLrp27YpBgwYhJycHgYGBzdVHakVGoxGTJ09GWlqaOBPLNBsrKCjIakHJYDAgPT1dnHmVmJiIwMBArF+/HgAwbdo07N+/HwDw0ksvYdWqVQCAkJAQeHp6ms2+ioqKQr9+/a5pTS5qfkajEVqtFgqFAlKp1N7dIQfEjJAlzAdZw4yQNcwIWcJ8EDknmy5LBAC9Xo93330X27dvR2VlJYDay78GDRqEVatWQaVS4fXXX0dISEizdZZanlQqxQ8//AAXF8vRKC8vFxdvv+mmmwAAb7/9Nh5//HFoNBqztv379xeLW8OGDUNVVRUiIyMxYMAAsU1aWhrffNoIqVTKO8+QRcwIWcJ8kDXMCFnDjJAlzAeRc7KpuKXX63H33Xfj2LFjcHFxQUxMDM6fPy8+X1FRgaSkJNxyyy349ttv692FjhyXTqdDcXExunTpAolEgrS0NHEG1syZMxEWFobLly8jPDwcQO2bR01NDVxdXeHj4yNe3x4eHi7OwOrXr5+4/7Vr12Lt2rX1XpeFrbajbka4OD81hBkhS5gPsoYZIWuYEbKE+SByTjYVt7Zv346jR49i5MiR2LBhA3x9fc3uoPjVV1/hqaeewt69e/Hpp5+Kl56R4zMYDLjnnnuQlJQEpVIJrVYrPtelSxeEhYUhNDQUcrkcXbt2RWRkJEpLS9GtWzdMnToVSqUSoaGhXLyxHTMYDKioqEDnzp35gYEaxIyQJcwHWcOMkDXMCFnCfBA5J5vW3Jo1axby8vLwyy+/oEOHDgCAqKgozJgxAxs3bgRQWzEfP348vLy88P333zdvr6lFDRo0CKdPnwYAuLm5ITw8HFFRUbjzzjsxceJEAEB1dbX4vSciIiIiIiIishebZm6lpaVh5MiRFosbcrkc/fv3x9GjR23uHNnH888/D4lEgsjISISEhDR4ySALW0RERERERETkCGxa6MjFxQUVFRVW25WVlVldmJwci1qtRq9evTBmzBj06NGDa2FRPWq1GklJSVCr1fbuCjkoZoQsYT7IGmaErGFGyBLmg8g52VS5iI6Oxvnz55Gbm9tom8zMTJw/f95sLS5yfDKZDF5eXlwzixrFjJA1zAhZwnyQNcwIWcOMkCXMB5Fzsqm4tXDhQqhUKtx3331ISEio93xiYiIefPBBaLVazJ0795o7Sa1HLpejW7duXHyRGsWMkDXMCFnCfJA1zAhZw4yQJcwHkXOyaUF5AFi/fj2++uorSCQSeHp6orKyEp07d4arqyvy8/MhCAKmTp2KV199tbn7TC3IaDRCq9VCoVDwkkRqEDNC1jAjZAnzQdYwI2QNM0KWMB9Ezsnm/+3//e9/8cILL6BHjx6oqKiAIAgoLS1FXl4eAgICsGbNGrzyyivN2VdqBRqNBpcvX4ZGo7F3V8hBMSNkDTNCljAfZA0zQtYwI2QJ80HknGyeuVVXUVERcnJyYDQa4evri+7duzdH38gOjEYj1Go13Nzc+JsOahAzQtYwI2QJ80HWMCNkDTNCljAfRM7pmopbJSUlSE5OxtChQ8XHkpOTcfz4cUyePBn+/v7N0kkiIiIiIiIiIqKG2FzK/uKLLzB69Gi89NJLZo//888/eOGFF3DDDTfgu+++u+YOUuvS6XTIz8+HTqezd1fIQTEjZA0zQpYwH2QNM0LWMCNkCfNB5JxsKm4dOXIEzzzzDORyOUaMGGH23KBBg7B8+XIAwKpVq3D8+PFr7yW1GoPBgNLSUhgMBnt3hRwUM0LWMCNkCfNB1jAjZA0zQpYwH0TOyabLEpcsWYK///4bO3fuRExMTINtzp8/jwULFmDYsGH45JNPrrmjDcnMzMRLL72EkydPAgDGjh2L1atXw8fHp1m2mzt3Ls6fP19v+8mTJ+Ott95qpqMgIiIiIiIiIiJbudiykWmdrcYKWwDQr18/DB48GGfPnrW1bxaVlpZiyZIl0Gq1WL58OQwGAz755BMkJiZi165dUCgU17SdIAhQKpWYMGECJk2aZLYPLphPREREREREROQYbCpuqdVquLu7W23XqVMn6PV6W17Cqi1btiAvLw/fffcdwsLCAACxsbFYunQpvv32W8yfP/+atsvKykJNTQ3Gjx+PmTNntsgxOCK1Wo3MzEwEBwfDzc3N3t0hB8SMkDXMCFnCfJA1zAhZw4yQJcwHkXOyac2tHj164K+//kJVVVWjbdRqNU6dOoWQkBCbO2fJ/v37ER8fLxaoAGD48OHo2bMn9u/ff83bXb58GQDM2jkDqVSKDh068La51ChmhKxhRsgS5oOsYUbIGmaELGE+iJyTTf/jZ8yYgfLycqxYsQJFRUX1ni8pKcHDDz+M0tJSTJs27Zo7eaXy8nJkZmaib9++9Z7r27cvLly4cM3bJScnA/i/4lZNTU1zdN3hKRQKBAYGNnpZJxEzQtYwI2QJ80HWMCNkDTNCljAfRM7JpssSb731Vvzwww84duwYxo4di5iYGAQEBAAA8vLy8O+//0Kn06Fv3764/fbbm7O/AID8/HwAgL+/f73nfH19UVlZicrKSnh6etq8XXJyMjp06IANGzbgwIEDqKmpQXBwMB555BFMnTq12Y/JURiNRuh0Osjlcv62gxrEjJA1zAhZwnyQNcwIWcOMkCXMB5Fzsul/u1wux+bNm7Fo0SIoFAqcPXsWP/zwA3744QecOXMGEokEN998Mz777DO4uro2d59RXV0NAA2u+2V6vYZmWl3NdpcvX0Z1dTUqKyuxceNGvPDCC+jQoQNWrlyJb7/91ua+63Q6qNVq8d9qtRparRZA7YlYpVKJt63V6/VQqVRiW41GI7YVBOGa25pulKnRaKDRaMT+JCcni+NgMBjM2mq1WrEtAKhUKnFdNVvaGo1Gse2V46LT6czGxdS2oTG8sq3pWO053qZjvXK8W3IM67atOy5Xtm3KGDbWtrKyEsnJydBoNFbHu+64tMfxbmwMm3O8He0cceV4NzSGdTPCc0TjbdvrOcLaeFdUVIj54DnCOc8R1sbQ9FmkqqqK54gGxru9nyOa8jlCo9EgOTkZFRUVbXq8eY5omZ816ubDkc8RRNS8bC5le3h4YO3atThx4gR27NiBN998E6+99hq2bduGEydO4JlnnkHHjh2bs68i0wnNEolEck3bzZ8/H+vXr8dbb72FiRMnYs6cOfjyyy8RHByMl19+WTxJXa2SkhKkpaWJ/87MzBQv7dTpdFAqleJJr7S01KxtVlYWCgsLAdSeHJVKpViEKi8vR0pKitg2JydHnKlmNBqhVCrFNdIqKyuhVCrFtnl5ecjLywMAcfqu6Y2iqqoKSqVSPNnn5+cjJydH3DYlJQXl5eUAaguDSqVSfAMqLCxEVlaW2DYtLQ2lpaUAat98lEql+EZRVFSEzMxMs7YlJSUAat8klEql+EZRXFyMjIwMsW1GRgaKi4sB1L5xKZVKsf8NjaFpvE1jaBrvsrIypKamim2zs7NRUFAAoPbNVKlUigXSiooKszHMzc0Vx9B0p03TeJvG0JS/vLw85ObmitsqlUrxw5mprSlf+fn5yM7OtjjeprZXjndqairKysrMxrCx8U5PTxfHW6PRmI1hSUkJ0tPTxbb5+fnw8vKCQqEQM2t6U79yDOtm1jSGjWU2OztbzKyprWkMW2q8q6urzcawoKDAbLzrjqEps6Z8FxUVNZpv0xheTWZNY+jo5wjTGFZWVpqNd91zRHFxMXr06AGFQsFzxP/nTOeIhjJb9xyRm5sr5oPnCOc8R1j7HCGVStGjRw+Ul5fzHAHnO0c05XOEQqGAj4+P2bHxHOE85whrnyMUCgX8/f2RlZXl0OcIImpeEqEpFZ8rLFq0CKGhoXj++edbok9WJSQkYObMmVi3bh0WLVpk9tyLL76IzZs348yZM/Dw8GiW7ep6++238c4772Dfvn2IjIy86r7rdDoYDAbxzh1qtRpSqRQKhQJGoxEajQYKhQIymQx6vR46nU6caabRaCCRSKBQKCAIAtRq9TW1dXNzg0QiEU/Orq6uYlu5XA4XFxcYDAZotVqxrVarhSAI4kw3lUp1TW1dXV0hlUqh1WphNBrNxkUmk0Eul4vjYmrb0Bhe2dZ0rPYcb9OxXjneLTmGddvWHZcr2zZlDJtjvOuOS3sc78Yy29zjzXMEzxE8R7TN8eY5gueItpZZniN4juA5ovXOEUTUvGwqbg0YMABxcXHYvHlzS/TJqoqKCgwZMgT33HMPHnnkEbPnVq5ciSNHjuCvv/5qtu3q2r59O/773/9i586diIuLu/aDcTB6vR6lpaXw9vaGi4tNS7JRO8eMkDXMCFnCfJA1zAhZw4yQJcwHkXOy6bLEDh06NOkSv5bi5eWFoKCgBu+KePHiRcTExFzTdvn5+Zg6dSreeeedeu1MU0mDgoKu5RAclk6nQ1FRkTiFl+hKzAhZw4yQJcwHWcOMkDXMCFnCfBA5J5uKW/feey9OnjyJzZs3my2g15omTZqE48ePm13PfezYMaSmpmLKlCnXtJ2/vz8qKiqwa9cu8dpxoPba8t27d2Po0KHw9fVtgaOyP3d3d0RHR3O6LDWKGSFrmBGyhPkga5gRsoYZIUuYDyLnZNNliRs2bMDhw4eRnp4OmUyGkJAQdOrUqcFbrUokEnz++efN0tm6SkpKMG3aNMhkMixbtgwajQabNm1CSEgIdu7cCYVCgczMTJw+fRoDBw5EcHBwk7cDgIMHD+L+++9HeHg45s2bh+rqamzfvh06nQ5ffPEFwsLCmv2YiIiIiIiIiIjo6thU3IqKimr6C0gkuHTp0tW+RJOkpKRgw4YNOHXqFNzc3DBmzBisWrUKPj4+AIDdu3djzZo12LBhA2666aYmb2dy8OBBfPjhh0hISICbmxvi4+OxcuXKdl3Y0mg0yMrKQlBQkLg4I1FdzAhZw4yQJcwHWcOMkDXMCFnCfBA5J5uKWydPnryq9vHx8Vf7EmQnWq0WhYWF8PX1FWexEdXFjJA1zAhZwnyQNcwIWcOMkCXMB5Fzsqm4RURERERERERE5AhsWlC+Lp1Oh3/++Qc//vgj/v77bwC1C69T2yQIAnQ6nV3vhkmOjRkha5gRsoT5IGuYEbKGGSFLmA8i52RzcUuv1+PNN9/EiBEjcPPNN+Phhx/Gl19+CQBYtWoV5syZg4yMjGbrKLUOtVqNxMREu90FkxwfM0LWMCNkCfNB1jAjZA0zQpYwH0TOyabill6vx913340PPvgAKpUKMTExZpXxiooKXLhwAbfccguKioqarbPU8hQKBUJDQ3l9OjWKGSFrmBGyhPkga5gRsoYZIUuYDyLnZFNxa/v27Th69ChGjBiBX3/9Fbt27TJ7/quvvsLMmTNRVFSETz/9tFk6Sq1DJpPB09MTMpnM3l0hB8WMkDXMCFnCfJA1zAhZw4yQJcwHkXOyqbi1Z88edO7cGW+++SZ8fX3rPe/m5obnnnsOfn5++P3336+5k9R69Ho9iouLodfr7d0VclDMCFnDjJAlzAdZw4yQNcwIWcJ8EDknm4pbaWlpGDx4MDp06NBoG7lcjv79+yM7O9vmzlHr0+l0yMvLg06ns3dXyEExI2QNM0KWMB9kDTNC1jAjZAnzQeScXGzayMUFFRUVVtuVlZXBxcWmlyA7cXd3R9++fe3dDXJgzAhZw4yQJcwHWcOMkDXMCFnCfBA5J5tmbkVHR+P8+fPIzc1ttE1mZibOnz+PqKgomztHRERERERERERkiU3FrYULF0KlUuG+++5DQkJCvecTExPx4IMPQqvVYu7cudfcSWo9Go0Gqamp0Gg09u4KOShmhKxhRsgS5oOsYUbIGmaELGE+iJyTTdcMTpkyBSdOnMBXX32F2bNnw9PTExKJBEeOHMHYsWORn58PQRAwdepUzJw5s7n7TC1IIpHAxcUFEonE3l0hB8WMkDXMCFnCfJA1zAhZw4yQJcwHkXOSCIIg2Lrx7t278fHHHyM1NdXs8cDAQCxZsgSLFy/mSYWIiIiIiIiIiFrMNRW3TIqKipCTkwOj0QhfX1907969OfpGdiAIAoxGI6RSKQuT1CBmhKxhRsgS5oOsYUbIGmaELGE+iJyTTWtuXalr167o378/BgwYwMJWG6dWq3Hp0iWo1Wp7d4UcFDNC1jAjZAnzQdYwI2QNM0KWMB9EzqnJM7cMBgM+//xz/PzzzyguLkZgYCCmT5+OWbNmtXAXqTUlJyfj4MGD6NWrF3r37o2QkBDI5XJ7d4sciMFgQFVVFTp27AiZTGbv7pADYkbIEuaDrGFGyBpmhCxhPoicU5OKW1qtFnfccQdOnTqFus0lEgkmTZqEN998s0U7Sa1n3LhxOHTokPhvqVSKoKAg9OzZs8GvgIAASKXNMgGQiIiIiIiIiOiqNeluiTt27MBff/0Ff39/LF++HCEhIUhKSsKmTZvw008/Ye/evbwrYjvxyCOPQCaTISsrC2lpaVCr1cjIyEBGRgYOHz5cr72rqytCQ0PrFb169eqFnj17wtvbm9e6tzN6vR6VlZXw9PSEi4tNN1yldo4ZIUuYD7KGGSFrmBGyhPkgck5Nmrm1cOFCXLp0CQcOHEBgYKD4eEJCAmbPno1Ro0bho48+atGOUutQqVRQKpUICwuDq6sr8vPzkZqa2uBXZmYmDAaDxf15eXk1OuurR48e6NChQysdGTWXuhlxd3e3d3fIATEjZAnzQdYwI2QNM0KWMB9EzqlJxa2hQ4eiX79+2LRpU73n5s6di4KCAvz+++8t0kFqXVdedmqJTqdDVlZWo8WvvLw8q6/n5+fXaPGL6305pqvJCDknZoQsYT7IGmaErGFGyBLmg8g5NWmeZnV1NTp16tTgc0FBQUhKSmrWTpH9XM0bgFwuFwtRDampqUF6ejpSU1ORkpJSr/hVXl6OgoICFBQU4M8//6y3Pdf7ckz8kEDWMCNkCfNB1jAjZA0zQpYwH0TOqUnFLb1e3+idJuRyOXQ6XbN2iuxHo9EgLy8P3bp1g6ur6zXty8PDA9HR0YiOjm7w+dLS0kZnfTV1va8ePXo0Wvziel8tozkzQu0TM0KWMB9kDTNC1jAjZAnzQeScuMIe2Y23tze8vb0xcODAes8ZjUar631pNBokJiYiMTGxwf1zvS8iIiIiIiKi9q9Ja25FRUVhxowZ2LhxY73nHn/8cXz//fe4dOlSi3SQqCFc74uIiIiIiIiIAM7coiu0lQUYm7LeV1paWqPFr6td76tXr15mxa9u3bo57XpfbSUjZD/MCFnCfJA1zAhZw4yQJcwHkXNq8swtDw8PeHt713uutLQUKpUKgYGBDb+ARIKDBw9ee0+pVTjLrXObst6XJc683pezZIRsx4yQJcwHWcOMkDXMCFnCfBA5pyYXt2x+AYmElyy2IXq9HpWVlfD09ISLi3NO7GvKel8Gg8HiPtrzel/MCFnDjJAlzAdZw4yQNcwIWcJ8EDmnJhW3Tp48eU0vEh8ff03bEzmSK9f7SklJMSt+5efnW90H1/siIiIiIiIiah5NKm6R8zAYDKiqqkLHjh0hk8ns3Z02qSnrfVkilUoRHBzcaPHL3ut9MSNkDTNCljAfZA0zQtYwI2QJ80HknFjcIjO8Rr3ltfX1vpgRsoYZIUuYD7KGGSFrmBGyhPkgck4sbpEZQRBgNBohlUrb7YLojszael8ZGRkwGo0W92Fpva+ePXvCw8PjmvrIjJA1zAhZwnyQNcwIWcOMkCXMB5FzYnGLqA3R6XTIzMxstPh1tet99erVy6zwFRwczPW+iIiIiIiIqE1hcYvMaLVa5Ofnw9/fHwqFwt7doavUGut96fV6ZoQs4nmELGE+yBpmhKxhRsgS5oPIOfHeqGRGEATo9Xqw5tk2eXh4oE+fPujTp0+Dzzdlva/09HSkp6fjt99+q7e9q6srQkND0alTJ3Tu3Bmenp7w8PCAh4cHOnToYNOfcrmcU8bbGZ5HyBLmg6xhRsgaZoQsYT6InBNnbhERgPrrfaWkpJgVvzIzM62u92ULmUxmc2GsKW3c3d3tendJIiIiIiIialksbhFRk9Rd76u0tBQ1NTWorq6+qj9Nf6+urobBYGi1vru7u19VQexqi2lcp4yIiIiIiMh+WNwiMyqVCikpKejVqxdvnUsNaq6MaLXaqyqIXW0RTaVSNeNRW+bi4nJNs8usbevu7t6mLt3keYQsYT7IGmaErGFGyBLmg8g5sbhFZvR6PcrLy9GpUye4uHBJNqqvrWTEaDRCpVJd9ayypv5ZXV3dIpdpNqaphTJbi2nN+b1sKxkh+2A+yBpmhKxhRsgS5oPIObG4RURkA0EQxNln13KJpqU/1Wp1qx2PXC5vtks1PTw84OrqCrlcDoVCAYVCIf697p9taTYaERERERE5rjZd3MrMzMRLL72EkydPAgDGjh2L1atXw8fHp1m2s3X/bZnBYEBNTQ08PDwgk8ns3R1yQMxI6zEYDGazz2wpolnbtjVnn13JxcWlwaKXo/8pk8lYmLsGPIeQNcwIWcOMkCXMB5FzarPFrdLSUsyZMwdarRaLFy+GwWDAJ598gu7du2PXrl1QKBTXtJ2t+2/rVCoVlEolwsLCeI06NYgZaT9Ms8+ae72zqqoqqFQqcf86nQ5ardbeh9tsJBKJ1VlpjvqnIxTleA4ha5gRsoYZIUuYDyLn1GYvQt6yZQvy8vLw3XffISwsDAAQGxuLpUuX4ttvv8X8+fOvaTtb99/Wubm5ITIyktenU6OYkfZDIpHA1dUVrq6uzTojVRAE6PV6uLi4iMUUQRBgMBjMil22/tkc+7iaP6+8s6epaNcWC3a2zJZr7gKbXC6HVCpFcXExZDIZpFJpq39JJBKHKPRRw/g+Q9YwI2QJ80HknNrszK0JEyYgKCgIW7ZsMXv8hhtugL+/Pz777LNr2s7W/RMRUftiNBpbtZjWnAU/apxEIrFLYa29fLXG+JmKkI19OVIbIiIisq82Wc4uLy9HZmYmJk+eXO+5vn374vDhw9e0na37bw+0Wi0KCwvh6+vbbi+9pGvDjJA17S0jUqlUnOHWlphm0Nm78NZQIU6lUkEqlUIQBBiNxmb7utrxMRgM9WbmEdnKWgHMkYpxbb2N0WiERqOBu7u7OEu4se0t7ddRt3H217dlm7ra2+cQImqaNlncys/PBwD4+/vXe87X1xeVlZWorKyEp6enTdvZuv+mMF3i4ubmBgBQq9WQSqVQKBTiG7VCoYBMJhN/KDFdK67RaCCRSKBQKCAIAtRq9TW1dXNzg0QigUajAQC4urrCaDSipqYGer0eCoVCvIzI1Far1UIQBPGHPJVKBblcDhcXF5vaurq6QiqVQqvVwmg0mo2LTCaDXC4Xx8XUtqExvLKt6VjtOd6mY71yvFtyDOu2rTsuV7ZtyhhaamtaT8naeNcdl/Y43o1ltrnH25HOEVeOd0NjqNFooFarIQgCzxF2zKzRaIRer4ebmxs8PDxa9RxhabxVKhUKCwsRFBQEAM16jnBzc4PRaBTPUaYxq6mpES+BNGW07n4MBoPY35qaGnHmkE6ng0ajgVwuhyAI0Gg0MBgM4viqVCrxhy1T8c60ePGVbU13P5VKpdDr9dBqtZBKpQBqfxAzGAyQyWTiOJjGxvS9MRUDdTod9Hq92Nb0fa3b1vSDnl6vh16vh1QqFWcgGo1Gsa1Op4NEIhELoQaDARKJRGxrmtxv+jfwf0VBvV4vttXr9WJx0fRvQRDE94m6bQ0GA4xGo/icwWAwK3Kanjf1zfSaDX2Z9nO1z7cUe96gg8jZXVns8vLyws6dOzF+/HiH/RxBRM2rTRa3qqurAaDBE4PpQ3tNTU294lNTt7N1/01RUlKC0tJSREVFAai9I2OHDh0QGBgInU4HpVKJHj16oGPHjigtLUVRURGio6MBAFlZWXBzc0P37t2h1+uhVCoRGhoKT09PlJeXIy8vD3379gUA5OTkwMXFBcHBwTAajVAqlQgODkanTp1QWVmJ7OxssW1eXh4AIDQ0FK6urtBoNNBoNPDw8EBVVRUyMzMRHR0NmUyG/Px86PV69OzZEwCQkpKCbt26oUuXLqipqUF6ejoiIyMhl8tRWFgItVotrlmWlpaGrl27wtfXFyqVCmlpaQgPD4erqyuKiopQXV2N8PBwsa23tzf8/f2hVquRkpKC3r17w83NDcXFxaioqEBERAQAICMjA15eXujWrRu0Wi2USiV69eoFDw8PlJaWoqSkRBzvrKwseHh4IDAwUBxD03iXlZWhoKAAffr0AQBkZ2dDoVAgKCgIBoMBSqUSISEh8PLyQkVFBXJychATEwMAyM3NhVQqRUhICARBgFKpRFBQEDp37oyqqipkZWWhT58+kEgkyMvLg9FoRI8ePQAASqUSgYGB8PHxEcc7KioKLi4uyM/Ph06nQ69evSyOt1QqrTfeqamp4nir1WqkpqaajXdVVZU43unp6ejcuTP8/f2h0WjMFuEsKSlBWVkZIiMjAdQWiTt27ChmRalUomfPnujQoQPKysoazaxpDBvLbHZ2NuRyOYKDg8W2psy21HhXV1cjIyNDHO+CggJotVpxvFNTU+Hn54euXbuKmY2IiIBCoUBRURFqamrQu3dvMbM+Pj7w8/ODRqOxObOOfo4wjWH37t3h7e3d6DnClMMLFy7wHOFk54jMzEx07NgRAQEBYmYbO0colcpmP0fIZDIUFRWJ4200GpGWliaOd1lZGQoLC9GnTx9IpVJkZGRAIpGI+f7333/h7+8PHx8fVFRUmJ0jsrKyzM4RFy9eFM8RVVVVZueInJwcs3NEQkKCeI6oqakxy2xeXp5ZZpOSksTMqtVqXL58Wcxsfn6+2TkiOTlZPEdoNBokJyeLmS0sLGx0vHU6HRITE8XxLi4uNhvv1NRU8RxhMBhw6dIlcbxLS0vFc4REIkF6erp4jhAEARcuXBDPEabZ8KZzRGZmptnniLrniMrKSrNzRHZ2tllmL126JGbWNN6mzObk5JidIxISEsRzREPjXV5ejvDwcBiNRiQmJsLT0xP+/v5QqVS4fPkyevToAXd3d+Tn56OkpATh4eHi/103Nzd069YNGo0Gly9fRlBQEDw8PFBUVISioiKxbVpaGuRyOfz9/aHT6XD58mUEBASI5+/8/HyxD1lZWZBIJOjWrRsMBgMuX74MPz8/eHp6oqKiArm5uejZsyckEglyc3NhMBgQEBAg9snHxweenp7iL2lDQkIglUrFc0RAQID4f6Fz587w9PREdXU1CgoKEBgYCJlMhsLCQmi1Wvj7+0MQBGRmZsLT0xOenp5QqVTIz8+Hv78/XFxcUFpaCpVKJbbNycmBu7s7PD09odFoUFBQgK5du0Iul6O8vBw1NTXw8/OD0WhEfn4+FAoFvLy8oNPpUFBQAB8fH8jlcvEXyH5+fhAEAUVFRXBxcYGnpyf0ej0KCwvh5eUFhUKB6upqVFZWwtfXF4IgoKSkBBKJBJ6enjAYDCgqKoKnpycUCgVqampQWVmJLl26QBAElJeXAwA6duwIg8GAkpISeHh4QKFQQK1Wo6qqCp06dQIAVFZWQhAEdOjQAYIgoLS0FK6urlAoFOJNWUw/E1RXV8NgMMDDwwOCIKCiogIKhQIuLi7Q6XTiHfwkEgnUarX4CwhBEFBVVSWui2gwGFBdXW32S6a6bU1F+LqFdtMMJVMB3FTAN/1iwFTk1mq14lpUpgK4i4uLWDwHYFYQNxXhTcVn03N1Z72ait6mv5uKy1f+uyULzFfuu7y8HMnJyRg9erTDfo4goubVJtfcOn36NBYuXIjnnnsO8+bNM3vu9ddfxwcffIAjR47Az8/Ppu2ysrJs2n9TtIdZGZy55RizMuw5c6up482ZW845c4vnCMfNLM8RPEfwHMFzBM8RjjPeznyOcHFxEb/npv6b9ms0GsX+1tTUiG31er3Y/yvbCoKA6upqsa2bmxs6dOjg0OcIImpebbK4lZCQgJkzZ2LdunVYtGiR2XMvvvgiNm/ejDNnzsDDw8Om7TIyMmzaf3tgmi1h+o0l0ZWYEbKGGSFLmA+yhhkha5gRsoT5IHJOUnt3wBaBgYEAgMLCwnrPFRQUwMvLq8HCU1O3s3X/7YFcLhenkRM1hBkha5gRsoT5IGuYEbKGGSFLmA8i59Qm19zy8vJCUFAQLly4UO+5ixcvimuc2LqdrftvD1xcXODr62vvbpADY0bIGmaELGE+yBpmhKxhRsgS5oPIObXJmVsAMGnSJBw/fhxKpVJ87NixY0hNTcWUKVOueTtb99/WGQwGVFVV8dbo1ChmhKxhRsgS5oOsYUbIGmaELGE+iJxTm1xzC6i96+C0adMgk8mwbNkyaDQabNq0CSEhIdi5cycUCgUyMzNx+vRpDBw4EMHBwU3e7mratTcqlcrsLlhEV2JGyBpmhCxhPsgaZoSsYUbIEuaDyDm12eIWUHvL8w0bNuDUqVNwc3PDmDFjsGrVKvj4+AAAdu/ejTVr1mDDhg246aabmrzd1bZrT0y3/ZXL5eKtf4nqYkbIGmaELGE+yBpmhKxhRsgS5oPIObXp4hYRERERERERETk3lrLJjFarRU5ODrRarb27Qg6KGSFrmBGyhPkga5gRsoYZIUuYDyLnxOIWmTEajaiurobRaLR3V8hBMSNkDTNCljAfZA0zQtYwI2QJ80HknHhZIhERERERERERtVmcuUVERERERERERG0Wi1tkRq1WIyEhAWq12t5dIQfFjJA1zAhZwnyQNcwIWcOMkCXMB5Fz4mWJRERERERERETUZnHmFhERERERERERtVksbhERERERERERUZvF4hYREREREREREbVZLG4REREREREREVGbxeIWERERERERERG1WSxuERERERERERFRm8XiFhERERERERERtVksbhERERERERERUZvF4hYREREREREREbVZLG4REREREREREVGbxeIWERERERERERG1WSxuERERERERERFRm8XiFomOHz+OhQsXIi4uDqNGjcLzzz+P6upqe3eLHFBCQgJiYmLw9ttv27sr5EDmzp2LyMjIel8rVqywd9fIQZSUlGDt2rUYPnw4Bg4ciNtuuw1nz561d7fIAWRlZTV4/qj79eeff9q7m2Rn//77L5YuXYoBAwZg4MCBuOeee5CSkmLvbpEDOXXqFG699VbExsZi1KhReOaZZ1BSUmLvbhFRK5AIgiDYuxNkf8ePH8eyZcvQt29fzJ49G7m5udi6dSv69u2L7du3QyplHZRq6fV6zJs3DxcvXsQDDzyABx980N5dIgcgCAIGDhyI4cOHY9KkSWbPde/eHYMHD7ZTz8hRVFVVYd68eSgoKMDtt98OLy8vbN++Hfn5+di1axciIiLs3UWyo5qaGvz888/1HtdoNHj22WfRpUsX7N27F506dbJD78gRpKSkYM6cOXB3d8ftt98OANi8eTMEQcDevXvh7+9v3w6S3f3555+444474OXlhUWLFkEmk+Gzzz5Dp06dsHPnTp4/iNo5F3t3gBzDyy+/jICAAHz++edwc3MDAAQEBOC///0vjhw5gjFjxti5h+QoPvzwQyQnJ9u7G+RgsrKyUFNTg/Hjx2PmzJn27g45oI8//hipqanYtm0bhgwZAgCYMmUKJkyYgE2bNmHjxo127iHZk4eHR4Pnjueffx56vR6vvPIKfzB1cp999hlqamqwfft29OnTBwAwbNgwzJs3D1u2bMETTzxh5x6SvT333HOQyWTYuXMnQkJCAAATJkzAzJkz8cEHHzAjRO0cp+MQNBoNvL29MX/+fLGwBQDx8fEAgMTERHt1jRxMYmIi3n//fdx333327go5mMuXLwMAwsLC7NwTckSCIGDPnj0YO3asWNgCAF9fX6xatYoz+6hBiYmJ+PzzzzF79mxmhJCVlQVvb2+xsAUA/fv3R+fOnZGUlGTHnpEjyMrKQlJSEmbOnCkWtoDazyXXX3899uzZY8feEVFrYHGL4Orqik8++QT33HOP2eOXLl0CAAQGBtqjW+Rg9Ho91qxZgxEjRmDGjBn27g45GNNsPlNxq6amxp7dIQeTlZWF/Px8DB8+HEBtscu0puOtt96K+fPn27N75KBef/11uLm54eGHH7Z3V8gBhIaGory83Gz9pLKyMlRWVsLPz8+OPSNHkJ+fDwANXuIeEhKC0tJS5Obmtna3iKgVsbhF9WRnZ2P37t14/vnnERERgYkTJ9q7S+QAPv74Y6Snp+OZZ56xd1fIASUnJ6NDhw7YsGED4uLiEBcXhwkTJmD//v327ho5gPT0dABAly5d8NJLL2Hw4MEYOHAgJk6ciF9//dXOvSNHlJCQgEOHDmHBggUsXBAAYPny5ejWrRtWrlyJhIQEJCYm4tFHH4VcLsdtt91m7+6RnXl4eABAgzfDKisrAwAUFha2ZpeIqJVxzS0yU1ZWhnHjxgEA3N3dsXbtWri6utq5V2RvycnJePfdd7F+/Xp069YNWVlZ9u4SOZjLly+juroalZWV2LhxIyoqKrB161asXLkSOp0Os2bNsncXyY4qKioAAG+++SZcXFzwn//8B1KpFJ988gnuv/9+fPLJJ+KsLiIA+OKLLyCTybBo0SJ7d4UcRGBgIO6++248++yz4vpsMpkMb731ltmliuScwsLC0LFjR/z444+46667IJFIANQuv/LHH38AALRarT27SEQtjMUtMiORSPD6669Dq9Vi27ZtWLp0KV5//XVMnjzZ3l0jOzEYDFi9ejUGDRrES4eoUfPnz4fRaMStt94qPjZ16lRMmzYNL7/8MqZPnw6ZTGbHHpI9mX6gqKiowI8//iguDD5u3DhMnDgRr776KotbJFKr1di3bx/GjRuH7t2727s75CDeeOMNvP/++4iPj8f8+fNhMBiwc+dOPPzww3jrrbfEX86Sc1IoFFi6dCnefvttPPbYY7jrrrtgNBrxxhtvQKVSAQA/hxC1c7wskcx06tQJU6ZMwaxZs7B9+3YEBgZiw4YN9u4W2dEnn3wiTv0vKSlBSUmJOAtDpVKhpKQERqPRzr0ke1u4cKFZYQsA3NzcMHPmTBQVFYkLzpNzMl0uMmnSJLM73nl5eWHcuHG4cOFCg5eSkHP6888/UVNTgxtuuMHeXSEHUVFRgU8++QQxMTHYsmULpk+fjlmzZmHbtm0ICwvDunXrOCuHcN9992HJkiU4cOAAZsyYgVmzZkEikWD58uUAwDuuErVzLG5Ro9zc3DB27Fjk5uaaLd5JzuXIkSPQ6XSYN28errvuOlx33XWYPXs2gNrC13XXXYecnBw795IclY+PDwAuMI7XgXkAABYcSURBVO/s/P39AfxfHury8fGBIAjMCIkOHz4MhUKBsWPH2rsr5CDS0tKg1Woxbdo0s9k3crkc06dPR1FREVJSUuzYQ3IEUqkUTz75JI4cOYLt27fj119/xQcffIDq6mrIZDLOBCVq53hZIkGpVOLOO+/EHXfcUW/mRXV1NSQSCRQKhZ16R/b2xBNPiDO1TIqKivD4449j5syZmDVrFnx9fe3UO3IE+fn5WLZsGW688UY88MADZs+lpqYCAIKCguzRNXIQ4eHhUCgUDc7gy8rKgqura4OFL3JOp0+fRkxMDDp27GjvrpCDMH0ONRgM9Z4zzR7nLHL6/vvv4evri6FDh6Jr167i43/99Rf69u3LdYSJ2jnO3CKEhoaisrISO3fuNJvSnZ2djR9//BFDhgzhB0wnFhMTg+HDh5t9DRw4EAAQHByM4cOH88OCk/P390dFRQV27dqFqqoq8fGcnBzs3r0bQ4cOZQHUyXl4eGDcuHH47bffkJycLD6emZmJX3/9FePHj+daKAQA0Ol0uHz5MhcIJzPh4eHw8/PDnj17oNFoxMc1Gg2+/fZbeHt7Izw83I49JEewZcsWPPvss9Dr9eJjv/32G/7+++96v8AnovaHM7cILi4uWLt2LVatWoXbbrsNM2bMQGlpKbZv3w6pVIp169bZu4tE5OCeeuop3H///ViwYAHmzZuH6upqbN++HS4uLnjqqafs3T1yAI8//jhOnjyJxYsXY/HixZDL5di6dSvc3NywcuVKe3ePHERubi50Oh0CAgLs3RVyIDKZDOvXr8eKFSswd+5czJ07F0ajEd988w1SUlKwceNGyOVye3eT7OzOO+/EihUrcPfdd2PSpEnIzs7G5s2bMXLkSEyfPt3e3SOiFiYRBEGwdyfIMRw4cACbNm1CUlISPDw8MGzYMDzyyCPo2bOnvbtGDiYrKwvjx4/HAw88gAcffNDe3SEHcfDgQXz44YdISEiAm5sb4uPjsXLlSoSFhdm7a+QgMjMz8fLLL+PYsWMQBAGDBw/GqlWrmBES/fPPP5g3bx6eeeYZLFiwwN7dIQdz/PhxvPfeezh//jwAoE+fPrjnnnswevRoO/eMHMX+/fvx0UcfIT09HV26dMH06dNx9913w93d3d5dI6IWxuIWERERERERERG1WVxzi4iIiIiIiIiI2iwWt4iIiIiIiIiIqM1icYuIiIiIiIiIiNosFreIiIiIiIiIiKjNYnGLiIiIiIiIiIjaLBa3iIiIiIiIiIiozWJxi4iIiIiIiIiI2iwWt4iIiIiIiIiIqM1icYuIiIiIiIiIiNosFreIiIiIiIiIiKjNYnGLiIiIiIiIiIjaLBa3iIiIiIiIiIiozWJxi4iIiIiIiIiI2iwWt4iIiIiIiIiIqM1icYuIiIiIiIiIiNosFreIiIiIiIiIiKjNYnGLiIiIqA0SBMHeXSAiIiJyCCxuERFRm/fnn38iMjISUVFR+Ouvvyy2ve222xAZGYljx461Uu8se/vttxEZGYnXX3/d3l1pFidOnMDcuXMRGxuLQYMGYePGjfbuUrM4duwYIiMjcdttt4mPZWVlITIyEqNHj27yfkaPHo3IyEhkZWVdU3/++OMPLFu27Jr2QURERNResLhFRETthiAIePLJJ6FSqezdFadUWVmJ++67D+fPn0fv3r0xcuRIxMTE2Ltb7U5OTg7uuOMOKJVKe3eFiIiIyCG42LsDREREzSkjIwOvvvoq1q5da++uOJ3Lly+juroaQUFB+PrrryGRSOzdpRbl7++PAwcOQC6Xt+rrGo3GVn09IiIiIkfHmVtERNRu+Pr6wsXFBdu3b8epU6fs3R2no9VqAQB+fn7tvrAFAHK5HGFhYQgJCbF3V4iIiIicGotbRETUbgQHB2P58uUwGo148sknoVarm7SdpXWvGltXKTIyEjfddBPKy8vx3HPPYdSoUejfvz9mzJiB77//HgCQm5uLRx99FEOHDkV8fDyWLl2KhISERvvx448/Yvbs2ejXrx9GjRqFp556Cvn5+Q22LSgowLPPPotx48YhJiYGw4cPxyOPPIKkpKR6bU3rjCUlJWHx4sXo168fRo4ciQMHDlgdm8uXL2PVqlUYNWoUYmJiMHLkSDz++OO4fPlyvfFYvHgxAOD06dOIjIzEuHHjrO4fqF0z7b777sPIkSMRFxeH6dOn4/3330dNTY1ZO71ej127dmHJkiUYOnQo+vbti/j4eNx2223Yv39/vf2OGzcOgwcPhlarxdtvv41JkyYhJiYGY8aMwXPPPYfS0tJ622i1Wnz00UeYMmUKYmNjMWHCBHz00UcwGAz12lpac+v48eNYunQphgwZgsGDB+ORRx5BTk5Oo2OQmpqK9evXY/LkyRgwYAD69++PCRMm4JlnnjHLwNtvv43x48cDAPLz8xsc56vJhtFoxLZt2zB//nzEx8cjNjYWU6dOxSuvvNLg+BARERE5Iha3iIioXbn//vsRHh6O9PR0vPbaay36WtXV1bj55puxe/duxMTEIDo6GomJiXj00Uexbds2zJs3D3/99RcGDRoEb29vHDt2DLfcckuDBasff/wRK1asgFqtxvXXXw9XV1fs3LkTc+bMQWZmplnbhIQEzJo1C59//jlcXFwwduxYdO/eHQcOHMDcuXNx+PDhBvv74IMPIiUlBWPGjIGLi4vV9bB+/fVX3HTTTdi7dy+8vb0xfvx4+Pj4YN++fZgzZw4OHToktp0+fTqGDx8OAPDx8cH06dMxYcIEq2O4adMmLFmyBIcOHUJoaChGjBiB0tJSvPHGG1i+fLk4G0wQBDz44INYu3YtLl26hP79++P666+Hj48PTp48iZUrV2Lr1q319m80GnH33Xfjgw8+gJ+fH0aNGoWKigps27YNy5Ytg16vF9vqdDrceeedePXVV1FcXIzRo0fD398fr732Gl588UWrx2Kya9cuLF26FCdOnEBUVBSGDh2KI0eOYMGCBfUKdgBw6tQpzJ49G19++SU6dOiA0aNHIy4uDkVFRdixYwcWLFiAqqoqALVFRNO4uru71xvnq83GunXr8NxzzyE9PR1xcXEYMWIEysrK8PHHH+OWW26BRqNp8nETERER2Y1ARETUxp04cUKIiIgQFixYIAiCIJw7d06Ijo4WoqKihFOnTpm1XbRokRARESEcPXpUfOytt94SIiIihNdee63evjMzM4WIiAhh1KhRZo9HREQIERERwpQpU4SioiLx8WeffVZ87u677xZUKpUgCIKg0+mEhQsXChEREcKmTZvqvXZERITw0ksvCUajUWz/5JNPChEREcKyZcvE9lqtVpg4caIQEREhbN68WWwvCILwyy+/CH379hWGDBkiFBcX1zvmMWPGCKWlpYIgCILBYLA4pgUFBcKAAQOEyMhIYffu3WbP7dq1S4iMjBTi4uKEvLw88fErvw/W/PPPP0JUVJQwcOBAs+9TTU2N2OdPP/1UEARB+PHHH4WIiAhh7ty5QlVVldl+PvzwQyEiIkKYOHGi2ePXX3+9EBERIYwYMUJISEgQH8/KyhLi4+OFiIgI4dChQ+Ljn3zyiRARESHMmzdPKC8vFx//7bffhL59+woRERHCokWLxMcbykZOTo7Qv39/ISYmRjhx4oT4eHFxsTBr1izxe52ZmSk+N23aNCEiIkI4cOCAWf8LCgrEY9i7d6/F1xWEq89Gdna2EBERIUyaNEmorKwU26pUKmH+/PlCRESE8M033whEREREjo4zt4iIqN3p378/li1bdtWXJ9pixYoV6NKli/jvGTNmiH9fvXo13NzcAAAuLi7i5WPp6en19hMaGoqVK1eKa1W5uLhg/fr16NKlC/744w9kZGQAAH7++Wekp6fj+uuvx+233262ttW4ceOwYMEClJeX4+uvv673GtOnT0fnzp0BAFKp5Y8AX375JWpqajB79mzMnj3b7Lm5c+di9uzZqK6uxhdffGFxP9Zew2g04p577sGgQYPEx93d3bF69WqEhISgsLAQQO2sqnHjxuGxxx5Dhw4dzPazcOFCALWXCTbkrrvuQmRkpPjv7t27i9+Lupfq7dy5EwDw3//+F15eXuLjY8aMwYIFC5p0THv27IFarcYtt9yCoUOHio/7+Pjgueeeq9e+uroaMTExmDNnDm688Uaz53x9fcVZWY0dW11Xm42ioiIAgLe3Nzp27Ci2dXNzw9q1a/Hcc88hNja2ScdNREREZE8sbhERUbu0YsUKhIWFIS0tDW+88UaLvc6AAQPM/u3t7Q2gtkDTo0cPs+dMBRPTpXZ13XjjjXBxMb+Jsaurq3ip38mTJwEAJ06cAAAMGzaswf6MGjUKQO06VleKioqydChm/vrrLwDA5MmTG3x+ypQpZv2yhWnbhtbm6tu3L37++WesWrUKADB16lS8//77ZgUjtVqNixcvYt++fQAAg8HQ4NpYV36PgNpF7wFApVIBqF2/Kj09HX5+fg2Ok2mdK2tM49bQOlx9+/ZFQECA2WMdOnTAhg0b8MILL5g9np+fj99++01co62hzFzparMRHh6Ozp0748yZM1i4cCG2bduGtLQ0AEC/fv0wb948hIWFWX1dIiIiIntzsd6EiIio7VEoFNiwYQMWLlyIzz77DJMnT0ZcXFyzv06nTp3M/m2aLVN35s+VzzWke/fuDT5uKoaY1unKzc0FAGzYsAEbNmxodH95eXlW+2pJQUGBxX4FBQUBgDizyhambQMDA5vUvqqqCl9++SWOHDkCpVKJwsJCCIJgNq6CINTbrqHvhamQaDQaAfzf+Pr7+zf42qbjtcY0bpb2Y/oe1nX69Gl89dVXuHDhAjIyMsTZhqZja+i4rnS12XB3d8ebb76Jxx57DKdPn8bp06cB1N6YYfz48ViwYAF69uxp9XWJiIiI7I3FLSIiardiY2Nx++2345NPPsGaNWuwd+/eq96HqfjRmCtnW9lKoVBYfF4ul5v1Z+jQoeLso4b4+PjUe8zapYh1WSummPphrd+W1F3M3Zrk5GQsWbIExcXF8Pb2Rv/+/TFt2jRERkZi6NChGDt2bKPbWioqNrVNU7/P1vYjk8nqPfbMM89gx44dkEqliIqKwo033oiwsDDExsbi6NGj+OCDD5r02rZkY9iwYTh48CB+++03HD58GCdOnEBmZia2bNmC7du34/XXX8fEiROb9PpERERE9sLiFhERtWsPPfQQfv31V6SmpjZ6eaKpINFQIauioqIluycyzfi5UnZ2NoD/m8Hl6+sLoHb9rHnz5rVYf/z8/JCamors7GyEh4fXe950B8e6641dLV9fX2RnZyMvL6/BGUI7d+6En58fxo0bh//+978oLi7G8uXLsXLlSrMiUXl5uc19MDHNtMrJyWnw+ca+Pw3tJzk5GdnZ2ejdu7fV/Zw8eRI7duxAQEAANm3aVG+bn376qUmvC9ieDTc3N9xwww244YYbAABKpRIffPAB9u3bh40bN7K4RURERA6Pa24REVG75urqig0bNkAqlWLLli1ISUmp18a0QHlxcXG9586dO9fifQSAP/74o95j1dXV+OOPPyCVSjF48GAAwJAhQwAAhw8fbnA/W7duxfTp0/Huu+9eU39Mr/Pjjz82+PwPP/wAAIiPj7f5NQYOHAig4WNRKpV46qmn8OabbwIAzp49CwC455576s1+Onr0qPh3azPtGuPn54fevXujuLgYf//9d73nf/vttybt57rrrgNQu7j7ldLT05Gammr2mOm4Jk2aVK+wZTAYxHW06s6ka2x22NVmY9++fZg4cSLee+89s3ZhYWFYv349ADR4CSURERGRo2Fxi4iI2r24uDgsWbIERqNRvENcXaYFxA8ePCjOlAJqL4V7//33W6WPf/75J7Zu3Sr+W6vVYu3atSgvL8eNN94oztyaMmUKfH198fPPP2Pz5s1mRY9//vkHb731FpKSkszuDmiL+fPnw8PDA3v27MGePXvMnvvmm2+wd+9eeHh41LuT4tW49dZbIZFI8N577+HixYvi49XV1fjvf/8L4P/uPmm6lO6XX34x28dff/2FZ599Vvx3UxZeb8ztt98OAFi3bp24BhcAnDp1Cps3b27SPmbPno1OnTrhm2++MSsMVlVVYc2aNfUu9zTdgOD48ePi4vZA7UL369atQ3JyMgBAo9GIz7m6ugIAampqzIp5V5uN8PBwZGRkYOvWrfWKvqZF+vv379+k4yYiIiKyJ16WSERETuHhhx/GoUOHxLvB1TV06FDExMTg33//xfTp0zF06FDU1NTgr7/+wsiRI/HPP/+0eP/i4uLw/PPPY8+ePQgODsa5c+eQl5eHiIgIrFu3Tmzn7u6Ot956C3fddRdefPFFfP7554iMjERZWRlOnz4NQRCwZMkSTJgw4Zr64+/vj5deegkrV67E6tWrsWXLFvTs2ROpqalISEiAu7s7Nm7c2OiC80095oceeghvvPEG5s2bh8GDB6NDhw44e/YsiouLMWLECCxduhQAsHTpUmzYsAFPPPEEvvzyS/j6+iIjIwOXLl1C586d4evri8LCQhQWFqJjx4429Wfu3Lk4ceIEvv/+e9xwww247rrrUFNTg5MnT6J///44c+aM1X106dIFGzZswMMPP4wVK1YgLi4Ofn5+OHnyJARBQI8ePcwyeOONN+Kdd95BUlISJkyYgAEDBkCr1eLMmTOorKxEeHg4kpOTzYqyPj4+8PLyQkVFBRYsWICQkBC88sorV52N6OhoLF68WJzRNXDgQHh7eyM9PR0JCQnw8PDAmjVrbBpLIiIiotbEmVtEROQU3Nzc8MILLzS4qLpUKsXmzZuxZMkSeHl54ciRI8jNzcWDDz6Id999t8FFwJvbwoUL8fzzz0Oj0eDXX3+FVCrFHXfcgS+++EKc3WMycOBAfPvtt1iwYAEEQcDvv/+OjIwMDB06FO+++y6efPLJZunTpEmT8PXXX2PatGkoLi7GwYMHUVFRgblz5+Kbb75plrWY7r33Xnz00UcYOnQoLl68iN9//x1eXl546KGH8MEHH4jfr9tvvx2vvvoq+vXrh6SkJBw6dAgqlQq33XYb9u3bJ64XdejQIZv7IpFI8Morr+CZZ55BaGgojh49ipSUFCxbtgwvvPBCk/czfvx47NixA+PHj0dqaiqOHDmCfv36YceOHfUWeu/YsSO++uorzJkzB66urjh8+DD++ecf9OnTB6+//jq2bt0KiUSCP/74AzqdDkBtXl955RWEhYXh4sWLOHr0qLju2NVmY82aNXj66afRt29f/Pvvv/j1119RXl6OOXPmYO/evejXr5/N40lERETUWiRCU+4tTURERERERERE5IA4c4uIiIiIiIiIiNosFreIiIiIiIiIiKjNYnGLiIiIiIiIiIjaLBa3iIiIiIiIiIiozWJxi4iIiIiIiIiI2iwWt4iIiIiIiIiIqM1icYuIiIiIiIiIiNosFreIiIiIiIiIiKjNYnGLiIiIiIiIiIjaLBa3iIiIiIiIiIiozWJxi4iIiIiIiIiI2iwWt4iIiIiIiIiIqM1icYuIiIiIiIiIiNqs/wc8dAZ2/iMTrAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1023.62x866.142 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = 1/2.54 \n",
    "sns.set(rc={'figure.figsize':(26 * cm, 22 * cm)})\n",
    "sns.set_style(\"whitegrid\", {'grid.linestyle': ':', 'grid.color': 'lightgray'})\n",
    "\n",
    "fig, axs = plt.subplots(nrows=2)\n",
    "fontsize = 16\n",
    "\n",
    "\n",
    "sns.lineplot(x=\"num_voters\", \n",
    "             y=\"perc_mult_winners\", \n",
    "             style=\"vm\",\n",
    "             style_order = [\"Stable Voting\", \"Plurality\", \"Instant Runoff\", \"Beat Path\" ], \n",
    "             data=df_nvs, \n",
    "             color=\"black\",\n",
    "             ax = axs[0])\n",
    "\n",
    "axs[0].set_title(\"6 candidates\", fontsize=fontsize)\n",
    "axs[0].set_ylabel(\"Percent multiple winners\", fontsize=fontsize, labelpad=17)\n",
    "axs[0].set_xlabel(\"Number of voters\", fontsize=fontsize, labelpad=10)\n",
    " \n",
    "sns.lineplot(x=\"num_cands\", \n",
    "             y=\"perc_mult_winners\", \n",
    "             style=\"vm\",\n",
    "             style_order = [\"Stable Voting\", \"Plurality\", \"Instant Runoff\", \"Beat Path\" ], \n",
    "             data=df_ncs, \n",
    "             color=\"black\",\n",
    "             ax = axs[1])\n",
    "\n",
    "axs[1].set_title(\"(100, 101) voters\", fontsize=fontsize)\n",
    "axs[1].set_ylabel(\"Percent multiple winners\", fontsize=fontsize, labelpad=10)\n",
    "axs[1].set_xlabel(\"Number of candidates\", fontsize=fontsize, labelpad=10)\n",
    "\n",
    "sns.despine(bottom=True, left=True)\n",
    "\n",
    "fig.tight_layout(h_pad=3, w_pad=0)\n",
    "\n",
    "axs[1].get_legend().remove()\n",
    "\n",
    "# axs[0].legend(bbox_to_anchor=(0.5, 1.25), loc='center', \n",
    "#               borderaxespad=0, ncols=4, frameon=False);\n",
    "\n",
    "\n",
    "\n",
    "axs[0].legend(bbox_to_anchor=(1.225, -0.35), loc='right', \n",
    "              borderaxespad=0, ncols=1, frameon=False, fontsize=14);\n",
    "\n",
    "#axs[0].set_xticklabels(axs[0].get_xticks(), size=14)\n",
    "#axs[0].set_yticklabels([-0.1,  0.0,   0.1,  0.2,  0.3,  0.4,  0.5,  0.6], size=14)\n",
    "\n",
    "\n",
    "axs[0].set_xticklabels(axs[0].get_xticklabels(), fontsize=13)\n",
    "axs[0].set_yticklabels(axs[0].get_yticklabels(), fontsize=13)\n",
    "\n",
    "\n",
    "axs[1].set_xticklabels(axs[1].get_xticklabels(), fontsize=13)\n",
    "axs[1].set_yticklabels(axs[1].get_yticklabels(), fontsize=13)\n",
    "\n",
    "\n",
    "plt.savefig(\"./irresoluteness_grayscale.pdf\",bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0400615c",
   "metadata": {},
   "source": [
    "### Color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "086414f9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zw/wyk4bycs5sjb6lt2q2xgbf040000gn/T/ipykernel_91930/1105356661.py:46: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  axs[0].set_xticklabels(axs[0].get_xticklabels(), fontsize=13)\n",
      "/var/folders/zw/wyk4bycs5sjb6lt2q2xgbf040000gn/T/ipykernel_91930/1105356661.py:47: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  axs[0].set_yticklabels(axs[0].get_yticklabels(), fontsize=13)\n",
      "/var/folders/zw/wyk4bycs5sjb6lt2q2xgbf040000gn/T/ipykernel_91930/1105356661.py:50: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  axs[1].set_xticklabels(axs[1].get_xticklabels(), fontsize=13)\n",
      "/var/folders/zw/wyk4bycs5sjb6lt2q2xgbf040000gn/T/ipykernel_91930/1105356661.py:51: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  axs[1].set_yticklabels(axs[1].get_yticklabels(), fontsize=13)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1023.62x866.142 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = 1/2.54 \n",
    "sns.set(rc={'figure.figsize':(26 * cm, 22 * cm)})\n",
    "sns.set_style(\"whitegrid\", {'grid.linestyle': ':', 'grid.color': 'lightgray'})\n",
    "\n",
    "fontsize = 16\n",
    "fig, axs = plt.subplots(nrows=2)\n",
    "\n",
    "sns.lineplot(x=\"num_voters\", \n",
    "             y=\"perc_mult_winners\", \n",
    "             #style=\"vm\",\n",
    "             hue = \"vm\", \n",
    "             #style_order = [\"Stable Voting\", \"Plurality\", \"Instant Runoff\", \"Beat Path\" ], \n",
    "             data=df_nvs, \n",
    "             #color=\"black\",\n",
    "             ax = axs[0])\n",
    "\n",
    "axs[0].set_title(\"6 candidates\", fontsize=fontsize)\n",
    "axs[0].set_ylabel(\"Percent multiple winners\", fontsize=fontsize, labelpad=17)\n",
    "axs[0].set_xlabel(\"Number of voters\", fontsize=fontsize, labelpad=10)\n",
    "\n",
    "sns.lineplot(x=\"num_cands\", \n",
    "             y=\"perc_mult_winners\", \n",
    "             #style=\"vm\",\n",
    "             hue=\"vm\",\n",
    "             #style_order = [\"Stable Voting\", \"Plurality\", \"Instant Runoff\", \"Beat Path\" ], \n",
    "             data=df_ncs, \n",
    "             #color=\"black\",\n",
    "             ax = axs[1])\n",
    "\n",
    "axs[1].set_title(\"(100, 101) voters\", fontsize=fontsize)\n",
    "axs[1].set_ylabel(\"Percent multiple winners\", fontsize=fontsize, labelpad=10)\n",
    "axs[1].set_xlabel(\"Number of candidates\", fontsize=fontsize, labelpad=10)\n",
    "\n",
    "sns.despine(bottom=True, left=True)\n",
    "\n",
    "fig.tight_layout(h_pad=3, w_pad=0)\n",
    "\n",
    "axs[1].get_legend().remove()\n",
    "\n",
    "# axs[0].legend(bbox_to_anchor=(0.5, 1.25), loc='center', \n",
    "#               borderaxespad=0, ncols=4, frameon=False);\n",
    "\n",
    "axs[0].legend(bbox_to_anchor=(1.225, -0.35), loc='right', \n",
    "              borderaxespad=0, ncols=1, frameon=False, fontsize=14);\n",
    "\n",
    "axs[0].set_xticklabels(axs[0].get_xticklabels(), fontsize=13)\n",
    "axs[0].set_yticklabels(axs[0].get_yticklabels(), fontsize=13)\n",
    "\n",
    "\n",
    "axs[1].set_xticklabels(axs[1].get_xticklabels(), fontsize=13)\n",
    "axs[1].set_yticklabels(axs[1].get_yticklabels(), fontsize=13)\n",
    "\n",
    "plt.savefig(\"./irresoluteness.pdf\",bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2d42e7c",
   "metadata": {},
   "source": [
    "## Figure 4 (only in arxiv version)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9dfa36bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num_cands</th>\n",
       "      <th>num_voters</th>\n",
       "      <th>perc_mon_violation</th>\n",
       "      <th>vm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>0.01734</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>0.04972</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00804</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00022</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>0.05748</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>0.05102</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>0.00224</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>0.05320</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>0.09692</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>0.00180</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>0.14878</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>0.20210</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>0.00306</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>0.16314</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>0.34026</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>0.00212</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>0.19164</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>0.27434</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>0.00240</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td>0.14462</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td>0.27104</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td>0.00178</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>6</td>\n",
       "      <td>40</td>\n",
       "      <td>0.16712</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6</td>\n",
       "      <td>40</td>\n",
       "      <td>0.24210</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>6</td>\n",
       "      <td>40</td>\n",
       "      <td>0.00284</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>6</td>\n",
       "      <td>41</td>\n",
       "      <td>0.12342</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>6</td>\n",
       "      <td>41</td>\n",
       "      <td>0.24254</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6</td>\n",
       "      <td>41</td>\n",
       "      <td>0.00228</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>0.14376</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>0.21464</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>0.00218</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>6</td>\n",
       "      <td>51</td>\n",
       "      <td>0.12802</td>\n",
       "      <td>Smith IRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>6</td>\n",
       "      <td>51</td>\n",
       "      <td>0.25548</td>\n",
       "      <td>Instant Runoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>6</td>\n",
       "      <td>51</td>\n",
       "      <td>0.00164</td>\n",
       "      <td>Stable Voting</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    num_cands num_voters  perc_mon_violation              vm\n",
       "0           6          4             0.01734       Smith IRV\n",
       "1           6          4             0.00000  Instant Runoff\n",
       "2           6          4             0.00000   Stable Voting\n",
       "3           6          5             0.04972       Smith IRV\n",
       "4           6          5             0.00804  Instant Runoff\n",
       "5           6          5             0.00022   Stable Voting\n",
       "6           6         10             0.05748       Smith IRV\n",
       "7           6         10             0.05102  Instant Runoff\n",
       "8           6         10             0.00224   Stable Voting\n",
       "9           6         11             0.05320       Smith IRV\n",
       "10          6         11             0.09692  Instant Runoff\n",
       "11          6         11             0.00180   Stable Voting\n",
       "12          6         20             0.14878       Smith IRV\n",
       "13          6         20             0.20210  Instant Runoff\n",
       "14          6         20             0.00306   Stable Voting\n",
