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Last active January 26, 2021 14:40
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Covid-19 in Scotland
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{
"cells": [
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_json(\"scotland.json\").T"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/daniel/.virtualenvs/IGRlaptop21/sandbox/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: \n",
".ix is deprecated. Please use\n",
".loc for label based indexing or\n",
".iloc for positional indexing\n",
"\n",
"See the documentation here:\n",
"http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#ix-indexer-is-deprecated\n",
" \"\"\"Entry point for launching an IPython kernel.\n"
]
}
],
"source": [
"data.ix[pd.to_datetime('2020-04-29')] = {\"cases\": 313, \"deaths\": 83}\n",
"#data.to_json(\"scotland.json\", orient=\"index\")"
]
},
{
"cell_type": "code",
"execution_count": 56,
"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>deaths</th>\n",
" <th>cases</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-03-02</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-03</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-04</th>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-05</th>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-06</th>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-07</th>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-08</th>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-09</th>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-10</th>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-11</th>\n",
" <td>0</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-12</th>\n",
" <td>0</td>\n",
" <td>24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-13</th>\n",
" <td>1</td>\n",
" <td>25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-14</th>\n",
" <td>0</td>\n",
" <td>36</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-15</th>\n",
" <td>0</td>\n",
" <td>32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-16</th>\n",
" <td>0</td>\n",
" <td>18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-17</th>\n",
" <td>1</td>\n",
" <td>24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-18</th>\n",
" <td>1</td>\n",
" <td>32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-19</th>\n",
" <td>3</td>\n",
" <td>39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-20</th>\n",
" <td>0</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-21</th>\n",
" <td>1</td>\n",
" <td>51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-22</th>\n",
" <td>3</td>\n",
" <td>43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-23</th>\n",
" <td>4</td>\n",
" <td>83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-24</th>\n",
" <td>2</td>\n",
" <td>85</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-25</th>\n",
" <td>6</td>\n",
" <td>135</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-26</th>\n",
" <td>3</td>\n",
" <td>175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-27</th>\n",
" <td>8</td>\n",
" <td>165</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-28</th>\n",
" <td>7</td>\n",
" <td>186</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-29</th>\n",
" <td>1</td>\n",
" <td>139</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-30</th>\n",
" <td>6</td>\n",
" <td>179</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-31</th>\n",
" <td>22</td>\n",
" <td>430</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-01</th>\n",
" <td>28</td>\n",
" <td>317</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-02</th>\n",
" <td>29</td>\n",
" <td>292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-03</th>\n",
" <td>46</td>\n",
" <td>399</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-04</th>\n",
" <td>46</td>\n",
" <td>344</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-05</th>\n",
" <td>2</td>\n",
" <td>361</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-06</th>\n",
" <td>2</td>\n",
" <td>255</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-07</th>\n",
" <td>74</td>\n",
" <td>268</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-08</th>\n",
" <td>70</td>\n",
" <td>336</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-09</th>\n",
" <td>81</td>\n",
" <td>392</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-10</th>\n",
" <td>48</td>\n",
" <td>318</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-11</th>\n",
" <td>47</td>\n",
" <td>315</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-12</th>\n",
" <td>24</td>\n",
" <td>322</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-13</th>\n",
" <td>9</td>\n",
" <td>155</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-14</th>\n",
" <td>40</td>\n",
" <td>291</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-15</th>\n",
" <td>84</td>\n",
" <td>390</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-16</th>\n",
" <td>80</td>\n",
" <td>354</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-17</th>\n",
" <td>58</td>\n",
" <td>307</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-18</th>\n",
" <td>56</td>\n",
" <td>411</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-19</th>\n",
" <td>10</td>\n",
" <td>367</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-20</th>\n",
" <td>12</td>\n",
" <td>263</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-21</th>\n",
" <td>70</td>\n",
" <td>222</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-22</th>\n",
" <td>77</td>\n",
" <td>366</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-23</th>\n",
" <td>58</td>\n",
" <td>371</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-24</th>\n",
" <td>64</td>\n",
" <td>288</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-25</th>\n",
" <td>47</td>\n",
" <td>354</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-26</th>\n",
" <td>18</td>\n",
" <td>273</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-27</th>\n",
" <td>13</td>\n",
" <td>197</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-28</th>\n",
" <td>70</td>\n",
" <td>200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-29</th>\n",
" <td>83</td>\n",
" <td>313</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" deaths cases\n",
"2020-03-02 0 1\n",
"2020-03-03 0 0\n",
"2020-03-04 0 2\n",
"2020-03-05 0 3\n",
"2020-03-06 0 5\n",
"2020-03-07 0 5\n",
"2020-03-08 0 2\n",
"2020-03-09 0 5\n",
"2020-03-10 0 4\n",
"2020-03-11 0 9\n",
"2020-03-12 0 24\n",
"2020-03-13 1 25\n",
"2020-03-14 0 36\n",
"2020-03-15 0 32\n",
"2020-03-16 0 18\n",
"2020-03-17 1 24\n",
"2020-03-18 1 32\n",
"2020-03-19 3 39\n",
"2020-03-20 0 56\n",
"2020-03-21 1 51\n",
"2020-03-22 3 43\n",
"2020-03-23 4 83\n",
"2020-03-24 2 85\n",
"2020-03-25 6 135\n",
"2020-03-26 3 175\n",
"2020-03-27 8 165\n",
"2020-03-28 7 186\n",
"2020-03-29 1 139\n",
"2020-03-30 6 179\n",
"2020-03-31 22 430\n",
"2020-04-01 28 317\n",
"2020-04-02 29 292\n",
"2020-04-03 46 399\n",
"2020-04-04 46 344\n",
"2020-04-05 2 361\n",
"2020-04-06 2 255\n",
"2020-04-07 74 268\n",
"2020-04-08 70 336\n",
"2020-04-09 81 392\n",
"2020-04-10 48 318\n",
"2020-04-11 47 315\n",
"2020-04-12 24 322\n",
"2020-04-13 9 155\n",
"2020-04-14 40 291\n",
"2020-04-15 84 390\n",
"2020-04-16 80 354\n",
"2020-04-17 58 307\n",
"2020-04-18 56 411\n",
"2020-04-19 10 367\n",
"2020-04-20 12 263\n",
"2020-04-21 70 222\n",
"2020-04-22 77 366\n",
"2020-04-23 58 371\n",
"2020-04-24 64 288\n",
"2020-04-25 47 354\n",
"2020-04-26 18 273\n",
"2020-04-27 13 197\n",
"2020-04-28 70 200\n",
"2020-04-29 83 313"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"import plotting\n",
"import matplotlib.ticker as ticker"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use(plotting.pastle)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/daniel/.virtualenvs/IGRlaptop21/sandbox/lib/python3.6/site-packages/ipykernel_launcher.py:11: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
"Invalid limit will be ignored.\n",
" # This is added back by InteractiveShellApp.init_path()\n"
]
},
{
"data": {
"text/plain": [
"(0.10385635915967541, 100)"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1, dpi=300)\n",
"ax.set_yscale(\"log\")\n",
"ax.plot(data.deaths.rolling(window='7D').mean())\n",
"ax.plot(data.deaths, '+', color='k')\n",
"f.autofmt_xdate(rotation=45)\n",
"#ax.set_xlabel(\"Date\")\n",
"ax.set_ylabel(\"Daily deaths (7-day running mean)\")\n",
"ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%d'))\n",
"ax.set_title(\"Scotland Covid-19 hospital deaths [log scale]\")\n",
"ax.set_xlim([pd.to_datetime(\"2020-03-17\"), pd.to_datetime(\"2020-04-30\")])\n",
"ax.set_ylim([0,100])"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(737485.0, 737545.0)"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1, dpi=300)\n",
"ax.set_yscale(\"log\")\n",
"ax.plot(data.cases.rolling(window='7D').mean())\n",
"ax.plot(data.cases, '+', color='k')\n",
"f.autofmt_xdate(rotation=45)\n",
"#ax.set_xlabel(\"Date\")\n",
"ax.set_ylabel(\"Daily cases (7-day running mean)\")\n",
"ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%d'))\n",
"ax.set_title(\"Scotland detected cases [log scale]\")\n",
"ax.set_xlim([pd.to_datetime(\"2020-03-01\"), pd.to_datetime(\"2020-04-30\")])\n",
"#ax.set_ylim([0,100])"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"import scipy.stats as sps\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"transmission = np.linspace(0,12,500)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"gamma = 1./7"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"def likelihoods(data, rate, gamma=1./7):\n",
" ł = data.values[:-1] * np.exp(gamma * (rate[:, None] - 1))\n",
" l_transmission = sps.poisson.pmf(data.values[1:], ł)\n",
" l_transmission = l_transmission / np.sum(l_transmission, axis=0)\n",
" likelihoods = pd.DataFrame(index = rate, columns=data.index[1:], data=l_transmission)\n",
" return likelihoods"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"lam = data.rolling(window='2D').mean().cases.values[:-1] * np.exp(gamma * (transmission[:, None] - 1))"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/daniel/.virtualenvs/IGRlaptop21/sandbox/lib/python3.6/site-packages/ipykernel_launcher.py:4: RuntimeWarning: invalid value encountered in true_divide\n",
" after removing the cwd from sys.path.\n"
]
}
],
"source": [
"l_transmission = likelihoods(data.cases, transmission)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
