833 lines (832 with data), 554.5 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv(\"../../data/processed/original.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>GENDER</th>\n",
" <th>AGE</th>\n",
" <th>SMOKING</th>\n",
" <th>YELLOW_FINGERS</th>\n",
" <th>ANXIETY</th>\n",
" <th>PEER_PRESSURE</th>\n",
" <th>CHRONIC DISEASE</th>\n",
" <th>FATIGUE</th>\n",
" <th>ALLERGY</th>\n",
" <th>WHEEZING</th>\n",
" <th>ALCOHOL CONSUMING</th>\n",
" <th>COUGHING</th>\n",
" <th>SHORTNESS OF BREATH</th>\n",
" <th>SWALLOWING DIFFICULTY</th>\n",
" <th>CHEST PAIN</th>\n",
" <th>LUNG_CANCER</th>\n",
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" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" GENDER AGE SMOKING YELLOW_FINGERS ANXIETY PEER_PRESSURE \\\n",
"0 1 69 1 2 2 1 \n",
"1 1 74 2 1 1 1 \n",
"2 2 59 1 1 1 2 \n",
"3 1 63 2 2 2 1 \n",
"4 2 63 1 2 1 1 \n",
"\n",
" CHRONIC DISEASE FATIGUE ALLERGY WHEEZING ALCOHOL CONSUMING COUGHING \\\n",
"0 1 2 1 2 2 2 \n",
"1 2 2 2 1 1 1 \n",
"2 1 2 1 2 1 2 \n",
"3 1 1 1 1 2 1 \n",
"4 1 1 1 2 1 2 \n",
"\n",
" SHORTNESS OF BREATH SWALLOWING DIFFICULTY CHEST PAIN LUNG_CANCER \n",
"0 2 2 2 1 \n",
"1 2 2 2 1 \n",
"2 2 1 2 0 \n",
"3 1 2 2 0 \n",
"4 2 1 1 0 "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 276 entries, 0 to 275\n",
"Data columns (total 16 columns):\n",
" # Column Non-Null Count Dtype\n",
"--- ------ -------------- -----\n",
" 0 GENDER 276 non-null int64\n",
" 1 AGE 276 non-null int64\n",
" 2 SMOKING 276 non-null int64\n",
" 3 YELLOW_FINGERS 276 non-null int64\n",
" 4 ANXIETY 276 non-null int64\n",
" 5 PEER_PRESSURE 276 non-null int64\n",
" 6 CHRONIC DISEASE 276 non-null int64\n",
" 7 FATIGUE 276 non-null int64\n",
" 8 ALLERGY 276 non-null int64\n",
" 9 WHEEZING 276 non-null int64\n",
" 10 ALCOHOL CONSUMING 276 non-null int64\n",
" 11 COUGHING 276 non-null int64\n",
" 12 SHORTNESS OF BREATH 276 non-null int64\n",
" 13 SWALLOWING DIFFICULTY 276 non-null int64\n",
" 14 CHEST PAIN 276 non-null int64\n",
" 15 LUNG_CANCER 276 non-null int64\n",
"dtypes: int64(16)\n",
"memory usage: 34.6 KB\n"
]
}
],
"source": [
"data.info()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>GENDER</th>\n",
" <th>AGE</th>\n",
" <th>SMOKING</th>\n",
" <th>YELLOW_FINGERS</th>\n",
" <th>ANXIETY</th>\n",
" <th>PEER_PRESSURE</th>\n",
" <th>CHRONIC DISEASE</th>\n",
" <th>FATIGUE</th>\n",
" <th>ALLERGY</th>\n",
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" <th>ALCOHOL CONSUMING</th>\n",
" <th>COUGHING</th>\n",
" <th>SHORTNESS OF BREATH</th>\n",
" <th>SWALLOWING DIFFICULTY</th>\n",
" <th>CHEST PAIN</th>\n",
" <th>LUNG_CANCER</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>276.000000</td>\n",
" <td>276.000000</td>\n",
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" <td>276.000000</td>\n",
" <td>276.000000</td>\n",
" <td>276.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>1.485507</td>\n",
" <td>62.909420</td>\n",
" <td>1.543478</td>\n",
" <td>1.576087</td>\n",
" <td>1.496377</td>\n",
" <td>1.507246</td>\n",
" <td>1.521739</td>\n",
" <td>1.663043</td>\n",
" <td>1.547101</td>\n",
" <td>1.547101</td>\n",
" <td>1.550725</td>\n",
" <td>1.576087</td>\n",
" <td>1.630435</td>\n",
" <td>1.467391</td>\n",
" <td>1.557971</td>\n",
" <td>0.862319</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.500698</td>\n",
" <td>8.379355</td>\n",
" <td>0.499011</td>\n",
" <td>0.495075</td>\n",
" <td>0.500895</td>\n",
" <td>0.500856</td>\n",
" <td>0.500435</td>\n",
" <td>0.473529</td>\n",
" <td>0.498681</td>\n",
" <td>0.498681</td>\n",
" <td>0.498324</td>\n",
" <td>0.495075</td>\n",
" <td>0.483564</td>\n",
" <td>0.499842</td>\n",
" <td>0.497530</td>\n",
" <td>0.345191</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.000000</td>\n",
" <td>21.000000</td>\n",
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" <td>1.000000</td>\n",
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" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>1.000000</td>\n",
" <td>57.750000</td>\n",
" <td>1.000000</td>\n",
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" <td>1.000000</td>\n",
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" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>1.000000</td>\n",
" <td>62.500000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
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" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>2.000000</td>\n",
" <td>69.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
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" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>2.000000</td>\n",
" <td>87.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
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" <td>2.000000</td>\n",
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" <td>2.000000</td>\n",
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"</table>\n",
"</div>"
],
"text/plain": [
" GENDER AGE SMOKING YELLOW_FINGERS ANXIETY \\\n",
"count 276.000000 276.000000 276.000000 276.000000 276.000000 \n",
"mean 1.485507 62.909420 1.543478 1.576087 1.496377 \n",
"std 0.500698 8.379355 0.499011 0.495075 0.500895 \n",
"min 1.000000 21.000000 1.000000 1.000000 1.000000 \n",
"25% 1.000000 57.750000 1.000000 1.000000 1.000000 \n",
"50% 1.000000 62.500000 2.000000 2.000000 1.000000 \n",
"75% 2.000000 69.000000 2.000000 2.000000 2.000000 \n",
"max 2.000000 87.000000 2.000000 2.000000 2.000000 \n",
"\n",
" PEER_PRESSURE CHRONIC DISEASE FATIGUE ALLERGY WHEEZING \\\n",
"count 276.000000 276.000000 276.000000 276.000000 276.000000 \n",
"mean 1.507246 1.521739 1.663043 1.547101 1.547101 \n",
"std 0.500856 0.500435 0.473529 0.498681 0.498681 \n",
"min 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"25% 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"50% 2.000000 2.000000 2.000000 2.000000 2.000000 \n",
"75% 2.000000 2.000000 2.000000 2.000000 2.000000 \n",
"max 2.000000 2.000000 2.000000 2.000000 2.000000 \n",
"\n",
" ALCOHOL CONSUMING COUGHING SHORTNESS OF BREATH \\\n",
"count 276.000000 276.000000 276.000000 \n",
"mean 1.550725 1.576087 1.630435 \n",
"std 0.498324 0.495075 0.483564 \n",
"min 1.000000 1.000000 1.000000 \n",
"25% 1.000000 1.000000 1.000000 \n",
"50% 2.000000 2.000000 2.000000 \n",
"75% 2.000000 2.000000 2.000000 \n",
"max 2.000000 2.000000 2.000000 \n",
"\n",
" SWALLOWING DIFFICULTY CHEST PAIN LUNG_CANCER \n",
"count 276.000000 276.000000 276.000000 \n",
"mean 1.467391 1.557971 0.862319 \n",
"std 0.499842 0.497530 0.345191 \n",
"min 1.000000 1.000000 0.000000 \n",
"25% 1.000000 1.000000 1.000000 \n",
"50% 1.000000 2.000000 1.000000 \n",
"75% 2.000000 2.000000 1.000000 \n",
"max 2.000000 2.000000 1.000000 "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.describe()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot the total set of dataset.\n",
"total = data['LUNG_CANCER'].value_counts()\n",
"\n",
"plt.pie(total, colors=['darkred', 'darkorange'], autopct='%1.1f%%')\n",
"\n",
"plt.title('Total of dataset', size=18)\n",
"plt.legend(['YES', 'NO'], loc='upper right', title='LABEL')\n",
"\n",
"plt.savefig('../../figures/eda/original/total_dataset.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the gender of patients that affected.\n",
"male = data[(data['GENDER'] == 1) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"female = data[(data['GENDER'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"\n",
"plt.pie([male, female], colors=['lightblue', 'pink'], pctdistance=0.85, autopct='%1.1f%%')\n",
"plt.gca().add_artist(plt.Circle((0, 0), 0.70, fc='white'))\n",
"\n",
"plt.title('Affected Gender', size=18)\n",
"plt.legend(['Male', 'Female'], loc='upper right', title='GENDER')\n",
"\n",
"plt.savefig('../../figures/eda/original/affected_gender.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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dINKyZUvNmzdPHTt2DGaZQIPCd7sAwGm47777lJqaqi+//FK7du3S/v371bRpU11wwQX6r//6L919991q3rx5sMsEGhT2fAAAAKs45wMAAFjV4A67+Hw+7dy5U02bNq33b90EAACBYYxRaWmpUlNTne9mqk6DCx87d+5Uq1atgl0GAACog23btuncc889aZ8GFz6aNm0q6efiY2Njg1aH1+vVggUL1LdvX0VGRgatDpwaYxU6GKvQwniFjoYwViUlJWrVqpXzOX4yDS58VBxqiY2NDXr4iImJUWxsLBtdA8dYhQ7GKrQwXqGjIY1VTU6Z4IRTAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWRQS7AABnn47j58tT7gp2GTW2+elrgl0CcEZhzwcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwKpahY+JEyfqP/7jP9S0aVO1aNFC2dnZ2rBhg1+fo0ePauTIkUpISFCTJk00aNAgFRUVBbRoAAAQumoVPpYsWaKRI0dqxYoVys/Pl9frVd++fVVWVub0ue+++/Thhx/q3Xff1ZIlS7Rz505df/31AS8cAACEpojadJ43b57f46lTp6pFixZas2aNunfvroMHDyovL08zZ85Ur169JElTpkxRhw4dtGLFCv3nf/5n4CoHAAAh6bTO+Th48KAkqXnz5pKkNWvWyOv1Kisry+mTkZGhtLQ0LV++/HRWBQAAzhC12vNxIp/Pp9GjR+vKK69Ux44dJUmFhYVq1KiR4uLi/PomJSWpsLCwyuV4PB55PB7ncUlJiSTJ6/XK6/XWtbzTVrHuYNaAmmGsQkfFGLnDTJArqZ2z9W+LbSt0NISxqs266xw+Ro4cqXXr1mnp0qV1XYSkn09izc3NrdS+YMECxcTEnNayAyE/Pz/YJaCGGKvQMaGLL9gl1MrHH38c7BKCim0rdARzrA4fPlzjvnUKH3fffbc++ugjff755zr33HOd9uTkZB07dkzFxcV+ez+KioqUnJxc5bIeeughjRkzxnlcUlKiVq1aqW/fvoqNja1LeQHh9XqVn5+vPn36KDIyMmh14NQYq9BRMVaPrQ6Tx+cKdjk1tm58v2CXEBRsW6GjIYxVxZGLmqhV+DDG6J577tH777+vxYsXKz093W/6ZZddpsjISC1cuFCDBg2SJG3YsEFbt25VZmZmlct0u91yu92V2iMjIxvEH3tDqQOnxliFDo/PJU956ISPs/3vim0rdARzrGqz3lqFj5EjR2rmzJmaO3eumjZt6pzH0axZM0VHR6tZs2YaPny4xowZo+bNmys2Nlb33HOPMjMzudIFAABIqmX4mDx5siSpR48efu1TpkzRbbfdJkl68cUXFRYWpkGDBsnj8ahfv376y1/+EpBiAQBA6Kv1YZdTiYqK0iuvvKJXXnmlzkUBAIAzF9/tAgAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwKiLYBQCouzYP/jPYJdSKO9xo0uXBrgJAsLHnAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWFXr8PH5559r4MCBSk1Nlcvl0pw5c/ym33bbbXK5XH4//fv3D1S9AAAgxNU6fJSVlalTp0565ZVXqu3Tv39/7dq1y/mZNWvWaRUJAADOHBG1nWHAgAEaMGDASfu43W4lJyfXuSgAAHDmqnX4qInFixerRYsWio+PV69evfTkk08qISGhyr4ej0cej8d5XFJSIknyer3yer31UV6NVKw7mDWgZs7msXKHm2CXUCvuMOP3b6g4G/+2pLN72wo1DWGsarNulzGmzu8CLpdL77//vrKzs522t99+WzExMUpPT9emTZv08MMPq0mTJlq+fLnCw8MrLWP8+PHKzc2t1D5z5kzFxMTUtTQAAGDR4cOHdfPNN+vgwYOKjY09ad+Ah49f+umnn3Teeefp008/Ve/evStNr2rPR6tWrbR3795TFl+fvF6v8vPz1adPH0VGRgatDpza2TxWHcfPD3YJteIOM5rQxafHVofJ43MFuxycQjDGa934flbWc6ZpCO+DJSUlSkxMrFH4qJfDLidq27atEhMTtXHjxirDh9vtltvtrtQeGRnZID5IGkodOLWzcaw85aH5Ae7xuUK29rORzfE627bhQAvm+2Bt1lvv9/nYvn279u3bp5SUlPpeFQAACAG13vNx6NAhbdy40XlcUFCgtWvXqnnz5mrevLlyc3M1aNAgJScna9OmTRo7dqzOP/989evHrjQAAFCH8LF69Wr17NnTeTxmzBhJUk5OjiZPnqxvvvlG06ZNU3FxsVJTU9W3b19NmDChykMrAADg7FPr8NGjRw+d7BzV+fND6wQ4AABgF9/tAgAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAqohgFwAAQChr8+A/g12C3OFGky6XOo6fL0+565T9Nz99jYWqqseeDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWBUR7AKAhqIhfC02AJwN2PMBAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAq2odPj7//HMNHDhQqampcrlcmjNnjt90Y4zGjRunlJQURUdHKysrSz/++GOg6gUAACGu1uGjrKxMnTp10iuvvFLl9EmTJunll1/Wq6++qpUrV6px48bq16+fjh49etrFAgCA0FfrL5YbMGCABgwYUOU0Y4xeeuklPfroo7ruuuskSW+99ZaSkpI0Z84c3XTTTadXLQAACHkBPeejoKBAhYWFysrKctqaNWumrl27avny5YFcFQAACFG13vNxMoWFhZKkpKQkv/akpCRn2i95PB55PB7ncUlJiSTJ6/XK6/UGsrxaqVh3MGtAzQRqrNzhJhDl4CTcYcbvXzRswRivUHzPbQjvHbUdq/p4nWuzzICGj7qYOHGicnNzK7UvWLBAMTExQajIX35+frBLQA2d7lhNujxAheCUJnTxBbsE1ILN8fr444+trStQGtJ7R03Hqj5e58OHD9e4b0DDR3JysiSpqKhIKSkpTntRUZEuvfTSKud56KGHNGbMGOdxSUmJWrVqpb59+yo2NjaQ5dWK1+tVfn6++vTpo8jIyKDVgVML1Fh1HD8/gFWhKu4wowldfHpsdZg8Plewy8EpBGO81o3vZ2U9gdQQ3jtqO1b18TpXHLmoiYCGj/T0dCUnJ2vhwoVO2CgpKdHKlSv1+9//vsp53G633G53pfbIyMgG8aHfUOrAqZ3uWHnK+TC0xeNz8XqHEJvjFYrvtw3pb7mmY1Ufr3Ntllnr8HHo0CFt3LjReVxQUKC1a9eqefPmSktL0+jRo/Xkk0+qXbt2Sk9P12OPPabU1FRlZ2fXdlUAAOAMVOvwsXr1avXs2dN5XHHIJCcnR1OnTtXYsWNVVlamO++8U8XFxerWrZvmzZunqKiowFUNAABCVq3DR48ePWRM9WfTulwuPfHEE3riiSdOqzAAAHBm4rtdAACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFUB/WI5AABOR5sH/xnsEmABez4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGBVRLALwJnJ5tdiu8ONJl0udRw/X55yl7X1AgDqhj0fAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMCqgIeP8ePHy+Vy+f1kZGQEejUAACBERdTHQi+66CJ9+umn/15JRL2sBgAAhKB6SQURERFKTk6uj0UDAIAQVy/h48cff1RqaqqioqKUmZmpiRMnKi0trcq+Ho9HHo/HeVxSUiJJ8nq98nq99VFejVSsO5g1hDJ3uLG3rjDj9y8aLsYqtDBeoaO2Y1Ufn221WabLGBPQv6pPPvlEhw4dUvv27bVr1y7l5uZqx44dWrdunZo2bVqp//jx45Wbm1upfebMmYqJiQlkaQAAoJ4cPnxYN998sw4ePKjY2NiT9g14+Pil4uJitW7dWi+88IKGDx9eaXpVez5atWqlvXv3nrL4+uT1epWfn68+ffooMjIyaHWEqo7j51tblzvMaEIXnx5bHSaPz2Vtvag9xiq0MF6ho7ZjtW58v4DXUFJSosTExBqFj3o/EzQuLk4XXHCBNm7cWOV0t9stt9tdqT0yMrJBfOg3lDpCjafc/huVx+cKynpRe4xVaGG8QkdNx6o+Ptdqs8x6v8/HoUOHtGnTJqWkpNT3qgAAQAgIePi4//77tWTJEm3evFlffvmlfvOb3yg8PFy//e1vA70qAAAQggJ+2GX79u367W9/q3379umcc85Rt27dtGLFCp1zzjmBXhUAAAhBAQ8fb7/9dqAXCQAAziB8twsAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsigl0ATq3Ng/8MdgkAAAQMez4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGBVRLALsK2mX0/vDjeadLnUcfx8ecpd9VwVAABnD/Z8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwKp6Cx+vvPKK2rRpo6ioKHXt2lVfffVVfa0KAACEkHoJH++8847GjBmjxx9/XF9//bU6deqkfv36affu3fWxOgAAEELqJXy88MILuuOOOzRs2DBdeOGFevXVVxUTE6M333yzPlYHAABCSMDDx7Fjx7RmzRplZWX9eyVhYcrKytLy5csDvToAABBiIgK9wL1796q8vFxJSUl+7UlJSfr+++8r9fd4PPJ4PM7jgwcPSpL2798vr9cb6PIUcbysZv18RocP+xThDVO5zxXwOhA4jFXoYKxCC+MVOmo7Vvv27Qt4DaWlpZIkY8wp+wY8fNTWxIkTlZubW6k9PT09CNX4uznYBaDGGKvQwViFFsYrdNRmrBKfr7cyVFpaqmbNmp20T8DDR2JiosLDw1VUVOTXXlRUpOTk5Er9H3roIY0ZM8Z57PP5tH//fiUkJMjlCl7SLikpUatWrbRt2zbFxsYGrQ6cGmMVOhir0MJ4hY6GMFbGGJWWlio1NfWUfQMePho1aqTLLrtMCxcuVHZ2tqSfA8XChQt19913V+rvdrvldrv92uLi4gJdVp3Fxsay0YUIxip0MFahhfEKHcEeq1Pt8ahQL4ddxowZo5ycHHXp0kWXX365XnrpJZWVlWnYsGH1sToAABBC6iV8DB48WHv27NG4ceNUWFioSy+9VPPmzat0EioAADj71NsJp3fffXeVh1lChdvt1uOPP17pkBAaHsYqdDBWoYXxCh2hNlYuU5NrYgAAAAKEL5YDAABWET4AAIBVhA8AAGAV4QMAAFhF+DjB008/LZfLpdGjRzttR48e1ciRI5WQkKAmTZpo0KBBle7eivo3fvx4uVwuv5+MjAxnOuPU8OzYsUO33HKLEhISFB0drYsvvlirV692phtjNG7cOKWkpCg6OlpZWVn68ccfg1jx2alNmzaVti2Xy6WRI0dKYttqSMrLy/XYY48pPT1d0dHROu+88zRhwgS/71IJle2K8PH/rVq1Sq+99pouueQSv/b77rtPH374od59910tWbJEO3fu1PXXXx+kKs9uF110kXbt2uX8LF261JnGODUsBw4c0JVXXqnIyEh98skn+u677/T8888rPj7e6TNp0iS9/PLLevXVV7Vy5Uo1btxY/fr109GjR4NY+dln1apVfttVfn6+JOnGG2+UxLbVkDzzzDOaPHmy/vznP2v9+vV65plnNGnSJP3pT39y+oTMdmVgSktLTbt27Ux+fr656qqrzKhRo4wxxhQXF5vIyEjz7rvvOn3Xr19vJJnly5cHqdqz0+OPP246depU5TTGqeH54x//aLp161btdJ/PZ5KTk82zzz7rtBUXFxu3221mzZplo0RUY9SoUea8884zPp+PbauBueaaa8ztt9/u13b99debIUOGGGNCa7tiz4ekkSNH6pprrlFWVpZf+5o1a+T1ev3aMzIylJaWpuXLl9su86z3448/KjU1VW3bttWQIUO0detWSYxTQ/TBBx+oS5cuuvHGG9WiRQt17txZb7zxhjO9oKBAhYWFfmPWrFkzde3alTELomPHjmn69Om6/fbb5XK52LYamCuuuEILFy7UDz/8IEn617/+paVLl2rAgAGSQmu7qrc7nIaKt99+W19//bVWrVpVaVphYaEaNWpU6YvukpKSVFhYaKlCSFLXrl01depUtW/fXrt27VJubq5+/etfa926dYxTA/TTTz9p8uTJGjNmjB5++GGtWrVK9957rxo1aqScnBxnXH75lQuMWXDNmTNHxcXFuu222yTxHtjQPPjggyopKVFGRobCw8NVXl6up556SkOGDJGkkNquzurwsW3bNo0aNUr5+fmKiooKdjk4iYpkL0mXXHKJunbtqtatW2v27NmKjo4OYmWois/nU5cuXfTf//3fkqTOnTtr3bp1evXVV5WTkxPk6lCdvLw8DRgwoEZfiQ77Zs+erRkzZmjmzJm66KKLtHbtWo0ePVqpqakht12d1Ydd1qxZo927d+tXv/qVIiIiFBERoSVLlujll19WRESEkpKSdOzYMRUXF/vNV1RUpOTk5OAUDUlSXFycLrjgAm3cuFHJycmMUwOTkpKiCy+80K+tQ4cOzqGyinH55VUTjFnwbNmyRZ9++qlGjBjhtLFtNSwPPPCAHnzwQd100026+OKLdeutt+q+++7TxIkTJYXWdnVWh4/evXvr22+/1dq1a52fLl26aMiQIc7vkZGRWrhwoTPPhg0btHXrVmVmZgaxchw6dEibNm1SSkqKLrvsMsapgbnyyiu1YcMGv7YffvhBrVu3liSlp6crOTnZb8xKSkq0cuVKxixIpkyZohYtWuiaa65x2ti2GpbDhw8rLMz/Yzs8PFw+n09SiG1XwT7jtaE58WoXY4z53e9+Z9LS0sxnn31mVq9ebTIzM01mZmbwCjxL/eEPfzCLFy82BQUFZtmyZSYrK8skJiaa3bt3G2MYp4bmq6++MhEREeapp54yP/74o5kxY4aJiYkx06dPd/o8/fTTJi4uzsydO9d888035rrrrjPp6enmyJEjQaz87FReXm7S0tLMH//4x0rT2LYajpycHNOyZUvz0UcfmYKCAvOPf/zDJCYmmrFjxzp9QmW7Inz8wi/Dx5EjR8xdd91l4uPjTUxMjPnNb35jdu3aFbwCz1KDBw82KSkpplGjRqZly5Zm8ODBZuPGjc50xqnh+fDDD03Hjh2N2+02GRkZ5vXXX/eb7vP5zGOPPWaSkpKM2+02vXv3Nhs2bAhStWe3+fPnG0lVvv5sWw1HSUmJGTVqlElLSzNRUVGmbdu25pFHHjEej8fpEyrblcuYE26NBgAAUM/O6nM+AACAfYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgDU2e233y6Xy6WEhAR5PJ5glwMgRBA+ANRJaWmpZs+eLZfLpf3792vOnDnBLglAiCB8AKiTd955R2VlZbrvvvsUFhamvLy8YJcEIEQQPgDUSV5eniIiIjR27Fj17NlTCxcu1JYtW6rsu2TJEnXv3l2NGzdWQkKCBg8erG3btqlHjx5yuVyV+htj9Oabb+rKK69UbGysYmJi1KVLF7355pv1/bQAWED4AFBr3333nVasWKG+ffsqKSlJQ4cOlc/n05QpUyr1XbBggbKysvTVV1/phhtu0J133qktW7aoW7duKi4urtTfGKMhQ4Zo+PDh2rNnj26++WaNGDFCZWVlGj58uO6//34LzxBAvQrul+oCCEVjxowxksysWbOMMcaUlpaaxo0bm7S0NFNeXu70O378uGndurVxuVzmiy++8FvG0KFDjSTzy7eh119/3Ugyw4YNM8eOHXPaPR6PGThwoJFkVq9eXY/PDkB9cxljTFDTD4CQ4vV61bJlS3k8HhUVFSkqKkqSdOutt2r69OmaP3+++vbtK+nnwy09evTQtddeq7lz5/otZ9u2bUpPT1d5eblOfBvq1KmTNm3apD179ig6Otpvnm+//VaXXHKJ/vCHP+i5556r52cKoL5EBLsAAKFl7ty52rNnj4YPH+4ED0kaOnSopk+frry8PCd8/Otf/5IkdevWrdJyWrVqpbS0NBUUFDhthw8f1rfffqvU1FQ988wzlebxer2SpO+//z6gzwmAXYQPALVScVXL0KFD/dp79+6tli1bau7cudq/f7+aN2+ukpISSVKLFi2qXFZSUpJf+Dhw4ICMMdqxY4dyc3OrraGsrOx0nwaAIOKEUwA1tm3bNi1YsECSdNVVV8nlcjk/4eHh2rFjhzwej6ZPny5Jio2NlSTt3r27yuUVFRX5Pa7of9lll8kYU+3PokWL6uspArCAPR8Aamzq1Kny+Xzq1q2b2rdvX2n68ePHNW3aNOXl5enee+9Vp06dJEnLli3TAw884Nd3+/bt2rp1q19b06ZN1aFDB61fv17FxcWKi4urt+cCIHg44RRAjRhjdN5552nz5s3auHGj2rZtW2W/K664QsuXL9eqVavUuXNntW3bVtu3b9fSpUuVmZnp9Bs2bJimTp3qLLvCq6++qt///ve64YYbNHXqVDVu3Nhv+QUFBXK5XGrTpk3AnyMAOwgfAGpk4cKFysrK0lVXXaXFixdX2++NN97QnXfeqd/97neaPHmyPvnkE1177bWKiIjQ4MGDlZKSoiVLlmjHjh2Kj4/XN998I5/P58xvjNGwYcM0bdo0paSkKCsrS6mpqSoqKtL333+vlStXaubMmbrpppssPGsA9YHwAaBGbr75Zs2aNUtTpkzRbbfdVm2/kpISJScnq1GjRtq1a5eio6O1aNEijRs3TmvWrFF0dLR69+6t559/XldffbW2bdtW5c3GZs+erTfeeENr1qzRoUOH1KJFC7Vr104DBw7U0KFDlZiYWH9PFkC9InwACIrS0lIlJSXp4osv1sqVK4NdDgCLuNoFQL0qKytTaWmpX1t5ebkeeOABHTlyRNnZ2cEpDEDQsOcDQL1au3atunXrpn79+qlt27YqLS3VF198oe+++04XXXSRVq5cWemkUgBnNsIHgHq1Z88ejR07VkuWLFFRUZGOHz+utLQ0ZWdn65FHHuFyWuAsRPgAAABWcc4HAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsOr/ARj+tRRGF30UAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select only the affected age of patients.\n",
"age = data[(data['AGE']) & (data['LUNG_CANCER'] == 1)]\n",
"\n",
"age = age.get('AGE')\n",
"\n",
"plt.hist(age)\n",
"plt.title('Affected Age', size=18)\n",
"plt.xlabel('Age', size=14)\n",
"\n",
"plt.grid(True)\n",
"\n",
"plt.savefig('../../figures/eda/original/affected_age.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the patients who are affected & not affected of lung cancer who smoke.\n",
"smoked_affected = data[(data['SMOKING'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"smoked_not_affected = data[(data['SMOKING'] == 2) & (data['LUNG_CANCER'] == 0)].shape[0]\n",
"\n",
"plt.pie([smoked_affected, smoked_not_affected], colors=['darkred', 'darkorange'], autopct='%1.1f%%')\n",
"\n",
"plt.title('Caused by Smoking', size=18)\n",
"plt.legend(['Affected', 'Not Affected'], loc='upper right', title='LUNG CANCER')\n",
"\n",
"plt.savefig('../../figures/eda/original/caused_by_smoking.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the affected patients who consume alcohol.\n",
"no_consuming = data[(data['ALCOHOL CONSUMING'] == 1) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"consuming = data[(data['ALCOHOL CONSUMING'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"\n",
"plt.bar(['Not Consume', 'Consume'], [no_consuming, consuming], color=['darkorange', 'darkred'])\n",
"\n",
"plt.title('Alcohol Consuming', size=18)\n",
"plt.xlabel('Consuming Status', size=14)\n",
"plt.ylabel('Total', size=14)\n",
"\n",
"plt.savefig('../../figures/eda/original/alcohol_consuming.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the affected patients who experinces or not experinces the anxiety.\n",
"no_anxiety = data[(data['ANXIETY'] == 1) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"anxiety = data[(data['ANXIETY'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"\n",
"plt.bar(['No anxiety', 'Anxiety'], [no_anxiety, anxiety], color=['darkorange', 'darkred'])\n",
"\n",
"plt.title('With or Without Anxiety', size=18)\n",
"plt.xlabel('Anxiety Status', size=14)\n",
"plt.ylabel('Total', size=14)\n",
"\n",
"plt.savefig('../../figures/eda/original/with_or_without_aniety.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select influences.\n",
"not_peer_pressure = data[(data['PEER_PRESSURE'] == 1) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"peer_pressure = data[(data['PEER_PRESSURE'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"\n",
"plt.bar(['Not Peer Pressure', 'Peer Pressure'], [not_peer_pressure, peer_pressure], color=['darkorange', 'darkred'])\n",
"\n",
"plt.title('Peer Pressure', size=18)\n",
"plt.xlabel('Peer Pressure Status', size=14)\n",
"plt.ylabel('Total', size=14)\n",
"\n",
"plt.savefig('../../figures/eda/original/peer_pressure.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the affected patients who have long lasting conditions.\n",
"no_chronic_disease = data[(data['CHRONIC DISEASE'] == 1) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"chronic_disease = data[(data['CHRONIC DISEASE'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"\n",
"plt.bar(['No Chronic Disease', 'Chronic Disease'], [no_chronic_disease, chronic_disease], color=['darkorange', 'darkred'])\n",
"\n",
"plt.title('Chronic Disease', size=18)\n",
"plt.xlabel('Chronic Disease Status', size=14)\n",
"plt.ylabel('Total', size=14)\n",
"\n",
"plt.savefig('../../figures/eda/original/chronic_disease.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the different symptoms factors.\n",
"cancer = data[data['LUNG_CANCER'] == 1]\n",
"symptoms = ['FATIGUE', 'ALLERGY', 'WHEEZING', 'COUGHING', 'SHORTNESS OF BREATH', 'SWALLOWING DIFFICULTY', 'CHEST PAIN', 'YELLOW_FINGERS']\n",
"\n",
"data_symptoms = [[(cancer[symptoms] == 2).sum() for symptoms in symptoms]]\n",
"\n",
"sns.heatmap(data_symptoms, cmap='viridis', annot=True, fmt='d', xticklabels=symptoms, yticklabels=['Symptoms'])\n",
"\n",
"plt.savefig('../../figures/eda/original/symptoms.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BYWehQNTDtLCzIPLQ8qhbhZ2FAtGn6CeFnYUCscHvYGFnocAU1m/uJWt3sHDhQpV18+fPZ8GCBXmy/5CQEGxtbVXW2draEhsbS1JSEoaGhnnyPplJp54QQgghhBBCCCGE+J82a9YsJk+erLJOX//DvsAsnXpCCCGEEEIIIYQQomCkFc6dVPr6+vnaiVe8eHFCQ0NV1oWGhmJmZpYvo/RA5tQTQgghhBBCCCGEEOK9NG3alLNnz6qsO336NE2bNs2395ROPSGEEEIIIYQQQghRMBRphbO8pfj4eJydnXF2dgbA19cXZ2dnAgICgPTbeYcNG6ZMP27cOHx8fJg+fTru7u6sX7+eAwcOMGnSpDz52NSRTj0hhBBCCCGEEEIIITJxcnKibt261K1bF4DJkydTt25d5s2bB0BwcLCygw/A3t6eY8eOcfr0aT755BOWL1/Opk2b6NSpU77lUebUE0IIIYQQQgghhBAik9atW6NQKDS+vm3bNrXb3Lt3Lx9zpUo69YQQQgghhBBCCCFEwUh7+1thhXpy+60QQgghhBBCCCGEEB8YGaknhBBCCCGEEEIIIQqE4h0eWiHUk5F6QgghhBBCCCGEEEJ8YKRTTwghhBBCCCGEEEKID4zcfiuEEEIIIYQQQgghCoY8KCPPyEg9IYQQQgghhBBCCCE+MDJST6gICQlhyZIlHDt2jMDAQMzNzalYsSJDhw5l+PDhGBkZUa5cOfz9/bNtu2TJEmbOnImfnx/29vZYW1vj7e2NqampMk2dOnXo1asXCxYsAKB169ZcvHgRgCJFimBlZUW9evUYOXIkn332mcr+tbS01OZ57969DBw4kAsXLtCmTRvleisrKxo2bMhPP/1ErVq13vejyRdOzi5s3fMnru5ehEc+Y9WSubT7tFlhZ0ujxp93oOXYbphYmxPiFsDR+dsJvO+tMX3Nro1pP6UfFqWtiPQN4eTSfTy+4Kx8vXqnhjQa0o5StewxsjRlbddZBLuq1q2ei7+gQvOamNla8jwhmYC7jzmxdB8R3kH5FSYADpP60WxQOwzNjPFx8mC/4ybC/UJy3ObTzzvSbmx3zKwteOrmz8H5W/HX8Pl8tW0mNVrXZeOXv/DglJNyfd/5IyjfoAolKpch1PspS7vOyNO43pbdyA6UH98dfRtzYl0DeDR7GzH31MdUZmhbSvdriWnV0gDEPPDFffF+jekLU+UR7an2lQOG1uZEuQbg5LiDSGcftWnNK5ei9rQ+FK1tj0kZa5zm7cRj00mVNLWmfEbtKaptVoxXEEc/nZ5vMeRG8RGdKTm+J0WsLUhw9cN3zmbinb3UprUZ0h6bfq0wqlIWgPgHPgQs2Z0tvWGlUtjN+RyzptXR0tUh6XEg7qN/4fnTiHyPRxP7kR2oOL4b+tbp9fTBnO1Ea6h3plVKUXVaPyw+sceojDUuc3fg88cJlTS6xgZUndGPEl0boF/MnJiHfrjM3UG0hjqSXz4Z1p76Yx0wtjYn3C2A8/N2EHpfcx4qOTSi2ZS+mJW2ItovlMtL9uF3/r7y9UkBu9Rud+nHvdzZcAwAm5rlaDFrALa1y6NIS8Pr+G0ufr+bF4kpeRvcGwyZPJROgzthbGaMm5Mb62evI8hPc7tfo1EN+ozrQ4VaFSlmW4wfRi/ixqkbKmm+Wz6J9v3aq6y7c+EO84fNy5cYcmPA5MG0H9QRIzNjPJzc2DjnN0L8gjWmr9aoBj3H9qZ8rQoUtS3GT2N+5Papm8rXdXR1GDR1KHXb1Me2bHES4xJwuXKfXUt3EBX2rCBC0mjB/Kl8MWowFhZmXLvmxISJs/Dy8s3VttOnTWDxj7NZtXoTU6bOV65fv+4n2rVtQcmStsTHJ3L9hhOzZv+Ih0fhfe8MmDyYdoM6YGxmjLuTO3+8sUyr02Nsb8rXqkhR26L8PGZxtjIdOHUI9drUx6ZscRLjEnG5cp/dBVSm9Ya1p/GXDphYmxPmFsCp+TsIzqEdqtq1EZ9O6Yt5aSue+YVyYek+vDO1Qw7LvqR2v09VtvG58ID9w39W/t9302RsqpfFuJgZybGJ+F15yPkl+4gPi87z+F7J6zgz6/TjSOoNbceZhTu5veX1+YNtzXK0mTmAEhntrfvx25xdVPDtLcDMOd/w+fD+mJmbcevGXaZNno+Pd/bfe6+M/GIQI74YRNmy6ed87u6eLPtpHWdPX1JJ16BRHebMnUS9Bp+QlprGQxc3+vUeRXJywcTYfdIAWmacz3s7ubPH8Q/C3nA+3/rzTnQY2wNzawsC3fzZN38LfvdfnwtN3reAKk1qqGxzcfcp9sz5I9u+jC1MmHt8GZYlivFd7eEkxSbmTWD/C+RBGXlGRuoJJR8fH+rWrcupU6dYvHgx9+7d4/r160yfPp2jR49y5swZZdrvv/+e4OBglWXixIkq+4uLi2PZsmVvfN8xY8YQHByMt7c3f/31F9WrV2fgwIF8+eWX2dJu3bo12/v26tVLJY2HhwfBwcGcPHmSlJQUHBwceP78+bt9KPksKSmZKhXLM2fK+MLOyhvV6taEro5DObfqEOsc5hDiGsCIHTMxLmamNn3ZepXov/prnPZfYF3X2bidusOQjZOxqVxamaaIkT7+Th6cXLpX4/sGufhyaNoGVrafyrZhSwEtRu6YiZa2+k7evNB+XA9ajezCvjmbWNZrDs+TkpmwYza6+noat6nXrSm9HYdxfNVf/OQwk6eu/kzYMRsTNZ9Pmy+6gkLz+984cJ67R6/nRSjvpUTPJlRb+Dmey//iSofZxD3yp/G+mRSxUl/mxZpVI+jwNW589gNXHeaT9DSSxvtnoV/csoBznjO7Ho2pN38ILisO818nR6JcA2izZwb6GuqyjqE+8QHhOC/eT1JotMb9Rrs/4a9PJiiX072+z6cIcqdYj2aUWzCCwOUHuN9pGgmu/lTfOxc9DXGaN6tBxOErPOw7H5fus3keFEH1ffMoUryoMo2+nS01//6RJK+nPOozH+e2k3ny60EUyYXXxpbs2YQaC4bisfwQFzvOIeZRAE33aq6nOob6JASE4frDPpJDo9SmqbNiDNatanH3698432YGYRddaHZgNgYFWJcrd2/Mp3OHcGPlYXY7OBLhFsBnu2ZgqKH8StSvRNc1E3i4/yK7uzridfIOPf6YRLFMbe6G+hNUlpNTNmZ03N0CwNjWgj57ZhLtF8q+ngs4/PkvFKtcmk4rxhZIzK/0+aov3Ud2Z92sdUzpMZnkxGS+37UIvRzaYAMjA3xcffnd8bcc9+103omh9Ycql58n/pxj+vzUa9xndB3RjY2zf2N2z2mkJKYwd+fCN8Spj5+bL5vmblD7ur6hPvY1K/Dn6v1Md5jEL2OXUrJ8KWZunpNfYeTKtKnj+XrCKMZ/PZNmLbqTkJjIf0d3o6+v/8ZtG9T/hDGjh3L/gWu21+7efcDoMZOpWbs1XR0Go6WlxfFje9HWLpyfOD3HfUaXEQ5snP0bs3pOIyUxGcedC3IsU30jA/zd/NicQ5mWr1mBP1cfYIbDZJaNXULJ8qWYUQBlWq1bY9o5DuHKqsNs6eZIqFsAA3bOwEhDO1SqfiV6rpnA/QMX2eLgiOepO/TZOAmrTO0QgPeF+6xuMEG5HJm4VuV1/+uu/D1hDRvaTuPQuFVY2NnQ+/dvPrg4ASp3akCpuhWJC1HtgDWxsWDQ7plE+YWyvdcC9g/7BevKpem2vGDbW4CJ341hzNhhTP1uPp3a9iMxMZEDh7agr19E4zZBT0NYtGA57Vr1pn3rz7h88QY7966nStWKyjQNGtXhwF+bOX/uKh3b9KVD6z5s2riLtAK67bLTuJ60HdmF3XM2srTXLFKSUvhmh2OO5/MNujWjr+Nwjq06yI8OMwh09eebHXMwzVIXLu85w7SGY5TLoSXqL5oN+/krAt01d44KkRekU08ojR8/Hl1dXZycnOjfvz/VqlWjfPny9OzZk2PHjtG9e3dlWlNTU4oXL66yGBsbq+xv4sSJrFixgrCwsBzf18jIiOLFi1O6dGmaNGnCTz/9xIYNG/jjjz9UOhIBLCwssr2vgYGBShobGxuKFy9OvXr1+O6773jy5Anu7u7v+enkj5ZNG/LNl8Np36p5YWfljZqP7orTvvPcPXiRcK+nHJmzmRdJKdTv30pt+qajOuN58T5XNh4l3DuIMysOEvTIl6bDOyrTOB++wvnVh/G6+lDj+97eew6/W+5EB0YQ9MiP08sPYFHKCsvS1nke4yttRnXl5JpDuJx2Isg9gB2T12Fua8knHRtq3KbtaAeu7TvLjYMXCPF6yr45m3ie9Jym/duopCtV3Y62o7uxa7r6H55/LtzGpZ2niHwSmqcxvQv7cQ482XWOwH0XiX/8FJdpm0lNek6ZQa3Vpncevw7/baeJfeRPglcQDyZvBG0trFrWLNiMv0HVL7vgtec8PvsvEesZxK0ZW0lNSqHCIPV1+dl9H+4t2ov/kRukPn+hcb9pqWkkh8col5Rn8fkVQq6UHNud0N1nCNt/nqTHgfhM30BqUgo2g9qpTe85YRUh20+S+MiPJK+neE35DbS1MG/5eqSz3czBRJ27i/8PO0l46EuKfyhRp5x4ERlbUGFlU3FsV/x3nydg30XiHj/l/vTNpCalYDdQfXlGO/vg+v0enh65Ttrzl9le1zbQo4RDI1wX7SHyhjsJfqF4LPuLBN9Qyg1vr2aP+aPe6C483Hse14OXeOYZxJlZW3mZlELNAerjqjuqE34XH3BnwzGeeQVxffmfhD30o86IDso0ieExKkuFjvV4ct2NmIBwAMq3q0vqi1TOOW4nyieY0Ac+nJm1hUpdG2FuZ1sgcQP0/KIn+9fs5+bpG/i5+7Fi0nKK2hSlacemGre5c+EOu5bt5PrJnC+IvHj+gujwKOWSEFN4x6nDFz34a+0Bbp++ib+7H2sm/4qlTVEadWyicZt7F+6yb9lubp28ofb1xLhEFg2dx/VjVwnyeYrnPQ82zdtAhdqVsCpplV+hvNE3E0ezeMkq/v33FC4ubowY+S0lS9rSs2enHLczNjZix461jPtqOtFR0dle37R5N5ev3MTfP5B7zg+ZN/9nypYtRblyZfIpkpw5fNGdv9YexOn0LQLc/Vk7eSWWNkVpmEOZOueqTOdnKtPHbJ63gQq1K+Z7mTYa3YX7+87jcvASkZ5BnJid3g7V1nDu12BkJ3wuPuDmhmNEegVxafmfhDz0o/7wDirpUlNekBAeo1ySs4xeur35BEH3vIl9GsnTO55cX3+UUnUroq2r80HFaWJrSYeFw/jn2/WkvkhVea1iu7qkvUjl5NztPPMJJviBDydmb6Fq10ZYFmB7CzBu/HBW/LKe4/+dxfWRB+PHTqd4CRu6duugcZuTJ85z5tRFfLz98fbyY/GiX0lISKRBwzrKND8smc3GDTtY/etGPNy98PLy5cjh4zzP4VwqL7Ub5cB/a/7i/mknnroHsHXyWixsLamTw/l8+9HduLLvLNcOXiDYK5DdczbyPOk5zfq3VUn3PDmF2PBo5ZIcn5RtX58O7YihmTGnN/6b57H9T0hLLZzlf5B06gkAIiMjOXXqFBMmTMjWOfeKpttfNRk0aBAVK1bk++/ffrTK8OHDsbS05NChQ2+97SsxMTHs27cPSL+1V7w7HT0dSta0V+l8UygUeF19SNl6ldRuU7ZuJbyzdNZ5XXpAGQ3pc0PPUJ/6/VrxLCCMmODId95PToqVscHcxhL3qy7KdclxSfg5e1FOQ9519HQoU7M8Hpm2USgUeFx1wT7TNnoGRRix6hsOzNtCXHhMvuQ/r2jp6WBe256Iy5nKUKEg4tJDLBrkrgx1DPXR1tXlRXThdm5lpq2nQ9Ha9oRcfvR6pUJByOVHWNWvqHnDXDCzt6X33TX0uL6CZmu/wqhUsffM7bvT0tPFpHYFYi4/eL1SoSDm8gNM61fO1T60DYugpavDy6iM8tPSwrJ9fZJ9gqi2dy4NXbZQ69gSinZulA8R5M6rehp+SbWehl9+iGUu62lW2jo6aOvqkJqs+qMjNfk5xRpXeZ/s5j4PejrY1rIn4IpqPQ248ogS9dTX0xL1KhJwRbXN9b/0QGN6Iysz7NvW4eG+C8p1OkV0SXvxEhSvhxK/zPgcSjXMXb15X7Zli1PUpijOV5yV6xLjEvFw9qBq/arvvf9aTWqx6+5ufj+/gfE/jsfUwvTNG+UDmzK2WNoU5cGV17frJcYl4un8mMr18raeGZkak5aWRkJsQp7uN7fs7ctSooQtZ89dUa6LjY3j1q17NGlcP8dt16xezPH/znL23OU3vo+RkSEjhg3Ax8efJ0/yd4oOdV6VqUuWMvVyfkyVD7BMtfV0KF7LHt8s7ZDflUeU0tCulKpXEb8s7ZDvpQfZ0pdtUo1v7qzjy3O/0OmHERhamGjMh4G5MTV6NSPwjidpL/P+B3m+xamlRfeV47i54RgRnk+z7UNHX5dUDe1t6QJqbwHsypXBtrgNFy+8viASFxvPXaf7NGhUJ1f70NbWpncfB4yMjLh96x4AVlZFadCwDhHhz/jv9D5cva7xz3+7aNwk52M+r1hlnM+7qZzPJ+Lr7EV5Dcejjp4uZWuWx+3q63MnhUKB+9UHlK+nWiaNerZk+d3NzDu5nF7TB6NnoPpbs0TF0nT7pi9bJ69FIbeZinwmnXoCAC8vLxQKBVWqqDZyVlZWmJiYYGJiwowZr+f2mjFjhnL9q+XyZdUTLi0tLZYuXcrGjRvx9n67uU20tbWpXLkyfn5+KusHDRqU7X0DAgJU0pQuXRoTExMsLCzYs2cPPXr0oGpV9T8EUlJSiI2NVVlSUgp+Hov/74wsTdHR1SE+QrUjKj48BhNrC7XbmFhbqE1vaqU+fU4aD23PvEdbWOC2lcqt67B16OJsVzzzillGPFk73eLCY5SvZWViaYaOrg5xWeKNzbJNn3nD8b3zGJfTTvx/V6SoGdq6OqRk+RxSwmPQt7HI1T6qzR1McmgUEZc0j8QsaPpFTdHW1SE5S1zJETEYWpu/834j73px/buNnB/yM7dnbsWkrDUdD89F19jgzRvnA92ipmjp6vA8PFpl/YvwGPRyWX7lHD/nRWgU0Rkdg3pW5uiYGFLq695En7/Ho4Hf8+z4LapsnoZZ0+p5HEHuvCpPdfXUIJdxZvUyIZlntx9TZXJvDGwtQFuL0n2aU7RBpXfe59syzIgrMUubkhgRg5GGempsbUFiuOqIyYTwWIw0tFvV+7bkRUIyXidet0dPrrliZG1O/bEOaOvpoG9uRMtZA9L3b6t+P3nN0jr9FufoCNVbo6MjorGwfr/bn+9euMOKySuYM2g225ZspWaTWizcsbBQbtW0tHkVZ7TK+pg8iDMzPX09hs4aztV/LpGkZiRJQShuawNAaGi4yvrQsAiKF7fRuF3//j2oW7cmsx2X5Lj/cWOHE/3sMbHRXnTq3IbOXQfx4kXBjATKzEJDmeZF3c0svUyHcfWfy/lapkaW6tuhhIgYTDS0QybWFiREZGmHImJVzhV9Lj7g38kb2Dt4CeeX7qNsk2r03z4t27QqrWcOYIrbJiY92IB5qWL8NfrXvAksi/yKs+lX3VC8TMNp60nU8b/qirG1OY0z2lsDMyNaz0xvb00K6LsGwMYmfbRneJjqvLhhYRHY2uR8V0y16pXxC7pHUMRDlv26kOFDJvA4Yz5LO/v00bLTZ33Nzm0HGPDZFzy4/4hD/26nfAW7fIhE1avz79gs50Gx4dGYazyfN9V4Pp95m9tHrrBl0mqWD1rIifWHadL7U75Y+fr2cN0iunyx5lv+WryTqKDCm29YfDzkQRkiR7du3SItLY0hQ4aodHZNmzaNESNGqKQtVapUtu07depEixYtmDt3Lnv27Hmr91YoFNlGB/7666+0b696+1PJkiVV/r98+TJGRkbcuHGDxYsX8/vvv2t8jyVLlrBw4UKVdY7TvmHe9G/fKq8ifzkfuYrXlYeY2ljQYowDA9d9y8a+C3iZ8v4n7Q16tmDQ4jHK/38btfS996lOrfb1qdy0BksdCvfBFwWlwsQelOjVlBufLSItD8rp/7ug86+v6ka7PSHinje9bq3ErkdjvPdeLMScvZtSX/emWM/mPOozH8Wr8sv4wfXsxG2CNx4FIPGRH6YNqmD7eSdir2ef7+pDdefr9dRdOZZO99eT9jKVGBc/Ag9fw6K2fWFnLc/U6N8Kt8PXSM10fEY+fsrJyRtoNXcILWb0Jy01Deetp0gIi0aRlsNEoO+hda/WTFjytfL/hSMW5Mv7AFz69/UE7v4e/vi6+7H5ymZqNa3F/avqJ7jPKy17teLLxa/nz10yMv/n3NTR1WHyuuloaWmxcU7Ocw3mpUGDevPbup+U//foOeyt91G6dEl+Xf49nbsOeuPF1j17D3Hm7CVKFLdh8uRx7N3zO5+26pXvF2lb9GrF2MVfKf9fMnJRvr4fvC5TtLT4owDLNC+5/fv6NuNwj0DC3QL46sqvlG1aHf+rr0fL3dxwjAf7L2JWyooW3/Wm26/jODjyzXN1/39QvGY5GozsxFYHR41pIjyfcnTKBto5DqH19PT21mnbKeLzsb0F6Nu/O8tWvm5/BvfLPod5bnl5+tKmRU/MzEzp3rMza3//iR5dhvDYwxttrfSLJdu37Gfv7vQ7r1weuNGyVVMGD+3LDwuXv18gWTTq2YIhi1/PR7h2VM4XA97H5b2vp4cK8gggJiyayXvnY1XWloiAUHpPH0KI11Nu/v3mEcYfNRnBmGekU08AULFiRbS0tPDw8FBZX758eQAMDQ1V1ltZWVGxYu5uVVu6dClNmzZl2rRpuc5Pamoqnp6eNGyoOudB8eLF3/i+9vb2WFhYUKVKFcLCwhgwYACXLl1Sm3bWrFlMnjxZZZ12XPYh8h+7xKg4Ul+mYmKlesXSxNqc+CxXwF6JD49Wmz4uQn36nKTEJZESl0SkXwhP7nnieP8PqndqwIN/3v9hEi5nnPBz9lT+r1skffJcU2tzlat7ptbmBLr6qd1HfFQsqS9TMc0Sr1mmfVRuVhMrO1t+ebBVJc3o36bgfduNVQML96EKWT1/Fkvay1T0s1yl1rc2J+UNT58r/5UDFSb24Ga/xcS5BuSYtqClPIsj7WUqBlniMrAyJykPb4l+EZtInE8IpuUKdl6cV14+i0PxMpUiWa5G61mb8+IN5VdyXA9Kfd2bRwMWkuj2enLnl8/iSHvxkiTPJyrpkzwDMW1ULa+y/lZelae6epr8Hk9JTPQP42rvRegY6aNrYkhKWDQNNkwkISDnOWLzSlJGXEZZ2hQjK3MSNdTThPBojKxVJ/I2tjYjUU0bXapRFYpWLMmxCWuzveZx5DoeR65jZGXGi8QUFAqoN6YLMfkU+83TN/G49/rc49UDBSysLIkKez1az8LKAl/XvH36cGhACDGRMZQoVyLfO/Vun76F573Hyv91i6SfgltYWRCdKU5zKwv88iDOV50/1qVsWDDIsUBH6f377yluZdyCBygn27e1tSYk5HU9srWxwvn+o2zbA9SrVwtbW2tu33z9ZGpdXV1atmzChPEjMDKxV062HxsbR2xsHF5evty4eZeIMFd69erM/v1H8iM8JafTt/DKVHdfnT9kLVMLKwv8XHP3lN+cvCpTq1LWLBw0N9/LNDFKfTtkbGVOvIZ2KD48GuMsDykytjLTeK4IEP0knMTIWCztbFU69ZKi4kmKiueZbwiRXkF8fXM1pepV5Old9U9wf1f5EWeZRlUwtjJjwvVVyte1dXVo6ziEBqM681uLSQC4HrmOa6b2FkX6/H7R+fhdc+K/c9xxet3evZqiyNrGSmU0rY2NFS4ubjnu68WLF/j6pJ/n3Xd+RN16tRj71XCmfDdPua/HHqrl5enhQ+kyJfIklszun3HC1/n1e71qY82sLVTO582sLXii8Xw+TuP5fEwOddg343eETbniRASEUqVZTUpVKUu9Lulzab4apLL87haOrzvEv78eeNvwhMiR3H4rAChWrBgdOnRg7dq1JCTk7fwcjRo14rPPPmPmzJm53mb79u1ERUXRp0+f93rvCRMm8PDhQw4fPqz2dX19fczMzFSW3DyJ7WOT+iKVoIe+VGj2+vHtWlpaVGhWg4C7nmq3CbjnSYVmqg9IqNCiFk80pM81LS3Q0kKniOYnV72NlIRkIvxDlUuIZyAxYVFUafb64QAGJoaUq1MRPw15T32RypOHPirbaGlpUblZTXwztjn1298s6TydpV1nKBeAvxZtZ9fU/39X2xUvUol54Kv6kAstLYq1rEG0k+YyLD+hOxUnf8atQUuJuZ+3P8DzQtqLVJ498KV4i9d1GS0tireoQcSdvPuhoGukj4mdDUnv0bH0PhQvXhL/wBvzFq/rJFpamLeoTdydxxq3Kzm+J6Un9cV18CIS7qtOm6B48ZJ4Zy8MKqiOyjaoUJKUQNXb6grKq3pq3VK1PK1b1CAqh3qaW6mJKaSERaNnboxN69qEnLjz3vvMjbQXqYS6+FKmuWpcZZrXIFjDD9rgu16UzZweKNuiptr0NQa0IvSBDxFumjvdEyNieZGYQpXujUlNeU7A5fy5jT4pIYlg/2DlEvA4gGdhz6jT/BNlGkMTQ6rUqYL7nbx96FWx4sUwtTTlWVjUmxO/p+SEJEL8g5VLoOcTosKeUStLnJXqVObxXY8c9vRmrzp/StiX5Pshc4mPjnvf7L+V+PgEvL39lIur62OCg0Np26aFMo2pqQmNGtXlxk31x9S5c1f4pG5b6jfsqFxuOzmzZ+9h6jfsqPHpmVpaWmhpaaFfJP/P5dLLNES5vCrTms1rK9MYmhhSsU5lPPKoTIvbl2DRkHkFUqZpL1IJcfGlXJZ2yK55DY0da0/vemGXpR0q17Jmjh1xpsWLYmhpQnwO35evbs3Nq3O/zPIjzoeHrrKp02w2d5mjXOJCnnFzwzH2D8v+xO1X7W217o15mfIc3yv5N21JfHwCvj4BysXD3YvQkDA+bfX6QUQmpsbUa/AJTrec32rf2tpaFMnoxA/wDyQ4KJQKlVRHuJevWI4nAXk/52VKQjLh/iHKJTjjfL5qpt8iBiaG2NepiI+G4zH1xUsCHvpQLcv5fNVmtfC5q/ncqUz1cgDEZHyX/D5uGYu6TOWHrtP4oes0ds5MP89f1n8eF3ac0LSbj09aWuEs/4NkpJ5QWr9+Pc2bN6dBgwYsWLCA2rVro62tze3bt3F3d6d+/dcTm8bFxRESEqKyvZGREWZm6h/9/uOPP1KjRg10dbNXucTEREJCQnj58iWBgYEcPnyYX3/9la+++oo2bVSfHBodHZ3tfU1NTTU+3MPIyIgxY8Ywf/58evXq9dYP+8hviYlJBAS+/mJ7GhSK+2NvzM1MKZHDPDOF4eqm/+izfBxPXXwIdPam2RddKGJkwJ2D6bcW9l3+FbGhzzj1834Arm85wej9c2k+uise552p3b0ppWqV5+9Zm5T7NDQ3xqKUFaYZ89BYlU+/chcXHk18eAyWZWyo1b0JXpdcSHgWi3nxonz6VQ9eJj/n8XnnfIv1/Jb/6DyxN+F+wUQ+CcNhygBiQqO4f+q2Ms3E3Y7cP3mbSzvS50o5t+kYny8fT4CLN37O3rT5oiv6RvrcOHghI6YYtQ/HiAqKIDJTh4iVnS36xgaYWVugp1+EUtXT5x0J8QzMt3kENfH9/RifrP6KaGcfYu55Ue7LLuga6fNkX3qZf7LmK5JDovD4Mf2BNOW/7k7l6f1w/motSQHhytFTLxOSSU38/zNXpfvG4zRdOZbI+75E3vOm6pjO6Bjp45MRV9NVY0kKicJ5SfqVVG09Hcwrl8r4WxejEkWxrFGWFwkpxPulP6W47rxBPD11j4TACAyLW1J76mco0tLwO/z+o0nfVdCGf6m0aiLx972Jd/akxJhu6BjpE7bvHAAVV0/kecgzAhbvBqDUhF6UmTaQxxNWkvIkHL2MUX6pCcmkJSan7/O3I1T+fTKxN1yJvfoQizZ1KdqhAQ/7zCuUGAG8NvxHvVXjiL7vQ9Q9byqM6YKOkQEBGeVZb81XJAU/w21xetukpaeDaeXSQHp5GpQoilkNO1ITkknIKE/r1rXR0oJ472CMy9lSY95g4ryClPssCHc3HafT8rGEufgS4uxN3S86o2ekz6MD6Xno9OtY4kOiuPpTej29t+Uk/Q7Mod6YLviec6ZKj6bY1i7PmZlbVPZbxMSQyg6NuPSD+ikxPhnegeA7njxPSMauZU1azhnElaX7ScnydMr8dGTzEQZ8M5CnfkGEBoQwdOrnPAt7xvVTr4+nH/f+yPUT1zm6Pf1WcAMjA0qUez0dh22Z4thXL098dBzhQeEYGBkw6LvBXDt+lajwKErYlWDk7FEE+wVz92LBdNZmdWzzP/SZ2J9g3yDCnoQycMoQosKecevU69sT5+9ZxM2TNzix/RiQHmfxcq9HudiWsaVcdXvio+OICIpAR1eHqb/NxL5meZaMWoS2jjYWGcdyfHQ8L19kf+JzQVi9ZhOzZ32Dp5cPfn5PWLhgGkFBoRw58nq+sVMn9vP3keOs/20b8fEJPHqk+sM7MSGRyMgo5Xp7+7L079eD06cvEh4RSelSJZk+fQJJSckcP3G2QON75djmf+kzsT8hvsGEPQllwJTBRIU943amMp2353tunbzBie3/AdnL1EZNmU75bQb2NSuwtIDL9Nam43RbPpaQB74E3fem4aj0duhBxrlftxVjiQuJ4uLP6e2Q09aTDNk/h0ZjuuB1zpnq3ZtSolZ5jme0Q3pG+rT47jM8jt8iITwGCztb2swaSJRfKL6X0qexKFmnAiU+Kc+T2x4kxyRgaWfLp1P6EuUXytP3vTBcQHEmRceTlOUhYakvUkkIj+aZT7ByXf3hHQi848mLhGTKtaxJ29mDuFDA7S3A7+u3M3naV/h4++HvH8gsx+8ICQ7jv6OnlWkO/bOdY0dPs3njLgAc50/h7OmLBAYGY2JiTJ9+3WnesjH9eo9SbrN29SZmzPqGRy7uPHRxY8Dg3lSqXJ5RwyYWSFxntxyj68Q+hPmFEPEkjJ5TBhAdGoVzpvP5Sbvnce/kLWVn25lNRxmxfAJ+Lt74OXvR7gsHihjpc+3geQCsytrSqGcLHp6/R0J0HKWq2tF/7nAe33TlqXv6hbKIgFCVfJgUTX8gU7BXIEkFXLbi4yCdekKpQoUK3Lt3j8WLFzNr1iwCAwPR19enevXqTJ06lfHjX88FM2/ePObNU/0RN3bsWI3z11WuXJlRo0axcePGbK/98ccf/PHHHxQpUoRixYpRv3599u/fT+/evbOlHTlyZLZ1S5YsyXEU4Ndff82KFSs4ePAg/fv315iuMDx092TUxNdzrP28Jv3z6dmlPT86TimsbKnlcvQGxkXNaDepL6bWFgS7+bNt+FLlRMHmpYqpPN0p4K4nB75dR/sp/eg4bQCRfiHs/nIFYY8DlWmqdqhP32XjlP8PXJs+yezZlX9xbuVfvEx5TrmGVWk+sgsG5sbER8Tgd8udDX0WkBCpOkFxXjrz+z/oG+ozaMmXGJoZ4X3bg/XDl6jM4WdlZ6v8kga4e/Q6JkXNcJjUH1NrC566+bFu+JJsk+2+yZCfxlKpyeurv7P+S7+iO6/F1zwr4NFQwUduUKSYGZWn90XfxoLYR/7cGrSU5xmdk4alrFTmfbEb3gEdfT3qb5mksp/Hv/yJ57K/CjTvOfH/5yb6xcz4ZFofDKzNiXrkz/khP5OcUZeNs8RlaGtJ19OLlf9X/8qB6l85EHrNjTN9fwTAqERRmq+fgL6lCSmRcYTd9uBktwWkPCvYETKZRf5zDb1i5pSdPhA9awsSHvniOvgHXmTUSf1SVpApTtvhndDW16PqJtWpEp4s28+T5ek/ZJ4dv4XPjI2UmvgZ9otGkewdhPvoX4i7lbcjqN5G0JEb6Bczo+r0vuhbp9fTG4OWkpJRnoaliqHIdGXWoLglbc6+nmun0vhuVBrfjYhrrlz97AcA9MwMqT57IAYlivIiOp6gY7dxW7IfRT48eVGTx//exLCoGU0n98HI2pxwV38Of/4ziRlxmZZUrafBdzw5/s16mk3tR/Pp/Yn2C+GfMb8SmanNBajSowloaeF+RH2Hc/E65Wk6+TP0jAyI8g7i7KwtuB26mn+BqvHXb39iYGjAxCUTMTYzxtXJlXmfz+VFpja4eNkSmBV9fSGxUu1KLDnwek7UMfPT50o9c/AMK6f8SlpqGvbVytGubzuMzYx5FvqMe5fvsWvZTl4+L5yOrr9/P4S+kQFjl0zA2MwYdydXfhi2QCVO27LFMbN8HWeF2hVZuP91ezRi3mgAzh88y7qpqyhavBgNOzYGYPmJ1SrvN3/AbB7dKJwHF/2ybD3Gxkb8vv5nLCzMuHr1Ng7dh6rMe1e+vB1WVkVzvc/k5BRaNG/ENxNHY2lpTmhoBJev3KBlq56Eh0fmRxhvdOT3QxgYGTB2yXiMzIxxd3Ljx2ELs5WpaaYyLV+7Igv3/6j8f8S8LwC4cPAs66auVinTZSde384JMH/AHFzzsUzdjt7EqJgZLSf3wdjanDBXfw4Me90OmWVph57e8eSfb9bz6dR+tJrWnyi/EP768lciMtohRWoaNlXLUKtPCwzMjIkLjcL3sguXlv9JasZx+CIphcqdG9By0mfoGeoTHx6Nz4UHXF1zRJnm/3ucuVXik/LpcRoZEOkdxIlZW3h4uGDbW4A1K//A2NiQ5asXYW5uxs3rdxjQ5wtSUp4r05SzL0OxYq8f+GJlXZR1G37GtrgNsbFxuD70oF/vUVw8f02ZZsP67ejr6/PDktlYWJrz6KE7fXuOxM9XdRqP/HLy9yMUMTRg6JKxGJkZ4XXbndXDf8zxfN7p6DVMiprRY9IAzKwtCHTzY/XwH5Xn86kvXlKtRW3ajXJA30ifZ0GR3D1+k//W/v85zxUfHy2FItNztIUQvIj4/3fLYH5Z0EDzBL7/S2Io2BFuhaVL0scxo0K0jk5hZ6FA2CsK50mVBS1c8XFMeeBT5OM4Ps+S/7ey/n9hoPVxtEV/BxfOSMaC1rtEg8LOQoGoh+mbE4kPxvKoW4WdhQLRp+gnb070P2CD38HCzkKBSfG+8eZE+UC/QpNCed/89HGcYQohhBBCCCGEEEII8T9Ebr8VQgghhBBCCCGEEAXjf/ShFYVBRuoJIYQQQgghhBBCCPGBkZF6QgghhBBCCCGEEKJgKGSkXl6RkXpCCCGEEEIIIYQQQnxgpFNPCCGEEEIIIYQQQogPjNx+K4QQQgghhBBCCCEKRlpqYefgf4aM1BNCCCGEEEIIIYQQ4gMjI/WEEEIIIYQQQgghRMGQB2XkGRmpJ4QQQgghhBBCCCHEB0Y69YQQQgghhBBCCCGE+MDI7bdCCCGEEEIIIYQQomCkye23eUVG6gkhhBBCCCGEEEII8YHRUigUisLOhBD/n8wpN7iws1BgFjj9UNhZKBBjG0wv7CwUiLIK/cLOQoHQR6uws1AgXvJxfD3HaX0cV2oNPpLrqHofR7UFQPcjaYs+FhWffxyV96b+x9Hm6n0kx2cCqYWdhQJRPVWvsLNQIMY92VXYWSgwKQ9PF8r76tfsUCjvm58+jjNMIYQQQgghhBBCCCH+h8icekIIIYQQQgghhBCiYMicenlGRuoJIYQQQgghhBBCCPGBkU49IYQQQgghhBBCCCE+MHL7rRBCCCGEEEIIIYQoEArFx/GQl4IgI/WEEEIIIYQQQgghhPjAyEg9IYQQQgghhBBCCFEwFPKgjLwiI/WEEEIIIYQQQgghhPjASKeeEEIIIYQQQgghhBAfGLn9VgghhBBCCCGEEEIUjDS5/TavyEg9IYQQQgghhBBCCCE+MDJSTwghhBBCCCGEEEIUDHlQRp6RkXpCCCGEEEIIIYQQQnxgZKSe+H/h+vXrtGjRgs6dO3Ps2DGV154/f86qVavYu3cvHh4e6OrqUq5cObp378748eMpWbIkACNGjGD79u3Z9t2pUydOnDiRr/lv/HkHWo7thom1OSFuARydv53A+94a09fs2pj2U/phUdqKSN8QTi7dx+MLzsrXq3dqSKMh7ShVyx4jS1PWdp1FsKu/yj56Lv6CCs1rYmZryfOEZALuPubE0n1EeAflV5jvzMnZha17/sTV3YvwyGesWjKXdp82K+xs5ajXpAF8Oqg9RmZGeDl5sMNxI2F+ITlu0/bzznQe2wNzawueuPmze/5mfO97AVCstDW/XPlN7Xbrxy/H6b/rGFuY8OWqbylT1Q5jC1PiImO4d/o2f/2yh+T4pDyPseGwDjT/0kFZb4/P387T+z4a01fv2oi2r+qtXyhnlu7F8/x9ALR1dWg7tR+V2tTBsqw1KXFJ+Fx5yJml+4gLi1bZT6W2dWj1TW9sq5XlZcoL/G+4se/LX/M8vlfqDWtP44w4w9wCODV/B8E5xFm1ayM+ndIX89JWPPML5cLSfXhnxAngsOxLavf7VGUbnwsP2D/8Z+X/zb7uQYW2dbCtbkfq85f8Wnts3geWRYNhHWiaEWeoWwAn5m8nKIc4q3VtROuM8nzmF8rZpXvxyhTnp999Ro3uTTErWZTUF6kEu/hy/pcDBDm/btuK2hen/ezBlGlQGR09XULdA7iw/E/8r7vmaWwdJ/Wl0aC2GJoZ4+fkwWHHLUS84Xhs+nkHWo3tjqm1OcFuARyZv40nmdplXX09us0Zyifdm6JbRI/Hl+5zeO5W4iNiADCyMGHQqq8pUbUsRhYmxEfG8ui0Eyd+2U+KmuPRrn5lxu2fR+jjJ6zsOitP4m70eQeaj31dpsfecIzWyHSMPvMN5dTSvXheeH2Mtpvaj8qt04/R5Ixj9PRPr49Ri9JWtJrYm/LNqmNibUFcaBT3/77KpbV/k/oiNU9iUqeg665dk2oM2++odt+bus8l+IHm934fhdEW9d00GZvqZTEuZkZybCJ+Vx5yfsk+4rO0y3mpoOM0L21F8296YdesOsbWFsSHRvHo8FWurj1CWj7W26wqjOhAlfEOGFibE+0awL0524lyVh+3WeVS1JjeF8va9hiXscZ53k48/1A9V+16ayXGZayzbeu19TT3Zm/LjxCUOk3qS+OMNtfXyYNDuWhzm33egdaZ2tzDatrc7nOGUiejzfW4dJ9DmdpcgIrNatB5Sn+KVynD86QU7vx1ieO/7CctNX1ET4Um1Wj5RVfKflIBAxNDwv1CuLDhKPeOXH3rGJt83oFPM527/5OLc/cOU/phmXHufmLpPjwynbsDtJ/Ul4aD2mBoZoy/02P+dtxCZKbP7fM/plCyuh3GVmYkxSTgfeUhx5fuVbbB9k2q0eKLLpTOiC/CL4TLG47h/A7xvUnXSf1oOqidsowPOG4i/A1l3PLzjrQd2x0zawueuvnz5/ytBGT6zAYsHkOV5jUxsy3K84RkfO96cGTpHsKy/DZp1LcVbb5wwKZ8CZLjknD+7wYH523J8xizqjG8PXXGOmBobU6kWwBX5+0gTMMxalm5FA2n9MG6lj2mZay5umAnLptPqqQp0bgKn4x1wLq2Pca2lpwY/St+J+/kexz/M9IKrn3+Xycj9cT/C5s3b2bixIlcunSJoKDXDX9KSgodOnRg8eLFjBgxgkuXLuHi4sLq1auJiIhgzZo1Kvvp3LkzwcHBKsvevXvzNe+1ujWhq+NQzq06xDqHOYS4BjBix0yMi5mpTV+2XiX6r/4ap/0XWNd1Nm6n7jBk42RsKpdWpilipI+/kwcnl2rOe5CLL4embWBl+6lsG7YU0GLkjploaWvldYjvLSkpmSoVyzNnyvjCzkqudBnXi/Yju7JjzkZ+6DWblKQUpuyYi66+nsZtGnZrxgDH4fyz6iALHabzxNWPyTscMc2oB8+CIvmu4WiV5fCKfSTHJ+Fy4R4AijQF907fZvXon5jddiKbp66jeovaDPvxyzyPsUa3JnRyHMKFVYfY0M2RULcAhu7UXG/L1K9E3zVfc/fABX53mIP7KScGZqq3eoZFKFGzHJdWH2aDgyP7x66kWPkSDNo8RWU/1bo05LNfv8L54CV+7zyLLX0W4nLkWp7Hp3y/bo1p5ziEK6sOsyUjzgE7Z2CkIc5S9SvRc80E7h+4yBYHRzxP3aHPxklYZTo+Abwv3Gd1gwnK5cjEtSqv6+jp4n7sFnd3nc232DKr3q0JHRyHcGnVIf7IiHPwzpka4yxdvxKfrfka5wMX+MNhDh6nnOi/cTLWmeJ85hvCiXnb2NBxJtv