       "15          6         21             0.16314       Smith IRV\n",
       "16          6         21             0.34026  Instant Runoff\n",
       "17          6         21             0.00212   Stable Voting\n",
       "18          6         30             0.19164       Smith IRV\n",
       "19          6         30             0.27434  Instant Runoff\n",
       "20          6         30             0.00240   Stable Voting\n",
       "21          6         31             0.14462       Smith IRV\n",
       "22          6         31             0.27104  Instant Runoff\n",
       "23          6         31             0.00178   Stable Voting\n",
       "24          6         40             0.16712       Smith IRV\n",
       "25          6         40             0.24210  Instant Runoff\n",
       "26          6         40             0.00284   Stable Voting\n",
       "27          6         41             0.12342       Smith IRV\n",
       "28          6         41             0.24254  Instant Runoff\n",
       "29          6         41             0.00228   Stable Voting\n",
       "30          6         50             0.14376       Smith IRV\n",
       "31          6         50             0.21464  Instant Runoff\n",
       "32          6         50             0.00218   Stable Voting\n",
       "33          6         51             0.12802       Smith IRV\n",
       "34          6         51             0.25548  Instant Runoff\n",
       "35          6         51             0.00164   Stable Voting"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mon = pd.read_csv(\"./data/monotonicity_violations.csv\")\n",
    "df_mon[\"num_voters\"] = df_mon[\"num_voters\"].astype(str)\n",
    "df_mon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "22206a8e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zw/wyk4bycs5sjb6lt2q2xgbf040000gn/T/ipykernel_91930/1444529440.py:34: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_xticklabels(ax.get_xticklabels(), fontsize=13)\n",
      "/var/folders/zw/wyk4bycs5sjb6lt2q2xgbf040000gn/T/ipykernel_91930/1444529440.py:35: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_yticklabels(ax.get_yticklabels(), fontsize=13)\n"
     ]
    },
    {
     "data": {
      "image/png": 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Mly5dwv379wGUD6Zt2bIF77//Pp555hncvn0b4eHhcHNzwxtvvIF9+/YZrMUWFBSE3bt3Y+TIkSguLsbZs2dx7949hISE4KuvvsLbb79dqzwJIYQQQkjVBBzLfQWEEEIIIYQQQgghhDRANPOLEEIIIYQQQgghhDRaNPhFCCGEEEIIIYQQQhotGvwihBBCCCGEEEIIIY0WDX4RQgghhBBCCCGEkEaLBr8IIYQQQgghhBBCSKNFg1+EEEIIIYQQQgghpNGyMncF6lpKSgrWrFmDiIgIAMCgQYOwYsUKuLi41Ljf1atXsWHDBsTFxcHBwQGjRo3CW2+9BXt7e4NyU6ZMwZ07dyrtP3LkSGzYsMF0F0IIIYQQQgghhBBCnpqA4zjO3JWoKwUFBZg8eTJUKhXmzJkDrVaLn376CZ6enti3bx8kEkmV+129ehXz589HQEAAJk6ciIyMDGzfvh0BAQHYtWsXhMLyCXMcxyEkJAR9+vTBiBEjDI7h6emJHj161Pk1EkIIIYQQQgghhJDqNeqZX9u2bUNmZiaOHDkCHx8fAEBgYCDmzZuHQ4cOYdq0aVXut27dOnh4eGDnzp2wsbEBAHh4eGDVqlW4dOkSBg4cCABITU1FWVkZhg4divHjx9fPRVkIjuOg0+kgFAohEAjMXR2LRTmxo6zYUE7sKCs2lBM7yooN5cSOsmJDObGhnNhRVoQ0PY16za9jx44hLCyMH/gCgD59+qB9+/Y4duxYlfsolUo4Oztj2rRp/MAXAISFhQEA4uPj+dcePHgAAAbHbyoUCgViY2OhUCjMXRWLRjmxo6zYUE7sKCs2lBM7yooN5cSOsmJDObGhnNhRVoQ0PY125ldRURFSUlIwcuTIStsCAgJw4cKFKveztrbGTz/9VOn12NhYAEDr1q351xISEgD8M/hVVlYGOzu7Wte9IZBIJGjTpk21t46ScpQTO8qKDeXEjrJiQzmxo6zYUE7sKCs2lBMbyokdZUVI02PymV83b97E8ePH8ejRI1Mf+qlkZWUBANzd3Sttc3V1RUlJCUpKSp54nLS0NBw4cACfffYZfH19MXz4cH5bQkIC7O3tsXr1agQHByM4OBjDhg2rdlZZYyISidCsWTOIRCJzV8WiUU7sKCs2lBM7yooN5cSOsmJDObGjrNhQTmwoJ3aUFSFNj9GDX1evXsWcOXNw8eJF/rV//etfmDlzJpYtW4Znn30W69evN0kljSGTyQAAtra2lbZZW1sDKJ+pVZPCwkIMGTIEK1euhFKpxAcffMDvC5Tf9iiTyVBSUoK1a9fi888/h729PZYuXYpDhw7Vqv5qtdpgGq5CoYBKpQIA6HQ6yOVyaLVaAIBGo4FcLufLKpVKvizHcbUuq38mglKphFKp5OuXlZXF/6zVag3KqlQqfhsAyOVyaDQao8vqdDq+bMVc1Gq1QS76slVlWLGs/lrrKm+FQoGsrCz+eqoqq99WMe+6zPDxso/nUrEsS4amyFupVEIul6OgoABqtbpO27c58q4uF2PyVqlUKCgogEKhsOg+omLe5ugjNBoNsrOz+Z8tsY+whDarVCqRlZXFX7ul9hGWkHdZWRkKCgr4bZbYR9RUtr4yVCqVKCgo4Pt2S+0jjMnQ1H2Evp/Sfya1xD7CEj5HqFQqZGVl8dduqX2EuT9HyOVyZGdn88ey1D7CEj5HKBQKg37KUvsIQojpGDX4devWLbz88suIjIxEcnIyAOD06dM4deoUrK2tMXToUDRr1gw//PAD/vzzT1PWlxnLQyyftLihQCDA+vXrsWbNGvj4+GDevHk4deoUv33atGn46KOPsGHDBgwfPhyTJ0/GL7/8gjZt2mDdunV8B2aM/Px8PlsASElJQW5uLoDyzlMqlfKdYkFBgUHZ1NRU5OTkACjvPKVSKf+hqqioCImJiXzZ9PR0fpacTqeDVCpFaWkpAKCkpARSqZQvm5mZiczMTL4OOTk5KCwsBACUlpZCKpXybwZZWVlIT0/n901MTERRURGA8kFHqVTKv0Hl5OQgNTWVL5ucnIyCggIA5W9OUqmUfyPJzc1FSkqKQdn8/HwA5W8iUqmUfyPJy8szmIH46NEj5OXlASh/Y5NKpfwbYVUZ6vPWZ6jPu7CwEElJSXzZtLQ0ZGdnAyh/s5VKpfzga2FhIXJycvj6Z2Rk8BlyHGeQtz5DfdvNzMxERkYGfx6pVIri4mKDsvo2lpWVhbS0tBrz1petmHdSUhL/e9RnWF3eDx8+5PNWKpUGGebn5+Phw4d82ararP5Nv2KG+jablpbG16G6NpuWlsa3WX3e+gyLi4sN2qyp8pbJZAYZZmdnG+T9eIb6Nqtv37m5udW2b32GT9NmZTIZ0tLSkJeXZ9F9hD5D/Qxbc/QRarUa2dnZfIaW2EfUVZt9mj6itLQUOTk5/N+nJfcRj2dorj4iLS2Nr68l9hH6DM35OaK4uBhpaWkoLCy06D5CX9acnyP0/VTF9m1JfYQlfI6Qy+XIycnhr9WS+4iq8q6vPiI3NxfZ2dl8/pbaR1jC54j8/HykpaXxvxtL7SMIISbEGeHNN9/k/Pz8uK1bt3JqtZrjOI574403OH9/f+7XX3/lOI7jUlJSuG7dunHz58835hS1Fhsby/n6+nI7duyotG316tWcr68vJ5PJmI8nl8u5oUOHcgMHDnxi2Q0bNnC+vr5cXFzc01TZgEql4uRyucH5lUolx3Ecp9VqubKyMk6j0XAcx3FqtZorKyvjyyoUCr6sTqerdVmdTseXVSgUfB1kMhmnUqk4juM4jUZjUFapVPJlOY7jysrK+LZiTFmtVsuXrZiLvg76XPRlq8qwYln9tdZV3iqVipPJZAYZViyrv9aKeddlho+XfTyXimVZMjRF3vq2pdPp+DrUVfs2R97V5WJM3hqNhtPpdFUe15L6iIp5m6OP0NehYi6W1EdYQptVq9WcTCbj62SpfYQl5C2XyzmdTmeS9l1XfURNZeszQ51Ox6lUKovuI4zJ0NR9hE6n4+RyeaVcLKmPsITPERqNhpPJZHydLLWPMPfnCKVSaXAeS+0jLOFzhEql4nQ6HV8HS+0jCCGmI+A4hilSFfTv3x+urq44cOAAgPLR6rCwMKhUKly7dg0ODg4AgPnz5+PevXsIDw837Ygdg+LiYoSGhmLRokVYsmSJwbalS5fi0qVLiIyMfKpjfvrpp9ixYweuXr0KFxeXasvt2rULq1atwt69exEcHGxU/QkhhBBCCCGEEEJI7Rl122NhYSHatm3L/xwVFYWysjJ06dKFH/gCAAcHB37adn1zcnKCl5cX7t27V2lbTEwMunTpUuV+UqkUQ4YMwa5duyptk8lkEAgEkEgkyMrKwnPPPYeNGzdWKqefpurl5VXLq7BcSqUSDx8+NLh/nlRGObGjrNhQTuwoKzaUEzvKig3lxI6yYkM5saGc2FFWhDQ9Rg1+ubq68vczA8DFixchEAjQu3dvg3JSqRTOzs61q2EtjBgxAlevXjW4l/zKlStISkrC6NGjq9ynXbt2KCkpwd69e/n7uYHy9QFOnTqF0NBQODg4wN3dHcXFxdi3bx9/3zpQfl/7gQMH0LNnT7i6utbdxRFCCCGEEEIIIYSQJzLqtsfXX38d58+fx+bNm+Hh4YFZs2YhLy8Pv/32GwICAgAA27ZtwxdffIGRI0fiq6++MnnFWeTn52PMmDEQiUSYP38+lEolNm/ejLZt22Lv3r2QSCRISUnBzZs3ERISgjZt2gAAfv/9d7z77rsICgrCuHHjUFBQgF27dkGtVmP37t3w9fUFUL7I/+uvv46OHTti6tSpkMlkfLk9e/bAx8fHLNdNCCGEEEIIIYQQQsoZNfgVHR2NWbNm8U8s4TgOffv2xU8//QQAGDduHBISEiCRSLB7925+QMwcEhMTsXr1aly/fh02NjYYOHAg3n33XX7NrgMHDmDlypVYvXo1Jk2axO93/PhxbN68Gffv34ednR169eqFJUuWoH379gbHP336NL7//nvExcXBxsYGYWFhWLp0aaMf+Hq82TzpqZlNGeXEjrJiQzmxo6zYUE7sKCs2lBM7yooN5cSGcmJHWRHS9Bg1+AUA165dw7fffovc3Fz06NED77zzDr/e16RJk6DT6fDxxx8jMDDQpBUmlkH/GGYfHx/Y2tqauzoWi3JiR1mxoZzYUVZsIh5GISrxDqb3GIfmjs3NXR2LRm2KDeXEjrJiQzmxoZzYUVaEND1GD37VpLCwEM2bNzf1YYkF0Wg0KCkpgaOjI6ysrMxdHYtFObGjrNhQTuwoqydLLcrAu398Do1OA0/HVljSZwHaNvc0d7UsFrUpNpQTO8qKDeXEhnJiR1kR0vTUyeAXIYQQQiybTqfDR2f/h/t5ifxrYpEYc4OmYphPP7oNhBBCCCGENBpGD36Vlpbi8OHDSEhIgFwuh06nq/oEAgHWrFlTq0oSy6PValFaWgoHBweIRCJzV8diUU7sKCs2lBM7yqpmx++fxbaofbC1ssGy0JdxNOkMojNjAAC92oTglR4zYS+xM3MtLQu1KTaUEzvKig3lxIZyYkdZEdL0GDX4lZGRgRkzZiAzMxNP2l0gECA2NtboChLLRPfJs6Gc2FFWbCgndpRV9bJleVh28hMoNUrM6ToZ3rpWaP9Me5x5dAV7bh+CltPB1b4FlvRegA4tvM1dXYtBbYoN5cSOsmJDObGhnNhRVoQ0PUYNfq1cuRIHDx5Eu3btMG7cOLi5udV4r/TEiRNrVUlieTiOg06ng1AopFtjakA5saOs2FBO7CirqnEch88vfo1bmbHo5NoBHw16C+DA55SQl4T/u/oTcmR5EAmEeKHbBIzxGwqhQGjuqpsdtSk2lBM7yooN5cSGcmJHWRHS9Bg1+NW3b1/odDqcOnUKTk5OdVEvQgghhNSB80lXsSliO8RCK6wb9QFaO7pXKiNTleH767twLeUmACDYIwCvh70IJxvH+q4uIYQQQgghtWbU17ilpaUIDQ2lga8mTKVSISUlBSqVytxVsWiUEzvKig3lxI6yqqxQUYyfo38DAEztMgatHd2rzMleYoclvRfg5e4zIBaJEZVxD++c+gx3s+LNVXWLQG2KDeXEjrJiQzmxoZzYUVaEND1GDX61bdsW2dnZpq4LaUA4joNGo3nimm9NHeXEjrJiQzmxo6wq23LzF8hUZWjfvA3G+A0DUH1OAoEAwzv0x+phy+Hp1AoFiiJ8cv4r/Hr3CLQ6rTmqb3bUpthQTuwoKzaUExvKiR1lRUjTY9Rtj9u3b8cXX3yB7du3o0ePHnVRL0IIIYSYUERqNP57+XsIBUKsHr4C7Z3bMO+r0Cix9eavOJd0BQDQybUj3uw1Dy3snOuquoQQQgghhJiMUYNfxcXFeP/993H58mVMnz4dgYGBaNasWbXle/fuXatKEkIIIcR4MlUZlp5YhQJFESZ0GokZ3SYYdZy/Hkbgh+u7odAo4Sixx2s9X0T31l1NW1lCCCGEEEJMzKjBL39/fwgEAnAc98SnYwgEAsTExBhdQWKZ5HI5EhMT8cwzz9DjgWtAObGjrNhQTuwoq398F7kTZxMvw8PRDetGvA+JlYTf9rQ5ZZRk4/+ubkZSQQoAYLTvEMzqNhFWouqf+txYUJtiQzmxo6zYUE5sKCd2lBUhTY9Rn1RDQ0NNXQ/SwIjFYrRq1QpisdjcVbFolBM7yooN5cSOsip3JysOZxMvAwAWhc4yGPgCnj4nD0c3fDr0Hey6dRDHE87h+P2ziMt5gLf6LEArB1eT19+SUJtiQzmxo6zYUE5sKCd2lBUhTY9RM78IIYQQYvmUGhXePvkJsmS5GNFhABZ0f8Gkx7+edgubInagVCWDrZUNFobOQN+29AUZIYQQQgixLEY97ZEQrVaLkpISaLVN84lfrCgndpQVG8qJHWUF/HL3CLJkuWhh61ztOl+1yamHZyDWjnwP/i19INco8NXVLfguYgeUmsb56HhqU2woJ3aUFRvKiQ3lxI6yIqTpqdXgV05ODjZs2IBZs2Zh5MiRGDt2LObOnYtvv/0WGRkZpqojsUAqlQoPHz6EStU4/4FjKpQTO8qKDeXErqln9SAvGcfunwEAvNzjBdiJq17TpLY5tbRzwb8HL8Gkzs9CAAHOJl3Byj+/wKPCNKPrbqmaeptiRTmxo6zYUE5sKCd2lBUhTY/Rtz1euHABy5Ytg0wmQ8VDCAQC2NnZYe3atRg6dKhJKkosC8dx0Gg0sLKyeuJDD5oyyokdZcWGcmLXlLPSaDVY/udqpBSlo1+7MLzZa161ZU2Z092sOGy4thWFimKIRWLMC56Goc/0bTT5N+U29TQoJ3aUFRvKiQ3lxI6yIqTpMWrwSyqVYvLkyVAqlZgwYQKee+45eHl5QavVIjU1FcePH8fhw4dhY2ODAwcOoH379nVRd0IIIYRU4bd7x/Hr3SNwtHbA+mf/DSdrh3o7d5GiGBvDf8atzPInPfdp0x0Le8yEnYSepkUIIYQQQszDqNsev//+eyiVSnz22WdYvXo1+vXrB29vb/j4+GDgwIFYs2YNPv30U8jlcmzdutXUdSYWQKVSIS0tjaYKPwHlxI6yYkM5sWuqWaUWZWB/zHEAwLzgaU8c+DJ1Ts1snLBywOuYFTgRIoEQV1JuYPkfn+NBXrJJjm9OTbVNPS3KiR1lxYZyYkM5saOsCGl6jBr8unr1Kvz8/DBp0qRqy0yePBn+/v7466+/jK4csVwcx0GhUFS65ZUYopzYUVZsKCd2TTErnU6HbyN3QKvTIqR1V/Rt2+OJ+9RFTkKBEOP8R+DjIcvgat8CWbJcfHhmHY7EnYaO05nsPPWtKbYpY1BO7CgrNpQTG8qJHWVFSNNj1G2PXbp0wfDhw7F+/foayy1ZsgRnzpzB7du3ja4gIYQQQtgcv38W26L2wdbKBl8++xFa2Dmbu0qQqcrwXeROhKdGAQCCPbrg9bA5cLJxNHPNCCGEEEJIU2HUzC8XFxckJSU9sVxSUhKaNWtmzCkIIYQQ8hSyZXnYc/t3AMDMwIkWMfAFAPYSOyzt8zIWdH8BYqEVojLu4p0/PsO97PvmrhohhBBCCGkijBr86tWrF+Lj4/H7779XW+bQoUOIi4tDz549ja4csVxyuRyxsbGQy+XmropFo5zYUVZsKCd2TSkrjuPwQ+QuKLUqdHLtiGE+/Zj3rY+cBAIBRnQYgM+HL4enYysUyIuw6vz/4de7R6HTNZzbIJtSm6oNyokdZcWGcmJDObGjrAhpeox+2uOkSZOgVqsxceJEjBgxAl5eXgCA1NRUnDp1CocOHYKVlRV+++03+Pr6mrzixLw0Gg0KCgrg7OwMKysrc1fHYlFO7CgrNpQTu6aU1fmkq9gUsR1ikRjrRr6P1o7uzPvWd04KjRJbbvyC88lXAQCdXTvizV7z4WLXvM7PXVtNqU3VBuXEjrJiQzmxoZzYUVaEND1GDX4BwNmzZ7Fs2TLI5XIIBAKDbRzHwdbWFmvXrsXw4cNNUlFCCCGEVFYoL8KSk6sgU5VhRrcJmNBppLmrxORicjg239gDhUYJR2sHvB42ByGtu5q7WoQQQgghpBEyevALAHJzc7F3715cv34d2dnZ4DgObm5uCA0NxdSpU+Huzv7NM2lYtFot5HI5bG1tIRKJzF0di0U5saOs2FBO7JpKVl9e/hHXUm+ivXMbfD5sOUTCp7tWc+aUXpKFr678hKTCFADAGN+hmNFtAqxElvktfFNpU7VFObGjrNhQTmwoJ3aUFSFNT60Gv0jTJZfLIZVK4ePjA1tbW3NXx2JRTuwoKzaUE7umkFVEajT+e/l7CAVCfDF8Bbyd2zz1Mcydk1qrxs5bB3Ei4RwAwMelHd7q/RLcHVzrvS5PYu6sGgrKiR1lxYZyYkM5saOsCGl6aPCLGEWn00GtVkMsFkMoNOq5CU0C5cSOsmJDObFr7FmVqmRYemIVChXFmNBpJGZ0m2DUcSwlp8i0W9gUsR0yVRlsxTZ4pcdM9Gnbw2z1qYqlZGXpKCd2lBUbyokN5cSOsiKk6WEa/Bo0aBAEAgG2b9+ONm3aYNCgQewnEAhw7ty52tSxVlJSUrBmzRpEREQAKL+WFStWwMXFpcb9rl69ig0bNiAuLg4ODg4YNWoU3nrrLdjb25vk+IQQQkhtfBexA2eTrsDD0Q3rRn4AiUhs7irVWq4sH19d24L4XCkAYOgz/TA3eCqsrSRmrhkhhBBCCGnImAa//P39IRAIcPz4cbRv3x7+/v7sJxAIEBsbW6tKGqugoACTJ0+GSqXCnDlzoNVq8dNPP8HT0xP79u2DRFL1h+mrV69i/vz5CAgIwMSJE5GRkYHt27cjICAAu3bt4r8dMPb4jYFKpUJubi5atmzZqK+ztigndpQVG8qJXWPO6k5WHD45/xUAYNWQZfB37WD0sSwtJ61Oi333juJgzClw4NDGyQNv9VmANs1am7tqFpeVpaKc2FFWbCgnNpQTO8qKkKaHaUXZM2fOAAC/gL3+Z0u3bds2ZGZm4siRI/Dx8QEABAYGYt68eTh06BCmTZtW5X7r1q2Dh4cHdu7cCRsbGwCAh4cHVq1ahUuXLmHgwIG1On5joNPpIJPJaIbbE1BO7CgrNpQTu8aalUKjxA+RuwAAIzoMqNXAF2B5OYmEIjzfdTw6u/ri6/BtSCnOwMo/v8C84GkY8kzfSk+Yrk+WlpWlopzYUVZsKCc2lBM7yoqQpqfO1/wqKSmBo6NjXZ6iWsOGDYOXlxe2bdtm8PqoUaPg7u6On3/+udI+SqUSr732GkJDQ7Fo0SL+9YSEBIwZMwbLli3DwoULjT4+IYQQUhvbo37D0ftn0MLOGf8b9SHsxI13od5CRTG+Cd+GW5nlM8j7tO2BhT1mNOprJoQQQgghpmfU6n5Dhw7FmjVrnljunXfewbPPPmvMKWqtqKgIKSkpCAgIqLQtICAA9+7dq3I/a2tr/PTTTwYDXwD4Wzdbt25dq+MTQgghxkrIS8KxhLMAgJe7N/5BoOY2Tlg5YDFmdJsAoUCIK4+uY/mpzyHNf2juqhFCCCGEkAbEqMGvtLQ05OXlPbHco0ePUFxcbMwpai0rKwvAP7dqPs7V1RUlJSUoKSl54nHS0tJw4MABfPbZZ/D19cXw4cNNevyGSqFQIC4uDgqFwtxVsWiUEzvKig3lxK6xZaXRavBd5E5wHIf+7cIQ0rqLSY5r6TkJBUJM6DQSq4Ysg6udC7JkufjgzDocjT+D+n5gtaVnZSkoJ3aUFRvKiQ3lxI6yIqTpYRr8mj9/PgYNGsT/BwD+/PNPg9cq/icsLAy3b99G27Zt67L+1ZLJZAAAW9vK34pbW1sDAMrKymo8RmFhIYYMGYKVK1dCqVTigw8+4Pc1xfFrolarDTpjhUIBlUoFoPwedblcDq1WCwDQaDSQy+V8WaVSyZflOK7WZfX/uFAqlVAqlQAAoVAIBwcH/jhardagrEql4ssCgFwuh0ajMbqsTqfjy1bMRa1WG+SiL1tVhhXL6q+1rvLmOA4ODg4QiUTVltVfa8W86zLDx8s+nkvFsiwZmiJvpVIJnU4HZ2dnCIXCOm3f5si7ulyMyVsgEMDZ2Rkcx1l0H1Exb3P0ESKRCI6OjvxxLLGPeJo2eyDmBFKK0uFo7YAXg6eaLEMAcHBw4B/mYql9hLeTF9aMfA9hnkHQ6rTYHv0b1vz1LfJlhfXWR2i1Wjg7O0MkEllsH1FT2fpqswDg7OzMX7ul9hHGZGjqPkLfT+nP2VDe1+q7jxAIBHBwcODX/Kuqj6jvPtkSP0fodDo4OjrynzsttY+whM8RHMfB2dkZAoHAovsIQojpMA9+ZWZm8v/RdxKPv1bxP8XFxXB0dMTy5cvr+hqqxPJt8JMWzRUIBFi/fj3WrFkDHx8fzJs3D6dOnTLZ8WuSn5+P5ORk/ueUlBTk5uYCKO88pVIp3ykWFBQYlE1NTUVOTg6A8s5TKpXyA3FFRUVITEzky6anp/Oz2HQ6HaRSKUpLSwGUr9cmlUr5svrfLQCIxWIUFv7zD47S0lJIpVL+zSArKwvp6en8vomJiSgqKgJQPigolUr5N6icnBykpqbyZZOTk1FQUACg/M1JKpXybyS5ublISUkxKJufnw+g/E1EKpXybyR5eXl49OgRX/bRo0f8jEWVSgWpVMq/EVaVoT5vfYb6ay0sLERSUhJfNi0tDdnZ2QDK32ylUik/OCqXy1FYWAixWAwAyMjI4DPkOM4gb32G+raVmZmJjIwM/jxSqZSfSakvq3+TzMrKQlpaWo1568tWzDspKQmFhYUGGVaX98OHD/m8lUqlQYb5+fl4+PCfW5GqarP6N/2KGaampqKgoADu7u4QCAQ1ttm0tDS+zerz1mdYXFxs0GZNlbdMJjPIMDs72yDvxzPUt1l9+87Nza22feszfJo2q9Vq4e7ujuLiYovuI/QZ6mfAmqOPEIvFKCkp4X+PlthHsLbZlKJ0HIwtf/+ZFzQVTtYOJusj1Go1CgsL+fcsS+0jcnJy4CCxx5th8/CsxwBYCa1wM/0OVvy5GufuXDLIu676iJycHLi7u0MsFltsH6HP0JyfI5RKJdzd3flr1bO0PkJf1pyfI8RiMZRKJV8HY/uIxzNsjJ8j9Lnpf+fV9RGPZ9gUP0cUFxdDJpPxnzsttY+whM8RpaWlcHd356/VUvsIQojpMC94n5GRAZ1OB47jMGzYMAwfPhwrVqyo+qACAaytreHi4mK2pzLFxcVh/Pjx+PDDDzFr1iyDbV988QW2bt2KqKgo2NnZMR1PoVBgzJgx0Gg0OH/+vMmPX5FarYZWq+WfNqlQKCAUCiGRSKDT6aBUKiGRSCASiaDRaKBWq/lZaEqlEgKBABKJhJ8dUpuyNjY2EAgEfOdtbW0NrVaL4uJi2NvbQyKRQKvVQqVS8WVVKhU4juNnwcnlcojFYlhZWRlV1traGkKhECqVCjqdziAXkUgEsVjM56IvW1WGFcvqr7Wu8lapVJDJZGjWrBmEQmGVZfXXWjHvuszw8bKP51KxLEuGpshb37a0Wi2sra2hUqnqrH2bI+/q2qwxeYvFYqhUKohEInAcZ7F9RMW8zdFH6HQ6FBcXw9bWFtbW1hbZR7CUFVmJ8PH59UjIT0aQewBWDHityr9lYzNUq9UoLS2Fk5MT329ZYh+hz0VfNr0sG1+Hb0V6SRYEEGBql+cwqdOzUKvVddZHaLVa/u9O//doaX1ETWXrq83q25X+ei21j6jLNsuat76fsrGxgY2NTYN5X6vvPkKj0fAP0dK3ryf1EU3xc4RSqYRcLoeTkxOEQqHF9hGW8DlCf359+7LUPoIQYjpGPe1x48aN8PPz49e/skTFxcX8ExuXLFlisG3p0qW4dOkSIiMjn+qYn376KXbs2IGrV6/CysrK5MdvSPTfSvn4+FDHXAPKiR1lxYZyYtdYsjp+/yy2Re2DrZUNvnz2I7Swczbp8RtyTgq1Aj/d/AUXkq8BAALcfPFGr3lwsW1eJ+dryFnVJ8qJHWXFhnJiQzmxo6wIaXqMWvB+8eLFzANf+um99c3JyQleXl5VPnUxJiYGXbpUvVCwVCrFkCFDsGvXrkrbZDIZ/82FscdvLKytrdGhQwf+GxRSNcqJHWXFhnJi1xiyyi7NxZ7bvwMAZgVOMvnAF9Cwc7IR2+D1ni9icc+5sLayxr3s+3jn1GeIyrhbJ+dryFnVJ8qJHWXFhnJiQzmxo6wIaXqsjN2xrKwMZ8+eRWpqKj+VVE+n00GlUiEnJweXL1/G1atXTVLZpzVixAhs376dH9UHgCtXriApKQkvvfRSlfu0a9cOJSUl2Lt3L6ZOnQqJRAKgfH2AU6dOITQ0lF/o3ZjjNxZCoZCftkuqRzmxo6zYUE7sGnpWHMfh++u7oNSq0Nm1I4b69K2T8zT0nABggHdPdGjhjf+7shnJhalYffEbjPEbhhldx8NKZPRHnUoaQ1b1gXJiR1mxoZzYUE7sKCtCmh6jbnvMzs7G888/b7CoI1D+Qf3xNb70P8fGxta+pkbIz8/HmDFjIBKJMH/+fCiVSmzevBlt27bF3r17IZFIkJKSgps3byIkJARt2rQBAPz+++949913ERQUhHHjxqGgoAC7du2CWq3G7t274evry3z8xkqtViMvLw8tWrTgF9UklVFO7CgrNpQTu4ae1fmkq9gUsR1ikRj/HfkBPBzd6uQ8DT2nx6m0auyMPoCTD84DADq4eONfvefD3cHVJMdvTFnVJcqJHWXFhnJiQzmxo6wIaXqMuu3xu+++Q3p6Ojw8PDBnzhyEhYVBIBDglVdewaxZs9ChQwdwHIeOHTuabdYXALi4uGDnzp3w9/fHhg0b8PPPP2PYsGHYvHkzPzAVGRmJd99912B9rvHjx2P9+vVQq9VYvXo1tm/fjtDQUOzbt48f+GI9fmOlX/DeXLe1NhSUEzvKig3lxK4hZ1UoL8LPUfsAANMCxtTZwBfQsHOqSCISY3736Xi77yuwF9viQX4y3v3jc1xNuWGS4zemrOoS5cSOsmJDObGhnNhRVoQ0PUbN/Bo+fDhyc3Nx+vRptGjRAufPn8err76KHTt2oEePHtDpdPjggw9w8OBBrF+/HqNGjaqLuhNCCCGN0v8u/4Dw1Ci0d26Dz4cth0goMneVGpwcWR42XN2C+LxEAMAwn/6YGzQFEqvG/eUUIYQQQgipzKiZX9nZ2QgKCkKLFi0AAJ06dQLHcbh161b5QYVCfPTRR3BwcMDevXtNV1tCCCGkkQtPjUJ4ahREAiFeDZ1DA19GcrVvgX8PWYoJnUZCAAFOSy9h5ek1SC3KePLOhBBCCCGkUTFq8EsoFKJZs2b8z+7u7rCxscGDBw/412xsbBAcHIy4uLja15JYHIVCgfv370OhUJi7KhaNcmJHWbGhnNg1xKxKVTL8dKP8S6Nx/iPg7exV5+dsiDmxshKKMKPbBLw/8A00s3FCSlE6Vvy5GmcTr8CIie+NOitTopzYUVZsKCc2lBM7yoqQpseowS83NzekpqYavNa2bVvEx8cbvCaRSCCTyYyvHbFYIpEITk5OEIloRkJNKCd2lBUbyoldQ8xqR/QBFCqK0drRHZMDRtfLORtiTk+rW6tOWDfiPXRz7wSVVo3vInfg62tbUaaWP9VxmkJWpkA5saOs2FBObCgndpQVIU2PUYNfPXv2xL179/DHH3/wr3Xu3Bnx8fFITCxfW0OhUCA6Ohru7u6mqSmxKGKxGK1ataKnozwB5cSOsmJDObFraFndzozFuaQrEECARaGzIRHVT70bWk7Gam7bDO8NXIwXuo6HUCDEX48isfyP1UjMf8h8jKaSVW1RTuwoKzaUExvKiR1lRUjTY9Tg1/z582FtbY1//etf+PDDDwEA06ZNg1arxYIFC/DFF19g+vTpyMvLQ69evUxaYWIZdDodFAoFdDqduati0SgndpQVG8qJXUPKSqFR4ofruwAAIzoMgL+rT72duyHlVFtCgRATO4/Cx0OWoqWdC7JKc/D+mXU4Fn+G6TbIppRVbVBO7CgrNpQTG8qJHWVFSNNj1OCXt7c3Nm/ejA4dOvCPhw0JCcELL7yA9PR0bNu2DfHx8XB3d8ebb75p0goTy6BUKvHgwQMolUpzV8WiUU7sKCs2lBO7hpTVL3eOIFuWhxZ2zpjRbUK9nrsh5WQqfi19sHbEewj1DIRWp8XP0b9h7V/fokRZWuN+TTErY1BO7CgrNpQTG8qJHWVFSNMj4IxZ8fUxZWVlsLOz43+OjIxEVFQUXFxcMGrUKDg4ONS6ksTyaLVaKJVKWFtb073yNaCc2FFWbCgndg0lq4S8JHxweh04cFg54HUEe3Sp1/M3lJzqAsdxOPXgArZH74dGp0ELW2e82XseOrl2rLJ8U87qaVBO7CgrNpQTG8qJHWVFSNNT68EvQgghhBhHo9Vg+R+fI6U4A/3bheGNXvPMXaUmKbkgBeuvbkZGSTYEAgGmBozBpE6jIBQaNUGeEEIIIYRYGKbBr5SUlFqdpE2bNrXan1getVqNgoICODs700KRNaCc2FFWbCgndg0hq313j2LfvWNwsnbAl8/+G07W9T9buiHkVB8UagU239iLiw/DAQBd3PzwRq95cLZtxpehrNhQTuwoKzaUExvKiR1lRUjTY8VSaPjw4RAIBEadQCAQICYmxqh9ieXSarXIz8+Hk5MTvWHUgHJiR1mxoZzYWXpWjwrTcCD2JABgfsh0swx8AZafU32xEdtgca+56Oruj8039+JudjzeOfUpFveciyCPAACUFSvKiR1lxYZyYkM5saOsCGl6mGZ+DRkypFYnOXv2bK32J4QQQhoTnU6HD8+sQ0J+Mnq07oZ3+i0y+ksmYnrpxZlYf2UzHhalAQDG+Q