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J3Xtoamp6LZ8nEonoHxykvbOTW9evsba2yv17d/D5Njh89JhgXC0gICAgICAg8BIISQgBgVfMixIQAAqlknQ6tam3/qd0dnfR1KSgkM/x4N597t6+zcaGF7VG/bgy38zQ8DAarQ6Xcxl9s/5xwH2Bzq7uJ7Zls9kZGhnB7/fh9Xrp6u6GOty9dZM2h2PzgU0sFnPoyFH+8I+/IRqNcPvmDSb3H+Bv/rt/ydDwCF/97h/Z8HqQSMSEggG6urrZuXvPOxlgjYTDPHrwoJE4eIxSocTR0UF7RwetZstLPTDWajXisRgbXi8e9zqRSHgzIaHV6tiydRttDgcry8ssLS48FURTKlUYjSY0Wg1qtQaZTLYZTMsX8uRzORKJBPFolHKl/Mdkx41r2O0O+gcH6Ojs+ll0SNTrdZYWFrh/9w6lcgkAq81O1+AIj9I/bf/EYjGO9g4c7R1kMhnmZ2dYXJgn4Pfx+9/+ht6+fnbt2fuDghO1Wg2Pe531tTU2PJ7NOb9oTD6fI5/PEQoGNl/X65tpc7TT2toKIijkCxSKBWrVKohEDckphRKlSolWq3tjXTHOpSXu3LxBoVgg4PMhFouxOdoQi8V0dHQyNr6VVrP5e8f7fRvcuHZt87w3W6xM7Nr9xBizxYLZYmHnrt24nE4e3r+Hc2mR1ZUVAn4/LqeTT3/xi+/timgxGDh4+Ajbduzkwb27rK64WHYu4VlfZ9feSXr7+l7tQRF47dTrdTzudWZnZp5YJ2KxGFOrGYvVSktLC83NLShVKuRyOWKx+HHSskImnSaVShKPxwn4/UTCIdLpFNOPHjL96CFmi5XRsTHaOzqFCmUBgZ8hft8Gl86fp1gqIpfJ2Xfw4FP3vq8LhULB4WPHsS8tcfvG9cZ9xj/+hmMnPhKkIAUEBAQEBAQEXoCQhBAQeIW8TAICQKNWEwZy2WcnIYxGE2q1Gp/Xw6mvfsfuvZNYLFbqtTrJRBKDyYDN3kYhX0AsERONRCgWSzS3tJCIx2luaXlie7v3TuJeW+Pm9WukUikUShWI4N6d2+w7cPCP89JoOHjkCGe+OcXS4gJmi5Xevj527dmDXC7n9q0beNxuAn4/AF6Ph207djI8OvrGA+WFQoF8LrcpiSMSichls8zOzhAJhRCJG8Gn53UuPIt8Pk8mnSaXy1IuV6hWKjQ1NTE0MkqhkCfg8+Hz+YiEw/zf//7fkUwmae/owGgyIZVIaXM4cHR0YrPbX7qboV6vk4jH8Xo8eL0eQsFAo+rb50Wt1rBlfCt9AwPvrRZ6Ih7n+tUrmxWLBoORnbt2YW9zkMyXeJQOvGALL49Go2HXnr0Mj47x4N7dRhX+shOf18vuyUm6unueOz6TybA4P4fL6SRfyG++rmhSYLZYMLWaaTG0oNFoUanVSKVSRCIRtVqNQqFAIZ8nkUgQDgVZWlhgbXWFRCJBPpejTh2NRovNbsdgNH7vmhGLxbS0GLDabLQ5HJgt1lf63ZfLZW5cu8rqiotkPEEoHMLR3o5SqcRmb2Ni1+7nBlMqlQp3bt1kaXEBAJVKzZ7JSTo6u753jEwmY2hkhP7BQRbn57l+9TJzszPcu3sbj8fN5198ya49e7/3mGi1Wg4dOcrQ8Ai3b94gGo1w9fJF1ldXmTxwQDCvfg/4VvZr6uGDTUk8kUhEW1s7PX29ONo7kMlk3zteLBYjl8s3u6C+jTlWKhU87nXWVlY2r5+hYACdTs/2nTtfuOYFBATeHxbm5rh96wb1ep3WVjMHjxx9ogP4TdE/MEBrayvnz54hnU7x9e9/x4HDh99YMkRAQEBAQEBA4H1ESEIICLwiXjYBAaB+3D2QzWae+lu9Xse5uEg2m6VUKhEOhRkd28L4tu387jf/wNraKtlMmnAozF/81T8lm8sSDPhZXXFhb2tjYX6Ovfv2P7FNhULB5IGDuNfX8XrdGAxG5DIZzqVFevv6sVitm++1tzkY37adqYcPuHntKiaTCX1zM1u3b6darSCXy8llc1SrNaDC3Tu3WHEtc+DQ4dcig1Gv14lFowQDAaLRCPFYjFQqSbVa3XxPpVLB63ET8PmpU0ckelzJvWUcU2srYrF409j0u9RqNYIBP36/vyG1Ew6/sOK9XCqz/lijPpfNIpXKKJdKtDQbOPnF5z/KqFAkEtFiMNBiMLBl61bSqRRO5xLLi4tksxlu3rjGo4cP2DGxi96+vveqund+dpZ7d29TrVaRSWXsmNjF4PDwa98HjUbDwcNHGBwa3jSsvHThPB63m7379j8V7Ewlk0xPPWLFtUytVgManSw9vb20d3RitlieO2eJRIJSqSQaCeN1r+P1eKhTp83hQK3REAmHyaTTiEQiYpEolXKFvoEB2hwO6vU6hXy+YRSfSFAql4hGI0SjEWZnppFJZXR2d9PT14fVavtJxy6ZSHDh3FlisSjrq6s0KRT09fej1eqe69PwLfFYjEsXzm8agA4ODbNjYhdy+fMltL57nEbGxujp6+POrZucP3sav8/Hf/y//p611VW+/NWvn5tQMFssfPbFl8xMTfHo4X08nnUivwlz6MhRrDbbyx+ID5xKpUI6lSKbzZDL5iiXy1QqFQCkUikymQyVWoVGo930/vgp+Da83Ltzh1is4f/SJG9iYHiYoeGRnyyrJZVK6e7ppbunl2w2y+L8HEsLC6RSSS5dOM/M1BS79ux94ndOQEDg/aJer3Pn1k3m52YB6O3rZ3L/gbdanNHc0sLnX/4Zly9cwOfzcvH8Ofbs3cfQyMhbm5OAgICAgICAwLuMkIQQEHgF1Ot1rl25/FIJCAC1+nESIvNkEiKdSnH1ymVCwQBGoxGvx41ao2Hbjp1IpVJsdjttDgePHtxnaXEBg9HIX/3137C8tEQ+n+fendvUarVnBgV7+/rYsWsXAb+PtdUVtu/YSalc4ub1a3zxy189UYG8bfsOQsEgAb+PSxfO89kXXyKVStkxsYtKpcL83CwiRHR2d+Pf2CAWi/L73/6Gbdt3Mrply0/uivhW4391ZQWf10uhWHjm+xRNCpLJJK5lJ6ViEZlMhlavo72jE6VSSSweJRZvBL0kEgk2WxuO9nakMilet5sNr5dypfzUdlUqNWq1GplMjlTaeMAtlUqsLC+zuLhAoZBHrVZjtdqRSiUkkwke3L/L+voqh48e5/CxYz/pGGh1OnbsnGB86zaWl5aYmZ4im81w7colFuZm2b138p335CgUCly9dImNDQ8AbW3tTB448Ma9LswWC1/88ldMPZZqWXEtEwk3gtZGk4lCocDD+/dYWlzY1Jy32uwMj4zgaO94qe+xUCiwtLDA4sI8uVx283WtVoe9rQ2rzUaruZHEcC4usjA3S6FYIJNJ4/f52DEx8UT1ZDqVIhwO49vw4tvYIJ/PsexcYtm5hF7fzMhoI4j/QwPDvg0vl86fJx6Psba6SntnJzqdjuGRUXZM7Hrh9padTm5ev0q1WkWpVHHw8GFs9rYfNIdvUSgUHDx8hP6BQf7hP/8npqceceHcGTa8Hv7V3/7rp7q5votYLGZ82zbaOzo2EyKnT33F9h0TbNm69UfN5+dOPp/Ht7FBwO8jGomQSMRf2rNGJBLR3NyC0WTCYm1057xs50kul+POzRusra0CIJfJGRvfytDIyHO7Hn4sarWaHRO72LJ1G7Mz08xNTxONRjj11e/p6x9g567dgna7gMB7RrVa5eqli5vXkZ0TuxkbH3/Ls2rQ1NTEiZMnuXn9GkuLC9y6eZ1cPseOnRNve2oCAgICAgICAu8ckr/7u7/7u7c9CYH3j2q1itvtfuI1s92B+D2Vi/mhFCtVXNE/JhCSK3Osu5yIRCKOHj9Bm6P9uePz+RyrKyvIZDIGBoeAhj77+TOnSadTyKQy2js7cS0tIZZIOP7Rx6jUasrlCtFohPmZWZoUTQwNjWBva0Pe1ITf5ycej5JKJanVagyPjD71uRarDZfTid+/gVwmR6dvJpfLIpVIn6gSFYlE2NvaWHE6yWTSlIrFzQppe5uDXC5HNBohnU6x/9BhatUqiUQCv99HMBDA3ub4UQGmdKqh63310iWcS4vE4zEq1QoyqQy73UFPbx8jY2OPg43bSKfTpNMpWs1mBoaG+au//mf88tf/hJGxLbS3d2AytSKXyymXyqRSKeZnZ7h47izXrl7G7/Mhlohpbm6hs6uboaERtm3fwe69k4yNj9M/OEhvXx/dPb2o1RpWV1zU6jVsdjvjW7fxyee/YPuOndhsNpRKFelMmkg4zOzMFLduXEelUmO2/jQZnYZGeiuDw8PI5U2NavpMmmXnEsVCActP3P7rIhIOc/rU10SjESQSCbv3TLJ7cvKZ1fJ/upb6jBoUsle7T2KxGJvNjtVmx7exsXkMA34/D+7eIRQKAg3prgOHDjO+bRv65uYXdhwUCgWmHj7YrIIsl8somhQMDg+zZ+8+du7ahaO9g+aWFuRyOTKZDKvNxtDICEqFkmgkQjaXZW11lVAwSGurmSaFgqamJloMBjo6uxgZG8NqsyMWi0knU+TyObweN8uLi4jFkufKOn2Xxfl5rly6iM+7gd/vY2BwkNZWM8c/+pjBoeHnbqNWq3H75g0e3LtLvV7H4ejgo08+oaXlp3c+abRatm7fjrypibXVFYLBAA/vP6C3v5/m5ubnjlUqlfT295PNZonHYvj9PlLJ5Esnj36OfHc9FfM56tENHt65xd3bt3CvrxGLRSk8lhmTy+Tom5sxmcwYTSZaW80YjSb0+ma0Gh1SqZRqpUq1WqVQyBOLRR97OUzj8zbOd41W+73XeufiIhfOniEaiyISiRgeGeXI8RO0ORyv/bolkUiw2mz0DQxSKpWIRaPEYlFcS0vo9A3fFYFnk8vlSMTjRMIhQoHg44KERrdgoxMxRbFYpA6bPkc/R97Eb5PAi6lUKpw/ewavx41YLN7scHyXEIlEtHd0IEJEIOAnFAxQKhZf+CzwoSCsJQGBV4ewngQEXg0f8lqq1WqEfBtPvNbZ2fnG4kpCJ4SAwE/EvThLLOZGKZdw4NCRF8qZwJOdEJVKhRvXrrLiWgYaiYL9Bw8RDoX4L//f/0MmkyYYDGJqbcVmtyORSNDp9VSrVR7ev0//4CADQ0OsulxUKmUy6RQXz5/DYDSy/+ChJ6qbtVotH3/2Gd7/3c3Kiouu3l4y6TKPHt6nq7sbrU63+V6VSrXpD7G4MI/VZqOruweRSMTk/gMUCwXc7nWuX7nMp7/4gvbOLm7fuE4w4Of3v/kHDh49is1mf6ljGAwEmJmaespIurO7m86ubswWyxNBxVAwyOWvvyKbzSASiRgd28LW7Ts291WlUqFSqbDabFisVqYePiASDiOVypDJ5Ygq5U2zU5VajaO9nc6u7qeCKZVKhQf37jI3O7M5px27dj8hiTQyNsaho8cIBvxcu3KZKxcvEYmE+fv/899y49pVDh45wuiW8Z+kWS+RSBjdsoXe/n7u3r6Fa9nJwvwcHrebA4cOv1MyNM6lJW5ev0qtVkOn03Pk2PHXItP1Y7BYrXz5q1/z1e9+x9XLF8lmM9jtbWzbsZNde/e+9PlaqVSYnZ5mZuoRlWpDwsZoNDE8OkZXd/cLf8ClUinDo6P0DQwwMz3F7PQUft8Gv/3Nf2XL+Da2bN26eb6LRCKsNhtWm42J3XtYXlpibnaGbDbD7Vs3mJ2ZZvvOiecaNN+/e4dHDx+y6lqmTp2hkRG6urrZd/DQC826i8UiF8+fI+D3AbBt+07Gt217pYFHuVzOJ599TntHJ3//b/8PIpEQ/9v/8j/zL//2XzO+bdtzx8pkMg4ePoLZbOEO29j3AAAgAElEQVTWzeusrrjIpNMcPfHRB+kTUa/XiQV8+FedxIN+shY9SnnjfDQaTdjb2mg1mzE89h16GXK5HJFwiEg4jG9jg2g0QjgcIhwOcffOLdrbOxgaHd1cP7lcjhtXr25ez02mVvbu24/RZHo9O/0clEol+w4cpK9/gJvXrxGPx7hw7iy9ff3s3vvsxOiHRKlUIhQMEAwECIfDJGIxiqXiS4+XSCS0tDSkBK02O1ab7SfLawkIfEulUuHs6W8IBvzIpDKOnjjxo7vv3gRbt29HqVRy4/pV5udmqVar7N23/2ebqBMQEBAQEBAQ+KEInRACPwqhE6KROfWvLrM285BWjYL9+/YzMDj4UuPFEgkz01Okkyk8HjfBYACRSMSOnbvYd+AATU1NNCkUnPrq92RTafoGBhgcHkYmk+FeWyORSBCLRanV6hw5dgyNRsOyc4nm5hYqlerjSsUCiXicNkf7E4GW1lYzAb8fj2edbCpNb38/uVyWZCL5VCBTq9NRq1YJBYP4Nzbo6u6mqanpcdVXJwG/n3Q6hdfjYfvOCfr6+wkGAqQz6cdJFREWq/V7H8CCgQDXrlzm4YN7m0albW3t7N67lz379tPe0YFGq31i/PSjR1y9fJFSqYRWq+P4RyfpGxh4qvI5mUhw+8Z1bt28TiKRQCaTMTg8zBe//CXHTnxMi8FALpcjm82yvrbK+toaKpVqs0I2Hotx9ptTeDyN87y3r5+jJz56pjeASCRCq9UxMraF/YcOkUk3uiICAT/u9XXca2skEwkkEjHpdJpEIk463dBjLxUbHhQSieSFD6pSqZSOzi4sFguhYIhMJo1r2UmtVnvucX4T1Ot17t25zf27d6jX63R0dHL845NoHvuffB9vsgqhVqsxOzONZ32NYrFILpvD1NpKZ1c3I2NjL1U9v7a6wvmzZ/C416nVaxiNJvYdOMDE7j0YDIYfVIHfkAiz093TSzKRJJVKEgj48W9sYLFaafoT2RiJREKr2czQyAgatYZoNEoul8W9vobf58NoNKL8TgCwVqtx7cplph89YmF2Fo1WS3dPLxO79rBnct8L5ZfS6TSnv/6KaCSMTCrjyLHjDAwNvbbzzGw2s237DpxLi8RiUR7cu0uLwUB7x4sTu6bWVsxWK163m1Q6hcftxtHe8cIky8+FWq3G8tISF86f4+HUNIXHfkMjPZ3s2L6dfQcPMTq2BZu9Db2++QcF32UyGfrmZmz2NgaGhhgYHEKr0VIqFslms5uSeO61NZLJBDevNYL9YrGYnRO72XfwIKo3LMP2p6g1GvoGBqjX64SCQeKxGOurq1is1ifWzIdALpfD5XRy7+4dbt24xorLRSgUJJvJUK1WEYlEqNUampubMRpNGI1GjCYTzc0t6LQ6lCo1IpGIarVCtVoll8sRi0Zxr68xNzONe22NfCGPQqFA8R4nAj/kCrl3gT9NQJw4+ck7VXDxfRhNJjQaLR73OtFohFwuR3tH59ue1ltFWEsCAq8OYT0JCLwaPuS19LY7IYQkhMCPQkhCVLnxaJblB7cBOLp/Lzt3bH/p8VKplAtnz7IwN4tGp0Wn03PsxMdPVNjLZDKuXr5MKBRAp29m/8FDAKRSSTLpNM7FBeq1GvsPHkKpUlEsFAiHQ6g1GppbWgj6/ag0alZdLoymVjRaLdAImHd2dXH7xk1i8Sg2ux2RSEQqlUSj0WIwGp+Yq8Vqw+/zkU6nCIdC9PUPIBKJEIvFtHd04nW7SadT+H0+hkdHGRgaIv84KBEI+ImEI9gdjicCnslEghtXr3Dv7h0ymTRisZi+/gGOHD3O8OgoOr3+mV0JVy5eYH6+YUrY3dPLsY8+Rved7g1oVG7fv3uH61evEI/HAOjq6ubg4aOMjY+j1zej1mho7+hgYGgYqVRKPBp9LIvT8KCIhMPcvHGNfD6PUqHkyLHjjG0Zf2HQthGMiaBWq6lWanjdblzLThYX5lldcXH75k3c6+uEQkFWV1ZwLS+ztLjA3Mz0Y78CF/4NH4lkgmqlQpNC8czP1Gp19A0MkM83JFJCwQABv582x4+TwfqpVCoVLl84z7JzCYCt23ewd9/+l/IseFM3AKlkknNnTrO64mrMcdt2jp34iHQ6TTKZIBgI0NHZ+b1zzmQyXLl4kemph5TLJdRqDZP797Nnch86vf4nza2pqYnevj50Oj2Bx2tteWkJpVL5zOpxkUiE0WRiaHgEqVRGOBQinU7hXFqkUqlgtlio1+tcvnCehblZ5mdnsNrtdHV1c/TECXr7+184p2gkwumvvyKTzaBSqTn56WdYrK8/AKRWq9m1Zy+rKyuEwyGmHjxALm96qTlrtVo6OrvwuN1kMmnW19Zoa3O814HQF/Ft8uHi+XOsuJbJ5QvESnVs3X0MTEzy2cE9tNmsr/S6IJPJMLW20j84SHd3D/V6nWQ8gXNxkUsXzhMKNaTF/uxXf05HV9c7UwUsFoux2duw2ez4fb7NJK5SqXorXRpvklqtxvraKndv3+bWzet4vR4ymTTQ+D3p6OxkaGSUrdu2NyQJtzQkCbt7e+ns7qajs4vOrm66e3rp6+9neHSULVu30dvXj8VqRaPRUqvVyOVyFAp5ggE/iwvzeN1u6vU6Or3+nZQOfB4f8sPp26ZcLnPuzGmCAT9ymZyPPvn0nffB+i4GoxGdTr+ZiCiXSrQ5vt8n7ueOsJYEBF4dwnoSEHg1fMhrSUhCCLyXfOhJiA1/gK9PnYJ6HVtPP784duilL1rVapWb169x49pVSuUSw8NjfPmrX9PyDCNWl9PJ4vwcEomEEyc/QSqVIhaL8HjcrCwv06RowmQy093Tg1KpYnFhHurQpGhCq9MjlcmoVMqsuJaRSmWbD3FKlQqxRMzc7Aw+7wa7906SSiYJ+v309vc/EbASiUTY7A1/iHQ6RbVS2TTdlkqltLW3s7aysumJ0NffT2dXF2q1Bt+Gl2QywfrqKnZ7GxKplIf373H1yiUSiQQikYj+gUGOHDtBb1//91YtZzIZzn5zCr/fh1gsZu/kfnZM7HrqQulcWuLC2TMEAv5N7frDR48xPDr6zGpXqVSK1WZjcLihiR8KBHn44D43rl+lWCgwPDLGyc8/x2AwPjUWGhfwgN/Hwtwcd27d5P69O6ytrhAOhZBIJehbmqlVqo/1/NMNX49SmUKhgMVsQafTb1aU1ut1isUiqVSSYCDA6oqLmekpvG43mWwGqVT6hHyKRCKho7OT5uZm/BsbpFJJ1lZWMJstb9T8uVgscvb0N/h9G0gkDUmy4ZHRlw48vokbgPW1Vc6d/oZMJo1cJmffwUNs37kTU6sZi9WGe22NVCqJ1+OhvaPzqSrxpYUFzp85TSIZf2yKvL1hbG18tYHLFoOBnr4+EvEEyVQCj8dNLpvF3uZ4ZoeFWCzGYrXS299PPpcjHo83ElwuFwvzc5v/7erpoau7h08++xxTq/mF8wgGApz95hTFUhGDwcjHn372kxMtPwSZTMbuvZMEfH78/g3m52apVWsMDr9YB7xJoaCzuxvfxgbpdIq1lRUsVtsbN0R/E3g9bi6eP4fTuUi5XEKpUDK0ZSuqvnGMtjZkcvlrv6FWKBSYLVbCoSBer4dsNktzczMtBgPJVJKWFsM7J8+j0Wga6ywWJ5lsrLNSsYjN3vbOJExeFYVCgbmZGS5fvMCyc4l0OgVAq9nCyMgYe/ftZ9uOHXR0dmI0GlGpVC/dzSUSiWhqaqK5uQV7WxsDg0MMj4yib26BOmQyaXK5LF6vh8W5OQqFAvrmH9aF8zb5kB9O3yblcpmzp78hFAwgl8k5cfITWs0v/t1612gxGFA/7ogIh0MA70Unx+tAWEsCAq8OYT0JCLwaPuS1JCQhBN5LPvQkBBIZ/+k//2dKhTwqXTOidIxkLEI8FieTyVAoFqhVq0gkkicWcz6f59yZ03jc68TjMVpbLZw4efIJU+jvkkzEuXP7FtVqjQOHDqHT61GrNSzMzhKNRsnnc0ikEvZM7kOhVOJ1uykUC5tBH4vVhtlsIR6P4fNtkHwszySRSOjq7mFuZppoLEo2m6O7u4d0Jk06maK7t/eJecjlcnR6/WaA3WQybQYlm5qasNrsrLpcpFJJ0qkUnV3dGI1G2js6N42A7966xczUI6LR6GaC4OjxE/QPDj43KBEMBDh76mtS6RSKJgXHPz5JZ1fXnxynBBfPn2NhbpZKtUJzcwsHDx9p6PO+RABMIpGgUWseV18HyefytLaaUSqVtBhaaG5+MkEU8PuZnnrEjatXWFxcIBwOUSwWAGhpMdDR2Un/wCATu/Zw+Phx1GoNnV1dyORyTCYTFquVWq1GX/8AR098xLbtOxgYGsbR3o7J1IpCoaBaqVIsFsnnc4SCAZxLiywvLZHP51CpVJvV3c0tLXR2dT1R2atSqTEan504eZXkcjnOPDaglsvknPj4k5eSzvkur/MGoFarce/Obe7cukmtVsNssfLxp59h+U5FpUajwdHejnt9/Y/V8w4HCoWCQqHAlYsXmJ2ZplZvjD/x8Um6urtfm/GxXC6np7cXiURKIOAnGo2w4fVidzi+d53I5XI6uxtrbsO7wf27d7h75xYe9zpbxrfS29/Pyc8+f6E0FsCG18P5M2coV8pYrDY+OvnJW/FWEIvF7Ny1m2QqiXttDadzkVw2y+iW8ReOlcvldHX3EAoESKVTrLpcmFpNT3jevM+kUymuXrrEo4f3KRQKNMmb2L5jgoNHjqA3trISz2++93XfUCfi8U0T+paWFr785a8ZGBoiFo2STqdYWlygkM9jtljfqUp4qVRKd28vIpH4ccdemGg4gqOj452a548ln88z9fABVy5ewOfzUqmUUSpVDI+Osv/AQcbGxzFbLK9crkwqlWIwGunu7WVwaBiVUkUumyWXyxIOh1iYmyWdTtPSYnjnpdI+5IfTt8W3EkzvewLiWwxGI03yJjY2vJuyUu9TR8erQlhLAgKvDmE9CQi8Gj7ktSQkIQTeSz70JEQqk+Pu3BIKlZpSPoe8nCceDePzbeBeX9s0Dp6eesTi3Bzra6sszc/z1e9/S9AfAKC7uxeVWoWx1fS91VESiZQLZ86QzWbYtmMn7R0diEQi4rEoyUQS9/oalXKZEyc/QSwWU6lU8G14USiUlMtlMpk0Bw4epqXFgN+3QTwex72+js1uR6lU0tXdw/UrV4jFogwMDlIsFkkmE+h0+qfMhPXNzZSKxYY5qddLd2/fZlBUpWrIWaytrhCPxajX69hsjc+wOxxcvXyZhflZAj4/On0zn33xBdt27HihTIpzcZFLF89TLpcbFdmffY7hT+Y1PzvLxQvnSKdTSCVSdkzsYv/jhM3LEvD7OXPqa4rFAm2Odr74s18ikUrIZNKsra6SSiRoNhhwOZ1cv3qF2ZlpotEIlWoFRZOCrp4etmzdyr4DBxkZG6O9owNTaysajQa1WkNvXz+xaIx6vYZILEYsEoFIRCgYZH1tDYvFik6vR6vVYmptpaOzi+GRUQYGh2hpMSCVSMg+Tm6FQkEWF+bx+xpdIc3NzSiUSnr6+kglEiQSCTzudYqFAva211fZm06l+OarP5BKJVEqVZz89DNMra0/eDuv6wYgl8tx/uyZTfml0bEtHDx85JmBL6WyYYLu83pJPw5a14Frly8TjUYQi8VM7NrD5P79b0TaRyRqeKm0ms1/nNPyMgaj4bmBdLVag9ftZvZxB41Wr8doNPHnf/lXL5WAWF9b5eL5c1RrVRyODo6d+OityHt9l/Gt2yiVSriWnayurpBIxNmy9cXG2FKplK6eHqKRKMlUgrXVFVpaWjY9X95HarUaUw8fcvnSBZLJBGKxmJHRMQ4fO47NbkcsFr/RG2qvx82ZU6fIF/Ko1ZpGgq6nB5vNTk9fH8VCgXg8RjQSYdXlQt+sR6d7cx01L+Jb0/fm5ma8HjfJZIINjwe7w/HOB8i/j3K5zKOHD7hy4QKBgJ9avYbBYGTnrj3sP3gQe1vbU14zrwupVNrwsBkewWw2k8/nSadTxGMxFhfmyWWzmFpb3/o15vv4kB9O3wa1Wo0LZ88S8Pt+FgmIb2k1mxGLxAT8Pny+DdQq9c9e/u1PEdaSgMCrQ1hPAgKvhg95LQlJCIH3kg89CVGuQUplwmRvp9liY+dAF5bWhhmdQqFEIpFQr9Wo1qpUqhU8bje3bt4kFo2Qz+cxm834fBvMz84QDoUpFYvEohEy6QzlchmxRIJMJkOlVnPuzGnisRgWq5UdOycAqNZqRCIRFufmaFI04ehox2ZvQ63RMD87Q6lUxGy2kM1mKRWLTOzeg81mZ8PrJZNJN/TmVSq6e3rI5XOsLC+ztrbG2JZxPO515mdnKZVKrK2ssLS0yOL8PLMz00QiEWampll1ubh75zbxWAzn0iKuZSfJRIJSqcyqa4W11RXqtRqFYpHrVy4hkUopl0rom5sxtZpQKJQvDJA/uH+Pu3duUa/X6erq5thHH6P4TvAkl8tx8dw5FhbmqNfr2O0Ojp88iaO9/QcF3p1LS1y+eJ5KpYLJ1MrJzz7H3tbWMDEFPOvrTD16xKnf/45IJIxYIkYqkdLT18fE7t3sntxHZ1cXzS0t33vhlkgkdPf0UCoWicdjiESix90VIrLZDK5lJzKZ/KkHbplMhsFopLO7m+HRMYxGI7VqjVQqRTaTwb2+hnNxkVqthqm1ld6+/j9W9kbChIJBOl7DD0osGuX011+Ry2XRanWc/PSzHx3cfR03AMFAgDOnviaRiCOTyjh05Cgjo2PPPS/kcjldPT34fT5mpqe4dOEcKpUKs9nCRyc/eSva9lqdjq6eHsLBIKl0qiGrJpE+s5LyWw3tRw/uk0olGRgawdBiwOZow722hsFkRPvYF+ZZLDudXL18cXO9HT52/J2pCB8eHUUkFuNcWMC9vkYiFmdsfPyF3SiNjq9uUsnk4wTsGkaj8Y1KS70q4rEY5x97mtTrdWz2No6f+Jie3r4nfEze1A314vw8Vy9folarYbXZ+fiTT9F/57jK5XI6u7qwWK2EgkEymTQrLhfpVAqL1fpSfjFviuaWFuxtDrwez