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a b/notebooks/6_boxplots.ipynb
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{
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 "cells": [
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  {
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   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {},
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   "outputs": [],
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   "source": [
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    "import sys\n",
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    "sys.path.append('../')\n",
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    "\n",
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    "import matplotlib.pyplot as plt\n",
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    "import numpy as np\n",
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    "import pandas as pd\n",
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    "import os\n",
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    "from glob import glob\n",
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    "\n",
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    "from utils.metrics import plot_boxplot\n",
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    "\n",
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    "np.random.seed(1234)\n",
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    "\n",
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    "\n",
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    "# To allow auto reload to this notebook after modifying any external file imported\n",
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    "%load_ext autoreload\n",
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    "%autoreload 2"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 39,
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   "metadata": {},
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   "outputs": [
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    {
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     "data": {
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      "image/png": 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",
36
      "text/plain": [
37
       "<Figure size 640x480 with 1 Axes>"
38
      ]
39
     },
40
     "metadata": {},
41
     "output_type": "display_data"
42
    }
43
   ],
44
   "source": [
45
    "df = pd.DataFrame(np.random.randn(2, 4),\n",
46
    "                  columns=['Col1', 'Col2', 'Col3', 'Col4'])\n",
47
    "boxplot = df.boxplot(column=['Col1', 'Col2', 'Col3', 'Col4'])  "
48
   ]
49
  },
50
  {
51
   "cell_type": "code",
52
   "execution_count": 40,
53
   "metadata": {},
54
   "outputs": [
55
    {
56
     "data": {
57
      "text/html": [
58
       "<div>\n",
59
       "<style scoped>\n",
60
       "    .dataframe tbody tr th:only-of-type {\n",
61
       "        vertical-align: middle;\n",
62
       "    }\n",
63
       "\n",
64
       "    .dataframe tbody tr th {\n",
65
       "        vertical-align: top;\n",
66
       "    }\n",
67
       "\n",
68
       "    .dataframe thead th {\n",
69
       "        text-align: right;\n",
70
       "    }\n",
71
       "</style>\n",
72
       "<table border=\"1\" class=\"dataframe\">\n",
73
       "  <thead>\n",
74
       "    <tr style=\"text-align: right;\">\n",
75
       "      <th></th>\n",
76
       "      <th>Col1</th>\n",
77
       "      <th>Col2</th>\n",
78
       "      <th>Col3</th>\n",
79
       "      <th>Col4</th>\n",
80
       "    </tr>\n",
81
       "  </thead>\n",
82
       "  <tbody>\n",
83
       "    <tr>\n",
84
       "      <th>0</th>\n",
85
       "      <td>0.047072</td>\n",
86
       "      <td>0.394844</td>\n",
87
       "      <td>-0.248432</td>\n",
88
       "      <td>-0.617707</td>\n",
89
       "    </tr>\n",
90
       "    <tr>\n",
91
       "      <th>1</th>\n",
92
       "      <td>-0.682884</td>\n",
93
       "      <td>0.436258</td>\n",
94
       "      <td>-1.703013</td>\n",
95
       "      <td>0.393711</td>\n",
96
       "    </tr>\n",
97
       "  </tbody>\n",
98
       "</table>\n",
99
       "</div>"
100
      ],
101
      "text/plain": [
102
       "       Col1      Col2      Col3      Col4\n",
103
       "0  0.047072  0.394844 -0.248432 -0.617707\n",
104
       "1 -0.682884  0.436258 -1.703013  0.393711"
105
      ]
106
     },
107
     "execution_count": 40,
108
     "metadata": {},
109
     "output_type": "execute_result"
110
    }
111
   ],
112
   "source": [
113
    "df = pd.DataFrame(np.random.randn(2, 4),\n",
114
    "                  columns=['Col1', 'Col2', 'Col3', 'Col4'])\n",
115
    "df.head()"
116
   ]
117
  },
118
  {
119
   "cell_type": "code",
120
   "execution_count": 44,
121
   "metadata": {},
122
   "outputs": [
123
    {
124
     "data": {
125
      "text/html": [
126
       "<div>\n",
127
       "<style scoped>\n",
128
       "    .dataframe tbody tr th:only-of-type {\n",
129
       "        vertical-align: middle;\n",
130
       "    }\n",
131
       "\n",
132
       "    .dataframe tbody tr th {\n",
133
       "        vertical-align: top;\n",
134
       "    }\n",
135
       "\n",
136
       "    .dataframe thead th {\n",
137
       "        text-align: right;\n",
138
       "    }\n",
139
       "</style>\n",
140
       "<table border=\"1\" class=\"dataframe\">\n",
141
       "  <thead>\n",
142
       "    <tr style=\"text-align: right;\">\n",
143
       "      <th></th>\n",
144
       "      <th>Par0003.affine</th>\n",
145
       "      <th>Par0003.bs-R1-fg</th>\n",
146
       "      <th>Par0003.bs-R6-ug</th>\n",
147
       "    </tr>\n",
148
       "  </thead>\n",
149
       "  <tbody>\n",
150
       "    <tr>\n",
151
       "      <th>copd1</th>\n",
152
       "      <td>10.62</td>\n",
153
       "      <td>26.25</td>\n",
154
       "      <td>1.34</td>\n",
155
       "    </tr>\n",
156
       "    <tr>\n",
157
       "      <th>copd2</th>\n",
158
       "      <td>10.07</td>\n",
159
       "      <td>21.45</td>\n",
160
       "      <td>2.68</td>\n",
161
       "    </tr>\n",
162
       "    <tr>\n",
163
       "      <th>copd3</th>\n",
164
       "      <td>3.57</td>\n",
165
       "      <td>12.04</td>\n",
166
       "      <td>1.27</td>\n",
167
       "    </tr>\n",
168
       "    <tr>\n",
169
       "      <th>copd4</th>\n",
170
       "      <td>7.48</td>\n",
171
       "      <td>29.45</td>\n",
172
       "      <td>1.53</td>\n",
173
       "    </tr>\n",
174
       "  </tbody>\n",
175
       "</table>\n",
176
       "</div>"
177
      ],
178
      "text/plain": [
179
       "       Par0003.affine  Par0003.bs-R1-fg  Par0003.bs-R6-ug\n",
180
       "copd1           10.62             26.25              1.34\n",
181
       "copd2           10.07             21.45              2.68\n",
182
       "copd3            3.57             12.04              1.27\n",
183
       "copd4            7.48             29.45              1.53"
184
      ]
185
     },
186
     "execution_count": 44,
187
     "metadata": {},
188
     "output_type": "execute_result"
189
    }
190
   ],
191
   "source": [
192
    "results = np.array(\n",
193
    "    [[10.62, 26.25, 1.34],\n",
194
    "     [10.07, 21.45, 2.68],\n",
195
    "     [3.57, 12.04, 1.27],\n",
196
    "     [7.48, 29.45, 1.53]]\n",
197
    ")\n",
198
    "\n",
199
    "cols = ['Par0003.affine', 'Par0003.bs-R1-fg', 'Par0003.bs-R6-ug']\n",
200
    "\n",
201
    "df = pd.DataFrame(results, columns=cols, index=['copd1', 'copd2', 'copd3', 'copd4'])\n",
202
    "df.head()"
203
   ]
204
  },
205
  {
206
   "cell_type": "code",
207
   "execution_count": 51,
208
   "metadata": {},
209
   "outputs": [
210
    {
211
     "data": {
212
      "image/png": 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",
213
      "text/plain": [
214
       "<Figure size 640x480 with 1 Axes>"
215
      ]
216
     },
217
     "metadata": {},
218
     "output_type": "display_data"
219
    }
220
   ],
221
   "source": [
222
    "boxplot = df.boxplot(column=cols)  "
223
   ]
224
  },
225
  {
226
   "cell_type": "code",
227
   "execution_count": 49,
228
   "metadata": {},
229
   "outputs": [
230
    {
231
     "data": {
232
      "text/html": [
233
       "<div>\n",
234
       "<style scoped>\n",
235
       "    .dataframe tbody tr th:only-of-type {\n",
236
       "        vertical-align: middle;\n",
237
       "    }\n",
238
       "\n",
239
       "    .dataframe tbody tr th {\n",
240
       "        vertical-align: top;\n",
241
       "    }\n",
242
       "\n",
243
       "    .dataframe thead th {\n",
244
       "        text-align: right;\n",
245
       "    }\n",
246
       "</style>\n",
247
       "<table border=\"1\" class=\"dataframe\">\n",
248
       "  <thead>\n",
249
       "    <tr style=\"text-align: right;\">\n",
250
       "      <th></th>\n",
251
       "      <th>Par0003.affine</th>\n",
252
       "      <th>Par0003.bs-R1-fg</th>\n",
253
       "      <th>Par0003.bs-R6-ug</th>\n",
254
       "    </tr>\n",
255
       "  </thead>\n",
256
       "  <tbody>\n",
257
       "    <tr>\n",
258
       "      <th>count</th>\n",
259
       "      <td>4.000000</td>\n",
260
       "      <td>4.000000</td>\n",
261
       "      <td>4.000000</td>\n",
262
       "    </tr>\n",
263
       "    <tr>\n",
264
       "      <th>mean</th>\n",
265
       "      <td>7.935000</td>\n",
266
       "      <td>22.297500</td>\n",
267
       "      <td>1.705000</td>\n",
268
       "    </tr>\n",
269
       "    <tr>\n",
270
       "      <th>std</th>\n",
271
       "      <td>3.215986</td>\n",
272
       "      <td>7.587601</td>\n",
273
       "      <td>0.659217</td>\n",
274
       "    </tr>\n",
275
       "    <tr>\n",
276
       "      <th>min</th>\n",
277
       "      <td>3.570000</td>\n",
278
       "      <td>12.040000</td>\n",
279
       "      <td>1.270000</td>\n",
280
       "    </tr>\n",
281
       "    <tr>\n",
282
       "      <th>25%</th>\n",
283
       "      <td>6.502500</td>\n",
284
       "      <td>19.097500</td>\n",
285
       "      <td>1.322500</td>\n",
286
       "    </tr>\n",
287
       "    <tr>\n",
288
       "      <th>50%</th>\n",
289
       "      <td>8.775000</td>\n",
290
       "      <td>23.850000</td>\n",
291
       "      <td>1.435000</td>\n",
292
       "    </tr>\n",
293
       "    <tr>\n",
294
       "      <th>75%</th>\n",
295
       "      <td>10.207500</td>\n",
296
       "      <td>27.050000</td>\n",
297
       "      <td>1.817500</td>\n",
298
       "    </tr>\n",
299
       "    <tr>\n",
300
       "      <th>max</th>\n",
301
       "      <td>10.620000</td>\n",
302
       "      <td>29.450000</td>\n",
303
       "      <td>2.680000</td>\n",
304
       "    </tr>\n",
305
       "  </tbody>\n",
306
       "</table>\n",
307
       "</div>"
308
      ],
309
      "text/plain": [
310
       "       Par0003.affine  Par0003.bs-R1-fg  Par0003.bs-R6-ug\n",
311
       "count        4.000000          4.000000          4.000000\n",
312
       "mean         7.935000         22.297500          1.705000\n",
313
       "std          3.215986          7.587601          0.659217\n",
314
       "min          3.570000         12.040000          1.270000\n",
315
       "25%          6.502500         19.097500          1.322500\n",
316
       "50%          8.775000         23.850000          1.435000\n",
317
       "75%         10.207500         27.050000          1.817500\n",
318
       "max         10.620000         29.450000          2.680000"
319
      ]
320
     },
321
     "execution_count": 49,
322
     "metadata": {},
323
     "output_type": "execute_result"
324
    }
325
   ],
326
   "source": [
327
    "stats = df.describe()\n",
328
    "stats"
329
   ]
330
  },
331
  {
332
   "cell_type": "code",
333
   "execution_count": 3,
334
   "metadata": {},
335
   "outputs": [
336
    {
337
     "data": {
338
      "image/png": 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",
339
      "text/plain": [
340
       "<Figure size 640x480 with 1 Axes>"
341
      ]
342
     },
343
     "metadata": {},
344
     "output_type": "display_data"
345
    }
346
   ],
347
   "source": [
348
    "experiment_name = 'NoPreprocessing+UseMasks3+SingleParamFile'\n",
349
    "plot_boxplot(\n",
350
    "    experiment_name, \n",
351
    "    '../output/', \n",
352
    "    exclude=['Parameters.MI.RP.Bspline_tuned', 'Par0003.bs-R8-ug'],\n",
353
    "    title = \"(Preprocessing = None, Mask = 3, Parameters = Single)\")\n"
354
   ]
355
  },
356
  {
357
   "cell_type": "code",
358
   "execution_count": 4,
359
   "metadata": {},
360
   "outputs": [
361
    {
362
     "data": {
363