7LCQmMJwhO2diVNRUmWbglqlo62qzc9CPbOo2h1C3AAZumYKxtXmexdZ6XHeaj+zMoTmbWdNrLs+TUvhix8wcj8dPujWhu+PnnFn1F6scZhPs6s8XWdrl7nM/p1q7euwav4rfB3yPma0lw36fpHxdkabg0Wknto1exs9tJ3Ng6m9UalGTz378Itv7GZgZMXDFeLyuPcyzuGt2a0LnjGP0dwdHQlwDGJbDd0uZepXou/pr7u6/wG9d5+B2yolBWY7RkjXKcWHNYX7r5si+cSuxqlCCwZteH6NWFUqipa3FP7O3sLbDdI4v2kXDwe1oP21AnsWVVWHU3Sd3HrOiwXiV5e7e80QFhOVbh15htUX+1135e8IaNrSdxqFxq7Cws6H379/kS4yFFWexCiXR0tLmxKwtbGo/gzPf76bukHa0nt4/3+LMqnSPJnyyYAiuyw9xupMjMa4BfLp3Jvoa4tYx1CfBPwyXH/eRFBqlNs2ZLnP5p/Z45XKx/2IAAv+9mW9xALQZ150WIzvz15zNrM5oc8fkos3t4fg5p1f9xUqH2QS5+jNmx0xMMsXfY+7nVG9Xj53jV7E+o80dnqnNLVGtLKO3zsDj4n1+dZjFrq9XU719fbrOGKRMY1evMsFuAWwf9yvLO8/g9sGLDFoxnmpt675VjLW6NcHBcShnVx1ircMcgl0DGPWGc/eBGefua7rOxvXUHYZunIxtpnr66bjuNBvZib/nbGF9r7k8T0pmVJbPzeeGK3u+Xs2KtlPZPW4lRe1sGfLbdyrxhbg9Yfe4lazqPJM7By/Rb8VXVH3L+N6k/bgefDqyCwfmbGJFrzk8T0rmqx2zcyzjut2a0ttxGCdW/cUvDjN56urP+B2zVcr4iYsPu6f9zuL2k1k/bDGgxfgdc1R+m7T5woFuUwdy5rcjLOkwlXVDf8Dt0n0175i3KnRvTLO5Q3BaeZi/ujoS6RqAw84ZGGgoc11DfWIDwrmxdD8JodEa00S6BXDZMfugEiEKknTqiUIXHx/P/v37+eqrr3BwcGDbtm3K13799VeuXLnCuXPn+Oabb6hfvz5ly5alVatW/P777yxevFhlX/r6+hQvXlxlsbS0zNf8Nx/dFad957l78CLhXk85MmczL5JSqN+/ldr0TUd1xvPifa5sPEq4dxBnVhwk6JEvTYd3VKZxPnyF86sP43VV8w/E23vP4XfLnejACIIe+XF6+QEsSllhWTr7Vd3C1rJpQ775cjjtWzUv7KzkSodRDvy75i+cT98m0N2fTZPXYGFrSb2OjTRu02l0dy7tO8OVg+cJ8gpkx5yNPE9KoWX/tgAo0tKIDY9WWep1asztY9dISUwGIDE2gQu7TuHn4k3k0wjcrrlwfudJKjeslucxNh3dhbv7zuN88BLhnk85OnsLL5JSqKuh3jYe2Rmviw+4tuEYEV5BnF/+J8EP/WiUUW9T4pLYOXQpj47dJNInmMB7Xvw3bzsla5fHvGQxALR1tOkyfxinFu/BafdZIn1DCPd8yqNj+fcDpdHoLtzfdx6Xg5eI9AzixOytvExKobaGOBuM7ITPxQfc3HCMSK8gLi3/k5CHftQf3kElXWrKCxLCY5RLcmyiyuuXfz3E7c0nCHd/km+xZdZkdBfu7TvP/YOXiPB8yrGM8qyjIc5GGeV5PaM8L2SUZ8NM7dDDI9fwvfqI6CfhhHs+5dSi3RiYGWFTrSwAhpYmFCtfgqvr/yXM/QnP/EI5t3QfRYwMVC5SvK8Wo7pwds1hXE/fIcQ9gP2T12Nma0mNjg00btNytAM3953D6eBFwryecmjOZl4kPadh/9YAGJga0rB/G47+sBPv6494+tCXA9M2UK5BFcrWrQhAUmwCN3adIdDFh+inEXhde8T1naexb1g12/t99uMX3DtylYC7nnkWd7PRXbiz7zz3Dl4i3Osp/85JL9N6Gsq0yaj0Mr268RgR3kGcW/EnwY/8aJzpGN3+ueoxenTedkplOka9Lj7g72kb8b7sQtSTcDzO3OXqH8eo1rlhnsWVLd+FUHfTXqSqHL9JUfFU6VCP+wcv5luchdUW3d58gqB73sQ+jeTpHU+urz9KqboV0dbV+Z+J0+fiA45N24jv5YdEPwnH68xdbv7xH5Xzsd5mVXlsF3x3n8dv/yXiHj/lzvQtpCalUG6Q+rij7vvwYNFenhy5Qdrzl2rTPI+MIyU8RrmU6FCXeN8Qwq+75WcotBzVhTNrDvPo9B2C3QPYl9Hm1syhzW2V0ebePniRUK+n/KWmzW3Uvw3//rATr4w2d/+0DdhnanPrdGtKsHsAp1cfItI/FJ+bbhxbsofmwzqib2wAwLn1Rzi54iD+dz2JDAjjytYTeFy8T63Oms/P1MY4uiu3953nTsZ3xN9zNvM8KYUGGupp84xz98sZ5+6n1Zy7Nx/VmfNr/sbt9B1C3J9wYPJvmNpaUD3T53Z183Ge3PMi+mkEAXc9ufjbP5TJdDxeWH+E0ysOEnDXk2cBYVzbeoLHF+9TI4/rcqtRXTm15hAup50Icg9g5+R1mNtaUruj5vdpM9qBa/vOcvPgBUK8nnJgziaeJz2nSf82yjTX9p7F+5YbzwLDCXzky7Hl+ylayopipW0AMDQzxmHqAHZNXsedf64SERBKkHsAD8/k/+i22mO64Lb3PB4HLhHlGcSlWVt5mZxC1QHqyzz8vg83ftyL9z83SHv+Qm2aJxcecPuXP/E74ZSfWRfijaRTTxS6AwcOULVqVapUqcLQoUPZsmULCoUCgL1799KhQwfq1lV/hUpLq3BHpeno6VCypr1K55tCocDr6kPK1qukdpuydSvhnaWzzuvSA8poSJ8beob61O/XimcBYcQER77zfgRYl7HBwsYS16sPlOuS4hLxcfakQr3KarfR0dPFrmZ5lW0UCgWuV12oUK+K2m3sapbHroY9l/af05gXCxtL6nVujMfNvL2VUUdPh5K17PG5olpvfa48pLSGelimXkWV9JBeb0vXq6jxfQxMDVGkpSl/fJWoWQ6zEkVRpCkY+9+PTLm9liHbp+dpB1Bm2no6FK9lj++VR69XKhT4XXlEKQ35LlWvIn5Z4vS99CBb+rJNqvHNnXV8ee4XOv0wAkMLkzzPf25p6+lQopY9vpnzrVDgm0N5lq5XUTU94JNDeWrr6VBvcBuSYxIIzZgKICkqngivIGr3aYmeoT5aOtrUG9KW+PAYgl188yS2omVsMLOxxDNTm5kcl8QTZ2/sNMSmo6dDKTXtsufVh8ptStUsj24RXZX9hnsHERUYrnG/ZjaW1OzcCJ+bqj+oG/RrRdEyNpxZ9dc7x6kuhhI17VW+KxQKBd5XczhG61bER+13S87HaFqmY1R9GiOSouPfMoLcKay6m1XlDvUwtDTF+cCldwvkDf6/tEUG5sbU6NWMwDuepL3M+9ue/r/ECaBvakhyPtXbrLT0dLCsbU/oZdV6HHr5IcXqv/u5Xdb3sOvTAt99+dfxDJrb3IBctLmPc2hzS2e0uY9zaHN1i+jxIkW18+RF8nP0DIpQupa9xjwbmBqS+BZlrenc3fsN5+5ZL7R7XnqgTG+Z8bllTpOS8V2laZ+G5sbU6dWcgDccjwamRm8V35sUK2ODuY0lHlddlOuS45Lwd/aiXA5lXKZmeZVtFAoFHlddsNewTRFDfRr3a01EQChRwREAVG1ZCy1tLcyLF2X2mRV8f309I9d+h0WJYnkWnzraejpY17InMEvbFHj5Ebb1NX9HinymSCuc5X+QzKknCt3mzZsZOnQokH77bExMDBcvXqR169Y8fvyY1q1bq6Tv3bs3p0+fBqB27dpcu/b61r2jR49iYqJ6ojd79mxmz56t9r1TUlJISUlRWfdSkYquVu6uYBtZmqKjq6MyHwhAfHgM1hVKqt3GxNpCbXpTK4tcvWdmjYe2p9OswegbGxDuHcTWoYvzdd6jj4GZdfrIztjwaJX1seExmFtbqN3GNKMexGYp19jwaEpUKKV2m5YD2hLk+QTvux7ZXhu7+jvqdGiIvqE+907fZutM9XPxvSsjS1O01dTbhIhYrN6i3iZExGCi4TPR1dej/axBuPxzXTn/mGXZ9Cu1rb/rw8kfdhH9JJxmXzowYr8ja1pPISkm4T0jU/UqzkQ1+S5WoYTabUysLUiIiM2SPlYlTp+LD/A44UTMkzAs7GxpPb0//bdPY0fvBSjSFHkaQ268a3kmZG2HImIwzlKeldrW5bO1X6NnWIS4sGh2DV1KUtTrHxe7hiyh/x+TmOG6CUWagoTIWPYO/ynHTqK3YZpxG298uGpe48JjMNVQ94wtzdDR1SFOTTtrk/F5mFqb8zLlRbZ8xqmp04NXT6R6h/oUMdTH9fQd/py5UfmaVbnidJk+iN/6L1DO+ZQXXn23ZC2jhPDYt/5uMdHw3aKrr0fHmarHaFZF7WxpPLwjJxfvefsgcqEw625mdQa0xvvSA+JCnr17MDko7Lao9cwB1B/egSJGBjy968nBkcvzLrhMCjvOVyztbKk/vCPnfsyfepuVftH0uJOztFPJ4bGYVlRfj99Wqc4N0DMzwm9//nQ8v/KqzY0LV3Oe+oY2N+txHJfLNtcsY78el+7TclQX6vRoxv2j1zG1tqDDN5+lb2+j/q6bTxyaUKZ2Bf6cvTnXMWo6d497h3P3V+2rpu+q9M9NdTqKzjMH0nRYR4oYGRBw15Pto37RmNdaDo0pXbs8h2dvylVsufHq885axnHhr8siK03fq3HhMdhm+cxaDO1Iz1lD0Dc2INT7KeuH/qj8bVKsrC1aWtp0nNCLvxZuJzkuEYcpA5iwaw5LO0/Lt98wBhnHaFKWmJMiYrCoqL5tEuJDIiP1RKHy8PDg1q1bDBqUPl+Grq4uAwYMYPNmzV/O69evx9nZmVGjRpGYqHpy0KZNG5ydnVWWcePGadzXkiVLMDc3V1muxeTtqKj85HzkKuscZvNH/++J8Alm4Lpvc5wPQ2TXpGdL1j/aqVx09PLnlqTM9PSL0KRnSy5rGKW3d9E2FnabxurRS7GxK85Ax+H5nqe8pK2rQ791E9HSgmNztirXa2mnf+VcXvs3bsdvE/zQj7+nbkChUFDdoXFhZfetuf17A68zdwn3CMTz1B0OjlxGyToVKNu0emFnLc/5XXdlY5fZbP1sId4XH9Bn/USVubG6LBpBQmQs2/otYnPPeXiccmLA5qmY2Fi80/vV7dmcRY+2KhcdvcK/9vjPoh2s6jabbaOXUdTOlm6OnwOgpa3FoFVfc3rln0T45jy5+P832ro69F87EbTgqONWtWlMbS35fPt0Hv13kzv7zhdwDt/fm+ruK6bFi1Lh09o4779Q8Jl8T7lti25uOMbWro7sHbKUtNQ0uv2q+bzo/6O3aXNNbC0ZsGM67v/d4v6+CwWf2XxiP7g1Iefuk6xhbq93Vbdnc358tFW5FGab+/iyC0cX76bPD1+w9PFOZp5fgVvGgygUadkvmlRoWp0Bv4zl4Kw/CPUMLODcvrtLG46xxmE2m4cuJi01jX4rvlKbrnzT6vT9ZSyHZm0izPPpO79fg54t+OXRduWS3+e5Tkcu87PDDFb1X0CYTzAj132n/G2ipaWFbhFd/lqwDfdL9/G758n2b1ZhXa4ElZrWzNd8if+H0tIKZ/kfVPhny+KjtnnzZl6+fKl8gi2kD+fW19dn7dq1VKpUCQ8P1ZFMJUqkX1EpWrRotv0ZGxtTsWLuh1HPmjWLyZMnq6z7sdaYXG+fGBVH6stUTKxUr8KZWJsTn2Wk1yvx4dFq08dFqE+fk5S4JFLikoj0C+HJPU8c7/9B9U4NePDP9bfe18fK+cxtfJxfz4OlWyS9WTSztiAmUxmaWZsT4Oqndh9xGfXALEu5Zt3HKw26NqGIQRGuHVJ/G82rOfdCvINIiI5n1p8/8O/qP9Xu610kRsWRpqbeGluZZbvK/Iq6emtslb2ev+rQMy9lxfZBi1VGAL16ult4ppPT1OcviQoIw7xU3t968SpOI7X51hynsZVZlvRmGo9ngOgn4SRGxmJpZ4v/1Uca0+WXdy1P46ztkJU5CVnifJGUQpR/KFH+oTy958X4C8upO6A1V9f/Q7nmNajUri6/1P6S5xnlfNxxG/YtalG7T0uu/fbvW8fieuYOAc5eyv91i6T/EDCxNicuU95Mrc0J0nA8JkTFkvoyFVN17WzGPuLCY9DV18PAzEhl5IipmjodHx5DfHgM4d5BJEbHM/7PBZxdfYgXKc8p80kFStYoR8+FI4D0jj5tbW2WeO1i0+dL8L7+bvXh1XdL1jIytjbLNrridT7Vf7fEZ/lu0dbVof+6iViUtmJrlmP0FVMbC0buncOTO578Myv3I2DeVmHV3czq9P+UpKg4Hp+++/4BaVDYbVFSVDxJUfE88w0h0iuIr2+uplS9ijy966VxX++isOM0sbFgyL7ZBN55zPGZ+Vdvs0p5lh63QZYRWQbWZiSHqY/7bRiVtsK2ZU2ufbHyvfeVleuZO6xQ0+aaZmlzTXLR5mY9jk2tzZV3PeTU5ma+M+LS5v+4tPk/zGwsSYyJp2hpaxxmDOJZQJjKvss3rsaoTdM4smgndw5dfquYNZ27Z405sze1r6/a5azfVSbW5gRnue0/MSqOxKg4InxDCPMKYtaNtZStV0llTlb7xlUZtmkqRxft4t5bxpeVyxkn/FTOc1+XcWyW79XAt/xeVfeZJcclkRyXRLhfCH73HrP0/hZqd2rI3X+uKd8vJFMnbPyzOOKfxWJZMv9uwU3OOEYNsxyjhlbmJGpom4T4kMhIPVFoXr58yY4dO1i+fLnKyLr79+9TsmRJ9u7dy6BBgzh9+jT37t3Llzzo6+tjZmamsuT21luA1BepBD30pUKzGsp1WlpaVGhWQ+OE6QH3PKnQTPVqVIUWtXjyvhOsa2mBlhY6RWSk3ttITkgmzD9EuQR5BhIdFkX1ZrWUaQxMDClfpxLedx+r3Ufqi5f4P/ShWqZttLS0qNasltrba1sOaIfzGSfinsVmey2rV08My8sRmKkvUgly8cW+uWq9Ld+8JoEa6uGTu14q6QEqtKxJYKYfha869IrZF2fHkCXZ5uEKdvHlZfJzlduwtHV1sChtTUxgRF6EpiLtRSohLr6Uy5xvLS3smtfQ+GP26V0v7LLEWa5lzRx//JoWL4qhpQnxGZ2WBS3tRSrBauK0z6E8A9WUp32W8lRHS1sLnYyObz2DIoCaERRpae/8FO6UhGQi/UOVS6hnILFhUVTK1GbqmxhSpk4F/DXElvoilacPfamYaRstLS0qNquh3ObpQx9ePn+pksa6fAksS1tr3C9kPh51SYlLYnnHaazsOlO53Nh9ljDvp6zsOlOlc/Jtpb5IJfihL+WzfLeUb5bDMXrPSyU9QIUWNXmS5Rjtv24ixcoVZ5uaYxTSR+iN3OdI0ENfDk/boJzjNj8UVt3N7JN+rXhw6Eq+zDH3yv+ntuhVHc6Pc4XCjNPE1pIh++cQ4uLHsakbIR/rbVaKF6lEPfDFpoVq3DYtahJ55/0fnlNuwKckR8QQfCbvz4Vz2+aWzUWbWymHNjcwo82tlMs2NzYsipcpL6jboxlRTyMIfPh6ntYKTarxxZbpHFu6h5t7Nc9LrElenbtXbFFLmT7qSRixYVEq+3z1XZXTA5ReH4+v2yb7JtUYvmU6J5bu5fY7xJdVSkIyEf6hyiXEM5CYsCgqZznPtatTEb8cyvjJQx+VbbS0tKjSrCa+OcWnpZUxOi+9vfFxSj8ntin/ejCHkbkxJkXNiHqa9+eBr6S9SCXcxZdSWdqmUi1qEHonby9uCFEYZKSeKDRHjx4lKiqKL774AnNz1Ssnffr0YfPmzVy+fJljx47Rrl075s+fT8uWLbG0tOTx48ccP34cHR3VDriUlBRCQlRvg9LV1cXKyirf4ri66T/6LB/HUxcfAp29afZFF4oYGXAn4yl6fZd/RWzoM079vB+A61tOMHr/XJqP7orHeWdqd29KqVrl+XvW6/kyDM2NsShlpZxDxKp8eidIXHg08eExWJaxoVb3JnhdciHhWSzmxYvy6Vc9eJn8nMfnnfMt1neVmJhEQGCQ8v+nQaG4P/bG3MyUEsVtCjFn6p3ecoxuE/sQ6hdM+JMwek8ZSHRoFHdP3VKmmbp7PndP3uTcjhMAnNz0L6OXf42fize+zl50+MIBfSN9rhxUvW3Nxq44lRtVY+VI1Sc3A9RqXRdzawt873uRnJhMqUpl6D/7czxvuxEZGJ6nMV7fdJzey8cS9MCXp/e9aTKqM3pG+tzLqLe9V4wjNiSKsxn19ubWE4zY70jTMV3xPHePmt2bUrJWef7NGA2hratD/9++pUTNcuwZtQxtHW1MMq6IJkXHk/oilZT4JJx2n6XNpL7EBj0j+mkEzcc6AOTbE3BvbTpOt+VjCXngS9B9bxpmxPkgI85uK8YSFxLFxZ8PAOC09SRD9s+h0ZgueJ1zpnr3ppSoVZ7jM7cAoGekT4vvPsPj+C0SwmOwsLOlzayBRPmF4nvp9YNSzEoWw8DCGLOSxdDS0camevpTN6P8QnmRmEJeu7HpOD2XjyU4I85GGXG+eppnzxXjiAuJ4lxGed7aeoJh+x1pklGeNTLK81hGeeoZ6tPi6548PnOX+LBoDC1NaDi8A2a2lrhllFXgXU+SYxLouWIcl1cd5kXyc+oOaoNFGRu8zjnnWWxXthyn7cReRPiF8OxJGB2n9CM2NIpHp14/bW7M7jk8OnmbaztOAXB50zH6L/+KQBcfnjh70eKLLhQx0scp4/NIjkvi9oHzdHccSlJMPMlxSfRcOAK/O48JuJd+gl+1dR1MrM15ct+b54nJ2FYqg8PswfjedicqoxM69LHqLV8JkTG8THmRbf27uPbqGHXxJdDZm6ZfdKaIkT53M2L4bPk4YkOjOJNRpje2nGDUfkeaje7K4/P3qJVRpq9G2mnr6jDgt28pWaMcu75Qf4ya2loyap8j0U8jOPnjHowz3a6qaaTV+yqMuvtKueY1sCxrw70CuL24MNqiknUqUOKT8jy57UFyTAKWdrZ8OqUvUX6hPM3DJzUXdpyvOvRinkZw9sc9KrdZJxTQKJzHG47TaNVYou778szZm0pjOqNrpI9fxoMtGq4eR1JIFA8Xp9djLT0dzDIeEqWtp4thcUvMa9jxMiGZBL/Q1zvW0qLcwFb4H7iMIg/n7czJ5S3HaTexF+EZbW7njDb3YaY2d+zuOTw8eZurGW3uxU3HGJjR5gY4e9Eyo829nanNvXXgPD0ch5KY0eb2ztLmArT+shvuF++jSFNQq3ND2nzVk51fr1LOnVihaXW+2DyNy1tP4HLilnK+upfPX77VvLyXN/1Hv4xz9yfO3jTPcu7eL+Pc/WRGu3N1ywm+3D+XFlnO3Q9nOne/uuUEbSf2JtIvhGdPwukwpR9xodG4ZnxuZepUoHTtCvg5eZAUk0DRsjZ0mNKPSL8QZcdf+abVGb55Kle3nuThiVvKNjr1LeN7k4tb/qPTxN6E+wUT+SQMhykDiAmN4sGp28o0E3Y78uDkbS7vOAnA+U3HGLp8PE9cvPF39qb1F10pYqTPzYMXgPQHcNTr3gz3S/eJfxaLRfFitP+qJy+Sn+N6Pr1DOtw3mAenbvPZ/BHsn7WR5Pgkuk8fRKj3Ux6/48j23Hrwx3HarBhL+ANfwpy9qf1FZ/QM9fE4kF7mbX4dS0JIFLd+Sm+btPV0sKyUPi+2dhFdjIsXpVj1srxITCE24xjVNdLHvJyt8j3MylhTrHpZUqITiA+SBxe+0f/oQysKg3TqiUKzefNm2rdvn61DD9I79X7++WceP37M2bNnWblyJVu3bmXWrFmkpaVhb29Ply5dmDRpksp2J06cUN6e+0qVKlVwd3fPtzhcjt7AuKgZ7Sb1xdTagmA3f7YNX6qc+Nm8VDEUmRqtgLueHPh2He2n9KPjtAFE+oWw+8sVhGX6EVi1Q336Lns9583Atd8AcHblX5xb+RcvU55TrmFVmo/sgoG5MfERMfjdcmdDnwUkRL559FdBe+juyaiJM5T//7wmfaL5nl3a86PjlMLKlkbHf/8bfUN9hi8Zi5GZMZ633Vkx/AdeZnoqm42dLaZFX/9wuH30GqZFzeg1aSDm1hY8cfPj1+E/Znt4Rov+bYkKjuTRpfvZ3vdFynM+HdiegXNHoFtEl2dBkdw9eZNjvx3O8xgfHb2BcTFT2kzui4m1OSGu/uwa9tPreluymMoE5E/uePLXN+toO7Uf7ab155lfCPsy1Vuz4pZU7VgfgK9OLFF5r20DfsDvRvoTQ08t3ktaahq9f/0KPYMiBDp7sX3Qj3n2YIWs3I7exKiYGS0n98HY2pwwV38ODPuZxIw4zUpaqcT59I4n/3yznk+n9qPVtP5E+YXw15e/EpERpyI1DZuqZajVpwUGZsbEhUbhe9mFS8v/JPX5S+V+Wk7uQ+1+nyr//+J4eifu7gE/EnBD9empecH16A2MipnSKqM8Q1392ZOpPM2ylGfgHU8Of7OONlP70SajPA98uYLwjDjT0tKwqliS2n1bYmRpSlJ0PEH3fdjWb5Hy9umkqHj2DPuJNtP6M3TvbHR0dQn3DGT/mBWEugXkWWwXfv+XIob69FkyGgMzI/xue7B5+FKV47GYnS3GRU2V/9/PaJc7ZrTLQW7+bB6+VGWi838X7USRpuDz3yahW0QXj0sPODx3i/L1FynPaTSwLd3nfo5uET2igyJ5ePIW539TvX0zvzw8egOjoqa0nZRxjLr5s3P4T1m+WzIdo3c9+fPbdbSb0o/20/oT6RfC3izHaLUO6cfohOOqx+iWgenHaIWWtShmX5xi9sWZdnOtSpp55YbkS5yFUXdfqTugNU+cHhPpHZwvsWVWGG3Ri6QUKnduQMtJn6FnqE98eDQ+Fx5wdc0RlfbqQ4/TvmVNitoXp6h9cSbeWqOSnyV2Q/MlzqwC/7mBfjFTakzvi4G1OdGP/Lk8+CdSMuI2KlUMMsVtaGtJxzOvL+5VGd+NKuO7EXbNlYt9flSut/20JsalrfL9qbeZnc9oc/suGY2hmRG+tz34IxdtrklRMzplanM3ZWlz/8loc4dnanMPZWpzIf1iSruve6FbRI8gN3+2fbkM9wuvz5ca9PmUIkYGtJvQi3YTeinXe99w5beBi3Ido0tGfttnOnffOnwp8RnlZaHm3H3ft+voOKUfnaYNIMIvhF1frlC5gHMp43PrnfFd5X/7MVszfW7Pk55To3ND2k/qg56RPnFh0Ty++IC9a1Yr63K9Pi0pYmRAmwk9aTOhp3LfPjdc+WPgD7mO703O/P4PRQz1GbjkSwzNjPC57cFvw5eolLGVnS0mmcr43tHrmBQ1o+uk/phZWxDo5sdvw5coH57xIuUF5RtWpdXILhiZmxAXEY33LXd+7TOX+Ey/TXZNXkfvucMYu3UGijQFXjfd+G34knwdLQ3g/e9NDIqa0XBKH4yszYlw9efY5z+TlFHmpqWsVEb4Gtta0u/k62O0zjgH6oxzIOi6G//0Tz9GbWqXp8fBOco0zeantzceBy9xfvLrh2oJkd+0FPl5X4UQH6A55QYXdhYKzAKnvDtB+P9sbIPphZ2FAlFWoV/YWSgQ+rzbrZ0fmpd8HF/PcVofx5Vag49kxhO9j6PaAqD7kbRFH4uKzz+OyntT/+Noc/U+kuMzgfztDPv/onrqxzG90Lgnuwo7CwUm+eruQnlfg+b5c5GyMH0cZ5hCCCGEEEIIIYQQQvwPkdtvhRBCCCGEEEIIIUTByPqgNfHOZKSeEEIIIYQQQgghhBAfGOnUE0IIIYQQQgghhBDiAyO33wohhBBCCCGEEEKIAqFQfBwPeSkIMlJPCCGEEEIIIYQQQogPjIzUE0IIIYQQQgghhBAFQx6UkWdkpJ4QQgghhBBCCCGEEB8Y6dQTQgghhBBCCCGEEOIDI7ffCiGEEEIIIYQQQoiCoZDbb/OKjNQTQgghhBBCCCGEEOIDIyP1hBBCCCGEEEIIIUTBkAdl5BkZqSeEEEIIIYQQQgghxAdGOvWEEEIIIYQQQgghhPjAyO23QmQRQ2phZ6HAjG0wvbCzUCA2OP1c2FkoENMbzC7sLBSIBs8/jq+uW0U+jrbIOy2usLNQIMppmxR2FgqEjpZWYWehwPikxRd2FgpEaW2jws5Cgbihl1jYWSgQTRQWhZ2FApGGorCzUCDs0vQKOwsFIkz74yjPj4o8KCPPyEg9IYQQQgghhBBCCCE+MB/HcAchhBBCCCGEEEIIUfjkQRl5RkbqCSGEEEIIIYQQQgjxgZGRekIIIYQQQgghhBCiYMicenlGRuoJIYQQQgghhBBCCJHFunXrKFeuHAYGBjRu3Jhbt27lmH7lypVUqVIFQ0NDypQpw6RJk0hOTs63/EmnnhBCCCGEEEIIIYQQmezfv5/Jkyczf/587t69yyeffEKnTp0ICwtTm37Pnj3MnDmT+fPn4+bmxubNm9m/fz+zZ8/OtzzK7bdCCCGEEEIIIYQQomAU0oMyUlJSSElJUVmnr6+Pvr6+2vQrVqxgzJgxjBw5EoDff/+dY8eOsWXLFmbOnJkt/bVr12jevDmDBw8GoFy5cgwaNIibN2/mcSSvyUg9IYQQQgghhBBCCPE/bcmSJZibm6ssS5YsUZv2+fPn3Llzh/bt2yvXaWtr0759e65fv652m2bNmnHnzh3lLbo+Pj78999/dO3aNe+DySAj9YQQQgghhBBCCCFEwSikkXqzZs1i8uTJKus0jdKLiIggNTUVW1tblfW2tra4u7ur3Wbw4MFERETQokULFAoFL1++ZNy4cfl6+62M1BNCCCGEEEIIIYQQ/9P09fUxMzNTWTR16r2LCxcusHjxYtavX8/du3c5dOgQx44dY9GiRXn2HlnJSD0hhBBCCCGEEEIIITJYWVmho6NDaGioyvrQ0FCKFy+udpu5c+fy+eefM3r0aABq1apFQkICX375JXPmzEFbO+/H1clIPSGEEEIIIYQQQghRMBRphbO8hSJFilC/fn3Onj2rXJeWlsbZs2dp2rSp2m0SExOzddzp6Oikh6xQvOWHlDsyUk8IIYQQQgghhBBCiEwmT57M8OHDadCgAY0aNWLlypUkJCQon4Y7bNgwSpUqpXzYRvfu3VmxYgV169alcePGeHl5MXfuXLp3767s3Mtr0qn3kQkPD2fevHkcO3aM0NBQLC0t+eSTT5g3bx7NmzenXLly+Pv7s3fvXgYOHKiybY0aNXB1dWXr1q2MGDFCuf7atWv88MMPXL9+naSkJCpVqsTIkSP59ttvVSqulpYWhw8fplevXgC8ePGCYcOGcenSJU6ePEnNmjWzpdHS0kJfXx8PDw/s7OyU++rVqxcWFhZs27ZNuS4kJIQlS5Zw7NgxAgMDMTc3p2LFigwdOpThw4djZGSU559nZg6T+tFsUDsMzYzxcfJgv+Mmwv1Cctzm08870m5sd8ysLXjq5s/B+Vvxv++tNu1X22ZSo3VdNn75Cw9OOSnX950/gvINqlCichlCvZ+ytOuMPI0rq16TBvDpoPYYmRnh5eTBDseNhL0hzrafd6bz2B6YW1vwxM2f3fM343vfC4Bipa355cpvardbP345Tv9dx9jChC9XfUuZqnYYW5gSFxnDvdO3+euXPSTHJ+V5jO/KydmFrXv+xNXdi/DIZ6xaMpd2nzYr7GzlqPOkfjQd1BYDM2P8nDw46LiZiDeUZ/PPO9J2bHdMrc0Jcgvg0PytBGTUWyNzYzpP6keVlrWxKGVFQmQsLqduc3zFAZLjXpdV7/nDsc9Ub5d1zf5I+PxUeUR7qn3lgKG1OVGuATg57iDS2UdtWvPKpag9rQ9Fa9tjUsYap3k78dh0UiVNrSmfUXvKZyrrYryCOPrp9HyLIbe6ZJSxoZkxvhll/Ka2qUVGGZtZm/PULYC/MpUxQP/Fo6nSvBZmtpY8T0jG9+5j/lm6hzDvoPwOR6Mhk4fSaXAnjM2McXNyY/3sdQT5ac5PjUY16DOuDxVqVaSYbTF+GL2IG6duqKT5bvkk2vdrr7LuzoU7zB82L19iUCc/vlsGLh5DleY1MbctSkpCMr53PTiydA+hmcqvbO0K9JwxiDK1yoNCgf99b/5espunbv75FmtmH0+9HUJHlXq7nuA31NvPxvWhQq0KFLMtxo+jf1BTb7+jnZp6u2DY/HyJQZ1uk/rTQllv3dmTi3rb6vNOdMiot4Fu/uyfv0Wl3k7aN5/KTWqobHNp92n2zvkDAGMLE0au+oZSVcsqzxUenHbiyC97C/RcYfDkIXTIKFN3Jzd+e0OZVm9Ug97j+lCxVgWK2hZj8egfuJmlTDP7avEEOg/twqaFG/l38z/5EYKKesPa0/hLB0yszQlzC+DU/B0E31f/fQlQtWsjPp3SF/PSVjzzC+XC0n14n7+vfN1h2ZfU7vepyjY+Fx6wf/jPAJiXtqL5N72wa1YdY2sL4kOjeHT4KlfXHiHtRWr+BAnUH9aBJhlxhroFcGr+doLeEGerKf2wyIjz3NK9KnFm1uXHUdQb2o5TC3dye8sJID3OFt/0plymOB8evsqVtX/na5zq1Bjenjpj08+JIt0CuDpvB2EazoksK5ei4ZQ+WNeyx7SMNVcX7MRls+o5UYnGVfhkrAPWte0xtrXkxOhf8Tt5pyBCUdFgWAeaZSrT428o02pdG9Emo0wj/UI5u3QvXpnKtNV3n1Gje1PMShYl9UUqwS6+nP/lAE+dX7dT31xZiUUZa5X9nl26j6u//Zv3AX7oCulBGW9rwIAByj6UkJAQ6tSpw4kTJ5QPzwgICFAZmefo6IiWlhaOjo48ffoUa2trunfvzo8//phveZTbbz8yffr04d69e2zfvp3Hjx/zzz//0Lp1ayIjI5VpypQpw9atW1W2u3HjBiEhIRgbG6usP3z4MK1ataJ06dKcP38ed3d3vv32W3744QcGDhyocYhpYmIiPXr04Pbt21y5coWaNWtqzLOWlhbz5uX8A8rHx4e6dety6tQpFi9ezL1797h+/TrTp0/n6NGjnDlz5k0fzXtpP64HrUZ2Yd+cTSzrNYfnSclM2DEbXX09jdvU69aU3o7DOL7qL35ymMlTV38m7JiNSTGzbGnbfNEVchite+PAee4eVf9Y7bzUZVwv2o/syo45G/mh12xSklKYsmNujnE27NaMAY7D+WfVQRY6TOeJqx+TdzhimhHns6BIvms4WmU5vGIfyfFJuFy4B4AiTcG907dZPfonZredyOap66jeojbDfvwy32N+G0lJyVSpWJ45U8YXdlZype24Hnw6sjMH52xiZS9HUpJSGLdjVo7lWadbU3o5fs7JVX+y3GEWQa7+jN0xS1lvzWwtMbO15J/Fu/i54zT2TP2Nqq3qMPCncdn2dfPABe4VQL3Nyq5HY+rNH4LLisP818mRKNcA2uyZgb6aYw9Ax1Cf+IBwnBfvJyk0WuN+o92f8NcnE5TL6V7f51MEudcuo4wPzNnEr70ceZ6LMq7brSm9M8r4l4wy/ipTGQM8cfFlz7TfWNJ+Cr8NWwzA+B2z0dLWyveY1OnzVV+6j+zOulnrmNJjMsmJyXy/axF6OcRpYGSAj6svvzuqv6jwitN5J4bWH6pcfp74c15nX6P8+m554uLDrmm/80P7yawbthgttJiwY46y/IoY6TNh+yyigiJZ1msOK/rOJzk+iQk7ZqOtmz9XmTP7eOptH7qN7M76WeuY2mNKRr39/o311tfVh98df89x33fOO/F5/aHK5ZcCrLcdx/Wkzcgu7JnzBz9nnCt8s2NOjuVXv1tT+jgO49iqP1nsMINAV3++2TFHea7wyuU9Z5jRcIxyObxkl/I1RZqCB6dv89von1nQ9lt2TF1P1Ra1GPzjmHyLNavPvuqDw8ju/DZrHdMyynRBLsrUz9WHDW8oU4AmnZpSuW4VIkMi35g2L1Tr1ph2jkO4suowW7o5EuoWwICdMzDS8H1Zqn4leq6ZwP0DF9ni4IjnqTv02TgJq8qlVdJ5X7jP6gYTlMuRiWuVrxWrUBItLW1OzNrCpvYzOPP9buoOaUfr6f3zMc4mtHccwuVVh9jczZEwtwAG7pyZY5y913zN/QMX2OQwh8ennOi3cTLWWeIEqNKpAaXqViQu5JnK+vQ4tfhv1hY2tp/O6e93UXdIO9pMH5AvMWpSoXtjms0dgtPKw/zV1ZFI1wAcds7AQEPsuob6xAaEc2PpfhI0nBPpGuoT6RbAZcft+ZjznFXv1oSOjkO4uOoQG7s5EuIWwJAcyrR0/Ur0WfM19w5cYKPDHDxOOTEgS5lG+oZwfN42fu84k219FhIdGJ6+z6KmKvs6v/wgyxuMVy63tp3K11hF/vv666/x9/cnJSWFmzdv0rhxY+VrFy5cUBlopKury/z58/Hy8iIpKYmAgADWrVuHhYVFvuVPOvU+ItHR0Vy+fJmffvqJNm3aYGdnR6NGjZg1axY9evRQphsyZAgXL17kyZMnynVbtmxhyJAh6Oq+HtyZkJDAmDFj6NGjBxs3bqROnTqUK1eO0aNHs337dv78808OHDigNh8dOnQgKCiIK1euYG9vn2O+v/76a3bt2sXDhw81phk/fjy6uro4OTnRv39/qlWrRvny5enZsyfHjh2je/fub/NRvbU2o7pycs0hXE47EeQewI7J6zC3teSTjg01btN2tAPX9p3lxsELhHg9Zd+cTTxPek7T/m1U0pWqbkfb0d3YNV39D88/F27j0s5TRD4JVft6XuowyoF/1/yF8+nbBLr7s2nyGixsLanXsZHGbTqN7s6lfWe4cvA8QV6B7JizkedJKbTs3xYARVoaseHRKku9To25fewaKYnJACTGJnBh1yn8XLyJfBqB2zUXzu88SeWG1fI95rfRsmlDvvlyOO1bNS/srORKq1FdOLXmMA9P3yHYPYA9k9dhZmtJrY4NNG7TerQD1/ed49bBi4R6PeVgRr1t3L81ACGPA9n21a88OnuXyIBQvK4/4r9l+6jRrh7aOq+/cg4v3M7VnaeIfBKW32FmU/XLLnjtOY/P/kvEegZxa8ZWUpNSqDColdr0z+77cG/RXvyP3CD1+QuN+01LTSM5PEa5pDyLz68Qci1zGQe5B7Aro216Uxlf23eOmxllfCCjjJtklDHA9b1n8b7lzrPAcAIf+fHf8gNYlrKiaGmbAogqu55f9GT/mv3cPH0DP3c/VkxaTlGbojTtqH6+E0gfubRr2U6un8y5Y/nF8xdEh0cpl4SYgivX/Ppuubr3LN633DLKz5d/l++naCkrimWUX/EKpTC2NOXoigOE+QQT4hnI8VV/YmZtQdFSVvke98dSb3t80ZMDa/Zz8/RN/Nz9+HXSCoraFKXJG+vtLm7kqt5GK5eEmIS8zr5GbUd15fiaQzw47cRT9wC2TV6Lua0ldXKot+1Gd+PqvrNcz6i3e+f8ofac6EVyCrHhMcol8wi8xNgELu06TYCLD8+eRuBx7SGXdp6iQsOq+RZrVt2/6MnBNfu5dfom/u5+rMxFmd69cIfduSjTorbFGPP9WFZ8u4yXL17mddbVajS6C/f3ncfl4CUiPYM4MXsrL5NSqN1f/fdlg5Gd8Ln4gJsbjhHpFcSl5X8S8tCP+sM7qKRLTXlBQniMckmOTVS+5nPxAcembcT38kOin4TjdeYuN//4j8qdNdef99V4dBec953nwcFLRHg+5b/ZW3iZlMInGuJsNLIz3hcfcCMjzosZcTYY3lElnamtJR0XDufvb9eRmmX0nc/FBxydthHfyy5EPwnH88xdbv5xjCr5GKc6tcd0wW3veTwOXCLKM4hLs7byMjmFqgPUxx5+34cbP+7F+58bpGk4J3py4QG3f/kTvxNOal8vCE1Hd+HuvvPczyjTY7O38CIphboayrTxyM54XXzA9Q3HiPAK4sLyPwl+6EfDTGX68Mg1fK8+IvpJOOGeTzm1aDcGZkbYViursq/n8ckq9ftFUkq+xvrB+gDm1PtQSKfeR8TExAQTExP+/vtvUlI0Ny62trZ06tSJ7dvTr64kJiayf/9+Ro0apZLu1KlTREZGMnXq1Gz76N69O5UrV2bv3r0q60NCQmjVKr0xvXjxosanxmTWvHlzunXrxsyZ6m/Pi4yM5NSpU0yYMCHbSMJXtLTy7yp8sTI2mNtY4n7VRbkuOS4JP2cvytWrpHYbHT0dytQsj0embRQKBR5XXbDPtI2eQRFGrPqGA/O2EBcek28x5IZ1GRssbCxxvfpAuS4pLhEfZ08q1KusdhsdPV3sapZX2UahUOB61YUK9aqo3cauZnnsathzaf85jXmxsLGkXufGeNx0fcdoRLEyNpjZWPI4S731d/ainMby1KF0TXuVbRQKBZ5XXbDTsA2AgakRyfFJpKUW/heptp4ORWvbE3L50euVCgUhlx9hVb/ie+3bzN6W3nfX0OP6Cpqt/QqjUsXeM7fv51XbpK6M7XMo4zJqyvjxVReN9aKIoT6N+7UmIiCU6OCIvA0iF2zLFqeoTVGcrzgr1yXGJeLh7EHV+u//Y75Wk1rsurub389vYPyP4zG1MH3zRnkgP79bMitiqE+TjPKLyii/UJ8g4p/F0mxAG3T0dNDT16PpgLYEewbyLDA8D6PM7uOpt7Zq6+3jPKq3NZvUYufdXfx2/ne+KsB6a6Wst6+/95PjkvB9Q/mVrVlepa4rFArcr7pQPss2DXu25Je7m5h7chk9pw9Cz6CIxryY21hSp3MjPG+6vWdUufOqTO+rKdMq71mmWlpaTFo5mcMbDvHkccB75jR3tPV0KF7LHt8rqt+XflceUaqe+u/LUvUq4ndF9SK876UH2dKXbVKNb+6s48tzv9DphxEYWpjkmBd9U0OSo/Pngoq2ng4latnjmznfCgW+Vx5SWkO7WapeRdX0gE/WOLW06LHyK25sOEqE59Nc5UXf1Cjf4lRHW08H61r2BGYp48DLj7B9z3OiwvQuZVpaTZl6X3pAaQ11XVtPh/qD25Ack0CIq+q0FM2/6s5U598Z89+PNB3rgJaOdLmI/CVz6n1EdHV12bZtG2PGjOH333+nXr16tGrVioEDB1K7dm2VtKNGjWLKlCnMmTOHP//8kwoVKlCnTh2VNI8fPwagWjX1o6WqVq2qTPPKt99+S/ny5Tl9+vRbzXG3ZMkSateuzeXLl2nZsqXKa15eXigUCqpUUe0ksrKyIjk5faTXhAkT+Omnn7LtNyUlJVsHZ6oiFR2t3N9eZGZtAZCt0y0uPEb5WlYmlmbo6OoQF6G6TWx4DLYVSir/7zNvOL53HuNyuvCudL1iZm0JQGx4tMr62PAYzDXEaWppio6uDrHZ4oymRIVSardpOaAtQZ5P8L7rke21sau/o06Hhugb6nPv9G22zsz5tjmhmWlGmcVnqbfx4THK17Iy1lBv48JjsNFQnsaWpnSc+BnX955V+3pB0y9qirauDslZ4k6OiMGsYol33m/kXS+uf7eRWO9gDG0sqDWlNx0Pz+Vom5m8TEh+32y/E9Mc2qa8KOMWQzvQY9YQ9I0NCPV+yvqhi7ONRCgIlhltU3RElMr66IhoLDJee1d3L9zh2olrhAaEUMKuBMNmDGfhjoVM7TWVtHyeCyY/v1sAWg7tSK+M8gvxfsraoT8qyy8lIZlVA7/ny41T6TyxDwBhfsGsG7Y43zvnP756G62yPjoiGksNcebWnQt3M+ptKCXsSvD5jGEs2LGQaQVYb2Pfod7GZvksYsOjVert7SNXiHwaQUzoM0pVtaP3zCHYli/JxnHLVbYbtfpbPunQgCKG+jw47cSumW++rTUv5GeZfja+L6mpqRzdkv9z6L1iZJn+fZmY5bhKiIihWAX135cm1hYkRMRmSR+LSab4fS4+wOOEEzFPwrCws6X19P703z6NHb0XoEjLPteMpZ0t9Yd35NyPe94/KDVexZmQLc5YimVpN19JjzP752KcKc5mX3Un7WUat7eeJDcs7WxpMLwjZ/MpTnUMMs6JkrIcr0kRMVi8xzlRYcupTK1yKNN4NWVqkuXYrdS2Ln3Wfo2eYRHiwqLZNXQpSVGvO2JvbTtJ8EM/kqLjKVO/Mm1nDMDUxoJTi3bnTXBCqCHdxh+ZPn36EBQUxD///EPnzp25cOEC9erVU7kPHMDBwYH4+HguXbrEli1bso3Sy+xtHs3crVs3Hj9+zIYNG94q39WrV2fYsGEaR+upc+vWLZydnalRo4bGkYlLlizB3NxcZbkTk/MV3QY9W7D80XbloqOXP/ML1Wpfn8pNa/Dn99vyZf9v0qRnS9Y/2qlc8ivOzPT0i9CkZ0suaxilt3fRNhZ2m8bq0UuxsSvOQMfh+Z6n/xX1ejZn6aNtyqUgylPfxJAxW2cQ6vWUEyv/zPf3K0xB5x8QcPQW0W5PCL7owvmhy9AzM8KuR+M3b5xH6vdszs+PtimX/C5jpyNX+MVhJqv7LyDMJ5iR677Ncc6svNK6V2sOuv2pXHTzcY63S/9eSr+NzsOfG6dusHDkQirXqUKtprXy/L0K6rvlldtHLrPUYQa/9l9AuE8wo9Z9pyw/PX09hvw8Fp87Hizr7ciKvvMI9njCV1tm5jg32Lv4WOptq16tOeB2ULlkns4kr13+9xK3Tt9S1tvvRy6kcp3K1MyHetuwZwt+fbRDueRn+V3Zexa3S/cJ8njC7SNX2D55LXU7N8aqrK1Kuj8XbWNxtxn8NvonrOxs6es4LF/y06pXa/a5HVQuOvlUphVqVaD7yB6snrIyX/Zf0Nz+vYHXmbuEewTieeoOB0cuo2SdCpRtWj1bWhNbSwbsmI77f7e4v+9CwWf2HRWvWY6GIzvx75TcdSib2loycMd03P+7ifO+8/mcO/E+/K67sqHLbLZ8thDviw/os36iyjx9NzYdx/+GG2HuT7iz+yynf9hNw+Ed0SkiY6mySUsrnOV/kNSuj5CBgQEdOnSgQ4cOzJ07l9GjRzN//nyVJ9rq6ury+eefM3/+fG7evMnhw4ez7ady5fRbItzc3GjWLPsTPt3c3KheXfUL+vPPP6dHjx6MGjUKhULB5MmTc53vhQsXUrlyZf7++2+V9RUrVkRLSwsPD9WRXeXLlwfA0NBQ4z5nzZqVLQ8zamnuwARwOeOEn7On8n/dIuk/BkytzVVGsZlamxPo6qd2H/FRsaS+TMXUylxlvVmmfVRuVhMrO1t+eaD60JLRv03B+7Ybqwbm7yT8zmdu46MSp25GHi2IyRSnmbU5ARrijIuKI/VlKmbZ4lTdxysNujahiEERrh26qHZ/r+bcC/EOIiE6nll//sC/q/9Uuy+h6tGZOyxz9lL+/6remmSptybW5gRluY3glQQN9TZr3QfQNzZg7PZZpMQnsWXsctJeFvxIGHVSnsWR9jIVA2vVGAyszLNdqX4fL2ITifMJwbSc7ZsT55GHZ+7gr6aM1bVNT9+hjOOylHFyXBLJcUmE+4Xgd8+TJfc3U7tTQ+7+cy1vAtLg5umbeNx73d6/6mSysLIkKuz1aD0LKwt8XTU/5e5dhAaEEBMZQ4lyJbh/Vf1TDt9VQX23vKJafo/5+f4WPunUkDv/XKNBzxYULWXN8t5zlRfutn27mp/vb6F2x4bc+Tfvyvhjqbe3Tt/ksdp6a5Gt3vq4+ubpe4cGhBITGUPJciV4kMf19oGGepu1zuWm3ppZWaisN7O2yFZvM/PNqDfW5YoTEfB6XuFX8+2FZpwrTP1zEf+t/ivHfb2LWxrbouxl6vseZVq9UQ3MrczZdP31+aCOrg4jHb+g+6iefNn8i3fed04So9K/L42yHFfGVubZRvm/Eh8ejbGVWZb0ZsTn8NlHPwknMTIWSztb/K++vg3UxMaCIftmE3jnMcdnbn73QN7gVZzG2eI0IyHHOLN/LgkZcZZpVBVjKzMmXl+tfF1bV4f2jkNoNKoz61p8p1yfHuccAu94ciwf41QnOeOcyDDLOZGhlTmJhTztz/vIqUxzqrsmaut6tMq6F0kpRPmHEuUfytN7Xky4sJy6A1pzdb36UbRP73mho6eLRWlrIn2C3z0oIXIgI/UE1atXJyEh+wTKo0aN4uLFi/Ts2RNLy+y3MHXs2JGiRYuyfPnybK/9888/eHp6MmjQoGyvDR8+nG3btjF9+nSWLVuW63yWKVOGr7/+mtmzZ5Oa+rqDoFixYnTo0IG1a9eqjSMn+vr6mJmZqSxvuvU2JSGZCP9Q5RLiGUhMWBRVmr2+Am5gYki5OhXxu+updh+pL1J58tBHZRstLS0qN6uJb8Y2p377myWdp7O06wzlAvDXou3smpr/t50mJyQT5h+iXII8A4kOi6J6ljjL16mE993HaveR+uIl/g99qJYlzmrNaqm9vbblgHY4n3Ei7llstteyevW0woIYYfG/QF29jQ2LonKz10+e1jcxxK5ORfw0lmcqgQ99VbbR0tKiUrOa+GfaRt/EkHE7Z5P64iWbRv/CyxTND5coaGkvUnn2wJfiLWq8XqmlRfEWNYi446V5w7eka6SPiZ0NSWHRebbPN9HUNqkrY98cyviJmjKu3KymxnqRkQgtLS3lD/r8lJSQRLB/sHIJeBzAs7Bn1Gn+iTKNoYkhVepUwf2Oe56+d7HixTC1NOVZWNSbE7+lgvpuUUcrS/kVMdRHoVCojMRXpClAkfdz1H7s9faT5nWUaQxNDKmcr/X22ZsTv6WUhGTC/UOVS7CGemv/hvILeOhDlSzlV6VZTXxyKL/S1csBEJvD8ailnf5TJz/OFZISkgjxD1YuTzLKtLaaMvV4jzK98Nd5vu04ke86f6NcIkP+j727Do/i6AM4/r24u+EEd0qRosXd3Yu7FC2F4BQpFCsUK9JSirdQCkWKuxMsQUKMeELc7d4/Ei65GBZ5Kb/P8+wDtzu7N5PZm52bG3nF4c1/smDg3FxISdaSE5Lwe+hGyQbqz8sSDSrjfTfr56X3XRdKpA8PlGxUJdvwAMZ2FuibGxGZ7nlpZGtO/30O+D1059i0LfAOo4LeVXJCEr5ZpLNkgyp4ZVNuet91wT5DOu3TpfPRn5f5ufVMtradpdoi/IK5vvkoe75Kmw7I2NacAftm4/fQjaPTNudpOrOSnJBE4EM3imRIe5GGlfHPxTpRfnudp/YZ0mWfQ556ZZGnpRpVwSuHexdSvo9o5dALz7ZyCZKTkjMNBRbIQhm5SHrqfUJevXpFz549GTp0KNWqVcPY2Jjbt2+zfPlyOnfunCl8xYoVCQoKynbuO0NDQzZv3kyfPn0YOXIk48ePx8TEhDNnzjB9+nR69OhBr15ZLz8/cOBANDQ0GDRoEEqlkunTp79VGmbOnMnPP/+Mm5sbvXunLfm+YcMGGjRoQK1atZg/fz7VqlVDQ0ODW7du8eTJE2rWrPlW139f57b/Q5sJXQl09+XVywDaT+1NmH8I90/dUoWZ8Pts7p+8xcWdKXNrnN16jIErx+L58AXuji9oOqwduga6XD9wHkiZfyarxTFCfIJ4lW6icqsStuga6mFibYa2rg5FKpUAwO+5V67PE/Tv9mN0mNAdf3dfAl8G0HVqH0L9Q7h76qYqzLTf53H35A3O7jwBwMmtfzN85XjcH77AzdGFlsPao2ugy+UD6sMLbErYUa5ORdYMWZLpfas2qYGptRlu912IjY6lSNli9Jo1kOe3nNX+FgUtOjoGTy8f1WtvH3+ePHuBqYkxhewKZnXFnFzYfpyWE7oS6O5H8MsA2k7tRbh/CA9Ppc3hOOb32Tw8eYvLqfft+a3H6LdyDC8fuuLh6ELjYe3QMdDlxoGU3pWvG/R09HTYNekn9Iz10TNO6S0b+SpcNV+OVQlbdAz1MLE2RVtXh8Kp961/Hty3GT3Zcpx6a0bx6r4br+69oMKINmga6OK6NyUN9daOIsYvBMelKat3a2hrYlquSOr/tTAoZIF55eIkRMUR6Z7SO6TG3L54n7pHlFcQ+nbmVJvWDWVyMu6Hcl7NMK9d2H6cVql5/OplAO2m9iIsQx6P+302D07e4lK6PO6/cgyeD13xzCKPLYvZUKNjPZ5cfEBUcDimdpa0GNOJhNh4nM7dK5B0/rXtL3pP7IO3uw/+nn4MmDaQ4IBgrp1K+/sv3rOYayeucfTXowDoGehRqGTa3Dq2xeywr1SKyNAIAn0C0TPQo++kflw9foWQwBAKlSjEkFlD8XX35e6FO/mSrrx4tlgWs6Fmx/o4X7xPZHA4ZnaWtBrTmYTYeB6n5t+Tyw/oMqs/vRYN48IvJ1BoKGg1pjNJSUk8u/Y4Uzxz26dy3x7Z9he9J/bGx90bf09/BkwbQHBAMNfT3bffpd63x9Tu27S5rmyL2WJfyZ7I0Mh0921frh6/SkhgCHYlCjFk1pDU+/ZuvqTr7PZ/aDehG4HuvgS9DKDj1D6E+YfgmO6+/fr3OTievMmF1Pw7s/Uog1aOw/OhK+6OLjRLvW+vpd63VsVtqd25IY/P3SUyNJKiFYrTY84gnt1wwvtJysIRlZvUwMTaFI/7L4iNjqVw2aJ0mzUQl1tP8nyBl9f+3vYXvSb2xjc1T/tlkacL9yzm+olr/POGPI0IjSTIJ5CI0AgiQiPU3icxIZGQwBC8Xd9uAYb3dXPrcTqsHIXfAzd87r+g9tA2aBvo8iD1c9Vh1Sgi/EK4sDzleXl7x0n673Ogzoi2uJx1pFLHehSqWorj324HQNtAl4aTuvH0+E2iAsMwK2FL05l9CHH3x+1iyuIqrxv0wryDOLN4t9rQxux6zn2oG1uP02nlKHxT01knQzo7rhpNhF8I55fvS/m77DjBwH2z+WJEO1zO3lOl85/UnnYxoZHEZFjwIikhicjAMIJTe2u9btDLz3Rm5cHPx2m6ahSBD9wIcHxBtWFt0NbX5en+lLQ3XT2KKL8Qbn6fVicyL5taJ9LRwtDOAstKxUmIjiM8tU6kZaCLabqRCibFrLGsVJy40CgifV7lS7qubT1Ol5Wj8EnN0y9S89QxNU87p+bp2dQ8vbHjBIP2zabuiHY8P3uPKh3rUbhqKY6m5qm2vi6Nxnfm6em7RAaEYmBuRK1BLTGxNcfp2A0gZbGNIp+Vwf2aE3GRMRStWZbWcwbw8NBltRWehcht0qj3CTEyMuKLL75g9erVvHjxgoSEBIoVK8aIESOYNWtWludYWua8emOPHj04d+4cixcvplGjRsTGxlK2bFkcHByYNGlSjr/o9+/fHw0NDQYOHEhycjIzZsx4YxosLCyYMWNGpviWLl2ae/fusWTJEmbOnImXlxe6urpUqlSJadOmMXbs2Dde+0Oc3nQEXX1d+i4dib6JAS9uPWXDoKVqPZSsSthiZJG2+tzdo9cwsjCh/eReGFub4e3szk+Dlmaa6PtN+n8/irJ1035ZmvnPcgDmNhyf65XY45sOo6uvy6ClozAwMeT5rSesGvSdWjptSthibJFWMbl19CrGFiZ0mdwHU2szXjq7s3rQ4kyLZzTs1YwQ31c8vph5aFBCXDxf9mlBnzmD0dLRItjnFXdP3uDYxszDwgvSoyfPGToh7T5evm4LAJ3btmDx7KkFFa1snd10BB19XXotHYG+iQFut56yedCyTPetYbr71jH1vm0zuScm1mZ4O3uwedAy1eTCRavYU7JGyspisy+uVXu/hQ0nEJJ6T/b+fhRl6qYNz5/+z/eZwuQVjyM30LU0ofr07uhZmxLy2INz/ZcTmzq5t2ERK7XJuvVtzWn3b1pjc6Ux7ak0pj3+V5053WMxAAaFLGiwYRy65kbEvYog4NZTTnaYT1yw+hex/HYmNY97p+ax662nbMqQx5YZ8vheah63S81jL2cPNg1apiqbEuISKF27Ak2GtEXf1IiIoDBe3HRmTfe5RL56cy/bvPDHxoPo6esxYekEDE0McbrtxNyBc0hIl0674oUwSVc2la1WlqX7l6lej5g3AoDTB06zZupqkpOSsa9YkuY9mmNoYkiwfzD3Lt1j1w+/kRifmC/pyotnS2K6/DMwNSIiKBSXm09Y2X2OKv/8X/iwedhy2n7dg6mHFqFMVuL12I0Ng5bm+hDGrHw69+0f6OnrMT7dfTtv4NwM962d2n1bplpZlu5fqno9PPW+PXPgNGumriE5KZmSFe1pluG+/f2HXfl2357a9Bc6+rr0WzoKAxMDXtx6wrpBS9Tyz7qELUbp0nUnNf86TO6Vmn/urBu0RJV/SQmJVGhYlWZDUxr7Qnxece/4DY6v/1N1jYS4eBr0aU6POYPQ0tEmxCcIx5M3ObnxcL6kG+DP1Dwdm5qnzredWPAWebo4XZ4OS5enBT2PnvPRGxhYmtBoSncMrU0JcPJg/1fLiU59XpoUVn9eet95zpGJG/hyWk8aT+9FiLsff4xcTdAzLwCUScnYVChG1e4N0TMxJMI/BLdLD7m48iBJqfenfaMqWNjbYWFvx4Sb69Tis7TEgDxK53UMLY1pPKUHhtam+Dt5sPer71WLfpgWtsyUzsMTf6LJtJ40md6LYHc/DoxcRWBqOt+GfaOqqnROvLle7djiEv1zJ2Fv4cXfN9CzMKH21O4YWJsS5OTBsYHLiUlNu3ERK7UehIa25vQ8mVYn+mx0ez4b3R6fa84c6ZVSJ7KpVopOBxxUYerPS8m3pwcucm7KlvxIFk6pedpkSg+MUvN0dw556nXnOX9O/Imm03rSLDVP96XL0+TkZCzLFKZnj0YYmBsTExqJz31Xfum5iMDU1Y0T4xOp3LEejSd1Q1NXm9CXgVzfdoLrW//JlzSLT5dC+S6rHAjxCRhfsvebA/1HRPP/Mc9ZXtt8e3lBRyFffFMr68b5/5pa8Z/G71E3dfLnC3hBe5FcsA2f+aWkhlFBRyFfaJK7w3P/n7kmR7450H9AUY2sR2z81/gkfxo9aeoqzAo6CvkimU/jK65l8qdR5gZofBr5Odfj01klN+bgdwXyvvo9ZhfI++YlmVNPCCGEEEIIIYQQQoiPzKfR3UEIIYQQQgghhBBCFLzk/+aiFQVBeuoJIYQQQgghhBBCCPGRkZ56QgghhBBCCCGEECJ/yNIOuUZ66gkhhBBCCCGEEEII8ZGRRj0hhBBCCCGEEEIIIT4yMvxWCCGEEEIIIYQQQuQPWSgj10hPPSGEEEIIIYQQQgghPjLSU08IIYQQQgghhBBC5A/pqZdrpKeeEEIIIYQQQgghhBAfGWnUE0IIIYQQQgghhBDiIyPDb4UQQgghhBBCCCFE/lDK8NvcIj31hBBCCCGEEEIIIYT4yEhPPSEyaBvz6bR139L7NIqAb2rNKugo5Ivlt5cUdBTyRezCiQUdhXxR7W9FQUchX+zTMC3oKOQLV2VMQUchX0QoEwo6CvmmsIZ+QUchX1yM8SjoKOSL7vplCjoK+cJRGVnQUcgXC3TjCzoK+WJhnG5BRyFf9I77NMrbT4oslJFrPp3WCyGEEEIIIYQQQggh/iM+jW46QgghhBBCCCGEEKLgKZUFHYP/DOmpJ4QQQgghhBBCCCHER0Ya9YQQQgghhBBCCCGE+MjI8FshhBBCCCGEEEIIkT9koYxcIz31hBBCCCGEEEIIIYT4yEhPPSGEEEIIIYQQQgiRP6SnXq6RnnpCCCGEEEIIIYQQQnxkpFFPCCGEEEIIIYQQQoiPjAy/FUIIIYQQQgghhBD5QynDb3OL9NQTQgghhBBCCCGEEOIjIz31hBBCCCGEEEIIIUS+UCYrCzoK/xnSU08IIYQQQgghhBBCiI/MJ99TT6lU0rJlSzQ1NTl58qTasQ0bNjBr1izWr1/PwIEDszzf19cXOzs75s+fz+HDh3F0dMwyXJMmTfjss89Ys2ZNlseDg4NZuHAhhw4dwtfXFysrK9q0acP8+fMpXrw4AJs2bWL69OmEhISgpZWSdZGRkZibm9OgQQPOnz+vut758+dp2rQpLi4ulC5dOse/QcmSJfHw8FDbV6RIEby8vFTHJ02axKRJk9TCX7t2jbp166rOmTRpEo6OjmrxCA8PZ8WKFfz555+4urpiYGBAqVKl6NmzJyNGjMDc3Fz197lw4UKmuI0aNYpNmzYBoFAoVPuNjY0pX748s2fPpnPnzqr9SUlJrFixgl9++QUPDw/09fUpW7YsI0aMYPjw4Tn+HfJSiSEtKTW2I7o2poQ7efJ41i+E3XuRZdhiA5pRtGcjjCsUBSDsgRtPluzLNnx+qv1VSxqMbI+RtSl+zp4cn/cr3vddsw1fqV0dmk3tiVlRK165+3N62R6en7sPgIaWJs2m9aRs088wL25NXEQMrpcfcXrZXiICQtWuU7bZZzSe2BXbisVJjEvA47oze0euzsuk0mZyT+r1bYaeiSHut59yYPY2gtz9cjynwcBWNBvVEWNrU3ycPflz3g4876fkm4GpIW0m96R8o2qYFbEi6lU4D0/d4viq/cRGxKiu0XXeIOxrladQuWL4v/Dmh3bf5mk638dtx4fs2H0QpycuBL4KZu3SOTT/sn5BR+udaDdqj06zbihMzEn2diP24GaSPZ9lGVarTnP0B0xW26dMiCdyaje1fRq2RdHtNATNMlVAQ5NkP09iti9FGRKYZ+l4E4uB7bAe2Q0ta3Nind3wmb+ZmPvPswxr0roe1mN7oluyEAotLeLcfQjaepjQQ+fUwlj0b4t+ldJomZvwvN1EYp3d8is5AHwxsCUNR3VQlUNH5/2K9/3sy8fK7b6gxetyyM2PU8v28uy8o+p4pda1qdO/OYWr2mNgbsz6djPxc1J/Jg7bOxv7upXU9t38/TRHHLbnatreV48pfWnatwWGJoY8u/2E7Q6b8XP3zTZ8hTqV6DCqC/ZVS2Nua8GqEUu5fepmPsb4zfpP6U+rfq0xNDHE+bYzG2ZtwNfdJ9vwletUptvo7pSuWhpLW0sWD/+O66euq4WZtHISzXu2UNt35/wd5n81L0/SkJWOk3vTqG9z9E0MeXH7Cbtn/0zAG54tTQa2puWoTpham+Hl7MHeedtxv++iOj5l73zK162sds6F30+x2+Fn1esK9avQaWofipQvTlxMHNf/OM/hFXtITsq/OY3GfzOSHgM6Y2xixL1bD1j4zXI83V5mG374xEG0bNcE+7IliI2Nw/HWQ1YtWo/7C08AChcrxL+3D2d57uThMzn199m8SIZKnYEtaTAqpU7k7+zJsTfUiSqnqxMFu/lzatkenp9PqxM1n9aTck1S6kSxqXWif79XrxN9Oa4z5Zp9hl2lEiQlJLK02sg8TWNOek7pS/O+LTE0MeTp7SdsddiUY7lTsU4lOo7qin3V0ljYWrBixFJun7qhFqZOm7q06N+GUlVLYWxuwjdtJ+PhlL/PmPTM+nfAclh3NK3NiXvihv+ijcQ+yLquYNSqPpajeqNTIuUZGu/hTfD2Q4T/lXYfWk3oj3H7L9G2s0aZkEDsYxcCV+0k9sHT/EqSyrs+NwBaftWWDiO7YGpthqezO7/O28qLdHUKm+J29HcYRPnaFdHS0ebBhXv8Mu9nwoPCVGFKVilF328HUqpaWZKTk7l1/Bq/LdpBXHRsnqX1NfshLSkztgO61infxx44/EpoNt+vjMsXocL0nphVt8egmDUP5+zE9ecTamG0DPWoMKMnhdrVQtfSlLBH7jycs5NQx+zLAZFOssypl1s++Z56CoWCHTt2cOPGDTZv3qza7+bmxjfffMO6desoWjSlceXp06f4+vqqbTY2Nh8ch+DgYOrWrcvp06fZtGkTLi4u7N27FxcXF2rXro2ra0rB0LRpUyIjI7l9+7bq3EuXLmFnZ8eNGzeIjU0rDM+dO0fx4sXf2KD32sKFC9XSde/evRzD6+npMWPGjLdK144dO5g2bRo3btzg7t27LF68mHv37rF792618CNGjMj0912+fLlamB07duDr68vt27dp0KABPXr04OHDh6rjCxYsYPXq1SxatAgnJyfOnTvHyJEjCQ0Nfau/Q14o1LkuFRcM5PnKP7jcchYRjz34Yu+36FiZZBnesn5FfA5d5Xq377jSfh4x3q/4Yt9MdO3M8znm6ip3qEvr2f05v/ZPNneYjb+zJwN++xZDy6zTUaxmWXqsG8/d/efZ1N6BJ6du02fLFGzKpXyetPV1KFSlJBd/PMTm9rPZN2oNlqUK0XfbVLXrVGxbm26rx+B44CKb2sxke/cFPPzrap6mtdnoTnw5pA0HHLaypsts4mLiGL1zJlq62tme81mHenSZPZCTaw+ysv1MfJw8GLVzJkapfx8TW3NMbM05smQXy1tNZ/e0jVRo/Bl9vh+d6Vo39p/n3tFreZa+DxUTE0v5MqVwmDq2oKPyXrRqNEK363DiTuwhesXXJHm7YTB2IQoj02zPUcZEEekwQLVFzR+qdlxhZYfBpOUk+3sRvW4mUd+PJ+7kXkiIz+vkZMu0fUMKOQwnYO0eXDpMItbZDftfF6JpmXU6k0IjCPxpPy+6Ted52wmEHDhN0eVfY/RlDVUYDQM9om854ff9r/mVDDVVOtSl7ewBnFv7JxvaO+Dn5MngnTmUQ5+XpdeP47mz7zwb2s3C+dQd+qUrhwB0DHTxuP2Uk8v25Pjet3afZVntMart5NKcw+eXjqO70npwe7bP2syczjOIjY7j29/mop1DeaVroIeHszs75mzJx5i+ve5jutNhSEc2zPyJaZ2mEhsdy8JdC3NMk56BHm5OrmyavSnHa985d5uBNQeothUTlucYPje1Ht2ZZkPa8rvDFpZ1mUlcTBwTd87O8dlSq0N9eswexLG1B1jcfgZeTh5M3OmAcYZ7/tLu00yvPUK1/bl0l+pY0YolGL9jFo8vOPJd+2/4efxqqrWoRdcZ/fMsrRkNGz+Q/sN7seCb7+nbbhgx0bFs2bcWHV2dbM+pXa8Ge3YcpG+7YYzoOREtLS1+3vcj+gZ6APh5+9O4Slu1bf33W4iKjOLymbx9hlbpUJc2qXWiTe1n4+fkyVdvKIt6/Dieu/vOs7GdA86nbtM3Q52ocOWSnF93iI0dZrN39BqsShei31b1OpGmjhaP/7nBrV1n8jR9b9JpdFfaDu7A1lmbcOj8DbHRscz6bd5blDtubJ+zOfsw+no8veXE7mU78yLa78S43ZfYzBxB0PrduHeZQNwTV4ptW4SmRdbP0OTQCF5t2otH76m4dRxL2B+nKbR0MoYNP1eFiXfzxn/hRtw6jsWj73QSvAMotuM7NM2zvm/yyvs8N+p2aMCA2UP4c+0+HDpMxdPZnW9/m4tJap1CV1+XmbvmoQQW953Lgu4z0dLWYvo2B1XHDDMbc2b9Ph9/dz/mdvmG779aSJFyxRi9ckKep7lw57pUnj+Apyv/5EIrB8Iee1JvT/bfxzT1dYnyDMDpu73E+odkGeazVSOwblyVu+M3cq7pDAIuPKT+/lnoFfB3NvHp+eQb9QCKFSvG2rVrmTZtGm5ubiiVSoYNG0arVq3UeujZ2NhgZ2entmlofPif0MHBAR8fH06fPk3btm0pXrw4X375JSdPnkRbW5tx48YBUL58eQoVKpSpR17nzp2xt7fn+vXravubNm361nEwNjZWS5e1tXWO4UeOHMn169f5559/sg0za9YsPD09uXnzJkOGDKFatWqUKFGCVq1asWfPHsaOVW8QMDAwyPT3NTFRL2jNzMyws7OjXLlyLFq0iMTERM6dS+tFcuTIEcaOHUvPnj2xt7enevXqDBs2jGnTpr313yK32Y9uz8tdZ/Hae4HIZ948nL6NpJh4ivVtkmV4x7E/4fHLv4Q/9iDKxYcHU7aAhgKrRlXyN+IZ1Bvelrt7z+F44CKBz705Oms7CTFx1OjVOMvwXwxpg8uFB1zdfIwgFx/OrTyI7yN36gxqBUBcRAy/DVjG42M3eOXqi9c9F/6Z+yuFq5XCtLAlABqaGrSd9xWnluzm9u9neOXmR+Bzbx4fu5Hle+aWxkPbcmrdIR79ewffJ57snvITJrbmVG1VK9tzmgxvz7W9Z7l54AL+Lt4ccNhKfEw8X/RqAoDfMy9+GbOax2fu8srTH5drj/nnh71Ubv45Gppp5cihBb9y5bdTvHoZkKdp/BCN6tVm4shBtGjcoKCj8l50mnYh4epJEm+cJtnvJXH7f0IZH4d23ZbZn6RUoowIVdvS023/FYlOt4k7soNkL1eUQX4kPbqJMjIs6+vlA6vhXQjZd5KQg2eIc3mJt8MGkmPisOiZdTqjbjwi/NR14l54Ee/px6tf/ib2iTuGtdJ6qIUeOkfAur1EXnbMp1SoazC8Hbf3nuPugQsEunhzxGEbCTFx1MymHKo/tA3PL9zn8pajBL7w4cyqA/g+dqNuajkE4HjoMud+PMSLK49yfO+E2DgiA8NUW1xkTI7h80ubYR04vP4Ad/69ycsnHmycshYzGwtqtfoi23Pun7/LgR92c/tk3pal76vTsM7sX7ePG//ewP2JO6snr8LCxoK6reple86d83fY9cMurp/MuTEnIT6B0MBQ1RYVFpXb0c9W86Ht+WfdH9z/9zbeTzzZMWU9ZrbmfNaqdrbntBjegct7z3D1wHl8Xbz43WEL8THx1O/VTC1cfGwc4YGhqi023f1Zq0N9vJ94cOzHgwR6+PH8hhN/Lt1Fk6/aoGuol2fpTW/gyD5sXr2Dcycu8szJhZnj52Nja0Xztll/dgFG9Z3E4X3HePHUjadOz3H4eiGFixWiUrUKACQnJxMUGKy2NW/XmBNHzhAdnbefz/rD23Jn7znuHbhIoIs3fzuk1Ik+z6Ysqjs0pU50Zcsxgl74cHbVQXwfu/NFujrRrwPV60RH5/5KkXR1IoBzq//g2rYT+D/Nvodjfmg3rCN/rt/P7X9v4vnEg5+mrMXcxoLaOZQ7jufvsu+H3dzKody5dOg8f/y4n4eXH+RFtN+JxZCuhO0/Qdif/xL/4iV+c9eTHBuHaY9WWYaPvvmQyH+vEf/iJQkv/QjZ+RdxT93Qr5nWizb86HmirzqS8NKPeBdPApZsQdPYEN0K9vmVLOD9nhvthnfi3N5/uXDgLN7Pvdg2axNxMXE07tUcgHK1KmBd1JrNU3/k5VNPXj71ZOPUH7GvVprK9asC8HnzWiQlJLFjzhZ8XX1wfeDC9lmb+KJdfWxL2OVpmsuMaofH7+fw3HuBiGfe3P9mG0kxcZTok/VnNtTRFaeFu/H+6xrJ8YmZjmvoaVOofR2cFu3m1fUnRLn78/SHP4hy86fkoBZZXFGIvCONeqkGDRpE8+bNGTp0KOvXr+fRo0dqPffySnJyMnv37qV///7Y2akXZvr6+owdO5aTJ08SHBwMpPTWS9+Ide7cOZo0aULjxo1V+2NiYrhx48Y7Neq9K3t7e0aPHs3MmTNJzqLrbHJyMvv27WPAgAEULlw4y2ukH077rhITE9m2bRsAOjppv/La2dlx9uxZAgMLbrhbegptTUyr2RN0Kd2XRaWSoIuPMKtV9q2uoamvi4aWFgmhkXkUy7eIg7Ymhava43o5LR1KpRLXy48o+nnW6Sj2eRm18AAuFx9Q9PMy2b6PnrE+yuRkYsOjAShUpSQmhSxQJisZ9c9ipt5aT/9fv1HrZZPbLIvZYGJjzrMraT1AYyNi8HB0oeTn5bI8R1Nbk6JV7NXOUSqVPL/ykBLZnAOgZ2xAbGRMvg5/+uRpaqFRrAxJTx3T9imVJD11RMO+Qvbn6epjOH87hgt2oDdiNhp2xdOOKRRoVa5FcoAP+mMWYrh4FwZTVqJVtW7218tjCm0t9KuUIfLy/bSdSiWRVxwx+Lz8W13DsH41dEsVIerm4zyK5bvR1NakcBV7tcY3pVLJiyuPKJZdOVSjbKbGuucXH2QbPifVOzdg5t3NTDj5PS2/6Y22XvY9jPKLTTFbzG0seJQun2Mionnh+Jyyb5nP/29si9tiYWOBY7qG4+iIaJ45PqVCzRw+o2+pSt2q/HZ3FxvPbWLM4rEYmxl/8DXfhlUxG0xtzHFWe7ZE4+boQqls8kpTW4viVUrhfCWtgUOpVPLkygNKZXi21OnciJV3tzH35Eq6fNNP7f7U0tEmIS5BLXx8bDw6ejqUqFoqN5KXo6IlCmNta8X1i2lDvCMjonhw9zHVa1V96+sYGxsBEBYanuXxStUqULFqef78/ciHRfgNNLU1KZRNWZRtnahGGVyvZK4TFXtDnSg5XZ3o/8Xrcid9w1tMRDQujs8+2nInE20t9CqXIeqqY9o+pZLoq47of/Z25ZBBvero2Bcl+lY2Pxhpa2HWuy1J4ZHEPcm/Icbv89zQ1NbCvmpptXOUSiWPLj9QnaOto41SmfLDyWsJcfEok5WUr10RAC1dbRITElEq0xZIiI9NGdHwOkxeeP19LPCi+vexwEuPMH/L72MZaWhqoqGlSVKsetmaFBuP5Rf/kc9BXlMmF8z2HySNeuls2bKFR48eMWnSJLZs2ZKpt1rRokUxMjJSbZUrV87mSm8vMDCQ0NBQKlbMuiCrWLEiSqUSF5eUuVOaNm3KlStXSExMJCIignv37tG4cWO+/PJLVQ++a9euERcX906NejNmzFBL248//vjGc2bPno2bmxu///57tukqX169UKtZs6bqPfr27at2bMOGDWpxMDIyynTtvn37YmRkhK6uLpMnT6ZkyZL06tVLdXzVqlUEBgZiZ2dHtWrVGD16NMePH882DXFxcYSHh6ttCcqkN6b9belYmKChpUlcoHpvnbjAMHRtzN7qGhXn9CPWP4Sgizn3IslLBubGaGhpEhmkno6ooHCMrLMehmBkbZZF+DCMrM2yDK+lq02LmX15eOSaqgeMefGU4e1NJnXn4rrD7B7yA7FhUQzeNxt9U8MPTFXWjFPjF5khzyIDw1THMjI0N0FTS5OIDOmNCAzDJNtzjGk1oRvX9hTsEJpPjcLQBIWmJskZetopI0LRMM56uERygDexu9cS8/MiYn9biUKhgcHkFSjMUnpPKIxMUegZoNOiB4nOd4jZMIfEB9fQGzYrZX69AqBpboJCS5PEIPUhI4lBoWhZZz8sRMPYgEqP9lPl2SFKbp+Hz/zNBdYrLyMDc2M0syiHIgOzL1eMrM2IyiK8sVXW4bNz/6+rHJi8ge19v+PihiN81rUhPdYU/PBz09TnSFiGNIYFhWKazd/k/5156v0ZGhSqtj80KBTzD0zTnfN3WT1lFbP7OvDr0l+oUrcK83cuyJVRF2/y+lkQHhiqtj88MPu8Mkq95zM+W8IDw9TOufXXZbZP/pGVfRdwYsMh6nb9kmFrJqqOP77oSOma5andqQEKDQ3MbC3oMLEHAKY2eT9MzMo6pawMCgxW2/8qMBgrG4u3uoZCoWDGd5O5e+M+Lk+ynq+qe7+OvHjqhuPth1kezy2vy6KMZUtUYDjG71AnigwMwyibskhLV5tW36rXif5fmKnKnVC1/WFBYZjl8Hz5mGjl+AzN/p7VMDKg3L0/KP/4CEW3LMB/0Uair6pPaWTYpE5KmIeHMR/ShZdDHEgKybqhOi+8z3PDOPWez+ocs9Rznt97Rlx0LH2//QodPR109XXp7zAYTS1NzFLLmcdXHmJqbUaHUV3Q1NbC0MSQPt+mjIozy8OySNfCONvvY3pv+X0so8SoWIJvPaP8lK7o2ZqBhoKi3RtgUavse19TiPf1yS+UkZ6NjQ2jRo3i8OHDdOnSJdPxS5cuYWyc9ouutnb28w68q/S/WOSkSZMmREVFcevWLUJCQihXrhzW1tY0btyYIUOGEBsby/nz5ylVqpRqgY23MX36dAYPHqx6bWVl9cZzrK2tmTZtGnPnzqV3795v9T6HDh0iPj6eGTNmEBOjXknp378/Dg4OavtsbW3VXq9evZoWLVrg6urK5MmT+fHHH7GwSHu4VqpUiUePHnHnzh2uXLnCxYsX6dixI4MHD2br1q2Z4rN06VIWLFigtq+vQWX6G739L8d5qfSEThTqUo/r3RaRnOFX9v8SDS1Nev40AYUCjjnsUO1XpH7RurT+MM7HbwFweNpmplxfR6X2X3Bn94dPgv155wb0WjJC9frnod9/8DXfRNdInxE7ZuDv4s2JNQfz/P3Eh0l2f0Ky+xPV6xhXZwwdNqJdvy3x/+wCRcp9mvjwOgnn/wIg3tsNTfuKaDdoS5JLwTXIv6vkyBhc2n+NhoEeRg2qU2j2MOI9/Yi68fGkIS/c3pNW1vg/fUlEQAhD98zGorgNwZ75N1S+QZcvGbYkbR7O5UMW59t755XGXZowbuk41euFgxfkEPrDXPr7our/Hk89cHvixtbL26hSryoPrtzP4cx3V6dzQ/ovGaV6vX7o0ly9fnqX9pxW/d/nqSdhAaFM2TMPq+K2BHn643zpAX8s+Y3+341kyKoJJMYncGzdH5T9ohLK5Lerf76L9t1bM39F2iJPY/pP+eBrzl42nbLlSzGw06gsj+vq6dKuW2s2rfr/WLzmQ2hoadJr/QRQwNHZO958Qh5r2OVLRiwZo3q9bMh3BRib/2/JUTG4dR6PhqE+hvWqYzNzBAkv/Yi+mdbQHH3jPm6dx6NpboJZrzYUXjMTj56TSQrOm+k68uu5EREcztqxKxi6eDSth7RHmazk6pFLuD18oSpnvJ+/ZNPUHxkwewi9vxlAclIyJ385RmhASJ6URXntzvgN1Fgzitb3N5CcmETYQ3e8Dl3FrFr+Dqf+aH2Eef7/Shr1MtDS0lKtLJuRvb09ZmZmufp+1tbWmJmZ4ezsnOVxZ2dnFAoFZcqkdM8vU6YMRYsW5dy5c4SEhNC4cco8AIULF6ZYsWJcvXqVc+fO0axZsyyvlx0rKyvVe7yLKVOmsGHDBjZs2JBlup4+VV/N6XVDo7GxcabFK0xNTd8YBzs7O8qUKUOZMmXYsWMH7dq1w8nJSW3BEg0NDWrXrk3t2rWZNGkSu3btYuDAgTg4OGBvr17Izpw5kylT1CubZ8vk3iq58cHhJCcmoZvhl1tda1PiMqzwmlGpMe0pPaETN3ouIcLJM9fi9D6iQyJITkzCyEo9HYZWJpl6tL0WGRiaRXhTIjP0UnjdoGdaxIpf+y5R+0X69Ypvgc+9VfuS4hMJ8QzAtIglueHx6Tv84Ji2iqCWTkpjvZG1qVqPCiNrU3wyrIj5WlRIOEmJSRhnSK9xhmsA6BrqMerXmcRFxrB91EqSE3OvZ6h4M2VUOMqkJDSMzUjfAV9hbEZyRNYTIWeSnESSlysa1oXSXTORZD/1OY6S/F+iVapSVlfIc0kh4SgTk9CyUv/lW8vKjMTAHNKpVBLvkbL6XayzG7plimE9tuf/RaNedEgESVmUQ0bWmcuV1yIDQzHMInxEUNbh39ZLx5TV8ixK2uVro96df2/ici9t5cXX5ZWplSmhAWn5amplVqArRr6Lm//e4Nm9tLrC64nazazMCEmXJjMrM1xzOU3+nv6EvQqjcMlCud6od//0bdzUni0pdUsTazO154KJtRkvndyzvEZk6j2f8dliYm1KWDb3PICbY8pqlDYl7Qjy9Afg9LajnN52FFMbc6LDorAsak23Gf0JTD2em86duMTDO2nD9l/nqZW1BUEBr1T7La0tePI469W403NYMo3GLRsyqMso/H2z/ry16tAMfX09jhzIfq7n3PK6LMpYthhamxDxDnUiI2tTIjOURRpamvT6aQJmRa3YkaFOVFBu/3uT5+nKHW1VuWOWodwxxf0jKXfeJDHHZ2hwNmcBSiUJninP0DhnV3RKF8diVC+1Rj1lTBwJnr4kePrid/8ppU79jGnP1gRv3p8nacmN50ZE6j1vmuEeNrUyIzRdWfTw0n0mfzkGY3NjkpKSiA6PZsOt7QS8TCtnrv51iat/XcLEypS46DhQKmk3vCMBeVAWvRYXHJHt97HYN3wfy0m0RwBXui5C00AXLSN94gJCqbV5AlH5WC8QAmT4bYHT0NCgV69e7N69Gz8/P7VjMTExbNiwgdatW6v1RmvatCnnz5/n/PnzNGnSRLX/yy+/5Pjx49y8eTNP59NLz8jIiDlz5rB48WIiIiJU+1+na9euXfj4+OTJe9epU4eaNWuyeHHOvzhVqpTypToqKvNk2Lq6upiYmKht2grNXIujMiGJsAdu6otcKBRYNqpM6O3sK7KlxnWkzJRu3Oy7jLD7Bb8selJCEj4P3bBvkDbkXKFQUKpBFbzuZp2Ol3dd1MIDlG5UBa+7aV9yXjfoWdrbsbP/UmIyzBvo+9CNxNh4LEsXUjvHrKg1YV5BuZE04qJiCfLwV21+z70IDwihXP20PNM10qfEZ2Vwv/ssy2skJSTh9chN7RyFQkHZ+lXwSHeOrpE+o3+bRVJCIluHryDxP9z78v9WUiLJL13QLFc9bZ9CgWb56iS7Pcn+vPQUGmgULoEyPCTtmp7P0bAtohZMw7oIycEFU7FTJiQS88gFwwbV0nYqFBjVr0703afZn5iRQoFCJ/d6pX+IpIQkfB65Uap+hnKofmVeZlcO3XtO6frqQ6DLNKyabfi3VahSCQAiAt6yITiXxEbF4u/hp9q8n78kJCCYyunyWd9In9KfleX5u+RzAYqJisHXw1e1eT7zJDggmOoNPlOF0TfSp9xn5Xly5y0/o2/J0s4SY3NjggNy+JL+nuKiYgn08FNtvs+9CAsIoUK6+1HPSB/7z8rgmk1eJSUk4vnIlYr100YPKBQKKtSvims2zyOAYpVKAhCWxf0ZFhBCQlw8tTs1JNg7CM9Hud8IEx0Vjae7l2p78dSNQP8gvmiUtiCIoZEh1T6vzP03DJV1WDKN5u0aM7T7OLxTG0uy0q1fR86dvETIq9DcSka2khKS8M2yLMqhTnTPRS08QOmGVXiZoU7U66cJWJa045cs6kQFJWO545Va7lTNUO6U+azcR1PuvFFCIrGPXTCsp15XMKj3GTGO71AOKRRovOkZqqHx5jAfIDeeG0kJibg9fKF2jkKhoHKDqlmeExESQXR4NJXqV8XEypQ7/97MFCY8KIy46FjqdmxIfFwCD/Nwqo/X38esG6X7DCoUWDesTEgO38feVlJ0HHEBoWibGmLTpBp+J+588DWFeBfSU+8dBAQEEBsbq7bP0tJSNQw3JiYGR0dHtePGxsaULl0aSJlnLuPxQoUKsWTJEs6cOUPLli1Zvnw5VapUwc3NjdmzZ5OQkMBPP/2kdk7Tpk0ZN24cCQkJqp56AI0bN2b8+PHEx8fnW6MepKyEu3r1anbv3s0XX6StmrRkyRLOnz9PnTp1WLhwIbVq1cLQ0JAHDx5w7do1qlRR/6IVHR2dqWFTV1cXc/Ps51iYNGkSXbt25ZtvvqFIkSL06NGDBg0aUL9+fezs7HBzc2PmzJmUK1eOChU+fILt9+G26RjVfxxDqKMrYfdcKDmyLVoGurzcewGA6uvGEOsXwtPFewEoNb4j5b7pieOY9cR4Bqp+VUqMiiUpOq5A0gBwbetxuq4chc8DN7zvv6Du0DZoG+hy70BKOrquGk24Xwhnlu8D4MaOEwzeN5t6I9rx/Ow9qnSsR+Gqpfj725QFTjS0NOm18WsKVSnJ7qE/oKGpoZqfLyY0kqSEJOIiY7j9+xmaTu5BuE8wod5BNBjVHiBPV8C9sP04LSd0JdDdj+CXAbSd2otw/xAenrqtCjPm99k8PHmLyztPAnB+6zH6rRzDy4eueDi60HhYO3QMdLmR+