6aEV6vZgvolEnfvCvV6nWWnkwvnzrLh9VCr12htNTO5fz+79uzFYDC8VakprU5Hb18/bW0OspksqVSSaDSCc3ERqVSK0WR656SwPuSH0zdNvV7n2pXLuNfXkEqknDj5yc+qY8BitVKrVgkFg3g8bvR6PS0thhcP/JkgrCUBgVeHsJ4EBF4NH/JaettJiHfnKVDgveef/eU/IZfLPfX6P/3rv+Gf/s0/fwszen2IxWJUWh0qbaMqeWjAil75tFRKqVTi1vXrxKJROju70Gi19A8MUCwWKeQL1KmTiMfwet14vU+ObZI30WwwIJfLKeSLPLh3j1KphFwup83hQCIRYzAZKZfL3L19mx07d6FSqWhra8frdW9WO66trTIei2G2WPjil7/aNDD9zX/5T+j0elrNFiLhEKlUikwmTXNzM7lcjngsysDQ0FP71NXdxdSjh4SCAeZmp2nv6Hzi77V6jWWnkzs3b6JUq9A+NrveM7mPSqWC1+NhbnaWdCrN4WPHnqqCrNVq3Lx+DefSIgDj27azfcfOJ96zvrbKjatXKZaKSCQSJnbtYWhk5Ad9h/V6nXt3bjM7Mw1Ad3cP+w4e2gyO5XI5ctkslUqZVCpBoVjA6/HQ1ubgy1//+Q+WqBGLxeyZ3Ide38ytm9dJJOK0tbVTr9fx+bzcvnUD38YG+w8deiLZ8i1SqZTOrm46u7rJ5XI4FxdZXJgnn89x/94dZqenGN0yzuiWLRiMBq5cvEjA7+Obr/7A8Y9PvjJd9lAwyLnT31AqlzAYjK90268C1/Iy169eplar0dJi4Mix4y8ddK5Wq1Cvk8tmqFarJOJx/vy/+cunzNrfJBqNhk8+/wW3blzHubTIvbu3yWTS7N47uRmE/1bC4sHdu2xseBkeGWXfwUP09PRy6cJ5Eok4Z059zdZtOxjf9nQXweL8PDdvXAOgf2CQyf0H3rmA4OdffIlYJOK3v/kHrl29TB3463/+L154sySRSDh45CiiSyJWV1e4cO4sR4+fwNH+w2TD3ha1Wo3Z6WkePrhHrVajSd7E7sl99PyJZN6bol6vc//uHWampwDo6x9gcv+B700I2Wx2vvzVr3l4/x5zszOsuJbxeb1MHjhAR2fXG5z58zG1tvLZF19y4ewZYrEop099xaEjR9+pOX4ffr+Pu7duEYtFgYbR9MTu3e/k3FvNZj765BMCfj93b98iGo1w+9YNlhYX2D05ic1mf9tTFHgL3L19ixXXMiKRiMPHjv2sEhDfsmNiF6VSicWFRgJXoVQK57uAgICAgIDAB4fQCSHwo3hWJ8T/+m/+DctLS3jc7if+jY2Pc+DQ4bc009fDy2ROvw2mr7iWUapU7N47yZe/+jV9AwMMDg3T2dNNJp3GbLEwue8AWp2OJrmCer1OqVSiWq2SzWQIBYO4nEskEwkKhTxej4doOEzAH6BYKhIKBCnm85uSTHK5jNUVF8V8Abu9jWQiQcDvp1QsMTszTTgUIhQIsr66it/va+jNt7Xj922Qy+UYG9+KTCpDoVSyZctWtmzdRl9/P/2PTSdHt4zT09tLsViiqamJ3XsnGR4ZxWq1YzCZ0Dc3Mz87QzwWI51O09ndRV//AIVCgWKxQDaTYXZmmvX1NZYWFjC1tqLT6TflpC5fOM/qiguRSMTeyf2Mjf9RA75SqXDj2lXu37tLtVrFaDTx0clPcbS3v/A7K5fLxKJRgoEAXq+Hf/yv/4U7t28RDgZRqdRotFpWXC5mp6f55quv+Or3v8W1vEyhkKerq4eunm6amhRUKmWCgQA2u/2ZyYIXYWptRa/X43G7SaWS6HR6BgaHCAUDJJMJVr6V3dF+v+yOTCbDarMxNDKCVqcnlUySzWXx+30sLy1hMBgZ3TLOxuPK3vXV1U2fg59CKBjk7DenKFfKmC1WPvrk05+8zVdZhfDg/j3u3LpJvV6ns7OL4x+ffClPEGhIcp099TXpdAqbrY3Ozi60Oh3utXXMFutLyRm9LsRiMe0dnZva0tFIhFgkuum/ceHsWe7dud1IQIyOcvDwUbbv2IlCqaSvf4B8LkcsGiUQ8JOIx3F0dGwGjZcWFjYTECOjDaPady0B8S39A4NIxKLG78z6OulUmpGxsRd2RIhEIto7O0klEpsdEabW1nfeIyKZSHDh7Blcy85NH50XVQi/zqqearXKlYsXWHqcIN62fSe79ux94fkiFouxtzmwtzkIh0JkshnWVlcoFYtYbfbX5q/yQ2n4sfQRf2xYvb62ivpxEv1dJJ/Pc+PqFe7duU0+n0cuk7N95wQHDx+huaXlxRt4i2i0WvoHB1Gp1EQenxOuZSfJeByzxfpOSDR9yBVyb5LpR4+YevQQgAOHjtDV3f2WZ/T6aHO0k3z8O+RZX8fR3v5WPJfeNMJaEhB4dQjrSUDg1fAhr6W33QkhJCEEfhTPSkKsut1Y7XbaOzuf+Hfg4CG2bN36lmb6enjRRatUKnHh7Fnc62uIRCIm9x14ugK5XmdpcQGpVMqxEx/R5minp6+PkdExxraM09nZRavZglQq5dH9B5RKRTq7u2lSKEgmE4TDQXwbPlzOpYbsUqFAU5MCtVrDqsvFhtdLLpfj/t07OJ2LFItFSqUi9Xodk8lEd29fw1OgpQWz2UyLwYhYJEIul3P85EnqtRrFQoGJPXswmkxotVpUKhVKlQqbvY1qtUomkyGVSLJjYhdWm41UIolzaYE2hwOlUsnWbdtp7+hkcv9+Ws0W5DIZEokEpVpFwLdBMBjg/t27+HwbhIIhLl+8QDQSoampicNHj9Hb1795uFLJJGe+OYVvo9EysmV8KwePHH3mA1w2m2XD68HldDI3M8v9e3cbx2FpkZXlZc6dOc362ir5fI42Rzv65maS8QTzszM8fPCAcDjYMHyVNWGz2VFp1IhEokYV2/w8S0uL3Lx2lVgsTq1Wo1avoVQqXzqY1tJiwGQy4V5bJ5lMUK1WOXDwcCNA91i2RCyWfK9h+beIxWIMRiODw8NotDrisRi5XGPf/T4fQyMjZLNZMpk0qy4XZov1R0uMfDcBYbXZOfHxyVcSKHoVNwDVapWrly+xOD8HNM6NvfsPvPQP6fzsLFcuXaBcaXiPnPzsc7bt3Ek4FCKVSrK+uvrWExHQqCI2GAx43I3zxuvxsL66wt3bjQTEyOMExNbt2zfHiMViOjo7Uas1bHg9JBJxNjwe2hztrK+tcePaFaDhmbFrz963tWsvTf/AIHXquJxO1tfXyGVzDI+OvlQioqOzi0QsRiIRZ31tlVaz+bnJvreJc2mJC2fPkMmkkcvk7N1/gIndu1+45l7XDXWxWOTs6W/Y2PAiFovZf/Aww6OjP2gbarWa/oFBqtUq4VCISDjMhteL1WZ7Yz4FL+JbCa9sJkMsFsXjXkf+DKm8t41reZnzZ04TiUYQiUQMDY9w5PiJ1+oD9KoRiUQYTSb6BwepVCpEoxESiTiupSXUGs1bl6v5kB9O3xTOpSVu37oBwMSuPQwOD7/lGb1eRCIR7R2dBAIBUqkkHrebru6eTX+1nyvCWhIQeHUI60lA4NXwIa+lt52EENXr9fob+SSBnxWlUokrV6488drYxB6k70D12psgmS/xzVJg8/9PfkeOKZvNcu70N8TjMaQSKYePHXum9Ee1WuU//Pt/B8Bf/rf/7HsryjOZDP/Dv/oXhIMh/sV//7ccPX6cWDSGx7POqT/8gdnpqYYnQpuD4ZERotFG4CSTydDSYkCv11MuVxgaGeHzL77EarNt6vcXi0VuXL3C+voamUyGq5cuoVKrOXT4CDq9nlQqicPRwfGPP35qXpVKha9+91vi8Rit/z977x3cVoLfeX6QARKBABMYQDBH5dDKOat7esaT7ChwBZ8AACAASURBVNn17vrOXp/tWvvq9qp2r2qv7vb+2Ls/rsrrqrXvrtZxxuM8Xns83a1IUjm3JErMEQRA5JweMu4PUJjWSC1REhV6hE8VixLBB770e3jvF77f2joqKyuxWBYAMJnMbNm2jaFzZwmHQxgM1Rz/8KNSAi0SDjM7O8PpTz/B7XSRyaaB4gVRIpGyY+cu1m/cRFtHB2q1mkXLAtcuXyadSaNSqthz4MBjY+yxWAyX04nb5cTtchGNRp66L8ViCfOzs6TTKSoqKtm5ew8NjY0sLdmZGB0lnSmuR01tLb19A2g0GoSkQFIQSApJEok4Xo+HyYlxwuEQAHX1Rtra2pHKpNTU1mFsaMBoNFJXb3zuhdztcjF07mxJ2mj/ocM8uH+P2ZlpAFpb29i5Z++Kk/35fJ6ZqSlG7t9DEIrSaAZDNYIgIAgJJBIJ+w4cfEJC63ks2e2c+exT4vE4VfoqNm3eilgsLhZglr8KFJBKpMjlcmRyWfG7TE5FZSWVlZVfmhh7ViythGQyyfDgeTxuF2KxmO07dtHV07OiZbPZLNeuXC6ZV7e1d7Bz956SJFc2m2Xo/DmcjqWSTvXzCkNvAq/Hw+C5s4w+GMGysIBSpWTd+g0cOHTkmQVft8vFhcHzJFNJIuEIIlFRq72vf4APtu94g1vwahQKBX78D3/P2VOfAXDg0BG++Z3vrujGKZ/Pc2FwEJttEalEysGjR98pSYxMJlOaoANoaGxi1569VFZWrmj5V42np5FIJDh/5jTBYAC5TM7+w4dfeZ/ZbVauXrpEMpVEJpWxbecuOjo7X+k9V5NCocCdWzcZHxsFni4L+DaIxWJcv3IFh6NYjDcYqtm5e8/PhdFtwO/n2pXL+P0+AMzmVrbt3PXWOsVfRyyV+Sk26yLDg+cpFAqsWbuOzVs/eNur9MZIpVKc+uQnhMMh9HoDxz/86Oe6EFGOpTJlVo9yPJUpszq8z7GUzWQYvXPzsZ/t2bPnjd2LlCchyrwU77sx9ZdVToOBAGdOfUY0GkGlquDo8RMYGxqe+h5isZjpyUmy2Qxtbe1fqqsvl8u5df0GTucS6ko1H339G9TV19PZ1U08HicRT7BksxMJh6mtrSOVSiESixDiCSRSKZ3dXUSjEcKhEBWVaqRSaalz/5EZb2VFJX6fj3Q6zdzMNH5/gPUbN5JMCoTDIVRKFTW1tU+sf73RyIP797l5/Ro+v48qvZ7NWz5g244dKBQKmkwmLPPzRKMRAv4Are3tiEQiFEolDY2NbN76AYKQwLKwQCQUpkqvp29gAKlUitPpYOzhA65cvMj9u3eRymQ0NDZy9MRJDAYDwUCA6clJ7ty6yed3bmGzLhII+EmnU8UOy+oaWtva6OrqYc3adXT39LJkt1OprqTZ1ML3fvlfoDcYePhgBLfbhUKpoKmpmWMnT7J77z6ampupraujobERU4uZto4Ount72bBpE9t37kKtUZOIJ5ZNxf2o1RqSSQG3y8Xc7CwTY2MEAwEKFKhUq5+aIFWr1TQ1NxelZaIRHEtL7N67D61Gi8OxRDAYxG6z0djUhEKheO55KRKJqKmtpaevD6lEis/jIZ6Ik0mnEeICiMC6uIhGq0NveLzLtFAoEI1EcLtdLFosTE9N8nDkPoNnz/D3f/c32G1W0qkkekM1LqeDpSU7DscSTqcDl6tYAHI6lrDbrCxaLMzPzTE7M83E2CgPH4wwNzOD3WbD63ETjUQBUCgUZPKFl+5CiEYinPnsU4IBP3KZnINHjmBeoZTDo8SqY8mOSCRi6wfb2fLBtsc66sViMebWNnxeb2kiwtjQuOKE8GqSTqeJRiIEAn4i4TAzU1NcujCMw7FEIV+gs6cXrUbDwtw8c7MzLMzNY7UsYLMu4nG7CQb8iERizG1tTIyP8WDkHl6vl77+fg4fO/7Gt+dVEIlEdPf0kkomWZifY9GyQDabpbu397ld4CKRiJbWVgL+AKFwcPmYNrwTJsQBv59zp0/hcjkRiURs3LSFHbt2v9AN4Wp39USjUc6e+qz4OaCq4NiJk6syFaDV6Wjr6MDv9xOJhLEuWkjE4zQ2Nb8T8kwikYim5mbEIjEupwO3y0VSEGhqNr21SYOpiQmGz58jHAkhkUjYuGkLu/auvED1rqOqqKCzuxuxSIzH4y5ORczMoNao34q81PvcIfe6cbtcDJ0/Rz6fp7Orm207dr7tVXqjSKVSmltaSvfHfp+PtvaOr8wU04tSjqUyZVaPcjyVKbM6vM+x9LYnIcrG1GXKrBJOxxIXBgdJZ9LodFUcOnoMjUbzzGXUajWCkCAejz2zk7G3v597d+9gs1kJ+P3L3gFzzExPkUwJ5HJZVBUaWlrbOHTkCLV1dQyeO8vU5ARaXRUNxixOl4Ob168SjxcTwGKxmOrqGmrr6qirr+fo8ROotVrcbhc2q4V/+NHf8dE3foGA38edWzcfm6B4RCAQIB6LISQFPG433/jWtxlYs7b0ukaj4cDhI5w99RlLSzZuXr/Gjl27S69n0mkK+TwajQaFQk7/mjXs3X8QsUjE5MQ4ly9eIBIJA5BKp6irq+PyhWHisRjRWPSxdamtq8doNFJvNBaln76QuPP7fJw/c5pkKolWq2PXnr08GLlf6oBXyBVs2LSZ7t7eFcm6aLRajp34kLXr1nP5wgWSqSQUoKe3j0wmg9PhQBASLCzMs7Awj0QiobGxmdb2dsytrY9d4A3VxSmRM8uJvrOnPuPoiZNU6fVcHB4iGAzw6T/9mL0HDtDY1PzMdXuEVCpl3YYNtHd2cvvGdazWRVQVKux2GyqVissXh0mlkuj1BjxuN16PB6/HTSqdeux9IpEIk+Nj5HI59HoDm7ZspVKtRqVUIpFKEYlEiMVixGIxIpGIbDZLJp0mncmQSadJpVIkEnHy+TzRaKQ4oeJ4fF8qKrXMJsRoDdXoalduRhnw+zl/5jRCUkCt1nD46LEnzs8vIxgIMHjuLPF4DKVCyd6DB7+0s/uRXNrgubO4nA7OnznN0RMnX1vnsSAIhIIBgoEggYCfUDBINBIhnUmTy+ZIJgVmZ6aZHJsgEPBRyBeIRaOc+sk/cefmDZSqZ8vaxKJRPC4XQjKJSqVCSCSYn51j6/btNDQ2odVq0VVVvfM61WKxmG98+ztkMhkuXRxm8OwZpBIJJz/++nNjWCKRsP/QIYbOncPhsDN49sxrPaYrYXpykls3r5PL5aioqGTv/gNvfeomFAxy9vQpBCGBWq3h6PETq+qjUVlZybETJxm5f4+Re3eZmZ4iFAyy7+Chdyaxvm7DBhQKBTeuX2VqcoJMJsOuPXvfaKFEEASuXb6M3V5s/KirN7Jz1+4VX+++SojFYtZv3EizycTVy5cIBgNcHB5iyW5n246dpSm1Ml9dgoEAQ+fOksvlMJnMj90Tvk+o1WoOHTnKmc8+xelY4urlS+zZt/9tr1aZMmXKlClTpsxrpSzHVOalKMsxPT6+1S2O8vDzm+TzeeqNDRw4dHhFnesXhwaxWBb4YNuOZ+prX7tymf/0H/8j6XSS4x9+VJpKSKVSzExOYbdZUVao2PrBdn7rd/5HoFgUOXv6FFKJlOMffY0f/fVfEQoGaW1vQyQSl+R6vohOV4VlfoGhwXMIQoKurh7WbdyISqWkurqGk1/7GLFYTKFQ4O6d24w+fABAKBCkUqNBp9PxtW/8whPSUtZFC8OD5wHYtHkra9evJxgIcO70KYSkgEajpbKyAperuE97e/ux2awEAwF8Pi8UwOfzEo8Xq9VKpYrGxibWbdxIR2fXM839nE4Hw+fOkclmqK6uwdzWxujISEl6qae3jw2bNr+0wXI0GmX4/DmCwUBRDmjnbjq7uvB5vdisi1gWFh6Th1LIFbR1dNDZ1f1Y0jMaiXDm1GfE4zG0Wh1HT5xEJBJxYfA8Xq+n1K3/ojrsAEt2GzevX8ftcjH68AGhYICKSjUdnZ00NP40+S6VSNFVVaGrqiKfy/Ng5B4ymZwWs5mjJ06+VAKoUCgUfSmiUaLRKNFohKA/gN/nRUgKCOkc4+5w6fe3d7fQ2WamobERY0PjU6WovnhM9XoDh48d/9JJop/FsWTnwuAgmWwGrVbH4aPHVpRYzWaznDtzGo/bhUKuKE7kvKJhbaFQIBQM4nG7cbtduF0uEok4ALlsjlg8RjwaIxaLEo/HyWQyRCMR7DYbgpBAbzDQ0dFJQhBIxGMlA+uqqipEIhH5fIFcLksmUywOebxubItWCoU8ao0GiURCOFSUFdNotdTVG9FqtWi0Wmpr62hr76DOWE91dTXVNbUr3sdvknQ6zV//8M+5cf0qMpmMkx99zJHjJ1aUJP7iMVUqlBw7+eEb77jO5XLcuHa1JMHW3NzCrr17X/p6tFqjxT6vl8GzZ0imklRV6Tly/MRrPf5LdhuXhodLknv7Dh5660WYL7IwP8eVSxfJ5/OYza3sPXDwjRQibNZFrl2+TDKVRCKRsGnzVvoGBn5uO6a/SD6f5/69u4w+GKFQKKDTVbF3/4E3ZhT+Po/pvy6i0SinPvkJgpCgrt7IkWPH3/vCkmPJzvmzZygUCqxdv4FNm7e87VVadcqxVKbM6lGOpzJlVof3OZbKckxlvpKU5Zh+Or5lnRrDM/0QqVhEW3sH+w8eWrGGv8/rxevxUKXXP7XLPZ/PY7MuMjkxyeWLQ0TCYbRaHZ1d3fT2D7Bn737kSgUikQibdZF4LM7eAweRy+VoNFqsFguJRBy1WkNjc3Ox81up4pvf+S6d3T3U1NahUqnI5/IkkwKpVBKlSkkikcC6aMHjdhEKBggHw8gUCqRSCYbqGi4MDjI3OwMUTYA//Pjr2G1WYrEooUCQto7Hx8p1VVUo5AqWluw4nQ5y2Sy3blwnmUpSXV3DsZMf0tPbRzKZZHpykuHB8/h8PjKZDLW1degNejQaLWKRCJWqAmODEUNNNcmkgEwmQ6/Xo3pKgmzRssDw4HlyuRxarQ6pVMrc7Ay5fI7q6hoOHTlKd0/vKz0EKxQK2js7iYTDhEJBbNZF0uk0nV3dRZ+OgQHM5lYUSiWxaHFqxOfzMj01iX05hh51npvMZqyLi8RiUWxWK+2dnfT295NIJAj4/Swt2Uklkys2H83n8zgdS9is1mVpp0Ui4QixaBSv10NSSBZ1t3fsZMOmzXywfQc9fX0olUpG7t1FJpdhajG/UqJAtGx2rtZoqK6upqGxkfaODgbWrqOruwdddQ3udDFhnk4l0UohFPCxMD/P+Ngofp+PfL6AelnSyrIwz4XlY1pvbODI8RMrTthOTUxw+eIFcvniskePn6BihR3XRWmmVtxOJ5FoBKvFQrPJhPIFJwYSiQSW+Xke3L/HzevXGB8bxW634ff68Hk9uF0uvB4v/oCPfL4om1ZTU0Njc1GmxuUojpL09vfz3V/6Z3zjW9/h8LFj1NTUUlNTS73RyPGPvsbHv/BN9uzbz94DBzlw6DCd3d0ADKxdx9HjJ/j2L36PdRs2odfriccTZJanV2QyGaFgAJfTweT4OFOTE0xPTTE1Mc6S3U4oFCSXy6FUqt6J5JFEIqGnrx+f14PNZsOysIBMJluRtMWjY+pyOIrHdHGRFrN5RQXk1SAej3P+zGnsdhsikYhNm7eybefOVzJ8X43RYqfTweCZM6QzaWpqajly/MRrn4zRanW0trXhcjqJxqLMz82iVCifkAF8W+j1BgwGA4sWC6FQkIDPT4vZ/NoKEdlslpvXr3Hn9i2yuWyx2Hr0OC1m83tRgIDiZ0dDYyP1xgacDgexWJS52RnkcsUbOS/e5zH914EgCMveUkW/siPHjv9c+yCsFI1WS0Wlelk60UWFquLnwuPli5RjqUyZ1aMcT2XKrA7vcyy9bTmmchGizEtRLkLkmPFGmLl/G8fsFLVqJZs2bmTbjp0vlJQIh8IsLdmprKikta299PN0Os3UxASXLgwzPTVJOp3CMr+AICRoNrXw2//2fy4mQJVKCoUCwaCf+ZlZZAoZqooKupYTjlKZDOuihVAoxO69+5ibnSWRiCOXK2g2mdAbDDSbWujp66O3r5+amhqUShWVlWrisRgBf4BYLEosHmNybJSHIw8YHx0lFotQUVHBnn376R9Yg0Qiob7eyNzsTNGwWSR6wgujtq6OdCrF/Ows58+eRVVRQXNLC0eOn0ChKBZSPC43Vy5fYn5uloDPh8FgoK6unpqaWjZt3sJH3/gFDhw6TH29kaQgkEjEi94QU5N43G4UCgUarRaRSMTM1BRXLl8kl8tRyBfIZLMkEnGkEimbtmxl5+49qyb5IZFIMLcVJ0xcLmepuNRsakEqlaJSqWhoaKRvYIC6+nryuRyRSIREIo7dZmV6YoJ0Ok1tXR2dXd3YHhUiFhcxt7XR2dWFVCLF6VjC5/Pi9/pobml56gdFoVDA43Yz+mCEa5cvMz01id/nI5vNYDBU09c/QH19PVqtjlQ6SSIex2Q209vXj0gkwu1yMXj2DJlshobGJg4dOfraks1yuRxFpQa/WI2xtYPGjm62dreirawgnUqTTCYJh4t68eOjDxm5e5c7t2+hUChpbWvjwOEjK0rYFgoFPr99i3t37wDQ0dn1QsXCRzw6zs6lJaLLSWtTSwuK5xRB/D4f01NF/5I7t29is1kJh8NEI9Gi30Q4TDQWRalSUltbR01tsaDQ1NRMZ2cXPb39VFSomJ6aIpvLsmbdev7Vf/9r7N63D73BgFaro6unh2QySTAYwGZdRCFXlLT7rYsWLl0YplAo0NnVzYHDR6ipraXFbGbrtu1s3LwJpUqFsaGBeqOR7Tt2odXqkMvl5PMFwqEQdpsVm3URu7Xo+TEzPcWSzUZCSCCXy59aBHxTSKVSunv78LhcLNntWC0WlEol5tbW5yZsJRIJ5tY2luz20jFtaW197ckxl9PJ+dOniETCKOQKDhw+TGdX9ysnmF/1hvqRWWw2l8XY0MjhY8ffWFFGoVDQ0dVFNBwuFk3ttnfKJ0Knq6K2tharxUIoHMTr8Twhr7caPJoSdCwVzacH1qxl74GDKy6Y/ryh1mjo6OwiEioW+pfsNoJ+P41Nza+1EPo+P5yuNul0mvNnThMKBVGrNRw7+eE7L/n3Jqlenu5xu5ws2W0YqqvR6X5+5NbKsVSmzOpRjqcyZVaH9zmWykWIMl9J3vciRDQh8Omp0/gdNhCJOHn4AJs3bXzhBFLRlHkeqVRGd08vsViMB/fvceXiRWy2RTKZNEqFkv6BNej1Bhbm55BKZWzfuROtVgcUfRcmxkZLPgmxaIz9hw4BUFVVxczUFIKQQFelx9jQiM26iNfjoaOr+7EkrFQqpUqvp9nUwrr1G6gzGslms8QiUcQSCYl4HJt1kYX5eQBq6uqgAEmhOI1gqK6mUq3BumjB7XJSU1ODVqd7bHsLhQKXhoeJxaLkczm+84vfQ6PREA6H+fM/+WNOffYJ6XSK2rp6Kisr0Wg0dHR0cvLjr1NXX49UKkUikVBdU0N3by9NTc1k0uliQjcaYWF+DsvCAnNzs0yOjyMICSLhMJWVaqBAY2Mzh44epbmlZdW7SUXLhReDwYDdal02W12kqam5lKR+5CfR2tZOT28fFaoKIuEwgpDA43YzOTGOkEgwsGYtfp+PWCyK1WLBZDZjamlBr9djt9oIh0Ms2Ww0mUylZGk4FGLs4QOuXr7MxPhYsfCQy6JUKGnv7Fw21N7NwJq1bNqylZraWnxeL06ng/HRh2QyGar0eobOni0VIA4ePvLau92/eAMglkjY1NFMZ3vbYxMkSSHJzPQkY6MPCfj9iIDO7h4qKiqeW0jKZrNcGh4qyd1s2LiZD7Zvf+njL5FIaGltxfHFpHXLk93zwUCAifExrl+9wujDEdwuJ4l4nEgkgpBIIMQTiCRi9AYDuiodWp2uJIE0sHYt23bsYt2GDbS2tROJRPjJP/4DbpeTZpOJb3/3l+jt73/s74lEIkwtZjKZDF6vh6XlBGY2m+HC0CD5fJ629g527933xLbrqqpoaGzE5XSAqPheH338dbbt3EVbWztGYwNarRalUkk6ncbtcrNksxEMBvF5vVgW5pmdmSEWiyKRSKlUq994t7ZcLqeruwenw8GS3YbNaqWiooIWs/m5y0qlUlpaW7FZi9NcdqsVc1vbK00kPIvJ8XEuX7pAJlOUEzt64uSqdXa/yg31/Nwcly4Mkc/naWkxc+A58f9IzXM1j7VYLKa1rR2pRIrL6cDv9+FyuWg2mV7b8XgRirJl9VgtFiKRMC6XC3Nr26rdtE9PTnJh6DyCIKBSVXDwyBF6evveiSLM20QqldLW0YFCrsDpdBAKhbAsLFBfb3xtMmHv88PpapLL5Rg6fw6vx12SvVM/xy/tfcTY0LDc/OPHtmilobHxnfHGeVXKsVSmzOpRjqcyZVaH9zmWykWIMl9J3vcihC8Q4OL1m4jEYvo+2M2+TWtf6qJVKBSYmpwg4PcTj8W4fuUKToeDZDKJUqmiu6eX/rVr0Wg0ZDJpbly7SjAQpLa2FplMhtfjwe/zYbfaSCQSzE5NEY1FUWs0pFNpfF4vsViUxYUFnE4HXd1dLC5YCAT8+HxeampqyaTTZHM5gJLBMEBjUxOxaBSRWEQ+l0MkFpPNZJBIi9tZWVmJSCTC5XIUJVsmJ4ECuVyOaDSKy+HA3NpaSsBbFy1cGBpEp6tCJpXR0mpmfnYWu93OD/7kj7BYFgBYt3493/7uL7Fn3z4SQoKEkMDtdtNifrLjtLKyOEHS3tmFWCwm6A8wMT7KnVs3mZmaRkgItLa3o1Ao2L5rN1u3bXvtXb26qiqaTSaW7HZisSjzs7PU1Nag0TzuOyCVSqmtq6OvfwBDdTWCIBCLRgkFg1gW5tFotQjxBJlMutRxX1dvpLGpCbvNRjQaYW5mBkEQeDByn8/v3MLjcZPJZJDL5LR1dLB561a27dhJi9mMVqcrJbJEIhH1RiNr1q4j4A+wtGRn9MEIF4eGMTY00GQyvZECBDz7BkClUlFfbyQUChIJR5DJZBgbGjA2NhLw+5mZnmJxYYF8Lo9Wp3tifROJBOdOn8LlciIWi9m9dz99P5O8fxkeJa1/tns+nU4zMTbGzevXGLl/D4/bRTqdQkgIZDNZhEQCVYUKtVqNqqKCiooKTCYza9au44MdO1m/ceNysclQSrjOz83xF9//U5xOB42NTfziP/tlevr6nrpeIpGIpuZmRIhwuZxMTYxz49pVtFod7e0d7N63/0uTmZWVlbSYzaXz1jI/T7PJhLm1lfaODtasW4+5tZXaujo0Gg1VBgOFfAGvx43Nai0WQSMRFi0LzExPkxQEVCrVG+12VSqVtLV34HA4sNutLNlsqNVqmk2m5y4rk8loMbeW5NAcdnsxGb6KMZDL5bh25TIPlzXu29o7OHjk6Kruoxe9oRYEgWAgwK0b1zl3+hSBgB+ZXE5VlYGZmWkmxkYZffiAh/fvc+/uHe7f/ZyRe3eLX/fvMXL/Hg/u32Ps4UMmxsaYmpxkZnqK+fk5lmzW4mSYz0c4FEIQEuRz+VIx+VnU1ddTW1dXKuhaFhYwNjS81YmbR6g1GowNjSwu+/04l5ZoaW19pXMlnU5z5eIFRh8+oFAo0NzcwpHjx9G/YY+Sd53aujqam02PyTOpXpN8zfv8cLpaFBtPhliy25BJZRw9cRK9wfC2V+udpdlkwu/1EQ6HsD2SB3xJf6B3iXIslSmzepTjqUyZ1eF9jqW3XYQoG1OXeSnKxtRp/vrKfWRyOeoqw1ONbNLpNEKimERPCgKpZIpUKkUqlSSZTJJOpVmy2/jkxz8mFouU5HV0Oh0NjU1U6fWPdZhmMxn+6i9+SMDnY+36DRw8cqT0WjAQYHJinJmpKcRiMW0dnezas6e4XDbL3Tu3yeVy9Pb1I5PLGR0ZoUCBvv6BJ4xYpRIpMrkcuVxOPBbj9GefYrdaUWs1GBuaEIuKyd3a+nrq6mppaGxGKpGQzWWB4kVtfGyUXDaHqaWFb37nu6SSKW5cv0qhUKC1tY32zi6+/8d/xOzMDOFQsPhetbV865e+x4aNm0rb7XI6GT5/jnQmjcFQzaGjx7606zGfz3NxeIhLw0OM3LuHQqlAV1VFXZ2Rr3/zW6zfuPGNatgLgsDw4Hm8HjcikYht23d+afL4EX6fj7HRh1gW5ikUCqTTaRz2JfTVehoamjh24iRanQ7H0hJ/+effZ2FujgJFiZ2a2lqamkx09XTT1Gxa8YdIPp/nL3/wfX74/T8jn89hajHzH//P/wuTqWU1dsNzeZYpVC6X49LwEFbrYmkfdvf24nI5mZ2eZtGyQG65gCaVSIseGn396A0GgoEAg+fOFn1QFEr2Hzq86ka3iUSCU5/8BMvCPLFojMbmptJkSjqZoiASkc9lkSsUpeOhVChpMploMZufKydiXbTwp3/4X3E6HdQbG/jlf/krdPX0rGjdLg4P8Td/+UPy+Txr1q7jN/7N76zo/BcEgaFzZ/H5vEgkEvbuP0CLufWx33nkNbIwP49tcZFkMlnUyfcHyOdyGGqqMVRXIxaL0esNtHd00tHV9cYKEk7HEn/5gx8wMzNFfb2Rj3/hm2ze+sGKlo1GIpz69BMEIUF1dQ1HT5xcFWmmWCzGxaFBfD4vIpGIzVs+YGDt2ld+35/lafGkUUgJh0IEg0FCwQDRSIRIJEI0EiGTzWC32bBZF4FiN25rW/trn2RRKVWoNRo0Wi16vYEqfRVVegNqtfrx7QmFGDp/jkgkjFQiZfe+fZhb217ruq2UgN/PudOnXtm82+/zcXF4iGg0glgsZtPmrfSvWfPeeD+8DMWiTXFiFKCzq5ttO3au6mf8+2xYuFpcv3qF6alJxGIxh48eo6Gx6W2v0jtPJpPhzGef4vf70Gi0nPjoa1956apyLJUps3qU46lMmdXhfY6lt21MXS5ClHkp3vciRCAm8KMbo6RTz2lOngAAIABJREFUSdJJgU11FYizaRKCUCw8xOOlpPxTlw8EWLLZiMWiLNlspNMZevv66Onvo7JSjVgsRi6TI5FKkclkSCQSxGIxP/nxP3Lvzh2ampv51f/hN4oJG5GIQqHA5YsXsFosWBcX0VVV8Wu/8Zso5HLy+TyTExNY5uep1KjZvGUrkxMTRd14hYL1GzaSzWXJ5/OPrWMymWRqYgK7zUowEECECHNbG4ggKSQJBPxU19RQUVFBld5Ai6kFkVhckoWyLMs2yWUyZHI5uqoqzOY2GpoaiwbOi1auXr6EQqlgzdr1/Lv/8L+i1Wqf3Fd+P+fPnEZICqjVGo4eP4HmZ34vm81ycWiIz+/cwmqx0NLaWtyHy38Xisnf/jVr6enre2MX2Eedz/NzswD09vWzddv250prRCMRHj4YYW52hmQyyfjoKFKJlLr6Orp6egmHQ+RyuWWpLYG6unoOHzvOB9u3v/A6Op0Ohs6eZX5ujgcj99AbDNTU1PHN73yXTVu2vHYZkC+7AUin0wyeO4vH7UIikbBn3/4nko/pdJqFuTmmJicIBgOln8tkcvw+L1ptUebo8NFjT5wzr0ooGGRqcoLJ8XHufn6naOquULJm7TokMhn5fK6UEJNKipMT7R0dNDQ2rWifLtlt/NH/9//idDqoravjX/zKr9K9wgKE0+lg8OwZXE4nwUCAru4ezK2t7D1wcEXFqUfxZLcXp922bd/5hPzTI3K5HDbrIrPTMywt2cjnC4QCAUKhIFKplLr6epQqFWKxmJYWM929vRgbGl97gtWyMM/f/tVfMj83S1OziY++/g02btq8omXDoRCnP/2EZCpJbV09R44dfyUpIKfTwaWhIZLL58jeAwdeWzIuEBP4h9uTRIN+oqEAXZWQEWJPXN+h2KVstVjw+/zIFXJ6evtYu349SqWKiooK5Ao5MpkMmaz4XSqTlablvnj88vk8uWyWbDZLJpMhl8uSSqVICkmEpEBSKH7F43Fi0SipdOpL118uk6OvrqampqbojVJbh0wm49LwMA5HUWJs/cZNrN/w4vKHr4NwKMSZU58hCAk0Gi1HT5x8opDyLCbGxrhz+yb5fJ7KSjX7DhwsebmUeTaFQoHRBw+4d/cOhUIBg6Ga/QcPrdq1/n1+OF0N7n5+h4cj9wHYd+DgY75nZZ6NIAic+uQnRKMRampqOXri5DshR/eylGOpTJnVoxxPZcqsDu9zLJWLEGW+krzvRQh3IMz/9n//HoVCgUIhT5dBjVIqJl/Ik8/nKRQK5PMFJBIJCrkcmbyYxIlEwricTpKCgEQiRS6Xk8vnABH9awbo7R8oFh3EklKy54vfb928wQ/++I+RyWX8T//u39PT24tUKkUsljAzNcXDB/cZOncWvaGaj7/5LU58+BFSqZRkMsl/+9u/IZPNcODQYYwNjfzj3/8IQUiwdt16Nm3ZSi6XI5PJkEmnsdtsXLo4TCIeRyQSkRSEosSS00ldfT2JeJwCEPAHqKhQIZYUk6q1tfW0tJoRiUQ47HauXr6M3+dDIpOiVqupqKhEJpWRzWaoqKykoaERqUxK38AA69ZvYMsH2566v6ORCOfOnCYajaBSqjh09FhJfiGdTvPZJz/h5rWrhMMhunt66enrZ/eevVSq1czNzPDwwQjRaAQoJrkG1q6jb2DgjT3UPRwZ4e7ntwFobGxm38GDK7rIx2Ix7t+9y+XhIW7dukE8FkOj1bJj1242b9lKd28vdpuNyYlxoGi4vHP3nhUXDh4VILK5LI2NzbS2tfIXP/g+LpcTnU7Prj172HfgYKmQ8zp42g2ANJ9h8OwZgsEAcpmcA4ePPGF0/rO4nE4mx8e4dfNGaULE2NDId37xe/T296/KeGE+n8dmXWRyYqLon7BMUkiW/DwqKivpX7MGuVxOU5OJ9s4OTC3mF+rQdTod/OH/8wc4HEtUV9fwr371X6+4AOFyOhk8e4ZsLktzcwvtnZ1cuXSBfD5PQ2MTBw4dXtF5n8/nuXn9GtNTkwCsWbuOTVu2PjPxG4vFmJ2ZZnZ6mng8RjaTxe/3kc/nqaisKBltajRaurp76OrpQfkapSamJyf5hx/9HQsLc7S2tXHyo6+zbsOGFS0b8Ps589mnpDPpokHz0WMvdQ5NjI1x+9aNnyZJDx1Gs4p66IIg4HY58bjd+Lxe7E43o85g6fX+eh0quQS5TE6VwYBer0er1aHWqJkYG8PhcCAWi9iyddtrmcx4Gul0mmgkQjQaIRwKEw4FCQaDhMMhnnZLqlJVUF1dTTAQxONxU1lZibm1ld379r/R6bYvIxqJcObUZ8TjMSor1Rw7cfK5ifBUKsW1y5ewLk+gtLSY2bln7xszAf95wul0cHl4GCEpIJfJ2bV37xPTWy/D+/xw+qqMPXzIndvFh9sdO3fT3dv7ltfoq0ckHObUJz8hmUrS1GTi4JEjX1lvmHIslSmzepTjqUyZ1eF9jqW3XYQoe0KUeSned0+IRCrDX//FD0nGY6STSSqlIBYVEImK3fcqVVFqolJdiVQmIxwKMTszvez3IFAoFKipqaHFbKZQyJdMa6GAx+3C5XLidDpwOpZwLNlZWrJjt9uIRiKM3L9X9JBIxMmk08zPzTI3O4PH415+LYDL5WRifIxUKsnDkftMT06ytLTE7PQ0E+Nj5LI5Usli4nR2ZppcoUBKSBKPx5maGOfWjRuIRKKiCe4vfo9Nm7cQCPjR6atQKpS0dXZSVVVFb38fXd09DKxdh1QiQSqTkojH0RuqkUql+LxewqEgYpEYw7IOcDgSJpvJkEomyWQzJAWBsQcPGH34AK/Xg0QiLe0juVyOWCxGoVDQ2t6O0+EoGlDPzVFTV4dEIuGHf/anXLtyiXQqRf+atRw6cpQdu3ajUCoRiURU19TQ09eHTldFOBQikYjjcjqYmZpCJBKVZGNeJ/VGY8mwOhwpav02NjU9U+s3Go0yMTbKwtwcMoUcuUJOwB9AJpMhCALm1jY6u7rp7O5GqVDiWLITCPhxu1w0m1qem5xzOpYYPHeWXC5XesCtqa2jp78fj8uFy+XA4XAQCASoeE2a2/CkHmOtJMOFs8sFJ1UFR4+fWFFncKVajd/nIxgIIhaL0Wi0tLSacTodzExPUygUqNLrXyqRLAgCE2NjXL54gZnpKWKxKIV8AalUhlgkQiwRo9frCQT8FPKg1er49i9+j4E1RUP5Fzm/PG43//UPfh+HYwm93sCv/Nqvr7gA4Xa5SgWIxsZmDhw+jKG6mrq6OhYXLKUi6Er064tG1y2IRWJcTgcej5tIJEKzqeVLt0cul2NsaKBvYIDaujoymSz5Qh6NRkMumyMcCpFKJpfXtVg0isViqNWa1yI3UV1Tg05XhcftZtGyQDDoR6fTU1df/9xlVRUVGBsasMzPE4mECfgDtLa1rbj7PpvNcvXyJUYfPgAo+j8cPvLK25lMJrFZF5mamODOrVvcvXObRcsCPq+XRCJOJpsnmAVdbT11plYO79jCju3b2bx1K13d3TSbWtAbDNz7/HMcDjtisZhde/bR+xypuNVEIpEsT9DpMTY0YG5ro7evf9l3pI2a2rqirFEBkkmBTCZDJBIhk0kTCgaZHB/HZrMyOzNDs8m0qkWdl0GhUBQ9YpanGy0LCzQ1N6P8kmPt9Xg4e/oUPp8XsVjM1g+2s3X79neioPJVRKPR0NregdfrJRqNYFmYJ5/LUW9seKVpmfdZK/hVmJma4uaNawAlabEyL45CqaTeaGRhbo5wOEQiHqfFbH7bq/VSlGOpTJnVoxxPZcqsDu9zLJU9Icp8JXnfJyH80QT/6Q/+EPHyxMKGJgMaVVH3XSQWF78jwu1yYrVYEJICIEIqk2JubaO1rQ25XI5IJCLg93P75g1UFRXsP3hoeYoivzxlUfw3X/jZn/3xHzE1MU5bRyff+aXvIZPJyOVyZLNZJsZGsdtsjI+OoqpQsXPPHtraO4Cizuy9z++Qy+Xo7umluqaG2elpvF4PSqWKNevWsWhZwOvxAFBbW0d7Z2dJGsqzbECbiCdQa9QoFEpEoqIRc29/P719/YyNjhLw+xgfHWVudgaFQolebyCTyaDRqKkzGkmn0oRCQdQaDcmEUEzwBQME/X4AmltaaDG3UqXXo9Pp0Omqil9VOirVGsYePiAajSIk4szPzxGLRpHL5Ozcs5fjJz98wuPii+RyOaanprj/+R2CwQDZXA6ZVEpHZzemlqIHQj5fnGbJ5XPkc7nSfn80jcKyFIlIJEIsKk6pSKXS5WmXonyWVCoryZfI5fJSd2vA72fo/Dni8RgKuYJ9hw7R0ND42DoG/H5GHz4o+UIA6HRV9PUPoK2q4od/9ifMz84ikUjpXzPAmnXr2bhpM5FImItDQ2SyGbRaHYeOHEWr0z11PziW7AydP0cul6O5uYX9hw499qHj9Xj49J9+vFywytI7sIb29g527tmz6p3rX+xCCPs8iBcfIiWHTlfFoaPHVpRgzGQyXBoeLskHbdy0hb6BAWamphgbfUgiEQeKUzA9fX309g+sSLvd5/UyMT5WTGoty9mIECGTyUinUiAuJrjEYjEmUwv1DQ08uH+fZFKgpqaWI8dPvFBHgc/r5fd/7z/jcjnQ6ar4td/4Lbq6u1e0rNfj4dzpU2SyGRoam54wFvd6PAyePUMqnUKvN3D42PEV69fPzsxw/epl8vk8xoZGDhw6vOLtCodCTIyPMTczU5R9y+WJRCKIAFVlRel9Ghqb6B8YoKnZtOoyO3du3eTsqVPYrIt09/Vx/MSH9A0MrGjZL06WtLa2sWf/gecWlWKxGBcGz+P3+xCJilMGL5uIy+fz+LxelpbsOOx2fD7vE7+j1xswNjRQU1uHXKPjmjNReu1nu3rS6TRD58/hdjmRSCTsO3AQU8u7m9jKZrP4fT48bjdulwu3y0kwGGBqcpJMJo1MKmPTlq0MrF1LU3Mz9caGt5bMTyQSnD9zmmAwgFKh5MjxExiqq0uvFwoFxh4+5N7dO+TzeTQaLfsOHHxtBd73jXw+z+e3bzE+NgqAsaGRvfsPvHTh733ukHtZFi0LXBweolAosGbtuhV78ZT5cmzWRYYHz1MoFFi/cRMbNm5626v0wpRjqUyZ1aMcT2XKrA7vcyy97UmIchGizEvxvhchnmemOzs9zcMHI8TjxeqqUqGkb2ANvf39TwR3KpXir//izwH43i//y+cG/4/+9m/4wZ/8EWq1hv/wv/8fj0loeD0ePvvkn7h94wapZBJzWzv/9t//L2TSaTKZDPfvfc7DkREqKirZs28/giAweO4MoWCQeDyOSqkil8thMrdQW1tHOpMuvXehUGBibIxwOEQ0EqVSrSaVSiGigFKloq29g0q1motDQyxaFoBicqyzuxuVSoXb5UahkLNtxw4+/ua3qK8vmgT7fT5mpqY4e+YUE2NjpFNpauvqkEol5At5tFodVXo9er0epUpFPp/n+pUrPHwwAgUwNjbyvX/+z9m6fScSiRghIZTMwIWEgCAkEASBVDL5mHm23+fFZrWRShU7sxUKBU3NJmrr6lZ9MqI4zaFEpVIhEomZHB8jkYgjlyvYsm0ba9etJx6PMTczg+MLVenGxmYG1q6hobGplJhNp9P8+L/9Pffvfk44FKKvfwCNTlvS/b925cozixxLdhvDg+eLx9lkZt/Bp/sEBPx+zp76DItlHq/HS29/PzpdFbv27KGp2bRq++ZRLHntVqbv3qCvVoPZVEyir0SaJBaLMXTuLMFgAIlEwq49e0uFNyge6/m5OUYfjBAOh4BiJ3ZnVzdr1q1/Qr+9UChgsy4yNjqKx/3TGJfJ5IhExXh9dCzUag3dPb10dHWVEvrBQICzpz57YT8Bv8/H7//e7+J0OtBqdfz6b/4Wnd0vNgGRyWYwNjRy6MjRpyZig4EA586cLunXHzl+YsVd5I4lOxcGB8lkM+j1Bg4eOfpC2vfpdJqZqSkmxsdK18V4LI5IVDwej6aCtFodff0DdHR1rZpcWqFQ4OrlS1wYGsSxZKevf4BjJz5csUSIY8nO4Lmz5PN5Ojq72LVn75cWShxLdi4ND5NKp4r+DwcPPhGDzyORSLBkt+Ow23A6HE94KDwqOhgbGqirNz5WGHzWZ5MgCJw/c5pAwL9imbN3jeK128fC3BxnT59iaanoE9HW3k690YhUIsXY0EizyUSTyfRC5+hqkEwmOX/mNH6/D7lMzuFjx6mtq0MQBK5cvFjytWhra2f7rt1v7Gb/fcKyMM+1y5fJZDOoVBXsO3CQeqPxhd/nfX44fRm+eJ3s6u5h5+49b3uVfm6Ynpzk+rUrAOzctYeuFU5HviuUY6lMmdWjHE9lyqwO73Msve0iRFmOqcxL8b7LMT1tfEsqKjA1McHF4SEWFubIZNKolCo2bNzM7n37aWxqemqyVyqVMjM1RSaTobn5+UkTjUbLlYsX8Pv81NXXP6ZxXllZicNuRyqVMj09TSaTpn9gDU0mExWVlTSbWliy2UAEzc0m1m3YQEVFBTevXSOdSdPT18d/969/ncNHj7N2/XrWrd9AX/8AXV3dtHd00r9mDeFQGJ1Oh0gM+io9qVSaXC7H3PQME2NjCIk4SpWK1rY26mrrCAQDLMzN4nE5SSaT5PJ5opEIk+PjLMzPEfD7kcllrF23Hr3BUDRDlcro7u2jsakJVUUF6VQap9OB1bLI7Rs3mJmaIpFIkEolEYtEWCwLfH7nFjeuXmP04QgL83O4nC6i0chyASZNvvBTY1aZVEZ1TS3tHZ1U6fXkskUT4VQqRSqVoqGhgbb2DuqNxtJXbW0dtbV1RbPUmlqqa2owGKrR6w3otDoqKzWoKipQKBQlmR6AfKE4SZHNZhCEYlFEVaHC5/XiWFri9s2bnDtzmps3rjE5Po7H40EqlWI2t1Lf0IBYLCGfy5UMyiUSCV3dPeRyOaQyKU6HA6lURiwWxWqxYG5tJZ/PE4vHWJifo6Kikurlbly7zcrw4Hny+TwtLeYnJiC+iKqiAlOLmYA/gEqlZNGyiFKpxLpoIZ1KUW9sWJViTSqb4+LNO8zdvw2FApsGejh69OiKPgQ9bjfnTp8iGouiUlVw+OjxJwokjyS3evr6qK6pIRaLE4tF8ft8TE2Mk4jHSzJNM1NTXL54ganJieVEuQilsgKxWEwmUzzPRSIRxoZGtm7bxvadu6g3Gh9LlqtUKhoaG7HMzxONRvB6vbS2tT1zX3k9Hv7Lf/5dXC4nGo2G3/w3v01H18omIJyOJQaXfT2eVYB4tG4tZjM2q5VYLMqixUJzs2lF0y0arZamZhM2q5VoNMLiwgKNjU0r7jKWSCTU1dfT29+PwWAgHk8UO9nlcvK5PLlccfIom8uyZLcxNTFBJpuhSq9/5WJEUVquhVw2RzAQwGJZIBKJYKiueaxT/VnbrtfrWbQsEAj4SSaTNJtaHvudQqHAw5ERrl65RC6XK07CnDhZir3nEQ6FmJma4vPbt7h96wY26yKhUNGAXi6TY2ppYWDterbv3MWadetoajahq6p64lh/2WhxNBrlzGefEg6HUClVHDl+YkWyVO8aIpGIyspKmkwmdu7ZQ2VlJdlshmgkQjKZRFWhIhqNYLfbmBgbZclmI5VMoVKpnil/t1pIpVJa29txu4qfP5b54kTbtSuXCQb9SCQStu/YxaatW9/YyPP7RpVeT4u5FafDQSwWZW52BqlU9sLn+/s8pv+iuJxOhs6dI5fP0draxu69+94J4/ifF6praorSCW4XdrsNXVXVM6d+3zXKsVSmzOpRjqcyZVaH9zmW3rYcU1mAtkyZVySXzTAx+hDrzOSy7BJUVFSyZu06unp6ViQNYTBUk0jECQWDz+3YazaZ6OzsxuvxcPf2bb729W88Zhy8bsMGvF5PUYc9l+PUpz+hZ1nvWy6Xs2HTZm5cv8rIvbskU0kePhihpraWSCRChaoCre6n7yUWi1EqlaUkZV19PRqNhrOnT9GQaySZLHaFT05MkEwlyedzrFm3gW9957s0NDVyefgCn39+m8KyjEskHMa6YCGfz7N561bSmTTBYAAoJvEEQcDn9eL1uJmZmcZoNJLN5ojFokSjUTxuN/FYFICqqipqa2qJJxLEolHEYjFNzSakUin5fJ5kUiCfz5HNZKipr8doNFJXb6ShoYEqvf6xB+RsNsv05CSjD0YQkgLxeBy3y8WGTZswt65cB/5p5HI5kskkSUEgmRQQhGQx8V2l59LwME6Hg2w2i1xRNMw2mUwoVSp8Pu8T0isqpQptVRVarZbGxiaC/mJHczaTQSqVFrdjahKpVAaF4nZdu3KJaCSM3mDgyqWL5PN5zOZW9h44+Nwigq6qihMffsTZ06dQKJV4PR50uiomxsdwOhzs3X8A/bLXx8tQKBS4e/smltH7ADR0dLNr34EVxczc7CzXrlwin89jMFRz4PCRZxbwih4HZkwtZlxOJw9G7uN0LDH28AFD589RyBeora9HqVQAIhQKBdl0mmSyKG0jkUhoa++gr3/guYnr6poajhw/wdlTn+FyOhg+f56DR4489YPd7XbxX373d/H5PGi1On7rt3+H1i9McjyLL061PPKAeN6+02i1HP/wI86dPkU4HOL0p59w