      "image/png": 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2YMeOHZgwYQJatWqF9evXo0KFCvk+38bGBu+//776sbm5ORo0aJDreFWhQgV06dJFPc3CwgLDhg3D+PHj840v9L0GAAcHB41lDUmpLz4KEhYWhtGjR0Mmk6FMmTKoXr06rK2tcy3n4+Oj8fj27dsAsoqSvCQkJMDBwUH9uFKlShrzfX19IZfLc/VbyPlaL168QEpKSq6DIgBUrVoVmZmZePjwIapXr47o6Gj06NEjz5xUud+4cSPXQVHl+fPnAIA+ffpg5cqVGDp0KP7v//4PrVu3Rvfu3dGzZ0/1AWTy5Mn466+/0KBBA/j5+aFt27bo37+/1nOrOXl6euaa5uDgoHGwuX//PoKCgnItl/O0WF5cXV3h6uqq07IFycjIwObNm9GyZUt1nyAg66C/cOFCHDhwAG3bthXltQrSv39/LFy4EJ9++ilOnjyZ7/nza9euYerUqTh48GCuS0ZV/Tl8fHwwbtw4LFq0COHh4WjWrBm6dOmC999/P9cpl/Xr1yMpKQlLly7VufAA/msmFpOqCGzfvj3CwsJQo0YN2NjYFGkskl9++QW2trYwMzODu7s7fH19NeavW7cOCxcuxM2bNzVOCeTcb/OaJjRGzv1E9Xl4eHhona7af1THKNWPipxsbW21Ts/u9u3bSEhI0OgTkZ3qWKGiLX9djiN5EXObkcvlGDVqFEaNGoW4uDicOHECy5Ytw+7du9G3b18cO3Ys3+e7u7tr9IUBso5Xly9fVj++f/8+fH19cy2ny/FK6HsNZP0QyPlahqLUFx+Ojo5IT0/HmzdvUKZMmVzz3d3ddeqMmv3XIwD1YGXz58/PdY5WpaDz1nltNDlfS2yZmZmoWbMmFi1apHW+6qBmaWmJo0eP4tChQ/jjjz+wZ88ebNmyBa1atcK+fftgYmKCqlWr4tatW9i1axf27NmDX375BUuWLMG0adMKvHQvr1YCEvGSxtTU1AI7TKq4uLjkO//gwYN48uQJNm/ejM2bN+eaHx4errfio1+/fpgyZQqGDRsGR0fHPF83Pj4ewcHBsLW1xaxZs+Dr6wsLCwucP38ekydP1hh0b+HChRg8eDB+/fVX7Nu3D2PGjFH3T3J3d1cv16RJE1y8eBE//fQTevfurbWTqzavXr3Cu3fvClzO0tIyzz4m+fH19UWdOnUQHh5epOKjefPmefb/2bhxIwYPHoyuXbti4sSJcHZ2homJCebMmaPuG5Kdtn1ZaIy89pOC9h/VZ7thwwat23b2VpO8ZGZmwtnZOc9O1Tl/wGhbX12OI3mRaptxdHREly5d0KVLF3W/ufv37+c7HIDUxyuh7zWQtX/r2ldN30p98eHv7w8gq7dz9lMbRaX6NWRra6vzlTS3b9/W+GVw584dZGZmFjjKnZOTE6ysrHDr1q1c827evAm5XK4uGHx9fXH16tUCc7906RJat25dYNUsl8vRunVrtG7dGosWLcLs2bPx+eef49ChQ+r1tra2Rp8+fdCnTx+8e/cO3bt3x9dff40pU6YUedwJLy8vreNo6Dq2xpYtWzBkyBCdli3oIBIeHg5nZ2f1lQHZRUZGYseOHVi2bJnkxSOQ9Wu4SZMmOHz4MD766KM8v0gOHz6MuLg4REZGaoxbkL3lJruaNWuiZs2amDp1Kk6ePIkmTZpg2bJlGgOb+fn5Yd68eWjRogXatWuHAwcOaC3sc+revTuOHDlS4HKDBg3C2rVrC1xOm9TU1FxXbIlp+/btqFixIiIjIzX2nenTp+s1hi5UxyhnZ+cCj1F5HQd8fX3x119/oUmTJkXarnU5jmijj22mXr16OHLkCJ48eVLksYi8vLxw/fr1XC0SuhyvhL7Xjx8/xrt371C1atUi5SyVUl98qJrsz507J2rxERgYCF9fXyxYsAD9+/fP1crx4sWLXJXq4sWLNX6hqvosqHpK58XExARt27bFr7/+inv37qmLlWfPniEiIgJNmzZVN6H26NEDs2bNwo4dO3L1+1DtEL1798aff/6JFStWYPjw4RrLpKamIjMzE9bW1nj16lWuX7WqVh7VAT4uLg6Ojo7q+ebm5qhWrRp2794NpVJZ5OIjNDQUixcvxsWLF9Wv/erVK50vbxWrz0dqaioiIyPRq1cv9OzZM9d8Nzc3bNq0Cb/99hv69OlT5NfTxVdffYVDhw7l+3qqX2vZC6t3797lGpwoMTERVlZWGkVMzZo1IZfLtX6Z16pVC3/++SdCQkLQuXNn7N69u8ADpljn71UtmdlPaQLA2bNnceXKlQKvsiqK7O+n6svlzJkzOHXqlNbTiFLF0EVoaChsbW0xe/ZstGzZUuNKCUDzGKU61RwfH6/uowFkXaG3ZMkSfPnll5g9e7bG89PT05GUlKSxvDa6HEfyItY28/TpU7x69UqjLx2QtS8cOHAAcrlc51O5+VEdb3777TeEhYUBAN6+fYsVK1YU+Fyh73VUVBQAoHHjxkXOWwqlvvioWLEiatSogb/++gsffPCBaHHlcjlWrlyJ9u3bo3r16hgyZAgqVKiAx48f49ChQ7C1tcXvv/+u8ZyYmBh06dIF7dq1w6lTp7Bx40b0798ftWvXLvD1vvrqK/W18v/73/9gamqK5cuXIy0tTeNa84kTJ2L79u3o1asXPvjgAwQGBuLVq1f47bffsGzZMtSuXRsDBgzA1q1bMXLkSBw6dAhNmjRBRkYGbt68ia1bt6qv0581axaOHj2Kjh07wsvLC8+fP8eSJUvg7u6Opk2bAgDatm0LFxcXNGnSBOXLl8eNGzfw008/oWPHjjr9Gi7IpEmTsHHjRoSEhODjjz9WX2rr6emJV69eFdhyI1afj99++w1v3rzR6EiWXaNGjeDk5ITw8HBBxYfqsro1a9Zg8ODBgnIKDg5GcHBwvss0btwYDg4OGDRoEMaMGQOZTIYNGzbkauU5ePAgRo8ejV69eqFy5cpIT0/Hhg0bYGJikmcfokaNGuHXX39Fhw4d0LNnT+zcuTPXF1x2Yp2/T0pKgoeHB/r06aPuo3XlyhWsWbMGdnZ2+OKLLzSWVzWri9E83qlTJ0RGRqJbt27o2LEjYmJisGzZMlSrVg1JSUl6i6ELW1tbLF26FAMGDEDdunXRt29fODk54cGDB/jjjz/QpEkT/PTTTwD++2zGjBmD0NBQmJiYoG/fvggODsaIESMwZ84cXLx4EW3btoWZmRlu376Nbdu24fvvv9dajGeny3EkL2JtM48ePUKDBg3QqlUrtG7dGi4uLnj+/Dk2bdqES5cuYezYsaKcvhgxYgR++ukn9OvXD5988glcXV0RHh6u/hGW3/FK6Hu9f/9+eHp6GuZltgBfaktEtGjRIrKxscl1ySF0GK1RddlVXpcgXrhwgbp3706Ojo6kUCjIy8uLevfuTQcOHFAvo7qE7/r169SzZ08qU6YMOTg40OjRo3ONXppfTufPn6fQ0FCysbEhKysratmypdZRF+Pi4mj06NFUoUIFMjc3J3d3dxo0aBC9fPlSvcy7d+9o7ty5VL16dVIoFOTg4ECBgYE0c+ZMSkhIICKiAwcOUFhYGLm5uZG5uTm5ublRv3796J9//lHHWb58OTVv3ly9/r6+vjRx4kR1DKK8L7Xt2LFjrtyDg4MpODg413vcrFkzUigU5O7uTnPmzKEffviBANDTp0+1vldi69y5M1lYWFBycnKeywwePJjMzMzU7zN0uNT2xx9/1Hp5Yk7ZL7XNj7ZLbU+cOEGNGjUiS0tLcnNzo0mTJtHevXs1Lv27e/cuffDBB+Tr60sWFhZUtmxZatmyJf31118asbRtn7/++iuZmppSnz599DLyb1paGn3yySdUq1YtsrW1JTMzM/Ly8qIPP/xQ62XMgYGB5OLiUmDcvEY4zS4zM5Nmz55NXl5epFAoqE6dOrRr165cl03m93kVNUZexyTV9vX333/nWj40NJTs7OzIwsKCfH19afDgwXTu3Dn1Munp6fTxxx+Tk5MTyWSyXJfd/vzzzxQYGEiWlpZUpkwZqlmzJk2aNIliY2PVy+S1T+tyHJFaYmIiff/99xQaGkru7u5kZmZGZcqUoaCgIFqxYoXGcAl5XWqrbUgBbaOU3r17lzp27EiWlpbk5ORE48ePp19++YUA0OnTp/N9LpFu73VGRga5urrS1KlTC/+mSIyLDyKKj4+nsmXL0sqVK4vl9XU5qDFhPvnkE7KwsKD09PTiTqVIevXqRfXr1y/uNEqsxMREMjU1pZ9++qm4U2GlmGqsk0ePHokSb8eOHWRpaalRkBiaUj+8OpB1CdqkSZMwf/58jd79zDikpqZqPI6Li8OGDRvQtGlTvYyrIRUiwuHDh/O8Sy0ruqNHj6JChQoFjr7KmFhyHq/evn2L5cuXo1KlSgWOJaKruXPnYvTo0aINIyAFGVEJvhWjkZgxYwZmzpyJFy9eGOxlUYYsICAALVq0QNWqVfHs2TOsWrUKsbGxOHDggEHfeZIxVvq0b98enp6eCAgIQEJCAjZu3Ihr164hPDxc0s7QhqbUdzhlxq9Dhw7Yvn07fv75Z8hkMtStWxerVq3iwoMxZnBCQ0OxcuVKhIeHIyMjA9WqVcPmzZv1dhWcoeCWD8YYY4zpFff5YIwxxphecfHBGGOMMb0yuD4fmZmZiI2NRZkyZQz2hjiMMcYY00REePPmDdzc3Aq8KaDBFR+xsbG57sbIGGOMMePw8OFDjZtNamNwxYdqyO2HDx8WeEtnpVKJffv2qYeZLSqx4xlLTGPIUYqYxpCjFDGNIUcpYhpDjlLENIYcpYhpDDlKEbM4c0xMTISHh4dOt84wuOJDdarF1tZWp+LDysoKtra2on1oYsYzlpjGkKMUMY0hRyliGkOOUsQ0hhyliGkMOUoR0xhylCKmIeSoS5cJ7nDKGGOMMb3i4oMxxhhjesXFB2OMMcb0iosPxhhjjOkVFx+MMcYY0ysuPhhjjDGmV1x8MMYYY0yvuPhgjDHGmF5x8cEYY4wxveLigzHGSqiMjAwcOXIER48exZEjR5CRkVHcKTEGgIsPxhgrkSIjI+Hn54eQkBAsWrQIISEh8PPzQ2RkZHGnxhgXH4wxVtJERkaiZ8+eqFmzJo4dO4ZNmzbh2LFjqFmzJnr27MkFCCt2XHwwxlgJkpGRgfHjx6NTp07YuXMnGjZsCEtLSzRs2BA7d+5Ep06dMGHCBD4Fw4oVFx+MMVaCHDt2DPfu3cNnn30GuVzzEC+XyzFlyhTExMTg2LFjxZQhY1x8MMZYifLkyRMAQI0aNbTOV01XLcdYceDigzHGShBXV1cAwNWrV7XOV01XLcdYceDigzHGSpBmzZrB29sbs2fPRmZmpsa8zMxMzJkzBz4+PmjWrFkxZcgYFx+MMVaimJiYYOHChdi1axe6du2K06dPIzU1FadPn0bXrl2xa9cuLFiwACYmJsWdKivFTIs7AcYYY+Lq3r07tm/fjvHjx6N58+bq6T4+Pti+fTu6d+9ejNkxxsUHY4yVSN27d0dYWBgOHTqE3bt3o3379mjZsiW3eDCDwMUHY4yVUCYmJggODkZycjKCg4O58GAGg/t8MMYYY0yvuPhgjDHGmF5x8cEYY4wxveLigzHGGGN6xcUHY4wxxvSKiw/GGGOM6RUXH4wxxhjTKy4+GGOMMaZXXHwwxhhjTK+4+GCMMcaYXnHxwRhjjDG94uKDMcYYY3rFxQdjjDHG9EpQ8bF06VLUqlULtra2sLW1RVBQEHbv3q2e36JFC8hkMo2/kSNHip40Y4wxxoyXqZCF3d3d8c0336BSpUogIqxbtw5hYWG4cOECqlevDgAYNmwYZs2apX6OlZWVuBkzxhhjzKgJKj46d+6s8fjrr7/G0qVLcfr0aXXxYWVlBRcXF/EyZIwxxliJIqj4yC4jIwPbtm1DcnIygoKC1NPDw8OxceNGuLi4oHPnzvjiiy/ybf1IS0tDWlqa+nFiYiIAQKlUQqlU5puDan5By+lK7HjGEtMYcpQipjHkKEVMY8hRipjGkKMUMY0hRyliGkOOUsQszhyFvKaMiEhIEleuXEFQUBDevn0LGxsbREREoEOHDgCAn3/+GV5eXnBzc8Ply5cxefJkNGjQAJGRkXnGmzFjBmbOnJlrekREBJ+yYYwxxoxESkoK+vfvj4SEBNja2ua7rODi4927d3jw4AESEhKwfft2rFy5EkeOHEG1atVyLXvw4EG0bt0ad+7cga+vr9Z42lo+PDw88PLlywKTVyqV2L9/P0JCQmBmZiZkNfQSz1hiGkOOUsQ0hhyliGkMOUoR0xhylCKmMeQoRUxjyFGKmMWZY2JiIsqVK6dT8SH4tIu5uTn8/PwAAIGBgfj777/x/fffY/ny5bmWbdiwIQDkW3woFAooFIpc083MzHR+44QsWxzxjCWmMeQoRUxjyFGKmMaQoxQxjSFHKWIaQ45SxDSGHKWIWRw5Cnm9Io/zkZmZqdFykd3FixcBAK6urkV9GcYYY4yVEIJaPqZMmYL27dvD09MTb968QUREBA4fPoy9e/ciOjpa3f/D0dERly9fxqefformzZujVq1aUuXPGGOMMSMjqPh4/vw5Bg4ciCdPnsDOzg61atXC3r17ERISgocPH+Kvv/7Cd999h+TkZHh4eKBHjx6YOnWqVLkzxhhjzAgJKj5WrVqV5zwPDw8cOXKkyAkxxhhjrGTje7swxhhjTK+4+GCMMcaYXnHxwRhjjDG94uKDMcYYY3rFxQdjjDHG9IqLD8YYY4zpFRcfjDHGGNMrLj4YY4wxpldcfDDGGGNMr7j4YIwxxphecfHBGGOMMb3i4oMxxhhjesXFB2OMMcb0iosPxhhjjOkVFx+MMcYY0ysuPhhjjDGmV1x8MMYYY0yvuPhgjDHGmF5x8cEYY4wxveLigzHGGGN6xcUHY4wxxvSKiw/GGGOM6RUXH4wxxhjTKy4+GGOMMaZXXHwwxhhjTK+4+GCMMcaYXnHxwRhjjDG94uKDMcYYY3rFxQdjjDHG9IqLD8YYY4zpFRcfjDHGGNMrLj4YY4wxpldcfDDGGGNMr7j4YIwxxphecfHBGGOMMb0SVHwsXboUtWrVgq2tLWxtbREUFITdu3er5799+xajRo2Co6MjbGxs0KNHDzx79kz0pBljjDFmvAQVH+7u7vjmm28QFRWFc+fOoVWrVggLC8O1a9cAAJ9++il+//13bNu2DUeOHEFsbCy6d+8uSeKMMcYYM06mQhbu3LmzxuOvv/4aS5cuxenTp+Hu7o5Vq1YhIiICrVq1AgCsWbMGVatWxenTp9GoUSPxsmaMMcaY0Sp0n4+MjAxs3rwZycnJCAoKQlRUFJRKJdq0aaNext/fH56enjh16pQoyTLGGGPM+Alq+QCAK1euICgoCG/fvoWNjQ127NiBatWq4eLFizA3N4e9vb3G8uXLl8fTp0/zjJeWloa0tDT148TERACAUqmEUqnMNxfV/IKW05XY8YwlpjHkKEVMY8hRipjGkKMUMY0hRyliGkOOUsQ0hhyliFmcOQp5TRkRkZAk3r17hwcPHiAhIQHbt2/HypUrceTIEVy8eBFDhgzRKCQAoEGDBmjZsiXmzp2rNd6MGTMwc+bMXNMjIiJgZWUlJDXGGGOMFZOUlBT0798fCQkJsLW1zXdZwcVHTm3atIGvry/69OmD1q1b4/Xr1xqtH15eXhg7diw+/fRTrc/X1vLh4eGBly9fFpi8UqnE/v37ERISAjMzs6KshiTxjCWmMeQoRUxjyFGKmMaQoxQxjSFHKWIaQ45SxDSGHKWIWZw5JiYmoly5cjoVH4JPu+SUmZmJtLQ0BAYGwszMDAcOHECPHj0AALdu3cKDBw8QFBSU5/MVCgUUCkWu6WZmZjq/cUKWLY54xhLTGHKUIqYx5ChFTGPIUYqYxpCjFDGNIUcpYhY1XkpKCm7evAkASEpNw8kr0XAo5wwby6zvLX9/f1Fa6Q1tvQsTU8jrCSo+pkyZgvbt28PT0xNv3rxBREQEDh8+jL1798LOzg4ffvghxo0bh7Jly8LW1hYff/wxgoKCDP5KF9XG9d+Gda5IG5b2jVW6mGJt/Iwxpk/GcFy7efMmAgMDNabNy/b/qKgo1K1bV79JlQCCio/nz59j4MCBePLkCezs7FCrVi3s3bsXISEhAIBvv/0WcrkcPXr0QFpaGkJDQ7FkyRJJEhdTzo2rqBuWFBtrfjF542eMSU2KH1XGcFzz9/dHVFQUAODWk3iM23YFi3rVRBVXe/V8Jpyg4mPVqlX5zrewsMDixYuxePHiIiWlb6qNS6wNS4qNNb+Yhd34xW7xYYyVXFL8qJLiuCY2Kysr9XrJ78dBcSwVVWvURoCXYzFnZtyK3OejJFBtXGJtWFJsrFLEFLvFx1hw0cWYcFL8qOIv9tKLi49STOwWHymaZaVQWosuJg5j2c7FxoUCExMXH6WY2C0+xtIxS+yiSwrG0BGvtDKW7ZwxQ8bFBxONsXTMErvokoIxdMQrrYxlO2fMkHHxwUTDzbLiMYaOeKUVb+eMFR0XH4wZIP6CY4yVZIW+qy1jjDHGWGFwywdjpQRfYswYMxRcfDBWSvAlxowxQ8HFB2OlhDFcYswYKx24+GCslDCGS4wZY6UDdzhljDHGmF5x8cEYY4wxveLigzHGGGN6xX0+mEHje5wwxljJw8UHM2h8j5PShYtNxkoHLj6YQeN7nJQuXGwyVjpw8cEMGt/jpHThYpOx0oGLD8aYweBik7HSgYsPxhhjTIuYl8lITktXP45+kaz+19T0v69Pa4UpfMpZ6z0/Y1aqiw9dNyxA942LN1bGGDN+MS+T0XLBYa3zxm+/kmvaoQkt+JguQKktPoRuWEDBG5dUGysXNIwxpl+qY+53fQLg52yTNS01DbsOn0KnFkGw/veO0HeeJ2Hslosax2hWsFJbfOi6YQG6b1xSbKxcfTPGiltp/gHk52yDGhXsAABKpRJPnYC6Xg4wMzMr5syMW6ktPlSk2LDEjMnVN2OsOHGLLpNCqS8+jAVX34yx4sAtukwKXHwwUfCvGMZKNm7RZWLi4oMVGf+KYYwVBrfoll5cfLAi418xjDHGhODig4mGf8UwxhjThby4E2CMMcZY6cItH6WQFCO7GoPSut6MMWZouPgoZaQY2dUYlNb1ZowxQ8TFRykjxciuxqC0rjdjjBkiLj5KqdLaObS0rjdjjBkS7nDKGGOMMb3i4oMxxhhjeiWo+JgzZw7q16+PMmXKwNnZGV27dsWtW7c0lmnRogVkMpnG38iRI0VNmjHGGGPGS1DxceTIEYwaNQqnT5/G/v37oVQq0bZtWyQnJ2ssN2zYMDx58kT9N2/ePFGTZowxxpjxEtThdM+ePRqP165dC2dnZ0RFRaF58+bq6VZWVnBxcREnQ8ZKGb5JH2OspCvS1S4JCQkAgLJly2pMDw8Px8aNG+Hi4oLOnTvjiy++gJWVldYYaWlpSEtLUz9OTEwEkHUlglKpzPf1VfMLWk6b9PR09b854+SMp23ZosTUNZ4UMY1lvXV9naI8t6jrrU1RtkkAuBeXjJDvTmidp208kv1jm8DbUVgBUtTPQZuirrc2YudpDDkC4udZ1HjGcFzTxhDXW4o8pY4nJKaQ15QRERUmmczMTHTp0gXx8fE4fvy4evrPP/8MLy8vuLm54fLly5g8eTIaNGiAyMhIrXFmzJiBmTNn5poeERGRZ8EihodJwIIrpphQMx0eNuIsK/Zypfm1xX6+FOstBdVrD/DLQHnLrF1TmQm8SgPKKgCzf0+UPkuVYcMdE8nfi+JkDHkaQ45FZQzHFikYQ46GJiUlBf3790dCQgJsbW3zXbbQLR+jRo3C1atXNQoPABg+fLj6/zVr1oSrqytat26N6Oho+Pr65oozZcoUjBs3Tv04MTERHh4eaNu2bYHJK5VK7N+/HyEhIYLHabgWm4gFV06jadOmqO5mm288bcsWJaau8aSIaSzrrc2lB6+AK+fQqFEj1PYsW/ATCpFjUfMsyjaZ/bV7hDQp8L3ccKdwORblfcxLUddbG7HzNIYcAfHzFGubNOTjmjaGuN5S5Cl1PCExVWcudFGo4mP06NHYtWsXjh49Cnd393yXbdiwIQDgzp07WosPhUIBhUKRa7qZmZnOb5yQZVVU585NTU1zPTdnvPyWLUxMXeNJEdNY1lvo6xTluYVd7/wUZpsUkqdU70VRFXa9tZEqT2PIERA3z6LEM4bjWn4Mab2lyFNf8XSJKeT1BBUfRISPP/4YO3bswOHDh+Hj41Pgcy5evAgAcHV1FfJSjDHGGCuhBBUfo0aNQkREBH799VeUKVMGT58+BQDY2dnB0tIS0dHRiIiIQIcOHeDo6IjLly/j008/RfPmzVGrVi1JVoAxlj++my9jzNAIKj6WLl0KIGsgsezWrFmDwYMHw9zcHH/99Re+++47JCcnw8PDAz169MDUqVNFS5gxpju+my9jzBAJPu2SHw8PDxw5cqRICTHGxMN382WMGSK+qy1jpQDfzZcVhcw0ETGJtyC3yCpg09PTEZseixuvbqhP3cUkJkFmqvvVDqx0K9XFhy47FCBsp+KdlLGSq7SOPmtmfwafnZ2da/qSPUtyLNcaQAc9ZSU9Pp5Lp1QXH7ruUFnL6rZTldadlLGSTmj/mZLUd0YZ3xALO/aHr/N/X8Injp9Ak6ZN1F/C0c+TMCY8ujjTFB0fz6VTqosPXXYoQNhOJcVOytU3Kw0MvVVB1/4zJbHvDKXbwse2Cqo5/nfqLsY0BlXLVlWfust8mwBKf1GcaYqutBZd+lCqiw9ddihA2E4lxU7K1Tcr6YypVYH7z4jDGH5UldaiSx9KdfFhLLj6ZiVdaW5VKK34R1XpxsWHETCG6tsYfsUww8etCqUH/6gq3bj4YKLgXzGMMSGM4UcVkw4XH0wU/CuGMcaYrrj4KIWkGN+Ef8UwxhjTFRcfpZAU45swxhhjuuLioxSSYnwTxhhjTFdcfJRCUoxvYgykON3EGGNMOC4+WKnBp5sYY8wwcPHBSg0+3cQYY4aBiw9WapTW002MMWZouPhgzMCIPVos93VhjBkaLj4YMzBijxbLfV3Ew7cRYEwcXHwwZmDEHi3WWPq6GMMXO99GgDFxcPHBmIERe7RYY+nrYgxf7HwbAcbEwcUHY8wgGMMXO99GgDFxcPHBGDMI/MXOWOkhL+4EGGOMMVa6cPHBGGOMMb3i4oMxxhhjesXFB2OMMcb0iosPxhhjjOkVFx+MMcYY0ysuPhhjjDGmV1x8MMYYY0yvuPhgjDHGmF5x8cEYY4wxveLigzHGGGN6xcUHY4wxxvSKiw/GGGOM6ZWg4mPOnDmoX78+ypQpA2dnZ3Tt2hW3bt3SWObt27cYNWoUHB0dYWNjgx49euDZs2eiJs0YY4wx4yWo+Dhy5AhGjRqF06dPY//+/VAqlWjbti2Sk5PVy3z66af4/fffsW3bNhw5cgSxsbHo3r276IkzxhhjzDiZCll4z549Go/Xrl0LZ2dnREVFoXnz5khISMCqVasQERGBVq1aAQDWrFmDqlWr4vTp02jUqJF4mTPGmB6lKjMAAFHRT3H9ykUAQEZGBi5eiUaK6TGYmJgAAMi2QnGlyJjREFR85JSQkAAAKFu2LAAgKioKSqUSbdq0US/j7+8PT09PnDp1SmvxkZaWhrS0NPXjxMREAIBSqYRSqcz39VXzC1pOm/T0dPW/OePkjKdt2aLE1DWeFDGNZb11fZ2iPLeo661NUbZJIXkW5+etjaGttxQ5/vMk63j3f6v34Om6sXku5zLoOyhc/KAwoUK9VlHzFDueMRzXtDHE9ZYiT6njCYkp5DVlRESFSSYzMxNdunRBfHw8jh8/DgCIiIjAkCFDNIoJAGjQoAFatmyJuXPn5oozY8YMzJw5M9f0iIgIWFlZFSY1nTxMAhZcMcWEmunwsBFnWbGXK82vLfbzpVhvKRjD5y2F6ETgh2um6OGeAtP4h1qXKe/mjteZFthwx6RYckxSAldeyWAvf4vXTx/luVx5N3eUsVLA2VKPyUnIGI4tUjCGHA1NSkoK+vfvj4SEBNja2ua7bKFbPkaNGoWrV6+qC4/CmjJlCsaNG6d+nJiYCA8PD7Rt27bA5JVKJfbv34+QkBCYmZkJet1rsYlYcOU0mjZtiuputvnG07ZsUWLqGk+KmMay3tpcevAKuHIOjRo1Qm3PsoKeK8V6a1OUbVJInsX5eWtT1PXeeu4RcO06Is7F4um68VqXUbUoAEBo62B4O1rrNUcA6C1BzJzEjlnUeOfuvwau/A2HirXg9e92kfw2DXuO/Y12zerD2kKR9TovkoErV4rluKaNoe2LUuUpdTwhMVVnLnRRqOJj9OjR2LVrF44ePQp3d3f1dBcXF7x79w7x8fGwt7dXT3/27BlcXFy0xlIoFFAoFLmmm5mZ6fzGCVlWxdTUVP1vzufmjJffsoWJqWs8KWIay3oLfZ2iPLew652fwmyTQvLUNUclyQAAN58lq5+TnJqGcy8Al9gkWFv+t+/de/VWp5j5Kex6t69VASYmJqhQpjae9A0A8G9/igsXEVAnACYmJvDxqwxLSytYK0zhU05Y4SFGjsYes7Dx7v+7XXz+6/Ucc0yx4c6FXMvbWVvo/biWH0PZF6XKU1/xdIkp5PUEFR9EhI8//hg7duzA4cOH4ePjozE/MDAQZmZmOHDgAHr06AEAuHXrFh48eICgoCAhL8UYE0H08yQAwP9FXskxxxQb7vyt9TnWiiJ1BSuUstbm6NvAM+tB1awfNEqlElbpb9ChbTPRD6JMd22rZ/1w9HW2gaVZVqfaW08SMH77FSzsWRNVXO3Uyxa1MGSlh6CjzKhRoxAREYFff/0VZcqUwdOnTwEAdnZ2sLS0hJ2dHT788EOMGzcOZcuWha2tLT7++GMEBQXxlS6MFQMhXxwAf3mw3DQKw3+pOln6OlmjRgU7bU8zeqqrm64+TlBPU7ca3n+tbjW882+Bz4QRVHwsXboUANCiRQuN6WvWrMHgwYMBAN9++y3kcjl69OiBtLQ0hIaGYsmSJaIkKyZdNyxA942LN1ZmaErrFwdjRSW01bA4WgyNmeDTLgWxsLDA4sWLsXjx4kInpQ9SNEdLsbFyQcMYY/rHp5ukVWpLNSmao6XYWLn6ZoyVNMbwo4pbDaVVar+ppNiwpIjJ1TdjrKThH1WMP1EDx9U3Y6yk4R9VjIsPVmTG0IRqLPi9ZKUB/6hiXHywIpOqCTXmZTKS09L/e50Xyep/VQP7qOKVlF9G3BzNGCsN+MjFikyKJtSYl8loueCw1nnjt+f8YgYOTWhRIgoQbo5mjJUGXHywIpOiCVXV4vFdnwD4OWfdrSk5NQ27Dp9CpxZBGqcfxm65qNFCYsy4OZoxVhpw8cEMmp+zjfoLV6lU4qkTUNfLgYfbZowxI8bFBysVpBjRljHGWOFw8VHKlNYvYWO5wRpjjJUGfHQtZUrrlzDfYI0xxgyH8X+rMEFK65cwd+RkjDHDwcVHKcNfwowxxoqbvLgTYIwxxljpwsUHY4wxxvSKiw/GGGOM6RUXH4wxxhjTKy4+GGOMMaZXXHwwxhhjTK+4+GCMMcaYXnHxwRhjjDG94uKDMcYYY3rFxQdjjDHG9IqLD8YYY4zpFRcfjDHGGNMrLj4YY4wxpldcfDDGGGNMr7j4YIwxxphecfHBGGOMMb3i4oMxxhhjesXFB2OMMcb0iosPxhhjjOkVFx+MMcYY0ysuPhhjjDGmV1x8MMYYY0yvTIs7AcYYY+KJeZmM5LR0pKamIObOP8jIyMDFK9FIMT0GExMTAICPX2VYWlrBWmEKn3LWxZwxK40EFx9Hjx7F/PnzERUVhSdPnmDHjh3o2rWrev7gwYOxbt06jeeEhoZiz549RU6WMcZY3mJeJqPlgsMAgLSnd/B03Vity7kM+g4KFz8AwKEJLbgAYXonuPhITk5G7dq18cEHH6B79+5al2nXrh3WrFmjfqxQKAqfIWOMMZ0kp6UDAL7rE4AKZeoipm9AVsvHhYsIqBOg0fLx+E0mxm65qH4OY/okuPho37492rdvn+8yCoUCLi4uhU6KMcZY4fk526BGBTvU93OFUqmEVfobdGjbDGZmZuplLB8nFGOGrLSTpM/H4cOH4ezsDAcHB7Rq1QpfffUVHB0dtS6blpaGtLQ09ePExEQAgFKphFKpzPd1VPMLWk5X6enp6n9LU0xDzFHb87V93kV5HSnWW+xtEjCOz1uK9RY7pjHkWNSYuu43eS1blNcpKrFjGsO+CJSs7VzIa8qIiAqbkEwmy9XnY/PmzbCysoKPjw+io6Px2WefwcbGBqdOnVI3+WU3Y8YMzJw5M9f0iIgIWFlZFTa1QnmYBCy4YooJNdPhYVN6Yhpijro+vyivI8V6S8EYPm9mGIR8toa27xjDdmkMORanlJQU9O/fHwkJCbC1tc13WdFbPvr27av+f82aNVGrVi34+vri8OHDaN26da7lp0yZgnHjxqkfJyYmwsPDA23bti0weaVSif379yMkJESjObGwLj14BVw5h0aNGqG2Z9kixzOWmIaY47XYRCy4chpNmzZFdbes7UDb561tOX3lqI3Y2yRgHJ+3FOstdkxjyLGoMXXdb/JaVleGeMzIyRj2RaBkbeeqMxe6kPxS24oVK6JcuXK4c+eO1uJDoVBo7ZBqZmam8xsnZNn8mJqaqv8V60MzhpiGmGN+z8/+eRfldaRYb205FpUxfN4qYq63VDHFipeRkYGTJ0/i6NGjsLa2RsuWLbW27hZWYfLUdb8paNmivE5hSbVdGvK+mJ2hbudCYgp5PcmLj0ePHiEuLg6urq6ixEtJScHNmzcBAEmpaTh5JRoO5c7BxlIBf39/vZ+qYYyVPpGRkRg/fjzu3bsHAFi0aBG8vb2xcOHCPK8CZIz9R3DxkZSUhDt37qgfx8TE4OLFiyhbtizKli2LmTNnokePHnBxcUF0dDQmTZoEPz8/hIaGipLwzZs3ERgYqDFt3r//RkVFoW7duqK8DmOs+GRkZODIkSOStSoURWRkJHr27IlOnTphw4YNePToEdzd3TFv3jz07NkT27dv5wKEsQIIHl793LlzqFOnDurUqQMAGDduHOrUqYNp06bBxMQEly9fRpcuXVC