vd53aCno6fDrkk/oWesj56xPgCRr8JVww6sStiiY6iHibUp2ro6FE5tPPB/7kVSwv9Hr77o6Bg8vdIa6719/Hny7AWmJsYUsrPJ4cz/D/HnDqM3YDJJL5+T7PEM7SadUejokXAjZQib3oApJIe9Iv7vXwHQadOHJPenJAf6oNA3Qqd5NzTMbYi9djLtmmf+RG/wN2i7PCbx+QO0KtZEq0odYtbNLJA0AgRtPUzRlZOJeeBCzP1nWA7tjIaBHiEHU9JZdOVkEvxe4b9iJwDWY3oQ89CFOA9fNHS0MW5aC/OuTfGes1F1TU1TI7QLW6Ntm/JDk26plIbMxMAQEj+w99vbuLL1H7qvHI3PQ1e8HF9Qf1hbdAz0uJP6Oeu+cgzh/sH8m1oOXd1+guH75tBgeDuennOkWmo5dHhm2nQM+qaGmBaxwiR1Ph+rUik/IkQGhhIZGIZFcRuqdW7As3OORIdGYFehOO3mDMTthjP+Twp2BUqAE9uO0nVCT/zcfAl86U/Pqf0IDQjm9qm0MnLW7gXcPnmdU7+mzDGra6CHXcm0xbmsi9lSolJJIkMjeeWTOz+YfIgj2/6i98Te+Lh74+/pz4BpAwgOCOb6qbSVbb/bs5hrJ65x7NejAOgZ6FGoZNoPQLbFbLGvZE9kaCSBPoHoGejRd1Jfrh6/SkhgCHYlCjFk1hB83X25e+FuvqTrzPZjtJvQnQB3P4JeBtB5am9C/UNwPHVLFWby73O5d/Im53eeAOD01qMMXjkO94cvcHd0ofmw9ugY6HL1QMriaFbFbanTuSGPzt0jKjSCIhVK0GvOIJ7dcML7SVov/1YjO/HogiPK5GRqtPmCNmO6sGX8KpRZLHaWF37bspdRk4fg6fYSL08fJswYRYB/EGeOX1CF2XZwPWf+Oc/u7SnTUsxZNp123VozYdB0oiOjsEqdyywiIoq42LT6UPGSRalVrwZj+k3Ol7QAXH1dJ3rohpfjC+oNa4OOgS53U8uibitHE+4fwunUsuj69hMM3Teb+sPb8ezcPaqmlkVHZqbViXpv/JrClUuya1jWdSIA08KW6JsZYVbYEg0NDexS6wjB7n7E52Md8Z9tf9N1Qk983XwIeBlA76n9CAkI5la6cmf27oXcOnmdk7+m9J5MKXfSPqM2xWwoUcmeyNAIVbljaGqEVRFrzFOfMYVLpSy2FxoYkmPv1LwQvOMQhb6fQsyj58Q+eIb5oM5o6OsS9se/ABRaPpVE/1cErvwFAItRvYh9+JyEl74odLQxalwL087N8Juf8j1Ooa+L5Zg+RJ65TmJgCJrmJpj374CWrSXhxy/la9re57nxz9YjjF45EdcHL3hx/zlth3ZAz0CPCwfS5oZu3LMZ3i5ehL8Kp2zN8nw1bxjHt/2Nr2tanbHVoLY8u/OU2KhYqjaqTr9Zg9i77Dei83hBGJfN//D52tGE3ncl5N4LSo9oi6aBHp6p38c+XzeGGN9gnJekfGYV2poYpy7Mp6GthV4hC0wqlyApKpYo95RehdZNqqFQQOQLXwxL2lJ5bj8iXHxU1xRvkE/Pn0+BNOq9g4yLPkDKohR166ascPjs2TNq1Kihdrx58+acPp3yBWr37t3s3r1b7fiiRYuYPXs2169fZ+HChYwaNQo/Pz8sLCxo27Ytu3btyjQ3XtOmTYmJiaFChQpqc841btyYiIgIypcvT6FChcgv2traLFq0iH79+qntt7S05ObNm3z//fesWLECNzc3NDQ0KFu2LL1792bSpElq4X/++Wd+/vlntX2tW7fmxIkT2b53mzZtsLe3Z/HixapejXv27GHp0qWEhYVhZ2dHs2bNmD9/frbDqvOa71/X0bE0odw3PdC1MSP8sQc3+y4jPnWIhn4RK7V5JEoMaommrjY1t6tXTp+tOMjzH/7I17in9/jodQwtjWk6pQdG1qb4OXmw66vviQpKmdzXtLClWjpe3nnOHxN/otm0njSf3otgdz/2jlxFwDMvAEzszKnQqiYAY06ozzX0S+/vcL+eMiT91JI9JCcl03X1GLT1dPBydOHXvovzdDW4s5uOoKOvS6+lI9A3McDt1lM2D1qm1rPOqoQthhZpc2w6Hr2GkYUJbSb3xMTaDG9nDzYPWqaaGLtoFXtK1khZYWv2xbVq77ew4QRCvFJWbO79/SjK1E0bsjn9n+8zhSloj548Z+iEGarXy9dtAaBz2xYsnj21oKL11hLvXSLOyBTddgNQmJiT7OVK9Ma5KFMXz1CYW6ORbnUshb4Ren0moDAxRxkdSfJLF6LXTFcbbpv44Bqx+zeg26Inut1HpiyusX0JSa5O+Z08lbBjl9GyNMV2Sn+0rMyJdXbFbfA8VeObdmFrtflMNAz0KLxwDNqFLEmOjSfuhRcvJ68k7NhlVRjjFl9Q7IdJqtfF16fcB/5rdhOwdk+ep+nR0esYWpjQfHIPjKzN8HX24NdBy1TlkFkRS5Tp8u7l3efs//onWkztScvpvXnl7sfudOUQQIWWNen+Q9p8Q33WpywwcHbNH5xd8wdJCYmUbliF+qk/ZIT5BPP4+E3Orz+c5+l9G39vOoSugR7Dl47BwMSQZ7edWfbVIrXVTm2L22FsbqJ6XapaaebsS5sXa+DcoQBcOHCWzdPW5V/ks/HHxj/Q09dj/NIJGJoY4nTbiXkD56qlya64HSYWaWkqU60sS/enPUuGz0uZK/XMgdOsmbqG5KRkSla0p1mP5hiaGBLsH8y9S/f4/YddJMYn5ku6Tm76Cx19PQYsHYWBiQEut57w46DFmZ4tRumeLbePXsXIwoROk3tjYm2Gl7M7Pw5arFo8IykhkYoNq9F8aHt0DXQJ9nnF3eM3+Ge9en2hcpMatB3fDS0dbbyc3dkw8nsen3fMl3QDbFv/G/oG+sz/YSbGJkbcvXmfUX2+Jj4uXhWmWIkimFmYqV73GZKymMevhzepXcth4kIO7zumet21X0f8fQK4cj7vfuzL6NHR6xhYGNNscmqdyNmD3walqxMVsVSbL/vl3ecc/Ponmk/tSYvpvXjl7seeDHWiii1T6kTjjqvXibb3SasTNZvSgxo9vlQdG/vPkkxh8sOR1HJn5NKxGJgY8vS2M0u/WphjuVO6WhnmpSt3Bs0dBsD5A2fZOC1lgb5aLeswdmXaIi+TfpoOwIHVezm4Zm+epimjiH8uomlhgvXEgWhamxPn7MrLYXNJSu0Nql3IWq1RQkNfD7v5Y9Gys0IZG0+c60t8pv9AxD+pc3kmJaNbqiimXR3QNDclKSSc2IfP8Ow3nXiX/J1m532eG9ePXsHE0oQeU/pgZm2Oh5Mby75aSHi6xTMKlSpC728GYGRmRKBXIH+tP8g/W9VXoy5dvSzdJ/dFz0APnxdebJu5kcuH8r4RzOev6+hamlDhmx7oWqd8H7vedxlxqZ9Z/SKWaj9y6NmZ0/RM2mex7NgOlB3bgaCrTlzplnIfa5voU2lWH/QKWZAQGonPsVs4L92HUqbWEflMoXzbFRqE+EQcs+375kD/Ebf0Po0R+GGKT+Phuvz2koKOQr6IXTjxzYH+A9z/VhR0FPLFPqXxmwP9B7gqC35urPwQofx0phUorKFf0FHIF5djCnZe3/zSXf/d55b+GD1VZp6O5r9ogW78mwP9ByyM0y3oKOSL3nGfRnnb2W/3mwP9R0SvHf3mQHnA4OtNbw70kfk0vtELIYQQQgghhBBCCPEfIo16/3G///47RkZGWW6VK1d+8wWEEEIIIYQQQgghcotSWTDbf5DMqfcf16lTJ7XFK9J7vcCHEEIIIYQQQgghhPi4SKPef5yxsTHGxp/GfEVCCCGEEEIIIYQQnwpp1BNCCCGEEEIIIYQQ+SPdasPiw8icekIIIYQQQgghhBBCfGSkp54QQgghhBBCCCGEyB/J/81FKwqC9NQTQgghhBBCCCGEEOIjI416QgghhBBCCCGEEEJ8ZGT4rRBCCCGEEEIIIYTIH0pZKCO3SE89IYQQQgghhBBCCCE+MtJTTwghhBBCCCGEEELkD1koI9dITz0hhBBCCCGEEEIIIT4y0qgnhBBCCCGEEEIIIcRHRobfCpFBqKZmQUch3+gWdATySa34T6Ooi104saCjkC/05v5Y0FHIF977ZhV0FPJFvP6nMfwiIDm6oKOQL3QUn84z1C0poqCjkC/sda0KOgr54t8En4KOQr4w19Qv6CjkC5vKUQUdhXwRf/fTqONGaEhfpP8aZbIslJFb5NMhhBBCCCGEEEIIIcRH5tNo2hdCCCGEEEIIIYQQBU8Wysg10lNPCCGEEEIIIYQQQoiPjPTUE0IIIYQQQgghhBD5Qylz6uUW6aknhBBCCCGEEEIIIcRHRhr1hBBCCCGEEEIIIYT4yMjwWyGEEEIIIYQQQgiRP2ShjFwjPfWEEEIIIYQQQgghhPjISE89IYQQQgghhBBCCJE/kmWhjNwiPfWEEEIIIYQQQgghhPjISKOeEEIIIYQQQgghhBAfGRl+K4QQQgghhBBCCCHyhyyUkWukp54QQgghhBBCCCGEEB8Z6akn1Fy7do2GDRvSpk0bjh07ptrv7u6Ovb091tbWvHjxAmNjY9Wxzz77jC5dujB//nyioqKoVq0anTt3ZtWqVWrnV6tWjZUrVzJixAjOnz9P06ZNCQkJwczMTPU6K76+vtStWxcPD49s4923b18OHz7M1q1b6devn2p/cnIyDRs2pHDhwhw8ePBD/jTvpNzgFlQc0x59a1NCnDy5PXsnrxxdswxrWq4I1aZ3x6KaPUbFrLk99zeebj2pFqbq1G5Um9pNbV+Yiw9Hv/wmz9KQlc+/asEXI9tjZG1KgLMnp+btxPd+1ukCqNCuDl9O7YFpUSuC3f05v2wvL87dVx1v/8NIqvX8Uu0c1/MP2Ddouep1/fGdKN3sM2wrlSApPpHV1UblfsLe4L+anxlpN2qPTrNuKEzMSfZ2I/bgZpI9n2UZVqtOc/QHTFbbp0yIJzJDujRsi6LbaQiaZaqAhibJfp7EbF+KMiQwz9KRW247PmTH7oM4PXEh8FUwa5fOofmX9Qs6Wu+k+JBW2I/tiI6NKRFOnjjP2kHYvRdZhi06oBmFe36JcYWiAIQ9cOP5kr1q4W3b1abYoJaYVLNHx8KYK81mEPE4+7I5t7Sa3IM6fZuhb2KI++2nHJq9nSB3vxzPqTewJY1HdcTY2hRfZ0/+mvcLL++npUVLV5sODgOo3rEeWjraPLt4n0NzdhAZFKZ2nZo9vuTLYe2xKmVHXEQMD/65weG5O1THq7WvS7NxnbGyL0TUq3Cu7jzFhS1Hc/cPkM6gqV/Rrm8bjEyNeHzLibWzfsTb3Sfb8FW/qEKvUT0pW60sVraWzB0+n6snr6mF0TPQY/jMYTRoXQ8TcxP8PP04tOMvju46ls1V896AKQNo068NhiaGON124qdZP+GTQzqr1KlC99HdKVO1DJa2liwavohrp65lClesTDGGzBxC1S+qoqmliedzTxaPWkygT8GUSV9NHUjbvm0xMjXk8S0nfpy1Lsd0Vv2iCj1H9aBstbJY2loyf/iCTPl56uWJLM/9+butHNicf3WhjPpPGUDrfq0xNDHE+bYzG96Qp5XrVKb76O6UTs3T74Yv4vqp62phJq2cTIueLdT23Tl/h3lfzc2TNLyNEdOG0Klfe4xNjHhw+xHLZ67Gy8072/Bfje9H47aNKFGmOHGxcTy8/ZgNS7bg+eIlACZmxgyfOpg6jWthV9iWkOBQLp64wpYV24mKiMqvZGXyKXxGddt2Qa9LHzTMLEhyf0HU1rUkPX/yxvN0GjbDaOo84m9cInLZ7LQDevoYDByJTp2GKIxNSQ7wJfbYH8SdPJKHqXg7vaf0o0XfVhiYGPL0tjNbHDbi5+6bbfiKdSrTeVRXSlUtjYWtJd+PWMytUzdUxzW1NOk7bQA1mtbEtrgd0RFRPLx8n13LdhISEJwfScqk3OAWVEpXn7/1hvp89Qz1+ScZ6vPpVR7fkRqzeuP88wnuzNuVV0n4b1F+PAtl/PTTT6xYsQI/Pz+qV6/OunXrqFOnTrbhQ0NDcXBw4M8//yQ4OJgSJUqwZs0a2rVrlyfxk556Qs22bduYMGECFy9exMcn84M5IiKCH374IdvzDQ0N2bFjB+vWrePSpUsAKJVKhgwZQoMGDRgxYkSO7//06VN8fX3VNhsbG27duqV6/ccff2QKu3HjRpYtW8aECRPw9U17AK1cuRJXV1c2bdr0Pn+O91Ki0xd8Pq8/D1cd4p/Wswlx8qTp7hnoWppkGV5TX5dIz0Acl+wjxj802+uGPnnJH9XHqbZ/uyzMoxRkrWKHL2g+uz+X1x5ie4fZ+Dt70vu3GRhkk64iNcvSed047u+/wPb2s3l+6g7dt0zGqlxRtXAvzt/nx1rjVNtfE9arHdfU1uLJsZvc3XUmz9KWk/9qfmakVaMRul2HE3diD9ErvibJ2w2DsQtRGJlme44yJopIhwGqLWr+ULXjCis7DCYtJ9nfi+h1M4n6fjxxJ/dCQnxeJydXxMTEUr5MKRymji3oqLwXu871qLBgIC4rD3K15UwiHntQa+9MdKyyvnct6lfC99AVbnZbxPX2c4n1fkWtfbPQtTNXhdE00CPkxhOefbc7v5JBk9EdaTCkDX86bGNdlznEx8QxbOe3aOlqZ3tO9Q516Th7IKfX/sHa9rPwdfJg2M5vMUz3ue04ZyAVm3/OrrFr2dR7ISa25ny1Sb2hutGwdrSZ1ptzG/9iZcvpbBmwhGcXH6iOl29Snb5rxnH99zOsavUNh+bsoNGwdtT/qlXu/yGA3mN60XVIZ9bOWsf4jl8TGxPLsl1L0M7hb6Gnr4ersyvrZq/PNsyYuaOo3aQWyyYuZ2jTEfy57RATFo2jXsu6eZGMN+oxpgedhnRi/cz1TO40mdjoWBbtWpRzOg30cHNyY8PsDdmGsSthx4o/VuD1wosZvWcwtvVY9vy4h/i4gimTeo3pSZchnflx1o9M7DiJ2JhYlu5a/Bb56cb62T9lG6b3533Vth+mriQ5OZlLxy/nRTLeSvcxPeg4pCM/zfyJqZ2mEBsdy8K3yFNXJzc2zd6Y47Vvn7vNgJoDVNvyCctzDJ+XBoztQ8+h3Vj+7WqGdRxLTHQsa35fjk4O6axRtzp//HqYER3H8XXf6Whpa7Fm93L09PUAsLK1xMrWivWLNtG/+VC+m/w9dZvWZtbK6fmVrEw+hc+oToOmGAwZR8y+XwmbOoJE9xcYz/0BhalZjudpWNthMGgMCY/vZzpmMGQc2jXqELlmMWETviL274MYjPga7doF+4Nhl9HdaDe4A1tmbWRW5+nERccx57cFb8hPXdyd3dg6Z3OWx3X1dbGvUpqDP+7jm/aTWTFqGYVLFeHbbQ55lYwclej0BTXn9edBuvp8sxzq81qp9fl7b6jPA1hWL0XZAU0JyYcfOUX+27dvH1OmTGHevHncvXuX6tWr07p1awICArIMHx8fT8uWLXF3d+fgwYM8ffqUn3/+mSJFiuRZHKWnnlCJjIxk37593L59Gz8/P3755RdmzZqlFmbChAmsWrWKcePGYWNjk+V1vvzySyZMmMCQIUO4f/8+P//8M46Ojjx69OiNcbCxscHMzCzTfmtra9X/LSwssgw7YcIEDh8+zIgRIzh69ChPnjxh7ty57Nu3Dysrq7f4C+SOCiPb4rL7HK77LgJwc8YOijT/jNJ9G+O0/u9M4YPvuxKc2tvts1m9s71uclIysYFh2R7Pa3WGt+X+3nM8PJCSrhOzdlCm2WdU69WY6xszp6vWkNa4XnjAjc0pPT0urjxIyYZVqDmoJScd0nq5JMUlEJVDui6t/hOAqj0a5WZy3tp/NT8z0mnahYSrJ0m8cRqAuP0/oVW5Ntp1WxJ/OpueHUolyojQbK+p2/4rEp1uE3ckXX4H5dy76v9Jo3q1aVSvdkFH472VHN2el7vO4r33AgCPp2/FukUNivRtgtu6zL0CHoxVb/R5NGUzdh3qYNmoCj4HUn6k8TmY8q9+MetM5+eVhkPbcmbdIZz+vQPAvikbmHN7E5Vb1eL+35l7eQA0Gt6eG3vPcvtAStr/dNhGhWY1qN2rCec3HkHPWJ/avZqy5+t1vLj2GID90zcz/cxKitcog+c9F/RNDGk9rRe/DFuBy9XHqmv7PfFU/f/zro14fOo2139P+dwEvwzg7Ia/aDK6E1d3nsr1v0W3YV34fd0erqb2bvl+0nIO3N1Hg9b1OX/kQpbn3Dp/m1vnb+d43Uq1KnHq4L/cv57SYHls93Ha929Phc/Kc+3f6zmemxe6DOvC3nV7uZ763isnr2T3nd3Ua1WPi39fzPKc2+dvc/sN6Rw0fRC3z91m+5Ltqn1+HgVXJnUd1pXd6/ZwLbX32fJJK9h/d+8H52dIYIja6/qt6nH/6n38PAsurZ2HdWbfun3cSM3TVZNXsuvO7znm6Z3zd7hz/s4br50Qn0BohjQXlN7De/DL2t+4dOoKAAu/Xsoxxz/5snVDTh85l+U5kwfMUHv93aRlHH94mArVyuF44wGuT92ZNXKe6ri3hw+bv9/GvB9noampQVJS/vd2+RQ+o3qdehH371Hizx4HIHrTSnRq1kW3eTti/8zmhy0NDQwnzyZ67w60K1VDYWikdlirQmXizp0k8bEjAHH//o1u645ola1Iwq2reZmcHLUf1ok/1u/n1r8pPe3WTVnN1ts7qdOqLlf+vpTlOffO3+Xe+bvZXjM6IppFA9R7zG6du5nv/16FVWErgnyCci8Bb6Fihvr8jdT6fJm+jXmcRX3+1X1XXqXW52vkUJ/XMtClwfoxXJ++japfd8mTuP9nFdCcenFxccTFxant09XVRVdXN8vwq1atYsSIEQwZMgSATZs2cezYMbZv3863336bKfz27dsJDg7m6tWraGunNIyXLFkydxORgfTUEyr79++nQoUKlC9fngEDBrB9+3aUSvUPW9++fSlTpgwLF+bcq2jx4sVoaWkxYMAAZs2axbp16/K0dRpAoVCwY8cOLl26xM8//8zgwYPp06cPnTp1ytP3TU9DWxOLavb4XUr7AohSid+lx1jVLPNB1zaxt6Xr3XV0uraK+uvHYFDE8gNj+/Y0tDWxq2qP22X1dLlffkyRz7NOV5HPy+B+Wb0h1+3ig0zhi9etyMQ7PzHy7ApafzcYfTP1ClBB+q/mZyaaWmgUK0PSU8e0fUolSU8d0bCvkP15uvoYzt+O4YId6I2YjYZd8bRjCgValWuRHOCD/piFGC7ehcGUlWhVLZieP58ahbYmJtXseXXpYdpOpZJXFx9iVqvcW11DU18XhZYWCaEFN7zLopgNJjbmPL+SVpbERsTw0vEFJT4vm+U5mtqaFKlij0u6c5RKJc+vPFKdU6RKKbR0tNSuG/jChxCvQFWYso2qotBQYGJnwdTTPzDr2nr6r/8a00IWqnO0dLRIiEtQe//E2HjMCltiXjR3f0wqVNwOS1tL7l5K+xIVFRGNs+MTKn1e8YOu7XTbifot62Jpl1IOVa9XnaKlinD74psbVHKbXXE7LGwscLzsqNoXHRHNU8enVKz5/ulUKBTUblYbb1dvFv22iN13d7P6r9XUa1UvF2L97uyK22Fpa8HdS/dU+6Ijonni+ISKH5if6ZlZmVGnWR1O7Mt+2Fhes80hTyvUzOEZ85aq1q3Krru/s+ncZsYuHouxmfGbT8oDhYsXwsrWkluX0z43URFRON1zpkrNym99HSMTQwDCQ8OzDWNobEhUZHSBNOh9Ep9RLS00S5cj4X66MlCpJOHBHbTKZ5+X+r0GoQwLJf7MP1keT3zyGJ3aDVBYpDwftKrUQLNwMRIcb+Vq9N+FTTFbzG0seHA5rWdhdEQ0zx2fUe7z8rn6XgbGhiQnJxMVnr/1itf1ed8M9XnfXKjP114yGO8zjurfFcT/taVLl2Jqaqq2LV26NMuw8fHx3LlzhxYt0qZ50NDQoEWLFly7lvUPy0eOHKFevXqMGzcOW1tbqlSpwpIlS0hKSsqT9IA06ol0tm3bxoABAwBo06YNYWFhXLig/kuxQqFg2bJlbNmyhRcvsp6XCUBfX5+1a9dy+PBhmjRporrumxQtWhQjIyPVVrny21eCANV49dGjR+Pr68vatWtzDB8XF0d4eLjalqB8/w+croUxGlqamXpgxQaFoW+d/TDGN3l114Vrk7Zwrv9ybn27A6Pi1rQ6NActQ733vua7MDBPSVd0hrmmooLCMMomXUbWZkQFhWcIH46RtZnqteuFB/w9ZTN7+i3l3LK9FK9bkV6/Tkehocj1NLyP/2p+ZqQwNEGhqUlyhl53yohQNIzNszwnOcCb2N1rifl5EbG/rUSh0MBg8goUZimNAgojUxR6Bui06EGi8x1iNswh8cE19IbNSplfT+QpHQsTNLQ0ic9w78YFhqFrY/ZW1yg/px9x/iG8uvjwzYHziHHq5ywyQzoiAsMwTleWpGdoboKmliYRGcqryHTnGFubkhiXQGx4tPp1g8JUZZRFcRsUCg2ajevM3wt3smvsGgzMDBmxaxaa2poAPLv4gKptalOmfmUUCgVW9nY0GtE+5T1ssv7svC9z65TGxJCgULX9oYGhWNhYZHHG21s/dwMezzzZd2s3J1yPsfS371g3+yce3nhzD/vcZm6d8ncLCVLveRUaFKo69j7MrMwwMDKg59ie3Dl/h9kDZnP15FUctjhQ5Yv8L5MsUtMSmiE/QwJDMc/Fe6dljxZER8Vw+fiVXLvmuzJXpTVznpp9QJ4C3D1/h1VTVuHQdxa/LN1BlbpVWbBzARoa+f8VxzL1cxicoddgcFCI6tibKBQKJi0Yz/2bD3F96p5lGFNzE4ZMGshfv+fd3J05+RQ+owpjUxSaWijD1NOYHBqChlnWealVsSq6zdsRtWFFtteN/nktSV7umG/7A/MDZzCeu5yoLWtIdHqQ7Tl57XV5k7EsCsuFz2d62rraDJg5iCtHLhITGZNr130beVWfL9G5LhZVS3Jv6f4PjaLIRzNnziQsLExtmzlzZpZhg4KCSEpKwtbWVm2/ra0tfn5Z9yJ2dXXl4MGDJCUl8c8//zBnzhxWrlzJd999l+tpeU2G3wogZX66mzdvcujQIQC0tLTo3bs327Zto0mTJmphW7duTcOGDZkzZw67d2c/r9K2bdswMDDg4cOHhIWFYWr65kLz0qVLaotwvO6y+i6GDBnCnDlzmDBhAiYmWc+T8NrSpUtZsGCB2r6uRlXpblztnd83L/mcS3vYhzq/JOjeC7rcXEOJTl/wYk/WQ3Q+Bs5/pw3rCnzqRaCzJ2Mur6Z4vUp4XPnv/uL1X8jPZPcnJLunTRYd4+qMocNGtOu3Jf6fXaBI+UKV+PA6Cef/AiDe2w1N+4poN2hLkkv+NxaIt2c/oRN2Xepzs9tCkjP0RMtLNTo3oNuS4arXO4YW3NxYCoUCLR0t/pr/K89TezzunriOObc2UbpeZZ5dfMCNPWexKGHLkO3foKGlSVxkDJd3nKDV5B4okz+sB02zLk2ZvOxr1WuHwXM+6Ho56TKkMxU/r8DsIXPx9wqg2hdVmfDdOF75v+Lu5XtvvsAHaNKlCROWTlC9njd4Xg6h39/rH4uun7rO4W2HAXB1cqVizYq0G9COR3ncgNmsS1O+XjZR9Xr24PxZyKFN79acPXQ2U4/SvNSkSxPGLR2ver1g8Pw8e6/0Qz09nnrg9sSdbZe3UbVeVe5fyTynWW5q1bUFM76fono97ausvxS+i2lLvqZUeXtGdZ2Q5XEDIwNW7lyG+zMPtq785YPf7218Kp/RD6Knj+HXDkRt/AFlRPZTq+i174ZWuUpELJ5JcqAfWpWqYzhyEsnBQSQ+yJ+e0Y26NGbkkrS5gpcOyfs5nTW1NJny0zcoFAq2OOQ8R+bHwqCwBbUWDuRMn2X5Wk/6L/nQetL7ymmobW5ITk7GxsaGLVu2oKmpSc2aNfH29mbFihXMm5c35ac06gkgpQEuMTGRwoULq/YplUp0dXVZvz7z5NrLli2jXr16TJ+e9SS9+/bt4+jRo1y7do2+ffsyefJktm/fnmXY9Ozt7bOcU+9daWlpoaX15tt75syZTJkyRW3fn+Xff3XVuOAIkhOT0Mvwq4+elSkxuTh/WkJ4NBGufhiXtH1z4FwQHZKSLgMr9XQZWplm6kHzWmRgKIYZJuQ3tDIhMjA02/cJfRlI9KtwzEvY/l806v1X8zMjZVQ4yqQkNIzNSP94VRibkRzxlvMUJSeR5OWKhnWhdNdMJNnvpVqwJP+XaJWqlEsxF9mJDw4nOTEJnQz3rq61KXEBoTmeW3JMB0pN6MytnouJdPLMMWxuczp9B09HF9VrLZ2UH3aMrE2JSFd2GFub4uPknuU1okLCSUpMwjhDeZX+GhGBYWjpaqNnYqDWW8/YylRVRr0OG/A8bdXKqOAIooIjMCucNrT2+LI9nFi+F2NrM6KCwynTIKVHSbBn1hMov61r/17nieNT1Wvt1L+FuZUZwelWDjSzNuPF4+x7zr+Jjp4OQ78ZzPwRC7lx9iYAbk/cKF25FD1H9cjzRr0b/97g6b106dR9nU5zQgLSyh8zKzNcnbJfbf1NwoPDSUxIxPO5+j390uUllWu/26iA95GSn2k/hGjr6AAp6Uqfn+bWZrx4/P7pTK9KncoUK1OMxWOX5Mr13lZ2eWqWRZ66fUCeZsXf04+wV2EUKlkozxv1Lp+6gtM9J9Xr13lqYW3Oq3R5amFlzrPHLpnOz2jqdxNp0KIeY7p9TaBv5vnGDAz1WfP790RHRfPt8DkkJebdUK70PpXPaHrKiDCUSYkoTNV7qmmYmZMcmnnlVk27ImjaFsJoVrrPWuqPm+YHzxA2fiDJwUHo9x9B5PezSbiT8qN2kocrmvZl0Ovcm8h8atS79e9Nnt97pnqtpZPyfcnMyozQdPlpamWGey58Pl836FkXsWF+39n53ksP8qY+b1HNHn1rU9qdTOt9paGliU3d8pQf0pI9JQejLKA540TusbKyQlNTE39/f7X9/v7+2NnZZXlOoUKF0NbWRlNTU7WvYsWK+Pn5ER8fj07qsyI3yfBbQWJiIjt37mTlypU4Ojqqtvv371O4cGH27NmT6Zw6derQrVu3LCeH9Pf3Z9y4cXz33XdUr16dX375hZ07d3L8+PH8SM470dXVxcTERG3TVmi++cRsJCckEfzADbuG6SofCgV2DSsTdOfNFbq3pWWgi1EJG2Le8OU8tyQnJOH30I2SDdTTVaJBZbzvZp0u77sulGigXgkr2ahKtuEBjO0s0Dc3IjKf0vUm/9X8zCQpkeSXLmiWq562T6FAs3x1kt2eZH9eegoNNAqXQBkeknZNz+do2KrPpalhXYTk4A9r7BBvpkxIIvyBG5aN0g1ZUiiwbFSF0NvPsj3PflxHSk/pxu2+Swm/n7tftt9GXFQsrzz8VZv/cy/CA0IoWz8tHbpG+hT7rDQed59neY2khCS8H7lRJt05CoWCMvUrq87xfuRKYnyiWhjrUoUwL2qtCuN++6lq/2v6poYYWhgT4h2o9p7KZCXh/iEkJSTxWcf6uN95RlRwxAf9LWKiYvBx91FtHs88eOX/ihoNa6jCGBgZUPGzCjjddX7v99HS0kJbR5vkDL+YJycl58tUCDFRMfh6+Ko2z2eeBAcEU71BWnmkb6RP+c/K43zn/dOZmJDIs/vPKFpafQX2IvZFCPDK+zIpJT99VVtKfgZTo+FnqjAGRgZU+KwCzh+Qn+m16dOGZw+e4erslivXe1vZ5elnWeTpkztv+Yx5S5Z2lhibGxMc8JY/SH2A6KgYvNx9VJvbM3eC/F9Rq+HnqjAGRgZUqlGRR3dy/qFy6ncTadymIeN7TcH3ZeYhXQZGBqzZs4KE+ESmD3YgPh97Bn0qn1H1yCSS9OIZ2tVqpu1TKNCu+jmJTzPnZZK3J2FfDyZ8ynDVlnDrComP7hE+ZTjJQQGgqYVCWxsyzFdOcjKKfBwuHhsVg5+Hr2rzev6SkIBgqmbIz7KflePZ3ac5XOnNXjfoFbIvzML+c4gM/bDn4vvKi/q836XH/N30W461dFBtrxxdcfvzKsdaOkiD3ttIVhbM9g50dHSoWbMmZ86cSYt2cjJnzpyhXr2s5/ts0KABLi4uavWqZ8+eUahQoTxp0APpqSeAo0ePEhISwrBhwzINke3evTvbtm2jTZs2mc5bvHgxlStXztQjbuTIkVSsWJFJkyYBKQ2A06dPZ+TIkTx69CjHYbgBAQHExsaq7bO0tHyvYbgF5cmW49RbM4pX9914de8FFUa0QdNAF9fUFSjrrR1FjF8IjqnzL2hoa2Jarkjq/7UwKGSBeeXiJETFEeme8qtAjbl98T51jyivIPTtzKk2rRvK5GTcD2U9QWdeuLn1OB1WjsLvgRs+919Qe2gbtA10eZC6umSHVaOI8AvhwvKUdN3ecZL++xyoM6ItLmcdqdSxHoWqluL4tyk9NrUNdGk4qRtPj98kKjAMsxK2NJ3ZhxB3f9wupg1PNSlsiZ6ZISaFLVFoamBTKWUxhhB3fxKi48hr/9X8zCj+3GH0Bkwm6eVzkj2eod2kMwodPRJSV8PVGzCF5LBXxP/9KwA6bfqQ5P6U5EAfFPpG6DTvhoa5DbHX0iZjjz/zJ3qDv0Hb5TGJzx+gVbEmWlXqELPuw4co5Yfo6Bg8vXxUr719/Hny7AWmJsYUsst69e//J+6bjlH1xzGEOboSds+FkiPboWmgq1oNt+q6scT5BfNs8V4A7Md3ouw3Pbk/Zh0xnoGqXn5JUbEkpX7WtM0M0Stiha5dSu8FwzIpvbvjAkIzzd+XWy5vP06zCV0Icvcj+GUArab2JNw/hMen0lZRHPG7A49P3lKtOHtp6zF6rRyD10NXXjq60HBYW3QMdFWr4cZGxHBr/zk6zh5ATFgksRExdF4wGPc7z/C8l1LBD3Lz49GpW3SaN4g/Zv5MbGQMbb/pQ8ALH15cS+mdY2BuTLV2X/DiuhNautrU7tmYau3rsql33gxn+nPbYfpP6Iu3mzd+L/0YPG0Qr/xfceVk2qqJy/cs48qJq/z1a8oKx3oGehQpmdYLv1AxO0pXKkVEaAQBPoFER0Zz/9p9Rs4eQXxsPP7e/lSrW42WPVqwaeGWPEnHmxzedpg+E/vg4+6Dv6c/A6cN5FXAK66dSisjl+xZwtUTVzn6a8q8YnoGehROl07bYraUSk1noE9KI+wfm//g25++5eGNhzy4+oCaTWryRYsvmNFbffXR/HJo2yH6TeiLt5tPan5+lSk/v9+zlCsnrnLk15TVGTOm066YXaZ0Qkoj0JftG7F5UcHkYUZ/bfuL3hP74O3ug7+nHwOmDSQ4IFgtTxfvWcy1E9fU8rSQWp7aYV+pFJGpadUz0KPvpH5cPX6FkMAQCpUoxJBZQ/F19+Xuhfxf5AVg39aDDJ44kJeu3vi+9GXE9KEE+Qdx8eRlVZh1+1Zy4fglDv5yGIBpSybRqktzZgydTXRktGq+xaiIKOJi4zEwMmDtnhXo6emyYMISDI0NMDQ2ACD0VVimBvn88Cl8RmOP7Mdw4kwSXzwh8fkT9Dr0AD194s6kdFIwnDiL5OBAYnb9DAnxJHmqN54royIB0vYnJpLw6B76g0ajjItLGX5b+TN0m7QmesdP+Zq2jI5tO0L3Cb3wdfMh4KU/fab2JyQgmJun0qbJmbd7ETdOXufEr8eAlPy0K5n2o5dtMVtKVrInMjSCIJ8gNLU0mbbxW+yrlGLp0EVoaGpgljpnbWRoJIkJifmaRuctx6m/ZhTB990IuveCiiPaoGWgy4vUOlH9taOIfof6fGJULGFPvdTeIzE6jriQyEz7xcdtypQpDBo0iFq1alGnTh3WrFlDVFSUajXcr776iiJFiqgW2xgzZgzr16/n66+/ZsKECTx//pwlS5YwceLEnN7mg0ijnmDbtm20aNEiy8a27t27s3z5csLDM6/AVa5cOYYOHcqWLWkVxp07d3L69Gnu37+vNknxggULOHr06BuH4ZYvn3mVpWvXrlG37sezYqbHkRvoWppQfXp39KxNCXnswbn+y4lNXTTCsIiV2q83+rbmtPs3rbt+pTHtqTSmPf5XnTndYzEABoUsaLBhHLrmRsS9iiDg1lNOdphP3Af2BHkXzkdvYGBpQqMp3TG0NiXAyYP9Xy0nOjVdJoXV0+V95zlHJm7gy2k9aTy9FyHufvwxcjVBz1IedMqkZGwqFKNq94bomRgS4R+C26WHXFx5kKT4tAd9oyndqdbzS9XrYcdT/la/916M5/Xc6c2Qk/9qfmaUeO8ScUam6LYbgMLEnGQvV6I3zkWZuniGwtwaDWXaFweFvhF6fSagMDFHGR1J8ksXotdMVxtum/jgGrH7N6Dboie63UemLK6xfQlJrk4Z3/7/0qMnzxk6Ie2LxPJ1KWVd57YtWDx7akFF6635/XUNHUsTyn7TE10bM8Ife3C77zJV45t+ESu1XyyLD2qJhq42NbarT0ngsuIgLj8cBMCmdS2q/jhGdeyzLV9nCpPbzm/6Gx19XbovHY6eiQHut56ybdAyEtP1VLEsYYuhRdp8rPePXsfQwoRWk3tgbG2Gj7MH2wYtIzLd4hl/L/oNZbKSgRsno6WjxdOLDzg0R/35tG/KRjrOGciQHd+gTFbiesOZbYOWkpxu2FvN7o1oP6s/CgV43H3Opj4LeXn//YfD5mTfxv3oGegxednXGJkY8ejWY74d6KA2X1rhEoUwtUib+qB8tXKsPJA2cfuYeaMBOHngFCumrATgu3FLGfbtUGaum4GxmTH+XgFsX/4Lf/9WMBPxH9x4ED19PSYsnYCRiRGPbz9m7sC5auksVLwQphZp9Zay1cry/f7vVa9HzhsJwL8H/mX11NUAXDt5jfWz1tNrXC9GLxiN1wsvFo9ajNOtgimT9m88gJ6BHpOWTVTl56yBs9XTWaKwWjrLVSvHDwfS5pocPS9lypBTB/7lh9T8BGjSqTEo4Nxf5/M+IW/hj3R5amhiiNNtJ+YOnKOWVrvihTBJd++WrVaWpfuXqV6PmDcCgNMHTrNm6mqSk5Kxr1iS5j2aY2hiSLB/MPcu3WPXD7+RGJ+/DQav7dqwF30Dfb5dPhUjEyMe3HrI5AEz1HrWFcmQp90HdQZgwx9r1K61aPIy/tl/kvJVy1Ll85RpKw5e/V0tTNcv+uDnpT4sLD98Cp/R+CvnUJiYod9nKBrmFiS5uRCxcLpq8QwNaxtQvluDauTKhRgMGInR5NkojExIDvQjZvdW4k7+lRdJeGuHN/2JroEeo5aOw9DEkCe3nfjuq/lq+Wlb3A4T87TPZ+lqZViwL62+O3huyny45w6c4adpa7Gws6R2qy8AWHniR7X3m9d7Fo+v5+8cia/r89Wmd0c/tT5/9g31+fbZ1Of/Ta3Pi09D7969CQwMZO7cufj5+fHZZ59x4sQJ1eIZnp6eau0exYoV4+TJk0yePJlq1apRpEgRvv76a2bMyLsfJxRKZcY+wEJ82n4v/HYr9f4XeH48HSA/SPFPZP7aTj1CCzoK+UJv7o9vDvQfcKbyrIKOQr44q///sdp1XrublHkepv8inQ+YwuJjk/iOX+g/Vp9Knr5Kin5zoP8Ac039go5CvthVM6qgo5AvRt59/9VbPyZdEnJe/PC/YoDProKOQr6JnN61QN7XaMWhAnnfvCRz6gkhhBBCCCGEEEII8ZGR4bdCCCGEEEIIIYQQIn98Ir3d84P01BNCCCGEEEIIIYQQ4iMjPfWEEEIIIYQQQgghRP5IlqUdcov01BNCCCGEEEIIIYQQ4iMjjXpCCCGEEEIIIYQQQnxkZPitEEIIIYQQQgghhMgXShl+m2ukp54QQgghhBBCCCGEEB8Z6aknhBBCCCGEEEIIIfKH9NTLNdJTTwghhBBCCCGEEEKIj4w06gkhhBBCCCGEEEII8ZGR4bdCCCGEEEIIIYQQIn8kJxd0DP4zpKeeEEIIIYQQQgghhBAfGempJ0QG9sqYgo5CvnFFr6CjkC9u6iQVdBTyRbW/FQUdhXzhvW9WQUchXzR/vKSgo5Av7tScU9BRyBddsC7oKOQLR43Ygo5CvtFDs6CjkC+8k6MLOgr5orK2ZUFHIV84JwQXdBTyhf8jw4KOQr4wUegUdBTyhWnyp1GX/6TIQhm5RnrqCSGEEEIIIYQQQgjxkZGeekIIIYQQQgghhBAif0hPvVwjPfWEEEIIIYQQQgghhPjISKOeEEIIIYQQQgghhBAfGRl+K4QQQgghhBBCCCHyhVIpw29zi/TUE0IIIYQQQgghhBDiIyM99YQQQgghhBBCCCFE/pCFMnKN9NQTQgghhBBCCCGEEOIjI416QgghhBBCCCGEEEJ8ZGT4rRBCCCGEEEIIIYTIHzL8NtdITz0hhBBCCCGEEEIIIT4y0lNPCCGEEEIIIYQQQuQLpfTUyzXSU08IIYQQQgghhBBCiI+M9NR7S4MHD+bXX38FQFtbm+LFi/PVV18xa9YsLl++TNOmTbM8z9fXFzs7O+bPn8+CBQsyHS9fvjxPnjwBoEmTJly4cAEAXV1dihcvzpAhQ/j2229RKBRvjKO7uzv29vaq1xYWFtSsWZPvv/+eGjVqvPV7ZLxOeteuXaNu3bokJSWxYsUKfvnlFzw8PNDX16ds2bKMGDGC4cOHAxAYGMjcuXM5duwY/v7+mJubU716debOnUuDBg0AUCgUHDp0iC5dumT6e4eGhnL48OFcjXd+sRvchsJjO6NjbUaUkztuDtuIdHTJMqxN/xbY9GyMQfniAEQ+cMVz6e+ZwuuXLUIJh4GY1KuEQkuTmGdePBm+gnjvoDxPz2u1vmpJvZHtMbI2xd/ZkxPzfsXnvmu24Su2q0OTqT0xK2pFsLs/Z5btweXcfdXxLyd1o3LHepgUtiApIQnfh26cW7EfH8cXqjAW9na0mNWPYrXKoamthf8TT86vPIjHNac8TWtW2k7uSb2+zdA3McTt9lMOzN5GoLtfjuc0HNiKZqM6YmJtirezJ3/M24Hn/bT09VoynPINqmJia058VCxud59xZNluAl745HVyMrEY2A7rkd3QsjYn1tkNn/mbibn/PMuwJq3rYT22J7olC6HQ0iLO3YegrYcJPXROLYxF/7boVymNlrkJz9tNJNbZLb+Sk6PiQ1phP7YjOjamRDh54jxrB2H3XmQZtuiAZhTu+SXGFYoCEPbAjedL9qqFt21Xm2KDWmJSzR4dC2OuNJtBxGOPfEnLh7rt+JAduw/i9MSFwFfBrF06h+Zf1i/oaGWr5lctqZuuHDr1hnKoQrs6NE5XDp1dtocX6cqh9NouHsrnA5pzasFv3Np+QrW/59Yp2FYqgaGlCbHhUbhdfszZpXuIDAjN7eSpqTqoBTVGtcfA2pQgZ08uzt1JgGP2aS3dvg51p/XAuKgVYe7+XF2yF490adW3MqH+rD4U/7IqOiYG+Nx4ysU5vxLm7q8K03W/A0XqVVS77qPfznB+1o7cT2A6nSf3plHfFhiYGOBy+ym7Zm8h4A3la9OBbWg9qhOm1ma8dPZgz7xtuN1Xf3aW+rwcXaf1pdRnZUlOSualkzurv/qOhLh4ytetzPS9metmAN91moH7g6zLhA/RfnJP6vdtjr6JIa63n7Jv9tY3Pke+HNiK5qM6YmJthrezBwfm7cAj3XOkz5IRlG9QBVNbC+KiYnG7+5S/lu3GP91zpHi10nSe0ZdiVUuBUonH/RccXvo73s75V071ndKfFv1aYWhiyJPbzmyetQFfd99sw1eqU5kuo7tRumppLGwtWTp8MTdPXVcL03tyXxp2/BKrwlYkJiTy4qELvy//jeeOz/I6OUDB3LcAtvaF6DHrK8rULI+WthZeTzw4vGovT689zrO0ZjR82mA69muPsYkRD24/4oeZa/By8842/MDxfWncthElyhQnLjaOh7cfs3HJz3i+eKkK06l/e1p2aU75qmUxNDakdcWORIZH5UdysmTevwMWw7ujZW1O3BM3/BZuJPZB1veWcav6WI7ujU6JlHpRvIc3r7YdIvyvs6owVhP6Y9L+S7QLWaNMSCD2kQsBq3cSe/9pfiVJpcvk3nyZ7t7d+Rb3brOBbWiT7t79Pd29a1nUmhWXN2Z53oaxK7n9zzUAtrsfzHR804TV3Pz7ygem6N2VHNKS0mM7omttSriTJ48cfiE0m7pg8f7NKNqzkVpd8MnSfdmGF29BeurlGump9w7atGmDr68vz58/Z+rUqcyfP58VK1aojj99+hRfX1+1zcbGRnW8cuXKmY5fvnxZ7T1GjBiBr68vT58+ZebMmcydO5dNmza9UzxPnz6Nr68vJ0+eJDIykrZt2xIaGvrO7/H6Oum3mjVrArBgwQJWr17NokWLcHJy4ty5c4wcOVLtfbp37869e/f49ddfefbsGUeOHKFJkya8evXqndKTm/HOD5ad6lNy/mC8Vu7nfuvpRDl5UGnPHLQtTbIMb1q/MkGHLvOoxzwedpxFvE8QlfbORcfOQhVGt4QtVQ4vJsbFm8fd5+HYbAovVx9AGRufX8miUoe6tJzdn4tr/+TnDrPxd/ak32/fYpBNuorWLEu3deNx3H+en9s78PTUbXptmYJ1uaKqMMFufpyY+wubW33Lr90XEOYVSP/fvsXAwlgVps/2aWhoafBb38Vs7eCAv7MnfbZPxdDaNM/TnF7z0Z34ckgb9jtsZXWX2cTHxDF650y0dLWzPadGh3p0nT2Qk2sPsqL9THycPBizcyZG6f5mLx+6sXv6Rpa2mMrGr5YAMHbnLBQab27Iz02m7RtSyGE4AWv34NJhErHObtj/uhBNy6z/zkmhEQT+tJ8X3abzvO0EQg6cpujyrzH6soYqjIaBHtG3nPD7/tf8SsZbsetcjwoLBuKy8iBXW84k4rEHtfbORMcq63vZon4lfA9d4Wa3RVxvP5dY71fU2jcLXTtzVRhNAz1Cbjzh2Xe78ysZuSYmJpbyZUrhMHVsQUfljSp2qEuL2f25tPZPtnWYTYCzJ31yKIeK1CxL13Xjub//PFvbO/Ds1G16ZiiHXivfuhZFapQhwi840zGPa078OW4dG5tN5+DotZiXsKH7pq9zPX3plen4BQ3n9OfWmkPsazebV06edPptBvrZpNWuZllarx+H094L7Gs7G9eTd2i3dTIW5dPS2n7rZEyK23Bs2Gr2tZlNhFcQnffMREtfV+1aj38/y/bPx6m2K0v25mla24zuQvMh7djlsIUlXWYRFxPH5J1zcixfa3eoT6/Zg/h77QEWtv+Gl07uTNo5G+N0f59Sn5dj0i8OOF26z+LO3/Jd5285u/M4SmUyAC53njKl9nC17eKe0wR6+udJg16L0Z1oPKQtex228kMXB+JjYhm3c1aO6fy8Qz26zv6K42v/4Pv23+Lt5MG4nbMyPEdc2TV9E9+1mMJPXy1BgYJxOx1UzxEdA13G/TqTEJ9X/NDFgVU95hEbGcO4nbPQ0NLM9XRmpeuY7rQf0oHNMzcwo9M04qJjmbtrIdo5pF3PQA93Jze2zM6+Huzj6sPPczcxqdV4ZnWfQcDLAObtWoiJRdafk9xUUPctwIRtM9HU1GBlvwUs6vgNL509mLhtJibWZnmZZJX+Y/vQY2g3Vny7mhEdxxEbHcuq379HJ4e0f1a3On/++hcjO45nUt/paGlrsXr3cvT09VRh9PT1uHH+FjvXFfyz1Ljdl9jMGkHQ+t24dZlArLMrxbcvQtMi+3rRq417ce81FdeOYwn94zSFl03GsOHnqjDx7t74LdyIa4exuPeZToJ3AMV3fIdmPtyv6bUd3YUWQ9qx02EL36Xeu1Pf4t7tPXsQR9YeYEHqvTsl3b0b7POKSbWHq22HVu0lNjKGh+fvqV1r27T1auHunrqZp+nNSuHOdak0fyDPVv7BxVazCH/swRd7vs22LmhZvyLeh69yrft3XOkwjxifV9TdOxO9dHVBIQqKNOq9A11dXezs7ChRogRjxoyhRYsWHDlyRHXcxsYGOzs7tU1DI+1PrKWllem4lZWV2nsYGBio3mPIkCFUq1aNf//9953iaWlpiZ2dHbVq1eKHH37A39+fGzduvPN7vL5O+k1bO6WwP3LkCGPHjqVnz57Y29tTvXp1hg0bxrRp0wAIDQ3l0qVLfP/99zRt2pQSJUpQp04dZs6cSadOnd4pPbkZ7/xQeFRH/H8/TcC+c8Q888L1m80kxcRh07d5luGfj1uL368niX7sToyLNy5TN4KGAtNGVVVhSnzbj5Czd/H47jeiHrkR5+FPyKnbJLwKz69kUXd4W+7tPcf9AxcJeu7NsVnbSYiJ47NejbMMX2dIG1wuPODa5mMEufhwfuVBfB+5U3tQK1WYR39dxe3KY0JfBhL43JtTi35Hz8QAm4opvRb1zY2wLFWIKxv+JuDJy9ReNnvRMdDDJosv5Xmp8dC2nFp3iEf/3sHniSe7pvyEqa05VVvVyvacJsPbc3XvWW4cuIC/izf7HbYSHxNP3V5NVGGu7TnDi5tPCPYKxOuxO/+s3I95ESssitpke928YDW8CyH7ThJy8AxxLi/xdthAckwcFj1bZhk+6sYjwk9dJ+6FF/Gefrz65W9in7hjWKuSKkzooXMErNtL5GXHfErF2yk5uj0vd53Fe+8Fop5583j6VpJi4inSt0mW4R+MXc/LX/4l4rEHUS4+PJqyGYWGAstGVVRhfA5e4sWqP3l18VE+pSL3NKpXm4kjB9GicYOCjsobfTG8LY57z/EgtRz6Z9Z2EmPiqJ5DOfTiwgOubz7GKxcfLqw8iN8jd2qlK4cAjG3NabVgEIe//omkhKRM17m57QQ+91wI9w7C+85zrm74myI1yuRpg8hnI9ryeM85nPdfJOS5D+dm7iAxNo6KvbNOa/VhrfE8/4B7m48R4uLDjR8OEvjInWqDUj7DZvZ22NUsy4VZOwi470qoqy/nZ+1AS0+bcp3rqV0rISae6MAw1ZYQGZNn6QRoMbQ9R9f9geO/t/B64sH2KeswszWnRqs62Z7TcnhHLu09zZUD5/B18WKXwxbiY+Jo2KuZKkzvOYM588txjm88jM9zL/xdfbh97BqJ8YkAJCUkEh4YqtqiQiL4rGVtrhw4l93bfpCmQ9txct2fPPz3Nj5PPNmZ+hyp3qp2tuc0G96eq3vPcP3AefxcvNmb+hyp1ytthMiVPWd4cdM59Tnixt8r92FRxArL1OeIXekiGJobc3TVfgJcffF77sXxtQcxsTbDoohVdm+dqzoM68SBdfu5+e8NPJ64s3byaixsLPiiVfajKO6ev8PuH3Zx4+T1bMNc+usCDy7fx9/Tn5fPPNmxaCuGJoaUqFgyD1KhrqDuWyNzY+xKFeb4xsN4PfEgwN2PP77fha6BHkXKFcvzdAP0Gt6dX9fu4vKpq7xwdmXR18uwsrWiUeuG2Z4zdcC3/LP/JG7P3HFxcmXxpO+xK2pL+WrlVGH2b/2DXT/t4fHd/B+NkZHl0K6E7jtB2B//Eu/yEr+560mOicOsR6ssw0fffEjEv9eIf/GSBE8/Qn79i7inbhjUqqwKE/73eaKvOpLw0o94F0/8l25B09gQ3fJZjzTKKy2HtufvdPfu1tR79/Mc7t3Wwztyce9pLh84h4+LFztT791GqfeuMjlZrTwNDwzl89ZfcOvYVeKiY9WuFR0epRYuMS4hT9OblVKj2uP5+1le7r1A5DNvHnyzjaSYeIr3aZJl+HvjfsLjl38Jf+xBpIsP96dsAQ0FVunqgkIUFGnU+wD6+vrEx+dNTymlUsmlS5d48uQJOjo6730dfX19gCzj+SHvYWdnx9mzZwkMDMzyuJGREUZGRhw+fJi4uLh3j3gOcutvkxcU2loYVStN2KUHaTuVSsIuPcC4ZrnsT0xHQ18HhZYmiSGRqRdVYN6iJrGuPlTcM4faD7dT9dhSLNpk/+DNbRramhSqao/b5XQNFkolbpcfUfTzslmeU/TzMurhAdeLDyj6eZls3+Pzfk2JDYvC3yllOFBMSCRBLj5U694IbX1dFJoafN6/GZGBYfg+zL9hnJbFbDC1MefZlYeqfbERMXg4umD/edb5qqmtSbEq9mrnKJVKnl15SMlsztHR1+WLnk0I8vQn1Df/hlUrtLXQr1KGyMvphiQqlUReccTg8/JvdQ3D+tXQLVWEqJv5N/TnfSi0NTGpZs+rS2n5glLJq4sPMav1dp9RTX1dFFpaJIQW3JCgT9H7lENFsimHiqQvhxQKOq0Zw/XNRwl6nv3Qsdf0TA2p0qUBXneek5yYuQEwN2hoa2JT1Z6Xl9N9npRKvC49xq5m1mWo3edleJkhrZ4XHqjCa+qmzLii9uVJqSQpPpFCddTv/fJd6zPs/kb6nl5KvRm90NLLu2etVTEbzGzMcb6S9tyMiYjG1fE5pbMtX7UoUaUUTunOUSqVOF95SKnUMsvY0oTSNcoR8SqMb/9YzKpbW5m+bwFlalXINi7VW9TCyNyIKwfOZhvmfb1+jjzJ8Bxxd3ShZDb3b8pzpBRPMzxHnl55iH025+jo61I39TkSkvoc8Xf1ITI4nPq9m6KprYm2rjb1ejfD97kXwV5Z1+Nyk21xWyxsLLif7gee6Ihonjs+o3zN7PPjXWlpa9GqXxuiwiJxd3LPtetmpSDv28iQCHxfeFOvW2N09HXR0NSgcb9WhAeG4vEw++H5uaVw8UJY2Vpy+/Id1b6oiCic7jlTpWalHM5UZ2hiCEB4aP79QP3WtLXQq1yGjeEdygABAABJREFUqKuOafuUSqKuOqJf4+3uWYN61dGxL0r0rWx+7NPWwqx3W5LCI4l7kn91WuvUe9cpF+5dpysPKZ1NPbFElVKUqGzPxX2Zy9MBC4ez9u52Zh9eSsOezbI4O28ptDUxrWZP0EX1+kTQpUeY18q6bM1IU18XDS0t4kMj8yiWn4DkAtr+g2ROvfegVCo5c+YMJ0+eZMKECar9RYuq9xwqUaIEjx+nVcgfPnyIkZGRWpgBAwaoDSHdsGEDW7duJT4+noSEBPT09Jg4ceJ7xTM0NJRFixZhZGREnTppDUBv+x7169dX62kIEBmZUnCtWrWKHj16YGdnR+XKlalfvz6dO3embdu2QEqvxF9++YURI0awadMmPv/8cxo3bkyfPn2oVq3ae6UnN+KdUVxcXKZGx3hlEjqK9+t9oWVhjEJLk/jAULX9CYFh6Jcp8lbXKDl7IAn+IYSmNgxqW5miaaRPkfFd8fx+Dx7f/YZ50xqU3zadxz3mEZ4Pc8sZmBujoaVJZFCY2v6ooHCsShfO8hwjazOiMoSPDArDMMPQkLLNatBt/Xi09XWICAhl14BlxISk5deu/kvp9fNkZjhtRZmsJOpVOHsGfU9seHTuJO4tGKfGOSJQPT0RgWGqYxkZmpugqaVJRFDmc2xKq98LDQe0pNPM/uga6uH/wpsNA5Zk2Vsor2iam6Q0JAeFqO1PDApFt3T2PSI1jA2ocO0XNHS0USYn4zNn4/9dr7yMdCxM0NDSJD5DXsYFhmFY9u0+o+Xn9CPOP4RXFx++ObDINa/LoYzlSlRQOJbvUA5FZSiH6o/pSHJiMrd2nMzx/Zt+24dag1qiY6CH193n7B/yw/sl5C3oW6SkNSbDfRodFIZZmUJZnmNgbUZ0UHiG8OEYpKY1xMWXcK8g6s3ozfmZ20iIjuOz4W0xLmyJoY2Z6pxnh68S4R1ElH8IlhWKU39WH8xKF+L4yLW5msbXTK1Thi6FZ3huhgeGYZpN+WpkboymlibhGfI2PDAUu9Ty1bq4LQCdJvXiwJKdeDq5U79bY6b+Po95rSdnOXdUo97NeXzxPiFZDMH+UCY5PEeyGzJplM1zJDwwDNsM93yjAa3okvoc8XvhzfoBi1XPkbioWNb2WcjILdNoM6E7AAHuvvz01RKSk/L+G45Zah6HBYWq7Q8NClUd+xC1mtdmyvrp6OrrEhIQwvz+c4kIyduGooK+b1f1X8C4LTNY//g3lMlKIl6FsXrwYqLzYf45C5uU6WGCA9XrDMFBIVjaWGR1SiYKhYKvF4zj/s2HuD11z+0ofjCt1HpRUoZ6UdKrUHRLZ98bUsPIgLKXf0ORWi/ym/8TUVfUh54aNa1DkdUzUOjrkhgQjOdgB5Ly+H5Nz+Q97l3jHO7dQqWzrjs16t0Mn+cveXFXfb7AQyv34nz1IfGx8VRuVJ2B3w1Hz1CP07/8834Jeg+v64JxWdQFjcpkXZ/IqNKcfsT6h6g3DApRQKRR7x0cPXoUIyMjEhISSE5Opl+/fsyfP59bt24BcOnSJYyN0+YCyzjks3z58mrDdQFMTNTH7ffv3x8HBwdCQkKYN28e9evXp379d5uw/HWjVlRUFKVKlWLfvn3Y2tq+83vs27ePihUrZtoPUKlSJR49esSdO3e4cuUKFy9epGPHjgwePJitW7cCKXPqtW/fnkuXLnH9+nWOHz/O8uXL2bp1K4MHD36nNOVWvDNaunRppgVMhhpWYJjx2//SmJuKjO+KZecGPO4+D+Xr3hSpc+IEn7iF75ajAEQ/dse4VnlsB7bOl0a9vOR+zYktbWdhYGFMjb5N6b5hAts7zyM6dWhx20WDiXoVzi89F5EYG0+NPk3ovW0a2zrNybNJ6mt2bkDvJSNUrzcP/T5P3ue1239d5unlh5jYmNF0RAeG/PQ1a3rMK5DhCO8iOTIGl/Zfo2Ggh1GD6hSaPYx4Tz+ibvx3Kzj2Ezph16U+N7stJPn/PH/Em9lVKUntIa3Z1t7hjWGvbz7K/X3nMS1iRaNJ3ei0ejT78rBhL7clJyZxfOQamq0YwYhHW0hOTOLl5ce4n3VUW4zr8e60oaevnngRFRBK132zMClhQ7hHwAfH44vOjRi4ZKTq9Y9Dl37wNbOiUKT8uHdh97+q4bT7HrtRsX5VGvZqxp/L1efsMrezoPKX1dk0blWuvH+tzg3pm+45snHosly5bnZu/XWJJ5cfYGJjTosRHRj60yRW9ZhLYlwC2rra9F8+Ctc7T9kx8Uc0NDVoPqIDY7Z/y4pOM0nI5bLsyy6NGb10nOr14sELc/X6GT28+oApbb7GxMKEln1bMW3DDGZ0nkrYq7A3n/yW/t/u236LRhDxKozlPecQHxtPoz7NmbD1WxZ3mkFYhsaaD9Wqa3Omfz9F9Xr6VzM/+JpTl3xNqfL2jOn6fh0X/l8lR8Xg2mk8Gob6GNarju3MESR4+hF9M+1HwKjr93HtNB5NCxPMe7WhyNqZuPeYTFJw7t2v6dXt3Iiv0t27a/Lo3k1PW1eHup0b8fePmRfF+Htd2j7Px27o6uvSZmSnfG3U+1BlxneicOd6XO22SOqCH0ApC2XkGmnUewdNmzZl48aN6OjoULhwYbS01P989vb2mJmZZXu+jo4OZcpkPWzmNVNTU1WY/fv3U6ZMGerWrUuLFi3eOp779u2jUqVKWFpaZhmft32PYsWK5RhfDQ0NateuTe3atZk0aRK7du1i4MCBODg4qFah1dPTo2XLlrRs2ZI5c+YwfPhw5s2bp2rUMzY2Jiws80MsNDQUU1P1iWhzK97pzZw5kylTpqjtu1vuq7c6NyuJwREoE5PQyfBLl7a1KQlvaIAqPLoTRcZ35XHvBUSnW40uMTiC5IREYp6/VAsf89wL4zpv13j5oaJDIkhOTMLISj1PDK1MiAzMuhISGRiKYYbwRlamRGXsxRgTR4iHPyEe/njfc2Hs+ZXU6N2EKxuOULJBZco2r8GKaiOJT53T6fjsX7BvWJVq3RtxdePfuZfIdB6dvoNHutWHtXRSGuiNrU3Vftk0tjbF2ynrlQOjQsJJSkzCOMPfwNjalIgMf4PYiBhiI2IIdPfD/d5zlt7fRrXWtbl75GruJOgNkkLCUSYmoWWl3mNCy8qMxAy/xKtRKon3SFm5MNbZDd0yxbAe2/P/ulEvPjic5MQkdDIstKJrbUrcGz6jJcd0oNSEztzquZhIJ888jKXIyutyKGO5YmhlQtQ7lEOG6cqhYnUqYGhlwoRrP6qOa2hp0mJ2f+oMbcNPDSep9seERBITEkmwmx9BLj5MvLGOIp+Xwftu1iubf4iY4JS06me4Tw2sTInOJq3RgaEYZJjg28DKhOh05U3gQ3f2tXFAx1gfDW0tYoMj6HFkPgEPsh/65Z+6sp9ZSdtcadRzPH0LN8e0VbW1dFLqUibWZmqNESbWprzMZghlZEgESYlJmGTI2/TXCAtIKbt8Mzw7fV94YVHYOtM1G/RsRmRIJPdP337XJGXp4enbuKulM/vniFe26cz6OWKS4RqQ8TnyjOX3t1O9dW3uHLlKrc4NsShizcquc1AqU75E/fL1jyy/v51qrWpz5+/cfdbc/Pcmz+6lrRD6ejEMUyszQgLSnilmVma4OX34cNG4mDj8PHzx8/Dl2b2n/HRhM837tOTPnzI3KLyv/6f7tkL9qlRv9jkTqw8mNrVu9PucrVRqWJ36PZpwfOPh901mli6fusrje86q16+nvrGwNudVQFqvVgsrc54/fnN5OOW7idRvUZdx3SYRmI9TjbyLxNR6kWaGepGmpRmJgTn05FUqSfBMqRfFObuiW7o4lqN7qTXqKWPiSPD0JcHTF1/Hp5T+92fMerbm1eb9eZIWx9O3cH3Le9czm3s34i3u3fRqtauLjp4OV/+88Mb4uTo+p9PXPdHS0VLNG5nXXtcFdd+jLlhqTHvKTOjEtV5LiHCWuqD4/yBz6r0DQ0NDypQpQ/HixTM16OUFIyMjvv76a6ZNm6aqhL2NYsWKUbp06RwbGD/0PbJSqVJK77aoqOy7/leqVEntePny5blz545amKSkJO7fv0+5ctnPb5Vb8dbV1cXExERte9+htwDKhEQiH7zAtGHaIhcoFJg2rEbEnWfZnld4bGeKTu6BU79FRN1XX3FPmZBIpKMLehm6t+uVLkxcPsyFA5CckITvQzdKNkib7BeFAvsGVfC6+zzLc7zuumCfPjxg36gKXm/4AqzQUKCZWuHQTp3H6X/s3Wd0FUUfgPEnvfdK70WaSK8ivRelS2/SRClSE0CkBAsIIk0JTZQmogjSlF4lQAIkgfTee+95PyTc5CY3gJAir//fOXtOsnd2d+bu7szc2dmZ3Jwirwfl5JTp7LDpyWlE+YcrljDPIOIjYqnfoWAwXB1DPWo0r4vvPdXnNTszm8BHvkrbqKmpUb9DE/xK2CY/EGpqaoofgOUhNzOL1EdeGHQs9Gq8mhqGHd4kpchrE8+kpoZaOcb7ZeRmZpPwwFdpkgvU8ia9iHMq+bzUmj2QOvPfw2m0AwkuZT9mkSiupHyo5jPyoeAS8qGnDXGPfrnG972XsqvvMsWSGBbDrZ0nOTi+5B66T/MfjTK63nMys4l46Eu1Immt2qkxYXdV56Fh97yoWiSt1To3URk+IzGVtJhETGraYN2sNr7n7hYL85Rl47yJi5LD4/55QlRIT04jwj9MsYR4BhEXEcsbHQrKTV1DPWo3r4d3iflrFv6PfJS2UVNTo2GHpvjk51lRQRHEhkVjU1u57LSpVZno4OJlZ8fhXbn5y2WyS2mcxJLKkQZF0lmzeV38Srh+88oRH6VtnpYjviVs8zRM4XJEW0+H3NxcpfpSbk4u5KLUS7O0pCWnKhrZwvxDCfQIICYihmYd31SE0TPUo17z+jy5+7jUj6+uroZWKd+b/6brVkfvad1Iuf6bm5Oj6OlXmlKSUwn2C1Esvh5+RIVH07LQrK76hvo0eusNHt199tsj89d8xNt9OvHRiAWEBhZ/Bf5fIzOLNFcvDNoXXLOoqWHQoTmp9//BNav+AvUidfUyrTullXDtNiqFa/eNDk2LvV4LeUMZOP/pRGLM818rrt6oJklxieXWoAd5dcH4B77Kk1yoqWHZqTGxTiXnrXVmD6T+vPe4NXo98VIXFP8i0lOvFEVERJCWpjy7j4WFheI13KysLMLClAswNTU1pVdji5o+fTqrV6/m2LFjDBs2rPQj/YxjREdHF4uvqakpurq6DBs2jI4dO9KhQwdsbW3x9fVl6dKl1K9fn4YNGxIdHc3w4cOZPHkyzZo1w8jICCcnJ7744gsGDx6s2N/8+fOZMmUKDRs2pGfPniQnJ7NlyxZiY2OZOnVqqce7PITs/J16m+eQ5OJNkrMnlaYNQENfh4hDeQPF1v1mDhlhMQSs+xGAKrOHUG3hKDxmbyI9MBKt/F5+2clp5OTPFhWy/Tfq75hPwi03Eq4/wrTrW5j3bMWjoSvKJU0At3adZvCG6YQ+8CXExZs2k/ugpa+Dy9G8p3CDN84gMSyWC18cBuDvPWcYf9iedtP64XnhPo0Htqdy09qcWuIIgJaeDp0+HIzHn/dIiohDz8yQ1hN6YmxjhvupvNmag+55khafzOCNM7i6+TiZaRm8NborptWs8brgXG5pB7i8+zS95rxLpF8Y0YER9FswgvjwWB6eK+jVMftHex6cvcPV/Xljc13adYoxG2YS8NCHAGcvukzph7a+DrfzvzOLata8NbA9j688IDkmARNbC3rMHERmWgZuF++rjEdZidr1K1U3zCP1gRepLh5YTB6Mur4usT//CUDVDfPIDIsm/Mv9AFjNHEbqQy/S/UNR19bCqGsrzN7tSvDy7Yp9apgYolXZCi2bvDF2dPJ/pGRFxpJVZGyl8uS34xRNv5lJvLMP8fe9qPlBPzT0dQg+lHdemm6ZRXpYDB5rDwFQ68NB1Fs0HJeZW0gNiFT08stOTiM7JW9MTi1TA3SrWKJjm/dU3yB/TJb0iLhi4/f926SkpBIQFKL4PzgknMce3pgYG1HJtnxnYX6e27tOM0hFPvQg/54amJ8PXSqUD407bE/baf3wunCfRgPbU6lpbf7Iz4dS45JILTLIdXZmNkmR8cT45PW2qNy8DpXfrE3gHQ9S45Mxq2FNlwXDifELI/gZDSuvyvn70/TYOJ2IB76EO3vz5pQ+aOrp4H4kL609vp5OclgsNz/P693h4niWd4/a0fyDvvj95Uz9Qe2xblabi0t2K/ZZp38b0qITSQyJwqJhNTp/Og7fs04E5o8JZFzDmvpDOuB/wZm02CQs3qhO55VjCL7lTvTjwOKRLCV/7j5F/zlDCfcLJSowgiELRhEXHsv9c38rwiz4cSX3zt7m4v4zAJzf9TuTN3yI/0NvfJ296DGlPzr6Okoz15797gSD5o4gyN2PQDc/2g99B9s6ldk+U/m16YYdmmJV3Yarh/8sszQCXNz9B33mvEukXyjRgRH0XzCS+PBYXM7dUYSZ86M9LmfvcCW/HLmw6xTjNswi4KE3fs7edJ3SDx19HW4dvQTklSMtB3bA/YoLSTEJmNpa0GvmYDLTMnDNL0ceX3vAkGVjGLF6Cpf3nkFNXY1eMweTnZ2Nx83ymdzopOMJhn80klC/EMIDwnn/k7HERMRw+1zBzLarDq7h1pmbnN53CgBdfV1saxaMIWlTzYaajWqRFJdEVEgkOno6DJszgjvn/yY2IgYjc2P6je+PuY0FN05dL/M0VdR1633Pg+T4ZCZv+JDfvzlKZloGnUf1wLKaNQ8ultxAX5qO7DrGhI/GEuQTTEhgKNMWTiIqPIqrZ68pwmw+/BVXTl/j2N5f876LdR/Tc0h3lky2JyUpBfP8sd2SEpPJSMub0M/cygwLa3Oq1syrL9RpWJuU5BTCgiNIjEssl7Q9Fb37OJW/mE/aI09SH3hgPnEw6no6xB07D0ClLxaQFR5N5Ia9AFhMH0HaI08yAkJR09bCsEsrTAZ3I2zlVgDU9HSwnDmKxAu3yIqIRdPMGLOxA9C0sSDh9NVyTdv53acYkH/tRgZG8G7+tXuv0LX7Sf61eyH/2j2763embvgQv/xrt2f+tXutyGzh1jVsqd/mDTZNWlfsuG92b4mxpSk+9z3ITM+kUedm9J/9Hme+P1EsbFnz2XmK5ptnEufiQ9x9L2pP64uGvg4B+XXB5ltmkhYay+N1eXXBOh8OpMHC4dyf9S2pgZGKXn5ZheqC4h+S129LjTTqlaIGDYrP/nPz5k3atWsHgKurK5UqKQ9wraOjU6whsDBzc3PGjx/Pp59+ynvvvVdsAojSUPQYT6l65ffgwYOMGjWK3r17c/DgQRwcHIiPj8fW1pZu3brx6aefoqmpiaGhIW3btuXrr7/G29ubzMxMqlWrxrRp01i2bJlif6NHjyY3N5eNGzeyZMkS9PX1admyJVeuXHlmY+fLxrs8RJ+4gZaFCdUXjULLypRkV1/c3l9DZv7gsjpVLJUyMZsJvVHX0aLhroVK+wn86jCBG/J+rMWc/hufxd9RZc571Fo9mTTvEB5P/ZLEv0v/CXdJ3E7eQt/CiC7zh2FoZUK4mz8/jf+c5PyB2Y0rWyg9NQ6668nxj7bS9ZPhdF04ghi/MI58sJFIjyAAcnJysKxbmWbDOqNvZkRqXBIhLj7sHb6ayPwZKFNjk/hp/Od0XTiCsQeXoaGpSaRnEIenbSS8nLu8/7XjBNp6Oox0mIaesT4+d56wY8J6pXHvLGrYYGBeMK7m/ZM3MTQ3pt+84RhbmRLk7s+OCesVg55npmdSp3VD3pnUFz0TQxKj4vH+251NQ1eQFF2+s8HFn7qGpoUJNvPHoGlpRpq7D74TVyoa37QqWyldt+r6ulT+bCZalSzIScsg3TuIwHkbiD9VUKE36tGWal/NVfxf/dvFAIRv+omIzQfLJV2qhP12E20LY+otGo6OtSkJrv44jV6vaHzTK3KPVp/QE3UdLd7arfyqvteXP+P1Vd7rXda9W9H0m5mKz5p/93GxMP9Wjx57MnnOYsX/X2z5DoDBfXuw1n5BRUVLJfeTtzDIz4cM8vOhQ4XyIZMi+VDwXU9+/Wgr73wynHfy86GjhfKhF5GZmkGDPq3pPG8o2no6JEXG4X3pAde3/Ep2GfYs8Pr9NnrmxrRZMBQDKxMi3fz5fdwXpOan1aiKpVLPq7C7npybs412C4fTftEI4vzC+GPq18Q8KUirgbUpnVaMQd/ShOSIOJ4cu8adzccVn+dkZFGtU2OaT+mNpp4OSaExeP9xhzvf/FZm6QQ4s+NXdPR0GO8wHX1jAzzvPGbThDVK+atVDRuMzAteL75z8gaG5sYMnjcKYytTAt392DRhrdJA7n/uPoWWjhYjl0/EwNSQQHd/No5dTWRAuNLxO4/shpfTY8K8QyhLf+44gY6eDqMdPkDPWB/vO0/YNsFBKZ2WNWwwLFSO3MsvR/rPG4GRlSnB7n5sneCgKEeyCpUj+iaGJEbF4fX3YzYMXa4oR8K9Q9g55Qv6fjyMBcdXk5uTS5CrL9smOBR7jbesHN9+DF09XWY6fIiBsQHuTm6sHrdSaTw/2+q2GBc6x3Wa1WXNkYLxvyavzHvYe+HoX2xZsImcnByq1qlK12HdMTYzJjEuAS8XT+yGLSHQo+zrCBV13SbFJrJpwlreXTiaT376FA1NDUI8A/n2gy8Iclc9JEhp+3HbIfT0dVn0xXwMjQ15cOchC8YuIaNQ2qvUqIyJecHrje9NyHuov/XYJqV9rZ33OX8cyWvEHjJuEFMWTFB8tu345mJhykviH1eIMDfG6uNxaFiZke7uQ8CUFWRHxwH59aLcgjdJ1PV1sf10Fpq2luSmZZDuE0jwJ1+R+MeVvADZOWjXqUrVd+3QMDchOzaBtIce+I9eSIZX+dZpT+dfuxMKXbsbi1y71iquXSNzY4bMG4VJ/rX7dZFrF6DTiG7EhkbjesWl2HGzs7LpNr4Po5dPBDWI8A/j0Jp9XDlYtg9UVAn57RbaFsY0WDQMHau8uuDt0evJiFJdF6w5oScaOlq0cpyntJ8nX/2Mx1fHyjXuQhSllvuq71wK8X/mRqWhFR2FcvOXdvn0XqxoUWrlN5NsRZqqVvaz3v0bBKcYVHQUykV31+JPuf8ffdFyeUVHoVyY5JTdkAH/Js4aJT+o/H+jy8sP1/E6Cc4pv9nmK5KFuk5FR6FcuGeW/uzO/0a79P8bddwvM/UrOgrl4t20f/fwLqVlYFjFPfQub3Eju1bIcU0PX3x+oNeMjKknhBBCCCGEEEIIIcRrRhr1XiMzZszA0NBQ5TJjxoyKjp4QQgghhBBCCCHEM+Xm5FbI8v9IxtR7jXz22Wd88sknKj8zNjZWuV4IIYQQQgghhBBC/P+RRr3XiLW1NdbW/66ZCIUQQgghhBBCCCFE+ZNGPSGEEEIIIYQQQghRPnKeH0S8GBlTTwghhBBCCCGEEEKI14z01BNCCCGEEEIIIYQQ5eL/ddKKiiA99YQQQgghhBBCCCGEeM1Io54QQgghhBBCCCGEEK8Zef1WCCGEEEIIIYQQQpQPmSij1EhPPSGEEEIIIYQQQgghXjPSU08IIYQQQgghhBBClItc6alXaqSnnhBCCCGEEEIIIYQQrxlp1BNCCCGEEEIIIYQQ4jUjr98KUURkrk5FR6HcJKr9N/o9e+ckVnQUysVhdZOKjkK5yNDLregolIu7LZdXdBTKxaK7qys6CuViQssFFR2FctEr06Cio1BunLQyKzoK5aKRulFFR6Fc3MuOregolIv2WjYVHYVycSpdo6KjUC501DMqOgrlIl79v3E+/1P+Gz9Dy4X01BNCCCGEEEIIIYQQ4jUjPfWEEEIIIYQQQgghRLmQiTJKj/TUE0IIIYQQQgghhBDiNSM99YQQQgghhBBCCCFE+ZCeeqVGeuoJIYQQQgghhBBCCPGakUY9IYQQQgghhBBCCCFeM/L6rRBCCCGEEEIIIYQoFzJRRumRnnpCCCGEEEIIIYQQQrxmpKeeEEIIIYQQQgghhCgX0lOv9EhPPSGEEEIIIYQQQgghXjPSqCeEEEIIIYQQQgghxGtGXr8VQgghhBBCCCGEEOVCXr8tPdJTTwghhBBCCCGEEEKI18x/sqdeWFgYa9eu5dSpUwQHB2NtbU3z5s2ZO3cu3bt3B6BmzZrMnTuXuXPnKm376aef8uuvv+Ls7Kz4f9WqVQCoq6tTuXJl+vbty/r16zE3N1fa9saNG6xZs4abN2+SmppKvXr1mDRpEh9//DEaGhqKcGpqaujo6PDkyRNq1KihWD9kyBBMTU3Zu3cvABMnTiQuLo5ff/31H6WtqMJp0NDQwNTUlEaNGvHee+8xc+ZMdHR0FGHfeecdmjdvzqZNmwDw9fXFzs6OS5cuERMTg6WlJS1btuTzzz+nYcOGivSocvDgQUaNGqW0rmHDhvj6+uLv74+tra3SZ6V9rLJUa1JP6s4agI6VCQluATyw20fcfW+VYY0aVKHhwuGYvlkL/WpWPFy+H5/vzyiF0TTQpeHi4VTq1wodCxPiH/nxcPl+4px9yjwtveYNo83obugZG+Dn9ITj9ruJ8gt75jbtx/Wky/SBGFmZEOoewG8r9xLoUpB+TR0tBtiN5c2B7dHU1sLjigvHl+8hKSoeAH1TQ0Zv/pBKDaujb2pIUnQCruedOPPlYdKTUosdr0bL+sw4vIJwj0A29Vtaul9AIWPmj6X3+70xMDbA3cmdbcu2EuIXUmL4xm0aM3TGUOo0rYuFjQVrpq7m1rlbSmHmbphHj+E9lNbdvXSXleNXlEkaCms7riedpg/A0MqEMPcATq7cR7CL6usUoHG/tvRYMBzTqpZE+4Zxbv0hPC45Kz5v1Ls1bcZ0p3LTWuibGfFtv6WEufkr7WPKIXtqtWuktO7vH//khN3uUk1bRVy3T7Uc9jZvT+mPZW1b0hNTefDHbX5dsUfxebP+7eg2ezCWtSqRHJ3Ajf3nuPzdyVdOc8vxPWn3QX8MrUwIdw/g3Mp9hLiUnEc07NeGLvnnM8YvnAvrD+J90UVl2L5rJ9NibHfOrfqBO7sL8qfhu+Zj06gGBhbGpCUk43vNlQsOB0mKiHvl9JQ2J+eH7PnpZ9weexEZHcNmh+V0f7tDRUfruYbNH03X0T0wMDbAw+kxu+12EuYX+sxteo7vy4APhmBiZUqAux/7Vu7C28VT8bl1dVvG2E2gQes30NTW4sHl++xd+T0Jha7lmk1qM3rJOGo3q0dOTg53Tt/kh9V7SE9JK7O0PtVwQg+azOyPnpUJMW4B3F6+n6gSyjvT+lVo/slQLJvVwrCaFX+v/AG3XWeVwjQY350G47pjWM0KgDiPIFy+Pk7wxQdlnpai+s8bTofR3dEzNsDH6QmH7XcR+Zy86e1xveg+fSDGVqYEu/tzdOUe/EvIq2fuXULjd97iuw++5ME5J8X6YSsnUrtVAyrVr0a4dzDr+y0u1XQ9S9txPelcpKwJekZZ06RIWXO2hLKmSqGyJrRIWVORxi0YR5/RfTAwMcDtjhvfLvv2mXWFJm2bMGz6MOo2y6srfDb1M26evVksXLW61Zi8bDJN2zZFQ1ODAM8A1nywhsiQyLJMDgC95w2jbX6Z6uv0hF9eoEztMK4n7xQqU48XKVPbju5Gi8EdqdK4JrpG+tg3m0JaQoric7OqlvSY8x71OjTGyMqU+PBY7v16jb++PU52Znapp7H5+B60nt4fAysTIt0D+GvFfsKeUYbW79+GjguGYVLVkli/cK44HMK3SBlqXrcyby8dRbW2DVHXVCfaM4Tfpm8mMSQaAH0rE7rYjaZmpyZoG+oS4x3GrW9/w/P0nVJPX1ED5o2gkyIvesxPL5AXdRnXm575eVGQuz+HV+4uMS/6cO9SGr/zFjs++BKXcwXpadChCQMXjKRKg+qkp6Zz69hlTnx5kJzssu+2VX9iDxrlly2xbgHcsd9PdAlli0n9Kry5cCjm+WWL04ofeFykbCms8YcDeWvZSNy/P8PdlQfKKgn/X3JV/24X/9x/rqeen58fLVu25MKFC3z55Zc8fPiQM2fO0LVrV2bPnv1S+2zcuDGhoaEEBASwZ88ezpw5w8yZM5XCHD9+nC5dulC1alUuXrzI48eP+fjjj1mzZg2jRo0iNzdXKbyamhorVvyzH/WvkrbCabh48SLDhw/HwcGBDh06kJiYqHKbzMxMevbsSXx8PL/88gtPnjzh8OHDNG3alLi4OKWwe/bsITQ0VGkZMmSIUphr166RmprKsGHD2LdvX5keqyxVHtyOxp+O5cmGX7jcy4541wDaH1yCtqWxyvAaejokB0TgtuYQaeGxKsM03zgNqy5Nuffhdi52XUzE5Yd0OLIMXVuzskwK78wYSMdJffjFzpEtQ5aTkZrOlP1L0NTRKnGbNwe0Y6D9OP7cfIzN/ZcR6ubPlP1LMLAoSP/A5eN4o3sLDszazI6Rn2FsY8b4HfMUn+fm5OJ63om9U7/ii27zOfLJdup1asJ7a6cUO56usT6jNs7C68aj0k18EUNnDmPgpIFsXbqVBYPmk5aSxmcHVqP1jO9CV18XHzdfdthvf+a+nS46MbblWMXyxZwvSjv6xTQZ0I6+9mO5uPkXtvW3I8wtgIlFzlNh1VrUY8Q3H3L38CW29VuG+7m7vP/dfKzrV1WE0dbXwd/pCWfXH3zmse/8dIH1rWcqlrMOzw7/T1XUdQvQeUo/+nwykovbf2NDz4V8N3YdHlcKGg4avPMmozfN5taPf7Gx1yKOL99D5yn96DC+1yul+Y0B7ehhP4arm3/BcYA9Ee4BjPphCfolnM8qLevx7pYPcTlyiV397fA458Tw7+ZjVeh8KuLcuxVV3qpLYlhMsc/8b7rxy+wtbO+2kJ9nbMashjVDd3z8SmkpK6mpaTSoWxu7BbMqOiovbOCMd+k9sT+7l+1k+eDFpKWks+SHFc/Md9oN6MhY+0n8svkwdgMWEODux5IfVmBsYQKAjp4OSw+sJBdYO3oFq4YuRVNLk4WOdooHY6bWZiz78VPC/cJYMWQRn4//jCr1qzFjw5wyT3PNQW1pvXIMzhuPc6KPPTFuAfT8cTG6JVzLGno6JAVEcnfdYVLC41SGSQ6N4a7DYX7va8/JfssJve5Gt93zMa1fpQxTUlyPGYPoMqkvh+x28dUQOzJS05i9f9kz86YWA9rzrv14Tm8+xuf9lxDs5s/s/cswVPF9dJ3SD3JV7CTfrSMXuXeyeGNRWWo6oB397MdyYfMvbH2BsqZ6flnjdPgSW/PLmjEvWdZUhOEzhzNo0iC2LNvC3IFzSUtNY82BNc+uK+jp4uPuwzb7bSWGqVSjEl/98hWBXoEsHrGYWb1m8dPmn8hIzyiLZCjpOmMgnSb14ZidI9/kl6nTXqBMHWQ/jvObj7Gp/zJC3PyZtn+J0nWrrafD48su/LXtN5X7sK5TBXV1NX5etosvey7kxOofaP9+D/ouLP2H9A0GtuWd5WO4uek4P/TPK0OHHVhcYhlauWU9BmyZzaPDl9nfzx6vs3cZ8v08LAtdpyY1rBl9bDkx3iEcHrmWvb2XcfObX8lOz1SE6ff1DMxrV+L4lI3s7bUUzzN3GLhtDtaNa6g6bKnpNWMwXSf15Se77/liyDLSU9P5aL/dM89pywHtGWo/nlObf2Zd/8UEufnz0X47jFR8R92m9C/22xagyhs1mL1nKW6XnVnXfxGOH35Nsx4tGbJ4TKmmT5Uag9rScuUYHmw8zh+97Yl1C6DbT4vRKeEca+aXLffXHSa1hLLlKYs3a1NvbFdiXf89DxfEf8t/rlFv1qxZqKmp8ffffzN06FDq169P48aNmT9/Prdu3Xr+DlTQ1NTE1taWKlWq0KNHD4YPH8758+cVnycnJzNt2jQGDRrEd999R/PmzalZsyZTp05l3759/Pzzzxw5ckRpnx9++CEHDhzg0aMXb6h4lbQ9TUPlypVp2rQpc+bM4fLlyzx69IjPP/9c5Taurq54e3uzbds22rVrR40aNejYsSNr1qyhXbt2SmFNTU2xtbVVWnR1dZXCODo68v777zNu3Dh271butVPaxypLdaf3w//HiwQcukyiRzAuixzJTk2nxqguKsPHOfvg9tlPBP92k5yMrGKfq+tqUal/G9xW/0T0rcck+4Xz5KtjJPuGU3NCDxV7LD2dJvflry3HcTt/l7DHARyevw1jGzMa92pV4jadp/bn9qELOB29TIRXML/YOZKZmkHrEe8AoGukR+sRXTm55ge8b7oS/MiXIwt3UrNVA6q/VReA1IRkbh34k6CHPsQFR+F1w5WbP5ynVuuGxY733top3P/tOgH3PIt9VpoGTxnM4S2HuX3+Fn6P/dg4bwPm1ua079W+xG3uXrrLga9+UPnEvbDMjEziImMVS3J8UmlHv5iOU/vhdOgi945eJtIrmBN2jmSmptNyhOrrtMPkPnheduHadyeJ9A7hr41HCXX1pd2EgsYo5+PXuPjNcbyvPzvfykxLJykyXrGo6n35KirqutUzNqD3JyM4PH8bziduEBMQQdjjANz+vKs4Tot3O+N6zolbP/5JTGAEjy/e58K233hnxqBXSnPbqX1xPnSRB0evEOUZzB/LdpOVms6bJZzPNpP64H35Abd2niLaK4TLG34m7JEfrSYoNy4a2ZjRa9UEfv14q8qeEX87niHkvhcJwVEE3/XkxrbfqfJWXdQ1NYqFrWid27fmow8m0KNLx4qOygvrM2UAv357lLvn/ybwsT/b52/G1NqcVr3alrhNv6mDuHjoPJePXiDYMwjHZTtIT02ny4i83vr1WzXEqqoVOxd8Q+CTAAKfBLB9wTfUalaHxh2aAtCieyuyM7PZs/w7Qn1C8Hngxe5lO2jbrwM2NWxLPHZpaDytLx4/XcTryBXiPUO4uWQPWanp1CuhDI128cFpzUF8T9wiJyNTZZig8/cJvuBCom84CT5h3P/8KFnJaVi1qFuWSSmm6+R+nN3yCw/POxHyOID987diYmPGm71al7hNt6n9uXHoL24dvUSYVzCH7HaRkZpB+xFdlcJVaVSDblMHcGCR6odIP6/ay5UfzhEdGF6qaXqeomXNb88pa9oXKWv+3HiUEFdf2qsoa7yeU9ZUhCFThnBoyyFuncurK3w19yssbCzo0LvkXsFOl5zY/+V+bpy5UWKYCYsmcOfCHXav2423qzeh/qHcPn+b+Oj4ErcpLZ0n9+XPLcdxPX+X0McBHMovU5s8o0ztkl+m3jl6mXCvYI4VKVMBru4+zcXtJwi4r7r+9uSyC4cX7sTj6kNiAiNw+/Mul78/SdM+Jd8vL6vV1L48PHiRR0evEO0Zwvmle8hMTafJSNXXaYvJvfG9/IA7O08R4xXC9Q0/E/7Ij+YTeyrCdF44HJ+LLlxZd4gIV3/i/SPwPn+PlOgERZjKLetxf+85wlx8iA+I5NaW30hPSMamaa1ST2Nh3Sb34/SWX3hw3ongxwHsnf8tJjZmNH9GXtR96gCuH/qLm/l50UG771XmRVUb1aDH1AH8oCIvajWgA8GP/fnjm2NE+ofjedud4w4/0mV8b3QMyva32hsf9MXrp4v4HM4rW24v3kN2ajp1R5dcttxbfRD/326RXULZAqCpr0PHb2dya6EjGfEpJYYTxeXmVMzy/+g/1agXExPDmTNnmD17NgYGBsU+NzU1feVj+Pn5cfbsWbS1tRXrzp07R3R0NJ988kmx8AMHDqR+/focPKj8tLFjx44MGDCAJUuWvNBxyyJtDRs2pG/fvvzyyy8qP7eyskJdXZ2ff/6Z7OxX6wafmJjI0aNHGTt2rKJH3tWrV8vkWGVJTUsDk2a1iLxSqKKZm0vk1UeYtar3UvtU19BAXVOD7DTlAiU7LQOLtg1eJbrPZF7NGmNrMzwLVZrTElMJdPamRgvVadHQ0qBKk1pKFe3c3Fw8rz9SbFOlSW00tTWV9hvpHUJsUGSJ+zW2NqNJnzb43HZXWt9qeBfMq1nz5+ZjL53OF2FT3RZza3Ocrzkr1qUkpvDE+QkNWxZvaPynmrZryoF7P7Lj4k5mrZ2FkanRK+/zWTS0NKjcpJZS41tubi7e1x9RrYRzUO2tesUa6zyvPCgx/LO8ObgjS+/tZM7Zz+m5aCRautrP3+gFVeR1W69zU9TU1TC2NWfBn1+x7Oa3jPn2Y0wqFQzFoKmtSWa68r2clZaBaWULzKpavlSa1bU0qNS0Fr7XlPMd32uPqFpCmqu0qKscHvC58oAqhRs51NQYtGkmt3aeJMoz+Lnx0DUxoMmQjgTd9SQn69+bT78urKvZYGZtzqNrBa9zpSam4O3sSb0WqvN+DS1NajWto7RNbm4uj649UGyjpa1Fbm7ew4SnMtMzyM3JpUHrN4C8V82zMrOUelpkpOX1CHoapiyoa2lg0awWoVddC1bm5hJ6zRWrlqXTAKemrkatQe3Q1Nch4m7ZPgwqzKKaNSbWZjy+/lCxLi0xFT9nL2o+I2+q1qQ2Twptk5uby5PrD6lVaBstXW0mbv6IIyt2kxhZ9o08L+ppWVM0b/W6/ojqJaS5uoqyxusly5ryZlvdFnMbc+5fva9Yp6grtHj5uoKamhqtu7Um2DeYNQfWcPD+Qb4+8TXte5f8ULG0lFSmBrxAmerxjDL1Zeka6ZMSl/xK+yhKXUsDm6a18L+mnO8EXHOlcgkN/5Vb1MW/SBnqd+VBQXg1NWp3a06sTxhDf1jErHtbGfPbp9Tt1VJpm5C7njQY2A5dEwNQU6PBwHZo6mgReFO5vluaLBV5UcFbBGmJqfg6e1GrRX2V22hoaVC9SW2l/Cs3N5fH1x9Su9A2WrraTN78MYdWOJKgIi/S1NYkq0gdKDMtA21dbao3rf2qSSuRupYG5qrKlquuWL5i2dJ63USC/3ImrPC+hShn/6lGPS8vL3JzcxXjrz3P4sWLMTQ0VFrWrVtXLNzDhw8xNDRET0+PWrVq4erqyuLFBWOVeHh4APDGG6orwg0bNlSEKczBwYEzZ84oNW6VVtpeVMOGDfHz81P5WZUqVfjmm29YsWIFZmZmdOvWjdWrV+PjU3xsgtGjRxf7LgMCAhSfHzp0iHr16tG4cWM0NDQYNWoUjo6OZXKswtLT00lISFBaMnNf/seojrkR6poapBcpyNIj49G1Nn2pfWYlpxFzx4MG899F18YU1NWoOrQj5q3qvfQ+X4SRVd6rWklF0pIYGY+RlerjGpgZo6GpQWKRMcaSCm1jZGVCVnqm0rgpAIlR8RgW2e/738xhjfte7P/eRnpiKj8v+U7xmWVNW/ouGs2heVvLfBwOM6u815zjopRfj46LisPU6tVegb536S4b52/EbvQy9jrsoUm7pqzavwp19bLLnvXNjNDQ1Cg2FlxSZPFz8JShlSnJqs6rperwJXH57QZH521j9+g1XNl2gubvdmLYptJ7HbIir1vz6taoqanTbfZgfv9sPwdmbULf1IBpB5ahoZXXc83jygOa9mlN3Q6NUVNTw7KWLZ2n9c87hvXLXUv6Znn5TtHzkxyVgEH+91GUqvOZHBWPQaHvqMPMgeRk5XBnT8ljyAB0XTKKhe6OLHjwHcZVLDg6deNLpUMoM8nP3+OLnKf4qDhMSriWjfLvbVXbmOZv43nfg/SUNEYvGY+2rjY6ejqMsZuIhqYGpvnXoOv1h5hYmTJg+hA0tDQxMDZg1JJxAIowZeFpGZpaJP6pkfHolXAtvyjThlUZ47GLcb57ab9+EhembiLes+Rxzkqbcf73X7TRLTEyXvFZUYYl5E0JRbYZumICvnc9eHjeiX+Tly1rVIX/p2VNRXhaV4gtUleIjYzF7BXuG1NLU/QN9RkxawROl5ywG2PHjTM3sP/Onqbtmr5SnJ/naZla9LpNeoEyteh5fNa1/iIsatjQcUJvbv3010vvQxU985LK0PgSy1ADK1NSIhOU1qVEJijKUH1LY7QN9Wg7awB+lx5wdOzneJ69y+DvPqZq24Lfar/P2oK6pgYfPtzJPK899HKYzK/TNhHnX3Y9ap+eg6KNbi+SFyVExSmtT4iMU9pm+IoJ+Nx9woMS8iK3Ky7UbtmAVoM6oqauhomNGf0+GgqASTmULWlF0pwW9WplS43B7TBvWpP7DkeeH1iIMvSfmihD1bv9z7Jw4UImTpyotO6bb77hypUrSusaNGjAiRMnSEtL48CBAzg7OzNnTvFxZ/7p8Rs1asT48eNZsmQJ169ff2bYf7rvF5Wbm1vi5BMAs2fPZvz48Vy6dIlbt25x9OhR1q1bx4kTJ+jZs6AL+tdff02PHsqvilauXFnx9+7duxk7dqzi/7Fjx9KlSxe2bNmCkZFRqR6rMAcHB8UkIU+NNGjCaMOyrST9U3c/3MZbm6bT22UbOVnZxD/0I+j4DUyblV73/LcGd+S9dVMV/++ZXPbjuj3PidX7Ob/5GFa1KtFn0SgG2I/j1+W7UVNXY/TmDzm/6WeifJ89qO/LeGfIO8x2+FDx/6qJn5b6MZ668ntBfuL/xB/fx344XnOkafumuFxXPWnB68zp4AXF3+FPAkmMiGXyQXvMq1sTExDxj/f3b7pu1dTU0NTW5LdP9+F5Ne9p9k8fbWH5nR3Uad8YjysPuH3wAuY1bJi0e1HeA4CkVK7tOUOvecPIzfn3vBNg26QmrSf1xrG/3XPD3tp5EpfDlzCpYknnue8x6OsZHJ70VTnE8v9LxyFvM2XdDMX/X0xaWybHSYxJYPOsL5m8dga9J/UnNyeXGyeu4vvQm9ycvLpEsGcgOxZ8w1j7SYxcNJac7BzO7j1FXESsIszrJsE7lBO97NA20qNG/zZ03jSd00PXlFnDXqvBnRi9bpri/+2T15fJcZr2aEn99o1Z37/8Jr4QeboO6cqc9QX1/ZUTV5bJcdTU8+rhN8/d5NddvwLg4+ZDo1aN6De2Hw9vPXzG1v/MW4M7MqxQmer4L6gLAhjbmDFt3xIe/HGL24cuPH+DCvb0nHmdu8ddx7zJpSLdAqjcsh5vju1O0O3HAHRcMAxdY32OjHYgNSaRur1bMnDbHA4NW03Uk6BSiUvrwZ14f90Hiv+3TXYolf0W1axHSxq0b8K6/otKDON+9QG/rPuB99dMY+LGD8nKyOSPLceo17bRv6oO9CL0K5vT6rNx/DVqPTnpJb+eK0qWmyMTZZSW/1SjXr169VBTU+Px48cvFN7S0pK6dZW75Bad0RZAW1tbEW79+vX079+fVatWsXr1agDq18/rluzu7k6HDsXH1HB3d6dRo0bF1gOsWrWK+vXrK81wq8o/TduLcnd3p1atZzccGRkZMXDgQAYOHMiaNWvo3bs3a9asUWpos7W1LfZdPuXm5satW7f4+++/lXo4Zmdnc+jQIaZNK6gUv+qxilq6dCnz589XWneu3rQSQj9fekwiOVnZ6BR56qNjZULaK8wGmeIfwfV3V6Ohr4OmoR7pEXG02jmH5JdoBCmJ2593CXD2UvyvqZ03WK6hlQmJkXGK9UZWJoS4+ancR3JsAtlZ2RhZKqe/8D4SI+PR1NFC11hfqdeTkaUJSYWOAyjGXIv0DiElLolZP3/KX9/8QmZ6BtXerEPlxjUZvGoikFeBUldXx8HrALvGOeB98+W7wd8+f5sn958o/n86wLWppRmxEQVP4E0tTfF1K90ZiMMDwoiPjqdSzUpl1qiXEptIdlY2hirOU9Fz8FRSZBwGqs5rlOrwLyrQOW/WNPOati/VqPdvum6fho0o9KpqckwiyTGJmFYueLX29PqDnPniEEZWpiTHJFC3YxOAl0o/5J3PnKzsYufHwNKY5BJexVN1Pg0sTUjOT0O1Ng0xsDRmzs1vFJ+ra2rQw34MbSb3YWunuYr1qbFJpMYmEeMbRpRXCB/d3kKVFnUJvueFeHF3z/+N1/2CXvtPr2UTSxPiCuU7Jpam+Lv5qtxHYv69bVLk3JpYmhJX6H54eNWFeW/PxMjMiOzsbFISUth2ZzcRhcZbu/HbVW78dhVjSxPSU9IhN5d+UwcSEVB2PUielqF6ReKvZ2VC6iu+VpqTmU2iX17cox/6Ydm8No2m9uHm4tKdefuph3864edc8Hrv0/NpZGVCQpG8KaiEvCmphLzJuNA+6ndogmUNG758sEcpzNTtC/C+487mUZ+9emJe0suWNarCv2pZUxZunb/FY+eCerdW/jk2K1JXMLMyw9u15Nl+nychJoGszCwCPJXfOgn0DKRRa9W/H16W25932aiiTDUqUqYavkCZWvQ8Fr32X5SxtRkzDy7H764HPy/d9Y+3f57UmJLKUJMSy9DkyDj0rZQnWNC3MlaUoakxiWRnZhFdZOiKGK9gqrTOGwrBpIY1LSb1Yk+PxUR75IWLdA+gapsGNJ/Qkz+XKd/TL+tBCXmR8UvkRcZFeswaW5kq9tEgPy/a8GCvUpgPti/A6447X4/K60Txl+Mp/nI8hYm1GSnxSVhUtebdxWOIKsXfNEU9LVt0i/w+07V8+bLFvFkt9KxM6Hd2jWKduqYG1u0a0GBSTw7WnPjaPgQTr5//1Ou35ubm9O7dm61bt5KcXHw8hqKzqL4se3t7vvrqK0JC8p7+9urVC3NzczZs2FAs7IkTJ/D09GT06NEq91WtWjU+/PBDli1b9syx5MoibY8fP+bMmTMMHTr0hbdRU1OjYcOGKuNQEkdHR95++21cXFxwdnZWLPPnz1d6Bbc0jlWUjo4OxsbGSouW2ssP8J6bmU38A1+sOjcuHFGsOjUm1unVx+7JTkknPSIOLRMDrN9pRtiZu8/f6AWlJ6cR7R+uWMI9g0iIiKVehyaKMDqGelRrXgf/EialyM7MJviRL3ULbaOmpkbdDo0V2wQ/8iErI0spjFXtSphVtSpxv1Dw1FNTR5P0xFQ29FrIpn5LFMutH/8iwjuYTf2WKDXyvIzU5FRC/UMVS4BHADERMTTv+KYijJ6hHg2aN+Dx3dJtSLewtcDIzIiYQj8ISlt2ZjYhj3yp3aHgOlVTU6N2h8YElnAOAu97UqfQOQOo26lpieFfVKVGeTO8Jb5kev9N162f0xPF+qf0TAwwMDciNjhS6Zi5ObkkhMeSnZlN84Ed8LvrQXKM6pnGnycnM5vQh77U7Kic79Ts2ISgEtIcfM+LWoXDA7U6N1E0xD365Rrf917Krr7LFEtiWAy3dp7k4HjVkydBwX2qoV3yDHpCtbTkNML9wxRLsGcgsRExNO7YTBFGz1CPOs3r4Xnvicp9ZGdm4fvQW2kbNTU1GndsqnKbxNhEUhJSaNShKcaWJtw9/3exMAlR8aSnpNFuYCcy0jN5WGhs0dKWk5lN9ANfKnVSvpYrdWpM5N3SbSRWU1dDQ7vsnm2nJ6cR5R+uWMI8g4iPiKVBh4I3AXQN9ajZvC5+z8ibAh/5KG2jpqZG/Q5N8M3f5tz2X3Hos4j1/RYrFoBjq/dx4JNnz7xe1p6WNXWKlDV1OjQucXKrABVlTZ1SKGvKQmpyKqF+oYolwCOAmPAYmndqrgijb6ifV1e49/J1hazMLDxcPKhaW3l28iq1qxARXLoNIS9aplZ/gTK13jPK1BdlbGPGzEPLCXrky+GFO8rkzaSczGzCH/pSvUgZWr1jY0JKeDgVcs+LGkXK0BqdmijC52RmE+big1mdSkphzGpVIiEoCkAxnnDRhp+c7BxFWVoa0pPTiPQPVyyhJeRFtZrXxfde8eGgIO+cBjzyoUGRc9qgQxN88rc5u/1X1vZZyLp+ixQLwM+r97H/k+IzO8dHxJKZnkmrQR2JCY4i4FHpPiQvLCczm5gHvtgWKVtsOzUm6iXLlrCrrvzedQmnetoplmhnH3x/ucGpnnbSoPcCZKKM0vOf6qkHsHXrVjp27EibNm347LPPaNasGVlZWZw/f57t27fj7v7qA5O2b9+eZs2asW7dOr799lsMDAzYuXMno0aN4oMPPuDDDz/E2NiYv/76i4ULFzJs2DBGjBhR4v6WLl3K999/j6+vLyNHjiyTtGVlZREWFkZOTg7R0dFcunSJNWvW0Lx5cxYuXKhyG2dnZ1auXMm4ceNo1KgR2traXL58md27dyv1uIO8RsWwMOXXJI2MjNDW1uaHH37gs88+o0kT5Urc1KlT2bhxI66urmRmZr7ysVRNIFIWvHb+QYvNM4hz8SH2vjd1pvVFQ1+XgEOXAWixZSapoTG4rzsM5E2uYVQ/r6KmrqWJbiVzjBvXIDs5jeT8XgVW7zRDTQ2SvEMxqGlD4xXvk+gVothnWbm2+zTd5gwhyi+MmMAIei0YTkJ4LK7nCsbKmPajHa5n73Bj/zkAru46xYgNMwl66EOgsxedpvRFW18Hp6N5cU1LTOXOkYsMtB9LanwSaYmpDF41Eb+7HgTczytYG77THEMrEwJdvMlIScOmXjX6L3sf3zuPic2vDIV7KL+WkBwdT1Z6ZrH1peU3x98Y+dEogv1CCA8IY+wn44iJiOHmuYKZbdceXMvNMzc5ue8kALr6ulSqWfDqt001W2o1qk1SXCKRIZHo6usyeu773Dh9ndjIWCrVqMSkZZMJ9Qvl3uXSa7BV5fquPxi6YQYhD30Icvamw5S+aOvrcjf/PA3dMJOE8BjOf5F3nd7YfYaph5fTcWo/nlx0ptnA9lRuWptfCz011zMxwKSKJcb546JY5jduJUXGkRQZj3l1a5oN7ojHRWdS4hKxbVidfsvH4XvbnfDHgaWWtoq6bqN8w3h07g6DVk7g2NLvSUtKpe+iUUR4h+B90w3IG2OqWb+2eN9yQ1NHi9bDu9Csfzt2jHy13jS3d51m0IbphD7wJcTFmzaT+6Clr8OD/PgP3DiDxLBYLuWfz7/3nGHcYXvaTuuH14X7NBrYnkpNa/PHkrwHKalxSaTGKc/CnJ2ZTVJkPDE+oQBUbl6Hym/WJvCOB6nxyZjVsKbLguHE+IUR/C/8AZ6SkkpAUMGrlsEh4Tz28MbE2IhKttYVGLOSnXE8ybtzhhPmG0pkYDjDF7xPXEQMTuduK8Is+2kVTmdvcW7faQD+2HWCGRs+wueBN94unvSdPABdfV0uHy0Yh6rL8G4EewWREJ1AvZYNGL9yCqcdfyfUp+D76TWhLx53n5CWnEbTzm/y/rIJHFr/AykJZTu7n+v3p+n89XSiHvgSdd+bRtP6oKmng+fhvGu50+bppITGcm993hhG6loamNavkv+3Jvq25pg3rk5mcrqiZ16LJSMIvuhCcnA0moa61B7SAdv2b3Du/fJ9tfDi7j/oM+ddIv1CiQ6MoP+CkcSHx+Jy7o4izJwf7XE5e4cr+/PGsryw6xTjNswi4KE3fs7edJ3SDx19HW4dvQTk9SJWNTlGbEgU0UEFDxMsa9igY6CLsZUpWjraVMl/oBLmGaRyZuvS8rSsCS6hrBmWX9acy8+bbqooa6qoKGtMq1gqxiF9WtYk5pc1FelXx18ZNWcUwb7BhAeGM+6TcUSHR3PjbMHMtg4HHbhx5ga/7/sdyKsrVFaqK9hQu1FtEvPrCgDHdh5jydYlPLr9CJebLrTq0oq2PdqyeETZv3Z9dfdpus8ZQmR+mdonv0x9VKhMnf6jHY/O3uF6fpl6edcpRuWXqQHOXnTOL1PvHC2otxpZmWBkZYpF/ozalRpUIz05jdjgKFLjkxUNerHBUfy+9gCGFgU940p7QhinXafpu2E64Q99CXX2puWUvDL00ZG8+Pb9ejpJYbFc/Twv37m3+ywjj9jRalpffC4403BQe2yb1eb8koKev3d2/sHArR8SdPsxgTfcqfVOM+r0eIvDI/OGVojxDiXWN4yeDpO5vOYnUuOSqNerJTU7N+GXScU7gpSmC7v/oN+c94j0CyUqMIKBC0YRHx6Lc6G86OMfl+N89m8u5+dFf+06yYQNswl46IOfsxfd8vOim/l5UUJkvMrJMWKK5EU9PxiI62VncnNyad6nLb1nDmHXh1+XeSOY+3en6bBpOjEueWXLG9P6oKmvg3f+b6kOm6eTEhaLs0NB2WJSuGypZI5ZftmS5BdOVnIa8UVekc5KSSc9NqnYeiHK2n+uUa927drcu3ePtWvXsmDBAkJDQ7GysqJly5Zs3156TzTnzZvHxIkTWbx4MdWqVWPYsGFcvHiRtWvX0rlzZ9LS0qhXrx52dnbMnTv3mePWmZubs3jxYpYtW1ZmaXN1daVSpUpoaGhgYmJCo0aNWLp0KTNnzkRHR0flNlWrVqVmzZqsWrUKPz8/1NTUFP/PmzdPKeykSZOKbe/g4EC9evWIjo7m3XffLfb5G2+8wRtvvIGjoyPLli175WO96EzCryrkt1voWBjTcNEwdKxMSXD159bo9aRH5Q2oq1fFQmncCF1bM7r+VTC+Rb1ZA6g3awBRN9y4/l5el24tYz0aLRuFbiVzMuOSCDl1B3eHw+SW8QyTl3b8jraeDkMdpqJrrI/fnSc4TlivNHOVRQ0bDMwLZmt1OXkLA3Njes0bhpGVKSHu/jhOWK80YPLvq38gNyeXcdvnoamtyZMrDzi+vKAilJmeQZtR3Ri4fBya2lrEhUTz6OzfXNx+okzT+yzHtv+Mrp4ucxzmYGBsgJuTGyvGLVeaydS2eiWMzQsqnfWa1cPhSME4StNW5r3a/efRP9m04GtysnOo9UZNug/rjoGxATHhMdy/ep8DX/1AVkZWmabnUf556j5vGIZWpoS6+7NvwnqS869T0yoW5BZ6nBV4z5MjH2+lx4Lh9Fw4kmi/MH76YCMRhRpRG/ZsydCvCsYEG/XtRwBc2HSMC5uOkZ2ZRZ1OTeiQ3+AUHxKD6+m/ufTtr6Watoq6bgEOz9/OwOXjmLRnEbk5ufjcdsdxgoPSbLAth3am/7IxqKmB/z1Pdoz6jECXl381C8D95C0MLIzoMn8YBlYmhLv5c2j854rzaVLZQqnCHHzXk18/2so7nwznnYUjiPEL4+gHG4n8B43imakZNOjTms7zhqKtp0NSZBzelx5wfcuvZJfx9fsyHj32ZPKcgh/AX2zJm3hncN8erLVfUFHReqbfdxxHR1+XqQ4z0Tc2wMPJnfXjVyvlOzbVbTEyK8h3bp28jrGFMcPmj8LUygx/N1/Wj/+MhELXcqXaVRi5aCyGpoZEBkXy27c/88cu5fy1zpv1GDpvNLr6uoR4B+G4dDvXjpftgyQAvxO30TU35q1PhqJnZUKMqz/nx35BWv61bFjZEgpdy/o2Zgw6VzCJWZOZ/Wkysz9hN9w5Mzzvx7OupTGdN89Az9qUjMQUYt0DOff+F4ReVZ69sqz9ueMEOno6jHb4AD1jfbzvPGHbBAelvMmyhg2GhfKmeydvYmhuTP95IzCyMiXY3Y+tExyKTZ7xPGM+n069dgW9VJb+kdeguaLTh8QERZa02St7WKisMcova/YWKmtMipQ1AYXKml75Zc2PKsqaYSrKmr/yy5qKdHT7UXT1dflo/UcYGhvieseV5UXqCpVqFK8rfHG0oIF5+srpAJw/ep6N8/MmHrpx5gbfLvuWEbNHMOOzGQR5B7Fm+hpc75T9jJsX88vUYQ5T0TPWx/fOE75/gTLV0NyY3oXK1F1FytT2Y3rQa+4wxf+zj34KwKFPtuP08xXqd26KVa1KWNWqxIrbyj29Pqmp+g2nl/Xk99vomxvTcf5Q9K1MiHTz5+dxX5CSf50aV7ZUKkND7npy6qNtdPpkOJ0WjSDOL4xfp31NVKHr1OusE+eX7abt7EF0WzWeWO9Qfpu+meA7eT3bcrKyOTbhS95eMpJ3dy9A20CHWL9wTs/fie/Fsh1T+dyO39DW0+F9h+noG+vjfecxWyasUzqnVjVsMCx0nd7Nz4sGzBuBsZUpQe5+bJmw7h/nRY3feYs+H76HprYWwe5+7PjgC1wvOZdW0krkf+I2OhbGNFuYV7bEuvpzYUxB2WJQRfkc69mY0f98QdnSaGZ/Gs3sT/gNd84PK5sxb8W/19atW/nyyy8JCwvjzTffZMuWLbRp0+a52x06dIjRo0czePDg5w6n9irUcstqhgUhXlO/2b5f0VEoN9d1/xu3v1tOwvMD/R9orv5qs0O+LjL4b1y3Jrn/jREyFt1dXdFRKBcTWv47Gw5LW6+s8ukV/2/gpPXfGBzdhJcfluR1ci+77Ia9+DdprGFa0VEoF7Y5/43r1ls9o6KjUC46ZmhXdBTKxdiQAxUdhXIT3L5bhRy3ys1/NtnO4cOHGT9+PDt27KBt27Zs2rSJo0eP8uTJE6ytS37Tw8/Pj06dOlG7dm3Mzc3LtFHvv/GLQQghhBBCCCGEEEL8Z6Wnp5OQkKC0pKenlxh+48aNTJs2jUmTJtGoUSN27NiBvr4+u3eXPNFWdnY2Y8aMYdWqVdSuXbsskqFEGvWEEEIIIYQQQgghRLmoqIkyHBwcMDExUVocHBxUxjEjI4O7d+/So0cPxTp1dXV69OjBzZs3VW4D8Nlnn2Ftbc2UKVNK/XtT5T83pp4QQgghhBBCCCGE+G9ZunQp8+fPV1pX0hwCUVFRZGdnY2Njo7TexsaGx49Vz2p+7do1HB0dcXZ2LpX4vghp1BNCCCGEEEIIIYQQ5SI3p+SJQsuSjo5OiY14ryoxMZFx48bx/fffY2lpWSbHUEUa9YQQQgghhBBCCCGEyGdpaYmGhgbh4eFK68PDw7G1tS0W3tvbGz8/PwYOHKhYl5OTN8O7pqYmT548oU6dOqUeTxlTTwghhBBCCCGEEEKIfNra2rRs2ZK//vpLsS4nJ4e//vqL9u3bFwvfsGFDHj58iLOzs2IZNGgQXbt2xdnZmWrVqpVJPKWnnhBCCCGEEEIIIYQoF7m5FR2DFzN//nwmTJhAq1ataNOmDZs2bSI5OZlJkyYBMH78eKpUqYKDgwO6uro0adJEaXtTU1OAYutLkzTqCSGEEEIIIYQQQghRyMiRI4mMjGTFihWEhYXRvHlzzpw5o5g8IyAgAHX1in0BVhr1hBBCCCGEEEIIIUS5qKiJMl7Ghx9+yIcffqjys0uXLj1z271795Z+hIqQMfWEEEIIIYQQQgghhHjNSKOeEEIIIYQQQgghhBCvGXn9VgghhBBCCCGEEEKUi9fp9dt/O+mpJ4QQQgghhBBCCCHEa0Z66glRhI/2f6etW5fXZC7xV1RT3bCio1AufHJTKzoK5SIiJ6Wio1AuhmBV0VEoFxNaLqjoKJSLfXc3VHQUyoV9K7uKjkK5aZ+hVdFRKBd7NCIrOgrlYlL2fyPP7VotuKKjUC4+Djau6CiUi/oYVHQUyoVW7n/jN8t/iZzS0vPfab0QQgghhBBCCCGEEOL/hPTUE0IIIYQQQgghhBDlQsbUKz3SU08IIYQQQgghhBBCiNeMNOoJIYQQQgghhBBCCPGakddvhRBCCCGEEEIIIUS5yM2V129Li/TUE0IIIYQQQgghhBDiNSM99YQQQgghhBBCCCFEucjNqegY/P+QnnpCCCGEEEIIIYQQQrxmpFFPCCGEEEIIIYQQQojXjLx+K4QQQgghhBBCCCHKRY5MlFFqpKeeEEIIIYQQQgghhBCvGempJ4QQQgghhBBCCCHKRa701Cs10lNPCCGEEEIIIYQQQojXjPTUE0omTpzIvn37iq339PSkbt26ODg4YG9vz/r161m4cCEANWvWxN/fv8R9Tpgwgb1796Kmpsbx48cZMmSI4rOLFy+yYcMGbt++TWJiIlWqVKFVq1bMnj2bt99+G4C9e/cyd+5c4uLiiu278D79/PyoVauWyjjcvHmTdu3a/YNv4p95c3wPWk7vj4GVCZHuAVxcsZ9wF58Sw9fr34YOC4ZhXNWSOL9wrjocwu+ii+LzeQEHVG53Ze1B7u48BYB1k5p0WjoSm2a1yc3Jwev0HS5/9iOZKemlm7hC2ozrScfp/TG0MiHcPYBTK/cR/Ix0Nu7Xhm4LhmNa1ZIY33DOrT+I56W8dKpratD9k+HUf6c5ZtWtSEtMxefaI85/fojEiDgATKta0mXOu9Tu0AhDK1MSw2Nx+fU6V779lezM7DJLJ0D/ecPpMLo7esYG+Dg94bD9LiL9wp65zdvjetF9+kCMrUwJdvfn6Mo9+Lt4Kz4ftW4aDTo2wcTGnPTkNHzvPeG39T8R7h2iCFO9WR0GLx5Ntaa1ITcXfxdvfnX4kWD3ku+xsjZs/mi6ju6BgbEBHk6P2W23kzC/0BLDN2zTiAHTh1CraR3MbMzZOM0Bp3N/l2OMX8yEBePpN7oPhiaGuN5xY/Oybwj2CykxfNO2TRgxfTj1mtXD0saCFVM/5cbZm0phdPV1mbp0Ch17t8fYzJiwgDCO7/mNkwdOlXVyaDqhB29N74++lQlR7gFcWbGfCOeS7886/dvQ7pNhGFW1JN4vnBvrDuFfKB/SszSmw7JRVH+7KdrG+oTcfsKV5fuI9wtXhHn3iB1V2r+htN9HP/zFpWV7Sj+BRfzT6xKg5/i+DPhgCCZWpgS4+7Fv5S68XTwVn1tXt2WM3QQatH4DTW0tHly+z96V35MQFa8IU7NJbUYvGUftZvXIycnhzumb/LB6D+kpaWWW1n/Kyfkhe376GbfHXkRGx7DZYTnd3+5Q0dFS0nPeMNqM7oaesQF+Tk84br+b6Ofkse3H9eTt6QMxsjIh1D2A31buJahQHqupo0V/u7G8ObA9mtpaeFxx4dfle0gqdP4GrZxAjVb1sa1fjQjvYDb3W1rsOPXfbkbPecOwqVeVzPRMfP9259TaA8QGRZXeFwDUn9iDN2b2R8/KhFi3AJzs9xNdwj1rUr8KzRYOxbxZLQyrWeG04gee7DqrFKbpgvdotuA9pXXxXiGcfHtRqcb7Zf2/5blF/ZfOp/57QzAcMxINc3MyvbyJ3/gNme6Pn7udbo+umH+2gtQr14hdsrxgfZfO6L87EO0G9VE3MSFiwlSyPL2fsafyM3L++3Qf3RMDYwMeOz3me7vtzyxr3mjTiEHT36V207qY25jzxbR13Dl3W/G5hqYGoz4ZQ4uuLbGubktKYgoPr7nw4/r9xEbElHl62o7rSefpAzC0MiHMPYCTK/cp5aNFNenXlh75dflo3zDOrj+ExyVnxeeNeremzZjuVGlaC30zI77tt5RQt2f8Lty7iPrvNOfABxtxP+dUmkl7rroTe9JwVn90rUyIcwvgnt0+Ykq4R43rV6HJomGYN6uFQTUr7q/4AY/vzxQLp2drRjP7UVTq+iYaejok+YXz97ydxLr4lnVyXnu5OdJTr7RITz1RTJ8+fQgNDVVanjaW7d69m0WLFrF7925F+Dt37ijCHTt2DIAnT54o1m3evFnlcbZt20b37t2xsLDg8OHDPHnyhOPHj9OhQwfmzZv30vH/888/i8W/ZcuWL72/56k/sC1vLx/DrU3H+bG/PVHuAbx3YDF6FsYqw1dqWY9+W2bz6PBlfuxnj9fZuwz6fh4W9asqwuxsOVtpObvgu/yGu7yGEQMbU4b+tIQ4v3AODf6U4+O+xKJ+VXpvnF5m6WwyoB197MdwafMv7OhvT5hbAOP3L8GghHRWa1GPYd98yL3Dl9jezw73c06M/m4+1vnp1NLTpnLjmlzacpztA+w5NGMTlnUq8f6uBYp9WNapjJq6GieW7ebbnos4vfoArd/vTo+FI8ssnQA9Zgyiy6S+HLLbxVdD7MhITWP2/mVo6miVuE2LAe151348pzcf4/P+Swh282f2/mUYFvp+Ah/6cGDhDtb0mM/W8etQQ43Z++1QU88r1LT1dZi9bymxIdF8NcSOjcNWkpaUyuz9y1DX1CjTNJdk4Ix36T2xP7uX7WT54MWkpaSz5IcVaD3ju9DR18Xf3Y89y78rx5j+MyNnjuDdSYPZvGwLHw78mLTUNNYfWPfMdOnq6eLj7sMW+29LDDNzxXRav9OK9R99weSu0/jF8ThzVs+mfc+ye6gAUHdgWzotH8OdTcc53M+eaLcABv1Qcj5k27Ievb+djduhyxzua4/P2bv02zUP8wYF+VD/XfMwrm7NqSlfc7iPPYlBUQw+uBRNPR2lfbn+eIHdLWYrluvrDpVpWuHlrst2Azoy1n4Sv2w+jN2ABQS4+7HkhxUYW5gAoKOnw9IDK8kF1o5ewaqhS9HU0mShox1qann3qKm1Gct+/JRwvzBWDFnE5+M/o0r9aszYMKfM0/xPpKam0aBubewWzKroqKjUZcZAOk7qw3E7R74dspyM1HSm7F/yzDy22YB2DLAfx1+bj/FN/2WEuvkzpUgZNGD5OBp1b8GPszazc+RnGNuYMW5H8fqE05FLuJy8WWw9gFlVK8Z/vwCvG65s6rcEx/EOGJgbM27H/FdPeCE1BrWlxcoxPNx4nD962xPrFkDXnxajU8I9q6GnQ1JAJM7rDpMaHlfifuMeB3LszdmK5fyQz0o13i/r/y3PLeq/dD51u3fF5KOZJO7eR+SkD8j08sbi6y9QNzN95nYatjaYfDiTdGeXYp+p6emS4fKIhG3/rnrD4Bnv0Xdif75btp2lgxeSnpKG/Q+fvlAdyHH5TtWf6+lQu0kdfv7mCIv7z+er6Q5Url2FxY52ZZUMhaYD2tHPfiwXNv/C1v52hLkFMPEZdfnqLeox4psPcTp8ia39luF+7i5jCtXlIa/u6u/0hLPrDz73+B2m9CU3t9SS849UG9SO5p+OwXXDL5zrbU+cWwBdDi4p8R7V1NMh2T8Cl7WHSA2PVRlGy0Sf7idWkpuZzZUxX3CmyyKcV/1IRlxyWSZFiGKkUU8Uo6Ojg62trdKioaHB5cuXSU1N5bPPPiMhIYEbN24AYGVlpQhnbm4OgLW1tWKdiYlJsWMEBAQwd+5c5s6dy759++jWrRs1atSgWbNmfPzxxzg5vfyTGwsLi2Lx19IqufB9VS2m9uXRwYu4Hb1CjGcIfy7dQ1ZqOk1GdlEZ/q3JvfG7/IC7O08R4xXCzQ0/E/HIj+YTeyrCpETGKy11erUg8KY78QGRANTu/hbZmdlcsN9HrE8o4Q98+HPpbur1a4NJDZsySWeHqX25e+gi949eIdIrmN/tdpOZmk6LEarT2W5yH7wuP+D6d6eI8g7hwsafCXX1o+2EXgCkJ6ayb9x6XE/dJtonlKD7XpxcsY8qzWpjUtkCAK/LD/h14Xd4X31IbGAkT/68x/XvT/FGn9Zlksanuk7ux9ktv/DwvBMhjwPYP38rJjZmvNmr5ON2m9qfG4f+4tbRS4R5BXPIbhcZqRm0H9FVEeb6wb/w/tudmKBIglx9+X3DYcyrWGJR1RoA2zpVMDAz4uTGI0T4hBLmGcTpzT9jbGWKeRXLMk1zSfpMGcCv3x7l7vm/CXzsz/b5mzG1NqdVr7YlbuNy6R5Hv/oJp7O3SwxT0d6bMoQftxzkxrmb+D725fO5X2BhY0HH3iX3ZrpzyYk9X+7j+pkbJYZp1KoR534+j8utB4QHhXPqp9N4u/nQsHmDskiGQvNpfXE9eBH3I1eI9Qzh4tI9ZKWl80YJ+dCbU3oTcOkB93eeItYrhNtf/UzkIz+aTcjLh0xr2WLbsh6Xl+0hwsWHOJ9QLi3bg6auFvUHt1faV2ZqhlJ+lZmUWqZphZe7LvtNHcTFQ+e5fPQCwZ5BOC7bQXpqOl1GdAegfquGWFW1YueCbwh8EkDgkwC2L/iGWs3q0LhDUwBadG9FdmY2e5Z/R6hPCD4PvNi9bAdt+3XApoZtmaf7RXVu35qPPphAjy4dKzoqKnWa3JcLW47jdv4uYY8DODJ/G8Y2ZjTu1arEbTpP7c/fhy7gdPQyEV7BHLdzJDM1g9Yj3gFA10iP1iO6cnLND3jfdCX4kS9HF+6kZqsGVH+rrmI/J1bt4+YP54kJjFB5nKpNa6Gurs65r44QExBBiKsfV747SaVGNUr14UrDD/ri9dNFfA5fIcEzhL8X7yE7NZ06o1XfszEuPtxffRD/326RnZFZ4n5zsnNIi4xXLOkxSaUW51fx/5bnFvVfOp+Go4aTcuIUqafOkOXnT/wXG8lNT0N/QN+SN1JXx+xTexJ37SU7uHgvt9Qz50nas5/0O3fLMOb/XP8pAzn27VGczv9NwGN/vp2/CTNrc1r3KrnR2PnSPQ599SN/n72l8vOUxBRWj13JzVPXCfEJxvO+B44rdlKnWV0sK5dtXa/j1H44HbrIvaOXifQK5jc7RzJT02lZQl2+/eQ+eF524dp3J4n0DuHPjUcJcfWlfX5dHsD5+DUufnMcr+uPnnnsSo1q0GlqP35ZpLqxs6w1mN4Xnx8v4nv4CgkewTgt2k1Wajq1nnGPuqw+SOBvt8jJyFIZ5o3ZA0kJiebved8R4+xDcmAk4ZcfkuyvunwRoqxIo554YY6OjowePRotLS1Gjx6No6PjS+/r2LFjZGZmsmiR6lcInvaK+LdT19LApmktAq65FqzMzSXgmiuVWtRVuU2lFnUJuKZc8PlfeVBieH1LY2p1a86jQ5cU6zS0NcnJzKLw466stLxKYZXW9V8yNSXT0NKgUpNaeBcqsHNzc/G+/oiqLeqp3KbaW3XxKVLAe115QLUS0gl5P8pycnJIS0h5Rhh9UuPKrlJrUc0aE2szHl9/qFiXlpiKn7MXNUtIq4aWBtWa1OZJoW1yc3N5cv0htUrYRltPh3bD3yEqIJzY0LxXusJ9QkiKSaDDyK5oaGmgpaNF+5HdCPUMIiYoshRT+WKsq9lgZm3Oo2sFT9VTE1PwdvakXovy/cFUmipVt8XCxoJ7V+8p1iUnpuDu/JhGLd54xpbP5+bkRoee7bCwzWuYfrP9m1StXQWnK2X3Q0VdSwPrprUILJIPBV11xbal6vvNtkVdAovkQwGXHyjCa+jkjc6RlV7ox2ZuLtkZWVRqo5zHNHi3A1NctjP6TwfaLx6Bpq52KaSqZC9zXWpoaVKraR2lbXJzc3l07YFiGy1tLXJzIbPQD+zM9Axyc3Jp0DrvutDU0SIrM4vcQnlvRloGgCKMeDbzatYYW5vhWah8SEtMJdDZm+rPyGOrNKmltE1ubi5e1x8ptqnSpDaa2ppKYSK9Q4gNiixxv6oEPfQlNyeXVsO7oKauhq6RHi3e7YzXtUfkZJXOsA/qWhqYN6tF2FXlezbsqiuWJdyzL8q4lg3v3tvCoJsb6fDtTPSrWLxibF/d/1ueW9R/6nxqaqLVoD7pToW+39xc0u/cQ6tJ4xI3M5o0nuzYWFJO/lEOkSwdT8uah4XKjZTEFLycPWhQynUgfSMDcnJySE4oux5eGloaVG5SS6nxrWg+WlT1t+op1f3haV3+xfNUAC1dbUZsns3vK/aSFBn//A1KmbqWBmbNahF+tVBacnMJv/oIy5b/LC2FVe7dkhgXXzp89xGDH26j17m11B7T9fkbCiDvZ2xFLP+PpFFPFHPy5EkMDQ0Vy/Dhw0lISODnn39m7NixAIwdO5YjR46QlPRyjSseHh4YGxtja1vQs+HYsWNKx3348OEz9lCyDh06KO3H0NCwxLDp6ekkJCQoLVm5L15p1zM3Ql1Tg5Qo5QIqJSoefaviPRQBDKxMSYlMUFqXHJmAvpWpyvCNhnUmMzkNrzMFvRcDb7ihb2VCy+n9UdfSQMdEn85L815JNbBRvZ9XoW9mhIamBslF0pkcmYBRCek0tDJVGscIICkyHkNL1fHT1NGi15LRPDxxk/QSevqY17Ch7YReOP104Z8n4gUZ55+HxCKVjsTIeMVnRRmaGaOhqUFikfQmqNim89hebHDdx0b3/TR6pznfjl2rGB8wPTmNzaM+o/WQznz9+AAb3PbzRpc32TbRgZzsnFJJ3z9hYp0X9/gi6YqPisOkhO/idWBmldejODYqTml9XGQc5tbmr7Tvb1dsw98jgMN3fuKMzykcfljDFvutPLz97CfYr+JpPpQa+eL5kL6VKSlRCUXCF+RDsV6hJARF0X7xSHRM9FHX0qDFzAEYVbbAIP+6APD49QbnP97OryPXcvfb32kwtBM9v5lZqukr6mWuS6P8PEzVNqb523je9yA9JY3RS8ajrauNjp4OY+wmoqGpgam1GQCu1x9iYmXKgOlD0NDSxMDYgFFLxgEowohne1pmFP1hlxQZj1EJ508/P48tWqYkFtrGyMqErPTMYg+FkqJK3q8qsUGR7BrvQO+Fo1jr8QOrHu7GpJI5P36oeiiRl6GTf8+mFfkO0qLi0Svhnn0R0fe8uDn3Oy6O+YI7S/ZgWN2KXseXo2mg+6pRfiX/b3luUf+l86luaoKapgbZMcqvI+bExKJhrvpcajdrgv7AfsSv/6o8olhqnubpcUWv26g4TK1KL7/X0tFi7NLxXD9xldQy7On+tC6vsm5eUv22hLq8UQl1+ZL0WzGOgLueuJ+vmJ6Y2iXdo5EJ6Fq//D1qWN2KuuO7k+gbxuXRn+O1/0/eWj2emsM7v2qUhfhHZKIMUUzXrl3Zvn274n8DAwMOHjxInTp1ePPNNwFo3rw5NWrU4PDhw0yZMuWljlO0N17v3r1xdnYmODiYd955h+zsl3sifvjwYd5448We/Do4OLBq1Sqldb2Mm9LHpNlLHbssNB7RBffjN8gu1GMm2iOYs/N30mX5GDotHkFOdg7Oe86RHBFHbs7r9whCXVODEd/OATU4aa96gH0jGzPG7VuE6x+3uXvoYqkdu9XgToxeN03x//bJ60tt36rc+e0qj689wNjajB7TBjB561w2DltBVnomWjpajPliOj53n7Dno29Q11Cn+7QBzNy9hC8HLSUzveRXdEpDxyFvM2XdDMX/X0xaW6bHKy/dhnRl3vqPFf/bTVz+jNCvZsikwbzRoiH2k1YQHhRBs7ZNmbNmNtHh0dy7dr/MjlvacrKyOf3BJrp9OY1pj74jJyubwGuu+F1wVsq7XX8quBejHweRHBHHu4eXYVzDmoRSev2kvK7LxJgENs/6kslrZ9B7Un9yc3K5ceIqvg+9FflqsGcgOxZ8w1j7SYxcNJac7BzO7j1FXETsa5n3lofmgzvy3rqpiv/3TP6iAmPzfIZWJgx1mMbdY1dw+f0GOga69Jw/nLHb5rJr7LqKjt4zhVx8oPg7zj2QqPveDPl7EzUGtcX74OVyi4fkuaXj33I+X4Wavh6mK5YRt/4rcuITnr9BBeo0pAvT1xU8lHKYtLrMj6mhqcH8rYtATY3v7bY/f4PXUMMeLajdvjFb+xeflOi1p65OrIsPDx2OABD3yB+TBtWoM747fkevVnDk/v1koozSI416ohgDAwPq1lV+XcDR0RFXV1c0NQsumZycHHbv3v1SjXr16tUjPj6esLAwRW89Q0ND6tatq3QMAGNjY5KTk8nJyUFdvaBz6dPZcIuO2VetWrVi8S/J0qVLmT9fefDrnY1ffLKJ1JhEcrKy0bdUjoO+pQkpJXQvT46MQ99KeVBWAytjUiLjioWt0qYB5nUrc2p28UGin/x2kye/3UTf0pjMlHRyc6HFtL7EB5T+OA4psYlkZ2VjUCSdBlbGxXq0PZUUGYdhkfCGViYkFXniqa6pwYitczCtasme0etU9tIzsjZl0kE7Au96cmLpy7/2rcrDP53wcy6Y/VJTO2/8RSMrExIKnRMjKxOC3PxU7iMpNoHsrGyMiqTXuMg+IO81s7TEVCL9wvC778EXLrt5s3dr7p64QavBnTCvYsWGd5crXu/b+/E3fOGym2a9WnP395LHFSoNd8//jdd9D8X/T78LE0sT4iIKnsqbWJri7/b6zOp18/wtHjs/UfyvlZ8uM0tTYgrNNGdqZYq368vPtqetq83kRRP5dNpn3L6QN6mN72Nf6jSuzfDpw8rsB+bTfKhoj5Bn5UMpkXHoWxoXCa+cD0U+9ONwHzu0jfRQ19IkLSaRYSc+JeJByec+/H7e92da06bUGvVK47pMzM/DTIrcoyaWpsQVSvPDqy7Me3smRmZGZGdnk5KQwrY7u4kILJjx98ZvV7nx21WMLU1IT0mH3Fz6TR1IREA4oji3P+8S6Oyl+P/p+TO0MiGx0HdvaGVCSAl5bEp+Hlu0TDEqtI/EyHg0dbTQNdZX6q1naKl8nOfpMK4XaYkpnF7/k2Ld4blbWXZrK9XfqkvAfa9nbP1i0vPvWd0i96yupUmxHrevIjMhhUSfMIxqls1YuyX5f89zi/p/P5+F5cTFk5uVjYa5GYUfM6qbm5EdU3zmVo0qldGsXAnzLwo1iOdPDlbpyp9EjB5PdnDJMyCXJ6fzf+N1v+C6fZpXmVqaKpU1ppam+JVCHehpg55lFStWjV5epr30oKAur7JuXkIeWVJdPjFKdXhVandojHkNa+wf7FJa//72ufjdeYzjqDUvvK+XlVHSPWplTFrEy9+jaRFxJHgEK61L8Aymav+yHftbiKLk9VvxXA8fPsTJyYlLly7h7OysWC5dusTNmzd5/Pj5U9gXNWzYMLS0tPj888+fG7ZBgwZkZWXh7OystP7evbyxWerXf/kx5HR0dDA2NlZaNNVefCDsnMxswh/6Uq1joXFE1NSo1rExofdUV/xD73lRvaPyuCPVOzVRGb7xyC6EP/Ahyj2gxDikRCWQmZJOg4FtyU7PIOBq6b9ykp2ZTegjX2p3KIi3mpoatTs0Ieiep8ptAu97KYUHqNOpCYGF0vm0Qc+ipi17xzioHCvPyMaMSYfsCXnky/GFO5XGsioN6clpRPmHK5YwzyDiI2JpkD8wPoCuoR41m9fFr4S0ZmdmE/jIR2kbNTU16ndogm8J2zwNo6ampqg4auvpkJubq5TG3JxcyC2fcSbTktMI9w9TLMGegcRGxNC4Y0HPVT1DPeo0r4fnvSfP2NO/S2pyKiF+IYrF38Of6PBo3ur0liKMvqE+bzRviNs995c+jqamJlraWuTkKL8qnZOdo5jhuCzkZGYToSIfqtqpMWF3VedDYfe8qFokH6rWuYnK8BmJqaTFJGJS0wbrZrXxPVfy6zOWjasDkPyM2Rz/qdK4LrMzs/B96K20jZqaGo07NlW5TWJsIikJKTTq0BRjSxPunv+7WJiEqHjSU9JoN7ATGemZPLzm/OqJ/T+UkZxGtH+4Ygn3DCIhIpa6HZoowugY6lGteR0CnpHHBj/yVdpGTU2Nuh0aK7YJfuRDVkaWUhjL2pUwq2pV4n5V0crPhwt7OvxBaeXDOZnZxDzwxbaT8j1r26kxUSXcsy9DU18HwxrWpEbEldo+X8T/e55b1P/7+VSSlUXmEw+0W7YoWKemhk6rFmQ+ci0e3D+AiLGTiJw4VbGkXbtBxj1nIidOJTv83zOhQFpyKmH+YYolKL+saVKkrKnbvD5PXrEO9LRBz7ZWJVaPWUFSXOKrRv+5sjOzCXnkS50idfk6hfLRogLue1KnUJ4KUKdTUwL/QZ56ZfsJtvRZwrf9lioWgD9W/8Avn5TPpBk5mdnEPvDFpsg9atOpCVF3XzwtRUX97YFR3UpK64zqVCIlKOql9ynEy5CeeuK5HB0dadOmDW+//Xaxz1q3bo2joyNffvnlP9pn9erV2bBhAx9//DExMTFMnDiRWrVqERMTw4EDBwDQ0MhrXGvcuDG9evVi8uTJbNiwgdq1a/PkyRPmzp3LyJEjqVKlitK+o6OjCQsLU1pnamqKrm7ZjEFyb9dpem+YTsRDX8KcvXlrSh+09HVwPZL3akTvr6eTFBbL9c/zumbf332W4UfsaDGtL74XnGkwqD02zWrz55LdSvvVNtSjfv82XFnzU7FjArw5oSehdz3JSE6jRucmdLYbzbX1h0l/xiQTr+LGrtO8u2E6IQ99CXL2pv2UPmjr63DvaF4639swg4TwWP784jAAt3afYfJhezpM7YfHxfs0Hdieyk1rK3raqWtqMHL7x1RuXJMDU75CXUMdw/wnaKlxSWRnZmNkY8bkQ/bEBUdxdu1PGBSadr4sB9q9uPsP+sx5l0i/UKIDI+i/YCTx4bG4nLujCDPnR3tczt7hyv6zAFzYdYpxG2YR8NAbP2dvuk7ph46+DreOXgLyJuBoObAD7ldcSIpJwNTWgl4zB5OZloHrxbzeBI+vPWDIsjGMWD2Fy3vPoKauRq+Zg8nOzsbjZvHKcnk443iSd+cMJ8w3lMjAcIYveJ+4iBiczhXMbLvsp1U4nb3FuX2nAdDR18W2ZsF4mVbVbKjRqCZJcUlEh/w7Kjq/OP7KmDmjCfYNJiwwjImfTCA6PJrrZwt6Q35xcD3Xz9zgt30nANDV16VKzcqKzytVs6VOo9okxiUSERJJSlIKLjdd+MB+GhlpGYQHh9OsXTN6DuvBjs++K9P0OH9/mh4bpxPxwJdwZ2/enNIHTT0d3PPzoR5fTyc5LJab+fmQi+NZ3j1qR/MP+uL3lzP1B7XHulltLhbKh+r0b0NadCKJIVFYNKxG50/H4XvWicAreQ8OjGtYU39IB/wvOJMWm4TFG9XpvHIMwbfciX4cWKbpfZnr8o9dJ5ix4SN8Hnjj7eJJ38kD0NXX5fLRvxTbdBnejWCvIBKiE6jXsgHjV07htOPvhPoU9CTpNaEvHnefkJacRtPOb/L+sgkcWv8DKWWU976MlJRUAoIK4hwcEs5jD29MjI2oZGtdgTHLc233abrNGUKUXxixgRH0WjCchPBYXM8VjB077Uc7Hp29w8395wC4uusUIzbMJOihD0HOXnSa0hctfR2c8sugtMRU7hy5yAD7saTEJ5GemMrgVRPxv+uh1LvOooYN2ga6GFmZoqWjTaVGNQCI8AwiOzObxxfu02lKX7p/9B7OJ/Jev+2zaBQxQZEEu/qV2nfw+LvTtN80nWgXX6Lve9NwWh809HXwOZSXnvabp5MaFotz/mtd6loamNSvkv+3JvqVzDFrXJ3M5HSS/PJ6ib61YjTB5+6THBSFnq0ZzT55j9ycHPyO3yy1eL+s/7c8t6j/0vlMOnQUM/slZD72INPNHYORw1DT1SXl5BkATJcvJTsyksQduyAjkywfP6XtcxOTyAGl9WpGRmjYWqNhmTf7q2b1vAdEOdEx5BQZv688nXL8naFzRhDmG0pEYDgjF7xPbEQMd84VzGy74qfP+PvsLc7sy5sERFdfF9uaBQ091tVsqNmoFklxiUSFRKGhqcGC7Yup1aQO6yevRl1DXTG2a1JcElmZqmdaLQ3Xd/3B0A0zCH7oQ5CzNx2m9EVbX5e7+fnosA0zSQiP4Vx+Xf7m7jNMPbycjlP78eSiM80GtqdK09r8urSg152eiQGmVSwxyh+D0LJ2XtoTI+NIioxXLEXFhUQTW46TwD3ZeZq2m6cT4+JLtLM3Dab1QVNfB9/8e7TtNzNICYvl4bq8tKtraWBcv2r+35ro2Zph2rgGWclpinvU47vTdP99JW98NIjAE7cxf6sOdcZ2xWlh6b5V9P8qJ1devy0t0qgnnikjI4MDBw6wePFilZ8PHTqUDRs2sG7dOrS0tP7RvufMmcMbb7zBxo0bGTZsGAkJCVhYWNC+fXvOnDlD06YFvZ4OHz7MypUrmT59OiEhIVStWpV3332X5cuLj9PSo0ePYusOHjzIqFGj/lH8XpTH77fRMzem/fyh6FuZEOnmz/FxXygGoTeqbKk01lLoXU9Of7SNDp8Mp+OiEcT5hXFi2tdEewQp7bfBoHagpsbj31RX3myb16b9/PfQ0tcl1juEv5buxv2X62WSRoBHJ2+hb25Et3nDMLQyIczdnx8mfE5yfjpNqlgo9W4IvOfJzx9vpfuC4fRYOIJovzAOfrCRiPx0Gtua8UbPlgDMPu2gdKzdo9bgd8udOp2bYlHLFotatiy8rfwK8oqaY8osrX/uOIGOng6jHT5Az1gf7ztP2DbBQWkmUMsaNhiaGyn+v3fyJobmxvSfNwIjK1OC3f3YOsFBMXlGVnomdVo35J1JfdE3MSQxKg6vvx+zYehykqLzvsNw7xB2TvmCvh8PY8Hx1eTm5BLk6su2CQ7FXuMtL7/vOI6Ovi5THWaib2yAh5M768evVhrfz6a6LUZmBQ2utZvVYfnhgtcpxq2YDMDloxfY+cmW8ov8MxzefgRdfV3mrf8YQ2NDHt1xZck4O6V0Va5RCRPzgnQ1aFafDUcLHmDMXJk3ztvZo+f4cv4GANbMdmDKksks3bIYI1MjwoMi2P3FXn7/4WSZpscrPx9qs2AoBvn50O/jviD1aT5UxVLp/gy768m5Odtot3A47fPzoT+mfk3Mk4J8yMDalE4rxqBvaUJyRBxPjl3jzubjis9zMrKo1qkxzaf0RlNPh6TQGLz/uMOdb34r07TCy12Xt05ex9jCmGHzR2FqZYa/my/rx39GQqFBwCvVrsLIRWMxNDUkMiiS3779mT92nVA6dp036zF03mh09XUJ8Q7Ccel2rh3/d41v9eixJ5PnFJTbX2zJa+AY3LcHa+0XVFS0FC7v+B1tPR2GOkxF11gfvztP2D1hvVIea17DBoNCeeyDk7cwMDem17xhGFmZEuLuz+4J65UGcT+5+gdyc3IZt30emtqaeFx5wPHlyg/Mhn7+AXXaNVL8P/ePvHFU13eaQ2xQFN43XTn08bd0mT6QLtMHkpmajv99z2Lxe1X+J26jY2HMmwuHomtlQqyrPxfHfEFa/j1rUEW57qBnY0a/8wWvMDaa2Z9GM/sTfsOdP4fljTOpX8mcjttmo2NmSHp0IhF3nnB2wKekx5R9L6Dn+X/Lc4v6L53PtL8uEm9qgtG0iWiYm5Pp6U30/MXkxOY1vmnYWEPOP5vcS7dzB8zslyj+N1+9AoBEx70kOu4rvcj/Q7/t+AVdfV2mO8xC39iAx07urB2/6jl1oLqsOlww9uvEFXnDFF06+hdbP/kGc1sLWvdqC8BXZ5Qn4Fk50g63W2U3ycvD/Hy0e34+Guruz94J64vU5QvOXcA9T458vJUeC4bTa+FIov3C+LFQXR6gYc+WDPuqYNzbUd9+BMBfm45xYdOxMkvLPxV44hY6FkY0WTQMXSsT4lz9ufz+56Tnp12/ioXSPaprY0bvPwvu0YazBtBw1gAibrhxcWje+Y1x8eHa5E00WzaSxvPeJTkwkvsrDuD/S9kOlyNEUWq5pf0umxCvua+rj63oKJSbWPX/xu0fQ9k99fw3icnNqOgolIuInH9Pj6iyNASrio5CubihnlzRUSgX++5uqOgolAv7VnYVHYVy0yzjxYfreJ3t0Si/3jQVaVL2fyPP7Voz+PmB/g98HGz8/ED/B+qrGVR0FMpFs/T/Rq+ukaE/VnQUys3DWgMr5LhNfX+vkOOWJRlTTwghhBBCCCGEEEKI14y8fiuEEEIIIYQQQgghyoW8L1p6pKeeEEIIIYQQQgghhBCvGWnUE0IIIYQQQgghhBDiNSOv3wohhBBCCCGEEEKIcpGT+9+Y/KQ8SE89IYQQQgghhBBCCCFeM9JTTwghhBBCCCGEEEKUi1zpqVdqpKeeEEIIIYQQQgghhBCvGWnUE0IIIYQQQgghhBDiNSOv3wohhBBCCCGEEEKIcpGbW9Ex+P8hPfWEEEIIIYQQQgghhHjNSE89IYQQQgghhBBCCFEucmSijFIjPfWEEEIIIYQQQgghhHjNSKOeEEIIIYQQQgghhBCvGXn9Vogi/iK2oqNQbtrmmlZ0FMqFhtp/o3t3Ym5mRUehXGiraVR0FMqFs3paRUehXPTKNKjoKJQL+1Z2FR2FcrHGaW1FR6Hc/Np0eUVHoVw4WmVXdBTKhWtwVkVHoVx8FWJT0VEoFzZq/41R+Hun/TfqftbGyRUdBVHKcuX121IjPfWEEEIIIYQQQgghhHjNSE89IYQQQgghhBBCCFEuZKKM0iM99YQQQgghhBBCCCGEeM1ITz0hhBBCCCGEEEIIUS7+G6Nelg/pqSeEEEIIIYQQQgghxGtGGvWEEEIIIYQQQgghhHjNyOu3QgghhBBCCCGEEKJcyEQZpUd66gkhhBBCCCGEEEII8ZqRnnpCCCGEEEIIIYQQolzkSk+9UiM99YQQQgghhBBCCCGEeM1Io54QQgghhBBCCCGEEK8Zef1WCCGEEEIIIYQQQpSLnIqOwP8R6aknhBBCCCGEEEIIIcRrRnrqCW7evEmnTp3o06cPp06dUqz38/OjVq1a3L9/n+bNmxfbbu/evcydO5e4uDiV+504cSL79u0rtr53796cOXMGgJo1a+Lv7w+Anp4ederU4eOPP2bq1KlK2+Tm5rJr1y52796Nq6srOTk51KhRgx49ejBnzhxu3rzJjBkzcHFxoW7duortQkJCaNy4MatXr+bDDz/8p1/NKxkzfyy93++NgbEB7k7ubFu2lRC/kBLDN27TmKEzhlKnaV0sbCxYM3U1t87dUgozd8M8egzvobTu7qW7rBy/okzSUFSr8T1p/0F/DK1MCHcP4MzKfYS4+JQY/o1+bXhnwXBMq1oS4xfOX+sP4nXRRfH523Pfo/HA9hhXNic7M5vQh75c/PIIIc7eANRo9wbjD9ur3PeugcsJfVDysctC33nDaT+6G3rGBvg6PeGovSORfmHP3KbTuF50mz4QYysTgt0DOLZyDwEu3orPR6ybSoOOTTG2MSMjOQ3fex6cWP8TEd4lXytlbcz8MfRSuna3Efqca/e9GUOp07QOFjYWrJ26RsW1O5fuKq7dT8evLJM0vIix88fS5/0+GBgb4Obkxtbn3KNN2jRh6Iyh1M2/R1dPXc3NczeLhatWtxqTlk6iadumaGhqEOAZwNrpa4kMiSzL5CgMnjeSzqN7oG+sj5fTEw7Yf0fEc67TruP60Hv6IEysTAl09+fgSkd8XbyUwtRuUZ93PxlN7eb1yMnOIdDNj6/HryEzPYMG7Rqz8NAqlfteM2gxfg+8VX5WWhpO6EGTmf3RszIhxi2A28v3E+WsOn8wrV+F5p8MxbJZLQyrWfH3yh9w23VWKUyD8d1pMK47htWsAIjzCMLl6+MEX3xQpunoOW8YbfLzGD+nJxy33030c85d+3E9eXv6QIysTAh1D+C3lXsJKpTHaOpo0d9uLG8ObI+mthYeV1z4dfkekqLiFWEGrZxAjVb1sa1fjQjvYDb3W1rsOPXfbkbPecOwqVeVzPRMfP9259TaA8QGRZXeF/APOTk/ZM9PP+P22IvI6Bg2Oyyn+9sdKiw+/1SdiT1pMKs/ulYmxLkFcN9uH7ElXLfG9avQeNEwzJrVwqCaFc4rfsDz+zNKYfr9vQmD/Gu2MK8957m/bG9ZJOGFGI4YhMn4EWhYmJPh4U3MF9+S4fpEZVi9bp0wmTwarWpVQFODrIBgEg78TPKpPxVh1PR0Mf1oKvrvdETdxJiskDASDx4n6djJ8kqSSjUm9aLWrIHoWJuQ6BaA67I9xN9XnfdVG9uNKsPfxqhhVQDiH/jyZN0hpfA2/VpTfUJPTJrVQtvciKvdFpPo6l8uaSmqz7zhtCtU//nZ3pGo5+RNHcf1omt+3hTiHsDxIvWfdqO702JwR6o2romukT7Lmk0mLSFFaR9WtSoxcNkYarasj6aWJiGPAziz8QheN93KJJ0A/ecNp8Po7ugZG+Dj9ITD9rueW9d7e1wvuk8fiLGVKcHu/hxduQf/QmkdtW4aDTo2wcTGnPTkNHzvPeG39T8RXqiuV71ZHQYvHk21prUhNxd/F29+dfiRYPeyP+eVJvWm2qxBaFuZkuTmj7fdbhLve6kMazumOzbDu6DfsBoASQ988HM4qBS+/ubZ2I58R2m7mAvOPHp/bZml4UWYjhmAxZShaFiZkf7Yl/DV20l74KEyrGGvDlhMH4l2jUqoaWqS4R9MzO7jJPx2QRHGcs4YjPq/jZatFbmZmaS5ehG5cT9pD1Tnb0JZLjJRRmmRnnoCR0dH5syZw5UrVwgJKd2GhD59+hAaGqq0HDx4UCnMZ599RmhoKI8ePWLs2LFMmzaN06dPKz7Pzc3l/fff56OPPqJfv36cO3cONzc3HB0d0dXVZc2aNYwbN47evXszceJEcnIKOvNOmzaNli1bMnv27FJN1/MMnTmMgZMGsnXpVhYMmk9aShqfHViNlo5Widvo6uvi4+bLDvvtz9y300UnxrYcq1i+mPNFaUdfpUYD2tHTfgxXNv/C9wPsCXcP4P0flqBvYawyfNWW9Xhvy4c4H7nE9/3teHLOiRHfzceqflVFmBjfMM6s2MvOXkvYN3QV8UGRjPlhCfrmRgAE3vVgY6tZSsu9gxeJDYgo9wa97jMG8fakPhyx28XXQ+zJSE1nxv6laD7jnL41oD3v2o/j7Oaf+bL/UkLc/Jm5fymGhb6zwIe+/LRwOw49FrB9/DoAZu1fhpp6xRR0Q2cOZcCkgWxbupVPBi3Iv3Y/e+616+vmww77Hc/c992LToxrOVaxfFlO164qw2YOY9CkQXy79FvmDZpHWkoaq1/gHvV182Wb/bYSw9jWsOXLY18S5B3E4pGLmdV7Fge/OUhGekZZJKOYPjOG0H1SPw7Yfce6IctIT01n3v7lz7xOWw/owAj7Cfy++Sif9V9EoJsfc/fbY1ToOq3doj5z99rhdtWFtYOXsGbwEi7sP01ubl5+63X3CfNbT1Varhz8k8iA8DJv0Ks5qC2tV47BeeNxTvSxJ8YtgJ4/Lka3hLxJQ0+HpIBI7q47TEp4nMowyaEx3HU4zO997TnZbzmh193otns+pvWrlFk6uswYSMdJfThu58i3Q5aTkZrOlP1Lnnnumg1oxwD7cfy1+Rjf9F9GqJs/U/YvwaBQ2gcsH0ej7i34cdZmdo78DGMbM8btmFdsX05HLuFysngjNYBZVSvGf78ArxuubOq3BMfxDhiYGzNux/xXT/grSE1No0Hd2tgtmFWh8XgZVQe1481Px+C24RfO97Yn3i2Atw8uQecZ122yfwQP1x4iNTxWZZg/+y7nRLNZiuXyiLwyJej322WWjufR7/UO5vNnEPfdD4S+P4MMTx+st65H3cxUZfic+ETiHX8idOJHhI78gKQTZ7FYuRDd9q0UYcwWzESvQ2ui7NcTMnQyiT/9gvniOei93b6cUlVcpcHtabhqHF4bfuZ6z6UkuPrT5tBStC1Vn0/zDo0IOX6dW++t5kb/FaQFR9Pm8DJ0bM0UYTT0dYm9/ZjHa34qr2So1G3GIDpP6sNRu11syq//TH9O/af5gPYMzq//bMyv/3xQpP6jrafN48vO/Lnt1xL3M8VxEeoa6mx/fw0bBy4jxN2fKY6LMLIyKc0kKvSYMYguk/pyyG4XXw2xIyM1jdn7lz0zrS0GtOdd+/Gc3nyMz/svIdjNn9n7lxWp6/lwYOEO1vSYz9bx61BDjdn77RR1PW19HWbvW0psSDRfDbFj47CVpCWlMnv/MtQ1NcokrU9ZDe5AnU8n4L/hKPd6LSbZ1Z8mB+3QKuHaNe3QmIhfr/Fg6CqcB9iRHhJN00P2aNuaK4WLuXCfm02nKZbHMzeVaTqex6jf21gvnUbUtz/hN2QO6Y99qOa4Gg1z1ddSTlwi0TsO4T9yAb4DZxF/7E8qOczDoFMLRZgM32DCP9uO78BZ+I9eSGZwBNX2rEHDTPV3J0RZkUa9/7ikpCQOHz7MzJkz6d+/P3v37i3V/evo6GBra6u0mJmZKYUxMjLC1taW2rVrs3jxYszNzTl//rzi88OHD3Po0CEOHz7M8uXLadeuHdWrV6ddu3Z8/vnn7NmzB4CdO3fi4eHBxo0bgbyehNevX2fPnj2oqZVvA8ngKYM5vOUwt8/fwu+xHxvnbcDc2pz2vUqucN69dJcDX/3AzbOqf1Q9lZmRSVxkrGJJjk8q7eir1G5qX+4fuojL0StEeQZzatluMlPTaT6ii8rwbSb1wevyA27uPEWUVwiXNvxM6CM/Wk/opQjz6Lcb+F53JS4wkkjPYM6t/hFdY32s36gOQE5mNsmR8YolNTaJBj1b4HL0crmkubAuk/tybstxHp2/S8jjAA7M34qJjRlNe7UqcZt3pvbnxqEL3D56mXCvYI7Y7SIjNYN2I95RhLl58C+8/35MTFAkQa5+/LHhCGZVLDGval0OqSpu0JTBHNlymNvnb+P32I+v523E3Nqcds+9dg9w64Wu3TjFkhyfXNrRf2FDpgzh0JZD3Mq/RzfM24CFtcUz71GnS07s/2r/M+/RCQsn4HTRid3rduPj6kOYfxi3z98mPjq+xG1KU4/J/Tm55RjO5+8Q9Nif3fO3YGpjxlu92pS4Tc+pA7l66E+uH71IqFcQB+y+IyM1nU4juinCjFw+kb/2nub09l8J8Qwi3CcEp1M3ycrIAiA7M4uEyDjFkhybSPOerbl+9GKZp7nxtL54/HQRryNXiPcM4eaSPWSlplNvlOq8KdrFB6c1B/E9cYucjEyVYYLO3yf4gguJvuEk+IRx//OjZCWnYdWirsrwpaHT5L5c2HIct/N3CXscwJH52zC2MaPxM/KYzlP78/ehCzgdvUyEVzDH7RzJTM2gdX4eo2ukR+sRXTm55ge8b7oS/MiXowt3UrNVA6q/VZCWE6v2cfOH88QERqg8TtWmtVBXV+fcV0eICYggxNWPK9+dpFKjGmX+g/NZOrdvzUcfTKBHl44VFoeXVX96X3x/vIjf4SskegRzd9FuslPTqTla9XUb6+LDg9UHCfztFjn5911RGdGJpEfGK5ZKPd8iyTeMyJvuZZmUZzIeM5TE43+QfOIsmb4BxKzdRG5aOoaD+6gMn37XhdSL18nyDSArKJTEg8fJ8PRBp3kTRRidZo1I/v0c6XddyA4NJ+mXU2R4eqPTpGF5JauYWjP6E3jgAkGHLpPkEcyjhbvITs2g6uh3VIZ3mfUtAXvPk+jqT7JXCA/m7wR1NSw7F6Qz5OereG38hegrj8opFaq9Pbkv57ccx/X8XUIfB/DT/K0Y25jR5Bl5U5ep/bl16AJ38us/P9vtIjM1gzaF6j9Xdp/mwvYT+JfQI8zAzAjr2pX4a/sJQh8HEOUXxqnPD6Kjr4tt/WqlnUwAuk7ux9ktv/DwvBMhjwPYn1/Xe7NX6xK36Ta1PzcO/cWto5cI8wrmUH5dr/2Iroow1w/+hfff7vl1PV9+33AY8yqWWOTX9WzrVMHAzIiTG48Q4RNKmGcQpzf/jLGVKeZVLMskrU9VmT6A0B//IvzQJVI8gvBc9B05qRnYjuqmMvzj2d8Quvccya5+pHqF4DF/B6irYVro2gXISc8kMzJOsWRVYJ0PwHzSu8QfOUP8L+fJ8A4kbMW35KSlYzKsl8rwKX8/JOn8TTK8A8kMDCN2/2+kP/FFr2VjRZiEk5dIueFMZmAYGV4BRKz7Dg0jA3Qa1iqvZL3WcnIrZvl/JI16/3FHjhyhYcOGNGjQgLFjx7J7925ycyvmas/JyeHYsWPExsaira2tWH/w4EEaNGjAoEGDVG73tMHOysqK7777juXLl3P+/HnmzZvH5s2bqVatbAr+kthUt8Xc2hzna86KdSmJKTxxfkLDlq9e4WzarikH7v3Ijos7mbV2FkamRq+8z+dR19KgUtNa+F4rVLHMzcX32iOqtqincpuqLeoqhwd8rjygagk/itW1NGjxflfS4pMJd1P9qkH9ni3QMzPC+ciVl0vIS7KoZo2JtRke1x8q1qUlpuLv7EWtFvVVbqOhpUG1JrWUtsnNzcXj+kNqlrCNtp4ObYe/Q1RAOHGh5f9Km011G5XXrkcpXbtN2jXlh3sH2H5xBzPL6dpVxfYZ9+gbLd946f2qqanRultrgn2CWf3Dan669xNf//b1MxsKS5NlNWtMrc1wv17wimhqYgo+zp7UKfE61aRGk9q4FdomNzcX9+sPqd2iAQBGFsbUeas+idHxLDm2lo13drHw8Crqtir5mnizRysMzQy5fvRCiWFKg7qWBhbNahF61bVgZW4uoddcsWpZOg1waupq1BrUDk19HSLuepbKPosyr2aNsbUZntcL8sy0xFQCnb2pXkIeq6GlQZUmtZS2yc3Nxev6I8U2VZrURlNbUylMpHcIsUGRJe5XlaCHvuTm5NJqeBfU1NXQNdKjxbud8br2iJys7H+a3P88NS0NzJrVIvyqcpkafvURFi1f/Lw87xg1hnbC91D5PwRT0NRE+436pN2+V7AuN5e02/fQadbohXah2+YttGpWJf1eQR6V/sANvS4d0LCyAECn1ZtoVa9K6i2nUo3+i1LT0sC4WS2irxaU9+TmEnXlIWatVOe9RWno6aCuqUlmXMU2fBT1NG8qWv8JcPYqsS6joaVB1X9Y/1ElOTaRcO9gWr/XGW09HdQ11Gn/fg8SI+MIeuj78okqwdO63uMiafVz9qLmM/Lhak1q86RIWp9cf0itErbR1tOhXX5dLza/rhfuE0JSTAIdRnZFQ0sDLR0t2o/sRqhnEDFBZTd0h5qWJkbNahN3pdDQErm5xF19gNELX7vaqGlqkhWn3MnAtENj2j3aRatrm6n7+TQ0zQxLM+r/jJYmuo3rknzDuWBdbi4pN5zRa/5i9Vv99m+iXasqKXdKaGTX0sR0ZF+yE5JIf1z616cQzyJj6v3HOTo6MnbsWCDvVdn4+HguX77MO++8Uyr7P3nyJIaGypn4smXLWLZsmeL/xYsXY29vT3p6OllZWZibmyuNqefh4UGDBg2U9jF37lx27doFgKmpKUFBQQAMGTKEESNG0KdPHwYOHMiECROeGb/09HTS09OV1mXnZqOh9vI9D8ys8noixkUpvx4TFxWHqZWZqk1e2L1Ld7lx5gbhAWFUqlGJ8YsnsGr/Kj4Z8onSa8elTd/MCHVNDaUxmACSoxKwrFNZ5TaGVqYkFwmfFBWPgZWp0rp63d7ivW8/REtPm8SIOA6MXU9qrOreh81HvoP3lQckhsW8fGJeglF+nBMjldOTGBmv+KwoAzNjNDQ1SIwqvo11HeVX+DqN7cmgpWPQMdAl3DuYbWPXkZ1Z/j+UC67dOKX1cVFxmJWQzhd199K9/Gs3nEo1KjFu8Xg+3b+KhWV87aryNJ2xKu5Rs1e4R00tTdE31Gf4rOHs/3I/exz20PKdlth9Z8eSkUt4dLtse1uY5Mc9ITJOaX1CZDwmJZw/QzMjNDQ1SChynSZExmGbf51aVbcBYNDcERxdt58ANz86vNeFBT+uZGXveSrH6+s8sjuuV1yILeN7Vcc8L29KLRL/1Mh4TOpUeqV9mzasSv8Tn6Kho0VWchoXpm4i3rNsxrp8+ipZUpE8JukZeYx+fh5TNF9OjIzHKj9fNrIyISs9s9g4VUlRJe9XldigSHaNd2DMtx/z7rqpaGhq4H/Xg92TPn/hfYgCT6/btCLnOy0yAaO6qsvUf6pKn1ZoGevjd7h8H4IVpmFqgpqmBtkxynltdkwsWjVLfuCqZmhA1TOHUNPSgpwcotd/o9QwGPP5t1jYz6Pq2cPkZmZBbg7Rq78m/d7DEvdZlrTNjVHX1CC9yPlMj4zHsN6LvbLfcPn7pIXHEnWlYtJQEuMyrv88z44xa5n83QLWue4hNyeXpOh4vpu4ntSE0m/8fFZajUssQ1WnNSEyHpsi9ePOY3sxJL+uF+YdzLdj1yrqeunJaWwe9RkffPcJfeYMBSDCL5St49eRk112dSQtcyPUNDXIKJLmjMh4TOq+2LmqtXwsGeExxBa6dmMv3Cfq1G3SAiLQq2lDzWXv0+QnO5z720E51/kANM2MUdPUIKtIvS8rKg792iXnReqG+tS9+gNq2lrk5uQQ/ulWUm7cVwpj8E4bqny9GDU9HbIiYwicZEd2bEKZpEOIkkij3n/YkydP+Pvvvzl+/DgAmpqajBw5EkdHx1Jr1OvatSvbtyuPEWdurjzmwsKFC5k4cSKhoaEsXLiQWbNmKU12oYqdnR0ffvghv/zyC+vWrVP6bPny5ezfvx97e9UTLBTm4ODAqlXKg7vXM65LfZMXf5L4zpB3mO1QMAnHqv+xd9fhURwNAId/F3dXJLi7u2txd4oXp7gGKRZKcYcSKBSntGhxdwiQBIhC3N1dvj8SLrkYllwK37zPsw/c7uzuTHZvdm52ZPSKT973c927kFU493T2xN3JA+sH1tRqVgu7h3YF7Pnf5fHYgX0/LEbDQJt6Q9vRf9d0DvReTlyo7ANR28yACq1rc2bqtiKPU4PeLRi8doL0896xRfvD1ebcA5wfvEbHRI92E3owZufPbBmwnJTEvLsGFpY2fdoy1SprvMmVo/Oe6KAw3M9177qz/4E1NZvVwr6I7922fdoy3Wq69PPy0UUzOceHsXGeXHvCWeuzALg5uFGtQTW6jehW6JV6TXq3YuTan6Sft421KtTjfyCRZDTqv3vsurQ77cm37lRrXouWg9rz93rZ8Z70zQyo0boOe6ZuKpL4yEvUe3/Od16CirY6Zbo3ptWWiVzuv7pQKvbq9m5Bv7VZL68Oji2+8SU/hZaxLv2tJvDizD3sLjxCVVONTrMHMmLXTPaPWPvxAwhyV25YWwJu2ZGQz7iR/2XpsXH4D52IRF0dtcb1MJg9iRQffxJfZDwrdIb0QbVWNYJmWpLiH4ha/doYLJxOanAoCc9efuTo/z3lp/fCvE9znvZbSVoRP/c/pn7vFgzMVv7ZX8Tln4/pv2osMaFR7Bi4guSEJJoOac+4/fPY3GsJ0TleYH2uhr1bMjRbWnePXfeVsS3Y83P3cXpgj46JPh0n9GDszplsGrCMlMRklFWVGb5+Im4vnDk4YxsKigp0mNCDyQcW8luvRSQX832Rn9LT+mDcuwX2/ZaTni2OweceSf8f5+RFrIMnjZ/tRK95dSIeFG938s+RFhuPe+9pKGiqo9msDiaLJpDsHUDcs6wKzLindrj3noaivg56g7pSYssiPAfOIjVMPsOufMvSxEQZhUZU6v0fs7a2JiUlhRIlst4kpaeno6qqyo4dOwrlHJqamh+toDMyMqJixYpUrFiR06dPU6tWLRo2bEj16hldMypVqoSzs+wsQsbGxhgbG2NiknvcMSUlJZl/C7Jo0SJmz5Yd6HtwjUEf3S+7p9ef4vwqK34fBtrXM9InPCjrjZCekR7uDoU7uUOgVwCRoZGYlzUv0kq9uPBo0lJS0TKSHUxW00gnV8uSD2KCI9DMEV7LSJfYHIWw5PhEwj0DCfcMxPfVO6bc2Ui9wW15uOu8TLi6g1oTHx6Ny/WiL7C/ufECT9usMV6UVDKuqbaxrkwrKG1jXXzz6SocGx5Fakoq2jn+BtrGurkKognR8SRExxPsEYDHK1es7Kyp3aURL88/oig9u/4UlzzvXb1c966bQ+F2JQj0CiQyNJISZc2LvFIvv++ofh7fUbev+I5GhUWRkpyCl6uXzHrvd97UaFQjn72+nO2N57jbZnUHVVLJyPN0jPWIzHaP6Rjr4u3gkecxYsKjSU1JRSfHfZr9GJGZfyN/V2+ZMP7vfTAokXumzRYD2xMTHoPdjaLvCpcYlpE3qeeIv7qxLvH55E2fKi05lWiPQABCX3tgVLc81cd35fGCA191XACHGy/wziOP0cqRP2gZ6+KXz7WLy8xjcubL2fOY6OBIlFSVUdPRkGmtp2WUOx8qSPORnUmIjuPyuqwK3JMzd7L4yU4s6lXEK58xsYS8fbhv1XIM9q9mrENC0Nf/ENQoZYRpq5o8Grflq4/1NVIjIklPSUXRQLYFtKKBPqmheU/2AUB6OineGZXnyS7vUS5nge7YoQS9sEOiqoLetLEEz1lB/IOMCUCSXd1RrlwBnR8HFkulXlJYFGkpqajmuJ6qxrokBkUUuG+5yT2oML03zwauIdrBq8Cw8vD2xgu8suVNitnKP9FFUP4pSKXmNanevj5L6owjMSYegDNLD1C5ZS0aDWjNrd3nP3KEgr2+YYOHzDM0/7KeT77P0LzTqpPjGJCzrOfCersD1OnSiBfnH9Gwd0sMShqzse9S6TBIf/y8jfV2B6jduREvLhRNeTA5LJr0lFRUcty7Ksa6JH3k3i01uSelp/fBftBKYh0LvncTvIJICo1CvZxZsVTqpYRHkZ6SipKRbF6kZKRHSnABPQrS00n28gcg0dENlQoWGEwcJFOplx6fSLKXP8le/gTYOVP+2u/oDuxC2N5TRZIWQciLGFPv/1RKSgqHDx9m48aN2NraShc7OztKlCiRa4ZaeSldujSDBw9m0aJF0nVDhw7F2dmZc+fOFfr5VFVV0dHRkVk+t+ttfGw8/p7+0sXLxYuwoDDqtqgjDaOupU6VulVweuFUqPE3NDNEW1+bsKACCseFIC05Ff/X7pRtka1iQiKhXIua+LzMe4wpn5fvKNdCtiKjXKua+Lws+MefREGCokruCtk6A9tg//cDuYzflBibQIhnoHQJcPUhMiicys2zDdStpU6ZuhVxf+mS5zFSk1PxfuMus49EIqFy85p45LNPZiAkEom0cFmU8rt367SoKw2jrqVO5SK9d4u+K3X+6cz9HXV88eUDyqckp+Bi50KpCqVk1pcsV5Ign7wnIPgaibEJBHkGSBc/Vx8igsKp1ryWNIyaljrl61bifb73aQqeb9xk9pFIJFRtXgu3lxkVoSE+QYQHhGJaXrYrjmm5EoT65h7rp8XAdjz++y6pcviupiWnEmrvjnlL2bzJvGUNgl8UbkVTfnnTl0iKTSDUM1C6BLr6EBUUTsUceUzpuhXwyiePTU1OxfeNu8w+EomEis1rSPfxfeNGSlKKTBij8ubolzLO97h5UVZXzTXe7ocuYfKeiOp7kJ6cSri9OyY57luTljUJLYRxG8sObk1CSCT+N159PHBRSkkhydEFtcZZs0UikaDWuB6J9g6ffBiJgkJGV1wAJSUkyhld4WSkpUEx3YvpyalE2btjmH2iAIkEw1Y1CbfJ/3lffmpPKs7ux/OhVkTaFe5L3y+Vs/zzIW+qlCNvsqhbMd+yTGpyKj5v3GX2kUgkVPpY+ScHZfWM8bVzXuv0tHRpC/KvkV9Zr0qOZ2jZuhXxKCAf9n7jJrPPh7KeewF5rCRHWU8lM4/Nns+mp6VDetHmsenJKUTbu6HXKiv+SCTotaxFdAH3bqmpvbCYNYDXQ9cQ8wn3roq5Acr6WiQWV8vh5BQS3r5Ds1lWuQ+JBI1mdYm3/YzyrUSCwsfK5woKHw8jAJCOpFiW75Foqfd/6uLFi4SHhzNu3Dh0dWXfzvTv3x9ra2u6ds2YmSxnKzmAGjUyCqKpqanY2trKbFNVVaVatYzB5hMTEwkIkB1vSUlJCSOj/Gdy+vnnn6lZsyY2NjY0bNiQIUOG8PfffzNkyBAWLVpEly5dMDU1xdPTk5MnT6KoWHwz7+XnnPU5Bs8Ygq+HH4FeAYyYO5KwoDAeX8uaNXPN8TU8vvKYi4cuAqCmoYZ52axWk6alzShXvTwxEdEE+wWjpqHG0JnDeHT5IeHB4ZiXMWfM4rH4e/jz8u6LIk/Tk/2X6b1xIv727vjZvafx2K4oa6hKZ6LtvWkS0QHh3Fp/EoBnB6/w40lLmk7ohuutV9To2YwStcpzaaE1kPEjseW03rjceElMUATq+lo0GtUJHVN9HC89lTl32RY10Lcw4dWJop9JMz93D1ym8/S+BHsEEOodRLc5g4gMDOf1tazWSFOPWmJ/9Tn3D18F4M7+SwzfOBmv12542b6jzbhuqGio8jTzb2ZY2oR6PZvhdM+e2LAodM0M6Ti5F8kJSTjcLp4fY+etzzF4xmD8PHwJ9ApkxNwRhAWF8STbvbs68969JHPvZo1fZlralHLVyxETEZPt3h3Ko8uPCA8Ox6yMOWMWj8m8d4unq9RZ67MMmTEEPw8/Ar0CGTl3JKFBoTLf0bXH1/LoyiOZ72gJme+oKeWrlyc68zsKcGbvGRbuXMjrp6+xf2RPg7YNaNKxCQsGL5BLum4cuET36f0J9PAnxDuIPnOGEBEYzqtrz6Rh5hxdzsurT7l9+AoA1/dfYOzGaXi+fo+77Ts6juuOqoaqzMy1V/edp9fMQfg4euDt4EGz/m0xq1CC3ZM3yJy/avNaGFuYcv/kDbmkF+Dt75dptXkiIfbuhLx6T/UJXVFSV8X1ZMb3rOXWicT5h/NyXcZbcwVlRfQql8z8vxIaZgYY1LAgOTZR2jKv/sJB+N62I9Y3FCUtNcr3aY5Zs2pcG1Z03WQfHLhM++l9CPEIINw7iM5zBhIVGM7bbHnMhKNLeHP1OY8PXwPg/v5LDNo4GZ/XbvjYvqPluB9Q1lDFJjOPSYiO5/mp2/SwHEFcZAyJ0fH0/mU0ni9cZFrXGZYxRUVTDW1jPZRVVTCvXgaAIFcfUpNTcbr1ipbjfqDDjH7Yns/oftt1/hDCfILxfetRZH+Tj4mLi8fLJ6s7tK9fIE4u79HV0cbcrHhmEP9ULnsv03jrRMLt3AmzfU+lCV1R0lDFI3Nii0bbJhEfEM6btRnPVImyIjqVM14YKCgroW6mj26NMqTEJhCbed9mBJRQdkgbPE/dJ70Ix+L6VFFHz2D0y3ySHJxJfOuMzrB+SNTViDmfkf8YrlxAalAIETsyygY6Y4aS5OBMio8/qCij3qIxmt06Ema1FcjomptgY4f+zJ8IS0wi1T8Q1Qa10ezeifBNe4otne57LlF722Qibd2IePWOcj91Q0lDFZ/M61l7+xQSA8JwXnMCgPLTelFp/kDsJm8nzitY2lIqNTaB1LiMsZ6V9TRRK2mEmllG6yKtzPEWE4Mico2BVpTuHbhMp+l9CfEIIMw7iK5zBhEVGM6bbHnTpKOWvLn6nAeZ5Z+7+y8xdONkvHOUf56dzpq4RdtYF21jPYzKZIzbal7FgsTYeCJ8Q4iLjMXzpStxkTEM2ziFa9vOkJyQTNMh7TEobYLj7aIpO9w+8C9dp/cl2MOfUO8gus8ZTGRgOHbXnkvDTD9qid3V59zLTOut/ZcYuXEKXq/f42H7nnbjuqGqocqT03eAjLJeg57NcbxnR0xYFHpmhnSe3JvkhCTeZpb1nB7Y02fxcAatGsfdP64gUZDQeXJvUlNTcXn8Nlc8C5Pv3otU2TqVGLv3RL16R6kJ3VHQUCUgs8xdZfs0Ev3D8Fib0VK71LTelJ03GKcpW0nwDkY5c7zB1NgE0uISUNBQo8zcgYRcfEJScATqZUwpt3Qk8e4BhN+xLdK0FCTs4D+Y/zqb+DeuJNi7oD+qNwrqqkSeuQ6A+fo5pASGErzxDwAMJg4i4bUryd7+SFSU0WrTEN3e7QlYsRMAiboqhpOHEHPzCSnB4Sjq66A/vAdKpoZEXb5fXMkU/k+JSr3/U9bW1nTs2DFXhR5kVOqtX7+eqKiMMc2GDBmSK4y3d0Y3rJiYGOrVqyezrUKFCrx7l/Fj4cqVK5ibyw5WXqVKFZyc8n8rUr16dTp37syyZcv4999/kUgknDx5kt9//52DBw+yfv16kpOTKVWqFB06dGDTpv/euE1ndv+Fmroa062mo6mjiYONA8tGLpUZE8PMwhwdAx3p50q1K2F1Kms8jwnLM8b5uHH6BlvmbCYtNY1y1crSYUAHNHU0CQsM49X9VxzZ8CcpSSlFniaHi0/QMNSmzewBaBnrEujgybEffyU2JOM+0SlhmPFWMZPPC1f+mbGTdnMH0m7eIMI8Ajj10yaCXTImNUlLS8OoYglqD2iFhr428REx+Nm58cfAVQS7+sqcu97gtnjbuBD63r/I05mfm3vOo6KuymCrCajraOD23Jk9o9bJjHtnWMYUTYOsGV1fXXyMloEO3WYNRMdYDx9HT/aMWicdUDk5MZkKjarSdswPqOtqER0Syftnjmzpv4yY0OIZZPfM7jOoqasxLdu9u3zkshz3rpnMvVuxdiWsTmWN5zY+8969efoGW+ZsIS01jbLVytE+x717dMMRudy7efkr23dUS0eLtzZvWZYjneYW5ugaZOWRlWpX4tdTWeML/bQ8Yzy766evs3nOZgAeX33MjsU7GDR1EJN+mYTPex/WTFyDw/NPb5XyNa7sOYuquio/Wk1EQ0cT1+dObBm1WuY+NS5jina26/f84iO0DHToPWsIOsZ6eDt6sGXUGpnJM24cuISyqjKDl45GU08Lb0dPNo1YRbBXoMz5Ww1uzzsbJwLeF82EEnnxOP8UNQMd6s3tj7qxLmFvPbk+Yj0JmXmTVgkjyJY3aZjq0+ta1jhwNSd3p+bk7gQ8cuTKwDUAqBnp0GrrJNRN9EiKjiPc0Ztrw9bjf7/oug3d3XMBFXVV+luNR01HA4/nzhzIkccY5Mhj7C8+QdNAh86zBqBtrIefoycHRq2TmTzj4qo/SU9LZ+TuWSipKOFyz55/lsp2Ie7/609UaJo1G+nMfzOeRetaTifcJ4T3j99y4ucdtJnYkzYTe5Icn4jnK9dc8ZO3N06ujJ2eVWG+fvs+AHr/0JE1lnOKK1qfxOf8E1QNtakxfwBqxrpEvPXk/rBfScy8bzVKGsrct+qm+nS+kXXfVpnSgypTehD0yIG7/ddI15u2rolmKaPinfU2m7hrdwjX10Vv8mgUDfVJcn5P0LRFpIVFAKBkZiIzcL6CuhoGi2agaGJMemIiyR7ehCxdR9y1O9IwwYtWoz99HEZrFqGgo02qfyAROw8Q89cFOacui/+5x6gY6lB5/kBUTPSIfuvJs6HrpJVv6iVl8yGLUZ1QVFWm/gHZIWBcf/sL1w1/AWDSpSF1tk2Wbqu37+dcYeThVmb5Z2Bm+cf9uTP7cnz3jXLkTbaZ5Z+umeUfX0dP9uXIm5oP70SXmQOkn6efXgHA8bm7ef7XXWLDo9k3ah3d5g1m8rGlKCopEuDqw4GfNuD3ke6eX+rGnvOoqqsy1Oon1HU0eP/cmV2jrHKlVStbWl9mprX7rEFoG+vh6+jBzlFW0rJeSraynoauFtEhEbx75sTG/kulZb3A937sHbeeH34ewJx/VpGelo7PW3d2jbLK1Y23sAWfe4SyoQ5l5g9GxViPmLcevBm6huTM+KuWNJIp35cY1RkFVWWqW8+VOY7nhlN4bjgNaWloVrPAdFAblHQ0MybRuGOPx68nSC+mMh9A9L/3UDTQwXjGSBSN9Ul0dMN73DJSQyMAUDY3zpUXma2YgpKZEekJSSS6eeM3bwPR/2aOEZ2ahmr5Uuj2XYKivi6p4VEkvHbBa9g8kt4Vf1d64f+LJD1nfwpB+D/Xw6J7cUdBbppI9Io7CnIRIpH/TLLFwS0t71mDvzepFH/rE3kooaBR3FGQi5bJasUdBblwVP7/yIdW26z5eKDvxNlaS4s7CnLR2Dzw44G+A2998+9F8j25oV7cMZCPJP4/fuIOSvj/KBOZ6BT+jMf/RVVd/i3uKMjNddPBxXLeToEni+W8RUmMqScIgiAIgiAIgiAIgiAI3xjR/VYQBEEQBEEQBEEQBEGQi+910oriIFrqCYIgCIIgCIIgCIIgCMI3RrTUEwRBEARBEARBEARBEOTi/2M0SPkQLfUEQRAEQRAEQRAEQRAE4RsjKvUEQRAEQRAEQRAEQRAE4RsjKvUEQRAEQRAEQRAEQRAEuUgrpuVL7Ny5k7Jly6KmpkaTJk149uxZvmF///13WrVqhb6+Pvr6+nTs2LHA8IVBVOoJgiAIgiAIgiAIgiAIQjYnT55k9uzZLF++nJcvX1KnTh26dOlCUFBQnuHv3LnD0KFDuX37No8fP6Z06dJ07twZX1/fIoujqNQTBEEQBEEQBEEQBEEQ5CIdSbEsn2vTpk1MmDCBMWPGUL16dfbs2YOGhgYHDhzIM/zRo0eZMmUKdevWpWrVquzfv5+0tDRu3rz5tX+yfIlKPUEQBEEQBEEQBEEQBOG7lpiYSFRUlMySmJiYZ9ikpCRevHhBx44dpesUFBTo2LEjjx8//qTzxcXFkZycjIGBQaHEPy+iUk8QBEEQBEEQBEEQBEH4rllZWaGrqyuzWFlZ5Rk2JCSE1NRUTE1NZdabmpoSEBDwSedbsGABJUqUkKkYLGxKRXZkQRAEQRAEQRAEQRAEQcgm7fN7whaKRYsWMXv2bJl1qqqqRXKudevWceLECe7cuYOamlqRnANEpZ4gCIIgCIIgCIIgCILwnVNVVf3kSjwjIyMUFRUJDAyUWR8YGIiZmVmB+27YsIF169Zx48YNateu/cXx/RSiUk8QclCTKBZ3FORG6QsGC/0WuaXFFHcU5KKEgnpxR0Eu3FOjizsKcqHG/0deZKOcXNxRkItmScrFHQW5OFtraXFHQW76vF5V3FGQi+e15hV3FOSismF4cUdBLl7FGhV3FOTCsLiaAcmZ1//LYFpRxR0B+aha3BGQo7Rv4HeoiooKDRo04ObNm/Tp0wdAOunFtGnT8t1v/fr1rFmzhqtXr9KwYcMij6eo1BMEQRAEQRAEQRAEQRCEbGbPns2oUaNo2LAhjRs3ZsuWLcTGxjJmzBgAfvzxR0qWLCkdl+/XX39l2bJlHDt2jLJly0rH3tPS0kJLS6tI4igq9QRBEARBEARBEARBEAS5SC/uCHyiwYMHExwczLJlywgICKBu3bpcuXJFOnmGl5cXCgpZTWZ3795NUlISAwYMkDnO8uXLWbFiRZHEUVTqCYIgCIIgCIIgCIIgCEIO06ZNy7e77Z07d2Q+e3h4FH2Ecvh/6YUvCIIgCIIgCIIgCIIgCN8N0VJPEARBEARBEARBEARBkIu04o7Ad0S01BMEQRAEQRAEQRAEQRCEb4xoqScIgiAIgiAIgiAIgiDIRZpEUtxR+G6IlnqCIAiCIAiCIAiCIAiC8I0RlXqCIAiCIAiCIAiCIAiC8I0R3W8FQRAEQRAEQRAEQRAEuUgv7gh8R0RLPUEQBEEQBEEQBEEQBEH4xoiWeoIgCIIgCIIgCIIgCIJcpBV3BL4joqWeIAiCIAiCIAiCIAiCIHxjREu9b9yePXuYN28e4eHhKCllXM6YmBj09fVp0aIFd+7ckYa9c+cO7dq14927d3To0IGZM2cyc+ZMmeOtWLGCs2fPYmtrK/38yy+/5DpvlSpVcHJyAqBt27bcvXs3V5iJEyeyZ88eRo8ezaFDh/JNwx9//MGoUaPyPfeH43xga2tLvXr1cHd3p2zZstL1Z86cYefOnbx69YqEhAQsLCxo0aIF06dPp169egX9GYvE4NnD6Di0Mxo6mjjbOLJvyW4CPPzzDV+tcQ16T+xL+VoVMDA15NcJa3h+7al0u6KSIkPnjqBeuwaYWpgRFx3L6wd2HFl3mPCgMHkkifo/dqTJT93RMtYlyNGLa8sP42/nlm/4qt0a03rOAHRLGRHmEciddSd4f9tOur37hp+oPbC1zD5ud+w5OWq99POA/bMxqW6BpqEOCVFxeDx4w22rE8QERRR6+j5m+OzhdB7WBU0dTRxtHNm1eBf+Hn75hq/RuAb9JvWnQq0KGJoasmb8ap5ceyITZubGmXQY2FFm3Ys7L1jx4/IiSUNOPWcNptXQDqjraPLexoljlr8T5BFQ4D5tR3ah08Re6Brr4ePoyYnlB/CweyfdPvvECqo0rSGzz92j1zi25Hfp56rNa9JrzhBKVrEgMT6RJ2fucPa346Slyu+93Y9zRvLD0B/Q0tXk7XMHti3ejl8B17NWk5oMnDiASrUrYWhqyIrxv/Do6mOZMNe8r+S57++r93N671+FGv/8dJ81kOaZ19TNxpmTlvsJ/sg1bT2yMx0m9kTHWA9fR09OLz+Ip9176fYhaydQpUVNdE0NSIxNwP2lM+fWHSPwfdbfy6J2BXovGErpWuUhPR1Pu/ectTqKr6PnN5PO7Cb/sZAabeux76ffsL9mI10/YPloyjesgnnl0gS+92VdtwWFmq6CVB7dkWqTu6NurEu4gxc2locJtc07D9atXJLa8/pjULscWqWNsVn2J877r8qEqTWnH7Xn9JNZF/nOj4ut5xdZGj5FhdGdqDKlO2rGukQ4ePFqySHC80mnTuWS1Jg/AP3a5dAsbYztsj9x/V32e9jt2RY0Sxvn2vfdweu8WvxHUSShUNnYvubgsb9wcHpHcGgYW62W0qF18+KO1iczG92VElN6o2KsR6yDB+5LrImxfZdnWJPhHTEZ2AaNKhYAxNi74WV1NFd49UolKbNkJDrNqiNRUiTexQen8b+R5BtS5OnJj+7QnuiNHYCikQFJzm4Er9lF4mvnPMNqdmyB/k9DULYogURJiWQvXyIOniH6wk1pGJM1c9Dp21lmv9j7NvhPXFKk6cipwY+daJpZ9gt09OLa8kP4faTs12bOQPQyy3631h2XKftl98OasdQf0YFrv/zJ8wMZ31vdUka0nNGXss2ro2msR0xgOG/+eciDHWdJS04tkjTmp8aojtSdmJHnhjp68XDZYYLyyYv0K5ek0Zz+GNcqh3ZpYx6u+JPX1rJ5rnmTKtSZ2B3j2uXQNNXnyvjNeFx9IY+kFKjy6I5Uz/Zsef6RZ0udHM8WpxzPluxqTOtJvcWDcfz9Ci+WHymqJHwS8zFdKD2lFyrGesQ4ePJ+yQGiX+WdF5kN74DpwDZoVC0NZORFHlbHZcJX3joVs8FtZfYLu2XLm2FriiwN35M0SXHH4PshWup949q1a0dMTAw2Nlk/OO7fv4+ZmRlPnz4lISFBuv727dtYWFhQoUKFzzpHjRo18Pf3l1kePHggE2bChAm5wqxfn1Exs3Xr1lzb/P396dixI2XLlqV79+75nltNTQ1ra2tcXV0LjOOCBQsYPHgwdevW5fz58zg7O3Ps2DHKly/PokWLPiu9haHPpH50G92DfYt3s7j3PBLjEln65y8oqyrnu4+ahioeju7sX7o3z+2q6qqUq1mBv7adZH73Wfw2cR0lypdkobV8CnfVejShg+VwHmz9hwM9LAl09GLwnwvQMNTJM3zJBpXovX0qdqfucqC7Ja7XXtB/3yyMKpeSCff+jh3bGk6VLuem75DZ7vnYgbNTt7O3/Tz+nrQVvTIm9N0zo8jSmZ/+k/vTY0xPdi3aydxec0iIS2DlkZUfuaZquDu4scdyT75hAF7ctmFkgxHS5bfp6wsMX1i6TOpN+zE/cHTJPtb1WURifCIzDluiVECaGvZozgDLUVzaepo13Rfg4+DJjMNL0M5xH9w/doN5jSZIl7+tsgpypaqVYdrBxby9a8vq7vP5fdpmandsSN8Fw4ssrTkNmjyQPmN6s23xNmb0nElCfAJWR9YUfD3V1XBzdGeH5c58wwyuP1Rm2TBnI2lpady//CDffQpTx0m9aDPmB04s2c+GPktIik9g6uHFBV7T+j2a0dfyRy5vPcOv3Rfi6+DJ1MOL0cp2Tb1fu3Fk3h5Wd5zNzh/XIkHC1MNLkChklMhUNFSZemgR4X6hbOizhE0DlpMQE8/Uw4tRUFL8ZtL5Qbtx3QocwfnJqdu8vPg4/wBFoEyvJtRfPpzXm/7h3y6WhDt40e7YAlTzyYMV1VWJ8QrGdu1J4gMj8j1uhJM3Z+pMlS7X+6wsohR8mlK9mlJnxXAcNv7N9S6WRDp40fr4wgLTGesZxOs1J4gPDM8zzI0flnK+9hTpcnfQWgB8LjzNM/x/TXx8AlUqlmfJnCnFHZXPZtirOWVXjMZn4ynsuswj1sGT6seXopzP9dRtXoOQfx7wZsByXvdcTJJfCNVPLEPFzEAaRrWMKTXPriH+nS9v+y/Htv1svDefJj0hSV7JykWraxuMFvxE2K6jeA+YSqKTGyX2rUHRQDfP8GmR0YTvPY7PsJl49Z1E1N/XMFkzB40WDWTCxd5/jnvrIdIlcJ6VPJIjVa1HUzpaDuf+1r+x7mFJkKMXQ/5cWGDZr+/2adidusP+7ktwuWbDwH2zMc5R9gOo0qUhJetVJDpA9sW0YYUSSCQS/l10gH0d53N95RHqDe9Au/mDiySN+anQswnNlw7HZss/nOlmSaiDF93/XIBaPmlXUlclyiuYJ+tOEptPnqukrkqooxf3LfNv7CBvZXo1ocHy4dhne7a0L+DZopT5bHn1kWcLgGGd8lQa0Y7wt0Xzcu9zGPduToUVo/DceJqXnRcQ+9aTmseXoGyUdzr1mtcg6OwD7Pv/gm2PJST6hVLrhKVMXgQQdusVj2tNkC5Ok7fIITWCIEtU6n3jqlSpgrm5ea4Web1796ZcuXI8efJEZn27du0++xxKSkqYmZnJLEZGRjJhNDQ0coXR0cnIJHV1dXNts7a25vHjx5w9ezbXsXKmr127dixZkn/F1ZMnT1i/fj2bNm1i06ZNtGrVCgsLCxo0aIClpSWXL1/+7DR/re7jenFmxymeX3+Kp5MH22dvRt/EgMadm+a7z6s7Lzmx4SjPrj7Jc3tcdByrRizj8aWH+Ln54vrKmf3L9lKhdiWMSuT/Nywsjcf/gN2J27w+fY9QVz+uLD5ISnwitQe1yTN8wzFdcLtrz9O9lwh958e9jX8R8MaDBqM6yYRLTUwmNjhSuiRExclsf259Bb9X74nyDcX3hSuPd12kZL2KRVJRUJBe43pzavtJnl5/ioeTB5tnbcLAxICmnZvlu8+LOy84suEIT64W/OM/OSmZiOAI6RIbGVvY0c9Th7Hd+Xf7Geyu2+Dr5MXB2TvQM9WnbudG+e7TcXwPHpy4yaPTd/B/58PRJftIik+i+aD2MuGSEhKJCo6QLgkx8dJtDXs0x9fJk0vb/iLYMwDXpw78bXWEtj92RVVTrcjSm13fcX05tv04j689wd3JnfUzf8PQ1JAWXfJv/fL8jg1//HaIh1ce5RsmPDhcZmneuRl2j+wI8Cq4BVlhaTe2G1e3/83r6zb4OXlxePZOdE31qVPANW0/vjuPTtzkyek7BLzz5cSS/STFJ9FsUNbz4uHxm7x/5kiYTzA+b925sPEkBiWNMCxlAoBZhZJo6mtzcdMpgtz8CXD14fLWv9Ax1sOgZOHnT0WVToCS1cvQfnwPjszfnedx/vrlD+79eY1Q78BCTdPHVP3pB94du43byXtEufrxbMFBUuMTqTA07zw4zM6NV6uO43nuCalJyfkeNy01jYTgSOmSGBZTVEn4JJUn/oD70dt4nLxHtIsvL+YfIDU+kbL5pDPczg37VcfxPveEtKSUPMMkhUaTGBwpXcw71SPGPYDgx45FmZRC06pZI2b8NIqObVoUd1Q+W4mJPQk8eoOgk7eJd/HBbf5eUuMTMRnaIc/wrlO3EnDoKnFvPYh/58u7ObtBQYJuq1rSMGUWDiP81ks8V/9J7Bt3Ej0DCb9mQ3JolLySlYve6H5Enr5C9D/XSH7vRfAv20hPSES7X5c8w8c/tyf25iOS3bxJ8fYn8shZEl3cUKsv28o9PSmZ1JBw6ZIWJd/vZ5PxP2B74jb2p+8R4urLv4sPkBKfSJ18yn6Nx3Tl/V17nmSW/e5mlv0ajpJtcahtqk/nX0Zx9uedpOZofed2156L8/bhfv81Ed7BuN54ydPfL1Gla/75e1GoPeEHHI/fxvnUPcJd/bi36CApCYlUHZx32oPt3Hiy5jjvzz8hLZ881/uOPc9/+wuPKzZ5bi8O1bI9WyJd/Xia+WypmE+eG2rnxstPeLYoaajSYsdknsyzJikyLt9w8lJyYg/8j94k8MQd4lx8cJ2/j7T4JMyGtM8zvNPUbfj/cY3Ytx7Ev/PDZfYeUJCg16qmTLi0xGSSgyOkS4qcyvCCkJ2o1PsOtGvXjtu3b0s/3759m7Zt29KmTRvp+vj4eJ4+ffpFlXqF7eLFiyxbtoyDBw9Sp06dj4Zft24dZ86ckWmNmN3x48fR0tJiypS832BLJPJt22tS2hR9EwPsH2R1NYiLjsPV1oXK9asU6rk0tDVJS0sjNqpoHyAKyoqY1SqH+4O3WSvT0/F48JaS9SvmuU/J+hXxePBGZp37Pftc4S2aVmPGi538dOs3uqwejbqeVr7xUNPVpEaf5vi8cCUtRX5dMEwtTDEwMcD2ga10XVx0HC62zlRtUPWrj1+zaS3+fHmE3bf3MHnNFLT1tL/6mB9jVNoEXRN9HB++lq5LiI7D3fYd5fO5TxWVlbCoWR7Hh/bSdenp6Tg9tKd8/coyYRv3bsXGl9Ysu7qRPvOHoaymIt2mpKJMcqJsQTApIQkVNRXK1CpfGMkrkJmFGYamBry8/0q6Li46DidbJ6rVr1Zo59Ez0qNx+8ZcOZl/t5TCZJh5TZ1krmk8HrbvKFu/Up77KCorUrpmeZyz7ZOeno7zw9eUy2cfFXVVmg5sS4hXIOH+GV3dAt38iAmLovngdigqK6Ksqkyzwe3xd/UhzCe4EFNZtOlUVlNh9NYZnFp2gOjgyEKN99dQUFbEoHY5Au7L5sEB999i1CDvPPhT6ZQzpe/L7fR6vInmOyajUdLwK2P75STKiujXLkfg/WzPjvR0Au+/wbBB3tf2S85Rpn9L3E/kHjZEKFwSZSW0alcg8n7WM4P0dCLv26PdoHL+O2ajoK6CREmRlPDMyiyJBP2ODUhw86Pa8aU0en2AWpesMOjauAhS8ImUlVCtXon4Jy+z1qWnE/f4FWp1q3/SIdSb1kWlbGnibWTLTeqNalP2/kksLu3HeNl0FHSLvnzwgYKyIua1yuH+QPb76P7gDaXyyWtL1q8oGx5wy1n2k0jotWUyT/ZeJMTV95PioqqtQUKE/Co0FZQVMa5VDp8c5V6f+28x/co897/kw7PFP8ezxb8Qni2N1o7G96at7HOrmEiUldCuXZ6Ie7J5UcR9e7QbflpepKiugkRJiZQc96Fe8xo0fbOfhg+2UvHXCSjp5/87RpCVhqRYlu+RqNT7DrRr146HDx+SkpJCdHQ0r169ok2bNrRu3Vragu/x48ckJibKVOotWLAALS0tmWXt2rW5jv/69etc4SZNmiQTZteuXbnCHD16NNexnJycGD58OIsWLWLgwIGflL769eszaNAgFizIe9wiFxcXypcvLx1TEGDTpk0ycYmMzPvHWWJiIlFRUTJLavrXVRbpm+gDEBESIbM+MiQCPWP9rzp2dsqqyoxYNIqH5+8Rn60VVFHQ0NdGQUmRuBDZv2NsSCRaxnl3LdEy1iM2JCpH+Ci0jPWkn93u2nNh9l6OD7Pi9roTWDStxqBD86Rd+j5ou3Awcxz3M8t+L7olDTkzfnPhJOwT6RvnfU0jQiLQz5aeL/Hizks2z96E5dAlHLL6g5pNa7Li8C8oKBRt9qyTGe+o4AiZ9VHBEejmkyYtfW0UlRSJznEfRAVHyuzz/NwDDszaxsahv3Bl1z807duacVuyuky/vWdLhQZVaNSrBRIFBfRMDegxYwAAuiaF9x3Jj0E+1zM8OEL6/S0MnQZ0JC42ngeXHxbaMQvy4ZrmrIyKDo6UbstJS18n32uac59WIzqz8e0hNjkepnrbuuwYsUbawiIxNoGtQ1bSqE8rNjsdYaPDYaq1qcOu0VaFPk5iUaaz/7JRuL9w4fX1/04rCgBVg4w8OCFHmhNCIlHPJw/+FKEv3/F45j5uD1/P84UH0bIwpvM/S1GSU4vZnPJNZ3AUaiZfns7sSnZtiLKOBh4n7xXK8YT8KRloI1FSJCnHcyY5OBJlE71POkZZy5EkB4YTkVkxqGyki6KWOiWn9SXi9iveDllJ2OVnVLGeh06zT6tAK2yKejpIlBRJzfFMSQ0NR8ko/2eKgpYG5W3OUsHuEua7VxG8difxj7MqBuMe2BC46Df8xi4gdJM16o1qUWLvGiji8sEHH8p+sbnKflFoFlj2y11W1MyWzzaf3JO0lDSeH/y0F176ZUxpOKozL4/e+rwEfAW1zLwoPkdeFB8SicZX5Ln/NUX1bCnTuykGtcryyurU10axUChL8yLZdCYFR6LyiXlRuaUjSAoMI/xe1svB8FuvcJq+A/sBK3FffQTdZtWpeWyJ3L6jgvCBmCjjO9C2bVtiY2N5/vw54eHhVK5cGWNjY9q0acOYMWNISEjgzp07lC9fHgsLC+l+8+bNY/To0TLH2rZtG/fuyRZ0q1Spwvnz52XWfeha+8Hw4cNzdZE1NTWV+RwZGUmfPn1o06YNq1at+qw0rl69mmrVqnHt2jVMTEw+Gn7s2LH06tWLp0+fMmLECNLT8x4cycrKKtdEINV0KlNd79Nb1LXq04af1ma1ErQaU/TjESkqKTJ753wkEgn7luTdRexb4Hghq6txsLMPwY5eTH6wGYtm1fF8mPVm7+neS9ifvItOSSNazuxLj82TOD1mQ5HFq02ftky1mir9vHJ07sliCsv9C1nfN09nT9yd3Nn/wJqazWph/zDvgaW/ROPeLRm+dqL0846xRTcuz/3jN6T/93P2IjIogtnHl2NkYUqIVyCO9+05s/ZPhq/+iTGbppOSlMyl7Weo1KQ66WkFDGT2hdr3acfP67IqFS1HLyv0c+Sl6+Au3PrnVq5WiYWlYe+WDF07Qfp599h1RXKeD56fu4/TA3t0TPTpOKEHY3fOZNOAZaQkJqOsqszw9RNxe+HMwRnbUFBUoMOEHkw+sJDfei36qr+BvNJZq2MDKjerwbru8pv4orj53c5qtRDh6E3Iq/f0ebaFMr2a8P7499mSrdywtgTcsiPhI2NBCcWv5LS+GPZuwdv+y0n/kIdkvvQLu/Ic/30XAYh764F2wyqYjuxC1GOH4oruZ0uLjce73xQkGmpoNK2H0fyJpHgHEP8843sZcznrO5jk6kGisztlrx1CvXFt4p/YFlOsv45ZzbI0GtMF6+6fNh60tqk+Qw7Px+nfp9ieuP3xHYRip1HCgIYrR3JzyDrSiqj8I2+lp/XBuHcL7Ptly4uA4HNZw7HEOXkR6+BJ42c70WtenYgcLVaF3Aq/xP//S1TqfQcqVqxIqVKluH37NuHh4bRpkzEGQokSJShdujSPHj3i9u3btG8vO2aAkZERFSvKNq02MJAd/BNARUUlV7icdHV1CwyTlpbGsGHDUFBQ4OjRo5/dJbZChQpMmDCBhQsXYm1tLbOtUqVKPHjwgOTkZJSVMwZJ19PTQ09PDx8fnwKPu2jRImbPni2zblTNoZ8Vt+fXn+H6ykX6WUkl42ulZ6RHRFDWoN26Rnp4OOQ/W9in+lChZ1zShBVDLYu8lR5AXHg0aSmpaBjJvrXTNNIlJp8uajHBEWjmGHxW00iHmBxv7LOL8A4mLjQK/TKmMpV68eExxIfHEOYeQOg7P6Y93UbJ+hXxfZn3jFVf69n1p7i8ypqx7sPkCXpGeoRnu6Z6Rnq4ObgX6rkDvQKJDI2kRFnzQq3Us7thg3u22QM/3Kc6xnoyrfV0jPXwdvDI8xgx4dGkpqSineM+0DHWJbKA6+pumzHRjUlZM0K8MsYhu2F9kRvWF9E10ScuMhbDUsb0WzCcYK/CH6fs8fUnONk6ST8rq2R0BdYz0iMs28zR+sZ6vH/79d9RgJqNa1C6YmnWTMnd+rmwvL5hg4dt1iRCSioZ96m2sa7MNdU21sUn32sale81zdmKMyE6noToeII9AvB45cJ6uwPU6dKIF+cf0bB3SwxKGrOx71LpS5Q/ft7GersD1O7ciBcX8h+H8L+SzsrNa2JUxpTf7A/KhBm/ew7vnzuydUjxTSCRGJaRB6vlaDmhZqSbqyXJ10iOiiPaLQDtsqYfD1wE8k2nsQ4JQV+fTo1SRpi2qsmjcVu++ljCx6WERZOekopKjha0ysa6JH9kBvsSk3pRclpf3g7+hbhsM2inhEWTlpxCvKu3TPh4Vx+0Gxfe8AmfIzUiivSUVBSN9GTWKxrqkxKS9+QtAKSnk+yVMYN4kpMbyuVLoz9hsLRSL6cUnwBSwyJQtighl0q9D2U/zVxlPx1iCyz75S4rxmbms6UbV0XTSIfpj7dJtysoKdLRcjiNx3ZlZ8uZ0vVaJnoMP7EEnxeuXFooW/YvagmZeVHO1mrqRrrE/YeGZvhaRfFsMahdDnVjXbpdXS1dp6CkiEnTKlQZ04njZUcXyQvcgiRL8yLZdKoY65L0kbyo1OSelJ7eB/tBK4l19CowbIJXEEmhUaiXMxOVeoJcibah34l27dpx584d7ty5Q9u2baXrW7duzeXLl3n27FmxjqdnaWnJo0ePOHfuHNraXzYeyLJly3BxceHEiRMy64cOHUpMTAy7du367GOqqqqio6MjsyhKPm8ChoTYeAI8/aWLj6s34UFh1GqRNV6gupY6lepWxuWlcwFH+rgPFXrm5UqwcvhSYiKiv+p4nyotOZWA1+6UbZFtAGeJhDItauRbseb78h1lWsgO+Fy2Vc0CK+K0zQxQ19cipoAH7IeuuYoq+c9y+bXiY+Px9/SXLl4uXoQFhVGnRV1pGHUtdSrXrYLTC6f8D/QFDM0M0dbXlqlsKgyJsQkEewZIF39XHyKDwqnaPGvAXzUtdcrVrYhbPvdpanIKXm/cqNY8a8ByiURC1ea1cHvpkuc+AKWrlwUgMij3j5vIoHCSE5No1KslYb4heL0p3EpSyLiefh7+0sXTxZPQwDDqtawrDaOhpUHVulVxfFk4A+d3HdIVF3sX3BwLPz0fJMYmEOIZKF0CMq9plWzXR01LnbJ1K+LxMu8ZxFOTU/F+4yazj0QioXLzmrjns8+HMBKJRFrBpqKuSnp6ukyr6PS0dEj/+nFN5ZXOa7vPYtV1Puu6LZAuAGdWHeLI3OJtEZ2WnEqYvTtmLWXzYLOWNQh5UXgvN5Q0VNEqY0L8R37kFJX05FTC7d0xyZFOk5Y1CX2R//34qcoObk1CSCT+N159PLDw1dKTU4ixf49uy6zvHRIJui1rE/0i/2dGiSm9KTVrAA7DVhFr9z73MW3foVahpMx6tQolSCzk8Ts/WXIKiQ6uqDetl7VOIkGjaV0SbD+95aBEQQFJAWUbRVMjFPR0SAku3PJBftKSU/HPo+xXtkVNfPLJa31fvqNcjrJfuWxlvzd/P+D3LovY/8Ni6RIdEMaTvRc5/uOv0n20TfUZcdKSgNfuXJy7F/LpcVNU0pJTCX7tTskcaS/ZsgaBhZjnFreieLYE3H/LhXYLudRpiXQJtXXD/e9HXOq0RO4VepCRb0Tbu6HXSjYv0mtZi2ib/POiUlN7YTFrAK+HriHG7uMvfVXMDVDW1yJRtAQX5Ey01PtOtGvXjqlTp5KcnCxtqQfQpk0bpk2bRlJS0hdX6qWkpBAQIDtzo0QikeleGxcXlyuMqqoq+vr6nDp1inXr1nHw4EG0tbVzhfsw7t3HmJqaMnv2bH777TeZ9c2aNWPOnDnMmTMHT09P+vXrR+nSpfH398fa2hqJRFLk45PldMn6PP2nD8Lf3Y8g70CGzBlOeFAYz65ldTddfmwVT68+4cqhSwCoaahhVtZcut20tCllq5cjJiKaEL8QFJUUmbt7IeVqlsdq7CoUFBXQy3z7HRMRQ0py3rP+FZZn+y/TY+NEAuzd8bN7T6OxXVHWUMX+dEb3kB6bJhIdEM7d9RnjZ9gcvMrwk0toPOEH3t2ypXrPZpjXKs/lhQcAUNZQpeXMfjhffkZscCR6ZUxpt2gI4R6BuGcOZFuibgXM65TH+7kzCZGx6JcxpfWcAYR7BOJbQIVDUThvfY7BMwbj5+FLoFcgI+aOICwojCfXsma2XX18DY+vPObSoYwuQWoaapjnuKblqpcjJiKGYL9g1DTUGDpzKI8uPyI8OByzMuaMWTwGfw9/Xt59mSsOhe3mgUt0m96fII8AQryD6D1nMBGB4dheey4NM+voMl5dfcadw1cAuLH/IqM3TsXj9Xs8bN/RYVx3VDRUeXQ6o1uMkYUpjXu35M3tV8RGRFOyahkGLR2Fy1MHfJ2y3nB2/qkXb+7akp6WRr2uTeg6uQ/7pm0iPa1wx1/Lzz/W/zBs+lB83f0I8A5g9NwfCQ0M5eHVrBZlvx634uGVR5w/dAHIuJ4lypaQbjcrbUb56uWJjogm2C/rx6SGlgatu7di76p9cklLdrcP/EvX6X0J9vAn1DuI7nMGExkYjl22azr9qCV2V59z73DGeEa39l9i5MYpeL1+j4fte9qN64aqhipPTt8BMiamaNCzOY737IgJi0LPzJDOk3uTnJDE29sZlSNOD+zps3g4g1aN4+4fV5AoSOg8uTepqam4PC78QbKLIp3RwZF5To4R7hdCaLbKAqMypqhqqqFjrIeyqgolq5cBIMDVJ9csjoXJad9lmm2ZSKidO6Gv3lN1QlcUNVRxy5zwodnWicQHhGObOYaRgrIiupVLZv5fCQ1zA/RrWJAcm0iMR0aL2HrLhuJ77RWxPiGom+lTe24/0tPS8Pin4Bm7i5LL3ss03jqRcDt3wmzfU2lCV5Q0VPHITGejbZOIDwjnzdqTQMbEFzqVSwEZ6VQ300e3RhlSYhOI9cjW8lcioeyQNnieuk96IY/zWNTi4uLx8vGTfvb1C8TJ5T26OtqYm318SJLi5Lf3ApW2TifG7j0xtq6YT+iBooYqQScyxkeruG06SQFheK3NGIe55NQ+lJ43BJepW0j0DkY5s5yTGptAWlxCxjF3n6PyntlEPXEg6uEb9NrVw6BTQ970l8/QCnmJ+ONvTKzmkvjGhYTXzuj92BeJuhrR/1wDwMRqHqlBIYRuzmgJrD9hMAlvXEn29kOiooxm68Zo9+xA8MrtAEg01DCYMoKYaw9IDQlH2cIcwznjSfbyI+7BC7ml6+n+y/TaOBH/zLJf4xxlv56bJhEdEM6d9Rnfx2cHrzDypCVNJnTj3a1X0rLfv5kt7eIjYojPMdFAanIqMcGRhLn5A1kVepG+IdxccwwNw6xeH/m1ECwK9r9fpt2miQTbuxNk+57a47qirK6K86mMtLfbPJHYgHCe/ZqV5+pXysxzVZTQNDPAsLoFyXGJRGXmRUoaquhmawmtU9oYw+oWJEbEEuMXKre0Zee47zLNt0wkzM6dkFfvqZaZ577PzHObb51I3Gc8W1JiE4h0lu0plRKXSGJ4TK718uS79yJVtk4lxu49Ua/eUWpCdxQ0VAnI7NZdZfs0Ev3D8Fh7DIBS03pTdt5gnKZsJSGPvEhBQ40ycwcScvEJScERqJcxpdzSkcS7BxB+x7aYUvltSfs+56woFqJS7zvRrl074uPjqVq1qkxlW5s2bYiOjqZKlSqYm5sXcIT8vX37Nte+qqqqJCQkSD///vvv/P777zJhunTpwpUrV9i9ezfp6em5xu/7YPny5axYseKT4jJ37lx2794tc26ADRs20LhxY3bv3s2BAweIi4vD1NSU1q1b8/jx41xjABa1s3v+RlVDjYlWU9HU0cTJxoHVP66QGVfK1MIMHf2seFWoXZFfTmZ11Ru9bDwAt0/fZOfcrRiYGdKocxMANl7J6rYAsHzwYt4+Kdpm3o4Xn6JhqEOr2f3RNNYlyMGTUz+uJy5zMgydEkYyb998X7hyfsYuWs8dSJt5gwj3CODMT5sJccl4oKenpmFStTS1+rdETUeT6MBw3O+/5t7Gv0hNyqigTI5PpHLXhrSa1Q9ldVVigiNwu2PPw+3npGHk5czuM6ipqzHNajqaOpo42DiwfOQymWtqZmGGjkHWNa1YuxJWp7LGrhu/PGNcsJunb7BlzhbSUtMoW60c7Qd0QFNHk7DAMF7df8XRDUdIkUP6ru45h4q6GiOsJqKho8G7505sG7WGlGxpMipjipZBVutam4uP0DLQodeswegY6+Hj6MG2UWukExCkJqdQrWVtOoztjqqGKmF+oby8/JR/d5yROXeNtvX4YVo/lFSU8XH0YNdPv/JWjoWgU7tPo6ahxsx1M9DS0eLN87csHmkpcz3Ny5RA1yCrq0bl2pXZcHq99POk5RljFF47fZ0NszdK17ft1QYkcPvcnaJPSA439pxHVV2VoVY/oa6jwfvnzuwaZVXgNX158TFaBjp0nzUIbWM9fB092DnKSnpNUxKTqdCoKm3H/ICGrhbRIRG8e+bExv5LiQnN+P4Hvvdj77j1/PDzAOb8s4r0tHR83rqza5RVrm68/9V0fqrhv06kUtOsVg2L/s24J5a1nFboM/1m53n+KaqGOtSZ1x81Y13C33pye/h6EjLzYM2Ssnmwuqk+3a5nPVOqT+5O9cndCXzkyI0BawDQMDegxa6pqOprkRgaTdBzZ672WEFimHxagefF5/wTVA21qTF/AGrGukS89eT+sF9JzEynRklDyJHOzjey0lllSg+qTOlB0CMH7vZfI11v2rommqWMvslZb984uTJ2etZYj+u3Z7ww6P1DR9ZYzimuaH2S0POPUDbUxWL+EJSN9Yh9647DsNUkZ37vVEsayVxP01FdUFBVpur+eTLH8d5wEu+NGZUKYZef4bZgHyWn96PcqrEkvPfDafxvRD8r3JbznyPmyl0UDXQxmP4jSkb6JDq54TdxCamhEQAomxtDtpdWEnU1jJdNQ8nUiPTEJJLcvAlcsJ6YK5n3Z2oaqpXLod27E4o6mqQEhRL38CVh2w9BsvzGKXO8+ARNQ23azB6AprEugQ6enPjxV+lEaLolDHOV/c7O2EnbuQNpO28QYR4BnP5pE8Eun16ZU65VLQzKmWFQzowZz3bIbFtTZnjhJOwTvL/wFDUDHRrN6Y+GsS4hDp5cGrme+My0a5c0kmlBqGmqz8CrWXlR3UndqTupO36PHTk/KCMvMqldnl6ns8YTbL58BADOp+9xe7b8XwRC1rOl9rz+qGc+W2595NnSPZ9ny/UBa3Id/78i+NwjlA11KDN/MCrGesS89eDN0DUyeVH2dJYY1RkFVWWqW8+VOY7nhlN4bjgNaWloVrPAdFAblHQ0MybRuGOPx68nSJfzbxRBkKTnN4OAIPyfGlCmV3FHQW4aIN/KzuLyKD2iuKMgFyUU1Is7CnLhnlp8FQ7yVFnx+5lhT4BmSUU3ZMB/icr/UbGyz+vPm/TrW/W81ryPB/oOmOjHfDzQd+BkrFFxR0EuDP9PmgFpFV0D8f8Ui7TE4o6CXLQOOF3cUZCbP0qOKJbzjvY9UiznLUpiTD1BEARBEARBEARBEARB+MaI7reCIAiCIAiCIAiCIAiCXPz/tOsveqKlniAIgiAIgiAIgiAIgiB8Y0SlniAIgiAIgiAIgiAIgiB8Y0T3W0EQBEEQBEEQBEEQBEEu/k/mspEL0VJPEARBEARBEARBEARBEL4xoqWeIAiCIAiCIAiCIAiCIBdpxR2B74hoqScIgiAIgiAIgiAIgiAI3xhRqScIgiAIgiAIgiAIgiAI3xjR/VYQBEEQBEEQBEEQBEGQC9H9tvCIlnqCIAiCIAiCIAiCIAiC8I0RLfUEQRAEQRAEQRAEQRAEuUiXFHcMvh+ipZ4gCIIgCIIgCIIgCIIgfGNEpZ4gCIIgCIIgCIIgCIIgfGNE91tByOGs/4vijoLcNDBvV9xRkItSChrFHQW5uBfvWdxRkItyqkbFHQW58E2LK+4oyEV1Be3ijoJcHFQMLu4oyIW1cWpxR0FunteaV9xRkItGr38r7ijIxZWaS4o7CnLxQDmsuKMgF7UV9Yo7CnIxXDGmuKMgF6lpoi3S90ZMlFF4xLdDEARBEARBEARBEARBEL4xoqWeIAiCIAiCIAiCIAiCIBeipV7hES31BEEQBEEQBEEQBEEQBOEbI1rqCYIgCIIgCIIgCIIgCHKRXtwR+I6IlnqCIAiCIAiCIAiCIAiC8I0RlXqCIAiCIAiCIAiCIAiC8I0R3W8FQRAEQRAEQRAEQRAEuUiTFHcMvh+ipZ4gCIIgCIIgCIIgCIIgfGNESz1BEARBEARBEARBEARBLtKKOwLfEdFSTxAEQRAEQRAEQRAEQRC+MaJSTxAEQRAEQRAEQRAEQRC+MaL7rSAIgiAIgiAIgiAIgiAXovtt4REt9QRBEARBEARBEARBEAThG/OfqNR7/PgxioqKdO/ePdc2Dw8PJBIJtra2+e6flJTE+vXrqVOnDhoaGhgZGdGiRQsOHjxIcnKyNJy3tzdjx46lRIkSqKioUKZMGX7++WdCQ0Nljte2bVtmzpyZ6zx//PEHenp6Muvi4+NZvnw5lStXRlVVFSMjIwYOHMjbt29lwq1YsYK6det+9G9R1OmSSCScOHFCZv2WLVsoW7as9HNqairr1q2jatWqqKurY2BgQJMmTdi/f/9n/41WrFiBRCKha9euucL+9ttvSCQS2rZtKxM++9/pw/6TJk2S2dfW1haJRIKHh4fM+jNnztC+fXv09fVRV1enSpUqjB07llevXuU6f1FbsXwu3p4viY58x9XLJ6hYsdwn7zt/3lRSknzZuOEXmfW7dv6Ks+NDoiPf4e9rz99nDlClSoXCjnq+6v/YkckPNjPP+QCjzq7AvE75AsNX7daYn26uZ57zAcZdtaJCuzoy27tv+IlFnkdklsGH5ku365Yyotv68Ux+sIm5zgeYdG8jrWb1Q0FZsUjSl12PWYNY92wvW52O8PMRS4zLmn10nzYju7D6wQ62OR9h/tk1lKkje21mnVjObo9TMsvQNROk2zX1tJh2aDFWT/ewzfkoax7tYvAvY1HTUi/09BVk2vyfuGN/iRced9l/ejsW5UoXGH78jFGcvHKQZ+9vce/tZbb9sZ6yFSyk20uUNudt4NM8l8492xd1cvI1fPYIDtv8yRmXv1l9bA0lypYoMHyNxjVYdmAZh54f5qLXJZp2bporzMyNs7jodUlm+eXwyqJKwicZOns41jaHOOHyFyuOrcK8rHmB4as3rsHiA0uxfv4H/3hdoHEe6Rw8ayjbb+3muNNp/nx9nBXHVlGpbuWiSsJHNRnZibkPtrLC+Q8mnV1JqToF54s1uzVh5s0NrHD+g+lX1lG5bV2Z7dW7NGL04YUsebWXNR7HMK9epghj/3lGzfmRkzbHuOR6nvXH1lHyI/dtrSY1WXXgF07YHOOG91Wad2mWK4yahhrTVk3l+LMjXHI9j/XNffQYkbtMJi9ag3pR8uIRLB7/i9mh7ajUqJJvWPX2LTE7spPSd89S+uEFzI/vQbN7R5kwEnU19BdMo+Tl45R+dAnzv6zR6t+jqJPxUWaju1L/2W6auh+n1iUrtOpWzDesyfCO1Dy7isaOh2jseIjqJ5fnGV69Ukmq/rGQxs6HafL+KLUv/4pKSaOiTEahsbF9zdT5y2nXazg1W/zAzXuPijtKX63smE50eL6Nbh6HaPnvKvTq5Z83WQxvT/Ozy+ni9DtdnH6n6anFBYYvbiPnjOSozVHOup5l7bG1H32G1mxSkxUHVnDE5giXvS/TLI+8CKB0xdIsP7Ccv97+xT/O/7D14laMSxgXSpw7zRrAkme7WO10iPFHFmP4CWW7ZiM7seDBNlY7H2Lq2VW5ni9Kqsr0XjmGZa/2sfLtQUbsnomWka5MGL0Show+MJ9Vjn+w1GYP3RYNQ0FR9me4oooSXeYOYuGDbaxxPsyCB9toOLCtdHuNLo2Yfn4NK+z3s8rhID//a0W9vi2//I+RjeHIblR9sJ+azmeoeHYD6nUq5RtWp0szKp7fRA3749R0OE2lf7ei17ddrjDlDq+k+quj1Pa4gFr1T/8NVJSMfuxG9Yf7qONymsrnfkOjgHQaDu1Epb/WUuv1UWq9PkrFYytzhVcy0sVi4wxqPj9IHedTVDi8HNWPlLGELOnFtHyP/hOVetbW1kyfPp179+7h5+f3WfsmJSXRpUsX1q1bx08//cSjR4949uwZU6dOZfv27dLKNTc3Nxo2bIirqyvHjx/n3bt37Nmzh5s3b9KsWTPCwsI+O96JiYl07NiRAwcOsHr1alxcXPj3339JSUmhSZMmPHny5LOPWdTpUlNTw9LSUqZSMKdffvmFzZs3s2rVKhwcHLh9+zY//fQTERERX5QWc3Nzbt++jY+Pj8z6AwcOYGFhkc9esnG2trbG1dW1wHALFixg8ODB1K1bl/Pnz+Ps7MyxY8coX748ixYt+qK4f6l5c6cwbepYpkxbSPOWPYmNi+Pfi0dRVVX96L4NG9RhwvgR2Nk75Nr28qU94yfMpmbttnTrPgyJRMLlS8dRUCj6r3K1Hk3oYDmcB1v/4UAPSwIdvRj85wI0DHXyDF+yQSV6b5+K3am7HOhuieu1F/TfNwujyqVkwr2/Y8e2hlOly7npO6TbDCuUQCJR4MqiA+zvuIAbK49Sb3gH2s4fVKRp7TypN+3G/MCxJb+zvs9iEuMTmXF4CUqqyvnu06BHM/pb/silrX+xtvsCfBw8mXF4Cdo5/j73j91gQaMJ0uUfqyPSbelp6dhff87u8etZ0f5nDs/dRdWWtRiWreKvqI2bNpLh4wfxy/xfGdptHPFxCew7uRUVVZV892nUrB7HD/7F0G7jmDBwBkpKSvx+chvqGmoABPgG0qbmDzLLjl/3ERsTy4Obj+WVNBn9Jw+g55ie7Fy0kzm9ZpMQl8DKI6tQLuAaq2mo4ebgzh7L3QUe2+a2DSMajJAu66evL+zof7K+k/vTfUwP9i7axYJec0mMS2DZkZUfTaeHgzv7LPfkG8bPzY/fl+1hZudpLO6/gCDvIJYfWYmOQd75QVGq1aMp3SxHcGvr3+zsvoQABy9GH16IZj55k0X9SgzaNg2bk3fY2W0xjtdeMHzfbEyy5U0qGqp42jhzdd1xeSXjkwyePIi+Y3qzdfF2pvX8mYT4BNYdWVvw9VRXw83Rje2WO/INM3nZRBq1bci6GesZ224Cf1v/w/RVU2nWKXeFblHT6NwWg9mTiNj3J/7DJpHk6obJznUo6OvlGT4tMppI62P4j56B/+CfiDl/FcPl81Br1lAaRn/OZNSbNyLEch1+/ccSfexvDBZMR7113pUK8mDYqzllV4zGZ+Mp7LrMI9bBk+rHl6Kcz32r27wGIf884M2A5bzuuZgkvxCqn1iGipmBNIxqGVNqnl1D/Dtf3vZfjm372XhvPk16QpK8kvVV4uMTqFKxPEvmTCnuqBSKEr2bUn3FSFw2nuFe58VEvfWkyfGFqBjlfY0Nm1fD9+wjHvdfzcMey4n3C6XpiUWomenLOeYfN3DyQHqN6cX2xduZ2XMmCfEJrD6y+pPyol2Wu/INY17GnA1/b8D7nTcLBi1gSucpHNt6jKTEr7+H20zqSYsxXflniTU7+iwlKT6RcYcXFli2q92jKT0sR3Jz6xm2dV+Mv4Mn43I8X3osHUn1DvU5OmUrewevRMdUn5F7Zkm3SxQkjD4wHyVlJXb1X86pubtpMKANnWYPlDnX8J0/U7FFTf5asI8NHWZzfMZ2gt2yfhfHR8Zwa+c/7Oq7jM1dF2Bz+i4Df5uEVut6X/V30e3REnPL8QRuPY5r95nEO7hT7vBKFA118wyfGhlN0M5TvOs7D5eu0wk7fYPSv/0sEw8FDTVibRwIWHfoq+JWmPR6tqTk0rEEbDmJc/fZxDu6U+HICpTySadW01qEn7vPu8GWuPSZT5JfCBWOrEDZNCvPLf/7YlQtzHAbtwanH2aR5BtExWMrUVD/+O89QShMxT6mXkxMDCdPnsTGxoaAgAD++OMPFi9e/Mn7b9myhXv37mFjY0O9elmZSfny5Rk4cCBJSRkPgalTp6KiosK1a9dQV89o9WJhYUG9evWoUKECS5YsYffugn+o5XXux48f8+rVK+rUyWiBVKZMGc6cOUOTJk0YN24cb968QSKRfNZxizJdQ4cO5fz58/z+++9MmZJ3oen8+fNMmTKFgQOzHjYf0vclTExMaNCgAYcOHWLJkiUAPHr0iJCQEAYOHIiDQ+7Kq+yqVKmCiYkJS5Ys4dSpU3mGefLkCevXr2fr1q3MmDFDut7CwoIGDRqQni7fevkZ08ez1morFy5cA2D0mJ/x87Gld+8unDp1Pt/9NDU1OHx4B5Mmz2fxohm5tu+3Pir9v6enD8uWr+fVixuULVsaNzfPwk9INo3H/4Ddidu8Pn0PgCuLD1KxfV1qD2rDk90XcoVvOKYLbnftebr3EgD3Nv5F2ZY1aTCqE1eXHJSGS01MJjY4Ms9zut21x+2uvfRzhHcwT383p96IDtxaU3Q/ttuP7cbl7X9jf90GgD9m72C9ze/U7dwImwt5txzoML4HD0/c5PHpOwAcX/I7tdrXp9mgdlzbfU4aLjkhkah80hsXFcu9I9eln8N8Q7j35zU6/tSzkFL2cSN/GsLezQe5fSXjOi+atoJ7by7T4Yc2XD57Pc99Jg6dKfN5yc8reeBwleq1q/LiiS1paWmEBMu+YOjQrQ1Xzt8kLi6+SNLxMb3H9ebk9pM8vZ7x8mXTrI0ceXGUZp2bce/CvTz3eXHnBS/uvPjosZOTkokIDi/U+H6pHuN6cXr7KZ5dfwrA1lmbOfjiT5p0bsqDC/fz3OflnRe8/Eg675+7K/P54Kr9dBramTLVyvL6oX0+exWNFuO7YXPiNi9PZ8Tp3BJrqrSvS4NBbbiXR97UbGxXXO/a8WDfRQBubDpNhVY1aTaqM+eWHADA9p8HAOiV+m+1cOo3rg9Htx/n0bWMyvBfZ67n9MuTtOjSnDvn7+a5z/M7Njy/Y1Pgcas3rM61v65j9yTj2l06dpnuw7tTtW4VHl//8heUX0JneH+i//mX2PNXAQhbswX1lk3Q6t2VqD9O5Aqf+MJO5nP08X/Q7NEZ1bo1SXickW7V2tWJvXBNGjbm70to9e+Oas2qxN8rnhcLJSb2JPDoDYJO3gbAbf5e9DvUx2RoB3x3/JMrvOvUrTKf383ZTePuTdFtVYvgzHu/zMJhhN96iefqP6XhEj0DizAVhatVs0a0ataouKNRaMpP7I7X0Vt4n8i4PvbzrTHpWA+LIW15tyN3WfDV1J0yn+1m78O8e2OMWtXE53Te+XVx6TOuDye2n+DJtYz8YcPMDRx/eZzmXZpzN5+8yOaODTYfyYtGzR/F81vPObD2gHSdv6d/ocS55dgfuLX9HxyuZzzfTs3ehaXNHmp0bojdhbzzgVbju/PsxC1sMr9j/yyxpmr7ejQa1JY7u8+jpq1Oo0HtOPHzdt4/zmhwcXreXube3IhFvYp4vXpH5da1Ma1Uiv0j1hITEom/gyfXNp2m24Kh3NjyF6nJqVRuU4fyTarxa6ufiY+MBSDcJ0QmLm5PHGU+Pzx4hQb9W6PZsDox9768R5Lx+D6EnbhK+OmbAPgu2YVO+0YYDOpE8O6/coWPffJG5nPowQsY9O8gE4+IfzLyNeVSJl8cr8JmMr43ocevEZaZTu9Fu9Fp3xDDwR0J3HUmV3jPnzfJfPaav4PaPzRDu2Udws7cRrVcCTQbVMWx4zQSXLwzjrl4DzVf/IF+79aEnsi7zCxkSfv8KhIhH8XeUu/UqVNUrVqVKlWqMGLECA4cOPBZFTBHjx6lY8eOMhVfHygrK6OpqUlYWBhXr15lypQp0oqvD8zMzBg+fDgnT5787IqfY8eO0alTp1wVXgoKCsyaNQsHBwfs7Ozy2btgRZUuHR0dlixZwsqVK4mNjc3z3GZmZty6dYvg4OAvintexo4dyx9//CH9fODAAYYPH46KSv6tf7Jbt24dZ86cwcYm78LA8ePH0dLSyrei8ksqVr9UuXIWmJubcvPWA+m6qKhonj17RdMmDQrcd/u2tVz+9yY3b3288Kahoc7oHwfj5uaJt/fntXD9XArKipjVKof7g2zdytPT8XjwlpL18+4uVLJ+RTweyD743e/Z5wpv0bQaM17s5Kdbv9Fl9WjU9bQKjIuqtjoJETFflpBPYFTaBF0TfZyyVUwkRMfjbvuOcvXz7l6oqKyIRc3yOD18LV2Xnp6O08PXlM+xT6Perfjt5X6WXt1A7/lDUVbL/zuga6JP3a6NcX3qmG+YwlSqTAmMTY14cu+ZdF1MdCz2L99Sp2GtTz6OtnbGNYyMiMpze/XaValWqwp/H82/grsomVqYYWBigO0DW+m6uOg4nG2dqdqg6lcfv1bTWhx5eZQ9t/cyZc0UtPW0v/qYX8LUwhQDEwPscqTT1daFKoWQzg+UlJXoPKwrsZExeDh4FNpxP4WisiIlapbj3cOsvCY9PZ13D99gUT/vbjUW9Srx/qFs3vTunj2l8wn/X2FuYYahqSEv77+UrouNjsPR1onq9at91bEdbBxo3qkphmaGANRpVodS5Utic+/jldiFSkkJlWqVSXialUbS00l4+hLV2tU/6RBqjeuhXLYUiS+z8vBEewfU2zRH0TgjfaoN66BsUYr4JwVXMBQVibISWrUrEHk/WwV4ejqR9+3RbvBp3dgV1FWQKCmSEp75PJRI0O/YgAQ3P6odX0qj1weodckKg66NiyAFwsdIlBXRrV2OkHvZ8pr0dELuv0G/4aflNYrqqigoKZFUhGWeL2FmYYaBqQGv7mdVJEmfofW//NkikUho1L4Rvu6+rD6ymuOvjrP5/OZ8u+l+DoPSJuiY6OOaLe9PiI7H2/Z9vs8KRWVFStYsJ7NPzudLyZrlUVJRkgkT/N6PcJ9gaRiLepUIcPYiJiTrha7LXTvUdDQwrZwxvEn1jg3wsXejzaSeLH6yk7m3NtF98fACWxFWaF4D4/LmxD57m2+Yj5EoK6FesyIxD7P9Xk1PJ/qhLRr18x/2IDut5rVRLV/yq+JR1CTKSmjUqkD0gxzpfGD3yelUUFdFoqxISkR0xjFVMq5NWmK23m/p6aQnpaDZ6OueyYLwuYq9Us/a2poRI0YA0LVrVyIjI7l7N+83PHlxdXWlatWCHyCurq6kp6dTrVreX7Bq1aoRHh4uU4m1a9cutLS0ZJac47q5uLgUeMwPYb5EUaULYMqUKaipqbFp06Y899u0aRPBwcGYmZlRu3ZtJk2axOXLl78oHR/06NGDqKgo7t27R2xsLKdOnWLs2LGfvH/9+vUZNGgQCxYsyHO7i4sL5cuXR0kpq/Hppk2bZK5fZGTu1lGJiYlERUXJLF/bqs/MNOOtVGCg7N89MCgEM7P831gNGtSLevVqstjSqsDjT5o4iogwF6Ii3tGlazu6dhtaYHfqwqChr42CkiJxIbJ/w9iQSLSM82m2bqxHbEhUjvBRaBnrST+73bXnwuy9HB9mxe11J7BoWo1Bh+YhUci7Ela/jCkNRnXm1dFbX5egAuhkxi9na7ro4Ejptpy09HVQVFIkKiRCZn1UcITMPs/PPeDgrO1sHvoLV3adpUnf1ozZMj3X8cZu+5mtjn+y7tleEqLjObIw/26Qhcko8wdvzlZ1ocFhGJkY5LVLLhKJhAWrZ/HyqR3vnNzyDNN/WE/eO7tja/M6z+1FTd84oytTRIhsa7qIkAj0jL+um9PLOy/YNHsTS4Yu5g+rg9RsWotfDv8ily7yOX1IS2SO+7Iw0gnQsEMjjjme4qTrGXqO782K4cuIDs+7IreoaOhro6ikKPNjCSAmOFImr8lOy1gvz/DaRnmH/6/QN874DobnvJ7BERh84vczPzuW7cLTxYuTz49xxe0SVn+uZrvlTl4/ffPxnQuRop4uEiVFUsNkv5upYeEoGuZ/z0q0NCn94AIWT69gsnUNYet3ylQMhv26g2Q3T0pdPYnF0yuY7rAibN12El8WTx6kZKCNREmRpOAImfXJwZEom+h90jHKWo4kOTCciMyKQWUjXRS11Ck5rS8Rt1/xdshKwi4/o4r1PHSafVqFqFB4VAx0UFBSJDFHWSIxOBLVT7zG1ZcOIyEwXLZi8D/gwzM0PMczNDw4HH2TL3+26BnpoaGlwaApg7C5Y8OS4Ut4dOURlvssqdX0018s5kU7s6waE5xH3p/Ps0Ijs2yX83kRnW0fbWNdUhKTSYiKkz1uSPYweTxzMj9/iJeBhQllG1XBrHJpDk/cxIWVh6nZrQl9V8v+VlLTVmfl24Osdf2TMQfnc275IWKyvbj7XIr6OhkvB3Jcy5TgCJQLKCcoaGtQ4+0parn+Q9mDy/Fdvver4lHUFA0y0pmc4/mZElJwOrMrsehHkgPDpBWDCe99SPIJosSCkSjqaiJRVsJkcj9UShih/JXPZEH4XMXa/dbZ2Zlnz57xzz8Z3QyUlJQYPHgw1tbWMpMnFORzKmA+J+zw4cOlXUU/+Pvvv1m7du0XH/NzFFW6AFRVVVm5ciXTp09n8uTJubZXr16dN2/e8OLFCx4+fMi9e/fo2bMno0ePlpks43MoKyszYsQIDh48iJubG5UrV6Z27dqfdYzVq1dTrVo1rl27honJx5tzjx07ll69evH06VNGjBiR59/JysqKX36RnYxCoqCFRPHTx4UaOrQvu3f+Kv3cq/ePn7zvB6VKlWDzxpV07TaUxMTEAsMeO/43N27ew9zMhNmzJ3H82B5at+nz0f3+ixwvZHXrCnb2IdjRi8kPNmPRrDqeD2Xf+GmZ6jP48Hyc/n2G3Yk7hRaHRr1bMmztT9LPu8YWXKn6NR4cvyn9v5+zN1FB4cw8vhwjC1NCvLK6SP216g8ubT2NaTlzes8fxgDLHzmx1LrQ49O9fxdW/LZQ+nny8NlffUzLdfOoVKU8I3tNzHO7qpoq3fp1Yc+mA3luLwpt+7RlqtU06edfRq8osnNl77rr6eyJu5MH1g+sqdWsFnYPv6zl9qdq3acNk6ymSj+vGV20E3S8fmTP7K4/o2OgQ6ehnZm7awELes8hMjTv7uXC52nfpx2z1v0s/bxk9NIiO1efMb2pVr8qlmOWEegTRO0mtZi+eiqhgaG8fCD/iaY+V3psHP5DJyJRV0etcT0MZk8ixcdf2t1WZ0gfVGtVI2imJSn+gajVr43BwumkBoeS8OzlR47+31NyWl8Me7fgbf/lpH9oJZL5MizsynP8M7uWx731QLthFUxHdiHqccFDnQj/LRWn9aJE72Y86rdKtiVQMWjXpx3T12W9gFw+enmRnOfDC93H1x5zdv9ZANwc3KjesDrdRnTj9ZNPr4Rv16cdP6/LGsbm4NjiG9v2U0gkEkiHEzN3kBCdMSzJxVV/MmL3TP6xPEBK5j2QGJPA1m4LUdFUo2LzmvRYOgI/b49cXWKLWlpMPK7dfkZBUw2t5nUosXQcSd4Bco+HvJhO6Y9+r1a4DlqSleempOI2cR0W66dR+/Ux0lNSiX5gR+QtG7n2EPuWpRV3BL4jxVqpZ21tTUpKCiVKZM2WlJ6ejqqqKjt27EBXN+8WQNlVrlwZJyenAsNUrFgRiUSCo6Mjffv2zbXd0dERfX19jI2zZlbS1dWlYkXZboI5K5IqV66Mo2Pe3eI+rK9c+ctmAyyqdH0wYsQINmzYwOrVq2Vmvv1AQUGBRo0a0ahRI2bOnMmRI0cYOXIkS5YsoVy5cujo6OTZ8i0iIiLf6zZ27FiaNGnCmzdvPquV3gcVKlRgwoQJLFy4EGtr2QqOSpUq8eDBA5KTk1FWzmgOraenh56eXq4JOrJbtGgRs2fLVmToG35e14ELF67x7FnWjx7VzAkFTE2NCQgIkq43NTHC1i7vpun169fC1NSY50+vSNcpKSnRqlVTpk4ZjYZWOdLSMrK+qKhooqKieffOnSdPXxIS5ECfPl05efJcnscuDHHh0aSlpKKRYzYvTSPdXG89P4gJjkAzx2DQmkY6xORomZBdhHcwcaFR6JcxlanU0zLRY/iJxfi8cOHywsKt3LK/YYOHbdYkLEqZzel1jHWJyhZXbWNdfPLpWhgTHkVqSio6OVr66BjryRwjJ3fbdwAYlzWTqdSLCo4kKjiSwPd+xEbEMPevVfy77UyBx/oSt6/c5/WLrL/zhwGujYwNCAnKmj3b0NgAp7cFT1QDsGTtXNp0asmoPhMJ9A/KM0znHu1RV1fj/Ol/vzL2n+7p9ac4v3KWfv6QTj0jfcKDst5O6xnp4e6Qd+vCLxXoFUBkaCTmZc2LvFLv2fVnuLzKah3+IZ26RnpFks7E+EQCPP0J8PTH5ZUzO+/upcOQTvy9M/cYPEUlLjya1JTUXDMNahnr5pvXxARH5Bk+OiTv8MXl8fUnONlmu28z8yZ9Iz3CgrJa0+oZ6/H+7fsvPo+Kmgpj549mxYSVPL2V0fXe3cmdCjXKM3DiALlW6qVGRJKekoqigWzLCUUDfVJDCxinMj2dlMxhKJJd3qNczgLdsUMJemGHRFUFvWljCZ6zgvgHGWNLJru6o1y5Ajo/DiyWSr2UsGjSU1JRydFCSNlYl+SgiAL3LTGpFyWn9eXt4F+Ic8waSzclLJq05BTiXb1lwse7+qDdWHQFk7eksCjSUlJRzdGbQdVYl8SPXOPyk7tTcXovHg9aS7SjVxHG8tM8uf4EJ9us3yRZeZHsM1TfWP+r8qKosChSklPwcpVNs7erN9UbfV5r0yfXn4B91tA0H8p2Wsa6RGd7NmgZ6+KXT9kuLrNsl/N5oZ3tGNHBkSipKqOmoyHTWk/LKHuYCErXlZ0x98MxozPL0NHBEUQGhEkr9ACC3/mioKCArrkhoR4BQMbv5NDMcTL9HTwxqViCalMG4v6FlWmp4VGkp6SiZCSb5yoZ65Fc0NjA6ekkZY51mODgjlrF0ph8RTyKWmpYRjqVc5TTlYw+kk7A5Kc+mEzux7vhy0lwkh2/PP71e5x/mIWCtgYKykqkhEVR+dxvxNm/K+wkCEKBiq37bUpKCocPH2bjxo3Y2tpKFzs7O0qUKMHx4582CP6wYcO4ceMGr17lLnQmJycTGxuLoaEhnTp1YteuXcTHyw7KHhAQwNGjRxk8ePBn16oPGTKEGzdu5Bo3Ly0tjc2bN1O9evUvnmCiqNOloKCAlZUVu3fvxsPD46PxqV4942H6YRy+KlWq8PJl7oLwy5cv863IrFGjBjVq1ODNmzcMGzbso+fMy7Jly3BxceHECdnBsocOHUpMTAy7duU/o1ZeVFVV0dHRkVk+9z6IiYnl/XsP6eLg4IK/fyDt22VNM6+trUXjxvV48jTv8Ylu3XpAnXrtadCos3R5bmPLseP/0KBRZ2mFXk4SiQSJRIKqStHOspSWnErAa3fKtqiR/eSUaVED35d5P7h8X76jTPbwQNlWNfMND6BtZoC6vhYx2Qq8Wqb6DD+5hIDXHlyauw8KuXVsYmwCwZ6B0sXf1YfIoHCqNM/q6qGmpU65uhVxf5l3d/rU5FS83rhRpXlN6TqJREKV5jVxy2cfgFLVywIQFZR/gUKS2W2zoHFVvlRcbBxeHj7S5b2zO8GBITRplTVQuaaWJrXr18DuI11ll6ydS4dubRjbfyq+XvkPat1vWE9uX71PeGhEYSXjo+Jj4/H39JcuXi5ehAWFUbdFVv6srqVOlbpVcHpR8MuUz2VoZoi2vjZhBVzjwpIQGy+tZAvw9Mc7M521c6SzUt3KOBdyOgEUFCTSH3vykpqcit8bdyo0z8prJBIJFZrXwOtl3hXRXq9cqZDtuwpQoWUtvPMJX1ziY+Px8/CTLp4unoQGhlKvZdZYuxpaGlSrWxWHl18+7qaSkhLKKsq5njNpqWn5DoVQZFJSSHJ0Qa1x/ax1EglqjeuRmMeM8PmRKCggyXzBh5ISEmVl0nM+R9PSoJhaU6QnpxBj/x7dltm6FEok6LasTfSL/J8ZJab0ptSsATgMW0WsnWzlSXpyCjG271CrUFJmvVqFEiT6FN4YycKnSU9OJdLeHaNW2fIaiQSjljUIt8k/r6kwtSeVZ/XjydB1RNoV7kumLxUfG4+/h7908XLxIiwwjLot60rDaGhpZDxDX375syUlOQUXOxdKlS8ls75k+ZIE+eb9orCgOId6BkqXQFcfooLCqZgt71fVUqd03Qr5PitSk1PxfeMus49EIqFitueL7xs3UpJSZMIYlTdHv5SxNIzXK1fMqljIzJhbqVUtEqLiCHTNaHjgYeOMjqk+KhqqMsdJS00j0j/rJWtOEgUF6dhuXyI9OYX4N+/Qap6t95REglbzOsS9dM5/x5wUJF8Vj6KWnpxC3Ov3aLeQTad2i9oFptNkUl/MZgzi/Y+/EF9ARV1adBwpYVGoljVHo3YFIq89Lczof7fSi2n5HhVbS72LFy8SHh7OuHHjcrXs6t+/P9bW1jJj2Dk75/7C1ahRg5kzZ3Lp0iU6dOjAqlWraNmyJdra2tjY2PDrr79ibW1N3bp12bFjB82bN6dLly6sXr2acuXK8fbtW+bNm0fJkiVZs2bNZ6dh1qxZnDt3jp49e7Jx40aaNGlCYGAga9euxdHRkRs3bshUEMXHx2NraytzDG1tbSpUqEBO8khX9+7dadKkCXv37sXU1FS6fsCAAbRo0YLmzZtjZmaGu7s7ixYtonLlytJx/iZPnsyOHTuYMWMG48ePR1VVlUuXLnH8+HEuXMg92+AHt27dIjk5GT09vU/8K8syNTVl9uzZ/PbbbzLrmzVrxpw5c5gzZw6enp7069eP0qVL4+/vj7W1NRKJRK5jWm3bvp/Fi2bg+s4NDw9vflkxDz+/QM6duyoNc+3KSc6eu8yu3X8QExPL27ey93hcbByhoeHS9eXKWTBoYC+uX79LcEgopUqWYP78qcTHJ3D5yk2K2rP9l+mxcSIB9u742b2n0diuKGuoYp85I1iPTROJDgjn7vqMGYptDl5l+MklNJ7wA+9u2VK9ZzPMa5Xn8sKMbpfKGqq0nNkP58vPiA2ORK+MKe0WDSHcIxD3exljBH2o0Iv0DeHmmmNoZCsQ5TdjbmG4deBfuk3vR7CHPyHeQfScM4TIwHBsrz2Xhvn56FJsrz7j7uGMa3pz/0VGbZyK12s3PGzf0X5cN1Q1VKWz4RpZmNKod0ve3n5JTEQMpapaMGDpKFyeOuDrlPFWukbbeugY6+Jp956EuARKVCpFv8UjeffciTA5/Sj7c98JJs4ag5e7Nz5efkxfMJGgwBBuXs4a69T6rx3c/PcOxw5ktMhaum4e3fp1YfqoecTFxGKUOfZXdHQsiQlZ3cItypaiYbN6TB42Sy5pKcg563MMnjEEXw8/Ar0CGDF3JGFBYTy+ljUD3prja3h85TEXD2V0ZVPTUMO8bFbLctPSZpSrXp6YiGiC/YJR01Bj6MxhPLr8kPDgcMzLmDNm8Vj8Pfx5eVfOEw5kumh9noEzBuPv4UegVyDD5o4gLCiMp9eyur7/cnw1T6485vKhjJmq1TTUMCtrLt1uWtqUstXLERMRQ4hfMKrqqgyYPojn158RHhSGtoEO3X7sjoGpIY8uPZR7Gh/u/5f+Gyfh+9oNH9v3NB/3AyoaarzIzJsGbJxMVGAY19afBODxgSuMP7mUFuO74Xzblto9m1GyVnnOLsoaXkJdVxO9kkZoZ44PZVQ+4+8RHRyRb+tkefjb+izDpw/F192XAO8ARs8dRWhgKA+vZs3Kvf74Oh5eecS5QxkT0ahpqFEy231rXtqMCtXLEx0RTZBfMHExcdg9tuMnywkkJSQR6BtI7aa16TSgI3tW7pN7GqOOnsHol/kkOTiT+NYZnWH9kKirEXM+oyW74coFpAaFELEjo9W2zpihJDk4k+LjDyrKqLdojGa3joRZZcwWmx4bR4KNHfozfyIsMYlU/0BUG9RGs3snwjfJZ7zSvPjtvUClrdOJsXtPjK0r5hN6oKihStCJjDFjK26bTlJAGF5rM2a9Lzm1D6XnDcFl6hYSvYNRzmzllxqbQFpcQsYxd5+j8p7ZRD1xIOrhG/Ta1cOgU0Pe9F9WLGn8XHFx8Xj5ZLWu8vULxMnlPbo62pgXMCbxf5Xb3kvU3TqZCDs3Il69o/yEH1DUUMUrczbcutsnk+AfjtPajBfVFab1pMq8gbyasoN472BpK7+U2ARS4/5bQ6yctT7LkOlD8HX3JdA7kJFzRxIaGMqjbHmR1XErHl15xIVDGb8L1DTUKCHzDDWlfGZeFOyXUcY5s/cMC3cu5M3TN9g9tqNhm4Y06diEBYPyHlP7czw4cJptLRsAAQAASURBVJn20/sQ4hFAuHcQnecMJCownLfXsibMmXB0CW+uPufx4WsA3N9/iUEbJ+Pz2g0f23e0HPcDyhqq0tlwE6LjeX7qNj0sRxAXGUNidDy9fxmN5wsXvF5lVAK53LMn0NWHIZun8K/VMbSN9egyZxCP/rxGalIKALbnHtJhej8G/jaJ65v/QtNAm26LhmNz6o60623bKb3xtXcj1DMQJRUlqrSrR/2+LfG33P1Vf5fg/WcpvXEW8a/fEWfrgtG43ihoqBF++gYApTfOIjkwlID1hwEwnjKAePt3JHn6I1FRRrtdQ/T7tsM3WzwUdbVQLmksHVtOtXzGy4aU4HBSCrnXyacK2n+OMht/Ju71O2JtXTEZ1xMFDTVCT2Wks8zmmSQFhOL/a8bs4SaT+2E+exgeMzaS5BOEUmaem5Ytz9Xr3pyU0CiS/IJRr1KGkivGE3n1KdH3bYsjicL/sWKr1LO2tqZjx455dtXs378/69evx97eHh2djB/xQ4YMyRXO29ubUqVKcf36dTZv3szevXuZO3cuGhoaVKtWjRkzZlCzZsabk0qVKmFjY8Py5csZNGgQYWFhmJmZ0adPH5YvX46BwecPaKmmpsatW7dYu3YtixcvxtPTE21tbdq1a8eTJ0+k5/7AxcUl12y2HTp04MaNG7mOraqqKpd0/frrrzRv3lxmXZcuXTh+/DhWVlZERkZiZmZG+/btWbFihXQiivLly3Pv3j2WLFlCx44dSUpKomrVqpw+fZquXbvmez5NTc0C4/Mp5s6dy+7du0lISJBZv2HDBho3bszu3bs5cOAAcXFxmJqa0rp1ax4/fiy9l+Thtw270NTUYM+u9ejp6fDw4XO69xwhM+5d+fJlMDL69PsuISGRli0aM2P6ePT1dQkMDOH+gye0atOb4OD83+IVFseLT9Ew1KHV7P5oGusS5ODJqR/XE5c5GYZOCSPS07Lef/i+cOX8jF20njuQNvMGEe4RwJmfNhPikvFWMj01DZOqpanVvyVqOppEB4bjfv819zb+JS3klGtVE4NyZhiUM2P6s+0y8bEqM6LI0nptzzlU1FUZZjURDR0N3j93YvuotdKCFYBxGVO0DLLuqRcXH6NloEOPWYPQMdbDx9GD7aPWEp05GHJqcgpVW9ai/diMyr5wv1BeXX7K5R1/S4+RnJhEiyEdGLB0FEoqyoT7hWB79RlXd58tsrTmZL3jT9Q11FmxYRHaOlq8fGbHxCE/k5SYJA1TukxJ9Az0pJ+HjBkAwKGzsj+Ql8xYydmTl6Sf+w7rSaBfEA/vFP8bzDO7/0JNXY3pVtPR1NHEwcaBZSOXkpztGptZmKOT7RpXql0Jq1PrpJ8nLJ8AwI3TN9gyZzNpqWmUq1aWDgM6oKmjSVhgGK/uv+LIhj9Jybyn5e2f3WdQU1djstU0NHU0cbRxYNXI5TnSaSaTzgq1K7L6VNbYkmOXjwfg1umbbJ+zhbS0NEpVKEW7AR3Q0dchOiKKd3auLBmwEG8X+XcVe33xCZoGOnSYNQBtYz38HT35Y9Q66UQ9uiUNSU/PaqXl9dKVUz/vpOOcgXSeN5hQjwCO/rSJIJesoRqqdmrAgA1ZLxaH7MgYm+nmljPc2nJGTinL7eTuU6hpqDFr3c9o6Wjx5vlbFo5cInM9S5QxRzfb9axSuzIbT2e9CJu8PCNdV09f47fZGwFYPdWKcQvHsmj7ArT1tAn0CeLA+j+48OdFOaUsS9y1O4Tr66I3eTSKhvokOb8naNoi0sIiAFAyM8loZZdJQV0Ng0UzUDQxJj0xkWQPb0KWriPu2h1pmOBFq9GfPg6jNYtQ0NEm1T+QiJ0HiPkr/5eQRS30/COUDXWxmD8EZWM9Yt+64zBsNcmZzwzVkkaQ7ZlqOqoLCqrKVN0/T+Y43htO4r0x42Va2OVnuC3YR8np/Si3aiwJ7/1wGv8b0c8Kv2VuUXjj5MrY6VmVN+u3Z1Qq9/6hI2ss5xRXtL6Y37knqBjqUGX+AFSN9Yh668nToetIyrzG6jmucdlRnVBUVaahteyLL+cNf+Gyofjynbyc3n0aNQ01ZqybgZaOFm+fv2VpjmeoeZncz9D1p7PGtpu4PGPs3eunr7NpdsbkfY+uPGLH4h0MmjqISSsn4fPeh9UTV/P2+dfPrHp3zwVU1FXpbzUeNR0NPJ47c2DUOpmynUEZUzQNsmast898vnTOfL74OXpyYNQ6mYkvLq76k/S0dEbunoWSihIu9+z5Z2nWuMHpaen8Me43+q4ey5S/V5IUl8jLM/e4vum0NExSXCL7R66l94rRTL+whrjwGOwvPeHqhpPSMCrqqvRZNQZdc0OSE5IIfu/HiVk7qXUx9+/IzxF58QFKBrqYzhqOkrE+CY5uuI9aTkrmkBTKJY1lxiVXUFej5KrJKJsbkpaQROJ7H7xmbSTy4gNpGJ1OTSi9Yab0c5kdGd/rwC3HCNzyab3xClvEhQcoGehgPnsYSsb6xDu4837kL6RkXkvlEkYyLbqNRnRFQVWZ8nsXyhzHf/NxAjZnVMQrmxhQcuk4lIx0SQkKJ+zMbQK2nZJfogQhkyS9qGZ6EIRvlJJKyY8H+k6sMm9X3FGQCy9J0scDfQfuxXt+PNB3oJyqUXFHQS6Ui3+CermorqD98UDfgaepRf/y5b/A2ji1uKMgN77+Hx/7+XvQ6PVvHw/0HbhSc8nHA30HdilHFHcU5KK2ol5xR0EuhhNT3FGQi9S0/48yUT2vohsj/b9mTZnhxXLeJZ5Hi+W8Ren/49shCIIgCIIgCIIgCIIgCN+RYp39VhAEQRAEQRAEQRAEQfj/kfc0kMKXEC31BEEQBEEQBEEQBEEQBOEbI1rqCYIgCIIgCIIgCIIgCHIhJnYoPKKlniAIgiAIgiAIgiAIgiB8Y0SlniAIgiAIgiAIgiAIgiB8Y0T3W0EQBEEQBEEQBEEQBEEuxEQZhUe01BMEQRAEQRAEQRAEQRCEb4xoqScIgiAIgiAIgiAIgiDIRZqkuGPw/RAt9QRBEARBEARBEARBEAThGyMq9QRBEARBEARBEARBEAThGyO63wqCIAiCIAiCIAiCIAhykUZ6cUfhuyFa6gmCIAiCIAiCIAiCIAjCN0a01BOEHPqaNyzuKMhNxaT/jzckT5TjijsKctFfvWJxR0Eurif7FXcU5KKGsmFxR0EuXqaGF3cU5GJMqnFxR0Eu3vqmFHcU5Kay4f/HvXul5pLijoJcdH2zprijIBfmdWcXdxTkYk1aTHFHQS5uolvcUZCLhkkJxR0FoZD9f/wKlQ/RUk8QBEEQBEEQBEEQBEEQvjGiUk8QBEEQBEEQBEEQBEGQi7RiWr7Ezp07KVu2LGpqajRp0oRnz54VGP706dNUrVoVNTU1atWqxb///vuFZ/40olJPEARBEARBEARBEARBELI5efIks2fPZvny5bx8+ZI6derQpUsXgoKC8gz/6NEjhg4dyrhx43j16hV9+vShT58+vHnzpsjiKCr1BEEQBEEQBEEQBEEQBCGbTZs2MWHCBMaMGUP16tXZs2cPGhoaHDhwIM/wW7dupWvXrsybN49q1aqxatUq6tevz44dO4osjqJSTxAEQRAEQRAEQRAEQZCLNNKLZUlMTCQqKkpmSUxMzDOOSUlJvHjxgo4dO0rXKSgo0LFjRx4/fpznPo8fP5YJD9ClS5d8wxcGUaknCIIgCIIgCIIgCIIgfNesrKzQ1dWVWaysrPIMGxISQmpqKqampjLrTU1NCQgIyHOfgICAzwpfGJSK7MiCIAiCIAiCIAiCIAiCkE16MZ130aJFzJ49W2adqqpqMcWmcIhKPUEQBEEQBEEQBEEQBOG7pqqq+smVeEZGRigqKhIYGCizPjAwEDMzszz3MTMz+6zwhUF0vxUEQRAEQRAEQRAEQRCETCoqKjRo0ICbN29K16WlpXHz5k2aNWuW5z7NmjWTCQ9w/fr1fMMXBtFSTxAEQRAEQRAEQRAEQZCLtOKOwCeaPXs2o0aNomHDhjRu3JgtW7YQGxvLmDFjAPjxxx8pWbKkdFy+n3/+mTZt2rBx40a6d+/OiRMnsLGxYd++fUUWR1GpJwiCIAiCIAiCIAiCIAjZDB48mODgYJYtW0ZAQAB169blypUr0skwvLy8UFDI6gDbvHlzjh07hqWlJYsXL6ZSpUqcPXuWmjVrFlkcRaWeIAiCIAiCIAiCIAiCIBdpxTZVxuebNm0a06ZNy3PbnTt3cq0bOHAgAwcOLOJYZRFj6gmCIAiCIAiCIAiCIAjCN0a01PtOBAQEsGbNGi5duoSvry8mJibUrVuXmTNn0qFDBwAePXrE6tWrefz4MfHx8VSqVIkxY8bw888/o6ioCICHhwflypXj1atX1K1bV+Ycbdu2pW7dumzZskW67tWrV6xbt4579+4RFhaGmZkZtWrVYuLEifTo0QOJRPJZx8zr8927dzl+/DhDhgyR7rdlyxa2bNmCh4eHdF1SUhJbt27l+PHjODs7o6SkRNmyZenZsydTpkyhRIkShfK3/lSDZw+jw9BOaOpo4mTjxO9LdhPg4Z9v+GqNq9NrYl/K16qIgakB6yes5fm1p9LtikqKDJk7nPrtGmBiYUZcdByvH9hxdN1hwoPC5JGkXCqM7kSVKd1RM9YlwsGLV0sOEW7rlmdYncolqTF/APq1y6FZ2hjbZX/i+vsVmTDdnm1Bs7Rxrn3fHbzOq8V/FEUSPsuw2cPpNKxL5jV1ZPfiXfh7+OUbvnrjGvSd1J+KtSpgYGrI2vGreXrtSb7hJ6+dStcRP7D/l31csD5fFEmQ0XhkJ1pM7I6WsS6Bjl5cWn4IX7u8rx9AjW6NaT9nIHqljAhzD+TauuO43rEDQEFJkQ5zB1K5bV30LYxJiI7H7cEbrv96guigCOkxWk/tTeX2dTGrXobU5BSsav9U1MnM14S5Y+g1rDvaOlrY27xh/aLN+Lj75hv+x2nDaPNDK8pUtCAxIZHXNm/ZtXYfXu+9AdDR02b8nNE0btMQsxKmhIdFcO/KQ/b9doDY6Fh5JYveswbTamhHNHQ0eGfjzBHLfQR5BBS4T7uRXekysRe6xnp4O3pyfLk17nbvZMKUr1+ZvnOHUr5uJdJS0/B28GDzj6tJTkwCwLScOQMW/0jFBlVQUlbCx8mTs5tO4Pz4bZGlNbuRc0bSdWhXNHU1cXjuwI7FO/Ar4PtZs0lNBkwcQMXaFTE0NWTl+JU8vvo4V7jSFUszdvFYajWphaKSIl6uXqz+aTXBfsFFmZw8VR7dkWqTu6NurEu4gxc2locJzSfP1a1cktrz+mNQuxxapY2xWfYnzvuvyoSpNacftef0k1kX+c6Pi63nF1kaPkWZMZ0pN6Unqia6RDt48XbxQSJfvc8zbOkR7Sk5sDXaVUsBEGnvjvPaEzLhTbs1wmJUJ3Rrl0PFQJv77RcQ/dZTLmkpiO7QnuiNHYCikQFJzm4Er9lF4mvnPMNqdmyB/k9DULYogURJiWQvXyIOniH6QtZg3CZr5qDTt7PMfrH3bfCfuKRI0/Elyo7pRIUpPVE11iXKwYs3S/4gIp9rbDG8PaUGtpK5xk5WJ/MN/19nY/uag8f+wsHpHcGhYWy1WkqH1s2LO1qfxXjUD5hN6ouysR5xjh54L/2dWFvXPMMaDeuEYf92qFexACDu9Xt8fz0iE15BQ41Si0ei16UJSvraJHoFEXTgIsFHruZ5THkaOns4HYd1lpb99i7ehX8B5fnqjWvQZ1I/KmSW/azGr+FZAWW/SWun0GXED1j/8jsX5VD2q/NjRxpM7I6msS7Bjl7cXnaYwALKfpW6N6b5nAHolDIiwiOQ+1Yn8LhtJ90+y+tInvvdW3OcF3svAaBXzozWS4ZSomFlFJSVCHHy4tGGv/B57Fi4ifsI8zFdKTWlFyrGesQ4ePJ+iTUxr97lGdZseEdMBrZBo2ppAGLs3fCwOiYTvvLWqZgObiezX9itV7wdtqboEvEd+Xba6f33iZZ63wEPDw8aNGjArVu3+O2333j9+jVXrlyhXbt2TJ06FYB//vmHNm3aUKpUKW7fvo2TkxM///wzq1evZsiQIaSnf/7X6ty5czRt2pSYmBgOHTqEo6MjV65coW/fvlhaWhIZGVko6VNTU8PS0pLk5OR8wyQmJtKpUyfWrl3L6NGjuXfvHq9fv2bbtm2EhISwffv2QonLp+o9qR8/jO7OvsW7WdR7HolxCVj+uQJlVeV891HVUMPT0QPrpXvz3q6uSvmaFfhr2ykWdJ/NholWlChfkgXWxVNYL9WrKXVWDMdh499c72JJpIMXrY8vRNVQJ8/wiuqqxHoG8XrNCeIDw/MMc+OHpZyvPUW63B20FgCfC0/zDC9P/Sb3p/uYnuxetJN5veaQEJfAiiMrC7ymahpqeDi4sddyz0eP37RLMyrXq0JoQGhhRjtfNXs0pavlcO5s/Zs93S0JcPDix8ML0czn+pWuX4kB26bx8uQddndbguM1G4bum41J5YwfWcrqKpSoUZY72/9hdw9LTkzaglEFc4btnyNzHEUVJd7++5