/H813Hw0pI68IQQgghhDREtOYXIYQQUs+OxZ/Bz9G/wVZsg/Wj/g0Xu+bmrhKpQKVVY0f0fpx6cAEA0NHFG//q/RLcHFqauWaEEEIIIeRp0eAXMYpCoUBqaiq8vLxgY2Nj7upYLMqJHWXFhnJiZ6lZZZXm4O2Tn0KpVWFhjxkY5tPfrPWx1JwsRXhqFL6L2AGZWg47Kxu0tW+NZg7NYCu2gUQkhsRKAolIDGvR3/9tJYHk7/8tMXhNX0YCiVX5NrHQqlHO+KM2xY6yYkM5saGc2FFWhDQ9TGt+VScnJwd79uxBREQEcnJyIJFI0KJFC4SFhWHixInw8PAwVT2JhREKhbCzs6MnYT0B5cSOsmJDObGzxKw4jsMP13dDqVUhwM0XQ57pa+4qWWROlqSnVzDaO7fFV1d/QkJeEuKKEoEi0xxbAMHfg2QVB9EksLYSQyyS8INq/DYr/aCapMKAm/ixATdJhQE3McQicb0NtFGbYkdZsaGc2FBO7CgrQpoeo2d+XbhwAcuWLYNMJkPFQwgEAtjZ2WHt2rUYOnSoSSpKCCGENHTnEq/g28gdEIvE+N/ID9DK0c3cVSKMNDotojPuokhRAqVWBZVWDdXf/63U/P3f+tc1qn+2GbxW/rOO05nlGvSDY/yAWoUBssdnpVUeWPvnvysOrFUcuBOLrCAU0D8oCSGEEGI5jBr8kkqlmDx5MpRKJSZMmIDnnnsOXl5e0Gq1SE1NxfHjx3H48GHY2NjgwIEDaN++fV3UnZiRTqeDRqOBlZUVfWNSA8qJHWXFhnJiZ2lZFciLsPTEx5Cp5ZgVOBHj/EeYu0oALC8nS2aqrDQ6bZUDZPpBtPLXVY/9XHlgreIAnEqjL6OCUv+6RgWtmQbaWtg2Rw/PQPRqE4JOLTtQ26oG/f2xoZzYUE7sKCtCmh6jBr/effddHDlyBJ999hkmTZpUZZn9+/fj/fffx7Rp07Bq1apaV5RYFrlcDqlUCh8fH9ja2pq7OhaLcmJHWbGhnNhZWlb/vfw9IlKj8YxzW3w27F2ILOTJgZaWkyVriFlpdNp/BsiqGDwzHHBTGwy6VTVrTfXYwJrBwJ1WBa1OW2UdnKwdEOoZhJ5eweji5gsrUa1W3WhUGmKbMgfKiQ3lxI6yIqTpMWrwq3///mjRogUOHTpUY7kJEyaguLgYZ8+eNbZ+xEJptVrI5XLY2tpCJLKMf8BZIsqJHWXFhnJiZ0lZXUu5iS+v/AiRQIjVw1fC29nLrPV5nCXlZOkoq5ppdVqotGqUqeSIzUzArZwYXM+4A5mqjC9jL7ZFd89u6OkVjED3TpBYScxYY/OjNsWGcmJDObGjrAhpeowa/OrSpQuGDx+O9evX11huyZIlOHPmDG7fvm10BQkhhJCGrFQlw5ITq1CkKMakzqPwfNfx5q4SIfVGo9MiJvs+rqVGITI1GkXKEn6btZU1Qjy6oKdXMEI8AmAjpieuEUIIIaRuGDXv3MXFBUlJSU8sl5SUhGbNmhlzCmLhNBoNCgsL0bx5c1hZ0e0L1aGc2FFWbCgndpaS1fbo/ShSFMPTsRUmdR5ttnpUx1JyaggoKzYVc+rWqhO6teqEBSHPIz5PivCUKISnRSOvrABXU27gasoNiEViBLbqjF5ewQhp3QUOEntzX0a9oDbFhnJiQzmxo6wIaXqM+kvv1asXjhw5gt9//x3jx1f9DfahQ4cQFxeHMWPG1KqCxDKp1WpkZ2fD3t6e3jBqQDmxo6zYUE7sLCGr25mxOJ90FQII8EroLEhEYrPUoyaWkFNDQVmxqS4noVCITq4d0cm1I14Mngpp/kNcS41CeGoUskpzcD3tFq6n3YJIIEQXd3/09ApGmGcgnGwczXg1dYvaFBvKiQ3lxI6yIqTpMfppj5MmTYJarcbEiRMxYsQIeHmVr1+SmpqKU6dO4dChQ7CyssJvv/0GX19fk1ecEEIIsWQKjRLLTn6CHFkeRnUYhPndp5u7SoRYJI7j8KgoDeGpUQhPiUJKcQa/TSAQoLNrx78HwoLgYtfcfBUlhBBCSINl1OAXAJw9exbLli2DXC6HQCAw2MZxHGxtbbF27VoMHz7cJBUlhBBCGpJtUftw/P5ZtLRzwf9GfQhbWs+IECbpxZm4lhqFiNRoJBY8MtjWsUV79PQKRi+vYLg5tDRTDQkhhBDS0Bg9+AUAubm52Lt3L65fv47s7GxwHAc3NzeEhoZi6tSpcHd3N2VdiQVRKpVIS0uDp6cnrK2tzV0di0U5saOs2FBO7MyZ1f3cRHx45r/gwOG9AYsR5BFQr+d/GtSm2FFWbEyZU7YsDxF/zwiLz0s02Na+eRv0bBOMnl7B8HRqVavzmAu1KTaUExvKiR1lRUjTU6sbnFu2bInFixebqi6kAREIBJBIJJVm/RFDlBM7yooN5cTOXFmptWp8F7kTHDgMaNfToge+AGpTT4OyYmPKnNzsW2CM3zCM8RuGfHkhIlKjEZ4ahZicBCQVpiCpMAV77xyGp1MrfkZYu+ZeDeZ3RG2KDeXEhnJiR1kR0vTUauYXIYQQQgz9evcofrt3DE7WDlj/7L/haO1g7ioR0ugUK0txPe0WwlOjcDsrDlqdlt/mbt+SnxHm49IOQoHQjDUlhBBCiCVgGvwaNGgQBAIBtm/fjjZt2mDQoEHsJxAIcO7cudrUkVggjuOg1WohEonoG5MaUE7sKCs2lBM7c2T1qDANy/9cDa1Oi7d6L0Cftt3r5by1QW2KHWXFpr5zkqnKcCP9DsJToxCdGQO1Vs1va2HrjFCvQPTyCoZ/yw4QCi1rIIzaFBvKiQ3lxI6yIqTpYbrtMTMzEwKBABqNhv+Zlbk7k5SUFKxZswYREREAygfyVqxYARcXlxr3u3TpEr799lvcu3cPQqEQgYGBeOuttxAUFGRQbsqUKbhz506l/UeOHIkNGzaY7DosjUKhgFQqhY+PD2xtbc1dHYtFObGjrNhQTuzqOyudTofvIndCq9OiR+tu6N0mpM7PaQrUpthRVmzqOyd7iR0GePfEAO+eUKgViM6MwbXUKNxMv4M8eQFOJpzHyYTzaGbtiFDPQPRsE4wANz9YCUV1XrcnoTbFhnJiQzmxo6wIaXqYZn6lpaUBANzd3WFlZcX/zMrT09O42tVSQUEBJk+eDJVKhTlz5kCr1eKnn36Cp6cn9u3bB4lEUuV+ERERmDNnDjp27IjJkydDo9Fg9+7dyM7Oxu7du9GtWzcA5d8YhISEoE+fPhgxYoTBMTw9PdGjR486v0Zz0Wq1kMlksLe3h0hk/g+PlopyYkdZsaGc2NV3Vkfjz2B79G+wFdtg/ah/w8WueZ2f0xSoTbGjrNhYSk4qrRq3M2MRnhqF6+m3IVOV8dvsJXbo0bobenoFoVurzpCIxGapo6VkZekoJzaU05OVKmX4Q3oRp6WX0M7RE2/3X0RZEdJEGLXml06ns7hp41VZv349fvzxRxw5cgQ+Pj4AgCtXrmDevHn45JNPMG3atCr3mzBhAoqKinD8+HH+m4Dc3FyMHj0aAQEB2Lp1K4DyWWXDhg3D6tWrMWnSpPq5KEIIIRYnqzQHy05+ApVWjYU9ZmKYTz9zV4kQ8hiNTot72fEIT41GZGo0ipQl/DYbK2uEeHRBzzbBCG4VABuxjRlrSgipC9myPByLP4OzSVeg1CgBAIGtOuP9gW+YuWaEkPpi1NMeBwwYgDFjxmDcuHHo3LmzqetkMseOHUNYWBg/8AUAffr0Qfv27XHs2LEqB7+KiooQFxeHefPmGUyBbdmyJUJDQ3H58mX+tQcPHgCAwfGbCo1Gg+LiYjg5OcHKqlYPDW3UKCd2lBUbyoldfWXFcRy+j9wFlVaNADdfDH2mb52dqy5Qm2JHWbGxxJyshCIEtuqMwFadsSDkecTlShGeGoWI1GjkyQtwJeUGrqTcgFgkRlCrzujpFYzurbvCXmJXp/WyxKwsEeXEhnKqLDH/IQ7Hn8a1lJvQcToAQLvmXniu4xAEOHWARqOhrAhpIoz6Sy8oKMC2bdvw888/o0OHDhg3bhzGjh2LVq1ambp+RisqKkJKSgpGjhxZaVtAQAAuXLhQ5X4ODg44efJklfd+FxQUGEyLTUhIAPDP4FdZWRns7Or2Q5KlUKvVSE9Ph62tLb1h1IByYkdZsaGc2NVXVueSruJudjzEIjFe6THT7GtdPi1qU+woKzaWnpNQKERnt47o7NYRLwZPgTT/IcJToxGeGoWs0hxEpt1CZNotiIQidHXzQ0+vYIR6BsLJxtHkdbH0rCwF5cSGcirHcRyiM+/hcNyfuJd9n3+9m3snjPMfjq7u/vyaXw72Dk06K0KaEqNue8zPz8eJEydw9OhRREdHg+M4CIVChIWFYfz48RgxYgTs7e3ror7M7t+/j7Fjx+L999/HnDlzDLZ98cUX2Lp1K65fvw5HR7YPMnFxcZgwYQL69euHzZs3AwDeeecdnDlzBs8++yyOHz+OsrIytGnTBkuWLMFzzz1n8msihBBiWfLlhVh6YhXK1HLMCpyEcf7DzV0lQoiROI7Dw8I0hKdGITw1CqnFGfw2gUCAzq4d0dMrGGFeQXCxbW6+ihJCqqTRavDXo0gciT+NlKJ0AIBQIESftj0wzm8YvJ3bmLmGhBBzMmrhLhcXF8ycORN79uzBmTNnsHTpUnTo0AHXrl3De++9h759+2LZsmW4cOECdDqdqevMRCaTAUCVM7isra0BlM/UYj3W8uXLAQALFy7kX3/w4AFkMhlKSkqwdu1afP7557C3t8fSpUtx6NChWtVfrVZDoVDwPysUCqhUKgDla67J5XJotVoA5VOc5XI5X1apVPJlOY6rdVn9+KhSqYRSqTQoq38CqFarNSirUqn4sgBqXVbfjlQqVaVc1Gq1QS76slVlWLGs/lrNmbf+WivmXZcZPl728VwqlmXJ0BR5P55LY8y7ulxMnTf1EfXfR2y58QvK1HK0b94Go3wG1kne1EdQH0F9RP3kzXEc3G1aYGrAc/jy2Y+wbvj7mOI/Gu2d24DjONzLvo8tN3/BosMr8f7ptThw5wQyi7PNnjf1EdRHNPU+okwlx/47x7D42IfYFLEdKUXpsBFZ4znfIdj43CdYFDITHnZutc7bXP/WIISYRq1XrW/dujUWLlyIw4cP4+jRo1i0aBE8PDxw7NgxLFq0CAMGDDBFPZ8ay4Q2lltT5HI5Xn31VcTFxWHhwoUICwvjt02bNg0fffQRNmzYgOHDh2Py5Mn45Zdf0KZNG6xbt47vwIyRn5+P5ORk/ueUlBTk5uYCKO88pVIp3ykWFBQYlE1NTUVOTg6A8s5TKpXyA31FRUVITEzky6anpyMrKwtAeccrlUpRWloKACgpKYFUKuXLZmZmIjMzE0D5m5NUKkVBQQEAoLS0FFKplH8zyMrKQnp6Or9vYmIiioqKAJQPOkqlUv5NJycnB6mpqXzZ5ORk/rhyuRxSqZR/I8nNzUVKSopB2fz8fAD/PLJY/0aSl5eHR48e8WUfPXqEvLw8AOVvbFKplH/TrCpDfd76DPV5FxYWIikpiS+blpaG7OzyD79arRZSqZQffM3Pzzc4T0ZGBp8hx3EGeesz1LfdzMxMZGT8862zVCpFcXGxQVl9G8vKyjJ4CmtVeevLVsw7KSkJhYWFBhlWl/fDhw/5vPVtQH9t+fn5ePjwIV+2qjarf9OvmGFqaioyMzORnJzM17e6NpuWlsa3WX3e+gyLi4sN2qyp8pbJZAYZZmdnG+T9eIb6Nqtv37m5udW2b32GT9NmS0pKkJycjJycHIvuI/QZlpSUGORdn32EPl/9tZq6jzgTdwkRadEQCYQY0aIPVMry4z5NH1FXbfZp+oiioiKDNmCpfYT+96jP0Bx9RFpaGpKTk/lrs8Q+Qp+hOT9H6I9XUFBg0X2Evmx1nyOsVVYIsvXDmhHvYeNzn2BU6wHwdvICACTkJWFvzGG8eeLfWP7H59gb9Tuux0UZZMjyOUL/O9b/LVtiH2EJnyP0f2P69mKpfYS5P0dkZWUZZGqpfYSpPkfEJMdjR/R+vHrkPfwScxT58kI42zTDZL9n8WbH2ZjRZQJa2rtU2Ufk5uYiOTmZ/51b8r81CCGmYdRtjzV58OABzp49i927dyMzMxMCgQCxsbGmPAWTuLg4jB8/Hh9++CFmzZplsE1/22NUVFSNa3QVFxfjlVdewc2bNzF58mR89tlnTANmX3/9NTZu3IjDhw/Dz8/PqPqr1WpotVrY2JQ/cUihUEAoFEIikUCn00GpVEIikUAkEkGj0UCtVvOz3JRKJQQCASQSCTiOg0KhqFVZGxsbCAQCvvO2traGUqlEeno6WrVqBVtbW2i1WqhUKr6sSqUCx3H8LDu5XA6xWAwrKyujylpbW0MoFEKlUkGn0xnkIhKJIBaL+Vz0ZavKsGJZ/bXWVd5lZWXIysqCp6cnJBJJlWX111ox77rM8PGyj+dSsSxLhqbIW6lUQqPRIC8vD+7u7tDpdHXWvs2Rd3Vt1pi8BQIBsrOz0bJlSwiFQovtIyrmbY4+QqVSIS0tDe7u7rCzszNpm80tzsPKs2tQpCzBxE6jMKHjiAbbZuVyOTIzM9G6dWtYW1tbbB+hz6Wu23dNeatUKuTn56NVq1bQarUW2UfUVLa++gigfIDE1dUVACy2jzC2zZaoZQhPjcK1lJuIy5WCwz8fpb2cPNDTKxjBbp3RrrkXrK2ta8xb30+5ubnB3t7eIvsIS/gcoVAokJGRAQ8PD9jY2FhsH2HuzxEymQzZ2dn8505L7SNq+zkipSgdh2JO4WrqDWj/XsS+taM7xvgOw8D2PSGE8Il5cxyH3NxcuLm58dss9d8ahBDTMMng16NHj3D06FEcP36cH723tbXFiBEjMH78ePTu3bvWFX1axcXFCA0NxaJFi7BkyRKDbUuXLsWlS5cQGRlZ7f55eXl46aWXEBsbi+nTp+Pjjz9mXsR4165dWLVqFfbu3Yvg4OBaXQchhBDLsyl8O84nX4WnYyusHfkexCKxuatECDGDYkUJItNuITw1Cney46HV/TPr393BFT29gtHLKxg+Lu0a3MMwCLEkHMfhbnY8jsT9iejMGP71zq4dMc5/OII8AiAU1PqmJkJII2b0oy2ysrJw/PhxHD16FDExMfyi93369OEXvdePbJuDk5MTvLy8cO/evUrbYmJi0KVLl2r3LS0t5Qe+5s6di5UrV1Yqk5WVhfnz5+PZZ5/F4sWLDbbpp6l6eXnV8iosF8dx4DgOAoGAPszVgHJiR1mxoZzY1VVWtzJjcD75KgQQYFHYrAY/8EVtih1lxaYp5eRk44ihPv0w1KcfZKoy3Ei/g/DUKERnxiCrNAeH4/7A4bg/0MLWGWFeQejpFQz/lj4QCsv/kd6UsqoNyolNY8xJq9PiaspNHIn/E0kF5bcjCgQC9PQKxji/4ejQwtuo4zbGrAghNTNq8GvmzJmIioriO42OHTtiwoQJGDt2LNzc3J58gHoyYsQIbN++HVKpFD4+PgCAK1euICkpCS+99FK1+61atQqxsbGYM2dOlQNfAODu7o7i4mLs27cPc+fOhYODA4Dy+9oPHDiAnj178tP9GyP9Pe8+Pj40JbcGlBM7yooN5cSuLrJSqBX44fpuAMDIjgPh19LHJMc1J2pT7CgrNk01J3uJHQZ498QA755QqBWIyryH8JQo3My4izx5AU4knMOJhHNoZuOEUM9A9PIKRnvHNniYlFynWek/r3P6GzQ5DjpwAFf+M4d/tpf//xPK89vKy/+zzXB7pfL8f+PvswIcp+PLAIDu71vY9OU46MBxgFKpQGlOMXp0CmlSbeppNaa/PYVagbNJV3As/gxyysrX3JKIxBjcvg+e8xuKVg61+3dWY8qKEMLGqNse/f390bJlS4wZMwYTJkyAv79/XdSt1vLz8zFmzBiIRCLMnz8fSqUSmzdvRtu2bbF3715IJBKkpKTg5s2bCAkJQZs2bSCVSjF69Gg4OTlh5cqVEIlElY47fvx4AMDp06fx+uuvo2PHjpg6dSpkMhl27doFtVqNPXv28ANujZFGo0FpaSkcHBxgZWX0BMJGj3JiR1mxoZzY1UVW227+iuMJ59DSzgVfjvoQNmLzzXA2FWpT7CgrNpSTIZVWjduZMQhPjcb1tFuQqf95iputlQ1srKwhEAgeGyDCP4NJxg5Q/b29sfFy8kCYVyBCPYPwjHNbmrFTQWP42yuUF+FEwnn8Ib0Imap8EX0naweM6jgIIzoMhJO1g0nO0xiyIoQ8HaMGvy5evIh+/frxU7YtWWJiIlavXo3r16/DxsYGAwcOxLvvvgsXFxcAwIEDB7By5UqsXr0akyZNwp49e/Cf//ynxmPGx8fz//v06dP4/vvvERcXBxsbG4SFhWHp0qWNeuCLEEKaovu5ifjwzH/BgcN7A95AkEdnc1eJENLAaHRa3MuOR3hKFCLTbqFIWWLuKjETQIDy/y+/Taz8/wAIBBBCAAjKf/5nO/5+7Z+fBX+XEz5+rErlAYFA+Fj58vNnl+byi5sDgIttc/Tw7IYwzyB0du0IKxENYDRkacWZOBJ/GheTw6HRlT/p0sPBDWP8hmGgd09IrCRmriEhpKEz+dMeSdNA35awoZzYUVZsKCd2psxKrVVj+R+rkVqcgQHePbG451zTVNICUJtiR1mxoZzY6HQ6JBekoqS0BPb2dn8P3gggqDDABAEeG1zSDw4J+IGkx3+uXL7ysdgHrwzLm5NGo0FWQQ4SSpJxM+MuojLvQalR8tvtxLYI8eiCUK9ABLUKgG0jmJVrjIb2t8dxHOJyH+Bw3J+4kX6Hf923xTMY5z8cPVp3q7PJFg0tK0JI7dFfOjGKWq1GamoqfHx86A2jBpQTO8qKDeXEzpRZHYw9idTiDDSzdsSLQVNMVEPLQG2KHWXFhnJiIxQK4WHnirKMYni6taJ1h2qgVqtRkJWHnj5BGPRMb6i0atzNikNE2i3cSLuNImUJ/noUib8eRcJKaIWu7v4I9eyGHq27obltM3NXv940lL89nU6HiLRoHIn7Ewn5yQDKB1m7e3bDOL/h8Het+ztoGkpWhBDToZlfxCj0hBQ2lBM7yooN5cTOVFk9KkzD8j8+h5bTYUmfBejdprsJa2l+1KbYUVZsKCd2lBWbmnLS6XS4n5eE6+m3EJEajczSHH6bAAJ0bNEeoZ6BCPUKRGtH9/quer2y9Pak0qhwPvkqjsaf4X9PYqEVBnj3wli/oWjt1Kre6mLpWRFCTI8GvwghhJBq6HQ6vH9mLaT5D9HDMxDv9H2FPiQTQoiF4jgOacWZiEiLRmTaLUjzHxps93RqVT4Q5hkIH5d2EAosf/3ixqBYWYpTCedx8sEFlChLAZQ/HXVkhwEY1XEwmts4mbmGhJCmgAa/iFFUKhUyMzPRqlUrSCS0AGV1KCd2lBUbyomdKbI6Gn8a26P3w05siy+f/Qguts1NW0kLQG2KHWXFhnJiR1mxMTanvLICXE+7jevpt3A3K95gwXxnm2bo4dkNoZ5B6OLm2ygWzLe09pRZmoOj8adxPukqVFo1AMDVvgWe8x2CIe37mPWJyZaWFSGk7jX8Xp6YBcdx0Ol0jfIx2qZEObGjrNhQTuxqm1VmaQ723jkMAJgdOKlRDnwB1KaeBmXFhnJiR1mxMTanFnbOGNlxIEZ2HAiZqgxRGfcQmXYLURl3UaAowp/SS/hTegm2YhsEe3RBmGcggjwCYCdumOuvWUp7epCXjMNxfyI8NQocyuvS3rkNxvkPRy+vEIiEIrPWD7CcrAgh9ceomV8vvvgipkyZghEjRsDa2rou6kUIIYSYDcdx+OT8V7ibHY8AN198NOgtut2REEIaCbVWjbvZ8YhMvYXI9NsoUhTz20RCEbq6+aGHZyB6eHZrtF98mJqO0+Fm+l0ciT+N2JwE/vVgjwCM9RuOADdfeh8lhJiVUYNf/v7+EAgEsLe3x+jRozFp0iQEBQXVQfUIIYSQ+nc28TK+i9wJiUiM/478AK0c3cxdJUIIIXVAx+nwIC8ZkWm3EJEWjYySbIPtHV28EeoVhFDPQHjW44LsDYVaq8alhxE4En8aacWZAMoHEPu1DcVYv2Fo29zTzDUkhJByRg1+3bp1CwcOHMDJkydRVFQEgUCA9u3bY9KkSRg/fjxcXV3roq7EgsjlckilUvj4+NCjuWtAObGjrNhQTuyMzSpfXoilJ1ahTC3H7MDJGOs/rA5raX7UpthRVmwoJ3aUFZv6zCmtOBORabcQmRqNhPxkg22tHd35BfM7tPC2uAXz6zOnUpUMfz64hBMJ51D498w5W7ENhvv0x+iOQ+Bi17xOz19b9LdHSNNTqwXvVSoVzpw5g0OHDuHy5cvQaDSwsrJCv379MGnSJAwePBhisdiU9SUWQqPRoLi4GE5OTrCyoqXjqkM5saOs2FBO7IzJiuM4/Pfy94hMuwUfl3b4dOg7FrE2SV2iNsWOsmJDObGjrNiYK6d8eWH5gvlpt3AnOx5anZbf1tzGCT1ad0OoVyC6uPlBLDL/v3nqI6ccWR6O3T+LM4mXodQoAQAuts0x2ncIhj3TD3aShjGQRH97hDQ9JnvaY15eHo4cOYJTp07h1q1b4DgOzZo1w9ixYzF16lT4+vqa4jSEEEJInbmWchNfXvkRIoEQX4xYiXbNvcxdJUIIIRagTCVHdOY9RKTdQlT6Xcg1Cn6bjZU1gj26INQzECEeXRrMANDTSCpIweG4P3A15SZ0fz81s20zT4z1G4a+bXs0iqdlEkIaN5MNfuk9ePAAe/fuxe7du6HTlXeMAoEAYWFhePvtt9G1a1dTno6YiVarRWlpKRwcHCASNe5ZEbVBObGjrNhQTuyeNqtSpQxLTnyMImUJJncejeldx9ZDLc2P2hQ7yooN5cSOsmJjaTmptWrcy05AZFo0rqfdRoGiiN8mEorQxc0XPVqX3x5Zn7f/mTonjuNwKzMWR+L/wJ2seP71ru5+GOs3HIGtOjfYRewtrU0RQuqeSQa/MjIy8Pvvv+Pw4cNISkoCAH4x/O7du+PkyZO4cOEChEIh/u///g/DhjXu9VOaArpPng3lxI6yYkM5sXvarL4J/xkXkq/B06kV1o54zyJuYakP1KbYUVZsKCd2lBUbS85Jx+mQmP8IEWnRiEy7xS/6rufj0g6hnoEI8wyCp1OrOh0sMlVOGp0WVx5dx5G4P/GwKA0AIBQI0btNCMb6DcczLm1NVWWzseQ2RQipG0YPfpWVleHkyZM4dOgQrl+/Do7jwHEcQkNDMXnyZIwaNQo2NjZ8+ePHj2Pp0qVo3749Tpw4YbILIObBcRy0Wi1EIlGD/canPlBO7CgrNpQTu6fJ6lZmDD678DUEEOCToW/Dt+Uz9VRL86M2xY6yYkM5saOs2DSknNKLMxGZdhuRabeQkJcEDv/8U8vDwQ2hXoHo0ToQvi3aQyg07YL5tc2pTC3HGellHL9/FnnyAgCAtZU1hrbvg9F+Q+Fm38Kk9TWnhtSmCCGmYdTg19tvv40zZ85AoVCA4zi4ublh4sSJmDx5Mtq2rf6bgMDAQADlT4skhBBCLIFCrcCyk58gpywfz3YcjHkh08xdJUIIIY1AgbwIN9JvIzLtNu5kxUGj0/Dbmlk7ortnN4R5BqKLuz8kZpxtnC8vxPH75/Cn9CLk6vK1zJrZOOHZjoMwwmcAHKztzVY3QggxFaMGv/z9/WFlZYXBgwdjypQp6N+//xO/uVAqlZg7dy4CAwOxYsUKoytMLINKpUJWVhbc3d0hkUjMXR2LRTmxo6zYUE7sWLPaevNXnEg4B1c7F/xv1IewEdtUW7YxojbFjrJiQzmxo6zYNIac5GoFojPvITL1Fm5m3EWZWs5vs7ayRnCrAIR6BiK4dQAcJMYNNj1tTilF6TgSdxqXHkXwT7Js7eiOsX7D0N+7p1kH5OpaY2hThJCnY9RjOZYvX47x48fDxcWFeR9ra2vs2bPHmNMRC8RxHNRqNUz8vIRGh3JiR1mxoZzYsWR1PzcRJxPOAwAWhs5scgNfALWpp0FZsaGc2FFWbBpDTrZiG/Ru0x2923SHRqtBTE4CItNuITLtFvLlhbiWehPXUm9CJBCis1tHhHoGoYdnN7S0Y//3FktOHMfhXvZ9HIn/E1EZ9/jXO7l2wFi/4Qhp3QVCgWlvx7REjaFNEUKejlEzvzZu3Ah/f/8nLly/b98+3Lx5E6tXrza6goQQQkhdUGvVePePz5FWnImB3r3wes8XzV0lQgghTQzHcUgseITItGhEpt5CSnGGwfZnnNsi1LP8yZFtmrU2en0qrU6L8NQoHIk7DWnBQwCAAAKEeQVhnP9wdGzRvtbXQgghlszo2x7HjRuHtWvX1lhu8eLFuHTpEq3xRQghxOL8cucI9sccRzNrR6x/9t+0pgkhhBCzyyjJ5meE3c9NNFgw393B9e8nRwbCt8UzTAvmKzRKnEu8gmP3zyBblgcAEIvEGOzdG2P8hqKVo1udXQshhFgSpsGvH374AXL5P/elf/vtt/D19cXQoUOr3aekpAT79u2Dvb09rly5YpraEoshl8uRmJiIZ555hh4PXAPKiR1lxYZyYldTVg8LU7Hij9XQcjos7fMyerUJMVMtzY/aFDvKig3lxI6yYtNUcypUFONm+h1EpN3CncxYqB9bMN/J2gHdW3dDqGcgurn7Q2IlMchJKVDjZMJ5/PHgIkpVMgCAo8QeIzsOwqgOA+Fk42iuy7IITbVNEdKUMa35pVar8e2330IgEIDjOAgEAiQkJOD+/ftP3HfGjBm1riSxPGKxGK1atYJY3HgXwjQFyokdZcWGcmJXXVZanRbfReyEltMh1DMQPb2CzVRDy0Btih1lxYZyYkdZsWmqOTW3ccKQZ/piyDN9oVArEJ0Zg8i0W7iZfgfFylKcS7qCc0lXYC2SINCjM7q36opmdg74+c5+XHoYzg+WuTu4YozvUAxq3xvWVrS4O9B02xQhTRnTzC+VSoUff/wRHMeB4zh888038PPzw/Dhw6vdx9raGt7e3hg2bJjR96YTQgghpnYk7jR23NoPO7Etvnz2I7jYNjd3lQghhBBmGp0WsY8tmJ9XVlBluQ4u3hjnPxxhnkFMt0gSQkhjZtSaX0OGDMGIESOwYsWKuqgTaQC0Wi3KyspgZ2cHkUhk7upYLMqJHWXFhnJiV1VWmaU5ePvkJ1Bp1VgUOgtDnulr5lqaH7UpdpQVG8qJHWXFhnKqHsdxSCpIQWTaLUSkRSO1KAPBHgEY5z8CnVw70CSEalCbapx0Oh3279+Pw4cP4/79+5DJZGjevDm6deuGqVOnYvDgwZX2USqVKCgoQKtWrZ76fF9//TU2btyIrVu3ok+fPjWWXbFiBQ4ePIg//vgD7dq1e+pzPU6pVKJ///5QKBS4cuUKHBwcqi37ww8/4H//+x8++ugjzJw586nOk5ycDG9vb/7nIUOGQKPR4OLFi8ZW3ayM+grg7NmzNPDVxKlUKjx8+BAqlcrcVbFolBM7yooN5cSuYlYcx+H7yJ1QadXo4uaHwe1r/pDSVFCbYkdZsaGc2FFWbCin6gkEAjzj0hbTu47FpwPfxgedX8W/Quejs1tHGviqAbWpxken02Hx4sX48MMPYWdnh4ULF+Lf//43nn/+eSQkJGDRokX49NNPDfa5c+cORo4c2eDWKLe2tsaYMWOgVCrxxx9/1Fj20KFDsLGxwbhx457qHB999BFeeuklg9fee+89fPjhh09dX0vBtObX1atXAQAhISGwtrbmf2bVu3fvp68ZsWjW1tbw8/Ojb0qegHJiR1mxoZzYVczqbOJl3Mu+D4lIjIWhM+kfBX+jNsWOsmJDObGjrNhQTmysra3h7+9POTGgNtX4nDp1CmfOnMGbb76J119/3WDbwoULMXv2bOzYsQOjR49GSEj5g47i4uKQkZFhjurW2pQpU7Br1y4cOXIEkyZNqrLM7du3IZVKMX78eDg6Pt1DLs6fPw8rK8PhomHDhhldX0vANPg1b948CAQCHD9+HO3bt+d/ZiEQCBATE1OrShLLIxQKae0ABpQTO8qKDeXE7vGs8ssKsf3WfgDA813HoZWDqzmrZlGoTbGjrNhQTuwoKzaUExvKiR1l1fhcv34dAKq8tVEikWD+/Pl48803ERkZyQ9+NWSdO3dG586dce3aNWRnZ8PNza1Smd9//x0AMHXq1PqunkVi+osPDQ1Fjx49+MfA6n9m+U/37t3r9AKIeahUKqSlpdFU4SegnNhRVmwoJ3b6rJRKJTbf3Au5WgEfl3YY3XGIuatmUahNsaOs2FBO7CgrNpQTG8qJHWXV+OjXvdqzZw80Gk2l7cOHD8e9e/fwyiuvAChfg+uDDz4AAKxcuRJ+fn582ezsbHz22WcYOXIkunXrhm7dumH06NH45ptvqjx2fn4+3nnnHfTo0QPBwcFYsGABbt++zVTvI0eOYNq0aQgKCkJwcDBmzpyJs2fPMu07ZcoU6HQ6HD9+vNI2lUqFo0ePwtvbG6Ghofzrhw8fxvTp0xEUFISgoCBMnz6dHyQDgNTUVPj5+SErKwtpaWnw8/PD119/DaB8za8BAwbwZb/++mv4+fkhISEBH330Efr27YuuXbti3LhxOHToUKU6SaVSvPnmm+jVqxeCg4Px8ssvQyqVonPnzvWyrBbTzK8dO3bU+LMlS0lJwZo1axAREQEAGDRoEFasWAEXF5ca97t06RK+/fZb3Lt3D0KhEIGBgXjrrbcQFBRkkuM3dBzHQaFQwIjnJTQplBM7yooN5cROn1V4WjSup92CSCDEq6Gz6ZveCqhNsaOs2FBO7CgrNpQTG8qJHWXV+EyaNAnbt2/Hr7/+inPnzmHIkCH8ZBxPT89Ks/2mT58OkUiE3377DdOnT+cn7ZSUlGD69OkoLi7GjBkz0LZtWxQWFuLQoUPYsGEDFAoFli1bZnDuDz/8EO3atcPixYtRXFyM7du3Y+bMmdi+fTuCg4OrrfO6deuwefNm9O3bF0uXLoVSqcSxY8fw6quvYuXKlZg7d26N1zx27FisWbMGhw8frlT2woULKCwsxIIFC/jXPvnkE+zcuRMBAQFYvHgxAODo0aN49913cefOHXzwwQdwcXHB2rVr8dlnn0EoFFYaGKzKK6+8Ajc3N7zyyitQqVT4+eefsXz5cri5ufEPApBKpXj++eeh0Wgwe/ZstGzZEidPnsSMGTOg0+lqPL7JcLWg0Wi4Bw8eGLz26NEj7vTp05xCoajNoU0iPz+fGzx4MNe3b1/u+++/5zZt2sR1796dGzduHKdUKqvdLzw8nPPz8+PGjBnDbd26lfvxxx+5wYMHcwEBAdytW7dqfXxCCCH1o1hRwi04+A43de8i7pc7h81dHUIIIYSQeqfT6Ti5Qm2x/9HpdCa5zps3b3IjR47kfH19Df4zfPhw7v/+7/+4kpISg/K//vor5+vry+3fv59/7eeff+Z8fX25kydPGpQtKiriAgICuOeee45/bcOGDZyvry83ceJEg/GP2NhYzt/fn5s+fTr/2vLlyzlfX18uOTmZ4ziOu3XrFufr68v95z//MTiPSqXiZs+ezQUEBHAZGRlPvOalS5dyvr6+nFQqNXj9tdde4wICAricnByO4zguMjKS8/X15ebMmcOpVCq+nFKp5GbOnMn5+vpy4eHh/Ov9+/fnBg8ebHDMwYMHc/379690/fPnzzf4HYaHh3O+vr7c0qVL+dcWLlzI+fn5GYynaDQabsGCBZyvry+3fPnyJ15rbTHN/KrK+fPnsXLlSrRr1w579+7lX79x4wZWrFiBli1bYv369QZT7Orbtm3bkJmZiSNHjsDHxwcAEBgYiHnz5uHQoUOYNm1alft9/vnn8PDwwK+//srf6jlhwgSMHj0a69evx9atW2t1fEIIIfXj5+jfUKQsgZeTByZ2GmXu6hBCCCGE1CuO47B841+ITc43d1Wq1cnbBWsW96v1w4iCg4Nx/Phx3LhxAxcvXkRkZCTu3r2Lhw8fYtOmTfj999+xc+dOtG7dutpjzJkzB8899xycnZ0NXs/Pz4ejoyNKS0sr7bNgwQJYW1vzP/v7+6N///64cOECcnJy4Opaea3Zo0ePAgBGjx6N/HzD383o0aMRHh6Oc+fO4YUXXqjxmqdMmYKjR4/iyJEj+Ne//sXX9cKFCxg0aBBatmwJADhx4gQA4PXXX4dYLOb3l0gkeOONNzBnzhwcP34cYWFhNZ6vKmPHjjX43XXp0gUAkJubC6B8Nt1ff/2Fvn37olu3bnw5kUiEV199FRcvXnzqcxrDqHs/bt26hddeew1FRUVo06aNwbYOHTrg2WefRX5+PubNm4d79+6ZpKLGOHbsGMLCwviBKQDo06cP2rdvj2PHjlW5T1FREeLi4jBq1Ch+4AsAWrZsidDQUERFRdXq+I2FQqFAbGwsFAqFuati0SgndpQVG8qJXcSjaFxMDocAAiwKnQWxSPzknZogalPsKCs2lBM7yooN5cSGcmJHWTVeQqEQoaGhWLZsGfbu3Yvw8HCsX78eHTt2RFpaGj7//HOmY2zZsgVvvPEGxo8fj5CQEIwcORL5+flV3qL3+HiAnre3NwDg4cOHVZ4jKSkJADBr1iz07t3b4D///ve/AQBpaWlPrGuvXr3g5eXFD6YB5eMUarXaYKH7R48eASgfr6moY8eOAMrX+zKGfoBNTyKRAACf1aNHj6DRaNC+fftK+1ZVn7pi1Myvb7/9FhzHYdOmTZWeptClSxesX78e586dw6uvvopNmzbhm2++MUlln0ZRURFSUlIwcuTIStsCAgJw4cKFKvdzcHDAyZMnDQa+9AoKCvjH4Rp7/MZCJBKhZcuW9HjgJ6Cc2FFWbCgnNnK1AlujfwUAjPQZAN+Wz5i5RpaL2hQ7yooN5cSOsmJDObGhnNg1pawEAgHWLO4HpUpr7qpUy1oiqtWsr7KyMnz//fdwd3fHjBkzDLbZ29tj9OjR6NevH4YOHYqrV6/WeKzbt29j/vz50Gg06NWrF/r374+OHTsiJCQEs2fPrnLwq6r1ZLm/15Ozsqp6yEV/nI0bN8Le3r7KMh4eHjXWFSj//U6aNAkbNmxAdHQ0goKCcOjQIbRq1Qr9+/evVJ+a6qIftHpaT1pPV61WA4DBjDM9Gxsbo85pDKMGv2JiYtC9e/cqHyOqN3jwYAQFBfGPHK1vWVlZAAB3d/dK21xdXVFSUoKSkhI4OjoabBOJRPwo7ePi4uJw8+ZN9OvXr1bHbyzEYnGV0zeJIcqJHWXFhnJ6Mp1Ohw3XtiBPXgBX+xaYETjB3FWyaNSm2FFWbCgndpQVG8qJDeXErqllJRAIYGNt9IpHFs/Gxgbbtm2Do6Mjpk6dWuUgi5OTE1q3bo28vLwaj/Xll1+itLQUhw8fhq+vL/+6Wq1GQUEBmjVrVmmfR48e8bOn9BITEyEQCNCuXbsqz+Pl5QWgfOyg4kP1Hj58iMTERNjZ2dVYV71JkyZh48aNOHr0KJo1a4a7d+/itddeMxiUatu2LQDgwYMHlW5tTEhIAIAabwetjXbt2kEgEPCz3R6XmJhYJ+esilG3PZaUlDA9zdDd3R1yudyYU9SaTCYDgCpncOnvxy0rK2M+1vLlywEACxcuNPnxq6JWqw2m4SoUCv5RvDqdDnK5HFpt+ei9RqMxyFmpVPJlOY6rdVn9KLFSqYRSqeS35efn8z9rtVqDsiqVit8GAHK5nH8srDFl9aPRKpWqUi76kWR9LvqyVWVYsaz+Wusqb6VSifz8fIOfK5bVX2vFvOsyw8fLPp5LxbIsGZoib6VSCYVCAZlMxudQV+3bHHlXl4sxeavVashkMigUCovuIyrmXZ99xLab+3Aj/Q7EQivMD5gK/P1FpyX2EZbQZlUqFfLz8w1+tsQ+whLylsvlkMlkfA6W2EfUVLa+MlSpVJDJZFAqlRbZR1jS5witVouCggL+Z0vsIyzhc4RarUZ+fr7Bz5bYR5j7c4RCoUBBQQF/PZbaR1jC5wilUgmZTMb37ZbaRxA2QqEQkydPRk5ODtasWcO3hcdFRkbi/v37GDVqlMF+wD8zn4Dyu71sbGwqDVrt2LEDCoWC/z09bvfu3QYzq6Kjo3H58mX06tWr0tphevp6fP311wb1VavVWLlyJRYtWsRPuHkSDw8P9O3bF6dPn8aJEycgEAgwefJkgzL6O9a++eabSufbtGmTQRmgfFKQqZ7C6OzsjN69e+Ovv/7iB9qA8r/zLVu2mOQcLIwa/PLy8kJUVBT/x10VrVaLO3fuME3Vqws1TevTY5laKZfL8eqrryIuLg4LFy7kR0lNdfzq5OfnIzk5mf85JSWFXzBOrVZDKpXynWJBQYFB2dTUVOTk5AAo7zylUik/EFdUVGQwupqens7/Uel0OkilUn4Rv5KSEkilUr5sZmYmMjMzAZS/MaSnp6OwsBAAUFpaCqlUyv+BZGVlIT09nd83MTERRUVFAMoHBaVSKf9Hl5OTY3B/cXJyMgoKCgCU5y+VSvm2lpubi5SUFIOy+gUCFQoFpFIp/0aSl5fH39sMlI/I60f6VSoVpFIp/0ZYVYb6vPUZ6vMuLCw0GLVOS0tDdnY2gPJ2L5VK+cHRgoICpKen83XKyMjgM+Q4ziBvfYb6tpWZmYmMjAz+PFKpFMXFxQZl9Z1vVlaWwT3hVeWtL1sx76SkJP73qM+wurwfPnzI561UKg0yzM/PN7invao2q3/Tr5hhamoqsrOzkZSUxP/Oq2uzaWlpfJvV563PsLi42KDNmipvmUxmkGF2drZB3o9nqK+/vn3n5uZW2771GT5Nmy0tLUVSUhLy8vIsuo/QZ1hSUmKQd133Eb/fOYWT0vMAgJeDX4C1TMRnaIl9RF212afpI0pKSpCens7X31L7CH2b1Wdojj4iPT0dSUlJfPuwxD5Cn6E5P0cUFRXx12xpfYSlfY5QqVQW30dYwueIsrIypKen8+3FUvsIc3+OyMnJQVpaGv+zpfYRlvA5Ii8vD0lJSfxxLbWPIOzefvtthIaGYseOHXjuueewfv167Nu3D7t27cKyZcswd+5cdOrUCW+99Ra/j36tqsOHD2Pfvn1Qq9UYOnQo5HI55s2bh927d2PXrl145ZVXsGbNGtjY2KC0tLTSWEBMTAzmzp2LvXv34n//+x/mzZsHJycnfPjhh9XWt3fv3pgyZQr++usvTJs2DT/99BN27NiBGTNm4MaNG5gxY4bB4vBPMmXKFGRkZODnn39Gnz59+Jllej179sT06dNx7do1/nw//fQTpk2bhoiICMyYMcPgYYUtWrRAdnY2tmzZgujoaOZ6VGflypWQSCR4/vnnsX79euzcuRPz58/HqVOnANRu7ISZMY+I/Prrrzk/Pz/unXfe4ZRKZaXtKpWK+/DDDzl/f39u3bp1xpyi1mJjYzlfX19ux44dlbatXr2a8/X15WQyWY3HKCoq4p5//nnO19eXW7lypcHjO01x/JqoVCpOLpfzP8vlcj5rrVbLlZWVcRqNhuM4jlOr1VxZWRlfVqFQ8GV1Ol2ty+qvW6FQ8I9w1Wg0XGFhIb+vRqMxKKtUKg0e91pWVsap1Wqjy2q1Wr5sxVz0j2rV56IvW1WGFcvqr7Wu8lYqlVxhYSFfp6rK6q+1Yt51meHjZR/PpWJZlgxNkbe+bSkUCr4OddW+zZF3dbkYk7dareazsuQ+omLe9dFHRGfc46b/8ho3de8i7re7xzitVssVFRXx+1piH2EJbValUnGFhYUG/ZYl9hGWkHdZWRmnUCgM/h6fNu+67iNqKltfGapUKv51S+ojnpS3OfoIrVbLFRcX8/taYh9hCZ8j1Go1V1hYaNBvWWIfYe7PEQqFgisqKuJ/ttQ+whI+R+hfU6lUFt1HkKej1Wq5/fv3cwsWLOD69u3LBQQEcN27d+emTZvGbd26tdLYhUql4pYuXcoFBgZyQUFBXGJiIqdWq7mNGzdyw4YN47p06cL17duXmzVrFvfnn39yX375Jefr68tdu3aN4ziO27BhA+fr68uFh4dzr7/+OhcUFMSFhIRwb7zxBpeUlGRwruXLl3O+vr5ccnIy/5pOp+N+/fVXbvLkyVxgYCAXEhLCTZo0ifv1118Nxh5YKJVKrmfPnpyvry937Nixasvt27ePmzx5MtetWzcuODiYe+GFF7jDhw9XKnf58mVu2LBhXEBAALdy5UqO4zhu8ODBXP/+/fky+uu/fPmywb5qtZrz9fXlZs2aZfB6bGws9/LLL3PBwcFcUFAQ98orr3BnzpzhfH19uQ8//PCprtcYAo5jmMJUQWlpKaZMmYKHDx+iefPm6NOnDz/DKzMzE9euXUNeXh68vLywf/9+ODk5mXzQ7kmKi4sRGhqKRYsWYcmSJQbbli5dikuXLiEyMrLa/fPy8vDSSy8hNjYW06dPx8cff2wwGlnb4xNCCDGd1KIMvH9mLeRqBQa064nXe75YP98gEUIIIYQQQmqUk5ODli1bVvp8fvPmTbzwwgtYvHgx3njjjTqtg1G3PTo4OODnn3/GoEGDUFBQgGPHjmHz5s3YvHkzjh49itzcXPTt2xc7d+40y8AXUL6gnZeXF+7du1dpW0xMDLp06VLtvqWlpfzA19y5c7Fq1apKv6TaHL8xUKvVyMjIqPHWV0I5PQ3Kig3lVFmRohirL30DuVqBTq4d8EroTAgEAsqKEeXEjrJiQzmxo6zYUE5sKCd2lBUh9WvOnDkYNWpUpTXTDh8+DACVFv2vC0Y/8sHd3R3ffvstsrKyEBERgZycHGg0Gri5uSEkJIR/moA5jRgxAtu3b4dUKoWPjw8A4MqVK0hKSsJLL71U7X6rVq1CbGws5syZg5UrV5r8+I2BVqtFaWkpnJ2dq3yaBilHObGjrNhQToZUWjXW/fU9cmR5cHdwxbK+r0AsKs+FsmJDObGjrNhQTuwoKzaUExvKiR1lRUj9mjx5MtatW4cXX3wRzz77LIRCIcLDw3HixAkMHjwY/fr1q/M6GHXbY0ORn5+PMWPGQCQSYf78+VAqldi8eTPatm2LvXv3QiKRICUlBTdv3kRISAjatGkDqVSK0aNHw8nJCStXroRIJKp03PHjxzMfnxBCSN3gOA5fXduCK4+uw15si8+GvYvWTq3MXS1CCCGEEEJIBb///jv27NmDxMREqFQqtGnTBuPHj8fcuXNhZWX0vCxmTINf+idetG7dGiKRyOAJGCzatGljXO1MIDExEatXr8b169dhY2ODgQMH4t1334WLiwsA4MCBA1i5ciVWr16NSZMmYc+ePfjPf/5T4zHj4+OZj08IIaRu/Hr3CH67dxwigRDvD3wTXdz9zF0l0ghxOi0UqXGQxUdAmRoPm3YBaN57AkS2juauGiGEEEIIYcQ0+OXv7w+hUIhjx46hffv28Pf3Z15IWCAQICYmptYVJZZFoVDg4cOHaNeuHWxsbMxdHYtFObGjrNhQTuUuJodjY/g2AMCi0FkY8kzfSmUoKzaUU2WcRg158h3I4sMhux8BXVmxwXaBxBbNe09As7DnIJTYmqmWlovaFDvKig3lxIZyYkdZEdL0MM0ta926dXnhv6ei6X8mTZdIJELz5s2rvC2U/INyYkdZsaGcgLicB/gucicAYLz/iCoHvgDKihXlVE6nkqNMGg1Z/DWUPbgJTlnGbxPaOMCuYw+IWz2DohunoMtPQ8GFPSiKPAbnvpPhFDISAitaM0aP2hQ7yooN5cSGcmJHWRHS9DTqNb8IIYQ0LpmlOXj/zzUoUckQ5hWEpX1ehlBg1IOLCYG2rARlCZGQxUdAnhgNTvvPU79EDs6w9+sJO78w2LYNgEBU/gUgx+kgi7mM/At7oSnIBABYObWE84DpcOg6EAIh/UOKEEIIIcTS0OAXMYpOp4NSqYS1tTWEQvqHZ3UoJ3aUFZumnFOpSoYPTq9DekkWfJzb4T9DlsLaqvoHizTlrJ5GU8tJU5wH2f0IlMWHQ/7wHsDp+G1Wzq1g79cT9v69YN26AwQVBlYfz0rA6VBy6ywKLu2DtjQfACBu4QnngS/A3r8X8/IQjVFTa1O1QVmxoZzYUE7sKCtCmp5aD37l5+ejrKwMNR3GnAvek7ohl8shlUrh4+MDW1ta76Q6lBM7yopNU81Jo9Pi8wtf4252PFrYOuPz4cvhbNusxn2aalZPqynkpM5Phyw+ArK4a1CmJxhsk7h5/z3g1RNi17Y1DlpVlZVOrUTxjVMovHIAOnlJ+TFb+cBl0AuwfSaoSQ6CNYU2ZSqUFRvKiQ3lxI6yIqTpMXrwa9u2bdi8eTPy8vJqPgEteN8o0bclbCgndpQVm6aYE8dx+P76LpxNvAwbK2usGvI2vJ29nrhfU8zKGI0xJ47joMpKLl+wPj4c6pxHBtutvfxg79cL9n5hEDu3Yj5uTVnplGUovHYYRRFHwKkUAACbtgFwGTwDNl7+tb+oBqQxtqm6QlmxoZzYUE7sKCtCmh6jBr8OHDiA9957DwAgkUjg7Oxc42KBZ8+eNb6GhBBCmrTDcX9i560DEAgEWN7vVYS07mruKhELxHE6KFPvQxZ/DbL4cGgKs//ZKBTBtl2X8jW8fMNg5ehcZ/XQyopQeOUAim+c4tcQs+vQHc6DZsDa3bvOzksIIYQQQqpn1ODXpEmTEBsbiw8++ADTpk2DWExPOGpq1Go18vPz4eLiQr//GlBO7CgrNk0tp4jUaPzv8g/gwGFu8FSM9h3CvG9Ty8pYDTknTquG/OE9yOLCUXY/AlpZIb9NYCWB7TNBsPfvCbsOPSCydaj1+Z4mK01xLgou7UPJrbN/rysmgH1AX7gMeB5iF49a18WSNeQ2Vd8oKzaUExvKiR1lRUjTY2XMTlKpFEFBQZg5c6ap60MaCK1Wi8LCQjRr1ozeMGpAObGjrNg0pZwS8x9iw7Ut4MBhRIcBeLbj4KfavyllVRsNLSedSgF5YjRk8eEoS7gOnbKM3ya0toNdxx6w9+sJ22eCIJTYmPTcT5OVlVNLuD73Kpr1GoeCC3shi70C2b2/IIu5AsegoXDuNxVWTi1MWj9L0dDalDlRVmwoJzaUEzvKipCmx6iZX7169UJISAg2bdpUF3UihBDSxOWVFeC9P9egQFGEoFadsbz/axAJq7+9njRuWnkpyh5chyw+AnJpFDiNit8msm8OO98w2Pv3hG27AAhElvmPGGVmIvLP74ZcGgWgfGaaU/dRaN5nIkR2TmauHSGEENLw6XQ67N+/H4cPH8b9+/chk8nQvHlzdOvWDVOnTsXgwU/3ReqTfP3119i4cSO2bt2KPn368K8nJyfD29ub/3n27NmIiIjAvXv3YGVl1PwjDBkyBGlpaYiPj6903IqEQiEcHR3h7e2N8ePH44UXXoBQKMTx48exZMkSjBkzBv/73/9qPN+zzz6L1NRUXLp0Cc2bNzeqzpbGqOTDwsJw8+ZNKBQK2NiY9ltVQgghTZtCrcAXlzahQFGENs1a460+C2jgqwnSlBSg7H4EZPHhkD+8C+i0/DarZm6w9+8Je79esPbsCEEDaB/WrZ6Bx/MfQP4oBgXnd0OREoui8MMojvoTzXuNQ7OwsRBa0xPHCCGEEGPodDosXrwYZ8+excCBA7Fw4UI4OTkhKysLv//+OxYtWoTZs2fjgw8+MNk5hw8fjrZt26Jjx478a5s2bcKmTZtw9+5dk53nSVauXAln53/WM9VqtUhNTcWvv/6KVatWISsrC0uXLsWwYcPQvHlznD17FmVlZbCzs6vyeLdv30ZiYiLGjBnTaAa+ACMHv5YsWYKpU6fi/fffx7///W84OdE3lk2NQqFASkoK2rRpQwOgNaCc2FFWbBp7TjqdDv93bQseFqaimbUjVvR/DXZi4wYEGntWpmJJOakLMiGLj4As/hqUqfcB/DM5XezaFvZ+YbD36wWJuzcEAkG9188UWdm27Qyb2Z9ALo1C/vndUGUloeDiLyi6fgLN+0yCU/eREFpJTFzz+mVJbcrSUVZsKCc2lBM7yqrxOXXqFM6cOYM333wTr7/+usG2hQsXYvbs2dixYwdGjx6NkJAQk5zT398f/v6GT3S+dOkS1Gq1SY7PatiwYfDyqvwk9FmzZmH06NHYsmUL5s6dCxcXF4wdOxY7duzA6dOnMW7cuCqPd/DgQQDAlClT6rTe9c2owa+9e/eiW7duOH78OE6dOgVvb284OTlV+UFUIBBg586dta4osSwikQgODg41PuWTUE5Pg7Ji09hz2nHrAG6m34FYJMY7/RbB1d74NZEae1amYs6cOI6DOucRZHHhkMWHQ5WdbLDdunVH2Pv3gr1fGMQureu9fhWZKiuBQAC7DiGw9QmCLPYqCi7sgTo/A/mnt6Eo/Aic+0+DY+DgBjGjrSr0t8eOsmJDObGhnNhRVo3P9evXAaDKWxslEgnmz5+PN998E5GRkSYb/LJ0Li4uGDFiBH755RdER0djyJAhmDJlCnbs2IEjR45UOfilUqlw/PhxtG3bFr169TJDreuOUYNfP//8M/+/NRoNHjx4UG1Zc3wzS+qeWCyGh0fjflqVKVBO7CgrNo05pz8eXMCx+2cAAK+HvQjfls/U6niNOStTqu+cOE4HZfoDyOKuQRYfDk1B5j8bBULYtAuAvV9P2PuGWdyC8KbOSiAQwqFzX9j790LJrXMouPQrtCV5yD3+LYqu/Q7ngc/DvlNvCARCk52zPtDfHjvKig3lxIZyYkdZNT4ODuVPdd6zZw/+/e9/V1pba/jw4ZXW3Jo9ezYKCgrwxRdf4H//+x+io6MhFosxePBgvP/++0hPT8fatWsRFRUFe3t7DBkyBO+++y5/roprfvn5+fHH9vPzw8SJE/HFF1/wryUkJOCrr75CREQEOI5DUFAQli1bhi5dutRZLhVvbfT390eXLl1w5coV/omnjzt//jwKCwsxb968RjeWY9Tg1/bt201dD9LA6HQ6qNVqiMViCIUN60N5faKc2FFWbBprTtEZMdhy81cAwPNdx6FP2+61PmZjzcrU6iMnTquB4lEMZPHhkMVHQFuaz28TiMSwfSYQ9n49YdcxFCI7xzqpgynUVVYCoQhOwcPg0HUAim+cQuGVA1DnpyP74JeQXGkPl0EzYOsT3GA+hNLfHjvKig3lxIZyYtfUsuI4Dpxaae5qVEsgtq71e9ykSZOwfft2/Prrrzh37hyGDBmCHj16oHv37vD09IRQKKzyd52Tk4MXX3wRzz33HEaNGoXz58/j0KFDSE9PR3x8PEaPHo1Ro0bh7Nmz+OWXXyAQCPDxxx9XWYe1a9di06ZNSE5Oxtq1a9G2bVuD7TNmzMCwYcOwYsUKJCUlYceOHXjxxRdx8uRJuLq61ur6q6LRaHDhwgWIRCJ06tSJf33KlCn4z3/+g+PHj2PWrFkG+xw8eBAikQgTJ040eX3MzegF70nTplQqIZVK4ePjA1tbWqC3OpQTO8qKTWPMKaUoHeuv/ggdp8MA756Y2GmUSY7bGLOqC3WVk06thDzpNmTx11B2/zp0ilJ+m0BiC7uO3csHvHyCIZQ0jN9PXbcpoZUEzXuOhVPQUBRFHEXhtcNQZSUh85fPYNOmE1wGz4RNm05PPpCZ0d8eO8qKDeXEhnJi15Sy4jgO6dvfhzI1/smFzcTayx+t53xaqwGwdu3aYcuWLVi5ciWSkpLwyy+/4JdffuG3Pffcc3jppZf4WVt6hYWFWLp0KV555RUA5YNo/fr1Q0REBN577z28+OKLAIDJkydjwIABOH/+fLV1GD9+PPbu3Yvk5GSMHz++0vYFCxYYrEdma2uLb775BufPn8fUqVONvvbi4mLk5//zxaJarUZKSgo2b96MxMREvPjiiwYzHceMGYMvvvgCR44cMRj8ys/Px6VLlzBgwAC4u7sbXR9LZdxzNh8jl8tx69Yt5OTkQCKRoEWLFujWrRskkoa9WCupmUQiQfv27en3/ASUEzvKik1jy6lQUYwvLn4DuVqBTq4d8EqPmSab3dLYsqorpsxJp5Ch7MFNyOLDUSaNAqdW8NuEdk6w9w2DvV9P2Hp3hcBKXOvz1bf6alNCazs4958Gp+6jUHjlIIqvn4AiJRbp2z+ArU8wXAbNgHWr2t0WXJfob48dZcWGcmJDObFrelk1jJnDtRUcHIzjx4/jxo0buHjxIiIjI3H37l08fPgQmzZtwu+//46dO3eidWvDdURHjx7N/2+xWIx27dqhsLAQzz77LP+6SCSCl5cXbt26ZXT9JkyYYPBzYGAgACA7O9voYwKodpaWm5sbli5digULFhi87ujoiBEjRuDw4cN49OgRP0Pt6NGjUKvVtRqIs2RGD36p1Wp8+eWX2LNnD5RKwymUtra2mDJlCt5+++0m1KE0LSKRCPb29uauhsWjnNhRVmwaU04qjQrr/voOOWX5aOXgirf7vgKxyHQDIo0pq7pU25y0siLI7kdAFhcOefIdQKfht1k5tYSdX0/Y+/eEjZd/g13AXa++25TIzgkthr2IZmFjUPDXPpREn4FcGoU0aRTsO/eF84DnIWlh/gcBVER/e+woKzaUExvKiV1TykogEKD1nE8b/W2PekKhEKGhoQgNDQUAyGQyXLhwAZs2bUJCQgI+//xzbNy40WCfircc6h+EUPF1oVAIjuNgrIrH0z9pVKVSGX1MAFi3bh1atmwJnU6HhIQEbNmyBRzH4YsvvkDfvn2r3GfKlCk4fPgwjhw5ws9GO3ToEFxdXTFo0KBa1cdSGTX4pdVqsWjRIly5cgVCoRCBgYHw9PSETqdDSkoKYmJisGPHDiQkJGDr1q2mrjOxAGq1GoWFhWjevDnE4ob37X19oZzYUVZsGktOOk6HTRHbkZCXBHuJHVb0fw2O1g5P3vEpNJas6poxOamLslEWHwFZ3DUoUuIA/PNBUNzSq3yGl38vSFo902DWqWJhrjZl5dQCrqMXoXmv8ci/uBeye39BFnMZstircAwcAuf+U2Hl1LLe6vMk9LfHjrJiQzmxoZzYNbWsBAIBBBIbc1ejzpSVleH777+Hu7s7ZsyYYbDN3t4eo0ePRr9+/TB06FBcvXq10v4VF8fXM/VnmLpaXy4kJAReXl4AgH79+mHUqFGYNm0aFi5ciK+++grDhg2rtE9YWBjatm3LD34lJCTg3r17eOWVVxrtU1CNGvzau3cvLl++jK5du+LLL79EmzZtDLY/evQIS5cuxbVr17Bv375GO22uKdNqtcjNzYWjo2OTeMMwFuXEjrJi01hy2nf3GK6k3IBIIMSyPgvR2qmVyc/RWLKqayw5cRwHdW7q3wvWh0OVmWiw3drDB3Z+vWDvFwZJS6/6qLZZmLtNiV084D5hCZS9J6Lg/G6UPbiBkujTKL1zAU7dR6J5n0kQ2Ter93pVZO6cGgJOq4EyMxFlGUnIFTjC0TGEsqoBtSk2lBM7yqpxsbGxwbZt2+Do6IipU6dW+Tt1cnJC69atkZeXZ4Ya1i8PDw989dVXmDVrFt59910cOHAA3t7eBmUEAgEmT56M9evXIyYmBidPnoRAIMCUKVPMU+l6YNTg18GDB2Fvb4/vv/++0qMxAaBt27b44YcfMHz4cOzfv58GvxohGxsbgydGkKpRTuwoKzaNIaeLyeHYH3McALCwx0x0cfd7wh7GaQxZ1YfqcuI4DsoMKcrir0EWHw51Xvo/GwVC2LTpBHv/nrD3DYNVM9M/ocgSWUqbsnb3Rqvp70GREof887ugeBSDooijKI4+jWZhY9G81zgIre2efKA6Yik5WRJOp4UyQwrFw3uQP7wLRUocvyaetVCEkoxBEPWdBLGz6b8IaAyoTbGhnNhRVo2LUCjE5MmTsWvXLqxZswYrVqyoNJsrMjIS9+/fx8yZM+u0LvpZUzqdzqxPEg0JCcFrr72Gr7/+Gu+++y727NlTaUbXxIkTsWHDBvzxxx84deoUPxussTJq8EsqlaJXr15VDnzpubi4ICwsDNevXze6coQQQhqX2JwEfBe5EwAwodNIDH6mj5lrRB7H6bRQpMRCFlc+w0tb8ti3oyIr2LUPhJ1fGOw7hlrEDKOmzqaNPzxmrYI8MRr553dDlZmIwr/2ofjGSTTvMwlO3UdCKLY2dzWbJE6nhTIzCYqHd/8e7IoFp1IYlBHaOsDKyRWqrCSU3DqDktvn4NBlAJr3nQRJC08z1ZwQQhqmt99+G/fv38eOHTtw6dIljBo1Cl5eXlCpVLh58yZOnjyJTp064a233qrTerRo0QIAsGHDBoSFhaFPH/N91l20aBHOnTuHW7du4fvvv8drr71msN3d3R39+/fHnj17UFhYiMWLF5uppvXD6AXvWRZ64zgOGo3mieVIw6NUKpGamgovLy9YW9MH6+pQTuwoKzYNOafMkmz896/vodFp0NMrGM93HVen52vIWdUneUkR0qMu4v/Zu+/4KOr8f+Cvme3ZdNIbJfREUZAioHgCYqUJKFbU8/QU/Z3cCXpn+arnIZyed5a7s52IYAGlCGJFRRQEFFRKCLCk9769zczvj81Osml82Gyym+z7+dAHsPuZ2U9e+eSzk/fOfEbfUAi74SeINpP8HKfSImLoWOhHTETE0LFBPZsoFITimOI4DhHZ50M3ZAwsx/ehYdc7cNWVo37nW2javw1xUxciasyl4BTdvsE3s1DMqadJogBnZQFsxUc9Z3eV5EFyWH3a8NpIaLNGQzcwB9qBuVAnZcHpdKH05++gPfU9HIW/wHz4G5gP74J+9GTETVkAdVL//QT+bITjmPIH5cSOsup/IiIisHbtWmzZsgWffPIJPvzwQzQ2NkKr1SI7OxsPPvggbrjhhh6/Id/dd9+N06dP4/XXX8cvv/wS1OKXUqnE6tWrMW/ePPz73//GJZdcgtGjR/u0WbBgAb755hvExMTgsssuC1JPewcn+XG7gmuvvRZFRUX48ssvERsb22Gb+vp6zJw5E4MGDcKHH37Y3X6SEON0OlFTU4PExES6o2cXKCd2lBWbvpqT2WnBX75cjQpTNbLjBuL/Ll0GjbJn+99Xs+opgtUIZ20pXLWlnj/rSuGsLYNgrPVpx+siETFsAvQjJ0I3+FzwPfx96kv6wpiSRAGmX79Bw+4N8vdWGZeC+GnXQz96Cjiu5y/B6As5dZckCnBWFcFWfAT2wiOdFLv00GaOhm5QLrRZOVAnD2yXf+usxNpiNH73AawnD8jPR4yYiLipC6BJGdIrX1eoCocxFQiUEzvKipDw41fxa/369Xjqqadw3nnn4bnnnkN6uu+p2aWlpfjTn/6EX375BQ8//DBuueWWgHWYEEJI3+IW3Hj62xdxtPoEBkTE4W8zViBOR5fM9QRJkiAYa5uLW2Utxa66MohWY6fbKaIToB8+HvoRE6HNGg2O7593+QknktsF48HP0PD9h/L3Xp00EHGX3ICIoeP61V04e4MkiZ5iV9ER2IuOwl5yDKLd4tOG10RAmzUa2oE50GXleopdfvwsOSoL0Pj9h7Acb7kjWcTQcYiduhDa9GHd/loIIYSQcORX8UsURdx2223Yt28fFAoFRo8eLRfAysrKcOzYMQiCgPHjx+PNN9/s9NahpO8SRRGCIEChUAR1Ib9QRzmxo6zY9LWcJEnCKwfW4auCPdAqNXhq+p8wMLZ37gbY17I6G5IowNVQ2XwWVxlcdaXy372LaHdEGZMEVUI61AkZUA3IgDohA4r4VEAd0S9zCrS+OKZEpw1N+z9G4w9b5TOTNBkjEH/JjdANzOmZ1+yDObUlSSKc1cXNa3Ydhb34GES72acNp9ZB5y12DcyFOnnQWRe7usrKWVOMhu8/hOXYHkASAQC6IWMQN3UhtJnhtVB3fxhTvYFyYkdZERJ+/Cp+AZ5TRf/xj3/gvffeg93ue6Ct0+mwaNEiLFu2jK6h7qdsNhsMBgOys7Oh0+mC3Z2QRTmxo6zY9LWctuZ9jvW/bgbHcVgx9fcYm3ZOr712X8uqI6LLAVdduecSxRrvpYqlcNVXAmIna2ryCqjiU6Ea0FzkSshoLnald7j4eX/Iqbf05awEmwmNe7fAeGAHJLcTAKAbch7iL7kRmtTAXlLXF3OSJBGumhLYvHdjLD4K0da22KWFNnMUdANzoR2YC03K4G6fJcmSlbOuHI17PoT58LdyEUw7MBdxUxdAOzA3LM7i64tjKhgoJ3aUFSHhx+/il5fT6cSvv/6K6upqAEBSUhJyc3Oh1WoD0kESmgRBgNVqRURERLtbppIWlBM7yopNX8ppX+kh/OP71yBBwm3nL8IVw3/Tq6/fl7ISbOaWwlZtmbwml7uxBkDHb9OcSuNb4BqQAVVCOlRxKWe1uHlfyinY+kNWblM9Gr/7AMafvwREAQCgH3kh4qZdD3VCYM7K7As5SZIEV20JbIWeQpet+Fi7S4M5lbfYlQPtwBxoUrMDfknw2WTlaqhE457NMP36jVz81mSMRNzUBdANOa9fF8H6wpgKBZQTO8qKkPDjV/Fry5YtyMzMxLhx47pst3PnThw9ehT333+/3x3srpKSEqxatQr79+8HAFxyySV46KGHEB8fz7yPRx99FIWFhXj77bfbPbdgwQIcPny43eOzZs3CCy+84H/HCSGkDzPUF+Hxr56DU3Bh1tBpuGPc9cHuUtBJkgTB3NBqwfmWNbkES2On2/G6KPnMLfksroR0KKMTemXxctI/uRoq0fDt+zAf2Q1AAjgeUedegriLFkEZkxjs7gWcp9hV6rmEsegIbMVHOyh2aaDNHAltVi50g3KhSRnSq3fJZOVuqkHj3i0w/bwTkuACAGjShiF2yrWIGHZBvy6CEUIIIf7yq/g1cuRIzJkzB6tWreqy3f3334/du3fj0KFDfnewOxoaGnDttdfC6XTilltugSAIeOONN5Ceno6NGzcy3dlj48aNeOSRRzBhwoR2xS9JkjB27FhMnjy53W1B09PTccEFFwT06wklbrcbTU1NiImJoTXdukA5saOs2PSFnGqt9fjzF6vQaDfivJTRWHHRPVAEYQH1YGUliQLcTTWt7qxYBldtCVx1ZRDb3A2uNUXUALmw5TmLq3lNLn3P3hygL4ypUNEfs3JWF6H+m3db7jCoUCJ67CzETbnW77EXCjlJkgRXXVmrNbuOQrA0+bThlGpPsWtgLnTeM7sUql7tZ3eycpvq0fjDVpgOfi5fyqpOHozYqddCP2JivyqOh8KY6gsoJ3aUFSHhh+knfcuWLXC7fdcWKSoqwgcffNDpNmazGXv37oVK1bsHEa2tWbMGlZWV2LZtG7KzswEAY8aMwW233YYtW7Zg0aJFnW4rCAL+85//4KWXXuq0TWlpKaxWK6ZPn445c+YEvP+hzOVyobKyEhEREfSG0QXKiR1lxSbUc7K57Fi1+z9otBuRGZOGP0z+bVAKX0DPZyW5XXDVV8BZW+K5VLF50XlXfYX8i2g7HA9VXLJnsflEz6LznksW08FrgrPmSKiPqVDSH7NSJw1EyqKHYC/NR/0362EvOgrjgY9h+nknYiZcjdhJs8Fr9We1z2DkJEkSXPUVzcUuzx0Z255RySnV0GaMaC525UKT1vvFrra6k5UyKh4JM29D3OT5aNz3EYw/fgpnVQGqP3wWqsRMxE1ZAP2oC/vF3Vv7489eT6Cc2FFWhIQfpjO/nn76abz99ttnfRq1JEmYN28eVq5c6XcHu2PGjBnIyMjAmjVrfB6//PLLkZycjLfeeqvD7RwOBxYuXIj8/HzMnTsXe/fuxcCBA9ud+fX111/j7rvvxoYNGzBmzJie+jIIIaRPEEURq7/7Dw5WHEGMNhp/m7EcifoBwe5Wt4kOq3xHRe+aXK66UrgaquTFp9viFKrmyxTbrMkVnwpOGdxftgnpjCRJsBX8ioZv1sNRYQAA8NpIxE6eh+gLrujwhgnBIkkS3A0VLQvUFx2FYG7wacMpVNBkjGheoD4H2rRh/frnT7Ca0LR/O5p+3CHf2VM1IA2xk69FZO5F/aIIRgghhPiLqcx9//33w2xuuePN5s2bkZWV1eWaXxqNBoMGDcLixYu730s/NDU1oaSkBLNmzWr3XE5ODnbt2tXptg6HA2azGc8//zyuvPJKXHrppR22O3nyJADIZ5V5F00khJBwtPbnD3Cw4ghUChWWT727TxW+JEmCaDW2XKpYVyqvzSWY6jvdjtdEQJXgOYNLndCyJpcyJpF+0SR9DsdxiBgyBrrB58Kavw/1u96Fq7YU9V+9jab92xE3dQGizpselLOlJEmCu7GqZYH6oiPtfzYVSmjTW4pdmvRh4JVnXuKiv1BERCH+ksWImTQbxgM70LR/O1x15ajZ9iIadm9A7OT5iDp3WtDPdiOEEEKCgan4FRUV5XP21ubNm3HeeecF7YwuFlVVVQCA5OTkds8lJibCZDLBZDIhKiqq3fORkZH4/PPPz3gK7MmTJ6HX67Fy5Urs2LEDVqsVmZmZeOCBB3DVVVcF5gsJUQ6HA2VlZUhPT4dGEzqfBIcayokdZcUmVHP67OQu7Dj5NQBg6cRbMWzA4CD3qOOsJEmE21gLV423wNVyZ0XRZu50Xwp9bMti8wPSoU7MhGpABhSRsX1+celQHVOhKFyy4jgO+pGTEDF8PMxHvkXDt+/D3VSD2k9fQ+MPHyHu4usQmTO10wJvIHKSi13N63XZCo9AMNX5NlIooU0fDm1WjmeB+rRhIXV2GoueGFMKrR5xFy1EzISrYfzpUzTu+wjuxirU7vgPGr/biJgL5yHqvEv7VGEwXH72uotyYkdZERJ+/LrA+fjx44HuR8BZLBYAgE7Xfg0V7wRntVo7LH7xPA+eP/MioadOnYLFYoHJZMLq1athNBqxdu1aLFu2DC6XC3PnzvW7/y6XC4IgQKvVAgDsdjt4nodarYYoinA4HFCr1VAoFHC73XC5XPLX6nA4wHEc1Go1JEmC3W7vVlutVguO4+BwOHzy43keoui55EcQBDidTrmt0+mEJElyW5vNBpVKBaVS6VdbjUYDnufhdDohiqJPLgqFAiqVSs7F27ajDNu29X6tPZW3IAjgeV7+5bijtt6vtW3ePZlh67atc2nbliXDQOTtcDjgdrvlNQJtNluPje9g5N3ZmPUnb47j5G3tdntIzBHHGwx489AGAMDCUVfhwsxx7fIOxhwhGGvBlR5BU9E+wFjdvDZXOSS3o5OZl4MiJhGaxEwoB6SBi0mBLnkgNImZEJWadt8bkeeh5Lgez7unx6woij7veaE6R3hzCWbeLpcLKpUKHMeF7BzRVVt/5ojIcy6BYvA4OPJ2w7hnE9yNVaj56AU07t2C+EtugCLrHHm/3gwByH2y2WwdHkd0NEdYa8ogVZ2CvflSRsFY6/sjyiugTR8OTeZoKNKGI2pwLhRqrZy3t/DVl44jOI4Dz/Nwu90