5cmV8+OGHCAwMxLFjx0Qb68Pf3x9RUVGIiopCxK4DcBn0HSJ2HUBUVBT8/f1FeQ3GWPGJjIyEn58fQkJCsGjRIoSEhMDPzw+RkZHFnRoyMjIwfvx4dOrUCTt37kTDhg1haWmJhg0bYufOnejUqRMmTJiAjIyM4k6VMYMmuOWjRYsWyO8Cmb179xYpoYJYWVmpWzfk9+OgOJaKqjVqI8BL+6W8jDHjYeitCseOHcO9e/ewadMmyOVyjSJDLpdjypQpaNy4MY4dO4YWLVoUW56MGTq+sRxjzCAYQ6vCkydPAAA1atTQOl81XbUcY0w7Lj4YYwZB1arw2WefQS7XPDSpWhViYmJw7NixYsoQ6o7zV69e1TpfNV2sDvaMlVRcfDDGDIIxtCo0a9YM3t7emD17NjIzMzXmZWZmYs6cOfDx8UGzZs2KKUPGjAMXH4wxg2AMrQomJiZYuHAhdu3aha5du+L06dNITU3F6dOn0bVrV+zatQsLFiwwmCtzGDNUko/zwVhhyUwTEZN4C3KLrHGM09PTEZseixuvbqgH+4lJTILMVPdR9Uoz1Rg5t57EI+3pHdy4aonMOHsAMIgxcrK3KuzcuVNjniG1KnTv3h3bt2/H+PHj0bx5c/V0Hx+fYu8Qy5ix4OKDGSwz+zP47OzsXNOX7FmSY7nWADroKSvjlXOMnP7r/ptnCGPkqFoVevbsia5du2LixInqVoX58+dj165d2L59u0G0KnTv3h1hYWE4dOgQdu/ejfbt2xvUWCSMGTouPpjBUsY3xMKO/eHr/F/Lx4njJ9CkaRN1y0f08ySMCY8uzjSNhmqMnKTUNPxx6BQ6tgyCjaVCPc8QGFOrgomJCYKDg5GcnIzg4GAuPBgTgIsPZrAo3RY+tlVQzdEOQNbNjWJMY1C1bFX1PQQy3yaA0l8UZ5pGQzVGjlKpxOuXzxHUoJ7o934QA7cqMFbycfHBGDM43KrAWMnGV7swxhhjTK+4+GCMMcaYXnHxwRhjjDG94uKDMcYYY3rFxQdjjDHG9IqvdmGMMcbyoBoZGIDBjg5sjLj4gPjDTvPGyhhjJUPOkYEBwxsd2Bhx8QHxh53mjZUxVtKU1h9VqpGBARj06MDGhosPiD/sNG+sjLGSprT+qFKNDAzA4EcHNiZcfED8Yad5Y2WMlTT8o4qJiYsPxgxQfk3cJbV5mxk2/lHFxMTFB2MGKL8m7pLavM1KHy6ySy8uPowE76SlS35N3Ny8zUoKLrJLLy4+jATvpKULN3Gz0oCL7NKLiw8jwTspY6yk4SK79OLiw0jwTsoYY6yk4Hu7MMYYY0yvuPhgjDHGmF4Z1WmXmJfJSE5LVz+OfpGs/tfU9L9VsVaYwqectd7zY4wxxljBjKb4iHmZjJYLDmudN377lVzTDk1owQWInpXWez8wxhgTxmiKD1WLx3d9AuDnbJM1LTUNuw6fQqcWQbD+d4jfO8+TMHbLRY0WEqYfxnLvB7HvYswYMxyq/TspNQ0nr0TDodw5jSHgef82DEZTfKj4OdugRgU7AFlXfTx1Aup6OfBVHwbAWO79IPZdjBljhiPn/j0v2zzevw2H0RUfzHAZy+XAYt/FmDFmOFT7960n8Ri37QoW9aqJKq726nnMMHDxwUodse9inL2vCzf1Mla8VPu3/H4cFMdSUbVGbQR4ORZ3WiwHLj4YKyJtfV24qZcxxvLGxQdjRZS9rws39TLGCpJfa2lpaSkVXHwcPXoU8+fPR1RUFJ48eYIdO3aga9eu6vlEhOnTp2PFihWIj49HkyZNsHTpUlSqVEnMvBkzGNn7unBTL2OsIPm1lpaWllLBI5wmJyejdu3aWLx4sdb58+bNww8//IBly5bhzJkzsLa2RmhoKN6+fVvkZBljjDFjp2otjYqKQsSuA3AZ9B0idh1AVFRUqWkpFdzy0b59e7Rv317rPCLCd999h6lTpyIsLAwAsH79epQvXx47d+5E3759i5YtY4wxpoWuI2ADxTsKtipP8/K+AADzzAQoXFJhXt4P5uXtcPe1EnidUOJH6ha1z0dMTAyePn2KNm3aqKfZ2dmhYcOGOHXqlNbiIy0tDWlpaerHiYmJALIu1VQqlerp6enpkJkm4s7r68g0tVZPi02PxZXnV9Qb193XyZCZJiI9PV3j+bpQLS/0ecYeMz09Xf2vWDGLmqO2nLTFLEruUnw2hvheSh3PWGIaQ45FjanrfpPXsvrIUYqY9+KSEfLdCa3ztI2ADQD7xzaBt6OwL/eirrfQPIsjx6LEFPKaMiKiwiYkk8k0+nycPHkSTZo0QWxsLFxdXdXL9e7dGzKZDFu2bMkVY8aMGZg5c2au6RERERqdbh4mAT88OQSF04EC80p70RpjXFvCw6YQK1UKPUwCFlwxxYSa6Qbznumak6Hlbmj5sNJFyPZXkrZV1boM8MtAecusrzRlJvAqDSirAMyydTB4lirDhjsmxbLeuuZZnDkWRUpKCvr374+EhATY2trmu2yxX+0yZcoUjBs3Tv04MTERHh4eaNu2rUby12ITsXBFCua164OKTv+1fJw5fQYNGzX8r+XjRTI+3XwPTXs1RXW3/Fc+J6VSif379yMkJES0gbGMIealB6+AK+fQqFEj1PYsK0KGRc/xWmwiFlw5jaZN//sctcXUtpy+ctTGEN9LqeMZS0xjyLGoMXXdb/JaVh85ShFTtS49QprotN4b7hTPeuuaZ3HmWJSYqjMXuhC1+HBxcQEAPHv2TKPl49mzZwgICND6HIVCAYVCkWu6mZmZxkqampqC0m3h51ANNcr/N7z6Q9OHqOlcU72sPD0BlP4KpqamhX7jc762GAw5pqpwK8p7lpfC5phfTtljipG7mJ+NIb6X+opnLDGNIcfCxtR1vyloWSlzlCKmsay3sR7XdI0p5PUEX+2SHx8fH7i4uODAgf9OjSQmJuLMmTMICgoS86UYY4wxZqQEt3wkJSXhzp076scxMTG4ePEiypYtC09PT4wdOxZfffUVKlWqBB8fH3zxxRdwc3PTGAuEMcYYY6WX4OLj3LlzaNmypfqxqr/GoEGDsHbtWkyaNAnJyckYPnw44uPj0bRpU+zZswcWFhbiZc0YY4wxoyW4+GjRogXyu0BGJpNh1qxZmDVrVpESY6VbqjIDAHD1cYJ6WnJqGs69AFzuv4b1vzdtu/M8qVjyY4wxVnjFfrULY9pE/1tU/F9kzmvfTbHhzt+5lrdW8KbMGGPGgo/YzCC1rZ515ZSvsw0szUwAALeeJGD89itY2LMmqrjaqZct6SMBMsZYScPFBzNIZa3N0beBp8Y01YiMvk7WqFHBTtvTGGOMGQFRL7VljDHGGCsIFx+MMcYY0ysuPhhjjDGmV1x8MMYYY0yvjKbDqWrch6jop7h+5SIAICMjAxevRCPF9BhMTEzg41cZj99kFmOWjDHGWN5kpomISbwFuUXW7WrT09MRmx6LG69uqO/pEpOYBJmp7jdpM0ZGU3yox31YvQdP143VuozLoO+gcPEDwOM+6CIlJQU3b97ErSfxSHt6BzeuWiIzzh4A4O/vDysrq+JNkDHGShgz+zP47OzsXNOX7FmSY7nWADroKSv9M5pvaNW4DxXK1MaTvgEA/m35uHARAXUC1C0flpZWPO6Djm7evInAwED14/7r/psXFRWFunXrFkNWjDFWcinjG2Jhx/7wdf6v5ePE8RNo0rSJuuUj+nkSxoRHF2eakjOa4kNj3Ieq7gAApVIJq/Q36NC2mei3Di4N/P39ERUVhaTUNPxx6BQ6tgyCzb/Dlvv7+xdzdowxVvJQui18bKugmmPWWEVKpRIxpjGoWraq+nss820CKP1FcaYpOaMpPpj4rKysULduXSiVSrx++RxBDepxEccYY0xyfLULY4wxxvSKiw/GGGOM6RUXH4wxxhjTKy4+GGOMMaZXXHwwxhhjTK/4ahfGGGNGT5eRQ4HSMXqoMeDigzHGmNHTdeTQrGVL9uihxoCLD8YYY0ZPl5FDgdIxeqgx4OKDMcaY0dNl5FCgdIweagy4wyljjDHG9IqLD8YYY4zpFRcfjDHGGNMrLj4YY4wxpldcfDDGGGNMr7j4YIwxxphecfHBGGMGIiMjA0eOHMHRo0dx5MgRZGRkFHdKjEmCiw/GGDMAkZGR8PPzQ0hICBYtWoSQkBD4+fkhMjKyuFNjTHQ8yBhjRRDzMhnJaenqx9EvktX/Zh9V0VphCp9y1nrPjxmHyMhI9OzZE506dcKGDRvw6NEjuLu7Y968eejZsye2b9+O7t27F3earIhSlVktWVcfJ6inJaem4dwLwOX+a1hbKgAAd54nFUt++sTFB2OFFPMyGS0XHNY6b/z2K7mmHZrQggsQlktGRgbGjx+PTp06YefOncjIyEBcXBwaNmyInTt3omvXrpgwYQLCwsJgYmJS3OmyIoj+t6j4v8icxwdTbLjzd67lrRUl9yu65K4ZYxJTtXh81ycAfv/eTyI5NQ27Dp9CpxZBGr9ixm65qNFCwpjKsWPHcO/ePWzatAlyuVyjn4dcLseUKVPQuHFjHDt2DC1atCi+RFmRta3uAgDwdbaBpVlWIXnrSQLGb7+ChT1rooqrnXrZkt5aysUHY0Xk52yDGhX+u5/EUyegrpeDxv0kGMvLkydPAAA1atTQOl81XbUcM15lrc3Rt4GnxrT09KwfJb5O1urjSGGkpKTg5s2bSEpNw8kr0XAodw42//4A8vf3h5WVVeETlwAXH4wxVoxcXV0BAFevXkWjRo1yzb969arGcoxpc/PmTQQGBqofz8s2LyoqCnXr1tV/Uvng4oMxxopRs2bN4O3tjdmzZ2Pnzp0a8zIzMzFnzhz4+PigWbNmxZMgMwr+/v6IiorCrSfxGLftChb1qokqrvbqeYaGiw/GGCtGJiYmWLhwIXr27ImuXbti4sSJSE1NxenTpzF//nzs2rUL27dv586mLF9WVlaoW7cu5PfjoDiWiqo1aiPAy7G408qT6MXHjBkzMHPmTI1pVapUwc2bN8V+KcYYKxG6d++O7du3Y/z48WjevLl6uo+Pj+DLbGWmiYhJvAW5RVYn6PT0dMSmx+LGqxsal3/HJCZBZpoo3kowJoAkLR/Vq1fHX3/99d+LmHIDC2OseBhLR7zu3bsjLCwMhw4dwu7du9G+fXu0bNlScIuHmf0ZfHZ2dq7pS/Ys0bJsawAdCpsyY4UmSVVgamoKFxcXKUIzxgyE6ksdgEF/sRtTRzwTExMEBwcjOTkZwcHBhTrVooxviIUd+8PX+b+WjxPHT6BJ0yYaPwSjnydhTHi0aLkzJoQkxcft27fh5uYGCwsLBAUFYc6cOfD09NS6bFpaGtLS0tSPExOzmgGVSiWUSmW+r6OaX9ByuhI7nrHENIYcgf8uSUtPTxclblFz1JaPtphFzdtQP++rV6+iYcOGGtOyf7GfOXMGderUKXR8sfL09fXFmTNn8M+TBEzccR3zu1VD5X/HU/D19S1SfEPbd9LT00HptvCw8kUlW1t1nBjTGPiV8dO4/PtdUiIo/UWhtktDXG/Vv/nti3ktq48c8yL2cU3seIDu6y3k9WREREXKKofdu3cjKSkJVapUwZMnTzBz5kw8fvwYV69eRZkyZXItr62PCABEREQYxK8mZjgeJgELrphiQs10eNgUdza652NoeYslLS0Njx49AgA8SwHW3zHBQL8MlP93t3V3d4dCoSjGDDWV1M8hOyHrWJLeD2Neb7HzKc71S0lJQf/+/ZGQkADbf4vfvIje8tG+fXv1/2vVqoWGDRvCy8sLW7duxYcffphr+SlTpmDcuHHqx4mJifDw8EDbtm0LTF6pVGL//v0ICQkRZUAnseMZS0xjyBEALj14BVw5h0aNGqG2Z9kixytqjtdiE7Hgymk0bdoU1d3++5WZM6a25fSZp9TxgKzPZsuKc+jVr54onw0gfp5ibz+A4e07um6TeS2rjxyliGnM6y32dlmc27nqzIUuJO8Jam9vj8qVK+POnTta5ysUCq2/jszMzHT+cIUsWxzxjCWmoeeoOl9tampqEOudXz7ZY4qVtyF/3lJ9NoB4eRpDjkWNqes2WdCyUuYoRUwlyQAAN5/9d0NH9Q3bYpPUtzoAgHuv3gIwnPUWe7sszu1cyOtJXnwkJSUhOjoaAwYMkPqlGGOMlUJCb9gGlOybthkD0d/9CRMmoHPnzvDy8kJsbCymT58OExMT9OvXT+yXYowxxgTdsA0o+TdtMwaiFx+PHj1Cv379EBcXBycnJzRt2hSnT5+Gk5OTqK+TkZGBI0eO4OjRo7C2ti7U9fCMMcaMn5Q3bGPSEL342Lx5s9ghc4mMjMT48eNx7949AMCiRYvg7e2NhQsXChoJkDHGGDNmMS+TkZyWrn4c/SJZ/W/OAT4NqcXH6E56RUZGomfPnujUqRM2bNiAR48ewd3dHfPmzUPPnj0FD0XMGGOs5FANfnfrSTzSnt7BjauWyIyzB2A4A9+JJeZlMlouOKx13vjtOfu/ZDk0oYVBFCBGVXxkZGRg/Pjx6NSpE3bu3ImMjAzExcWhYcOG2LlzJ7p27YoJEyYgLCyMT8EwxoxCzMtkvIxPRMydfwBkHecuXolGiukxmJiYwMevMiwtrQzqV6shyzmibf91/80ztBFti0rV4vFdnwD4/TuibXJqGnYdPoVOLYI0rvK58zwJY7dc1GglKU5GVXwcO3YM9+7dw6ZNmyCXy5GRkaGeJ5fLMWXKFDRu3BjHjh1DixYtii9RxhjTgeqXa9rTO3i6bqzWZVwGfQeFix8Aw/nVashUt5ZPSk3DH4dOoWPLII0h/0siP2cbdb8WpVKJp05AXS8H0S+1FZNRFR9PnjwBANSoUUPrfNV01XKMMWbI1L9ch3eErG8AgH9bPi5cRECdAHXLx+M3mQb1q9WQqW4tr1Qq8frlcwQ1qGdwX8LZ74uU8/RQSTs1lBejKj5cXV0BZN1TolGjRrnmX716VWM5xhgzBtW9nFCjQlbrhlKphFX6G3Ro20z9pWn5OKE402Miy3lqCPjv9FBJOzWUF6MqPpo1awZvb2/Mnj0bO3fu1JiXmZmJOXPmwMfHB82aNSueBBljBsNYrwJgJZ/q1BCAXKeHSuqpoZyMqvgwMTHBwoUL0bNnT3Tt2hUTJ05EamoqTp8+jfnz52PXrl3Yvn07dzZlrJQz5qsAWMmnOjUEwKBPD0nJqIoPAOjevTu2b9+O8ePHo3nz5urpPj4+fJktYwyAcV8FwJgQMtNExCTegtwiaztPT09HbHosbry6odHCF5OYBJmp7jd+k5rRFR9AVgESFhaGQ4cOYffu3Wjfvj2PcMoYy8UYrgLQ5cvD0L44mOEwsz+Dz87OzjV9yZ4lWpZtDaCDTnGzd4pNSk3DySvRcCh3TuPKoaJ0jDXK4gPIOgUTHByM5ORkBAcHc+HBmB7p2p+C+1IUTNcvDyFfHKz0UMY3xMKO/eHr/F/xeuL4CTRp2kRjX4x+noQx4dE6x9XWKXZetv8XtWOs0RYfjBmC0virVWh/Cu5LkbdUZQaU8Q3xUf0u6tNDqWnvcOzcFTSrVxOWCnMAwMNXKZh/m4cQYLlRui18bKugmuN/LXwxpjGoWraqRgtf5tsEUPoLneNm7xR760k8xm27gkW9aqKKq716flFw8cFYEZTGX6269qfgvhQFi36eBEq3xfe7UwGkZpvjid/v5Ly81pZvA880pCqzBtq8mu1S7OTUNJx7Abjcf52rb5NO0tOB169hBaCuhwcAQC63hcIlFVUreCJAdZO+5GTA3BwwLdw2yVsyY0WgS5On0OZOY2EM/SkMnZBbwfMpLJZT9L8Fxf9F5mxxNMWGO39rfU6+BezGjcDo0UCCZuFrWt4XGPw9TNu1A55lO5bZ2QE//QS8/77g3Ln4YKwIdGnyFNrcyUoPvhU8KwohxStQQAGbnq618MhXQkLWc/r2FdwCwsUHY4wVM7GG25akGZ4ZLFGL19evhRUeKgkJWc91chL0NC4+GGOsmIk13Hb2ZvhM5Vso4x6p5608fk/9fzNHd8jNLAAU0AzPGADfuEfYtfYT+GbbnoqKtzrGGCtmYg23nb0ZPubmFfRp31Prclt2H0a1mgHcj6QEUbWe5Ww5A4owJsf160C5cjBVKvHwr79QpU2brJaOatWKnC8XH4yxEsmYRn4Ua7jt7M3w1Z3r53tr+dJw59TSJGfrmarlDCjCmBzlymWdTlEq8c7OLuv/InUo5+KDMVYiSTXyo7EwhlvLM/GoWs/yKjaFeGFnihf2pkDCP4D8hWbh/uYN4JV1ys4pPh1OCYW7lJ6LD8aYYMYwuJpUIz8yZoiKXGxmZqr/u61lWSzt6gycGKmxiLpwn+kHAPho53P8b+fzQuXLxQczaGJdBcDEZQyDq0k18iNjJVJcnPq/vQ69QosLBf9wcIov/ACCXHwwgybWVQBMXKV5cDXGSjqnhHRYJ6TjZj7L+AMoyk8/Lj6YQRPrKgAmLh5cjbGS7SaAwHzmRwGoC2SNcurgIDg+Fx/MoIl1FQATj64DWRXnIFY82BZjReOPrAIjv/nq4dULcX8XLj4YKyTVF1xU9FNcv3IRAJCRkYGLV6KRYnoMJiZZwx2TbYXiSlESQu8nURyDWIl+zwvGSrrKlYFr19QPrQDUdXQE5HIolUr89ddfaNOmjeYPPwcHvrEcY/qm/oJbvQdP143NczmXQd9B4eJXYr7cVANZVSgjx5P7WX067r9MwqK/7mBcGz94lcvqB+LjVxnl7G2LZRCr7INtIT0NMXf+yTNHS0srHmyLMVPTvAcP43E+GDMc/30J18aTvgEA/m35uHARAXUC1C0fxfklLAXVQFbnz59Hn/YtNOZNyjGwkY+fq36T+1f2wbZy5pkzxxp+3GmZMX3j4oOxQtK4qVNVdwBZ/VKs0t+gQ9tmJb5fSn6dgVXzDYGYgy8xxsTBxQdjrFCMpTMwj/TJmOGRF3cCjDHGGCtduPhgjDHGmF5x8cEYY4wxveLigzHGGGN6xcUHY4wxxvSKiw/GGGOM6ZVkxcfixYvh7e0NCwsLNGzYEGfPnpXqpRhjjDFmRCQpPrZs2YJx48Zh+vTpOH/+PGrXro3Q0FA8f/5cipdjjDHGmBGRpPhYtGgRhg0bhiFDhqBatWpYtmwZrKyssHr1ailejjHGGGNGRPQRTt+9e4eoqChMmTJFPU0ul6NNmzY4depUruXT0tKQlpamfpyYmAgga8REpVKZ72up5he0nK7EjmcsMY0hRyliGkOOUsQ0hhyliGkMOUoR0xhylCKmMeQoRczizFHIa8qIiIqUVQ6xsbGoUKECTp48iaCgIPX0SZMm4ciRIzhz5ozG8jNmzMDMmTNzxYmIiICVlZWYqTHGGGNMIikpKejfvz8SEhJga2ub77LFfm+XKVOmYNy4cerHiYmJ8PDwQNu2bQtMXqlUYv/+/QgJCRHlXg1ixzOWmMaQoxQxjSFHKWIaQ45SxDSGHKWIaQw5ShHTGHKUImZx5qg6c6EL0YuPcuXKwcTEBM+ePdOY/uzZM7i4uORaXqFQQKFQ5JpuZmam8xsnZNniiGcsMY0hRyliGkOOUsQ0hhyliGkMOUoR0xhylCKmMeQoRcziyFHI64lefJibmyMwMBAHDhxA165dAQCZmZk4cOAARo8eXeDzVWeBdKmglEolUlJSkJiYKFrFKGY8Y4lpDDlKEdMYcpQipjHkKEVMY8hRipjGkKMUMY0hRyliFmeOqu9tXXpzSHLaZdy4cRg0aBDq1auHBg0a4LvvvkNycjKGDBlS4HPfvHkDAPDw8JAiNcYYY4xJ6M2bN7Czs8t3GUmKjz59+uDFixeYNm0anj59ioCAAOzZswfly5cv8Llubm54+PAhypQpA5lMlu+yqv4hDx8+LLB/iC7EjmcsMY0hRyliGkOOUsQ0hhyliGkMOUoR0xhylCKmMeQoRczizJGI8ObNG7i5uRUYU7IOp6NHj9bpNEtOcrkc7u7ugp5ja2sr2pssRTxjiWkMOUoR0xhylCKmMeQoRUxjyFGKmMaQoxQxjSFHKWIWV44FtXio8L1dGGOMMaZXXHwwxhhjTK+MuvhQKBSYPn261kt1DSGescQ0hhyliGkMOUoR0xhylCKmMeQoRUxjyFGKmMaQoxQxjSFHQIIRThljjDHG8mPULR+MMcYYMz5cfDDGGGNMr7j4YIwxxphecfHBGGOMMb0q9rvaljQxMTE4duwY7t+/j5SUFDg5OaFOnToICgqChYVFcaenF2lpaaL2imbMkCiVSjx9+lS9f5ctW7ZI8dLS0nDmzJlcxwwfHx+RMhaH2OudnRjHDKneRynXW2zGdOw1muLjxo0b2Lx5s9Yv9tDQUPTo0UPQmx4fH48dO3bkGa9x48aC8gsPD8f333+Pc+fOoXz58nBzc4OlpSVevXqF6OhoWFhY4L333sPkyZPh5eVVbHmKHQ8Adu/erf5sHj58iMzMTFhbW6NOnTpo27YthgwZotNwu9llZmbiyJEjWvNs06aN4Hv/SLHeUsQUezsXO56xxBQ73ps3b7Bx40Zs3rwZZ8+exbt370BEkMlkcHd3R9u2bTF8+HDUr19f55gnTpzA999/j99//x1KpRJ2dnbqY0ZaWhoqVqyI4cOHY+TIkShTpkyJWW9A3GOGFO+jVOst9ucjxbFXiv1bG4O/1Pb8+fOYNGkSjh8/jiZNmqBBgwYaX+xXr17FsWPHkJiYiEmTJmHs2LH5vjGxsbGYNm0awsPD4ebmpjVeVFQUvLy8MH36dPTp06fAHOvUqQNzc3MMGjQInTt3zvXFmJaWhlOnTmHz5s345ZdfsGTJEvTq1SvfmGLnKcV679ixA5MnT8abN2/QoUOHPD+bU6dOYfDgwfjyyy/h5OSUb8zU1FQsXLgQS5cuxatXrxAQEJArZmxsLNq2bYtp06ahUaNGel9vKWKKvZ2LHc9YYkqR46JFi/D111/D19cXnTt3zjPmzp070bBhQ/z444+oVKlSvjG7dOmC8+fPo3///ujcuTPq1asHS0tL9fy7d+/i2LFj2LRpEy5duoT169cjJCTE6Ndb7GOG2O+jVOst9ucjxbFXim0oX2TgvL29afHixfT69et8lzt58iT16dOHvv7663yXc3Z2pokTJ9K1a9fyXCYlJYUiIiKoUaNGNH/+/AJz3LNnT4HLqLx8+ZLOnTtX4HJi5ynFejdq1Ih27dpFGRkZ+S736NEjmjx5Mi1atKjAmO7u7tSrVy/6448/6N27d1qXuXfvHs2ePZu8vLzo559/zjeeFOstRUyxt3Ox4xlLTCly7Nu3L129erXA5d6+fUtLly6lVatWFbjssmXL8ty+c7p27Rr99ddf+S5jLOst9jFD7PeRSJr1FvvzkeLYK8U2lB+Db/lQKpUwMzMTbfm4uDg4OjrqHE/o8mIRO09jWe8bN26gatWqOi2rVCrx4MED+Pr65rmMFOstRUyxt3Ox4xlLTClyNAaldb2NhTF8PvrO0eCLD2Pz9OlTnDlzBk+fPgUAuLi4oGHDhnBxcSnmzBhjUqB/+wKIhQuDwklPT8e1a9c0jr3VqlXj99JAGU2H0+ySk5OxdetW3LlzB66urujXr5/gX+nv3r3Dzp07cerUKY2NtXHjxggLC4O5ubngnEaMGIHNmzdDJpOpe0S/evUKRIR+/fph+fLlsLKyEhQ3Li4Oly9fRu3atVG2bFm8fPkSq1atQlpaGnr16qVzK4HKpUuXEBUVhRYtWqBixYq4du0aFi9ejMzMTHTr1g2hoaGC4uUUGxuL5cuXqz+boUOHwt/fX3AcIsK9e/fg4eEBU1NTvHv3Djt27EBaWho6dOiAcuXKFTpHIsLhw4fVOYaGhhb6APXo0SPY29vDxsZGY7pSqcSpU6fQvHlzQfFSU1MRFRWFsmXLolq1ahrz3r59i61bt2LgwIE6x3v58iVWr16tdTsfPHhwgeeBCyLGvih1nmLkmJaWhs8//xxnz55Fx44dMXnyZHz11Vf45ptvAGT1PVi2bJmgW5hv3boVXbt2VR9rfvrpJ8yfPx+PHj2Cg4MDxowZg2nTpgnKMzuxPpuVK1fi2LFjaNGiBYYMGYItW7ZgxowZSEtLw4ABAzBz5sxC5wgU/ZiRmZmJadOmYfHixUhISNCYZ2dnh9GjR2PmzJmQy3UfWaJmzZro3bs3Bg8eLLhze37E3r+zE+vYK/UxQ61IJ230pGrVqhQXF0dERA8ePCBvb2+ys7Oj+vXrU9myZcnZ2Znu3r2rc7zbt29TxYoVycLCgoKDg6l3797Uu3dvCg4OJgsLC/Lz86Pbt28LyvHDDz+kSpUq0Z49eyg9PV09PT09nfbu3UuVK1emoUOHCop55swZsrOzI5lMRg4ODnTu3Dny8fGhSpUqka+vL1laWlJUVJTO8X755RcyMTEhR0dHsrGxof3795O9vT21adOGQkNDycTEhMLDwwXlaGlpSc+fPyeirHOqdnZ25OfnR7169SJ/f3+ysrKiS5cuCYp58+ZN8vLyIrlcTn5+fnT37l0KDAwka2trsrKyonLlytE///yjc7z27dtTfHw8ERHFxcVRw4YNSSaTkZOTE8nlcvL391evg65iY2Opfv36JJfLycTEhAYMGEBv3rxRz3/69CnJ5XJBMW/dukVeXl4kk8lILpdT8+bNKTY2ttAxz549Sw4ODlShQgUaNGgQTZo0iSZNmkSDBg0id3d3Klu2LP3999+CchR7X5QiTyly/PTTT8nNzY3Gjx9PVatWpf/973/k6elJGzdupIiICPLz86OPP/5YUEy5XE7Pnj0jIqLVq1eThYUFTZs2jf744w/66quvyNramlasWKFzPCnW+9tvvyVra2vq3r07ubq60ldffUWOjo701Vdf0cyZM8nW1paWL18uKKbYx4yJEyeSk5MTLVu2jGJiYiglJYVSUlIoJiaGli9fTs7OzjRp0iRBOcpkMnJ0dCQTExMKDQ2l7du3k1KpFBQjJ7H3bymOvVIcM/JiFMWHTCZT76TvvfceNW7cWP1l8ubNG2rTpg3169dP53ht2rShsLAwSkhIyDUvISGBwsLCqG3btoJytLe3pxMnTuQ5//jx42Rvby8oZps2bWjo0KGUmJhI8+fPJ3d3d40CZsiQIdS1a1ed49WtW5e++uorIiLatGkT2dvb06xZs9TzFyxYQAEBAYJyzP7ZhIWFUefOndU7aUZGBvXt25c6deokKGZYWBh16dKFLl++TGPHjqWqVatSWFgYvXv3jt6+fUudO3em999/v1A5fvTRR1StWjX1Qfjhw4cUGBhII0eOFJTjwIEDqWHDhvT333/T/v37KTAwkOrVq0evXr0ioqwDiUwmExSza9eu1LFjR3rx4gXdvn2bOnbsSD4+PnT//n11TCEHp4YNG9Lw4cMpMzMz17zMzEwaPnw4NWrUSFCOYu+LUuQpRY4eHh60f/9+IiKKjo4muVxOO3fuVM/ft28feXl5CYqZPc8GDRrQvHnzNOYvWbKE6tSpU6h4Yq23v7+/+gfJ+fPnydTUlFauXKmev3LlSgoMDBQUU+xjRvny5fPt9L9nzx5ydnYWnOPjx49px44d1LlzZzI1NSUnJycaP348Xb9+XVAsFbH3bymOvVIcM/JidMVHxYoVad++fRrzT5w4QR4eHjrHs7S0pCtXruQ5//Lly2RpaSkoR1tb23wrwrNnz5Ktra2gmA4ODuoN/d27dySXy+nMmTPq+VFRUVShQgWd41lbW1NMTAwRZW1IZmZmdPnyZfX86OhosrGxEZRj9s/Gw8ODjh49qjH//Pnz5OrqKiimk5MTXbhwgYiIkpKSSCaT0bFjx9TzT5w4QZ6enoXKsUqVKvTrr79qzP/rr7/Ix8dHUI5ubm4an4WqKAoICKC4uLhCtXw4OztrfB6ZmZk0cuRI8vT0pOjoaMExLSws6MaNG3nOv3HjBllYWAjKUex9UYo8pcjR0tJS/SVBRGRmZqZxRURMTAxZWVkJiimTydS/XMuVK0cXL17UmH/nzh0qU6aMoHhSr7dCodBY79u3bwv+USX2McPKykpjv8np0qVLZG1tXegcibJaOmfPnk2VKlUiuVxOQUFBOl3lkp3Y+7cUx14pjhl5MZrh1VUdut6+fQtXV1eNeRUqVMCLFy90jmVvb4979+7lOf/evXuwt7cXlF+nTp0wfPhwXLhwIde8Cxcu4KOPPkLnzp0FxXz37p36mnUzMzNYWVlp9HUoV64c4uLidI5XpkwZ9fLx8fFIT0/XeH5cXFyuvgsFkclk6s9GLpfDzs5OY769vT1ev34tKGZSUpK6z4y1tTWsra01PnMPDw88e/ZMcJ4A8Pr161xXx/j5+SE2NlZQvISEBDg4OKgfKxQKREZGwtvbGy1btsTz588FxQOyzgebmv7XDUsmk2Hp0qXo3LkzgoOD8c8//wiK5+LigrNnz+Y5/+zZsyhfvrzgPMXcF6XKU+wcPT09cerUKQDA33//DZlMppHzmTNnUKFCBUExAWDPnj347bffYGFhgZSUFI15b9++FdyRVez1trKyQnJysvqxk5NTrmNEenq64BzFPGa0aNECEyZMwMuXL3PNe/nyJSZPnowWLVoIzjE7V1dXTJkyBf/88w8OHDgAX19fjBkzRlBMsfdvKY69Uh0ztDGaDqetW7eGqakpEhMTcevWLdSoUUM97/79+4I6Ug0dOhQDBw7EF198gdatW6vfzGfPnuHAgQP46quv8PHHHwvK76effkL//v0RGBgIBwcHODs7AwCeP3+O+Ph4hIaG4qeffhIU08PDA3fv3oW3tzcAYPPmzRoHlCdPngjqeNmmTRuMGjUKH3/8MbZs2YK2bdtiypQpWLNmDWQyGSZOnIimTZsKypGIULlyZchkMiQlJeHy5cuoVauWev6dO3cEX+nj5uaGBw8ewNPTEwAwb9489fsJAC9evND44tfF4MGDoVAooFQqERMTg+rVq6vnPX36VHCxWbFiRVy+fFljcCFTU1Ns27YNvXr1QqdOnQTFAwB/f3+cO3cuVydi1XbTpUsXQfEmTJiA4cOHIyoqSut2vmLFCixYsEBwnmLui1LlKXaOI0eOxODBg7Fy5UpERUVhwYIF+Oyzz3Dz5k3I5XIsXboU48ePFxQTAAYNGqT+/8GDBxEUFKR+fPr06XwvI9dG7PX29/fH5cuX1dvkw4cPNebfvHlTfXzSldjHjGXLlqFDhw5wdXVFzZo1NbafK1euoFq1ati1a5fgHPPSokULtGjRAomJiYJiir1/S3HsleqYoY1RFB/Tp0/XeJyz8v7999/RrFkznePNmjUL1tbWmD9/PsaPH6+uHokILi4umDx5MiZNmiQoRwcHB+zevRs3btzA6dOnNXoJBwUFFarXcd++fTV+QXfs2FFj/m+//YYGDRroHG/BggUYMGAARo4ciSZNmmDLli2YOnUqqlWrBplMBl9fX6xatUpQjmvWrNF47Ofnp/H49OnT6Natm6CYbdq0wc2bN9WF0EcffaQxf9++fahbt67O8bIf4MPCwnL9wvzll18QEBAgKMf27dvj559/Ro8ePTSmqwqQHj164NGjR4JiduvWDZs2bcKAAQNyzfvpp5+QmZmJZcuW6Rxv1KhRKFeuHL799lssWbIEGRkZAAATExMEBgZi7dq16N27t6Acxd4XpchTihzHjh0LZ2dnnDp1Ch988AH69euHmjVrYtq0aUhJScGnn36Kzz//XFDMzMzMfOeXL18ec+bM0TmeFOs9d+5cWFtb5zn/wYMHGDFihKCYYh8zPDw8cOnSJezdu1fj2NugQQPMnj0bbdu2FXSlC5B1zMg+Uqo2Qq5sAsTfv6U49kpxzMhLqR/n4+7du+omfBcXF4O7mVN+UlJSYGJiUuRx9u/evYuUlBT4+/trNAsaqpiYGFhYWORqVi6s5ORkmJiYCLrxX3p6OlJSUvI8AKWnp+Px48eC7uMjJaVSqW6WLleunMGOfWAseTJW0km9Lxp18XH48GE0bNiwwApVX8QeO4QxZtjWrl2Lbt265TrfXhStWrXCmjVrRC1cqYgDoRn6AF4k0bhAGRkZMDExUT8+e/YsMjMzUadOHYO9eywRITMzUyNvgyRKt9ViYmZmVujLnq5du0YfffQRBQQEkIuLC7m4uFBAQAB99NFH+d6zIy9SjB1CRPTjjz/SgAEDaNOmTUREtH79eqpatSpVqVKFpkyZIvja85SUFFq1ahUNGTKE2rVrRx06dKDRo0frdM+Dwrh+/brgK0mIxM2zU6dOtH79ekpJSRH83LxERUVpjJmwfv16aty4Mbm7u1OTJk3Un5dQFy9epAEDBpCPjw9ZWFiQlZUV1ahRg6ZOnar10nBd4n355Ze0ePFievHihca8hIQEGjJkiKB4NWrUoFmzZtGDBw8E51JYd+7coZYtWxpkvKIcg3799VetfyYmJvTTTz+pH+vq7du3NH78eGrWrBl98803RET05ZdfkrW1NVlbW1O/fv0Eb0MZGRn0+eefk729PclkMo0/e3t7mjp1aoH3FxFK6DFD7HGBiLLuHxUYGEgmJibUrl07SkhIoDZt2qjXvWLFinTr1i1BMcXed5RKJX3++efUvHlzmjZtGhERzZs3j6ysrMjc3JwGDhxIaWlpxZpjfoyi+KhTp47WP5lMRlWrVlU/1tWff/5J5ubm1KhRI5o+fTotWbKElixZQtOnT6fGjRuTQqEQdLM4ImnGDvnyyy+pTJky1KNHD3JxcaFvvvlGPcDP7NmzycnJSb3R6eL27dvk5eVFzs7O5OHhQTKZjDp27EgNGzYkExMT6tWrV5EH0snp4sWLgi85FTtPmUxGpqamZGdnRyNHjtTpxn4FqVWrlnrchxUrVpClpSWNGTOGli5dSmPHjiUbGxvBl+Lt2bOHLC0tqUePHvT++++TlZUVjR49miZPnkx+fn7k6+tLT5480Tne3r17ydzcnKpXr06enp7k6OhIBw8eVM8vzOXAUgy+VJDCbENix3NwcND6J5PJyM7OTv1YCNVgUzm/1LP/CclTioHQpBjAqyBCPx+xxwUiIurRowcFBwfT77//Tr1796YmTZpQixYt6NGjRxQbG0uhoaGCxlgiEn/fmTp1KpUvX57GjRtH1apVo5EjR5KHhwdt3LiR1q1bRxUqVKC5c+cWa475vhaR4Z92MTMzQ5s2bTRun05E+PLLLzFy5Ej1lRA5O1zlpXbt2ggLC8OsWbO0zp8xYwYiIyNx+fJlnXO0srLC2bNnNXqXZ3flyhU0bNgwV2fH/Pj5+WHevHno3r07Ll26hMDAQKxbtw7vvfcegKzbKk+aNAm3b9/WKV6HDh3g6emJpUuXQiaTYe7cuThy5Aj+/PNP3L59G23btsWgQYMwY8YMnXMcN25cvvNfvHiBiIgIdcel4shTLpfj6tWr2LdvH1avXo1r166hZs2aGDp0KN577z3BV84AWZ/3jRs34OXlhbp16+Kjjz7CsGHD1PMjIiLw9ddf49q1azrHrFOnDkaMGIGRI0cCAPbv348xY8bgxo0bUCqVaN++PTw8PHJ1NMtL48aN0bJlS3z99dcgIsyfPx9ffvkltm3bhnbt2uHZs2dwc3MT9NnI5XI8evQIZ8+exerVq7F79244ODhg4MCB+PDDDwUP9w8AP/zwQ77zHz9+jAULFuicp9jxgKzL1IODg9GrVy/1NCLC0KFDMWvWLPVlttk7Nxekffv2MDExwerVqzWu5jIzM8OlS5dyDb9dEE9PT6xevRpt2rTB3bt3UalSJURGRiIsLAxA1vY0bNiwfIcZyMnFxQXr1q3L87YLe/fuxcCBAwVd+i72McPZ2Rn79u1DQEAAkpOTUaZMGRw9elTdYf3kyZPo168f7t+/r3OO2WOqLqvPHvP8+fPo0KGD+jSULsTed3x9ffH999+jU6dOuHPnDqpUqYKIiAj06dMHQNbw/V9++SWuXLlSbDnmS5KSRmTHjx8nX19fmjZtmkYTn6mpaaFOkVhYWNDNmzfznH/z5k3BA6m4urrS77//nuf83377TfCALwUNbHTv3j1BAxtZWVlpND+mpaWRmZkZvXz5koiIdu7cSd7e3oJylMvlVLduXWrRooXWv3r16gn+lSl2njkHDDpz5gwNHz6c7OzsyNLSkvr160cHDhwQlKOjo6O6BcXZ2VnrAFFCB6qzsLBQDwJH9N9AcKohmI8ePUpOTk46x7O1taU7d+5oTAsPDydra2v6/fffC93yIfbgSzKZjNzc3Mjb21vrn5ubm+DBl8SMR5TVGle/fn0aOHCgxjD6hT0GqSxatIg8PDw0jh2FjSnFQGhSDOAl9jEj53rb2NhobPcPHjwghUIhKMcyZcqoT6tmZGSQqampxj5++/ZtQQPAEYm/71hYWGicHsk5QNjdu3eLPcf8GEXxQUQUHx9Pffv2pYYNG6o3rMLupP7+/rRw4cI85y9cuJCqVKkiKOYXX3xBDg4OtGjRIrp06RI9ffqUnj59SpcuXaJFixZR2bJlafr06YJi+vj40O7du4mI6J9//iG5XE5bt25Vz//jjz8EfQm7ublp3Avm9evXJJPJKDExkYiyNlahO2nlypVpw4YNec6/cOGC4AO92Hnm3KFUkpOTac2aNdS0aVPBOb7//vv04YcfEhFRr169aOrUqRrzZ8+eTTVr1hQU09fXV+N03+3bt8nExER93vbu3buCChonJyetp5g2bdpEVlZWtHTpUsHrnf1+JDkdOnSI3n//fcFfRt7e3rRly5Y85wvdhsSOp6JUKmnSpEnk6+tLx48fJ6KiFx+qfKpVq0bDhw+n5OTkQsesUqUKbd68mYiyRlQ2Nzen1atXq+dv3ryZKlWqJChmhw4dqG3btrn6CxERvXjxgtq1a0cdO3YUFFPsY4avr6/GCMhLlixRHyuIsvpnubi4CMqxUaNG6n169erVVL58efq///s/9fxZs2YJHlZe7H2nfPnyGoVh48aN6dGjR+rHN27cEDyqthT7d16MpvhQWb16Nbm4uNDy5cvJzMysUDvp1q1bydTUlDp37kzff/89bd68mTZv3kzff/89denShczNzWn79u2C437zzTfk6uqqPlerOp/r6uoq+NwbUdY5PScnJxo6dCj5+PjQ//3f/5GnpyctXbqUli1bRh4eHvTpp5/qHG/QoEEUHBxMN27coLt371KfPn00+socPnxY8PDL/fv3p7Fjx+Y5/+LFi4LvcSJ2nnkVH9kJ7Tz2+PFj8vb2pubNm9O4cePI0tKSmjZtSsOGDaPmzZuTubk5/fHHH4Jizpw5k9zd3Wnp0qW0evVqqlGjBnXr1k09PzIykqpVq6ZzvJCQEJo/f77WeREREWRmZlbklg9thHZq7NGjR779BoRuQ2LHy+nAgQPk6elJU6ZMKfQxKKeUlBQaMWIEVapUiUxMTAoV89tvvyULCwtq06YNOTg40A8//EAuLi40adIk+r//+z+ys7PTuJeTLh48eEA1atQgU1NTqlOnDrVr147atWtHderUIVNTU6pVq5bgzoliHzNGjBiR7w345syZQx06dBCU4549e8jCwoLMzc3JwsKCjhw5QpUrV6YGDRpQo0aNyMTEJN8CVxux952WLVvS2rVr85y/devWIt13Jy+F6fiujdEVH0RZrQD169cnmUxW6B3/xIkT1KdPH/L09CRzc3MyNzcnT09P6tOnD508ebJI+d29e5dOnjxJJ0+eFHwXyewyMjLo66+/pk6dOtHs2bMpMzOTNm3aRB4eHuTo6EiDBw+mpKQkneM9e/aMGjVqpC6OvLy86Pz58+r527Ztox9++EFQjk+ePKF79+4Jeo6+82zRogW9fv1a1ByJslpkJk+eTNWqVVMfqLy8vKh///6FuvOj6pe1m5sbOTo6Uv/+/TV+cZ45c4aOHDmic7zIyMh8D/Lh4eHUokULQTkOHjxY41elGK5du5bv+/Xu3TtB25jY8bR5+fIldevWjezt7fM9hSvUr7/+SmPHji3wCyAv4eHhNHr0aIqIiCCirF+rzZo1o8DAQJoxY0ahrkzJyMigP//8k6ZNm0bDhw+n4cOH07Rp02j37t2FiifFMSM/d+/e1bh7rK5iYmJo+/bt6lOhT58+pS+++ILGjx+v0XFbV2LvO7du3cr3+yU8PFxwgSTF/p0Xo+hwqk1mZibevHkDW1vbIl2/Xhrdvn0baWlpBj+omLHkyRgzPFTEsU2YtIzmxnI5RUdH49y5c4iOji7uVLSKjY3F9OnT8d5772HChAm4efNmcaekVqlSJdSoUUPUL/ScPdPPnj2L06dPIy0trdAxpcgzu7Vr1yIhIUGS2GIqbJ7abrQlhdu3b+PAgQO4c+eOXl6vsJ49eybo6gRtkpOTcfToUWzZsgXbtm3D+fPn870PSH4+/vhjHDt2rEj5FCQtLQ3R0dFF2g9ziomJwf79+3H16lXRYkpBoVDgxo0bosVTKpW4fft2oY8ZYu+PUVFRosbLz7Nnz/DgwQNxg+qlfaWIZs+erR5c6tWrV9S6dWuN6+DbtWsnqFn9zJkzlJ6ern78+++/U/PmzcnNzY0CAwNp3bp1gnO0tLRU3x772rVrZGdnR35+ftSrVy/y9/cnKysrunTpkuC4Yg8SFRsbS1988QW1bNmS/P39qVq1atSpUydauXKlxnuiKykG41HluWHDBvrjjz9yDZSTlJREM2fOFBwzp6IMEJWzWfzChQs0cOBAaty4MfXo0YMOHTpU5PxUCpunXC6nli1bUnh4OL19+1aUXMTeF4nE3x/j4uKoR48e5OHhQSNHjqT09HT68MMP1TkGBQUJbobPyMigiRMnkpWVlUZ/LplMRl5eXvTbb78Jikf03zgflSpVom+++UbQGC7arFmzRn3KODU1lT744AMyMTEhuVxOpqamNGLECMHbwUcffaS+uiclJYV69Oih8Xm3bNlS4+ofXS1evJhat25NvXr1yjVw4IsXLwQNMvbpp59q/ZPL5TRw4ED1YyHmzp2rHpQwPT2dxo8fT+bm5ur3csiQIfTu3TtBMeVyObVq1Uq0/VEmk5Gvry99/fXX9Pjx4yLHIyJKTEyk9957jzw9PdWDlP3vf/9Tf97NmzcvXX0+3N3d1ef8hw4dSnXq1KHz589TamoqXbx4kRo1aqS+8kAX2Xv0/vbbb+qNdPHixTR06FAyNTWlyMhIQTlm76gTFhZGnTt3Vg/OkpGRQX379qVOnToJiin2IFF///032dnZUWBgIDVt2pRMTExowIAB1KdPH7K3t6fGjRsLPt8nxWA8Z8+eJXt7e7K1tSVLS0vy8/PTuGRQ6HpLMUBU9m3oxIkTZGZmRsHBwTRx4kQKCQkhU1NTQf0zpMhTJpNRu3btyNzcnBwcHGj06NF04cIFQTnlJPa+SCT+/vjBBx9QjRo16Mcff6Tg4GAKCwujWrVq0fHjx+nkyZPqS2aFmDx5MlWtWpV+//132r9/PzVv3pzmzp1LN27coC+++IIUCgXt3btXUEyZTEZ//fUXffLJJ1SuXDkyMzOjLl260O+//16ovhQ+Pj50+vRpIiKaMGECeXt7U2RkJN24cYN27txJlStXpokTJwqKmf2zmTJlCrm7u9PBgwcpOTlZPQRC9qtAdPH999+TlZUVjRo1it5//30yNzen2bNnq+cL3b9lMhkFBATkumRXJpNR/fr1qUWLFoJHtM2+3vPnzycHBwdavXo1Xbt2jTZu3EjOzs6FGsBLzP1RJpPRsGHDyNnZmUxNTaljx460Y8eOQv2IVBk9ejT5+/vTDz/8QC1atKCwsDCqUaMGHT9+nI4cOULVqlWjzz77rNDxszOK4kOhUKg7KHl7e+c6qJ87d07QGBrZC4WmTZvm2nm+/vpratSokaAcs8f08PCgo0ePasw/f/684HE+goKC1B90ZmYmzZ07l2xsbNSX3wrdSZs0aUIzZsxQP96wYQM1bNiQiLJ+xQYEBNCYMWME5ejk5KTegeLj40kmk2lc9hYVFUXly5cXFLNNmzY0ZMgQysjIoMTERProo4/I0dFR/aUndL1tbGyoY8eOtHbtWvXfmjVryMTEhL7++mv1NCGyf94hISH0wQcfaMz/5JNPqFWrVoJiip2nKscXL17QggULqFq1auoxFpYsWVKoXzBi74vZ8yQSZ390dXWlEydOEFHWtiKTyWjfvn3q+cePH6cKFSoIytHV1VVjn3706BHZ2Niof8HOmjWLgoKCBMXMvt7v3r2jLVu2UGhoKJmYmJCbmxt99tlngm7JoFAo1ONdVK5cWX2cUDly5Ah5enoWOscaNWqoO7Kq/Prrr1S5cmVBMatVq0bh4eHqxydOnCAnJyf64osviEj4/j1nzhzy8fHJNVZPUS6Dzr7ederUoeXLl2vM37hxI1WvXr1QMcXaH1XxlEolbd++nTp06EAmJiZUvnx5mjRpUqFanD08PNQ/cB8/fkwymUxjDJpdu3YJHoYiL0ZRfFSuXJl27dpFRFnVverAonLhwgVB1zNn37CcnZ1zjYVw8+ZNsre3F5SjXC5Xn3bx8vLKdYrl7t27ggcuE3uQKEtLS4qOjlY/zsjIIDMzM3r69CkREe3bt4/c3NwE5SjFYDwODg65dpw5c+aQg4MDnT17VvB6SzFAVPZtyNXVlU6dOqUx/+rVq1SuXDlBMcXOU9tlcydPnqQPPviAypQpQ1ZWVjRgwABBMcXeF3PmKcb+aGVlpXE1hZmZGV25ckX9+O7du4LHKihTpkyufcfU1FR9quTatWuCB/DK67LG+/fv0/Tp09X3K9GVl5eX+oujQoUKua74uX79uuD1lslk6uNauXLlNFogibJOuwodTM/S0lJjMD0ioitXrqjH0ijM4Hdnz56lypUr0/jx49WnQ4q6f6vW29HRUWP7IcrahsT4vIuyP2qL9+jRI5o1axZVrFiR5HI5NWvWTFCOCoVC49JpKysrjWOx0IEt82MUHU6HDRuGiRMn4s6dOxg9ejQmTJig7mgaExODTz/9FG3bthUU8/r167h8+TIsLS2RmZmZa356erqgeESEypUro2zZsoiNjc01NPudO3fg4uIiKKZCoUB8fLzGtP79+2PlypXo06cPduzYISies7Mznjx5on787NkzpKenq28LX6lSJbx69UpQzOrVq2P16tUAgHXr1sHR0RGbN29Wz9+0aRMqV64sKCYAvH37VuPx//3f/+Gzzz5D27ZtcfLkSUGx/Pz8cPLkSbi4uCAgIAAnTpwQnI82b968QWJiIiwsLHLd4dLCwkLQUPpS5Kmtp39QUBBWrVqFJ0+e4IcffhDcYVuKfREQd3+sVKkSdu3aBQDYvXs3LCwssG/fPvX8vXv3wsfHR1B+NWvWxKZNm9SPt27dChsbG/U+nZmZKdpdTj09PTFjxgzExMRgz549Oj/vvffew+eff474+HgMGDAAs2bNQlJSEgAgJSUFM2bMQJMmTQTn88UXX2DcuHGQy+WIjY3VmBcXFwdra2tB8cqVK4eHDx9qTKtRowYOHjyINWvWYNKkSYJzrF+/PqKiovDixQvUq1cPV69eLfKVLitWrMAPP/wAc3PzXMfFN2/eCP68xd4ftcWrUKECvvjiC0RHR2Pfvn3w8PAQlKOjoyNevHihfhwWFgZ7e3v146SkJPHu5itKCaMHH3/8MZmZmZG/vz9ZWFiQXC5XdwCqV6+eoM5aOW/o9O2332rM37Rpk6DBnIhIo6l87dq1uX4Jz5o1S3CnJ7EHifrkk0+oRo0atHv3bjp48CC1bNlSY5yHPXv2kK+vr6AcpRiMp1mzZrR06VKt8+bOnUsKhaLQNxoTa4ConAPJ/fzzzxrzf/31V/Lz8ytUbLHy1GXAoMIQc19U5Snm/rhx40YyMTEhPz8/UigUtG3bNnJzc6PevXtT3759ydzcnH766SdBOf7111+kUCioQYMG1Lx5czI1NdXIc/78+YJPs3l7e6tvGSCGtLQ06tKlCzk4OFBISIj6rsiVKlUia2tr8vT0FNwUHxwcrNGPIudgXl9++SUFBwcLitmvX788x5+5evUqOTk5FelGgps2baLy5cuTXC4v9P7t5eWlMSR/zm3yu+++K9KpeTFIsX+3a9eOli1bluf8NWvWUOPGjUV5LaMa5+PGjRvYtWsX7t69i8zMTLi6uqJJkyZo06aNoCo35w2GbGxs4OjoqH68fv16AMDAgQPFSbyQduzYgaNHj+Lbb7/VOj8iIgIrVqzAoUOHdIqXlJSEDz/8EJGRkcjIyEBQUBA2btyo/hW4b98+JCQkaNw8Sxf37t1DVFQUAgMD4e3tjWfPnmHx4sVISUlBx44d0bJlS0HxVq5ciSNHjmDDhg1a58+dOxfLli1DTEyMoLgqcXFxGDZsGA4dOoTTp0+jSpUqgmMcOXJE47Grq6tGC8/333+Pd+/eYeLEiYXKUYw8161bh759+4r3SyUbsfZFQJr98cSJEzh9+jSCgoLQuHFjXL9+Hd988w1SUlLQuXNnQTeAU7l06RK2bt2KtLQ0hIaGIiQkRHAMfdizZw9+//33XJ9N//79BbdSFOTu3bswNzeHu7u7zs+5fPkyoqKiMGTIEK3zr169il9++UXnG4Vq8+jRI0RFRaFNmzairzMAnD59GgqFAnXq1NH5OWLvj0eOHEGTJk1EHYrg1atXkMvlGq0d2e3evRuWlpZo0aJFkV/LqIoPJo63b98iPT0dNjY2xZ0KY4yxUsgo+nyUBJ999hk++OCD4k4DQFZ/BC48GDNsS5YswaxZs4o7jXydO3cOR48eLe408iXF+/jkyRPxB90SmaHnWCKKjzZt2qBixYoGGw8AHj9+jHv37okac9CgQWjVqpVo8aTYSaV4L8Uu5KTIUezPBhA/z6pVq8LExES0eIA076XYMaX4bKR4L3/55ResXbtWtHhSrPeAAQMEn1YtiNjvpdjvIwC0atVKcKflgoi93oaeY4m4YUa3bt1EHbpW7HhA1vk+sVWoUAFyuXj14y+//IKYmBhMmzZNtJhSvJePHz/O1Vu+KKTIUezPBhA/zzlz5og+vLwU76XYMaX4bKR4Lw8cOCBqPCnW+8CBA1AqlaLGFPu9FPt9BLL6IQm9mq0gYq+3oefIfT4YY4wxplcl4rSLoUhNTcXx48dx/fr1XPPevn2r7rXPCscY6uSYmBjBY8Sw0isuLg6HDh1SjyPx8uVLzJ07F7NmzRL1pmgl2cKFC3NdMVWaSXITOCmIcsGuHly8eJEGDBhAPj4+6uvXa9SoQVOnTi3UMNFi37Dt1q1b5OXlpXEDnuw3ryrMqH1E4t9gLS0tjbZs2UJjx46lvn37Ut++fWns2LG0devWXPHFcOfOHcH3VchLUW4Elx9jyJFI3DyJska8FHIDLxWx952CFGa99XFjwuwK816eOXOG7OzsSCaTkYODA507d458fHyoUqVK5OvrS5aWlhQVFSUoptjr/e7dO5o4cSL5+vpS/fr1adWqVRrzC3tc++OPP+jDDz+kiRMn0o0bNzTmvXr1StDnLZPJyMTEhNq0aUObN28W7Tgm5s3viLJun/DBBx/kGhW4sKS6CZyYn01+jKL42LNnD1laWlKPHj3o/fffJysrKxo9ejRNnjyZ/Pz8yNfXV9DARmLfsI2IqGvXrtSxY0d68eIF3b59mzp27Eg+Pj7qey0UdshgMW+wdvv2bapYsSJZWFhQcHAw9e7dm3r37k3BwcFkYWFBfn5+gu4loYuLFy8KXm8p7lIpdo7dunXT+ieXy6lNmzbqx2IqTJ5ix5Ni3xE7T7H3GylyJMq6h9HQoUMpMTGR5s+fT+7u7jR06FD1/CFDhgi6KaMU6z19+nQqX748zZ8/nz7//HOys7Oj4cOHa8SUyWSCYoaHh5OJiQl17NiRmjZtShYWFrRx48ZC5ymTyWjNmjUUFhZGZmZm5OjoSJ988kmuIdGFEPvmd6o8q1evTjKZjPz9/WnBggXqIdwLQ4qbwIn92eTHKPp81KlTByNGjMDIkSMBAPv378eYMWNw48YNKJVKtG/fHh4eHlizZo1O8Ro3boyWLVvi66+/BhFh/vz5+PLLL7Ft2za0a9cOz549g5ubGzIyMnTOsXz58vjrr79Qs2ZNAFmnCP73v//hzz//xKFDh2BtbS04ZkhICDw8PLBy5UokJydj8uTJ2Lp1K/bv3486deoIzjMkJATW1tZYv369ekh1lcTERAwcOBCpqanYu3evzjn+8MMP+c5//PgxFixYIGi95XI5ateunWugmyNHjqBevXqwtraGTCbDwYMHizXH5s2b5+pNvn79enTp0kWdu67bpBR5jhs3Lt/5L168QEREhKD1lmLfEXu9xd5vAGney7Jly+LEiROoWrUqlEolLCwscOrUKTRo0AAAcP78eXTp0gWPHj3SKZ4U612pUiV8++236NSpE4Cs20S0b98eTZs2xerVq/H8+XPBMevUqYMhQ4ZgzJgxALKGqv/ggw/w/fff48MPPxScp1wux9OnT+Hs7Iznz59j7dq1WLNmDf755x8EBgZi2LBh6Nu3L8qUKaNzjtWrV8fnn3+O/v37AwBOnjyJrl27YuTIkZg1a1ah3ktVnk+ePMHKlSsRERGBpKQkdOrUCUOHDkW7du0EDdDn6emJdevWoWXLloiNjYW7uzt+++039Wf1xx9/YPz48bh586bOMcX+bPIlSgkjMQsLC40bEWVmZpKZmZn6tMbRo0fJyclJ53hi37CNKOvGU9qa20eNGkXu7u509OhRwTHFvsGapaVlvr8GLl++LPgmUTKZjNzc3DSGIs7+5+bmJni9xb5LpRQ5btq0idzd3Wn16tWi5ChFnqo7Zua81bjqr169eoLXW4p9R+z1Fnu/IZLmvbS2ttY4rtnY2GjcvO7+/fuCbkYpxXpruwnco0ePqHLlyvTee+/R48ePC7XeqptRqhw8eJBsbGxo6dKlhWr50DbM+NGjR2nQoEFkbW0t+IZ6Utz8Lmeeb9++pYiICGrdujXJ5XJyd3dX39lXF1LcBE7szyY/RlF8+Pr60p49e9SPb9++TSYmJupze3fv3hX0penk5JTrzplEWV8oVlZWtHTpUsFvcP369Wn9+vVa540aNYrs7e0LVXzkvDsuUdZ9JOzt7SkyMlJQTFdXV43bI+f022+/Cb4dure3d773brlw4UKhNlYx71IpVY4xMTHUpEkT6t69O7169apIOUqRZ+XKlWnDhg2ixSOSZt8Re73F3m+IpHkv/f39NQrsXbt2UUpKivrx6dOnyd3dXed4Uqy3j49Prv4ORFm3W69cuTKFhIQIjqntLtBERIcPHyYbGxv6/PPPBRfZ+d3jJCEhIde9lwri4eFBR48ezTX92rVrVL58eRo4cGChCti88oyJiaGpU6eSh4eHzvHc3Nw0+gT169dPI/7Vq1fJwcFBUI5ifzb5MYqrXQYOHIihQ4di2bJlWLNmDbp164YuXbrA3NwcAHDx4kVBg6kEBARovR9K3759sXLlSnWTkxDdunXTuOtldj/99BP69esn+GqNGjVqaL2D64QJEzBlyhT069dPULyhQ4di4MCB+Pbbb3H58mU8e/YMz549w+XLl/Htt99i8ODBGD58uKCYgYGBiIqKynO+TCYr1FUqYt6lUqocvb29cfToUdSoUQO1a9fG3r17i3QnTbHzrFevnujrLcW+I/Z6i73fANK8l3379sXz58/Vjzt27AhLS0v1499++019CkYXUqx3q1atEBERkWu6m5sbDh48WKj7KzVo0AC7d+/ONT04OBi///47vvvuO0HxCnrfbW1tMWzYMEExmzZtisjIyFzTq1WrhgMHDmjNvyD55ent7Y0vv/xS0FU7tWrVwt9//61+HBERAWdnZ/Xjv//+G1WrVhWUo9ifTb5EKWEkplQqadKkSeTm5kaOjo7Uv39/jV72Z86coSNHjugcLzIyMs+7KhJlNSNnv9trcVmxYgW9//77ec7/5ptvyNvbW1DMb775