8MjRFfluGKqrOfm1jzl/5nRp2f2HD79Qp79YLMbc2oa5tQ2X08nogwcsLdmAYqxQKJ4X6UyahyP3GR99SGdXNwNr1j7X7Pd5f3fvgQNkshluXL3CxNgYIoCTH9HZ1fXc5VvMrezeu5/LF4eZmpxAKpWy5YNtQHHK48rFi9hsRZPhru4etu3Y+cwbuUKhgM/rxWZdxLq4WJrSeURNTS2Nzc00NTVTU1v7SgW/L07AqNUajhw7/qVSbV8lpFIph44cpaamlvv3PgeKRXpzaxsejxuvx126jt79/DZ6vWH53Gt9rQk8uVzO0eMnOH/mNLdv3eTK5Yt09/bR1tb+ytfMt0U2my1NFKZSSQQhSSqZJJ1Jk81kyGQyy9+zpDNpctksmUymJG9YWJY1fPT/R00BjyQNxWJxSe7w0b+lUilSmQyZVIZMJi3JGz76mVKpRKlSolSqUCqVKJTKUvFaV1XFhx9/netXr7AwP8ed2zfxuF3s2ruvPH2yynxRsq6pycTuffvLBYjXwKbNW0gKAjPTxWYJqVT6RDG8TJkyZcqUKVPmXadchChT5iXI5/Nc+se/IhYMEA34adFXoFYp0ep09A+sobO7h8rKCkLBIEqVCpVK9cyElN6gx263Egj4n/u3RSIR23ft5P79u1itFubnZtm4eUvp9WZTC9XVNfQPrOHmjetMTUwwPTlZkh7p6ulhfGyUz2/fYmpygtb2dg4cPkIwECAUCnLpwjDHTpz80qRXQ2MTnd3dnPn0UzxuN/lcDiGRICEkaG1tZWDNGrq6u7l+7SqIYeu2bWzYuJl0OsXtmzd4MDJSfJCanGLD5k0UCsVOcJ/XiyAIiMViUskksViMaCRMvdGIICQI+LwkhQQSqRS9Xo+xsRG1WoMhlyMcDCKXK5HLZOzYuQt9dQ2RSJig38//z957B0mS59d9n3TlbZdp7814773d3bPQHXEkDqQgUSQVAkQDSBDBEEFKEYL+oAIRJIISSfEYICSAIg53MIcDcHe7O37H7+746Znumfa2TJf3WZmpP7K6ZnrH7t7s7e1NvYiaqu7J7MrK+v3SfN/3vVfVqpRLRaYmJ+o2UYqs4A8ECAaDNAWCBINB1qxbx+CqVdwfHubu7Vuk0ynOnj5FU1OAzVu3fmLfdEmScDqdOJ1OVFVl9P59Ru7fo1DIs3nbVvoGBshmM4TCYTweLzt27gJBIJ/LkctlyWQypFMp01aqVKS4WCSyuACYRduxhw/IZXO43C4Gh1ZRqVTQdR27w04ykcAwdE68/TapdJKBwSH6+wdeytd+GY8XrSVJopDLo1ZUUqkkf/n977Ft+07WrFv3sYsOmqZx/uwZRkYfAtCzbhMdg2te+HcMw+D6hx+YdlxAV1c3Bw6/HHGxjJbWVux2O+fPneX8uXMkk+a8m5+bpbmlleaWZsB0KrTbHaxes5ah1as/Vh5GMBTi+Ftf4N0f/ZD5+VlOnzjB4WPHVmzn/Nwc/+fv/EuSiSW8Hh9//9d+ja7unpf6+9NTk5w9fQpd159rq/U0OJ1OvvDlr3DynbeJx2O888MfcPDIkZca4y6Xiy9+5aucOvEu0cgiJ97+EfsOHKKv/+WIk8exbCmUWFrizq2bTE5OmPkrmHkrBuY4Gbl/j9GR+/T09LJ+46aXUi88DctFa8MwuHzhPMN374IgoFXfqhO1z0Nffz9atcrFC+9x985tJFmmp6eX0ydPkM1mkCSJXbv3PtMqwzAMFhcXmJqYYHpqimLxUXaDKIq0trbT1d1NR1fXS+d1vAjRxUU+OH+Gilr52Fkgnxds2rIFn9/H+bNnTZXO5ATH3ngTi9XKzNQUU5OTLCzMkUwmSCYT3Lj+IV6vj56+Pvr6+j8VQqZUKlHVNAr5PLquk0om2fC1zT91BISu6xQKBQr5PPl8jkK+QKGQr/2cNxWHj1kZvvL3R3/xQh8DkiRhtdpwOBw4HA6cLhfBYIjRkftkM1nm5+d58wtffCnStYEXY9kKsKpV60R4Q+Hz6WHPvv1UVZWJiXHOnDrJsTff+th2fw000EADDTTQQAOfJRqZEA18IrzumRAjYxP8+j/5p+iaBkBv2E9vbxeB4LM7Vi2KBavNZpIStWfztZ14LMq1ax/S2tLKV7/+17Barc8txiYTCX7t7/8Ki/PzfO0bf51f+Yf/aMX/T09NcvrkCd47cwZBFBgcXMVv/OY/AyCbyfCn3/0Oly6eRxRF/vbf+W/ZuWcP2UyGv/zz71GpWTjt2LX7iffN5/PcvnmD0ZERhmue+blstmaZYsFqs9LW3k4sEmFozRrcbg/bd+5EkiQSiQSRxUUunD3L+1eY46VdAAAgAElEQVQvo+s6Pr+fjo4u2trbCYZCSLKE1+vD6XTWOqRnWVxYQBJFMtkMbrebtes30NLaSj5vKkdSySTRSISFhXl0TUNWFNra22lv76Sj08x4sNsdVKsqpVKJYqGApmtP/X6CoTDBcAif10ssFufh6AhqVQXMzuTNW7d+ojyEUqnE/XvD3L97t+7vbrc7WLd+A4OrVpHNZDh14l0KhfwzsxwqlQqZdNokJdIpMqkUqVSKZDLB6Mh9ErVg796+fkRRZHZmGkmUiUYjLMzPEwyF2LFrF7/yD38Vp9P5iT7DqXffIRaLYugGDoejrvxpbWtn/8FDL13cLBaLnD55glg0QrlqUGlfTbjDLIA/z4+xWq3y3pnTTE+bHecbNm5iy7btH4sAWVxY4O7t2/UQawzI5bLMzsySSJhBwgICA0OrePOLX2Td+g0/Vhf6412izS2tHD3+BhaLhanJSf6v3/mXZLMZmvxN/Mo/+rV6OPqLMDE+xntnz2AYxkuHJT8Nqqpy9tQp5uZmTHJzz76XzklYJpEma8Te1m072LBp08fehseRzWS4c/sWDx+MrggCF0UJtVqpf8a2tg7Wb9r4iYsvqqpy4u0fcfXyJWKxKGvWrefwkWMr8nWeh3t373L1yiVi0SjlUomOri6cThdHjh1/ImTYMAyikQiTE+NMTUzU5wyYZGhHZyddPT20tXe8kg7tx/1NozOTWOZHsMoCoXAzx95486VyVj6vSCwtcerEu+TzOSyKhQOHD9c7hcvlMjPT00xNTDA/P1sfXwCBQJC+/gF6+vpeCUEzPTXJhXPnqKgVZElGVmRKpRKCILD/4OFPRNj9OKhUKmQzGbLZDNlM1nzOZslls+TzOV72NsBURtpr6kg7VpsVi8WCxWJBkuRHKgVFRlEU05awpmoQxUeKB2FZ9YBJgvC4QuIxxUS1aiosVLVaV1uoVVNxUalUKBWXVRnFFxIluVyO0fv3TQtHUWTtug2sWr0Gt8eNx+PF4/Xgdntwud31Ivrr7BX8MogsmiT04wTEZxUK/zpB13XOnDzJzMwUsiTz5he/9FNPqjXmUgMNvDo05lMDDbwavM5z6bPOhGiQEA18IrzuJEQiV+S3/vX/jaHrhDp7+NKWVSiYFkCm9U6pZr1TrNkCPb/br1gocOP6NURRYufu3Stv9u3ms91uN39nt2O32/iP3/oW586eYXBwkP/lt/53WtvaV/zNv/jenzExNsbFC+fx+X38yj/4VQLBAOfPnqVcKTMxNkYgGKR/YJAvfuWrCILA1OQEZ06dBGDv/oMMDpm+9IVCgTu3bjI6ct+0TAFkWeHie++h6VWCwTBDq1czMjzMhx9cxely4/f72X/wIMJTiqNzs7MM37lDsVCgraOD3r4+AsEQ27bvYGj1akRR5OrlS3z323/I+MOHaLrGvv0H+Po3/gar165F1/W6UiCXzZFKJrg/PMzZM6eJLCyiViuEmpvrxXaLxYrP78dX89G1WKwYuoGua6iVCpWK6U1vsa488NqsNnK5HMlkArvdgdPpJNzSwpatW5/Y309DPp9n+M5tRu/frxdI3G4PGzZuom9gYEXHYKFQ4MzJE8RiUURRZNfuvS9VENY00+f+zKmTDN+5TT5fIBQK0RQMcP3DD3gwOkq5VEKrVvE3Bejr7+etL32Z/sEhgsHgE9ZUz0O1WuXMyZP1onVrazvRyCJVrYrVYmXvgQMv7OT/aKFw275D3Mg+ev9nXQBkMxnOnDpJIrGEKIrs3X+Q/oGBl9puXdeZmpxg+M6dusWVrul16y5qb5/L5VDLZRTFgsvjRhAE+voH2Lhp84/VLR1ZXOTUu+9QUSsEgyG6enr4vW99i0IxTzAY5h/9j7/+0n7lywVwgL7+AfYdOPhjkSS6rnPpwnkePhgFYOPmLWzZuu2l1jUMgw+uXmH47p369uzdf+DH7oQtFArcu3unngsBIAgisiRRUSv18RoMhli/cSNd3T0fW4mjqirvvv0jPrx6lUhkgbXr17Nv/yE2bdnywnU1TeOP/+jbnD75LgDr1m/k7/3yr9TzMQzDIBaNMjkxzuTExArFg9VipbO7m57eXlpa21551/DyBfX0/TtM37/D2mYva4YG2Hfw0GtRICwWi5w5dbIeKr9t+07Wb9y4YplKpcLM9DST4+PMzc2sKMK3tLbR19dPd2/vx74Qr1arfHD1CiP37wEQCoU5cPgITqeTC++dY3zMVH19WsGy+XyeTDpFKpkinTZJ6kwqtYL4ehpEUcThcOKoKfacTicOhxOny4nd7qhfh7yqoPhPC49bRplqjgL5fI58TdWRSia5c/smS/E4YB4/PnoeNjNHXPh8fmSHk1vJKg63F4fbw5fWdrw2N6cvwrICQq2qtLa1c/T4G6/F8eWnBZqmcfLdd1iYn8OiWHjrS1/+xArBnwRe50JPAw28ajTmUwMNvBq8znOpQUI08LnE605CpIsV/vz6Q6wOJ4IgvPCgZXbtPSIlSsUSxVKRUu2GOV8ocPKdtymXyqzftPGlwl7HHj7gxNtvU61WOf7mW2zfuaveoWiz20gmk9y5eZPbt25iGAZ2u51de/dhURRC4TA7du3mxNs/oqJW2LlrD2vWrQPgxvVr3Lx+DVEUOXTkKLFolPvDw/UienNLKz6fn+G7d4hFIjwYHcHr9RFfihONLJoFb01jYGjIDKJds5ZAIIi/qYmmpgC+Jj9NTQEejo5y5dJFFhcWsDscNAVMm4pSoUgul0NWFMYePiCVTOJ0Olm3YQM//wvffG73c6lU4sypkzwYGSEaWcRut2MYBvl83iSHSkUM3cDlcePz+fH5/TidTgzDoFAoUCoWzRBptVq3NLLbHUiiyMLCPNFIBLvDgcvtpqe3lwOHDtPX/2QhPJNOc/vWTcbHHtYJqKamABs2bXpuxoSZ4fAeE+NjAKxZu47tO3e9dJH5+rUPuXXjOoZuUCiaNhrpdBpDN4hGFpmenkKtVHC6XGzZuo3u3l5kSSYYDhMKh2lubiYUbn7uCUjXdS6ef4+xhw8AGBxcRSKxxNKSWdgZHFrFjl27n1qwmpqc4PzZs1S1Kh6Pl6PH3wCr44UXALMz07x3xrSUsVltHD52/IXZKWAWmh+OjnL3zu1a0DRoVQ3FoqCpVQTJ3K8WxcLgqlWsXrsOl8tFLBrl1o0bdbWEIAj09vWzcdPmFfkrHwdL8Tgn3v4RI6MjXLt6lVA4THtnJ7/66/8Y/0v40xuGwbUP3ufO7VsArFq9hl179r4y7+3lsQMwMDjEnn37X3rc3R8e5uqVSxiGQSgU5vCx46+ko7xcLnN/eJj7w3cplUuAqYxQLAqVSqW+nMfjZf2GjU8UFF+ESqXCibd/xI1r11iYn2P12rXs3ruPbTt2PnOdTDrNuTOnWVqKE12MUK6YIdX9A4MMrVrN9NQkkxMTFAr5+joWxUJndze9fX20trW/kkD3ZyGRK/JvvvMXxGYmAfjG8f0c2LvntfJo13Wdyxcv8GB0BHg+OVYqlZiamGB8fKxOXIBZmO/o6KS3v5/OrhcHtcWiUc6fO0smkwZg3foNbN2+o/5dG4bBlUsX6wTFpi1b2bxl6yf6fPl8nmRiiVQyRSqVJJNOk06lqKiVZ65jt9lxeTy43W5cbjdut/na7fFgt9tfm/FhGAYfvv8+ly9eoFgsIksSg0NDGJhE9zLpCVCsaAxH0vWfd/S30xYO4W/y429qIhAI4vZ4Xpt9t4yF+TlOnzjRICA+Y1SrVd750Q+JRSPYrDbe+MIXf2qJiNe50NNAA68ajfnUQAOvBq/zXGqQEA18LtEgIV79Qeuvvv/nxOMxDhw6Qktr64og40evi3WVRTab4ff/4+8SWVykt7+fN976AvaPFP7u3r7NwvwcN6/fQJYlunt72bx1G6tWrcbhdBKPxxl/+ACbzcaxN79AMBjEarNy9fJlbt64TiqZZP2GDdhsdhwOB23t7dy/d68e4BwIBLFarVy5eBG1quL1+QgGw9idDlKJBBs2bWLz1m0cPnrsqTfqN69f58b1D9F1g5bWVu7cvMnY2AOKhQLx+BL9/QOs27CeULi57rl+5Njx51oi6brO1cuX6sWejo4uBoYGiUYizM7MEItGVxBBuqZjt9uxWC14vd76GK6qKrlcjlwuRz6XQ1VVBCCby5HLZpFlGcViobm5ma3btzMwaIaQL8zP1wNqwSRtNmzc+LFsnG7duMH1ax8AZmfugUOHX7qoe+vGDf7z7/+/pNJJgqEQv/S3/y6rVq8mn8/z3pnT/OX3/5zo4iKlcpmWlha27tjxBOnl9zcRCocJN7cQDoefGgh87YP367kMff0D2O127t65DZhqj30HDq4gCpa/azDtdA4eOYLVan3uXDIMgxvXr9WL46FQmENHj73QTqpQKHB/+C4j9+7VC3NaVUOSJTRNqxcUXS43a9auY2Bo6Kkn3Xgsxs3r1x9ZNwG9vX1s2PTJvN3/6vvf49/+63+NqlZob+/kX/yr36H5JRQQuq6v6KTesnU7Gzdv/tjv/yI8GBnh0sXzGIZBc0srh48ee+kcjIX5Oc6eOkW5UsbhcHL0+BtPWBN9UlSrVR6MjHD71k0ymQxa1Qy8lWSZUrGIpmlomo7FYqGnp5e2jg5EUaBaraJp2opAXKNu+2KYAdiVMtc+/IDJiXHisRgdnV0MDA2xes1aJFEy7blqx67FhQVG7g2jGzpWm41NW7aQTqW5fOE8mXQap8tFT28foiRisVjp7DKL2B0dXdjtdhSLBUVRPjXP9FKpxA9++DZnbo2AIDCwaTv/9Zv7XpsL6o/i3t27vH/1MoZh0NQU4PDRY88NN89ms0yOjzM+9pBUKln/vUWx0NXTQ9/AAC0trSvOZbquc/PGdW7fvIFhGDgcTvYfPPhMpdxHj5vPUw5pmkYqmSSZTJJMLJFIJEguLdUt/T4KQRDweLx4vV68Ph9en6n+83i9P/Uqhp80IouLnD19imKxgCiKbN+xizXr1lEsFkmnUqRTKWYjMc4MT1DIpFHLJdY2e7FbVn5XsiTjDwQIBAI0NQVoCgTw+f0/s7kIkxPjvHf2DLquNwiInwJUKhXe+eEPWFqKY1EsHH/rCz+V1kyvc6GngQZeNRrzqYEGXg1e57nUICEa+FziaSTEv/jt36ZQKDyx7C/+rV/iF3/pv/pJbdpPBJ/GQevq5UvcG77L4NAq9u4/8FLrfPs//QF/+J/+AEmS+Lv/3S+zYdMms7heIy2G79zh+3/2p8zPz1EplwmGwnzjm9+sFxYNw+De3Tuk02m8Xi+Dq1YTWVxkZmqKifEx8vk8sizTPzCIx+MhGolQLBaRZJmW1la8Xi/ZbNbMWyiU2LB5M0ffeJMHI/eZnZlmfOwhq9esZf3GTc+0jfnw/aucO3OaibExunt6SSwtMTs7g9Vqwev3s2rVanz+JrKZDLquY7FaOHTk6Attfx6MjHD50gV0Xcfvb+LIseO4PR6y2Szzs7PMzc6yMD9XV3joukG5VMJmt+FwOLFYLIiiSDaTqS9TLBbJZbMkEkvMTE0TjUaQRAlDNxBEAUdNJeHz+01FwO7drFmz9rmFr2dhanKCC+fOoVZV7DY7B44ceaEHfjaT4eS77zD28AETY2MMDA0xtGo1R46/UScaUskkf/rd75iWPgZYrTZ2791HS2sLyWSSbDbzxN+12x2Ea6REc0sLTYEAgiCs6IAPN7ewZu06Prh6pa46WLtuPes2bOTqpYtMTU0CT6o7njWXSqUS7505w/z8LACr16xlx67dz+0iTyYS3L1zm4nxsZrXOFS1KqIoYhhGvTAUCjezbv16Oru6X6orfSke5+b16yvIpe7uHjZs2vzShfY/+c4f8e7bP0StVJFliZ179uDxeDn2xpvP7V5UVZUzJ08yPz+LIAjs3X+QgcHBl3rPT4K52RnOnT5NRa3gcrk5evyNlyZclsdfOp1ClmT2HjhAb9+T/veGYVAqlSiXTCKwXLOwK5aKqJUK5XIZtaJSrpTrP1fKZSpqhXgsxtzsLKWaxYyAgKwoJjFRu5yRJJnmlhZa29pe6mJK0zRG7g0zMz1DIh4n1BymvaOTodWrkSSTuJoYGyMWiwKmpZLX5yOTSVMqlcjnckQjERAEmpub2bh5C4Fg8JljSxRFLIrFtICzWLBabVhtVmw2G1arzXy2Wc0MIavNfLbZnjtW47EYZ06dJJ5MM5IosnrHXvzhltfqgvppWJif49zp05TKJRRZYe+BA/T09r1wvWQiwcT4GONjY/XjGYDD4aSvv5++/gFEUeT8ubN1i7fevn527dn7wtyN0fv3uXzpQp3sO3LsOKIoshSPsxSPk0gskUwkSKdTT7VyFATBVPLViAavz4vP58fj9X6qKpufNZRKJS6+9179uN7e3sm+gwfr58rHz01quczOkBW9lK9/P4nEUt2e8nGIoojX66MpECAUChMMhfA3NX3uv5vR+/e5dPE8YJ7/Dhw+8jNLtnyeUKlUOPHO28SiERRZ4egbb9LS2vpZb9YKvM6FngYaeNVozKcGGng1eJ3nUoOEaOBziaeRED//8z9POp1+Ytl//E9/k3/ym//8J7VpPxF8GgetudkZTrzzNg6Hk7/+zV98qXWW4nF+43/4VWampzj25lv82v/0G1itVlRV5f0rl3kwOsL4w4dkM1lmZqZpampiy7bt/I1f/Ju1/IoyS7EYf/Fnf8r4+BilchkByBfyCJh2KKIoIkoSoiihyBJ2h5P+gQEz7LJWsA4GQ0iSRCSyiCiKrFq9lqV4jHg8TjQSobevn9Vr17J3337sDjtWmw27zV7vIj1z6iQLc/NkMimGVq+mf2CQlpZWvD4fE2NjVNQKuq4zPvYQAYHmllaOv/kWq9asee7+iUYinDl5gmKpiEWxsGf//hUFKF3XiUQW66REMplYsb4syYSam/H7m3A6HYBAOp0inU6TTiZ5+PABN65fY3F+HlVVqapVnC4n7R0dNDUFsTsd2O12vF4fnZ2ddPX20t3dTTAUfqnO1HQqxdnTp0gmEwiCwOYt29iwadNTVSWRxUXOnDxBqVzC4TDtq25dv065UsbpdHHsjTdXFJNv3bzBt//TH5BILKHICmvWrePAoSN09/aSTCwRi0aJRiIsLcWfKIRZFAvh5hZaWlvRdZ3bN2+gVlVcLjf7Dx7i4YNRHj4YJZ/PMT05TXtHOz6/n9179j3hhf60uVRMLXH+3Fny+RyyJLNn/4HnhrkuLMxz99Zt5uZmzO9VexRuKityvZu9u7uHtes3fOJOwcTSErdv3qiHMYOptNm4efMz/6aqqvzHb/37urJl34FDfO3nv8Gpd98hlUoiSzKHjh6tB+g+jlwux+kT75JILCFLMoePHftEwegfF6lkklMn3iWbzaDICvsPHXoh6QfmZ00lk5w+dYLpSdP6q6Wtle7uHiqqWiMbinVrpU8KWZJJp1PMz81RLBbrxyiH3YGB+b1Loogsy3R195gkaq1A+3hIrlD/WUDTNN6/fJnhu3eYnJiko6vTPG6tXsOdO7eJx6Kkk0lsdgcul8tUUxg6oiASCAaRFYWpiQl0XcPpdLJ+42YkSaRSqZiBupXKCquXTwKrxYrd4cDhcGJ3mOo0u91BJLLI8J07SLKMw+ND696Iw2NmmLxOF9TPQj6f59yZ03W7pVWr17Bj1+6XKqAahkFkcZGJ8TEmx8fr56KF+XkSS0s0NQVobW/n8NGjTyXcngZN0xi+c4e3f/gD0qkUmqbR3dON7Sk2jBbFQlMwiN/vx98UoKmp6We60/6zwMi9e7x/9TKapmG32dl38CDtHZ0vvM7TdZ1MOk0ikSCxFDef4/GnKlUkSaIpECQYDBIMhQmFQp+oOeGzwuPqzKFVq9m9d99rZ0P10wxVVTl14l0WF+aRJZkjx4/T1t7xWW9WHa9zoaeBBl41GvOpgQZeDV7nudQgIRr4XKKhhHj1B61qtcq3/78/QNM0fu5rf+2lu4+/9e/+Ld//sz/B7/fzj//nf0ZzSwvnz50ll8sCMDS0ionxccbHx7h7+xY+n59f+jt/B5/Xz+zMNNevfcjd27dYXFhAQKB3oJ/BoVV0dffgcDi4eP4801OTOJwO1q7bQEdnJw9GR8jn8hi6Tk9fH02BAMVCgfv3h4lFowiCyMDgIIuLCyzOLxCNRgiGQnR399SL0IsLC8zOTKNpGrquE41E0bQqiqxw4NAhDh07jt1mR5JlYpFFpqemyGQyzM5ME4tFsdsd7Nq9l6987Wu4XK5n7p98Ps/Z06eIRSPA8wtQ+Xyehfl55udmWZyffyLQ02a1EQqHUVWVpaUlioUCxWKRbDpNvpCvWWWVSKdTSJIZ9mkAhvGoiC+JEnaHg1A4TEdHJ1093fT29tPa3v7UbapWq1y5dLEeHNzW1sGBw4dX2OQ8fPCASxfeQ9d1gsEQR46/gcPhIJNOc/Ldd8hk0iiywsEjR1YUu7OZDH/y3e9w68Z1CoU8bW3trFqzli1btzEwNIQoilSrVZZqZFJkcZFoZPGJYqpaUZmfm0WWFZoCAb701Z9jenKCP/7OH1EqFbFarXzpKz/H0TfefIJ8eXwu6bpOe2GBidFhDMPA7fZw5Njxp86FarXKxPg494fvkkgsAVAuV8yMacPAYrOCAbIi1/367Q7HClue5bFX/91jp0ODj5waH/u/dDrNvbt3mZmeAkFAwLTNWrdhA83NLfVCdzqV4nf/w79nbmYGURT56te/zltf/HK9u/70yRMsLswjCAI7d+1h9dq19fdYWJjn3KlTlMol7DY7R994k2Ao9MR++LRQKpU4e/oUiwvzgOlx39PbRz6fo5AvUCwWyOfzFAoFioUChXy+Pi4Mw2Bmaoq5OVPF4nK5GVq9+okO8XqXv92OzWrFZrdjsVqxKBasViuKRcFqtWKxWLFYHikHHu8onpud4fatW0QWFwBTGeFwOtENg+JjuQxdXd2s27DxuQHgyyHdNz78kOG7d9ANnXw2h9vrRZYlBoZW4fF4kCSJ9vYOevr66Ojsqo/pWDTK6RPvUiwVcTicT6hcDMNAVVWTmKhUagRFhXK5YhI05VI9J6hULlOuqUXKlTJPu1TTdZ3JiYn6Z/c3NdHe3c94rorV7sBqd3JwVSfNTT6cLiculxuny/VSmUM/a9B1nRvXPqxbIQUCQQ4ePvKxAuc1TePunVv84Pt/wdTUJIah4/P56RsYoLun96mB1rquk0omWYrHicWiJJaWSCYT6LpOIZ/n/r1hyuUyiqywcfMWBgYHaQoEaQo04W8KPPfc1sCrQyqZ5NyZ0/VGhKFVqxncsIVTE0v1ZV72Oi+Xy5FMLBGPx4lHYyzFY08lJqwWK8FQmEAoSCgUIhgKv7T93U8KhmHw/pXL3Bu+C8DGzVvYsnXbZ7xVDTwN1WqVs6dOMTs7Xc90e5nmgZ8EXudCTwMNvGo05lMDDbwavM5zqUFCNPC5RCMT4tM5aJ14+23m5mbYtn0n6zdufKl1pqem+M3f+HUii4ts2badwVWrUBQFp9PFvoMH8fubuHr5ImdPnebShfOUK2VcbjcbN2xkKbGErusIgohaKePxeBkYGuJv/M3/kqamJq598D4fXLnC3Tu3USwWAoEgza2tKIqM39/EgUOHVxSIVVXl5DtvMz72EMMw2Lx1Ow9HR0yLnLFxvD4vwXAYDINcNkdVU9E1HU3XURSZdDpdsyOx0tHZRWfXyu7wTDrNwsICEw8fkkwmEAURt9fDhk2b6eruprWtHavVhsUiI4oyiiwjyTKiKHLv7l1GR+5jYOByudi4eQsOh6PmJ6+BYdS75w3DvPnOpNMsJZZILMWJRSLEYjFSyRSaXjWtjGxWurt76B8cIhQOo2lVZqanWZifr1vIiJKEzWajUi6TTqcpFApo1eqKzyUIApIs4/f7CQSDhEJhWlrb8Pl8OJwOFEVhfn6e+/eGMXQdq9XKhs2bCYXCPBgdYXpqClEQae/oYNuOnVitVkRJQpJENE3j6uVLxGIxJFFi89atrN+wEVGSkGVTJXD9ww+48N45ZqanUBQLg0OrCDc3s2HTZvr6+1cUfXVdJ7G0RGRxsfZYoKKa3d6j9++TSiVJLC3h9frp6unGolgIhEJYrRYcDie79uxZcWOcKpT5wfAMuVSS0Q8v0yKWsYjQ1tHBunXrMYCKWkGrVqlWq2SzWaYmJpiZmqJUKqHpGoV83izSGiDJErquo1gstLS2EAo3f2qe1cVikbnZGeLRWJ208Hq9tLV3mMfIs2coFYtIssLuvXvp6e1dsb4oiExOjBOLxRBFka7uboZWrWZhYYGxBw8QRQGfz8e2nbvweDzIimLa+CiK+dqiIMsKilJ71DIHPu7nXQ5mz2Wz5PN58rkcuVyWTDrDrRvXmZwYR9M1/P4m+gcHn6visSgW7A4HdoeDfC7H6Mj9GjHgYN/Bg/T29mOz280x+grtSSKLi9y5dWtFfofL5UYQhBUWY+HmlroVlyAI9eK+UZv/uWyW7377D/n+9/6M+dlZFItCW3sH+/YfYOPmzfT09dPV3f3Mi7RsNsvJd94mnU6hyAqHjh79sdUrhmFQLpcpFYsUCnkKhSKJeJxLF88TjUSoqCptbe0EQ0HyJXVFmO7TfOwlScLpdOF0uXA6TXLCDCt+FFT8s4q52RnOnz1LqVxClmS279z1QkUdmATEzRvXuXv7FrquI4oSbW1tqNVqnQTCMK+NHE4nnlpgcSqVfKplj81qIxgK43S7GL03TKWiolgUtmzd/ky1WwOfLjRN48P3r9YL7qJio9g6hC9kZhv9ONd5mXTaJCViUeKx2DOtnFwuN6FwmFAoTCgcpikQ+MxsnCqVCudOn64rDHfu2sOades+k21p4OWg6zrnTp9iamoSQRDYs3f/E+rTzwKvc6GngQZeNRrzqYEGXg1e57nUICEa+FyiQUJ8Ogetew36/DcAACAASURBVHfvcvXKJVpa23jri1966fV+63/95/zgL76PzWZn9959bN6yhXBLC6lkkkzGLEjdHx5mdnqa27dvIYkiHZ1d7Nqzl+7eXvYdOEh7Rwd/+effI5NJ4/Z4UWS53mFutzu4fOEChWIep9PFN37hm+zas/epN8e6rnPqxLtMT05iGAa79+1jcX6Bc2dO8cH7V1FrBbO+gUGsFgvZbBZVVXG5XPT09jI5Mc7E+DiqWsHt9hAIhagsdwWXy6bdiqYRjUZZmJ9HrVSQZBlvrUjrdLlwuVzY7PYVhRxZUqhUSsSipn+3JMt0dnYSCjfXirqyWdCVZeRaIVcQBfL5HAtz88Ri0VreRoFqtYrNasPpdq3YB3a7A4/Xi81mI5/LkUgk0HWz0OBwOGlpbcXlcpHLZonH4yQTCVKpFNlsBv0pBQmLxYLNZsft8eBv8mOz2ohGI2iajiAItYKXA1EUae/opLOr66nFK13XmRgfr9uRNDUF6B8YWDFf06kUYw8ekEqmSGdShMMt+Pw+nE4XA4ODdNYKr4qiIMkyiqxgsViQFZlsNkNkMcrYgxHefftH9aJ8uLmFtWvXUiiaRVNBlLDZrIRbWujt60eWJDKFEpfvjRGbm8bQdDr8LlavHnoia8EkoOZJLiVqY0CnXC4jCAKK5VHYr8/np7m1Fb/f/9R9IYoiovCYLc9jFj0fHc+Pr/+8omAhn2dqcpKFhXl0XWd+ZobZuVnsNju+Jj+Hjx7D39T01G52gLnZWaanJutZCVaLBVGSCIXC9Pb3f2zrFUEQsCgWLFZrXUmAoVPVNNSqaRumqqrZhV8qUamoCIJgkheCUCfklrc3GokwPTWJJMt4PB62bd9Bc2sbDocDp9OJzWE3LYLsdhRFqe8rQRAoFgqcP3eWpXgcQRRYv2Ej6zduQtd1Mzi6Ri6ZIdLLrzW0Wqh0tVqlqn1kuWoVTTPVK5qurQicTqdSTE1OEoksYtTULbKsgGBQLpVNqsgwsNqstLS2Ego3o+s6S/E48ViMmekpkskkhXyeYqGArCh4PB7T1mlwkLb29rq9V/1h6m/qNk+arjNy7x7ZTBpRkhhatZrO7m4kSaqPPUlatrkzbaPk5eOOZL6WZBlZlurzbfn3siwzMz3NtQ8/QNOqWBQLBw4friucoqksf3V7gnKhQLlYYHPQiqCWydXIpcJj6pBnQZEV3B5PnZRwuz24PW5cbg8ul+tzXyDP5/OcP3e2rvJpa+tg74EDzwy8n5ud4erly/VzaU9PLzv37K2pxMwxM3x3mIcjI2RzjwgvSZIJBoO0tbXT099PKBQiEAwSCIZWKBw0TePKpYs8GB0BTIu3/YcOvTBbooFPBwsL81x87z1iiRTDkTQtPf30rNvEl9d1vbKb02Uyf1khE4/FSKdTTyy3bOMUDpvZEqFw8zPH6atEOpXi1Il3yWTSz833aeCnD7quc/H8e4w9fADAhk2b2bpt+2e6Ta9zoaeBBl41GvOpgQZeDV7nudQgIRr4XKJBQnw6B61MOs2f/cl3EUWRb/6tX3phbkA+n+fsqROcfPddzp48STaXZc26dXzxy19Z4S9t6AaJxBI3r18nk04Ti0UJBIL8vV/+7/nq175WXy6VTPL//O5/4N7du3h9Prq6e7DZbKSSSfKFPNNTk4RCzfj8PjZt3mJ2+Ksq1WWLkZr3eUWtMDpyn2QigaEbuD1uIouLzM/NkU6lUCwWvB4Pre3tWG02Ojq76OjsrBe3IouLTIyNYWDg8/kZXLXKLJAa1AqRKrpukEmnGL5zh2QqRalYwO3xYlGUurrD6XKapITbjSSJCIKIplWZn50lny8gCOCp5TVYrNb6+y+rIFLJJOVyuVb8UwiEAvT29dPe3oksyxQKeTKZNOlUmkIhjyIrINYKdIaBzWqlVCqTyaRNqxmLBZvNRv/gIH39A1itVgzDoFqtMjc3y8zUNPOzsywuLpBMJCkVi2Yodu0wLYgiNpudpaU4iwvzKIqCy+Vm7/79rFq9Bpvd9IkXRdPuR9M19JrSQ9M0ZqaneDj6AE3TsFgs9A8O4HK7699/uVxm5P49kxxJplBrqhkMECUJv9+Py+1G07WPFI+1OqFiGGbAt6qq9bHn9nqwWW0U8nkKhTyCIGKz2wg1N4MgEckUkBQFl9fPG/t20hIK4nA4kESJ+FKMhfl5Cvk8oiRRLBYxdANZlnB7vMiShMVqoW9gkKFVq2hqCtSLuOJHCIZPu6M0Ho/zO7/9f/DB1Svouk6ouZkvfOkrbH1MoaTXbKCq1apJrlXKlIol7t66yZ9+9ztksllkSWLfocMMDQ5RrpSplM05VSmXqdRsfCoV83VVVamUK5TVCoVCgUq5RLlU/siylVqux3LXv/nP45ZTy2qc5TFqs9mx2+21DAIHCALzs7NUKhUEQaCtrZ2WlhYMAbSqOb6qWhVd06hq5rirVs0xWFVVIouLJJaWMDCwWCw0t7RgtdoQBQFBfLyoL9Zfi1KNMPrIsyCKSMtZNY9lO0iSVFtPoqqqRKMRkkuJ+tyRZRlZklCr5j4rFPIUC0Vki0mopVMp1EoFm91Oe0cnXV1dzExPE4ksUiwWaWlpobm1lYHBoReqTZYzbGJRM8w6FA7T2/fxCaXHUa1WmRwfrwdkezwe1q7bgNvjqdtVVXS4Gckh1dQyB/pb8bscNSsrBUmS0TQNtaZeKhVL5HJZcrkc2UxmRQjz0yCKIi6Xu05MuN0ePF4PXq8Pp8v1mXVtf1wYhsH94WE+/OAqmqZhtVjZtXfvikJrNpvlgyuXmZ6eqs21Kt29vSiyQmIp/tRsk3KxZM7FXA5ZUUxC3GbH6XLVA619fv9Tt+nB6ChXLl1A0zRcLjeHjx576eD7Bl4tVFXl3IVL/PnZywBYHU7+m//iLdYODXxq71mpVIjHosSiMeKxGLFo5Kk2Tg6Hk1CNkAjWiK1XqfabmZ7ivTNnUKsqTqeLI8eON8bh5xDXr33IrRvXAejt7WPvgYOfmir0RXidCz0NNPCq0ZhPDTTwavA6z6UGCdHA5xKvOwmRzJf4vR+eNf3gBYF9PSE8NsuK7lg+0i0rio+6ZZefn1gegR/+5V+Qz+fZf/AgHZ1dK5bJ5/P1jt2Re8Pcvn0LtVYUXJifY3FxEYti4Utf/Tl279tHoZBjcSFCNpNGq2osxeMsLZn+/stKg69+/es4nS4K+TyjoyNMTYyzOL+AbugEgsF6waSltZVwcwsPRkYoFgtIksyqNavxen1P3UfVapUP33+f6ckJdMOgpaWVlpZWZmammRgfR9c1QuEw3/iFb7Jx05Z6l+9yB3AsGuX9K1cwDAOf38/hY8cJBGoF5lqxEcxcg5PvvkM6lSKbzRIMBhEEoV4gMnQDUZIIh5tpbmnG5/ejVlTu3r7NnTu3qJQrAPT09eKwO5ianGRudqbuby8IIk2BAG1tbSsK9h+FqqpkM5laob1gkheSjKyYxfBUKkWxUMDhcOL1eQkEgqzfuIn1mzYSCoWfKN4Vi0XisSgz09NMT00yOzNDNpNhanKS6OIihWKBUqmEz+/H6XTS2dXFwOAQLrcbh92B1+/H6/Xi8Xix2qxmwVcUWJhf4Py5s2TSaarVKl093QQCQfK1zu9iocDc/BwLc3NUqyr5fBFJFFEUBQMdSZRoCgTweL2mjU8+z9zsLMVSEQEBt8dDa3sbQD2wW9cNvD4vdruDdDpNLBohm05TKBYRBAndYiXc3k2wvZONPW3YLTKJpSUSiYRZZBZEiqUikiThqildJFnG7/MztGYtA4MDuFxubDYzY+DTPIEue/o/It7MIv/42Dh//Ed/yFI8hqZpdHR24fP5KRWLaLqGIAi1MWhmRlS1R5ZckcVFJicmKBbyxGMxmgJBHE4nPb29tLS21pfTNM3MC3jsYf5cpFyumGoAwzDzLnStbnVm6BqapiNJIpKsIApCjdfSMXQD3TDMfAxNRze0mspAM/+vRppoNWIhm8tRLplzy2K14HZ76sVtSZKQZKn2bBb8pdp8lSSJQt78fJpm7o9AMEhTUwBJkhElk1gQJAlpmXCok0emtZhJPkgfCZcWasSE+YxoHkeXyQmtWiUWixGLRikUcpRKJZPI0nQQzEDqfD6HoesEgmEGhgY5dOQY3b09WK1WSsUSV69cZmZ6koW5efoGBunp7eXAocP4/P5Hdk411YVR25fLeSPDd25z+9ZNNE3D7XazfedunE7niv36NKVHtbry9/F4jHt37lIo5M3slM5O2js6njxuVLQX2jE9DkmSsFptpmLGakWWJHM8VKuoFbVG2JQplctUyiVESUKRFQTx6Sojt9tjHndqxx5P7fVPq8VTOpXi/LmzxOOmQq6rq5v1Gzdx88Y13r9yhWwmQy6XIxgM0t7ZuaKIJ4oiTU2BurohGAzi9fkQRRHDMFhcXGD84UOmJyepqJX6eoFAkN6+fnr7+02C7zEsxeOcOXWSXC6LJEls3baDNevWfe7VJ59HpIsV/ujCTR5cf59yIcfaZi9D/X3s2L0b93OuBV4lMuk00Wh0hY3TR2/blsfhslLik4ZeG4bB7Zs36wHUzS2tHDpy9Kd27jbwYjwYHeXyxfPouk4gEOTwseOfSc7M61zoaaCBV43GfGqggVeD13kuNUiIBj6XeN1JiHgmz//2r/5N/ecXFXo+DibGx1hcWCAYNDvc0qkUqXSKTDpTs04pk1haolAoYhg6iqIQDIWwWq3cu3uXfD6Py+UiEAzWu24FUcTtduPz+clkzA7/+bk5077I6aRvYJB0MlkviBULBcols+DU0tLKug0b8fl9pq0JMDk+TrFYQJZl+voH6OnrQ7EoKIqlZuOUYGJsjFKpyML8PPl8Hp/Ph81mx+V2MzM9RWJpCYvFir/Jz8HDR9iyfUeNYHhUfEynUly+eJFisYDFYmXPvv10dnU9YaVTrVa5evkSM1NTCIJAd28vfX19LCwsMD05uSJg2qJYaGtvp62jE6fLxfUP3ufhg1EWFxYwDIO+gQGsFiuKxUJ3Tw/tHZ2IolAPjy2XzeLvcmHuWeGxVVUlk82STafNLIh8Ht3QyeVyZFKpusLCajPDrgcHV9HT14fdbq8VBU07HYvVitViJZfPcfXSRWLRGMViEZfLhWJRGHv4gMjCIuVyiWpVw+V04vJ4TBuXWlF4uXAmSzJ2hwOLxUI8HqNYKKJYLDSHm+kb6EepnXjMfaoxOTFOuVhCkiWzQ97uQBBAluV6t3ypVMJmt+F0ONm1dy89vX1omkalUqFULHL54gUePBhF1zQ8Hi/dvX3cunGNO7duMzszRalSoWjIWO12JEnGKWhUyyUUiwVRFGrqDxser9e0sxFFAoEg4ebmZ4bKiqJYyxapBR9brViXCQrFAjVSUGCZLARd0+sKAzPPo0K5Un4UIFypoFbVJwpAuq5z5/Yt7t66ja5rWK02duzeTXdPD7quE4tGWZibp1DI19f1+f2EQmGsNhsT42OkUykEQcDr9dHZ3cXkxARL8ThV1exEDQQCVFSVilpBEKAuYKgRl4axHK5toCimrY8kmnNJkERETKWDWtVQKyX05c9g1LURCIJQs0jSagVyU+HyyBbpkaImn8uRrVnTiJKEz2cqZERBRJJNdYJUyxtZnquSJGGxWpEkiWQiQbFYRJZlPF4Pg0Or8Hi8WKwWLBYrkihhoJsbJ5ifz9ANMJ2iap/XeCoBsEzC6IaOVtXIZDMka9ZnyWSSTDZTV+lgGGiajqyY88Pr9eJvasLlchNubiYUDqMoCqqq8mDkPtFIlEhkEbfbTXNzK6vXrqW7pwfFYsFaUyJYrVaUWrC2Sf5ZSafSvH/1CtVqFYuisGf/Afr6X87aRFVVrn/4gZkHYxi4XO56Fs/TyLBEtsCZB/Po1SpVVWVrixuraFCpqPVllhU4pjrm5WEYhjmvS0WTsNINkyhRVVRVrRMUiqWWWSIryBbznGCxWPD6fLg9HjweL17fI5Lis+rOBfNaJhaLcvnCBa598D4L8/NEI4vmdnq9+Hw+evr6cTqd+HxmZs/yudnf1PRSypZqtcrszDTjD8eYm5tZsd+bW1rp6emlq6enTkiUy2XOnz1bzzdpbmll34GDP7HCdwMmlm9OtWqVmdG7+LKLWGUBSZLYsHEz6zdu/LGUTZ8E1Wq1ppKI1lQT0RXXN8uwWW11pUSoOUwwGHqusrZQKHDh3Dnm52cBWLV6DTt37/ncKJt+1rGcV7ZMbi+/Np72O4wVGWfRSITLFy9QLpVRLBZ27NpVtyE0s7Qe2S8+/vi4eBZRKggCeVXjwmS81jggcqA3hMduWdGM9fhrhFpzwWP/t9zMINRei489N8ZpA68TXufCaQMNvEq8znOpQUI08LnE605CLGUL/Ls//iuMWjFhW7sPhyLVLt5ZeTGPUbMoUqlUymZ3aa3YqVZUKjULo2w2SzaTZnFxkdnpaarVKk2BAMuX9WYAbwFVVZEVGUWxEAwFaQoEEQWBQrHA2MOHzE1PYxgGTcEQbe1tdR9qi8WKLJsdx7PTMyQSCSbHxwABm83GwNAQFbWC1WLF7rCTSiRBAK/PR//AIM0tLfXPr2kaE+NjdauRQDBEb18f6VSKudkZCoUCAIpioaW1ldmZGcYejALg9njZs28fqqpy49o1koklJEmis7uHbTt2YLPZVuxrtVJhZOQ+2Yzptd3W1k5nd/dTbzoW5ueYmpzCMHRsNjtDq1bj8/nIZbMkEgmWlszCriCIqFVTuVCpVExioVhCURQ8Xi+bt2xh09Zt9fDcJx6Pebs/bgOj6TpVVaVaValWq6iqaR2lVquUiwXisbiZBbEUZ2FhgaX4ErlcluV7N4vFWutmDON0OrFYrWiaxvzcLIsLC2hV8wazqSmA3WE3bVUqKtlMlngsSrlcBgwsVitOpwsBs9NbEM2/7XS5cHvc+Lw+HC4X6VSKaCSCLMv4fD62bN/Oho2bCYVDdXuVu7dvc+vmdXRdR5ZkmgJBZmemGb5z21Q/CCLr1q3nr/3CN2lra3vqfBl7+JAL584yPj5GLBKhvaOT7p4eNm7ewoOJSf7z9/6KRGSeSqlIyGlDEkESJWSLBatFQdN1fF4fvX0D9A8O0NTUBIJAPpslny+Qy2fJZXMU8jlK5fKKrvLH8wZUtVrP6KjDMIkEBAFp+aZWkmp2P2YXvvlYLqibN8KKRSGbzXLn1k0yqTQIAoFggK3bduBwOuo5ActP+VyOaCRCPp9D13WyNTLKtMmx4G9qwm53mNtnUPcL1w0zBNfn8yHJMmCYaoCavZgAiLJUD2F/2Y5pqfY5ZFlBUmQUqaZCUh7LH1BqzzVFjyQryJKEIAqmcmrkPpl0Bk3TcLqctLS2IQiYBe9l8katoFbUFdZPYCqYluLxmnWagM/vr3eRK7JSJyQslhoZV9tPy6+fVbjWNI10KkUymSSVTFCpVMzv2PSgwu32UCgWmJueIZNJYxhm9orf78dqs6FpGqIo1rYLPB4vfr8fm93B/Nwc8XiUVDIFhkEgFCIUDtHT04vVZqsVRKQVBZJlxUClUuHh6Ai5bA5ZVuju6WHt+g04HPY6QWaz2urEhdVqIxqNcuvGdUq1ImP/wCA7d+957gXix7mgNo99pnVXuVyqk2+lGtldLpcpl8o1S7DyU8nWZSwTFMVCoa42KRWLFItFKuVyLTBdqZHVyw/zO/X6fY86uUNhk6Dw+l55/oSqqqYasKYIXIrH6zkPyUSCB6OjzExNUiqVsNsdrF2/jq/83NcZGBp6ZZY3pVKJqYkJxsfH6hk9ywg3t9DT00tndzcul4vR+/d5/8plqloVRVbYsWv3T0XI7OuCj86lPc02hq9/UM8S8Xi8bNuxg67uns9oC03kcjli0UiNmIixtBR/gmAUBAGfz08oHCYYChMOh/F4vQiCwNzsDBfOnaNYKiJLMjt372mMs49g2TZz+aHXLBVNYv6x/KLqIwvM5Tyjx5d9tK5Wt7V8nEB4nFyo/17XPhEp8DjK5TIj94bJ581MoI7OzrrS+ieBj6vQ+7ioExXLSklJWkFQ1K/rJKl2fWP+vEKBvZzHtKzkXKHqlFcsK9XW/UmTkA00AK934bSBBl4lXue51CAhGvhc4nUnIRK5In98+Q5VtUK1UmFHqxsFrV7QWe6Qf1bHqVqpkM3lyOfM4mkul6VaNe1ZDF1nemoKTdNoa++go7MTXTfI53LYbDYUi0JrWxubt2zD7fEQiSwyOz1FsWgWqn74V39JPBqjtb2dX/4H/5DDR4/VO56Wn4uFAr//e7/LB1ev8mBkBFmWCTe3cPSNN5Akkda2djZv2cLoyAijI/cxdINNW7fQ09u/onvq4egot27eIJFYIplIEGpuxmF3IMkSPb19SJLEw9FRKpUyqWSSXC5HKBzG5XazafMWAM6fO8uDkRGqWhWPx8veAwfp7ump34Qt37iNPXzI7Mw0GAZOl4uBwSGsNrNI/zhy2SwPRkco1SxjWlrb6KqFwqqqatobTU4Qj8frtjKiKGKz29GqGoqiYLPb8Tf5GRgcoikQ+LHHi0kWVOqEU6ViqioymTTxWJyF+QUSS/Fah7YBCFgsCoIoUa3ZeEiSbHbj+v1IkoSu62ZAdI2QkmSJXDZLOpUyb2Jr+8lms6PUOr2X96WqVhGgnlFQKBTMgGdFwevz0tXVjd3x/7P3ZjF2ZOmZ2HdiX+6aeXPnzmKxWFUku6r3kmF7ZFl6sOFuC4ZsaITxLIABSZD0YEgPAgwYfjAEqG1r8ToP82hIgMaCjYFHUk8LHqlb6q6u6tpIFotLccuFud499ojjh/+cExGZySpWN2tr5gGSvEvcuHFjOXHO933/9/kKHHdsG2tra4iiSNlB9Ho9JEmKmdkZ9ObmAABLyys4/9xzOH6iJIkKEdL76vf/HtffvYZ+fw+u42FxeQnz8/OIc+D122u4f/MaRjtbmGt58F2RR+C4sB2bFNamiSzNRDZCAqYx+J4P16PcAtuyUHBU1N5lbkISUxVDWiH+eC4si3hxQLFfI5sOy5XgHBsbG9jcoIGLYeg4ffYZnDt/HpZpQTcMZYEkgYYojDCdTrC7s4O11VWVn6FpDJ7vo9lswnE9Ij80Bsu2UXCO4WAADQyGZWJhcRHLKyswdEPkKAilIKgiwbYduK4Lx3HhuDYch6pqXM8tcx48T/UjDKwWIl39X7YPer0oCrx3/V1cefst5DlVZV1+6WWcOn1avS/PgTAKEQUBwjBUQHW/v4d33noLW1ubSJMUmqZhcXkFrWazUtkgLaPKfqfgHBrThIWQBc6BYDrBeDxGMKXMEWnnJAmOmZkZMMZw9+4dDAcUAMs5h+u4yPIcmbBfKwpOdlW0hPrdjuNgYYGI2Lt3qP8Y9vtodTpotVpYXlmB32gcIMAUoCSGWoN+H4O9PpjG4LgOjp88hVarpcAR3dCRZxnW1tYwHg7BNA1+o4EXXnwRyyvHqMLHrR5nF45jq8cJdPyb29vqOD3pATXnHHEcE8EQhWQHFkaVxyFCaRMWhoiTWNmIhWEoCIqAPhMG6r6nzitQP2RZFmzHQbvdQWdmBr1eDzOzs5ibn8fC/AI6MzMfSApkWaaIvJ2dbezu7Bwa/DsajbC9tYU8y9BoNNHudrCyclzck+mcOPfseVx+6eUnHgg8mUxw784d3Lt3F9tbm7X35ubmcfLUaXS6Xbz91puKsDh27AS++sorn4qlytPWHjU5ff/2bbz26g8QhiS2mJtfwBe/9OWaUOPTbHmeY293F9tbW0RObG8fmvWiMQ17e3sYj0doNps4dvwE/oP/8OcfmVnyeWhUzZchTVOylEtTlSNGjymjKE1TZHlWPs4yZGmmXpPrkI+r9omfhaZpmhLC7K8OqFq4yrENxP341o33sLG+DoCh2+3ixUuX4Hk+qPigbg/7RJq4j4+jBK892AMHVSq+vNyBaxm1+YR8zA95XBRFWfXBiwPj/k+rMcZgGlT5J8l1wzRh6IaqSpWvmUblsWkoYt4wDJhCWCErmI/aUfug9jQDp0ftqD3J9jRfS0ckxFH7XLannYTY6o/w3/6Pf6zsXJ5faMGzTFFCzJT6GYCyLwmDEFFMwEye50pVY5g0CLVtB71eDwuLixiNxni4sQbHcTEzO4vJZAwA6HZn8PKXvgQAuH3zJu7fv6eAPkM