+uQRizLo5BXTjrkT0BVfAeOgLNO7dDLexFnWfvYbG7z+A/oKrEDf+Cp8MQ/U4QpIk8DwP72otoTpHBPs4wu12+xx39sYc0VO/a/T0cYQkSfLYstlsITtHEEICp1u3gXE6nfjwww+xYsUK3H777bj77rvxl7/8BVu3bpWLT8HCchPL7n5av2jRIjz22GN44YUXMHPmTFx77bV4//33kZmZib///e8QBMHvfdfX16OwsFD+d0lJCWprPQeBLpcLBoMBNpsNgOeulq3blpaWoqamBoDnTiYGgwFWq2fth6amJpw+fVpuW15eLp8lJ4oiDAaDfImryWSCwWCQ21ZWVqKyshIAoFarYTab5YNcs9kMg8EgF8OqqqpQXl4ub3v69Gk0NXnusmS1WmEwGOSbKNTU1KC0tFRuW1hYiIYGz7odNpsNBoMBLpfnVt61tbUoKSnxaVtf77nswW63w2AwwOn0LDRdV1eH4uJiuW1xcTHq6jyfGjudThgMBvlNtqMMvXl7M/Tm3djYiIKCArltWVkZqqurAXiKgAaDQR7/drsdZrNZvrNoRUWFnKEkST55ezP0jt3KykpUVFTIr2MwGGA0Gn3aesdYVVUVysrKuszb27Zt3gUFBWhsbPTJsLO8i4qK5LwdDodPhvX19SgqKpLbdjRmveOlbYalpaVobGxEZmYmeJ7vcsyWlZXJY9abtzdDo9HoM2YDlbfFYvHJsLq62ifv1hl6x6x3fNfW1nY6vr0Zns2YFUURmZmZMJlMITFH7D26H//c+wZEScS4hFyMj871ydBkMvnk3VtzhPHQF6h87Q+Qdr8F854PYD7yLZyVBZ7CF6+AKjETikHnQxx1KZLm/gHpdzwL9/wnoFnwOFKu+zMip16PCl0GkDAQCl1kj80RPTVmz2aOcLvdMJvNcgEsVOcI75j1ZhiMOaK2thaZmZlQq9UhO0d4MwzkccTpomIoR12MzHtehmbCXEhKLVw1xaja+AzK1/wZFb98B6BljnA6ncjMzJTHi1fr4wgAOH34J9Qe+BTV215Cycv3oOaNB1C7/WWYD3/jKXxxPDQZIxE75Vo4Jt+K6Nv+ibRb/gr1Bdeg1KWFyHnOPOvLxxHeX3y9/e2JOYJXaxE78RqYf3MfdFMXQxE1AIK5AcZv1qHk5XvQuHcLKkuLQ/o4guM4mM1muQ+hOkcE+zjCZDLB6XTKx529NUf0xO8a3gx76jjCYrEgMzNT7n+ozhGEkMBhWvC+I4cPH8b999+PysrKdoUmjuOQkpKC559/Huedd14g+nnWjh8/jjlz5uDRRx/FTTfd5PPcM888gzfffBOHDh1iWqPr0ksvRXp6ersF7zvz4osv4qWXXsJHH32EESNG+NX/UP80RhRFWK1WaDQan0+e6Mwv3wxdLhccDgf0er2cYSh8ghiKZ3UAgEKhkL+ecPzEljVDSZIgimK7/fb2HFFnrsejXz2LWlsDRicOw4MX3gUlr+yVT2y7ytty7Hs0fPwyAAnKhCyokwZCk5QF5YA0IDoJEUmZUChVITFHhMKYdbvdsNvt0Ol0UCgUITtHhMJZHaIoQqlUQqFQdHt895UzvzrK0GFqhOPnT9G0/2P5zqa6wWMQN20xpPgM+SxeSZLgdrvlXCw15XCWHIOrLB/24iNwN3qKwjJeAU1qNnQDc6FMHwFV6jDoomJ6bU4OxnGEJEmwWq1QKn3nzp6cIxSQ0PTLV2jasxmC0VPA4HWRiBx3JeInXg1eqw+54whBEOSzCJVKZcjOEcE+jvCeoRoREQGO4+jMry7aKpVK+UQIl8sVsnMEISRw/Cp+VVZWYs6cOWhqasKECRNw1VVXISMjA4IgoKSkBJ988gl+/PFHxMfHY/PmzR2uu9XTjEYjxo8fj7vvvhsPPPCAz3PLli3D7t27ceDAAaZ9nW3xa/369XjyySfx3nvv4fzzzz/rvvcF3k+lsrOzaWLuAuXEjrJiEyo5Od1OPPH18zhZX4jUyCT8dcaDiNJEBq0/XtZTP6Fy4ypAFBBx7nTUDroI2UOH0pjqQqiMqb6AsvLlNjWg8fsPYDz0JSB6zrCIGDEREZPmo7jRjkFJcZCqDbAXHoGt+CjcDZW+O+B4T7FrUC60WTnQZo4Erw6vXIM5piTBDfORb9G4ZxNc9Z4zlnitHtEXXImYCVdBoWu/NEiw0M8eG8qJHWXV/5SWlmL69OmYMGEC8+/t/hIEAeXl5cjMzOzR1/EqLCzEoEGDumzjPQGnI3q9HikpKZg2bRruvfdeREYG/5i9NbPZjMcffxy7du2Cy+XCwoULsWLFCjzzzDP4+OOPYbFYcPHFF+Pll1/u1uv4tebXf//7XzQ1NeG+++7Dvffe2+75G2+8ES+99BJeeuklrFmzBitWrOhWJ/0RHR2NjIwMHD16tN1zx44dQ25ubgdbsauqqsLtt9+OK664AkuXLvV5znuaakZGRrdeI5Sp1Wr50g/SOcqJHWXFJhRyEiUR/96/FifrC6FXR2DFxfeEROHLVnwMVR8+C4gC9DlTMeDyO6GzWmlMnUEojKm+grLypYyKQ8LldyJm0mw0fLsB5sO7YM3fB+uJ/YiMHIBqU5s1u5qLXdqBOZ47MmaMBK8J7186gzmmOIUSUWMuReQ502A5tgcN338AV20pGr/biKb92xFzweWImXANFPqYXu9bW/Szx4ZyYkdZEX+VlJTg7rvvxuWXX4777ruvR1/LaDTid7/7HQYNGoRnnnmGaZvrrrsO48aN83msqqoKn332Gf73v//hl19+wdtvvw2FInTuSv7SSy9h+/btuPzyyzF16lQMGzYM7733HtatW4dJkybh6quvRlpaWrdfx6/i17fffouBAwd2WPjyWrp0KbZt24avvvoqKMUvALjsssuwdu1auaoPAHv27EFBQQHuuOOObu07OTkZRqMRGzduxJIlS+TqaXl5OTZt2oSJEyciMTGx219DqFIoFIiJCf7BUKijnNhRVmxCIacNR7ZjT8lPUPAKPDjlLqRF9f7ZvW05Kk6jcsNKSG4nIoaOQ9I194FTKIOeVV8QCmOqr6CsOqaKTUbS7PsQe+Ec1O96D9b8fRBNzWt2pQxuKXZljgKvOfNyE+EkFMYUxysQmXsR9DlTYDm+D43fbYSzugiNezaj6cAORI+dhZhJs6GMjAtaH0Mhp1AkSRLcTTVwlObDXnoc9tJ8uOrKYIxNgjppINSJnkv/1UlZUMYkguO6tdxzv0JjivirpKQEp06d6pXXamhowKFDh8541ldr5513HubMmdPu8d/+9rdYsmQJ9u3bh6+//hozZswIYE+7Jy8vDwDw17/+Vb4h4YYNnptpPfzwwxg5cmRAXsev4ld1dTVTWKNGjcLXX3/tz0sExJ133omtW7diyZIluP322+FwOPD6668jJydHHhAlJSU4ePAgxo4de9anLT7++OO49957cf3112PhwoWwWCxYv349lEolHn/88Z74kkKG2+2G0WhEdHQ0lEq/hlFYoJzYUVZsgp3TroIfsOnYJwCAuy64EaOThvd6H9py1pai4r2nIDms0GaNRtL8P4JTKIOeVV9BObGjrLqmTsxCyoLlsFachqmqFHHDzoNaHx3sboW0UBpTHMcjctSF0I+cCOuJH9Hw3QdwVhrQtO8jGH/6FFHnzUDshXOhjB7Q630LpZyCSRJccFQWwF6a31zwyodgrm/XzlVbCldtKSz4Xn6MU2s9xTC5IOYpioXS5a29icYUCTc8z2PRokXYt28ffvzxx5AqfnlvIuEtfLV+LJCXaPr1kx4dHe1zJ47OVFZWMi0o31Pi4+Oxbt06rFy5Ei+88AK0Wi1mzJiB5cuXy6e4HjhwAA8//DBWrlx51sWvGTNm4OWXX8Yrr7yCZ599FlqtFhMmTMCyZcvkM836K5fLhfLycuh0OnrD6ALlxI6yYhPMnI5Vn8R/f1wHAJg7ahYuGXxhr75+R1xN1ah450mIViPUKdlIWfQweJVnQVsaU2woJ3aUFRsuNhU1dVZE86pgdyXkheKY4jge+hETEDF8PGyGQ2j47gM4yvJh/HEHjIc+R9S5lyJ28jyoYpN6rU+hmFNvECxNsJedgL30OByl+XBUGOSbTMh4BTQpQ6DJGAE+aTAqrBLSorXgmirhrCmGs7oIztoySE47HGUn4Cg74bO5IjIe6qQsz/+JnoKYKiEDvLJ/Xw4YrmMq3Ozbtw+33HIL/v73v6OiogIffPABKioqkJSUhGuuuQZLly6Vb9ICADt27MDatWtx+vRpOJ1ODBw4EHPmzMGSJUvA87zPulreZZ527tyJjIwMmM1mvP7669i5cydKSkrgdruRkpKCGTNm4L777oNerwcAbNq0CQ8//DDWrFmD3bt3Y8eOHaitrUVGRgauu+463HbbbT7tAGDz5s3YvHkz1q5di4kTJ/qdR0e1mZtvvhn79+/H0aNHfX4W9uzZg9tuuw1Lly6VL++89NJLMXjwYNx9993417/+haNHj4LneUyaNAl//OMfMWTIEJ9979q1C//73/9w+PBhuN1uDB48GNdeey1uuukm8Dwvf3+8OrpZ4PTp0wFAzrk7/PpJHzt2LHbu3Ik9e/Zg8uTJHbb5/vvv8fPPP8udDZYhQ4bgtdde6/T5+fPnY/78+V3u46uvvur0uRkzZoRU1bS36HS6bq+bFg4oJ3aUFZtg5VRpqsaz378CQRQwKWMsrj9ndq/3oS23uREV65+AYKqDKiEDqYsf8bmkisYUG8qJHWXFhnJiF8pZcRyHiKFjocs+H/bCw2j47gPYi4/CdOhzmH7ZicjcaYibMh+q+NQe70so5xQokiTCVVsKe/MZXY7SfLjqy9u143VR0GaMgDZjBDQZI6BJHSp/6AMA8R3tW3DDVV8OZ3VzMaymGM7qYribqiGY62Ez18N2+ueWDTgeqvhUn4KYOmkglLFJ/ebSyXAYU61JkgSH4DxzwyDRKNTy3Td7wj//+U9IkoTrrrsOMTEx2LRpE/773/8CgHxzvM8//xzLli3DlClT8Ic//AEcx+HTTz/FqlWrUFdXhwcffBAzZ86E0+nEq6++ipkzZ2LmzJmIj4+H2+3GLbfcghMnTuD666/HLbfcAovFgk8++QRvvvkmqqur8Y9//MOnT3/5y18QERGBW265BUqlEu+88w6eeeYZREZGYuHChRg/fjxWrFiBVatW4YILLsCiRYu6fYLNzp07AaBbY//kyZO48847MXv2bMyePRvHjh3De++9h7y8PHzxxRfyWmL/+9//sGrVKgwcOBB33nkndDodvvzySzz99NPYt28fXnzxRWRnZ2P16tX497//jcLCQqxevRqiKILnebz77rs4dOgQHn74YcTFxSE+vqPZ7ez4Vfy644478NVXX+Hee+/FnXfeiVmzZiE9PR0AUFZWhk8//RSvv/46eJ7H7bff3u1OEkIICR6zw4KVu1+G2WlBdvxA3DvxVvBBPvgVbGZUvvsU3A2VUMYkInXxY1BE0OVVhBASaBzHQTf4XOgGnwtb8VE0fvcBbAW/wvzrVzAf/gaROVMRO+VaqBP6742eeoLotMFRfqq52HUcjrITEO2Wdu1UCRnQZoyUi12q+LSzLhJwCqV8ySNyprb0wWGVC2Gti2Ki3QxXXRlcdWWw5O1t2Y9KC3VipnzJpPcSSnr/DW2SJOGxnc8iv+50sLvSqREJ2Xjy0j/2WAHMbrfjk08+kdd5mz17NqZOnYpNmzbJxa8PP/wQOp0Or732Gnjec5y7aNEi3HrrrTAYDACAkSNHor6+Hq+++ipGjBghL6W0c+dOHD16FCtWrPCpf9x4442YPn16h0tB6fV6fPjhh/IVaZdeeimmT5+ODz/8EAsXLkRmZiamT5+OVatWITMzs8N1vDpitVpRX99yObQoiqipqcG2bdvw4YcfIicnB1dcccXZRiirqqrCs88+i2uuuUZ+zOFwYNOmTfjhhx8wZcoUlJSU4LnnnkN2djY++OAD+YyzW2+9FX/605+wfft2bN26FfPmzcOcOXPw3nvvobCw0Odr3L17Nw4dOoQZM2YE7EaCfhW/zj//fDz66KN46qmn8OKLL+LFF19s14bnefz5z39ud6cB0j84HA5UVFQgNTUVGo3mzBuEKcqJHWXFprdzcgtuPLfnVVSYqpEQEY8VU38PTZAvhRCddlS+/zc4qwuh0Mci9YbHO1yDhsYUG8qJHWXFhnJi19ey0mXlQHdDDuxlJ9CweyNshoMwH/kW5iO7oR81CbFTFkCTPCjgr9vXcmpLkiS4jTXyOl320nw4qwoBSfRpx6k00KQNazmzK334Wa3JdbY58ZqI5sJay2LSkiRBMNW3XDLpLY7VlkBy2eEoPwlH+Umf/Sj0se0KYqqEDJ8z0kJNXx9TZ60Hz6rqC6ZNm+ZzgwO9Xo8hQ4bg2LFj8mMpKSmwWq14+umnMX/+fIwePRoKhQLr1q074/6nT5+Offv2tbussLa2FjExMaiqqpLPaPKaNWuWz91GMzIyEBcXh9raNndKPktPPfUUnnrqqXaPR0REYOHChVi2bFm37vSoVqtx+eWX+zyWm5uLTZs2oaamBgDwxRdfwO1248477/TJhOM4PPDAA9i+fTt27NiBefPm+d0Pf/h9gfPixYtx/vnn46233sKPP/6I6upqSJKEpKQkjB8/HjfddBNycnIC2VcSQjiOA8/zPXp6an9AObGjrNj0Zk6SJOG1n97F0eoT0Cm1eOiiexCrC+6dkSS3C1UfroajLB+8Vo+UxY92eskNjSk2lBM7yooN5cSur2alTR+O1Ov/AkeFAQ3ffQDrif2w5O2FJW8vIoZPQNzUhdCkDjnzjhj1tZwkwQ1HZQEcZS13YRRM7RemV0QnNBe6PGd2qZMGglP4v/5UIHLiOA7K6AFQRg9ARPb58uOSKMBVX+EpiFUXw1nj+dPdWAXB0ghbQSNsBb+02hEPVVyKfMmk9/JJZVxySFw62dfGVHdwHIcnL/1jWF/2mJiY2O4xtVoNUWwpQN93333Iy8vDunXrsG7dOsTHx2PSpEmYMWMGZs2adca14dRqNTZu3IgDBw6guLgYpaWlaGpqkr+utsUvlj7544477sDUqVMhSRJqamrw9ttvIz8/H/fdd19ArsqLiYnxWScNgFzE8/a9uLgYADB06NB222dkZCAiIgKlpaXd7svZ6tbqfiNHjsTKlSsD1RfSh6jVamRlZQW7GyGPcmJHWbHpzZy2Hv8cXxfsAcdx+MPkO5AVm94rr9sZSRRQvfWfsJ3+BZxKi5TrH+nyDAMaU2woJ3aUFRvKiV1fz0qTmo2UhSvgqCpE4/cfwpK3F9YT+2E9sR+67LGIu2ghtOndvytwqOckWI2edbrKmtfrKj/V8cL0yYOhaT6rS5sxAsrohID2oydz4ngF1AkZnstbR0+RHxcdNjhrS9oVxUSbCa76crjqy2E5/kPLflQaqBMyWxXFmi+d1Pfuh2uhPqYCjeM4aJVhcIZbJ1gKawkJCdiwYQMOHz6MXbt24YcffsAXX3yBHTt24LzzzsO6devaFX28SkpKcOONN6K+vh4TJkzAhAkTcMMNN+C8887D448/jh9//LHdNq0LYYE0dOhQn3XZr7zySvzud7/DqlWrUFNTgxUrVjDtx+12d/g4S78lSeryeVEUfc566y10awviF0mSIEkSOI4Li09M/EU5saOs2PRWTvtKD+GdX7cAAG47fxHOTw3uorCSJKLm4/96DqAVSiQvXH7GX6hoTLGhnNhRVmwoJ3b9JStN8iAkz/8jnLWlaPz+Q5iPfgeb4SBshoPQDT4XsVMXQJfl/xUhoZSTZ2H6spaF6cuOw1XX0cL0kdCmj4DGu15X2tAevwwwGDnxGh206cN93pMlSYJgbpQLYd4/XbWlkFwOOCpOwVFxymc/Cn0M1IlZULUqiKkTM3sss1AaUyT4JEnCyZMnYbfbce655+Kcc87B0qVLYTab8eCDD+Krr77Cd999h9/85jcdbv/f//4XVVVVePXVVzFt2jSf57yXAgaLWq3GP//5T8yZMwf/+9//kJOTg6uvvlp+3nsJpNPp9Dm7rTuXX3oLy6dOncI555zj81xJSQnsdjtSU3v+Zilt+V38KisrwzvvvIOTJ0/CZrN1enoex3FM18mSvsVut8NgMCA7Oxs6nS7Y3QlZlBM7yopNb+R0qq4QL/7wJgDg8qGX4PJhl/TI67CSJAn1X74F869fARyP5LnLEDF4zBm3ozHFhnJiR1mxoZzY9bes1AkZSJrz/xB30SI07tkE0+FdsBX8ClvBr9Bm5SBu6gJoB51z1sWGYOYkOj3rXLUUu05AtJvbtVMlZDQXuzxndakGpPX65X2hMp44joMyKg7KqDhEDDlPflwSBbgaKtsssF8Ed0MVBEsTbJbDsBUebr0nqOJToPIWw5rvPqmKSwbH+79mERA6WZHQwHEcli5dCovFgk8//RRRUZ619iIjIzF8+HB89dVXcpHIe+ZT6/pHQ0MDAGD4cN8PZj/77DMUFRUBAARBOOOlk2119Fr+iI2NxapVq7BkyRI88cQTuOCCC5CSkgIASEpKAgAcOXIEEyZMkF9v27Ztfr/ezJkz8dxzz+G1117DrFmz5HW/JEnCP//5TwBot25Yb/Cr+HXq1CksXrwYZrP5jKe0USW9f1KpVMjIyOj01E/iQTmxo6zY9HROtZZ6rP7uP3AKLpyfmoNbz1/QI69zNhq/+wBN+7cDABKvvgf6kROZtqMxxYZyYkdZsaGc2PXXrFTxqUi8+l7ETl2Ixj2bYfrlK9iLj6LinaPQpI9A3NQF0GWfz/x7Qm/m5G6qkQtdnoXpC9ovTK9UQ5M+DNp0z3pdmvThUESwL0zfU0J9PHG8AuoB6VAPSAdGXSg/LjrtcNaUtDpTzFMUE61GuOor4KqvgDV/X8t+lGqo5Esns+T1xBT62JAcU6RvuPfee7F8+XJcd911mD9/PmJiYpCXl4cNGzZg9OjR8qWECQmey5V37tyJtLQ0zJw5E9OnT8fOnTvxu9/9DgsXLoRarcaBAwewY8cOaLVa2O12GI3GDtf56kp8fDx4nsf+/fuxYcMGTJkyBenp/i1DMmnSJNx8881Yu3Yt/vznP+ONN94Ax3GYN28etm7dimXLlmHJkiXQ6XT4+OOP0djY6NfrAJ4zv/7whz/gueeew9y5czF//nzodDp8+eWX2L9/P37zm99g9uzZfu/fX34Vv1544QWYTCaMHTsWixYtQnJycrfuGED6HqVSidjY2GB3I+RRTuwoKzY9mZPNZceq3f9Go92IrJh0/L8L74Cim5+sdlfTgY/R8O17AIABM29D1Lkdn27eERpTbCgndpQVG8qJXX/PShWbhMQr70Lc1AVo3LsFpp+/hKMsH5XvPw1NajZipyxAxPDxZyxY9FROkuCGo6oQjuZF6T0L09e1a6eIGgBtpufyRW36CKiTB3VrYfqe0lfHE6/WQps+DNr0YT6Pu1tfOlldDFdNEZw1JZDcTjgrDXBWGnz3ExHdcsmktyiWmAlerW33mn01K9Jz5syZA71ej7feegtvvPEGTCYTUlNTcfPNN+P3v/+9fNbW0KFDsWTJEnz44Yd4+umnkZGRgWuvvRZ2ux3r16/Hs88+C71ej6ysLDz55JMQRRGPPfYYdu/ejfnz559Vn/R6Pf70pz/htddew1NPPYX/+7//w7XXXuv31/inP/0J3333Hb7//nusX78eN910Ey688EI8++yzeOONN/Cvf/0L0dHRmDVrFpYsWYKZM2f6/Vq/+93vMGTIEKxZswavvPIKAGDw4MF47LHHsHjx4h5b86wrnHSmU7c6MHHiREREROCzzz4LykJlJPjcbjfMZjMiIyPP+vTNcEI5saOs2PRUToIoYPV3/8WhiiOI0UZj5YwVSNDHB2z//jD9+g1qtr0IAIi7+DrEXbTorLanMcWGcmJHWbGhnNiFW1ZucwOafvgIxoOfQXI5AADqpIGInboA+pGTOr1MMFA5CVYT7GX5cHgvYSw/2X5heo6HOnkwtJktd2EM9ML0PSUcxpMkCnA3VskFMUd1IVw1xXDVVwLo6NdaDsq45OaiWMsi+1x0IixWW7/OihDiy6+fdKfTiYkTJ1LhK4y5XC6UlpYiOzub3jC6QDmxo6zY9FROa3/+EIcqjkClUGHF1N8HvfBlyd+Hmu0vAwCiJ1yN2KkLz3ofNKbYUE7sKCs2lBO7cMtKGRmHATNuReyFc9G0fzuafvwEzuoiVG96DqqEDMRNWQD96Mnt1nPyJydJEuGqK4e99Lhc7HLVlbVrx2sjoUkfLp/ZpUkd2uGZQn1BOIwnjldAFZ8GVXwa9CMnyY+LLgdcNSXyJZOeP4shWBrhbqiEu6ES1hP7W3akUME16AJo5tzbb7MihPjy68yvBQsWQBAEbN68uSf6RPoAukMKG8qJHWXFpidy+vTkN/jfwfcBAMsm34lJmWMDsl9/2Qp+RcX7TwOCG5HnXorEq3/v16LBNKbYUE7sKCs2lBO7cM9KsJnQdGAHjPu3Q3RYAXjWC4udPB+RuRfLlxay5CS6HPLC9I7SfNjL8iHaOliYfkCaZ52uDM+ZXcFYmL6nhPt46ohgaWopiHnXE6sphuRyQJ2SjfTbV1FWhIQJv4pfW7duxYoVK/DPf/4zKKv0E0IICYyfK45i5e6XIUkSFp8zB/NGB3dOt5edQMX6JyC57IgYMRHJ8//Y7Ts6EUIICW2i3YKmHz9B0/7tEG0mAIAyJgmxk+ch6tzfgFO2X5TcbaxtXqfLc2aXo6oQEAWfNpxSDU3a0JZiV/pwKCKie+NLIiFMkkS4m2qh0MeAV2mC3R1CSC/xq/h1/PhxvPzyy/j6669x6aWXYsyYMYiOju60ar5gQfDvFkYCy+l0orKyEikpKXT5axcoJ3aUFZtA5lTcWIZHdz4Lm9uOSwZdiN9PuDmon346q4tQ/vZjEO1m6AaPQcqihzv8hYd5fzSmmFBO7CgrNpQTO8rKl+i0wfjTZ2ja9xEESxMAz2LzUROugUkdh0hHPdyVpzwL0xtr222viIqX1+nSZIyEJnkgOEX43M2PxhM7yoqQ8OPXBc5z584Fx3GQJAmff/45vvjiiy7bU/Gr/5EkCaIowo/aaVihnNhRVmwClVOjrQnP7P43bG47RicOw+8uuCGohS9XfQUq3nkSot0MTfoIJC9Y3q3CF0BjihXlxI6yYkM5saOsfPFqHWIvnIvoC66A6dAXaNy7FYKpDo071wAAmlo35niokwfJxS5txggoohPC+hI2Gk/sKCtCwo9fZ3499NBDZ/XGsnLlyrN9CUIIIT3E6Xbi/75+HqfqC5EamYSnZyxHpEYftP64jXUoX/sI3E3VUCcNROpNT0KhiwxafwghhIQG0e2E+Zev0LhvG0SbGZr0YS1ndqUNBa/WBbuLhBBC+gi/il+EEEL6JlES8c+9b+CHkoOIVOvx9IzlSI1KClp/BKsR5W8/CldtKZRxKUi75WkoI2OD1h9CCCGEEEJI/9M/bm1Cep3NZsORI0dgs9mC3ZWQRjmxo6zYdDenDUe24YeSg1DwCvxpyu+CWvgSHVZUvvdXuGpLoYgagNQbHw9o4YvGFBvKiR1lxYZyYkdZsaGc2FBO7CgrQsKPX2t+eR0/fhxvvvkm9u/fj5qaGqhUKiQkJGDixIm47rrrcM455wSqnyTEqFQqpKWlQaUKn0VE/UE5saOs2HQnp28K9mLTsU8BAHddcCNGJw0PdPeYiS4HKjc8A0eFAXxENFJveAyqmMAW4mhMsaGc2FFWbCgndpQVG8qJDeXEjrIiJPz4fdnjxo0b8cQTT8Dtdnf4vFKpxF/+8hcsXry4Wx0khBDSfceqT+CpXS9AEAXMG3U5Fp87J2h9kQQ3qj5YDeupn8BpIpB24xPQpA4JWn8IIYQQQggh/Ztflz3+8ssvePzxx6FQKLB06VJ88sknOHz4MH755Rds374d99xzDxQKBZ5++mkcPnw40H0mIUAQBBiNRgiCEOyuhDTKiR1lxcafnCpM1Xj2+1chiAImZY7Fdedc04M97JokiajZ9pKn8KVUI2XRQz1W+KIxxYZyYkdZsaGc2FFWbCgnNpQTO8qKkPDjV/HrtddegyRJeOmll7B06VIMHjwYKpUKGo0GQ4cOxf33348XX3wRbrcba9asCXCXSShwOp0oLi6G0+kMdldCGuXEjrJic7Y5mR0WPPPtyzA7LRgaPwhLJ9wKngvOco+SJKHu09dhProb4BVIvvZP0GXl9Njr0ZhiQzmxo6zYUE7sKCs2lBMbyokdZUVI+PHrsscLL7wQAwcOxHvvvddlu+uvvx4VFRXYtWuX3x0koUmSJAiCAIVCAY7jgt2dkEU5saOs2JxNTm7Bjb/uegHHak4iISIef5uxHLG6mF7qaXv1X69H455NADgkzXsAkaOn9Ojr0ZhiQzmxo6zYUE7sKCs2lBMbyokdZUVI+PHr43+TyYSUlJQztktJSUFDQ4M/L0FCHMdxUCqV9GZxBpQTO8qKDWtOkiTh1Z/ewbGak9AptXjoonuCWvhq3LulufAFJFzxux4vfAE0plhRTuwoKzaUEzvKig3lxIZyYkdZERJ+/Cp+JSUlIS8v74zt8vLykJCQ4M9LkBDndDpRWlpKpwqfAeXEjrJiw5rT1uOf45uCveA4Dg9M/i2yYtN7qYftGQ9+jvqv3gYAxF96M6LHXtYrr0tjig3lxI6yYkM5saOs2FBObCgndpQVIeHHr+LXxRdfjOLiYrzyyiudtvnvf/+L4uJiTJ061e/OkdAlSRKcTif8vFlo2KCc2FFWbFhy+qHkIN75dQsA4LbzF+G81J5bV+tMzMe+R+0nrwIAYifPR+yFc3vttWlMsaGc2FFWbCgndpQVG8qJDeXEjrIiJPz4teZXZWUlrrnmGpjNZkycOBGXXXYZ0tM9ZxWUlZXhs88+w/79+xEVFYXNmzfLzxFCCOlZp+oK8fjX/4BLcOGKYb/BbWMXBa0v1lM/oXLjKkAUED12FgZcfiddXkAIIYQQQgjpdX4VvwDg119/xdKlS1FdXd3ulxlJkpCUlIR//etfOP/88wPSUUIIIV2rtdTj4S9XocluxPmpuVgx9ffg+eDc2dFWfBSV7/4VktuJyJyLkDjnfnBBusskIYQQQgghJLz5XfwCPNdK79ixAwcOHEB1dbVc9Bo/fjyuuOIKaLXaQPbVLyUlJVi1ahX2798PALjkkkvw0EMPIT4+nnkfjz76KAoLC/H222/3yP77IpvNhoKCAgwePBg6nS7Y3QlZlBM7yopNZzlZXTY8tvM5FDeVISsmHU9N/xN0quDMwY6K0yhf/zgkhxURQ8checFycAplr/eDxhQbyokdZcWGcmJHWbGhnNhQTuwoK0LCT7d+G1Gr1Zg7dy7mzp0boO4EVkNDA2699VY4nU789re/hSAIeOONN5Cfn4+NGzdCrVafcR8bN27Ehg0bMGHChB7Zf1+lUqmQlJQElUoV7K6ENMqJHWXFpqOcBFHAv/a+geKmMsRqo/HQRfcErfDlrC1FxXtPQXJYoc3KQdL8Pwal8AXQmGJFObGjrNhQTuwoKzaUExvKiR1lRUj46fZvJHV1dXA4HF22SUtL6+7L+GXNmjWorKzEtm3bkJ2dDQAYM2YMbrvtNmzZsgWLFnW+Fo4gCPjPf/6Dl156qUf239cplUq6kycDyokdZcWmo5ze+vkDHKo4CrVCheVTf48EfXDOPHU1VaPinSchWo3QpGYjZdFD4FWaoPQFoDHFinJiR1mxoZzYUVZsKCc2lBM7yoqQ8ONX8cvtduO5557DBx98ALPZ3GVbjuNw7NgxvzrXXR9//DEmTJggF6YAYPLkyRg8eDA+/vjjTotTDocDCxcuRH5+PubOnYu9e/cGdP/9gSAIsNls0Ol0UCgUwe5OyKKc2FFWbNrm9OnJb/DpyW8AAEsnLsHQAYOC0i+3uREV65+AYKqDKiEDKdc/Al4TEZS+eNGYYkM5saOs2FBO7CgrNpQTG8qJHWVFSPjxa/XhV199FW+++SZMJhO0Wi0SExORlJTU4f+JiYmB7jOTpqYmlJSUICcnp91zOTk5OHr0aKfbOhwOmM1mPP/881i1ahWUyvY1wu7svz9wOp0oLCyE0+kMdldCGuXEjrJi0zqng+VH8OahDQCAG86di0mZY4PSJ8FmRuW7T8LdUAllTBJSFz8GRUR0UPrSGo0pNpQTO8qKDeXEjrJiQzmxoZzYUVaEhB+/il9bt26FWq3G66+/jkOHDuHbb7/Frl27Ov0/GKqqqgAAycnJ7Z5LTEyEyWSCyWTqcNvIyEh8/vnnuPLKK3tk/yxcLhfsdrv8b7vdLk/OoijCZrNBEAQAnjPxbDab3NbhcMhtJUnqdlvvPREcDod8iatarUZWVpb8SYn30xNvW6fT6XM5rM1mg9vt9rutKIpy27a5uFwun1y8bTvKsG1b79faU3krFApkZWVBo9F02tb7tbbNuyczbN22dS5t27JkGIi8HQ4HeJ7H8OHDoVare3R8ByPvznLxJ2+VSoXhw4ejzFSJf+59HZIk4TeDJ2PWoIuDMkdYjA2ofP9pOKuLwOtjMWDBQ1BGD2iXdzDmCI1Gg4EDB8p3vAzFOSIUxqxSqURWVpa8TmWozhGhkDcADB8+HBqNJmTniK7a9laGSqUSw4cPh0Kh6PQ4IhTmCH8yDPQcodFoMGjQIPnO6aE4R4TCcYRKpUJWVpa8PlOozhHBPo7geR4DBw6UjztDdY5g+V2jp+cIhUKB4cOHQ6lUhvQcQQgJHL+KX1VVVZg8eTKmTp0a6P4EjMViAYAO797hfUOwWq0dbsvzfIdnewVq/yzq6+tRWFgo/7ukpAS1tbUAPJOnwWCQJ8WGhgaftqWlpaipqQHgmTwNBoPcl6amJpw+fVpuW15eLhfyRFGEwWCQL2U1mUwwGAxy28rKSlRWVgLwZFRcXCznYDabYTAY5DeDqqoqlJeXy9uePn0aTU1Nci4Gg0F+g6qpqUFpaanctrCwEA0NDQA8b04Gg0F+I6mtrUVJSYlP2/r6egCeNxGDwSC/kdTV1aG4uFhuW1xcjLq6OgCeNzaDwSC/EXaUoTdvb4bevBsbG1FQUCC3LSsrQ3V1NQDPm63BYPDJpbi4WP7lu6KiQs5QkiSfvL0Zet+oKysrUVFRIb+OwWCA0Wj0aet9k6yqqkJZWVmXeXvbts27oKAAjY2NPhl2lndRUZGct8Ph8Mmwvr4eRUVFctuOxqz3Tb9tht681Wq1PA47G7NlZWXymPXm7c3QaDT6jNlA5W2xWHwyrK6u9sm7dYbeMesd37W1tZ2Ob2+GZzNmnU4nrIINf9/zCuxuB3KShuPOcYt9xmxvzRHGxnqUv7cSjrIT4LWRwCW/RW2rJSANBoP8IUAw5gie51FWVtZufIfSHNFTY/Zs5gi73Y7i4mL5exOqc4R3zHozDMYcUVVVBbVaDZ7nQ3aO8GYYzOMIq9UKtVot5+LV+jgCCP4c4W0bzOMInudRXV0ttw3FOSIUjiMEQUBxcbHcNlTniGAfRzQ0NKCiokI+7gzVOYLldw1vhj01RzQ1NUGtVssZhuocQQgJHE7yzthnYfbs2YiOjsa6det6ok8BcfDgQSxevBh//etfsXDhQp/nnn/+efz3v//F7t27kZSUdMZ9XXrppUhPT8fbb7/dI/vviMvlgiAI0Go9d2yz2+3geV4uDjgcDqjVaigUCrjdbrhcLrkQ53A4wHEc1Go1JEmC3W7vVlutVguO4+TJW6PRwOFwoKqqComJidDpdBAEAU6nU27rdDohSZJcCPSesaJUKv1qq9FowPM8nE4nRFH0yUWhUEClUsm5eNt2lGHbtt6vtafytlqtqK2tRUpKivwG27at92ttm3dPZti6betc2rZlyTAQeTscDrjdbjQ1NWHAgAEQRbHHxncw8u5szPqTt1Nw4alv/4ViUzlS9In428wViNToe32O4Dmg8sPnYDuxD5xKi9QbHweXMFCeI9rmHYw5wul0orKyEgkJCYiIiAjJOSIUxqzNZkNNTQ2Sk5Oh0WhCdo7w5hLMvJ1OJ4xGIxISEiAIQkjOEV217a0xC3h+0YuLiwOADo8jQmGO6Mkxy5q30+lEVVUV4uPjodfrQ3KOCIXjCLvdjurqaiQlJUGr1YbsHBHs4wiLxYK6ujr5uDNU5wiW3zV6eo6QJAmNjY2Ij4+XnwvFOYIQEjh+Fb82btyIxx9/HGvXrsUFF1zQE/3qtuPHj2POnDl49NFHcdNNN/k898wzz+DNN9/EoUOHEBFx5gWZOyp+BXL/fZHdbkdpaSkyMjLkSZy0Rzmxo6zOLK/mJN4+tAmnGgqhV0Vg5cwVSInyr8DeHZIkomb7f2D+9StAoUTqdX+BbvC5vd6PM6ExxYZyYkdZsaGc2FFWbCgnNpQTO8qKkPDj190eFy5ciOLiYixZsgRXXnklRowYgZiYmE7bL1iwwO8O+istLQ0A5FNyW6uurkZ0dHS3ClM9vf9Qp9VqMXTo0GB3I+RRTuwoq86drCvA+4e34deqPACAWqHCg1PvDlLhS0Ldl295Cl8cj+S5y0Ky8AXQmGJFObGjrNhQTuwoKzaUExvKiR1lRUj48av4VV9fjz179sDtdmPbtm3Ytm1bl+2DUfyKjo5GRkZGh3ddPHbsGHJzc0N6/4QQUtBQgvePbMPB8sMAAAXH4zeDJ2N+zhVIiIgPSp8av9sI4/7tAIDEq++FfuTEoPSDEEIIIYQQQlj5Vfx65plncPToUeh0OowfPx7x8fHyXWpCyWWXXYa1a9fCYDAgOzsbALBnzx4UFBTgjjvuCPn9hzK73Y7CwkIMGjSIThXuAuXEjrJqUdJUjg1HtmNf6SEAAMdxmDZwEq7NuQIxyigUFhYiclBEr+fUdOBjNHz7PgBgwGW3I+rcS3r19c8WjSk2lBM7yooN5cSOsmJDObGhnNhRVoSEH7+KX7t370Z8fDw2b96M5OTkQPcpYO68805s3boVS5Yswe233w6Hw4HXX38dOTk5mDNnDgDPnU0OHjyIsWPHIjMzM+D7768UCgXi4+OhUCiC3ZWQRjmxo6yAclMVPjjyMb4v/hESJHDgMDlrHBbmXIW06BQAnpthBCMn069fo+7z/wEA4i6+DjHjr+rV1/cHjSk2lBM7yooN5cSOsmJDObGhnNhRVoSEH78WvD///PMxZcoUvPTSSz3Rp4A6ffo0Vq5ciR9//BFarRbTpk3D8uXLER/vuWRo06ZNePjhh7Fy5UrMnz+/w310tOA96/4JIeRMqs21+ODYDnxbuA+i5LmF94SM87Ao52pkxaYHuXeA5fg+VG16FpBExEy4GvEzloTk2b6EEEIIIYQQ0hG/il/XX389nE4nNm3a1BN9In2AIAjyrX7pE5POUU7swjGrOmsDNh37BF+d/h5Cc9FrbGouFuVegyHxWR1u09s5WQt+QeX7fwMENyLPvRSJV9/TZwpf4Tim/EE5saOs2FBO7CgrNpQTG8qJHWVFSPjh/dnorrvuwrFjx/DOO+8Euj+kj3A6nTh9+jScTmewuxLSKCd24ZRVo60Jaw5uwP0fP4YvDLshSCLOSR6Jv05/EA9dfG+nhS+gd3Oyl51A1cbVgOCGfuQkJF51d58pfAHhNaa6g3JiR1mxoZzYUVZsKCc2lBM7yoqQ8OPXmV+7du3Cu+++i127dmHYsGE477zzEBMTA6Wy/RJiHMfh/vvvD0hnSegQRRFOpxNqtRo871cNNSxQTuzCISujw4yPjn+OT09+A6fgAgCMShyK63JnY3TSMKZ99FZOzuoilL/9KES7BbohY5Cy8GFwSlWPvV5PCIcxFQiUEzvKig3lxI6yYkM5saGc2FFWhIQfv4pfI0eOBMdx6GpT7/McxyEvL69bnSSEkL7M4rRiW/6X2HHiK9jdDgDAsPhBuO6c2TgneWTInU3lqq9A+dpHIFgaockYgdTFj4FX052QCCGEEEIIIX2TX3d7vPfee0PulzXSu1wuF+rq6jBgwACoVH3rbJDeRDmx649Z2Vx27DjxFbblfwmrywYAGBybiUXnXIOxqbl+zaM9nZPbWIeKd56AYGmEOmkgUhb9uc8WvvrjmOoJlBM7yooN5cSOsmJDObGhnNhRVoSEH7+KX/fdd1+g+0H6GEEQYDQaERsbS28YXaCc2PWnrBxuJz479Q225n0Ok9MCAMiMTsWic67B+PQx4Dn/T6/vyZwEqxEV7z4Jd1MNlHEpSFn8GBS6yIC+Rm/qT2OqJ1FO7CgrNpQTO8qKDeXEhnJiR1kREn78uuyREEJIe07BhS8Nu7E57zM02Y0AgNSoJCzMuRqTM8eF9JoSosOK8nX/B2elAYqoAUi79a9QxSQFu1uEEEIIIYQQ0m1+nflFCCGkhVtw46uCPdh07BPU2xoBAEn6AViQcxUuGjgBCj60b6Etuhyo3PAMnJUG8BHRSL3hMSp8EUIIIYQQQvqN0D0NgYQ0u92OEydOwG63B7srIY1yYtcXsxJEAV+f3oP/98n/4fWf3kW9rREDdHG4c9wN+OcV/4dLBl8Y8MJXoHOSBDeqNz0He/FRcJoIpF7/KNQJGQHZd7D1xTEVDJQTO8qKDeXEjrJiQzmxoZzYUVaEhB8684v4RaFQIDo6GgpFaJ/REmyUE7u+lJUoithT8iM2HvkYFeZqAECMNhrzRs3CjOyLoFb03NoRgcxJEgVUb3sR1lM/gVOqkbLoYWhShwSgl6GhL42pYKKc2FFWbCgndpQVG8qJDeXEjrIiJPzQml+EEMJIlETsL/0ZG45sR6mxAgAQpdZjzqhZmDV0GjRKdZB7yE6SJNR++ipMBz8HeAVSFq5AxNBxwe4WIYQQQgghhAQcnflF/CKKIpxOJ9RqdUgv4h1slBO7UM5KkiQcrDiC9w9/hMLGUgCAXqXDNSNn4ophv4FOpe21vgQqp4Zv3vEUvsAhac7/65eFr1AeU6GEcmJHWbGhnNhRVmwoJzaUEzvKipDw49dP+pYtW/DTTz+dsd3OnTvxwgsv+PMSJMQ5HA6cOnUKDocj2F0JaZQTu1DMSpIk/FJ5DI98uRqrdv8bhY2l0Cm1uHb0lXjp6r9i/ugrerXwBQQmp8a9W9C4ZxMAIOHKuxA5ekqguhdSQnFMhSLKiR1lxYZyYkdZsaGc2FBO7CgrQsKPX5c9jhw5EnPmzMGqVau6bHf//fdj9+7dOHTokN8dJKFJFEXY7XZotVr6tKQLlBO7UMvqWPUJvH9kG/JqTgEA1AoVrhj2G8weORNRmsig9au7ORkPfo7aT14BAMRfejNiL5wb4B6GjlAbU6GKcmJHWbGhnNhRVmwoJzaUEzvKipDww3TZ45YtW+B2u30eKyoqwgcffNDpNmazGXv37oVK1XMLP5Pg4XkeERERwe5GyKOc2IVKVidqT+P9Ix/hcFU+AEDFKzFz6MWYO2oWYrXRQe5d93IyH/0OtZ+8CgCInTy/Xxe+gNAZU6GOcmJHWbGhnNhRVmwoJzaUEzvKipDww1T8Onr0KN5++21wHAcA4DgOv/zyC3755Zcut5MkCfPmzet+L0nIcblcqK+vR3x8PBU4u0A5sQt2Vqfri/H+kW04VHEEAKDgFZg+eArmjb4cAyLier0/nfE3J+upn1D90QsAJESPuxxxl9zQc50MEcEeU30F5cSOsmJDObGjrNhQTmwoJ3aUFSHhh6n4df/998NsNsv/3rx5M7KysjBuXOcLJGs0GgwaNAiLFy/ufi9JyBEEAQ0NDYiJiaE3jC5QTuyClVVxYxk2HNmO/WU/AwB4jse0QZNwbc6VSNIP6LV+sPInJ1vxUVR9+CwgCojMuQgDZt0hf5jRn9HPHxvKiR1lxYZyYkdZsaGc2FBO7CgrQsKP32t+zZ49G6tXr+6JPhFCSI8rN1Ziw9GPsbf4J0iQwIHD1IHjsSDnKqRGJQW7ewHjqDCgfN3jkJw2RAy7AMnXPghOQTf6JYQQQgghhIQPv4pfhBDSV1WZa/DB0R34tmgfvNPfpMyxWJRzNTJiUoPcu8By1pai/O1HIVqN0A7MQcp1fwGv0gS7W4QQQgghhBDSq7r98X99fT2sViu6qqFlZmZ292VIiLHb7SgpKUFmZia0Wm2wuxOyKCd2PZ1VrbUem45+gq8L9kCQRADABWnnYlHu1RgU13fmKNacXI3VqHjnCYhWIzSp2UhZ+HDYFb7o548N5cSOsmJDObGjrNhQTmwoJ3aUFSHhx+/i15o1a/D666+jrq6uy3Ycx+HYsWP+vgwJUTzPQ6/X062Bz4ByYtdTWTXYmrD52Kf48vR3cIueu9aOSRmN63KvwdABgwL6Wr2BJSe3uQEV7zwBwVQPVUIGUq5/BLxG14u9DA3088eGcmJHWbGhnNhRVmwoJzaUEzvKipDw49dlj5s2bcKf//xnAIBarUZcXBwUCkWn7b/66iv/e0gIIX4w2k3YcvxzfHZqF1yCCwCQkzQc1+Veg5GJQ4Pcu54j2MyoWPcYnNVFUMYkIe2Wv0IZHXoL9xNCCCGEEEJIb/HrzK9169aB4zg88sgjWLRoEd0hIwyJogiXywWVSkWfmHSBcmIXqKzMTgu2Hf8SO05+DYfbAQAYPmAIrj/nGuQmjwxUd4Omq5xEpx2V7/8NzuoiKPSxSL3x8bAufNHPHxvKiR1lxYZyYkdZsaGc2FBO7CgrQsKPXz/pBoMB5513Hm688UYqfIUph8OBkydPwuFwBLsrIY1yYtfdrKwuGz44+jGWbn8Um/M+hcPtwJC4LDx88b14avqf+kXhC+g8J8ntQtUHq+EoywevjUTqDY9DFZcSpF6GBvr5Y0M5saOs2FBO7CgrNpQTG8qJHWVFSPjx67LHSZMmYezYsfj3v//dE30ifYAgCLDZbNDpdF1e8hruKCd2/mZldzvw6clv8NHxL2B2WgAAWTHpWJR7NcanjwHHcT3V5aDoKCdJFFC16TlY8/eBU2mReuPj0KYPD3JPg49+/thQTuwoKzaUEzvKig3lxIZyYkdZERJ+/Cp+3X///Th48CC+/PJLujsGISQonG4nPjfsxta8z9DkMAEA0qNSsDD3KkzKHAueC49T2CVJRM32f8P869eAQonU6/4C3eBzg90tQgghhBBCCAkZfhW/CgoKsHDhQkybNg2PP/44oqOje6JvJIS53W40NDQgLi4OSqXfNw3t9yinM5MkCZLLDqexAU1GI2ITk6HWRQIKZYdnbbkFN3ae/h6b8j5Bg60JAJCsT8DC3KsxNWt8v1+3ofWYUigUqPtyDYz7twMcj+Rr/wT9iInB7mLIoJ8/NpQTO8qKDeXEjrJiQzmxoZzYUVaEhB+/ftLfe+89nHvuudixYwc+++wzDBo0CNHR0R3+ospxHNatW9ftjvqrpKQEq1atwv79+wEAl1xyCR566CHEx8cHZLsFCxbg8OHD7bafNWsWXnjhhQB9FaHH5XKhtrYWkZGR9IbRhXDNSRIFCFYjBEsTBGuT509LE8RWf2/9nOR2yttavH/hFeDVOnBqLXi1FpJKgx+1HD5XWFAPAQAQx6txVdQgTI4ZBHV9Eyzm78CrPO05tQ682vt3rWdfir7/PWg9pkx7N3kKXwASr76XCl9thOvP39minNhRVmwoJ3aUFRvKiQ3lxI6yIiT8+HXm18iR7AtHcxyHvLy8s32JgGhoaMC1114Lp9OJW265BYIg4I033kB6ejo2btwItVrdre0kScLYsWMxefJkXHbZZT77SE9PxwUXXNDjXyMhvUGSJEhOOwRLo08xy6e41brIZTMDOLuphVM2/1y1KoQBgAjgl0gNvozXo07tOTiJcgu4tMGK8U22s6vgK5SegphKC06ja1Uo0/oU2uS/q3wfbymotXqMD846EU37t6PuizcBAAMuuwMx468MSj8IIYQQQgghJNT5VeZeu3ZtoPvRI9asWYPKykps27YN2dnZAIAxY8bgtttuw5YtW7Bo0aJubVdaWgqr1Yrp06djzpw5vfNFERIgkuCGYDU1F60a2xSwjBAsjS1nalmN7YpSZ8TxUEREgY+IgUIfA0VEtOdPfSwU3sfkx2PBq7Vyv0SXA4LDin2lP+NDwzcot9UDAKIUGlwRNwwXR6RB5XZBdNohOm2QnHaITjsklx2iwwbRZW95zGmHJLg8fRLcEG3m5uJcYHAKlVxIa1c8a1No8xbZWgpubQttnsfPVFAz/fq1XPiKu/h6KnwRQgghhBBCSBf8Kn5NmDAh0P3oER9//DEmTJggF7AAYPLkyRg8eDA+/vjjTotfrNudOnUKAHzahQuHw4HS0lJkZGRAo9EEuzshqzdzkiQJksPaXMBqfclh68KWUX7MnwIQp9JCoY/2LWC1LmrpY+THeV3kWZ0V5c0qPT0dR+pO4f3D21DUVAYA0KsjMGfkZbh86DRoVWd/kw1JcEF0OjzFMaenQOb9u9RcQJP/7rJBdDQX0loV1uS/u+wQHXZAdMv7lqwuiDCedb86wynVHRbSOJUWEqeANX8vOAAxE69B7NQFAXvd/obmKTaUEzvKig3lxI6yYkM5saGc2FFWhISfbl/g7HK5kJeXh4qKCiQkJGDcuHEoLy9HWlpaIPrnt6amJpSUlGDWrFntnsvJycGuXbu6vd3JkycBtBS/rFYrIiIiAtH9kMdxHLRabYfrvJEW3c3Jc3ZWcyFLvuTQ6FvUav63aGlqOcOJuYN8c/EqurloFQteLmC1POYtcnnPzuopBbYyvPbtBpxuKAYA6FRaXD18Oq4aPh0Rap3f++UUKih0KkAXGaiuNhfUOiietS2UOe2QWJ532ABJ9Ozb7YTkdkK0dlxQ4wBEnHMJ4qffSj+DXaB5ig3lxI6yYkM5saOs2FBObCgndpQVIeHH7+KX2+3Gyy+/jPXr18NkMgEArrnmGowbNw7Lly+HzWbD888/j6ysrIB19mxUVVUBAJKTk9s9l5iYCJPJBJPJhKioKL+3O3nyJPR6PVauXIkdO3bAarUiMzMTDzzwAK666qoe+KpCh1qtRnp6erC7EfLa5iRJEkSHtc3i742tClqtz9YyQrT7cXaWWtvqzKzoVpcYxvqeqRURAz4iChwX3LsjSpKEXyqP4cNjnyC/1gAA0Cg1uGLYJZg9YiYiNfqg9q8zLQW1qDM3ZiBJkueyzHbFMRskh+eMNG/xTBEZh8icqXTAdgY0T7GhnNhRVmwoJ3aUFRvKiQ3lxI6yIiT8+FX8crvduOuuu7Bnzx4olUrk5ub63PHQaDTixIkTuOGGG7BlyxYkJCQErMOsLBbPPeN0uvZni3hPbbVare2KX2ez3alTp2CxWGAymbB69WoYjUasXbsWy5Ytg8vlwty5c/3uv8vlgiAI0Go9Z9rY7XbwPA+1Wg1RFOFwOKBWq6FQKOB2u+FyueQ+OxwOcBwHtVoNSZJgt9u71db7qYjD4ZBzEEURFosFWq0WKpUKgiDA6XTKbZ1OJyRJkjOz2WxQqVRQKpV+tdVoNOB5Hk6nE6Io+uSiUCigUqnkXLxtO8qwbVvv19oTeUuWBjT9+g1shUcBh1kubEFwn91gaD47i9NFQxkZC2VkLDhdFKDRQxMzAEp9HER1BDhdFHRxieBVmjNmKEkSFM15t86lbVuWDP3N2+V24XBdPjYf+1Q+00vFqzAz+yJcMWQaEqIG9Mj49ubSdnwHY8y2y1sCBF4FbWyU3FbVQYaiKMLlFiCKrpCdI9rmHYw5QpIkWCwWqNVqn1xCZY4IlTHrdrths9kQEREBhULRrm2w5ojWbVvnEsy8RVGEQqGAUqns9vj2a47oZt69OWa991Nyu90hO0f05JhlzVuSJFitViiVSp9cQmmO6Ow4ojfnCEEQYLVaodPpoFQqQ3aOCPZxhNPphNPphF6vB8dxITtHhMJxhPcOjxzHweVyhewcQQgJHL9O+Vi/fj2+//57TJkyBV999RU2btzo8/yGDRswZ84c1NbW4n//+19AOnq2WG5i2dFZE2ez3aJFi/DYY4/hhRdewMyZM3Httdfi/fffR2ZmJv7+979DEISz73iz+vp6FBYWyv8uKSlBbW0tAE9hzGAwwGazAfDcnbJ129LSUtTU1ADwHHQaDAZYrVYAnss6T58+LbctLy+Xz3YTRREGgwFms+dsI5PJBIPBILetrKxEZWUlAM+EXVRUhPp6z0LkZrMZBoMBoui5bKuqqgrl5eXytqdPn0ZTUxMAT/HQYDDA7fYUgWpqalBaWiq3LSwsRENDAwDPm5PBYIDL5bmcr7a2FiUlJT5tvX2w2+0wGAxwOj0Ls9fV1aG4uFhuW1xcjLq6OgCA0+mEwWCQ32Q7ytCbtzdDb96NjY0oKCiQ25aVlaG6utrzvbGaUPjVRpSvewzFL96Npl3vwln0K5yVpyGY6uTCF6eJgDIuBUJ8JlSDz0fU+TOhveAaOM+5EolzH0DqTU9Acc0KcAuexOCH38fAP7wB45Q7oL3iPiTN+X9QT7wWVQNyEJF7CSKGjUMDH4kqsxO8StNp3t7x2DbvgoICNDY2+mTYWd6tv+cOh8Mnw/r6ehQVFcltOxqzdrsdgijg8+O78OBnT+O571/F6YZiqHglLk4dj6VDb8S1wy5HTWl1p2O2rKxMHrOCIPiMWaPR6DNmKyoq5DErSZJPW++Y9f7MV1ZWoqKiQt7WYDDAaPRcdmixWHwyrK6uRllZWYcZesesd3zX1tZ2Or69GZ7NmDUajcjPz0dNTU1IzxHeDL1nBgdjjrDb7SgsLJS/1lCYI7xj1vtBS0+NWW9b75itqqryGbOt825qakJRUZE8BoI9R3SUYesx680wGHNEWVkZ8vPz5RxCcY7wZhjM44iGhgbk5+ejvr4+pOcIb9tgHkfY7XYUFBTIuYTiHBEKxxFmsxlFRUVy/0N1jgj2cURVVRUKCwvleSBU54hQOI6oqalBfn6+/D0P1TmCEBI4nMRS7Wlj7ty5qKysxM6dO6HXey5JGjlyJGbPno3Vq1cD8Eya06dPR3R0NLZv3x7YXjM4fvw45syZg0cffRQ33XSTz3PPPPMM3nzzTRw6dKjdGl3+btfaiy++iJdeegkfffQRRowY4Vf/Q/3TGLfbjcbGRkRFRUGj0YTtJ7YAYLda4Cg6DPvxPbCeOOBzV0R1xijwA8cgOm0QVJFxcKt0UEbEQKOPDKtPbEVRhNlqwQ8Vh7At/wtUWTxv9hEqHS4fNg0zBk5FpFov5+pyucLyE1uWvFufcQIgZOeIUDirQxAENDY2Qq/XQ6vV0plfnbR1Op0wGo2IjY2V/01nfnWctyAIcLvdiIiIgNPpDMk5IhTO6lAoFD5nqobqHNGTY5Y1b0EQ0NTUBJ1OJ58JFmpzRCgcR7hcLjQ1NSEmJkb+dyjOEcE+jrDb7bBYLIiNjYVCoQjZOSIUjiO82Xp/jwnVOYIQEjh+Fb/OO+88TJ06FS+99JL8WNviFwAsXboU33//PQ4dOhSY3p4Fo9GI8ePH4+6778YDDzzg89yyZcuwe/duHDhwIGDbtbZ+/Xo8+eSTeO+993D++ed3/4shIUeSJDgqDDAf3gXzse98FiZXDUhH5DnTEJl7EVQxSUHsZWhwuJ3Yefo7fHT8C9TbGgEAUZpIXDX8Ulw+9JJuLWRPCCGEEEIIIYSciV9rfimVSvk03q40NjbK11P3tujoaGRkZODo0aPtnjt27Bhyc3O7tV1VVRVuv/12XHHFFVi6dKlPO+9pqhkZGd39MkKW2+2WP4EL1vc4GFyN1TAf+RbmI7vgqms51Vqhj4F+9FREnTMN6pQh8qWx4ZoTAFidNnx2ahc+PrETRofn9PY4XQxmj5iJ6dlToVX63lY6nLM6G5QTO8qKDeXEjrJiQzmxo6zYUE5sKCd2lBUh4cevn/RRo0bh8OHDqKioQGpqaodtSkpKcPjwYZx77rnd6mB3XHbZZVi7di0MBgOys7MBAHv27EFBQQHuuOOObm2XnJwMo9GIjRs3YsmSJYiMjATgua5906ZNmDhxIhITE3v4Kwwel8uFyspKRERE9Ps3DMFmhiVvD8xHvoW9JE9+nFOqETFiAqJyp0E3ZAw4XtFu23DKycvoMGPHia/w6clvYHV51i5I0g/A3FGzMG3QJKgUqg63C8es/EE5saOs2FBO7CgrNpQTO8qKDeXEhnJiR1kREn78uuxxx44dWLZsGUaNGoWVK1di5MiRPpc95ufnY8WKFcjPz8czzzyDOXPm9ETfz6i+vh5XX301FAoFbr/9djgcDrz++uvIysrCe++9B7VajZKSEhw8eBBjx45FZmYm83YA8OWXX+Lee+/FsGHDsHDhQlgsFqxfvx4ulwvvvvuuXDgjfY8kuGA9dRDmI9/CcvLHVndo5KAblIvIc6ZBP2ISeA1dsudVb2vE9uNf4gvDbjgEz7pn6dEpmDfqckzJugCKDoqDhBBCCCGEEEJIT/Or+AUAjz32GDZs2ACO4xAVFQWTyYTY2FhoNBpUVVVBkiRcddVVeO655wLd57Ny+vRprFy5Ej/++CO0Wi2mTZuG5cuXIz4+HgCwadMmPPzww1i5ciXmz5/PvJ3Xl19+iVdeeQXHjx+HVqvFhAkTsGzZMip89UGSJMFRlg/z4W9hzvseos0sP6dOykJk7jRE5lwEZfSAIPYy9FRb6rA17zN8XbAXbtFTJBwcl4n5o6/A+PQx4Dm/bipLCCGEEEIIIYQEhN/FL8BTOHrttdfa3Yo1LS0Nt956K2655RZ57SPSvzgcDpSXlyMtLU2+c0pf5aqvgOnItzAf+RbuhpbbKysi4xCZexEic6dBkzzIr333p5zaKjNWYnPep/iu6ABEyXPb6ZEJ2Zg/+gqMSRl91j/7/TmrQKKc2FFWbCgndpQVG8qJHWXFhnJiQzmxo6wICT/dusB5/vz5mD9/Pmpra1FeXg5RFJGYmIj09PRA9Y+EKI7joFQq+2xxU7AaYT62B+Yju+AoOyE/zqm00I+chMjci6EblNvhOl5no6/n1JGChhJsPvYp9pUeggRP7XxMyijMG3UFRicN83u//TGrnkA5saOs2FBO7CgrNpQTO8qKDeXEhnJiR1kREn66deZXfX09Tp48iYkTJ8qPnTx5Env37sWsWbOQnJwckE4SEgii2wnryZ9gPrwLVsNBQBQ8T3A8dIPHIPKci6EfPgG8Whvcjoao/FoDNh37FIcqjsiPXZA+BvNHXY6hAwYFr2OEEEIIIYQQQkgX/C5+vfvuu3j66acxfPhwbNq0SX78ww8/xF/+8hfodDo8+eSTuOaaawLWWRI6JEmCKIrgeT6kPzGRJBH2kjyYD38LS94eiA6r/Jw6eTAiz5mGyJypUEbG9dDr942cOiNJEg5XHcfmvE9xtNpzhhzHcZicOQ7zRl2OrNjAneXZ17PqLZQTO8qKDeXEjrJiQzmxo6zYUE5sKCd2lBUh4cevyx53796NJ554AjqdDlOmTPF5bty4cfjtb3+L9evXY/ny5UhISMCFF14YkM6S0GG322EwGJCdnQ2dLvTueOisLYX58C6Yj+6Gu6lGflwRnYCo3IsQmXsx1IlZPd6PUM+pM5Ik4afyX7Hp2Kc4VV8IAFDwCkwbOBFzR81CSlRSwF+zr2bV2ygndpQVG8qJHWXFhnJiR1mxoZzYUE7sKCtCwo9fZ37deuut+Omnn/Dee+8hNze3wzaHDx/G9ddfj0mTJuGNN97odkdJaBEEAWazGZGRkVAourcuVqAIliaYj+6G+ci3cFQY5Mc5TQQiR05C5DnToM0aDa4X7z4Yijl1RRRF7C39CZuPfYbipjIAgEqhwvQhUzB75EwkRMSfYQ/+62tZBQvlxI6yYkM5saOs2FBO7CgrNpQTG8qJHWVFSPjxq/g1efJkjBo16oxFrVtvvRVHjhzBTz/95HcHCemK6HLAeuIATId3wXb6Z6D5roPgFYgYch4iz5mGiGEXgFfRXVy64hbc+LZoP7bmfYYKczUAQKfU4rKhF+OqEdMRq40Ocg8JIYQQQgghhBD/+HXZo91uZzo9NCYmBm6325+XICHO7XbDZDIhKioKSmW3bhp61iRRgL34GEyHd8Fy/AdITpv8nCZ1qGcdr9FToNDH9Gq/OhLMnFg43U58VbAHHx3/ArXWegBApFqPK4f/BpcPuwSRan2v9SXUswoVlBM7yooN5cSOsmJDObGjrNhQTmwoJ3aUFSHhx6+f9EGDBuHAgQPyqaIdsdvt+PHHH5GV1fPrKpHe53K5UFZWhuzs7F57w3BWF8F05FuYj3wLwVQvP66MSUJk7sWIPOdiqAcEbgH2QAhGTixsLju+MHyLbfk70WQ3AgBitdG4esQMzMy+CDpV79/xMlSzCjWUEzvKig3lxI6yYkM5saOs2FBObCgndpQVIeHHr8se16xZg2eeeQaTJ0/G6tWrkZCQ4PN8fX09/vznP2PXrl34wx/+gLvuuitgHSahofWw6ck7pLhN9TAf/Q7mw7vgrC6UH+e1euhHTUbUOdOgyRjRq+t4nY3eyomV2WHBJye/xo6TX8Pi9Nz5MiEiHnNGXobfDJkMtUIVtL6FWlahinJiR1mxoZzYUVZsKCd2lBUbyokN5cSOsiIk/PhV/HK5XLjpppvwyy+/QKlUIjc3F6mpqQCAyspKHDlyBC6XCzk5OXjnnXeg0dB6S4Sd6LTBkr8P5sPfwlZ4uNU6XkpEDB2LqHOmQTd0LHilOrgd7UMa7UZsz9+Jz0/tgt3tAACkRiVh7shZuGjQRCh5WuiTEEIIIYQQQkj/5FfxCwCsViv+8Y9/YNOmTbBarT7PqdVqzJs3Dw8++GCnl0WSvs3hcKCyshIpKSkBKW5KogBbwa8wH/kWlvx9kFwO+TlNxghE5U6DftRkKCKiuv1avSnQOZ2tWks9Pjr+BXYWfA+X4AIADIxJx7zRV2BSxvng+dA5Yy7YWfUVlBM7yooN5cSOsmJDObGjrNhQTmwoJ3aUFSHhx+8LnCMiIvDII49g+fLlOHLkCGpqaiAIAhITE5GTk4OIiIhA9pP0Q5IkwVlVAPPhXTAf/Q6CpVF+ThmXgqjcaYg852Ko4lKC18k+qsJUjS15n+Hbwh8gNJ85Nyx+EObnXImxqbl0ejchhBBCCCGEkLDh15lfN910EwYOHIinn366J/pE+jm3sRbmI9/CdORbuGpK5Md5XRQiR09B5DnToEkbRgUaPxQ3lmFT3qfYW/KTvJZBTtJwzB99BXKTRlCmhBBCCCGEEELCjl9nfh05cgQqVfAWxibBd7aLRIoOK8x5e2E+8i3sRUcBeLbnFCpEDLsAkedMQ0T2eeCCuOB6T+itxTRP1RVi07FP8GP5r/JjY1NzMX/0FRieMKTHXjeQaOFRNpQTO8qKDeXEjrJiQzmxo6zYUE5sKCd2lBUh4cev4pder4efS4WRfsJut8NgMCA7Oxs6na7DNpLghu30LzAd2QXriQOQ3E75OW3WaETmToN+1IVQaPW91e1ex5KTvyRJwrGak9h07BMcrjoOAODAYWLm+Zg/6nIMissM6Ov1tJ7Mqj+hnNhRVmwoJ3aUFRvKiR1lxYZyYkM5saOsCAk/fl32uG7dOvztb3/Dgw8+iMWLF0Or1fZE30gIc7vdMJlMiIqKglLZUkOVJAmOCoNnHa9j30G0GuXnVAPSEXnONETmXARVbFIwut3rOsupOyRJwqGKo9h87BPk150GAPAcj4sGTsDcUbOQHt0310jriaz6I8qJHWXFhnJiR1mxoZzYUVZsKCc2lBM7yoqQ8ONX8WvlypXYtWsXioqKoFAokJWVhZiYmA7vHMdxHNatWxeQzpLQ5WqshvnItzAf2QVXXbn8uEIfA/3oqYjKvRjq1Gw6rbgbREnE/tKfsfnYpyho9KyVpuKV+M3gyZg96jIk6QcEuYeEEEIIIYQQQkjo8av4NXLkSPYX4Djk5eWd7UuQECcIAoy1VeBKD8N6dDfsJS3fY06pRsSICYjKvRi6wWPAKcL30xRBEGA2mxEZGQmFQuHXPtyigO+LDmBL3mcoM1UCADRKDWZmX4RrRsxAnC4mkF0OmkBkFQ4oJ3aUFRvKiR1lxYZyYkdZsaGc2FBO7CgrQsKPX1WJtWvXBrofpA+RBDeqt/8H1mO7wYlC86MctINyEZV7MfQjJ4HXRAS1j6HC6XSipKTEr/UEXIIL3xT8gC3HP0ONpQ4AEKHS4Yphv8GVw3+DKE1kT3Q5aLqTVTihnNhRVmwoJ3aUFRvKiR1lxYZyYkM5saOsCAk/fp35RcKbYGlC0b9+C0giVIlZiGpex0sZTZfdtSVJEkRRBM/zzJd82t0OfGn4Dtvyv0CDrQkAEK2JxFXDp2PW0GmIUPfPN2h/sgpHlBM7yooN5cSOsmJDObGjrNhQTmwoJ3aUFSHhp9vFL5fLhby8PFRUVCAhIQHjxo1DeXk50tLSAtVHEoIclacBjoc6aSC9YQSIxWnFZ6d24eMTX8HkMAMA4nWxmD1yJqYPmQqNUh3kHhJCCCGEEEIIIX2P34sxud1uvPzyy1i/fj1MJhMA4JprrsG4ceOwfPly2Gw2PP/888jKygpYZ0no4OIzUFVVhWSXC2o1FWU643Q6PTklJ3eak9FuwscnvsKnp76BzWUHACTrEzBn1CxMGzQRKoWqN7scNCxZEcrpbFBWbCgndpQVG8qJHWXFhnJiQzmxo6wICT9+Fb/cbjfuuusu7NmzB0qlErm5uTh8+LD8vNFoxIkTJ3DDDTdgy5YtSEhICFiHSWiQJAlutxt01WzXusqp3tqIj/K/wE7Dd3AITgBARnQq5o26HJOzxkHBh9fimzSm2FBO7CgrNpQTO8qKDeXEjrJiQzmxoZzYUVaEhB+/Lnt86623sHLlSkydOhUrV65EYmIiRo4cidmzZ2P16tWw2+14/PHHsXXrVtx+++1Yvnx5T/SdkD6pylyDrXmf45vCH+AW3QCAIXFZmD/6ClyQfi54jg9yDwkhhBBCCCGEkP7Dr+LX3LlzUVlZiZ07d0Kv1wOAT/EL8KwFNn36dERHR2P79u2B7TUhfVBpUwU2532K74t/hCiJAIBRiUMxb9QVGJMyitZOI4QQQgghhBBCeoBflz0WFhZi6tSpcuGrIyqVCueeey6+//57vztHQpfNZsPp06cxZMgQuj1wF2w2G74/+gMOWvPwU8URSPDUmsekjMb80ZdjVOKwIPcwdNCYYkM5saOs2FBO7CgrNpQTO8qKDeXEhnJiR1kREn78Kn4plUoYjcYztmtsbIRS6fea+iSEqVQqpKSkQKUKj8XY23ILbjQ6jGiym9BkN6Kx+c8muxGNDu/fTWi0G2F2WuTtJqSfh3mjL0d2/MAg9j40hfuYYkU5saOs2FBO7CgrNpQTO8qKDeXEhnJiR1kREn78qkyNGjUKhw8fRkVFBVJTUztsU1JSgsOHD+Pcc8/tVge7q6SkBKtWrcL+/fsBAJdccgkeeughxMfHB2Q7f/ff1ymVSgwYMCDY3Qgop+DyKVo12Y1ocnj/3uoxuxEWl415vxzHYUrWeMwbNQuZMWk9+BX0bf1xTPUEyokdZcWGcmJHWbGhnNhRVmwoJzaUEzvKipDw41fxa/HixVi2bBnuuecerFy5EiNHjvR5Pj8/HytWrIDT6cSCBQsC0lF/NDQ04NZbb4XT6cRvf/tbCIKAN954A/n5+di4cWOnt7Vl3c7f/fcHgiDAarUiIiICCkXo3pXQ7na0KWiZ0OQwtvzd+5zDCJvLflb7VnA8orVRiNVEI0YbhRhtNGK00YjVRiGm+bEotR4R0CIhZkBI5xQK+sqYCjbKiR1lxYZyYkdZsaGc2FFWbCgnNpQTO8qKkPDjV/HryiuvxA8//IANGzZg3rx5iIqKAsdx2L17Ny655BJUVVVBkiRcddVVmDNnTqD7zGzNmjWorKzEtm3bkJ2dDQAYM2YMbrvtNmzZsgWLFi3q1nb+7r8/cDqdKCoqQnZ2dq9eJy9JEmxue6vLDVsXtFqKWd7LDx1ux1ntX8krEdOuoBWF2OY/YzTR8t/16ogz3pnRZrPBYDAgWhdF6wmcQbDGVF9DObGjrNhQTuwoKzaUEzvKig3lxIZyYkdZERJ+/Lrbo9emTZvw2muvoaCgwOfxtLQ03HrrrbjllluCege7GTNmICMjA2vWrPF5/PLLL0dycjLeeuutbm3n7/77A0mS4Ha7oVQqu/09liQJFpe1/fpZnRS0XILrrPavVqg8Z2RpWs7Oal/Q8jwXodIFdMwGMqf+QJIkiKIElyDCLUhwu0UIogiX2/O/NysFzwEcwIEDx3kuHeUA+TG+uebofZzjPO0AgOe9bb3P+W7Py2199+39e6jr7pgSRQmiJEEQJQiCCFGC50/v40Inz8uPeZ4XBc+/Pdu0f771fkRBhND8vRfF5nat/+59HVGUH2vdtmUbsd1jvn+2fx4AFDznGRec508F5/23Z7zwXPP/fKvHW/275XnPGPHZn3cfbfbj3beC48DxrfbfvJ+Wdq23Ras+tPTT+7pt+9LSh9Z9QpvXav+4otV2np8XCYIoQKFQggPgPSiQJM948/4dgOemHZ7/0PrwwdMW8k092rbpanv5OUneuovXaG7Tan+tt5efatOfdq/Rdvs2beV9dLC9KAryzx/fPG945xXvXNT23yxtPP9ufgwt33fvv71jqvWcxcvjCwBa+hPs+SzQ733e+ck7L3j/Lvg8jpa/t2krz1vttuno757XEzpq02Uf0P5xhn5Lkud/nufbj5tW33fA8/1GR+MLnY87eTw1D5q2Y8T7Hup5X/W2azMeW7fj0MFreJ5v379W2zbPSb5fRyd9abu9pzkEQYBC6ZmnAN8x3tUw82nX7skO/9puO9/HGfffth0C3V/fZzmu+WdPcEOlVPnM/UDL8VG7zHnf72/rcdKf0TE6IeGnW6vRz58/H/Pnz0dtbS3Ky8shiiISExORnp4eqP75rampCSUlJZg1a1a753JycrBr165ubefv/vsLjuO6XCBSlERYnNaWyw0dbS49bH0posMEt+g+q9fXKDWtillRzZcbthSxWhe0tEpN0N7UzpRTd3kOcjzFA7cgeopKbgnu5n/L/3f2mCjC7fbdVmh+TC5Qye2927Z9rON9uwRR7pdbEOFq7kOo8x5kew/+5CIZWh8geh73HiT6FNmaf9HwHth3tL18YNnczvdgtGXf3nHb9hcAABBFT7HIpwDk/SVP/sVLlB/zPu//xx2EkL6mpbjQ/pfa9v9uW5DoZJtWhTm+1ZzH8S1tvL+Ud1hAYihACW0KSYSQ4ODaHaN0XTCT5we0KWB6t2lXKG3ZpqMCfuvtWxdXAd+icIev1arfPgVArqV/k3JTMW1sRu8FSggJqoDcijEhIQEJCQmB2FXAVFVVAQCSk5PbPZeYmAiTyQSTyYSoqCi/tvN3//3F/pMnsP/0EUhqEXbRBqvbAovb3PynBTa3BSLOrtCh5jXQKfSIUOihU+oRoYiATqFv9X8EIhR6aHk9VLy6+Zf45k/lBQAWQLIAjRLQCKAIVkiSFS2tALQ6s0CSOn6s9ZkL3j9aCgatzzLo4DF5P56/CYIAk9kMjSYC4DjP2U3NBSRBLjh1VlTquNDkW1Tq+78UKBUclAoeCp6DJElywUds/v56z8KQRKnV90LyPC9Jbb4/3ddy1ofUPIL7fsasFM1nBSkU3rOCePmMIu9j8r95DgqeB8+j+c+Wx9v+6X2+7XO+j/GdbNuqLceBbx4rPNeqTwqu1WO83E9BdKOxoRFRMTFQKJTyL9NS6zM12pzRIXl/8W4+G6PlF/KWX8bbPd72l3h5X23OWGnzuOCzL/hsK7dre8aJJEFqbiuIrbaXWvXxDP1s2ca/cdK6QMy1eqx1odf7YMsvTp7nmbZvftC3OCzv1Gf7rvbX5fYd9KftWSTy9nJ/PPODy+2CQuE5fPKejSZ6z0prLjB7v3feM80ksXUbz/uMKLbaBq32I39vfLfxhyhPkP17Hmt9pqOi1ZmV3sdbzyPtzupsPb/4PN7BGaCdtvX+HfJ81vrfXW0jCgLMZjP0ej14hdJnHImtxot8dmXzPIHm5wHI84V3HHXUrrPnvX/3jNOWv/tu6zuu0cXz3r56i5a+z7e8Tuv9yM+12U/r8S+KnmMfhYIHfM5R9Wj9M9JutPs818V2XWzY9jmff7Z5su1ufJ9m77fPdl28Rtv9txyndv8YqfUxUce97NtOFNXhwtykfr1OMyGkBXPxSxAErFu3Dl988QXq6uqQlpaGa665BnPnzu3B7vnPYrEAQIfXcGs0GgCA1WptV5xi3c7f/bNyuVwQBAFarRYAYLfbwfM81Go1RFGEw+GAWq2GQqGA2+2Gy+WS++JwOMBxHNRqNSRJgt1u71ZbrVYLjuPgcHjWz6qxmPH3n57v8pRtL8mtguRSN/+vAZr/lNzNf7rUQPOfNkmBpk73ZGn+v8avPMOJUsF7CkpKHioFD6XCU6BQKRVQKT2FA6WCg0qphFLhOThXKXmoVcrmg31Ao1ZCpVSA4yTwHAedRgWlkgckESqlAhq1srlYJUCn1UCl5AFI4DkJETotVAoegtsFtVoJrUYNBQ8IbjcidBpo1EpIkgAOEvQROnlsuVwuVFVVIT09HZIknfWY5XkeLpenrUarhSRBHrNKlQqS6GmrVKnA8579Ol0uaDQaSJJn7QdJkqBSewqrNpsNSqWquQ8CnE4n1M0/206nE6IkQa1SQ5Qk2O0OKBQKT1tBgMvpgkqlBsdzcDidEAXP1yPB05bnFVAoFRDcApwuF1QqFTiOb/65F6FSq5r77wTHc82FG7G5j0B9fT0GDIiHSqmAVquBgufgdrmgVCqgUavAcYDgdkGjUUOtUkIUBUiigIgIHXiOg+B2QaHgodVqwHOA0+HwAXeZrAAAJtFJREFU7CdAc4QnU09blUoFpVIJQfBk6G3rzds7X9pstm611Wg04Hne870RRWi1WjgcDhQrzEhLi4Fer5fnTm/bjuZZhUIBlUrVbp4N5pzs/Vrb5t3dDJVKJRQKJcwWC8rKypCRkQmdTguX0wmp+fvIAXA47FAqlVCpVO3yZskwEHm3ziWYeTscDlRXVyMjIwOiKAZ8zLbNpXVbjuPgcLrgdrvlectms4PjeU9/BU8uKpW6uQ8uuAWh+WsDbHY7OI6DUqmC0NxWqVSB43l5PlSrPf21O5wAIBeNHU4HlAolwHnaut1uz1wpAg5nc1tlc1uH5+tpaGjAgAHxUPA8NFo1FDwPwe2GQsFBo1GDh6eQqFapoFYpIUkiBMENnVYLRfN7CMeheZ7i4HQ6oFGroFapIEki3G4XInQ6KBR8wPIOxhzhcDhQXFyM1NRUREZGhtQc0VWGrdt2NmYDOUfYbDaUlpYiIyMDOp0uZOeInn5fO1PeZrMZFRUVyMrKgkajkcehUqmCIIrNX6tnPnG6vPOJFpIkNc8RnraiKMBub55PvHOE0yW3dTgdkMBBqVQ2H185oFSpwHEc3G4BLpcL6uZ5yjtHKJvnCLt37mndVq2GBMDpdEGSJE8fJAkOh8NzST7Pez40bj5m8nwQ4YYoSp4+SJ65h1cowHE8RNHTVqlUQQLgbm6raNVWlCQkRwoQBAE2my1k5whCSOAwFb+cTifuuOMO/Pjjj/IZLQUFBdizZw++/vpr/Otf/+rRTvqDZSmzji6FY93O3/2zqq+vR0NDg3wnzZKSEuj1eqSlpcHlcsFgMGDQoEGIjIxEQ0MDamtrMWrUKABAaWkptFot0tPT4Xa7YTAYMHDgQERFRaGpqQmVlZXIyckBAJSXl0OpVCIzMxOiKMJgMCAzMxMxMTEwmUwoKyuT21ZWVgIA0jIykCgNQ6O9AUpJB6WkA+fWQHIqoFNEQyHpIDh48G4NdNoIAIDNZoVapYZKrYIANxyiAxFxEeB4Dk6HE5IkyhO81WqBSqWGRq2GWxBgt9ug13sWl3c4HRAFARF6PTh4ipUqlQoajQaiIMBqs0Kv10PBK+Bw2uF2uREZGQmOA8xmM1QqFbRaLURRgMVsgT5SD6VCCYfDAafTiehoz80bzGYTlAoldBE6iKIIk8mESL0eKpUKDocDdrsdsbEx4DgOJpMJCoUCen0EJFFCk7EJkXo91Go1HA4HbDYrEhMGQKnkYTWboFTyiI+Lg4IH6mprkDAgDpGRergcdjQ1NWBQViZUKgXq62rBc0BGeiqUSh5FBQVISUnCgPhY2KwWVFdVYuSIYdBo1KiqKIcoujE0ewg4jsPRo0eRkpKCAQMGwGQyoaioCCNGjIBKpUJZWRnsdrt8k4a8vDwkJCQgMTERFosFBQUFGDZsGDQaDSoqKmA2mzFs2DAAnju5xsZGIzk5WV7MPzs7DTqdDlVVVWhsbMSIbM/p4ydPnkSkKhKpyQPgcDhw8mQR4gcPhj5CjZqamg7HbHZ2NlwuF/Lz8zsds2VlZVCpVMjMzIQgCD5j1mw2oby8HLm5uZ62pVXgeR5ZWVme8X2qCBkZGYiKjUVjowVV5aUYPXo0eJ5HcXEVRFHEoEGDAABHik8hLS0N8bHxMBqNqK0sx8iRI6FUKlFa2gC304m0tCEAgGPHSpCUlISEhDiYzWYUFpZh8PDhUKvVKC8vh9VqxdDMoQCA48ePIz4mHklJ8bBarTh9+jSGDhoKrVaLyspKGI1mDB86HABw4sQJREdHIyUlCXa7HadOncKQIUMQEZGFqqoqzxyRnS7nrdfqkZaW2Jx3KVIHDEJkpN6Td30t0pM9eRsMnrxjotLhcrlQUHA6oHPEwIEDm1/HgPT0dMTFeXIpKSnBqFGjoFAoUFVVBbfbjcGDBwMATp8+LY9Zq9XqM2Zramp8xmxhYaE8Zm02GwoLC+UxW1tbC4vFIv9baHVWhd1u9+Q91JN3XV0djEYjhg/35F1cXNycdwqcTicMBkNz3hFoaGhAfX29PCeXlpYiIiICaWlp8jzrnZMbGxtRXV2N0aNHy2NWrVYjIyNDHrNZWVmIjo6G0Wj0GbMVFRXymJUkCQaDARkZGYiNjYXZbEZpqWfMchyHyspKnzFrMBg8YzY+Xs7bO2arqqrgcrkwZMiQdnlzkCC4XdBqVFAqeFTV13Wat91u95kjamtrfeaIoqIixMbGIjk5GQ6Ho3mO8CwmXF9f75kjRoyQ39ciIyORmpoqv68NHjwYer0ejY2Nnb6veTP0Z44IRN7eXI4cOSLnbbFYUFxcLOddXV0Np9Mp511QUNA8RyTIY3Z48xxRW1vrmSOGDpXzjo+PR1JSEhwOh8+YbWyo9xmzhQVl8pi12+0oLi+Wx2xVVSOaWh1HnDxZCr1ej5TkNHlO9o7Zmpoa1BrrMHiQd44wNOed2DwnlyOrOe+6ujpUVtYiZ2iO/LV55ohkCIKAvLy85rwHoaGhwTNHDM8Bx3EoKipqniNSIEkSjh49ioT4dMTFRTcvJ1GJQWmeOaKkpARutxupiZ454ujRU0hJSUF0pO/7mkLB+z1HeNvGxcUhOTk5KHOERuP54KGxsRGRkZEhOUe0npN5vn3eBQUFPT5H8DwPh8MBUfSckx3Kc0RHeffWHGE2m32Kar5j1oWiwoKWMVtf6/O7RllJofy7hsPhQGlRafOYjUBNTQ1MDbXIGOWdIyqg1WqRlpLePEcUyXnX1dWhsqkGIwa3nSMy5TkiI9mTt2eOqEZOdts5Il2eI7zHEd4lZ7zHEZ45QsDgwenNc0RHx74D2xz7er43rY99PcdtoTtHEEICSGLw5ptvSiNGjJAuvvhiae3atdI333wjvfrqq9KECROkkSNHSlu2bGHZTa/Ky8uThg8fLr399tvtnlu5cqU0fPhwyWKx+L2dv/tn5XQ6JZvNJv/bZrNJDodDkiRJEgRBslqtktvtliRJklwul2S1WuW2drtdbiuKYrfbiqIot7Xb7T5tXS6XJEmS5Ha7fdo6HA65rSRJ3W4rCILctm0uTqfTJxdv244ybNvW+7UGM2/v19o2757MsHXb1rm0bcuSYSDybp1Lf8y7s1wCnTfNETRH0BzRN/OmOYLmiL42ZmmOoDmC5ojemyMIIYHBdLfHxYsXIy8vDzt27EBaWpr8+PHjxzFv3jxcdNFFePXVV3u0SHe2jEYjxo8fj7vvvhsPPPCAz3PLli3D7t27ceDAAb+383f//YX3U6lBgwbRKbldoJzYUVZsKCd2lBUbyokdZcWGcmJHWbGhnNhQTuwoK0LCD8/S6PTp07jgggt8Cl8AMHLkSOTk5OD48eM90rnuiI6ORkZGBo4ePdruuWPHjsmnM/u7nb/77y9UKhUSEhJ69E6G/QHlxI6yYkM5saOs2FBO7CgrNpQTO8qKDeXEhnJiR1kREn6Yil8WiwUxMTEdPpeRkYHGxsZA9ilgLrvsMuzduxcGg0F+bM+ePSgoKMCVV17Z7e383X9/oFQqkZiYCKUyIDcM7bcoJ3aUFRvKiR1lxYZyYkdZsaGc2FFWbCgnNpQTO8qKkPDDdNnjyJEjMXv2bKxevbrdcw8++CC2b9+OvLy8Hulgd9TX1+Pqq6+GQqHA7bffDofDgddffx1ZWVl47733oFarUVJSgoMHD2Ls2LHIzMxk3u5s2vVH3juj6HQ6KBSKYHcnZFFO7CgrNpQTO8qKDeXEjrJiQzmxo6zYUE5sKCd2lBUh4YfpzK++Kj4+HuvWrcPIkSPxwgsv4K233sKMGTPw+uuvy4WpAwcOYPny5T7rc7Fsdzbt+iOn04nCwkI4m29fTDpGObGjrNhQTuwoKzaUEzvKig3lxI6yYkM5saGc2FFWhISffn3mF+k5oijC5XJBpVKB5/t1DbVbKCd2lBUbyokdZcWGcmJHWbGhnNhRVmwoJzaUEzvKipDwQxc5E7/wPA+NRhPsboQ8yokdZcWGcmJHWbGhnNhRVmwoJ3aUFRvKiQ3lxI6yIiT8MJ/5FRERgbi4uHbPNTQ0wGaztbsTpPwCHIcvv/yy+z0lIcXpdKK2thYJCQn9/hLP7qCc2FFWbCgndpQVG8qJHWXFhnJiR1mxoZzYUE7sKCtCwg/zmV9WqxVWq7XT58vKyjp8nOO4s+8VCXmiKMJisSA+Pj7YXQlplBM7yooN5cSOsmJDObGjrNhQTuwoKzaUExvKiR1lRUj4YTrza//+/d16kQkTJnRre0IIIYQQQgghhBBC/MFU/CKEEEIIIYQQQgghpC+iW1sQv9jtdhw/fhx2uz3YXQlplBM7yooN5cSOsmJDObGjrNhQTuwoKzaUExvKiR1lRUj4oTO/CCGEEEIIIYQQQki/RWd+EUIIIYQQQgghhJB+i4pfhBBCCCGEEEIIIaTfouIXIYQQQgghhBBCCOm3qPhFCCGEEEIIIYQQQvotKn4RQgghhBBCCCGEkH6Lil+EEEIIIYQQQgghpN+i4hchhBBCCCGEEEII6beo+EUIIYQQQgghhBBC+i0qfhFCCCGEEEIIIYSQfouKX4QQQgghhBBCCCGk36LiFyGEEEIIIYQQQgjpt6j4RQghhBBCCCGEEEL6LSp+Eb8dP34cubm5ePHFF4PdlZC0YMECjBgxot3/999/f7C7FjIeffRR3Hzzze0eLykpwdKlSzFhwgRMmDABy5cvR319fRB6GDo6ywoAmpqaMHnyZGzatKmXexV8u3fvxg033IAxY8bg/PPPx5IlS/Dzzz/7tKHx5MGSVWtdjbn+bO/evVi8eDHOP/98XHTRRXj66adhsVh82tCY8mDJqrVwHVOtdXbsRGPKF8sxZjiPJ5ZjTBpTHmd7PB7O44qQ/k4Z7A6QvsntduPhhx+Gy+UKdldCkiRJMBgMmDFjBi677DKf59LT04PUq9CyceNGbNiwARMmTPB5vKGhAbfeeiucTid++9vfQhAEvPHGG8jPz8fGjRuhVquD1OPg6SwrAHA6nfjDH/6Aurq6IPQsuPbv348777wTw4YNwwMPPAC324133nkHN910E9555x2ce+65NJ6asWTVWldjrj/bu3cvbr/9duTk5OBPf/oTKioqsHbtWhw5cgTr168Hz/M0ppqxZNVauI6p1jo7dqIx5YvlGDOcxxPLMSaNKY+zPR4P53FFSDig4hfxyyuvvIKTJ08Guxshq7S0FFarFdOnT8ecOXOC3Z2QIggC/vOf/+Cll17q8Pk1a9agsrIS27ZtQ3Z2NgBgzJgxuO2227BlyxYsWrSoN7sbVGfKqqqqCv/v//0/HDp0qJd7Fhr+9re/ITU1FRs2bIBOpwMAzJ07F1deeSWef/55vPnmmzSemrFkBZx5zPV3f//735Gamop169ZBq9UCAFJTU/Hkk09i9+7dmDZtGo2pZixZATSmWuvs2InGlK+ujjFpPLEdY9KY8mA9HqdxRUh4oMseyVnLz8/Hf/7zH9xzzz3B7krIOnXqFADIBxzEw+FwYN68eXjxxRcxZ84cJCcnt2vz8ccfY8KECT7ZTZ48GYMHD8bHH3/cm90NqjNl9d133+Hyyy9Hfn5+WJ6e39TUhOPHj+Pyyy+XizkAkJCQgPHjx8sFQRpP7Fmx/Hz2Zw6HA3FxcVi0aJFczAEgnwGQn58PgMYUwJ5VuI+p1ro6dqIx1aKrnGg8ebAcY9KY8mDJisYVIeGDil/krHhPRZ8yZQpmz54d7O6ELO8nlt43W6vVGszuhAyHwwGz2Yznn38eq1atglLpe/JpU1MTSkpKkJOT027bnJwcHD16tLe6GnRnyspgMGDixInYunUrZs6cGaReBk9kZCQ+/fRTLFmypN1zDQ0NUCgUNJ6asWQFnHnM9XcajQZvvPEG7r77bp/H8/LyAABpaWk0ppqxZAXQmPLq6tiJxlSLMx1j0njyONMxJo2pFizH4zSuCAkf9NNNzsprr72GoqIi/Pvf/4bb7Q52d0LWyZMnodfrsXLlSuzYsQNWqxWZmZl44IEHcNVVVwW7e0ETGRmJzz//vNMDi6qqKgDo8FO3xMREmEwmmEwmREVF9Wg/Q8GZslq8eDFuvfVWAEBFRUVvdi0kKBQKDBo0qN3jx48fx8GDBzF16lQaT81YsgLOPObCTVlZGfbt24dVq1Zh+PDhmDlzJoqKigDQmGqro6wAGlNeXR070TzV4kzHmDSePM50jEljqgXL8TiNK0LCB/2UE2YnT57Eyy+/jMceewwpKSkoLS0NdpdC1qlTp2CxWGAymbB69WoYjUasXbsWy5Ytg8vlwty5c4PdxaDgeb7dIsitee8S1vrSLC+NRgPA86ldOBywnSmrcFms9mxYLBasWLECAPC73/2OxlMX2mYFnHnMhZPGxkZceumlADzj55FHHoFGo6Ex1YHOsgJoTAFnPnaiMeXBcoxJ48njTMeYAwcOBEBjCmA7HqdxRUj4oOIXYSIIAh566CGMGzcubBbJ7I5FixZBFEXceOON8mNXXXUVrr76avz973/HNddcI19qRFpIknTGNhzH9UJPSF9js9nw+9//HsePH8ddd92FCRMm4ODBg2fcLhzHU0dZEV8cx+H555+H0+nE22+/jdtuuw3PP/88EhMTmbYNJ51lNWvWrGB3LehYjp3ofY+OMc/WmY4xX3jhhTPuo7+PKS86HieEtEZlbsLEe3vkP/7xj6ivr0d9fT2MRiMAzy9S9fX1EEUxyL0MHYsXL/Z5owUArVaLOXPmoLa2Vl6Ak/iKiIgA4Fl/oS3vY5GRkb3aJxL6jEYjbr/9duzbtw/XXnstHnjgAQA0njrSWVbEV0xMDK688krMnTsX69evR1paGlauXEljqgOdZUXYjp1oTNEx5tk60zGmXq8HEN5jyouOxwkhrdGZX4TJ7t274XK5sHDhwnbPvfHGG3jjjTewc+dOZGRkBKF3fUd8fDwAWgC/M95Fkmtqato9V11djejoaPkXBUIAoK6uDnfccQfy8vJw3XXX4YknnpA/0abx5KurrEjntFotLrnkErz99ttISkoCQGOqM62zqq+vl9/zwhXLsdOWLVsAhPeYomPMwPD+vNlsNgDhPabOhI7HCQlPVPwiTFasWCF/CudVW1uLBx98EHPmzMHcuXOZLgcJB1VVVbj99ttxxRVXYOnSpT7PFRQUAAAdwHUiOjoaGRkZHd6J6NixY8jNzQ1Cr0ioMpvNcjFnyZIlePjhh32ep/HU4kxZEc8dVO+8807ccccd7c4UsFgs4DgOarWaxhTYswp3LMdOQ4YMCfsxRceY7FiPMcN9TAF0PE4IaY8ueyRMcnNzMXnyZJ//x44dCwDIzMzE5MmT5UU0w11ycjKMRiM2btwIs9ksP15eXo5NmzZh4sSJdBDXhcsuuwx79+6FwWCQH9uzZw8KCgpw5ZVXBrFnJNQ8+eSTyMvLwy233NJpMYfGkwdLVuFu4MCBMJlMeO+99+B0OuXHy8rK8Nlnn2H8+PGIjIykMQX2rMId67FTuI8pOsZkx3qMGe5jCqDjcUJIe3TmFyE94PHHH8e9996L66+/HgsXLoTFYsH69euhVCrx+OOPB7t7Ie3OO+/E1q1bsWTJEtx+++1wOBx4/fXXkZOTgzlz5gS7eyREGAwGbN26FdHR0Rg1ahS2bt3ars2cOXNoPIE9q3CnVCrxyCOPYPny5bj55psxe/ZsNDQ0YP369eB5Ho8++igAmqMA9qwIGxpT5GywHGPSmPKg43FCSGtU/CKkB8yYMQMvv/wyXnnlFTz77LPQarWYMGECli1bhuzs7GB3L6TFx8dj3bp1WLlyJV544QVotVrMmDEDy5cvp8toiGz//v0APAu4d3Ym05w5c2g8gT0r4slBpVLh9ddflxe4nzRpEh544AEMHjwYAM1RXixZETY0psjZYDnGpDHlQcfjhJDWOInlHsuEEEIIIYQQQgghhPRBtOYXIYQQQgghhBBCCOm3qPhFCCGEEEIIIYQQQvotKn4RQgghhBBCCCGEkH6Lil+EEEIIIYQQQgghpN+i4hchhBBCCCGEEEII6beo+EUIIYQQQgghhBBC+i0qfhFCCCGEEEIIIYSQfouKX4QQQgghhBBCCCGk36LiFyGEEEIIIYQQQgjpt6j4RQghhBBCCCGEEEL6LSp+EUIIIYQQQgghhJB+i4pfhBBCCCGEEEIIIaTfouIXIYQQQgghhBBCCOm3qPhFCCGEEEIIIYQQQvotKn4RQgghhBBCCCGEkH6Lil+EEEIIIYQQQgghpN+i4hchhBBCSA+TJCnYXSCEEEIICVtU/CKEEEICYN++fRgxYgRGjhyJAwcOdNn25ptvxogRI7Bnz55e6l3XXnzxRYwYMQLPP/98sLsSED/88AMWLFiAMWPGYNy4cVi9enXQ+mI0GvHXv/4VW7ZsCVofCCGEEELCHRW/CCGEkACSJAl//vOfYbPZgt2VsGQymXDPPffg8OH/396dxkR5rXEA/zsOsrgUtKKt4hLlHdBBwAWsglTc0ZEB1AJVcGnrB5fWpVYMLonSqcZitdU2oY0ogrYVEVoxRMRC0WgxGLjGjtYqiwZEjSLigjrnfjDzXt4OW1Xq7fj/fZtzzpzzzMEP5sk5z/kP+vfvDz8/P2i12pcWj8FgQFJSEh4/fvzSYiAiIiJ61alfdgBERETWpqysDJ9//jliY2NfdiivnIsXL6K2thY9e/bE/v370aZNm5caD687EhEREb18PPlFRET0AnXt2hVqtRrJyck4ffr0yw7nlVNXVwcAcHZ2fumJLyIiIiL6/8DkFxER0Qvk4uKC9957DyaTCatWrcKDBw9a9L2m6m5duXIFGo0Go0aNUrRrNBqEhoaiuroaGzZsgL+/PwYNGoSpU6fi559/BgBUVFRg2bJl8PX1hY+PD+bMmQOj0dhoHFlZWQgJCYGHhwf8/f2xdu1aXLt2rcGxVVVVWL9+PQIDA6HVajFixAgsWbIEFy5csBhrrnN24cIFREVFwcPDA35+fsjMzGx2by5evIgVK1bA398fWq0Wfn5++Pjjj3Hx4kWL/YiKigIAFBYWQqPRIDAwsNF5U1JSoNFosHz58gb7z507J+9xfWfOnMHChQvx1ltvQavVYvTo0Vi7di0qKios4klLSwMAxMbGQqPR4MCBA4oxmZmZmDVrFoYMGQJPT08EBwcjMTERjx49Uowz15SLi4tDUlISRowYAU9PT0RGRsJkMsFkMiEpKQkzZsyAj48PPD09MXnyZGzevBm3bt1qYneJiIiIrB+TX0RERC/YggUL4OrqitLSUsTHx7fqWrW1tXjnnXdw4MABaLVauLu74/z581i2bBmSkpIwffp0FBQUYMiQIXBycsKJEycQGRnZYEIrKysLixcvxoMHDzB69GjY2tpi3759CAsLQ3l5uWKs0WiEXq/Hnj17oFar8fbbb6NHjx7IzMzEtGnTkJub22C8ixYtwqVLlxAQEAC1Wt1sPa6cnByEhoYiPT0dTk5OGDNmDDp37oyMjAyEhYXh2LFj8lidTocRI0YAADp37gydToexY8c2OndQUBBsbGyQk5PTYJLyp59+AgBMnTpVbtu7dy8iIyNx5MgRuLi4IDAwEDY2Nti3bx/0ej2Ki4sV8bi4uAAAvLy8oNPp0KtXL7l/zZo1WLJkCYqLizFgwACMHDkSlZWVMBgMmD9/vnyKrb68vDzExcWhf//+8PLyQu/evaFSqbB69Wps2LABpaWl8Pb2xsiRI3H79m0kJCQgMjISDx8+bHKfiYiIiKyaICIioud28uRJIUmSCA8PF0IIUVRUJNzd3YWbm5s4ffq0YuzMmTOFJEni+PHjctu2bduEJEkiPj7eYu7y8nIhSZLw9/dXtEuSJCRJEkFBQeLGjRty+/r16+W++fPni/v37wshhHj06JGIiIgQkiSJb7/91mJtSZLExo0bhclkksevWrVKSJIk5s6dK4+vq6sT48aNE5IkiZ07d8rjhRDi6NGjYuDAgWLYsGHi5s2bFr85ICBA3Lp1SwghxJMnT5rc06qqKuHl5SU0Go04cOCAou/HH38UGo1GeHt7i8rKSrn9r3+H5ixYsEBIkiQOHz6saDeZTCIgIEC4u7uL69evCyGE+P3334Wbm5sYNGiQyMvLk8c+efJEfPnll0KSJDFq1Ch5v4UQ4pNPPhGSJIkffvhBMX9qaqqQJEnodDpRXl4ut9fU1Ii5c+da/Fsw/y5JkkRCQoJi7atXrwpJksT48eNFTU2N3Hf//n0xY8YMIUmSSE1NbdF+EBEREVkjnvwiIiJqBYMGDcLcuXP/9vXHZ7F48WJ06dJF/lz/pNLKlSthZ2cHAFCr1fI1wNLSUot5evfujaVLl8q1stRqNdasWYMuXbogPz8fZWVlAIAjR46gtLQUo0ePxuzZsxW1tQIDAxEeHo7q6mrs37/fYg2dTgdHR0cAgErV9H9Dvv/+e9y7dw8hISEICQlR9E2bNg0hISGora3F3r17m5ynKXq9HgBw6NAhRfvp06dRUVGBkSNH4vXXXwcA7Nq1CyaTCe+//z78/f3lsSqVCgsXLoSPjw8qKyvlE2NNSUhIAPD0NciePXvK7R06dIDBYICNjQ2Sk5MtTn+1bdsWkZGRirVv3LgBAHByckKHDh3kPjs7O8TGxmLDhg3w9PRsyXYQERERWSUmv4iIiFrJ4sWL0a9fP5SUlOCLL75otXW8vLwUn52cnAAA9vb26NOnj6KvU6dOANDglbpJkyZBrVY+BG1raytfJfztt98AACdPngQADB8+vMF4zImhU6dOWfS5ubk19VMUCgoKAAATJkxosD8oKEgR17MYNWoUHB0dkZubi7t378rt5pppwcHBLY5n8uTJLYrn+vXruHTpEjp27IiBAwda9Ds7O8PNzQ01NTU4d+6coq9Xr15wcHBQtLm6usLR0RFnzpxBREQEkpKSUFJSAgDw8PDA9OnT0a9fvyZjIiIiIrJm6uaHEBER0bNo164dDAYDIiIisGvXLkyYMAHe3t4vfJ3XXntN8dl8Esuc6GqoryE9evRosP2NN94AALlOmLmwu8FggMFgaHS+ysrKZmNtSlVVVZNxmU9MXb9+vcVz/lW7du0QFBSElJQUZGdnQ6/X4/Hjx8jKykL79u0VNcNeVDzm/aupqYFGo2l2bP3kpvnUXH329vbYunUrli9fjsLCQhQWFgJ4+vjCmDFjEB4ejr59+za5DhEREZE1Y/KLiIioFXl6emL27Nn47rvvEBMTg/T09L89h8lkarL/r6e1nlW7du2a7LexsVHE4+vrC2dn50bHd+7c2aKtuauO9Qkhmuw3x9Fc3M3R6/VISUnBoUOHoNfrcfz4cdy6dQuhoaHyldGWxPPkyZMWxWMe5+joqLg+2ZCuXbsqPjeWvBw+fDiys7Pxyy+/IDc3FydPnkR5eTkSExORnJyMLVu2YNy4cU2uRURERGStmPwiIiJqZR9++CFycnJw+fLlRq8/mpMaDSW67ty505rhycwnm/7q6tWrAP53AsyckNHpdJg+fXqrxePs7IzLly/j6tWrcHV1teg3v0BZv97Zs/D09ESfPn1w4sQJ3LlzR67/Vb92mjmeK1euNBrPlStXWhSPef9sbW2xefPm54q9Pjs7O0ycOBETJ04EAPz555/45ptvkJGRgU2bNjH5RURERK8s1vwiIiJqZba2tjAYDFCpVEhMTMSlS5csxrRv3x4AcPPmTYu+oqKiVo8RAPLz8y3aamtrkZ+fD5VKhaFDhwIAhg0bBgDIzc1tcJ7du3dDp9Nh+/btzxWPeZ2srKwG+w8fPgwA8PHxea51gKe1vR4/fozs7GwcPXoU3bt3h6+v7zPFU/97DZ3U6tmzJ958801cu3YNRqPRov/+/fuYOnUq3n33XTmh1pSMjAyMGzcOO3bsULT369cPa9asAfC/q5ZEREREryImv4iIiP4B3t7eiI6Ohslkkl/nq89cCD47O1s+aQUAf/zxB77++ut/JMZTp05h9+7d8ue6ujrExsaiuroakyZNkk9+BQUFoWvXrjhy5Ah27typuA5YXFyMbdu24cKFC83Ws2rOjBkz4ODggLS0NKSlpSn6UlNTkZ6eDgcHB4uXIJ9FcHAw2rRpg61bt+Lu3bvQ6XQWVzRnzpyJtm3bIiEhQZEoFELgq6++QkFBAbp166aoE2a+AllTU6OYKzo6GgCwYsUK+RVN4Omer1u3DufPn8e9e/cUL0E2xtXVFWVlZdi9e7dFYjUjIwPA09dHiYiIiF5VvPZIRET0D/noo49w7Ngx+SW++nx9faHVanH27FnodDr4+vri3r17KCgogJ+fH4qLi1s9Pm9vb8TFxSEtLQ0uLi4oKipCZWUlJEnC6tWr5XH29vbYtm0bPvjgA3z22WfYs2cPNBoNbt++jcLCQgghEB0drUgCPYtu3bph48aNWLp0KVauXInExET07dsXly9fhtFohL29PTZt2tRoAfq/o0ePHhg6dKj8omP9Vx7NtFotYmJiEBcXh3nz5sHLywvdu3eH0WhESUkJHB0dsWXLFnTo0EH+jvm1zR07duDMmTMIDg7G2LFjERUVhaKiImRmZmLKlCnw8PCAo6MjiouLUVVVhS5duiA+Pr5Fsbu7uyMqKko+cTd48GA4OTmhtLQURqMRDg4OiImJee49IiIiIvq34skvIiKif4idnR0+/fTTBou+q1Qq7Ny5E9HR0ejUqRN+/fVXVFRUYNGiRdi+fTvatm3b6vFFREQgLi4ODx8+RE5ODlQqFebNm4e9e/fCyclJMXbw4ME4ePAgwsPDIYRAXl4eysrK4Ovri+3bt2PVqlUvJKbx48dj//79mDJlCm7evIns7GzcuXMH06ZNQ2pq6gutY2VOeA0YMKDBml4AMGvWLOzZsweBgYEoKSlBTk4OTCYToqOjkZ6ejiFDhijGR0REQK/XAwDy8vJw9uxZAE//3vHx8di4cSM8PDxgNBqRn5+Pjh07Ys6cOTh48ODfeqExJiYG69atw8CBA3H27Fnk5OSguroaYWFhSE9Ph4eHxzPsCBEREZF1aCOae7qIiIiIiIiIiIjoX4onv4iIiIiIiIiIyGox+UVERERERERERFaLyS8iIiIiIiIiIrJaTH4REREREREREZHVYvKLiIiIiIiIiIisFpNfRERERERERERktZj8IiIiIiIiIiIiq8XkFxERERERERERWS0mv4iIiIiIiIiIyGox+UVERERERERERFaLyS8iIiIiIiIiIrJaTH4REREREREREZHVYvKLiIiIiIiIiIis1n8B5G4EPyWNRH8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1023.62x433.071 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = 1/2.54 \n",
    "sns.set(rc={'figure.figsize':(26 * cm, 11 * cm)})\n",
    "sns.set_style(\"whitegrid\", {'grid.linestyle': ':', 'grid.color': 'lightgray'})\n",
    "\n",
    "fontsize = 16\n",
    "fig, ax = plt.subplots(nrows=1)\n",
    "\n",
    "sns.lineplot(x=\"num_voters\", \n",
    "             y=\"perc_mon_violation\", \n",
    "             #style=\"vm\",\n",
    "             hue = \"vm\", \n",
    "             hue_order = [\"Stable Voting\",  \"Smith IRV\", \"Instant Runoff\"],\n",
    "             #style_order = [\"Stable Voting\", \"Plurality\", \"Instant Runoff\", \"Beat Path\" ], \n",
    "             data=df_mon, \n",
    "             #color=\"black\",\n",
    "             ax = ax)\n",
    "\n",
    "ax.set_title(\"6 candidates\", fontsize=fontsize)\n",
    "ax.set_ylabel(\"Percent monotonicity violations\", fontsize=fontsize, labelpad=17)\n",
    "ax.set_xlabel(\"Number of voters\", fontsize=fontsize, labelpad=10)\n",
    "\n",
    "\n",
    "sns.despine(bottom=True, left=True)\n",
    "\n",
    "fig.tight_layout(h_pad=3, w_pad=0)\n",
    "\n",
    "\n",
    "# axs[0].legend(bbox_to_anchor=(0.5, 1.25), loc='center', \n",
    "#               borderaxespad=0, ncols=4, frameon=False);\n",
    "\n",
    "ax.legend(bbox_to_anchor=(1.225, 0.5), loc='right', \n",
    "              borderaxespad=0, ncols=1, frameon=False, fontsize=14);\n",
    "\n",
    "ax.set_xticklabels(ax.get_xticklabels(), fontsize=13)\n",
    "ax.set_yticklabels(ax.get_yticklabels(), fontsize=13)\n",
    "\n",
    "\n",
    "plt.savefig(\"./monotonicity_violations.pdf\",bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10484fda",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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