hlxdXXPdldXV1ZXmzp0rOMdr167R33//nef8d+/e0b179wTHza6od6nUR47Hjh0jHx+fIt1JU+w8nzx5UuT1ykmKfUfs9ZZiv5HivSxIcnIyvX37VuflpVjve/fuabQ65/T48WNau3atoJiHDx/W6LyZ08GDB2nw4MGCYort0qVLuU6pZnflyhWaMWOGoJgzZsyg5OTkoqamFhcXR69fv85z/p9//kmHDh0SFFOfn41RdDhl4ouJicHTp08BAC4uLqIPwys2qe9SKYakpCRER0ejatWq6lY5xhhjuRnFaRdjcenSJXz11VdYsmRJruGgExMTDebGcgDg4+ODoKAgBAUFGXzhAQDu7u4ICwsz2MIDyLoVfO3atUts4cG/U8TzzTff6Dz09ZkzZ/DHH39InFH+Hj16hKSkpFzTlUplsd5YTur3MTMzM8/pQgbySk5OFvS6BS0vdBCxx48fF/k1i7p8TgZffLRr1w6nT58ucLk3b95g7ty5WLx4sU5xlyxZgjZt2qB37965xv5/+fKl4BtZ7du3Dw0aNMDmzZsxd+5c+Pv7a5wbT01NLdT9Xf78808MHToUkyZNynXJ1OvXrwXfKOrJkyfYuHEj/vzzT7x7905jXnJycqFuLCd2jgWJjo4WHFPMHKXaJsXOExB3O69evTo2b96ca7vJ6fbt2/joo4/wzTff6BxbrPWW8rMR8728fv06vLy88L///Q+7d+/Gixcv1PPS09Nx+fJlLFmyBI0bN0afPn0EXSaalxs3bgg+rj158gQNGjSAl5cX7O3tMXDgQI0i5NWrV4JvLKdUKjFp0iT4+fmhQYMGWL16tcb8Z8+e6XzzMqnex8TERPTu3RvW1tYoX748pk2bpnF56YsXLwT9aPPz88M333yDJ0+e5LkMEWH//v1o3759gZef169fHyNGjNDo85FTQkICVqxYgRo1auCXX37Re44FEuXkjYRWrlxJbm5uVLVqVZo0aRJt3bqVjh8/TufOnaP9+/fT999/T7169SJra2vq3bu3elCv/EgxgExQUJB6QJfMzEyaO3cu2djY0O7duwsdU+wBX6QYhEifg9KoCB3QSewcpdgmpchT7O38r7/+osDAQHJwcKDevXvTvHnzaOPGjbR9+3ZasWIFffrpp1S/fn2ysrKiSZMmUXx8vN7XW6rPRopjxsWLF2no0KHqK+HMzMzIxsZG3RcrMDCQli5dSqmpqYLi5vd6QnMcOHAgNWzYkP7++2/av38/BQYGUr169dRXdxVmkDGxBy6T4n0cM2YMVa5cmbZt20YrVqwgLy8v6tixo/oKS6E53rx5k7p3704KhYIaNGhA//vf/+irr76iBQsW0Oeff07dunUjFxcXcnd3p8WLF1N6enq+8V6+fEmffvop2dnZUfny5alDhw40dOhQGj16NL333ntUp04dMjc3p0aNGtEff/xRLDkWxOCLD6Ks66E3bNhAnTp1Int7e5LJZOoOkzVq1KDx48cLGtK6WrVqFB4ern584sQJcnJyUl9jXZgDiRTjHwQEBND333+vfrxlyxaytramlStXFirPNm3a0JAhQygjI4MSExPpo48+IkdHRzp//nyh4kmRI1HWgT6/v0mTJgmKKUWOYm+TUuQpxXZOlNW5dvTo0VS7dm2yt7cnhUJBFSpUoE6dOtGPP/6o/mLSldjrLcVnI9V7SUSUkZFBFy5coJ07d9KmTZto//79uYat10VeIwOr/t5//33BObq5udGZM2fUj9++fUudO3emgIAAiouLK9R6+/n5aVzyf/v2bfLz86PBgwdTZmZmod9Lsd5HIiJPT0+NzpovXrygBg0aUNu2bent27eFzvH+/fu0YMECCgsLo4CAAKpSpQo1adKERo8eTb///rvgL/SUlBTatm0bffLJJ9S1a1cKDQ2l9957jxYsWFDoEV7FzjEvRlF85BQfH09PnjxRj/8glBQDyEgx/oHYA75IMQiRFIPSiD3olD4GzinqNilFnlJs51KQ+vMR47MxhvdSqoHQ/vnnH41pSqWSunbtSrVq1aLLly8bxMBlYrO0tMy1TSYmJlJQUBC1atWK7t69W+w5GjujLD6KSooBZEJCQmj+/Pla50VERJCZmVmxD8YjxSBEUgxKI/agU/ocOKcoxM5Tiu1cCsbw+RjDeynFQGg1a9ak7du355quKkA8PT0NYuAysVWpUkXr6Yo3b95QUFAQ1a5du9hzNHYG3+FUClIMIPPRRx/l2aO4X79+WLt2LZo3by4optgDvkgxCJEUg9KIPeiUXgfOKQKx85RiO5eCMXw+xvBeSjEQWvv27fHzzz/nmm5qaopt27YhICBAaJqSDFwmtrZt22q9L5ONjQ327t0LCwuLYsiqhCnu6qc4SDGAjBTEHvBFikGIpBiURuxBp4xhUCMi8fMsrdu5FIzhvZRiIDSlUpnvbdmVSqXg15Ri4DKxvXr1SqMzfk6JiYl0+PBhPWZU8vAgYyIgoiINq80YY4yVJqXutIsUg7NIMf6Bvgd8KQzOUTzGMAiRFIzh8zGG91KK35BSDOClyxgsKikpKbh27ZrOy4tl8+bNOi/78OFDnDhxQsJsSi6jKz7i4+OxcuVKTJkyBa9evQIAnD9/XucdXorBWX788UcsWLAALi4u6NOnD+bPn4/w8HD88ssvWLlyJcaNG4cGDRogICAAtra2+OijjwqMKfaAL1IMviTFoDRi56n3gXMKyRgGIcouMTFR69+bN28KLMKzM4bPR4r3snv37jr/6UKKH0BSDOA1YMAAhIaGYtu2bXkWktevX8dnn30GX1/ffPuwAOK/jwCwdOlSVK1aFfPmzcONGzdyzU9ISMCff/6J/v37o27duoiLi9M5tsqxY8fw/vvvIygoSP3dtWHDBhw/flxwrHXr1mkUfpMmTYK9vT0aN24s6EZ12e3Zs0cjl8WLFyMgIAD9+/fH69evCxUzJ6M67XL58mW0adMGdnZ2uHfvHm7duoWKFSti6tSpePDgAdavX19gjLi4OHz99ddYvXo1LCwsEBgYCDc3N1hYWOD169e4fv06rl27hrp16+KLL75Ahw4ddM7v+PHj2LJlC44dO4b79+8jNTUV5cqVQ506dRAaGor33nsPDg4OOsW6desWPvvsM/zxxx+oXbs26tWrlyvPU6dOwdTUFFOmTMGIESPyHRVw1apVmDZtGuzs7NC5c2et8Y4fP44///wTHTt2xPz58+Hp6anXHKXIU4ocs3NwcNB6yk0mk8HCwgJ+fn4YPHgwhgwZkm8csfOUcjsHALlcnu+pRnd3dwwePBjTp0+HXJ73bxwpPx+xPhsp3svsr0lE2LFjB+zs7FCvXj0AQFRUFOLj49G9e3etHR9zOnDgACZPnoy7d+8iJCQkz/3m2rVrGD16ND777DPY2dkVGPfSpUv46aefsH37diQmJsLExAQKhULdIlKnTh0MHToUgwcP1qkTplKpxNKlS7F48WLcvXsXlStX1sjz5s2bSEpKQrdu3f6/vfMOi+L6/v97V3oHBaQISMAOgiXGktiwoCKaorGLJRbsRjEmImAJdrChxhjBboyNKDaiRmNvWBELilGxawRswPn9wZf5sTR3Zu8A++G+nmefZGfY977vLO4c7j33HEyePBkeHh7F6rG+jrns3LkTixYtwl9//SVUOc31mJqaikqVKqF///4YO3YsbG1t1dYFgD/++AN9+vRBr169sGbNGly9ehWurq5YvHgxdu/ejd27d4vSq169OqKiotCqVSscP34cPj4+WLBgAf7880/o6OgUmij9MTw8PDBr1ix06NABly5dQsOGDTFu3DgcPHgQNWrUEHUti0Krgg8fHx/Uq1cPs2fPhqmpKRISEuDq6opjx46hZ8+euHPnjtpab968wa5du3D06NFCA4U6derINxARpKSk4Pfffy8yoPH19VX7y/jdu3f4/fffsWnTJhw9ehSvXr0CkPNlXKtWLbRr1w4DBw4U3YaZpUe5fLL2mMuCBQswY8YM+Pr6Cu3PT506hT179mDs2LFITk7GmjVrsGjRIrXaerP2KdfveUxMDH788Uf0799fZdzR0dH46aef8OTJE8ydOxcTJkzA5MmTS3zcAPvPRq5rGRQUhOfPn2PZsmXCGLOysjB8+HCYmZlhzpw5amux/AMoL9nZ2bh48aKKppeXFypVqiRaK5czZ84Uei1btmwJKysr0Xosr2MuT58+LdSjt7d3sUF1cXh7e2Ps2LHo27evyn3s/Pnz8PX1FRp+qouRkRESExPh5OSEoKAgPHz4EDExMbhy5QpatGihMmOlLiYmJrh8+TJcXFwQEhKCy5cvY8uWLTh37hw6dOgg2mOhlEKSq2TyVhE1MTGhW7duEVFO9rS+vn5pWtNKWBRfKgnKss8vv/ySoqKiChxftmwZffnll0REtHDhQqpTp05JW5OVVq1aFVqLZdOmTdSqVSsiIoqJiaHq1auXtDUBbflsKlWqRImJiQWOJyYmkpWVVSk40k605TrmLbKW9z5269YtSfcxa2troUq1l5cXxcTEEBHRzZs3ydjYWJJHS0tLunLlChERNW3alJYvX05ERMnJyWRoaChJMz9alfOhr6+P//77r8DxpKQkWFtbl4Ij7cbc3ByVK1eGrq5uaVsplrLsc+/evfDx8SlwvHXr1ti7dy8AoEOHDrh9+3ZJW5OVY8eOwdvbu8Bxb29vHD9+HEBObQyxyZos0ZbPJjMzs0AzPQBITEwssqsqpyDach0rV66MmzdvFjh+9OhR0Y3/AKBNmzYYNGgQBg0ahKSkJGHZ78qVK3BxcZHksVmzZhg3bhymTZuGU6dOoWPHjgBy7rWOjo6SNPOjVcFH586dERYWhg8fPgDImYZPSUlBUFAQvvrqq1J2xymPWFlZITY2tsDx2NhYYeo4PT2dSVfSskSVKlXw66+/Fjj+66+/okqVKgByciWkTPGzQls+m4CAAAwcOBDz58/H0aNHcfToUcybNw+DBg36aD4K5/+jLddx8ODBGD16NE6ePAmFQoEHDx5g3bp1+P7779XajJCfJUuWoHHjxnjy5An++OMPVKxYEUBOvouUwpEAsHjxYujo6GDLli2IioqCg4MDACAuLg7t27eXpFkAJvMnJcTLly/Jx8eHLCwsqEKFClSlShXS1dWlL774gtLS0krbHqccsmLFCqpQoQL5+fnRtGnTaNq0adS5c2fS0dERGqPNnTuXunXrVspO2bJjxw7S09MjT09PGjhwIA0cOJDq1q1L+vr6QtOwpUuX0tixY0vNo7Z8NllZWTRr1iyyt7cXmuDZ29vTrFmzmDXxKg9oy3XMzs6m6dOnk7GxseDTwMCAfvrpJ1nfd9iwYZIb7RXFzz//TC9evJD0Wq1KOM3l6NGjuHjxItLS0lCvXr1Cp1Y5nJLin3/+weLFi3H9+nUAOdnnI0eORJMmTUrZmbwkJydj+fLlSEpKApAz7iFDhkie6pUDbftscpeVzczMStmJdqMN1/H9+/e4efMm0tLSUKtWLZiYmMj6fmZmZrhw4YKkpR05NLUy+CjLFJaTAuQsEenr60NPT6+EHXE4nLJOZmYmDh06hFu3bqFnz54wNTXFgwcPYGZmJuqmlJmZifXr16Ndu3ait4BKITExEZ07dxYC0NKG1XX8XyTvzpqyoKnDzEUJER8fj/j4eDx+/LhAEtGqVatEae3cubPQ43nrAFStWlWUpoWFBZP6B3m5ePFisT6dnJygr68vyidryqvHjyVUfqxWSmGw9inH7/nff/9d7HmxTRQB9uOW47OR41revXsX7du3R0pKCt69e4c2bdrA1NQUs2bNwrt377Bs2TK1tXR0dDB06NBCi2PJwbt373Dr1i21f15MkbhRo0aJ8sLqOo4bN07t95w/f74oj0BOnlF4eHiR97HSToAuKbQq+AgNDUVYWBgaNGgAOzs7jfupdOnSpdBOj7nHFAoFmjVrhu3bt6udOLd69Wq16h/o6+urVf8AALy8vIodq66uLrp3747ly5erVeiHVfElOT3K4VMOjy4uLsVqZmVlqaUjp085fs9btGhR4Fhez2Vh3HJ8NnJcy9GjR6NBgwZISEgQkgUBoGvXrmrVH8nPp59+igsXLsDZ2Vn0a+VmwYIFKs+fPHmCjIwMWFhYAMipYG1kZAQbGxvRwQer63j+/HmV5+fOnUNmZiaqV68OIGfHR4UKFVC/fn1R/nIZNGgQDh8+jD59+jC5j2ktLJJOSorKlSsLe5hZcODAAWrUqBEdOHCA/vvvP/rvv//owIED1LhxY9q1axcdPXqUateuTQMGDFBbU476B9u3b6fq1avTypUr6eLFi3Tx4kVauXIl1axZkzZu3Ehr164lR0dHGj9+vFp68+fPp4oVK1Lv3r1p4cKFtHDhQurduzdVqlSJZsyYQYMGDSJ9fX1asWJFqXmUw6ccHi9cuKDyOH36NK1YsYJq1KhBf/zxh9o6cvqU4/f85cuXKo8nT57Qvn37hPcpC+OW47OR41paWVkJ9Sny1n2QWlNh06ZN5OrqSosWLaJjx45RQkKCyoMlFy5cIKVSKem169ato6ZNm6rU5khMTKTPP/+c1q5dK1qP9XUkIpo3bx75+fnR8+fPhWPPnz8nf39/mjt3riRNc3NzOnr0qKTXakLea1IWNLUq+LCyshKKjLGgdu3a9M8//xQ4fvToUapVqxYREe3fv5+qVKmitqaBgQElJSUVOJ6UlCT8A7h9+7aofwwNGzYstAX1nj17qGHDhkREtG3bNnJ1dVVLT47iS6w9yuFTDo9F8eeff1Lz5s0lvZa1Tzl+z4vi0KFDVK9ePUmvLanPR5PPRo5raWFhIRR0yvtlfuTIEbKxsRHtMXcHRd6HUqkU/ssSTYIPV1dXoThWXs6cOUMuLi6i9VhfRyIie3t7unz5coHjly5dIjs7O0maLi4udPXqVUmv1QQefGjAxIkTKSwsjJmegYEBXbp0qcDxixcvkoGBARHlVE8VEyi4u7tTUFBQgeNBQUFUrVo1IiI6ffo02dvbi/J57dq1AsevXbsm+BQT3RsbG9ONGzcKHL9x44ZQEe/mzZtkZGRUah7l8CmHx6K4ceOGqOuXF9Y+5fg9L4pr165JrqpYUp+Ppp8N62vZrVs3Gjx4MBHlfJnfvn2bXr9+Ta1ataL+/fuL9njnzp1iH2KwsLAgS0vLIh+mpqaSgw9DQ0M6depUgeMnT56U9Bmzvo65OgcPHixw/K+//iITExNJmmvWrKGvv/6a0tPTJb1eKkOHDmW+1dbX15cePHgg6bValfPx9u1brFixAgcOHICnp2eBipdik3/q16+PCRMmICYmRqiQ+uTJE0ycOBENGzYEkNMFMrdokjrMnTsX33zzDeLi4gSNM2fOIDExEVu2bAEAnD59Gt27d1dbs0aNGggPD8eKFSuE3TIfPnxAeHg4atSoASCnjbe62e25xZfGjh2rclyT4kusPcrhUw6P+Xc3EREePnyIkJAQuLu7q60jp085fs/zJ4fmjjs8PBxeXl5q6+SF9bjl+GzkuJbz5s1Du3btUKtWLbx9+xY9e/bEjRs3UKlSJWzYsEG0x7t376JJkybQ0VH9es/MzMSxY8dE5YJERESIfn91ad26NYYMGYKVK1eiXr16AHIKYw0bNkxS+QTW1xHIyRcJCAjAvHnzhBy+kydPYsKECaI65eb3eevWLdja2sLFxaXAfezcuXOSdPOTnp6Os2fPCsnfUVFRTHTzIrYJXl60Kvi4ePGi8MV2+fJllXNSknZWrlyJLl26wNHRUfiyuHfvHlxdXbFjxw4AQFpaGn766Se1NTt37ozExESV+ge+vr7Yvn27UP9AbBW7JUuWoHPnznB0dISnpycA4NKlS8jKysKff/4JICdDevjw4WrpTZkyBcOGDcPBgweFf1CnT5/G7t27hYzw/fv3o3nz5qXmUQ6fcngsbHcTEaFKlSrYuHGj2jpy+pTj9zw3OZTyJV5+9tlnoned5cJ63HJ8NnJcS0dHRyQkJGDTpk1ISEhAWloaBg4ciF69esHQ0FC0x5YtW+Lhw4ewsbFROf7q1Su0bNlSVKJt1apVCw1kWLBq1Sr069cPDRo0EG7AmZmZaNeuHVauXClaL/c6bty4UagDpcl1BIBly5bh+++/R8+ePYXK2jo6Ohg4cKCkRnVATtJySXDz5k3Rn/eHDx/w448/YuvWrbCyssLQoUMxYMAA4fyjR49gb28vKVk7P+W+zkd2djb27dunUiipTZs2kjsWysXr16+xbt06FZ+5+9ilIEfxJdYe5fDJ2uPhw4dVniuVSlhbW8PNzU2jL2zWPln/nt+9e1flee641d0lVBQsxy3XZ1PWvzOUSiUePXpUoN9VUlISGjRoUGQtosKoUKFCoYEMS5KSkoSeLDVq1EC1atVkey+ppKenC1uKP/nkExgbG5eyo4+TkJCAevXqiQoUQkJChIDr5cuXWLx4sbDDDMgJPuzs7Jj0yil3wYeVlRWSkpJQqVIlDBgwAJGRkUx7O7Cqf1CvXj3Ex8fD0tISYWFh+P7772FkZMTCIjO4R3aw9in373le/v33X9jb20u6+WrD5yP3tfz5559ha2ur8hcmkDMz8OTJEwQFBamlk7sMsGPHDrRv316lJkpWVhYuXryI6tWrY8+ePWp7UyqVSE1NlTX4eP/+PZKTk/HJJ59oPMNy48YNHDx4sND6GcHBwZJ1b968iVu3buGLL76AoaGhsK26NMldei6KrKwspKWliQo+3N3dsWDBAnTq1AlAzrh9fX3RrFkzrFq1Co8fPy4/Mx9ffvklVq9eDTMzs4+usW3duvWjeiYmJrh48SJcXV1RoUIFpKamMu2IW9gXsJT6B4aGhrhx4wYcHR2Z//XBqviSnB4BNj7l9pgXTUoNs/Yp9+95XsrSuOXwKPe1dHFxwfr16wvM5p08eRLffvstkpOT1dLJrXcTHR2Nbt26qSw16OnpwcXFBYMHD0alSpXU9lbULAoLMjIyMHLkSERHRwPImQFxdXXFyJEj4eDggEmTJonS++WXXzBs2DBUqlQJlStXVvneVSgUknIpnj17hm7duuHgwYNQKBS4ceMGXF1dMWDAAFhaWmLevHlq6eQNYIuqX5TL8+fP1dI0NjbGsGHD4OHhUej5u3fvIjQ0VFSgYGRkhKtXr6q0SLh//z5atWqFhg0bYvbs2ahSpQqT4KPM53yYm5sLH5SZmZnG0Wbjxo3RpUsX1K9fH0SEUaNGFbkeKGXt+sWLFyrPP3z4gPPnz2PKlCmYMWOG2jpeXl4ICAhAs2bNQESYO3dukeWBxUb0rIovyemRlU+5PeZFkzietU+5f8/zUpbGXRSaeJT7WqampsLOzq7AcWtrazx8+FBtnd9++w1Azr+b77//ntnSQP/+/T9aWVadP/zy88MPPyAhIQGHDh1S6ZTq4+ODkJAQ0cHH9OnTMWPGDLVnitRh7Nix0NXVRUpKCmrWrCkc7969O8aNG6d28LFgwQJhtoxVEq+XlxeqVKmCfv36FXo+ISEBoaGhojQrV66MW7duqQQfDg4OOHjwIFq2bIn+/ftr4FiVMh98dO3aVVhHXr16tcZ6a9euxYIFC3Dr1i0oFAq8evUKb9++1Vg3F3Nz8wLH2rRpAz09PYwbNw5nz55VS2f16tWYOnUq/vzzTygUCsTFxRU6JalQKER/Keev4JcbIM2fP19UgCSnR1Y+5fbICtY+5f49Z4U2fD5yX8sqVargn3/+KVCW/Z9//oG9vb1ovalTp7KyBiCnf4fUhM3i2L59OzZt2oTPPvtM5Y+M2rVriyrZnsuLFy/wzTffsLSIffv2Ye/evXB0dFQ57u7uXiDvqTgSEhLw9ddfQ19fn1kSb8eOHfHy5csiz1tZWaFv376iNFu1aoX169ejdevWKsft7e3x119/FVrZWDISt/eWGEqlkh4/fiz8/6NHj5hpu7i40NOnT5npFYcm9Q8UCgXTcReFJsWXSsojkXSfcntktY+etU+5f89nzpwpua12XuT8fFh9NnJcy1mzZlHFihVp1apVQi2OX3/9lSpWrEgzZ85US8Pb21uowunl5UXe3t5FPsQg52diaGgoFKjKW6zqwoULZGZmJlpvwIABhRYl1AQTExOhaGRej6dPnyYrKyu1dXR0dCg1NZWI2N/HWHLnzp1CC/3lcv/+fVq9ejWT9yrzMx/W1tY4ceIE/Pz8mCf55F1L1SRpLi9y1D9gkVmsDtWrV8fp06clvbakPALSfcrtMSoqSqPp/VxY+5Tj9zwvP/zwAxMdOT8fVjUO5LiWEyZMwLNnzzB8+HC8f/8eAGBgYICgoCC1r62/v7+wNMJyK6ecSZUNGjTArl27MHLkSJX3WrlyJRo3bixaz83NDVOmTMGJEyfg4eFRoH6G2F4xAPD5558jJiYG06ZNEzxmZ2dj9uzZaNmypdo6Li4uWLhwIdq2bQsiwvHjx4vs/SOlKSMrnJ2di60DY29vX+Qyj2iYhDAyMnXqVKEs8McemmBqasqk9GzeUsZ5H40bNy60emNp+Hz16pXK4+XLl3Tt2jXq3r071a1bt0x4lNsnK4/50dXVZVo6mbVPTfXOnj1Lt2/fFp7HxMRQkyZNyNHRkZo2bUobNmxgYVMjnyNGjKC///6biY/iYP3ZvH79mk6dOkWXLl2it2/fMtPVBDlnPo4cOUImJiY0dOhQMjAwoNGjR1ObNm3I2NiYzpw5I1rPxcWlyEfVqlUlebx06RLZ2NhQ+/btSU9Pj77++muqWbMm2draimr1sW3bNrK1tS3y/pC3DL4Ucv8d2tnZCVVsFyxYQNu3b5ekJ5dmXsr8zEdISAi+/fZb3Lx5E507d8Zvv/0mdEBkCTHa9JM/M51V/YNcWPiUo/hSfi0WyOlTU49Ftd3OyspCeHi40FVTSsvtvLC6lqz0cqs9Vq1aFStXrsSoUaMwePBg9OnTB9evX8fgwYORkZFRYNtoSfpcsmQJli5dik8++QQDBw5Ev379ULlyZY38FAbrz8bExESokqoJmZmZuHLlClJTUwHkJBHWqlWrwEyAOhw8ePCjWzql0qxZM1y4cAHh4eHw8PDAvn37UK9ePRw/frzIHRzFoe6uIDHUqVMHSUlJWLx4MUxNTZGWloYvv/wSgYGBhSYJF0WXLl3QpUsXpKWlwczMDNevX2e2qysqKgrBwcEYM2YMZsyYISTiW1hYICIiAv7+/mVCMz9lPvjYuXMnfH19UaNGDUydOhXffPNNmasDkJe8U1ZyTHGz4ODBgyrPWRVfYk1Z9hkREYG6desWCISJCNeuXYOxsXGp1wGQgxs3bgilyZcuXYrIyEiVduUNGzbEjBkzNA4+NGXfvn2IjY3F3LlzMWXKFPj6+mLw4MHo0KFDmfv3mJ6ejvDwcMTHxxdan+L27dtq6WRnZyM4OBhLlizBq1evVM6Zm5tjxIgRCA0NVXv8CxcuBJCTLPkxpCxpADkFu3755RdJry0pzM3N8eOPP2qkMW7cOEybNg0mJiY4ePAgqlatyuw7bNGiRfjll1/QpUsXhIeHC8cbNGiA77//vsxo5qfs3GmKoGvXrsK++rCwMAwbNkyW4GPy5MnMI/xatWpJri1QFL1794aZmZlGGmLKpkuBhUdAXp+aepw5cyZWrFiBefPmoVWrVsJxXV1drF69GrVq1WJhk9m1zEXT33MjIyM8ffoUzs7OuH//vlD2PpdGjRox+QtU03F7eHigdevWmDNnDrZt24ZVq1ahS5cusLW1Rf/+/REQEAA3NzeNPLL6zhg0aBAOHz6MPn36wM7OTnLQOmnSJKxevRrh4eFo166d0APn0aNH2LdvH6ZMmYL3799j1qxZauktWLBA5fmTJ0+QkZEhBNwvX76EkZERbGxsJAUfu3fvRoUKFdCuXTuV43v37kV2djZ8fX1F6X0s4JW6pfzly5c4depUoYGhurtJFi1ahKCgIBgbG6NVq1ZM69kkJyfD29u7wHF9fX2kp6eXGc0CMFm8kRFbW1vauXMnEeWsP+bufNEG5GhhzBq5ch9YI4fP7OxsjV5/6tQpqlatGo0fP57ev39PRDlZ7bltvf8X6d27Nw0cOJCIiL755hv66aefVM7PnDmTPDw8SsOaQFF5Cnfv3qWpU6eSs7Mz89bymmBubk5Hjx7VWMfW1rbYnQp79uyR3Fp+3bp11LRpU0pMTBSOJSYm0ueff05r166VpOnh4UG7du0qcDwuLo48PT1F63Xp0kXl0bFjR3J2diZzc3Pq2rWrJI87d+4kU1NTUigUZG5uThYWFsLD0tJSbR03NzeaPHkyHTp0iBQKBW3fvp0OHz5c6EMsNWvWFPIw8t5zFi5cKHp3k5ya+SnzwUdJJZzmJSUlhQICAjTWYRF8ZGRk0JEjRwq9ob1584aio6M10mfh8erVq7Rq1SohofbatWs0dOhQCggIoPj4eI20c5EjkGORHPr69Wvq27cveXp60qVLl0hXV5dZ8JGWlkarVq2iyZMn06JFi0Rv8ZQjOfT+/fvk4uJCX3zxBY0bN44MDQ2pWbNmNHjwYPriiy9IT0+v0BtKcbBOEP1YkmR2djbt27dPtO6iRYuoT58+wnWLiYmhmjVrUvXq1emHH36gDx8+SPLr4uLCJEnZyMiILl68WOT5hIQEydv9XV1d6dy5cwWOnzlzhlxcXCRpGhgYUHJycoHjycnJZGRkJEkzP1lZWfTdd9/RrFmzJL3e3d2dRo8eTenp6Rr5kDPh9JdffiEHBwfauHEjGRsb04YNG2j69OnC/0tBDs38lPnggyjnZhYbG0sKhYJWr15N27dvL/TBigsXLjAJZjStf3D9+nVydnYWfim/+OILun//vnA+NTVVY5+a3tTj4uJIT0+PrKysyMDAgOLi4sja2pp8fHyoVatWVKFCBSYBiCY+x44dW+hDqVRS3759heeasGHDBrK1tSWlUik5+KhZsyY9e/aMiHICYBcXFzI3N6eGDRuSlZUV2djYqAQTH8PT05P2799PRDlfJoaGhjRq1CiKioqiMWPGkImJCf3666+ifb548YKCgoKoVq1aZGBgQHp6euTs7Ew9e/ak06dPi9bL/f12d3en8PBwevjwoWiNvMhRi2PatGlkampKX331FVWuXJnCw8OpYsWKNH36dJo5cyZZW1tTcHCwJO01a9bQ119/rfENrkOHDtS2bdtC65k8efKE2rdvTx07dpSkbWhoSKdOnSpw/OTJk2RoaChJ09bWttDvhv3795O1tbUkzcJITEykypUrS3qtkZER8x1NCoWCkpKS6OXLl4U+pLB27Vpyc3MTghgHBwdauXKlRl7l0MyLVgQfuYSEhGj8D5SIaMeOHcU+FixYUCamZXOnDp88eUI3btygjh07UtWqVenu3btExCb40LT4UuPGjenHH38kopwbsKWlJU2ePFk4P2nSJGrTpo1GHjX1qVAoyMvLi1q0aKHyUCgU1LBhQ2rRogW1bNlSY4/37t2j7du3U1pammSfuX+x9+rVi5o0aSJ8Gb1+/Zp8fHyoR48eausZGhoKW+S8vb1pxYoVKufXrVtHtWrVkuSVJQqFgg4cOECjR4+mSpUqka6uLnXu3JliY2MpKyurtO0REdEnn3xCf/zxBxHl/HFSoUIFleWGrVu3kpubmyRtLy8vMjU1JRMTE6pTp47komApKSlUp04d0tHRIW9vb2rfvj21b9+evL29SUdHhzw9PSklJUWSx06dOpG3tzedPXtWOHbmzBmqV68e+fn5SdL87rvvyMPDQ2XL6o0bN8jT01NY2mPBrl27qFKlSpJe27VrV9q0aRMzL0REhw4dkjxL9jHS09OZb42WQ5OIqMw3lpMDpVIJhUJR7FY5hULBpHlOLvfu3cPUqVNFJT3Z2triwIEDwrYzIsLw4cOxe/duHDx4EMbGxsw6DErF3NwcZ8+ehZubG7Kzs6Gvr49Tp04JyUqXL1+Gj4+PsO2vNAgPD8eKFSuwcuXKAsmhCQkJzJJD87NlyxZ8/fXXav983g6in3zyCZYtW4Y2bdoI548dO4Zvv/32ow33cqlUqRL27t2L+vXrw9bWFvv27UPdunWF87du3YKHhwcyMjLUH5QaaDLuDx8+CAmiBw4cYJogqolHIyMjJCYmCs0M9fT0cP78edSuXRtAThOvWrVqSUrG+1j/DTHl0rOzs7F3716cOHFCZatt48aN0bZtW8k7fZ48eYJ+/fphz549wpbdzMxMtGvXDr/99puQ3CqGV69eoX379jhz5oxQvvzff//F559/jq1bt4ouqZB/+zv9X4HHXbt2oV+/fli8eLFoj7/++ivCwsIQEBBQaOGyzp07i9bMy9u3b4XCcrmwTDAv0zAPZ2Tm999/p2+++YYaNWok+S8Ee3v7Ypdpzp8/z3zmQ8pSjqmpaaFrwYGBgeTo6Eh///23aE3WOSRmZmYqf7nkXx65c+cOGRgYiNIkYp9HIkdy6IcPH+jSpUt0/fp1lePbt28nT09P0tPTE6WXN6Ha3t6eLl26pHJe7LWUKzlUjnGzThBl7bFq1aoUFxdHRERJSUmkVCpp8+bNwvldu3ZJzn3QJpKSkoQZ4vzXVgrZ2dm0d+9emj17Ni1atEhSwmUu+Wc2W7VqRd27d6fly5dLnmkoKjdDk4Jg6enpFBgYSNbW1kxyF1NTU6l3795kZ2dHFSpUYJILKYdmfrQq+IiMjCQTExMaMWIE6enp0ZAhQ8jHx4fMzc1Vpvo/hp+fH02ZMqXI8xcuXCCFQiHKmxxLOQ0bNqSYmJhCzwUGBpKFhYUoTTlySDw9PYUvZaKcioB5/6H//fffoqsLypVHwjI59NKlS8JNUalUUteuXSk1NZW++OILsrKyoqCgILp3754oTYVCQR4eHuTt7U0mJia0ZcsWlfOHDx8mBwcHtfXkSA6Va9wsE0Tl8PjTTz+RtbU1DRo0iKpWrUqTJk0iJycnioqKomXLllGVKlU0zhtixcmTJykiIoImTZpEkyZNooiIiELzNcQQGhpa6JJ3RkYGhYaGaqRd3hg+fDjVrFmTtmzZQoaGhrRq1SqaNm0aOTo6Sto51L59e6pVqxYtXbqUtm3bxiQXUg7N/GhV8FG9enVav349Ean+hT1lyhQKDAxUW+fvv/9WuWHmJy0tjQ4dOiTK28eymKVEyjNnziRfX98izw8bNkxUkCRHDklUVBT9+eefRZ7/4YcfRK/fyp1HwiI5tEOHDtS6dWuKjY2lnj17kkKhoBo1atCcOXMoIyNDkmZISIjKI/+2ye+//56+/fZbUZqsk0PlGDfrBFE5PGZlZdGMGTOoU6dONHPmTMrOzqYNGzZQlSpVqGLFitS/f396/fq1JO3MzEyaM2cONWzYkGxtbcnS0lLloS6PHj2iZs2akUKhIGdnZ/r000/p008/Ff7gaNasmeS1+6KaoT19+lSjv4QPHDggfEcEBASoPMTSsmXLQhP8X716xSSnixVVqlShgwcPElHO7PaNGzeIKGf3VHHf90VhYmJC58+fZ+hQHs38aFXwkTeBztrami5cuEBEOVOBYjoMykFpLOWIxcbGRmUrXnZ2Ng0dOpScnJzo1q1bTBJYWWBmZib8g8zKyiIdHR2VbX6XLl0iW1tbjd5D0+RQa2tr4R/ny5cvSaFQFDlL9b+ENoxbGzzmZcqUKWRnZ0dz584lAwMDmjZtGg0cOJAqVqxIkZGRaut89dVX1LhxY5VaHLkkJiZSkyZN6Ouvv5bksagaS/Hx8ZKTOUNCQkipVNKnn35K/v7+Bep0SPFYWID06NEj0tHRkeQxNDS02IcUjI2NhT/4HBwc6OTJk0REdPv2bUlboWvWrFnoNmhNkEMzP1oVfFStWlW4IPXr16dly5YREdHevXtF/YWgDr///ruon5djKUcdxPiUI4dEHcReS7nySIpDrMf8X3R5W2/LiVifrPW0Ydza4DEvrq6uwuyhiYmJ8LsfGRkpaneTiYlJsTeMM2fOkImJiShvucW0lEql8P+5DzMzM1IqlTR8+HBRmrlUrlyZSVCYkJBACQkJpFAo6ODBg8LzhIQEOnfuHM2cOZOcnZ0laXt5eak8ateuTUZGRmRmZia52JaHh4cws966dWsaP348EeV83mKWVXPZu3cvtW3bttCaKVKRQzM/WhV8DBw4kEJCQoiIaPHixWRoaEg+Pj5kYWFBAwYMEKXFOiFNjqUc1j5Z55DI4ZFInjwS1h6VSiXdvHlT6LZrampKCQkJBTrxioW1z/I4bm3wmBcjIyPhL+HKlSsL21lv3bpFZmZmautUrFix2O+YgwcPUsWKFUV5W716Nf3222+kUCgoMjKSVq9eLTzWr19Px44dE6WXFysrK1GdYYsibxHKwpa7jYyMJNWzKYpXr15R165dJQdO8+fPF2a09u/fTwYGBqSvr09KpZIiIiJE61lYWJCenh4plUoyMTGRvGwnt2Z+tCr4yMrKUrkJbdiwgUaOHEkLFy6kd+/eqa0jR0KaHLD2yTqHRA6PROzzSORKksyb/V3UczGw9llex60NHvNSrVo1OnHiBBERNW3alH7++WciItq4caOoYlvDhw8nZ2dn2rp1q0pw9erVK9q6dSu5uLjQiBEjJHmUozbFxIkTKSwsTGOdO3fuUHJyMikUCjp9+jTduXNHeDx48IAyMzMZuFXl4sWLkmdT8nPnzh36448/KCEhQdLr8waEhT3KimZ+ymWdj44dO+Ldu3cYM2YMNmzYgA0bNqB69eoYOHAgAgMDYWhoKMv7iq0tUFo+xVBePR4+fFitnxPTHI+1z/I6bm3wmJdJkybBzMwMkydPxqZNm9C7d2+4uLggJSUFY8eOVekqWhy5/latWoXMzEzo6ekBAN6/fw8dHR0MHDgQCxYsgL6+vmiP586dg66urlBzaMeOHfjtt99Qq1YthISECO8lhtGjRyMmJgaenp7w9PQsUENj/vz5ojXVoWPHjli5ciXs7Owkaxw9ehR+fn548eIFQ2flDCYhjJYhV0Ia62nZ0kicE7tuXVrJfWJ8aksCImuf5XXcclCSHo8fP07z5s0TGmqK5dWrVxQfH0/r16+n9evX019//SVpmSkvDRo0ELZ+37p1i/T19alHjx7k5uZGo0ePlqSZvy5H3oecu1PEtGqIjIxUeURERFBQUBDZ29uLysdRh9OnT6td5yT/zFZxD3WRQ7M4/ieCjxo1aoiaRpUjIa0k6h+w8Cl3gShWyX0sfZZUAmKHDh3owYMHkl/P2md5HXdhlGWPb968YaIjJ3mTwMPDw6lt27ZERHT06FFydHQsTWuiERN8uLi4qDxcXV2pUaNG9MMPP9B///3H1JeY+1jerc9FNV4Vu7woh2Zx6JT2zAsLfv75Z7x69Urtn1coFHj9+jUMDAxARFAoFHjz5g3+++8/lZ8TU+Y2KCgIbm5uWLx4sTAte+3aNQwcOBB79uyRNC3L2ufly5fRqVMn3Lt3DwDg7++PqKgodOvWDZcvX8bgwYOxa9euUvUoh085PBbG33//jTdv3kh+PWuf5XXc2ubRxsYGXbt2Re/evdG6dWvJJdAB4OnTp1i1ahWOHz+uUl69SZMm6N+/P6ytrSXpEhGys7MBAAcOHECnTp0AAFWqVMHTp08l+y3rJCcnl9h7xcfH48OHD2r97F9//QUrKysAwMGDB5m8vxyaxcIkhNEy5EhIk2NalrVPOYovyXEtWfuUw2NhaNohmLXP8jpubfO4detW+vrrr8nQ0JAqV65Mo0ePllQA7tSpU2RpaUkODg7Ur18/mjhxIk2cOJH69etHjo6OZGVlJUmXKKeAV9++fSkmJoZ0dXWFOjyHDh3SKPHy9OnTNGHCBOrevTt17dpV5SEXYn4XAgICCp3hSEtLk1QIjfP/0eqZD/q/aLxChQqiXidHVPf06VPY29sDyGm2ZmxsjM8++0wjTdY+T58+jX379sHLywuff/45NmzYgMmTJ6NPnz6SNeW4lqx9lkgUD8DZ2blA0pwYWPssr+MujLLssWvXrujatStev36NLVu2YMOGDfjss8/g6uqK3r17Izg4WC2dkSNH4ptvvsGyZcugUChUzhERhg4dipEjR+L48eOiPUZERKBXr17Yvn07fvzxR6HJ35YtW9CkSRPRegCwceNG9O3bF+3atcO+ffvQtm1bJCUl4dGjR+jataskTdZER0cjPDwcpqamKsffvHmDmJgYUY1CP0ZmZiYePHggNC8sjosXL6qt6+npqdbPyaFZLKUd/ajDhw8f6Mcff6QvvviCgoODiYho9uzZZGRkRHp6etS3b19RW23lQK7aAiwpreJLYtEWnxyOXFy5coW8vLxEzaYYGBgIjRgL49q1a8yL871580Zo1EhEtH79erWrBnt4eNDixYuJ6P/PRmRnZ9PgwYOF73k5UGfmI/d7XKFQCN/ruY/nz59TdHQ02dnZMfUlpvmoOu08pM6UstQsDumLiyVIaGgoVq5ciQYNGmDLli0YNmwYFi1ahBUrVuCXX35BfHw8IiIiNHqPjh074uHDh5JfT0SoVq0aLC0tYWVlhbS0NHh7e8PS0hKWlpawsLCApaWlRh419Zm7bv3ff//h1atXKuvWeR+l6bGkfGrqMZc9e/bg6NGjwvMlS5bAy8sLPXv2ZLINj5VP1nraMG5t8JiXt2/fYvPmzejSpQvq1auH58+fY8KECWq/vnLlyjh16lSR50+dOgVbW1sWVgUMDAxUZpSGDBmCR48eqfXaW7duoWPHjgAAPT09pKenQ6FQYOzYsVixYgVTn3mZPHmykNtQFBYWFrCysoJCoRC+13MflSpVwoABAxAYGCibx4+RnJyM27dvIzk5udjH7du3S1WzWJiEMDLj6upKsbGxRER048YNUiqVtHHjRuH8pk2bqE6dOhq9h6ZrwocOHVLroSma+OQ5AOw85lKnTh2hM+zFixdJX1+ffvjhB/rss8+of//+Guuz8slaTxvGrQ0eiYj27NlDffv2JTMzM7KysqLvvvtOUmv5xYsXk76+Po0aNYp27NhBJ06coBMnTtCOHTto1KhRZGhoSEuWLNHYb3GIuSYODg5CrykPDw+haeixY8dEVXbNS0xMDDVp0oTs7OyEPmALFiwQ3Yn10KFDdPDgQVIoFLR161aV7/Bjx46pdANXF29v72IfYndtajtakfPx4MED1K1bFwDg5uYGPT094TkANGzYEHfv3i0tewDEFSwqLUoqB0BTtMUnkPPXQq1atQAAf/zxBzp16oSZM2fi3Llz6NChQym7kw9tGLc2eARycj46deqEmJgYdOjQQXJuSmBgICpVqoQFCxZg6dKlyMrKAgBUqFAB9evXx+rVq9GtWzeW1jXiiy++wP79++Hh4YFvvvkGo0ePxl9//YX9+/ejdevWovWioqIQHByMMWPGYMaMGcL4LSwsEBERAX9/f7W1cr/Pk5OT4eTkVCCHJj/Dhw9HWFgYKlWqVOTPXL16Fd9++y2qVq1a6PmHDx8iKSlJbY95uX79OhYtWoRr164BAGrWrImRI0eievXqkvTk0lShtKMfdbC1tVXpxtqkSRP6999/hefXrl2THCnnUrt2bUpJSdFIIz+a1hYoDDl8sqY8ebS0tKQrV64QUU5p7OXLlxMRUXJyMhkaGmqsz/palqdxa4NHImJeL4KI6P379/TgwQN68OCBSk6G3IiZ+Xj27Jkwg5CVlUU///wz+fn50bhx4+j58+ei37tmzZq0bdu2Aj4uXbokuqeNWExNTT867vr169PSpUuLPC+18/mWLVtIR0eHPvvsMxo7diyNHTuWGjduTDo6OkJhuLKgmR+tCD5atmxZbD35zZs3U/369UvQkXqwnjKXAzkCJDkoqz79/PyoXbt2FBYWRrq6ukJQvHfvXnJ3dy9ld/KhDeMuyx4/VkGyrCSpi6U0v/MMDAyEpZa8PpKSkpgn2uZHnXGPGjWq2GqwN2/epBYtWoh+b1dX10I7qgcHB5Orq6toPbk086MVCafLli3DF198UeT5Dx8+YOLEiaJ15U5IY4WcPjUtvpSL3NeShU85PC5evBg6OjrYsmULoqKi4ODgAACIi4tD+/bty4TP8jrusuwxNwFdnYcYEhISMH36dCxdurRA8a///vsPAwYMEKUnJz4+Pli9ejWTJHcAqFq1Ki5cuFDg+J49e1CzZk0m76EJkZGRxW6M+OSTTyQtOT98+BB9+/YtcLx3796SE6Ll0CwAkxBGS5E7IY3VtKycPnkCIjuPrGDts7yOWw5YecybwLh69WqqXLkyTZo0iXbs2EE7duygSZMmkZ2dnagOonv37iU9PT2qXbs2OTk5UcWKFemvv/4Szqempsqe0CjmO2/UqFFUuXJlMjQ0pK+//pq2b9+u0RLRL7/8Qg4ODrRx40YyNjamDRs20PTp04X/l5PSnPHx9fWlVatWFTi+atUqoQx+WdDMj1YFHw8fPqTt27fTsmXLaNmyZbR9+3Z6+PChZD1jY2NKTk4mIqKpU6fSV199RUREZ8+eJVtbWxaWmSCnT1YBktzXkoVPuTxmZmbS77//TmFhYRQWFka///67Ru3HWfssr+PWFo+tWrUSdnrkZd26ddS8eXO1dRo3bkyTJ08mIqLs7GyaNWsWmZiYUFxcHBFpHnzcvXuXTpw4QadOnaKnT59K1slLVlYW7d27l/r160dmZmZkaWlJgwcPlrwzcO3ateTm5ibUpHBwcKCVK1cy8VocLIKPtLQ0SbucoqKiyNramgIDA2nNmjW0Zs0aCgwMJBsbG4qKihIC2h07dpSqZn60IvhIS0ujXr16UYUKFUhHR4dsbGzIxsaGdHR0qEKFCtS7d29KT08XrStHQlpcXBwdOXJEeL548WKqW7cu9ejRQ1ISlVw+WVNePV6+fJmqVq1KRkZGwpY5Y2NjcnFxoUuXLpUJn+V13NrgkYjI0NCw0CJ6169fF6WZt/lbLuvWrSNjY2OKjY2VHHwsWbKEnJycCjQZa9q0KZ05c0a0XlG8efOGNm/eTHXr1tV4hiY9PV2lUKHcsAg+xBQZy8vHioJJLTjGWjM/WhF8DBw4kNzd3WnPnj2UmZkpHM/MzKS9e/dStWrVaNCgQaJ15UhIk2PqmLVPOQIkOa4la59yePzss8/Iz89Pxc/z58+pc+fO1LhxY0marH2W13Frg0ciomrVqtGECRMKHJ8wYQJVq1ZNbR1ra+tCg4ENGzaQkZERRUVFib5ZzJkzh+zt7WnRokX0yy+/UM2aNSksLIzi4uKoT58+ZGRkJLlfTF4ePnxICxYsoPr165NCoaBGjRpprFmSDB06lJ48eaKRhtTgQ1vRiuDDwsKC/vnnnyLPHz16lCwsLETr3r17lzp27Eienp4qU3NjxoyhkSNHSvIqx7Qsa59yBEhyXEvWPuXwaGBgQJcvXy5w/NKlS5Iz7Fn7LK/j1gaPRES7du0iAwMDqlOnDg0cOJAGDhxIHh4eZGBgIPz+q0ObNm1ozpw5hZ5bv3496erqir65ubi40O7du4Xn169fp4oVKwpLV6NGjaI2bdqI0szl1atXtGrVKvLx8SEdHR2qVq0ahYaGFpi9UZfU1FTq3bs32dnZUYUKFQrM1Ejl77//pl69etFnn30mBJsxMTEqfxipg6WlZbEPMzMzZsHHixcvmOjIqakVwYeZmVmx0fWpU6c0rvPBCm1YfuC5Luzw9PSk+Pj4Asfj4+M1rrpbltGGcWuDx1zu3btHkydPFjq6Tp48WXSO09atW2nMmDFFnl+3bp3orZxGRkbCv0GinFwSHR0dYdv7hQsXyMTERJRmLgYGBmRnZ0djxoxhMnvSvn17qlWrFi1dupS2bdtG27dvV3lIYcuWLWRoaEiDBg0ifX19YWll0aJF5OvrK0rLyMiIxo8fT6tXry70ERoaKin4CA8PV6n4/fXXX5NCoSB7e3u6cOGCaD25NPOjFcFHz549ydvbm86dO1fg3Llz56h+/frUq1cvSdqsE9Lkqi3A0qdcARLraymHTxYe89Zg2LVrF9WuXZt+//13unfvHt27d49+//138vDwEPVXqxw+Wetpw7i1waNcHD58mHlBMS8vL1qxYoXwPD4+noyMjCg7O5uIiBITE8nU1FSS9r59+ygrK4uJT6KcvIvz588z0yPKGX90dLSgnxt8nDt3TvQfQE2aNKGIiIgiz0tddnFxcRFWBvbt20cWFha0d+9eGjhwoORZKTk086MVwcfz58+pffv2pFAoyMrKimrUqEE1atQgKysrUiqV5OvrK2lKSI6ENDmmZVn7lCNAkuNasvbJymNhvWbyHtM0GYv1tSxP49YGj0WRnp5O165do4SEBJWHuiiVSuZJlps2bSJdXV3q1q0b9e3bl0xMTGjSpEnC+WXLlknOn2FNzZo1C/0DVRMMDQ2FmZ+8wcetW7dIX19flNaMGTMoJCSkyPMpKSmSlpMNDAyEWbJRo0bRd999R0Q5S2RS0hHk0syPgoiITcUQ+bl27RpOnDiB1NRUADldHBs3bowaNWpI0mvcuDGsra0RHR0tFPN58eIF+vfvjydPnuDYsWPMvGsCa58pKSkYPnw47t27h1GjRmHgwIEAgLFjxyIrKwsLFy4sdY9y+GTl8fDhw2q/p5SeP6yvZXkatzZ4zM+TJ08QEBCAuLi4Qs/n9ij5GEqlEqmpqbCxsRHtoTji4uKwdu1avHv3Du3atcPgwYOFc8+ePQMAVKxYUS0tb2/vj/ZJyeXcuXOifO7btw/z5s3D8uXL4eLiIuq1ReHq6ooVK1bAx8cHpqamSEhIgKurK2JiYhAeHo6rV68yeR9NsLe3x5YtW9CkSRNUr14d06dPxzfffIPr16+jYcOGkoq4yaFZACYhjJYiR0IaEftpWbl8soR7ZAdrn+V13HIgh8eePXtS06ZN6fTp02RsbEz79u2jNWvWUPXq1enPP/9UW0ehUNDjx48leSgpQkJChMekSZPIzMysQP8QMzMzldkVdbGwsCA9PT1SKpVkYmJSIKFTCjNnzqRatWrRiRMnyNTUlI4cOUJr164la2trWrhwoSRN1gQGBpKzszP5+PhQxYoV6fXr10SUs8vJ29u7zGjmRyu62gLA+/fvsX37dhw/flxl5qNJkybw9/eHnp6eaM1q1arh0aNHqF27tsrxx48fw83NTZLPK1euwM/PD48ePRK6/82aNQvW1taIjY1FnTp1yoTPrKwsbNu2TaVjYZcuXaCjI+1XQg6PrH3K5ZE1rH2W13HLgRwe//rrL+zYsQMNGjSAUqmEs7Mz2rRpAzMzM/z888/o2LGj2lr9+/eHvr5+sT+zdetWST7zEhAQgBkzZsDe3l7U66ZOnSr8/6BBgzBq1ChMmzatwM/cu3dPtKfiSpdLZdKkScjOzkbr1q2RkZGBL774Avr6+vj+++8xcuRI0Xpy3McWLFgAFxcX3Lt3D7Nnz4aJiQmAnBLpw4cPF60nl2YBmIQwMnPjxg1ydXUlAwMDat68OXXr1o26detGzZs3JwMDA3Jzc6MbN26opSV3Qhqr2gJy+mS1bi33tWThsyQSEAujRo0aovIKWPssr+PWRo+mpqZCXoGTkxMdPXqUiIhu374tKrFaoVBQ9+7dqX///sU+xJA//yT3oaurS9u2bROdl5IXMzOzQourJSUllZndi7m8e/eOrly5QidPnhRmAcTC8j72v4BWBB8+Pj7k7+9faIfHV69ekb+/v9r15uVOSGM1LSunT1YBktzXkoVPuT0WxbZt20T15WDts7yOWxs9NmjQgPbs2UNEOUnWffr0oX///ZcmTpwoqoOoQqFgnnCaO66iqltqMm5bW1v67bffChz/7bffyMbGRi2NvPeEst4dmOV9LD+JiYkUGBhIrVq1olatWlFgYCAlJiZq5FcOzbxoxbLLP//8g1OnTsHMzKzAOTMzM0ybNg2NGjVSS0tK10AxsJqWldPnhQsXcObMGZWOmZaWlpgxYwYaNmyoto7c15KFT7k9FkWXLl1E/Txrn+V13OpQ1jyOHj1a6BQ6depUtG/fHuvWrYOenh5Wr16tto66iZxi8PT0hKOjI+bOnQtDQ0MAABHB3d0dcXFxcHd3l6w9ZswYDBs2DOfOncOnn34KADh58iRWrVqFKVOmqKVhaWmJhw8fwsbGBhYWFoVeAyKCQqFQO3E3L+np6QgPD0d8fDweP36M7OxslfO3b99WW4vlfSwvf/zxB7799ls0aNAAjRs3BgCcOHECderUwcaNG/HVV1+VCc0CMAtjZMTOzo5iY2OLPL9z506ys7MrQUeqlNYUt1S0pfiStvjMS3Z2tkoLgPKCNoxbGzwS5Wy5PXv2rOhy3XLMfLx7945Gjx5NtWrVUtnGqqOjI9Tg0YRNmzZRkyZNhKTQJk2a0KZNm9R+/aFDh4Rk/rydggt7SOHbb78lOzs7mjhxIi1YsIAiIiJUHmKQ6z7m6upKU6ZMKXA8ODhY1MyZ3Jr50YrgY8qUKWRpaUnz58+nhIQESk1NpdTUVEpISKD58+eTlZUVTZ06tdT8ldYUtxi0JUDSFp8fPnygH3/8kb744gsKDg4mIqLZs2eTkZER6enpUd++fendu3el6lEOtGHc2uCxKI4ePUpv376V9Nq8N2LW7N69mxwdHWnmzJmUlZXFLPgo65ibmws5OJoi133M0NCw0FyRpKQkjZodstbMj1Ysu4SFhcHY2Bhz5szB+PHjhak1IkLlypURFBSEiRMnMnu/mjVrIikpSe1putKa4hbjM/+UJBGhW7duKtcSAPz8/CRNT7LwWFo+xXoEgNDQUKxcuRK9evXCli1b8PjxY+zatQsrVqxAVlYWJk+ejIiIiFL9vZRDTxvGrQ0ei8LX1xcXLlyAq6urqNfl1rxJSEj46M+OGjVKkq8zZ84UW4+kNLh48aLaP+vp6Sla39LSElZWVqJfVxhy3cdatGiBI0eOFFjWP3r0KD7//HNJXuXQzI9WFRkDctbYHj16BCBni1LVqlWZv8f27dvx6tUr9OvXj7k2S8T4lLv4UlGIvZal4VPK5/3JJ58gMjISnTp1ws2bN1G9enWsX78e3bt3BwBs3rwZ06ZNw6VLl5h4lOqTtZ42jFsbPBZF3kJWYsj/PfjkyRNkZGTAwsICAPDy5UsYGRnBxsZGVJ5CYSxcuBAHDx7EokWL4OjoKFknKysLCxYswObNm5GSkoL379+rnH/+/PlHNZRKJRQKBT52G5Oa87F27Vrs2LED0dHRMDIyEv36otD0PrZz507h/x88eIDg4GB069YNn332GYCc/Izff/8doaGhGDp0aKlpFguT+RMOp5yRt/xw7vNr164Jz2/fvi2550VZRhvGrQ0eiXJ6seRfJslbwlsq69ato6ZNm6rsTEhMTKTPP/+c1q5dq5E2S6ZMmUJ2dnY0d+5cMjAwoGnTptHAgQOpYsWKFBkZqZbGnTt31H5IwcvLi0xNTcnExITq1KkjbPnPfZQWhe0+KmpHUmlqFodWLLsAwNWrV7F48eICxVkaN26MESNGoFatWhq/BxEhOzsbFSpU0FgrPyynzOX0yYr/dY/m5uZ4+fIlqlSpAgCoV68eTE1NhfPv3r1jtvuA9bX8Xx+3NngEgJYtWwo7NXJZvnw5bG1tNfI0ZcoUbNmyRShyCADVq1fHggUL8PXXX6NXr16i9OQojAUA69atwy+//IKOHTsiJCQEPXr0wCeffAJPT0+cOHFCreUhZ2dnSe+tLmJ3Rn0MVvex/LtuWCCHZrEwCWFkZvfu3aSnp0efffYZTZ06lZYuXUpLly6lqVOnUpMmTUhfX1/YJ68OpZGQJra2QGn4FFt8qTQ8SvEph8eWLVsW+3lu3ryZ6tevL0qTtc/yOm5t8Egkz+4UopxkwVOnThU4fvLkSdHJgnIWxjIyMqK7d+8SEVHlypXp7NmzRJTTtE1qkTG5a1NoAuv7mLajFcGHp6dnodt+cpk6dSp5eHiorffTTz+Rra0tjRs3jmrVqkVDhw6lKlWq0Nq1ayk6OpocHBxo1qxZLKxrREn7lBIglca1FOtTDo/Xr1+n27dvF3l+3bp1orYMyuGzvI5bGzwSydeLpVOnTuTt7S3czImIzpw5Q/Xq1SM/Pz9RWnIWxqpWrRqdOHGCiIiaNm1KP//8MxERbdy4kaytrUXrbdmyhXR0dAr0itHR0aEtW7ZI8sgS1vexj3H69Gk6fPgwMz3WmloRfBgYGBQbvSYmJoqqHurq6irst75x4wYplUrauHGjcH7Tpk3M6khoUlugJH1KhXtkB2uf5XXcciCHR4VCQR06dKCuXbsW+xDL48ePydfXlxQKBenp6QnN1nx9fSk1NVWUlqGhYbGtDC5evCh562VQUBDNmDGDiHICDh0dHXJzcyM9PT0KCgoSrceqNoWlpaVQY8XCwqJAgzqpzepY38c+hpSZ7JLU1IqcDxcXF+zatUtlDTMvu3btErX29+DBA9StWxcA4ObmBj09PeE5ADRs2BB3794V5TEzMxMhISE4cuQIWrRogdDQUMyZMwchISHIzMzEt99+i19++UXU+qgcPguDNFi3LimPmviU02NqaipOnjypsn7bqFEjVK5cWbQWa5/lddza5NHU1FSoHMoKa2tr7N69Gzdu3BAaMtaoUQPVqlUTrWVhYYE7d+4U2RDzzp07wo4asYSHhwv/3717dzg5OeH48eNwd3eHn5+faL2HDx+ib9++BY737t0bc+bMUVtnwYIFQo4Qy2Z1rO9jHyM+Ph4fPnxgpsdck0kIIzObN28mHR0d8vPzo8jISNq4cSNt3LiRIiMjqXPnzqSnpydqWs3W1pYuXrwoPG/SpAn9+++/wvNr166JXnOUY1qWtU851q3luJasfcrhMS0tjXr16kUVKlQgHR0dsrGxIRsbG9LR0aEKFSpQ7969KT09XZQma5/lddza4JFIvpyP0NDQQseXkZFBoaGhorTKeoHHvPj6+tKqVasKHF+1apXkpSGWsL6PaTtaEXwQEf3zzz/UvXt3cnJyEqYSnZycqHv37nTs2DFRWnIkpMkxLcvapxwBkhzXkrVPOTwOHDiQ3N3dac+ePSrLapmZmbR3716qVq0aDRo0SJQma5/lddza4JGISKlUyhJ8FKX79OlTSVPm4eHhZGdnV6Bqs52dHbN8LlNTU423GEdFRZG1tTUFBgbSmjVraM2aNRQYGEg2NjYUFRVFO3bsEB7F8bEGdZo0q2N5H/sYHz58EBJ6y6Km1gQf2dnZdPfuXcrIyNBYS46ENDlqC7D2KUeAJMe1ZO1TDo8WFhb0zz//FHn+6NGjZGFhIUqTtc/yOm5t8Egk38xHUYms8fHxVKlSJcm6t27domPHjtGxY8eKvRZSYFHfhFWdivztMgp7SK13wfI+9jEuXLjAPOeDpaZW5HwAOev9bm5uuHLlikadFAF8dO2zZ8+eojXlqC3A2qcc69ZyXEvWPuXwmJ2dXWz+jp6enuh986x9ltdxa4NHIKctA6vS3UBOKXCFQgGFQoFq1aqpfN9kZWUhLS1No8qUrq6uoiuvliSs6lTI2S6D5X1M29Ga4EOpVMLd3R3Pnj1j9qGxTEirVasWzp07Bw8PDwA57ZPzcunSJcm+WfmUs/gSy2spl0+WHjt16oTvvvsOv/76K7y9vVXOnT9/HsOGDZOUNMfaJ2s9bRi3NniUoxdLREQEiAgDBgxAaGgozM3NhXN6enpwcXER2qOLoSQKPPbu3bvQVvOa8vLlS9EJsSzbS+SH5X2sXr16xZ5/8+ZNmdAsEibzJyXEzp07qVmzZsVu/VIHORLS5JiWZe1TjnVrOa4la59yeHz+/Dm1b9+eFAoFWVlZUY0aNahGjRpkZWUlbGt88eKFKE3WPsvruLXBo4uLi8rD2NiYFAqFsIVToVCQsbExVa1aVZRPIrbdbUujMNa1a9fI3d1d9OvCw8NVlme//vprUigUZG9vTxcuXJDs5/nz5zRnzhwaMGAADRgwgObOnUvPnj2TrMfqPqavr0/9+vWjkJCQQh9DhgwRvUQih2ZRaFXwYWFhIexZNzAwkLznWo6ENDlg7VOOAEmOa8nap5yf99WrV2nVqlU0c+ZMmjlzJq1atUol10cMrH2W13Frk0ci9r1Yzp49q7IzZ/v27eTv708//PCD6N1sJV0Yi0h6XoGLi4uQ67Nv3z6ysLCgvXv30sCBA6lNmzaSvBw+fJjMzMyoSpUqQt0VJycnMjMzk1xsi9V9rH79+rR06dIiz58/f170dZRDsyi0KvhYvXp1sQ91kSMhLZeHDx/S9u3badmyZbRs2TLavn07PXz4UJKWnD5ZwT2yg7XP8jpuOZDTo6urK507d67A8TNnzpCLi4tovQYNGghbNm/dukX6+vrUo0cPcnNzo9GjR4vSKunCWETSg4+8Sf+jRo2i7777johy/piR+tnUqVOHBg8eXCDg/O677yQXvmN1Hxs1alSxn+fNmzepRYsWorzJoVkUWpPzAYBZK3E5EtLS09MxZMgQbNy4EQqFQkgke/78OYgIPXr0wPLly0W1ZZbDJ8A2B0Aujyx9yuWRdcMt1j7L67i1xWMuDx8+RGZmZoHjWVlZQtt1MSQlJcHLywsA8Pvvv6N58+ZYv349/vnnH3z77beiCmeVdGEsTbC0tMS9e/dQpUoV7NmzB9OnTweQk+QptaHnzZs3sWXLFpXChhUqVMC4ceMQExMjSZPVfSwyMrLY85988ono5Fk5NIuESQhTCrx580bynuuePXuSt7d3oX9tnDt3jurXr0+9evUS5UeOaVnWPuXIAZDjWrL2KYdHORpusfZZXsetDR7zwrIXC1FOzYykpCQiyunNEhERQUREd+/eFT1LURqFsaTOfAQGBpKzszP5+PhQxYoV6fXr10REtGHDBvL29pbkpUmTJrRt27YCx7dt20aNGjWSpJkXTe5j2o5WBR9paWkUGBhI1tbWhe69Vhc5EtLkmJZl7VOOAEmOa8napxwe5Wi4xdpneR23NnjMC8teLEQ5Cdt9+/almJgY0tXVFQKtQ4cOkbOzs2g91oWxPtYvxdTUVFLw8f79e5ozZw6NGjVKJUicP38+/fLLL6L1iHJ6zjg5OdGcOXPoyJEjdOTIEZozZw65uLjQxo0bKSEhQXioC6v7mDrvw7qxHEtNBRERmzkU+QkMDMTBgwcxbdo09OnTB0uWLMH9+/exfPlyhIeHo1evXqL0rl27hhMnThTYPlajRg3R3szNzREfH48GDRoUev706dPw8fHBq1evRGuz8mlpaYldu3ahSZMmhZ7/559/0KlTJ7x48aLUPMrpk6VHIyMjnDp1qsieF5cuXUKjRo2QkZEhWpulT9Z62jBubfBYGCx6sQDAxYsX0atXL6SkpGDcuHGYOnUqAGDkyJF49uwZ1q9fL0qPiHDv3j1YW1sz6UMTHR2t1s+xWp7QBKVSWex5hUIBIoJCoVB7aYf1fawoEhISUK9ePclLTrJrMglhSogqVarQwYMHiShnajE3oo+JiSFfX99SdCbvtCwrzMzM6PTp00WeP3XqlOj+FHKgDT7t7OyEKqyFsXPnTrKzsytBRyWDNoxbGzzmhWUvluJ48+YNvX//Xni+fv16SktL++jrsrKySFdXV1jK0ZTDhw8z2wqcl6dPnwr/n5KSQlOmTKHvv/+e/v77b8mad+7cUfuhLiV1H+MVThny/PlzocKemZkZnj9/DgBo1qwZhg0bJkqLdULa4sWL0bNnT9SvXx+WlpawsbEBADx+/BgvX75Eu3btsHjxYlGarH3KVXyJ9bWUwydrj4MGDULfvn0xZcoUtG7dGra2tgCAR48eIT4+HtOnT8fIkSNFacrhszyOWxs85iU0NBRDhw4tkIyekZGB0NBQBAcHS9LNj4GBgcrzIUOGoFGjRh+tWsq6wGPLli3x8OFD4TtSUy5dugQ/Pz/cu3cP7u7u2LhxI9q3b4/09HQolUosWLAAW7ZsQZcuXURry5FMy+o+9rHquFJmJ+TQLBImIUwJ4eHhQYcOHSIiotatW9P48eOJiCgyMpIcHBzU1pEjIS0XlrUFWPuUY91ajmvJ2qdcnzfrhlusfZbXcWuLx1zk6sXyMcT0U2FVGIuIfU+b9u3bU6dOnejo0aM0ZMgQcnBwoAEDBlBWVhZlZWXR8OHDJSeHrl69mv7880/h+YQJE8jc3JwaN24sarYjL6zuY0ZGRjR+/Pgit+yGhoaKnqWQQ7MotCr4mD9/PkVGRhIR0f79+8nAwID09fVJqVQKGd3qIEdCmhzI5ZNlgCTntWTlU+7Pm1XDLdY+y+u4tcVjbuKlUqkskIRpZmZGSqWShg8fLtnzxxATfLAqjEVUdLAllYoVKwoJn69fvyaFQkFnzpwRzl+7do3Mzc0laVerVo3i4+OJiOjYsWNkaGhIy5cvJz8/P+rataskTVb3sSZNmhT781KWSOTQLAqtSjjNz927d3H27Fm4ubnB09NT7dfJlZDGelpWzsQ5VnCP7GDts7yOWw7k8BgdHS30YomIiGDWi0VdTE1NkZCQoFazuI8liYpJDlUqlfD19YW+vn6xP7d161a19VJTU4VlnPzjevToEezt7SUtGRgZGSExMRFOTk4ICgrCw4cPERMTgytXrqBFixZ48uSJaM38SL2PzZw5Ex8+fBASivNz7949BAcH47fffitVzaLQipyP7OxszJkzBzt37sT79+/RunVrTJ06Fc7OzpLW5CwsLHDnzp0iv0ju3LkjuhnRzZs30a5dOzx48ACNGjUS1pnPnz+PZcuWwdHREXFxcXBzcytVn6wDJDk8svYpl0fWDbdY+yyv49YWj7k37KpVq6Jp06bQ0Sm7X8esd56Ympoy2TmTS/5Gk1IbZObHxMQEz549g5OTE/bt24dx48YByMmfEdtkjfV9bPLkycWer1KliuggQQ7NImEyfyIzYWFhpFQqqW3btuTv708GBgYUEBAgWW/KlClkaWlJ8+fPp4SEBEpNTaXU1FRKSEig+fPnk5WVFU2dOlWUphzTsqx9yrFuLce1ZO1TDo9yNNxi7bO8jlsbPOaFZS8WMYhZdsmLpoWxWOd8KBQK6tChg9B7RUdHh9q2bSs879Chg+Slgp49e1K9evVo4MCBZGRkJOyo2bFjB9WuXVuUFuv7mLajFcGHm5sbLVu2THi+f/9+0tPTo6ysLMmarBPSDA0Ni03GunjxIhkaGpaqT7nW1llfSzl8svYoV8Mt1j7L47i1wWNeWPZiEUPt2rWFXigfg2VhLKVSyTT46N+/v1oPKbx48YICAwOpc+fOFBcXJxwPDg6m6dOni9KS4z727t072rRpE40ZM4a+/fZb+vbbb2nMmDG0efNmyYGrHJqFoRXBh56eXoF/JPr6+nTv3j2NtVklpMldW4CFT7kCpFxYXUs5fbLyKHfDLVY+Wetpw7i1wWNezMzM6ObNm0SUE+DkBtZHjx4lR0dHSZp3796lEydO0KlTp1TqX0hl+PDhVLNmTdqyZQsZGhrSqlWraNq0aeTo6Ci68y7rmQ9tgfV9TI6ZbDl3deVHK4IPpVJZIDvaxMSEyT98Vsg5LcsKbSm+pA0+a9SoQfPmzSvy/Lx586h69eol6Khk0IZxa4PHvLDsxbJkyRJycnIqMDPRtGlTlR0gYmFZGOvQoUOyFBmTm7S0NPr1119p8eLFkgqusb6PyTFDXJI7QctuhlMeiAj9+/dXyY5++/Ythg4dCmNjY+GYutnRAPuEtLCwMBgbG2POnDkYP368kPBERKhcuTKCgoIwceJEUZqsfcpVfIn1tZTDpxyfd8+ePXHo0CH4+PgU8Lhnzx7RZazl8Fkex60NHvPSoEEDTJ8+HT4+Pjh8+DCioqIAAMnJyYJ3dZg7dy4WLFiAH374AQYGBpg/fz569OiBhg0bYv369fjiiy9w+PDhIltAFAerwlgLFy4EkFOm+2OMGjVKtM/CWLp0KZ4+fSqqWFtKSgr69OmDc+fO4bPPPsOvv/6KNm3a4MaNGwAAQ0NDxMXF4YsvvlBbk/V97J9//sGpU6dgZmZW4JyZmRmmTZuGRo0aqe1PLs2i0IqttgEBAWr9nLpZuHFxcejSpQvq1auHdu3aqXw57d+/H2fPnsWOHTvQrl07SX5v374ttMKuXLkyqlatKklHDp+zZs1CZGQkUlNTCwRIY8aMER0gyXUtWfqUy+OxY8ewcOHCQm9Go0ePFr1NkrXP8jpubfGYC6teLFWrVsXSpUvh6+sLAEhKSkKTJk2QmpoKHR0djB49GteuXcO+fftEe/T09MSiRYvQvHlz+Pj4wMvLC3PnzsXChQsxe/Zs/Pvvv2p7zMuTJ0+QkZEh7BR6+fIljIyMYGNjg9u3b4v2WRitW7dGcnKyKL1u3brh3r17GDFiBDZv3oykpCR88skn+PXXX6FUKjFs2DA8f/4cf/31l9qarO9j9vb2WLFiBTp16lTo+djYWAwZMgQPHjxQ26McmkXCZP5Ey5ArIY01cvpktW4t97Vk4VMuj9nZ2XT37l3KyMiQ5Cs/rH2W13ETaYfHjyG2F4uRkRElJycLz7Ozs0lHR4cePHhARDkFokxMTCR5YVUYKy/r1q2jpk2bquTnJCYm0ueffy46j4Q1tra2dPLkSSIievbsGSkUCpUOvhcuXKCKFSuWlj0ikmepvyTTB8pl8CFXQtqVK1do2LBh5OXlRZUrV6bKlSuTl5cXDRs2jK5cuVJmfLKkPHtk3XCLtc/yOm4i7fAoFlNT02K3xnp5edGKFSuE5/Hx8WRkZETZ2dmCR1NTUyZe7ty5Q3/88YeoVvL5cXV1LbQR55kzZ8jFxUUTexqjUCgoNTVVeG5sbKxy7VNTU5k3bZOCHDuw5NrVlZ/i+wX/j+Li4oJdu3YVeX7Xrl2ii77ExcXB29sb58+fh7+/P4KDgxEcHAx/f3+hDfHevXtL3efVq1cxfPhweHt7w87ODnZ2dvD29sbw4cNx9epVUVpyeWTtUy6PeRtusYC1z/I6bkA7PIqFPrJC/sMPPyAwMBDdu3dHv3794O/vj1GjRgnLlocOHSqySFpRZGdnY9asWWjatCkaNmyISZMm4c2bN3B2dsaXX34pqiJnfh4+fIjMzMwCx7OysoRla7GsWbMGTZs2hb29Pe7evQsAWLBgAXbs2CFaK2+hMlZFy4pj6dKlCAsLE/WaoKAgPHjwADdv3sTRo0dx9OhR3Lp1Cw8ePJCUYyiXZmFoRc4Ha37//Xf07NkTvr6+xSakffXVV2pr1q1bF/7+/kX+8oSEhGDr1q24ePFiqfmUY91ajmvJ2qccHnOJjY3F7NmzERUVJfqLXW6f5XXc2uRRDOqUQ4+Li8PatWvx7t07tGvXDoMHDxbO5QZiFStWVPs9p02bhpCQEPj4+MDQ0BB79+5Fjx49sGrVKukD+T/8/Pxw//59rFy5EvXq1QMAnD17Ft999x0cHBywc+dOUXpRUVEIDg7GmDFjMGPGDFy+fBmurq5YvXo1oqOjcfDgQbW1lEolvvvuO6HT8JIlS9C7d2+hBH5GRgZ++eUXpl1epeSmaDXM5lC0jH/++Ye6d+9OTk5OpKenR3p6euTk5ETdu3dXWdtTF7mmZVn6lGvdmvW1lMMna4+5sGy4JYfP8jpubfEoBqkVSTVBjsJYuTx+/Jh8fX1JoVAI1zO3a3XeJQ91qVmzJm3bto2IVK/VpUuXROdnNG/enFq0aPHRR2nDeqlfLs3CKJczH0DOFOa9e/dgbW3NpMdAzZo1MXjwYKH2f37mz5+PFStWIDExsdR8Ghoa4sKFC6hevXqh569fvw4vLy/RPQtYX0s5fLL2mAvLhlsAe5/lddyAdngUg5hGcHkJCAjAjBkzYG9vL/o99fX1cfPmTVSpUkU4ZmBggJs3b8LR0VG0XmHcuHED165dAwDUqFED1apVk6RjaGiIxMREODs7q1yrGzduwNPTU/T3WllHjplsuXeCqsAsjNEyWCekbd68mXR0dMjPz48iIyNp48aNtHHjRoqMjKTOnTuTnp6eUEK5tHzKVXyJ9bWUwydrj3LB2md5HbcclLbHj818JCQkFPrQ1dWlbdu2Cc/FIGeBx9DQUEpPTy9wPCMjg0JDQ0Xr1axZk7Zv3y54zL1WCxcuJG9vb83MMmT16tX0559/Cs8nTJhA5ubm1LhxY7pz547aOnLMEJfkrq5yG3wQEdWqVYuOHz/OTE+uaVlWPuUKkFh6lNMn6887P5o23MqFtc/yOu68aIPHj/GxXiy5uxMUCkWBR+5xsTs08jdtK6xxW9euXSWNp6geL0+fPpW0k+SXX34hBwcH2rhxIxkbG9OGDRto+vTpwv+zZPv27RQdHS3ptdWqVaP4+HgiIjp27BgZGRnR8uXLyc/PT9S1lGOpvyR3dZXr4GPnzp3UrFmzYvuIiIF1bYFcWPqUK0BifS3l8MnaIxHbhlty+Syv49YGj7mw6MVSt25d6tixI127do3u3LlDd+7coeTkZNLR0aH9+/cLx8QgZ9M2hUJRYFaFKGeLcKVKlSRprl27ltzc3ISgy8HBgVauXClJqziqV68u+XfI0NCQ7t69S0REEydOpD59+hAR0eXLl0WNW44Z4pJsTVCugw/WCWlyTcuy9ClXgMT6Wsrhk7VHIrYNt+TyWV7HrQ0eWfZieffuHY0ePZpq1aqlUj9DR0eHaaKgplhYWJClpSUplUrh/3MfZmZmpFQqafjw4Rq9R3p6epltXmdtbS18Pl5eXhQTE0NERDdv3iRjY2O1deSYIZZzdjw/WtHbRS4iIiKY6uWtLeDu7s5Ml6VPIoKbmxuuXLlSZj0C8vhk7RHI2c4ZExODFi1aICAgAJ9//jnc3Nzg7OyMdevWoVevXqXus7yOu6x7ZN2LRU9PDxEREYiLi0Pnzp0xfPhwBAUFMfPLioiICBARBgwYgNDQUGH7KpAzBhcXF9Hl7wHgzZs3ICIYGRnByMgIT548QUREBGrVqoW2bduyHIJGtGnTBoMGDYK3tzeSkpLQoUMHAMCVK1fg4uKits4333wDBwcHLFy4EPPmzSvQRuDQoUOir6McmkXCJIThCMg1LcuS0ly3FoM2+DQ2NhamUB0cHISSzLdv3xb1V4y2oQ3jLuseXVxcaPfu3cLz69evU8WKFYWOr6NGjaI2bdpI0k5NTSVfX1/6/PPPy9zMRy6su9u2adOGoqKiiIjoxYsXZGNjQ46OjmRgYEBLly6VrPv3339Tr1696LPPPqN///2XiHK6+R45ckSS3osXL2jEiBHUuXNniouLE44HBwfT9OnTRWnJMUMs1+x4fnjw8X+wSkiTY4qbtU+5AyRW11JOn6w8enh40KFDh4iIqHXr1jR+/HgiIoqMjCQHB4cy45O1njaMu6x7lLMXSy6RkZHUpUsXunfvnkY6cnD27Fm6ePGi8Hz79u3k7+9PP/zwA7179060XsWKFeny5ctElJN86unpSVlZWbR582aqUaOGJI+5S3aDBg0ifX19YQfNokWLyNfXV7Tehw8fKDQ0lNnnIcdSf0nt6irXwYccCWmrV68u9lEWfMoRIMlxLVn7lMOjHA23WPssr+Mu6x5LshdLWaRBgwZC/sCtW7dIX1+fevToQW5ubjR69GjRenkTOb/55hsKCQkhIqKUlBQyNDSU5NHLy0vY1ZJ3++65c+fI1tZWkqaxsbFK0KkpcswQl8Ssc7kOPuRISJMD1j7lCJDkuJasfZbE582i4RZrn+V13GXd46ZNm0hXV5e6detGffv2JRMTE5o0aZJwftmyZdS4cWNRmu/evaNNmzbRmDFj6Ntvv6Vvv/2WxowZQ5s3b5Y0myAnZmZmdPPmTSLKaWbWtm1bIiI6evQoOTo6itbz8PCgyMhISklJITMzM2FX3JkzZyQHCoaGhkKgkDf4yA2WpNC5c2fJ37OFIccMcUmkD5Tr4KNKlSp08OBBIsrpGHnjxg0iylnPkzKllh9WU9xy+2RBefOYlZVF4eHh1KRJE2rQoAEFBQUxWyNlfS3L27i1wWMuu3fvpp49e9JXX32lMgtClFPvQsy22xs3bpCrqysZGBhQ8+bNqVu3btStWzdq3rw5GRgYkJubm+C3LGBqaipM7fv4+AizUXfv3pVUS+L3338nXV1dUiqVKrkyM2fOpPbt20vyWLVqVdq/fz8RqQYf0dHRVLNmTUmaUVFRVLlyZRo/fjytX7+eduzYofIQixwz2XKnDxCV8+BDjoQ0Oaa45UycYxUgyZ3cx8InS49hYWGkVCqpbdu25O/vTwYGBhQQECDak9w+Wetpw7i1waMc+Pj4kL+/f6H/Nl69ekX+/v7C7EJZoGXLltS3b1+KiYkhXV1dITA6dOgQOTs7S9J8+PAhnTt3TqX3zMmTJ+natWuS9GbOnEm1atWiEydOkKmpKR05coTWrl1L1tbWtHDhQkmahRWBy1sMTixyzGTLoZmfch18yJGQJsfUMWufcgRIclxL1j5ZepSz4Rbra1nexq0NHoujf//+dP/+fdGvMzQ0LHaa/OLFi5JzH+QgISGB6tSpQ2ZmZkJ+BhHRiBEjqEePHqK03r9/TxUqVGC+TJCdnS1USc0NEAwMDOinn35i+j7lkXIdfMiRkCbH8gNrn3IESHJcS9Y+WXrU09MrUOpaX1+fSRY762tZ3satDR6J2PdisbOzo9jY2CLP79y5k+zs7ER5LA3evHlD79+/F56vX7+e0tLSPvq6qlWr0oULF2Tx9O7dO7py5QqdPHmSXr9+zUz3zZs3zLRy9VjujpNLk6icBx/5YZGQVhLTspr6LIn8DBbXUm6fmniUs+FWflhcS1Z62jBubfBIxL4Xy5QpU8jS0pLmz59PCQkJlJqaSqmpqZSQkEDz588nKysrmjp1qmifpY2pqWmxDfVyWblyJXXo0IGePXtWAq6kk5mZSWFhYWRvb08VKlQQxvbTTz9JKgUvx0y2HJr5KZcVTrOzszFnzhzs3LkT79+/R+vWrTF16lQ4OzvD2dlZI21XV1ckJyfDyckJNWrUwObNm/Hpp58iNjYWFhYWZcLn8+fPhbbcZmZmeP78OQCgWbNmGDZsWJnwyNKnHB6JCP3794e+vr5w7O3btxg6dCiMjY2FY1u3bi01n+V13NrgEQA8PT3h6OiIuXPnwtDQUPDu7u6OuLg40ZV9w8LCYGxsjDlz5mD8+PFQKBSCZuXKlREUFISJEydK8lqaEJFaP7d48WLcvHkT9vb2cHZ2VvmsAeDcuXOi3zs9PR3h4eGIj4/H48ePkZ2drXL+9u3bojVnzJiB6OhozJ49G4MHDxaO16lTBxERERg4cKAovYkTJ+LgwYOIiopCnz59sGTJEty/fx/Lly9HeHi4aH9yaeanXAYfM2bMQEhICHx8fGBoaIjIyEg8fvwYq1at0lg7ICAACQkJaN68OSZNmgQ/Pz8sXrwYHz58wPz588uET5YBkpzXkpVPOTz269evwLHevXtL1gPY+yyv49YGjwBw6tQpTJw4EV999RXWrl0Lb29v4VzuDVQsQUFBCAoKwu3bt/Ho0SMAOaWxq1atKtmnttClSxfmmoMGDcLhw4fRp08f2NnZCQGdJsTExGDFihVo3bo1hg4dKhyvW7cuEhMTRevJ0UZADs0CMJk/0TLkTEjLjybTsnL5ZLluLee1ZOWzJD9vTWDts7yOWw7k9Lh7925ydHSkmTNnUlZWVpkth15a5N3iWtKYm5vT0aNHmWoaGBgI3YXzju3KlSulvptNTs38lMvgQ46ENDlqC8iZOJcXTQKkkvJIJN1nSXrUBNY+y+u45UBuj6x6sVy5coWGDRtGXl5eVLlyZapcuTJ5eXnRsGHDtDagKc3gw8XFha5evcpUs169erRmzRoiUh1baGgoNWvWTLSeHDuwSmJXV7lcdsnMzISBgYHKMV1dXXz48EGyphzTsqx9yrFuLce1ZO1TDo9ywNpneR23HMjt0dbWFrt378bChQtRsWJFmJmZidaIi4tDly5dUK9ePfj7+8PW1hYA8OjRI+zfvx/16tXDjh070K5dOyaeyxpZWVlYsGABNm/ejJSUFLx//17lfG7OmBimTZuG4OBgREdHw8jIiInP4OBg9OvXD/fv30d2dja2bt2K69evIyYmBn/++adoPZZL/XJq5kdBpGY2z/8QSqUSvr6+KglpsbGxaNWqleSENHd3d3z//fcYMmQIAODAgQPo2LEj3rx5A6VSWSZ8Tps2TSVA2rt3L3r06KFRgCTHtWTtUw6PcsDaZ3kdtxxog8e6devC398fYWFhhZ4PCQnB1q1bcfHixRJ2phl16tRBXFwcqlSpUuzPBQcHY+XKlRg/fjx++ukn/Pjjj7hz5w62b9+O4OBgjBo1SvR7e3t749atWyAiuLi4QFdXV+W8lCRWADhy5AjCwsKQkJCAtLQ01KtXD8HBwWjbtq0kvbzcvXsXZ8+ehZubGzw9PTXWk0uzXAYfAQEBav3cb7/9pramvr4+bt68qfIPxMDAADdv3oSjo6NojwB7n3IESHJcS9Y+5fAoB6x9ltdxy4FcHt+/f4/t27fj+PHjSE1NBZCTINqkSRP4+/tDT09PbS1DQ0NcuHAB1atXL/T89evX4eXlhTdv3ojyKCcpKSl4+PAhlEolXF1dUbFiRclan3zyCRYuXIiOHTvC1NQUFy5cEI6dOHEC69evF60ZGhpa7PmpU6dKtasxRc0Q5+6cKiuaRcJk8YZTorUFpKINa+tE2uOTw9EE1r1YatSoQfPmzSvy/Lx586h69eosrGvMkiVLyMnJqUD9iKZNm9KZM2ckaRoZGQlJkpUrV6azZ88SUU4TODMzM2beNaVq1aqF9ux58eIFVa1aVW0dOdoIyNmaID/lMudDDkiG2gKs0Ya1dUB7fHI4mjBs2DB4eHjg/PnzBXI8/vvvP/Tt2xeBgYHYu3evWnphYWHo2bMnDh06BB8fH5Wcj/j4eOzZs0fSX/+smTt3LhYsWIAffvgBBgYGmD9/Pnr06IGGDRti/fr1+OKLL3D48GE0aNBAlK6joyMePnwIJycnfPLJJ9i3bx/q1auH06dPq3wvlzZ37txBVlZWgePv3r3D/fv31daJiYnB0qVLC8wQr1y5UvJMthyaRVEul13kQBumjrVh3RrQHp8cjiYYGRnh1KlTqFOnTqHnL126hEaNGiEjI0NtzWPHjmHhwoUFlnEaN26M0aNHo3Hjxky8a0LVqlWxdOlS+Pr6AgCSkpLQpEkTpKamQkdHB6NHj8a1a9ewb98+UbqTJk2CmZkZJk+ejE2bNqF3795wcXFBSkoKxo4dq3ZxLCsrKyQlJaFSpUqwtLQstraHmCTWnTt3AsipRxIdHQ1zc3PhXFZWFuLj47F//35cv35dLT05lvrl0CwKPvPBiNJeN1cHOYovyYG2+ORwNMHCwgJ37twpMvi4c+eO6KJ/jRs3hqOjI6ytreVZp2fA48ePUbNmTeG5u7s7Xr16hSdPnsDOzg4DBgxAs2bNROvmDS66d+8OJycnHD9+HO7u7vDz81NbZ8GCBTA1NQUAREREiPZRFLlF0BQKRYHvOF1dXbi4uGDevHlqxnexNwAAIjZJREFU68kxQ1ySs8585oPD4XBKgeDgYCxevBhTpkxB69atCyyTTJ8+HSNHjkRISIjamtnZ2TAwMMCVK1dEl2cvKby9vTF8+HChtPhff/0FPz8/pKWlQaFQ4Pr162jYsCH++++/UvMYHByMSZMmCdtrX7x4AUtLSybaVatWxenTp1GpUiWNdOSYIS7JWWcefHA4HE4pMWvWLERGRiI1NbVAL5YxY8ZI6sVSu3Zt/Prrr/jss89Y22XC5s2b0bt3b3Tt2hUGBgbYunUrRowYgZ9//hkAsHz5ckRHR+PYsWOitW/duoWIiAhcu3YNQM61GD16tNAjSl0qVKiAhw8fwsbGBkBOb6kLFy6I1vkYb9++LTDToC5yLPWXZPoADz44HA6nlGHZiyU2NhazZ89GVFRUkUs6pU1cXBzWrl2Ld+/eoV27dioN1p49ewYAorfd7t27F507d4aXlxeaNm0KAPjnn3+QkJCA2NhYtGnTRm0tpVKJ1NRUIfgwNTVFQkICk+AjOzsbM2bMwLJly/Do0SMkJSXB1dUVU6ZMgYuLi+jGctoKDz44HA7nfwhLS0tkZGQgMzMTenp6BXI/pFT61Aa8vb3Rrl27AomlkyZNwr59+0QVBJMz+AgLC0N0dDTCwsIwePBgXL58Ga6urti0aRMiIiJw/Phxjd9DG+AJpxwOh1NKXL16FYsXLy50d8qIESNQq1Yt0ZoskyRLkoCAAMyYMQP29vaSXn/t2jVs3ry5wPEBAwaIviYKhQKvX7+GgYEBiAgKhQJpaWkF8lCklMFn3dW2KJYuXYqnT58iODi4TGry4IPD4XBKAbl6sRS2W6wsUVR593Xr1sHf31+YXRBbxtva2hoXLlwokGh74cIFYQZDXYgI1apVU3nu7e2t8lyhUBRar+Nj3L9/H25ubgWOZ2dnM91V8scffyA5OZlp8MFSkwcfHA6HUwpMmjQJQUFBhfZiCQkJQUhICCZMmKBRI7i3b98WaLAm5a91lnh5eUGhUKCwFf+vvvpK8o198ODB+O6773D79m00adIEQE7Ox6xZszBu3DhRWgcPHhT182KoVasWjhw5UqBJ5pYtW1QCHE2Jj49npiWLpix1UzkcDodTLAYGBpSYmFjk+cTERDIwMBCtm5aWRoGBgWRtbV2gfLlSqdTEMhPq1q1LHTt2pGvXrtGdO3fozp07lJycTDo6OrR//37hmFiys7Np/vz55ODgQAqFghQKBTk4OFBERARlZ2fLMBJpbN++nczNzSk8PJyMjIxozpw5NGjQINLT06N9+/aVtr0Sg229VA6Hw+GohYuLC3bt2lXk+V27dhX461gdJk6ciL/++gtRUVHQ19fHypUrERoaCnt7e8TExGhimQmnTp2Cm5sbvvrqKzx//hzOzs5wcXEBANjb28PZ2VnSuBUKBcaOHYt///0Xr169wqtXr/Dvv/9i9OjRxVYpLWn8/f0RGxuLAwcOwNjYGMHBwbh27ZroHTm5REdHq/weTZw4ERYWFmjSpAnu3r0ryaMcmgUo7eiHw+FwyiObN28mHR0d8vPzo8jISNq4cSNt3LiRIiMjqXPnzqSnp0dbtmwRrVulShU6ePAgERGZmpoKzeliYmLI19eX5RA0Yvfu3eTo6EgzZ86krKws0tHRoStXrojWycjIoB07dtB///1X4NyrV69ox44d9PbtWxaWBVq3bi2qCZycVKtWjeLj44mI6NixY2RkZETLly8nPz8/6tq1a5nRzA/P+eBwOJxS4JtvvoGDgwMWLlyIefPmFdjtcujQIUm9WJ4/fy4kbZqZmQlba5s1a4Zhw4axG4CG+Pr64syZMwgICEBcXJxknRUrVmDnzp3o3LlzgXNmZmZYuHAh7t27h8DAQE3sqtC1a1c8ffpUY520tDRkZ2erHBObk3Pv3j0hgXX79u346quv8N1336Fp06Zo0aKFJF9yaOaHBx8cDodTSsjRi8XV1RXJyclwcnJCjRo1sHnzZnz66aeIjY0V3StGbmxtbbF7924sXLgQFStWlJQMu27dOkyZMqXI82PGjEFYWBjT4EMTreTkZIwYMQKHDh3C27dvheMkMdHWxMQEz549g5OTE/bt2yck1xoYGODNmzeSPMqhmR8efHA4HE4pQURwc3Nj2oslICAACQkJaN68OSZNmgQ/Pz8sXrwYHz58wPz585m8B2tGjRqFUaNGSXrtjRs3ULdu3SLPe3p64saNG1KtMad3794gIqxatQq2trYa56O0adMGgwYNgre3N5KSktChQwcAwJUrV4RcmrKgmR8efHA4HE4poVQq4e7ujmfPnjELPsaOHSv8v4+PDxITE3H27Fm4ubmJrp0hF+/fv8f27dsLFFdr0qQJ/P39oaenp7ZWZmYmnjx5Aicnp0LPP3nyBJmZmaL8ffnll2r9nJQGawkJCTh79iyqV68u+rWFsWTJEkyZMgUpKSn4448/hLL0Z8+eRY8ePcqMZn548MHhcDilSHh4OCZMmKBxL5bs7GzMmTMHO3fuxPv379G6dWtMnTpV8u4Rubh58ybatWuHBw8eoFGjRkJxtfPnz2PZsmVwdHREXFxcoYW4CqN27do4cOAA6tevX+j5ffv2oXbt2qI8mpubi/p5MTRs2BD37t1jEnxkZmZi4cKFCAoKgqOjo8q50NDQMqNZGLy3C4fD4ZQirHqxTJs2DSEhIfDx8YGhoSH27t2LHj16YNWqVXLYlkybNm1gbGyMmJiYAjke//33H/r27Ys3b95g7969aumtWLEC48aNw8aNG9GpUyeVc7GxsejRowfmz5+P7777jtkYNOHWrVsYOnQoevfujTp16kBXV1flvNjZKRMTE1y+fJnZcohcmvnhwQeHw+GUItHR0cWeV7dcuru7O77//nsMGTIEAHDgwAF07NgRb968gVJZdko6GRkZ4dSpU0XO8ly6dAmNGjVCRkaG2pq9e/fG+vXrUaNGDWFGITExEUlJSejWrRs2bNjAxDsLTpw4gZ49e+LOnTvCsdyKr1ISTv39/fHll18yLasvh2Z++LILh8PhlCKsvuBTUlKExEAgJ99DoVDgwYMHBabPSxMLCwvcuXOnyODjzp07onflrF27Fp07d8b69euRlJQEIkL16tURGhqKbt26ifY4YMAAtX5OyqzSgAED4O3tjQ0bNjBJOPX19cWkSZNw6dIl1K9fH8bGxirnC9uCXBqa+eEzHxwOh1NG0KQXS4UKFZCamgpra2vhmKmpKS5evIiqVasy9akJwcHBWLx4MaZMmYLWrVurNNSLj4/H9OnTMXLkSISEhJSaR6VSCWdnZ3h7exfagyaXbdu2idY2NjZGQkKC2jktH6O4WS2pze/k0Cygw4MPDofDKT3S09MRFBSEzZs349mzZwXOq/tFr1Qq4evrC319feFYbGwsWrVqpfKXq5QdGqyZNWsWIiMjkZqaKvzlT0SoXLkyxowZg4kTJ5aqv8DAQGzYsAHOzs4ICAhA7969YWVlxUTbz88P/fv3x1dffcVET1vhwQeHw+GUIoGBgTh48CCmTZuGPn36YMmSJbh//z6WL1+O8PBw9OrVSy2dgIAAtX7ut99+08QuU27fvo1Hjx4ByNlqK8cMjY+PD27fvo3bt2+Let27d++wdetWrFq1CseOHUPHjh0xcOBAtG3bVqOlkhUrVmD69OkYMGAAPDw8CiScarKk8fbtWxgYGEh+fUlpAjz44HA4nFLFyckJMTExaNGiBczMzHDu3Dm4ublhzZo12LBhA3bv3l3aFrWaJUuW4OnTp5g6dapkjbt372L16tWIiYlBZmYmrly5AhMTE0larJc0srKyMHPmTCxbtgyPHj1CUlISXF1dMWXKFLi4uGDgwIGiPcqhmZ+ykwLN4XA45ZDierH8/fffpWlNNq5evYrhw4fD29sbdnZ2sLOzg7e3N4YPH46rV68yfa/AwECNAg8gJ2DI3ZGiab5DdnZ2kQ8p2jNmzMDq1asxe/ZsleJsderUwcqVKyV5lEMzPzz44HA4nFIktxcLAKEXC4Ay2YuFBXFxcfD29sb58+fh7++P4OBgBAcHw9/fHwkJCahXr57aNT7k5N27d9iwYQPatGmDatWq4dKlS1i8eDFSUlIkz3rIQUxMDFasWIFevXqhQoUKwvG6desiMTGxzGjmh2+15XA4nFJEG3uxaMKkSZMQFBSEsLCwAudCQkIQEhKCCRMmoF27dmrpyVEKffjw4di4cSOqVKmCAQMGYMOGDahUqZLar/8Y6enpOHz4MFJSUgrsbhLb4+b+/fuF7pzJzs7Ghw8fJPmTQzM/PPjgcDicUkQberGwJCkpqdgk2h49emDWrFlq68lRCn3ZsmVwcnKCq6srDh8+jMOHDxf6c1J2Dp0/fx4dOnRARkYG0tPTYWVlhadPn8LIyAg2Njaig49atWrhyJEjBUrob9myBd7e3qL9yaWZHx58cDgcTimgLb1YWOPi4oJdu3YV2dtk165dosYvx+6dvn37alz8qyjGjh0LPz8/LFu2DObm5jhx4gR0dXXRu3dvjB49WrRecHAw+vXrh/v37yM7Oxtbt27F9evXERMTgz///FOSRzk0C0AcDofDKXHCwsJIqVRS27Ztyd/fnwwMDCggIKC0bcnO5s2bSUdHh/z8/CgyMpI2btxIGzdupMjISOrcuTPp6enRli1bStumbJibm1NiYqLw/1evXiUiohMnTlD16tUlaf7999/k4+ND1tbWZGhoSE2bNqW9e/dq5FMOzbzwrbYcDodTCmhLLxY5OHbsGBYuXIjjx48jNTUVQE6dj8aNG2P06NFo3Lix2lpylkKXA2traxw7dgzu7u6oVq0aFi1ahHbt2iExMRH169dHenp6aVssEfiyC4fD4ZQC2tKLRQ4aN24MR0dHWFtbF+jiK5bVq1erVQqdJUuXLsXTp08RHBws+rXe3t44ffo03N3d0bx5cwQHB+Pp06dYs2ZNkf1uisPV1RWnT59GxYoVVY6/fPkS9erVE11cTS7N/PCZDw6HwykFtKUXixxkZ2fDwMAAV65cgbu7u0ZacpZCL4rWrVsjOTlZ0k34zJkzeP36NVq2bInHjx+jb9++wkzIqlWrULduXVF6SqUSqampsLGxUTn+6NEjODk54d27d6I9yqGZHz7zweFwOKUAEaF///4qvVjevn2LoUOHlrleLKxRKpVwd3fHs2fPNA4+lixZgvnz5wul0H/44QdmpdCLIj4+XtLriAg2NjbCDIeNjQ327NkjSWvnzp3C/+/du1dl109WVhbi4+Ph4uJS6ppFwWc+OBwOpxTQxl4sLImNjcXs2bMRFRUlabmhKFiWQmcNyxmf3Lyg3MqredHV1YWLiwvmzZuHTp06lapmUfCZDw6HwykF/leDCnXp27cvMjIyULduXejp6RXI/cgtMy8WlqXQo6OjUalSJXTs2BEAMHHiRKxYsQK1atUSlnrEemM145OdnQ0AqFq1Kk6fPs2kCJocmkXBZz44HA6HU+JER0cXe75fv35qa+XtQHv06FF06tQJAQEBaN++vUY7h6pXr46oqCi0atUKx48fh4+PDxYsWIA///wTOjo6kpbE5JrxAXhXWw6Hw+FwSoT8pdB79erF7C92IyMjJCYmwsnJCUFBQXj48CFiYmJw5coVtGjRAk+ePBGtaWlpiYyMDGRmZjKZ8cnOzsaMGTOYdqCVQzM/fNmFw+FwOKXK27dvC/Q4MTMzU+u1cpZCNzExwbNnz+Dk5IR9+/Zh3LhxAAADAwO8efNGtB4ARERESHpdUUyfPh3R0dGYPXs2Bg8eLByvU6cOIiIiJAUKcmjmhwcfHA6Hwylx0tPTERQUhM2bN+PZs2cFzqubryFnKfQ2bdpg0KBB8Pb2RlJSklCX5cqVK5J3fYhZTlKH3A60rVu3xtChQ4XjLLrastTMDw8+OBwOh1PiTJw4EQcPHkRUVBT69OmDJUuW4P79+1i+fDnCw8PV1lm9erVsHpcsWYIpU6YgJSUFf/zxh1B06+zZs+jRo4fG+prM+OTCu9pyOBwOh6MmsbGxiImJQYsWLRAQEIDPP/8cbm5ucHZ2xrp164rtfFsSZGZmYuHChQgKCipQcTY0NFSyLqsZn1x4V1sOh8PhcNTk+fPncHV1BZDz135uomWzZs0wbNgwZu8jtRS6jo4OZs+ejb59+zLzArCb8cmFd7XlcDgcDkdNPDw86NChQ0RE1Lp1axo/fjwREUVGRpKDgwOz92nVqhVVrVpV0ms7d+5Mq1evZuaFiKhKlSp08OBBIiIyNTWlGzduEBFRTEwM+fr6StLkXW05HA6Hw1GDBQsWoEKFChg1ahQOHDgAPz8/EBE+fPiA+fPnY/To0aVtEcuWLUNoaCh69eqF+vXrq5S9B4DOnTuL1jQxMcHVq1fh5OQER0dHbN26FZ9++imSk5Ph4eGBtLQ0VvbLNDz44HA4HE6pc/fuXZw9exZubm7w9PQsbTsAUGyBMoVCIamCqqenJxYtWoTmzZvDx8cHXl5emDt3LhYuXIjZs2fj33//lew3LS1NqFKai9gE1pLQBADppd84HA6HwxFJdnY2Zs2ahaZNm6Jhw4aYNGkS3rx5A2dnZ3z55ZeSA4/o6Gjs2rVLeD5x4kRYWFigSZMmuHv3rmSvRT2klm4PCAhAQkICAGDSpElYsmQJDAwMMHbsWEyYMEG0XnJyMjp27AhjY2OYm5vD0tISlpaWsLCwgKWlpSSPcmjmh898cDgcDqfEmDZtGkJCQuDj4wNDQ0Ps3bsXPXr0wKpVqzTSlaMUel7kKjOu6YxP06ZNQUQYPXo0bG1tC9Q8ad68eZnQzA8PPjgcDodTYri7u+P777/HkCFDAAAHDhxAx44d8ebNG436sMhRCj0rKwszZ85kUmY8Ozsbc+bMwc6dO/H+/Xu0bt0aU6dOLVBeXSwmJiY4e/YsqlevrpGO3Jr54csuHA6HwykxUlJShEqhAODj4wOFQoEHDx5opJtbCh0A9u3bhzZt2gDQrBT6jBkzsHr1asyePRt6enrC8Tp16mDlypWitSZPngwTExM4ODggMjISgYGBknzlpWHDhrh3757GOnJr5ofX+eBwOBxOiZGZmVlg+UJXV1fjyplylEJnWWY8JiYGS5cuLTDjs3LlSo1mfFauXImhQ4fi/v37qFOnDnR1dVXOS1nKkUMzPzz44HA4HE6JQUTo378/9PX1hWNv377F0KFDVbayis3RkKMUOssy48XN+OSvoCqGJ0+e4NatWwgICBCOKRQKEJHkHTlyaOaHBx8cDofDKTEKa6zWu3dvjTTlKoXOssy4XDM+AwYMgLe3NzZs2FBocmhZ0cwPTzjlcDgcjtZjYmKCy5cvS15iKYwdO3agX79++OGHHxAWFobQ0FCVMuO5eSXqoFQq4evrqzLjExsbi1atWmk042NsbIyEhIRCZ2ikIodmfnjCKYfD4XC0ntatW+Pw4cNMNf39/REbG4sDBw7A2NgYwcHBuHbtGmJjY0UFHkDOjI+NjQ3Mzc2FR+/evWFvb69yTCytWrUS6oawQg7N/PBlFw6Hw+FoPb6+vpg0aRIuXbrErBQ6AHz++efYv3+/xv5+++03jTUKw8/PD2PHjsWlS5fg4eFRIDlUyrjl0MwPX3bhcDgcjtYjRyl0V1dXnD59WkhezeXly5eoV68ebt++LVqTNXKMWw7N/PCZDw6Hw+FoPfn7j7Dgzp07hd5o3717h/v37zN/PynIMW45NPPDgw8Oh8Ph/E+haSn0nTt3Cv+/d+9elVyMrKwsxMfHM01sLY/wZRcOh8PhaD0sS6HnLjvk1rbIi66uLlxcXDBv3jx06tSJ6Rikkp6ejsOHDyMlJQXv379XOTdq1Kgyo5kXHnxwOBwOR+sJCwtDdHQ0wsLCMHjwYFy+fBmurq7YtGkTIiIicPz4cdGaVatWxenTp1GpUiUZHLPh/Pnz6NChAzIyMpCeng4rKys8ffoURkZGsLGxkZSXIodmfvhWWw6Hw+FoPbml0Hv16oUKFSoIx6WUQs8lOTlZCDzevn3LxCdrxo4dCz8/P7x48QKGhoY4ceIE7t69i/r162Pu3LllRjM/PPjgcDgcjtbDshR63tdOmzYNDg4OMDExEf7inzJlCn799VeN/LLiwoULGD9+PJRKJSpUqIB3796hSpUqmD17NiZPnlxmNPPDgw8Oh8PhaD25pdDzI6UUei7Tp09n1tVWLnR1dYUcFRsbG6SkpAAAzM3NJXemlUMzP3y3C4fD4XC0nuDgYPTr1w/3799HdnY2tm7dqlIKXQosu9rKhbe3N06fPg13d3c0b94cwcHBePr0KdasWYM6deqUGc388JkPDofD4Wg9LEuh5yLHUg5rZs6cCTs7OwDAjBkzYGlpiWHDhuHJkydYsWJFmdHMD5/54HA4HM7/BKxKoefCsqutHBARbGxshNkIGxsb7Nmzp8xpFgYPPjgcDoej9chRCl2OpRyWEBHc3Nxw5coVuLu7l1nNwuDLLhwOh8PReuQohS7HUg5LlEol3N3d8ezZszKtWRi8yBiHw+FwtJbcUuhdunRBdHR0oaXQ9+/fj+vXr5eWRVmJjY3F7NmzERUVxSwZVA7N/PDgg8PhcDhaS0mVQk9LSyvQcM3MzEwjTRZYWloiIyMDmZmZ0NPTg6Ghocr558+flwnN/PCcDw6Hw+FoLbkBgRyl0JOTkzFixAgcOnRIpcIpETFrLa8pERERWqGZHz7zweFwOJz/KTTtaptL06ZNQUQYPXo0bG1toVAoVM43b95c4/cor/Dgg8PhcDhaT3Z2NmbMmMGkq20uJiYmOHv2LKpXry6DY/a8ffu2QAdaTZeG5NAE+G4XDofD4fwPIEcp9IYNGzIrJy4X6enpGDFiBGxsbGBsbAxLS0uVR1nRzA8PPjgcDoej9cjR1XblypWYNWsWoqOjcfbsWVy8eFHlURaYOHEi/vrrL0RFRUFfXx8rV65EaGgo7O3tERMTU2Y088MTTjkcDoej9chRCv3Jkye4desWAgIChGO5u2rKSsJpbGwsYmJi0KJFCwQEBODzzz+Hm5sbnJ2dsW7dOvTq1atMaOaHz3xwOBwOR+uRo6vtgAED4O3tjePHj+P27dtITk5W+W9Z4Pnz53B1dQWQk4uRuw22WbNm+Pvvv8uMZn74zAeHw+FwtB45SqHfvXsXO3fuLHRGpazg6uqK5ORkODk5oUaNGti8eTM+/fRTxMbGwsLCosxo5ofPfHA4HA5H65GjFHqrVq2QkJDA2ClbAgICBI+TJk3CkiVLYGBggLFjx2LChAllRjM/fKsth8PhcDiFsGLFCkyfPh0DBgyAh4cHdHV1Vc537ty5lJwVzd27d3H27Fm4ubnB09OzzGry4IPD4XA4/1OwKoWeW7q9MEo74TQ7Oxtz5szBzp078f79e7Ru3RpTp04tUAq9tDWLgi+7cDgcDkfrSU5ORseOHWFsbAxzc3OhJoWFhYXk2hTZ2dlFPkp7p8uMGTMwefJkmJiYwMHBAZGRkQgMDCxzmkXBZz44HA6Ho/WUt1Lo7u7u+P777zFkyBAAwIEDB9CxY0e8efOm2BmbktYsCh58cDgcDkfrkasUenp6Og4fPoyUlJQCZcZHjRrF9L3EoK+vj5s3b6JKlSrCMQMDA9y8eROOjo5lRrMo+FZbDofD4Wg9uaXQWQYf58+fR4cOHZCRkYH09HRYWVnh6dOnMDIygo2NTakGH5mZmQWa5+nq6kouqCaXZlHw4IPD4XA4Ws/KlSsxdOhQ3L9/H3Xq1CmwM0XKLo2xY8fCz88Py5Ytg7m5OU6cOAFdXV307t0bo0ePZmVdEkSE/v37Q19fXzj29u1bDB06FMbGxsKxrVu3lqpmUfBlFw6Hw+FoPSdOnEDPnj1x584d4ZimpdAtLCxw8uRJVK9eHRYWFjh+/Dhq1qyJkydPol+/fpJ7xrAgb8n34vjtt99KVbMo+MwHh8PhcLSe3FLoGzZsKDThVAq6urpCoqWNjQ1SUlJQs2ZNmJubl3q3WxYBQEloFgUPPjgcDoej9chRCt3b2xunT5+Gu7s7mjdvjuDgYDx9+hRr1qxBnTp1mL1PeYTX+eBwOByO1iNHKfSZM2fCzs4OQE4NDEtLSwwbNgxPnjzBihUrmL5XeYPnfHA4HA5H62FdCp2IcO/ePdjY2BTYAcLRHB58cDgcDkfrYV0KPTs7GwYGBrhy5Qrc3d01tcfJB1924XA4HI7Ww7oUulKphLu7O549eyaDWw4PPjgcDofDKYTw8HBMmDABly9fLm0r/3PwZRcOh8Ph/E/AuhS6paUlMjIykJmZCT09vQLdXZ8/f66R3/IM32rL4XA4HK1HjlLoERER7I1yAPCZDw6Hw+H8D9CiRQtUq1ZNKIWekJCgUgr9yy+/LG2LnDzw4IPD4XA4Wo/cpdDfvn1bYCnHzMxMI83yDE845XA4HI7WU1gpdAAalUJPT0/HiBEjYGNjA2NjY1haWqo8ONLhwQeHw+FwtJ7cUugAhFLo69atw5gxYySXQp84cSL++usvREVFQV9fHytXrkRoaCjs7e0RExPD0n65gy+7cDgcDkfrOXPmDF6/fo2WLVvi8ePH6Nu3L44dOwZ3d3esWrUKdevWFa3p5OSEmJgYtGjRAmZmZjh37hzc3NywZs0abNiwAbt375ZhJOUDHnxwOBwOR6uRqxS6iYkJrl69CicnJzg6OmLr1q349NNPkZycDA8PD6SlpTF7r/IGX3bhcDgcjlZDRHBzc2Pe5t7V1RXJyckAgBo1amDz5s0AgNjYWFhYWDB9r/IGDz44HA6Ho9XIVQo9ICBA6JQ7adIkLFmyBAYGBhg7diwmTJjA9L3KG3zZhcPhcDhaT2xsLGbPno2oqCjJCaYf4+7duzh79izc3Nzg6ekpy3uUF3jwweFwOByth2Up9OzsbMyZMwc7d+7E+/fv0bp1a0ydOrWAJkc6vLw6h8PhcLQelqXQZ8yYgZCQEPj4+MDQ0BCRkZF4/PgxVq1axew9yjt85oPD4XA4nDy4u7vj+++/x5AhQwAABw4cQMeOHfHmzRuhkBlHM3jwweFwOJz/KTQtha6vr4+bN2+iSpUqwjEDAwPcvHkTjo6OzHyWZ3gIx+FwOByth2Up9MzMzAL1QnR1dfHhwweWlss1POeDw+FwOFrPxIkTcfDgQURFRaFPnz5YsmQJ7t+/j+XLlyM8PFyUFhGhf//+0NfXF469ffsWQ4cOhbGxsXBs69atzPyXN/iyC4fD4XC0Hpal0AMCAtT6ud9++02q3XIPDz44HA6Ho/XwUujaBc/54HA4HI7Ww0uhaxd85oPD4XA4Ws+CBQtQoUIFjBo1CgcOHICfnx+ICB8+fMD8+fMxevTo0rbIyQMPPjgcDofzPwcvhV624cEHh8PhcLQWXgpdO+E5HxwOh8PRWmbMmIHJkyfDxMQEDg4OiIyMRGBgYGnb4nwEPvPB4XA4HK2Fl0LXTnjwweFwOBythZdC1054WMjhcDgcrYWXQtdOeHl1DofD4WgtvBS6dsKDDw6Hw+FoLf369StwrHfv3qXghCMGnvPB4XA4HA6nROE5HxwOh8PhcEoUHnxwOBwOh8MpUXjwweFwOBwOp0ThwQeHw+FwOJwShQcfHA6Hw+FwShQefHA4HA6HwylRePDB4XA4HA6nROHBB4fD4XA4nBKFBx8cDofD4XBKlP8HD2AQ0+TGDXQAAAAASUVORK5CYII=",
364
      "text/plain": [
365
       "<Figure size 640x480 with 1 Axes>"
366
      ]
367
     },
368
     "metadata": {},
369
     "output_type": "display_data"
370
    }
371
   ],
372
   "source": [
373
    "# NoPreprocessing+UseMasks3+SingleParamFile\n",
374
    "experiment_name = 'Normalization+Bilateral+CLAHE+UseMasks3+SingleParamFile'\n",
375
    "plot_boxplot(\n",
376
    "    experiment_name, \n",
377
    "    '../output/', \n",
378
    "    exclude=['Parameters.MI.RP.Bspline_tuned', 'Par0003.bs-R8-ug'],\n",
379
    "    title = \"(Preprocessing = All, Mask = 3, Parameters = Single)\")\n"
380
   ]
381
  },
382
  {
383
   "cell_type": "code",
384
   "execution_count": 10,
385
   "metadata": {},
386
   "outputs": [
387
    {
388
     "data": {
389
      "image/png": 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",
390
      "text/plain": [
391
       "<Figure size 640x480 with 1 Axes>"
392
      ]
393
     },
394
     "metadata": {},
395
     "output_type": "display_data"
396
    }
397
   ],
398
   "source": [
399
    "# NoPreprocessing+UseMasks3+SingleParamFile\n",
400
    "experiment_name = 'Normalization+UseMasks3+SingleParamFile'\n",
401
    "plot_boxplot(\n",
402
    "    experiment_name, \n",
403
    "    '../output/', \n",
404
    "    exclude=['Parameters.MI.RP.Bspline_tuned', 'Par0003.bs-R8-ug'],\n",
405
    "    title = \"(Preprocessing = Normalization, Mask = 3, \\nParameters = Single)\")\n"
406
   ]
407
  },
408
  {
409
   "cell_type": "code",
410
   "execution_count": 11,
411
   "metadata": {},
412
   "outputs": [
413
    {
414
     "data": {
415
      "image/png": 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",
416
      "text/plain": [
417
       "<Figure size 640x480 with 1 Axes>"
418
      ]
419
     },
420
     "metadata": {},
421
     "output_type": "display_data"
422
    }
423
   ],
424
   "source": [
425
    "# NoPreprocessing+UseMasks3+SingleParamFile\n",
426
    "experiment_name = 'Bilateral+UseMasks3+SingleParamFile'\n",
427
    "plot_boxplot(\n",
428
    "    experiment_name, \n",
429
    "    '../output/', \n",
430
    "    exclude=['Parameters.MI.RP.Bspline_tuned', 'Par0003.bs-R8-ug'],\n",
431
    "    title = \"(Preprocessing = Bilateral, Mask = 3, \\nParameters = Single)\")\n"
432
   ]
433
  },
434
  {
435
   "cell_type": "code",
436
   "execution_count": 12,
437
   "metadata": {},
438
   "outputs": [
439
    {
440
     "data": {
441
      "image/png": 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",
442
      "text/plain": [
443
       "<Figure size 640x480 with 1 Axes>"
444
      ]
445
     },
446
     "metadata": {},
447
     "output_type": "display_data"
448
    }
449
   ],
450
   "source": [
451
    "# NoPreprocessing+UseMasks3+SingleParamFile\n",
452
    "experiment_name = 'CLAHE+UseMasks3+SingleParamFile'\n",
453
    "plot_boxplot(\n",
454
    "    experiment_name, \n",
455
    "    '../output/', \n",
456
    "    exclude=['Parameters.MI.RP.Bspline_tuned', 'Par0003.bs-R8-ug'],\n",
457
    "    title = \"(Preprocessing = CLAHE, Mask = 3, \\nParameters = Single)\")\n"
458
   ]
459
  },
460
  {
461
   "cell_type": "code",
462
   "execution_count": 18,
463
   "metadata": {},
464
   "outputs": [
465
    {
466
     "data": {
467
      "image/png": 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",
468
      "text/plain": [
469
       "<Figure size 640x480 with 1 Axes>"
470
      ]
471
     },
472
     "metadata": {},
473
     "output_type": "display_data"
474
    }
475
   ],
476
   "source": [
477
    "# NoPreprocessing+UseMasks3+SingleParamFile\n",
478
    "experiment_name = 'ParCOPD'\n",
479
    "plot_boxplot(\n",
480
    "    experiment_name, \n",
481
    "    '../output/', \n",
482
    "    title = \"(Preprocessing = Normalization, Mask = 3, \\nParameters = Improved)\")\n"
483
   ]
484
  },
485
  {
486
   "cell_type": "markdown",
487
   "metadata": {},
488
   "source": [
489
    "Par0003.bs-R6-ug-5000SpatialSamples-5000itr didn't do much difference from Par0003.bs-R6-ug-5000SpatialSamples-3000itr and it is very slower. "
490
   ]
491
  },
492
  {
493
   "cell_type": "markdown",
494
   "metadata": {},
495
   "source": []
496
  }
497
 ],
498
 "metadata": {
499
  "kernelspec": {
500
   "display_name": "env",
501
   "language": "python",
502
   "name": "python3"
503
  },
504
  "language_info": {
505
   "codemirror_mode": {
506
    "name": "ipython",
507
    "version": 3
508
   },
509
   "file_extension": ".py",
510
   "mimetype": "text/x-python",
511
   "name": "python",
512
   "nbconvert_exporter": "python",
513
   "pygments_lexer": "ipython3",
514
   "version": "3.10.4"
515
  }
516
 },
517
 "nbformat": 4,
518
 "nbformat_minor": 2
519
}