3cPrsWWiahn/+v/4vWHvwABe/8BL+q1/7NZw+c1YN6NfX1vD6D1/Fxvo6WRjdv4fRcIROp4Nzzz2H3/qvfxvHT5ygjeccr//wVbx3/ToAjudfvIhLl78AgECe92/fwmuvvoq333xD2Qt97ZWfwZe+8lW8e+0qdoXPdrtNKnvTtPC9v/m3mE4mYJqGS5e/gLPnzuGN11/Hv/5X/w/G4zE0jeHS5S/gP/rmf1oCLaKbWn3wAK+9+gOkSQrd0PHipct45tw5BXjKvySO8dYbb+DunfeVv3mz3UEQTKiagJMPTavThm07yLMMu7vbSJMUg/4ADzc2kKYJTNPEwuISnr94ESvHjhHQLQHRoiAwToBtyp9fBANL66Y4jpFlWb06pihqunAGKMB50O9TYG4YIo5j6LoOx3WxsLCo1PCNZgOtVptIBmHXlHNOGQ6TCe7fvYfxZIQiJ4Dd8zwKdQ4CBGGIJInVPuUA8izDZDJBJIgsjTE4ngfPdUl9zxjCIMR4NEQcxwK8dTA3v4je/DyKIkeapgoMdV0PS0uLsBwXDzfWEYYh2cakCaIoRn93hxTXcQQOhgQ6LNcDOIeRRdAZE+pwG+12B81mC0kSYzqdiPBl2gYGEV4sVGmUF9FEs9lEs9WC47rldWbUlWxVUL3Ii5IEFFY/5fmUI88obDnPMmw+3MC1q1cxHlMFgOt5OHHiJHRDF8c/RhrH5efFJJpxIEkThCFlZximAdclQoDso8h6a7Y3i+XlY+jNz6HhU/bF/Xv3sLuzDdMkxf5XvvZ1Ux4CNwAAIABJREFUrBw/VpIOIvT802rDwQDf+9u/UYHJvd4cvvSVrz42KHf3zvv44Q9+gCCYIk0zzM/N4/yF56BpOibTCcIgwHQyRRgG1JdGIUajEUaDAQaDvqq8ks22HXRnupid7WFhcQmarmN99QEG/T5My4Lrerjw/PO4dPkLaLRaKPIcd+/cwc0b72FjfQ284MiLHGlKofDyOpTknud72NvdxXQyxdraKgxDF+riBZw8dRKaIAn3t0xYJO3s7uL9WzcRRxHyPEenO4PZ2VlkWYatrU1sb20jz1LkRYF2u41Ot6tUnkqFWc3gqLyWgeH+OIXtebBdH197ZgXzszNoNpvwfR+O68ARBJ/jurBt+2NVwxZFUcsuCUPZX4YIggDDwRB7e7sY7O1hMOgTWRXScpw/2i7KMAw0/CY63S68hg/btGCYBhjTlOWUKSyyTMNQ92Tfb6DX66EoCjx8uIEgCGGatP8uPP8CXrx0mbJAogivvfoD3L51EwBlZzz/wot48dLlj+Vam06nuH/3Lu7evXOgQqLVatO5sbkJ3/dhmAblCV289KlaWf20tw+anCZJgivvvI13r1xRAPXx4yfx0he/iO7MzKeyvR/UgiBQ9k3b29u4cf1d3Lp5k8YCAJaWl3H8xElVkTQ/T3Z0nW73E1HLF0WhbA+pgk7ax5Fwo3wu7RFTISxIlC1dmqWfCDgt+9qakl4o7aXKXiropWJeq/TZpZq+tBiSVZYHxBD71fyVPKQft71/+za+/73vIs1SqrD62tdx7tlnn+AeOtg+DqBnf/VIURSqCqVeXVIuk+dFXShQqVRRlS2HZDKVr9NnPk7oRNd1WKZFlobiHmaZpqqapefysVjGrLz3AZWiR+2noz3NwOlRO2pPsj3N19IRCXHUPpftaSchNnYH+C9+6ZdEJoGOxbYHxzLAAVJTZamy4snTjHzZlX0QKZelotXzPKVOZkwD5wV2dndw7e13kOUZerM9eH4D7Q7538tAYbEq2LaD2dlZtDsd6EIhffvGDVy9cgVxHOHM2WcIrDBNPNxYx2g0EqDeBKZlIQxCTKcThGGI7kwXS8sr+MpXv6Z80jWmYX19TVgQkG+947rY290hqx8Amq6hKLhQ94+QpAl6vTlS1504gcXFJWVZlGUpbt26if7eHgCg0+nizDPPiCDrV7F6/wE4L2DZNl68dBnPXbhQm3DFcYzbN28qVWuz1cKZs8/UAj6LosBoOMTdu3dx6733EIuQar/RwLHjx7G8vILe/Hytoy2KApPxGINBHzs7O7h/9y4GIiejKArYto12pwvP92ql2XjMuaCm6bAsU00gSPmkKyWUYZpgAHa2t3H3zh0VtG2aBhzXRZqkYIzBtm04rgsm/PHByeiGCAAHlm3DtGzEUYTtrS1BOFCI8GxvDn7DR5qkCIIpptMA4VQSHhGSJMFkPEEmsw84BwejiZpQojGgolQDAA4m7IrkRE368tPthTIXpMWRUrZxTruOMRQcMEwLhmWj0/CgMQ1JRkHLUuHneR6azRZcQYzI7SDlYgYwwNRNMF0T1kS6CAHvoDvTxUx3Fu1uB67rwbZsOC5Z4Ej7MdO0wHmBXBASeZFjOp5gNBphPB5i9f59/PDVV7H24D7iJAE4x/zCAmZ7cyKMWE5UyWaBF1zkljBkWYbJmIhE07LQarZw7MRxNFttmKaJOIowGAwwGY8V2OC6LpaWl3Hi1GmsrKxgMBjg5o33wAsO0zRx7vx5fPkrX0VnZga2bT/eSfgxNs45rl25grfe+JEKdT916jRe/vJXHsvLPk1TvP3mG7h29QqKooCmaTj/3AW8eOkyXNfF7s4ONtbXqS9aX6cwblnlkiTwGz6azRap1RlDGAYYj8dYX13F3t6u+p65+XkcP3Gyts9c14PneUrpvrW1ha3Nh+AAbMuCbpjIBZEo81E459je3MRoNEKapJhMxjh24gSOHz+BL7z8RZy/cIEqoCqK3DRLRYZDimA6xZs/eh1379xBmiYYDofQGINpWcLeqoHTp06D6RoRmSnZumXC3kquTz0Wf0maY2NUesQvtVyYhqxm0ZRtlyHst0yDcmI834Pn+Wg0mmJfNtFottBsNkXIdAuu532s4IYkLMIgQBBMsbtTVjLs7e6g3+9ja3MT/d1dqryIqdIp31dNYZgmLNOC67lodzqYmZnB4vIKVlaOIYkTrK+vIgxDqrawHTx7/jy+9JWvYrbXO2Dzt7W5iddf+6EiBmzLxsXLX8Bzzz//sSlWgyDA/bt3cf/+PWw+3FCEVhAEWL13H5quoTszg+WVY/j6z/wMTp46/bFsx9PeHmdyGgQB3nrjR9Q3c6qcOnXqNF64eAmzvd4nvckf2sbjMX74/e/j/r27lFNUcBw/eRJ5nitrsmozdAO9+XnMCZvI3tx8Laiac079ToVAyLJUEQVJktTIgmpFaCorQ9PkiZMHUqGuC3W5aYrHBqnQa6/rUpUuRUF6TaWu1OxyzPdT0MajEb77t3+j+rXl5WP42iuv/FiB5o/TftqAHllxI4UFqaqoEf+n9F6SJMIKNFWVNWmaqbGAeu0JE2iMMTXPqBIXirSwLNjK7lLYXJr0P+VamZ+YVddR++jtp+16OmpH7dNqT/O1dERCPKLt7u7iT/7kT/Bnf/ZnuH37NjY3N9Hr9XDy5El84xvfwK/8yq9gZWXl097MD22fxO/4NPbV005CrO/08U/+6T9DJiZVLRMosuSAtYRsMoDYlgG5lgVtH4BRFAVGoxHZ6QjQMghDeJ6HdqdTA1p0XUej2USj2TwUgJSA4M72NvI8R7fbhddoIEtTBb54ngfTNOF7PqbBFIPhEHs7u3BcB+12G+fOP1dZN8fW1hbWV1ep4kE30GwTINztdGHbNgaDAXZ3dzEZj1EUORzHwfziIhYWFmFaVq26W9M0Wn57h4A9XRequxns7u7g/Vs3EYURGGPwfR9nzz2LhcUFaFrpsd7f28PmxoYALHXM9npo+B7GkylGo2E5oOcc48lEbZNlksVQu9tFkRdIk4SA7CRFKkrxZWXFdDrB9tY2JuMxqR05YDs2XNeDaRrQNB2+78NvNNFqt4igEUSAbVmwHAeWaZJfvAjSlqSBtHyROcPbW5u4f/euqjRoCqA6TVJsbW1iICxksixFHCdEaJgWgEeHCFqWhTiOMRoMwTQK1HQ9snRybJtsoYTfexRFmE4mmE6m2NvdFXZVIan4NQ2WacKyKVek4FxZTEl1uNwGRUQIEoIxBsFFQGNMqQd1XVf7IOcamFB1z7SbcGwbDECaZapyCBATK3HuWrZNykFdo3Bm8NJSQU7oBEkCAAUADVCl8oZpgAnv/yxJkGQZiixDLtV0RSGCi3MKao9jcF5uQ6PZUCSGrayOXHi+D9/z4Td85EWBYb+P6XRK5IJhYGl5Cd3urLAfEMo8odaLogj9vT5G4yHSJCFbIU2DZVnodLtotVoYj0bY290DY4BuGFhcWsLi0jKRma6053Hguh5tj+eJxyXQbFlW3V7qCbYgCPDmj17HzRvvASgV5C9cvPRYZMlwMMD3//7v8P6tWxgNh5hOJ/A8Dz0REi2b7zewtLxMIfMrx2rr3lhfw1tvvIH79+6psPGZmR5OniJbtmkQIJhOEQTTR4YzF0WBQb+P7e0t9Pf60DUNlm0DHDBMytZpNdvQNIb1tXVMp1MkcYRGo4nnXngBJ0+dwpe+8hUcO37ikb+Vc47v/9338H//X/8Sg0EfANnHffMX/zN84eWX1XIy6F0Cd0kqAT9JalD2RhzH2OkP8d0bq4jDKZIwwAlfB8/iUj28D/j4KM3QDViWDc+n88n3PHi+j0azCd9vEAnUaKDVJvKi2WxRGLw43z5KoyqJPgb9Afr9PQz6ffT39oRytcBkOsFkNMJ4NMZ0OlGh6QCj3BJdAy8KBe6Mx2NMRiMADKZlwrYdLC0vKTsseW45tgNXXTPl9TMY7OHGdbL5sywLfqOB5194Ec8+99zHOmBPkgTra6u4f+8e3X+TGLs7O0ReJQkazSbOnjuHf+/f/1mcv3DhKKD1CbaPMjkdDgZ44/XXcO/eXfXayspxvHjpEhaXlj7uTf3QliQJrrz9Fq5dvaJyb85feB7PXXgeXFQhTCZjbD7cwNbmNrY3N7G9s4UkjlUVYJ7RNaYbRJLL8azfaDwxItzQDQWcWpZQg1dU4JJgrKrADcNU7x1Z2jx+45zj6jvv4M03XqfjKgLXX7h48YmTLU8z0PO4rSiKUlBQydTan7FVrQYqxwKJqjZ+ErCOJDFUHpeY05iWRVW7FQKj/tz+se73R+2jtaPr6agdtSfTnuZr6YiEOKT96Z/+KX71V38V/X7/kcs4joNvfetb+LVf+7XPLFv/SfyOT2tfPe0kxP2HW/hv/vvfV8+fmW3AFsHUjUYDrXYH7XYH7XYb7U6H/P0rHumAcsPBcDjAvbt38OD+fWQpKWQlEP3g/n0wjeHcs8/B8zzMzc/j2PHjmJ0lxSYHZUiQmlysW1j9rK+t4V/88/8D9+7eQZ7lmJmdxakzp7G8cgytVgsnTp7C8soKdN1AEEzxo9dew/u3b+LGe+/BbzQw15vDv/sP/gHSNMXGOlnqBJMJNh5uwDRNzMz0cObsGSRJiu2tTRXC3el0wTnHoN8HBwdjGhYWFw4AhQAQBgFu376lQqd9v4FTp0/D831cfedtvHvtmiJfZmZm8eLly1g5dkwNcMejEd556y2sr65iGkxp/zeboqqEbIgchyx5psEUu9vbKitCNwx0u100m00iB/Y1Km8moL/Ic+zs7hAIJpRPlu2g02nDrVRgAKSqJmKiAb/hw/cbj5zQFUWB7a0tsX8DMJAN0enTZzA3P1/zxQ+CEFsPH2J7awtBMFX5DnmeE+jGGHJeIApDTKdTxFEsQANS9UciIBbCI9gyCUj3m02YpgXT0JFnOYIwRDCdIssyEVCbwDJN6IaucgXUZN8wkSQJdne2MBYVFNA0IrcaDZi6oTz9pVWZaVloNJuY6/XQ6XSQMx3X769j3N9FkWfoNVy0Wi3MLyyg0+lC0zUE04CU0Ht7QmmZQTcM+J4Py6bjo9RnOSnNKHejrpaXfsJU1SGIE0bVPjJDQNoqMA5EcSTIACJPHMfF/MI8ZmZnRd6CTZ9jDKxikRDHMfp7ewhECCQYQ7PZxMzs7IeCI7JSJAgCjEYjTEajip2XCGDUNSRxmTWj6zqazRY8zxPVWXVPaMY0YRNHz3VDrwE5JZFCx9d2HLguERmO68I0zYMZGcqPWqv5Ucv/J5MJrl+7hr3dXTCNJrSnz57Fs+efg+f70Cv7mwMYDYYHPPzX19YwmU7AwGDZFi5e/gK++rWv4fSZs2h3OrX9liQJ7ty+jfeuv4t+n6qsNE3D6TNncfHS5QPLy30dRZEiJIJpgGkwFc8FUTElG6jd3V1sb2+pvgqcQoal1UOSJBiPxmTBFkXozs7izBmqQvvy176K4ydOwvN9uK6LLMtw68YNvHuNbL2KvMD2zjY0xpQa/+wz53D5pZcfq4qk2h41oJbARSKqB5IkRhTFmIzHGI9HmE4mmEwmREQGU4TTAFOxX6hKKv1Ae6TDGmOa8r52HBee5xMR5jfQ8H34zYawuKMdGsexqoLI80IpjyXxDBBI2Z2ZwczsLGZmZtGdmUG3kg8RhiFGwyFGwyHu37+Hq++8g9s3b2I8Lq+jTreDVqsNXnDKmEmo6sqybXENiKBwl64Hy7LU/XtnexsP7t9Hkedk7eV5OHv2GZy/cAGdTpfIPs9VxN+TrFIqigJbm5tYfXAfd+/cwfV3r2J9bU31A73eHL745S/j+RcuYnll5WNTNf+0N3nfHQQx/vK9DUii/+eeWUDLMWt+9apiUPzt7e3i3atXce/uXXBx7+vOzuLcs+exvLICTdfkl6jvetz/q0Q/AZKlClsClJlQWacCpIzjCKsPHuD+vbtk/1YU8DwPi4tLsB2n9h2H7YckjkWfSP1hFIWHLmsYBlVOtZpotdpotdvwfZ9U1ZZFvvmqqsBQHvmSNJDVBo8CL/dnFdTyCwCVaVBb9kMeg7EDuUgf5bHMWpC5C+xDHn9W23g0wt//3fewsb4GgMbhX/zyl3H6zNkn9h1PM9DzSbdqZVLVxkxWJlGuWpmXJoVIclzwJCoyTMP8QAJD9gu2be17bh8RiI/Rjq6no3bUnkx7mq+lIxJiX/v93/99/M7v/E7tNU3T0Ov1sCcAwGr79V//dfzxH//xZ26A90n8jk9zXz3tJMQgiPHf/dH/Dtvx4He6+PlLz+Dk8iJmZmdrat1HtTzPcf/eXVx/912sr61iOBigv7eHOI4xN7+Aubk5MI3h5vX3UKDA88+/iF/65X/4oR0D5xwPN9Zx5e23ceWdt3H3zh38/Xe/i8l0At/38fWf+Xfwj/7xP8VLX/rSgYFekiT4//76O/jRaz/EX3/7r5DEKWzHxsXLl/HCxYtwbAenz57F8sox/PW3/wpX33kH48lI2SmdO/csvvBy6Yfc39vDa6/+AKsPHoCDQ9N0nH3mGTx34Xl4vq+yEYqiwM0b7+HNH/0ISRKjKMjm5vSZswjDEN/59l/i6ttvqzJ/x3HRm5+DrukYj8cA5wiCAINBH7zgcFwXzXYLJ0+cUgGLXIAIGmOYTqbY3t5CUeTQdQOe5+Hk6dM4fuIkgU+WpTIDiqIEFwpOlSrv37qFna0t5EWOOI7AoMF1HYAxJEkCcMoV4Jwjy3IURQbDMGE7NPg2TBO6qATZ3txELMq1ecHRaDXhux7SPEMSJ0rRX/O9zXOVRZHEBycMhmGoigWAfOhzofDPFFCfKzDb0HUa+Bsm2XtZFhzbQaPVwqlTpzC3uIidzU0MhgNR1cBhWRbSNMPGxjp2NjcRRbEAK8lf2rYsGJYF13Hg+z6arTY8zwXTNEUCgdNxyQtgGOfgDEjCEEYWAiJ3Q9d0OB6B4BRKWCBLE2GHJFbCGIXyOg5M01Q2aGmaKHCO+jxGeQ8y30FUH2i6XgYLWibyPEcwmVBoufDh9xs+Tp95BkvLS9CYRsRKXqAAVOgw5wWCYIrhYIjpdAoGgGlkXzY/14PjeZDWVABT1TBUDiPrYaAqZcAhCBOO6XiM4WiIsagy4gWdY0mSII4jaJoOQ3hQNxpUoUE5F6kgqjKkWYY8zUqy8iM0XVSOGMLKwjDqIYxSqSoBJl03oGkMGiMyYmvzIaIoJgJE19DpdtFoNFEUOYKASC9ZNcM0AoZ0Q0er1QbTNIxFZZMEdebnFrBy/BharTamwRRbm5vY2dpGwcnGyTAMrBw7jlOnTsNvNBRRIkmP/eHj+n4vbvU+VQ/lWYYoSRCHEQaDPh7cu4fVB/exs72trEUmkwmSJMFoOEAYhkgTyv+wXRezM7NYPraCU2fOohChsbqu1xT1L1y8CF3T8d71d7Gxsa628Zlzz+LFi5ceG1D+uLy3yaptjNFwiMlkTATZeIzJeILJdIzphAgbSWBEUYQ8L/2zZdCrquZISmJQNk0TGRfCP91xXTQaDTRbTczM9jDXm8PsHNn8eQLglAAGAR4msizH5sYG1tZWMRoOFYHR6c7gxPET6Mx0EQYhRqMhhoKsCIIpwHFAhaqA3SwT5zSRebppIJhSxViWZ4rom5ubw/zCQu1YkbWaqERy3UqVBZEVMizedd2PPDYbj8e4ffMmvve3/xbXr11TlS3tdgfHjh/HwuISFhcXMb+wiIXFxQP+/geCXyuBsNJ+77D3SxD+8Pc5x4HPH1hOfJY/4rvlH2qvi8eoBNc+Isz2UX84bFnsW0a0MMlxbbO0KHp+oQ3XejyALApDrK+vY3trs0IWGxSw3uvBNA3lTy8FBUUu701l1UGekz+9fC3L88ciA1VlrbCUBMgKcGZ2thawTrlKusgxIBtDlXdQyTXQxTIAUwRmEkXKFu2wpmkaXFeQj56sxvM/E/aBn0ZTxAQ7SFKAPSaRsf89Vg2ihrCALHMjqhWPtfdw8L211VW8e+0qoigEYxRc/cLFS0r4IyszP2i92iHfzRh7qoGez1vLxRwjTRJheRgjFkKe8rl4vypsiOOPXF15WKOxUZXAsEX1or3PNqpiKyUJj08xG+2TbEfX01E7ak+mPc3X0hEJUWl//ud/jl/8xV9Uz0+fPo3f+73fwze+8Q3Yto0sy/Dtb38bv/u7v4s333xTLfcHf/AH+K3f+q1PY5MPbZ/E7/i099XTTkIMwwT/+vq6Um09TqclCYJbN2/i6ttvY2d3G4P+ANPpFDPdGSwsLaLd6cC2bCwfO4bjJ06g2WzhL/7ff4U8z/GVr34dF1544dB1B0GAWzdu4M0fvY57d+9ge2sLaZpitteD32ji9Ve/j8FgANfz8LM/9/P4z3/5l7G8ckx9PooiPLh3D+/fvo3XXv0+bt+6hVs3biAIppjt9fDyl76Mf/iP/kukWYab772H6XSCjfV1rD14gJnZHo6fOIGvfv2VQ8u419dW8cMf/AAba2vkg5pl6PXmsXxsBY1Gg9SvQr164/p1rD64DwHDYmZmFp1uF8PhEG+/+SY21tdQiAm1Zdvozc3hxMmTOH36DBaXl5EkCVYfPABASpzuzAxevHQRz114Ac1WS4WwFkWBG9ev4+233kQYUqitZVo4d/48zj93AZ7v7wtJlKAU2Zhsb2/j1o33cP/+PQLSshxMY2g0W9A1DWEYYtDfw3g8QRQFyuInjkl5HEwDYSPFYJgmWu02Op0ukRSGXnERItBEZo8QQErAuKZral/HAgzI0pSqGkwLpmmi0WxicWkJyyvLWFo+Bs/zEART7O3u4d1rV/DOm2/i4cOHCoSzbBszMzNYOX4CnU5bbAIdi/FohPW1NTx8uEEZElFMFlO6Ds9zMdubQ6fTQRJHGAyHiMJInfeMMbiuB8s2keeFUpjHcQTOGcK8zH7oNjxwcCRRRBUOWQZeFCrQEYIIkSSNAq8ZAca+78NrNMiyybLg+T5ZxvhUlSKtI0zLgqHrCIIA/f4eVu/dw+3btykHJMvBwWFaFATdbncARjYvhiUAeMNQGSzj0YiyUCpgTKNJobk/yc1cTvo1YjToWg1DpVjnRQHOSP0dTKcwDZOsmDwPC4tLmJ3rwRYqbiaqF2SGRpLEFQVtKrIGMiTisSQvPniEwOvvS6sxrV7lUORkbTYejxBHEVXGiOoIx5V2PTpsR044bZimoUgvTdMQhSHG47FQredIUjr2pknWOpquwbEddDpdtDttGIZJhEalGoSJqhcI1azGNAFSU5UO9leQgJUqfEkOVa6JJEkUkD2ZjAXhl2M6GWMwGKhKojzL1OVsWSYRpa0Wer05tNpt6JpeI2CSJMZgOESapDBMOu9nZntYXl7GzOwsTdCFd7NlWUQoCwAqTHK8vTkSCl8NLx3romGbdcALj6/APvSoi2uOztF6Xk8QBJQ5NJ1gPBwReTYaEWhRJSHSBLlQbYNTrpAC+kWWCi8evQ10vVMILIVRx2p/V8+/TqeL+YV5tNqdMoPHNATxKCotmFYjalPh6x1HEeIoRsGL8vcCyItCWFslFJA+HIqAX1rGskz4jSaarSZsy6FziHMU4EBB5Gt5PnFwUQliGAYMEaRdJfwMowSHZZ8LzkX2DpEBYRjhwf072FjfQBQSMGyYVC3meC4Y06BrGhEengvP9eB4ngAkq8dREKWV3ytJXPlC9Zgz1M8D9R5DTWV+2HviRZUNVPmvsr9Z+dVVNbp8vaJml+uRRO/hynf5WK5bXPuV53KZMCUSgnO6f5+bbcDSOfKsHoabZ2RJKIltKRyQFQu7O1TFl6ap+h7P86haoFFWSqo9JX9fuZNrx6M8/2UwcplXUPAC/d097O7ugHNA1zW4no8TJ09iaXlZVb/pMtdKN9Q+50IYIJskbdRz+b8gVaqVGdPJFOPxiGzPxiNMxhO6f6DepP2mrBYlgsKH67k1ckJdHYW8VgRJJPoESWLJZSS5LpeRy+//HfSQl9fgI15X69r3Pj2WBBZtaZXQehLtx13NozjMw65X8eTAckWeY3NzE5ubD1HktE9938fC4iK6nW69apjVPvyI1dKzJOe4sTsRFaMaXljsoOFYZBOqCeKfMeiGoe7L1erKUjygUxWlrkNjGnSjDASXn5EkmqYxCgUXIgMKCNfo/YrggJapB38ftR+vScFCtbIijmMkcVJ7fhiBESeHk5kfpTHGxBiyahNlVrIuxOu2tHwrqzA+TzZSTzNwetSO2pNsT/O1dERCiBaGIZ599lmsrq4CAF566SV85zvfQVcomfcv+81vfhN/9Vd/BYAGSLdv38bCwsInus2HtU/id3wW9tURCfF4nVZRFFhbXcU7b71JGQ072xiNRiiKHJZlY35hAQsLiyIs9QRWjh3H/MJCbSB0/do1/OD7fwdd1/Ef/yffVOr+LMuwtvoAb7z+Oq68/RZ2dnYQRSGp7ebmcObMWVy8fBnnnj2P0WiEP/6f/gdcu3oFSZLgpZe/iJ/9uZ/HbK+Hhw83sLO9VZtA6ZqOzYcP8f77t3Dl7XeQ5xkFeD73HC5euoRGs4UTJ0+i3W7jjddfx+bmQ2RpBk3XcPz4CXRnZ5FJEEcMLIfDAdZX15T3OQDYto3e3Dzm5insMEtTbG1u4vbtW9jb2UWapdCZjlanjYXFBZiWjbXVBxgNhzBNC42Gj1a7g7PPnMNXvv51nD5zBoZu4NqVK7h69R2EQUBet5qO5WPHsLS8DMdxFBgWRzHu3ruLe3feF5PmHFmWwm800Jubg+/7Cmyg0LlMVRZkWYYwDNHf28Pe7i6SOFYTZ9Oy0Gg00Gg2oTENw8FAgZISpDAME61WSyi1dRGGaMF2bLTbXXS7XczMzqDXm8fM3CxmZ3vodrs15a8EL+QEeDqZ4MH9+1hbW8XD9XWVYyGPLW0PQxCQ1YphGNjd2cHW5kMURYFGs4U8yzAcDihoPI4wnU4XT0tCAAAgAElEQVQwGgwxGo0QBAGSJFa2JqZpwnVduC6REEvLy1hYXESj2QQvCmGvs4s4iRTgTZM9ApijMMI0mGJnOEEmvGw9U68DUZzBdihAVlYlNJpNuI4LstMhcHoyGQOMQWekprYdG51OF81WC45jK3UuYwyGCKyMowibDzewvbWFKAwIqNY0tFotrBw/jna7RVUe0ymiKFIAR85zJBVCSVaV6LqBdquD7uwMHNcBWKUSZb+yVShgi6JAJlSulEWRK6soDgmgFCjxWAHCFEJdXlFryz/OuQiMJ0WZ67oE6otMEoGEKUAejEGTAJzA9rgEq4u6YlkCLnnBwYtchZCXlTqFsrxSami16ZwIOaFwVsAgYwJ4JfBAvsYqgCAvOPKCckiIICnU/tB0XZX7S4uMEsmRP4ijFsKC6tPHANw5A7R9uEsFIOVg4HkuMgvkcSUQsqoKrwLkMhRVEiYSDJVrL0SmAa9VC2jKDk0pYyt2YgwaplmhlKstz4IlgHrKT6lbm6h9LNW18rqrHgPxx4uCjh/nlPuS1wFXRQiiBHVrx9gi8q4MySSyVGNM5czIaq88z8vwTpX1QvYzeZGXYaBJStUWBVUmQYSay6qKAzYqTIMGKIJKgdiSgKpuuyCgGIeodhIK/opiX4LYeaXySAHrAKnJK1YzCiwvTxxwlCQHqu/te1oC96gAZrqyNtM0HdJiLIpC1b/wvICmazBNqxQJiFVRRZOl/L1LS5zKvqieFwr8L4/v/uW46k9Q2RdVcgCVvka8K8gQ1RcB4IzsHBW5oDFonKnH4LxyDtcJDnkuFJyj4DmKggMFRy6q2DgK6qsKeq/IC3BeIBeEQ1EUiNMcO5NQ9KcMs74NU9opyd968GjVSRbROOeIowhTcQ9VSnGmwfM9NJpNNBtNmJZZVmdJ4FVWJWgaNJWnRJVaEKKK8WiM/t4e3QfFNjmOi7mFecz25oRlIG1TlYit9QUVMoeuh8q+V32NPNZauVyV8GH13xsEgfoLgwBhGD6ykkPTdLhuma/kuh7Zo7nu5yYQWla9lARJocQcxT5SRN7j1Xu1e74gUopymTopIh9ThdD+14iYOaQCqFYZVFTGGiXJwzmFje/t7qK/t6fu+YZpoN1uo9lqkR1sheypkj+HtTTj2BiVVl5LLRem8QjW5FNqVWJU0xiRF4wEHHqtuqMkK5jGDlRTanq1KqReeUl9NREk8nNMr1doEklSJV5YjYipVrp80F/VLoyx+nV6WJXNgXGBWuaDv0eOQT7K9jyq0qdaMVnaRKWKpFDVGHHFVkq896h8r4/SPsxGSr1uWxVCwxbZNJ9cH/U0A6dH7ag9yfY0X0tHJIRo3/rWt/Dbv/3bAADXdXHlyhWcOXPmkcvv7u7ixRdfxMOHdOL8xm/8Bv7oj/7oE9nWD2qfxO/4LOyrIxLi8E6rKApsrK/j3WtXceu993DnzvsYDYdqYG7oJmZ7s1g5dhzPXXgeSysrWFpeRqPR+MDv+zd/+ZdYW3sA3/PxzLPncf3aNVx/9xr29nbJNgZAo9XE0tIyXrx0GWfOnsWx4ycglcScc6w+eID/7X/+I7z5+usYDgbwPBdnn3kWp8+eUSXzs3M92LaDQb+P9bVV3LpxA2urq9jc3EQUR7BNC+1uFxcuXMCz58/D8TxwzrG3t4f1tVXEEREOhmFgbn5e2VNxDlUqm2UZdra3sb29hSgMlU+prmuwHUfZyYRBgO3tLQTTQA3yms0mFpaWYNsO1lfv4+6du5hMxgRIcg7LttFptzHbm4PruQimU+zu7SKJE+Xdblk2hfeKqggZuhgEgVDsRmq/a7oB13PR8HzYrgfDkIN/HbqYREiFNXnLTxCJfZDlGdKESpM9zxNqPwczsz305ubRaDREpQUpeKOQgCM1iZUq88rkUYbjOsLaqRrgKIMZJdCbRFSRsLu9jYebD9Hf3SNgKsuUglY3dDgiYDJLU4zHY0wnkxL4E0Bj1fOf7IsIOOUgVWgV1dUMXWRICJUxmNoXeUGEkC7W47oONMPEOM3Bc/KfNnmGNImU/Y6sXMnzHAwMhrD7IbVxA77nwfXJcieKIoRBgCiK1QRbBkzrBm0/OEcUE7GQpqkCq5mwjiDSwoEMkpaWFAApvUORF5AJ5TQD5YvIoM4qgahpmgJaq/ZFUrX6qCZBawXw8xIkK8Rv4hLsz4kISJKYziGZCRJHqqKDc7J+sm1LHG9HAbRSzamaEoIq3WtZlAOIbaC/LCsB4yLPFMBBH+OKOGEMYsJdZknkXITCp6ngRQjA0gV4bOiG+N2ZUBoXNXhDZlxI4EaCuPv3+X4Quvqc79teBQo9RquCxvJzubhuSqIkFzZiuQKXFDAsAHtdAAryvNB0HboAPiTQWRSFqFBJa2BUNaNDAqIcQJIVilyxNJ1Q9AqQrAABMOgSjFeqcCJUGLiyG5P9DwoOMAG8SjJLfI/8fqViVSCNLvrM+j4DymNRx2uZqvxhTBxnUPC8tFJL09LGqRDkkqwqM2W1lNzvFcWyOlayXxUntYLO1L4V55gEX8R5C40Ack2eSxoT3Fa5HqkETQX5VAVxZY6OaRrQhAKdif1VWpdodEw0DfLCk3tXApoVHq2y1yQgTo+KolBKU0mWyOWqoBhjmgKXJRFjCeDFlH79himqmqqVT/yQ//b3I/zR7x2ybElyludcSfgQaFqt/ij2/V+CoUX9Wlb7sf78w1rBgTAtCUDfNsV5La4hCbwJOxomLOjUvhTnjbzO5TK84AhDsizLsqwkYsS+tx3K6DGNynj6EGIjSWKEYtwg9zUDYNsO/GYDjuOK671cCVMkkHyOyrkhCThUgEjxjvq/Qh7t609r5IUCFzV1/RMIqSHL6mG7mag8KtfPVP9OfZYG0zJg244Kw3YceizzW0oLIP2RAGsdlEXl+LHys6gQsqxynAXho+97j45xCcY+qrEPeK96dH6SpqpH9k3rH1XdVr33PWr5JEmwvrqKtdVVJGmitnN2rof5+QXMzM7WxjzVqpDqOGYaJXhnYwCAxjIXFppwDF3YS3IxlilUhljN9q0ohDijHHsUwp6zSgxX39vfV+y3YCv29Sufp1ZeX9VzfL8NFivvLdXr8ZBlqplmVQstdW7LdWjlsuq79n32yf3GfX1s9XrWNOy/vjVNK8+LLENW5GUmXpYr6ztpcZtlZBWpREKV+Ya8H6IqRDiEwJGkq3xP13VB5BOhL4UWshJDkv2ygrVaiVF+zn6kpVl1Hz/NwOlRO2pPsj3N19IRCSHaxYsXceXKFQDAb/7mb+IP//APP/QzVTB+ZmYGDx8+fCw//o+zfRK/47Owr552EmJnNMW3/sX/iWg6xnjQRzefYrS3gz0B9MrGwaFrOtrdDlZWjmFpeQWdTkdlItBCB/2I5eO8IP/w1Qf38dYbb2I0HKAoCjTbbSpF1nV4vofFpSXMzc3Db/jgHMq/ezKZUGn8ZKKAsZ3tbZUZomkafN9Hb34erVZLKU3L7SdQMMsyjEdDDIZD5GkqFNYWZns9LC0to9Mlu5rJeCyWycREl8H3KNxW03TEMYHtYSTJhxhxFJG1igBYNI0Um57nwvMbMA0dUxESm+e5Uo3pmg5D+CqHwRRRGBLgjBJoMS0LjuvBMHQUeYE8lypVmoTS+y5cx4Uh7F/yPBd2Q0RGyIGwYejwG014DR8Nz4chFKO6CIVO0wRBGGIyGmMwHIggaFL3m6YB23HIFkhYBTmOC9MyK2oyAnjjOKEKkjhGEkcVb/K0dp7sn0xVFXcSwCkyAqjBoEA5AkZJEcrEuUYK/FK5DpTKVKZRboRpWXBsG67nC4DEAAdQFDmSOBFWKHENOJKl7oZQb3LOVRUJ56XNVFIAhu3A8X0cX+ih1+mCaYzCgoMA08lEVVJEYYgwDFHkBTThH28aBjzXg1cBXpIoQhRHtVLwOImRpymRKsKKwvd99OZ66HRmoOkaES9FDoChKHLEUYIkpnXleSHFvWCaRj7XrgfTtMQxLFDkXE2C5e/WDZPIDF0X22zANA2h8iSveMd1hW+2q8JwdV2rTTjpmJQAqPR2roZRU2YFx2g0wv17d3Drxk2sr62pfQ5wWJaNRqOB3tw85hcW0GpTRY7ruNB1HVmWIwgmmE6nwlqH7LMmk4moLioJEUlKSFDdcz24Pnl/ey79L+81ijgQjTGqFNnd3cXG6ho2tzYRRSGiMEQUxdA0jQBRg4LRbdtW+0daEDEwsgESeQQE/Mr9I2w/mg34XgOWZSqATdfo3DQti46HpcMyLOimIYBGHUyn5SD2qwJrmQaAYzIeo9/vo7+3h36f7FaKQlSDFByu76HZbMA0LUynEwz6A+zt7mIw6FO/F8ei76PjwkQ/I0kUaU1RWlJoyDKqyiIQXqpguVLEM03DJMlI7c0L2LoGaSdT6zskyVUBamSfX+3/FV4p9psC6SShpGvl/pKg+n4sjdeB6Np3cKIYFAAJDs5YBXwS2y5VjmrllBtiioBbXS9JmyrgXlUWS3W8fE3+dnqPq+NQ7KvekUSX+r/6G6oPOBdVALSPOIcg6TI6Too9oGtFWopowmZPU9tPSnVNgUhMEcFkNVKqbOlzgiSmjkmQI4pNRCr6zWifdz9jRKBKwiMXFSX0nqb6HI3p0A1NeXFbllSBUvaPzMqQ/RKK0i5H3t8kuV4D/4pcPQYrSa0qaF4/Gw/8dwC25Yc8UpUDhg5d7G+ZPSL3vy5sDpmu0TKGjowDDwaUucM0htOzTdiGIPwYbTKv0UKqDEC9VJtg8frWMQBhFGE06GM4FAKIyupMy1QWgjSG0jCZjBFMphiNhiL3jRaWlZXtLll6SsKY8ZIkVcp5LmjGSn/AmDzV61ZDdbV7eS09Pl37eI1zXoZsCyV0lmaqT6VWnh8KsBfnnWmasCwThkngn2EasExT2JuZFAiuwMUqiVIhX/aRKop8qYKS4rkkRwDUKkzoui4tM6UNmlTIMynCEH2oOu/E/UrX5ZhS9K1MFzZDxgEVvSFU8fK7Dlh2iu8s7Ym0yvpLkuwwwLOWH8FICHLv7h3cunEDe7u76jcbuoFjx4/j1JkzWDl2/JHiik8D6DlsTvWo57XsNQFKy3tPoSocpfgiExXNNKfI86K2jKps5WTVlheZqLba97qofJWgOBfCjv0ZcHmR10jdghd1krdyPXJByivRRvVart7HxDK1z1RJ+QpRX/1cuVzZp1TvNWzfvYtVXquOXWnh6j3uESRHjdSsky37iYn9hMhhROSjmtzf1Up3KSTZXwFfvidfz59ofyhtJumaFxUwUhCli3kvdNwZRDRG1HW8uDKDhm0fEDs9irypkzuPJnj29w2yv93fbzzyeypVNHVC5cO/51Hrrx7To3bUftJ2REI85STE9evXceHCBfX86tWreP755z/0c/1+H3Nzc0oR9xd/8Rf4hV/4hY9tOz+sfRK/47Oyr552EuLqjVv4Z//kHyONYxR5jpZtQpOKCY2h1WyhO9NFb24evbk5WJalBqvlQDdFJgaxhXhdBiyPR2UAaCbA5zzPEYUhOMhCYWZ2Fq12G4xpKDLy1k6ThBSzEnCsDEABCOBOQ5amGA4HNZWkoeuwbLJucT2PKgYE2Mw0jXx/pxMMBxTkKQdeRBqYVDrvukqRHkURsjQV1iuAVDnLCZKc9MmSZA6u7BMAqayjAashBlbgZAND6vxyYmiYBkzLRp5nVF0hApglKEZhzWTpY1kmNI3CJS3TUmCE4zhottpUbt5uwzJNjCcTDAd9DAaUE8CEGpAXhfKcLQquFM/VcnfXdeC6HgrOkcYxRqMRHfuK0kuCrBS2ZkA3zMqAva6e45wLP/8UWZZXypYpJDIMQ/L5FwpcmvzkIkODgQmQq+AcTEwgqsAkQINRw6CAZhmYalsmIMgZCZIaJqlkLcdGwydP53anC7/hk8XSlGyKJLLBOSfAv9GA67kwTQtJmmAyGmNvMMC9rT2FPM03HFiGDs/z0Gg04DebaDYaMEwLcUz2XtE0xGAwIN/50YgmhZwT8EqoC/KinOgVRS4ADdo3juOi0+1iZnYWnufBdhzMzM6i2WzBNExwRtZW08lEAUkyxLo32xNZK40PDOLL85yyOgRpEkWUoxELYoRA8NKXvvyjyYNlWWg0G2g2W2i2Wmi12/TXapdElus+FpmcpimuvvM23nrjDdy8cQP9vV0E04AmzaI6yLYtAucFuGHbDoWp2w4c24JhmOrcZYzB8334vgfPa8DxXPi+D8dxkGUZqVsreRN5nlVCfzNEUYTxaIDxeCz+RginAZI0QRgECKYhojhU4BLtEx2WSQGFkqABmOpXMzFZjMJAkYjVqgPOuVKyVm0NahMZNVkv+0z5iAg0cS6Jyanqp+QkS9dhCUs127Yr4JCmlHJMKHWjKBLn2BhJnCAVNk68qOQPMAKfpE2OaVoKqCJLJGH/AwH+a3R9Rzn1tdA1tB2T+teiqChGRTVNhXiU5KGqdJBEjpxwVsK9yyYBPdHBV/otrQqsaYwqInQNGugx08rsEKlYlP12kqYohJWcpAN4wZWFlZxkM0YbW/WHr6G4VVBYSbzrxxqiykK9KMAd2h+5skmRVSFAHcBSBAfnhwLiCuSqAhjSXqtCiEglOSSgIh5XiQ+p0qwtqw4FU4QRZ4yqafRS2S3B1yzPkaekFAVAFS3iPXVNCLCVSCCOoihVopIkKRWiULZBtYwCs6z6kASKuv9XvN11owz8rlYEVYEYQwYmq9cNURGn1yrL9ucjSBK4qnBV+5HzEkQWr3FUsk4ATJIcP1rvq7PpSysz8B2z9pnqpcCrWvYKS1JdZ+2YgT4j22QyJpHI7i76e7tIkhRRRHk/0+kEWZYRaS2I2GazhZVjx7C4tIR2p6Ouh+raeeX4VsnA2tRP9nug616Gf+8nLfeLH2TfKsebytqq0rdUX5P9T67WVYKpiig55Bqjfj0UlT2RsPks/eSLfZ+hx+I3CTsjWSlliPNHjvt0kbMi7RQZYzUiRm4nr27n50w5f1iTJIxWvSbEda/6mX3kjHwexzHGIxI35VmmLLk0XYPvN9BoNNFsNuA3mjBEBWpccNzZC9Q99/x8B56YN9UsjgSpKgkaRdKKe8oBgmc/IavVbY90tVyFqBH3Jl2RNnqFKJLnhSDWK+OFqmXSARD8YwZEaySJICfkY/m6tHotXy9q4qNCVJQc+ln1mCti5MBnq98rlvmJW+36L6/XA31DRQxw4HoUpIgcCwA4QJ6Cl9lxtftodfym1a8BCZQDogsV1wuHsLSDuG8IIr0oiIiSVReFrMYoMuSZmOsLEktW4EsLU5lvhwoZ/EHtcezNJGFTP381NedW53PVCsyo56VUz/kqifBZaVVC5YOIlAPXbHUZVJdlah0fSoLI5+zg9xzclsOImJII/rDv2b/9+5c5aj9+OyIhPj0S4jNhsvmd73xHPT558mQNZP+g1u128fWvfx3f/e531Xo+TRLik/gdPy376vPeXM/HcGcbAE3AuW1QwJ5LSmYOjjhO8OD+Pdx9/31lxyGVJamYXKqwrpgmVaT0l9NBagwQ1jYmmm0K/i2KArvbFHZo27YgF8qJgsY0oeItFVdy4ggApkk2Q1EYYjQakcq+KJQ9TZHnQIPDskzkBXmdc87h2DaMXg9+6GM0HiEKAmU/EgTkjW+IKgnHceG5rhosapqmlKuGaRJ47ftwHRe248JxqFyVaaRsjqNQAKW5ADC0ymCJSIS8oIGcZVtwbFqHYRA4lec5xqMRBoMB0jRGmmQoKBUUTCNwkwaIUqHJEYRTJGmCfn8PjuPCcR34vg/XdTAeT9Df28Og38d0OoWa0Yv7v2VZaHc6mJ3tYX5hAc1mk0prhY0HigLTaYDxaIjReIwwmCphpKp8yXOYlg7HduA3CNx3HAeGqRPREAQYj0cYDigMNwoCRHEs7EkItGMCaDUcQ4BYULY9vODgDNAFcWQKH1PdMFTFigRuSsVXocqKNcZUeGuWktpaEiJTMSHtzHRx9pmz6M72oOsGojDAcDgs1Yy8BN1830euGXh7Y4BwOkEwGmIGIVIRsj0ej9Hv74EXgGHosF3hE+066M3PwRlYAOfY3HyIvd1dTMaTimVA2ahiqIFOt4vZXg+WaQrP4x08uD8Vk4CMQCjISQaBFq7notFootVqotlsI00SPHy4oUAuKgOXwEymABeaxOWCaBSBpVmh7AeCNESaxgp0zTLhby8UVgBEYK2YcFUAUppEQany5SS6Vn6vleBXqXgvhJI+EVUlEfIsLdXm4oSUqknTNEs1qWkqKwwV7G0YZM1lkl1LtcmqF2kjJEmIJI4VcL6/mSJIfEYcoyzPKY8jDMXELUUWpgjCAOCy2smEZVrwXAe6YUGf69E5L2xxwmmAMAwQJzHtR6XEJqCtCo5KJTkvijKPIE0V6VAFuRSxIM4DU+wDCdJnWYYMkiDYB0KKiaxp6Gi1O8gy2i9RFFPmiqh0oO9KEIRBHcCUZIoK3WSVygYgg1TV6tBTC45jw3OF73yziVanDd9vwLbJ1sRxyKLOsmz1OySomOdy0pwReC0n1SJUOkulrQH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"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(l_transmission, color='k', lw=0.5, alpha=0.4);"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"def priors(std = .2, rate = np.linspace(0,10,101)):\n",
" initial_prior = np.ones_like(rate) / len(rate)\n",
" initial_prior /= initial_prior.sum()\n",
" \n",
" prior_matrix = sps.norm(loc=rate, scale=std).pdf(rate[:,None])\n",
" prior_matrix /= prior_matrix.sum(axis=0)\n",
" return initial_prior, prior_matrix"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"def posterior(data, likelihoods, priors):\n",
" initial_prior, prior_matrix = priors\n",
" posteriors = pd.DataFrame(index=transmission, columns=data.index, data={data.index[0]: initial_prior})\n",
" evidence = 0\n",
" \n",
" for yesterday, today in zip(data.index[:-1], data.index[1:]):\n",
" current_prior = prior_matrix @ posteriors[yesterday]\n",
" num = likelihoods[today] * current_prior\n",
" den = np.sum(num)\n",
" posteriors[today] = num/den\n",
" \n",
" evidence += den\n",
" return posteriors, evidence"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"def hdi(distribution, p=0.99):\n",
" \"\"\"\n",
" Calculate the highest-density confidence interval for a given distribution.\n",
" \"\"\"\n",
" distribution = distribution.values\n",
" lows, highs = ((np.cumsum(distribution) - np.cumsum(distribution)[:,None]) > p).nonzero()\n",
" best = (highs - lows).argmin()\n",
" return np.array([lows[best], highs[best]])"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"posteriors = posterior(data[\"2020-03-04\":].rolling(window='7D').mean().round().cases[1:], \n",
" likelihoods(data[\"2020-03-04\":].rolling(window='7D').mean().round().cases, transmission, gamma=1./7), \n",
" priors(0.1, transmission))"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"intervals = np.array([hdi(posteriors[0][i], p=0.9) for i in posteriors[0].columns])\n",
"maps = posteriors[0].idxmax()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1)\n",
"\n",
"ax.fill_between(data[\"2020-03-04\":].index[:-1], \n",
" posteriors[0].index[intervals][:,0], posteriors[0].index[intervals][:,1], \n",
" alpha=0.35,\n",
" label=\"90% confidence\"\n",
" )\n",
"ax.plot(data[\"2020-03-04\":].index[:-1],maps, '.', label=\"MAP Estimate\")\n",
"\n",
"\n",
"\n",
"f.autofmt_xdate(rotation=45)\n",
"#ax.set_xlabel(\"Date\")\n",
"ax.set_ylabel(\"Transmission factor\")\n",
"#ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%d'))\n",
"ax.set_title(\"Scotland estimated transmission factor\")\n",
"ax.set_xlim([pd.to_datetime(\"2020-03-01\"), pd.to_datetime(\"2020-04-29\")])\n",
"ax.set_ylim([0.5,4.5])\n",
"ax.legend();"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"f.savefig(\"scotland-r.png\")"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2020-04-23 1.034068\n",
"2020-04-24 1.010020\n",
"2020-04-25 0.961924\n",
"2020-04-26 0.913828\n",
"2020-04-27 0.889780\n",
"2020-04-28 0.889780\n",
"2020-04-29 0.865731\n",
"dtype: float64"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"maps[-7:]"
]
},
{
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