TnR27mdRq5GTFlCAPH9mP9ws2M6zmF+LgEthxdj0oB17Ne0zqcOXSWCT2n8vPQeSgpK7Hl2HrU1NUAMDI1xMjUiB2r9jC8w1hWz/qVpu0asXjjPHkli66T+tBhTDeOLNnH2j6LSYxPZNbhpSgVkK5GPZozyHIUF7aeZmX3+Xg7eDDzsCXa2e6F8vUrM/OPJTjct2NN74Ws7r2QW4cvk56eNczxdOtFKCoqsHHYL6zqOR9vR09mWC9Cx1ivKJMMwMDJA+k1phfbF29nZs+ZJMQnsPrI6oK/n+pquDm6sctyV75hzMuYs+HvDXi/82bBoAVM6TyFY1uPkZRZkSlPZXo1of7y4bze9A//drEk3MGLdscWFJjnxngFY7v2JPGBEfkeN8LJmzN1pkqX631WFlEKPo1572ZU/WUk7zb+xcNOi4h660njE4tQMco7nQbNq+P3z0Oe9FvFo+7LSPANpfHJxaia6UvDKGqoEf7UCafVx+SVjI/S6toGowU/EbbrKN4DppLo5EaJfWtQNNDNM3xaZDThe4/jM2wmXn0nEfX3NUzWzEGjRQOZcLH3n+Peeoh0CZxnJY/kfJYSvZtSfcVIXDae4V7nxUS99aTJ8YX5XmPD5tXwPfuIx/1X87DHcuL9Qml6YhFq2a7xtyQ+PoEqFcuzZM6U4o7KF9Hv2YLSy8bit/kEDj/MJt7Bg0pHlqNkmPe9q92sJmHn7uM8aClOvReQ5BdCpaMrUDYzkIYpvXwsOm3r4z5jC2/aTifQ+gIWq39Ct1MjeSUrT30n96f7mB7sXbSLBb3mkhiXwLJPKvu5s+8Tyn5NujSVa9mvcs8mtF46nCdb/uFod0tCHL3od2QB6vk8R8wbVKLb9qm8OXmXo90seXf1Bb1+n4VhZtkPYG+DqTLL1Tn7SE9L493lZ9IwfQ7OQaKoyF9D1nKsuyXBDl70OTgHDeO875miYNS7OeVXjMJr42ledZ5P7FsPah63RDmffEe3eQ2Czz7gdf8V2PVYTKJfCLVOLEUl230LGZV4T2qNly7Ok7fIITWCIEtU6n0HpkyZgkQi4dmzZ/Tv35/KlStTo0YNZs+ezZMnT4iNjWXChAn06tWLffv2UbduXcqWLcv48eM5dOgQf/31F6dOnfqsc8bGxjJu3Di6d+/OpUuX6Ny5M+XLl6datWqMGzcOOzs7dHULJ6MeOnQoERER/P777/mG2bx5Mw8ePODWrVvMmDGDBg0aYGFhQZs2bdizZw9r164tlLh8qu7jenJmx2lsrj/Dy8mTHbO3oG9iQKPOTfPdx/bOS05sOMqzq3m/zYuLjmPViOU8vvQQPzdfXF+5YL1sLxVqV8SohFFRJSVflSf+gPvR23icvEe0iy8v5h8gNT6RskPb5Bk+3M4N+1XH8T73hLSklDzDJIVGkxgcKV3MO9Ujxj2AYDm/yctLz3G9Ob39JM+uP8XTyYMtszZhYGJA0875T0/+8s4Ljm44wpM8Wv9kZ2BqyISVE9n08wZSkvP+2xS25uN/4MWJ27w6fY/gd75cWHKA5PhE6g/6H3t3HR3F8QBw/HtxN2I4wd3dKV68eIHiLsXdHYpToFAStCW4FIpDcAsQICTEBeLunvz+uHDJJbkQIAK/zue9ey/Znd2budmbnZsdyTn/mo7qguud1zzYd4lgN19ubTmF31tPmgyX9gpJiIrj0LD1vL30hBB3Pz68dOXi0kOUrF0e/RLFZOe5vfU0jyyvEOD0vlDSqcjAMf04uP0I9649wM3RnZW/rsPYzJjWnVsqPGbG0Hn8e+IqHs6euDq4sXr6eoqXMqdq7coAuDt5snDcMu5ff4SPly/PH7xk7wZLWnZohrJy4dxuO4zqxsWdp7G7/owP77ywmrkTAzND6nVqrPCYjmN6cM/6Bg9O3sbP9QNHF+0jMS6BlgN+kIUZuGQENw9e5vKec/i6fCDA3RfbS49ITv8u6xjqYl6+BJf3nOPDOy8CPf05veEo6loalKxcusDT3Xt0b6x3WvP42mM833myafomipkVo3lnxb1fbG1sOfzbYR5eeagwzPC5w3l26xlWa61we+uGn5cfT64/ISIkfx5afY6q47ri+vdt3I/fJdLFl6fzDpASl0AFBWVu6Ct3Xq46htf5x6QkKn4olpqSSnxQhOyVEBpdUEnIE4sJ3Xh/9BYfrO8Q7eyD/Zz9pMQlUmpw2xzDv5r0O94HrxP11osYV19ez9wLShKMW2VMSO176h6uW84Qcte+kFLxaQYjfiLi5BWizl4jyc2boBU7SItPQPenzjmGj3v2mpibD0lyf0/yez8ijp4jwdkdjfo15MKlJSaREhwme6VGFm1+5qT8+G54/3WL9+l5/HquJSlxiZQZ1DbH8C8n78Lr4HUi33oR7erLq5n7suXx96RVs0ZMGzecDm1aFHVUvojZuF4EH7tGyIlbxLt8wGv+HlLjEzAe1D7H8B5TtxJ0+DJxDh7Eu/ngOWcXEiUJei1qy8LoNKhCyMnbRD2yJ/FDIMF/XSPWwRPtupUKK1k56j66Jyd3npDV/bbP2IqRqRFNcqnPv7B5zt+bjvJEQX3+IyMzI8asHM/WXzeTUkh1v/pjumJ/7DYOJ+8S6uLLjQUHSI5LoObAnO8j9UZ1xvPOa57vvUSoqy+PNp8i0N6TuiM6ysLEBkXIvSp0qs/7R45EeEt7s2sY6mBYvji2e/4h+N17wj0DuL/+OKpaGhhXKZXj+xaEkuN74P/XDQKsbxPr/AHXuftIjUvAbNAPOYZ3mrwdv4NXiXnrSZyrLy4z/wAlCQatasmFS01IIikoXPZKjii8kRmC8JFo1PvOhYaGcuXKFSZPnoy2tna2/QYGBly7do2QkBBmz56dbX+PHj2oXLkyx44d+6z3/XjOuXMVD9GRSCSfdU5F9PT0WLRoEStXriQmJueC8tixY3Ts2JF69eoVaFzywrS0GYamRry5n9E1PTYqFlc7Z6rUr5Kv76Wlq01qaioxkYV7A5GoKmNY24KAe5l+IKWlEXDPnmIN8qcCJlFVpmzflnhY38mX830NszJmGJka8eq+nWxbbFQsznZOVGlQ9avOLZFImLFtJmf3nuG9s/dXxjRvlFWVKV7TArcHGfmXlpaG2wN7StXPOf9K16uI+wP5H8Sud19Tun5Fhe+joatJamoq8ZGx+RPxfFKiTHGMzYrx7P5z2baYqBgcXjpSs0GNXI6Up6MnLXMjwyMVhtHW1SYmOpaUlFSFYfKLcWlTDEwNcXzwWrYtLioWdzsXKtSvnOMxyqoqlK1ZHodMx6SlpeH44A3l08sr3WJ6VKhXmaiQCOafXsOWZ/uZc3wFFRtmXPvRYVH4ufnQ7Kc2qGmqo6SsRJufOxEZFI7XG8XDevKDeRlzjMyMeHnvpWxbbFQsTnZOVK3/5d9PiURCox8a4ePhw+qjqzn28hhbL2ylWWfFDfkFRUlVGaPaFvjfyzSUOS0N/3tvMW6g+DuYF3oWZvR5sZOej7bQ/PeJaJUs9umDCohEVRm92haE3HuTsTEtjeC7bzBsmPM1nJWypjpKKiokhX/DP6xUVVCvXom4xy8ytqWlEfvoJRp1q+fpFJpN66JWrjRxtvLlsmaj2pS7d5wyl/ZjsnQqSvq6+RnzryZRVUa/tgXBd+XrD8H37DFsmLf6w8c8Tgz/9hos/99JVFXQrlWByHsZ9wzS0oi89wrtPNZxlTTVkKgqk5wp/6KfO2HQsZGs955u85polC9B5F27/Iz+Z1FU93Oxc86Xut/0bTM5X4h1PyVVZcxqWeB9X/4+4n3/LcUV1OWK16+I9335Msbr7muF4bWM9bD4oS721jaybfFh0YS6+lKtb0tUNNWRKCtRe8gPxARFEPDG46vTlRcSVRV0a5cn/K78dRt+7w16DfN23SprqiFRkb9uAQya16CJvSUN7m+n4oaxqBjq5GfU/6+lFtHr/5Fo1PvOubq6kpaWRtWqim8uzs7OAFSrVi3H/VWrVpWFyauP4atUySgInz17ho6Ojux18eJFuWOaN28ut19HR4d79+7l6f0mTZqEhoYGW7ZsURifzHEB6NOnj+x9mjfPubdGQkICkZGRcq+UtJQ8xUkRA1PpcJDw4HC57eHB4RiY5N9QEVV1VYYu+IUHF+4RFx2Xb+fNC3UjXZRUlIkPku+tEh8UiYZp/vTQLNmlIap6Wngev5sv5/sahiaK89TwK4cW/jSpHykpKVy0Kvh5VD7SMtRFWUWZmGD5/IsJikRXwVAIHRMDorOEjw6KQMfYIMfwKuqqdJo/mDcXHpFQyNfnpxQzlf5oCA2SHwYeGhwm2/cpEomE6Sum8OrpG9ydPHMMo2+ox8jpwzj/18Uc9+c3/fTrNDIoXG57ZFAE+gquU530ayEyS95GBoXLjjEpYwZAz+kDuGd9g60j1uBt78Gsv5ZhWs5cdsyWISsoU8OC398eYY/TMTqN6c7WEWuILeCHDh+/n2HB8vkZFhSGoemXl7kGxgZo6WgxYNIAbG1sWTRkEQ+vPGTxvsXUalrr0yfIRwrL3OAINL9i+FLIC1ceTd/H7SEbeTb/ADplTOh0dgkq2hpfG+Uvomakh5KKMglZ0pkQFIG6qUGezlF1yc/EB4QRfPfNpwMXEWUDPSQqyqRkuaekhIShYqz4mlXS0aK87TkqvLpE8T2rCFq7i7hHGQ2DsfdtCVjwG76j5hGyxRLNRrUosXcNKH071f38yOPqsjz+dnpe/leoGOkiUVEmKct9Jjk4AtU8lrelFg4n0T+MyEwPv72X7CPO5T11bK2o73GKSkeW4b1oL9FPHPIz+p/lY509ogDq830m9SUlJZWLVv981Xk+h2b6fSQ2y/0+NjhC4TBYbRMDYoPkH1zGBEWipaBOUb1fK5Ji4nG9Yiu3/fTP6zGtUZYpjn8yzeUA9cd25ewvG0mIKJyHvqrp121ilnInMSgc1TyWO+WWDCUxIIywTA2DYbfscJq6kzf9VuC5+ij6zapT8+9F31SZK/w3iIUyvnOfMxfel8yb9zlq166NnZ0dAJUqVSI5Wb4r+fHjx7M1LA4ZMiRP51ZXV2flypVMnTqViRMn5umY3bt3ExMTw44dO7h7N+eGoXXr1rFixQq5bdX0KlPDIO9P4Fr2bsP4tRlxWjdyVZ6P/VLKKsrM3DUXJBL+XLSnwN+vKFj83Bb/W6+Iz2UuqILSpndbJq6bLPt/1YgVuYT+chVqVaDHyJ7M7PZrgZy/qCipKDPg96kggYuLDxR1dOjUpwPzNsyU/T/7lwVffc7Za3+lfBULxveZmuN+LR0tNh9ej6ezF/s3H/zq98tJk16tGLY2Y6GRHaMKZu4siURaOb3z93UenLwNwPG3HlRrXouWA37gzEbpPGU/rxpLVEgEG/svITE+kVaD2jN1/3zW9JxHRJYfgF+jXe92TF2f8bkvG7Es386dmURJ2sP70bVHnNt/DgB3B3eqN6zOj0N/5M3jb7fRKK98b2f8OAl3fE/wSzd6P91G2Z5NcDtW9L2kP1f5qT0p3rs5T35aSWqC4iHH36vUmDje/zQJiZYGWk3rYTx3PMnv/Yl7Js3H6MsZeZbo4kmCkwflrh1Cs3Ft4h7bFVGs81fFKT0p0asZD39a9X+Zx//vzCf/hFGvljj1X0xapvwzHdkNnfpVcBmxhkSfQHSa1KDMmvEkBoQSdf91LmfMP617t2FCprrfmhEFM79o+VoV6D6yJ7O6TS+Q8xelGgPa4Hj2ISlZvps/rB5ObHAkJ/qtIjk+iZqD2tLLahbHeiwlJtNiat+qUlN6Y9KrBa9/Wi533QadfyD7O/adNzEOXjR6uhuD5jUIv//91xEKWppYKiPfiEa971ylSpWQSCS8e/dOYZjKlaVDVhwdHXPssebo6Ej16tLhHnp60slCc1rkIjw8XDZPXqVK0iESTk5ONG0qnVdCXV2dihUVDwMqXbp0tv2ampoKw2c1dOhQNm3axOrVqylXrpzcvkqVKuHkJL9iXPHixQEwMlLc82bBggXMnDlTbtuImj/nOU4Attef4voy471V1KST5xoYGxAemNFzxMDYAE+Hr+9m/rFBz7ikCSsGLyn0XnoACaFRpCanoJHlyZ6GiR7xgV8/15RWKWPMWtXk4ehtX32uL/H0+hOcMuXpxwmRDYwNCMuSpx5fkafVG9dA31if/Y8yGr6UVZQZuXg0PUb1YlyL0V987tzEhkWRkpyCtrF8/mmb6BEVlHP+RQeFo5MlvI6JPtFZnmArqSgzYNdUDEoZc2Dw2m+il979aw9weJnxtF9VTQ0AIxNDQjKtHG1kbIjz25xXQcts1upptOjQjIk//UqQX3C2/Vrammz7awOxMbHMH7OElOSv6/2riN2NZ3hkWj1QRU16S9czMZBrRNMz0ee9g2eO54hOvxb0suRt5nNEpF/zfi7y8yD6uX3AqIR0teqqzWtR54f6TKszgvj0PP9ryX6qt6xD835tubzn3JcmM5vH1x/zzi7jnqeaXuYaGhvKfT8NTQxxe/vlq2NGhkaSnJSMt4v80Kj3Lu+p3ihvQyTzi8Iy11ifOAXf2S+RFBlLlLs/uuXM8u2cnyMxNJLU5BTUs6RT3USfhE/88LOY2J0KU3vxtP8aohwKZzjbl0oJjyQtOQXlLD2dlYsZkpylx6mctDSSvKUrOie+c0e1fGkMxw6UNepllfzBn5TQcFTLlPhmGvW+Jo/LT+xGxak9eTRgLVGO33Ye/79KDo0iLTkF1Sw9tVSM9UkKzOXaBczG98J8Ul+cBy8lzjFj9WmJhhol5w3Fbcx6Im5Jp8WIc/RCq4YF5hN6F1qj3tPrT3F+mTFy6WPdTz/Hut+XTyvxse735yMr2TZlFWVGLB5Fj1E9Gd9izBefOzdx6fcRrSz3ey1jfWIV3EdigsLRMpFfSELbRI/YHB7UlWxcBaOKJbg0+Xe57aVb1MCifT321BpPYnr94Nbig5RpVZPq/VrxbHfB91ZMSr9u1bKUO2omBiR9otwpObEnpaf24c2AlcRmum5zEu8dSFJIBBoW5iAa9YRCJPqGfueMjIzo3Lkzu3btynG+ufDwcDp16oSRkRGbN2/Otv/ChQu4uLgwePBg2fmMjY15/vy5XLjIyEhcXV1lDYQfz7lhw4YCSFXOlJSUWLduHXv27MHT01Nu3+DBg7l+/TovX77M+WAF1NXV0dPTk3spS5Q/6xzxMXH4e/nLXh9c3hMWGErNTBMAa+poUrFuZZxeOOVypk/72KBnblGcVUOWEh0e9VXn+1JpSSmEvfbAtGWm+cckEkxb1iTkuYviA/Oo3MDWxAdH4Hfj8/Izv8TFxOHv5Sd7vXf2JjQwlNot6srCaOpoUrluFZyeK25Q/xSb07f5tdNUpneZJnuF+Idwbu8ZVgxbmg8pyVlKUgp+9h6Ub56RfxKJhPLNa/LhRc759/6lq1x4gAota/L+RUYj2McGvWLlzDk4ZB1x38h8R7ExcXzw9JW9PJw9CQ4IoWHL+rIwWjpaVK9XDfvnb3M5k7RBr02XlkwZMBO/9/7Z9mvpaLHt2G8kJSYzZ8QiEguwJ0lCTDyBXv6yl6/LB8IDw6jWPGNoqIaOJuXrVsLtRc5TLKQkJeNl7y53jEQioWrzWrinl1fBHwIJ8w/BrHxJuWPNLEoQ4iOdCFtdU9pQmpYq/9Q1LTVV1tMvv8TFxOHn6Sd7eTt7ExoQSt2WdWVhtHS0qFK3Cu9efPn3MzkpGedXzpQqLz+Rd8nyJQn0Cfzi836J1KQUQl97YJ6lzDVvWYPg559uiM4rFS11dMqaEldEPSfSklKIfO1BscwLIEgkFGtVkzBbxdOElJ/cg4ozf+LZ4HVEvCrYORzzRVIyCQ4uaDbNNA+wRIJW07rE2+V9uKFESQmJmuJVOJXNjFEy0CM5KFRhmMKWlpRCxGsP+UUuJBKMW9YgzFZx/aHC5B5UnvETjwev/z7y+P9UWlIyMW/c0G2ZUcdFIkGvZW1icqnjmk/sQ/FfB+AybAWxr+UftkhUlFFSU80+oiglFfL5/pGbeIV1vzqyMJo6mlSqW/mr6n53Tt9mRqepzOwyTfYK8Q/h/N6zrBhWMD3PQXofCXjjQekW8veR0i1q4Pci5/uI3wtXyrSQr/uVaVkzx/A1BrYh4LU7wVka3FVl9QP52czSUtOgkOY8T0tKJuq1u/wiFxIJBi1rEWmr+LotNbkXZWb0xX7waqJfffohoVpxI1QMdUkMyL2BWxDym+ip939g165dtGjRgsaNG7Ny5Upq165NcnIy169fZ8+ePTg6OrJ3714GDRrEuHHjmDJlCnp6ety8eZM5c+bQr18/BgwYIDvfzJkzWbt2LWZmZjRt2pSQkBBWrVqFiYkJP/30EwA6Ojrs37+fgQMH0q1bN6ZNm0alSpWIjo7mypUrACgrf17jWF5069aNJk2asHfvXszMMnoSzJgxg0uXLtG+fXuWLVtGq1atMDQ0xNnZmcuXLxdIXHJzyfIf+k4dgL+HH4HvAxg462fCAkN5di1jJaylf6/k6dXHXDn0LwAaWhqYlysu229a2oxy1S2IDo8i2DcYZRVlZu2Zh0XNCqwftQolZSUM0p+URodHF9qqqR85771M4+3jCXvlQaidG5XGdkFFSx3P9IUtGu2YQJx/GPZrjwPpE6BXlv44VlJVQdPcEP0aZUmOiSfGMyDjxBIJ5Qa1wevEPdIKYXGBvPrH8jwDpg3Ez9OHAO8Afp49lNDAUB5fy1jZduWxNTy+8oh/D0nnUNPQ0qB4pjw1K22GRXULosKjCfYNIio8iqgsDbPJScmEBYXh4+5ToOl5uP8yfTaPx/eNBx/s3Gg2ugtqWuq8OCnNv582TyAyIIwbG6X599jqCqOOL6b5mB9xvv2SWj2aUaJWeS4ssASkDXoD9/xKiRrlODp6E0rKSuikPxGNC48mJUnaW02/RDE0DXQwKFEMJSUlzKuXBSDU05/E2IQCTXNmx/efYsS0Ybx398HvvR9j54wiOCCYu1fvy8LsPL6ZO5fvcergOQBmr51Op97tmTdqMbHRsRilz6kTExVDQnwiWjpabD/2Gxoa6qyYuhZtXS20dbUACA+JIDW14K/nG1aX6Da1LwGefgS/D6T3rEGEB4Tx8tpTWZhZfy3jxdUn3D4sLauv7/+HUZun4PXGDQ87VzqM7oa6lrpsqC3A1X0X6Dl9AB8cPXnv4Emzvm0xr1CCPRM3AeD2wpmYiBhGbZ7CPztOkhSfSKtBHTAubcrr2/IPiQrCOctzDJo6CB8PHwLeBzBs9jBCAkJ4eDVjZdt1x9bx8MpD/jkk7RWgoaVBiXIlZPvNSptRvnp5osKjCPKVNlae3nua+bvmY//EnlePXtGwTUOadGjCvAHzCjxNWb3bd5lm28YT8sqDkJduVB3bBWUtddzTy9xm28cT5x+G3TrpavZKqsroVy6Z/rcKWsWNMKxRhqSYBKLTy9x6Swfjc+0lMR+C0TQ3pPbsn0hLTcXzbO4rdhckjz8uUXvHRCLs3Al/6YrFuB9R0VLnQ3o6a++cRIJ/KE5rrAEoP6Unleb259XEncR6B8l6YqTExJOSXqaoGmijUdIYDXPpd1anojTfEwLDs82xVFjCD57BdN1sEuydiX/jhMEvfZBoahB19hoApuvmkBIYTMhWaU9uw7EDibd3Iem9LxI1VbRbN0a3R3uCVu4EQKKlgdGkoURfu09KcBiqZYpTbNYYkrx9ib1f8N/Bz+G+9xJ1t08k/JU0j8uP7Yqyljre6Xlcd+dE4v3CeLdWmscVpvSgypz+vJz0O3Hvg2S9/JIz5fH3JDY2Du8PvrL/fXwDeOfshr6eLsXNTYswZnkTsO88Flt/JfaVKzF2LpiN6YGSpgbBx28CUG7bryT5h+Cz/igA5pP6UGLWz7hP3ULC+0BU0uuuqTHxpMbGkxodR9Qje0ovGo53fCIJHwLRbVqTYv3a8n5F0U7hcdHyAv2nDcTP01eu7vckU31+xbHVPL7yiMuHLgHZ6/Nmsvq84rpfSnrdz7eA634v9l+m8+bxBL7xwN/OjXqju6Cqpc7bE9LvXuet44n2D+PBBul95KXVVfqfWET9sV3xuGVHlZ7NMKtdnhvzreTOq6ajSeVujbm7+u9s7+n73IWEiBg6bxnP4+3nSI5PpNbgduiXNsHjll2Bpjczn73/UGX7FKJeuRH10pWSY7uhpKVOgLW0rlN551QS/ULwXCtNQ6kpvSk7ZyDvJm0j/n2QrHdqSvp1q6SlQdnZ/Qm++JjEoHA0y5pTbslQ4jz8CbMpvHR9z76dX3nfP9Go93+gfPnyvHjxgjVr1jBr1iz8/PwwMTGhQYMG7NkjnW+tX79+3L59mzVr1tCqVSvi4+OpVKkSixYtYvr06XKrw86dOxcdHR02bNiAm5sbRkZGtGjRgtu3b8sNl+3Tpw8PHz5kw4YN/PLLL4SGhqKvr0/Dhg2xtrame/fuBZLeDRs2ZBtGrKGhwc2bN9m2bRsHDhxgwYIFpKamYmFhQdeuXZkxY0aBxEWR83+cQUNLg/HrJqGlp807W0fW/LKCpEy9dszKmKNrmNGlvXztiqw4vkb2/4il0qGXNidvsmv2DozMi9GoUxMANl3ZLvd+ywYuwuFx4U4Y/eHCY9SL6VJjbj80TPQJf+vFvZ83kBAsnVBXq2QxyNRrR9PMkE431sr+rzKpO1UmdSfwoQN3+mak26x1TbRLGX8Tq95mdmbPaTQ0NZi0biraeto42jqwYthSuTw1L2OOnlFGnlasXYk1JzLmORu9bCwAN0/eYMesbYUW95zYX3yMlpEuP8zoh46JPv6OXhwZvoGY9PzTL1lM7qn5+xcunPp1F+1n9afDnAGEePpzbNwWAp0/AKBnbki1jg0AmHxZfm43q0Gr8XzsCMAPM/tRr19r2b5J/67NFqYwHN1tjaaWJvM3zkJHT4fXz94wY+g8uZ51JcuWQN8oY6hG3+G9ANh9epvcuVbNWM+/J65SpVYlataXDss89fAvuTB9mgzC/0MABe3KH+dQ11Tnl3Xj0dLTxuXZO7YNX01ypnSZlDVDN9N1+uziQ3SM9Og1YxB6Jga8d/Rk2/A1cotn3LC6hKq6KgOXjEDbQIf3jl5sGbqKIG9pmqLDotg2fA195gxm9t/LUVZRxtflPb+P28iHTwxXyQ8n95xEQ0uDaeunoaOnw9tnb1kybInc97N42eJy389KtSux8eRG2f/jl40H4PrJ62yZKV2U6eGVh/y+8HcGTB7AhJUT+OD2gdXjV/P2We49OguC14UnqBfTo86cvmiY6BP21ovbQzYSn/6d1S5pLNdTUtPMkB+vZ5S51Sd2o/rEbgQ8dORGP2mZq1XciBa7J6NuqENCSBSBz5y42n05CaFF0wscwO/8I9SK6VF5bn/UTA2IeuvF08HrZY1vmiWN5e4tZYZ3RFldlfpW8lNpuPx2CpdNpwAw7dyQOjsy5r6tt+/XbGEKW/SVOygb6WM09RdUjA1JeOeO7/hFpISEA6Ba3AQyPQiQaGpgsnQKKmbGpCUkkuj+noB5G4m+kn6vTElFvbIFur06oqynTXJgCLEPXhC68xAkfVtzz/mef4xaMT2qzO2HuokBkW+9eDJ4PYnBOedxufQ8bmgpX5dz2nQK502nCzXu+cH+nQujpmY8GNi4cx8Avbp2YM3iWUUVrTwL++cBKsX0KTF7MKomhsQ6eOAybAXJ6fmnXtJELv9MhnVFSV2VivvkH4b4brHGd4u04dZt0iZKzR+Gxc4ZqBjokPAhCJ8NfxF05ErhJSwHZ9PrfhPXTZHV/VYNW5Zr3a9C7YqszlT3G7VMOpz21smb7Cziup/zP0/QNNKj2cy+aJnoE+TgxdlhG4lNv4/olpC/j/g9d+HytN00n92fFnMHEO7pz4WxWwlJr/t9VKVnU5BIeHc++wOh+LBozv6ykeZz+tPPegFKKiqEOH/gwpgt2Xr1FaTg8w9RLaZH2bmDUDMxIPqtJ28HryFJdt0ay5W5xYd3QkldleqWc+TO47XpBN6bTkBqKtrVymI6oC0qelrSRTRsXuG1wZq0xMLtaCEIkrSCXj1BEL4z/cv2KuooFJoBif+NZdePqhZNT4zCVkcpf1Ye/tZdT/L9dKD/AzVUixV1FAqFT0rBro77rRia8t/IT8OU/86PmcrF/htDrBxD87Yq+Peui/2aTwf6P/Cq7sxPB/o/sEapYOaz/da05r9R92uYGF/UUSgUrfyL5kFTUZhUbsCnAxWA3Z4niuR9C5KYU08QBEEQBEEQBEEQBEEQvjNi+K0gCIIgCIIgCIIgCIJQKMRw0fwjeuoJgiAIgiAIgiAIgiAIwndGNOoJgiAIgiAIgiAIgiAIwndGDL8VBEEQBEEQBEEQBEEQCkWqGICbb0RPPUEQBEEQBEEQBEEQBEH4zoieeoIgCIIgCIIgCIIgCEKhSC3qCPwfET31BEEQBEEQBEEQBEEQBOE7Ixr1BEEQBEEQBEEQBEEQBOE7I4bfCoIgCIIgCIIgCIIgCIUiTSyUkW9ETz1BEARBEARBEARBEARB+M6InnqCIAiCIAiCIAiCIAhCoRALZeQf0VNPEARBEARBEARBEARBEL4zolFPEARBEARBEARBEARBEL4zYvitIGRRH92ijkKheaKeUtRRKBRN0wyKOgqFwi4tuqijUCgMlTWLOgqFwjEptKijUCiaqZoVdRQKRbvSPkUdhUKxyfe/kZ8AL2OMizoKheK+6n+jLCped2ZRR6FQ1LHbUtRRKBSp9acVdRQKRazkv7HYwBM1jaKOQqFoVdQRKERioYz8I3rqCYIgCIIgCIIgCIIgCMJ3RvTUEwRBEARBEARBEARBEAqFWCgj/4ieeoIgCIIgCIIgCIIgCILwnRE99QRBEARBEARBEARBEIRCkZom5tTLL6KnniAIgiAIgiAIgiAIgiB8Z0SjniAIgiAIgiAIgiAIgiB8Z8TwW0EQBEEQBEEQBEEQBKFQiMG3+Uf01BMEQRAEQRAEQRAEQRCE74zoqScIgiAIgiAIgiAIgiAUilTRVy/fiJ56giAIgiAIgiAIgiAIgvCdEY16giAIgiAIgiAIgiAIgvCdEcNvBUEQBEEQBEEQBEEQhEKRJobf5hvRU08QBEEQBEEQBEEQBEEQvjMF1lMvKCiIpUuXcunSJQICAjA0NKROnTosXbqUFi1aAFCuXDmmT5/O9OnT5Y5dvnw5586dw87OTrYtNDSUlStXcvbsWfz8/DA2NqZLly4sX76cMmXKyMKNGDGCQ4cOSROnokKpUqXo378/K1euxNrampEjR+Yabw8PDw4ePMiKFSsYP348f/zxh2yfnZ0d9erVw8PDg3LlyuHp6YmFhUWO53n06BFNmzYlJSWF3377jYMHD+Ll5YWmpiaVKlVi7NixjBkzJs+fVU6+5DPJzMXFhYoVK2bbbmNjQ7t27WT/a2hoUL58eX799VfGjRuX43mzftYaGhqycBKJJMf4Hzt2jEGDBsltq1q1Kh4eHnh5eWFubp4tLjm5ffs2np6eTJ8+nfDw8Gz7JRIJZ8+epXfv3rme52vU/6UDTcZ1Q8dEn0BHb64tO4zfK3eF4av+2JjWs/qhX8qYUM8AbNZb43b7lWx/t03jqN2/tdwx7javOT58o+z/fvtnYlq9DNrF9IiPjMXzvj2311kTHRier2nrPKMfTQb/gKaeNh62TpxZbEWwp3+uxzQf1pG243uga6KPn6M3Z5cd5P0rN9l+FXVVeiwaSt0ezVBRU8Xp7ivOLDlAdHCELEzF5jXoMmsA5lVKkxiXwPPTd7n823FSU1IBqNC0Gq1G/0iZOhXQ0NEkyNMfm70XeXn+wVenubDzU7+UMS2m9aZs8+pomxgQHRDG27MPePD7eVKTUr46PZ+r/8zBtB/cEW09bZxs37F/0R/4e/opDF+tcXV6jO+DRa0KGJkZ8dvYddheeyIXpnGXpnQY0oXytcqja6jH3K4z8HLwKOik5GrozKF0+bkL2nraONg6sGvhLnw9fRWGr9m4Jn0n9KVirYoUMyvGqjGreHTtUbZwpSuWZuSCkdRqUgtlFWW8XbxZM34NQb5BBZkchcbMHkGPn7uhq6fDa1t7Ni3YxgcPH4Xhh00ZTJuurShbsQwJ8Qm8sX3LnrV/4u32Xham55BudOzdniq1KqGtq03naj2IjowpjOTIFETZ1GTwD9Tv1YKSNcqhoavF4tqjiY+Mle03LGVMh6k/Ual5DXRNDIgICOPFufvc/P0sKYXwXdX6qTc6QwaibGREkqsbEVt2kOT47pPHaXRoh9HKpcTdvU/Y/CUZ29u0QqtPD9SqVEZJX5/A4WNIdnHL5UwFp8uM/jTNlJ+nFlt+Mj9bDOtEu/T89HX05uyyA3hnys+mg9tTv1cLSqXn58Lao+TyE8DEojg9Fg6hXIPKqKiq4PvOmytbTuD6yCHf09jgl440Tb+3BDh6c23ZIXw/cW9pM6s/Bun3llvrj8ndWzLrumYU9Ye259qKIzyzugJI7y0tp/WhXKZ7i/3ZB9z//VyR3FuGzRpGl8Fd0NbXxuGZA78v/D33MrdJTfqN70fF2tIyd+WYlTy6mnOZO2rhKLkyd/W41YVe5poM74r5hD6omhgQ6+jJ+yV/EmPnkmNY4587UqxvOzSrSOvrsW/c8NlwVC68kpYGpRYOw6BzE1QMdUnwDiTQ6iJBR68WSnq+lq3dGw78fQqHd64EhYSyfd0S2rduXtTR+mw/zxxCx587o62nzTtbR/Ys3I1fLtdt9cY16DOhLxVrVcDIrBhrx6zmybXHCsNPXDuZLkO7sn/FPv6xvFAQSZBT2OVQZspqKow8txKzGmXZ33UhAQ5e+ZaunNT9pQONxndD20SfIEdvbi49jH8uaa3crTEt0uvzYZ4B3F1njUeWtBpVLEHrBYMo3aQqSipKhLj4cn78dqJ8Q7Kdr++hOVi0q8O5MVtxvfY839P3vUst6gj8Hymwnnp9+/bl5cuXHDp0CGdnZy5cuEDbtm0JCcl+wX9KaGgoTZs25caNG/zxxx+4urpibW2Nq6srjRo1wt1d/svZpUsX/Pz8cHd3Z+vWrezdu5dly5YxcOBA/Pz8ZK9mzZoxduxYuW2lS5cGpA1ZlpaWuLjkfDPO7MaNG3Ln8PPzo0GDBgCsWLGCrVu3smrVKhwcHLh9+zbjxo2Ta3z6ks/qSz+TzC9FDZIfOTk54efnh4ODA+PHj2fixIncvHkzT591VgcOHMj2/lkb2e7fv09cXBz9+vWTNRY2b95c7pgBAwZkS0vz5kVbQajWvQntFw/h/vazWHVfTICjNwOPzEOrmF6O4Us2qESvnZN5deIOVt0W43LtOX33zcC4cim5cG42r9jRcLLsdX7q73L7vR45cG7yTvb+MIczE7ZjUNaUPn9My9e0tZvQg5Yju3B6kSU7ei8hMS6BsYfno6KuqvCYOt2b0nPxMK5vP822bgvxdfBi7OH56GT6PHouGUb19vU5Mmk7uweuRM/MkOF/zJDtL16tDGMOzMPpziu2dlvA0Sk7qN6hAT/OGywLU7Z+ZfwcvTk0YSubu8zj2ck7DN4yiWo/1PuqNBdFfharUAKJRIkrC6zY32EeN1b+Rb0h7Wk7d8BXpeVL9JzQh64jurN/4R8s6jWX+Nh4Fh5Zhmouea6upYGXowdWS/YqDqOpgdMzB/5ef7ggov3Z+k3sR8+RPfl9we/M6DmD+Nh4Vh1dlWs6NbQ08HDwYPfi3QrDmJc157fTv/HB7QPzBs5jUudJHNtxjMSExIJIxicNmTSIfqN+4rf5WxnbYzLxsfFs+WsDarmks27TOpw5dJ5xPaYwffAcVFRV2Pr3RjQ0Mx7WaGhq8MTmGYd3/l0YycimoMomNU113t15xc3d53M8h2mFkigpSTi1cD+/dZzDhVVHaPZzB7rOGZRj+Pyk0b4d+tMmEmV1iKCR40hydaPY1o0oGRrkepyyuRn6UyaSYJf9R5hEU4PEV/ZE7t5XQLHOmx8m9KTVyC6cXLSfbb0XkxiXwPjDC3LNz7rdm9Fr8TCubj/Flm4L8HXwYtzhBVnyU413d+y4sfucwvOMtpyLkrISe35ezZYeC/F19GK05Vx0TfTzM4lU696UDouHcG/7GSy7LybQ0ZtBR+bnem/ps3MKr07YsL/bIpyv2dJ/30xMstxbAKp0bkjJehWJ8g+V2y69t0j4d4EV+zrM5frKo9Qb0p52cwfma9ryov/E/vQc2ZOdC3cyvcd04uPiWX10de5lrqYG7o7uuZa5xcsWZ9OZTbx3fc+8AfOY1GkSf2//u9DLXMMeLSi9dBS+W61x6DqTOAdPKh1dhkqxnK8j3WY1CT1/D6cBS3jXax6JvsFU+ms5quZGsjCll41Cr219PKZtw77tVAIs/6HM6nHod2xUWMn6KnFx8VSpWJ5FsyYVdVS+2E8T+9JtZA/2LNjFnJ6ziI+NZ/nRlZ+sK3g6uLN38R8Kw3zUtHMzKterQoj/5/8+/hJFUQ5l9sOCwUQFhuVbenJTpUcT2i4ZwqNtZznSTZrWfkcV1+dLNKhE952TsT9+h8M/Lsb16nN6/ylfn9cva8rg00sIdfPl+MA1HOy8kEc7zpGSkJTtfA1GdyEtTQwvFQpHgTTqhYeHc+/ePTZs2EC7du0oW7YsjRs3ZsGCBfTs2fOzz7do0SJ8fX25ceMGXbt2pUyZMrRu3ZqrV6+iqqrK5MmT5cKrq6tjbm5O6dKl6d27Nx06dOD69etoampibm4ue6mpqaGlpSW3TVlZGYAqVarQrl07Fi1a9Mn4FStWTO4c5ubmqKpKC/sLFy4wadIk+vfvj4WFBXXq1GH06NHMnj37qz6rL/1MckqrIqamppibm2NhYcG0adOwsLDgxYsXefqsszIwMMj2/pl78wFYWlry888/M2zYMKysrABQU1OTO0ZTUzNbWtTU1HJNR0FrPKYrr6xv8+bkXUJcfLmy8ADJcQnUHtAmx/ANR3bG/c5rnuy9RIirL3c3n8Lf3pMGwzvKhUtJSCImKEL2ytq74JnlFXxfuhHpE4LPcxce7b5IyXoVUVLJPV8/R6tRXbmx8yxvrz/H75031jN3o2dmSM1ODRUe02ZMN55Y3+LZyTsEuPpwepElSXGJNBrQFgANXU0aD2jHP6uP4ProLT72HhyfsxeLhlUoU0/ac7Ru92b4vfPm+o4zhHgF4P7EkUvr/qbFL51Q15ZeN7d2n+fqlpN4vXAhxDuQ+weu4HTnFbW6NP6qNBdFfrrfec2lOfvwuGdP+PsgXG+84Mmf/1K5S+FX3H8c3YMzv5/A9vpTvN95sWvmdgxNjWjUqYnCY+xsXnB80988u/pEYZh7Z204veMEb+6/Lohof7beo3tjvdOax9cf4/nOk80zNlPMtBjNOjVTeIytjS2HNx3OsafIR8PnDMf2ti1Wa61wf+uOv5c/T64/ISIkQuExBWnAmL4c2n6U+9ce4ubozqpf12NsZkyrzi0VHjNr6Hz+PXEVD2dPXB3cWTN9A+alzKhSu7IszIn9pzm66xhvX+R/b6a8KIiyCeCe1WVu77mA98ucH+g53XnF8Tl7cb73htD3gTjceM6dPy9SqxC+qzqD+hN74RJxl66Q7OlFxMYtpCXEo9W9q+KDlJQwXL6YqP0HSfHJ3ts27sp1og8cJuFZ0fYgaD2qK9cz5effM3flKT8fZ8rPU4v2kxSXSONM+XnX6jK39lzA66VrjufQNtTFtHxxbu65gN87b4I9/bm04RjqWhqYVy6dr2lsMqYrdta3eX3yLsEuPvy70IrkuATqKLi3NB7ZBbc7r3mcfm+5k35vaTi8k1w4XTNDOq0Yzrlfd2XrLep+5zUX5+zD494bwt8H4XLjBU/+vESVIri3yMrca9Iyd9P0TRQzK0bzzoofzNra2HL4t8M8vPJQYZjhc4fz7NYzrNZa4fbWDT8vvyIpc83G9SL42DVCTtwi3uUDXvP3kBqfgPGg9jmG95i6laDDl4lz8CDezQfPObuQKEnQa1FbFkanQRVCTt4m6pE9iR8CCf7rGrEOnmjXrVRYyfoqrZo1Ytq44XRoo3jU0beux+henNx5nKfXn+D1zpNtM7ZgZGpE01zqCi9snvPXpqM8zqWuAGBkVoyxK8ez5ddNJCcl53fUc1QU5dBHFdrWoXzrWtxcUzgPAxuO6cqbY7exT6/PX19wgKS4BGoOzDmt9Ud1xuPOa57tvUSoqy8PNp8iwN6TuiMy6vOt5vTH/fYr7q61JvCtFxFegbhdf0FsSKTcuUyql6HhuB+5MufPAk3j9y6VtCJ5/T8qkEY9HR0ddHR0OHfuHAkJCV91rtTUVKytrRkyZAjm5uZy+zQ1NZk0aRJXr14lNDTnpwL29vY8fPjwixp+1q9fz+nTp7G1tf2iuAOYm5tz69YtgoJyHgLwJZ/V134mnystLY0rV67g7e1NkyaKf9h/zWcdFRXFyZMnGTp0KB07diQiIoJ79+59TbQLhZKqMua1LPC4/zZjY1oanvffUrJ+9qHNACXrV8Tzvr3cNo+7r7OFL9O0GtOe72Lcrd/ovHoEmgY6CuOhoa9Njd7N+fDchdTk/BlSY1TaFD1TQ1weZMQ1PioObzs3ytbPuUKprKpMyZoWOGc6Ji0tDZcH9rJjStUsj4qailyYIDdfwj4EycKoqKmSlOWpV1J8IqoaapSqpbiHqYauJrHh0Z+f2HTfSn4CqOtqEv8VafkSpqXNMDQ1kmt4i4uKxdXOmUr1qxRqXAqSeRlzjEyNsLtvJ9sWGxWLk50T1RpU++LzSiQSGv3QCB93H1YdWcXfL/5m6/mtuTYUFqQSZYpjbFYM2/sZDTYxUTE4vHSkZoPqeT6Ptp42AJHhkZ8IWTgKqmz6Uhq6WsSGF/DQYxUVVKtUJsE2U+NbWhoJz16gWrOGwsN0R/5CSlgYsRf/Ldj4fYWP+en84I1smzQ/XSlXv3KOxyirKlOqpoXcMWlpaTg/eKPwmJzEhEUR4OZDo59aoaapjpKyEs1+7kBUUDgf3uTf9ABKqsoUr2WBR+Z7RVoaHvftKaXg+itZv6J8eMA9671FIqHntok83nuRYBfFQ+ozU9fVKvR7i3kZc4zMjHh576Vs28cyt2r9ql98XlmZ6+HD6qOrOfbyGFsvbKVZ58ItcyWqKmjXqkDkvUwPrdLSiLz3Cu083juVNNWQqCqTnClvop87YdCxkaz3nm7zmmiUL0HkXbv8jL6ggFkZM4xMjXiVpa7gbOdElQZfft2C9NqdsW0mZ/ee4b2z91fGNG+KshzSNtbjx/VjuDB9D0lxX9c2kBdKqsqY1bLAK0t93vv+W0ooqM+XqF8Rryxp9bz7OiO8REL5H+oS5u5P3yNzmfRiF0POL6dipwZyx6hoqNF952RuLD5IbFDRPNAV/nsKpFFPRUWFgwcPcujQIQwMDGjRogULFy7k9evsPTTmzZsna9j6+Fq7dq1sf1BQEOHh4VSrlvMPrWrVqpGWloara8ZT2IsXL6Kjo4OGhga1atUiMDCQOXPmfHY66tevz4ABA5g3b16u4Zo3b54tDR9t2bKFoKAgzM3NqV27NhMmTODy5cuy/Z/zWX30NZ/Jx1f//v0/mf5SpUqho6ODmpoa3bp1Y9myZbRuLT8vWF4/68GDB2f7jLy9M25i1tbWVKpUiRo1aqCsrMygQYOwtLT8ZBwzi4iIyPYemfMiJwkJCURGRsq9ktPy3iimZaiLkooyscHyhXZMcAQ6Cobu6JgYEBMcmSV8JDomBrL/3e+85p+Zezn28zpur7emTNNqDDg0B4mS/PyEbecPZJbjfma83ot+yWKcHrM1z3H/lI9Dj6Ky3JCigyLQzRTXzLQN9VBWUZabG+/jOfTSj9E10Sc5ISlbz8Oo4IwwTndfUa5BZer2bC59cm1mSMdpP0mPNzXM8b3rdGtK6doVeHbyzuckU05R5+dHhmXNaDC8Ey//uvXFafkSBqYGAEQEh8ttjwiOwMAk58/9e2SYnpawYPkhIOHB4bJ9X8LA2AAtHS36T+rPc5vnLB66mIdXH7Jo3yJqNqn5VXH+Ekam0h+CoUHy6QwNDqOYqVFOh2QjkUj4dcVkXj19g4eTZ35H8YsUVNn0JYqVNaPF8M48/vvmpwN/BSUDfSQqyqSEyudlamgYykY556Va7Zpo9fiRiPWbCjRuX+vj5581P6PykJ9ROeSnomMU+WPIGkrWKMfatwfY4HSENmN+ZN+I9cTl4xyRH+8tMdnuLZFo53pvyX4v0s6UvuYTe5CanMqzA3mbY82wrBkNh3fiRSHfWxSVuWFBYRgquKfnxccyd8CkAdja2LJoyCIeXnnI4n2LqdW01lfF+XOoGOkiUVEmKShcbntycASqeUxfqYXDSfQPI/J+xjB57yX7iHN5Tx1bK+p7nKLSkWV4L9pL9JOi6SH9X/Pxug3PUieS1hUMvurcP03qR0pKChetCn4OvY+KshzqsXkCL/66iV8+PizJjaaRorRGKEyrtokBsUHy9fnYoEhZWrWM9VDT0aTJpO542rzm5NANuFx9Tq99v1KqSUYjb7tlQ/GxdcHtuvzoNkEoSAW2UEbfvn3p1q0b9+7d4/Hjx1y+fJmNGzeyf/9+RowYIQs3Z84cuf8BduzYwd27d+W2fc6Y9Hbt2rFnzx5iYmLYunUrKioq9O3b94vSsXr1aqpVq8a1a9cwNTXNMczx48cVNrBVr14de3t7nj9/zoMHD7h79y49evRgxIgR7N+/H8j7Z5XVl3wmH2lra3/ymHv37qGrq0tCQgJPnz5lypQpGBkZMXHixGzn/dRnvXXrVjp06CC3rUSJErK/raysGDp0qOz/oUOH0qZNG3bu3Imurm6e0qirq5tteDBApUqKe2GsW7eOFStWyG37Qa8WHQxqKziicDj+kzGhbpDTB4IcvZl4fytlmlXH60HGU6cney/x+vgd9Eoa03J6H7pvncDJkV/2A65erxb0WztG9r/lqI25hC5YzvfecHHtX/RdPZrBWyaRkpjE9Z1nKd+kGmmp2adVrdCsOgN/G8/JBX8S4PKhCGKcu7zmJ4COmSEDD8/l3b9PeWVtU6Dxatm7NWPXZnyf149cXaDvV1Ta9m7L1HVTZf8vG5F93s/88LGR9vG1x5yzPAeAu4M71RpU48ehP2L/xD6Xo79epz7tmbNhpuz/Ob8s+Opzzlr7K+WrWDCxT/7O1/k5vqWyKTM9M0PGHprP638f88S6cBtJPkWipYnB0oWEr99EasS30cPyo/q9WtB/7VjZ//tHbSjC2EDfVaOIDonk9/7LSYpPpOmgHxi9fw5bey4iKksjzbfEvGY5Go3sjGW3T08TA9LhcYMOz+Xdv0+ws75doHFr17sdU9cXXpn76Nojzu0/B0jL3OoNq/Pj0B958/hNLkd/O8wn/4RRr5Y49V9MWqZRCqYju6FTvwouI9aQ6BOITpMalFkznsSAUKK+kaks/p+06d2Wiesypi9aNWJFLqG/XIVaFegxsiczu/1aIOcvTHkphxqO6IyatgYPd+U8V+334mN543rtBc8tpYuABDl4U6JBJeoMbc+HJ++o0LE+ZZpX53DXvJXL/3Vp/6dDYYtCgTXqgXSxiY4dO9KxY0eWLFnCmDFjWLZsmVxDlbGxcbYVWI0yPXU2MTHBwMAAR0fHHN/D0dERiUQidw5tbW3Z/1ZWVtSpUwdLS0tGjx792WmoUKECY8eOZf78+Qp7jpUuXTrHVWQ/UlJSolGjRjRq1Ijp06dz9OhRhg0bxqJFi2SLVeTls/roaz+TvLKwsMDAwACAGjVq8OTJE9asWSPXqJfXz9rc3Fzh+zs4OPD48WOePn0q1ysyJSUFa2trxo4dm+NxWSkpKX12GhcsWMDMmTPltm2vOT7Px8eGRZGanIKWsfxTH21jfaIVdLmODgpH21gvS3g9onP58RD+PojYkEgMy5rJNQLFhUUTFxZNqIc/Ia6+THmyg5L1K+LzIuf5g3LjcOM5W+wyjlNRk84LqWuiL/fDRsdEH18HzxzPERMWSUpyCjpZPg9dE30i088RFRSBiroqGnpacr31dI0zwgDctfyXu5b/omdqSGxENEalTOg2bzCh3oFy5y7fpBqj9s/h/KojPD/zdUO2izo/dUwNGGK9kA/Pnbk8//N6qn4J2+tPcXnpLPtfNT3P9Y0NCM80kbG+sT6eRbxS7dd4cv0JTi+dZP9/nODa0NiQsEzpNDA2wN1B8aponxIZGklyUjLeLvJDad67vqdGI8VDJPPL/WsPefsy477wcSoEIxNDQgIzpmMwMjbE5e2ny4iZq6fRvENTJv80nSC/4PyPcB4VVtn0OfRMDZl4bAmez505tWD/Zx//uVLDI0hLTkHZyJDMExMoGRmSksNUG8olS6BSojhGG9dmCiz9QVL87g0CB/9Cio/i1RsL0tsbz/HOlJ/KCvJT10QfHwUrI37MT90c8vNzGuIqNa9J9R/qs6jOaBKi4wA4vcSKyi1r0ahfa27tyZ9eNB/vLdrZ7i16xOR6b8l+L4pJT1/pxlXRNtZj6qMdsv1KKsp0WDyExqO6sKvldNl26b1lER+eu3CpEO4tj68/5p1dxqrMH+8tWctcQxND3N5++WrLCstcl/dUb5T3KQa+VnJoFGnJKahm6b2lYqxP0icWBTAb3wvzSX1xHryUOMeM612ioUbJeUNxG7OeiFvSYfdxjl5o1bDAfEJv0ahXAJ4qqCsYGBtkqyt4fEWdqHrjGugb67P/0QHZNmUVZUYuHk2PUb0Y1+Lzf6/mRVGVQ+WaV6dk/UrMdzkkd55R/6zC/twD/pmleJG1LxUXqiit+grTGhMUjpaJfH1ey0RPlta40ChSkpIJyTLEONTVh5KNpMPsyzSvjkFZU6bayy8+1XPvr/g8deL4wDVfkyxBUKhAG/Wyql69OufOnfusY5SUlBgwYAB//fUXK1eulJtDLi4ujt27d9O5c2e5hsCsxy9cuJCZM2fy888/o6mp+dnxXrp0KRUqVMDa2vqzj81J9erSikZMjOKhHbl9Vl/7mXwpZWVl4uLiFO7/0s/a0tKS1q1bs2vXLrntBw4cwNLSMs+Nel9CXV0ddXV1uW0qkrwvNJGalIL/Gw/KtaiBy8elyiUSyraowfND2RcMAfB54UrZFjV4ZpXRTb1cq5q5NsTpmhuhaahDdGC4wjAfnyB9/IH0uRJi4kmIiZfbFhkYRqXmNfFN/2GlrqNJmboVeHQ057SlJKXgY+9BpeY1eXtNOhelRCKhYvMaPDh8DYAP9u4kJyZTqXlN3lx5CoBJ+eIYljLB60X2yekj0ytS9Xo2J8wnmA/2GRWpCk2rMcpyLpfW/82TY1/fU6Yo81PHzJAh1gvxf+PJpdn7oBBWzIqPiSc+xl9uW1hgKLVa1MYrvcKqqaNJxbqVuX70SoHHp6DExcQRFyNfdoUGhlKnRR1ZI56mjiZV6lbh0pFLX/w+yUnJOL9yplQF+VXhSlqUJPBDoIKj8k9sTByxWdIZHBBCg5b1cUn/4aylo0X1etU4ezj3xoqZq6fRuktLpvSfgd97/1zDFrTCKpvySs9M2qD3wd6D43P+KJzV7ZKTSXJyRq1BfeLvPpBuk0hQb1ifmNNnswf38iZw6Ei5bbrjRqOkpUXEtp2kBBT89ahI3vOzIg9yyc8P6flpnyk/KzWvyf3DeRuKCqCqKW34ztoDPC01DYkk/2aoSU1KwS/93uKc6d5SrkVNbA/lfP35vHDFokUNnllllL0Wme4t9mfuZ5vPdfCRebw5c59XJzNGu+iaGTLEehH+bzy4OHtvodxbcixzA0Kp27KurMzV0tHKvzK3fJYyt3xJAn0K7xpPS0om5o0bui1rE/5xwSiJBL2WtQk8qHg+S/OJfTCf2g+XoSuIfS3fuClRUUZJTTV7+ZKSCvl4bQoZFNUVareoK2vE09TRpHLdKlw5cjmnU+SJzenbvLonvxr58qMrsTlzi5snbnzxeT+lqMqha8sPc2fTSdl+HTNDfj46nzNTduL78ssb9XOTmpRCwBsPyrSogWumtJZpUYOXCurzvun1+ReWGfeQsi1r4pue1tSkFPxfuWNYobjccYYWxYn8IH3w+WT3P7w5ZiO3f8SN9dxeeRT3Gy8R5GUfeyV8qQJp1AsJCaF///6MGjWK2rVro6uri62tLRs3bqRXr16ffb61a9dy8+ZNOnbsyMaNG6lZsyYeHh4sXryYpKSkbI1BWfXv3585c+awa9cu2aqzn8PMzIyZM2fy22+/5bg/JCQEf3/5Hz0GBgZoaGjQr18/WrRoQfPmzTE3N8fDw4MFCxZQuXJlqlat+sWf1dd+JnkRGBhIfHy8bPjtkSNH6NevX67HKPqsw8PDs31Gurq6qKmpceTIEVauXEnNmvJzTo0ZM4YtW7bw9u1batQo+F4uX+rp/st03zwe/9ce+L5yo9GoLqhqqfM6fW637lvGE+Ufxp2NJwCwPXCVIccX0XhsV1xv2VG9RzOK1yrP5fnSFX9VtdRpOf0nnC4/JSYoAoOyZrRbMIgwzwA87kqfzJaoW4Hidcrz/pkT8RExGJY1o/WsfoR5BuCTQ8PYl7pndZn2U3sT5OlP6PtAuszqT2RAmOxHFMD4vxZhf/WZ7Ifxnf2XGLR5Ih/euONt50qr0V1R01KXzXUXHxXH0xO36bl4KLER0cRHxdFnxQg8nzvjnWmFwrbjuvPuzivSUtOo1aUR7Sb24siU7aSlSiu4FZpVZ7TlHO4duMKbK09l82wlJyYTF/HlcyEVRX7qmBky5PgiInyCubnmb7SKZTwpVPREsaD8a/kPfab2x8/Dl8D3gQyc9TNhgaE8u5axsu3iv1fy7Opjrh6S/lhR19LAvFxGJce0tCllq1sQHR5FiK+0oqOtr4NxSRMMzaQPG0qUlw6/Dw8KI6IIhridszzHoGmD8PX0JcA7gGGzhxESGMKjaxmr1a09tpaHVx5y8dBFADS0NChRLmPaALPSZpSvXp6o8CiCfKWLIZ3ee5r5u+bz5skbXj98TYO2DWjSoQnzBuY+N2tBObH/NMOnDeWDuw++7/0YO2ckwQHB3Lt6XxZm+/FN3L18n9MHzwHSIbcde7dn/qjFxEbHYpQ+r1B0VAyJ8YmAtPdfMVMjSpUrCUCFquWJjYnF3yeQqPCoAk9XQZRNIO3ppWtiQLGy0odlxauUJiEmnjCfYOIiYqQNetZLCPMJ5p81R9HJ9F3NOidcfou2Ponh4vkkvXMmycER7YH9kGhoEHtR+mPLYMkCUoKCiPpjPyQmkezuKXd8WlQ0qSC3XaKri7K5KcrGxgColCkDQGpIKKmhufcwyk93rS7TcWofgmX5OSBbfk74azH2V5/JGu3u7L/E4M0TeZ+en21G/4ialjpPc8hP47JmABSvUoaEmDjCfYKJjYjB64ULsRHR/Lx5Etd2nCYpPommg37AqLQpjrfzdz6kJ/sv03PzePzS7y2Ns9xbemyZQJR/GDYbjwPw9MAVhh1fTJOxP+J666Xs3vJvek+7uPBo4rIseJGSlEJ0UASh7tKVjnXNDBl6fPE3cW85Z3mOQVMH4ePhQ8D79DI3IISHVzNWtl13bB0Przzkn0P/AJ9X5to/sefVo1c0bNNQWuYOKNwyN2DfeSy2/krsK1di7FwwG9MDJU0Ngo9L59sst+1XkvxD8Fl/FADzSX0oMetn3KduIeF9ICrpvfxSY+JJjY0nNTqOqEf2lF40HO/4RBI+BKLbtCbF+rXl/YoDiqLxTYmNjcP7Q0aPYB/fAN45u6Gvp0tx85ynNPrW/GN5ngHTBuLn6UOAdwA/zx5KaGAojzPVFVYeW8PjK4/4N1NdoXimOpFZaTMsqlsQFR5NsG8QUeFR2e6TyUnJhAWF4eOetwVvvlRRlEORviFy+xNjpQ91wr0CifLPn0Udc2K7/zJdN48n4I0HfnZuNBgtTav9CWlau24dT7R/GPc2SOvzL6yuMvDEIhqO7Yr7LTuq9myGee3yXE+vzwM82/svPXZN4cOTd7x/6IhF29pU6FBP1gMvNigix8UxonxCiHif86KZgpAfCqRRT0dHhyZNmrB161bc3NxISkqidOnSjB07loULF372+YoVK8bjx49ZuXIl48ePx9/fHyMjI7p27crRo0cpk14JVURFRYUpU6awceNGJk6cmKf55LKaPXs2e/bsIT4+Ptu+rHPFARw7doxBgwbRuXNnjh07xrp164iIiMDc3JwffviB5cuXo6Ki8sWf1dd+JnlRpYq0K7GKigqlS5dm/PjxLF++PNdjFH3WI0eOzBZ23bp1VKpUiZCQEPr06ZNtf7Vq1ahWrRqWlpZs2bLlq9NTUBwvPkGrmB6tZvZF20SfQAcvTvyykdj0xRP0ShjLGqIAfJ67cGHablrP7k+bOQMI8/Tn9LitBDtL54JLS0nFtGppavVtiYaeNlEBYXjce8PdzadISZQueZ8Ul0DlLg1pNeMnVDXViQ4Kx93mNQ92npeFyQ+3//gHNU11+q0bg6aeFh7PnPhz+HqSM835UqysGdpGGfMevrr4GB0jPTrP6IeuiQG+jl7sH75eboL6C6uOkJaaxvA9M1BRU8Hp7mvOLLGSe++qbevSfkpvVNRU8XX04uC4TbyzyXiy2bBva9S0NGg/uTftJ/eWbXd77MCeQau+OM1FkZ8WrWpiZGGOkYU5U5/ulIvPurJDKUwX/jiLupYG49ZNQktPGydbR9b9slJuNWKzMuboGmb8OKxQuyLLjmfMxzd8qXToiM3JW+yZLR2S0bBjYyZtzpiXbfou6YI6J7dac2pb/vSC/hyn9pxCQ1ODqeumoqOnw1vbtywdtlQuncXLFEffKGPoRqXaldhwImP+r3HLxgFw/eR1ts6SLlLz6Oojfl/4OwMmD2DCigl8cPvAmvFrcHhWNBOb/7XbGk0tDeZunImOng6vn71h1tD5JGZKZ8myJeTS+dNw6QOlXae3yZ1rzYwN/HtC2qDSe1hPRs8aLtu3++z2bGEKUkGVTc2GdKDT9IyHV5NPLgfAevYebE/dpXKrWphYFMfEojhLn+yWi9PscoMLKLVS8TdvE2Ggj+7YESgbGZHk4kbIzHmkhkkb35TNTCGHOUdzo9GqOYaL58v+N1q1FIAoy4NEWR5SdFi+u/XHBdQ01em/bqwsP/dlyU/jLPlpd/EROkZ6dJnRHz0TA3wcvdiXJT+bD+lI50z5OTU9P4/N3sOzU3eICYti3/D1/DhnIBP/XoKyijL+Lh+wGrcJX8f8XZHS8eJjtIvp0mZmP7RN9Alw8ML6lw2yhZb0SxTLdm85N20XbWf3p+2cAYR6+nNy3BaCnPM+b6xFq1qye8u0p7/L7VtTdkj+JCyPTu45iYaWBtPWT5OWuc/esmTYEvkyt2xx9Iwy7i2Valdi48mMOTTHL5NOj3L95HW2zJTWCx9eeZhR5q6Ulrmrx6/m7TP5+WoLWtg/D1Appk+J2YNRNTEk1sEDl2ErSE6/HtVLmkCm/DUZ1hUldVUq7pNvfPTdYo3vFuk90W3SJkrNH4bFzhmoGOiQ8CEInw1/EXTk++g5b//OhVFTM9K3cad0SGKvrh1Ys3hWUUXrs5zZcxoNTQ0mrZuKtp42jrYOrMhSVzAvYy533VasXYk1J9bJ/h+9TDri6ObJG+yYta3Q4p6ToiiHiorTP0/QMtKjxcy+aJnoE+Tgxalhiuvzvs9duDRtNy1n96fl3AGEe/pzbmxGfR7A9aot1xda0WRyT35Y8Qthbn6cH78dn2fO2d5fEAqTJK1Qxo0IwvejsBtRilKIJO8r/X7PiqXlfUj198yO6E8H+j8QlZZY1FEoFBEp2R8i/T9qpmpW1FEoFDNLFO0w5sKyyfe/kZ/w37m33E8tuN4035JVaeqfDvR/oI7dt/ugPD/1q190CzwVpsaSnFdz/X+jniYp6igUitneR4s6CoWmT5keRfK+Z73/KZL3LUhiUgZBEARBEARBEARBEARB+M4U6kIZgiAIgiAIgiAIgiAIwn9XKmLAaH4RPfUEQRAEQRAEQRAEQRAE4TsjeuoJgiAIgiAIgiAIgiAIheLzlvYSciN66gmCIAiCIAiCIAiCIAjCd0Y06gmCIAiCIAiCIAiCIAjCd0YMvxUEQRAEQRAEQRAEQRAKRZpYKCPfiJ56giAIgiAIgiAIgiAIgvCdET31BEEQBEEQBEEQBEEQhEKRKnrq5RvRU08QBEEQBEEQBEEQBEEQvjOiUU8QBEEQBEEQBEEQBEEQvjNi+K0gCIIgCIIgCIIgCIJQKNLSxPDb/CJ66gmCIAiCIAiCIAiCIAjCd0b01BOE/zBVJEUdhULxX5mIdYV6YlFHoVCY1ogp6igUigB77aKOQqG4lKBc1FEoFL/66BV1FAqFmeS/Ud4CFEv9b9xDaysbFHUUCsWa1OiijkKhSK0/raijUChOvdhR1FEoFH/WW1rUUSgU9VNiizoKQj5LLeoI/B8RPfUEQRAEQRAEQRAEQRAE4TsjeuoJgiAIgiAIgiAIgiAIhSLtPzKSqjCInnqCIAiCIAiCIAiCIAiC8J0RjXqCIAiCIAiCIAiCIAiC8J0Rw28FQRAEQRAEQRAEQRCEQvFfWciwMIieeoIgCIIgCIIgCIIgCILwnRE99QRBEARBEARBEARBEIRCkZYmeurlF9FTTxAEQRAEQRAEQRAEQRC+M6JRTxAEQRAEQRAEQRAEQRC+M2L4rSAIgiAIgiAIgiAIglAoxEIZ+Uf01BMEQRAEQRAEQRAEQRCELxQaGsqQIUPQ09PDwMCA0aNHEx0dnWv4qVOnUqVKFTQ1NSlTpgzTpk0jIiLis95X9NQTBEEQBEEQBEEQBEEQCkXa/2FPvSFDhuDn58f169dJSkpi5MiRjBs3jr///jvH8L6+vvj6+rJp0yaqV6+Ol5cXEyZMwNfXl1OnTuX5fUWjniAIgiAIgiAIgiAIgiB8AUdHR65cucKzZ89o2LAhADt37uTHH39k06ZNlChRItsxNWvW5PTp07L/K1SowJo1axg6dCjJycmoqOStue6zht8GBQUxceJEypQpg7q6Oubm5nTu3JkHDx4AMGjQILp06SJ3zJUrV5BIJCxfvlxu+/LlyylTpozctnXr1qGsrMxvv/2W7b0PHjyIgYGBwriNGDGC3r17K9wfFxfHsmXLqFy5Murq6hgbG9O/f3/evn2bLa7+/v5yxxYvXpxy5crJbfP09EQikXDz5k0A2rZty/Tp02X727Zti0QiwdraWu64bdu2ZTtXYmIiv/32G/Xr10dbWxt9fX3q1KnD4sWL8fX1VZgmGxsbJBIJEokEJSUl9PX1qVevHnPnzsXPz08u7PLly6lbt67c/x+Pzfy6ceNGnvdnPh9AZGQkixYtomrVqmhoaGBubk6HDh04c+aMbMnqcuXKsW3btmxpyXq+rPn58fPO7bVq1Sq0tbVxdXWVO7evry+Ghob8/vvvCj/Lr1X/lw5MvL+VOU5WDD+3nOJ1yucavuqPjRl3cyNznKwYfXUdFdrVURi285qRLPA6SqNRneW2m9Usx6Cj85jxei/T7fbQZd0oVLXU8yU9AE2HdWTu/e2sdDrIpHMrKVWnQq7ha/7YhBk3N7HS6SC/XllPlbZ1s4XpMKMfC57uYuW7g4w+upBi5czl9g/7cxbzHuxgpdNBFjzdxYAtE9E1NZDtt2hajWF/zmTB012scLBi6r9rqdurRX4kV06DXzoy+f425jkdYMS5FZTIQ36Ov/kb85wOMPbq+lzzs+uaUSzy+otGozLKSv1SxnTbOJbJ97cy1+kAk+5uofWMviipKudbmvLCYEh3Ktw6QOU35yh7cisatSsrDKvTqTllT2+nku0JKtudodz5nej1+kEujPHUIVhc2UtluzNUenac0gfXoFG7SkEnI0/Uu/ZGf681hsevobdhD8qVqubpOLWWP2B09g4681fL79DQRGvsrxj8eRJD62vo7ziEeueeBRDzz2M4pDsVbh+giv05yp3KPU91OzWn3JntVH5+giqvzmBxIec8LX9lL1VenaGy7XHKHFyDRp3CzdO6v3Rg7IOtTHe2Ysj55Zh/4vtZuVtjRt7ayHRnK4ZfW4dFDt9Po4ol6G05k6n2+/j13X6G/rMS3RLFZPu1TPTpum0CE21/59d3+xl2aTWVujbK97TlxcCZP7Pv2QH+cjrBkr9WYl6ueK7hqzWuzjzLRex9eoCTXudp1KmJ3H5lFWWGzP+FzVe3c8TxOHufHmDKlukYmhoVZDKy6TajP2ue/sGWd0eYcnQxJlnuDzlpPawTK+7vZKvTEWafW03ZLPepQWvHsuzOdra8O8K6538y7s/ZmFWQr1SXqV2BqX8tZuNrKza+smTy4YWUrFY2X9OmSI3hHRjycCtjXKzoc2E5pnUVX8uGlUvSae80hjzcyoT3R6k1unO2MMWbVKGL1UyG2e5kwvujlOvcoEDi3XFGPxY93c3qd4cYk8O9PCfNhnVk3v0drHY6xORzq7LVKVTUVem1ciRLX+5j5dsDDN0zHR1jfbkwBiWKMcJqLqscD7LE9g9+XPAzSsryP2WU1VToPHsA8+/vYI3TYebd30HD/m1l+2t0bsTUC2tY/no/qxwO8Ou/66jXp+WXfxg5GDxzCJa2h7B2PsXyv1dR/BPf0eqNa7DQagmWzw5y1vsfGndqmmv4CWsncdb7H7qPLtp7zM8zh3DA9jAnnE+z8u/VFC+X/QdrZtUb12CR1VIOPDvEee+LNPlEOieuncx574v0KOJ0foqt3Rsmz11Gu55DqNmiKzfvPizqKH21msM7MPThVsa5WNH3wqfLps57pzH04VYmvT9K7RzKpm+F2Ygu1HvyB43dral5cT3adSsqDGv6cweqn11NQ4fDNHQ4TLXjy7KFb+p7JsdX8Ym9Cjop/xdS09KK5JWQkEBkZKTcKyEh4avT8+jRIwwMDGQNegAdOnRASUmJJ0+e5Pk8ERER6Onp5blBDz6zUa9v3768fPmSQ4cO4ezszIULF2jbti0hISEAtGvXjgcPHpCcnCw75vbt25QuXRobGxu5c92+fZt27drJbbOysmLu3LlYWVl9TrQ+KSEhgQ4dOmBlZcXq1atxdnbm33//JTk5mSZNmvD48WMAWrZsiYqKilxcHR0diYuLIywsDE9PT7n4q6ur06KF4gYFDQ0NFi9eTFJSUq5x69ixI2vXrmXEiBHcvXuXN2/esGPHDoKDg9m5c+cn0+fk5ISvry/Pnj1j3rx53Lhxg5o1a/LmzZtcj6tRowZ+fn5yr9atW+d5f2bh4eE0b96cw4cPs2DBAl68eMHdu3cZOHAgc+fO/exx4VmVLl1aLh6zZs3KFr/Zs2fTuXNnRowYQWpqquzYsWPH0qBBAyZPnvxVcVCkWvcmtF88hPvbz2LVfTEBjt4MPDIPrWJ6OYYv2aASvXZO5tWJO1h1W4zLtef03TcD48qlsoWt3LkhJetVJMo/VG67jqkBg/+aT5hnAId6L+f4L79hUrkU3TePz5c01erelG6Lh3Jz+xl+77YIPwdvRh2ej7aCNJWpX4lBO6Zge9yGnT8uxOHac4bum4lZpjS1ntCD5iM7c26RFbt7LyExLp5Rh+ejoq4qC+P+2IG/p+xgyw+z+WvCNozKmjFkz3TZ/rL1K+Pv+J6/Jmxje5f5PD95l/5bJlL1h3r5km6Aat2b0mHxEO5tP4Nl98UEOnoz6Mj8XPOzz84pvDphw/5ui3C+Zkv/fTMxySE/qyjIz2IVSiCRSPh3gRX7Oszl+sqj1BvSnnZzB+Zbuj5F98fWmC4YS/Dvf+PZeyoJ79wpbbkKZSP9HMOnhkcR8oc1XgNn4dFjEhGnb1B83Qy0W9aXhUn08CFg5R48ekzCa/AcknwCKX1gNcqGOX+WhUWtRTu0Rk4m7vghImaNJdnTDd2lm5DoG+R6nJKJOVrDJ5L09lW2fVojJ6NarzHR29YQMfUX4v85hdbYX1Ft1LyAUvFpuj+2xnShNE89ek8l3tGdMlaK8zQlPIqQPdZ4DpiFe49JhJ++QYn1WfLU0wf/lXtw7z4Jz0HSPC1zYDXKRoWTp1V6NKHtkiE82naWI92k389+RxWXtyUaVKL7zsnYH7/D4R8X43r1Ob3/lC9v9cuaMvj0EkLdfDk+cA0HOy/k0Y5zpCRk3Lt/3DoBo/LFOTt6Cwc7LcDlyjN67J6KaY3Cafz5qNeEn+g6ohv7Fu5hQa85JMTGs/jIclQzlaNZqWtp4OXoieWSvTnv11SnfM0KnNpxgnndZrJp/DpKlC/JPMtFBZWMbDpM6EmbkV2xXrSfTb0XkRgXz+TDC+XuD1nV796MPot/4fL202zoNh8fBy8mH16ITqZr4f0bd47O+YPVHWay65e1SJAw+fAiJEoSANS01Jl8aAFhviFs6r2ILf2WER8dx+TDC1FSKdiHKhV6NKH5kiHYbjvL6R8XE+LgTbcj89BQcC2raKoT6R3E4/XHiQkIVxgmxNGbe4sPFVi820zoQYuRXTi7yJLfey8hMS6B0Vnu5VnV7t6U7ouHcXP7aXZ0W4ifgxejs9Qpui8ZRvX29flr0nb2DlyJnpkhw/6YIdsvUZIwwmouKqoq7O67jBOz99CgXxs6zuwv915Ddv1KxRY1OTVvH5vaz+TYtJ0EuWc8II+LiObWrrPs7rOUrV3mYXvyDv1/m0Dl1rXz5fPpM7Ev3UZ2Z++C3czrOZuE2HiWHl2Z63dUQ0sDTwcP9i3+45Pnb9K5KZXrVSHEPyRf4vulfprYl24je7BnwS7m9JxFfGw8y/OUTnf25iGdTTs3+ybSmRdxcfFUqVieRbMmFXVU8kXFHk1okV42nfxxMcEO3nQ/Mg9NBWWTah7Kpm9BsZ4tKLtsJB+2nOBN59nEOHhS7e+lqBTLuU6k17wmIefu49B/KfY9F5DgG0K1Y8tQNc944PW8zii5l9uM30lLTSX00uPCSpbwBdatW4e+vr7ca926dV99Xn9/f0xNTeW2qaioYGRklK3TmCLBwcGsWrWKcePGfdZ757lRLzw8nHv37rFhwwbatWtH2bJlady4MQsWLKBnT+kTlHbt2hEdHY2tra3sOBsbG+bPn8+TJ0+Ij48HID4+nidPnsg16t25c4e4uDhWrlxJZGQkDx/m31OObdu28ejRIy5evMiAAQNkcT99+jTVqlVj9OjRpKWloaOjQ6NGjeQa9WxsbGjZsiUtWrTItr1p06ZoaGgofN/BgwcTHh7On3/+qTDM1q1buX//Prdu3WLatGk0aNCAMmXK0KZNG/744w/Wrl37yfSZmppibm5O5cqVGTRoEA8ePMDExISJEyfmepyKigrm5uZyLzU1tTzvz2zhwoV4enry5MkThg8fTvXq1alcuTJjx47Fzs4OHR2dT6YjN8rKynLx0NHRyRY/TU1N9u7di7OzM1u2bAGkPTwfPHjAgQMHkEgkXxUHRRqP6cor69u8OXmXEBdfriw8QHJcArUHtMkxfMORnXG/85oney8R4urL3c2n8Lf3pMHwjnLhdMwM6bjiFy78upuUpBS5fRXb1yM1KYWrSw4R6u6H32t3riy0ouqPjTEsa/bVaWo15keeWd/m+ck7BLr6cG6RJYlxCTRUkKYWo7rgcucV9/ZdJMjNl+tbTuL71oNmwzvJhbm98xyO15/j/+49J2buQdfMgOqdMp5mPLC8zPuXroT7BOP9woU7ey5Qul5F2Y8rm93nub7lJN4vXAj1DuThgSs433lFjS7512OmyZiu2Fnf5vXJuwS7+PDvQiuS4xKooyDtjUd2we3Oax6n5+ed9PxsmCntALpmhnRaMZxzv+7Klp/ud15zcc4+PO69Ifx9EC43XvDkz0tUycd0fYrRyD5EnLhCxJnrJLq9x3/p76TGJ6Dfr1OO4WOfviH6+iMS3d6T9N6fsMPnSXDyQLNBDVmYyIs2xD60I+m9P4mu3gSu3YeyrjbqVS0KK1k50ug5gITrF0m8dZnUD17E/rEZEuJRb/+j4oOUlNCesZhY6wOkBmTvQa1StQYJt6+S/NaO1CB/Eq7/Q4qnGyqVqhVgSnJXbFQfwo9fIeL0dRJd0/M0LgGDXPI06mOeevsTdkiap1oNM+XpP/J5GrAuPU+rFE6eNhzTlTfHbmOfXt5eX3CApLgEag7M+ftZf1RnPO685tneS4S6+vJg8ykC7D2pOyKjvG01pz/ut19xd601gW+9iPAKxO36C2JDImVhSjSoxMuD1/B/5U6EdxCPd54nITIGs1qFey13G92D07+fxPb6U7zfefH7zG0YmhrRKJceL3Y2L7De9BdPr+b8IyM2KpZVQ5fx6NIDfN19cHnpjOXSvVSoXRHjEsYFlRQ57Ub9yNWdZ3hz3Rbfd94cnrkLfTND6nRSXAb+MKYbD61v8vikDf6uPlgv2k9iXCLNBmTULR8cu4nbU0dCPwTx4a0H/2w+jlFJY4qVkla6zSuURNtQl4tbThDo7oe/ywcubz+FnokBRiULNu21x3bF8dhtnE7cJczFl7sLDpAcn0BVBddy0Ct3Hq85htuFx6Qm5vyw+L3Na579dgrPK7Y57s8PLUd15dbOszhcf47/O29OzNyNnpkhNTLdy7NqNaYbT61vYZtepzi7yJKkuEQaDWgLgIauJo0GtOPi6iO4PXqLj70HJ+fspVzDKpSpJ+0ZU7l1bcwqlcJ6xi78HLxwsnnFtS0naT6sE8rpvdort6lD+SbVsBqxAdcH9oR9kNYlvJ47y+Li/tiRt1dtCXTzJdQ7kAcHruD/zptyDfOnx3H30T05ufMET68/weudJ9tnbMXI1CjXXmkvbJ7z96ajPFHwHf3IyMyIMSvHs/XXzaQkJecatqD1GN2LkzuPy9K5bcYWjEyNaNqpmcJjXtg8569NR3l89VGu5zYyK8bYlePZ8usmkos4nXnRqlkjpo0bToc2+T9ypCjUGdsVh2O3eZdeNt35RNkU+MqdR2uO4XrhMSkKyqZvQfFxPQj8+zpBx28R5/IBj3l7SY1LwHTwDzmGd52yjYBDV4h960m8qw/us3aDkgT9lhkPAJKCwuVehp0bEfnAngTvgMJKlvAFFixYQEREhNxrwYIFCsPPnz//kyMG371799XxioyMpFu3blSvXj3bKNdPyXOjno6ODjo6Opw7d05h98TKlStTokQJbt++DUBUVBQvXrygf//+lCtXjkePpIX4w4cPSUhIkGvUs7S0ZPDgwaiqqjJ48GAsLS0/KyG5+fvvv+nYsSN16sgPuVFSUmLGjBk4ODjw6pW050W7du1k8Qdpj7y2bdvSpk0bue02NjbZehpmpaenx6JFi1i5ciUxMTE5hjl27BgdO3akXr2cexp9SUOUpqYmEyZM4MGDBwQGBn728Z8rNTUVa2trhgwZkuNY8Y8NcIXBxMSEffv2sWTJEq5fv86MGTPYvn07pUuXLpD3U1JVxryWBR73M4Zxk5aG5/23lKyfc5fukvUr4nnfXm6bx93X8uElEnpsm8CTvZcIdvHJdg5ldRVphS4tY4LR5HjpjbRUI8XD6/JCWVWZEjUtcH2QEce0tDTcHthTpn6lHI8pU6+SXHgAl7uvZeENS5uiZ2ooFyYhKo73dm4Kz6mpr03d3i3wfu5CanJKjmEANHS1iA1XvKrQ51BSVaZ4LQs8MudPWhoe9+0ppSCeJetXlA8PuOeQnz23TeTx3os55mdO1HW1iM+ndH2SqgoaNSoS89AuY1taGrEP7dCsm7dhqVrN6qBmUYrYZ/Y5B1BVwWBgV1Iio0l45/H1cf5SKiooV6hM0qvnGdvS0kh6/RyVKjUUHqY5YDhpEeEk3vw3x/3J796i1qgFEiNpQ4BKzXoolyhNkt2zfI1+ninI05iHdmjW+z7zVElVGbNaFnhlKW+977+lhILytkT9inhl+X563n2dEV4iofwPdQlz96fvkblMerGLIeeXU7GT/LBF3+cuVOnRFA19bZBIqNKjKSrqqrx/5JivacyNaWkzDE2NeHM/o6dobFQsrnbOVKmfv0OgtXS1SU1NJSYy57pLfipW2hR9U0PePcgYXRAfFYennSvlFJS7yqrKlK5ZHqdMx6SlpeH04A0WCo5R01Snaf+2BHsHEOYXDECAuy/RoZE0H9gOZVVlVNVVaTbwB/xcPhD6ISgfUylPSVUZk1oWfMhyLX+49xazBoqHgxU1o/R7uUume3n8J+7lyqrKlKxpIXdMWloarpnqFCVrlkdFTUUuTJCbL2EfgmRhytSrhL+TN9HBGSM/nO+8QkNPC7PK0jpe9Q4N+PDanTYTerDw8S5m39pCt4VDcu1FWKF5DUzKF8fj6df/IDMrY4aRqRGv7tvJtsVGxeJi50yVBnkrdxWRSCRM3zaT83vP8N7Z+ytj+nUUpdPZzilf0jlj20zOfgPp/C/KrWwy/4bLpk+RqKqgXbsCEfdeZ2xMSyPi3mt0GuTt/qmkqYaSijLJ4VE57lc11segfQMCrW/mR5T/E9KK6KWuro6enp7cS11d8RRWs2bNwtHRMddX+fLlMTc3z9b2kpycTGhoKObmuU9TERUVRZcuXdDV1eXs2bOoqiq+b+Ukz416KioqHDx4kEOHDmFgYECLFi1YuHAhr1+/lgvXrl07WY+2e/fuUblyZUxMTGjdurVsu42NDRYWFpQtKx22EhkZyalTpxg6dCgAQ4cO5cSJE7ku//s5nJ2dqVYt594SH7c7OzvL4u/s7Cybk+7OnTu0adOG1q1bc+fOHQDc3d3x9vb+ZKMewKRJk9DQ0JD1HMspblWqyBcmffr0kTWiNm/+ZUO3qlaV3lQzDxnO6s2bN7L30dHRoXHjxp+1/6Pg4GDCwsJk71nUevfuzYABA+jSpQtt2rRh+PDhCsPmNKY+OU1xA1JWWoa6KKkoExssP7w4JjgCHZOcu3PrmBgQExyZJXwkOiYGsv+bTexOWnIqtgeu5ngOrwcOaJvo02R8N5RUldHQ06LtfOlQTZ1Mc9B9CS1DXZRVlOUqzgBRQRHoZopjZjomBtnCRwdFoGMsDa+b/llEB2UPo5vlc+oyfxArHKxY+upPDEoYc2TsZoVxrdWtCaVql+f5yTt5SdonfczPmGz5GYl2rvmZPf+1M31WzSf2IDU5lWcK8jMrw7JmNBzeiRd/3fq8BHwhFUM9JCrKJAeHyW1PDg5HxUTxvFpKOlpUfnmaKm8vUGrfCgJW7SH24Uu5MNptG0vDvDmH4cjevB+5iJSwSAVnLHgSXX0kyiqkRcinNTU8DCWDnNOqUq0W6u1/JGZ39vleP4r9czspHzwxtDyN4cmb6C7dSMy+bSQ7vFZ4TEH6mKcpWfI0JeTTeVrF7jRVHS5Q+s8V+K/aQ8wD+TzVaddYGsb+HEYjeuM9onDyVNNI0fczQuH3U9vEgNgg+bjFBkXKvp9axnqo6WjSZFJ3PG1ec3LoBlyuPqfXvl8p1STjnvbPpJ0oqSgz5c1eZrgeoNO6UZwbu41wr8J7Gm9gaghAeHC43Pbw4HAMTAzz7X1U1VUZuuAXHly4R1x0XL6dVxG99LyICsp+z9FTdM8x1ENZRZmoLNdCZA7HtBraic1vD7HF8TDV29bl96FrZL2lE2Li2T5oJY16t2Lru6NsdjhMtTZ12D1iHakpqRQUjfRrOS5LmuOCI9BScC1/C3K/lxvkeIxWel7lVqfQNdEnOSGJ+MhY+fMGZw6TQz0j/f+P8TIqY0q5RlUwr1yaw+O38M/Kw9T8sQl9Vo+SO05DV5OVbw+w1uUIIw/M5fyyQ7jcz33Kmrz4+D2MKIDvaJ9JfUlJSeWi1T9fdZ78YGiiuCwyVHAd5NVPk/qRkpLCRasLX3Ue4ct8LJtiv7Oy6VNUjHSRqCiTFBQutz0pOBy1PF6zZRb9QmJAmHzDYCbGA9qRGh1H6L9i6O3/GxMTE6pWrZrrS01NjWbNmhEeHs7z5xkdB27dukVqaipNmjRReP7IyEg6deqEmpoaFy5cyHUkqCKfPaeer68vFy5coEuXLtjY2FC/fn0OHjwoC9O2bVsePHhAUlISNjY2tG3bFoA2bdrINeplbhA7duwYFSpUkPWkq1u3LmXLluX48eOfnSBF0jL1aMpN8+bNUVNTw8bGBgcHB+Li4qhfvz4NGzYkKCgIDw8PbGxs0NTUpGnT3Cd4BWlL8MqVK9m0aRPBwcF5isPu3buxs7Nj1KhRxMbGfvqAHHxMb249/apUqYKdnZ3slXnllbzsz/pe35IlS5aQmprK4sWLcw2X05h6m4i3uR5T0MxrlqPhyM5cnJXz/EcAwS4+XJy1l8ZjujLnnRVTbXcR/j6I6MBw0lK/vfz4HHf3XmJnt4VYDl1Lakoq/bfkPIy8fLPq9PttPGcW7Ccwj73fioJ5zXI0GtmZf2Z9eg4ZkA7THXR4Lu/+fYKd9e1PH1CEUmPi8Og1Bc9+0wneegjTBWPRalxLLkzsk1d49JqC18BZxNx9ToltCxTO6fZN0tBE+9dFxOzZRFqU4rlBNbr9hErl6kStWUDk7LHEHtiN9rjpqNQumInqC0pqTBzuPafg0Xc6QVsOYZZDnsY8foV7zyl4DpxFzL3nlNz+neVpJh/nVnO99oLnllcIcvDm6e5/cLtpR52h7WXhWszqh4aeFicGr+No96XY7r9Mj91TMa6Sfe7M/NKydxuOOFjLXioFPMcbSBfNmLlrLkgk/LloT4G8R8NeLdn89pDspVzACwI9O3+P9d3msXXAcoLc/Ri1a7qs55aquipDNo7H/bkTm/osZku/pfg5vWei1fxc5wb7r6jUuzmj3+1n5dsDrHx7ACXVwhl18aUkEgmkgfX03/nwyg0nGzsurjpC/b6t5XrrJUTHs/3H+ezstZirv52g+5KhlG/6+VMltO7dhr8dT8heBTUqpXytCnQf2ZMds7YVyPk/pU3vtlg7npS9lAsonRVqVaBHEaZTEBQpMaUPxr1a4Dx6A2kJOQ8xNh30A8Fn7yncL2SXSlqRvApKtWrV6NKlC2PHjuXp06c8ePCAKVOmMGjQINloRh8fH6pWrcrTp0+BjAa9mJgYLC0tiYyMxN/fH39/f1JS8t7R6LNLZQ0NDTp27EjHjh1ZsmQJY8aMYdmyZYwYMQKQ9nSLiYnh2bNn3L59mzlz5gDSRr1Ro0YRGhrKkydPGD8+Y0J/S0tL3r59K3czTE1NxcrKitGjR39uFLOpXLkyjo45D5H5uL1yZemQRS0tLRo3bszt27cJDQ2lZcuWKCsro6ysTPPmzbl9+za3b9+mRYsWCueXy2ro0KFs2rSJ1atXZ1v5tlKlSjg5OcltK15cukqWkdGXrzz3MV1Z3y8zNTU1KlZU3JX6U/s/MjExwcDAIE9jyfX09HJcNCM8PBx9/fz7UfjxWvpUBWvBggXMnDlTbtv2mnlfbCI2LIrU5BS0sqzQpm2sn+1J9kfRQeFoG+tlCa9HdPrTo9KNq6BtrMfkR9tl+5VUlPlh8RAajurCnpbSiaMdzj/C4fwjtIz1SIpNgDTp/H7h3l835Do2LIqU5JRsq87pmugTleUJV+Y0ZQ2vY6JPdPpT3I89MHSynEPHRB8/B69s7x8bFkWwhz+Brr4sePw7ZepXwvuFiyyMRZOq/LJ/NhdXHeXlmXtfmNLsPuandrb81CMm1/zMnv8xsvysiraxHlMf7ZDtV1JRpsPiITQe1YVdLafLtuuYGjDEehEfnrtwaX7+TUHwKclhkaQlp6BiLN+TQMXYgOSgUAVHIR226i3t1Zzg6I5ahTIYjR9A7NNMQ+LiEkjy9iPJ2w//V06Uv/Yn+v07E7r3RIGk5VPSoiJIS0lGoi+fViUDQ1LDs6dV2bwkymbF0VmYaX5TifR5mOGpm0RMGUZqaDCaQ8YSvWExSc+lT2hTvNxRtqiIRq+BRL9+nu28Be1jnipnyVPlYp+Xp+oVylBsguI89bNzosL1PzHo35mQAs7TuFBF3099hd/PmKBwtEzky1stEz3Z9zMuNIqUpGRCsjwYCHX1oWQjaS96/bKm1B/ZiQMd5hHiLA0X5OhNqcZVqDu8IzcWHsiP5GVje/0pri8z6gcqatJGCQNjA8IDM3pgGhgb4Onw9cOfPzboGZc0YcXgJQXWS+/NDVs87TLK84/p0jXRJzLT/UHXRJ8PDp45niM6LJKU5BR0s1wLelnOAdLhofFRcQR5+uP50pmNr6yo07kRzy88pGGvlhiVNGFznyWyB5QHf93BxldW1O7UiOf/FMwqlvHp17Jmlp4vmsb62XrIFCXP6y8IsHPjg5L0h8XHvMrpXu6rIK9i0/MqtzpFVFAEKuqqaOhpyfXW0zHOHCac0nXlV8z9eM6PdYyooHAi/EOJj8q4doNcfVBSUkK/eDFCPKUTlaelpRGS3svWz8EL04olaDepF1ceft50CU+vP8X5ZcZ8fR8bgvWNDQjL8h31cHD/rHNnVr1xDfSN9fnzUcZCgsoqyoxYPIoeo3oyvsWYLz53Xjy9/gSnTGXRx3Qa5JjOLy+LPqZz/6OMMlVZRZmRi0fTY1QvxrX4+t+EQu4+lk1Ze+V9a2XT50oOjSItOQXVLL3yVI0NSFTw2+aj4hN6UWLyTzgOXE6so1eOYXQbV0OzYilcJuQ8Mk/47/jrr7+YMmUK7du3R0lJib59+7JjR8ZvwKSkJJycnGQdt168eCFbGTdru4uHh0eubTmZffWjlurVq3Pu3DnZ/xUqVKB06dJcuHABOzs72rSRTqpZsmRJSpYsyebNm0lMTJT11Hvz5g22trbY2NjINWKFhobStm1b3r1799XDOgcNGsSiRYt49eqV3Lx6qampbN26lerVq8ttb9euHdbW1oSFhcl6GgKyIcR37txhwoQJeX5/JSUl1q1bx08//ZRt8YrBgwezePFiXr58qXBevc8VFxfHvn37aN26NSYmJvlyztwoKSkxaNAgjhw5wrJly7LNqxcdHY2GhgYqKipUqVJFrkvqRy9evMg2DLkwqKurZxtDryLJe6+B1KQU/N94UK5FDVyupadLIqFsixo8P3Q9x2N8XrhStkUNnlllDMUs16omPi9cAbA/80B+jj5g0JG52J95wOuTd7OdLzZ9KG/tAa1JTkjMNr/b50pJSsHX3oMKzWvgcM02PUkSKjSvwaPD13I8xvulCxWa1+SB1RXZtoota8ka4sLeBxIZGEaF5jVkjXjqOpqUrluBJ0dvKIzLx140ymoZRZVF02oMt5zDlfXHeHYsf4enpial4Jeen86Z8rNci5rYHso57T4vXLFoUYNnmdJuIZef97PNoTj4yDzenLnPq0z5qWtmyBDrRfi/8eDi7L1y8yUWuKRk4t+6ot2sDtE30iewlkjQalaXsKOfMdRHIkFJ7RO9W5SUPh2mICUnk+LmjGrtBiQ9vS/dJpGgWqs+8ZfPZgue4uNNxK8j5LZp/jwaiaYWsZY7SQ0OBFU1JKqq2fMsNRWJ0md1iM8/CvJUu3ldwo58Rp4qSZDkIU8/GSYfpCalEPDGgzItauCa6ftZpkUNXioob33Ty9sXlhnlbdmWNfFN/36mJqXg/8odwwrF5Y4ztChO5Adp73pVDekDvKy9oFNTUmVlVEGIj4nDP0a+YS0sMJSaLWrLGvE0dTSpWLcyV49eyekUefaxQc/cojgrBi0mWsGcQfkhISaehJh4uW0RgWFUaV4Ln/T7g4aOJuXqVuT+0ZzzNSUphff27lRpXovXme5TlZvX5O5hxdMcfJzQ+mPjlJqmOmlpaXIjDtJS0yDty+Y0zqvUpBSC3nhQskUNPK9mXMslW9bA/mDOaS4KSTHxJMXEE6Kc0VsgMjCMis1rZruXP84lr3zsPajYvKZcnaJi8xo8TK9T+Ni7k5yYTMXmNbG/Iu29YFy+OIalTGT1CO+XLvwwpQ/axfSISV/EplKrWsRHxhLg8gEAT1snav3YBDUtdRJjE2TnSU1JJcJP8SqqEiUllL+gDMvpOxoaGErtFnXkvqOV6lbmypGc52PNizunb/P6np3ctqVHV3LnzG1unlBch8ovcTFxxOWYzrqyRjxNHU0q163ClSOXv/h9bE7f5tU9+dXllx9dic2ZW4WSTkG+bPLIVDaValmDN99Q2fS50pKSiXnthn7L2oSllzFIJOi1rE3AQcXfzeKTelNyWl/e/byKmNduCsOZDm5P9CtXYhU83BD+O4yMjPj7778V7i9XrpxcnaNt27b5Muoxz416ISEh9O/fn1GjRlG7dm10dXWxtbVl48aN9OrVSy5su3bt2L17NxUrVsTMLGMlzjZt2rBz507Zghog7aXXuHFjWrdune09GzVqhKWlJb/9Jp3HKCUlBTs7O7kw6urqsnnxIiIisu0vVqwYM2bM4Pz58/To0YPNmzfTpEkTAgICWLt2LY6Ojty4cUOu8tauXTtWrVqFv78/s2fPlov/b7/9RlRUVJ7m08usW7duNGnShL1798p9JjNmzODSpUu0b9+eZcuW0apVKwwNDXF2duby5csoK3+6gSkwMJD4+HiioqJ4/vw5GzduJDg4mDNnznxWHL/GmjVrsLGxoUmTJqxZs4aGDRuiqqrKvXv3WLduHc+ePcPAwIAZM2bQqlUr1qxZw08//URKSgrHjh3j0aNH7N69W+6civKzoBa9+FJP91+m++bx+L/2wPeVG41GdUFVS53X6fO8dd8ynij/MO5slPZisT1wlSHHF9F4bFdcb9lRvUczitcqz+X50iewceHRxGVZICElKYWYoHBC3f1k2xoM78iH5y4kxcRTrlVNflg4GJv1x0mI/LIh25nd2/8v/TdPwOeNO+/t3GgxuitqWhqyuev6b55IZEAoVzdKh8g/sLrCuONLaDnmR5xu21G7RzNK1irP2QX7Zed8YHWFH6b2IcTTn9D3QXSc1Z+ogHBZJb903QqUql0BT1sn4iJiMCpjSsdZ/Qnx9JdV6ss3q85wy9k8OHAV+ytPZfMWpiQmExeRPxO6P9l/mZ6bx+OXnp+Ns+Rnjy0TiPIPwyY97U8PXGHY8cU0GfsjrrdeyvLz3/SedoryMzooQpafumaGDD2+mAifYG6u+RutYhk9ixT1QMpvoQfOUnzDTOLsXYh/7Yzh8F4oaaoTcVpaiSu+cRbJASEEbT4IgNH4AcS/cSHpvR8SNVV02jREv9cP+C/fBYBEU51iEwcRffMxyUFhKBvqYTikOypmxYi8nH+9K79E/IUTaE9bQLLbO5Jd3qHRvR9oaJJwU/pjRHvaQlJDg4g7+ickJZLiLd/zIC1Gmp+y7cnJJNm/RHP4BNISEkgN8kelRl3U23Ym9sCuQk1bZiFWZymxcSbx9i7EvXbGaIQ0T8MV5Gmx8QOIt3ch0TtLni7LyFPjiYOIuvWY5MAwVAz1MBxauHlqu/8yXTePJ+CNB352bjQYLf1+2p+Qfj+7bh1PtH8Y9zZIy9sXVlcZeGIRDcd2xf2WHVV7NsO8dnmuz8/o8fJs77/02DWFD0/e8f6hIxZta1OhQz2OD1wDQKibH2Ee/nRcN4o7q/8mLjyaSp0aUK5VTc6MVDznZ0G4ZPkPfacOwN/Dj8D3AQyc9TNhgaE8u5Yxh8/Sv1fy9OpjrhyS/lDR0NLAvFxGo6VpaTPKVbcgOjyKYN9glFWUmbVnHhY1K7B+1CqUlJUwSO/NEB0eXSirT962+pcuU/sQ5OlHyPtAus0aSERAGK+uZfScmvrXYl5dfSZrtLu1/xLDNk/C+40bnnZutBv9I+pa6jw+aQNIF+Bo0KM5jndfER0aiYF5MTpN7EVSfCJvb0vniXx3/zW9Fw5hwKrR3Dl4BYmShE4Te5GSkoLzo4KdiuP1n5dpt2U8Qa89CLRzo/boLqhqquOUfi232zqeGP8wnqZfy0qqyhhWKin9W00FbXMjilUvQ1JsApGe0l5nKlrq6JfLqGPqlTahWPUyJITHEO2ruFHrc9y3uswPU3sT7OlP2PtAOs3qT2RAGG+vZay4O/avRdhffSZ7EHhv/yUGbJ7IhzfufLBzpeXorqhqqWObfl+Nj4rj2YnbdF88lNiIaBKi4ui1YgRez53xfiltgHe++5oAlw8M2jqJf9f9ja6JAZ1nDeDhkWukJEqvUbvzD2g/9Sf6/zaB61tPoW2ky48LhmB7wobk9CFxbSf1wue1OyFeAaioqVClXT3q92nJ2cVW5IeLlhfoP20gfp6+BHgH8PPsoYQGhvIk03d0xbHVPL7yiMuHLgHZv6Nmsu9oNMG+QUSFRxGVpaE9JSmZsKAwfN2LZvqRfyzPM2DaQPw8feTS+fhaxsq2K4+t4fGVR/x76CIgTWfxLOm0qG5BVC7pTE5Pp08RpTMvYmPj8P7gK/vfxzeAd85u6OvpUtzctAhj9mVe/XmZH7KUTSqa6rxLL5vap5dNj3Mom5QVlE3fAr99/1Bh21SiX7kS/dKF4mN7oKylTpC1tINAhe3TSPQP4f26vwAoMbkPpWYPwnXyVhLeB8p6+aXExJMam/FgSllHE6MezfFacbCwk/TdK8ihsP81eW7U09HRoUmTJmzduhU3NzeSkpIoXbo0Y8eOZeHChXJh27Vrx+HDh+V6uYG0UezAgQP8/PPPACQmJnL06FHmzZuX43v27duXzZs3s3atdNhTdHR0tt5sFSpUwNVVesO3sbHJtn/06NHs37+fW7dusXbtWhYuXIiXlxe6urq0a9eOx48fU7NmTbljmjVrhrq69OltgwYZ8yE1adKEpKQkdHR0aNSoUR4/uQwbNmzItvCFhoYGN2/eZNu2bRw4cIAFCxaQmpqKhYUFXbt2ZcaMGZ88b5UqVZBIJOjo6FC+fHk6derEzJkzP7nKSn4yMjLi8ePHrF+/ntWrV+Pl5YWhoSG1atXit99+kw2tbd68OZcvX2blypVs3rwZJSUlatWqxc2bN7PlQ275+S1xvPgErWJ6tJrZF20TfQIdvDjxy0ZZDzq9EsZyPTx8nrtwYdpuWs/uT5s5Awjz9Of0uK0EO3/4rPctXqc8rWb8hKqWBiFuvlxZYIX92Qf5kqY3Fx+jY6RHhxn90DUxwM/RiwPD1xOdniaDksVIS8uYRNz7hQvWv+6i06z+dJ4zkGBPf46O20JApjTd/eMf1DTV6bNuDBp6Wng9c+bA8PWyinZiXCI1ujSiw4y+qGqpExUYjvOd1xzbuUNWYa/ftxVqWhq0m9yLdpMzHia4P3bgz0Gr8yXtjhcfo11MlzYz+6Ftok+AgxfWv2yQLW6iX6JYtvw8N20XbWf3p+2cAYR6+nNy3BaCPiM/LVrVwsjCHCMLc6Y9/V1u35qyQ/IlXZ8S9e9dlI30MJk2DGUTQxIc3Xk/eikpIeEAqBY3gdSMPFfS1MB8+SRUzI1Ji08kwf09vnM2EfVveu/DlFTUy5dCv88ilA31SQmLJP6NM94/zyHRtWhXtEt8cBuJngGag0ahZGhEiocrUSvnyBbPUDIxhbTPmyQ/evNKtIaOQ2fGYiQ6eqQG+RP3934Srp4viCTkSdS/dwk00sPk14w89c6cpyVM5NKppJU9T31my+epWoVSlOqzCGWjjDz1Glx4eer0zxO0jPRoMbMvWib6BDl4cWqY4vLW97kLl6btpuXs/rScO4BwT3/OjZUvb12v2nJ9oRVNJvfkhxW/EObmx/nx2/F5Jh1Wl5qcwunhv9F6/kD6WM1CTVudMM8ALs/ci8dt+V4lBe38H2fQ0NJg/LpJaOlp887WkTW/rCAp0xw+ZmXM0TXMeDBQvnZFVhxfI/t/xFLpEDabkzfZNXsHRubFaNRJOoHzpisZ0z4ALBu4CIfHX9f7Oy9u/HEBdU11Bq8bh6aeFm7PnNg9fJ3s/gBgXNYMHSNd2f8vLj5Cx0iPbjMGoGtigI+jJ7uGr5MtnpGckESFRlVpO7IrWvo6RAWH4/r0HZv7LiE6vadXgJsve0dvpOuv/Zh1dhVpqWl8eOvB7uHrsg3jzW9u/zxBw0iPRrOk13KwgxeXhm0kLv1a1i1pLNf7V9vMkP5XM6YBqDuhG3UndMP3kSMXBkjz17R2eXqeXCQL03yZdAE6p5N3uT1zX77E+076vbxv+r3c85kTVpnu5QBGZc3QzpRXry8+RttIj07pdQpfRy+shq+XW/ji4qojpKWmMWzPDFTUVHC++5qzSzIa2tJS0zg4+jf6rB7FpDMrSYxN4MXpu1zfclIWJjE2gf3D1tJr+Qim/rOG2LBoXl96zNVNGXN0q2mq03vVSPSLFyMpPpEgN1+sZ+zi9cX8mdz+7J7TaGhqMHHdFLT1tHG0dWDVsGVy31HzMuboGWV8RyvUrsjqE+tk/49aJh1Oe+vkTXZ+o/PLnUlP56R1U2XpXDFsaa7prFi7EmsypXP0srEA3Dx547ueR8/+nQujpmb8lt24U/pd69W1A2sWzyqqaH0x1/SyqXGmsuliprJJp6SxXM8ibTNDBmYqm+pN6Ea9Cd3weeTI+QFrsp2/qIRceIBKMT1KzxmMqokBsW89eDdkFUnp5ZB6SWO5eq7ZL51RUlel8v65cuf5sPk4HzZnlCnFerUEiYSQc/cLJyGCkANJ2re4yoEgFKF1ZYcWdRQKTaSk4Fb3+5bopBXcMKpvSV/1sE8H+j9gWiN/emV+6wLstYs6CoXiUsKXzx/7PXkiKbghrd8SM8nnr9r2vaqZ8t9YTMNDOe+TdX/PnFOjPx3o/8B/pXfMqRc7Ph3o/8Cf9ZYWdRQKRf2Urx+J9D1o6lt4I+2KWtMSbYvkfR/72hTJ+xakIprsRxAEQRAEQRAEQRAEQRCEL/Vtr00vCIIgCIIgCIIgCIIg/N/4r/QaLgyip54gCIIgCIIgCIIgCIIgfGdEo54gCIIgCIIgCIIgCIIgfGfE8FtBEARBEARBEARBEAShUKSJ4bf5RvTUEwRBEARBEARBEARBEITvjOipJwiCIAiCIAiCIAiCIBSKtDTRUy+/iJ56giAIgiAIgiAIgiAIgvCdEY16giAIgiAIgiAIgiAIgvCdEcNvBUEQBEEQBEEQBEEQhEKRKhbKyDeip54gCIIgCIIgCIIgCIIgfGdETz1BEARBEARBEARBEAShUIiFMvKP6KknCIIgCIIgCIIgCIIgCN8Z0agnCIIgCIIgCIIgCIIgCN8ZSZro9ygIcoz1Khd1FArNz0b1ijoKhaJ6impRR6FQ3FWKKeooFIpEUoo6CoVCT6JW1FEoFOr/keeLRv+RGU86xycVdRQKjbeSelFHoVDUVoso6igUipup+kUdhUIRK/lv/PQzTJUUdRQKxdiXK4s6CoXiSs1FRR2FQtHD/1hRR6HQ1DFvXiTv+8r/YZG8b0H6b9SkBUEQBEEQBEEQBEEQBOH/yH/jsbEgCIIgCIIgCIIgCIJQ5NL4b/QaLgyip54gCIIgCIIgCIIgCIIgfGdETz1BEARBEARBEARBEAShUKSKpR3yjeipJwiCIAiCIAiCIAiCIAjfGdGoJwiCIAiCIAiCIAiCIAjfGTH8VhAEQRAEQRAEQRAEQSgUYqGM/CN66gmCIAiCIAiCIAiCIAjCd0b01BMEQRAEQRAEQRAEQRAKhVgoI/+InnqCIAiCIAiCIAiCIAiC8J0RjXqCIAiCIAiCIAiCIAiC8J0Rw28FQRAEQRAEQRAEQRCEQiEWysg/oqeeIAiCIAiCIAiCIAiCIHxnRE+974y/vz9r1qzh0qVL+Pj4YGpqSt26dZk+fTrt27cHoFy5ckyfPp3p06fLHbt8+XLOnTuHnZ2d7P8VK1Zke48qVarw7t07ADw8PFi0aBE2NjaEhoZibGxMgwYN2LBhA48fP2bkyJG5xtfDw4Ny5crJbfP09MTCwkL2v5GRkeyc9erVk21/9OgRLVu2pEuXLly6dCnHc7x8+ZK6devK/jcxMcHNzQ1dXV1Z2Lp169K7d2+WL1+ea1zz2/xF0xg2fAB6+no8ffyCOTOX4e7mpTD8yNGDGTF6MGXKlALg3TsXNm3Yxc3rd+XCNWxcl0VLZlC/YR1SU1Kxf+NI/z6jiI9PKND0fPTjjP40G9weTT1tPGydOLF4P0Ge/rke02pYJ34Y3wM9EwN8HL04tewA3q/cZPsHrv0fe3cdHsXRB3D8e3E3EhwCQYK7ywu0eHC3Fi9OCxS34hSH4hC0EKR4obi7JiFCQkIEiEPc5d4/AkcuuUAKyV1zmc/73PP2dmc3v2Hu9mZnR0Zi27QaJkUsSIpNwOepB6eWHyTEO0DuPA16taDVcDsK2xQjIToex3P3OTpvV57kM6Oqg1tTa5Qd+lamvHP35868fYQ4vlKY1rxiCepP6YlV9bIYl7Lizm/7eW5/QS5NsYa21Bxlh1WNshgWMef8iLX4XniS5/lQpNfk/rTq3xpDE0M8H79g1+xtBPkGfvaYNj92oNNP3TC1MsPf3Ze983fi7fRStr9w6aIMnD0Y2/qV0dLRxvnGM/bM30FUWKQsTZlqNvSf8QM2NSqQlpbGo3/usX/RbhLjEvIsr5n1nTyA1v3bYmBiiMdjd7bP3vLZvFduUJWuo7pjU70cFkUK8fvIJTy6+EC2X1NLk/6/DqJ2q7oUKV2UuOhYnt924s/l+wgPea+MLAHQbVJf/te/NQYmBng99mDfnO2EfOE7+t0P7Wk/qgumVma8dvfjwHx7fJy8AChU0oqVt7coPG7z2NU8PncPgF2+f2XZv3XCWh6eufONOVKs06Q+NPtwLXr1+AUHc3AtavFDO9p8uBa9cffj8Pxd+GW4FmU0fs9MqraszdafVuJ08ZFsu22TanSe0pcStqVJjE/k/rEbnF7pQFpqWq7mD6DhD21oPqoTRlamBLn78/f8vbzJJl6Aah0b0npKb8xKWvLOJ4gLyw/hed1Rtr9Ku/o0GPg9JaqXxcDcmI0dZxLolv3v0uA906jYshZ//rQG94uPczNrn1VsaDtKje2CjpUZMW5+eM/eRfQzL4Vpiw78niK9W2BQqRQAMc6v8F3mIJe+4vpxFO3bUu6491cdcRmwJM/ykBMVh7Smypj035ZwN38ezdnHu2x+W0wrlqDm1J5Y1CiLUSkrHs/bz4udFxSmBag6vjO1Z/XFfcd5nsz/M6+ykCOFfuiI1ageaFmZk+Duw9v524jP8JuRkUm7xhQe1xvdMsWQaGmR6BtA6I6TRJy4Jpem0MAO6Fcvh5a5CZ4dJ5Lg5qOs7MjU/LE1dUfZYWhlSqi7P9fm7SPYSXH5AVSwa0CTKb0wKWlJhG8wt5Ydwveak2z/JH/F5XRziQNPtqXXg83KFuV/s/tTvF5FNLS1CHvhz91Vf/HmnnvuZi6Duj+2odFPdhhZmRLs7s/F+XsJ+Ew+K3VsQIsP16H3vsFcXe6Ad4Z8ZtRhyTDqDPqeiwv282jX+Sz7NXW0GHpyIUWqWrOzwyyCP3O9UoZqH+qDBh/qg7e+UB9s8KE+aFLKitu/7cfZPvvv7H/dY8fn7D74F24vvAh99571y+by/f+aqDqsf6XM0DaUG9sZXStTotz8cZm9h4hnin9TjWxLUmlqL0xr2mBQygqXufvw2fGPXBpNQz0qTe9D0Y710C1kSqSLLy5z9xKZzWdCkCcWysg9oqdePuLr60vdunW5evUqK1eu5Pnz55w/f55WrVoxbty4rzpn1apVCQwMlHvdvn0bgOTkZNq0aUNkZCTHjx/Hw8ODw4cPU716dSIiIujbt6/ccY0bN2bkyJFy20qVKpXt3758+TKBgYFcuHCBmJgYOnToQEREhGy/vb09EyZM4ObNmwQEBGR7noyio6NZtWrVV/1b5KYJv4xk5Kgf+fWX+bT7rjdxcXEcOb4LXV2dbI8JeBvEot9W832L7rRu2YNbN+6z32EztpXKy9LUa1CLI8fsuXb1Dm1b9aJNy57s3P4naWm5fzOpSOvRXfjf0A4cmb2TNd1mkxSfwJh9s9DS1c72mNqdGtN9zo+cX3+MlXYzeOvmx9h9szAqZCJL8/r5Kw5M3crS1pPZ/ONSQMLYfbORaEhkaVoNt6PTr/24vOUUy9r8yqZBi3G/qbiSmJvKdW5Ik7kDebzuBMc6zuGdmz92+6ejlyH+jLT0dYnyD+X+8sPEBkdkm+aduz+35uzNw8i/rPPo7rQbYseuWduY23U6CXGJzNg/D+3PlGejTk0ZNGcox9cfZnanKfi7+zJj/zxMCpkCoKuvy8w/5yMFlvSfx4KeM9HS1mKq/WwkkvTyNCtszqwDvxHsG8S8btP4/ceFlKhYitGrJygj2wB0G92DjkM6sX3WFmZ1nUpiXCJz9y/4bN71DHTxdfdh59xtCvfr6utStlo5/tpwmGl2k1g5ajnFbUoww352XmUjiw6ju9F6aEf2zd7O4m6zSIxPZMq+uZ/9jtbv1IS+cwZzev1RFthN47WbL5P3zcH4w2f8fcA7fqk/Qu51Ys0hEmLieX79mdy57H/dKJfu6cWHeZLPtqO70mpoBw7O3sGKD/mcuG/2Z/NZt1Njes75kbPr/2Kp3XTeuPkxcd9sWT4z+m64HVIFlc0Sla0Zt3smbjccWWo3Dfvxa6nRui7dpg/M1fwBVO/UiI5zBnF1/XE22c0myM2fIftmYJjNtad0nQr02TCex4evs6njLNwvPmHg9skUrlhSlkbHQBe/xx5cWO7wxb/fZHgHVFHfturahHK/DcZv9VGetp1OrKsf1Rxmo22pON9mTaoScvI2zj0X4NhpNokB76h+aA46RS3k0r2/+ox71UfKXi/GrFNCbrJn3aUhdecPxHnNCc61m0O4mz/fHZyO7md+W2L8Q3m29DDx2fy2fFSopg0VBrUi3FW1DSAApp2aUWzOCILXO/DS7hfi3Xwou28hmh9+MzJLjYwmZNMRvLpPxbP9BN4fvUyplT9j9L9PD301DPSIfexG0HLV/YZW7NyQ/80dyP11JzhgN4cwd396/Dkd/WzKr1jdCnT8Yxwuh29woOMcvC48ocuOSRTK8P3cVnec3OvClO1I09Lw+ufTdbTb7ilINDX5q99SDtrNIdTNn267p2Bgpfjf81tV7tSI1nMGcmv9cew7zSHE3Z9++2dgkE0+S9StQPc/xuN05Do77WbjefExvbdPxipDPj+ybVePErXLEx2U/UOv72b2JzokPNfy8y3Kd25I0w/1waMd5xDm5k+n/dmXuXYO6oP5SXx8ArblbZg9ZayqQ/kqxbs2ospvP+C5+hg3284iytWPhg4z0Mnmt0VTX4dY/xDcFzuQEKz4M1hzzU9YtajOs/Gbud5qGqE3nGl8ZDZ6Rc3zMiuCkIVo1MtHxo4di0Qi4eHDh/Ts2ZOKFStStWpVJk+ezP3797/qnFpaWhQtWlTuZWlpCYCrqyve3t5s3ryZRo0aYW1tTdOmTVm8eDGNGjVCX19f7jgdHR0MDAzktmlqamb7twsVKkTRokWpV68eq1atIjg4mAcP0nu9xMTEcPjwYcaMGYOdnR179uzJUX4mTJjAmjVrCAkJ+ap/j9wyeuxg1qzczD/nruDm6sHYUdMoWqwwHTu1yfaYC+evcfniDV55++Ht5cvSRWuJjY2jXv1asjSLl81i+7Z9bFi7HY8XXnh5+XDqxD8kJSUrIVfQYlhHLv5xnOeXHhPwwp/9kzdhWsScGm3rZ3tMqxF23D10hQdHrxPk9ZYjs3eSFJ9Eoz6tZGnuOlzB+6E779+E8sbVh7OrD2NRwpJCJQsDoG9iiN2vfflz8iaenL5DmH8wAS/8cbmc973baozsgLvDNTyO3CT8ZQA3Z+4mJSGRSn1bKEwf6vSK+0sc8D59n7RsyuX1dWcerfwL3/PK6/miSPvhnTi58ShPLj3k9Qs/tkxej1lhC+q1bZjtMR1HdOHaoUvcOHqVty/fYD9rK4nxibTok95TuGK9SliVtGLblA289vDntYc/W6ZsoGyNclRtUh2AOt/XIzU5ld1ztxP4KoBXzl7smrWVhh2bUMS6qFLybje8C8c2HuHRpQf4vfDlj8lrMS9sQYO2jbI95tn1pxxadYCHFxRfb+Oi41g0aB73zt4h4NVbXj7zYOe8bZSrUQHL4pZ5lRU5bYbZceaPYzheesSbF37snPwHZkXMqdO2QbbHtBvRmZuHLnP76DUCvN6wb/Z2kuITad7nOwCkaWlEhUbIveq0a8ijs3ez9KyMi4qVS5eSmDfXpu+GdeSfP47jfOkxb1/4s2fyRkyLmFPrM9ei70d04s6hK9z7cC1ymL2DpPgkGme4FgGUrGJN6xGd2D8ta+/Eep2a8PaFH+c2HCPUL5iXD9w5sewALX5sh66hXq7msemIjjw+dI2nR28Q6vWWU7PtSY5PpG4fxdeexsPa8/KGE7e3/02odwCX1xwlwNWHxoPbytI4nrjNtQ0n8Lrj8tm/XayKNc1GdOT4NMUN2HmpxKhOBB64QvCh68R5vuHltO2kxSdRtN93CtO/GLeBwD0XiXX1Jd4rAM/JW0FDglnzanLp0hKTSQ6NkL1SImOVkZ1sVf6pA14Hr/Hq8E0iXwbwYPpuUuMTKd9fcfm+c3rF00UO+J26T+pnfvO1DHRpunEM96fakxQZl1fh55jViG68P3SB8KNXSPR6zdvZm5HGJ2LRR3F9KPa+C1EX7pPo/YYk/yDe7T5DwgtfDOtVkaWJOHGNkA2HiL7jqKRcZFVnRAdcHK7hdvQm718GcHnmblLiE6mWTd2g9rB2+N5w5sm2s7z3CuDe6r8IcfGl1pBP/w5xoZFyr3Jt6/D6njuR/qEA6JkbYW5TjMdbzhD24jURvsHcXn4YbQM9LG2zNprlhoYjOuB46BrOR28S9vIt52btIiU+kZrZXIcaDG2P9w1n7m87yzuvAG6s/osgF1/qZbgOARgXMaftgsGc/HkTqcmpCs9VrmVNbP5XnStLDuZ6vr5GzZEdcHO4xosP9cEbX6gPhji94t4SB7xOf/47m180b1yfiT8NpnWLpqoO5avYjLLD/8BVXh+6QYznW5yn2ZMan0Tpfi0Vpo90fIX7woMEnLpHWlJKlv0aetoUs2uA26KDvL//gjjfYDxXHSPWJwjrwdnf7wmfSFX0P3UkGvXyiffv33P+/HnGjRuHoaFhlv1mZma5/jetrKzQ0NDgr7/+IjVV8Q9ubtHX1wcgKSkJgCNHjlCpUiVsbW0ZNGgQu3btUthrIrP+/ftTvnx5Fi5cmKfxfo51mVIUKVqYG9fvybZFR8Xw9LET9RrUytE5NDQ06N7TDgMDAx49TO8JY2lpQb36tQgLfc+5S4dw87rL6XN/0rBR3bzIRhaFShXGtLA5Hneey7YlRMfj5+hFmToVFB6jqa1JqWo2csdIpVI87jynbDbH6Ojr0rB3S8L8gwkPDAOgUvPqSDQkmBa1YNblNSy8t5mhG3/BrFihXMxhVhramlhVL8ub266fNkqlvLnlSpG65bM/MB8oXKoI5oUtcLn9qbdjfHQc3o4vqVDHVuExmtpalK1eTu4YqVSKy21n2THaOtpIpZCcoQKbnJiENE2Kbf3KAGjpapOSnCL3nU5KSP/uf0yTlz7m3TlDPuKi43jp6EnFbPL+tQyMDUlLSyM2Ku8bEKxKFcassDlud5xl2+Kj43jl+JJydSoqPEZTWwvrajZyx0ilUtzuPKdcNv8W1tVssK5alpuHr2bZN2jhCNY/3cWck8to1ltxI8y3svxwLXqRIeaE6Hh8HL0om20+NSldzYYXma5FL+48xybDMdp6Ogxb/zOH5tkTFRqZ5TxaOlpZGiqTE5LQ0dOhdHWbb82aXLzFq5WVa3yTSqV43XGhdDbXztK1K+CdqbHO66YzpbJJnx1tPR36rB/HmXl7iFHwb5CXJNpaGNewIeLmp7JFKiXiljPG9RSXbWaa+jpItLRIiYiR227WpCqNXHZS7/Z6yv8+Ei1zo9wM/V/R0NbEokZZAm/J/7YE3nLF8ht/W+ovHcLbK44EZTy3iki0tdCvVp6YOxl61UulRN9xxCCH11qjJjXQtSlB7EPV5+cjDW1NilQvi3+muoH/bVeK1VFcfsXqlMf/tvz30++mc7bpDSxNKPtdLVwOXZdtSwiP4b1XAJV7NkNLXxeJpgY1Bn5HbGgkwc9zf/ixhrYmxaqXxSdj3FIpPrddKJnNdaVEnfLy6YFXN50pkTGfEgld1o3h/ra/CXv5VuF5DC1N6Lh8BKd/2UJyvHKml/mcz9UHi+bz+mBBINHWxLRGWcJuyn+Ww265YF7v3/1Gys6pqYmGliZpH+qvH6UlJGHRMHfrkoLwJaJRL5/w8vJCKpVSqVKlHKWfPn06RkZGcq+lS5dmSff8+fMs6UaPHg1AiRIl2LBhA/PmzcPc3JzvvvuORYsW8epV7s4TEBERwaJFizAyMqJBg/TeJPb29gwaNAiA9u3bExkZyY0bN754LolEwvLly9m+fTve3tnPO/RRYmIiUVFRci+p9NuGshYunN4jJzQkTG57SEgYRQpbffbYylUq4hvwjIAwF1atXcDggePw9EjPh3XZ9KHM02aOZ/+eI/TtMRxnJ1eOn9mLTTnrb4o5J0yszACIznSTFx0aKduXmaG5CZpamkSHZT3GONMxzQa1ZaXrXla576NKy1psHrRE9vS2UOkiSCQatB3XjeML97Jr7FoMzIwY9+dsNLWz7w36rfQsjNHQ0iQ+U57jwyLzbKiLspgWNgMgMlPZRIZFYJpNeRqbG6OppanwGLMPx7x85kliXAL9Z/yIjp4Ouvq6DJw9BE0tTcwKpw9HcL3zHFMrMzqN6oamthaGJob0m/EDgCxNXjL/8DciwiIU5CP3/r62rjaDZg7mzumbxMfE59p5s2PyIfao0Ai57VGhkV8s06hMZRoVmv3noHnf7wh4+Rrvpx5y20+sPsSWcWtY/cMinpx/wA+LR9B6SMevysvnfLzeZG50+9y1yOjDtSgqU5lHhUbIHdN73mBePfHA+ZLiXrRuN52wqWtLvS5N0x80FDGn48SeAJjm4mfX4EO5xGQql5jQSIyyy6OVmcL0xpaK02en47wf8H/yEvdLyp/nU9vCGImWJkmZyjYpNBKdD9esLyk7dxBJwe8Jv/mpATf86jNeTNiIc6+F+Cz+E9PGVah2cDZoqKYarPvhtyUhUz4TwiLR/4bfFuuujbCoXoZny458a4i5QtPcBImWJilh8kPXUkIj0P7MtVbD2ICqrkeo/vIEZXbP5+38bcTcdszjaHNO/0P5xWX6vsV9pm5gaGVGXGiU3LbY0CgMsvk+V+nVnOTYBLwy9eg/NmA5hataM959BxNf7qbOyA6c+HEFiXnQK9PAPD2fsZnyGRsWhWE2+TSyMlOQPhLDDPlsMqYzaSlpPNqd/fxynVeP5umBKwTmQWPl1/hYH4xTw/pgQaBjYYKGliaJmcovMTQS3Rz+tmSWGpvA+0eeVJjcA90i5qAhoUTPZpjXq4jeV55TEL6WaNTLJ3LSSy2jqVOn4ujoKPf62FiXka2tbZZ0GXu5jRs3jqCgIA4cOEDjxo05evQoVatW5dKlS9+cpyZNmmBkZIS5uTlOTk4cPnyYIkWK4OHhwcOHD+nfvz+QPkS4b9++2Nvb5+i87dq1o1mzZsydO/eLaZctW4apqancKz7p383d0atPZ3wDnsle2tpfv/6M10sfWjXrSrvverPb3oGNW3+nom05ADQk6V/XvbsO43DgOM+d3ZkzcxleL18xYFCvr/6b2anXtRkrXffKXnnZeAbw+NQtVthNZ32f3wh5FcjQTb/I5seSSCRo6Whx7Lc9vLjphO+zl+yduB6rMsWo0LjaF84sADTt9j92uR2UvTS18madpOj3Uawfu5I6reuzy92BnS4HMDAxxOe5N9K09OvY25ev2TplAx1HdGHPi0Nsfryb0NchRISEy9LkpubdWrDf7bDspamVt59lSF80Y/KmaUgkErbPVrzIxLdq1LU5m133y155/R0F0NbVoVHX5txS0EvvzB9/4fXEA39XH/7ZepJ/tp6i/U9dvvlv1u/ajLWu+2SvvMpnjdZ1sW1cjaML92Sbxv2WM8eX7mfA4pH84XmQBdfW4/JhXkGpkuY2zUuVWtfBpnFVzi7cp+pQvkqp8d2w6toUt6ErkWboURl66i7vLz4m7oU/784/wnXQMkxql8esSZXPnC1/MShuQb2FP3Bn/GbS8mjYu7KkxcTzsuPPvOw6maCV+yk+dziGjQrWb33VPi1wP3GX1Exl+d3iwcSFRXGk1yIcuszH+8ITuu6agmE+aUQoWq0M9Ye248yUrdmmqTekHTqGetzddEqJkQnCv/ds/CYkEgltnTZj57+fsiPa8fbE3Typy6qjNKlUJS91JFa/zScqVKiARCKRrUr7JZaWlpQvL98d3MLCIks6HR2dLOkyMzY2pnPnznTu3JnFixfTrl07Fi9eTJs23zZfwOHDh6lSpQqFChWSGz5sb29PSkoKxYsXl22TSqXo6uqyceNGTE2//ERs+fLlNG7cmKlTp3423cyZM5k8ebLctrIl6vyrfJw/d5Unjz8NLdHRSV8Mw6qwJcHBobLthQtb8vz551cnS05OxueVPwBOjq7UrlOdUWMGM+WXebJzeXrIrwD40uMVJUsV+1cx58Tzy4/xdfy0Op2WTnoDm7GVqVxPIGMrU964+So8R2x4FKkpqRhbypeZsZUp0Zl6EyVEx5MQHU+obxC+zzxZ7rSLGu3q8/T0XdnfC3r5RpY+5n00Me+jMC+ed0NwE95Hk5aSmqXnhL6laZantf91Ty49xOuZp+z9x/I0tTQlIsMk1KaWZvhls4pgdHg0qSmpmGYqT1NLMyIylOfzW05M+t8YjM2NSU1NJS4qjs2PdhHyOliW5u6pW9w9dQsTS1MS4xJBKqXjiM6E+AeT2x5deshLubyn//SZWZplybuv27f3RP7YoGdVojC/9Z+TZ730HC8/4pXcdzQ9XyZWZkRmKA8TK1P8s/mOfixTk0xlmvkcH9Xr2AgdPR3uHv9yz+lXji/p8nPv9CGrCuajySnnbK5FJv/iWhTz4VpkkqnXmomVmewctk2qYWldhNXOe+TS/LRlCl6P3FnbL321+Cv2Z7lifxbTwubERcZQqGRhuk8fSJh/7s3lGvehXIwylYuRlSkxCsoFICY0QmH66DDF6RWxaVIVC+vCzHHeKbd9wJZf8H30Avt+i3N8rq+R/D4aaUoqOpmuuTpWpiSFRHz22JJjOlNqQjec+ywk1t3/s2kT/ENIeheFftmiRNz+/PyCeSHxw2+LXqZ86lmaZukZnlMWNcqib2VKxwufykhDS5PCjWyxHdoGhzJDlH6jmRoehTQlFS1L+V55WlZmJId+5gGqVEqSX/pK5AluPuiVL0Xhsb3xua/8slIk/kP5GWT6vhl8pm4QGxqBgZX8hPyGVibEKfg+l2hgi0X54pwdt1Fue6mmVSn7fW22VB9F0offlatz9lC6eTWq9GrOo81nviFXWcWFp+fTMFM+DS1NiM0mnzGhEQrSmxL7IZ+lGlTC0NKECfc2yPZraGnSes5AGgxrz6Zmv1CmSRVK1KnAjJfyC6EMO7MIl5N3ODNF+XN9fqwPZu6Vlx/rgwVR0vso0lJS0c1UfrpWpiR+4bflc+L8QrjbfSGaBrpoGemTGBJBnW0TicvF+oAg5IRo1MsnLCwsaNeuHZs2bWLixIlZ5tWLiIjIk3n1MpNIJFSqVIm7d+9+87lKlSpFuXLl5LalpKSwb98+Vq9eTdu28pPqduvWDQcHB4U9DjNr0KABPXr0YMaMGZ9Np6uri66urtw2ieTfdWCNiYklJkZ+vqzgoBD+16IxLh8a8YyMDalTrya77b+84mBGGhoSdD6smOvv94bAgGDKVSgrl8amfBmuXLr5r86bE4mxCSTGyk+CHxkSTsUm1Xnrlr6inp6RPta1ynP7T8U9N1OTU3nt8oqKTarz/GL6EBKJRIJtk2rc3Jf9sAuJRPKhd176zfurx+nD/ArbFCfiwyppBqaGGFmYEP42LNvzfKu05FRCn/tQomlVfC88+RgcJZpVxWXPt/dWVaaE2AQSYoPktoWHvKdq0xr4fWgI0TfSp1ytClz+87zCc6Qmp+Dz3JuqTWvw+MOqphKJhKpNq3Nx7z9Z0keHRwNQpUl1TCxNeXIp60qoH4d9tujzPUmJyTzPgyFWCbHxBMXKN6yFh7ynetOa+H5owNQ30qdCrYpc/DNrPv6Njw16xcoW57d+s4mJiP6m832OojKNCAmnSpPqvP5QpnpG+tjUqsC1Py8qPEdqcgp+Lq+o3KQ6zy4+AtLLtHKT6lzdl/Xfonnf73G8/Jjo91FZ9mVWukoZYiKiv6lBD9KvRaEKrkW2TarzJsO1qGyt8tzKNp+p+Lu8wrZJNZwy5NO2STWu70v/vF/YcpI7h+R7IM69uJq/Fu3F+XLW4biRHxqE63Vpyvu3Yfi75N7UFKnJqQS4+FCuSVXcM1w7yzWpyv19ivPo/+wl5ZpU4+6uT9/fcs2q8/rpS4XpFbm55TSPD12T2/bzxRWcW7SfF5effkVO/h1pcgrRzq8wa16dd+fTywmJBLNm1QnYpfi6BFByXBdK/9yT5/0WE+P05XLQKWaBtrkRiSpakTItOZX3zj4UbVaVN+c//bYUbVYVz6/8bQm65cqZVvJ1niZrfyLSKwDXTX+rpOeINDmFeBcvjJrUIOrihwWGJBKMmtTk3b6zOT+RhgSJTvYrWytbWnIqwc99KNW0Kt4XP5VfqaZVcdqruPwCn3pRumlVntl/qvuUblaNwKdeWdJW7duCYOdXhGVqnNbWT68PZu4VLE2TwofV5XNTWnIqgc99KNO0Kp4Z8lmmaTUe71V8HXr71IuyTavyKMP3tWzzarz9kE+X47fxzdSQ3n//dJ4fv43T0fS67MXf9nFj1VHZfqMi5gz4cwbHx/9BwLMvT62TFzLWB30y1AdLNqvK83xWHyyIpMmpRDr7YNm8GkEfh7RLJFg2q4rvLsWf5X8jNS6R1LhEtE0NKdyyBm6L/huLu/zXqeuiFaogGvXykU2bNtG0aVMaNGjAwoULqVGjBikpKVy6dIktW7bg7v75XmCKpKSkEBQkf1MokUgoUqQIjo6OzJ8/nx9++IEqVaqgo6PDjRs32LVrF9OnT8+tbMn5+++/CQ8PZ/jw4Vl65PXs2RN7e/scNeoBLFmyhKpVq6KVR8MMP2fr5r1MnjqGV96++Pm9YeacXwgKDOHc359++I+f3svZvy9hv/1PAObMn8KVSzd48yYQIyNDevbuTNPmDendfZjsmI0bdjJ95kRcn7/A5bk7fQd0p0JFG4b9OEEp+bqx6xztJnQn1DeQd69DsJvSl8jgcJw/3CQDjDswB+cLj7j1odHu2s6zDFo9ltfPvfFz9Kbl8I7oGOjy4Oh1IH0Bjjqdm/DiphMx76MwK1qI1mO6kpyQhNu19GFtoT6BOF98RI/5Qzg8czsJMfF0ntafYO+3eN7L28mznXf8Q6s1owh19iHE0Zsaw9ujra+Lx5H0nkqt1o4iNiich7+nz2Gkoa2JeYUS6f+to4VhUQsKVSlNclwiUb7pvdC0DHQxLVNE9jdMSllRqEppEiNiiQl4l6f5yei8/d90n9CbIJ9AQl8H03vKACJC3vP44gNZmlkHF/D4wn1Zo925nacZvXoir5y98XZ6SYdhndAz0OPG0SuyY1r0/o63Xm+IehdFhbq2/Dh/OP/YnyHwVYAsTdvBHfB84kFCbALVm9dkwKzBHFq+n7go5azWeNb+ND0n9CHQJ4CQ18H0mzKQ8JD3PLz4aWXb+QcX8eDCfc7vTb/51DPQo2iZT71ii5QqQpkqZYmJiCYsIAxNLU1+3TKDstVsWDZsERqaGrK5BmMiYkhJ/rbGrZy4tOssnSb0JNg3kNDXIXSf0o+I4HCeXvzUoPrrgfk8vfCAqx8bs3aeYcTq8fg+98bH0Ys2w+3QNdDl9lH5xp3C1kWp2KAy64ZmnZ+15vd1MbE049UzT5ITk6nSvAZ243pwfsfpPMnn1V3n6DihB6G+gYS9DqHzlH5EBofjmOFa9POBuTheeMiND9eiKzv/ZvDqcfg/f4WvoxffDe+IroEu9z5ci6JCIxUujvE+IIx3bz71um7zU2dcbzgiTZNSq31D2o3pxs7xa3O90eTOznP0XD2at89f8cbRmybDO6BjoMeTo+nXnl6rxxAV/J6LKw4DcG/XeUYcnkvTER3xuOZIjc6NKVHdhpMzP/W60zc1xKyEJcYf5v+ztEn/PEeHRhATGil7ZRYR8I7wDP8Geenttr+xXT+OGCdvop55UXKkHRoGugR9aGy0/WM8iYHv8V2aftNUcnxXykzty4ux60l4HYr2h+9camwCaXEJaBjoYf1rb8L+vk9SaAT61kUoO/cH4n2CCL/uqJQ8KeK+/R+arBvFeycfwp55U3lke7QMdPE+lF6+TdaPIi4oHMdln35bTCt++G3R1sKgmAXmVUuTHJtIjG8wKbEJRHq8kfsbKXGJJIbHZNmuTKE7T1Jq9STin3sR5+iJ5fCuaBjoEX70MgClVk8iOfgdQSvSh3xbje1FvLMXSX6BSHS0MW5VD/PurXg759M0BpqmRmiXsEK7cPoIFF2b9H+XlNBwUrLpyZrbnu78h3arRxHy3IcgR29qD2+PtoEurh/qBu3WjiImKJw7H+oGz3ZdoPeR2dQZ2QGfq47YdmlMkRo2XJ6xS+68Okb6VLRrwM3FWRsFAp68JDEylnZrRnF//UlSEpKo3r8VpqWs8LnqmCf5fLDzH7qsHkWgsw8BTt40GJaeT+cP16HOa0YTHRTO9Q/XoYe7z/PD4Tk0HNkRr6vPqNK5McWq23BuRvoUOvERMcRnWsQmNTmVmNBI3r9K750ZlakelPRhlfUIvxCiPzzYVQWnHf/wXab6oJa+Li8+lPn3H+qD9xXUBzWzqQ/mJ3Fx8fi/+VSPexsQzAtPb0xNjClWtLAKI8uZV9vOUmv9GCKcXhHxzAubkR3QNNDF/8M1t9YfY0gIDOfF0kNA+uIaxhXTV5XW0NZCr5g5JlWtSYlNIO5D+Vm1rAESCTHeARiWKUqVeQOI8Qrg9aEvj2YQhNwkGvXyERsbG54+fcqSJUuYMmUKgYGBWFlZUbduXbZs+bo5m1xdXSlWTH7opq6uLgkJCZQsWZIyZcqwYMECfH19kUgksveTJk3KjSxlYW9vT+vWrRUOse3ZsycrVqzA2dkZExMTBUfLq1ixIsOGDWP79u15Eepn/bFuB4aG+qzesAhTUxMe3HtC357DSUz8tEJSmbKlKFTo05AUSysLNm1bQZGihYmKisbNxYPe3Ydx49qnXpHbNu9FV1eXxctmYWZuiqvLC3p1HYqvz2ul5Ovy1tPo6OvSb9lP6JsY8OqRB1sGL5NbDdLSughGFsay98/+voeRhQkdJ/XBxMqMN+6+bBm8TLZ4RnJiMjb1K9FiaAcMTI2IDovA++EL1vacS8y7T72B/py8ie5zf2TU7ulI06R4PXBny+BlpKXk7crM3mceoGdhQv0pPTGwMiXMzY+zP6wgPiw9NuMSlpBhfgbDIub0vvCp0aPWaDtqjbYj4J47p/ssAaBwDRu6HJ0tS9NkfvqiMB5Hb3JtsvI+r2e2nkDXQI8Ry8ZgYGKI52N3lv+4iOQM5VmkdFGMzT993+7/fQeTQib0mtwPMytz/Nx8WP7jQrmFForZlKDvtEEYmRkR+iaUUxv/4txO+cadcjUr0HNSf/QM9AjwfoP9zC3cPqG8StDJrcfRNdBj1LJxGJoY8uKxG4t//C1L3k0y5L1cjfIsOPypbIfMGwHAtaNX2PTreiyKFqJ+24YArD7/aWgRwPy+s3BVwtCxf7aeRFdfl8HLRmFgYsjLRy9YM3ix3He0sHURjC0+5evR33cxtjCh26R+mFqZ8drdl7WDl2RZPKNZn+8ID3yH600nMktNSeW7H9vTf+4QkECIXxCHFu/lpsPlPMnnxa2n0NHXZcCyURiYGOD96AV/DF4ql08r6yIYZcjnkw/Xok4ZrkV/DF6aZSGfL6nasjbtx/dAS0ebt+6+bP1pBa550Dj0/O/7GFqY8P2kXhhbmRHo7seewcuJ/XDtMS1RSG5hJ/+nLzny8yZaT+lN26l9eecbxIGf1hDi+alBp1KbuvRa9enBWL+NEwG4su4YV9cdy/U8fI3QU3fRLmSC9bS+6FiZEePqi0v/JSR/KCfdEpZyDajFB7dFQ1ebKva/yp3Hb9UR/FYdhbQ0DCuXpkifFmiZGKYvonHdGd/fDyH9xl6k38Lv9AN0C5lQY2pP9K1MCXf14+rAFSR8KF/DTPnUL2KO3aVP158qY+yoMsaO4LvuXOq1ROnx51Tk37fRsjClyKSBaFmZk+D+Cp/B80n5MCxcu4SV3LzRGvp6lFg0Bu1ihUhLSCLR+w3+k1YT+fdtWRqTNg0pteoX2XvrjekPmoPXHSR43b8bEfG1PM88QN/ChMaT0+sGoW5+nPhhBXEf6wbF5csv8MlL/pm4mSa/9qbptD5E+AZxeuRa3nnKN7jadmkEEgkvTt3L8jcTwmM48eMKmkztTa9DM9HQ0uKd5xtOj1iTpVdfbnH/+z6GhYxpMbkXhlamBLv5cejH3z9dh4oXksvn2ycvOTlxEy1/7U3LqX147xvE0Z/WEOqpuobl3OL1oT7YIEN98O8M9UGjEpZyn2XDIub0zVAfrD3ajtqj7Xh7z51Tff6739nsuLx4ybAJnzp1rPgjvb7atUNrlsyZoqqwcizg1H10CplgO60XulZmRLn68aD/cpI+/Lbol7CEDJ9lvaLmtLiyXPa+/NjOlB/bmbC7btzrsQgALRMDKs/qh14xC5IjYgg8+5AXyw4jzeN7E0HITCL9tyswCIKaszSpqOoQlGaARW1Vh6AUVVL/O8N28tJNjdgvJ1IDSRSMypKJREfVISiFbgFZs8uigDxHbZeQvxdp+Df8NXS/nEgN1NApGHOGXUkrGKuYxkkKxq2feVruD0n+Lxr5bOGXE6mB89VmfzmRGugcpJwHE/8FZQvVVMnf9XmX9eF0flcwatKCIAiCIAiCIAiCIAiCoEYKxmNjQRAEQRAEQRAEQRAEQeXSxEIZuUb01BMEQRAEQRAEQRAEQRCEfEb01BMEQRAEQRAEQRAEQRCUQiztkHtETz1BEARBEARBEARBEARByGdEo54gCIIgCIIgCIIgCIIg5DNi+K0gCIIgCIIgCIIgCIKgFGKhjNwjeuoJgiAIgiAIgiAIgiAIQj4jeuoJgiAIgiAIgiAIgiAISiEWysg9oqeeIAiCIAiCIAiCIAiCIOQzolFPEARBEARBEARBEARBEPIZMfxWEARBEARBEARBEARBUIo0Mfw214ieeoIgCIIgCIIgCIIgCIKQz4ieeoKQSU+LmqoOQWmqpGqrOgSlCNEoGE+C+ibqqzoEpYjWKBjPo0zTUlUdglJEamiqOgSl0C4gT6QLm8SqOgTliVJ1AMqRmlYwrrn1khJUHYJSPNDRU3UISlEnNU7VISjF+WqzVR2CUrR3WaLqEIRcJqVg1IuUoWD8SguCIAiCIAiCIAiCIAiCGhE99QRBEARBEARBEARBEASlkBaQEQzKIHrqCYIgCIIgCIIgCIIgCEI+Ixr1BEEQBEEQBEEQBEEQBCGfEcNvBUEQBEEQBEEQBEEQBKVIEwtl5BrRU08QBEEQBEEQBEEQBEEQ8hnRU08QBEEQBEEQBEEQBEFQCrFQRu4RPfUEQRAEQRAEQRAEQRAEIZ8RjXqCIAiCIAiCIAiCIAiCkM+I4beCIAiCIAiCIAiCIAiCUqSJ4be5RvTUEwRBEARBEARBEARBEIR8RvTUEwRBEARBEARBEARBEJRCLJSRe0RPPUEQBEEQBEEQBEEQBEHIZ0RPvTwyZMgQIiIiOHnypNz2li1bUqtWLdatWye3fc+ePfzyyy9EREQA8Ntvv7FgwQJGjRrF1q1bZekcHR2pXbs2Pj4+lClTRrb92LFjbNq0iWfPnpGQkEDp0qVp2rQpEyZMoHbt2jmKOSkpiXXr1nHgwAFevnyJgYEBtra2jBgxgkGDBqGtrS1Le+/ePZo1a0b79u05e/as3Hl8fX0pW7YsVlZWeHt7Y2xsLNtXq1YtunXrxm+//Sbb5uXlxZIlS7h06RKhoaEUL16cRo0aMWXKFOrVqweARCJRGLODgwP9+vXj+vXrtGrVSrbd0tKS+vXr8/vvv1O9evUc5f9bdZ7Ul+b9v0ffxBDvxy84OGcHIb5Bnz2m5Q/taDOqC6ZWZrxx9+PQ/F34OnnJ9k8+9Bu2jarKHXPjwEUOzt6R5VyGZkbM/WcV5sUK8UuNwcRHxeVOxj6j6uDW1Bplh76VKe/c/bkzbx8hjq8UpjWvWIL6U3piVb0sxqWsuPPbfp7bX5BLU6yhLTVH2WFVoyyGRcw5P2Itvhee5Hk+Mqv3Yxua/GSHkZUpwe7+/DN/LwFOivMFULljA1pN6Y1ZSUve+QZzZbkDXtecZPtb/NKDqp0bY1LcgtTkVAKf+3Bt5RHeOnrL0ky8vQ6zUlZy572y/BB3tpzJ/Qxmo+zQNpQf2wldK1Oi3Pxxnr2XiGfeCtMa25ag0tTemNUsi0EpK57P3cerHefl0mgZ6lFpem+KdayHbiFTIl18eT53HxHZfEaUqeKQ1lQZk/7ZDXfz59GcfbzLJi7TiiWoObUnFjXKYlTKisfz9vNi5wWFaQGqju9M7Vl9cd9xnifz/8yrLHyVMkPbUG5sZ1kZu8zek20Zlx74HSV7N8e4UkkAIp19eLHscLbpVamglGf5IW2oNNYOPStTItz8eTp7L++zyadJxRJUm9YLixplMSxlxbN5+/HM9B0F0C9qTo05/SjWqiaa+rrE+AbzcNI2wp188jo72TIb2IlCw3uiaWVO4gsfghdtIcHZU2Fao7ZNKDSqLzrWxZBoaZHk95b3u04QdeqqLI3lhIEY2/0P7aJWSJOTSXD1InTNPhKcPZSVJYWKDW1HqbFd0LEyI8bND+/Zu4h+5qUwbdGB31OkdwsMKpUCIMb5Fb7LHOTSV1w/jqJ9W8od9/6qIy4DluRZHnLC8seOFB7VDW0rc+LdfXkzbztxTi8Vpi3Uvw0WPVuhZ2sNQPxzbwJ+3y+XXsvSlOIzB2Pyv9pomhgS88CVN/O2k+gbqJT8ZKfY0PaUlCtPe2KyLc/WFM5Sngfl0ldcP44ifVvJHff+6jNclVyetX5sTf1RdhhamRLq7s+VefsI+kydqKJdA5pO6YVpSUvCfYO5uewQPhnqRAAW5Yvzv5n9KNWwEhpaGrx7GcCpUeuJDniX5Xw9906lbKuanByxFq+Lyq0TFhnSnuJjuqFtZUacmy8+c3YS66i4TAsPaI1l75YY2JYGIPa5N/7LDsilbxRwXOGxfov2ErjlVO5nIIf+Td3AyLYklab2wrSmDQalrHCZuw+fHf/IpdE01KPS9D4UzVD/c5m7l8j/QP0vJx47Pmf3wb9we+FF6Lv3rF82l+//10TVYamdNERPvdwieur9h+np6WFvb8/Ll4orPh9Nnz6dvn37UqtWLU6fPo2HhwcHDx7ExsaGmTNn5uhvJSUl0a5dO5YvX85PP/3E3bt3efjwIePGjeOPP/7A1dVVLr29vT0TJkzg5s2bBAQEKDxndHQ0q1at+uzfffz4MXXr1sXT05Nt27bh5ubGiRMnqFSpElOmTJFLu3v3bgIDA+Ve3bp1k0vj4eFBYGAgFy5cIDExETs7O5KSknL0b/At2o3uyndDO3Bg9naWd5tJYnwiE/fNQUtXO9tj6nVqQq85gzm7/ihL7Kbzxs2PiftmY1zIRC7drYOXmVp/pOx1fJnim8ofV4zhzQu/XM3X55Tr3JAmcwfyeN0JjnWcwzs3f+z2T0cvU/wfaenrEuUfyv3lh4kNjsg2zTt3f27N2ZuHkX9elU6NaDtnIDfWH2d7pzkEufszcP8MDLLJV8m6Fej5x3ieHbnOdrvZeFx8TN/tk7GqWFKW5p1PEP/M28PWtjPY03MBEW9C089pYSx3rmurj7K63ljZ6+Gei3ma14yKd21E1d8G4bH6ODfazibS1Z/GDjPQsVScb019XWL9Q3BbfIiE4HCFaWqtGYlVi+o8Hb+Fa62mE3LjOU2OzEKvqHleZuWLrLs0pO78gTivOcG5dnMId/Pnu4PT0f3MZzfGP5RnSw8Tn81n96NCNW2oMKgV4a7K+y7mVPGujajy2w94rj7GzbaziHL1o+FnyrhQk8q8PXmXez0Xc6fTfOID3tHo0EyVl19mBaU8S3VpRK3fBuK6+jgX280hws2fFg4zPpvPWL8QnJYcIj6b76i2qQHfn56PNDmVmwNXcL7FNBwXHCApIjYvs/JZxh3/R+GZIwnbeBDfbhNIfPGKUvaL0LQwVZg+LSKad1sP4dd3Cj6dxxJ57DLFlk3CsFkdWZokn7cEL9yCT+ex+PWfSvLbEErtXoymueJ/O2Ww6tqEcr8Nxm/1UZ62nU6sqx/VHGajnc330axJVUJO3sa55wIcO80mMeAd1Q/NQaeohVy691efca/6SNnrxZh1SshN9sw6N6PE3GEErTuMh91k4t19KPfnb2gVUlyeRo2qE37qFl595+DZbRpJAWGU+/M3tIt8yqfNjlnoli7Kq+FLeNFhEklvQyh/cCEa+rrKylYWll2bYPPbYPxXH+VZ22nEuvpSzWFOtuVp2qQqoSdv87znbzh1mkViQBjVD81VWJ73q4+QvTyUXJ62nRvScu5A7q07wX67OYS4+9Prz+nZ1omK161Apz/G4XL4Bvs6zsHrwhO67ZiEZYY6kal1Yfofm8t77wAO913CnnazuLfhJKmJyVnOV3d4e5UN0SvUpSnW84fyZs0Rnrf7lVg3XyofnJftZ9ekSTXenbyNW+95uHSZSWLAOyo7zEc7Q5k+qTlM7uU9aSPStDTen72vrGxl8W/rBpr6OsT6h+C+2CHb+l/NNT9h1aI6z8Zv5nqraYTecKbxkdn/ufpDduLjE7Atb8PsKWNVHYog5Iho1PsPs7W1pVWrVsyePTvbNPfv32fFihWsWbOGNWvW0Lx5c0qXLk3dunWZM2cO//zzT7bHZrRu3Tpu3rzJlStXGDduHLVq1cLGxoYBAwbw4MEDKlSoIEsbExPD4cOHGTNmDHZ2duzZs0fhOSdMmMCaNWsICQlRuF8qlTJkyBAqVKjArVu3sLOzo1y5ctSqVYv58+dz6pT8EyszMzOKFi0q99LT05NLU7hwYYoWLUqdOnX45ZdfeP36NS9evMjRv8G3+H6YHef+OIbTpce8feHP7skbMStiTq229bM9pvWITtw+dIW7R68T6PWGA7O3kxSfRJM+38mlS0pIJCo0QvZKiInPcq7/DWqLvokhl7Yrr1dXjZEdcHe4hseRm4S/DODmzN2kJCRSqW8LhelDnV5xf4kD3qfvk5aUteIG8Pq6M49W/oXv+cd5GfpnNR7RgaeHruF09CZhL99ydtYukuMTqd1Hcb4aDm2P1w1n7m07S5hXANdX/0Wgiy/1B7eVpXE5dRefO65EvA4l9OVbLi46gJ6JAUUql5Y7V1JMArGhkbJXcnxinuY1o/KjOuJ34Br+h24Q7fkWp2n2pMYnYt1Pcb4jHF/htvAgb0/dIy0pJct+DT1titk1wG3RQd7df0GsbzAeq44R6xNMmcGt8zo7n1X5pw54HbzGq8M3iXwZwIPpu0mNT6R8f8V5fef0iqeLHPA7dZ/UbD67AFoGujTdOIb7U+1Jisz7nrL/ls0oO/wPXOX1oRvEeL7FeZo9qfFJlO7XUmH6Z+M24bfnElGufsR4BeA0eTtoSLBsXk25gX9BQSlP21EdeHXgGj6HbxLl+ZbH03aREp9I2Wzy+d7pFU6LHHh96r7C7yhA5XGdiQt4x8NJ23nv+IrY16EE33hOrJ/i321lsBjancgj54k8fokk79cEzdtIWkIipr3aKkwf9/A5MZfukeT9muTXQYTvO0Wihw/6dT/1co/6+zpxdx1Jfh1Ekpc/IUu3o2lsiG6lssrKVhYlRnUi8MAVgg9dJ87zDS+nbSctPomi/b5TmP7FuA0E7rlIrKsv8V4BeE7eChoSzDJ9H9MSk0kOjZC9UiJV10ALUHhEV945XOT90SskvHzN65lbSItPpFBfxb8Dfj+vIWz/P8S7+ZDo/Rb/aRuRaGhg3KwmALpli2NYtxKvZ28hztmLxFdveT1rKxI9Hcy7/k+ZWZNTYlRngg5cJvjQNeI83+A1bTtp8YkUyaY8PcatJ3DPBVl5vpSVp/zoElWXZ70RHXjucA2Xozd59zKASzN3kxyfSLVs6np1hrXD54Yzj7ad5b1XAHdW/0Wwiy+1hrSRpWk+tTevrjlxc+khQlz9iPQLwfvSU+LeRcmdy6pKaer91JHzU7OOTlGGYj91JuTgJUIPXyX+5Rt8pm8jLT6Rwv0Vl6nX+HUE7z1PnKsvCV5veTVlM2hIMG1WQ5YmY1kmh0Zg3q4+UXdcSPQPVla2svi3dYNIx1e4LzxIQA7qf+/vvyDONxjPVceI9QnCenAbBWf872neuD4TfxpM6xZNVR2KIOSIaNT7j1u+fDnHjh3j8WPFjRwODg4YGRkxdqziJwnZDVvN7MCBA7Ru3VrhUF1tbW0MDQ1l748cOUKlSpWwtbVl0KBB7Nq1S+FTtP79+1O+fHkWLlyo8G86Ojri6urKlClT0NDI+lE0MzPLUeyKREZGcujQIQB0dHS++jw5YVmqMKaFzXG/81y2LSE6Dh9HL2zq2Co8RlNbi9LVbHC/4yzbJpVKeXHHGZs6FeXSNujanNVP7Zl3YTXdpg1AW08+P8XKl6TTxF7snrwRqTQtF3OWPQ1tTayql+XN7Qw9OKVS3txypUjd8kqJIS9oaGtSrHpZfG67fNooleJz24WSdSooPKZknfLy6QHvm86UrKP430FDW5O6A1qREBlLkJt875+mYzrzq+NWRp5bQuNRdkg0lXOJlmhrYlqjLKE35fMdessF83qK8/0lGpqaaGhpkpog32iSmpBEoYaKvxfKoKGtiUWNsgTekv/sBt5yxfIbP7v1lw7h7RVHgm65fjmxkn0s47BMZRz2L8pYU18XDS0tkiJi8ijKf6+glKeGtibmNcoSfEu+/IJvuWBZ9+u+owDF29XlvZMPTbZPpOvzzbS9uASbga2+fGBe0dZCr2p5Yu86ftomlRJ31xH9WpVydAqDxjXRKVuSuEcuihNoa2HWtwOpUTEkvlDNEGOJthbGNWyIuPmpDoBUSsQtZ4zrVcz+wAw09XWQaGmRkun7aNakKo1cdlLv9nrK/z4SLXOj3Az9X5Foa2FQvRzRtzMMvZRKib7thEE29aPMNPR1kWhrkhIRnX5OnfQREGkZe3VJpUiTUjCsXznXYv83si/P55jUy1k+08tTU2F5NnSxp64KylNDW5Mi1cvil6mu53/bleLZ1HGK1ymPX6Y6ke9N50/pJRJsvqtF+Ksgeu6fxtinmxh46jfKt60rd4yWng6d/hjH5Tl7iAuNzNV85YREWwvDGuWIvCVfppG3nDGqm9PPrg4aWp8+u5lpW5pi9n1dQg5dyY2Qv0pu1A2ynPND/S8tQX6kVFpCEhYqrP8J/z1SqVQlL3Uk5tT7j6tTpw59+vRh+vTpXLmS9aLv6emJjY0NWlqfinLNmjXMmzdP9v7t27eYmiruKv7Ry5cvadmyZY5isre3Z9CgQQC0b9+eyMhIbty4keV4iUTC8uXL6dy5M5MmTaJcuXJZ/iZApUo5q6j3798fTU1NuW1ubm6ULv2pt1PJkund+2Nj059kdunS5bPnT0xMJDFRvjdUqjQVTYlmNkdkZWJlBkBUaITc9qjQCEw/7MvMyNwYTS1NosMiMx0TSdFyJWTvH526zbu3oUQEh1OyUml6zBhEUZvibB2dPqxZS0eL4X/8zLGl+wkPCMOqdOEcx/0t9CyM0dDSJD5TRSs+LBKz8sWUEkNeMDBPz1dspnKJDYvCslxxhccYWZkRkyV9JEaZyr7Cd7XpuXE82vo6RIdE8Oeg5cSHf6q8P9xzgUAXX+IjYihVtyLfTe+LcWEzLi46kDuZ+wzdD+WZmKk8E0MjMS6vON9fkhKbwPtHnthO7k7My7ckhEZSsnsTLOpVINbn83NN5qWPeU3IlNeEsEhMv+Gza921ERbVy/BPx3lfTqwCOhYm2ZaxUQ7LuMrcASQEh8tX/lWsoJSnTnb5DI3C5Cu/owBGpa0o/+P3eGz/B7cNp7CoZUPtRT+SlpSC79Fb3xr2v6ZlbpLesBEmP6QrJSwCA5tS2R6nYWRA+Vv7kehoI01LI/i3TcTdfSaXxrBlA0qsnY5EX5eU0Pe8Hjqb1PCobM6Yt7QtjJFoaZKUqTyTQiMxLV8im6PklZ07iKTg94Tf/PRAMfzqM8LOPiDBPwT9MkUoM2sA1Q7OxtFuNqQp56FfRpoW6eWZHBYhtz0lLAK9ciUVH5RJ8Zk/khz8XtYwmOD9hqQ3IRSf/gOvZ24mLS4RqxFd0CluiXZhiy+cLW9kX54R6OewPMvMHURScDjhGRoGw686qrQ89S2yqxNFYlFO8fXV0MqMuFD571VcaBSGH+pEBpYm6Bjp03BsJ26v/Iubyw5RtmVNum7/mcN9l/LmQfromlbzB/H28Uu8Lz3N/YzlgNaHMk3OVLdPDst5mZae/SNJweHyDYMZWPZpRVpMPO/PqW7obW7UDTJL/VD/qzC5B9EvA0gMjaBE96aY16uo0vqfIKgz0aiXDyxevJjKlStz8eJFChf+cqPNsGHD6NKlCw8ePGDQoEE5apHOaau1h4cHDx8+5MSJEwBoaWnRt29f7O3tFTYKtmvXjmbNmjF37lwOHjz4VX/zo7Vr19K6tfxwjeLF5X9wbt26hYGBAffv32fp0qVyi4wosmzZMhYsWCC3rY5pZeqZVc3mCGjQtRkDl46Svd84bFlOs/Cv3XK4LPvvAA9/IkMimOwwH8vSRQjzD6b7tIEEeb3lwUnl33wJ/47vPTe2dZiFgYUxdfq3oufmCdh3nS8bbnJ/56eh8iEvXpOanILd0mFc+f0wqdkMnfuvezJ+M7XXjaKd02bSUlKJfO7LmxN3MauhuiFvecGguAX1Fv7AlX7L5XuPqJHy47tQvGtj7vZYpLZ5/KgglKeMhgbhTq94vuwIABEufpjalqLcj9+rpFHva6XFxuPTdTwahvoYNq5J4ZkjSX4dRNzDTw1ecQ+c8Ok6Hk1zE8z6tKf4upn49Z5E6nvl9wL6VqXGd8Oqa1Oce8xHmuEzGnrqruy/4174E+vmR4OHmzBrUoWI2/+dxvicKjK2J+ZdmvOyz+xP+UxJ5dWo5ZReMZ4azw8iTUkl+rYTkVcf53h0yn9NSVl5/papPO/I/vtjedZ/uBmzJlWJuP1cwZn++yQa6WXkdfEpT+zTF+4JdfOneN0K1Bz0PW8evKBcmzqUblKFfR2yn37ov674+O5Ydm2KW695cmWaUeF+3xF24la2+/OzZ+M3UWvdaNrK6n8+vD1xF1M1q/8J3yZNTXvNqYJo1FMyExMTIiOzViAjIiKy7U1Xrlw5Ro4cyYwZM7C3t5fbV6FCBW7fvk1ycrJsdVozMzPMzMx48+ZNjuOqWLFijuaes7e3JyUlRa4xTSqVoqury8aNGxXmYfny5TRu3JipU6dm+ZsAL168yNEKvUWLFqV8+c8PpypbtixmZmbY2toSEhJC3759uXnzZrbpZ86cyeTJk+W2Ta4+5LN/w+nyY3wyrGSlpZP+NTKxMpPrrWdiZcZrN1+F54gJjyY1JRVjS/l/LxMrUyIzPRXMyMcxvXdj4TJFCfMPxrZJNUrYlqZOh0bAp+HWq5/u4p9Nxzmz9shn8/K1Et5Hk5aSir6VfPz6lqYqGSaRW+LC0/NlmKlcDC1NiMkmXzGhERhlSW9KTOanu/GJhPsFE+4XzNtnXoy7vprafVtyZ/Nphed9+8wLTW0tzEpa8e5V3q7ol/ihPHUzlaeulSkJIRFffd44vxDudF+EpoEuWkb6JIZEUG/bBGL9VTdf18e86mXKq56laZaepzllUaMs+lamdLywWLZNQ0uTwo1ssR3aBocyQ5CmqbbikvQ+KtsyTvxCGduMsaP8hC7c67OUaHf/PIzy3yso5ZmUXT6tTEgI+fprbkJIBFGeb+W2Rb18S0m77OeDzUsp4VFIU1LRspSfTF3L0oyU0PfZHyiVkuyffp1MdH+FTrnSWIzqI9eoJ41PJNk/kGT/QIKcPLC5uAPT3u14vy1vfic/J/l9NNKUVHQylaeOlSlJX/g+lhzTmVITuuHcZyGxX/g+JviHkPQuCv2yRVXSqJf6Pr08tS3N5LZrWZqRHKp4gv2PCv/UjcJjeuA1cD4JmRYBi3/ujUeHSWgYG6ChrUXK+ygqnlpJnLPiVUnzWvblaUbyF8qzxJgulJrQned9FhLn/vkFeRL8Q0h+F4le2aKghEa9+PfZ1YlMic3m+hobGoGBlfwCCwZWJsR+qBPFv48mNTmFdy/lrzvvvd5Son760MzSTapgZl2YCS7b5dJ02fYzbx96cLhv3q/+m/KhTLUzjbrQtjQj6TP1dIBio7tSfFwP3Pv+lm2ZGjeojH75krwcvSaXIv4631I3+Jw4vxDudl8oV/+rs20icSqs/wmCMrx//54JEyZw5swZNDQ06NmzJ+vXr8fI6MtTJ0ilUjp27Mj58+c5ceJElgVBP0fMqadktra2PH2atSv506dPZY1cisybNw9PT0/ZPHEf9e/fn5iYGDZv3vxNcQ0YMIDLly/z7NmzLPuSk5OJjY0lJSWFffv2sXr1ahwdHWUvJycnihcvjoODg8JzN2jQgB49ejBjxgy57bVq1aJKlSqsXr2aNAXDCCIiIr4pT+PGjcPFxUXWq1ARXV1dTExM5F5fGnqbGJtAqF+Q7BX48g2RIeFUavJpsmo9I33K1irPq6ceCs+RmpyCv8srKjf5NCGyRCKhUpPqvHrqme3fLlWlDACRIemV4a2jV7Gow68s7jiVxR2nsn/GFgBW9ZnH9X3nP5uPb5GWnErocx9KNM3Qo1EioUSzqgQ/UU2lOjekJacS+NyHspnyVbZpNd48VbwK9ZunXvLpAZvm1Xjz9PP/DhINiaxBWJEiVa1JS03LMuwlL0iTU4l09sGquXy+rZpVJfzx51ffzonUuEQSQyLQNjWkcMsaBJ1/8s3n/Fppyam8d/ahaDP5vBZtVpWwr/zsBt1y5UyrGZxtM1v2euf4Cp/jdznbZrbKG/TgUxnLLXIhkWD5hTIuN64zFSf14H7/5UQ6vVJCpP9OQSnPtORUwp19KJIpn0WaVSPsydd/R8MeemKcaZiycblixL0J++pzfpPkFBJcvTBsXPPTNokEg8a1iHf8F4teSSRo6GS/+jwAGhpfTpNHpMkpRDu/kl8UQSLBrFl1oh9nXwcoOa4LpSf14nn/JcTk4PuoU8wCbXMjEr+wynNekSanEPfcG+OmnxYKQCLBuGkN4rKpHwEUHt2dohP74P3jAuI/01CXFh1HyvsodMsUw6BGOSIvPsjN8HPsc+UZ9Tj7fJYc15XSk3ri0n8xMU7eX/w7OsUs0DI3JimbFUdzW1pyKsHPfSidqU5UumlVArKp4wQ89cI6U53Iulk1Wfq05FSCnF5hnmn4rnnZYkR9uO482HyGvW1nsa/9bNkL4NrCPzn/q3xDX16RJqcQ6+wtt8gFEgkmzWoQ8yT7Mi02thslfunFi4GLiHXOvkwL9/+eGCcv4rJ5+K8sX1s3yKms9T/VLYQnCMowcOBAXF1duXTpEn///Tc3b97kp59+ytGx69at++oe56KnXh6KjIzE0dFRblunTp3YuHEjEydOZMSIEejq6nL27FkcHBw4cyb7lUuLFCnC5MmTWblypdz2xo0bM2XKFKZMmYKfnx89evSgVKlSBAYGYm9vj0QiUbgIRWa//PILZ8+e5fvvv2fRokU0a9YMY2NjHj9+zO+//469vT2+vr6Eh4czfPjwLD3yevbsib29PaNHj1Z4/iVLllC1alW5uf8kEgm7d++mdevWNG/enNmzZ1OpUiViYmI4c+YMFy9e5MaNG7L0ERERBAXJz8VgbGwst4hHRgYGBowcOZL58+fTrVu3PB2WcWXXWTpO6EmIbxBhr0PoOqUvEcHhOF58JEsz6cA8nl14KGtsu7zzb4asHofvc298Hb34frgdOga63D16DQDL0kVo0LUZLteeERsRTYlK1vSZOxjPB268fZH+dD4s02pZRhbGAAR6vSE+Km9Xa3Te8Q+t1owi1NmHEEdvagxvj7a+Lh5H0sus1dpRxAaF8/D39F4QGtqamFdIn4dEQ0cLw6IWFKpSmuS4RKJ80/OhZaCLaZkisr9hUsqKQlVKkxgRS0zAuzzNz0f3dv5Dt9WjCHD2IcDJm4bD2qNtoIvj0fR8dV0zmuigcK6uOAzAg93nGXx4Do1GduTl1WdU69yY4tVt+HtGeq9abX1dmo/visflp8SERGBgbkS9wW0wKWKO29n0G5CSdcpTolZ5fO+5kRgTT8m6FWg3dxDPT9wmIY/L8SOvbeeos340EU6vCH/mTbmRHdA00MP/UHq+6/wxhvjA97gvTc+3RFsT44rpcyJpaGuhV8wCk6rWpMYmEPuhPK1a1kAigRjvQAzLFKHqvAFEewXIzqkq7tv/ocm6Ubx38iHsmTeVR7ZHy0AX7w9xNVk/irigcByXffrsmlb88NnV1sKgmAXmVUuTHJtIjG8wKbEJRHrI94xOiUskMTwmy3ZVerXtLLXWjyHC6RURz7ywGdkBTQNdWXnU+mMMCYHhvFia/vCo3PjO2E7tzbOxG4l/HSp7kp8Sm0BqnPJWZv6SglKeHtv+oeH69Hy+c/TG9kM+fT7ks+GG0cQFhfP8w3dUQ1sTkwzfUf2i5phVtSYlNoGYD99Rz+3/8P2Z+VSe2IXXpx9gUbsc5Qa14vFUe8VBKMH73Sco9vtk4l1ekuDsifngrmjo6xJ57BIAxVZMISX4HaGr9wBgMaoPCc9fkvw6EImONkYt6mHa9TuCftsEgERfl0Jj+hFz5T4poeFomptgPrATWkUKEfWP6oYYv932N7brxxHj5E3UMy9KjrRDw0CXoEPpdQDbP8aTGPge36XpU5eUHN+VMlP78mLsehJeh8p6EKXGJpAWl4CGgR7Wv/Ym7O/76XO5WReh7NwfiPcJIvy6o4pyCSE7T2G9+mfinnsR6/iSwsM7o2Ggx7sj6dOLWK/9haSgdwT+vh+AwmN6UGzyAHwnribpTQhaH/KZ9iGfAGZ2TUh5F0VSQCj6ttaU+G0EkRceEH3LURVZBODttjPYrh9PtJM30c+8KPGhPIM/lGfFPyaQFPguQ3l2w3pqX16MXZfD8ixKmbmDlF6ej3f+Q4fVowh+7kOgozd1h6fXiVw+1PU6rB1FTFA4tz7U9Z7uukDfI7OpN7IDr646UqlLY4rWsOHSjF2ycz7ado7Om8bz5sELXt91p2zLGpRrXVvWAy8uNFLhqI/ot++IfB2qhFynC9x+hnLrJhDj5EXMs5cUG9kZTQNdQg9dBaDc+okkBb3j9bL0uY+Lj+tOyV/74TVuLYmvQ7KU6UeaRvpYdG6C34I9SsvL5/zbukHW+p85Jh9+W+Iy1P+QSIjxDsCwTFGqzBtAjFcAr1Vc/8upuLh4/N8EyN6/DQjmhac3pibGFCuqnPnLCwIpqn/onZvc3d05f/48jx49ol69egD88ccfdOzYkVWrVmWZNiwjR0dHVq9ezePHjylW7N/PCS0a9fLQ9evXswwrHT58ODdv3mT27Nm0bt2apKQkKlWqxNGjR2nfvv1nz/frr7+yZcsWEhIS5LavWrWKBg0asGXLFnbt2kVcXBxFihThf//7H/fu3cPExCSbM36iq6vLpUuXWLt2Ldu2bePXX3/FwMCAypUrM3HiRKpVq8bcuXNp3bq1wiG2PXv2ZMWKFTg7Oyv8exUrVmTYsGFs3y7/hK1BgwY8fvyYJUuWMHLkSMLCwihWrBhNmjRh3bp1cmmHDh2a5bzLli3L0gMwo/Hjx7NmzRqOHj1Knz59vvjv8LUubD2Fjr4eg5aNwsDEAK9HL9gweAkpGebJsLQuImt0A3j8912MLEzoMqkvJlZmvHH3ZcPgJbLFM1KTU6jcrAbfD7ND10CX9wHvePrPA85tPJZn+fg3vM88QM/ChPpTemJgZUqYmx9nf1hBfFj6HHHGJSwhw1wJhkXM6X1hqex9rdF21BptR8A9d073Sa/IFa5hQ5ejn+ZQaTI/fUEWj6M3uTZZOU9n3f6+j2EhY1pO7oWRlSnBbn4c/PF3Yj/ky7R4IbmeOm+evOT4xE20+rU3303tw3vfIA7/tIZQz/Sb/7S0NAqVL07vXs0xMDcmPiKGAKdX7Om9iNAPw09SklKo2rkxLX7pgaauNhGvQ7lvf577O88pJc8AAafuo1vIhErTeqFrZUaUqx/3+y8n8UO+9UsUQpqhR61eUXNaXfk0n2SFsZ2oMLYTYXfduNMjfdiitok+VWb1Q6+YBckRMQScfYT7ssNIU1KVli9F/E4/QLeQCTWm9kTfypRwVz+uDlxBwoe8GpawlCtj/SLm2F369NmtMsaOKmPsCL7rzqVeeT8MKLcEnLqPTiETbDOU8YP+y0n6cM3RL2EJGfJdZnAbNHW1qWc/Se48Hqv+wnPVf+M6BAWnPF+fvo9uIWOqTeuFnpUpEa5+3Bjwu+w7alBC/tqkV8Scdpc/5bPS2E5UGtuJkLtuXOuZns/3Tq+4PWwdNWb1peqk7sS+DuXZvD/xO34XVYk+dxNNCxOsJv6AppU5ie6veD18HqnvIgDQLmYlt0iAhr4eRX8bi1ZRS6QJSSS+ek3A1FVEn/sw9UZqGro2JTHtPhtNc1NSw6NIeO6J/4CpJHmpbjh56Km7aBcywXpaX3SszIhx9cWl/xKSP3wfdTN9bosPbouGrjZV7H+VO4/fqiP4rToKaWkYVi5NkT4t0DIxTF9E47ozvr8fQqrCeVkjztxGy8KEYpMHoGVlTrybD94/LCDlQz61i1vK/bZYDmqPhq42Ntvk63aBax0IWpveqKBd2IISc4ejZWlKSkg4749dI2iD8odRZxQmK89+svJ0zVSeGT+3xWTlKT81jd+qI/ivOvKhPK0p3KclWiYG6YtoXHfCT8nl6XHmAQYWJjSdnF7XC3Xz468fVhD34bpjUlz+cxrw5CVnJ26m2a+9aTatDxG+QZwcuZYwz08PRLwuPObSrF00HNeF7xb8SLh3IKdGrefto+x7qarCu9N30CpkQqmp/dG2MiPO1YcXAxdlW6ZFfmyHhq42FXdOkzvPm9WHebP6sOx9oa7NQCLh3cnbysnIF/zbuoFeUXNaXFkue19+bGfKj+1M2F037vVYBICWiQGVM9T/As8+5MV/oP6XUy4vXjJswnTZ+xV/pN+DdO3QmiVzpqgqLCGXKFooU1dXF11d3W8677179zAzM5M16AG0bt0aDQ0NHjx4QPfu3RUeFxcXx4ABA9i0aRNFixb9qr8tkarrur6C8JVGlemt6hCUpnbqt1288osQjYJxmauZWDDyGZ2D3sfqwDQtf1R+v1WkRs5XG8/PtAtIdaumsXKGBv4XhEQpHimgbox1klQdglLEJKlmOLayPdDRU3UIStEsRTkjHVQtNK1g1OXbu/x3H7rlJm1LG1WHoDT6+tYq+bvTpw/NslDm/Pnz+e23377pvEuXLmXv3r14eMgP0S9cuDALFixgzJgxCo8bNWoUqamp7Ny5E0gfzfhv59QTPfUEQRAEQRAEQRAEQRAEtaZooczP9dKbMWMGv//++2fP6e7u/lWxnD59mqtXrypc1+DfEI16BUTVqlXx81O8AtO2bdsYOHCgkiMSBEEQBEEQBEEQBKGgUdWA0X871HbKlCkMGTLks2lsbGwoWrQoISHyKzynpKTw/v37bIfVXr16FW9vb8zMzOS29+zZk+bNm3P9+vUcxSga9QqIc+fOkZycrHBfkSJFFG4XBEEQBEEQBEEQBEEoiKysrLCysvpiusaNGxMREcGTJ0+oW7cukN5ol5aWRsOGDRUeM2PGDEaMGCG3rXr16qxdu5bOnTvnOEbRqFdAWFurZsy6IAiCIAiCIAiCIAiCuqpcuTLt27dn5MiRbN26leTkZMaPH0+/fv1kK9++ffuW77//nn379tGgQQOKFi2qsBdf6dKlKVu2bI7/dsGYbVwQBEEQBEEQBEEQBEFQOamK/peXDhw4QKVKlfj+++/p2LEjzZo1Y/v27bL9ycnJeHh4EBeXuwv5iJ56giAIgiAIgiAIgiAIgvCVLCwsOHjwYLb7y5Qp88W5BL9mrkHRqCcIgiAIgiAIgiAIgiAohaoWylBHYvitIAiCIAiCIAiCIAiCIOQzolFPEARBEARBEARBEARBEPIZMfxWEARBEARBEARBEARBUAox/Db3iJ56giAIgiAIgiAIgiAIgpDPiJ56giAIgiAIgiAIgiAIglKIfnq5R/TUEwRBEARBEARBEARBEIR8RjTqCYIgCIIgCIIgCIIgCEJ+IxUEQeUSEhKk8+fPlyYkJKg6lDwl8qleRD7Vi8ineiko+ZRKC05eRT7Vi8inehH5VC8FJZ+CepBIpWLZEUFQtaioKExNTYmMjMTExETV4eQZkU/1IvKpXkQ+1UtByScUnLyKfKoXkU/1IvKpXgpKPgX1IIbfCoIgCIIgCIIgCIIgCEI+Ixr1BEEQBEEQBEEQBEEQBCGfEY16giAIgiAIgiAIgiAIgpDPiEY9QfgP0NXVZf78+ejq6qo6lDwl8qleRD7Vi8ineiko+YSCk1eRT/Ui8qleRD7VS0HJp6AexEIZgiAIgiAIgiAIgiAIgpDPiJ56giAIgiAIgiAIgiAIgpDPiEY9QRAEQRAEQRAEQRAEQchnRKOeIAiCIAiCIAiCIAiCIOQzolFPEARBEARBEARBEARBEPIZ0agnCIIgfBU/Pz/c3NxIS0tTdSiCkMWRI0dISkqSvX/z5o3cZzUuLo4VK1aoIjRBEBSIjo4mKipK9oqJiVF1SIKQxebNm1UdgiAIghyx+q0g/Mf89ddf9OrVS9VhCILMrl27iIiIYPLkybJtP/30E/b29gDY2tpy4cIFSpUqpaoQc0WfPn3Ytm0b5ubmqg5FyAWampoEBgZSuHBhAExMTHB0dMTGxgaA4OBgihcvTmpqqirDFP6FzZs3M3bsWFWHoXTR0dFkrK5raGhgZGSkwohyh6OjI7NmzeLcuXMAGBsbExcXJ9svkUi4d+8e9evXV1WIwr9w+vTpHKXr0qVLHkeStywsLKhfvz67d++mePHiqg4nzyxcuDBH6ebNm5fHkQiC8CWiUU8QlCwlJYUXL16go6NDxYoVZdtPnTrFvHnzePHiBYmJiSqM8Nt17NgRBwcHTE1NAVi+fDmjR4/GzMwMgHfv3tG8eXPc3NxUGGXuiI+P58qVK3Tq1AmAmTNnypWfpqYmixYtQk9PT1UhfrNGjRoxatQohg4dCsD58+fp3Lkze/bsoXLlyowfP54qVaqwc+dOFUf6bZo0aYKvry87duzAzs5O1eHkuYcPH1K3bl00NTUV7k9MTOTUqVP06dNHyZHlDg0NDYKCgmSNesbGxjg5Oalto566lycUnJvpgtLYNXz4cMqVK8esWbOA9Hxu27aNEiVKIJVK2bVrF1KplP3796s40m8XGBjIxo0bWbJkCQDNmjWTK1NNTU1OnjxJiRIlVBXiN9PQkB8AJpFIyHybKZFI8v01NyAggJEjR3Lv3j02bNjAoEGDVB1Snqhdu3a2+yQSCR4eHiQkJOT78vw3RMcL4b9KDL8VBCVycXGhfPny1KxZk8qVK9OjRw+Cg4Np0aIFw4YNo0OHDnh7e6s6zG924cIFuYatpUuX8v79e9n7lJQUPDw8VBFartu7dy/btm2Tvd+4cSN3797l2bNnPHv2jD///JMtW7aoMMJv9/LlS+rVqyd7f+rUKbp27crAgQOpU6cOS5cu5cqVKyqMMHfcuXOHSZMm0bt3b0aMGKH2Q78aN27Mu3fvZO9NTEx49eqV7H1ERAT9+/dXRWjCVygI5eni4oKWlhbVqlXjzz//VHU4eeaPP/6gWbNmctv279/P1atXuXLlCgMGDGDDhg0qii733L17lw4dOshta9SoES1atKBly5aMGzeOmzdvqii63LV582bCw8Nl752cnGjevDldu3ala9euaGpqsnbtWhVG+O3S0tLkXgYGBnh5ecltU4cGoOLFi3P27FnWrFnDxIkT6dmzJ0+fPsXZ2Vnuld99rMdmfu3evZvChQuTnJzMyJEjVR1mrkpJScHFxQVPT0+57adOnaJmzZoMHDhQRZEJwudpqToAQShIpk+fTvny5dm4cSMODg44ODjg7u7O8OHDOX/+PPr6+qoOMVdkfjKrzh2CDxw4wLRp0+S2HTx4UNYb6M8//2TTpk1MmjRJFeHlivj4eExMTGTv7969y/Dhw2XvbWxsCAoKUkVouUoikTB16lQ6d+7M0KFDqV69OhMmTEBLS/6ncuLEiSqKMHfl5Huqzt9ddVMQyvPjzfSePXuYOHEiJ06cYPbs2Vm+ozVq1FBRhLnj7t27jB8/Xm5bo0aNZL8r+vr6+brH5Ud+fn5YWVnJ3i9cuBBLS0vZ+2LFihEcHKyK0HLd33//naUh9ueff5aVaaNGjZg8eTKrVq1SRXjCVxgyZAglS5akffv2nDx5EqlUKuudqA49EjPz8fFh7ty5HD58mB49euDq6kqFChVUHVaucXFxoVOnTrx+/RqArl27smXLFvr06YOLiwsjR47k7NmzKo5SEBQTjXqCoESPHj3i4sWL1KpVi+bNm+Pg4MCsWbP44YcfVB2a8JW8vLyoXr267L2enp7cEJQGDRowbtw4VYSWa6ytrXny5AnW1taEhYXh6upK06ZNZfuDgoJkQ63VQaVKlRg+fDijR49m7dq1cg0GEolEbRr1ckIikajNHMnbAABqtklEQVQ6hG9y4cIF2WczLS2NK1eu4OLiAqT3XCto8nt5fqTuN9MFpbFLT08PPz8/SpYsCZDl4dfr168xMDBQRWi5ztfXl7Jly8ret2nTBkNDQ9l7W1tbfHx8VBGa8JXWrFnD3LlzGTRoEHPnzs3ycEFdhIWFsWDBArZv306zZs24e/duvh/6r0hB6XghqCf1vPoIwn9UWFiYbB4gU1NTDA0NadSokYqjyn0SiSTLzaO63ExmFhERITfUODQ0VG5/Wlpavp8jcfDgwYwbNw5XV1euXr1KpUqVqFu3rmz/3bt3qVatmgojzD3BwcGMGDGC27dvY29vz+DBg1UdkvANMpffqFGj5N6r63VJ3an7zXRBaeyqXbs2J0+elHtIlNHx48c/O69XfpKcnExoaKisTI8fPy63Pzw8PMucdMJ/06tXrxg8eDAvX77k4MGDdO3aVdUh5YnY2FhWrVrFmjVrKF++PGfOnKFt27aqDivPiI4XQn6mXrUgQfiPk0gkREdHo6enJ+tREB8fT1RUlFy6jEMd8yOpVMqQIUPQ1dUFICEhgdGjR8ueSuf3Rq6MSpYsiYuLC7a2tgr3Ozs7yyrx+dW0adOIi4vj+PHjFC1alKNHj8rtv3PnDv369VNRdLnn0KFDjB8/nlq1auHk5ETp0qVVHVKec3Nzkw2dlkqlvHjxQjaXYFhYmCpD+2ZpaWmqDkHp1Lk8oeDcTBeUxq6xY8fSr18/ypQpw5gxY2SNWqmpqWzevJk//viDgwcPqjjK3GFra8vdu3ezLbdbt27JLZ6mDhQ94FUHNWrUoH379pw4cUKuB626KVeuHNHR0UyYMIH+/fsjkUgUzhWY36c7+KigdLwQ1JNY/VYQlEhDQ0OugvOxYS/z+/w+dOjjKqlfsnv37jyOJO/9/PPPXL58mSdPnmRZ4TY+Pp569erRunVr1q9fr6IIhZwyNDTk999/zzKXlbr6eD1SVA1Qp6GMBUVBKE8jIyPatWvHtm3b1Ppm+tixY/Tr149169YpbOyaMmUKBw8eVItVGKdPn87KlSsxNjaWzS/36tUrYmJimDx5MitXrlRxhLlj5cqVLF++nGvXrmVpBHFycuL7779n+vTpTJ06VUURfjtzc3O5Om1ERAQmJiZZeiBmXDgtP1q8eDFTp06VPbhWVxnLLfNvi7r8pmSkqamJp6cnVlZWSKVSSpUqxe3btylTpoxcuvze8UJQT6JRTxCU6MaNGzlK16JFizyORMgtwcHB1KpVCx0dHcaPHy970u7h4cHGjRtJSUnh2bNnFClSRMWR5p3AwECWLFnCxo0bVR3KNxk4cCBbt27F2NhY1aEohZ+fX47SWVtb53EkecPT05OIiAgaNGgg23blyhUWL15MbGws3bp1Y9asWSqMMHepe3lC+sJDgwYNUnUYSlFQGrsA7t+/j4ODAy9fvgSgQoUK9O/fX616ySQnJ9O6dWvu3r1LmzZtZL37PTw8uHTpEo0bN+bKlStoa2urONKvt3fv3hyly+/TWmhqahIYGEjhwoVVHUqeKgi/KRkVlI4XgnoSjXqCIAjfyMfHhzFjxnDp0iXZk0yJREKbNm3YvHmz7IYsP3N1deXatWvo6OjQp08fzMzMCAsLY8mSJWzduhUbGxtcXV1VHeY3KSgV9YKie/fuVK9enYULFwLp39OqVavSvHlzKlWqxK5du1i0aBG//PKLagMVcszb25slS5awa9cuAEqXLi0bXgzp3+Hbt29nOx1CflMQGrsKkqSkJNasWcOhQ4fw9PQEPpXppEmT8n3Pr5s3b9KkSRO1m+MyMw0NDYKCgkRdQc2IjhdCfiYa9QRBiY4cOUK3bt3Q0dEB4M2bNxQvXlzWxT0uLo6NGzcybdo0VYb5zQIDA9m4cSNLliwBoFmzZsTFxcn2a2pqcvLkSUqUKKGqEPPE+/fv8fLyAqB8+fJYWFioOKLccfr0aXr16kVKSgoANjY27Nixgz59+lC3bl1++eUX2rdvr+Iov52oqMs7fvw4v/32m8I5dPKDUqVKceTIERo3bgykD5n666+/cHR0BMDe3p4//vhD9j6/O336tMLtpqamVKxYkWLFiik5otw3adIk9PT0WLZsGQDGxsbMmzdP9p09fPgwpUuXZuvWraoMU8ghf3//HKUrCPObqoOC8mBMQ0OD4OBguRWq1VFOf/vVZU49QcjPRKOeIChR5gqPiYkJjo6Osp5cwcHBFC9ePN937Z47dy7v3r1j8+bNQPqN17Bhw2SNXP/88w/NmjVj1apVqgxTyKEGDRrQtGlTFi1axM6dO5k8eTJVq1Zl165d1K9fX9Xh5RoNDQ1evnz5xYq6Os2nsm3bNi5duoSOjg4///wzDRs25OrVq0yZMgVPT09+/PFHtmzZouowv4q+vj6enp6UKlUKgO+//54mTZqwaNEiIL3XV926dYmIiFBhlLnncytnSiQS+vXrx44dO/L1qqnVq1fH3t5eNqTa2NgYJycn2W/ojRs3GDFihKxnW35VUBq7Mg93+yjjsDeJRCJ7oCT8txWUB2MaGhpUq1btiz0Snz59qqSI8sbn5mn9SJ2GoxaUjheCehKNeoKgRJkrPJlvSNSlUa927dps2LCB5s2bA1nzeeHCBSZPnpzvh2sCDBs27ItpJBIJ9vb2Sogmb5iamvLkyRPKly9Pamoqurq6nD9/ntatW6s6tFyV3Q3mR+o2n8ry5cuZN28eNWrU4MWLF0ilUmbPns0ff/zBzz//zKhRozA3N1d1mF+tRIkSnDhxggYNGpCWloa5uTkHDx7Ezs4OAHd3dxo1akRkZKSKI81bkZGRPHnyhHHjxtG9e3eWLl2q6pC+mrGxMe7u7rIVxSdNmsScOXMoVKgQkD4HVKVKlYiPj1dlmN+soDR2OTk5KdwulUo5dOgQGzZswMjIiJCQECVHlvvKli37xZVgJRIJ3t7eSooo9xWUHmwaGhpMmTIFIyOjz6abP3++kiLKGwVtTr2C0vFCUE/qPemBIAgq4evrS9myZWXv27Rpg6Ghoey9ra0tPj4+qggt14WHh2e7LzU1lcuXL5OYmJivG/Wio6NlvdM0NTXR19dXi3kCFfnrr7/UZtj0l+zevZsdO3YwePBgbt26RYsWLbh79y5eXl5y39f8qmXLlixatIjNmzdz9OhR0tLSaNmypWy/m5tbllXt1JGpqSnfffcda9eu5ZdffsnXjXoaGhoEBATIGvXWrl0rtz84ODhfLzTw0bNnzxRuz9zYld/VrFkzy7bLly8zY8YMPD09mTZtGlOmTFFBZLnvc3N3+vr6sm3bNhITE5UXUB4ZMmTIF+cGPH78uJKiyTtTp05V+x6JOWmsc3FxUUIkypG5n5Po9yTkJ6JRTxCEXJecnExoaKjsxitzBS48PPyzQ8XykxMnTijcfurUKWbNmoWuri7z5s1TclS578KFC5iamgKQlpbGlStXslTmunTpoorQclXTpk3VvqL+kb+/P9999x0AzZs3R1tbmwULFqhFgx7AkiVLaNOmDdbW1mhqarJhwwa5vO3fv1+W/4KgUqVKvHnzRtVhfJOqVaty+fJluRWNM7pw4QLVqlVTclS5ryA1dn309OlTpk+fzq1btxgxYgTnzp1Tq2vxzz//nGXb+/fvWbRoEVu2bKFhw4b8/vvvKogsdxkbG6Ovr6/qMPLUl3pcvnnzhoULF7J9+3YlRaRc0dHRODg4sHPnTp48eSJ6rgnCf4Bo1BMEJftc44i6zO1ka2vL3bt3qV27tsL9t27domLFikqOSjnu3LnDjBkzePr0KePHj2fGjBn5egjjR4MHD5Z7P2rUKLn36jQstaBITExET09P9l5HR0eteimWKVMGd3d3XF1dsbKyonjx4nL7FyxYIJtvryB49epVln+D/Gbo0KH88ssv1KxZUzaM+qMzZ86wfPly1q1bp5rg8oi6N3Z5e3sza9Ysjh07Rp8+fXBzc1PbnuAfxcfHs2bNGlatWoW1tTXHjx+nY8eOqg4rV2zYsEGtPp+KfKkH17t377C3t1e7Rr2bN29ib2/PsWPHKF68OD169GDTpk2qDksQBESjniAoXU4aR/K7fv36MW/ePJo3b55lVSwnJycWLlzI9OnTVRRd3nBzc2P69OmcP3+eH3/8EQcHB1lPxfwuLS1N1SEoxcceXQXJ3LlzZQsnJCUlsXjxYtlDh4/WrFmjitByhZaWlsJeT5DeiLl06dICsWCPo6Mjv/76a5aGsPxm5MiRXL16lc6dO1OpUiVsbW0B8PDwwMPDg549ezJy5EgVR5k7CkJj19ixY7G3t6dVq1Y8fvyYWrVqqTqkPJWamsqOHTtYsGABenp6bNiwgUGDBqlFvQ/Uo/6aEz4+Pmo/b+BHQUFB7NmzB3t7e6KioujTpw+JiYmcPHmSKlWqqDq8XFcQOl4I6kkslCEIQq5LTk6mdevW3L17lzZt2sjdeF26dIlGjRpx9epVtZj76PXr18ybN48///yTTp06sXTpUipXrqzqsISvEBIS8tkeBikpKTx9+jTboX/5TcuWLXM0cfvVq1eVFFHei42N5dChQ9jb23P//n2qVKmiNnMCmZubKyzP2NhYUlJSaNOmDUeOHFGL1ZsPHTrEoUOH8PT0BKBChQr079+ffv36qTiy3JGxsWv58uVq29iloaGBnp4elSpV+my6/L6KKKSvrDlnzhwiIiKYPXs2Y8aMka2yqS6+tPqtu7s79vb2av8gxcnJiTp16uT70QudO3fm5s2b2NnZMXDgQNq3b4+mpiba2to4OTmpXaNeTqYFEqNShP8q0agnCEKeSEpKYs2aNQpvvCZPnoynp6dazH1kYGCARCJh/PjxNG3aNNt0+Xm+ubFjx7JixQrZxOwODg506dJFNj9ZREQEAwYM4Ny5c6oM85tlXvmsevXqnDt3TjZEU6x8ln/duXMHe3t7jhw5Qnx8PJMmTWLEiBFfbEzIT/bu3atwu4mJCba2tmp3A6bOCkpj14IFC3KULr+vIgrpZaqvr0///v0/27Cen3tG37hxg6ZNm6Kl9WkgmDo/SMmOujTqaWlpMXHiRMaMGUOFChVk29W1UU8Q8jPRqCcIKnD16lWOHz+Or68vEomEsmXL0qtXL/73v/+pOrQ8FRUVJavcPX78ON9XeKBgPNnL3NhlYmKCo6OjbCiYujR2Ze5lYGxsjJOTk1w+ixUrVmCGI+d3ISEh7Nmzh127dhEZGUn//v0ZMGAAjRs3Fjckaurp06fMmzePv//+W9WhfJOC1NhVUBS0ntHq/CClR48en90fERHBjRs38n2d6P79+9jb23P48GEqV67MDz/8QL9+/ShWrJj4DRWE/xgxp54gKNno0aPZvn075ubmVKxYEalUyt27d9m0aRNjx47ljz/+UHWIuU7R5LobN25UdVi5oiA08GR+9lOQnwWp05xB2d2YmJqaUrFiRUaMGJGv5w2ytramV69erF+/njZt2qjNits55erqKndTqampSdWqVVUYUe64cOECly5dQkdHhxEjRmBjY8OLFy+YMWMGZ86coV27dqoO8ZuJxjr1c/36dVWHkOcUPUi5fv06jRs3ZtiwYWrRoAdkmXdW0f4ff/xRSdHknUaNGtGoUSPWrVvH4cOH2bVrF5MnTyYtLY1Lly5RqlQpjI2NVR1mrnny5Am//vorp06dytKbNjIykm7durFu3bps5+kVBFUSjXqCoEQnTpxg9+7d7Nq1i8GDB8saCNLS0tizZw9jxoyhTZs2+Xqo5kcFbXJdQchvsrsxiYiIYMeOHaxcuZKbN2/m22Hy1tbW3L59m9KlS2Ntba02N5TZuXXrFpMnT+bRo0dA+g1ZXFycrBFeIpFw4cIFWrdurcowv4m9vT0jR47EwsKC8PBwdu7cyZo1a5gwYQJ9+/bFxcVFzGmaj9SuXTtHD0ry+zDjgqKgPEjZvXu3qkNQKkNDQ4YNG8awYcPw8PDA3t6e5cuXM2PGDNq0acPp06dVHWKuWL16Nd99953C4fGmpqa0adOGlStX8ueff6ogOkH4PNGoJwhKtHv3biZPnsyQIUPktmtoaMj9WOb3Rr2Mk+uuW7dONrnu1q1bVR1arstpZSa/l2lBIJFIiI6ORk9PD6lUikQiISYmhqioKADZ/6uLz92YpKWlMXLkSGbOnMmZM2eUGFXuefHihWwIWP369alYsSKDBg0C1KvH5UebN2/mhx9+kNt27do1rK2tkUqlbNiwgS1btuTrRr3169fz+++/M3XqVI4dO0bv3r3ZvHkzz58/V5vVxqHgNHZ169ZN1SEozeTJk3OULj/PqVfQHqQUBFFRUTx48ICkpCQaNGiAra0tK1asYNmyZZw5c4Zdu3apOsRc8+DBA2bMmJHt/s6dO7Nz504lRiQIOSfm1BMEJSpZsiTHjx/PdvXMBw8e0LNnT968eaPkyHJXQZpctyDMqaehocFPP/2EgYEBAJs2bWLQoEGynl5xcXHs2LEjX+cR0vOZ8Ub6Y8Ne5vf5PZ855eTkRIcOHQgICFB1KN8sJiYGBwcHdu/ezf3792nRogUDBgygW7du+XqIcUYVKlTgxIkTsp6VmeeEfPbsGXZ2dvm6PA0NDXF1daVMmTJIpVJ0dXW5du3aZxcpyo/EnHrqp1WrVl9Mow5z6n18kHL06FHZg5Rp06bh7OysNr1os2t0/zh1xc8//6wW9VxHR0c6duxIcHAwUqkUY2Njjhw5ohZTHCiip6eHu7s7ZcuWVbjfx8eHKlWqEB8fr+TIBOHLRKOeICiRnp4er169onjx4gr3v337lvLly+f7Hwwxua56yckE35DeKyg/u3HjRo7StWjRIo8j+W/w8vKiXr16REREqDqUXOXu7o69vT379+/n/fv3JCcnqzqkXKGvr4+np6dstebjx4/Tvn17WWO8n58fFStWJDExUZVhfpMvLWYjCMJ/gzo/SMmu0T0iIoKnT59y//59rl69mu8fNrRr146YmBhWrVqFnp4eixYt4vnz57x8+VLVoeWJUqVKsWPHDtq3b69w/z///MNPP/3E69evlRyZIHyZaNQTBCXS0NAgODg42wqNuqwi+lFsbKxsct2HDx+SmprKmjVrGDZsmNpMruvm5vbFRsqVK1cydepUJUUkCLljy5Yt7N69m4cPH6o6lDyRkpLC6dOnv7iSYX5RuHBhjhw5QsuWLRXuv379Or179yY0NFS5geUiDQ0NFi9ejJGREQDTp09n6tSpWFpayqWbOHGiKsLLNfv378fOzg4LCwuF+2NjY1m9ejXz5s1TcmS567vvvstRuvzee62gU9cHKdmZPXs29+/f58qVK6oO5ZtYWlpy8eJF6tSpA6Q3WlpYWBAREaFw3rn8bujQoXh5eXHr1q0s+6RSKc2bN6dChQoFbk5FIX8QjXqCoESZhzFmpi7DGBX5OF/g/v37iYiIUJvJdUuVKsWdO3coXbq0wv2rVq1i1qxZJCUlKTky4d/K6Zx56lKZze77FxkZyZMnT9i5cyc7d+6kX79+So4sdxw5coRu3bqho6MDwJs3byhevLhsyHxcXBwbN25k2rRpqgwz13Tu3BkrK6ts5zgaMmQIYWFh/P3330qOLPeUKVPmi72GJRIJr169UlJEeUNDQwMbGxtOnjypcKEadXkAqKGhgbW1NXZ2dmhra2ebbu3atUqMKm8UhDn1vkTdHqRkx9XVlVatWhESEqLqUL5J5p7RkN472tnZOdshqvmZt7c3devWxdbWlilTpmBrawukz8+7evVqPD09efz4MeXLl1dxpIKQlVgoQxCU6H//+x8eHh5fTKOO1HVy3WbNmtG6dWvu3LmTpQfm6tWrmTVrFvv27VNRdLkjIiICBwcHxowZA8DAgQPlhohramqyY8cOzMzMVBRh7jAzM/tsg4G6zamX3ST1xsbG2Nra5usGPYD+/fsTGBgouyGpUqUKjo6OsqGa0dHRzJw5U20a9SZPnkzr1q0pVKgQU6dOleU7JCSE33//nT///JOLFy+qOMpv4+vrq+oQlMbGxoYmTZqwZ88etW0E+f3339m9ezdHjx5l4MCBDBs2LN+utv0lz549k3t/+/Zt6tati76+vmxbfl/A50sPUpKSkvDy8lJliEqhqalJWlqaqsPIFW5ubgQFBcneS6VS3N3diY6Olm2rUaOGKkLLdeXKlePy5csMGTKEfv36yb6PUqmUKlWqcOnSJdGgJ/xniZ56giAI3yAlJYXOnTsTHBzM9evXZb241q5dy7Rp09i7dy8DBgxQcZTfZuXKlTg6OnLgwAEgvdGnXbt2siHU9+7do1+/fvz2228qjPLbiTn11MuX5l9Tl95OGW3evJlJkyaRkpKCiYkJEomEyMhItLS0WL16NePHj1d1iEIOaGpqEhgYyI4dO5g/fz6zZ8+Wm8dL3T679+7dY9euXRw5cgRbW1uGDRvGgAED1KZXtCLqOB/kx8/tx2uuiYmJ3IMUdfvcZmfp0qWcP3+emzdvqjqUb/Jx8TBFTQUft6vTg86MHB0defnyJVKplIoVK1KrVi1VhyQInyUa9QRBEL5RfHw8rVu3RlNTk4sXL7J161Z+/fVX9uzZw6BBg1Qd3jdr2LAhS5YsoXXr1kDWm5ETJ06wcOHCLD0RBEGVCmKjHsDr16/566+/ZJOZV6hQgV69eskW0MjPOnbsiIODg2zl7eXLlzN69GhZL+F3797RvHlz3NzcVBjlt8v42f37778ZNGgQrVq14s8//8TQ0FBtP7txcXEcPXqUTZs24ebmRkBAgNo27Kljo15BueZu2LBB4faPU1ecPXuWf/75R1Znyq/8/PxylM7a2jqPIxEE4UvE8FtBUKKFCxfmKF1+n/y6oNHX1+fcuXO0aNGCunXr4unpye7du9WiQQ/g1atXsrlFIH0o9cfhNQA1a9ZUi9XQ7O3tGT58eLb7o6OjmTRpEjt37lRiVHnn3r17vHv3jk6dOsm27du3j/nz5xMbG0u3bt34448/0NXVVWGUwr9VqlQpJk2apOow8sSFCxfkVu9dunQpffr0kTXqpaSkfHGKi/ymU6dO3L9/n27dutGwYUNOnz6NoaGhqsPKE0+fPuXGjRu4u7tTrVq1z86zJwiqkt0cjyYmJtja2nLz5k0aN26s5KhyX0FrrBP3aEJ+Jhr1BEGJTpw4ke0+iUSCh4cHCQkJ4gcjH8m42MCYMWP4+eef6datG6ampnL7unTpoorwckVsbCyRkZGynj6PHz/Osl8d5o+ZPHkyJ06cYOfOnRQtWlRu34ULFxg5ciTm5uYqii73LVy4kJYtW8oa9Z4/f87w4cMZMmQIlStXZuXKlRQvXjxfD6u+cOGCrFdXWloaV65cwcXFBUifK1Kd5HThofx8Lco8uERdB5tknlutUqVKPHz4kP79+1O/fn3WrVunmsDyQEBAAHv27GHPnj1ERUUxaNAgHjx48MVV5QVBVXx8fFQdgpAHxD2akJ+JRj1BUKLshic6OjoyY8YMXFxcGDlypJKjEr6FosUGjh07xrFjx2Tv8/ucIzY2Njx9+jTbCcwfP36sFiuhOTk5MXToUKpWrcrGjRvp378/0dHR/PLLL+zfv59ff/1Vbl6r/M7R0ZFFixbJ3h86dIiGDRuyY8cOIL3H1/z58/N1o97gwYPl3o8aNUrufX6fmD6j7BY+ySi/X4sKCkWNlSYmJvz999/Mnj2bIUOGKD+oPNCxY0euXbtG27ZtWblyJXZ2dmhpqeetibOzs9x7qVTKixcviImJkdue3xcdKCgPUqKiojAyMpItAvJRWloaMTExajtsXJ2JezQhPxNz6gmCCvn4+DB37lwOHz5Mjx49WLx4MRUqVFB1WIIgZ+7cuezdu5dHjx5RpEgRuX1BQUE0aNCAH3/8kcWLF6sowty1bt065syZQ8uWLXn+/DlGRkbs2bOH+vXrqzq0XKWnp8fLly9lPTCbNWtGhw4dmD17NpC+0mj16tXlVrkTBFXS1NQkKChIttK4sbExzs7OsocK6jJn19ChQ9mwYYNsMaLMjhw5wtatW7l69aqSI8tdGhoaFCtWjMKFC3+2gf3p06dKjCpvFIRFBzI3cCmS3/MI6T26pk+fjqOjIwYGBnL7YmNjqVOnDqtWraJz584qilDIDeIeTchPRKOeIKhAWFgYCxYsYPv27TRr1ozly5erXYOBoD6io6Np2LAhb9684YcffqBixYoAeHh48Oeff1KiRAkePnyY7Q1ofhMfH8/AgQM5efIkhoaG3L17l+rVq6s6rFxnbW3N/v37+d///kdSUhJmZmacOXOG77//HkgfjtuiRQvev3+v4kiFnBg2bBjr169Xm++hIhoaGnTo0EE2z+OZM2f47rvvZHPMJSYmcv78+XzfaFBQ5LTn8/z58/M4krwnFh1QH23btqVPnz6MGDFC4f5du3Zx+PBhLly4oOTIcpe/vz+lSpVSqx7tOSHu0YT8SDTqCYISxcbGsmrVKtasWUP58uVZtmwZbdu2VXVYQi44evQoDg4OeHp6AlCxYkUGDBhAr169VBxZ7ggPD2fmzJkcOXJENoTGzMyMPn36sHTpUiwsLFQbYC65c+cOQ4cORUtLi3Xr1rFz507OnTvHkiVL+Pnnn1UdXq4aM2YMTk5O/P7775w8eZK9e/cSEBAgWwTlwIEDrFu3jkePHqk40q/j6elJREQEDRo0kG27cuUKixcvli0EMmvWLBVGmLs0NTUJDAyUrTypjoYOHZqjdLt3787jSPLW2LFjWbFiBUZGRgA4ODjQpUsXWeNlREQEAwYM4Ny5c6oMUxD+tfj4ePT19VUdxjcpXrw4N2/epHz58gr3e3l58b///Y+AgAAlR5a7CsJvSkbiHk3Iz0SjniAoUdGiRYmOjmbChAn0798/26df+X1OlYIkLS2N/v37c/ToUSpWrEilSpUAcHd3x8vLi969e+Pg4KA2TzqlUimhoaEAWFlZqU2+AKZMmcLGjRsZP348S5YsQU9PD4DDhw8zfvx4qlatyu7du9Vi/kBIfxrdo0cPbt++jZGREXv37qV79+6y/d9//z2NGjViyZIlKozy63Xv3p3q1avLVrTz8fGhatWqNG/enEqVKrFr1y4WLVrEL7/8otpAc4mGhgZBQUEF5gZMnWW+mTYxMcHR0REbGxtAfYYZFzRRUVGyudbOnTtHSkqKbJ+mpiZ2dnaqCi3PJSYmsnHjRlauXElQUJCqw/km+vr6PHv2TFbfy8zd3Z06deoQHx+v5MhyV0H7TRH3aEK+JhUEQWkkEonspaGhofC9hoaGqsMU/oU1a9ZILSwspGfOnMmy79SpU1ILCwvp2rVrlR+Y8K+VK1dOevPmTYX7goKCpF26dJEaGRkpOaq8FxERIU1JScmy/d27d9LExEQVRJQ7SpYsKb17967s/aJFi6Q1a9aUvd+5c6fc+/xOIpFIvby8pJGRkZ99qTN3d3dphQoVVB3GN5NIJNLg4GDZeyMjI6m3t7fsfVBQkFrUFczMzKTm5uZZXmXKlJG2bdtWevHiRVWHmGvOnDkjrVWrluy9kZFRljrg0aNHVRjht0tISJDOmDFDWrduXWnjxo2lJ06ckEqlUumuXbukxYoVk5YsWVK6fPly1QaZCypVqiTdv39/tvv37dsntbW1VWJEeUMikUhDQkJUHYbSiHs0IT9TzyWmBOE/ysfHR9UhCLls9+7drFy5kk6dOmXZ16VLF1asWMH69evzdW+gVq1afbFHnkQi4cqVK0qKKG84OztnmfT6oyJFinDq1Cn279+v5Kjy3seVCj/y8/MjNjaWSpUq5Wji8/+qsLAwSpYsKXt/7do1uYnLW7ZsyZQpU1QRWp75ON+lIlI1mIj/SxITE/H29lZ1GEIOrVu3TuH2iIgInjx5QqdOnfjrr7/UYsGB7du3M2HCBLltXl5est6XK1asYNeuXfl6yo558+axbds2Wrduzd27d+nduzdDhw7l/v37rFmzht69e6OpqanqML9Zjx49mD17Nm3atFG4eNicOXMYNGiQiqLLXXPnzs22XvTRmjVrlBRN3hL3aEJ+Jhr1BEGJxATI6ufly5e0bt062/2tW7dm/PjxSowo99WqVSvbfdHR0Rw8eJDExETlBZRHvlRxBfjhhx+UEIly7Nq1i4iICCZPnizb9tNPP2Fvbw+Ara0tFy5ckK2Om99YWFgQGBhIqVKlSEtL4/Hjx3J5TUpKUrgSZX72119/qc38loL6Gzx48Gf316pVi2XLlqlFo97z589ZuXJltvs7dOjAqlWrlBhR7jt69Cj79u2jS5cuuLi4UKNGDVJSUnByclKrqTpmzJjBqVOnqFChAoMGDcLW1haAFy9ecODAAUqVKsWMGTNUHGXueP78uWyeXUXUqVxzco/m4uKihEgE4d8TjXqCoEQrVqxgwoQJskmC79y5Q7169WQr+UVHRzN9+nQ2b96syjCFf0FfX5+IiAhKly6tcH9UVJRsbrb8au3atVm2paSksGnTJpYsWUKJEiVYtGiRCiLLXR/nXvsciUTC3LlzlRBN3tu+fTujRo2SvT9//jy7d+9m3759VK5cmfHjx7NgwQJ27typwii/XsuWLVm0aBGbN2/m6NGjpKWl0bJlS9l+Nzc3ypQpo7L48kLTpk0LzPxH6m7evHmyBw1JSUksWbJE1qs2Li5OlaEpTadOnVi8eLGqw8gVgYGBsroepPcczvjAxMjIiMjISFWElmvevHlD3bp1AahWrRq6urpMmjRJrRp+AIyNjblz5w4zZ87k8OHDhIeHA+mLhw0aNIglS5aozSrkJ06cKPC/KdHR0Tg4OLBz506ePHmi1r3dhfxLLJQhCEokJr9WP3Z2dpQuXZotW7Yo3D969Gj8/f3VapXCAwcOMG/ePOLj45kzZw4//fQTWlr5/xlR7dq1s90nkUjw8PAgISFBbb6fhQoV4vr161SvXh1IXw03NDSUv/76C4Dr168zdOjQfDskxdfXlzZt2uDt7Y2mpiYbNmxgzJgxsv3dunWjbNmyChut86OcTGqempqqFsPfsuPk5ESdOnXy/Xe0ZcuWOWoIuXbtmhKiUZ3nz5/Tpk2bfL+wAqSvmLpv375se/ZfvHiRwYMHExgYqOTIco+mpiZBQUFYWVkB6Y1fzs7OarO4lCJSqZSwsDCkUqnaLR5W0Fa/zezmzZvY29tz7NgxihcvTo8ePejZsyf169dXdWiCkEX+vwsThHwkcxu6aFPP/2bPnk3Lli159+4dv/76K5UqVUIqleLu7s7q1as5deqU2tx4nT9/nhkzZuDj48Ovv/7K5MmTMTQ0VHVYuebZs2cKtzs6OjJjxgxcXFwYOXKkkqPKO/Hx8bKVGAHu3r3L8OHDZe9tbGzy9c10mTJlcHd3x9XVFSsrK4oXLy63f8GCBXJz7uV31tbW2TbYeXp6snPnTvbv35+vGw3Mzc0/e9OccTXR/Oz69euqDuE/wd7e/rPTP+Qn//vf/9iwYUO2jXobNmzgf//7n5Kjyl1SqZQhQ4bIeiQmJCQwevToLPWE48ePqyK8PCGRSGSNmOqmIN6jBAUFsWfPHuzt7YmKiqJPnz4kJiZy8uRJqlSpourwBCFbolFPEAThGzRp0oTDhw/z008/cezYMbl95ubmODg40LRpUxVFlzsePnzI9OnTuX//PqNHj+by5ctYWlqqOqw85+Pjw9y5czl8+DA9evTA1dWVChUqqDqsXGNtbc2TJ0+wtrYmLCwMV1dXuc9qUFBQlkU08hstLS1q1qypcF922/OrzD0q4+LiOHz4MLt27eLevXvUq1dPbk7B/Ci7hRWE/Cm7z2NkZCRPnz7F09OTmzdvKjmqvDF9+nQaN25M7969mTZtmmxRGw8PD37//XcuX77M3bt3VRzlt8k8R6K6LBaRWe3atXPUI+/p06dKiCbv7N69O9/XAf6Nzp07c/PmTezs7Fi3bh3t27dHU1OTrVu3qjo0Qfgi0agnCILwjbp37067du24cOECL1++BNJXoWzbtm2OFl/4r2vUqBH6+vqMHj2asmXLcvDgQYXpJk6cqOTI8kZYWBgLFixg+/btNGvWjLt376rlcIvBgwczbtw4XF1duXr1KpUqVZLNhwTpPfeqVaumwgi/TU4bsNRl5b6P7t+/z86dOzl69CilS5fG3d2da9eu0bx5c1WH9s2+tLBCSkoKISEhSoom71SpUoXbt2/LFj0ZO3YsCxculD1MCQkJoUyZMvl+br3sekebmJjQpk0bjh8/rjZDN2vXrs3hw4cZMWJElp5q5ubmHDp0iDp16qgoutyxe/duVYegFN26dVN1CErRuHFjnJycaNCggWzblStXWLx4MbGxsXTr1o1Zs2apMMLc9c8//zBx4kTGjBmjVg9whYJBNOoJgpLt3LkTIyMjIP0GZM+ePbKKenR0tCpDE76BgYEB3bt3V3UYeaJ06dJIJBJOnjyZbRqJRJLvG/ViY2NZtWoVa9asoXz58pz5f3v3H1fz/f+P/3ZOpbJCZJVfKUoZmV/Jr3Kk/J7WNq+i+fl6jfzYsCbTLPJ7RpZovebk5ytLtI3X24+xfpCIl6boh4Qa2/KrUtIP5Xz/8HU+jn6I6jw759yul4vLPJ+P5x83izrnfh6P+/3wYbi6ugodq9EsXrwYjx8/RlRUFExNTREZGamwfubMGXh6egqUrv5qKhi8SJ36H23cuBFhYWF4+PAhPD09cerUKfTq1Qs6Ojpo06aN0PGUIjU1VS166mVkZCgcJd67dy98fHzkrxVkMhlKS0uFitdg1KU1RV1NmDABLi4uCh8AWllZwdXVVa1aWag7f39/oSMoha+vL3r27Ckv6t28eRPjx4/H0KFDYWdnh7Vr16J58+ZYsGCBsEEbSHx8PKRSKfr27QtbW1t8/PHH8PDwEDoWUZ1wUAaREnXu3LlObyJVtTG9Jtq9e3ednpsyZUojJ6H6MjU1RVFREebPnw9PT88a/63a2dkpORnRq2lra8PX1xcBAQEKvfV0dHSQnJysEf2A1GVQxstDTwwNDZGcnKwxQ7VycnJQXFwMGxsbiMVioePQa4iJiUFSUhIcHBwwePBghIaGYvXq1SgpKYGbmxuCgoKgr68vdMx6iY6OhqOjo1oMCKtNx44dsX//fgwcOBAAsGrVKhw4cACXLl0C8Kzn5ZYtW+TX6qK4uFjeuuL8+fOorKzEpk2bMGPGDLWZakzqh0U9IqJ6EIvFMDAwgLa2do1NhUUiEfLy8pScjF7Xi28eRSJRtV9PkUikNm+kz58/j759+9Y4XKGsrAy//PILJk6cqORk9CbWrl2LHTt2oLS0FJ6envj444/Ro0cPFvVUkKYU9cLCwlBQUKBwVP6TTz6BVCoFAHTr1g3Hjx9Hx44dhYrYYGpqB9CyZUtYW1vD3d1dPmBCVf3www/w9vaGhYUFbt26BX9/f6xevRoff/wxxGIx9u7dC29vb6xbt07oqPXy8lRYBwcHHDx4EO3btxc4WcPS19dHZmam/N+fs7MzBg0ahJUrVwIArl+/jr59+6KgoEDAlI3r6tWrkEql2LNnDwoKCuDi4oJDhw4JHYuoChb1iJSotLQUJ0+exLhx4wAAX375JcrKyuTr2traCAgIgJ6enlAR6TW98847uHPnDry8vDBjxgy13MUVFBRUp+dU/fhtTk7OK58pKipS6T5zL3r5jUmLFi1w6dIltSocFBcXY/369YiKikJ2djZEIhEsLCzw4YcfwsfHRy16Xr4sLi4OYWFhOHDgALp27YrU1FTExcWp/MCeulCXop6WlhZyc3PlUzUNDQ2RkpIi7y+nDv82gWfFkFmzZmH69OkAnk1YHz9+PHbu3AlbW1vMmzcP3bt3x/bt2wVOWn8SiaTa+wUFBcjKyoKJiQmio6PRqVMnJSdrOD169MCsWbMwf/58+ddy+/bt8l6YkZGR+PLLL5GVlSVw0vp5VdFdXbRv3x4//fQT7O3t8fTpUxgZGSE8PBxjx44FAKSnp8PBwQEPHz4UOGnjq6ysxOHDhxEWFsaiHjVJLOoRKdH333+P//u//8Phw4cBPHsh8M4778iPImRkZOCLL75Q+QmFmiYxMRFhYWGIiIhA165dMXPmTEyePBktWrQQOlqDqEujcpFIhBs3bighjfIVFRVh3759kEql+N///qfyb6Sfq8tuIDMzMzx9+lTImG+svLwcgwYNwpUrVzB69GjY2NhAJpMhPT0dx44dQ58+fXDq1Cno6OgIHbVB3LhxAxYWFvJj40VFRQgPD0dYWBguXrwIe3t7fPjhhyr98yUlJaXW9YyMDHh6eqr8v1GxWIwePXrIj/elpKTAxsYGzZo1A/CsH29qaqrK/znbtGmD2NhY9OzZEwDg7e2Ne/fu4cCBAwCA2NhYTJ8+Xe1bkhQWFmLy5MkwNDSscRCVKmjevDnS09Nhbm4OAGjWrBmSk5Nha2sLAPjjjz9gZWWl8GG2KtKUot7kyZNRWFiIbdu2ITIyEv7+/sjNzZX3fzx48CACAgKQnJwscNKGUVlZidTUVFhZWVU5Il5SUoJr167hnXfeqfF0A5GQ1LsZAFET85///AeLFy9WuBceHi5/IbB3715s3bpVpd90aaIBAwZgwIAB2Lx5MyIjI7Fjxw74+PjAzc0NYWFhKn+kRt3fUNXk1KlTkEqlOHjwINq1awd3d3cEBwcLHUupVHmQREhICG7fvo3k5GR069ZNYS0jIwPDhg3D999/j/nz5wuUsGFZWVkp7Lz85z//iaCgIMyaNQuXL1+GVCrFunXrVPrny7vvvlvj0fjnVPnv7HMvN+KfMGFClWc++OADZcVpNCUlJQoffiUkJGDmzJnya0tLS+Tm5goRTalatGiBZcuW4aOPPhI6Sr2UlpYqFEN0dXUVXv/o6uoqDIBRVSKRSOH7zMvX6mL16tVwcXGBubk5tLS0EBQUpDDQZc+ePRg+fLiACRvWnj17EBwcjMTExCprOjo6mDFjBhYsWAAvLy8B0hHVjkU9IiXKysqSfyINAHp6egp9vOzt7TF37lwholED0NfXx5QpU9C5c2f4+/vjxx9/RHBwsMoX9TRJbm4udu7cCalUisLCQkycOBFlZWX4+eefNaInmTqJiorCsmXLqhT0AMDGxgZ+fn44cOCA2hT1Xi50HTlyBGvXrgUA9OzZE5s3b8aGDRuEiNZg6vIBgzpMkdeU6Zrm5ua4ePEizM3Ncf/+faSmpiocE8/NzUXLli0FTKg8xsbGKt97VyQSoaioCHp6epDJZBCJRHj06BEKCwsBQP5fVSeTyeDs7CzfSfv48WOMHz9evpP2uaSkJCHiNZjOnTsjPT0dqampaNu2Ldq1a6ewvmLFCnTo0EGgdA1PKpXCx8en2p142traWLx4MYKDg1nUoyaJRT0iJSooKFA4dnDv3j2F9adPn6r8sQRN9eeff2LXrl3YsWMHiouL4eXlhZCQEBgZGQkdrd46deqE33//HW3atAEABAcHY8qUKWpzvPi58ePH49SpUxg7diw2b96MUaNGQUtLC99//73Q0RpNWlqafCeMTCZDRkYGHj16BAC4f/++kNHqLS0tDcOGDatxXSKRICAgQHmBmgBVP2r8/Fjfy9T1iLy6mzp1KubOnYvU1FRER0fDxsYGffv2la8nJCSoTQ/TVzl37hy6dOkidIx6kclksLa2Vrju3bu3wrU67Giry05adaGtrY1evXpVu1bTfVV19epVODg41Ljev39/pKenKzERUd2xqEekRB06dMCVK1eq3TkCPOubo06femmC/fv3Y8eOHYiLi8PIkSOxceNGjB07Vq16bty+fVvhTfLSpUsxZswYtSvqHT16FJ9++im8vb1hZWUldBylcHZ2Vtjh9XyIz/Mjjqr8BqygoEBeiK5OmzZt1KrBd3VHwFT561cX6npEvnfv3nX62qn6TqDFixfj8ePHiIqKgqmpKSIjIxXWz5w5A09PT4HSNaya+kE+fPgQFy9exJo1a1R+h2ZMTIzQEZRC1b9OddW9e3fEx8ejdevWAIA5c+YgICAAxsbGAIC7d++ic+fOePz4sZAxG0xxcXGtu0mLiorU5s9K6odFPSIlGjNmDL7++muMHTu2yoTbkpISrFixQj5VilSDh4cHOnXqhIULF8LExATZ2dnYunVrledUfTLsi9R1vlJ8fDykUin69u0LW1tbfPzxx/Dw8BA6VqNR916JT58+rbW4LhaL1WpHl0wmw7Rp0+TH/UtLSzF79myFHkjAs2PJqkwTjsi7ubnJfy+TybB27VrMnj1b/uZaXYjFYgQEBNS4Y/blIp8qq60fpLGxMRYtWoQ5c+YIkKzhODk5CR1BKaKjo+Ho6Cg/fquuMjIyFHog7t27Fz4+PvKinkwmQ2lpqVDxGpyVlRUSEhJgZ2dX7Xp8fLzGfOBLqofTb4mU6M6dO3j33XfRrFkzzJs3T35M4erVqwgODkZFRQV+//13mJiYCJyU6qpz586v3FGh6pNhNWXS23PFxcWIiIhAWFgYzp8/j8rKSmzatAkzZsyAoaGh0PGojl6eIPoydZkg+tz06dPr9NyOHTsaOUnjefGI/OTJk+VH5HV0dJCcnKw2Rb2Xqfv3XE2Qk5NT7f0WLVqoRZsOTaKlpaUwlMjBwQEHDx5E+/btBU7WsF712u/OnTto166d2vwM/eabb/DNN98gOjq6SmEvOTkZzs7OWLx4cZWBh0RNAYt6REp28+ZNeHt748SJE/JPbEUiEVxcXLBt2za+aKcmRywWY9WqVTAwMAAA+Pr64osvvpB/WvucOu1GfO7q1auQSqXYs2cPCgoK4OLigkOHDgkdSymioqKwfPnyGo+NNXUrVqyo03OacpRKHWhra1d7RJ5FPdVkYWFRpw/Frl+/rqRERK+mKR90alpR78mTJ3B1dUV8fDxGjBgBGxsbAM92LJ48eRKDBw/GiRMnVL43LaknFvWIBJKXl4esrCwAQNeuXdXuWI2mOHv2LB48eCDvRQYAu3fvhr+/P4qLi+Hm5oYtW7ao9ARcTdiN+CqVlZU4fPgwwsLC1KqoFxoaihMnTqBZs2b47LPPMGDAAERHR+Pzzz9HZmYmpkyZgpCQEKFjEgF4NkxAKpUiIiJC4Yi8mZkZi3oq6LvvvqtxLTs7G6GhoSgrK1ObogHw7Ejxvn37kJmZCQCwtrbGpEmT8OGHHwqcjOpKU4p6WlpayM3NRdu2bQE8+3OmpKTAwsICgPoV9YBnhb3AwECEh4fj2rVr8uEvkyZNwoIFC6pMOCZqKljUIyKqh1GjRkEikcDX1xcAcPnyZfTp0wfTpk2Dra0tNmzYgFmzZmH58uXCBiV6ybp16/D111/Dzs4OGRkZkMlk8PPzw5YtW/DZZ59h1qxZPBZGTZKmHZFX16JBdfLy8rBy5UqEhIRgwIABWL9+fa0TKVXF06dP4enpicjISFhbW8t3AaWnpyMrKwsfffQR9u3bp/bDbdTBy8WuFi1aIDk5WV7sUhcvt7BISUmBjY2NvLClbi0sXte+ffvw3nvvVelbSyQEFvWIiOrBzMwMhw8fRr9+/QAAfn5+iIuLQ3x8PIBnn8r7+/sjLS1NyJhK1bNnTxw5cgQdO3YUOgrVolu3bli6dCmmTp2K06dPw8nJCWPGjEFERARfpJLKUMcj8kFBQQrXmtDyoKSkBJs2bcK3334Lc3NzrFmzBmPGjBE6VoMJDAzEqlWrsGvXLoWd/QBw6NAhTJ8+HcuWLcOCBQuECdgAbty4Uacj1aruVcWu51R9OjVbWNSuRYsWuHTpkkZ82EJNH4t6RET1oKenh2vXrskLWEOGDMHo0aPh5+cH4NkRop49e6KoqEjImEqlSbtKVJm+vj4yMzPlf3d1dXWRkJCAvn37CpyM6PWp0xH5uuz4UZeWB5WVlfjhhx+wYsUK6OnpISAgAF5eXmpXGLKzs8OCBQswY8aMatelUim+++47le1hClQdIPGPf/wDQUFBajf8jcUuAvhal5oWFvWIiOrB3Nwce/bsgaOjI8rLy9GqVSscPnwYzs7OAJ4dx3VyckJeXp7ASZWHL3RUg1gsxp07d2rsl0NEwrh586ZG/Dvcv38/vvrqKxQUFMDPzw/e3t5q27NKX18fV69eRadOnapdz8nJgY2NDUpKSpScrOFoSq85IoB/v6lp0RY6ABGRKhszZgyWLFmC9evX4+eff0bz5s0xdOhQ+XpKSgq6dOkiYEKimi1btgzNmzcHAJSXl2PVqlVo2bKlwjObNm0SIhqRxurSpQvMzc0hkUgwfPhwSCQStG/fXuhYDc7DwwP6+vrw9PRETk4OlixZUu1z6vA9SF9fHwUFBTUW9QoLC6Gnp6fkVEQ16927d512zKr6MWMidcCiHhFRPaxcuRLu7u5wcnKCgYEBdu3apbDTICwsDK6urgImJKqeo6Mjrl69Kr8eNGhQleN8qnwELjo6GvPmzcO5c+fQokULhbWHDx9i0KBB+P777xWK8ERNQXR0NGJjYxEbG4t9+/ahvLwclpaW8gKfRCJRiyONjo6OEIlEuH79eo3PqPL3oBcNHDgQISEhNU4T37p1KwYOHKjkVA1LJBJV+Xqpy9fvRZpS7HJzc5P/XiaTYe3atZg9ezZat24tXCgiqhaP3xIRNYCHDx/CwMAAWlpaCvfz8vJgYGCgtkeKqsMjCdQUvPfee5BIJFi4cGG160FBQYiJicFPP/2k5GREdVdaWoqEhAR5ke/8+fN48uQJbGxskJqaKnQ8qqOEhAQMGzYMbm5u8PHxgY2NDWQyGdLT07Fx40b88ssviImJweDBg4WO+sbEYjFGjx4NXV1dAMDhw4cxfPjwKoOXoqKihIjXYDS1px5f2yni/w9qSljUIyKiBsUXOqqjsLAQiYmJKC8vh729vby/njowNzfHsWPHYGtrW+16RkYGXF1d8ccffyg5GdHrKy8vx5kzZ3D06FGEhobi0aNHqKysFDpWg7p//z4AVJnyqy5++uknfPLJJ1V67BoZGSE0NBQffPCBQMkaxvTp0+v03I4dOxo5CTUGvrZT1KNHDxw9elQ+bIxISCzqERFRrV63aXt4eDgmTJhQ5dN5alouXbqEMWPGIDc3F8CzF+z79+/HyJEjBU7WMPT09HDlyhV07dq12vWsrCz07NlTpRvTk/oqLy/HuXPnEBMTg9jYWCQmJqJjx45wdHSEo6MjnJycauzPpkqeD8mIiIhAfn4+gGdFLg8PD6xatQqtWrUSNmADe/z4MY4fP45r164BAKytreHq6irvbUqq5f79+8jOzoZIJELnzp3Rpk0boSM1Gk0r6hUVFeHFMolYLIaBgYGAiYhqxqIeERHVSiwWy5u2P//VoUMHoWNRPY0cORKPHj3Ct99+Cz09PaxcuRKXL1+Wv9lUdV26dMHGjRsV+gK9KCoqCj4+PlX6CBIJbfjw4UhMTISFhQWcnJwwdOhQODk5wczMTOhoDSovLw8DBw7En3/+icmTJ8t31aalpSE8PBwdO3ZEQkICjIyMBE5af5rW47OgoABZWVkAgK5du6pdcTY1NRXe3t44c+aMwn0nJyeEhISgW7duAiVrPOpe1Lt06RKWLl2KI0eOAHj25338+LF8XSQS4ezZs+jfv79QEYlqxKIeERHV6nkvp+e7RdS1abumMTY2xq+//oo+ffoAePYmrHXr1igoKKjyplMVzZ8/H7Gxsbhw4UKVqZIlJSWwt7eHRCJBUFCQQAmJqqejowMzMzO4ublh2LBhcHJyUssdQAsWLMBvv/2GkydPVvkZkpubC1dXVzg7OyMwMFCghA1HU3p8ZmdnY+7cuTh+/Lh8l5NIJMKoUaMQHByMzp07CxuwAeTm5qJHjx5o27YtZs+eLe+PmJaWhh9++AEPHjzAlStX8PbbbwsdtV5e/tno6+uLL774osrx+E8//VSZsRrNzJkz0aVLFyxduhTAs6JeaGgo2rdvD5lMhrCwMMhkMuzZs0fgpERVsahHRER1xqbt6kMsFiM3N1fhjYehoSFSUlJe67h1U3Xnzh306dMHWlpamDdvnnznREZGBrZu3YrKykokJSWxIE1NTnFxMU6fPo3Y2FjExMTg0qVLsLa2hpOTk7zIpw79Lzt37ozQ0NAaj/wfO3YMs2fPRnZ2tnKDNQJN6PF569Yt9O/fHzo6OpgzZ47CzsuQkBBUVFTgwoULKr/T39fXFydPnsSZM2eq/cBoyJAhcHV1xdq1awVK2DDq8jpAJBKpzW53W1tbhIeHo3fv3gCq7kxMTEzExIkTkZOTI2RMomqxqEdERK9NE5q2qzuxWIzo6Gi0bt1afm/QoEHYv3+/wpsuOzs7IeI1iJycHHh7e1fZNTJy5Ehs3bpVLYqXpP6KiooQHx8v76+XnJwMKysrXLlyReho9aKrq4vr16/XWOS5ffs2unbtitLSUiUna3ia0ONz5syZyMrKwvHjx6stdo0aNQpWVlbYvn27QAkbRp8+fbBkyRJMnDix2vUff/wR33zzDZKSkpScjOqjefPmyMzMlH8/CgwMxMyZM+UnF/744w9YW1urxfcjUj/aQgcgIqKmr7am7cHBwXBychI6Ir0BZ2dnvPzZ3rhx4yASiSCTySASiVS6WGtubo4jR44gPz8fWVlZkMlksLKyUoseXaQ53nrrLbRu3RqtW7eGkZERtLW1kZ6eLnSsejM2NkZ2dnaNRb2bN28qfOigytq3b19rUS8lJUXleyYeO3YMERERVQp6AKCvr4+VK1fCw8NDgGQN68aNG/K2FdXp16+f2uxe0yR6enrIycmRfz96+aj8rVu3ONCGmiwW9YiIqFYvN22fNWsWwsPDVf4NiKa7efOm0BGUxsjIiM2tSWU8ffoU//vf/+THb8+cOYPi4mK0b98eEokEW7duhUQiETpmvY0cORJ+fn44ceIEmjVrprBWVlaGZcuWYdSoUQKla1hjxoyR/3mq28Xm7++PcePGCZSuYdy/f7/WnnmWlpbIy8tTXqBGUlRUVGvfWUNDQzx69EiJiRpHXYa7hISEwNHRUaCEDat37974+eefMXjw4GrXo6Ki5EdziZoaFvWIiKhWp0+fhpmZGYYPH67WTds1jbm5+Ws9P2fOHAQEBFRpkt1Uubu71+m5qKioRk5C9HpatWqF4uJimJqaQiKRIDAwEMOGDUOXLl2EjtagAgIC0K9fP1hZWWHu3LnygQPp6enYtm0bysrK1KYp/VdffYWoqChYW1vX2OPTz89P4JT1Y2ZmhrS0tBp3Xl65cgWmpqZKTtU4ioqKqt2RCACFhYVVdsCros2bN+Nf//pXtQXMli1bYtasWQgMDFSbot6cOXPg4eGBzp07w9vbG2KxGABQWVmJbdu2YcuWLQgPDxc4JVH12FOPiIhqpSlN26l2LVq0wKVLl+RNo5u66dOn1+m5HTt2NHISotcTGhoKiUQCa2troaM0uhs3bmDu3Ln49ddfFfpeuri4IDg4uMbjqqpI3Xt8LliwANHR0fjtt9+qvCa4e/cuXFxcIJFIsHnzZmECNhCxWAyRSFTjujq0rgA0Y7jLy3x9fbFhwwYYGhrKX+vcuHEDjx49wqJFi7BhwwaBExJVj0U9IiJ6LeratJ1q9/IkOCKihpKfn49r164BALp27ao2vfSqo649PvPz8zFgwADk5ubCy8tLYedleHg4TE1Nce7cOZX/2sbFxdXpOVXvNawJw12qc+7cOezbt0/+/cjKygqenp5wcHAQOBlRzXj8loiIXou6Nm0nIiLlqaysRGpqqrywZW9vL197/PgxsrKy0KNHD/kxOHWhrj0+jYyMkJiYiKVLl+LHH39EQUEBgGfHySdNmoQ1a9aofEEPUP1iXV1pwnCX6jg4OLCARyqHO/WIiKhWr2ra/vzX6/ZoI9Wiajv1ZsyY8cpnRCIRpFKpEtIQ0ct27tyJ4OBgJCYmQktLS2GtoqICDg4OWLBgAby8vARKSG9KJpPh3r17AIC2bdvWelyVmqb58+cjNjYWFy5cqHa4i729PSQSCYKCggRK2LDqeoy4U6dOjZyE6PWxqEdERLVq0aKFQtN2iUSilk3bqXaqVtR7//33a1yrrKzEyZMnUVZWpvJ9j4hU1dChQzF37lx4eHhUu75//34EBwfj1KlTSk5GRHfu3EGfPn2gpaVV43CXpKQkmJiYCJy0YdTUK/F5j0Tg2QeBFRUVyo5G9Eo8fktERLXasGGDxjRtJ/Xx008/VXv/l19+wdKlS6Grq4uvv/5ayamI6LmrV6/Wesytf//+bO1AJBATExMkJCTA29sbX375ZbXDXdSloAcAv//+e7X3ZTIZfvzxRwQFBcHAwEDJqYjqhkU9IiKq1axZs+S/LygoQFZWFoBnzcxbtWolUCpSNi8vL7Ro0ULoGG/szJkzWLJkCZKSkjBv3jwsWbJEbRrUE6mi4uJiFBYW1rheVFSEx48fKzEREb3I3NwcR44cUdvhLi/q1atXlXsnT57EkiVLkJmZicWLF+Pzzz8XIBnRq6lX51kiImoU2dnZGDt2LIyNjTFgwAAMGDAAxsbGGDduHLKzs4WOR40gKioKdnZ28uuQkBAYGxsLmOjNpKWlYfz48Rg2bBisra1x9epVrF+/Xi3flBCpEisrKyQkJNS4Hh8fDysrKyUmIqLqPB/uYm9vrxE/O5OSkuDi4oJx48bBwcEBWVlZWL58OQwNDYWORlQtFvWIiKhWt27dgoODA1JSUrBy5UocPHgQBw8eREBAAJKTkzFw4EDcvn1b6Jj0BkJDQ/Hhhx9i0qRJSExMBABER0ejd+/e+PjjjzF48GCBE765W7duYfr06ejVqxe0tbWRkpICqVSKDh06CB2NiABMmjQJX331FVJSUqqsJScn4+uvv8akSZMESEZUs7///ht+fn7y6yFDhqBPnz7yX/3798eff/4pYEJ6U9evX8c//vEP2Nvbo23btkhLS0NwcDDefvttoaMR1YqDMoiIqFYzZ85EVlYWjh8/Xu0EtFGjRsHKygrbt28XKCG9iXXr1uHrr7+GnZ0dMjIyIJPJ4Ofnhy1btuCzzz7DrFmzVPoT+ebNm0MkEmHevHm1Fiffe+89JaYioueePHkCV1dXxMfHY8SIEbCxsQHwrBH/yZMnMXjwYJw4cQI6OjoCJ6W6OHv2LB48eIBx48bJ7+3evRv+/v4oLi6Gm5sbtmzZAl1dXQFT1t+yZcvw4MEDbNu2DcCzIVIzZsxA69atAQBHjx7FkCFD8O233woZk17TnDlzIJVKIZFIsG7dOrz77rtCRyKqMxb1iIioVu3bt0dERASGDBlS7fqpU6fg4eGBv/76S8nJqD66deuGpUuXYurUqTh9+jScnJwwZswYRERE4K233hI6Xr2Jxa8+jCASiTj9lkhAT548QWBgIMLDw3Ht2jXIZDJYW1tj0qRJWLBgAZo1ayZ0RKqj0aNHY9iwYfD19QUAXL58GX369MG0adNga2uLDRs2YNasWVi+fLmwQeupd+/eCAoKwtChQwFUnQx//PhxLFq0CKmpqULGpNckFouhp6cn/3ChJklJSUpKRFR3LOoREVGtdHV1cf369RqPLd6+fRtdu3ZFaWmpkpNRfejr6yMzMxMdO3YE8OzrnJCQgL59+wqcjIiIVI2ZmRkOHz6Mfv36AQD8/PwQFxeH+Ph4AEBkZCT8/f2RlpYmZMx6MzIywuXLl+Wvidzd3RESEiKfBJudnY3u3btzyIuKWbFiRZ2e8/f3b+QkRK+P02+JiKhWZmZmSEtLq7God+XKFZiamio5FdVXWVmZwnHqZs2ayY8PERERvY78/Hx5YQsA4uLiMHr0aPl1//79cevWLSGiNagnT57g3r178tdEUVFRCuv5+fl12ilOTQuLdaTKWNQjIqJaubm5wcfHB7/99hvatm2rsHb37l34+vrCzc1NmHBUL8uWLUPz5s0BAOXl5Vi1ahVatmyp8MymTZuEiNZgIiMjsW/fPmRmZgKA/Gjfhx9+KHAyIiL1YWJigps3b6Jjx44oLy9HUlKSwu6noqIiteiP2K1bNyQkJKB3797Vrp8+fRrW1tZKTkVEmozHb4mIqFb5+fkYMGAAcnNz4eXlBRsbG8hkMqSnpyM8PBympqY4d+4cd3mpmGHDhkEkEtX6jEgkQnR0tJISNaynT5/C09MTkZGRsLa2lvfJSU9PR1ZWFj766CPs27fvlf8PiIjo1by9vZGcnIz169fj559/xq5du/DXX3/J+yL+5z//webNm3HhwgWBk9bPhg0bsG7dOsTExMDOzk5hLTk5Gc7OzvD19cUXX3whUEJ6E0ZGRtW+HmjZsiWsra3h4+MDFxcXAZIRvRqLekRE9Er5+flYunQpIiIiUFBQAABo1aoVJk6ciDVr1rCgR01OYGAgVq1ahV27dilMYwSAQ4cOYfr06Vi2bBkWLFggTEAiIjVy//59uLu7Iz4+HgYGBti1axfef/99+bqzszMcHBywevVqAVPW35MnTzBixAgkJCTAxcUF3bp1AwBcvXoVJ06cwMCBA/Hbb7+pxa5ETbJr165q7xcUFODixYuIiIjAgQMHMH78eCUnI3o1FvWIiKjOZDIZ7t27BwBo27YtRCIR7t69i+3bt2Pp0qUCpyP6f+zs7LBgwQLMmDGj2nWpVIrvvvsOKSkpSk5GRHVx48YNzJ49G7/++qvQUeg1PHz4EAYGBtDS0lK4n5eXBwMDA7WYaFxeXo5Nmzbhxx9/lLd2sLKygqenJxYuXAhdXV2BE1JD27RpEw4cOICEhAShoxBVwaIeERHVS3JyMvr06YPKykqho9Br6N69O+Lj4+W7LOfMmYOAgAAYGxsDeNYvsXPnzio7wU9fXx9Xr15Fp06dql3PycmBjY0NSkpKlJyMiOqCP1vUQ05ODoqLi2FjY8MBEqSyMjMz4eDggLy8PKGjEFXB76xEREQaKCMjAxUVFfLrvXv3orCwUH4tk8lQWloqRLQGoa+vLz8qXp3CwkKF6b9ERPTmwsLCqgxW+uSTT2BpaYmePXuiR48eajH9ljRTWVmZWuwyJfXEoh4RERGhuo37qjxEYuDAgQgJCalxfevWrRg4cKASExERqa9///vfMDIykl8fO3YMO3bswO7du3HhwgW0atVKYRquqrKwsIClpWWtv7p06SJ0TGpg27dvR69evYSOQVQtbaEDEBERETU0Pz8/DBs2DA8ePICPj4/C1OaNGzfil19+QUxMjNAxiYjUwrVr19CvXz/59S+//IIJEyZg8uTJAIA1a9Zg+vTpQsVrMLUNV8rOzkZoaCjKysqUF4gaxKJFi6q9//DhQyQlJSEzMxOnTp1SciqiumFRj4iIalXTC53nng/OINUiEomq7MRT5Z15Lxs0aBAiIiLwySef4ODBgwprRkZG2LdvHwYPHixQOiLq3bt3rd9zVLWfp6YqKSlBixYt5NcJCQmYOXOm/NrS0hK5ublCRGtQn332WZV7eXl5WLlyJUJCQjBgwACsX79egGRUH7///nu191u0aAEXFxd89913CA0Nxb///W8lJyN6NRb1iIioVjW90HmRo6OjEpJQQ5LJZHB2doa29rOXAiUlJRg/fry8Z8yL/fZU1fvvv4+RI0fi+PHjuHbtGgDA2toarq6uaN68ucDpiDSbm5ub0BGoAZmbm+PixYswNzfH/fv3kZqaqvDBSW5uLlq2bClgwoZXUlKCTZs24dtvv4W5uTmioqIwZswYoWPRG3jVzv3k5GRIpVIW9ahJYlGPiIhqxSOK6snf31/hesKECVWe+eCDD5QVp9E0b94c77//frVrf/75J9q3b6/kREQEVP0eRKpt6tSpmDt3LlJTUxEdHQ0bGxv07dtXvp6QkIAePXoImLDhVFZW4ocffsCKFSugp6eHoKAgeHl5qdVudyJSHSzqERFRvdy4cQOzZ8/Gr7/+KnQUeg2a/IY6NzcXq1evhlQq5RE/oiYgJSUFmZmZAJ7tprWzsxM4Eb2uxYsX4/Hjx4iKioKpqSkiIyMV1s+cOQNPT0+B0jWc/fv346uvvkJBQQH8/Pzg7e3NqahEJCiRrLpxd0RERHWUnJyMPn36oLKyUugo9Bru3r2Lt99+u8b1iooKJCUlwd7eXompGk5+fj7mzJmDEydOoFmzZliyZAnmzZuH5cuX49tvv4WdnR0WLlyIf/zjH0JHJdJY58+fx8yZM5GWliafwC0SifDOO+9AKpWif//+AickUiQWi6Gvrw9PT0+FHoIv27RpkxJTUWPja11qyrhTj4iISAOZmZnh77//lhf2evbsiSNHjqBjx44AgAcPHmDgwIEq+wJ2yZIlSEhIwLRp03D8+HEsXLgQx44dg1gsRnR0NBwcHISOSKTR0tLS4OzsDFtbW+zduxe2trby+4GBgXB2dsa5c+fQvXt3gZNSXZw/fx59+/aFlpZWtetlZWX45ZdfMHHiRCUna1iOjo4QiUS4fv16jc/wGK7qcXd3r3W9oKBAOUGI3gB36hERUb3w00vVJBaLkZubKy/qGRoaIjk5GZaWlgCAO3fuwMzMDE+fPhUy5hvr1KkTdu7cieHDhyM7OxuWlpZYsmQJ1qxZI3Q0IgIwceJEVFRU4ODBg1WKIDKZDO7u7tDR0cH+/fsFSkivQ0tLS+GDohYtWuDSpUsKP1PatWvH1wrUJE2fPr1Oz+3YsaORkxC9Pu7UIyIiomqp8m6Dv/76S77zp3PnztDT04OXl5fAqYjouZiYGBw9erTa7zMikQhLly7lJFEV8vI+ker2jXAvCTVVLNaRKmNRj4iIatW7d+9aizscNEBNkUwmg7b2/3uZo6WlBX19fQETEdGLioqKYGJiUuO6qakpioqKlJiIGpsqf1D03KJFi+r0HHvqEZGysKhHRES1cnNzEzoCNQKRSISioiLo6elBJpNBJBLh0aNHKCwsBAD5f1WVTCaDs7OzvLBXUlKC8ePHV5lSmJSUJEQ8Io1nbm6O8+fPy/t4viwxMRHm5uZKTkVUu99///2Vz6hD8ZKIVAeLekREVCt/f3+hI1AjkMlksLa2Vrju3bu3wrUqvzF5+e/thAkTBEpCRNXx8PDAokWL0K1bN/To0UNh7fLly/Dx8cGUKVMESkdvIi0tDbm5uQCe/QzJyMjAo0ePAAD3798XMlqDiYmJEToCEZECDsogIqJa3b17V974ujoVFRVISkqCvb29ElNRfcXFxdXpOScnp0ZOQkSaqLS0FM7OzkhMTISLiwtsbW0hk8mQnp6OkydPwt7eHtHR0dDT0xM6KtWBWCyGSCSqtm/e8/sikUjlB2XExMRg8ODBVXZ9ExEJhUU9IiKq1csT7Xr27IkjR47Ij0xxop1qqqysxLfffotDhw6hvLwczs7O8Pf3Z985IlKa8vJyBAYGYt++fcjMzAQAWFtbw8PDAwsXLoSurq7ACamucnJy6vScqh+pFovF0NPTg4ODAyQSCSQSCRwcHBR6uBIRKROLekREVCuxWIzc3Fx5Uc/Q0BDJycmwtLQE8KyoZ2ZmhqdPnwoZk17TypUrsXz5cowYMQL6+vo4fvw4PD09ERYWJnS0BvGqAS/PsaceERHVVU5ODqKjoxEXF4fY2Fj88ccfaN68OQYPHiwv8vXv3x9isVjoqESkIVjUIyKiWtWlqMedeqrHysoKPj4+mDVrFgDg5MmTGDt2LEpKStTizciKFSvkv5fJZFi7di1mz56N1q1bKzzHnpFERPX3xx9/1Om5Tp06NXIS5bpx4wZiY2MRGxuLuLg43L59G4aGhigoKBA6GhFpCBb1iIioVizqqSddXV1kZWUpTJ7U09NDVlYWOnToIGCyxvHy31siEpaRkVGddtPm5eUpIQ3V1/Oeei97ceiSSCRCRUWFsqM1uue792JjY/Hzzz/jyZMnePz4sdCxiEhD8PA/ERHVSiQSoaioCHp6evIX548ePUJhYSEAyP9LqqWioqJKA3odHR08efJEoEREpEk2b94s/71MJoO3tzcCAgJqHcxETdfvv/9e7X2ZTIYff/wRQUFBMDAwUHKqxvHHH38gNjYWMTExiI2Nxf379zFo0CAMHToU//3vfzFgwAChIxKRBuFOPSIiqtXLn76/+Kn7i9fcqadaxGIxRo8erdCI/vDhwxg+fDjeeust+b2oqCgh4jU47tQjatr4b1T9nDx5EkuWLEFmZiYWLVqEzz//HIaGhkLHqhdLS0vk5+dj8ODBcHR0hKOjI/r168dBGUQkGH73ISKiWu3Zs0ctj2NquqlTp1a55+XlJUASIiJSJ0lJSfD19cXp06fxz3/+E0eOHFGbHZglJSUAnn0wpq2tDR0dHWhpaQmciog0GYt6RERUq3nz5mHr1q2YNGmS0FGoAe3YsUPoCI0qKChI4bqiogI7d+6EsbGxwv1PP/1UmbGIiNTW9evXsXTpUhw8eBATJ05EWlqa2u28/Pvvv5GRkSE/fvvNN9+gtLQUQ4YMwbBhw+Dk5IS+ffuqxcApIlINPH5LRES12rZtG3x9fTFq1CiEhoZWmR5K1BRZWFi88hmRSIQbN24oIQ0RvQqP36q2OXPmQCqVQiKRYN26dXj33XeFjqQ06enp8v56v/76KwBw+i0RKQ2LekRE9Eo3b97EzJkzkZaWhh9++AHjx48XOhIREamwRYsWKVxv3boVXl5eaNmypcL9TZs2KTMWvSGxWAw9PT3Y2NjU+lxSUpKSEinHnTt35Lv2YmJicO3aNejq6sqP6RIRNTYevyUioleysLBAdHQ0goOD4e7uDltb2ypNodXthToRETWel6elDho0qMrO2ReHMlHT9vXXX2vE1+vu3buIjY2VF/IyMzOho6MDe3t7eHh4QCKRYODAgULHJCINwqIeERHVSU5ODqKiomBkZIQJEyZw0hs1adHR0Zg3bx7OnTuHFi1aKKw9fPgQgwYNQkhICBwdHQVKSKTZYmJihI5ADWjGjBno0KGD2veSMzU1hY6ODvr164cPPvgAEokEgwYNgr6+vtDRiEhD8R0ZERG90g8//IDPP/8cI0aMQGpqKtq2bSt0JKJabd68Gf/617+qFPQAoGXLlpg1axYCAwNZ1CNqIu7fvw8AVYbZkGqwsLDA33//rTZTbmty9OhRDBkyBG+99ZbQUYiIAADq/VEKERHV26hRo+Dr64vg4GBERUWxoEcqITk5GaNGjapx3dXVFRcvXlRiIiJ6WUFBAebOnQtjY2OYmJjAxMQExsbGmDdvHgcNqBhNadM+cuRIeUEvJSUFBw4cwIEDB5CSkiJwMiLSVNypR0REtaqsrERKSgo6dOggdBSiOrtz5w50dHRqXNfW1sa9e/eUmIiIXpSXl4eBAwfizz//xOTJk2FrawsASEtLw86dO/Hbb78hISEBRkZGAielutKEnnoAcP78efnwsOfFTJFIhHfeeQdSqRT9+/cXOCERaRIW9YiIqFYnTpwQOgLRa2vfvj2uXLmCrl27VruekpICMzMzJacioucCAgLQrFkzXL9+HSYmJlXWXF1dERAQgMDAQIES0utatmwZmjdvXuszqj7NOC0tDc7OzrC1tcXevXsVitGBgYFwdnbGuXPn0L17d4GTEpGmEMk0Za80ERERaYz58+cjNjYWFy5cgJ6ensJaSUkJ7O3tIZFIEBQUJFBCIs3WuXNnhIaGYuTIkdWuHzt2DLNnz0Z2drZyg9EbEYvFGDhwIJo1a1bjMyKRCNHR0UpM1fAmTpyIiooKHDx4sMrORJlMBnd3d+jo6GD//v0CJSQiTcOiHhEREamdO3fuoE+fPtDS0sK8efPQrVs3AEBGRga2bt2KyspKJCUlVdkhRETKoauri+vXr9fY2uH27dvo2rUrSktLlZyM3oRYLEZubq7aD8po27Ytjh49in79+lW7fuHCBYwZM4btHYhIaXj8loiIiNSOiYkJEhIS4O3tjS+//FKh79HIkSOxdetWFvSIBGRsbIzs7Owai3o3b95E69atlZyK3pSm9NMrKiqq9WeHqakpioqKlJiIiDQdi3pERESklszNzXHkyBHk5+cjKysLMpkMVlZWbLxP1ASMHDkSfn5+OHHiRJUjm2VlZVi2bFmtE6ypaanL4a+SkhLo6+srIU3jMTc3x/nz59GxY8dq1xMTE2Fubq7kVESkyVjUIyIiIrVmZGTEaYRETUxAQAD69esHKysrzJ07FzY2NpDJZEhPT8e2bdtQVlaGPXv2CB2T6mjHjh1o2bJltWtlZWUIDg7Ghg0bkJubq+RkDcvDwwOLFi1Ct27d0KNHD4W1y5cvw8fHB1OmTBEoHRFpIvbUIyIiIiIipbtx4wbmzp2LX3/9VeGIvIuLC4KDg2ucXk1NT1lZGZYvXy7febl48WK4ublhx44d8PPzk/c39fX1FTpqvZSWlsLZ2RmJiYlwcXGBra2tvBh98uRJ2NvbIzo6usqAJiKixsKiHhERERERCSY/Px/Xrl0DAHTt2pW99FSQr68vQkNDMWLECCQkJODevXuYPn06zp07h6VLl+Kjjz6ClpaW0DEbRHl5OQIDA7Fv3z5kZmYCAKytreHh4YGFCxdCV1dX4IREpElY1CMiIiIiIqWqrKxEamoqrKysqvRZe/z4MbKystCjRw+IxWKBEtLrsLS0xObNm/Hee+/hypUrsLOzw7Rp0yCVSjVmiAbwbGpzQEAA/v3vfwsdhYg0BH9KEhERERGRUu3ZswczZsyoMiQDAJo1a4YZM2YgPDxcgGT0Jm7fvo2+ffsCAHr06AFdXV0sXLhQowp6APDgwQNIpVKhYxCRBmFRj4iIiIiIlEoqlcLHx6faI5na2tpYvHgxdzupkMrKSoUCrba2NgwMDARMRESkGTj9loiIiIiIlOrq1atwcHCocb1///5IT09XYiKqD5lMhmnTpsn7yZWWlmL27Nl46623FJ6LiooSIh4RkdpiUY+IiIiIiJSquLgYhYWFNa4XFRXh8ePHSkxE9TF16lSFay8vL4GSEBFpFhb1iIiIiIhIqaysrJCQkAA7O7tq1+Pj42FlZaXkVPSmduzYIXQEpXB3d691vaCgQDlBiIj+fyzqERERERGRUk2aNAlfffUVBg0aVKWwl5ycjK+//hqLFy8WKB3VR0FBAbKysgAAXbt2RatWrYQN1IBatmz5yvUpU6YoKQ0RESCSyWQyoUMQEREREZHmePLkCVxdXREfH48RI0bAxsYGAJCRkYGTJ09i8ODBOHHiBHR0dAROSnWVnZ2NuXPn4vjx43j+FlMkEmHUqFEIDg5G586dhQ1IRKSGWNQjIiIiIiKle/LkCQIDAxEeHo5r165BJpPB2toakyZNwoIFCxSmqVLTduvWLfTv3x86OjqYM2cObG1tAQBpaWkICQlBRUUFLly4gA4dOgictHFlZGTgvffeQ2ZmptBRiEhDsKhHRERERERNSmVlJe7cuYN27doJHYXqYObMmcjKysLx48ehp6ensFZSUoJRo0bBysoK27dvFyihciQnJ6NPnz6orKwUOgoRaQix0AGIiIiIiIhedOXKFXTs2FHoGFRHx44dw+rVq6sU9ABAX18fK1euxJEjRwRIRkSk3ljUIyIiIiIiojd2//79WnvmWVpaIi8vT3mBiIg0BIt6RERERERE9MbMzMyQlpZW4/qVK1dgamqqxERERJpBW+gAREREREREpLrc3Nzg4+OD3377DW3btlVYu3v3Lnx9feHm5iZMuAZkZGQEkUhU43pFRYUS0xARcVAGEREREREpWUpKSq3rGRkZ8PT05MABFZGfn48BAwYgNzcXXl5esLGxgUwmQ3p6OsLDw2Fqaopz586hdevWQketl127dtXpualTpzZyEiKiZ1jUIyIiIiIipRKLxRCJRKjurcjz+yKRiEU9FZKfn4+lS5ciIiICBQUFAIBWrVph4sSJWLNmjcoX9OqqsrISWlpaQscgIg3Boh4RERERESlVTk5OnZ4zNzdv5CTU0GQyGe7duwcAaNu2ba3HVdVJZmYmpFIpdu/ejb///lvoOESkIdhTj4iIiIiIlKouxborV64oIQk1NJFIhLffflvoGErx+PFjREREICwsDGfPnkW/fv2waNEioWMRkQZhUY+IiIiIiJqEoqIi7Nu3D9u3b8fFixd5/FZF9O7du0478pKSkpSQpvGdO3cO27dvR2RkJDp16oT09HTExMRg6NChQkcjIg3Doh4REREREQnq1KlTkEqlOHjwINq1awd3d3ds3bpV6FhURy9OtpXJZFi7di1mz56tdn30Nm7ciLCwMDx8+BCenp44deoUevXqBR0dHbRp00boeESkgdhTj4iIiIiIlC43Nxc7d+6EVCpFYWEhJk6ciO+//x7Jycno3r270PGoHgwNDZGcnAxLS0uhozQobW1t+Pr6IiAgQGEYho6ODv/eEpEgxEIHICIiIiIizTJ+/Hh069YNKSkp2Lx5M/766y9s2bJF6FhEtVq5ciUiIyNhYWEBX19f9n0kIsGxqEdEREREREp19OhRzJw5EytWrMDYsWMVdj0RNVVffvklMjMzsWfPHuTm5mLAgAHo1asXZDIZ8vPzhY5HRBqIRT0iIiIiIlKq+Ph4FBUVoW/fvhgwYACCg4Nx//59oWMR1YmTkxN27dqF3NxczJkzB3379oWTkxMGDRqETZs2CR2PiDQIe+oREREREZEgiouLERERgbCwMJw/fx6VlZXYtGkTZsyYAUNDQ6HjUR0FBQUpXPv6+uKLL76AsbGxwv1PP/1UmbGU6vLly5BKpQgPD8fdu3eFjkNEGoJFPSIiIiIiEtzVq1chlUqxZ88eFBQUwMXFBYcOHRI6FtWBhYXFK58RiUS4ceOGEtI0HnNzcwwfPhwSiQQSiQQdO3as8syTJ0+go6MjQDoi0kQs6hERERERUZNRWVmJw4cPIywsjEU9alKWL1+O2NhYJCYmory8HBYWFpBIJPJCn6mpqdARiUjDsKhHREREREREVEdlZWU4c+YM4uLi5EW+J0+ewNraGsOHD8fWrVuFjkhEGoJFPSIiIiIiInpjZ8+exYMHDzBu3Dj5vd27d8Pf3x/FxcVwc3PDli1boKurK2DKxpOfn4+NGzdiy5YtePToESorK4WOREQaQlvoAERERERERKS6AgICMGzYMHlR7/Lly5g5cyamTZsGW1tbbNiwAe3atcPy5cuFDdpAysvLcfbsWcTGxsp36rVv3x4ffvghnJychI5HRBqEO/WIiIiIiIjojZmZmeHw4cPo168fAMDPzw9xcXGIj48HAERGRsLf3x9paWlCxqy3gIAAeRHP3Nwcjo6OcHJygpOTE9q1ayd0PCLSQNypR0RERERERG8sPz8fJiYm8uu4uDiMHj1aft2/f3/cunVLiGgNavny5ejUqRM2btyIjz76CG3atBE6EhFpOLHQAYiIiIiIiEh1mZiY4ObNmwCeHU1NSkqCg4ODfL2oqAg6OjpCxWswR48ehYeHB3bu3Il27dqhZ8+emD9/Pg4cOIB79+4JHY+INBCP3xIREREREdEb8/b2RnJyMtavX4+ff/4Zu3btwl9//YVmzZoBAP7zn/9g8+bNuHDhgsBJG05RURFOnz6NuLg4xMTEIDk5GV27doVEIkFwcLDQ8YhIQ7CoR0RERERERG/s/v37cHd3R3x8PAwMDLBr1y68//778nVnZ2c4ODhg9erVAqZsHJWVlTh//jwOHTqEbdu2cfotESkVi3pERERERERUbw8fPoSBgQG0tLQU7ufl5cHAwEC+c0+VPX36FP/73/8QExOD2NhYnDlzBsXFxejQoQMkEgkkEgmmTp0qdEwi0hAs6hERERERERG9wujRo5GQkICioiK0a9cOEokEw4YNg0QigaWlpdDxiEgDcfotERERERER0Su0atUKGzZsgEQigZWVldBxiIi4U4+IiIiIiIiIiEjViIUOQERERERERNTUnT17Fv/9738V7u3evRsWFhZ4++238cknn6CsrEygdESkiVjUIyIiIiIiInqFFStWIDU1VX59+fJlzJw5EyNGjMCSJUtw+PBhrF27VsCERKRpePyWiIiIiIiI6BXMzMxw+PBh9OvXDwDg5+eHuLg4xMfHAwAiIyPh7++PtLQ0IWMSkQbhTj0iIiIiIiKiV8jPz4eJiYn8Oi4uDqNHj5Zf9+/fH7du3RIiGhFpKBb1iIiIiIiIiF7BxMQEN2/eBACUl5cjKSkJDg4O8vWioiLo6OgIFY+INBCLekRERERERESvMGbMGCxZsgSnT5/Gl19+iebNm2Po0KHy9ZSUFHTp0kXAhESkabSFDkBERERERETU1K1cuRLu7u5wcnKCgYEBdu3ahWbNmsnXw8LC4OrqKmBCItI0HJRBREREREREVEcPHz6EgYEBtLS0FO7n5eXBwMBAodBHRNSYWNQjIiIiIiIiIiJSMeypR0REREREREREpGJY1CMiIiIiIiIiIlIxLOoRERERERERERGpGBb1iIiIiIiIiIiIVAyLekRERERERERERCqGRT0iIiIiIiIiIiIVw6IeERERERERERGRivn/ACjxqXOTWoMPAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1500x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Correlations\n",
"fig, ax = plt.subplots(figsize=(15, 8))\n",
"\n",
"sns.heatmap(data.corr(method='pearson'), annot=True, ax=ax)\n",
"plt.title('Correlation Matrix')\n",
"\n",
"plt.savefig('../../figures/eda/original/correlations.png')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **Summary**\n",
"* **The dataset was poor and imbalance** - (pie chart)\n",
"* **The male patients was more affected compare to female** - (doughnut chart)\n",
"* **The most affected age was in 60s in some patients** - (histogram chart)\n",
"* **Smokers are prone to disease chart** - (pie chart)\n",
"* **Some affected patients was also a drinkers** - (bar chart)\n",
"* **Anxiety was common for affected patients** - (bar chart)\n",
"* **Some was cause by infleunce by others to intake** - (bar chart)\n",
"* **Some patient was experinces long lasting conditions** - (bar chart)\n",
"* **Some affected patient dexperince the different symptoms** - (heatmap)\n",
"* **correlation highlights several potential associations, particularly between certain respiratory symptoms (coughing, shortness of breath, wheezing), lifestyle factors (smoking, alcohol consumption, peer pressure), conditions (yellow fingers, anxiety, chronic disease)** - (heatmap)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}